dedupe
imgdupes
dedupe | imgdupes | |
---|---|---|
9 | 2 | |
3,973 | 328 | |
1.1% | - | |
7.1 | 0.0 | |
about 1 month ago | over 1 year ago | |
Python | Python | |
MIT License | - |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
dedupe
- Using deep learning for Fuzzy Matching
-
String distance based network for fuzzy matching?
I think this problem is known as data deduplication, in particular, entity deduplication. I googled a bit and it seems approaches vary from manual deduplication to some sort of active learning (if I am not mistaken). I am also curios if pre-trained transformer-based cross encoders can provide any good results (they are trained on sentences I think, but may be worth a try). Another problem here is how to measure progress (compare different approaches)?
-
What's the toughest DE problem you faced in your work career?
I've had a good experience in the past with the dedupe package for these type activities. Unsure if it works for out-of-core type situations though, as my data set fit easily into memory.
-
Model detects duplicate records
Data deduplication is a super common problem, so it's useful experience to work on it. It's generally useful for companies, but I don't think it could be sold as a product unless is solving a very complicated, domain-specific de-duping problem. Otherwise, there are generic, open source de-duping tools such as: dedupe. It sounds like your model is similar to that.
- [D] Suggestions for large-scale company name standardization?
- Entity Resolution with Magniv
- How to do fuzzy matching in Redshift? A Python UDF, for example?
-
[OC] Media bias? US Sunday news shows book Republicans more than Democrats: Three of the five top Sunday news shows, altogether watched by almost 8 million people weekly, featured Republican partisans more often than Democrats in episodes aired this year through Oct. 31.
Tools used: Python to scrape guest lists, dedupeio to better identify guests, Google Sheets to store and analyze the data, and Datawrapper to make the charts.
-
Does there exist a python package that clears the dataset/columns in terms of exact and similar duplicates?
Try https://github.com/dedupeio/dedupe
imgdupes
What are some alternatives?
splink - Fast, accurate and scalable probabilistic data linkage with support for multiple SQL backends
videohash - Near Duplicate Video Detection (Perceptual Video Hashing) - Get a 64-bit comparable hash-value for any video.
orange - 🍊 :bar_chart: :bulb: Orange: Interactive data analysis
bees - Best-Effort Extent-Same, a btrfs dedupe agent
Deduper - The goal of this project is to make a deduper program that anybody can run on their computer to save storage space.
pyDenStream - Implementation of the DenStream algorithm in Python.
pillow - Python Imaging Library (Fork)
hazelcast-python-client - Hazelcast Python Client
ueberzug - ueberzug is a command line util which allows to display images in combination with X11. The user is expected to have knowledge of theoretical computer science. https://github.com/seebye/ueberzug/wiki/Troubleshooting/119e30f331799b30fb9594db29740685cb09425b
relevanceai - Home of the AI workforce - Multi-agent system, AI agents & tools
pyPhotoDNA - Calculate PhotoDNA hashes using Python