{"id":13578183,"url":"https://github.com/scikit-hep/awkward","last_synced_at":"2025-05-14T14:07:49.241Z","repository":{"id":37272712,"uuid":"202413762","full_name":"scikit-hep/awkward","owner":"scikit-hep","description":"Manipulate JSON-like data with NumPy-like idioms.","archived":false,"fork":false,"pushed_at":"2025-05-12T15:59:06.000Z","size":27403,"stargazers_count":879,"open_issues_count":137,"forks_count":92,"subscribers_count":21,"default_branch":"main","last_synced_at":"2025-05-12T16:41:51.710Z","etag":null,"topics":["apache-arrow","cern-root","columnar-format","data-analysis","jagged-array","json","numba","numpy","pandas","python","ragged-array","rdataframe","scikit-hep"],"latest_commit_sha":null,"homepage":"https://awkward-array.org","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/scikit-hep.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2019-08-14T19:32:12.000Z","updated_at":"2025-05-12T05:59:15.000Z","dependencies_parsed_at":"2023-09-23T13:35:55.086Z","dependency_job_id":"5a314bd2-9da5-42c0-b088-e8a03f7aebf9","html_url":"https://github.com/scikit-hep/awkward","commit_stats":{"total_commits":2259,"total_committers":53,"mean_commits":42.62264150943396,"dds":0.7189021691013723,"last_synced_commit":"1c368f16f27e5f18e9c1d55ff0993e40a67dbd88"},"previous_names":["scikit-hep/awkward-1.0"],"tags_count":294,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-hep%2Fawkward","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-hep%2Fawkward/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-hep%2Fawkward/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scikit-hep%2Fawkward/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/scikit-hep","download_url":"https://codeload.github.com/scikit-hep/awkward/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":253870866,"owners_count":21976613,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["apache-arrow","cern-root","columnar-format","data-analysis","jagged-array","json","numba","numpy","pandas","python","ragged-array","rdataframe","scikit-hep"],"created_at":"2024-08-01T15:01:28.214Z","updated_at":"2025-05-14T14:07:44.231Z","avatar_url":"https://github.com/scikit-hep.png","language":"Python","readme":"\u003c!-- begin-logo --\u003e\n![](docs-img/logo/logo-300px.png)\n\u003c!-- end-logo --\u003e\n\n[![PyPI version](https://badge.fury.io/py/awkward.svg)](https://pypi.org/project/awkward)\n[![Conda-Forge](https://img.shields.io/conda/vn/conda-forge/awkward)](https://github.com/conda-forge/awkward-feedstock)\n[![Python 3.9‒3.13](https://img.shields.io/badge/python-3.9%E2%80%923.13-blue)](https://www.python.org)\n[![BSD-3 Clause License](https://img.shields.io/badge/license-BSD%203--Clause-blue.svg)](https://opensource.org/licenses/BSD-3-Clause)\n[![Build Test](https://github.com/scikit-hep/awkward/actions/workflows/test.yml/badge.svg?branch=main)](https://github.com/scikit-hep/awkward/actions/workflows/test.yml)\n\n[![Scikit-HEP](https://scikit-hep.org/assets/images/Scikit--HEP-Project-blue.svg)](https://scikit-hep.org/)\n[![NSF-1836650](https://img.shields.io/badge/NSF-1836650-blue.svg)](https://nsf.gov/awardsearch/showAward?AWD_ID=1836650)\n[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.4341376.svg)](https://doi.org/10.5281/zenodo.4341376)\n[![Documentation](https://img.shields.io/badge/docs-online-success)](https://awkward-array.org/)\n[![Gitter](https://img.shields.io/badge/chat-online-success)](https://gitter.im/Scikit-HEP/awkward-array)\n\nAwkward Array is a library for **nested, variable-sized data**, including arbitrary-length lists, records, mixed types, and missing data, using **NumPy-like idioms**.\n\nArrays are **dynamically typed**, but operations on them are **compiled and fast**. Their behavior coincides with NumPy when array dimensions are regular and generalizes when they're not.\n\n# Motivating example\n\nGiven an array of lists of objects with `x`, `y` fields (with nested lists in the `y` field),\n\n```python\nimport awkward as ak\n\narray = ak.Array([\n    [{\"x\": 1.1, \"y\": [1]}, {\"x\": 2.2, \"y\": [1, 2]}, {\"x\": 3.3, \"y\": [1, 2, 3]}],\n    [],\n    [{\"x\": 4.4, \"y\": [1, 2, 3, 4]}, {\"x\": 5.5, \"y\": [1, 2, 3, 4, 5]}]\n])\n```\n\nthe following slices out the `y` values, drops the first element from each inner list, and runs NumPy's `np.square` function on everything that is left:\n\n```python\noutput = np.square(array[\"y\", ..., 1:])\n```\n\nThe result is\n\n```python\n[\n    [[], [4], [4, 9]],\n    [],\n    [[4, 9, 16], [4, 9, 16, 25]]\n]\n```\n\nThe equivalent using only Python is\n\n```python\noutput = []\nfor sublist in array:\n    tmp1 = []\n    for record in sublist:\n        tmp2 = []\n        for number in record[\"y\"][1:]:\n            tmp2.append(np.square(number))\n        tmp1.append(tmp2)\n    output.append(tmp1)\n```\n\nThe expression using Awkward Arrays is more concise, using idioms familiar from NumPy, and it also has NumPy-like performance. For a similar problem 10 million times larger than the one above (single-threaded on a 2.2 GHz processor),\n\n   * the Awkward Array one-liner takes **1.5 seconds** to run and uses **2.1 GB** of memory,\n   * the equivalent using Python lists and dicts takes **140 seconds** to run and uses **22 GB** of memory.