{
"cells": [
{
"cell_type": "markdown",
"id": "55bc43ad",
"metadata": {},
"source": [
"# Online Buy Listings\n",
"\n",
"Analysis of `finder/data/online_listings_buy.parquet`."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "1560f01a",
"metadata": {
"execution": {
"iopub.execute_input": "2026-05-17T10:23:47.594553Z",
"iopub.status.busy": "2026-05-17T10:23:47.594488Z",
"iopub.status.idle": "2026-05-17T10:23:47.858517Z",
"shell.execute_reply": "2026-05-17T10:23:47.858194Z"
}
},
"outputs": [],
"source": [
"from pathlib import Path\n",
"\n",
"import plotly.express as px\n",
"import polars as pl\n",
"\n",
"pl.Config.set_tbl_rows(30)\n",
"pl.Config.set_fmt_str_lengths(80)\n",
"\n",
"DATA_PATH = Path(\"/volumes/projects/perfect-postcode/finder/data/online_listings_buy.parquet\")\n",
"FILTERED_OUTPUT_PATH = DATA_PATH.with_name(\"online_listings_buy_filtered.parquet\")"
]
},
{
"cell_type": "markdown",
"id": "6c5d1f0a",
"metadata": {},
"source": [
"## Load"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "09a54208",
"metadata": {
"execution": {
"iopub.execute_input": "2026-05-17T10:23:47.859716Z",
"iopub.status.busy": "2026-05-17T10:23:47.859600Z",
"iopub.status.idle": "2026-05-17T10:23:47.955592Z",
"shell.execute_reply": "2026-05-17T10:23:47.955345Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Rows: 110,417\n",
"Columns: 19\n"
]
},
{
"data": {
"text/html": [
"
\n",
"
shape: (3, 2)| provider | len |
|---|
| str | u32 |
| "Home.co.uk" | 24277 |
| "Rightmove" | 86062 |
| "Zoopla" | 78 |
"
],
"text/plain": [
"shape: (3, 2)\n",
"┌────────────┬───────┐\n",
"│ provider ┆ len │\n",
"│ --- ┆ --- │\n",
"│ str ┆ u32 │\n",
"╞════════════╪═══════╡\n",
"│ Home.co.uk ┆ 24277 │\n",
"│ Rightmove ┆ 86062 │\n",
"│ Zoopla ┆ 78 │\n",
"└────────────┴───────┘"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"
shape: (5, 19)| Bedrooms | Bathrooms | Number of bedrooms & living rooms | lon | lat | Postcode | Address per Property Register | Leasehold/Freehold | Property type | Property sub-type | Price qualifier | Total floor area (sqm) | Listing URL | Listing features | Listing date | Listing status | Asking price | Asking price per sqm | provider |
|---|
| i32 | i32 | i32 | f64 | f64 | str | str | str | str | str | str | f64 | str | list[str] | datetime[μs] | str | i64 | i32 | str |
| 2 | 1 | 3 | 0.023783 | 51.409711 | "BR1 3NL" | "Hansom Terrace, Freelands Grove, Bromley, BR1" | "Freehold" | "Terraced" | "End Of Terrace" | "" | 69.7 | "https://www.rightmove.co.uk/properties/88546671#/?channel=RES_BUY" | ["Two-bedroom end of terrace home in a quiet Bromley setting", "Spacious open-plan kitchen/reception ideal for entertaining", … "Off-street parking, double glazing, and gas central heating"] | 2026-05-15 14:53:39 | "For sale" | 520000 | 7461 | "Rightmove" |
| 5 | 5 | 10 | 0.040811 | 51.412986 | "BR1 2QD" | "Sundridge Avenue, Bromley" | "Freehold" | "Detached" | "Detached" | "Guide Price" | null | "https://www.rightmove.co.uk/properties/173613632#/?channel=RES_BUY" | ["Five-Bedroom Detached Luxury Residence", "Gated Frontage With Electronically Controlled Gates", … "Integral Garage And Driveway Parking For Up To Six Cars"] | 2026-03-24 10:55:03 | "For sale" | 3000000 | null | "Rightmove" |
| 6 | 4 | 10 | 0.041932 | 51.408136 | "BR1 2GJ" | "Park Farm Road, Bickley, Kent, BR1" | "Freehold" | "Detached" | "Detached" | "" | 361.8 | "https://www.rightmove.co.uk/properties/171288380#/?channel=RES_BUY" | ["Extraordinarily handsome property", "Stunning Edwardian red brick architecture", … "Local to favoured schools, stations and facilities"] | 2026-01-22 10:22:09 | "For sale" | 3000000 | 8292 | "Rightmove" |
