microPURC

A Python package for estimating the perturbed utility route choice (microPURC) model from trip-level data. It accompanies the paper:

M. Fosgerau, N. Nielsen, T. Rasmussen, and R. Yao. Estimating the perturbed utility route choice model with trip-level data.

📖 Documentation: https://andyyaor.github.io/micropurc/

Installation

pip install micropurc

Pre-built wheels cover Linux (x86_64, aarch64), macOS (x86_64, arm64), and Windows (AMD64) for Python 3.10 and newer; new stable Python releases are picked up automatically.

Building from source

A source build compiles a small C++ extension and needs a C++ compiler and CMake (Eigen is fetched automatically when it is not found on the system):

  • macOS — xcode-select --install, then brew install cmake
  • Linux — sudo apt install build-essential cmake (or the equivalent)
  • Windows — Visual Studio Build Tools (the "Desktop development with C++" workload) and CMake
pip install -e .

The development tools (tests, linting, docs) install via ./scripts/dev_setup.sh.

Quick start

import numpy as np
from micropurc import (
    Network, PIQPFlowSolver, DGP, DGPConfig, MarkovSampler,
    od_uniform_all_pairs, MicroPURCEstimator,
)

# A 5x5 grid; its links carry three standardized synthetic attributes.
net = Network.grid(rows=5, cols=5, K=3)
net.attribute_names = ["length", "time", "toll"]
scale_m = np.ones(net.num_links)          # quadratic-perturbation scale
solver = PIQPFlowSolver(net, scale_m)

# Simulate trips at a known beta, then recover it.
dgp = DGP(network=net, beta_true=np.array([1.0, 0.5, 0.8]),
          forward_solver=solver, route_sampler=MarkovSampler(net),
          od_dist=od_uniform_all_pairs(net), rng=np.random.default_rng(1),
          config=DGPConfig())
data = dgp.sample_dataset(n_trips=20000)

est = MicroPURCEstimator(net, solver)
result = est.fit(y=data["y"], b=data["b"], beta_init=np.zeros(3))
print(result["beta_hat"], result["diagnostics"]["converged"])
# -> [0.993 0.498 0.798] True   (recovers beta_true; N=20000 -> ~0.01 sampling error)

Documentation and examples

Full documentation is hosted at https://andyyaor.github.io/micropurc/:

Also in this repo: scripts/paper/ holds the paper's simulation experiments (with the benchmark network data bundled), pytest runs the test suite, and make -C docs html builds the docs locally.

Citing

If you use microPURC, please cite the paper above; citation metadata is in CITATION.cff. The forward route-choice quadratic programs are solved with PIQP (Schwan et al., 2023), which the pre-built wheels bundle under its BSD-2-Clause license.

Project links

Data verified by PyPI on Aug 9, 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 (0.1.2)

1 maintainer

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

Credits

Author: Rui Yao

GitHub Statistics

Data verified by PyPI on Aug 9, 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 expression

MIT
View SPDX License List

Requires

Python >=3.10

Provides Extra

dev docs

Tags

route choice discrete choice transportation econometrics perturbed utility network

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

micropurc-0.1.0.tar.gz (335.9 kB view details)

Uploaded Source

Built Distributions

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

micropurc-0.1.0-cp314-cp314-win_amd64.whl (350.8 kB view details)

Uploaded CPython 3.14Windows x86-64

micropurc-0.1.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (680.0 kB view details)

Uploaded CPython 3.14manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

micropurc-0.1.0-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (668.8 kB view details)

Uploaded CPython 3.14manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

micropurc-0.1.0-cp314-cp314-macosx_11_0_x86_64.whl (423.3 kB view details)

Uploaded CPython 3.14macOS 11.0+ x86-64

micropurc-0.1.0-cp314-cp314-macosx_11_0_arm64.whl (380.3 kB view details)

Uploaded CPython 3.14macOS 11.0+ ARM64

micropurc-0.1.0-cp313-cp313-win_amd64.whl (344.4 kB view details)

Uploaded CPython 3.13Windows x86-64

micropurc-0.1.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (679.9 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

micropurc-0.1.0-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (668.5 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

micropurc-0.1.0-cp313-cp313-macosx_11_0_x86_64.whl (423.3 kB view details)

