pandas: A Powerful Python Data Analysis Toolkit


Testing
Package
Meta

What is it?

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.

Main Features
Where to get it
Dependencies
Installation from sources
License
Documentation
Background
Getting Help
Discussion and Development
Contributing to pandas

Main Features

Here are just a few of the things that pandas does well:

Easy handling of missing data (represented as NaN, NA, or NaT) in floating point as well as non-floating point data
Size mutability: columns can be inserted and deleted from DataFrame and higher dimensional objects
Automatic and explicit data alignment: objects can be explicitly aligned to a set of labels, or the user can simply ignore the labels and let Series, DataFrame, etc. automatically align the data for you in computations
Powerful, flexible group by functionality to perform split-apply-combine operations on data sets, for both aggregating and transforming data
Make it easy to convert ragged, differently-indexed data in other Python and NumPy data structures into DataFrame objects
Intelligent label-based slicing, fancy indexing, and subsetting of large data sets
Intuitive merging and joining data sets
Flexible reshaping and pivoting of data sets
Hierarchical labeling of axes (possible to have multiple labels per tick)
Robust I/O tools for loading data from flat files (CSV and delimited), Excel files, databases, and saving/loading data from the ultrafast HDF5 format
Time series-specific functionality: date range generation and frequency conversion, moving window statistics, date shifting and lagging

Where to get it

The source code is currently hosted on GitHub at: https://github.com/pandas-dev/pandas

Binary installers for the latest released version are available at the Python Package Index (PyPI) and on Conda.

# conda
conda install -c conda-forge pandas

# or PyPI
pip install pandas

The list of changes to pandas between each release can be found here. For full details, see the commit logs at https://github.com/pandas-dev/pandas.

Dependencies

See the full installation instructions for minimum supported versions of required, recommended and optional dependencies.

Installation from sources

To install pandas from source you need Cython in addition to the normal dependencies above. Cython can be installed from PyPI:

pip install cython

In the pandas directory (same one where you found this file after cloning the git repo), execute:

pip install .

or for installing in development mode:

python -m pip install -ve . --no-build-isolation --config-settings editable-verbose=true

See the full instructions for installing from source.

License

BSD 3

Documentation

The official documentation is hosted on PyData.org.

Background

Work on pandas started at AQR (a quantitative hedge fund) in 2008 and has been under active development since then.

Getting Help

For usage questions, the best place to go to is Stack Overflow. Further, general questions and discussions can also take place on the pydata mailing list.

Discussion and Development

Most development discussions take place on GitHub in this repo, via the GitHub issue tracker.

Further, the pandas-dev mailing list can also be used for specialized discussions or design issues, and a Slack channel is available for quick development related questions.

There are also frequent community meetings for project maintainers open to the community as well as monthly new contributor meetings to help support new contributors.

Additional information on the communication channels can be found on the contributor community page.

Contributing to pandas

All contributions, bug reports, bug fixes, documentation improvements, enhancements, and ideas are welcome.

A detailed overview on how to contribute can be found in the contributing guide.

If you are simply looking to start working with the pandas codebase, navigate to the GitHub "issues" tab and start looking through interesting issues. There are a number of issues listed under Docs and good first issue where you could start out.

You can also triage issues which may include reproducing bug reports, or asking for vital information such as version numbers or reproduction instructions. If you would like to start triaging issues, one easy way to get started is to subscribe to pandas on CodeTriage.

Or maybe through using pandas you have an idea of your own or are looking for something in the documentation and thinking ‘this can be improved’... you can do something about it!

Feel free to ask questions on the mailing list or on Slack.

As contributors and maintainers to this project, you are expected to abide by pandas' code of conduct. More information can be found at: Contributor Code of Conduct

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Release files for pandas 3.0.6

