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---
title: Manifesto Explainer with LLM Enhancement
emoji: 📈
colorFrom: blue
colorTo: red
sdk: gradio
app_file: app.py
pinned: true
---
# Manifesto Explainer with LLM Enhancement
This application analyzes political manifestos using advanced NLP and LLM techniques. It provides various insights including word frequency analysis, sentiment analysis, word clouds, and AI-generated summaries.
## Features
- **AI-Generated Summary**: Uses Groq's LLaMA 3 model to generate concise summaries of manifestos
- **Enhanced Relevant Words Analysis**: Combines traditional frequency analysis with TF-IDF to find the most relevant topics
- **Context-Based Search**: Find specific terms within the manifesto with surrounding context
- **Visualizations**:
- Word Cloud: Visual representation of the most frequent words
- Sentiment Analysis: Analysis of positive, negative, and neutral sentiments
- Subjectivity Analysis: Analysis of subjective vs. objective content
- Frequency Distribution: Distribution of word frequencies
- Dispersion Plot: Visual representation of word occurrences throughout the text
## Setup
1. Install the required dependencies:
```
pip install -r requirements.txt
```
2. Set up your Groq API key:
- Rename the `.env.example` file to `.env`
- Add your Groq API key to the `.env` file:
```
GROQ_API_KEY=your_groq_api_key_here
```
- You can get a Groq API key by signing up at [https://console.groq.com/](https://console.groq.com/)
3. Run the application:
```
python app.py
```
4. Open the application in your web browser at the URL displayed in the terminal (typically http://127.0.0.1:7860)
## Usage
1. Upload a PDF file containing a political manifesto
2. Enter a search term to find specific mentions in the manifesto
3. Click "Analyze Manifesto" to process the document
4. View the results in the different tabs:
- **Summary**: AI-generated summary of the manifesto
- **Search Results**: Occurrences of your search term with context
- **Key Topics**: Most relevant topics identified using LLM-enhanced analysis
- **Visualizations**: Various visualizations of the manifesto content
## Example Manifestos
The application comes with example manifestos in the `Example` folder:
- AAP Manifesto 2019
- BJP Manifesto 2019
- Congress Manifesto 2019
## Note
If the Groq API key is not set up correctly, the summarization feature will be disabled, but all other features will continue to work.
## Configuration
`title`: _string_
Display title for the Space
`emoji`: _string_
Space emoji (emoji-only character allowed)
`colorFrom`: _string_
Color for Thumbnail gradient (red, yellow, green, blue, indigo, purple, pink, gray)
`colorTo`: _string_
Color for Thumbnail gradient (red, yellow, green, blue, indigo, purple, pink, gray)
`sdk`: _string_
Can be either `gradio` or `streamlit`
`sdk_version` : _string_
Only applicable for `streamlit` SDK.
See [doc](https://hf.co/docs/hub/spaces) for more info on supported versions.
`app_file`: _string_
Path to your main application file (which contains either `gradio` or `streamlit` Python code).
Path is relative to the root of the repository.
`pinned`: _boolean_
Whether the Space stays on top of your list.
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