Exploratory Data Analysis ML Frameworks

Tools, libraries, and projects focused on data exploration, visualization, and statistical summarization to understand datasets before modeling. Includes automated EDA platforms and comparative analyses of EDA methodologies. Does NOT include machine learning model building, predictive analytics, or domain-specific analyses (those belong in prediction/classification categories).

There are 37 exploratory data analysis frameworks tracked. 2 score above 50 (established tier). The highest-rated is comet-ml/kangas at 56/100 with 1,063 stars and 943 monthly downloads.

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#	Framework	Score	Tier	Stars	Language
1	comet-ml/kangas 🦘 Explore multimedia datasets at scale	56	Established	1,063	Jupyter Notebook
2	recodehive/Stackoverflow-Analysis Stack overflow is a professional community for developers. This repo...	50	Established	243	Jupyter Notebook
3	rojaAchary/Data-Visualization-with-Python Data visualization is the visual presentation of data or information. The...	45	Emerging	54	Jupyter Notebook
4	afraniomelo/KydLIB Routines for exploratory data analysis.	45	Emerging	29	Python
5	CrowdStrike/omigo-data-analytics Data Analytics Library for Python	43	Emerging	17	Python
6	ank0409/Ditching-Excel-for-Python Functionalities in Excel translated to Python	42	Emerging	227	Jupyter Notebook
7	Matt-OP/fasteda A python module that provides a quick way to overview a DataFrame	40	Emerging	50	Python
8	py3-coder/Model-EDA-Analysis-CART REPO : OPEN SOURCE CONTRI	30	Emerging	6	Jupyter Notebook
9	neli12/time-series-productivity-sp Mapping sugarcane productivity in São Paulo. Project for the MBA in Data...	28	Experimental	16	Jupyter Notebook
10	andrei-vataselu/data-science-snippets 🧰 Essential EDA and Data Cleaning Helpers for Any DataFrame This collection...	27	Experimental	3	Python
11	sarahfuchi/Data-Science Exploratory Data Analysis (EDA), Prediction (Regression), Prediction...	25	Experimental	18	—
12	Phylake1337/Data-science-end-to-end-project-from-preparation-to-production- end-to-end data science project for fictional IT Insitute.	25	Experimental	4	Makefile
13	shaun-mia/Python-Data-Analysis-Project A Python data analysis project uses libraries like Pandas and Matplotlib to...	25	Experimental	5	Jupyter Notebook
14	zhaa-kun/analytical-models-in-excel 🐙 Analytical Models in Excel: linear regression, forecasting,...	24	Experimental	2	—
15	KhushiBhadange/Exploratory-Data-Analysis-Mental-Health-Problem In this repository, explore insightful solutions through exploratory data...	23	Experimental	26	Jupyter Notebook
16	dasarichandu2309/web-scraping-data-analysis-project End-to-end data analysis project using web scraping and EDA to uncover...	22	Experimental	—	Jupyter Notebook
17	Devanik21/EDA--improved Enhanced exploratory data analysis toolkit — publication-quality...	22	Experimental	—	Jupyter Notebook
18	Mylame10/EXPLORATORY_DATA_ANALYSIS_PROJECTS 🔍 Explore diverse EDA projects that enhance your data analysis skills...	22	Experimental	—	Jupyter Notebook
19	shivpalSW/EDA-with-AutoEDA-libraries Implemented ,Analyzed & compared working, functionalities & Insights of...	19	Experimental	9	Jupyter Notebook
20	raquelredo/Projects Projects in Data Analysis	17	Experimental	5	Jupyter Notebook
21	AkshatRastogi-1nC0re/Auto-EDA-Analysis-of-Dataset This repository contains a flask application, that takes input as the path...	17	Experimental	3	HTML
22	DeepNets-US/Hands-on-EDA "Hands on EDA" GitHub repo: Your ultimate guide to Exploratory Data Analysis...	16	Experimental	2	Jupyter Notebook
23	venkat-0706/Sugarcane-Production This exploratory data analysis (EDA) project focuses on examining sugarcane...	15	Experimental	17	Jupyter Notebook
24	Aayush-Basnet/31-Day-of-Data-Analytic-Project Showcasing end-to-end analytics skills: data cleaning, exploratory data...	15	Experimental	10	Jupyter Notebook
25	Ppexpertbasit/data-analysis-3627 📊 Analyze and visualize data efficiently with data-analysis-3627, designed...	15	Experimental	1	—
26	ozenhrdm/spacemission Exploratory Data Analysis (EDA) of global space missions (1957-2020) and...	15	Experimental	1	Jupyter Notebook
27	rferrer92/Data-Cleaning-Decision-Tree-Modeling 🔍 Clean and analyze datasets while building predictive models with Decision...	14	Experimental	—	Jupyter Notebook
28	RaajitSingh1306/DS-Projects End-to-end data science projects - EDA, ML classification, time series...	14	Experimental	—	Jupyter Notebook
29	julyndav/Python Python data analysis projects: data extraction, cleaning, preparation,...	14	Experimental	—	Jupyter Notebook
30	bernance/From-Data-to-Decision Turning raw data into insights with Python, ML models, and clear visualizations	14	Experimental	—	Jupyter Notebook
31	VishnuVardhanKasireddy/data-analysis-portfolio A collection of real-world data analysis projects showcasing structured...	14	Experimental	—	Jupyter Notebook
32	Arpita2486/Advanced-Analytics-Dashboard-Design Advanced EDA, regression, clustering, time-series forecasting, and...	14	Experimental	—	Jupyter Notebook
33	elfgk/KC-House-Data-Analysis KC House Data Analysis	12	Experimental	3	Jupyter Notebook
34	sarincr/Data-visualizations-and-Dashboards Data visualization is an interdisciplinary field that deals with the graphic...	11	Experimental	2	Jupyter Notebook
35	aweirth/Kickstarter-Analysis-Project Research project investigating Kickstarter platform crowdfunding data.	10	Experimental	1	—
36	thehaseebhassan/EDA_and_ML Exploratory Data Analysis and Machine Learning implementation on various datasets	10	Experimental	1	Jupyter Notebook
37	A-safarji/MTA-EDA Dynamic maps to detect and predict crowds on maps. Also, helping reduce...	10	Experimental	1	Jupyter Notebook