2015-2016/notes/bilan510.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"from opytex import texenv\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"plt.style.use(\"seaborn-notebook\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Information sur la classe"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"classe = \"510\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Import et premiers traitements"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"['Remarques',\n",
" 'notes',\n",
" 'Calcul_Mental',\n",
" 'DS_15_09_20',\n",
" 'DS_15_10_30',\n",
" 'DS_15_11_20',\n",
" 'DM_15_12_07',\n",
" 'DS_16_01_18',\n",
" 'DM_16_01_25',\n",
" 'DS_16_02_08',\n",
" 'DS_16_03_21',\n",
" 'DM_16_04_01',\n",
" 'DS_16_04_11']"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"all_notes = pd.ExcelFile(classe+\".xlsx\")\n",
"all_notes.sheet_names"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 2e trimestre"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Bilan DS_16_02_08"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ds_name = \"DS_16_02_08\"\n",
"notes = all_notes.parse(ds_name)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Exercice 1</th>\n",
" <th>Exercice 2</th>\n",
" <th>Exercice 3</th>\n",
" <th>Exercice 4</th>\n",
" <th>Exercice 5</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Barème</th>\n",
" <td>4.000000</td>\n",
" <td>3.0</td>\n",
" <td>3.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABDOU ALI Nassim</th>\n",
" <td>2.666667</td>\n",
" <td>2.5</td>\n",
" <td>0.666667</td>\n",
" <td>1.333333</td>\n",
" <td>0.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABDOUL-KADER Toura</th>\n",
" <td>0.666667</td>\n",
" <td>0.0</td>\n",
" <td>0.666667</td>\n",
" <td>0.666667</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHAMADI Djelane</th>\n",
" <td>2.666667</td>\n",
" <td>0.0</td>\n",
" <td>2.333333</td>\n",
" <td>5.000000</td>\n",
" <td>5.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHMED Laine</th>\n",
" <td>3.333333</td>\n",
" <td>0.0</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Exercice 1 Exercice 2 Exercice 3 Exercice 4 Exercice 5\n",
"Barème 4.000000 3.0 3.000000 5.000000 5.0\n",
"ABDOU ALI Nassim 2.666667 2.5 0.666667 1.333333 0.5\n",
"ABDOUL-KADER Toura 0.666667 0.0 0.666667 0.666667 0.0\n",
"AHAMADI Djelane 2.666667 0.0 2.333333 5.000000 5.0\n",
"AHMED Laine 3.333333 0.0 3.000000 3.000000 0.0"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"notes_exo = notes.T.filter(regex='Exercice').astype('float')\n",
"notes_exo.head()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"barem = notes_exo.iloc[0]\n",
"notes_exo = notes_exo.drop('Barème')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Exercice 1</th>\n",
" <th>Exercice 2</th>\n",
" <th>Exercice 3</th>\n",
" <th>Exercice 4</th>\n",
" <th>Exercice 5</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>27.000000</td>\n",
" <td>27.000000</td>\n",
" <td>27.000000</td>\n",
" <td>27.000000</td>\n",
" <td>27.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>2.296296</td>\n",
" <td>1.074074</td>\n",
" <td>1.456790</td>\n",
" <td>2.617284</td>\n",
" <td>2.506173</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.948833</td>\n",
" <td>1.268734</td>\n",
" <td>1.000633</td>\n",
" <td>1.777600</td>\n",
" <td>1.846966</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\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",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>2.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.666667</td>\n",
" <td>1.000000</td>\n",
" <td>0.833333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>2.666667</td>\n",
" <td>0.000000</td>\n",
" <td>1.333333</td>\n",
" <td>3.000000</td>\n",
" <td>2.166667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>2.666667</td>\n",
" <td>2.250000</td>\n",
" <td>2.333333</td>\n",
" <td>4.000000</td>\n",
" <td>4.166667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>4.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Exercice 1 Exercice 2 Exercice 3 Exercice 4 Exercice 5\n",
"count 27.000000 27.000000 27.000000 27.000000 27.000000\n",
"mean 2.296296 1.074074 1.456790 2.617284 2.506173\n",
"std 0.948833 1.268734 1.000633 1.777600 1.846966\n",
"min 0.000000 0.000000 0.000000 0.000000 0.000000\n",
"25% 2.000000 0.000000 0.666667 1.000000 0.833333\n",
"50% 2.666667 0.000000 1.333333 3.000000 2.166667\n",
"75% 2.666667 2.250000 2.333333 4.000000 4.166667\n",
"max 4.000000 3.000000 3.000000 5.000000 5.000000"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"notes_exo.describe()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f9013c9f358>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
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WE1lDR1cHB88cpKW9hVWLV7FswTKX1CHCr3ERdgq/INRH1uJJKiJLsYe6yJSx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B5Stm7dSfa2/FVx8ubGPhxVGgmCwM3qcwwM9rB71wG2bN5u/ruBwR7qbl9Bo1UDEB0Vz8H9Jx0e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WKM4pEuiieiKFolC4U0PDKMZWiQwSGrf8C1TeKQQvywQQu5SJBJiiZa2A2PDF8b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\nzfdsiibFP9iCd58bstuCh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6sbR+l0135IazQa/+sajQan08m3v/1tbr31Vvbu3UtTUxM7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\nSqVK+v4vBgq67QMoPXMAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9013c9f208>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"notes_exo_norm = notes_exo / barem\n",
"\n",
"ax = notes_exo_norm.T.plot(color = \"gray\", legend = False, figsize = (16, 7))\n",
"d_norm = notes_exo_norm.describe()\n",
"d_norm.T[[\"min\", \"25%\", \"50%\", \"75%\", \"max\"]].plot(ax=ax, kind=\"area\", stacked = False, alpha=.1)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"image/png": 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jrnJc9xqR8T7P5cdlxTX7z3Plr5PNrME4HP/R57sMOIXDtVNlxrfWeIGZ1YhI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\ni1ifyKHlTgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9008cdeb38>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = notes_exo.hist(figsize = (16,8))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Bilan du 2e trimestre"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ds_name = \"notes\"\n",
"notes = all_notes.parse(ds_name)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [],
"source": [
"trim2 = notes[7:].T\n",
"trim2.columns = ['DS_15_11_20', 'DM_15_12_07', 'DS_16_01_18', 'DM_16_01_25', 'DS_16_02_08', 'CM']"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>DS_15_11_20</th>\n",
" <th>DM_15_12_07</th>\n",
" <th>DS_16_01_18</th>\n",
" <th>DM_16_01_25</th>\n",
" <th>DS_16_02_08</th>\n",
" <th>CM</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Barème</th>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABDOU ALI Nassim</th>\n",
" <td>NaN</td>\n",
" <td>11.5</td>\n",
" <td>9</td>\n",
" <td>13</td>\n",
" <td>7.5</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABDOUL-KADER Toura</th>\n",
" <td>6.5</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
" <td>12</td>\n",
" <td>2</td>\n",
" <td>3.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHAMADI Djelane</th>\n",
" <td>15.5</td>\n",
" <td>14</td>\n",
" <td>13.5</td>\n",
" <td>18.5</td>\n",
" <td>15</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHMED Laine</th>\n",
" <td>12.5</td>\n",
" <td>13.5</td>\n",
" <td>12.5</td>\n",
" <td>14</td>\n",
" <td>9.5</td>\n",
" <td>10</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" DS_15_11_20 DM_15_12_07 DS_16_01_18 DM_16_01_25 \\\n",
"Barème 20 20 20 20 \n",
"ABDOU ALI Nassim NaN 11.5 9 13 \n",
"ABDOUL-KADER Toura 6.5 5 3 12 \n",
"AHAMADI Djelane 15.5 14 13.5 18.5 \n",
"AHMED Laine 12.5 13.5 12.5 14 \n",
"\n",
" DS_16_02_08 CM \n",
"Barème 20 20 \n",
"ABDOU ALI Nassim 7.5 5 \n",
"ABDOUL-KADER Toura 2 3.5 \n",
"AHAMADI Djelane 15 15 \n",
"AHMED Laine 9.5 10 "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"trim2.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"barem = trim2[:1]\n",
"notesT2 = trim2[1:28]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>DS_15_11_20</th>\n",
" <th>DM_15_12_07</th>\n",
" <th>DS_16_01_18</th>\n",
" <th>DM_16_01_25</th>\n",
" <th>DS_16_02_08</th>\n",
" <th>CM</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>ABDOU ALI Nassim</th>\n",
" <td>NaN</td>\n",
" <td>11.5</td>\n",
" <td>9</td>\n",
" <td>13</td>\n",
" <td>7.5</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABDOUL-KADER Toura</th>\n",
" <td>6.5</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
" <td>12</td>\n",
" <td>2</td>\n",
" <td>3.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHAMADI Djelane</th>\n",
" <td>15.5</td>\n",
" <td>14</td>\n",
" <td>13.5</td>\n",
" <td>18.5</td>\n",
" <td>15</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHMED Aicha</th>\n",
" <td>15.5</td>\n",
" <td>0</td>\n",
" <td>13</td>\n",
" <td>14</td>\n",
" <td>11</td>\n",
" <td>16.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHMED Hamza</th>\n",
" <td>8</td>\n",
" <td>7</td>\n",
" <td>10.5</td>\n",
" <td>5</td>\n",
" <td>13</td>\n",
" <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHMED Laine</th>\n",
" <td>12.5</td>\n",
" <td>13.5</td>\n",
" <td>12.5</td>\n",
" <td>14</td>\n",
" <td>9.5</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ALI Naima</th>\n",
" <td>12</td>\n",
" <td>13</td>\n",
" <td>12</td>\n",
" <td>13.5</td>\n",
" <td>16</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ANSSURDINE Zaidou</th>\n",
" <td>4</td>\n",
" <td>5.5</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ARBABI Idiamine</th>\n",
" <td>15</td>\n",
" <td>16</td>\n",
" <td>16.5</td>\n",
" <td>13.5</td>\n",
" <td>13</td>\n",
" <td>13.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ATTOUMANI Mtahida</th>\n",
" <td>8.5</td>\n",
" <td>18</td>\n",
" <td>10</td>\n",
" <td>18.5</td>\n",
" <td>6</td>\n",
" <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BACAR Musbahou</th>\n",
" <td>18.5</td>\n",
" <td>17</td>\n",
" <td>15.5</td>\n",
" <td>18.5</td>\n",
" <td>20</td>\n",
" <td>19</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BACAR Natacha</th>\n",
" <td>15.5</td>\n",
" <td>14</td>\n",
" <td>10</td>\n",
" <td>11</td>\n",
" <td>9</td>\n",
" <td>16.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BAHEDJA Rachma</th>\n",
" <td>15.5</td>\n",
" <td>16</td>\n",
" <td>10</td>\n",
" <td>16.5</td>\n",
" <td>18</td>\n",
" <td>16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CHAHARANE Djawadi</th>\n",
" <td>13.5</td>\n",
" <td>12.5</td>\n",
" <td>12.5</td>\n",
" <td>16</td>\n",
" <td>11.5</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CHARIF Nassuria</th>\n",
" <td>13.5</td>\n",
" <td>14</td>\n",
" <td>4.5</td>\n",
" <td>10</td>\n",
" <td>5.5</td>\n",
