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

Table 2.

Changes in car 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 6.781 0.321 ⁎⁎⁎ 6.775 0.321 ⁎⁎⁎ 4.320 0.319 ⁎⁎⁎ 3.823 0.327 ⁎⁎⁎ 4.189 0.313 ⁎⁎⁎
 Number of confirmed cases −0.020 0.001 ⁎⁎⁎ −0.013 0.001 ⁎⁎⁎ −0.007 0.001 ⁎⁎⁎ −0.018 0.001 ⁎⁎⁎ −0.006 0.001 ⁎⁎⁎
 Weekend −0.265 0.003 ⁎⁎⁎ −0.233 0.004 ⁎⁎⁎ −0.818 0.006 ⁎⁎⁎ 0.126 0.004 ⁎⁎⁎ −0.401 0.005 ⁎⁎⁎
 Length of arterial roads 0.065 0.029 0.065 0.029 0.054 0.028 * 0.069 0.029 0.065 0.028
 Population 0.066 0.044 0.066 0.044 0.038 0.044 0.061 0.045 0.065 0.043
 Employment 0.147 0.058 0.147 0.058 0.167 0.058 ⁎⁎ 0.142 0.060 0.152 0.057 ⁎⁎
 Temperature: cold 0.008 0.003 −0.002 0.004 −0.008 0.005 0.009 0.004 −0.012 0.005 ⁎⁎
 Temperature: hot 0.077 0.008 ⁎⁎⁎ 0.072 0.008 ⁎⁎⁎ 0.074 0.012 ⁎⁎⁎ 0.035 0.009 ⁎⁎⁎ 0.068 0.011 ⁎⁎⁎
 Precipitation −0.002 0.000 ⁎⁎⁎ −0.003 0.000 ⁎⁎⁎ −0.002 0.000 ⁎⁎⁎ −0.002 0.000 ⁎⁎⁎ −0.003 0.000 ⁎⁎⁎
 Number of confirmed cases ∗ Weekend −0.027 0.002 ⁎⁎⁎ −0.040 0.003 ⁎⁎⁎ −0.019 0.002 ⁎⁎⁎ −0.032 0.002 ⁎⁎⁎




Random effect Variance Std. Dev. Variance Std. Dev. Variance Std. Dev. Variance Std. Dev. Variance Std. Dev.
Cells 0.367 0.606 0.367 0.606 0.362 0.602 0.382 0.618 0.550 0.741

Number of groups 167 167 167 167 167
Number of observations 14,980 14,980 14,980 14,980 14,980
R-squared 0.350 0.360 0.701 0.125 0.447
Adj. R-squared 0.350 0.360 0.701 0.124 0.447
Breusch-Pagan test 0.000 (chisq = 565,152) 0.000 (chisq = 565,153) 0.000 (chisq = 466,629) 0.000 (chisq = 556,904) 0.000 (chisq = 499,317)

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