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2014-2015/2nd/DS/DS_0318/Bilan/Bilan DS_0318.ipynb

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Import work from year 2014-2015
2017-06-16 06:48:07 +00:00
{
"cells": [
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import pandas as pd\n",
"from texenv import texenv\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"notes = pd.read_excel(\"./../../../notes_2nd6.xls\",sheetname=\"DS_0318\")"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"notes = notes.T"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"notes = notes.drop(\"av_arrondi\", axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"barem = notes[:1]\n",
"notes = notes[1:]"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"notes = notes[notes[\"DS_0318\"].notnull()]"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>DS_0318</th>\n",
" <th>Exercice 1</th>\n",
" <th>1 (developper)</th>\n",
" <th>2 (developper)</th>\n",
" <th>Exercice 2</th>\n",
" <th>1.a (stat calculatrice)</th>\n",
" <th>1.b (etendue interquartile)</th>\n",
" <th>2</th>\n",
" <th>3.a (stat calculatrice)</th>\n",
" <th>3.b</th>\n",
" <th>...</th>\n",
" <th>2.c (equilibre)</th>\n",
" <th>3 (force opposée)</th>\n",
" <th>Exercice 4</th>\n",
" <th>1 (placer points)</th>\n",
" <th>2 (calculer coord vecteurs)</th>\n",
" <th>3 (paralellogramme)</th>\n",
" <th>4.a (placer point)</th>\n",
" <th>4.b (calculer coord point)</th>\n",
" <th>5.a (placer point)</th>\n",
" <th>5.b (calculer coord point)</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td> 30.000000</td>\n",
" <td> 30.000000</td>\n",
" <td> 30.000000</td>\n",
" <td> 30.000000</td>\n",
" <td> 30.000000</td>\n",
" <td> 29.000000</td>\n",
" <td> 24.000000</td>\n",
" <td> 26.000000</td>\n",
" <td> 24.000000</td>\n",
" <td> 22.000000</td>\n",
" <td>...</td>\n",
" <td> 24.000000</td>\n",
" <td> 17.000000</td>\n",
" <td> 30.000000</td>\n",
" <td> 27.000000</td>\n",
" <td> 25.000000</td>\n",
" <td> 21.000000</td>\n",
" <td> 19.000000</td>\n",
" <td> 11.000000</td>\n",
" <td> 10.000000</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td> 12.150000</td>\n",
" <td> 2.813889</td>\n",
" <td> 1.458333</td>\n",
" <td> 2.033333</td>\n",
" <td> 3.522222</td>\n",
" <td> 2.275862</td>\n",
" <td> 2.583333</td>\n",
" <td> 1.730769</td>\n",
" <td> 2.166667</td>\n",
" <td> 1.272727</td>\n",
" <td>...</td>\n",
" <td> 2.333333</td>\n",
" <td> 2.058824</td>\n",
" <td> 2.844444</td>\n",
" <td> 2.592593</td>\n",
" <td> 2.360000</td>\n",
" <td> 1.380952</td>\n",
" <td> 2.421053</td>\n",
" <td> 1.909091</td>\n",
" <td> 2.100000</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td> 4.616593</td>\n",
" <td> 1.137922</td>\n",
" <td> 0.630009</td>\n",
" <td> 1.066200</td>\n",
" <td> 1.695008</td>\n",
" <td> 0.996299</td>\n",
" <td> 0.717282</td>\n",
" <td> 0.827415</td>\n",
" <td> 1.129319</td>\n",
" <td> 0.882735</td>\n",
" <td>...</td>\n",
" <td> 0.916831</td>\n",
" <td> 0.899346</td>\n",
" <td> 1.929273</td>\n",
" <td> 0.888355</td>\n",
" <td> 0.907377</td>\n",
" <td> 1.160870</td>\n",
" <td> 1.169795</td>\n",
" <td> 1.044466</td>\n",
" <td> 1.449138</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td> 2.000000</td>\n",
" <td> 0.250000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000000</td>\n",
" <td>...</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td> 9.000000</td>\n",
" <td> 2.375000</td>\n",
" <td> 1.062500</td>\n",
" <td> 1.250000</td>\n",
" <td> 2.250000</td>\n",
" <td> 2.000000</td>\n",
" <td> 2.000000</td>\n",
" <td> 1.250000</td>\n",
" <td> 1.000000</td>\n",
" <td> 1.000000</td>\n",
" <td>...</td>\n",
" <td> 2.000000</td>\n",
" <td> 2.000000</td>\n",
" <td> 1.666667</td>\n",
" <td> 3.000000</td>\n",
" <td> 2.000000</td>\n",
" <td> 0.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 1.000000</td>\n",
" <td> 0.750000</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td> 12.500000</td>\n",
" <td> 3.250000</td>\n",
" <td> 1.750000</td>\n",
" <td> 2.000000</td>\n",
" <td> 3.666667</td>\n",
" <td> 3.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 2.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 1.000000</td>\n",
" <td>...</td>\n",
" <td> 3.000000</td>\n",
" <td> 2.000000</td>\n",
" <td> 2.666667</td>\n",
" <td> 3.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 2.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 2.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td> 15.750000</td>\n",
" <td> 3.458333</td>\n",
" <td> 2.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 5.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 2.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 1.750000</td>\n",
" <td>...</td>\n",
" <td> 3.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 3.916667</td>\n",
" <td> 3.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 2.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td> 20.000000</td>\n",
" <td> 4.000000</td>\n",
" <td> 2.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 6.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 3.000000</td>\n",
" <td>...</td>\n",
" <td> 3.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 7.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 3.000000</td>\n",
" <td> 3</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>8 rows × 24 columns</p>\n",
"</div>"
],
"text/plain": [
" DS_0318 Exercice 1 1 (developper) 2 (developper) Exercice 2 \\\n",
"count 30.000000 30.000000 30.000000 30.000000 30.000000 \n",
"mean 12.150000 2.813889 1.458333 2.033333 3.522222 \n",
"std 4.616593 1.137922 0.630009 1.066200 1.695008 \n",
"min 2.000000 0.250000 0.000000 0.000000 0.000000 \n",
"25% 9.000000 2.375000 1.062500 1.250000 2.250000 \n",
"50% 12.500000 3.250000 1.750000 2.000000 3.666667 \n",
"75% 15.750000 3.458333 2.000000 3.000000 5.000000 \n",
"max 20.000000 4.000000 2.000000 3.000000 6.000000 \n",
"\n",
" 1.a (stat calculatrice) 1.b (etendue interquartile) 2 \\\n",
"count 29.000000 24.000000 26.000000 \n",
"mean 2.275862 2.583333 1.730769 \n",
"std 0.996299 0.717282 0.827415 \n",
"min 0.000000 0.000000 0.000000 \n",
"25% 2.000000 2.000000 1.250000 \n",
"50% 3.000000 3.000000 2.000000 \n",
"75% 3.000000 3.000000 2.000000 \n",
"max 3.000000 3.000000 3.000000 \n",
"\n",
" 3.a (stat calculatrice) 3.b ... \\\n",
"count 24.000000 22.000000 ... \n",
"mean 2.166667 1.272727 ... \n",
"std 1.129319 0.882735 ... \n",
"min 0.000000 0.000000 ... \n",
