From 6dd9ae62d00d865095f6dcef99a661b05d45071b Mon Sep 17 00:00:00 2001 From: silverdawn <14142694+dataninj4@users.noreply.github.com> Date: Fri, 7 Jan 2022 23:57:51 +0100 Subject: [PATCH] Update 04 - AB testing revenues.ipynb Python 3.7.11 --- 04 - AB testing revenues.ipynb | 1513 +++++++++++++++++--------------- 1 file changed, 799 insertions(+), 714 deletions(-) diff --git a/04 - AB testing revenues.ipynb b/04 - AB testing revenues.ipynb index 6564778..6e97e00 100644 --- a/04 - AB testing revenues.ipynb +++ b/04 - AB testing revenues.ipynb @@ -1,739 +1,824 @@ { - "metadata": { - "name": "", - "signature": "sha256:0d3daaa825387da96223e69307ec9d26e71f0429b7e18f63df34b09555db8566" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ + "cells": [ { - "cells": [ - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import numpy as np\n", - "import pandas as pd\n", - "import seaborn as sns\n", - "from pylab import *\n", - "from IPython.display import Image\n", - "import matplotlib.ticker as mtick\n", - "\n", - "import scipy.stats as stats\n", - "import statsmodels.stats.weightstats as wstats\n", - "from collections import OrderedDict\n", - "\n", - "import brewer2mpl\n", - "brewer_set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n", - "\n", - "from __future__ import print_function\n", - "from __future__ import division\n", - "%matplotlib inline" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 1 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "Image('https://cloud.githubusercontent.com/assets/5244286/7023667/ded3b0be-dd2e-11e4-9e6e-2ffede5f122c.png', retina=True)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": { - "png": { - "height": 373, - "width": 665 - } - }, - "output_type": "pyout", - "png": 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+fPyH/Ksi9b87t27oXNSrsO/wDp3zdWQoANuvWfXBhpnPIgjg7+PtWzt37Rkn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xDJfffOvlufnJ3XvXDwybrx75ztS1lWbLPH1yfqX+2sHH9j779OPHTxvT09O+az/37DZWb920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cr5Dc4/HU1zdiHrit7djY2FjsFDCnmxEQ4w+Zi5t7mG2LFYGsWDMyX/IR8AlOtJYnH2oH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\nGi++eN3GjRtXrlp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EiIAmCFAt16QjSAYRIAJEgAgQASJABIgAESACRIAIpCMC/w0R6ly/\nNHKnuAAAAABJRU5ErkJggg==\n", - "prompt_number": 4, - "text": [ - "" - ] - } - ], - "prompt_number": 4 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Currently, we are selling extra life for $1.99. \n", - "\n", - "Director of Marketing is convinced that game does not convert as many players into payers as competitors and wants to lower the price for extra life.\n", - "\n", - "#### Consider\n", - "* There are multiple items to buy in game (lives, boosters, blenders, etc)\n", - "* We expect more people to make a $0.99 purchase, so we hope to make more money overall, even at lower price\n", - "\n", - "#### A/B test Design\n", - "* We will show A/B test to new users only\n", - "* Will run for 2 months\n", - "* We will measure overall revenue per user in the first 30 days\n", - "* Null-hypothesis: we make more money from $0.99 group\n", - "\n", - "#### Measurements\n", - "* Difference in Average Revenue Per User (ARPU) in 30 days\n", - "* Difference in Conversion Rate (%% of users who make at least 1 purchase)\n" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Let's generate some fake data\n", - "conversion_a = 0.015 # higher conversion rate in group A\n", - "conversion_b = 0.013 # higher conversion rate in group B\n", - "installs_a = 30000 # cohort sizes are equal, for simplicity\n", - "installs_b = 30000\n", - "payers_a = int(installs_a * conversion_a)\n", - "payers_b = int(installs_b * conversion_b)\n", - "print('payers A', payers_a)\n", - "print('payers B', payers_b)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "payers A 450\n", - "payers B 390\n" - ] - } - ], - "prompt_number": 2 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Check that the difference in Conversion Rates is statistically significant for Alpha=0.05\n", - "\n", - "from statsmodels.stats.proportion import proportions_ztest\n", - "count = np.array([payers_a,payers_b])\n", - "nobs = np.array([installs_a, installs_b])\n", - "z,p = proportions_ztest(count, nobs, value=0, alternative='two-sided')\n", - "print(' z-stat = {z} \\n p-value = {p}'.format(z=z,p=p))" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - " z-stat = 2.08484201145 \n", - " p-value = 0.0370836438406\n" - ] - } - ], - "prompt_number": 3 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "p-value is less than 0.05. Therefore, we have improved conversion rate (% of users who have paid in the first 30 days) significantly." