Awesome List

Awesome Gis

😎Awesome GIS is a collection of geospatial related sources, including cartographic tools, geoanalysis tools, developer tools, data, conference & communities, news, massive open online course, some amazing map sites, and more.

sshuair/awesome-gis #awesome #geo #geospatial #geospatial-library #geotools #gis #map #spatial-analysis

Open GitHub

List stars: 5,511
README repos: 366
Indexed repos: 337
List commits: 426
Forks: 851
Open issues: 67

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70 repos matching these filters.

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Latest repo push 2026-09-03

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visgl/deck.gl

WebGL2 powered visualization framework

AI dev

Stack

TypeScript Express Jupyter pytest React npm pip uv

GitHub topics

#data-visualization #geospatial-analysis #javascript #maps #python #visualization

Updated: 2026-07-31
Lists: 1 list mention
First commit: 2015-12-17
License: MIT
Issues: 486 open

14,343

stars

Forks: 2,246
Commits: 5,529 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

libvips/libvips

A fast image processing library with low memory needs.

Stack

C Meson pip

GitHub topics

#c #cpp #gif #graphicsmagick #hdr #heic

Updated: 2026-08-31
Lists: 1 list mention
First commit: 2007-08-29
License: LGPL-2.1
Issues: 81 open

11,622

stars

Forks: 796
Commits: 9,429 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

halide/Halide

a language for fast, portable data-parallel computation

AI dev

Stack

C++ Android pytest CMake Gradle pip

GitHub topics

#compiler #dsl #gpu #halide #hexagon #image-processing

Updated: 2026-09-02
Lists: 1 list mention
First commit: 2010-08-17
License: NOASSERTION
Issues: 777 open

6,595

stars

Forks: 1,106
Commits: 23,791 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

OpenDroneMap/ODM

A command line toolkit to generate maps, point clouds, 3D models and DEMs from drone, balloon or kite images. 📷

Stack

Python CMake pip

GitHub topics

#aerial-imagery #drone #photogrammetry #point-cloud #structure-from-motion #uas

Updated: 2026-09-01
Lists: 1 list mention
First commit: 2010-10-30
License: AGPL-3.0
Issues: 114 open

6,441

stars

Forks: 1,309
Commits: 3,633 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

valhalla/valhalla

Open Source Routing Engine for OpenStreetMap

AI dev

Stack

C++ CMake npm PEP 517

GitHub topics

#astar #dijkstra #directions #isochrones #multi-modal #openstreetmap

Updated: 2026-09-02
Lists: 1 list mention
First commit: 2014-11-18
License: NOASSERTION
Issues: 942 open

6,154

stars

Forks: 970
Commits: 14,616 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

geopandas/geopandas

Python tools for geographic data

Stack

Python pytest pip uv

GitHub topics

#geoparquet #geospatial #pandas #python #spatial

Updated: 2026-08-01
Lists: 3 list mentions
First commit: 2013-06-27
License: BSD-3-Clause
Issues: 431 open

5,208

stars

Forks: 1,040
Commits: 2,218 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

openvenues/libpostal

A C library for parsing/normalizing street addresses around the world. Powered by statistical NLP and open geo data.

Stack

C pip

GitHub topics

#address #address-parser #c #deduping #deduplication #international

Updated: 2026-05-13
Lists: 1 list mention
First commit: 2015-03-03
License: MIT
Issues: 299 open

4,881

stars

Forks: 470
Commits: 5,501 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

GitHub

geopy/geopy

Geocoding library for Python.

