Skip to main content

GeoDesk is a fast and storage-efficient geospatial database for OpenStreetMap data. Also available for C++ and for Java.

This is an interim release used for testing.

For production use, install the geodesk instead:

pip install geodesk

Why GeoDesk?

  • Small storage footprint — GeoDesk's GOL files are only 20% to 50% larger than the original OSM data in PBF format — that's less than a tenth of the storage consumed by a traditional SQL-based database.

  • Fast queries — typically 50 times faster than SQL.

  • Fast to get started — Converting .osm.pbf data to a GOL is 20 times faster than an import into an SQL database. Alternatively, download pre-made data tiles for just the regions you need and automatically assemble them into a GOL.

  • Intuitive API — No need for object-relational mapping; GeoDesk queries return Python objects. Quickly discover tags, way-nodes and relation members. Get a feature's geometry, measure its length/area.

  • Proper handling of relations — (Traditional geospatial databases deal with geometric shapes and require workarounds to support this unique and powerful aspect of OSM data.)

  • Seamless integration with Shapely for advanced geometric operations, such as buffer, union, simplify, convex and concave hulls, Voronoi diagrams, and much more.

  • Modest hardware requirements — If it can run 64-bit Python, it'll run GeoDesk.

Get Started

Requirements

Download

pip install geodesk

Create a GOL

Create a Geographic Object Library based on any .osm.pbf file, using the GOL Tool.

For example:

gol build switzerland switzerland-latest.osm.pbf

Example Application

Find all the pubs in Zurich (Switzerland) and print their names:

from geodesk import *

# Open switzerland.gol
features = Features("switzerland")      

# Get the feature that represents the area of the city of Zurich
zurich = features("a[boundary=adminstrative][admin_level=8][name:en=Zurich]").one

# Define a set that contains nodes and areas that are pubs
pubs = features("na[amenity=pub]")

# Iterate through the pubs that are contained in the area of Zurich
# and print their names
for pub in pubs.within(zurich):
    print(pub.name)        

More Examples

Find all movie theaters within 500 meters from a given point:

movieTheaters = features("na[amenity=cinema]").around(
    meters=500, lat=47.37, lon=8.54)

Remember, OSM uses British English for its terminology.

Discover the bus routes that traverse a given street:

for route in street.parents("[route=bus]")):
    print(f"- {route.ref} from {route.from} to {route.to}")

Count the number of entrances of a building:

number_of_entrances = building.nodes("[entrance]").count

Documentation

GeoDesk Developer's Guide

Related Repositories

  • geodesk — GeoDesk for Java
  • libgeodesk — GeoDesk for C++
  • geodesk-gol — command-line utility for building, maintaining and querying GOL files

Metadata

Release files for geodesk2 2.0.4

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Built distributions (wheels)

Table of built distributions (wheels) for geodesk2 2.0.4
File
geodesk2-2.0.4-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
geodesk2-2.0.4-cp313-cp313-musllinux_1_2_x86_64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details
geodesk2-2.0.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details
geodesk2-2.0.4-cp313-cp313-macosx_11_0_x86_64.whl CPython 3.13 CPython 3.13 macOS 11.0+ x86-64 Details
geodesk2-2.0.4-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
geodesk2-2.0.4-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
geodesk2-2.0.4-cp312-cp312-musllinux_1_2_x86_64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details
geodesk2-2.0.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
geodesk2-2.0.4-cp312-cp312-macosx_11_0_x86_64.whl CPython 3.12 CPython 3.12 macOS 11.0+ x86-64 Details
geodesk2-2.0.4-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
geodesk2-2.0.4-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
geodesk2-2.0.4-cp311-cp311-musllinux_1_2_x86_64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
geodesk2-2.0.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
geodesk2-2.0.4-cp311-cp311-macosx_11_0_x86_64.whl CPython 3.11 CPython 3.11 macOS 11.0+ x86-64 Details
geodesk2-2.0.4-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
geodesk2-2.0.4-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details
geodesk2-2.0.4-cp310-cp310-musllinux_1_2_x86_64.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details
geodesk2-2.0.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
geodesk2-2.0.4-cp310-cp310-macosx_11_0_x86_64.whl CPython 3.10 CPython 3.10 macOS 11.0+ x86-64 Details
geodesk2-2.0.4-cp310-cp310-macosx_11_0_arm64.whl CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details
geodesk2-2.0.4-cp39-cp39-win_amd64.whl CPython 3.9 CPython 3.9 Windows x86-64 Details
geodesk2-2.0.4-cp39-cp39-musllinux_1_2_x86_64.whl CPython 3.9 CPython 3.9 Linux musl 1.2+ x86-64 Details
geodesk2-2.0.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64 Details
geodesk2-2.0.4-cp39-cp39-macosx_11_0_x86_64.whl CPython 3.9 CPython 3.9 macOS 11.0+ x86-64 Details
geodesk2-2.0.4-cp39-cp39-macosx_11_0_arm64.whl CPython 3.9 CPython 3.9 macOS 11.0+ ARM64 Details

