Skip to main content

The Syndemic Lab's RESPOND Simulation Python Extension Module.

Project description

RESPONDPY

Coverage Smoke Testing, Unit Testing, and Code Coverage Nox Pylint Build and Deploy to PyPI

:snake: Welcome to RESPOND for Python! :snake: This repository acts as a set of python bindings for the Syndemics Lab's RESPOND model. As such, it is simply a set of wrappers and helper functions for ease of use in various lab projects. Our project can be installed from PyPI or built locally.

RESPOND

RESPOND is a simulation model developed by the Syndemics Lab at Boston Medical Center to study the various cost-effectiveness impacts of different treatment options for substance use disorders (SUD). While originally built to study opioid use disorder (OUD), RESPOND is a Markov model with the ability to scale to encompass various drug use behaviors and treatment approaches or venues. This repository adds bindings and helper functions to easily work with SQLite. The original RESPOND model is written in R and C++ and can be found on GitHub.

Pybind11

This tool makes use of the popular tool Pybind11. From here, we expose bindings for users to connect to via Python.

Building and Installing

The bindings are available on PyPI! They can be installed via pip install respondpy.

If you want to build the project locally, we make use of scikit-build-core along with CMake to build the library. To build locally, you can clone the repository here.

git clone git@github.com:SyndemicsLab/respondpy.git
uv sync
uv build

This results in a wheel and tar.gz being placed in a dist/ directory. From here, we use uv to include it in other projects. Future work would be to allow for building device independent wheels and publishing to PyPI where we could install anywhere.

Supported OSes

We are currently working on supporting as many OSes as possible. As these are bindings for a C++ project, we are limited in our capacity. For the moment, we are generating many linux builds for python versions >= 3.10. We do not have a Windows or Mac build at the present.

Project details


Download files

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

Source Distribution

respondpy-0.2.3.tar.gz (150.2 kB view details)

Uploaded Source

Built Distributions

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

respondpy-0.2.3-cp314-cp314-win_arm64.whl (2.3 MB view details)

Uploaded CPython 3.14Windows ARM64

respondpy-0.2.3-cp314-cp314-win_amd64.whl (2.4 MB view details)

Uploaded CPython 3.14Windows x86-64

respondpy-0.2.3-cp314-cp314-musllinux_1_2_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.14musllinux: musl 1.2+ x86-64

respondpy-0.2.3-cp314-cp314-musllinux_1_2_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.14musllinux: musl 1.2+ ARM64

respondpy-0.2.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (1.2 MB view details)

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

respondpy-0.2.3-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (1.2 MB view details)

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

respondpy-0.2.3-cp313-cp313-win_arm64.whl (2.3 MB view details)

Uploaded CPython 3.13Windows ARM64

respondpy-0.2.3-cp313-cp313-win_amd64.whl (2.4 MB view details)

Uploaded CPython 3.13Windows x86-64

respondpy-0.2.3-cp313-cp313-musllinux_1_2_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ x86-64

respondpy-0.2.3-cp313-cp313-musllinux_1_2_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ ARM64

respondpy-0.2.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (1.2 MB view details)

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

respondpy-0.2.3-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (1.2 MB view details)

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

respondpy-0.2.3-cp312-cp312-win_arm64.whl (2.3 MB view details)

Uploaded CPython 3.12Windows ARM64

respondpy-0.2.3-cp312-cp312-win_amd64.whl (2.4 MB view details)

Uploaded CPython 3.12Windows x86-64

respondpy-0.2.3-cp312-cp312-musllinux_1_2_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ x86-64

respondpy-0.2.3-cp312-cp312-musllinux_1_2_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ ARM64

respondpy-0.2.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (1.2 MB view details)

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

respondpy-0.2.3-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (1.2 MB view details)

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

respondpy-0.2.3-cp311-cp311-win_arm64.whl (2.3 MB view details)

Uploaded CPython 3.11Windows ARM64

respondpy-0.2.3-cp311-cp311-win_amd64.whl (2.4 MB view details)

Uploaded CPython 3.11Windows x86-64

respondpy-0.2.3-cp311-cp311-musllinux_1_2_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ x86-64

respondpy-0.2.3-cp311-cp311-musllinux_1_2_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ ARM64

respondpy-0.2.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (1.2 MB view details)

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

respondpy-0.2.3-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (1.2 MB view details)

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

File details

Details for the file respondpy-0.2.3.tar.gz.

