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Fewer columns, same story

Step 2 of 14
Try it

Find the best angle

Blue dots are data. Orange dots are their “shadows” on your line. More spread-out shadows = more information kept.
Turn the line until the spread is as big as possible.
Spread13.5%
This is the direction with the least spread. That is PC2. Turn the other way.