Geographic Information Systems (GIS) for web browsers. For managing, analyzing, editing, and visualizing geographic data.          A compilation of geospatial-related web frameworks, tools, demos, applications, data sources and more.   Contents - πŸ‘¨β€πŸ’» JavaScript Libraries (#-javascript-libraries)  - Mapping (#mapping)   - Data Processing (#data-processing)  - LiDAR (#lidar)  - Remote Sensing (#remote-sensing) - πŸ’Ύ Data sources (#-data-sources)  - Downloads (#downloads)  - Web APIs (#web-apis)  - Collections (#collections) - πŸ“’ Notebooks (#-notebooks)  - Beginner (#beginner)  - Intermediate (#intermediate)  - Advanced (#advanced) - :world_map: Web maps (#world_map-web-maps) - 🌐 Web apps (#-web-apps) - 🎨 Colour advice (#-colour-advice) - πŸ“ Icons (#-icons) - πŸ“Ί Videos (#-videos) - πŸ“š Further reading (#-further-reading) πŸ‘¨β€πŸ’» JavaScript Libraries  Mapping  Libraries for creating web maps: - Leaflet (https://leafletjs.com/) - The leading open-source JavaScript library for mobile-friendly interactive maps. - OpenLayers (https://openlayers.org/) - A high-performance, feature-packed library for creating interactive maps on the web. - Cesium.js (https://cesium.com) - An open-source JavaScript library for world-class 3D mapping of geospatial data. - maplibre (https://github.com/maplibre/maplibre-gl-js) - It originated as an open-source fork of mapbox-gl-js, before their switch to a non-OSS license in December 2020. - Deck.GL (https://github.com/uber/deck.gl) - WebGL2 powered geospatial visualization layers. - MapTalks.js (https://github.com/maptalks/maptalks.js) - An open-source JavaScript library for integrated 2D/3D maps. - antvis L7 (https://github.com/antvis/L7) - Large-scale WebGL-powered Geospatial Data Visualization. - Tangram (https://github.com/tangrams/tangram) - WebGL map rendering engine for creative cartography. - TerriaJS (https://github.com/TerriaJS/terriajs) - TerriaJS is a library for building rich, web-based geospatial data explorers. - gridviz (https://github.com/eurostat/gridviz) - A package for visualizing gridded data. - Eurostat-map (https://github.com/eurostat/eurostat-map.js) - Create and customise web maps showing Eurostat data using D3.js. - Bertin.js (https://github.com/neocarto/bertin) - A JavaScript library for visualizing geospatial data and making thematic maps for the web. - regl-map-animation (https://github.com/eurostat/regl-map-animation) - Animate x/y point data using regl and categorize them into a bar chart. - iTowns (https://github.com/iTowns/itowns) - A Three.js-based framework written in JavaScript/WebGL for visualizing 3D geospatial data. - globe.gl (https://globe.gl/) - This library is a convenience wrapper around the three-globe plugin, and uses ThreeJS/WebGL for 3D rendering. - d3-geo (https://github.com/d3/d3-geo) - A library for creating maps based on D3.js. - d3-geo-projection (https://github.com/d3/d3-geo-projection) - Extended geographic projections. - d3-geo-voronoi (https://github.com/Fil/d3-geo-voronoi) - Voronoi diagrams and Delaunay triangulation for the sphere. - d3-inertia (https://github.com/Fil/d3-inertia) - An extension to d3-drag that continues the mouse movement with some inertia. - datamaps (https://github.com/markmarkoh/datamaps) - Customizable map visualizations in one file. - react-simple-maps (https://github.com/zcreativelabs/react-simple-maps) - An SVG mapping component library for React, built on top of d3-geo. - Google Maps (https://developers.google.com/maps/documentation/javascript) - Google Maps API for JavaScript. - Wrld.js (https://github.com/wrld3d/wrld.js/) - Animated 3D city maps based on Leaflet. - Mapbox GL JS (https://docs.mapbox.com/mapbox-gl-js/examples/) - JavaScript library that uses WebGL to render interactive maps from vector tiles. - ArcGIS API for JS (https://developers.arcgis.com/javascript/3/) - A lightweight way to embed maps and tasks in web applications. - HERE maps API (https://developer.here.com/develop/javascript-api) - Build web applications with feature-rich and customizable HERE maps. - Map Forecast API (https://github.com/windycom/API) - Simple-to-use library based on Leaflet 1.4.x. It allows you to show wind maps. Data Processing  Libraries that help you analyse and process geospatial data: - geolib (https://github.com/manuelbieh/geolib) - Library to provide basic geospatial operations like distance calculation, conversion of decimal coordinates to sexagesimal, etc. - Turf.js (https://github.com/Turfjs/turf) - Turf is a JavaScript library for spatial analysis. - JSTS (https://github.com/bjornharrtell/jsts) - JavaScript Topology Suite. - flatten-js (https://github.com/alexbol99/flatten-js) - For manipulating geometrical shapes, finding intersections, checking inclusion, calculating distance, transformations and more. - flatbush (https://github.com/mourner/flatbush) - A really fast static spatial index for 2D points and rectangles in JavaScript. - rbush (https://github.com/mourner/rbush) - RBush is a high-performance JavaScript library for 2D spatial indexing of points and rectangles. - Geometric.js (https://github.com/HarryStevens/geometric) - A JavaScript library for doing geometry. - Euclid.ts (https://github.com/mathigon/euclid.js) - 2D Euclidean geometry classes, utilities, and drawing tools. - Proj4js (https://github.com/proj4js/proj4js) - Transform coordinates from one coordinate system to another, including datum transformations. - GeoTiff.js (https://github.com/geotiffjs/geotiff.js) - Parse TIFF files for visualization or analysis. - Arc.js (https://github.com/springmeyer/arc.js) - Calculate great circles routes as lines in GeoJSON or WKT format. - awesome-GeoJSON (https://github.com/tmcw/awesome-geojson) - Catalogue of GeoJSON tools. - topoJSON (https://github.com/topojson/topojson) - Convert GeoJSON to TopoJSON for use in D3 maps. - d3-geo-polygon (https://github.com/d3/d3-geo-polygon) - Clipping and geometric operations for spherical polygons. - Wicket (https://github.com/arthur-e/Wicket) - A modest library for moving between Well-Known Text (WKT) and various framework geometries. - koop (https://github.com/koopjs/koop) - Koop is a JavaScript toolkit for connecting incompatible spatial APIs. - spl.js (https://github.com/jvail/spl.js) - Makes it possible to use SpatiaLite functionality in JavaScript. Behind the scenes, a WebAssembly port of SpatiaLite is used. - geotoolbox (https://github.com/neocarto/geotoolbox) - Provides several GIS operations for use with geojson properties. Useful for thematic cartography. - supercluster (https://www.npmjs.com/package/supercluster) - A very fast JavaScript library for geospatial point clustering for browsers and Node. - geoblaze (https://github.com/GeoTIFF/geoblaze) - A blazing fast JavaScript raster processing engine. Using geoblaze, you can run computations ranging from basic statistics (min, max, mean, mode) to band arithmetic and histogram  generation in either a web browser or a node application. - geopackage-js (https://github.com/ngageoint/geopackage-js) - The GeoPackage JavaScript library currently provides the ability to read GeoPackage files. - geojson-merge (https://github.com/mapbox/geojson-merge) - Merge multiple GeoJSON files into one FeatureCollection. - Galton (https://github.com/urbica/galton) - Lightweight Node.js isochrone server. Build isochrones using OSRM, Turf and concaveman. - geojson-vt (https://github.com/mapbox/geojson-vt) - A highly efficient JavaScript library for slicing GeoJSON data into vector tiles on the fly. - geobuf (https://github.com/mapbox/geobuf) - Geobuf is a compact binary encoding for geographic data. - geoparquet (https://github.com/opengeospatial/geoparquet) - Encoding geospatial data in Apache Parquet. - statsbreaks (https://github.com/riatelab/statsbreaks) - Split (classify/discretize) a quantitative dataset into a (k) number of classes or thematic categories. Useful for creating a choropleth map. - gdal3.js (https://github.com/bugra9/gdal3.js) - Convert raster and vector geospatial data to various formats and coordinate systems entirely in the browser. - math.gl (https://github.com/uber-web/math.gl) - JavaScript math library focused on Geospatial and 3D use cases. LiDAR Tools for visualizing point clouds with web browsers: - Potree (https://github.com/potree/potree) - WebGL point cloud viewer for large datasets. - Plasio (https://github.com/verma/plasio) - Drag-n-drop In-browser LAS/LAZ point cloud viewer. - Potree & Cesium.js (https://potree.org/potree/examples/cesium_retz.html) - Rezt, Austria LIDAR viewer. - Three.js (https://threejs.org/examples/#webgl_loader_pcd) - Point cloud data loader. Remote Sensing Resources for frontend earth observation and remote sensing: - Google Earth Engine (https://developers.google.com/earth-engine/tutorials/tutorial_api_01) - Geospatial processing service. - sentinelhub-js (https://github.com/sentinel-hub/sentinelhub-js/) - Download and process satellite imagery in JavaScript or TypeScript using Sentinel Hub services. - Sentinel Hub custom scripts (https://github.com/sentinel-hub/custom-scripts) - A repository of custom scripts to be used with Sentinel Hub. - Spectral (https://github.com/awesome-spectral-indices) - Awesome Spectral Indices for the Google Earth Engine JavaScript API (Code Editor). - EOSDIS Worldview (https://github.com/nasa-gibs/worldview) - Interactive interface for browsing global, full-resolution satellite imagery. πŸ’Ύ Data sources  A collection of geospatial open data sources: Downloads  Data available for download: - OpenMapTiles (https://openmaptiles.org/) - Free OpenStreetMap Vector Tiles. - OpenStreetMap (https://www.geofabrik.de/data/download.html) - A free, world-wide geographic data set. - Natural Earth (https://www.naturalearthdata.com/) - Free vector and raster map data at 1:10m, 1:50m, and 1:110m scales. - World Atlas TopoJSON (https://github.com/topojson/world-atlas) - A convenient redistribution of Natural Earth's vector data as TopoJSON. - Copernicus global DEM (https://ec.europa.eu/eurostat/web/gisco/geodata/reference-data/elevation/copernicus-dem/elevation) - Global elevation tiles. - ETOPO1 (https://www.ngdc.noaa.gov/mgg/global/) - 1 arc-minute global relief model of Earth's surface that integrates land topography and ocean bathymetry. - HydroSHEDS (https://www.hydrosheds.org/) - Hydrographic information in a consistent and comprehensive format for regional and global-scale applications. - geoboundaries (https://www.geoboundaries.org/) - The world's largest open, free and research-ready database of political administrative boundaries. - Global power plant database (https://datasets.wri.org/dataset/globalpowerplantdatabase) - A comprehensive, global, open source database of power plants. - Ookla internet speed data (https://github.com/teamookla/ookla-open-data) - Provides global network performance metrics. Data is provided in both Shapefile format as well as Apache Parquet. - European population grids - GISCO (https://ec.europa.eu/eurostat/web/gisco/geodata/reference-data/grids) - These datasets contain grid cells covering the European land territory, for various resolutions from 1km to 100km. Base  statistics such as population figures are provided for these cells. - Healthcare Services in Europe (https://ec.europa.eu/eurostat/web/gisco/geodata/reference-data/healthcare-services) - The locations of healthcare services across Europe. - European Postcodes Point Data (https://ec.europa.eu/eurostat/web/gisco/geodata/reference-data/postal-codes) - The postal code point dataset shows the location of postal codes, NUTS codes and the Degree of Urbanisation classification  across the EU, EFTA and candidate countries from a variety of sources. - WorldPop (https://www.worldpop.org/) - Open access spatial demographic datasets built using transparent approaches.  - World Bank (https://data.worldbank.org/) - Free and open access to global development data. - USGS Earth Explorer (https://earthexplorer.usgs.gov/) - Query and order satellite images, aerial photographs, and cartographic products through the U.S. Geological Survey. - Open Topography (https://opentopography.org/) - OpenTopography facilitates community access to high-resolution, Earth science-oriented, topography data, and related tools and resources. - NASA Earth Observations (https://neo.gsfc.nasa.gov/) - Here you can browse and download imagery of satellite data from NASA's constellation of Earth Observing System satellites. - Geodata.gov.gr (https://geodata.gov.gr/en/dataset) - Open geospatial data for Greece. - ArcGIS Hub (https://hub.arcgis.com/) - Over 380,000 open datasets. - DIVA-GIS (https://www.diva-gis.org/Data) - Free spatial data. Includes country and global level boundaries, climate, species occurence, crop and elevation data. - OpenAerialMap (https://openaerialmap.org/) - An open service to provide access to a commons of openly licensed imagery and map layer services. - Global Climate Monitor (https://www.globalclimatemonitor.org/) - Global open climate data available for download. - Copernicus open access hub (https://scihub.copernicus.eu) - Copernicus satellite imagery download. Web APIs  Restful APIs for consuming geospatial data on the fly: - GISCO data distribution API (https://gisco-services.ec.europa.eu/distribution/v2/) - Official European Commission data source for administrative regions, Coastal lines, Communes, Countries, Local Administrative Units, NUTS, Urban  Audit. - Address API (https://gisco-services.ec.europa.eu/addressapi/docs/) - Pan-european address data. Supports geocoding, reverse-geocoding and lists of address components (e.g. all roads in a city). - USGS earthquake data (https://earthquake.usgs.gov/fdsnws/event/1/) - Allows custom searches for earthquake information using a variety of parameters. - movebank-api (https://github.com/movebank/movebank-api-doc) - Movebank is a free, online database and research platform for animal tracking and other on-animal sensor data.  - Overpass API (https://wiki.openstreetmap.org/wiki/Overpass_API) - Retrieve OpenStreetMap data. - REST countries (https://restcountries.com/) - Get information about countries via a RESTful API. - OSMNames (https://osmnames.org/api/) - The OSMNames open-source project provides raw place data in an easy-to-index form. - Open Notify (http://open-notify.org/Open-Notify-API/) - Get the current location of the International Space Station (ISS) and current number of people in space! - OpenAQ (https://docs.openaq.org/docs) - OpenAQ is the largest open-source air quality data platform. - openrouteservice (https://openrouteservice.org/dev/#/api-docs) - Directions, Isochrones, Time-Distance Matrix, Pelias Geocoding, POIs, Elevation, Optimization. - GraphHopper Route Optimization API (https://www.graphhopper.com/route-optimization/) - Solves a variety of vehicle routing problems, including the classical β€œtraveling salesman problem”. - Geoapify (https://apidocs.geoapify.com/) - Maps, address and location search, route optimization, reachability analysis, geodata access, and more. - OpenCage (https://opencagedata.com/api) - Forward and reverse worldwide geocoding API using open data. - breezometer (https://docs.breezometer.com/api-documentation/introduction/) - API endpoints for Air Quality, Pollen, Weather, Wildfire, Cleanest