spatial-analysis.md

title	Spatial analysis

Spatial analysis

This article on GPS is fascinating. Placemark & MapLibre are neat.

Notes

• Like the way Opendoor dynamically updates sidebar with homes on zooming in/out of the map.

Links

• What’s next for Google Maps Platform (2019)
• Kepler.gl - Powerful open source geospatial analysis tool for large-scale data sets.
• Working with Uber Movement Speeds data (2019)
• Stripy - 2D spherical and Cartesian triangulation toolkit using tripack, stripack, srfpack and ssrfpack.
• Geo-Location Estimation with Convolutional Neural Networks (2015)
• PlaNet - Photo Geolocation with Convolutional Neural Networks
• Spatial Awareness - Regular editorial focused on the maps and the spatial community.
• GeoPandas - Python tools for geographic data.
• Tools I recommend for building Geospatial Web Applications (2019)
• deck.gl - WebGL2 powered geospatial visualization layers.
• Awesome implementations of the Mapbox Vector Tile specification
• GeoMesa - Suite of tools for working with big geo-spatial data in a distributed fashion.
• Maputnik - Open source visual editor for the 'Mapbox Style Specification'.
• L7 - Large-scale WebGL-powered Geospatial data visualization analysis framework.
• Real-time mapping - Visualize real-time data with Mapbox.
• Who's On First Spelunker - Tool for looking around the Who's On First database..
• Tile38 - Real-time Geospatial and Geofencing. (Web) (Pyle38 - Python Client)
• Geobuf - Compact binary encoding for geographic data.
• tippecanoe - Build vector tilesets from large collections of GeoJSON features.
• vt-pbf - Serialize Mapbox Vector Tiles to binary protobufs in javascript.
• Opinions I have formed about the “geospatial industry” (2020) (HN)
• DeepTrace - Breakthrough application of deep learning for picking arrival times in seismic data.
• Satellogic - Vertically integrated geospatial analytics. Powerful satellite image solutions to gain access of a more efficient and real time information for your business.
• Ethics in Geo (2020)
• Seeing how it all unfolds (2020)
• Very spatial people to follow on Twitter (2020) (Tweet)
• Specifications for storing geospatial data in Apache Arrow and Apache Parquet
• IMDF - Indoor Mapping Data Format (HN)
• React-mapbox-gl - React wrapper for mapbox-gl-js.
• Solaris - Geospatial Machine Learning Analysis Toolkit.
• GeoJSON Vector Tiles - Slice GeoJSON into vector tiles on the fly in the browser.
• I Hate Coordinate Systems (HN)
• contextily - Context geo tiles in Python.
• FlatGeobuf - Performant binary encoding for geographic data based on flatbuffers.
• Spatial computing could be the next big thing (2020) (HN)
• Best practices with cloud-optimized-geotiffs (COGs)
• Awesome Geospatial Companies
• Mapbox GL JS - Interactive, thoroughly customizable maps in the browser, powered by vector tiles and WebGL. (Docs) (OSS Fork)
• Zood - End encrypted location sharing service like Google Latitude. (HN)
• OpenMapTiles - World maps you can self-host. (GitHub) (OpenMapTiles Vector Tile Schema Implementation)
• OpenStreetMap - Provides map data for thousands of web sites, mobile apps, and hardware devices. (GitHub)
• We Built Scalable Spatial Indexing in CockroachDB (2020)
• Leaflet - JavaScript library for mobile-friendly interactive maps. (Web)
• Leaflet.glify - Functional, ridiculously fast web gl renderer plugin for leaflet.
• Satpy - Python package for earth-observing satellite data processing.
• Pytroll - Easy to use, modular, free and open source python framework for the processing of earth observation satellite data. (GitHub)
• Maps.me - Offline OpenStreetMap maps for iOS and Android. (HN) (Code)
• Unfolded - Geospatial analytics platform for data unification, enrichment, and visualization. (Introduction)
• Mapshaper - Editor for map data. Shapefile, GeoJSON, TopoJSON and CSV files supported. (Code)
• Geospatial Cloud Computing & Visualization Course
• OpenStreetMap proven to be a highly accurate map in top US cities (2021) (HN)
• Titiler - Modern dynamic tile server built on top of FastAPI and Rasterio/GDAL.
