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Data

In-built data to demonstrate deweather functions.

road_data
Example data for deweather

Build

Functions to test and build deweather models

testMod()
Function to test different meteorological normalisation models.
buildMod()
Function to apply meteorological normalisation

Examine

Functions to visualise or otherwise examine buildMod() outputs

plot2Way()
Plot two-way interactions from gbm model
plotInfluence()
Plot a GBM influence plot
plotPD()
Function to plot partial dependence plots with bootstrap uncertainties
gbmInteractions()
Quantify most important 2-way interactions

Predict

Functions to use deweather models to predict air pollution concentrations

metSim()
Function to run random meteorological simulations on a gbm model

Utility

Other assorted functions to support deweather

prepData()
Function to prepare data frame for modelling
diurnalGbm()
Plot diurnal changes, removing the effect of meteorology