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source/inference.md
@@ -256,9 +256,9 @@ expect our sample proportions from this population to vary for samples of size 4
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We again use the `sample` to take samples of size 40 from our
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population of Airbnb listings. But this time we use a list comprehension
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-to repeat an operation multiple time (as in the previous chapter).
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-In this case we are taking 20,000 samples of size 40
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-and to make it clear which rows in the data frame come
+to repeat the operation multiple times (as in the {ref}`clustering` chapter);
+in this case we take 20,000 samples of size 40.
+To make it clear which rows in the data frame come
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which of the 20,000 samples,
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we also add a column called `replicate` with this information.
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