petites modifications avec Rstudio

module2/exo1/Essai Jupyter.ipynb

@@ -96,6 +96,13 @@
     "mon text en <sub>indice</sub>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**ne veut pas se montrer correctement en gitlab, ni PDF pourquoi?**"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -103,6 +110,13 @@
     "Mon texte en <sup>exposant</sup>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**ne veut pas se montrer correctement en gitlab, ni PDF pourquoi?**"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -154,8 +168,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[116.15200082  96.9539339  104.49880532 ...  65.66002195  95.42413749\n",
-      "  77.83089386]\n"
+      "[ 72.82667445 105.51370597 103.02262918 ... 102.61464371 101.55377956\n",
+      "  96.10348265]\n"
      ]
     }
    ],
@@ -194,7 +208,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYEAAAD8CAYAAACRkhiPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAElJJREFUeJzt3X+s3fV93/HnqyahJC2KmS/MtZ3ZjZxtgBqneB5btCkN3XBLFdM/Ijlai6UhuUJkS6fuh91Ka/uHJba1zYY0mGhDMWsWZLXJsAJ08bxuUSWKc2EEY4iHVzy4sYfdRl3pJrm1894f5+PlxJzre+617z337vN8SEff73l/v9/zfX+EL6/7/XG+N1WFJKlP3zXpBiRJk2MISFLHDAFJ6pghIEkdMwQkqWOGgCR1zBCQpI4ZApLUMUNAkjp2zaQbmMuaNWtq48aNk25DklaU559//g+qamqu9ZZ9CGzcuJHp6elJtyFJK0qS/zHOep4OkqSOGQKS1DFDQJI6ZghIUscMAUnqmCEgSR0zBCSpY4aAJHXMEJCkji37bwxLy9XGPU9NbN8nH7hrYvvW/188EpCkjhkCktQxQ0CSOmYISFLHDAFJ6ticIZDku5McSfK1JMeS/GKr35DkUJLX2nT10DZ7k5xIcjzJnUP125IcbcseTJLFGZYkaRzjHAmcAz5WVR8CtgDbk9wO7AEOV9Vm4HB7T5KbgZ3ALcB24KEkq9pnPQzsBja31/arOBZJ0jzNGQI18Cft7bvaq4AdwP5W3w/c3eZ3AE9U1bmqeh04AWxLsha4vqqeraoCHh/aRpI0AWNdE0iyKsmLwBngUFU9B9xUVacB2vTGtvo64M2hzWdabV2bv7Q+an+7k0wnmT579ux8xiNJmoexQqCqLlTVFmA9g9/qb73M6qPO89dl6qP290hVba2qrVNTc/6dZEnSAs3r7qCq+iPgPzM4l/9WO8VDm55pq80AG4Y2Ww+cavX1I+qSpAkZ5+6gqSTva/PXAT8MfB04COxqq+0CnmzzB4GdSa5NsonBBeAj7ZTR20lub3cF3TO0jSRpAsZ5gNxaYH+7w+e7gANV9aUkzwIHktwLvAF8AqCqjiU5ALwCnAfur6oL7bPuAx4DrgOeaS9J0oTMGQJV9RLw4RH1PwTumGWbfcC+EfVp4HLXEyRJS8hvDEtSxwwBSeqYISBJHTMEJKljhoAkdcwQkKSOGQKS1DFDQJI6ZghIUscMAUnqmCEgSR0zBCSpY4aAJHVsnEdJS8vaxj1PTboFacXySECSOmYISFLHDAFJ6pghIEkdMwQkqWOGgCR1zBCQpI4ZApLUMUNAkjpmCEhSx+YMgSQbkvxOkleTHEvy6Vb/hSTfSPJie/3o0DZ7k5xIcjzJnUP125IcbcseTJLFGZYkaRzjPDvoPPAzVfVCku8Fnk9yqC37TFX90vDKSW4GdgK3AN8H/MckH6yqC8DDwG7g94Cnge3AM1dnKJKk+ZrzSKCqTlfVC23+beBVYN1lNtkBPFFV56rqdeAEsC3JWuD6qnq2qgp4HLj7ikcgSVqweV0TSLIR+DDwXCt9KslLSR5NsrrV1gFvDm0202rr2vyl9VH72Z1kOsn02bNn59OiJGkexg6BJN8D/Bbw01X1xwxO7XwA2AKcBn754qojNq/L1N9ZrHqkqrZW1dapqalxW5QkzdNYIZDkXQwC4HNV9QWAqnqrqi5U1beAXwW2tdVngA1Dm68HTrX6+hF1SdKEjHN3UIDPAq9W1a8M1dcOrfbjwMtt/iCwM8m1STYBm4EjVXUaeDvJ7e0z7wGevErjkCQtwDh3B30E+EngaJIXW+1ngU8m2cLglM5J4KcAqupYkgPAKwzuLLq/3RkEcB/wGHAdg7uCvDNIkiZozhCoqt9l9Pn8py+zzT5g34j6NHDrfBqUJC0evzEsSR0zBCSpY4aAJHXMEJCkjhkCktQxQ0CSOmYISFLHDAFJ6pghIEkdMwQkqWOGgCR1zBCQpI4ZApLUMUNAkjpmCEhSxwwBSeqYISBJHTMEJKljhoAkdcwQkKSOGQKS1DFDQJI6ZghIUscMAUnq2JwhkGRDkt9J8mqSY0k+3eo3JDmU5LU2XT20zd4kJ5IcT3LnUP22JEfbsgeTZHGGJUkaxzhHAueBn6mqvwzcDtyf5GZgD3C4qjYDh9t72rKdwC3AduChJKvaZz0M7AY2t9f2qzgWSdI8zRkCVXW6ql5o828DrwLrgB3A/rbafuDuNr8DeKKqzlXV68AJYFuStcD1VfVsVRXw+NA2kqQJmNc1gSQbgQ8DzwE3VdVpGAQFcGNbbR3w5tBmM622rs1fWh+1n91JppNMnz17dj4tSpLmYewQSPI9wG8BP11Vf3y5VUfU6jL1dxarHqmqrVW1dWpqatwWJUnzNFYIJHkXgwD4XFV9oZXfaqd4aNMzrT4DbBjafD1wqtXXj6hLkiZknLuDAnwWeLWqfmVo0UFgV5vfBTw5VN+Z5NokmxhcAD7SThm9neT29pn3DG0jSZqAa8ZY5yPATwJHk7zYaj8LPAAcSHIv8AbwCYCqOpbkAPAKgzuL7q+qC227+4DHgOuAZ9pLkjQhc4ZAVf0uo8/nA9wxyzb7gH0j6tPArfNpUJK0ePzGsCR1zBCQpI4ZApLUMUNAkjo2zt1BkpaZjXuemsh+Tz5w10T2q8XjkYAkdcwQkKSOGQKS1DFDQJI6ZghIUscMAUnqmCEgSR0zBCSpY4aAJHXMEJCkjhkCktQxQ0CSOmYISFLHDAFJ6pghIEkdMwQkqWOGgCR1zBCQpI7NGQJJHk1yJsnLQ7VfSPKNJC+2148OLdub5ESS40nuHKrfluRoW/Zgklz94UiS5mOcI4HHgO0j6p+pqi3t9TRAkpuBncAtbZuHkqxq6z8M7AY2t9eoz5QkLaE5