cityseer

A Python package for pedestrian-scale network-based urban analysis: network analysis, landuse accessibilities & mixed uses, statistical aggregations.

PyPI version

publish package

Examples: https://cityseer.benchmarkurbanism.com/examples

API Documentation: https://cityseer.benchmarkurbanism.com/

Issues: https://github.com/benchmark-urbanism/cityseer-api/issues

Questions: https://github.com/benchmark-urbanism/cityseer-api/discussions

Installation

pip install cityseer

Development

Contributions are welcome — please open an issue or discussion before larger changes.

[!IMPORTANT] Active development happens on the dev branch; master tracks the latest released version. Please base branches and target pull requests against dev, not master:

gh pr create --base dev

Pushing an alpha tag (e.g. 4.25.0b1) from dev publishes a pre-release to PyPI for testing ahead of a stable release off master.

Setup

The loop-intensive algorithms are written in rust and exposed to Python via maturin, so a rust toolchain is required alongside uv:

brew install uv rust rust-analyzer rustfmt   # or your platform's equivalent
uv sync                                       # creates the venv and builds the rust extension

After editing rust sources, rebuild the extension before re-running Python:

uv run maturin develop                        # or re-run `uv sync`

Verify before pushing

Run the same formatting, linting, type-checking, and test suite that CI runs:

uv run poe verify_project                     # ruff format && ruff check && ty check && pytest ./tests

To preview the documentation site locally:

uv run poe docs_dev

Cite

Cite as: The cityseer Python package for pedestrian-scale network-based urban analysis

Background

The cityseer-api Python package addresses a range of issues specific to computational workflows for urban analytics from an urbanist's point of view and contributes a combination of techniques to support developments in this field:

  • High-resolution workflows including localised moving-window analysis with strict network-based distance thresholds; spatially precise assignment of land-use or other data points to adjacent street-fronts for improved contextual sensitivity; dynamic aggregation workflows which aggregate and compute distances on-the-fly from any selected point on the network to any accessible land-use or data point within a selected distance threshold; facilitation of workflows eschewing intervening steps of aggregation and associated issues such as ecological correlations; and the optional use of network decomposition to increase the resolution of the analysis.
  • Localised computation of network centralities using shortest paths on primal or dual graphs, and simplest-path heuristics on dual graphs, including tailored methods such as harmonic closeness centrality, and segmented versions of centrality (which convert centrality methods from a discretised to an explicitly continuous form). For more information, see "Network centrality measures and their correlation to mixed-uses at the pedestrian-scale".
  • Land-use accessibilities and mixed-use calculations incorporate dynamic and directional aggregation workflows with the optional use of spatial-impedance-weighted forms. Shortest-path workflows operate on primal or dual graphs, while simplest-path workflows require dual graphs. For more information, see "The application of mixed-use measures at the pedestrian-scale".
  • Network centralities dovetailed with land-use accessibilities, mixed-uses, and general statistical aggregations from the same points of analysis to generate multi-scalar and multi-variable datasets facilitating downstream data science and machine learning workflows. For examples, see "Untangling urban data signatures: unsupervised machine learning methods for the detection of urban archetypes at the pedestrian scale" and "Prediction of 'artificial' urban archetypes at the pedestrian-scale through a synthesis of domain expertise with machine learning methods".
  • The inclusion of graph cleaning methods reduce topological distortions for higher quality network analysis and aggregation workflows while accommodating workflows bridging the wider NumPy ecosystem of scientific and geospatial packages.
  • Underlying loop-intensive algorithms are implemented in rust, allowing these methods to be applied to large and, optionally, decomposed graphs, which have substantial computational demands.

