adtl-qc: Quality Control module with report generation #89
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Contributor
abhidg
commented
Oct 17, 2023
abhidg
commented
- qc: add adtl-qc subcommand, bump version
- docs: add quality control module documentation
- qc: new module for data quality control
- qc: add support for rule collection
- qc: process work units, move to submodule
- qc: add tests
- qc: save results in SQLite DB
- qc: add templates
- qc: add long desc, write rules to DB
- qc: style fixups
- qc: add report module
Codecov Report
@@ Coverage Diff @@
## main #89 +/- ##
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- Coverage 100.00% 90.53% -9.47%
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Files 2 5 +3
Lines 677 909 +232
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+ Hits 677 823 +146
- Misses 0 86 +86
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The `reason` attribute can hold metadata about the reason a rule was triggered. This can be used to add row-dependent descriptive information as well as being used by the schema functions to fill in the reason why a particular row failed schema validation.
Schema rules validate dataframes against a JSON Schema
Do not save to DB as data is corrupted on insert
pd.read_csv() does not do automatic type conversions for mixed types. This adds a _to_json() helper function that converts a row into JSON, auto-converting floating point, integer and boolean points and dropping keys with null values
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