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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Projet d'Analyse Boursière\n",
"\n",
"### Remarque: Vous êtes libre de considérer ceci comme un exercice complet ou simplement de voir la vidéo des solutions comme une revue de code pour le projet. Ce projet est conçu pour être assez stimulant car il introduira quelques nouveaux concepts par le biais de quelques astuces !\n",
"\n",
"Bienvenue à votre premier projet! Ce projet est destiné à couronner la première moitié du cours, qui a principalement porté sur l'apprentissage des bibliothèques que nous utilisons dans ce cours, la deuxième moitié du cours traitera beaucoup plus des techniques financières et des plateformes de trading quantitatif.\n",
"\n",
"Nous analyserons les données sur les actions de quelques compagnies automobiles du 1er janvier 2012 au 1er janvier 2017. Gardez à l'esprit que ce projet est principalement fait pour pratiquer vos compétences avec matplotlib, pandas et numpy. Ne déduisez pas des conseils de trading financier de l'analyse que nous faisons ici !\n",
"\n",
"### Partie 0: Importations\n",
"\n",
"**Importez les différentes bibliothèques dont vous aurez besoin - vous pouvez toujours revenir ici ou importer au fur et à mesure :)**"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"____\n",
"## Partie 1: Obtenir les données\n",
"\n",
"### Action Tesla (Ticker: TSLA sur le NASDAQ)\n",
"\n",
"**Note ! Tout le monde ne travaillera pas sur un ordinateur qui lui donnera un accès complet pour télécharger les informations boursières en utilisant pandas_datareader (pare-feu, permissions d'administration, etc...). Pour cette raison, le fichier csv pour Tesla est fourni dans un dossier data à l'intérieur de ce dossier. Il s'appelle Tesla_Stock.csv. N'hésitez pas à l'utiliser avec read_csv !**\n",
"\n",
"**Utilisez pandas_datareader pour obtenir les informations historiques sur les actions de Tesla du 1er janvier 2012 au 1er janvier 2017.**\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import datetime"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"start = datetime.datetime(2012, 1, 1)\n",
"end = datetime.datetime(2017, 1, 1)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"tesla=pd.read_csv(\"Tesla_Stock.csv\")\n",
"tesla.set_index('Date',inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" High Low Open Close Volume Adj Close\n",
"Date \n",
"2012-01-03 29.500000 27.650000 28.940001 28.080000 928100 28.080000\n",
"2012-01-04 28.670000 27.500000 28.209999 27.709999 630100 27.709999\n",
"2012-01-05 27.930000 26.850000 27.760000 27.120001 1005500 27.120001\n",
"2012-01-06 27.790001 26.410000 27.200001 26.910000 986300 26.910000\n",
"2012-01-09 27.490000 26.120001 27.000000 27.250000 897000 27.250000"
],
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},
"metadata": {},
"execution_count": 5
}
],
"source": [
"tesla.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Autres entreprises automobiles\n",
"\n",
"**Répétez les mêmes étapes pour extraire les données pour Ford et GM (General Motors)**"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"ford=pd.read_csv(\"Ford_Stock.csv\")\n",
"ford.set_index('Date',inplace=True)\n",
"gm=pd.read_csv(\"GM_Stock.csv\")\n",
"gm.set_index('Date',inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
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" <th>2012-01-04</th>\n",
" <td>11.53</td>\n",
" <td>11.07</td>\n",
" <td>11.15</td>\n",
" <td>11.30</td>\n",
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" <th>2012-01-05</th>\n",
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" <th>2012-01-06</th>\n",
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" High Low Open Close Volume Adj Close\n",
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"2012-01-05 11.63 11.24 11.33 11.59 67877500.0 7.990177\n",
"2012-01-06 11.80 11.52 11.74 11.71 59840700.0 8.072903\n",
"2012-01-09 11.95 11.70 11.83 11.80 53981500.0 8.134951"
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" High Low Open Close Volume Adj Close\n",
"Date \n",
"2012-01-03 11.25 10.99 11.00 11.13 45709900.0 7.687118\n",
"2012-01-04 11.53 11.07 11.15 11.30 79725200.0 7.804530\n",
"2012-01-05 11.63 11.24 11.33 11.59 67877500.0 8.004824\n",
"2012-01-06 11.80 11.52 11.74 11.71 59840700.0 8.087703\n",
"2012-01-09 11.95 11.70 11.83 11.80 53981500.0 8.149862"
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},
"metadata": {},
"execution_count": 7
}
],
"source": [
"ford.head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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" <th>2012-01-03</th>\n",
" <td>21.180000</td>\n",
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" <td>21.370001</td>\n",
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" <td>22.290001</td>\n",
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" <td>22.170000</td>\n",
" <td>17880600.0</td>\n",
" <td>17.167059</td>\n",
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" <th>2012-01-06</th>\n",
" <td>23.030001</td>\n",
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" <th>2012-01-09</th>\n",
" <td>23.430000</td>\n",
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" High Low Open Close Volume Adj Close\n",
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"2012-01-03 21.180000 20.750000 20.830000 21.049999 9321300.0 16.299799\n",
"2012-01-04 21.370001 20.750000 21.049999 21.150000 7856700.0 16.377232\n",
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"metadata": {},
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{
"output_type": "execute_result",
"data": {
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" High Low Open Close Volume Adj Close\n",
"Date \n",
"2012-01-03 21.180000 20.750000 20.830000 21.049999 9321300.0 16.103352\n",
"2012-01-04 21.370001 20.750000 21.049999 21.150000 7856700.0 16.179853\n",
"2012-01-05 22.290001 20.959999 21.100000 22.170000 17880600.0 16.960161\n",
"2012-01-06 23.030001 22.240000 22.260000 22.920000 18234500.0 17.533915\n",
"2012-01-09 23.430000 22.700001 23.200001 22.840000 12084500.0 17.472712"
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},
"metadata": {},
"execution_count": 8
}
],
"source": [
"gm.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Partie 2: Visualisation des données\n",
"\n",
"**Il est temps de visualiser les données.**\n",
"\n",
"**Suivez et recréez les graphiques ci-dessous en suivant les instructions et les explications.**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"____\n",
"\n",
"**Recréez ce tracé linéaire de tous les prix à l'ouverture des différentes actions! Astuce: Pour la légende, utilisez le paramètre label et plt.legend()**"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x18cc5569100>"
]
},
"metadata": {},
"execution_count": 9
},
{
"output_type": "display_data",
"data": {
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390.64424 \r\nL 277.908372 390.885411 \r\nL 278.554065 392.445908 \r\nL 279.845452 388.828388 \r\nL 280.491145 388.473729 \r\nL 281.136838 387.494872 \r\nL 281.782531 385.636458 \r\nL 282.428225 384.955513 \r\nL 283.073918 382.855933 \r\nL 283.719611 381.238689 \r\nL 284.365304 377.83396 \r\nL 285.010998 377.975822 \r\nL 285.656691 378.543278 \r\nL 286.302384 374.812265 \r\nL 286.948077 376.7558 \r\nL 287.59377 370.740781 \r\nL 288.239464 370.754965 \r\nL 288.885157 373.79085 \r\nL 289.53085 370.074021 \r\nL 290.176543 370.187514 \r\nL 290.822236 362.228966 \r\nL 291.46793 368.612827 \r\nL 292.113623 350.709639 \r\nL 292.759316 351.3764 \r\nL 294.050702 316.520518 \r\nL 294.696396 334.139972 \r\nL 295.342089 315.839579 \r\nL 295.987782 318.960573 \r\nL 296.633475 320.918287 \r\nL 297.279168 324.635117 \r\nL 297.924862 327.656807 \r\nL 298.570555 329.869886 \r\nL 299.861941 306.121915 \r\nL 300.507635 289.098284 \r\nL 301.153328 304.830962 \r\nL 301.799021 299.440141 \r\nL 302.444714 311.697154 \r\nL 303.090407 318.605914 \r\nL 303.736101 317.31495 \r\nL 304.381794 315.059325 \r\nL 305.027487 311.158076 \r\nL 305.67318 309.838744 \r\nL 306.318873 310.902721 \r\nL 306.964567 312.860435 \r\nL 307.61026 309.73944 \r\nL 308.255953 308.320804 \r\nL 308.901646 303.213718 \r\nL 309.547339 305.838192 \r\nL 310.193033 305.398418 \r\nL 310.838726 301.724146 \r\nL 311.484419 303.071856 \r\nL 