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explicitly referred to themis as an R package
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classification1.Rmd

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@@ -1184,7 +1184,7 @@ fairly nuanced, and a careful treatment would require a lot more detail and math
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For the present purposes, it will suffice to rebalance the data by *oversampling* the rare class. \index{oversampling}
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In other words, we will replicate rare observations multiple times in our data set to give them more
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voting power in the $K$-nearest neighbor algorithm. In order to do this, we will add an oversampling
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step to the earlier `uc_recipe` recipe with the `step_upsample` function from the `themis` package. \index{recipe!step\_upsample}
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step to the earlier `uc_recipe` recipe with the `step_upsample` function from the `themis` R package. \index{recipe!step\_upsample}
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We show below how to do this, and also
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use the `group_by` and `summarize` functions to see that our classes are now balanced:
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