Pooch

Pooch: A friend to fetch your data files - Published in JOSS (2020)

https://github.com/fatiando/pooch

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
2 of 47 committers (4.3%) from academic institutions
○
Institutional organization owner
✓
JOSS paper metadata
Published in Journal of Open Source Software

Keywords

data download-manager fatiando-a-terra ftp http python python3 scipy scipy-stack

Keywords from Contributors

mesh geoscience turing-machine s2s s2d prediction pangeo climate-analysis climate neuroscience

Last synced: 4 months ago · JSON representation ·

Repository

A friend to fetch your data files

Basic Info

Host: GitHub
Owner: fatiando
License: other
Language: Python
Default Branch: main
Homepage: https://www.fatiando.org/pooch
Size: 12.8 MB

Statistics

Stars: 684
Watchers: 15
Forks: 80
Open Issues: 52
Releases: 28

Topics

data download-manager fatiando-a-terra ftp http python python3 scipy scipy-stack

Created over 7 years ago · Last pushed 4 months ago

Metadata Files

Readme Contributing License Code of conduct Citation Authors

README.md

Documentation (latest) • Documentation (main branch) • Contributing • Contact • Ask a question

Part of the Fatiando a Terra project

About

Just want to download a file without messing with requests and urllib? Trying to add sample datasets to your Python package? Pooch is here to help!

Pooch is a Python library that can manage data by downloading files from a server (only when needed) and storing them locally in a data cache (a folder on your computer).

Pure Python and minimal dependencies.
Download files over HTTP, FTP, and from data repositories like Zenodo and figshare.
Built-in post-processors to unzip/decompress the data after download.
Designed to be extended: create custom downloaders and post-processors.

Are you a scientist or researcher? Pooch can help you too!

Host your data on a repository and download using the DOI.
Automatically download data using code instead of telling colleagues to do it themselves.
Make sure everyone running the code has the same version of the data files.

Projects using Pooch

SciPy, scikit-image, xarray, Ensaio, GemPy, MetPy, napari, Satpy, yt, PyVista, icepack, histolab, seaborn-image, Open AR-Sandbox, climlab, mne-python, GemGIS, SHTOOLS, MOABB, GeoViews, ScopeSim, Brainrender, pyxem, cellfinder, PVGeo, geosnap, BioCypher, cf-xarray, Scirpy, rembg, DASCore, scikit-mobility, Py-ART, HyperSpy, RosettaSciIO, eXSpy, SPLASH xclim CLISOPS

If you're using Pooch, send us a pull request adding your project to the list.

Example

For a scientist downloading a data file for analysis:

```python import pooch import pandas as pd

Download a file and save it locally, returning the path to it.

Running this again will not cause a download. Pooch will check the hash

(checksum) of the downloaded file against the given value to make sure

it's the right file (not corrupted or outdated).

fnamebathymetry = pooch.retrieve( url="https://github.com/fatiando-data/caribbean-bathymetry/releases/download/v1/caribbean-bathymetry.csv.xz", knownhash="md5:a7332aa6e69c77d49d7fb54b764caa82", )

Pooch can also download based on a DOI from certain providers.

fnamegravity = pooch.retrieve( url="doi:10.5281/zenodo.5882430/southern-africa-gravity.csv.xz", knownhash="md5:1dee324a14e647855366d6eb01a1ef35", )

Load the data with Pandas

databathymetry = pd.readcsv(fnamebathymetry) datagravity = pd.readcsv(fnamegravity) ```

For package developers including sample data in their projects:

```python """ Module mypackage/datasets.py """ from importlib import resources import pandas import pooch

Get the version string from your project. You have one of these, right?