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig, ax = plt.subplots(figsize=(8,4))\n", - "\n", - "x = [0,1]\n", - "y = [payers_a/installs_a, payers_b/installs_b]\n", - "ax.bar(x, y, align='center', width=.8)\n", - "ax.set_xticks(x)\n", - "ax.set_xticklabels(['$0.99', '$1.99'])\n", - "xlim(-.5,1.5)\n", - "\n", - "for xx, yy in zip(x,y):\n", - " ax.text(xx, yy*.7, '%0.2f%%'%(100*yy),ha='center', va='bottom', fontdict={'size':18,'weight':'bold','color':(0.9,.9,.9)})\n", - "ax.yaxis.set_major_formatter(FuncFormatter(lambda x, pos=0: '%0.0f%%'%(100.0*x)))\n", - "title('Conversion Rate', fontdict={'size':16})\n", - "pass\n", - "# fig.savefig('04.01 conversion rate.png', bbox_inches='tight', pad_inches=0.2 ,dpi=200)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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Those distributions are taken from a thin air, just so that we have \n", - "# a very skewed distribution. I don't care whether those numbers look realistic for a mobile casual game, as long as I can \n", - "# show the point. \n", - "np.random.seed(8) # fix seed for reproducability\n", - "\n", - "revenues_a = np.clip(np.random.gamma(.7, 10, payers_a).astype(np.int),1,1000)*np.clip(np.random.gamma(1, 25, payers_a).round(2), .99, 99)\n", - "revenues_b = np.clip(np.random.gamma(.7, 13, payers_b).astype(np.int),1,1000)*np.clip(np.random.gamma(1, 30, payers_b).round(2), 2.99, 99)\n", - "\n", - "print('A: ARPU={}, min={}, max={}'.format(revenues_a.mean(), revenues_a.min(), revenues_a.max()) )\n", - "print('B: ARPU={}, min={}, max={}'.format(revenues_b.mean(), revenues_b.min(), revenues_b.max()) )\n", - "\n", - "pd.set_option('display.precision', 2)\n", - "pd.DataFrame(data=revenues_a, columns=['0.99']).describe().join(pd.DataFrame(data=revenues_b, columns=['1.99']).describe())" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "A: ARPU=151.862066667, min=0.99, max=3960.0\n", - "B: ARPU=214.217692308, min=2.99, max=3647.8\n" - ] - }, - { - "html": [ - "
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" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 5, - "text": [ - " 0.99 1.99\n", - "count 450.0 390.0\n", - "mean 151.9 214.2\n", - "std 325.3 372.4\n", - "min 1.0 3.0\n", - "25% 20.8 26.5\n", - "50% 55.3 69.4\n", - "75% 147.3 231.3\n", - "max 3960.0 3647.8" - ] - } - ], - "prompt_number": 5 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "x = [0,1]\n", - "y = [revenues_a.mean(), revenues_b.mean()]\n", - "fig, ax = plt.subplots(figsize=(8,4))\n", - "ax.bar(x, y, align='center', width=.8)\n", - "ax.set_xticks(x)\n", - "ax.set_xticklabels(['$0.99', '$1.99'])\n", - "xlim(-.5,1.5)\n", - "\n", - "for xx, yy in zip(x,y):\n", - " ax.text(xx, yy*.7, '$%0.2f'%(yy),ha='center', va='bottom', fontdict={'size':18,'weight':'bold','color':(0.9,.9,.9)})\n", - "ax.yaxis.set_major_formatter(FuncFormatter(lambda x, pos=0: '$%0.02f'%(x)))\n", - "title('Average Revenue per Paying User', fontdict={'size':16})\n", - "# fig.savefig('04.02 ARPPU.png', bbox_inches='tight', pad_inches=0.2 ,dpi=200)\n", - "pass" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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X9l5k+9XKey8BFGWppvdeDGm1vHSFjtyK2IG7zGwqsI6wsAfCKOIx\nM1sPzAVu+Rifh8j2ZrP3nrvXpz2efoWK3nsxpjvUSZfRrYhFuofee6JwFxERiRmdcxcREYkZhbuI\niEjMKNxFRERiRuEuIiISMwp3ERGRmFG4i4iIxIzCXUREJGb+P78MOK+/aWavAAAAAElFTkSuQmCC\n", - "text": [ - "" - ] - } - ], - "prompt_number": 6 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# lets add all non-paying users to our dataset.\n", - "revenues_a = np.concatenate([np.zeros(installs_a-payers_a), revenues_a])\n", - "revenues_b = np.concatenate([np.zeros(installs_b-payers_b), revenues_b])\n", - "\n", - "print('A: ARPU={}, min={}, max={}'.format(revenues_a.mean(), revenues_a.min(), revenues_a.max()) )\n", - "print('B: ARPU={}, min={}, max={}'.format(revenues_b.mean(), revenues_b.min(), revenues_b.max()) )\n", - "\n", - "print('ARPU Difference: ', revenues_b.mean() - revenues_a.mean())\n", - "print('ARPU Uplift: ', (revenues_b.mean() - revenues_a.mean())/revenues_b.mean() )\n", - "\n", - "# -------- plot things -------\n", - "\n", - "fig, ax = plt.subplots(figsize=(8,4))\n", - "\n", - "x = [0,1]\n", - "y = [revenues_a.mean(), revenues_b.mean()]\n", - "ax.bar(x, y, align='center', width=.8)\n", - "ax.set_xticks(x)\n", - "ax.set_xticklabels(['$0.99', '$1.99'])\n", - "xlim(-.5,1.5)\n", - "\n", - "for xx, yy in zip(x,y):\n", - " ax.text(xx, yy*.7, '$%0.2f'%(yy),ha='center', va='bottom', fontdict={'size':18,'weight':'bold','color':(0.9,.9,.9)})\n", - "ax.yaxis.set_major_formatter(FuncFormatter(lambda x, pos=0: '$%0.02f'%(x)))\n", - "title('Average Revenue per User', fontdict={'size':16})\n", - "# fig.savefig('04.02 ARPU.png', bbox_inches='tight', pad_inches=0.2 ,dpi=200)\n", - "\n", - "pass" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "A: ARPU=2.277931, min=0.0, max=3960.0\n", - "B: ARPU=2.78483, min=0.0, max=3647.8\n", - "ARPU Difference: 0.506899\n", - "ARPU Uplift: 0.182021523755\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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CW2ja1MrURz9kxnNLufD0/WluaWXKwwvZsLEFgCfnreDJeSuy2tdN97+31ePt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\nRK5CYII=\n", - "text": [ - "" - ] + "cell_type": "code", + "execution_count": 24, + "id": "138fa2ce", + "metadata": {}, + "outputs": [], + "source": [ + "from __future__ import print_function\n", + "from __future__ import division\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "#from pylab import *\n", + "from IPython.display import Image\n", + "import matplotlib.ticker as mtick\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import scipy.stats as stats\n", + "import statsmodels.stats.weightstats as wstats\n", + "from collections import OrderedDict\n", + "\n", + "import brewer2mpl\n", + "brewer_set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "bdc451fb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": { + "image/png": { + "height": 373, + "width": 665 } - ], - "prompt_number": 7 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "$ \\mu_1 - \\mu2 = 0.5069 $\n", - "The difference between two cohorts is very substantial. But can we detect statistical significance?