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https://github.com/ilri/csv-metadata-quality.git
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v0.4.6
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4
.github/workflows/python-app.yml
vendored
4
.github/workflows/python-app.yml
vendored
@ -16,10 +16,10 @@ jobs:
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steps:
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- uses: actions/checkout@v2
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- name: Set up Python 3.8
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- name: Set up Python 3.9
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uses: actions/setup-python@v2
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with:
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python-version: 3.8
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python-version: 3.9
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- name: Install dependencies
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run: |
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python -m pip install --upgrade pip
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@ -4,6 +4,11 @@ All notable changes to this project will be documented in this file.
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The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
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and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
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## Unreleased
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### Changed
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- Fixing invalid multi-value separators like `|` and `|||` is no longer class-
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ified as "unsafe" as I have yet to see a case where this was intentional
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## [0.4.6] - 2021-03-11
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### Added
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- Validation of dcterms.license field against SPDX license identifiers
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17
README.md
17
README.md
@ -1,7 +1,7 @@
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# DSpace CSV Metadata Quality Checker  [](https://ci.mjanja.ch/alanorth/csv-metadata-quality)
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A simple, but opinionated metadata quality checker and fixer designed to work with CSVs in the DSpace ecosystem (though it could theoretically work on any CSV that uses Dublin Core fields as columns). The implementation is essentially a pipeline of checks and fixes that begins with splitting multi-value fields on the standard DSpace "||" separator, trimming leading/trailing whitespace, and then proceeding to more specialized cases like ISSNs, ISBNs, languages, unnecessary Unicode, AGROVOC terms, etc.
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Requires Python 3.7 or greater (3.8 recommended). CSV and Excel support comes from the [Pandas](https://pandas.pydata.org/) library, though your mileage may vary with Excel because this is much less tested.
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Requires Python 3.7.1 or greater (3.8+ recommended). CSV and Excel support comes from the [Pandas](https://pandas.pydata.org/) library, though your mileage may vary with Excel because this is much less tested.
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If you use the DSpace CSV metadata quality checker please cite:
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@ -13,13 +13,14 @@ If you use the DSpace CSV metadata quality checker please cite:
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- Validate languages against ISO 639-1 (alpha2) and ISO 639-3 (alpha3)
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- Experimental validation of titles and abstracts against item's Dublin Core language field
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- Validate subjects against the AGROVOC REST API (see the `--agrovoc-fields` option)
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- Validation of licenses against the list of [SPDX license identifiers](https://spdx.org/licenses)
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- Fix leading, trailing, and excessive (ie, more than one) whitespace
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- Fix invalid and unnecessary multi-value separators (`|`) using `--unsafe-fixes`
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- Fix invalid and unnecessary multi-value separators (`|`)
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- Fix problematic newlines (line feeds) using `--unsafe-fixes`
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- Perform [Unicode normalization](https://withblue.ink/2019/03/11/why-you-need-to-normalize-unicode-strings.html) on strings using `--unsafe-fixes`
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- Remove unnecessary Unicode like [non-breaking spaces](https://en.wikipedia.org/wiki/Non-breaking_space), [replacement characters](https://en.wikipedia.org/wiki/Specials_(Unicode_block)#Replacement_character), etc
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- Check for "suspicious" characters that indicate encoding or copy/paste issues, for example "foreˆt" should be "forêt"
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- Remove duplicate metadata values
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- Perform [Unicode normalization](https://withblue.ink/2019/03/11/why-you-need-to-normalize-unicode-strings.html) on strings using `--unsafe-fixes`
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## Installation
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The easiest way to install CSV Metadata Quality is with [poetry](https://python-poetry.org):
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@ -54,14 +55,14 @@ To validate and clean a CSV file you must specify input and output files using t
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$ csv-metadata-quality -i data/test.csv -o /tmp/test.csv
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```
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## Unsafe Fixes
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You can enable several "unsafe" fixes with the `--unsafe-fixes` option. Currently this will attempt to fix invalid multi-value separators and remove newlines.
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### Invalid Multi-Value Separators
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This is considered "unsafe" because it is *theoretically* possible for a single `|` character to be used legitimately in a metadata value, though in my experience it is always a typo. For example, if a user mistakenly writes `Kenya|Tanzania` when attempting to indicate two countries, the result will be one metadata value with the literal text `Kenya|Tanzania`. The `--unsafe-fixes` option will correct the invalid multi-value separator so that there are two metadata values, ie `Kenya||Tanzania`.