" <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>COMBO Danil</th>\n",
" <td>5</td>\n",
" <td>13.5</td>\n",
" <td>11.5</td>\n",
" <td>8.5</td>\n",
" <td>10</td>\n",
" <td>7.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HOUMADI Naima</th>\n",
" <td>15.5</td>\n",
" <td>0</td>\n",
" <td>8</td>\n",
" <td>8.5</td>\n",
" <td>9.5</td>\n",
" <td>6.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IBRAHIM Hakim</th>\n",
" <td>7.5</td>\n",
" <td>13</td>\n",
" <td>6.5</td>\n",
" <td>12</td>\n",
" <td>8</td>\n",
" <td>11.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IBRAHIM Yanick</th>\n",
" <td>16</td>\n",
" <td>13.5</td>\n",
" <td>16.5</td>\n",
" <td>17.5</td>\n",
" <td>15.5</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MADI Himidati</th>\n",
" <td>12</td>\n",
" <td>16.5</td>\n",
" <td>11</td>\n",
" <td>4</td>\n",
" <td>7</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MARI Ismaël</th>\n",
" <td>11.5</td>\n",
" <td>18.5</td>\n",
" <td>16</td>\n",
" <td>17.5</td>\n",
" <td>14.5</td>\n",
" <td>17.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MOHAMED Yousra</th>\n",
" <td>15.5</td>\n",
" <td>10</td>\n",
" <td>11</td>\n",
" <td>9.5</td>\n",
" <td>9</td>\n",
" <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MOUHOUDHOIRE Nithaou</th>\n",
" <td>8.5</td>\n",
" <td>14.5</td>\n",
" <td>9.5</td>\n",
" <td>15</td>\n",
" <td>5.5</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SAINDOU Abdoul Anzize</th>\n",
" <td>10</td>\n",
" <td>0</td>\n",
" <td>10.5</td>\n",
" <td>0</td>\n",
" <td>4.5</td>\n",
" <td>1.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SAÏD Hakim</th>\n",
" <td>9.5</td>\n",
" <td>11.5</td>\n",
" <td>15.5</td>\n",
" <td>12.5</td>\n",
" <td>17.5</td>\n",
" <td>17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SOIFENE Fémida</th>\n",
" <td>11</td>\n",
" <td>16</td>\n",
" <td>8.5</td>\n",
" <td>11.5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ZAKARIA Najwa</th>\n",
" <td>11</td>\n",
" <td>13.5</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>5.5</td>\n",
" <td>10</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" DS_15_11_20 DM_15_12_07 DS_16_01_18 DM_16_01_25 \\\n",
"ABDOU ALI Nassim NaN 11.5 9 13 \n",
"ABDOUL-KADER Toura 6.5 5 3 12 \n",
"AHAMADI Djelane 15.5 14 13.5 18.5 \n",
"AHMED Aicha 15.5 0 13 14 \n",
"AHMED Hamza 8 7 10.5 5 \n",
"AHMED Laine 12.5 13.5 12.5 14 \n",
"ALI Naima 12 13 12 13.5 \n",
"ANSSURDINE Zaidou 4 5.5 0 0 \n",
"ARBABI Idiamine 15 16 16.5 13.5 \n",
"ATTOUMANI Mtahida 8.5 18 10 18.5 \n",
"BACAR Musbahou 18.5 17 15.5 18.5 \n",
"BACAR Natacha 15.5 14 10 11 \n",
"BAHEDJA Rachma 15.5 16 10 16.5 \n",
"CHAHARANE Djawadi 13.5 12.5 12.5 16 \n",
"CHARIF Nassuria 13.5 14 4.5 10 \n",
"COMBO Danil 5 13.5 11.5 8.5 \n",
"HOUMADI Naima 15.5 0 8 8.5 \n",
"IBRAHIM Hakim 7.5 13 6.5 12 \n",
"IBRAHIM Yanick 16 13.5 16.5 17.5 \n",
"MADI Himidati 12 16.5 11 4 \n",
"MARI Ismaël 11.5 18.5 16 17.5 \n",
"MOHAMED Yousra 15.5 10 11 9.5 \n",
"MOUHOUDHOIRE Nithaou 8.5 14.5 9.5 15 \n",
"SAINDOU Abdoul Anzize 10 0 10.5 0 \n",
"SAÏD Hakim 9.5 11.5 15.5 12.5 \n",
"SOIFENE Fémida 11 16 8.5 11.5 \n",
"ZAKARIA Najwa 11 13.5 12 12 \n",
"\n",
" DS_16_02_08 CM \n",
"ABDOU ALI Nassim 7.5 5 \n",
"ABDOUL-KADER Toura 2 3.5 \n",
"AHAMADI Djelane 15 15 \n",
"AHMED Aicha 11 16.5 \n",
"AHMED Hamza 13 11 \n",
"AHMED Laine 9.5 10 \n",
"ALI Naima 16 13 \n",
"ANSSURDINE Zaidou 0 15 \n",
"ARBABI Idiamine 13 13.5 \n",
"ATTOUMANI Mtahida 6 11 \n",
"BACAR Musbahou 20 19 \n",
"BACAR Natacha 9 16.5 \n",
"BAHEDJA Rachma 18 16 \n",
"CHAHARANE Djawadi 11.5 9 \n",
"CHARIF Nassuria 5.5 11 \n",
"COMBO Danil 10 7.5 \n",
"HOUMADI Naima 9.5 6.5 \n",
"IBRAHIM Hakim 8 11.5 \n",
"IBRAHIM Yanick 15.5 15 \n",
"MADI Himidati 7 3 \n",
"MARI Ismaël 14.5 17.5 \n",
"MOHAMED Yousra 9 11 \n",
"MOUHOUDHOIRE Nithaou 5.5 13 \n",
"SAINDOU Abdoul Anzize 4.5 1.5 \n",
"SAÏD Hakim 17.5 17 \n",
"SOIFENE Fémida 5 5 \n",
"ZAKARIA Najwa 5.5 10 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"notesT2.sort_index()\n",
"#barem"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"notesT2 = notesT2.astype(float)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Un peu de statistiques"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>DS_15_11_20</th>\n",
" <th>DM_15_12_07</th>\n",
" <th>DS_16_01_18</th>\n",
" <th>DM_16_01_25</th>\n",
" <th>DS_16_02_08</th>\n",
" <th>CM</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>26.000000</td>\n",
" <td>27.000000</td>\n",
" <td>27.000000</td>\n",
" <td>27.000000</td>\n",
" <td>27.000000</td>\n",
" <td>27.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>11.807692</td>\n",
" <td>11.759259</td>\n",
" <td>10.703704</td>\n",
" <td>11.944444</td>\n",
" <td>9.944444</td>\n",
" <td>11.240741</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>3.800202</td>\n",
" <td>5.378680</td>\n",
" <td>3.986176</td>\n",
" <td>5.125977</td>\n",
" <td>5.078865</td>\n",
" <td>4.842461</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>4.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.500000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>8.750000</td>\n",
" <td>10.750000</td>\n",
" <td>9.250000</td>\n",
" <td>9.750000</td>\n",
" <td>5.750000</td>\n",
" <td>8.250000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>12.000000</td>\n",
" <td>13.500000</td>\n",
" <td>11.000000</td>\n",
" <td>12.500000</td>\n",
" <td>9.500000</td>\n",
" <td>11.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>15.500000</td>\n",
" <td>15.250000</td>\n",
" <td>12.750000</td>\n",
" <td>15.500000</td>\n",
" <td>13.750000</td>\n",
" <td>15.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>18.500000</td>\n",
" <td>18.500000</td>\n",
" <td>16.500000</td>\n",
" <td>18.500000</td>\n",
" <td>20.000000</td>\n",
" <td>19.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" DS_15_11_20 DM_15_12_07 DS_16_01_18 DM_16_01_25 DS_16_02_08 \\\n",
"count 26.000000 27.000000 27.000000 27.000000 27.000000 \n",
"mean 11.807692 11.759259 10.703704 11.944444 9.944444 \n",
"std 3.800202 5.378680 3.986176 5.125977 5.078865 \n",
"min 4.000000 0.000000 0.000000 0.000000 0.000000 \n",
"25% 8.750000 10.750000 9.250000 9.750000 5.750000 \n",
"50% 12.000000 13.500000 11.000000 12.500000 9.500000 \n",
"75% 15.500000 15.250000 12.750000 15.500000 13.750000 \n",
"max 18.500000 18.500000 16.500000 18.500000 20.000000 \n",
"\n",
" CM \n",
"count 27.000000 \n",
"mean 11.240741 \n",
"std 4.842461 \n",
"min 1.500000 \n",
"25% 8.250000 \n",
"50% 11.000000 \n",
"75% 15.000000 \n",
"max 19.000000 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"notesT2.describe()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f9a02bc7358>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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n0+CKgsCtMdWgtaEVra2taGxthFwpn47eKjjhbxk1MyEIYuPDGAMrsPLoa0GYn/B5HnyG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ITclErzegKDJenwe3K5DX++Kc7nZGduxbxMKMTwzy+OkPpKVmcf3DX743ybPX69khE94IZdY6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mTDvwkY+bp9Lb10NXb8XTlbh2JhlrIkNpcFLAgC9ZV1tNY201zTlO+oqZrKZsDL0uYKK1sr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\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eG4ICFOYVUGq2UGoq+WjGUe4K2lvGG9IfrRahCIRQuN/Z99Hsmnu8+7ycGgHg5w9+ci0X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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f9a02b78a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Normalisation des notes de chaque exo\n",
"notes_exo_norm = (notesT2 / barem.values[0,:]).astype(float)\n",
"#notes_exo_norm.describe()\n",
"ax = notes_exo_norm.T.plot(color = \"gray\", legend = False, figsize = (16, 7))\n",
"d_norm = notes_exo_norm.describe()\n",
"d_norm.T[[\"min\", \"25%\", \"50%\", \"75%\", \"max\"]].plot(ax=ax, kind=\"area\", stacked = False, alpha=.1)"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"image/png": 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lwLsj4h7AV4EXFs6jVbiXpzzLoDzLoJv6Njwz8wp64z8kSdKEyczPA48tnUOSNNn6drVV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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5f8a355b38>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = notesT2.hist(figsize = (16,8))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Analyse par élève "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from ipywidgets import interact, interactive\n",
"from IPython.display import display, HTML"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"DS_15_11_20 NaN\n",
"DM_15_12_07 11.5\n",
"DS_16_01_18 9.0\n",
"DM_16_01_25 13.0\n",
"DS_16_02_08 7.5\n",
"CM 5.0\n",
"Name: ABDOU ALI Nassim, dtype: float64"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<function __main__.f>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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n0+CKgsCtMdWgtaEVra2taGxthFwpn47eKjjhbxk1MyEIYuPDGAMrsPLoa0GYn/B5HnyG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sWyHMEMaRigYyk/bXxWLFtsrnzZdwe90h8pISl0xj+SFiI/fW9OFF4PK4uNV1lxmzCb1Wz9Gq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HZUVWV6cZapxRkA6itqaaiqQxM0ZFWfwVY0BQ0VDUEnuoKIaDBiEnXJdYLgGvZIrlHQb1Oj\nEYL3byLevkHW4EMKlhaJH7Uhm43N5jaC5y9hvP4h1qq6U/udA+EgP7v9SxRF4ceXP0qRC257nHz1\n+CahSIja0houtV0gEg0zszrH9MpsYoQh3Z5OfVktdaU1B4iPpmksb63waHIQr9+LURRpq26lraYF\nk9GEpmk8GHvI+OIkJblFvHvu7UOPTUmWuTX0TWyMojJmtGSPVZ33yO8v7/2aYDjIta7L1JRU6wRi\n7CFevxeT0YRRNBKKhLCYLJxt6qa+rO6AzPbm4Dds7WyT6cjges/VY0cDhIYfIv75n1LZd0eP3bFY\nWLz2Fvwnf+83zvHaG/CxuL7IwsYSLp9uZCYIAtlpWYiiiGfXm5hRtllsuiy5qJKCnPwXVrOEIiEe\nTw4yvaKrnepKa3Wlg8VGOBKOdXJTDakOi5CwW+2HRgwlK43imaBWs4X3e9995XNXx0UgFKB/4jEL\n64sICBTnFbHh2kTVVNLtaXTUtlNXWvOtrMsb7k0+7/8KQYAPzr9LflY+sqLweHKAsYUJDIKBnsYu\n2qpbnnst9YcC3H5ylw33JjaLjSsdl071+n8cyIrCpnuT8cVJ1lzrh47M2IwmLjwZ5twvf44tHGa7\nuATnP/jHOK6+e+Tzzq7OcWe4D+DoWJ4kPBh7yNjCBPVldVzuON35+BTEyW0w1rk1iXs5txYLmiXW\nuRUENjaWGRp+wHqMTBQVldPVcYHionLC4SAerzuFtHq8LkKH+BrY7WlkZeaSmZlDNBpmbW2RUNJc\nZk52PiUllZQWV1JQWPrcLn8yZFnibt8XzM1PYLen8fb1H5N32hFbmqZ3XBUZQdonFda0vQxXSUZT\nFUCIdV1VPcPVZHop4qq/BD02J+78ve1xHjBmdVgdiZHA/Kx8cjJyUriIpmlsebaZXp5lfn0hQdSK\nc4uoL6ujsqic+bUF7o08QNNU8rLyE078cWQ4MijNK6Ykr5ji3CJMRhMPJwYYmRuls66dnoauE/+O\n8deoqAq+4C5PZ0eZX9dN3exWG4qiEJGiGEUjRTmFOKx2vRF1gJDqJFV5hqLwWYirs0xGE+bYPiAq\nS+wGd3XTKQRyMrL5r//+f/PbTWh/8pOfUFFYzvWeq6cuS3X7dvj0wedEpGhiAxaVoji9rufG5jis\ndjbcW4SjYdJsaVzpvERRzumc9Kqq8m+++HdIiszZxh7aa1uP8bvo8uKtnSR5cVXzS3X59sfmRFWJ\noZknTCxNYbPYuNB6jjRb+rcSm/M9fjsRlaL0DfXjC+xSU1ZFS22q66fbu8PA+BNC4RBZ6Zl0N3eS\nZj9YjVY0BUVTiCjRGNHV/wmCoMcJHUJ049FCoiCiuVxEbn2Gpe8bCoaHyPDuXejc+QW4OruRLr6J\n9dp7GDNOZo6haRqf93/JmmuDi63naapsOHCf5Fkxk9GUmFUTDSJVxZU0lNdRmF3w3I2uqqpMr8wy\nOP1Ed+Q2W+mu70CSZR5NDpCdnsWHF95/aTWM27fDJ/c/Q1EUCnMKWHfpM2RNFQ30NHRhMpoYW5hg\ncPoJsiKTl5nLxbbzKZJUVVV5NDnI6PwYokHkUvsF6o7YvGqKQuDTvyTj3/0ZZRPjAHhycln70R9i\