• Complete Guide to Sources and Layers in React and Mapbox GL JS
• World Map Generator - Generate your own vector world map.
• Awesome Geospatial - Long list of geospatial tools and resources.
• H3 - Hexagonal Hierarchical Geospatial Indexing System. (Docs)
• How to use Mapbox Movement Data for data analytics (guide) (2021)
• SpatiaLite - Spatial Extension to SQLite. (HN)
• PostGIS - Spatial and Geographic Objects for PostgreSQL. (HN) (Code)
• A new way to make maps with OpenStreetMap (2021) (HN)
• Tegola - Mapbox Vector Tile server written in Go. (Web)
• Globe.GL - UI component for Globe Data Visualization using ThreeJS/WebGL.
• react-globe.gl - React bindings for the globe.gl UI component.
• GeoRust - Ecosystem of geospatial tools and libraries written in Rust. (GitHub)
• Ask HN: Cheapest Maps APIs (2021)
• geopy - Geocoding library for Python.
• leafmap - Python package for geospatial analysis and interactive mapping with minimal coding in a Jupyter environment.
• PostGIS at 20, The Beginning (2021) (HN)
• Geospatial Network Visualization - Collection of visualization techniques for geospatial network data.
• Should web maps be centralized services? (2020)
• Protomaps - Simple, customizable maps for the web. (GitHub) (JS library)
• Mapnik - Open source toolkit for developing mapping applications. At the core is a C++ shared library providing algorithms and patterns for spatial data access and visualization. (Web)
• jsgeoda - JavaScript library for spatial data analysis using webAssembly.
• geodiff - Library for handling diffs for geospatial data.
• Organic Maps - Fast detailed offline maps for travelers, tourists, hikers and cyclists. (Code)
• MapLibre - Open-source fork of Mapbox GL JS: Interactive maps in the browser, powered by vector tiles and WebGL .(HN) (Code) (GitHub)
• Restgis - Free tool/API to get geographic data for any location (GeoJSON/SVG).
• Building a Spatial Index Supporting Rectangular Range Query using Hilbert Curve (2021) (Lobsters)
• Descartes Labs - Geospatial Analytics Platform | Satellite Imagery | Remote Sensing.
• geoplot - High-level Python geospatial plotting library.
• Turf.js - Advanced geospatial analysis for browsers and Node.js. (Code)
• Using Client-Side Map Data to Improve Real-Time Positioning (2021)
• Maps with Django: GeoDjango, PostGIS and Leaflet (2021)
• three-geo - 3D geographic visualization library.
• Mapus - Real-time collaborative map tool.
• A Dive into Geospatial Nearest Neighbor Search (2021)
• Geolib - Zero dependency library to provide some basic geo functions.
• Cluster - Easy map annotation clustering library. This repository uses an efficient method (QuadTree) to aggregate pins into a cluster.
• Prettymaps - Small Python library to draw customized maps from OpenStreetMap data. (HN)
• MobilityDB - Geospatial trajectory data management & analysis platform, built on PostgreSQL and PostGIS. (Web)
• concaveman - Very fast 2D concave hull algorithm in JavaScript.
• Vehicle Routing Open-source Optimization Machine (Web)
• Imposm - Imports OpenStreetMap data into PostGIS.
• carbonplan / maps - Interactive multi-dimensional data-driven web maps. (Web)
• There’s a Multibillion-Dollar Market for Your Phone’s Location Data (2021) (HN) (Data and Methodology used)
• Dask Geopandas - Parallelized GeoPandas with Dask.
• Sterblue Geospatial - Geospatial monorepo for geospatial related packages.
• Atlasr - Truly open-source and free map browser.
• osmflat - OpenStreetMap flatdata format and compiler.
• harp.gl - 3D web map rendering engine written in TypeScript using three.js (Web)
• HERE Technologies - High-precision data and advanced tooling for a safer, more efficient and cleaner world. (Developer) (GitHub) (Python SDK)
• OSM Lab - Organization for OpenStreetMap related projects - libraries, applications, and other code.
