A human-centred, teachable data wrangling and pipeline framework.
Project description
WowData™
WowData™ is a human-centred data wrangling and pipeline framework designed to make real-world data cleanup understandable, teachable, and inspectable.
Install
From PyPI:
pip install wowdata
From source (editable):
git clone https://github.com/sci2pro/wowdata.git
cd wowdata
pip install -e .
Quick Start
Create a small input CSV:
person_id,age,country
1,30,KE
2,17,UG
3,41,KE
Run with Python API:
from wowdata import Pipeline, Sink, Source, Transform
pipe = (
Pipeline(Source("people.csv"))
.then(Transform("cast", params={"types": {"age": "integer"}, "on_error": "null"}))
.then(Transform("filter", params={"where": "age >= 18 and country == 'KE'"}))
.then(Sink("adults_ke.csv"))
)
pipe.run()
Run from YAML with CLI:
wow run pipeline.yaml
Fallback command if wow conflicts in your shell:
wowdata run pipeline.yaml
Documentation
- Philosophy: docs/philosophy.md
- Examples: EXAMPLES.md
- Reference: REFERENCE.md
- Docs site source: docs/ + mkdocs.yml
To preview docs locally:
pip install -e .[docs]
mkdocs serve
The same docs can be published to GitHub Pages (for wowdata.github.io).
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