OSMnx

OSMnx: A Python package to work with graph-theoretic OpenStreetMap street networks - Published in JOSS (2017)

Science Score: 100.0%

This score indicates how likely this project is to be science-related based on various indicators:

✓
CITATION.cff file
Found CITATION.cff file
✓
codemeta.json file
Found codemeta.json file
✓
.zenodo.json file
Found .zenodo.json file
✓
DOI references
Found 4 DOI reference(s) in README and JOSS metadata
○
Academic publication links
✓
Committers with academic emails
7 of 89 committers (7.9%) from academic institutions
○
Institutional organization owner
✓
JOSS paper metadata
Published in Journal of Open Source Software

Keywords

geography geospatial gis mapping networks networkx openstreetmap osm osmnx overpass-api python routing spatial spatial-analysis spatial-data street-networks transport transportation urban urban-planning

Keywords from Contributors

parallel hydrology cryptocurrencies meshes graph-theory spatial-network pysal spatial-interpolation semivariogram poisson-kriging

Scientific Fields

Political Science Social Sciences - 100% confidence

Economics Social Sciences - 90% confidence

Artificial Intelligence and Machine Learning Computer Science - 83% confidence

Last synced: 4 months ago · JSON representation ·

Repository

Download, model, analyze, and visualize street networks and other geospatial features from OpenStreetMap.

Basic Info

Host: GitHub
Owner: gboeing
License: mit
Language: Python
Default Branch: main
Homepage: https://osmnx.readthedocs.io
Size: 7.88 MB

Statistics

Stars: 5,248
Watchers: 111
Forks: 845
Open Issues: 6
Releases: 0

Topics

Created over 9 years ago · Last pushed 4 months ago

Metadata Files

Readme Changelog Contributing License Citation

README.md

OSMnx

OSMnx is a Python package to easily download, model, analyze, and visualize street networks and other geospatial features from OpenStreetMap. You can download and model walking, driving, or biking networks with a single line of code then analyze and visualize them. You can just as easily work with urban amenities/points of interest, building footprints, transit stops, elevation data, street orientations, speed/travel time, and routing.

OSMnx 2.0 is released: read the migration guide.

Citation

If you use OSMnx in your work, please cite the paper:

Boeing, G. (2025). Modeling and Analyzing Urban Networks and Amenities with OSMnx. Geographical Analysis, published online ahead of print. doi:10.1111/gean.70009

Getting Started

First read the Getting Started guide for an introduction to the package and FAQ.

Then work through the Examples Gallery for step-by-step tutorials and sample code.

Installation

Follow the Installation guide to install OSMnx.

Support

If you have any trouble, consult the User Reference. The OSMnx repository is hosted on GitHub. If you have a "how-to" or usage question, please ask it on StackOverflow, as we reserve the repository's issue tracker for bug tracking and feature development.

License

OSMnx is open source and licensed under the MIT license. OpenStreetMap's open data license requires that derivative works provide proper attribution. Refer to the Getting Started guide for usage limitations.

Owner

Name: Geoff Boeing
Login: gboeing
Kind: user
Location: Los Angeles, California
Company: University of Southern California

Website: https://geoffboeing.com/
Twitter: gboeing
Repositories: 60
Profile: https://github.com/gboeing

Urban planning professor at USC: urban analytics, street networks, rental markets, data science.

JOSS Publication

OSMnx: A Python package to work with graph-theoretic OpenStreetMap street networks

Published

April 24, 2017

DOI

10.21105/joss.00215

Volume 2, Issue 12, Page 215

Authors

Geoff Boeing

University of California, Berkeley

Editor

Ariel Rokem

Citation (CITATION.cff)

cff-version: 1.2.0
title: OSMnx
message: If you use OSMnx, please cite the preferred-citation below.
type: software
authors:
  - family-names: Boeing
    given-names: Geoff
    orcid: https://orcid.org/0000-0003-1851-6411
identifiers:
  - type: doi
    value: 10.1111/gean.70009
    description: Official reference paper
repository-code: https://github.com/gboeing/osmnx
url: https://osmnx.readthedocs.org
abstract: >-
  OSMnx is a Python package to easily download, model, analyze, and visualize
  street networks and other geospatial features from OpenStreetMap.
license: MIT
preferred-citation:
  type: article
  authors:
    - family-names: Boeing
      given-names: Geoff
      orcid: https://orcid.org/0000-0003-1851-6411
  year: 2025
  title: Modeling and Analyzing Urban Networks and Amenities with OSMnx
  journal: Geographical Analysis
  volume: published online ahead of print
  issue: published online ahead of print
  start: 1
  end: 23
  doi: 10.1111/gean.70009

Papers & Mentions

Total mentions: 4

A substrate for modular, extensible data-visualization

DOI: 10.1186/s41044-019-0043-6
OpenAlex ID: https://openalex.org/W3031707444
Published: February 2020

Last synced: 2 months ago

Open grid model of Australia’s National Electricity Market allowing backtesting against historic data

DOI: 10.1038/sdata.2018.203
OpenAlex ID: https://openalex.org/W2895829906
Published: October 2018

Last synced: 2 months ago

Breaking limitation of quantum annealer in solving optimization problems under constraints

DOI: 10.1038/s41598-020-60022-5
OpenAlex ID: https://openalex.org/W3006895320
Published: February 2020

Last synced: 2 months ago

Disparities in travel times between car and transit: Spatiotemporal patterns in cities

DOI: 10.1038/s41598-020-61077-0
OpenAlex ID: https://openalex.org/W3009384743
Published: March 2020

