Please complete the following tasks in a Jupyter Notebook file, using the numpy package: Create a five element array using your favorite numbers named myFavorites. Perform each of the five aggregate functions on your array. Create a five element array containing only ones named OneArrayToRuleThemAll. Add myFavorites and OneArrayToRuleThemAll. Multiply every element in myFavorites by two. Call the third element in myFavorites using indexing. Create a four element, two-by-two matrix of numbers named TheMatrixHasYou. Access the upper left element in TheMatrixHasYou using indexing. Find the largest number in each row for TheMatrixHasYou. Reshape TheMatrixHasYou into a matrix with one row and four columns.