4048 lines
154 KiB
Text
4048 lines
154 KiB
Text
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "55bc43ad",
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"metadata": {},
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"source": [
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"# Online Buy Listings\n",
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"\n",
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"Analysis of `finder/data/online_listings_buy.parquet`."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "1560f01a",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2026-05-17T10:23:47.594553Z",
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"iopub.status.busy": "2026-05-17T10:23:47.594488Z",
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"iopub.status.idle": "2026-05-17T10:23:47.858517Z",
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"shell.execute_reply": "2026-05-17T10:23:47.858194Z"
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}
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},
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"outputs": [],
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"source": [
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"from pathlib import Path\n",
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"\n",
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"import plotly.express as px\n",
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"import polars as pl\n",
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"\n",
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"pl.Config.set_tbl_rows(45)\n",
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"pl.Config.set_fmt_str_lengths(80)\n",
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"\n",
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"DATA_PATH = Path(\"/volumes/projects/perfect-postcode/finder/data/test/online_listings_buy.parquet\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "6c5d1f0a",
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"metadata": {},
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"source": [
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"## Load"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "09a54208",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2026-05-17T10:23:47.859716Z",
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"iopub.status.busy": "2026-05-17T10:23:47.859600Z",
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"iopub.status.idle": "2026-05-17T10:23:47.955592Z",
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"shell.execute_reply": "2026-05-17T10:23:47.955345Z"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Rows: 242\n",
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"Columns: 25\n"
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]
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},
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{
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"data": {
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"text/html": [
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"<div><style>\n",
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".dataframe > thead > tr,\n",
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".dataframe > tbody > tr {\n",
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" text-align: right;\n",
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" white-space: pre-wrap;\n",
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"}\n",
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"</style>\n",
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"<small>shape: (3, 2)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>provider</th><th>len</th></tr><tr><td>str</td><td>u32</td></tr></thead><tbody><tr><td>"OnTheMarket"</td><td>85</td></tr><tr><td>"Rightmove"</td><td>99</td></tr><tr><td>"Zoopla"</td><td>58</td></tr></tbody></table></div>"
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],
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"text/plain": [
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"shape: (3, 2)\n",
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"┌─────────────┬─────┐\n",
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"│ provider ┆ len │\n",
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"│ --- ┆ --- │\n",
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"│ str ┆ u32 │\n",
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"╞═════════════╪═════╡\n",
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"│ OnTheMarket ┆ 85 │\n",
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"│ Rightmove ┆ 99 │\n",
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"│ Zoopla ┆ 58 │\n",
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"└─────────────┴─────┘"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"text/html": [
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"<div><style>\n",
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".dataframe > thead > tr,\n",
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".dataframe > tbody > tr {\n",
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" text-align: right;\n",
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" white-space: pre-wrap;\n",
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"}\n",
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"</style>\n",
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"<small>shape: (45, 25)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>provider</th><th>Bedrooms</th><th>Bathrooms</th><th>Number of bedrooms & living rooms</th><th>lon</th><th>lat</th><th>Postcode</th><th>Postcode source</th><th>Extracted postcode</th><th>Inferred postcode</th><th>Listing raw address</th><th>Address per Property Register</th><th>UPRN</th><th>Property number or name</th><th>Leasehold/Freehold</th><th>Property type</th><th>Property sub-type</th><th>Price qualifier</th><th>Total floor area (sqm)</th><th>Listing URL</th><th>Listing features</th><th>Listing date</th><th>Listing status</th><th>Asking price</th><th>Asking price per sqm</th></tr><tr><td>str</td><td>i32</td><td>i32</td><td>i32</td><td>f64</td><td>f64</td><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td><td>str</td><td>f64</td><td>str</td><td>list[str]</td><td>datetime[μs]</td><td>str</td><td>i64</td><td>i32</td></tr></thead><tbody><tr><td>"OnTheMarket"</td><td>1</td><td>1</td><td>2</td><td>-0.129102</td><td>51.463636</td><td>"SW4 7EF"</td><td>"coordinates"</td><td>null</td><td>"SW4 7EF"</td><td>"Bedford Road, London"</td><td>"Bedford Road, London"</td><td>null</td><td>null</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Apartment"</td><td>""</td><td>null</td><td>"https://www.onthemarket.com/details/19209711/"</td><td>["Tenure: Leasehold (111 years remaining)", "Top floor one-bedroom apartment within a modern development completed in 2021", … "Generous double bedroom, contemporary bathroom and separate utility/storage room"]</td><td>null</td><td>"For sale"</td><td>525000</td><td>null</td></tr><tr><td>"OnTheMarket"</td><td>1</td><td>1</td><td>2</td><td>-0.100233</td><td>51.466129</td><td>"SE5 9AA"</td><td>"coordinates"</td><td>null</td><td>"SE5 9AA"</td><td>"Padfield Road, London, SE5"</td><td>"Padfield Road, London"</td><td>null</td><td>null</td><td>"Freehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>null</td><td>"https://www.onthemarket.com/details/19522441/"</td><td>["Tenure: Share of freehold (999 years remaining)", "One Bedroom"]</td><td>null</td><td>"For sale"</td><td>275000</td><td>null</td></tr><tr><td>"OnTheMarket"</td><td>4</td><td>1</td><td>5</td><td>-0.108913</td><td>51.471775</td><td>"SW9 6NN"</td><td>"coordinates"</td><td>null</td><td>"SW9 6NN"</td><td>"Lord Holland Lane, Myatts Fields South, London"</td><td>"Lord Holland Lane, Myatts Fields South, London"</td><td>null</td><td>null</td><td>"Freehold"</td><td>"Terraced"</td><td>"Terraced House"</td><td>"Offers in excess of"</td><td>null</td><td>"https://www.onthemarket.com/details/18847208/"</td><td>["Tenure: Freehold", "Four Bedrooms", … "Superb Condition"]</td><td>null</td><td>"For sale"</td><td>600000</td><td>null</td></tr><tr><td>"OnTheMarket"</td><td>1</td><td>1</td><td>2</td><td>-0.107904</td><td>51.473026</td><td>"SW9 6BF"</td><td>"coordinates"</td><td>null</td><td>"SW9 6BF"</td><td>"Mostyn Road, London SW9"</td><td>"Mostyn Road, London"</td><td>null</td><td>null</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>null</td><td>"https://www.onthemarket.com/details/19305103/"</td><td>["Tenure: Leasehold", "One bedroom"]</td><td>null</td><td>"For sale"</td><td>350000</td><td>null</td></tr><tr><td>"OnTheMarket"</td><td>1</td><td>1</td><td>2</td><td>-0.115372</td><td>51.475374</td><td>"SW9 0RG"</td><td>"coordinates"</td><td>null</td><td>"SW9 0RG"</td><td>"Hackford Road, London SW9"</td><td>"Hackford Road, London"</td><td>null</td><td>null</td><td>"Freehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>null</td><td>"https://www.onthemarket.com/details/19601952/"</td><td>["Tenure: Share of freehold", "Separate dining and living room", … "Study"]</td><td>null</td><td>"For sale"</td><td>475000</td><td>null</td></tr><tr><td>"OnTheMarket"</td><td>0</td><td>1</td><td>1</td><td>-0.117911</td><td>51.476212</td><td>"SW9 0HP"</td><td>"coordinates"</td><td>null</td><td>"SW9 0HP"</td><td>"Clapham Road, London SW9"</td><td>"Clapham Road, London"</td><td>null</td><td>null</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>null</td><td>"https://www.onthemarket.com/details/19601638/"</td><td>["Tenure: Leasehold", "Nearest station 0.3mi."]</td><td>null</td><td>"For sale"</td><td>225000</td><td>null</td></tr><tr><td>"OnTheMarket"</td><td>2</td><td>2</td><td>4</td><td>-0.105579</td><td>51.463969</td><td>"SW9 8SE"</td><td>"coordinates"</td><td>null</td><td>"SW9 8SE"</td><td>"Coldharbour Lane, Brixton, London, SW9"</td><td>"Coldharbour Lane, Brixton, London"</td><td>null</td><td>null</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>null</td><td>"https://www.onthemarket.com/details/19601141/"</td><td>["Tenure: Leasehold", "Fantastic two bedroom period flat"]</td><td>null</td><td>"For sale"</td><td>575000</td><td>null</td></tr><tr><td>"OnTheMarket"</td><td>1</td><td>1</td><td>2</td><td>-0.116437</td><td>51.466426</td><td>"SW9 9FX"</td><td>"coordinates"</td><td>null</td><td>"SW9 9FX"</td><td>"Stockwell Road, SW9"</td><td>"Stockwell Road"</td><td>null</td><td>null</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>null</td><td>"https://www.onthemarket.com/details/19599310/"</td><td>["Tenure: Leasehold (120 years remaining)", "One double bedroom", "Chain-free"]</td><td>null</td><td>"For sale"</td><td>435000</td><td>null</td></tr><tr><td>"OnTheMarket"</td><td>2</td><td>2</td><td>4</td><td>-0.102355</td><td>51.46566</td><td>"SW9 8RU"</td><td>"coordinates"</td><td>null</td><td>"SW9 8RU"</td><td>"Coldharbour Lane, SW9"</td><td>"Coldharbour Lane"</td><td>null</td><td>null</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>"Offers over"</td><td>null</td><td>"https://www.onthemarket.com/details/19599313/"</td><td>["Tenure: Leasehold (127 years remaining)", "Two double bedrooms", "Chain-free"]</td><td>null</td><td>"For sale"</td><td>450000</td><td>null</td></tr><tr><td>"OnTheMarket"</td><td>2</td><td>2</td><td>4</td><td>-0.114496</td><td>51.466421</td><td>"SW9 0FH"</td><td>"coordinates"</td><td>null</td><td>"SW9 0FH"</td><td>"Stockwell Park Walk, London, SW9"</td><td>"Stockwell Park Walk, London"</td><td>null</td><td>null</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>"Offers in excess of"</td><td>null</td><td>"https://www.onthemarket.com/details/18060975/"</td><td>["Tenure: Leasehold (113 years remaining)", "Stylish and well-presented two-bedroom, two-bathroom apartment", "Study"]</td><td>null</td><td>"For sale"</td><td>500000</td><td>null</td></tr><tr><td>"OnTheMarket"</td><td>2</td><td>2</td><td>4</td><td>-0.126918</td><td>51.469851</td><td>"SW4 6BF"</td><td>"coordinates"</td><td>null</td><td>"SW4 6BF"</td><td>"20 Fergusson Mews, London, SW4"</td><td>"20 Fergusson Mews, London"</td><td>null</td><td>null</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>"Offers in excess of"</td><td>null</td><td>"https://www.onthemarket.com/details/19266851/"</td><td>["Tenure: Leasehold", "Gated Development", … "Chain-free"]</td><td>null</td><td>"For sale"</td><td>650000</td><td>null</td></tr><tr><td>"OnTheMarket"</td><td>1</td><td>1</td><td>2</td><td>-0.116535</td><td>51.466385</td><td>"SW9 9FX"</td><td>"coordinates"</td><td>null</td><td>"SW9 