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. 2018 Dec;121:57–70. doi: 10.1016/j.envint.2018.08.041

Table 2.

First five covariate combinations with the highest predictive ability (i.e. lowest logscore) for restricted geostatistical regression (RGR), geostatistical regression (GR) and land-use regression (LUR) models.

Pollutant Model Covariates Logscore
PM10 RGR TCD + IMP + DEM + LST + SHUM + WS + DISS 2.68271
TCD + IMP + DEM + NTL + LST + SHUM + WS 2.68307
TCD + IMP + DEM + LST + SHUM + DISS 2.68355
IMP + DEM + LST + SHUM + WS + DISS 2.68412
IMP + DEM + NTL + LST + SHUM + WS 2.68423
GR TCD + IMP + DEM + NTL + NDV I + SHUM + PREC + LC 2.66186
IMP + DEM + NTL + NDV I + SHUM + PREC + LC 2.66190
TCD + IMP + DEM + NTL + NDV I + RD + SHUM + PREC 2.66207
IMP + DEM + NTL + NDV I + RD + SHUM + PREC + LC 2.66208
TCD + IMP + DEM + NTL + NDV I + SHUM + PREC + WS + LC 2.66215
LUR AOD+IMP +ESM +DEM +NTL+LST +NDV I +SHUM +PREC+WS+DISS+DISR+LC 3.07056
AOD+IMP +ESM +DEM +NTL+LST +NDV I +SHUM +PREC +DISS +DISR+LC 3.07066
AOD+IMP +ESM +DEM +NTL+LST +NDV I +SHUM +WS +DISS +DISR+LC 3.07067
AOD+IMP +ESM +DEM +NTL+LST +NDV I+RD+SHUM +PREC+WS+DISS+DISR+LC 3.07071
AOD+ESM +DEM +NTL+LST +NDV I +SHUM +PREC +WS +DISS +DISR+LC 3.07077
PM2.5 RGR IMP + DEM + LST + SHUM + WS + DISS 2.27595
IMP + DEM + LST + WS + DISS 2.27803
IMP + DEM + LST + SHUM + DISS 2.28041
IMP + DEM + LST + DISS 2.28149
IMP + DEM + NTL + LST + SHUM + WS + DISS 2.28541
GR IMP + ESM + DEM + NTL + WS + DISS 2.27044
IMP + ESM + DEM + NTL + LST + WS + DISS 2.27049
IMP + DEM + NTL + LST + WS + DISS 2.27070
IMP + DEM + NTL + WS + DISS 2.27071
IMP + ESM + DEM + NTL + NDV I + WS + DISS 2.27090
LUR AOD+ESM +DEM +NTL+LST +NDV I +RD+SHUM +PREC +DISS +DISR+LC 2.74321
AOD+IMP +ESM +DEM +NTL+LST +NDV I +RD+SHUM +PREC +DISS+DISR+LC 2.74326
AOD+IMP +DEM +NTL+LST +NDV I +RD+SHUM +PREC +DISS +DISR+LC 2.74340
AOD+TCD+IMP +ESM +DEM +NTL+LST +NDV I+RD+SHUM +PREC+DISS+DISR+LC 2.74376
AOD+TCD+IMP +DEM +NTL+LST +NDV I +RD+SHUM +PREC +DISS+DISR+LC 2.74388