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| 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. |