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chenyangkang committed Sep 20, 2023
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# Summary

Stemflow is a user-friendly python package for Adaptive Spatio-Temporal Exploratory Model (AdaSTEM, @fink_adaptive_2013) that follows the style of scikit-learn BaseEstimator class [@pedregosa_scikit-learn_2011]. It provides one-line model creation, fitting, prediction, and evaluation. It implements spatio-temporal train-test-split and cross-validation functions. After model training, feature importance could be evaluated with spatio-temporal dynamics. Stemflow also provides functions for visualizing ensembles structured in model training and generating GIF file for predicted results to animate the spatio-temporal movement of animal population.
Stemflow is a user-friendly python package for Adaptive Spatio-Temporal Exploratory Model (AdaSTEM, [@fink_adaptive_2013]) that follows the style of scikit-learn BaseEstimator class [@pedregosa_scikit-learn_2011]. It provides one-line model creation, fitting, prediction, and evaluation. It implements spatio-temporal train-test-split and cross-validation functions. After model training, feature importance could be evaluated with spatio-temporal dynamics. Stemflow also provides functions for visualizing ensembles structured in model training and generating GIF file for predicted results to animate the spatio-temporal movement of animal population.

# Statement of need

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