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marc21-learn is a toolkit that bridges the gap between the MARC21 data format and the machine learning library scikit-learn.

This project is developed by the Metadata Department of the German National Library (DNB). It is used for data analysis and for automating metadata workflows (data engineering) as part of automatic content indexing.

Check out the documentation to learn more about installing and using the marc21-learn toolkit.

Example

The marc21_learn.io module provides a Polars extension that uses the query engine of marc21 to transform records into a rectangular DataFrame:

from marc21_learn.io import read_marc21

sources =  "authorities-gnd-*.mrc.gz"
query = "001 AS `cn`, 075{ b AS `gndgen` | 2 == 'gndgen' }"
predicate = "ldr.type == 'z'"

df = read_marc21(sources, query, predicate=predicate)
print(df)
shape: (10_317_327, 2)
┌────────────┬────────┐
│ cn         ┆ gndgen │
│ ---        ┆ ---    │
│ str        ┆ str    │
╞════════════╪════════╡
│ 040000028  ┆ s      │
│ 040000230  ┆ s      │
│ 040000303  ┆ s      │
│ 040000443  ┆ s      │
│ 040000540  ┆ s      │
│ …          ┆ …      │
│ 1403043981 ┆ u      │
│ 1403044260 ┆ u      │
│ 1403044309 ┆ u      │
│ 1403044899 ┆ u      │
│ 1403044961 ┆ u      │
└────────────┴────────┘

Contributing

All contributors are required to "sign-off" their commits (using git commit -s) to indicate that they have agreed to the Developer Certificate of Origin.

This project uses a strict no AI / no LLM policy. Please do not use large language models (LLMs) to create issues, patches, pull requests, or comments. Although English is the preferred language, you are welcome to communicate in your native language.

License

This project is licensed under the European Union Public License 1.2.

Metadata

Release files for marc21-learn 0.1.0

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

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Built distributions (wheels)

Table of built distributions (wheels) for marc21-learn 0.1.0
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marc21_learn-0.1.0-cp314-cp314t-win_arm64.whl CPython 3.14 CPython 3.14 free-threading Windows ARM64 Details
marc21_learn-0.1.0-cp314-cp314t-win_amd64.whl CPython 3.14 CPython 3.14 free-threading Windows x86-64 Details
marc21_learn-0.1.0-cp314-cp314t-win32.whl CPython 3.14 CPython 3.14 free-threading Windows x86-32 Details
marc21_learn-0.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details
marc21_learn-0.1.0-cp314-cp314t-musllinux_1_2_i686.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-32 Details
marc21_learn-0.1.0-cp314-cp314t-musllinux_1_2_armv7l.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARMv7l Details
marc21_learn-0.1.0-cp314-cp314t-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64 Details
marc21_learn-0.1.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-64 Details
marc21_learn-0.1.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ IBM System/390x Details
marc21_learn-0.1.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ PowerPC 64-le Details
marc21_learn-0.1.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARMv7l Details
marc21_learn-0.1.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARM64 Details
marc21_learn-0.1.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.5+ x86-32 Details
marc21_learn-0.1.0-cp314-cp314t-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 free-threading macOS 11.0+ ARM64 Details
marc21_learn-0.1.0-cp314-cp314t-macosx_10_12_x86_64.whl CPython 3.14 CPython 3.14 free-threading macOS 10.12+ x86-64 Details
marc21_learn-0.1.0-cp39-abi3-win_arm64.whl CPython 3.9 abi3 Windows ARM64 Details
marc21_learn-0.1.0-cp39-abi3-win_amd64.whl CPython 3.9 abi3 Windows x86-64 Details
marc21_learn-0.1.0-cp39-abi3-win32.whl CPython 3.9 abi3 Windows x86-32 Details
marc21_learn-0.1.0-cp39-abi3-musllinux_1_2_x86_64.whl CPython 3.9 abi3 Linux musl 1.2+ x86-64 Details
marc21_learn-0.1.0-cp39-abi3-musllinux_1_2_i686.whl CPython 3.9 abi3 Linux musl 1.2+ x86-32 Details
marc21_learn-0.1.0-cp39-abi3-musllinux_1_2_armv7l.whl CPython 3.9 abi3 Linux musl 1.2+ ARMv7l Details
marc21_learn-0.1.0-cp39-abi3-musllinux_1_2_aarch64.whl CPython 3.9 abi3 Linux musl 1.2+ ARM64 Details
marc21_learn-0.1.0-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.9 abi3 Linux glibc 2.17+ x86-64 Details
marc21_learn-0.1.0-cp39-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.9 abi3 Linux glibc 2.17+ IBM System/390x Details
marc21_learn-0.1.0-cp39-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.9 abi3 Linux glibc 2.17+ PowerPC 64-le Details
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marc21_learn-0.1.0-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.9 abi3 Linux glibc 2.17+ ARM64 Details
marc21_learn-0.1.0-cp39-abi3-manylinux_2_5_i686.manylinux1_i686.whl CPython 3.9 abi3 Linux glibc 2.5+ x86-32 Details
marc21_learn-0.1.0-cp39-abi3-macosx_11_0_arm64.whl CPython 3.9 abi3 macOS 11.0+ ARM64 Details
marc21_learn-0.1.0-cp39-abi3-macosx_10_12_x86_64.whl CPython 3.9 abi3 macOS 10.12+ x86-64 Details

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