Assignment 4.docx - Assignment 4 The data for this task...

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Assignment 4 The data for this task tries to predict tree cover in four areas. However it can be seen that the training set consists only of 2.6% of the total data points. This may not be the best way of predicting probabilities or building a good and reliable model. The independent variables are characteristics that can help in evaluating what type of cover is expected in any particular area. I converted cover type and area into nominal variables for the purpose of this analysis. Original I built my model using Modeler. My model for the Original (training and test set classification) data set with reference to spruce/fir is as follows (only up to 3 decimal places): Elevation in meters a Aspect in degrees azimuth b Slope in degrees c Horizontal distance to nearest surface water features d Vertical distance to nearest surface water features e Horizontal distance to nearest roadway f Hillshade index at 9am, summer solstice, 0-255 g Hillshade index at noon, summer solstice, 0-255 h
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