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ZENODO
Dataset . 2024
License: CC BY
Data sources: ZENODO
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Dataset . 2024
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2024
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2024
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2024
License: CC BY
Data sources: Datacite
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Causal Effect of the FEMA CRS Program

Authors: Cano Pecharroman, Lidia; Hahn, ChangHoon;

Causal Effect of the FEMA CRS Program

Abstract

Dataset produced and used in the Cano & Hahn (2023). The data is produced and used by code in the causalCRS github repo: zipcode.fema.fsf.acs.rainfall.v2.csv: Dataset compiled from the FEMA Flood Insurance Mitigation Administration NFIP Redacted Claims data with additional information on community characteristics from: the First Street Foundation data set, US Census Bureau American Community Survey, and PRISM climate group data sets. In total, the data set has 74,288 entries from 14,729. See Cano & Hahn (2023) for details. typology_*.npy: Conditional Average Treatment Effect (CATE) and accompanying measurements for the 27 community typologies defined in the paper. typology_cate.npy: Measured CATE for the 27 community typologies typology_sig_cate.npy: Statistical uncertainty on CATE measurements. typology_y_treat.npy: Claim per policy in USD (outcome) of the community typologies for treated sample typology_y_control.npy: Claim per policy in USD (outcome) of the community typologies for control sample typology_covar.npy: Median covariate values for communities that fall within the typology. This is for reference only. fema_crs.*.npy: Compiled dataset for training/validation/testing the q_phi(Y|X) of the treated/control samples used in CausalFlow. qphi_control.tar.gz / qphi_treat.tar.gz: Compressed tar file that contains all the trained ensemble of flows for the control/treated samples used in CausalFlow. qphi_support.v2.log.control.pt / qphi_support.v2.log.treat.pt: NDEs estimating the distribution of the covariates for the control/treated samples. fema_cid.almost_only_c300.npy: An array of communities that participated in the CRS but only executed the c300 activity, which corresponds to the outreach effort. This dataset is used to estimate the overall impact of outreach. 

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average