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/naveen88112/healthcare

HealthCare Data Analysis and Forecasting This project examines healthcare data by processing missing values with KNN imputation, preprocessing features, and training classification models (Logistic Regression and Random Forest). The output includes performance metrics such as accuracy, confusion matrix, precision, recall, and ROC analysis.

data-visualization feature-engineering machine-learning model-evaluation numpy pandas python scikitlearn-machine-learning

Last synced: 12 Apr 2026

https://github.com/lucasfranklinsilva/rnn-lstm

Modelo de Prevenção de Falhas em Turbinas Simuladas Utilizando Redes Neurais Recorrentes

data-visualization deep-learning jupyter-notebook keras machine-learning neural-networks python scikit-learn

Last synced: 12 Apr 2026

https://github.com/shellynagar27/transportation-and-logistics-challenge

Analyzing logistics data to optimize shipment efficiency, reduce delays, and enhance supply chain visibility using Power BI. Insights include top routes, delays, supplier trends, and peak shipments.

cleaning-data critical-thinking data-analysis data-visualization exploratory-data-analysis feature-engineering powerbi preprocessing-data problem-solving python

Last synced: 16 May 2026

https://github.com/satvikpraveen/seabornmasterpro

🎨 SeabornMasterPro is a comprehensive, modular project to master Seaborn for data visualization. Includes themed utilities, advanced plotting notebooks, dashboards, time series, Streamlit app, and Docker support — perfect for learners, analysts, and open-source enthusiasts.

categorical-plots correlation-heatmap custom-theme data-visualization docker interactive-dashboard jupyter-notebook matplotlib modular-code multi-panel-layouts open-source-project pandas plot-utils project-structure python reproducible-research seaborn streamlit time-series-visualization utility-functions

Last synced: 12 Apr 2026

https://github.com/yash-3-bit/online-sales-analysis

Project-Merging the different months datasets and performing the data cleaning ,Analysis and Visualization

data-analysis data-visualization pandas-library

Last synced: 27 Mar 2025

https://github.com/albertofaraujo/pbi_dashboard_anp

Análise do preço médio do combustível automobilístico no Brasil ao longo do ano de 2022

data-visualization dax-studio power-query powerbi

Last synced: 06 Jan 2026

https://github.com/tejaswirupa/impact-of-workplace-stress-on-mental-health-conditions-of-employees

Studied how remote, hybrid, and onsite work affects employee stress and wellness. Engineered metrics to quantify fatigue and work-life balance, uncovering mental health trends across industries and roles.

data-visualization datascience exploratory-data-analysis feature-engineering

Last synced: 24 Jan 2026

https://github.com/saro0307/voronoi-diagram-for-classification

Using Voronoi diagram to map random points scattered on a plane subdivides in exactly n cells enclosing a portion of the plane that is closest to each point

artificial-intelligence data-visualization dataanalytics graph machine-learning matplotlib plot plotting pyplot python python3 voronoi voronoi-diagram

Last synced: 08 Jun 2026

https://github.com/tanaybhadula/avacado-analytics

It is a dashboard built using Dash.It shows graphs of dataset about sales and prices of avocados in the United States between 2015 and 2018.

css dash data-analytics data-visualization python

Last synced: 17 May 2026

https://github.com/armahdavi/data_pipeline_analytics_statistics_ml_pm_psd_residential_qff

Sharing all the data pipelines and processing codes, statistical modellings, descriptive statistics, plot visualizations, and machine learning from Mahdavi & Siegel (2021) (Indoor Air) Project Miestone: 2017 - 2020 Full-length article: https://onlinelibrary.wiley.com/doi/abs/10.1111/ina.12782

data-science data-visualization dust hvac indoor-air-quality jupyter-notebook machine-learning matplotlib-pyplot numpy pandas python scikit-learn scipy-stats spyder spyder-python-ide statistics

Last synced: 11 Apr 2026

https://github.com/abdelrahmanbayoumi/titanic-machine-learning-from-disasters

Knowing from a training set of samples listing passengers who survived or did not survive the Titanic disaster, can our model determine based on a given test dataset not containing the survival information, if these passengers in the test dataset survived or not.

