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You're on right track, just put your Person ID field on details shelf then you'll be able to see all the marks in you map.
Let us know if this help.
If you follow this link it is pretty easy to do. Keep in mind that creating a spider diagram or map requires two rows of data for each origin and destination. This is how the line gets out and back from the starting point. Without that second row, you wind up with a radar map.