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Table 3 GIS derived OSM + ESA variables

From: Residential scene classification for gridded population sampling in developing countries using deep convolutional neural networks on satellite imagery

Variable name

Type

Number

Description

ContainBuildings

Binary

1

Whether an SGC contains an OSM building polygon

SemiFitBuild

Binary

1

Whether an SGC contains a semi-filtered OSM building polygon

AnyRoad

Binary

1

Whether the SGC intersects any OSM road

ResRoad

Binary

1

Whether the SGC intersects any OSM road labelled residential

ResPlusUnRoad

Binary

1

Whether the SGC intersects any OSM road labelled residential or unlabeled

Glob2015_MajLC

Categorical

38

ESA land-cover categories, ranging from “cropland” to “permanent snow and ice”