Last synced: 2 months ago

GitHub Events

Total

Issues event: 51
Watch event: 348
Delete event: 61
Issue comment event: 179
Push event: 234
Pull request review event: 8
Pull request review comment event: 12
Pull request event: 136
Fork event: 30
Create event: 69

Last Year

Issues event: 51
Watch event: 348
Delete event: 61
Issue comment event: 179
Push event: 234
Pull request review event: 8
Pull request review comment event: 12
Pull request event: 136
Fork event: 30
Create event: 69

Committers

Last synced: 5 months ago

All Time

Total Commits: 3,676
Total Committers: 89
Avg Commits per committer: 41.303
Development Distribution Score (DDS): 0.148

Past Year

Commits: 371
Committers: 9
Avg Commits per committer: 41.222
Development Distribution Score (DDS): 0.035

Top Committers

Name	Email	Commits
Geoff Boeing	b**g@u**u	3,132
Nick Bristow	w**l@n**k	120
Max Gardner	g**x@g**m	50
Henrikki Tenkanen	h**n@h**i	36
Michal Migurski	m**e@r**m	34
pablo	p**o@g**m	26
Ewout ter Hoeven	E**n@s**l	21
davidmurray	d**6@h**m	17
cheginit	c**t@g**m	16
Daniel Himmelstein	d**n@g**m	13
Miroslav Šedivý	6****o	13
Samuel Letellier-Duchesne	s**e@m**m	13
d-wasserman	d**n@g**m	10
PedrosWits	p**a@g**m	7
Kuan Butts	k**s@g**m	7
Jonas Klasen	j**n@m**o	6
guibar	g**u@g**m	6
Neil Cotie	n**e@u**u	6
groundrace	g**e@m**m	6
Charlie Matlack	c**k@g**m	5
Martin Fleischmann	m**n@m**t	5
Ben Fischer	b**r@o**m	5
nikita	n****5	5
Nick ODell	n**l@g**m	5
pmlpm1986	9****6	4
dependabot[bot]	4****]	4
Sebastiano Milardo	s**o@h**t	4
Veith Roethlingshoefer	v**h@u**i	4
McToel	t**n@g**e	4
Alissa Gerhard	a**d@p**m	3
and 59 more...

Committer Domains (Top 20 + Academic)

me.com: 2 usherbrooke.ca: 1 dso.org.sg: 1 stroly.jp: 1 crinstitute.org.uk: 1 port-zero.com: 1 gmx.de: 1 understand.ai: 1 hotmail.it: 1 martinfleischmann.net: 1 getcruise.com: 1 uoc.edu: 1 moia.io: 1 student.tudelft.nl: 1 remix.com: 1 helsinki.fi: 1 nickbristow.co.uk: 1 ramiro.org: 1 umd.edu: 1 rezozer.net: 1 nld.ds.mpg.de: 1 uchicago.edu: 1 usc.edu: 1

Issues and Pull Requests

Last synced: 4 months ago

All Time

Total issues: 170
Total pull requests: 392
Average time to close issues: 26 days
Average time to close pull requests: 3 days
Total issue authors: 133
Total pull request authors: 40
Average comments per issue: 3.68
Average comments per pull request: 1.41
Merged pull requests: 343
Bot issues: 0
Bot pull requests: 6

Past Year

Issues: 33
Pull requests: 123
Average time to close issues: 4 days
Average time to close pull requests: 1 day
Issue authors: 31
Pull request authors: 11
Average comments per issue: 2.82
Average comments per pull request: 0.98
Merged pull requests: 99
Bot issues: 0
Bot pull requests: 2

View more stats

Top Authors

Issue Authors

gboeing (11)
EwoutH (11)
pmlpm1986 (3)
winnewoerp (3)
playgithub (3)
VasuPadsumbia (2)
MihirT-10 (2)
timverlaan (2)
matkoniecz (2)
cheginit (2)
kkdd (2)
nickodell (2)
Prajwalita (2)
Dr-AlaaKhamis (2)
Vuizur (2)

Pull Request Authors

gboeing (355)
EwoutH (9)
dependabot[bot] (8)
dhimmel (6)
djs113 (6)
cheginit (4)
nikita03565 (3)
davidmurray (3)
martinfleis (2)
tanpinquan (2)
aburgr (2)
Georgepop (2)
AtelierLibre (2)
arkty (2)
mitanshu7 (2)

Top Labels

Issue Labels

bug (66) enhancement (31) notabug (23) installation (6) question (3) documentation (3) help wanted (1)

Pull Request Labels

dependencies (8) enhancement (4)

Packages

Total packages: 3
Total downloads:
- pypi 394,749 last-month
Total docker downloads: 1,040

Total dependent packages: 83
(may contain duplicates)
Total dependent repositories: 654
(may contain duplicates)
Total versions: 185
Total maintainers: 1

pypi.org: osmnx

Download, model, analyze, and visualize street networks and other geospatial features from OpenStreetMap

Documentation: https://osmnx.readthedocs.io
License: MIT License
Latest release: 2.0.6
published 5 months ago

Versions: 81
Dependent Packages: 75
Dependent Repositories: 575
Downloads: 394,749 Last month
Docker Downloads: 1,040

Rankings

Dependent packages count: 0.3%

Dependent repos count: 0.6%

Downloads: 1.0%

Average: 1.0%

Stargazers count: 1.1%

Forks count: 1.5%

Docker downloads count: 1.7%

Maintainers (1)

gboeing

Last synced: 4 months ago

conda-forge.org: osmnx

OSMnx is a Python package to easily download, model, analyze, and visualize street networks and other geospatial features from OpenStreetMap. You can download and model walking, driving, or biking networks with a single line of code then analyze and visualize them. You can just as easily work with urban amenities/points of interest, building footprints, transit stops, elevation data, street orientations, speed/travel time, and routing.