9FX"</td><td>"Stockwell Road, Stockwell, London, SW9"</td><td>"Stockwell Road, Stockwell, London"</td><td>null</td><td>null</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>"Offers in excess of"</td><td>null</td><td>"https://www.onthemarket.com/details/19167472/"</td><td>["Tenure: Leasehold (125 years remaining)", "Stylish finish", … "Chain-free"]</td><td>null</td><td>"For sale"</td><td>450000</td><td>null</td></tr><tr><td>"OnTheMarket"</td><td>1</td><td>1</td><td>2</td><td>-0.1109</td><td>51.462364</td><td>"SW9 8GA"</td><td>"coordinates"</td><td>null</td><td>"SW9 8GA"</td><td>"Milles Square, Brixton, London, SW9"</td><td>"Milles Square, Brixton, London"</td><td>null</td><td>null</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>null</td><td>"https://www.onthemarket.com/details/19592532/"</td><td>["Tenure: Leasehold (155 years remaining)", "Neatly presented 1 bedroom flat in a convenient location"]</td><td>null</td><td>"For sale"</td><td>340000</td><td>null</td></tr><tr><td>"OnTheMarket"</td><td>2</td><td>1</td><td>3</td><td>-0.110269</td><td>51.46006</td><td>"SE24 0LW"</td><td>"coordinates"</td><td>null</td><td>"SE24 0LW"</td><td>"Railton Road, London SE24"</td><td>"Railton Road, London"</td><td>null</td><td>null</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>null</td><td>"https://www.onthemarket.com/details/19591254/"</td><td>["Tenure: Leasehold", "Two Double Bedrooms", "Chain-free"]</td><td>null</td><td>"For sale"</td><td>500000</td><td>null</td></tr><tr><td>"OnTheMarket"</td><td>1</td><td>1</td><td>2</td><td>-0.126297</td><td>51.466742</td><td>"SW9 9LE"</td><td>"coordinates"</td><td>null</td><td>"SW9 9LE"</td><td>"Hemberton Road, London SW9"</td><td>"Hemberton Road, London"</td><td>null</td><td>null</td><td>"Freehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>null</td><td>"https://www.onthemarket.com/details/19591126/"</td><td>["Tenure: Share of freehold", "Chain Free", … "Study"]</td><td>null</td><td>"For sale"</td><td>550000</td><td>null</td></tr><tr><td>"Rightmove"</td><td>1</td><td>1</td><td>2</td><td>-0.121569</td><td>51.471079</td><td>"SW9 9EU"</td><td>"coordinates"</td><td>null</td><td>"SW9 9EU"</td><td>"Stockwell Road, London, SW9"</td><td>"Stockwell Road, London"</td><td>null</td><td>null</td><td>null</td><td>"Flats/Maisonettes"</td><td>"Apartment"</td><td>"Guide Price"</td><td>null</td><td>"https://www.rightmove.co.uk/properties/89076063#/?channel=RES_BUY"</td><td>["Within easy reach of local amenities, green spaces and transport connections", "Excellent value-add opportunity for owner-occupiers and investors", … "Well-proportioned one-bedroom apartment in a popular SW9 location"]</td><td>2026-05-29 14:30:37</td><td>"For sale"</td><td>310000</td><td>null</td></tr><tr><td>"Rightmove"</td><td>5</td><td>4</td><td>9</td><td>-0.11817</td><td>51.47115</td><td>"SW9 0DG"</td><td>"coordinates"</td><td>null</td><td>"SW9 0DG"</td><td>"Stockwell Park Crescent II, London SW9"</td><td>"Stockwell Park Crescent II, London"</td><td>null</td><td>null</td><td>"Freehold"</td><td>"Semi-Detached"</td><td>"Semi-Detached"</td><td>""</td><td>310.6</td><td>"https://www.rightmove.co.uk/properties/174610352#/?channel=RES_BUY"</td><td>[]</td><td>2026-04-17 18:34:21</td><td>"For sale"</td><td>2595000</td><td>8355</td></tr><tr><td>"Rightmove"</td><td>6</td><td>3</td><td>9</td><td>-0.114727</td><td>51.473247</td><td>"SW9 0AR"</td><td>"coordinates"</td><td>null</td><td>"SW9 0AR"</td><td>"Groveway, Stockwell"</td><td>"Groveway, Stockwell"</td><td>null</td><td>null</td><td>"Freehold"</td><td>"Detached"</td><td>"Detached"</td><td>""</td><td>null</td><td>"https://www.rightmove.co.uk/properties/174282005#/?channel=RES_BUY"</td><td>["Early Victorian Family Home", "Grade II Listed", … "Wonderful Potential"]</td><td>2026-04-10 11:17:35</td><td>"For sale"</td><td>2295000</td><td>null</td></tr><tr><td>"Rightmove"</td><td>4</td><td>2</td><td>6</td><td>-0.116603</td><td>51.472141</td><td>"SW9 0DD"</td><td>"coordinates"</td><td>null</td><td>"SW9 0DD"</td><td>"Stockwell Park Road, London, SW9"</td><td>"Stockwell Park Road, London"</td><td>null</td><td>null</td><td>"Freehold"</td><td>"Semi-Detached"</td><td>"Semi-Detached"</td><td>""</td><td>216.1</td><td>"https://www.rightmove.co.uk/properties/170781485#/?channel=RES_BUY"</td><td>["4 bedrooms", "2 reception rooms", … "Semi-Detached"]</td><td>2026-01-02 17:30:39</td><td>"For sale"</td><td>2250000</td><td>10412</td></tr><tr><td>"Rightmove"</td><td>2</td><td>2</td><td>4</td><td>-0.11247</td><td>51.46428</td><td>"SW9 7QH"</td><td>"coordinates"</td><td>null</td><td>"SW9 7QH"</td><td>"St Johns Buildings, London SW9"</td><td>"St Johns Buildings, London"</td><td>null</td><td>null</td><td>null</td><td>"Terraced"</td><td>"Terraced"</td><td>""</td><td>213.4</td><td>"https://www.rightmove.co.uk/properties/174206714#/?channel=RES_BUY"</td><td>[]</td><td>2026-04-08 17:23:59</td><td>"For sale"</td><td>2100000</td><td>9841</td></tr><tr><td>"Rightmove"</td><td>4</td><td>3</td><td>7</td><td>-0.116765</td><td>51.47089</td><td>"SW9 0DB"</td><td>"coordinates"</td><td>null</td><td>"SW9 0DB"</td><td>"Stockwell Park Road, London SW9"</td><td>"Stockwell Park Road, London"</td><td>null</td><td>null</td><td>"Freehold"</td><td>"Terraced"</td><td>"Terraced"</td><td>"Guide Price"</td><td>197.5</td><td>"https://www.rightmove.co.uk/properties/88435821#/?channel=RES_BUY"</td><td>["4 bedrooms", "2 reception rooms", … "Garden"]</td><td>2026-05-13 16:21:42</td><td>"For sale"</td><td>2100000</td><td>10633</td></tr><tr><td>"Rightmove"</td><td>5</td><td>3</td><td>8</td><td>-0.113111</td><td>51.478768</td><td>"SW9 0LJ"</td><td>"coordinates"</td><td>null</td><td>"SW9 0LJ"</td><td>"Crewdson Road, London SW9"</td><td>"Crewdson Road, London"</td><td>null</td><td>null</td><td>"Freehold"</td><td>"Terraced"</td><td>"Terraced"</td><td>""</td><td>246.7</td><td>"https://www.rightmove.co.uk/properties/174798002#/?channel=RES_BUY"</td><td>["5 bedrooms", "1 reception room", … "Garden"]</td><td>2026-04-22 16:04:47</td><td>"For sale"</td><td>1900000</td><td>7702</td></tr><tr><td>"Rightmove"</td><td>3</td><td>3</td><td>6</td><td>-0.11805</td><td>51.47091</td><td>"SW9 0DG"</td><td>"coordinates"</td><td>null</td><td>"SW9 0DG"</td><td>"Stockwell Park Crescent, Stockwell, London, SW9"</td><td>"Stockwell Park Crescent, Stockwell, London"</td><td>null</td><td>null</td><td>"Freehold"</td><td>"Detached"</td><td>"House"</td><td>""</td><td>156.8</td><td>"https://www.rightmove.co.uk/properties/88376967#/?channel=RES_BUY"</td><td>["Wonderful 2-bedroom semi-detached house situated over 3 floors", "Spacious kitchen", … "Well located for the local shops and amenities of Clapham and Stockwell Road"]</td><td>2026-05-12 16:14:48</td><td>"For sale"</td><td>1695000</td><td>10810</td></tr><tr><td>"Rightmove"</td><td>5</td><td>3</td><td>8</td><td>-0.119192</td><td>51.474381</td><td>"SW9 0RU"</td><td>"coordinates"</td><td>null</td><td>"SW9 0RU"</td><td>"Stockwell Park Road, London, SW9"</td><td>"Stockwell Park Road, London"</td><td>null</td><td>null</td><td>"Freehold"</td><td>"Semi-Detached"</td><td>"Semi-Detached"</td><td>""</td><td>193.2</td><td>"https://www.rightmove.co.uk/properties/167893637#/?channel=RES_BUY"</td><td>[]</td><td>2025-10-07 09:57:34</td><td>"For sale"</td><td>1695000</td><td>8773</td></tr><tr><td>"Rightmove"</td><td>2</td><td>2</td><td>4</td><td>-0.11778</td><td>51.470774</td><td>"SW9 0DG"</td><td>"coordinates"</td><td>null</td><td>"SW9 0DG"</td><td>"Stockwell Park Crescent, Stockwell"</td><td>"Stockwell Park Crescent, Stockwell"</td><td>null</td><td>null</td><td>"Freehold"</td><td>"Semi-Detached"</td><td>"Semi-Detached"</td><td>""</td><td>null</td><td>"https://www.rightmove.co.uk/properties/173668991#/?channel=RES_BUY"</td><td>["Georgian Home", "Excellent Condition", … "No Onward Chain"]</td><td>2026-03-25 09:55:49</td><td>"For sale"</td><td>1695000</td><td>null</td></tr><tr><td>"Rightmove"</td><td>4</td><td>3</td><td>7</td><td>-0.121041</td><td>51.465546</td><td>"SW9 9RF"</td><td>"coordinates"</td><td>null</td><td>"SW9 9RF"</td><td>"Hargwyne Street, London, SW9"</td><td>"Hargwyne Street, London"</td><td>null</td><td>null</td><td>"Freehold"</td><td>"Terraced"</td><td>"Terraced"</td><td>""</td><td>165.7</td><td>"https://www.rightmove.co.uk/properties/174050450#/?channel=RES_BUY"</td><td>[]</td><td>2026-04-02 16:51:56</td><td>"For sale"</td><td>1650000</td><td>9958</td></tr><tr><td>"Rightmove"</td><td>5</td><td>2</td><td>7</td><td>-0.119194</td><td>51.470986</td><td>"SW9 0SW"</td><td>"coordinates"</td><td>null</td><td>"SW9 0SW"</td><td>"Burnley Road, London, SW9"</td><td>"Burnley Road, London"</td><td>null</td><td>null</td><td>"Freehold"</td><td>"Terraced"</td><td>"Terraced"</td><td>"Guide Price"</td><td>199.5</td><td>"https://www.rightmove.co.uk/properties/88367181#/?channel=RES_BUY"</td><td>["Quiet Residential Street", "Versatile Accommodation", … "Period Features"]</td><td>2026-05-12 14:23:19</td><td>"For sale"</td><td>1595000</td><td>7995</td></tr><tr><td>"Rightmove"</td><td>5</td><td>3</td><td>8</td><td>-0.118914</td><td>51.475262</td><td>"SW9 0QQ"</td><td>"coordinates"</td><td>null</td><td>"SW9 0QQ"</td><td>"Clapham Road, Stockwell"</td><td>"Clapham Road, Stockwell"</td><td>null</td><td>null</td><td>"Freehold"</td><td>"Terraced"</td><td>"Terraced"</td><td>""</td><td>null</td><td>"https://www.rightmove.co.uk/properties/172178081#/?channel=RES_BUY"</td><td>["Georgian Townhouse", "Five Double Bedrooms", … "2617sq.ft"]</td><td>2026-02-13 14:31:16</td><td>"For sale"</td><td>1550000</td><td>null</td></tr><tr><td>"Rightmove"</td><td>8</td><td>1</td><td>9</td><td>-0.114329</td><td>51.465359</td><td>"SW9 7AW"</td><td>"coordinates"</td><td>null</td><td>"SW9 7AW"</td><td>"Brixton Road, Brixton High Street"</td><td>"Brixton Road, Brixton High Street"</td><td>null</td><td>null</td><td>"Freehold"</td><td>"Terraced"</td><td>"Terraced"</td><td>"Guide Price"</td><td>44.0</td><td>"https://www.rightmove.co.uk/properties/88139847#/?channel=RES_BUY"</td><td>["FREEHOLD MIXED USE COMMERCIAL & RESIDENTIAL", "GROUND FLOOR TAKE-AWAY - LEASE EXPIRING 2030", … "NEAR BRIXTON UNDERGROUND & OVERGROUND STATIONS"]</td><td>2026-05-06 17:31:38</td><td>"For sale"</td><td>1550000</td><td>35227</td></tr><tr><td>"Rightmove"</td><td>4</td><td>2</td><td>6</td><td>-0.118903</td><td>51.461726</td><td>"SW9 8DR"</td><td>"coordinates"</td><td>null</td><td>"SW9 8DR"</td><td>"Trinity Gardens, LONDON"</td><td>"Trinity Gardens, LONDON"</td><td>null</td><td>null</td><td>"Freehold"</td><td>"Terraced"</td><td>"Terraced"</td><td>"Guide Price"</td><td>114.5</td><td>"https://www.rightmove.co.uk/properties/174274454#/?channel=RES_BUY"</td><td>["Victorian House", "Mid Terraced", … "Central Location"]</td><td>2026-04-10 09:39:04</td><td>"For sale"</td><td>1500000</td><td>13100</td></tr><tr><td>"Zoopla"</td><td>4</td><td>2</td><td>6</td><td>-0.116819</td><td>51.477238</td><td>"SW9 0HD"</td><td>"detail_address"</td><td>null</td><td>"SW9 0HU"</td><td>"Caldwell Street, Stockwell SW9"</td><td>"1, Caldwell Street, Stockwell"</td><td>"100021818679"</td><td>"1"</td><td>"Freehold"</td><td>"Other"</td><td>"Property"</td><td>""</td><td>114.0</td><td>"https://www.zoopla.co.uk/for-sale/details/73326946/"</td><td>[]</td><td>null</td><td>"For sale"</td><td>995000</td><td>8728</td></tr><tr><td>"Zoopla"</td><td>2</td><td>1</td><td>3</td><td>-0.118798</td><td>51.468221</td><td>"SW9 0TZ"</td><td>"detail_address"</td><td>null</td><td>"SW9 9PU"</td><td>"Stockwell Road, Stockwell, London SW9"</td><td>"Flat 27, Addington House,, Stockwell Road, Stockwell, London"</td><td>"100021894599"</td><td>"Flat 27, Addington House,"</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>77.9</td><td>"https://www.zoopla.co.uk/for-sale/details/72554891/"</td><td>[]</td><td>null</td><td>"For sale"</td><td>350000</td><td>4493</td></tr><tr><td>"Zoopla"</td><td>5</td><td>3</td><td>8</td><td>-0.119192</td><td>51.474381</td><td>"SW9 0AP"</td><td>"detail_address"</td><td>null</td><td>"SW9 0RU"</td><td>"Stockwell Park Road, London SW9"</td><td>"1, Stockwell Park Road, London"</td><td>"100023386020"</td><td>"1"</td><td>"Freehold"</td><td>"Semi-Detached"</td><td>"Semi Detached"</td><td>""</td><td>194.9</td><td>"https://www.zoopla.co.uk/for-sale/details/69392186/"</td><td>[]</td><td>null</td><td>"For sale"</td><td>1695000</td><td>8697</td></tr><tr><td>"Zoopla"</td><td>3</td><td>2</td><td>5</td><td>-0.122658</td><td>51.469424</td><td>"SW9 9HG"</td><td>"detail_address"</td><td>null</td><td>"SW9 9HE"</td><td>"Lingham Street, Stockwell, London SW9"</td><td>"Flat 11 Beale House, 45, Lingham Street, Stockwell, London"</td><td>"100021894650"</td><td>"Flat 