• OSM Editor Layer Index - Traceable imagery and other layer sources intended for use in OpenStreetMap. (Code)
• Awesome GeoJSON
• QGIS - Free and Open Source Geographic Information System. (Code)
• Comprehensive map of GIS file formats
• wkt - Parse WKT (Well-known text) into GeoJSON or stringify GeoJSON into WKT.
• Flatmap - Tool to make vector tiles from OpenStreetMap data fast. (HN)
• PlacesDAO - Open atlas curated by the world and stored on chain. (Places.xyz Google Maps Integration)
• MapProxy - Open source proxy for geospatial data. It caches, accelerates and transforms data from existing map services and serves any desktop or web GIS client. (Web)
• TorchGeo - Datasets, transforms, and models for geospatial data.
• Mappin - Make your own high definition maps.
• OSMnx - Python for street networks. Retrieve, model, analyze, and visualize street networks and other spatial data from OpenStreetMap. (Paper) (Examples)
• Greppo - Build geospatial applications and dashboards. (Code)
• ocaml-geojson - Library for manipulating, creating and parsing Geojson.
• Reimagining projections for the interactive maps era (2021) (HN)
• streamlit-geospatial - Multi-page streamlit app for geospatial.
• go-tiled - Go library to parse Tiled map editor file format (TMX) and render map to image.
• Spatial Lookup Web Service - In-memory reverse geocode backed by GEOS.
• rgis - Geospatial data viewer written in Rust.
• 2021 Map technology in review
• Should you contribute open data to OpenStreetMap? (2021) (HN)
• WorldQL Server - Spatial message broker and database for real-time multiplayer experiences.
• Flowmap.blue - Create geographic flow maps representing numbers of movements between locations. (Code)
• streamlit-template - Streamlit app template for geospatial applications.
• CARTO - Unlock the power of spatial analysis. (GitHub)
• OpenLayers - High-performance, feature-packed library for all your mapping needs. (Code)
• GPS Explained (2022) (HN)
• Homemade GPS Receiver
• felicette - Satellite imagery for dummies.
• geoarrow - Extension types for geospatial data for use with 'Arrow'.
• Grandine - Libraries and command line tools for working with geospatial data.
• Lon Lat Lon Lat (HN)
• piper - Makes use of ray casting and does account for holes in polygons.
• Radar Interference Tracker: A New Open Source Tool to Locate Active Military Radar Systems (2022)
• geoq - Command-line tool for working with geospatial data.
• MapLibre GL Native - Open-Source Mapbox GL Native.
• mbtileserver - Simple Go-based server for map tiles stored in mbtiles format.
• Location History Visualizer Pro - In-depth analysis of your Google Location History.
• pygeofilter - Pure Python parser implementation of OGC filtering standards.
• PROJ - Cartographic Projections and Coordinate Transformations Library. (Docs)
• carmen - Mapbox Vector Tile based geocoder with support for swappable data sources.
• OSM Liberty - Free Mapbox GL basemap style for everyone.
• MapHub - Create interactive maps.
• Awesome Geo Rust - Curated list of awesome geospatial software, libraries, tools and resources, written in Rust.
• FlatGeobuf GPU - Experimental GPU rendering of FlatGeobuf for Rust.
• Mimirsbrunn - Geocoding and reverse-geocoding (with OSM data).
• GeoParquet - Specification for storing geospatial vector data (point, line, polygon) in Parquet.
• CGC: Clustering Geo-Data Cubes - Clustering tool for geospatial applications.
• Mercantile - Spherical mercator coordinate and tile utilities.
• YoMo - Open source geo-distributed serverless framework for real-time data processing. (GitHub) (Code)
• Tilemaker - Make OpenStreetMap vector tiles without the stack.
• GeoMet - Convert GeoJSON to WKT/WKB, and vice versa.
• Introduction to Geospatial Raster and Vector Data with Python
• EOmaps - Library to create interactive maps of geographical datasets.
• geojson - Python bindings and utilities for GeoJSON.
• geojson - Library for serializing the GeoJSON vector GIS file format.
• Tile Sorcerer - Tools for modeling and querying vector tile sources.
• Cosmogony - Easy to use & easy to update geographic regions. (Code)
• Topojson - Encode geographic data as topology in Python.
• mordecai - Full text geoparsing as a Python library.
• Awesome OpenStreetMap
• tippecanoe - Builds vector tilesets from large (or small) collections of GeoJSON, FlatGeobuf, or CSV features.
