Pre-release

This release is a pre-release and may not be stable for production use.

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.

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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Metadata

Release files for pandas 3.1.0rc0

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 3.1.0rc0
File	Size	Uploaded
pandas-3.1.0rc0.tar.gz	5.9 MB	Sep 30, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for pandas 3.1.0rc0
File	Interpreter	ABI	Platform	Reset
pandas-3.1.0rc0-cp315-cp315t-win_arm64.whl 10.6 MB Sep 30, 2026	CPython 3.15	CPython 3.15 free-threading	Windows ARM64	Details
pandas-3.1.0rc0-cp315-cp315t-win_amd64.whl 11.2 MB Sep 30, 2026	CPython 3.15	CPython 3.15 free-threading	Windows x86-64	Details
pandas-3.1.0rc0-cp315-cp315t-musllinux_1_2_x86_64.whl 12.9 MB Sep 30, 2026	CPython 3.15	CPython 3.15 free-threading	Linux musl 1.2+ x86-64	Details
pandas-3.1.0rc0-cp315-cp315t-musllinux_1_2_aarch64.whl 12.4 MB Sep 30, 2026	CPython 3.15	CPython 3.15 free-threading	Linux musl 1.2+ ARM64	Details
pandas-3.1.0rc0-cp315-cp315t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 11.8 MB Sep 30, 2026	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
pandas-3.1.0rc0-cp315-cp315t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 11.3 MB Sep 30, 2026	CPython 3.15	CPython 3.15 free-threading	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
pandas-3.1.0rc0-cp315-cp315t-macosx_11_0_arm64.whl 11.7 MB Sep 30, 2026	CPython 3.15	CPython 3.15 free-threading	macOS 11.0+ ARM64	Details
pandas-3.1.0rc0-cp315-cp315t-macosx_10_15_x86_64.whl 12.1 MB Sep 30, 2026	CPython 3.15	CPython 3.15 free-threading	macOS 10.15+ x86-64	Details
pandas-3.1.0rc0-cp315-cp315-win_arm64.whl 10.2 MB Sep 30, 2026	CPython 3.15	CPython 3.15	Windows ARM64	Details
pandas-3.1.0rc0-cp315-cp315-win_amd64.whl 10.8 MB Sep 30, 2026	CPython 3.15	CPython 3.15	Windows x86-64	Details
pandas-3.1.0rc0-cp315-cp315-musllinux_1_2_x86_64.whl 13.1 MB Sep 30, 2026	CPython 3.15	CPython 3.15	Linux musl 1.2+ x86-64	Details
pandas-3.1.0rc0-cp315-cp315-musllinux_1_2_aarch64.whl 12.5 MB Sep 30, 2026	CPython 3.15	CPython 3.15	Linux musl 1.2+ ARM64	Details
pandas-3.1.0rc0-cp315-cp315-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 12.0 MB Sep 30, 2026	CPython 3.15	CPython 3.15	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
pandas-3.1.0rc0-cp315-cp315-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 11.5 MB Sep 30, 2026	CPython 3.15	CPython 3.15	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
pandas-3.1.0rc0-cp315-cp315-macosx_11_0_arm64.whl 11.2 MB Sep 30, 2026	CPython 3.15	CPython 3.15	macOS 11.0+ ARM64	Details
pandas-3.1.0rc0-cp315-cp315-macosx_10_15_x86_64.whl 11.6 MB Sep 30, 2026	CPython 3.15	CPython 3.15	macOS 10.15+ x86-64	Details
pandas-3.1.0rc0-cp314-cp314t-win_arm64.whl 10.6 MB Sep 30, 2026	CPython 3.14	CPython 3.14 free-threading	Windows ARM64	Details
pandas-3.1.0rc0-cp314-cp314t-win_amd64.whl 11.3 MB Sep 30, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
pandas-3.1.0rc0-cp314-cp314t-musllinux_1_2_x86_64.whl 12.9 MB Sep 30, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
pandas-3.1.0rc0-cp314-cp314t-musllinux_1_2_aarch64.whl 12.4 MB Sep 30, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ ARM64	Details
pandas-3.1.0rc0-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 11.8 MB Sep 30, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
pandas-3.1.0rc0-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 11.4 MB Sep 30, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
pandas-3.1.0rc0-cp314-cp314t-macosx_11_0_arm64.whl 11.7 MB Sep 30, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
pandas-3.1.0rc0-cp314-cp314t-macosx_10_15_x86_64.whl 12.1 MB Sep 30, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 10.15+ x86-64	Details
pandas-3.1.0rc0-cp314-cp314-win_arm64.whl 10.2 MB Sep 30, 2026	CPython 3.14	CPython 3.14	Windows ARM64	Details
