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{
"cells": [
{
"cell_type": "markdown",
"id": "caring-russia",
"metadata": {},
"source": [
"Testing authentication duration"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "headed-lincoln",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Avg. Biometrics duration: 3.23435\n",
"Avg. Biometrics + T duration: 13.739849999999999\n",
"Avg. Password: 16.092750000000002\n"
]
}
],
"source": [
"pwDurations = [\n",
" 47.944, 24.225, 11.079, 4.246,\n",
" 20, 1.98, 7.254, 20,\n",
" 20.806, 10.536, 5.797, 32.32,\n",
" 1.823, 54.344, 2.818, 9.794,\n",
" 8.734, 8.562, 9.593, 20\n",
"]\n",
"\n",
"bioDurationsWithTyping = [\n",
" 20.683, 26.988,\n",
" 31.979, 5.659,\n",
" 23.086, 13.848,\n",
" 4.95, 4.375,\n",
" 7.977, 10.444,\n",
" 2.818, 11.555,\n",
" 40.116, 4.2,\n",
" 2.708, 5.117,\n",
" 4.2970, 11.044,\n",
" 36.969, 5.984\n",
"]\n",
"\n",
"bioDurations = [\n",
" 11.481, 2.33, 1.873, 3.835,\n",
" 3.813, 5.057, 2.027, 0.894,\n",
" 4.915, 3.964, 2.818, 4.732,\n",
" 1.751, 2.1, 1.073, 4.131,\n",
" 2.701, 2.386, 1.594, 1.212\n",
"]\n",
"\n",
"print('Avg. Biometrics duration: ', sum(bioDurations) / len(bioDurations) )\n",
"print('Avg. Biometrics + T duration: ', sum(bioDurationsWithTyping) / len(bioDurationsWithTyping) )\n",
"print('Avg. Password: ', sum(pwDurations) / len(pwDurations) )"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "rental-attempt",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Avg. Biometrics duration: 3.23435\n"
]
},
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='Duration (s)', ylabel='Number of participants'>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"\n",
"data = pd.DataFrame(columns=['Biometrics', 'Biometrics + Typing', 'Password'])\n",
"\n",
"for p in range (0, len(pwDurations)):\n",
" data.loc[p] = [bioDurations[p], bioDurationsWithTyping[p], pwDurations[p]]\n",
" \n",
"sns.set_context(\"paper\")\n",
"plt.figure(figsize=(16,6))\n",
"plt.suptitle(\"Duration of biometric and password authentication\")\n",
"plt.ylabel('Number of participants')\n",
"plt.xlabel('Duration (s)')\n",
"# plt.set_yticks(0, 100)\n",
"sns.histplot(data=data, binwidth=2)\n"
]
},
{
"cell_type": "markdown",
"id": "filled-communist",
"metadata": {},
"source": [
"Slowdown on Windows 10"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "disciplinary-evanescence",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='Number of accounts', ylabel='Duration (s)'>"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"bioDuration = [4.282,4.265,4.382,4.692,4.047,4.367,4.149,4.976,3.959,4.402,3.904,4.363,3.93,4.657,4.874,4.347,4.404,5.125,4.31,4.604,4.803,4.65,4.58,4.674,5.714,5.047,4.594,5.251,4.851,4.755,5.306,4.648,5.216,5.278,4.986,5.143,5.075,5.718,5.022,5.202,5.544,7.881,5.4,4.981,5.323,5.12,4.919,5.691,5.725,6.144,6.084,5.327,6.011,5.653,6.049,6.014,6.444,7.204,6.08,5.986,5.759,6.238,6.083,6.885,6.423,6.597,6.716,6.505,6.22,7.233,7.104,6.655,7.458,7.056,7.477,6.841,7.068,8.054,7.123,7.603,7.851,7.593,7.645,7.691,7.197,7.627,7.587,8.333,8.063,7.32,7.968,8.064,7.76,7.925,8.155,8.827,8.713,7.99,8.321,8.741,9.177,8.667,8.62,9.291,8.409,9.4,9.305,10.076,9.237,9.804,9.982,9.472,9.848,10.014,9.966,9.732,10.042,9.914,9.569,9.726,10.255,10.572,10.416,10.544,11.884,10.695,11,10.731,11.02,11.294,11.932,11.479,12.147,11.971,12.322,13.125,13.29,12.496,12.908,13.216,14.222,14.258,13.386,12.963,12.947,14.094,12.839,13.599,13.392,13.775,14.433,13.389,13.81,14.176,14.844,14.787,14.544,15.145,15.704,14.715,14.665,15.476,15.754,16.327,15.961,16.361,16.575,15.717,17,16.459,16.667,16.791,16.653,16.534,17.631,17.498,17.199,17.163,17.787,18.637,18.254,18.488,18.533,19.092,19.269,19.412,19.292,19.8,20.122,19.693,19.497,20.361,20.657,20.455,21.001,21.025,21.229,21.328,21.525]\n",
"\n",
"bioData = pd.DataFrame(columns=['Duration'])\n",
"sns.set_context(\"notebook\")\n",
"plt.figure(figsize=(12,6))\n",
"plt.suptitle(\"Authentication duration increase based on number of accounts on Windows 10\")\n",
"plt.xlabel('Number of accounts')\n",
"plt.ylabel('Duration (s)')\n",
"\n",
"for p in range (0, len(bioDuration)):\n",
" bioData.loc[p] = bioDuration[p]\n",
"\n",
"\n",
"sns.lineplot(data=bioData)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "million-frequency",
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}