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. 2021 Aug 20;96:103168. doi: 10.1016/j.jtrangeo.2021.103168

Table 3.

Changes in bus usage by weekdays, weekends, and times of day.

Variable All day
Morning
Daytime
Evening
Coef. Std. Err. Coef. Std. Err. Coef. Std. Err. Coef. Std. Err. Coef. Std. Err.
Fixed effect
 Intercept −0.281 0.130 −0.288 0.130 ⁎⁎ −1.395 0.104 ⁎⁎⁎ −1.657 0.102 ⁎⁎⁎ −1.930 0.108 ⁎⁎⁎
 Number of confirmed cases −0.067 0.001 ⁎⁎⁎ −0.059 0.001 ⁎⁎⁎ −0.038 0.001 ⁎⁎⁎ −0.056 0.001 ⁎⁎⁎ −0.042 0.001 ⁎⁎⁎
 Weekend −0.487 0.004 ⁎⁎⁎ −0.451 0.005 ⁎⁎⁎ −0.671 0.005 ⁎⁎⁎ −0.194 0.004 ⁎⁎⁎ −0.446 0.005 ⁎⁎⁎
 Number of bus routes 0.069 0.009 ⁎⁎⁎ 0.069 0.009 ⁎⁎⁎ 0.060 0.007 ⁎⁎⁎ 0.074 0.007 ⁎⁎⁎ 0.064 0.007 ⁎⁎⁎
 Population 0.604 0.042 ⁎⁎⁎ 0.604 0.042 ⁎⁎⁎ 0.482 0.033 ⁎⁎⁎ 0.546 0.032 ⁎⁎⁎ 0.487 0.034 ⁎⁎⁎
 Employment 0.191 0.040 ⁎⁎⁎ 0.191 0.040 ⁎⁎⁎ 0.144 0.032 ⁎⁎⁎ 0.040 0.031 0.205 0.033 ⁎⁎⁎
 Temperature: cold 0.035 0.005 ⁎⁎⁎ 0.024 0.005 ⁎⁎⁎ 0.037 0.005 ⁎⁎⁎ 0.057 0.004 ⁎⁎⁎ 0.058 0.004 ⁎⁎⁎
 Temperature: hot 0.117 0.011 ⁎⁎⁎ 0.112 0.011 ⁎⁎⁎ 0.069 0.011 ⁎⁎⁎ 0.064 0.008 ⁎⁎⁎ 0.079 0.010 ⁎⁎⁎
 Precipitation −0.007 0.000 ⁎⁎⁎ −0.007 0.000 ⁎⁎⁎ −0.003 0.000 ⁎⁎⁎ −0.006 0.000 ⁎⁎⁎ −0.004 0.000 ⁎⁎⁎
 Number of confirmed cases ∗ Weekend −0.031 0.003 ⁎⁎⁎ −0.022 0.002 ⁎⁎⁎ −0.021 0.002 ⁎⁎⁎ −0.018 0.002 ⁎⁎⁎




Random effect Variance Std. Dev. Variance Std. Dev. Variance Std. Dev. Variance Std. Dev. Variance Std. Dev.
Cells 0.801 0.895 0.801 0.895 0.514 0.717 0.490 0.700 0.550 0.741

Number of groups 398 398 398 398 398
Number of observations 35,007 35,007 35,007 35,007 35,007
R-squared 0.353 0.356 0.473 0.271 0.353
Adj. R-squared 0.353 0.356 0.472 0.271 0.352
Breusch-Pagan test 0.000 (chisq = 1,039,441) 0.000 (chisq = 1,040,787) 0.000 (chisq = 954,354) 0.000 (chisq = 1,125,613) 0.000 (chisq = 1,033,129)

Notes: reference for categorical variables (temperature: moderate, weekend: weekdays), statistical significance notation (⁎⁎⁎p < 0.01, ⁎⁎p < 0.05, p < 0.1).