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@wsw70
Created May 20, 2019 17:25
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EPI-EPS-Maths
We can make this file beautiful and searchable if this error is corrected: No commas found in this CSV file in line 0.
sexe;resp;sens 1;vit 1;cardio;sens 2;vit 2
f;24;4;13.5;135;4;12
f;25;4;14.5;103;5;14.5
f;26;4;14.5;105;5;14.5
f;27;3;15;113;3;15
f;30;4;15;170;3;14
f;30;3;15;40;3;15
f;32;4;16;108;5;16
f;32;5;12;98;5;12
f;33;3.5;16;106;4;16
f;35;6;8;85;5;10
f;37;3;13;147;3.5;13
f;37;3;10;102;3;11
f;38;3;13;97;3;14
f;38;4;9;135;5;9.5
f;39;6;12;90;3;12
f;40;5;9;130;5;9.5
f;41;5;10.5;170;6;11
f;41;2;8.5;171;1;11
f;43;2;14;164;3;14.5
f;43;4;11;139;5;11.5
f;45;3;11.5;104;3;14
f;45;3;11;90;3;12.5
f;46;3;11.5;121;;10.5
f;47;5;11.5;120;6;11
f;47;3;8.5;70;4;10
f;48;5.5;10.5;160;5.5;11
f;53;6;12;120;5;12.5
f;57;6;10.5;73;6;11.5
f;68;4;11;130;5;11
f;69;4;10.5;170;5;10.5
f;;;;185;3;13
g;23;4;15.5;140;3;15
g;28;2;13.5;107;2;14
g;29;2;18;101;2;18
g;31;2;11;105;2;18
g;32;3;14;130;3;14
g;35;3;13;181;4;16
g;35;5;14;131;5;15
g;36;6;17;139;6;17
g;37;4;15.75;164;3;16
g;38;;15.5;126;;15.5
g;38;3;13.5;125;3;12.5
g;38;2;15.5;97;2;13.5
g;41;5;12;129;5;11
g;42;3;14.5;160;2;14
g;42;4;14.5;196;5;15.5
g;42;6;15;146;6;15
g;42;6;15;141;6;15
g;46;4;13;114;4;13
g;48;5;13;110;5;12
g;49;4;12;122;5;10
g;50;5;13;87;5;12
g;52;5;12;100;5;11.5
g;55;5;14;95;5;12
g;56;5;12;130;4;10
g;60;4;12;126;5;10
g;60;5;11;85;4;10
g;100;4;20;130;4;16
g;;;;155;4;10
g;;;;172;3;9
g;;;;125;5;11.5
g;;;;114;5;12
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Introduction\n",
"\n",
"quel est le sujet\n",
"quelles données on a et comment on les a eues\n",
"ce que l'on cherche à analyser\n",
"comment on va analyser\n",
"ce que l'on cherche à prouver"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"importation des données"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"import warnings\n",
"warnings.simplefilter(action='ignore', category=FutureWarning)\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import scipy.stats\n",
