This research process has gone smoothly so far. However, it has come with its share of challenges, more so when organizing and aggregating the data. The first was data cleaning. In this case, there were some cases of outliers. The outliers are extreme values in a data set. In this case, there were two cases of outliers where the values exceeded the others by more than 1000%. As a result, I had to go back to the field and recollect the data to ensure that the cases of extreme values were handled and they would not affect the summary of the data set. The second challenge was the selection of the data analysis tool. After assessing various data analytics tools, I settled on Excel as it is an easier tool to work with, and this was the spreadsheet in which I had initially entered the data. The data revealed the dominant vegetation in Kelowna, BC. Initially, I thought that the canopy cover was the most dominant vegetation cover in the area. However, after the summary of the data, I was surprised that the annual bromes were more common than the antelope brush. This would be further explained by the soil type in the area. However, this phenomenon requires further exploration to identify all the possible causes for the dominance of this type of vegetation cover.