312.130112 313.28603 \r\nL 312.775805 303.923035 \r\nL 313.421499 302.929984 \r\nL 314.067192 298.745012 \r\nL 314.712885 296.163096 \r\nL 315.358578 295.042372 \r\nL 316.004272 282.4307 \r\nL 316.649965 282.785359 \r\nL 317.295658 282.331396 \r\nL 318.587044 273.365618 \r\nL 319.232738 275.422636 \r\nL 319.878431 273.025149 \r\nL 320.524124 272.145591 \r\nL 321.169817 261.463264 \r\nL 321.81551 271.039056 \r\nL 322.461204 299.071303 \r\nL 323.106897 278.572009 \r\nL 323.75259 282.076041 \r\nL 324.398283 280.104138 \r\nL 325.043976 274.273544 \r\nL 325.68967 273.606784 \r\nL 326.335363 279.380631 \r\nL 326.981056 268.400393 \r\nL 327.626749 266.726391 \r\nL 328.272443 258.952273 \r\nL 328.918136 262.115825 \r\nL 329.563829 258.66855 \r\nL 330.209522 259.250196 \r\nL 331.500909 244.836851 \r\nL 332.146602 248.89415 \r\nL 332.792295 231.217938 \r\nL 333.437988 233.984295 \r\nL 334.083681 238.197645 \r\nL 334.729375 238.09833 \r\nL 336.020761 256.639911 \r\nL 336.666454 249.262988 \r\nL 337.312147 246.70946 \r\nL 337.957841 239.30418 \r\nL 338.603534 237.389013 \r\nL 339.249227 238.495547 \r\nL 340.540613 215.896688 \r\nL 341.186307 219.939787 \r\nL 341.832 210.349817 \r\nL 342.477693 217.216009 \r\nL 343.123386 214.165951 \r\nL 343.76908 204.192943 \r\nL 344.414773 209.342576 \r\nL 345.060466 208.874424 \r\nL 345.706159 211.044935 \r\nL 346.351852 218.776517 \r\nL 346.997546 221.145637 \r\nL 347.643239 214.109193 \r\nL 348.288932 217.528111 \r\nL 348.934625 219.273027 \r\nL 349.580318 211.853567 \r\nL 350.226012 215.995981 \r\nL 350.871705 213.172888 \r\nL 351.517398 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256.568975 \r\nL 375.408047 250.156735 \r\nL 376.05374 244.921965 \r\nL 376.699433 250.383722 \r\nL 378.636513 258.285512 \r\nL 379.282206 280.75671 \r\nL 379.927899 271.322779 \r\nL 380.573592 275.848231 \r\nL 381.219286 277.70664 \r\nL 381.864979 273.564226 \r\nL 382.510672 280.827646 \r\nL 383.156365 278.089678 \r\nL 383.802058 266.088009 \r\nL 384.447752 270.939752 \r\nL 385.093445 261.959796 \r\nL 385.739138 245.446854 \r\nL 386.384831 251.362584 \r\nL 387.030525 249.433239 \r\nL 387.676218 255.831278 \r\nL 388.321911 251.504435 \r\nL 388.967604 248.908329 \r\nL 389.613297 252.000966 \r\nL 390.258991 240.155348 \r\nL 390.904684 239.545345 \r\nL 391.550377 240.822109 \r\nL 392.19607 234.21126 \r\nL 393.487457 249.333924 \r\nL 394.13315 244.694978 \r\nL 395.424536 230.239097 \r\nL 396.070229 229.870238 \r\nL 396.715923 235.800147 \r\nL 397.361616 234.097767 \r\nL 398.007309 237.672735 \r\nL 398.653002 237.389013 \r\nL 399.298695 237.389013 \r\nL 399.944389 240.765373 \r\nL 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427.063503 105.881475 \r\nL 427.709197 114.677013 \r\nL 428.35489 121.770192 \r\nL 429.000583 104.335167 \r\nL 429.646276 116.393571 \r\nL 430.29197 116.875902 \r\nL 430.937663 114.038631 \r\nL 431.583356 107.739884 \r\nL 432.229049 115.159344 \r\nL 432.874742 115.357952 \r\nL 434.166129 132.211352 \r\nL 434.811822 135.318168 \r\nL 435.457515 148.908702 \r\nL 436.103208 148.298678 \r\nL 436.748902 143.049729 \r\nL 437.394595 153.661119 \r\nL 438.685981 123.47255 \r\nL 439.331674 129.55851 \r\nL 439.977368 158.21495 \r\nL 440.623061 152.199926 \r\nL 441.268754 142.680892 \r\nL 441.914447 142.595755 \r\nL 442.56014 165.591852 \r\nL 443.205834 155.67558 \r\nL 443.851527 167.748184 \r\nL 444.49722 170.713128 \r\nL 445.142913 167.010488 \r\nL 445.788607 170.599635 \r\nL 447.079993 143.290895 \r\nL 447.725686 151.121771 \r\nL 448.371379 163.619949 \r\nL 449.662766 168.996569 \r\nL 450.308459 161.350123 \r\nL 450.954152 156.413276 \r\nL 451.599845 154.256944 \r\nL 452.245539 153.008559 \r\nL 452.891232 142.907857 \r\nL 453.536925 152.781572 \r\nL 454.182618 191.992666 \r\nL 454.828311 195.028546 \r\nL 455.474005 189.339824 \r\nL 456.119698 189.495874 \r\nL 456.765391 182.133151 \r\nL 457.411084 180.671958 \r\nL 458.056778 182.133151 \r\nL 458.702471 179.622159 \r\nL 459.348164 170.798243 \r\nL 459.993857 171.87642 \r\nL 461.930937 154.370437 \r\nL 462.57663 152.242483 \r\nL 463.222323 151.462229 \r\nL 463.868016 151.845267 \r\nL 464.51371 156.058617 \r\nL 465.159403 161.506174 \r\nL 465.805096 160.286146 \r\nL 466.450789 160.115917 \r\nL 467.096482 152.625521 \r\nL 467.742176 155.17907 \r\nL 469.033562 164.329267 \r\nL 469.679255 159.222169 \r\nL 470.324948 159.676143 \r\nL 470.970642 156.86725 \r\nL 471.616335 132.25391 \r\nL 472.262028 121.770192 \r\nL 472.907721 125.487011 \r\nL 473.553415 125.99772 \r\nL 474.199108 124.593285 \r\nL 474.844801 111.17298 \r\nL 475.490494 119.571302 \r\nL 476.136187 113.726529 \r\nL 476.781881 117.24474 \r\nL 477.427574 110.350169 \r\nL 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352.163091 425.060349 \r\nL 352.808784 425.684547 \r\nL 354.100171 425.71292 \r\nL 354.745864 425.698733 \r\nL 355.391557 425.826411 \r\nL 356.03725 426.393864 \r\nL 357.328637 425.939901 \r\nL 357.97433 425.911528 \r\nL 359.265717 426.266187 \r\nL 359.91141 426.308747 \r\nL 360.557103 426.76271 \r\nL 361.202796 426.252 \r\nL 361.848489 426.039206 \r\nL 362.494183 426.166883 \r\nL 363.139876 425.812224 \r\nL 363.785569 425.954088 \r\nL 364.431262 425.727107 \r\nL 365.076955 425.329888 \r\nL 365.722649 425.230584 \r\nL 366.368342 425.28733 \r\nL 367.014035 425.131279 \r\nL 367.659728 424.634756 \r\nL 369.596808 425.258957 \r\nL 370.242501 425.188023 \r\nL 370.888194 425.656173 \r\nL 371.533888 425.727107 \r\nL 372.179581 426.110139 \r\nL 372.825274 426.22363 \r\nL 373.470967 425.840597 \r\nL 374.762354 426.549915 \r\nL 375.408047 426.252 \r\nL 376.699433 426.549915 \r\nL 377.345126 425.897341 \r\nL 378.636513 425.968275 \r\nL 379.927899 426.22363 \r\nL 381.219286 425.897341 \r\nL 382.510672 425.996648 \r\nL 383.156365 426.266187 \r\nL 383.802058 425.982461 \r\nL 384.447752 425.897341 \r\nL 385.093445 425.996648 \r\nL 385.739138 426.620846 \r\nL 386.384831 426.549915 \r\nL 387.030525 426.18107 \r\nL 387.676218 426.521542 \r\nL 388.321911 426.72015 \r\nL 388.967604 426.72015 \r\nL 389.613297 426.975505 \r\nL 390.258991 426.819457 \r\nL 390.904684 426.464798 \r\nL 391.550377 426.266187 \r\nL 392.19607 427.500401 \r\nL 392.841763 428.252278 \r\nL 393.487457 428.408327 \r\nL 394.13315 428.209719 \r\nL 394.778843 428.621124 \r\nL 395.424536 428.578565 \r\nL 396.070229 428.408327 \r\nL 396.715923 428.394142 \r\nL 397.361616 428.493446 \r\nL 399.944389 427.869247 \r\nL 400.590082 428.053669 \r\nL 402.527162 426.961318 \r\nL 403.172855 427.046438 \r\nL 403.818548 426.961318 \r\nL 404.464241 426.535729 \r\nL 405.109934 426.379678 \r\nL 406.401321 426.862014 \r\nL 407.047014 426.791083 \r\nL 408.3384 427.628079 \r\nL 408.984094 427.528773 \r\nL 409.629787 428.223906 \r\nL 410.27548 428.294837 \r\nL 410.921173 428.777173 \r\nL 411.566866 428.904851 \r\nL 412.21256 429.514864 \r\nL 412.858253 429.004155 \r\nL 413.503946 429.514864 \r\nL 414.149639 428.989969 \r\nL 414.795333 428.833919 \r\nL 415.441026 429.032528 \r\nL 416.086719 428.777173 \r\nL 416.732412 429.046715 \r\nL 418.023799 428.365769 \r\nL 419.315185 428.521818 \r\nL 419.960878 428.521818 \r\nL 420.606571 428.649496 \r\nL 421.252265 428.606937 \r\nL 421.897958 428.706241 \r\nL 423.189344 428.436701 \r\nL 423.835037 428.621124 \r\nL 425.126424 428.365769 \r\nL 425.772117 427.883432 \r\nL 426.41781 427.883432 \r\nL 427.063503 428.195533 \r\nL 427.709197 428.209719 \r\nL 428.35489 428.564378 \r\nL 429.000583 428.252278 \r\nL 429.646276 428.649496 \r\nL 430.29197 428.649496 \r\nL 430.937663 428.493446 \r\nL 431.583356 428.181346 \r\nL 432.229049 428.266465 \r\nL 432.874742 427.869247 \r\nL 433.520436 428.223906 \r\nL 435.457515 428.550192 \r\nL 436.103208 428.450888 \r\nL 436.748902 428.053669 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467.096482 426.535729 \r\nL 467.742176 426.053392 \r\nL 469.033562 426.110139 \r\nL 469.679255 426.22363 \r\nL 470.324948 426.734337 \r\nL 470.970642 426.819457 \r\nL 471.616335 426.663406 \r\nL 472.262028 426.365491 \r\nL 472.907721 426.252 \r\nL 473.553415 426.252 \r\nL 474.199108 426.493169 \r\nL 475.490494 426.13851 \r\nL 476.136187 425.684547 \r\nL 476.781881 425.812224 \r\nL 478.073267 425.585242 \r\nL 478.71896 425.798037 \r\nL 479.364653 425.741293 \r\nL 481.301733 425.840597 \r\nL 482.593119 425.627803 \r\nL 483.238813 425.344074 \r\nL 485.175892 425.131279 \r\nL 485.821585 424.932671 \r\nL 486.467279 425.145466 \r\nL 488.404358 424.634756 \r\nL 489.050052 424.790807 \r\nL 489.695745 425.188023 \r\nL 490.341438 425.145466 \r\nL 490.987131 425.329888 \r\nL 492.278518 425.996648 \r\nL 494.215597 426.436425 \r\nL 494.86129 426.010832 \r\nL 495.506984 426.351307 \r\nL 496.152677 425.826411 \r\nL 496.79837 425.854784 \r\nL 497.444063 425.386634 \r\nL 498.089756 425.500125 \r\nL 498.73545 425.372448 \r\nL 499.381143 425.528498 \r\nL 500.026836 425.344074 \r\nL 500.672529 425.571056 \r\nL 501.318222 425.457565 \r\nL 502.609609 425.769667 \r\nL 503.255302 425.698733 \r\nL 504.546689 425.684547 \r\nL 505.192382 425.400821 \r\nL 505.838075 425.386634 \r\nL 506.483768 425.060349 \r\nL 507.129461 425.415008 \r\nL 507.775155 425.641989 \r\nL 508.420848 426.436425 \r\nL 509.066541 426.365491 \r\nL 510.357927 426.649219 \r\nL 511.003621 426.578289 \r\nL 511.649314 426.691779 \r\nL 512.295007 426.947134 \r\nL 512.9407 426.649219 \r\nL 513.586393 426.72015 \r\nL 514.232087 426.521542 \r\nL 514.87778 426.663406 \r\nL 515.523473 427.046438 \r\nL 516.169166 427.145742 \r\nL 516.81486 426.918761 \r\nL 517.460553 427.159929 \r\nL 518.106246 427.27342 \r\nL 518.751939 428.890664 \r\nL 519.397632 429.231136 \r\nL 520.043326 429.387187 \r\nL 521.334712 429.387187 \r\nL 521.980405 429.656727 \r\nL 522.626098 430.224182 \r\nL 523.271792 430.025573 \r\nL 523.917485 430.734891 \r\nL 524.563178 430.635587 \r\nL 525.208871 430.89094 \r\nL 525.854564 430.905127 \r\nL 526.500258 431.188854 \r\nL 527.145951 430.03976 \r\nL 527.791644 430.266741 \r\nL 528.437337 429.954641 \r\nL 530.374417 429.741846 \r\nL 531.02011 430.507909 \r\nL 531.665803 430.479536 \r\nL 532.311497 430.124877 \r\nL 532.95719 430.493723 \r\nL 533.602883 430.139064 \r\nL 534.248576 430.181622 \r\nL 534.894269 430.408605 \r\nL 535.539963 430.280928 \r\nL 536.185656 430.436977 \r\nL 536.831349 430.011386 \r\nL 537.477042 430.053946 \r\nL 538.122735 430.252554 \r\nL 538.768429 429.869523 \r\nL 540.059815 428.890664 \r\nL 541.351201 427.911806 \r\nL 541.996895 428.223906 \r\nL 542.642588 428.379955 \r\nL 543.288281 427.996923 \r\nL 543.933974 428.181346 \r\nL 544.579667 427.85506 \r\nL 545.225361 427.982738 \r\nL 545.871054 427.982738 \r\nL 547.16244 427.684824 \r\nL 547.808134 427.656451 \r\nL 548.453827 427.486215 \r\nL 549.09952 427.628079 \r\nL 549.745213 427.940178 \r\nL 550.390906 428.833919 \r\nL 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"tesla['Open'].plot(label='Tesla',figsize=(16,8),title='Open Price')\n",
"gm['Open'].plot(label='GM')\n",
"ford['Open'].plot(label='Ford')\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x1152f6550>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"____"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Tracez le volume des actions négociées chaque jour.**"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x18cc5db3550>"
]
},
"metadata": {},
"execution_count": 10
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1152x576 with 1 Axes>",
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416.118134 \r\nL 301.197419 420.995122 \r\nL 301.843112 418.837415 \r\nL 302.488805 421.502426 \r\nL 303.134498 424.799276 \r\nL 303.780192 421.56694 \r\nL 304.425885 427.373357 \r\nL 305.717271 425.388346 \r\nL 306.362964 422.281084 \r\nL 307.008658 422.669963 \r\nL 308.300044 417.027796 \r\nL 308.945737 425.292025 \r\nL 309.59143 427.576243 \r\nL 310.237124 426.221454 \r\nL 310.882817 422.371654 \r\nL 311.52851 427.756126 \r\nL 312.174203 418.492384 \r\nL 312.819897 416.406918 \r\nL 313.46559 429.448759 \r\nL 314.111283 425.833113 \r\nL 314.756976 424.04416 \r\nL 315.402669 422.626115 \r\nL 316.048363 428.022987 \r\nL 316.694056 424.638261 \r\nL 317.339749 417.700967 \r\nL 317.985442 420.255639 \r\nL 318.631135 379.912983 \r\nL 319.276829 391.31143 \r\nL 319.922522 417.603747 \r\nL 320.568215 427.501486 \r\nL 321.213908 420.479551 \r\nL 321.859601 424.18397 \r\nL 322.505295 425.742722 \r\nL 323.150988 428.590492 \r\nL 323.796681 420.775523 \r\nL 324.442374 420.693219 \r\nL 325.088068 414.496844 \r\nL 325.733761 426.672331 \r\nL 326.379454 428.519868 \r\nL 327.025147 426.819329 \r\nL 327.67084 419.755523 \r\nL 328.316534 421.455883 \r\nL 329.60792 389.122994 \r\nL 330.253613 422.043155 \r\nL 330.899306 411.288768 \r\nL 331.545 422.364466 \r\nL 332.190693 417.072362 \r\nL 332.836386 419.79416 \r\nL 333.482079 425.31305 \r\nL 334.127772 423.642521 \r\nL 334.773466 426.552828 \r\nL 335.419159 426.825799 \r\nL 336.064852 419.051622 \r\nL 336.710545 414.847447 \r\nL 337.356238 394.650151 \r\nL 338.001932 406.518165 \r\nL 338.647625 411.598038 \r\nL 339.293318 421.12972 \r\nL 339.939011 418.268113 \r\nL 340.584705 416.412309 \r\nL 341.230398 417.464297 \r\nL 341.876091 426.072839 \r\nL 342.521784 422.596644 \r\nL 343.167477 412.308948 \r\nL 343.813171 421.971094 \r\nL 344.458864 427.605355 \r\nL 345.104557 427.016824 \r\nL 345.75025 428.380418 \r\nL 346.395943 424.474192 \r\nL 347.041637 428.208441 \r\nL 347.68733 428.311232 \r\nL 348.333023 410.062467 \r\nL 348.978716 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346.044524 \r\nL 405.799719 334.4378 \r\nL 406.445412 344.206511 \r\nL 407.091105 379.405858 \r\nL 408.382491 271.991188 \r\nL 409.028185 338.535052 \r\nL 409.673878 356.381459 \r\nL 410.319571 352.678478 \r\nL 410.965264 369.061375 \r\nL 411.610958 373.001925 \r\nL 412.256651 359.947506 \r\nL 412.902344 383.242 \r\nL 413.548037 389.55069 \r\nL 414.19373 376.480097 \r\nL 414.839424 380.279579 \r\nL 416.13081 400.982562 \r\nL 416.776503 384.233607 \r\nL 417.422196 383.433385 \r\nL 418.06789 390.642212 \r\nL 418.713583 375.761281 \r\nL 419.359276 391.852878 \r\nL 420.004969 373.953997 \r\nL 420.650662 361.130138 \r\nL 421.296356 378.655414 \r\nL 421.942049 378.863511 \r\nL 422.587742 390.229971 \r\nL 423.233435 395.556219 \r\nL 423.879128 383.282973 \r\nL 424.524822 375.885995 \r\nL 425.170515 381.928184 \r\nL 425.816208 376.36886 \r\nL 426.461901 389.668396 \r\nL 427.107595 389.693914 \r\nL 427.753288 387.186863 \r\nL 428.398981 394.284993 \r\nL 429.044674 399.983767 \r\nL 429.690367 381.159051 \r\nL 430.336061 389.506123 \r\nL 430.981754 393.777508 \r\nL 431.627447 394.159559 \r\nL 432.27314 387.329548 \r\nL 432.918833 372.287782 \r\nL 433.564527 389.468565 \r\nL 434.21022 285.447965 \r\nL 434.855913 366.335984 \r\nL 435.501606 391.168925 \r\nL 436.147299 383.232116 \r\nL 436.792993 387.566578 \r\nL 437.438686 389.8605 \r\nL 438.084379 371.806714 \r\nL 438.730072 381.920277 \r\nL 439.375765 367.396058 \r\nL 440.021459 401.400553 \r\nL 440.667152 386.572275 \r\nL 441.312845 398.814433 \r\nL 441.958538 406.354634 \r\nL 442.604232 393.319083 \r\nL 443.249925 404.09234 \r\nL 443.895618 402.48956 \r\nL 444.541311 388.752085 \r\nL 445.187004 341.272483 \r\nL 445.832698 378.730171 \r\nL 446.478391 389.272328 \r\nL 447.124084 390.420098 \r\nL 447.769777 382.87774 \r\nL 448.41547 398.240817 \r\nL 449.061164 392.944221 \r\nL 449.706857 396.235141 \r\nL 450.35255 380.2546 \r\nL 450.998243 371.967369 \r\nL 451.643936 392.850415 \r\nL 452.28963 406.743693 \r\nL 452.935323 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"tesla['Volume'].plot(label='Tesla',figsize=(16,8),title='Volume Traded')\n",
"gm['Volume'].plot(label='GM')\n",
"ford['Volume'].plot(label='Ford')\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x114b9ac50>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Intéressant, il semble que Ford ait eu un très gros pic fin 2013. Quelle était la date de ce volume d'échange maximum pour Ford ?**\n",
"\n",
"**Bonus: Que s'est-il passé ce jour-là?**"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Timestamp('2013-12-18 00:00:00')"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"'2013-05-14'"
]
},
"metadata": {},
"execution_count": 11
}
],
"source": [