"25% 1.000000 1.000000 ... \n",
"50% 3.000000 1.000000 ... \n",
"75% 3.000000 1.750000 ... \n",
"max 3.000000 3.000000 ... \n",
"\n",
" 2.c (equilibre) 3 (force opposée) Exercice 4 1 (placer points) \\\n",
"count 24.000000 17.000000 30.000000 27.000000 \n",
"mean 2.333333 2.058824 2.844444 2.592593 \n",
"std 0.916831 0.899346 1.929273 0.888355 \n",
"min 0.000000 0.000000 0.000000 0.000000 \n",
"25% 2.000000 2.000000 1.666667 3.000000 \n",
"50% 3.000000 2.000000 2.666667 3.000000 \n",
"75% 3.000000 3.000000 3.916667 3.000000 \n",
"max 3.000000 3.000000 7.000000 3.000000 \n",
"\n",
" 2 (calculer coord vecteurs) 3 (paralellogramme) 4.a (placer point) \\\n",
"count 25.000000 21.000000 19.000000 \n",
"mean 2.360000 1.380952 2.421053 \n",
"std 0.907377 1.160870 1.169795 \n",
"min 0.000000 0.000000 0.000000 \n",
"25% 2.000000 0.000000 3.000000 \n",
"50% 3.000000 2.000000 3.000000 \n",
"75% 3.000000 2.000000 3.000000 \n",
"max 3.000000 3.000000 3.000000 \n",
"\n",
" 4.b (calculer coord point) 5.a (placer point) \\\n",
"count 11.000000 10.000000 \n",
"mean 1.909091 2.100000 \n",
"std 1.044466 1.449138 \n",
"min 0.000000 0.000000 \n",
"25% 1.000000 0.750000 \n",
"50% 2.000000 3.000000 \n",
"75% 3.000000 3.000000 \n",
"max 3.000000 3.000000 \n",
"\n",
" 5.b (calculer coord point) \n",
"count 5 \n",
"mean 2 \n",
"std 1 \n",
"min 1 \n",
"25% 1 \n",
"50% 2 \n",
"75% 3 \n",
"max 3 \n",
"\n",
"[8 rows x 24 columns]"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"notes.describe()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"list_exo = [\"Exercice 1\", \"Exercice 2\", \"Exercice 3\", \"Exercice 4\"]"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"notes[list_exo] = notes[list_exo].applymap(lambda x:round(x,2))"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def toRepVal(val):\n",
" if pd.isnull(val):\n",
" return \"\\\\NoRep\"\n",
" elif val == 0:\n",
" return \"\\\\RepZ\"\n",
" elif val == 1:\n",
" return \"\\\\RepU\"\n",
" elif val == 2:\n",
" return \"\\\\RepD\"\n",
" elif val == 3:\n",
" return \"\\\\RepT\"\n",
" else:\n",
" return val"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"sous_exo = ['2 (developper)', '1.a (stat calculatrice)', '1.b (etendue interquartile)', 2, '3.a (stat calculatrice)', '3.b', '1 (lire coord vecteurs)', '2.A (tracer somme vecteurs)', '2.b (calculer somme vecteurs)', '2.c (equilibre)', '3 (force opposée)', '1 (placer points)', '2 (calculer coord vecteurs)', '3 (paralellogramme)', '4.a (placer point)', '4.b (calculer coord point)', '5.a (placer point)', '5.b (calculer coord point)']"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"notes[sous_exo] = notes[sous_exo].applymap(toRepVal)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": false
},
"outputs": [
{
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>DS_0318</th>\n",
" <th>Exercice 1</th>\n",
" <th>1 (developper)</th>\n",
" <th>2 (developper)</th>\n",
" <th>Exercice 2</th>\n",
" <th>1.a (stat calculatrice)</th>\n",
" <th>1.b (etendue interquartile)</th>\n",
" <th>2</th>\n",
" <th>3.a (stat calculatrice)</th>\n",
" <th>3.b</th>\n",
" <th>...</th>\n",
" <th>2.c (equilibre)</th>\n",
" <th>3 (force opposée)</th>\n",
" <th>Exercice 4</th>\n",
" <th>1 (placer points)</th>\n",
" <th>2 (calculer coord vecteurs)</th>\n",
" <th>3 (paralellogramme)</th>\n",
" <th>4.a (placer point)</th>\n",
" <th>4.b (calculer coord point)</th>\n",
" <th>5.a (placer point)</th>\n",
" <th>5.b (calculer coord point)</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>ANANTHARASA Kisojana</th>\n",
" <td> 8.5</td>\n",
" <td> 3.33</td>\n",
" <td> 2.00</td>\n",
" <td> \\RepD</td>\n",
" <td> 2.50</td>\n",
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" <tr>\n",
" <th>BAKAYOKO Aïcha</th>\n",
" <td> 13.0</td>\n",
" <td> 4.00</td>\n",
" <td> 2.00</td>\n",
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" <td> 4.33</td>\n",
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" <tr>\n",
" <th>BLAISE Emilie</th>\n",
" <td> 4.5</td>\n",
" <td> 0.25</td>\n",
" <td> 0.25</td>\n",
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" <tr>\n",
" <th>CHOISI Geordy</th>\n",
" <td> 6.5</td>\n",
" <td> 1.92</td>\n",
" <td> 1.25</td>\n",
" <td> \\RepU</td>\n",
" <td> 1.83</td>\n",
" <td> \\RepU</td>\n",
" <td> \\NoRep</td>\n",
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" <td> \\RepZ</td>\n",
" <td>...</td>\n",
" <td> \\RepD</td>\n",
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" <td> 1.00</td>\n",
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" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DRIDI Karim</th>\n",
" <td> 11.0</td>\n",
" <td> 3.33</td>\n",
" <td> 2.00</td>\n",
" <td> \\RepD</td>\n",
" <td> 2.17</td>\n",
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" <td> 3.33</td>\n",
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" <td> \\RepU</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepT</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FADIGA Mohamed</th>\n",
" <td> 12.0</td>\n",
" <td> 3.33</td>\n",
" <td> 2.00</td>\n",
" <td> \\RepD</td>\n",
" <td> 1.50</td>\n",
" <td> \\RepT</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
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" <td> 3.00</td>\n",
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" <td> \\RepU</td>\n",
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" <td> \\RepZ</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FESSARD Katelyne</th>\n",
" <td> 14.0</td>\n",
" <td> 3.33</td>\n",
" <td> 2.00</td>\n",
" <td> \\RepD</td>\n",
" <td> 6.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\NoRep</td>\n",
" <td> 0.33</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepU</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FUSCO Manon</th>\n",
" <td> 2.0</td>\n",
" <td> 1.25</td>\n",
" <td> 1.25</td>\n",
" <td> \\RepZ</td>\n",
" <td> 0.00</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\NoRep</td>\n",
" <td>...</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> 0.67</td>\n",
" <td> \\RepU</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\RepU</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>GILBERT Melissa</th>\n",
" <td> 10.0</td>\n",
" <td> 4.00</td>\n",
" <td> 2.00</td>\n",
" <td> \\RepT</td>\n",
" <td> 1.33</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepU</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> 1.67</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>GUNARASA Rithurshan</th>\n",