n+et/97VLx58Fj9/LQozExrOABUGgJK+YqqIKKgrLEx01RVVYd22wsL7E0uYSEUlXD1jNViqLKqgq\nqqAop/CZBEzVVCaXphmYHCIqR8lJz+ZCa++xvCEi0UgSwd0ju8GkjVgcNouNrLRMVFVlc2cLs9HM\nO2fepPA3IGdWURXGFiYYmh5GVmTys/K40NpLXmYu/lCAp7MjTK3MoKoqaTYHHbVtCffh14mlzWVu\nDNzCbDTx4cUPEuMBK9ur3Hlyj1A0THFuEVc633hu5rSqqYzOjTMwNYSqqbRWNdPT2P3KmgLPfC2x\n2J+nc6M4va4Dt9sDAd758ku6BwcBGDt7Dvff+4cU1LdhNe91OIdnRxiYGsJsNPHWmTeP5eqsKAof\n932K2+d+ZTOIhyIaQQiFECQplnO7R25Vs4WQqjC/OMXk1BO83vg6YNA7jvuQ5sggMyuHrMxc/X/s\nc/M+B2dN09jZcbK6tsDa+iKbm3tz+qIoUlRYRklJFaXFlWRl5R55vQgEd7nx9S9wujbJzyvmreu/\nh/1lur2almLMpBPY2Nfx25M7rvEMV01DE/Wu9/NygY+L58XmiAaRvKzcRDZzflbeATVTHMFwkNnV\neaZXUpMD6stqqSurJd2epl/HJgYYXdBVpte7r1KSV4ymafgCu6w611hzrrPu2kgQYUEQyEnPxuVz\nY7PY+OGlHyDAgW7nwc+jR3ZEo9Lh4ybHgVE0Yo4R0TgZNRnN+tcm0yG37f/cjMloTIw5KorC9Oos\nT2dH8IcCGAwGGsrqaK9tw2a0/PbP0P4f/9ufsu7aoKG8jkttF06t2+f1e/lV32dEpEgsoNzAtmcb\nj9+bcr/9sTnp9nQGp3RSJyDQWt1Md0PnC1XAjoOZ1TluP7mLQTDw19/94yNnJaNSlIHpJ0wsTKKh\nUVlUQW/z2RPJi58VmxOVozyZfsr61gYZ1gwutp8jw348GfX3+B4vgkg0wr2hB/iDAeorammqSSV6\nkiwxMj3GyuYaokGkrb6Z8qKyYx2LcaIbVfRZblXQq78IxKTKpgTRNQgiJsGIQRNQpycQvrlB5qN+\niqYmMMflyaKYkCcLV9/FduYSwjE3jqPz4/SPP6K8oJS3z1w/8PrdPjdTK7PMrswm3EYNgoHW6hY6\nap+dOXsUJFlidH6cp3OjiYuo2WTmx298dCqu3HqMRj9Ty9OA7n58uePSgRnKYDjIw/HHzK0vANBY\n0cCZhq6UqI3FjSVuD99DkiUayus439Kb2JTLPs8rid05TWiaxs6uJ2HsFL+2GAwGSvOKqSyqpKKw\n7Lk5oqqqsuHeZGF9kcXNpYQEzmKyUFlUTlVRJcW5RSnkdmtnm77Rftw+N2ajie6GLpoqGl66AxmV\nongD3pgR1R7hPcwd22K2pHZzY/9tFttruW4kqwMsZgtnG3uoL6s98LMD4SBP50aZWppGURXsVjsd\nNW3Ul9e9VhI4vTzDnad92K12Prr4QeIaHo6EufO0j+WtFcwmM2+0XTg0n3o/nF4X3wzdwRvwkZ2e\nzbWuy2R/i860To+LsYXxFNO6TEcGWelZmJ485q2//A8Ub2wQtli48dZbTF29Tm5uIf6gny3PNnaL\njfd633mh38Hr9/GLu79CEAR+fPmjY7vlvyw0TSMYDuLdcbLr2sTvdeML+PAFfESkKIrRiGQ0ouzr\nMtptadRUN1JV1UBWZu6JzZdkWWJzc5XV9UVW1xbwePaKCTabIyFN1uXJOmnb3l7nq5u/IBQKUFfb\nyqULbyMed1+bTFwlKUZglecTV9gjrqd4rh0nNifDkZEYCczPyic7PevZBUJVZXlrhennJAeoqkog\nFOD28D02d7ZihbJ2TEbjoaQzIkUJhAOEwiHCUuSZvirHgYCQUENpaESiEV05KQjYLTaCkRCappFm\nc1BbWkN2enYKGU10UY3GU2siyorC9PIMw3MjBMNBRINIQ0U97TWtiQLd74Qp1PTdcT598AUun5uO\n2jbONHaf+PnCkTDbHicr26uJqmwyjKJIXmYsXDyWv5Zsn7+6vcbdp/cJhANkpWVyuePiK40h+Omt\nn+MN+KgoKOPts9dTbtM0jdm1eR6NPyYUDZNhT+dCa++x5UUvEpsjaAbGpybYdG6RmZbB+Y6zL5bx\n9j2+xwsiHAlzb+gBgVCQxup6GioPynxXN9cYntKJWXFeIR2NbSfuMKqaqp8HCaKrAhrEpMsGgxGz\nGFvgoxJC/32sfXfIGxqiYHmZ+LIftNvZbGkj1HsZ0/UPsFTWHvrz3L4dPr73CSajmd+/8sOEOURE\nijC3usD0ykxCimo1W6ktrQaERNfyjfaLse+dDMtbK3z1+GZidKIgO5+zTT0nmtmPY921wf3Rfjx+\nbyK/Ls2Wxg8vfXCk+cW6a4O+0f4k0pEqQ/YFfHw98A3u3R1yMnK4kleO7S/+79cSu3MSaJqG27fD\nwobeiY1ne4oGA6X5pVQVVVBeUPZSx+mme4uFjSUWN5YS0mCzyUxFQTkleUWsOTeYWY3Li2s429Tz\nTPORl8XT2VEeTQ5gNVloq2klIu11d/c7+4NukJjsuJyVlpVwtj4NohtIFEvm0dBoKm+gs74ds9mM\nGrc5BcyGVDPCYDjIyPwYE4tTKKqCzWKjvaaVxor6Uy9YH4X43zLTkcGHFz9I6VJOLk3TP/4IRVWo\nL6vjfMvZ5442SbLEw/HHTC5PIxrEWNbtyxuuvQyC4SBPZp4mIgQBaoqrqCmqxPLv/5y2//AXWMNh\n1ouK+OTDD1mp0MfA4rFBurmm3kU7qoOWjJmVWW4P30vxKDgt6DPEgURhx5sk298fySgqCjlmG9lm\nqx6plZ1LRk4B6bmF7ERCDE0MsLSiu47n5RXR1XGBstLTcZgNBv2sri+ytrbI2voi4fDeSEFOTgF2\nm4O1tUVUTaX37DVamnsO/7lx4pqc4SrJCPGImgRxjcauLUnE1WjSpdevoEgUDAf3pMM7eiTm/tic\nvJgha35WHnlZeYlzS3/ZGoqqHtrp9Pi9rDnX2fY4E0Vgi8mM3WrHZDShKKlzpc/KSH8WDIIBg8GA\nrMi6RNdkQpJSny9eJMzNyCEvMw+bxXqgOyoaRFadazyaGMDj9yIaRCqLKnB6nfgCu1jNFs42nYk1\n8l7tOiArMpNL0zydGyUUCSEaRJoqG2irbjlw7v5OENrF/tkUi/ve5rO0Vj9/HkpVVdy+nYRx02Gx\nOVazlbL80oRGPivt8ApNRIrycPwR0yuzCIJAR20bnbXtr1yW5PX7+Ok3Pwfg9y//kOzYPJLbt8P9\n0X42d7YQDSKdde20Vbcc+XpeJjZHlmUejg7g3HGRm5nDufae0zdY+B7f4xAEwyHuDT4gFAnRUttE\nbflBAhcMhxgcf4Lbu4PVbKG7uZO87NNzVFU1Ncm1W0ZFRRBABYwYEEUT4o4bw+1bZD7sp2RklEyv\nL/F4V0Ehrs4e5EtvYr36Lsb0TGRF4eN7n7Cz6+GdM9cpKyhlzbnO9MosS5tLKKpeTS3LL6W+vI7y\n/NLEurS8tcqtodtIskR7TSs9jV0vXEX1BXx83PcpUSnKxdbzrG6vsbipz3RVFlZwprH7hUwoguEg\nDyceM7e2AOx1W8cWJhiaGSY/K48Pzr97JCl4liwUdDfPsZ/+GTW//iXN4+MYNO21x+48C5qm4fS6\nYiRzkd2gH9A34OUFpVQWVVJeUHrq66amaWztbLOwscj8+mLK3KvZaKattoXWquZXSsaezDxlYGoI\nu9XOD86/S4Yj9biRFRlfwJfiuOzxe/AFdw/4UBhFY8xpOZPM9Awy0tLJdGToGx9B0OfjNX10QNVU\ndGqqf09FRVEVJpemGZ4bQVZlstOzOdvYnTLHm/x4o2DEZrRjF20pozKhSIiR+XEmFieRFRmb2Upb\njNi+6mufpmk8nBhgdH6MvMxcPjj/bsrP9Pi93Bq6g9vnJt2ezrWuy0fGfiRjcXOZu8N9RKQIZfml\nXO64+EqLHMeBy+vi1/c/R0oyiMnPyqclPYfSf/kvqO+7C8CTnh4m/+rfYsPAgdggh9WeUNDlZ+eR\nm5F7aFf9m6E7zK7N01bTyrmmnhd+raqm4g/6U+bMPbsevAEv8r4Z4XhkS/KceVZaJhn2jL09mizp\nbsmRKIJRBIsVzWLBHdzlydSwrlwRBHJzCujsuEBF+UFlwUmhaRpu9zar6wusri2yubmSOBcNBpHi\n4nJKCysoKywl05GBoCgxAqvsEVdV1SXEciyKTQMtdo3SjCa94/qK5tHjsTnbMefhLY/zwCiEw+Yg\n3ZaG3WrDYrLoRDHmqnuUdPdZ+efPglEUEzJcNI3dkB9N08hKy6IopwCzyXyIJNd8QJ4rqzI/vfVz\nZEXmD67+Hmm2tER01ppzjdXtdTbcmwlSbRAMFGTn6/O3+SXkZuTg9Lp4NDHAhnsTAYGq4kpkRWZ5\nawUBgcbKBnoaOp+rCnpZSLLE5NI0I3OjiVzbpspG2qqbj1x3fmcILey3uH/jgCFAIBTYM27ybOPy\nuvdVaMzkZGTj3t0hKkVpr23lbOPzF7alzWX6Rh4QjITIycjmcvulYzkOnha+HvyGhfVF0u3p/N4b\nHzI4/YTxxUk0TaOisJzzLWdJs6VKBU8rNicqRel/+pgdn4fC3ALOtHT9Tjnvfo9vH4FQgHuDDwhH\nI7TXt1BVelBqp2kaM0tzTC5Mo2kateXVNFW/vLzyWUglugoKMgZBQFFVjNPT2Pv6yB8cpGx6FrOk\nV+plUWS9poblxkaGS4qxd18kMz2L6ZVZAmFdspnpyKC+vI7a0poUdUgyPH4vXz76mt3gLuUFpVzt\nvHzsjl84Gubje5+yG9zlUtt5Git0Ofeme4tHkwNs7WwjCAKN5fV01Xc8c9OrqirjixMMTg8jyZI+\nD9t6PpE3qmkat4fvMbs6dywfhEAowMOJx8zHjHuaSqpoGhmj8Gf/NhG7s15UxP0LF9A++iN62s9/\na+Zqmqax7XHqndj1pcT7F48rqSqqoDS/5LUU/7Y9TvpGHuDyuTEIBoxGY2Ju6lW+nqHpYQann+Cw\nOvjBhXdJs6WhJhHMOHnUYsqfvds0FFXGG/DhCfjw+j14Al68fh++oA+V1I2lKIhkODLIcKSRbk/H\nYXeQYUvHarHqxSVNxel1MTo7QSAUwGw001TZQFmRrlYS4vZumoCAgAEDqqASVsMYDUYcJjt2ox2b\naMMi7m30wtEwo/PjjC9OIskSFrOFtuoWmisbX+n7mnzelOQV887Z6ylRe4qqMDD1hJG5UQRBoLu+\nk/ba1ucWtoLhILeH77HmXMdqtnC54xLlBWWv7Pc4Dtw+N79+8AVRKUpuRjaumBO6gEDZ0iIfffIJ\nhRsbhKxW5v/Gf4rpb/6XuPdl4+53kNUTJmJd3GzdhVZWZH5+51fsBnd579zbRyrZVFXFF9zd67jG\npPXegPeAIY5oMLgVXTgAACAASURBVJDp0MlqZvqetD7Dnv5i65Is6YZSkoRgEMBqwxMK8HTmKbPr\nC8hGIzk5BXR2nKey4vTimCLRMLdufsz6yhzpFhslBaXsbG+w63EmMlxtNgfF+cUU5hZRmFOExWxF\nM8QicSxmMJlPRFz3x7YcmP2U4h+jBCMh/KEAoUiIiBQ50iH3RbGfUBpFI6qqEowE8YcCCZKflZZF\nSV4RxTlFWMwW/TGmGDkVTRgMupJxZH6MRxMDJ1ZQ9Y08YGJpijON3XTUth16H0VV2NrZZs25zur2\nWkLFBalRfUU5heRm5jK5NHVokfhVQZIlxhcnGZkfIxKNYDKaaK5spLW6+bmO679ThBbiFvefE5Wj\nnI1V2eLd1+QKjYBAdkZWSmyO2Wjm0/4v8Pi9dNS20dPQ9cyFIRwN82DsIXNrCxgMBrrqOmivaX3t\nGyhZlfnXn/07VE1NmMKk29O50HKOsoLSRPd1j8CeTmxOOBLm/vBDdgN+SgtL6Gps/96Z93t8K9gN\n+Lk39ICoFKWrqZ3yosM3YTs+D4PjTwiEgmSkZdDT3Em64+XnQl8EmqYhawqSGkVSFeRwAOPjh2T2\nP6BoeISS1fXEff12G9M1VczW1RI9f5mqrksUZRcey1gtIkW4OXibNec6mWmZvHPmzQPdsf2QFYXP\n+r9ga2eb9prWxBqa/NqXNpd5NDmIL+DDKBppr2mltbr5wAZ+w71J30g/Hr8Hi8nMmcYeGsrrDqyp\niqrw+cOv2HBt0lLVxPmWc8/93VamhpH+1Z/Q3ddHxu5uSuxOuPscN4du4wvuUphdwJvdV44lOzwN\nqJoa64jqct/4NSee5VpZXElpXvFrk6eGo2EeTw4ytaw7f9fG5cVmKy6vOyF7jiuTRINIWUEpVUkd\n42TSqXc9tYQsd//3dGKqomoqw3MjPJ0fxWG182b3VRy2g+9B4rljcj419ni0veeN70IEQQBNQNNU\ngqEAgVAQfyBAIBgkEAoQDIViDvpCgqCKiDhsdlRFTcwVl+QV0VrfjNVyvLiasBImIAdBMGAzWrGb\nrDiMDqwGa+JYjkQjjC1MMLYwTlSWsJjMtMaI7SvLaVRVvnp8k5XtVaqLq7jWdfnAubXmXOf28D2C\n4SCF2QVc7XrjQHF7PzRNY2xhgkeTA6iqSlNlI+eael7bMXsYtj1OPuv/ElmRaa5oZGJpKrExNwFX\nno5y7uNfYI1E2Cotw/UPf4Lj0vXE75McG7S9s31ITqiF/Kx8HFY7k0vTmE1mfnT5Q+SYnHRvHtyD\nL7B7oFNnFEWduKanzoKn2dNO3ahU79yGECIRBNGAVwozNjvK3NoCkiiSlldIZ+dFqipfsGCrqkmz\nrTK7Hhd3bv6SXd8OxcXlXDz3FmbBALJEIBRg3bXJmnuLVc8WIUVGNRggZohamFNAXmYuGY4MPcbl\nFGNbjgNBEDAaRMwmCzazFYvZckQXNOlz056ZUdxlN34++UMBZlZnmVmZTahrnpUccOAtUxTujdxn\ndnUOu8XGW2fePJZqIhnbHicf3/s1mWmZ/PjyRykFrGfB4/fSP/aIVefaobeLBpHGivpXmikLevNr\nfHGS0fkxIlIUs9FES1UzLVVNxx5P/J0gtAsPZlJic9ac64m5pDhsZmti5rUgK5/czJyUDVhEivDp\ngy9w+3ZoqWqit/nskWRW0zQWNpa4P6p3hfIyc7nccelbM1PY2d3hq8e3EpuS9rpWGqsa0AQtMf8K\nnGpsTiAU5P6TfoLhENWllbTWNX+rMzff43v4/D7uDfUjyRI9LV2UFhQfej9ZlhmdGWdpYwWDwUBr\nbTOVJeXf6vGraRoen4eZtTlcc1PUzM1RNztH/ewCmbv+xP22CvPZ6OggcOEilstvY0rL0qOHBCOm\nWK5uMlRV5eHEY8YWJlJcFI96DTcHb7OwsXjkBjn5eaeWpxmcHiYcDWOz2Oiu76S+rJawFOHR+OOE\nsUtDeT1nGrtT5pH2IyJF+aTvUzx+L+dbztJSdfjISPDpY4x//idU3rudiN0Z7O7mQW8v5tpGLrT2\nkpuRQ1SKcvdpHwsbS9jMVq51XzmW6+lJEHfu1Q2ZlvdmVo1mKgrLqSquoCS3+LUqV1RNZWppmkeT\nA4TlCFmOLHpbz1CQXQApJFRF1TTcfjeLG0ssba3gC/rQ0DAIBopyCykrKKEktwSzae96mSzLVdU4\nmVV1MquqTCxOxzZvds6392K32GIUU0t6DgEDAoIQo6CCHqUlCkbdFV8wJL5/HMRNdnYDfvxBPz6/\nH5fXTTgSPnBfQRB0yaEjjXR7Gmmxjw67/ciNoqTK+CU/Cgo2ow2b2YZdtGETbYnzLiJFGV+YYHRh\nnKgUxWw001LdREtVM5ZXsFmUFZnP+r9ka2eb5spGzrecO/D3Ckcj3Bu5z+LGEmajiYtt56kpeX5n\nSM+6vY3H7yUrLZNrXZe/1bzgTfcWn/Z/garqRYuLbb1IsszYwgSBcADH7i4f3PiatsEBAGYuX0P4\n7/8JpqKDnVZZUXD73Gx7ttnY2WLLvZ3SxT0KJqMpQVYzk8zM0myOb+f6Icu6LDkaYTcUYHxxgoXV\neWSDAXtOPq09b1Bd05JKbBUlyVVYz3DVZAlVipHMaJiN1UWGxweQNJXCgjKK8oqRNJUIGlE0okmx\nLREpSkSKEJUiB6TVL4L9sS3xjqiAPvYWkaKEIyFC+94nm8VKTkYOBVl5FOYUkpeZh+kUXI8VRWFp\na5np5dkEGTSKIlVFldQfMzkAdNXDV49v4vS6yM/K462eay9cYFU1lY/v/hqXz80H59891rVMVvRz\n4+nsCFFZIs2WRmt1M6vbq6xs67+PgJAoGRoMBgqzCyjJK6Y0r4ScjOxTOaYjUpSxhXHG5ieIylHM\nJjOtVc00VzW98Jr4O0Fo/9k//WcHYnPSbGmxDoLI2z1vUpxXfOSbE5WifNb/JU6vi8byei62nT/y\nvsFIiPsj/SxuLiEaRHoaumipbjr9KtwxoLsXDzGyMIaMDAJEtSiVRRWcbz5LRJFQFAkwnGpsjs+/\ny/3hh0SiERoq62ioOth1+R7f49uAx+el70k/iqJwprWb4vyjY0HWtjcYnhxBkiUKcwvobGx77UZm\nkWiElc01ljdW2A3sEdeczBy6Gtv0HLjxEYx3b5Ez8IiS2RnMkl6gkkWR5ZoqnN1dRC5fxdzegyAa\nY07M8Rxd/eu51QX6Rh6godHbfPZQ05eHE48ZmRujMLuA93vfORYBk2SJkbkxRuZHkRWFDEcGoUgI\nSZbIzcjhYtv5Y1ei/SE/H9/7lFAkxFs91xJ538+L3YlYLDwcf8zCRkyGXNlAd0MX5lj8z8OJx6BB\nT0Mn7bVtp7JWqaqqR+Zs6JE5h7kKF+UWHruKnoxU6W1clps6C3rU91T0Wd3HkwO4dt2YRBNt1c3U\nl9UlZG9xMiurqi4LjBFRTdNQNJXdYIBN1yYbrk0CwUBCgpuXlUtRXgEFOYWYjaYUImoURARBv85M\nzE0xt7JAms3Bxc5ebNbXP4fp8rh5Oj3KbsCPUTRSV1FNhiMDfyiQILy7Af+hXaA40U2zOTCZ9E21\n0ahHeBmNRgSDgCxIyIKM3WTHYXVgN9qxi/aEsikqRZlYnGRkfpyIpMvqWqqaaK1qPvU1JiJF+KTv\nczx+D90NnXTVdRy4j6ZpTK/M8mDsIbIiU1taw4WWc8/tyMiKzKOJAcYXJzEYDJxp6Ka1+vUXr5Nj\neUAvdrzX+zbFuUWJ2J+xhQk2d7aoWFzkw08+oXBzk5DNxvzf+M+w/+3/CgXdc2R/nvJhpmSHwSga\nY0kW+Qll37OKdK8dsowQDuF1bTE6N8rK5gqgIdodZOUUYjdbEGQJSYogRSVkOYoU1UlsRJVRBAHV\nYEAVRf2jwXCsDNf9sS1GUURRNaJSlFA0lBIJYzFZyM3MoSA7n+KcQhw2R0psy2nG5pwULp+b6eUZ\n5tbmE1Fo+Vn5NJTXUlVU+UJdzG2PkxuPbxJMyok/iSt6PLu7tqSaq12Xn3lfVVOZXZ1nYGqIYDiI\nxWSmvbYNNI2hmad7UXit58lOz2JzZ0uXJzvXcSfJk61mCyV5xZTklVCaV/zCf+dINMLowjhjCxP6\nOIbJQlt1M00voVr5nSC0/8s//59TYnNy0nMQRZHplVnuDN87YHGfDEmW+OLhDTZ3tqgtreFKx6VD\nF+u4Y/CDsYdEpSiF2QW80XGRzOdI+E4bcdnwzNos/VOPCUQDpFkddNS1YzQYuTN8DxGRN3uukOXI\nxGQwnerFZ8e7w4Onj5Fkida6ZmrKqk7tub/H9zgNuL073H/yEE1TOdd2hoLco13GQ+EQQxNPcXpc\nWExmupo6nnn/04CqqmzvOFlaX2HTtaW7hAsCGWkZeHe9ZGdk8Ub34fFjaiiI1n8Pe99d8oeHKFjb\nkxH5HQ6WWxpx9vQQfeMKptJyjLEsXRDY8e5wd/g+kiTRWFbPpZYLmGPqjInFSfpG+8l0ZPDRxQ9e\neNMdDAcZnB5menkGk8nEmYZuGirqXrjQ5/S6+PX9z9A0eL/tAo5P/vLYsTur22vcH3uIL+DDarZy\ntqmHutIatjzb3By8TTAcpCy/lKudb5yIVCiqwrpzg4WNRZY2lw/kvlYUllGYo1ft98+HJuSzMdK5\nv0uaEPAeYTqixglnTJaLBlosOzn++IgsMb0wzfKmbu5Rml9MY1UDVrMFTdNFuHFyiqDP9xkw6J3Q\nGDnd/37tBvysb2+wvr2BL6Bv/AVBIC87l5L8IgpzC7GY9c2JpmmMzU4wt7KAw+bgUlfvsWW9p4Vw\nJMLY3ASrm/p5UVFcTlN1Q+I1JkPTNMLRCP6An90YwY0T3f3us4dBQ0NCQkbGYDRgMpqwGW2kmRw4\nTA59c28Q8QV3cXqdyIqCQTBQXlhGTUk1aVZHSlajaBBPfK0OhIN80vcp/lCAi23naao4mFcN4A34\n+GboDk6vizRbGle73jiWa/ny1ip3hu8RjoYpiWXdvjYZv6rSN/qAqeUZHFY77bVt9I89wmAw8H7v\nOxRk763XTo+Lp/OjLK3Oc66/n+s3bmCJRlkrLuFXH33IWlnqKIrVbEl0WTPjUuH0LAQNfnbnY8LR\nMG01LYRi6Rf7lX8Z9vSE8i8/K4+c9OxXOnYlyRKBcJBgOEggHCQQDhAMBVO+F5EiCKqKUZIwyjJi\nUtc0mbAazRZEsxXRbMFsNmMUjXgDPgKhAEbRSHVJFdlpmYms0JPGtvhDAd2wyLnOunM9sW4CZKVl\nJo6j3aD/QHHhRWNzTopINMLs2jzTK7MJUmczW6ktq6G+rC6R+fwimF2d4+7TPlRV42xTz4kLQaFI\niJ/e0o1f/+Daj4/0zdA0jTXnOg8nBtjZ3UE0iLRUNVGQXcDjSd3N2GKycKax+9DRn/jPWnNuJN6v\nZBPBrLQsSvP17m1hTsGRIwhxX4GxhQlkRcZq1p3tmyoaXtpX4HeC0CbP0O7H07lRHk3ELe7fTxk6\nlhWFrx7dYM21wf/P3nsGN7qn2X0/5EAwIZAAmEmQbGY2O7HDzXNndmckrbyyYllfJNlVcjmULbtU\nslzy1pZlrWSpSqWSZX+wP0i219qSVlrtand25s5NPZ272cw5kyAAEiByxhv84SXRZDfJJtlkd19d\nnq4uEiQIvADe8D/Pc55zGl0NfNR358CDJZVJ8WDiMd7gBlqNlqvtA1xqaDv3KuVBsTmxZIyhuWG2\nokE0Kg1tta001zag1xgwagw8GR8iGA5RVlLKR9eOruScFMFwiKcTylxN36Ue6pw1Z/r4F7jAWSEU\n2ebx+DMAbvRcPdLVWJZlltaXmV6eQ5Zlmmoa6GhuP3OJaDKdYj3gZT2wQW6no1dWUkqdqxZrWSUP\nRx8D8NHVO5gPmDc8CNKmH9Uvv6bs6RNcUxNYEi8WBFtOJ/6ebiLXriFcvwbmEnL5LEPTI8RSMWVU\noucWsXiM+2OPMOmM/GTwV6gsqUSjOt3iOplJodPq3kheufr8Aep/8b8z8Pz5iWN3RFFkcmWa0YUx\nBFGkurKKwa5rmA1mvh29hy/kx2Iq4ePLH+KosB85HyrJEgVRwL/tZ2VzDe+Wl5yoLMYMegN1VTXU\nVtViKz9YmvWKLPeA+VAJ+YWsVlYdKMstym9lFSq1IsvdR0RlFeuBDaaXFGMii9lCT2vnmTp5g7L/\n7pLbWFJZ2KtQYau04rJXE0vEWQt4sZhLuNl3A6Ph7XWvJElixbfG7PI8gihQbimjp62LyrKTjwHJ\nstJdSqZTCKKgOJ/ufBX2fC3suZ0VlDnbnJhFkETUqNHt/FNzvAW4SqV6Za5v/2394fN/Wh2ZfI6v\nnn9DvpDnk8sfHppDK0kSw/OjjC1OoEJFn6eHPs/r/S8yuQz3xh7iDW5g0Om53XOzqKI4LxSEAl8P\n32Uj6MNaZuXzq59gNppZCazxzfDd4qJdEIVix3WvV4olkeAHX3xB39gYMjB+/QaBv/ZfUlHfTEVJ\n+ZEFF/92gD9+/AUWk4Vfu/MT9Do92XyO0E7ncCsaJBQNFfO/4fSxQbIskxcKpLOpF+R0H1FNkc6m\n9z3Xy9BqtJQYzZQYzZiNJZSYzJiNZrRAOBbGHw0STkSL96+urKLRVU9DdT0qlYqvnn9LMBrCXm7j\n0ysfF7M/zwrpbJrNyBZrm162IlsH5lIb9QZsZbadAmEdpnMsiEmyhD8UYN67wOrmuiJlV6moq6qh\ntdZD7Z7kgJM+7tDsCBNLk+i0Oj7u/4DaqtOvle+O3mdxY4nBzut0NLYfeJ/tWJhnM0P4tgMAeGpa\nuNTQxtTKDEsnGP3ZC1mWiSajbAT9+EKKe/Kuia5mV57sULq3laWVZPNZJpammNkxmVIizTppqzs7\n5/fvPaGFF1K6vRb3oiTy1dC3eIMb1FXV8unAR6/svLIsM7e+wNMZpSPptjm51XOTUvPZm8i8LjYn\nnUszt77A+oYXNWpclU762npeMdrICwV+fv9LZFnmSudl3FVnMzfm2/LzfHoUFSqudPXjtB8u5bzA\nBd4HbG0HeTIxhFqlZrDvGtbyyiPvH0vEeD49SjKdorTEwkBHP2WW0jfaBkEQ8AUDrAe8hGOKO6dO\nq6Wmyk2dq7YYffNg5DHhWORIQ6vXQZYkpKlx9PfvUjn8DNfCAjphR56s1eJr8RDuHyA5eIMhjYg/\nvIlOp1Uq5iq43TOIvcKObscMQ6PSoFVp98iXldvnUciTJYn0g68w/T//J/UjQ6gliWRJCcODN7H9\n9b+JpX6/Y/3+aJZXI1oSmRTPZodY21oHoLXOQ2fTJebW5xlfVpxf+1v78ByQ4VgQCvjDAda3NvCH\nAgiS8h6a9CZc9mqqrdVUllXsdDWVa4ZKtds1VbrtB82HalRq1CrNqeZDD0M0EWN8bpJoIoZGo6G9\nsZWmmoZzN+dLZ9L4gwF8wQDRRKz4c41aQ2tDC3XOmrfWnVXkxVMkUgl0Wh2Xmtre2Uy8IAkkCyky\nQhqNrEGj1qGTtWhkDZIok81n8e10qgqigAoVpWYLZqNZKWAX9hvk7I2fOSkMOgNGg/FQEpzNZ1n2\nr5Iv5CkvKeNyax/lOx253fsdtCaaWZvj6fQQoiTSVufhesfrs25Pg3Q2zRdPvyKciGAvt9HkaiSR\nSRadhV+epQQlomdvFI7FZFEkxl/+IZ/+m39NVTBI2mRi4s/+Rez/2X+H9jWL+6HZYcYWJ2hyNfBR\n/wev7FO7kSl7HZVfjg0yG0zYym2UmUsxGo1o1VoyuUyxo7r79SgTJL1WyTQtMe0SVvMOeS0pfq/T\nvl6Nl8qmWQ2ssRJYZTO8Vfz5rvttXVUtH1/+4I0NwARRYDse3onNUSTEqZdMWStKKxQvG42WXCFH\nMLq9r0NrMZUU5zlddueZxcgk0gnmvYrB0+42lVvKaa1tOTI54DjIF/J8O3IPb3CDMnMpn1395FTd\n3V0Etjf56eOfYyuz8idu/+or3fBkJsnQ7EiRtNY43Ay09bMZ3mJ4frSYLDDYdf3EJlQvQxBFtiJb\nbIR8+IJ+wolI8XcataaoIjLpjfR6emir85y5kdwFoUU56dwbe8jCxiJuu4tPBz7il2MPWA2sKZb3\nVz55pRuTSCe4P/4I/3YAnVbH9Y4rtNae3azocWNzRFFiezvM/PIC+UIBs9FEl6fjSEI5u7LA3Mo8\nWo2WH93+7I0XN2v+dUZnJ9BoNFzvvnLmlf8LXOC84A9uMjQ5jEaj4WbfdSrKjr64CKLI1OIMq741\n1Co1HS3tNNU0nOi4l2WZSDzKmt+Lb8tfrGraK23UO2tx2qv3nW/mVxeZWZ7D5XBypfNoZ/WTQEqn\n4dF9zI8VebLDv8c92VLKalsrsw0NLLW0UHWpi7ZmD3lRKarJqp1zvwp0Ki2aHenyXqKrUWnQqXUn\nIrovz4cKuSy5f/vbVP/uv8S5rpDPTbebjV//M0x0dzEZWMJRbuejgQ9Rq1XHkuXunQ8NhP2ML06R\nyqYw6Ax0NLRj0OsZnVNmp2scLjqbO1CplK7+VihEMBwquuWaDCbcdifuKpcidzsjIvqmyBfyzCzP\nsepT3rOaKhedLZfeusRXlmWGp0fZ2PKjUWv2xeBZyytxOZy47NXnMkeby+eYWpzFu7kBQL2zlkvN\nbW99Dv4gSLJERsyQFjMHxv4IosiCd4GxxQlS2TQatZq2ulZ6mruKjqmyLO90gl91gz34e2UeMplJ\nEdnpxOm1egRROHV+pkat2d8x3pFHyzJsRYLkCjkMOgOtdS1YSysP7Sxr1OojjxlZlsnkMkUn4c1w\nkLXN9UO322KyUGEpR5YlNkJ+9Do9P7r2GfZDFu2yLOMPrJP/v/4xN/74pxjyeTZqapj6K3+dxl/5\n9UPJkiRJ/PTxz9mKBLndM0hbXeur253P7sh+le5qMp0knIiQSCfI5rOvNUrS6/RYih3VkpcIq/L9\nuRQMchmezw4z792/fraX22h0NtDgrKes5PUF3V0X6a3Ii9nXV12kjS+kw5UO7OW2A19TIp3EF/Lj\nC/nwhQLkBUURo0KFvcJWJLiOCvuJ1rWCKLAaWGPOu0BgexNQDL6aXA201npwVNjf+JweS8X58tnX\nxFJx3HYXH1/+4I1IuCiJ/P69PySajPEnbv3qPkKaK+QYW5hganUGSZKwllm5dmkAtVrNo8knRBJR\n9Dp9UV58Hh4/odg2QzPD+LcDrxTeKksrlexbu+tIefJJcUFodyBJEl89/4b1rQ1KjCWksimc1mo+\nv/bpvjdblmWmV2cZmn2OIIrUVdVws+vGa225j8JpY3MSqSQT81OEotuoVWo89c146puPJYX82f0v\nyRfyNNY00NPaeeptX1xbYmppFp1Wx2DvtdcSggtc4H3Dxpaf51Mj6LQ6bvVfp8zy+rn3QGiT0dlx\n8oUCDqud/vbe10oos7ks3s0N1vwbpHbkVCaDiTpXDXXVNQfKiKOJGPeeP8Sg0/PRteNnxZ4Gom8D\n9b1vKHv2GPfkBCWpF5KvQHU1G51dSB98iurmbdQ72yrJkjLuICpFNkklAipQgValQa3WYtDodhxq\nNcrPdqr9ezunyuLmxfVECG2h/+1/QevPf05ZPIkELPZ2Efizfw558DaoVEqW5uwovm0/NTY3/Zd6\nUe0Y3MlIxWiWl2W5L8+HSrLEyvoa82uLysW/vJLWBg+zy3PFzqYsy0g7uYolJrNCxBxOyi1l75y8\n7oUsy6wHvEwvzZIvFLCYS+hp7XonRUZZlhmbnWAt4KXMUsrNvuuIkkQguIk/GGA79sJgpLKsokhu\njyunPwySJLHqW2NmR15cZimjt7WTytcoMN4Vjor9kWSJBe8SY4vjJDMp1Go1rbUeelu6XhuvcxRW\n/Kt8PXwXo97Aj2/+ChZjyQFEOF/M8QyEt4oE0mIqocJSocStvESYT+tiq1api0RXo1FUCrKsLNoF\nUSBfyB9IXnUaHbZyK5WlFVhLK6ksq6Rip4u8i+mVWR5NPcFsNPPjwR9Saj6ahIXnJzD8w9+gY3gY\nGRi6epXl/+Sv0N47uK+bJkkSmVyGUGybuyP3EWWRlppmRFHY11k9ap1sMpgwG01FYlMQBTLZDKlM\nah8J2I0N2p3FdVTYzz3H+PncCGOLE+i0Om52XkeQRFYCqwpB2XlN1jIrjc56Gp0NRTVRQSgUDZt2\nu6+7pniwJ+e38oVxk8VkOfF5VJIltmPbRcnrVjRY3C6dVofLVl00LCo1lx7YPQ/FthWDJ/9KcS7e\naa2mtbaFBmf9mb3HG0Ef3wz/kryQp6upg6vtA2/cSBpfnOTZ7HPa69u41X0DUAruM6uzjC6Oky/k\nKTGWcKW9H6fNydDsMIsbSwC01Xl25MVnX+BMZpKMLU4y711AkpTzRW9LN7YyG/5wAF/Iz2Z4s5jJ\nrFFrqLZWUWN347YrheHTXlMvCO0eFIQCv/vN75HJZzHqjfyZj35t3wIyloxzf/whm5EtDDo9Nzqv\n0ex+VZL2OuzKhguScKrYHEEQmFtdYMm7gizLVFkddLd2nIhUByMhHo0+BeDzW5+e2I1PlmVmludY\nWFvCqDcw2Hf9red1XuACZ4V1v5eR2XH0Oj23+m8ca1/O5nKMzIwRjITQ63T0tfe8ooyQJInN7S3W\nA162tkNK3IlajcvupN5Vi63Ceuj5QxBF7j67TyqTYrD3Gg7rm0mCjgtJkng08hjt3AzdXh/1czO4\nFxfR7ixWCzodPk8rkctXKNz5CPWlLlQvXZwlWUKURfKSssiVVBIqFUiAFvX+/NBdWS4gz0xS9Tu/\nQ9ujJ+gEgaxBz/ydO0T+/F9C3ex5JbZFEiUejT0jEo/gqW+mo/ngGaLjIJ3NMD43yVY4+GJ79vy+\n2lZFe1MrZSWvLo7eB0QTMSbmp4jEo0p2YKOHptrGd5L9Lcsyo7PjrAc2KLeUMdj3qmNuLp/Dv0tu\no+HiHlFeWo7bUY3L7qTEfLJCcTgWYXxukngqgU6r3ZEX17+Xn9fLOCr2RyWrWNxYYnRxgkQ6gUql\norW2hd6WHOIvkgAAIABJREFU7tcStMMwszrHw8nHWEwl/OTmr7x2ljORTnB39D5bkSAlRjMf9t3B\naXv1fFcQdwjxjjw6EN5kYmmKvJCn1GShrqoWVIpkOJ3NkM1nyRXyCKKwr4N/WuyfMVbmitO5DJFE\nBJ1WR2tNCyWmkp1c0Zc7xvodKbWKyM/+HQ3/7B/h2NoibTLxix/8gOkbNzEYjOSFAtlc9lDJtwoV\nJqNpXxd1r/y3xGTGZDAd6nK+NzZIycYNkcrunymtLK3YIbcKMSy3lJ/Jfp4v5Lk7ep/1LS+l5lJ+\ncOVjKvZETmbzOdY311kJrLER9BXfA71Oj1qlfiXeqMRYgqPyhXGTtcx6Kiff42y3P7yJL6gYFu2X\nJ1uUjqDDTWVpBeubXua9C0STyjiE2WjGU9NMa23La7PYTwKlATbDk+khVCoVt7pu0FrneePHTWZS\n/Nu7/w6tRsuvf/Rr6LV6lnyKc3Eyk0Kv1dPn6aGtrpWFjQWez43uSRa4jqPi7I0tE+kEY4sTzHsX\nkWWZUnMpfS3dtNQ0v3INEkSBzfAWGzvd9sie2W1F9eQqdnBNJ5B4XxDaHciyzOOpp0yvzhalUZdb\n++hv7UWSJCZXphmeG0WURBqd9Qx2XT/WGy3J0h7ZsNJ93Y1AOGlsjizL+IMBJhemyeZzmAwmuls7\nqLYdL+/qZdx7/pBIPEplWQV3XmOm8vJ2jM9Nsupfp8RkZrDvOuZ3EL1wgQucJVY2Vhmfn8KoN3Dr\n8vFUF7Iss7yxyvTiLJIs0eCup7PlEplsmjW/F++mrxhLUF5aTr2zhpoqNzrd6yu/43OTrPjWaKpt\npNtzcO7qWUOWZUZmxvBu+nDaq7nadRmVSkU2GsH/738X9+QELYuLVG29mK9KlJXh7+wicW0Q6c7H\naKoPn8vf7bLsleXKooj85c+o+t3foX52BoCo1crKj/8kwp/9S6jLjzbuyRfy3Hv+kFQmTW9bFw3u\nkxnR5At5AqEt/MEAwUhoX0dFo9FQbXOwGdpClCQa3fV0ei6dKm7nvJAvFJhdnmPFtwaA2+Gis6X9\nncThwI7MeGaMjU0fFaXlDPZee+3+nsvnip9BKLpd/AzKLKW4HE7cDieWI7wpcvkc00uzrAcUeXGd\ns4aO5vb3Ql58UoiySFpIk5VyGNR6hdjuxP5o0LDkX2F0YZx4Ko5KpaLF3Uyvp/tUiQoj82MMz49S\nYangxzd/+FoJpCRJjC1OMLIwhizL9LZ009/ae+jxIEkSiXSSYDTI2NIksWRMUU6oeKVzqVarKS8p\nUxyFS8qV3F+jGb3egCiKzK7Ns7CxqMxh13kw6Y2vdJVf3M4Xv3+TdapaFLnx+DEfffMNhnweb00N\nf/STn+B3u4tzq2aDEaPBRDQZJRyPUOuo4XrHFQx6g9JxPqNzRTqb3jGbUrqeoej2vgKATqvb08E9\nXWxQPJXgy6GviSZjuGxOPrn84b5j6HWxObvQ6/S4bU7a6tpw253vpKCUSCcUwhRUSFPhpRlkFSqq\nbVV0N3ZSU+U+c9mtKIo8nHzCvHcBk97IJ1c+OpZj+HHw5dA3rG2uc6f3FiVGM09nnhOOh1Gr1XQ2\nXKK3pZtoMsbDySdEEhFFXnzKZIHXIZaKM7YwwaJvCVmWKSspo8/TQ7Pr+MXUdDZdjAbyhfz7iiLW\nsspip72qsurIYsgFoUU5sT6bHWZiaZIKSwUfX/6AXzz7imQmRZ+nh42gj1BsG6PeyM2u64e6A4IS\nm7PrOFyQ8oh7jJsEsYCIhFpWzEL0at2xY3MSqSQTC1OEItuoVSpa6pvx1Le8UaUrm8/xxYOvAI7d\nAZIkieHpMXxBP2WWUgZ7r30nFw0XuMBBWFxfZmpxBpPBxK3LN45dqIknEwxNDZNMK7LAXXmqTquj\n1llDvbPmWFLmXWxub/FkfIhSs4UPrtw6c0flwzCzPMf86iIVpeXc7L+x7/wiSRKTC9Os+NaoTGe4\nuh2mamwU19TkPnnyZk0Nod5+MoO34cYt1Ie8h1IijvZ3/yX1//73sYaUrqjX4yHw638O1Q9/gkp7\n/LmaVDrFveGHFAoC13quUP2aaKXXEahqaxWb21tFGXK5pQxBFEhl0pSXlnO1s/+NpbFvClmW8QY2\nmFqaJV/IYzGX0N3aiaPy7XTyD4IkSQzPjOHb8lNZVsGN3pMbAuULeTZDW/heKjCUllj2kVvFXEtm\nxbfGzNLcjry4lJ7WrtcavH0XIMsyWSlHspBEo9Zi1pmU/xozerWeFf8qIwvjRZLYXNNEX0s35Scw\nmdlbyK+qdPCj6z841jzbViTI3dF7JNJJxQ299yYqVHvyW5Us11gqXjwXvgyLyUJLTRO2MisVlgpK\nzZYDF8Avx/J8fu0zKksPLnK9HFuTzCRJpVMksylSmRTJTOrIeWEVKjQaDWqVUnCTAVmSMUcjfPaz\nP6ZnYgIZeHb1Kl99+ilZ8+vPARq1utgtPsh9+uC5Yh36nfsfFtskSRKRRPRFF/cNY4N8IT/fDN8l\nV8jT0XiJq22XiaZiO8ZNCoGNHxGbU2GpIJlNshbw4g1uFMl2mbmURpcyc2srO1yRdB6IJWOKwdPG\nIpmcQpK0Gs0+abxeq8Npc1Jjd1PjcJ1a8bAXmVyGr55/y1YkiK3MyqdXPj4wFvQ0WN/y8otnX2Mt\ntWIyGNkIKRFkLe4mLrf1o9VoeDbznIUdeXFrrYer7ZfP3D8hlowxujjB0sYyMjLllnL6PT00uhre\niDTLskw4EcEX9LMR8rEZ2SqeQzRqDU5b9U731k3FS6qEC0ILDM+PMjI/RllJGT8e/CEmg4loIsof\nPPhp0Vmuxd3E9c5r+ypeB8XmsJMlmBMKCFIBtUoJq9eqtBg1hhN/0IIoML+6yOL6MrIs47Da6fZ0\nYjmhFOswTMxPsbyxqpgm3P7sNdsi8mzyOcFwCGt5Jde7rxyr03SBC3yXMLe6wOzyPCUmM7f6bxx5\nIZBlme1omLWAYvC095xYU+2mr637xGQ0l8/xzdN7CEKBO1duFWeTzhtrfi+js+OYjSbuDNw8tFC1\nsrHGxMIUAN2tnTRU1yCNj2B4cBfr8HOcSy/kyXmdDn9rK5HLVxV5cnsnkncN82//c5q/+aoYu7N0\n/Qaxv/CX0fQNnHr7w7EID0efoFKpuN0/SHnp/vctm8sRCAXwBzcJRbeLPz9K4prOpJlYmGZzW+lI\nW8wlJNNK9NDljl6qbWdTcT8pYok44/OTRXlxW2MLzbVN70RevAtJkng+PYo/GKCyrJIbvVfeeAat\nIBRekNsdMy5QPoeK0goi8WgxF3PXvfhdvgfnhbyUJ1lIIatkjBoT5h05slFtZG3Ty+jCWFG21+xq\npNfTcyjpexmyLPPtyD2W/SvUVdXw6cDHh76HgigST8WJJqNsx8Ms+1ZfkcLuQqvRKm7ClvJ9zsKC\nJPLLkftsx8OUmi182HdnX1bsXuyN5akoreBGx1UkWTp1bI3ZYEKURFLZNEa9kZ6WLspLyopRNgad\n/lDCJUkS8S9+n5p/8vexBbdImc18+cMfMtzbC2o11tJKLGaLkvOsUuGyOxUflAO6yKfBcWKb1CoV\nuUKeTC5DMpMkkUog7OniqlVq7OU2qqyOolTZZDAxszrHo6knqFC2WxRFQrH9HWC9Voe9wk7VTvfX\nfkQHuCAU8AZ9rARW8W55iwTSYrLQ6FJmbu3ltnMhtwWhwLJ/lXnvAluR4M6262muaaK1tgVbmZW8\nUCCwHWAj5Gcj6COZSRb/vtRcWpS7umzOE/tWbMfCfDn0NalsmiZXI3d6b56Z6ZEgCvzuN/+OdO6F\nI7TL5uTqpQGspZXMrM0xPDdCXihgLbNys+v6ocfWaRFJRBlbGGfJvwIo+bP9rb00Os9ntEMQBQLh\nzSLB3ZWJg+IQ7t4pRLhtLnRq7feb0O4OVltMFn48+ENKTCWEYtvcH3tYtJ1WqVR8fvVTHDb7obE5\nBTGPBKhlUMsadBotes3pDVxkWcYf2lTkxbksJoORLk8nTvvp5MWHQZIkfvbgSwRBoK3BQ3tT64H3\nKxQKPB4fIhKPUGV1cKXr8rnMQVzgAu8DZpbmmF9bxGIu4Vb/jVfIXTqbwRvYYD3gJZ1VwsVLTGbq\nnLUYDUamF2fIFfLYK2z0d/QeOy9PlmWeTjxnc3uLzpZLtNQ1nflrOwjBcIjH48/QarTcGRg8Ut4J\nEIpu82ximIJQoNFdT5eno7gIlpIJ5If3KHn8gKrxUeybm8W/S5SWUpJMoZYlkhYLy5//iNxf+Muo\nq11n8jp8wQBDk8MY9QZljEKlIrATH7MbiwQnNyHa3N5iYn6KdDaDVqNFlBTTPk99M+2NrW+NRBUK\nBWZW5lnZWAXA5XDS1XLpncmLdyFJEkNTIwRCm1jLK7nRcxXtCTrsx4EgCGxub+Hd9BEMh4qze1qN\nhjpnLbXOmvfOpOusIUgCKSFNXspj1Bow68yYtGZMaiO+oJ+RhTHCcWU/b3Q20OfpwVr2+m61KIn8\n4tnX+EJ+PDXNDHZdJ5aKE9vbcU3ESKSTr8yN7o3kqLBU0NfaQ1WFgxKj+dDPQpRERubHlKxblYru\npk4aXPVks1lSOwQ1nkqwEdwoxhcdFVF0ktgaWZZ5MPGYufV57OU2fnT9