File metadata

  • Download URL: respondpy-0.2.3.tar.gz
  • Upload date:
  • Size: 150.2 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for respondpy-0.2.3.tar.gz
Algorithm Hash digest
SHA256 cfb2215807f224c88dc29408e02705c7a0f077b9bf4680ecf5fb544f8e286182
MD5 9f0985e20de7373ff6bde80c86ea9898
BLAKE2b-256 ca1a7637b606a095f21dea16686071aa7b4daec2fa10369aa0569744f98ac8ec

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3.tar.gz:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp314-cp314-win_arm64.whl.

File metadata

  • Download URL: respondpy-0.2.3-cp314-cp314-win_arm64.whl
  • Upload date:
  • Size: 2.3 MB
  • Tags: CPython 3.14, Windows ARM64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for respondpy-0.2.3-cp314-cp314-win_arm64.whl
Algorithm Hash digest
SHA256 6933959d94ec252ca41a1e1b0f5de472f9e0d2ff3e67a157e1ba6d957c7a5cd8
MD5 9a0c3d15dd58496ddea54ffd7ae446f1
BLAKE2b-256 3347282c8abfb9e57e00dcb8043705a4438c21d3207e1625f22a8ec4d1a79ff1

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp314-cp314-win_arm64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp314-cp314-win_amd64.whl.

File metadata

  • Download URL: respondpy-0.2.3-cp314-cp314-win_amd64.whl
  • Upload date:
  • Size: 2.4 MB
  • Tags: CPython 3.14, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for respondpy-0.2.3-cp314-cp314-win_amd64.whl
Algorithm Hash digest
SHA256 56e242777f13e524accee9ea971735b016cf0c78e1617187ad3d9301134b44a4
MD5 8aa24d0890aeaea5264102204def18b8
BLAKE2b-256 301b46a9dba83b3bedac364f98610c331490bf3ff90add486067f8da2ec31890

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp314-cp314-win_amd64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp314-cp314-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for respondpy-0.2.3-cp314-cp314-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 b7069b37e657185711fc6b950d315e0a94d029e663eedafdd1a3700007e5dbe1
MD5 f7a0889e540e40b631920fabb4bb2b54
BLAKE2b-256 d37ba690d651e038dbc96327a15d47cd96ad146d818e25b2590aca98c375fdc7

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp314-cp314-musllinux_1_2_x86_64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp314-cp314-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for respondpy-0.2.3-cp314-cp314-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 14e9b9bc511989888f623dfa00ca8e027b4d7c81c4510e77dfcfc3017905d730
MD5 b324c988082a13d7285580f99cdad47e
BLAKE2b-256 b0c33c694e477bf94b4cc64118ce12e3c07d6591414b119cac79ccc514b8b231

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp314-cp314-musllinux_1_2_aarch64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for respondpy-0.2.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 687e64bce99e2e8ff48f1db9450f4ba97d3bc101bbf1b1270fd19647f2800603
MD5 8e98e520af0c23b48d3d7a321d49c0a0
BLAKE2b-256 ce67f70eda59a4d15cfe6cac90cfb65f1df918fd8cd2af41fb33dfb8327e62b4

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for respondpy-0.2.3-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 45bd30f92fc066b02ed89ef9d883672e1279280b75bf4c3501c3e82af9c7ed9f
MD5 1baa21b63666e71992de6e2b952aa044
BLAKE2b-256 245e2968df70ae47cda8c100eaddb49bc4fea3cdc4ef0c1bf9d81b46ce2e3b96

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp313-cp313-win_arm64.whl.