" <td> 19.0</td>\n",
" <td> 4.00</td>\n",
" <td> 2.00</td>\n",
" <td> \\RepT</td>\n",
" <td> 3.67</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepU</td>\n",
" <td>...</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> 7.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HAMLAOUI Fattouma</th>\n",
" <td> 17.0</td>\n",
" <td> 4.00</td>\n",
" <td> 2.00</td>\n",
" <td> \\RepT</td>\n",
" <td> 3.67</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepD</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> 4.67</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>INACIO Bastien</th>\n",
" <td> 17.0</td>\n",
" <td> 3.33</td>\n",
" <td> 2.00</td>\n",
" <td> \\RepD</td>\n",
" <td> 5.33</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> 4.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>JAMAL EL AMRANI Hafar</th>\n",
" <td> 9.0</td>\n",
" <td> 2.33</td>\n",
" <td> 1.00</td>\n",
" <td> \\RepD</td>\n",
" <td> 0.00</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> 3.33</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepT</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\RepT</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>JOHNSON Yannick</th>\n",
" <td> 9.5</td>\n",
" <td> 3.33</td>\n",
" <td> 2.00</td>\n",
" <td> \\RepD</td>\n",
" <td> 2.50</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td>...</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\NoRep</td>\n",
" <td> 1.67</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KEITA Yakaré</th>\n",
" <td> 13.0</td>\n",
" <td> 2.50</td>\n",
" <td> 0.50</td>\n",
" <td> \\RepT</td>\n",
" <td> 3.50</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepZ</td>\n",
" <td>...</td>\n",
" <td> \\RepU</td>\n",
" <td> \\NoRep</td>\n",
" <td> 5.33</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KONE Yacouba</th>\n",
" <td> 19.0</td>\n",
" <td> 3.25</td>\n",
" <td> 1.25</td>\n",
" <td> \\RepT</td>\n",
" <td> 5.33</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> 5.67</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepD</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LE Quentin</th>\n",
" <td> 9.0</td>\n",
" <td> 3.00</td>\n",
" <td> 1.00</td>\n",
" <td> \\RepT</td>\n",
" <td> 3.33</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepU</td>\n",
" <td>...</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\RepD</td>\n",
" <td> 1.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LOUKA Marina</th>\n",
" <td> 15.0</td>\n",
" <td> 4.00</td>\n",
" <td> 2.00</td>\n",
" <td> \\RepT</td>\n",
" <td> 5.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td>...</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> 2.33</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepD</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MARIGA Alexis</th>\n",
" <td> 6.0</td>\n",
" <td> 0.50</td>\n",
" <td> 0.50</td>\n",
" <td> \\RepZ</td>\n",
" <td> 2.50</td>\n",
" <td> \\RepT</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepU</td>\n",
" <td>...</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> 2.67</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\RepT</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MATOS GOMES Jean Daniel</th>\n",
" <td> 6.5</td>\n",
" <td> 0.67</td>\n",
" <td> 0.00</td>\n",
" <td> \\RepU</td>\n",
" <td> 1.83</td>\n",
" <td> \\RepT</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\RepU</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\RepZ</td>\n",
" <td>...</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> 1.67</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MELAYAH Marwa</th>\n",
" <td> 8.0</td>\n",
" <td> 2.67</td>\n",
" <td> 2.00</td>\n",
" <td> \\RepU</td>\n",
" <td> 4.67</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\NoRep</td>\n",
" <td>...</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> 0.00</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MOALI Lauryn</th>\n",
" <td> 20.0</td>\n",
" <td> 4.00</td>\n",
" <td> 2.00</td>\n",
" <td> \\RepT</td>\n",
" <td> 5.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> 6.67</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MONTAGNINI Cindy</th>\n",
" <td> 16.0</td>\n",
" <td> 3.50</td>\n",
" <td> 1.50</td>\n",
" <td> \\RepT</td>\n",
" <td> 5.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> 2.67</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\RepT</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NGO Viviane</th>\n",
" <td> 14.0</td>\n",
" <td> 2.08</td>\n",
" <td> 0.75</td>\n",
" <td> \\RepD</td>\n",
" <td> 4.50</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\NoRep</td>\n",
" <td> 3.67</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PEREIRA VAZ Luis Carlos</th>\n",
" <td> 17.5</td>\n",
" <td> 2.58</td>\n",
" <td> 1.25</td>\n",
" <td> \\RepD</td>\n",
" <td> 5.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> 4.67</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" </tr>\n",
" <tr>\n",
" <th>QADIR Maryam</th>\n",
" <td> 14.0</td>\n",
" <td> 4.00</td>\n",
" <td> 2.00</td>\n",
" <td> \\RepT</td>\n",
" <td> 2.00</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td>...</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepZ</td>\n",
" <td> 5.67</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SAIDANE Maissa</th>\n",
" <td> 10.5</td>\n",
" <td> 3.25</td>\n",
" <td> 1.25</td>\n",
" <td> \\RepT</td>\n",
" <td> 5.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\NoRep</td>\n",
" <td> 0.00</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SANTOS DO CARMO Kevin</th>\n",
" <td> 12.0</td>\n",
" <td> 0.75</td>\n",
" <td> 0.75</td>\n",
" <td> \\RepZ</td>\n",
" <td> 4.50</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td>...</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepZ</td>\n",
" <td> 3.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepT</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SILVA Andre Luis</th>\n",
" <td> 15.0</td>\n",
" <td> 3.25</td>\n",
" <td> 1.25</td>\n",
" <td> \\RepT</td>\n",
" <td> 6.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> 2.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" <tr>\n",
" <th>STAUFF Léna</th>\n",
" <td> 16.0</td>\n",
" <td> 2.67</td>\n",
" <td> 2.00</td>\n",
" <td> \\RepU</td>\n",
" <td> 5.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> 3.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" <td> \\NoRep</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>30 rows × 24 columns</p>\n",
