Create explanation to dataframe
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PD-EXPLAIN
PD-EXPLAIN is a Python library that wraps Pandas, allowing users to obtain multiple type of query explanations over Pandas DataFrames. PD-EXPLAIN is under active development, currently featuring interestingness based explanations, those are deviation-based explanations (for filter, join, and set operations) and explanations for high-variance group-by-and-aggregate operations. Both explainers utilizes the FEDEX system.
The system also supports aggregate outlier explanations, based on the SCORPION systems , and will soon fully support Boolean-query explanations based on this paper.
PD-EXPLAIN was demonstrated at VLDB '24.
Installation
Install pd-explain with pip or by git ssh
pip install pd-explain
pip install git+ssh://git@github.com/analysis-bots/pd-explain.git
For cloning this project use
git clone git@github.com:analysis-bots/pd-explain.git
cd pd_explain
pip install -r requirements.txt
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