\n\nAwkward Array is even faster when used in [Numba](https://numba.pydata.org/)'s JIT-compiled functions.\n\nSee the [Getting started](https://awkward-array.org/doc/main/getting-started/index.html) documentation on [awkward-array.org](https://awkward-array.org) for an introduction, including a [no-install demo](https://awkward-array.org/doc/main/getting-started/try-awkward-array.html) you can try in your web browser.\n\n# Getting help\n\n   * View the documentation on [awkward-array.org](https://awkward-array.org/).\n   * Report bugs, request features, and ask for additional documentation on [GitHub Issues](https://github.com/scikit-hep/awkward/issues).\n   * If you have a \"How do I...?\" question, start a [GitHub Discussion](https://github.com/scikit-hep/awkward/discussions) with category \"Q\u0026A\".\n   * Alternatively, ask about it on [StackOverflow with the [awkward-array] tag](https://stackoverflow.com/questions/tagged/awkward-array). Be sure to include tags for any other libraries that you use, such as Pandas or PyTorch.\n   * To ask questions in real time, try the Gitter [Scikit-HEP/awkward-array](https://gitter.im/Scikit-HEP/awkward-array) chat room.\n\n# Installation\n\nAwkward Array can be installed from [PyPI](https://pypi.org/project/awkward) using pip:\n\n```bash\npip install awkward\n```\n\nThe `awkward` package is pure Python, and it will download the `awkward-cpp` compiled components as a dependency. If there is no `awkward-cpp` binary package (wheel) for your platform and Python version, pip will attempt to compile it from source (which has additional dependencies, such as a C++ compiler).\n\nAwkward Array is also available on [conda-forge](https://conda-forge.org/docs/user/introduction.html#how-can-i-install-packages-from-conda-forge):\n\n```bash\nconda install -c conda-forge awkward\n```\n\n\u003c!-- readme-pypi-ignore-after --\u003e\n\nBecause of the two packages (`awkward-cpp` may be updated in GitHub but not on PyPI), pip install through git (`pip install git+https://...`) will not work. Instead, use the [Installation for developers](#installation-for-developers) section below.\n\n# Installation for developers\n\nClone this repository _recursively_ to get the header-only C++ dependencies, then generate sources with [nox](https://nox.thea.codes/), compile and install `awkward-cpp`, and finally install `awkward` as an editable installation:\n\n```bash\ngit clone --recursive https://github.com/scikit-hep/awkward.git\ncd awkward\n\nnox -s prepare\npython -m pip install -v ./awkward-cpp\npython -m pip install -e .\n```\n\nTests can be run in parallel with [pytest](https://docs.pytest.org/):\n\n```bash\npython -m pytest -n auto tests\n```\n\nFor more details, see [CONTRIBUTING.md](https://github.com/scikit-hep/awkward/blob/main/CONTRIBUTING.md), or one of the links below.\n\n   * [Continuous integration](https://github.com/scikit-hep/awkward/actions/workflows/test.yml) and [continuous deployment](https://github.com/scikit-hep/awkward/actions/workflows/wheels.yml) are hosted by [GitHub Actions](https://github.com/features/actions/).\n   * [Code of conduct](https://scikit-hep.org/code-of-conduct) for how we work together.\n   * The [LICENSE](LICENSE) is BSD-3.\n\n# Documentation, Release notes, Roadmap, Citations\n\nThe documentation is on [awkward-array.org](https://awkward-array.org), including\n\n   * [Getting started](https://awkward-array.org/doc/main/getting-started/index.html)\n   * [User guide](https://awkward-array.org/doc/main/user-guide/index.html)\n   * [API reference](https://awkward-array.org/doc/main/reference/index.html)\n   * [Tutorials (with videos)](https://awkward-array.org/doc/main/getting-started/community-tutorials.html)\n   * [Papers and talks](https://awkward-array.org/doc/main/getting-started/papers-and-talks.html) about Awkward Array\n\nThe Release notes for each version are in the [GitHub Releases tab](https://github.com/scikit-hep/awkward/releases).\n\nThe Roadmap, Plans, and Deprecation Schedule are in the [GitHub Wiki](https://github.com/scikit-hep/awkward/wiki).\n\nTo cite Awkward Array in a paper, see the \"Cite this repository\" drop-down menu on the top-right of the [GitHub front page](https://github.com/scikit-hep/awkward). The BibTeX is\n\n```bibtex\n@software{Pivarski_Awkward_Array_2018,\nauthor = {Pivarski, Jim and Osborne, Ianna and Ifrim, Ioana and Schreiner, Henry and Hollands, Angus and Biswas, Anish and Das, Pratyush and Roy Choudhury, Santam and Smith, Nicholas and Goyal, Manasvi},\ndoi = {10.5281/zenodo.4341376},\nmonth = {10},\ntitle = {{Awkward Array}},\nyear = {2018}\n}\n```\n\n# Acknowledgements\n\nSupport for this work was provided by NSF cooperative agreement [OAC-1836650](https://www.nsf.gov/awardsearch/showAward?AWD_ID=1836650) (IRIS-HEP 1), [PHY-2323298](https://www.nsf.gov/awardsearch/showAward?AWD_ID=2323298) (IRIS-HEP 2), grant [OAC-1450377](https://nsf.gov/awardsearch/showAward?AWD_ID=1450377) (DIANA/HEP), [PHY-1520942](https://www.nsf.gov/awardsearch/showAward?AWD_ID=1520942) and [PHY-2121686](https://www.nsf.gov/awardsearch/showAward?AWD_ID=2121686) (US-CMS LHC Ops), and [OAC-2103945](https://www.nsf.gov/awardsearch/showAward?AWD_ID=2103945) (Awkward Array).