Q6CqvgJ8c8zP2wE8UVXnqup14ASwLcla4PqqeraqCngcuHuhTUuSro4ruSbwqSQvtdNFq1ttHfDm0DozrbauzV9alyRN0EJD4GHgA8AW4DTwy60+6jx/XaY+UpLdSaaTTJ89e3aBLUqS5rKgEKiqt6rqQlV9C/hVYFtbNANsGFp1PXCq1dePqM/2+Y9U1daq2jo1NbWQFiVJY1hQCLRz/Bf9OHDxzqGDwM4k1ybZxOAC8JGqOg28neT2dlfQPcCTV9C3JOkquGauFZJ8HvgosCbJDPDzwEeTbGFwSuck8FMAVXUsyQHgFeA8cH9VXWgfdR+DO42uA55pL0nSBM0ZAlX1yRHlz15m/X3AvhH1aeDWeXUnSVpUfmNYkjpmCEhSxwwBSeqYISBJHTMEJKljhoAkdcwQkKSOGQKS1DFDQJI6ZghIUscMAUnqmCEgSR0zBCSpY3M+RVQax8Y9T026BUkL4JGAJHXMEJCkjhkCktQxQ0CSOmYISFLHDAFJ6pghIEkdMwQkqWOGgCR1zBCQpI7NGQJJHk1yJsnLQ7UbkhxK8lqbrh5atjfJiSTHk9w5VL8tydG27MEkufrDkSTNxzhHAo8B2y+p7QEOV9Vm4HB7T5KbgZ3ALW2bh5Ksats8DOwGNrfXpZ8pSVpic4ZAVX0F+OYl5R3A/ja/H7h7qP5EVZ2rqteBE8C2JGuB66vq2aoq4PGhbSRJE7LQawI3VdVpgDa9sdXXAW8OrTfTauva/KV1SdIEXe0Lw6PO89dl6qM/JNmdZDrJ9NmzZ69ac5Kk77TQEHirneKhTc+0+gywYWi99cCpVl8/oj5SVT1SVVurauvU1NQCW5QkzWWhIXAQ2NXmdwFPDtV3Jrk2ySYGF4CPtFNGbye5vd0VdM/QNpKkCZnzL4sl+TzwUWBNkhng54EHgANJ7gXeAD4BUFXHkhwAXgHOA/dX1YX2UfcxuNPoOuCZ9pIkTdCcIVBVn5xl0R2zrL8P2DeiPg3cOq/uJEmLym8MS1LHDAFJ6pghIEkdMwQkqWOGgCR1zBCQpI4ZApLUMUNAkjpmCEhSxwwBSeqYISBJHTMEJKljhoAkdcwQkKSOGQKS1DFDQJI6ZghIUscMAUnqmCEgSR0zBCSpY3P+oXlJumjjnqcmst+TD9w1kf32wCMBSeqYISBJHTMEJKljVxQCSU4mOZrkxSTTrXZDkkNJXmvT1UPr701yIsnxJHdeafOSpCtzNY4EfqiqtlTV1vZ+D3C4qjYDh9t7ktwM7ARuAbYDDyVZdRX2L0laoMU4HbQD2N/m9wN3D9WfqKpzVfU6cALYtgj7lySN6UpDoIAvJ3k+ye5Wu6mqTgO06Y2tvg54c2jbmVaTJE3IlX5P4CNVdSrJjcChJF+/zLoZUauRKw4CZTfA+9///itsUZI0mys6EqiqU216Bvgig9M7byVZC9CmZ9rqM8CGoc3XA6dm+dxHqmprVW2dmpq6khYlSZex4BBI8t4k33txHvjbwMvAQWBXW20X8GSbPwjsTHJtkk3AZuDIQvcvSbpyV3I66Cbgi0kufs6/q6rfTvJV4ECSe4E3gE8AVNWxJAeAV4DzwP1VdeGKupckXZEFh0BV/T7woRH1PwTumGWbfcC+he5TknR1+Y1hSeqYISBJHTMEJKljhoAkdcwQkKSOGQKS1DFDQJI6ZghIUscMAUnq2JU+RVTLzMY9T026BUkriEcCktQxQ0CSOmYISFLHDAFJ6pghIEkdMwQkqWOGgCR1zBCQpI4ZApLUMUNAkjpmCEhSx3x2kKRlb5LPxDr5wF0T2/dS8EhAkjpmCEhSx5Y8BJJsT3I8yYkke5Z6/5Kkb1vSawJJVgH/GvhbwAzw1SQHq+qVpexjsflMf0krxVIfCWwDTlTV71fVnwJPADuWuAdJUrPUdwetA94cej8D/NUl7kGSxjapI/uluitpqUMgI2r1jpWS3cDu9vZPkhxf1K6+0xrgD5Zwf4vBMUzeSu8fHMNE5Z/9v9mFjuEvjLPSUofADLBh6P164NSlK1XVI8AjS9XUsCTTVbV1Evu+WhzD5K30/sExLBeLPYalvibwVWBzkk1J3g3sBA4ucQ+SpGZJjwSq6nySTwH/AVgFPFpVx5ayB0nSty35YyOq6mng6aXe7zxM5DTUVeYYJm+l9w+OYblY1DGk6h3XZSVJnfCxEZLUse5DIMmqJP81yZfa+xuSHEryWpuunnSPl5PkfUl+M8nXk7ya5K+twDH8gyTHkryc5PNJvnu5jyHJo0nOJHl5qDZrz0n2tkelHE9y52S6/k6zjOFftH9LLyX5YpL3DS1bEWMYWvYPk1SSNUO1ZTWG2fpP8vdaj8eS/POh+lXvv/sQAD4NvDr0fg9wuKo2A4fb++XsXwG/XVV/CfgQg7GsmDEkWQf8fWBrVd3K4IaBnSz/MTwGbL+kNrLnJDczGNMtbZuH2iNUJu0x3jmGQ8CtVfUDwH8D9sKKGwNJNjB4PM0bQ7XlOIbHuKT/JD/E4EkKP1BVtwC/1OqL0n/XIZBkPXAX8GtD5R3A/ja/H7h7qfsaV5Lrgb8JfBagqv60qv6IFTSG5hrguiTXAO9h8N2RZT2GqvoK8M1LyrP1vAN4oqrOVdXrwAkGj1CZqFFjqKovV9X59vb3GHyXB1bQGJrPAP+Y7/wy6rIbwyz93wc8UFXn2jpnWn1R+u86BIB/yeAfyreGajdV1WmANr1xEo2N6fuBs8Cvt1Nav5bkvaygMVTVNxj8pvMGcBr4X1X1ZVbQGIbM1vOox6WsW+LeFuLvAs+0+RUzhiQfB75RVV+7ZNFKGcMHgb+R5Lkk/yXJX2n1Rem/2xBI8mPAmap6ftK9XIFrgB8EHq6qDwP/m+V32uSy2nnzHcAm4PuA9yb5icl2ddWN9biU5STJzwHngc9dLI1YbdmNIcl7gJ8D/umoxSNqy24MDH6uVwO3A/8IOJAkLFL/3YYA8BHg40lOMnia6ceS/AbwVpK1AG16ZvaPmLgZYKaqnmvvf5NBKKykMfww8HpVna2qPwO+APx1VtYYLpqt57Eel7JcJNkF/Bjwd+rb95CvlDF8gMEvFF9rP9vrgReS/HlWzhhmgC/UwBEGZyrWsEj9dxsCVbW3qtZX1UYGF1v+U1X9BIPHWOxqq+0CnpxQi3Oqqv8JvJnkL7bSHcArrKAxMDgNdHuS97Tfdu5gcHF7JY3hotl6PgjsTHJtkk3AZuDIBPqbU5LtwD8BPl5V/2do0YoYQ1Udraobq2pj+9meAX6w/aysiDEA/x74GECSDwLvZvAAucXpv6q6fwEfBb7U5v8cgzs7XmvTGybd3xy9bwGmgZfaP57VK3AMvwh8HXgZ+LfAtct9DMDnGVzD+DMG/6O593I9MzhF8d+B48CPTLr/y4zhBIPzzi+2179ZaWO4ZPlJYM1yHcMs/w3eDfxG+3l4AfjYYvbvN4YlqWPdng6SJBkCktQ1Q0CSOmYISFLHDAFJ6pghIEkdMwQkqWOGgCR17P8CgzUSePoNrqEAAAAASUVORK5CYII=\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -220,7 +234,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -229,7 +243,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {