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An open API service indexing awesome lists of open source software.

Data visualization

Data visualization is the visual depiction of data through the use of graphs, plots, and informational graphics. Its practitioners use statistics and data science to convey the meaning behind data in ethical and accurate ways.

https://github.com/ishmal793/bi-dummy-

An interactive and beginner-friendly data dashboard built using Streamlit. Upload your own CSV or Excel file, apply filters, view key statistics, and generate beautiful visualizations with no coding required.

data-analytics data-visualization eda pandas plotly python-dashboard streamlit

Last synced: 01 May 2026

https://github.com/patricoferris/data_visualisations

Playing around with Data and Web Graphics

data-visualization javascript

Last synced: 10 Jun 2026

https://github.com/abdoomohamedd/python-data-analysis-projects

A collection of data analysis projects that I have worked on. Each project involves cleaning data, performing exploratory data analysis (EDA), and creating visualizations to extract insights. The projects utilize various Python libraries, including pandas, numpy, matp

data-analysis data-analysis-python data-cleaning data-visualization matplotlib matplotlib-pyplot numpy pandas python

Last synced: 01 May 2026

https://github.com/jfaccioli/leaflet-earthquake

Geo mapping earthquakes with Leaflet / Javascript / GeoJSON

data-visualization geojson javascript json leaflet

Last synced: 01 May 2026

https://github.com/rafath0ssain/predihome

Data analysis using economic factors affecting living conditions across Canadian provinces.

data-analysis data-visualization dplyr ggplot2 graph kaggle linear-regression prediction-model r shiny tidyr

Last synced: 01 May 2026

https://github.com/samia35-2973/world-university-ranking-2023-prediction

This repository is about creating models for predicting world university rankings 2023. The World University Rankings 2023 dataset include 1,799 universities across 104 countries and regions, making them the largest and most diverse university rankings to date. A clean dataset is generated through data preprocessing.

data-cleaning data-preprocessing data-visualization decision-trees machine-learning machine-learning-algorithms model-training prediction world-university-rankings world-university-rankings-2023

Last synced: 01 May 2026

https://github.com/adamouization/python-machine-learning-data-science-notes

:orange_book: Jupyter notebooks containing useful Python code and notes for general Machine Learning and Data Science projects.

data data-science data-visualization guide jupyter jupyter-notebook machine-learning matplotlib notes numpy pandas pandas-dataframe python seaborn

Last synced: 11 Apr 2026

https://github.com/sammccord/data-ops-meltano-cube-sample

This is a sample repository demonstrating a data ops pipeline loading DefiLlama data into BigQuery using Meltano and self-hosted Cube for data visualization, with configuration for deployment to Render

cube data-visualization docker meltano render

Last synced: 11 May 2026

https://github.com/martindambrosio/ba-tree-census-analysis

Analysis and visualization of Buenos Aires urban trees using Python and Tableau, including interactive maps to explore species distribution and characteristics.

data-visualization folium-maps pandas python tableau

Last synced: 01 May 2026

https://github.com/leandrocollares/beyond-the-3-point-arc

A responsive scatter plot that shows the percentage of points scored by NBA teams via 3-point and mid-range field goals

d3 data-visualization react

Last synced: 01 May 2026

https://github.com/mrwilbroad/react-data-visualizaion

Data visualization with reactjs , react-chartjs-2

chartjs data-visualization graphs react-chartjs-2 reactjs

Last synced: 02 May 2026

https://github.com/vaxdata22/redfin-analytics-etl-using-amazon-emr-by-airflow-on-ec2

This is an end-to-end AWS Cloud ETL project. This data pipeline uses an Amazon EMR cluster managed by Apache Airflow that is running on an AWS EC2 instance. It demonstrates how to build orchestration that would perform data transformation using Amazon EMR as well as automatic data ingestion into a Snowflake via Snowpipe. It also features Power BI.

amazon-emr-cluster apache-airflow apache-spark aws-ec2 aws-s3 business-intelligence dags data-visualization etl-pipeline google-colab-notebook orchestration power-bi pyspark redfin snowflake snowpipe sqs-queue

Last synced: 02 May 2026

https://github.com/nimomach/skateboarding-in-olympics

Skateboarding made its debut in Olympics at the 2020 Summer Olympics. This is a dashboard focused on "Skateboarding in the Olympics" representing a comprehensive overview of the sport's performance, popularity, and key metrics during the Olympic Games.

data-analysis data-visualization olympics paris skateboarding tokyo

Last synced: 10 Mar 2026

https://github.com/asuquoaa/bar_chart_visualization_with_confidence_intervals_and_interactive_slider

This project visualizes probabilistic data using bar charts with 95% confidence intervals, allowing users to explore deviations from a Value of Interest (V of I) interactively.

data-visualization interactive-visualizations statistics

Last synced: 01 Sep 2025

https://github.com/quocduyenanhnguyen/twitter-despicable-me-4-hashtag-engagement-analysis

In this project, I explored Despicable Me 4 hashtag on Twitter to gather engagement metrics for data analysis over a one week period.

csv-files data-analytics data-cleaning data-visualization mysql python3 tableau tableau-dashboards tableau-public twitter twitter-hashtag

Last synced: 16 May 2026

https://github.com/faithererer/haokanvideo_spider

好看视频爬取与数据分析

data-analysis data-visualization python spider

Last synced: 02 May 2026

https://github.com/jbalooshie/pyber_analysis

Analysis of ride share data using Matplotlib and pandas, executed in Jupyter Notebook. Breakdowns are provided based on the city size, average fare, and number of rides taken.

data-analysis data-science data-visualization jupyter-notebook matplotlib pandas python

Last synced: 12 May 2026

https://github.com/scottdj92/nivo-data-viz-poc

a POC for data visualizations using Nivo

data-visualization emotion nivo parcel-bundler typescript

Last synced: 08 Jun 2026

https://github.com/jskherman/mama

Malnutrition Monitoring and Assessment System (MaMA) for tracking of various case data of malnutrition in the Philippines

data-visualization python streamlit

Last synced: 12 May 2026

https://github.com/magnus0969/gdp-analysis

An in-depth exploration of global GDP trends using Python and data science techniques. This project involves data preprocessing, exploratory data analysis (EDA), statistical insights, and interactive visualizations to understand economic patterns and correlations.

data-science data-visualization gdp-analysis plotly python3

Last synced: 12 May 2026

https://github.com/sakan811/honkai-star-rail-a-few-fun-insights-with-data-analysis

The project gives insights that delve into the Honkai Star Rail's character's stats of all available characters as of the given date.

data data-analysis data-science data-visualization docker flask game honkai honkai-star-rail honkai-starrail seaborn webscraping webscraping-data webscraping-selenium

Last synced: 10 Jun 2026

https://github.com/hafs96/prediction_consommation-de-carburant

Dans ce projet, l'objectif est de développer un modèle permettant de prédire si une voiture a une consommation de carburant élevée ou faible en fonction de ses caractéristiques techniques.

analysis data data-visualization machine-learning testing training

Last synced: 09 Jun 2026

https://github.com/elishah-john/happiness-report-2019

Analysis of "Happiness Report 2019" using python.

data-analysis data-visualization educational jupyter-notebook python

Last synced: 12 May 2026

https://github.com/fatihilhan42/spotify-songs-recommendations-system_with_python

We developed a song recommendation system for the user with the data we received from our Spotify song dataset. Data set and other applications are given in the description. Have a nice day.

data-analysis data-science data-visualization jupyter-notebook python recommendation-engine recommendation-system

Last synced: 02 May 2026

https://github.com/benzerinsio/breastcancer-eda

📊 Análise Exploratória de Dados (EDA) - Câncer de Mama | Exploração de características clínicas para identificar padrões e relações no diagnóstico de câncer de mama.

analise-de-dados analise-exploratoria analise-exploratoria-de-dados data-analysis data-visualization diagnosis eda exploratory-data-analysis health-care medical-data python seaborn

Last synced: 02 May 2026

https://github.com/johannaschmidle/amazon-cat-couch

Customer product reviews + ratings analysis and visualization [Python, Excel, Tableau, R]

data-analysis data-visualization jupyter-notebook python-notebook r-markdown sentiment-analysis text-analysis web-scraping

Last synced: 11 Jun 2026

https://github.com/s1dewalker/electric-future

Visual Analysis: Future of Automotive Industry

data data-visualization machine-learning python3 regression-analysis tableau

Last synced: 02 May 2026

https://github.com/femincan/d3-treemap-diagram

My solution for the Visualize Data with a Treemap Diagram project on FCC.

