1. Pandas Series can have string indices (similar to how array indices in general are numbers).
  2. numpy.array is just a convenience function to create an ndarray. You can also create an array using numpy.ndarray but that is not recommended.

Can I try out the following?

  1. Scatter plot of movie ratings vs their bias.