I think the Liquidity, Earnings, etc., data you provide is very helpful. I would find it easier for use in my own analytics though, if the data were atomic, i.e. each data point in its own column, and codes like those for liquidity defined once, apart from the data itself. That would make lookups, sorting and queries much better simpler.