| 6 | 0 | 6 | 0.02405 | 51.415809 | "BR1 3LU" | "Garden Road, Bromley" | "Freehold" | "Detached" | "Detached" | "" | 322.1 | "https://www.rightmove.co.uk/properties/174924791#/?channel=RES_BUY" | ["Exceptional seven-bedroom detached Edwardian residence", "Prestigious corner plot on one of Sundridge Park’s finest roads", … "Short walk to Sundridge Park Station and excellent Central London linkS."] | 2026-04-25 11:59:31 | "For sale" | 2750000 | 8538 | "Rightmove" |
| 6 | 4 | 10 | 0.030866 | 51.408338 | "BR1 3AR" | "Plaistow Lane, Bromley" | "Freehold" | "Detached" | "Detached" | "" | 483.6 | "https://www.rightmove.co.uk/properties/170902034#/?channel=RES_BUY" | ["Six Double Bedrooms", "Grand Entrance Hall", … "0.7 Miles From Bickley Station"] | 2026-01-06 21:38:25 | "For sale" | 2695000 | 5573 | "Rightmove" |
"
],
"text/plain": [
"shape: (5, 19)\n",
"┌──────────┬───────────┬────────────┬──────────┬───┬───────────┬───────────┬───────────┬───────────┐\n",
"│ Bedrooms ┆ Bathrooms ┆ Number of ┆ lon ┆ … ┆ Listing ┆ Asking ┆ Asking ┆ provider │\n",
"│ --- ┆ --- ┆ bedrooms & ┆ --- ┆ ┆ status ┆ price ┆ price per ┆ --- │\n",
"│ i32 ┆ i32 ┆ living ┆ f64 ┆ ┆ --- ┆ --- ┆ sqm ┆ str │\n",
"│ ┆ ┆ rooms ┆ ┆ ┆ str ┆ i64 ┆ --- ┆ │\n",
"│ ┆ ┆ --- ┆ ┆ ┆ ┆ ┆ i32 ┆ │\n",
"│ ┆ ┆ i32 ┆ ┆ ┆ ┆ ┆ ┆ │\n",
"╞══════════╪═══════════╪════════════╪══════════╪═══╪═══════════╪═══════════╪═══════════╪═══════════╡\n",
"│ 2 ┆ 1 ┆ 3 ┆ 0.023783 ┆ … ┆ For sale ┆ 520000 ┆ 7461 ┆ Rightmove │\n",
"│ 5 ┆ 5 ┆ 10 ┆ 0.040811 ┆ … ┆ For sale ┆ 3000000 ┆ null ┆ Rightmove │\n",
"│ 6 ┆ 4 ┆ 10 ┆ 0.041932 ┆ … ┆ For sale ┆ 3000000 ┆ 8292 ┆ Rightmove │\n",
"│ 6 ┆ 0 ┆ 6 ┆ 0.02405 ┆ … ┆ For sale ┆ 2750000 ┆ 8538 ┆ Rightmove │\n",
"│ 6 ┆ 4 ┆ 10 ┆ 0.030866 ┆ … ┆ For sale ┆ 2695000 ┆ 5573 ┆ Rightmove │\n",
"└──────────┴───────────┴────────────┴──────────┴───┴───────────┴───────────┴───────────┴───────────┘"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = pl.read_parquet(DATA_PATH).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(\"home.co.uk\", literal=True))\n",
" .then(pl.lit(\"Home.co.uk\"))\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",
"\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.head(5))"
]
},
{
"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": [
"\n",
"
shape: (3, 19)| provider | Bedrooms | Bathrooms | Number of bedrooms & living rooms | lon | lat | Postcode | Address per Property Register | Leasehold/Freehold | Property type | Property sub-type | Price qualifier | Total floor area (sqm) | Listing URL | Listing features | Listing date | Listing status | Asking price | Asking price per sqm |
|---|
| str | u32 | u32 | u32 | u32 | u32 | u32 | u32 | u32 | u32 | u32 | u32 | u32 | u32 | u32 | u32 | u32 | u32 | u32 |
| "Home.co.uk" | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 23769 | 0 | 0 | 0 | 22926 | 0 | 0 | 0 | 0 | 0 | 22926 |
| "Rightmove" | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 12075 | 0 | 0 | 0 | 40749 | 0 | 0 | 0 | 0 | 0 | 40749 |
| "Zoopla" | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 51 | 0 | 0 | 78 | 0 | 0 | 51 |
"
],
"text/plain": [
"shape: (3, 19)\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",
"│ Home.co.uk ┆ 0 ┆ 0 ┆ 0 ┆ … ┆ 0 ┆ 0 ┆ 0 ┆ 22926 │\n",
"│ Rightmove ┆ 0 ┆ 0 ┆ 0 ┆ … ┆ 0 ┆ 0 ┆ 0 ┆ 40749 │\n",
"│ Zoopla ┆ 0 ┆ 0 ┆ 0 ┆ … ┆ 78 ┆ 0 ┆ 0 ┆ 51 │\n",
"└────────────┴──────────┴───────────┴────────────┴───┴────────────┴───────────┴────────┴───────────┘"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"
shape: (54, 5)| provider | column | na_count | provider_rows | na_pct |
|---|
| str | str | u32 | u32 | f64 |
| "Home.co.uk" | "Leasehold/Freehold" | 23769 | 24277 | 97.91 |
| "Home.co.uk" | "Asking price per sqm" | 22926 | 24277 | 94.44 |