Homepage: https://osmnx.readthedocs.io
License: MIT
Latest release: 1.2.2
published over 3 years ago

Versions: 46
Dependent Packages: 8
Dependent Repositories: 79

Rankings

Dependent repos count: 4.0%

Stargazers count: 5.2%

Average: 5.5%

Forks count: 5.8%

Dependent packages count: 7.1%

Last synced: 4 months ago

proxy.golang.org: github.com/gboeing/osmnx

Documentation: https://pkg.go.dev/github.com/gboeing/osmnx#section-documentation
License: mit
Latest release: v2.0.6+incompatible
published 5 months ago

Versions: 58
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent packages count: 9.0%

Average: 9.6%

Dependent repos count: 10.2%

Last synced: 4 months ago

Dependencies

environments/docker/Dockerfile docker

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docs/requirements.txt pypi

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nbdime *
nbqa *
nodejs *
numexpr *
osmnx *
pandana *
pillow *
pip *
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psycopg2 *
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pysal *
pytest *
python ==3.10.
python-igraph *
rasterio *
scikit-learn *
scipy *
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sphinx *
statsmodels *
urbanaccess *

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ruamel.yaml 0.17.39
ruamel.yaml.clib 0.2.7
ruff 0.1.15
scikit-learn 1.4.0
scipy 1.12.0
scrypt 0.8.20
seaborn 0.13.2
seaborn-base 0.13.2
secretstorage 3.3.3
segregation 2.5
send2trash 1.8.2
setuptools 68.2.2
shapely 2.0.2
shellingham 1.5.4
simplejson 3.19.2
six 1.16.0
smmap 5.0.0
snappy 1.1.10
sniffio 1.3.0
snowballstemmer 2.2.0
snuggs 1.4.7
soupsieve 2.5
spaghetti 1.7.5.post1
spglm 1.1.0
sphinx 7.2.6
sphinx-basic-ng 1.0.0b2
sphinxcontrib-applehelp 1.0.8
sphinxcontrib-devhelp 1.0.6
sphinxcontrib-htmlhelp 2.0.5
sphinxcontrib-jsmath 1.0.1
sphinxcontrib-qthelp 1.0.7
sphinxcontrib-serializinghtml 1.1.10
spint 1.0.7
splot 1.1.5.post1
spopt 0.6.0
spreg 1.4.2
spvcm 0.3.0
sqlalchemy 2.0.22
sqlite 3.43.2
stack_data 0.6.2
statsmodels 0.14.1
sympy 1.12
terminado 0.17.1
texttable 1.7.0
threadpoolctl 3.2.0
tiledb 2.16.3
tinycss2 1.2.1
tk 8.6.13
tobler 0.11.2
tokenize-rt 5.2.0
toml 0.10.2
tomli 2.0.1
tomli-w 1.0.0
tomlkit 0.12.3
toolz 0.12.1
tornado 6.3.3
tqdm 4.66.1
traitlets 5.11.2
trove-classifiers 2024.1.8
truststore 0.8.0
twine 4.0.2
typer 0.9.0
types-python-dateutil 2.8.19.14
typing-extensions 4.8.0
typing_extensions 4.8.0
typing_utils 0.1.0
tzcode 2023d
tzdata 2023c
ukkonen 1.0.1
uri-template 1.3.0
uriparser 0.9.7
urllib3 2.0.7
userpath 1.7.0
virtualenv 20.25.0
vsts-python-api 0.1.25
wcwidth 0.2.8
webcolors 1.13
webencodings 0.5.1
websocket-client 1.6.4
wheel 0.41.2
widgetsnbextension 4.0.9
wrapt 1.16.0
xerces-c 3.2.5
xorg-kbproto 1.0.7
xorg-libice 1.1.1
xorg-libsm 1.2.4
xorg-libx11 1.8.7
xorg-libxau 1.0.11
xorg-libxdmcp 1.1.3
xorg-libxext 1.3.4
xorg-libxrender 0.9.11
xorg-renderproto 0.11.1
xorg-xextproto 7.3.0
xorg-xproto 7.0.31
xyzservices 2023.10.1
xz 5.2.6
yaml 0.2.5
yaml-cpp 0.8.0
zeromq 4.3.5
zipp 3.17.0
zlib 1.2.13
zstandard 0.21.0
zstd 1.5.5