ByciLWIuQ/b/+Ie0/Kvf\nRp/P46tv4Ks//R+xaFUKCKUmC4lMkqoKB786+MMDo41elUgf9n3+CFn1m8mpd7H7nuz72U5szl7n\n4fKS0x1bgiiwsUNu17c2ioS+xGhW3JJd9VRVON7ouJVlma1IkHnvAsv+1WIjym130VrbQn11/ZHr\n1XgqgS+kzN76twPFbVSpVDgq7EXDInu57chz/bJ/lV+O3keURK609dPT0n1m56N8Ic8XT79iK6qQ\n9MrSCq5duoLb7mIrGuTR5BPC8Qh6rZ6Btn7aG1rPVF4cjkcYXRhnJaBce6xllfR7eqmvfrsRaKkd\nebIv6GNj209uj+GYtbSS/+pv/NffT0I7tTLD46mnO+53P8JkMDG6MMb40iSiLNJc04jTUc3Xo3dB\nBZ8MfEhFafm+2BxJktGpFeOms9p5kukUE/NTBCMhRV5c14yn4c3kxUfBHwzwbHIYlUrFD29/hv6l\nqnoun+PR6FPiqQTuKheXL/X+B1kFv8AFdiHLMlOLMyx5VygrKeVm/w00ajWB7S3W/V6CkRCgLObc\nVU7qnLVYyyuLJ/ZcPsfo7ASb21votDp627txO16f+bzqW2dsbgJbhZWbfdffyoUinkxwf/gRkiQy\n2HcdW4X1WH+XzqR5MvGcRCqBrcLKlc7LGPSvLgzF9VU0976lbOgJzplpUuUVbPypP430a//xoXLk\nN8FuMWKv9BvePCZGFEUW15eYX1tCkqTi49sqrAx09L/W5fpNIMsy3s0NphYVeXGJqYSe1s63ZhR2\nFERJZGhyhM3tLWwVVq73XDnzfEFQ3gPFvXiOgiBgMhgxm8xE47FiJ8lkNOHecaCuKD0bk5z3EYfF\n/hjVRra2g4wujBOKKSqE+uo6+jw92MtfdbouCIWiTDgcDzPvXTy0g2jQ6fd1Wne/NxlMpLJpfjl6\nn0B4E7PBxAd9t3HbXQfG1uzNV42l4mRymSNfq0atpryk/Exja2RZ5pdjD1jcWKK6soofXv/sxPts\nbnUR7W/9bZqGniKpVMx8+DFPf/InWUm/kP26bE4+GfjwzDJS90KWZcVIVChQKOx3pj6KBOcKObK5\nLLlCjoKgRDapVSqcNicua/WRsTlvCkEU8YV8rATWWN9cL3bUzQYTDc56Gl0NVFU6jr2WTmfTLGws\nMb++UJRDW0wltNZ68NQ2n8oJXJIkgtHQzkynTxlJ2TW+0upx2Z1FyWvpTuFXlmWG50cZXRhHq9Hy\nUf8d6qvrTvzcB0EURWbW5hiZHyMv5FGhYrDrOm31HnL5HEN7opU8NS1cvXT5REZKr8N2LMzIwhhr\nm0oEnL3cRp+nh7qq2nd+fpVlme14uPhZbYWD/J3/6e98/wjt3Po898cfYTKY+JUbn5PKpbg7cZ9w\nKozJaGSg/TJOaxUFUWBtc43h2TFMWhM3e29QaSlHpz6Pg11gfnWJpfUlJFnGUWmnu/Xs5MVH4dun\n94inEjgq7Qz2XSv+PJ1J82jsKalMmgZ3PT2tne98J77ABd4GZFlmfH6SVd86ep0eSZKKld/Ksgrq\nXbW4Ha5DO1HKAnydycVpJEmi3llLl6fj0Psn0ynuPruPWq3io6t33krXLZPLcu/5Q7K5LAOd/dRU\nnaxTKggCwzNjBEKbmI0mrnVfoczy5jNIJ0Uqk8YfDOAPBogmXkiSdFotbY2tuB3OM5shSmXSTO6R\nIQMY9HqudF4+djHgJIgl40zMTxGORRRDnIYWmusa3wtjKlEUeTY5zFY4iL3SxrXuK+dSeI3Eo4zP\nTRJLxtFqtLQ3tdLorketViOKIlvhEP5ggM3tzaK80WgwFmduK8tOHwXxvuOg2B+zxsz2dpjRxXGC\nUaX4VlVpx2lV5KS7XddUNv3K4+127BwVDlpqmoqyYaPe+MoMZyaXKZLTZCbF6uY6WxHluNBptRQE\n4ZXH3wuTwYTJYCSby5LOZVCr1dTY3fi3/QiiSL+nl/7W3nP57CRJ4tuRe6wEVnHbnHx29dNT7bvJ\nL34f5z/+e1iDW6RKSpj/y3+VqYGrzPuUGUbNTtRSR+OlfbE/33eIkog/FGAlsMra5jq5HfNEk95I\ng7OeBmc9Tmv1K80TURJZ39pgfn2h6LKsUWtocNbTWtuCy3a2JlS5Qg5/KFB05E1mXkjsy8ylOG1O\nIokIwWiIUrOFz658cmy5/1GQZZll/ypDs8MkM8nicflh/x2aXA3Mrs3zfHaEvJDHWlrJYNd1qq1n\nNwITjIYYXRhnfcsLgKPCTr+nlxqH+709l2azWdo/7Pp+Edo57zxfj91Fp9Nxp/8mS4FlZtfnAWX+\npL2hDZ1Wuy82Z82/ztjcJCaDiTsDg2c6YC3LMoEdeXEml8VoMNLl6cBlr35rO046k+bLx98CcGfg\nFpVl5SRSCR6NPiWbz9Fa30J7U+t7uyNf4AJniXwhz8amj1X/OomUMl+jUqlodNfT4K4/UURVIpXk\n+fQI8WSCEpOZgY4+Ksr2X/AkSeL+8COiidipiOVpIAgC94cfEU8l6Ghuw1PfcqrHkWWZuZUF5lYX\n0Gg0DHT0vRJfdB5IplNFEhtLKl0RFSpslVZc9mr8oS1CkRB1zhr62nvO/NwVCG0yMT9VNBsBuNTU\nhqe++UyeqyAUmF2eZ3lXXmyvptPT8d44youiyNMdTwVHpZ1r3QNnbl6Wy+eZWZ5lza8sqmqr3XQ0\nXzq0Gy5KIqHwNr4dcrtLqAx6w052cDW28rdrTPO2UJAEwpkIsXSMfDZPNpclm86RjCcPJJZmo3nP\njKvScS23lCOIAv/+wU/J5DL0tHRjLa14pbOayqbJZDNHyoDhRcZkhaX8yNgaWZZZ3FjiwcTjYrf9\nVvcN2uvbzv6N2gNJkvjq+besb3mpddTw6ZWPTlUoEnMZsv/sH9Dyr/8/9IUC/qZmlv/6f8MX6e19\ncukah5uuxg7cdtd/kPvgaSFJEv7tACuBNVY314oyUoPeQEN1HY3OBox6I4sbSyz4loq/t5fbaK31\n0ORuxHCOGe27kGWZeDpRnOf0hfz75owd5XZqq2uosbuxlVtPrdr0bwd4NvOcUGwbtUqN2+7EG/RR\n43DT19LDo6mnhONhdFodA239XKpvOzPV5FYkyMjCGBtBxWyqqtJBv6f3O7HPfi9MoeYeThVjc5YC\nK9yfeIhOo6Oz+RLz64tks1lKjaX0ebpxWqsPjc3ZNYspLbFwq38Q/RkYIiXTKSYWpgiGQ4oFf10T\nrQ0t5yLZeh2Gp0fxbvowGYxc7brMo7FnFITCW53lu8AF3hVkWSYYCbHu9xIIbSLJMiqViiqrg4JQ\nIByLYK+wcb3nyokX7qIkMrs8z+L6MiqVivbG1n3EZ3Z5nrnVBWqq3Qx09J3Hy9sHSZJ4MjFEMByi\nwVVHT1vXG1+sfFt+hmfGkCSJ9qZWWutbzvwCmEgliyQ2nlIkZiqVCnulDbfDSbWtuih7FkSBByNP\niCVitDd6aGs82B/gTSCKIgtrS8yvLhYXrbYKK9e6Bk5tmKfIi33FOewSk5nu1k6qrGefHXhaiKLI\nk4khQpFtqqwOrnZdPlMyK8syq/51ZpbmKAgFSkss9LR2nagDLkkSoci2sr+ENotSWr1Oj8tRjcvh\nVBad37HxGVmWyeXzJNNJEqkkiXSS5M7XfCGPhESBAnnyyMiYjWbsJTYsWgvxZKLohGsrq6TGUYNO\nq9shqilSGYWwZl7KEt0LtUqN2WjaR1D3ElWzsQStWsuz2SHm1hfQqDVc67jCpfq2Q88HsiwzvjjB\n0NxIkQCWGEv4sP82Tuv5FscEUeTLIWV+uMFZz8f9H5x6n8iuLqL/e/8Djc+fIalUTNz5kD+6NYil\nugaNRlM0KaqwlNPZeImWmuZ3stZ7nyFJEpuRLVb8q6z4V8kWcvt+r9Pq8NQ001bXeqz58POCfzvA\n18/vkivksJXbYEf+ugslusilGBbZ3cdyOY4kogzNPmd9S4kfa3I10tPcxRfPviKXz1JfXV+cYW2p\naebapYEzkxcHwpuMzo/h2w4A4LRW09/ai9P69hprb4rvBaF9cvcBBVHAG9zg2dRztCotTmsVoe0w\natR46pppa2x9rdxElmUmF6ZZ3lilsqySwb5rp5ZXCaLIwtoii2uKvNheaaOntfO1ZiznCUmS+ON7\nv0CUxKK8oa+9m3rX2cwCXOAC7yNSmRTrgQ3WAxtkd7ptFrOFelcttdVuDHoDkiTxbHKYze0tqqwO\nrnUPnGrRE4yEGJkeI5vPYS2v5HJHH9lclvvDyvjDR9dun8vs0l7IsszY3CRr/vU3ei0HIZaI8WTi\nOdlcFrfDRd+lnjeSoMqyXCSxvmCAZFrplqtVKhxWuxKxY6s+tLiYy+f45fOHZLIZ+i/1UuesOfW2\nHIVUJsXY7GTRPVmr0XK958qJJcjxZILx+UnCsQhqtZq2Bs97Iy/ehSCKPB0fIhTdptqmGASe5fZF\n41HG5qeIJWJoNRraG1tprGl4o31UkiS2o+Eiud3NhtZpdUVya6842vDlbUOWZbK57B7CmiKRSpJM\nJw+cczUbzZSYzZj0RnQ6HWqVmpyUI5aPky3kKOTz5HMFZEFGx8HHi0atKZJTjVqDb9sPwEBrP26H\nixKj+RXp8VFYDaxxf/whuUKeWkcNd3pvvrIAfzmW57Orn7AWWGd0YRyAnpYuLrf2netnI4gCP3/6\nJZvhLZrdTXzQd+uNPFGSP/s9nP/kt7AGgyRLSvji888x/oW/SpW1iqmVGZb9K8iyjEGnp72+jUsN\n7ZQY320M2PsCWZbxbweY9y6yGlgrdkD3eiLotTrqqutodNbjtrvfukHpzOosj6aeAnCz63pRSZDL\n5/BtBxSDqaB/nwN4eUkZbruLGrsbp61633U+nU0zPD/K/LpSGHVaq7l6aQBHhZ3Hk0+ZWp1Bo9Yg\nSiKVpRUMdl0/k0KPLMsEwpuMzI8RCCvmjW6bk74dIvtdw/eC0H79xS+IReOMTI4Vrc+V3D4L/Zd6\nqCw7vt5dlmWGp0fZ2PKfajEoy/KOY+Y0mVxGkRe3XMLleDfh0y9jfG6SFd8aAJc7+qitdr/jLbrA\nBc4egijiDwZYD3jZjipVVa1Gg7vKTb2r9kBDGVESeTr+nGAkhNNezZXO/lMtsvKFPKOzEwRCm2g1\nWtRqFflCgVv9N85lBvNlzK8uMrM8R5mljNv9N87cjTaXz/F0YphIPEK5pYxr3QMnmgeWZZl4Mo4v\nuIk/GCC1M7OkVqupsjp2SKzj2MQ/kUpyf/ghgigy2HsNe+Wr5jhngd3RkZGZ8eKsdb2rlp7Wrtfu\nJwWhwNzKAsveVWVBY6+m6z2SF+9CEASeTAyxHQ1TbaviatflMyMa+UKe6aU51vyK+UhNlZvOlvYz\nz0/cjdraJbe78kWdVofTXqWQ20rbWysiyLJMJpvZ12ndJa578zJ3YdAbMOj1aNVaVCoVkixREApk\nc7nifvcyBARElYjWoMVsNFNmLMWg0hOPJ4pKB0e5ncttffukhd6tDX4x9DU6jZZfHfzRqTpi6R3D\nKN92AKPeyAe9t6itUgpLe2N5rGWVfH71U8w7xG4zssXdkXskMyns5TY+7L9Decn5RZgVhAI/e/IL\ngtEQbXUebnUPvtGaTMxkyP6z38Lzb34HXaHAan09W//t/0j1rc9IZ9NMr84yuzZPrpBDpVLR5Gyg\ns6kDR8W7N3p7F0hmkix4l5j3LhTnVMvMpbTWefDUNGMymAhGQ6wEVlnxrxXJolajpb6qlgZXA7UO\n97l2vCVJ4tHUU2bX5jDoDXw68NGhxE+WZeKpeHH21r+9WTw+1So1VZUOqq1VpLNpFjeWkWSJCks5\nV9sHqK2qQaVSsbixxN3R+4Byfrrc2kdHQ/sbn3N3iwYj82Ns7sy81zjc9Hl6qK58N1F0Z4HvBaH9\n+e/9lIejT4rW5CpUeBqaaW1oOdVFS5IknowPEYyEqK2uof/S8eazUpkUE/PTbIWDiry4dkdefMYL\nytNi3e9lZHa8eNvlcHK16/I73KILXODsIMsy0USMNb8X35avuFi0VVipc9bicjhfW+kVRJEn48/Y\njoapqXJxuaPvVIseWZZZD3gZm5tElmVKzRZuDwyee3fWu+ljeHoUo8HIBwM3z5ws7EKURCbmplgL\neNHr9FzrHsBafvhiWJZlYokYvh058W4UkkatocrmwO1wUmV1nPpcGYpu83j0KWq1hjsDg5SWnJ9x\nlSCKjM6O4dtSpFsGvZ4bPVcpL33VEEaWZTa2fEwtzpLL5zAbFXlxte39kRfvQhAEHo8/IxyL4LJX\nM3DKgs7LkGWZNb+X6aVZRV5sttDd1om94nwKDy8/dzgWKZLbXYWGVqOl2l6F2+HEUWk/Ezm1LMuk\nM+ntz2CcAAAgAElEQVR9hDWRUv7v5uvuhVLsUnLsRVE88D670Gm1GA1GjAYjpkO+ajVaRFl8JfYn\nncowtzyPL6jsr44KB/2tPdTY3fsW1SaDiZ/c/BGl5pMfO7IsM7k8zdDcMJIk0dHQTmdjB98M32U7\nHqbG4eaTyx++cv7LF/I8mnrK4sYSWo2WG53XaK09+1GGXeQKef748ReE42E6Gtq50XntjZ8rtzyH\n5u/+LZrHRpBUKhY++xHa//430VbaEESBJd8yk8szRJNKjrCjwkFX0yUaquvfK8XAeUAQRdY215j3\nLuILKWoArUZLk6uB1loPVZUHx/nIskwotq3M3AZWSewod7QaDbWOWhpd9dTuyOnPCtl8lq+f3yUQ\n3qSytJLPrnxcdDk+DkRJJBgJsRHysRH07ZMngzIP3FbXSq3DjUajYWh2mLn1BUBxy/6w/w7mN5QX\ny7LMRsjHyPw4wZ34n7qqGvo8vf9BFFK+F4T2N3/zN4tShTJLKf3tPQcuLk4CQRR4OPKEaCJGS10T\nnS2XDr3v7pzVwtoSkixhr7DR3dp5ImOZ88bS+jKTizPotDq6PR0Mz4wB8PG1D96r7bzABU6KXD6H\nd9PHmt9blKwaDUbqnDXUOWsoOcZsy14IgsCjsadE4lHqnbX0tp8ua243LkujViNKEmajicsdfUcS\nvzfBdjTMo9EnqNUabl8ePHc3YlmWWdlYZXJhBlTQ29a1b3xBlmUi8WhxJnbXXEmj0VBtUzplVVb7\nmVXcd8m8yWDkzjmS+V2EIts8nXi+r1vb5ekovp6X5cWt9S201DWdubHSWaAgFHg89oxIPIrb4eJy\nx9lEt0XjMcbnJ4kmYmh25MVNbygvPi1kWSYajxaVAbtxMvv3R8dri16SJJHKpEmmk8rMajJOIpUk\nfQwTpYOg1+n2EdNXyKreeOJCz0GxP5l0lvmVRfw7hRh7uY1+Ty+1VTVMrczwZPoZpeZSfnLzR6ee\n29uOh/l25B6xZKw41tRW5+Fm140jP/Ml3zIPJx6TFwo0OOu53T34Sjb4WSGbz/LTRz8nmozR3dzF\n1fbLZ0KgZ//vf8rA//vPsYXDJC0W1v7qf07JX/xPUe0ULfzbAaZWpovzkyVGMx0Nl2ir95xL7M+7\nwm7Uyrx3kaWNZfKCIv+vqnQoBk+uhhMRUVmWCccjO53b1WJ8j0atocbhptHZQF1VzYmyhl9GOB7h\ny6GvSWZSNFTX80HfrVORZVmWWQ2sMTQ7TDydQKPWUGEpJ5PLkN4TX6WC4pmiqrKKn9z80am3ffd5\nvVsbjCyMHSvO67uK7wWh/Y3f+A1UKhVtjR48dc1nKpG6P/yIZDpFR3M7nvrmV+6z616czmYw6g2K\ne/F7Ii8GZUefXZlnfnURg97AYO81yiylPB0fIrC9hcVcwifXP3zXm3mBC5wIkiSxFQ6yHthgc3sL\nWZaVrD17NXWuWhyV9jc6BgtCgYcjT4gl4zTWNNDt6TjR42VzWb55eg9RErlz+Sb+YID5NcWNva3B\nQ2tDy5ku6hXZ7SMEUeBG71UclW+vGhsMhxiaGqEgFGiqbVQciHdIbHZH7nkeHbGDsCu3LreUcesc\n5NYvQ9iJtQmGlWq4Tqujy9NBPBkvyourbVV0ezowm97PGbqCUODR6FOiiRg1VS76zyCHPF/IM7M8\nx6pvV17sorPl0rkXGY4LRTEQL85up3fibXYVAy6HE1tFJYlkkkg8SjyZIJVJkcllD81xPQgGveEl\ngmrYT1r1xnMvcLwc+5PPZllYXcK3GUCFCmuZlX5PD8FoiPGlSaxlVn71xuenJgje4AZfPvsGSZZQ\nqVRcbR+gq+n1589kJsndkftsRrYwG8180HsLt/183ODTuQw/ffRz4qk4l1v76G/tfePHFCWRn979\nAy798R/ywS9/ia5QwNfiIf43/2fM/S+iEmPJONOrM8x7FxFEAa1Gg6em5Tsf+5PN51jyLTG/vkg4\nEQGU2CZPTTOttS2Un8Frk2WZSCLKamCNlcAq0aQS4bYbB9XorKeuuvZEBYLVwBp3R+8jiMIbxUht\nhrd4OjNEMKoYwF6qb6PP04PJYCpG9DybGXolSkutUlNtrSrO31rLKo/9/LIss7a5zsjCOOGdjnCj\ns54+Tw/WsvMfb3rb+F4Q2n/wW3+f6z1XzkVmlslmuDf8iGwuu89ASckqnGJzW5EXN9c20tbgeW/k\nxaDs7BPzU6z41jAbzdzsu1ZcVAmCwM/uf4kkS+dqpnKBC5wlEqkk6wEv3k1fcTauzFJKvbOWmmr3\nG1VpX0a+kOfByBMSqQQtdU10NLcf60IjyzKPx54RjIToae2ksaYBUDqow9OjZHJZKssquNzRR8kZ\nkJz9xkg91Dlr3/gxT4pUOsWTiSGS6RcmGe9iZlExxJpgze89c0Oso7Dm9zI2N8Hea6bRYKS3rYtq\n2/s7s5QvFHg8ppDZ2mo3/ZfeLBN0V2o/tajIiy3mEnpau85trvmwbRAEgYIoIAgCwp6vhZdu794v\nm8uSyWXI5fMcd92j1Wgx6A2UmEyUmEowGU37O616w3slKS1IAslCEhERk9ZEPp9jYWUZ36YfNWoq\nSysw6o34twM4bdV8fvWzE5vxLG4sc2/sAQAdje0sbiyTzWdx21180HurOD97GCRZYnxxkuH5UWRZ\npru5k4G2/nM5d6QyKf7o0c9JZpJcvTRAT3PXGz9mPJXg9+//IWXhMD/5xS9oGhtFUqtZ+PxX0fyN\n30C3x0MhV8gzv77A1MpMcV70uxb7I8kSvpCf+fVF1rbWkSSliFFXVUtbrYcah/tcj4FoIspKYI2V\nwBqRHRKtVqlx2Z00Ohuor67DeEinX5ZlRhfHGZ4bRavR8EHvbRpdDSffhmSModlh1jaV4l2js56B\n9svFefBsPsfz2eEX0aHuxiLBdVqdFIT8PnmyUW/AbVeck2vsrgOPmd1O8MjCePF1N7ka6fN0U1n6\n7pyhzxvfC0L77OtH53rw73Y/CkKBK539JNJJFlYVebGtwkpPa+e5zmydBpIkMTIzxsaWn9KSUgZ7\nr75SHV9cW2ZqaQaNRsOv3P7Be3XxvcAFdiEIAr6gnzW/l0hcmUPSaXXUVrupc9a88XjBUcjlc9wf\nfkwqk6KtwUN70+ujYZa8K0wuTFNldXC958q+c1OhUGBsfhLflh+tRkN3axe11acPMhdEkYcjj4km\nYsfevvPCbq6qKEm4HNXvzFV2rwdCg7uentbOc18cJlIJhmfGiSVi+37uqW/ZiWl7/2TG+UKeR6NP\niSXjZ5LlG03EGJ/bkRerNbQ3emiqbTz2PiBJ0qGE83XEdO/tvbmRJ4FKpUKr0aJRq5FkGVmW0Gn1\nmAxGLCUllJWUUWYpxWQ0YdDpv7PXy90525yUw6DWUygILK0t4wsEUKNGp9FSEAXqq+r45MqHx3ID\n3hvLo9fq+PTKx7hsTjK5DL8ce8BG0IdBZ+B2700aql+fqhCMhvh25B6JdAJrmZWP+u+cS/cykU7w\nR49+Tjqb5kbnNTobDx8tOy6WfMt8O3IPW5mVj6Npav+3/5WK7W2SpaWs/rX/Asuf/yuo9uw7kiSx\ntrnO5Mr0dyb2J56KM+9dZGFjqahuqLCU01rroaWm6cyiZk6CWDLOamCVlcBakSCqVCpcNieNznrq\nq+uK21UQCtwbe8hKYJUSYwmfXf0Y2wk7mulchpH5MebW55FlmapKB9cuXaGqUvFHkGWZee8Cz2aG\nyRVyVFjKGey6jkat4Q8f/jGVpRX8qds/Qa1Wk81l8W372QgqBlN75ckVlgpq7C7cDhdVlQ68WxuM\nLowTTcZQoaLZ3Uivp+c73d0/Lr4XhHbom8fn/jyReJQHw4+Lxg0GvYGulku4q96/Spq4I4PbCgep\nLKvges/VQ2MvvnjwFdl8jnpXHX3t3W95Sy9wgYOxa+ayHvDi2woUF6mOSjt1rlqctqq3NouYyWV5\nMPyIdDZDR3MbnvqWQ++bSCW4++wBWq2Gj65+gNHwanVYlmU2Nn2Mz08iiCJuh4uetq4T517LsszT\niedsbm+dyLzu+4CCUODB8GPiqcSh4yJnAUEQmFtdYMmrxHRUWe2oVGo2t7eK9zEZjHR5OnDa35+8\nv1w+z6OxJ8STCepdtfS2nW5OXImeyTGzPId3U5kNtJVbqal2oVZrjiSmL98+yhTpKKjVarQaLTqt\nFq1Gi3bPV91Ltw+63+5ttVr93nw+bwOyLJOVciQLSTRqLVJBYml9mY2ADy0KiXJaq/nhtc+OPNe+\nHMvz+bXPqCx9kSwhyzLTq7M8mxlClCTa61q51nHltTOKBaHA46lnzHuVrNvrHVdpr289888olozz\n00c/I5PPcrtnkLa6Ny8K3ht7wLx3ka6mDq40dJL7p/8LLb/3r9AJAj5PK/G/9Xcx91x55e+C0dB7\nG/tTEAqsBhSDp90IGJ1WR7OrkdY6D/Zy23tz/CTSCaVz618tzpSqUCmz8lYny/5Vosko1ZVVfDLw\n4YkIeEEoMLE8xcTSFIIoUF5SxpVLA9RX1RZffyi2zcOJx4Ri22g1Wi639hWLJX/w4I8IxyP8ePBH\nVFtfVe/Iskw0GVOigUJ+AtubBxbp6qpquXZp4Eyk3N8VXBDaM0A6k2ZiYbq4SFGr1Az2XXsrERwn\nRUEo8GR8iHAsgqPSztXuy0dW+MKxCPeHHwHwg8GPTxS/cYELnDUyuSzewAbrAS+pjFL5NRtN1Dlr\nqXXWvLOYk3Qmzf2Rx2RzWbo8HTTXNr5yH1ESuTf0kHgqwbXuAZz2o3Pe0pk0z6dHicSjGA1GLnf0\nnsj5dWJ+iuWNVewVNm70Xv3OdozOC5lshnvPH5LN57jS2Y+76uzm8WRZxhcMMLUwTTafw2w0FUmr\nLMus+taZWJjaJ191WO10ezqxmE9mUnbWyOVzPBh5QjKdpKbahaeuBVE8rBMqvqYzevx50peh0WiO\nRTgPIqZ7b1/s92+OvJQnWUghq2SkvMSCd4mNgA8dOow6I9cvXaGl5lV/kqNieV5GJBHl25F7RBIR\nykvK+LD/zrEMa1b8q9yfeES+kKeuqpY7PWdv+BZJRPjpoy/IFXJ82Heblpo3K4AVhAJ/cP+PiKXi\n/ODqp9RV1ZBdnMHw9/42DWMjigz5hz9G+zd+A+0BJoHvS+yPLMsEoyHmvQss+1eLx7vTVk1brYcG\nZ/172UHei2QmuTNzu1bsgAOY9Ea6WzppcjYeyzhSkiTmvAuMzI2SyWcx6Y30t/XRVuspHhe5fI7n\ncyPMrM0Bigz4WseVYjFicnmaJ9PPaK1t4U7vreM/5/xY0cRuL4x6ozJ763DjtjlfK+n/ruOC0L4B\nRFFkcX2Z+bVFJEnCVm6lyupgenkWg97A7cuDZzIDd1bI5XM8GntGPBnH5XAy0HG8sPIHI4/ZjoYp\nt5Tx4dXbb2FLL3CBF5AkicD2Fut+L1s75jpqtRqXw0m9sxZbhfW9qPwm0ykejDwml8/R29ZNg3u/\ndG5qcYbF9eUTqR0kSWJhbZG5FSVw3VPfTHtj62uP213X8lKzhduXB9GdsLv7fUE8Gef+8CMkSeZm\n//UzcZhOpJJMzE8Rim6jVqn5/9l789hG8zS/78Nb1H2Lkqj7pm6VqiRVVVf1dM/0MTs7Y++uAdtw\nsAmQODAQx14nAdbexJkE3nUCw1lvDsd2EgRBkAQ2klnPtXN0Tx/VVaWrdN/3RYmkSImiePPl+/7y\nByV2HbpLV1Xr02iUJJIvKZF8+Xt+z/f5fiuLy6ksLn+li7Xj9fBsYohgKIhOq0OKSqhVKiqKy6ks\nPpsMWVGUE82EHva9FI3GZ8/Pik4bKyKlaDSeLpCSlEJ6Sio6re7YTuj+99fhPX3Di0SVaDz2JxQI\n0T3Rh0pWoUNHmjGN5soGKgrL0ag1BEIBPn32+ZGxPK8cX5YZnBliYnkKtUpNW3ULDeXHjwT4g36+\nGn2KbcuO0WDkflMX5pzz9f1webb4Ve8nSHKUd1veOdM85fNs7W7zs6e/QKfV8Zfufy9ebPh++m8o\n+J/+Cenb23hTU1n7D/42SX/l331BhrzP17E/U3EDpMuI/QmGg8yvLzJnXcCzd7+JCYlUmSuoMlec\nKdrpqpldm6d7vAdlL0ZvPwoIYn/TUlMxpfnFJBtfTP0QQrC6aWVgehCPfxetRktDmYWGckv89R6T\nFy/wbGaQcCRMWnIanZbbL5iaBUIBfvToJ6hUKn73wQ+O3JSRFZmF9UVG5sfxBX2oVWqqiippqqhH\no9aw4bLt5d/aXih0M1IyYvLk7HzyMnOv/WbDaYlEwlTdt9wUtKfFseVkfG6SQCiAQW/AUlFL4Z68\neMm6zPj8FIkJidxvuzh7+dMQCAXpGenHH/RTnF9EU3X9iRcMESnCr59+hhCC2w23MGVfXxOTG94e\ndn1eVu1W1h3rRKTYzm96ShpF+WYKc/MvPLP1LHj9Xp4O9xKRJFprmzDvmam53Ft0j/SRZEzkwa17\npzaH2/a4GZoaIRAKkpaSRltd86GdvP04IIPewP22rivrWr8pbG476RsdQKvVcr+t68wd0lflxTk0\nVNUdubsfkSIMTY2yue1Ep9Ui9o6j1+kpzjeTnJgc646e0Lxov4A8LfvzoVE5ihCCBL2B1OTUWJF5\nwk6oVqtFkRVmVuZZXl8BYlnm9RW1N8qet4z92J8t/xa9YwNEohF0e/+lJaRRZS5ndm2BQDhwolie\nl1l3bvDV6FOC4SCmrDzeabpH8jFdMiEE40uTDM4MowgFS2ktt2raznU+fdPt5Fd9n6IoCu/dekhR\n7usZ7E0uT9M72U9+lokP7rwfn0eW/T7C/8OfUPmT/w9tNMp6VTW+P/xjjI1tBx5nP/ZnYmkKq/Ni\nYn8URcHqXGfOOs/a5nosOUCtpiSviCpzJfnZphPNU183FEWhf3qAyeVpDDo977Y+oCA7n0A4yOpe\n59a+5YhHbmWnZVFqKqHEVEwoEuLZ9CAO92YsSaWoipaqphfyYl2eLXom+nDuuNBqtLRUNWEprX3F\nyOyLoa9Ysi1zt6GDmuLqAx+rLMvMWRcYXRjHH/KjUaupLqqiobz+wPfHvutzrMDdwLG9GZcna9Qa\n8jJzKcwuoCA7n4yU9DduE1EIQViJEFEiRJQwkUiYrvcf3BS0JyUQDDCxMI3d5UCFijJzCdWlla8s\nrqeXZplbWSA1OYW7LR1Xuvj2+n30jPYTCoeoLCqntrz61C/cqcUZ5lcX0Wl1fHD3vRsZ1w0XgiRJ\nrG9usGpfjxvo6HX6PYMn84Vnp54HHu8u3SO9SNEotywtZGdk8+Wzx4TDYe61dZKRmn78QQ5AikqM\nz01hdayjUWuor6yjON/8wnvZ7XHzdKQPFSrutXZcqCHW28SqbY2RmXESE4zcb+s60SakEAJZlpGi\nEhtOO/Ori0SkCHqdnsKcfIxGI7J8nCT3NWW5as0JZkI1x0p0I1Ishsof9FNuLsNScTLH7uf/FlbH\nOpMLM0SkCEnGJBqrLORkXp788Yarwbnr5MvhJ4SVMAVZ+WxuOdGiRYeOohwz77Y+QHeGdIdQJMST\nsW5WHVb0Oj13GzopO0FXdMuzzZfDX+Hx75KenM7Dlvtkpp6fs6t9y8Gv+38DCL7d/t5rRQcJIfhs\n8AtWHVbaqltormx84fLQ/BQJf/L3KR4fQ1armf/oe+j+4B8eKEPex+PbZXJlmvlziv3Z8XmYs86z\nYF0kGIllhWemZlJlrqCioOxaNGzOSjgS5ouhR2xs2UlPTuP9W98i9QAD11A4xIpjjWX7CrYt+ytO\n5/lZJjrr77zw9w1LYQZnR5hZmUUgKM0v4U7trQM3ODdcNn7V9ynZaVl87+7Hr5x7o7LM7NocY4sT\nBEKBmKlecRWN5fWnkhFH5SiO7c14B3ffARliEUqxaKBYB/cqjLtOgqRIhJUwESWCpMQ+OyNRCUmO\noEgy73/3o+tR0KpUqo+Afwaogf9NCPHfHnK93wP+DdAuhBg85pjnUtDKyp68eCUmL85My6Cxqv7Q\nBbYQgrHZCVZsa2SlZ9LR2H5pJjXPs+P10DvaT0SSjjWsOQpFUfj108+QohIVRWVYKl7f7e+GGyD2\nXnHtbLFms2JzOeJdprysHIpMZvKyct+4DRT37g49I33IikJGajrbHjc1pZVUl76+ocj6po2x2XGk\naBRTdh7NNQ3odXr8QT+PB7uRpCi3G9uudRzMVXJYbMuKbQ27y4HRkEBhbgGKUI6V6J6Vg6S2siKz\n4/WgKAqJCUaEiEn7VKgoyDVRZDJj0Bu+LkQ1mnN5XwRDQZ4O9xEIBc604enx7TI2O4l7141GraGq\npILyotJLiWG64XqwtbPNk5EewiJMhAgAGpUGrdCSqk+luaKBmuLqU0schRDMrs3RO/kMWZGpMlfQ\nYbl9AulylP6pAaZXZ9Go1bTXtlFXUntuHah15wafDnyOWqXiO7ffx5R5tB/CUYQiYX78+GcEw0E+\n7vyAvIxXz9u+n/5rCv/Hf0Ka2403NY3Vv/m3Sf693z9QhrzP68T+RKQIy/YVZtcWcO7Exnz0Oj0V\nBWVUmSvJSrt+/jCnZcfn4dNnn+MNeCnKNfOg+d6xsX7BcJCBmWHmrPOvXJaRkh7r3OYV4drd5tn0\nAKFImLSkVDrr7xy68SHLMv/28c/w+r18797HL8yNR+UoM6uxQjYYDqLVaKgtrqG+3PJCF/isBEIB\nNrbsbDg3YvLkvQ0LgMyUDApyYtm3uRm5V+bELwt5rwMbIaxEEEJBVmTC0TBCqFAh0Kv06DV6olKU\nzg/uX31Bq1Kp1MAs8D6wAfQDf1UIMf3S9ZKBnwM64D+6jIJ2czsmL/YHAxh0+pi8+ARRGkIIBiaG\nsLkcmLLzaK9vvdSWvmtni/6xAaKyfOBM32nZ3Nqkd2wAlUrFB13vodefX6bnDd88AqEga3Yra7b1\n+JxHkjGJ4vxCzHmF527scdls7WzTM9KPIhSSE5N42H7/3ArzQCjI8NQoW55tEvQG6istTC/N4A8G\naKyup7Sg+Fzu5zpxXWJbtFotWrUmnk8KsUzZnIxsEhOMx0p0NRrNoZ8DoXCIwckRtjzbJBoTKckv\nYsm6HDeWaqi0kHeOIx+BUJDu4V4CoSBVxRXUlJ3cJVaSJGaW51jalxdn52GprLuRuH8DEUIwND3K\numMDBYXqigpS01Ox2jdYtq2gUlSk6lJprmiktrj61Iq1HZ+HR8OP2drdJiUxhYct98hJzzn2dquO\nNR6PdROOhCnMKeB+091zKQT2j/3Z4JdoNVo+vPPt1zJjsm87+GXPJyQmJPKDd37rQImw7PcR/u//\nmMqf/ghtNIq1uhb/P/hjjJaWI4990tgfIQSO7U3mrPMs21eIyrHzZGF2AVVFFRTlFl3LeLGzsLZp\n5cvhx0hRiaaKBtqqW44870lRicnlacYWJ5CiEimJKbTXtGLKMmF1rrNsW2HDtYH83MiHSqWitriG\n9tqjjVdH5scYnB2mrqSGzvo78fubXp1lfHGSUCSEVqOlrqSGhjLLha2LYvJkd2z21rmBw70Z/300\nag2mrLy97m0B6clpF1bLvCwjloUc+1lUQhZR1EKFCjVGbcIrEncpIl2bgrYT+C+FEB/vff+HgHi5\nS6tSqf4U+AT4z4D/5CQFbe9vnp7pjRgIBZmYn8LuilmQlxWWUFNWdaqTsazI9I0O4NrZOvXs6utg\ndzkYmBhGIGiraz43B8+vBp6y4/WQlZ7J3ZaOcznmDd8cZFnG7nKwarficsfs8jVqDQW5+RTnm8lI\nffPmOA4jEAryed8jFEVBrVbT2XS+zudCCOZXF5lemo3/rLyolPqKunO7j/MmFA7hC/hPbVZ0WbEt\narWaJesyXr+Pwtx8qkurXohtAbC5HEzMTxEKh/YidyyYsnPP7XWrKAozy3PMry6iVquxlNcSDAfj\ns7l5WbnUV9a9tuFgIBjg6XAfwXCQ6pJKqksrT/Q7xOTFG0wtTBOWIiQZE2mospCbeXyBccPbh6Io\njM1Nsmpbi5ubJRgSuNfSgUqvxh10s2pbZ9W+iiIrpGhTaC1vorak5tiO2PPIiszQ7Ahji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v67ry983Wzja9ozGn1iRjEv6gnyRjErcsLfiDfib25MVGQwIpSSnxwjY/x0R9Re2VP/4b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9+ktLSU3d1dfvEXf5HvfOc7J/Z/G3toXyUUDtE90IPHFz+L++6BHrZ2t0lNSuG9ew/iMMq7hSiK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\nIYQQQghxIP3/Tz5zXYAbmXQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f99efaad048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Normalisation des notes de chaque exo\n",
"notes_exo_norm = (notesT2 / barem.values[0,:]).astype(float)\n",
"def f(x):\n",
" #notes_exo_norm\n",
" display(notesT2.loc[x])\n",
" ax = notes_exo_norm.T.plot(color = \"gray\", legend = False, figsize = (16, 7))\n",
" d_norm = notes_exo_norm.describe()\n",
" d_norm.T[[\"min\", \"25%\", \"50%\", \"75%\", \"max\"]].plot(ax=ax, kind=\"area\", stacked = False, alpha=.1)\n",
" notes_exo_norm.loc[x].plot(ax=ax, color=\"red\", alpha = 1)\n",
"\n",
" \n",
"interact(f, x = list(notesT2.index))"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"# 3e trimestre"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## DS_16_03_21"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ds_name = \"DS_16_03_21\"\n",
"notes = all_notes.parse(ds_name)"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Barème</th>\n",
" <th>ABDOU ALI Nassim</th>\n",
" <th>ABDOUL-KADER Toura</th>\n",
" <th>AHAMADI Djelane</th>\n",
" <th>AHMED Laine</th>\n",
" <th>AHMED Hamza</th>\n",
" <th>AHMED Aicha</th>\n",
" <th>ALI Naima</th>\n",
" <th>ANSSURDINE Zaidou</th>\n",
" <th>ARBABI Idiamine</th>\n",
" <th>...</th>\n",
" <th>IBRAHIM Yanick</th>\n",
" <th>IBRAHIM Hakim</th>\n",
" <th>MADI Himidati</th>\n",
" <th>MARI Ismaël</th>\n",
" <th>MOHAMED Yousra</th>\n",
" <th>MOUHOUDHOIRE Nithaou</th>\n",
" <th>SAINDOU Abdoul Anzize</th>\n",
" <th>SAÏD Hakim</th>\n",
" <th>SOIFENE Fémida</th>\n",
" <th>ZAKARIA Najwa</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>DS_16_02_08</th>\n",
" <td>20</td>\n",
" <td>9.5</td>\n",
" <td>3.5</td>\n",
" <td>10.5</td>\n",
" <td>10.5</td>\n",
" <td>11.000000</td>\n",
" <td>18.000000</td>\n",
" <td>9.5</td>\n",
" <td>0</td>\n",
" <td>8</td>\n",
" <td>...</td>\n",
" <td>14.5</td>\n",
" <td>11.5</td>\n",
" <td>0</td>\n",
" <td>13.000000</td>\n",
" <td>8.5</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>4.5</td>\n",
" <td>11.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Exercice 1</th>\n",
" <td>5</td>\n",
" <td>4.0</td>\n",
" <td>1.0</td>\n",
" <td>3.0</td>\n",
" <td>4.0</td>\n",
" <td>4.333333</td>\n",
" <td>4.333333</td>\n",
" <td>3.0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>...</td>\n",
" <td>4.0</td>\n",
" <td>4.0</td>\n",
" <td>0</td>\n",
" <td>3.333333</td>\n",
" <td>2.0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Opération 1</th>\n",
" <td>1</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.0</td>\n",
" <td>NaN</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>3.000000</td>\n",
" <td>3.0</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Opération 2</th>\n",
" <td>1</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.0</td>\n",
" <td>NaN</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>NaN</td>\n",
" <td>3.000000</td>\n",
" <td>3.0</td>\n",
" <td>NaN</td>\n",
" <td>3</td>\n",
" <td>NaN</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Opération 3</th>\n",
" <td>1</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>NaN</td>\n",
" <td>3.000000</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 28 columns</p>\n",
"</div>"
],
"text/plain": [
" Barème ABDOU ALI Nassim ABDOUL-KADER Toura AHAMADI Djelane \\\n",
"DS_16_02_08 20 9.5 3.5 10.5 \n",
"Exercice 1 5 4.0 1.0 3.0 \n",
"Opération 1 1 3.0 3.0 3.0 \n",
"Opération 2 1 3.0 0.0 3.0 \n",
"Opération 3 1 0.0 0.0 0.0 \n",
"\n",
" AHMED Laine AHMED Hamza AHMED Aicha ALI Naima \\\n",
"DS_16_02_08 10.5 11.000000 18.000000 9.5 \n",
"Exercice 1 4.0 4.333333 4.333333 3.0 \n",
"Opération 1 3.0 3.000000 3.000000 3.0 \n",
"Opération 2 3.0 3.000000 3.000000 3.0 \n",
"Opération 3 3.0 3.000000 3.000000 0.0 \n",
"\n",
" ANSSURDINE Zaidou ARBABI Idiamine ... \\\n",
"DS_16_02_08 0 8 ... \n",
"Exercice 1 0 2 ... \n",
"Opération 1 NaN 3 ... \n",
"Opération 2 NaN 3 ... \n",
"Opération 3 NaN 0 ... \n",
"\n",
" IBRAHIM Yanick IBRAHIM Hakim MADI Himidati MARI Ismaël \\\n",
"DS_16_02_08 14.5 11.5 0 13.000000 \n",
"Exercice 1 4.0 4.0 0 3.333333 \n",
"Opération 1 3.0 0.0 NaN 3.000000 \n",
"Opération 2 3.0 3.0 NaN 3.000000 \n",
"Opération 3 3.0 3.0 NaN 3.000000 \n",
"\n",
" MOHAMED Yousra MOUHOUDHOIRE Nithaou SAINDOU Abdoul Anzize \\\n",
"DS_16_02_08 8.5 0 4 \n",
"Exercice 1 2.0 0 1 \n",
"Opération 1 3.0 NaN 0 \n",
"Opération 2 3.0 NaN 3 \n",
"Opération 3 0.0 NaN 0 \n",
"\n",
