Published September 20, 2026 | Version 1.0.0

Pipeline data for the "Top lights" replication package: raw satellite and gridded inputs

Description

Raw satellite, gridded and boundary inputs for the replication package of Bluhm and Krause (2022), "Top lights: Bright cities and their contribution to economic development", Journal of Development Economics 157, 102880.

This record exists so that the whole pipeline can be rebuilt from scratch. Most replicators do not need it: the replication package itself carries the corrected lights, the analysis datasets and every derived panel behind the paper's tables and figures.

Each file is a tar of one source and unpacks to data/input/public/<name> under the repository root. code/setup/download_pipeline_data.sh in the replication package fetches, verifies and unpacks them for you, and takes --only to fetch just part of the record.

Contents: DMSP-OLS stable lights v4 (34 satellite-years, 1992-2013) and radiance-calibrated composites, both from the Earth Observation Group; the VIIRS 2015 annual composite; the authors' de-blurred DMSP lights for Africa; GPW v4 land and water area (CIESIN); gas-flare vectors (NOAA/EOG); Natural Earth populated places; Africapolis 2018; a frozen World Development Indicators snapshot; four OpenStreetMap city extracts; and the German and US benchmark sources.

Attribution travels with the data: the EOG notice and credit line for the DMSP and VIIRS products, the GPW citation, Abrahams, Oram and Lozano-Gracia (2018) for the de-blurring method, dl-de/by-2-0 for the German layers, and ODbL for the OpenStreetMap extracts. Per-source licences are listed in LICENSE.txt in the replication package.

Files

MANIFEST.txt

Files (48.3 GB)

Name Size
md5:28f1a847a3f476b4310739d3af689f54
10.5 GB Download
md5:5594d595a20e191258c23033d27d54a1
1.6 MB Download
md5:cd37a5b7b279bac32dbcbcaaf0f39dfa
1.1 GB Download
md5:12d76157e26cda9879da7d2f0104a56f
24.7 GB Download
md5:066cd4e0d3acb50620ba1f9bdd8b6e6f
1.2 MB Download
md5:907d8f0a367a106b1c9d72bddcb6ad8e
11.5 MB Download
md5:ed9e99e40e2536139072b84a13933eab
378.7 MB Download
md5:fd7c7ef00dd0be14983d676b471d5045
2.9 kB Preview Download
md5:47ab862c2e3086c57db94f3a5034a05a
13.4 MB Download
md5:eaf134dd0fadc019202779baa76b7092
19.8 MB Download
md5:2208ba2af783f16fab3777cdb4e0d352
1.0 kB Download
md5:89dbcf3282583d666208cbbc5b2ddb2f
20.9 MB Download
md5:c540ff3fb34b434004a3041700922c1a
11.6 GB Download
md5:94375e92bca3841a9512ae2b5fad5c63
337.9 kB Download

Additional details

Related works

Is required by
10.5281/zenodo.22860025 (DOI)
Is supplement to
10.1016/j.jdeveco.2022.102880 (DOI)