| "Home.co.uk" | "Total floor area (sqm)" | 22926 | 24277 | 94.44 |
| "Home.co.uk" | "Address per Property Register" | 0 | 24277 | 0.0 |
| "Home.co.uk" | "Asking price" | 0 | 24277 | 0.0 |
| "Home.co.uk" | "Bathrooms" | 0 | 24277 | 0.0 |
| "Home.co.uk" | "Bedrooms" | 0 | 24277 | 0.0 |
| "Home.co.uk" | "Listing URL" | 0 | 24277 | 0.0 |
| "Home.co.uk" | "Listing date" | 0 | 24277 | 0.0 |
| "Home.co.uk" | "Listing features" | 0 | 24277 | 0.0 |
| "Home.co.uk" | "Listing status" | 0 | 24277 | 0.0 |
| "Home.co.uk" | "Number of bedrooms & living rooms" | 0 | 24277 | 0.0 |
| "Home.co.uk" | "Postcode" | 0 | 24277 | 0.0 |
| "Home.co.uk" | "Price qualifier" | 0 | 24277 | 0.0 |
| "Home.co.uk" | "Property sub-type" | 0 | 24277 | 0.0 |
| … | … | … | … | … |
| "Zoopla" | "Leasehold/Freehold" | 2 | 78 | 2.56 |
| "Zoopla" | "Address per Property Register" | 0 | 78 | 0.0 |
| "Zoopla" | "Asking price" | 0 | 78 | 0.0 |
| "Zoopla" | "Bathrooms" | 0 | 78 | 0.0 |
| "Zoopla" | "Bedrooms" | 0 | 78 | 0.0 |
| "Zoopla" | "Listing URL" | 0 | 78 | 0.0 |
| "Zoopla" | "Listing features" | 0 | 78 | 0.0 |
| "Zoopla" | "Listing status" | 0 | 78 | 0.0 |
| "Zoopla" | "Number of bedrooms & living rooms" | 0 | 78 | 0.0 |
| "Zoopla" | "Postcode" | 0 | 78 | 0.0 |
| "Zoopla" | "Price qualifier" | 0 | 78 | 0.0 |
| "Zoopla" | "Property sub-type" | 0 | 78 | 0.0 |
| "Zoopla" | "Property type" | 0 | 78 | 0.0 |
| "Zoopla" | "lat" | 0 | 78 | 0.0 |
| "Zoopla" | "lon" | 0 | 78 | 0.0 |
"
],
"text/plain": [
"shape: (54, 5)\n",
"┌────────────┬───────────────────────────────────┬──────────┬───────────────┬────────┐\n",
"│ provider ┆ column ┆ na_count ┆ provider_rows ┆ na_pct │\n",
"│ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n",
"│ str ┆ str ┆ u32 ┆ u32 ┆ f64 │\n",
"╞════════════╪═══════════════════════════════════╪══════════╪═══════════════╪════════╡\n",
"│ Home.co.uk ┆ Leasehold/Freehold ┆ 23769 ┆ 24277 ┆ 97.91 │\n",
"│ Home.co.uk ┆ Asking price per sqm ┆ 22926 ┆ 24277 ┆ 94.44 │\n",
"│ Home.co.uk ┆ Total floor area (sqm) ┆ 22926 ┆ 24277 ┆ 94.44 │\n",
"│ Home.co.uk ┆ Address per Property Register ┆ 0 ┆ 24277 ┆ 0.0 │\n",
"│ Home.co.uk ┆ Asking price ┆ 0 ┆ 24277 ┆ 0.0 │\n",
"│ Home.co.uk ┆ Bathrooms ┆ 0 ┆ 24277 ┆ 0.0 │\n",
"│ Home.co.uk ┆ Bedrooms ┆ 0 ┆ 24277 ┆ 0.0 │\n",
"│ Home.co.uk ┆ Listing URL ┆ 0 ┆ 24277 ┆ 0.0 │\n",
"│ Home.co.uk ┆ Listing date ┆ 0 ┆ 24277 ┆ 0.0 │\n",
"│ Home.co.uk ┆ Listing features ┆ 0 ┆ 24277 ┆ 0.0 │\n",
"│ Home.co.uk ┆ Listing status ┆ 0 ┆ 24277 ┆ 0.0 │\n",
"│ Home.co.uk ┆ Number of bedrooms & living rooms ┆ 0 ┆ 24277 ┆ 0.0 │\n",
"│ Home.co.uk ┆ Postcode ┆ 0 ┆ 24277 ┆ 0.0 │\n",
"│ Home.co.uk ┆ Price qualifier ┆ 0 ┆ 24277 ┆ 0.0 │\n",
"│ Home.co.uk ┆ Property sub-type ┆ 0 ┆ 24277 ┆ 0.0 │\n",
"│ … ┆ … ┆ … ┆ … ┆ … │\n",
"│ Zoopla ┆ Leasehold/Freehold ┆ 2 ┆ 78 ┆ 2.56 │\n",
"│ Zoopla ┆ Address per Property Register ┆ 0 ┆ 78 ┆ 0.0 │\n",
"│ Zoopla ┆ Asking price ┆ 0 ┆ 78 ┆ 0.0 │\n",
"│ Zoopla ┆ Bathrooms ┆ 0 ┆ 78 ┆ 0.0 │\n",
"│ Zoopla ┆ Bedrooms ┆ 0 ┆ 78 ┆ 0.0 │\n",
"│ Zoopla ┆ Listing URL ┆ 0 ┆ 78 ┆ 0.0 │\n",
"│ Zoopla ┆ Listing features ┆ 0 ┆ 78 ┆ 0.0 │\n",
"│ Zoopla ┆ Listing status ┆ 0 ┆ 78 ┆ 0.0 │\n",
"│ Zoopla ┆ Number of bedrooms & living rooms ┆ 0 ┆ 78 ┆ 0.0 │\n",
"│ Zoopla ┆ Postcode ┆ 0 ┆ 78 ┆ 0.0 │\n",
"│ Zoopla ┆ Price qualifier ┆ 0 ┆ 78 ┆ 0.0 │\n",
"│ Zoopla ┆ Property sub-type ┆ 0 ┆ 78 ┆ 0.0 │\n",
"│ Zoopla ┆ Property type ┆ 0 ┆ 78 ┆ 0.0 │\n",
"│ Zoopla ┆ lat ┆ 0 ┆ 78 ┆ 0.0 │\n",
"│ Zoopla ┆ lon ┆ 0 ┆ 78 ┆ 0.0 │\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",
" .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": "4a3ec6b5",
"metadata": {},
"source": [
"## Filter and Save"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "dd4a6a01",