environments/linux/environment.yml conda

_libgcc_mutex 0.1
_openmp_mutex 4.5
access 1.1.8
affine 2.4.0
alabaster 0.7.16
amply 0.1.6
anyio 4.3.0
archspec 0.2.3
argon2-cffi 23.1.0
argon2-cffi-bindings 21.2.0
arpack 3.8.0
arrow 1.3.0
asttokens 2.4.1
async-lru 2.0.4
attrs 23.2.0
autopep8 2.1.0
aws-c-auth 0.7.18
aws-c-cal 0.6.11
aws-c-common 0.9.15
aws-c-compression 0.2.18
aws-c-event-stream 0.4.2
aws-c-http 0.8.1
aws-c-io 0.14.7
aws-c-mqtt 0.10.4
aws-c-s3 0.5.7
aws-c-sdkutils 0.1.15
aws-checksums 0.1.18
aws-crt-cpp 0.26.8
aws-sdk-cpp 1.11.267
azure-core-cpp 1.11.1
azure-identity-cpp 1.6.0
azure-storage-blobs-cpp 12.10.0
azure-storage-common-cpp 12.5.0
babel 2.14.0
backports 1.0
backports.strenum 1.2.8
backports.tarfile 1.0.0
beautifulsoup4 4.12.3
bleach 6.1.0
blinker 1.8.1
blosc 1.21.5
boltons 24.0.0
boolean.py 4.0
bottleneck 1.3.8
branca 0.7.2
brotli 1.1.0
brotli-bin 1.1.0
brotli-python 1.1.0
bzip2 1.0.8
c-ares 1.28.1
ca-certificates 2024.2.2
cached-property 1.5.2
cached_property 1.5.2
cairo 1.18.0
cartopy 0.23.0
certifi 2024.2.2
cffi 1.16.0
cfgv 3.3.1
cfitsio 4.4.0
chardet 5.2.0
charset-normalizer 3.3.2
cirun 0.30
click 8.1.7
click-plugins 1.1.1
cligj 0.7.2
cmarkgfm 0.8.0
coin-or-cbc 2.10.10
coin-or-cgl 0.60.7
coin-or-clp 1.17.8
coin-or-osi 0.108.10
coin-or-utils 2.11.11
coincbc 2.10.10
colorama 0.4.6
comm 0.2.2
conda 24.3.0
conda-build 24.3.0
conda-forge-pinning 2024.05.02.11.25.06
conda-index 0.4.0
conda-libmamba-solver 24.1.0
conda-package-handling 2.2.0
conda-package-streaming 0.9.0
conda-smithy 3.35.0
contourpy 1.2.1
coverage 7.5.0
cryptography 42.0.5
cycler 0.12.1
dbus 1.13.6
debugpy 1.8.1
decorator 5.1.1
defusedxml 0.7.1
deprecated 1.2.14
deprecation 2.1.0
descartes 1.1.0
distlib 0.3.8
distro 1.9.0
docutils 0.21.2
editables 0.5
entrypoints 0.4
esda 2.5.1
exceptiongroup 1.2.0
executing 2.0.1
expat 2.6.2
filelock 3.14.0
fiona 1.9.6
fmt 10.2.1
folium 0.16.0
font-ttf-dejavu-sans-mono 2.37
font-ttf-inconsolata 3.000
font-ttf-source-code-pro 2.038
font-ttf-ubuntu 0.83
fontconfig 2.14.2
fonts-conda-ecosystem 1
fonts-conda-forge 1
fonttools 4.51.0
fqdn 1.5.1
freetype 2.12.1
freexl 2.0.0
furo 2024.4.27
gdal 3.8.5
geopandas 0.14.4
geopandas-base 0.14.4
geos 3.12.1
geotiff 1.7.1
giddy 2.3.5
giflib 5.2.2
git 2.45.0
gitdb 4.0.11
gitpython 3.1.43
glpk 5.0
gmp 6.3.0
h11 0.14.0
h2 4.1.0
hatch 1.10.0
hatchling 1.24.2
hdf4 4.2.15
hdf5 1.14.3
hpack 4.0.0
httpcore 1.0.5
httpx 0.27.0
hyperframe 6.0.1
hyperlink 21.0.0
icu 73.2
identify 2.5.36
idna 3.7
imagesize 1.4.1
importlib-metadata 7.1.0
importlib_metadata 7.1.0
importlib_resources 6.4.0
inequality 1.0.1
iniconfig 2.0.0
ipykernel 6.29.3
ipython 8.22.2
ipywidgets 8.1.2
isodate 0.6.1
isoduration 20.11.0
jaraco.classes 3.4.0
jaraco.context 5.3.0
jaraco.functools 4.0.0
