Ecosyste.ms: Summary

An open API service providing a high level summary for open source projects.

https://github.com/pandas-dev/pandas

alignment data-analysis data-science flexible pandas python

Score: 40.554839721889806

Last synced: 1 day ago
JSON representation

Repository metadata:

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

Owner metadata:

Committers metadata

Last synced: 5 days ago

Total Commits: 31,775
Total Committers: 3,567
Avg Commits per committer: 8.908
Development Distribution Score (DDS): 0.849

Commits in past year: 2,597
Committers in past year: 365
Avg Commits per committer in past year: 7.115
Development Distribution Score (DDS) in past year: 0.861

Name Email Commits
jbrockmendel j****l@g****m 4812
Wes McKinney w****n@g****m 2984
jreback j****f@r****t 2747
Patrick Hoefler 6****l 1120
Joris Van den Bossche j****e@g****m 1053
y-p y****l@g****m 765
Matthew Roeschke e****r@g****m 723
Tom Augspurger T****r 656
Simon Hawkins s****s@g****m 622
Matthew Roeschke 1****e 590
Phillip Cloud c****d@g****m 394
Richard Shadrach 4****h 386
sinhrks s****s@g****m 377
Chang She c****g@l****m 359
gfyoung g****7@g****m 349
Adam Klein a****n@g****m 315
Terji Petersen c****e@t****m 256
Marc Garcia g****c@g****m 255
Chang She c****e@g****m 242
Thomas Li 4****1 237
Luke Manley l****y@g****m 222
Torsten Wörtwein t****n 220
attack68 2****8 203
MomIsBestFriend 5****d 196
Marco Edward Gorelli 3****i 168
Terji Petersen t****8@g****m 167
Jeremy Schendel j****l 163
Daniel Saxton 2****n 155
Jeffrey Tratner j****r@g****m 153
Fangchen Li f****i@o****m 146
and 3537 more...

Issue and Pull Request metadata

Last synced: 4 days ago

Total issues: 3,526
Total pull requests: 4,117
Average time to close issues: 12 months
Average time to close pull requests: 12 days
Total issue authors: 1,661
Total pull request authors: 616
Average comments per issue: 4.53
Average comments per pull request: 2.13
Merged pull request: 2,963
Bot issues: 0
Bot pull requests: 35

Past year issues: 2,104
Past year pull requests: 3,809
Past year average time to close issues: 23 days
Past year average time to close pull requests: 8 days
Past year issue authors: 962
Past year pull request authors: 539
Past year average comments per issue: 3.18
Past year average comments per pull request: 1.75
Past year merged pull request: 2,794
Past year bot issues: 0
Past year bot pull requests: 35

More stats: https://issues.ecosyste.ms/repositories/lookup?url=https://github.com/pandas-dev/pandas

Top Issue Authors

  • jbrockmendel (161)
  • rhshadrach (101)
  • jorisvandenbossche (80)
  • mroeschke (67)
  • MarcoGorelli (54)
  • WillAyd (54)
  • phofl (50)
  • TomAugspurger (42)
  • Dr-Irv (36)
  • lithomas1 (30)
  • rohanjain101 (29)
  • jreback (28)
  • datapythonista (28)
  • galipremsagar (27)
  • jordan-d-murphy (23)

Top Pull Request Authors

  • mroeschke (432)
  • phofl (407)
  • jbrockmendel (389)
  • meeseeksmachine (382)
  • lithomas1 (145)
  • natmokval (135)
  • rhshadrach (132)
  • lukemanley (121)
  • WillAyd (96)
  • tuhinsharma121 (91)
  • jorisvandenbossche (81)
  • jordan-d-murphy (67)
  • MarcoGorelli (59)
  • tqa236 (55)
  • DeaMariaLeon (54)

