Implementing a k-means clustering solution

Pert now has a real data.csv dataset. The dataset needs to be converted into a prototype to prove the financial value of the project he has in mind. The amount of the money saved must capture the imagination of the CEO. Making a machine learning program work in a corporate environment means nothing without profit to justify its existence.

Do not speak about a project in a corporate environment without knowing how much profit it represents and the cost of getting the job done.

The vision 

Pert's primary goal can be summed up in one sentence: finding profit by optimizing AGVs. Achieving that goal will lead to obtaining a budget for a full-scale project.

The data provided does not contain distances. However, an estimation can be made per location as follows:

distance=(end time- start time)/average speed of an AGV

The start location is usually a loading point near a pier in this particular warehouse configuration.

The data

The data provided contains start times...