metadata

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

Install the required dependencies:
```
pip install -r requirements.txt
```
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/
Run the application:
```
python app.py
```
Open the application in your web browser at the URL displayed in the terminal (typically http://127.0.0.1:7860)

Usage

Upload a PDF file containing a political manifesto
Enter a search term to find specific mentions in the manifesto
Click "Analyze Manifesto" to process the document
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 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.