css3 d3js data-visualization html5 javascript

Last synced: 02 May 2026

https://github.com/gerhynes/d3-notes-app

A simple notes app built to practice D3 selection methods. Built for The Advanced Web Developer Bootcamp.

d3 data-visualization javascript

Last synced: 03 May 2026

https://github.com/gkar90/gdp-vs-life-expectancy

Statistical analysis on GDP vs Life Expectancy

data-science data-visualization statistical-analysis

Last synced: 09 Jun 2026

https://github.com/inevolin/multivariate-data-analysis

Showcases of modern multivariate & multidimensional data analysis in industrial and high-tech settings.

analytics data-analysis data-science data-visualization javascript

Last synced: 09 Jun 2026

https://github.com/davityak03/stock-value-prediction-and-forecasting

This project predicts stock market trends using an LSTM neural network, focusing on Apple Inc.'s historical data for accurate future price forecasting. It includes data retrieval, preprocessing, model training, and evaluation.

data-visualization datareader lstm pandas python tensorflow tiingo

Last synced: 03 May 2026

https://github.com/isinghabhishek/data_analysis_with_python

Introduction to Data Analysis covering the basics of Python, Numpy, Pandas, Data Visualization, and Exploratory Data Analysis.

data-visualization exploratory-data-analysis numpy pandas python

Last synced: 03 May 2026

https://github.com/ronaldkanyepi/southern-africa-health-indicators-analysis

Visualizing Health Trends in Southern Africa: Analyzing World Bank data (2013–2020) to uncover patterns in life expectancy, infant mortality, HIV prevalence, and maternal mortality.

botswana data-visualization dplyr ggplot2 ggtext health healthcare mozambique patchwork r south-africa tidyverse viridis zimbabwe

Last synced: 09 Jun 2026

https://github.com/fatihilhan42/tourist_analysis_in_turkey_with_python

In this project, the number of tourists coming to Turkey between 2008-2021 was analyzed. The data from the data set you can find in the warehouse was first organized using data cleaning algorithms. These cleaned data were then output graphically using data visualization algorithms.

data-analysis data-cleaning data-science data-visualization jupyter-notebook python

Last synced: 03 May 2026

https://github.com/miteshgupta07/covid-19-report-dashboard-using-streamlit

A Streamlit dashboard for COVID-19 reporting that provides real-time updates, visualizations, and analysis of global and local COVID-19 data to track the pandemic's progress and impact.

data-visualization python streamlit

Last synced: 03 May 2026

https://github.com/philippmeder/visdata

Useful python tools for data visualisation, e.g. 2D-profiles (also known as profile plots), comparison of measurements, or tables.

data-science data-visualization profile-plot python python-3 python3

Last synced: 18 Jun 2026

https://github.com/nix7amcm/fcc-data-viz-cert-projects

These are my projects for the freeCodeCamp Data Visualization certification.

d3 d3-visualization d3js data-visualization data-viz freecodecamp freecodecamp-project html-css-javascript

Last synced: 03 May 2026

https://github.com/ronitjariwala/prodigy_ds_05

Prodigy InfoTech Data Science Internship Task-5

data-science data-visualization python

Last synced: 03 May 2026

https://github.com/jbalooshie/plotly_deployment

This project uses JavaScript, Plotly, and HTML to create an interactive dashboard on a webpage. The data is from a fictional study examining bacteria cultures in the subject's navels. The dashboard allows you to filter between participants and shows different information about their samples.

css dashboard data-visualization html javascript plotly

Last synced: 03 May 2026

https://github.com/sricasea/fundraising-insights-mwpccc

Data storytelling meets impact strategy — a nonprofit fundraising analysis project combining SQL, Python, and Deepnote to uncover donor trends and guide smarter decisions.

data-analysis data-storytelling data-visualization deepnote fundraising nonprofit portfolio-project python sql

Last synced: 12 May 2026

https://github.com/travishorn/svplot

Reusable Svelte 5 action for rendering Observable Plot charts.

charts data-visualization observable-plot svelte

Last synced: 13 May 2026

https://github.com/baggiponte/ta-business-statistics-2023

🎓 Business Statistics [UniMi • AY 2022/2023]

data-mining data-science data-visualization r tidyverse

Last synced: 03 May 2026

https://github.com/swanie21/svg-graphs

Data visualization with svg graphs

data-visualization react svg-graphs

Last synced: 03 May 2026

https://github.com/manukot/sturdy-engine-python-

I've leant not only various Theoretical Concepts but also practical projects in my Masters Coursework

data-analysis data-visualization python3

Last synced: 13 May 2026

https://github.com/rb-thompson/machine-learning-basics

Implement a machine learning pipeline on the Iris flower dataset.

