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Uproot is a library for reading and writing [ROOT files](https://root.cern/) in pure Python and NumPy.

Unlike the standard C++ ROOT implementation, Uproot is only an I/O library, primarily intended to stream data into machine learning libraries in Python. Unlike PyROOT and root_numpy, Uproot does not depend on C++ ROOT. Instead, it uses Numpy to cast blocks of data from the ROOT file as Numpy arrays.

<p align="center"><img src="https://raw.githubusercontent.com/scikit-hep/uproot5/main/docs-img/diagrams/abstraction-layers.svg" width="700px"></p>

# Installation

Uproot can be installed [from PyPI](https://pypi.org/project/uproot) using pip.

```bash
pip install uproot
```

Uproot is also available using [conda](https://anaconda.org/conda-forge/uproot).

```bash
conda install -c conda-forge uproot
```

If you have already added `conda-forge` as a channel, the `-c conda-forge` is unnecessary. Adding the channel is recommended because it ensures that all of your packages use compatible versions (see [conda-forge docs](https://conda-forge.org/docs/user/introduction.html#how-can-i-install-packages-from-conda-forge)):

```bash
conda config --add channels conda-forge
conda update --all
```

## Getting help

**Start with the [tutorials and reference documentation](https://uproot.readthedocs.io/).**

   * Report bugs, request features, and ask for additional documentation on [GitHub Issues](https://github.com/scikit-hep/uproot5/issues).
   * If you have a "How do I...?" question, start a [GitHub Discussion](https://github.com/scikit-hep/uproot5/discussions) with category "Q&A".
   * Alternatively, ask about it on [StackOverflow with the [uproot] tag](https://stackoverflow.com/questions/tagged/uproot). Be sure to include tags for any other libraries that you use, such as Pandas or PyTorch.
   * To ask questions in real time, try the Gitter [Scikit-HEP/uproot](https://gitter.im/Scikit-HEP/uproot) chat room.

## Installation for developers

Uproot is an ordinary Python library; you can get a copy of the code with

```bash
git clone https://github.com/scikit-hep/uproot5.git
```

and install it locally by calling `pip install -e .` in the repository directory.

If you need to develop Awkward Array as well, see its [installation for developers](https://github.com/scikit-hep/awkward-1.0#installation-for-developers).

# Dependencies

**Uproot's only strict dependencies are NumPy and packaging.** Strict dependencies are automatically installed by pip (or conda).

**[Awkward Array](https://anaconda.org/conda-forge/awkward) is highly recommended** and is automatically installed by pip (or conda), though it is _possible_ to use Uproot without it. If you need a minimal installation, pass `--no-deps` to pip and pass `library="np"` to every array-fetching function, or globally set `uproot.default_library` to get NumPy arrays instead of Awkward Arrays.

   * `awkward`: Uproot 5.x requires Awkward 2.x.

The following libraries are also useful in conjunction with Uproot, but are not necessary. If you call a function that needs one, you'll be prompted to install it. (Conda installs most of these automatically.)

**For ROOT files, compressed different ways:**

   * `lz4` and `xxhash`: if reading ROOT files that have been LZ4-compressed.
   * `zstandard`: if reading ROOT files that have been ZSTD-compressed.
   * ZLIB and LZMA are built in (Python standard library).

**For accessing remote files:**

   * `minio`: if reading files with `s3://` URIs.
   * `xrootd`: if reading files with `root://` URIs.
   * HTTP/S access is built in (Python standard library).

**For distributed computing with [Dask](https://www.dask.org/):**

   * `dask`: see [uproot.dask](https://uproot.readthedocs.io/en/latest/uproot._dask.dask.html).
   * `dask-awkward`: for data with irregular structure ("jagged" arrays), see [dask-awkward](https://github.com/dask-contrib/dask-awkward).

**For exporting TTrees to [Pandas](https://pandas.pydata.org/):**

   * `pandas`: if `library="pd"`.
   * `awkward-pandas`: if `library="pd"` and the data have irregular structure ("jagged" arrays), see [awkward-pandas](https://github.com/intake/awkward-pandas).