pandas-3.1.0rc0-cp314-cp314-win_amd64.whl 10.9 MB Sep 30, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
pandas-3.1.0rc0-cp314-cp314-musllinux_1_2_x86_64.whl 13.1 MB Sep 30, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
pandas-3.1.0rc0-cp314-cp314-musllinux_1_2_aarch64.whl 12.5 MB Sep 30, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details
pandas-3.1.0rc0-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 12.0 MB Sep 30, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
pandas-3.1.0rc0-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 11.5 MB Sep 30, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64	Details
pandas-3.1.0rc0-cp314-cp314-macosx_11_0_arm64.whl 11.2 MB Sep 30, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
pandas-3.1.0rc0-cp314-cp314-macosx_10_15_x86_64.whl 11.6 MB Sep 30, 2026	CPython 3.14	CPython 3.14	macOS 10.15+ x86-64	Details
pandas-3.1.0rc0-cp313-cp313-win_arm64.whl 10.1 MB Sep 30, 2026	CPython 3.13	CPython 3.13	Windows ARM64	Details
pandas-3.1.0rc0-cp313-cp313-win_amd64.whl 10.7 MB Sep 30, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
pandas-3.1.0rc0-cp313-cp313-musllinux_1_2_x86_64.whl 13.0 MB Sep 30, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
pandas-3.1.0rc0-cp313-cp313-musllinux_1_2_aarch64.whl 12.4 MB Sep 30, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details
pandas-3.1.0rc0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 12.0 MB Sep 30, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
pandas-3.1.0rc0-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 11.4 MB Sep 30, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
pandas-3.1.0rc0-cp313-cp313-macosx_11_0_arm64.whl 11.1 MB Sep 30, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
pandas-3.1.0rc0-cp313-cp313-macosx_10_13_x86_64.whl 11.6 MB Sep 30, 2026	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
pandas-3.1.0rc0-cp312-cp312-win_arm64.whl 10.1 MB Sep 30, 2026	CPython 3.12	CPython 3.12	Windows ARM64	Details
pandas-3.1.0rc0-cp312-cp312-win_amd64.whl 10.7 MB Sep 30, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
pandas-3.1.0rc0-cp312-cp312-pyemscripten_2024_0_wasm32.whl 8.1 MB Sep 30, 2026	CPython 3.12	CPython 3.12	PyEmscripten 2024.0+ WebAssembly	Details
pandas-3.1.0rc0-cp312-cp312-musllinux_1_2_x86_64.whl 13.1 MB Sep 30, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
pandas-3.1.0rc0-cp312-cp312-musllinux_1_2_aarch64.whl 12.5 MB Sep 30, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
pandas-3.1.0rc0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 12.0 MB Sep 30, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
pandas-3.1.0rc0-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 11.4 MB Sep 30, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64	Details
pandas-3.1.0rc0-cp312-cp312-macosx_11_0_arm64.whl 11.1 MB Sep 30, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
pandas-3.1.0rc0-cp312-cp312-macosx_10_13_x86_64.whl 11.6 MB Sep 30, 2026	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
pandas-3.1.0rc0-cp311-cp311-win_arm64.whl 10.3 MB Sep 30, 2026	CPython 3.11	CPython 3.11	Windows ARM64	Details
pandas-3.1.0rc0-cp311-cp311-win_amd64.whl 10.9 MB Sep 30, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
pandas-3.1.0rc0-cp311-cp311-musllinux_1_2_x86_64.whl 13.4 MB Sep 30, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
pandas-3.1.0rc0-cp311-cp311-musllinux_1_2_aarch64.whl 12.7 MB Sep 30, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARM64	Details
pandas-3.1.0rc0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 12.3 MB Sep 30, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
pandas-3.1.0rc0-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 11.7 MB Sep 30, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
pandas-3.1.0rc0-cp311-cp311-macosx_11_0_arm64.whl 11.1 MB Sep 30, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
pandas-3.1.0rc0-cp311-cp311-macosx_10_9_x86_64.whl 11.6 MB Sep 30, 2026	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details