File metadata

  • Download URL: respondpy-0.2.3-cp313-cp313-win_arm64.whl
  • Upload date:
  • Size: 2.3 MB
  • Tags: CPython 3.13, Windows ARM64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for respondpy-0.2.3-cp313-cp313-win_arm64.whl
Algorithm Hash digest
SHA256 8f1a7efc57dcddee82749cba8ccafffc7c291b7d083dd94bb9414c33e04438a1
MD5 515e733f3df98366814523365005888d
BLAKE2b-256 94bb5c83fcad4b2ef5fa058f2361ded30d7a2a8d52870e2078a95f2fb950f5fc

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp313-cp313-win_arm64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: respondpy-0.2.3-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 2.4 MB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for respondpy-0.2.3-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 45481e884ed27db39f38cea32a76682272e921e8bd26b5447867bff7fd5a8493
MD5 6071b540fec5908f9b26a06bff0e85d1
BLAKE2b-256 c47f3d913d5918b78cb349f3a4b54b4eaf43f791a1c747173f831b6d14eb562f

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp313-cp313-win_amd64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp313-cp313-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for respondpy-0.2.3-cp313-cp313-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 a0372184c62a4ba12e659a74db990a6c2ddcec3d64035d4bee55aac759aac3e0
MD5 c1486456d0a7950963d49bf952c8b45b
BLAKE2b-256 cb4b12be563afa89c74637e440c8949bc89ad53d9fdd89737ca2946b7e218b79

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp313-cp313-musllinux_1_2_x86_64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp313-cp313-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for respondpy-0.2.3-cp313-cp313-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 6742644bcb406774c7c700840ff654f322d8f034f37239ddaa66225c64c3c0d5
MD5 17d437b36817068451851cdd76e362db
BLAKE2b-256 ac0a9af00cba0db6efef5974ed535dcffe60de5418ccfcc3599f7e43e0826844

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp313-cp313-musllinux_1_2_aarch64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for respondpy-0.2.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 f789dbaed7010e08d84d000e81b84a35d53baac7a67e64429f70e03188b7c87c
MD5 01584aff2203deb3b60cb4bad04605e2
BLAKE2b-256 88aeeac1f6f8212adbf98dbce83c5849cf89a7a15e7a11bd7b62af6747821307

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for respondpy-0.2.3-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 7fc5683f58a0e291ea920b740117406fc090d64fc51d999dfccaefc5a3ab3e7f
MD5 88f6ba0ea320acd52a4d04f880f8867a
BLAKE2b-256 8fcf3e9e97706780186bf1243e41b7020ca581426bb87c44297d4240e96e4ec1

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp312-cp312-win_arm64.whl.

File metadata

  • Download URL: respondpy-0.2.3-cp312-cp312-win_arm64.whl
  • Upload date:
  • Size: 2.3 MB
  • Tags: CPython 3.12, Windows ARM64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for respondpy-0.2.3-cp312-cp312-win_arm64.whl
Algorithm Hash digest
SHA256 996148f43ec113f79d1c5257f9bb3cf77b84b59af7bd113c9900afc232e35cd9
MD5 c0acb6de334212606e19d916c2af6429
BLAKE2b-256 b9d9597798c9cd86f728dbc10074bfe72a7635360f80cca39a2520e9174893d4

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp312-cp312-win_arm64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: respondpy-0.2.3-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 2.4 MB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for respondpy-0.2.3-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 5f9d358330d124654fede61f9905b9f5fab3199a8495e1c73c34d94a54396ed4
MD5 586e4aaa7e5fcb1eba397d7068823b03
BLAKE2b-256 092425c901c1b47165186dc3fee813c5a570dcf0fb5db4741f8e85a743553e52

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp312-cp312-win_amd64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for respondpy-0.2.3-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 9473e9de04e9cc9c10096bf1bd76c1c6a225fdd0cf2acb026cc96f2df5d8d486
MD5 b03649779ea5c3a9ceeb5fd4a567cc6b
BLAKE2b-256 df94f6aec45a729aa85bcd761132e2c677b2aca49b1272bf5c3b55208394fef8