Stack

Python pytest PEP 517 pip

GitHub topics

#geocoder #geocoding #python

Updated: 2026-07-12
Lists: 2 list mentions
First commit: 2006-09-11
License: MIT
Issues: 53 open

4,835

stars

Forks: 666
Commits: 1,168 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

shapely/shapely

Manipulation and analysis of geometric objects

Stack

Python pytest pip uv

Updated: 2026-07-29
Lists: 2 list mentions
First commit: 2007-04-20
License: BSD-3-Clause
Issues: 238 open

4,483

stars

Forks: 630
Commits: 2,488 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

diego-vicente/som-tsp

Solving the Traveling Salesman Problem using Self-Organizing Maps

Stack

Python pip

GitHub topics

#self-organizing-map #som #traveling-salesman #tsp #tsp-approximation #tsp-problem

Updated: 2023-12-24
Lists: 1 list mention
First commit: 2017-11-06
License: MIT
Issues: 0 open

3,933

stars

Forks: 599
Commits: 62 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

google/earthenterprise

Google Earth Enterprise - Open Source

Archived

Stack

C++ Bundler Gradle pip

GitHub topics

#2d-map #3d-globe #c-plus-plus #earth #earth-enterprise #fusion

Updated: 2023-01-04
Lists: 1 list mention
First commit: 2017-03-21
License: Apache-2.0
Issues: 252 open

2,749

stars

Forks: 894
Commits: 1,779 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

GitHub

google/s2geometry

Computational geometry and spatial indexing on the sphere

Stack

C++ pytest CMake pip uv

GitHub topics

#geometry #s2 #spatial-indexing #spherical-geometry

Updated: 2026-08-25
Lists: 1 list mention
First commit: 2015-04-10
License: Apache-2.0
Issues: 78 open

2,722

stars

Forks: 355
Commits: 820 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

rasterio/rasterio

Rasterio reads and writes geospatial raster datasets

Stack

Python pytest pip uv vcpkg

GitHub topics

#cli #cython #gdal #gis #mapbox-satellite-oss #python

Updated: 2026-09-01
Lists: 1 list mention
First commit: 2013-11-03
License: NOASSERTION
Issues: 157 open

2,567

stars

Forks: 569
Commits: 4,085 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

azavea/raster-vision

An open source library and framework for deep learning on satellite and aerial imagery.

Stack

Python Jupyter Tornado PEP 517 pip

GitHub topics

#classification #computer-vision #deep-learning #geospatial #machine-learning #object-detection

Updated: 2026-06-04
Lists: 2 list mentions
First commit: 2017-02-02
License: Apache-2.0
Issues: 46 open

2,235

stars

Forks: 399
Commits: 3,641 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

mapbox/robosat

Semantic segmentation on aerial and satellite imagery. Extracts features such as: buildings, parking lots, roads, water, clouds

Stack

Python Flask pytest pip

GitHub topics

#aerial-imagery #machine-learning #openstreetmap #satellite-imagery #segmentation

Updated: 2026-06-29
Lists: 1 list mention
First commit: 2018-06-07
License: MIT
Issues: 58 open

2,064

stars

Forks: 385
Commits: 150 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

GitHub

plant99/felicette

Satellite imagery for dummies.

Archived

Stack

Python pip

GitHub topics

#earth-observation #earth-science #geoinformatics #geospatial #geospatial-data #geospatial-visualization

Updated: 2022-03-12
Lists: 1 list mention
First commit: 2020-07-12
License: MIT
Issues: 16 open

1,841

stars

Forks: 80
Commits: 114 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

GitHub

pelicanmapping/osgearth

3D Maps & Terrain SDK (C++)

AI dev

Stack

C CMake pip vcpkg

GitHub topics

#3d-graphics #cpp17 #gis #maps #opengl #openscenegraph

Updated: 2026-08-31
Lists: 1 list mention
First commit: 2008-09-03
License: MIT
Issues: 57 open

1,797

stars

Forks: 848
Commits: 16,200 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

movingpandas/movingpandas

MovingPandas - a Python library for movement data exploration and analysis

Stack

Python PEP 517 pip

GitHub topics

#geopandas #movement-data #python #spatial-data-analysis #trajectory #trajectory-analysis

Updated: 2026-08-22
Lists: 1 list mention
First commit: 2018-12-16
License: BSD-3-Clause
Issues: 34 open

1,407

stars

Forks: 214
Commits: 800 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

TerriaJS/terriajs

A library for building rich, web-based geospatial 2D & 3D data platforms.

