A Comprehensive Hydrological Time Series Analysis Toolkit

This hydrological time series analysis program is designed to help users gain deeper insights into hydrological data. Beyond core functionalities including detrending algorithms (using polynomial fitting or moving average methods), statistical fitting techniques (linear/nonlinear regression models), and period extraction methods (FFT-based spectral analysis or wavelet transforms), the toolkit incorporates several advanced features for enhanced data analysis. These include interactive data visualization components, outlier detection using statistical thresholds or machine learning approaches, and predictive modeling capabilities with performance metrics. The system supports multiple data import/export formats (CSV, Excel, NetCDF) through dedicated I/O modules for seamless integration with other analytical tools. To facilitate user adoption, comprehensive documentation with API references and curated sample datasets with demonstration scripts are provided for immediate reference and practical application.