Code Monkey home page Code Monkey logo

covid_zip_code_data's Introduction

COVID_ZIP_CODE_DATA

These files provide a database of zipcode level COVID-19 cases and deaths through February 11-12, 2021 by US zipcode for available jurisdictions found through internet searches. The raw data for deaths and cases includes zipcodes representing 9% (1,748 zipcodes) and 23% (5,432) of the U.S. population, respectively. Records are imputed for 74% of the U.S. population, covering 26,800 zipcodes. Each zipcode is assigned to exactly one county, using the county with the largest share of the zipcode's population.

  1. COVID_ZIPCODE_DATABASE_FEB_12_2021.csv This file compiles the raw data (key variabels are "deaths" from COVID-19 and confirmed "cases") from various sources and harmonizes reporting to be cumulative through Feb 11 or 12th of 2021:

See Sources for Zipcode Data.xlsx for URL and links to the raw data.

  1. ZIP_DATABASE_COMPLETE.csv This file has for more compelte data. It includes ZCTA-level demographic data from the 2019 5-year American Community Survey on race, age, income, education, and other variables. County deaths and cases overall and per capita are also included, using data from USA Facts: https://usafacts.org/issues/coronavirus/

See list of variables here: Data Dictionary.csv

Imputed variables: In an effort to understand how demographic variables relate to per capita deaths and cases at the zipcode level, I modeled imputations for missing zipcodes using the "mi" multiple imputation program in STATA (variables are IMP_deaths and IMP_cases). The data labels in STATA show the definitions of the key variables.

Zipcode/ZCTAs were matched to counties using GeoCorr2018 via Missouri Census Data Center, https://mcdc.missouri.edu/applications/geocorr2018.html

STATA Do files:

  1. Process COVID Zip Data.do: Cleans raw data on disease burden by zipcod
  2. Compile zipcode and county database.do: creates larger databsae with census data
  3. Multiple Imputation of Deaths for Zipcodes.do: imputes deaths to zipcodes with missing data
  4. Multiple Imputation of Deaths for Zipcodes.do: imputes cases to zipcodes with missing data

For questions, corrections, or comments, email: [email protected]

covid_zip_code_data's People

Contributors

jtrothwell avatar

Stargazers

 avatar  avatar

Watchers

 avatar  avatar

Forkers

annebleu

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.