Tukukkk

I tried everything to make it work but the mode and weight category didnt work i want to ask if anyone can help fix the code and make it work. its just the basics but i hope someone can help me.

import statistics

user_stats = 





def program_menu():

print("Welcome message to the user to explain what the programm is going to do")

choice = continue_choice()

if choice.lower() == 'y':

    stats = collect_user_health_stats('y')

    print("there are ", len(stats), "in the data set.")

    print("The values as follows:", end=" ")

    print(stats)

    get_lowest(stats, 'age')

    get_highest(stats, 'age')

    get_average(stats, 'age')

    get_mean(stats, 'age')

   # get_mode(stats, 'age')

    get_range(stats, 'age')

    get_lowest(stats, 'weight')

    get_highest(stats, 'weight')

    get_average(stats, 'weight')

    get_mean(stats, 'weight')

    #get_mode(stats, 'weight')

    get_range(stats, 'weight')

    get_lowest(stats, 'height')

    get_highest(stats, 'height')

    get_average(stats, 'height')

    get_mean(stats, 'height')

    #get_mode(stats, 'height')

    get_range(stats, 'height')

    get_lowest(stats, 'bmi')

    get_highest(stats, 'bmi')

    get_average(stats, 'bmi')

    get_mean(stats, 'bmi')

    #get_mode(stats, 'bmi')

    get_range(stats, 'bmi')





else:

    return





def continue_choice():

print("Would you like to continue? (Y/N)", end=" ")

choice = str(input()).upper()

print(choice)

while choice != "Y" and choice != "N":

    print("invalid option:Would you like to continue ?(Y/N) . ")

    choice = str(input()).upper()

return choice



def collect_user_health_stats(choice):

while choice == 'y':

    height = get_user_height()

    weight = get_user_weight()

    age = get_user_age()

    bmi = weight / height

    bmi = round((bmi / height),2)

    weight_category = weight_category(bmi)



    user_stats.append({'height': height, 'weight': weight, 'age': age, 'bmi': bmi, 'weight_category': weight_category})

    print("Do you want to enter stats for another person? (Y/N)", end=" ")

    choice = continue_choice()

    print(choice)

    collect_user_health_stats(choice.lower())

return user_stats



def get_user_height():

height = get_height_input()

param = get_height_measured_input()

height = calculate_height(float(height), str(param))

return height





def get_height_input():

print("Please enter person height!", end=" ")

height = eval(input())

if not height or type(height) not in (float, int):

    print("Invalid height entered!")

    get_height_input()

return height





def get_height_measured_input():

print("Height measured in meters(m) or feet (ft) or inches (in) ?", end=" ")

param = input()

if not param or type(param) != str or str(param) not in ('m', 'meters', 'ft', 'feet', 'in', 'inches',):

    print("Invalid choice selected")

    get_height_measured_input()

return param





def calculate_height(height, param):

if param == 'ft' or param == 'feet':

    return height / 3.2808  # 1 meter = 3.2808 feet

elif param == 'in' or param == 'inches':

    return height / 39.370  # 1 meter = 39.3701 inch

else:

    return height





def get_user_weight():

weight = get_weight_input()

param = get_weight_measured_input()

weight = calculate_weight(float(weight), str(param))

return weight





def get_weight_input():

print("Please enter person weight!", end=" ")

weight = eval(input())

if not weight or type(weight) not in (float, int):

    print("Invalid weight entered!")

    get_weight_input()

return weight





def get_weight_measured_input():

print("Weight measured in pounds(lb) or stone (st) or kilograms (kg) ?", end=" ")

param = input()

if not param or type(param) != str or str(param) not in ('lb', 'pounds', 'st', 'stone', 'kg', 'kilograms',):

    print("Invalid choice selected")

    get_weight_measured_input()

return param





def calculate_weight(weight, param):

if param == 'lb' or param == 'pounds':

    return weight / 2.2046  # 1 kg = 2.2046 pounds

elif param == 'st' or param == 'stone':

    return weight / 0.15747  # 1 kg = 0.15747 stone

else:

    return weight





def get_user_age():

print("Please enter person age", end=" ")

age = eval(input())

if not age or type(age) not in (float, int):

    print("Invalid age entered!")

    get_user_age()

return int(age)



def weight_category(bmi):





if bmi <= 18.5:

   print(" You are underweight.")

elif bmi > 18.5 and bmi < 25:

   print(" You are Healty.")



elif bmi > 25 and bmi < 30:

   print("You are overweight.")



elif bmi > 30:

   print("You are obese.")



else:



  print(" Ther is an error please try again")

return weight_category



def spread_stats(stats, key):

return [x[key] for x in stats]





def get_average(stats, key):

# this function return average from list

sum_total = sum(spread_stats(stats, key))

avg = sum_total / len(spread_stats(stats, key))

print("The average {key} in the list is :".format(key=key), avg)

return round((avg),2)





def get_lowest(stats, key):

# this function return max from list

value = min(spread_stats(stats, key))

print("The lowest {key} entered is :".format(key=key), value)

return value





def get_highest(stats, key):

# this function return max from list

value = max(spread_stats(stats, key))

print("The highest {key} entered is :".format(key=key), value)

return value





def get_mean(stats,key):

numbers = spread_stats(stats, key)

value = float(sum(numbers)) / max(len(numbers), 1)

print("The mean {key} entered is :".format(key=key), value)

return round((value),2)





def get_mode(stats,key):

numbers = spread_stats(stats, key)

value = statistics.mode(numbers)

print("The mode {key} entered is :".format(key=key), value)

return round((value),2)





def get_range(stats,key):

numbers = spread_stats(stats, key)

range =  max(numbers) - min(numbers)

print("The range {key} entered is : {minimum} - {maximum}".format(key=key,minimum = min(numbers), maximum = max(numbers)))

return range

program_menu()