Table 2 Description of independent variables.

From: Unraveling nonlinear effects of environment features on green view index using multiple data sources and explainable machine learning

Variables

Abbreviation

Formula

Descriptions

Green coverage rate

Green coverage rate

GCR

Mean value of GCR in the grid

Built environment data

Population density

PopD

\(\frac{{N}_{a}}{S}\)

\({N}_{a}\) is the total number of people in the grid, \(S\) is the area of the grid

Building density

BD

\(\frac{{S}_{a}}{S}\)

\({S}_{a}\) is the total area of the building footprint in the grid

Road Network Density

RND

\(\frac{{L}_{a}}{S}\)

\({L}_{a}\) is the total mileage of the road network within the grid

Park density

ParkD

\(\frac{{S}_{b}}{S}\)

\({S}_{b}\) is the total area occupied by parks in the grid, \({S}_{u}\) is the total area of building sites in the grid

Land use diversity

LUD

\(-\sum_{i=1}^{n}\frac{{P}_{i}*\text{ln}({P}_{i})}{\text{ln}(n)}\)

\({P}_{i}\) is the share of land use type i in the area of the grid to which it belongs, \(n\) is the number of total land use categories

Functional utilization diversity

FUD

\(-\sum_{i=1}^{m}\frac{{P}_{j}*\text{ln}({P}_{j})}{\text{ln}(m)}\)

\({P}_{j}\) is the share of category j functional area types in the area of the grid to which they belong, \(m\) is the number of total categories in the functional area

Point of road connectivity

PRC

\(\frac{{N}_{b}}{S}\)

\({N}_{c}\) is the number of road nodes in the grid

Plot ratio

PR

\(\frac{{S}_{c}}{{S}_{u}}\)

\({S}_{c}\) is the gross floor area above ground of the buildings in the grid

Distance to the nearest bus stop and subway station

DBS

Distance from the grid midpoint to the nearest bus stop and subway station

Distance to nearest water system

DW

Distance from the grid midpoint to the nearest water system

Distance to nearest green space

DG

Distance from the midpoint of the grid to the nearest park

Socioeconomic data

Business density

DD

\(\frac{{S}_{d}}{S}\)

\({S}_{d}\) is the total area occupied by financial facilities in the grid

Average house price

AHP

Average house price in the grid

Average age of housing

AHA

Average age of houses in the grid