Hi, Adewalade. Looks good! I had to chuckle because some of your comments were very similar to ones I made (How we weren’t asked to check for duplicates in the Apple data, how Pandas might make some of this easier, etc.). Great minds, right? A few things I noticed: If you are going to post somewhere I’d tidy up a few things. There is a ‘Wwe’ instead of ‘We’ between run cells [8] and [9] and a blank markup line between [15] and [16] that shows up as “Type Markdown and LaTeX”. I’d like to see descriptions of some or all of the columns. Some aren’t easy to understand. Also, Some a little more elaboration and code documentation in a few places. Why create a function to analyze data (other than the assignment required it)? How does it simplify the work? Why are the fields user rating, cont_rating, and prime_genre of interest? Most of it is stylistic/preferences. Finally, I would add a summary at the end. As someone once told me about essays and presentations: Tell them what you’re going to tell them, tell them what you have to tell them, then tell them what you told them. Overall, looks pretty good. Great Job!