jedi 0.19.1
jeepney 0.8.0
jinja2 3.1.3
joblib 1.4.2
json-c 0.17
json5 0.9.25
jsonpatch 1.33
jsonpointer 2.4
jsonschema 4.22.0
jsonschema-specifications 2023.12.1
jsonschema-with-format-nongpl 4.22.0
jupyter-lsp 2.2.5
jupyter-server-mathjax 0.2.6
jupyter_client 8.6.1
jupyter_core 5.7.2
jupyter_events 0.10.0
jupyter_server 2.14.0
jupyter_server_terminals 0.5.3
jupyterlab 4.1.8
jupyterlab_pygments 0.3.0
jupyterlab_server 2.27.1
jupyterlab_widgets 3.0.10
kealib 1.5.3
keyring 25.2.0
keyutils 1.6.1
kiwisolver 1.4.5
krb5 1.21.2
lcms2 2.16
ld_impl_linux-64 2.40
lerc 4.0.0
libabseil 20240116.2
libaec 1.1.3
libarchive 3.7.2
libblas 3.9.0
libboost-headers 1.84.0
libbrotlicommon 1.1.0
libbrotlidec 1.1.0
libbrotlienc 1.1.0
libcblas 3.9.0
libcrc32c 1.1.2
libcurl 8.7.1
libdeflate 1.20
libedit 3.1.20191231
libev 4.33
libexpat 2.6.2
libffi 3.4.2
libgcc-ng 13.2.0
libgdal 3.8.5
libgfortran-ng 13.2.0
libgfortran5 13.2.0
libglib 2.80.0
libgomp 13.2.0
libgoogle-cloud 2.23.0
libgoogle-cloud-storage 2.23.0
libgrpc 1.62.2
libiconv 1.17
libjpeg-turbo 3.0.0
libkml 1.3.0
liblapack 3.9.0
liblapacke 3.9.0
liblief 0.14.1
libllvm14 14.0.6
libmamba 1.5.8
libmambapy 1.5.8
libnetcdf 4.9.2
libnghttp2 1.58.0
libnsl 2.0.1
libopenblas 0.3.27
libpng 1.6.43
libpq 16.2
libprotobuf 4.25.3
libpysal 4.10
libre2-11 2023.09.01
librttopo 1.1.0
libsodium 1.0.18
libsolv 0.7.29
libspatialindex 1.9.3
libspatialite 5.1.0
libsqlite 3.45.3
libssh2 1.11.0
libstdcxx-ng 13.2.0
libtiff 4.6.0
libuuid 2.38.1
libwebp-base 1.4.0
libxcb 1.15
libxcrypt 4.4.36
libxml2 2.12.6
libxslt 1.1.39
libzip 1.10.1
libzlib 1.2.13
license-expression 30.1.1
llvmlite 0.42.0
lxml 5.2.1
lz4-c 1.9.4
lzo 2.10
mapclassify 2.6.1
markdown-it-py 3.0.0
markupsafe 2.1.5
matplotlib-base 3.8.4
matplotlib-inline 0.1.7
mdurl 0.1.2
menuinst 2.0.2
mgwr 2.2.1
minizip 4.0.5
mistune 3.0.2
momepy 0.7.0
more-itertools 10.2.0
mpmath 1.3.0
msrest 0.6.21
munkres 1.1.4
mypy 1.10.0
mypy_extensions 1.0.0
nbclient 0.10.0
nbconvert-core 7.16.4
nbdime 4.0.1
nbformat 5.10.4
nbqa 1.8.5
ncurses 6.4.20240210
nest-asyncio 1.6.0
networkx 3.3
nh3 0.2.17
nodeenv 1.8.0
nomkl 1.0
notebook-shim 0.2.4
nspr 4.35
nss 3.98
numba 0.59.1
numexpr 2.9.0
numpy 1.26.4
oauthlib 3.2.2
openjpeg 2.5.2
openssl 3.3.0
overrides 7.7.0
packaging 24.0
pandas 2.2.2
pandas-stubs 2.2.1.240316
pandocfilters 1.5.0
parso 0.8.4
patch 2.7.6
patchelf 0.17.2
pathspec 0.12.1
patsy 0.5.6
pcre2 10.43
perl 5.32.1
pexpect 4.9.0
pickleshare 0.7.5
pillow 10.3.0
pip 24.0
pixman 0.43.2
pkginfo 1.10.0
pkgutil-resolve-name 1.3.10
platformdirs 4.2.1
pluggy 1.5.0
pointpats 2.4.0
poppler 24.04.0
poppler-data 0.4.12
postgresql 16.2
pre-commit 3.7.0
proj 9.4.0
prometheus_client 0.20.0
prompt-toolkit 3.0.42
psutil 5.9.8
pthread-stubs 0.4
ptyprocess 0.7.0
pulp 2.8.0
pure_eval 0.2.2
