2015-2016/notes/bilan309.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 13,
"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": 14,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"classe = \"309\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Import et premiers traitements"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['notes',\n",
" 'Remarques',\n",
" 'Conn',\n",
" 'DM_15_09_18',\n",
" 'DS_15_09_25',\n",
" 'pyramide',\n",
" 'BB_15_10_31',\n",
" 'DS_15_11_27',\n",
" 'DM_15_12_09',\n",
" 'Boulettes',\n",
" 'BB_16_01_23',\n",
" 'DM_16_01_29',\n",
" 'BB_16_02_15',\n",
" 'DM_16_03_30',\n",
" 'BB_16_04_02',\n",
" 'BB_16_04_19',\n",
" 'DM_16_05_18',\n",
" 'BB_16_06_03']"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"all_notes = pd.ExcelFile(classe+\".xlsx\")\n",
"all_notes.sheet_names"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 1er trimestre"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ds_name = 'notes'\n",
"notes = all_notes.parse(ds_name)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"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>DM_15_09_18</th>\n",
" <th>DS_15_09_25</th>\n",
" <th>BB_15_10_31</th>\n",
" <th>Conn trimestre 1</th>\n",
" <th>Pyramide</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>ABDOU Farida</th>\n",
" <td>4.5</td>\n",
" <td>9.0</td>\n",
" <td>10.5</td>\n",
" <td>7.5</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABOU BACAR Djaha</th>\n",
" <td>10.0</td>\n",
" <td>16.5</td>\n",
" <td>15.5</td>\n",
" <td>16.5</td>\n",
" <td>17.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHAMADA Nabaouya</th>\n",
" <td>10.0</td>\n",
" <td>9.0</td>\n",
" <td>13.0</td>\n",
" <td>14.5</td>\n",
" <td>17.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHAMADI Faina</th>\n",
" <td>4.0</td>\n",
" <td>4.5</td>\n",
" <td>5.5</td>\n",
" <td>4.0</td>\n",
" <td>18.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ALI Mardhuia</th>\n",
" <td>8.5</td>\n",
" <td>11.5</td>\n",
" <td>11.0</td>\n",
" <td>15.0</td>\n",
" <td>16.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" DM_15_09_18 DS_15_09_25 BB_15_10_31 Conn trimestre 1 \\\n",
"ABDOU Farida 4.5 9.0 10.5 7.5 \n",
"ABOU BACAR Djaha 10.0 16.5 15.5 16.5 \n",
"AHAMADA Nabaouya 10.0 9.0 13.0 14.5 \n",
"AHAMADI Faina 4.0 4.5 5.5 4.0 \n",
"ALI Mardhuia 8.5 11.5 11.0 15.0 \n",
"\n",
" Pyramide \n",
"ABDOU Farida 0.0 \n",
"ABOU BACAR Djaha 17.5 \n",
"AHAMADA Nabaouya 17.5 \n",
"AHAMADI Faina 18.0 \n",
"ALI Mardhuia 16.0 "
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"trim1 = notes[1:6].T\n",
"baremT1 = trim1.iloc[0]\n",
"eleveT1 = trim1.iloc[1:31]\n",
"eleveT1.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Par élève"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from ipywidgets import interact, interactive"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Normalisation des notes de chaque exo\n",
"eleveT1_norm = eleveT1 / baremT1.values"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
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Q9Az2UPe4jidtT1CCClZhZe+uvZSWlpKWlYbJGgnHpmiTHAUlSZIkSZIkLUuG4hUsNZLp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EFMppJ83v05D58+RCNqOHn4JMfbji+q9IciIT69+ikjkyNoNVo6D3VyvO34hgyFcvkcI5Mj6hzy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vyBufKqWKdm873W3dWJosRONRliPLtVCvbEZepGzGRqiX3Wqn1dVKT1sPTpvzz7SdOpVO8cGV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\neJeIuaq4cMmlRA8Ft8uNuyziUpFVVFVBlpQafdSlSvTh9lGXrl1jc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fmJLMtEQg0OAY6E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jrVEDYMDhYnJokunhSULe4Dv/nOtmAbe0dl8UUq8Rll53l5BZb4M+Kt6KKOrM7x5GRJHT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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f042c143710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def f(x):\n",
" #notes_exo_norm\n",
" ax = eleveT1_norm.T.plot(color = \"gray\", legend = False, figsize = (16, 7))\n",
" d_norm = eleveT1_norm.describe()\n",
" d_norm.T[[\"min\", \"25%\", \"50%\", \"75%\", \"max\"]].plot(ax=ax, kind=\"area\", stacked = False, alpha=.1)\n",
" eleveT1_norm.loc[x].plot(ax=ax, color=\"red\", alpha = 1)\n",
"\n",
" \n",
"interact(f, x = list(eleveT2_norm.index))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 2e trimestre"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Connaissances pour le 2e trimestre"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ds_name = \"Conn\"\n",
"notes = all_notes.parse(ds_name)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"notes.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"notes.index"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"conn_2nd_Tri = ['Conn_15_11_18', 'Conn_15_12_08', 'Conn_16_01_20',\n",
" 'Conn_16_02_03', 'Conn_16_02_10']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"notes_conn_2T = notes.T[conn_2nd_Tri]\n",
"notes_conn_2T.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"barem = notes_conn_2T[:1]\n",
"notes = notes_conn_2T[1:]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"notes.head()\n",
"#barem"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"notes = notes.astype(float)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Traitement des notes"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [],
"source": [
"notes.T.index"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"len(notes.T.index)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Un peu de statistiques"
]
},
{
"cell_type": "code",
"execution_count": 9,
"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>BAREME</th>\n",
" <th>ABDOU Farida</th>\n",
" <th>ABOU BACAR Djaha</th>\n",
" <th>AHAMADA Nabaouya</th>\n",
" <th>AHAMADI Faina</th>\n",
" <th>ALI Mardhuia</th>\n",
" <th>ALI SOULAIMANA Chamsia</th>\n",
" <th>ALSENE ALI MADI Stela</th>\n",
" <th>ANDRIATAHIANA Hoby</th>\n",
" <th>ANLI Emeline</th>\n",
" <th>...</th>\n",
" <th>SOILIHI Soifia</th>\n",
" <th>SOUFIANI Laila</th>\n",
" <th>YOUSSOUF Sitirati</th>\n",
" <th>Unnamed: 31</th>\n",
" <th>moyenne</th>\n",
" <th>min</th>\n",
" <th>q1</th>\n",
" <th>Me</th>\n",
" <th>Q3</th>\n",
" <th>max</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>12.000000</td>\n",
" <td>12.000000</td>\n",
" <td>12.00000</td>\n",
" <td>12.000000</td>\n",
" <td>12.000000</td>\n",
" <td>12.000000</td>\n",
" <td>12.000000</td>\n",
" <td>12.000000</td>\n",
" <td>12.000000</td>\n",
" <td>12.000000</td>\n",
" <td>...</td>\n",
" <td>12.000000</td>\n",
" <td>12.000000</td>\n",
" <td>12.000000</td>\n",
" <td>0</td>\n",
" <td>11.000000</td>\n",
" <td>11.000000</td>\n",
" <td>11.000000</td>\n",
" <td>11.000000</td>\n",
" <td>11.000000</td>\n",
" <td>11.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>22.583333</td>\n",
" <td>10.583333</td>\n",
" <td>15.37500</td>\n",
" <td>13.791667</td>\n",
" <td>8.125000</td>\n",
" <td>14.916667</td>\n",
" <td>15.208333</td>\n",
" <td>10.125000</td>\n",
" <td>14.166667</td>\n",
" <td>8.125000</td>\n",
" <td>...</td>\n",
" <td>12.416667</td>\n",
" <td>5.791667</td>\n",
" <td>8.750000</td>\n",
" <td>NaN</td>\n",
" <td>12.530303</td>\n",
" <td>5.090909</td>\n",
" <td>9.363636</td>\n",
" <td>12.613636</td>\n",
" <td>15.784091</td>\n",
" <td>19.681818</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>8.638796</td>\n",
" <td>5.546634</td>\n",
" <td>4.00071</td>\n",
" <td>3.933876</td>\n",
" <td>4.894919</td>\n",
" <td>4.425306</td>\n",
" <td>3.887382</td>\n",
" <td>4.871648</td>\n",
" <td>4.662877</td>\n",
" <td>4.205651</td>\n",
" <td>...</td>\n",
" <td>4.331876</td>\n",
" <td>4.125631</td>\n",
" <td>3.756812</td>\n",
" <td>NaN</td>\n",
" <td>3.542063</td>\n",
" <td>2.861976</td>\n",
" <td>3.142180</td>\n",
" <td>3.846043</td>\n",
" <td>4.025734</td>\n",
" <td>5.870574</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>10.000000</td>\n",
" <td>0.000000</td>\n",
" <td>7.00000</td>\n",
" <td>9.000000</td>\n",
" <td>4.000000</td>\n",
" <td>8.500000</td>\n",
" <td>8.000000</td>\n",
" <td>4.000000</td>\n",
" <td>7.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>6.000000</td>\n",
" <td>0.000000</td>\n",
" <td>3.500000</td>\n",
" <td>NaN</td>\n",
" <td>7.033333</td>\n",
" <td>2.500000</td>\n",
" <td>4.625000</td>\n",
" <td>6.750000</td>\n",
" <td>8.875000</td>\n",
" <td>10.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>20.000000</td>\n",
" <td>8.250000</td>\n",
" <td>14.37500</td>\n",
" <td>10.500000</td>\n",
" <td>4.500000</td>\n",
" <td>11.375000</td>\n",
" <td>14.000000</td>\n",
" <td>7.375000</td>\n",
" <td>10.500000</td>\n",
" <td>6.000000</td>\n",
" <td>...</td>\n",
" <td>9.750000</td>\n",
" <td>3.750000</td>\n",
" <td>6.500000</td>\n",
" <td>NaN</td>\n",
" <td>10.016667</td>\n",
" <td>3.500000</td>\n",
" <td>7.687500</td>\n",
" <td>9.875000</td>\n",
" <td>13.187500</td>\n",
" <td>17.500000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>20.000000</td>\n",
" <td>11.000000</td>\n",
" <td>16.00000</td>\n",
" <td>13.750000</td>\n",
" <td>5.500000</td>\n",
" <td>15.250000</td>\n",
" <td>15.500000</td>\n",
" <td>10.250000</td>\n",
" <td>13.750000</td>\n",
" <td>8.750000</td>\n",
" <td>...</td>\n",
" <td>12.000000</td>\n",
" <td>5.000000</td>\n",
" <td>7.750000</td>\n",
" <td>NaN</td>\n",
" <td>12.133333</td>\n",
" <td>4.500000</td>\n",
" <td>9.250000</td>\n",
" <td>12.500000</td>\n",
" <td>16.000000</td>\n",
" <td>19.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>20.250000</td>\n",
" <td>12.375000</td>\n",
" <td>16.75000</td>\n",
" <td>15.000000</td>\n",
" <td>10.375000</td>\n",
" <td>17.125000</td>\n",
" <td>16.375000</td>\n",
" <td>11.875000</td>\n",
" <td>16.875000</td>\n",
" <td>10.000000</td>\n",
" <td>...</td>\n",
" <td>14.750000</td>\n",
" <td>6.625000</td>\n",
" <td>10.875000</td>\n",
" <td>NaN</td>\n",
" <td>14.583333</td>\n",
" <td>4.750000</td>\n",
" <td>10.875000</td>\n",
" <td>14.875000</td>\n",
" <td>17.312500</td>\n",
" <td>19.250000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>40.000000</td>\n",
" <td>22.000000</td>\n",
" <td>22.00000</td>\n",
" <td>23.000000</td>\n",
" <td>18.000000</td>\n",
" <td>23.000000</td>\n",
" <td>24.000000</td>\n",
" <td>19.500000</td>\n",
" <td>22.500000</td>\n",
" <td>16.000000</td>\n",
" <td>...</td>\n",
" <td>20.500000</td>\n",
" <td>16.000000</td>\n",
" <td>17.500000</td>\n",
" <td>NaN</td>\n",
" <td>19.300000</td>\n",
" <td>12.000000</td>\n",
" <td>14.875000</td>\n",
" <td>20.250000</td>\n",
" <td>22.875000</td>\n",
" <td>31.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>8 rows × 38 columns</p>\n",
"</div>"
],
"text/plain": [
" BAREME ABDOU Farida ABOU BACAR Djaha AHAMADA Nabaouya \\\n",
"count 12.000000 12.000000 12.00000 12.000000 \n",
"mean 22.583333 10.583333 15.37500 13.791667 \n",
"std 8.638796 5.546634 4.00071 3.933876 \n",
"min 10.000000 0.000000 7.00000 9.000000 \n",
"25% 20.000000 8.250000 14.37500 10.500000 \n",
"50% 20.000000 11.000000 16.00000 13.750000 \n",
"75% 20.250000 12.375000 16.75000 15.000000 \n",
"max 40.000000 22.000000 22.00000 23.000000 \n",
"\n",
" AHAMADI Faina ALI Mardhuia ALI SOULAIMANA Chamsia \\\n",
"count 12.000000 12.000000 12.000000 \n",
"mean 8.125000 14.916667 15.208333 \n",
"std 4.894919 4.425306 3.887382 \n",
"min 4.000000 8.500000 8.000000 \n",
"25% 4.500000 11.375000 14.000000 \n",
"50% 5.500000 15.250000 15.500000 \n",
"75% 10.375000 17.125000 16.375000 \n",
"max 18.000000 23.000000 24.000000 \n",
"\n",
" ALSENE ALI MADI Stela ANDRIATAHIANA Hoby ANLI Emeline ... \\\n",
"count 12.000000 12.000000 12.000000 ... \n",
"mean 10.125000 14.166667 8.125000 ... \n",
"std 4.871648 4.662877 4.205651 ... \n",
"min 4.000000 7.000000 0.000000 ... \n",
"25% 7.375000 10.500000 6.000000 ... \n",
"50% 10.250000 13.750000 8.750000 ... \n",
"75% 11.875000 16.875000 10.000000 ... \n",
"max 19.500000 22.500000 16.000000 ... \n",
"\n",
" SOILIHI Soifia SOUFIANI Laila YOUSSOUF Sitirati Unnamed: 31 \\\n",
"count 12.000000 12.000000 12.000000 0 \n",
"mean 12.416667 5.791667 8.750000 NaN \n",
"std 4.331876 4.125631 3.756812 NaN \n",
"min 6.000000 0.000000 3.500000 NaN \n",
"25% 9.750000 3.750000 6.500000 NaN \n",
"50% 12.000000 5.000000 7.750000 NaN \n",
"75% 14.750000 6.625000 10.875000 NaN \n",
"max 20.500000 16.000000 17.500000 NaN \n",
"\n",
" moyenne min q1 Me Q3 max \n",
"count 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 \n",
"mean 12.530303 5.090909 9.363636 12.613636 15.784091 19.681818 \n",
"std 3.542063 2.861976 3.142180 3.846043 4.025734 5.870574 \n",
"min 7.033333 2.500000 4.625000 6.750000 8.875000 10.000000 \n",
"25% 10.016667 3.500000 7.687500 9.875000 13.187500 17.500000 \n",
"50% 12.133333 4.500000 9.250000 12.500000 16.000000 19.000000 \n",
"75% 14.583333 4.750000 10.875000 14.875000 17.312500 19.250000 \n",
"max 19.300000 12.000000 14.875000 20.250000 22.875000 31.000000 \n",
"\n",
"[8 rows x 38 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"notes.describe()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'barem' is not defined",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-10-8fe0fc5f6073>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# Normalisation des notes de chaque exo\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mnotes_exo_norm\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnotes\u001b[0m \u001b[1;33m/\u001b[0m \u001b[0mbarem\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[1;31m#notes_exo_norm\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnotes_exo_norm\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mT\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolor\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"gray\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlegend\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfigsize\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;36m16\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m7\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0md_norm\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnotes_exo_norm\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdescribe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;31mNameError\u001b[0m: name 'barem' is not defined"
]
}
],
"source": [
"# Normalisation des notes de chaque exo\n",
"notes_exo_norm = notes / barem.values[0,:]\n",
"#notes_exo_norm\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": 11,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
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YeQx126Kd9tQ+CfwLWBFT2TtfVa9X1T+o6tkAqnoGMAVYDVgVeLNB6Q3o3whc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Kw/5IVdwdQU7Lzzzn1Py6Q7zLBDzu/t2AxNKajq3SIyiQ0W4isRhbimqv9nE5r577L++pdyzTXz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\n6QrIuU4B3hsRe5G+KL/Yq7Ck7UlHlt5brEd2A9Bh3tb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4OiLmRcT+EXFO8dpI0ckgIs6K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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0441e3a588>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = notes.hist(figsize = (16,8))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def norma_mean(n):\n",
" return (n / barem).sum(axis=1)/len(n.dropna())*20"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true
},
"outputs": [
{
"ename": "NameError",
"evalue": "(\"name 'barem' is not defined\", 'occurred at index Trimestre 1')",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-14-050bc6750a18>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mnotes\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Trim2\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnotes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnorma_mean\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[1;32m/home/lafrite/.virtualenvs/enseignement/lib/python3.5/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36mapply\u001b[1;34m(self, func, axis, broadcast, raw, reduce, args, **kwds)\u001b[0m\n\u001b[0;32m 3970\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mreduce\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3971\u001b[0m \u001b[0mreduce\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3972\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_apply_standard\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreduce\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mreduce\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3973\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3974\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_apply_broadcast\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m/home/lafrite/.virtualenvs/enseignement/lib/python3.5/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_apply_standard\u001b[1;34m(self, func, axis, ignore_failures, reduce)\u001b[0m\n\u001b[0;32m 4062\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4063\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mv\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mseries_gen\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4064\u001b[1;33m \u001b[0mresults\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4065\u001b[0m \u001b[0mkeys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4066\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m<ipython-input-12-1d9385d63cf7>\u001b[0m in \u001b[0;36mnorma_mean\u001b[1;34m(n)\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mnorma_mean\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mn\u001b[0m \u001b[1;33m/\u001b[0m \u001b[0mbarem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m/\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdropna\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m*\u001b[0m\u001b[1;36m20\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[1;31mNameError\u001b[0m: (\"name 'barem' is not defined\", 'occurred at index Trimestre 1')"
]
}
],
"source": [
"notes[\"Trim2\"] = notes.apply(norma_mean, axis = 1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"notes.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Brevet blanc février"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": false,
"scrolled": 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 7</th>\n",
" <th>Exercice 4</th>\n",
" <th>Exercice 5</th>\n",
" <th>Exercice 2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>bareme</th>\n",
" <td>7.0</td>\n",
" <td>4.0</td>\n",
" <td>6.0</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABDOU Farida</th>\n",
" <td>3.5</td>\n",
" <td>2.5</td>\n",
" <td>2.5</td>\n",
" <td>0.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABOU BACAR Djaha</th>\n",
" <td>3.0</td>\n",
" <td>2.5</td>\n",
" <td>4.5</td>\n",
" <td>3.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHAMADA Nabaouya</th>\n",
" <td>5.5</td>\n",
" <td>2.5</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHAMADI Faina</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Exercice 7 Exercice 4 Exercice 5 Exercice 2\n",
"bareme 7.0 4.0 6.0 4.0\n",
"ABDOU Farida 3.5 2.5 2.5 0.5\n",
"ABOU BACAR Djaha 3.0 2.5 4.5 3.5\n",
"AHAMADA Nabaouya 5.5 2.5 2.0 0.0\n",
"AHAMADI Faina 0.0 0.0 0.0 0.0"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BB_fev = all_notes.parse('BB_16_02_15')\n",
"BB_fev = BB_fev.T[[ 'Exercice 7', 'Exercice 4', 'Exercice 5', 'Exercice 2']]\n",
"BB_fev.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Récupération des élèves n'ayant pas la moyenne trié par priorité"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/lib/python3.5/site-packages/ipykernel/__main__.py:1: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)\n",
" if __name__ == '__main__':\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Exercice 7</th>\n",
" <th>Exercice 4</th>\n",
" <th>Exercice 5</th>\n",
" <th>Exercice 2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>AHAMADI Faina</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CHANFI Nadhrati</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SOILIHI Soifia</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SOUFIANI Laila</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>YOUSSOUF Sitirati</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>OUSSENI Hilma</th>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ALSENE ALI MADI Stela</th>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ANLI Emeline</th>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HAMZA Samianti</th>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HOUMADI Nasmi</th>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SANDA Issoufi</th>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ALI SOULAIMANA Chamsia</th>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HOUMADI Dhoirfia</th>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HOUMADI Mouslimati</th>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LOUTOUFI Nachima</th>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MALIDE El-Anzize</th>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ALI Mardhuia</th>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ATHOUMANE Naouidat</th>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HALIDI Nisma</th>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HOUMADI Chaharazadi</th>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SAANLI Natali</th>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SAID AHAMADA Roukaya</th>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHAMADA Nabaouya</th>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MOUSSA Roibouanti</th>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABDOU Farida</th>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ANDRIATAHIANA Hoby</th>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>bareme</th>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABOU BACAR Djaha</th>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BOUDRA Nassifanya</th>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>COMBO Moinécha</th>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MONNE Kevin</th>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Exercice 7 Exercice 4 Exercice 5 Exercice 2\n",
"AHAMADI Faina False False False False\n",
"CHANFI Nadhrati False False False False\n",
"SOILIHI Soifia False False False False\n",
"SOUFIANI Laila False False False False\n",
"YOUSSOUF Sitirati False False True False\n",
"OUSSENI Hilma False False True True\n",
"ALSENE ALI MADI Stela True False False False\n",
"ANLI Emeline True False False False\n",
"HAMZA Samianti True False False False\n",
"HOUMADI Nasmi True False False False\n",
"SANDA Issoufi True False False False\n",
"ALI SOULAIMANA Chamsia True False False True\n",
"HOUMADI Dhoirfia True False False True\n",
"HOUMADI Mouslimati True False True False\n",
"LOUTOUFI Nachima True False True False\n",
"MALIDE El-Anzize True False True False\n",
"ALI Mardhuia True False True True\n",
"ATHOUMANE Naouidat True False True True\n",
"HALIDI Nisma True False True True\n",
"HOUMADI Chaharazadi True False True True\n",
"SAANLI Natali True False True True\n",
"SAID AHAMADA Roukaya True False True True\n",
"AHAMADA Nabaouya True True False False\n",
"MOUSSA Roibouanti True True False True\n",
"ABDOU Farida True True True False\n",
"ANDRIATAHIANA Hoby True True True False\n",
"bareme True True True True\n",
"ABOU BACAR Djaha True True True True\n",
"BOUDRA Nassifanya True True True True\n",
"COMBO Moinécha True True True True\n",
"MONNE Kevin True True True True"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"((BB_fev / BB_fev.T['bareme']) > 0.4).sort(['Exercice 7', 'Exercice 4', 'Exercice 5', 'Exercice 2'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Élèves à soucis dans exo 1 (Calcul littéral)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['ABDOU Farida', 'AHAMADA Nabaouya', 'AHAMADI Faina', 'ALI Mardhuia',\n",
" 'ALI SOULAIMANA Chamsia', 'ALSENE ALI MADI Stela', 'ANLI Emeline',\n",
" 'ATHOUMANE Naouidat', 'CHANFI Nadhrati', 'HAMZA Samianti',\n",
" 'HOUMADI Mouslimati', 'HOUMADI Nasmi', 'MALIDE El-Anzize',\n",
" 'MOUSSA Roibouanti', 'OUSSENI Hilma', 'SANDA Issoufi', 'SOUFIANI Laila',\n",
" 'YOUSSOUF Sitirati'],\n",
" dtype='object')"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BB_fev.T[BB_fev.T['Exercice 1']<3].index"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Élèves à soucis dans exo 2 (géométrie)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['ABDOU Farida', 'AHAMADA Nabaouya', 'AHAMADI Faina',\n",
" 'ALSENE ALI MADI Stela', 'ANDRIATAHIANA Hoby', 'ANLI Emeline',\n",
" 'CHANFI Nadhrati', 'HAMZA Samianti', 'HOUMADI Mouslimati',\n",
" 'HOUMADI Nasmi', 'LOUTOUFI Nachima', 'MALIDE El-Anzize',\n",
" 'SANDA Issoufi', 'SOILIHI Soifia', 'SOUFIANI Laila',\n",
" 'YOUSSOUF Sitirati'],\n",
" dtype='object')"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BB_fev.T[BB_fev.T['Exercice 2']<2].index"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['AHAMADI Faina', 'ALI Mardhuia', 'ALI SOULAIMANA Chamsia',\n",
" 'ALSENE ALI MADI Stela', 'ANLI Emeline', 'ATHOUMANE Naouidat',\n",
" 'CHANFI Nadhrati', 'HALIDI Nisma', 'HAMZA Samianti',\n",
" 'HOUMADI Mouslimati', 'HOUMADI Chaharazadi', 'HOUMADI Nasmi',\n",
" 'HOUMADI Dhoirfia', 'LOUTOUFI Nachima', 'MALIDE El-Anzize',\n",
" 'OUSSENI Hilma', 'SAANLI Natali', 'SAID AHAMADA Roukaya',\n",
" 'SANDA Issoufi', 'SOILIHI Soifia', 'SOUFIANI Laila',\n",
" 'YOUSSOUF Sitirati'],\n",
" dtype='object')"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BB_fev.T[BB_fev.T['Exercice 4']<1.5].index"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['ABDOU Farida', 'AHAMADA Nabaouya', 'AHAMADI Faina',\n",
" 'ALI SOULAIMANA Chamsia', 'ALSENE ALI MADI Stela', 'ANDRIATAHIANA Hoby',\n",
" 'ANLI Emeline', 'ATHOUMANE Naouidat', 'CHANFI Nadhrati',\n",
" 'HAMZA Samianti', 'HOUMADI Nasmi', 'HOUMADI Dhoirfia',\n",
" 'LOUTOUFI Nachima', 'MALIDE El-Anzize', 'MOUSSA Roibouanti',\n",
" 'OUSSENI Hilma', 'SANDA Issoufi', 'SOILIHI Soifia', 'SOUFIANI Laila',\n",
" 'YOUSSOUF Sitirati'],\n",
" dtype='object')"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BB_fev.T[BB_fev.T['Exercice 5']<3].index"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['ABDOU Farida', 'ABOU BACAR Djaha', 'AHAMADA Nabaouya', 'AHAMADI Faina',\n",
" 'ALI Mardhuia', 'ALI SOULAIMANA Chamsia', 'ALSENE ALI MADI Stela',\n",
" 'ANDRIATAHIANA Hoby', 'ANLI Emeline', 'ATHOUMANE Naouidat',\n",
" 'BOUDRA Nassifanya', 'CHANFI Nadhrati', 'HALIDI Nisma',\n",
" 'HAMZA Samianti', 'HOUMADI Mouslimati', 'HOUMADI Chaharazadi',\n",
" 'HOUMADI Nasmi', 'HOUMADI Dhoirfia', 'LOUTOUFI Nachima',\n",
" 'MALIDE El-Anzize', 'MONNE Kevin', 'MOUSSA Roibouanti', 'OUSSENI Hilma',\n",
" 'SAANLI Natali', 'SAID AHAMADA Roukaya', 'SANDA Issoufi',\n",
" 'SOILIHI Soifia', 'SOUFIANI Laila', 'YOUSSOUF Sitirati'],\n",
" dtype='object')"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BB_fev.T[BB_fev.T['Exercice 6']<2].index"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['AHAMADI Faina', 'CHANFI Nadhrati', 'OUSSENI Hilma', 'SOILIHI Soifia',\n",
" 'SOUFIANI Laila', 'YOUSSOUF Sitirati'],\n",
" dtype='object')"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BB_fev.T[BB_fev.T['Exercice 7']<3].index"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"BB_fev.T[]"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"## Bilan 2e trimestre"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ds_name = 'notes'\n",
"notes = all_notes.parse(ds_name)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"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_27</th>\n",