• Making a maps app from scratch
• tile-cover - Generate the minimum number of tiles to cover a GeoJSON geometry.
• Awesome Earth Observation Code
• Shareloc - Simple remote sensing geometric library.
• Mapbox GL Native - C++ library that powers customizable vector maps in native applications on multiple platforms.
• StaticMaps-gl - Static map rendering with mapbox-gl.
• geospatial - Collection of Python packages for geosptial analysis and data visualization.
• pg_tileserv - Thin PostGIS-only tile server in Go. Takes in HTTP tile requests, executes SQL, returns MVT tiles.
• geospatial-ml - Collection of Python packages for geospatial analysis and machine learning.
• MovingPandas - Implementation of Trajectory classes and functions built on top of GeoPandas.
• Geospatial Command line Tools
• PMTiles - Single-file archive format for tiled data. (Go PMTiles)
• Overpass Turbo - GUI for testing and developing queries for the Overpass-API. (Code)
• Overpass API - Database engine to query the OpenStreetMap data. (Code)
• Himawari 8 - Download real-time images of Earth from the Himawari-8 satellite.
• GeoInterface.jl - Julia Protocol for Geospatial Data.
• GeoBlaze - Blazing Fast JavaScript Raster Processing Engine. (Web)
• Geocube - Geo-spatial imagery database designed as a serverless service to serve processing pipelines of satellite images at large scale.
• Mapr - Native cross platform maps in Rust using WebGPU. (HN)
• Faster Geospatial Enrichment: PostgreSQL vs. ClickHouse vs. BigQuery (2022) (HN)
• Placemark - Create, edit, and convert the data that powers maps, in real-time with your team.
• Using LEOs and GEOs (2022) (HN)
• Local Tile Server for Geospatial Rasters - Image tile server for viewing geospatial rasters with ipyleaflet and folium locally in Jupyter or remotely with CesiumJS in Flask applications.
• OpenMapTiles Tools - Toolbox for generating map vector tiles.
• Google Maps analogs that don't require API keys or a billing account
• SimpleSpatialGapfiller - Toolbox for filling gaps in spatial datasets (e.g. remote sensing data).
• Course materials for: Geospatial Data Science
• gps-share - Utility to share your GPS device on local network.
• pg_featureserv - Lightweight RESTful Geospatial Feature Server for PostGIS in Go.
• Felt - Best way to make maps on the internet. (Tweet) (Twitter) (HN)
• xarray-spatial - Raster-based Spatial Analytics for Python.
• Real-time Map - Displays real-time positions of public transport vehicles in Helsinki. Showcase for Proto.Actor - an ultra-fast distributed actors solution.
• node-gdal - Node.js bindings for GDAL (Geospatial Data Abstraction Library).
• Instagram Location Search - Finds Instagram location IDs near a specified latitude and longitude.
• WhiteboxTools - Advanced geospatial data analysis platform.
• Tilekiln - PostGIS-based vector tile generator.
• Martin - PostGIS vector tiles server suitable for large databases. Written in Rust using Actix web framework.
• Docker recipe for GeoServer
• Mapchete - Tile-based geodata processing using rasterio & Fiona.
• label_centerlines - Python tool to extract smoothed centerlines from polygons.
• EOX - Geospatial engineering and service company based in Austria. (Twitter)
• Rust-Geohash - Rust library for Geohash algorithm.
• Allmaps viewer (Code)
• On leaving Mapbox after 12 years (2022) (HN)
• Map Projection Transitions (HN)
• gdal3.js - Convert raster and vector geospatial data to various formats and coordinate systems entirely in the browser. (Code)
• Tangram ES - C++ library for rendering 2D and 3D maps from vector data using OpenGL ES.
• Geospatial deep learning with TorchGeo (2022)
• STAC - SpatioTemporal Asset Catalogs.
• stactools - High-level command line tool and Python library for working with STAC. It is based on PySTAC.
• Finding climbing locations with a ConvNet and web map tiles (Code)
• GeoJSONTables - Read GeoJSON spatial files to tables.
• GDAL.jl - Thin Julia wrapper for GDAL - Geospatial Data Abstraction Library.