py-lief 0.14.1
pybind11-abi 4
pycodestyle 2.11.1
pycosat 0.6.6
pycparser 2.22
pycryptodome 3.20.0
pygithub 2.3.0
pygments 2.17.2
pyjwt 2.8.0
pynacl 1.5.0
pyparsing 3.1.2
pyproj 3.6.1
pysal 23.7
pyshp 2.3.1
pysocks 1.7.1
pytest 8.2.0
pytest-cov 5.0.0
python 3.12.3
python-dateutil 2.9.0
python-fastjsonschema 2.19.1
python-igraph 0.11.4
python-json-logger 2.0.7
python-libarchive-c 5.1
python-tzdata 2024.1
python_abi 3.12
pytz 2024.1
pyyaml 6.0.1
pyzmq 26.0.2
quantecon 0.7.2
rasterio 1.3.10
rasterstats 0.19.0
re2 2023.09.01
readline 8.2
readme_renderer 42.0
referencing 0.35.1
reproc 14.2.4.post0
reproc-cpp 14.2.4.post0
requests 2.31.0
requests-oauthlib 2.0.0
requests-toolbelt 1.0.0
rfc3339-validator 0.1.4
rfc3986 2.0.0
rfc3986-validator 0.1.1
rich 13.7.1
ripgrep 14.1.0
rpds-py 0.18.0
rtree 1.2.0
ruamel.yaml 0.18.6
ruamel.yaml.clib 0.2.8
ruff 0.4.2
s2n 1.4.12
scikit-learn 1.4.2
scipy 1.13.0
scrypt 0.8.24
seaborn 0.13.2
seaborn-base 0.13.2
secretstorage 3.3.3
segregation 2.5
send2trash 1.8.3
setuptools 69.5.1
shapely 2.0.4
shellingham 1.5.4
simplejson 3.19.2
six 1.16.0
smmap 5.0.0
snappy 1.2.0
sniffio 1.3.1
snowballstemmer 2.2.0
snuggs 1.4.7
soupsieve 2.5
spaghetti 1.7.5.post1
spdlog 1.13.0
spglm 1.1.0
sphinx 7.3.7
sphinx-autodoc-typehints 2.1.0
sphinx-basic-ng 1.0.0b2
sphinxcontrib-applehelp 1.0.8
sphinxcontrib-devhelp 1.0.6
sphinxcontrib-htmlhelp 2.0.5
sphinxcontrib-jsmath 1.0.1
sphinxcontrib-qthelp 1.0.7
sphinxcontrib-serializinghtml 1.1.10
spint 1.0.7
splot 1.1.5.post1
spopt 0.6.0
spreg 1.4.2
spvcm 0.3.0
sqlite 3.45.3
stack_data 0.6.2
statsmodels 0.14.1
sympy 1.12
terminado 0.18.1
texttable 1.7.0
threadpoolctl 3.5.0
tiledb 2.22.0
tinycss2 1.3.0
tk 8.6.13
tobler 0.11.2
tokenize-rt 5.2.0
toml 0.10.2
tomli 2.0.1
tomli-w 1.0.0
tomlkit 0.12.4
toolz 0.12.1
tornado 6.4
tqdm 4.66.2
traitlets 5.14.3
trove-classifiers 2024.4.10
truststore 0.8.0
twine 5.0.0
typeguard 4.2.1
typer 0.12.3
typer-slim 0.12.3
typer-slim-standard 0.12.3
types-python-dateutil 2.9.0.20240316
types-pytz 2024.1.0.20240417
types-requests 2.31.0.20240406
typing-extensions 4.11.0
typing_extensions 4.11.0
typing_utils 0.1.0
tzcode 2024a
tzdata 2024a
ukkonen 1.0.1
uri-template 1.3.0
uriparser 0.9.7
urllib3 2.2.1
userpath 1.7.0
uv 0.1.39
virtualenv 20.26.1
vsts-python-api 0.1.25
wcwidth 0.2.13
webcolors 1.13
webencodings 0.5.1
websocket-client 1.8.0
wheel 0.43.0
widgetsnbextension 4.0.10
wrapt 1.16.0
xerces-c 3.2.5
xorg-kbproto 1.0.7
xorg-libice 1.1.1
xorg-libsm 1.2.4
xorg-libx11 1.8.9
xorg-libxau 1.0.11
xorg-libxdmcp 1.1.3
xorg-libxext 1.3.4
xorg-libxrender 0.9.11
xorg-renderproto 0.11.1
xorg-xextproto 7.3.0
xorg-xproto 7.0.31
xyzservices 2024.4.0
xz 5.2.6
yaml 0.2.5
yaml-cpp 0.8.0
zeromq 4.3.5
zipp 3.17.0
zlib 1.2.13
zstandard 0.22.0
zstd 1.5.5