\n\nWe also thank [Erez Shinan](https://github.com/erezsh) and the developers of the [Lark standalone parser](https://github.com/lark-parser/lark), which is used to parse type strings as type objects.\n\nThanks especially to the gracious help of Awkward Array contributors (including the [original repository](https://github.com/scikit-hep/awkward-0.x)).\n\n\u003c!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section --\u003e\n\u003c!-- prettier-ignore-start --\u003e\n\u003c!-- markdownlint-disable --\u003e\n\u003ctable\u003e\n  \u003ctbody\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/jpivarski\"\u003e\u003cimg src=\"https://avatars0.githubusercontent.com/u/1852447?v=4?s=100\" width=\"100px;\" alt=\"Jim Pivarski\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJim Pivarski\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=jpivarski\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=jpivarski\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#infra-jpivarski\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e \u003ca href=\"#maintenance-jpivarski\" title=\"Maintenance\"\u003e🚧\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/ianna\"\u003e\u003cimg src=\"https://avatars0.githubusercontent.com/u/1390682?v=4?s=100\" width=\"100px;\" alt=\"Ianna Osborne\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eIanna Osborne\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=ianna\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/reikdas\"\u003e\u003cimg src=\"https://avatars0.githubusercontent.com/u/11775615?v=4?s=100\" width=\"100px;\" alt=\"Pratyush Das\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003ePratyush Das\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=reikdas\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/trickarcher\"\u003e\u003cimg src=\"https://avatars3.githubusercontent.com/u/39878675?v=4?s=100\" width=\"100px;\" alt=\"Anish Biswas\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eAnish Biswas\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=trickarcher\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/glass-ships\"\u003e\u003cimg src=\"https://avatars2.githubusercontent.com/u/26975530?v=4?s=100\" width=\"100px;\" alt=\"glass-ships\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eglass-ships\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=glass-ships\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=glass-ships\" title=\"Tests\"\u003e⚠️\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://iscinumpy.gitlab.io\"\u003e\u003cimg src=\"https://avatars1.githubusercontent.com/u/4616906?v=4?s=100\" width=\"100px;\" alt=\"Henry Schreiner\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eHenry Schreiner\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=henryiii\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#infra-henryiii\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/nsmith-\"\u003e\u003cimg src=\"https://avatars2.githubusercontent.com/u/6587412?v=4?s=100\" width=\"100px;\" alt=\"Nicholas Smith\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eNicholas Smith\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=nsmith-\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=nsmith-\" title=\"Tests\"\u003e⚠️\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/lgray\"\u003e\u003cimg src=\"https://avatars0.githubusercontent.com/u/1068089?v=4?s=100\" width=\"100px;\" alt=\"Lindsey Gray\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eLindsey Gray\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=lgray\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=lgray\" title=\"Tests\"\u003e⚠️\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/Ellipse0934\"\u003e\u003cimg src=\"https://avatars3.githubusercontent.com/u/7466364?v=4?s=100\" width=\"100px;\" alt=\"Ellipse0934\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eEllipse0934\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=Ellipse0934\" title=\"Tests\"\u003e⚠️\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://gitlab.com/veprbl\"\u003e\u003cimg src=\"https://avatars1.githubusercontent.com/u/245573?v=4?s=100\" width=\"100px;\" alt=\"Dmitry Kalinkin\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eDmitry Kalinkin\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#infra-veprbl\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://www.linkedin.com/in/charles-c-escott/\"\u003e\u003cimg src=\"https://avatars3.githubusercontent.com/u/48469669?v=4?s=100\" width=\"100px;\" alt=\"Charles Escott\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eCharles Escott\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=EscottC\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/masonproffitt\"\u003e\u003cimg src=\"https://avatars3.githubusercontent.com/u/32773304?v=4?s=100\" width=\"100px;\" alt=\"Mason Proffitt\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eMason