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Table 2 Input data elements consisted of 24 GPS locations collected hourly within a single day

From: Machine learned daily life history classification using low frequency tracking data and automated modelling pipelines: application to North American waterfowl

Data frequency

Number of bird days

Number of augmented (hourly) data elements

Hourly

2260

2260

Half-hourly

1941

3882

Quarter-hourly

798

3192

Total

4999

9334

  1. Higher frequency locations were subset to consistent hourly sets to augment available training data. Data collected between January 2015 and August 2020 from 131 free-living waterfowl representing 5 species in North America, includes GPS locations from two undeployed transmitters representing bird mortality