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Right clicking on the axis and selecting Edit Axis will allow you to choose a fixed axis so that the display will reach into the millions (if it doesn't already). Then, click on the Tick Marks tab and also select Fixed. Type in Every: 1,000,000 units. When hovering over the points, the tooltip will still give the actual value.
Hope this helps!
This was a viable option however on a number of my graphs the axis change depending on the filters being applied.
My solution was a little simpler.
I added a duplicate measure to the level of detail then altered the tool tip to only show the full value measure.