Top Issue Labels

  • Bug (1,664)
  • Needs Triage (892)
  • Enhancement (595)
  • Docs (325)
  • Needs Discussion (238)
  • Closing Candidate (229)
  • Arrow (210)
  • Groupby (208)
  • Regression (183)
  • Performance (178)
  • good first issue (171)
  • Reshaping (164)
  • Deprecate (148)
  • Missing-data (138)
  • Dtype Conversions (132)
  • IO CSV (131)
  • Indexing (130)
  • Usage Question (126)
  • Needs Info (114)
  • Timeseries (110)
  • Build (92)
  • ExtensionArray (91)
  • Testing (90)
  • API Design (83)
  • Apply (76)
  • MultiIndex (71)
  • Visualization (67)
  • Reduction Operations (65)
  • NA - MaskedArrays (63)
  • Frequency (63)

Top Pull Request Labels

  • Docs (812)
  • Testing (330)
  • Clean (309)
  • Arrow (289)
  • CI (230)
  • Stale (230)
  • Deprecate (187)
  • Bug (170)
  • Strings (157)
  • Performance (153)
  • Groupby (144)
  • Reshaping (136)
  • Regression (135)
  • Copy / view semantics (128)
  • Build (97)
  • Index (96)
  • Frequency (93)
  • Refactor (89)
  • Dependencies (84)
  • Typing (79)
  • Code Style (79)
  • Compat (77)
  • Indexing (76)
  • Missing-data (75)
  • Internals (74)
  • ExtensionArray (73)
  • IO CSV (70)
  • Dtype Conversions (70)
  • Non-Nano (67)
  • Warnings (54)

Package metadata

pypi.org: pandas

Powerful data structures for data analysis, time series, and statistics

  • Homepage: https://pandas.pydata.org
  • Documentation: https://pandas.pydata.org/docs/
  • Licenses: BSD 3-Clause License Copyright (c) 2008-2011, AQR Capital Management, LLC, Lambda Foundry, Inc. and PyData Development Team All rights reserved. Copyright (c) 2011-2023, Open source contributors. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: * Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. * Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. * Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
  • Latest release: 2.2.2 (published about 1 month ago)
  • Last Synced: 2024-05-10T15:10:06.535Z (4 days ago)
  • Versions: 109
  • Dependent Packages: 17,045
  • Dependent Repositories: 310,870
  • Downloads: 213,815,875 Last month
  • Docker Downloads: 2,305,479,491
  • Rankings:
    • Dependent packages count: 0.001%
    • Dependent repos count: 0.002%
    • Downloads: 0.006%
    • Average: 0.023%
    • Docker downloads count: 0.029%
    • Forks count: 0.034%
    • Stargazers count: 0.067%
  • Maintainers (11)
conda-forge.org: pandas

  • Homepage: http://pandas.pydata.org
  • Licenses: BSD-3-Clause
  • Latest release: 1.5.1 (published over 1 year ago)
  • Last Synced: 2024-04-14T05:00:54.577Z (about 1 month ago)
  • Versions: 56
  • Dependent Packages: 1,663
  • Dependent Repositories: 11,366
  • Rankings:
    • Dependent repos count: 0.015%
    • Dependent packages count: 0.035%
    • Average: 0.13%
    • Forks count: 0.135%
    • Stargazers count: 0.334%
anaconda.org: pandas

pandas is a Python package that provides fast, flexible, and expressive data structures designed to make working with "relational" or "labeled" data both easy and intuitive. It aims to be the fundamental high-level building block for doing practical, real world data analysis in Python. Additionally, it has the broader goal of becoming the most powerful and flexible open source data analysis / manipulation tool available in any language. It is already well on its way towards this goal.

