Topic: Develop a software in Python for performing nearest neighbor and furthest neighbor analysis using the squared euclidean distance.

Moreover I spoke with my teacher and i ask him if there Is any specific input and output that you want?

His answer was this:

"Well, as far as I know Prof. Zintzaras specified a small  data set that you should use for the clustering. You program should be able to read these data from a text file in a way that is independent of the actual number of individuals and properties. That means the program should also be able to read different data sets of different sizes.

As output your program should generate the distance matrix and it should also output the dendogram either in text form or as graphics. You could install the Python package scipy and use its dendogram() function: https://docs.scipy.org/doc/scipy-0.18.1/reference/generated/scipy.cluster.hierarchy.dendrogram.html. A text output would also be okay if it is well arranged. Maybe you can think about a clear format."

I hope I help you a little with what input and output he wants.