I used jupytor notebook in anaconda

import pandas as pd

# Load data

housing$\_$df $=$ pd$.$read$\_$csv$("$WestRoxbury$.$csv$")$

housing$\_$df$.$shape

housing$\_$df$.$head$()$

print$($housing$\_$df$)$ #show all the data

I need answers for

Try to implement the available code in your lecture.

LAB Q$.$ Use provided data, and write Python functions $($or just code$)$ that do one of the following:

$1.$ Write a function to find the highest house price in the dataset.

$2.$ Write a function to calculate the average square footage of the living area.

$3.$ Write a function to count the number of houses with exactly $5$ bedrooms.

$4.$ Write a function to find the median value of the 'year$\_$built' column.

$5.$ Write a function to identify the top $5$ neighborhoods with the highest average house prices.