fuzzysearch
jellyfish
| fuzzysearch | jellyfish | |
|---|---|---|
| 1 | 3 | |
| 280 | 1,990 | |
| - | - | |
| 0.0 | 6.8 | |
| over 1 year ago | about 1 month ago | |
| Python | Jupyter Notebook | |
| MIT License | MIT License |
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fuzzysearch
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Is there a good minimal "search engine" package for python?
Check out https://github.com/taleinat/fuzzysearch.
jellyfish
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Python Libraries
For sounds something like https://github.com/jamesturk/jellyfish ?
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Comparing Strings (Street Names) With Machine Learning
When comparing strings (in our case street names), there are plenty of off-the-shelf features that can be used, such as those provided by the jellyfish. This package also provides a number of phonetic encodings. We can combine an encoding with a metric, such as Levenshtein Distance, to measure the phonetic similarity between two street names.
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How to match names which differ slightly?
You can use a library like jellyfish which implements a bunch of string comparison algorithms, you'd just have to experiment and see which one gives the best results for you. I think I've had the best luck with Jaro-Winkler, then looking at the % match result and picking a cutoff above which I have good confidence that the match is real. It's still not perfect, and I really don't see how your last example would work with just about any automated comparison.
What are some alternatives?
FantasyNameSearch - Guts of FantasyNameSearch.com
fuzzywuzzy - Fuzzy String Matching in Python
bolt.nvim - ⚡ Ultrafast multi-pane file manager for Neovim with fuzzy matching
TextDistance - 📐 Compute distance between sequences. 30+ algorithms, pure python implementation, common interface, optional external libs usage.
kawadi - kawadi is my collection of tools, that I need more frequently
Levenshtein - The Levenshtein Python C extension module contains functions for fast computation of Levenshtein distance and string similarity
Pygments
ceja - PySpark phonetic and string matching algorithms
汉字拼音转换工具（Python 版） - 汉字转拼音(pypinyin)
pydantic - Data validation using Python type hints
pyfiglet - An implementation of figlet written in Python
python-slugify - Returns unicode slugs