"metadata": {
"execution": {
"iopub.execute_input": "2026-05-17T10:23:47.980596Z",
"iopub.status.busy": "2026-05-17T10:23:47.980518Z",
"iopub.status.idle": "2026-05-17T10:23:48.013584Z",
"shell.execute_reply": "2026-05-17T10:23:48.013324Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Rows after all filters: 2,186\n",
"Saved filtered listings to /volumes/projects/perfect-postcode/finder/data/online_listings_buy_filtered.parquet\n"
]
},
{
"data": {
"text/html": [
"\n",
"
shape: (5, 4)| filter | rows_before | rows_after | rows_removed |
|---|
| str | i64 | i64 | i64 |
| "Asking price < £1,000,000" | 110417 | 91858 | 18559 |
| "Bathrooms is 2 or 3" | 91858 | 29375 | 62483 |
| "Total floor area is 90-170 sqm" | 29375 | 5828 | 23547 |
| "Bedrooms is 2-5" | 5828 | 5784 | 44 |
| "Property type is Flats/Maisonettes" | 5784 | 2186 | 3598 |
"
],
"text/plain": [
"shape: (5, 4)\n",
"┌────────────────────────────────────┬─────────────┬────────────┬──────────────┐\n",
"│ filter ┆ rows_before ┆ rows_after ┆ rows_removed │\n",
"│ --- ┆ --- ┆ --- ┆ --- │\n",
"│ str ┆ i64 ┆ i64 ┆ i64 │\n",
"╞════════════════════════════════════╪═════════════╪════════════╪══════════════╡\n",
"│ Asking price < £1,000,000 ┆ 110417 ┆ 91858 ┆ 18559 │\n",
"│ Bathrooms is 2 or 3 ┆ 91858 ┆ 29375 ┆ 62483 │\n",
"│ Total floor area is 90-170 sqm ┆ 29375 ┆ 5828 ┆ 23547 │\n",
"│ Bedrooms is 2-5 ┆ 5828 ┆ 5784 ┆ 44 │\n",
"│ Property type is Flats/Maisonettes ┆ 5784 ┆ 2186 ┆ 3598 │\n",
"└────────────────────────────────────┴─────────────┴────────────┴──────────────┘"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"
shape: (2, 2)| provider | len |
|---|
| str | u32 |
| "Home.co.uk" | 102 |
| "Rightmove" | 2084 |
"
],
"text/plain": [
"shape: (2, 2)\n",
"┌────────────┬──────┐\n",
"│ provider ┆ len │\n",
"│ --- ┆ --- │\n",
"│ str ┆ u32 │\n",
"╞════════════╪══════╡\n",
"│ Home.co.uk ┆ 102 │\n",
"│ Rightmove ┆ 2084 │\n",
"└────────────┴──────┘"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"
shape: (5, 19)| Bedrooms | Bathrooms | Number of bedrooms & living rooms | lon | lat | Postcode | Address per Property Register | Leasehold/Freehold | Property type | Property sub-type | Price qualifier | Total floor area (sqm) | Listing URL | Listing features | Listing date | Listing status | Asking price | Asking price per sqm | provider |
|---|
| i32 | i32 | i32 | f64 | f64 | str | str | str | str | str | str | f64 | str | list[str] | datetime[μs] | str | i64 | i32 | str |
| 2 | 2 | 4 | 0.037648 | 51.416944 | "BR1 3FL" | "Willoughby Lane, Bromley, Kent, BR1" | "Leasehold" | "Flats/Maisonettes" | "Flat" | "Offers in Excess of" | 130.2 | "https://www.rightmove.co.uk/properties/173545220#/?channel=RES_BUY" | ["Two bedrooms", "Conversion Apartment", … "EPC rating C"] | 2026-03-20 18:13:26 | "For sale" | 900000 | 6912 | "Rightmove" |
| 3 | 2 | 5 | 0.043088 | 51.40987 | "BR1 2SZ" | "Mavelstone Road, Bromley" | null | "Flats/Maisonettes" | "Apartment" | "" | 144.7 | "https://www.rightmove.co.uk/properties/87444864#/?channel=RES_BUY" | ["Three Bedrooms", "Split Level Apartment", … "0.7 Miles From Chislehurst Station"] | 2026-01-08 17:19:26 | "For sale" | 785000 | 5425 | "Rightmove" |
| 2 | 2 | 4 | 0.024522 | 51.412928 | "BR1 3JE" | "Rodway Road, Bromley" | "Leasehold" | "Flats/Maisonettes" | "Apartment" | "Guide Price" | 96.0 | "https://www.rightmove.co.uk/properties/172914383#/?channel=RES_BUY" | ["Secure Electric Gates", "Two Double Bedrooms", … "Open Plan Lounge/Dining Room"] | 2026-03-05 13:00:01 | "For sale" | 675000 | 7031 | "Rightmove" |