" <th>DM_15_12_09</th>\n",
" <th>Boulettes</th>\n",
" <th>BB_16_01_23</th>\n",
" <th>DM_16_01_29</th>\n",
" <th>Brevet blanc Fevrier</th>\n",
" <th>Conn trimestre 2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>ABDOU Farida</th>\n",
" <td>8.5</td>\n",
" <td>12.0</td>\n",
" <td>13.5</td>\n",
" <td>22.0</td>\n",
" <td>12.0</td>\n",
" <td>16.0</td>\n",
" <td>11.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABOU BACAR Djaha</th>\n",
" <td>7.0</td>\n",
" <td>14.0</td>\n",
" <td>14.5</td>\n",
" <td>20.0</td>\n",
" <td>16.5</td>\n",
" <td>22.0</td>\n",
" <td>14.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHAMADA Nabaouya</th>\n",
" <td>10.5</td>\n",
" <td>10.5</td>\n",
" <td>14.5</td>\n",
" <td>23.0</td>\n",
" <td>14.5</td>\n",
" <td>16.5</td>\n",
" <td>12.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHAMADI Faina</th>\n",
" <td>4.5</td>\n",
" <td>8.5</td>\n",
" <td>14.5</td>\n",
" <td>9.0</td>\n",
" <td>14.5</td>\n",
" <td>5.0</td>\n",
" <td>5.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ALI Mardhuia</th>\n",
" <td>12.5</td>\n",
" <td>10.0</td>\n",
" <td>15.5</td>\n",
" <td>20.5</td>\n",
" <td>19.0</td>\n",
" <td>23.0</td>\n",
" <td>16.5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" DS_15_11_27 DM_15_12_09 Boulettes BB_16_01_23 \\\n",
"ABDOU Farida 8.5 12.0 13.5 22.0 \n",
"ABOU BACAR Djaha 7.0 14.0 14.5 20.0 \n",
"AHAMADA Nabaouya 10.5 10.5 14.5 23.0 \n",
"AHAMADI Faina 4.5 8.5 14.5 9.0 \n",
"ALI Mardhuia 12.5 10.0 15.5 20.5 \n",
"\n",
" DM_16_01_29 Brevet blanc Fevrier Conn trimestre 2 \n",
"ABDOU Farida 12.0 16.0 11.5 \n",
"ABOU BACAR Djaha 16.5 22.0 14.5 \n",
"AHAMADA Nabaouya 14.5 16.5 12.0 \n",
"AHAMADI Faina 14.5 5.0 5.5 \n",
"ALI Mardhuia 19.0 23.0 16.5 "
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"trim2 = notes[8:].T\n",
"barem = trim2.iloc[0]\n",
"eleveT2 = trim2.iloc[1:31]\n",
"eleveT2.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Par élève"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from ipywidgets import interact, interactive"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Normalisation des notes de chaque exo\n",
"eleveT2_norm = eleveT2 / barem.values"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
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RwZWrV3hY8BAhBOHTw1m7fS2TI/pPJZck6ZdJ79TR23X30hWhCMy+/c9dz+qf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14xGrWGidlJWns70Gm0VO+pIvg3oqxJkkTPcB/Dk6P+6J2CUqLCI5FkCYvPgoyCEHUwTxte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bz1GUkY/c7UIWDiN5fYh6PQeUOkmSGJwdZnBmOPocyXFJtNW0Hhm7ehx4fB5G5seYXp5B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Vnj5y\nMawoCm0dDxka7gagpKia6qrTb0wzX19foafvGfMLwaIuNiaB8rJTJCdl0NR8i6npEdLTcqmuOs21\nG79FURQ+vfpXRByzO76iKNy9/yULi9MvmErKskxPXwt9/W2gKNTklFGaWYhKFINMrVcknThcDh72\nNLHlchBhDed0WR2rm3a6x3tDsqGc5CyqC6owH2KyLMsyMyuz9E8NhaRJEdZwPD4PAVEgISqe02X1\n2A6hbQ+sLCD+w/9J8q3r2JzBa22+sBjXL/4ay4c/R/UDmBX+VFi/J/wQhbUsy3x17Tc4tjeCXdEv\n/u5AEwZFUWh9dp+RsV4iIqL58PJfsO3c5Jtv/5nw8Cg+++TXB25OVteWuHv/j7sF81mKi4J0IkEI\nMDTSzcBAB4Hn6IRlhTWszYyxs7YY5L6qVMhGE+frrhD3XBzApnOLrrEe5teCi3BybBJVeRVvVCz+\nGKAoCnbHOjMrs8wsz4UmVVqNlrS4FNIT00mJTWLH6+Z+50O23U7io+I4X3nmBTrMyuYqt57dCU0t\n9hY5o97AiYJqspOz3mjzseN1c7vtLttuJznJ2TSUBmMmPKKHHcmNJIs4vS46e3rw+/xUFpSR8lxU\nlqIozCzNMTgRpGAWZReQlZJx4LEEBIGH7U0IQoDG6gYMej0P2poQRQEFOF1VR2TY8Zl7yLLMw/Yn\nuL1uztacJsxqw+vz0tz9DK/fS3FOIVkpGcf2foeBz6/C5dLi9ykY9CIH9CD+ZLHngm61QWyMyPzK\nFIOTI2g1GmqKq45d5y5JEk+6W3HuOKkoKHsh8m3fY5cWMf32/yXn3h2MPh8BnZ7uqkqe1dWzFRFO\nclwi+Xm5uEU3YcZwIrURLK+tMDw7GqJe76GhtI685zKHRUnkftejUPF6+cSFQ09YFUXhm2e3Wd1c\n42L1OdLij9YM2iueeyb6Qo1LlUpFQ+kpclO+O8ZN5xYD00G63vP33UhbBA0FNcSrtMgq2JIFumdG\ncXid1BbWEGu2cvfelzjEAH69nvqyOvLT8va9/9TSNK2DbQREgdS4ZOpL6/Zt0kRJ4k77PVY2VylM\nz6e26MS+9URWZEZmx+ga60EQBeIiY6kvqT0yTfZdYW3Lzs3WbzEbTHze+OmRPTQCQoCvm2/i8ri4\nVHP+reKjBFFgfm2R2ZVZ5tcWQ1pGm9lGRkKQLh4d/l2MpChJjC9M0D85gNvnQaPWkJeWS2lW8TvL\n/BZkAZ/kwyv7UBQZvyggyAIByY9RY8BmsGHT2jBo3pzKvbZl51FPEzteN7ERMZytOP1GE3dFUdh0\nbgXv6StzOHed6zVqNcmxyWQkpJEal/KCpEWWZa4//YYN5yZXTl4KSR1eBVmRmVycpmfXU0aj1qAo\nMjqtnj879/mRUgWef82OkW4Gp4cw6A1U51XwbKgDlQo+OnXlpfusoZkROvpaSNObsTvW8RsMCAYD\nWZkFNDZ8eKgGhbSbdT0zF/ROKS+tpeo1yQLPY2l5jvaOR2xu2dFoNBQXVVNWchLdEa6rYKRWD+Hh\nkSQfwdvieazZl+jpa2VxcQbYi6A9RVJi0Myys7uZvv5nxMYmcvnCz/j27r+xsbFKY8OH5GQXvdF7\nHoS9SXxSYjqXL/4s9F24drZ51HQTu32ZMIOZc2X1xEXGoHi9yHo9GF7OmBidG6dtuANJlshNycFq\ntjI0PRwy2dPr9Fw5celQefSCKDC+MMng9BA7XjcqVKTGpaAQjOXTqNVU5VVSnFn42n2rp60J3W//\nL9LbWtFKEn6DgbnGc8i//i+Yisrf4MwdH34qrN8T3ndhLcsyN775Hesbq2g0Gn722d9iO8BxUFEU\nnrbeZWy8n8jIGD68/OdotTq+vPYbdna2+fjDXxJ3CB3NyyjeoRio3bgVlSSFIrMAFLUaQa9H1On5\n+fkvQjc2p9tF93gPU7uus/GRcVTlVxzJdOvHDkVRWN/e2J1kz4Y0jVqNhpTYFFLikphbmWdubQGz\nwcT5qrPE7Waf73jdXGu+uc/mX4WKoowCKnLL3liX6tjZ5tu2u3h8Hkoyi6gpqEJQBFyCC1ER8QX8\nKIrM0MgoqxtrZKVkUJzz3fRNkiT6xgZZWF1Er9NRXVRJTOTrF92ekT7mVxbJz8wlLz2HzqEeltaC\n9KB3Ma2enJtiaGqUjOR0SnOL8Pn9PO1pxe31UJCZR2760ScAbwNBUOFwahH8oFGL6PU//nXtXSEQ\nCE6urVaIiRZZdyzRPdyHgkJ5fumBxe+bwO1187jjKbIi01hV/9qMctm5jfb3vyHrxteEbW8jq1QM\nlJTwtL6epAtXiImJxik4sehsxJiisGgtIffdvWkvQHR4NEXp+WQkpqPVBL0j7nc+ZG5tAZVKxQcn\nLr52s70Hx842XzVdx2Qw8rMjugU/j5XNVVoGnoUmbTHh0dQUVJEQFR9ay3e8boZmhhmdG99ndJaR\nkMapzBIsgoDKYkUxmfB5dvjm3h9xqAGtlks1F/ZldvsCPloGnjGzModWo6W2qIbclJwXiuZH3U3M\nrMyRkZDG2crGfWkIG85Nnva3sr69gV6rp6agirzUnLeiDB8nBFHgqyfXcXl2+Kj2AxKOSF9VFIX7\nXY+YW52nLLuE6vyXR+a86bEt2peYWZljfm0h9H1aTZZQg2Z6aQZvwBf0TUnPoySz6J3o1GVFxit5\n8Uk+REVElMSg9EClwoAevVa/y5hyIcgCZp2VcIMNq9aKRvVmk6mAEKBl4BlTyzPotDrqimvJPoS+\n9lX3bo1aQ2pcMukJ6aTGJb/2Olzf3uD602+wmix80fjpoZgVkiQxOj9O30R/SGIWGxHDh7WX35iZ\nMTI3RutgG2qVioL0fAanhzEZTHxS/+ELzAhFUbjdfo+V1QXyrFEsrM4j6PX4jUaio+P48PJfhGR/\nB0FRFFqe3WN0LCi1qT15gaKCikMfsyzLTE4N09X9BI/XjdFoprK8jrzc0mPLm34VVlcX6elrZWl5\nFoCE+BTKy06RmJAaWnfGxvtpbrmDzRbOJx/9it7+ZwwNd5ObXczphivHfkwLi9PcufdHLBYbn139\ndYidOjU9wtPWuwgBP3kJaUFpjUqFLIjBKfVL1klfwE9zfwtzq/PodXpSYpNZXF/CH/CHDNgibZFc\nOXnxtfpnr9/L8OwoI7Oj+IUAGrWG3JRs4iLj6BrrZsfrJiosijPlDUQeUKdIfi/eP/4jUX/4HQm7\n/iebsXGsfPpzDH/5n9G9x8SWg/BTYf2e8L4L61u3/4XllXnUajWfXf1rIg8obBRFobnlNuMTg0RF\nxnLl8p9jNJpoa3/I4HAXxUXVnKw5e+j3du1s8+2d/aZkQ8PddD27hy4QCJnWyGo1Ab0eDCZERQrR\nI90+D73jfYzt5jpGhUVSnVdJcmzSj2aj9C6wr+u9PIvT4wKCtMswiy1o0qZSh3Qn15pvhDa/ELyx\nni6rfytjGrvDzp32+/iFADUFVRRlFrAj7uCTfPhFAVkSMWqMTM5NMzYzQUxENLVlNaGbmMfroX2w\nC+eOiwhbODXFlZgOoY3do2SHW8M4XVWHfWudtv5OtBotoiTSUHmKqPDjmzz5/D7utz1GrVJzoTYo\nb3ja8wyXe4ectCwKs47fofMgSBJsOXQEAoAiYjL++Ne0d43vF9cuzwbtA50IohjS3x/nerBsX6Fj\nsBuLycKZ6voDJQt7UAIB+PJfSP3DPxO3sgLAZFYWq7/8NZqLl3FITgxqPdHmaKwaKzee3mLDuUlK\nbBILu5NpCEpCspIyyUvLJTosiutPv8HuWEeFitPl9YfW4naOdtM3OUBxZhEnC4/mFvx9PBtqZ2hm\nJPTv+Mg4ynNKSYpJDJ13vxBgdG6MganBUBqCSqWiKC2fkwkZeH0+rnU/wK1WodVo+aT+o30bp/m1\nBZr7WvAGfMRHxtFYXv/CxFBRFJ4NtTM8O0pCVDyXT1wMSWYEUaB7vJehmREURSErKZOThdU/qIHl\ny/Ck7ynjC5OUZhVTU3B085zB6SHahjtJiIrnyslL76xoECWRxfVlppemmVudD9HFIegwXpFbRmpc\nyrFed4qi4Jf9wXuM7A9GWQp+QEGNBpPG+NL3E2QRl+hEQU24wYpVZ8WisbzRsSmKwsTiFK2DbYiS\nSHZyFnXFJ18oip9nm82uzIWiK7UaLalxKWQkpJEcm3TkptZeesBRfx+CKDA4PUT3eLAwNegMVOWV\nk5uac6D2/lVYtC/xoPsxgiiQHJvEon2JCGs4H9d9+ALDwu3z8OXjayiSQJLGwMbmGqJOh89oxGS2\nhuKsDoNnHQ8ZGuoCoKHuMnm5L5fkvAqCIDA43En/QDuiKBARHk1NdSMpyZnHvmdcXpmnp6+VlZWg\nrjgxIY2KsloSEvazhBYXZ7hz/4/o9QaufvQrHI4N7j/8mvDwKD79+K9ecOh+W7hc23x94x8QRZGr\nH/6SmJgEBCFAa9sDJiYH0avUNBTWkJWcCX4fslYHr9ibLW+s8Li3GY/Pg9VkISAECIgCOo0Og17P\njtdNQnQ8F6vOHTjAcbqdDEwPM7EwiSRLGHQGCtPzyUvJYXB2hMHpIVSoKMspoTyn9JW/Wf/SPNLf\n/1dS7tzE6nKhAPMlpez84m+xXP7sB6F7H4SfCuv3hPdZWN+9/yXzC1OoVCqufvwrYg8w5pBlmeaW\n20xMDhEdHc+VSz/HYDCxurbEzVu/Jywsks8/+fWRzRW8Xg+37/2Bzc01zCoN7DhRS0G6mdpgJCu7\nmKysIpr7W0LavuiwKGwWG/OrC0iyRJgljKq8cjIS0v+kC+qXQVEUtlwOZlf267T2sOf0DcGbekPp\nKTITD6Zavw6L9iXudz1CkiTqSmpJSUpiR3QjKxLegB+DWodBYwjpoE0GE43V9Rh2jfDWNu10DfUi\niAJpiamU5BQeKipJEAUetjXhFwKcqa7HbDTzsL0Jn9+PgkJMRDR1FSdf+zpHQfdwHwuri5TmFZMc\nl0hLbzvbrm0yktMpyXk9Dek4secA7vepEMU/fQfwoyAQUOFwabFZICZGxC84edbXgdfvIz0pjdLc\nomP9rgYngprupLhEqgrLD/3aiizj//YGif/8WzKng530taQkZv/sFzg+ugBaAzGmSCSvzM2n32Iz\nW4mLimNiYZIIazh+IYB3NwEhJjyarKQMeicGQnS78pxSKnNffzyiJPJl03V2vDt82vAx0W+Z0bwX\n66PT6hB2teKxETFU5JTta3TuaW+7xnpDDJq9CbwkS5gMRj5v+CTUZBNEgbbhDsbmJ1Cr1VTlVVCc\nWbhvCr2HvskBOke7ibBG8HHdldAGf251ntbBNtw+Dzazjbrik/sm4T8WzCzP8qD7MdFhUVyt//DI\nBc/q1hrftN7GqDPw2emr79TRXBAFRmbHGJgexBfwo1FrCLMEc5b3vn+TwRTKyY6Pinvpd3YYBOQA\n3lAxLeMTAkiKhFpRYdIYXzhPss+LPDyISqdHXVSCare54JV8OAUXJo0Bq8FGmC4M4xvSw7fdTh73\nPGF9eyOUmRsdHvVSfxSdVheSbiXHJL6Vhl8QBb5suobb53mj63ZudZ57nQ9D/7aZrVTmlpOZlHHk\n72fL5eBux312vG7CLWFsu50kRMfzwYmLL3wnU0vTPOp5QrQ1AnHDjhLwI2o0eIwGNDo9F89/dmiK\ndeuz+wyP9gBw6uQFCo8wud6Dx7NDd89TxicHURSFpMQ0TlSfJSoq9siv9TwURdktqFtYXV0EIDkp\nnfKyU8THvcie2ty0c+PW71FkmSsf/AUWs5Wvrv8GSZL49OP/QGTk8cqZRFHg5q1/YmNzLdSYWF9f\n4VHTTZwuBwnWcM6UNxBmNAen1GYLLzNvkWWZ7vGgeS58t8806PTkpeayaF9i07VFWnwqZysaX8w8\n34Xdsc7A1CAzK3MAWE1WijMLyU3Jxul28bj3CY6dbcLMNhrLG0IszO/D3fIA42//b9I629FIEj6D\ngblzl+Cv/0eMeYf3IHnf+Kmwfk94X4X1o6abTE2PBLM9L/8FCQmv1mHJshwyVYiJSeCDSz/HoDci\nigJfXf8HnM4tPv7wly9dOF4Hn9fDs8fXWZkcCTl8a0wWSoqrycsJdiO9fi9/bLpGIBDAarY8R6VS\nU5xZdGxmIn8KcLgcjM6PM7E4RWB3MgSQFp/G2YqGtzbmmV6e4XFPMyoVnCqrJSo6AkmR8AZ8qBUV\nZl1wM+dy7/Ck6ymyonC68hThtnAURWF8bpLR6XHUKhUlucWkJx1e49k70s/cygL5GTnkZeSGihuz\n0YzH56Gu4uSh9DuHxdb2Fk+6Wwmz2qivOEVbfweb21ukJiRTnl/63ps4204Nfr8av0/G+t+JA/hR\nENilyNssEB0touDlWV8HTreL+Og4qooqXnmDPypkWeZpzzO2nA5Kc4vISE5//ZOegyAIDP3ht5x4\n/JiioSHUisJ2RAQjVz/E8Wc/IyomjfHJScZnJyjLLmF5YxW7w05NfhXh1jDG5sdZWFtCQUGtViPL\ncoh2l5WYQUNZ/Ws/66J9idvt94gJj+Zq/YdvXPjAru/GYBsjc2NEhUViNppZWAtuLGPCoynPKd03\nwVQUhcmlaTqGO0MU1TCzjc9Of4JulwGwurnG495mdrw7RNkiaSxveGWs4MTCJE19T7EYzVyt/wiL\n0Yzb66Z1qJ251XnUKjWl2cWUZZf8KMzJvg+3182XT64jSRKfn756ZKNNX8DHV09u4PV5uVJ76Z25\nVweEAMOzowzuaif1Wh1FGYUUZRRg0BuQZImVjdXdSe18qOFj1BuDMZKJ6SRExb/2fi0pUojqLSkS\ngiQSkARUChg0evTqYNNE9nhQBvvQDvVjGRshfGaamJUVNLvNeWd4OEsVlezUNULjeTCbcIsefJIX\ns85KmMGKTWtDqz76b0KSJTpHexjczZ/XabQIu/R4vVZPWny+tQ2MAAAgAElEQVQqGYlpJEUnHqpx\nfFi87XX7uOcJk0vTxEfFYd9aR1ZkIqwRVOVXkHZEloHX7+Ve50PsjvWQ4WJ2chaNZfUvvM7D7iam\nl2fISsxgaWqYSK0BtyTg0utQ1GpOVJ+huKj6UO//8PENpmdGAagor6Oi7NQb3Y83t+y0dzwO0bRz\ns4upqmw40GPoZVAUhaWlWXr6WlnbZRilJGdSUXaK2NiXS3TcbhfXv/kdHs8O5858QnpaNjdv/TP2\n9eU3msYf5hibn95mfHKQ3JwSGuouMzDYQVdPM4ogUJlRQHl+JWohgKzSgPnljTmXx8WD7iY2nvMC\nMegNlGQWkRqXwv3Ohzg9LnJTcqgvqX3hWlcUhQX7IgNTQyED3eiwKEqyislISAOgf2qQ7vFeFEWh\nID2fmvzKF9gdkteL9w9/T/Qff0/8XLAw34iLZ/WzP8f4l/8J7TH67Lwr/FRYvye8j8L6aevdkFbl\n0oUvSE15NX1QlmUeP/mG6ZlRYmMS+eDSz0OamPbOxwwMdlBUWEXtiXNHOobtrQ3aH99gc2Ea1a4h\nmaDVEtDriYqM5YMTF0NxTPc6HzG3Ohei++q1OowGU8j4Iy0+leq8CiIO0Fz8qUOSJeZW5xmbnwjF\nEWg1WiwmCyfyq17q2nlU7LmKqzVqaitOEBkejk8IIMsSZo0p1KUWRIGmzhbcXncogkoQBbqH+1jd\nWMNoMFJTXHkkg7G1TTvP+joIs9porKrHueOkqasFo8GIz+8jKjyShspTb/0Z96AoCk1dLWy7tjlV\nfoLJuWnsW+skxSZSVXT4CeVxwbUTjNXyehRsVvH1T/jvFN8vrtWaAB0D3aw7NogMi+BESXWIOfG2\n8Pq8PO5sRhRFGirriAg7WjHkD/i5/+wRVrudupYWKnt60AkCHpOJwQtncP/6P/J0ehJJlLly4hIP\ne5rw+X18cDKop3Z73YwvTjI+PxGimqpQBdkb4dFcrrnwQqTd9/Gou4mp5RlOFZ+k8CWxOUeBoig8\n6nnC9PIMKbHJVOaW0z81yMxKcNMaFRZJRU4ZafGp+66f8YVJNrY3OFkYlIpIkkTXeC8DU4OoUFGa\nXUxFTtkri5MF+yJ3Ox6g0+q4euoKYdYwhmdG6RrrQZRE4iPjqC89dWyZzMcNRVH4tu0uyxsr1JXU\nUvCcWdthn3+n/T6L60tU5VVQnnO8G3IIUvmHZ0YYnB4mIAbQa/UUZxZSmFHwSnM1WZZZ2VwNTXD3\nGAoGnSFUdCZGfxcjqSgKPtmHV/IiyAKyIocKc42ixeAXUAZ60Q31Yx4bJXJmhujVVdTKd8wdQatl\nPSmZ7cxMtB4PyQP9mLze0N8W8wvYOnkK37nzuBOiUVRg01uw6YL660PF9cgyyxsrzKzMMbc6hy/w\nndGqyWDiREEVGYnpb0SxPiwe9Txhamn6UJn034fH7+WPj74C4IOTlxiZHWNycQoFhdiIGKryKg7t\n1wBB9ktT71NmVmZDTb6KnDIq8/YbQ/kDfr5suoY34CMtLoXl2XEKYpJYcqyzqVKQNRqys4poqLv0\n2kgtWZa5dedfQ27he1LCNx2wLC7O0Nb5CIdjA61WS0lRDSXFJ15Lw1YUhYXFaXr6WllfD0p80lKz\nKS87dWC8VyDg5+a3/8TW1jo11WcoLa4J7aeP4nx+FIyO9fG09S7R0fGcP3OVp633WFqeJUyjo7G0\njsSYeGRfAMVs5lVuqCOzYzwbag95fxh0BsqyS8hPyw0Z2Xr8XkqziqnOr9z3GSRZYmpphoGpwRCz\nMjkmiZKsIhKjE1CpVGy7nTT1NmN3rGM2mjldWvcCu8g/P4389/8HKXdvYXHvoABz5RW4f/kfsVy4\nGmKo/HvAT4X1e8K7LqzbOx4zMNQBwLkzV8nMePVmSpYlHjV9w8zsGHGxSVy++LNQUb1mX+LmrX/C\nag3ji0//5tAU8JXFWbqe3MK9vgKKgqJSIej12KLj+aD2Mh2jXYwvTBJmCeNyzXkGpoYYnQ+6Qeq0\nOkoyiyjOLESn1bG8sULnaHdIY5iVnEllbtk7zcf8scGxs83Y/AQTi5P4d2/w8ZFx5KXmhIyO3haK\notA70U/XeA8qnYq6ilpsZgsBSUSPDoNWv++x7QOdrG7YyUrJpDinAJfbRftAN26vm5iIaKqKyjEc\nwrBkD4Io8LD9Cf6An8aqemwWK02dT3G6XUSGRbDldHCq/ASxx0ibmluep3d0gKTYRCRZYnVjjfjo\nOGqKK987O8LrVbPj1uD1BmO1fmQyoR8dAsKuW/huca3TSfSM9rO4uoTFZKa2rAbLMUX+7DV8TEYT\nZ6ob0B9RD7e+tUFLbxsAJrebc/0DlDx+hNnjQdBqGThZxf3qSmx5lVTmlnOr7Q46jZZPGz4OrXOK\nEnRKfdzzJDQxg2Bj7VTxSXIOcPzf22QrwM/PfPbW9GFJlrjX+ZBF+xJZSZmcKW/AsbNN30Q/U8sz\nQNAZvDynlPSEtBembZvOTR73NrPlcmAz22gsryc+Mu6V72d3rHPr2R0UReHKyUtoNBqe9rey4dzE\noNPvZqgeLt/0h0L/1CAdI12kxqVwsfrckY91L5orJTaZSzXnj/Wz+gN+BmeGGZoZQRAFDDo9xZlF\nFKbnH8n0UlZk1jbtITfsPTmDXqsnMS6e+Nh4oiKDOdl+MYDocKDt78c2No51fIzI2Wmi1tZ4/pMF\ndDrWU1LYzszGm5ePVFKOOq8Q1XONM1kIoLS3Ym56SHx3JzG7/gYA9sREliorsdedQFVTS7glijCd\nDaPmxWaUJEssr68wszLL3Op8yCfAqDeSnpBGUnQC4wsTLNiXMOgNnC6tO7Lj/lHg8/v4w+OvkWSJ\nn5359EhxagDDM6O0DrWF4rscLgdd473M7lJyk6ITqMqvJDbicPdURVHoGusJUYMBTpfWkZu6P7N6\nb9oebglDVhR8W+ucyy5jYGGcNTGApNUSE5PAxfOfY37NGh0I+Ll247c4XQ4gOCE+d+aTN9Yky7LM\n+MQA3T1P8fo8mEwWqioayMkueunUdW5+kt6+VjY2gxLF9LRcystqiY569XoVfB+JO/e+ZGl5loL8\nck6dvMDC4jR373+JzRbB55/8+kiO5YeBfX2Fm7f+CZ1WR011Ix1dTwh43WRFxlNX2YABNYoCiuXl\n53zb7eRe50O2dwtinVZHRU4ZBel5aDVa1rbs3Om4T0AIcKKgmpKs71zMA0KA0flxhmZG8Pg8qFQq\nshIzKMkqImpXyqAoCiNzY3SMdCJKEllJGZwqPhlyr1dkGU/zPYy/+2+kdXWgkWW8JhPz5y7B3/xP\nGLMLjvV8vS/8VFi/J7zLwnrPXh+g/tQl8vPKXvlYSZJ42HSDubkJ4uOTuXzhZ6GLXZREvr7+D2xv\nb/LRlV+QcIhp6ORYHwOtDwg4t4L/odagmM24VZAanxrKPlYUhfaRrqBZwS61ESAvJYfqgiqM3yvI\n9jaVXWM9bLkcqFVq8tJyKc8ueacasx8SoiQyszLH2Nx4SHdu0BnISckiLzX3WCcze4ZAfbMDaI0a\nGssb0Oi0aFFj1r54fkenxxmbnSAmMpra0hpW1lfpGelHkiWyUzMpyMw7cmG6lx+cl55DfmYuE3NT\nDE+NEh8dx+rGGpFhETRUvhkV7GUQBIH7bY+RJInYyGhWNtaIiYjmZGn1sVL6DoO9SCm/H/RagWP2\nMfmTxZ5zusUSNDTT62VGpseYmJtCr9NTW1pNxDFRxfZ+8/HRcZwoqTry73BocoTJ+emQTi0lPIrK\nnh4yr31J5OYmMjBUmMf6L/4OsayS5v5WIm2RXK27so8et+carNVoUUEoF9tsMFOUUUBOStZLzbpG\nZsdoGXxGRmI65yvPvM2pAIKNsG/b7mF32PfFXTl2tumbHGBqcRoFhXBrOOXZpWQmBWn0A1NDdI/1\nIisy+Wl5nCioOtDcyel2cqPlFv5AgDMVDdgd6wzPjKKgkJ2cxcmC6tdO7H9obDg3ud78DQa9gS9O\nf3Lk411aX+bbtrtYjBY+O331hfvjm8IX8DE4HSyoRUnEqDdQkllMQXreG7vI70FRFJY2lxlbHmdy\ndRrZsUHK8hqpy3bSVzZIXFomemN/5JzfYGA9JZXtrGx8eQXBIjo3H9URcwal2Wl0D+4Q2dZC8thY\nyCDVbTYxU1zI9qk69Jc/ITIuE5WiZml91wV9dT50PZkMplDUWFxUbKg5pCgKw7OjdIx0Iskyhen5\n1BRUvTPpwZ78ITk2ics1F4607siKzPXmYHzX8+7z644NOse6Q6y3tPhUqvLKDx1FN74wSXNfCwoK\nKlQhds3zaB1sY3h2lMzEDGZWZrGqNHxceIJno90seF2IOh0mk4VLF744cOoL4HRuce3mPxLYHSrE\nRMdz6cLPMJnefO8nCAH6B9oZGOpEkkQiI2M4WX2WpKT0YE743Di9fc/Y3LIDkJmRT3lp7aH00M8b\nAKemZHHh3Gd4vW6+uv4bBEHgk49+RXT0wYX5UeHzefn6+j/g9rhITc1mfn4SgyRzMq+CvMwC8PqQ\nLZaXTqk9Pg9twx1M71Ll1So1ZdkllGaXhKRGC/ZFHnQ9QpJlGkrryN3NSff4PAzOjDA6N4YgCmg1\nWvJTcynKLNyXZe/2eXjS95Sl9WUMOj11JbVkJmYAIHk8eP/1/yPmj78nbjHITlhPTGTts19g+su/\nQ3PETPIfG34qrN8T3lVhPTjURVvHQwBO1JylpOjVTrCSJPLg0Q3mFyZJSEjl0vkv9nUBO7qa6B9o\np7CgglMnL7zydWRZZrC7mfHeFiRP0MhDpdOTkJLFqseJ07uzL/t4T3vRNdrDpmsr9Do5ydk0ltcf\n+PmC+aYzdI/34vK40Kg1FGUUUJpd/EaZjT9GbDo3GZ2fYGpxKnSTT4pOIC8tl7S41GMv+iRZ4lFP\nE8Mro1jMFupKazHodJjV5pcWx8v2VToGuzAbTTRUnmJqYSZUMFQUlJIUd3h62R7sm+u09rVjs9g4\nU12P1+/lYfsTtBotkbZwVjft1JbVEPeWpiPPY2BimOmFGcJtYWy7nESGRXCq7MSh3J+PE6IIjm0d\nAT+oVCJGw49//foxQRBUbD03uTYaFGYWZ+kfH0Kj1lBdXEH8MWxiFEWhta+d9a0NCrPyyUk7nDP3\nHiRZ4klXMB/bYjLj9noIt4VTk1+K8e43JP7r70heCOr2FrNzGLz8IS1xUWQmZ3K2onHfhrpnoo/u\nsV4yE9OxmW37JkgqlYq0uFTy0nJIikncVxDcaLmF3bF+pEzsg+AP+LnZehvHjoPK3HIqcr9r4jrd\nTvomB5hYnEJRFMIsYRh0euyOdUwGE6dL60h5jV+H1+/lRsstXJ4d8lNzmbcv4vF5CDPbqCupPRKV\n9YeCKIl83XyT7Z3tNzrvbp+Hr59cJyAIfFz3AbERb78Gev1eBqaHGJkdQ5RETAYTpVlF5KXmvnVB\nLSsyruVpvN1P0Qz1YxsfI2Z2nqgtx/5jMBpZTkxkIy0Nb14h+ppadDn5x+7oK++44MlDbM1NJPV2\nY3MG912SSsVsRiqjOTlM5OWzGROH2WT5rpiOjD2wiN10bvGopwnHzjYR1gjOVTYeGA30plAUhdtt\nd1naWOFsxWmykl4f/fU87I51rj/9hghrOJ+dvrqPuh5kA/ZgdwSLx+zkrEOzAZc3Vrjb8QBRElGr\n1Xxa/1FoMgm7v/snN9h2O8lNyWF8YYKM6ETOphXQMtLJtMOOYDCgVqtpbPiQrMyDp5FLy3Pcvvtv\nIRmJzRbOBxd/TtghncZfBbfbRWd3M5NTQQ19UmI6Hu8ODscGKpUqVFBHHMHXZW+4FR0dz0cf/AKN\nRsOt2//C6triGxuxHQRZlrlz7w8sLc9hNJrxeXaIM5hprD5DhMmGIssolhfZDjteN32TA4zNj4eG\nW0kxiZyvPLOPqTK1NM3j3mbUKjXnKhtJi0/F4XIwMD3E5OI0siJj0hspyiggPz3vhb341NI0LQNt\nBMQAybFJnC6tw2w045udRPn7/0rqvduYPW5klYq58iq8v/pPmM9+8O+K7n0Qfiqs3xPeRWE9NjFA\n89PbAFSW11FRXvfKx4qSyIOH11hYnCYpMY2L5z/fR/O2r69w45vfYbWE8fmnf/NS2o0o+Olsucv8\nSG8wZgbQmMzk5paRnJLFnY77+7KPVSoVK5urdI52s7bbBYyPimN1l2Kj1Wi4UHXuUE6usiwztjBB\n73gfHr8XvVZHSVYxRRkFb70x+CEgiAJTSzOMzY+zvmsWYTKYyE3JJi81553R3v2Cn2+6bjO7MUd0\nWBQnC2uw6i3oNS+nKLncLpq6WlAUhdrSasZmJ9lwbAY13iWV2N6gsyiKIg/bn+Dz+zhdXUe4Ney7\nAiYzn+HpUSJs4Zyuqju2abXL7eJRezMajQZREgm3hlFXfvLYIy9eB1mGLYeWgF+FIouYTD/+tevH\niL3iem9ybTQorKyv0jnUgyIrlOUXk5b49pRNf8DP445m/IEAdRUniT5iTqbLvcPjzmY0ag0xkdEs\n21cw6A2cKKki3GJj/vrvKbj2NYUTMwDYY2Nprq9H++e/piz/u9gdWZa52fotdsc6ZytOYzaaudfx\nkIAYwKg3hPSgFqOFvNQcclKysZosbDq3+Lr5BhajhZ+dOVxG7uvg8Xm40fItO94dThWdpPB7siOX\nx0Xf5ADjC5MoikJGYjp1xbWvnboKosA3rbfZcG4SZrbh9LhQq9WUZe2fpPzY0TLYxsjsKIUZBZwq\nOnGk58qyzK1nd1jdWqO2qIaijKPpbL8Pj8/DwNQQI3NjSLKE2WCiNLuEvNScN/4t+JfmCXS1wGA3\npvEhombniNjev7fxmM2sp6XjzM7Bl1eAKyeXRYOe5fW1kKu2Wq0mPiqWxNgE4qPjjr3BKUoiq+tr\neDpaietsJ3tslJSFRfa27luRkdirTiKe+wDTmStoTK+PaBMlkbbhTkbnxtCoNZwsrCY/Le/YJQlO\nt4svm66h0+r4+ZnPjiSxAng68IzRuTGq8yspy97vnqwoCgtri3SO9bDl2gqyAVNzKM8pfS0bcHvH\nyc3Wb/HtZpp/0fgJYZaw0N/tjnVutNzCbDBhNpqxO9Y5XXSCXFM47WM9jNsX8BuD7I2y0pNUVTQc\neO6Ghrt51v4gWDz6PBgMJi5f+OKVxmFHwfrGKu2dj1lZmUelUpGdVUhZae2hI8L2MDk1xOMnt7Ba\nwrj68a8wmyx0dTfT2/+M9LRczp/95Nh/H51dT+gbaANUaESB4uQsqopPoBEkZIMBvuc34vLs0D85\nwNj8BArBPYdOq+NcZeMLjb+hmRGeDbWj0+pCEpaBqUHmd00rwyxhlGYVkZWU9cKa7Av4aR18xvTy\nLFqNhhOFNeQlZ+N9cgfTP/430nq7UcsyHrOZ+QsfoPqb/xljxn5ZwZ8Cfiqs3xOOu7Cenhnl4eMb\nAJQU1XCi5tVUP1EUuP/wGotLMyQnpXPh3Gf7impJEvn6xm9xODb48IO/IPF7eXwet4v2xzdZmxkL\nBu4Cems4JcU1ZGcWYHes72Yf+6nJr6I0u5j17Q26RntYXA9OZNLiUyjOLOZh1yMCYoAThTW0D3eg\nKNBYXn/orqwoiQzPjtI/OYBfCGDUGynPKSE/Ne+903mPCkVRWN9eZ3RugunlGURJRIWKlLgk8lJz\nSYlNfqc6X4fXwY3Ob1l3rhMfGU9tQQ02w6s1XIIg0NT1FLfXQ35GLrPL8/j8PuKj46gsLHvjhkbf\n2CCzS3PkpmVTkJXH/MoiPSN9xEXFolFrWF5f4WRJNfExx0OdUhSF1t521h3BBobVbKW+ovbYzK4O\nfxzBWK1AQIUQ+ClW622xRws3mSEmWsJklNnc3qKtvxNBFMhLzyEvI+etNzUbjk1aetrQ6/WcrWk4\n8iZ3b5oeExFNXFQMQ1OjQepdfgnJcYnc6XiAdnqYjzoGKezsQSPLOG02Jq9cJfx/+N/QRgYnJ063\nk6+eXEet0vDFmU+RJJE7HQ9wup0kRMVjNVmZWZkNrSvJsUnkpeawurXG4PQwZdklVOdXvtW52IPT\n7eRmy7d4A75XTtV2vG52vDskRB1M+4TgdP9u+wOWNpZDUqGEqHjqS2qP7KT9Q2J+bZG7HfeJsIbz\nacPHRy5e20c6GZgaIiMhnXOVjW/823V73fRPDTI2P44ky1iMZsqyS8hJyTl0g0KRZQLz0wR62tAM\n9WEeHyZydgaby7XvcS6rBXtaOjvZuQQKilHKKlAnp750+qQoCk63i2X7CktrK7h3zfnUKjWxUTEk\nxSYQHxP3xvcWURRZ3Vhjyb7C2qYdeTeRxGw0kxSXQCIqTG1PiGx9SsbwKEZ/cEAQ0OtZLizGXX8G\n/eXP0KdkHPg+sytzNPe34BcCpMWn0lBad2x0/T3sxczlpmRzuuxgZt/34Rf8/OHRV4iSyM/OfPZS\nrbaiKEwvz9A19j02YFbxgWucL+DjWvNNdrzulxbX3eO99Iz3kR6fxvLGMrIi81ndR0QIIr0TfQzO\nT+A3m1GA1JRszjZ+9ErtsaIoPG29y9h4P1FRcWxurqHRaDl35ippqdlHOievev2NjVUMRhO2N1hn\nllfmuX3339BqdHz80S+JjIhhaWmWb+/+G1ZrOJ998lcY9McrW9kr5FEUrLJCQ1k9qXHJyJKEYt0/\n6HB5XPRODDCxGGxy7plgpsQm01hej/G5Y1MUhZ7xPnom+jDqjZRmFTOzMovdsQ5AbEQspVlFL5hU\n7mFhbZEn/S14/V7iImOpzy5Hd+NfiP3yX4hdDtYB9uRk7J//EtNf/C2al0zU/1TwU2H9nnCchfX8\nwhR3738JBF0TG+ouv/Kxoihw78HXLC3PkpKcyflzL04tOrub6et/RkF+OXW1F0P/v7GxSuejGziW\n50MO35bIGKrK6kMxXs9nH9eX1hIXGUf3WE8ovy4xOoHq/ApiI2JDcRB7XdSVzVXudjxAEIUju9cG\nhACD08MMTA8hSiIWo4XK3DKyk7N+dBFd/oCfyaVpxubH2do15LCaLOSm5JCbkn1shkuvQkAOsLZj\n527XfZweFxkxadQWnjiwEaEoCm39naxt2omNjGHDsYGsKBRk5pGT9mrTpNdhz9TJZrbSWFOPKIo8\naGtClmVqSqp41tdOmDWMM9Uvxnq8KZbtK3QMdgNBVsDpqlM/iEbT6Qo6gPt8MrafYrWOBaKowrGt\nxfhccb3jcfOsrx2Pz0tqQgplecVvvSbs6f9jIqI5VX7iSL/N543/irILsFmsdA31IIgi2amZxEfH\n8binGbVJxbnYTKJ/+1vym5owBAL4DQZmLl5B/Z//VwypmSHddFJMIh+cuEhACHC/6xErm6vEhEdz\npryB1a01Rue+Y8IY9UYkWUIQBb5o/PTY6Kubzk2+ab2NIIlcqj7/Wpr3QefnTsd9FnfjbPRaPSeL\nag40Z/sxwuv38mXTdQJigE/rP35lhNirsJdFHGa28WnDx0cyEdvDjtcdnEwtTCDLMlaThbLsUnJS\nsg50s1ZkGf/0OGJPG5rhPszjo0TNzWBxu/c9bjvchj0tDUd2Fv68QiitxpSaceTjhOD3vuPZYcm+\nwrJ9BZc7GLepUqmIjfyuyH7deRAEgZWNNZbtK9g310POxhaTJVhMxyYQZrHtdzJWJJzuDVRtLUS1\ntJLa00e0fT3097WUVDZP1KFc+AhzTcNL6epur5vHvc2sbK5iNpg4U3H6WOPQZFnmWvNNNl1bfFh7\n+civvafVTotP5WL1uQPfZ3xhgp6Jfjw+z6HYgKIo8tWT6zh3C/KrdR8SHR4Ver0bLbdY396gKKOA\noZmRYIRY7QdoXNuMTA7RPT2I32xBVkFERDSXzn+O7RXrkiRJfHv3X1ldXSQzI5+5+UlkWeJU7UUK\nDvATetdwODa4cev3iKLAB5d+TmJCGh6vm6+v/QZ/wMfHH/4lsTHHG483MTlEU/Mt1KJIksnGmdqL\nmNQaZL0BnmuGbLud9E30M7k0jaIo6LU6AqKAWq3mZEENBen7WRayIvNssJ2RuTEMOgM6jZYdX/Da\nT41LoTSrmPhXmLcJokD7SBejc2OoVWpqLFFk3f+WtAd3MXm9yGo1s5XV+H71nzGfvvgnQ/c+CD8V\n1u8Jx1VYr6wscOvOv6AoCpkZ+Zw7c/WVjxUEgXsPvmR5ZZ7UlCzOn/3khbiD9Y1Vrt/8RyxmG198\n9jfodHoWZsbpbbmNZ3M95PAdHZ9CTVXjPprM9PIsj3ueoFLBycITrG+vM7EwFYqFqc6vDGni9jYN\nMeHRXK37MLTR3XBucrvtHr6Aj4qcMipyy460mfL5ffRNDTAyO4oky4RbwqjKqyA9Ie0H3ZQpisLq\n5hqj8+PMrswiyTJqlZq0+BTyUnNJikl858cnKzIucYc15xoPex4j+EXyk3Ipyy157XuPTI0xPjcZ\nopnqtDqqisrfSvMsiiKPOp7g8XlprKojIiyCruFeFleXKMouYHvHyeLqEjXFVSTGvn7KdRhIksSd\nlmDzRq/T01hdj9n4esrfccPtUePxaPD5gg7g/x3cW94bXlZc+wN+nvV1sL3jJDYqhpqiyreimgaL\n4y5WN9bITc+mIPNo0Un+gJ+H7U8QRYHT1fVo1Bra+jtxe93ERcVi0OuZWZkjKTWRvLQcXLPzWH73\nj9Q+e4ZtZwdJo2Gmth7hP/0vPPFvs2hforboBEUZBUiyxNP+ViYWp7AYzVyquUBUWCSbzi3G5seZ\nXJwmIAYnczqtjrriWjIS0o6F4bO6uca3bXcBuHLy0is3X69CQAhw69kdNpybAGQnZXKyqGbfJOXf\nAxRF4W7HAxbsi5wsrKY4s+j1T3oOLo+Lr5/cRJIlPqn/6MhF+R79fmJhClmRsZltlGeXvLTRrEgS\n/slhhJ52tMP9WMZHiZ6fDcVX7cERGcl6Rhrb2dkECorwFxehjo1HgxaT9vi/H5d7h+X1YJHt3AlO\nxVUqFTER0STGJpAQEx9iGQWEACvru8X01npIL2qzWBtxq/AAACAASURBVEmMTSApNgGr+fUxW4Is\nsB1wotZoMM8uYHnURHRbK4kT46HM7B2rldXyKnyNFzFdvIo2/LvvRlZk+ie/y+Ytyy6hMrf82Jr7\ndsc6N57ewma28nnjJ0diQCiKwjett1ndWuNS9fnXRnOKksjI7Bh9kwP4BT9GvYGy7FLy0/JeynKQ\nJIkvm67h9LhQqVT7mmvbO9t89eQGWo2GhOgEZlfmgoyZvApUzm2mZ0ZpG+vGZ7EgAQa9kfPnPiFx\nN+/4+/D5PFy7+Y/s7DiprjzNwFAnfr+XstJaqiqOrwl/WHi8bm7c/B07bieNDR+Sk12ELMvcvvsH\nllfmOFlzluID/I6OClmW6OxuZmCgHX0gQFZMMvU1Z0GSUMwW9jYUjp1teif6mV6aQUHBZrIiKzJu\nn4cIazhnKxpfWFskWeJhdxNzq/MhtpBarSY7KYuSrKIDTXNXt9Zo6n2Ky+2kcGmFE89aSe/vQ60o\nuC0W5i9+iOav/wuG9LdnF/x7wk+F9XvCcRTW9o0Vbtz8PYoik5qSxaULX7zysYIQ4O79L1lZXSAt\nNZtzZz55YSMlSRLXbvyWLcc6Vy7/OTubdoY6HiO4gtb7ikZDUko2NVWnMX7PdXZvcqLVaEmOSWTe\nvogsy0RYw6nKq9hHF/ELfv74+Bp+wc9nDVdfmJg43U6+bbvHjneHgvR8ThUdbSIEwU5970RfSNcX\nHRYVKuzf56Lr9XuZWJxibH4ilMcdZgkL6h6TX+7e+y7gET3sSG7Wt+009bSgFtUUZxSSm/76iJq9\nCa9apUZWZMKsNk4UV2F+C0dOgIHxIaYXZ8lJy6IwKz8UaRRuDaOisJxH7U2EWWycqTlYd3UUtPd3\nsrKxhkat5kzNaazmd8sOeBl8fhUulxa/T8GgF18VJfkT3gL7iusoCZNJRhRFOod6WNu0E24No7as\n5sg07ucREAQedzbj9XnfyFhvdWONtv7OIFujuh5Zkeka6mVt047FZCYgCAiSQGVFGSaTmZnZGZZn\n52gYm6bywT2i7EFvitmSUh7X1jKblsbnjZ8Qbg1HURT6JgfoGusJaucqGkObXFESmV2Z49lQRyg/\n2KAzkJOcRV5qDhFvOcGeX1vgXudDdBodH5364FBFoaIozK7M8aSvBUESUKvUnK88Q1rCu4syepcY\nnh2ldbAtxCQ4yvolShI3W26x4dx8aZTRQXjBMM5sozynlKykzGD2sCjgHxtE6mlHO9KPdWKMqPk5\njH7/vtfZio7BkZmFOycfX1EBUmkZ6uhofEIASZbQoMaoMbzTDOfn4fa4WV5fYcm+yvbufgQIFcsu\n93d09DCrjcTYBBJjErC9Ib3UK3lxCTuYtEZsBhsmt4j88C7Gpnsk9HRh2Z2mSxoNyzm5OE81or38\nCca8oH55bcvOo54n7Hh3iI2I4WzF6WPzSXk21M7QzMgbSTm2XFt89eQGFqOZn5357FCFeUAIMDgz\nzOD0MIIoYDGaqcgtJ+clTRpBFPiy6Ro7u5T++pJa8nfz2veiv5KiE9l2b+Pxefno1AfER8Wh2nGx\nODPG0+F2PCYT8u7etPbEeQryy196/Wxu2bnxze8BhbOnP6at8xEu1zY52UU01F1G/Z5+m4Ig8M3t\nf2ZjY5XKinoqyk4B3xmYpaZkcfH858fnD+Pa5uHjG2ysLWLy+UhLTKeh8jSyWgu7vgBbrq1gQb3r\n8h1hjSAuIobJpWkkWaIgLY8ThdUvfP8Ol4Pb7fdx706ndRotBen5FGUUHKi3l2SJnvE+Roa7Ke3t\noba9ndi14P1pNTWNjS9+ienP/gaN+U8zwed1+Kmwfk9428La4djgq+u/QZZlEuJT+OjKL175WEEI\ncOfeH1ldWyQ9LZdzZz5+6aLT3fOUnr5WYm2R+NfXkHczKNV6A+lZhVSU1aJV778Q97KPu8d7QzdZ\nSZawmqxU5pWTlZTxQoZpU28zE4tTVOVVUJ5T+tJj9vg83G6/x5bLQWZiBo3l9W90E992O+ke62V6\neQYImqVV51UeeZJyFCiKwtL6MqPz48ytzqMoChq1hoyENPLScomPjHtvxb1f8uMSXUiKxPzaIr1D\nfahlDaW5xWQkv7wb/DycOy6aup6GtGkp8cmU5RW/9XRr3bFBS08bVrOFM9UNKCg8an+C1+ejsbqe\n6cUZ5lcWqS6qeCOX8ZdhT9sK0FB5iqjwt3MTfRPs6YADftBpforVepeQJNhy6DCadifXJhlZlukb\nG2R+ZQGz0URtWQ1W85truxyubZq7WtBotJytacB0RPZD/9ggM0tzZCanU5JbFIzymRrdF8sVExFN\nSXEhHsFD7+gA7m0PJ3OqyB4ZJvK3/w+J01MALCQn033hEsX/5X9Hu9swmF6eoam3GVlWqC06sc9Y\nzO3z8IdHXyErMjqNLlRkx0XGkpeaS2Zi+hsbWk0uTvG4txmTwcTHp64QdoCpocuzQ+tgGwv2oBmO\nVqPls4aP/11pqZ+HY2ebr5/cQKvR8kXjJ0eOg2wZeMbI3NiRtLTbO9v0fj/iLL2QBMcWcl8nupEB\nbJPjRC/Mo981GgVQgK24OByZ2fjzilBKKtCWVSOEmfHJfmRFIiAKCLKASgGjxohO/cMuWivrq0zM\nTbHl/M5lXK1WkxgTT156DtZj0mrKioxbdOOX/Zh1VsL0Vmw6G2oZPB3NqO5/Q1T7U+IWFkLP2Yz9\n/9l7r+C48vTK85c+EwnvvffeEyRBb6poqrqqWi2pW9MzK2l2pN2Z2InYl33V20bs08ZGKFazipFW\nUstsq7urq4rlWHQgHOG9996bzES6a/chgaQDSIBEsarUPAhEIH3exL03/+f7zndONOsVVcjn30F3\n4iwtY91MLk7vKkOqyUg4WpLAfhAlkY8ffobL6+L90zeOrGbYm9svySyiPPvw7tQewUPvxADDM8N+\nNWBZdimpz6gBXR4XnzR8jkfwAFCQlk9lbhkaNNxuu8vi+hIFafkMTg1htQTwo9qbGA1GNG4Xq7MT\nNPQ34zAY0JgtSJJITnYxJ6ou7LvmmJkd596DT7EGBHHl0oc0NH3N+sYK8XEpXDz/3rHnRD8LRVG4\n9+BT5uYnycos4PTJqz6T3pV5vrr9rwRYAnn/5r/DfEyquMmpYZoe3YEdByZBIDw0kos1V9EEBYNW\ny6Z9k+7xPn9OeURwOPlpecwszzK7MofJYOR08SlSnsle37Bv0jPey8zyHOA7nkozS8hPzXmpv8Gm\nfYvOOx+TV3eP0q4uLB4PslbLbGU1np/9RwJqzv1OyL1fhLfE+g3hdYi1w7HNx5/+PbIsERkRw41r\nPz1QaiQIXm7f/Q1ra0ukpeZwtvbdfUn18tIc33z+jxgFAe0uidIHBJKTU0JuVvG+z6+qKs0DrYzM\njvqvs5gslGYWkZWUuS8Rnlud5077fSKCw7l56toLJVJe0cud9vusbq2REBnPhfKzr2xismHfpHOk\n2794S4xKoCKn9Kl4iNeF0+1kbH6Csflxf8U2LCiU7KQsMhLS3mgcmKzK7Eg7eGQPXklkcXWBoeER\nNBot5XklhyKrXkHgfutDxN3Ir6KsfFLiX19SL8kydW0NuDwuastqCAsJ82f8ZiSlkRKfzP2Wh1gD\nrJyvqj2WIsRedxDw52S/aewRPd+6VsLyNlbrW4csw+a2AbMZoiJ95FpVVUZnxhmdHsegN1BdVPFa\nRZa9gk1YcCinSk8cSfYpyzIPOxrZcTmpLqokJsLX9Z5bXqB3pN8/H1qWV0JEZBjrrg3a+zpRBJUb\nVe+SGJWAs+EOAX/3VyT3dKEBNiMiWP7op1h+9j+iswayurXG3Y77eAQv+am5VOVV+Iudg9NDtAy2\nkx6fRkpMEiNzY/5sW4PeQEZ8GllJmUSGHD5qZg97brJBAYFcr3nnOYKpKAoD00N0jfYgKz6ZrV6n\n5/rJd4g4xvPym4Qsy9xq/pJN+xYXy8+RcoCU9SBMLEzxsKeBsKBQbp669tLCxrZjm57xPqbnxola\nWyNlbZ3ktXUiZmeIWJjHsJvfDKBoNGzGxGJLy0DIyYfCckylVeiDQ1FUBY/swS27kVTJd1nwoEGD\nXmPArP9uoyxFSWRhZZGZpXnsO751k9loIi4qFkEUWFxd3i0oBJOblk1UeOSxFa9FRcIu2kGjJcQU\nSKAhEKvO6n9+YX4a4ZtPsTY9JG5owF+48JhMLBcUs1RWQXNkKA6LmYyEdGryq15pXv5J7JniRYVG\ncv3kO881L164PZLIbx5+ikfw8EHtzSMXsJxuJ93jfYzNj6OqKuHB4VTklJIQGe//TLYcW9xq+gpJ\n9u1/yTFJnC05jbDb0VYUmcyEDIZnR0mPT+Ncaa3vyb1etucmqe9rZlujYggOxe1xEROTwMVz72He\np0jV09tCZ3cj0VHxXLrwAQ1NXzE3P0l4WBRXLn1IwGsUTl8EVVV51HqP4ZEe4uNSuHLpA7RaHR6P\ni08++wfcHhfX3vl9Yl7Ra+JJiKLAo9Z7TIz1YxUENKKI0WTh8rn3CAiLZN22Qc94L7MrviJPZEgE\npVnF6LQ66nsacXndxEbEcLakFuvuZ6iqKksby/RNDvjP+eArrF6tuvTStbYsS0z98m9I+PxjskdH\n0eAbk5i/ch3dz/8cU2LKa2/3vxW8JdZvCK9KrF2uHX79279FkkRCQsL54L1/f+BCzit4+ObOb1hb\nXyY9LZczp9997r4O+xatdZ+zMTvhNyQzB4dRXHiClKSDq6uiJPJlyzds7BriGPUGijOKyEvNOXAx\n4BUFflv/GR6vh/dOH87MRZIl7nc+ZH5tgajQSK5UXnwt+ebK5iodo13+iK+0uFTKsksIecLF8ihQ\nFIW5tQVGZ8dYWFtERUWv05Men0p2UhaRIRFvVHquqiou2cWO5ERRZTyCl5XVVYbGRtBpdVQVlhMV\nHvnS5xFFkfutD/GKAjqtjpqSqmPr8O7lR2ckpflmqR026juasZjNnKs6w8D4ILNL85TnlZAQ8/Lo\ntZdhfWuDRz1tqKgEBgQeG1k/CvYcwL0eDZL01gH8TUKWYcumx2TSEBkhE7D72c8uzdE7MoBGq6Ei\nv5TYyFeb41dVla6hHhZWl0hPTKUg82iRSDaHnfrOJox6A+eqav3nty37Nq19HQiigFar5fKJ82gM\nGmY352gb6CRAG8BPaj/0O/A6+joQ/u//g6KuLvSyjNNqZfb6jzD+8X/BExDAnfb7bO/YSIpO4Fzp\nGQx6A4qqcKvxSzbsm7xTfZn4yDgcrh3G5scZm5/wRyFFBIeTnZRFenzqkUhB12gP3eO9hAWFcq3m\nqr+4uLq1RlP/I7Yc2xj1BmTFV/C4UnXxB5FNfRD2uoHZSZmcLjo47nI/bO/Y+KzxCzQaDe+duk5I\n4P7fSbLLxUbbQxwtDwmeGiducZHo1VX08mMDRFmrZTMuDltaJkJuAZrCcswlleieUA6oqopXEfDI\nbryKgKoqeCUBRVXQqloC9Jbv3Jdky77NzOIci2tLKIqCBg3REVGkxCcRHf44Z9rpcjIyPcbCqo8g\nhIeEkZeec6yqJLfswS46sOhMBJqCCDYEY9Y9vRaRXS7cD7/G8PAbojrbCN30eQWowEJSEqOZmcwV\nFVNw/Q+Jfk3V3IOuh0wtzfi9FY6C6eVZ7nfWER8Ry9Xqy6/0f7bvqgEnl6YBiAmLpiLnsRpwcX2J\n2213AfzjeJcrL7C8uUpddz1RIZGoqKzbNjhbUktGwm6SgCjgXJjhQU8j24qEOTIGu2ObQGswly78\niPBnRm5UVaWu/gumpkfIyizg5InLPGq9x+hYH4HWYK5c+vBIGdSHRf9AO20dDwkLjeT6u3+A0Wjy\nGS/e+5iFhWkqymopLqp+7ddZW1+mrv4L3BurxJqteNwunIrEudob6E0musd6/Q2jqNAoyrKKiQ2P\noXu8l96JfjQaDeVZJRRmFPjG+RSF6eUZ+iYH2LRvAb4OtaIo5KfmUp1X+cL9QbJtsfOL/0b85x8T\nue4z+FtKTmbzx39EwEd/hO4NjTf+kPCWWL8hvAqx9njc/Prjv0EQvQQGhvDjD/74YFLt9XD7zq9Z\n31ghIz2P2lPvPHXfteV52uu/Ymd1wbfq12jQBARyruYqUVEHOxcqqsLY3AQtg23+LkNBWh4lmcWY\nXrLgauhtYmx+grKsEkqzDu/eqCgKDb1NTCxOERoYwtWqS6/lnL0n1e4Y6WLDvolGoyErMYOSzGIC\nD/m8DpeD0Tnf4tO9K5mPDInwLz6/iyxtj+xlZ1f27fK60agalpeXGZocxaA3cKK4krDgl89P7rh2\naOh8hCiJGPR6zlWewWI+HnOaje1NmrpbsFqsnNudnW7obMa2Y6emuAprgJV7LXUEmAO4UP3q8TJ7\n2LRt0dzd6u/87ZmkvWnY7Dq8Xi1ej0LgWwfwNw5Z9hU2jEYNkZGPyfXKxiodA93IikxRVj6pCa9W\nZZckifrOJnZcTioLyoh7wTl0P0zMTTE4MUxMRDRVheX+/d7t9dDQ0YRH8GIyGDlbWYveoGNwfpi+\nyQEirOH85NRHfsK6uL5Ew92POdneQXnLIyweD4LBwPT5S4j/4X+maXuJxfUlwoPDuFxxAavFyrpt\ng1uNX+4aIr3nNyZSFIWFtUVG5saYX1tAVVX0Oh1pcalkJWUSHRr10uNTVVUeDbYxPDNCdFgUF8rO\n0jPex/CuyiktLoXljZUXxnT9ULC4vsTXrXcICgjiR7U3jvQdIEoit5q+ZHvHxvmys6TF+fZD2enA\n09OO2tuBaXSAoMkJIpaX0CmPC3OSTsdGfAKOdB+J1hZVYCqqPDCHWVRE3LIHj+JBVRU8km9uWqNC\ngM7yxuamD4JXEJhfWWB2aY4dl0/5FWC2kByXRFJswgsTHOw7doanRlnZWAMgOjyK3LRsQoJerXD+\nLFRVZUdy4pZdWA1BBJsCCdIHPTciBz5ndc9QD8qdW4Q8aiB2atKvBrQHBTFXWIzm0g0sl64/VfA4\nLNxeN7+p+xRFVXYjtA6/JnrSef9c6RnS41OP/Pp72LRv0jna7c81ToxKoDy7lIiQcMbmJ2jobUKv\n0yPJEgHmAK5UXqBvYoDJpWnyU3MZnRtHo9HwwZmbj2PAJAnP8gIPuxtY9zoJiEtia3sdvV7PmdPv\nkprytFmkJIl88bVvzrm68jz5eWX09LXQ1d2E0Wji8oUPiIl5/c7xHqZnRrlfd4sAi5Wb13+Gdff/\n19ffRntnPQnxKVy59NFrrV9UVaV/oJ2OjnpMbhcF6XlsrK8y77KRmVWEw+nwx9fGhEVTmlVMXEQs\nO+4d6robWNteJyggkHOltUSFRiFKImPz4wxMDbHjdqJBQ2xEDBu2TQRJoCK7lKKMg41s3SN9aP7u\nr0iuv4/Z60XS6RgpLkH+939O6OlL+z7mLXx4S6zfEI5KrAVB4Ncf/3c8XjcBFis//vBPD3S19Xjc\nfH3n12xurpKVUcCpk1f8pHpmYpCeR/fwbvkqTapWi2AwoLcG8dGFDw/sRqiqyuzKHB0jXdh2Tbis\nFivXqq8QdIgvhfm1Bb5pu0d4cBjvnbp+ZJdMVVVpHWpncHoYq9nKO9WXD6zoH+U5Z5Zn6Rztxua0\no9NqyU3OoTijcN8vb1mWmVmZY3RujKWNZcAXBZORkEZ2UuaxysoPA1mVERUJWZUQFAFBEfCIAooi\nY9GaGZkaZ3J+CrPJTE1x1aGMXJbWVugc6kZRFPQ6PRerz2IyHY8MUJJlHrY34HS7/DPOe4QiMSae\nsrwSf6Z1aW4xSbGv90W47bDR3N36WI4Wm0hJ7v4z/d8mHDu+WC23SyUoUHr5A97iW8GT5Doi8rFq\nYNtuo6WvHUEUyExOJzct+5UWRA6ng/qOZjQaDWcrTmE9gjHek9nqz/ofiKLInUf3kWQZo8HIieJK\nggODaBlpZ3J5ipSoJG6UX8Og8xG5PXOj/MhEClubSfjk1wTbtn0xJxVV9F15hy6jlgCThUuVF4gM\nifA/pjSzmLLskufen8vjYmx+gtG5cXbcPuOm0MCQ3TGX9Bdm9qqqysPuBiaXpv0us6GBIVTmlNM2\n3IHNaac6r5KCtKN1+r9P8ApefttwC7fXzY2T7xIV+nJV0B5UVaW+t4nZySFKBZXU9Q1Mo4OETE0S\nvrKM9on1jKjXsxwby2piEkp+MYFVZ7AUlaN9iYpLVmW/1FtWZSRZQpAENBoNRowY9d/uLOrLoKoq\n69sbzC7Os7y+jKKqaDUaYiNjSY5PJDL0aMqvTdsWw5OjbNh8HeP4qDhy0rKOzaxSUiTsogNVA0FG\nK0GGIAL1L3YdFzdW8d65heHhHRL6ewnYdV0X9XqWs3NxnDqL4cp7mI6QMDA6N0Zj3yOSohO5VHH+\nSJ+R3engt/WfYjSY+Ojs+68tT1/ZWqVzpJvlzRXAVzQryyplcnGK7vFerOYAnB4Xep2e00U1tA13\n4va6Kc4opGe8j5iwaN6tufJY1q4oSKtLPOyuZ3XHRkBCCtv2LWRZorTkJKXFNU9tr9Pp4LMv/gmP\nx8WVix+SkJDK2PgAjc3foNVoOHvm2nOE/JW2c3WRr2//Kxqtluvv/gERux361bVFvvjql5jNFn50\n8+dYXsPc1eXaob7xK1ZmJwjTaKmpOMfC4gzdKzOYzBY8gs8PIy4iltLMYmIjfGqriYVJmgdaESWR\njPg0agqqkRWZoZkRhmdG/ArErMQMokKjaB5oQZZlThaeICf5+fE4VZZxfv1bgn75dyQNDgC+olBn\nVRXqH/4J6SU136mq5YeCt8T6DeEoxFqSJH7927/B5drBZLLwex/+KUbj/idBj8fN19/8is2tNbIz\nCzl18gqqqjLc94jhjiZkl29RhF5PfFIGa14XWzs2rlRe3Dd3dG8Oo2Oky5+DCpAcnciF8nOHIsiC\nKPBx/We4vW7eP339lQnok063JqOJq1WXXmn271koisLEwiRdY704PU70Oj2FafkUpOVhNBjZ3rEx\nOjfG+MIk3t0TWkx4NNlJWaTGJr+ywc9hISkSkiojqxKSKvkv+wRmvttFWUJVVUwaI3qNnp6RfuZX\nFggMsFJTXPVSUyVVVRmZGmNsdgIArUbLmYpTBAcej5MpwMD4MJPzU365rMvt4kFbA1qtlgvVZ1EU\nmXstdZhNFi5Un3mtiBKH00FjVwuiJKLT6tBoNFw8cfa1xgheBW63lh2nDrfbF6t1DIlGb/EaOIhc\nO90uWnrbcLpdJMTEU5pT9Er739zyAt3DvQRbg6gtP3kkkz+310NdWwOyInO24vRThbC9vHfYNZbJ\nKSIuKpb73Q9Ztq9QlFrA6ZyTmHQmJFnis8Yv2N6xcbXqEnEhEbj+9e+I+uU/ELXk63DMZGXxsKaG\nmcxMzpWfIz4i9lBzl3vfByNzY8wuz/lkw1otqTHJZCVlEhcRu+9CS1EU7nXWsbi+RElmEbkp2XzT\ndp+17TUK0/Kpyju+KJo3DVVVedD1kOnl2Rcacj4JaWsDT3cLmr4udIO9hM9MEbGxwZOfnGA0spaQ\nyHJ8PLNRkSzFxaHJzKU0t/xQ6RY+qbcXt+xGUARUVcUj+uamNWix6Mzf+aLY4/Uwt+zrTrs8PqIZ\nGGAlOS6JxJgEf5zWq0BVVda21hmeHMW2Y0eDhqS4BLJTMo9sMngQvLIXm+jAqDMQbAom2BCEWfdy\ndZfLtcPgb/+eqPYWskfHiFld8d+2HhvHRuUJlPPvYqk5h/YFn4GqqnzV8g3LmytcKDtLatzRFDfd\nY710jfWQn5rLifyqIz32oPfzrBowMyEdQRKZWZ4lMiSCTfsWqqqSk5zJ8OwYIdYQggODmFuZf/74\nUVXkjTWauxpY2F7FHJ+MVxRwuhykJGdx5vS7GJ5wAF1dW+Srr/8VnU7Pzes/JSQknIWFae7VfYYk\niZyoOk9+Xvkrb5/dvsWtL/8ZQfD6yTuA1+vmk1u/wOXa4Z0rv0fca6QZzM5N0ND4Ndi2SImKp6ro\nJEMzI3QuTvjvEx8ZR2lmsV92L4gCjwbbmFiYRK/Tc6rwBFGhkfRPDTE+P4GsyJgMJvJScshLyWF5\nc4W6ngYAzpXUPrffSFsbeP7pr4n7/GPCduXes8nJtFZXs1V7gdNlZ46kkPhdx1ti/YZwWGKtKAq/\n/u3fsrNjw2gw8eMP/+RAh0G328XX3/yKre11crKLqao4R3frPWYHOlF2CaHWZCYjo4Diwmr6Jgfo\nHO0mMyGDMyXPu4+ubq3RMdrF8obvpK/X6ZBkmbyUHE4cIQKrsa+Z0bnxA7shR8XI7ChN/b5or0sV\n549tJk+WZUbmxugZ78MjeNDr9JiNJr8RmdloIjMhg+ykzGN3rFVV1ddJ2CXPsio/RaBVVUVSfNf5\nJPhatKiABp1Gh0Grx6A1IMsyHYPdrGysEhoUQnVR5UsXJ4Io0DnYw9rWur+j9Cpy1hdh07ZFY9cj\nrJYAzlbWotNqaelrZ21z3d+d3ovfKskpIjnuxRmbL4LT7aSxqwWv4CUiJJwN2yYFGbmkJ71Zmakg\naLDZ9Xi9YNS/dQD/vuAgcu0VBNr6O9iybxMZFkFlQdkrjXT0jPQzuzRHclwiJTlHU0gsri3TMdBF\nSGAwteUnnyL33cO9zC0v+GPvMpMzSEtI5m5HHTbBxomCKooSCgjQB7Bh2+Szpi+wGM18cOY9TEYT\nqqLgvP0JIb/4axJGRwBYio2l6dQpLB/9HGtQCA+6HhIbEcO71Vdeen73eD27UYJjfhVTUECQL0ow\nMYOAZ2btVFVFVmS0Gi33OuuYW50nPT6NsyXHF6f3XWBP7vpcx20XwtoKQncLmv4uzKNDhE5PEbax\n/tR9PCYTG0nJODOzEfOK2UnPpFfxsrjl8wKJDY+hdHd28mWflVf24lG8eGQPoPpUTKqMVn2zEVkH\nQVVVVjfXmFmcY3VjDRVfTm58VBwp8UmEBYce6/6gqipL6yuMTI2y43Ki1WhJTUgmMzn9WAqtqqri\nlJy4ZTcBBitBu/Lwl7mnq6rK8MwobcPtWDc3yega7gAAIABJREFUqVhYJnVogLjhIb/pnNtiYbmo\nBHftRUyXb2LYxwfCtmPnk4bPMBpMfHj2/ZeO5D0JaTd7ese1w3u114/NNPBZNaBGo8FisuDyuEiN\nS2Fld/wjLCiULcc22UlZzK/O4xY8zys+VBXVvk1bZz3TawsYYhPQmy2sry8THhbFpQs/IvAJ9eL4\nxCD1jV8RHBzGzWs/xWQys76xwp17v8XtdlJYUEll+dHHzDweN7e+/Gccjm1O1VwmJ7vYv633HnzK\n7NwEpSUnKSs5mrfCHiRZor39IaMD7VgFkdLCKqxGC62zI2y4fOfXmLBoKnPLiQ57PGe+tr1OXXc9\nDtcOkSERFGUUMLk47XcGD7QEUpiWT1ZSBnqd/oXrZ/dAF9q//28kN9ZhEgQkvZ7h0jIaK8pZS0ik\nMrecvJScH/T5+rvAW2L9hnAYYq0oCp989g9s2zbQ6w38+IM/PtDh0O128tXtX7Ft2yArowDV6WB5\nYhh2ZbBGaxB5eeVkZ/pyFrccW3za8AVmo4kPzr73lGP1pn1rd2bG5zAYHRbFtsOGIAmUZZVQkll0\n6ANrb+4sLCiM905fO7Yv9emlmccVt9IzpB7RffUgbNg2GZ4ZYWJxEnl3Hkqr1ZKZkE51XuVrz06r\nqvqYOPu7z77Le7eLsoSsSMiqwrME2qQzotPs/xmKokhrfwebti0iwyKoKig/cFxgDzaHjbaBLtwe\nN0a9AUESyUrOIDf99SVTe5Blmbr2RpxuJ6dKTxARGs7CyiKdQz1EhkVQU1yFV/By91EdJpOJi9Vn\nX7lb7fa4aexqwe11k56UxuTcFIEBVs5V1r5WB/yokCTYshkQvaDRSJjfOoB/ryDLsG3Xo9dpiIyS\nCbT6jnVJluncLUwFW4M4UVz5wpnO/Z9bpqHrEfYd+yuNNOwR6MykdPIyHsdjCaLPpV+SZEwmE26P\nm5iIaNKT0mjsacar8XK27BTJ4SkE6QP96p60uBTOl5196jWcbQ2Y//YvSeloQ6uqbIeE0H/xMmO1\nZ5h1bHOm+BSZiRmHer+qqrK6tcbI3BjTSzO+eV2NhqToRHKSsoiPivOTTVVVaep/xOjcOPGRcVyu\nvPCdE73Xgd3p4JOGW/4ZUaNtG6GrFe1AN+bRYcJmJgnZ2nrqMW6LhY3kFHYyshkJDmQmKoLyyx+S\nFJvM8uYK3eO9/mL2s1LPgyApEh7Fg1v2oKgyoiwhyAJaVYNRZ8So/W6l3gAuj5vZpTnmlub9Utbg\nwGBS4hJJiI5/qvP4bUBVVeZXFhiZGsftdaPT6UhPTCUjKe1YPFFkVcYu2FE0KlaDlWBjMIF660sd\nuzftW9R117O9YyM0MJQz2WWY25ow1N8hpqudYJsvt1vRallOS8dWfRrN5RtYCsr8MUY94310jnaT\nnZTF6aKaI73vhbVFbrfdJSo0ihsn3zlW0qSoChMLU3SP9fgbFACFafksrC+y5dj2z19X5pTTPtJJ\ncEAQ7+/nUbDjoLu7kdGFSXRRMUTEJjE1PYLZbOHCufeIjXlcjG/reEj/QDsJ8SlcvvghWq0Wx46N\nb+78Bpt9i/TUHGpPv4PukGpDSRL5+ptfs7q2SHFhNRXltf7bBoc6aWl7QGxsEu9c/vErrTO2ttep\nq/sc58oCUWYrGak5jC/Psuh2wO7/oyK7jOLd9Tv49ue95piqqqTGJuPyulnd8vkLRASHU5RRQEpM\nMlqt9nnFZ+UlIkMjUCQR15e/Ifhf/4HE4SEA7CEhTF66SkN+Hht6LZEhEZwpOU3oDzQC8bvGW2L9\nhvAyYq0oCp9/+c+sb6yg0+n48P3/QFDQ/qZLLtcOX33zK2xb64TojUi2Lb/DtyUknNLiGhKfMKdQ\nFIXPm79i3bbB5YoLJO2ekOxOB11jPUwuTgG+6lhKbDJdYz2IksjJgmpyU3L2ewv74sm8xZunrh2L\nbPtJLK4vcbfjwQtnRA4DQRSYXJpmdHaMDbtvJivAZCEtPg1JFhmfn0RWZIICgijL8mVzH0aGt0eY\nRUX0E+mDCLRPngegQa/RY9QZDiTQ+8Hj9dLS24bd6SAuKpayvOKXLljnlhfoHe1HURTCgkPZsm8T\nHR5FdVHFsX657kVp7WX1+ghCPZIscb7qDFZLAAPjQ0zOT1OcXUBK/KsVSTxeL03dj3C6XeSkZrG2\ntc6mbYua4qpDOaEfFxQFtrb1CF4NqiJhsXz/z0e/iziIXKuqSt/YIDOLs7v+BJWH8pF4Ek63k4ft\nTSiqwpnyo41USJJEXXsjLo+LkyXVRIY9Pm/OLc/TPdxHVFikfy41KCDQp/iYHEJr0VBTXE1sUAxB\nuiC+arnD2vbagcZgnvEh1L/+P0mvf4BBknBbLLRXVtJZW8u1Gz9/4ez0fvCKApOLU4zOjfkdZ63m\nALISM8lKymRsfpzusV4igsO5VnP1OzF5PC54ZicZ/PxfCJ2aIHltncj5OT8J2oPTamUzJRVnZi5y\nfjGGkipMaVmg0XCvs47ZlTmK0guIj4yje6yXld0OdUJkPCWZRX6p537Yi8jyKB5ERfzeRWSBb62x\nvLHK7OIca7u+LnqdjoToeJLjkwgNevMLdVmRmV2cZ2xmHK8oYNAbyExOJy0h5UijGwdBUATsgh2d\nTk+wKZggfSAB+hfP20qyRNtQB8Ozo+i0WqpyK8lNyQZVxd3Tinr3C8Jam4iZnvKPC9jCwlgtr0I8\newXTmSvc6nzA9s4212quEht+tISD+50PmV6e4XRRDdlJxx9FuacG7B7rxSv6iippcSl4RcEf9WQx\nWUiJSWZ4duRgV323i6HeFvqnhyA0nPS8MvoG2tBoNNRUX/R3kRVF4e79T5hfmKIgr5zqqvOAr+t8\n9/4nrK4tEhubxMXz72EyvrhwqqoqDx5+zvTMKOmpOZw9c92/PlpfX+bzr/4Fo9HEj27+/MjRXqqq\nMjLaS3vLXQw7OyREJ+DyuFkSXCh6PRaTBbfX/dy4jNPjor6nkaWNZYx6Iwa9AafHV7hIiIqnKL3g\nKXXL8x5FlwgQRIR//H+I+/y3hG76xjwXM7PY/OinDGVnMzjvM5UrzSymOKPwjTYm/q1BliTST+W8\nJdbfNl5GrL/8+pcsr8yj1Wp5/8bPCQvbn5Q6XQ4+v/WPSNubGETRJ5vRaAiNjqeqrJawfUxUeif6\n6RjpIiMhnbMlp3F6XPSM9TLqzyUMoyK7DEmWeNjTgKrC2dLTpMWlHmkbm/pbGJkdpSSziPLs0iM9\n9rBY397gdvtdvIL3pa6GT0JVVda21xmdG2NqaRpJltGgITE6geykTBKjEvwnEpfHRc9EP6OzYyiq\nQlhQKOXZpSRF+woSoir6pduyKiOqEsoTBFqQJWRFRFFVP4HWqFp0Wt0LCbSsyIiihCiJT/8+d53E\ntn0bj+AlJT6JoqyCF34GiqIwMD7E9OIsep2elPgkJuamsFoCOFN+6lg7B1v2bRo6mwkwWzhXVYte\np/d35PLSc8hMTscreLnz6AFGg5GLJ86+UgdLEAWaultwOHfITE4n2BpE51APsZExVBW++kzVUbEX\nqyUIGkThbazW9x2yDDaHHp32eXI9PjvJ8NQoBr2eqsIKIkKPJpNcWlumfaALq8XK2YpTL1WPPIkt\n+zaNnY8wmUycq6zFuHtMqqpKc08rG9ubVOSXsmnbYmphBoPeQERoOEvrywSFBVKUm0+4JQK9pOPz\nxq/RarR8cObmgWkKrsU5Nv/yf6eksR6ry4Wk0zFYVY3pP/9vWI4oZ997nxu2TUbmxphcnPIbCIJP\nmnjj1LvPScW/r1AVBe/sJFJ3K7qBHgLGRwibnSbQ4Xjqfo7gYLaSU3Fl5aIUlGAoqcKYlObvKj6J\ngalBWoc6CAsMRa/Xs7btI51J0QmUZBYfaH62F5HlVTx4ZO/3LiJrDzsup687vbyAIPpyncOCQ0mO\nSyI+OvZb9yU5DCRZYmp+hom5SURJwmw0kZWSSXJc4muTCFVVcctudqQdAvS78nBD0EuVAzMrczT2\nNuEVBZKiE6ktPon5CeInLi/ivfsZlob7xA30YfZ4ABAMBhZy8+hPTWGxuJSrN39+pCKB0+PiN3Wf\noNNq+ejcj556zeOEKIl0DHcytJsKYNQbCQsK9ReU4iPj8Hg9bDpekAPv9TIx0E7naDdKUDCFVefo\n6W3BK3jIyymluuocWq0OQfBy68t/xmbb5PTJq2Rn+bq9kiRS1/Als7PjhIZGcPXSR35X7/3Q1l5H\n/2AHMTEJvHP5x/4utyB4+fTWL3Ds2Lh6+SMSjuis7vG4aWy+zfL4IAGygsloYlsS8JpMpManEmCy\nMDg9TGx4DO9UX35sQPzEPqLTapEVBY1GQ3p8GoVp+c/F2D6bqnPeGoH1X/5fkpvqMYoiosHATM1p\npJ//Gc7UdOp7GrE57YRYgzlbUkvktxBV9ruCPc+B9pFO/pf/9b++JdbfNl5ErO/c+y1z85NoNBpu\nXP8pURH7z7oO9rbS++gOOsH3xYVWR0xCGpVlpw+snG3v2Pik4RYmg4lrNVcZnR1jaGYEWZEJtgZT\nnl1CamwKY/MTNPU9QqfTcbH8HAlRR8sT3pOAhwaG8P7pG8dSCT4I2zs2brfewelxUZCaR1XewR1X\nr+DdnQscZ3tnG4BAi5XspCwyEzOwmvevLCuqwrZzm46xbsaXJlDwdXkLM/KJCYtGURUEWUJRJL+j\nqaqoKLKKoqhoFQ2yLD9Bjn2E+EmCLDxDmBXl8KRMo9GQlZxBdmrmCxdWHq+H9oEutuzbBFkDyU3L\npnOwBzS+KKqjduZeBFmWedjRxI5rx9952zNhCg4M4kz5KbRarb+j/apxR6Ik0tzThs1hIzUhhdy0\nLB601iOIIheqzxDwGu6cR4Xd4XMA93gUgt7Gav0goCi+nGudTkNkpEJQ4OP/29zyAj0jfWiAsrwS\n4qOP5uewp8SIj46jPK/kSKRndHqckekx4qNiKc8v9T/W4dyhrr0Bk8HIheqzLK4t0Ts6ACoEWAJw\nup0kJScQHx9LiDmUjdVNOga7XppZq6gKbZ0NBNz6FSebmgjf2kIFZkorcP/x/4T15IUjbfseRElk\nammG0bkx3F4PV6svEWI9nvij44aqKHgnR5C629AN9mAdHyV8doYAl/Op+9lCQ1mMjWU1IZGwkxex\nVJ7CFH84w6LlzRW+fHTb72cBkByTRElm0YGqrmcjsrySiKiI6NBg1pr3jXt605BlmaX1ZWYX5/1u\n3Aa9gcSYeJLjko7VCPM4IYgiE3NTTM1PIysyAWYLOWlZJETHv3aRQlZlHKIDSZUJMFgJ2e1gv0ge\n7vS4eNjTwPLGCgEmC2dKTu/rI6MIXlyNd9E/uE1kRwvhq6v+21bi49mqPoV68ToBVbVoDrH+6p8c\npG2445Uy2I+KycVp6rrr/Zf3xtAAMhPSmVqaQa/T88GZmwTstyaTROaHe2gZaEM0myg7c43B4S62\ntzeIi03i/NmbmM0W7PYtPvvin5AkkXev/oSYXYNeRVFobX/A0HA3AQGBXL30EWFhzxezhoa7edR6\nj5DgMG5c+0NMu8XAJ7vYz0rDD4Ol5Vnq6z5H2VzHpNEgKgpes4Xk5AxKMopwed3cbr2LxWTm/dob\nWEwWJFmiqb+FiYVJ//PotDpyU7LJT83b10xMkiXudz5kYWWO0ulZKpqbSBjzFTVsYWEsXv8Rxj/6\nT+jCo+gZ76Nnog9VVclPzaUip+x7UQD7oWJlc5WO0S5WNn3H5V/8xV+8JdbfNg4i1nX1XzA5NYxG\no+HdKz8hNvZpEydFUejvamCs+xGK2wWAqteTkppLRckp9C/oNiqqwhfNX7O2vU5aXCrzawuIkojV\nHEBpVjGZCRlotVr6JgZoH+nEZDByperSkaJDwLeQ+m39Zzg9Lm6evPZGKl47bie32+5i27GRkZBO\nbdFj4x9VVVneXGF0boyZ5VlkRUGr0ZIck0R2UuZTDquKqjzlvC0pIh7Rg1v0IIoiHsnLhmOLuaVZ\nHK4dtGgJMAYQZAlCr9EhSzKyrPjJ8VH3RYPesPurx2Aw+C8b9Qb0u9cZ9Ybn7qfX6V9aZd/Y3qRj\nsBuv4CU+Oo689Gyaultxe9xUFpQTF3U0+djLMDQ5wvjsJKnxyRRlFyDLMg/aGnB5XJypOEVoUAhe\nQeDuowcY9Hounjh35AKMJMu09LaxadsiKTaBkpwihqfGGJ+dICslg9wjRJe8LpwuLS6XDo/H5wD+\nVjn1w8GLyPXa5jrtA51IsnxkEzxFUWjqbmHLvn3kwtGTj312VntkaozRmXHSElMpzMxj07ZFW38n\nwm6ciqzIFOcXYAkyE2AMpH9ogLX1dU7kV5GfmvvC1x2cHqa1v4W8oSFONzYSv+hzEl/MyGT7Z3+K\n9fqPD7VQ/75DlWU8o4PIvW3oB3uxTvhItGW3C7iH7fAItlPTcGfnoRaUoiks5YvRLpxuJ+/WXDm0\n7FZVVSYWJmnoa/Z/L6TGJlOSWbRvUsZeRJZH9vi+k3YjstBoMH0PIrL2YN9xMLs0x/zKIuIuOYoI\nDSclLonYyJhvtah+nPB4vYzPTjC9OIuqqv7Cc0xE9GsTbFERsQl2tFqdL/vaEESALuCFRa7+yUH/\n/GxRegHl2aUv/I73jA4ifPMJlob7pExPo5d95zCnNZDlkjK8ewZoByhvFEXh08bP2XJsc+Pku08Z\nZH0bGJ4dpbm/BaPegChJqDxeK8VHxLG4sUR8ZBxXqy7t/zlJEiuTwzT1NOLVaSk9e535xRnm5icI\nCgrh0oUfERYayeLSLLfv/BqTycJ713/mNzrby4lu76zHaDBx8cJ7xD3RIZ+dm+Deg08xmSzcvPZT\ngp4YWxge7aX50R2io+K59s7vH1rhoCgynd1NDHc2YvJ6QVWRDAYS0vMoySomJDCEHbeTzxo/RxBF\nrtVcJTositnlWep7m33HP2DSGylMzycnJfspf6Qn4RW91N3/lJQHd6hqbyd029dIms/OxfaTf4f1\nxu+h1RvY3rFR39PIum0DqzmA2uJTx2YI/LuIDfsmnSPdzK/5ct2TohMozSim4p0Tb4n1t439iHXT\nozuMjPYCcPniByQlpvtvk0Qv7U3fMD/ci7orrZL1esJjErl8+tqhDuye8X46R7vQarUoik96UpJR\nRE5yNnqdDlVVaR/upH9qkABzAO9UX34ls4LmgVaGZ0YoSi+gMvfNyXA9gpdv2u6ybtsgKTqBE/nV\nTC1NMzo3jsPlk+1ZLVYSIuMIDw5DVCU8ogeX6MYtePCIHgTJgyCKeCXB10WWBLQv+NkPRoPxKdK7\nHxE2HECOvw0Zn6qqTC3MMDgxDCrkZ+SQkpBMa18H61sb3woB3bbbaOhsxmw2c76yFr1e7yfae3Fb\nAEOTo4zPTlCQmUd6YuqRXkNWZNr6OlnbWic+Ko7y/BJcHhcPWusxGk1cqD6L/g0t6jxeDQ6HHq9H\nxWSUOILq9y2+J1AUn4xfq9MQGaEQFPSYXNscdlr62vEKXtITU8nPyD30ser2uHnY0YgkSZwuO0lo\n8OHPqS63i7p2n0nj2cparLvqC58hoC8Tfq9I5fK4aevvwL7jO9fptDpOllch6CW0soamrhb0sp4f\nnbn50vP63OoCdzvuoyoKxWubVNbdJ2mgH4CN6BhWfvJHWH7/T9BZfhhybkUS8Q71Ife2ox/qJXBi\njIj5Od/i9glsRkVhS03Hk52PWlCKqawaQ8TTc871PY2ML0xSnFFIRU7ZS197zyG5e7yXLYdvcRsW\nFMq50lrCgsKeu+/zEVleQEWL7nsRkQU+H4DFtSVmFufYdvjmyk0GI0mxiSTFJR5bXvR3AZfbxejM\nOHPLvoVxWHAouWnZT3kdvCrcshuHuINFbybIFESQPgiT7uBZ+Gcdn8+VniH4Jaqy2ZU56pu+pnBh\nibzJKWJ7Ov1jC7JOx1JGFo6a02ivvPfcmMfK5ipfPPqa8KAw3jt9/Vufq20b7qR/coCI4HBCAkP8\n/j7gk4kLkvDijHtFYXNmnIbOh7hUmYLTVxEkkd6+FgwGI2drr5GclMHgcBctrfcJD4vi+rt/+NS4\n28TkEA1NXwMazpx+h/S0XNbXl/ny9i9RVbj2zu8TFflYNbq5ucatL/4Jvd7A++/9nMBDqvxsti3u\nfPMrxPUVdJKEqtGQlJ5PQX45wbsKHlmW+bLlNmvbviJoWFAojwZa2d7xHWMGvYGKnDKyEjNfuLbZ\nbn2I8rd/SUFPNwZJQjAYmDl9Fvnnf0ZAkW9WW1VVBqeH6RjpQlZkMhLSqcmveu08899V2Jx2ukZ7\nmFqaBnxJDuU5pT5F61vzsjeDZ4l1W/tD+gfbATh/9gZpqT6TMJfTQVvdF6zOjPoGAgHZYMRrNFCS\nV05pZvFLX0tRFHon++ka7QFAr9NTlF5AQVqe3zxGURQa+x4xvjBBiDWYq9WXXymnbnljhS9bbhOy\nKwE/LmIjKzKCKOAVBYTd372/vZLXf53L42Zla9U/06c88SMj+/9+sjq6hz2yrNfoMelNWPRmjHoT\nJuP+RHjv8o7LycziLLYd3/8zMSaBnNTMNypBPgiSLNM70sfC6hJGg5GKglIiQyP88uuYiCiqCo/X\nrExWZOo7mnA4H0vA7Tt2HnY0YTaaOV/lI9qC6OtW67Q6LtWcP1JnQ1EU2ge6WNlYJSYimsqCMrRa\nLa19HaxsrFKRX3pk2e6rQhQ1bNv1CF7Q60SMP1w/pt95+Mm1drdz/QS5dnnctPS2seNyEh8VS2lu\n8aH32dXNNVp627GYLZytOO2fmT4M9rKxw4JDOVV6wr/YXdtc51FvGyFBIZwpP4lGo0GSJbqH+1ha\nWwbAYrZQW1GDU3aysrVG70g/iUEJvH/6xksXzcubq3z16GtUICU2mWqtGdPf/iWpLc3oFIWdoCDm\nbn6E6X/4z+iPgXQcFxRBwDPYjdLbgWGol8DJcSLm5zCK4uP7aDRsRUdjS83Am1MARaUYS6oP7Obt\nYWppmgdd9USGRHDj5Lsv/AwVVWF6aYae8T7/whh8pqDXaq4+dc4VFMEn9X4mIkujarDozN8L53RV\nVbE5bMwszbOwuoi8ux6JDo8iOS6RmIjof1MGRw6ng5GpMZbWfQ7tkWER5KZlExa8v4nsYaGoCk7J\niUf2YDUGEWz0dbAP8loRRIFHA61MLE6h1+k5WXiCzIT0fe+7h3uddcwsz3Ky4AQ5iRm4O5rg3peE\ntTUTMzfrv99WZCRrFSeQzl3BcuYyOpOFht4mxuYnXkxojwmqqlLXXc/U0gypcSmUpBfyVesdv8EZ\ngAZ4v/bmc7PDTzwJjoUZ6trv4RQF0itqCY+Mo7H5NrIsUVFWS2FBJc0tdxkd6yMlOYsL524+dfwt\nLc9y9/6niKJAcVE1Y2P9uD0uLp5/n5TkTP/9RFHg08//Ebt967nm10FQFJnmlntMDnZi8njQqCpJ\nyZkUFFQTFPL0NjX3tzA8O0pMeDSiKLLp8BlAajQaCtMLqMguPVjlIAi4Pv0XQn79CxImfJnXW2Hh\nLN38ENMf/ScMTxi47ridNPQ2sbSxjMlo4lRhzbEl6/yuYcftpGe8l7H5CVRVJSI4nIqcsqeVsG+J\n9ZvBk8S6u/cRXd1NAP58vI2NFdoffI5tee4ph2+HRsUjS1TklFGcUfiil/B1Kpem6RzpxuHeASAp\nJonaopNPub1KssSDrnrmVueJDIngStXFVzKvECWRTxpuseNycuPUO0SFPpYS7WWY+siw9wCC/Pg6\n3/W7hFkSkOQXz6s+S5z3fgDCAkMxmyzodTr0eh1GvQmj3oBRZ8SkNxFgNGM2WHydZoP+lRYxqqqy\nsrHK8NQYDqcDjUZDSlwSWSkZR47rOS443U7a+7uwOx2EBYdSkV+KxWxhfmWRrqEerBYrZypOHrsz\n7/DUKGMzE6TEJ1GcXYiqqjR0NrPtsFFdVElMhG+/2JOz5mfkknEEea2qqnQN9bCwukRkaATVRRXo\ndDpWN9Zo6WsnIiSck6XVb6SzI8uwtW3AZ3MgYXkbq/WDx4vItSCKtO1G2oWHhFFVWHFokry3v8dE\nRFNVWH7o/VNVVToHe1hcWyInNZPs1MeuvZ2DPSysLlKYmUfaruJDVVXGZiYYmR4D8GdiOyQHnaM9\nLK+vUJNRTVVOxX4v9xSGZkZ4NNAK+CrwF8vPoS7Nw3//v0i5dxuT4DPbmbl4Fc1//K+Y3nBWvOx1\n4+nrRO3rwDDUT/DkOOGLC/4cYPDFFG3ExGJPy8CbW4CmsAxTSRX6IzpS77idfFJ/C0WVef/0TUIC\n958TVxSFqaVpesb7/Bm+cRGxLK4vYTVbeb/2BmajCVmVccvuZyKyRDQqmL4nEVngi3GcX11kdnEO\nu9PX+TSbzCTvdqcDzD8M1cKrYttuY3hq1O9qHhsZQ25a1mv7kYiKhF20g0ZLsNFKkDEIq8564Hlh\nYmGS5oFWREkkPT6NkwXVB3YXXR4XHz/8FBX46Oz7T80pe+dnEO/cwtr0gLjBfoy7Hj1ek4mlgiIc\nJ2q5G2LBFRj43GO/DUiyzO3WO6xsrVKUXkB+ai6/qfsE8QnDQ71Oz7Waqy9MlnGtLfGw+RvsHicJ\nRVVk5ZZyv+4zXK4d0lNzqDlxibsPPmFlZWHfvOnNrTW+ufsxLpdvrXyi6gL5eY8VKaqqUt/4FROT\nQxTkV1Bdee6F2yXLMiOjPXR01KN37qAXRaKj4qgsqcUa+bzb/16+tFajRVEf++tEBIdzqfLCgf4/\n4vIiwi/+ioSvb/lTCcYzMph99z3SfvZn6J7YR1RVZWJxike7+1FSdCKnimp+MEaS3yd4vB56J/oZ\nnh1BVhRCrMGUZ5eSEpv83DH8lli/IewR64HBTlrbHwBQVXmO0IBguptv495c9zt8R8QmkZNdSsOg\nL5+3MrecovSCA59bVVXm1xboHOn2V7wAkqITuVz5tAGNIArc6bjPyuYqcRGxXKo4fyDRUlXVL4/e\njxhPLU2zbtsgxBpMYEDg07dLwpHMuMD5TBn6AAAgAElEQVQnqTYZfLNke3/r9Dp0ej16gw60YHc5\nWNleYcPhM0vRa/UkRMWRFJPI/MoiCyuLWE1WqgsqCQ0MRq/5duTWe1BVlYXVJUamxnB5XGi12t2s\nzPQjdaleFysbq3QN9SBKEinxSRRk5qHT6rA57DR0NaPVaKgtP0WQ9WjxEC/DtsNGQ0czZpOJ81Vn\n0Ov1TM5PMzA+REJ0HOX5Pnd4URK50/wArVbDpZrzhzbJUFWV3tF+ZpfmCQsOpaa4Cr1ej6IoPGhr\nwOl2cq7yNMEHLHqPE6r6OFZLkt46gP9bgqKA3aFHxUeug58g17Is0zXcy9LaMoEBgZworjwUuVBV\nlUe9baxvbfgd8Q8LQRSpa2/A6/VyuuwEYbudDq/g5X7rQ1RV5Xz1WSxPFPEWV5foGOwG8BebbF47\n9zof4BUEPqx5j8TwxH1f78n3/FXrN/5c5WBrMFcqLxBsDUbcXEf4u78k6dbHBDocyDod09Unkf70\nv2Aprjr0th0WssuFp7cNta8T43A/wVPjRCwtoXui6CrrdGzExWFPy0TILURTVI65qALda57nFFXh\n65Y7LG+uHBhJpCgKE4tT9Iz34XD5iquZCRlkJ2Zwt7MOQRR4t+YywcHBuGX3UxFZWo3WJ/XWfzdF\n2Gehqiqbti1ml+ZYXFtG2XUejomIJjkuiejwyO+FJP1NYn1rg+GpUbbsPjl/Ykw8OalZr61M88ge\nbKIDi85EoCmIYEMw5gPk4Xang7ruetZtGwRaAjlXWnvgLPTeDHNKTDIXK/YngbLbjbv+Nvq620R3\ntPljl1RgISGBucJiwj74IyxlJ/Z1tz8ueAQvnzd/hd1p52ThCUwGIw+66jEajH5XeYCMhHTKsooJ\nCti/qOHd2qCh+Ws2HNtEZRdSdfIydfVfsrq2SEREDLUnr3L3wSfs7Ni5cO4mqSlPj8DtOB00Nt0m\nJiaB0uKn88DHxvtpaLpNZGQs19/5gwPVSpIsMTbWT3fPI8QdG2aPB4vJzKmyc0TEJYHx6WKIV/DS\nMdrNyK5T+h40Gg3l2aUUpe+f8uJsb8T4i78mpbUZvSThNRrpLS2lpaqKrHM3yEt9OhrX4/XQ1N/C\nzIovDeZEfhVZiRm/c8fx60IQBQamhuifGkSSJaxmK2XZJWTEpx2o2HlLrN8QNBqN+s3tJhqbbgOQ\nHJOMY3kW0eHrYqs6PQlJGVSUncYjePmq5Rvcguel8pzlzRU6Rrr8IfFJ0Yksri9h0Ov58Mz7GI1G\nRFHEKwo4XHaaB1pxuHaICA4nJSYZURb9RPhp4uxFEMV9JdQv2EYfMTaYniPIRoNxH+Js8s8n63Ra\nZBSkJ6KsJFUGVOxOBxOLk8wsz+EVvWjREh4YRlJMIgnR8VgMZvQaH1EbnR5ndGYck8HIiZKqA7sM\nxw1FUZhdnmdsehyP4EWv0/uzMo8Su3NU+LpV44xMj6PVaCnKLiA5zrd49goC9R1NuL1uqgrLiY08\nXrMyRVGo72jC7nT4s6NdHjcPWuvRarVcqD6DaVcpsed4nJeeTWZyxqG3bWBimKn5aUICgzlZUu2f\nlZqYm2JwYthvlPYmsBer5fUoBL51AP83hxeR6yf3RbPRRHVx5aHOLV7By8P2RryCwMnS6iNFeK1v\nb9Dc3eqLrtv1LQCYWZyjd7SfuMgYKp+JltvY3qS5pxVVVX2FqJIqVrZXqetrwGoO4MenPiDU/GJp\nq93p4OOHn6LVaJAUGZPBxKWK8/6MZdntxv3//Q2xv/qF35l4trAI58//nP+fvfcMjiRPz/x+Wd7C\ne++9awDt/czscGd3Z5ZL8Y57d9SeCYV0EVLoIkTqQheUKPI+SRcnF1KE7kRSjDNLhi7IvZ2dnZnd\nnZk2aIuGdw3vvQfKV6X560NWFYAG0I2e6R7DxdMfGkhkZRUKlZn/532f93kc19/+XAtyxbtLuK8D\nMdiDdfQpCVMTpK6uYNhXnFVMJjZzcvGUlCFX1iE1tmCrbX4tc98xQ8+CzHzeaL5+YDGqaiqTi1P0\nTQziC/owSAbK80qpL63DaXPwi/ZPWNxeoqGyjqLcwn0RWXpahMP89YjIAv3zubC6xNzyPL6oE7rD\n5qAgO4/8rDxs1q8+G/urhBCCtc11RqbH8LxCZZoQAp/iJ6gGcJrdusGZyX2k27umafSM99E/OYgk\nSZwpb6S+tPaQ07gQgo8f/4rV7bXjo6v2769phEb60T79kITH98meHMcQXUt7ExJYbWohcu0tbDff\neWm1x0ng8Xv58NHHhCMR3my9ydTSFFNLM+Sm5bC4sRTfzyAZqMgvo7Gs/shuuuL38vD+x6zubJBY\nUMrVb/2Arq77jE8OYbc5aG29xqPHnwGC73z7h6Q+Jys+hp2dTX724Y8xGoy8973fPWBkFn9eRWZs\nfID+gScEg36soRBmWaa8uIbGmhYk98H7gzfgY2hmmLG5cVRNv7fECgluh5vrTVcOGQdrkTD+n/4F\nKX/9F2RP6+7g22lpTH3rHT4rLiBktXCt8TIlOQeVQ/OrCzwYeEQwEiIzOYOrjZeOLU6c4mgoqsLw\n7CgDk4OE5Qg2i43Gsnoq88ufOxKmCQ1/xEfd1TOnxPp1Q5Ik8Ud/9EcYZRmboiBF578ki5Xikhoa\nG85hMpjY9m7zi/ZPCUVCcUdXTdPiMulYt3jTs8Xk0jS70Vkup82B2+Fm07OFrMi69EzT4q6dJ4XR\nYDxIhk17X8eIsNFopHe8n2A4yNWGy2SnZmIxW15oxiWE0EmzUFBENANak1GFBgiEECiaiqLKRFSZ\ntc0NFlcW2fbsYMCA1WihMKvghVEe0wuzDE48xWQ0ca7+5fNovwhUVWVmcZbxuSlkRcZitlBeWEph\nTv4rn5uTZZmekT5WN9exW2201jWTFL0BaJpGe38nGzubVBSVUVl0uOPyRTE6M87YzAQF2Xk0VtYj\nhKBjsIvVzXUaK+vjBF9RFD59fAeAty7cOHGhISYxdzlcXGo6jzVa+Q2Fw9x+chdJMvDG+WtfivmG\n16fHagUDArdLefEDTvGNhBCw69kj126Xyv5LWqygYzIaaa1rJv2IyJZnsbmzxaPeJ1gsFq63Xo4X\nm06CmAFgflYuTVUN0dcoeNDTzrZnm3P1LWQ+Y7YVi7gD3bzxQuNZxucneLo4QkFWHjfqr5FgSnju\ntbpvYoDusV6yUjJY3V5HkiSu1F+kdN+sp1BV/B/9Fck//jOyp/QZv9WCQjb/zj/E8f0fYjhGCaXs\nbhPubYeBXqxjT0mcniB5bS2+qAc9p3czLx9fSRlydQOGhhZsNY0YXuK9+7zY2N3kw4e/wGqx8ptX\nvxcfk1JVlfGFSfonB/GH/BgMBiryy6kvqcVldyJrMg9HHtM3M0Beei4tVc0oQsGIhNVgxWz4epgx\nCCHY2N5kbnme5Y1VRDQuMjs9i4LsfFKTUr42xP/rAiEES2vLjM6M4w9GlWm5RZQWFH+h+4+iKXhk\nL0ICl9lBgiUBl8l15Pu/tLHMvb4HBMJBslIzudZ45ZBcOBavajNb+cG1917qta3NjjP9//0pVRMT\nlI6NxyPnFJOJ5YpKvBeuYvrWe9hKK19wpJNjbXudX7R/giRJvNV6k7a+BwTDQWqLahicHgJ0Ay9Z\nkTEajNQUVVFfUnvoGqoGgzx59EsW1hZxZOdz850fMj07Skenvk6orKhneKQXp8PNu9/9u9if4yek\nKDIffPQX7OxscvP6uxQVHlw7ybLM6Hg/g4MdBEMBjKqKLRjEbrFyvukKGdkFsK/osrm7xeDUENMr\ns/q5FjUTjknAS3NLuFh77oByNLI8j/Lv/jW5v/oQt0dvvs3X1uP92z9iqaaOh0+fYDQYeKP5xoFo\nXFmReTLcydj8BAaDgZaKM9QUVz037u0UB6FpGmMLE/SN9xMIB7GYLNSX1FBdVPVcdW9YixBSg4S1\nMKqicPGNa6fE+nVDkiTxL37/9+MVeMlmJzO3mOTUTGRVJiJH8AS8LK0vowkNu1Wvakfk8AvnjQ89\nFxIOmz3eOQbdbVLVVLJSMijMKnymi2yNk+iTmI89Ge5kaHqY2uJqzlW3Hvq5ECJOnPeirPTvYz+X\nVQVVU1CFhoSEFH3lwUCIlbVVllaX96I8ElMoyMkjOy3rxOZBi6tL9Iz0I0kSLTVNr7xb+yLIiszU\n/AyTC9OoqordaqOiqJy8zJxXYvji8XnpHOrGHwyQlpxKc3VTnHjCXp7uy853nhS7Pg/3uh5itVi5\ncfYKZpM5LkVNTUrhYuPezPP47CQj02NUFpdTUVj2giPrmJibZHhqDIfNweUz5w90B3qG+1lYXaS+\nvJai3NdvwBEMGvD5jQSDAqf9NFbrbzri5FpIpEY71/tPn8W1ZXqH+xBAU1U9eZm5xx4rhom5KYan\nRklLSuVC49kTn4+apnG/+xG7Ps8Bgz6Pz0tb1wPdHPDclUOjFQsri/SM6IkTFrOZ5uomBsaHWAuu\nc6a6iaqccpIsSccaKKmayvv3P2TXt8v5mlZ6xvqIKDJNZQ00lTccev3+B7dw/Jv/m4LebiRgOzWN\n5d/6Iebv/jby0z6koV5sY8MkzkySvL7O/keHrVadRJeWo1Q3YGxoxVpdfywxf51QVIWf3f+QXb+H\nt8++SW56DoqqMjY/zsDUEIFQAKPBSGVBOXUltditNkJqiKAaZHZtjnsDD3HZnFxvuoLdZMdq+vp0\nfEPhEHMrC8wvLxAIBQFwOVwUZueRl5V76g58AmiaxvzKAmP7lGmlBcWU5BZ9IWVaWA2zK3uxGM24\nrW4SzQnYjIc74qFImAcDD5lbXcBqtnC5/uKhznTPeB+94/1UFVRwse78S72Ox0NPGJ4d5UxpHeUb\n2xhuf0xKZzvpS4vxfTYys9hsPY968zdwXLiJwfLFPjezK3Pc6r6L3WrnbFULbX33SXQmkJOWzfDs\nKADpian4QgGC4SAWk5m66Gz2fqKjyWF6Ht9manESa2oGN9/9e3g829xp+5BIJExGeg5r60tkpOfw\n7bd/G+Mx42gPHv6KsYlBqiubuHD+jfh2WY4wMtrH4NNOQqGg3oQKhzEGA+RkF3C2/gKWpFQwGPRC\nzMYyg9NPWdpYBvRkAKfNGY9lMhtNXKy7QGnuXrfZ//gu1h//KQWd7ZhUlZDVyty1NxA/+i+wV9Yz\nMDVE54gejftW6xsHxgJWtla51/cAX9BPSkIy1xovH0ohOMXxEEIwtTRDz3gf3oAXk9FITVE1dSU1\nx0acyZqsm1BqIYTQCCkRVE0l5A/wzvffPSXWrxuSJIl/+Xu/h2wyEbFYEC8giM/KqA0GA96AN24m\n4rI7KckpJitF7xZHFJnPOm9jMpr4wbV3sUfNCVa31vi08zYRJcL5mlZqir6Y6+Pq9hofPfolCQ43\n7135LhiIk+cYkX6WQCuajCZEnEBLwqBflIxmjJIRRVVYXlthdnk+Ps9kMVvIz8qlIDv/c0d5rG2u\n0zHUjdAEjVV15Gc9f77wdSAcCTMxN8XM4hya0HA5nFQWlZOdnvW5yK6syEzOTzM5P42maZQVlFBV\nXHHgWLFFtcvh5Erzqzcr0zSNe90P8fi8nK9vJSM1nYgsc+dJG7KicP3slfjfTFEUPmu/gxCCNy8c\nP8+/H9OLswyOP8VmtXH5zIUD86zbu9vc73lMgtPNtdbLr72zEolI7HpMhEJgNct8iWPzp/gKIYQu\nC9c0iZRUjcSEg+R6Y3uTjsFuFFWhqriCsoKSF6p1Oga7Wd1ce+m4O1/Ax93OBxgNRq63XsYePR+G\nJ0eZmJ+iNL+YmtLDWdWxJADQx3TK8ksYn5tEM2ucbWwmMyGTFEvysZ3Ula1VPn78K5Ld+iLts647\n+II+SnKKuFx/6cgibPBpH8Y//78oetCGSTms7AjabGwVFOIvrUCprsfYeA5bRc3XJif74WA7o3Nj\n1BRV0VJ5htE5nVAHw0FMRiNVBZXUFFdjNBsIqSHCWhghBJveLR70PMagGbjZfJXE1yCd/TzQNI21\nrXXmlhdY21xHIDAajORk6N3p5ISkL707rRub6mo6RZGJyDKyIiMrSvR/mUgkQjgSIRQJEY6E9X1V\nNZ4HbjaZsVms0bQO08EUj+dsMxqMr+T3VVWVmaU5xmcnX5kyTQiBX/ETVIM4zE7cUXn4s+enEILR\nuTGeDHehaiqVBRWcq26JF9dUVeX9B3pR7DsXf4PM5BdLn2OIyBF+cvd9IorMD669G5cPh2YnUT75\nANfDu2SPDmOOKi6DdjsrdY0ErtzE9q13MX/OBsbQ9DBPhjtJciWSkZzB2Pw41YWVbHg24yZyGcnp\n5Kbl8HRmhLAcxmax0lBaT1VBRbzhIhSFwe57jEw9xexO5Pq7v4vBZOKz2++zu7uF3e4gGAxQXlrL\n5UtvH/osTE4N03b/Y1JSMvjuOz/EZDQRiYQZHu1l6GkX4XAIs8lCsisB3+IsZgGNta2UlNQg2R1R\nI8NZBqeH2PLofkfZqVnUldSw49mhY7Qb0A3KbjZfw+1wo4aDBP/635P6k78kc24WgK2MDFbe+21s\nv/OPMCUm69G4oz0MTg3p0bhn3yTJrY/0KKpKz3gvg1NPkZCoL62lqbzha5Es8E2AEIL5tQW6x3rZ\n9u5gkAxUFpTTUFZ/pMmbJrR4MVURStSkOQyShEWYWVpdZnhqlP/hD//wlFi/bkiSJP74D/+QpMQU\nclKzsdvs8XnjYCRE12gPsiJzvuYs1YWV8RM+GA7SNznI6NwYmqaR5EqkuaKJgsz8+D5CCH7R/gkr\nW6tcb7oSn7eYX1vgdncbmtC42nDpgIzvZaAJDUUohJUwHzz8iO3ADjebr5OalBz/eURV0DTlSAJt\nNVqOlKLseHeZW55ncXU5HpeVnpxGQU4+Wa8oymNrd5snA13IivzSbtSvEsFQkLHZSeaXFxAIEl0J\nVJVUkJ58MlMYJSoxn4hKzK1mC/UVtWSnZx3Yb8e7qy/wJANXWy7icrxaszLYm5feL0/tGx1gbnmB\nquIKygv3Zqgn56Z4OjVKRWEZlcUvlqPPLy/QOzqA1Wzh0pkLB4oqQgjudT9i17vLpabzr13iryiw\nvWtGv2Yq2E4dwH+t8CJy7fV7edzfSSgcoiingLrymueeyxFZpq3rAcFQkPMNrWSkHG1CdBRmluYY\nGBs60PFWVJU7HfcIhUNca7l8aDxGCEF7fyfr2xtx+WFSQhI7nh1S0pIoKy0h0Z5EmjX1yO4YEI/i\naa1qpiy3hM+67rK+s05GcjpvNt84ds40sjyP8mf/J46pMYJFpSg1DZibzmEtqXytpkhfBHOr83zW\ndYckVyIlOcU8nRkhFAlhMpqoLqzU1TYm6VB3AlWju78Pr993YATmq0QgGIh3p0MRPcoo0ZVAQU4+\nuRnZX7jYKoRAUZU9Mhwnx/IR2/YIc2yb9jnXbJIkxcm1BC/hALP3+BjZtpjNmEwmLCck5UeNusmK\nzNTCDFPz0yhxZVoZeZm5n3v9ogoVr+xFRcNpdkbl4c5Da6ht7zZ3eu6z49shyZXI9aar8YiqWD51\nkiuR965896VI1uTiNG1998lLz+Wt1puHfmfV7yN45xdY2j4ho7uThF29GaJJEqvFJeycv4zhze9g\nq2t5qXP98dMOhmdGyErJJBAK4Al4udZ4hUeD7SiqjADcDjc3mq4yv7ZwwEyqqbyBstwS/T3XNMb6\n2+kb6cZod3D5u3+X5JR07t77iIXFaQwGI5qmcq71OrU1e0kJu55tfvbzfw/Ae9/7XWw2O8PDPQwN\ndxOJhLFYrHrm9ewEofUVEt1JnD9zlcTMXGRNZWx+gqczw/iCfiQkCrMLqC+uJSUxmc6RboamhwEo\nzyvlUt0F5KV51H/3r8j75CNcPh8CmK9vxPc7fx/nW+/G3ztN03g42M74wgQJzgR+49ybuOz6um7T\ns0Vb7wN2fDu4HW6uNV4+1tzuFIexvLlC12gP6zsbSEiU5hbTVN6I+4h1c0gNR6XekbhvhhACAwbs\nRhv+YIC+0QG2drcxm8z8wX//B6fE+nVDkiTxv/yLf4k34MNusdFa1Uxpbgkbu5v86smnRBSZqw2X\nKMvTSUlYjjA4NcTTmREUVcFld3GmopGSnKJDF9hYRMp+o5XJxSnu9T/EIBm42Xyd/IwXyxVjBFqf\nfVZQhW4gpkU70D3jfYzOj1OSU0RNSTUGJP3OJiQsRjNmg/mFsxyyIrO4uszc8nw8Bzoe5ZGV+1qy\noL1+L4/7OghFwkd2eL9M+AJ+RmfGWVrT5UEpiclUl1SSkni0ZEfTNOaW5xmbnSQcCWM2mSkrKKYo\nt/CQ/DMcCUfNykKcq2sh84iIhy+KmATVarZw4+xVzGZz3GTJ7XRzreVSfEGhqCqfPb6Dpqm8eeHm\nC13SY1Jys8nMpabzh4jC3PI8faODB9zGXxc0bc8BXNMUHPav/zXmFK8eMXKtahIpKYKkROUAuQ6G\nQ7T3d+L1e8lKy6S5uvG54yo73l0edD/CaDQd6D6/+HXsdbxrSiopjTqMr26u82Sgk+SEJC6fuXDo\nuhaRdQPDQCiI3WojGNaJoqIq1FZW40p24DS7SbUn4zIdsZiIhPlJ2/uoqsIPrr2HzaLn3k4vz+B2\nuHir9Q2SXF+P7uwXQSAc5KdtHxBRIpiMJmRFxmwyU1lYTnF+MRg1/b54RERW/9gQs0tzBwqNXwU0\nTWNlY5XZ5Xk2tnW3Z5PRRG5mDoXZeYe66LHUjzj5PUCOD26LRL+PdZgVRXkpY1PQu8wGg0H/jEa7\n1oqqcNT6zW6143I4cTtdJLoScDvduBxOjEYjvoCfsZlxFqP30KSEJErzinDaHciKQiTaCZdlmch+\nUh8n9nvbXnbteBwBN0oGdn0etr07CCGwWW0U5RSQnZaJxaIbtL7smiOiRfBEPBiNJhKsCbhNLhym\ng+sjRVXoHOlmeHYUo8FAa1VLvDETU1+cqWikqezkn8v9yQBvtNygMDP/+H01jWB/F+Kzn5P05CGZ\nM9Nxr4Td5GTWmlqRr38L+413MDqev7bThMbt7jbmVufJS89lYX0Rh83BmfJGHgw8wmaxEYqEsJot\nvNF8gyR3Iv2TQ4zMjsTjj85UNFGUVYAEzIz20dn3EExmLrzzt8nJK6Gr5z6DQ53x53z7zd8iN7cI\nRVX48KO/ZGt7nUsX3yLg9/F0uIeIHMZqtVFb3YIRGH78GUQilBVV0VB7lojFzPDsKMOzo0TkCEaD\nkfL8MuqKq3E73PhDAe723mN1Szd5rC2sonbHi+0v/oyCricYNY2gzcb8jbfgR/8YW9lBRamiqtzt\nvcfc6jypCSm8ffZNbFYbmqYxODVEz3g/mtCoKqigtar5lasT/6ZifWeD7rHeuEy/MLOA5orGuAog\nBkVT9IjEaDE1rMjImoxBSDiMdowGI5qmMbUww+jMOJqmkZ2WSU1JFVe/c/OUWL9uSJIkJh+NMTg9\nRP/EIKqmkuRKwhf0oaoqVxv1jrKiKjydGWFgcoiIEsFutdNUVk95ftmRVUdvwMtP7/0cg8HAD669\nh8Nqj8tqLCYLb7XejLu5xqAJLWoapqIIFVUoyEJBRLP0NKERURRUTUZIYEBi27NDR383LquTm2ev\nYTGdfK5GCMG2Z0eP8lhbQdVUJCQyUtMpzMknIyX9tRPdQDDA4/4O/MEABdl51JfXvpKO+OfFrtfD\nyPQYa1u6m3tGSjpVxRUkRp0khRAsri4xOjNOIDrPo8d4FcedsfdD0zQe93ewubNFZVE5FUUnm2V+\nGeyf94yZJqmqyt3OB/iDfq40XyQ5Ye/CFIvdKi8opark+dLX1Y01Ooa6MRoMXGw8T1LCwUWgLMvc\netKGqqrcPH8wZuhVQ4g9B3A5chqr9esOnVwbUTXDkeRaVmQ6B3vY2NkkOSGJs3UtB/wOnsXM4iwD\n409JTkjiUtP5E1+HwpEwdzvu60XY5otxotQ51MPy+gr1FbUU5Rz2HPD4vNzvfoRAkJKQxMZONKrQ\naORK60VChjBWg4VUR+qRpmYTC5Pc639IfkYeb7bcAPQia9/EABaThZvN18hJyz7R7/B1RDgS5oOH\nH+MN6GNWZqOJssJSivILkYz6/TAs611fI6YDEVkLq0v0DPfhdrq50nzxRB4lrxKaprHj3WFueYGV\njVXkqPzeYbOT4ErAbrWhqmqUGB8kzIr6ciaMBoNhXyfXFCeYsY6vyWTCbDTp6wtFIRwJEwyHCIQC\n+AOBuBNyDJIk4bI7cTlduB0u3E4XLocLp8Nxog7rrs/DyNTx99AXQZekq4fI9lEEXFZkIvLB7182\nTtRkNO29d2bzwa74M9ssJhOm6HbFoBBQAzhMUXm42X0o83xudZ77/Y8Iy2HyM3K5Uq8XuH/S9jPC\ncpjfvPI9El+iALbj2+X9ez/HbrXzg2vvnpiwRdaWiXzyAfaHd8ga6MMeCunbzWZWqmrwXbqG+e3v\nYz1GOaioCh8//hUbu5tkpWSysrUabyZNLE6Rl57L4sYSEhKX6y9QlleKP+ind2KA8YUJhBCkJqTQ\nXNlEbloOyzOjPO64gypJtLz5fUoq6pmcesr9B79CExpGo5H3vvu7DI/2MjLaR0pyOl7fLrIcwWaz\nU1fTSlFRBZ33fsnG1DBWi5XWhos407IYmhtjYnESVdOwmq1UF1VSXVgZNzucXZnjwcAjwnIEoyxz\ncXqO+rY7ZCzMA/qs+tr3/xa23/mHR7quR+QIn3XdYWVr9UA0rsfvoa3vIes769itdq42XDpgYHaK\n47Hj3aFrrJe5Vf1vkJOWTXNF0wE39pjUO6SFDkQkSpIBC+YD3Mfj89I3OsCOdxeL2UJ9eQ05Gdmo\nisq5ty6dEuvXDUmSxOwT3TnVF/Rzr+8BK1t6Vmh2ahZXGy8ztzJP3+SAbtBgttBQUkd1UeWxmb9C\nCH755FOWN1filvvdY730Tw5it9p5s/UGCS53nEArQkYRapxAq5qKrKoHCLQQYMSI2WDCbNCrrKqq\n0tb1AF/Az8Wmc6QlpZ7od47IEdrVKv4AACAASURBVBZWFpldXsAX8AH6Db8gO5/8rNwvFFfxeRCO\nhGnv72TX5zlRd+nLwNbuNsNTo2zt6vM4OelZpCSmMLs0hzfgwyBJFOYUUF5Y+lw34cHxp0wvzpKV\nlklr7ZnXUqiImZDlZeZyplqvgMecu4tzC6krr4nvq6