Stack

TypeScript Express React npm pip Yarn

GitHub topics

#3d-globe #catalog #cesium #cesiumjs #charts #czml

Updated: 2026-09-03
Lists: 1 list mention
First commit: 2014-02-25
License: Apache-2.0
Issues: 889 open

1,362

stars

Forks: 401
Commits: 27,091 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

Toblerity/Fiona

Fiona reads and writes geographic data files

Stack

Python pytest PEP 517 pip

GitHub topics

#cli #cython #gdal #gis #ogr #python

Updated: 2025-02-20
Lists: 1 list mention
First commit: 2007-11-16
License: BSD-3-Clause
Issues: 58 open

1,247

stars

Forks: 220
Commits: 1,571 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

pyproj4/pyproj

Python interface to PROJ (cartographic projections and coordinate transformations library)

Stack

Python pytest pip uv vcpkg

GitHub topics

#cartographic-projection #coordinate-systems #coordinate-transformation #geodesic #geospatial #hacktoberfest

Updated: 2026-08-21
Lists: 1 list mention
First commit: 2006-11-26
License: MIT
Issues: 58 open

1,222

stars

Forks: 238
Commits: 1,710 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

sentinelsat/sentinelsat

Search and download Copernicus Sentinel satellite images

Archived

Stack

Python pytest PEP 517 pip

GitHub topics

#copernicus #esa #geographic-data #hacktoberfest #open-data #remote-sensing

Updated: 2024-10-02
Lists: 1 list mention
First commit: 2015-05-20
License: GPL-3.0
Issues: 4 open

1,018

stars

Forks: 246
Commits: 1,144 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

twpayne/go-geom

Package geom implements efficient geometry types for geospatial applications.

Stack

Go Go modules pip

GitHub topics

#2d #3d #decoding #encoding #ewkb #geo

Updated: 2026-08-19
Lists: 2 list mentions
First commit: 2014-03-29
License: BSD-2-Clause
Issues: 9 open

972

stars

Forks: 115
Commits: 756 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

GitHub

xarray-contrib/xarray-spatial

Spatial analysis algorithms for xarray implemented in numba

AI dev

Stack

Python pytest PEP 517 pip

GitHub topics

#numba #python #raster-analysis #spatial-analysis #xarray

Updated: 2026-08-27
Lists: 1 list mention
First commit: 2020-02-09
License: MIT
Issues: 81 open

969

stars

Forks: 91
Commits: 2,063 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

openvenues/pypostal

Python bindings to libpostal for fast international address parsing/normalization

Stack

C pip

GitHub topics

#address #address-parser #binding #international #nlp

Updated: 2025-11-01
Lists: 1 list mention
First commit: 2016-01-26
License: MIT
Issues: 44 open

880

stars

Forks: 93
Commits: 114 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

GitHub

thunder-project/thunder

scalable analysis of images and time series

Stack

Python pytest pip

Updated: 2017-01-06
Lists: 1 list mention
First commit: 2013-06-11
License: Apache-2.0
Issues: 89 open

822

stars

Forks: 181
Commits: 3,518 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

DHI/terracotta

A light-weight, versatile XYZ tile server, built with Flask and Rasterio :earth_africa:

Stack

Python Flask pytest React npm pip Yarn

GitHub topics

#cloud-optimized-geotiff #python #rasterio #serverless #tileserver #xyz

Updated: 2026-01-14
Lists: 1 list mention
First commit: 2018-03-06
License: MIT
Issues: 37 open

755

stars

Forks: 79
Commits: 1,050 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

developmentseed/landsat-util

A utility to search, download and process Landsat 8 satellite imagery

Stack

Python pytest pip

Updated: 2022-04-14
Lists: 1 list mention
First commit: 2014-08-01
License: CC0-1.0
Issues: 36 open

698

stars

Forks: 144
Commits: 711 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

GitHub

Toblerity/rtree

Rtree: spatial index for Python GIS

Stack

Python pytest pip uv

Updated: 2026-08-10
Lists: 1 list mention
First commit: 2006-12-12
License: MIT
Issues: 27 open

