Are there tools for pattern mining?

I have a set of data that I'd like to search for patterns.

10 columns of 25 rows, with 5 different mutually exclusive values in each cell.

If no patterns are found, I'd like to explore a pattern of randomness, or employ something Markov related. What should I use to search for patterns?

The patterns are unknown.

Thanks!