Project links

Data verified by PyPI on Jul 22, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (5.8.0)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for shongololo from gravatar.com shongololo

Credits

Author/Maintainer: Gareth Simons

GitHub Statistics

Data verified by PyPI on Jul 22, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License

AGPL-3.0

Requires

Python <3.15, >=3.10

Tags

network-topology numpy architecture openstreetmap urban-planning python3 networkx networks spatial-analysis geographical-information-system spatial-data morphometrics network-analysis momepy spatial-data-analysis centrality shapely landuse osmnx network-centralities

Classifiers

Report project as malware

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

cityseer-5.7.2.tar.gz (216.7 kB view details)

Uploaded Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

cityseer-5.7.2-cp314-cp314-win_amd64.whl (1.5 MB view details)

Uploaded CPython 3.14Windows x86-64

cityseer-5.7.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ x86-64

cityseer-5.7.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ ARM64

cityseer-5.7.2-cp314-cp314-macosx_11_0_arm64.whl (1.6 MB view details)

Uploaded CPython 3.14macOS 11.0+ ARM64

cityseer-5.7.2-cp314-cp314-macosx_10_12_x86_64.whl (1.7 MB view details)

Uploaded CPython 3.14macOS 10.12+ x86-64

cityseer-5.7.2-cp313-cp313-win_amd64.whl (1.5 MB view details)

Uploaded CPython 3.13Windows x86-64

cityseer-5.7.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ x86-64

cityseer-5.7.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ ARM64

cityseer-5.7.2-cp313-cp313-macosx_11_0_arm64.whl (1.6 MB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

cityseer-5.7.2-cp313-cp313-macosx_10_12_x86_64.whl (1.7 MB view details)

Uploaded CPython 3.13macOS 10.12+ x86-64

cityseer-5.7.2-cp312-cp312-win_amd64.whl (1.5 MB view details)

Uploaded CPython 3.12Windows x86-64

cityseer-5.7.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

cityseer-5.7.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ ARM64

cityseer-5.7.2-cp312-cp312-macosx_11_0_arm64.whl (1.6 MB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

cityseer-5.7.2-cp312-cp312-macosx_10_12_x86_64.whl (1.7 MB view details)

Uploaded CPython 3.12macOS 10.12+ x86-64

cityseer-5.7.2-cp311-cp311-win_amd64.whl (1.5 MB view details)

Uploaded CPython 3.11Windows x86-64

cityseer-5.7.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

cityseer-5.7.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ ARM64

cityseer-5.7.2-cp311-cp311-macosx_11_0_arm64.whl (1.6 MB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

cityseer-5.7.2-cp311-cp311-macosx_10_12_x86_64.whl (1.7 MB view details)

Uploaded CPython 3.11macOS 10.12+ x86-64

cityseer-5.7.2-cp310-cp310-win_amd64.whl (1.5 MB view details)

Uploaded CPython 3.10Windows x86-64

cityseer-5.7.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

cityseer-5.7.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ ARM64

File details

Details for the file cityseer-5.7.2.tar.gz.

File metadata

  • Download URL: cityseer-5.7.2.tar.gz
  • Upload date:
  • Size: 216.7 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.14

File hashes

Hashes for cityseer-5.7.2.tar.gz
Algorithm Hash digest
SHA256 2b6eb0150ae057a640b4d0a8606266826116e667cdd7c028ab22637bd3625d2f
MD5 f75924c67a8d57616988f89d544f6fd0
BLAKE2b-256 bf32f485a713f94df70f3ab621e16258c6e6ff2da0cacb238059c81a3bffd538

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2.tar.gz:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp314-cp314-win_amd64.whl.

File metadata

  • Download URL: cityseer-5.7.2-cp314-cp314-win_amd64.whl
  • Upload date:
  • Size: 1.5 MB
  • Tags: CPython 3.14, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.14

File hashes

Hashes for cityseer-5.7.2-cp314-cp314-win_amd64.whl
Algorithm Hash digest
SHA256 1518d1c6d90f5ac47e0d0702107fbf389b0c7a52997032e72281a146db2325f8
MD5 4200451b62e287c46e7c8370a3786b06
BLAKE2b-256 2e428eaaee54d4dc23745d279583487fc8bca993080712d3113164efee14073e

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp314-cp314-win_amd64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for cityseer-5.7.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 ba514a3a940d523efe868f5b052d1a5d8367287fc073760703aa89e17d13e443
MD5 6b4a580cda8dbce22da91fc3bcef72d3
BLAKE2b-256 4c8836567b1349fa32805e8e9c1b36f41dd94abb6bedc01ab5abfbeab9d2734e

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for cityseer-5.7.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 11ec18e5947c43485092dbce5eaf92f366cea5a89e64546571a33713d93a72b1
MD5 df5703213292eed1b956042324f44006
BLAKE2b-256 1ef80a56a874a748186d59c0d1d745a83df85a27053c53858637ed602eefefa8

