MIT License

Copyright (c) 2025 [Your Name or Organization]

This project uses the following methods and transformations:
- **Yeo-Johnson Transformation**: As described in:
  - Yeo, I. K., & Johnson, R. (2000). A New Family of Power Transformations to Improve Normality or Symmetry. Biometrika, 87(4), 954-959.

- **Z-Score Removal**: Remove outliers based on Z-scores that exceed a threshold (default 3.0).
  
- **Z-Score Capper**: Cap values based on Z-scores exceeding a threshold.

- **Yeo-Johnson Removal**: Apply Yeo-Johnson transformation and remove outliers based on Z-scores.

- **Yeo-Johnson Capper**: Apply Yeo-Johnson transformation and cap outliers.

- **Impact Reduction**: Cap outlier values to reduce their impact based on mean and standard deviation.

- **Adaptive Trimming**: Trim values that lie outside of the Interquartile Range (IQR) and replace them with the column mean.

- **Smooth Boundary Capping**: Softly cap outliers towards the boundary, with a smoothing factor.

- **Local Standardization Correction**: Apply local standardization using a rolling window to correct outliers based on local statistics.

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights  
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell      
copies of the Software, and to permit persons to whom the Software is          
furnished to do so, subject to the following conditions:                       

The above copyright notice and this permission notice shall be included in all 
copies or substantial portions of the Software.                                

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR    
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,      
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE   
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER        
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 
SOFTWARE.