"</div>"
],
"text/plain": [
" DS_0318 Exercice 1 1 (developper) 2 (developper) \\\n",
"ANANTHARASA Kisojana 8.5 3.33 2.00 \\RepD \n",
"BAKAYOKO Aïcha 13.0 4.00 2.00 \\RepT \n",
"BLAISE Emilie 4.5 0.25 0.25 \\RepZ \n",
"CHOISI Geordy 6.5 1.92 1.25 \\RepU \n",
"DRIDI Karim 11.0 3.33 2.00 \\RepD \n",
"FADIGA Mohamed 12.0 3.33 2.00 \\RepD \n",
"FESSARD Katelyne 14.0 3.33 2.00 \\RepD \n",
"FUSCO Manon 2.0 1.25 1.25 \\RepZ \n",
"GILBERT Melissa 10.0 4.00 2.00 \\RepT \n",
"GUNARASA Rithurshan 19.0 4.00 2.00 \\RepT \n",
"HAMLAOUI Fattouma 17.0 4.00 2.00 \\RepT \n",
"INACIO Bastien 17.0 3.33 2.00 \\RepD \n",
"JAMAL EL AMRANI Hafar 9.0 2.33 1.00 \\RepD \n",
"JOHNSON Yannick 9.5 3.33 2.00 \\RepD \n",
"KEITA Yakaré 13.0 2.50 0.50 \\RepT \n",
"KONE Yacouba 19.0 3.25 1.25 \\RepT \n",
"LE Quentin 9.0 3.00 1.00 \\RepT \n",
"LOUKA Marina 15.0 4.00 2.00 \\RepT \n",
"MARIGA Alexis 6.0 0.50 0.50 \\RepZ \n",
"MATOS GOMES Jean Daniel 6.5 0.67 0.00 \\RepU \n",
"MELAYAH Marwa 8.0 2.67 2.00 \\RepU \n",
"MOALI Lauryn 20.0 4.00 2.00 \\RepT \n",
"MONTAGNINI Cindy 16.0 3.50 1.50 \\RepT \n",
"NGO Viviane 14.0 2.08 0.75 \\RepD \n",
"PEREIRA VAZ Luis Carlos 17.5 2.58 1.25 \\RepD \n",
"QADIR Maryam 14.0 4.00 2.00 \\RepT \n",
"SAIDANE Maissa 10.5 3.25 1.25 \\RepT \n",
"SANTOS DO CARMO Kevin 12.0 0.75 0.75 \\RepZ \n",
"SILVA Andre Luis 15.0 3.25 1.25 \\RepT \n",
"STAUFF Léna 16.0 2.67 2.00 \\RepU \n",
"\n",
" Exercice 2 1.a (stat calculatrice) \\\n",
"ANANTHARASA Kisojana 2.50 \\RepT \n",
"BAKAYOKO Aïcha 4.33 \\RepU \n",
"BLAISE Emilie 2.67 \\RepD \n",
"CHOISI Geordy 1.83 \\RepU \n",
"DRIDI Karim 2.17 \\RepU \n",
"FADIGA Mohamed 1.50 \\RepT \n",
"FESSARD Katelyne 6.00 \\RepT \n",
"FUSCO Manon 0.00 \\RepZ \n",
"GILBERT Melissa 1.33 \\NoRep \n",
"GUNARASA Rithurshan 3.67 \\RepD \n",
"HAMLAOUI Fattouma 3.67 \\RepU \n",
"INACIO Bastien 5.33 \\RepT \n",
"JAMAL EL AMRANI Hafar 0.00 \\RepZ \n",
"JOHNSON Yannick 2.50 \\RepD \n",
"KEITA Yakaré 3.50 \\RepD \n",
"KONE Yacouba 5.33 \\RepT \n",
"LE Quentin 3.33 \\RepU \n",
"LOUKA Marina 5.00 \\RepT \n",
"MARIGA Alexis 2.50 \\RepT \n",
"MATOS GOMES Jean Daniel 1.83 \\RepT \n",
"MELAYAH Marwa 4.67 \\RepT \n",
"MOALI Lauryn 5.00 \\RepT \n",
"MONTAGNINI Cindy 5.00 \\RepT \n",
"NGO Viviane 4.50 \\RepT \n",
"PEREIRA VAZ Luis Carlos 5.00 \\RepT \n",
"QADIR Maryam 2.00 \\RepD \n",
"SAIDANE Maissa 5.00 \\RepT \n",
"SANTOS DO CARMO Kevin 4.50 \\RepT \n",
"SILVA Andre Luis 6.00 \\RepT \n",
"STAUFF Léna 5.00 \\RepT \n",
"\n",
" 1.b (etendue interquartile) 2 \\\n",
"ANANTHARASA Kisojana \\RepD \\NoRep \n",
"BAKAYOKO Aïcha \\RepT \\RepT \n",
"BLAISE Emilie \\NoRep \\RepD \n",
"CHOISI Geordy \\NoRep \\RepU \n",
"DRIDI Karim \\RepD \\RepZ \n",
"FADIGA Mohamed \\NoRep \\NoRep \n",
"FESSARD Katelyne \\RepT \\RepT \n",
"FUSCO Manon \\RepZ \\RepZ \n",
"GILBERT Melissa \\RepD \\RepU \n",
"GUNARASA Rithurshan \\RepD \\RepD \n",
"HAMLAOUI Fattouma \\RepT \\RepD \n",
"INACIO Bastien \\RepT \\RepD \n",
"JAMAL EL AMRANI Hafar \\NoRep \\NoRep \n",
"JOHNSON Yannick \\RepT \\RepZ \n",
"KEITA Yakaré \\RepT \\RepU \n",
"KONE Yacouba \\RepT \\RepD \n",
"LE Quentin \\RepT \\RepD \n",
"LOUKA Marina \\RepT \\RepD \n",
"MARIGA Alexis \\NoRep \\RepD \n",
"MATOS GOMES Jean Daniel \\NoRep \\RepU \n",
"MELAYAH Marwa \\RepT \\RepD \n",
"MOALI Lauryn \\RepT \\RepD \n",
"MONTAGNINI Cindy \\RepT \\RepD \n",
"NGO Viviane \\RepD \\RepD \n",
"PEREIRA VAZ Luis Carlos \\RepT \\RepD \n",
"QADIR Maryam \\RepD \\NoRep \n",
"SAIDANE Maissa \\RepT \\RepD \n",
"SANTOS DO CARMO Kevin \\RepD \\RepD \n",
"SILVA Andre Luis \\RepT \\RepT \n",
"STAUFF Léna \\RepT \\RepD \n",
"\n",
" 3.a (stat calculatrice) 3.b \\\n",
"ANANTHARASA Kisojana \\RepZ \\NoRep \n",
"BAKAYOKO Aïcha \\RepU \\RepT \n",
"BLAISE Emilie \\RepD \\RepU \n",
"CHOISI Geordy \\RepT \\RepZ \n",
"DRIDI Karim \\RepU \\RepU \n",
"FADIGA Mohamed \\NoRep \\NoRep \n",
"FESSARD Katelyne \\RepT \\RepT \n",
"FUSCO Manon \\RepZ \\NoRep \n",
"GILBERT Melissa \\NoRep \\NoRep \n",
"GUNARASA Rithurshan \\RepD \\RepU \n",
"HAMLAOUI Fattouma \\RepU \\RepD \n",
"INACIO Bastien \\RepT \\RepD \n",
"JAMAL EL AMRANI Hafar \\NoRep \\NoRep \n",
"JOHNSON Yannick \\NoRep \\NoRep \n",
"KEITA Yakaré \\RepD \\RepZ \n",
"KONE Yacouba \\RepT \\RepD \n",
"LE Quentin \\RepU \\RepU \n",
"LOUKA Marina \\RepT \\RepU \n",
"MARIGA Alexis \\RepZ \\RepU \n",
"MATOS GOMES Jean Daniel \\NoRep \\RepZ \n",
"MELAYAH Marwa \\RepT \\NoRep \n",
"MOALI Lauryn \\RepT \\RepU \n",
"MONTAGNINI Cindy \\RepT \\RepU \n",
"NGO Viviane \\RepT \\RepU \n",
"PEREIRA VAZ Luis Carlos \\RepT \\RepU \n",
"QADIR Maryam \\NoRep \\NoRep \n",
"SAIDANE Maissa \\RepT \\RepU \n",
"SANTOS DO CARMO Kevin \\RepT \\RepU \n",
"SILVA Andre Luis \\RepT \\RepT \n",
"STAUFF Léna \\RepT \\RepU \n",
"\n",
" ... 2.c (equilibre) \\\n",
"ANANTHARASA Kisojana ... \\NoRep \n",
"BAKAYOKO Aïcha ... \\NoRep \n",
"BLAISE Emilie ... \\RepU \n",
"CHOISI Geordy ... \\RepD \n",
"DRIDI Karim ... \\RepU \n",
"FADIGA Mohamed ... \\RepT \n",
"FESSARD Katelyne ... \\RepT \n",
"FUSCO Manon ... \\NoRep \n",
"GILBERT Melissa ... \\RepT \n",
"GUNARASA Rithurshan ... \\RepD \n",
"HAMLAOUI Fattouma ... \\RepT \n",
"INACIO Bastien ... \\RepT \n",
"JAMAL EL AMRANI Hafar ... \\RepT \n",
"JOHNSON Yannick ... \\RepZ \n",
"KEITA Yakaré ... \\RepU \n",
"KONE Yacouba ... \\RepT \n",
"LE Quentin ... \\NoRep \n",
"LOUKA Marina ... \\RepD \n",
"MARIGA Alexis ... \\NoRep \n",
"MATOS GOMES Jean Daniel ... \\RepD \n",
"MELAYAH Marwa ... \\NoRep \n",
"MOALI Lauryn ... \\RepT \n",
"MONTAGNINI Cindy ... \\RepT \n",
"NGO Viviane ... \\RepT \n",
"PEREIRA VAZ Luis Carlos ... \\RepT \n",
"QADIR Maryam ... \\RepU \n",
"SAIDANE Maissa ... \\RepT \n",
"SANTOS DO CARMO Kevin ... \\RepD \n",
"SILVA Andre Luis ... \\RepT \n",
"STAUFF Léna ... \\RepT \n",
"\n",
" 3 (force opposée) Exercice 4 1 (placer points) \\\n",
"ANANTHARASA Kisojana \\NoRep 2.00 \\NoRep \n",
"BAKAYOKO Aïcha \\NoRep 1.67 \\RepZ \n",
"BLAISE Emilie \\NoRep 1.00 \\RepT \n",
"CHOISI Geordy \\NoRep 1.00 \\RepD \n",
"DRIDI Karim \\RepD 3.33 \\RepT \n",
"FADIGA Mohamed \\NoRep 3.00 \\RepT \n",
"FESSARD Katelyne \\NoRep 0.33 \\RepZ \n",
"FUSCO Manon \\NoRep 0.67 \\RepU \n",
"GILBERT Melissa \\RepD 1.67 \\RepT \n",
"GUNARASA Rithurshan \\RepT 7.00 \\RepT \n",
"HAMLAOUI Fattouma \\RepD 4.67 \\RepT \n",
"INACIO Bastien \\RepD 4.00 \\RepT \n",
"JAMAL EL AMRANI Hafar \\RepD 3.33 \\RepT \n",
"JOHNSON Yannick \\NoRep 1.67 \\RepT \n",
