USGS-R / regional-hydrologic-forcings-ml

Repo for machine learning models for regional prediction of hydrologic forcing functions. Includes probabilistic seasonal high flow regions for CONUS, and prediction of high flow metrics for selected regions.
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removed NA and -9998 from NHD data #200

Closed slevin75 closed 1 year ago

slevin75 commented 1 year ago

Very quick change for issue #187 to screen out reaches that had NAs in their feature values. There were also a handful of features that had values of -9998 or -9999 so I removed those rows as well.

feature with -9998 or -9999 values: [1] "ACC_STREAM_SLOPE" "TOT_STREAM_SLOPE" "ACC_HGA" "ACC_HGAC" "ACC_HGAD"
[6] "ACC_HGB" "ACC_HGBC" "ACC_HGBD" "ACC_HGC" "ACC_HGCD"
[11] "ACC_HGD" "ACC_HGVAR" "CAT_HGA" "CAT_HGAC" "CAT_HGAD"
[16] "CAT_HGB" "CAT_HGBC" "CAT_HGBD" "CAT_HGC" "CAT_HGCD"
[21] "CAT_HGD" "CAT_HGVAR" "TOT_HGA" "TOT_HGAC" "TOT_HGAD"
[26] "TOT_HGB" "TOT_HGBC" "TOT_HGBD" "TOT_HGC" "TOT_HGCD"
[31] "TOT_HGD" "TOT_HGVAR" "ACC_SRL25AG" "ACC_SRL35AG" "ACC_SRL45AG"
[36] "ACC_SRL55AG" "CAT_SRL25AG" "CAT_SRL35AG" "CAT_SRL45AG" "CAT_SRL55AG"
[41] "TOT_SRL25AG" "TOT_SRL35AG" "TOT_SRL45AG" "TOT_SRL55AG" "CAT_RECHG"
[46] "ACC_RECHG" "TOT_RECHG" "CAT_EWT" "ACC_EWT" "TOT_EWT"