Pandas: How to make box bases in row values ​​instead of column values?

I have some score data from a game I play with friends, it looks like this:

df = pd.DataFrame({'Player' : ['A', 'B', 'C', 'D', 'E'], 
                   'Score1' : [100, 150, 110, 180, 125], 
                   'Score2' : [200, 210, np.nan, 125, 293],
                   'Score3' : [50, 35, 200, 100, 180]})

      

        
        
        
      

    

If I do df.boxplot()

, I get a box based on the # metric, that is, based on dozens of the entire community:

Now I want to do boxplot () for each player so we can see how they compare to each other. Something like that:

The first thing I tried was to make a rectangular matrix:

df.T.boxplot()

      

        
        
        
      

    

But I am getting the error IndexError: list index out of range

I think it has something to do with the indexes created in traspose, so I played around with them, but I really don't know what else to do.