а1.1. Write a NumPy program to get the following array by using loops Output: array([[ 1, 2, 3, 4, 5, 6, 7, 8, 9], [2, 4, 6, 8, 10, 12, 14, 16, 18], [ 3, 6, 9, 12, 15, 18, 21, 24, 27], [4, 8, 12, 16, 20, 24, 28, 32, 36], [5, 10, 15, 20, 25, 30, 35, 40, 45], [6, 12, 18, 24, 30, 36, 42, 48, 54], [7, 14, 21, 28, 35, 42, 49, 56, 63], [8, 16, 24, 32, 40, 48, 56, 64, 72], [9, 18, 27, 36, 45, 54, 63, 72, 81]]) Q1.2. Replace all odd numbers in array with -1. Q1.3. By using numpy functions and prog array, get the result. prog = np.array([1,2,3,4,6]). Result= array([1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 6, 6, 6, 6, 6, 6, 6, 6, 1, 2, 3, 4, 6, 1, 2, 3, 4, 6, 1, 2, 3, 4, 6, 1, 2, 3, 4, 6])

Implement an empty integer array of capacity 5. a) Use a loop to input values from the console into the array. b) Use a loop to determine the smallest element in the array. c) Use a loop to determine the largest element in the array. d) Use a loop to output the array. e) Output the smallest and largest elements. Example Output [0] = 4 [1] = 24 [2] = 123 [3] = 54 [4] = 3 Array: 4 24 123 54 3 Max: 123 Min: 3   programming language is c++ pleasw do it in a easy way

The Lo Shu Magic Square is a grid with 3 rows and 3 columns shown below.             The Lo Shu Magic Square has the following properties: The grid contains the numbers 1 – 9 exactly The sum of each row, each column and each diagonal all add up to the same number. This is shown below: Write a program that simulates a magic square using 3 one dimensional parallel arrays of integer type. Do not use two-dimensional array. Each one the arrays corresponds to a row of the magic square. The program asks the user to enter the values of the magic square row by row and informs the user if the grid is a magic square or not. Processing Requirements - c++ Use the following template to start your project: #include<iostream> using namespace std;   // Global constants const int ROWS = 3;  // The number of rows in the array const int COLS = 3;  // The number of columns in the array const int MIN = 1;  // The value of the smallest number const int MAX = 9;  // The value of the largest number //…