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp314-cp314-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for cityseer-5.7.2-cp314-cp314-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 60bd7c86126877a55e984071520481bf48170528508872571a61174aa6d29f9b
MD5 9d5b2fd719261d368760f89e2d223ca6
BLAKE2b-256 2e37538e1f84fc6caae89f15742e50e62ec2019021c898ef43888aef393d2af9

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp314-cp314-macosx_11_0_arm64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp314-cp314-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for cityseer-5.7.2-cp314-cp314-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 39f2e2bc6085b5ee3e22fa8fcdb0e2b6fb73b1ec0de2f5571481614e3eae870f
MD5 b7aae6a4986aec6fc1a8c0d8560e2f7e
BLAKE2b-256 b157ff1568b9e8183776745acbcb195563796fa5687d3aa0e253df396dde647d

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp314-cp314-macosx_10_12_x86_64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: cityseer-5.7.2-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 1.5 MB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.14

File hashes

Hashes for cityseer-5.7.2-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 fbd7f85e8dbf5008cdc3b64829bd6c9f4e848fc45c6f1b6cf10792c69b6ca2b0
MD5 d9d15a79c5a4e1deb59df28d639dc128
BLAKE2b-256 102d7032c09be875c9e3d1a7f5bb1f85ed6c90e1363c29292bde055c62ca5984

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp313-cp313-win_amd64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for cityseer-5.7.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 9085087f36e977db49bc91b7e9d104fc65c4f6a4a782414701aaaa2527ceaf7f
MD5 da24de73da29a6ac45bf1866e7339138
BLAKE2b-256 ab2fd52d549273c29fdaf327ebe85b12f0068b6012796b234f2d2d2d38e260d3

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for cityseer-5.7.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 113b707c22106bcade46e4ae8b992d0cdcef3e022d2e8a1a704fad80c0bb69fc
MD5 f4290c2ece7f4b2d0428f33d1c8f501e
BLAKE2b-256 212f8732e04fdbe9a3f844423a93fc9f6a8c7523ee2129fe082f6215503916a6

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for cityseer-5.7.2-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 ca78fb2805d701d394da0ce8694a134d15e218c38260507210ec3891e5e2602d
MD5 921db78cbb6ac64c9a5c83fe7bdac3da
BLAKE2b-256 13fee33afeb1158b0b1a6f8796c50b9a76f87ca79733b33a4d393c9f3705c3d9

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp313-cp313-macosx_11_0_arm64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp313-cp313-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for cityseer-5.7.2-cp313-cp313-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 328deabc9bc620457d25945009264aba64a805cf11ec46e60a346f31ae3af62b
MD5 6ac1a6fb3298af17eaf398a2b15f17f4
BLAKE2b-256 09cd8da711b4f36e60de3e36a9019f024b2e366e1bdc69dbcd0562359e45d0c8

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp313-cp313-macosx_10_12_x86_64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: cityseer-5.7.2-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 1.5 MB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.14

File hashes

Hashes for cityseer-5.7.2-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 229a21cc1580dfd057e3e64ad408d6f270b8e042a2415a8ce75fc30281cdf500
MD5 d7d525c19d8b2d38858eed4ab123fdc6
BLAKE2b-256 4d5c0be74593a5e3cfa95ef6ec4660908f2d2ba30e73c6d5f73bd624101493e1

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp312-cp312-win_amd64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for cityseer-5.7.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 666a9a6bdf46d4d1a693db91b9bcd072c40649ced0fc7aa979b590a474f04aa1
MD5 1903a60986992d373b7c00ed287a8be1
BLAKE2b-256 eab2ffcde755bb62835a5d0a3616d12470992727a8f25819854e8598163d0ad0

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for cityseer-5.7.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 911a9077c2d390be114d7285ac55a9b54a2c67dd6893a6c99d1daf40ea3dcb6c
MD5 80974c52eef1dc1c7ece8035d78f8302
BLAKE2b-256 6c9aa503a232f04e0c786bb97fabba05a6eced12a78c67ec9bb40c37ab224871

