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🔖 Version 26.1.0
* Update zenodo badge, pyproject.toml, codemeta.json, CITATION.cff and CHANGELOG files
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‎CHANGELOG.rst‎

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.. _changelog
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`Unreleased <https://github.com/cusyio/Python4DataScience/compare/24.3.0...HEAD>`_
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------------------------------------------------------------------------------------
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`Unreleased <https://github.com/cusyio/Python4DataScience/compare/26.1.0...HEAD>`_
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----------------------------------------------------------------------------------
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`26.1.0 <https://github.com/cusyio/Python4DataScience/compare/24.3.0...26.1.0>`_: 2026-07-08
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~~~~~
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* 📝 Add bandit rules to security
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* 📝 Add jsonata-python
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* 📝 Add Memray as a profile tool
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* 📝 Add Git’s data and storage model
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* 📝 New features in Python 3.15
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* profiling.tracing and profiling.sampling
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* Tachyon
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* Python JIT compiler
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* 📝 Add tdda detect_df
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* 🔧 Add dependabot cooldown and group dependabot updates
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* 📝 Check and change data types
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* 📝 Indexing with Boolean DataFrame and bitwise operators
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* 📝 🔧 Check and format pyproject.toml
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* Add pyproject-fmt and validate-pyproject
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* 📝 fsck as a last resort to restore changes
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* 📝 Add Claude and Cursor config for uv
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* 📝 Add comparison between pandas, Polars, Dask and DuckDB
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* 📝 Add geopython libs
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pygeoapi, OWSLib, pycsw and pygeometa
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* 📝 Add project templates
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* 📝 Add file formats for geodata
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* 📝 Add GitLab CI/CD examples
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* 📝 Add csv.Sniffer methods
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* 📝 Add the removal of git lfs
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* 📝 Add deal recommendation for the licensing of open access publications
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* 📝 Fill with mean values
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* 🔧 Add OpenGraph tag for mastodon
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~~~~~~~
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* 📝 Switch from uv-secure to uv audit
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* 🔧 Switch to ruff
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* Variables not shadowing Python builtins (A001)
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* Not used loop control variable renamed with a leading underscore (B007)
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* Raise with from inside except (B904)
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* Add explicit ``strict=`` parameter to ``zip()`` (B905)
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* Call datetime.now and datetime.strptime with timezone (DTZ005, DTZ007)
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* Assign a ``def`` instead of a ``lambda`` expression (E731)
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* Replace legacy ``np.random.randn`` with ``np.random.Generator`` (NPY002)
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* Use ``.merge`` method instead of ``pd.merge`` function (PD015)
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* ``open()`` is replaced by ``Path.open()`` (PTH123)
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* 📄 Update licence information
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* Copyright belongs to cusy GmbH
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* Move LICENSE file to LICENSES/
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* 📝 Update git section
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* Add diff source and destination prefix
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* Add default branch config for init
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* Add git-symbolic-ref
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* Add Git Credential Store for Linux
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* Update shallow clones
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* Add shell config and command line tools
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* Add git history and config-based hooks
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* Add links to Sourcegraph to find pre-commit hooks
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* 📝 Update security
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* Add references to Securing the release workflow, zizmor and 2FA
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* Add anchor for GitHub Actions
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* 📝 Update dtype conversion
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* 📝 Update open data
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* Organise open data by topic
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* Add link to Authors Alliance
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* Add lots of new data sources
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* Move geodata sources to open data
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* Add NFDI4DS Portal
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* Add link to Authors Alliance
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* Fix internal link to geodata
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* 📝 Update performance measurements section
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* Add cProfile/profiling.tracing
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* Add tprof
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* Add performance metrics
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* 📝 Update FastAPI Extensions
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* Add AuthTuna
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* Postpone dormant projects
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* 🔧 Use PEP 639 licence expression
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Remove deprecated Trove classifier
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* 📝 Update git pre-commit section
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* Add pyproject-fmt pre-commit scripts
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* 📝 Update dvc section
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* 📝 Add ruff formatter
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* 📝 Add JSON tools
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* 📝 Update licensing
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* 💚 Switch to uv for the GitHub workflow
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* 📝 Update licence action
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* Update hardware licences
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* Add ML models licences
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* 📝 Switch from pipenv to uv
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* 📝 Update performance section
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* Add Installation and usage of perflint
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* Add perflint pre-commit hook
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* Add link to cProfile
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* 📝 Update git section
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* 📝 Switch form safety to uv-secure
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* 📝 Switch from git checkout to git switch
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* 📝 Update GitLab pipeline with uv
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* 📝 Move logging to Python basics
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* 📝 Update dedupe section
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* 📝 Remove axis as option for pandas groupby
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* 🔧 Switch to the PyViz tutorial in English
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`24.3.0 <https://github.com/cusyio/Python4DataScience/compare/24.2.0...24.3.0>`_: 2024-11-03
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‎CITATION.cff‎