Proffitt\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=masonproffitt\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/mhedges\"\u003e\u003cimg src=\"https://avatars3.githubusercontent.com/u/18672512?v=4?s=100\" width=\"100px;\" alt=\"Michael Hedges\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eMichael Hedges\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=mhedges\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/guitargeek\"\u003e\u003cimg src=\"https://avatars2.githubusercontent.com/u/6578603?v=4?s=100\" width=\"100px;\" alt=\"Jonas Rembser\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJonas Rembser\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=guitargeek\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/Jayd-1234\"\u003e\u003cimg src=\"https://avatars0.githubusercontent.com/u/34567389?v=4?s=100\" width=\"100px;\" alt=\"Jaydeep Nandi\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJaydeep Nandi\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=Jayd-1234\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/benkrikler\"\u003e\u003cimg src=\"https://avatars0.githubusercontent.com/u/4083697?v=4?s=100\" width=\"100px;\" alt=\"benkrikler\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003ebenkrikler\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=benkrikler\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/bfis\"\u003e\u003cimg src=\"https://avatars0.githubusercontent.com/u/15651150?v=4?s=100\" width=\"100px;\" alt=\"bfis\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003ebfis\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=bfis\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://ddavis.io/\"\u003e\u003cimg src=\"https://avatars2.githubusercontent.com/u/3202090?v=4?s=100\" width=\"100px;\" alt=\"Doug Davis\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eDoug Davis\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=douglasdavis\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://twitter: @JoosepPata\"\u003e\u003cimg src=\"https://avatars0.githubusercontent.com/u/69717?v=4?s=100\" width=\"100px;\" alt=\"Joosep Pata\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJoosep Pata\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-jpata\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://martindurant.github.io/\"\u003e\u003cimg src=\"https://avatars1.githubusercontent.com/u/6042212?v=4?s=100\" width=\"100px;\" alt=\"Martin Durant\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eMartin Durant\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-martindurant\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://gordonwatts.wordpress.com\"\u003e\u003cimg src=\"https://avatars2.githubusercontent.com/u/1778366?v=4?s=100\" width=\"100px;\" alt=\"Gordon Watts\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eGordon Watts\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-gordonwatts\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://gitlab.com/nikoladze\"\u003e\u003cimg src=\"https://avatars0.githubusercontent.com/u/3707225?v=4?s=100\" width=\"100px;\" alt=\"Nikolai Hartmann\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eNikolai Hartmann\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=nikoladze\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/sjperkins\"\u003e\u003cimg src=\"https://avatars3.githubusercontent.com/u/3530212?v=4?s=100\" width=\"100px;\" alt=\"Simon Perkins\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eSimon Perkins\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=sjperkins\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/drahnreb\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/25883607?v=4?s=100\" width=\"100px;\" alt=\".hard\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003e.hard\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=drahnreb\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=drahnreb\" title=\"Tests\"\u003e⚠️\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/HenryDayHall\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/12996763?v=4?s=100\" width=\"100px;\" alt=\"HenryDayHall\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eHenryDayHall\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=HenryDayHall\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/agoose77\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/1248413?v=4?s=100\" width=\"100px;\" alt=\"Angus Hollands\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eAngus Hollands\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=agoose77\" title=\"Tests\"\u003e⚠️\u003c/a\u003e \u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=agoose77\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/ioanaif\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/9751871?v=4?s=100\" width=\"100px;\" alt=\"ioanaif\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eioanaif\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=ioanaif\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=ioanaif\" title=\"Tests\"\u003e⚠️\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://lizards.opensuse.org/author/bmwiedemann/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/637990?v=4?s=100\" width=\"100px;\" alt=\"Bernhard