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tezansahutezansahu/ai-garage/skills/ds-ai/data-cleaner/SKILL.md

data-cleaner

Skill16 starsChanged 3 months agoGPL-3.0View on GitHub

Opinionated data cleaning pipeline builder for tabular datasets. Trigger when the user asks to "clean this data", "fix this dataset", "handle missing values", "remove duplicates", "preprocess this data", "data wrangling", "normalize columns", "fix data types", "data quality", or provides messy data that needs cleaning before analysis or modeling. Also triggers on "prepare this data for modeling", "data preprocessing pipeline". Detects column types, handles missing values with strategy recommendations, normalizes strings, fixes date parsing, deduplicates rows, and outputs clean data plus a cleaning report.

10 other projects use a version of this.

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The file

We split this skill into the rules it gives an agent

5 rules. 0 are common, 4 are distinctive, and 1 is very specific to this project.

  • 0

    Common

    Most of the 6 edited versions we read keep these.

  • 4

    Distinctive

    This author's own choices. Worth a look.

  • 1

    Very specific

    Tied to their project's names, files or tools. Probably skip.

Licensed with conditions — read it at the source. We count its rules but don't quote them. Read them on GitHub.

“Common” is measured: kept by at least 6 in 10 of the 6 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

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