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Add NHD attributes that are equivalent to GAGESII attributes #167

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jds485 opened this issue Nov 22, 2022 · 0 comments
Open

Add NHD attributes that are equivalent to GAGESII attributes #167

jds485 opened this issue Nov 22, 2022 · 0 comments
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enhancement New feature or request RegionsPaper Necessary for Paper on High Flow Regions

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@jds485
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jds485 commented Nov 22, 2022

We had been training models with some GAGESII dataset attributes. That will not allow us to make predictions for all NHD reaches because those attributes will not be available.

There are similar NHD attributes available for most of these:

  • Freshwater withdrawal - is this available?
  • NPDES - we can pull this additional dataset.
  • development (devl) is already captured from the SOHL data (highly correlated)
  • Canal and ditch data are already pulled, but seemed better from GAGESII compared to the NHD data (fewer 0s in the record). We can switch back to the NHD dataset for prediction in all reaches. 

For now, I'll re-run our models without these GAGESII data. I'm not expecting any differences for our multiclass prediction model because these attributes were not in the top most important.

@jds485 jds485 added enhancement New feature or request RegionsPaper Necessary for Paper on High Flow Regions labels Nov 22, 2022
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enhancement New feature or request RegionsPaper Necessary for Paper on High Flow Regions
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