\n", - "\n", - "### Method-1: Classical t-test" + }, + "output_type": "execute_result" + } + ], + "source": [ + "Image('https://cloud.githubusercontent.com/assets/5244286/7023667/ded3b0be-dd2e-11e4-9e6e-2ffede5f122c.png', retina=True)" + ] + }, + { + "cell_type": "markdown", + "id": "5d6a5e8c", + "metadata": {}, + "source": [ + "Currently, we are selling extra life for $1.99. \n", + "\n", + "Director of Marketing is convinced that game does not convert as many players into payers as competitors and wants to lower the price for extra life.\n", + "\n", + "#### Consider\n", + "* There are multiple items to buy in game (lives, boosters, blenders, etc)\n", + "* We expect more people to make a $0.99 purchase, so we hope to make more money overall, even at lower price\n", + "\n", + "#### A/B test Design\n", + "* We will show A/B test to new users only\n", + "* Will run for 2 months\n", + "* We will measure overall revenue per user in the first 30 days\n", + "* Null-hypothesis: we make more money from $0.99 group\n", + "\n", + "#### Measurements\n", + "* Difference in Average Revenue Per User (ARPU) in 30 days\n", + "* Difference in Conversion Rate (%% of users who make at least 1 purchase)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "456fa806", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "payers A 450\n", + "payers B 390\n" ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "Image('https://cloud.githubusercontent.com/assets/5244286/7023836/39194d94-dd30-11e4-9b54-de15f2743142.png', retina=True)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": { - "png": { - "height": 388, - "width": 615 - } - }, - "output_type": "pyout", - "png": 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VjPezGX5MmqxVSjUdxFGnsuWdideMmiPSLcpjFgkgJ7Dacb0x7eGgLHVdj8cQ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\nws2v2rUYzqowrLPgH86wJ9w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mYyE0mIC0iaYrmeDGxktVJDLNKS87tdhvY8JFVR7m38Ak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iQ2HvuZTBSQz6RpdIOVNK9TOVN8BUf5e1zo8qfkF8Y93obKNR9GSmfr3ZrN2jSZKtICF1nP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bUuDidoUl/FMCVyJyWJGGIg2KHCs1MI2yVoUlr8zl4YMCyTb4E48//vDDxsLkyWee81E0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\ngBJoGQSsr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- "prompt_number": 16, - "text": [ - "" - ] - } - ], - "prompt_number": 16 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Welch's t-test\n", - "\n", - "### $t = \\frac{\\overline{x_1} - \\overline{x_2}}{\\sqrt{\\frac{S_1^2}{n_1} + \\frac{S_2^2}{n_2}}} $\n", - "\n", - "### $CI = (\\overline{x_1} - \\overline{x_2} ) \u00b1 t_{critical} \\cdot \\sqrt{\\frac{S_1^2}{n_1} + \\frac{S_2^2}{n_2}} $" + } + ], + "source": [ + "# Let's generate some fake data\n", + "conversion_a = 0.015 # higher conversion rate in group A\n", + "conversion_b = 0.013 # higher conversion rate in group B\n", + "installs_a = 30000 # cohort sizes are equal, for simplicity\n", + "installs_b = 30000\n", + "payers_a = int(installs_a * conversion_a)\n", + "payers_b = int(installs_b * conversion_b)\n", + "print('payers A', payers_a)\n", + "print('payers B', payers_b)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "4e5eb413", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " z-stat = 2.0848420114464243 \n", + " p-value = 0.03708364384057536\n" ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import scipy.stats as stats\n", - "t, p = stats.ttest_ind(revenues_a, revenues_b, axis=0, equal_var=False)\n", - "print(' t-stat = {t} \\n p-value = {p}'.format(t=t,p=p/2))" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - " t-stat = -1.3370559756 \n", - " p-value = 0.0906047468178\n" - ] - } - ], - "prompt_number": 8 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We failed to reject Null-hypothesis, based on $\\alpha=0.05$\n", - "Does that mean that we users in $1.99 group paid more due to pure randomness, and we should roll lower price point for everyone?" + } + ], + "source": [ + "# Check that the difference in Conversion Rates is statistically significant for Alpha=0.05\n", + "\n", + "from statsmodels.stats.proportion import proportions_ztest\n", + "count = np.array([payers_a,payers_b])\n", + "nobs = np.array([installs_a, installs_b])\n", + "z,p = proportions_ztest(count, nobs, value=0, alternative='two-sided')\n", + "print(' z-stat = {z} \\n p-value = {p}'.format(z=z,p=p))" + ] + }, + { + "cell_type": "markdown", + "id": "f4e05673", + "metadata": {}, + "source": [ + "p-value is less than 0.05. Therefore, we have improved conversion rate (% of users who have paid in the first 30 days) significantly." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "30ad1961", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "sns.set_style('darkgrid')\n", + "fig, ax = plt.subplots(figsize=(8,4))\n", + "\n", + "x = [0,1]\n", + "y = [payers_a/installs_a, payers_b/installs_b]\n", + "ax.bar(x, y, align='center', width=.8)\n", + "ax.set_xticks(x)\n", + "ax.set_xticklabels(['$0.99', '$1.99'])\n", + "plt.xlim(-.5,1.5)\n", + "\n", + "# value labels\n", + "for xx, yy in zip(x,y):\n", + " ax.text(xx, yy*.7, '%0.2f%%'%(100*yy),ha='center', va='bottom', fontdict={'size':18,'weight':'bold','color':(0.9,.9,.9)})\n", + "#ax.yaxis.set_major_formatter(FuncFormatter(lambda x, pos=0: '%0.0f%%'%(100.0*x)))\n", + "plt.title('Conversion Rate', fontdict={'size':16})\n", + "pass\n", + "# fig.savefig('04.01 conversion rate.png', bbox_inches='tight', pad_inches=0.2 ,dpi=200)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "401fe009", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "A: ARPU=151.86206666666666, min=0.99, max=3960.0\n", + "B: ARPU=214.2176923076923, min=2.99, max=3647.7999999999997\n" ] }, { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Method-2. Split 5 technique" + "data": { + "text/html": [ + "