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# SPDX-License-Identifier: BSD-3-Clause
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cff-version: 1.2.0
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doi: 10.5281/zenodo.14031392
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doi: 10.5281/zenodo.21259741
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title: Python4DataScience
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message: >-
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If you use this tutorial, please cite it using the
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affiliation: cusy GmbH
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identifiers:
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- type: doi
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value: 10.5281/zenodo.14031392
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description: 'Python4DataScience: 24.3.0'
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value: 10.5281/zenodo.21259741
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description: 'Python4DataScience: 26.1.0'
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repository-code: 'https://github.com/cusyio/Python4DataScience'
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url: 'https://www.python4data.science/en/24.3.0/'
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url: 'https://www.python4data.science/en/26.1.0/'
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abstract: >-
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Teaching materials for the cusy training courses on
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Python-based data science workflows.
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- Git
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- DVC
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license: BSD-3-Clause
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version: 24.3.0
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date-released: '2024-11-03'
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version: 26.1.0
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date-released: '2026-07-08'

‎README.rst‎

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.. image:: https://app.readthedocs.org/projects/python4datascience/badge/?version=latest
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:alt: Docs
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:target: https://www.python4data.science/en/latest/
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.. image:: https://zenodo.org/badge/DOI/10.5281/zenodo..14031392.svg
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:target: https://doi.org/10.5281/zenodo.14031392
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.. image:: https://zenodo.org/badge/DOI/10.5281/zenodo.21259741.svg
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:target: https://doi.org/10.5281/zenodo.21259741
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.. image:: https://img.shields.io/badge/dynamic/json?label=Mastodon&query=totalItems&url=https%3A%2F%2Fmastodon.social%2F@Python4DataScience%2Ffollowers.json&logo=mastodon
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:alt: Mastodon
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:target: https://mastodon.social/@Python4DataScience

‎codemeta.json‎

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"name": "Veit Schiele"
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}
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],
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"url": "https://zenodo.org/record/12593850",
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"datePublished": "2024-11-03",
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"version": "24.3.0",
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"url": "https://zenodo.org/record/21259741",
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"datePublished": "2026-07-08",
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"version": "26.1.0",
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"keywords": [
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"data science",
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"dvc",
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"iPython"
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],
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"@context": "https://schema.org/",
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"identifier": "https://doi.org/10.5281/zenodo.14031392",
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"@id": "https://doi.org/10.5281/zenodo.14031392",
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"identifier": "https://doi.org/10.5281/zenodo.21259741",
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"@id": "https://doi.org/10.5281/zenodo.21259741",
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"@type": "CreativeWork",
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"name": "veit/Python4DataScience: 24.3.0"
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"name": "veit/Python4DataScience: 26.1.0"
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}

‎pyproject.toml‎

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# SPDX-License-Identifier: BSD-3-Clause
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[project]
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name = "python4datascience"
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version = "24.2.0"
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description = """\
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Unterrichtsmaterialien für die Cusy-Schulungen zu Python-basierten Data-Science-Workflows: \
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https://cusy.io/de/seminars\
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"""
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version = "26.1.0"
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description = "Teaching materials for the Cusy training courses on Python-based data science workflows: https://cusy.io/en/seminars"
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readme = "README.rst"
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license = "BSD-3-Clause"
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license-files = [ "LICENSE" ]

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