"KEITA Yakaré \\NoRep 5.33 \\RepT \n",
"KONE Yacouba \\RepT 5.67 \\RepT \n",
"LE Quentin \\RepD 1.00 \\RepT \n",
"LOUKA Marina \\RepD 2.33 \\RepT \n",
"MARIGA Alexis \\NoRep 2.67 \\RepT \n",
"MATOS GOMES Jean Daniel \\RepD 1.67 \\RepT \n",
"MELAYAH Marwa \\NoRep 0.00 \\NoRep \n",
"MOALI Lauryn \\RepT 6.67 \\RepT \n",
"MONTAGNINI Cindy \\RepD 2.67 \\RepD \n",
"NGO Viviane \\NoRep 3.67 \\RepD \n",
"PEREIRA VAZ Luis Carlos \\RepT 4.67 \\RepT \n",
"QADIR Maryam \\RepZ 5.67 \\RepT \n",
"SAIDANE Maissa \\NoRep 0.00 \\NoRep \n",
"SANTOS DO CARMO Kevin \\RepZ 3.00 \\RepT \n",
"SILVA Andre Luis \\RepD 2.00 \\RepT \n",
"STAUFF Léna \\RepT 3.00 \\RepT \n",
"\n",
" 2 (calculer coord vecteurs) 3 (paralellogramme) \\\n",
"ANANTHARASA Kisojana \\RepT \\RepT \n",
"BAKAYOKO Aïcha \\RepT \\RepD \n",
"BLAISE Emilie \\NoRep \\NoRep \n",
"CHOISI Geordy \\RepU \\NoRep \n",
"DRIDI Karim \\RepU \\RepZ \n",
"FADIGA Mohamed \\RepT \\RepD \n",
"FESSARD Katelyne \\RepZ \\RepU \n",
"FUSCO Manon \\NoRep \\RepU \n",
"GILBERT Melissa \\RepD \\RepZ \n",
"GUNARASA Rithurshan \\RepT \\RepT \n",
"HAMLAOUI Fattouma \\RepT \\RepD \n",
"INACIO Bastien \\RepT \\RepD \n",
"JAMAL EL AMRANI Hafar \\RepU \\RepZ \n",
"JOHNSON Yannick \\RepD \\RepZ \n",
"KEITA Yakaré \\RepT \\RepD \n",
"KONE Yacouba \\RepT \\RepT \n",
"LE Quentin \\NoRep \\NoRep \n",
"LOUKA Marina \\RepD \\RepZ \n",
"MARIGA Alexis \\RepD \\NoRep \n",
"MATOS GOMES Jean Daniel \\RepD \\NoRep \n",
"MELAYAH Marwa \\NoRep \\NoRep \n",
"MOALI Lauryn \\RepT \\RepD \n",
"MONTAGNINI Cindy \\RepT \\NoRep \n",
"NGO Viviane \\RepT \\RepU \n",
"PEREIRA VAZ Luis Carlos \\RepT \\RepZ \n",
"QADIR Maryam \\RepT \\RepT \n",
"SAIDANE Maissa \\NoRep \\NoRep \n",
"SANTOS DO CARMO Kevin \\RepT \\RepZ \n",
"SILVA Andre Luis \\RepT \\NoRep \n",
"STAUFF Léna \\RepU \\RepD \n",
"\n",
" 4.a (placer point) 4.b (calculer coord point) \\\n",
"ANANTHARASA Kisojana \\NoRep \\NoRep \n",
"BAKAYOKO Aïcha \\NoRep \\NoRep \n",
"BLAISE Emilie \\NoRep \\NoRep \n",
"CHOISI Geordy \\NoRep \\NoRep \n",
"DRIDI Karim \\RepT \\RepZ \n",
"FADIGA Mohamed \\RepU \\NoRep \n",
"FESSARD Katelyne \\NoRep \\NoRep \n",
"FUSCO Manon \\NoRep \\NoRep \n",
"GILBERT Melissa \\RepZ \\NoRep \n",
"GUNARASA Rithurshan \\RepT \\RepT \n",
"HAMLAOUI Fattouma \\RepT \\RepT \n",
"INACIO Bastien \\RepT \\RepU \n",
"JAMAL EL AMRANI Hafar \\RepT \\NoRep \n",
"JOHNSON Yannick \\RepZ \\NoRep \n",
"KEITA Yakaré \\RepT \\RepU \n",
"KONE Yacouba \\RepT \\RepT \n",
"LE Quentin \\NoRep \\NoRep \n",
"LOUKA Marina \\RepZ \\RepD \n",
"MARIGA Alexis \\RepT \\NoRep \n",
"MATOS GOMES Jean Daniel \\NoRep \\NoRep \n",
"MELAYAH Marwa \\NoRep \\NoRep \n",
"MOALI Lauryn \\RepT \\RepT \n",
"MONTAGNINI Cindy \\RepT \\NoRep \n",
"NGO Viviane \\RepT \\RepD \n",
"PEREIRA VAZ Luis Carlos \\RepT \\RepU \n",
"QADIR Maryam \\RepT \\RepD \n",
"SAIDANE Maissa \\NoRep \\NoRep \n",
"SANTOS DO CARMO Kevin \\RepT \\NoRep \n",
"SILVA Andre Luis \\NoRep \\NoRep \n",
"STAUFF Léna \\RepT \\NoRep \n",
"\n",
" 5.a (placer point) 5.b (calculer coord point) \n",
"ANANTHARASA Kisojana \\NoRep \\NoRep \n",
"BAKAYOKO Aïcha \\NoRep \\NoRep \n",
"BLAISE Emilie \\NoRep \\NoRep \n",
"CHOISI Geordy \\NoRep \\NoRep \n",
"DRIDI Karim \\RepT \\NoRep \n",
"FADIGA Mohamed \\RepZ \\NoRep \n",
"FESSARD Katelyne \\NoRep \\NoRep \n",
"FUSCO Manon \\NoRep \\NoRep \n",
"GILBERT Melissa \\NoRep \\NoRep \n",
"GUNARASA Rithurshan \\RepT \\RepT \n",
"HAMLAOUI Fattouma \\NoRep \\NoRep \n",
"INACIO Bastien \\NoRep \\NoRep \n",
"JAMAL EL AMRANI Hafar \\RepT \\NoRep \n",
"JOHNSON Yannick \\NoRep \\NoRep \n",
"KEITA Yakaré \\RepT \\RepU \n",
"KONE Yacouba \\RepZ \\RepD \n",
"LE Quentin \\NoRep \\NoRep \n",
"LOUKA Marina \\NoRep \\NoRep \n",
"MARIGA Alexis \\NoRep \\NoRep \n",
"MATOS GOMES Jean Daniel \\NoRep \\NoRep \n",
"MELAYAH Marwa \\NoRep \\NoRep \n",
"MOALI Lauryn \\RepT \\RepT \n",
"MONTAGNINI Cindy \\NoRep \\NoRep \n",
"NGO Viviane \\RepZ \\NoRep \n",
"PEREIRA VAZ Luis Carlos \\RepT \\RepU \n",
"QADIR Maryam \\RepT \\NoRep \n",
"SAIDANE Maissa \\NoRep \\NoRep \n",
"SANTOS DO CARMO Kevin \\NoRep \\NoRep \n",
"SILVA Andre Luis \\NoRep \\NoRep \n",
"STAUFF Léna \\NoRep \\NoRep \n",
"\n",
"[30 rows x 24 columns]"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"notes"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"bilan = texenv.get_template(\"tpl_bilan.tex\")\n",
"with open(\"./bilan.tex\",\"w\") as f:\n",
" f.write(bilan.render(eleves = notes, barem = barem))"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>DS_0318</th>\n",
" <th>nan</th>\n",
" <th>Exercice 1</th>\n",
" <th>1 (developper)</th>\n",
" <th>2 (developper)</th>\n",
" <th>Exercice 2</th>\n",
" <th>1.a (stat calculatrice)</th>\n",
" <th>1.b (etendue interquartile)</th>\n",
" <th>2</th>\n",
" <th>3.a (stat calculatrice)</th>\n",
" <th>...</th>\n",
" <th>2.c (equilibre)</th>\n",
" <th>3 (force opposée)</th>\n",
" <th>Exercice 4</th>\n",
" <th>1 (placer points)</th>\n",
" <th>2 (calculer coord vecteurs)</th>\n",
" <th>3 (paralellogramme)</th>\n",
" <th>4.a (placer point)</th>\n",
" <th>4.b (calculer coord point)</th>\n",
" <th>5.a (placer point)</th>\n",
" <th>5.b (calculer coord point)</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>ANANTHARASA Kisojana</th>\n",
" <td> 8.5</td>\n",
" <td> 8.500000</td>\n",
" <td> 3.33</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> 2.50</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> NaN</td>\n",
" <td> \\RepZ</td>\n",
" <td>...</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> 2.00</td>\n",
" <td> NaN</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BAKAYOKO Aïcha</th>\n",
" <td> 13.0</td>\n",
" <td> 12.666667</td>\n",
" <td> 4.00</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> 4.33</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td>...</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> 1.67</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BLAISE Emilie</th>\n",
" <td> 4.5</td>\n",
" <td> 4.250000</td>\n",
" <td> 0.25</td>\n",
" <td> 0.25</td>\n",
" <td> \\RepZ</td>\n",
" <td> 2.67</td>\n",
" <td> \\RepD</td>\n",
" <td> NaN</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td>...</td>\n",
" <td> \\RepU</td>\n",
" <td> NaN</td>\n",
" <td> 1.00</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CHOISI Geordy</th>\n",
" <td> 6.5</td>\n",
" <td> 6.416667</td>\n",
" <td> 1.92</td>\n",
" <td> 1.25</td>\n",
" <td> \\RepU</td>\n",
" <td> 1.83</td>\n",
" <td> \\RepU</td>\n",