11 Beale House, 45"</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>102.9</td><td>"https://www.zoopla.co.uk/for-sale/details/73306789/"</td><td>[]</td><td>null</td><td>"For sale"</td><td>525000</td><td>5102</td></tr><tr><td>"Zoopla"</td><td>2</td><td>2</td><td>4</td><td>-0.129002</td><td>51.46795</td><td>"SW9 9AN"</td><td>"detail_address"</td><td>null</td><td>"SW9 9AN"</td><td>"Houghton Square, London SW9"</td><td>"17, Houghton Square, London"</td><td>"10008788775"</td><td>"17"</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>72.0</td><td>"https://www.zoopla.co.uk/for-sale/details/73302918/"</td><td>[]</td><td>null</td><td>"For sale"</td><td>500000</td><td>6944</td></tr><tr><td>"Zoopla"</td><td>2</td><td>1</td><td>3</td><td>-0.115029</td><td>51.477508</td><td>"SW9 0ET"</td><td>"detail_address"</td><td>null</td><td>"SW9 0EN"</td><td>"Cleveland House, Hackford Road, London SW9"</td><td>"Flat 4,, Cleveland House, Hackford Road, London"</td><td>"100021847214"</td><td>"Flat 4,"</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>55.0</td><td>"https://www.zoopla.co.uk/for-sale/details/73302851/"</td><td>[]</td><td>null</td><td>"For sale"</td><td>515000</td><td>9364</td></tr><tr><td>"Zoopla"</td><td>2</td><td>1</td><td>3</td><td>-0.125681</td><td>51.466593</td><td>"SW9 9LF"</td><td>"detail_address"</td><td>null</td><td>"SW9 9LF"</td><td>"Hemberton Road, Clapham North, London SW9"</td><td>"chpk0226649, Hemberton Road, Clapham North, London"</td><td>null</td><td>"chpk0226649"</td><td>null</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>49.7</td><td>"https://www.zoopla.co.uk/for-sale/details/71215394/"</td><td>[]</td><td>null</td><td>"For sale"</td><td>475000</td><td>9557</td></tr><tr><td>"Zoopla"</td><td>1</td><td>1</td><td>2</td><td>-0.117086</td><td>51.466529</td><td>"SW9 9FX"</td><td>"detail_address"</td><td>null</td><td>"SW9 9TG"</td><td>"Stockwell Road SW9"</td><td>"Flat 59, 151, Stockwell Road"</td><td>"10094957235"</td><td>"Flat 59, 151"</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>52.0</td><td>"https://www.zoopla.co.uk/for-sale/details/73250562/"</td><td>[]</td><td>null</td><td>"For sale"</td><td>465000</td><td>8942</td></tr><tr><td>"Zoopla"</td><td>2</td><td>1</td><td>3</td><td>-0.12876</td><td>51.464473</td><td>"SW9 9NW"</td><td>"detail_address"</td><td>null</td><td>"SW9 9PG"</td><td>"Fenwick Place SW9"</td><td>"First Floor Flat, 70, Fenwick Place"</td><td>null</td><td>"First Floor Flat, 70"</td><td>null</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>70.2</td><td>"https://www.zoopla.co.uk/for-sale/details/73268982/"</td><td>[]</td><td>null</td><td>"For sale"</td><td>599950</td><td>8546</td></tr><tr><td>"Zoopla"</td><td>1</td><td>1</td><td>2</td><td>-0.108771</td><td>51.470695</td><td>"SW9 7SB"</td><td>"detail_address"</td><td>null</td><td>"SW9 7JX"</td><td>"Loughborough Road SW9"</td><td>"Flat C, 58, Loughborough Road"</td><td>null</td><td>"Flat C, 58"</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>44.1</td><td>"https://www.zoopla.co.uk/for-sale/details/73268027/"</td><td>[]</td><td>null</td><td>"For sale"</td><td>375000</td><td>8503</td></tr><tr><td>"Zoopla"</td><td>2</td><td>2</td><td>4</td><td>-0.108351</td><td>51.475345</td><td>"SW9 7RH"</td><td>"detail_address"</td><td>null</td><td>"SW9 7BN"</td><td>"Eythorne Road, Oval SW9"</td><td>"Flat 7, 5, Eythorne Road, Oval"</td><td>null</td><td>"Flat 7, 5"</td><td>null</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>null</td><td>"https://www.zoopla.co.uk/for-sale/details/73266802/"</td><td>[]</td><td>null</td><td>"For sale"</td><td>575000</td><td>null</td></tr><tr><td>"Zoopla"</td><td>2</td><td>1</td><td>3</td><td>-0.12142</td><td>51.472181</td><td>"SW9 9AU"</td><td>"detail_address"</td><td>null</td><td>"SW9 9AU"</td><td>"Yates Court, Stockwell, London SW9"</td><td>"chpk3677610, Yates Court, Stockwell, London"</td><td>null</td><td>"chpk3677610"</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>72.0</td><td>"https://www.zoopla.co.uk/for-sale/details/73261921/"</td><td>[]</td><td>null</td><td>"For sale"</td><td>475000</td><td>6597</td></tr><tr><td>"Zoopla"</td><td>2</td><td>2</td><td>4</td><td>-0.10787</td><td>51.476628</td><td>"SW9 6HP"</td><td>"detail_address"</td><td>null</td><td>"SW9 6SB"</td><td>"Beam, Lambeth SW9, New home"</td><td>"Beam, Lambeth SW9, New home"</td><td>null</td><td>null</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>74.4</td><td>"https://www.zoopla.co.uk/new-homes/details/73247019/"</td><td>[]</td><td>null</td><td>"For sale"</td><td>580000</td><td>7796</td></tr><tr><td>"Zoopla"</td><td>2</td><td>2</td><td>4</td><td>-0.10787</td><td>51.476628</td><td>"SW9 6HP"</td><td>"detail_address"</td><td>null</td><td>"SW9 6SB"</td><td>"Beam, Lambeth SW9, New home"</td><td>"Beam, Lambeth SW9, New home"</td><td>null</td><td>null</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>74.4</td><td>"https://www.zoopla.co.uk/new-homes/details/73246935/"</td><td>[]</td><td>null</td><td>"For sale"</td><td>595000</td><td>7997</td></tr><tr><td>"Zoopla"</td><td>2</td><td>2</td><td>4</td><td>-0.122738</td><td>51.467418</td><td>"SW9 9FX"</td><td>"detail_address"</td><td>null</td><td>"SW9 9DG"</td><td>"Stockwell Road, Brixton SW9, New home"</td><td>"Stockwell Road, Brixton SW9, New home"</td><td>"10094957206"</td><td>null</td><td>"Leasehold"</td><td>"Flats/Maisonettes"</td><td>"Flat"</td><td>""</td><td>72.0</td><td>"https://www.zoopla.co.uk/new-homes/details/73239981/"</td><td>[]</td><td>null</td><td>"For sale"</td><td>575000</td><td>7986</td></tr></tbody></table></div>"
|
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],
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"text/plain": [
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"shape: (45, 25)\n",
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"┌───────────┬──────────┬───────────┬───────────┬───┬───────────┬───────────┬───────────┬───────────┐\n",
|
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"│ provider ┆ Bedrooms ┆ Bathrooms ┆ Number of ┆ … ┆ Listing ┆ Listing ┆ Asking ┆ Asking │\n",
|
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"│ --- ┆ --- ┆ --- ┆ bedrooms ┆ ┆ date ┆ status ┆ price ┆ price per │\n",
|
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"│ str ┆ i32 ┆ i32 ┆ & living ┆ ┆ --- ┆ --- ┆ --- ┆ sqm │\n",
|
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"│ ┆ ┆ ┆ rooms ┆ ┆ datetime[ ┆ str ┆ i64 ┆ --- │\n",
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"│ ┆ ┆ ┆ --- ┆ ┆ μs] ┆ ┆ ┆ i32 │\n",
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"│ ┆ ┆ ┆ i32 ┆ ┆ ┆ ┆ ┆ │\n",
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"╞═══════════╪══════════╪═══════════╪═══════════╪═══╪═══════════╪═══════════╪═══════════╪═══════════╡\n",
|
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"│ OnTheMark ┆ 1 ┆ 1 ┆ 2 ┆ … ┆ null ┆ For sale ┆ 525000 ┆ null │\n",
|
|
"│ et ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n",
|
|
"│ OnTheMark ┆ 1 ┆ 1 ┆ 2 ┆ … ┆ null ┆ For sale ┆ 275000 ┆ null │\n",
|
|
"│ et ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n",
|
|
"│ OnTheMark ┆ 4 ┆ 1 ┆ 5 ┆ … ┆ null ┆ For sale ┆ 600000 ┆ null │\n",
|
|
"│ et ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n",
|
|
"│ OnTheMark ┆ 1 ┆ 1 ┆ 2 ┆ … ┆ null ┆ For sale ┆ 350000 ┆ null │\n",
|
|
"│ et ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n",
|
|
"│ OnTheMark ┆ 1 ┆ 1 ┆ 2 ┆ … ┆ null ┆ For sale ┆ 475000 ┆ null │\n",
|
|
"│ et ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n",
|
|
"│ OnTheMark ┆ 0 ┆ 1 ┆ 1 ┆ … ┆ null ┆ For sale ┆ 225000 ┆ null │\n",
|
|
"│ et ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n",
|
|
"│ OnTheMark ┆ 2 ┆ 2 ┆ 4 ┆ … ┆ null ┆ For sale ┆ 575000 ┆ null │\n",
|
|
"│ et ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n",
|
|
"│ OnTheMark ┆ 1 ┆ 1 ┆ 2 ┆ … ┆ null ┆ For sale ┆ 435000 ┆ null │\n",
|
|
"│ et ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n",
|
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"│ OnTheMark ┆ 2 ┆ 2 ┆ 4 ┆ … ┆ null ┆ For sale ┆ 450000 ┆ null │\n",
|
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"│ et ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n",
|
|
"│ OnTheMark ┆ 2 ┆ 2 ┆ 4 ┆ … ┆ null ┆ For sale ┆ 500000 ┆ null │\n",
|
|
"│ et ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n",
|
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"│ OnTheMark ┆ 2 ┆ 2 ┆ 4 ┆ … ┆ null ┆ For sale ┆ 650000 ┆ null │\n",
|
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"│ et ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n",
|
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"│ OnTheMark ┆ 1 ┆ 1 ┆ 2 ┆ … ┆ null ┆ For sale ┆ 450000 ┆ null │\n",
|
|
"│ et ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n",
|
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"│ OnTheMark ┆ 1 ┆ 1 ┆ 2 ┆ … ┆ null ┆ For sale ┆ 340000 ┆ null │\n",
|
|
"│ et ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n",
|
|
"│ OnTheMark ┆ 2 ┆ 1 ┆ 3 ┆ … ┆ null ┆ For sale ┆ 500000 ┆ null │\n",
|
|
"│ et ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n",
|
|
"│ OnTheMark ┆ 1 ┆ 1 ┆ 2 ┆ … ┆ null ┆ For sale ┆ 550000 ┆ null │\n",
|
|
"│ et ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n",
|
|
"│ Rightmove ┆ 1 ┆ 1 ┆ 2 ┆ … ┆ 2026-05-2 ┆ For sale ┆ 310000 ┆ null │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 9 ┆ ┆ ┆ │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 14:30:37 ┆ ┆ ┆ │\n",
|
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"│ Rightmove ┆ 5 ┆ 4 ┆ 9 ┆ … ┆ 2026-04-1 ┆ For sale ┆ 2595000 ┆ 8355 │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 7 ┆ ┆ ┆ │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 18:34:21 ┆ ┆ ┆ │\n",
|
|
"│ Rightmove ┆ 6 ┆ 3 ┆ 9 ┆ … ┆ 2026-04-1 ┆ For sale ┆ 2295000 ┆ null │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 0 ┆ ┆ ┆ │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 11:17:35 ┆ ┆ ┆ │\n",
|
|
"│ Rightmove ┆ 4 ┆ 2 ┆ 6 ┆ … ┆ 2026-01-0 ┆ For sale ┆ 2250000 ┆ 10412 │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 2 ┆ ┆ ┆ │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 17:30:39 ┆ ┆ ┆ │\n",
|
|
"│ Rightmove ┆ 2 ┆ 2 ┆ 4 ┆ … ┆ 2026-04-0 ┆ For sale ┆ 2100000 ┆ 9841 │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 8 ┆ ┆ ┆ │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 17:23:59 ┆ ┆ ┆ │\n",
|
|
"│ Rightmove ┆ 4 ┆ 3 ┆ 7 ┆ … ┆ 2026-05-1 ┆ For sale ┆ 2100000 ┆ 10633 │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 3 ┆ ┆ ┆ │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 16:21:42 ┆ ┆ ┆ │\n",
|
|
"│ Rightmove ┆ 5 ┆ 3 ┆ 8 ┆ … ┆ 2026-04-2 ┆ For sale ┆ 1900000 ┆ 7702 │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 2 ┆ ┆ ┆ │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 16:04:47 ┆ ┆ ┆ │\n",
|
|
"│ Rightmove ┆ 3 ┆ 3 ┆ 6 ┆ … ┆ 2026-05-1 ┆ For sale ┆ 1695000 ┆ 10810 │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 2 ┆ ┆ ┆ │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 16:14:48 ┆ ┆ ┆ │\n",
|
|
"│ Rightmove ┆ 5 ┆ 3 ┆ 8 ┆ … ┆ 2025-10-0 ┆ For sale ┆ 1695000 ┆ 8773 │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 7 ┆ ┆ ┆ │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 09:57:34 ┆ ┆ ┆ │\n",
|
|
"│ Rightmove ┆ 2 ┆ 2 ┆ 4 ┆ … ┆ 2026-03-2 ┆ For sale ┆ 1695000 ┆ null │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 5 ┆ ┆ ┆ │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 09:55:49 ┆ ┆ ┆ │\n",
|
|
"│ Rightmove ┆ 4 ┆ 3 ┆ 7 ┆ … ┆ 2026-04-0 ┆ For sale ┆ 1650000 ┆ 9958 │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 2 ┆ ┆ ┆ │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 16:51:56 ┆ ┆ ┆ │\n",
|
|
"│ Rightmove ┆ 5 ┆ 2 ┆ 7 ┆ … ┆ 2026-05-1 ┆ For sale ┆ 1595000 ┆ 7995 │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 2 ┆ ┆ ┆ │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 14:23:19 ┆ ┆ ┆ │\n",
|
|
"│ Rightmove ┆ 5 ┆ 3 ┆ 8 ┆ … ┆ 2026-02-1 ┆ For sale ┆ 1550000 ┆ null │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 3 ┆ ┆ ┆ │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 14:31:16 ┆ ┆ ┆ │\n",
|
|
"│ Rightmove ┆ 8 ┆ 1 ┆ 9 ┆ … ┆ 2026-05-0 ┆ For sale ┆ 1550000 ┆ 35227 │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 6 ┆ ┆ ┆ │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 17:31:38 ┆ ┆ ┆ │\n",
|
|
"│ Rightmove ┆ 4 ┆ 2 ┆ 6 ┆ … ┆ 2026-04-1 ┆ For sale ┆ 1500000 ┆ 13100 │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 0 ┆ ┆ ┆ │\n",
|
|
"│ ┆ ┆ ┆ ┆ ┆ 09:39:04 ┆ ┆ ┆ │\n",
|
|
"│ Zoopla ┆ 4 ┆ 2 ┆ 6 ┆ … ┆ null ┆ For sale ┆ 995000 ┆ 8728 │\n",
|
|
"│ Zoopla ┆ 2 ┆ 1 ┆ 3 ┆ … ┆ null ┆ For sale ┆ 350000 ┆ 4493 │\n",
|
|
"│ Zoopla ┆ 5 ┆ 3 ┆ 8 ┆ … ┆ null ┆ For sale ┆ 1695000 ┆ 8697 │\n",
