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).