682

stars

Forks: 129
Commits: 626 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

mapbox/mapboxgl-jupyter

Use Mapbox GL JS to visualize data in a Python Jupyter notebook

Stack

Python Jupyter pytest pip

Updated: 2025-02-06
Lists: 1 list mention
First commit: 2017-08-08
License: MIT
Issues: 43 open

679

stars

Forks: 137
Commits: 223 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

GitHub

fatiando/verde

Processing and gridding spatial data, machine-learning style

Stack

Python PEP 517 pip

GitHub topics

#earth-science #fatiando-a-terra #geophysics #geoscience #geospatial #interpolation

Updated: 2026-08-04
Lists: 1 list mention
First commit: 2018-04-26
License: BSD-3-Clause
Issues: 46 open

666

stars

Forks: 75
Commits: 362 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

johntruckenbrodt/pyroSAR

framework for large-scale SAR satellite data processing

Stack

Python pytest PEP 517 pip

GitHub topics

#earth-observation #gdal #python #radar #remote-sensing #sar

Updated: 2026-08-28
Lists: 1 list mention
First commit: 2016-04-15
License: MIT
Issues: 46 open

613

stars

Forks: 123
Commits: 3,334 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

GitHub

UDST/urbansim

Platform for building statistical models of cities and regions

Stack

Python Jupyter pytest pip

Updated: 2023-12-06
Lists: 1 list mention
First commit: 2013-08-15
License: BSD-3-Clause
Issues: 26 open

540

stars

Forks: 142
Commits: 1,031 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

developmentseed/label-maker

Data Preparation for Satellite Machine Learning

Stack

Python pip

GitHub topics

#computer-vision #data-preparation #deep-learning #keras #remote-sensing #satellite-imagery

Updated: 2023-10-03
Lists: 1 list mention
First commit: 2018-01-10
License: MIT
Issues: 39 open

471

stars

Forks: 106
Commits: 396 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

CosmiQ/solaris

CosmiQ Works Geospatial Machine Learning Analysis Toolkit

Stack

Python pip

GitHub topics

#computervision #deeplearning #geo #geospatial #gis #machinelearning

Updated: 2025-10-21
Lists: 1 list mention
First commit: 2019-04-19
License: Apache-2.0
Issues: 94 open

442

stars

Forks: 119
Commits: 922 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

UDST/pandana

Pandas Network Analysis by UrbanSim: fast accessibility metrics and shortest paths, using contraction hierarchies :world_map:

Stack

C++ pytest PEP 517 pip

Updated: 2026-09-02
Lists: 1 list mention
First commit: 2013-10-14
License: AGPL-3.0
Issues: 43 open

425

stars

Forks: 100
Commits: 605 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

opengeos/whitebox-python

WhiteboxTools Python Frontend

Stack

Python pip

GitHub topics

#geomorphology #geomorphometry #geoprocessing #geospatial #gis #hydrology

Updated: 2026-01-31
Lists: 1 list mention
First commit: 2018-06-07
License: MIT
Issues: 1 open

422

stars

Forks: 79
Commits: 191 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

pygeos/pygeos

Wraps GEOS geometry functions in numpy ufuncs.

Stack

Python pytest PEP 517 pip

Updated: 2024-09-03
Lists: 1 list mention
First commit: 2019-06-10
License: BSD-3-Clause
Issues: 27 open

389

stars

Forks: 45
Commits: 413 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

banesullivan/localtileserver

dynamic tile server for visualizing rasters in Jupyter with ipyleaflet or folium

Stack

Python FastAPI pytest PEP 517 pip

GitHub topics

#dynamic-tiling #folium #geospatial #gis #ipyleaflet #jupyter

Updated: 2026-08-10
Lists: 1 list mention
First commit: 2021-11-18
License: MIT
Issues: 0 open

348

stars

Forks: 31
Commits: 630 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

opengeos/lidar

A Python package for delineating nested surface depressions from digital elevation data.