Total release size: 34.7 MB

Release files / geodesk2-2.0.4-cp313-cp313-win_amd64.whl

Download URL geodesk2-2.0.4-cp313-cp313-win_amd64.whl
Size 326.7 kB
Tags CPython 3.13 Windows x86-64
SHA-256 checksum
How to use checksums
b119c34e3a9407cf94146261b0e49b49a3c0de8444df3b53848de6c170ee7b15
BLAKE2b-256 checksum
How to use checksums
784ad2c29dadafc33e07ba798960f08fe9b7da82c010a3839204de706c9f23e7
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp313-cp313-musllinux_1_2_x86_64.whl

Download URL geodesk2-2.0.4-cp313-cp313-musllinux_1_2_x86_64.whl
Size 2.6 MB
Tags CPython 3.13 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
e4be09884c43b49ae742167eb6ebf45e5ad2d8603fd81786ecfebf62a4a06a00
BLAKE2b-256 checksum
How to use checksums
811803fbb55b864c93d5a4a0a6467f4331a1257f74d42966797a4bedbbb78977
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL geodesk2-2.0.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.7 MB
Tags CPython 3.13 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
6bd601e99ba7a85a9550f447b8b16644f43167421861bec46baaed721031b7da
BLAKE2b-256 checksum
How to use checksums
cba0047e335f8fa1efa4887172cc71d784c4c91ae45e6ac109d79923bb99f578
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp313-cp313-macosx_11_0_x86_64.whl

Download URL geodesk2-2.0.4-cp313-cp313-macosx_11_0_x86_64.whl
Size 1.2 MB
Tags CPython 3.13 macOS 11.0+ x86-64
SHA-256 checksum
How to use checksums
de475414975333b7ab407ce24aec79b7f6cb43a10222dd2c43b4b4cb348391ba
BLAKE2b-256 checksum
How to use checksums
c68fe4f9aa12cb42363c5c66cfc400d20b5a74e6e1b682d39e731b9609366f6a
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp313-cp313-macosx_11_0_arm64.whl

Download URL geodesk2-2.0.4-cp313-cp313-macosx_11_0_arm64.whl
Size 1.1 MB
Tags CPython 3.13 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
ea4a442d62a1df5475a0cda30f39cc85ebc871af193aecc56d98c4d8c1c579b3
BLAKE2b-256 checksum
How to use checksums
b2a24782e6e8ebde5a2b4786f95743c36bbec76c1733474b6d40b555d9912c7a
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp312-cp312-win_amd64.whl

Download URL geodesk2-2.0.4-cp312-cp312-win_amd64.whl
Size 326.7 kB
Tags CPython 3.12 Windows x86-64
SHA-256 checksum
How to use checksums
7d7f224066bf7acc6dba74b50dcf1fbf39b1c9f73fb20c6cf3c217a1bfe8d11d
BLAKE2b-256 checksum
How to use checksums
4a83f7df5dd9d7d6f74c498defddf52af07f11e55af6eb10615add77737d5a52
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp312-cp312-musllinux_1_2_x86_64.whl

Download URL geodesk2-2.0.4-cp312-cp312-musllinux_1_2_x86_64.whl
Size 2.6 MB
Tags CPython 3.12 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
661923abf356a76a2f3afc80695599242f9c054e5ba5dc7a6d3101bac84905a2
BLAKE2b-256 checksum
How to use checksums
20ca885b84bee0f454edd703bc767ec0fc7c844ba45d8dbd10c879b60efeca89
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL geodesk2-2.0.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.7 MB
Tags CPython 3.12 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
63af53cd6b8695182e7f965a11a52afc0939bdf6030a276f6d3928d7220bc2a6
BLAKE2b-256 checksum
How to use checksums
ba9ecf219a803f7e8e9f84383b8f582b68af03acef61cd1cd8ec9302c90d7ebc
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp312-cp312-macosx_11_0_x86_64.whl

