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Modelling urban deprivation in Kinshasa, DRC

Modelling urban deprivation in Kinshasa, DRC
Modelling urban deprivation in Kinshasa, DRC
We modelled and predicted an urban deprivation score for the 23 communes of Kinshasa province and stored in urban_deprivation.tif. It is the outcome of a confirmatory factor analysis stored in code_simplified.R that combined four geospatial covariates stored in the covariates folder: distance to river and residential road density in a 1km window derived from OpenStreetMap and building landscape shape and building area coefficient of variation derived from a building footprint layer. The model structure was validated through several metrics that indicate a good reproduction of the correlation matrix between the covariates at study sites. The predicted gridded score was then compared with qualitative information collected from the litterature. We provide for comparison this mapped information in qualitative_info.shp where the source is stored in the attribute table and matches the bibliography stored in qualitative_info_source.txt.
Mendeley
Darin, Edith
868fa688-2567-4dbd-aa12-3dcc91f2aa8d
Darin, Edith
868fa688-2567-4dbd-aa12-3dcc91f2aa8d

(2021) Modelling urban deprivation in Kinshasa, DRC. Mendeley doi:10.17632/p6p2sf9skj.1 [Dataset]

Record type: Dataset

Abstract

We modelled and predicted an urban deprivation score for the 23 communes of Kinshasa province and stored in urban_deprivation.tif. It is the outcome of a confirmatory factor analysis stored in code_simplified.R that combined four geospatial covariates stored in the covariates folder: distance to river and residential road density in a 1km window derived from OpenStreetMap and building landscape shape and building area coefficient of variation derived from a building footprint layer. The model structure was validated through several metrics that indicate a good reproduction of the correlation matrix between the covariates at study sites. The predicted gridded score was then compared with qualitative information collected from the litterature. We provide for comparison this mapped information in qualitative_info.shp where the source is stored in the attribute table and matches the bibliography stored in qualitative_info_source.txt.

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More information

Published date: 26 October 2021

Identifiers

Local EPrints ID: 454274
URI: http://eprints.soton.ac.uk/id/eprint/454274
PURE UUID: bd6ecf24-3d2b-44cd-9b9b-8f79e8013633
ORCID for Edith Darin: ORCID iD orcid.org/0000-0002-8176-092X

Catalogue record

Date deposited: 04 Feb 2022 17:43
Last modified: 06 May 2023 02:01

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