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Top 23 Python Data Mining Projects
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ML-From-Scratch
Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.
Project mention: Tutorials on creating primitive ML algorithms from scratch? | reddit.com/r/learnmachinelearning | 2023-01-24ml-from-scratch
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EasyOCR
Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.
Project mention: I made a website for a friend who owns a restaurant. He's wondering if there's a way to upload a picture of his menu daily. What is the best way to do this? | reddit.com/r/learnprogramming | 2023-01-15 -
Sonar
Write Clean Python Code. Always.. Sonar helps you commit clean code every time. With over 225 unique rules to find Python bugs, code smells & vulnerabilities, Sonar finds the issues while you focus on the work.
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This is our optimization problem. Now, we hope that you have an idea of what our goal is. Luckily for us, this is already implemented in a Python module called gensim. Yes, these guys are brilliant in natural language processing and we will make use of it. 🤝
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Project mention: anomaly-detection-resources: NEW Extended Research - star count:6556.0 | reddit.com/r/algoprojects | 2022-11-15
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Project mention: Pyod – A Comprehensive and Scalable Python Library for Outlier Detection | news.ycombinator.com | 2022-08-10
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Project mention: Does anyone know a trusted Python package for applying Croston's Time series method? | reddit.com/r/pythontips | 2022-12-04
I initially used the SkTime's Croston class SKTime Croston but when I try to get the fitted values using the steps in the discussion on github, the values are the same, a straight line throughout the in-sample to ou-of-sample predictions.
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Only thing I can think of is Orange, which has some statistics capability, but isn't its focus.
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InfluxDB
Build time-series-based applications quickly and at scale.. InfluxDB is the Time Series Platform where developers build real-time applications for analytics, IoT and cloud-native services. Easy to start, it is available in the cloud or on-premises.
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pdftabextract
A set of tools for extracting tables from PDF files helping to do data mining on (OCR-processed) scanned documents.
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Using regex: to match patterns in text after converting the PDF to plain text. Examples include invoice2data and traprange-invoice. However, this method requires knowledge of the format of the data fields.
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Project mention: awesome-fraud-detection-papers: NEW Extended Research - star count:1195.0 | reddit.com/r/algoprojects | 2022-10-08
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deep_gcns_torch
Pytorch Repo for DeepGCNs (ICCV'2019 Oral, TPAMI'2021), DeeperGCN (arXiv'2020) and GNN1000(ICML'2021): https://www.deepgcns.org
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Project mention: Monitor your system network traffic using one line of Python | news.ycombinator.com | 2022-09-28
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Project mention: GitHub - JosephLai241/URS: Universal Reddit Scraper - A comprehensive Reddit scraping command-line tool written in Python. | reddit.com/r/YoutubeFactory | 2022-05-27
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instascrape
Powerful and flexible Instagram scraping library for Python, providing easy-to-use and expressive tools for accessing data programmatically
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It's a new year 🎊 and what better way to kick off 2023 than with some Process Analytics news! January brought us exciting developments in the world of bpmn-visualization and pm4py integration 🔗. With our team working hard to connect the dots, we’re making bpmn-visualization more accessible and easier to integrate with the Process Mining ecosystem.
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Project mention: Show HN: Unblob – extraction suite for 30+ file formats | news.ycombinator.com | 2023-01-18
Since you're the author and I see the tool is in Python. I'm the original author of UnityPack (https://github.com/hearthsim/unitypack - nowadays, the fork UnityPy is more powerful and maintained: https://github.com/K0lb3/UnityPy).
It's in Python and is able to deserialize Unity archives, treating them as a serialization format rather than a simple archive format. Feel free to email me if you want to integrate something like this or you have questions :)
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matrixprofile
A Python 3 library making time series data mining tasks, utilizing matrix profile algorithms, accessible to everyone.
Project mention: matrixprofile: NEW Data - star count:258.0 | reddit.com/r/algoprojects | 2022-05-21 -
Project mention: Any geolog users here? Managing log data | reddit.com/r/geologycareers | 2022-02-10
I might try to merge the .las files using lasio (https://github.com/kinverarity1/lasio).
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grimoirelab-perceval
Send Sir Perceval on a quest to retrieve and gather data from software repositories.
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PyPOTS
A python toolbox / library for data mining on partially-observed time series, supporting tasks of forecasting / imputation / classification / clustering on incomplete (irregularly-sampled) multivariate time series with missing values.
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NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
The latest post mention was on 2023-02-02.
Python Data Mining related posts
- Statistical Analysis software based on Python?
- Utilize OpenAI API to extract information from PDF files
- Show HN: Open-Source No-Code Platform for Machine Learning and Data Science
- Resources for data visualization (free & paid) for scientific publications
- Monitor your system network traffic using one line of Python
- Machine learning, concluded: Did the “no-code” tools beat manual analysis?
- Clustering and Heat map software (mac)
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A note from our sponsor - #<SponsorshipServiceOld:0x00007fea596dcab8>
www.saashub.com | 3 Feb 2023
Index
What are some of the best open-source Data Mining projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | ML-From-Scratch | 21,894 |
| 2 | EasyOCR | 16,848 |
| 3 | gensim | 13,910 |
| 4 | anomaly-detection-resources | 6,807 |
| 5 | pyod | 6,677 |
| 6 | sktime | 6,077 |
| 7 | orange | 3,919 |
| 8 | pdftabextract | 2,037 |
| 9 | invoice2data | 1,362 |
| 10 | pycm | 1,347 |
| 11 | awesome-fraud-detection-papers | 1,275 |
| 12 | deep_gcns_torch | 1,002 |
| 13 | nfstream | 903 |
| 14 | URS | 550 |
| 15 | instascrape | 527 |
| 16 | pm4py-core | 514 |
| 17 | UnityPy | 487 |
| 18 | ADBench | 485 |
| 19 | ail-framework | 344 |
| 20 | matrixprofile | 303 |
| 21 | lasio | 301 |
| 22 | grimoirelab-perceval | 266 |
| 23 | PyPOTS | 198 |
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