|
|
"│ Zoopla ┆ 3 ┆ 2 ┆ 5 ┆ … ┆ null ┆ For sale ┆ 525000 ┆ 5102 │\n",
|
|
"│ Zoopla ┆ 2 ┆ 2 ┆ 4 ┆ … ┆ null ┆ For sale ┆ 500000 ┆ 6944 │\n",
|
|
"│ Zoopla ┆ 2 ┆ 1 ┆ 3 ┆ … ┆ null ┆ For sale ┆ 515000 ┆ 9364 │\n",
|
|
"│ Zoopla ┆ 2 ┆ 1 ┆ 3 ┆ … ┆ null ┆ For sale ┆ 475000 ┆ 9557 │\n",
|
|
"│ Zoopla ┆ 1 ┆ 1 ┆ 2 ┆ … ┆ null ┆ For sale ┆ 465000 ┆ 8942 │\n",
|
|
"│ Zoopla ┆ 2 ┆ 1 ┆ 3 ┆ … ┆ null ┆ For sale ┆ 599950 ┆ 8546 │\n",
|
|
"│ Zoopla ┆ 1 ┆ 1 ┆ 2 ┆ … ┆ null ┆ For sale ┆ 375000 ┆ 8503 │\n",
|
|
"│ Zoopla ┆ 2 ┆ 2 ┆ 4 ┆ … ┆ null ┆ For sale ┆ 575000 ┆ null │\n",
|
|
"│ Zoopla ┆ 2 ┆ 1 ┆ 3 ┆ … ┆ null ┆ For sale ┆ 475000 ┆ 6597 │\n",
|
|
"│ Zoopla ┆ 2 ┆ 2 ┆ 4 ┆ … ┆ null ┆ For sale ┆ 580000 ┆ 7796 │\n",
|
|
"│ Zoopla ┆ 2 ┆ 2 ┆ 4 ┆ … ┆ null ┆ For sale ┆ 595000 ┆ 7997 │\n",
|
|
"│ Zoopla ┆ 2 ┆ 2 ┆ 4 ┆ … ┆ null ┆ For sale ┆ 575000 ┆ 7986 │\n",
|
|
"└───────────┴──────────┴───────────┴───────────┴───┴───────────┴───────────┴───────────┴───────────┘"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df = (\n",
|
|
" pl.read_parquet(DATA_PATH)\n",
|
|
" .with_columns(\n",
|
|
" pl.when(pl.col(\"Listing URL\").str.contains(\"rightmove.co.uk\", literal=True))\n",
|
|
" .then(pl.lit(\"Rightmove\"))\n",
|
|
" .when(pl.col(\"Listing URL\").str.contains(\"onthemarket.com\", literal=True))\n",
|
|
" .then(pl.lit(\"OnTheMarket\"))\n",
|
|
" .when(pl.col(\"Listing URL\").str.contains(\"zoopla.co.uk\", literal=True))\n",
|
|
" .then(pl.lit(\"Zoopla\"))\n",
|
|
" .otherwise(pl.lit(\"Unknown\"))\n",
|
|
" .alias(\"provider\")\n",
|
|
" )\n",
|
|
" .filter(pl.col(\"provider\").is_in([\"Rightmove\", \"OnTheMarket\", \"Zoopla\"]))\n",
|
|
")\n",
|
|
"\n",
|
|
"print(f\"Rows: {df.height:,}\")\n",
|
|
"print(f\"Columns: {len(df.columns):,}\")\n",
|
|
"display(df.group_by(\"provider\").len().sort(\"provider\"))\n",
|
|
"display(df.group_by(\"provider\", maintain_order=False).head(15).sort(\"provider\"))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "e775e26e",
|
|
"metadata": {},
|
|
"source": [
|
|
"## NA Counts By Provider"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"id": "059462d2",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-05-17T10:23:47.956431Z",
|
|
"iopub.status.busy": "2026-05-17T10:23:47.956358Z",
|
|
"iopub.status.idle": "2026-05-17T10:23:47.979826Z",
|
|
"shell.execute_reply": "2026-05-17T10:23:47.979565Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div><style>\n",
|
|
".dataframe > thead > tr,\n",
|
|
".dataframe > tbody > tr {\n",
|
|
" text-align: right;\n",
|
|
" white-space: pre-wrap;\n",
|
|
"}\n",
|
|
"</style>\n",
|
|
"<small>shape: (3, 25)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>provider</th><th>Bedrooms</th><th>Bathrooms</th><th>Number of bedrooms & living rooms</th><th>lon</th><th>lat</th><th>Postcode</th><th>Postcode source</th><th>Extracted postcode</th><th>Inferred postcode</th><th>Listing raw address</th><th>Address per Property Register</th><th>UPRN</th><th>Property number or name</th><th>Leasehold/Freehold</th><th>Property type</th><th>Property sub-type</th><th>Price qualifier</th><th>Total floor area (sqm)</th><th>Listing URL</th><th>Listing features</th><th>Listing date</th><th>Listing status</th><th>Asking price</th><th>Asking price per sqm</th></tr><tr><td>str</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td><td>u32</td></tr></thead><tbody><tr><td>"OnTheMarket"</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>84</td><td>0</td><td>0</td><td>0</td><td>85</td><td>85</td><td>0</td><td>0</td><td>0</td><td>0</td><td>82</td><td>0</td><td>0</td><td>85</td><td>0</td><td>0</td><td>82</td></tr><tr><td>"Rightmove"</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>98</td><td>0</td><td>0</td><td>0</td><td>99</td><td>99</td><td>17</td><td>0</td><td>0</td><td>0</td><td>34</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>34</td></tr><tr><td>"Zoopla"</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0</td><td>58</td><td>0</td><td>0</td><td>0</td><td>25</td><td>11</td><td>14</td><td>0</td><td>0</td><td>0</td><td>5</td><td>0</td><td>0</td><td>58</td><td>0</td><td>0</td><td>5</td></tr></tbody></table></div>"
|
|
],
|
|
"text/plain": [
|
|
"shape: (3, 25)\n",
|
|
"┌────────────┬──────────┬───────────┬────────────┬───┬────────────┬───────────┬────────┬───────────┐\n",
|
|
"│ provider ┆ Bedrooms ┆ Bathrooms ┆ Number of ┆ … ┆ Listing ┆ Listing ┆ Asking ┆ Asking │\n",
|
|
"│ --- ┆ --- ┆ --- ┆ bedrooms & ┆ ┆ date ┆ status ┆ price ┆ price per │\n",
|
|
"│ str ┆ u32 ┆ u32 ┆ living ┆ ┆ --- ┆ --- ┆ --- ┆ sqm │\n",
|
|
"│ ┆ ┆ ┆ rooms ┆ ┆ u32 ┆ u32 ┆ u32 ┆ --- │\n",
|
|
"│ ┆ ┆ ┆ --- ┆ ┆ ┆ ┆ ┆ u32 │\n",
|
|
"│ ┆ ┆ ┆ u32 ┆ ┆ ┆ ┆ ┆ │\n",
|
|
"╞════════════╪══════════╪═══════════╪════════════╪═══╪════════════╪═══════════╪════════╪═══════════╡\n",
|
|
"│ OnTheMarke ┆ 0 ┆ 0 ┆ 0 ┆ … ┆ 85 ┆ 0 ┆ 0 ┆ 82 │\n",
|
|
"│ t ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n",
|
|
"│ Rightmove ┆ 0 ┆ 0 ┆ 0 ┆ … ┆ 0 ┆ 0 ┆ 0 ┆ 34 │\n",
|
|
"│ Zoopla ┆ 0 ┆ 0 ┆ 0 ┆ … ┆ 58 ┆ 0 ┆ 0 ┆ 5 │\n",
|
|
"└────────────┴──────────┴───────────┴────────────┴───┴────────────┴───────────┴────────┴───────────┘"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div><style>\n",
|
|
".dataframe > thead > tr,\n",
|
|
".dataframe > tbody > tr {\n",
|
|
" text-align: right;\n",
|
|
" white-space: pre-wrap;\n",
|
|
"}\n",
|
|
"</style>\n",
|
|
"<small>shape: (19, 5)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>provider</th><th>column</th><th>na_count</th><th>provider_rows</th><th>na_pct</th></tr><tr><td>str</td><td>str</td><td>u32</td><td>u32</td><td>f64</td></tr></thead><tbody><tr><td>"OnTheMarket"</td><td>"Listing date"</td><td>85</td><td>85</td><td>100.0</td></tr><tr><td>"OnTheMarket"</td><td>"Property number or name"</td><td>85</td><td>85</td><td>100.0</td></tr><tr><td>"OnTheMarket"</td><td>"UPRN"</td><td>85</td><td>85</td><td>100.0</td></tr><tr><td>"OnTheMarket"</td><td>"Extracted postcode"</td><td>84</td><td>85</td><td>98.82</td></tr><tr><td>"OnTheMarket"</td><td>"Asking price per sqm"</td><td>82</td><td>85</td><td>96.47</td></tr><tr><td>"OnTheMarket"</td><td>"Total floor area (sqm)"</td><td>82</td><td>85</td><td>96.47</td></tr><tr><td>"Rightmove"</td><td>"Property number or name"</td><td>99</td><td>99</td><td>100.0</td></tr><tr><td>"Rightmove"</td><td>"UPRN"</td><td>99</td><td>99</td><td>100.0</td></tr><tr><td>"Rightmove"</td><td>"Extracted postcode"</td><td>98</td><td>99</td><td>98.99</td></tr><tr><td>"Rightmove"</td><td>"Asking price per sqm"</td><td>34</td><td>99</td><td>34.34</td></tr><tr><td>"Rightmove"</td><td>"Total floor area (sqm)"</td><td>34</td><td>99</td><td>34.34</td></tr><tr><td>"Rightmove"</td><td>"Leasehold/Freehold"</td><td>17</td><td>99</td><td>17.17</td></tr><tr><td>"Zoopla"</td><td>"Extracted postcode"</td><td>58</td><td>58</td><td>100.0</td></tr><tr><td>"Zoopla"</td><td>"Listing date"</td><td>58</td><td>58</td><td>100.0</td></tr><tr><td>"Zoopla"</td><td>"UPRN"</td><td>25</td><td>58</td><td>43.1</td></tr><tr><td>"Zoopla"</td><td>"Leasehold/Freehold"</td><td>14</td><td>58</td><td>24.14</td></tr><tr><td>"Zoopla"</td><td>"Property number or name"</td><td>11</td><td>58</td><td>18.97</td></tr><tr><td>"Zoopla"</td><td>"Asking price per sqm"</td><td>5</td><td>58</td><td>8.62</td></tr><tr><td>"Zoopla"</td><td>"Total floor area (sqm)"</td><td>5</td><td>58</td><td>8.62</td></tr></tbody></table></div>"
|
|
],
|
|
"text/plain": [
|
|
"shape: (19, 5)\n",
|
|
"┌─────────────┬─────────────────────────┬──────────┬───────────────┬────────┐\n",
|
|
"│ provider ┆ column ┆ na_count ┆ provider_rows ┆ na_pct │\n",
|
|
"│ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n",
|
|
"│ str ┆ str ┆ u32 ┆ u32 ┆ f64 │\n",
|
|
"╞═════════════╪═════════════════════════╪══════════╪═══════════════╪════════╡\n",
|
|
"│ OnTheMarket ┆ Listing date ┆ 85 ┆ 85 ┆ 100.0 │\n",
|
|
"│ OnTheMarket ┆ Property number or name ┆ 85 ┆ 85 ┆ 100.0 │\n",
|
|
"│ OnTheMarket ┆ UPRN ┆ 85 ┆ 85 ┆ 100.0 │\n",
|
|
"│ OnTheMarket ┆ Extracted postcode ┆ 84 ┆ 85 ┆ 98.82 │\n",
|
|
"│ OnTheMarket ┆ Asking price per sqm ┆ 82 ┆ 85 ┆ 96.47 │\n",
|
|
"│ OnTheMarket ┆ Total floor area (sqm) ┆ 82 ┆ 85 ┆ 96.47 │\n",
|
|
"│ Rightmove ┆ Property number or name ┆ 99 ┆ 99 ┆ 100.0 │\n",
|
|
"│ Rightmove ┆ UPRN ┆ 99 ┆ 99 ┆ 100.0 │\n",
|
|
"│ Rightmove ┆ Extracted postcode ┆ 98 ┆ 99 ┆ 98.99 │\n",
|
|
"│ Rightmove ┆ Asking price per sqm ┆ 34 ┆ 99 ┆ 34.34 │\n",
|
|
"│ Rightmove ┆ Total floor area (sqm) ┆ 34 ┆ 99 ┆ 34.34 │\n",
|
|
"│ Rightmove ┆ Leasehold/Freehold ┆ 17 ┆ 99 ┆ 17.17 │\n",
|
|
"│ Zoopla ┆ Extracted postcode ┆ 58 ┆ 58 ┆ 100.0 │\n",
|
|
"│ Zoopla ┆ Listing date ┆ 58 ┆ 58 ┆ 100.0 │\n",
|
|
"│ Zoopla ┆ UPRN ┆ 25 ┆ 58 ┆ 43.1 │\n",
|
|
"│ Zoopla ┆ Leasehold/Freehold ┆ 14 ┆ 58 ┆ 24.14 │\n",
|
|
"│ Zoopla ┆ Property number or name ┆ 11 ┆ 58 ┆ 18.97 │\n",
|
|
"│ Zoopla ┆ Asking price per sqm ┆ 5 ┆ 58 ┆ 8.62 │\n",
|
|
"│ Zoopla ┆ Total floor area (sqm) ┆ 5 ┆ 58 ┆ 8.62 │\n",
|
|
"└─────────────┴─────────────────────────┴──────────┴───────────────┴────────┘"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def missing_expr(column: str, dtype: pl.DataType) -> pl.Expr:\n",
|
|
" missing = pl.col(column).is_null()\n",
|
|
" if dtype in (pl.Float32, pl.Float64):\n",
|
|
" missing = missing | pl.col(column).is_nan().fill_null(False)\n",
|
|
" return missing.sum().alias(column)\n",
|
|
"\n",
|
|
"\n",
|
|
"value_columns = [column for column in df.columns if column != \"provider\"]\n",
|
|
"missing_by_provider = (\n",
|
|
" df.group_by(\"provider\")\n",
|
|
" .agg([missing_expr(column, df.schema[column]) for column in value_columns])\n",
|
|
" .sort(\"provider\")\n",
|
|
")\n",
|
|
"\n",
|
|
"missing_long = (\n",
|
|
" missing_by_provider.unpivot(\n",
|
|
" index=\"provider\",\n",
|
|
" variable_name=\"column\",\n",
|
|
" value_name=\"na_count\",\n",
|
|
" )\n",
|
|
" .join(df.group_by(\"provider\").len().rename({\"len\": \"provider_rows\"}), on=\"provider\")\n",
|
|
" .filter(pl.col('na_count') > 0)\n",
|
|
" .with_columns((pl.col(\"na_count\") / pl.col(\"provider_rows\") * 100).round(2).alias(\"na_pct\"))\n",
|
|
" .sort([\"provider\", \"na_count\", \"column\"], descending=[False, True, False])\n",
|
|
")\n",
|
|
"\n",
|
|
"display(missing_by_provider)\n",
|
|
"display(missing_long)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "24de8b4c",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Map"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "cadef70a",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2026-05-17T10:23:48.014374Z",
|
|
"iopub.status.busy": "2026-05-17T10:23:48.014290Z",
|
|
"iopub.status.idle": "2026-05-17T10:23:49.319476Z",
|
|
"shell.execute_reply": "2026-05-17T10:23:49.319211Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Mapped rows: 242\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.plotly.v1+json": {
|
|
"config": {
|
|
"plotlyServerURL": "https://plot.ly"
|
|
},
|
|
"data": [
|
|
{
|
|
"customdata": [
|
|
[
|
|
"Stockwell Road, London",
|
|
310000,
|
|
1,
|
|
1,
|
|
"Flats/Maisonettes",
|
|
"https://www.rightmove.co.uk/properties/89076063#/?channel=RES_BUY",
|
|
51.471079,
|
|
-0.121569
|
|
],
|
|
[
|
|
"Stockwell Park Crescent II, London",
|
|
2595000,
|
|
4,
|
|
5,
|
|
"Semi-Detached",
|
|
"https://www.rightmove.co.uk/properties/174610352#/?channel=RES_BUY",
|
|
51.47115,
|
|
-0.11817
|
|
],
|
|
[
|
|
"Groveway, Stockwell",
|
|
2295000,
|
|
3,
|
|
6,
|
|
"Detached",
|
|
"https://www.rightmove.co.uk/properties/174282005#/?channel=RES_BUY",
|
|
51.473247,
|
|
-0.114727
|
|
],
|
|
[
|
|
"Stockwell Park Road, London",
|
|
2250000,
|
|
2,
|
|
4,
|
|
"Semi-Detached",
|
|
"https://www.rightmove.co.uk/properties/170781485#/?channel=RES_BUY",
|
|
51.472141,
|
|
-0.116603
|
|
],
|
|
[
|
|
"St Johns Buildings, London",
|
|
2100000,
|
|
2,
|
|
2,
|
|
"Terraced",
|
|
"https://www.rightmove.co.uk/properties/174206714#/?channel=RES_BUY",
|
|
51.46428,
|
|
-0.11247
|
|
],
|
|
[
|
|
"Stockwell Park Road, London",
|
|
2100000,
|
|
3,
|
|
4,
|
|
"Terraced",
|
|
"https://www.rightmove.co.uk/properties/88435821#/?channel=RES_BUY",
|
|
51.47089,
|
|
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[
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"Crewdson Road, London",
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1900000,
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3,
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5,
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"Terraced",
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"https://www.rightmove.co.uk/properties/174798002#/?channel=RES_BUY",
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51.478768,