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0.991.99
count450.00390.00
mean151.86214.22
std325.31372.41
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25%20.8226.52
50%55.3169.44
75%147.27231.28
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" + ], + "text/plain": [ + " 0.99 1.99\n", + "count 450.00 390.00\n", + "mean 151.86 214.22\n", + "std 325.31 372.41\n", + "min 0.99 2.99\n", + "25% 20.82 26.52\n", + "50% 55.31 69.44\n", + "75% 147.27 231.28\n", + "max 3960.00 3647.80" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Let's generate some random payment data. Those distributions are taken from a thin air, just so that we have \n", + "# a very skewed distribution. I don't care whether those numbers look realistic for a mobile casual game, as long as I can \n", + "# show the point. \n", + "np.random.seed(8) # fix seed for reproducability\n", + "\n", + "# Clip (limit) the values in an array.\n", + "revenues_a = np.clip(np.random.gamma(.7, 10, payers_a).astype(np.int32),1,1000)*np.clip(np.random.gamma(1, 25, payers_a).round(2), .99, 99)\n", + "revenues_b = np.clip(np.random.gamma(.7, 13, payers_b).astype(np.int32),1,1000)*np.clip(np.random.gamma(1, 30, payers_b).round(2), 2.99, 99)\n", + "\n", + "print('A: ARPU={}, min={}, max={}'.format(revenues_a.mean(), revenues_a.min(), revenues_a.max()) )\n", + "print('B: ARPU={}, min={}, max={}'.format(revenues_b.mean(), revenues_b.min(), revenues_b.max()) )\n", + "\n", + "pd.set_option('display.precision', 2)\n", + "pd.DataFrame(data=revenues_a, columns=['0.99']).describe().join(pd.DataFrame(data=revenues_b, columns=['1.99']).describe())" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "d20832d2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = [0,1]\n", + "y = [revenues_a.mean(), revenues_b.mean()]\n", + "fig, ax = plt.subplots(figsize=(8,4))\n", + "ax.bar(x, y, align='center', width=.8)\n", + "ax.set_xticks(x)\n", + "ax.set_xticklabels(['$0.99', '$1.99'])\n", + "plt.xlim(-.5,1.5)\n", + "\n", + "for xx, yy in zip(x,y):\n", + " ax.text(xx, yy*.7, '$%0.2f'%(yy),ha='center', va='bottom', fontdict={'size':18,'weight':'bold','color':(0.9,.9,.9)})\n", + "#ax.yaxis.set_major_formatter(FuncFormatter(lambda x, pos=0: '$%0.02f'%(x)))\n", + "plt.title('Average Revenue per Paying User', fontdict={'size':16})\n", + "# fig.savefig('04.02 ARPPU.png', bbox_inches='tight', pad_inches=0.2 ,dpi=200)\n", + "pass" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "c981939a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "A: ARPU=2.2779309999999997, min=0.0, max=3960.0\n", + "B: ARPU=2.78483, min=0.0, max=3647.7999999999997\n", + "ARPU Difference: 0.5068990000000002\n", + "ARPU Uplift: 0.22252605544241694\n" ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "np.random.seed(1)\n", - "revenues_b_s = np.array(revenues_b)" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 9 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "np.random.shuffle(revenues_b_s )\n", - "fig, ax = plt.subplots(figsize=(8,4))\n", - "revenues_b_s = revenues_b_s.reshape((5,6000))\n", - "bar(range(1,6), [revenues_b_s[i].mean() for i in range(5)],\n", - " color=brewer_set2[0], align='center', width=.8, label='ARPU $1.99' )\n", - "plot([-2, 6], [revenues_a.mean(), revenues_a.mean()], \n", - " color=brewer_set2[1], label='ARPU $0.99')\n", - "xlim(0.5, 5.5)\n", - "title('Split 5 test')\n", - "legend();" - ], - "language": "python", + "data": { + "image/png": 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\n", 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- "text": [ - "" - ] + "output_type": "display_data" + } + ], + "source": [ + "# lets add all non-paying users to our dataset.\n", + "revenues_a = np.concatenate([np.zeros(installs_a-payers_a), revenues_a])\n", + "revenues_b = np.concatenate([np.zeros(installs_b-payers_b), revenues_b])\n", + "\n", + "print('A: ARPU={}, min={}, max={}'.format(revenues_a.mean(), revenues_a.min(), revenues_a.max()) )\n", + "print('B: ARPU={}, min={}, max={}'.format(revenues_b.mean(), revenues_b.min(), revenues_b.max()) )\n", + "\n", + "print('ARPU Difference: ', revenues_b.mean() - revenues_a.mean())\n", + "print('ARPU Uplift: ', (revenues_b.mean() - revenues_a.mean())/revenues_a.mean() )\n", + "\n", + "# -------- plot things -------\n", + "\n", + "fig, ax = plt.subplots(figsize=(8,4))\n", + "\n", + "x = [0,1]\n", + "y = [revenues_a.mean(), revenues_b.mean()]\n", + "ax.bar(x, y, align='center', width=.8)\n", + "ax.set_xticks(x)\n", + "ax.set_xticklabels(['$0.99', '$1.99'])\n", + "plt.xlim(-.5,1.5)\n", + "\n", + "for xx, yy in zip(x,y):\n", + " ax.text(xx, yy*.7, '$%0.2f'%(yy),ha='center', va='bottom', fontdict={'size':18,'weight':'bold','color':(0.9,.9,.9)})\n", + "#ax.yaxis.set_major_formatter(FuncFormatter(lambda x, pos=0: '$%0.02f'%(x)))\n", + "plt.title('Average Revenue per User', fontdict={'size':16})\n", + "# fig.savefig('04.02 ARPU.png', bbox_inches='tight', pad_inches=0.2 ,dpi=200)\n", + "\n", + "pass" + ] + }, + { + "cell_type": "markdown", + "id": "f00dce5d", + "metadata": {}, + "source": [ + "$ \\mu_1 - \\mu2 = 0.5069 $\n", + "The difference between two cohorts is very substantial. But can we detect statistical significance?