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for pandas 3.0.6
File	Size	Uploaded
pandas-3.0.6.tar.gz	4.7 MB	Sep 17, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for pandas 3.0.6
File	Interpreter	ABI	Platform	Reset
pandas-3.0.6-cp315-cp315t-win_arm64.whl 9.4 MB Sep 17, 2026	CPython 3.15	CPython 3.15 free-threading	Windows ARM64	Details
pandas-3.0.6-cp315-cp315t-win_amd64.whl 10.2 MB Sep 17, 2026	CPython 3.15	CPython 3.15 free-threading	Windows x86-64	Details
pandas-3.0.6-cp315-cp315t-musllinux_1_2_x86_64.whl 11.7 MB Sep 17, 2026	CPython 3.15	CPython 3.15 free-threading	Linux musl 1.2+ x86-64	Details
pandas-3.0.6-cp315-cp315t-musllinux_1_2_aarch64.whl 11.3 MB Sep 17, 2026	CPython 3.15	CPython 3.15 free-threading	Linux musl 1.2+ ARM64	Details
pandas-3.0.6-cp315-cp315t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 10.6 MB Sep 17, 2026	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
pandas-3.0.6-cp315-cp315t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 10.2 MB Sep 17, 2026	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
pandas-3.0.6-cp315-cp315t-macosx_11_0_arm64.whl 10.5 MB Sep 17, 2026	CPython 3.15	CPython 3.15 free-threading	macOS 11.0+ ARM64	Details
pandas-3.0.6-cp315-cp315t-macosx_10_15_x86_64.whl 10.9 MB Sep 17, 2026	CPython 3.15	CPython 3.15 free-threading	macOS 10.15+ x86-64	Details
pandas-3.0.6-cp315-cp315-win_arm64.whl 9.1 MB Sep 17, 2026	CPython 3.15	CPython 3.15	Windows ARM64	Details
pandas-3.0.6-cp315-cp315-win_amd64.whl 9.8 MB Sep 17, 2026	CPython 3.15	CPython 3.15	Windows x86-64	Details
pandas-3.0.6-cp315-cp315-musllinux_1_2_x86_64.whl 11.8 MB Sep 17, 2026	CPython 3.15	CPython 3.15	Linux musl 1.2+ x86-64	Details
pandas-3.0.6-cp315-cp315-musllinux_1_2_aarch64.whl 11.4 MB Sep 17, 2026	CPython 3.15	CPython 3.15	Linux musl 1.2+ ARM64	Details
pandas-3.0.6-cp315-cp315-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 10.8 MB Sep 17, 2026	CPython 3.15	CPython 3.15	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
pandas-3.0.6-cp315-cp315-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 10.4 MB Sep 17, 2026	CPython 3.15	CPython 3.15	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
pandas-3.0.6-cp315-cp315-macosx_11_0_arm64.whl 10.1 MB Sep 17, 2026	CPython 3.15	CPython 3.15	macOS 11.0+ ARM64	Details
pandas-3.0.6-cp315-cp315-macosx_10_15_x86_64.whl 10.5 MB Sep 17, 2026	CPython 3.15	CPython 3.15	macOS 10.15+ x86-64	Details
pandas-3.0.6-cp314-cp314t-win_arm64.whl 9.4 MB Sep 17, 2026	CPython 3.14	CPython 3.14 free-threading	Windows ARM64	Details
pandas-3.0.6-cp314-cp314t-win_amd64.whl 10.2 MB Sep 17, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
pandas-3.0.6-cp314-cp314t-musllinux_1_2_x86_64.whl 11.7 MB Sep 17, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
pandas-3.0.6-cp314-cp314t-musllinux_1_2_aarch64.whl 11.3 MB Sep 17, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ ARM64	Details
pandas-3.0.6-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 10.7 MB Sep 17, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
pandas-3.0.6-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 10.3 MB Sep 17, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64	Details
pandas-3.0.6-cp314-cp314t-macosx_11_0_arm64.whl 10.6 MB Sep 17, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
pandas-3.0.6-cp314-cp314t-macosx_10_15_x86_64.whl 10.9 MB Sep 17, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 10.15+ x86-64	Details
pandas-3.0.6-cp314-cp314-win_arm64.whl 9.1 MB Sep 17, 2026	CPython 3.14	CPython 3.14	Windows ARM64	Details
pandas-3.0.6-cp314-cp314-win_amd64.whl 9.8 MB Sep 17, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
pandas-3.0.6-cp314-cp314-musllinux_1_2_x86_64.whl 11.9 MB Sep 17, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
pandas-3.0.6-cp314-cp314-musllinux_1_2_aarch64.whl 11.4 MB Sep 17, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details
pandas-3.0.6-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 10.8 MB Sep 17, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
pandas-3.0.6-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 10.4 MB Sep 17, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
pandas-3.0.6-cp314-cp314-macosx_11_0_arm64.whl 10.2 MB Sep 17, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
pandas-3.0.6-cp314-cp314-macosx_10_15_x86_64.whl 10.5 MB Sep 17, 2026	CPython 3.14	CPython 3.14	macOS 10.15+ x86-64	Details
pandas-3.0.6-cp313-cp313-win_arm64.whl 9.0 MB Sep 17, 2026	CPython 3.13	CPython 3.13	Windows ARM64	Details
pandas-3.0.6-cp313-cp313-win_amd64.whl 9.6 MB Sep 17, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
pandas-3.0.6-cp313-cp313-musllinux_1_2_x86_64.whl 11.8 MB Sep 17, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
pandas-3.0.6-cp313-cp313-musllinux_1_2_aarch64.whl 11.2 MB Sep 17, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details
pandas-3.0.6-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 10.8 MB Sep 17, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
pandas-3.0.6-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 10.2 MB Sep 17, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
pandas-3.0.6-cp313-cp313-macosx_11_0_arm64.whl 10.1 MB Sep 17, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
pandas-3.0.6-cp313-cp313-macosx_10_13_x86_64.whl 10.4 MB Sep 17, 2026	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
pandas-3.0.6-cp312-cp312-win_arm64.whl 9.0 MB Sep 17, 2026	CPython 3.12	CPython 3.12	Windows ARM64	Details
pandas-3.0.6-cp312-cp312-win_amd64.whl 9.7 MB Sep 17, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
pandas-3.0.6-cp312-cp312-pyemscripten_2024_0_wasm32.whl 7.1 MB Sep 17, 2026	CPython 3.12	CPython 3.12	PyEmscripten 2024.0+ WebAssembly	Details
pandas-3.0.6-cp312-cp312-musllinux_1_2_x86_64.whl 11.8 MB Sep 17, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
pandas-3.0.6-cp312-cp312-musllinux_1_2_aarch64.whl 11.3 MB Sep 17, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
pandas-3.0.6-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 10.8 MB Sep 17, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
pandas-3.0.6-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 10.3 MB Sep 17, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
pandas-3.0.6-cp312-cp312-macosx_11_0_arm64.whl 10.1 MB Sep 17, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
pandas-3.0.6-cp312-cp312-macosx_10_13_x86_64.whl 10.4 MB Sep 17, 2026	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
pandas-3.0.6-cp311-cp311-win_arm64.whl 9.1 MB Sep 17, 2026	CPython 3.11	CPython 3.11	Windows ARM64	Details
pandas-3.0.6-cp311-cp311-win_amd64.whl 9.9 MB Sep 17, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
pandas-3.0.6-cp311-cp311-musllinux_1_2_x86_64.whl 12.1 MB Sep 17, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
pandas-3.0.6-cp311-cp311-musllinux_1_2_aarch64.whl 11.6 MB Sep 17, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARM64	Details
pandas-3.0.6-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 11.1 MB Sep 17, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
pandas-3.0.6-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 10.6 MB Sep 17, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64	Details
pandas-3.0.6-cp311-cp311-macosx_11_0_arm64.whl 10.0 MB Sep 17, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
pandas-3.0.6-cp311-cp311-macosx_10_9_x86_64.whl 10.4 MB Sep 17, 2026	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details