Uploaded CPython 3.13macOS 11.0+ x86-64

micropurc-0.1.0-cp313-cp313-macosx_11_0_arm64.whl (380.1 kB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

micropurc-0.1.0-cp312-cp312-win_amd64.whl (344.4 kB view details)

Uploaded CPython 3.12Windows x86-64

micropurc-0.1.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (679.9 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

micropurc-0.1.0-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (668.5 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

micropurc-0.1.0-cp312-cp312-macosx_11_0_x86_64.whl (423.3 kB view details)

Uploaded CPython 3.12macOS 11.0+ x86-64

micropurc-0.1.0-cp312-cp312-macosx_11_0_arm64.whl (380.1 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

micropurc-0.1.0-cp311-cp311-win_amd64.whl (344.8 kB view details)

Uploaded CPython 3.11Windows x86-64

micropurc-0.1.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (681.5 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

micropurc-0.1.0-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (670.3 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

micropurc-0.1.0-cp311-cp311-macosx_11_0_x86_64.whl (423.7 kB view details)

Uploaded CPython 3.11macOS 11.0+ x86-64

micropurc-0.1.0-cp311-cp311-macosx_11_0_arm64.whl (381.0 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

micropurc-0.1.0-cp310-cp310-win_amd64.whl (345.0 kB view details)

Uploaded CPython 3.10Windows x86-64

micropurc-0.1.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (681.9 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

micropurc-0.1.0-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (670.7 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

micropurc-0.1.0-cp310-cp310-macosx_11_0_x86_64.whl (424.0 kB view details)

Uploaded CPython 3.10macOS 11.0+ x86-64

micropurc-0.1.0-cp310-cp310-macosx_11_0_arm64.whl (381.3 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

File details

Details for the file micropurc-0.1.0.tar.gz.

File metadata

  • Download URL: micropurc-0.1.0.tar.gz
  • Upload date:
  • Size: 335.9 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for micropurc-0.1.0.tar.gz
Algorithm Hash digest
SHA256 394c3f0c76009f13d1d095324f859561986c37f950ea71cfed1a52761ae9ecc8
MD5 f30eab595c984d9b9ecc62ca809d8b10
BLAKE2b-256 5f7d120a094a854591d62776bcc19ea2ae3f73d3b5513cc0ea8e5b7fea64bbda

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0.tar.gz:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp314-cp314-win_amd64.whl.

File metadata

  • Download URL: micropurc-0.1.0-cp314-cp314-win_amd64.whl
  • Upload date:
  • Size: 350.8 kB
  • Tags: CPython 3.14, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for micropurc-0.1.0-cp314-cp314-win_amd64.whl
Algorithm Hash digest
SHA256 3a2e7afb52f3af4b9c84c7d2e0d4361613c143177457d99888d75a3f3db23b79
MD5 994f30bdb39bdcf1335bb558095a4067
BLAKE2b-256 68f4b5c559c790902a2fe18ae3896937653f6c19c5c5722ff35fbb2ebcb94b66

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp314-cp314-win_amd64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for micropurc-0.1.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 3571eef8c5bc1e30c228d3294f36a42416809252c4463b9651a82a4053dbdc2a
MD5 d41357e6d421ab27c3cc54842e1a48e8
BLAKE2b-256 01581174a79d372a715682f26ebb157fcb8d41acf7b1c84fe2b237e1617fe696

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for micropurc-0.1.0-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 1dbf3937026671e598c8149f7abdb32612ef6990b4a2099a03e0e4189d0ef70b
MD5 0254d2b7aec2a45f76394bc8de211c8f
BLAKE2b-256 92539c65dfc26c7849ce36bf4d9b82d8b77fd2e2d8de469029be55d42380e79c

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp314-cp314-macosx_11_0_x86_64.whl.

File metadata

File hashes

Hashes for micropurc-0.1.0-cp314-cp314-macosx_11_0_x86_64.whl
Algorithm Hash digest
SHA256 3c5336986a8b2c393a40cd4ec5c1126da20c59aa31e69cc461db7367aaae7daf
MD5 e7cd8c07110697d20a9ede8f757bff1f
BLAKE2b-256 8595ae0baaa16d06c3fbabb2864ecc53fb26490a8f8fb86305ab964aba055eae

