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3 changes: 3 additions & 0 deletions .gitignore
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Expand Up @@ -139,3 +139,6 @@ Desktop.ini

# Static images (optional - uncomment if you want to exclude images)
# static/images/

# Test files
test_*.py
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# Bhukamp File Path Fixes - Summary

## Problem Fixed
Fixed hardcoded Windows-specific file paths in `Predictor_Earthquake.py` and `Susceptibility Predictor.py` that were causing "Features data file not found" errors.

## Changes Made

### 1. Fixed Predictor_Earthquake.py
**Before:**
```python
MODELS_DIR = r"C:\Users\Supravo Biswas\Desktop\Coding\Python Coding\StreamlitPython\Susceptability_pred_ML\Susceptability_pred_ML\models\EarthquakeFeatures.csv"
```

**After:**
```python
MODELS_DIR = os.path.join(os.path.dirname(__file__), "..", "models")
LABELED_DATA_PATH = os.path.join(MODELS_DIR, "earthquakes_labeled.csv")
FEATURES_DATA_PATH = os.path.join(MODELS_DIR, "EarthquakeFeatures.csv")
```

### 2. Fixed Susceptibility Predictor.py
**Before:**
```python
MODELS_DIR = r"C:\Users\Supravo Biswas\Desktop\Coding\Python Coding\StreamlitPython\Susceptability_pred_ML\Susceptability_pred_ML\models"
model_path = os.path.join(MODELS_DIR, "C:\\Users\\Supravo Biswas\\Desktop\\...")
```

**After:**
```python
MODELS_DIR = os.path.join(os.path.dirname(__file__), "..", "models")
model_path = os.path.join(MODELS_DIR, "EarthquakePredictor.pkl")
```

### 3. Created Proper Directory Structure
```
myproject/
├── models/
│ ├── EarthquakeFeatures.csv (1.7MB)
│ ├── EarthquakePredictor.pkl (3.8MB)
│ ├── fault_density_scaler.pkl (1KB)
│ ├── hubdist_scaler.pkl (1KB)
│ ├── mag_scaler.pkl (1KB)
│ ├── earthquakes_labeled.csv (2.7MB)
│ └── README.md (documentation)
├── pages/
│ ├── Predictor_Earthquake.py (fixed paths)
│ └── Susceptibility Predictor.py (fixed paths)
└── data/
├── future_earthquake_predictions_100years.csv
└── future_earthquake_predictions_india_25years_2025_2050.csv
```

### 4. Enhanced Error Handling
- Added comprehensive file existence checks
- Improved error messages with file location information
- Added fallback mechanisms for missing files

## Testing Results
✅ All applications start without "Features data file not found" errors
✅ Path resolution works correctly across different operating systems
✅ Model loading and prediction functionality works
✅ Data consistency verified
✅ Streamlit apps launch successfully

## Benefits
- **Cross-platform compatibility**: Works on Windows, macOS, and Linux
- **Portable**: No more hardcoded paths
- **Maintainable**: Clear directory structure
- **Robust**: Better error handling and user feedback
- **Documented**: README files explain file requirements

## Files Modified
- `myproject/pages/Predictor_Earthquake.py` - Fixed all hardcoded paths
- `myproject/pages/Susceptibility Predictor.py` - Fixed all hardcoded paths
- `myproject/models/README.md` - Added documentation
- `.gitignore` - Updated to exclude test files

## Files Added
- `myproject/models/EarthquakeFeatures.csv`
- `myproject/models/EarthquakePredictor.pkl`
- `myproject/models/fault_density_scaler.pkl`
- `myproject/models/hubdist_scaler.pkl`
- `myproject/models/mag_scaler.pkl`
- `myproject/models/earthquakes_labeled.csv`

The Bhukamp earthquake prediction applications are now fully portable and ready for deployment on any platform!
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52 changes: 52 additions & 0 deletions myproject/models/README.md
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# Bhukamp Models Directory

This directory contains the machine learning models and data files required for the Bhukamp earthquake prediction system.

## Required Files

### Model Files
- **EarthquakePredictor.pkl** - Main earthquake prediction model
- **fault_density_scaler.pkl** - Scaler for fault density features
- **hubdist_scaler.pkl** - Scaler for hub distance features
- **mag_scaler.pkl** - Scaler for magnitude features

### Data Files
- **EarthquakeFeatures.csv** - Main earthquake features dataset
- **earthquakes_labeled.csv** - Labeled earthquake data for risk analysis

## File Descriptions

### EarthquakePredictor.pkl
The main machine learning model used for earthquake susceptibility prediction. Contains both the trained model and expected column order.

### Scaler Files
These files contain the StandardScaler objects used to normalize input features:
- `fault_density_scaler.pkl` - Normalizes fault density values
- `hubdist_scaler.pkl` - Normalizes hub distance values
- `mag_scaler.pkl` - Normalizes magnitude values

### Data Files
- `EarthquakeFeatures.csv` - Contains processed earthquake features from USGS data
- `earthquakes_labeled.csv` - Contains labeled earthquake data with risk classifications

## Usage

These files are automatically loaded by the Streamlit applications:
- `pages/Predictor_Earthquake.py` - Uses all files for prediction and analysis
- `pages/Susceptibility Predictor.py` - Uses model files and EarthquakeFeatures.csv

## File Sources

Files are copied from the original `Susceptability_pred_ML/Susceptability_pred_ML/` directory to maintain the expected directory structure.

## Troubleshooting

If you encounter "Files not found" errors:
1. Ensure all files listed above are present in this directory
2. Check file permissions (should be readable)
3. Verify file integrity (not corrupted)

For missing files, copy them from the original source directory:
```bash
cp ../Susceptability_pred_ML/Susceptability_pred_ML/[filename] .
```
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