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 45 exploratory data analysis frameworks tracked. 1 score above 50 (established tier). The highest-rated is recodehive/Stackoverflow-Analysis at 50/100 with 243 stars.

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#	Framework	Score	Tier	Stars	Language
1	recodehive/Stackoverflow-Analysis Stack overflow is a professional community for developers. This repo...	50	Established	243	Jupyter Notebook
2	comet-ml/kangas 🦘 Explore multimedia datasets at scale	49	Emerging	1,063	Jupyter Notebook
3	CrowdStrike/omigo-data-analytics Data Analytics Library for Python	47	Emerging	17	Python
4	afraniomelo/KydLIB Routines for exploratory data analysis.	46	Emerging	29	Python
5	rojaAchary/Data-Visualization-with-Python Data visualization is the visual presentation of data or information. The...	45	Emerging	54	Jupyter Notebook
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	37	Emerging	6	Jupyter Notebook
9	neli12/time-series-productivity-sp Mapping sugarcane productivity in São Paulo. Project for the MBA in Data...	35	Emerging	16	Jupyter Notebook
10	andrei-vataselu/data-science-snippets 🧰 Essential EDA and Data Cleaning Helpers for Any DataFrame This collection...	33	Emerging	3	Python
11	Phylake1337/Data-science-end-to-end-project-from-preparation-to-production- end-to-end data science project for fictional IT Insitute.	32	Emerging	4	Makefile
12	sarahfuchi/Data-Science Exploratory Data Analysis (EDA), Prediction (Regression), Prediction...	32	Emerging	18	—
13	shaun-mia/Python-Data-Analysis-Project A Python data analysis project uses libraries like Pandas and Matplotlib to...	32	Emerging	5	Jupyter Notebook
14	KhushiBhadange/Exploratory-Data-Analysis-Mental-Health-Problem In this repository, explore insightful solutions through exploratory data...	30	Emerging	26	Jupyter Notebook
15	zhaa-kun/analytical-models-in-excel 🐙 Analytical Models in Excel: linear regression, forecasting,...	27	Experimental	2	—
16	shivpalSW/EDA-with-AutoEDA-libraries Implemented ,Analyzed & compared working, functionalities & Insights of...	26	Experimental	9	Jupyter Notebook
17	raquelredo/Projects Projects in Data Analysis	24	Experimental	5	Jupyter Notebook
18	AkshatRastogi-1nC0re/Auto-EDA-Analysis-of-Dataset This repository contains a flask application, that takes input as the path...	24	Experimental	3	HTML
19	DeepNets-US/Hands-on-EDA "Hands on EDA" GitHub repo: Your ultimate guide to Exploratory Data Analysis...	23	Experimental	2	Jupyter Notebook
20	venkat-0706/Sugarcane-Production This exploratory data analysis (EDA) project focuses on examining sugarcane...	22	Experimental	17	Jupyter Notebook
21	Aayush-Basnet/31-Day-of-Data-Analytic-Project Showcasing end-to-end analytics skills: data cleaning, exploratory data...	22	Experimental	10	Jupyter Notebook
22	Mylame10/EXPLORATORY_DATA_ANALYSIS_PROJECTS 🔍 Explore diverse EDA projects that enhance your data analysis skills...	22	Experimental	—	Jupyter Notebook
23	dasarichandu2309/web-scraping-data-analysis-project End-to-end data analysis project using web scraping and EDA to uncover...	22	Experimental	—	Jupyter Notebook
24	Devanik21/EDA--improved Enhanced exploratory data analysis toolkit — publication-quality...	22	Experimental	—	Jupyter Notebook
25	elfgk/KC-House-Data-Analysis KC House Data Analysis	19	Experimental	3	Jupyter Notebook
26	Ppexpertbasit/data-analysis-3627 📊 Analyze and visualize data efficiently with data-analysis-3627, designed...	19	Experimental	1	—
27	sarincr/Data-visualizations-and-Dashboards Data visualization is an interdisciplinary field that deals with the graphic...	18	Experimental	2	Jupyter Notebook
28	thehaseebhassan/EDA_and_ML Exploratory Data Analysis and Machine Learning implementation on various datasets	17	Experimental	1	Jupyter Notebook
29	aweirth/Kickstarter-Analysis-Project Research project investigating Kickstarter platform crowdfunding data.	17	Experimental	1	—
30	A-safarji/MTA-EDA Dynamic maps to detect and predict crowds on maps. Also, helping reduce...	17	Experimental	1	Jupyter Notebook
31	avinashvignesh00003/exploratory_data_analysis_terrorism "Incorporating exploratory data analysis (EDA) techniques in a data science...	15	Experimental	28	HTML
32	ozenhrdm/spacemission Exploratory Data Analysis (EDA) of global space missions (1957-2020) and...	15	Experimental	1	Jupyter Notebook
33	bernance/From-Data-to-Decision Turning raw data into insights with Python, ML models, and clear visualizations	14	Experimental	—	Jupyter Notebook
34	rferrer92/Data-Cleaning-Decision-Tree-Modeling 🔍 Clean and analyze datasets while building predictive models with Decision...	14	Experimental	—	Jupyter Notebook
35	marcusGH/edain_paper Contains the implementation of the EDAIN and EDAIN-KL methods proposed in...	14	Experimental	16	Jupyter Notebook
36	RaajitSingh1306/DS-Projects End-to-end data science projects - EDA, ML classification, time series...	14	Experimental	—	Jupyter Notebook
37	VishnuVardhanKasireddy/data-analysis-portfolio A collection of real-world data analysis projects showcasing structured...	14	Experimental	—	Jupyter Notebook
38	Arpita2486/Advanced-Analytics-Dashboard-Design Advanced EDA, regression, clustering, time-series forecasting, and...	14	Experimental	—	Jupyter Notebook
39	NidhalNaffati/job-data-analysis Jupyter Notebook analyzes job data with Python and libraries, covering data...	13	Experimental	12	Jupyter Notebook
40	binhvu3/democratized-data-solution A visualization project aims to build trust between regular citizen and government.	11	Experimental	—	—
41	julyndav/Python Python data analysis projects: data extraction, cleaning, preparation,...	11	Experimental	—	Jupyter Notebook
42	AsifIkbal1/EDA-for-Netflix-Movies-and-TV-Shows- EDA for Netflix Movies and TV Shows🍿👨‍👩‍👧	11	Experimental	—	Jupyter Notebook
43	SolanaO/Developers_Survey_Analysis Use data visualization, hypothesis testing and machine learning methods to...	11	Experimental	—	HTML
44	farouha28/TacticSense A Data Science project (4DS8) developed to enhance Esprit’s visibility...	11	Experimental	1	—
45	wafaa-al/MTA-Turnstile-Project Exploratory Data Analysis project making use of SQLite, Python, Pandas,...	10	Experimental	2	Jupyter Notebook