  • Homepage: https://pandas.pydata.org
  • Licenses: BSD-3-Clause
  • Latest release: 2.2.1 (published 2 months ago)
  • Last Synced: 2024-05-10T15:10:07.060Z (4 days ago)
  • Versions: 50
  • Dependent Packages: 185
  • Dependent Repositories: 11,366
  • Rankings:
    • Dependent repos count: 0.092%
    • Dependent packages count: 0.123%
    • Average: 0.423%
    • Forks count: 0.522%
    • Stargazers count: 0.953%
proxy.golang.org: github.com/pandas-dev/pandas

  • Homepage:
  • Documentation: https://pkg.go.dev/github.com/pandas-dev/pandas#section-documentation
  • Licenses: bsd-3-clause
  • Latest release: v2.2.2+incompatible (published about 1 month ago)
  • Last Synced: 2024-05-10T15:10:18.006Z (4 days ago)
  • Versions: 101
  • Dependent Packages: 0
  • Dependent Repositories: 1
  • Rankings:
    • Forks count: 0.011%
    • Stargazers count: 0.031%
    • Average: 3.322%
    • Dependent repos count: 4.794%
    • Dependent packages count: 8.453%
pypi.org: pandassng

This package is used for security research and demonstrations. It might contain dangerous code snippets. Do not run.

  • Homepage: https://github.com/pandas-dev/pandas
  • Status: removed
  • Documentation: https://pandassng.readthedocs.io/
  • Licenses: Apache v2
  • Latest release: 2.1.0 (published almost 2 years ago)
  • Last Synced: 2024-05-10T15:10:12.188Z (4 days ago)
  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 0
  • Rankings:
    • Forks count: 0.032%
    • Stargazers count: 0.042%
    • Dependent packages count: 4.842%
    • Dependent repos count: 6.331%
    • Average: 12.323%
    • Downloads: 50.367%
pypi.org: alicebob

This package is used for security research and demonstrations. It might contain dangerous code snippets. Do not run.

  • Homepage: https://github.com/pandas-dev/pandas
  • Status: removed
  • Documentation: https://alicebob.readthedocs.io/
  • Licenses: Apache v2
  • Latest release: 6.6.6 (published almost 2 years ago)
  • Last Synced: 2024-05-10T15:10:13.105Z (4 days ago)
  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 0
  • Rankings:
    • Forks count: 0.032%
    • Stargazers count: 0.042%
    • Dependent packages count: 4.842%
    • Dependent repos count: 6.331%
    • Average: 12.323%
    • Downloads: 50.367%
pypi.org: pandas-mpmkp

Powerful data structures for data analysis, time series, and statistics

  • Homepage: https://pandas.pydata.org
  • Documentation: https://pandas.pydata.org/pandas-docs/stable/
  • Licenses: BSD
  • Latest release: 1.0.9 (published about 4 years ago)
  • Last Synced: 2024-05-10T15:10:08.320Z (4 days ago)
  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 1
  • Downloads: 33 Last month
  • Rankings:
    • Forks count: 0.01%
    • Stargazers count: 0.023%
    • Dependent packages count: 7.373%
    • Average: 15.876%
    • Dependent repos count: 22.233%
    • Downloads: 49.738%
  • Maintainers (1)
pypi.org: privat24-business-python-sdk

Privat24 for Business Python SDK

  • Homepage: https://github.com/antonlabs/privat24-business-python-sdk
  • Documentation: https://pandas.pydata.org/pandas-docs/stable/
  • Licenses: bsd-3-clause
  • Latest release: 0.0.1 (published over 4 years ago)
  • Last Synced: 2024-05-10T15:10:07.762Z (4 days ago)
  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 1
  • Downloads: 27 Last month
  • Rankings:
    • Forks count: 0.01%
    • Stargazers count: 0.023%
    • Dependent packages count: 7.373%
    • Average: 16.262%
    • Dependent repos count: 22.233%
    • Downloads: 51.668%
  • Maintainers (1)
pypi.org: pydeas