"import numpy as np\n",
"import itertools\n",
"\n",
"# chargement des données\n",
"df = pd.read_csv(\"EPI-EPS-Maths.csv\", sep=';')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# il y a deux séries de données, on va prendre la moyenne\n",
"df['sens'] = df[['sens 1','sens 2']].mean(axis=1)\n",
"df['vit'] = df[['vit 1','vit 2']].mean(axis=1)\n",
"df.drop(['vit 1', 'vit 2', 'sens 1', 'sens 2'], axis=1, inplace=True)\n",
"\n",
"# séparation des résultats filles/garçons\n",
"g = df.loc[df['sexe'] == 'g']\n",
"f = df.loc[df['sexe'] == 'f']\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"une première abalyse des données dans leur ensemble pour voir si il y a qqc d'intéressant"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\ProgramData\\Anaconda3\\lib\\site-packages\\statsmodels\\nonparametric\\kde.py:448: RuntimeWarning: invalid value encountered in greater\n",
" X = X[np.logical_and(X > clip[0], X < clip[1])] # won't work for two columns.\n",
"C:\\ProgramData\\Anaconda3\\lib\\site-packages\\statsmodels\\nonparametric\\kde.py:448: RuntimeWarning: invalid value encountered in less\n",
" X = X[np.logical_and(X > clip[0], X < clip[1])] # won't work for two columns.\n"
]
},
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x22477d32d30>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 762.375x720 with 20 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(df, hue=\"sexe\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"description de ce que l'on voit, à priori on ne voit pas grand chose"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# on va utiliser le même graphique plusieurs fois\n",
"\n",
"def hist(what, bins='auto'):\n",
" par = {'hist': True, 'kde': False, 'fit': scipy.stats.norm, 'bins': bins}\n",
" sns.distplot(g[what].dropna(), color='blue', label='garçons', fit_kws={\"color\": \"blue\", \"lw\": 3}, **par)\n",
" sns.distplot(f[what].dropna(), color='pink', label='filles', fit_kws={\"color\": \"pink\", \"lw\": 3}, **par)\n",