Routes and Environmental Alerts. Serves current conditions, forecasts, and historical  data. - ipfind (https://ipfind.io/) - Geographic location of an IP address or any domain name along with some other useful information. - bng2latlong (https://www.getthedata.com/bng2latlong) - Simple API to convert an OSGB36 easting and northing (British National Grid) to WGS84 latitude and longitude. - Open Postcode Geo API (https://www.getthedata.com/open-postcode-geo-api) - British postcodes with easting, northing, latitude, and longitude. - Country State City API (https://countrystatecity.in/) - Full Database of city state country available in JSON, SQL, XML, YAML & CSV format. - API Geo (https://api.gouv.fr/les-api/api-geo) - Official French geographical data API. - geonames (http://www.geonames.org/export/web-services.html) - Supports placename lookup, postal Code Search, reverse geocoding, nearby populated place and nearby toponym searches. - opentopodata API (https://www.opentopodata.org/) - Open Topo Data is a REST API server for your elevation data. - what3words (https://developer.what3words.com/public-api) - Convert 3 word addresses to coordinates and vice versa. - TomTom (https://developer.tomtom.com/api-explorer-index/documentation/product-information/introduction) - Charging stations, fuel prices, routing, geocoding, parking availability, traffic and waypoint optimization endpoints. - Open Charge Map API (https://openchargemap.org/site/develop/api) - Non-commercial, non-profit global public registry of electric vehicle charging locations. - OpenSky API (https://openskynetwork.github.io/opensky-api/rest.html) - Retrieve live airspace information for research and non-commerical purposes. - Open-Meteo (https://open-meteo.com/) - Global weather forecast API for non-commercial use. - RainViewer (https://www.rainviewer.com/api.html) - Free weather API. Offers the past (2 hours) and forecast (30 minutes) weather radar data and the past infrared satellite data. - Sunrise and sunset (https://sunrise-sunset.org/api) - Sunset and sunrise times for a given latitude and longitude. - Geocode.xyz (https://geocode.xyz/) - Reverse Geocoding, Forward Geocoding, Geoparsing API. Free requests throttled at 1 request per second. Collections  Compilations and repositories of open geospatial datasets: - awesome-public-datasets (https://github.com/awesomedata/awesome-public-datasets) - An awesome repository full of open datasets from an abundance of different categories. - Free GIS data (https://freegisdata.rtwilson.com/) - Links to over 500 sites providing freely available geographic datasets. - WRI (https://www.wri.org/data) - World resources institute. - Public APIs (https://github.com/public-apis-dev/public-apis) - A collective list of free APIs for use in software and web development. πŸ“’ Notebooks  Some JavaScript notebooks to help you code: Beginner - Hello, Leaflet (https://observablehq.com/@observablehq/hello-leaflet) - ObservableHQ. - Hello, Bertin.js (https://observablehq.com/@neocartocnrs/hello-bertin-js) - Nicolas Lambert. - Hello, Mapbox GL (https://observablehq.com/@observablehq/hello-mapbox-gl) - Mike Bostock. - Hello, eurostat-map.js (https://observablehq.com/@joewdavies/eurostat-map-js) - Joe Davies. - Hello, gridviz (https://observablehq.com/@neocartocnrs/hello-gridviz) - Nicolas Lambert. Intermediate - World Tour (https://observablehq.com/@d3/world-tour) - D3. - Choropleth (https://observablehq.com/@d3/choropleth) - D3. - How to make a nice scalebar (https://observablehq.com/@jgaffuri/nice-scale-bar) - Julien Gaffuri. - #GISCHAT Twitter Users with MapBoxGL - Globe Projection (https://observablehq.com/@chriszrc/gischat-twitter-users-with-mapboxgl-globe-projection) - Chris Marx. - Hexgrid maps with d3-hexgrid (https://observablehq.com/@larsvers/hexgrid-maps-with-d3-hexgrid) - Larsvers. - Bivariate