This file describes the content of this data and code folder.
The USA folder contains the code and data required to
reproduce Result sections 2.1 and 2.2 in the manuscript (and their
accompanying robustness checks):
The files 1-data_preparation.ipynb and
1a-weather_data.ipynb are used to download data from public APIs and for
data cleaning.
The file 2-state-analysis-main-state-analysis_event_study_delay.R is used to produce Fig. 1
and the files: 2a-state-analysis_event_study_main_normed_controlling_cases.R
2b-state-analysis-waves_analysis_event_study_main_normed.R
2d-state-analysis_event_study_main_normed_FM_ALL_mandates.R
2d-state-analysis_event_study_main_normed_FM_EMP_mandates.R
2e-state-analysis_event_study_main_normed_no_delay.R
2f-county-analysis_event_study_control_delay.R and
3-analysis_robustness_test_rate.R are for robutness checks.
The file 4-compliance_late_state_mandates.R is used to produce Fig. 4 and it's
accompanying robustness checks. 5-mask_adherance_outcomes.R is used for the
multilinear regression used in section 2.2.
All code and data is present in the World folder.
Although we cannot share this data directly ourselves it is readily available
for researchers at https://dataforgood.fb.com/docs/preventive-health-survey-request-for-data-access
upon acceptance of the Facebook Data Use Agreement. Place this dataset in the
international_survey/CovidBeliefsBehaviorsNormsSurvey folder.
The 1-preparing-survey-data-for-regression.ipynb file is used to process, clean and
merge the survey data with control variables and then outputs a file ready for complex
survey regression.
The file 2-survey_all_together.R is used to produce Fig. 5 while the other files
2a-survey_analysis_cases_adherence.R,
2b-survey_analysis_cases_norms.R,
2c-survey_analysis_deaths_adherence.R and
2d-survey_analysis_deaths_norms.R are used to produce the robustness checks.