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  and  and a blank markup line between  and  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!