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Add notebook for mapping housing prices (#1002)
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* Add notebook for mapping housing prices

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giswqs and pre-commit-ci[bot] authored Nov 28, 2024
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177 changes: 177 additions & 0 deletions docs/maplibre/housing_prices.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"id": "0",
"metadata": {},
"source": [
"[![image](https://jupyterlite.rtfd.io/en/latest/_static/badge.svg)](https://demo.leafmap.org/lab/index.html?path=maplibre/housing_prices.ipynb)\n",
"[![image](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/opengeos/leafmap/blob/master/docs/maplibre/housing_prices.ipynb)\n",
"[![image](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/opengeos/leafmap/HEAD)\n",
"\n",
"**Mapping US Housing Prices by County**\n",
"\n",
"Uncomment the following line to install [leafmap](https://leafmap.org) if needed."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1",
"metadata": {},
"outputs": [],
"source": [
"# %pip install \"leafmap[maplibre]\""
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2",
"metadata": {},
"outputs": [],
"source": [
"import geopandas as gpd\n",
"import leafmap.maplibregl as leafmap"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3",
"metadata": {},
"outputs": [],
"source": [
"geojson = \"https://github.com/opengeos/datasets/releases/download/us/zillow_home_value_by_county.geojson\""
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4",
"metadata": {},
"outputs": [],
"source": [
"gdf = gpd.read_file(geojson)\n",
"gdf.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5",
"metadata": {},
"outputs": [],
"source": [
"column = \"2024-10-31\"\n",
"data = gdf[[\"RegionName\", \"State\", column, \"geometry\"]]\n",
"data.head()"
]
},
{
"cell_type": "markdown",
"id": "6",
"metadata": {},
"source": [
"Available classification schemes: \n",
"* BoxPlot\n",
"* EqualInterval\n",
"* FisherJenks\n",
"* FisherJenksSampled\n",
"* HeadTailBreaks\n",
"* JenksCaspall\n",
"* JenksCaspallForced\n",
"* JenksCaspallSampled\n",
"* MaxP\n",
"* MaximumBreaks\n",
"* NaturalBreaks\n",
"* Quantiles\n",
"* Percentiles\n",
"* StdMean\n",
"* UserDefined"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7",
"metadata": {},
"outputs": [],
"source": [
"m = leafmap.Map(style=\"liberty\", pitch=60)\n",
"first_symbol_id = m.find_first_symbol_layer()[\"id\"]\n",
"m.add_data(\n",
" data,\n",
" column=column,\n",
" scheme=\"Quantiles\",\n",
" cmap=\"Blues\",\n",
" legend_title=\"Median Home Value\",\n",
" name=\"Home value\",\n",
" before_id=first_symbol_id,\n",
" extrude=True,\n",
" scale_factor=3,\n",
")\n",
"m.add_layer_control()\n",
"m"
]
},
{
"cell_type": "markdown",
"id": "8",
"metadata": {},
"source": [
"![image](https://github.com/user-attachments/assets/9052e391-a26a-4a75-9ffe-d4abac3c0fce)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9",
"metadata": {},
"outputs": [],
"source": [
"m = leafmap.Map(style=\"liberty\")\n",
"m.add_data(\n",
" data,\n",
" column=column,\n",
" scheme=\"Quantiles\",\n",
" cmap=\"Blues\",\n",
" legend_title=\"Median Home Value\",\n",
" name=\"Home value\",\n",
" before_id=first_symbol_id,\n",
")\n",
"m.add_layer_control()\n",
"m"
]
},
{
"cell_type": "markdown",
"id": "10",
"metadata": {},
"source": [
"![image](https://github.com/user-attachments/assets/b44338cf-0e5a-420b-b7c0-ff9fa6896943)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.11.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
6 changes: 6 additions & 0 deletions docs/maplibre/overview.md
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Expand Up @@ -339,6 +339,12 @@ Visualize earthquake frequency by location using a heatmap layer.

[![](https://i.imgur.com/OLCRPKj.png)](https://leafmap.org/maplibre/heatmap_layer)

## Visualize US median housing prices by county

Visualize US median housing prices by county using a choropleth map.

[![](https://github.com/user-attachments/assets/9052e391-a26a-4a75-9ffe-d4abac3c0fce)](https://leafmap.org/maplibre/housing_prices)

## Display a non-interactive map

Disable interactivity to create a static map.
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1 change: 1 addition & 0 deletions mkdocs.yml
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Expand Up @@ -200,6 +200,7 @@ nav:
- maplibre/google_earth_engine.ipynb
- maplibre/gps_trace.ipynb
- maplibre/heatmap_layer.ipynb
- maplibre/housing_prices.ipynb
- maplibre/interactive_false.ipynb
- maplibre/jump_to.ipynb
- maplibre/language_switch.ipynb
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