Total release size: 600.8 MB

Release files / pandas-3.0.6.tar.gz

Download URL	pandas-3.0.6.tar.gz
Size	4.7 MB
Tags	Source
SHA-256 checksum How to use checksums	`66b07ef7315a31bfe1089cd3d71a7de781c9dca986762d0b4fe7c0ef17465d10`
BLAKE2b-256 checksum How to use checksums	`e217d7b106e05bfa642e8694451e7d3d759c6a241c5386a5d962e4f66c047e06`
Upload date	Sep 17, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/2905718b126579d2cf0fe5bae05bd75facb67d77/.github/workflows/wheels.yml
Publishing logs: github.com/pandas-dev/pandas/actions/runs/35277262658/attempts/4

Artifact

Subject: pandas-3.0.6.tar.gz
SHA-256 checksum: 66b07ef7315a31bfe1089cd3d71a7de781c9dca986762d0b4fe7c0ef17465d10 Verifying attestations

Release files / pandas-3.0.6-cp315-cp315t-win_arm64.whl

Download URL	pandas-3.0.6-cp315-cp315t-win_arm64.whl
Size	9.4 MB
Tags	CPython 3.15 CPython 3.15 free-threading Windows ARM64
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Upload date	Sep 17, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/2905718b126579d2cf0fe5bae05bd75facb67d77/.github/workflows/wheels.yml
Publishing logs: github.com/pandas-dev/pandas/actions/runs/35277262658/attempts/4

Artifact

Subject: pandas-3.0.6-cp315-cp315t-win_arm64.whl
SHA-256 checksum: 963ca21199097a84c7827c4678b04e30833084fbf8ef44fde3fa7180a29f8fa0 Verifying attestations

