Planetary Causal Inference Assets
Collection
Assets related to Planetary Causal Inference or the AI & Global Development Lab. For more, see aidevlab.org • 10 items • Updated • 1
Datasets:
Formats:
csv
Size:
1K - 10K
ArXiv:
Tags:
causal-inference
earth-observation
satellite-imagery
geospatial
observational-data
research-data
License:
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Replication Data for: Integrating Earth Observation Data into Causal Inference: Challenges and Opportunities
Details:
YandW_mat.csv contains individual-level observational data. In the dataset, LONGITUDE and LATITUDE refer to the approximate geo-referenced long/lat of observational units. Experimental outcomes are stored in Yobs. The treatment variable is stored in Wobs. The unique image key for each observational unit is saved in UNIQUE_ID.
Geo-referenced satellite images are saved in
./Nigeria2000_processed/%s_BAND%s.csv, where the first "%s" refers to the image key associated with each observation (saved in UNIQUE_ID in YandW_mat.csv) and BAND%s refers to one of 3 bands in the satellite imagery.
Code Link: https://github.com/cjerzak/causalimages-software/
Paper Reference: Connor T. Jerzak, Fredrik Johansson, Adel Daoud. Integrating Earth Observation Data into Causal Inference: Challenges and Opportunities. ArXiv Preprint, 2023. [PDF]
For more information: PlanetaryCausalInference.org.
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