Fuzzy string matching like a boss. It uses Levenshtein Distance to calculate the differences between sequences in a simple-to-use package.

Overview

TheFuzz

Fuzzy string matching like a boss. It uses Levenshtein Distance to calculate the differences between sequences in a simple-to-use package.

Requirements

For testing

  • pycodestyle
  • hypothesis
  • pytest

Installation

Using PIP via PyPI

pip install thefuzz

or the following to install python-Levenshtein too

pip install thefuzz[speedup]

Using PIP via Github

pip install git+git://github.com/seatgeek/[email protected]#egg=thefuzz

Adding to your requirements.txt file (run pip install -r requirements.txt afterwards)

git+ssh://[email protected]/seatgeek/[email protected]#egg=thefuzz

Manually via GIT

git clone git://github.com/seatgeek/thefuzz.git thefuzz
cd thefuzz
python setup.py install

Usage

>>> from thefuzz import fuzz
>>> from thefuzz import process

Simple Ratio

>>> fuzz.ratio("this is a test", "this is a test!")
    97

Partial Ratio

>>> fuzz.partial_ratio("this is a test", "this is a test!")
    100

Token Sort Ratio

>> fuzz.token_sort_ratio("fuzzy wuzzy was a bear", "wuzzy fuzzy was a bear") 100 ">
>>> fuzz.ratio("fuzzy wuzzy was a bear", "wuzzy fuzzy was a bear")
    91
>>> fuzz.token_sort_ratio("fuzzy wuzzy was a bear", "wuzzy fuzzy was a bear")
    100

Token Set Ratio

>> fuzz.token_set_ratio("fuzzy was a bear", "fuzzy fuzzy was a bear") 100 ">
>>> fuzz.token_sort_ratio("fuzzy was a bear", "fuzzy fuzzy was a bear")
    84
>>> fuzz.token_set_ratio("fuzzy was a bear", "fuzzy fuzzy was a bear")
    100

Process

>> process.extract("new york jets", choices, limit=2) [('New York Jets', 100), ('New York Giants', 78)] >>> process.extractOne("cowboys", choices) ("Dallas Cowboys", 90) ">
>>> choices = ["Atlanta Falcons", "New York Jets", "New York Giants", "Dallas Cowboys"]
>>> process.extract("new york jets", choices, limit=2)
    [('New York Jets', 100), ('New York Giants', 78)]
>>> process.extractOne("cowboys", choices)
    ("Dallas Cowboys", 90)

You can also pass additional parameters to extractOne method to make it use a specific scorer. A typical use case is to match file paths:

>> process.extractOne("System of a down - Hypnotize - Heroin", songs, scorer=fuzz.token_sort_ratio) ("/music/library/good/System of a Down/2005 - Hypnotize/10 - She's Like Heroin.mp3", 61) ">
>>> process.extractOne("System of a down - Hypnotize - Heroin", songs)
    ('/music/library/good/System of a Down/2005 - Hypnotize/01 - Attack.mp3', 86)
>>> process.extractOne("System of a down - Hypnotize - Heroin", songs, scorer=fuzz.token_sort_ratio)
    ("/music/library/good/System of a Down/2005 - Hypnotize/10 - She's Like Heroin.mp3", 61)
Owner
SeatGeek
SeatGeek
Bidirectionally transformed strings

bistring The bistring library provides non-destructive versions of common string processing operations like normalization, case folding, and find/repl

Microsoft 352 Dec 19, 2022
Hspell, the free Hebrew spellchecker and morphology engine.

Hspell, the free Hebrew spellchecker and morphology engine.

16 Sep 15, 2022
Etranslate is a free and unlimited python library for transiting your texts

Etranslate is a free and unlimited python library for transiting your texts

Abolfazl Khalili 16 Sep 13, 2022
A Python library that provides an easy way to identify devices like mobile phones, tablets and their capabilities by parsing (browser) user agent strings.

Python User Agents user_agents is a Python library that provides an easy way to identify/detect devices like mobile phones, tablets and their capabili

Selwin Ong 1.3k Dec 22, 2022
Implementation of hashids (http://hashids.org) in Python. Compatible with Python 2 and Python 3

hashids for Python 2.7 & 3 A python port of the JavaScript hashids implementation. It generates YouTube-like hashes from one or many numbers. Use hash

David Aurelio 1.4k Jan 02, 2023
Phone Number formatting for PlaySMS Platform - BulkSMS Platform

BulkSMS-Number-Formatting Phone Number formatting for PlaySMS Platform - BulkSMS Platform. Phone Number Formatting for PlaySMS Phonebook Service This

Edwin Senunyeme 1 Nov 08, 2021
LazyText is inspired b the idea of lazypredict, a library which helps build a lot of basic models without much code.

LazyText is inspired b the idea of lazypredict, a library which helps build a lot of basic models without much code. LazyText is for text what lazypredict is for numeric data.

Jay Vala 13 Nov 04, 2022
A python tool one can extract the "hash" from a WINDOWS HELLO PIN

WINHELLO2hashcat About With this tool one can extract the "hash" from a WINDOWS HELLO PIN. This hash can be cracked with Hashcat, more precisely with

33 Dec 05, 2022
Export solved codewars kata challenges to a text file.

Codewars Kata Exporter Note:this is not totally my work.i've edited the project to make more easier and faster for me.you can find the original work h

Oussama Ben Sassi 4 Aug 13, 2021
ChirpText is a collection of text processing tools for Python 3.

ChirpText is a collection of text processing tools for Python 3. It is not meant to be a powerful tank like the popular NTLK but a small package which

Le Tuan Anh 5 Nov 30, 2022
🍋 A Python package to process food

Pyfood is a simple Python package to process food, in different languages. Pyfood's ambition is to be the go-to library to deal with food, recipes, on

Local Seasonal 8 Apr 04, 2022
Hotpotato is a recipe portfolio App that assists users to discover and comment new recipes.

Hotpotato Hotpotato is a recipe portfolio App that assists users to discover and comment new recipes. It is a fullstack React App made with a Redux st

Nico G Pierson 13 Nov 05, 2021
基于Pytex的数学建模工具,实现将md文件转换成pdf/tex文档的前后端

Pytex-for-MCM 基于Pytex的数学建模工具,实现将md文件转换成pdf/tex文档的前后端。

3 May 17, 2021
Split large XML files into smaller ones for easy upload

Split large XML files into smaller ones for easy upload. Works for WordPress Posts Import and other XML files.

Joseph Adediji 1 Jan 30, 2022
Convert text to morse code and play morse code sound.

Convert text(english) to morse codes and play morse sound!

Mohammad Dori 5 Jul 15, 2022
TextStatistics - Get a text file wich contains English text

TextStatistics This program get a text file wich contains English text. The program analyses the text, and print some information. For this program I

2 Nov 15, 2021
This is a text summarizing tool written in Python

Summarize Written by: Ling Li Ya This is a text summarizing tool written in Python. User Guide Some things to note: The application is accessible here

Marcus Lee 2 Feb 18, 2022
This script has been created in order to find what are the most common demanded technologies in Data Engineering field.

This is a Python script that given a whole corpus of job descriptions and a file with keywords it extracts the number of number of ocurrences of these keywords and write it to a file. This script it

Antonio Bri Pérez 0 Jul 17, 2022
CowExcept - Spice up those exceptions with cowexcept!

CowExcept - Spice up those exceptions with cowexcept!

James Ansley 41 Jun 30, 2022
An anthology of a variety of tools for the Persian language in Python

An anthology of a variety of tools for the Persian language in Python

Persian Tools 106 Nov 08, 2022