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for cityseer-5.7.2-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 aecc0348adb0fa2c5b5dc359f3022e26e14a2b6c64bc5a6c259d116c5f307a1b
MD5 4db6bd155d338d4ea8027097eeb03544
BLAKE2b-256 09e182266469e52780ac8ba67621698fb0fdd216b520a08993c665e1b6b61f96

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp312-cp312-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for cityseer-5.7.2-cp312-cp312-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 2cb83567b5e5ddff8fa0100ade7bc4dc82550599d12f790b3f300f7b9538cb05
MD5 2758699cda6d971ac929624eb6cf6379
BLAKE2b-256 560d84d239dc76b9c072f1cf8b3bba7301b12f27726d802ce60847a0bbca9d15

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp312-cp312-macosx_10_12_x86_64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: cityseer-5.7.2-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 1.5 MB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.14

File hashes

Hashes for cityseer-5.7.2-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 b435483855d03e388d3bed70a928dcbeee00f019019fcfbe5e325ee223f93f00
MD5 b9a239cb0af7ee60b3142a9a4716b465
BLAKE2b-256 06c0ab8b0e499ea1f2657f8951c6246873e0c588bd644cea0130d6fa316b336e

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp311-cp311-win_amd64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for cityseer-5.7.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 1dabc6fefb6da5d905830a08d2b400bf54a91a5345010b0f28043eedfb5be117
MD5 78d3b58a1834876ab7ae4561e436aeef
BLAKE2b-256 facde32e226c929378293edb7b79669e351ad383b50ccb3dbf378dc25245ba1b

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for cityseer-5.7.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 88076435c4f92645b7bbb061a8c912ad3bff9e73cfb838c110f3b18b4e6e527c
MD5 8025a7b415ff6df043e80e45a0a074a1
BLAKE2b-256 f799ca328a3fd3fd756139301e583d1160ae4eed11660b5f1d6d5653b88931e0

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for cityseer-5.7.2-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 7e00ee090a74a0688177470bb476a6b33a29bd139b4ac250c19c8092fb06c084
MD5 c4f4903f8b070c64be4e972cbe2e7a4f
BLAKE2b-256 b25d770c4b6ed357eebf87a7f50e328fd2000b1d9f9bef72d62edb41e2f9b4e3

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp311-cp311-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for cityseer-5.7.2-cp311-cp311-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 ca3ea27b8a3cac5232c5983554e3c1936297c6a7e1ace15f7fcb57c99d7538b5
MD5 d2d8a1ca0e5dcbdcec1195c2fd372c26
BLAKE2b-256 80d1f306fc211d5e54063048e1937f96e1e5d11f77d885ee507468a679bb3d52

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp311-cp311-macosx_10_12_x86_64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: cityseer-5.7.2-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 1.5 MB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.14

File hashes

Hashes for cityseer-5.7.2-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 19c1f114908e55418e7d3edcf491d475b8a2f2db099cbaa4ea8295b23464fa85
MD5 5bbbc4dd25073c9e0d8d5ee1bb897926
BLAKE2b-256 83d9c18b301ed220b5c26eeed822cb3e7bc5f979cd9508ce2cddf19b0ed1afae

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp310-cp310-win_amd64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for cityseer-5.7.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 36e8b567e1738cbc5174822c27a9dd4a80f36e5b8ef4736d8e0f4f0c5d8349c2
MD5 a0fe996be7de3745fc2d3353a1dd8e58
BLAKE2b-256 3055fb1f62c46402eeb433beeaf24fe24e03245d3a748ae5f4ffed14ba8d2a60

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cityseer-5.7.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for cityseer-5.7.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 d28232ebe3034e1676bd4d0e64bb23c5d706255f7a11386dfab067f80e73d21e
MD5 84cd31503443fa6da463ee5835036fe3
BLAKE2b-256 ac8f2981938877833a5384eebdab0735a0c697bc9cd1a591f158ef873d4325e7

See more details on using hashes here.