Release files / pandas-3.0.6-cp315-cp315t-win_amd64.whl

Download URL	pandas-3.0.6-cp315-cp315t-win_amd64.whl
Size	10.2 MB
Tags	CPython 3.15 CPython 3.15 free-threading Windows x86-64
SHA-256 checksum How to use checksums	`83e91d15738d7783c050197cef2f2cf82fc6353dae9865aa87ed1fa16aa4d55a`
BLAKE2b-256 checksum How to use checksums	`733d1b142bd0d0f1326a5d98c91c955b923cd1e06b5eecb428cd9d8817fa01c0`
Upload date	Sep 17, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/2905718b126579d2cf0fe5bae05bd75facb67d77/.github/workflows/wheels.yml
Publishing logs: github.com/pandas-dev/pandas/actions/runs/35277262658/attempts/4

Artifact

Subject: pandas-3.0.6-cp315-cp315t-win_amd64.whl
SHA-256 checksum: 83e91d15738d7783c050197cef2f2cf82fc6353dae9865aa87ed1fa16aa4d55a Verifying attestations

Release files / pandas-3.0.6-cp315-cp315t-musllinux_1_2_x86_64.whl

Download URL	pandas-3.0.6-cp315-cp315t-musllinux_1_2_x86_64.whl
Size	11.7 MB
Tags	CPython 3.15 CPython 3.15 free-threading Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`8fe77b408d82e2615674dfed62533b95e18a03610573877422aada4f625d4947`
BLAKE2b-256 checksum How to use checksums	`9d8a1c5bd2642b450e374b6191189f47c49538fe41f82348a66de6f647e6ab59`
Upload date	Sep 17, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/2905718b126579d2cf0fe5bae05bd75facb67d77/.github/workflows/wheels.yml
Publishing logs: github.com/pandas-dev/pandas/actions/runs/35277262658/attempts/4

Artifact

Subject: pandas-3.0.6-cp315-cp315t-musllinux_1_2_x86_64.whl
SHA-256 checksum: 8fe77b408d82e2615674dfed62533b95e18a03610573877422aada4f625d4947 Verifying attestations

Release files / pandas-3.0.6-cp315-cp315t-musllinux_1_2_aarch64.whl

Download URL	pandas-3.0.6-cp315-cp315t-musllinux_1_2_aarch64.whl
Size	11.3 MB
Tags	CPython 3.15 CPython 3.15 free-threading Linux musl 1.2+ ARM64
SHA-256 checksum How to use checksums	`c826e9babb7790142c399f58599d8de679bea059d7b39c5b6efa2096fac37266`
BLAKE2b-256 checksum How to use checksums	`c7d1eba72e9d905e84e79aefeefdcc6bc1abe15d9077973566643f4211636966`
Upload date	Sep 17, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/2905718b126579d2cf0fe5bae05bd75facb67d77/.github/workflows/wheels.yml
Publishing logs: github.com/pandas-dev/pandas/actions/runs/35277262658/attempts/4

Artifact

Subject: pandas-3.0.6-cp315-cp315t-musllinux_1_2_aarch64.whl
SHA-256 checksum: c826e9babb7790142c399f58599d8de679bea059d7b39c5b6efa2096fac37266 Verifying attestations

Release files / pandas-3.0.6-cp315-cp315t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	pandas-3.0.6-cp315-cp315t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
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Identity

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Release files / pandas-3.0.6-cp315-cp315t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Release files / pandas-3.0.6-cp315-cp315-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Release files / pandas-3.0.6-cp315-cp315-macosx_10_15_x86_64.whl

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Identity

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Identity

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Provenance

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Release files / pandas-3.0.6-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

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Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Release files / pandas-3.0.6-cp314-cp314t-macosx_10_15_x86_64.whl

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Release files / pandas-3.0.6-cp314-cp314-macosx_10_15_x86_64.whl

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Identity

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Provenance

Identity

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Release files / pandas-3.0.6-cp313-cp313-musllinux_1_2_aarch64.whl

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Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Release files / pandas-3.0.6-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Release files / pandas-3.0.6-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Release files / pandas-3.0.6-cp313-cp313-macosx_11_0_arm64.whl

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Release files / pandas-3.0.6-cp313-cp313-macosx_10_13_x86_64.whl

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Artifact

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Release files / pandas-3.0.6-cp312-cp312-win_arm64.whl

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Artifact

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Release files / pandas-3.0.6-cp312-cp312-musllinux_1_2_aarch64.whl

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Provenance

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Release files / pandas-3.0.6-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Identity

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Release files / pandas-3.0.6-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

