Pandas Dataframe $(10$ points$)$

Open Jupyter notebook and write a python program to print the following information:

The average Age, Maximum SAT and Minimum ACT scores for age above $25$ are as follow:

Hint: use Dataframe generated from a dictionary of series. Use the Column parameter in

DataFrame function to set the order of the columns

Submit a single screenshot of your notebook page that includes your python code and the output after

running your code

To show your identity, put a comment on top of your python code with your name in it$.$

E$.$g$.$ #Bob Smith

Data Visualization Lab $(20$ Points$)$

Write a short python code in jupyter notebook using the "penguins" dataset. You may use load dataset

function in seaborn to get the data.

Add a bill$\_$ratio column $($the bill$\_$ratio is calculated by dividing the bill$\_$depth$\_$mm by bill$\_$length$\_$mm$)$ to

the DataFrame and produce a DataFrame for all the penguins whose body mass is more than $3500$ :

$($review DataFrame lecture slides$)$