The Low Dimensionality of Development

by Kraemer, Guido & 4 more Authors | More information
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This contains a docker container and the prepared data to do the analysis in the paper title: "The Low Dimensionality of Development" published in "Social Indicators Research" 2020 by Kraemer et al.. If you use code or data from in this repository cite the paper. This repository contains a copy of the World Development Indicators database from May 2018 [1]. The analysis was run on a 48 core cluster node with 256GB of ram and takes some hours to complete. Afterthis generating all results, they can be loaded into slightly over 16GB of RAM. Unpack 'docker_data.tar.gz' into a '/path/to/data' on 'host' and run as: docker load -i dockerimage.tar docker run -v "/path/to/data":/home/rstudio/data -v "/path/to/figures":/home/rstudio/fig -p 8989:8787 -e PASSWORD=secret_password development-indicators then open 'host:8989' in your browser and an RStudio session should appear. You can login with the user "rstudio" and the password you specified before. NOTE: We did not set a random seed, so slight variations between runs will occur. [1] License: CC-BY 4.0 (https://creativecommons.org/licenses/by/4.0/) By: The World Bank The original data can be found here: https://datacatalog.worldbank.org/dataset/world-development-indicators
				
Authors Guido Kraemer (1, 2, 3) , Markus Reichstein (1), Gustau Camps-Valls (3), Jeroen Smits (4), Miguel Mahecha (1, 2) Affiliations 1. BGI, MPI for Biogeochemistry, Hans-Knöll-Str. 10
2. German Centre for Integrative Biodiversity Research (iDiv) Halle-Jena-Leipzig, 04103 Leipzig, Germany
3. Image Processing Lab, Universitat de València, 46980 Paterna (València), Spain
4. Global Data Lab, Radboud University, 6500 HK Nijmegen, The Netherlands
Cite as Kraemer, Guido, Reichstein, Markus, Camps-Valls, Gustau, Smits, Jeroen, Mahecha, Miguel. (2020). The Low Dimensionality of Development. Max Planck Society. https://dx.doi.org/10.17617/3.3i Study Type(s) other
Keywords
Docker, human development, dimensionality reduction
Project
Guido Kraemer, Markus Reichstein, Gustau Camps-Valls, Jeroen Smits, Miguel D. Mahecha (2020) The low dimensionality of devlopment. Social Indicators Research
Journal
Social Indicators Research
Geolocation – Place
Global
Biological study object - common name
Human
Biological study object - taxonomic name
Homo sapiens
Temporal coverage
1990 - 2016
Number of items in this collection 2 DOI https://dx.doi.org/10.17617/3.3i Creation date Tue Mar 10 14:59:06 CET 2020 Last modification date Wed Mar 11 10:40:22 CET 2020 Date of publication Wed Mar 11 10:31:58 CET 2020 Permalink https://edmond.mpdl.mpg.de/imeji/collection/Af1t5W6M01SAuPR QR-code
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