| ---
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| license: mit
|
| tags:
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| - disaster-prediction
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| - risk-assessment
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| - tabular-regression
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| datasets:
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| - emirhanakku/disaster-events-2025
|
| ---
|
|
|
| # Disaster Risk Prediction Model
|
|
|
| This model predicts disaster risk scores (0-1) based on location and disaster type.
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|
|
| ## Model Details
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|
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| - **Model Type:** Random Forest Regressor
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| - **Framework:** scikit-learn
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| - **Dataset:** Disaster Events 2025 (Kaggle)
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| - **Features:** Location (encoded), Disaster Type (encoded)
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| - **Target:** Risk Score (0.0 to 1.0)
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|
|
| ## Usage
|
|
|
| ```python
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| import joblib
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| from huggingface_hub import hf_hub_download
|
|
|
| # Download model
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| model_path = hf_hub_download(
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| repo_id="IVB-2005/disaster-model",
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| filename="disaster_risk_model.pkl"
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| )
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| model = joblib.load(model_path)
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|
|
| # Download encoders
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| disaster_enc_path = hf_hub_download(
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| repo_id="IVB-2005/disaster-model",
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| filename="disaster_encoder.pkl"
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| )
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| disaster_encoder = joblib.load(disaster_enc_path)
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|
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| location_enc_path = hf_hub_download(
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| repo_id="IVB-2005/disaster-model",
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| filename="location_encoder.pkl"
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| )
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| location_encoder = joblib.load(location_enc_path)
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|
|
| # Make prediction
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| location_encoded = location_encoder.transform(['India'])[0]
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| disaster_encoded = disaster_encoder.transform(['Earthquake'])[0]
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|
|
| features = [[location_encoded, disaster_encoded]]
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| risk_score = model.predict(features)[0]
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|
|
| print(f"Risk Score: {risk_score:.3f}")
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| ```
|
|
|
| ## Risk Levels
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|
|
| - **0.0 - 0.3:** LOW risk
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| - **0.3 - 0.7:** MEDIUM risk
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| - **0.7 - 1.0:** HIGH risk
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|
|
| ## Training Data
|
|
|
| Trained on real disaster events from 2025 including:
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| - Earthquakes
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| - Hurricanes
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| - Volcanic Eruptions
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| - Landslides
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| - Wildfires
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| - Droughts
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|
|
| ## Performance
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|
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| - Mean Absolute Error (MAE): ~0.05
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| - R² Score: ~0.85
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|
|
| ## License
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|
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| MIT License - Free for educational and commercial use.
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|
|
| ## Citation
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|
|
| ```bibtex
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| @misc{disaster-risk-model,
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| author = {Your Name},
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| title = {Disaster Risk Prediction Model},
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| year = {2025},
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| publisher = {Hugging Face},
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| url = {https://huggingface.co/IVB-2005/disaster-model}
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| }
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| ```
|
|
|
