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In the Penn Sate University link that you have provided they are converting r-squared to percentages after multiplying it by 100. That means that original value is proportion. Screenshot:
On page 191 I read:
R-squared is not a percentage but is proportion.
More information can be found by googling: https://www.google.com/search?q=rsqured
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