Table 2.

PT user travel patterns labels based on spatial dimension

LabelsNo.NameDefinition
Work/dwell place15Residence and workplace stationInferred based on the boarding and alighting stations within the user’s commuting time
16Region (administrative area)The administrative area where the residence and workplace stations are located
17POI attributesAttributes of the area where the residence and workplace stations are located
Travel preference18Preferred travel stationsHigh-frequency travel stations for the user
19Preferred travel origin-destination (OD) chainsHigh-frequency travel OD chains for the user
20Preferred travel regionThe region where the high-frequency travel station for the user is located
21Preferred travel business districtObtained through cluster analysis of high-frequency travel stations
Travel habits22Consumption and entertainmentThe POI attribute for user’s alighting station is consumption and entertainment
23Education and trainingThe POI attribute for user’s alighting station is education and training
24Medical servicesThe POI attribute for user’s alighting station is medical services
Spatial correlation25Station spatial distribution patternsDerived from Moran’s index analysis of the station
Source: Created by authors

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