
Covariate  Type  Explanation 

AG (age group)  Binary indicator  1 if old (≥50), 0 otherwise 
GEN (gender)  Binary indicator  1 if male, 0 female 
NT (nonmotor vehicle type)  Binary indicator  1 if electric bike, 0 humanpowered bike 
WN (waiting number)  Continuous variable  The number of other cyclists that are waiting for a green light when arrives 
CN (crossing number)  Continuous variable  The number of other cyclists that are crossing agiainst the red light when arrives 
TC (twice crossing)  Binary indicator  1 if twice crossing behavior, 0 otherwise 
MV (motor vehicle volume)  Continuous variable  Average motor vehicle volume per lane per min on redlight phase when the cyclist arrives 
TT (travel time)  Binary indicator  1 if a cyclist travels in peak hour, 0 otherwise 