| 3 | 2 | 5 | 0.0236 | 51.41305 | "BR1 3EH" | "Lansdowne Road, Bromley, BR1" | "Leasehold" | "Flats/Maisonettes" | "Apartment" | "Guide Price" | 138.3 | "https://www.rightmove.co.uk/properties/88087893#/?channel=RES_BUY" | ["Split-level penthouse in sought-after Sundridge Park, Spacious open-plan kitchen/reception with integrated appliances and adaptable layout", "Principal bedroom with en suite", "Lift access, gated parking, and no onward chain"] | 2026-05-05 17:33:48 | "For sale" | 675000 | 4881 | "Rightmove" |
| 2 | 2 | 4 | 0.05578 | 51.404927 | "BR1 2AP" | "Woodlands Road, Bromley" | null | "Flats/Maisonettes" | "Flat" | "Offers in Region of" | 92.9 | "https://www.rightmove.co.uk/properties/173175929#/?channel=RES_BUY" | [] | 2026-03-11 20:44:40 | "For sale" | 650000 | 6997 | "Rightmove" |
"
],
"text/plain": [
"shape: (5, 19)\n",
"┌──────────┬───────────┬─────────────┬──────────┬───┬────────────┬────────┬────────────┬───────────┐\n",
"│ Bedrooms ┆ Bathrooms ┆ Number of ┆ lon ┆ … ┆ Listing ┆ Asking ┆ Asking ┆ provider │\n",
"│ --- ┆ --- ┆ bedrooms & ┆ --- ┆ ┆ status ┆ price ┆ price per ┆ --- │\n",
"│ i32 ┆ i32 ┆ living ┆ f64 ┆ ┆ --- ┆ --- ┆ sqm ┆ str │\n",
"│ ┆ ┆ rooms ┆ ┆ ┆ str ┆ i64 ┆ --- ┆ │\n",
"│ ┆ ┆ --- ┆ ┆ ┆ ┆ ┆ i32 ┆ │\n",
"│ ┆ ┆ i32 ┆ ┆ ┆ ┆ ┆ ┆ │\n",
"╞══════════╪═══════════╪═════════════╪══════════╪═══╪════════════╪════════╪════════════╪═══════════╡\n",
"│ 2 ┆ 2 ┆ 4 ┆ 0.037648 ┆ … ┆ For sale ┆ 900000 ┆ 6912 ┆ Rightmove │\n",
"│ 3 ┆ 2 ┆ 5 ┆ 0.043088 ┆ … ┆ For sale ┆ 785000 ┆ 5425 ┆ Rightmove │\n",
"│ 2 ┆ 2 ┆ 4 ┆ 0.024522 ┆ … ┆ For sale ┆ 675000 ┆ 7031 ┆ Rightmove │\n",
"│ 3 ┆ 2 ┆ 5 ┆ 0.0236 ┆ … ┆ For sale ┆ 675000 ┆ 4881 ┆ Rightmove │\n",
"│ 2 ┆ 2 ┆ 4 ┆ 0.05578 ┆ … ┆ For sale ┆ 650000 ┆ 6997 ┆ Rightmove │\n",
"└──────────┴───────────┴─────────────┴──────────┴───┴────────────┴────────┴────────────┴───────────┘"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"filter_steps = [\n",
" (\"Asking price < £1,000,000\", pl.col(\"Asking price\") < 1_000_000),\n",
" (\"Bathrooms is 2 or 3\", pl.col(\"Bathrooms\").is_in([2, 3])),\n",
" (\"Total floor area is 90-170 sqm\", pl.col(\"Total floor area (sqm)\").is_between(90, 170)),\n",
" (\"Bedrooms is 2-5\", pl.col(\"Bedrooms\").is_between(2, 5)),\n",
" (\n",
" \"Property type is Flats/Maisonettes\",\n",
" pl.col(\"Property type\").fill_null(\"\") == \"Flats/Maisonettes\",\n",
" ),\n",
"]\n",
"\n",
"filtered = df\n",
"filter_results = []\n",
"for filter_name, filter_expr in filter_steps:\n",
" rows_before = filtered.height\n",
" filtered = filtered.filter(filter_expr)\n",
" rows_after = filtered.height\n",
" filter_results.append(\n",
" {\n",
" \"filter\": filter_name,\n",
" \"rows_before\": rows_before,\n",
" \"rows_after\": rows_after,\n",
" \"rows_removed\": rows_before - rows_after,\n",
" }\n",
" )\n",
"\n",
"filter_summary = pl.DataFrame(filter_results)\n",
"filtered.write_parquet(FILTERED_OUTPUT_PATH)\n",
"\n",
"print(f\"Rows after all filters: {filtered.height:,}\")\n",
"print(f\"Saved filtered listings to {FILTERED_OUTPUT_PATH}\")\n",
"display(filter_summary)\n",
"display(filtered.group_by(\"provider\").len().sort(\"provider\"))\n",
"display(filtered.head(5))"
]
},
{
"cell_type": "markdown",
"id": "24de8b4c",
"metadata": {},
"source": [
"## Map"
]
},
{
"cell_type": "code",
"execution_count": 5,
"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: 2,186\n"
]
},
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"customdata": [
[
"Willoughby Lane, Bromley, Kent, BR1",
900000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/173545220#/?channel=RES_BUY",
51.416944,
0.037648
],
[
"Mavelstone Road, Bromley",
785000,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/87444864#/?channel=RES_BUY",
51.40987,
0.043088
],
[
"Rodway Road, Bromley",
