Roshambo: two-way table


                    rps = {'Played' : ['Rock', 'Scissors', 'Scissors', 'Rock', 'Scissors', 'Paper', 'Scissors', 'Paper', 'Scissors', 'Paper', 'Rock', 'Paper', 'Scissors', 'Paper', 'Paper', 'Rock', 'Paper', 'Rock', 'Paper', 'Rock', 'Rock', 'Scissors', 'Paper', 'Rock', 'Rock', 'Scissors', 'Paper', 'Rock', 'Rock', 'Scissors', 'Paper', 'Rock', 'Scissors', 'Paper'],
                    'Outcome' : ['Won', 'Lost', 'Lost', 'Won', 'Won', 'Lost', 'Won', 'Lost', 'Won', 'Lost', 'Lost', 'Won', 'Won', 'Lost', 'Won', 'Lost', 'Won', 'Lost', 'Won', 'Lost', 'Won', 'Lost', 'Won', 'Lost', 'Won', 'Lost', 'Won', 'Lost', 'Won', 'Lost', 'Won', 'Lost', 'Won', 'Lost']}
             
             import pandas as pd
             rps = pd.DataFrame(rps)


                    ## View the data first
                    print(rps)
                    
                    ## Find two-way table
                    
                    ## Find the proportion that played Rock and Won


                    ## View the data first
                    print(rps)
                    
                    ## Find two-way table
                    twt = pd.crosstab(rps['Played'], rps['Outcome'], margins=True)
                    twt
                    
                    ## Find the proportion that played Rock and Won
                    print('Proportion = ', twt.loc['Rock', 'Won']/twt.loc['Rock', 'All'])