data-analysis data-science data-visualization machine-learning pandas

Last synced: 09 Apr 2025

https://github.com/borjamome/soho_cholera

Cholera deaths in the Soho District (London)

data-analysis data-visualization london r

Last synced: 04 Sep 2025

https://github.com/sreekar0101/electric-vehicle-market-growth-and-incentive-impact-analysis-dashboard

About This project involves the development of a comprehensive Tableau dashboard to analyze the growth and market dynamics of electric vehicles (EVs). The dashboard reveals key insights, including a 20% increase in EV adoption over five years, the dominance of Battery Electric Vehicles (BEVs) which make up 60% of the market

data-analysis data-visualization tableau-desktop

Last synced: 07 Jan 2026

https://github.com/gregoritsch3/exercise_pandas_1

A Pandas exercise demonstrating the loading, cleaning and reorganization of data in .xlsx or .csv files, descriptive statistics, data visualization, statistical approximation of data with the normal distribution, etc.). Libraries include Pandas, NumPy, Scipy, SymPy, MatplotLib,

data-cleaning data-visualization descriptive-statistics matplotlib numpy pandas scipy sympy

Last synced: 12 Apr 2026

https://github.com/devanshsahu47/hr-dashboard-mysql-powerbi

A comprehensive HR dashboard that visualizes key workforce metrics such as employee demographics, attrition rates, and performance trends. Built using Power BI/Excel, it enables data-driven HR decision-making with interactive charts and KPIs.

data-analytics data-visualization excel power-bi

Last synced: 04 Feb 2026

https://github.com/smpotts/sp500_index_analysis

Uses the Plotly Dash framework to visualize publicly available data for companies listed on the S&P 500 index

dash-plotly data-visualization financial-analysis pandas-dataframe python

Last synced: 01 Apr 2025

https://github.com/shrutiijoshi/e-commerce

The dataset contains various attributes related to orders, customers, and products, providing a comprehensive view of the sales process.

analysis data-visualization tableau-public visualization

Last synced: 07 Jan 2026

https://github.com/dianaow/fifa22-svelte

Svelte/D3.js: Visualizing club attributes in FIFA games from 2015 to 2022

d3-visualization d3js data-visualization fifa sports-analytics sports-visualisation svelte

Last synced: 29 May 2026

https://github.com/muthukumar0908/imdb_movie_analysis_with_powerbi

The project aim is to analyze the dataset using Power Bi, The dataset is related to IMDB Movies.

data-analysis data-visualization powerbi

Last synced: 12 Jun 2025

https://github.com/jbalooshie/surfs_up

Project to perform analysis of weather data in Hawaii, including a Flask app to view the findings.

data-science data-visualization flask python sqlalchemy sqlite

Last synced: 06 May 2026

https://github.com/orbulant/hourlyweatherdata

Using R, i have created a comprehensive R tool (with Shiny and etc.) to analyse hourly weather data from 2 Airport Stations.

analysis data-visualization r rmarkdown rmarkdown-document weather

Last synced: 04 Apr 2025

https://github.com/matheusafonseca/deploy-ml-models-with-streamlit-udemy

This repository is dedicated to storing the code developed during the "Machine Learning Model Deployment with Streamlit" course on Udemy. The course covers basic to advanced techniques for deploying machine learning models using Streamlit.

data data-science data-visualization interface joblib layout machine-learning optimization-algorithms python python3 sklearn sklearn-datasets sklearn-library sklearn-pipeline streamlit

Last synced: 19 Apr 2026

https://github.com/erabossid/d3js-treemap

Data visualization with D3js Treemap

d3js data-science data-visualisation data-visualization reactjs

Last synced: 10 Mar 2025

https://github.com/ricardo-melo-martins/docker

⚡ RMM ⚡:: 🐳 docker with database for fun development

data-visualization database datascience docker mysql postgres sakila sakila-database sqlite

Last synced: 12 Apr 2026

https://github.com/bhaskarbharati/ibm-datascience-hands-on-lab

This is the basic hands-on exercise using Jupyter Notebook. This lab is done in the process of learning course Tools For Data Science | IBM

data-analysis data-science data-visualization datawrangling eda machine-learning

Last synced: 23 Apr 2025

https://github.com/giog97/find_similar_tables_on_pubtables-1m

Find similar tables on the PubTables-1M dataset

data-analysis data-visualization datamining dm tables

Last synced: 09 Apr 2025

https://github.com/kathyreid/geelong-council-elections-2017

Chord diagram of distributed preferences based on Victorian Electoral Commission data

chord-diagram d3js data-visualization

Last synced: 13 Mar 2025

https://github.com/archanakokate/exploratory_data_analysis_global-terrorism_using_tableau