"tesla[\"Volume\"].idxmax()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"____"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"*La visualisation du prix à l'ouverture des séries temporelles donne l'impression que Tesla a toujours eu beaucoup plus de valeur en tant qu'entreprise que GM et Ford. Mais pour vraiment comprendre cela, il faudrait regarder la capitalisation boursière totale de la société, et pas seulement le cours de l'action. Malheureusement, nos données actuelles n'ont pas cette information du nombre total d'unités d'actions présentes. Mais ce que nous pouvons faire comme simple calcul pour essayer de représenter l'argent total échangé serait de multiplier la colonne 'Volume' par le cours de l'action. Rappelez-vous que ce n'est pas encore la capitalisation boursière réelle, c'est juste une représentation visuelle de la quantité totale d'argent échangé en utilisant la série temporelle. (par exemple 100 unités d'actions à 10 dollars chacune contre 100 000 unités d'actions à 1 dollars chacune)*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Créez une nouvelle colonne pour chaque dataframe appelée \"Total Traded\" qui est le prix d'ouverture multiplié par le volume négocié.**"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"tesla['Total Traded'] = tesla['Open']*tesla['Volume']\n",
"ford['Total Traded'] = ford['Open']*ford['Volume']\n",
"gm['Total Traded'] = gm['Open']*gm['Volume']"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Tracez ce total négocié (Total Traded) par rapport à l'index de temps.**"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
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]
},
"metadata": {},
"execution_count": 13
},
{
"output_type": "display_data",
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181.243255 435.490198 \r\nL 181.888948 431.493832 \r\nL 182.534641 436.69311 \r\nL 183.180335 436.943058 \r\nL 183.826028 436.417542 \r\nL 184.471721 435.631656 \r\nL 185.117414 436.598991 \r\nL 185.763108 436.714869 \r\nL 186.408801 436.237411 \r\nL 187.054494 437.31434 \r\nL 187.700187 437.38055 \r\nL 188.991574 435.899586 \r\nL 189.637267 437.368862 \r\nL 190.28296 437.073394 \r\nL 190.928653 436.935869 \r\nL 191.574346 436.561266 \r\nL 192.22004 437.3742 \r\nL 193.511426 436.540448 \r\nL 194.157119 437.221473 \r\nL 194.802812 437.375152 \r\nL 196.094199 436.543445 \r\nL 196.739892 436.478857 \r\nL 197.385585 434.851037 \r\nL 198.031278 434.320004 \r\nL 198.676972 435.267613 \r\nL 199.968358 436.676357 \r\nL 200.614051 437.18048 \r\nL 201.259745 436.421967 \r\nL 201.905438 436.600554 \r\nL 202.551131 436.44502 \r\nL 203.196824 436.576361 \r\nL 203.842517 435.715139 \r\nL 204.488211 436.47353 \r\nL 205.133904 436.412846 \r\nL 205.779597 437.328533 \r\nL 206.42529 437.229105 \r\nL 207.070983 436.525894 \r\nL 207.716677 435.496407 \r\nL 208.36237 436.123753 \r\nL 209.008063 435.551283 \r\nL 209.653756 434.343882 \r\nL 210.299449 435.79948 \r\nL 210.945143 436.888966 \r\nL 212.236529 436.866999 \r\nL 212.882222 436.381077 \r\nL 214.173609 434.23947 \r\nL 214.819302 434.071504 \r\nL 215.464995 436.247064 \r\nL 216.110688 436.600021 \r\nL 216.756382 435.263024 \r\nL 217.402075 435.689904 \r\nL 218.047768 436.392793 \r\nL 218.693461 435.399178 \r\nL 219.339154 437.40154 \r\nL 219.984848 436.991606 \r\nL 220.630541 437.0773 \r\nL 221.276234 437.339339 \r\nL 221.921927 437.03332 \r\nL 222.56762 435.864553 \r\nL 223.213314 436.692385 \r\nL 223.859007 436.8319 \r\nL 224.5047 437.257214 \r\nL 225.150393 435.733908 \r\nL 225.796086 436.81695 \r\nL 226.44178 436.421531 \r\nL 227.087473 435.264356 \r\nL 227.733166 436.455392 \r\nL 228.378859 435.234543 \r\nL 229.024553 435.609896 \r\nL 229.670246 435.482116 \r\nL 230.315939 431.561352 \r\nL 230.961632 434.571577 \r\nL 231.607325 435.181625 \r\nL 232.253019 434.330711 \r\nL 232.898712 435.557399 \r\nL 233.544405 434.211151 \r\nL 234.835791 436.137192 \r\nL 235.481485 436.269238 \r\nL 236.127178 435.854444 \r\nL 236.772871 435.785681 \r\nL 237.418564 435.444717 \r\nL 238.064257 434.2597 \r\nL 238.709951 435.597111 \r\nL 239.355644 435.698764 \r\nL 240.001337 431.532384 \r\nL 240.64703 433.487173 \r\nL 241.292723 436.116866 \r\nL 241.938417 436.0509 \r\nL 242.58411 433.975481 \r\nL 243.875496 431.604 \r\nL 244.52119 420.694316 \r\nL 245.166883 433.274211 \r\nL 245.812576 432.565024 \r\nL 246.458269 433.051905 \r\nL 247.103962 434.516055 \r\nL 247.749656 434.352527 \r\nL 248.395349 435.215908 \r\nL 249.041042 434.847981 \r\nL 249.686735 434.109582 \r\nL 250.332428 435.825386 \r\nL 250.978122 435.76527 \r\nL 251.623815 436.238762 \r\nL 252.269508 434.833235 \r\nL 252.915201 435.454527 \r\nL 253.560894 436.378707 \r\nL 254.852281 431.737283 \r\nL 255.497974 435.620102 \r\nL 256.143667 436.027643 \r\nL 256.78936 435.42431 \r\nL 257.435054 435.896609 \r\nL 258.080747 437.228049 \r\nL 258.72644 433.418347 \r\nL 260.017827 435.47664 \r\nL 260.66352 435.733955 \r\nL 261.309213 406.606553 \r\nL 261.954906 422.788055 \r\nL 262.600599 425.253752 \r\nL 263.246293 433.162722 \r\nL 263.891986 434.632755 \r\nL 264.537679 434.3553 \r\nL 265.183372 434.332682 \r\nL 265.829065 433.51974 \r\nL 266.474759 430.429083 \r\nL 267.120452 430.891932 \r\nL 267.766145 434.214473 \r\nL 268.411838 430.663812 \r\nL 269.057531 432.989626 \r\nL 269.703225 429.909746 \r\nL 270.348918 430.537728 \r\nL 270.994611 427.981733 \r\nL 271.640304 428.036048 \r\nL 272.285998 431.015441 \r\nL 272.931691 430.629513 \r\nL 273.577384 427.92972 \r\nL 274.223077 428.143142 \r\nL 274.86877 421.7755 \r\nL 275.514464 429.977527 \r\nL 276.160157 429.414136 \r\nL 276.80585 428.016483 \r\nL 277.451543 425.095763 \r\nL 278.097236 405.435508 \r\nL 278.74293 417.560934 \r\nL 279.388623 332.40353 \r\nL 280.034316 346.035953 \r\nL 280.680009 342.425206 \r\nL 281.325702 253.60527 \r\nL 281.971396 365.333857 \r\nL 282.617089 330.240342 \r\nL 283.262782 345.472261 \r\nL 283.908475 397.993754 \r\nL 284.554168 396.116542 \r\nL 285.199862 399.083594 \r\nL 285.845555 384.355169 \r\nL 287.136941 332.723305 \r\nL 287.782635 287.927891 \r\nL 288.428328 350.984905 \r\nL 289.074021 353.138563 \r\nL 289.719714 339.640394 \r\nL 290.365407 394.796253 \r\nL 291.011101 377.75061 \r\nL 291.656794 390.344297 \r\nL 292.302487 382.767717 \r\nL 292.94818 389.971737 \r\nL 293.593873 399.825074 \r\nL 294.239567 391.190324 \r\nL 294.88526 406.976051 \r\nL 296.176646 399.502917 \r\nL 296.822339 390.923323 \r\nL 297.468033 391.943162 \r\nL 298.759419 374.05018 \r\nL 299.405112 401.873377 \r\nL 300.050805 406.301617 \r\nL 300.696499 401.963501 \r\nL 301.342192 388.890082 \r\nL 301.987885 405.188783 \r\nL 302.633578 375.251334 \r\nL 303.279272 362.915749 \r\nL 303.924965 408.188095 \r\nL 304.570658 395.566151 \r\nL 305.862044 381.578289 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335.793485 \r\nL 354.289035 319.540937 \r\nL 355.580421 368.361127 \r\nL 356.226115 367.766461 \r\nL 356.871808 317.071767 \r\nL 357.517501 365.201596 \r\nL 358.163194 361.524331 \r\nL 358.808888 376.409228 \r\nL 359.454581 324.023072 \r\nL 360.100274 225.026793 \r\nL 360.745967 184.667218 \r\nL 361.39166 268.795547 \r\nL 362.037354 276.457661 \r\nL 362.683047 334.095658 \r\nL 363.32874 323.846984 \r\nL 363.974433 344.150453 \r\nL 364.620126 348.757656 \r\nL 365.26582 366.694852 \r\nL 365.911513 273.185162 \r\nL 366.557206 313.393221 \r\nL 367.202899 346.080496 \r\nL 367.848592 361.004628 \r\nL 368.494286 366.995422 \r\nL 369.139979 370.728196 \r\nL 369.785672 350.742997 \r\nL 370.431365 359.031481 \r\nL 371.077058 371.64522 \r\nL 371.722752 386.474928 \r\nL 372.368445 258.559375 \r\nL 373.014138 338.109083 \r\nL 373.659831 369.490732 \r\nL 374.305525 379.103812 \r\nL 374.951218 372.669619 \r\nL 375.596911 358.769562 \r\nL 376.242604 384.718219 \r\nL 376.888297 358.823497 \r\nL 377.533991 355.458888 \r\nL 378.179684 385.854129 \r\nL 378.825377 356.474484 \r\nL 379.47107 345.181205 \r\nL 380.116763 339.477186 \r\nL 380.762457 382.78146 \r\nL 381.40815 396.972639 \r\nL 382.053843 359.510262 \r\nL 382.699536 379.83763 \r\nL 383.345229 393.396776 \r\nL 383.990923 402.501957 \r\nL 384.636616 403.865295 \r\nL 385.282309 389.232275 \r\nL 385.928002 400.96785 \r\nL 386.573695 395.70436 \r\nL 387.219389 398.919463 \r\nL 387.865082 389.73958 \r\nL 388.510775 394.830404 \r\nL 389.156468 379.832866 \r\nL 389.802162 389.562118 \r\nL 390.447855 233.734454 \r\nL 391.093548 256.458003 \r\nL 391.739241 335.689698 \r\nL 392.384934 355.528827 \r\nL 393.030628 350.252068 \r\nL 393.676321 372.287007 \r\nL 394.322014 364.614171 \r\nL 394.967707 366.260067 \r\nL 395.6134 357.638045 \r\nL 396.259094 383.016297 \r\nL 396.904787 383.254669 \r\nL 397.55048 357.753658 \r\nL 398.196173 376.743158 \r\nL 398.841866 372.890502 \r\nL 399.48756 393.457604 \r\nL 400.133253 369.80074 \r\nL 400.778946 383.814078 \r\nL 401.424639 352.929373 \r\nL 402.070333 308.692955 \r\nL 402.716026 325.809819 \r\nL 403.361719 384.7079 \r\nL 404.007412 356.288382 \r\nL 404.653105 373.803584 \r\nL 405.298799 337.161493 \r\nL 405.944492 264.560401 \r\nL 406.590185 234.161637 \r\nL 407.235878 350.894721 \r\nL 407.881571 347.026562 \r\nL 408.527265 42.085398 \r\nL 409.172958 102.905867 \r\nL 409.818651 191.087267 \r\nL 410.464344 246.190038 \r\nL 411.110037 274.467236 \r\nL 412.401424 357.793541 \r\nL 413.047117 339.517011 \r\nL 413.69281 333.970197 \r\nL 414.338503 339.260993 \r\nL 415.62989 319.109239 \r\nL 416.275583 357.976096 \r\nL 416.921276 335.316675 \r\nL 417.56697 364.886731 \r\nL 418.212663 360.14832 \r\nL 418.858356 373.579102 \r\nL 419.504049 390.569658 \r\nL 420.149742 335.903036 \r\nL 420.795436 300.953283 \r\nL 421.441129 345.195838 \r\nL 422.086822 357.305606 \r\nL 422.732515 331.833584 \r\nL 423.378208 329.498626 \r\nL 424.669595 356.900244 \r\nL 425.315288 313.105736 \r\nL 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340.729478 391.626353 \r\nL 341.375171 408.184917 \r\nL 342.020864 410.594448 \r\nL 342.666557 410.612993 \r\nL 343.31225 404.724527 \r\nL 343.957944 396.514148 \r\nL 344.603637 401.429339 \r\nL 345.24933 409.807874 \r\nL 345.895023 412.282635 \r\nL 346.540717 415.460734 \r\nL 347.18641 394.134843 \r\nL 348.477796 405.049174 \r\nL 349.123489 409.831253 \r\nL 349.769183 417.52949 \r\nL 350.414876 412.589917 \r\nL 351.060569 409.417849 \r\nL 351.706262 414.724201 \r\nL 352.351955 410.144119 \r\nL 352.997649 412.372546 \r\nL 353.643342 406.152475 \r\nL 354.289035 405.809486 \r\nL 354.934728 402.008502 \r\nL 355.580421 413.922974 \r\nL 356.226115 413.82475 \r\nL 356.871808 392.676064 \r\nL 357.517501 355.506026 \r\nL 358.163194 383.024514 \r\nL 358.808888 377.825676 \r\nL 359.454581 402.498458 \r\nL 360.100274 408.220775 \r\nL 360.745967 406.360454 \r\nL 361.39166 399.700463 \r\nL 362.037354 403.402068 \r\nL 362.683047 411.659863 \r\nL 363.32874 410.320432 \r\nL 363.974433 353.732761 \r\nL 364.620126 379.982607 \r\nL 365.26582 394.062294 \r\nL 365.911513 403.735479 \r\nL 366.557206 397.749208 \r\nL 367.202899 404.141302 \r\nL 367.848592 368.679609 \r\nL 368.494286 384.193921 \r\nL 369.139979 396.084759 \r\nL 369.785672 392.788949 \r\nL 370.431365 383.60464 \r\nL 371.077058 422.345542 \r\nL 371.722752 394.399041 \r\nL 372.368445 346.213279 \r\nL 373.659831 367.039218 \r\nL 374.305525 358.205072 \r\nL 374.951218 375.759327 \r\nL 375.596911 368.551926 \r\nL 376.242604 402.885684 \r\nL 376.888297 398.141058 \r\nL 377.533991 406.552201 \r\nL 378.179684 366.3107 \r\nL 378.825377 375.96482 \r\nL 379.47107 325.612565 \r\nL 380.116763 383.39797 \r\nL 380.762457 332.179979 \r\nL 381.40815 394.178334 \r\nL 382.053843 421.540916 \r\nL 382.699536 413.921722 \r\nL 383.345229 416.190851 \r\nL 383.990923 419.19546 \r\nL 384.636616 414.266485 \r\nL 385.282309 406.429624 \r\nL 385.928002 348.765522 \r\nL 386.573695 385.386061 \r\nL 387.219389 407.714228 \r\nL 387.865082 413.969773 \r\nL 388.510775 416.983012 \r\nL 389.156468 406.849663 \r\nL 389.802162 393.653967 \r\nL 390.447855 401.636117 \r\nL 391.093548 251.829197 \r\nL 391.739241 363.328271 \r\nL 392.384934 380.431262 \r\nL 393.030628 374.994618 \r\nL 393.676321 403.876462 \r\nL 394.322014 396.549155 \r\nL 394.967707 358.720304 \r\nL 395.6134 372.318903 \r\nL 396.259094 406.889774 \r\nL 396.904787 404.77974 \r\nL 397.55048 407.98906 \r\nL 398.841866 363.600016 \r\nL 399.48756 398.923857 \r\nL 400.133253 382.471543 \r\nL 400.778946 340.695013 \r\nL 401.424639 378.856051 \r\nL 402.070333 356.215505 \r\nL 402.716026 393.960718 \r\nL 403.361719 394.504108 \r\nL 404.007412 381.557149 \r\nL 404.653105 395.645655 \r\nL 405.298799 390.941778 \r\nL 405.944492 394.065979 \r\nL 406.590185 402.535158 \r\nL 407.235878 338.124808 \r\nL 407.881571 395.533554 \r\nL 408.527265 394.59491 \r\nL 409.172958 387.582622 \r\nL 409.818651 382.69571 \r\nL 410.464344 352.263093 \r\nL 411.110037 392.90674 \r\nL 411.755731 403.650593 \r\nL 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145.730129 422.325362 \r\nL 146.375822 411.183605 \r\nL 147.021515 423.471321 \r\nL 147.667208 424.060607 \r\nL 148.312901 423.641035 \r\nL 148.958595 422.744374 \r\nL 149.604288 421.333194 \r\nL 150.249981 424.394722 \r\nL 150.895674 421.912441 \r\nL 151.541367 412.213851 \r\nL 152.187061 416.648941 \r\nL 152.832754 413.37233 \r\nL 153.478447 405.869625 \r\nL 154.12414 418.562175 \r\nL 154.769833 418.174348 \r\nL 155.415527 405.780709 \r\nL 156.06122 416.601322 \r\nL 156.706913 419.711002 \r\nL 157.352606 426.611348 \r\nL 157.9983 416.994908 \r\nL 158.643993 427.040061 \r\nL 159.289686 422.907868 \r\nL 159.935379 428.45585 \r\nL 160.581072 427.663765 \r\nL 161.872459 427.470977 \r\nL 162.518152 420.889979 \r\nL 163.163845 420.511898 \r\nL 163.809538 418.423787 \r\nL 164.455232 424.707282 \r\nL 165.100925 424.572441 \r\nL 166.392311 428.353762 \r\nL 167.038004 426.668028 \r\nL 167.683698 426.672854 \r\nL 168.329391 425.231609 \r\nL 168.975084 430.003706 \r\nL 170.26647 419.327663 \r\nL 170.912164 417.85152 \r\nL 171.557857 403.465119 \r\nL 172.20355 406.294337 \r\nL 173.494937 422.96305 \r\nL 174.14063 422.923336 \r\nL 174.786323 410.706424 \r\nL 175.432016 407.393398 \r\nL 176.077709 420.796954 \r\nL 176.723403 419.110672 \r\nL 177.369096 414.635199 \r\nL 178.014789 422.192311 \r\nL 178.660482 418.397359 \r\nL 179.306175 422.571976 \r\nL 179.951869 417.966727 \r\nL 180.597562 414.744179 \r\nL 181.243255 424.331006 \r\nL 181.888948 414.603082 \r\nL 182.534641 420.642287 \r\nL 183.180335 404.513913 \r\nL 183.826028 411.672165 \r\nL 184.471721 413.236085 \r\nL 185.117414 416.265661 \r\nL 185.763108 424.567426 \r\nL 186.408801 417.502078 \r\nL 187.054494 419.967292 \r\nL 187.700187 417.22497 \r\nL 188.34588 425.189428 \r\nL 188.991574 423.971679 \r\nL 189.637267 420.345595 \r\nL 190.28296 422.12873 \r\nL 190.928653 414.031251 \r\nL 191.574346 415.840004 \r\nL 192.22004 417.154841 \r\nL 192.865733 420.924779 \r\nL 193.511426 411.867529 \r\nL 194.157119 405.521419 \r\nL 194.802812 414.35771 \r\nL 195.448506 360.302743 \r\nL 196.094199 385.73882 \r\nL 196.739892 406.252005 \r\nL 197.385585 415.750071 \r\nL 198.031278 407.489024 \r\nL 198.676972 404.479339 \r\nL 199.322665 411.271826 \r\nL 199.968358 414.995355 \r\nL 200.614051 423.120929 \r\nL 201.259745 418.939301 \r\nL 201.905438 411.557781 \r\nL 202.551131 410.850058 \r\nL 203.196824 412.793763 \r\nL 203.842517 415.98554 \r\nL 204.488211 418.211128 \r\nL 205.133904 425.971751 \r\nL 205.779597 428.794122 \r\nL 207.070983 416.075274 \r\nL 207.716677 415.658065 \r\nL 208.36237 403.903959 \r\nL 209.008063 412.985822 \r\nL 209.653756 408.99111 \r\nL 210.299449 415.390688 \r\nL 210.945143 418.297611 \r\nL 211.590836 419.640113 \r\nL 212.236529 415.266761 \r\nL 212.882222 422.424412 \r\nL 213.527915 416.040947 \r\nL 214.173609 419.193919 \r\nL 214.819302 416.67013 \r\nL 215.464995 416.140094 \r\nL 216.110688 410.445787 \r\nL 216.756382 400.68689 \r\nL 217.402075 403.978988 \r\nL 218.047768 408.536014 \r\nL 218.693461 380.575472 \r\nL 219.339154 381.67148 \r\nL 219.984848 347.064122 \r\nL 220.630541 365.087716 \r\nL 221.276234 374.818136 \r\nL 221.921927 365.528302 \r\nL 222.56762 385.604652 \r\nL 223.213314 353.473993 \r\nL 223.859007 399.158811 \r\nL 224.5047 407.098075 \r\nL 225.150393 405.407253 \r\nL 225.796086 411.967353 \r\nL 226.44178 376.447798 \r\nL 227.087473 388.181081 \r\nL 227.733166 403.878603 \r\nL 228.378859 397.453497 \r\nL 229.024553 399.686146 \r\nL 229.670246 404.766 \r\nL 230.315939 404.110349 \r\nL 230.961632 411.79728 \r\nL 231.607325 395.201491 \r\nL 232.253019 407.102298 \r\nL 232.898712 399.158478 \r\nL 233.544405 401.689896 \r\nL 234.190098 344.384789 \r\nL 234.835791 397.222711 \r\nL 235.481485 393.460795 \r\nL 236.127178 406.859294 \r\nL 236.772871 415.77524 \r\nL 237.418564 411.340952 \r\nL 238.064257 414.881982 \r\nL 238.709951 414.326138 \r\nL 239.355644 425.222403 \r\nL 240.001337 425.897609 \r\nL 240.64703 419.929262 \r\nL 241.292723 421.144577 \r\nL 241.938417 415.133046 \r\nL 242.58411 415.626932 \r\nL 243.229803 416.710524 \r\nL 243.875496 403.696958 \r\nL 244.52119 409.265779 \r\nL 245.166883 422.427021 \r\nL 245.812576 412.570612 \r\nL 246.458269 419.24492 \r\nL 247.103962 404.516443 \r\nL 247.749656 412.713462 \r\nL 248.395349 412.391194 \r\nL 249.041042 421.977526 \r\nL 249.686735 419.8546 \r\nL 250.332428 418.284945 \r\nL 250.978122 419.256174 \r\nL 251.623815 421.219846 \r\nL 252.269508 404.795091 \r\nL 252.915201 405.634932 \r\nL 253.560894 419.425519 \r\nL 254.206588 415.67318 \r\nL 254.852281 393.921367 \r\nL 255.497974 412.50158 \r\nL 256.143667 411.754989 \r\nL 256.78936 415.30102 \r\nL 257.435054 417.308613 \r\nL 258.080747 423.124794 \r\nL 258.72644 418.969138 \r\nL 259.372133 421.022478 \r\nL 260.017827 419.779071 \r\nL 260.66352 420.30105 \r\nL 261.309213 415.476933 \r\nL 261.954906 413.96862 \r\nL 262.600599 407.00144 \r\nL 263.246293 418.15922 \r\nL 263.891986 410.168942 \r\nL 264.537679 422.389863 \r\nL 265.183372 417.877283 \r\nL 265.829065 416.989154 \r\nL 266.474759 402.396161 \r\nL 267.120452 411.214802 \r\nL 267.766145 398.73499 \r\nL 268.411838 412.856384 \r\nL 269.057531 407.605526 \r\nL 269.703225 414.29212 \r\nL 270.348918 419.767033 \r\nL 270.994611 420.246708 \r\nL 271.640304 410.364129 \r\nL 272.285998 405.383223 \r\nL 272.931691 408.408097 \r\nL 273.577384 406.861259 \r\nL 274.223077 423.124879 \r\nL 274.86877 420.179011 \r\nL 275.514464 409.796274 \r\nL 276.160157 413.828093 \r\nL 276.80585 405.207074 \r\nL 277.451543 398.770339 \r\nL 278.74293 413.219321 \r\nL 279.388623 415.211948 \r\nL 280.034316 414.947599 \r\nL 280.680009 421.162875 \r\nL 281.325702 414.17887 \r\nL 281.971396 395.282397 \r\nL 282.617089 406.22518 \r\nL 283.262782 391.530089 \r\nL 283.908475 410.724347 \r\nL 284.554168 388.973567 \r\nL 285.199862 384.724582 \r\nL 286.491248 418.472082 \r\nL 287.136941 390.561369 \r\nL 287.782635 385.645638 \r\nL 288.428328 386.755041 \r\nL 289.074021 394.468447 \r\nL 289.719714 388.540442 \r\nL 290.365407 395.746298 \r\nL 291.011101 384.421708 \r\nL 291.656794 394.027682 \r\nL 292.302487 407.618121 \r\nL 292.94818 413.345662 \r\nL 293.593873 409.157089 \r\nL 294.239567 408.254942 \r\nL 294.88526 410.381495 \r\nL 295.530953 415.840548 \r\nL 296.176646 412.427777 \r\nL 296.822339 416.823584 \r\nL 297.468033 408.48466 \r\nL 298.113726 392.204685 \r\nL 298.759419 399.915 \r\nL 299.405112 392.782342 \r\nL 300.050805 411.444588 \r\nL 300.696499 406.445919 \r\nL 301.342192 408.919129 \r\nL 301.987885 401.152758 \r\nL 302.633578 408.453609 \r\nL 303.279272 379.722232 \r\nL 303.924965 405.641007 \r\nL 304.570658 399.118241 \r\nL 305.216351 400.768706 \r\nL 305.862044 408.080622 \r\nL 306.507738 404.373053 \r\nL 307.153431 407.170854 \r\nL 307.799124 413.649874 \r\nL 308.444817 413.851785 \r\nL 309.09051 381.561178 \r\nL 309.736204 413.621089 \r\nL 310.381897 416.264466 \r\nL 311.02759 411.737298 \r\nL 311.673283 412.52112 \r\nL 312.318976 406.412821 \r\nL 312.96467 365.681605 \r\nL 313.610363 391.2318 \r\nL 314.256056 411.009991 \r\nL 314.901749 413.032883 \r\nL 315.547443 414.632249 \r\nL 316.193136 400.114377 \r\nL 316.838829 402.592279 \r\nL 317.484522 408.945859 \r\nL 318.130215 388.627702 \r\nL 318.775909 411.808773 \r\nL 319.421602 408.549255 \r\nL 320.067295 414.306458 \r\nL 320.712988 415.186155 \r\nL 321.358681 417.426833 \r\nL 322.004375 417.855385 \r\nL 322.650068 411.80579 \r\nL 323.295761 388.855343 \r\nL 323.941454 411.656472 \r\nL 324.587147 414.027586 \r\nL 325.232841 402.026989 \r\nL 325.878534 408.058385 \r\nL 326.524227 423.938297 \r\nL 327.16992 419.37251 \r\nL 327.815613 416.595784 \r\nL 328.461307 400.605899 \r\nL 329.107 407.130965 \r\nL 329.752693 397.321969 \r\nL 331.04408 409.126592 \r\nL 331.689773 378.067193 \r\nL 332.335466 387.64037 \r\nL 332.981159 381.722208 \r\nL 333.626852 403.350241 \r\nL 334.272546 395.822166 \r\nL 334.918239 407.735068 \r\nL 336.209625 418.236491 \r\nL 336.855318 413.155303 \r\nL 337.501012 416.88455 \r\nL 338.146705 396.809801 \r\nL 338.792398 409.315969 \r\nL 339.438091 393.39016 \r\nL 340.083784 399.189603 \r\nL 340.729478 407.399494 \r\nL 341.375171 409.324286 \r\nL 342.020864 408.643324 \r\nL 343.31225 405.812035 \r\nL 343.957944 400.772312 \r\nL 344.603637 411.484212 \r\nL 345.24933 405.052169 \r\nL 345.895023 415.72567 \r\nL 346.540717 411.120505 \r\nL 347.18641 397.734973 \r\nL 347.832103 393.851421 \r\nL 348.477796 396.337691 \r\nL 349.123489 410.43925 \r\nL 349.769183 410.214864 \r\nL 350.414876 402.504903 \r\nL 351.706262 413.646623 \r\nL 352.351955 416.819312 \r\nL 352.997649 417.533547 \r\nL 353.643342 410.122258 \r\nL 354.289035 395.741347 \r\nL 354.934728 370.323606 \r\nL 355.580421 393.411999 \r\nL 356.226115 403.345064 \r\nL 356.871808 403.884384 \r\nL 357.517501 401.033088 \r\nL 358.163194 402.779435 \r\nL 358.808888 390.393495 \r\nL 359.454581 407.695011 \r\nL 360.100274 399.347394 \r\nL 360.745967 404.572764 \r\nL 361.39166 395.729917 \r\nL 362.683047 411.796291 \r\nL 363.32874 410.249344 \r\nL 363.974433 403.698997 \r\nL 365.26582 408.197438 \r\nL 365.911513 409.983014 \r\nL 366.557206 414.043358 \r\nL 367.202899 410.415738 \r\nL 367.848592 408.458925 \r\nL 368.494286 411.201525 \r\nL 369.139979 415.434077 \r\nL 369.785672 414.318871 \r\nL 370.431365 410.036837 \r\nL 371.077058 424.659759 \r\nL 371.722752 413.040811 \r\nL 372.368445 370.822838 \r\nL 373.014138 402.976133 \r\nL 373.659831 398.754529 \r\nL 374.305525 408.426442 \r\nL 374.951218 407.866959 \r\nL 375.596911 411.471631 \r\nL 376.242604 405.089024 \r\nL 376.888297 411.397543 \r\nL 377.533991 395.956451 \r\nL 378.179684 404.595369 \r\nL 378.825377 402.046687 \r\nL 379.47107 252.445178 \r\nL 380.116763 369.137601 \r\nL 380.762457 388.33011 \r\nL 381.40815 389.741876 \r\nL 382.053843 419.937199 \r\nL 382.699536 418.037004 \r\nL 383.345229 420.405349 \r\nL 383.990923 411.50053 \r\nL 384.636616 415.652025 \r\nL 385.282309 412.456262 \r\nL 385.928002 400.358445 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420.369995 \r\nL 458.245642 418.789026 \r\nL 458.891335 422.533227 \r\nL 459.537028 417.78983 \r\nL 460.182721 423.200791 \r\nL 460.828415 411.422856 \r\nL 461.474108 417.758996 \r\nL 462.119801 404.590491 \r\nL 462.765494 404.585938 \r\nL 463.411187 417.880356 \r\nL 464.056881 409.635598 \r\nL 464.702574 416.127653 \r\nL 465.348267 405.026091 \r\nL 465.99396 422.671662 \r\nL 466.639653 425.740253 \r\nL 467.285347 419.710288 \r\nL 468.576733 413.626517 \r\nL 469.222426 419.796741 \r\nL 469.868119 419.693026 \r\nL 470.513813 419.207044 \r\nL 471.159506 417.148765 \r\nL 471.805199 404.516899 \r\nL 472.450892 394.075046 \r\nL 473.096585 414.776214 \r\nL 473.742279 420.217562 \r\nL 474.387972 415.089469 \r\nL 475.033665 409.013276 \r\nL 475.679358 386.988118 \r\nL 476.325052 405.535367 \r\nL 476.970745 410.534678 \r\nL 477.616438 407.409526 \r\nL 478.262131 410.222449 \r\nL 478.907824 406.92585 \r\nL 479.553518 407.818322 \r\nL 480.199211 415.846317 \r\nL 480.844904 415.897328 \r\nL 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"tesla['Total Traded'].plot(label='Tesla',figsize=(16,8),title='Total Traded')\n",
"gm['Total Traded'].plot(label='GM')\n",
"ford['Total Traded'].plot(label='Ford')\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Total Traded')"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Intéressant, il semble qu'il y ait eu une énorme quantité d'argent échangé pour Tesla début 2014. Quelle date c'était et que s'est-il passé ?**"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Timestamp('2014-02-25 00:00:00')"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"'2014-02-25'"
]
},
"metadata": {},
"execution_count": 14
}
],
"source": [
"tesla[\"Total Traded\"].idxmax()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"____"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Entraînons-nous à tracer des moyennes glissantes ou mobiles (MA - Moving Averages). Tracez MA50 et MA200 pour GM.**"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x18cc5c43df0>"
]
},
"metadata": {},
"execution_count": 15
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1152x576 with 1 Axes>",
