Thanks for sharing your project on SAT performance. Honestly, this project is just on another level, the workings are so excellent, the introduction is well informing , the comments, explanations given in the markdown cell, the conclusion are just wonderful. Keep it up mate for the good work.
I took couples of minutes going through the cleaning process and truly I enjoyed reading through, like converting the columns to numerical values and creating new ones ,they have been accompanied with well detailed explanations , and I felt like reading through over and over again. That code line containing
print(75*"-"), took me time synthesizing what could be the display , can I call i overthinking? maybe so, but I immediately gazed it right.
The visualizations are very admirable , and have noted down some new concept that I got exposed to for the first time.
Have noticed just one typo under subtopic ‘read in the survey’( in the introduction) ,first word in the second statement, I think the intention was to type ‘they’ and not ‘the’ as presented.
Mine therefore is to congratulate you for managing to finish and also for sharing a very well organized project and am very certain that it will be of help to many of the students in this community.