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp312-cp312-musllinux_1_2_x86_64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp312-cp312-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for respondpy-0.2.3-cp312-cp312-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 28590aeed908a9a101f3a67627d200279fe020ca8cede9d88a69a588f609aef0
MD5 83b6bb2bc97274191e439de0d7f4a96d
BLAKE2b-256 8fd7b4799be84663fd1ba4e260ab7926e8bc9ce7090b75fe871b94ff2e7ca721

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp312-cp312-musllinux_1_2_aarch64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for respondpy-0.2.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 7c955d9ee924e59e17bcd48d023282f6373ff52d8ec1637b5fd5425a2e1e1f85
MD5 9dd35580c1d3acebb2c51bc74f5cf85a
BLAKE2b-256 ebfe59f3d43c3126d215b7b5d3f19d37e1363e65d03ce831a4080eca05ee0270

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for respondpy-0.2.3-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 0d5501026d4a9b4cac727425817e12872912a2770de6b4ee330bc36a5b36ec23
MD5 7dae0d272f292a750cc682a22cce75e6
BLAKE2b-256 6ebfac584b7b3c1a52089abbc8772009eff668a6148e0f0b420906716cf4abf5

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp311-cp311-win_arm64.whl.

File metadata

  • Download URL: respondpy-0.2.3-cp311-cp311-win_arm64.whl
  • Upload date:
  • Size: 2.3 MB
  • Tags: CPython 3.11, Windows ARM64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for respondpy-0.2.3-cp311-cp311-win_arm64.whl
Algorithm Hash digest
SHA256 6eac47607e0955e7bc7f42e892650d46803556e39819836337ed51e493d73815
MD5 c9949ad2f05c94e42773cd6782a6a1bb
BLAKE2b-256 2aded2fd01e76b5db486c4b5c980cad9580689ce97f8b43347b8c65e26c87561

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp311-cp311-win_arm64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: respondpy-0.2.3-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 2.4 MB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for respondpy-0.2.3-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 59a79a458e989584601af33f1bbb8cfe51426be454cf2ac88c2cfc79d036777f
MD5 5dfef7edb2a887252cea1a3031003497
BLAKE2b-256 e92e8f98e9f8b37d1606bb5d19333274506ea6c89c49994407d80ea333377717

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp311-cp311-win_amd64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for respondpy-0.2.3-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 92e9cb726b07fe78639de7e45e30f0d46c06d3c81f6de42a4504cfe83fa7cbff
MD5 7c7afd3cbdd8484cbd470d0aad12f8c6
BLAKE2b-256 654cc539ed1851c4812520f1c88f111197a375afe89580efc380e167d4984ddf

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp311-cp311-musllinux_1_2_x86_64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp311-cp311-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for respondpy-0.2.3-cp311-cp311-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 63c5d1e9aca0742250f22cfea665c93fcce226267ae0d5f24975210cf174e812
MD5 7a33125ad1acf1395831f019b0f47828
BLAKE2b-256 d4d1f8bb85f96a805869c46d7f6f16c337ba3ab6474b854dab199dfb69ecc145

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp311-cp311-musllinux_1_2_aarch64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for respondpy-0.2.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 a8c7b564305939ca9b6e91fba648ba2a86e20c2696fe78b182a68b28f8e7f222
MD5 7d31d5a36469a8ffc8d8258a95843dab
BLAKE2b-256 14bdb5e7c95151334d11bb8a56027448b8825aedbf7a05ba3a4c516735c4ef50

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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

File details

Details for the file respondpy-0.2.3-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for respondpy-0.2.3-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 6c0aee1ba07306d37c112d666d7d6c98cf9dcd793ddffe8e0f3c2cc1ea95569e
MD5 66e736e22b4314e43982d7041db2addf
BLAKE2b-256 20dd83d3fe260a0e9a0bee1f223913a86c54c336a5eddfb3fb1cbcdcff8fe264

See more details on using hashes here.

Provenance

The following attestation bundles were made for respondpy-0.2.3-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: deploy.yml on SyndemicsLab/respondpy

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