from . import version

Create a new friend to manage your sample data storage

GOODBOY = pooch.create( # Folder where the data will be stored. For a sensible default, use the # default cache folder for your OS. path=pooch.oscache("mypackage"), # Base URL of the remote data store. Will call .format on this string # to insert the version (see below). baseurl="https://github.com/myproject/mypackage/raw/{version}/data/", # Pooches are versioned so that you can use multiple versions of a # package simultaneously. Use PEP440 compliant version number. The # version will be appended to the path. version=version, # If a version as a "+XX.XXXXX" suffix, we'll assume that this is a dev # version and replace the version with this string. versiondev="main", # An environment variable that overwrites the path. env="MYPACKAGEDATADIR", # The cache file registry. A dictionary with all files managed by this # pooch. Keys are the file names (relative to *baseurl*) and values # are their respective SHA256 hashes. Files will be downloaded # automatically when needed (see fetchgravitydata). registry={"gravity-data.csv": "89y10phsdwhs09whljwc09whcowsdhcwodcydw"} )

You can also load the registry from a file. Each line contains a file

name and it's sha256 hash separated by a space. This makes it easier to

manage large numbers of data files. The registry file should be packaged

and distributed with your software.

GOODBOY.loadregistry( resources.opentext("mypackage", "registry.txt") )

Define functions that your users can call to get back the data in memory

def fetchgravitydata(): """ Load some sample gravity data to use in your docs. """ # Fetch the path to a file in the local storage. If it's not there, # we'll download it. fname = GOODBOY.fetch("gravity-data.csv") # Load it with numpy/pandas/etc data = pandas.read_csv(fname) return data ```

Getting involved

🗨️ Contact us: Find out more about how to reach us at fatiando.org/contact.

👩🏾‍💻 Contributing to project development: Please read our Contributing Guide to see how you can help and give feedback.

🧑🏾‍🤝‍🧑🏼 Code of conduct: This project is released with a Code of Conduct. By participating in this project you agree to abide by its terms.

Imposter syndrome disclaimer: We want your help. No, really. There may be a little voice inside your head that is telling you that you're not ready, that you aren't skilled enough to contribute. We assure you that the little voice in your head is wrong. Most importantly, there are many valuable ways to contribute besides writing code.

This disclaimer was adapted from the MetPy project.

License

This is free software: you can redistribute it and/or modify it under the terms of the BSD 3-clause License. A copy of this license is provided in LICENSE.txt.

Owner

Name: Fatiando a Terra
Login: fatiando
Kind: organization

Website: https://www.fatiando.org
Repositories: 46
Profile: https://github.com/fatiando

Open-source Python tools for geophysics

JOSS Publication

Pooch: A friend to fetch your data files

Published

January 17, 2020

DOI

10.21105/joss.01943

Volume 5, Issue 45, Page 1943

Authors

Leonardo Uieda

Department of Earth, Ocean and Ecological Sciences, School of Environmental Sciences, University of Liverpool, UK

Santiago Rubén Soler

Instituto Geofísico Sismológico Volponi, Universidad Nacional de San Juan, Argentina, CONICET, Argentina

Rémi Rampin

New York University, USA

Hugo van Kemenade

Independent (Non-affiliated)

Matthew Turk

University of Illinois at Urbana-Champaign, USA

Daniel Shapero

Polar Science Center, University of Washington Applied Physics Lab, USA

Anderson Banihirwe

The US National Center for Atmospheric Research, USA

John Leeman

Leeman Geophysical, USA

Editor

Daniel S. Katz

Citation (CITATION.cff)

