Was running QA on a piece I wrote, and I have no idea why the last if statement won't return anything

Running on python 3.8

I was creating a menu when I realized that I needed a way to "loop" the menu if the user tried to make an invalid selection, but the final if statement basically doesn't evaluate at all.

def menu():
    print("1) Generator Parameters\n2) AI Parameters\n3) Help")

    choice = input("\nX ")

    # converting choice to an int here
    choice = int(choice)

    if choice == 1:
        clear()
        print("You are in the Generator sub-menu")

    if choice == 2:
        clear()
        print("You are  in the AI sub-menu")

    if choice == 3:
        clear()
        print("You are in the help sub-menu")

    if 0 >= choice > 3:
        clear()
        print("Please make a valid selection\n")
        input()


menu()

I've looked through other solutions for similar issue, however most of them being in different languages I wasn't able to identify a possible problem. (I'm new to programming)

I've run inputs 1, 2 and 3 all successfully, but anything other than those evaluates to just a blank line and a code 0.

Any ideas why I'm not getting anything?