Choropleth with Continuous Color Scales (https://observablehq.com/@stephanietuerk/bivariate-choropleth-with-continuous-color-scales) - Stephanie Tuerk. - Visualizing Eurostat grid data using Three.js & D3 (https://observablehq.com/@joewdavies/visualizing-eurostat-grid-data-using-three-js-d3) - Joe Davies. Advanced  - Try to impeach this? Challenge accepted! (https://observablehq.com/@karimdouieb/try-to-impeach-this-challenge-accepted) - Karim Douieb. - Bars and pubs in Paris (https://observablehq.com/@neocartocnrs/bars-pubs-in-paris) - Nicolas Lambert. - Brussels Street Gender Inequality (https://observablehq.com/@karimdouieb/brussels-streets-gender-inequality) - Karim Douieb. - Animating voting maps with regl (https://observablehq.com/@bmschmidt/animating-voting-maps-with-regl) - Benjamin Schmidt. - Election maps as dorling striped circles (https://observablehq.com/@jgaffuri/election-map-dorling-striped-circles) - Julien Gaffuri. - GeoParquet on the web (https://observablehq.com/@kylebarron/geoparquet-on-the-web) - Kyle Barron. - Interactive Regl wind demo (https://observablehq.com/@dkaoster/interactive-regl-wind-demo) - Daniel Kao. - Dorling cartogram of the Spanish Presidential election (https://observablehq.com/@adrianblanco/dorling-cartogram-of-the-spanish-presidential-election) - AdriΓ‘n Blanco. - Visualizing earthquakes with Three.js (https://observablehq.com/@joewdavies/visualizing-earthquakes-with-three-js) - Joe Davies. - GeoArrow and GeoParquet in deck.gl (https://observablehq.com/@kylebarron/geoarrow-and-geoparquet-in-deck-gl) - Kyle Barron. :world_map: Web maps  A compilation of interesting web maps: - Map of notable people (https://tjukanovt.github.io/notable-people) - Topi Tjukanov. - Submarine cable map (https://www.submarinecablemap.com/) - TeleGeography. - Radio Garden (https://radio.garden/) - 3D Globe Radio Tuner. - Map of every building in the United States (https://www.nytimes.com/interactive/2018/10/12/us/map-of-every-building-in-the-united-states.html) - New York Times. - Map of the Roman transport network (https://orbis.stanford.edu/) - The Stanford Geospatial Network Model of the Roman World. - Webgl Wind (https://github.com/mapbox/webgl-wind) - A WebGL-powered visualization of wind power. Capable of rendering up to 1 million wind particles at 60fps. 🌐 Web apps  Plug-and-play geospatial web apps: - city roads (https://anvaka.github.io/city-roads/) - Render every single road in any city at once. - Kepler (https://kepler.gl/demo) - A powerful open source geospatial analysis tool for large-scale data sets. - Plasio (https://github.com/verma/plasio) - Drag-n-drop In-browser LAS/LAZ point cloud viewer. - mapshaper (https://mapshaper.org/) - Online editor for map data. - geotiff.io (http://app.geotiff.io/) - GeoTIFF.io provides quick access to easy-to-use raster processing. - IMAGE (https://gisco-services.ec.europa.eu/image/) - An easy-to-use tool for generating thematic maps. - magrit (https://magrit.cnrs.fr/) - Magrit is an online application for thematic mapping (cartography). - StoryMap JS (https://storymap.knightlab.com/) - The Open source alternative to ESRI's Story map application. - Datawrapper (https://github.com/datawrapper/datawrapper) - Create charts, maps, and tables. - Maputnik (https://github.com/maputnik/editor) - A free and open visual editor for the Mapbox GL styles targeted at developers and map designers. - Fantasy Map Generator (https://github.com/Azgaar/Fantasy-Map-Generator) - Free web application that helps fantasy writers, game masters, and cartographers create and edit fantasy maps. - uMap (https://github.com/umap-project/umap) - Lets you create a map with OpenStreetMap layers and embed it in your site. - Peak Map (https://github.com/anvaka/peak-map) - Allows you to visualize elevation of any area on the map with filled area charts (also known as a ridgeline). - mapus (https://github.com/alyssaxuu/mapus) - Mapus is a tool to explore and annotate collaboratively on a map. - MapOnShirt (https://maponshirt.com) - A fun tool for creating colorful designs from maps and turning them into T-shirts, Posters, Cushions and more. 