https://github.com/soumyadipta2020/ted_talks_analysis

Transcript analysis of Ted Talks
https://github.com/soumyadipta2020/ted_talks_analysis

quarto r r-programming ted-talks tedx text-analysis transcript transcript-analysis

Last synced: 8 months ago
JSON representation

Transcript analysis of Ted Talks

• Host: GitHub
• URL: https://github.com/soumyadipta2020/ted_talks_analysis
• Owner: Soumyadipta2020
• License: gpl-3.0
• Archived: true
• Created: 2024-09-17T15:02:05.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2024-11-27T17:51:32.000Z (over 1 year ago)
• Last Synced: 2025-03-15T04:45:09.030Z (about 1 year ago)
• Topics: quarto, r, r-programming, ted-talks, tedx, text-analysis, transcript, transcript-analysis
• Language: R
• Homepage: https://019369b9-1c07-78e7-44c7-dda6d54196d7.share.connect.posit.cloud/
• Size: 736 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

          
# TEDx Talks Analysis 🕵️‍♂️📜

![GitHub Repo stars](https://img.shields.io/github/stars/Soumyadipta2020/ted_talks_analysis?style=social)

![GitHub forks](https://img.shields.io/github/forks/Soumyadipta2020/ted_talks_analysis?style=social)

![GitHub license](https://img.shields.io/github/license/Soumyadipta2020/ted_talks_analysis)

[![HitCount](https://hits.dwyl.com/Soumyadipta2020/ted_talks_analysis.svg?style=flat-square)](http://hits.dwyl.com/Soumyadipta2020/ted_talks_analysis)

Welcome to the **TED Talk Transcript Analysis** project! This repository contains an end-to-end analysis of TED Talk transcripts using **R**, **AI**, and **Quarto** for documentation.

## 🔎 **Project Overview**

This project focuses on analyzing TED Talk transcripts to uncover key insights, such as prevalent topics, opinion strengths, and thematic trends. The analysis leverages **R** for data processing, **AI models** for topic prediction and sentiment analysis, and **Quarto** to create an engaging, interactive report.

## 🚀 **Key Features:**

- **Data Processing**: Cleaning and preprocessing transcript data.

- **Topic Modeling**: Using AI techniques to identify and categorize key themes.

- **Opinion Strength Analysis**: Evaluating how strongly speakers align with various topics.

- **Visualization**: Interactive charts created with **Plotly** and **DT** tables for dynamic data exploration.

- **Quarto Documentation**: Seamlessly integrates code, text, and visuals into an interactive HTML report.

## 🛠️ **Technologies Used:**

- **R**: Data manipulation and analysis.

- **Plotly**: Generating dynamic and interactive visualizations.

- **Quarto**: Creating reproducible and shareable reports.

- **MongoDB**: (Optional) For reading data from a database source.

- **AI Models**: Implemented for topic prediction and sentiment analysis.

## ▶️ **How to Run the Project:**

1. **Clone the Repository:**

   ```bash

   git clone https://github.com/Soumyadipta2020/ted_talks_analysis.git

   cd ted_talks_analysis

   ```

2. **Install Required Packages:**

   ```r

   install.packages(c("dplyr", "DT", "plotly", "jsonlite", "httr2"))

   ```

3. **Render document**

## 📂 **Project Structure:**

- **`data/`**: Contains the sample transcript CSV file.

- **`Analysis.qmd`**: Quarto file for the analysis report.

- **`helper.R`**, **`mongodb_helper.R`**: Custom helper functions.

- **`api.R`** (Not present here) : API key mentioned.

- **`README.md`**: Project documentation.

- **`manifest.json`**: Environment captured.

## 💡 **Contribution:**

Contributions are welcome! If you have ideas to enhance the app or fix issues, feel free to fork the repository, make changes, and submit a pull request.

Steps to Contribute:

1. Fork this repository.

2. Create a new branch: `git checkout -b feature-name`

3. Commit your changes: `git commit -m "Add feature-name"`

4. Push to your branch: `git push origin feature-name`

5. Open a Pull Request.

---

Happy Analyzing! 🎤📊