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RPFNet: Attack-Agnostic Tabular Data Poisoning Detection via Meta-Learned Relational Fingerprints

Project description

Status: Alpha APIs may change and detection thresholds are still being refined. Results should not be considered production-stable.

This is the python library that can be used for the api requests so that users can call to check for poisons in their own datasets.


Quick Start

from rpfnet import api

#UCI dataset
report = api.analyze('uci', 73)
print(report)
clean_uci_df = api.clean('uci', 73)

#CSV file
report = api.analyze('csv', 'path/to/file/dataset.csv')
print(report)
clean_csv_df = api.clean('csv', 'path/to/file/dataset.csv')

#URL
report = api.analyze('url', 'https://webpath/to/file/dataset')
print(report)
clean_url_csv_df = api.clean('url', 'https://webpath/to/file/dataset')

## Supported Sources

- "uci" - UCI Machine Learning repository (by dataset ID).
- "csv" - Local CSV files.
- "url" - URL where an csv file is set for the dataset.

for url's in google drive you can use the following format

- https://drive.google.com/uc?id=FILE_ID&export=download

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