diff --git a/examples/heatmap/README.md b/examples/heatmap/README.md new file mode 100644 index 0000000..0ab1934 --- /dev/null +++ b/examples/heatmap/README.md @@ -0,0 +1,30 @@ +## Example: Use `@geoarrow/deck.gl-layers` with GeoArrow point data to render a Heatmap + +## Data for example + +``` +wget https://ookla-open-data.s3.us-west-2.amazonaws.com/parquet/performance/type=mobile/year=2019/quarter=1/2019-01-01_performance_mobile_tiles.parquet +poetry install +poetry run python generate_data.py +``` + +## Serve data + +``` +npx http-server --cors +``` + +## Usage + +To install dependencies: + +```bash +npm install +# or +yarn +``` + +Commands: + +* `npm start` is the development target, to serve the app and hot reload. +* `npm run build` is the production target, to create the final bundle and write to disk. diff --git a/examples/heatmap/app.tsx b/examples/heatmap/app.tsx new file mode 100644 index 0000000..b088183 --- /dev/null +++ b/examples/heatmap/app.tsx @@ -0,0 +1,88 @@ +import React, { useState, useEffect } from "react"; +import { createRoot } from "react-dom/client"; +import { StaticMap, MapContext, NavigationControl } from "react-map-gl"; +import DeckGL, { Layer, PickingInfo } from "deck.gl"; +import { GeoArrowHeatmapLayer } from "@geoarrow/deck.gl-layers"; +import * as arrow from "apache-arrow"; + +const GEOARROW_POINT_DATA = + "http://localhost:8080/2019-01-01_performance_mobile_tiles.feather"; + +const INITIAL_VIEW_STATE = { + latitude: 20, + longitude: 0, + zoom: 2, + bearing: 0, + pitch: 0, +}; + +const MAP_STYLE = + "https://basemaps.cartocdn.com/gl/positron-nolabels-gl-style/style.json"; +const NAV_CONTROL_STYLE = { + position: "absolute", + top: 10, + left: 10, +}; + +function Root() { + const onClick = (info: PickingInfo) => { + if (info.object) { + console.log(JSON.stringify(info.object.toJSON())); + } + }; + + const [table, setTable] = useState(null); + + useEffect(() => { + // declare the data fetching function + const fetchData = async () => { + const data = await fetch(GEOARROW_POINT_DATA); + const buffer = await data.arrayBuffer(); + const table = arrow.tableFromIPC(buffer); + setTable(table); + }; + + if (!table) { + fetchData().catch(console.error); + } + }); + + const layers: Layer[] = []; + + // Scenario 1: Just pass the table to the layer, with no additional properties. As the layer is a GeoArrowLayer, it should automatically detect the columns that are needed for the visualization. + // table && + // layers.push( + // new GeoArrowHeatmapLayer({ + // id: "geoarrow-heatmap", + // data: table, + // }), + // ); + + // Scenario 2: pass a getWeight function returning a random number, which + // avoids the error in the construction, but do not render anything. + table && + layers.push( + new GeoArrowHeatmapLayer({ + id: "geoarrow-heatmap", + data: table, + getWeight: (d: any) => Math.random() * 100 + 1, + }), + ); + + return ( + + + + + ); +} + +/* global document */ +const container = document.body.appendChild(document.createElement("div")); +createRoot(container).render(); diff --git a/examples/heatmap/generate_data.py b/examples/heatmap/generate_data.py new file mode 100644 index 0000000..ae2498a --- /dev/null +++ b/examples/heatmap/generate_data.py @@ -0,0 +1,49 @@ +from pathlib import Path + +import geopandas as gpd +import pandas as pd +import