Some formatting problems with NAs in two columns, changed
Changed the ignore file so that docx are ignore and few others
Added figure 1 and some small additonal code
Added figure 1 chunk to ms and also finished results section. Still need to add one more figure, plus fix up fig 1 and also add the additonal visual modelling stuff that Tom did in the text.