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I have been working on creating an exposure map based on measures taken at fixed points. I want to extrapolate the results to a grid to get an exposure map (air pollution data) for a region based on map data (road length, bus stops, etc.)

I have done the statistical work and have a regression equation from the collected data, but I am having a problem with the next step.

How do I use the regression equation to create the exposures for unmeasured areas?

I created 100mx100m grid over the area but am wondering if there is a tool I can use to input the regression equation for each grid section and have QGIS create a map with the calculated values?

Or do I need to calculate the values somewhere else and use that to create a map?

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    Commented Jun 2, 2019 at 3:53

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Suppose your regression model is of type Y = b0 + b1*X + e.

  1. Interpolate the explanatory variable (X) to the area of interest (AOI). This means to fill in the empty 100m X 100m grid. Which method/tool to pick up for this depends on the analysis.

  2. Use tool raster calculator to create a new raster with values for the response variable Y in the AOI based on the b0 + b1*X part of the model.

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