Try the Following:
K-Means Clustering
In Weka Explorer load the training file weather.arff. Get to the Cluster mode (by clicking on the Cluster tab) and select the clustering algorithm SimpleKMeans. Then click on Start and you get the clustering result in the output window. The actual clustering for this algorithm is shown as one instance for each cluster representing the cluster centroid.