功能特性A/B实验活动

import random
from collections import defaultdict

# 模拟用户点击数据
def simulate_user_clicks(num_users, button_color):
    clicks = random.random() < 0.5  # 假设点击率为50%
    return clicks

# A/B测试主函数
def ab_test(num_users_per_group):
    group_a_clicks = 0
    group_b_clicks = 0
    
    for _ in range(num_users_per_group):
        if simulate_user_clicks(1, 'red'):  # 假设组A为红色按钮
            group_a_clicks += 1
        if simulate_user_clicks(1, 'blue'):  # 假设组B为蓝色按钮
            group_b_clicks += 1
            
    return group_a_clicks, group_b_clicks

# 运行测试并输出结果
num_users_per_group = 1000
group_a_clicks, group_b_clicks = ab_test(num_users_per_group)
print(f"Group A (Red Button) Clicks: {group_a_clicks}")
print(f"Group B (Blue Button) Clicks: {group_b_clicks}")