Aha, thanks for your timely response! This seems to be exactly what I need. I already figured out the 25th and 75th percentile, which is exactly where I was stuck for a few hours. With Profile, I am able to get very quick insights on my data. I just noticed that certain rows have invalid values and I am now able to work on some data cleansing.
I realized that I can drag my mouse and select a few columns and perform a quick Filter operation. This is immensely helpful for my current usecase.