\n", + "\n", + "### Method-1: Classical t-test" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "3ddf7f17", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": { + "image/png": { + "height": 388, + "width": 615 } - ], - "prompt_number": 14 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's assume we know nothing about the distribution of Revenues per User. Null-hypothesis is that ARPU is the same between groups. Therefore, it could be higher or lower than average in control group with 50% chance.\n", - "\n", - "But in this case, all observations appear on the same side! The probability of this happenning under Null is 0.5**5 = 3%\n", - "\n", - "#### However, this technique is designed to be abused! Just change the seed and you have different scenario." + }, + "output_type": "execute_result" + } + ], + "source": [ + "Image('https://cloud.githubusercontent.com/assets/5244286/7023836/39194d94-dd30-11e4-9b54-de15f2743142.png', retina=True)" + ] + }, + { + "cell_type": "markdown", + "id": "02c454d0", + "metadata": {}, + "source": [ + "### Welch's t-test\n", + "\n", + "### $t = \\frac{\\overline{x_1} - \\overline{x_2}}{\\sqrt{\\frac{S_1^2}{n_1} + \\frac{S_2^2}{n_2}}} $\n", + "\n", + "### $CI = (\\overline{x_1} - \\overline{x_2} ) ± t_{critical} \\cdot \\sqrt{\\frac{S_1^2}{n_1} + \\frac{S_2^2}{n_2}} $" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "6498af2f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " t-stat = -1.337055975602803 \n", + " p-value = 0.09060474681783709\n" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Method-3. Brute-force sampling\n", - "\n", - "We observed the difference between ARPU = $0.507\n", - "\n", - "We can simulate the Null-hypothesis, to see how likely it is to get the difference as extreme as that, assuming that there is no difference between two groups." + } + ], + "source": [ + "import scipy.stats as stats\n", + "t, p = stats.ttest_ind(revenues_a, revenues_b, axis=0, equal_var=False)\n", + "print(' t-stat = {t} \\n p-value = {p}'.format(t=t,p=p/2))" + ] + }, + { + "cell_type": "markdown", + "id": "7a0a6aec", + "metadata": {}, + "source": [ + "We failed to reject Null-hypothesis, based on $\\alpha=0.05$\n", + "Does that mean that we users in $1.99 group paid more due to pure randomness, and we should roll lower price point for everyone?" + ] + }, + { + "cell_type": "markdown", + "id": "adf9b065", + "metadata": {}, + "source": [ + "### Method-2. Split 5 technique" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "35d31326", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(30000,)" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.random.seed(1)\n", + "revenues_b_s = np.array(revenues_b)\n", + "revenues_b_s.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "6f6ff272", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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jVF1dJZerxnQpLWaz2TrdPxocjnD17BlnugwgaAhhoBXsdod69/4n02Wcl872CXSgK+B2NAAAhhDCAAAYQggDAGAIIQwAgCGEMAAAhvDp6C7qop7dFeHoZrqMJpqbW9WEbxo8qq1mbVsAwUUId1ERjm5MyO7HtysiEcIAgovb0QAAGEIIAwBgiN/b0R6PR3PmzNHRo0dVX1+vu+66S8OHD/eNr1+/XqWlperVq5ckacGCBerbt29wKwYAIET4DeGysjLFxsZq8eLFqq6u1tixY5uE8L59+1RcXKz+/fsHvVAAAEKN3xAeOXKkRowY4Xttt9ubjO/bt0+rV69WVVWVhg0bpilTpgSnSgAAQpDfEI6OjpYkuVwuTZs2TTNmzGgynpqaquzsbDmdTk2dOlU7d+5UcnKy3ze0222KjY26sKpBD9tBqPXYbg8LuT8TAuPvvH20ts8Bf0Xp+PHj+sUvfqHs7GylpaX5tluWpdtuu00xMd/+bmdSUpL2798fMIS9XivgSi4d6fdFO6oLXQ2HHgcWaisOheoqSnwv+9cWf+f0OLDW5prfEP7yyy81efJkzZs3T4mJiU3GXC6XRo0apZdeeklRUVEqLy9XRkbGeZYNhLaONilKR/phyoQoQIAQfvLJJ1VbW6sVK1ZoxYoVkqTMzEydPn1aWVlZmjlzpnJzcxUeHq7ExEQlJSW1S9FAZ8GkKM1jQhQgQAgXFBSooKCg2fH09HSlp6e3dU0AAHQJTNYBAIAhhDAAAIYQwgAAGEIIAwBgCCEMAIAhhDAAAIYQwgAAGEIIAwBgCCEMAIAhNsuyrPZ8w8avjqv+f9f73adbN4cOnjzRThV1Pv16XCyPp+GCzkGP/WuLHkv02R96HHz0uH20pM/dJ80553auhAEAMKTdr4Q9Hm+Llnxi0vvmrRqaraqqUxd0DnrsX1v0WKLP/tDj4KPH7aMlfW5uBTOuhAEAMIQQBgDAEEIYAABDCGEAAAwhhAEAMIQQBgDAEEIYAABDCGEAAAwhhAEAMIQQBgDAEEIYAABDCGEAAAwhhAEAMIQQBgDAEIe/QY/Hozlz5ujo0aOqr6/XXXfdpeHDh/vGd+zYoeXLl8vhcCgjI0Pjx48PesEAAIQKvyFcVlam2NhYLV68WNXV1Ro7dqwvhD0ej4qKilRaWqrIyEhNnDhRycnJiouLa5fCAQDo7PyG8MiRIzVixAjfa7vd7vu6srJS8fHx6tGjhyRpyJAhqqio0K233ur3De12m2Jjoy6kZkj0sB3Q4+Cjx8FHj9tHa/vsN4Sjo6MlSS6XS9OmTdOMGTN8Yy6XSzExMU32dblcAd/Q67VUU1Pnd5+4uBi/41DAHgZCjwO70B5L9DkQehx89Lh9tDbXAn4w6/jx48rNzdWYMWOUlpbm2+50OuV2u32v3W53k1AGAAD++Q3hL7/8UpMnT9Z9992ncePGNRlLSEjQ4cOHVVNTo/r6elVUVGjQoEFBLRYAgFDi93b0k08+qdraWq1YsUIrVqyQJGVmZur06dPKysrSrFmzlJeXJ8uylJGRoYsvvrhdigYAIBT4DeGCggIVFBQ0O56SkqKUlJQ2LwoAgK6AyToAADCEEAYAwBBCGAAAQwhhAAAMIYQBADCEEAYAwBBCGAAAQwhhAAAMIYQBADCEEAYAwBBCGAAAQwhhAAAMIYQBADCEEAYAwBBCGAAAQwhhAAAMIYQBADCEEAYAwBBCGAAAQwhhAAAMIYQBADCEEAYAwBBCGAAAQwhhAAAMIYQBADCkRSG8d+9e5eTknLV9/fr1Sk1NVU5OjnJycvTxxx+3eYEAAIQqR6Ad1qxZo7KyMkVGRp41tm/fPhUXF6t///5BKQ4AgFAW8Eo4Pj5eS5cuPefYvn37tHr1ak2cOFGrVq1q8+IAAAhlAa+ER4wYoc8+++ycY6mpqcrOzpbT6dTUqVO1c+dOJScn+z2f3W5TbGxU66qFDz0MPnocfPQ4+Ohx+2htnwOGcHMsy9Jtt92mmJgYSVJSUpL2798fMIS9Xks1NXV+94mLi2ltWV1GoB4GQo8Du9AeS/Q5EHocfPS4fbQ211r96WiXy6VRo0bJ7XbLsiyVl5fzbBgAgPNw3lfCW7duVV1dnbKysjRz5kzl5uYqPDxciYmJSkpKCkaNAACEpBaFcJ8+fbRp0yZJUlpamm97enq60tPTg1IYAAChjsk6AAAwhBAGAMAQQhgAAEMIYQAADCGEAQAwhBAGAMAQQhgAAEMIYQAADCGEAQAwhBAGAMAQQhgAAEMIYQAADCGEAQAwhBAGAMAQQhgAAEMIYQAADCGEAQAwhBAGAMAQQhgAAEMIYQAADCGEAQAwhBAGAMAQQhgAAEMIYQAADCGEAQAwhBAGAMCQFoXw3r17lZOTc9b2HTt2KCMjQ1lZWdq0aVObFwcAQChzBNphzZo1KisrU2RkZJPtHo9HRUVFKi0tVWRkpCZOnKjk5GTFxcUFrVgAAEJJwCvh+Ph4LV269KztlZWVio+PV48ePRQeHq4hQ4aooqIiKEUCABCKAl4JjxgxQp999tlZ210ul2JiYnyvo6Oj5XK5Ar6h3W5TbGzUeZaJf0QPg48eBx89Dj563D5a2+eAIdwcp9Mpt9vte+12u5uEcnO8Xks1NXV+94mLC3yeri5QDwOhx4FdaI8l+hwIPQ4+etw+Wptrrf50dEJCgg4fPqyamhrV19eroqJCgwYNau3pAADocs77Snjr1q2qq6tTVlaWZs2apby8PFmWpYyMDF188cXBqBEAgJDUohDu06eP71eQ0tLSfNtTUlKUkpISnMoAAAhxTNYBAIAhhDAAAIYQwgAAGEIIAwBgCCEMAIAhhDAAAIYQwgAAGEIIAwBgCCEMAIAhhDAAAIYQwgAAGEIIAwBgCCEMAIAhhDAAAIYQwgAAGEIIAwBgCCEMAIAhhDAAAIYQwgAAGEIIAwBgCCEMAIAhhDAAAIYQwgAAGEIIAwBgCCEMAIAhhDAAAIY4Au3Q2Nio+fPn64MPPlB4eLgeeughff/73/eNr1+/XqWlperVq5ckacGCBerbt2/wKgYAIEQEDOHt27ervr5eJSUl2rNnjx555BGtXLnSN75v3z4VFxerf//+QS0UAIBQEzCE3377bQ0dOlSSNHDgQL333ntNxvft26fVq1erqqpKw4YN05QpU/yez263KTY26gJKhiR62A7ocfDR4+Cjx+2jtX0OGMIul0tOp9P32m63q6GhQQ7Ht4empqYqOztbTqdTU6dO1c6dO5WcnNzs+bxeSzU1dX7fMy4upqX1d1mBehgIPQ7sQnss0edA6HHw0eP20dpcC/jBLKfTKbfb7Xvd2NjoC2DLsnTbbbepV69eCg8PV1JSkvbv338+dQMA0GUFDOHBgwfr9ddflyTt2bNH/fr18425XC6NGjVKbrdblmWpvLycZ8MAALRQwNvRN998s3bt2qUJEybIsiwtWrRIW7duVV1dnbKysjRz5kzl5uYqPDxciYmJSkpKao+6AQDo9AKGcFhYmAoLC5tsS0hI8H2dnp6u9PT0Ni8MAIBQx2QdAAAYQggDAGAIIQwAgCGEMAAAhhDCAAAYQggDAGAIIQwAgCGEMAAAhhDCAAAYQggDAGAIIQwAgCGEMAAAhhDCAAAYQggDAGAIIQwAgCGEMAAAhhDCAAAYQggDAGAIIQwAgCGEMAAAhhDCAAAYQggDAGAIIQwAgCGEMAAAhhDCAAAYEjCEGxsbNW/ePGVlZSknJ0eHDx9uMr5jxw5lZGQoKytLmzZtClqhAACEmoAhvH37dtXX16ukpET33HOPHnnkEd+Yx+NRUVGR1q1bpw0bNqikpERVVVVBLRgAgFARMITffvttDR06VJI0cOBAvffee76xyspKxcfHq0ePHgoPD9eQIUNUUVERvGoBAAghjkA7uFwuOZ1O32u73a6GhgY5HA65XC7FxMT4xqKjo+Vyufyer1s3u+LiYvzuI0mrhmYH3Kcra0kPA6HH/rVFjyX67A89Dj563D5a2+eAV8JOp1Nut9v3urGxUQ6H45xjbre7SSgDAIDmBQzhwYMH6/XXX5ck7dmzR/369fONJSQk6PDhw6qpqVF9fb0qKio0aNCg4FULAEAIsVmWZfnbobGxUfPnz9fBgwdlWZYWLVqk/fv3q66uTllZWdqxY4eWL18uy7KUkZGhSZMmtVftAAB0agFDGAAABAeTdQAAYAghDACAIYQwAACGEMIB7N27Vzk5OabLCFkej0f33XefsrOzNW7cOL366qumSwo5Xq9Xs2fP1oQJEzRp0iQdOXLEdEkh66uvvlJSUpIqKytNlxKy0tPTlZOTo5ycHM2ePdt0ORcs4GQdXdmaNWtUVlamyMhI06WErLKyMsXGxmrx4sWqrq7W2LFjNXz4cNNlhZSdO3dKkp577jmVl5erqKhIK1euNFxV6PF4PJo3b566d+9uupSQ9c0330iSNmzYYLiStsOVsB/x8fFaunSp6TJC2siRIzV9+nTfa7vdbrCa0HTTTTdp4cKFkqRjx46pd+/ehisKTcXFxZowYYK+973vmS4lZB04cECnT5/W5MmTlZubqz179pgu6YIRwn6MGDHCNzsYgiM6OlpOp1Mul0vTpk3TjBkzTJcUkhwOh/Lz87Vw4UKNGDHCdDkh53e/+5169erlm2cfwdG9e3fl5eVp7dq1WrBgge699141NDSYLuuCEMIw7vjx48rNzdWYMWOUlpZmupyQVVxcrG3btmnu3Lmqq6szXU5IeeGFF/SnP/1JOTk5ev/995Wfn8+KckFw+eWXa/To0bLZbLr88ssVGxvb6fvMZR6M+vLLLzV58mTNmzdPiYmJpssJSZs3b9aJEyc0ZcoURUZGymazcdu/jW3cuNH3dU5OjubPn6+4uDiDFYWm0tJSHTx4UPPnz9eJEyfkcrk6fZ+5EoZRTz75pGpra7VixQrfJx7PnDljuqyQcsstt2j//v2aNGmS8vLyNGfOHEVERJguCzhv48aN06lTpzRx4kTNnDlTixYt6vSPDJm2EgAAQ7gSBgDAEEIYAABDCGEAAAwhhAEAMIQQBgDAEEIYAABDCGEAAAz5/1Id5pf66bXVAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "np.random.shuffle(revenues_b_s )\n", + "fig, ax = plt.subplots(figsize=(8,4))\n", + "revenues_b_s = revenues_b_s.reshape((5,6000))\n", + "plt.bar(range(1,6), [revenues_b_s[i].mean() for i in range(5)],\n", + " color=brewer_set2[0], align='center', width=.8, label='ARPU $1.99' )\n", + "plt.plot([-2, 6], [revenues_a.mean(), revenues_a.mean()], \n", + " color=brewer_set2[1], label='ARPU $0.99')\n", + "plt.xlim(0.5, 5.5)\n", + "plt.title('Split 5 test')\n", + "plt.legend();" + ] + }, + { + "cell_type": "markdown", + "id": "fecd896f", + "metadata": {}, + "source": [ + "Let's assume we know nothing about the distribution of Revenues per User. Null-hypothesis is that ARPU is the same between groups. Therefore, it could be higher or lower than average in control group with 50% chance.\n", + "\n", + "But in this case, all observations appear on the same side! The probability of this happenning under Null is 0.5**5 = 3%\n", + "\n", + "#### However, this technique is designed to be abused! Just change the seed and you have different scenario." + ] + }, + { + "cell_type": "markdown", + "id": "496c4969", + "metadata": {}, + "source": [ + "### Method-3. Brute-force sampling\n", + "\n", + "We observed the difference between ARPU = $0.507\n", + "\n", + "We can simulate the Null-hypothesis, to see how likely it is to get the difference as extreme as that, assuming that there is no difference between two groups." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "90052ada", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "combined_cohort_size 30000\n", + "Wall time: 10.2 s\n" ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "combined_revenues = np.concatenate([revenues_a, revenues_b])\n", - "combined_cohort_size = combined_revenues.shape[0]\n", - "sim_size = 10000\n", - "sim_diff = np.zeros(sim_size)\n", - "\n", - "np.random.seed(1)\n", - "for s in xrange(sim_size):\n", - " np.random.shuffle(combined_revenues)\n", - " sim_diff[s] = combined_revenues[:combined_cohort_size/2].mean() - combined_revenues[combined_cohort_size/2:].mean()" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 23 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "hist(sim_diff, bins=50, color=brewer_set2[0]);" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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- "text": [ - "" - ] - } - ], - "prompt_number": 24 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "(sim_diff>0.506899).sum()/sim_diff.shape[0]" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 26, - "text": [ - "0.087800000000000003" - ] - } - ], - "prompt_number": 26 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The probability of obtaining the difference as extreme as observed is 8.8%. This is very close to 9%, produced by Welch's t-test." + } + ], + "source": [ + "%%time\n", + "combined_revenues = np.concatenate([revenues_a, revenues_b])\n", + "combined_cohort_size = combined_revenues.shape[0]\n", + "print('combined_cohort_size ', int(combined_cohort_size*0.5))\n", + "sim_size = 10000\n", + "sim_diff = np.zeros(sim_size)\n", + "\n", + "np.random.seed(2)\n", + "for s in range(sim_size):\n", + " np.random.shuffle(combined_revenues)\n", + " sim_diff[s] = combined_revenues[:int(combined_cohort_size*0.5)].mean() - combined_revenues[int(combined_cohort_size*0.5):].