environments/windows/environment.yml conda

access 1.1.8
affine 2.4.0
alabaster 0.7.16
amply 0.1.6
anyio 4.3.0
archspec 0.2.3
argon2-cffi 23.1.0
argon2-cffi-bindings 21.2.0
arrow 1.3.0
asttokens 2.4.1
async-lru 2.0.4
attrs 23.2.0
autopep8 2.1.0
aws-c-auth 0.7.18
aws-c-cal 0.6.11
aws-c-common 0.9.15
aws-c-compression 0.2.18
aws-c-event-stream 0.4.2
aws-c-http 0.8.1
aws-c-io 0.14.7
aws-c-mqtt 0.10.4
aws-c-s3 0.5.7
aws-c-sdkutils 0.1.15
aws-checksums 0.1.18
aws-crt-cpp 0.26.8
aws-sdk-cpp 1.11.267
azure-core-cpp 1.11.1
azure-identity-cpp 1.6.0
azure-storage-blobs-cpp 12.10.0
azure-storage-common-cpp 12.5.0
babel 2.14.0
backports 1.0
backports.strenum 1.2.8
backports.tarfile 1.0.0
beautifulsoup4 4.12.3
bleach 6.1.0
blinker 1.8.1
blosc 1.21.5
boltons 24.0.0
boolean.py 4.0
bottleneck 1.3.8
branca 0.7.2
brotli 1.1.0
brotli-bin 1.1.0
brotli-python 1.1.0
bzip2 1.0.8
c-ares 1.28.1
ca-certificates 2024.2.2
cached-property 1.5.2
cached_property 1.5.2
cairo 1.18.0
cartopy 0.23.0
certifi 2024.2.2
cffi 1.16.0
cfgv 3.3.1
cfitsio 4.4.0
chardet 5.2.0
charset-normalizer 3.3.2
cirun 0.30
click 8.1.7
click-plugins 1.1.1
cligj 0.7.2
cmarkgfm 0.8.0
colorama 0.4.6
comm 0.2.2
conda 24.3.0
conda-build 24.3.0
conda-forge-pinning 2024.05.02.11.25.06
conda-index 0.4.0
conda-libmamba-solver 24.1.0
conda-package-handling 2.2.0
conda-package-streaming 0.9.0
conda-smithy 3.35.0
contourpy 1.2.1
coverage 7.5.0
cryptography 42.0.5
cycler 0.12.1
debugpy 1.8.1
decorator 5.1.1
defusedxml 0.7.1
deprecated 1.2.14
deprecation 2.1.0
descartes 1.1.0
distlib 0.3.8
distro 1.9.0
docutils 0.21.2
editables 0.5
entrypoints 0.4
esda 2.5.1
exceptiongroup 1.2.0
executing 2.0.1
expat 2.6.2
filelock 3.14.0
fmt 10.2.1
folium 0.16.0
font-ttf-dejavu-sans-mono 2.37
font-ttf-inconsolata 3.000
font-ttf-source-code-pro 2.038
font-ttf-ubuntu 0.83
fontconfig 2.14.2
fonts-conda-ecosystem 1
fonts-conda-forge 1
fonttools 4.51.0
fqdn 1.5.1
freetype 2.12.1
freexl 2.0.0
furo 2024.4.27
gdal 3.8.5
geopandas 0.14.4
geopandas-base 0.14.4
geos 3.12.1
geotiff 1.7.1
giddy 2.3.5
git 2.45.0
gitdb 4.0.11
gitpython 3.1.43
glpk 5.0
h11 0.14.0
h2 4.1.0
hatch 1.10.0
hatchling 1.24.2
hdf4 4.2.15
hdf5 1.14.3
hpack 4.0.0
httpcore 1.0.5
httpx 0.27.0
hyperframe 6.0.1
hyperlink 21.0.0
icu 73.2
identify 2.5.36
idna 3.7
imagesize 1.4.1
importlib-metadata 7.1.0
importlib_metadata 7.1.0
importlib_resources 6.4.0
inequality 1.0.1
iniconfig 2.0.0
ipykernel 6.29.3
ipython 8.22.2
ipywidgets 8.1.2
isodate 0.6.1
isoduration 20.11.0
jaraco.classes 3.4.0
jaraco.context 5.3.0
jaraco.functools 4.0.0
jedi 0.19.1
jinja2 3.1.3
joblib 1.4.2
json5 0.9.25
jsonpatch 1.33
jsonpointer 2.4
jsonschema 4.22.0
jsonschema-specifications 2023.12.1
jsonschema-with-format-nongpl 4.22.0
jupyter-lsp 2.2.5
jupyter-server-mathjax 0.2.6
jupyter_client 8.6.1
jupyter_core 5.7.2
jupyter_events 0.10.0
jupyter_server 2.14.0
jupyter_server_terminals 0.5.3
jupyterlab 4.1.8
jupyterlab_pygments 0.3.0
jupyterlab_server 2.27.1
jupyterlab_widgets 3.0.10
kealib 1.5.3
keyring 25.2.0
kiwisolver 1.4.5
krb5 1.21.2
lcms2 2.16
lerc 4.0.0
libabseil 20240116.2
libaec 1.1.3
libarchive 3.7.2
libblas 3.9.0
libboost-headers 1.84.0
libbrotlicommon 1.1.0
libbrotlidec 1.1.0
libbrotlienc 1.1.0
libcblas 3.9.0
libcrc32c 1.1.2
libcurl 8.7.1
libdeflate 1.20
libexpat 2.6.2
libffi 3.4.2
libflang 5.0.0
libgdal 3.8.5
libglib 2.80.0
libgoogle-cloud 2.23.0
libgoogle-cloud-storage 2.23.0
libgrpc 1.62.2
libiconv 1.17
libintl 0.22.5
libjpeg-turbo 3.0.0
libkml 1.3.0
liblapack 3.9.0
liblief 0.14.1
libmamba 1.5.8
libmambapy 1.5.8
libnetcdf 4.9.2
libopenblas 0.3.27
libpng 1.6.43
libpq 16.2
libprotobuf 4.25.3
libpysal 4.10
libre2-11 2023.09.01
librttopo 1.1.0
libsodium 1.0.18
libsolv 0.7.29
libspatialindex 1.9.3
libspatialite 5.1.0
libsqlite 3.45.3
libssh2 1.11.0
libtiff 4.6.0
libwebp-base 1.4.0
libxcb 1.15
libxml2 2.12.6
libxslt 1.1.39
libzip 1.10.1
libzlib 1.2.13
license-expression 30.1.1
llvm-meta 5.0.0
llvmlite 0.42.0
lxml 5.2.1
lz4-c 1.9.4
lzo 2.10
m2-msys2-runtime 2.5.0.17080.65c939c
m2-patch 2.7.5
m2w64-gcc-libgfortran 5.3.0
m2w64-gcc-libs 5.3.0
m2w64-gcc-libs-core 5.3.0
m2w64-gmp 6.1.0
m2w64-libwinpthread-git 5.0.0.4634.697f757
mapclassify 2.6.1
markdown-it-py 3.0.0
markupsafe 2.1.5
matplotlib-base 3.8.4
matplotlib-inline 0.1.7
mdurl 0.1.2
menuinst 2.0.2
mgwr 2.2.1
minizip 4.0.5
mistune 3.0.2
momepy 0.7.0
more-itertools 10.2.0
mpir 3.0.0