pyarrow as pa +import pyarrow.feather as feather +import shapely +from lonboard._geoarrow.geopandas_interop import geopandas_to_geoarrow +from lonboard.colormap import apply_continuous_cmap +from palettable.colorbrewer.diverging import BrBG_10 + +url = "https://ookla-open-data.s3.us-west-2.amazonaws.com/parquet/performance/type=mobile/year=2019/quarter=1/2019-01-01_performance_mobile_tiles.parquet" + +path = Path("2019-01-01_performance_mobile_tiles.parquet") + + +def main(): + if not path.exists(): + msg = f"Please download file to this directory from {url=}." + raise ValueError(msg) + + df = pd.read_parquet(path) + centroids = shapely.centroid(shapely.from_wkt(df["tile"])) + + # Save space by using a smaller data type + df_cols = ["avg_d_kbps", "avg_u_kbps", "avg_lat_ms"] + for col in df_cols: + df[col] = pd.to_numeric(df[col], downcast="unsigned") + + gdf = gpd.GeoDataFrame(df[df_cols], geometry=centroids) + table = geopandas_to_geoarrow(gdf, preserve_index=False) + + min_bound = 5000 + max_bound = 50000 + download_speed = gdf["avg_d_kbps"] + normalized_download_speed = (download_speed - min_bound) / (max_bound - min_bound) + + colors = apply_continuous_cmap(normalized_download_speed, BrBG_10) + table = table.append_column( + "colors", pa.FixedSizeListArray.from_arrays(colors.flatten("C"), 3) + ) + + feather.write_feather( + table, "2019-01-01_performance_mobile_tiles.feather", compression="uncompressed" + ) + + +if __name__ == "__main__": + main() diff --git a/examples/heatmap/index.html b/examples/heatmap/index.html new file mode 100644 index 0000000..2f9fb18 --- /dev/null +++ b/examples/heatmap/index.html @@ -0,0 +1,13 @@ + + + + + deck.gl GeoArrowPointLayer Example + + + + + + diff --git a/examples/heatmap/package.json b/examples/heatmap/package.json new file mode 100644 index 0000000..69fe159 --- /dev/null +++ b/examples/heatmap/package.json @@ -0,0 +1,27 @@ +{ + "name": "deckgl-example-geoarrow-heatmap-layer", + "version": "0.0.0", + "private": true, + 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"@loaders.gl/core": "^4.2.0", "@luma.gl/core": "^9.0.11", "@luma.gl/engine": "^9.0.11" @@ -2943,6 +2961,10 @@ } } }, + "node_modules/deckgl-example-geoarrow-heatmap-layer": { + "resolved": "examples/heatmap", + "link": true + }, "node_modules/deckgl-example-geoarrow-linestring-layer": { "resolved": "examples/linestring", "link": true diff --git a/package.json b/package.json index fd4e3e4..9725a8a 100644 --- a/package.json +++ b/package.json @@ -43,18 +43,18 @@ "author": "Kyle Barron ", "license": "MIT", "peerDependencies": { - "@deck.gl/aggregation-layers": "^9.0.12", - "@deck.gl/core": "^9.0.12", - "@deck.gl/geo-layers": "^9.0.12", - "@deck.gl/layers": "^9.0.12", + "@deck.gl/aggregation-layers": "^9.0.27", + "@deck.gl/core": "^9.0.27", + "@deck.gl/geo-layers": "^9.0.27", + "@deck.gl/layers": "^9.0.27", "@math.gl/polygon": "^3.6.2", "apache-arrow": ">=15" }, "devDependencies": { - "@deck.gl/aggregation-layers": "^9.0.12", - "@deck.gl/core": "^9.0.12", - "@deck.gl/geo-layers": "^9.0.12", - "@deck.gl/layers": "^9.0.12", + "@deck.gl/aggregation-layers": "^9.0.27", + "@deck.gl/core": "^9.0.27", + "@deck.gl/geo-layers": "^9.0.27", + "@deck.gl/layers": "^9.0.27", "@math.gl/polygon": "^3.6.2", "@rollup/plugin-commonjs": "^25.0.7", "@rollup/plugin-node-resolve": "^15.2.3",