675000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/172914383#/?channel=RES_BUY",
51.412928,
0.024522
],
[
"Lansdowne Road, Bromley, BR1",
675000,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/88087893#/?channel=RES_BUY",
51.41305,
0.0236
],
[
"Woodlands Road, Bromley",
650000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/173175929#/?channel=RES_BUY",
51.404927,
0.05578
],
[
"Mavelstone Road, Bickley, Kent",
635000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/87395799#/?channel=RES_BUY",
51.410177,
0.04086
],
[
"Freelands Road, Bromley, BR1",
625000,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/88579155#/?channel=RES_BUY",
51.407778,
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],
[
"Park Hill, Bromley, BR1",
570000,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/165544490#/?channel=RES_BUY",
51.395482,
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],
[
"Palace Grove, Bromley, BR1",
550000,
3,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/174024473#/?channel=RES_BUY",
51.408353,
0.019579
],
[
"Elisabeth Court, London Lane, Bromley",
525000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/168867362#/?channel=RES_BUY",
51.41582,
0.006691
],
[
"Homefield Road, Bromley, BR1",
500000,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/163971008#/?channel=RES_BUY",
51.40945,
0.027584
],
[
"Plaistow Lane, Bromley, Kent",
500000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/169253540#/?channel=RES_BUY",
51.413208,
0.025277
],
[
"Park Road, Bromley",
500000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/167902013#/?channel=RES_BUY",
51.409252,
0.024338
],
[
"Palace Grove, Bromley, BR1",
495000,
3,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/168924356#/?channel=RES_BUY",
51.408395,
0.019092
],
[
"Homefield Road, Bromley, BR1",
450000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/173866769#/?channel=RES_BUY",
51.40709,
0.02614
],
[
"Rodway Road, Bromley",
375000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/170778062#/?channel=RES_BUY",
51.412605,
0.02427
],
[
"West Common Road, Bromley, Kent, BR2",
950000,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/173057846#/?channel=RES_BUY",
51.37207,
0.017556
],
[
"Bromley Grove, Bromley, BR2",
735000,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/172815635#/?channel=RES_BUY",
51.403053,
-0.004504
],
[
"Park Hill Road, BR2",
650000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/174462002#/?channel=RES_BUY",
51.405077,
-0.000732
],
[
"St. Marks Square, Bromley",
600000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/170160794#/?channel=RES_BUY",
51.399826,
0.015512
],
[
"Holwood Estate, Westerham Road, Keston",
575000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/166353014#/?channel=RES_BUY",
51.353756,
0.040215
],
[
"Florida Court, Westmoreland Road, Bromley,, BR2",
475000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/173008433#/?channel=RES_BUY",
51.395591,
0.007632
],
[
"Hastings Road, Bromley Common, Bromley, Kent, BR2",
350000,
2,
4,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/171426668#/?channel=RES_BUY",
51.374453,
0.045314
],
[
"Copers Cope Road, Beckenham",
740000,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/87915969#/?channel=RES_BUY",
51.419728,
-0.029437
],
[
"Copers Cope Road, Beckenham, BR3",
625000,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/169473776#/?channel=RES_BUY",
51.416084,
-0.033298
],
[
"Creswell Drive, Beckenham, Kent, BR3",
500000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/169808996#/?channel=RES_BUY",
51.391655,
-0.019432
],
[
"Crescent Road, Beckenham, BR3",
500000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/168903839#/?channel=RES_BUY",
