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library_name: sklearn
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---
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library_name: sklearn
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tags:
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- regression
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- scikit-learn
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- UCS
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- cement
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license: mit
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---
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# Model Card: RandomForestRegressor for UCS Prediction
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## Model Overview
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This model is a `RandomForestRegressor` trained to predict the Unconfined Compressive Strength (UCS) of soil-cement mixtures based on the following features:
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- **Curing Period (`curing_period`)**: Duration in days.
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- **Compaction Rate (`compaction_rate`)**: Numerical value.
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- **Cement Percentage (`cement_percent`)**: Percentage of cement in the mixture.
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## Performance
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The model achieved an R² score of **0.968** during cross-validation, indicating a high level of accuracy in predicting UCS values.
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## Feature Ranges
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- **Curing Period**: Min = 0.0 days, Max = 28.0 days, Mean = 11.06 days
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- **Compaction Rate**: Min = 0.5, Max = 1.25, Mean = 0.989
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- **Cement Percentage**: Min = 0.0%, Max = 10.0%, Mean = 5.77%
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## Usage
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To utilize this model, load the `model.joblib` file and input data within the specified feature ranges to obtain UCS predictions.
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## Limitations
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The model is calibrated for predictions within the specified feature ranges. Using it outside these ranges may result in less accurate predictions. It is specifically designed for soil-cement mixtures and may not be applicable to other materials.
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## Author
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[Your Name or Team Name]
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## Contact
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For inquiries or suggestions, please contact [your email address].
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