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SHAP values over space, time #239

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jds485 opened this issue Apr 14, 2023 · 0 comments

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jds485 commented Apr 14, 2023

We could display SHAP values as maps to accompany the data splits that we have (seasons, land covers, physio regions).

Sum the SHAP values for all data for each reach
Plot a map for each feature
Maybe side by side with a map of the mean value of that feature
This would reveal how features are used differently across the reach network

We could also display SHAP values over time, aggregated over reaches

One SHAP timeseries for each feature
Maybe also showing the feature value timeseries

jds485 added the enhancement label

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