4_Functions_and_Conditionals.ipynb image path error

4_Functions_and_Conditionals.ipynb
Under functions in data frame, 
Folder for images is "images" instead of "img"--it should be:
<img src="../img/vectorized.png" alt="Vectorization in Pandas with scalar" width="600"/>