" <td> NaN</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepT</td>\n",
" <td>...</td>\n",
" <td> \\RepD</td>\n",
" <td> NaN</td>\n",
" <td> 1.00</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepU</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DRIDI Karim</th>\n",
" <td> 11.0</td>\n",
" <td> 10.833333</td>\n",
" <td> 3.33</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> 2.17</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepU</td>\n",
" <td>...</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepD</td>\n",
" <td> 3.33</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FADIGA Mohamed</th>\n",
" <td> 12.0</td>\n",
" <td> 11.833333</td>\n",
" <td> 3.33</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> 1.50</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" <td> 3.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepU</td>\n",
" <td> NaN</td>\n",
" <td> \\RepZ</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FESSARD Katelyne</th>\n",
" <td> 14.0</td>\n",
" <td> 13.666667</td>\n",
" <td> 3.33</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> 6.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" <td> 0.33</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepU</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FUSCO Manon</th>\n",
" <td> 2.0</td>\n",
" <td> 1.916667</td>\n",
" <td> 1.25</td>\n",
" <td> 1.25</td>\n",
" <td> \\RepZ</td>\n",
" <td> 0.00</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepZ</td>\n",
" <td>...</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> 0.67</td>\n",
" <td> \\RepU</td>\n",
" <td> NaN</td>\n",
" <td> \\RepU</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>GILBERT Melissa</th>\n",
" <td> 10.0</td>\n",
" <td> 9.666667</td>\n",
" <td> 4.00</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> 1.33</td>\n",
" <td> NaN</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepU</td>\n",
" <td> NaN</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> 1.67</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepZ</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>GUNARASA Rithurshan</th>\n",
" <td> 19.0</td>\n",
" <td> 19.333333</td>\n",
" <td> 4.00</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> 3.67</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td>...</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> 7.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HAMLAOUI Fattouma</th>\n",
" <td> 17.0</td>\n",
" <td> 17.000000</td>\n",
" <td> 4.00</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> 3.67</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepU</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> 4.67</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>INACIO Bastien</th>\n",
" <td> 17.0</td>\n",
" <td> 16.666667</td>\n",
" <td> 3.33</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> 5.33</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> 4.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>JAMAL EL AMRANI Hafar</th>\n",
" <td> 9.0</td>\n",
" <td> 8.666667</td>\n",
" <td> 2.33</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepD</td>\n",
" <td> 0.00</td>\n",
" <td> \\RepZ</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> 3.33</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>JOHNSON Yannick</th>\n",
" <td> 9.5</td>\n",
" <td> 9.500000</td>\n",
" <td> 3.33</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> 2.50</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepZ</td>\n",
" <td> NaN</td>\n",
" <td>...</td>\n",
" <td> \\RepZ</td>\n",
" <td> NaN</td>\n",
" <td> 1.67</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepZ</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KEITA Yakaré</th>\n",
" <td> 13.0</td>\n",
" <td> 13.000000</td>\n",
" <td> 2.50</td>\n",
" <td> 0.5</td>\n",
" <td> \\RepT</td>\n",
" <td> 3.50</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepD</td>\n",
" <td>...</td>\n",
" <td> \\RepU</td>\n",
" <td> NaN</td>\n",
" <td> 5.33</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KONE Yacouba</th>\n",
" <td> 19.0</td>\n",
" <td> 19.250000</td>\n",
" <td> 3.25</td>\n",
" <td> 1.25</td>\n",
" <td> \\RepT</td>\n",
" <td> 5.33</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> 5.67</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepD</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LE Quentin</th>\n",
" <td> 9.0</td>\n",
" <td> 9.333333</td>\n",
" <td> 3.00</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepT</td>\n",
" <td> 3.33</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepU</td>\n",
" <td>...</td>\n",
" <td> NaN</td>\n",
" <td> \\RepD</td>\n",
" <td> 1.00</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LOUKA Marina</th>\n",
" <td> 15.0</td>\n",
" <td> 14.666667</td>\n",
" <td> 4.00</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> 5.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td>...</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> 2.33</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepD</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MARIGA Alexis</th>\n",
" <td> 6.0</td>\n",
" <td> 5.666667</td>\n",
" <td> 0.50</td>\n",
" <td> 0.5</td>\n",
" <td> \\RepZ</td>\n",
" <td> 2.50</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepZ</td>\n",
" <td>...</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> 2.67</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> NaN</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MATOS GOMES Jean Daniel</th>\n",
" <td> 6.5</td>\n",
" <td> 6.500000</td>\n",
" <td> 0.67</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepU</td>\n",
" <td> 1.83</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" <td> \\RepU</td>\n",
" <td> NaN</td>\n",
" <td>...</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> 1.67</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MELAYAH Marwa</th>\n",
" <td> 8.0</td>\n",
" <td> 8.333333</td>\n",
" <td> 2.67</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepU</td>\n",
" <td> 4.67</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td>...</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> 0.00</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MOALI Lauryn</th>\n",
" <td> 20.0</td>\n",
" <td> 20.666667</td>\n",
" <td> 4.00</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> 5.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> 6.67</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MONTAGNINI Cindy</th>\n",
