Table 1 Variables used to predict transportation mode (TM), duration of trip (D), and transport-related MVPA (MVPA)

Minutes of T-MVPA per trip^a

X

Duration of the trip (in minutes)^b

X

X

Speed based on duration and straight-line distance^b

X

Transportation mode^b

X

X

X

 Time of the day at departure^b

X

X

X

 Day of the week at departure^b

X

X

X

 Rush hour or not at departure: from 8 am to 11 am and from 4 pm to 7 pm^b

X

X

X

 Straight-line distance from departure point to arrival point^c

X

X

X

 Age^c

X

X

X

 Gender^c

X

X

X

 Work situation (employed, unemployed, retired, other)^c

X

X

X

 Personal educational level^c

X

X

X

 Household income^c

X

X

X

 Street network distance to nearest public transport station from residence^d

X

X

X

 Street network distance to nearest train station^d

X

X

X

 Street network distance to nearest metro station^d

X

X

X

 Street network distance to nearest tram station^d

X

X

X

 Street network distance to nearest bus station^d

X

X

X

 Educational level in the area^e

X

X

X

 Number of destinations in the area^e

X

X

X

 Number of intersections in the area^e

X

X

X

 Surface of parks in the area^e

X

X

X

 Population density in the area^e

X

X

X

 Place located in Paris, in the other counties adjacent to Paris, or in the other counties non-adjacent to Paris

X

X

X