Tech riderRev. 20 Sept 2026

Python Record Linkage Toolkit

Ch 265.4of 27 Data Deduplication Software
  1. 1Runs onself-hosted
  2. 2CostsNot stated by the maker
  3. 3Fuzzy matchingYes
  4. 4API accessYes
3 lines stated Written from the maker's own pages: recordlinkage.readthedocs.io
The Python Record Linkage Toolkit homepage

Overview

Python Record Linkage Toolkit is ranked #26 of 27 in data deduplication software on Specifiction. It runs on Self-hosted.

Compared on data deduplication software

Free plan
Yesrecordlinkage.readthedocs.io
Fuzzy matching
Yesrecordlinkage.readthedocs.io
API access
Yesrecordlinkage.readthedocs.io

Facts

Purpose
The Python Record Linkage Toolkit is a Python library for linking records between data sources and finding duplicates within a source.recordlinkage.readthedocs.io · 4 Oct 2026
Intended use
The project is developed for research and linking small or medium sized files.recordlinkage.readthedocs.io · 4 Oct 2026
Data preparation
It provides tools to clean and standardize data, including phonetic encoding.recordlinkage.readthedocs.io · 4 Oct 2026
Candidate generation
Its indexing methods include blocking and sorted neighbourhood indexing to make candidate record pairs.recordlinkage.readthedocs.io · 4 Oct 2026
Record comparison
It compares strings, numbers, and dates using comparison and similarity measures.recordlinkage.readthedocs.io · 4 Oct 2026
Classification
It includes supervised and unsupervised classification algorithms.recordlinkage.readthedocs.io · 4 Oct 2026
Evaluation
The toolkit includes record linkage evaluation tools and built-in datasets.recordlinkage.readthedocs.io · 4 Oct 2026
Extensibility
Users can add their own indexing algorithms, comparison or similarity measures, and classifiers.recordlinkage.readthedocs.io · 4 Oct 2026
Integrations
The toolkit uses pandas and NumPy, and its pandas integration can fit into existing data manipulation projects.recordlinkage.readthedocs.io · 4 Oct 2026
Install
The package can be installed with pip or cloned from GitHub; the stable installation page says it requires Python 3.6 or higher.recordlinkage.readthedocs.io · 4 Oct 2026
Scale limit
The project describes its intended workload as small or medium sized files; full indexing can be slow on large dataframes because comparisons scale quadratically.recordlinkage.readthedocs.io · 4 Oct 2026
License
The project repository identifies the toolkit's license as BSD-3-Clause.github.com · 4 Oct 2026
Support
The project repository directs users with questions to contact the maintainer by email.github.com · 4 Oct 2026

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