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license: mit
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license: mit
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Replication Data for: Image-based Treatment Effect Heterogeneity
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Connor Thomas Jerzak, Fredrik Daniel Johansson, Adel Daoud Proceedings of the Second Conference on Causal Learning and Reasoning, PMLR 213:531-552, 2023.
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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.
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UgandaGeoKeyMat.csv contains information on keys linking to satellite images for all of Uganda for the transportability analysis.
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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.
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For more information, see: https://github.com/cjerzak/causalimages-software/blob/main/tutorials/AnalyzeImageHeterogeneity_FullTutorial.R
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