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[
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"Stockwell Park Crescent, Stockwell, London",
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1695000,
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3,
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3,
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"Detached",
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"https://www.rightmove.co.uk/properties/88376967#/?channel=RES_BUY",
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51.47091,
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[
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"Stockwell Park Road, London",
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1695000,
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3,
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5,
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"Semi-Detached",
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"https://www.rightmove.co.uk/properties/167893637#/?channel=RES_BUY",
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51.474381,
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[
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"Stockwell Park Crescent, Stockwell",
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1695000,
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2,
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2,
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"Semi-Detached",
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"https://www.rightmove.co.uk/properties/173668991#/?channel=RES_BUY",
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51.470774,
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[
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"Hargwyne Street, London",
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1650000,
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3,
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4,
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"Terraced",
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"https://www.rightmove.co.uk/properties/174050450#/?channel=RES_BUY",
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51.465546,
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[
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"Burnley Road, London",
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1595000,
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2,
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5,
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"Terraced",
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"https://www.rightmove.co.uk/properties/88367181#/?channel=RES_BUY",
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51.470986,
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[
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"Clapham Road, Stockwell",
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1550000,
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3,
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5,
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"Terraced",
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51.475262,
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[
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"Brixton Road, Brixton High Street",
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1550000,
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1,
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8,
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"Terraced",
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"https://www.rightmove.co.uk/properties/88139847#/?channel=RES_BUY",
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51.465359,
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[
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"Trinity Gardens, LONDON",
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1500000,
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2,
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4,
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"Terraced",
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"https://www.rightmove.co.uk/properties/174274454#/?channel=RES_BUY",
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51.461726,
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[
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"St. Michael's Road, London",
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1495000,
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3,
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5,
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"Terraced",
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"https://www.rightmove.co.uk/properties/88502766#/?channel=RES_BUY",
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51.471604,
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[
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"Lorn Road, Stockwell",
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1475000,
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2,
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3,
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"Semi-Detached",
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"https://www.rightmove.co.uk/properties/172265342#/?channel=RES_BUY",
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51.472272,
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[
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"Stockwell Green, Stockwell, London",
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1450000,
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2,
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4,
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"Detached",
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"https://www.rightmove.co.uk/properties/173813414#/?channel=RES_BUY",
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51.4678,
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[
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"Ferndale Road, London",
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1400000,
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2,
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3,
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"Terraced",
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"https://www.rightmove.co.uk/properties/87958638#/?channel=RES_BUY",
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51.46318,
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[
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"Stirling Road, Stockwell",
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1365000,
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4,
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4,
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"Detached",
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"https://www.rightmove.co.uk/properties/160476977#/?channel=RES_BUY",
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51.468018,
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[
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"Dalyell Road, London",
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1350000,
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2,
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4,
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"Terraced",
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"https://www.rightmove.co.uk/properties/174526448#/?channel=RES_BUY",
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51.467377,
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[
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"Hargwyne Street, London",
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1350000,
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3,
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5,
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"Terraced",
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"https://www.rightmove.co.uk/properties/88118943#/?channel=RES_BUY",
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51.464718,
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[
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"Sidney Road, Stockwell",
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1350000,
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2,
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4,
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"Detached",
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"https://www.rightmove.co.uk/properties/173691437#/?channel=RES_BUY",
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51.469995,
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[
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"Tasman Road, Clapham North",
|
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1300000,
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2,
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4,
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"Terraced",
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"https://www.rightmove.co.uk/properties/88674900#/?channel=RES_BUY",
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51.464666,
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[
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"Tasman Road, Clapham",
|
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1300000,
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2,
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5,
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"Terraced",
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"https://www.rightmove.co.uk/properties/166381670#/?channel=RES_BUY",
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51.464662,
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-0.125115
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[
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"Akerman Road, Brixton, London",
|
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950000,
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1,
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3,
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"Terraced",
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"https://www.rightmove.co.uk/properties/174585656#/?channel=RES_BUY",
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51.4723,
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[
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"Kimberley Road, Clapham North",
|
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1295000,
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3,
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5,
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"Detached",
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"https://www.rightmove.co.uk/properties/170576258#/?channel=RES_BUY",
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51.467839,
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[
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"Clapham Road, London",
|
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1250000,
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0,
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7,
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"Detached",
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"https://www.rightmove.co.uk/properties/172845386#/?channel=RES_BUY",
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51.47241,
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-0.12187
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[
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"Savoy Mews, Clapham, London",
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1250000,
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3,
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4,
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"Terraced",
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"https://www.rightmove.co.uk/properties/171967202#/?channel=RES_BUY",
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51.467846,
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-0.129214
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[
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"Kay Road, London",
|
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1225000,
