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. 2020 Dec 4;102:35–46. doi: 10.1016/j.tranpol.2020.12.001

Table 3.

Associations of COVID-19 cases and death rates and proximity to airports, trains stations and public transportation.


Negative Binomial Regression
Cox Regression

Number of COVID-19
Cases in County
Number of COVID-19
Deaths in County
Time to First COVID-19
Case in County
Time to First COVID-19
Death in County
IRR CI-95 IRR CI-95 HR CI-95 HR CI-95
Distance to airport: Ref: >50 miles
25> Miles to airport 1.392*** [1.185]-[1.636] 1.545*** [1.234]-[1.934] 1.701*** [1.491]-[1.941] 1.337*** [1.167]-[1.531]
25-50 Miles to airport 1.199*** [1.077]-[1.336] 1.192 [0.980]-[1.451] 1.302*** [1.176]-[1.441] 1.160*** [1.069]-[1.260]
Num. of airport 1.011 [0.994]-[1.027] 1.008 [0.976]-[1.041] 1.001 [0.980]-[1.023] 1.028*** [1.012]-[1.045]
Volume of Airport
Ref: No volume
Medium volume 1.284* [1.058]-[1.557] 1.309 [0.980]-[1.748] 1.445*** [1.202]-[1.737] 1.159 [0.926]-[1.450]
High volume 0.449** [0.249]-[0.809] 0.366** [0.177]-[0.754] 0.633 [0.340]-[1.182] 1.331 [0.781]-[2.270]
Num. of train stations 0.973 [0.839]-[1.130] 1.049 [0.800]-[1.374] 1.086 [0.989]-[1.192] 1.000 [0.947]-[1.056]
Being in counties or nearby counties with major 13 Airports 0.547* [0.337]-[0.887] 0.567 [0.273]-[1.179] 1.157 [0.552]-[2.424] 0.941 [0.538]-[1.645]
Being an international airport 1.199 [0.969]-[1.484] 1.214 [0.939]-[1.568] 1.677*** [1.358]-[2.071] 1.464** [1.163]-[1.843]
Commute
Ref: Work from home
Drove alone 1.030*** [1.024]-[1.036] 1.033*** [1.025]-[1.041] 1.011*** [1.006]-[1.017] 1.008*** [1.004]-[1.012]
Carpooled 1.005 [0.986]-[1.025] 0.982 [0.952]-[1.012] 0.984* [0.970]-[0.999] 0.987 [0.971]-[1.003]
Public trans 1.057** [1.019]-[1.095] 1.096*** [1.048]-[1.147] 1.089*** [1.056]-[1.123] 1.108*** [1.085]-[1.131]
Walked 0.900*** [0.867]-[0.934] 0.899*** [0.860]-[0.939] 0.964** [0.940]-[0.989] 0.935*** [0.900]-[0.972]
Other 1.107*** [1.046]-[1.172] 1.049 [0.971]-[1.133] 1.023 [0.978]-[1.070] 1.017 [0.971]-[1.064]
Commute Traveling time 0.999 [0.980]-[1.019] 1.017 [0.991]-[1.045] 1.024** [1.009]-[1.039] 1.013 [0.999]-[1.027]
County Population
Total county population (/1000) 1.004*** [1.002]-[1.005] 1.004*** [1.002]-[1.005] 1.001*** [1.001]-[1.002] 1.001*** [1.000]-[1.001]
Population density (/100) 0.999 [0.997]-[1.001] 0.998 [0.997]-[1.000] 1.001*** [1.001]-[1.002] 1.001*** [1.001]-[1.002]
N 3132 3132 3084 3084

*p < 0.05, **p < 0.01, ***p < 0.001.

Sources: JHU-COVID-19 Data (Updated August 21, 2020), Airport and Amtrak Station Data (2019), ACS Data (2018)

Notes:

1) All models have been controlled by race/ethnicity groups, population density, number of people at household, age categories and percent of poverty.

2) We have clustered errors by state to capture states policies and interventions.