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp314-cp314-macosx_11_0_x86_64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp314-cp314-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for micropurc-0.1.0-cp314-cp314-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 297990c4863491d8c3ef6aad99225af9f0cceeff25f74ce1ddcb7be2a6724d5d
MD5 d998830eea41b08c73f99009aafb67eb
BLAKE2b-256 5a6400a1c9a1e45cbcfa9a2e85ac51a2e563e0cf093d8035348e4612106b98c3

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp314-cp314-macosx_11_0_arm64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: micropurc-0.1.0-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 344.4 kB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for micropurc-0.1.0-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 a0bb427eaf0405bf34028a527ead7076fecf05434134a0018f958f53604969ca
MD5 0d03cdcd2af04bee3f8e250ebdb4429c
BLAKE2b-256 e6c30905aaea4bd7c4dd339cd19ae44e242ac18dff85fb2557ac355192adaaf3

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp313-cp313-win_amd64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for micropurc-0.1.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 ece6f33d3105e719f702a25145057b8ebe50561429150d95240b8fd034795a5f
MD5 26a57c80c16a8105cb2142612955ce07
BLAKE2b-256 363923b9551e3e7af0b8fccdc73f85b1f6d4081374b0a724b2d02424677cf943

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for micropurc-0.1.0-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 2824de2a81df42b7e41ba01b6b4552a94dfabe5410c44928b89a7c86f6d7b91a
MD5 42403b18ed64baef54aaf019a45686c5
BLAKE2b-256 76d59e8dba2a555d1b9085e4743abf8a530132a1bcc5989d492e3d82bf69086c

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp313-cp313-macosx_11_0_x86_64.whl.

File metadata

File hashes

Hashes for micropurc-0.1.0-cp313-cp313-macosx_11_0_x86_64.whl
Algorithm Hash digest
SHA256 950b1c4c628e061b793f9f7f740c16a49ee358f14c578cdbf4c46cccd1aa238e
MD5 5b636e20a5cc0681e5c3f2d138792e7f
BLAKE2b-256 63871eda276f9f7e50c54b29e73fe59e9e73c403b5de56f4bb148b2831efc04d

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp313-cp313-macosx_11_0_x86_64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for micropurc-0.1.0-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 7c25b351a728937211f6f76ac5e14a6a277a7f50fcef3636af05febea0682aef
MD5 b24dcff245bb072bbef035d43a37f386
BLAKE2b-256 af6c900acccfb0e9dbfc1aaf53d7e14fefa2c49e4770805f89b63fb5a1308bfb

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp313-cp313-macosx_11_0_arm64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: micropurc-0.1.0-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 344.4 kB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for micropurc-0.1.0-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 ce2c3462abeb7bc0926994ee7808d93c4d525f32e4bb69b62ef1175cba2e450a
MD5 a6aca50f0e4178de5a1afa9181f70635
BLAKE2b-256 c44c965f2d82f43bf6c4f562483da4e0bb019cb71f56a8a18d8020c5d24b1712

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp312-cp312-win_amd64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for micropurc-0.1.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 5c853a09b9d9c8d477e265408b97f8a660b5f8ed6d80b6792f164fb95c30a08c
MD5 9db1baf9d952a9c1e406e2adb56a3497
BLAKE2b-256 76ab2e9afff1c257f88a0de5fbe8bbd8f57f65cdb572cefaba53efcad6ce0365

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for micropurc-0.1.0-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 a8c4e226ab251f2ab9ef8aa6a30eaa7085705d53e62e96277727404739cbd6c5
MD5 86856b5620425402642eeca49789076e
BLAKE2b-256 2e66988f3e1beca8499f33ff701a859acdf0bae13c46d5f2c09aacf3ebd43948

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp312-cp312-macosx_11_0_x86_64.whl.

File metadata

File hashes

Hashes for micropurc-0.1.0-cp312-cp312-macosx_11_0_x86_64.whl
Algorithm Hash digest
SHA256 3140bd817b292d4a63b8ff02d52b38e76cd3e29fce131cd35440d895b078a44a
MD5 e6d620b6e9c122e1a50b79380415f8d3
BLAKE2b-256 33f4b6d7d48142c9ca3c9414f5c6def42228ee9891d9dde4f8511698cf46b12f

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp312-cp312-macosx_11_0_x86_64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for micropurc-0.1.0-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 cd9641751a8af7471889cc03f45e42a2c80e484f46c316e91f06356f937d71f3
MD5 d10e307a0e396aba1bf52bbb6af72a4a
BLAKE2b-256 248eae509bb31f6c6cff2919691b9f74ba08ba744a4f99e3101199f572a47f80

