Very informative and well written article about KNN classification. However, as a data scientist it always pains me to see the iris data set being used. It is linearly separable and gives no indication of whether or not you actually want to use the given methodology on your problem since almost every technique can achieve these results on this data. I'd recommend using something from kaggle or even the UCI repository to make these types of articles even more useful!