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2,
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4,
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"Terraced",
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"https://www.rightmove.co.uk/properties/159519872#/?channel=RES_BUY",
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51.46829,
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-0.12247
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[
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"Stirling Road, London",
|
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1200000,
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2,
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4,
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"Terraced",
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"https://www.rightmove.co.uk/properties/174773513#/?channel=RES_BUY",
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51.467893,
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-0.126016
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[
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"Ferndale Road, London",
|
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1175000,
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2,
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4,
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"Terraced",
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"https://www.rightmove.co.uk/properties/88182951#/?channel=RES_BUY",
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51.463223,
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[
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"Grantham Road, Stockwell",
|
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1175000,
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3,
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4,
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"Terraced",
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"https://www.rightmove.co.uk/properties/87587604#/?channel=RES_BUY",
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51.468085,
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[
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"Lothian Road, Oval",
|
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1150000,
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2,
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3,
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"Detached",
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"https://www.rightmove.co.uk/properties/168423935#/?channel=RES_BUY",
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51.476299,
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],
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[
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"Clapham Place, 340A Clapham Road, London",
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1100000,
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2,
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3,
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"Flats/Maisonettes",
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"https://www.rightmove.co.uk/properties/162737807#/?channel=RES_BUY",
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51.469463,
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-0.126614
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],
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[
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"Archer Mews, Clapham",
|
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1100000,
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2,
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3,
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"Terraced",
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"https://www.rightmove.co.uk/properties/162027752#/?channel=RES_BUY",
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51.466859,
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-0.127675
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],
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[
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"Hargwyne Street, Stockwell",
|
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1050000,
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3,
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4,
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"Detached",
|
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"https://www.rightmove.co.uk/properties/88674894#/?channel=RES_BUY",
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51.46622,
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-0.121542
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],
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[
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"Argyll Close",
|
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1050000,
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3,
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4,
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"Detached",
|
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"https://www.rightmove.co.uk/properties/88123392#/?channel=RES_BUY",
|
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51.467369,
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-0.120287
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],
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[
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"Trinity Gardens, London",
|
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1000000,
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1,
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3,
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"Flats/Maisonettes",
|
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"https://www.rightmove.co.uk/properties/166982441#/?channel=RES_BUY",
|
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51.461843,
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-0.118482
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],
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[
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"Printers Road, London",
|
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1000000,
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3,
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3,
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"Terraced",
|
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"https://www.rightmove.co.uk/properties/88736202#/?channel=RES_BUY",
|
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51.475519,
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-0.117579
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],
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[
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"Printers Road, London",
|
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1000000,
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3,
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3,
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"Detached",
|
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"https://www.rightmove.co.uk/properties/171963581#/?channel=RES_BUY",
|
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51.475422,
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-0.117396
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],
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[
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"Combermere Road",
|
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1000000,
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4,
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4,
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"Detached",
|
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"https://www.rightmove.co.uk/properties/174512360#/?channel=RES_BUY",
|
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51.466953,
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-0.118676
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],
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[
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"Chantrey Road, Brixton, London",
|
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1000000,
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2,
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5,
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"Terraced",
|
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"https://www.rightmove.co.uk/properties/87722028#/?channel=RES_BUY",
|
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51.46524,
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-0.11785
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],
|
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[
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"Caldwell Street, Stockwell",
|
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995000,
|
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2,
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4,
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"Detached",
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"https://www.rightmove.co.uk/properties/89089584#/?channel=RES_BUY",
|
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51.477238,
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],
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[
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"Offley Road, Oval, London",
|
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950000,
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2,
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3,
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"Flats/Maisonettes",
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"https://www.rightmove.co.uk/properties/87978744#/?channel=RES_BUY",
|
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51.4801,
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-0.11306
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],
|
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[
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"Clapham Road, London",
|
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950000,
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2,
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3,
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"Flats/Maisonettes",
|
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"https://www.rightmove.co.uk/properties/174253709#/?channel=RES_BUY",
|
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51.46955,
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-0.12494
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],
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[
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"Burgoyne Road, Brixton, London",
|
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950000,
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1,
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3,
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"Detached",
|
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"https://www.rightmove.co.uk/properties/88915212#/?channel=RES_BUY",
|
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51.46626,
|
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-0.11924
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],
|
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[
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"Akerman Road, Brixton",
|
|
950000,
|
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1,
|
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3,
|
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"Terraced",
|
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"https://www.rightmove.co.uk/properties/174043499#/?channel=RES_BUY",
|
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51.472355,
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-0.107133
|
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],
|
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[
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"Trinity Gardens, Brixton, London",
|
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950000,
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1,
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3,
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"Detached",
