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).