Using Tableau, conducted an in-depth analysis of terrorism incidents around the world.

analysis data-visualization tableau

Last synced: 04 Feb 2026

https://github.com/tclzcja/spark-comparison-visualization

A data visualization project I made for Blue Telescope/HP.

client-project data-visualization

Last synced: 15 Jun 2025

https://github.com/fbarffmann/citibike-covid-analysis

Analyzed NYC CitiBike usage during March 2020 to assess the impact of COVID-19 using Python and Tableau. Includes ridership breakdowns, user type trends, and interactive dashboard.

citibike covid19 data-analysis data-visualization exploratory-data-analysis pandas python tableau transportation

Last synced: 12 Apr 2026

https://github.com/tuni56/support_ticket_streamlit

Interactive support ticket management system

data-science data-visualization python streamlit-webapp

Last synced: 29 May 2026

https://github.com/abhash-rai/analyzing-credit-card-eligibility

This work was performed as part of BCU undergraduate course.

data-analysis data-visualization ggplot ggplot2 latex r

Last synced: 20 Jan 2026

https://github.com/soumyajiitdas/My-GenAICapstoneProject

A Generative AI-powered journaling assistant that analyzes daily entries to extract emotions, stress levels, and mood trends — built using Google Gemini API for mental wellness insights.

ai-assistant data-visualization generative-ai machine-learning mental-health prompt-engineering python

Last synced: 04 Jul 2025

https://github.com/rupeshrb/data_visualization

Data visualization is important concept which apply on datasets

data-analytics data-visualization dataset python

Last synced: 17 May 2026

https://github.com/soajala/shopify-sales-analysis-powerbi

End-to-end Power BI dashboard project analyzing Shopify sales data with real-time metrics, DAX, and business insights.

business-intelligence data-analysis data-visualization dax interactive-dashboard powerbi sales-analysis shopify

Last synced: 05 Sep 2025

https://github.com/muhammed-fazal/student-success-and-early-intervention-analytics-system

To consolidate scattered student performance records into a unified Data Warehouse in SQL Server. Engineer an Interactive Power BI dashboards that visualize academic trends, identifying student performance and implement predictive analytics.

analysis analytics dashboard data data-analysis data-engineering data-science data-visualization database etl etl-pipeline power-bi powerbi python sql sql-server

Last synced: 29 May 2026

https://github.com/syncfusionexamples/building-a-neumorphic-chart-to-visualize-gen-z-s-favorite-social-media-with-syncfusion-maui

Learn how to build a Neumorphic column chart using Syncfusion's .NET MAUI Charts to visualize Gen Z's favorite social media platforms based on U.S. adult usage data. This project features a modern design that adapts to both light and dark themes, creating a sleek and engaging user experience.

custom-chart-styling custom-drawable-charts data-visualization dotnet-maui-chart gen-z-social-media-trends interactive-charts light-and-dark-theme-ui modern-ui-design neumorphic-design neumorphism-ui social-media-analytics syncfusion-column-chart us-social-media-usage user-interface-trends

Last synced: 03 Apr 2025

https://github.com/syncfusionexamples/ej2-angular-7-heatmap

A quick start project that helps you to create an Angular 7 Heatmap with minimal code configuration.

angular-heatmap angular7 data-visualization ej2-heatmap

Last synced: 03 Apr 2025

https://github.com/parthasarathy27/barchart-visualization-using-amcharts

This project visualizes monthly fuel usage data (petrol and diesel) using a responsive bar chart built with the amCharts library. The chart displays fuel consumption across 12 months, with separate bars for petrol and diesel for each month.

amcharts amcharts-js-charts data-visualization html-css-javascript json visualization

Last synced: 12 Apr 2026

https://github.com/camara94/data_analyse_series_temporelles

Dans ce tutoriel, nous allons répondre aux questions suivantes: 1. Lire les données Microsoft à l'aide du package **Pandas Data reader** 2. Obtenez le **prix maximum** de l'action de **2017 à 2022** 3. Quelle est la **date du cours le plus élevé** de l'action ? 4. Quelle est la **date du cours le plus bas** de l'action ?