51.405205,
-0.017236
],
[
"Bromley Road, Beckenham, BR3",
500000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/172937306#/?channel=RES_BUY",
51.407031,
-0.008376
],
[
"Creswell Drive, Park Langley, Beckenham, BR3",
450000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/173405660#/?channel=RES_BUY",
51.39159,
-0.01953
],
[
"Court Road, Orpington, Kent",
550000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/168142049#/?channel=RES_BUY",
51.368439,
0.113696
],
[
"Lovibonds Avenue, Orpington, Kent, BR6",
500000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/172364492#/?channel=RES_BUY",
51.368654,
0.068374
],
[
"Kemnal Road, Chislehurst, Kent, BR7",
900000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/167547674#/?channel=RES_BUY",
51.417497,
0.076692
],
[
"Kemnal Road, Chislehurst, BR7",
899000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/88353600#/?channel=RES_BUY",
51.415186,
0.076034
],
[
"Silver Leaves, Southill Road, Chislehurst, Kent, BR7 5EE",
865000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/158464532#/?channel=RES_BUY",
51.414748,
0.048597
],
[
"Silver Leaves, Southill Road, Chislehurst, Kent, BR7",
765000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/158464607#/?channel=RES_BUY",
51.414662,
0.048687
],
[
"Silver Leaves, Southill Road, Chislehurst, Kent, BR7",
750000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/158636321#/?channel=RES_BUY",
51.414662,
0.048687
],
[
"Worsley Grange, Kemnal Road, Chislehurst, Kent, BR7",
675000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/155900399#/?channel=RES_BUY",
51.417199,
0.075527
],
[
"Saffron Square, Croydon, London, CR0",
525000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/167669474#/?channel=RES_BUY",
51.37946,
-0.0995
],
[
"1 Saffron Central Square, CR0",
499000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/153226061#/?channel=RES_BUY",
51.37959,
-0.09939
],
[
"Cherry Orchard Road, Amarelle Apartments, CR0",
450000,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/173512292#/?channel=RES_BUY",
51.377649,
-0.091844
],
[
"Orchard Way, Braeburn House, CR0",
450000,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/170797610#/?channel=RES_BUY",
51.384901,
-0.04032
],
[
"Mason's Avenue, East Croydon",
425000,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/165198611#/?channel=RES_BUY",
51.368484,
-0.098402
],
[
"Oakfield Road, Croydon, CR0",
400000,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/173159474#/?channel=RES_BUY",
51.3818,
-0.1013
],
[
"Addiscombe Road, Croydon, Surrey",
400000,
3,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/172262804#/?channel=RES_BUY",
51.375307,
-0.081209
],
[
"16-18 Wellesley Road, Croydon, \r\nCR0 2DD",
382500,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/171888419#/?channel=RES_BUY",
51.37544,
-0.09739
],
[
"Poplar Walk, Croydon",
307500,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/172432814#/?channel=RES_BUY",
51.37793,
-0.1019
],
[
"Henderson Road, Croydon, CR0",
300000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/174044153#/?channel=RES_BUY",
51.390988,
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],
[
"16-18 Wellesley Road, Croydon, \r\nCR0 2DD",
255000,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/171888155#/?channel=RES_BUY",
51.37544,
-0.09739
],
[
"Poplar Walk, Croydon",
153750,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/172432805#/?channel=RES_BUY",
51.37793,
-0.1019
],
[
"16-18 Wellesley Road, Croydon, \r\nCR0 2DD",
127500,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/171814742#/?channel=RES_BUY",
51.37544,
-0.09739
],
[
