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content/pivot-shorter-fatter-groupby.md
@@ -14,7 +14,7 @@ suggestions to play around with them in Excel until you figure it out. I quickly
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worth understanding.
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Eleven years later I took up the task of implementing pivot tables for [Row
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-Zero](https://rowzero.io). It was only then that I was finally forced to understood them. Here, I
+Zero](https://rowzero.io). It was only then that I was finally forced to grapple with them. Here, I
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take up the task of attempting to explain pivot tables in a way that would have been helpful to me a
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decade ago.
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