data-analysis data-analysis-python data-science data-structures-and-algorithms data-visualization serie series-forecasting

Last synced: 09 Apr 2025

https://github.com/dmdlgg/spotify-analysis

An interactive data analysis app built with Python, Pandas, Plotly, and Streamlit, showcasing insights about the top 1000 most played songs on Spotify. Dataset sourced from Kaggle. Users can explore the frequency, popularity, and most played songs by artist in a clean and intuitive interface.

data-analysis data-visualization pandas plotly python streamlit

Last synced: 11 May 2026

https://github.com/shrinidhi857/simpledataanalysisonstartups

The Indian startup ecosystem has experienced remarkable growth over the past decade, becoming a hotbed of innovation and entrepreneurship. In this data analysis we are segregating fields ,finding new insights.

data-analysis data-science data-visualization indian-startups

Last synced: 17 Sep 2025

https://github.com/sravyatogarla/movie-recommendation-system

A complete Movie Recommendation System project implementing Popularity-Based, Content-Based, and Collaborative Filtering models using the MovieLens dataset. Built with Python, Pandas, and Plotly, featuring interactive inputs and visualizations.

capstone-project collaborative-filtering content-based-filtering data-science data-visualization edureka jupyter-notebook machine-learning movie-recomendation-system movielens pandas popularity-based-filtering python recommender-system scikit-learn sql

Last synced: 13 Apr 2026

https://github.com/itskshitija/lego-set-explorer

As a part of the Maven Analytics Lego challenge, I developed an interactive Power BI dashboard exploring the evolution of LEGO sets from 1970 to 2022.

data-analysis data-science data-visualization dataanalysis dataset powerbi powerbi-desktop powerbi-report

Last synced: 12 Jun 2025

https://github.com/sanjiban08/coffee-sales-dashboard

Explore your coffee sales like never before with our Interactive Excel Dashboard—unlock insights, track trends, and enhance decision-making for a robust and caffeinated business strategy. ☕📈

data-cleaning data-visualization excel pivot-tables

Last synced: 26 Jan 2026

https://github.com/shahiakhilesh1304/fitbitcasestudy

This is a case study based on data retrieved from a Fitbit band, and we are making predictions about human behavior based on their mood.

case-study data-visualization fitbit jupyter-notebook numpy python3

Last synced: 13 Apr 2026

https://github.com/fbarffmann/sqlalchemy-challenge

Built a Flask API with SQLAlchemy to analyze and visualize Hawaii climate data. Automated data extraction and developed database queries for temperature and precipitation insights.

api climate-data data-analysis data-visualization flask orm python sql sqlalchemy sqlite

Last synced: 13 Apr 2026

https://github.com/petarran/gun-violence-usa

Data Science project comparing USA gun violence cases to its causes.

data-science data-visualization r

Last synced: 05 Sep 2025

https://github.com/nullthefirst/py-notebooks

Jupyter Notebooks holding Data Science projects

data-analysis data-science data-visualization datasets jupyter-notebooks python

Last synced: 26 Apr 2026

https://github.com/nafiealhilaly/first-dash-app

A simple dash plotly app to explore and analyze imagined students assessment dataset

data-analysis data-analytics data-visualization eda plotly-dash python

Last synced: 02 Apr 2025

https://github.com/darrenjolson/pba-analysis-app

Data analysis and visualization tool for professional bowling tournaments, predicting performance across different oil patterns and venues.

bowling data-analysis data-visualization flask pba predictive-analytics python reactjs sports-analytics

Last synced: 13 Apr 2026

https://github.com/amg-ai-labs/petrol_station_finder

A Python script to find nearby petrol stations and fuel prices using UK government data.

api data-visualization fuel geo python uk

Last synced: 13 Jun 2025

https://github.com/hassanislam463/data-cleaning-and-modelling-top-5-categories-analysis-forage

This project involves cleaning, merging, and analyzing datasets to identify the top 5 performing categories based on aggregate popularity scores. It includes cleaned datasets, a final merged dataset, visualizations, and a presentation summarizing the tasks and results. Tools used: Microsoft Excel, Python, and PowerPoint.

data-analysis data-visualization microsoft-excel

Last synced: 07 Jan 2026

https://github.com/zen204/renewable-energy-usage-v-electricity-access

Interactive data visualization project created for COSI 116A: Introduction to Information Visualization at Brandeis University (Fall 2024). The project showcases data-driven insights using advanced visualization techniques and user interactivity. Hosted on GitHub Pages.

