(30 points) We would like to use a genetic algorithm to solve the 8-Queens problem. Remember, this problem asks you to place 8 queens on an 8 x 8 chessboard such that no two queens can attack each other (i. e., share the same row, column, or diagonal). a)Propose a chromosome representation (i. e., a state representation) such that the string contains only numbers 1 through 8 and the state is valid. A valid state is one in which there is exactly one queen per column and one queen per row. Explain why your representation only encodes valid states. b)Propose a crossover operator that ensures that child states are valid and explain why your operator would help generate good results over other operators. Show (i. e., draw) an example of your crossover operator on two parent states to produce two child states.

Develop the program incrementally: a) start by reading and displaying each line of the input file to make sure you are reading the data set correctly. b) use the split string method to extract information from each line into a list. print the list to prove that this step is working correctly. d) convert the exam scores to type int and calculate the student’s average. display those items to prove this step is working correctly. e) create a tuple containing the six items for each student (name, exam scores, exam mean). display the tuples to prove this step is working correctly. (optionally, you may want to have the exam scores in a list so your tuple is (name, scores_list, f) append each tuple to a list. display the list to prove this step is working correctly. g) use the sort list method to re-order the tuples in the list. display the list to prove this step is working correctly. h) use a for statement to display the contents of the list as a table (with appropriate formatting). i) use a for statement to calculate the average of all scores on exam #1, then display the results. note that you could have calculated this average within the first loop, but we are explicitly requiring you to do this calculation by looping though your list of tuples. j) add the logic to calculate the average of all scores on exam #2, then display the results.