cff-version: 1.2.0
title: 'Pooch: A friend to fetch your data files'
message: >-
  If you use this software, please cite it using the
  information in this file.
type: software
url: 'https://www.fatiando.org/pooch/'
repository-code: 'https://github.com/fatiando/pooch'
repository-artifact: 'https://pypi.org/project/pooch/'
license: BSD-3-Clause
preferred-citation:
  type: article
  title: 'Pooch: A friend to fetch your data files'
  journal: Journal of Open Source Software
  year: 2020
  doi: 10.21105/joss.01943
  volume: 5
  issue: 45
  start: 1943
  license: CC-BY-4.0
  authors:
    - given-names: Leonardo
      family-names: Uieda
      affiliation: University of Liverpool
      orcid: 'https://orcid.org/0000-0001-6123-9515'
    - given-names: Santiago Rubén
      family-names: Soler
      affiliation: Universidad Nacional de San Juan
      orcid: 'https://orcid.org/0000-0001-9202-5317'
    - given-names: Rémi
      family-names: Rampin
      affiliation: New York University
      orcid: 'https://orcid.org/0000-0002-0524-2282'
    - given-names: Hugo
      name-particle: van
      family-names: Kemenade
      orcid: 'https://orcid.org/0000-0001-5715-8632'
    - given-names: Matthew
      family-names: Turk
      affiliation: School of Information Sciences
      orcid: 'https://orcid.org/0000-0002-5294-0198'
    - given-names: Daniel
      family-names: Shapero
      affiliation: University of Washington
      orcid: 'https://orcid.org/0000-0002-3651-0649'
    - given-names: Anderson
      family-names: Banihirwe
      affiliation: National Center for Atmospheric Research
      orcid: 'https://orcid.org/0000-0001-6583-571X'
    - given-names: John
      family-names: Leeman
      affiliation: Leeman Geophysical
      orcid: 'https://orcid.org/0000-0002-3624-1821'

GitHub Events

Total

Issues event: 23
Watch event: 57
Delete event: 11
Issue comment event: 65
Push event: 41
Pull request review comment event: 9
Pull request review event: 8
Pull request event: 34
Fork event: 8
Create event: 19

Last Year

Issues event: 23
Watch event: 57
Delete event: 11
Issue comment event: 65
Push event: 41
Pull request review comment event: 9
Pull request review event: 8
Pull request event: 34
Fork event: 8
Create event: 19

Committers

Last synced: 5 months ago

All Time

Total Commits: 306
Total Committers: 47
Avg Commits per committer: 6.511
Development Distribution Score (DDS): 0.425

Past Year

Commits: 19
Committers: 7
Avg Commits per committer: 2.714
Development Distribution Score (DDS): 0.579

Top Committers

Name	Email	Commits
Leonardo Uieda	l**a@g**m	176
Santiago Soler	s**r@f**m	32
dependabot[bot]	4****]	17
Fatiando a Terra Bot	5****t	10
Hugo van Kemenade	h****k	9
Remi Rampin	r**n@g**m	6
Dominic Kempf	d****f	4
Mark Harfouche	m**e@g**m	4
Antonio Valentino	a**o@t**t	3
Daniel Shapero	s**l@g**m	3
Rowan Cockett	r**1@g**m	2
Juan Nunez-Iglesias	j**i@f**m	2
Daniel McCloy	d**n@m**o	2
Björn Ludwig	b**g@p**e	2
Anderson Banihirwe	a**e@u**u	2
Adam Boesky	a**y@g**m	1
Agustina	p**a@g**m	1
Alessia Marcolini	9**i@g**m	1
Alex Fikl	a**l@g**m	1
AlexanderJuestel	4****l	1
Anirudh Dagar	a**6@g**m	1
Brian Rose	b**e@a**u	1
myd7349	m**9@g**m	1
Zac Flamig	z**c@w**m	1
Trevor James Smith	1****e	1
Stephan Hoyer	s**r@g**m	1
SarthakJariwala	3****a	1
Sandro	s**u@l**m	1
Ryan May	r**1@g**m	1
Ryan Abernathey	r**y@g**m	1
and 17 more...