d3js data-analysis data-visualization electricity github-pages html-css-javascript information-visualization interactive python renewable-energy tableau web-development

Last synced: 08 Feb 2026

https://github.com/naninsv/yulu-bike-rental-analysis

Assisting Yulu, India's micro-mobility provider, in understanding factors influencing shared electric cycle demand. Employing statistical tests and analysis on a dataset to identify significant predictors and gauge their impact on cycle demand.

data-visualization eda hypothesis-testing matplotlib-pyplot numpy-library pandas-library python scipy-stats seaborn-python statistical-analysis

Last synced: 13 May 2026

https://github.com/ledsouza/ml-musicas

Desenvolvida uma pipeline para recomendação de músicas a partir de um modelo clusterização do sklearn

data-science data-visualization kmeans-clustering machine-learning matplotlib pandas plotly python sklearn spotify-api spotipy

Last synced: 13 Apr 2026

https://github.com/quangandrei1003/france_air_pollution_pipeline

End-to-end air pollution data pipeline for French metropolitan cities using Airflow, Python, dbt, BigQuery.

airflow bigquery data data-analytics data-engineering data-modeling data-visualization dbt docker etl pandas python terraform

Last synced: 13 Apr 2026

https://github.com/nandahkrishna/mpas

Movie Data Management and Analysis System developed using Java and Python

analysis data-visualization flask java java-application python

Last synced: 20 Apr 2026

https://github.com/shubham200137/expense-tracker-dashboard

The task is to create a Power BI dashboard from expense data (October–December) stored on SharePoint/OneDrive. It should include dropdowns for file and sheet selection with auto-refresh.

dashboard data-visualization powerautomate powerbi

Last synced: 04 Feb 2026

https://github.com/mr-chang95/udacity_movie_project

Movie Data Analysis and Visualization Project for Udacity's Data Analyst Program. Using Python in Jupyter Notebook.

data-analysis data-visualization jupyter-notebook movie python

Last synced: 13 Apr 2026

https://github.com/oenm176/hmeq-loan-analysis

Menggali wawasan dari dataset Home Equity (HMEQ). Proyek ini membangun model klasifikasi untuk mendeteksi kredit macet, yang menampilkan pra-pemrosesan data lengkap, normalisasi, dan visualisasi pohon menggunakan Python.

classification-model credit-risk-analysis data-mining data-science data-visualization decision-tree hmeq-dataset machine-learning python scikit-learn student-project

Last synced: 13 Apr 2026

https://github.com/danaelshrbiny10/gold-prices

The Egypt Gold Prices project is a data analysis and visualization initiative that focuses on tracking and understanding the daily gold prices in Egyptian pounds per gram.

data-visualization docker docker-compose matplotlib mongodb numpy pandas powerbi python3 webscraping

Last synced: 13 Apr 2026

https://github.com/neelimabonangi/real-time-weather-data-processing

Processes and analyzes near real-time weather data using the Kappa architecture,Apache Kafka,Spark,Cassandra,docker,AWS EC2,spring boot API

aws cassandra data-visualization dataanalysis dataprocessing docker ec2 json kafka kappa-architecture machine-learning restapi spark springboot-api xml

Last synced: 13 Apr 2026

https://github.com/cre8-capstone-project/drivebuddyweb

DriveBuddy is AI-powered app with fatigue detection and real-time alerts to keep you safe on the road. It was built as the capstone project for Langara College's Web & Mobile App Design and Development program. This repository holds the code for the admin dashboard

chartjs data-visualization firebase javascript react reactjs vite

Last synced: 13 Jun 2025

https://github.com/lijesh010/covid-19_global_analytics_power_bi_project

This repository is a data visualization project that offers an in-depth analysis of the Covid-19 pandemic using Microsoft Power BI. This interactive dashboard provides valuable insights into key metrics related to Covid-19 cases, deaths, recoveries, and more, helping users understand the global impact of the pandemic.

dashboard data-analysis data-visualization powerbi report

Last synced: 08 Jan 2026

https://github.com/nmelgar/lego_my_data

Data visualization project to sell LEGO bulks.

