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Last active December 6, 2022 12:40
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Empirical simulation to show how peeking inflates false discovery rate
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{
"cells": [
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from scipy.stats import norm, t\n",
"import numpy as np\n",
"from concurrent.futures import ProcessPoolExecutor\n",
"from functools import partial\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# p1 > p2\n",
"def proportion_test_1side(p_treat, p_control, n_treat, n_control):\n",
" pooled_p = (p_treat*n_treat+p_control*n_control) / (n_treat+n_control)\n",
" standard_error = (pooled_p * (1 - pooled_p) * (1/n_treat + 1/n_control)) ** 0.5\n",
" z = (p_treat - p_control) / standard_error\n",
" prob = 1 - norm.cdf(z)\n",
" return prob\n",
"\n",
"# wrapper for proportion test to accept an input that is an array of [p1, p2, n]\n",
"def proportion_test_arr(arr):\n",
" return proportion_test_1side(arr[0], arr[1], arr[2], arr[2])\n",
"\n",
"# wrap proportion_test_arr using apply_along_axis to take advantage of faster operation on a numpy array\n",
"def np_apply_test(axis, arr):\n",
" # apply the input function along the axis of the numpy array arr\n",
" return np.apply_along_axis(proportion_test_arr, axis, arr)\n",
"\n",
"# function to parallel process\n",
"def parallel_apply(df, axis, n_core=16):\n",
" # set up threadpool\n",
" pool = ProcessPoolExecutor(max_workers = n_core)\n",
" # split numpy array into roughly equal chunks\n",
" df_split = np.array_split(df, n_core)\n",
" # create a partial that acts on numpy arrays\n",
" apply_partial = partial(np_apply_test, axis)\n",
" # parallel map\n",
" results = pool.map(apply_partial, df_split)\n",
" \n",
" return np.concatenate(list(results))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def no_peek_simulation(sample_size, p1=0.05, p2=0.05, num_sims=1000):\n",
" # creates two arrays that are (num_sims, ) where each entry is the result of sample_size binomial draws\n",
" a = np.random.binomial(n=sample_size, p=p1, size=num_sims)\n",
" b = np.random.binomial(n=sample_size, p=p2, size=num_sims)\n",
" diff = np.stack((a / sample_size, b / sample_size, np.ones(num_sims)*sample_size), axis=-1)\n",
" return diff\n",
"\n",
"def peek_simulation(sample_size, peak_interval=100, p1=0.05, p2=0.05, num_sims=1000):\n",
" # create two matrices that are (num_sims, sample_size/peak interval)\n",
" # same number of simulations, just separating out the peaks\n",
" # cumsum to calculate the effective sample size at each peak\n",
" a = np.random.binomial(n=peak_interval, p=p1, size=(num_sims, int(sample_size / peak_interval))).cumsum(axis=1)\n",
" b = np.random.binomial(n=peak_interval, p=p2, size=(num_sims, int(sample_size / peak_interval))).cumsum(axis=1)\n",
" denom = (np.ones((num_sims, int(sample_size / peak_interval)))*peak_interval).cumsum(axis=1)\n",
" diff = np.stack((np.divide(a, denom), np.divide(b, denom), denom), axis=-1)\n",
" return diff"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Percent of simulations that found significant difference: 4.7%\n"
]
}
],
"source": [
"NUM_SIMULATION = 5000\n",
"CONVERSION_RATE1 = 0.2\n",
"CONVERSION_RATE2 = 0.2\n",
"SAMPLE_SIZE = 10000\n",
"P_THRESHOLD = 0.05\n",
"\n",
"no_peek_data = no_peek_simulation(sample_size=SAMPLE_SIZE, p1=CONVERSION_RATE1, p2=CONVERSION_RATE2, num_sims=NUM_SIMULATION)\n",
"# percentage of the all simulations that resulted in a \"significant\" result in successfully rejecting the null hypothesis of rate 1 <= rate 2\n",
"print('Percent of simulations that found significant difference: {:.1%}'.format(sum((parallel_apply(no_peek_data, axis=1)) < P_THRESHOLD) / NUM_SIMULATION))"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Percent of simulations that found significant difference with peeking: 27.1%\n"
]
}
],
"source": [
"peek_data = peek_simulation(sample_size=SAMPLE_SIZE, peak_interval=200, p1=CONVERSION_RATE1, p2=CONVERSION_RATE2, num_sims=NUM_SIMULATION)\n",
"peek_stats = parallel_apply(peek_data, axis=2, n_core=16)\n",
"# percentage of the all simulations that resulted in a \"significant\" result in successfully rejecting the null hypothesis of rate 1 <= rate 2, with peeking\n",
"print('Percent of simulations that found significant difference with peeking: {:.1%}'.format(sum((peek_stats < P_THRESHOLD).sum(axis=1) > 0) / NUM_SIMULATION))"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1008x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plot 5 simulations as the p-value evolves at each peek point\n",
"# showing clear dips below the critical threshold of 5% despite no underlying different between the two groups\n",
"\n",
"font = {'family' : 'Arial',\n",
" 'weight': 'normal',\n",
" 'size' : 20}\n",
"\n",
"plt.rc('font', **font)\n",
"\n",
"fig, ax = plt.subplots(figsize=(14,8))\n",
"plt.xlabel('number of observations')\n",
"plt.ylabel('p-value')\n",
"\n",
"x = (np.array(range(peek_stats.shape[1])) + 1) * 200\n",
"ax.plot(x, np.ones(len(x))*P_THRESHOLD)\n",
"for i in range(5, 10):\n",
" ax.plot(x, peek_stats[i, ], '-', linewidth=1)\n",
"\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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