" SAÏD Hakim SOIFENE Fémida ZAKARIA Najwa \n",
"DS_16_02_08 0 4.5 11.5 \n",
"Exercice 1 0 1.0 2.0 \n",
"Opération 1 NaN 0.0 3.0 \n",
"Opération 2 NaN 3.0 3.0 \n",
"Opération 3 NaN 0.0 0.0 \n",
"\n",
"[5 rows x 28 columns]"
]
},
"execution_count": 83,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"notes = notes.drop(notes.index[1])\n",
"notes.head()"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ABDOU ALI Nassim</th>\n",
" <th>ABDOUL-KADER Toura</th>\n",
" <th>AHAMADI Djelane</th>\n",
" <th>AHMED Laine</th>\n",
" <th>AHMED Hamza</th>\n",
" <th>AHMED Aicha</th>\n",
" <th>ALI Naima</th>\n",
" <th>ANSSURDINE Zaidou</th>\n",
" <th>ARBABI Idiamine</th>\n",
" <th>ATTOUMANI Mtahida</th>\n",
" <th>...</th>\n",
" <th>IBRAHIM Yanick</th>\n",
" <th>IBRAHIM Hakim</th>\n",
" <th>MADI Himidati</th>\n",
" <th>MARI Ismaël</th>\n",
" <th>MOHAMED Yousra</th>\n",
" <th>MOUHOUDHOIRE Nithaou</th>\n",
" <th>SAINDOU Abdoul Anzize</th>\n",
" <th>SAÏD Hakim</th>\n",
" <th>SOIFENE Fémida</th>\n",
" <th>ZAKARIA Najwa</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>DS_16_02_08</th>\n",
" <td>9.5</td>\n",
" <td>3.5</td>\n",
" <td>10.5</td>\n",
" <td>10.5</td>\n",
" <td>11.000000</td>\n",
" <td>18.000000</td>\n",
" <td>9.5</td>\n",
" <td>0</td>\n",
" <td>8</td>\n",
" <td>8.5</td>\n",
" <td>...</td>\n",
" <td>14.5</td>\n",
" <td>11.5</td>\n",
" <td>0</td>\n",
" <td>13.000000</td>\n",
" <td>8.5</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>4.5</td>\n",
" <td>11.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Exercice 1</th>\n",
" <td>4.0</td>\n",
" <td>1.0</td>\n",
" <td>3.0</td>\n",
" <td>4.0</td>\n",
" <td>4.333333</td>\n",
" <td>4.333333</td>\n",
" <td>3.0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>2.0</td>\n",
" <td>...</td>\n",
" <td>4.0</td>\n",
" <td>4.0</td>\n",
" <td>0</td>\n",
" <td>3.333333</td>\n",
" <td>2.0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Opération 1</th>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.0</td>\n",
" <td>NaN</td>\n",
" <td>3</td>\n",
" <td>3.0</td>\n",
" <td>...</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>3.000000</td>\n",
" <td>3.0</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Opération 2</th>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.0</td>\n",
" <td>NaN</td>\n",
" <td>3</td>\n",
" <td>3.0</td>\n",
" <td>...</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>NaN</td>\n",
" <td>3.000000</td>\n",
" <td>3.0</td>\n",
" <td>NaN</td>\n",
" <td>3</td>\n",
" <td>NaN</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Opération 3</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>NaN</td>\n",
" <td>3.000000</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 27 columns</p>\n",
"</div>"
],
"text/plain": [
" ABDOU ALI Nassim ABDOUL-KADER Toura AHAMADI Djelane \\\n",
"DS_16_02_08 9.5 3.5 10.5 \n",
"Exercice 1 4.0 1.0 3.0 \n",
"Opération 1 3.0 3.0 3.0 \n",
"Opération 2 3.0 0.0 3.0 \n",
"Opération 3 0.0 0.0 0.0 \n",
"\n",
" AHMED Laine AHMED Hamza AHMED Aicha ALI Naima \\\n",
"DS_16_02_08 10.5 11.000000 18.000000 9.5 \n",
"Exercice 1 4.0 4.333333 4.333333 3.0 \n",
"Opération 1 3.0 3.000000 3.000000 3.0 \n",
"Opération 2 3.0 3.000000 3.000000 3.0 \n",
"Opération 3 3.0 3.000000 3.000000 0.0 \n",
"\n",
" ANSSURDINE Zaidou ARBABI Idiamine ATTOUMANI Mtahida \\\n",
"DS_16_02_08 0 8 8.5 \n",
"Exercice 1 0 2 2.0 \n",
"Opération 1 NaN 3 3.0 \n",
"Opération 2 NaN 3 3.0 \n",
"Opération 3 NaN 0 0.0 \n",
"\n",
" ... IBRAHIM Yanick IBRAHIM Hakim MADI Himidati \\\n",
"DS_16_02_08 ... 14.5 11.5 0 \n",
"Exercice 1 ... 4.0 4.0 0 \n",
"Opération 1 ... 3.0 0.0 NaN \n",
"Opération 2 ... 3.0 3.0 NaN \n",
"Opération 3 ... 3.0 3.0 NaN \n",
"\n",
" MARI Ismaël MOHAMED Yousra MOUHOUDHOIRE Nithaou \\\n",
"DS_16_02_08 13.000000 8.5 0 \n",
"Exercice 1 3.333333 2.0 0 \n",
"Opération 1 3.000000 3.0 NaN \n",
"Opération 2 3.000000 3.0 NaN \n",
"Opération 3 3.000000 0.0 NaN \n",
"\n",
" SAINDOU Abdoul Anzize SAÏD Hakim SOIFENE Fémida ZAKARIA Najwa \n",
"DS_16_02_08 4 0 4.5 11.5 \n",
"Exercice 1 1 0 1.0 2.0 \n",
"Opération 1 0 NaN 0.0 3.0 \n",
"Opération 2 3 NaN 3.0 3.0 \n",
"Opération 3 0 NaN 0.0 0.0 \n",
"\n",
"[5 rows x 27 columns]"
]
},
"execution_count": 85,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"barem = notes['Barème']\n",
"notes = notes.drop('Barème', axis=1)\n",
"notes.head()"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"DS_16_02_08 20.0\n",
"Exercice 1 5.0\n",
"Opération 1 1.0\n",
"Opération 2 1.0\n",
"Opération 3 1.0\n",
"Opération 4 1.0\n",
"Opération 5 1.0\n",
"Exercice 2 2.0\n",
"Unité temps 2.0\n",
"Exercice 3 6.0\n",
"Durée 2.0\n",
"Horaire 2.0\n",
"Fraction de temps 2.0\n",
"Exercice 4 5.0\n",
"Placer fraction axe 2.0\n",
"Comparaison denom 1.5\n",
"Comparaison num 1.5\n",
"Name: Barème, dtype: float64"
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"barem"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Absents"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"['ANSSURDINE Zaidou',\n",
" 'HOUMADI Naima',\n",
" 'MADI Himidati',\n",
" 'MOUHOUDHOIRE Nithaou',\n",
" 'SAÏD Hakim']"
]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list(notes.T[notes.iloc[0] == 0].index)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Présents"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"notes = notes.T[notes.iloc[0] != 0].T"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"count 22.000000\n",
"mean 10.136364\n",
"std 4.282250\n",
"min 3.500000\n",
"25% 8.125000\n",
"50% 10.500000\n",
"75% 12.625000\n",
"max 20.000000\n",
"Name: DS_16_02_08, dtype: float64"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"total = notes.iloc[0]\n",
"total.describe()"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f5b2f26d4a8>"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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ADngk6IBj0AFHmEJGOmCMCx0wAAATwQLu1bIDhKjQr1SYodOyAwRp2QHWVuWYqjBHhRmG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\nx1qn5gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5b2f26d048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"total = notes.iloc[0]\n",
"total.hist()"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Exercice 1</th>\n",
" <th>Exercice 2</th>\n",
" <th>Exercice 3</th>\n",
" <th>Exercice 4</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>ABDOU ALI Nassim</th>\n",
" <td>4.000000</td>\n",
" <td>1.333333</td>\n",
" <td>2.000000</td>\n",
" <td>1.333333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABDOUL-KADER Toura</th>\n",
" <td>1.000000</td>\n",
" <td>0.666667</td>\n",
" <td>0.000000</td>\n",
" <td>1.333333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHAMADI Djelane</th>\n",
" <td>3.000000</td>\n",
" <td>1.333333</td>\n",
" <td>2.000000</td>\n",
" <td>3.333333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHMED Laine</th>\n",
" <td>4.000000</td>\n",
" <td>1.333333</td>\n",
" <td>2.000000</td>\n",
" <td>2.166667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHMED Hamza</th>\n",
" <td>4.333333</td>\n",
" <td>1.333333</td>\n",
" <td>2.666667</td>\n",
" <td>1.500000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Exercice 1 Exercice 2 Exercice 3 Exercice 4\n",
"ABDOU ALI Nassim 4.000000 1.333333 2.000000 1.333333\n",
"ABDOUL-KADER Toura 1.000000 0.666667 0.000000 1.333333\n",
"AHAMADI Djelane 3.000000 1.333333 2.000000 3.333333\n",
"AHMED Laine 4.000000 1.333333 2.000000 2.166667\n",
"AHMED Hamza 4.333333 1.333333 2.666667 1.500000"
]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"notes_exo = notes.T.filter(regex='Exercice').astype('float')\n",
"barem_exo = barem.T.filter(regex='Exercice').astype('float')\n",
"notes_exo.head()"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"Exercice 1 5\n",
"Exercice 2 2\n",
"Exercice 3 6\n",
"Exercice 4 5\n",
"Name: Barème, dtype: float64"
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"barem_exo"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from ipywidgets import interact, interactive\n",
"from IPython.display import display, HTML"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"DS_16_02_08 10.500000\n",
"Exercice 1 4.000000\n",
"Opération 1 3.000000\n",
"Opération 2 3.000000\n",
"Opération 3 3.000000\n",
"Opération 4 3.000000\n",
"Opération 5 0.000000\n",
"Exercice 2 1.333333\n",
"Unité temps 2.000000\n",
"Exercice 3 2.000000\n",
"Durée 1.000000\n",
"Horaire 1.000000\n",
"Fraction de temps 1.000000\n",
"Exercice 4 2.166667\n",
"Placer fraction axe 1.000000\n",
"Comparaison denom 3.000000\n",
"Comparaison num 0.000000\n",
"Name: AHMED Laine, dtype: float64"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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Aja4baKxvhFKhTPXwFixdwiohJPU4joOYi82kSiXSlI6F5/mE2fCFLi+/2zL1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ukkNzv3rIemc0E5qgoJwB/w88e+h3jDPiQkumuu8uWVe8cew1mokRK5KKqkg9BVSqlF0zR63/Xy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HjQy/6YvI8eE33cbwLKVU6pzwWnhW+jAsxGHzPI/OvicMjg/j9/m5du41TlRVZ3tZQhxpUpW0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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5b2d877d68>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Normalisation des notes de chaque exo\n",
"notes_exo_norm = (notes_exo / barem_exo).astype(float)\n",
"def f(x):\n",
" #notes_exo_norm\n",
" display(notes[x])\n",
" ax = notes_exo_norm.T.plot(color = \"gray\", legend = False, figsize = (16, 7))\n",
" d_norm = notes_exo_norm.describe()\n",
" d_norm.T[[\"min\", \"25%\", \"50%\", \"75%\", \"max\"]].plot(ax=ax, kind=\"area\", stacked = False, alpha=.1)\n",
" notes_exo_norm.loc[x].plot(ax=ax, color=\"red\", alpha = 1)\n",
"\n",
" \n",
"interact(f, x = list(notes_exo.index))"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"## Bilan 3e trimestre"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ds_name = \"notes\"\n",
"notes = all_notes.parse(ds_name)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['3e trimestre', 'DS_16_03_21', 'DM_16_04_01', 'DS_16_04_11'], dtype='object')"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"notes[15:].index"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"trim3 = notes[15:].T\n",
"trim3.columns = ['Calcul mental', 'DS_16_03_21', 'DM_16_04_01', 'DS_16_04_11']"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Calcul mental</th>\n",
" <th>DS_16_03_21</th>\n",
" <th>DM_16_04_01</th>\n",
" <th>DS_16_04_11</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Barème</th>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABDOU ALI Nassim</th>\n",
" <td>13.5</td>\n",
" <td>9.5</td>\n",
" <td>NaN</td>\n",
" <td>10.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABDOUL-KADER Toura</th>\n",
" <td>4</td>\n",
" <td>3.5</td>\n",