Download URL geodesk2-2.0.4-cp312-cp312-macosx_11_0_x86_64.whl
Size 1.2 MB
Tags CPython 3.12 macOS 11.0+ x86-64
SHA-256 checksum
How to use checksums
21427df9b9092d971c3161a8c4edac76092b607fd9ce9de6a3c9ab65dcbb0b58
BLAKE2b-256 checksum
How to use checksums
f53e4b94f00ff04529d926a4cc31c44237f7404edf6795ce08530154cd1fe444
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp312-cp312-macosx_11_0_arm64.whl

Download URL geodesk2-2.0.4-cp312-cp312-macosx_11_0_arm64.whl
Size 1.1 MB
Tags CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
83b89172b92d4bb8ad1983eceb7a352b34478a460aca175dc12aa1f73bbde317
BLAKE2b-256 checksum
How to use checksums
e94a47adf52ef1dedf10cb28e6d09c868e5979ba544844669116a9622233daf6
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp311-cp311-win_amd64.whl

Download URL geodesk2-2.0.4-cp311-cp311-win_amd64.whl
Size 326.6 kB
Tags CPython 3.11 Windows x86-64
SHA-256 checksum
How to use checksums
66f27fdb5a38a1151976854c4eb734ca5621494cbf747a1f338fcc56d15cb9c5
BLAKE2b-256 checksum
How to use checksums
3d1cdb364c8591d24120c4ee3693fd5e2bfd7a2c459a41cb2336fbf8fb69c0c2
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp311-cp311-musllinux_1_2_x86_64.whl

Download URL geodesk2-2.0.4-cp311-cp311-musllinux_1_2_x86_64.whl
Size 2.6 MB
Tags CPython 3.11 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
0750799af7a0b929b34161520912944bb5c8e19716ed8e69ce4bc74b8cbe8d90
BLAKE2b-256 checksum
How to use checksums
6890fa964723de7bb6adc88fb9a17912227d0505e2659086e14e9a8504a39d89
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL geodesk2-2.0.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.7 MB
Tags CPython 3.11 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
58e3b59ca070c5ccdc0125e112867a438f02368f45d982df6f2cb89fcf2a5358
BLAKE2b-256 checksum
How to use checksums
e9d6d4bb09a9544296662332719e28a143ba11bdaedf97f45319b7f33d79791f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp311-cp311-macosx_11_0_x86_64.whl

Download URL geodesk2-2.0.4-cp311-cp311-macosx_11_0_x86_64.whl
Size 1.2 MB
Tags CPython 3.11 macOS 11.0+ x86-64
SHA-256 checksum
How to use checksums
94522c108b9268550e93af167292676d53f20c90f4183b8c354fad746ddd7206
BLAKE2b-256 checksum
How to use checksums
0278518e7d1b09802d5a190b5b882dea199cff85f01e790fc1f9be8e7f06846d
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp311-cp311-macosx_11_0_arm64.whl

Download URL geodesk2-2.0.4-cp311-cp311-macosx_11_0_arm64.whl
Size 1.1 MB
Tags CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
f8eb9e2dd1b29d8c920127a7e2b75c996ef7b93ffd22ad977f0507b036ac9567
BLAKE2b-256 checksum
How to use checksums
279bafbb9ffd4e9c8af8a92537166d5db28f8bdebe852f8f0cd33807703cde62
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp310-cp310-win_amd64.whl

Download URL geodesk2-2.0.4-cp310-cp310-win_amd64.whl
Size 326.7 kB
Tags CPython 3.10 Windows x86-64
SHA-256 checksum
How to use checksums
a91d960f32f4d4d3a5367ca426d0e0ed38eafc9473d1beed42457f0c930cd3e6
BLAKE2b-256 checksum
How to use checksums
3d95d2af3352290623998286870356bc26c7fc3c100d3d40954947de7ebd7066
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp310-cp310-musllinux_1_2_x86_64.whl