|
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"https://www.rightmove.co.uk/properties/87721950#/?channel=RES_BUY",
|
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51.46184,
|
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-0.11885
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],
|
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[
|
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"Dalyell Road, Stockwell",
|
|
950000,
|
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2,
|
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5,
|
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"Terraced",
|
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"https://www.rightmove.co.uk/properties/173248592#/?channel=RES_BUY",
|
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51.46484,
|
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-0.11861
|
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],
|
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[
|
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"Cowley Road, London",
|
|
500000,
|
|
1,
|
|
2,
|
|
"Flats/Maisonettes",
|
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"https://www.rightmove.co.uk/properties/174943268#/?channel=RES_BUY",
|
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51.472811,
|
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-0.110448
|
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],
|
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[
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"Burgoyne Road, Brixton",
|
|
950000,
|
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1,
|
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3,
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"Terraced",
|
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"https://www.rightmove.co.uk/properties/171244910#/?channel=RES_BUY",
|
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51.466514,
|
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-0.119357
|
|
],
|
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[
|
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"Kay Road",
|
|
950000,
|
|
1,
|
|
3,
|
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"Detached",
|
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"https://www.rightmove.co.uk/properties/88786803#/?channel=RES_BUY",
|
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51.468173,
|
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-0.123544
|
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],
|
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[
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"Edithna Street, Clapham",
|
|
949000,
|
|
2,
|
|
2,
|
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"Terraced",
|
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"https://www.rightmove.co.uk/properties/173407493#/?channel=RES_BUY",
|
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51.467536,
|
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-0.124279
|
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],
|
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[
|
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"Landor Road, Stockwell",
|
|
925000,
|
|
3,
|
|
3,
|
|
"Flats/Maisonettes",
|
|
"https://www.rightmove.co.uk/properties/174241487#/?channel=RES_BUY",
|
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51.465761,
|
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-0.127271
|
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],
|
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[
|
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"Cancell Road, Stockwell",
|
|
925000,
|
|
2,
|
|
3,
|
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"Terraced",
|
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"https://www.rightmove.co.uk/properties/172063247#/?channel=RES_BUY",
|
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51.47675,
|
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-0.10812
|
|
],
|
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[
|
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"Combermere Road, Brixton",
|
|
900000,
|
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1,
|
|
3,
|
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"Detached",
|
|
"https://www.rightmove.co.uk/properties/174829754#/?channel=RES_BUY",
|
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51.466761,
|
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-0.118967
|
|
],
|
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[
|
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"Stockwell Green, Stockwell, London",
|
|
900000,
|
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2,
|
|
2,
|
|
"Flats/Maisonettes",
|
|
"https://www.rightmove.co.uk/properties/87758454#/?channel=RES_BUY",
|
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51.46797,
|
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-0.11961
|
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],
|
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[
|
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"Lingham Street, Stockwell",
|
|
900000,
|
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2,
|
|
2,
|
|
"Detached",
|
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"https://www.rightmove.co.uk/properties/174459077#/?channel=RES_BUY",
|
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51.468202,
|
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-0.121805
|
|
],
|
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[
|
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"Dalyell Road, Clapham",
|
|
900000,
|
|
1,
|
|
3,
|
|
"Terraced",
|
|
"https://www.rightmove.co.uk/properties/174751187#/?channel=RES_BUY",
|
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51.467378,
|
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-0.120699
|
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],
|
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[
|
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"Hillyard Street, Stockwell, London",
|
|
895000,
|
|
2,
|
|
4,
|
|
"Terraced",
|
|
"https://www.rightmove.co.uk/properties/169772384#/?channel=RES_BUY",
|
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51.474009,
|
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-0.113644
|
|
],
|
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[
|
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"Fairbairn Green, Oval, London",
|
|
850000,
|
|
2,
|
|
4,
|
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"Detached",
|
|
"https://www.rightmove.co.uk/properties/87977643#/?channel=RES_BUY",
|
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51.47451,
|
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-0.10695
|
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],
|
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[
|
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"Tindal Street",
|
|
850000,
|
|
2,
|
|
4,
|
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"Terraced",
|
|
"https://www.rightmove.co.uk/properties/145850135#/?channel=RES_BUY",
|
|
51.476302,
|
|
-0.104166
|
|
],
|
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[
|
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"Hargwyne Street, Brixton",
|
|
825000,
|
|
1,
|
|
3,
|
|
"Detached",
|
|
"https://www.rightmove.co.uk/properties/88033488#/?channel=RES_BUY",
|
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51.465427,
|
|
-0.121403
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[
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|
"chpk0226649, Hemberton Road, Clapham North, London",
|
|
475000,
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1,
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|
2,
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|
"Flats/Maisonettes",
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|
"https://www.zoopla.co.uk/for-sale/details/71215394/",
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|
51.466593,
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-0.125681
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|
],
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[
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|
"Flat 59, 151, Stockwell Road",
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|
465000,
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|
1,
|
|
1,
|
|
"Flats/Maisonettes",
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|
"https://www.zoopla.co.uk/for-sale/details/73250562/",
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|
51.466529,
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-0.117086
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],
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[
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"First Floor Flat, 70, Fenwick Place",
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|
599950,
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|
1,
|
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2,
|
|
"Flats/Maisonettes",
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|
"https://www.zoopla.co.uk/for-sale/details/73268982/",
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|
51.464473,
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-0.12876
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],
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[
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"Flat C, 58, Loughborough Road",
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|
375000,
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|
1,
|
|
1,
|
|
"Flats/Maisonettes",
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|
"https://www.zoopla.co.uk/for-sale/details/73268027/",
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|
51.470695,
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|
-0.108771
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|
],
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[
|
|
"Flat 7, 5, Eythorne Road, Oval",
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|
575000,
|
|
2,
|
|
2,
|
|
"Flats/Maisonettes",
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|
"https://www.zoopla.co.uk/for-sale/details/73266802/",
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|
51.475345,
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|
-0.108351
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|
],
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[
|
|
"chpk3677610, Yates Court, Stockwell, London",
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|
475000,
|
|
1,
|
|
2,
|
|
"Flats/Maisonettes",
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|
"https://www.zoopla.co.uk/for-sale/details/73261921/",
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|
51.472181,
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-0.12142
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],
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[
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"Beam, Lambeth SW9, New home",
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|
580000,
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2,
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|
2,
|
|
"Flats/Maisonettes",
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|
"https://www.zoopla.co.uk/new-homes/details/73247019/",
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|
51.476628,
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-0.10787
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],
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[
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"Beam, Lambeth SW9, New home",
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|
595000,
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2,
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|
2,
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|
"Flats/Maisonettes",
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|
"https://www.zoopla.co.uk/new-homes/details/73246935/",
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|
51.476628,
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-0.10787
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|
],
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[
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"Stockwell Road, Brixton SW9, New home",
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|
575000,
|
|
2,
|
|
2,
|
|