data-preprocessing data-visualization model-training python scikit-learn

Last synced: 18 Jun 2026

https://github.com/ledsouza/reg-linear-ii

Projeto de estudo de técnicas avançadas de modelagem em regressão linear

data-science data-visualization linear-regression pandas seaborn sklearn statsmodels vitrinedev

Last synced: 03 May 2026

https://github.com/panastasiadis/k8s-smart-home-frontend-service

A Streamlit-based front-end, developed as part of the thesis "Enhancing Integration Process and Manageability of a Microservices-Based Home Automation Application with Kubernetes". This GUI connects to a Django backend and InfluxDB to enable real-time sensor monitoring, device and room management, and action automation.

dashboard data-visualization gui home-automation python smart-home streamlit user-interface

Last synced: 03 May 2026

https://github.com/dineshram0212/youtube-analysis

This YouTube Analysis Package provides tools for analyzing YouTube video data, including metrics on views, likes, comments, and engagement trends. Ideal for gaining insights into video performance and audience interaction patterns.

data data-visualization pandas python webscraping youtube-api-v3

Last synced: 19 Jun 2026

https://github.com/gerhynes/d3-birth-chart

An interactive UN birth rate bar chart built to practice manipulating SVGs with D3. Built for The Advanced Web Developer Bootcamp.

d3 data-visualization javascript

Last synced: 03 May 2026

https://github.com/allanreda/ga4-session-predictor-flask-app

Flask app that can predict future number of GA4 sessions, using the Prophet library.

data-visualization flask ga4-api matplotlib pandas prophet-library python time-series-forecasting

Last synced: 03 May 2026

https://github.com/prachipatel15/priceprediction

I've build a real estate price prediction project which predicts a house price in Banglore.

data-science data-visualization machine-learning pandas python

Last synced: 03 May 2026

https://github.com/yugsumeet17/churn-analysis-project--power-bi-sql-machine-learning

Dataset Explained, Project Goals & Metrics Required, SQL Server ETL & Data Cleaning, Power BI Data Load, Transformation, Blueprint & Measures, Power BI Visualization - Summary Page, Building Machine Learning Model - Random Forest, Power BI Visualization - Churn Prediction Page

data data-visualization dataanalytics excel postgresql powerbi python3

Last synced: 03 May 2026

https://github.com/ljadhav25/swiggy-restaurant-analysis

This repository contains data and analysis related to restaurants listed on Swiggy, one of India's largest online food ordering and delivery platforms. The objective is to explore restaurant trends, customer reviews, pricing strategies, and delivery metrics to gain insights into the food delivery industry.

data-analysis data-visualization matplotlib-pyplot numpy-library pandas-library python seaborn-plots

Last synced: 03 May 2026

https://github.com/ibrahim1993-2/iraq-primary-enrollment

Data analysis of Iraq’s primary school enrollment (1960–2024). Includes SQL-style exploration, 14 insights with CSV exports, visualizations, and a polished Jupyter Notebook (PDF + HTML).

data-visualization eda education-data iraq jupyter-notebook matplotlib pandas portfolio-project python3 world-bank

Last synced: 03 May 2026

https://github.com/joaopalmeiro/b2-presentation

Materials for the presentation of the paper: "B2: Bridging Code and Interactive Visualization in Computational Notebooks" (Yifan Wu, Joseph M. Hellerstein, Arvind Satyanarayan — UIST 2020).

data-visualization interactive-visualizations jupyter jupyter-notebook jupyter-notebook-extension python r vega-lite xaringan

Last synced: 03 May 2026

https://github.com/sayamalt/house-price-prediction

Successfully created a regression model for predicting the price of any house, excluding enormous real estates and mansions, to a significant level of accuracy.

data-visualization exploratory-data-analysis feature-engineering feature-selection machine-learning regression-analysis regression-testing

Last synced: 09 Nov 2025

https://github.com/akashparley/ipl-data-analysis

The IPL Data Analysis project focuses on extracting valuable insights from IPL match data using various data analytics techniques. By analyzing historical match outcomes, player performances, team comparisons, and venue statistics, the project visualizes trends and patterns through graphs like bar charts, line graphs, and scatter plots.

