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2 changes: 1 addition & 1 deletion lectures/pandas_panel.md
Original file line number Diff line number Diff line change
Expand Up @@ -305,7 +305,7 @@ merged[merged['Country'] == 'Korea']

We will also combine the Americas into a single continent - this will make our visualization nicer later on.

To do this, we will use `.replace()` and loop through a list of the continent values we want to replace
To do this, we will use `.replace()` with a list of the continent values we want to replace.

```{code-cell} ipython3
replace = ['Central America', 'North America', 'South America']
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