oqn7XfRVEU3rp447nGOBvbm7T3d4IEFxrO\nHinxjpmxPSs1fx3weHUH8FBIw30aq3UK9si1ohlIPYJca5pG70g/i2vLOO1Ozje04jxGfSOEoGe4\nj8W1ZUryiqgtO7nvxdrmOu0DnbgcTq62XMZkNBIKh7j95B6SBDfPXTvyOhFTgzhsdrLTsphc0Gev\nE5xurrRcZFfZRSCRaksm2Zp8wNTsQAdrX4zPxMIkDwYeIxBcqrtARf6rL+a9ToTlME+nRxiYGkLV\nVFRUKkvKKc4rxGwyE5J1qbdRGLCbbIcKIF6/j3tdD5EkuNpy+XN7gaiqeoj0HkWED5I83fD0Zdc+\nRqMxStyiRDgqiT6KMD+7bf+9UtM0/MEAvoAPr9+3738/mjhIOA2SId59du0n0HbHKxv3OnAPzcim\nsqj8c/89Tgr97/YMIVdkZFnBH/SzvrWBL6g7a5uMJixmM5oQKNF58ZeBJEloJhVhFFgtVtwWN4mW\nROwWW9yPB2B8YYJt7w5Ws5ULtWcRQFvvfTJTMnjn/OGZ4ueha7SH/slB6ktqaa1qfvEDnoEWiRB8\ndAvD7V+S1tVO6upq/GfrublstlxAvPEO9nNXDhgVBsNBfv7wF/iCPtx2F96gjyv1F+mbHMAb8HGu\nqpXeiX4iSoTGsnrOlDciSRIev4eesT6mlmcAyEzOoKXyDIZggIePPiGiytRd/TbVDedZ31jml5/8\nNbIcwWg0ou77e9jtTuprW6msaGBtdZGOT/8jEe8uGWk5lJbVMra5zOzqHABuh4va4hrK80rj63RF\nVXgy3MXo3BgJHg8tHR20dHXhDATQJIn5xjMEfvgPcNx451ipfDAc5Fcdt9jybFGYWcC1pisYDQZG\n58bpGOlEUVWKs4u4WHvupVImfl3hDXjpGe9nclGPLEtPSqOl8gzZqXujlGE1TEgLEVLD+yISNQzC\ngMN0MCJR0zQm5qYYm9WLObmZOdSVVcfPw1Ni/SVhP7Fe2Vrlk45bqJqKzWIjGA7G9zMZTdQWV1Nb\nXBN39D4OI3NjPBpsJzc9hytnLvF4qJ2RxTEcdgfXmy7HZdUxAq1oEZAMGNAXikahG4iZDM+PyYpF\nvhTlFlK/jzwdBSEEmztbzC7Ps7K+omd3ShJZaVkU5OSRlpT6lUZ5yIpMx2A3mztbpCalcLbuq5fP\nCCFY395gcPwp/mAgvj07PZOa0uoD5l1HYX5lkd6RflwOF1ebL76W3Gyv30tb5wPMUQm4xWzG6/dy\nt/MBVouVm2evHnjemAFZWX4J1c+J59ja3eZxXwdCaJyrbyU95XB8Uex57FY7N85eea3FEH/AQCBg\nJBQSOGynDuCn2MOLyLUQgpGpMSbmp7CYLZxvaI3H3z0LRVG41/0QX8BPa+2ZQ14Jz0OsiLY/wz0W\nMfi8MYnYdTwjJZ3cjOy4a3hGSjpn65rxqT4iWoREayKpttQDXbFd3y4/vf9zbBYbv3Xtvfg1c2Vr\nlVtddwjLEepLammpfD1FvVeJUCTM05lhfYZaCSEjgwHeOncTm8WGrClIQmAz2o41dlNUhXtdj/AF\nfDRXN5KZmnGQDMvPEq7jpdbPEtEXwSBJB2aULWZLXDJtMVueS45flsiqmoo/sEegvQEfPr8PX9B/\niNQbDcZDBNrtcOGwO177ZyJ2Dx2ZGmPX50FCIj87j4rC0hOPW7wOeHy6Mm1182BX3e10HUHKn/2M\nHJ5fD8ohfKoPFV31Z4n+k3jx+2u32nDZXftMca1YTOZ4KszBpBgLBoORnz/4iEA4yG9e+d4hmezL\nIjQxjPLJB7gf3yd7bARTlMz6nU5WGpoIXX0T+5vfw5Scyo5vlw8f/QJZkZEkCZPRxNX6S9zquYvD\naudm83Xu9t7HG/BSnF3IlYbLcbXIlmeL7rFe5td09+289FzK03MZ6HlAKBKivPUqjeduEgj6+ODn\nPyYY0tdcNqudxoYLVJTXYTAY6G2/zUT3AwxI5OeXsKmprHr0EYu0xFTqSmopzMo/MP645dnmbk8b\nCU8HOP+kg6qnQxiEIGi3M/fG2xh+9I+xvsC40hvw8csnn+INeKnIL+Ni3XlC4RD3Bx6xuL6ExWzh\nYu25Q9nVpziMQChA3+QgY3PjaEIj2Z1Ec0UT+Rl5uk9JVOod0sJoQo1LvY1I2Ay2I3Pld7y79I0M\n4PF7dQO9irpDY5enxPpLQoxYL2+u8GnnLRRVpb6klrm1hXgWNUCSM5GL9efJSjnsrrh/9nk3sMvP\nHn6EkARvn32DvskB5tcXSXQkcq62GavVjkEQ70CfhEAfhR3PDve6H+Gw2bneeuVY0hYKh5lfWWBu\neYFA9ELlcjgpyM4nLzP3udLILxuqqtI93MfKxiqJrgTON7R+pVW/bc8OI1NjbOzoF+1YBdUgGSjK\nLaCsoOTY17fjiZqVGQxcbbn0Wqr0mqbxoOcxO95dztY1k5WWGc3Sfcy2Zye+LQZVU7nV3oYsy7x5\n4frxr927y6PeJ6iqSmvdmSMj0YQQPO7vYGN789DzvGqEwhJer4lwSGC1KLyG+sQpvuEQAnx+IxHl\naHINe0Ulo8FIS+0ZMlOPNpPx+r3c63qEJElca7mE84Tnrqqq3Ot6qHdvoiMZQgjudz9ix7t7rDGa\nEIL2gU7WtzYoKyglLSmZx/36vGFGShqttc1EiOCRPSRYE0m3pR0wNesZ66N3op+aoirO15yNb9/1\ne/i04xaegJfCrAKuNV4+VmX1VSIUDjE4/ZShmWFCWgjJJIEBgpEg5ypbSE1KBQUMGI6VA+uEOcKO\n14OsyBii0TovswaRkDCbnzHIMpmP2KbLgyXJwPbuNsvrK3FfEqvFGk3NyMP5nEzek0JVVXwBf5w4\ne6NEOhAMHJqlNhmNB4hzTMptt9m/8qKKEILl9RVGZ8bxBfwnuod+Gdja3WZkaozNXX0MIyc9m8ri\nz9dVF0LgDXvZDu1gwIhZMmPRzKDp3jwROcKuz8PixhKKqmA0GOMy/P3mbydBzCDOaDCS5E7cI+Gm\ngyQ8Fu26P83GbD7ec0fx7BC8/THWtk/J6u3C5dXHMFSDgZXSMjwXrrJ77jKfbM4jGQyomkpuWg5p\nSan0TQxQnF3E+ZpWbnXfZW17nfSkdN5suR5PwwE9waZ7tDeuDC1ISie4vkIw6KewroXWa99FUWQ+\nu/0zUpLTaGm5islowrO7xeNP/prdlUWsVhuqw8mOqrug56bnUF9SS1ZK5oHPuhCC4dFeIn/1bznX\n3k5WtDu/kpnJwne+T+qP/kuMzhcbyW57t/nlk88IhoM0lNbRXNHE9PIsj4baicgRctNyuNxw8VB+\n+SkOIiyHGZjUPapUTcXtcNNc0UhxdhEAIU139T4g9UbCJJmxHRORqKoqY7OTTM5NIRAUZOdRU1J1\n5GjmKbE+6oCS9G3gfwcMwJ8JIf7nY/b7beA/AK1CiO4XHFM8+ug+n3TcQgiB2+HCE/AiIVGWV0JV\nYSXDM6P6zAYqhdn5NJU3YLFaojnQKjEPTFmVaet7wMbOJvUldaxtrLHt2SEtIZVzdS3Yza/mBqdq\nKvc69QXcxcZzpCUflIALIeJRHqsbawgEBoOBnPRsCnO+miiPk0LTNAbGhphbWcBpd3Ch8dwLO8Ov\nGh6fN1rN1o0t0lPSqCquIMHpZmF1ibGZcYLhEEajkdK8Ykryiw5018ORMG1dDwmFQ5yrbz12Af9F\nEcvgzc3IobmmEdibE81Oz6K19syB/WMOxs+TuXr9Xh70tCMrMs3VjeRmHj0jtLy+SudQN+kpaZyv\nb31tnydZltjxmIiEwWSUsZx6gJziOfD6jIRlA2mpR5Pr5fUVuof7EJqgobKWguyjDYBiapOE6Izu\nSdUYnmiOvMlk5sbZK1gtVna9u7R1PcRhcxyr7IjIctTMLEBL7RkURaZvdBDQZeHn6lswWoxsR3Zx\nmhyk2lNwm3UTQUVVef/eB3gDPr53+R3SEvfuB6FImFvdd1jdWiMtMZU3W28eGVXyOqFpGhE5opML\nJUxElgnLYXxBP3Or8yzvrBAhgiZpOKwOZEVGVVQsWDBiPFHXbz8kScJpd5wg6umg87TR+OLIJyHE\nXmrG2nJcqpqRsudL8nlk1IqiHE2gQ4FD+5pNJlwOd5RA781C26y2r+19PQZN0+IeJc+7h36ZOLqr\nnktFYdnn6qprQsOv+AmpIRxmF4lWN26zOz7GISsyj4aeMLk4FU8FKMjM51rj5TgBjyiRva/lvXNm\n7zyKsOXZRlEVDJLhpdUVFpM5TsB1Qm59hpBbsBiMWMdHcD1qI6O7g6z5ufjjt1JTGSsvZ6KikumC\nfM42XGRqaYb1nXWuNV6mKKuQ+wOPmFqaxmV38a3Wmwc667E86a7RHjY9W0iqSpKiIIfDZJfWcPHt\n3zqQZz010ktv28eokTCS2YLPYgaTiZKcYuqKa+Ku6/vhGX9K4E/+V+raH+MIBtEkibHaWh6dPUva\nW+/RWH4y47jV7TU+7dCjcc9Vt1CWW8rjoSdMLc9gMho5W9VCZcFXZ7z7TYCsyDydGWFwaoiIIuOw\n2mkqb6A8rwxZyEdIvYVuRGZ6Pmfa3t2md3QAX8CP3WqnsbLuSHVlDKfE+tmDSZIBGAPeBJaADuCH\nQoiRZ/ZzAR8CZuC/Ogmx/ud//M/jFyaBoCArn/rSGpxOZ7QbLbO2s07XWC9b3i1MBhMVBWUUZRdi\nMJgwIACJ5ZUVnk6OkJmky888Pg+ZqRm01DS9UpnsyNQY43OTFOYU0BCVHAIEQkHmlxeYW1kgFNbN\nKRJcCRRm55GbkXNkBefrCCEEI9NjTMxNYbNYudB4FrfT/eIHfkH4gwFGZ8ZZXF0CIDkhmeqSikOz\nxaqmMrekO4JH5Ahmk5nyghKKcguRJIlHfU/Y2t1+rXPHXr9Pl4CbTNw4dxWL2UIwHOLOkzZA4ua5\na9isexU+TdO41d5GWA7z5vnrR87R+4N+HvS0E46EaaysO5Z0qKrK7Wic0I2zV15LdJj+PLC9YyYS\nAVCwn8ZqneIE2E+uExMOjw3sj/qrLCqjvLDsyJt33+ggc8vzFGTn0VhZf+Lnn5yf5unkCBkp6Zyr\nb0GSpLgXwfOysmNmZgBXmi8yMT8VvxZZLVbO1p7B7XazHdnBbDSTZk8l0ZyIJEksbSzzyyefkpaY\nyncvfftAR0pVVR4MPmZycQqnzcm3zt4k2X102sFxUFQ1usDfW9jHv5Yj0UW/TEQJ79um/3+UGZcS\n/ScjxzuvRoyYMGHGjFEy4rI7D8qmzbp5lG7IFTXnihLmYDjEk/4uTCYT11ovv/JibESWWVzVfUm8\nfr2LZ7faKMjOIz8r78QETFbkfcTZH5dy7x87i8FithzoPMek3FaL5Ru/iH/ePfSr8lcRQrC8scro\n9Ngr6arLmoJH9oBkwG1xkGBJwGl0xv92k4vTPBpsR452XW80XaU4p+jEx/cGfPzHtp9hNpn5/pXv\nAYKIskfA95+D+wtb+jaZiKx/fVKzPKfXS/nEBOXj45ROTGDVb8yELRYmS0tZamyiPz8fv9tFS0UT\nboeb+bUFxhcmMZvMXG+6Ql567qGO8uzKHN1jvXi8O9iDQQyqSkpOAde+9/d0ZdxnP2V1Sl/mR6xW\nNIeTyoJyaoqqcT2jChGahv/uL7D9+E8pGujHIAR+h4PZN95m4sab9Pg242aPJzmHFtYWudV9F01o\nXKm/iN2qpy8EwkHSk9K42niZROfJTPl+HaGqKqPzY/RNDEad4600lNZRXlCKjExQDaEdSHV4/qhP\nDIqqMjo9xtTCDABFuYVUF1e8cNzylFg/ezBJugD8j0KId6Lf/3eAeLZrLUnS/wZ8Avy3wO+dhFj/\nsz/6Z6ioZKZmUFtcTUqCHvwuqwqqpqAKLVo1FyyuLDM5O4WqaLjtburKqslITScYCnKn4x4AZrOF\nYChIflYuDRV1r9Tlese7y/2uR9isNm6cvYLBYGB1c43Z5XnWtzYAXRKWm5FDQU7+sbOE3wTEFqhm\nk5lz9S3HRl99UYTCIcZmJ5lbnkcIQYLTTVVJxQtd0RVFYTqaYa2oCjaLlQRXAmtb62SnZdLymszK\n9su998+Bdgx2s7KxSkNFHYU5B0lxLBLrWTOzGIKhIA962gmGg9SWVVOSV3Ts88fyskvzi6kprXql\nv1sMQuzFaqmqisN+6gB+ipPD5zcSChtIjXaun70E+wI+Hvd3EgwFKcjOp7685tB1WlVV7vc8wuPz\n0lTVQH7Wi6MR4eCYRH15DUW5hSiKwu2Oe4QjYa63XsF9jPxwaX2FrqEeHDZdrfOo9zHBaJHUIEk0\nVNaRm5nDjryLgAOmZm2995lcmuZ8zVlqig6el0II+icH6R7TY/PO15zFYrbEO2KHF+AHF+XPOke/\nCHsdMSsWsxmryQqSYMO/yZp3HRUVq8lCTno2eWm5OM0urCYzD3vaiSgyV5ovnvjeJSsybZ16tz8m\nwX8VEEKwtbvN7PI8y+sraJqGJElkpWZQkJ1Pekrasdf3iBw5YB4W60THsqv3w2qxHiDO+v/OXwvz\no6PuoeVFZRRk5X1l6SBCCBZWFxmdniAYDn7hrnpIDeGRfdiMFlxWNwnmBGxG/W/rDXj5rOsO294d\nJEni7bNvvpSTf//EAF1jvVQVVnKx9txLvzaIKkqUZ0l4eI98K4dJuhz0kzE2SunoCOVjY6RubcWP\nt5iTw1hFBeMVFSxnZbH/4itJEjazNX5t0LvjZswmC4FQgNWNZYw+L0ZFwWhzoKkKQo6gGQyIxERq\nyhqoLKg45HOkeHcJ/Yc/J+P9vyJtRY9qWsrOZurt75DzD/4Ji95NbnXfxe1w8+7l77zQJwn0wse9\n/gcYJANXGy6xsrXKyNwYkiRxpryR+pKvNsHm6wxN05hcnKJnvB9/yK97VBVVU1pYjGbQiGiRuNTb\nIBkwYjpW6v0sNnY26RsZJBAK4LQ7aKysP9JY9yicEutnDyZJ/wnwG0KI/zz6/e8C54QQ//W+fZqA\nPxBC/C1Jkm5zQmL9T//5P6Uwq5CSvCJsZqsuPBMSJoMJi9F8wIkV9Or12Mw404uzgC4DU1SFrd1t\nTCYTiqJQml9MdUnlKyVWmqbR1vUQr99LY2U9/oCf+ZUFwrJeOUxOSKIgO4+c9OzXYpT1VWB+ZYG+\nkUEMBgOttWfIeIWy6ogcYWJuiunFWTRNw2l3UFlcQU561kv93SJyhMn5aaYWZtA0DbfTxZUzr8es\nDPYKDjkZ2bREDZGW11foHOohJTGZS03nDzkl3n7SRigc4o0LNw5FYoXCYR72PsYfDLywyx4MBbn1\npA2z0cTN89dem3wvFqsVDmm4Th3AT/E5ECPXKSmC5KTD5DoUDvNkQE8jyEhJp6W26dAMsj/op63z\nIZrQuNp86VCG+3EIhUPc6biPqqlca7mE2+lmZWOVjsHuI8/R/YgpktKT0ygtKOZxXwc2ixVFVVFU\nhZK8IqqKKwiIICElSJItiVRbKqqs8pO2nyGE4AfX3jty3m9qaZr7/Q9RXxBJJEnSgbnMPclobJtO\nmPcWx5b4LOf+GU4hBBu+TbonexhbmkBDw2l1UJlfQX5GHi6LM75f51APKxurL6X02f+4soISqkuO\nN2Q8KcKRMPMri8wtL+CPukc77Y54akaM8AohjiXQsXvyftistiMItAvLN0RJ9joRkWUm56eYXphF\n1VQcNgeVxeXkZmR/Zd15vau+wPjsBOFoV72soITiz9FVF0LgU/yEtBAOk5MEqwu3yY3JYELTND5u\n/xVr27qRWnNFE/WltcfOQT/7Gt+/93N2/R7evfydA2MgXwZUVeWTzluERwepGBujamKCvJkZjNHr\ni9ftZqa6hpmaWgZzsohYLFhMZpCk4/PKhcAWCmGS9U6+bLEgXG6S3ckkON247FEPAYcL28oylr/8\nfym48yn2UAjVYOBpTQ39V69T9Zv/KenJ6ez6PHzw8CM0TeN7l945Ujb+LJ7OjND+tAOLyUxLZTND\n00/xBLwkuRK51niF1MSTEblfN+xXIOz6PRgNBkoLSikvKEGYAMSBVAfHS4zHKorC8NQoM0v6SEJp\nfjEVReUvFaV4SqyfPZg+N/32M8T6rBDin0S/l4BbwN8XQsxFifXvCyG6XnDcAy/ynd94h//sR/+I\n7PTMF1aMPT4PA+NP43ESMVSXVFJWUPKSv+GLEXOPtVqshKOVb7PJTF5mDgXZ+Sde9H3TsLKxStfT\nXoQQnKlqOHbu96RQFIWphRkm56f1KrnVRkVhGflZuV+oAhkKh1hcWyYnPeu1OZ76An7udt7HZDRx\n4+xVrBYLsiJz+8k9ZDnCtSO6YbF50f1uxTFE5AgPe9vx+n0nWph2DfWytL5MU1U9+Vl5r/z3A13K\nGwoZCAYEbtfLZbqe4hT74fMbCUUMpCQfTa4VRaFzqIf17Q0S3Ymcr285dN2PFa2cdifXWi6duGAW\ne1yCKzqnbTDyZKCL1c01GivrKcg++vwRQvBkoIu1rXXKCkrQNMHUwjQ5Gdl4fB58AT/pyWm01DSh\nGBS8she3NYE0Wypziws8HHxMYVYBbzRfP/L4m7tbzK3NYzaaDxDn/Y7EZpP5CxGasBpmw7dB91Qf\n08szCAQJtgQq88opzio8VJCLKWpeVHR4FrEiY2piChcaz37u63dszjaWOy2EwCAZyE7PJD87D5fd\neeQMtKzIh47lsNkPmYi5HM6vPOXim4BQOMz43CSzS3O6543TTVVxOZmpGV8ZwVZUhemFWSbnp5CV\naFe9sIyC7Jfvqiuagkf2IiRwmXV5uMvkQtU0/vruT+Mz9VkpmVxrvHwiA7znjYF8GZAVmQ8f/YJt\n7w4A36psYfX9v6B4+CnlExM4/XpxSjEamS0uZqy8nN3zlzn79m8DHO6UKzKBUID52TEwmDDYbHiD\n+/wGhKB4aopzT55QOTqKBPicTrpaW+lsacGWX0xtcTVJriRsFiu/fPIpO75drjVepjT3+etyIQQ9\n4330TQxgs9goyMxjfH4SgaCuuIYzFU0vReR+XfDszLxAUJCbT0VRKVarNS71NgiwGq0vlHo/i7Wt\ndfpHBwmGQ7gcLpqq6klOOJkb/r/+8z/h//k3f/rs6z0l1hCXgv+REOLb0e8PSMElSUoAJgAfumli\nFrAJvPe8rrUkSeLex7dZXl9haX2FHe+eE3hqYgrZ6Vlkp2cem+0cCAW53d4Wn9E2m8w0VNSS/ZJd\nz+fB6/cyPjvJ4try3mtLSqEgO5/stMyvPPP5y8DmzhZPBrpQVIW6shqK8wpf+hiqqjK7NMf43BQR\nOYLFbKasoJSinIJvxHuoS8Db2fZs01LTRE6GLhnrHxtidmmOyqJyKorKDj3m9pM2AqEgb5y/fmD2\nUFZkHvV1sOvdpSi3kLqy6ud+Zjd2NnnU+4QkdyJXmi++loVOMGjA5zcSDAqc9tNYrVN8ccQ618nJ\ngpTkw58pTdPoHxtkfmURh83O+Yazh1yBYzPSORnZNFc3nviz3zc6wNzyQnxsIhgKcvvJPQwGQzTb\n+mhJoizL3Ot+iD8Y4ExVAxPzU3j9PlpqmphfWWRtax2n3cm5+mYsNgs7kV0cJgcptmTudT1kbXud\nt1pvkp/xeopfRyEWkbLu22BweoiZlTkkJBJtiVQXVlKYmX8kEfEF/LR1PkCSJK6fvXLi+eit3W0e\n9rZjMZm51nr52Hv08xAMh3RfkuWF+Jyz3WonweXGZDQRCAXw+n1HzqE67Y4jCfTX0Xn9m4ZAMMDo\nzAQLq3o0U3JCElXFFYeMWr9M6F31aaYXZqJddXu0q57z0vfCsBpmV/ZiMZpxW90kmN3s7nj4uP1X\nmE1mZEXGYrZwpf5iPJ/+ebjbe4+ppRku1p6nqvD5sVGvA4FQgPfv/5xQJIzdaudK/UU+6bxFgs3B\ntywJmO9+SkrnI9IXF+OPWU9PZ6PlHLz5HewX38DwgoSa8M4mgR//Cbkfv0/amm4su5iXR+f58wxU\nV6M+p+Bps9jISc3Sz1eHK9r1duO07WW2a0Lj8VAHo3NjOGx2LCYLO75dXHYnVxsvH5kIdApY3Vqj\na6yHla1VFBRyMqPO+nYnYVlvABoxYTe9/PVZlmWGJkeYX1nQDaULSygvLMVo+Hzr9dOO9bMHkyQj\nMIpuXrYMPAH+jhBi+Jj9bwP/jRCi5wXHFV132uPfB0JBVtZXWFpfZduz14lOTkgmJz2TrPSs+I1f\nCMG9rofxqI2stExWN9cQQpCWlEpdefXnNt1SVIWltWXmlhfY9uzEt2enZ1FVXPFa4pu+7tj1eWjv\n6yAsR6goLKOi6GjToWehaZo+MzUzQSgcwmQ0UppfTEle8TdKMj81P83Q5MgBx++t3W0e9DzG5XBx\nvfXyoYXrwuoSPcN9FGTn01hZF9+uqCrt/R1s7W6Tn5VLY2X9c99LTdO41/UQj9/L1eaLJJ2wWvgy\niEQkdj0mQiGwmmVOFZKneFV4EbkWQjA2M8HY7AQWs5lz9a0HKuKapvGwt51tz058bvokUBSFtq4H\n+IOBeIJDrMuan5VLU9XxzrRev5d73Y9AQFNVHd3D/VjMFq63XmZqfoaJ+SlMRhMtNU2kJCezE9nB\naDRhUk3cftyG2+7iN6+++1o7pZrQCKkhQlqIDe8WT2eeMre6gAkTyfYkaoqqyHmOnHd/ZODzUgie\nRTgSoa3rAaFw6MhkjOdB1VTmVxaZX144UEg/KvIo5jD+rImY0+78RhRjv+nw+r2MTI+zsqHHJKUl\np1JdXPFa7j8nRSgcZmJukpl4V91FVXHFS3fVhRD4FT9BNYjD7MRtdTEwMsTUwgwFmfksri+haiqV\n+eWcq2l9bsEmEArwk7afk+I0NAAAIABJREFUISHxW9ffOxBv9WVhy7PNBw8+QhMahZn5uJ0JDE4N\nUZ5XypWGSwCEZyeJfPIzrPduUTg+hlnRC1ZBm42V+kaCl25gefv7WNL3SGxobBD+7b+i4O4tbOEw\nqtHIbOt5Nn7wO9yTZHxBH+lJaVysO6fHLgZ0Rcnc6jxrO+sYDUaEEEc6p0uShMvuxGVz4g368QV9\nWEwWFFVBExrleaWcq27FcoKZ7F83bHq26B7tZWZ9FhmZjNQ06kpqsdscaELFIAzYjbbPrSJa2Vhl\nYGyIUCRMgstNU2U9iV/QM+qUWB91QD1u6/9gL27rf5Ik6Y+BDiHEz5/Z9xa6FPyFM9b7ifV+BMMh\nVtZXWV5fieccAiS5E8lJz2LLs83KxhoScL7xLOnJafgCfoYmhlnbWkeSJIpzC6koKjvx4mbHu8vc\n0jyLa0so0SgPp92BPxggLzOXM9Uniwj4mwp/0M/jvg4CoSBFOQXUldccezOLZWeOTI/jD/oxGAwU\n5xZSVlDyjbtQ+gN+7nTex2Q0RiXgVlRNpa3zAb6An8tnLhwydxNCcKfjHv5AgDfOX8Nh12cuVU2l\nY6Cb9e0NctKzaa55cQcuFuOVn5VHU9XJHZJPCkWB7V0zchgkScF26gB+ileM/eQ6OUnhKF40uzTP\nwNgQkkGipabpQD57MBSkresBiqJw+cxFkhJOdpPf8exwv+cxVrOF62evYDKauNf9EI/P+0JSGJOT\nO2x2cjNzGJ+dJDs9i5aaJhbXlugbGUQTGjWlVRTlFuBVvKhoLCwuMj07S2NJPWerWl76vXoehBCE\ntQghNUhYi7Dt3WFweojVjTXMmElxJFNRVHYi1dbI9Bjjs5PkZeZwprrxxM/f3t/J+vbGc+exNU0j\nEArGZ6C3PTtse3aIHDH/LAEupztKnJ3xTrTT7jw1KPoaYMezw/D0GBvbm4DexKgqLv9S0kKOQyAY\nYGx2gvmVL9ZVV4WKT/ahoGKWLNx90oakGHir5Qadoz1se3dIdCVyo+kKKQnHz/bG5oLLcku42nj5\nC/1unxfzawt82nkbgIt15xmdG2fLs8XN5usU7eu8CyEYeNrJ7qcfUDE+TsXYGIk7egNJkyRWi4rZ\n/f/Ze6/nttY03e+3kCNJEMw5B1EUKYlUTnt3757umenpOXN3qs69/wfbF3PnU+XyKfveF7arXC5f\nHNec6Znunu6e3trKEimKOecEJhAEkbHC5wsEkWIQKDFIe+OpUlGCCGIBXOtb3/O+z/s8125gHx+h\nYmQoIfd2Oln+xd8g/af/jsmIn3dTAwgh6Ghop7Phyr7rdG17nT+8/hMWo5m/u/c3WMwWwtFIknQH\nCESS4xzhIIHQLlH5oKkgJBSoTqsj3el2Wp3p+W6H1fGTlIX7Q7u8nXjH5NoUMjLuvHwu1Vwix+FE\nEmDWmzDpPn1/HYvHGZkeZWXDg06SaKxpoKGy7lTW4SyxPiccR6z3IhaP4UmR7J3tdEQIQEVxGY3V\nDfu6yOtbGwxPjxGOhjEbTbTWNVNRUn7oRkNWZFbWV1nwLLOb7H5bzBaqSipw5eTxZvgtZqOJR933\nv5rIrLNENBbl9WAvu6EAZYWlXG3dv6gmcry3GJ+bZDe4iyRJVJVW0FjdcMC462uAEIIX/a/Z9vu4\ndqmT8qQEfHJ+ion56QOxaymsbnh4O9q/rzOmaRq9I+9Y925Q7C6iq+3qRxesuBznL6+fIITg25sP\nTt2tVtPeO4BrmoLN+uWvG1l8nQiFdYQj+nTn+rB90bp3g7cj/aiaSntjGzXl7zeEG9ubvB7sxWqx\n8uD63YyNpyYXppmYm0qT4p2An2d9L7Fb7TzsvnustC1FPt15+Wiahm93h6utV6goLmdnd4ee4T6i\n8RgVxeVcaWojIiIEYkHeDPUiovAP936TkWHPxyBriXiUqBZFCI0N/ybj85N4vdsYMeJy5NFY3UBJ\nQWadO+/ONi/6X2O1WHnYdTfj4nMqlSAVZyaEIBQJ7TERS8xCh8JBtCP2IHarjUJXAQWuApx2BzaL\nNUugvwJs+byMz02mVXwVxeU01zSki8YXgUAowMTcFJ49XfWW2qaMZ0BTiGtx/PFdNrY3GZgcojq/\nir/u+iVvJ98xNj+OXqejq+UardUth15fmqbx2xe/Z3t3m1/d+sWFSZf7JvsZmB5CkiR+dv0R3/c9\nwaDX85v7vz5gqDjnWeDpwHM0VeWOJZfywXfkvX5O8dwsuuS166mtw/cP/xHr3/9HoprGk4HnrG2v\nY7PYeNhxjxL3/vcZjob55+e/IxqP8ssb3x34/72IxqP88c2/J7K0kRAIXM48CvMKiMSiCU+FyOGj\nIAA2sxWnzZkg3ntM1Zw2JzZz5sZcXwMC4SC9U28ZW5lARibf4aK5upGivEL00qdJvT/E6oaHoalR\n4nKcPGcunS3tp1o8yxLrc0KmxDoFIQT940Pp2Z+9yLE7kzPZJTjtDlRVZWZ5jumFWVRNxZWTx+WG\nS+Tl5CKEwLe7w8LqEqubnkSUBxLFBUVUlVZQlF+IEIJnfS/xB3dPNUbkxwBZlnkz/JZtv49CVwFd\nbVcxGAx4d7YZn5tMG8qVF5XRXNOA/SuWzs8tLzA8PUpJQTFdyQivRI71M0xGE49u3D+wKRVC8EPv\ncwKhAN/eeIDdZk8Yc4wNsLLhoSDPzY326xnJGVMz3JfqW6ivrD3V9ybEewdwOa5it2VjtbI4W6TJ\ndZ4gP/9wcr2zu8ProbfE5TgNVfW01DamN0kTc1NMLkxT7C6i+/K1jDZPe4tjnc3tVJZWMDQ5wvwR\n3ggfPrdn+C3r3k2qSitYWfcgSRKPuu9htViJxqL0DPexE/Djysmjq+0qwgBzG3O8mxikIrecf7jz\nm0/a5KlCJapGiagRVJFwJd/wbzK3uMD2tg89evKcuTTVNHw0nnAvZEXmh57nRGKRQ9U2hx6LqrK0\nvsLQ5AgGvR53Xj6hSJhQJHxAwq2TdBgNBmRFSUtAc5051JZVU1pU+pPsNP1YIIRg3bvB+NwUgVAA\nSZKoLq2ksboBi/niIsp2dv2Mz02y6UvEnn5KV10IQVgN83z4FZs7W9y5dIuOqnbWNzd4OvSCWDxG\nRWE596/cOdRTYHNnk3958QfyHLn85t7fXlix6Pev/sja9jpmo4mOhnbejL2l1F3CX934+YE1YnNn\nkz/3PiYaj9Ja3cyNS10oW5vEnv4JXVUt9q5E931hbZFnQy+Jy3Gqi6u4237rQJFf0zT+8PpPrPs2\n6G65zuW6g9GiKQQjIf7w+o8EwkEg0Z2+damb+vK6A1nb0XiU4N4udzhIIBIgGA4m1h8Och29Tocj\n1e1OznSnibfV8dWoJgORAL0z7xhdGkURKk6rg5bqZkrzS7AZrJ8877wX0ViM4akRPFvr6HQ6Wmqb\nqKuoOfXCRJZYnxNOQqw1TaN/fDBtIubKyaP78jU2vJusbq6x6dtK3+CdNkeaZBv0esZmJ1jdXAMg\nz5mHrMQJRRIuhzaLjarSCipLKvbdGKYWZhifm8xKwI+Aoqr0jb5j3buJ0+7AbDSztZOQihW7i2ip\nbfrqndJDkTA/9DxDp9PxqPs+FrN53ya9q+0apYUHK7IpCWlKYimEYHBymEXPMq6cPG51dGdksuMP\n7PLk7XMcNjsPu+6d+o16N5BwAI9GNZzZWK0szgnhiI5QWE9ensB9BLkORUK8HuxNj+F0NF9Gp9Pt\ny6k+SQJEOBrhh55nCAQPu+5iMpqSbv4yD7vvHeubISsyT9++JBQJUVVSweLaMgV5bm51dCNJiaz3\nwclhltdXsZjMdF++jt1h48nIc9a869xrvcO1ms6MiwAxLUZEjRDX4omNpRxjJ+BjfnGJbZ8PCQlX\nTh5NNQ0Uuo7Ocz4KfWMDrKyv0lhdT0vtfrMlRVUJfuC+ndrAfgiD3pA2D7NZbcTlOF6/D39ydtpo\nMFJZUk5VaeWR2eFZfJ0QQrCy4WFibopwNIxOp6Ouoob6yroLjTA7ja56MBLi3978GVWn8l33txQ5\nC9EpOl4MvmLVu4bVbOX+lTuUFx70JHg+9IrJpSm6Wq7RXndQyXYeUFWV//cv/5WYHMOdm4/VZGF5\nc/VIshsIB/lz71/YCfqpKCzn0dX3zQJFVXgz2svE0hR6nZ6bl7poqmw8dM15PdrD6Pw4NaXVPOq8\nf+S6tBP087uXf0jH4pW6S7h35Q6ODFzYP4SmaQST89mBcCBJuoPpWe/YETJzs9F0sNudJOCOCx5B\n0YSGP+pnYH6IkYUxFE3BbrLRWtVMVUnVqXSnIZUZv8rI9BiyIpOf66Kjuf3MPKSyxPqckCmxVtRk\nLMv2FpIkoZN0POq+t2+xlBWZ9a2NBMne3kpXyu1WO3nOHILhUNroDCDXkUNLbROF+Qc3JoFQgCe9\nzzEmJeDZrMvDsRvc5c3QWyKxKAB5OXlcrm/BlUEH5EuHEIKXA2/w7mxztbWDiqSxz8LqIoOTI5QU\nFNN9+dqhz3vy9jm7wQDf3LiP3WpnZHqMuZUFch053O64kdFIwV4Cf+tKN4X5Baf6/kJhHeGwnmhU\nYLNkHcCzOF9kQq5j8Rhvht6yE/BT4HLT1XYVo8FILB7jSe9zYvE4tztv4M7LLNd0eX2Fd2ODuHLy\nuNN5Mx0lWOByc+tK97EENRAK8qwvkUHtyslj2++jraGVuooaIHG9zi7NMTo7gU6no7O5nbzcXH7/\n5k9oksZv7v6aUnvxkXE8cS2ekHqrUVJ5o5pQ8e/4WVxexruT8BnJz03MUBfkuT+po7Cyvkrf2AC5\njhwuN7QSioT3EehwNHLgOUaDESEEiqpQUlBMTVlVophqMrMbDLDoWWJ5fTUt2SxwuakuraS4oOhU\nOipZfLnQNI3FtWWm5qeJxmMY9IZ03vRFmZMKIdjwbibG0fZ11eszdq+fXZ5nYHoIV0EeV5rayTE7\ncBgczC7O0zeZiB+9XHuJa82d+87xaDzG//fkv6GqKv/hwd99Elk8DewEdvinp79FAHWlNax614gr\ncX5951eHzorH5TiP3z1lZWuVfKeLn3V9Q1yO80P/U3aCflxOF48675HnPFxiP7s6xw/9z8h15PLr\nO786crRkdcvDn3r+giY0JEmiu+U6l2oOl9efBuJyfB/RDiQJeDApM1e1Q0zVkN6nDuztdicJuMVk\nOfXjTXlnBOMBhhdHGV+YIK7I2AxWmiubaKpsONW1NBKNMDg5wsZ2wmCutb6ZmrKqM5XPZ4n1OSET\nYh2X47wZeotvdwez0URMjnO58RK1xzjDKorC8voK8yuLaalJ8vWwWaxEolE0oZFjd3K58dK+jdle\np9Tuy9f2GehkkUA4GmFqPmEcIhDp34vVbOFWRzcO29ffnUgZhu2VnEZjUb5/8xSARzfuHzozvra1\nTs9wH+VFpVy71Jme0XTYHNzpvHlkxM+HSG2AjyLwn4NoTCIQMBCNCCxmha/InD2LHxH2kut81+Hn\nYUIZ08+6d4Mch5Ob7V1YzBa8O9u87H+DyZRw6s7Ue6BvtJ+VDU862SCVWZ2amz4OqWvbYragqiqq\nqvKg684+uem6d4O+0QEUVUkbNfbO9FHoLuBRxwPyTS4MusQbVTSFqBYlokbRhLovbzQYCDG3uJBW\nAbnz8mmqbjixOVNclpOzzwkDseXkmn0YzEbTPvftlInY9OIss8vz6Rl1VVVZ2Uj4kqS602aTmaqS\nCqpKKy505jaLi4GqqsyvLDC1OJuOq2qsrqe6rPLCiitCCFY3PEzMTxGKJLvq5TXUV9V+VAqcGgXc\nCfjpaLuMxWnBarDgNDuJh2ReDL4mEA7gzsnnYed9ch056edOLU3zbOjlsXn254Hh2VF6xt8C0FjR\nwNTyNHmOXH59968PVcxpmsbr0R7GFyexmMzIioyqabTWtNDVfO3IEQ5fwMe/vPg9kqTjb+/8ijzH\n4caSQ7Mj9I4n/IztVju/6P7Zkd97HhBCEI7tMVXb1+0OEI4dLDJCQqmTItnODyLEnDbHiSL/Ut4Z\nESXM9OosI3NjxONxrDorzZWNNFTVnWqEoBCCRc8yozPjKKpCgctNR9Plc1mzs8T6nPAxYh2JRXk9\n0EMgHMSV68Ln9+HOzed2541DKysJ46xNFlaX2PBuIhBIkkR+rgsJCd/uDqqWkLzqdfr038sKS7jU\n0IrVbGF6cYax2UnKi8u4lqFT6k8FsXiMqYUZFlYX0YTAYXPQUttIsbuImaU5xucmMRmN3Gzvzti1\n90tEOBLmcc8zdDopKQFPEOjekXd4NteOjPwRQvC07yX+gJ9H3fdY924wNjuJzWLj7tWbGVfLFVXh\n+9dPiMsyj27cx36Ki54sS+zsGojHwKCXMWXFGFlcICIRHcGPkGtN0xieGmXBs4TVbOHmle404Rub\nndgny/4YZFnmh95nRGJR7l69hcVk5vuepxj0Br658eCj6qSJ+Skm56dx2hwEwkFyHTncu3Z7n3Qw\nEArSM/yWUCRMsbuQaCzGRnCTtpYW6krqyDXlENfiyJqciMyKR9FJOiShIxwMMzk/nU7CKHC5aapu\n+GhXPhaPpwl06msgHCQWPyiFNBoM5DpzDxDow8hGqphgs1i50nSZlQ0Pqxue9L2z2F1IVWklRfmF\nWQOyLJAVmdmleWaW51BVFavZQlNNIxXFZRd2fmiaxtLaMpN7uur1VbXUldcc21X3B3d52vsCi8XC\ng647xESMqBrFZnRgM1gYnZhgdnUOg97ArbYbNCTng4UQ/O7Vv7Hh2+S7rm+pKDq+YHdWEELw+9d/\nZH07kTtdUVjG8uYqrdXN3Gq7ceRzRufHeTPWi8Vk5t6VO1QWVRz5GnE5zm+f/47dcOCA+3gKiqrw\nfd8TljcT3kg1JdU87Dz90bbThqKqBPd1uxPkO5gk4LIiH/o8q8mCw+bEabMnyLZ1j6laMi445Z0h\nazJza4uMzI0iR2UskoWGyrozGakIR8IMTAyztePFoDfQ1tBCZUnFuZm8ZYn1OeE4Yh0MJ6KdIrEI\nVSUVeLbWUTWVR933sH8grwlHIyx6lljyLBNNbiRyHTlUlVZSXlyalqWoqsrG9haezTXWvevpSC1I\nyD9KCopY29rAZDTy6Mb9r8bg4KwhKzIzS3PMLs2jaipWi5Xm5M1y70W5sLrE4OQwer2e7svXKHSd\nrnz5PCCE4NVAD1s7XjpbrlBZkrgppjaYrpw87l69dehitOHd5PVQL6WFJbjz8hmeGsVitnD36q30\ngpoJxmcnmVqcOXQG8nOgquDbMRKPAyhYs7FaWXwByIRcCyGYXpxlfG4So8FI9+Vr5Oe66BnuY927\ncaJrJeWIbbNYedB1l/mVRcbnJg/kzR+GhJlZ4jUdNgfBcPDQ147LMn2j/Wz6trBZrISjEYxmIx1X\n2six5AECTQh0moTVkOjATy5Mp40fi/ILaayu32csJoTYR6ADe2ahD4uxspqtaeIcjoZZ21qnOL+Q\n7vbrGW2mwpEwP/Q+Q9U0bBZres7aarYmfUnKsZ5gXcvip4NYPMb04izzK4toQsNhs9Nc05hRDNxZ\nQVVV5lcXmVqYybirPjY7wfTiLHUVtbQ1tCBrCrvyLkg6nCYb214f70YHUVSF2tIabl++idloYnvX\nxz8//1ccVjt/f//Xp9p1PAlSGduyIqPX6bCarQQjIX7e9S2VxxD+naAfi8mC5RglkBCCv/Q9ZnF9\nmct1bXS3HFTWbfm9/Ln3L+lxwdttN2ipbv78N3bBEEIQk+MJWfkeY7VgMk4sGAkdMHWUkVFRMVvN\n2C02NKERCobQFIEBA1WllbTUNJ26CaAQgvmVBcZmJ1E1laL8Qq40tZ372p0l1ueEo4j1TsDP68Fe\n4nKc5tpGdgO7eLbW9820aZrGmneDxdWltBOkQW+gvLiMqtIK8j4SZq5qKlvbXlY3PXg21/bNWuQ6\ncrhU34I7L/9HZdl/UihJedd0Ut5lNplpqq6nqrTyyGrj6uYa70b7Abja2kFZMp7qa0FqhjoVJyNJ\nErIi87jnGbF4jIdddw91GhVC8PzdK3y7OzTVNDA5P43ZaOLO1VsnMoMIRUI8fvMUk8nMNzfun9oN\nWdOSDuCxhNmSzZp1AM/iy0EkqiMY1JObC263fOR4wtLaCgMTQ0hIXL3UQUGemydvnxOJRrh5pYui\n/MKMXm9sdpLpxZm0MdqT3ucEwsGMXLJlReZZ30uC4RAmo5G4LB/6PE3TGJudYHZ5Hp2kQxMatVXV\n1FZWY9ab0Ut6Nra3mFqYTpstFbuLaKyqw2K27CHO7+OsDuuS2Cy2tIlYSsrtsNnT3bidXT/P3r1M\nZ3lnIoPd3N6ib6wfWUnMTUuSRElBMVWlFZ9kmJbFTxORaITJhRmWPMsIRMLbpq7pQs8hWZGZXZ5n\ndmkO5SNddVVVedzzjHA0zP3rd9L7yqgaZVcOYtGbQNPRPzqI3+/HYbXzoPMexa4i3oz1MjI3RmfD\nFa42XZz6cd6zwPfvngBgMpiQVRmz0czf3/9brOZPJ1eDM8O8nXhHibuYv+r++b7PTtM0BqaH6J8e\nBBIK0V/c+Dkl+T+NdB1N0whFw+yEd9gKbuENbScIeCRIKBwGFYwY0bH/fDPoDdisNuwWKzarDZvF\nis1iw2a1YbVYTjxWEQyHGJgYYtvvw2gwcrmxlfKisgu59rLE+pxwGLHe8nnpGX6Loqq0N7VhMhh5\nO9pPfq6LO503CUXCie702kq6Su/KyaO6tJLSopJPIiKapjEwPsTyxuq+x40GI2VJd3F3Xv4XL105\nLWiaxqJnicmFGWLxGEaDkYaqWmrKqzP6fLd8Xt4Mv0VVVa40tVFddlAe9CUi4Rz8FJD2zVAPT40y\nt7JAU3UDzbWNhz53c3uLV4M95Dpz8Qf8GA1G7nTePLEz+puht6x7N/ZlZp8GUrFasaiGI+sAnsUX\niEzJ9cb2Jr0j71BVlbaGVvJzXTzve4leb+Bh192MKvGapvHs3Sv8AT/XLnViNVt4/u4VTruDB9fv\nfnStD4aDPH37ElVTEUJgt9p40HX30PVx0bPM4ORwuoPxsOsu4WiEiflpdpOGmiln7Vg8RjAc3Kem\ngoSiymY9nEAfF9unqApPel8QioS41dF9rIooFo+xtLbComcp3Z026A00VddTUVKe8Rx7Fll8iGA4\nxMT8FKvJVJf8XBetdc0ZRb2dFWLxeLKrvoAmNOxWOy21B7vqm74tXg30kOPI4f6esQ8hBEElRFSN\nYDXYmF9ZZGZuFr2kp7PhCq01zfzTk98Sk2P85v6vybXnHHUoZ44n/c+YWZ0DwGIyE43HqCwq52fX\nv/kkkrW65eGPb/4dq8XK3939630E3R/082TgOVt+b/L1LPz1rb/aN4f+Y4YmNKJqlKgW3Tfu4w8G\nmJ9fwOdPFFHdefmUFhQnZr2jEcLRMKFI4qt2iKkagMVsSZNtu/U96bZZrJhN5vTvUtM0ZpfnmZif\nQtM0SguKaW9qu9A1PEuszwkfEmvP5hp9o/0I4FprB+68fB73PENRFZprG9nY2kzPnr2P8qj47BDz\nYDjID73PMegNXG/tZGRmjN1QYN/3GA1GSguKKS0socDl/lGSbCEEK+urTMxPEY5G0Ov0yQiN2oyc\nrPdiZ9fP66Ee4rJMS20TDVV1X3SXQwjB68FeNn1bdDS3U1WamCvy+X08e/cKu9XOw667h25i9zp4\nS0jo9Tpud9w88Zz5xvYmrwd700Wk0/q8AsFkrFYkS6qz+LIRieoIhvTkOMFdoGA0HH4f8wf8vB56\nSyweo66iFpvFwvD0WNrxO5P1ORgO8aT3OTqdxMOue0wuzLDoWaK1romGqvqPPn99a4M3w28x6PUo\nqkp1WSVXmg6Xkm/7fbwe6kVJdoCPgiRJOKz2AyZidpvtk0ygBiaGWfQspaWsHyLVnV7wLLHu3UAI\nkZ4TtVqsPOy6hzHrbpjFKcEf2GV8bpKN7U0gMfLQUtd0oaTr0K76B4kx78YGWV5f4VJdM/UfRPwp\nmsKuHEBIEAlFGBgfQokplLpKqC2r4dXIG8oLyviu+9sL2wPF5Dj/7elvCUUTBTOTwUhckbnddpOW\n6pONmwUjIf75+b8iyzK/uvULilwJlZAQgrGFCXrH+9IeDDn2HH558zvslh+/oWFMjRHVokTVGEJo\nxJQ4mtAIhyIsLC6y7k3Muhe6CmipbSQv53CH9dTITzgaTvxJku1wJEIoGiaalNV/CJ1Oh81ixWQw\nEYyEiMvxdGG0uqzqwlz6U8gS63PCXmK96FliYGIYvS45n5tfwKvBHja3t9DpdOkKTkGem6rSCkoK\ni0/FbXKvhPd621XKCksSbpKba4xMjxGLx9Dr9Eg6Kb0pMhoMFLuLKSssoSDf/dVHigghWNvaYGJu\nkkA4iE6SqC6rorG6/rMqXMFwMDknH6W2ooa2+rOLVfhcpM6/wvwCbrZ3IUkSmqbx5O1zAqEgdzpv\nHmkgtOXz8nLgDZBY3G5d6c44AigFTdN43POMUCTEg667p7bRiEQSRCUbq5XF14JoTEcgoCcn53hy\nHY6EeT3USzAcoqywBEiMotRV1NDW0JrRa6V8Idy5+Vxv60wXcr/pvp+RU+rk/DQT81NpM8wb7dcp\ndh8ud4xEIzzufZa+j6SiIB17CbTVdmpFW8/mOr0jfeTYndy7fnvffSoSjbC0tsyiZzk9/5hjd1Lk\nLmJ2aQ6dTuL+9btnlmmaxU8b234fY7MTaU+BsqJSmmsaL/R8CyW76iuHdNXjcpzv3zxBUVUedR9u\nKBpTY/jlAGiCidlJNra2sOvtOGwOfAEf31x9QE3p0Wk2Z43VLQ//9ubPGPQGFFVJR//95v7fZuzO\nraoqv3v1b2z5vfvmpYOREM8HX7DqXUuPvRTmFfBd17c/aqWLoilE1AhRLYYmVGKKjKzJ6JHQYhoz\ni/MsrydM21w5ebTUNp042eFDqJpKJBrdT7qjEULhEMFI6Mhut8loTHS4LTZs6W63FbvFhsVsOfNm\nYZZYnxMkSRK9378F8po4AAAgAElEQVRiZmmWsdmkKU3bVULRMFMLs4T3VNeqyiqpKqnAfsoL7+zS\nHCMz45QVlnC97eq+/1NUhamFWWaXZtGEIMfhxGl34t3ZTleNDHoDxe4iSgtLKMovOFaW9yVi07fF\n+OwkO8nYlMqScppqGk9ktnUcItEIrwZ7CYaDlBeX0dnc/sV1+yPRCI97ngGCR93301LSqYWZjEyN\nfuh9xm4wkZd5s73rkzKnZ5bmGJ0Zp6asivamtk99K/sQi0nsBgxEo2A2ymTj2LP4WpApuU7EMfbh\n2/WRn+MiJscIRcLpIunHIISgd+Qda1vrtNY1YTFZeDc+uM9jIdPnQyJ26mHXvSNj9VRVJRgOkeNw\nnmmRMRqL8rjnGaqm8uB6IhJM0zTWvZssepbSHUO9Tk95cSlVpZU4bHae9b0iGA5y/VLnV+ePkcXX\nBSFEev/hD+4iIVFZWkFTdf2FmuLtBhNd9XXvnq56bROBcIB3Y4MUugq4eaXryGSakBIirITZ9HoZ\nnRnHKIwY0GM1W/mHh785MuP5PPB6tIfR+XGsZku6oJafk8/f3vllRg2iF0OvmFiaor68jvtX7gCJ\nDOtXI2+IJw3h4nKc8sIyvrn64ELf61lBCJGMSYzsk3pLSBgkI6gwtTDNgmcJIQROuzOdnnNWa74/\n4Kd/fIjdUACzyUx9ZS1Wi5VwJEG6E18Tfz+MG0pIWC2WD0j3+xlvk9H42ceeJdbnBEmSxP/1v/+f\nzC7PYTKacOfls7G9ibpnvqyt4RI1ZUebZX0OguEQP/Q+w6DX86j7/pGVtVA4xPD0GBvbm0hIVJdV\nUlJQnHAY31ojEk3k3el1+iTJLqbIXXhhTpCZwLe7w/jsZDontbSwhOaaRpz208+gjstxXg/2shPw\nU5RfyPW2q0dmIp43hBDpLNsrTZepLqsEkudGzzOMRiPfdN8/Ugqf6ngBn5x7Ho3F+P7ND0iSjm9v\nPjgVN3pZkdjxG5BjIEkKlqwDeBZfGVKFoZwccLsVjMbDz2FVVekbG2Btax2b1UY0GkWn0/Hg+p2M\nCrGxeJwfep8Rl+Pcu3qLseS6mCm5VBSFp30vCYaDAOm854tS5+wda7nccIkidwGLnmWW1lbS8Vt5\nztxEakZRKQaDASEE/eODLK+vUltezeXGSxdy7Fn89CCEwLO5xsT8FMFwCJ2ko6a8ioaqugvtdm77\nfYzPTqbHD8sKS4jEYvh2fVxtuUJFydGu2qpQCcgB/CE/w9NjhEJhzJhpLK/nQce983oLB6CoCr99\n/jt2gn5sZms6q/koV++9SOVz5ztd/M2dX6KoCi+HXzO/tohBb8BoMBKJRagrreFex52vXsn5IQ6X\negt0QsJmsCIrCjNLs8wuz6NpGjaLjebaRsqLSs/sXqBqKlPzM0wvziIQVJVWcKmu5cj9qhCCaCya\nJtuh6F7iHTk0nhFAr9dj/4Bspwm4xZpRQzFLrM8JkiSJf/zHf0xLRwCsZgsGg4FAKEhrXTMNH8yz\nnBb2zsVmuoFa924wMj1GKBLGZDTRWtdERXE5u6EAns01VjfW0l12nU5HcX4hpYUlFLuLLny+IYXd\nYCBZjU3Oe+QX0FLb9FEX9c+Foij0jrxj07eFK8fFjfbrp57T9ylY8izTPzFEgcvNrSvd6fnClwNv\n8O5sH3tuBEIBfuh9jhDiWGOzj6F/fJCltRXaG9uoKf98ozdNA9+OgVhMAk3Bav3y14IssjgMKXLt\ndEJBwdHkWgjByPQYcysLGA1GZEVOSKCv3c7opp/yN7Bb7Vy/1MmzvpeJotqN+xl1XVLz2qnZwo9t\nvM8Ss8vzjEyPkWN3YjQa8e6kfEkMlBeXU11aQc4HoyapAmGeM5e7V299caqiLH780DSN5fVVJuen\niMSi6PV66itqqausubDO58GuOoCEwaDnmxsPj1SmpBDX4mxHd5hanGZpbRkzZq7VdtLVcu3CCm9e\n/za/ffE7zEYTmhBpE+Bf3vyOUvfhKp8tv5ffvfwDep2BX9/9a/whP8+HXhGJRXDn5BOJRQjHIrRW\nN3PzUvcXO/J3UqhCJaJGiKhRNKEiqwpxVUYSAoveglFnRFEU5pLpOYqqYDGZaappoLKk4kzXUZ/f\nR//EEMFwCKvZSkfz5U9SS+6FoqpEPiDboVTXOxre1/TcC7PJvE9avpd0W8wWJEnKEuvzQopYS5JE\nsbuI6tJKVE2jd6SPPGcu967dPrMLdG55nuHpMUoKiulqu5rx66iayuzSPFMLM6iaSp4zl/bGS+Tl\n5CGE2EeyQ5EQADpJR2F+AWWFJRQXFF3ITSIUCSfmh9YTzueuHBetdU0nngX+HGiaxrvxQVY3PDjt\nTm5d6cKSdN6+CERiUR6/eYpISsBT8vfUvHWxu4juy4ffAEPhEM/6XhJXZBxWO9/cfPBJx+Db3eFZ\n30ty7E4edN397PNdiPcO4HJcxW7Lxmpl8XXjJOR6dmmO0dmJdIGsqrSCjub2jF5neHqMueV5qssq\nsZjMTMxPU1NeTXuG3dt17wZvht4CYNDrebhnTTkvpOaq9yI/15VIzSgsObTI4A/4edb3Cr1ez4Ou\nu+d+zFkcDiEEsiIn/yjIsrzn3/sfMxqMuF1uCvLyv/qZVlVTWVxNpJLE5ThGg5HGqjpqyqsvbNRO\nCIFna52JuUmC4cS+zmGzc6fz5kc/75R0uH92iNmVOfToqXXX8G3nw8+Ku/ocDEwP0TfZT6m7hHXf\nBpqmYTFZ+IeHf4fZuP/9xOIx/vn5vxKMhHh09T6rW2tMLk2h0+loqWxiZnWOmBzjamMHHQ3tXz2p\nPkrqrZN06DFgMSQ+H1VTWVhdYmrveVpdT01Z1Zmep4qqMjE3yezyPAA15dW01jadefNOJIswe0n3\n3jnvSDSK4BCZuSRhMhoRmuC//x//hyyxPmtIkiT+n//j/6a6rBKzyUxcjvO45xmyHOfBEXnBp4FQ\nJMQPPc/R6XR8c+NoCfhxiEQjjM5MsLqZMLqoKqmgpa4p/bOEEATDQVY31vBsrhFIygQlSaLQ9Z5k\nn4bs9zhEY9G0260Qghy7k5a6JoryCy9kARRCMDw1yvzqIjaLlVtXuk99bj7T40hJwNub2qhJRoLF\n4jG+f/MUTWh8s2feei8i0QjP371KzygdZ2z2sWN41veSnYD/k3/Gh9gNJB3AoxrOrAN4Fj8SxOMS\n/l0DDicUHkOuAVbWV3k3PpieJetsuUJlBt1jVVV52veSQCjA9bZOxmenCEVC3L92+0gH1w+R8mUA\ncOfmc7vzxpmvs4qq4tnwsOBZSudhG/QGqssqqSqtwGE7erxHVmSe9L4gHA0fa7yWxadB07QjyXFc\nkVGSj8UPIcyKeryD/FHIsTspcLkpcLlx5+Z/MWq5k+KwTmBjTQNVZ9wJPA5CCJY8ywxOjSCEQKfT\n0VBZl1FXXRMajwee4tlZA8BpdPDzjm+pKqo8j0Pffyyaxu9e/ZHNnU0u1bQwOj8OQEVROT/fE8El\nhOBPvX9hZXOVhvJ61n3rBMJB8p0uLtW08HqsF1mR9xmZfa2Ia3EiapSoGgUEUTnh6q3TJGxG674o\nq4tSVmzteBkYHyYcDWO32uhobj/X5thx0DSNSCxhqrYbDLDl28If3CUWj6e/5x//8R+zxPqs8WHc\nVirSoKW2icbqj8edfAqEELzsf4PXv8211g7Ki8s+6+dt+bwMT48SCAUx6A001zZSU1Z1YOEPhIJ4\nNhMkOxXlJUkSBXluSgtLKCko/qis6CSIy4mMxrmVBTRNw2610VzbRNkHGY0XASEEkwvTTM5PYzaa\nuHmlm1zn+cZtLK2t0D8+SEGem1sd76VLb0f7Wd3wcLmhldqKmgPPi8ZivOh/lc55defmc+fqzU86\nhkXPMgMTQ5QXlXLtUucnv5cUQmEd4XDWATyLHyficQl/wIDDAQVuBZPp6Hvcls9Lz/BbFFVFkiTu\nX7uT0RqzGwzw9O0LDAY97Y1tvB3tP5BfexyEEPQO97GWHLVpq2+hrrI28zd5AvgDfhY8y6ysr+4j\nYQWuAm62X//o8e41XmuoqqO17uveGJ8VVFV9T4blBBneR4TlJBk+5LHUaECm0Ov1GA1GTAYjRoMR\no9GI0ZCYX03/MX7wb4OBSCzKls/Lls/Ltt+XHq2TJAlXTh4FeQmi7crJ++pk/nFZPvfZ1Y9h2+/j\n+btX6X9n2lWPRCP86fX3xIgRF3EkJDqqr3C3+da5F0B2Q7v8t2f/ik7S0VLdxOBMwitmL0l+NzlA\n//QgDquDYCSIhER7fRv5ThdPB58jBNzvuEtdWc25HvtpISX1jqpR1D1Sb50As96MUfeeKF+kF4Ci\nKIzNTjC/ughAfWUtTTWNX4xXESSaUp6tdTyba3h92+nuda4jh9LCEty5Lr77+19lifVZYy+xTsno\ncp253DvDGa/5lQWGpkaPlfmeFJqmsbC6yMT8FLKi4LQ7uNxw6Uhb/WA4lCDZW+v4k27cElIiML6w\nhNLC4k++UBVFYXZ5npmluUSV12yhqbqBypLyL+6GOreywPDUKAa9gRvt18+t8pZyzNU0jUfd99Kx\nOqlz8KgxhLgc50X/awKhIDarjXAkzK2ObgpdJ59rkRWZv7x+gqqqfHPj8M74yd6TRCBgIBIWWC0K\nX2mTIossjsVJyPVuMMCL/tfIioxBb+Dntx4daeqyF6kZ5cL8AkwGEysbqyciyIqi8OTtc0KRMJIk\n8fAU1VeyIrOy7mHRs4Q/uAuAxWQmPy+f1Q0PDpud+9fvZrThSiURuHPzudXR/cXdH04LQghUVX1P\nho8hwoc9liKpmeIgET6MHB/ymMFwKr8DVVXZ3vWliXYq8QMSBqvuvPxERzvPfebu9KeJaCzK1MLM\nubotH4fRmXFmlubIz3URCAWQlcy66jOLs4zOTpDvdrEZ2iIUDVHgcPNd57cU5ZyvYmR8cZKXw68p\ndZdgM1uZWZ1DQuI/PPg1u+EAf+79Pu2B5LQ5uX/lDruhXZ4PJUZHvr32kPLCz2tOnTeEEMS0GBE1\nQlxLdKVjcsK0S48Bq8Fy4Psv0r1+Y3uTwYlhIrEoDpuDzpZ2XBkqqM4a0Vj0PZlOenlAwhyzrLCE\n0sKS9P46O2N9TkgRa1mWedzzlJgc58H1u+Q4zkYCHo6EedzzDJ1Ox6Pue6c+3xuLxxifm2TRswxA\nWWEpl+qbj734wpFw+sRMyfgg0QlNkexMjlNVVRZWF5lanCUuxzEZjTRUnf28x+ciJduUJInrlzo/\nyVX7JBBC0DPcx7p3g/bGS9SUJ3IlFUXhcc9TovHYoeegrMi8HOjBH/BTVljK6qYHV04ed6/e+qSb\n+sj0GLPL86eizpBliZ1dA/EYGPQypov3hMsiizNDPC6xEzDgzIBcR6IRfuh9jqzIWMxmvul+8NHO\n0F5X7ZbaRmaWEp2ykxTAQsnECVXTsFvtPOq+98mkSQiBb3eHRc8SqxtrqJqKhESRu5Dq0kpynDk8\nffuCuBzn/rXb5GZgRLnt9/Gi/zUmg5EHXXcv1OsiEyTmjZUPSK98yGP7yXGqw3zY7N9RkCTpxOQ4\n1WE2GAxfHFGVZZmtnW22drxs+bbSM8KQyLZ1J7vZhS43Novtizv+DxGOhJmYnz71fOCTQlEVHvc8\nIxqNcqvjBpu+LeaW51E1FZvFmuyqlx34PDVN40nvcwLhIDevdDG9NsPcxgJ6Sc+tlht0VLVj1J/P\nTVwIwZ97v2d5c4UbrV3MrMzi3d3GbDShqGpacdFc2Uh363XGFyfpHe/DbDTxXfe3FOYVnstxngYO\nk3qrmooeHVb94TnOH+atlxeV0nROeeuyLDMyM87S2jISEg3VdTRW11+423okGklzltTnAgnfprLC\nYkoKSw716cgS63NCilinXJGbaxtpqm44k9cSQvBqoIetHW/GM3efip3dHYamRtkJ+NHr9DRW11NX\nWfPRC+JjJ2xpYcmBjV1i3mOFiflporEoBr2e+spa6ipqv5rZqo3tTXqH36FpGh3Nl6ksrTiz11pZ\nX6VvbAB3Xj63O97PP6aIbkNVPa11Tfueo6gKrwd72fb7qCwpR5Zl1rwb3LzSRVH+yW8sgVCQH3qf\nYTVbeNR9/7MKH6oKvh0jiTEWBWs2ViuLnwDiyWKS056I4jIfc97H4jH+8voJiqpgs1i5f/3OR70t\norEoP/Q+Q1FUGqvrmJifpqSgmO7Lx0fS7MWGd5PXQ70A1FZUc7nhZBFWcTnO8toKi57ltEeHzWKl\nsrSCqpIKLGbLvkJhpikasXicJ2+fE41Fud1x49wIyft5Y+UDcnzYY8q+DvNJ5411Ol26C7yfCH9A\nho0JMmzaQ5j1ev0XTy4/B3tl41s7XqJJrxAAq9mans8udLm/aCO0QCjA+NxUOkO+wOWmtbYpYz+E\n00AqTSDXmcv9a7eJxeNML84wv7qY7Ko7aKltOtBV9+5s86L/dXrMZGlzhZ6Jt8S0GJWFFTy8/IB8\nS965nIfhWIR/evJbFFXhV7d+wR97/j3tFG4yGHnYeZ/ywjJ6J/oYnh3FZrHxV90/I8/5ZXRNj4Mq\nVKJqwohM3efqDWa9CZPu8PuAP7jL+OwkG9uJLPNidyHNtU3kOs5nZHFta52hyRGi8Rg5diedLe0Z\nFUzPCh9rAJYUFmP9SHE2S6zPCZIkid//13/h9VDviebYPgXzq4sMTY5Q7C6k+/L1M1+whBAsra0w\nNjtBXI5jt9poa2jN2BwmLbHYWEvnKMJ7iUVJQXHi4p9LGOzodDpqy6tpqKo7c0O0s4DP7+P10Ftk\nReZSXTP1ZxCzljYm0zQedt/Fbk1UHXd2d3ja9xK71cbDrnv7iK6qqbwZesuWz0tZYSkNVXU8efv8\nk13r93bDPjX3OgVNSzqAxyRUVcVmzTqAZ/HTwUnIdSgc4nHPUzQhsJqt3Om8kZaoHYW1rXV6hvtw\n2p0Y9Hp8uzsnvmbH5yaZWpgByIjECiHw7myz6FnCs7mGJgSSJFFaUExVaSUFLve+NScVk/VhofC4\nn/++G39ytczeeePDnKrjBx57T5g/dd54Hxn+gBwfRphT5DiLj0MIQSgSZsu3xabPi3dnG1mR0//v\ntDvS89nuvPwLi706Dju7O4zNTbLl8wJQUlBMS23jmZnffoi+0YED4yLhSJjJhWmW1o7uqqc8hVJ+\nLuFImFejPawHNjCbzNy9fJv6wlos+rNXk8x7Fvj+3RMKct3ca7/Dv778PXarnV/d+itMBiMvhl8x\ntTxDrj2HX9z4OQ7r+RvOZooPpd5CCKJyFAkJHfoDUu+9CIZDTMxPsbqRMCXOz3XRWtdMfq7rXI49\nFo8zMj3KyoYHnSTRWNNAQ2XdhYzphCKJkdXVzfcjq8A+XyiLOfPCW5ZYnxMkSRL/+X/6z8TiMR5c\nv3MgW/O0EI5GeNzzFJ0k8aj7/rnK3mRZZmJhmvnlBQSCovxCLje0nsgJ+yhTgBTKikq4VN/60YrR\nl45AKMCrgR6i8Rj1lbW01jWfWgFkr1FPW0MrdUljMk3TePr2BbuhwIGNr6Zp9I68Y927QbG7iK62\nq7wbG2R10/PJDrqpzXqhq4CbV7o+6/2lYrViUQ1H1gE8i58g4nLSLTwDcr03DstkNHHrStdHuwAD\nE8MsepaoKC5jZcOD2WTmm+77GauBhBC86H/Dtn8bg97Ad7e/OfS50ViMpbVlFj3LhKMJY0SHzU5V\naSUVxWWHdg5T2dk6ncTDrnsZydQn5qaYXJjGnZtPW0MrsiojywqKsteZ+uhop0+dNzak5dKGPUR4\nDxk+5LEf68z3lwwhBP7gbppob/t9aFrSCA2JvJzc9Hy2KzfvwmWpe7Hl8zI+N5nuqFUUl9Nc0/DR\nAtrnYm/B/tGN/RF7gVCAibkpPId01RPPe4IQ8M2NxL5U0zQm56cZWhxBRqa5qomuhqvkmnIx6M5W\ngfhk4DkzK7N0NlzhalMHkFDr/dD/lMX1ZQpy3XzX9e0XOzYia3JC6q1FEUJLunqrSELCqrcce65G\nohEmF2ZY8iwjEOQ6cmipa6LQVXBu6pXVDQ9DU6PE5Th5zlw6W9rPrTiUQjAcZDVlshw8zGS56JNV\nLFlifU5I5Vg31zTQVNN4Jq8hhODVYA9bPi+dze1nKjM+DrvBAMPTo3h3ttFJEnWVtTRW12PQZ75Y\nene2GZ0Z32dGkkKO3ZmcyS7BaT86XuVLRzga4dVAD6FIiMqSCq40tZ3KBmt1w8Pb0X7yc13c6byZ\nXiynF2cZm52gsqSczpYr6e8XQvBubICVDQ8FeW5utF9PF2hyHTncv37nxAuuqqo87nlKJBblYde9\nz/o9BYLJWK1IllRn8dNGymPAbk/MXB9HrlPEEhId0a62q8eOcyiqwpPeF4QiIcqLSlnZ8FBXUUNb\nQ2vGx6eoCn9+9RhZlnHnurhz9RaQWGM2trdY9Cyx7t1Ix/eUFZZSVVpBfq7r0DVGCEE8HuflYA+B\nUIDG6npy7M5DzLf2/zsWj59YUi0hHeJCfbgz9X5ynHjsxyyp/ilA1VR8/p3kfLaXnV1/urCv0+lw\n5+anpeO5jpwL/30LIVj3bjA+N0UgFECSJKpLK2msbjhRd+2kWFpbpn98iKL8Qm60H1RE7uz6GZ+b\nZNO3Bbzvqnt3fAxNjRxIBvHubNMz2oc/7ifH6eTWpRsU5xTjMNjRSWdTcIrLcf7p6b8QjoX5m9u/\nJNeew7+/fcza9jql7hJ+dv3RF6dY0IRGRI2kpd6KqhBT4ugkCaNkwqw/Xr0Zi8eYXpxlfmURTWg4\nbHaaa5soLSg+t3M5GosxPDWCZ2s9kQ1e20RdRc25vH46FjhJpgOhs4sFzhLrc4IkSeK//M//C/ev\n3zmz6nRKKnfUgneeSNn1j8yME41FsZgtXKpv+WgElj/gZ3xuas+8RxEttY1YzFbWvYlO9ub2Flry\nd+60OfaR7Iu+2Z0UsXiM14O9+IO7lBQUc62147OkfbF4jMc9T1FUlYdd99LGE6FIiMc9zzDoDXxz\n43568RBCMDg5zKJnGVdOHrc6ujHoDWnJV1fbNUoLTy7hnlyYZmJuirqKWtoaWj75/UQiOoKhbKxW\nFlmkIMsSvj2da8sR5HpvoTW1LnY0He/rsBPw86zvJSajCZ2kIxqLcv96ZvFdKQRCQR73PAWgoaoe\nicRmPBpPuNHaLFbcufk47U40sSf7+DC3auWE88aSDoPBkJ6bdOXkYbPYjoxyMu3pMP/Y542zOBlk\nRca7s52ez05txCEROeXOy6fQ5abAVYDdenFGaEIIVjY8TMxNEY6G0el01FXUUF9ZhymDZIBPeb2U\nh89xMa4Hu+pl+IMBAoco5uKynNiHbC6h6lUuN1yiqbyRHKMTq/5s3Kg93jX+8PpP5NicGAwGtnd9\nVJdU8bDj3hczXpGQeseJqhFiWiwp9Y4BAh16bIaPfzayIjO7NM/M8hyqqmI1W2iuaaS8uOzclDJC\nCFbWVxmeHkNWZPJzXXQ0t5+5MZoQgt1QIB3/mzIz1Ek6CvOTZNpdlFGCxkmQJdbnBEmSxP/2X/5X\nchw52C1WbFYbtuTX06iMRaIRHvc8A+BRd2ZSufOAoipML8wyszSLJgTuvHwuN1w64EQdDAeZmJti\ndXMNAHdePq21TbgOmfeQFZl17waezXU2vJtpyZ7dak/b3n9N0RqyItM7/I6tHS/uvHy6L1/75HPi\n7cg7VjfXuFTfQn1yBmrvBnvvjVAIwcj0GHMrC+Q6crjdcQOj0UgwHOL7N0/IsTt50HX3xJ9jJBrh\n+zdPMej1fHPzwSe/l1hMYjdgIBoFs1HmDPYIWWTxVSJFrlOd66PIdSwe40nvc6LxGAa9HkVVaa5p\npLG6/sjremphhvG5SVw5efh2dz7JYyEV9fgp0Ov06Y4wCAKhIHq9noriciwm03659QeEWZIkXg68\nYdvv2zcGk8XXB0VVCIZDBEJBguFg+qvRYKSypJzy4rJz7SpGY7F0N3vL5yUSi6T/z2K2pOezC13u\nC5EQa5rG4toyU/PTyevdQENVHbXl1adu7hoKh3jce7BQ/yGEEGx4Nxmfm2Q32VUXQmC1WPn2xoN9\nxE4IwaJnmeGpUSIiQkGhm2uNHeTZ8nAanPtylk8Lb8Z6GZkbA6CpspHbl2+cWZf8JDgg9VaSrt5C\nwvIRqXcKqqoyv7LA1OIssiJjMppoqq6nqqzyXMcaItEIg5MjbGxvotfpaa1vpqas6sz256kRjxSZ\nDkUS40Y6nY7i/EJKk2T6LA2Ps8T6nJCSgh8Go8GYJtl7v9otNqwW60erSkIIXg/1srm9RUfzZapK\nK8/gHXweQpEQI9PjrHs3kJCoKa+iuaYRWVWYmk8YXwgEec7ctPFFJheeoiisb2/i2Vxj3buRnpGy\nWWxpkp3rvHjZ1segqip9YwOsba2T48jh1pWuE893pCTgH0ZjLa2t0D8+eEDJkDIbctgc3Om8idmU\nuDmmnOuvX+qkrKj0xO/l7Wg/qxuezxpHkBWJHb8BOQaSdDRxyCKLnypSsnCrDQoLjr5GvDvbvOx/\ng8FoQK/TE41FqSqtpL3x0qH3lsSs9Gu2/T5ynbn4A/59cX2Zon98EM/mOhaTGZvNhsVoPtR868PH\nUsckyzI/9D4jGotx5+rNjEx1Unm7pYUlXL/U+cWv+1kk7uGBPcQ5EAoSCAeJRCMHvtdoMKYjxTIZ\nJTgrCCEIR8Ns+t4T7b1GaA6bnQJXQYJs5+WfekfsOJwXoZpenGFsdpLKkgo6W9qP/V4hBKsbHibm\np9JEJz/XRfflawdIeSAUpG+sn52gH71Fz6XGZkrzS8kx5eA0OE6V+CqqyvOhF7icLtrr2i50vdCE\nlnb1VoSCqqmJzGlJwowJkyEzifKRBZaK6hONY34uUoWS0ZlxFFWhwOWmo+nymfgACCHYCfiTBmRr\n6bVDr9NT7C6itLCYInfhub3/LLE+J0iSJF79+RnhaIRwJEI4GiYcCSf+HQ0TjkSONEuxmi3vSbfF\n9p54W22YjF2XE5oAACAASURBVCaW1lYYmBg6FZOos8a6d5OR6VFCkYRkSWgaAnDYHLTUNlLyGfMe\niqqwsb2VINlbG2lnVqvZSmlhCWWFxeTlnE+sw6cgIcseYdGzhN1q49aV7owXoVg8npSAKzzsuovD\n5kg+vsdspPte+uelboo2i427V2+mK+yhSJjvXz/Bbkvk0Z70s0pFa3yqkzgkHMB9OwZiMQk0Bav1\ny7++s8jiIqAkC1AWGxS4VayWw+8hKX+F/BwXiqayG9yl2F3ItUudh242wtEIP/Q8I3VvlSQpbTp0\nXugb7Wdlw0NTdQPNtR/3JUmZJdqtNu5fv/PFzUj+1BGX5X3EOZj8ujcCKwWz0YTD7sBpc+C0O3Ak\nv5pNZqKxKEvJaLaD5nfl6QLxeUIIwW4wwNaOl03fFts7vn3O8HnO3PR8dn6O61ykxgclwFaaaxpO\nTQJ8nBnqcc+ZX1lkZCbRJTbo9dRX1VFXXrOvg6hqKuOzk8wuz6OhUlFdTk15DXmWHJwGJzbD2Zq0\nnSeiaiwp9Y4njcgSIzO6ZOZ0pnuoD0cC9Do9tRXVZzYScBzCkTADE8Ns7Xgx6A20NbRQWVJxqntv\nIQS+3Z30zHRqHTHo9RS7E5G9RfkFFyLrzxLrc0Iqx/ooCCGIxWOEPiDbKQKemk/7EDqdDk3TkIDy\nknJyHTl7CLj1XCtUmUBWZKYWZ5ldmktv2mwWK1dbO07V5l9VVTZ9W6wmSXbKyMZitlBakLjozrvK\nnQmEEIzPTTK9OIvZZObWle4DsvnDkNqEfhjf1Tc2wMr66j5p+NzKAsNTo1jMFu5evbXP2XNgYohF\nz/Kxs1NHYe+N9t6127g+IWNTiPcO4EpcxWbLxmplkcVxyIRc782Arq+sZTcYYNO3RZ4zlxvt1w9V\nx6ysr9I3NoDVbCUSi1BWWML1tqvn8ZZYXl/h3dggrpw87nTe/CgRCEfCPHn7HFXTuH/t9pmlbmTx\nccTisT3EOZQm0LFD9jAWswWnzZEk0fY0gc7EQCgV17bgWWItg7i284Smafh2d9Lz2b7dnfR+Ryfp\nyM91pYl2njP3TI/zUNOqmkZKP+J3kwmOi+88DourSwxMDqel4Sajicbqeqo/6KqvezfpHx8kLsfJ\ncTmpr6shz5qH0+zEaXQemc38pUPRlIQRWVLqHVNkZE1GJyRseuuJlAWHmtiVVdFYVX+mJnZHHcv8\nygJjs5OomkpRfiFXmtpObTRVCIHXv41nc521zbU0LzIaDBS7iykrLKHA5b7wGfkssT4nfIxYfwyq\nqhKJve92h5Jft3zeY91PTUYT9n3d7vddb6s582rY50JJypOmk/Iks9FETUU1gWAgPVddWVJBa13T\nJ1vcHwVVU9nyefFsrrG2tZ42xDGbzGmS7c7L/6JI9szSHKMz4xgNBm60dx1bdPBsrtM70ndAAr6x\nvcnrwV5ynbncT3aPlzzL9E8MYTaauHP11j7ziHA0wl9e/4DNYuObG/dP/Hmk5io/dB0/CXYDCQfw\nWEzDYcs6gGeRRSbYR67zVayH5LzHZZn/n733eG4jXdv+ru5GzpEIBMGcFEY5jPKc89bnpf8Ou8oL\nv7arvuV5Ny7b5f/Ba2/snau+qu+c0SiMJIqKpCTmBBA5Aw2g0eHxooEmISaQBClS078NZ0QABEHg\n6ed67vu+rmfvXqJWr+HW5euIp5KIJjdhMphw95ebu8Yitg7mDDo96g0Ody7fRI97b2fxblCtVfHH\n9EsQEDy++QDmA7p2RFHEyw+vUayUcGX8MsI/KA3jr0SrELC98txq5W7w/I7bG/VGWM3t1WeLydy1\nrgKu0cBmchPr8SgqVdlkzGQwIhzoQ5+/94fHJgmCgGwxp7SNl9iy8j0No9lmhOaGxXQyJqwnFbM0\nu/QNq9E1jIaHMTE01tF9CCF49XEK2WIOwZ4AUtkUhKax1tjAKELbqupcg8OHb5+Rzmeg0WgwOjYE\nh90Ok9YCu94Ki8YChjobZmP70Wr1rkt18JIc51dv1EFRNHTQdtzqvZ0fFbu2G5Uqi0/zM8gV89Bq\ntLg0OonenuCx38uSJDXFdALxdFIxptRqtMr+3eN0n6nIQlVYnxLHFda70ZqdddtduHHxKmr1ulzh\nbla72ebXGlfDbq8RRVEw6o2K2Da3RHdTgLfMYI6DJEnYiEewsL4MrsFBq9FiJDyIgd6teY9sIYfZ\nxa8osWVoGA3GB0cxEAyfyAdFkiRkClnlQ9qai9JpdW0i+yx8SCOJTXyamwFFU7h58Tp8u2xoG3wD\nT6eegxcEPLp5X4m1EkQBf7x9gVp9y9W3NYOt1Whx7+qdHZXwzwuzWI9FcHXiF/T5ew/1XBt8A/96\n8wyEEPztzqMjHY6wVRrVquoArqJyFEQRyBe0MBibletdxHWhXMTL96/AMBo8unFPnsVbX4ZOq8Pt\nyzd2dJnwAo8/pl8qM2smgxGPbz2E5oQqAtvnu69OXEaf/2CR/HnhC9ZjG8c60FPZHUII6lx9xwx0\npVrZ1bHdZDDJAlqpQssC+iSNgr5/vvlSARvxCDZT8WY3H4Uetxf9gT54XZ4zcW3nGhwyLcfxfAbV\nbfPkep1eNkFrmqF124i2UmUxv7aIWCoOQJ51nhwaP3LHoCAIePr2OeoNDo9u3O+oww6Qc6//mH4J\ng86Ae9fuYDW6jrXN9V2r6oQQrETX8G1lHoQQhHtDCIT80DBa2PQWWLVWmJgf58y+H5zIoS7VURe5\nZnW6AUIIKELBpDEe6TkXSgV8W11AJp8FsBVpdtpZ0IC8p16JrmF+bRGSJCHg8eHy2MVjFcjO0z59\nN1RhfUp0W1jXuTqevn0OSSJts7O7QQhBjas3Z7q3tZjXa6jWquCaJ0Dfo2E0WxXupvA2tr7qjfu2\nW7Ts9efXFlGt18DQTDMCYnBXIw9JkrAej2B+dQG8IMBqsuDS6IWO5naOynk4CUtkknj39SMIIbg6\ncRkhX7vgbVWUJofGMBIeVv69ZeIz3DeIC8MTSGZSePvlPRiaxq9X7sBhs7c9Tq1ZrTbojfjt9sND\n/84zC1+wFttoazk/DHWOQrmsQb1GYNALOKV9mIrKT4UoArmCFgYD4PXsLq5bnSWtNuuNRBQzC19A\n0zRuXrgGn6en7fa5Yh4vP7yGhtFAEAWMhIcwOTR+Is+/FdPXqflYNBnDh2+fYDVb8eD6rycm+H92\nCCGo1Wu7CmhBbO8cokDBbDLJlefvBPSPbsHcDi/w2EzGsRGPoFgpAQAMOj36AiGEA31tI1A/mmqt\n2pzPlivajW17MrPRJBuhOWUjtG7k7AJAsVzC3OqCEm3a4/JiYmgM9iOMUSSzKUzNvDu0t8q35Xks\nRVYwEh7G5NDYgVX1YrmId18/ga2xsFlsuDg+DklLYNQYYNVbYdFYYWBOt/15N1qt3nWJg0REpdWb\nAQUDbYCGPtoGp8yWMbe6iEQmCQDwON2YHByD4whjd92gVCnj0/wMCuUidFodLo9eOJLhLfB9Z2lK\nEdPbO0tddueZFdPbUYX1KdFNYb19Xu4obq3fI4jCDrG9/et2E47tGHT6ppHathZzgxGVKouVyCoq\nNRZ0a96jf7ijEyyuwWFudREb8QgAIOD148LwxIlfBLfPbsTTCWUerG12w+U+1ZiCFtlCDlMz7yCI\nQluETMusx2G14/61u8qCUywX8fzdKxgNBjy+9RD5Uh5Tn98BFHD3l1twO1w7fsbs4lesbq4fqZWy\nWCnh2fRLWExmPL754NALX8vduMEBGoaHTvUcUlE5MqIo+xTo9BQ87p0+BYQQfPj2CZupOIZCA7g4\nMqkc4EmShF/GLqI/GG67TytBgKFpSIQcqjLVKflSAS/fv4Zer8fjm/cPFBBltoLn7/4ERQEPb9w/\n8UzUnwFCCNhadYeJWKXK7rjOUxQFi9HcZiJmNVtgMpp+yHXwOBTKRbmKnYwpBwVepwfhQAh+j+9M\nbdYJkSPmMvmMHO9VyEHcdrhht9i2jNDsrmMfJuWKeXxbmUeumAcABHsCGB8YPfTn6d2Xj4il47g0\ncgGDoc72pIIo4Pep5+AaHB7ffKB03LHNqvrmLlV1QRTwZfEbNhJRJb7J7XWCk7i29vCjitejQghB\nXZJdvb9v9dZAA4Pm6IK/Wqtifm0J0eQmAMBpcyjpOT8CSZKwtLGChfUlEELQ6wvi0sjkoQ999vRC\n0ukRaKb6nEUvpINQhfUp0U1h3Tqldztc+PXK7RN90xFC0OAbqNaqYLeL7m1t5nuhYTSwW22wmiw7\nosQOmq0qlIqYXfqKfKkAmqYx2j+M4dDgqZyI7+02qGla95++22CxUsKbz9PgGhxG+4cxFBrE07fP\nwfONZgu4vMmVJAkv3r9CsVLC3V9ugWEYvP70FoRIuH35Jrwuz47HrnN1/PP1H9Dr9TuyJQ9ie+vm\nnV9uosd1uPnLVvtqowFQUGO1VFS6gSKudRQ8np3iWhAEPH//JypVFjcuXkPQ60e+VMDUzDQaPI/R\n/mGMD4wq1xZJkvDyw2sUykUAgNPmxP1rd7p27REEAc/evQRbq3bkMCyIAp6/e4VKtXLkWMCfGUmS\nwNaqbTPQLQH9ffoITdGwmMzfzT9bYDaazpTg7AaCKCCeSmA9HlHmUnVaHfr8vQgH+s7k4YwkSSiU\ni8p8dq6U32aERsFpazdCO8rfjBCCdD6DuZUFFCslUKDQFwhhrH+441Z0OYHkGSRC8Nuthx3fr+UR\n43G4cffKrbY1pVSRq+rJ7Laq+uCYMtr2aX4WgijIBZjRCdRIHaAoWHUmWLWywD5pUbZbq7dEiGxE\ndsRW7xZ1jsPi+hLW4xEQQmA1WzExOAqfu+eHic1iuYiPczMosWUYdHr8MnZpR5fTfgiiiNS2iNzW\nodF5Se/pBFVYnxLdEtZ1jmu2gEt4fOtgY5eTRpIkJDJJLK4vK4YcBr0BGkYDrsG1ZTtuR6vRbpmq\nfRclZtQb5CguQhBNbOLryjwafAMmgxEXRyZPdVE5S/l4bK2K15+mUK3XYNQbUOPqmBgcw2j/Vgt4\ny/Qs5AtiMDSAVx+nIIoibl66Br/Ht+vjfln6hpXoGn4Zu4T+4OEy0FvOwT53D25fvnGo+0pS0wGc\noyCKIky7tK2qqKgcje3i2u0RYf5OXJfZMp6/ewWKovDoxj2YTWawVRavP0+jWq8i5OvFlfFLykad\nrbL4Y/olJCKBEHKk9WIvPs3NYCMRVUZX9oMQgo9znxFNxjDY249Loxe68hzOI6Ikgq1Wd5iIsTV2\nh68KQzM7BHTr0Ps8b2KPSpktYz0eRTSxqexT3HYXwoEQAl7/mWpr344gCsgV84rQbrW5A3LUkNvh\nkvOznR5YzYcTloQQxNMJzK8tolJlQVM0BnrDGAkPddRxuBGP4NP8LHzuHty6dL2jn00IwdTMO6Ry\n6T3TSHLFPOZWFpAt5gBsVdVpmsb7r5+QL+Vh1BtwbfIKzFYTykIFWloLm94Gm9YKA9Nd8zqRiLKr\nt1iHRETwooCGyIMiBAbGAC19vLa7Bs9jObIix41JEkwGE8YHR9HbE/hhn1VRErG4toyljRUQEIQD\nIVwYmugoo10QBCSbYjqVTSvdMSaDEUFvAAGvH3ar7adYhwghKJaK+Pt/+9+owvqk6YawJoRg+ssH\nJDLJQ7XbnBSlSrl5mpgCAHhdHkwMjsFh3Zrf5QV+R263YqpWr0La429nNBjlrG6DCXq9HsVyEalc\nRv45Tg8ujV449dNlQgiKlZIsslMJJUOTpmn4XF4EvH743D0natRS5zi8+fwWJbYMu8WGB9d/VTa+\n1VoVT9++AE3TuHXpOt7Ovgcv8PtGZ3ENDv/19VPotDr8/c7jQ512C6KA3988Q4Pn8eT2w0Md8hAC\nFEtyrFaD27npV1FROT4HieuWAaatOaPMMAy4BoepmXcolIvwOj24efGasqa1Ns6A3MFzVKPC7cTT\nCUx/+QCbxYaH29azvViPRfB5YXbHCMzPjCCKYKst4cwqrdzVWhUE7ddQDcO0CedWK7fRcLzq2c+K\nKIpIZJLYiEeRKchmUFqNBiGfXMXu9shDt2nwjaYRWgaZfBZsrap8T6/VKdVsj8PdsVu0JEmIJmNY\nWFtEjauDYRgMhwYx1Dewb7chIQSvPk0hW8gpnTCdwNaqePr2ObQaLX67/XDXn7F7Vb0XI31DiKZi\nWFhbAgCM9Y9gJDyEmiTHWZk0Ztj0Flg0lmMJ3r1avWmKBnPMVu8WgiBgtZmeI4gCDDo9xgZG0OcP\n/dB1Ll8q4OPcZ1SqLIx6I66MX9q1+3E7vMAjmU0hnk4ilUtDkuRrj9loRrDZ5m2zWH+KNamVY98q\nwLE1Fv/4xz9UYX3SdENYb6bieP/1I1x2J+5d7V4b3mFha1V5/iUZAyDPe0wOje86u7sfLcfR73O7\n2abo3iu7u4XZaILX6YHZZIa5OedtNJhOxcCGEIISW1ZENltjAchtdV6XB0GvHz5PT9fiRLbD8zzW\nYhvo9QWV2XNCCN7MTCOdy2ByaBwr0TVwDQ5Xxi8hHNi7qtQyOTvKrP7cygIWN5YPFbPRolyRY7Xq\nNQkWsxqrpaJyUhwkrj/Nz2IjHkE4EMKV8csA5EOz918/IplNw2ax4c7lGzDoDW2HuwAQ8gVxbfLK\nkZ+bbML5AqIk4tGNrVSDvSiWi3jx/jUYhsGjm/fPlAFVNxAEQRbN35mIbXeNbqHVaLcJ6K1ZaMMp\nxmj+bLBVFhuJKCLxqGLq6rDaEQ70obcncGru5sehVq8hk88iXZAr2tvzw00GIzxOD7xON9wO14GH\nYqIkYiMmp7o0+Aa0Gi1Gw0MY6O3fs6JfqbL44+0LaLVa/HbrYUcVTQBYWFvC/NrigV0ohBDEM0nM\nry60VdXdDhdmF7+ixtXhtDlx/cIV6HRalPkyJIrArDXDprPBojGDpjoXqQ2pgZpYR12sAyCo8w1I\nRAItUTBpu3NYtevr3D+MgWD4h3ZOCKKI+dUFrETXAAADvf2YHBzb83PQ4Hkks7JPUTqXUQpnFpNF\nEdOH7aI4qxBCUCyXFDG9vdDmdXrw3/0P/70qrE+a4wpreX7lOURJxJObD3bNHD1p6lwdC+vL2GjO\ne9jMVkwMjaHH5T2RD4ooiruI7ipKlRJqzbnn3dDr9LvkdstfTyK7mxCCSrWizGSXWTlHk6YoeJxb\nIrtbbp670Zq7d9mdqNbkQ4ntRme7wTUa+Ofrp9BqNPjbnceHWsDZGounU8+h0+rw251Hh2qFr9Vo\nVFgG9RqByajGaqmonDSiCBRKGmgYCh6vCItZ2vY9ES8+vEKpUm6L2pMkCTOLX7ERj8CoN+LOLzdh\nNVvkiL+3L5QN+90rt+B17l+92A1CCF5/fotMPtvRwR4v8Hg2/Seq9SpuX74Bn7vzub6zBs/zcvv2\ndyZiu13XdFpdW+W51cqt1+l+ig3qWUSSJCSzaWzEI4prNsMw6O0Joj8Qgt1qPxevfWtvksnLjuPZ\nQk4xiAIAm9narGh74LY79xRMu1VSRwdGEN6jktpy9w8H+nBl/FJHz1WURPzx9gXYWhWPbtyD3Wrf\n9/aEEESTm5hfXUKNq4FhGAwEw6hUWSSzKWgYDa6MX0KwJwBO5FDi5TjXVnu4kdn7UK7V6l0X6xCV\nVu8GaEJBz+iP3erdQpKkZnrO1u/QSWfAaZApZPFpbhbVehVmowlXxi/vWjzjGg0ks0nE0glk8lll\nBMVmtjYNyHw/JAbsJCCEoFAqINY0OW55TH0/GkoRSp2xPg2OK6ynv3xAPJ3AxeEJDB0hzug4NPgG\nljZWsLq5DkmSYDaaMD44hmAzY/BHwAsCFtYWsRpdBwGBUW+Ew2oDLwio1quo1es7WuQA2el0h+hW\n5rxN0HV4urofZbaCeEYW2aVKWfm5HocbAa8ffo8Pel33RHaDb+D3qecQRAF6rW7X2evd+LaygKWN\n5QMF+G5MzbxDMpvat818NziOQqmsAccR6DQCuvByq6iodMB+4pqtsXg2/SckIuHh9XtK+yshBIvr\ny5hfW4RWo8XtyzfgsjuRzmXw+vNbAHIV7Mmth4eurLT8IHxuL25durHvtWR7pfwk4766TYNvtAnn\n1tfdurH0On2bcJa/mo/daq9yPGr1GjYSUWzEo4qRqc1sRTjQh5Av2HFF9iwgSRKKldKWEVoxr5jZ\nURQFp83RnM92w2lz7BDNDb6B5cjqgbO/kiTh2buXKLMV3Lt6p+Nuxta6cpjYLrnaG8Xi+hK4ZrXX\n43QjmUlBIhL6/CFcGpkEwzCoiTWwAgujxgRrM/9aR8t7MUIIOIlDTayhIclVaY6XP6cMNDBqujen\nfdxZ9pNEEAR8W5nHWmwDADDcN4ixgdG2TlCuwSGekcVlNp9T9tp2i01x8z6LRoBHgRCCXDEvx/Jm\nktvMjBn43L5dzYxV87JT4jjCOpaK493Xj113Yj0IQRCwEl3DcmRVPqXUGzDWP4I+f++ZmWtja1V8\nWfqmzHkP9PZjvLkItNrM2TYnc/m/G3tkd2s1Gjmre7upWlN0Gw2GQ8eMsFUW8UwCsXQSxaajLgUK\nbodLOc077kL6ce4zIolN6LU6cHyjo41ng5er1QzN4O93nxxqU5zKpfHm8/ShRxJ4gUKhqAHPAQwt\nQKc7+59bFZWfCVEEimUNGHqnuG7NOpuNZjy6ca+terURj+Lz/CwoisL1C1cQ8PrxZWkOK9FVAPJc\n4/jgaMfPo1gp4cW7P6HRaPHk1oMD18CWCHfbXbh75daZuf4AW8kZ3wvoMlvZ9Tpj0Bt2EdCWrhzq\nqpwchBCkcxmsxyNIZlMghICmaQS9foQDfeczFkgUkSttGaG1XP8BuQrndriU+ezt87B1ro7F9eV9\n3arzxTxefHgNi8mMRzfvd7x3asV2HdYcURAFrEbXsRxZAS8I0Gl1oGkada4Os9GM6xeuwGG1QyQi\nynwZAhFh1snt4QDaWr1FSQQDGkbG0NW1phvu6ydJKpfG5/lZ1Lg6LCYLrk5chrOZkV3n6ltiupBT\n7uOw2pU2705n+M86hBBkCzlFTO8av+t077lvVoX1KXFUYc01Gnj6Vq5GPr754FROgURRxHpsA4sb\nK2jwDei0WoyEf/y8x36ksmnMLn0DW2Oh02oxMTiOcCC054VOEIQdYnu7AG8ZLXyPQW+QTdW+czI3\nGYzQ6/T7XlirtaqyMLWiPgDZibQlsg36w52KZvJZvPo0BZqmIUkSBnv7cXFk8sAL/PzqIhbWl3Bh\neALDh+iAkCQJT9++AFtj8ejmfdgtto7u15rz5DgKkAQYjWf/M6ui8jMiSUC+qAHDUPB4JFgtWx4H\nrYSAYE8A1yevtK0jqVwa07MfIEoiLo1MIhzsw/N3f6LMVkABeHL7ISym/WekAfn68vzdnyhXKx21\ndOeKefz58Q10Gi0e3bx/6DWyWxBCUG9wbcK51cq9W/qFyWDcYSJmMZl/eIunyvGpcxyiSbmK3TIL\nMxvN6A+EEPL3/vCq41HheV42QitkkclnUKmyyvd0Wq1SzfY43TAZTKjVa/vmK88sfsXa5vqhDt7q\nXB2/Tz0DRdH47fbDQ7+WsqP2KlajaxAlERpGo7S/XxiewFBoABRFgZd4FBsl0AwDI2MALwmgCKBn\ndEoVu5t8nxfe2xPA2BHywk8CnufxZXkOkUQUFCiM9A9htH8YjUZD2bO2njcgxy0GvT74vf6fxudC\nkiRki00xnU4qh6JajRYBj1yZ9jjdHR20qML6lDiqsH739SNiqfihBdBRkJ0gNzG/toQ6V4eGYTDc\nN4ih0OC5MO2QJAkr0TUsrC9BFEXYLTZcHr0Ap915qMchhIBrNNpEd2vOm61XlVaQ76FpWhHbZqMJ\nxu8E+PbXsFav7bpguexOWWR7fAeeYIqiiKdvnyvGNn3+XlwZv3ygqOZ5Hv/19VPQNI2/3318qPno\nVuVoIBjG5bGLHd2HkGasVoOC0NiZqauionK67CWuJUnCnx/fIF8q7Dr3XCgXMfV5GhzfwHDfIEK+\nIJ69+xOEEDhtDty/dvfA9Wd28StWN9cx0NuPywdEZXGNBp69e4k6V+8o37obEEJQ4+ptwrn1dft8\naguz0bSrgD6NCEaVH0ursrURjyCeTkIiEiiKgt/jQ3+gDx6n+9xVsbdT4+pKNTtTyLbtfYx6I7xN\nkW3Q67ESXVdMDT1ONyYHx2A2mfF06jk4voHHN+93PGu7ElnFl+U59PlDuDpx+UjPvc5xWNpYxlps\nA4QQUKBAQOBxuHFt8goMelmw18U6CEFXW723U6yUMLeyoMzq97i8mBga67gocdIkMknMLHxBvcHJ\nvkmDo6jUqnsWgPxeH4w/6HCz20iShEw+q1SmWwekOq1OEdNuh+vQXQuqsD4ljiKsW615nW5Yjkpr\n3mNudRFsjQVN0xjs7cdIeOhEDbdOijpXx9fleWymZNfyPn8vJofGu3aKLEoiavV6m6nadgHOCzs3\nX4D8Yf0+t9tsNIGhaeTLRSQyyUO12LQcvQEg6A3g+oUrHb1HWu6bk0PjGAkPdfx71zkOv0/9AYqi\n8bc7jzp+b5TKsgM4x0mwmFQHcBWVs0ArR55mKHjcEqxW+bNZq9fwx/RLiKKA+9d+hcPWbiJUrVXx\n+vM02BqL3p4AbFYbvi3PAwCujF9GOBDa82cms2lMzUzDYrLg0Y17+3ZAEULw5vM00vlMR54Rh4UQ\ngmq9uk04s0ordytntQVFUTAbTTtMxMxG85nt4lI5XRp8A9FkDBuxCMpV2cDUaDAi7A+hLxA692KE\nEAK2VkUmn1GM0LZ3arQOlipVFiVW9pbxe3zwOFyYXfp2qFFGSZLw/N2fKLFl3L92F65DFke2U61V\nsbC+hEhiU/k3DaPB9QtX4XN7j/y4B1GpsphfW0QsFQcgF00mh8aP9bt0E67RwJelr9hMxZseQC5w\nPI/Stlx02RfIB7/HrxxEnHdESUQml0UsnUAym1T263qdXhHTLrvzWCMAqrA+JQ4rrBt8A0+nnoMX\nBDy6HptCHAAAIABJREFUeXAMyVEghCCVy2BudQGlSgkURSEcCGG0f+TcXwQAIFvIYXbxK0qs7AY5\nNjCCwd7+E5/Pa/D8rtXual3+/93erxQoGA0GOdIGAMdxin0/IJulBHsCCHr9MJvMKJSKeP7+TwBy\nfvjtSzc6+r14gcc/X/8BAPi3u08O1YnQmuU+TDQXW6VRraoO4CoqZxFFXNPNynVTXLd8FIwGIx7d\nuL9j/rfBNzA18w75UgFuhwuSJCFfKoChafzbr7/teujGNTj88fYFeIHHg+v3YLfuX7FpHQD2uLy4\nfXl/c7P9f0dJEdBtJmJVdsfID01RMJtawtmsVKLNRvOZmutWObu0nIPX41HEUnHlkMbn7kE4EEKP\ny/tTvJcIIU0jNFlo54r5ts8TwzAQRfl3N+gNqHN1XB69iIHecEePnyvm8fLDa1jNVjy6ce/Yr1mZ\nLWNudVGpqgNA0OvH1clfDu2dsx+1eg0L68uIxKMgILBbbJgYGoPX6Tkz3QuxVByfF76AF3hljBD4\n3mS359yONHyPKIpI5TKIpxNIZlNK55FBp1fM1rrpkaAK61PisML6/ddP2EzFDl1V7JRsIYe51YVt\n8x5BjA+M/JAYr5NEkiRsxCOYW10EL/CwmCy4NDp5pHiYbtDK7mbrVdSareXbRTd3QHY3AOg0WoiS\nBFESYTNb8eD6rx1XTRbXlzG3uoDxwVGM9Y90/LzzpQJevH8Fm9mKRzfvd7QA1eo0KhVZVBv0As7B\nNIGKyl+OvcR1y4fB5+7BrUvXd3zmRVHE+2+fkMgkYTGZUa3VIBEJfrcPty5fb7stIQRvZ98jmU11\nNNaUzmfw+tNbGPUGPLp5v6PuGEmSwNbYHQKarbJKnmoLmqZl0fydiZjJYPwpRI/K2YAXeGym4tiI\nRVBsVgINOj36/CGEA6GfxuwJkCuB+WKhOZ+dbWsj3s61iSvo9QU62kN8mp/BRjza1VHIQqmI2aWv\nyvPTMBqE/EGYDEZomKP7Hwgij1Q2g2xBdsnW63TwuX2wW22g8OP1FQEBW2WxmYqBa7SbKlpNFjis\ndlgt1p9mhEWSRJTYCorlEkpsSSloaTVa2C02OKw2GI2mrv9tavUaUrk0/sf/+d9VYX3SHEZYJzJJ\nvJ19D4fVjvvX7nb1Ql8sFzG3uqjMe/jcPZgYHIXtjMx7nBRco4H51QWsxyMAgIDXjwvDE2fOeEEQ\nRdS253bXa6jW5Pzuaq2qRGMA8gLxb78+6XghFAQB/3zzFIQQ/P3uk45NdAghePH+FQrlYsfRGTxP\noVDSoMEBWoZXY7VUVM4wkgSUyhoQyOLaZhXbcqb3OuAlhGB26RvWNteh1WiV1tC7v9yC17V1eLkW\n28DMwhd4HG7cvXJr3011navjj+mX4AUe96/dVVxpW4iiiEqN3WEixlarOyIWGZppE86tVm6TwXhm\nqkcqfw2K5SI24lFEkzGlYuZxutEf6IPf4/vpDnR4gUe2kEM6l0Eim0Sd2yoa0BQNr9ONHrcXHqcH\nZqNp189jg2/gX2+eQSISfrv9qKudlMlsCh/nZvZMiFFROQ7/+Mc/VGF90nQqrBt8A0/fvgDPN5ot\n4N0JVq9UK5hbXUQ8nQAAuB0uTA6OHdrY67xTKBcxuyifVtI0jdHwMIb7Bs/FnFwr1qXElpHN5zDQ\n23+ouZfljRV8XZnH2MAIxgc6j8aJxKP4OD+DYE8ANy5cPfD2ggAUilo0GgAFAQb92f98qqj81dlN\nXHMNDs+mX4JrNPDr1du7HqoRQrAcWcW3lXlQFAVCCLQaDf7Tvb+DpmmU2QqevXsJhmbw+NaDfTfH\nkiTh1acp5Ip5TA6Nw+N07zARa7kwb0fDaNqEc+urUW9QBbTKmUIQRcTTcazHosiX5I5BnVaLkC+E\n/mCoI2f98whbq+LF+1d7RtB5HO5tZmhba8RGPIJP87MIev24cfFaV58TIQSrm+vI5nOocnIXIf+d\nQaGGYZpxq0bFI0er0YIQgkwug0Q2JcdzMQwCHh/cDjdo+setOYTIVdNCuYBCqQjuu9fbZXeitycI\njebs73k7QRRFFCslFEpFlNiyUpnWa/Vw2OxwWO0wGozo1mVAFEVUqrIfR7lSRv27LlOaomAxWfDv\n/8v/pArrk6ZTYf3h22dEk5tdM2up1mtYXJONGwgIHFa7EofwV91wEEIQTcbwbXkOHN+AyWDExZHJ\ntgzGnw1BFPHP108hSRL+fvdJx5mpvMDj9zfPIIgifrv98ECn8lZbaYOjIIoiTEbVAVxF5bxACFAs\nbYlrq0VErpjDq49T0Ol0eHzz/p5zd9FkDB/nPisbmz5fL34Zv4QX71+hWCnhxsVrCHr9O+7HC7y8\nUWErWIttoFgugqGZHQZigNyl872AtpotB0YdqqicRcpsBRvxCCKJTaXbw2V3IhzoQ9DrPxcH/oeh\nzFbwx9vnoGkGFEVBEAXQFA1QaJvPtpjM8Dg98DjccNudmJqV/Rzu/HITPa6TMxwDZJPWYqWIYrmE\nYqWEYrmI2ndJMAxNgxBAIhIYmkZ/MIyxgZEfFqVHCEGhXEQ8nUAsnUCtmRTTWhMJIXA7XLg6fvmn\nGD9o8DySWTlVJ53LKKM+FpNFMfy1mi1duSaIkoh8qbCV9V4q7uiMokDB43RhuG8IHqcbkiipM9an\nQSfCOplNYWrmHewWGx5c//VYrUFcg8Pi+jLWYxuQCIHFZMHE4Cj8Hp+6AWnCCzwW1paxurkGQgi8\nTg8ujU7+lCfGrfiK0f5hTAyOdXy/L0tzWImudjST3dqUNxoUuLoIi1kV1Soq5w1FXBMK7mblejmy\ngm8r8we2cmfyWUzNvFNEsd/Tg0QmhT5/CBeGJ5TK8/YZ6N3iC3VanSKgt7dy67Q69fql8tMhSiIS\nmRQ24hFk8lkAzdlfXxDhYN+ZiWbqBvNri1hYW0LYH4JBb8BydBWiKEKv08Ntd6Ih8MgXC20Ha1aT\nBeVqBQadHo9vPTj1tBquwaFQLiKS2EQqm97j0E8Du8UOu9UGu8UGu9W+Z4t7NyCEIF8qIJZOIJ5O\nKOuohmHgdrhQrddQZivQMBpcHJlAnz90rtdOrtFAIpNEPJNAJp9VDnBtZqtiQNYNk+ctUz5ZSGeL\nubZDH5qitoS80Yz+3jBCvmDbe1I1LzslDhLWPM/j6Vs57+/RjfuwWY7WAs4LPJYjq1iJrEGURBgN\nRowPjCLkC57rD9VJUmYrmF36ikw+C4qiMBQawFj/yLnI7u4EURTxzzd/QBAF/NvdJx1flMpsBX9M\nv4BRb8CTWw8PPD0vlxnUORq1mgSrWY3VUlE5rxAit4VLEgWXW4LNKmD6i2w+dtDhXKlSwvP3r5TN\nCE3R0Go0O1oSAdnIqdWyHUvFIRGCX6/cgttx8nnVKipnEbZWxUY8ikgiqpiZOqx2hAN96O0JnPt9\niSiJeDb9EpUqi/vX7sJsNGFpYwVrmxuQiASLyYyx/hHodXp5RjufRaFcUIQUBQpuhwueZtu4w2o/\n0b0tIQTJbApzq4sos2VQFIX+YBgDwTC4BodiuYhCpYRiuQS2xrbdV8MwsDVFtsNig91qg8V09Eoq\nIQTZYg7xtFytbb0/tBoNfG4f/J4eVGs1zK8tQpRE9Li8+GXs4oGdhmcVrsEpv2vLFA4A7BabIqYt\nxzRc3h4jJ+e1t8fIGfUGgKKULgCGZhDsCSAcCMFpc+z6t1SF9SlxkLD+ODeDSCKK8YFRjA107tbc\nQhBFrG2uY2ljBbzAQ6/VYXRgBP2Bvp/OFOMkIIQgkUniy9IcalwNBp0ek8Pj6O05/wcSq5vrmF38\nipG+IUwOj3d0n+0ZsrcuXYff49v39tUqDVaN1VJR+Wn4XlwbjXU8f/8StXrtwJZMtsriX1PPlP+n\nKRpmkwluuwt2q01p5dZqtBAlES8/vEGxXDwwB1tF5a+CJElI5dJYj0UUs1mGZtDbE0A42HfigvIk\nyRZy+PPjG1hNFjy6eR80Te8bUyXHJaXxcW5mR7VYw2hkke2QhbbFZO7a65LJZzG3uqA4iId8vRgf\nGNmznZoXeJQq5TaxXWlmmrdgaAY2ixV2q11xp7aYLHvu0yVJaorpBOLppDKjrtVoldxlj9ONar2G\nT/MzyBXz0Gq0uDQ6eS73r3WuviWmiznl3x1Wu9Lmfdx29jpXb4roLNL5bFvXlFFvgMPmgEQkFIoF\n5UDYbrEhHJQPtw5q+VeF9Smxn7BOZdN4MzMNm8WGh4dsAW/FSS2sL4NrcNBqtBgJD2Kgt/+nsc0/\nTQRRxPLGCpY2ViARCS67E5dGL5zbVixREvGvN8/A8zz+fvdxx7mELWd6r9ODO7/c3Hdx5jgKpbIG\nHEeg0wiqA7iKyk9CS1yLEgWXiwB0Fn9+eAWG0eDxzfv7VkI4jsNSZAWFUhG5pkkTTdHweXoQ8gWV\nPN+ZhS9Yi22gz9+LqxO/nNavpqJybqjVa4gkNrERj6LGyZUzq9mK/kAIvb7ejj1TzhKf52exHo/s\nKCZVqizm1xYRS8UBAG67CxNDY3DZndhMxfH+60e4HS6EA33IFnLI5DOoNquJgNwF43Y2jdAc7iNV\nawulAr6tLiht+X6PDxODo0cyExZEoSm2S8rsdpmttM3p0hTdFNs22C12WC0WNBoNJLMpxNNJpYKq\n0+oUMe12uJQM6pXoGubXFiFJEgIeHy6PXTxXGdS1eg3xjCymWxHAAOC0ORH0+uD3+o+V4NNyqM/k\nZSG9/bBDq9HC43TDbXeBgCCZSSFT2BrH6PUF0R8IwW61d/zzVGF9SuwlrHmBx9O3L8A1ODy8ca9j\nAUcIwWYyhvm1RVTrNTA0g6HQAIb7BqE9h4vsWaNaq+LL8hwSmSQAYCAYxvjg6KnP9hyXVszNUGgQ\nF0cmOrqPKIp4+vY5alwdj28+2HduhRcoFIoa8BzA0AJ0urP/WVRRUekcWVwzECUaLhdBobKM2aWv\ncNocuHf1TkcHwdV6DZvJGKLJTVSqcrukVqOF3WpDJp+FxWTBwxv3oPnJzJpUVLoJIQTpfAYbsQgS\n2RQIIaApGgGvH+FgCG6769xUKHmex+9vn4PnG3h868EOb5tiuYS51QWlWt/j8mJicBRfV+aRyWdx\n8+I1BJpmiNVaVak+ZvLZNudxs9GstI17HK5993Bltoy51UVl3+dxujE5OAbHd5F/x0UURZTYdrHd\nyjn/Hpqm5WptTwAhX7CtWlqqlPFpfgaFchE6rQ6XRy8g2BPo6nM9Kaq1qiKmt2eeu+0uBLx++L2+\nI8eriaJsOCa/HzIolIvK9xiagcvhhLfZ4UDTNCKJTUQSm8r7xmlzoj8YQsAbONI1SRXWp8RewvrT\n/Cw24hGM9Y9gfPDgCCS5ZTmF+dUFlKsV0M15j9H+4XN1QnVeSOXSmF38BrbGQqvRYmJoDP2BvnNx\n8ZIkCf968wc4voG/33nScTTX4voy5lYXMBQawMWRyT1vJ4qyAzjHUaCIAIPh7H8OVVRUDk9LXAsS\nDZdTwmrsHWLpOAZDA7i0zxqx83FkY5jNZKzNCdmoN6DPH0KvL3jsmTkVlb8CXINTqtit2V6z0Yxw\nIIQ+f++52A/G0gm8+/IBLrsT967e2XVflSvm8W1lXqlk9ri8SOfS0OsN+O3Wwx0z54QQlNmKPDNb\nkGdmRXGrfdxusSlC22V3QcMwqNaqmF9bQjS5CQBw2hxKes5JIooi0vkMYukEkpmUkm/O0AwYhgHP\n822VbQoUrGYLbBYrGjyPdD4DQgh6e4K4ODIJve5sF37YKot4JoFYOoniNrHrcbgR8Prg9/gPFSHb\nghCCYrmoHKzkSnnF44OiKDisDiXKzWlzgBCCeDqB9XhEeV9pNVr0+XsRDoSOHXOsCutTYjdhnc5l\n8PrzW9jMVjy8ce/Ak/90PoO5lQXl9KXP34uxgdFjtUioHIwkSViNrmF+fQmiKMJuseHS6AW4zngG\neCv/cbC3H5dGL3R0n1q9ht+nnoNhGPztzqM9Z0kIacZqNSgIDREmk+oArqLyM7NdXNvtPGaWnoGt\nsXvGaO2HIAp4Nv0n2BoLl92JYrmkzE46bQ70+oIIegNnfqOoovKjaRlabcSjiKcSkIgEiqLg9/gQ\nDoTgdXrObCGAEIK3s7Ip4i9jl9Af7Nvzdq397/bKbn+gD7+MX9r3Z0iShEK5qLg850p5xQiNpijY\nrXYUykUQQmA1WzExOHqi0atCc148nk4gmU0pot+oNyiGXC1TLEmSUKlWUCyXmjPbcnVbIu37LYvJ\nArvV1jRIs8Nmsf6w6K/vqVQrinN5qVIGIItdWUz74ff0HPoQiBCCSpVV5qSzhSx4YSt/3Ga2Kocn\nbrtLOXwpVUpYj0exmdxUbu9xuBEO9sHv6QFDd6djShXWp8T3wloQBDx9+xx1jsPDG7/u27+fLxUw\nt7Kg9P0HvH6MD4x2xVpepXPqXB1fV+axmYwBkI0sJofGj3TCdtJIkoTfp56hztXxt7tPOm6pef/1\nIzZT8QNNhIolBhxHg+MkWEyqA7iKyl8BQoByhQEv0tDry/i89Aw0TeHRjXswd1hpJoTg49xnRJMx\n5dBPEAQkMklEkzGk8xkA8uarx+VFyBeEz93z02X6qqh0mwbPYzO5ifV4FGVWFjFGvVGpYp9Fd+ha\nvYanb5+Doig8ufVo3/1Uq9I4t7oAtlYFAIR8QVwYnuhYnAmigFwxrwjtYqUEk8GE8cFR9PYETkRQ\nC4KAZFNMb4/rMhmMCHj9CHr9sB9gRidKIhbXlrG0sQICArfdBbPZjApbQalSgiC278PMRvN3Ytt2\nKrP4sujdEtNlVp5npigKXqcHQa8fPk/Poccqa/Wa3IHQ/LvVm47ogPw6ykLaA4/D1fZeEAQBm6k4\nNuIRpSip1+nR5w8hHOiF2dj9DilVWJ8S3wvrzwuzWI9F9o0uKVXKmFtdQDKbAgB4XR5MDI7BcYgh\nepXukyvmMbP4BaVKGRqGwdjAKAZ7+8+U+3oksYmPc58xEAzj8tjFju7Tcup0WO14cP3XPRf5Ckuj\nVlMdwFVU/ooQAlRYBhxPoyHGsLw5DbvFigfXf+1I/K7HIvi8MAuH1Y771+7uWDfrXB2bqTiiyRhK\nzeqUhtEg4PUj5AvC7Tg/c6QqKj8CQggK5SI24hFsJuOKkOtxedEf7FOMA88KreSSoNePGxevHXh7\nSZLwdXkOq5vrAACGYTAcGsRQ38ChK7WCKIChma6vKbzAK+ZjqVxaaU02G82Ku7XNYu3o5+ZLBXyc\n+4xKlYVRb8SV8UvwujzK91uRUcVyEcWmG3mxUmyr4gKyAG25kbeM0rrRFUQIQYktN53LE4qPBk3R\n8LqaYtrdcyj/pwbfaDMc2x5lptPqFCd4r9O9wyW87f2fiitdAaf1/leF9SmxXVhn8lm8+jQFq1k2\nbPm+/YCtVTG/tqhURp02ByaHxuF2uE79eavsDiEE67EI5lYXwAs8LCYzLo1caFvsfuRz+33qGar1\nGv5253FHowKEEDybfokSW8aD67/CuYdZR61Oo1KRRbVBL+CcR2qqqKgckXJFFtfJwldki0sY6A3h\nyvjlfe9TLBfx4v1rMAyDRzfvH7g2ldkyoskYosmYEoli0BsQ6gki5A8eexZOReVnZ/+KXQjmY0YX\ndQNCCF5+eI18qYDbl27A5+np6H5TM++QzKagYTQQRAFajRaj/cMYCIZ/SIdLg+eRzMqGXOlcBlJT\nm1hMFkVMW82d51gLooj51UWsRFcBAAO9/ZgcHOsoy5wQgmq91ia2C+ViW0YzILegfy+2O+nCbPll\ntMR0q4OApmn4XF4EmmK609x1QRSRL+aRbuZJb2/5ZxgGbrucXe51umE1734gIXdsxLARj6CkdGwY\nmh0boVPr2FCF9SnREtaCIODp9AvU63U8uP4rHLat6nOdq2NhfRkb8QgIIbCZrZgYGkOPy6ue0J9R\nGnwDc6sLWI9FAMixDBeHJ46ds3ccoskYPnz7hHCgD1cOmD9qsba5gZnFL/tG3vA8hUJJgwYHaBle\njdVSUfmLU2EZ1GoEi7G3EKQUrl/4BX3+3l1vyws8nk3/iWq9ituXb8Dn7mzzDGzNkW4mYoilE4rJ\nj81iRcjXi96eAAxHdJBVUfmrUKyUsBGLIJqMKZ+hk5gxPQqlShnP3r2EXqff1ZRsN6r1Gp5OPQdN\n0xgIhrG6uQ5BFGDQ6TE2MII+f+jEK/Nco4FkNolYOoFMPqvMb9vM1ubMtO9IB4DZQg6f5mfA1qow\nG024Mn752MU1QghqXL3djbxcVLKaWxh0ekVk261yK7mh2V5dKBcRTycQSydQa8acMTQDn1sW0z1u\nb0dRv22z74Us8sW8chBBURSctpbhmAcOq33PvyMhBLliHuvxCOLpBCSp6THg7kE42PdDPAZUYX1K\ntIR1K7NzJDyEyaFxALI4W9pYwermOiRJgtlowvjgGIJevyqozwnFchEzi1+RLxVA0zRGwkMY6Rs6\n9VNTQgievn0OtlbF324/6kjgN/gG/vXmGQiR8Nvtx7ueVgoCUChqwTUAGgIM+rP/mVNRUTl5KiyD\nQrmO+Y0p6A0VPL55DzZL+0aSEILpLx+QyCTbrn1HQRRFJLMpRJMxpHJpZSPrcboR8vUi4PF1XCVR\nUfkrIooiYukENra5Iuu0WoR8vQgH+n6Yf8/c6gIW15cPZbi6tLGMbysL6A+GMTE4iuXIKlaia5Ak\n6cRmp7kGp0RFZfM5xbnbbrEpBmRHTTcQBAHfVuaxFtsAAAz3DWJsYPREowjrTbFd2Ca2t88wA1CE\nbaulnaEZ+D09CHj98Lq8Bz4/xa29OSedLeSUwx0AsFlsinO3y+48UJxzDQ7RhOwnsOWKb0I40PfD\nXfFVYX1KUBRF/sv/+//h1acpWEwWPLp5D0QiWImuYTmyKp+y6Q0Y6x9Bn7/3TM2/qHQGIQTRZAzf\nVubBNTgYDUZcHJ6E33NyDpPfE0vF8e7rR/T5Q7g6sX9bZovWYc+F4QkM9w3u+L4kNR3AOQqiKMJk\nVB3AVVRUtqiwDGLpDFbjn+FxUXhy616buF2OrOLr8hzcdhfuXrnVtesb12ggnpbnsVtZqK0NX8jX\nq+SUqqio7E6ZrSCSiCKSiKLBy23CLrsT4cDRc3yPiiiK+GP6Jdgau+9I2nYkScIf0y9QqbJ4eP1X\nOGwO1Lk6FteXsd7s/uyG23edq2+J6UJO+XeH1a6I6eO21adyaXyen0WNq8NisuDqxOWOXoNuI8f6\nJhFJbCJTyLbFlW1Hq9E2DdKalW2LDSajSXmNq/WaHHvWNBzj2vLFTcqctMfp7sjMTMlxj0eRyCTP\nbI67KqxPCYqiyP/xv/3vqNZruHf1DorlIhY3VtDgG9BptRgJ/7i5EJXuwgs8FteXsRJdAyEEXqcH\nF0cmT/wUmBCCP6ZfoMxW8Lfbjzpy6S1WSng2/RJmoxlPbj3YsQklBCiW5KzqBifCYlZFtYqKyk4q\nLIOF9WWki+sY7rfj5sUroCgKuWIef358A51Gi0c3759YyzZbYxFNxrCZjCnzfnqtDkFfECFfEHaL\n7UxsulRUziKSJCGRSWI9HkEmLyfQaBgNQr4gwoE+2K22U3kemUIWrz5OdRxDC2z5FtktNjy8cW9L\n2B0zn7pWryliulXZlx/HiaDXB7/X35W4W57n8WV5DpFEFBQojPQPYbR/+FRb8yVJQraYa85MJ9Fo\nimCtRouAx6eYrZXZylYbeaWkrLUtaJqGVqOFKIptFWm9Tq+IaI/TfajXrcbVEYlHsRGPosbJ7edW\nswXhQB9CvuChHcZPGlVYnxIURZF//OMf8Lo8KLMV1Lk6NAyD4b5BDIUG1da1n5AyW8GXpW9I5zOg\nKApDoQGM9Y+c2N86nk