Python Math: Casino simulation

Last update on April 24 2025 12:44:13 (UTC/GMT +8 hours)

70. Casino Simulation

Write a Python program for a casino simulation.

Sample Solution:

Python Code:

#https://gist.github.com/ivanGzz/243a453ba6499a49027c19cac60471f6
import random
import math

limit = 1000
acc = 0
results = []
exp = 1000


for i in range(exp):
  color = 0
  amount = 10000
  max_amount = amount
  bid = 1
  count = 0
  while count < limit and amount > 0 :
    amount = amount - bid
    next = random.randint(0, 1)
    if next == color :
      amount = amount + bid + bid
      bid = 1
      # color = 1 if color == 0 else 0
      if amount > max_amount:
        max_amount = amount
    else :
      bid = bid + bid
    count = count + 1
  acc = acc + max_amount
  results.append(max_amount)
  print("Exp {}".format(i))

avg = acc / exp
acc = 0
for i in range(len(results)):
  acc = acc + math.pow(results[i] - avg, 2)
std = math.sqrt(acc / exp)

print("Average max amount earned {} with standard deviation {}".format(avg, std))

Sample Output:

Exp 0                                                                                                         
Exp 1                                                                                                         
Exp 2                                                                                                         
Exp 3                                                                                                         
Exp 4                                                                                                         
Exp 5    
----
Exp 998                                                                                                       
Exp 999                                                                                                       
Average max amount earned 10489.705 with standard deviation 56.22367806360589

Flowchart:

$Flowchart: Casino simulation$

For more Practice: Solve these Related Problems:

Write a Python program to simulate a casino game over 1000 rounds, tracking wins and losses, and printing the average payout and standard deviation.
Write a Python function that runs a casino simulation with randomized bets and outcomes, then computes overall earnings and win rates.
Write a Python script to simulate a slot machine game where each spin is a random event, and then calculate the total earnings after 500 spins.
Write a Python program to simulate multiple casino games concurrently using threading, then aggregate and print the final average earnings.

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Python Code Editor:

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