analytics data-visualization excel metplotlib numpy pandas python seaborn tableau-dashboards

Last synced: 04 May 2026

https://github.com/pragmaai/yelp-datapipeline

🍽️ Yelp Data Pipeline & Analytics Dashboard End-to-end data engineering pipeline processing Yelp dataset with Rust transforms, Apache Airflow orchestration, and interactive Streamlit analytics. Features business insights, user engagement analysis, and city performance comparisons. 🚀 Docker-ready • 📊 Interactive Dashboard • ⚡ High-performance R

airflow data-engineering data-pipeline data-visualization datafusion docker rust streamlit yelp yelp-dataset

Last synced: 04 May 2026

https://github.com/rumana-amin/sql-data-warehouse-and-analytics-project

Building a data warehouse using with SQL Server, including ETL processes, data modeling, and analytics

data-cleaning data-visualization data-warehouse etl etl-pipeline sql-queries sql-server

Last synced: 09 Jun 2026

https://github.com/mindlessmuse666/titanic-data-visualization

Проект по визуализации данных о пассажирах Титаника с использованием библиотек Python Matplotlib, Seaborn и Plotly.

data-analysis data-visualization matplotlib pandas plotly python seaborn titanic

Last synced: 04 May 2026

https://github.com/gerhynes/d3-pie-chart

A D3 pie chart showing UN birth data grouped by continent. Built for The Advanced Web Developer Bootcamp.

d3 data-visualization javascript

Last synced: 04 May 2026

https://github.com/leosimoes/udacity-communicate-data-findings-titanic

Project 5 of the Udacity Data Analyst Nanodegree Program. Data analysis with views of the titanic dataset.

data-science data-visualization python

Last synced: 04 May 2026

https://github.com/michal-radomski/3d-libraries_data-visualization_webgl

3D libraries, data visualization and WebGL courses from Udemy.com

3d d3js data-visualization threejs webgl

Last synced: 04 May 2026

https://github.com/sanchittechnogeek/rental-data-visualization_python

Statistics and visualization of rental data with python

data-analysis data-science data-visualization statistics

Last synced: 04 May 2026

https://github.com/furkalb/global-power-plant-analysis

Global Power Plant Database Analysis is a Streamlit-based interactive web app designed to explore and analyze worldwide energy generation data

analysis data-science data-visualization energy-analysis exploratory-data-analysis gis global-energy machine-learning mapbox plotly predictive-modeling python streamlit streamlit-dashboard

Last synced: 04 May 2026

https://github.com/ibrahimm7004/supermarket-sales-analysis

This project focuses on Data Mining techniques to gather inisights about customer behaviour regarding Supermarket Sales. Includes: Association Rule Mining, Temporal Patterns in customer behavior, Sequential Pattern Mining, Classification, Regression, and Outlier Detection.

apriori association-rules data-analysis data-mining data-science data-visualization fpgrowth python sales-analysis supermarket-sales

Last synced: 04 May 2026

https://github.com/greatwoman23/hotel_reservation_analysis

In this project, we delve into the intricate world of hotel reservations, utilizing a multifaceted analytical approach to uncover valuable insights. Through a combination of SQL queries and Tableau visualizations, we meticulously dissect a rich dataset comprising booking details, customer demographics, and reservation statuses.

data-analysis data-science data-visualization hotel hotel-reservation publications sql sql-query sqlite3 tableau

Last synced: 15 May 2026

https://github.com/domingosdeeulariadumba/ablisk

A Python module for design, analysis and decision-making of A/B tests.

ab-testing data-visualization statistics

Last synced: 14 Jan 2026

https://github.com/sssshefer/covid-map

Interactive map showing covid data implemented on R language

big-data data-visualization r r-studio

Last synced: 01 Mar 2025

https://github.com/thomas-basham/ps-creel

This web application fetches fishing report data from the Washington Department of Fish and Wildlife (WDFW) Creel Reports page and displays it on an interactive map.

creel creel-survey data-science data-visualization database fish fishing nextjs postgresql puget-sound-data pugetsound react sql website