🎨 Colour advice  Colour usage is very important in data visualisation and cartography. Here are some tools to help you choose the best colours for your maps: - ColorBrewer (https://colorbrewer2.org/) - Colour advice for maps, based on the research of Dr. Cynthia Brewer. - viz-palette (https://www.susielu.com/data-viz/viz-palette) - This project is optimized for tweaking, copying, and pasting colors in and out of JavaScript. - Chroma.js Color Palette Helper (https://gka.github.io/palettes/#/9) - This chroma.js-powered tool is here to help us mastering multi-hued, multi-stops color scales. - Dicopal.js (https://github.com/riatelab/dicopal.js) - Discrete color palettes (hundreds of them!) for JavaScript. - Textures.js (https://github.com/riccardoscalco/textures) - JavaScript library for creating SVG patterns. Made on top of d3.js, it is designed for data visualization. Textures are useful for the selective perception of different categories. πŸ“ Icons Icons to add to your GIS websites: - font-GIS (https://github.com/Viglino/font-gis) - A very very cool icon font set for use with GIS and spatial analysis tools. - Map Icons Collection (https://mapicons.mapsmarker.com/) - A set of more than 1000 free and customizable icons to use as placemarks for your POI (Point of Interests) locations on your maps. - Material Symbols (https://fonts.google.com/icons?icon.query=map) - Over 2,990 glyphs in a single font file with a wide range of design variants. - Geoapify map marker playground (https://apidocs.geoapify.com/playground/icon/) - The Marker Icon API lets you create beautiful icons and use them as Map Markers. πŸ“Ί Videos Videos of web mapping presentations and tutorials: - Mapping Geolocation with Leaflet.js - Working with Data and APIs in JavaScript (https://www.youtube.com/watch?v=nZaZ2dB6pow) - The Coding Train. - 10 Maps, and the Tech and Stories Behind Them (https://www.youtube.com/watch?v=PpWAKVjPlgU) - Maarten Lambrechts. - Intermediate Three.js Tutorial - Create a Globe with Custom Shaders (https://www.youtube.com/watch?v=vM8M4QloVL0&t=4418s) - Chris Courses. - Statistical Cartography - Design principles for statistical map design (https://www.youtube.com/watch?v=e803ElX5Q_c) - Julien Gaffuri. πŸ“š Further reading - Fundamentals of Data Visualization (https://clauswilke.com/dataviz/) - Claus O. Wilke. - A Workbook for Interactive Cartography and Visualization on the Open Web (https://github.com/uwcartlab/webmapping) - Robert Roth, Carl Sack, Gareth Baldrica-Franklin, Yuying Chen, Rich Donohue, Lily Houtman, Tim Prestby, Robin  Tolochko, Nick Underwood. - Thematic Mapping: 101 Inspiring Ways to Visualise Empirical Data (https://www.esri.com/en-us/esri-press/browse/thematic-mapping) - Kenneth Field. - Color use guidelines for mapping and visualization (https://colorbrewer2.org/learnmore/schemes_full.html#qualitative) - Cynthia A. Brewer. Contributing Contributions of any kind are welcome, just follow the guidelines (./CONTRIBUTING.md) by either: - Filling a suggestion issue (https://github.com/joewdavies/awesome-frontend-gis/issues/new/) (easier). - Opening a pull request (https://github.com/joewdavies/awesome-frontend-gis/compare). ―――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――――― If you have any questions about this list, please don't hesitate to contact me @joewdavies (https://twitter.com/joewdavies) on X (formerly Twitter) or open a GitHub issue (https://github.com/joewdavies/awesome-frontend-gis/issues/new).