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Table 1 City-level indicators: description and source

From: Revealing the determinants of gender inequality in urban cycling with large-scale data

Category

Variable name

Description

Data source

 

\(\sigma _{c}\)

Proportion of kilometers rode by female cyclists to the overall kilometers rode by any cyclist within the urban area

Strava

E

share green

Share of population living in the high green area in 2015 in the Urban Centre of 2015. Ranging between 0–1

[40]

open space

Percentage of open-spaces within the spatial domain of the Urban Centre. Ranging between 0–100

[40]

BEI

built area

Amount of the built-up area per person in 2015 calculated within the spatial domain of the Urban Centre. Expressed in square meters per person

[40]

light emissions

Average night time night-light emission calculated within the Urban Centre spatial domain. Expressed in nano-watt per steradian per square centimetre

[40]

pm2.5

Total concentration of PM2.5 for reference epoch 2014, calculated over the Urban Centre. Expressed in μg/m3

[40]

SED

area

Area of the spatial domain of the Urban Centre. Expressed in square meters

[40]

population

Population density within the spatial domain of the Urban Centre

[40]

GDP

GDP per capita for year 2015 within the Urban Centre. Expressed in US dollars

[40]

M

degree

Average node degree of street network within the spatial domain of the Urban Centre

[28]

grade

Average absolute inclination of streets within the spatial domain of the Urban Centre. Expressed in percentage

[28]

orientation

Orientation order of street network bearings within the spatial domain of the Urban Centre

[28]

3-way crosses

Proportion of nodes that represent a 3-ways street intersection in the street network within the spatial domain of the Urban Area. Ranging between 0–1

[28]

straightness

Ratio of straightline distances to street lengths for streets in the street network within the spatial domain of the Urban Area

[28]

RS

bike lanes

Proportion of streets with cycleways (either protected or unprotected) computed on streets within the spatial domain of Urban Centre

OSM

speed limit

Proportion of streets with a speed-limit equal or lower than 20 mi/h or 30 km/h computed on streets within the spatial domain of Urban Centre

OSM

  1. Categories: E: Environment, BEI: Built-Environment and Industrialization, SED: Socio-Economics and Demographics, M: Street Network Morphology, RS: Road Safety.
  2. Indicates that the data from the original data sources required specific preprocessing described in the Methods.