README LE

Author: KateFinegan

pandas-iterate-over-rows/README.md

@@ -1,11 +1,11 @@
-# How to Iterate Over a pandas DataFrame's Rows
+# How to Iterate Over Rows in pandas, and Why You Shouldn't
 
-In these supplementary materials you'll find the examples discussed in the tutorial [How to Iterate Over Rows in pandas, and Why You Shouldn't](https://realpython.com/pandas-iterate-over-rows/), along with some bonus materials.
+In these supplementary materials, you'll find the examples discussed in the Real Python tutorial [How to Iterate Over Rows in pandas, and Why You Shouldn't](https://realpython.com/pandas-iterate-over-rows/), along with some bonus materials.
 
 In addition to the third-party packages used in the tutorial, you should also install [perfplot](https://github.com/nschloe/perfplot) to play with the bonus examples. To install all dependencies into your virtual environment, you can run the following command:
 
 ```console
 $ python -m pip install pandas httpx codetiming perfplot
 ```
 
-You'll also find some additional code samples along the way, showing alternatives to looping, such as by using list comprehensions, and even alternative ways of looping.
+You'll also find some additional code samples along the way, showing alternatives to looping, such as using list comprehensions. You'll also learn about alternative ways of looping.