Stack

Python pip

GitHub topics

#digital-elevation-model #gis #hydrological #image-processing #lidar #python

Updated: 2026-05-25
Lists: 1 list mention
First commit: 2018-05-14
License: MIT
Issues: 9 open

302

stars

Forks: 62
Commits: 219 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

cordmaur/WaterDetect

Water Detect Algorithm

Stack

Jupyter Notebook pip

Updated: 2025-05-10
Lists: 1 list mention
First commit: 2019-10-04
License: Apache-2.0
Issues: 1 open

220

stars

Forks: 43
Commits: 202 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

GitHub

kuanb/peartree

peartree: A library for converting transit data into a directed graph for sketch network analysis.

Stack

Python pip

GitHub topics

#gis #graphs #gtfs #modeling #network-analysis #spatial-analysis

Updated: 2023-05-05
Lists: 1 list mention
First commit: 2017-11-12
License: MIT
Issues: 23 open

207

stars

Forks: 26
Commits: 153 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

GitHub

developmentseed/morecantile

Construct and use OGC TileMatrixSets (TMS)

Stack

Python pytest pip uv

Updated: 2026-08-19
Lists: 1 list mention
First commit: 2020-01-23
License: MIT
Issues: 10 open

161

stars

Forks: 30
Commits: 559 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

mapbox/rio-color

Color correction plugin for rasterio

Stack

Python pytest PEP 517 pip

GitHub topics

#imagery #pxm #rasterio #satellite

Updated: 2026-06-29
Lists: 1 list mention
First commit: 2015-07-30
License: MIT
Issues: 4 open

147

stars

Forks: 26
Commits: 241 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

GitHub

mapnik/OGCServer

Pure python WMS

Stack

Python pip

Updated: 2020-04-26
Lists: 1 list mention
First commit: 2010-11-22
License: NOASSERTION
Issues: 8 open

141

stars

Forks: 38
Commits: 91 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

samapriya/geeup

Simple CLI for Google Earth Engine Uploads

Stack

Python pytest PEP 517 pip

GitHub topics

#batch-upload #cli #command-line-tool #earth-engine-uploads #gee-upload #google-earth-engine

Updated: 2025-12-31
Lists: 1 list mention
First commit: 2018-08-11
License: Apache-2.0
Issues: 0 open

140

stars

Forks: 30
Commits: 241 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

jwass/geojsonio.py

Open GeoJSON data on geojson.io

Stack

Python pytest pip

Updated: 2020-05-25
Lists: 1 list mention
First commit: 2013-09-11
License: BSD-2-Clause
Issues: 10 open

128

stars

Forks: 25
Commits: 38 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

GitHub

kapadia/usgs

Client library for interfacing with USGS datasets

Stack

Python pytest PEP 517 pip

Updated: 2026-08-24
Lists: 1 list mention
First commit: 2014-12-19
License: ISC
Issues: 6 open

119

stars

Forks: 42
Commits: 266 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

geoalchemy/geoalchemy

Using SQLAlchemy with spatial databases

Archived

Stack

Python pip

Updated: 2023-07-23
Lists: 1 list mention
First commit: 2009-06-05
License: Unknown
Issues: 17 open

106

stars

Forks: 56
Commits: 293 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

mapbox/geojson-vt-cpp

Port to C++ of JS GeoJSON-VT for slicing GeoJSON into vector tiles on the fly

Archived

Stack

C++ pip

Updated: 2024-08-13
Lists: 1 list mention
First commit: 2015-06-11
License: ISC
Issues: 6 open

105

stars

Forks: 64
Commits: 268 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

GitHub

Activity

Default branch: master
Last pushed: 2026-07-21
GitHub updated: 2026-09-02
Created: 2016-02-27
First commit: -
Last scanned: 2026-09-03 10:49
Watchers: 268

Indexed repo mix

Repo stars: 364,483
Repo forks: 62,413
Active: 311
Archived: 26

Languages

Python (72) JavaScript (41) Julia (33) C++ (31) R (25) Go (17) Rust (15) C (13) TypeScript (13) C# (11) Ruby (9) Java (8)

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