" plt.legend()\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"distribution des valeurs mesurées"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"hist('cardio')\n",
"hist('vit')\n",
"hist('resp')\n",
"hist('sens')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"commentaire sur les résultats, il faut les séparer"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"nuage de points - chacune des grandeurs mesurées vs. une autre"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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J52LmfQnz+o/x7F8Lp1wOsz7fWqPIUXRnEPOkBb4xJgdIs9bWx26/BHzPWvtCV+so8AeBkN8JbF8ueHtwAMlf63QDZRfGNdc0BTEY8rNj3wKaKiHNC5lDel9zsAlCTZBZAJ5OejH9dU43S3ahczC3L0TCznEPb3bn3UOhZgg2EkzPpSFsyPeE8ET8kFXgHLgVSVB3Aj+Zr6zhwF9iR83TgT8eKexlkPBm9izoD+uiq6Ig2xffkF3U88doz9dF6LbU1AcfKu150o+8l+7NAm8WPqAwAyADyO16eZE+kLTAt9buAKYn6/5FRKR7dC0dERGXUOCLiLiEAl9ExCUU+CIiLqHAFxFxCQW+iIhLKPBFRFxCgS8i4hIKfBERl1Dgi4i4hAJfRMQlFPgiIi6hwBcRcQldeFu65q9zxmjdswqGT4b8MR2uYw9Q1RhkT1UTH5Q3MHd8IUU5PnIy+val1RwKU9kQ5O2PqhhXlEPp0CyaQhHW7Kxm0og8RhdkMTTHR01TkAN1fjbtrWP6mAJK8jLIz/Ie/QF6IhRwBk7Z9Q8YMgpKJjqDsx8Wt/2mOIOgtNl+wboKTF0Z0QOb8IxbQCSriIycgg4Pc6ghwPv766hpDjF3nLN90z3Ovlo0ajnUEGDt7mp86R6mjs6nJK+Hg8UMEtVNQfbX+tmyr45ZYwsozssgLzNJf+NkayiH8s3O+A9jFzivn/Yjw/UhBb50LhKG7cvgyX9pbVvwdTjrW3HXj69pCvJfz21hyRpnzNo0A7/757mcObEE01eDiQAb99bxmYfeIhy1nHPSMC6eNpLFf36vZXjaaxccx83nnsijq3bzv8u2taz3g09O4co5pWSke/qslhaV2+HX5zhj4AIctxCu+r3zpo2EYNuLsPT61uVPuxnOXAyZQwg0VJP22g/xrvm1M88Y7BUPEzn5Ejye1loP1Qf4wm/fZvP+OgByM9J55usLGVecA8DBej+X3PsmlY3O2MBjC7NZcuMChuX1YsyCAazBH+JXr+/glys+bGn76VXTWTR9FF7PIOuwaCiHR6+E/e85075c+PJrUHRC0h5ykG0h6TfNlfDCHfFtb/0CgvVxTY2BSEvYA0Qt3PX0Zg41BOkrlQ0Bvvf0ZsJRJ90/PXcMP3rh/bjxyR95axfNwQg/X/5B3Lo/fP59apraDRreF5pr4aV/bw17cIZ+rN3r3G6qghfbbb+VP3dGCwPSQ4141/6mdZ61eJfdQbShIm6VzfvrWsIeoCEQ5t7l22kORohGLX9Yuasl7AF2VzWxYmv8fRxL6gNhHnx9R1zb95/ZTHVT373e+k355tawB+e18ep/OyO0JYkCXzpnrTNEX1xb1NnzbyMQjnRYtbopSF8OnRmxlprm1jd0ji+9Q4hb6ywXjETj2huDYUjGKJ7RkBPq7TVXH67IGc4xrsios+cPEAlC+23UXE3770SVjQHaO9QQIBKNErGWg3X+DvMr6juuc6wIRyyRaPx2q/cn6W+cbE2VnbQdcl5bSaLAl875cmHGNfFto2Z2GCowL9PL+Fj3wmHXnDq2T/vNC7N9fH7+uJbpV7eWc8Ws0rhlTh6Zh8+TxoLj44dGvHDKSLJ8SejOyS6CU78c35Y1FIad7Nz25cK0z8TPHz0LfM62inhznH79NsLTP4f1xQ9zOH98Ednt6v+XMyaQm+nF60njutPHx83zegyLpo3s4ZMa+LJ9HmaOiT/OcfnM0R220aAwdoHzOmlr/le7HAa0LyRtEPOe0CDmA0zjIXjvcdj6LIyeCwu+CnnDOyx2oNbPA699yJb9dSyaPoqLpo6kMMfXyR32XHVjkJe3HOTJtWVMGpHHv551As9t3M/zGw8wbXQ+XzpzAsOHZFJRH+DhlTtZtaOSj00axtVzx1CUm6SDmE3V8NFrsPo3zgHZs253DmynxcKn8RC89xi8/yyUzuuw/SK1+4n+/V68B98lOHERadP+ifS8kriHCEUi7Klq5u6Xt1HdGOL6M8Yzc2wB+VnO9q33h9h6oJ77XvkAnzeNW8+dyPjiHDK9gzAAE1RR7+e3b37E6l3VnHfKcK6YVZq8v3EyRUJQs8vpxmk6BPP/Fcac6gxk3w3dGcRcgS9HFolAsA682ZDe9ZsqEIrgD0XIy/SSltZ3B2vbstZS1xwm05tGhtdDJGpp8IfI8qXjS2/9shoMR2kOhsnJTCc9rR++xDbXgMfX+UDpLdsvB9I7fgiGg34i/kbScwriDta21xQIE7aWIV2cjVLvD5FmTJ+fHTVQhcJRmoJhcjPS8Qy2g7XtBZucbpwe7tl3J/Dd8eqQnvN4nK6Ko8jweshI8l6lMYb87NbA86QZ8rM7hqgvPQ1fJ+GaNEfaIzvK9kv3ZZLuO/oZNdlHCfJBe1piD3nT08jvz79xMnW2o5Akg/yjUUREEqXAFxFxCQW+iIhLKPBFRFxCgS8i4hIKfBERl1Dgi4i4hAJfRMQlFPgiIi6hwBcRcQkFvoiISyjwRURcQoEvIuISSQ98Y4zHGLPOGPNMsh9LRES61h+XR74Z2AIMOdqCIv2uoRz2rHL+P/F8yBkG3n4aTKPxEBzaBvvehePPhiGjOr0mekV9gDW7qqhqDPKxScMozvXhS8ag7D2Ryu0n3ZbUwDfGlAIXAz8AvpHMxxLptoZyeORSKN/iTKdnwA0rYNgpyX/s5hp46bvw7qOtbZc/CFOuBE/r27KiPsDVD63kw4pGADK9aTz79TM4flhu+3vsfw3l8PAiqHjfmU7PgBteh2EnpbYu6VKyu3TuAb4FRI+2oEi/K9/SGvYA4QC88v8g0JD8xw42xIc9wEv/3mFg6w17a1vCHsAfinLP8m00BzsOHt/vDm5qDXtwtt+r/bT9pEeSFvjGmEuAcmvtmqMsd4MxZrUxZnVFRUWyyhHpKFDfeVs0nPzHjnTyGMHGDk0N/o7L1fvDRKIDYB+q0+3XAHYAfBhJp5K5h386cKkxZifwOHCOMeb/2i9krX3IWjvHWjunpKSk/WyR5Cmd03H4wdNv7fYg0j2SkQujZ8W3zf0SZMYf6po3vpAhmfE9rzeedTy5A2FIw9K5nWy/m3s8NqskX0KDmBtjjgfKrLUBY8zHgGnAI9bamoQexFlnsbX2kiMtp0HMpV9FI1C3F/7+M6g/APP/FYZPgax+CqyGg7D697B3NUy+HCZeANlFcYtEIlH21fp54LUPOdQQ5EtnjGfSiLyBMYbt4e335j3Oc5n/rzBiigK/n3VnEPNEA/9dYA4wDngR+BswyVp7UYIFfQwFvgxU4YATXv04mHSLaBhCfmeP/wiC4SiRqCXLN0DOzmkrldtPuhX4iZ6lE7XWho0xlwP3WGt/boxZl2hB1toVwIpElxfpV+kpPI0wLf2oYQ/gSx/Av5FM5faTbkn0VRQyxnwGuBY4/AOqAfCdUkREEpVo4F8HLAB+YK39yBgzHuhwAFZERAauhLp0rLWbgZvaTH8E/DBZRYmISN9LKPCNMacDdwHHxdYxgLXWTkheaSJHV9MUZE9VE69vP8Ts44YycXguhTnqUxbpTKIHbX8D3AqsAfSrChkQAqEIT64t4/vPtP5a9nOnjuVbF57EkIFw2qLIAJNoH36ttfZ5a225tbby8L+kViZyFLXNIe5+aXtc2x/f3k1joB9+KSsyCCW6h/+qMebHwFIgcLjRWrs2KVWJJCgYjr/EQNRCAj8tEXGlRAP/1Nj/bU/ut8A5fVuOSOJyMtK5et4YHlm5q6XtzInFA/PHSSIDQKJn6Zyd7EJEuisnI51bzp3I9NIClm0+wPwJRSyaPoqh2b5UlyYyICV6ls5w4L+AUdbaC40xpwALrLW/SWp1IkdRmOPjitmlXDxtJD5PGmlpJtUliQxYiR60/T3ONXRGxaa3AbckoyCRnsj0ehT2IkeRaOAXW2v/RGwgE2ttGJ2eKSIyqCQa+I3GmCKcA7UYY+YDtUmrSkRE+lyiZ+l8A+eSyMcbY/4OlABXJq0qERHpc4kG/vHAhcAY4Aqc0zSTOgC6xDvUEGD1zmq27K/jE1NGMHpoln5NKq3CAWcQko1POgOQTLoI8kakuqrE+OucgVQ2/RVKJsG40yF3WJeLVzUE2Livjnd2VnHOScMYX5xDQW/PzAoFoOEAbFoKmQUw6cLBs/26IdEBUNZba6cZYxbinK3zv8C3rbWnHmXVbtEAKJ2ragxw02Pv8uYHh1ra7vvsTC6aMlIHKsVxaDs8sBDCfmd6yCj40grIG57SshKy/SV4tE2Hweg58NnHIafjkKe1zUG+/8wWlqwpa2n79kUnc+2C48jw9uL3F4e2wwOnOx+cAENGw5deHRTbrzsDoCTah3/4AO3FwAPW2r8COtm5n9Q1h+PCHuDHL26lsjGYoopkQAkF4I2ftoY9QN0++Oi11NWUqMYKWP6f8W17V0NDeeeLB5zrJ7V17/Lt1DaHel5DyA+v/6Q17MH5xrHzzZ7f5wCVaODvNcY8CFwFPGeMyejGutJLkU6+hTmXFNA1BAQgCpFAx+a2HwADlbUQ6WTHJdr59ZCstR0unRGKRDtdthtFdL6tBsP266ZEQ/sqnPPwPxEbuLwQuC1pVUmc/Cwvp4wcEtf2lbOOZ2iOvmQJ4M2ChbeCafN2zsyHE85NXU2Jyi6Ghd+Ibys6AfJGdr54RjpnT4rv6rn2tHHkZfbikKI3C874RrvtVwDHH3tXjkmoD7+/qA+/axX1fv6ybi8b99Zx5exSppXm9/5AlRw7go1QvQve+iVkFcC8Lzuh6RkE51Y0V8OBTbD2dzDsFJjxuSP2nVc2BHhh0wFWfljJRVNHMn9CEYW93fkJNkL1Tlj5S8guhFNj2y9t4F+XqTt9+Ar8QcRaSzhq8XrUmyZdiISdPdW0QfgaiYTAeBKuPRSJ9v17YRBuv+4E/iD4+JfDjDF4PTorR45gMOzRd8XTvdOMk7LjM5i3XwIGz8eYiIj0igJfRMQlFPgiIi5xbHdYicgRVTcG2XqgnuXvH2T+hCJmjCmgKDcj1WVJkijwRVyqORTh4ZU7uedlZyD4X73xEVfOLuW7l5zCkCxdp+lYpC4dEZeqbw7x4Gs74tqeXFtGY6DzX7nK4KfAF3EpC0Tb/Q7HWl2w41imwBdxqbyMdL6wYFxc20VTR5DjG/i/LpWeUR++iEtlZ6Rz48eOZ974oTy/8QALTyjmrIkl5OuSHccsBb6IixXm+DjvlBF8/KThGlvBBdSlIyIKe5dQ4IuIuIQCX0TEJZIW+MaYTGPM28aY94wxm4wx/3n0tUREJFmSedA2AJxjrW0wxniBN40xz1tr3+qrB2jwh9lb08Tj7+xhbGE2F08dybAhmX1195KgQw0BVmwt5709NVw2YzQnDMs96uAsoUiU8roAT7yzG4BPzx1LyRAfPk/8KYH1/hB7qpr50+o9TCjO4fwpwymrauav7+5lWmkBZ580jOIeXAqgot7Ps+sPsLOykU/PHcOYoVnkZib269LGQJh9Nc08/s5uRuZncen0UfGvu6ZqqNgCG56EMfOckZNyOw7ITWMFfLgCdq+EKZ9yBv/ILuz2c3G9hgrYvgz2roXpV0HxJGcQmD5U1xxiR0UDS9ftZfKofD5+cs9ed6nWLwOgGGOygTeBG621q7parrsDoKzaUcnVv3qrZYzLsYXZPHnjaZTkDb4/xGBV1Rjgxv9by6qPqlra/uvyqVw1t5T0Iwwisbe6mfPvfo3GYASAbJ+Hl249i9FDs+KWe21rOdf+7h0ALpwygrnjCvneM5tb5s8dN5QHPj+bopzE/+YV9QH+6YF/sLOyqaXtj9efymknFCe0/rrd1Vxx/z+Ixl53o/Iz+evXFjqvu0gIVv8Wnv9W6woTzoYrfwPZRa1tTZWw9CvwwbLWtvN/APNugHSdFpmwxkPw+GdhT5tYuew+mPZZ8PTN7wmiUcvT6/dx8+PvtrRNK83nd/88d0Bcd6g7A6AktQ/fGOMxxrwLlAMvHSnsu6u2KchPX9oWN6Dx7qomPqxo6KuHkATU+8NxYQ9w7/LtVDd2MjB1G0+8s7sl7AGaghEei+3tH1bVGOCnL21rmb542kh+9Ub8pQDe2VlNg797lwL46FBjXNgD3P3yNmqajlwzON847nl5e0vYA+yn4HwpAAAO1ElEQVSr9bNpX23siVTB6z+KX2nHqxBo97oMNsaHPcAbP3GG+5PE+Wvjwx7gtR9Bc2WfPURlY5C727wOAdaX1VLdFOqzx+gvSQ18a23EWjsDKAXmGWOmtF/GGHODMWa1MWZ1RUVFHzxmr+9Ceslie/Tz/KN92zR0fupgX/zJe3tJgT553VlLF09RusPafgqCwRc2/XKWjrW2BlgBfKKTeQ9Za+dYa+eUlHTSz9mF/Gwft543EdPmDTKmMIsThuX2vmBJWG5GOnPHDY1ru+mcEyk8Sh/+p+eOJbvNT/izvB4+M29s3DKFORncet7Eluln1u/jXxaOj1tmzrihDMns3qGo8cU5HFeUHdd263kTGZrAL0zzMr3cfO6Jca+7UfmZTBk9JPZEhsIZt7V7wLPA1+516cuB48+Nbzvjm5AZvy3lKDLzoXRefNtZt0N2Yt1ziSjM8XHzuSfGtU0dnZ/Q62WgSVofvjGmBAhZa2uMMVnAMuB/rLXPdLVOd/vw6/0h9lY389jbeziuKJtLpumgbSocagjw6vvlvLunhk/OHM2JCRy0DUYiVNQFeeyd3Vhr+cy8sQwfkoG3k4O2u6uaeOKdPRxfkssnJo9gT3UTf1m3l+ljCjinFwdtn1m/n52Hmrh6XvcP2u6taeaxt3czMj+Ty2aMZnjcQdsqKN8CG/4MY06FE8+FnK4O2r4Cu1bClCtg+GQdtO2JhgrY9gLsWwvTr4biic4Hbx+qbQ6yo6KRJWvKmDI6n3NPHj5gjhV2pw8/mYE/DXgY8OB8k/iTtfZ7R1qnu4EvIuJ23Qn8pJ2Waa1dD8xM1v2LiEj36Je2IiIuocAXEXEJBb6IiEso8EVEXEKBLyLiEgp8ERGXUOCLiLiEAl9ExCUU+CIiLqHAFxFxCQW+iIhLKPBFRFxCgS8i4hIKfBHpH9EwRKNdzg5Hokcd9Ux6J2mXRxYRASDYBLW7YeUvIWMInPplyBvVMsh4bVOQ9w/U89jbe5g0Io8rZ4+mJE8DGSWDAl9Ekqt6Jzy4EKKxQevXPgxfXQVDRhGNWl7ZWsGtT7zbsviSNXt44ssLejSSmRyZunREJHnCAfj7z1rDHiBQB1ufA6CqKcgvXv0gbpUPKxo5WOfvzypdQ4EvIsljDKR30j3jcfbeDeDzdIwhT5rp0Ca9p8AXkeTx+OD0m8Cb1dqWOxxOPA+AotwMbrtgUtwqM8bkU6LunKRI2iDmPaFBzEWOQeEANJTDhiWQkQsnXwK5I5y9f6DBH2JfrZ+n39vHxOF5LDi+SP333dCdQcwV+CIig1h3Al9dOiIiLqHAFxFxCQW+iIhLKPBFRFxCgS8i4hIKfBERl1Dgi4i4hAJfRMQlFPgiIi6hwBcRcQkFvoiISyjwRURcQoEvIuISCnwREZdIWuAbY8YYY141xmwxxmwyxtycrMeSQSwUgNARhrMLNUE41PX8YCNEYsPnRaPOdDTatzWKHCOSOYh5GPimtXatMSYPWGOMeclauzmJjymDRagZqnfBG//rTJ/xTSg4DnyxkZGaa+DAelj1IOSXwmlfg7zRkBbbR2mqhO0vwaalMHouzPwcfLActvwVjv84TL0CckpS89xEBqikBb61dj+wP3a73hizBRgNKPAF6vbBgwshEtt737QUvvo2FB3vTO9+Cx77dOvyG/4MN/4D8kY4HxZ/vxf+fo8zb9uLsO15OPXLsH2Z82/nm3DZfZBV0L/PS2QA65c+fGPMOGAmsKo/Hk8GgbUPt4Y9QDQMq3/n3G6ubg3zw5oq4cAG53agDt5+KH7+3jXON4TDtj7jdO+ISIukB74xJhd4ErjFWlvXyfwbjDGrjTGrKyoqkl2ODBSZ+R3bDu+NGw/4cjrOb9vW2fw0T5vbXjA6J0GkraS+I4wxXpywf9Rau7SzZay1D1lr51hr55SUqM/VNaZ/BnKKW6ezi2DGZ53bmUPg3LvA422dP3wKFJ3g3M4qhPO+F39/0z7tdAMddvrNkDEkGZWLDFpJG8TcGGOAh4Eqa+0tiayjQcxdJBqFxnL48BWwFk74OOQMaz0oG/I787e+AENGwZh5kDusdX1/rXMc4IPlMGomFE6AxoPw0Zswdr4znV2Ymucm0o+6M4h5MgN/IfAGsAE4fJ7ct621z3W1jgJfRKR7uhP4yTxL503AJOv+RUSke3RUS0TEJRT4IiIuocAXEXEJBb6IiEso8EVEXEKBLyLiEgp8ERGXUOCLiLiEAl9ExCUU+CIiLqHAFxFxCQW+iIhLKPBFRFxCgS8ig1YwHKW2OUQkmpzLvB9rknZ5ZBGRZCqv8/PQGzvYUFbLRVNHsmj6KApzfKkua0BT4IvIoFPZEOALv32b9w/UA7Dqoyp2Vzay+IKTyPJ5jrK2e6lLR0QGnYZAuCXsD3vsnT00BEIpqmhwUOCLyKDj9XSMrvwsLxpk78gU+CIy6ORkePjcqWNbpo2B/1h0ivrwj0J9+CIy6ORn+fjG+ZP49NwxvH+gnrnjCinK9eFJ0x7+kSjwRWRQKszxUZjjY2ppQapLGTTUpSMi4hIKfBERl1Dgi4i4hAJfRMQlFPgiIi6hwBcRcQlj7cC5ypwxpgLY1cPVi4FDfVhOX1JtPaPaeka19cxgre04a21JIncyoAK/N4wxq621c1JdR2dUW8+otp5RbT3jhtrUpSMi4hIKfBERlziWAv+hVBdwBKqtZ1Rbz6i2njnmaztm+vBFROTIjqU9fBEROYJBG/jGGI8xZp0x5pnY9HhjzCpjzHZjzBPGmJRcGNsYU2CMWWKMed8Ys8UYs8AYU2iMeSlW20vGmKEpqu1WY8wmY8xGY8xjxpjMVG43Y8xvjTHlxpiNbdo63VbGca8x5gNjzHpjzKwU1Pbj2N91vTHmL8aYgjbz7ozVttUYc0F/19Zm3mJjjDXGFMemU77dYu1fj22bTcaYH7VpT+l2M8bMMMa8ZYx51xiz2hgzL9beb9vNGDPGGPNqLC82GWNujrX3/XvBWjso/wHfAP4IPBOb/hNwdez2A8CNKarrYeD62G0fUAD8CLgj1nYH8D8pqGs08BGQ1WZ7/XMqtxtwJjAL2NimrdNtBVwEPI8zpNF8YFUKajsfSI/d/p82tZ0CvAdkAOOBDwFPf9YWax8DvIjzW5biAbTdzgZeBjJi08MGynYDlgEXttlWK/p7uwEjgVmx23nAtti26fP3wqDcwzfGlAIXA7+OTRvgHGBJbJGHgU+moK4hOC+q3wBYa4PW2hrgslhNKastJh3IMsakA9nAflK43ay1rwNV7Zq72laXAY9Yx1tAgTFmZH/WZq1dZq0NxybfAkrb1Pa4tTZgrf0I+ACY15+1xdwNfAtoe2Au5dsNuBH4obU2EFumvE1tqd5uFhgSu50P7GtTW79sN2vtfmvt2tjtemALzg5an78XBmXgA/fgvLCjsekioKbNm7EMZ4P1twlABfC7WHfTr40xOcBwa+1+cP64wLD+Lsxauxf4CbAbJ+hrgTUMjO3WVlfbajSwp81yqa71izh7WTAAajPGXArstda+125WymsDJgJnxLoOXzPGzB1Atd0C/NgYswfn/XFnKmszxowDZgKrSMJ7YdAFvjHmEqDcWrumbXMni6bi9KN0nK+M91trZwKNOF/FUi7W/3cZzlfnUUAOcGEniw7U07YGyt8YY8x3gDDw6OGmThbrt9qMMdnAd4Dvdja7k7b+3m7pwFCc7ofbgD/FvpUPhNpuBG611o4BbiX27ZwU1GaMyQWeBG6x1tYdadFO2hKqbdAFPnA6cKkxZifwOE6XxD04X2sOD9lYSutXs/5UBpRZa1fFppfgfAAcPPyVK/Z/eRfrJ9O5wEfW2gprbQhYCpzGwNhubXW1rcpw+qgPS0mtxphrgUuAa2ysQ3UA1HY8zgf5e7H3RSmw1hgzYgDURqyGpbEuiLdxvpkXD5DarsV5LwD8mdYupX6tzRjjxQn7R621h+vp8/fCoAt8a+2d1tpSa+044GrgFWvtNcCrwJWxxa4F/pqC2g4Ae4wxk2JNHwc2A3+L1ZSy2nC6cuYbY7Jje1eHa0v5dmunq231N+ALsTMU5gO1h7/u9hdjzCeA24FLrbVNbWb9DbjaGJNhjBkPnAi83V91WWs3WGuHWWvHxd4XZTgHAQ8wALYb8BTOjhnGmIk4JzMcIsXbLWYfcFbs9jnA9tjtfttusffjb4At1tqftpnV9++FZB157o9/wMdoPUtnAs6L5QOcT+qMFNU0A1gNrMd5oQ/FOcawHOfFtBwoTFFt/wm8D2wE/oBzdkTKthvwGM7xhBBOSP1LV9sK52vsL3DO5NgAzElBbR/g9J2+G/v3QJvlvxOrbSuxsz76s7Z283fSepbOQNhuPuD/Yq+7tcA5A2W7AQtxjmW9h9NvPru/t1usBhvLjMOvrYuS8V7QL21FRFxi0HXpiIhIzyjwRURcQoEvIuISCnwREZdQ4IuIuIQCX6QHjDErjDFzYrefM22unCkyUKUffRERdzPGpNvW6w11YK29qD/rEekp7eGLqxhjvhC7hvh7xpg/GGMWxS7qtc4Y87IxZnhsubuMMQ8ZY5YBjxhjsowxj8fWfQLIanOfO03r9ee/YZzxBjYaY25JzbMU6Zz28MU1jDGTcX7Zebq19pAxphDnF47zrbXWGHM9zlVYvxlbZTaw0FrbbIz5BtBkrZ1mjJmG84vR9vc/G7gOOBXn15CrjDGvWWvXJf/ZiRydAl/c5BxgibX2EIC1tsoYMxV4InZxKh/OIDGH/c1a2xy7fSZwb2y99caY9Z3c/0LgL9baRgBjzFLgDECBLwOCunTETQwdLyP7c+A+a+1U4MtAZpt5je2WPdp1SDq7bK3IgKHAFzdZDlxljCkCZ8xQnFGO9sbmX9vVisDrwDWx9aYA07pY5pOxK5LmAJcDb/RR7SK9pi4dcQ1r7SZjzA+A14wxEZyulruAPxtj9uIMWzi+i9XvxxnJ7PAVDTtcxtdau9YY8/s2836t/nsZSHS1TBERl1CXjoiISyjwRURcQoEvIuISCnwREZdQ4IuIuIQCX0TEJRT4IiIuocAXEXGJ/w9zw/hzJT5HugAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"par = ['cardio', 'resp', 'sens', 'vit']\n",
"for p in itertools.combinations(par, 2):\n",
" sns.scatterplot(x=df[p[0]], y=df[p[1]], hue=df['sexe'])\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Conclusions"
]
},
{
"cell_type": "code",
"execution_count": null,
"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": "3.7.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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