README.md

---
title: Personality Predictor 
emoji: 🧠
colorFrom: blue
colorTo: indigo
sdk: streamlit
sdk_version: 1.31.0
python_version: '3.10'
app_file: app.py
pinned: false
license: mit
---

# Personality Prediction System (Kaggle S5E7)

## Project Overview
This application predicts whether an individual leans toward **Introversion** or **Extroversion** based on social behavior metrics. Developed as part of a technical sprint for the Kaggle Playground Series (May 2026).

## Technical Specifications
- **Model:** Logistic Regression (Optimized with `max_iter=1000`)
- **Accuracy:** 97% on synthetic test data
- **Pipeline:** Includes median/mode imputation for missing value handling
- **Environment:** Python 3.10

## Repository Structure
- `app.py`: Streamlit interface.
- `*.joblib`: Serialized model and preprocessing objects (Imputers).
- `requirements.txt`: Environment dependencies.