Total release size: 667.0 MB

Release files / pandas-3.1.0rc0.tar.gz

Download URL	pandas-3.1.0rc0.tar.gz
Size	5.9 MB
Tags	Source
SHA-256 checksum How to use checksums	`f974ad866f5fadbaf7741bd8f5b6e07815dfa04839853deb262da2663819b40b`
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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb/.github/workflows/wheels.yml
Publishing logs: github.com/pandas-dev/pandas/actions/runs/36721212178/attempts/1

Artifact

Subject: pandas-3.1.0rc0.tar.gz
SHA-256 checksum: f974ad866f5fadbaf7741bd8f5b6e07815dfa04839853deb262da2663819b40b Verifying attestations

Release files / pandas-3.1.0rc0-cp315-cp315t-win_arm64.whl

Download URL	pandas-3.1.0rc0-cp315-cp315t-win_arm64.whl
Size	10.6 MB
Tags	CPython 3.15 CPython 3.15 free-threading Windows ARM64
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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb/.github/workflows/wheels.yml
Publishing logs: github.com/pandas-dev/pandas/actions/runs/36721212178/attempts/1

Artifact

Subject: pandas-3.1.0rc0-cp315-cp315t-win_arm64.whl
SHA-256 checksum: 65dd9a643b3a4e8c2a8e480d4e14a8c084a3223ad1677eda7f9a76f0b7a02736 Verifying attestations

Release files / pandas-3.1.0rc0-cp315-cp315t-win_amd64.whl

Download URL	pandas-3.1.0rc0-cp315-cp315t-win_amd64.whl
Size	11.2 MB
Tags	CPython 3.15 CPython 3.15 free-threading Windows x86-64
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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb/.github/workflows/wheels.yml
Publishing logs: github.com/pandas-dev/pandas/actions/runs/36721212178/attempts/1

Artifact

Subject: pandas-3.1.0rc0-cp315-cp315t-win_amd64.whl
SHA-256 checksum: 8f38c6fc56b69bb9c4ffa53516e5f4035ac8c595b046e9ee5f478c61c2d1babd Verifying attestations

Release files / pandas-3.1.0rc0-cp315-cp315t-musllinux_1_2_x86_64.whl

Download URL	pandas-3.1.0rc0-cp315-cp315t-musllinux_1_2_x86_64.whl
Size	12.9 MB
Tags	CPython 3.15 CPython 3.15 free-threading Linux musl 1.2+ x86-64
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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb/.github/workflows/wheels.yml
Publishing logs: github.com/pandas-dev/pandas/actions/runs/36721212178/attempts/1

Artifact

Subject: pandas-3.1.0rc0-cp315-cp315t-musllinux_1_2_x86_64.whl
SHA-256 checksum: 845ff668f75c63f645a2b6ad46e1ce4e900b315b84484a81a6e47f1d6c04ba6f Verifying attestations

Release files / pandas-3.1.0rc0-cp315-cp315t-musllinux_1_2_aarch64.whl

Download URL	pandas-3.1.0rc0-cp315-cp315t-musllinux_1_2_aarch64.whl
Size	12.4 MB
Tags	CPython 3.15 CPython 3.15 free-threading Linux musl 1.2+ ARM64
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BLAKE2b-256 checksum How to use checksums	`1f07cc229c749083477115702cb385e781930343698fd0a18fb6dc3fe93efabb`
Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb/.github/workflows/wheels.yml
Publishing logs: github.com/pandas-dev/pandas/actions/runs/36721212178/attempts/1

Artifact

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SHA-256 checksum: f9fda783a72e48353625fa4112d298ce71787d6dbf2a6567f25d1b67bfddfd51 Verifying attestations

Release files / pandas-3.1.0rc0-cp315-cp315t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Publishing repository: github.com/pandas-dev/pandas
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Release files / pandas-3.1.0rc0-cp315-cp315t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

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Publishing repository: github.com/pandas-dev/pandas
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Release files / pandas-3.1.0rc0-cp315-cp315-win_arm64.whl

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Publishing repository: github.com/pandas-dev/pandas
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Release files / pandas-3.1.0rc0-cp315-cp315-win_amd64.whl

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

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Publishing repository: github.com/pandas-dev/pandas
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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

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Identity

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

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Release files / pandas-3.1.0rc0-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Release files / pandas-3.1.0rc0-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

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Publishing repository: github.com/pandas-dev/pandas
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Release files / pandas-3.1.0rc0-cp314-cp314t-macosx_10_15_x86_64.whl

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Release files / pandas-3.1.0rc0-cp314-cp314-macosx_11_0_arm64.whl

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Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

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Release files / pandas-3.1.0rc0-cp313-cp313-win_amd64.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/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

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Release files / pandas-3.1.0rc0-cp313-cp313-musllinux_1_2_aarch64.whl