Committer Domains (Top 20 + Academic)

fastmail.com: 2 pm.me: 1 pdi-berlin.de: 1 robertluke.net: 1 liamekaens.com: 1 google.com: 1 weatherwary.com: 1 albany.edu: 1 ualr.edu: 1 ptb.de: 1 mccloy.info: 1 tiscali.it: 1

Issues and Pull Requests

Last synced: 4 months ago

All Time

Total issues: 88
Total pull requests: 169
Average time to close issues: 3 months
Average time to close pull requests: 28 days
Total issue authors: 50
Total pull request authors: 39
Average comments per issue: 2.28
Average comments per pull request: 1.56
Merged pull requests: 141
Bot issues: 1
Bot pull requests: 26

Past Year

Issues: 19
Pull requests: 32
Average time to close issues: 12 days
Average time to close pull requests: 10 days
Issue authors: 17
Pull request authors: 11
Average comments per issue: 1.0
Average comments per pull request: 0.88
Merged pull requests: 21
Bot issues: 0
Bot pull requests: 9

View more stats

Top Authors

Issue Authors

leouieda (18)
dokempf (9)
santisoler (5)
kloczek (4)
khaeru (3)
remrama (2)
mdtanker (2)
AKuederle (1)
tloredo (1)
Mr-Milk (1)
dependabot[bot] (1)
tomasstolker (1)
kelle (1)
serasset (1)
dstansby (1)

Pull Request Authors

leouieda (48)
santisoler (46)
dependabot[bot] (34)
dokempf (6)
jni (4)
eliotwrobson (3)
penguinpee (3)
hmaarrfk (3)
shoyer (2)
drammock (2)
jat255 (2)
Adam-Boesky (2)
Zeitsperre (2)
avalentino (2)
hugovk (2)

Top Labels

Issue Labels

enhancement (33) bug (23) maintenance (14) documentation (10) question (3) good first issue (1) dependencies (1)

Pull Request Labels

dependencies (34) github_actions (1)

Packages

Total packages: 17
Total downloads:
- pypi 6,102,099 last-month
Total docker downloads: 343,454,272

Total dependent packages: 361
(may contain duplicates)
Total dependent repositories: 2,976
(may contain duplicates)
Total versions: 117
Total maintainers: 5

pypi.org: pooch

A friend to fetch your data files

Documentation: https://www.fatiando.org/pooch
License: BSD-3-Clause
Latest release: 1.8.2
published over 1 year ago

Versions: 34
Dependent Packages: 298
Dependent Repositories: 2,570
Downloads: 6,102,099 Last month
Docker Downloads: 343,454,272

Rankings

Dependent packages count: 0.1%

Dependent repos count: 0.2%

Downloads: 0.3%

Docker downloads count: 0.3%

Average: 1.5%

Stargazers count: 2.8%

Forks count: 5.4%

Maintainers (2)

Leonardo.Uieda santisoler

Last synced: 4 months ago

alpine-v3.18: py3-pooch

Friend to fetch data files

Homepage: https://github.com/fatiando/pooch
License: BSD-3-Clause
Latest release: 1.7.0-r1
published over 2 years ago

Versions: 1
Dependent Packages: 1
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 0.0%

Average: 6.5%

Stargazers count: 11.6%

Forks count: 14.5%

Maintainers (1)

alice@ayaya.dev

Last synced: 4 months ago

alpine-v3.18: py3-pooch-pyc

Precompiled Python bytecode for py3-pooch

Homepage: https://github.com/fatiando/pooch
License: BSD-3-Clause
Latest release: 1.7.0-r1
published over 2 years ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 0.0%

Average: 6.5%

Stargazers count: 11.6%

Forks count: 14.5%

Maintainers (1)

alice@ayaya.dev

Last synced: 4 months ago

proxy.golang.org: github.com/fatiando/pooch

Documentation: https://pkg.go.dev/github.com/fatiando/pooch#section-documentation
License: other
Latest release: v1.8.2
published over 1 year ago

Versions: 27
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Stargazers count: 2.6%

Forks count: 3.1%

Average: 6.5%

Dependent packages count: 9.6%

Dependent repos count: 10.8%

Last synced: 4 months ago

spack.io: py-pooch

Pooch manages your Python library's sample data files: it automatically downloads and stores them in a local directory, with support for versioning and corruption checks.