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: micropurc-0.1.0-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 344.8 kB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for micropurc-0.1.0-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 d15448fef99407825b294bf7f93661361d417bd1f92e6a6979d445a4a5631c9c
MD5 de8d373d867b15a4aad1c12898ced931
BLAKE2b-256 b66533330675522aaa3026cd5d7e1fb0c1956ab3db51bf17d50ed4504788a4b4

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp311-cp311-win_amd64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for micropurc-0.1.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 bda94b2f415626a8483a080277adf3d1d92734e7c76c8cfd34e95b5b6203768f
MD5 652025f8706a8147e90e2988bec6c7bc
BLAKE2b-256 c3fa7e3202c93bbac746e44437163df928f3809044808568488d2b7863747ee2

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for micropurc-0.1.0-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 98b66e72107e714fbc8ef03f19715c86b7a5a2a079cf823cc6a11777e045f8f5
MD5 69025335ba57ea82f09f1a653ac51de1
BLAKE2b-256 5bece70e0028e4eae437404d5ae0d1426c85195a04ad3ed759315dcfb00ea807

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp311-cp311-macosx_11_0_x86_64.whl.

File metadata

File hashes

Hashes for micropurc-0.1.0-cp311-cp311-macosx_11_0_x86_64.whl
Algorithm Hash digest
SHA256 d9af8b87c2bd943831496db712e72eb790d86a8c758f5e9993a9bb94adde9132
MD5 2d60d6f917bfff6d241248c36134b2a6
BLAKE2b-256 88b166950c3dbee6d67de575af784cbebc99964cd60f02f8e9a25130e1ed4a01

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp311-cp311-macosx_11_0_x86_64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for micropurc-0.1.0-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 1c38a6a93f32d32cc5f5fb13267c94fbbeeebad1948ae6a77839771238dccc5d
MD5 63b17d69362684217f11cf8fa48edee9
BLAKE2b-256 3a2037b5f05e3f1d430ec5d6c72491a4cf7df77f456dd1dbf5d3bc35a79ca06b

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: micropurc-0.1.0-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 345.0 kB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for micropurc-0.1.0-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 d88274895067a4be8c3227f964ff189cef0e3ea42f62982176835e5db30aa559
MD5 ee7751f6001c24634989812e9c3e9325
BLAKE2b-256 33b004031e3f47e68e2307a3567821e6b2167f001b80938816875d9d53f73f68

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp310-cp310-win_amd64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for micropurc-0.1.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 fb9782947453e48b09382f702f7ca1a138bec0b820df1637beb2af7fb6221f2e
MD5 ba0bd9974fd871962e47a2bcd414714f
BLAKE2b-256 47463e8a7bb271aff8009e2ecd7e1c0714aaf5fa964b4af08527eda61654bc62

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for micropurc-0.1.0-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 6055a4e9310ca03de01987f2f41d3ce35bd8c6e44a76eefeb8ff4b32d7f24386
MD5 3c82f00868ad195ec8417089c4006072
BLAKE2b-256 d6c75991b77f996fb2b6e07fcb1bd1d75b9a9fd8e4100c461b0179a9b827d2ef

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp310-cp310-macosx_11_0_x86_64.whl.

File metadata

File hashes

Hashes for micropurc-0.1.0-cp310-cp310-macosx_11_0_x86_64.whl
Algorithm Hash digest
SHA256 7cf34163a15e038df5dbf8f69eb2f3d52358d29b4aaad594368cf7410e803ac5
MD5 361c41c930ec1342187b1c2fc4ea8568
BLAKE2b-256 0c11ed54f0f49ef6aff6bfbf77187466d032810c6c305c8052db465576030dcc

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp310-cp310-macosx_11_0_x86_64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

File details

Details for the file micropurc-0.1.0-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for micropurc-0.1.0-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 7c14727f027216c509cdd3c20e173015c14338bc40589ec6e0281550569f11af
MD5 5129dba7abdc77790e67d8946fe2d02b
BLAKE2b-256 8aa2a329ad4886b5163061a4e0215928f63c76e90a5807a464f8b312b6b0a124

See more details on using hashes here.

Provenance

The following attestation bundles were made for micropurc-0.1.0-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: publish.yml on andyYaoR/micropurc

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

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page