• ArchGDAL - High level API for GDAL - Geospatial Data Abstraction Library.
• MapComplete - Small and easy OpenStreetMap editor. (Code)
• getSpatialData - R package making it easy to query, preview, download and preprocess multiple kinds of spatial data via R.
• Priceless - Simple map showing public and free facilities and offers near you. (Code)
• Mapy.cz - Lesser Known but Awesome Maps. (HN)
• GeoIP - Geolocation API service -- Run it yourself. (Code)
• Organic Maps Offline Hike & Bike
• PyGMT - Python interface for the Generic Mapping Tools.
• The Generic Mapping Tools - Tools for manipulating geographic and Cartesian data and creating plots, maps, and 3D views. (GitHub) (Code)
• Tile38-ts - TypeScript client for Tile38 geo-database.
• Awesome DEM (Digital Elevation Models)
• GPSJam - GPS/GNSS Interference Map. (HN)
• Rasterio - Reads and writes geospatial raster datasets.
• regionmask - Plotting and creation of masks of spatial regions.
• How to design a beautiful map (2022)
• Headway - Self-hostable maps stack, powered by OpenStreetMap. (HN)
• Maps.earth - Free and open-source web maps. (HN)
• GeoPolars - Geospatial extensions for Polars.
• Improved Galileo Time to First Fix (2022)
• nakarte.me (Code)
• Toolbox-rs - Toolbox of basic data structures and algorithms.
• Rethinking GPS: Engineering Next-Gen Location at Uber (2018) (HN)
• Map Machine - Python renderer for OpenStreetMap with custom icons intended to display as many map features as possible.
• OSM Express - Fast database file format for OpenStreetMap.
• Next.js Leaflet Starter - Next.js starter with Leafet to quickly build React apps with a map.
• itk-wasm - High performance spatial analysis in a web browser, Node.js, and across programming languages and hardware architectures.
• Iaso - Geo-aware Data Collection, Curation and Analysis.
• derive - Generate a heatmap from GPS tracks.
• Qwant Maps - Map application that respects your privacy. (Code)
• Predicting (and learning) taxi trip durations in real-time - Self-contained demo using Redpanda, Materialize, River, Redis, and Streamlit to predict taxi trip durations.
• Datamaps - Customizable SVG map visualizations for the web in a single JavaScript file using D3.js.
• Shapefile.js - Convert a Shapefile to GeoJSON.
• How fateful? (2022) (HN) (Code)
• Polyline: a spruced-up polyline utility (2022)
• Computational modelling of terrains
• PyDriosm - Open-source tool for downloading, reading and PostgreSQL-based I/O of OpenStreetMap data.
• Map Academy: taking QGIS to the next level (2022) (Tweet)
• Ulysses - Tool for creating stories around maps.
• TerriaJS - Library for building rich, web-based geospatial data platforms. (Web)
• On digital maps & consumerist city (2022)
• Some common geographic mental misplacements (HN)
• spatialmerge - Fast library for spatial joining and merging data in JavaScript.
• Topi Tjukanov - Experiments with points, lines & polygons.
• Maps with Blender
• YAOM - Yet Another Open Map - Curated collection of authoritative and non-authoritative datasets in a OpenStreetMap-compatible format and data model.
• Pangeo - Community platform for Big Data geoscience. (Web Code)
• Machine Learning Aware Spatial Data Re-partitioning Framework for Spatial Datasets
• GeoTorch - Spatiotemporal Deep Learning Framework.
• 3D OpenStreetMap (HN)
• Deepness - Plugin for neural network inference in QGIS: segmentation, regression and detection.
• osmar - Simple command line tool to explore osm data.
• TerraDraw - Cross provider map drawing library, supporting Mapbox, Google Maps and Leaflet out the box.
• OSM Community Index - Index of community resources for OpenStreetMap. (Code)
• Self Hosting a Google Maps Alternative with OpenStreetMap (2022)
• Measuring Walkability with Openstreetmap and Isochrone Maps (2022)
• Exploratory Spatial Data Analysis in PySAL
• Geoscan - Geospatial clustering at massive scale.
• Location History Format - Collaborative format definition and documentation for Google Location History files.
• Mapbox GL Directions - Directions plugin for mapbox-gl-js using Mapbox Directions API.