import pandas as pd orders = pd.read_csv('orders.csv') print(orders.head(10)) pricey_shoes = orders.groupby('shoe_type').price.max().reset_index() cheap_shoes = orders.groupby('shoe_color').price.apply(lambda x: np.percentile(x, 25)).reset_index() print(cheap_shoes)