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Introduction

Liken is a library providing enhanced deduplication tooling for DataFrames.

The key features are:

  • Near deduplication tooling
  • Exploratory duplicate-rate profiling
  • Fuzzy string matching deduper
  • TF-IDF tokenization deduper
  • LSH tokenization deduper
  • Jaccard set deduper
  • Cosine set deduper
  • Pandas API extension
  • Composable, rules-based, deduplication pipelines
  • Predicate dedupers for rules
  • Record linkage and canonicalization
  • Built-in Preprocessors
  • Pandas, Polars, Modin, Ray, Dask and PySpark support
  • Customizable in pure Python
  • Synthetic record creation
  • Easy to understand syntax
  • Dummy datasets for practice

A flexible API

Checkout the API Documentation

Installation

uv pip install liken

Example

import liken as lk

df = lk.dedupe(df).apply(lk.fuzzy()).drop_duplicates("address")

License

This project is licensed under the Apache-2.0 License. See the LICENSE file for more details.

Metadata

Release files for liken 0.13.0

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Source distribution (sdist)

Source distribution for liken 0.13.0
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liken-0.13.0.tar.gz 52.5 kB Without provenance Details for liken-0.13.0.tar.gz

Built distribution (wheel)

Table of built distributions (wheels) for liken 0.13.0
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liken-0.13.0-py3-none-any.whl Python 3 none any Details for liken-0.13.0-py3-none-any.whl

Total release size: 136.6 kB

Release files / liken-0.13.0.tar.gz

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Release files / liken-0.13.0-py3-none-any.whl

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Security for liken 0.13.0

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