Download URL geodesk2-2.0.4-cp310-cp310-musllinux_1_2_x86_64.whl
Size 2.6 MB
Tags CPython 3.10 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
20e100c20ebb63cd69be1ddd9006defc415c4d86b2f5b1c156b630b9d5ac5054
BLAKE2b-256 checksum
How to use checksums
dba3687538f0a5fc8ae8c0788290145043ef15be9206e2fb60262da5be1b9e8a
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL geodesk2-2.0.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.7 MB
Tags CPython 3.10 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
3bd0af8f2fb4b8b2aa0d513255c9457a79a8d36f4d82e6fb3ec787bdb9eafe45
BLAKE2b-256 checksum
How to use checksums
8e7a33b54b282a54fc462084e68b6f5b8cd3c943c5c28c12373cfb5db371aeb4
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp310-cp310-macosx_11_0_x86_64.whl

Download URL geodesk2-2.0.4-cp310-cp310-macosx_11_0_x86_64.whl
Size 1.2 MB
Tags CPython 3.10 macOS 11.0+ x86-64
SHA-256 checksum
How to use checksums
3a5ddc4979c50781baab333ee0fe1f765ba39c1de268b55693c1e765edd86019
BLAKE2b-256 checksum
How to use checksums
ee567ba9135d34c502aea070ce6ce53432b8e0cb90c5c650a146c32a95bcdf9d
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp310-cp310-macosx_11_0_arm64.whl

Download URL geodesk2-2.0.4-cp310-cp310-macosx_11_0_arm64.whl
Size 1.1 MB
Tags CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
79ebb783769792bb80c70d1357ed2ae895b4c0d5d3acafc0f893a95b27198cae
BLAKE2b-256 checksum
How to use checksums
c87c45eab1ffafb422fb0b5761c646826122d52f54e862f6a06a237f29ac3521
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp39-cp39-win_amd64.whl

Download URL geodesk2-2.0.4-cp39-cp39-win_amd64.whl
Size 326.8 kB
Tags CPython 3.9 Windows x86-64
SHA-256 checksum
How to use checksums
aa1a1ca465b98c75a1aa6327c1a9f8b7bed324de1dfd94a3d4f4042cf518b6fe
BLAKE2b-256 checksum
How to use checksums
a2f41fa4e4bbbfc7d94358ff6d55571307cb133d9d0d24d33672e76fc96685af
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp39-cp39-musllinux_1_2_x86_64.whl

Download URL geodesk2-2.0.4-cp39-cp39-musllinux_1_2_x86_64.whl
Size 2.6 MB
Tags CPython 3.9 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
3ab666425d097d108530c69fcf6da41eb7b5a7a7d903ca669cd256c634a7cc18
BLAKE2b-256 checksum
How to use checksums
c2a622afcec0189937abab2027a5546cc1447735f3f7acc77a921e45cc5dd4ef
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL geodesk2-2.0.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.7 MB
Tags CPython 3.9 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
f2f795ae8952c753daa56f2fe54c24bf419567443c4b5a3213f9452b35e61a4c
BLAKE2b-256 checksum
How to use checksums
87cd684e575370c212ab624f65f74a35269bf61748582f91ae92a50617c011a5
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp39-cp39-macosx_11_0_x86_64.whl

Download URL geodesk2-2.0.4-cp39-cp39-macosx_11_0_x86_64.whl
Size 1.2 MB
Tags CPython 3.9 macOS 11.0+ x86-64
SHA-256 checksum
How to use checksums
55e64948ac644ec452309c02c3719459664de54fb1f9dd47ee51a287bb164368
BLAKE2b-256 checksum
How to use checksums
feafa91c8543ab197b14308695331439f7c6f44e791cd930324a15b42f741474
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release files / geodesk2-2.0.4-cp39-cp39-macosx_11_0_arm64.whl

Download URL geodesk2-2.0.4-cp39-cp39-macosx_11_0_arm64.whl
Size 1.1 MB
Tags CPython 3.9 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
8101fc44559a9af92ea708efa7e96a076f3f5b9820dbc6be94e8669a34b297bf
BLAKE2b-256 checksum
How to use checksums
83957759905dc69971ef8d4eeee484607bd22b22947b87ab97c848c1fb4a0b0f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.11.13

Release history Release notifications | RSS feed

This release

2.0.4 This release

25 release files

2.0.3

25 release files

2.0.2

25 release files

2.0.1

15 release files

2.0.0

15 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page