A simple db package

  • Homepage:
  • Documentation: https://pydeas.readthedocs.io/
  • Licenses: bsd-3-clause
  • Latest release: 1.0.2 (published over 1 year ago)
  • Last Synced: 2024-05-10T15:10:09.740Z (4 days ago)
  • Versions: 5
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 17 Last month
  • Rankings:
    • Dependent packages count: 6.633%
    • Average: 18.622%
    • Dependent repos count: 30.611%
  • Maintainers (2)
pypi.org: wisedata

AI Assistant for Python Data Analytics

  • Homepage: https://www.wisedata.app/
  • Documentation: https://wisedata.readthedocs.io/
  • Licenses: bsd-3-clause
  • Latest release: 1.0.13 (published 10 months ago)
  • Last Synced: 2024-05-10T15:10:07.590Z (4 days ago)
  • Versions: 14
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 119 Last month
  • Rankings:
    • Dependent packages count: 7.253%
    • Average: 24.293%
    • Dependent repos count: 41.333%
  • Maintainers (2)
pypi.org: datawise

AI Assistant for Python Data Analytics

  • Homepage:
  • Documentation: https://datawise.readthedocs.io/
  • Licenses: bsd-3-clause
  • Latest release: 0.0.23 (published 11 months ago)
  • Last Synced: 2024-05-10T15:10:11.189Z (4 days ago)
  • Versions: 11
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 16 Last month
  • Rankings:
    • Dependent packages count: 7.271%
    • Average: 24.367%
    • Dependent repos count: 41.464%
  • Maintainers (2)
pypi.org: scheduled-tasks-reader

A program to various information of scheduled tasks.

  • Homepage:
  • Documentation: https://scheduled-tasks-reader.readthedocs.io/
  • Licenses: MIT
  • Latest release: 0.1.1 (published over 4 years ago)
  • Last Synced: 2024-05-10T15:10:07.064Z (4 days ago)
  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 1
  • Downloads: 11 Last month
  • Rankings:
    • Dependent packages count: 10.082%
    • Dependent repos count: 21.62%
    • Average: 27.642%
    • Downloads: 51.224%
  • Maintainers (2)
pypi.org: in-memory-table

In memory indexed data

  • Homepage:
  • Documentation: https://in-memory-table.readthedocs.io/
  • Licenses: GPL-3.0-or-later
  • Latest release: 1.0.0 (published over 1 year ago)
  • Last Synced: 2024-05-10T15:10:08.066Z (4 days ago)
  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 26 Last month
  • Rankings:
    • Dependent packages count: 6.633%
    • Average: 29.686%
    • Dependent repos count: 30.611%
    • Downloads: 51.813%
  • Maintainers (1)
pypi.org: pandas-xlwt

  • Homepage:
  • Documentation: https://pandas-xlwt.readthedocs.io/
  • Licenses: bsd-3-clause
  • Latest release: 0.1.1 (published 11 months ago)
  • Last Synced: 2024-05-10T15:10:07.389Z (4 days ago)
  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 275 Last month
  • Rankings:
    • Dependent packages count: 9.813%
    • Downloads: 15.07%
    • Average: 30.918%
    • Dependent repos count: 67.87%
  • Maintainers (2)
pypi.org: eda-mds

EBasic EDA functions implemented

  • Homepage:
  • Documentation: https://eda-mds.readthedocs.io/
  • Licenses: MIT
  • Latest release: 2.1.8 (published 3 months ago)
  • Last Synced: 2024-05-10T15:10:08.670Z (4 days ago)
  • Versions: 9
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 61 Last month
  • Rankings:
    • Dependent packages count: 9.933%
    • Average: 37.749%
    • Dependent repos count: 65.565%
  • Maintainers (2)

Dependencies

pyproject.toml pypi
  • numpy >=1.22.4; python_version<'3.11'
  • numpy >=1.23.2; python_version=='3.11'
  • numpy >=1.26.0; python_version>='3.12'
  • python-dateutil >=2.8.2
  • pytz >=2020.1
  • tzdata >=2022.1