text: import numpy as np
  import pandas as pd
  
  sample_size = 5
  lift = .3
  control_rate = .5
  name_rate = (1 + lift) * control_rate
  
  sample_control = np.random.choice(['yes', 'no'], size=int(sample_size/2), p=[control_rate,1-control_rate])
  sample_name = np.random.choice(['yes', 'no'], size=int(sample_size/2), p=[name_rate, 1-name_rate])
  
  group = ['control']*int(sample_size/2) + ['name']*int(sample_size/2)
  outcome = list(sample_control) + list(sample_name)
  sim_data = {"Button": group, "Opened": outcome}
  sim_data = pd.DataFrame(sim_data)
  print(sim_data)