Homepage: https://github.com/fatiando/pooch
License: []
Latest release: 1.7.0
published over 2 years ago

Versions: 3
Dependent Packages: 6
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 8.4%

Average: 8.7%

Stargazers count: 11.5%

Forks count: 14.7%

Maintainers (1)

adamjstewart

Last synced: 4 months ago

alpine-edge: py3-pooch

Friend to fetch data files

Homepage: https://github.com/fatiando/pooch
License: BSD-3-Clause
Latest release: 1.8.2-r1
published 10 months ago

Versions: 9
Dependent Packages: 1
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 6.0%

Average: 9.1%

Stargazers count: 14.3%

Forks count: 15.9%

Maintainers (1)

huajingyun@loongson.cn

Last synced: 5 months ago

alpine-edge: py3-pooch-pyc

Precompiled Python bytecode for py3-pooch

Homepage: https://github.com/fatiando/pooch
License: BSD-3-Clause
Latest release: 1.8.2-r1
published 10 months ago

Versions: 7
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Average: 10.8%

Dependent packages count: 13.4%

Stargazers count: 13.6%

Forks count: 16.2%

Maintainers (1)

huajingyun@loongson.cn

Last synced: 5 months ago

conda-forge.org: pooch

Pooch manages your remote data files. It automatically downloads and stores them in a local directory (using HTTP or FTP), with support for versioning, corruption checks, and custom download and post-processing operations.

Homepage: https://github.com/fatiando/pooch
License: BSD-3-Clause
Latest release: 1.6.0
published almost 4 years ago

Versions: 23
Dependent Packages: 46
Dependent Repositories: 203

Rankings

Dependent packages count: 1.5%

Dependent repos count: 2.4%

Average: 11.8%

Stargazers count: 19.7%

Forks count: 23.7%

Last synced: 4 months ago

anaconda.org: pooch

Homepage: https://github.com/fatiando/pooch
License: BSD-3-Clause
Latest release: 1.8.2
published about 1 year ago

Versions: 4
Dependent Packages: 9
Dependent Repositories: 203

Rankings

Dependent packages count: 4.9%

Dependent repos count: 13.6%

Average: 22.1%

Stargazers count: 33.2%

Forks count: 36.8%

Last synced: 4 months ago

alpine-v3.20: py3-pooch

Friend to fetch data files

Homepage: https://github.com/fatiando/pooch
License: BSD-3-Clause
Latest release: 1.8.1-r1
published over 1 year ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 0.0%

Average: 100%

Last synced: 4 months ago

alpine-v3.19: py3-pooch-pyc

Precompiled Python bytecode for py3-pooch

Homepage: https://github.com/fatiando/pooch
License: BSD-3-Clause
Latest release: 1.8.0-r0
published about 2 years ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 0.0%

Average: 100%

Last synced: 4 months ago

alpine-v3.22: py3-pooch-pyc

Precompiled Python bytecode for py3-pooch

Homepage: https://github.com/fatiando/pooch
License: BSD-3-Clause
Latest release: 1.8.2-r1
published 10 months ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 0.0%

Average: 100%

Maintainers (1)

huajingyun@loongson.cn

Last synced: 4 months ago

alpine-v3.21: py3-pooch-pyc

Precompiled Python bytecode for py3-pooch

Homepage: https://github.com/fatiando/pooch
License: BSD-3-Clause
Latest release: 1.8.2-r0
published over 1 year ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 0.0%

Average: 100%

Last synced: 4 months ago

alpine-v3.21: py3-pooch

Friend to fetch data files

Homepage: https://github.com/fatiando/pooch
License: BSD-3-Clause
Latest release: 1.8.2-r0
published over 1 year ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 0.0%

Average: 100%

Last synced: 4 months ago

alpine-v3.22: py3-pooch

Friend to fetch data files

Homepage: https://github.com/fatiando/pooch
License: BSD-3-Clause
Latest release: 1.8.2-r1
published 10 months ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 0.0%