**For exporting histograms:**

   * `boost-histogram`: if converting histograms to [boost-histogram](https://github.com/scikit-hep/boost-histogram) with `histogram.to_boost()`.
   * `hist`: if converting histograms to [hist](https://github.com/scikit-hep/hist) with `histogram.to_hist()`.

# Acknowledgements

Support for this work was provided by NSF cooperative agreements [OAC-1836650](https://www.nsf.gov/awardsearch/showAward?AWD_ID=1836650) and [PHY-2323298](https://www.nsf.gov/awardsearch/showAward?AWD_ID=2323298) (IRIS-HEP), grant [OAC-1450377](https://nsf.gov/awardsearch/showAward?AWD_ID=1450377) (DIANA/HEP), and [PHY-2121686](https://www.nsf.gov/awardsearch/showAward?AWD_ID=2121686) (US-CMS LHC Ops).


Thanks especially to the gracious help of Uproot contributors (including the [original repository](https://github.com/scikit-hep/uproot)).

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      <td align="center" valign="top" width="14.28%"><a href="http://blog.kushkothari.in"><img src="https://avatars.githubusercontent.com/u/53650538?v=4?s=100" width="100px;" alt="Kush Kothari"/><br /><sub><b>Kush Kothari</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=kkothari2001" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/aryan26roy"><img src="https://avatars.githubusercontent.com/u/50577809?v=4?s=100" width="100px;" alt="Aryan Roy"/><br /><sub><b>Aryan Roy</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=aryan26roy" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="http://blog.jling.dev"><img src="https://avatars.githubusercontent.com/u/5306213?v=4?s=100" width="100px;" alt="Jerry Ling"/><br /><sub><b>Jerry Ling</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=Moelf" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kakwok"><img src="https://avatars.githubusercontent.com/u/12798013?v=4?s=100" width="100px;" alt="kakwok"/><br /><sub><b>kakwok</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=kakwok" title="Code">💻</a></td>
    </tr>
    <tr>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/veprbl"><img src="https://avatars.githubusercontent.com/u/245573?v=4?s=100" width="100px;" alt="Dmitry Kalinkin"/><br /><sub><b>Dmitry Kalinkin</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=veprbl" title="Code">💻</a> <a href="#infra-veprbl" title="Infrastructure (Hosting, Build-Tools, etc)">🚇</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/nikoladze"><img src="https://avatars.githubusercontent.com/u/3707225?v=4?s=100" width="100px;" alt="Nikolai Hartmann"/><br /><sub><b>Nikolai Hartmann</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=nikoladze" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://www.lieret.net"><img src="https://avatars.githubusercontent.com/u/13602468?v=4?s=100" width="100px;" alt="Kilian Lieret"/><br /><sub><b>Kilian Lieret</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=klieret" title="Documentation">📖</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/dcervenkov"><img src="https://avatars.githubusercontent.com/u/23052054?v=4?s=100" width="100px;" alt="Daniel Cervenkov"/><br /><sub><b>Daniel Cervenkov</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=dcervenkov" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/beojan"><img src="https://avatars.githubusercontent.com/u/3727925?v=4?s=100" width="100px;" alt="Beojan Stanislaus"/><br /><sub><b>Beojan Stanislaus</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=beojan" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/agoose77"><img src="https://avatars.githubusercontent.com/u/1248413?v=4?s=100" width="100px;" alt="Angus Hollands"/><br /><sub><b>Angus Hollands</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=agoose77" title="Code">💻</a> <a href="#maintenance-agoose77" title="Maintenance">🚧</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/lobis"><img src="https://avatars.githubusercontent.com/u/35803280?v=4?s=100" width="100px;" alt="Luis Antonio Obis Aparicio"/><br /><sub><b>Luis Antonio Obis Aparicio</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=lobis" title="Code">💻</a></td>
    </tr>