5g+ssHhHxBXJu8cuDtCSH48+Mb5Ip53Ll8Ez1u747blMsM6hyNWk2C1azG\naqmoqOxNuULhw/wnVLk87lwZQK8vgGfvXqLO1fHrldsdb2iPAyEEhVJBFtmpuGLWYzGZlXnsH+mB\noaJy1qnWqthIRBGJR5WWYLvVjnAghN6ewIlnJH+am8FGIoqJwTGM9g93dJ/33z5hMxnD5dELGOjt\nb/temS1jbnURiUwSgDw2Mjk43uZx1KJaqypiutUFAwBuu0vOXfb6Oo4v7YREJomZhS+oNzjYzFZc\nnbi8b/xuN5EkCZlCVhHTrbVSp9UpYtrtcO15uCEIAlK5NGLpBPLF/I728RY0TcNuscFhtcNutcNh\ntcFsNO97aCJJElK5NDbiESSzaQByN1JvTwDhYB8cB8ST/UhUYX1KUBRF/uM//kNuXaBpDPb2YyQ8\ndOZOWlS6i9xSk8KX5W+o1WvQ6/S4MDSOXl+wq4sCIQTP3r1EqVLGb7cfwmI6uDq+mYrj/deP8Ll7\ncPvyjR3fr1ZpsFU1VktFRaVzcoUGpr+9B9CAv0eLEls41Aa5m7Q2Z5vJGBKZFCQid9y47E55Htvr\nP5VsVxWV88iWuIkqsa8MzSDYE0B/IASHzXEi4qbB83g69Qy8KODJzQcddd/VOQ6/Tz0DAPztzqNd\nZ2wLpQK+rS4oFXm/x4eJwVHQFI14JoFYOoli0zkdkI3dAl4f/B5/R07Zh4FrNPBl6Ss2U3FQFIWx\n/hGMhIdOfHRFlERk8rKYTmRSipjW6/SKmHbZnbs+D0mSkC8VlDnpfKmgeFzQFAWn3SnPSNucAIAS\nW1ZmtsvVSttjtcS24kZutcNqsqDO1bERl0cTWkLdoRzqBM9FEVIV1qcERVHkP//n/xVelx2TQ0Po\ncTvP7GmLSvcRRRFLkRUsbaxAkiQ4bU5cHp3s2slkIpPE29n36O0J4PqFqwfeXhAF/D71HI0Ghye3\nH8JsbL9wcRyFUlkDjiPQa9VYLRUVlc7ZTOXxaWEWNE0Q8Dpw9+ov0OuAH3nJ4wUe8XQC0WRMmZGk\nKQo+dw96fb3wuc9Wtq+KylmixtURSTTbcesn347bOvj3ONy4e+VWR/vlVh72QV17mXwWc6sLbRV4\nS+6TAAAgAElEQVRpAKBAweN0y5VpT8+JGWDFUnHMLH5Fg2/AYbXj6sTlE40OFEUR6XwGsXQCyUxK\nadE26PTKfLjLvlOTtPKpWzPS2UJOyUQH5C4Gb3NO2mV37jvKKogiypUSCq2c7abY3ku/0RQNn7sH\nw+HBHzJnfhxUYX1KUBRF/v3f/0/l/zUMA7vVBJfdDJfdApfDCofNpF7Yf3KqtSq+LM8pLUn9wT5M\nDI4d66JECMHz969QLBfx5NaDjhbolvvmSHgYk0Njbd/jBQqFogY8BzC0AJ3u7H++VFRUzhbL0U0k\nMgVMDFyEyaiFVgtoNAQ6nQSthkCrJT9MaNfqNWymYogmYkolRavRItjjR8jXC+cJVeJUVM47hBBk\n8lmsxyPfGUj5EA70we3ojoEUIQRTM++QyqVxdfwy+gKhju7z/N2fKFZK+PXqbXgce4+eEEKQzKaw\nHFmFhtEoYvoku0jrHIfZxS+IZ5KgaRoTg2MYCg2cyFojiCJSuTTi6QSS2ZRiQGbUG5UYsN3WObZW\nbQrpDDKFrGJoB8jjNK05abfDfexun0K5hJXIKhKZBERpd/8eiqJgNVu2DNKsdtjM1jPtR6UK61OC\noijyf/9f/wXFchnFCotylUWlWgOw9dwZhobdYoTTboHLboHbYYHDZgHDqGL7ZyOdy2B26SsqVRZa\njRYTg2PoD/YdaYFNZtOYmplGwOvHzYvXDrw9W6vi6dRz6LRa/Hb7UVtrjSjKDuAcR4EiAgyGs//Z\nUlFROZsQIh/UNRoUeJ4GKAoaDaDTAowW0GoIdFoJWh2BVnP6aw0hBKVKGdHkJjZTcXDN1kOTwYhe\nXxAhX++RY3NUVH52uAaHaDKG9Vjku8ijEPr8oWNXfLfnVP92+2FHj5cvFfDi/StYTBY8vnn/TBSr\nCCHYTMYwu/QNvMDDZXfiyvjlrq8tgiAg2RTTqWxaqS6bDEYEvQEEvH7Yre0mjlyDUyrS6UJW6UYA\n5Iq2x+lRDMe6MVsuiCLiu0a9hRAOhGA2mtoM0grlIkpsWYn5AuTOAovZrORsO5pi+6y0iavC+pSg\nKIr81//nTdu/CaKIEltBsVRGkWVRZlmw9Sokaev3oWkKdosJTrsFTpsZHqcstjWas3tao9IZkiRh\ndXMdC2uLEEQRNosNl0cvwGV3dvwYhBC8/PAa+VIBj2/eh81ysHPn29n3SGSSuD55Bb2+4LbH2hLV\nIi/CZFIdwFVUVLoHIQDPU6hzNASRAk1R0GgBnQ5gGECrlaDTEmi10qmPn7QqcdHkJuLppLIpdVjt\nCPmCCPYEfmg2qorKWYUQglwxj414BLF0ApIkgWqOWfQH+uB1eY5clV2JruHL0reOx9wA4PPCLNZj\nEUwOjWMkPHSkn9stavUaPi98QSqXBkMzmBwex0Aw3LUqNS/wSGZTiKeTSOXSigA1G80INtu8bRar\n8vMEQUC2kEO6OSddZsvKY2k1GrgdbiVP2mw0d+15FsslbMQjiCZjSiu6x+lGf6APPk/Pvg7okiSh\nUmW3ie0SSpVSW1s6IFfU7UplW57fPmmjvd1QhfUpsZuw3g1RFFFmWRTKFZSqZZQqVVRq1fbTGopq\nVrbNcNoscDnkVnKtKrbPJXWujm8rC0okRK8viAtD4x3F0qRzGbz+/BZ+jw+3Ll0/8PapXBpvPk/D\nZXfi3tU7bYtmscSA42hwnASLSXUAV1FROVkkCWg0KHA8DUmiQIGCVt+saDNEFtnN1vHT7PwTRAGJ\nTArR5CbSuQwAuUridXkQ8gXh8/hONd9XReW80OB5bKZi2IhFUGqKNqPegL5ACGF/CMZDxlMRQvDi\n/SsUysU900t2ew6/Tz2DKIp4cvthVyKxDgshBBvxKL4uz0EQBXicblwZu9SVRIIGzyOZlZ3L07kM\npKYGspgsipi2mi2gKAqiJMqGY82qdKFUBGl2ytI0DZfd2ZyT9uyoZh8XQRCwmYphPR5VTOEMOj36\n/HJ1+jivBSGkTWy34r+2R3wBcgfF92L7pE2jVWF9SnQqrHdDlCSUWRbFcgUltoJStYIKW90xk2Cz\nGOG0meW5bYcVbocVWu3ZaI1QOZhcMY+Zxa8oVUpgGAbj/SMYDA3s2cq0PS7r4Y17cBxghCZJEv6Y\nfoFKlcWjG/fbcikrLI1aTXUAV1H5GRFFEfHmwd1ZRhSbreM8BUJo0BSg0QEaBtAwBBotgVYjV7P3\nWqNCwd6uzt/VOQ6xVAzRZAzFSgmA7JES8Mrz2N2aKVVR+ZkghKBYLmI9HsVmKqbM+Pa4vAgH+g5l\nFlislPB8+k8YDAY8ufUAGubgfW0ksYmPc587Ljp0k2qtik/zs8gUstAwGlwcmUCfP3SsdYJrNJDM\nJhFLJ5DJZxXTL5vZqsxMW81W+XWvlLYMx4q5tsKc0+ZQ5qSdNkfXZ5VbcYcb8Sg2U3Glquxz9yAc\nCKHHdXImkYQQVGvVpkHaVtZ2y/m8hclgbLqR2xWx3c1uJFVYnxLHEda70TqtKTRntktsBZVqFYLY\nXmm0mo1w2k1w2SxwOqxw2y3Q69V4kbMKIQTr8QjmVhbACzzMRjMujU7+/+3dd5ykVZno8d+pXNWh\nOufuyTmQFQQWlyTXjIuAV8VVFwO6V8GrF9fAemFZFdiV68quorKAOqJXZNW7sihGBIEBhhmYnDpV\n51ixu8K5f5y3qqt7qtNM9XR6vp9Pfbrqfd869VbXW3Xe5z3nPIeqshOv0vYO9PHMy89RXV7Ja7ad\nO23ZR1qPsffIflbUNbF9/ZbM8mjMRihkgmqPWzKAC7HUtAVaqFlbxKpVq+Z7V+bUsWPHiPQEWdHY\nNCflB8MhMz92VzvRkRhgWmDS47GLC+cus68Qi1UikSDQ00FzoJVBq+XS7XLTWFNvjaudfqzxvqMH\nONxylNUNq9iyduO022c3PLxm2zlUl1ed8vuYyWseb29m39GDJFNJqsoq2b5+y6xb6dNGRkcyc2r3\nDfRnWpr9hcWZbN4FXp+VcKzXBNOD/eMCySJfYWaMdHlJ2Zx1jR6Nj9LWFaClo5Vg2CSE9Hq8NNU0\n0FjbkNe5v2dDa000Fh2XjXwoNDQuKRuAx+2x5tq2Au7C4hn1Gs1FAutcBSp1FfA1wAZ8R2v9lQnr\nbwb+BogDPcAHtNat05SZ18A6FxNsRxgKBRkMhQmGQwQjYRKJieMQPJRYwbZp2S7E45b5tBeS0fgo\nB44d4nigBTDzLW5Zs3Fc15mndz1L32A/F519wbTTEYyMjvCbZ/+AUopLX/sXma4w8bhicNjB6Ag4\n7XFkSlchlp62QAsXXLGd9evXT7/xInbw4EFefno3a1bNTWCdlh5T2tYVINDdkel+WFxQZMZjV9fN\n24mkEAvZcChojbVtJ56wxtqWlNNU20BNZfWkY22TySS/e/4pIrHIjHropV/rDy/8Ca/bw+vPu3hO\nM0mHImFePrCH/qEBnA4nW9dtor6qbtat1LGR2FgwbU0LCCbXQzqYtttsVhDdR89AHzHrIh+Ybvcm\nkK6goqQ87/NvZ9Na0zfYT0tHGx09naS0GVtfU1FNU20DlaUnP7Z+LmmtiY3EGLKC7cHgEEOh4Uzy\nyjS3y52ZZ7skK9ie7j1JYD2xMKVswEHgMiAAPA9cr7Xen7XNJcCzWuuYUuojwOu11tdPU+6cB9a5\naK0JR6Mm2A6OBdvpH7Q0n8eVSZBWXmqCba9HErXMt6HgMK8c3kv/0AA2m421jatZ27SaweAQT+96\nlsqyCs7fft605ezav4fWzja2rdvMyvoVACQSMDjkZGQUbCTwuBd+zw8hxOwtp8D69/+5lxVNK05b\nIrRkMklXfw/tXQG6+rozXTQrSstpqK6jtqJmwWSrFWKhSCaTdPR20hJoo2/IBJBOh5OGmnpW1Dbk\nnDa0Z6CXP7/8PMWFxVx89gUz6lK898h+jrQeY92KNWxclf/fv1QqxdG24xw4fohUKkVtRTXb1m+Z\nVdfiaCyaCabTmbIBSotLqauspqK0gkjMTIPVM9BHyJoiEMz/LN0iXVlSjs/rm/NgdmR0hNbOdlo6\nWglHI4BJlraitoGGmvpFm+QxV7CdfdECwOV0ZYJtf5GfksJivB7vuP/5Ugis811jvQY4pLVuBlBK\n/RB4G5AJrLXWv8/a/s/Au/O8D3mjlKLQ56PQ56Pe6gmjtSYyEmMoFDTjtq3pv9q7+mnvGrtC5nU7\nM8F2OkFagde9IK9ALVX+omJed+Zrae8OsPfIAQ42H6a1sx2ndaK2fsXaacsYGB6ktbON4oIimmob\nAZM0aDjoIBEHUkk8XgmqhRCL38hoiuEhjVI2nG5wOuw4rHmznU4zvVc+G67sdjt1lTXUVdYwGh8l\n0N1JW1d7Zozjbtur1FZUU19dR2VpxYKY/keI+Wa322morqehup5QJExLRyutne0cazvOsbbjlBaX\nsKK2kdqqmsyY6srSChqq62nrMtutmUHG7/Ur1tLe3cGRlqN5nz5vOBTk5QN7GAwO4XK62LZxM3VV\ntTN6biQayQTTA8ODmeXl/jKqy6vweDwMh4K0d3fw6pFM+IHdZqeyrIJKa5x0cWF+E45NRmtNT38v\nzR2tmQuINpuN+uo6VtQ2UuYvXfSxgcftweP2jBs2MDI6kgm2h6xgu2egl56B3sw2TodzXLBd4F78\nUzTmO7CuB7K7dbdhgu3JfBD4ZZ73YU4ppSjweCnweKmrMAeQ1pro6Ig1z3aI4XCYYCREoHuAQPfY\nFTSPy0mJv4CyrGC70Dd91whx8pRSNFTXU1NezcHmwxxtO050RFNRUj7t1Fxaa145tBeALes2YbPZ\n0NoE1fG4Ih5PUlgg02oJsdwkJvRaOlULpVW2qCBFaUmCZBJG4zYikXQiNIXTBU7nWKDtcqZwOnXe\nkjW6nC5W1jexsr6JcDRCe1cgM0d2e3cHLqeL+qpaGqrr8Bf5pd4UAjNN0uY1G9m4aj2dfd20BFrp\nGehlYHiQVw7vo766lqbaRkqK/GxZu5Hu/m72Hz9EbWXNtJmlHQ4HW9duYuerL7Hn0Kucv/28U/7e\npVIpDrcc5WDzYbTW1FfVsWXtJtyuqYdUhiNhOno7CfR0ZbJkgwmmS4rN78Hg8BD7jx/MJBxTSlFa\nXJqZAqu0uOS0XpyLxqK0drbR0tGWySuRbqSpr67DtcTHD7pdbqrKKsflORqNj2aC7YGhIP1DQdq7\ngrQEwqRS3aRSi/93Pd9dwa8BrtRaf8h6/B7gPK31J3Js+x7gJuASrXV84voJ247byfde+ze87/ob\n87bfcyU2MsJQKMRAMEgwbFq2YyPjxyG4nA4r2C6krMRkJC8u8MpJwxwJRUI0B1pZUdc07dXX1s42\ndu3fQ11lLedsMXNABoN2YiM2otEURQUyrZYQS93EruCJRILW1mTexhwmk0kaG+15Ca5//vOfs2/f\nPj7zmc/M+rkHDx7kmV/tpqHuxDHWySTERmyMxhVom5k32wVOJ1agne46rsln1aW1ZjA4RHtXgPbu\nQCZpToG3gIbqOhqq6/IyBY8QS0kkGqGls43WjjZi1thXf2ExTbWNKAW7D75KZWkFr91+7rTnmlpr\nntvzAt39PZyz+cwZtyrnMhQcYtf+PQyHg3hcbrav30p1xeSJ0UKREIGeTjp6OhkOjc0ZXVpcgtft\nJZGMMzA8OG54ZnFB0VjCMX/Zab9omUql6OrroaWjle7+HsD0MKivqqOptoGSZXpRMJmEREIRTygS\nCRuJhCIdfj7w/ft45KffHrf9Yu4Knu/A+nzg77XWV1mPbwV0jgRmlwP3An+hte6bQbnzMsZ6LoyM\njjIUCjEYDFpjtiNEYuPHITgd9qx5tk2w7S+c+7EfYkw8Eee3z/6BeDLBpa/5C7weL5GIjXBEptUS\nYjnJFVgHAvlrZU4kEtTVzX+r9VSBdTatzQlSbNScICmUCbSd6em9NC6XCbQdjvwF2qlUip6BXto6\nA3T2dWVapcr8pdRX11FXWbvkW4CEmI30d6Y50Ep3Xw8ajd1mx+lwEBsd4cyN22isaZi2nHA0zO+e\newqn08lfvubiWWfHTqaSHDp+hMMtR9Fommob2Lx6I84J31eTRHgsmE5nyAYoKijCYbcTiUXHJcry\nebxZCcfK5m2McjgapqWjjdbO9sz+lRT5Tet0Ve28/76fTokEJJKKxIQg2tQd5qZTGmXTKDR2h8Zt\n9X5KJpK84VoZY53teWCtUmoF0AFcD7wrewOl1FnAvwFvmElQvdS4XS6qysqoKivLLBuNx61gO8Rw\nOEgoEqG7b5juvuHMNg6HnZIinxmzXVpIuRVsy5izuXGo+Qgj8VE2rFyH1+NlZEQRjtgZiZlpteTf\nLoQ4nZqbm7nqqqs4//zzefrppznvvPN4//vfz2233UZPTw/f+9732Lt3Lzt37uTrX/8673//+yku\nLmbnzp10dXXx1a9+lXe84x2nvB9KkRlzDSm0NvNnx0YU0agNpRR2hx2XC+wOcFmt2WYe7ZO/kG+z\n2agur6K6vIp4Ik5nTxdtXQF6B/voHxrg1UN7qSqvoqG6jqryykkzJAuxXGR/Z2IjsUzSrEgsCsDL\n+/cQjcVYWd+Ume0klwJvAetWrObA8cMcOH6YrWs3zXgfBoYH2bV/N6FIGK/byxkbtlJZVpFZr7Vm\nOBykwwqmQ5EwAAqF1+0lpZOMjI4SDJsWa5fTRV1VLRUl5VSWls9rj5VkKklnTxctHW30Dppwxulw\nsKp+BU21DRQXFs/bvp0u2UF0PG4jkVQwIYhGa1BjQXSBN39DiBaivAbWWuukUurjwBOMTbe1Tyn1\nJeB5rfUvgK8CBcCPlWmCbdZavz2f+7HYuJxOKktLqSwdG/MbTyQYCgcZGg4yFA4TioTpHQjSOxCE\nZrON3W4bC7ZLiigrKaSkqAC7fQkfsadBMBziaNtxfB4vaxpXEU8ohkMO4qPgdCRlrmohxLw4cuQI\nP/nJT9i8eTPnnnsuO3bs4KmnnuJnP/sZd955J1dfffW4nk2dnZ386U9/Yt++fbz1rW/NS2A9kVLg\ncmpcVqCdSlkt2jEbyaTKSoQGdju4XKlTToTmdDhprDVzvEZjUdq7O2jraqezt4vO3i6cDge1lWY8\n9lJIDCTEqfK4PaxbsYa1TavpHexj75H9DIeCHDh+iEPNh6mprGFFbSPlJWU5vy9rGlfT1hXgWNtx\nGqvr8RdNHTQmkkkOHDvE0bZjAKysX8GmVetxOBxorRkKDWeC6XR2bDCBaTyRQKOJjkSx2+1UlVWa\nzN2l5RQVFM379zkYDmZap9PzXpf5S03CuMqaOZ2abD6ZbtxZt6wgOp6AZBxgLIh2LIMgOpe8hwha\n68eBDROW3ZZ1/4p8v+ZS5HQ4qPCXUpGVYCuRTDAUCjEUDDEUChGKhOkfDNM3GIKWLgDsNhv+Ih+l\nfh9lfivYLi7AsUS/6PmmtebVw/vQWrN5zSbAzvCwnfgoKBK4XJIBXAgxP1atWsXmzZsB2LJlC5dd\ndhkA27Zt4/jx4yds//a3m2vWmzZtoru7+7Tso80GLpfG5TI5KMYnQjOBtstKhGa3m4DcaXUdP5kT\nMK/Hy9omM5XiUGjYjMfuCtDS0UpLRytej5eGqjrqq+soKijM87sVYnFRSlFZWsHFZ7+OP7zwJ4Lh\nEC6Xm0B3B4HuDnweH021DTTWNIybx9lut7N13Wae3b2TPYde5cKzzp80wO0b7OflA3sIRyMUeH2c\nsWEbZf5SBoNDdPR00t7dccJUTGmJZJIyfzrhWAUlRf4F0TMzkUzS0d1Bc0drJhO5y+liTeMqmmob\nKPQtnd8WrbO7ck8eRCuVFUTbNd6C/ObYWKyk7W0RcdgdlPtLKPeXZJYlk0mGw6Yb+VAoTCgSYjAY\npn8oxBHMiZTNpigu9FFWXECp32rd9hficEiwPVFXXzc9A71UlJZTXV7F0LDJAK6TSbw+CaqFEPPH\nnXWia7PZMo9tNlvOTOXZ2+czn8ps2O3gtafweszjdCK0UEihsGGzKRwuG66sRGhOh8blmv1Jmr+w\nGH9hMZtWb6B3oI+2rgAdvZ0cajnCoZYj+Iv8NFTXUV9Vu2jnixUiH2w2G2du3M5TLzyDAs7ffh5t\nXQECPR3sP3aQA8cOUV1RRVNtA1VllSilqCqrpLayho6eTlo72zJTkKYlEgn2HT3A8UALAKsbVlJV\nXkmgp5Odr77EaHw0574UFxabQLqknLKS0swUYQvBUHCI5o422rsCJJLmN7aytIKm2gZqKqoXRNB/\nKjJBdHwsgE4H0akUJJKQsIJohUYpCaKns3COXnFS7HY7pcV+Sov9mWXJZIpgJMTgcIjhSIhgJEQw\nFGVwOGwmQMOMXyku8lJqBdvlVrDtdC7fQyKZTPLq4X0opdi6djPBUHparRSFPplWSwhhJJP5mxHA\nlDWzi5ynEhzPV2A9kd0OBb4UZk6GJPG4YmRUEYylE6HZTSI0K9A+mURoSikzX21ZBduSW+jqNeOx\ne/p7eTU4xN7D+6ksq6Chuo7qimrp0SWWpZIiP6sbV3Kk9Ri9A32ctWk7W9duor07QHNHa2Zohcft\noanGDL3YsnYT3f097D1ygOry6sw0WT39vbx84BWiI1G8Hi+FvkJaOto42nb8hNf1eXxUlplAuqK0\nfMrx3fMhnojT3tVBS0crQyGT68jjcrOqYQVNNQ2LdiaCdOLJ7FboRML8qJohPOaWCaJtGqcE0bO2\nfKOoJcyMvS6mJGsMTDKVIhSOMBgKMhwKMRwJE4pEGApGON7ek9muqNAE22V+k5G8vKRo2WRaPdp2\nnEgsyuqGlSiKGR21MRLTFPhkWi0hhOFwOGhsnH67mZv5VFvZXS8ndsOc7eOFYqpEaCiFIysRmtNh\nzZ/tmnkiNIfdTn216Qo+MjpijccO0N3fQ3d/D3a7ndqKGhqq66goLV+w/ych5sL6lWsJ9HRypPUY\ndVW1+IuKWVm/ghV1TQyFhmkJtNLeHeBg82EONh82rdYVNbR1tbP/2AE2r97IK4f30dbVnikzGosS\ntRKkgcmJUFlWQWVpBRWl5fg83vl4q1PSWjMwPEhLRyuB7k6SqSQKRXV5FStqG6ksq1hUrdMTg+h4\nQpFMnhhE22waUhpl17gcGq9bguhTldfptubKUppuayExUxtEGAwOMxQKm2A7HCYxoTWmqMBDiRVs\nl5YUUu4vxONeWFcYT1U0FuW3z/0Ru93O6854PbGYh1jUZACXZGVCLF8Tp9taqmY63dbplEmENpJO\nhKZwODGBdjoRmtV9fLa/08FwiPbuAG1dgUwQ4HG5M0G4fxlk9BUCoLu/h2d378Rf5Ofisy844eJS\nIpEg0NNBS0dbZnxxmkKhGR9HKKUoKfJTW1lDVVkFhb7CBXvBajQ+SltnOy0dbQQjZnovn8dLU20j\njTX1eNyeed7D6aV/J7NbodNBdDJpunMn41YQrTU2e7oX0DzveA4y3ZZY1JRSFBUUUFRQQLoBRmtN\nOBrNBNvBcJhgJERrRx+tHWOzoxV43ZkEaelg2+tZvGPW9h09QDKVZMPKLcRiHkZHwe2SoFoIIeZL\nrkRo8bhpzU6lTi0RWlFBIRtXrWfDynX0Dw3Qbo0vPdJ6jCOtxygqKMqMx/YuwBY2IfKlqqyS+qo6\n2rtN1u9VDSuJjsSIRCNEYhEi0SiRmMnc7XA4xuVzSAfVbqeLqvIqGmvqKS0uWdCtu1pr+gb7aelo\npaOnk5TWKKWoq6yhqbZxQfdcmVEQnQCbMr2AbDYzR7Rj4V8fWDIkbBDjKKUo9Pko9PloqDbLtNZE\nRqIMDgcZCppAOxgO09Y5QFvnQOa5Xo/L6kZuEqSVlxTi8y78b3PfYD/t3R0U+kooLlhBfBTsKsEy\n6QEvhBCLgt0OdrvG4xkLtEdGTSI0sGFTCqfbhtORToRmuo5PlQhNKUV5SRnlJWVsWbeJ7r4e2roC\ndPV1s+/oAfYdPUBFSTn11XXUVlbjdEjFIBY3rTXxRDwTMEdiEZQy34VXj+xn79EDOXMyKKXwebyU\nFPnxub1ER6IUF/pZv2LNjIezzKfYyAitnW20dLRlLhQU+gpoqm2kobpuwSU0TAfR2dNcpVJjQXQ8\nYf7aMEG03S5B9EKw8L8JYt4ppSjw+Cjw+KivMsu01kRHYgyFQgwGgwQjYYKhCIHuAQLdY8G2x+08\nIUFagc+zYK4Gaq155dBeUilYUb2dZFyhU0nc3oU/REIIIZYzux183hQ+L0CSREIxMqIIWYnQbDaF\n02UzydCsRGhOK+DOVQXZbXZqK2uoraxhND5KoKeT9q4AvYN99A72sefQq9SUV9NQXbfoxlyK5SWZ\nTBIdiRKORonGIoSzguhINJrJcJ1Leu7oAq8Pn8eLz+PD5/XhdS+cc7eZ0lrT3d9LS0crXX3daK2x\n2Ww0VNfTVNuwYOa5TyYZ1wqdHUQn4lZLdMoE0UqZINrj1DikM82CI4G1OCnpK5c+j5faisrM8uhI\njKFgyCRJC4cJRsJ09AzS0TM2LsftclJS7KPUX0i51Y28sMA7Lz9uzYFWhkJByopWU+AtYXQkSWGB\nZAAXQojFxuEw2cMLrERoiYTJOB7LToTmBLtz+kRoLqeLlXVNrKxrIhKN0NYVyExHFOjpwOV0UldV\nR0N1HSVF/gVxci6WD601I6MjhKMRIrHouC7bkWiE2OhIzufZbXZ8XitY9njxWcFzgdeHx+1h5ysv\n0TvYR01FNfVVtaf5XeVPJBaltaONls62zJzZxQVFNNU10lBVh3MeuyRODKLjcRvpDgLpIDqV0thU\nCp2eI9qtkckLFgcJrEVeed0evG4PNRUVmWWx0RGGQyEGhkMMh0MEI2G6eofo6h3KbONyOqwEaQWU\nlhRS5i/CXzi3wfZofJT9xw6SiPtYWb+OkZEURRJUCyHEoqdUjozjcSsRWiSdCM2eSYTmdJqx2bkS\nofm8PtavXMu6FWsYCg7T1tVOe3cHx9ubOd7eTIHXZ8ZjV9dTsEin4hELTzwRN0FzOnieEAzhrtIA\nACAASURBVESndO7zFa/bS3lJmdXSbILoAiuIdjldU55XbV+/hd/tfIpXDu2lcgFOhTWVVCpFV183\nLR1tdPeb2W7sdjtNtY2sqG3EX1R82i+AmS7b6VZoG4mEygTR8bjJzK1TZmorMBcGfZ7pc0SIhUsC\nazHnPC43njI3VWXlmWUjo6Mm2A6GCIaDBCMRuvuG6O4bC7adDgelxT5K/QWUlhRQ5i+mpMiXtx/G\nA8cOEQrDipp1kHRR4J28a5QQQqRlJ+/Jh8UwPnGxU2p8IrRUCkZHxydCc7rANSERmtMx1lKklKKk\n2E9JsZ/NazbSM9BLe1eAjt4uDhw/zIHjhyktLqGhup66qppFFZSI0y+VShEdiWaNdTbBc9j6G0/E\ncz7P6XBSVFhkWpqzgmef14vX7T2lIQoFvgI2rFzLvqMH2XfkAGds3HbSZZ0u4UiYlo42WjvbGImP\nAlBaXEJTbQN1lbWn7fc1kSCrK/dYEG16z4wF0Ta7WWh3aAq8EkQvNVKbi3nhdrmoLCujsqwss2w0\nHrfGbGcF2/3DdPcPZ7Zx2O34i3xWgrRCykuK8Bf5Zl2RDIeGOdTcjt1WTnVpIx53Qn7chBDTSiQS\ntA62Ys9Tv7xkMkljSeO0J39tbW3ccMMNdHZ2Yrfb+dCHPsTf/u3f8qUvfYn777+fqiqTAOPOO+/k\nqquu4umnn+ajH/0oHo+HHTt2sHr1aoaGhrjuuut4/PHH87Lvi5nNBh7P+ERoo3Eb4bBC68kToTmt\njOM2m43q8iqqy6uIJ+J09nbR1hWgd6CPgeFBXjm8l6qyShpq6qkuq8zb8SIWD601o/HRrIA5QjQa\nJWwF0dlzPWezKYXX46O0uGRcd+108DzXCfRWN6yivauDls426q353ReaZDJJR28XLR2t9A32A+aC\nw6r6FTTVNlJcWDSnr58OouNxW6ZbN9lBdBxAg9IoJIheTiSwFguGy+mksrSUytLSzLJ4IsFQOMhw\nMGSm/4qE6BsM0jcYhGazjd1uw1/ozYzZLvMXUlJciN2e+xdMa83L+w8Qi3nZtnYdbtfs50AVQixf\ndrv9tLcyOxwO/umf/okzzzyTUCjEOeecwxVXXAHALbfcwi233DJu+3vuuYfHH3+cY8eOcd9993H3\n3Xdz++2387nPfe607vdiYbeD157CTGQxPhEaWmG3j0+ENtZ1XON0OGmsaaCxpoHoSIyANR67q6+b\nrr5uHHYHdVU1NFTXL5hkSSI/EskkUatrdjiW3WXbLEumkjmf53G5KfOXjksOlg6iPS73vB4jNpuN\nMzZs5Y8vPsPug69wybkXLZgLQ8FwkOZAK21dgUyLfnlJGU21jdRWVOd9P7VmXEKxiUF0PGHmiE4H\n0Talsds1hQWTz0QgljYJJ8SC5nQ4qPCXUuEfC7YTySRDoSBDVrAdioQYGIrQPxTmSEsXAHaborjQ\nJEgr9RdQUWKCbYfDTltXJ22dUcr8lVT4/bhckgFcCLGw1dTUUFNTA0BhYSGbNm2ivb0dIOfUOC6X\ni1AoRDgcxuVycfToUQKBABdffPFp3e/FKlcitFh2IjS73QTZrqxEaE6N1+1hTdNq1jStZjgUNOOx\nuwK0dJhpfrxuL/XVJulZUUHhfL9NMY30DCjjk4ONdd0emSRJmMNuN1m1vb4TW5093gUTqE6mpLiE\nVfUrONbezKHmI2xcvX7e9iWRTBDo7qSlo5WBYZMI1+V0saZxFU21jRT6CvLyOjMNopUy46GVshKL\nSRAtskhgLRYdh91Oub+Ecn9JZlkymWQ4HGYwGLSC7TBDoTADw2FoNdsopfAXeomNjoK2sbZhFR6P\nBNVCiMXl+PHj7Nq1i9e+9rU89dRTfOMb3+Dhhx/m3HPP5Z577sHv93Prrbdyww034PP5ePjhh/nU\npz7FHXfcMd+7vijlTISWUMRGzBjtdCI005o9lgjN5yli85qNbFq9gb7Bftq62uno6eRwyxEOtxzB\nX1hMQ3UddVV1eNwLaw7d5WQ0Hs9k0z4hw3YsmntOZxRej4eK0vJMsFyQFUQ7Hc5F3zNh46r1dPZ2\ncbj1KHVVtXPevXqiweAQLYFW2rsDJJKm5b+yrIKm2kZqyqtOaSx5+mJZdgCdDqLN/NHmpqyu3EqZ\n2QMkiBbTkcBaLAl2u53S4mJKi4szy5LJFMFImKFgkKFwiGA4TDAcIZlKsaq+gfISzzzusRBCzF4o\nFOKaa67h3nvvpbCwkJtuuokvfvGLKKX4/Oc/zy233MJ3vvMdzjjjDJ555hkA/vjHP1JfX08qleL6\n66/H5XJxzz33UFlZOc2riVyUApfTJDiDFKmUlXE8ZiOVtBKhucHpsGfGZxd4K9m2rpyt67bQ1ddN\nW2c7Pf29vBraz6tH9lNZVkFDdR01FdU47HJqlk/JVJJoLDbWRXtCkrDJ5nR2OV34C4ut1mYfBVnT\nVHncniU/j7nD4WDb+i08t+cFXj6wh4vOvmDOLxbEE3HauwI0d7QxHDL5dTxuD6sbVtFY24DPM/uJ\nm3MG0QnzPrKDaJvNNE0rm8YpLdHiJMmvt1iy7HYbJUVFlBSNXWXVOkVkJIbPPfsfZyGEmE+JRIJr\nrrmG9773vbztbW8DGBcc33jjjbzlLW854Xl33HEHP/rRj/jYxz7GXXfdxfHjx7n33nulBTtPbDZw\nuzVu9/hEaJFIViI0FzidZmx+sa+BMzfUkdIxOns7aesyQXZPfy92m53aymrqq+uoLK1Y9K2ep0N6\nTufs8c3hrBbn9DzGE9lsthMC5nQQ7fN4JVs/UF1eRV1lLYGeDo63t7CqYUXeX0NrzcDwIM2BVgI9\nHaRSKRSK6vIqVtQ1UlVWOePvQXYQnZ7mKpnMEUQrK4i2a1wOM0+0fNVEPsivhlhWlLJR4JF5RoUQ\nJy+ZzJ2QaK7L+sAHPsDmzZv5xCc+kVnW2dmZGXv96KOPsnXr1nHPefDBB3nzm9+M3+8nGo2ilJnD\nORrNnZFYnLqJidCSSYiN2AiFFGhbViK0QkoK11BZuorRRIiuvjYC3SbxWVtXALfLTX1VLQ3VdRQX\nnv45eBeSRCJxQsCc3QKdSuWe09nj9lDuLxs3JZUJnH24XVPP6SyMres20TPQw75jB6ipqMJ7Eq3G\nuYyMjtLW1U5LRyuhSBgAn8dLU20jjTX1eNxT9yo0gfL4Vuh0EJ1MQiJpxkTbbKZnic2mrSEaedl9\nIXKSwFoIIYSYIYfDQWNJY97LnM6f/vQnvv/977Nt2zbOOusslFLceeed/OAHP2DXrl3YbDZWrlzJ\nN7/5zcxzotEoDz30EE888QQAN998M2984xtxu93s2LEjr+9BTM5uhwJfCpNiKWm6jY8qRmI2QGG3\n23E6/VT4/dSUbSIcHaB7oI2uvgBH245ztO04Rb7CTNKzfAU2C0kqlSI2EjOZtU9IEhZhND7ZnM4O\ninyFJ0xJ5fP48Ho82G0LO0nYYuB2udm8ZiMvH3iFPYf2ct7Ws0/6goTWmt7BPloCbXT2dpLSGptS\n1FXVsqK2kfKSspxlTwyi43FFKjUWRMcTkEqalmitU9jtGrdT45AgWpxmKldShoVGKaV//eiz870b\nQgghlpm2QAsXXLGd9evnLyvu6XDw4EGe+dVuGuqa5ntXlpXsRGjJhEmEZneAywXKlmQo2EvPQBt9\nQ50om+ndUF5SRkN1HbWVNXM+p3G+TJzTeWKSsGgshiZHkjClTgiYs4Nol3NxvP/FTmvNMy8/R99g\nP+dsOYu6yppZPT82EqO107ROR6z5uwt9BTTVNtJQXY/b5cpsm85ZkJ2hOxNEJ6zs3CmwYVqi7XbT\nEi099xe/ZCLJG659HVrrRduVRA5DIYQQQoh5kCsRWiJhEqElkzacqpoVtdWsqE3QO9hFz0A7Hd29\n9PQPsOfgXqorqmiorqOqrHLek2klk8msgNkEz+FohGjMzPE82bAHt8tNSbE/EzAXeHx4veavx+2R\n7toLgFKK7eu38vvnn+KVQ3upLCnHOc1FDa013f09NAda6e7rQaOx2Ww01tTTVNtIaXEJqZQJnMOR\nE4PoRNzqzp0Cu0oBZo5or1uzwGcrE8uYBNZCCCGEEAuAzQYul8blGp8IbWTURrG3Dr+vnlQqSs9Q\nN939AY62DNAS6MXjVjTWmPHYJcUlcxKMaq2JjcTGtTqHs4LoyeZ0ttvs4+ZzLsia19nr8eGQKGlR\nKPQVsG7lGg4cO8S+owfYvmFrzu0isSgtHa20drQRs46J4sJiGqobqC6vR+EiHrfR169Id5pNB9Gp\npEbZTBDtkCBaLEISWAshhBBCLEDjE6FhJUJzUVXSSJW/ichIiL7hTrr7u3j1UC/7j3ZSXOhmRX01\njdV1FPgKZvV6cWtO53B2l23rbzQWITXJnM4ej4eKkvKszNpjf11OSRK2VKxtXE2gu4Pmjlbqq+so\nLykDzBj5zr5uWgKt9Az0kkwqbMpFddlqaiobKfD40Roi4bHM3DplprZSaOwOjc+jWeIzmIllQAJr\nIYQQQohFYHwiNCiMe/EXrqahcjXD4UF6B7voG+yht7+TXXvbqSgtZEV9FY01NXjcLlKp1Anjm7OD\n53gid5Iwl9NJcWHxhMzaJnj2LoM5nYVhs9nYvn4rf3rpz+w++ArnbD6L5kCA5kAn0ViCVMpOka+O\nxpp6qsorQTtIJCAS1qDGgugCrwTRYmmSwFoIIYQQYhFyOjVOp2lFLvUXU1flJxJZS89ALz2D3XT1\n9tPV28zOPS143I5Ju2vblA2vx4/X7cXr8Zis2m4vXq8Hr9szaZK00RFzE8uHopKyonW0drbzi9/u\nQmtwOtxUl6+gqqSWAm8BKE0yrrE7EhJEi2VFAmshhBBiFhKJRF7Lm8l0W0JMJ5MIza8o8VeyJlVJ\nODpCoLeH7v5uRkbjFHhL8Ti9eNwe3E4vbpcXj8uLy5G7u7aOQyR3I7ZYxqpL1tI/GMZut1FbUUN5\ncQVOpw23S6NUfn8fhVhMpDYXQgghZiiRSJBsbcWep4w6yWQSGhtnFFyvXLkSv9+PzWbD6XTy3HPP\nMTAwwHXXXUdzczMrV67kRz/6EX6/n0cffZQvfvGLlJeX89hjj1FaWsrRo0f5/Oc/zw9+8IO87LtY\n2Gw2KCpws6GggQ0rGqbZWoIhMTsXlZ4xYcnCn75XiLkmnTOEEEKIWbDb7TgcjrzcZhOg22w2fve7\n3/HSSy/x3HPPAfDlL3+Zyy+/nAMHDnDppZfy5S9/GYCvf/3rvPDCC3zoQx/KBNKf//znuf322/P/\nDxFCCCGEBNZCCCHEYqC1JpVKjVv2H//xH7zvfe8D4H3vex+PPfYYYIL/aDRKJBLB6XTy1FNPUVdX\nx5o1a077fgshhBDLgXQFF0IIIRYBpRRveMMbUErx4Q9/mL/5m7+hq6uL6upqAGpqauju7gbg1ltv\n5fLLL6e+vp6HH36Ya6+9lkceeWQ+d18IIYRY0iSwFkIIIRaBp59+mpqaGnp6erjyyivZsGHDpPMD\nX3755ezcuROAhx56iDe96U3s37+fu+++m7KyMu699148Hs/p3H0hhBBiSZOu4EIIIcQiUFNTA0Bl\nZSVvf/vbee6556iurqarqwuAzs5Oqqqqxj0nGo3y0EMPcdNNN3Hbbbfx0EMPceGFF/K9733vtO+/\nEEIIsZRJYC2EEELMQjKZJJFI5OWWTCZn9JqRSIRQKARAOBzmiSeeYNu2bbz1rW/l3//93wF48MEH\nedvb3jbueV/96lf55Cc/id1uJxaLASYJWjQazd8/RAghhBDSFVwIIYSYKYfDAY2NeSvPzszmse7q\n6uLqq69GKUUikeDd7343V155Jeeeey7XXnst3/3ud2lqauLHP/5x5jkdHR288MIL3HbbbQB8/OMf\n57zzzqO0tDST5EwIIYQQ+aG0Xvjzziml9K8ffXa+d0MIIcQy0xZo4YIrtrN+/fr53pU5dfDgQZ75\n1W4a6prme1eEEEIsQ8lEkjdc+zq01rmThywC0hVcCCGEEEIIIYQ4BRJYCyGEEEIIIYQQp0ACayGE\nEEIIIYQQ4hRIYC2EEEIIIYQQQpwCCayFEEIIIYQQQohTINNtCSGEELOQSCTyWt5MptsSQgghxMIm\ntbkQQggxQ4lEgtZIBLvdnpfykskkjT7ftMH1wYMHue6661BKobXm6NGj3H777QwMDHD//fdTVVUF\nwJ133slVV13F008/zUc/+lE8Hg87duxg9erVDA0Ncd111/H444/nZd+FEEIIMUYCayGEEGIW7Hb7\naW9lXr9+PS+99BIAqVSKhoYGrr76ar773e9yyy23cMstt4zb/p577uHxxx/n2LFj3Hfffdx9993c\nfvvtfO5znzut+y2EEEIsFzLGWgghhFhEfv3rX7NmzRoaGxsB0FqfsI3L5SIUChEOh3G5XBw9epRA\nIMDFF198undXCCGEWBakxVoIIYRYRB555BHe9a53ZR5/4xvf4OGHH+bcc8/lnnvuwe/3c+utt3LD\nDTfg8/l4+OGH+dSnPsUdd9wxj3sthBBCLG3SYi2EEEIsEvF4nJ/97Ge8853vBOCmm27iyJEj7Nq1\ni5qamkyX8DPOOINnnnmGJ598kiNHjlBfX08qleL666/nhhtuoKenZz7fhhBCCLHkSGAthBBCLBK/\n/OUvOeecc6isrASgsrISpRQAN954I88///wJz7njjjv4whe+wJe+9CXuuusubrzxRu69997Tut9C\nCCHEUiddwYUQQohZSCaT81bWjh07xnUD7+zspKamBoBHH32UrVu3jtv+wQcf5M1vfjN+v59oNIpS\nCqUU0Wj01HdeCCGEEBkSWAshhBAz5HA4aPT58l7mTESjUX7961/zrW99K7PsM5/5DLt27cJms7Fy\n5Uq++c1vjtv+oYce4oknngDg5ptv5o1vfCNut5sdO3bk9T0IIYQQy50E1kIIIcQsnO6pttK8Xu8J\nY6MfeuihKbd/8sknM48vuugidu/ePWf7J4QQQixnMsZaCCGEEEIIIYQ4BRJYCyGEEEIIIYQQp0AC\nayGEEEIIIYQQ4hRIYC2EEEIIIYQQQpwCCayFEEIIIYQQQohTIFnBhRBCiFlIJBJ5LW++sowLIYQQ\nIn+kNhdCCCFmKJFIEGmNYLfb81JeMpnE1+iT4FoIIYRY5KQmF0IIIWbBbrdLICyEEEKIcWSMtRBC\nCLHANTc3s2nTJt7//vezYcMG3vOe9/Dkk09y0UUXsWHDBnbu3Mnzzz/PhRdeyDnnnMNFF13EoUOH\nAPjnf/5nPvjBDwKwZ88etm3bRiwWm8+3I4QQQiw5ElgLIYQQi8CRI0f49Kc/zYEDB9i/fz87duzg\nqaee4q677uIf/uEf2LRpE3/84x954YUX+NKXvsRnP/tZAD75yU9y5MgRHnvsMT7wgQ9w//334/F4\n5vndCCGEEEuL9GUTQgghFoFVq1axefNmALZs2cJll10GwLZt22hubmZwcJAbbriBQ4cOoZTKJFlT\nSvHAAw+wfft2PvKRj3D++efP23sQQgghlippsRZCCCEWAbfbnblvs9kyj202G/F4nC984Qtceuml\n7Nmzh5///OfjunsfPHiQoqIiAoHAad9vIYQQYjmQwFoIIYSYhWQySSKRyMstmUzO+HW11lOuHx4e\npr6+HoAHHnggs3xoaIhPfvKT/OEPf6Cvr4+f/OQnJ/fGhRBCCDEp6QouhBBCzJDD4cDX6Mt7mTOh\nlMp5P/34M5/5DDfccAN33HEHb3rTmzLrbrnlFj7+8Y+zdu1avv3tb3PppZdyySWXUFFRkZ83IIQQ\nQgjUdFfAFwKllP71o8/O924IIYRYZtoCLVxwxXbWr18/37sypw4ePMgzv9pNQ13TfO+KEEKIZSiZ\nSPKGa1+H1lpNv/XCJF3BhRBCCCGEEEKIUyCBtRBCCCGEEEIIcQoksBZCCCGEEEIIIU6BJC8TQggh\npnDs2LH53oU5txzeoxBCCDGXJLAWQgghJlFbXU/H4XY6D++e712Zc7XV9fO9C0IIIcSilffAWil1\nFfA1TDfz72itvzJhvQt4CDgH6AWu01q35Hs/hJjKgz+8n/ddf+N874ZYIuR4Wrrsdvu8ZMqWY0rk\nmxxTIt/kmBJivLyOsVZK2YB/Ad4AbAHepZTaOGGzDwL9Wut1mAD8q/ncByFm4uEffXu+d0EsIXI8\niXyTY0rkmxxTIt/kmBJivHwnL3sNcEhr3ay1jgM/BN42YZu3AQ9a9/8vcFme90EIIYQQQgghhDht\n8h1Y1wOtWY/brGU5t9FaJ4FBpVRZnvdDCCGEEEIIIYQ4LZTWOn+FKXUNcKXW+kPW4/cA52mtP5G1\nzSvWNgHr8WFrm4Epys3fTgohhBBCCCGEWHC01mq+9+Fk5Tt5WRuQneWlAQhM2KYVaAQCSik7UDxV\nUA2L+x8shBBCCCGEEGJpy3dX8OeBtUqpFVb27+uBn03Y5ufA+6z77wR+k+d9EEIIIYQQQgghTpu8\ntlhrrZNKqY8DTzA23dY+pdSXgOe11r8AvgM8rJQ6BPRhgm8hhBBCCCGEEGJRyusYayGEEEIIIYQQ\nYrnJd1dwIYQQQgghhBBiWZHAWgghhBBCCCGEOAUSWAshhBBCCCGEEKdAAmshxLKhlEoqpV5USu1S\nSu1USp1/CmX9Vil19jTbfEIp5cl6/NmTfT0hhBBLQz7rolm85qT1j1IqOMnyB5RS75jDfXpAKXXU\n+l+8aCVAzke531JKbcxHWUuJUqpaKbVDKXVIKfW8UuoXSqm1c/h6Zyil/tsU689RSn1tDl//EqXU\nBadYxhlKqaeVUnus7+u1U20/bWCd9eV/RSn1klLqZqWUstZ5lVLfU0rttl7wD0op3xRlfUcp1aWU\n2j1h+W1KqbasL9ZVU5RRppT6jVIqqJT6PxPW3aGUalFKDc/gfd2slHrV+if9SinVaC1/vfU+X7T+\nRpVSb52uPDEz0xxPlyilUkqp92dtf6a17JYpyrzGKi+ZHehY075Fso6r+6bZt5zHz2THyhTlvE8p\ndVApdUApdUPW8uuUUi9b35UvT1WGmDNhrfXZWuszgb8D5vpz+CRQkPX47+b49USeTHbiO+F3ZZdS\n6iml1LopypmqznIqpb5p/VbsVUpdPUU5LqXUD60TomeUUk3TlZ+jDK91IrXP+h36x6x1H7bq8pes\nulxOSvPkdNZ71rrtypwIvmLVOa4pyjnb+twPqqwT3KnKz1HG5dZ35GVlTtb/Mmud1Hu5TVsXKaXy\n3fg1Vf0zn5mMP2X9L87WWv/LqRamlLJprT+ktd4/m+ec6usuEj8FfqO1Xqe1Pg/4LFA9h693JvDG\nXCuUUnat9Qta60/O4eu/HnjdZK8/wzLCwHu11tuA/wZ8TSlVPOnWWuspb8Bw1v0K4FfAbdbjW4G7\ns9avA5xTlHUR5p+8e8Ly24BbptsXa1uf9U/6EPB/Jqx7DeYAGZ5BOZcAHuv+R4Af5timFOhNbye3\nU79Ncjz9fdZn8jLweNY2XwZenOr4ADZYx95vgLOzlq+YeKxNs285j5+ZHCsTjpkjgB8oybpfBjQD\nZdZ2DwB/Od+fx3K7AcGs++8EHs16fBewxzoGr8367H+etc3XgRus+79NH2/AFcDTwE7gEUww/bfA\niFXek8A/AgnreH7Yet67gWetZf8KKMwFzweA3dZzPzHf/7fleJvwW3Ul8Dvr/rjfFasu+vcpypmq\nzvp74H9nPS6bopyPAvdZ969L/w5NVX6OMrzAJdZ9B/AH4A3W48Ks7d4C/HK+P4OlcuP01nt2q7yt\n1uNSrBlgJinnWeA11v3/zDoecpY/SRlnADXW/S1Am3Vf6r3J/2c56yLrePgD8B/AfmvZxHrChjkX\n+UpWGe8D7p1i+xPqn4n7A/wT8Ip1fJZnfWbvsO5/wSp3N/BvWc/9rXXMPgvsBy60ltsw9epuYBfw\nsRyv+wDwVzmWT6xTfcBVwCNZ21wC/EfW/t8NvARcyNT1s89afsza751Ydf5SvgF/iVWPTbJ+snOg\n3wI/BvZlHzvW/+/vgRes56yfUJ7T+v53WcfdOzHx3kPAU8D3yTrHstb9u3X8HwOuBr5iHT//Cdit\n7c4Gfgc8D/wSqLaW/w/gVetY+wGmru4AWq3Xv9A63v4V+LN1vPgw00A/a72Pt8zg/7gLWDPZ+lld\nodFa92Iq73RXjVqgPWv9Ia11fIrnPwUMTLJazXAfIlrrpzEnrBPXPae17pphOb/XWsesh38G6nNs\ndg3m5CKWY504RTmOJ4AWwKOUqrQeX4X54kxVzgGt9SFyH0MzOq6scnIePzM8VtLeADyhtR7SWg9i\n5nS/ClgNHNBa91vbPQn81Uz3TeSN12o52gd8C7gdQJmubtu1uSJ5BXCXUip9FXfKK/lKqXLg88Bl\nWutzMT/ON2utvw4EgNdrrS/TWn8WiGhzVf69VovgdcDrtNZnAynMCdGZQL3WervW+gxMRSBOv+zf\nDj/QP8m64gnrxpmqzgI+gDnhTW87aTnA24AHrfv/F7hsBuVP3Jeo1vr31v30SXaD9TiUtWkh5ngU\neXYa6r0rgZe11q9Y2w1o62xwIqVUDVCktX7OWvQQ8PZpys+1Ly9rrTut+68CbqWUE6n3ppKzLrKc\nBfyt1nrjJPXEf8f8BmR30b4OeGSy7SfWPzn2pwB4Tmu9FRPY3JZjm69rrV+rtd4O+JRSb8paZ9da\nvxa4GRNsAXwYWAmcoU3L/Pcn+V98VY31FN0ySZ16Cybgf61Sypv1nn+Ytf/PaK3P0lr/KV3wFGWl\n9Wqtz9Va/2iSfVtKtmLe/wmmOQc6ExO0bgbWKKWyW4C7tdbnAP8GfDq7TCse/CLmYsjZWusfW6s2\nAZdqrd+d3jTraasxrcxvA74HPGkdbzHgTUopB6aB46+0aXF/ALjTeu7/As60jrWPaK2brf36Z+v1\n08dFvdb6fK31/wQ+Z73Ga4FLgbuzjq9c/6fXYBqQj0y2jWOyFZPRWh9TStmsCuC7LeNkfwAACY1J\nREFUwBNKqWswVzUf1Fofnm2Zlo8ppd6LuXL0Ka310EmWczI+SO5K7HrgntO4H8uOdTyprBMKMBXG\ntUqplzA/AtOeME5hpVLqBWAY+IJ1cedUTHaspNVjro6ltVvL/gvYaHXfDGBOXpynuC9i9iLWyQZW\n196HMZXNRcAOAK11t1Lqd8B5mKvg0zkfU+H8yere6cRcHU+b7MT0MsyV1+et53kwV3Z/AaxSSt2L\nuUr7xGzeoMgbr1LqRUwrbw2m0k1bY60rtta/draFK6X81t07lFKvBw4DH9da90zylMxvi9Y6qZQa\nVEqVTROMT/X6JZiW6ezuvzdhTjqdjH+/Io/muN5bD6CUehzTOv6I1vquSbatB9qyHrcx9YXjaVnn\ngy9preNKqcNIvTeZyeoiMAFui3U/Zz2hte5VSh2xTvQPY1oLn1ZKfSzH9p1WWVNdJEkC6eDye8BP\ncmxzmVLq05hWvlJM6/b/s9Y9av19AdNSmN73f01f2LEaG3L5tNY6/XysgP2EOtX63XsceItS6ifA\nm4D/aT0tkbUP2aarnx+ZZJ+Wm6nOgZ7TWncAKKV2YS6WpP+HP7X+voBpYZ6Jn2mtRydZ90utdUop\ntQewaa3T5z97rNfdgPme/Mr6PG2Y3xYwreY/UEo9Bjw2xev/OOv+lZjjKX1RwAU0AQcmPkkpVYu5\n+JjrwlTGrANriw3MVUql1Cprx64AnlNKXaC1PmGHpnEfpjucVkrdgemO8sGT3LdZUUq9BzgH0x0h\ne3kN5sP7r9OxH8tcds8Jjflx/xGwEfNFv/Akyw0ATVrrAWuM2GNKqc0TWmZmbLJjZeJmOZZprfWg\nUuqjmPeVxPworT6Z/RD5obX+s1KqQilVwYmfW/pxAtO1Ms3DiRSml8K7c6zLtW32/Qe11p87YSOl\nzsD0fvgwcC2n6fdQjDPVie/hrHXvBO7HjL2aDQemtfiPWutPKaVuxlzIvWGS7XMdoyc1LtIaW/YD\n4Gta6+Pp5Vrr+4D7lFLXY7p9/vXJlC9mZK7qPYf13HMxrTxPKqV2aq1/m2PbnPXVSb4uSqktmB4Y\nV4AJpKTem96EugjMmM60SesJTFB4Hab79U9nsP2sdiv7gVLKDXwD0706oJS6jfH1YfpCUJKx2OJk\nf6OmqlN/BHwM0/v1Oa11xFoem6RnxnT1c3iS5UvRq5ieuLlMdg4E4y/yZX++2esmLp/KVP/zETAn\nzUqp7B7QKat8Bbyitc71+/gm4C+AtwKfU0ptzbFNrtf/K6t3zqSUUkWYRo+/01o/P9W2sx6sr5Ra\nDSTSV9WtbmiPaa0/hunmkXOQ+lS01j1ZX4j7MVdJ5pxS6nLMwP236BO7sF8L/FRrnTwd+7JcTTye\nwFwtA+LA5ZiuYydFax3XWg9Y91/EjHdef5L7OdWxkq0Nc7UrrQHraprW+v9Z3U8uBA4CU36RxZzI\nVBZWlzkb0Ifp+nZdVm+ci4HnMOODNimTZMqP1f12gj8DFyql1ljletVYMqthTKtm2qgaS5jxJHBN\nutVKKVWqlGqyuq7ZtdY/xQQ3Z+XlnYuTprX+M5B94pvt55jKfLZl9mESGKWvrP+YqT/rViCdZNMO\nFKd/307CtzBddL8+yfpHsLoEi/yby3oPUwf93uoCHsX0epks+Vgb1jFlydRXs6WUasC0GL53wsUa\nqfdym6wumihnPWGt+ynme3o9Yy2vubZPf8bZ9c9EdsaCrndjxsBm82CC5D6lVCGTB2jZ7+0J4CPp\n11RKlU7xnGxT1am/wxzPNzK+tXmy1vipylpWtNa/AVxKqcyFeqXUNqXURUx+DnSqgow/B5qNXJ/p\nAaBSjSUTdSilNlvrmrQZ6nSr9ZqFM3j9/8J0c8cq78wTdsIMa3kMc8EqV6+IcWYSWGd/+Ssxg76/\nbj1+ndWdDGWyTm7GnIhOV964f5bVOpz2Dkz3kpmY7Is07ZggpdRZmL73b7VOcCZ6F1a3CJFXkx5P\nE3wB+F+TXIGcafkVysr0aJ3IrAWOzqYM67nTHSvZ/gu4QinltyqRK6xl6febrlxuAr49o3ck8smj\nrIz/mO/3Ddr4KWPJwn6N6ZrWrbVuw1whfwVTib+YVVa6e1svpmVvh1LqZeAZTHclMBcKf6mUejLr\n8R6l1MNa632Y4/wJ63lPYLoc1wO/s/bxYUwlIU6/qU58s38jLsZ0xZxVmZafq7EMypcDe6d47s8x\nCYrAJIH5zQzKP3ED0yusWGt984Tl2VOuvBkTBIn8OG31Hqa+2a6U8igzHvESJjmutBkXPayUeo3V\nrfIGTNKsqco/caW56PgL4FbrIlT2Oqn3cstZF03cyKonPs+J9US6a/VeTECxc4rta63ivoVV/+TY\nnxDwGqsL7uuB/53eBavcIcxn9ypmOFx20DVxv9OPv425ILjbep/vyvG6ud7zpHWq1jqFOdausv5O\nuQ/T1M8n3TtjEbsauFIpddj6rO8EOqxzoHTissw5UI7n60nuT+a3wGbrWH/nDJ8zaflWw9Y1wFeU\n6Zb+EnCB9Vv3PeszfgGTyG8YU29ebb3+hTnKvANwKjMzwm7Gjvts12K6yv+1GssFsH3yvZ4++1kc\nczL5ivUGbs5a917Mh/Ay5gP5x2nK+gHmaugIJlnH+63lDzGWNfAxrAxvU5RzDJOte9gqZ6O1/CuY\nL3HCWv7FKcr4FSZb3IvW+3osa90KoHW6/43cZn+b5ni6BDP2YuJzbmPq7Khvtz73qPWZ/tJa/o6s\n19kJvHGafct5/Ex1rExSzl9jrsofxMogbS3/AaZSegV453x/FnKTm9wmv2X9Vr1k3a6ylq/AdCV7\n0aqzngXOm6asyeqsJuD3Vjm/AhqmKMONuchzCNMKs3K68nOUUY/pUveq9Z5eBD5grfua9dv0IqbV\na9N8fwZL5XY66z1r3X+3Xms305+XnYM5fzuElVV6uvJzlPE5TMtQ+vvyIlBhrZN6T25yk9uyuSmt\nl+MFGyGEEEIIIYQQIj+Wy4ToQgghhBBCCCHEnDjZrOCTUkqVYbqRpZvC01kBL9OzSLSilLoS0zU3\nu5yjWutZzYGolPo7zHg0nbUvP9Za/+OUTxQLjlLqXzDZTrM/y3u11g9O+cQTy/kzJqU+WeW8V5v5\nN2daxlbM+Nfs4zOmtb5gNvsihFgaFlqdlY/fOTH/Fli9l5djXAghlirpCi6EEEIIIYQQQpwC6Qou\nhBBCCCGEEEKcAgmshRBCCCGEEEKIUyCBtRBCCCGEEEIIcQoksBZCCCGEEEIIIU7B/wd0N+klrjfx\n1wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0427fcc320>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def f(x):\n",
" ax = eleveT2_norm.T.plot(color = \"gray\", legend = False, figsize = (16, 7))\n",
" d_norm = eleveT2_norm.describe()\n",
" d_norm.T[[\"min\", \"25%\", \"50%\", \"75%\", \"max\"]].plot(ax=ax, kind=\"area\", stacked = False, alpha=.1)\n",
" eleveT2_norm.loc[x].plot(ax=ax, color=\"red\", alpha = 1)\n",
