use jupyter notebook

Task 3 Print each of the intermediate result for each of the following steps. You are not allowed to hardcode each individual elements in the array when creating it. Use numpy functions for the initialization. 1. Create a 2D array of size 5 x 8. Initialize all the values as 1. Stores in a variable named arr2d_1. 2. Create another 2D array of 5 x 8, with values [0,1,2,...,39). Stores in a variable named arrad_2. 3. Calculate arr2d_1 minus arr2d_2. Stores the result in arr2d_3. Print arr2d_3. 4. Multiply each of the values in arr2d_3 by 10. Stores the result in arr2d_4. Print arr2d_4. 5. Using slicing, print the 2nd row of arr2d_3. 6. Using slicing, print the 1st column of arr2d_3