" <td> 16.0</td>\n",
" <td> 15.833333</td>\n",
" <td> 3.50</td>\n",
" <td> 1.5</td>\n",
" <td> \\RepT</td>\n",
" <td> 5.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> 2.67</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NGO Viviane</th>\n",
" <td> 14.0</td>\n",
" <td> 13.916667</td>\n",
" <td> 2.08</td>\n",
" <td> 0.75</td>\n",
" <td> \\RepD</td>\n",
" <td> 4.50</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" <td> 3.67</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepZ</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PEREIRA VAZ Luis Carlos</th>\n",
" <td> 17.5</td>\n",
" <td> 17.250000</td>\n",
" <td> 2.58</td>\n",
" <td> 1.25</td>\n",
" <td> \\RepD</td>\n",
" <td> 5.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> 4.67</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" </tr>\n",
" <tr>\n",
" <th>QADIR Maryam</th>\n",
" <td> 14.0</td>\n",
" <td> 14.333333</td>\n",
" <td> 4.00</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> 2.00</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td>...</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepZ</td>\n",
" <td> 5.67</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SAIDANE Maissa</th>\n",
" <td> 10.5</td>\n",
" <td> 10.583333</td>\n",
" <td> 3.25</td>\n",
" <td> 1.25</td>\n",
" <td> \\RepT</td>\n",
" <td> 5.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" <td> 0.00</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SANTOS DO CARMO Kevin</th>\n",
" <td> 12.0</td>\n",
" <td> 11.916667</td>\n",
" <td> 0.75</td>\n",
" <td> 0.75</td>\n",
" <td> \\RepZ</td>\n",
" <td> 4.50</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td>...</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepZ</td>\n",
" <td> 3.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepZ</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SILVA Andre Luis</th>\n",
" <td> 15.0</td>\n",
" <td> 14.916667</td>\n",
" <td> 3.25</td>\n",
" <td> 1.25</td>\n",
" <td> \\RepT</td>\n",
" <td> 6.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> 2.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>STAUFF Léna</th>\n",
" <td> 16.0</td>\n",
" <td> 15.666667</td>\n",
" <td> 2.67</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepU</td>\n",
" <td> 5.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td>...</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepT</td>\n",
" <td> 3.00</td>\n",
" <td> \\RepT</td>\n",
" <td> \\RepU</td>\n",
" <td> \\RepD</td>\n",
" <td> \\RepT</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>30 rows × 25 columns</p>\n",
"</div>"
],
"text/plain": [
" DS_0318 NaN Exercice 1 1 (developper) \\\n",
"ANANTHARASA Kisojana 8.5 8.500000 3.33 \\RepD \n",
"BAKAYOKO Aïcha 13.0 12.666667 4.00 \\RepD \n",
"BLAISE Emilie 4.5 4.250000 0.25 0.25 \n",
"CHOISI Geordy 6.5 6.416667 1.92 1.25 \n",
"DRIDI Karim 11.0 10.833333 3.33 \\RepD \n",
"FADIGA Mohamed 12.0 11.833333 3.33 \\RepD \n",
"FESSARD Katelyne 14.0 13.666667 3.33 \\RepD \n",
"FUSCO Manon 2.0 1.916667 1.25 1.25 \n",
"GILBERT Melissa 10.0 9.666667 4.00 \\RepD \n",
"GUNARASA Rithurshan 19.0 19.333333 4.00 \\RepD \n",
"HAMLAOUI Fattouma 17.0 17.000000 4.00 \\RepD \n",
"INACIO Bastien 17.0 16.666667 3.33 \\RepD \n",
"JAMAL EL AMRANI Hafar 9.0 8.666667 2.33 \\RepU \n",
"JOHNSON Yannick 9.5 9.500000 3.33 \\RepD \n",
"KEITA Yakaré 13.0 13.000000 2.50 0.5 \n",
"KONE Yacouba 19.0 19.250000 3.25 1.25 \n",
"LE Quentin 9.0 9.333333 3.00 \\RepU \n",
"LOUKA Marina 15.0 14.666667 4.00 \\RepD \n",
"MARIGA Alexis 6.0 5.666667 0.50 0.5 \n",
"MATOS GOMES Jean Daniel 6.5 6.500000 0.67 \\RepZ \n",
"MELAYAH Marwa 8.0 8.333333 2.67 \\RepD \n",
"MOALI Lauryn 20.0 20.666667 4.00 \\RepD \n",
"MONTAGNINI Cindy 16.0 15.833333 3.50 1.5 \n",
"NGO Viviane 14.0 13.916667 2.08 0.75 \n",
"PEREIRA VAZ Luis Carlos 17.5 17.250000 2.58 1.25 \n",
"QADIR Maryam 14.0 14.333333 4.00 \\RepD \n",
"SAIDANE Maissa 10.5 10.583333 3.25 1.25 \n",
"SANTOS DO CARMO Kevin 12.0 11.916667 0.75 0.75 \n",
"SILVA Andre Luis 15.0 14.916667 3.25 1.25 \n",
"STAUFF Léna 16.0 15.666667 2.67 \\RepD \n",
"\n",
" 2 (developper) Exercice 2 1.a (stat calculatrice) \\\n",
"ANANTHARASA Kisojana \\RepD 2.50 \\RepT \n",
"BAKAYOKO Aïcha \\RepT 4.33 \\RepU \n",
"BLAISE Emilie \\RepZ 2.67 \\RepD \n",
"CHOISI Geordy \\RepU 1.83 \\RepU \n",
"DRIDI Karim \\RepD 2.17 \\RepU \n",
"FADIGA Mohamed \\RepD 1.50 \\RepT \n",
"FESSARD Katelyne \\RepD 6.00 \\RepT \n",
"FUSCO Manon \\RepZ 0.00 \\RepZ \n",
"GILBERT Melissa \\RepT 1.33 NaN \n",
"GUNARASA Rithurshan \\RepT 3.67 \\RepD \n",
"HAMLAOUI Fattouma \\RepT 3.67 \\RepU \n",
"INACIO Bastien \\RepD 5.33 \\RepT \n",
"JAMAL EL AMRANI Hafar \\RepD 0.00 \\RepZ \n",
"JOHNSON Yannick \\RepD 2.50 \\RepD \n",
"KEITA Yakaré \\RepT 3.50 \\RepD \n",
"KONE Yacouba \\RepT 5.33 \\RepT \n",
"LE Quentin \\RepT 3.33 \\RepU \n",
"LOUKA Marina \\RepT 5.00 \\RepT \n",
"MARIGA Alexis \\RepZ 2.50 \\RepT \n",
"MATOS GOMES Jean Daniel \\RepU 1.83 \\RepT \n",
"MELAYAH Marwa \\RepU 4.67 \\RepT \n",
"MOALI Lauryn \\RepT 5.00 \\RepT \n",
"MONTAGNINI Cindy \\RepT 5.00 \\RepT \n",
"NGO Viviane \\RepD 4.50 \\RepT \n",
"PEREIRA VAZ Luis Carlos \\RepD 5.00 \\RepT \n",
"QADIR Maryam \\RepT 2.00 \\RepD \n",
"SAIDANE Maissa \\RepT 5.00 \\RepT \n",
"SANTOS DO CARMO Kevin \\RepZ 4.50 \\RepT \n",
"SILVA Andre Luis \\RepT 6.00 \\RepT \n",
"STAUFF Léna \\RepU 5.00 \\RepT \n",
"\n",
" 1.b (etendue interquartile) 2 \\\n",
"ANANTHARASA Kisojana \\RepD NaN \n",
"BAKAYOKO Aïcha \\RepT \\RepT \n",
"BLAISE Emilie NaN \\RepD \n",
"CHOISI Geordy NaN \\RepU \n",
"DRIDI Karim \\RepD \\RepZ \n",
"FADIGA Mohamed NaN NaN \n",
"FESSARD Katelyne \\RepT \\RepT \n",
"FUSCO Manon \\RepZ \\RepZ \n",
"GILBERT Melissa \\RepD \\RepU \n",
"GUNARASA Rithurshan \\RepD \\RepD \n",
"HAMLAOUI Fattouma \\RepT \\RepD \n",
"INACIO Bastien \\RepT \\RepD \n",
"JAMAL EL AMRANI Hafar NaN NaN \n",
"JOHNSON Yannick \\RepT \\RepZ \n",
"KEITA Yakaré \\RepT \\RepU \n",
"KONE Yacouba \\RepT \\RepD \n",
"LE Quentin \\RepT \\RepD \n",
"LOUKA Marina \\RepT \\RepD \n",
"MARIGA Alexis NaN \\RepD \n",
"MATOS GOMES Jean Daniel NaN \\RepU \n",
"MELAYAH Marwa \\RepT \\RepD \n",
"MOALI Lauryn \\RepT \\RepD \n",
"MONTAGNINI Cindy \\RepT \\RepD \n",
"NGO Viviane \\RepD \\RepD \n",
"PEREIRA VAZ Luis Carlos \\RepT \\RepD \n",
"QADIR Maryam \\RepD NaN \n",
"SAIDANE Maissa \\RepT \\RepD \n",
