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_episodes/03-index-slice-subset.md
@@ -249,8 +249,8 @@ What is the difference between these two dataframes?
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When we assigned the first 3 columns the value of `0` using the
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`ref_surveys_df` DataFrame, the `surveys_df` DataFrame is modified too.
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-Remember we created the reference `ref_survey_df` object above when we did
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-`ref_survey_df = surveys_df`. Remember `surveys_df` and `ref_surveys_df`
+Remember we created the reference `ref_surveys_df` object above when we did
+`ref_surveys_df = surveys_df`. Remember `surveys_df` and `ref_surveys_df`
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refer to the same exact DataFrame object. If either one changes the object,
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the other will see the same changes to the reference object.
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