Inconsistency in use of linear/log scale units in histograms

[MBravoS]

If bin_type is either 'width' or 'edges' and xlog or ylog are True, bins must be in log-scale units, but xlim/ylim remains in linear units, which may not be the desired behaviour.

[AstroRobin]

I think we should leave xlim and ylim to be left in linear units if xlog or ylog are True. The limits are inherently related to the data and as the data is being given in linear units, so too should the limits. You can then think that if one logs an axis, the widths/edges should also be given in log space as we are dealing with logarithmic bins, however, the data remains linear.

This seems the most consistent way to handle logged axis.