Suppose you are given the outlook, temperature, humidity and Windy in Table 1. Compute the k-means algorithm to identify two clusters in the data. Suppose you are given initial assignment cluster as (cluster 1: #3), (cluster 2: #11) - the 3rd data point is used as the 1th cluster centre and 11th data point as the 2nd cluster centre respectively. Assume Kmeans uses Euclidean distance. Determine the accuracy of kmeans by comparing the result obtained with that of the class Play (Limit yourself to single iteration) (20 marks)

Table I: weather data