mpmath 1.3.0
msrest 0.6.21
msys2-conda-epoch 20160418
munkres 1.1.4
mypy 1.10.0
mypy_extensions 1.0.0
nbclient 0.10.0
nbconvert-core 7.16.4
nbdime 4.0.1
nbformat 5.10.4
nbqa 1.8.5
nest-asyncio 1.6.0
networkx 3.3
nh3 0.2.17
nodeenv 1.8.0
nomkl 1.0
notebook-shim 0.2.4
numba 0.59.1
numexpr 2.9.0
numpy 1.26.4
oauthlib 3.2.2
openjpeg 2.5.2
openmp 5.0.0
openssl 3.3.0
overrides 7.7.0
packaging 24.0
pandas 2.2.2
pandas-stubs 2.2.1.240316
pandocfilters 1.5.0
parso 0.8.4
pathspec 0.12.1
patsy 0.5.6
pcre2 10.43
pexpect 4.9.0
pickleshare 0.7.5
pillow 10.3.0
pip 24.0
pixman 0.43.4
pkginfo 1.10.0
pkgutil-resolve-name 1.3.10
platformdirs 4.2.1
pluggy 1.5.0
pointpats 2.4.0
poppler 24.04.0
poppler-data 0.4.12
postgresql 16.2
pre-commit 3.7.0
proj 9.4.0
prometheus_client 0.20.0
prompt-toolkit 3.0.42
psutil 5.9.8
pthread-stubs 0.4
ptyprocess 0.7.0
pulp 2.8.0
pure_eval 0.2.2
py-lief 0.14.1
pybind11-abi 4
pycodestyle 2.11.1
pycosat 0.6.6
pycparser 2.22
pycryptodome 3.20.0
pygithub 2.3.0
pygments 2.17.2
pyjwt 2.8.0
pynacl 1.5.0
pyparsing 3.1.2
pyproj 3.6.1
pysal 23.7
pyshp 2.3.1
pysocks 1.7.1
pytest 8.2.0
pytest-cov 5.0.0
python 3.12.3
python-dateutil 2.9.0
python-fastjsonschema 2.19.1
python-igraph 0.11.4
python-json-logger 2.0.7
python-libarchive-c 5.1
python-tzdata 2024.1
python_abi 3.12
pytz 2024.1
pywin32 306
pywin32-ctypes 0.2.2
pywinpty 2.0.13
pyyaml 6.0.1
pyzmq 26.0.2
quantecon 0.7.2
rasterio 1.3.10
rasterstats 0.19.0
re2 2023.09.01
readme_renderer 42.0
referencing 0.35.1
reproc 14.2.4.post0
reproc-cpp 14.2.4.post0
requests 2.31.0
requests-oauthlib 2.0.0
requests-toolbelt 1.0.0
rfc3339-validator 0.1.4
rfc3986 2.0.0
rfc3986-validator 0.1.1
rich 13.7.1
ripgrep 14.1.0
rpds-py 0.18.0
rtree 1.2.0
ruamel.yaml 0.18.6
ruamel.yaml.clib 0.2.8
ruff 0.4.2
scikit-learn 1.4.2
scipy 1.13.0
scrypt 0.8.24
seaborn 0.13.2
seaborn-base 0.13.2
segregation 2.5
send2trash 1.8.3
setuptools 69.5.1
shapely 2.0.4
shellingham 1.5.4
simplejson 3.19.2
six 1.16.0
smmap 5.0.0
snappy 1.2.0
sniffio 1.3.1
snowballstemmer 2.2.0
snuggs 1.4.7
soupsieve 2.5
spaghetti 1.7.5.post1
spdlog 1.13.0
spglm 1.1.0
sphinx 7.3.7
sphinx-autodoc-typehints 2.1.0
sphinx-basic-ng 1.0.0b2
sphinxcontrib-applehelp 1.0.8
sphinxcontrib-devhelp 1.0.6
sphinxcontrib-htmlhelp 2.0.5
sphinxcontrib-jsmath 1.0.1
sphinxcontrib-qthelp 1.0.7
sphinxcontrib-serializinghtml 1.1.10
spint 1.0.7
splot 1.1.5.post1
spopt 0.6.0
spreg 1.4.2
spvcm 0.3.0
sqlite 3.45.3
stack_data 0.6.2
statsmodels 0.14.1
sympy 1.12
terminado 0.18.1
texttable 1.7.0
threadpoolctl 3.5.0
tiledb 2.22.0
tinycss2 1.3.0
tk 8.6.13
tobler 0.11.2
tokenize-rt 5.2.0
toml 0.10.2
tomli 2.0.1
tomli-w 1.0.0
tomlkit 0.12.4
toolz 0.12.1
tornado 6.4
tqdm 4.66.2
traitlets 5.14.3
trove-classifiers 2024.4.10
truststore 0.8.0
twine 5.0.0
typeguard 4.2.1
typer 0.12.3
typer-slim 0.12.3
typer-slim-standard 0.12.3
types-python-dateutil 2.9.0.20240316
types-pytz 2024.1.0.20240417
types-requests 2.31.0.20240406
typing-extensions 4.11.0
typing_extensions 4.11.0
typing_utils 0.1.0
tzdata 2024a
ucrt 10.0.22621.0
ukkonen 1.0.1
uri-template 1.3.0
uriparser 0.9.7
urllib3 2.2.1
userpath 1.7.0
uv 0.1.39
vc 14.3
vc14_runtime 14.38.33130
virtualenv 20.26.1
vs2015_runtime 14.38.33130
vsts-python-api 0.1.25
wcwidth 0.2.13
webcolors 1.13
webencodings 0.5.1
websocket-client 1.8.0
wheel 0.43.0
widgetsnbextension 4.0.10
win_inet_pton 1.1.0
winpty 0.4.3
wrapt 1.16.0
xerces-c 3.2.5
xorg-libxau 1.0.11
xorg-libxdmcp 1.1.3
xyzservices 2024.4.0
xz 5.2.6
yaml 0.2.5
yaml-cpp 0.8.0
zeromq 4.3.5
zipp 3.17.0
zlib 1.2.13
zstandard 0.22.0
zstd 1.5.5

environments/tests/requirements-test-build.txt pypi

furo * test
hatch * test
sphinx ==7. test
sphinx-autodoc-typehints * test
twine * test

OSMnx

Science Score: 100.0%

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OSMnx

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OSMnx: A Python package to work with graph-theoretic OpenStreetMap street networks

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A substrate for modular, extensible data-visualization

Open grid model of Australia’s National Electricity Market allowing backtesting against historic data

Breaking limitation of quantum annealer in solving optimization problems under constraints

Disparities in travel times between car and transit: Spatiotemporal patterns in cities

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