File: general_cycling.csv

A total of 27 participants rode 9 bikes in 27 sessions in 6/22/24 6/29/24 6-Jul

Statistics
Variable mean_app+app_automated stdev_app+app_automated
I.cycle.often.in.groups -0.50 1.50
I.feel.safer.when.riding.in.groups 0.58 1.03
Riding.in.groups.distract.me -0.38 0.94
I.usually.wear.my.headphones.during.cycling 0.27 1.61
I.use.bone.conducting.headphones.during.cycling -0.92 1.49
I.often.listen.to.music.during.cycling 0.46 1.63
I.mount.my.phone.on.the.handlebar -0.81 1.44
I.wear.a.helmet.during.cycling -0.23 1.68
I.use.micromobility.services.frequently..Veo..Lift..Divvy..etc.. -0.46 1.33
I.don.t.imagine.using.a.swarm.cycling.system.for.my.rides -0.31 1.23
I.prefer.to.cycle.fast 1.27 0.67
I.prefer.to.cycle.slow -1.04 1.04
I.know.the.traffic.rules 1.19 0.69
I.don.t.like.riding.in.swarms.with.new.people 0.08 1.26
I.don.t.like.riding.in.swarms.with.people.I.know -0.81 0.98
NASA TLX Data
date trial treatment bikeID I.cycle.often.in.groups I.feel.safer.when.riding.in.groups Riding.in.groups.distract.me I.usually.wear.my.headphones.during.cycling I.use.bone.conducting.headphones.during.cycling I.often.listen.to.music.during.cycling I.mount.my.phone.on.the.handlebar I.wear.a.helmet.during.cycling I.use.micromobility.services.frequently..Veo..Lift..Divvy..etc.. I.don.t.imagine.using.a.swarm.cycling.system.for.my.rides I.prefer.to.cycle.fast I.prefer.to.cycle.slow I.know.the.traffic.rules I.don.t.like.riding.in.swarms.with.new.people I.don.t.like.riding.in.swarms.with.people.I.know
6/22/24 morning app+app_automated 1 -2 1 0 1 2 2 -1 2 -1 -1 0 0 1 -2 -2
6/22/24 morning app+app_automated 3 -1 1 -1 1 -2 1 0 -1 2 -1 1 -2 2 -1 -2
6/22/24 morning app+app_automated 4 -1 1 -2 -2 -2 -2 -2 2 -2 0 1 -1 1 -1 -2
6/22/24 morning app+app_automated 6 -2 -1 1 1 -2 -1 -2 -2 -2 0 2 -2 1 0 0
6/22/24 morning app+app_automated 7 -2 0 1 0 -1 0 -2 2 -2 0 1 -2 2 1 0
6/22/24 morning app+app_automated 8 2 2 0 2 -2 2 2 -1 1 -2 2 -2 2 -2 -2
6/22/24 morning app+app_automated 9 2 1 0 -2 -2 -2 -1 2 -1 0 1 -2 2 1 -1
6/22/24 afternoon app+app_automated 1 2 1 -1 -2 -2 -2 -2 2 -1 0 1 -1 2 1 -1
6/22/24 afternoon app+app_automated 2 -2 1 -1 1 2 1 0 2 -1 -2 0 0 1 0 -1
6/22/24 afternoon app+app_automated 4 -2 1 -2 -2 -2 -2 -2 2 -2 0 1 -1 1 -1 -2
6/22/24 afternoon app+app_automated 7 -1 1 -1 1 -2 1 -2 -2 -1 0 1 -1 1 0 0
6/22/24 afternoon app+app_automated 6 -2 2 -1 2 -2 2 -2 -2 -2 2 1 -2 1 0 0
6/22/24 afternoon app+app_automated 8 2 2 -1 2 -2 2 2 -1 1 -2 2 -2 2 -2 -2
6/22/24 afternoon app+app_automated 9 NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
6/29/24 afternoon app+app_automated 1 -1 -1 -2 -2 -2 -2 2 -2 2 2 2 -2 2 1 1
6/29/24 afternoon app+app_automated 2 -1 -1 1 -2 -2 -2 -2 2 -2 0 0 0 1 0 0
6/29/24 afternoon app+app_automated 3 1 1 0 1 2 2 -2 -2 0 1 2 2 1 1 -2
6/29/24 afternoon app+app_automated 4 1 0 0 -1 -1 1 2 0 -1 0 2 -2 1 2 0
6/29/24 afternoon app+app_automated 5 -1 0 0 2 2 2 -1 -2 1 -2 2 -2 -1 0 -2
6/29/24 afternoon app+app_automated 6 0 0 0 -1 1 0 0 -1 1 1 1 0 1 1 0
6/29/24 afternoon app+app_automated 7 1 -1 1 2 -1 2 -1 0 -1 -1 2 -1 2 2 -1
6/29/24 afternoon app+app_automated 8 -2 0 0 2 0 2 -2 -1 -1 -1 1 -1 1 -1 -1
6/29/24 afternoon app+app_automated 9 -2 1 0 2 -2 2 -2 -2 1 2 2 -2 1 2 1
6-Jul morning app+app_automated 8 0 0 -1 -2 -1 -1 -1 -1 0 -1 1 -1 1 -1 -1
6-Jul morning app+app_automated 6 -2 -1 1 1 -2 1 -2 -2 1 -2 2 0 0 2 0
6-Jul morning app+app_automated 4 -1 2 -1 1 0 1 0 -1 0 0 1 0 1 0 0
6-Jul morning app+app_automated 3 1 2 -1 1 -1 2 0 1 -2 -1 1 0 1 -1 -1