" <td>4.5</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHAMADI Djelane</th>\n",
" <td>16</td>\n",
" <td>10.5</td>\n",
" <td>14</td>\n",
" <td>16.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHMED Laine</th>\n",
" <td>8</td>\n",
" <td>10.5</td>\n",
" <td>12</td>\n",
" <td>9.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHMED Hamza</th>\n",
" <td>9</td>\n",
" <td>11</td>\n",
" <td>4.5</td>\n",
" <td>10.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHMED Aicha</th>\n",
" <td>17.5</td>\n",
" <td>18</td>\n",
" <td>17</td>\n",
" <td>16.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ALI Naima</th>\n",
" <td>17</td>\n",
" <td>9.5</td>\n",
" <td>13.5</td>\n",
" <td>15.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ANSSURDINE Zaidou</th>\n",
" <td>12.5</td>\n",
" <td>7</td>\n",
" <td>NaN</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ARBABI Idiamine</th>\n",
" <td>13</td>\n",
" <td>8</td>\n",
" <td>15.5</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ATTOUMANI Mtahida</th>\n",
" <td>9</td>\n",
" <td>8.5</td>\n",
" <td>18.5</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BACAR Natacha</th>\n",
" <td>14</td>\n",
" <td>4.5</td>\n",
" <td>14</td>\n",
" <td>11.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BACAR Musbahou</th>\n",
" <td>19</td>\n",
" <td>20</td>\n",
" <td>18.5</td>\n",
" <td>16.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BAHEDJA Rachma</th>\n",
" <td>16</td>\n",
" <td>10.5</td>\n",
" <td>16.5</td>\n",
" <td>16.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CHAHARANE Djawadi</th>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>12</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CHARIF Nassuria</th>\n",
" <td>12</td>\n",
" <td>13</td>\n",
" <td>11</td>\n",
" <td>14.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>COMBO Danil</th>\n",
" <td>14</td>\n",
" <td>5.5</td>\n",
" <td>7</td>\n",
" <td>11.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HOUMADI Naima</th>\n",
" <td>5</td>\n",
" <td>10.5</td>\n",
" <td>16.5</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IBRAHIM Yanick</th>\n",
" <td>12</td>\n",
" <td>14.5</td>\n",
" <td>18.5</td>\n",
" <td>17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IBRAHIM Hakim</th>\n",
" <td>10</td>\n",
" <td>11.5</td>\n",
" <td>10.5</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MADI Himidati</th>\n",
" <td>5</td>\n",
" <td>10.5</td>\n",
" <td>11.5</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MARI Ismaël</th>\n",
" <td>14</td>\n",
" <td>13</td>\n",
" <td>17.5</td>\n",
" <td>9.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MOHAMED Yousra</th>\n",
" <td>8.5</td>\n",
" <td>8.5</td>\n",
" <td>18</td>\n",
" <td>10.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MOUHOUDHOIRE Nithaou</th>\n",
" <td>7.5</td>\n",
" <td>5</td>\n",
" <td>15.5</td>\n",
" <td>9.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SAINDOU Abdoul Anzize</th>\n",
" <td>9</td>\n",
" <td>4</td>\n",
" <td>NaN</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SAÏD Hakim</th>\n",
" <td>17.5</td>\n",
" <td>20</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SOIFENE Fémida</th>\n",
" <td>6.5</td>\n",
" <td>4.5</td>\n",
" <td>17</td>\n",
" <td>5.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ZAKARIA Najwa</th>\n",
" <td>6.5</td>\n",
" <td>11.5</td>\n",
" <td>9</td>\n",
" <td>11.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Unnamed: 28</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>moyenne</th>\n",
" <td>11.4444</td>\n",
" <td>10.2222</td>\n",
" <td>13.8125</td>\n",
" <td>11.6923</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>4</td>\n",
" <td>3.5</td>\n",
" <td>4.5</td>\n",
" <td>5.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>q1</th>\n",
" <td>8.25</td>\n",
" <td>7.5</td>\n",
" <td>11.375</td>\n",
" <td>9.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Me</th>\n",
" <td>12</td>\n",
" <td>10.5</td>\n",
" <td>14.75</td>\n",
" <td>10.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Q3</th>\n",
" <td>14</td>\n",
" <td>12.25</td>\n",
" <td>17.125</td>\n",
" <td>15.25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>19</td>\n",
" <td>20</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Calcul mental DS_16_03_21 DM_16_04_01 DS_16_04_11\n",
"Barème 20 20 20 20\n",
"ABDOU ALI Nassim 13.5 9.5 NaN 10.5\n",
"ABDOUL-KADER Toura 4 3.5 4.5 8\n",
"AHAMADI Djelane 16 10.5 14 16.5\n",
"AHMED Laine 8 10.5 12 9.5\n",
"AHMED Hamza 9 11 4.5 10.5\n",
"AHMED Aicha 17.5 18 17 16.5\n",
"ALI Naima 17 9.5 13.5 15.5\n",
"ANSSURDINE Zaidou 12.5 7 NaN 8\n",
"ARBABI Idiamine 13 8 15.5 10\n",
"ATTOUMANI Mtahida 9 8.5 18.5 8\n",
"BACAR Natacha 14 4.5 14 11.5\n",
"BACAR Musbahou 19 20 18.5 16.5\n",
"BAHEDJA Rachma 16 10.5 16.5 16.5\n",
"CHAHARANE Djawadi 13 13 12 9\n",
"CHARIF Nassuria 12 13 11 14.5\n",
"COMBO Danil 14 5.5 7 11.5\n",
"HOUMADI Naima 5 10.5 16.5 NaN\n",
"IBRAHIM Yanick 12 14.5 18.5 17\n",
"IBRAHIM Hakim 10 11.5 10.5 9\n",
"MADI Himidati 5 10.5 11.5 10\n",
"MARI Ismaël 14 13 17.5 9.5\n",
"MOHAMED Yousra 8.5 8.5 18 10.5\n",
"MOUHOUDHOIRE Nithaou 7.5 5 15.5 9.5\n",
"SAINDOU Abdoul Anzize 9 4 NaN 10\n",
"SAÏD Hakim 17.5 20 19 19\n",
"SOIFENE Fémida 6.5 4.5 17 5.5\n",
"ZAKARIA Najwa 6.5 11.5 9 11.5\n",
"Unnamed: 28 NaN NaN NaN NaN\n",
"moyenne 11.4444 10.2222 13.8125 11.6923\n",
"min 4 3.5 4.5 5.5\n",
"q1 8.25 7.5 11.375 9.5\n",
"Me 12 10.5 14.75 10.5\n",
"Q3 14 12.25 17.125 15.25\n",
"max 19 20 19 19"
]
},
"execution_count": 13,
"metadata": {},
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}
],
"source": [
"trim3"
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},
{
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"metadata": {
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"outputs": [],
"source": [
"barem = trim3[:1]\n",
"notesT3 = trim3[1:28]"
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{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Calcul mental</th>\n",
" <th>DS_16_03_21</th>\n",
" <th>DM_16_04_01</th>\n",
" <th>DS_16_04_11</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>ABDOU ALI Nassim</th>\n",
" <td>13.5</td>\n",
" <td>9.5</td>\n",
" <td>NaN</td>\n",
" <td>10.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABDOUL-KADER Toura</th>\n",
" <td>4</td>\n",
" <td>3.5</td>\n",
" <td>4.5</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHAMADI Djelane</th>\n",
" <td>16</td>\n",
" <td>10.5</td>\n",
" <td>14</td>\n",
" <td>16.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHMED Aicha</th>\n",
" <td>17.5</td>\n",
" <td>18</td>\n",
" <td>17</td>\n",
" <td>16.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHMED Hamza</th>\n",
" <td>9</td>\n",
" <td>11</td>\n",
" <td>4.5</td>\n",
" <td>10.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHMED Laine</th>\n",
" <td>8</td>\n",
" <td>10.5</td>\n",
" <td>12</td>\n",
" <td>9.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ALI Naima</th>\n",
" <td>17</td>\n",
" <td>9.5</td>\n",
" <td>13.5</td>\n",
" <td>15.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ANSSURDINE Zaidou</th>\n",
" <td>12.5</td>\n",
" <td>7</td>\n",
" <td>NaN</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ARBABI Idiamine</th>\n",
" <td>13</td>\n",
" <td>8</td>\n",
" <td>15.5</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ATTOUMANI Mtahida</th>\n",
" <td>9</td>\n",
" <td>8.5</td>\n",
" <td>18.5</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BACAR Musbahou</th>\n",
" <td>19</td>\n",
" <td>20</td>\n",
" <td>18.5</td>\n",
" <td>16.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BACAR Natacha</th>\n",
" <td>14</td>\n",
" <td>4.5</td>\n",
" <td>14</td>\n",
" <td>11.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BAHEDJA Rachma</th>\n",
" <td>16</td>\n",
" <td>10.5</td>\n",
" <td>16.5</td>\n",
" <td>16.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CHAHARANE Djawadi</th>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>12</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CHARIF Nassuria</th>\n",
" <td>12</td>\n",
" <td>13</td>\n",
" <td>11</td>\n",
" <td>14.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>COMBO Danil</th>\n",
" <td>14</td>\n",
" <td>5.5</td>\n",
" <td>7</td>\n",
" <td>11.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HOUMADI Naima</th>\n",
" <td>5</td>\n",
" <td>10.5</td>\n",
" <td>16.5</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IBRAHIM Hakim</th>\n",
" <td>10</td>\n",
" <td>11.5</td>\n",
" <td>10.5</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IBRAHIM Yanick</th>\n",
" <td>12</td>\n",
" <td>14.5</td>\n",
" <td>18.5</td>\n",
" <td>17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MADI Himidati</th>\n",
" <td>5</td>\n",
" <td>10.5</td>\n",
" <td>11.5</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MARI Ismaël</th>\n",
" <td>14</td>\n",
" <td>13</td>\n",
" <td>17.5</td>\n",
" <td>9.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MOHAMED Yousra</th>\n",
" <td>8.5</td>\n",
" <td>8.5</td>\n",
" <td>18</td>\n",
" <td>10.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MOUHOUDHOIRE Nithaou</th>\n",
" <td>7.5</td>\n",
" <td>5</td>\n",
" <td>15.5</td>\n",
" <td>9.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SAINDOU Abdoul Anzize</th>\n",
" <td>9</td>\n",
" <td>4</td>\n",
" <td>NaN</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SAÏD Hakim</th>\n",
" <td>17.5</td>\n",
" <td>20</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SOIFENE Fémida</th>\n",
" <td>6.5</td>\n",
" <td>4.5</td>\n",
" <td>17</td>\n",
" <td>5.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ZAKARIA Najwa</th>\n",
" <td>6.5</td>\n",
" <td>11.5</td>\n",
" <td>9</td>\n",
" <td>11.5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Calcul mental DS_16_03_21 DM_16_04_01 DS_16_04_11\n",
"ABDOU ALI Nassim 13.5 9.5 NaN 10.5\n",
"ABDOUL-KADER Toura 4 3.5 4.5 8\n",
"AHAMADI Djelane 16 10.5 14 16.5\n",
"AHMED Aicha 17.5 18 17 16.5\n",
"AHMED Hamza 9 11 4.5 10.5\n",
"AHMED Laine 8 10.5 12 9.5\n",
"ALI Naima 17 9.5 13.5 15.5\n",
"ANSSURDINE Zaidou 12.5 7 NaN 8\n",
"ARBABI Idiamine 13 8 15.5 10\n",
"ATTOUMANI Mtahida 9 8.5 18.5 8\n",
"BACAR Musbahou 19 20 18.5 16.5\n",
"BACAR Natacha 14 4.5 14 11.5\n",
"BAHEDJA Rachma 16 10.5 16.5 16.5\n",
"CHAHARANE Djawadi 13 13 12 9\n",
"CHARIF Nassuria 12 13 11 14.5\n",
"COMBO Danil 14 5.5 7 11.5\n",
"HOUMADI Naima 5 10.5 16.5 NaN\n",
"IBRAHIM Hakim 10 11.5 10.5 9\n",
"IBRAHIM Yanick 12 14.5 18.5 17\n",
"MADI Himidati 5 10.5 11.5 10\n",
"MARI Ismaël 14 13 17.5 9.5\n",
"MOHAMED Yousra 8.5 8.5 18 10.5\n",
"MOUHOUDHOIRE Nithaou 7.5 5 15.5 9.5\n",
"SAINDOU Abdoul Anzize 9 4 NaN 10\n",
"SAÏD Hakim 17.5 20 19 19\n",
"SOIFENE Fémida 6.5 4.5 17 5.5\n",
"ZAKARIA Najwa 6.5 11.5 9 11.5"
]
},
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