Last synced: 13 Apr 2026

https://github.com/fatihilhan42/book-recommendation-system-with-python

In this project, we are making a book recommendation system that recommends similar books according to the genres or ratings that the user enters, using a large book dataset. The link of the dataset is given below. Happy reading...

books data-analysis data-science data-visualization kaggle python recommendation-engine recommendation-system

Last synced: 04 May 2026

https://github.com/sakeenanavavi/larana_diamonds

A Diamond Price Predictor uses multiple machine learning algorithms to predict the price of a diamond based on a its attributes.

data-visualization knn machine-learning-algorithms random-forest regression support-vector-regression xgboost

Last synced: 10 Jan 2026

https://github.com/srinibas-masanta/zomato-customer-and-restaurant-analysis

This repository contains a comprehensive analysis of Zomato's platform, focusing on various aspects of customer behavior, restaurant performance, and market trends. The analysis leverages data-driven insights to answer key questions that can guide business strategies, enhance customer satisfaction, and optimize operational efficiency.

business-analytics data-analysis data-science data-visualization

Last synced: 02 Apr 2025

https://github.com/aykutsp/world-infrastructure-data-hub

Interactive world map of fuel prices, electricity, EV charging costs and CO2 emissions — daily-refreshed open data pipeline.

choropleth climate-data co2-emissions data-visualization electricity-prices energy-data ev-charging fuel-prices github-actions leaflet open-data react sustainability typescript vite world-map

Last synced: 05 Apr 2026

https://github.com/srinibas-masanta/olympics-data-analysis

The Olympics Analysis project explores Olympic data to uncover trends in athlete performance, medal distribution, and participation across countries and demographics. By leveraging detailed datasets, it provides insights into the evolution of the Games, highlighting key patterns and disparities over time.

data-analysis data-science data-visualization olympics olympics-visualization

Last synced: 02 Apr 2025

https://github.com/joaopalmeiro/vtils

A Python package providing utility functions for Data Visualization.

data-visualization python visualization

Last synced: 26 Mar 2025

https://github.com/srinibas-masanta/electric-vehicle-analysis-dashboard

This repository features an interactive Tableau dashboard that visualizes electric vehicle (EV) adoption trends in the U.S. 🚗⚡ Explore EV growth, top manufacturers, regional distribution, and the impact of incentives—all in one dynamic view. 📊 Use filters to dive deeper into the data and uncover key insights! 🚀

dashboards data-analysis data-visualization tableau

Last synced: 15 Jan 2026

https://github.com/joaopalmeiro/data-vis-assets

A collection of various assets for Data Visualization assembled from inspiring sources.

catalog data-visualization documentation markdown

Last synced: 26 Mar 2025

Data visualization Awesome Lists
awesome-datascience 940 awesome-creative-coding 410 awesome-bigdata 668 awesome-jupyter 208 go-recipes 182 awesome-dataviz 159 awesome-single-cell 515 awesome-python-data-science 382 awesome-public-real-time-datasets 83 awesome-business-intelligence 231 awesome-ggplot2 661 awesome-data-analysis 936 awesome-clojurescript 124 awesome-frontend-gis 199 awesome-open-data-centric-ai 56 data-science-with-ruby 101 awesome-data-centric-ai 31 awesome-scientific-python 131 awesome-biological-visualizations 70 awesome-python-machine-learning-resources 1,884 awesome-datajournalism 170 awesome-expression-browser 163 awesome-qlik 32 awesome-data-journalism 195 awesome-deepnote 41 Road2R 265 fucking-awesome-creative-coding 85 awesome_science 73 awesome-julia-list 42 awesome-list 1,345 fucking-awesome-machine-learning 940 fucking-awesome-datascience 238 fucking-awesome-bigdata 414 data-engineering-collection 678 awesome-interests 66 datatools 61 awesome-visual-analytics-healthcare 83 awesome-vega 40 awesome-dataviz 34 awesome-interactive-earth-viz 60 awesome-react-components 556 creative-coding-resources 48 awesome-nsw-open-data 118
Data visualization Categories
The Data Science Toolbox 587 Uncategorized 478 Python 374 Software packages 362 Literature and Media 348 UI Components 280 Tools 266 Table of Contents 232 Learning Resources 205 Machine Learning 205 Data and models 202 Books 199 Plot layers 196 文本数据和NLP 191 Training Resources 188 Software list 164 Data Visualization 162 Deep Learning Framework 150 Other Awesome Lists 138 数据可视化 133