"\n",
"\n",
" \n",
"interact(f, x = list(eleveT2_norm.index))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Analyse par élève "
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from ipywidgets import interact, interactive"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"collapsed": false
},
"outputs": [
{
"ename": "IndexError",
"evalue": "too many indices for array",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mIndexError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-46-fc504a96f3c6>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# Normalisation des notes de chaque exo\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mnotes_exo_norm\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnotes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfilter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mregex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"Conn\"\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m/\u001b[0m \u001b[0mbarem\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;31m#notes_exo_norm\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnotes_exo_norm\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mT\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolor\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"gray\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlegend\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfigsize\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;36m16\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m7\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;31mIndexError\u001b[0m: too many indices for array"
]
}
],
"source": [
"# Normalisation des notes de chaque exo\n",
"notes_exo_norm = notes.filter(regex=\"Conn\") / barem.values[0,:]\n",
"def f(x):\n",
" #notes_exo_norm\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.index))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 3e trimestre"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## DM_16_03_30"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ds_name = 'DM_16_03_30'\n",
"notes = all_notes.parse(ds_name).T"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"{'classe': '309', 'date': '30 mars 2016', 'titre': 'Devoir maison 5'}"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"latex_info = {}\n",
"latex_info['titre'] = \"Devoir maison 5\"\n",
"latex_info['classe'] = \"309\"\n",
"latex_info['date'] = \"30 mars 2016\"\n",
"latex_info"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"barem = notes[:1]\n",
"notes = notes[1:]"
]
},
{
"cell_type": "code",
"execution_count": 49,
"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>DM_16_03_30</th>\n",
" <th>Malus</th>\n",
" <th>Exercice 1</th>\n",
" <th>1.1 Developper</th>\n",
" <th>1.2 Developper</th>\n",
" <th>1.3 Double developpement</th>\n",
" <th>1.4 Developpement carré</th>\n",
" <th>Exercice 2</th>\n",
" <th>2.1 Addition fraction</th>\n",
" <th>2.2 Multiplication fractions</th>\n",
" <th>...</th>\n",
" <th>Equation *</th>\n",
" <th>Equation fraction</th>\n",
" <th>equation simple</th>\n",
" <th>equation complexe</th>\n",
" <th>Exercice 4</th>\n",
" <th>Calcul angle</th>\n",
" <th>Angle alterne</th>\n",
" <th>Calcul longueur</th>\n",
" <th>2 methodes</th>\n",
" <th>Arrondi</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Bareme</th>\n",
" <td>20</td>\n",
" <td>NaN</td>\n",
" <td>6</td>\n",
" <td>1.5</td>\n",
" <td>1.5</td>\n",
" <td>1.5</td>\n",
" <td>1.5</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>0.5</td>\n",
" <td>0.5</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>6</td>\n",
" <td>1.5</td>\n",
" <td>1</td>\n",
" <td>1.5</td>\n",
" <td>1.5</td>\n",
" <td>0.5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1 rows × 25 columns</p>\n",
"</div>"
],
"text/plain": [
" DM_16_03_30 Malus Exercice 1 1.1 Developper 1.2 Developper \\\n",
"Bareme 20 NaN 6 1.5 1.5 \n",
"\n",
" 1.3 Double developpement 1.4 Developpement carré Exercice 2 \\\n",
"Bareme 1.5 1.5 4 \n",
"\n",
" 2.1 Addition fraction 2.2 Multiplication fractions ... \\\n",
"Bareme 1 1 ... \n",
"\n",
" Equation * Equation fraction equation simple equation complexe \\\n",
"Bareme 0.5 0.5 1 1 \n",
"\n",
" Exercice 4 Calcul angle Angle alterne Calcul longueur 2 methodes \\\n",
"Bareme 6 1.5 1 1.5 1.5 \n",
"\n",
" Arrondi \n",
"Bareme 0.5 \n",
"\n",
"[1 rows x 25 columns]"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"barem\n",
"#notes.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Suppression des notes inutiles"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"notes = notes[notes[ds_name].notnull()]"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"notes = notes.astype(float)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Traitement des notes"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['DM_16_03_30', 'Malus', 'Exercice 1', '1.1 Developper',\n",
" '1.2 Developper', '1.3 Double developpement', '1.4 Developpement carré',\n",
" 'Exercice 2', '2.1 Addition fraction', '2.2 Multiplication fractions',\n",
" '2.3 addition Fraction', '2.4 Multiplication Fraction', 'Exercice 3',\n",
" 'Equation +', 'Equation - ', 'Equation *', 'Equation fraction',\n",
" 'equation simple', 'equation complexe', 'Exercice 4', 'Calcul angle',\n",
" 'Angle alterne', 'Calcul longueur', '2 methodes', 'Arrondi'],\n",
" dtype='object')"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"notes.T.index"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['Exercice 1', 'Exercice 2', 'Exercice 3', 'Exercice 4']"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list_exo = [\"Exercice \"+str(i+1) for i in range(4)]\n",
"list_exo"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"notes[list_exo] = notes[list_exo].applymap(lambda x:round(x,2))\n",
"#notes[list_exo]"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"autres_notes = ['Malus']"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"item_avec_note = list_exo + [ds_name] + autres_notes\n",
"sous_exo = [i for i in notes.T.index if i not in item_avec_note]\n",
"#sous_exo"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def toRepVal(val):\n",
" if pd.isnull(val):\n",
" return \"\\\\NoRep\"\n",
" elif val == 0:\n",
" return \"\\\\RepZ\"\n",
" elif val == 1:\n",
" return \"\\\\RepU\"\n",
" elif val == 2:\n",
" return \"\\\\RepD\"\n",
" elif val == 3:\n",
" return \"\\\\RepT\"\n",
" else:\n",
" return val"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"notes[item_avec_note] = notes[item_avec_note].fillna(\".\")\n",
"#notes.head()"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"eleves = notes.copy()\n",
"eleves[sous_exo] = notes[sous_exo].applymap(toRepVal)"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#eleves.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Statistiques"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"count 29.000000\n",
"mean 13.034483\n",
"std 4.638602\n",
"min 2.000000\n",
"25% 10.000000\n",
"50% 14.500000\n",
"75% 16.500000\n",
"max 19.000000\n",
"Name: DM_16_03_30, dtype: float64"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"notes[ds_name].describe()"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7f8fd391c1d0>"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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8yy3kH5L0qp7tNZIebmguWKbqP09FxD9I+t/qtl+Ql322j5Yk26+Q9NOG54Nl\niIh/iP2fgPY5Sb/R5HywONur1A34rRHx5ersZT/+cgv5uc/Ct32Yuh+Be2PDc8IAbL+g+q9Utl8o\n6d9L+vtmZ4UBWAc+g3ajpHdXp98l6cvzfwAj5YD6VcEw6y3iMTjK/lzSroj4ZM95y378ZfexttVb\nPj6p/Z+F/9GGp4QB2D5O3dV7qPudCV+kdqPN9jWSJiStlrRP0mZJN0j6C0mvlPSApLdFxBNNzRGL\nW6R+r1e3v/ucpB9Kev9sjxejw/YZkr4paae6fzND0uWS7pJ0nZbx+Msu5AEAwGBye7oeAAAMiJAH\nAKClCHkAAFqKkAcAoKUIeQAAWoqQBwCgpQh5oEDV1/7+YN55e22f2OfnNlefxAUgA4Q8UKaQ9CLb\n71zmz22WdFiC+QBIgJAHytWR1Jm/Mre9zvZf2/6+7e/ZfmN1/hXq/nPwHdv32D7C9ottf872d6tv\nNvsT267232x7V7Xv3baPqPsKAqUj5IEyhaTvqft9EH8w77IvSvpCRPyapN+V9AXbqyPiAnU/B/30\niDglIp5U91vM7oiI0ySdLOloSe+1/RJJF0s6OSJOkfTvJD1VxxUDsB8hD5Rp9ktL/qukS6svDQp1\n/yasj4j/JUkRca+kHZJOW+BnJelsSR+yvV3SPZJOkTQm6UlJuyVdbfv3JL04Ip5Ld3UALIQX0AAF\ni4hp27dIuqQ6y1r4O6uX+pKLcyPih/PPtH2apDMknSnpbttvjAi+9QyoESt5AFsknS/pxep+O9kO\n2++WJNuvlvQaSd+t9n1S0pE9P3ujpMtsr6j2X217bfW1wi+PiL+NiI66X2l6Ug3XBUAPQh4o09zK\nPCJ+LGmrpKOq898h6Xdsf1/SFyT9TkQ8Vu3+x5K+MfvCO0n/SdKMpO9Xb8m7VdK/UvcfgRuqF+Pt\nlPQTSX9Zz1UDMIuvmgUAoKVYyQMA0FKEPAAALUXIAwDQUoQ8AAAtRcgDANBShDwAAC1FyAMA0FKE\nPAAALfX/ATVccoumu5uQAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f8fd394f898>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#notes_seules = notes[ds_name]\n",
"ax = notes[ds_name].hist(bins = barem[ds_name][0], range=(0,barem[ds_name][0]), )\n",
"ax.set_xlabel(\"Notes\")\n",
"ax.set_ylabel(\"Effectif\")\n",
"#notes_seules.hist()"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f8fd3989c50>"
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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RrIk+8/cta+mLNZsS8g4yQ10UReZd89I9lRlDQX4BrebUpF9VVvXUZWxRFPns2mf0DffR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0wqpTy/jPrS2gTxNBAKMDYzzohllOnF2URIWG5mDuV5ZZTkFq/riwHRwuP3J9dZcCyilCsJhoMY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\nrlmq2C0A4ov4hgoAiEqlrjy5j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M6Bt7h97kRIR7Qdd/qTG7WstBI+UN/+1WjCvxX4Aj5G\npscYmR5lzhY1XpJIJBRk5VOeH3XlW9mtCYaC3H3zAMvCNBmGDM62n0o5elkQBfonBnnd94ZgKIhJ\nb+Rgw35UCiXXnt0kEApwvOkIFZvkyAuiwK1Xd5matyQc4b5V+AN+3g530zvWt2PktJ1EOBLml4dX\ncHpdfHfoYspk3cfvntI/MZjEJbC5bNx8eReP30NlQTmH9x7c0nw+GAry25NrOD1O2mtaedXXQbrO\nwE9Hv99yd2XBscib/i4m56cAKMjOp6liDzKZPOF2aHPZsbntiZjiOCRIMOj0iS6BMc3I4ORQzKSo\ngiJzAQ+6HiMIAvvr26kvrd36H2qFFbFEqUguBtSaT2JFvBm+yQJAIpFcBP4vQAr836Io/h9r3Obv\ngf8NEIAuURT/eZP7/KYLgIgQ4Y/nt5i1zSWxsf1Bf0wZ4CY/Mw/L4jRZ6Zlc2H82aVMQRZGR6TE6\nB7pweJxR20m1Fo/Pg0lv5Gz76Q1dBj8GcSvhZ90vCIZDFGYXcKTx0JpmRbuIIhAKMDYzwYhlhOnF\nWcRYSnxuZg7leaWU5Jasy8B2+zzcenUHm8tOYXYBJ1uOpUxgW7Av8rT7OQuORRRyBS1VTdSV1CRO\nu4sOK9ef3yQUDnGi5Rhlm8jLgqEgV55ex+F2bOpM9y3A6/fSNfSe/vEBBFHAmJZOS1UTJbnFX31x\nO2Od5dqzGxjT0vnx6HcpkenCkQhXn15n0WlNeh69AR+3X91lwbFIbkYOp9tObMnuOdrRvIZEIqXI\nXMiwZYTW6maaKvem9JjmbPN09HcmlEvFOUW0VDUlzfMDwUCCU2BfJlUMhtdWJUA0RKmxcg/VRVVo\nt8EvABJWxBKvBwmSKFlQs6IY2KEu0jdXAEgkEinQD5wBLMBL4B9FUexddptK4L8Bp0RRdEok/z97\n7xUbV7bu+f0qJxZzzlkUcxRFhW5JndXh3HPPvfdgMH4YGMY8+GHGHnhsv/kOYNgzGHg89ovfDMOA\nMRgM7px7OndLLXWrFSlGMecci6wqVg577+WHYpVIMYikKJLqqz8gCKSqSousXXt96/v+QZUqhNg7\ngYE3uwAQQsRO9oVZBVyrv/qCEZCDrx58iyIUrGYrn1/6JCb1EUIwuzpP92gPDrcTlUpFYWYBdpeD\nDe8GOWnZXHuFef9h4PF7uf/sIUvryxh0Bi5Vtx5Kl/xbR1gKM7c6z+TiNAu2xZh+Oi0xlaKsQoqy\nCl5qUrO2sc7tjrv4g37OF5zjQmXzoU6mwVCQztEeRmZHgUiMc0tF067/r825xg/tt5FkieuN7+6Z\nOhmFy+vm64ffEpYkPmp9n8zkjAOv66zC4/fQM9bH+MIEQgiS45NpLK8jNy3nTBcCD/ufMDI7uqu0\n82Vw+zx8+eAbZFniZtvHsa6hJEv80nOf2ZU5EizxfNBy40Ajv6iDZEJcAsFggLAs8ft3Pj/SuDAa\nQx7tlBVlFdJQVktCXMKujxdC4Av6YzbIdpeDhdUFgrsUBXqdPsYreJ6omHi4XAtFQRXwR3wGVGqI\nOg++ghXxfngTC4CLwP8khPhk8+v/ERBbuwAqlerfACNCiP/7EK/7xhYAA1ODtA91khKfzM22j7bN\n9IUQMUYuRGR7n1/5FLPBxOLaEl2jPaxtrKNCRXFOEQUZ+TwaeII/6OdcfjkXK1tOdIYphGBoZoSO\n4S5kRaY4u4iLVS0nGg5zliDLMvO2BaaWpplbnUeSIwY9SdYkirMjm/5Bb4SzK3P8smnZvF8y324Q\nQjA2P07HcDfBcJDEuAQuVl0gKyVz3+et2Ff58elPKIrCe03XXkowXFpf5of22+h1ej6/dBOr+bdh\nv7vhddEz9ozJxSkgUrQ1lteTlZJ5JguBUDjEn379ikAwwBdXPj10MNL86gK3Ou4QZ7LwxeVPYwcO\nRSh0DHczMDWIUW/gvabrBxozPB5oZ2hmhLTENGxOG7lpObzffP1IvzshBAtri3SN9LDusqNCRUlO\nMfVlNft+lsJSmLvd91iwLWI1W/H6vRGr6NwSgqEADrcTl9cd68ZFYTaaX4hZTiQxLuHlahFZjnQG\nAv4jWxG/DG9iAfAH4CMhxD/d/Pq/AC4IIf7Zlsf8iUiX4DKRMcG/EkL88JLXfSMLgPnVBW533MVo\nMPL55Zs75rhR4kq82UpxdiE9433EW+Ix6gzPo12zCmgoq8PldcU2iJaKJqqKzp/azWnDs8G93ges\nbaz/g7MSVhSFpfVlJhenmV2ZjSXwWTffw+KsQhIPeUMenB7iyWAHWo2Gd+qvvvQ0vhXrG3YeDbRj\nc9rQarTUl9VSVXj+wIXh0vpyTJb6fvP1l5K4hmdHedT/ZFcFy5sOh9tJ91gvM8uzAGQmb6ZjHkIm\nd1KIqonSElO52fbRoTkM3aO99Iw/23WzHp4Z5fFgO2qViqt1lynKKtz3tbbmD8RbrLi87j2dTQ8K\nIQSzK3N0jfbi9ES6n+V5EbtnywvjTq/fy62OuzjcDnLSsrne8A7ztgV+7v6VOFMcn1/+BKPeiCTL\nbHg2NkcJjtg4wbsLv8Bqse7oGMSbrbt/rmT50FbEB8GbWAD8FfDhCwVAixDin295zFdACPhrIB/4\nFagSQrj2ed03rgBwup18/eh7FEXhk4sfkpaYuu3f+yYG6BjpIs4Ux82LH+Lxe7nbfS/G6s9Ny6Hx\nXD3J1iQGp4dpH+pAo9bwbv0VCl7hg3VcUBTlH4yVsBCCFccqU4vTTC/PEAgFgcjpoTirkKLsQlLi\nkw9dkClCoX2wg6GZEUwGE+83XSc18WBEzmA4RPdoD8MzowgEhVkFXKho2nFzPAgWbIvc7ryLWqXi\ng5b3Xtrej5748tJzudH07htBoDsMdiOnNZbVH/i9OSn80v0rk0vTh+4YwSa58+ldFtYWaSiro75s\nuxNpdAMNS2GazjVQU1y17/Xt9Xv58sE3MadAk8HEX77zxSvfDyL8p4jds8vrQqNWcy6/nNqSakwG\nE+sbdm533MG3S1c0WuRkJKfz0YX39+RLBMOhbYTDaHEQesH1UKNWkxCXEFEjbOkaWIzmQ1kRH7QY\neBMLgIvA3wohPt78ercRwP8FPBJC/L+bX98G/gchROc+r7ttEf/Nf/XP+G//6T/f6+Gnjq3kvnfr\nr+zQ2EZPfBajmbaqVkbmRplbjdxsol7sDWV11JZU0z50tA3ipPBbtRIWQrC+YWdyKWLQE2UhG/UG\nCrMiJ/30pLQjd2HCUphfen5lbnWBxLhEPmg5GJFTbAazPB3uIhAKkGCJ52LVhVd265tbmeenrp/R\nqDV8dOH9fd9DRVG49fQnFteXqSmuormi8ZX+77OKneS0XBrK6nc1mzkNBIIB/vO9L5EVib+4evi5\neyAU5Mv73+ANeHc1GLK7HNzquIMv4KMst5RL1a37dpai+QNarZawFKaqqJIL55uO9LO9iOcKqF48\nfi9ajYac1BwW1haRZGnXrqgQgp+7f2V6eYbyvFIuVV888OdVCIE/6N+WjeDcJCHKL8T66rW6Ld4F\nz6WKBrV6mxUxm3LCSEFginAIXsD//u//F/79//mvX1zLG1MAaIARIiTAJaAd+EdCiKEtj/lo83v/\nRKVSpQKdQL0QwrHP674xHQBZkWPyvrrSGhrL67f9e7SFatQbSIlPjsV1ZiSl03iunkRLQkwumByf\njN1lP9QGcRr4LVkJO9zOmFbfvalJ1mt1MYOerJTMV+Zd+AI+bnXcxe6yk52axfWGdw5E5LS7HDwe\naGfFsYpWo6GuNNLuPy5Tm+mlGX7u+RWdRstHrR/sKysNhoN8/eA7XJvZFi+TE77JOCw57SQxsTDJ\nvd4HZKdk8uGF9w9dkNqca3z7+Ad0Gh1fXLm5I1Z567WalZLJ9cZ39zXmieYPRP0mfnfls2MtmGRF\nZmxugo6Rrpj5WWFWAZerL+76GZJkiW8f/cC6y36kTsmLUISCx+d5XhhsFgUur4sX90qTwRQrBpIN\nFpL1RpIMJrR6Q6QY0Bv2tSJ+4zoAEJMB/h88lwH+a5VK9a+Ap0KIrzcf878BHwMS8D8LIf7TS17z\njSgAhBA87H/C6NzYNoOfKKJmHGq1GkWJsMRTE1JoLK8ne9P5DSIt2R+f/gRECEkftrx3Ikz/V8Wb\naiXs9rljVrwOtxMArUZDXnoexdmF5KRmH9smu/VUVZ5XSlvV/qcqiJC+usd6GZoZQQhBQUY+Fyqb\nX0tBOLk4xS899zHo9Hzc+uG+N++NaLaFIvNx64e/ic7PXtidnFZEfVntqRpkCSG41XGHBdsiV2ov\nUZZbcujXiB5KUhNSuHnxox3XeqRbdZ+51XkS4xJ4v/nGngTQrfkDAOlJady8+NGx8ZUUofB0qJPB\n6WG0Gi1qlYqQFMag01NdXMX5gnM7xg5ev5evHn5HIBjg/ebrR3bT3A+yLLMRi1l+3jHYzfUwUW8i\nxWAixWAhMSGJhJR04pLTUZnM26yI38gC4LUs4g0pAKKt/eT4ZG5e/HDbhTg4PcyTwaexr5OtSTSU\n15GXnrvtw7F1pgWRKvKLyzffmJzzN8VK2BfwMbU0w+TiFGsb60Ak6jQ3LZuirIhBz3HzGeZtC9zt\nuockSzSfa6S6uHLfG2PEg2Gap8Od+IN+rGYrF6tayE07/hvYVkQLVaPewCetH+5LalywLXLr6R2M\negOfXb55ZrtUx4XDkNNOCh6/lz/d+xK1Ss3v3/3i0B4dQgh+ffaQiYXJPWOgt268Rr2R95uv7+A1\nRRHJH/g21kE7qOvkyxCWwtzrvc/syvNCxKg3RHIfJgcIhUMY9UZqS6o5l1++zSnQ5lzju8c/olar\n+ezSJySeUPcmFA7h9GzEeAXRP8FwEIRAI8tow2EMikK8JZ6EhGTik9OJz8jGnJxF3YXitwWASqUS\n//Zf/9ttUo2kuEQS4uLPTLjHXjdCX8DH/b5HLNgWAYgzWmg+30ThLqYjESnY/dhMS1EUOke7SU1I\n4ZOLH56Zn/UgOEtWwrKQkRQJT8DD1MoMU8vTLDtXgAjjNyM5nYKMfHLTc9C/JhLj+MIkHcNdqFUq\nLla1kp+Ru+/jNzwuOka6WHXa0Kg0VBZVUJFfgVZzMoXU+MIkT4c7MelN3Gi6Rvw+kr/RuTE6R3tI\nikvi/aZraE/RP/2kIATMrszSM9aHLxThh6RZUvmbq384FXvhoekRHg+2U5iZz/XGdw/9fEmW+Prh\n9zjcDq7WXaZ0j5HO4PQw7YMdqNXqSKz5Hl4gdpd9szukoNfq+cO1v3hp/PB+8AV83O64y/oeo4hQ\nOMTA1BAD00OEpTBmo5m60hrKcktio8hod8tqtvLZpU9eaT2vAiEE/lBgk3i4WRi4HLida6iCQbSS\nFLnAgP/u3/27twWASqUS/+Z//Tc74iZflGtEi4M95RqvCU7PBt9stkIjjP80AsEAfZMDDE4Px0xh\n6kprqC+r3fU0PDg9RPtgJ2q1Osb031qZ7xUbfJZx0lbCilAIK+HIhi9kJBHGF/IztzrP7MocK45V\nBAIVKpKsSWSnZZKZmvlaQ26EEAzPjDK1MI1eq6epsmFf3XZYlhifm2B6YQaBID05ncqic6fSAZpe\nnGFwahiT3khrTcueaxBC0D8xxNzKHJkpGTScq3ujrtPDwuF2MjE3wbrTgSyeE8IEggR9Av/43T+i\nO+FEOSEE3z7+gVWHjRuN7x5JKeTyuvjywbcoisJnlz7Zc/wztzLPzz2/RjpZFY1UF+3eyYp2kgBK\nsot5p/7yodcE2+2Ky3JLaKtu3ZNfFAgF6d+878qKTJwpjvqyWkqyi1Cr1XSN9tA73kdmcgYfXXj/\nTGVBCCHw+D3YXQ5c9lU2Vpf5x//9P39bAERHAIFQMMbE3CrbeFGuoVarSbAkkGRNICnueWEQZ4o7\n9htTMBTkq4ff4d4kQ+Wm5zIwNcjA1BCSLEXWo1LzQcuNXZnaL0rB3mu6tq21Jssy37ffYtVhO5LN\n5mnjdVgJK0JBEhKSIiEJGVlIhIWE2Cy0AuEg8ysLzNnmWXNEjJQ0aEi0JJCfnktueg5m0+vfUCVZ\npnuol+W1FeLMFi7UNGPZ4/8VQrBkW2ZgfIhAKIjZaKK6tJKM1NPVoI/PTjI0OYLJaOJyfSsm4+7v\nm6IoPOptx77hoLyglHNFb7Zd8ItwujcYm5nA5lhDlp9v+jqdjsyUdMwmM11TPcjImDQm/njlr0g4\n4Qhlp2eDP9//GoPOwO/f+fxIBl0zK3Pc6fwZq9nKF5dv7sk92ia/yyvjYtWFXTfTaP4AwCetH5KZ\ncjgHya2BRY3l9dSWVB/oHu4L+umb6Gd4dhRFUUiwxFNfVkdhZj53u+8xuzLHubwy2qpbz2yxKgXC\nlLxT8bYA2I8D8KJcI1YgeJwxZ7YotBotiXEJz80d4o6eQw2Rm96PT39iaX2ZqqLzGHQG+icHCUkh\n9Fp9pABQwQfNu2/+YSnMz92/Mm+LSsGu72DhQiRQ5qsH3+ENeF/ZYOO0cBQrYSEEYRGOtfAlEdnw\nlc1TlyIUQpKErISRFJl1+zpLthXsDgcIUKMmwRJPdnoW2emZJzqjDYaCtPd14nRvkJKYTHNVI/o9\nToUen4e+sUHWHOuoVWpK84spzS8+M5G1o9PjjEyPYTGZuVTfitFg3PVxwVCI+10P8QX8NFXWk53+\natLE04bL42ZsZpxV+1qsmAfQabWkJ6dTXlhC3JbRyOT8NE/HO5GQ0KDh9xc+Jyf19fI1XkTveB9d\noz2U5ZZypbbtSK8RTR3Mz8jjRuO7e94bvX4vtzvuYnc7yEnN5lrDTltyWZb58/2v2fC6MBtM/PX1\nvzzwqTsaWRxJOj1cZHEUHr+XZ+N9jM6PI4QgyZpIbUkNfRP92N0OWitbDhcUdIJ4WwBEF3EEEmC0\nnRLrFnicONwbbHg2Yi35KAw6/Y4M6qS4xJhF5l541P+E4dlREuMS8QV9hMIhDDo9RVmFjC9MoigK\nN5reJS9957zX6/dyu/MudpfjQFIwu8vON49+AAQ32z4m5QjRsKeNvayE9Vo9kpCQhRxr4YeFtH2j\nlyUURUJBoEYVGZEpKjY2nKzabKzYbbGTmcVkISc9i+z0LKyWk7erdXvdPOnrxB/wk5uRQ9256l1v\nepIsMTYzwcTcFEII0pPTqC49j8V8toh0QgiGp8YYn50gzmzhUn3rnp8Nt9fNr12PEEJwueEiidbT\nl8odBh6fl9GZcVbXbTGZGUQOD2nJqZQXlBAft/fJfnBihIG5QUKEUKHiRuU1qgsrT2LpQORQ8tWD\nb7G7HQeO593tNX54epvl9RWazzVSU1K152O3HmL2Cibz+D383S9/RlEUzhdUcLFq/yjjrRbpBp2B\n95quvbIbo9vnpmfsGRMLUwgihYDX7yMshfmg5caZdDJ9WwBEF3GMKgBFUXD53C+kSjl2zaE2G0zb\nSIeJmz7ROq2Ogakh2oc6UKlUCCHQaXVUF1WSkZTOT10/R0JWGt7ZdRZ30PbZi5hZnuVO1y9YjGY+\nu3zzjUvkE0IgC5l19zr3+h6w6rJhNBhpqmggKyUDIQQhOXKiV4RArVJtnuQ1aNUadGodiEja3eLq\nEku2ldjJzGw0bZ70s4i3WE+trWdzrNHR340kS5wrLKOsoGTHWoQQLK+t0D8+RCAYwGQwUlVaSWZq\n+pltRwohGJwYYXJ+CqvFyqX6C3sWrCtrq7T3d2LUG7jadGnPjsFZgS/gZ2xmnOW11W3jRI1GQ2pi\nCmUFJSTFH8zeWQhBx0A3s2tzBAigQkVDfj1Xqy+9ruXvwNrGOl8/+I44s4W/uPr5kcjD/qCfL+9/\ngz8Y4KPW9/fNlVAUhSdDHQxHDcuar+/wkJhamuHn7nsAfHHl0z0PMJIs8WvvQ6aXZ4g3W/mg5Qbx\nxzhKcXo26BnrZWppJvY9rUbLF5dvnglfh614WwBEF3ECMkBJlnB6NjYlG8+LA29gp45Tp9XFTgcq\nIoETjeV1BEIBvntyi3A4zDv1VyjOLtzx3K0EmqN4+keNNtISU/m49cNtUpezhOh8Xtps4UdP9hC5\nSQalMMMzw4zOjqMiknJYUVCOSW9Ep9ZtI0oKIVh32lm0LbFkWyYUjvzujXoD2elZ5KRnkWBNOPXN\nc3Zpnmej/aiAuooacjN2tn89Pi/944PY7GuoVCpK8oopKyg5s+/jVggh6B8bZHpxloS4eNrqLuxJ\ndotyBxKtCVyqbz0z44woAsEAozMTLNuWY/a1EOEPpSYmU5pfQkri0bpskiTxoPsxdq8DP34EgqKU\nQj5r+eTESGdPhzvpnxx8JTe+Fccq3z3+EYPOwBdXPt2RZbIVQoiYZflemRY/ddxldnUeo97IH9/7\nww4ydCAY4Hbnz9icNjKS0rnRdO21MfXtLjvdY73MrkT8CjRqDTca330tHgFHxdsCILqIU/QBiOo4\n7W4HM8uzLK+v7BghALHNJ2LUkkdJTjGJ1kSs5rjYhb5VQnNUT3+Dg9sIAAAgAElEQVQhBPd6HzC5\nOEVJdhFX6y6f6sYX2dwlZCFtI+aBQAiBpMhIchhZKKgiidqohBqNWoNeo8Pt8dA99AyPz4PFZKah\nopakhCSEEDhcThZXl1i0LRPc9N/X6/Rkp2WSnZ5FckLSqW/6EHlPRqbGGJudQKfV0VLduGPzkGSZ\n8dkJJmYnUYQgNSmFmrIq4s5Yu/9lEELwbLSf2aV5Eq0JtNVd2FX2J4SgZ7iP+ZUFctKzaDh/+sqA\nYCjE+OwEi6tLsTwHiJB0kxOTKM0rJi15d237YeEL+Lnf+RBf2I8fPwoKKaYU/njlDyeiEJBkib//\n9Ws8Pg+fXvp4T83+yxD1NklPSuOT1g9fWsDMrMxxb0uqZWVhRex9VxSF/3D7PxGSQhRlFXKt4Wrs\neU7PBrc77uD2eSjOLuJKTduJFI025xo/d/+Kx+8BIDctm8byBlISTn/E+rYAiC7iFAsAIQQzy7N0\nj/Xi9GzEvt9QVkdGcjoOt5MVxyqzy3O7FgYatYYESzyyIrPhdaHX6rlad2mHAdBhIMky3z+JpG81\nnWugtqT6yD/fQfEiEU9SwrGNHiIn/rAsbfpkq1EjABUalQaDRo9GtfeHWZZlhqfGmJyPxLEmxicQ\nCARiN2mdVkdWWibZ6ZmkJCSfKemOLMv0jvSxsLqExWTmQk3zjk092u73B/wYDUaqSirISjubUbMH\nQWRzf8b8yiLJCUm01jbv2maWZZlHve04XE4qisopKzi8S92rIiSFmZidZGFlEX8wEPu+SqUiKT6R\nkrwiMlMPx0w/KOwbDh71PEGowKt4kZAwa838zeU/nIhCYGl9me+f3CLJmsjnl28eyZpbCMEvPb8y\ntTRDZWEFrZX7z+8hMqK73XkXf9BPRcE5Ws83xz6zy+srfPfkR4CYXHFpfZk7nb8QkkLUl9ZSX1Z7\nop+NrRLKKAoz82koqzt0sudx4m0BEF3EKRQAQgjmbQt0jfZid9mBiCufP+inuriKls0AFLfPzbeP\nf8QX8HHhfBMFmQVbSIcRgwe7e2fMgU6r26ZEiPIMDjov9QX9fPXgW3wBH+81XSP/EBGy+2Grlj4s\noid7OSaxkxV5c6OXEJsbvRCgVWvRq3Vo1YefN7o8bhZtS8wtzW87mWWkpFOQnUdaUuqZ2vSjCIZC\nPO3vwuFykBSfREt1I4Ytnt4+v4/+8UFW1m2oVCqKcwspLyj9TRjlKIpC99AzFm1LpCamcKGmadcT\nWzAU5F7nQwLBAC3Vja9ts90KSZKYmJ9mfnkeX+C5d4hKpSLRmkBxbiGZqRknck3NLy/QPfwMo8GI\nR3Ljk/1oVVr+ouWzE1EIPOh7zOjc2K6JfwdFWArz1cPv2PBscK3h6kvjgSHCvr/19A5Oj5PctByu\nNVyNOWve67nPxOIUGrWGxvI6Okd6ALhcc5HSI1gZHwfCUphvHn2Pw+3EYrTERr8l2RG75+PkIRwU\nbwuA6CJOsAAQQsTCP2zONQCKswtRoWJicWpbBKrH7+W7xz/g8Xtprmikpng7W9a76V5ld9lJT0qj\nIr8ct8+DwxPhGGzsEiBh1Bu3KRGSNomHuxGu1jfsfPv4e0DFp20fHyp042Va+shGLyMpIVCpUQkB\nIqKn12t1aFXaV6rSPT5vpL2/uoTbF2m/adQa0pJSkWSJNec6apWKiqJyivOKztxp2ePz0t7Xgdfv\nIzs9i/pzNbENUJZlJuYmGZuNKEFSEpOpKas6FUXC64SiKHQO9rC8tkJaciot1Y27njI33C4edD8G\n4ErjxX1Z9EeFJEtMz88wu7yAd4v/ugqItyZQlF1ATkbW6bj0TY4wPjtJSmIyrpCLdV8kS+C9qmtU\nFbxehUAoHOJP974kEA7yu8ufHvlE6/Rs8NWDbwH4/PLNA1nphsIh7nbfY3FtiWRrEu83X8dishCW\nwvzHn/6OsBzh8ui1Om40XduXaHgS8Pg9fPXgO4LhIA2ltUwvz2J3O1CpVJTlllBXWnuiVtdvC4Do\nIk6oAFixr9I12sOyPWITm5+RR2N5HSsOG4/6n5AYl8hnlz5Gp9XhC/j49vGPuH3uXavrdZed2x13\nN0NfymjbhekfCZBwxbwLov4F0Q1xKyxGy65WyPO2Re52/YLFaOHzy59gekEZcBgtvVCpUBNxodSI\nyIxeq361jX4rfH4fi7ZlFlaXcHlcQGT+mp6SRnZ6FhkpabFW8vLaCr0j/YTCIZITkmioqD0R856D\nYN1p52l/JI2sLL+Ec0Vlsd/RyrqN/rFBfAEfBr2BqpIKstOzzlwBc1yQFZmO/m5W7TYyUtJprmrY\ndZNdsi3TMdCNyWDkatOll0psDwJFUZhanGF2cR7PC5+ZeIuVgpx88jNzT717FFUGLK+tUJCdhzvo\nZnp99sQUArMrc/zU+TNpiWncbPvwyLkcUSZ/giWezy/fPFBWhqIoPB5oZ2RuDLPBxPvNN0iMS+CH\n9tusOFYBKMjI50bT4e2LXwdWHKt8/+QWWo2Wz9o+xuF20jXWy4ZnA7Vazbm8MmpLqk/EmfNtARBd\nxGsuANac63SN9cT8+nPTcmgoryM1IYWl9WV+aL+NXqfn80s3sZrj8Af9fPfkFhueDWpLqmksr992\ng59bnefn7pdbZe6FsBSOKBK2jBKcbmcsICiKqBWyChVOr5M4cxyX6y4SZ7EgELtq6WU5jFAR09Jr\n0MRa969jkwoEAyzalllcXcLhiiTtqVQq0pJSyU7PIjM1fc8bSTAU5NnoAMtrK2g0GqpKzpOfdXTu\nxHFgfmWB3uE+BFBbXk1+VsTjwRfwMzA+xPLaCipUFOUWUF5YeuyBQmcRsizT3t/JmmOdrLRMGs/X\n7brpRg2FkuKTaKtvOdJMWlEUZpfnmVmYxeXdLt21muPIz86jMDv/RDf9cDjM9OIsqYnJJCXs3oWL\nKgNcXjfVpZV4Qh76ZgdOTCFwt/se00szr2x80z7YwcD0EIVZBVyrv3qgz6IQgv6pQTqGu9CoNVjN\ncTg9G9vUVMcVGHQciFoYJ1ji+fTSJ+i0WqYWp+kee4bb50aj1nC+4Bw1xVWvVeL6tgCILuI1FQB2\nl2NTCjIHQGZKBo3l9WQkRUwnXF4XXz38DkmS+Lj1AzKS0wmGgnz35BYOt4OqovO0VDRt+xAcNCzj\nKAiGgtjdDtbd66y77Kx77ay77QSkAArPCYgqVFjNVuLNVhIs8VhNccSb47Ga49Br9K89mS8YCrJk\nW2ZxdZn1DXvs+6mJKWSnZ5GVlnHgeGMhBAsri/SNDSLJEunJadSdq8FoONkgDyEEYzMTjEyPodVo\naa5uIC0pFVmRmZybZnRmHEVRSE5Ioqasivi404uIPQ1IssyTZ0+xbzj2ZP0LIega6mVxdYm8zBzq\nztUcaANRFIWFlSWmFmdwuTfYekeymCzkZ+ZQmFtw4mFZQgjmVxYZnBgmFA6hUqmoLD5HUW7hrj+X\nL+Dn186HhMNhWmub8YX9PBx6HFEImFP44+XXpxDwB/386d6XyIrC79/5fFfH0YNAURS+e/Ijqw4b\nF843U1V0/sDPHZwe4clgOwDJ8Um8W3eFP9//BkUoaNQaPm37+Eyw7+G5jDI7NYsPmm/EItzHFybo\nGXuGN+BDq9FSVXSeqqLK15In8rYAiC7imAuADc8G3WPPmFqaBiAtMY3G8rptrlnBcIhvHn7HhtfF\nlZo2yvJKCYVDfP/kFusuOxX55VysuvBc4iIU2oc6GTpAXOZB8TItfViWkOQwvlAAl8fN8MQIoVAI\ns96MHJZ38As0ag1WSxxWixWrJY74zb8NesMrn6pD4TDLa5H2/rrDjti8TScnJEUMetIyX6nt6w/4\n6RnuY825jk6ro7a86sSsZhVFoXekn/mVBUwGE621TVgtVmz2NfrGBvH6vRh0eipLKsjJyP7Ntvtf\nBkmSePzsKQ6Xk7zMXOrO7fRtl2WZBz1P2HBvUFlSQUne7vauiqKwtLbC1Pw0TvfGtmvZbDSRm5lL\nSW7hqREqXR4XfWOD2DccqNVqCrMLmF9ZIBQOkZ2WSd25ml3XFlUGqNUarja1EZRC/NT9M2ERxqw1\n88fLf3hthLPx+Ql+ffaQnNRsPmi5ceTr1Bfw8eX9bwiEg3zS+uGBXPpW7Kv81PUzwVAQjVqDrMhU\nFlZg0BnoHusFIM4UxxdXbh4pw+C4oQiFO50/M7e6wPnCCi5uUT/IsszI3BjPJvrxB/3otXqqiyup\nLKw41o7f2wIguohjKgAidpB9TCxMIhCkxCfTWF5PTtr2m7aiKNzuuMvC2mLMSCMshfmh/SdsThtl\nuSVcrmmLPScshfml5z5zq89zqq37xKe+iFfR0hu2nOgDwQC/dj4kEArSUt1IvMWKy+vG7fXgjv7t\n8+woDHRa3baCIFogvOyULkkSy+srLK4usWpfi71uojUhtunvFR5zFAghmF6YZXByGEVRyEnPprqs\nck+P/eNAKBymY6CLdaedRGsCF2oiMc0DE8Ms2ZYBKMop4Fxh2YknwJ1FhKUwj3qfsuHeoCA7n5qy\nneMv/+Z1GgwFuVDTREbK8w1keW2FibkpHC7ntuvUZDCSk5FNSV7RgbtHrwNhKczI9DjT85G0xszU\nDKpKz2M2mggEA3QM9OBwOYgzW2iuatyV+Dm3vEDP8DMsJjNXGtsigV8dt/FJvk2FwOfkpB6/Na0Q\ngltP77CwtsjV2kuvxLhfXl/h+/ZbmPRGvrjy6Q7u0VZMLk5z/9kDFCFoq2olOzWL2x13cHo2yE3L\nweV1xZxYc9NyeL/5+pkoosNSmK8ffo/T4+RSdSvn8su3/bskSwzNjNA3MUAwHMSgN1BbXE1FQfmx\ndKPeFgDRRbxiAeD1e+md6Gd0bgwhBIlxCTSW15OfkbfrhfZk8CmD08PkpuXwXvO1WOjPin2V4uwi\nrtZdim26W5n+L/P0P6qWXqvSotfo9tXSR+F0b/Cg+zEqlYorDW07WtGKouD1+2IFQbRA2MqcjsKo\nN8SKAavFSrwlDqPRhN1pZ3F1iRW7DUWJjB7iLdaYFe9eiXfHBY8vYh7kdG9g1Buor6g9NgOXrfD6\nfbT3deDxeclMzaD+XA0zS3OMTo8jKzJJ8YnUlFWRYD15idBZRigc4lFPOy6vm6LcQqpKKnZ8zpwu\nJw96nqBWqaksqWDRtoTd6djmpRF1eizNL9kmrzwNCCFYWF1icGKYYCiI2WimuqySjJS0bY9TFIXB\nyRGm5qfRqDXUV9Ts2qkamhhhfG6S1MQUWmubAfix8yfWvVGFwHWqCg7eXj8oPH4Pf7r3FRq1mt+/\n88W+G/fL0Dc5QMdw157RukIInk300zXag06r43rDOzHP/WA4xN2uX1haXybebMXlc6PTaAnLEg3l\nddSXHk2yeNxw+9x89fA7QuEQH13Y3RI5LIUZmB5iYHKQkBTGZDBRV1JDeV7pK5kZvS0Aoos4YgHg\nD/p5NtHPyOwosqIQb7bSUF5HYVbBnnPw0bkxHvQ9JjEugU/bPkat1vBTxx0W15cpzMzn3fqrsQvd\n7rJzK8b0L6WtqjUyK9pFSx9WJKIb/W5a+qhpzlG19FuxuLpE52APJqOJq41tB2q9y7KMx+fBtbVb\n4HVvM095ETqtjpTEZHIzcshISTtR4pWiKIzPTjI6E0n5KszO53zJuWObAzs2HLT3dxEKhyjJKyIt\nKZX+8UE8Pi96nY7zxRXkZeaciZPKWUQwFORhTzsen4fSvGIqisu3/a7WnXb6xwZ3EPkMOj1ZaZmU\nFZScmQwBt9dN39gg6047arWasvwSSvKK9r25L64u0TPch6zIFOUUUFlSse3zIYTgaX8XK+urFGbn\nU1MekRA/6H/M9NoMKlQ0FtRzper4FQKD08M8GXxKYVYB1xveOfLrCCG40/ULsytz1BRX0bzpjQKR\nz+fD/seMzU9gMZr5oOUGSdbtBMnIY54wNj8eGwvodXpC4RAftrx3ZgJ6lu0r/PDkNjqtls8ufbLn\niCYYDtI/Ocjg9DCSLGExWqgvq6E0p+RI98a3BUB0EYcsAIKhIH2TAwzNDCPJMnEmC/WltZTkFO/7\nRkTbWnqtns8vf4LZaOZO5y/M2xYi+v/Gd2PPn1td4E7Xz4SUEPXltZTnlyGzm2nOcy29WvCcea/V\nRcJtXhNGpsYYnRknOSGJtrqDhQ1thaIorDnXmV9eYHltdbMrEfFKV6GKfR2FSqXCYrIQv2WEYLVY\nsZjMr3WTdLo3drUSfhUsri7RPfwMoQjOFZXh9rpZWF0CoCA7n4qi8tc6dvitIBAM8rDnCV6/l/LC\nUtKT0xmbGWfNsb7j+jHoDVyqv7AtXve0IUkSozPjTM5PI4QgIyWd6tLzB5ajur0eOga68Pi8JMUn\n0VRVj2lLUSNJEve7H+P2uqkpq6QwJ0IY7psciCkEilOL+LT542MtrhWh8O2jH7E5bdxourbDs/8w\nCIVDfPXgW1w+d8zZb+vpPiU+mfebr+8pmxNC0Dc5QOdIN0DsYKbT6vjiyqcnqrvfD6Nz4zzoe0RC\nXAKftX287xgqEAzwbHKA4ZkRZEXGarbSUFZLUXbhoQjYbwuA6CIOWACEwqFIK2ZqiLAUxmwwUVda\nQ1le6UslR26fm68efEdICvHxhQ9IT0rjbvc9ZlfmyE7N4p2Gy6CGsCIxNDPM09FOUMHFqhZy0rJP\nTEt/UAgh6BzsYcm2TH5mLrW7ELJ2e876Znt/0bYck+gYDUay07LISc+Mhe4EQ8FYl2Br12BrbjpE\nCgarOW7nKMFgPLbfyYtWwmX5JZQXlh76pimEYGJuiqHJETQaDTnpWSysLiHLMonWBGrKq964eNvT\nhs2+xtP+rh0bvk6rIz0ljbL8EoanRiMa+aw8asqrTr2rIoRgybbMwPgQgVAQs9FEVen5I7kYSpJE\n70g/i7Yl9Do9TZX1pCY9T8p7URkQHWXNrMzycOgJCgqp5hT+5pgVAk63kz8/+AajzsDv3/nilXgV\ndpeDrx9+h1qt5kbTNZ4MtOP0bJCfkcs7dVcORIybWprml577CCGwGM14Az5SE1K4efGjMxMk1T7U\nwcDUEDlp2bzffP2lm7kv4IuMnmfHUIRCYlwCDWV1FGTmH+gaf1sARBfxkgIgLIUZmhmhf3KAYDiE\nUW+gtqSac/kHI2OEwqGIDaTHycXqFgqy8yOBOytTpCalcKW2Da1Gi6RIdI8+Y2JxEqPWQEtlM4nW\nhNeupT8qJFnmYfdjNjyuPRnXe4XuGHR6sjaJfAcN3RFCEAgGdowR3D5PjCsQhVaj3VYQWLcoEo6K\nNec6PUN9+IN+4uOsNFTUHViOpygKfWODzC7Nodfp0Gq0+AJ+dFod54vPnbr/wJsEt9fD2Mw4q3Yb\nYWl7QRhvsdJwfvv7sk0jX1ZJUc7xSWcPC7fXQ//4IGuOddQqNaX5xZTmF7/SJiSEYGphhsGJYYQQ\nnC8+R8kWd8uoMkCj0XCl8VIsS2Jtw86dntenEOgZe0b3WC/leWVcrrn4Sq81sTDJvd4HsXj0ysIK\nWs43HerEu2xf4fsntzaLgIgdb0V+OW3Vra+0tuOCIjbJ4bZFqgrPc6Gy+UDP8/g99Iz1Mb4wgRCC\n5PhkGsvryE3bf4T4tgCILmKPAkCSZUZmR3k20U8gFECv1VNTXMn5l8gxhBBIQkIWMiElxE9dvzC/\nPk9pbjENZXU8GepgenmGZGsyLVWNGLR6JEmif2SINcc6CaYELtY2nxlnuv2wnXHdTEZKGkIINjyu\nmBVvdM4fDd3JSc8iJTH52DY8IcQ24mG0a+D1eWNywSj0Ov0ONYLVEndgeU1YCjM4Pszs8vyBrYTD\nUpjOgR5sjrVt5iT5WXmcLy4/Vdb5mwKf3xeJ111bif3+ADSaiL1zbkY2/WODBELBbe3u2PP3OAmf\nFCRZYmxmgom5KYQQpCWnUlNaieUY0xrtGw46B7oJhIIRUmlFTey6fq4MsHClsS02YvIH/K9NISAr\nMl89+BaH28nHrR+8khXvzPIsd7vvIYQgNSGFzy59cqT7x8zKHHc6fwaex65frbtMaU7xkdd2nAiF\nQ3z96Hs2PBtcrrlIeV7ZgZ+74XXRM/aMycVIpzItMZXG8nqyUnYPBntbAEQX8UIBICsyY/MT9I73\n4ds0ZKguqqSy6PwOQ4bnrHtpVy1912gPYwsTpCWm0XK+ieHJYRZXlkmOS+JSXSsGnYFAMMCTvk5c\nHhepSSk0Vza8UZIvh8vJw54nqFQqctKzWXOs4wv4gMhJPDM1g+z0LNKSUk6UyCcrMl6f74Uxgntb\ngEsUJoNxxxghzhy358nsoFbCvoCf9r4O3F4PKlQIBAlx8dSUV5EUf3pJYG8CAoEAo7PjLNlWCIVD\nse9r1BpSEpMpLSghZQsfw+318LDnCaFwiLpz1eRnbZ8973USfp0QQsTSGgPBACaDkarSSjJT019L\nxycYCtI52MO6047FZKa5qiGWjTA4MczEXKTr2FrzPEFPURR+7PhpS4bA8SkEbM41vnn4PXHmOP7i\n6meHJtEKIRiYGuLpcCdajRazwYTL56atqpWKgvKXv8AuePDsEaPz40DE1EytVvPZpU8OlXXyOuHy\nuvn64beEJYmPWt8nM/lwoyGH20n3WC8zy7MAZCZvGtC94KfwtgCILmKzAFAUhYnFKXrGnuHxeyKW\njIUV1BRXotVqY6E2B9XSLywvMzQxTLzJytXGS4xOjzO1MEN8nJW2ulb0Oh0bHhftfZ0EggHys3Kp\nKas6dW/xwyASurPI9OJcrL2vVqnJTMsgJz2LtKTUMzNji0KSpF0VCVuTAqOwmCw7PAwsJjNqtfql\nVsJO9waPe5/GTqxajYbzxecoyD7YjO4fIoKhEGMz49vGRRDheqQkJFOSH1FM7AWXx83DnieEpTAN\n52vJzdieiDe3PE/PcN+Ok/DrgMfnpX98EJt9DZVKRUleMWUFxa/dUVBRFEamxhifm0StVlNXXk1u\nZs6eyoAoHvQ9imUIHKdCoH2ok4GpQaqLK2mpaDrUz/Fk8CnDs6Mxn3+D3sCX978hLIe5efGjI5mh\nhcIh/u6XPxMMBWMdQovRzO+ufv5aHPeOgphF/CZh3Go+vPPn2sY63aO9zNsWAMhJy6axrJ7UxAhH\n5G0BEF2ESiXu/v1P9Iz14vA6QQUlecVUFJaj02m3aenDcmTzf5mWft1p51FvO1qNliuNF5ldmmdi\nbgqrOY62+lYMej0r66t0DvYgy/KOud1ZRiR0Z4mF1eVtoTsmowmv33tkZcBpIxQObTM1inoYbG05\nA6hVKuLMkdFBnDmOkBRibmkeSZZjVsI2h43ekf