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A Pyspark companion for data science tasks.

Project description

Pyspark DS Toolbox

The objective of the package is to provide tools that helps the daily work of data science with spark.

Package Structure

pyspark-ds-toolbox
├─ .git/
├─ .github
│  └─ workflows
│     └─ package-tests.yml
├─ .gitignore
├─ LICENSE.md
├─ README.md
├─ examples
│  └─ ml_eval_estimate_shapley_values.ipynb
├─ poetry.lock
├─ pyproject.toml
├─ docs/
├─ pyspark_ds_toolbox
│  ├─ __init__.py
│  ├─ causal_inference
│  │  ├─ __init__.py
│  │  ├─ diff_in_diff.py
│  │  └─ ps_matching.py
│  ├─ ml
│  │  ├─ __init__.py
│  │  ├─ data_prep.py
│  │  └─ eval.py
│  └─ wrangling.py
├─ requirements.txt
└─ tests
   ├─ __init__.py
   ├─ conftest.py
   ├─ data
   ├─ test_causal_inference
   │  ├─ test_diff_in_diff.py
   │  └─ test_ps_matching.py
   ├─ test_ml
   │  ├─ test_data_prep.py
   │  └─ test_ml_eval.py
   ├─ test_pyspark_ds_toolbox.py
   └─ test_wrangling.py

Project details


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