"Flats/Maisonettes",
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|
"https://www.zoopla.co.uk/new-homes/details/73239981/",
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|
51.4674179004739,
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-0.122737777251185
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],
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[
|
|
"Flat 17, Draymans Court, 41, Stockwell Green, London",
|
|
375000,
|
|
1,
|
|
1,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/73239240/",
|
|
51.467439,
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|
-0.118432
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|
],
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|
[
|
|
"72, Hargwyne Street, Stockwell",
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|
1050000,
|
|
3,
|
|
4,
|
|
"Other",
|
|
"https://www.zoopla.co.uk/for-sale/details/73231221/",
|
|
51.46622,
|
|
-0.121542
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|
],
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|
[
|
|
"Flat 5, 18, Brighton Terrace, London",
|
|
375000,
|
|
1,
|
|
1,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/73225986/",
|
|
51.461928,
|
|
-0.117304
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|
],
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|
[
|
|
"Flat 3, 1, Offenham Road, Oval",
|
|
498000,
|
|
1,
|
|
2,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/73224383/",
|
|
51.475892,
|
|
-0.109228
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|
],
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|
[
|
|
"Handforth Road, London",
|
|
550000,
|
|
2,
|
|
3,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/73216028/",
|
|
51.479309,
|
|
-0.113843
|
|
],
|
|
[
|
|
"First Floor Flat, 3, Crewdson Road, Oval",
|
|
525000,
|
|
1,
|
|
2,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/73195760/",
|
|
51.47869,
|
|
-0.112493
|
|
],
|
|
[
|
|
"chpk3632024, Hillyard Street, Oval, London",
|
|
475000,
|
|
1,
|
|
1,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/73184722/",
|
|
51.474134,
|
|
-0.114802
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|
],
|
|
[
|
|
"74, Stockwell Park Road, London",
|
|
2100000,
|
|
3,
|
|
4,
|
|
"Terraced",
|
|
"https://www.zoopla.co.uk/for-sale/details/73183355/",
|
|
51.47089,
|
|
-0.116765
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|
],
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|
[
|
|
"Flat 12, 5, Eythorne Road, Oval",
|
|
435000,
|
|
1,
|
|
1,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/73178440/",
|
|
51.475345,
|
|
-0.108351
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|
],
|
|
[
|
|
"Flat 7, 162, Brixton Road, London",
|
|
340000,
|
|
1,
|
|
1,
|
|
"Other",
|
|
"https://www.zoopla.co.uk/for-sale/details/73177281/",
|
|
51.475028,
|
|
-0.113055
|
|
],
|
|
[
|
|
"12, Burnley Road, London",
|
|
1595000,
|
|
2,
|
|
5,
|
|
"Terraced",
|
|
"https://www.zoopla.co.uk/for-sale/details/73170265/",
|
|
51.470986,
|
|
-0.119194
|
|
],
|
|
[
|
|
"16 Leda Court, Hackford Rd, Oval",
|
|
425000,
|
|
1,
|
|
2,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/71247456/",
|
|
51.477172,
|
|
-0.11466
|
|
],
|
|
[
|
|
"Flat 8, 90, Clapham Road, Oval",
|
|
300000,
|
|
1,
|
|
1,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/72100650/",
|
|
51.478889,
|
|
-0.115641
|
|
],
|
|
[
|
|
"Flat 14, 27, Hillyard Street, Oval",
|
|
385000,
|
|
1,
|
|
1,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/72779518/",
|
|
51.474212,
|
|
-0.114897
|
|
],
|
|
[
|
|
"Flat 1 27, Hillyard Street, Oval, London",
|
|
525000,
|
|
1,
|
|
2,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/72779557/",
|
|
51.474262,
|
|
-0.114798
|
|
],
|
|
[
|
|
"Amberley Court, Angell Road, London",
|
|
390000,
|
|
1,
|
|
2,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/72978875/",
|
|
51.467494,
|
|
-0.107537
|
|
],
|
|
[
|
|
"118c, Landor Road, Clapham North",
|
|
400000,
|
|
1,
|
|
1,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/73160783/",
|
|
51.466708,
|
|
-0.122739
|
|
],
|
|
[
|
|
"chpk4025655, Milles Square, Brixton, London",
|
|
500000,
|
|
2,
|
|
2,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/73162720/",
|
|
51.462364,
|
|
-0.110925
|
|
],
|
|
[
|
|
"Clapham Road, Oval, London",
|
|
550000,
|
|
1,
|
|
2,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/73163252/",
|
|
51.480763,
|
|
-0.113092
|
|
],
|
|
[
|
|
"31a, Tunstall Road, Brixton, London",
|
|
599950,
|
|
1,
|
|
2,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/71394847/",
|
|
51.462399,
|
|
-0.117013
|
|
],
|
|
[
|
|
"Flat 7, 376, Clapham Road, London",
|
|
675000,
|
|
2,
|
|
2,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/73157265/",
|
|
51.468123,
|
|
-0.128106
|
|
],
|
|
[
|
|
"4, Rathgar Road, London",
|
|
425000,
|
|
1,
|
|
2,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/64039312/",
|
|
51.466029,
|
|
-0.102351
|
|
],
|
|
[
|
|
"Flat 14, Vincent Court, Stockwell, London",
|
|
350000,
|
|
1,
|
|
1,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/66790369/",
|
|
51.47413,
|
|
-0.115666
|
|
],
|
|
[
|
|
"Top floor, 62, Hemberton Road, Clapham",
|
|
600000,
|
|
1,
|
|
3,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/66921521/",
|
|
51.466328,
|
|
-0.126008
|
|
],
|
|
[
|
|
"Zachary House, Lett Road, London",
|
|
440000,
|
|
1,
|
|
1,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/67561303/",
|
|
51.476216,
|
|
-0.117323
|
|
],
|
|
[
|
|
"Beam, Oval SW9, New home",
|
|
580000,
|
|
2,
|
|
2,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/new-homes/details/68885348/",
|
|
51.476417,
|
|
-0.108425
|
|
],
|
|
[
|
|
"Cancell Road, London SW9, New home",
|
|
630000,
|
|
2,
|
|
2,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/new-homes/details/68885354/",
|
|
51.476417,
|
|
-0.108425
|
|
],
|
|
[
|
|
"86B, Landor Road, Stockwell",
|
|
450000,
|
|
1,
|
|
2,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/69092765/",
|
|
51.465884,
|
|
-0.125154
|
|
],
|
|
[
|
|
"Beam, Oval SW9, New home",
|
|
638000,
|
|
2,
|
|
2,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/new-homes/details/69141398/",
|
|
51.476417,
|
|
-0.108425
|
|
],
|
|
[
|
|
"Beam, Oval SW9, New home",
|
|
580000,
|
|
2,
|
|
2,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/new-homes/details/69141898/",
|
|
51.476417,
|
|
-0.108425
|
|
],
|
|
[
|
|
"Beam, Oval SW9, New home",
|
|
595000,
|
|
2,
|
|
2,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/new-homes/details/69141934/",
|
|
51.476417,
|
|
-0.108425
|
|
],
|
|
[
|
|
"Flat 8, Newson House, Brixton",
|
|
101250,
|
|
1,
|
|
1,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/69345262/",
|
|
51.458477,
|
|
-0.105774
|
|
],
|
|
[
|
|
"Flat 2,, Haverfield House, 31 Clapham Road, London",
|
|
445000,
|
|
1,
|
|
1,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/69477612/",
|
|
51.480039,
|
|
-0.114014
|
|
],
|
|
[
|
|
"29, Rupert Gardens, Stockwell",
|
|
325000,
|
|
1,
|
|
4,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/69802039/",
|
|
51.467677,
|
|
-0.104615
|
|
],
|
|
[
|
|
"London, London",
|
|
190000,
|
|
1,
|
|
1,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/69841147/",
|
|
51.470153,
|
|
-0.115445
|
|
],
|
|
[
|
|
"chpk2498574, Hopton House, Brixton, London",
|
|
400000,
|
|
1,
|
|
3,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/69909713/",
|
|
51.468284,
|
|
-0.106102
|
|
],
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[
|
|
"70, Hargwyne Street, Brixton",
|
|
530000,
|
|
1,
|
|
2,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/69917093/",
|
|
51.465846,
|
|
-0.121333
|
|
],
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[
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|
"Flat 1, 9, Dundas Road, London",
|
|
650000,
|
|
2,
|
|
3,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/69969115/",
|
|
51.472982,
|
|
-0.10968
|
|
],
|
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[
|
|
"25, Fitzpatrick Road, London",
|
|
625000,
|
|
1,
|
|
3,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/70045361/",
|
|
51.475681,
|
|
-0.10581
|
|
],
|
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[
|
|
"361, Clapham Road, London",
|
|
650000,
|
|
1,
|
|
2,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/70056401/",
|
|
51.467428,
|
|
-0.127914
|
|
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[
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|
"Flat 9, Ferndale Road, London",
|
|
295000,
|
|
1,
|
|
1,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/70256633/",
|
|
51.462776,
|
|
-0.122019
|
|
],
|
|
[
|
|
"Flat 7, 2, Offenham Road, Oval, London",
|
|
570000,
|
|
2,
|
|
2,
|
|
"Flats/Maisonettes",
|
|
"https://www.zoopla.co.uk/for-sale/details/70308376/",
|
|
51.476,
|
|
-0.109
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|
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|
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[
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"2A, Tasman Road, Clapham North",
|
|
700000,
|
|
1,
|
|
2,
|
|
"Terraced",
|
|
"https://www.zoopla.co.uk/for-sale/details/70335716/",
|
|
51.465724,
|
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-0.125134
|
|
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|
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}
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},
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"title": {
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},
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|
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},
|
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"automargin": true,
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"ticks": "",
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"title": {
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"standoff": 15
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},
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"zerolinecolor": "white",
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"zerolinewidth": 2
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}
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}
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},
|
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"title": {
|
|
"text": "Buy listings by source"
|
|
}
|
|
}
|
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}
|
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},
|
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"metadata": {},
|
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"output_type": "display_data"
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}
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],
|
|
"source": [
|
|
"map_df = (\n",
|
|
" df.filter(\n",
|
|
" pl.col(\"lat\").is_not_null()\n",
|
|
" & pl.col(\"lon\").is_not_null()\n",
|
|
" & pl.col(\"lat\").is_between(49, 56)\n",
|
|
" & pl.col(\"lon\").is_between(-1, 1)\n",
|
|
" )\n",
|
|
" .select(\n",
|
|
" \"provider\",\n",
|
|
" \"lat\",\n",
|
|
" \"lon\",\n",
|
|
" \"Postcode\",\n",
|
|
" \"Address per Property Register\",\n",
|
|
" \"Asking price\",\n",
|
|
" \"Bathrooms\",\n",
|
|
" \"Bedrooms\",\n",
|
|
" \"Property type\",\n",
|
|
" \"Listing URL\",\n",
|
|
" )\n",
|
|
" .to_pandas()\n",
|
|
")\n",
|
|
"\n",
|
|
"print(f\"Mapped rows: {len(map_df):,}\")\n",
|
|
"\n",
|
|
"fig = px.scatter_map(\n",
|
|
" map_df,\n",
|
|
" lat=\"lat\",\n",
|
|
" lon=\"lon\",\n",
|
|
" color=\"provider\",\n",
|
|
" color_discrete_map={\n",
|
|
" \"Rightmove\": \"#2563eb\",\n",
|
|
" \"OnTheMarket\": \"#16a34a\",\n",
|
|
" \"Zoopla\": \"#dc2626\",\n",
|
|
" \"Unknown\": \"#6b7280\",\n",
|
|
" },\n",
|
|
" hover_name=\"Postcode\",\n",
|
|
" hover_data={\n",
|
|
" \"Address per Property Register\": True,\n",
|
|
" \"Asking price\": \":,.0f\",\n",
|
|
" \"Bathrooms\": True,\n",
|
|
" \"Bedrooms\": True,\n",
|
|
" \"Property type\": True,\n",
|
|
" \"Listing URL\": True,\n",
|
|
" \"lat\": False,\n",
|
|
" \"lon\": False,\n",
|
|
" },\n",
|
|
" zoom=9,\n",
|
|
" height=800,\n",
|
|
" title=\"Buy listings by source\",\n",
|
|
")\n",
|
|
"fig.update_traces(marker={\"size\": 5, \"opacity\": 0.65})\n",
|
|
"fig.update_layout(\n",
|
|
" map_style=\"open-street-map\",\n",
|
|
" legend_title_text=\"Provider\",\n",
|
|
" margin={\"l\": 0, \"r\": 0, \"t\": 45, \"b\": 0},\n",
|
|
")\n",
|
|
"fig.show()"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": ".venv (3.12.13)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.12.13"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|