6Y2UxeZg7ni88dS0jNbw2hcIjx2clt4yKIKD+S\nE5Iozi0iM/XlbnBRbLg3eNTbTliSaKqs36GTj56E05JSuVDTdOzXqSTLjM9OMDE7iSIEqUkp1JRV\nnrgCYcm2Qs/wMyRZoiA7n6rSCoQidlUGRPE6FAKSLPH3v36Fx+fls0ufxDag/RCWwtztvseCbZEk\naxIfbCb9ASzYFvnx6U9YjGa+uPIpRv3h5ZyTi1P80nMfq9mKe9MkKC0xlU/bPj4z9+CR2TEe9j+X\njB91VLjqsNE12sPSesRYLD8jj4ayOuL1cW8LAIgUAP/yb/8lCgpFWYVUFZ3HqDfsqaU3aPT7mub4\n/D5+7XpIWJK4WNvCutPO6Mw4FpOFyw2tGPQGphdm6BsbRK1W01BRe2K2s0eFPxhgaXWJhdUlnO4N\nYGfojlajpXOgm6W1FfKz8qg9A4zrV4UQIqZIeNH18EXmeRRRohJERguNlfUkv6J08LcGSZKYmJti\nfmVh20hGpVKRaE2IbfpH3XwcLiePe9uRFYXmqoZtDHshBO19nazabRTlFFBddnyRudF2vz/gx6g3\nUFV6nqy03WewJwGPz0vHQBdur4dEawJNVQ0gBL92PYrwIeqad3RUZpZneTh8vAqBxbUlfmi/TZI1\niS8u39z3ffX6vdzquIvD7SAnLZvrDe/s4Oj0jD+je7Q34qXfcuPQ+SNCCH5sv83i+jLn888xNDsC\nRDbH95quHfrne114PPiUoS2mca+SsxKNoV912AAoTM/nn/zX/+XbAkClUol/8bf/AjVq9CodcWYr\nieYEEuMif6wWK6YDysoi2ttHuL0easqqCEthhqdGMRtNXGq4iFFvYGBimKn5afQ6PRdqms7sLDga\nurOwuoR9wxH7fmpSCtlpu4fuSPIm49rjprr0PEW5hSe86pOBEAJ/wL+tKHB53NuilktyC6koPvfG\ndUJeFyRZYnJ+mvnlBbx+X+z7KlQkWOMpyi0gOy3r2H5f9g0Hj3ufogiFluqmba56YSnM/a7HeHwe\nasurKcg+ulYdIq6OA+ODrKzbUKlUFOcWUl5QempZAlshyRLPRgdYWFlEp9XRVFmPWq3e0qFs28GH\neB0KgfvPHjE2P05jeT11pTW7PmZ9w87tjjv4gn4q8stprWzZ9XoQQnC74y7ztgXqS2tpKK879Ho2\nPC7+/v5XGPVGWiqa+KXnVwCKsgp494BJhK8bW23jq4sqaTl/8BHKbhBCsLC2SNdID+suO3/7t3/7\ntgBQqVTiP/w//x8enxe3z43H691mGQqR+a3VYt3UnG+XlUUvlG0ztpwCzEYTgxPDmAxGLjVcRK/T\n0TXYy8r6KnFmC601Z4/pHwqHWF5bYWF1iTXHeuz7yQlJ5KRnkXWA0B3/JuM6GA7RWttMenLavo//\nLUFRFBwuJyaDCbPp+HIK3lQoisLUwgyzS3N4fNvtoOPj4inMyScvI+e1FUlrjnWe9HUAcKGmadtp\n1+v38WvnQyRZ4mJdy4Fa0y9ClmUm5iYZm51EURRSEpOpKavEajlbaY1CCGYWZ+kfH0IIwbnCMowG\nA70j/VhMFq42tu045b+oEPh96xdkJx+9UxkMh/jTvS8JhoP87spnJMZt97zYGnPeUtFEVdH5fTfh\nYDjIl/e/weP38n7zDfLSc/Z87F7oHu2lZ/wZVUXnSU1IjaIIaL8AACAASURBVBUBuWnZXG9898QT\nIHfDtuC42kuUvULGQhRCCKbnZ7j2h/feFgAqlUp0/vwk9rWiKPgC/hhrPNL+jfjZ7xV0Y7VY8fq8\nrDnXIwl1aZn0jw9h1Bu4VN+KRqOhva+TDY+L1MQUmqvODtM/LIVZWVtlYXUJm+N4QnccGw4e9rSj\nVqu50ti2a2jJW/w2oSgKs0vzzCzO7rDitZrjKMjOoyA7/8Q6I6t2G0/7OlGp1LTWNpOS+DwSds25\nzuPep2g1Wq42XTpUzsTKuo3+sUF8AR8GvYGqkgqy07POxMlxLzhcTjoGugkEA6Qnp2E2mplenNmT\nD/GiQuCD6hucz6848v8/szzLna5fyEhK55OLH8Z+V0PTIzwZfBqJOa+/QmFm/oFeb21jnW8ffY9G\no+WLyzcPTZaTZDnCT/B7+OLyp8zbFmKugakJKbzffP2V8gyOCxteF18//A5Jlvj4wgcHSkh8Gd6S\nAKOLeKEA2AuKomx2Cbazx7e2M194XbLTsjCbzMwszhIKh8jPzKWm/PSZ/pIss7oe2fRX122xjkd8\nnJXstOMJ3ZlfWaB76Hkq2Vu9+28XiqIwv7LI9MIMG5vE0CgsJgsFWbkU5ha81DHzdWF5bYWOgW7U\najVttS3b7JxnFud4NtqP1RzH5caLL/WE8AX8DIwPsby2ggoVRbkFlBeWHmtU6+tEMBSia6iHNcc6\nJoMRk9GEfcOxLx/ift8jZjYVAs2FjVyqPLqxz92uX5henuVi1QXO5ZfxdKiTwVeIOY/mq6TEJ3Oz\n7WO0h1QdzdsWuPX0DmmJady8+CG/9NxnenkGiEQIf9ByY0e34jSwuLbEj09/wqDT89mlm4dKhN0N\nbwuA6CIOWADsBZtjnSe9kdNuojWR9Q37no816A3Ex1mxmp871MVZLCfSapIVGZt9jcXVpW3++3Fm\nCzmbSXvHzVQemhxhfPZ5KtlpFz5vcXxQFIUl2zKTCzNsuDe2dcfMJjN5GTkU5xaeiTk4wKJtma6B\nHjQaDW31F7bZLvePDTK1MENGShot1U27nuJlRWZybprRmXEURSE5IYmasqoDu0GeJQghGJkeY2xm\nAhUqDHp9xESpvIrC7N1P388m+umfG3xlhYAv6OdP975ElmUyktNZXFs6Usz5VkT5BeV5pVyuaTv0\n86NFyeWaixRlFfL1w+9weiJkZ71Wx/XGd8lOPX2i9vDMCI8G2kmyJvJp28evVHS+LQCii3iFAmCr\nw1hpfjHjs5OxG8y6087gxHCMLS+E2FNvbjaatjnTWS1W4kyWV9bQK4rCmmOdRdsSS7aVmJe+2Wgi\nOz2bnPRMrBbra2tbvkx7/BZvHpbXlpmYm8bhcm7b9E0GE7kZWRTnF6M/o6fhhZVFuoZ60Wl1XKq/\nEDPJURSFJ30drDnWKckrorJke5vbZl+jb2wQr9+LXqensqSC3IzsM93uPwhW1lfpHuolLEmoVWoE\ngou1LdvyBLZiZnmGh8PtMYXAH6/81ZEKvIGpIdqHItyMrJRMrje++0oafEmW+ObRD9hddi7XtFGe\nV3qo53sDPv7zL39Go1bzl+/+jmAoyFcPv0NWZIQiQAWXqy9SdsjXfR14NNDO8MwIeem5vNd07cjX\n4NsCILqIIxYAWz3G87PymFueR61Wc7G2JXIyijL9qxu3tRxD4XDMw36rrGyr2xlE2NFmk/mFBLw4\nLCbLvpV3NHRnYXWJpV1Dd7JIsMaf2M1r6+9pN+3xW5x9rNrXmJidxL7h2EaQNRqM5KRnUZpXjF7/\nZox45pbm6RnpQ6/Tc6m+NcZPCYXD3O96hNfvpb6ilrzMHPwBPwMTwyzZIhrqopwCzhWWnRn+znHA\n5/fxdKA75ukR5UPs5ZS45lzjTu+9mELgH13560N1Dh1uB7ee3sUbiJBCr9S0HcvG6va5+fL+t8iK\nzKdtH5OSkPzyJ23BwNQg7UOdlOWWcKX2EtNLM9ztvofFaCYkhQlLYWpLqmksrz/Vwk9RFG49/YnF\n9eUdMcmHwdsCILqIIxQAQgg6BrpZXlshPSWNNfsaKpWa5qoGphdnj8T035qAFyUeenzuHYEnKpWK\nOLPleVFgtmK1WAiGQizZlneE7mRvtveT4hNP7cI9bS/2tzg81h3rjM1Nsu60bwtbMugNZKVmUFZQ\ngtFweBOWs4DpxVn6Rgc2Y4JbY5udx+flftdDZFkmLyuP+eUFZEUmKT6RmrIqEqzHF5ZzliDLMn1j\ng8wtzwNgNBi41nx1z0LH7/fzfedzhcBftv6OrOSXe/0v2Ba5232PsBSmuqiSoZlhtBodf/nOF8dy\nLc2tznO74y5xpji+uHITg+7gxluKovDVg2+xux3cvPgRGcnpPB3qpH9qkOzULFxeNx6/h6KsQq7U\nXjo01+A4EQwH+frBd7h87iNnGbwtAKKLOEIBMDQ5yvjsBPFx8bi9blQqFQ0VtYzPTh4r018IQSAU\n3J5+5/W81IgmIS4+5sFvNprORKvyNLzY3+JwcGw4GJudZM2xvu360uv0ZKZmUF5QcmhFyFnF5Pw0\nA+NDGA1GLte3xgr18dlJhiYjxjA6rZbKkvPkZe6frPZbwezSHL0j/UBkTHjtwtU9iZuSLHG7825M\nIfBhzXtU5J3b87VHZsd4NPAEtUrFldpLFGcXxUYBxVmFvNtw9Vh+hq7RHnrH+8hLz+G9puuHet9W\nHTa+efQ9iXGJ/O7KpwB8336LFfsq9WW1LK4tseqwkZ6UxnuN1061AN7wbPD1w++RFIlPWj8kPelw\ncuu3BUB0EYcsAKLsdqPeQCgcBgRVJecZm5skEAyQl5lL7Wti+kd4BB7mVxZZWFkkEApEf4ZIpLAs\n7ZAqajUa4swRP/u4Lb72Wz0MTgon6cX+FgfDhtsVidd1rCHLzzd9nVZHRkoaZQVlxJnPll/FcSG6\n2ZuMJpor65mYn2ZxdSn271ZLHFca2s4MkfEkEA33UhQFk8HI1abLGPYZ77xMISCEoHOkm77JAQw6\nA+81XYvJ2BSh8O2jH7A513i/6Tp5GbmvvH5FKNx6eofFtaV9TYf2woO+R4zOjdNc0UhNcRW+oJ8v\n739DIBTgg+b3GJsfY2ppBqvZygfN10k4RYXAgm2RWx13MOgMfH75JnGmgx+q3hYA0UUcogBwuJw8\n7H6CSq0CIVCEoCy/mMn5aSRZpqKonNL84mPfWD0+D4ubVrxRQxWNWkNmavpm0l4kdGdnNG6ka+DZ\n18MgbovJkXXfD/tx4HV7sb/Fy+H2ehidGWfVbkPaMmLSarWkJ6VRXlhy5sxsXhdGpsYYnRmPfZ1o\nTaC6tJK55XlmlubITM2guarhH0QHIAqf38fPHfeRZRmtVsvF2pZ9HUufTfTRPzeEQFCSWszN5o9Q\nq9VIssSvvQ+ZXp4h3hLPB83XdzgKOtxOvrz/DUaDkd9f/fxY5MKBUIAv73+DL+DnwwvvHYrBHwwF\n+bt7f0aWJX7/zu+IM1lYtq/w/ZNbGPVGPr/0CcObMfF6nZ73Gq+RmXK4xL7jxOD0ME8Gn5JsTeJm\n20cHVga8LQCiizhgAbDV4U6jViMrCvmZucwtL0RGAOeP19P/eejOEi5PxFBFrVKTnpJGTnoW6Slp\nB5YPKoqC1+99IQEvYm70IvQ6/Zb0u+cExOPSOUeUAZ2srB+/F/tb7A2v38fozDgra6vbAo40Gg3p\nSamUFZSQYD19vfNJYt1p59lof6yoNugNvNN0CaPBiKIoPH72lHWnnbKCEiqKjhY/+6bC4/Nyr+M+\nsqKgAqrLqijIztuzENqmELCk8ruWT/m55z42p42MpHRuNF3DuIeLaPdYLz1jz6jIL6etuvVY1m9z\n2vj20Y/odDq+uPzpoU7HY/MT3H/2cFs2QJQkmJGUzsetHzCxMMmD/seoUHG5tu1Ic/jjgBCCRwPt\njMyOkp+Rx43Gdw9mW/+2ANhcxAEKgIjH/RNcHhdqtRpFUUhLSsXmWEOv09NS3XgsgS/+YIDF1SUW\ndwndyUnPIiM1/VgNR2RZjpgbxVQJblxeD/4tAS1RGA3GWJcgEpEbR5wl7kgeBtsyE/bRHv//7L3X\nc5vpmu33QyZBMIg555yTKIkKnYM6aIfZMzVzylVTLh8fX9hlVzm7fOGeO/vqnONLl/0PuMp7z251\n2p3UrUCJFHPOOUeQyPjC6wsQIMFMipJINVaViiLxAXxBEnjW+7zPWiuEF4PL7WJ4aozF1aUglYlO\nqyP+SiwFmXlBCpXfCtweD/3jg8wtzQOQkZyOVqtlan6ayIhIGqsbMBqMeCUvj9qacLpd1JZWk3bB\nQ7vOG/5UU//7dHpSGhWFZYcOwO1WCOjRE044eam53Kq4caSkWVEVvnz8NVb7Jnevf0hy7PnsqAem\nhnjW10JCTDx3r394YiMqIQTfPvuepY1l3q9/h4zEdIQQ/NLxiMnFKcpySmgoqWd+dYEH7b/ilSWq\n8yupLqh8LZ0iVVX52/MfWVxbojKvnLqimmPvEyIA/kUcQwCEEIGUO61GiypUoiIi2XLYsJgjaKio\nfyHXvKNCd9ISU0iO3x+687Ihy/I+meKJPQzMkVjMx3sY7E1NPEx7HMLp4PZ6GJkaY2GXGgRAq9US\nFx1Lfmbub/ZnraoqU/PTDE6MICsy0ZYoKgrLuBIVgxCC3pF+JuenibZEcaOqAYPBgM1h43H7U1Qh\nuFl9jZgLGt71suAfDPRvfCIjIqkvqzl0iHducZ7Hg0+RkdGj4w/Xfkdq3PHEacW6wldN3xFljuR3\ntz87F3M0IQQPu54wPj9BcVYRN8oaTnzfDZuVvz7+iogwM3+4cw+9To8kS9x/8g2bji3errlDTkoW\nVvsmPzz/CbvLQV5qDjePITsvC26vh6+avsXmtHGn6hZ5aTlHXh8iAP5FHEMABieGfY5Z2zGvYaYw\n3B438TFx1JXVnGmQzSt5WVhZYn7l7KE7rwOSJGFz+qJx7bsicvd6GIDPAjZy19DhQR4G/h2GX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P6t8lPTHt/J4w8Kz/OQOTg+SmZHNn29nvKKxtrnP/yTdEmi387vbnQV1iRVH4tvl7Vqyr3Chr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\nZmZWQh4AmJmZlZAHAGZmZiX0P3xCBu/pMQqXAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f8fd391c5f8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Normalisation des notes de chaque exo\n",
"notes_exo_norm = notes[list_exo] / barem[list_exo].values[0,:]\n",
"#notes_exo_norm\n",
"ax = notes_exo_norm.T.plot(color = \"gray\", legend = False, )\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": 64,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"bilan = texenv.get_template(\"./tpl_bilan.tex\")\n",
"cible_bilan = \"../3e/DM/DM_16_03_23/Bilan/\""
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"bilan = texenv.get_template(\"tpl_bilan.tex\")\n",
"with open(cible_bilan+\"./bilan\"+classe+\".tex\",\"w\") as f:\n",
" f.write(bilan.render(eleves = eleves, barem = barem, ds_name = ds_name, latex_info = latex_info, nbr_questions = len(barem.T)))"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"## BB_16_04_02"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ds_name = 'BB_16_04_02'\n",
"notes = all_notes.parse(ds_name).T"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"barem = notes[:1]\n",
"notes = notes[1:]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#barem\n",
"#notes.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Suppression des notes inutiles"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"notes = notes[notes[ds_name].notnull()]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"notes = notes.astype(float)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Traitement des notes"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['BB_16_04_02', 'Présentation', 'Exercice 1', '1.1.a Tableau',\n",
" '1.1.b formule', '1.1.c Nom fonction', '1.2.a Nombre machine',\n",
" '1.2.b Tableau', '1.2.c Formule', '1.3.a Graphique',\n",
" '1.3.b Comparaison', 'Exercice 2', '2.1 Trignonométrie', '2.1 Arrondi',\n",
" '2.2 Réponse', '2.2 Méthode', 'Exercice 3', '3.1 Probabilité',\n",
" '3.2 Nbr issues', '3.3 Points restants', 'Exercice 4', '4 Sophie',\n",
" '4 Martin', '4 Gabriel', '4 Faiza', 'Exercice 5'],\n",
" dtype='object')"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"notes.T.index"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['Exercice 1', 'Exercice 2', 'Exercice 3', 'Exercice 4', 'Exercice 5']"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list_exo = [\"Exercice \"+str(i+1) for i in range(5)]\n",
"list_exo"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"notes[list_exo] = notes[list_exo].applymap(lambda x:round(x,2))\n",
"#notes[list_exo].head()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"autres_notes = ['Présentation']"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"item_avec_note = list_exo + [ds_name] + autres_notes\n",
"sous_exo = [i for i in notes.T.index if i not in item_avec_note]\n",
"#sous_exo"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def toRepVal(val):\n",
" if pd.isnull(val):\n",
" return \"\\\\NoRep\"\n",
" elif val == 0:\n",
" return \"\\\\RepZ\"\n",
" elif val == 1:\n",
" return \"\\\\RepU\"\n",
" elif val == 2:\n",
" return \"\\\\RepD\"\n",
" elif val == 3:\n",
" return \"\\\\RepT\"\n",
" else:\n",
" return val"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"notes[item_avec_note] = notes[item_avec_note].fillna(\".\")\n",
"#notes.head()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"eleves = notes.copy()\n",
"eleves[sous_exo] = notes[sous_exo].applymap(toRepVal)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Statistiques"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"count 30.000000\n",
"mean 12.850000\n",
"std 4.512721\n",
"min 0.000000\n",
"25% 10.500000\n",
"50% 12.750000\n",
"75% 15.250000\n",
"max 21.000000\n",
"Name: BB_16_04_02, dtype: float64"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"notes[ds_name].describe()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7f3a4de345f8>"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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4JjPfNMflH7Cgffv2sX///vvumXm6mqcHDhyY9bFXMzWZ4/Rapv+0ds95eYBDHDx4/1Hu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\n8JYkaWQc3pIkjYzDW5KkkXF4S5I0Mv8PFjuX2liUaJoAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3a4deabbe0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#notes_seules = notes[ds_name]\n",
"ax = notes[ds_name].hist(bins = barem[ds_name][0], range=(0,barem[ds_name][0]), )\n",
"ax.set_xlabel(\"Notes\")\n",
"ax.set_ylabel(\"Effectif\")\n",
"#notes_seules.hist()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Bilan tex"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"{'classe': '309', 'date': '02 Avril 2016', 'titre': 'Brevet Blanc'}"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"latex_info = {}\n",
"latex_info['titre'] = \"Brevet Blanc\"\n",
"latex_info['classe'] = \"309\"\n",
"latex_info['date'] = \"02 Avril 2016\"\n",
"latex_info"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"bilan = texenv.get_template(\"./tpl_bilan.tex\")\n",
"cible_bilan = \"../3e/DS/\"+ds_name+\"/Bilan/\""
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"with open(cible_bilan+\"bilan\"+classe+\".tex\",\"w\") as f:\n",
" f.write(bilan.render(eleves = eleves, barem = barem, ds_name = ds_name, latex_info = latex_info, nbr_questions = len(barem.T)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## BB_16_04_19"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ds_name = 'BB_16_04_19'\n",
"notes = all_notes.parse(ds_name).T"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"barem = notes[:1]\n",
"notes = notes[1:]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"notes = notes[notes[\"BB_16_04_19\"]!=0]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"count 29.000000\n",
"mean 15.431034\n",
"std 6.528405\n",
"min 5.000000\n",
"25% 12.000000\n",
"50% 15.000000\n",
"75% 17.500000\n",
"max 30.000000\n",
"Name: BB_16_04_19, dtype: float64"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"notes['BB_16_04_19'].describe()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7ff5953731d0>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Bv7/PuZPzs2Wj0SilfSnljLdRjkaj0svd1IEDB0ovYarxYzzq8Rhf03Mvrpnj/vqct/i9\nrXUv5tHva4Ovi63ikMMhQ2bmZO71mpHrbzM74Ih4tqRXSnpeRNwUETdGxCWnN/YBANjeeC3oKeiA\nl2/xHfCiz2Nvp+m3bzx22H54LWgAABrBAO7Ez57Wg72oS/v74bIXDjkcMgzFAAYAoAA64CnogJeP\nDrhNdMDAdHTAAAA0ggHcqf2eS3LpV9iLurS/Hy574ZDDIcNQDGAAAAqgA56CDnj56IDbRAcMTEcH\nDABAIxjAndrvuSSXfoW9qEv7++GyFw45HDIMxQAGAKAAOuAp6ICXjw64TXTAwHR0wAAANIIB3Kn9\nnkty6VfYi7q0vx8ue+GQwyHDUAxgAAAKoAOegg54+eiA20QHDExHBwwAQCMYwJ3a77kkl36FvahL\n+/vhshcOORwyDMUABgCgADrgKeiAl48OuE10wMB0dMAAADSCAdyp/Z5LculX2Iu6tL8fLnvhkMMh\nw1AMYAAACqADnoIOePnogNtEBwxMRwcMAEAjGMCd2u+5JJd+hb2oS/v74bIXDjkcMgzFAAYAoAA6\n4CnogJePDrhNdMDAdHTAAAA0ggHcqf2eS3LpV9iLurS/Hy574ZDDIcNQDGAAAAqgA56CDnj56IDb\nRAcMTEcHDABAIxjAndrvuSSXfoW9qEv7++GyFw45HDIMxQAGAKAAOuAp6ICXjw64TXTAwHR0wAAA\nNIIB3Kn9nkty6VfYi7q0vx8ue+GQwyHDUAxgAAAKoAOegg54+eiA20QHDExHBwwAQCMYwJ3a77kk\nl36FvahL+/vhshcOORwyDDVzAEfE5RFxV0R8aysWBADAdjCzA46I50i6V9JHM/Mpve6UDhgz0AG3\niQ4YmG4pHXBmflnSPYNXBQAAHoQOuFP7PZfk0q+wF3Vpfz9c9sIhh0OGoXaWXsB2sLa2puPHj/c6\nT5J27NixsPPuvvtuHTt2bObvvXv37l731ydH3/ur25pOnLij15l9H7vV1dWF7UVfDnu26Ayl9gI4\nVa+fA46Ix0u6ep4OeOPtvXv3amVl5eS/dGo/7t+/X0eOSPf/S/9gx/FSjUbSlVde2eP+7pH0jsnn\nrd/v/lNuXyjpXEmf7/j19dtvlvSoBd7fO7Vv39k6fPjwpjkuvfRSXXDBiYXc3+rqqo4c2a9xl3hw\n8nnTjtdOfr9dM877jsaPxyLv71Ua98Vdj+9+SSe0b9/ntWvXrk3/XI3zvmRh99f3OO5s3ynp7I7f\nb/32PRqN3qE9e/b0uL/D2vzx2699+zTzz9N8X499vn5eotHovAV+Pfa7P47b8yhJhw4d0kbzdsDK\nzJlvkp4g6ZY+507Oz5aNRqOURinljLdRjkajBd7fNYXOW3SO2fdX/2NS72M3jzJ/lh0yLD4HvE3m\nnuZ56/NjSFdK+oqkPRFxR0S8eq4J36z2e64xhxwOGSRy1MQhwwOvxlrlkGGonbNOyMxLt2IhAABs\nJ3wXdKf9s09pgkMOhwwSOWrikMHj6tEhw1AMYAAACmAAd/LoiDxyOGSQyFEThwweV48OGYZiAAMA\nUAADuJNHR+SRwyGDRI6aOGTwuHp0yDAUAxgAgAIYwJ08OiKPHA4ZJHLUxCGDx9WjQ4ahGMAAABTA\nAO7k0RF55HDIIJGjJg4ZPK4eHTIMxQAGAKAABnAnj47II4dDBokcNXHI4HH16JBhKAYwAAAFMIA7\neXREHjkcMkjkqIlDBo+rR4cMQzGAAQAogAHcyaMj8sjhkEEiR00cMnhcPTpkGIoBDABAAQzgTh4d\nkUcOhwwSOWrikMHj6tEhw1AMYAAACmAAd/LoiDxyOGSQyFEThwweV48OGYZiAAMAUAADuJNHR+SR\nwyGDRI6aOGTwuHp0yDAUAxgAgAIYwJ08OiKPHA4ZJHLUxCGDx9WjQ4ahGMAAABTAAO7k0RF55HDI\nIJGjJg4ZPK4eHTIMxQAGAKAABnAnj47II4dDBokcNXHI4HH16JBhKAYwAAAFMIA7eXREHjkcMkjk\nqIlDBo+rR4cMQzGAAQAogAHcyaMj8sjhkEEiR00cMnhcPTpkGIoBDABAAQzgTh4dkUcOhwwSOWri\nkMHj6tEhw1AMYAAACmAAd/LoiDxyOGSQyFEThwweV48OGYZiAAMAUAADuJNHR+SRwyGDRI6aOGTw\nuHp0yDAUAxgAgAIYwJ08OiKPHA4ZJHLUxCGDx9WjQ4ahGMAAABTAAO7k0RF55HDIIJGjJg4ZPK4e\nHTIMxQAGAKCAXgM4Ii6JiNsj4lhEvHXZi6qDR0fkkcMhg0SOmjhk8Lh6dMgw1MwBHBFnSDoi6Tcl\n/ZqkV0TEry57YeXdUHoBC+KQwyGDRI6aOGSQjh49WnoJp80hw1B9roCfLuk/M/O/MvOnkj4p6WXL\nXVYNvl56AQvikMMhg0SOmjhkkK6//vrSSzhtDhmG6jOAHyvp+xtu3zn5GAAAGGhnj3Niysdy1idd\nffXVm/76mWeeqfPPP7/Hb7/1Tpw4MXnv2KwzdfLUXvc3y51LOm+rc8y+v/kfk1kZlvXYzTLvY7eY\nvehrkXv2wPvbLIdDhv73V9qxY7Ny1K9Phj179mzBSrZWZG4+SyPimZIOZuYlk9uXScrMfO8mnzNz\nQAMA4CQzp12wduozgHdIGkl6vqQfSPqapFdk5m1DFwkAwHY38ynozFyLiH2SrtO4M76c4QsAwOmZ\neQUMAAAWj1fCAgCgAAYwAAAFMIABAChgoQPY5TWjI+J7EfHNiLgpIr5Wej19RcTlEXFXRHxrw8fO\njojrImIUEddGxFkl1zhLR4YDEXFnRNw4ebuk5BpniYhzI+KLEXFrRNwSEa+bfLy1vTg1x/7Jx1vb\nj4dGxA2Tr+dbIuLA5ONPiIivTvbjExHR53URitgkw0ci4ruTj98YEU8pvdY+IuKMyXo/N7ndzF6s\nm2S4aUOGv593LxY2gM1eM/o+SSuZeVFmPr30YubwEY0f/40uk/QvmXmBpC9KetuWr2o+0zJI0vsz\n8+LJ2zVbvag5/UzSGzPzSZJ+XdJrJ18Lre3FqTn2bfiabmY/MvMnkp6bmRdJulDSCyPiGZLeK+l9\nk/34kaQ/LrjMTW2SQZLePPm76uLM/Fb3vVTl9ZJu3XC7mb3Y4PWSvr3hdkp60zx7scgrYKfXjA41\n+PR8Zn5Z0j2nfPhlkq6YvH+FpN/a0kXNqSODNP0V2aqUmT/MzJsn798r6TZJ56q9vZiWY/1laJvZ\nD0nKzB9P3n2oxj9+mZKeK+kfJx+/QtJvF1hab1My3De53dReRMS5kl4k6W83fPh5amgvOjJIc86N\nRQ4Zp9eMTknXRsTXI+I1pRdzmn4xM++Sxn+hSvqFwusZ6rURcXNE/G3tT91uFBFP0PiK5auSzml1\nLzbkWP9vhJraj/WnCyX9UNI/Szou6UeZuT7E7pT0y6XW18epGTJz/X+U+PPJXrwvIs4suMS+PiDp\nLZq8pHFE7JJ0T0t7oVMybDDXXixyAA96zehKPSszn6rxv3BeGxHPKb2gbe6vJe3OzAs1/svn/YXX\n00tEPFLSVZJeP7mCbPLrYUqO5vYjM++bPH17rsbP1j1x2mlbu6r5nJohIp4k6bLMfKKkp0naJanq\n772JiBdLumvyzMr6zAg9eH5UuxcdGaQBe7HIAXynpMdtuH2upP9e4P1vmcnViTLzbkmf0fgLtlV3\nRcQ5khQRj5H0P4XXM7fMvDvvf8WYD2v8B7xqk28iuUrSxzLzs5MPN7cX03K0uB/rMvP/JF0v6ZmS\nfn7yvStSQ39fbchwyYZnVH6q8fdP1P531bMlvTQivivpExo/9fyXks5qaC8elCEiPjpkLxY5gL8u\n6Vci4vER8RBJvyvpcwu8/y0REQ+f/ItfEfEISb8h6T/Krmoup/5r8nOS/nDy/h9I+uypn1ChB2SY\nDKt1v6M29uPvJN2amR/c8LEW9+JBOVrbj4h49PrT5BHxMEkv0PgbgL4k6eWT06rej44Mt6/vRUSE\nxt9TUPVeZObbM/NxmXm+xjPii5n5e2poLzoy/P6QvVjYt3obvWb0OZI+E+P/0WmnpI9n5nWF19RL\nRFwpaUXSroi4Q9IBSe+R9OmI+CNJd+j+P+RV6sjw3Ii4UONvOvmepD8ptsAeIuLZkl4p6ZZJZ5eS\n3q7xd3r+Q0N70ZXj0pb2Q9IvSbpicoV1hqRPZeYXIuI2SZ+MiHdJuknS5SUXOUNXhn+NiEdr/A/W\nmyX9aclFnobL1M5edPn4vHvBa0EDAFBAcz9qAwCAAwYwAAAFMIABACiAAQwAQAEMYAAACmAAAwBQ\nAAMYAIACGMAAABTw/0/OQSUmH9MAAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7ff5953912e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"notes[\"BB_16_04_19\"].hist(bins = barem[ds_name][0], range=(0,barem[ds_name][0]),)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"## DM_16_05_18"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ds_name = 'DM_16_05_18'\n",
"notes = all_notes.parse(ds_name).T"
]
},
{
"cell_type": "code",
"execution_count": 9,
"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>DM_16_05_18</th>\n",
" <th>Malus</th>\n",
" <th>Exercice 1</th>\n",
" <th>Dev 1</th>\n",
" <th>Dev 2</th>\n",
" <th>Dev 3</th>\n",
" <th>Dev 4</th>\n",
" <th>Facto 1</th>\n",
" <th>Facto 2</th>\n",
" <th>Facto 3</th>\n",
" <th>...</th>\n",
" <th>Equation deux cotes</th>\n",
" <th>Exercice 3</th>\n",
" <th>Proba</th>\n",
" <th>Proba ou</th>\n",
" <th>Proba comparaison</th>\n",
" <th>Tableau</th>\n",
" <th>Fréquence</th>\n",
" <th>Nombre points</th>\n",
" <th>Moyenne</th>\n",
" <th>Médiane</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>ABDOU Farida</th>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABOU BACAR Djaha</th>\n",
" <td>11</td>\n",
" <td>NaN</td>\n",
" <td>3.333333</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>5.666667</td>\n",
" <td>3</td>\n",
" <td>NaN</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHAMADA Nabaouya</th>\n",
" <td>13</td>\n",
" <td>NaN</td>\n",
" <td>5.333333</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>5.666667</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AHAMADI Faina</th>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ALI Mardhuia</th>\n",
" <td>11</td>\n",
" <td>NaN</td>\n",
" <td>0.666667</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>2</td>\n",
" <td>7.333333</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 25 columns</p>\n",
"</div>"
],
"text/plain": [
" DM_16_05_18 Malus Exercice 1 Dev 1 Dev 2 Dev 3 Dev 4 \\\n",
"ABDOU Farida 0 NaN 0.000000 NaN NaN NaN NaN \n",
"ABOU BACAR Djaha 11 NaN 3.333333 3 1 0 0 \n",
"AHAMADA Nabaouya 13 NaN 5.333333 2 1 1 3 \n",
"AHAMADI Faina 0 NaN 0.000000 NaN NaN NaN NaN \n",
"ALI Mardhuia 11 NaN 0.666667 0 2 0 0 \n",
"\n",
" Facto 1 Facto 2 Facto 3 ... Equation deux cotes \\\n",
"ABDOU Farida NaN NaN NaN ... NaN \n",
"ABOU BACAR Djaha 2 2 2 ... 1 \n",
"AHAMADA Nabaouya 3 3 3 ... 1 \n",
"AHAMADI Faina NaN NaN NaN ... NaN \n",
"ALI Mardhuia NaN NaN NaN ... 2 \n",
"\n",
" Exercice 3 Proba Proba ou Proba comparaison Tableau \\\n",
"ABDOU Farida 0.000000 NaN NaN NaN NaN \n",
"ABOU BACAR Djaha 5.666667 3 NaN 3 3 \n",
"AHAMADA Nabaouya 5.666667 3 3 3 3 \n",
"AHAMADI Faina 0.000000 NaN NaN NaN NaN \n",
"ALI Mardhuia 7.333333 3 3 3 3 \n",
"\n",
" Fréquence Nombre points Moyenne Médiane \n",
"ABDOU Farida NaN NaN NaN NaN \n",
"ABOU BACAR Djaha 3 3 1 1 \n",
"AHAMADA Nabaouya 0 3 1 1 \n",
"AHAMADI Faina NaN NaN NaN NaN \n",
"ALI Mardhuia 1 3 3 3 \n",
"\n",
"[5 rows x 25 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"barem = notes[:1]\n",
"notes = notes[1:]\n",
"notes.head()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"notes = notes[notes[ds_name]!=0]"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"count 25.000000\n",
"mean 13.300000\n",
"std 3.455069\n",
"min 3.500000\n",
"25% 11.000000\n",
"50% 13.000000\n",
"75% 16.500000\n",
"max 18.500000\n",
"Name: DM_16_05_18, dtype: float64"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"notes[ds_name].describe()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f0f34cacd30>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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7kjyct56Hmxr3iayCYdPz3U3y35I8nWRnw+Ney2o9P7KF+f6NrL4f9/v68PVf//0kj2Wc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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0f22831c18>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Traitement et bilan"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['DM_16_05_18', 'Malus', 'Exercice 1', 'Dev 1', 'Dev 2', 'Dev 3',\n",
" 'Dev 4', 'Facto 1', 'Facto 2', 'Facto 3', 'Facto identité remarquable',\n",
" 'Exercice 2', 'Equation simple', 'Equation fraction',\n",
" 'Equation simple 2', 'Equation deux cotes', 'Exercice 3', 'Proba ',\n",
" 'Proba ou', 'Proba comparaison', 'Tableau', 'Fréquence',\n",
" 'Nombre points', 'Moyenne', 'Médiane'],\n",
" dtype='object')"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"notes.columns"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['Exercice 1', 'Exercice 2', 'Exercice 3']"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list_exo = [\"Exercice \"+str(i+1) for i in range(3)]\n",
"list_exo"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/lafrite/.virtualenvs/enseignement/lib/python3.5/site-packages/pandas/core/frame.py:2320: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
" self[k1] = value[k2]\n"
]
}
],
"source": [
"notes[list_exo] = notes[list_exo].applymap(lambda x:round(x,2))\n",
"#notes[list_exo].head()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"autres_notes = ['Malus']"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"item_avec_note = list_exo + [ds_name] + autres_notes\n",
"sous_exo = [i for i in notes.T.index if i not in item_avec_note]\n",
"#sous_exo"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def toRepVal(val):\n",
" if pd.isnull(val):\n",
" return \"\\\\NoRep\"\n",
" elif val == 0:\n",
" return \"\\\\RepZ\"\n",
" elif val == 1:\n",
" return \"\\\\RepU\"\n",
" elif val == 2:\n",
" return \"\\\\RepD\"\n",
" elif val == 3:\n",
" return \"\\\\RepT\"\n",
" else:\n",
" return val"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"notes[item_avec_note] = notes[item_avec_note].fillna(\".\")\n",
"#notes.head()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"eleves = notes.copy()\n",
"eleves[sous_exo] = notes[sous_exo].applymap(toRepVal)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"{'classe': '309', 'date': '28 mai 2016', 'titre': 'DM 6'}"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"latex_info = {}\n",
"latex_info['titre'] = \"DM 6\"\n",
"latex_info['classe'] = \"309\"\n",
"latex_info['date'] = \"28 mai 2016\"\n",
"latex_info"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"bilan = texenv.get_template(\"./tpl_bilan.tex\")\n",
"cible_bilan = \"../3e/DM/\"+ds_name+\"/Bilan/\""
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"with open(cible_bilan+\"bilan\"+classe+\".tex\",\"w\") as f:\n",
" f.write(bilan.render(eleves = eleves, barem = barem, ds_name = ds_name, latex_info = latex_info, nbr_questions = len(barem.T)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Bilan 3e trimestre"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ds_name = \"notes\"\n",
"notes = all_notes.parse(ds_name)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['DM_16_03_30', 'BB_16_04_02', 'BB_16_04_19', 'DM_16_05_18',\n",
" 'BB_16_06_03', 'Conn trimestre 3'],\n",
" dtype='object')"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"notes[17:].index"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"trim3 = notes[17:].T"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"barem = trim3[:1]\n",
"notesT3 = trim3[1:31]"
]
},
{
"cell_type": "code",
"execution_count": 24,
"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>DM_16_03_30</th>\n",
" <th>BB_16_04_02</th>\n",
" <th>BB_16_04_19</th>\n",
" <th>DM_16_05_18</th>\n",
" <th>BB_16_06_03</th>\n",
" <th>Conn trimestre 3</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>BAREME</th>\n",
" <td>20</td>\n",
" <td>31</td>\n",
" <td>41</td>\n",
" <td>20</td>\n",
" <td>37</td>\n",
" <td>20</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" DM_16_03_30 BB_16_04_02 BB_16_04_19 DM_16_05_18 BB_16_06_03 \\\n",
"BAREME 20 31 41 20 37 \n",
"\n",
" Conn trimestre 3 \n",
"BAREME 20 "
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"barem"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"ABDOU Farida 11.5\n",
"ABOU BACAR Djaha 14.5\n",
"AHAMADA Nabaouya 8.0\n",
"AHAMADI Faina 10.5\n",
"ALI Mardhuia 11.0\n",
"ALI SOULAIMANA Chamsia 13.5\n",
"ALSENE ALI MADI Stela 3.5\n",
"ANDRIATAHIANA Hoby 13.5\n",
"ANLI Emeline 10.5\n",
"ATHOUMANE Naouidat 11.5\n",
"BOUDRA Nassifanya 18.0\n",
"CHANFI Nadhrati 2.5\n",
"COMBO Moinécha 15.5\n",
"HALIDI Nisma 15.0\n",
"HAMZA Samianti 8.5\n",
"HOUMADI Chaharazadi 14.0\n",
"HOUMADI Dhoirfia 15.0\n",
"HOUMADI Mouslimati 8.0\n",
"HOUMADI Nasmi 17.0\n",
"LOUTOUFI Nachima 10.0\n",
"MALIDE El-Anzize 16.5\n",
"MONNE Kevin 11.0\n",
"MOUSSA Roibouanti 16.0\n",
"OUSSENI Hilma 13.5\n",
"SAANLI Natali 19.0\n",
"SAID AHAMADA Roukaya 15.5\n",
"SANDA Issoufi 8.5\n",
"SOILIHI Soifia 11.0\n",
"SOUFIANI Laila 4.0\n",
"YOUSSOUF Sitirati 6.0\n",
"Name: Conn trimestre 3, dtype: float64"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"notesT3['Conn trimestre 3'].sort_index()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Preparation du fichier .tex"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"latex_info = {}\n",
"latex_info['titre'] = \"\"\n",
"latex_info['classe'] = \"\"\n",
"latex_info['date'] = \"\"\n",
"latex_info"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#eleves"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"bilan = texenv.get_template(\"tpl_bilan.tex\")\n",
"with open(\"./bilan\"+classe+\".tex\",\"w\") as f:\n",
" f.write(bilan.render(eleves = eleves, barem = barem, ds_name = ds_name, latex_info = latex_info, nbr_questions = len(barem.T)))"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"## Bilan à remplir"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"bilan = texenv.get_template(\"tpl_bilan.tex\")\n",
"with open(\"./fill_bilan.tex\",\"w\") as f:\n",
" f.write(bilan.render(eleves = [(\"Nom\",, barem = barem, ds_name = ds_name, latex_info = latex_info, nbr_questions = len(barem.T)))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}