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "3a45f7a6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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UAcAghDoAGIRQBwCDEOoAYBBCHQAMQqgDgEG48fQKVLFmlbwlpcUuA8ASINRXIG9J6aI3T5Cu3EABwHLF8AsAGIQzdWCFmZ5NLnqPS6feuxS5IdSBFYZ7l5qN4RcAMAhn6gZjlguw8hDqBks1y4UZLoC5GH4BAINwpg5AErNiTEGoA5DErBhTZDX88uqrryoSiUiSzp07p+bmZoXDYXV3d2t2dlaSNDAwoKamJoVCIQ0NDS1dxQCAlDKG+o9+9CMdPHhQiURCknTkyBG1trbq5MmTsm1bg4ODunDhgnp7e9Xf368TJ06op6dHU1NTS148AGC+jKEeDAb1+OOPz/08Njamuro6SVJ9fb3OnDmjs2fPqqamRh6PR36/X8FgUOPj40tXNQBgURnH1BsbG3X+/Pm5n23blsvlkiT5fD5Fo1HFYjH5/R98weLz+RSLxTI+uWW5FAiUZV2sZblz2t+pTOkDK0ch3q+mfC6K3UfOX5S63R+c3MfjcVVUVKi8vFzxeHze9qtDPpVk0tbk5OWsnzsQKMtpf6cqVB+LzWQArkUh3q98vrOX7rOd8zz1G264QSMjI5Kk4eFh1dbWqrq6WqOjo0okEopGo5qYmFBVVdW1VwwAuCY5n6m3t7ers7NTPT09qqysVGNjoyzLUiQSUTgclm3bamtrk9frXYp6sQiWAwBwRVahvm7dOg0MDEiS1q9fr76+vgX7hEIhhUKh/FaHrLAcAIAruPgIQFqprjSVuNrUiQj1ZYRhFhRDqitNJa42dSJCfRlhmAVAJqzSCAAGIdQBwCCEOgAYhFAHAIMQ6gBgEEIdAAzClEYA14xb4DkPoQ7gmnELPOdh+AUADEKoA4BBCHUAMAhj6kWUaoEuvmQCcK0I9SJKtUDX/9u+l1vRAbgmhLoDpZ9RAACpEeoA8o7568VDqAPIu1T/20w1tJiYmZbsQlRmPkIdQMGkC/tSt7Ug8Dmzzx2hDqDouDI1fwj1PGKKIpBfjM3njlDPo1ymKDJlEciMM/jc5TXUZ2dn9eCDD+rvf/+7PB6PDh06pOuuuy6fT+EIqc7IU2GKIoBCyWuoP/fcc5qamtLPf/5zvfLKK3r44Yf1wx/+MJ9PUVDpwpuQBuBEeQ310dFR3XTTTZKkzZs36y9/+Us+//w8uY5fpwvoqeSMPNbiLwXhDThPqrH2VJ/lfG2/lrH8Qn/X5rJtO2+zQx944AHdcsst2rFjhyRp586deu6551RSwtA9ABRCXldpLC8vVzwen/t5dnaWQAeAAsprqG/ZskXDw8OSpFdeeUVVVVX5/PMAgAzyOvxyZfbLP/7xD9m2rcOHD2vDhg35+vMAgAzyGuoAgOLizkcAYBBCHQAMQqgDgEEcH+rPPvus7r333kUfO3TokJqamhSJRBSJRBSNRgtcXfbS9TEwMKCmpiaFQiENDQ0VuLLsvPfee/r2t7+tcDisu+66S++8886CfZx6PGZnZ9XV1aW9e/cqEono3Llz8x5//vnndfvtt2vv3r0aGBgoUpWZZerjqaee0q233jr3+v/zn/8sUqWZvfrqq4pEIgu2L5djcUWqPop6LGwHe+ihh+zGxka7tbV10cf37dtnv/322wWuKnfp+njrrbfsXbt22YlEwr506dLcv53mxz/+sf3YY4/Ztm3bv/3tb+2HHnpowT5OPR7PPPOM3d7ebtu2bb/88sv2gQMH5h6bmpqyb775ZntyctJOJBJ2U1OT/dZbbxWr1LTS9WHbtn3vvffaf/7zn4tRWk6OHz9u79q1y96zZ8+87cvpWNh26j5su7jHwtFn6lu2bNGDDz646GOzs7M6d+6curq6tG/fPj399NOFLS4H6fo4e/asampq5PF45Pf7FQwGNT4+XtgCs3D1EhD19fV68cUX5z3u5OORbvmKiYkJBYNBfexjH5PH49HWrVv10ksvFavUtDItwzE2Nqbjx4+rublZx44dK0aJWQkGg3r88ccXbF9Ox0JK3YdU3GPhiMs9f/GLX+gnP/nJvG2HDx/Wl7/8ZY2MjCz6O5cvX9Y3vvENfetb31IymdT+/fu1adMmXX/99YUoeVHX0kcsFpPf/8EaFj6fT7FYbEnrzGSxPj7xiU/M1enz+RYMrTjxeFwRi8VUXl4+97NlWZqZmVFJSYkjX/9U0vUhSbfeeqvC4bDKy8t1zz33aGhoSA0NDcUqN6XGxkadP39+wfbldCyk1H1IxT0Wjgj1PXv2aM+ePTn9zurVq7V//36tXr1akvT5z39e4+PjRQ2Ra+njw0srxOPxeW/sYlisj3vuuWeuzng8roqKinmPO/F4XJFu+Qonvv6ppOvDtm1985vfnKt9x44d+utf/+rIUE9lOR2LdIp9LBw9/JLOa6+9pnA4rGQyqenpaf3pT3/S5z73uWKXlbPq6mqNjo4qkUgoGo1qYmLCkcsrbNmyRb///e8lScPDw9q6deu8x518PNItX7FhwwadO3dOk5OTmpqa0ksvvaSamppilZpWuj5isZh27dqleDwu27Y1MjKiTZs2FavUa7KcjkU6xT4WjjhTz8VTTz2lYDCoL3zhC7rtttsUCoVUWlqqr3zlK9q4cWOxy8va1X1EIhGFw2HZtq22tjZ5vd5il7dAc3Oz2tvb1dzcrNLSUj366KOSlsfx+OIXv6jTp09r3759c8tX/OY3v9Hly5e1d+9edXR06M4775Rt27r99tv16U9/utglLypTH21tbdq/f788Ho9uvPHGudVSnW45HovFOOVYsEwAABhk2Q6/AAAWItQBwCCEOgAYhFAHAIMQ6gBgEEIdAAxCqAOAQf4/ChJgznIdO+gAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(sim_diff, bins=50, color=brewer_set2[0]);" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "a549b0c3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0883" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(sim_diff>0.506899).sum()/sim_diff.shape[0]" + ] + }, + { + "cell_type": "markdown", + "id": "7d15324c", + "metadata": {}, + "source": [ + "The probability of obtaining the difference as extreme as observed is 8.8%. This is very close to 9%, produced by Welch's t-test." + ] + }, + { + "cell_type": "markdown", + "id": "7aa05783", + "metadata": {}, + "source": [ + "### Method-4. Clamp the long-tail\n", + "\n", + "The reason for a low sensitivity of any method is, to a large degree, due to players who paid a lot of money.\n", + "\n", + "Those players are knows as \"Whales\" or VIPs in the industry.\n", + "In our same, we have 24 fake players who have spent more than $1000 during the observation period.\n", + "\n", + "If we believe that our pricing options does not have a detrimental affect on probability to spend more than $1000, we can, at the very least, try to quantify the difference for everyone else." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "520bc920", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "A: ARPU=2.0011756666666667\n", + "B: ARPU=2.4898616666666666\n", + "ARPU Difference: 0.48868599999999995\n" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Method-4. Clamp the long-tail\n", - "\n", - "The reason for a low sensitivity of any method is, to a large degree, due to players who paid a lot of money.\n", - "\n", - "Those players are knows as \"Whales\" or VIPs in the industry.\n", - "In our same, we have 24 fake players who have spent more than \\$1000 during the observation period.