Provenance

The following attestation bundles were made for cityseer-5.7.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish_package.yml on benchmark-urbanism/cityseer-api

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Release history Release notifications | RSS feed

5.8.0

24 files

This release

5.7.2 This release

24 files

5.7.1

23 files

5.6.1

24 files

5.5.0

24 files

5.4.1

24 files

4.24.1

34 files

4.24.0

34 files

4.23.9

34 files

4.23.8

34 files

4.23.7

34 files

4.23.6

34 files

4.23.4

34 files

4.23.3

1 file

4.23.2

29 files

4.23.1

34 files

4.23.0

34 files

4.22.3

29 files

4.22.2

29 files

4.22.1

29 files

4.22.0

29 files

4.21.4

29 files

4.21.3

29 files

4.21.2

29 files

4.21.1

29 files

4.21.0

29 files

4.20.0

29 files

4.19.1

57 files

4.19.0

57 files

4.18.1

65 files

4.17.5

63 files

4.17.4

63 files

4.17.3

71 files

4.17.2

71 files

4.17.1

71 files

4.17.0

71 files

4.16.27

71 files

4.16.26

71 files

4.16.25

71 files

4.16.22

1 file

4.16.15

47 files

4.16.14

47 files

4.16.13

47 files

4.16.12

47 files

4.16.11

47 files

4.16.10

37 files

4.16.9

37 files

4.16.8

37 files

4.16.7

37 files

4.16.6

37 files

4.16.5

37 files

4.16.4

36 files

4.16.3

37 files

4.16.2

36 files

4.16.1

37 files

4.16.0

37 files

4.15.2

37 files

4.15.1

37 files

4.15.0

37 files

4.14.0

37 files

4.13.3

35 files

4.13.2

35 files

4.13.1

35 files

4.13.0

35 files

4.12.0

35 files

4.11.1

35 files

4.11.0

35 files

4.10.3

35 files

4.9.0

27 files

4.8.1

27 files

4.8.0

27 files

4.7.0

27 files

4.6.8

27 files

4.6.7

27 files

4.6.6

27 files

4.6.5

27 files

4.6.4

27 files

4.6.3

27 files

4.6.2

27 files

4.6.1

27 files

4.6.0

27 files

4.5.8

27 files

4.5.7

27 files

4.5.6

27 files

4.5.5

27 files

4.5.4

27 files

4.5.3

27 files

4.5.2

27 files

4.5.1

27 files

4.5.0

27 files

4.4.0

27 files

4.3.4

27 files

4.3.3

27 files

4.3.1

27 files

4.3.0

27 files

4.2.6

27 files

4.2.5

27 files

4.2.4

27 files

4.2.3

27 files

4.2.2

27 files

4.2.1

27 files

4.2.0

27 files

4.1.0

27 files

4.0.4

27 files

4.0.3

27 files

4.0.2

27 files

4.0.1

27 files

4.0.0

27 files

3.7.2

2 files

3.7.1

2 files

3.7.0

2 files

3.6.3

2 files

3.6.2

2 files

3.6.0

2 files

3.5.1

2 files

3.5.0

2 files

3.4.6

2 files

3.4.5

2 files

3.4.4

2 files

3.4.3

2 files

3.4.2

2 files

3.4.1

2 files

3.4.0

2 files

3.2.0

2 files

3.1.0

2 files

3.0.0

2 files

2.0.0

2 files

1.2.1

2 files

1.2.0

2 files

1.1.7

2 files

1.1.6

2 files

1.1.5

2 files

1.1.4

2 files

1.1.3

2 files

1.1.2

2 files

1.1.1

2 files

1.1.0

2 files

1.0.6

2 files

1.0.5

2 files

1.0.4

2 files

1.0.3

2 files

1.0.2

2 files

1.0.1

2 files

1.0.0

2 files

0.12.0

2 files

0.11.2

2 files

0.11.1

2 files

0.11.0

2 files

0.10.2

2 files

0.10.1

2 files

0.10.0

2 files

0.9.1

2 files

0.9.0

2 files

0.8.19

2 files

0.8.18

2 files

0.8.17

2 files

0.8.16

2 files

0.8.15

2 files

0.8.14

2 files

0.8.13

2 files

0.8.12

2 files

0.8.11

2 files

0.8.10

2 files

0.8.9

2 files

0.8.8

2 files

0.8.7

2 files

0.8.6

2 files

0.8.5

2 files

0.8.4

2 files

0.8.3

2 files

0.8.2

2 files

0.8.1

2 files

0.8.0

2 files

0.7.5

2 files

0.7.4

2 files

0.7.3

2 files

0.7.2

2 files

0.7.1

2 files

0.7.0

2 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