    <tr>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/renyhp"><img src="https://avatars.githubusercontent.com/u/20142663?v=4?s=100" width="100px;" alt="renyhp"/><br /><sub><b>renyhp</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=renyhp" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/lgray"><img src="https://avatars.githubusercontent.com/u/1068089?v=4?s=100" width="100px;" alt="Lindsey Gray"/><br /><sub><b>Lindsey Gray</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=lgray" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ioanaif"><img src="https://avatars.githubusercontent.com/u/9751871?v=4?s=100" width="100px;" alt="ioanaif"/><br /><sub><b>ioanaif</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=ioanaif" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/natsukium"><img src="https://avatars.githubusercontent.com/u/25083790?v=4?s=100" width="100px;" alt="OTABI Tomoya"/><br /><sub><b>OTABI Tomoya</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=natsukium" title="Tests">⚠️</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/JostMigenda"><img src="https://avatars.githubusercontent.com/u/16189747?v=4?s=100" width="100px;" alt="Jost Migenda"/><br /><sub><b>Jost Migenda</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=JostMigenda" title="Documentation">📖</a></td>
      <td align="center" valign="top" width="14.28%"><a href="http://glepage.com"><img src="https://avatars.githubusercontent.com/u/33058747?v=4?s=100" width="100px;" alt="Gaétan Lepage"/><br /><sub><b>Gaétan Lepage</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=GaetanLepage" title="Tests">⚠️</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/HaarigerHarald"><img src="https://avatars.githubusercontent.com/u/8050292?v=4?s=100" width="100px;" alt="HaarigerHarald"/><br /><sub><b>HaarigerHarald</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=HaarigerHarald" title="Code">💻</a></td>
    </tr>
    <tr>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/bnavigator"><img src="https://avatars.githubusercontent.com/u/4623504?v=4?s=100" width="100px;" alt="Ben Greiner"/><br /><sub><b>Ben Greiner</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=bnavigator" title="Tests">⚠️</a></td>
      <td align="center" valign="top" width="14.28%"><a href="http://tooldev.de"><img src="https://avatars.githubusercontent.com/u/1640386?v=4?s=100" width="100px;" alt="Robin Sonnabend"/><br /><sub><b>Robin Sonnabend</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=YSelfTool" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/bojohnson5"><img src="https://avatars.githubusercontent.com/u/20647190?v=4?s=100" width="100px;" alt="Bo Johnson"/><br /><sub><b>Bo Johnson</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=bojohnson5" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/milesgranger"><img src="https://avatars.githubusercontent.com/u/13764397?v=4?s=100" width="100px;" alt="Miles"/><br /><sub><b>Miles</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=milesgranger" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/djw9497"><img src="https://avatars.githubusercontent.com/u/51672890?v=4?s=100" width="100px;" alt="djw9497"/><br /><sub><b>djw9497</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=djw9497" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Pepesob"><img src="https://avatars.githubusercontent.com/u/113636251?v=4?s=100" width="100px;" alt="Piotr Sobczyński"/><br /><sub><b>Piotr Sobczyński</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=Pepesob" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/giedrius2020"><img src="https://avatars.githubusercontent.com/u/71819123?v=4?s=100" width="100px;" alt="Giedrius Juškevičius"/><br /><sub><b>Giedrius Juškevičius</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=giedrius2020" title="Code">💻</a></td>
    </tr>
    <tr>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/MatousVozak"><img src="https://avatars.githubusercontent.com/u/33348191?v=4?s=100" width="100px;" alt="MatousVozak"/><br /><sub><b>MatousVozak</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=MatousVozak" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/rossodisera"><img src="https://avatars.githubusercontent.com/u/46961664?v=4?s=100" width="100px;" alt="Andrea Serafini"/><br /><sub><b>Andrea Serafini</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=rossodisera" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="http://www.ariostas.com"><img src="https://avatars.githubusercontent.com/u/7596837?v=4?s=100" width="100px;" alt="Andres Rios Tascon"/><br /><sub><b>Andres Rios Tascon</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=ariostas" title="Code">💻</a></td>
      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ikrommyd"><img src="https://avatars.githubusercontent.com/u/82155404?v=4?s=100" width="100px;" alt="Iason Krommydas"/><br /><sub><b>Iason Krommydas</b></sub></a><br /><a href="https://github.com/scikit-hep/uproot5/commits?author=ikrommyd" title="Code">💻</a></td>
    </tr>
  </tbody>
</table>

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💻: code, 📖: documentation, 🚇: infrastructure, 🚧: maintainance, ⚠: tests/feedback, 🤔: foundational ideas.