\n", - "If we believe that our pricing options does not have a detrimental affect on probability to spend more than $1000, we can, at the very least, try to quantify the difference for everyone else." + } + ], + "source": [ + "revenues_a_trimmed = np.minimum(revenues_a, 1000)\n", + "revenues_b_trimmed = np.minimum(revenues_b, 1000)\n", + "\n", + "print('A: ARPU={}'.format(revenues_a_trimmed.mean()) )\n", + "print('B: ARPU={}'.format(revenues_b_trimmed.mean() ))\n", + "print('ARPU Difference: ', revenues_b_trimmed.mean()\n", + " - revenues_a_trimmed.mean())" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "d7145e87", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " t-stat = -1.7854914296667377 \n", + " p-value = 0.03709347599105856\n" ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "revenues_a_trimmed = np.minimum(revenues_a, 1000)\n", - "revenues_b_trimmed = np.minimum(revenues_b, 1000)\n", - "\n", - "print('A: ARPU={}'.format(revenues_a_trimmed.mean()) )\n", - "print('B: ARPU={}'.format(revenues_b_trimmed.mean() ))\n", - "print('ARPU Difference: ', revenues_b_trimmed.mean()\n", - " - revenues_a_trimmed.mean())" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "A: ARPU=2.00117566667\n", - "B: ARPU=2.48986166667\n", - "ARPU Difference: 0.488686\n" - ] - } - ], - "prompt_number": 27 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "t, p = stats.ttest_ind(revenues_a_trimmed, revenues_b_trimmed, axis=0, equal_var=False)\n", - "print(' t-stat = {t} \\n p-value = {p}'.format(t=t,p=p/2))" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - " t-stat = -1.78549142967 \n", - " p-value = 0.0370934759911\n" - ] - } - ], - "prompt_number": 28 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can reject the Null-hypothesis, at $\\alpha=0.05$\n", - "We do not know, however, how the difference in pricing affect the long-tail. But in real business cases it does not matter. Moreover, 95% confidence interval is too prohibitive for lot's of day-to-day managerial decisions.\n", - "\n", - "Good business is about taking good risks." + } + ], + "source": [ + "t, p = stats.ttest_ind(revenues_a_trimmed, revenues_b_trimmed, axis=0, equal_var=False)\n", + "print(' t-stat = {t} \\n p-value = {p}'.format(t=t,p=p/2))" + ] + }, + { + "cell_type": "markdown", + "id": "85ee25a3", + "metadata": {}, + "source": [ + "We can reject the Null-hypothesis, at $\\alpha=0.05$\n", + "We do not know, however, how the difference in pricing affect the long-tail. But in real business cases it does not matter. Moreover, 95% confidence interval is too prohibitive for lot's of day-to-day managerial decisions.\n", + "\n", + "Good business is about taking good risks." + ] + }, + { + "cell_type": "markdown", + "id": "e54cd2a7", + "metadata": {}, + "source": [ + "#### Same, but using brute-force sampling" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "537932fe", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Wall time: 10.3 s\n" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Same, but using frute-force sampling" + } + ], + "source": [ + "%%time\n", + "combined_revenues = np.concatenate([revenues_a_trimmed, revenues_b_trimmed])\n", + "combined_cohort_size = combined_revenues.shape[0]\n", + "sim_size = 10000\n", + "diff2 = np.zeros(sim_size)\n", + "\n", + "np.random.seed(1)\n", + "for s in range(sim_size):\n", + " np.random.shuffle(combined_revenues)\n", + " diff2[s] = combined_revenues[:int(combined_cohort_size*0.5)].mean() - combined_revenues[int(combined_cohort_size*0.5):].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "1651a513", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(diff2, bins=50, color=brewer_set2[0]);" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "bb1154e7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "369 10000\n" ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "combined_revenues = np.concatenate([revenues_a_trimmed, revenues_b_trimmed])\n", - "combined_cohort_size = combined_revenues.shape[0]\n", - "sim_size = 10000\n", - "diff2 = np.zeros(sim_size)\n", - "\n", - "np.random.seed(1)\n", - "for s in xrange(sim_size):\n", - " np.random.shuffle(combined_revenues)\n", - " diff2[s] = combined_revenues[:combined_cohort_size/2].mean() - combined_revenues[combined_cohort_size/2:].mean()" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 29 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "hist(diff2, bins=50, color=brewer_set2[0]);" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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- "text": [ - "" - ] - } - ], - "prompt_number": 31 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "(diff2>0.488686).sum()/diff2.shape[0]" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 32, - "text": [ - "0.036900000000000002" - ] - } - ], - "prompt_number": 32 - }, - { - "cell_type": "markdown", + "data": { + "text/plain": [ + "0.0369" + ] + }, + "execution_count": 43, "metadata": {}, - "source": [ - "Very similar p-value. \n", - "\n", - "#### Our recommendation:\n", - "Keep $1.99 price point as default and launch another A/B test with more aggressive pricing." - ] + "output_type": "execute_result" } ], - "metadata": {} + "source": [ + "print((diff2>0.488686).sum(), diff2.shape[0])\n", + "(diff2>0.488686).sum()/diff2.shape[0]" + ] + }, + { + "cell_type": "markdown", + "id": "ec581eff", + "metadata": {}, + "source": [ + "Very similar p-value. \n", + "\n", + "#### Our recommendation:\n", + "Keep $1.99 price point as default and launch another A/B test with more aggressive pricing." + ] } - ] -} \ No newline at end of file + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.7.11" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}