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Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Release files / pandas-3.0.6-cp312-cp312-macosx_11_0_arm64.whl

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Provenance

Identity

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Artifact

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Release files / pandas-3.0.6-cp312-cp312-macosx_10_13_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Artifact

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Provenance

Identity

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

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Artifact

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Release files / pandas-3.0.6-cp311-cp311-win_amd64.whl

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Upload date	Sep 17, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/2905718b126579d2cf0fe5bae05bd75facb67d77/.github/workflows/wheels.yml
Publishing logs: github.com/pandas-dev/pandas/actions/runs/35277262658/attempts/4

Artifact

Subject: pandas-3.0.6-cp311-cp311-win_amd64.whl
SHA-256 checksum: 2e5fa32ff162dfdbc280157d664f44d23049ae414725af9676df339c501d82cd Verifying attestations

Release files / pandas-3.0.6-cp311-cp311-musllinux_1_2_x86_64.whl

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Upload date	Sep 17, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/2905718b126579d2cf0fe5bae05bd75facb67d77/.github/workflows/wheels.yml
Publishing logs: github.com/pandas-dev/pandas/actions/runs/35277262658/attempts/4

Artifact

Subject: pandas-3.0.6-cp311-cp311-musllinux_1_2_x86_64.whl
SHA-256 checksum: a3a22e07fe75347eaacc75b0e85297947af4fba6b4aae23916bd8b6828d0bba3 Verifying attestations

Release files / pandas-3.0.6-cp311-cp311-musllinux_1_2_aarch64.whl

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Upload date	Sep 17, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/2905718b126579d2cf0fe5bae05bd75facb67d77/.github/workflows/wheels.yml
Publishing logs: github.com/pandas-dev/pandas/actions/runs/35277262658/attempts/4

Artifact

Subject: pandas-3.0.6-cp311-cp311-musllinux_1_2_aarch64.whl
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Release files / pandas-3.0.6-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	pandas-3.0.6-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
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Tags	CPython 3.11 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
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Upload date	Sep 17, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/2905718b126579d2cf0fe5bae05bd75facb67d77/.github/workflows/wheels.yml
Publishing logs: github.com/pandas-dev/pandas/actions/runs/35277262658/attempts/4

Artifact

Subject: pandas-3.0.6-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 47121f9571503f724c9b93e297ab6254ac99c77adf5e9ed085ea419fd585c258 Verifying attestations

Release files / pandas-3.0.6-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

Download URL	pandas-3.0.6-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Size	10.6 MB
Tags	CPython 3.11 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64
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Upload date	Sep 17, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/2905718b126579d2cf0fe5bae05bd75facb67d77/.github/workflows/wheels.yml
Publishing logs: github.com/pandas-dev/pandas/actions/runs/35277262658/attempts/4

Artifact

Subject: pandas-3.0.6-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: 1e7c0afdcaf6661d795fcefc2f647ddd1136f62cdc153fba177c685d97a87808 Verifying attestations

Release files / pandas-3.0.6-cp311-cp311-macosx_11_0_arm64.whl

Download URL	pandas-3.0.6-cp311-cp311-macosx_11_0_arm64.whl
Size	10.0 MB
Tags	CPython 3.11 macOS 11.0+ ARM64
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Upload date	Sep 17, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/2905718b126579d2cf0fe5bae05bd75facb67d77/.github/workflows/wheels.yml
Publishing logs: github.com/pandas-dev/pandas/actions/runs/35277262658/attempts/4

Artifact

Subject: pandas-3.0.6-cp311-cp311-macosx_11_0_arm64.whl
SHA-256 checksum: d7564d86a94c2eb8ab290b07f63ddaae5c032fa53897c29a2ff2197d43aee8af Verifying attestations

Release files / pandas-3.0.6-cp311-cp311-macosx_10_9_x86_64.whl

Download URL	pandas-3.0.6-cp311-cp311-macosx_10_9_x86_64.whl
Size	10.4 MB
Tags	CPython 3.11 macOS 10.9+ x86-64
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Upload date	Sep 17, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/2905718b126579d2cf0fe5bae05bd75facb67d77

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/2905718b126579d2cf0fe5bae05bd75facb67d77/.github/workflows/wheels.yml
Publishing logs: github.com/pandas-dev/pandas/actions/runs/35277262658/attempts/4

Artifact

Subject: pandas-3.0.6-cp311-cp311-macosx_10_9_x86_64.whl
SHA-256 checksum: 085e3786ae6b2e82b406266bce36690f72b9dc1421903ba9296b2981a9fcf586 Verifying attestations