Average: 100%

Maintainers (1)

huajingyun@loongson.cn

Last synced: 4 months ago

alpine-v3.20: py3-pooch-pyc

Precompiled Python bytecode for py3-pooch

Homepage: https://github.com/fatiando/pooch
License: BSD-3-Clause
Latest release: 1.8.1-r1
published over 1 year ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 0.0%

Average: 100%

Last synced: 4 months ago

alpine-v3.19: py3-pooch

Friend to fetch data files

Homepage: https://github.com/fatiando/pooch
License: BSD-3-Clause
Latest release: 1.8.0-r0
published about 2 years ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 0.0%

Average: 100%

Last synced: 4 months ago

Dependencies

env/requirements-build.txt pypi

build *

env/requirements-docs.txt pypi

sphinx ==4.4.
sphinx-book-theme ==0.2.
sphinx-panels ==0.6.

env/requirements-style.txt pypi

black *
flake8 *
pathspec *
pylint ==2.4.

env/requirements-test.txt pypi

coverage * test
pytest * test
pytest-cov * test
pytest-localftpserver * test

.github/workflows/docs.yml actions

actions/cache v3 composite
actions/checkout v3 composite
actions/checkout 5a4ac9002d0be2fb38bd78e4b4dbde5606d7042f composite
actions/download-artifact v3 composite
actions/setup-python v4 composite
actions/upload-artifact v3 composite
styfle/cancel-workflow-action 148d9a848c6acaf90a3ec30bc5062f646f8a4163 composite

.github/workflows/pypi.yml actions

actions/checkout v3 composite
actions/download-artifact v3 composite
actions/setup-python v4 composite
actions/upload-artifact v3 composite
pypa/gh-action-pypi-publish bce3b74dbf8cc32833ffba9d15f83425c1a736e0 composite

.github/workflows/style.yml actions

actions/checkout v3 composite
actions/setup-python v4 composite

.github/workflows/test.yml actions

actions/cache v3 composite
actions/checkout v3 composite
actions/setup-python v4 composite
codecov/codecov-action v3 composite
styfle/cancel-workflow-action 148d9a848c6acaf90a3ec30bc5062f646f8a4163 composite

pyproject.toml pypi

environment.yml pypi

burocrata *

Pooch

Science Score: 100.0%

Keywords

Keywords from Contributors

Repository

Basic Info

Statistics

Topics

Metadata Files

README.md

About

Projects using Pooch

Example

Download a file and save it locally, returning the path to it.

Running this again will not cause a download. Pooch will check the hash

(checksum) of the downloaded file against the given value to make sure

it's the right file (not corrupted or outdated).

Pooch can also download based on a DOI from certain providers.

Load the data with Pandas

Get the version string from your project. You have one of these, right?

Create a new friend to manage your sample data storage

You can also load the registry from a file. Each line contains a file

name and it's sha256 hash separated by a space. This makes it easier to

manage large numbers of data files. The registry file should be packaged

and distributed with your software.

Define functions that your users can call to get back the data in memory

Getting involved

License

Owner

JOSS Publication

Pooch: A friend to fetch your data files

Authors

Editor

Tags

Citation (CITATION.cff)

GitHub Events

Total

Last Year

Committers

All Time

Past Year

Top Committers

Committer Domains (Top 20 + Academic)

Issues and Pull Requests

All Time

Past Year

Top Authors

Issue Authors

Pull Request Authors

Top Labels

Issue Labels

Pull Request Labels

Packages

pypi.org: pooch

Rankings

Maintainers (2)

alpine-v3.18: py3-pooch

Rankings

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alpine-v3.18: py3-pooch-pyc

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Maintainers (1)

proxy.golang.org: github.com/fatiando/pooch

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spack.io: py-pooch

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Maintainers (1)

alpine-edge: py3-pooch

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Maintainers (1)

alpine-edge: py3-pooch-pyc

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Maintainers (1)

conda-forge.org: pooch

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anaconda.org: pooch

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alpine-v3.20: py3-pooch

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alpine-v3.19: py3-pooch-pyc