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Release files / pandas-3.1.0rc0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Release files / pandas-3.1.0rc0-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

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Release files / pandas-3.1.0rc0-cp313-cp313-macosx_11_0_arm64.whl

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Release files / pandas-3.1.0rc0-cp313-cp313-macosx_10_13_x86_64.whl

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Release files / pandas-3.1.0rc0-cp312-cp312-win_amd64.whl

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Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

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Release files / pandas-3.1.0rc0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Publishing repository: github.com/pandas-dev/pandas
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Release files / pandas-3.1.0rc0-cp312-cp312-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/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

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Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

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Release files / pandas-3.1.0rc0-cp312-cp312-macosx_10_13_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/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

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Release files / pandas-3.1.0rc0-cp311-cp311-win_arm64.whl

Download URL	pandas-3.1.0rc0-cp311-cp311-win_arm64.whl
Size	10.3 MB
Tags	CPython 3.11 Windows ARM64
SHA-256 checksum How to use checksums	`65e2f70dd9a113513fcdc223258a2936b8a0ab006b53ab07dde42e5d5e8f8a06`
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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb/.github/workflows/wheels.yml
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Artifact

Subject: pandas-3.1.0rc0-cp311-cp311-win_arm64.whl
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Release files / pandas-3.1.0rc0-cp311-cp311-win_amd64.whl

Download URL	pandas-3.1.0rc0-cp311-cp311-win_amd64.whl
Size	10.9 MB
Tags	CPython 3.11 Windows x86-64
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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

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Artifact

Subject: pandas-3.1.0rc0-cp311-cp311-win_amd64.whl
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Release files / pandas-3.1.0rc0-cp311-cp311-musllinux_1_2_x86_64.whl

Download URL	pandas-3.1.0rc0-cp311-cp311-musllinux_1_2_x86_64.whl
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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

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Artifact

Subject: pandas-3.1.0rc0-cp311-cp311-musllinux_1_2_x86_64.whl
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Release files / pandas-3.1.0rc0-cp311-cp311-musllinux_1_2_aarch64.whl

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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

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Artifact

Subject: pandas-3.1.0rc0-cp311-cp311-musllinux_1_2_aarch64.whl
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Release files / pandas-3.1.0rc0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	pandas-3.1.0rc0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

Workflow

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Artifact

Subject: pandas-3.1.0rc0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 379bf578cde9fad6b4588dc9f6e73da4451e6a08c31ff961180b4fea25b22e3e Verifying attestations

Release files / pandas-3.1.0rc0-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

Download URL	pandas-3.1.0rc0-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Size	11.7 MB
Tags	CPython 3.11 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64
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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb/.github/workflows/wheels.yml
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Artifact

Subject: pandas-3.1.0rc0-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: 7a5fcd6978b09005ea48f7703c2511383acd0b0890768727c51a311791328197 Verifying attestations

Release files / pandas-3.1.0rc0-cp311-cp311-macosx_11_0_arm64.whl

Download URL	pandas-3.1.0rc0-cp311-cp311-macosx_11_0_arm64.whl
Size	11.1 MB
Tags	CPython 3.11 macOS 11.0+ ARM64
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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb/.github/workflows/wheels.yml
Publishing logs: github.com/pandas-dev/pandas/actions/runs/36721212178/attempts/1

Artifact

Subject: pandas-3.1.0rc0-cp311-cp311-macosx_11_0_arm64.whl
SHA-256 checksum: bca506be5ed6aaf003138287d8439c124c0b414b386bf722a22bbc6633f5c7f4 Verifying attestations

Release files / pandas-3.1.0rc0-cp311-cp311-macosx_10_9_x86_64.whl

Download URL	pandas-3.1.0rc0-cp311-cp311-macosx_10_9_x86_64.whl
Size	11.6 MB
Tags	CPython 3.11 macOS 10.9+ x86-64
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Upload date	Sep 30, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/pandas-dev/pandas
Publishing commit: github.com/pandas-dev/pandas/tree/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb

Workflow

Publishing configuration: github.com/pandas-dev/pandas/blob/6ebf4a7350c9552980daeb55c1be49cfea3fbfcb/.github/workflows/wheels.yml
Publishing logs: github.com/pandas-dev/pandas/actions/runs/36721212178/attempts/1

Artifact

Subject: pandas-3.1.0rc0-cp311-cp311-macosx_10_9_x86_64.whl
SHA-256 checksum: e76141ece037d3df9be762059b69300e062c969c7f91c1d873a8b7c7bfee0371 Verifying attestations