name    item
0   Jack    A
1   Sarah   B
2   Ross    A
3   Sean    C
4   Jack    C
5   Ross    B

{Jack: [1, 0, 1], Sarah: [0, 1, 0], Ross:[1, 1, 0], Sean:[0, 0, 1]}