Optimized media, analytics and graphics software stack images. Use the dockerfile(s) in your project or as a recipe book for bare metal installation.

The shared repository for Media Cloud web apps (Explorer, Source Manager, Topic Mapper)

HonestyMeter: An NLP-powered framework for evaluating objectivity and bias in media content, detecting manipulative techniques, and providing actionable feedback.

Code that drives the public web-based tools for the Media Cloud Online News Archive and Directory.

Predicting online news popularity using New York Times articles in 2020

Streaming algorithms suffer from "Blockbuster Bias"—they push expensive hits while high-quality content gets buried.

Automated ETL pipeline for Disney theatrical ad performance (Prisma, Innovid, GCM360)

news extraction automation tool

Google News data extraction tool

Jupyter Notebook dedicated to the detailed analysis of the Netflix movies and tv shows using the R programming language

ProMedia Insight Hub is an AI-powered media analytics dashboard for managing, analyzing, and extracting strategic insights from news data in a modern and efficient way.

Real-time analytics pipeline: Kafka → Spark Streaming → Delta Lake (MinIO) + ClickHouse. Includes ML models for churn, recommendations, and conversion prediction. Production-ready with CI/CD, data governance, and terabyte-scale architecture.

Exploratory analysis of Amazon Prime Video’s global catalog, highlighting trends in content distribution, genres, audience ratings, and release patterns using a Kaggle dataset.

A strategic deep-dive into 1990s Netflix movie data to identify content patterns, runtime distributions, and genre-specific pacing for nostalgic-style production research.

🍎 Extract crucial podcast data from Apple Podcasts easily with this tool, ideal for developers and researchers seeking detailed metadata on shows and episodes.

A Power BI dashboard analyzing Netflix content across genres, maturity ratings, release patterns, and actor/director popularity. Includes interactive filters and year-wise content trends.

scrape abc news articles automatically

India Times news extraction tool

ABC news article scraping

Comprehensive analysis of Netflix’s global content library using Python, uncovering trends in movies vs TV shows, genre popularity, regional production, and content growth over time.