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| Covariate | Type | Explanation |
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| 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 human-powered 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 red-light phase when the cyclist arrives |
| TT (travel time) | Binary indicator | 1 if a cyclist travels in peak hour, 0 otherwise |
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