"16-18 Wellesley Road, Croydon, \r\nCR0 2DD",
126250,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/171813230#/?channel=RES_BUY",
51.37544,
-0.09739
],
[
"Avondale Road, South Croydon, CR2",
350000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/174679547#/?channel=RES_BUY",
51.355759,
-0.100061
],
[
"Kings Meadow, Whyteleafe Hill, Whyteleafe, CR3",
875000,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/172924655#/?channel=RES_BUY",
51.302852,
-0.090162
],
[
"Kings Meadow, Whyteleafe Hill, Whyteleafe, CR3",
725000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/172924538#/?channel=RES_BUY",
51.30277,
-0.089555
],
[
"St. Mary's Mount, Caterham, CR3",
415000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/174360635#/?channel=RES_BUY",
51.281374,
-0.084431
],
[
"Croydon Road, Caterham",
370000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/158099693#/?channel=RES_BUY",
51.296813,
-0.070985
],
[
"Upper Lodge Way, Coulsdon, CR5",
575000,
3,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/87683364#/?channel=RES_BUY",
51.290985,
-0.142679
],
[
"Fairdene Road, Coulsdon, CR5",
425000,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/174878114#/?channel=RES_BUY",
51.313684,
-0.137776
],
[
"The Drive, Coulsdon",
425000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/170136308#/?channel=RES_BUY",
51.326961,
-0.132349
],
[
"44 The Green, Surrey, CR6",
500000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/153459206#/?channel=RES_BUY",
51.309385,
-0.056307
],
[
"Langton House, Westhall Road, Warlingham CR6 9HF",
400000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/142726424#/?channel=RES_BUY",
51.304492,
-0.061191
],
[
"Flat 4, Endlesham Court,, 131 Woodcote Valley Road,, Purley, CR8",
460000,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/158707841#/?channel=RES_BUY",
51.333506,
-0.133727
],
[
"Woodcote Valley Road, Endlesham Court, CR8",
450000,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/174877880#/?channel=RES_BUY",
51.333611,
-0.133571
],
[
"Ackers Drive, Ebbsfleet Valley, Swanscombe",
300000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/174758591#/?channel=RES_BUY",
51.433883,
0.311899
],
[
"Bellegrove Road, Welling, Kent, DA16",
300000,
3,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/171046574#/?channel=RES_BUY",
51.462498,
0.10668
],
[
"Upper Wickham Lane, Welling, Kent, DA16",
260000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/172293920#/?channel=RES_BUY",
51.463397,
0.108507
],
[
"Old College Court, Upper Holly Hill Road, Upper Belvedere",
280000,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/168310244#/?channel=RES_BUY",
51.484958,
0.155697
],
[
"Jepson Drive, Stone, Dartford",
450000,
2,
3,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/174572558#/?channel=RES_BUY",
51.444257,
0.24431
],
[
"Bunstone Hall, Chapel Drive, Dartford, DA2 6FJ",
375000,
2,
2,
"Flats/Maisonettes",
"https://www.rightmove.co.uk/properties/88238973#/?channel=RES_BUY",
51.4445,
0.243869
],
[
"Regal Walk, Bexleyheath",
425000,
2,
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"WD6 3LD",
"WD7 8HH",
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"WD7 7FA"
],
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",
"dtype": "f8"
},
"legendgroup": "Rightmove",
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}
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"source": [
"map_df = (\n",
" filtered.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",
" \"Home.co.uk\": \"#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=\"Filtered 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()"
]
}
],
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