"SANTOS DO CARMO Kevin \\RepD \\RepD \n",
"SILVA Andre Luis \\RepT \\RepT \n",
"STAUFF Léna \\RepT \\RepD \n",
"\n",
" 3.a (stat calculatrice) ... \\\n",
"ANANTHARASA Kisojana \\RepZ ... \n",
"BAKAYOKO Aïcha \\RepU ... \n",
"BLAISE Emilie \\RepD ... \n",
"CHOISI Geordy \\RepT ... \n",
"DRIDI Karim \\RepU ... \n",
"FADIGA Mohamed NaN ... \n",
"FESSARD Katelyne \\RepT ... \n",
"FUSCO Manon \\RepZ ... \n",
"GILBERT Melissa NaN ... \n",
"GUNARASA Rithurshan \\RepD ... \n",
"HAMLAOUI Fattouma \\RepU ... \n",
"INACIO Bastien \\RepT ... \n",
"JAMAL EL AMRANI Hafar NaN ... \n",
"JOHNSON Yannick NaN ... \n",
"KEITA Yakaré \\RepD ... \n",
"KONE Yacouba \\RepT ... \n",
"LE Quentin \\RepU ... \n",
"LOUKA Marina \\RepT ... \n",
"MARIGA Alexis \\RepZ ... \n",
"MATOS GOMES Jean Daniel NaN ... \n",
"MELAYAH Marwa \\RepT ... \n",
"MOALI Lauryn \\RepT ... \n",
"MONTAGNINI Cindy \\RepT ... \n",
"NGO Viviane \\RepT ... \n",
"PEREIRA VAZ Luis Carlos \\RepT ... \n",
"QADIR Maryam NaN ... \n",
"SAIDANE Maissa \\RepT ... \n",
"SANTOS DO CARMO Kevin \\RepT ... \n",
"SILVA Andre Luis \\RepT ... \n",
"STAUFF Léna \\RepT ... \n",
"\n",
" 2.c (equilibre) 3 (force opposée) Exercice 4 \\\n",
"ANANTHARASA Kisojana NaN NaN 2.00 \n",
"BAKAYOKO Aïcha NaN NaN 1.67 \n",
"BLAISE Emilie \\RepU NaN 1.00 \n",
"CHOISI Geordy \\RepD NaN 1.00 \n",
"DRIDI Karim \\RepU \\RepD 3.33 \n",
"FADIGA Mohamed \\RepT NaN 3.00 \n",
"FESSARD Katelyne \\RepT NaN 0.33 \n",
"FUSCO Manon NaN NaN 0.67 \n",
"GILBERT Melissa \\RepT \\RepD 1.67 \n",
"GUNARASA Rithurshan \\RepD \\RepT 7.00 \n",
"HAMLAOUI Fattouma \\RepT \\RepD 4.67 \n",
"INACIO Bastien \\RepT \\RepD 4.00 \n",
"JAMAL EL AMRANI Hafar \\RepT \\RepD 3.33 \n",
"JOHNSON Yannick \\RepZ NaN 1.67 \n",
"KEITA Yakaré \\RepU NaN 5.33 \n",
"KONE Yacouba \\RepT \\RepT 5.67 \n",
"LE Quentin NaN \\RepD 1.00 \n",
"LOUKA Marina \\RepD \\RepD 2.33 \n",
"MARIGA Alexis NaN NaN 2.67 \n",
"MATOS GOMES Jean Daniel \\RepD \\RepD 1.67 \n",
"MELAYAH Marwa NaN NaN 0.00 \n",
"MOALI Lauryn \\RepT \\RepT 6.67 \n",
"MONTAGNINI Cindy \\RepT \\RepD 2.67 \n",
"NGO Viviane \\RepT NaN 3.67 \n",
"PEREIRA VAZ Luis Carlos \\RepT \\RepT 4.67 \n",
"QADIR Maryam \\RepU \\RepZ 5.67 \n",
"SAIDANE Maissa \\RepT NaN 0.00 \n",
"SANTOS DO CARMO Kevin \\RepD \\RepZ 3.00 \n",
"SILVA Andre Luis \\RepT \\RepD 2.00 \n",
"STAUFF Léna \\RepT \\RepT 3.00 \n",
"\n",
" 1 (placer points) 2 (calculer coord vecteurs) \\\n",
"ANANTHARASA Kisojana NaN \\RepT \n",
"BAKAYOKO Aïcha \\RepZ \\RepT \n",
"BLAISE Emilie \\RepT NaN \n",
"CHOISI Geordy \\RepD \\RepU \n",
"DRIDI Karim \\RepT \\RepU \n",
"FADIGA Mohamed \\RepT \\RepT \n",
"FESSARD Katelyne \\RepZ \\RepZ \n",
"FUSCO Manon \\RepU NaN \n",
"GILBERT Melissa \\RepT \\RepD \n",
"GUNARASA Rithurshan \\RepT \\RepT \n",
"HAMLAOUI Fattouma \\RepT \\RepT \n",
"INACIO Bastien \\RepT \\RepT \n",
"JAMAL EL AMRANI Hafar \\RepT \\RepU \n",
"JOHNSON Yannick \\RepT \\RepD \n",
"KEITA Yakaré \\RepT \\RepT \n",
"KONE Yacouba \\RepT \\RepT \n",
"LE Quentin \\RepT NaN \n",
"LOUKA Marina \\RepT \\RepD \n",
"MARIGA Alexis \\RepT \\RepD \n",
"MATOS GOMES Jean Daniel \\RepT \\RepD \n",
"MELAYAH Marwa NaN NaN \n",
"MOALI Lauryn \\RepT \\RepT \n",
"MONTAGNINI Cindy \\RepD \\RepT \n",
"NGO Viviane \\RepD \\RepT \n",
"PEREIRA VAZ Luis Carlos \\RepT \\RepT \n",
"QADIR Maryam \\RepT \\RepT \n",
"SAIDANE Maissa NaN NaN \n",
"SANTOS DO CARMO Kevin \\RepT \\RepT \n",
"SILVA Andre Luis \\RepT \\RepT \n",
"STAUFF Léna \\RepT \\RepU \n",
"\n",
" 3 (paralellogramme) 4.a (placer point) \\\n",
"ANANTHARASA Kisojana \\RepT NaN \n",
"BAKAYOKO Aïcha \\RepD NaN \n",
"BLAISE Emilie NaN NaN \n",
"CHOISI Geordy NaN NaN \n",
"DRIDI Karim \\RepZ \\RepT \n",
"FADIGA Mohamed \\RepD \\RepU \n",
"FESSARD Katelyne \\RepU NaN \n",
"FUSCO Manon \\RepU NaN \n",
"GILBERT Melissa \\RepZ \\RepZ \n",
"GUNARASA Rithurshan \\RepT \\RepT \n",
"HAMLAOUI Fattouma \\RepD \\RepT \n",
"INACIO Bastien \\RepD \\RepT \n",
"JAMAL EL AMRANI Hafar \\RepZ \\RepT \n",
"JOHNSON Yannick \\RepZ \\RepZ \n",
"KEITA Yakaré \\RepD \\RepT \n",
"KONE Yacouba \\RepT \\RepT \n",
"LE Quentin NaN NaN \n",
"LOUKA Marina \\RepZ \\RepZ \n",
"MARIGA Alexis NaN \\RepT \n",
"MATOS GOMES Jean Daniel NaN NaN \n",
"MELAYAH Marwa NaN NaN \n",
"MOALI Lauryn \\RepD \\RepT \n",
"MONTAGNINI Cindy NaN \\RepT \n",
"NGO Viviane \\RepU \\RepT \n",
"PEREIRA VAZ Luis Carlos \\RepZ \\RepT \n",
"QADIR Maryam \\RepT \\RepT \n",
"SAIDANE Maissa NaN NaN \n",
"SANTOS DO CARMO Kevin \\RepZ \\RepT \n",
"SILVA Andre Luis NaN NaN \n",
"STAUFF Léna \\RepD \\RepT \n",
"\n",
" 4.b (calculer coord point) 5.a (placer point) \\\n",
"ANANTHARASA Kisojana NaN NaN \n",
"BAKAYOKO Aïcha NaN NaN \n",
"BLAISE Emilie NaN NaN \n",
"CHOISI Geordy NaN NaN \n",
"DRIDI Karim \\RepZ \\RepT \n",
"FADIGA Mohamed NaN \\RepZ \n",
"FESSARD Katelyne NaN NaN \n",
"FUSCO Manon NaN NaN \n",
"GILBERT Melissa NaN NaN \n",
"GUNARASA Rithurshan \\RepT \\RepT \n",
"HAMLAOUI Fattouma \\RepT NaN \n",
"INACIO Bastien \\RepU NaN \n",
"JAMAL EL AMRANI Hafar NaN \\RepT \n",
"JOHNSON Yannick NaN NaN \n",
"KEITA Yakaré \\RepU \\RepT \n",
"KONE Yacouba \\RepT \\RepZ \n",
"LE Quentin NaN NaN \n",
"LOUKA Marina \\RepD NaN \n",
"MARIGA Alexis NaN NaN \n",
"MATOS GOMES Jean Daniel NaN NaN \n",
"MELAYAH Marwa NaN NaN \n",
"MOALI Lauryn \\RepT \\RepT \n",
"MONTAGNINI Cindy NaN NaN \n",
"NGO Viviane \\RepD \\RepZ \n",
"PEREIRA VAZ Luis Carlos \\RepU \\RepT \n",
"QADIR Maryam \\RepD \\RepT \n",
"SAIDANE Maissa NaN NaN \n",
"SANTOS DO CARMO Kevin NaN NaN \n",
"SILVA Andre Luis NaN NaN \n",
"STAUFF Léna NaN NaN \n",
"\n",
" 5.b (calculer coord point) \n",
"ANANTHARASA Kisojana NaN \n",
"BAKAYOKO Aïcha NaN \n",
"BLAISE Emilie NaN \n",
"CHOISI Geordy NaN \n",
"DRIDI Karim NaN \n",
"FADIGA Mohamed NaN \n",
"FESSARD Katelyne NaN \n",
"FUSCO Manon NaN \n",
"GILBERT Melissa NaN \n",
"GUNARASA Rithurshan \\RepT \n",
"HAMLAOUI Fattouma NaN \n",
"INACIO Bastien NaN \n",
"JAMAL EL AMRANI Hafar NaN \n",
"JOHNSON Yannick NaN \n",
"KEITA Yakaré \\RepU \n",
"KONE Yacouba \\RepD \n",
"LE Quentin NaN \n",
"LOUKA Marina NaN \n",
"MARIGA Alexis NaN \n",
"MATOS GOMES Jean Daniel NaN \n",
"MELAYAH Marwa NaN \n",
"MOALI Lauryn \\RepT \n",
"MONTAGNINI Cindy NaN \n",
"NGO Viviane NaN \n",
"PEREIRA VAZ Luis Carlos \\RepU \n",
"QADIR Maryam NaN \n",
"SAIDANE Maissa NaN \n",
"SANTOS DO CARMO Kevin NaN \n",
"SILVA Andre Luis NaN \n",
"STAUFF Léna NaN \n",
"\n",
"[30 rows x 25 columns]"
]
},
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