M. Wiedemann\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eBernhard M. Wiedemann\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#maintenance-bmwiedemann\" title=\"Maintenance\"\u003e🚧\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://www.matthewfeickert.com/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/5142394?v=4?s=100\" width=\"100px;\" alt=\"Matthew Feickert\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eMatthew Feickert\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#maintenance-matthewfeickert\" title=\"Maintenance\"\u003e🚧\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/SantamRC\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/52635773?v=4?s=100\" width=\"100px;\" alt=\"Santam Roy Choudhury\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eSantam Roy Choudhury\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=SantamRC\" title=\"Tests\"\u003e⚠️\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://jeroen.vangoey.be\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/59344?v=4?s=100\" width=\"100px;\" alt=\"Jeroen Van Goey\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJeroen Van Goey\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=BioGeek\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/Ahmad-AlSubaie\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/32343365?v=4?s=100\" width=\"100px;\" alt=\"Ahmad-AlSubaie\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eAhmad-AlSubaie\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=Ahmad-AlSubaie\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/ManasviGoyal\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/55101825?v=4?s=100\" width=\"100px;\" alt=\"Manasvi Goyal\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eManasvi Goyal\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=ManasviGoyal\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/aryan26roy\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/50577809?v=4?s=100\" width=\"100px;\" alt=\"Aryan Roy\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eAryan Roy\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=aryan26roy\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://saransh-cpp.github.io/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/74055102?v=4?s=100\" width=\"100px;\" alt=\"Saransh\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eSaransh\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=Saransh-cpp\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/Laurits7\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/30724920?v=4?s=100\" width=\"100px;\" alt=\"Laurits Tani\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eLaurits Tani\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=Laurits7\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/dsavoiu\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/17005255?v=4?s=100\" width=\"100px;\" alt=\"Daniel Savoiu\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eDaniel Savoiu\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=dsavoiu\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://sites.google.com/view/raybellwaves/home\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/17162724?v=4?s=100\" width=\"100px;\" alt=\"Ray Bell\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eRay Bell\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=raybellwaves\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://zonca.dev\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/383090?v=4?s=100\" width=\"100px;\" alt=\"Andrea Zonca\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eAndrea Zonca\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=zonca\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/chrisburr\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/5220533?v=4?s=100\" width=\"100px;\" alt=\"Chris Burr\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eChris Burr\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#infra-chrisburr\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/zbilodea\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/70441641?v=4?s=100\" width=\"100px;\" alt=\"Zoë Bilodeau\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eZoë Bilodeau\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=zbilodea\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/raymondEhlers\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/1571927?v=4?s=100\" width=\"100px;\" alt=\"Raymond Ehlers\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eRaymond Ehlers\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#maintenance-raymondEhlers\" title=\"Maintenance\"\u003e🚧\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://www.mloning.com/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/21020482?v=4?s=100\" width=\"100px;\" alt=\"Markus Löning\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eMarkus Löning\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=mloning\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/kkothari2001\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/53650538?v=4?s=100\" width=\"100px;\" alt=\"Kush Kothari\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eKush Kothari\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=kkothari2001\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=kkothari2001\" title=\"Tests\"\u003e⚠️\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/jrueb\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/30041073?v=4?s=100\" width=\"100px;\" alt=\"Jonas Rübenach\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJonas Rübenach\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=jrueb\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://blog.jling.dev\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/5306213?v=4?s=100\" width=\"100px;\" alt=\"Jerry Ling\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJerry Ling\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=Moelf\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/lobis\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/35803280?v=4?s=100\" width=\"100px;\" alt=\"Luis Antonio Obis Aparicio\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eLuis Antonio Obis Aparicio\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=lobis\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/tcawlfield\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/4094385?v=4?s=100\" width=\"100px;\" alt=\"Topher Cawlfield\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eTopher Cawlfield\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=tcawlfield\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/maxgalli\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/26309531?v=4?s=100\" width=\"100px;\" alt=\"Massimiliano Galli\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eMassimiliano Galli\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=maxgalli\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/pfackeldey\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/18463582?v=4?s=100\" width=\"100px;\" alt=\"Peter Fackeldey\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003ePeter Fackeldey\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=pfackeldey\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://www.ariostas.com\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/7596837?v=4?s=100\" width=\"100px;\" alt=\"Andres Rios Tascon\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eAndres Rios Tascon\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=ariostas\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/maxymnaumchyk\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/70752300?v=4?s=100\" width=\"100px;\" alt=\"maxymnaumchyk\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003emaxymnaumchyk\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=maxymnaumchyk\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://tacaswell.github.io\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/199813?v=4?s=100\" width=\"100px;\" alt=\"Thomas A Caswell\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eThomas A Caswell\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#maintenance-tacaswell\" title=\"Maintenance\"\u003e🚧\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://www.nijho.lt\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/6897215?v=4?s=100\" width=\"100px;\" alt=\"Bas Nijholt\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eBas Nijholt\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#maintenance-basnijholt\" title=\"Maintenance\"\u003e🚧\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://nj-vs-vh.name/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/30616208?v=4?s=100\" width=\"100px;\" alt=\"Igor Vaiman\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eIgor Vaiman\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=nj-vs-vh\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/HavryliukAY\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/58536463?v=4?s=100\" width=\"100px;\" alt=\"Havryliuk Artem \"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eHavryliuk Artem \u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=HavryliukAY\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/ikrommyd\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/82155404?v=4?s=100\" width=\"100px;\" alt=\"Iason Krommydas\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eIason Krommydas\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/scikit-hep/awkward/commits?author=ikrommyd\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n  \u003c/tbody\u003e\n\u003c/table\u003e\n\n\u003c!-- markdownlint-restore --\u003e\n\u003c!-- prettier-ignore-end --\u003e\n\n\u003c!-- ALL-CONTRIBUTORS-LIST:END --\u003e\n\n💻: code, 📖: documentation, 🚇: infrastructure, 🚧: maintenance, ⚠: tests and feedback, 🤔: foundational ideas.\n","funding_links":[],"categories":["Python"],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fscikit-hep%2Fawkward","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fscikit-hep%2Fawkward","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fscikit-hep%2Fawkward/lists"}