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## Invalid Multi-Value Separators
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While it is *theoretically* possible for a single `|` character to be used legitimately in a metadata value, in my experience it is always a typo. For example, if a user mistakenly writes `Kenya|Tanzania` when attempting to indicate two countries, the result will be one metadata value with the literal text `Kenya|Tanzania`. This utility will correct the invalid multi-value separator so that there are two metadata values, ie `Kenya||Tanzania`.
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This will also remove unnecessary trailing multi-value separators, for example `Kenya||Tanzania||`.
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## Unsafe Fixes
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You can enable several "unsafe" fixes with the `--unsafe-fixes` option. Currently this will remove newlines and perform Unicode normalization.
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### Newlines
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This is considered "unsafe" because some systems give special importance to vertical space and render it properly. DSpace does not support rendering newlines in its XMLUI and has, at times, suffered from parsing errors that cause the import process to fail if an input file had newlines. The `--unsafe-fixes` option strips Unix line feeds (U+000A).
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@ -111,10 +111,9 @@ def run(argv):
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df[column] = df[column].apply(check.suspicious_characters, field_name=column)
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# Fix: invalid and unnecessary multi-value separators
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if args.unsafe_fixes:
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df[column] = df[column].apply(fix.separators, field_name=column)
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# Run whitespace fix again after fixing invalid separators
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df[column] = df[column].apply(fix.whitespace, field_name=column)
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df[column] = df[column].apply(fix.separators, field_name=column)
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# Run whitespace fix again after fixing invalid separators
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df[column] = df[column].apply(fix.whitespace, field_name=column)
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# Fix: duplicate metadata values
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df[column] = df[column].apply(fix.duplicates, field_name=column)
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@ -1 +1 @@
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VERSION = "0.4.6"
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VERSION = "0.4.6-dev"
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51
poetry.lock
generated
51
poetry.lock
generated
@ -212,6 +212,7 @@ optional = false
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python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
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[package.dependencies]
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importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
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mccabe = ">=0.6.0,<0.7.0"
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pycodestyle = ">=2.6.0a1,<2.7.0"
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pyflakes = ">=2.2.0,<2.3.0"
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@ -224,6 +225,22 @@ category = "main"
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optional = false
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python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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[[package]]
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name = "importlib-metadata"
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version = "3.7.2"
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description = "Read metadata from Python packages"
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category = "dev"
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optional = false
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python-versions = ">=3.6"
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[package.dependencies]
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typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""}
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zipp = ">=0.5"
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[package.extras]
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docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
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testing = ["pytest (>=3.5,!=3.7.3)", "pytest-checkdocs (>=1.2.3)", "pytest-flake8", "pytest-cov", "pytest-enabler", "packaging", "pep517", "pyfakefs", "flufl.flake8", "pytest-black (>=0.3.7)", "pytest-mypy", "importlib-resources (>=1.3)"]
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[[package]]
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name = "iniconfig"
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version = "1.1.1"
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@ -449,12 +466,15 @@ category = "dev"
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optional = false
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python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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[package.dependencies]
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importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
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[package.extras]
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dev = ["pre-commit", "tox"]
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[[package]]
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name = "prompt-toolkit"
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version = "3.0.16"
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version = "3.0.17"
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description = "Library for building powerful interactive command lines in Python"
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category = "dev"
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optional = false
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@ -539,6 +559,7 @@ python-versions = ">=3.6"
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atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
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attrs = ">=19.2.0"
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colorama = {version = "*", markers = "sys_platform == \"win32\""}
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importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
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iniconfig = "*"
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packaging = "*"
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pluggy = ">=0.12,<1.0.0a1"
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@ -770,10 +791,22 @@ category = "main"
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optional = false
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python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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[[package]]
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name = "zipp"
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version = "3.4.1"
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description = "Backport of pathlib-compatible object wrapper for zip files"
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category = "dev"
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optional = false
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python-versions = ">=3.6"
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[package.extras]
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docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
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testing = ["pytest (>=4.6)", "pytest-checkdocs (>=1.2.3)", "pytest-flake8", "pytest-cov", "pytest-enabler", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy"]
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[metadata]
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lock-version = "1.1"
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python-versions = "^3.8"
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content-hash = "6a9ee0f26b50f361d7e0e6a2275f0e3174dee1c89fbd460583c4ea3d873857b8"
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python-versions = "^3.7.1"
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content-hash = "e60e882e091af667b968c00521fd378e1220c1836d394d90bbc783920e38bb62"
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[metadata.files]
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agate = [
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@ -853,6 +886,10 @@ idna = [
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{file = "idna-2.10-py2.py3-none-any.whl", hash = "sha256:b97d804b1e9b523befed77c48dacec60e6dcb0b5391d57af6a65a312a90648c0"},
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{file = "idna-2.10.tar.gz", hash = "sha256:b307872f855b18632ce0c21c5e45be78c0ea7ae4c15c828c20788b26921eb3f6"},
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]
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importlib-metadata = [
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{file = "importlib_metadata-3.7.2-py3-none-any.whl", hash = "sha256:407d13f55dc6f2a844e62325d18ad7019a436c4bfcaee34cda35f2be6e7c3e34"},
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{file = "importlib_metadata-3.7.2.tar.gz", hash = "sha256:18d5ff601069f98d5d605b6a4b50c18a34811d655c55548adc833e687289acde"},
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]
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iniconfig = [
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{file = "iniconfig-1.1.1-py2.py3-none-any.whl", hash = "sha256:011e24c64b7f47f6ebd835bb12a743f2fbe9a26d4cecaa7f53bc4f35ee9da8b3"},
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{file = "iniconfig-1.1.1.tar.gz", hash = "sha256:bc3af051d7d14b2ee5ef9969666def0cd1a000e121eaea580d4a313df4b37f32"},
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@ -969,8 +1006,8 @@ pluggy = [
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{file = "pluggy-0.13.1.tar.gz", hash = "sha256:15b2acde666561e1298d71b523007ed7364de07029219b604cf808bfa1c765b0"},
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]
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prompt-toolkit = [
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{file = "prompt_toolkit-3.0.16-py3-none-any.whl", hash = "sha256:62c811e46bd09130fb11ab759012a4ae385ce4fb2073442d1898867a824183bd"},
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{file = "prompt_toolkit-3.0.16.tar.gz", hash = "sha256:0fa02fa80363844a4ab4b8d6891f62dd0645ba672723130423ca4037b80c1974"},
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{file = "prompt_toolkit-3.0.17-py3-none-any.whl", hash = "sha256:4cea7d09e46723885cb8bc54678175453e5071e9449821dce6f017b1d1fbfc1a"},
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{file = "prompt_toolkit-3.0.17.tar.gz", hash = "sha256:9397a7162cf45449147ad6042fa37983a081b8a73363a5253dd4072666333137"},
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]
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ptyprocess = [
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{file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"},
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@ -1191,3 +1228,7 @@ xlrd = [
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{file = "xlrd-1.2.0-py2.py3-none-any.whl", hash = "sha256:e551fb498759fa3a5384a94ccd4c3c02eb7c00ea424426e212ac0c57be9dfbde"},
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{file = "xlrd-1.2.0.tar.gz", hash = "sha256:546eb36cee8db40c3eaa46c351e67ffee6eeb5fa2650b71bc4c758a29a1b29b2"},
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]
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zipp = [
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{file = "zipp-3.4.1-py3-none-any.whl", hash = "sha256:51cb66cc54621609dd593d1787f286ee42a5c0adbb4b29abea5a63edc3e03098"},
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{file = "zipp-3.4.1.tar.gz", hash = "sha256:3607921face881ba3e026887d8150cca609d517579abe052ac81fc5aeffdbd76"},
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]
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@ -1,6 +1,6 @@
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[tool.poetry]
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name = "csv-metadata-quality"
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version = "0.4.6"
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version = "0.4.6-dev"
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description="A simple, but opinionated CSV quality checking and fixing pipeline for CSVs in the DSpace ecosystem."
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authors = ["Alan Orth <alan.orth@gmail.com>"]
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license="GPL-3.0-only"
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@ -11,7 +11,7 @@ homepage = "https://github.com/ilri/csv-metadata-quality"
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csv-metadata-quality = 'csv_metadata_quality.__main__:main'
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[tool.poetry.dependencies]
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python = "^3.8"
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python = "^3.7.1"
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pandas = "^1.0.4"
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python-stdnum = "^1.13"
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xlrd = "^1.2.0"
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|
2
setup.py
2
setup.py
@ -14,7 +14,7 @@ install_requires = [
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setuptools.setup(
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name="csv-metadata-quality",
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version="0.4.6",
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version="0.4.6-dev",
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author="Alan Orth",
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author_email="aorth@mjanja.ch",
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description="A simple, but opinionated CSV quality checking and fixing pipeline for CSVs in the DSpace ecosystem.",
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|
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