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
ArXiv:
Tags:
causal-inference
satellite-imagery
treatment-effect-heterogeneity
development-economics
geo-spatial
africa
License:
Dataset Viewer
The dataset viewer is not available for this dataset.
Unexpected token '<', "<html>
<h"... is not valid JSON
Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
Replication Data for: Image-based Treatment Effect Heterogeneity
Details: UgandaDataProcessed.csv contains individual-level data from the YOP experiment. In the dataset, geo_long and geo_lat refer to the approximate geo-referenced long/lat of experimental units. The variable, geo_long_lat_key, refers to the image key associated with each location. Experimental outcomes are stored in Yobs. Treatment variable is stored in Wobs. See the tutorial for more information.
UgandaGeoKeyMat.csv contains information on keys linking to satellite images for all of Uganda for the transportability analysis.
Geo-referenced satellite images are saved in "./Uganda2000_processed/GeoKey%s_BAND%s.csv", where GeoKey%s denotes the image key associated with each observation and BAND%s refers to one of 3 bands in the satellite imagery.
Paper Reference: Connor T. Jerzak, Fredrik D. Johansson, Adel Daoud Proceedings of the Second Conference on Causal Learning and Reasoning, PMLR 213:531-552, 2023. [PDF] [arXiv]
Code Link: https://github.com/cjerzak/causalimages-software
For more information: PlanetaryCausalInference.org.
- Downloads last month
- 68