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do a true out of sample comparison #22

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sdtaylor opened this issue Nov 8, 2017 · 3 comments
Closed

do a true out of sample comparison #22

sdtaylor opened this issue Nov 8, 2017 · 3 comments

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@sdtaylor
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sdtaylor commented Nov 8, 2017

Use some hold out data in the NPN and LTS datasets to actual out of sample comparisons at the end

@sdtaylor sdtaylor mentioned this issue Nov 9, 2017
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@sdtaylor sdtaylor added this to the Final analysis milestone Nov 9, 2017
@sdtaylor
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sdtaylor commented Nov 9, 2017

years used for testing data within each dataset

dataset_test_years = list(c(2012,2013,2014), #harvard
                          c(2015,2016),      #npn
                          c(2013,2014,2015), #hubbard
                          c(2014,2015),      #hjandrews
                          c(NA))             #jornada, no formal test data

@sdtaylor
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sdtaylor commented Nov 10, 2017

leaving out specific years for each dataset leads to some species/phenophases with many test samples, and some with very few. Instead I'll do, for each species/phenophases, a random 20% of observations

@sdtaylor
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done 9e5e436

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