I'm optimistic that the overall analysis is possible, but it may not be easiest the way you are wanting to try doing it. Excel's chart engine does not know how to create a trendline over multiple data series, but it will do just fine if you can combine each person's data into a single data series, and have separate data series for each person.
I find that a lot of charting questions are about arranging the data in the spreadsheet. If I wanted to do this, I would expect to:
1) Arrange the data in the spreadsheet so that "person" is the leftmost column, "week number" is the 2nd column, person A's data is in column 3, person B's data is in column 4 (and so on for however many people you have).
2) Select this block of cells and insert a clustered column chart. Hopefully Excel will recognize that you want the left two columns to be the horizontal category x axis data and the remaining columns will be separate y axis series.
2a) If Excel guesses the data wrong, go into the Select Data dialog and fix Excel's mistakes (like deleting the "week number" series and setting the horizontal category axis data range to be the 2 leftmost columns).
3) Add trendlines for each data series.
4) Format chart elements as desired
Does that help?
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