csv data-analysis data-visualization data-viz google-sheets tableau

Last synced: 08 Jan 2026

https://github.com/farhashaad/farhashaad98

This is a repository to showcase my skills, share projects and track my progress in Data Science related projects.

data data-visualization dataanalysis matplotlib pandas python seaborn sql tableau

Last synced: 24 Apr 2026

https://github.com/brunomontezano/simple-thrive-user-growth-plot

📱 The repo contains a simple line plot for a presentation about the "Thrive: combata a depressão" app showing the user growth from April to October in 2022.

data-visualization data-viz datavisualization dataviz depression ggplot2 plots presentation-materials r-programming thrive-app user-growth

Last synced: 10 Jun 2026

https://github.com/musamairshad/matplotlib-learning

This repository contains material related to the Matplotlib Learning.

data-science data-visualization matplotlib plotting python

Last synced: 09 Oct 2025

https://github.com/nazir20/scraping-tweets-using-python-and-preprocessing-tweets-for-sentiment-analysis

This is repo is about how to scrape tweets from Twitter using Python and also proprocessing tweets for sentiment analysis

data-cleaning data-visualization jupyter-notebook python twitter-sentiment-analysis

Last synced: 13 Apr 2026

https://github.com/zeptosec/bpscrapper

Shows history of oil prices

data data-visualization database nodejs scraper

Last synced: 13 Apr 2026

https://github.com/mishaa931/amazon-sales-dashboard-power-bi

This project features a dynamic Power BI dashboard built on dummy Amazon sales data. It visualizes key business metrics such as revenue trends, top-selling categories, discount impact, and geographic performance. The dashboard is designed to help stakeholders make data-driven decisions through clear, interactive visuals.

data-analysis data-quality data-visualization microsoftpowerbi

Last synced: 05 Feb 2026

https://github.com/marianamartiyns/rfm-cluster-analysis

Customer behavior and sales analysis, including data cleaning, RFM calculation, churn analysis and customer clustering.

cluster-analysis data-analysis data-cleaning data-visualization pyhton

Last synced: 16 Mar 2025

https://github.com/mkaspulanwar/p6_bigdata_realtime_largescale_visualization

Praktikum Week 6 Big Data: Real-time analytics dan visualisasi data skala besar menggunakan PySpark Structured Streaming, Parquet Data Lake, dan Streamlit untuk monitoring mobilitas dan traffic smart city.

big-data data-visualization pyspark spark-streaming streamlit traffic-analytics

Last synced: 13 Apr 2026

https://github.com/deliprofesor/income-analytics-interpretable-machine-learning-model

This project predicts whether an individual earns more than 50K using the Adult Income dataset. A Random Forest model is trained and evaluated, with explanations provided through DALEX and LIME for feature importance and model transparency.

classification dalex data-preprocessing data-science data-visualization feature-engineering income-prediction lime machine-learning model-explainability predictive-modeling r-programming random-forest

Last synced: 10 Apr 2025

https://github.com/estebanrucan/reporte-comunas-tasa-defuncion-alta_2017

El fin de este reporte es indicar cuales son las mayores causas de defunción en las comunas de Chile en el año 2017, el material queda a libre disposición para que se puedan tomar medidas.

chile data-visualization ggplot2 plotly rmarkdown

Last synced: 04 Feb 2026

https://github.com/akansharajput280799/covid19-impact-analysis-usa

Data Analysis and Predictive Modeling to study COVID-19 impact across age groups, regions, and seasons in the USA.

classification-algorithm clustering-algorithm data-preprocessing data-visualization descriptive-statistics exploratory-data-analysis matplotlib numpy pandas seaborn

Last synced: 13 Apr 2026

https://github.com/leandrocollares/nyc-film-permits

NYC film permits: an exploratory data analysis

data-analysis data-visualization pandas plotly

Last synced: 05 Jul 2025

https://github.com/deliprofesor/virtual-reality-in-education-impact-analysis-and-insights

This project examines the impact of Virtual Reality (VR) on education, focusing on its effects on student engagement, learning outcomes, and creativity. It uses data analysis techniques like descriptive statistics, correlation analysis, and clustering to assess VR's effectiveness in enhancing learning.

clustering data data-analysis data-science data-visualization exploratory-data-analysis hypothesis-testing machine-learning python regression-analysis virtual-reality

Last synced: 14 Jun 2025