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139.424174 \r\nL 409.724219 134.709357 \r\nL 410.369912 140.29734 \r\nL 411.015605 136.804876 \r\nL 411.661299 118.294861 \r\nL 412.306992 121.961919 \r\nL 412.952685 122.485832 \r\nL 413.598378 113.929297 \r\nL 414.244071 113.580044 \r\nL 414.889765 114.103957 \r\nL 415.535458 126.676736 \r\nL 416.181151 116.024749 \r\nL 416.826844 113.056198 \r\nL 417.472537 131.0423 \r\nL 418.118231 116.548662 \r\nL 418.763924 98.911747 \r\nL 419.409617 93.149237 \r\nL 420.05531 91.926885 \r\nL 420.701003 98.562494 \r\nL 421.346697 108.341381 \r\nL 421.99239 147.456863 \r\nL 422.638083 142.567386 \r\nL 423.283776 163.347512 \r\nL 423.92947 158.283442 \r\nL 425.220856 138.376482 \r\nL 425.866549 146.93295 \r\nL 426.512242 136.455623 \r\nL 427.157936 148.679215 \r\nL 427.803629 140.99578 \r\nL 429.095015 155.838737 \r\nL 429.740708 149.552315 \r\nL 430.386402 151.473173 \r\nL 431.032095 151.99702 \r\nL 431.677788 149.377655 \r\nL 432.323481 144.313651 \r\nL 432.969174 133.137752 \r\nL 433.614868 149.028468 \r\nL 434.260561 158.108782 \r\nL 434.906254 162.474346 \r\nL 435.551947 165.792218 \r\nL 436.843334 190.588588 \r\nL 437.489027 181.508208 \r\nL 438.13472 166.141471 \r\nL 439.426107 161.601247 \r\nL 440.0718 160.204301 \r\nL 440.717493 155.664077 \r\nL 441.363186 134.534764 \r\nL 442.008879 168.586176 \r\nL 442.654573 161.9505 \r\nL 443.300266 165.966811 \r\nL 443.945959 163.522106 \r\nL 444.591652 149.028468 \r\nL 445.237345 142.742046 \r\nL 445.883039 146.05985 \r\nL 446.528732 142.043539 \r\nL 447.174425 143.964398 \r\nL 447.820118 143.615145 \r\nL 448.465811 146.758356 \r\nL 449.111505 154.092472 \r\nL 449.757198 146.05985 \r\nL 450.402891 141.519693 \r\nL 451.048584 150.076161 \r\nL 451.694278 165.093711 \r\nL 452.339971 163.522106 \r\nL 452.985664 157.934189 \r\nL 453.631357 175.571038 \r\nL 454.27705 171.380134 \r\nL 454.922744 169.633868 \r\nL 455.568437 162.12516 \r\nL 456.21413 159.156542 \r\nL 456.859823 150.250821 \r\nL 457.505516 155.489484 \r\nL 458.15121 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114.103957 \r\nL 482.687552 141.519693 \r\nL 483.333245 142.742046 \r\nL 483.978938 143.091299 \r\nL 484.624631 151.99702 \r\nL 485.916018 164.395205 \r\nL 486.561711 164.919118 \r\nL 487.207404 168.236923 \r\nL 487.853097 174.174092 \r\nL 488.49879 168.411516 \r\nL 489.144484 176.618797 \r\nL 489.790177 167.01457 \r\nL 490.43587 165.093711 \r\nL 491.081563 161.9505 \r\nL 491.727256 164.045952 \r\nL 492.37295 159.855048 \r\nL 493.018643 159.156542 \r\nL 493.664336 148.679215 \r\nL 494.310029 152.171613 \r\nL 494.955722 149.901568 \r\nL 495.601416 151.822426 \r\nL 496.247109 153.219372 \r\nL 496.892802 147.456863 \r\nL 497.538495 144.662904 \r\nL 498.184189 152.171613 \r\nL 498.829882 147.806049 \r\nL 499.475575 145.361344 \r\nL 500.121268 142.218133 \r\nL 500.766961 152.171613 \r\nL 501.412655 150.425414 \r\nL 502.058348 160.204301 \r\nL 502.704041 174.697939 \r\nL 503.349734 176.094951 \r\nL 503.995427 175.396445 \r\nL 504.641121 169.808528 \r\nL 505.286814 175.396445 \r\nL 505.932507 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"gm['Open'].plot(label=\"Open\", figsize=(16,8))\n",
"gm['Open'].rolling(50).mean().plot(label=\"MA50\")\n",
"gm['Open'].rolling(200).mean().plot(label=\"MA200\")\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x114e24a50>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"______"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Enfin, voyons s'il existe une relation entre ces actions car elles sont tous liées à l'industrie automobile. Nous pouvons le voir facilement à travers un diagramme de dispersion. Importez la matrice de dispersion de pandas.plotting et utilisez-la pour créer un diagramme de dispersion du prix d'ouverture de toutes les actions. Vous devrez peut-être réorganiser les colonnes dans un nouveau dataframe unique. Vous trouverez des conseils et des informations ici: https://pandas.pydata.org/pandas-docs/stable/visualization.html#scatter-matrix-plot**"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"from pandas.plotting import scatter_matrix"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"car_comp = pd.concat([tesla['Open'],gm['Open'],ford['Open']],axis=1)\n",
"car_comp.columns = ['Tesla Open','GM Open','Ford Open']"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 720x720 with 9 Axes>",
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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"scatter_matrix(car_comp, alpha=0.2, figsize=(10, 10), hist_kwds={'bins':50});"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Q0LCmqiX1enyjZ5sMQ5d3Vyt+tD9np+dTSUleSe5PYjY7Ljtdn//tD++zyCoCx+Q3b42oasn9SUTLs8mrmkfnK46WGa5lMolzRm2Pk1XO9noxcP881mKjVYJrmlzqBbQ8m23P5tG0hW0aZKVk1HFJippa6eP87v1z3jpY0g/14AmlAoQQSKWwTfGMOhpgt+/jOya1ktw/0z7sj6YJtzbbv/Dv+fNMVtassoqzVQZAnNdkZc3jWcrpKmcWF9im4Ct7XULX5keP50R5xbVRSN93+P7DGQ+nMbYpaLsWgWvT9iw22h5bXe8iAy9rycNzLagMXZNfvT4E4GfHKyZRzoPzCNcwuLnZZpVV/PhgwaNZzJf3emy0PLKyohfYvLrZ4vqGPs+SvOLhecxPDpb0A5vTZfGRn3GRlsR5xeNpimFAd63T6AcONzdalFJyvMgYtt7vpOgFDtfHLaRS7M+0OK/rw6jlcmPc+lT6gY/jpQVxpdTxU79W6Iz8dSHEvwH+APgHwCvowF4JIf4V8I9e1vE0NDS8T17p8Y1SwqWBTy/QFqkPzmP2ZwllLbkyDPjx/py8lMzigpN5ynx9MVNSkZUSQ+gsa5aU/NH9c/JCcbRM9czwWiIw+CkLDAH705QfPJoRZzWuaXBzo8VrO50L4drXLvfoeNoDe5XVKKVoeSb/558eMo0KfMei5ZkX6vijRUrgWKRlxd0zuDZqXbS0mYZub7MMnUE5ponvNFn4i+b+JKaqFcfLFNs0uDwIKGqdWedlze3DBVJBXkp+89aI1XpEaFpWWKbHMiuZrHJQ8LP1oJztns9G22OeFLQ9i7KWBI6ljVqK6pmWrqQo2Z+mKAUPz2M2uz6hY1BUiofnK9K84kt7Pe5NlhzMMizD4HiZsdsLEUJhmwZXhno86PZHdDc8+YyrrGS75+GYBr3QwTENbEu3xd051QvFrNTbA/cm+n/ryiDAtfXkvvvnMf3A4fLgxWTgT3jpe+JCiK8AI6XUbSHELWAG/C/Avw+cA0/K5wvgo2sZDQ0NL4yslMi1qDYuajxb7+klRUU/dOj4NnlZcX8SM40LRi0Xzw65Pm4R5RW/fr3P6bKg49nM0wrfMTmYpliGwTwqqOqaySqnqiRCBLx7vORHj5css4K2a3N93ObaqEXvKeFa27P5lcs97p5F3DmJKGvJ4TzhveOIVV7R8Sy+caWPJRT3JzFxUa2V7zVbHZ/jRUYvsJ/pv+2HLr91a0xeSQbNWNMXjlKQFjV5Jdnq+JytcuK8Js4rRqGDbRhUSpFXEtc2eWOnzSwpuTbU7WjDlsPZyuF0lem9bUPQ8x0ense8vt25mBPeD20Cx8QQ4plpYYFjM+64HMxikrJmlpS4tiAr9GIhrySnq5z7ZytuH0SM2zbDjsvxMmOVVuuFocGlQchu/8NKcaUUR2t9xVbXvbAbHobORZm/rCVC6O/CNARRXlFWWgWyyitCz6PjO3x17+Wcfy81iAshBsD/BPzHAEqp6fr2/wv4GvB/A0/scjrA/Dmv8XeBvwtw+fLll3m4DQ1fGDqeRS+wqaTCNQW/9/YxHd/mxkaLSiq2Ox4Hs5ReYDOJcvqBhQR+48aIra7H0SLjaJEjFXx5r4tUioNZqjOWvEIiME2JaQp2+wF5VTNs2TiW3ivf7YcErkn4gZ5ipRRxrltxDmYJRVUTFzXLtNSlSkNQK/24rKjpBzZxYdAPHRzLeO44yLZn0xTRXw7XxyGTKMe29PderVeGLdfmta0WcVlxssjZ6fs4psGVQYhlptw+XhLYJkUl+UvXB/zLnxximoIK2B34jNoukzjHt00EAikVHd/GtSSdpwxaNjsuN8Yhvm1gGoLQNXl9q81P9ufM04LQtYmzmqN5vp5ypvAskz+8M8E2TbY6Hjt9n6So2J+ltFzrmYlnZa3oBTaGodXrw9D5kPjNNg1urMVzPd+mVgrPNqiVfu7L5mUK2yzgfwf+vlLqWAgRAplSqga+DfwEeBf4khDCBH4X+OMPvo5S6h+xLrN/85vfbOYSNjS8AIQQXBoEVLXkX793xqNpimNmbHQ9tjt6L/LKKKA+U/QDh1oKWo51YYW5ykriXFJJyb/7pS1avsN7x0v++N6Ug5nOnNuGza1xi6vDgJNVxsE8oe87bHR8bm22nqsErqVilhRM45xFUrDKa17fanO4SLEMQVzWXB+FuJZF27Pp+g5f2tVqX8cynlGgS6l061MzROWl4dkme/2AcdulrBVVrTsTtKDL5Kt7feKNCsc0ePdkRVJUKKCuFcuqYqvjY5qKVSFRSuGYgt2ez/4sZbPjUUtFP7DZ7vmYQlDU8pnzphc4fPVSj8uDkFVWMu44KCF4ZbPLdtdHAjfHIceLBN812et7RGnNMqsQ1Him4NLAp6o/fK5IqThZZuSlJCkktqG4dxbz+nb7Q+eU77y/XWMgfqHai5eZif8t4FvA/7D+wP8A+J+FEDFwD/hvlVK1EOJ/Bf4Nusz+d17i8TQ0NKwpKsnpKgMUhoBxy9Uq24574bj15k6XrY7PdtenkopxW5cD86rm8XnMn9ybABC6Fn/t9U1ubLT57oMZG52ATRSv7nS5MmrRcm2mccl2N0BKdeG//jzO44Ku7+iJaFLR8x2uDX0uD7XZzJvbHa6NW7x3EuE7Whn9QWtX0Kr0x9MEyxTcGLdemMVlw/NxLZMn7fi9p7YtQtcidC1OVxlKaSOXopaM2w5lJekGNnFesdfziTybV7bbF6Kvtw+XHM8TBi2PVzdDro7bF6YwT7PT9VllJYu00L3mjmSj49D2La4MfXqey8GljFlScHkQcOdshT+xEMC3b414c68PUrLV8Z4Rmy3SUrfPeRZCKELX1mr09SjRT8My03v3nm1wdRi+0HbHlyls+6fAP/3AzV9/zuP+MfCPX9ZxNDQ0fJjjRcbBPOV4kbHZcdkbeISOxTB0OYtyaqmYRAXjtktW1SRFvZ5KpnjvZMV37s/42ckSxzC4OQ6ZRBnHy3zdE+vR8W1++9aY7fVFVwjo+TYny4xKSlZZ9Vx7Tm3oIuiHDudxgVKKja5Py7PWE9X0hCzbFLRcm1lSrH+2aD1lofneyYrH01RncV2frt8E8ZfJ/ixhlVVsd71ngvgThqFLVui9452eDrqPp3pi3dtHCwwDLo8CfufVMQfzhD+5N+FgnjFPCh5OYvZnMf+eY9MP7GfOm2VW6rnihcQQBudRTmcc8mvXhkilJ40VZY3vWDiWScuzuNTz2Wp72IZgo+3S9S3ivOZwnlHUku21i5rvmBd73Vplrs1lnheApdRu7wKeuf/xNNGLgbTEQD8/KesXakDUmL00NHwBsS1BWtQIoadOlTWYhkFSVhdZ69kqv8hyayk5nKXkteRkmZOUFY5lIhQs8oJFXLJKC1ZpQdu3+dWrfa6NWxfv9+pWm4NZyuNpyiwpmKx0D69nm2sHrwTL0OrmWxshRV3T9mxOlvpxeS1puyZ5pcupvcDheJFyHuXcO4sRAr59Y8TgKcGRbWnXuHbj2PZSKSrJbD0f/myVPzeIm4bQbn9rDKHPv6yqMIRgo+3h2Ab7s5QfPJxTVArLMJBScR4XSCG4P4n4yl734jWqWvJgEiMQLNKSrmexykva3rP72oYh+PrlLqus4tIw5DzKySpt32tbFnmlF5W1VLTc90v1nm3y6lYbuW7DfB5KKe5NYiZRTl5K+oHDVtdlELoIYJ6U5FXNg0lE6FgYhu59f5E0Z3dDwxeQrY6HZWjzjcAxKWpFXsr1oBHFIi3pBTZFJdmfpizSgvO4YKfrU9WSmxttFND3LRzT5P40Js5q+i1HX6DLmvdOVhdtR/Z68tQwdDiLtNr3zmnEXt8nyitOljmzpGCeFpSV4uE0pu1a7HU93j5a4NkGaVEzDF02u9qP/XQlmCUlZaVIiorf/9kp/dDhW1f77PR0n/io1fipv0xqqcirGt8xdB/0xwi51HoLRQjBwTwhKSpM06DtWZwtc97YbfNgkqwNVOBrV3pUVZcfP56TVDWzWLdAmkIwiQsM4OF5gmub7PY9jhYpZaWYrAoG67GfeVXz06Ml56sC1zEJ3QIp1doExmCRFqzykryS+LbJ5eGz5fqftw1T1ookr0nyiqSQRFnFIivZ6pTc3GjTD21uH6bUtZ7udqnvv7D+8Cc0Qbyh4QuIHhPqMW7r3lildBA/XGgv8t2eLon/eH/O7aMFtw8WYAhOexlf2u3wld0OG22XR7OYO2cxjmXR9XVWXdaK24dLfuVSH8s0WOUVQmgxnGMZXB6GOKbgnaMl9ycRUir+9NGMjueAUtRSUZSSg0Rf6I8WBf3Q5mie4dkWmx2Pr1/u6x73vs/jWUKeSOqkxDQMDucpr2132XnO/mnDi+X+JCItJKFr8uZO5yMXTIezlO8+nOI7Jr9xbcCP9xcYCM6ijO1uwKjt4lkmhcxICj0Z7DdvDIkLSSlr3j5Y8tbhnHdPVry62SZYz+X2HZOrLV1iDxyLaVFSVBLb1Mdx/yzi3753zjzO+frVPgcIZmlOXinmcUlWabOarm/Tb9m8dxJxvMi5NPAvyuofh2MZDFoOCkW31kK4JK84Xihubmhxm2kIdvsetmmubYNfLE0Qb2hoQAiBggsP6EVWMU0K/vTRnLNVxllUoIQiLSte2WrjK+1WFRcVlmFgCOgFLpOooKwVw5aLRGGZAt82eXCuy56ha3FrI+TeRPf1ni5zDhcp47aDWGvdqlrhWILjZcUqr1hlJTs9j7ioSMuag1nCdtfFty1O10Yht8Yt7s9i2q5J9znl3E8z4KLhk5OVuqUsr+RHBvC0qHk0S5AS4qzm9tGKulZM0+LiOYPQ4bXNNndPIx5PU3b68M7xikuDkO2Ozx/eOee90wjXNOj4NpZpUEvJhuHRD5yLDHezrU2KnpS/l1mF7xhkpYllwLjjUNQ1eVlSSkWlIC0lr2y566y6YpVV+Lau4nwSQeRuz2er42nb2Ic1bx0uGbdcJqucWVwSuiZpUfPqVvszj2n9OJog3tDwBUMpxf5MZ9w7PT3qM8orplGOsb5mDQKHw0XKqOWyygou9TzOooKOY3M8z6jaEtcyeWWjTVFLQtciyitGLY+kqPnGlQFbXQ9j3bZTS0mcVwxCm0lcUEuFlIrTVc6o5RA4FqFjEmUlbx+tuNL3aXv68iTrmrKqGbUczpYFwhTM4oI70YqjZUEla8Ytj1+/PuTWVgvPtp75rPcnMXFes9X1nqtkb/h4ikpeZMemIZ5ZEHV8i0fT9MIv/WnKWnL3LKIodftYrSSuaWAaOoNNy5qv7HWoJHxpt4Njmfz0cMn+IkUKRaX6zBK9jeNagjyvyA2DccshryX3Jym11D4Ad05jLg/8Dy3gro9b3D+LqWvFZtvn6jBku+sxi0uirOR4mQP6/SernNuHK+KyJC6qi/L/0yil9+gNIS6G8sR5ud4G0OYug8BFKl2KFwJOlwXDlvNMf/uLpAniDQ2fY5RS2pHNMi7EPmlZM0+0EGkSFbQ9m0fnCbVUGIZuLdOmKza3Nlu8stniew9n+OcJSmq703/24wP6gcPf/uYVfvfNzbX1ZLTOZErunUV0fN3LPU8Kqlofy+kyQwlt3mGZgtd32qAUO/2AtKj53oMpd04jDucpX95tc7zIEcLgp8cRlwc+G22Hccfn/iThcJ4wiXOkhL1+gG2JZwI46D3LONcWrvOkaIL4p0Qpxd2ziKyoMQyBlBKpBJeG2hp1mVZ0PZtFUjJqOdRSETjWxfPunkaYhoHvGOx0Pe5PEk4ezdnu+fiOxdEi5+a4xajlcfd0yXGUU9eKrmux0/VJC8lmVzuejTp6XKkwBFWuCGwb2xR898EUxzQ5WqT87uubz1QEer7NsO1imQZHi4wbm23OIz1NzLEEX97rErrWRR/7wTJhFpd4tl5Ufnmv98z3cR4XHM21T7wh9JCX904izqMcyxBMk4KNlsOVUYtuYFPWLmlRcbYq+P7DGV+73H/ho3GbIN7Q8Dlmf5YyT/Re9CubLYQQeJaJZ+tBI0/mdSdFyf4sY7AWJp1FOe+erJjGBZYFjil4Y6fLvbMV33kw5XiZk5WSx+cRt49c+r5LnJf85GCBIQRHi4yriV4g1FILz77/cL9cakQAACAASURBVIYQEBe6Z9y1DbJC9+f2fIfA0e1pO1FBXtUoYdD2Lc5WOUVdkZU1cS5Ry4xBaDNPLJJZSts1qSqF/4FS5dkqZ5WVnCwzsqrmG1caV+dPipRadZ2tty/25ylpUQEC04BJ1OLbt8Z4tnkxVvS9E22RutPTbWZVrRi2HP743pS2a5GXkkpqv/Ioq+gFFsu04uE0RoG25HUsylJSKXjneIlvmYzbLq9tdygqiWkY3By1MS24c5Kw0XGxDEFW6krP3bOI7Z5/ESilAs80eGuaELom752s9NS7wKGsFYP1dLX9WcKds4j7ZzFpUdPyLAaBHlX6tLmMQIv5ikpvIyxTXS5fpIK7pxGjtgvC4PIwIMor5mnJw2lMVio9jjQuCB1Tj2Mta0xD0PFtOt5nd3ZrgnhDw+eYrNR73EUlqdfZr2FoR6mnZ4S3XJvNDvi2QVlLlNJmF+dRziwtaDk2jlWhpMS3TC0ECh0eTBN+9K8XJLmk41m0XAPftnFtg37orl9bDympUTyeJHiWQWAXOLaJkusS5Hqu9I1vtPjxxpy4qMiKmu89mtJxLQaB7g+XAjq+zXbHxzAEvmMRuCZbPe8ZIdIqKzleZMzTAiHgyiDEaPbEPzFxUZEWNfO44GfHK5KyJspK7k5WrNKa33l1g2ujFjc3WmRVTVlLHp2nAGSVxDQEe32fk4Vgu+vhmCZZpUvUtgGWKfjp0YplWnFpEODZFuOWg2UJatR6ROiKra7Ovm+MWlzqB+z1tSWrKQTfvFITujZRXl70Y2el5HiRXojKHMvANgQtz6KWisN5SmAbpGXJzfH7zmtS6s4J37Ho+BZX+gEbHfdDSvJhy+X+JKZWWsQ2bntUUvHmtnYPTwuJYwreO9Ezymdxwc1xh5NViu9oYdsiLTlZ5tyfxNiW4FI/4LWt9jNtcZ+GJog3NHyO2e3roRQdz/7QReLpsuOo7VJJRcfTA0TGLZfrGyFpUVFK7bC2SCs8R4+KvDIecGPU4s5JzHvHEfMkx7EMtrsBv/v6Jr92bXCRDRmGIHRsdro+p4sMYQjivKIfuLi2SS+w+ZVLPaJMD1zp+DadwOKf/eiItw8iQlcr6a/0Q06WGb5l8ca2s54pbmGuM59KShz0Z7RNg6LW09IcU+Daxi/Ex/rzQuBY+I7B4bxiu+frBdU84dEkoar17PffuDXkFeN9sda4LSlrycZ6y6IXOHR9m6yqOVxkfHlvQLEebfv2wZJlWhIXOjvfbOuy82bbI84qhKFb1zqezd7AxxAGpmDd222w0fZQwJ3TFVLB1UHI43lKXuoFxONpQuha9AObqKxYpiVCQLGuLFiGyTwueX2ny2bHY7vn8eDc5tevDRi1XS4Pw2fGij5BSrX2Nih592RFWStubbZwLZNR22WelrRciweTBEMIQs/CtQ2+cWXAqKW/lzjXC6STZYZnG7Qck7QMsGrdrx7nNRLFVuf9UawfRxPEGxo+xwSOxZXhz/83H7Xci4tMUlREWcUbWx0cQ/Cjx3NmqXbj+vH+nI31RW8QOgxaBd3AZhoXFJXU08uinD+4O+HbN0ZstHU/um0JRqHDRsfl4TQhLWp2+wFf3u2wN/CZJgXfvT/lR4/nTOOCnb5HnOlpaGlhIICsqpEKLvc9bh8tWKYVnm2y2XGpJZwsc66N9GeN84pZnPOTgyVvbHd4bbuDbTSubZ8U0xDc3Giz1fV5PE1Awcky5e2jFas0p1aQFJKTZcbmelb81nNGeQoheHWzszZ3kazykjQv+cnBHCmV7uUuaxZZgWOZVFKhEISOxevbHb5yqcu1kTYNeutggVJwMEtRUruhLbOKcdtlmVdc6vsoBXcnMWerGAG8vtlBoHvR07LmYJ4yjQvKGmZpQY3inWMT1xKcRwWLpOTyKPhQe2ItFaahq1i7PZ8oqxi3PZTSynzXMvEd62JLZ6vrEeclgTRxLIPANpnFBV3fZpVVJIVWzQsEj+cpbd/hdJkxCB0OZlooeEzGjacMkz6KJog3NHyBOV5kTOOcsyin5ztcHQb88x8fcv8s4dLAJ68kUkHHM2m5Fnu9gLSqyQpJP3B5Y8cgryTzKCcu5bqUCih9UTyPC0B7ayeltm+dxgVCwSwpuDQICFyLs1WBQs/+nsYlrmVwbdiirsEwdEXhNCp1u9o0phs43D5aYBsG1pU+47ZH+NS88LMo56eHS+6exhzOU6K84tWtDrs9/6X06n5eabk6mAKcrlLuTWJmicOlgY9nGiRF/dznZWXN41nCn9yf8ONHCwLH4rdfGaOA3393giEEUVmyyCosU3BlGHJ54HJtFLDZdskqyTDUKu8ndH29WJynJZNVQV5V1Eor5LNCtysWdc00KnnneElZ18yTiu2ONvwR6C2iuKgJHAvbECSFZJHoISd5Ldnt+RSV4u3DBZZhcH0cMksKThY5gWtyfRTSDx2+fqXP8SLDtsRz97PHbRepFKfLnONlxnunK8YtjyivuHO6Yp7odskrg5A4r3h4HnO8yLSDomVcfPefhCaINzR8QXk0jfnZUcTjWcyd0wjXMvjybof9acZ5nHMaZYxbLltdn9NVTlLUnCcZXd8ltC3O4xzXNvnrX9laLwYKtnseW72A7a5H17eZrVXww7bDVtejqDpEebWeMCY4j3MUsNF22el6XBr42KaglorfuDnEsgwO5hm9wMW1LFZZze4gYJVU1LXSvb9th+vjkF7gIKXih49nfO/BlAfTBNME315neEp7bTdB/NNzusxoezZ/+dYYhEAqRcuz2Oo8m32nRc13H5zzztGKSZTyp48WrNKKlmfR8SzavoVhGFimwDG1g1lRS4QQdHyTr4Q9ZkmJQNALbbY6nrbWnWjB2ZN+8FlckJTQ8Wx2ex7pul+9KBX90GIQalGabQqGbZff6W7w1sGCk2XGqK14ZbPNVttjEuXsT2PdNod2GozykmlUkJQVlgFP1hFJro2MHEusTYsCPg7fMTldZdw7i3FMg5ZrEdYmrmVimzVbHQ/HErQ9j3lS8vp2G9MQfP1SH8MUH2n1+kGaIN7Q8AUkyitmcckyK3l8nly4XykE1zZ8lnnJbs/DNGCj43K60KKgx/OMrY6k5Vh0A4utjsuo7fEffW2HP743Zdhy+a1bI64OQ8pakVU1IBi29B72uO3SD23eOYoo6prv3J9xdRggURwvcq4NQyzD5NZmyO2jFbcPl1qUV9dcH7WJjRKh4PpGwP4sxTDANswLv+5ZUvD/vHXE7cMVrbWxzK9eG+o2I8Ng2GpazD4LB7OUh+cpnmOy1/c5j0pqqcjK+mIEJ8DBPOWHj+ecLDImUUFV1kziAsfSgb/jOwwCi72ez41xwE8Ol/QCh1e2dOn+yd8nr55tgzxZZmSFtkb1bO2S1gtsagmTqGS3r/fIx20X2xT0fYfTVYZpGEyiHMvUo3evDgMMQ7Dd9ZnGOVGhFeLnUckgcAhsk0fnCY+nKaVUlLXiN2+OyMqCuKg4WWbs9vxPZOXb8WwsQ2sxylrS8W32+gGhazFICk4WmV6wiIpBYJOUki/vdvA/ZQtaE8QbGr5ApEVNKSVlJUnLit2ej+8YnCxyKim5Mgx5Y7vDb93cYJoUtByTaVLy7vGSWVqy0bKZxTkGirNVrsvTgcO1cZt+6FHVEtBzn13LpOPZPDxPiPKKN7Y7XB6EJEXNZFWwSAuqWlFLuHcWE5cVZaW4Ng4pKsXDaYIA9ucZs1QbanQDh1Um+dqlLptd90L49DRlpVX3lZS8udfl6qj1c7OmhudT1ZJFWmIY0PZ1P7VnWyRFxsPzhDiveGO3yzB0OV5k7M90Wdgw4PWtNrXUXQlPdBS7XR/fNrg0CBm1XP7aG1vsz7Sq/enFwKNJwiQq8B2D0LGYxQV5JemlJo7lg9QTwaJMt7fFecnpMqPlWvRCm7ioAYPzuCDOK2ol6XgO45ZDVtXrtjg9/e54meNbBlFZUZSSfuiSlXqB8sRfYdhyUCs90KTlWp+4mrPT8/ScdMvg1U2tht/seGx2POZxiVLlen/dZSdwP5NCvQniDQ1fENKi5s5pRJxXFLWk5VqM2w6vb3coaknftzBNAyEEgWux3fNZpCXvnca0PYdRpaiU4mrooJRBVknioubRJOYP753z4Czm0sDnta0Otw8X3NxoE+cVB/MUpaDtmlwft4jzCs8xcSyP17Y69AKbh7OYNKpRKELH5L2TJUfTlLMoZ6/nUtawzLXTW1RUnMcF2x2fq6OQnu/weJrQC/So05sbLVxLYJgCxzQJ3Bc7NerzyhM3MssQ9AKHVVbyh3fOqaSkqnV/927PxzYEgWPys+MlUVZxnpS8ud3m3ZMYQ8CbO21GLY+WZ5JVNZvdmoFvcnOjgyEgcGzivObK0KIXOHrkJ7pE/YTjpc7kbUvw1d0uX73UW88jN6ikQght8KMn4KX8sx8eUdSSWsErmyFZoeiHNo5pkBnwzkFErbQ4zTIMXNtkr+fS8hxe22pzPM+xLdjoeez1fG6NQ946WhC4FoFjUEkDKHS3RvV8HcDzuD5uMWq5hK71IdvfN3c6mCZ4lokhhN5S+Az94k0Qb2j4AlDVknuTiKNFSmBbVFKyTEscS7DbCz5yRvITD+kH5zFVLckriSngxsjDsiymccnhPOV7D6acxyVpqQU7aakuWowMAYGn90IBfNviyiDEdwyuj1r84NGMR2cxaSVJ8oqWa/IHdyfrwRoWNzZa3DlNuDIM8U2Ttm+TVpIaxVbH4f9954RpXHJlFLDTDfjqpf7F+xSVvFDdN3w8Z6uck7UNqWkI7p/FnEc6q64lvLrV4XSZsdv36Qc2vmNynuSkVU177XoWFyVXRrrlqqolG22PwC3pew4/eDwH4JXNFoFjXgwped7e70ZH+wIEjsmo7VEpMIVgt+cRFTWuZWCbhl7UZRWP5gnTOEdIgW0Idtd758a6nVEIEAoM1HrrqObMFHR8h2VWsdvTdsEt1+Lhecyd05V2iWsJbh+ueGWrjSHgn791iIngb3/zMq/tdDiPtFZko+M+93OYhvjIrL3t23zr6vDP/HdrgnhDwxeAWVIipZ6R3G/ZmMLhdKktS6dJ8aFAl1c1d09jpFJsdlyuDQPeOpiTlxLDcJgnJYGr8F2L0LWYrAomUQ5Sst3zyErJO0dL/tY3L3Fzo0WUV/R8GyEE18fhxZCJ7z+a8sd3zzmLc6ZRgWMbfOf+jCSvmWc1vm3y1Ut93tzpMV2PojxepiRZxeEs5g/fO+PRNNGZY5rTdW0k0PUs4lICRjP85JPy1FeUrrsIsrJmmZbsDVscLTL6gcNkVXAwT+kGFsu0YBoVzOMpG22PX7024I3dLlFecf8sxjQFgW3zo4M5hjBAaVOgqtaDSj6KK8OQ0NW2vb5jPuPN3vXfz9hdy8A0BMPAJckqaqGI8mpdCrfYnydIpefK7/UC9voBp1FOUdXale5MzwJfpQUd3+GP757x3ftTorzGMQ2+cbXHt66NOF5k3JtEREmNbSh+uD9jq+dxuLZglUpxZaiPMc4rJpH2ZvhFiCibIN7Q8AUgcEwqKWl7FleHoXacWmUcLjI2Oh/OVJO8pl7390yTXM8S7/ncn0SssoqlLxGGZNSy6AY2w7bD6SplmpR8596UvX7IuO2SlTUd337GujJfW2TG6znOUVbrUqllUNU6s/Jsi2uBy1f3ulzqB9yfxFRSG4nM4oK8VkzikrLSe/yzWAvz/vTxjJZrEuVasHRp4LM/T7jU//CAjoZnGbe0E5plGCi0kPG7D6YczlOujxP++ld26Po2+7OEwDE4nBcMQ5fDZaZLwYFFreD+JCZ0TG5shDyaxkzjglqBUhKJ4vE0Ia9q9vrZM0LDqpYcLTItPOt47PV/vo5BCMHr2x1Olhm1VMSF9jO4sdEidCxcS3sM/OrVAV+91Md3TO6eRlQ1GEJxME/Ja0lZ6+z+4XnOwSwlKSo6ocPJMufH+zMcUyBQREVBlNW8VlbcPlwQuDameH8rICtrHk21Ic4yrej49gufH/5BPlEQF3oZO3768Uqpw5d1UA0NDS8WxfuJlkJnMIFtEdisRUDP0vFtWmnJ0SLFNrWy2HdM/tK1EYaAeaoz6ayqkTFcGfjcPY1YZiW2qceJ+rZJlJdEZxWmgGHbwxSCf/GTQ4pKcnXos8xqbm6GZKWeX/4nd2dcHvgopWcw3xy3ee9sxf40peVaWIag61vUUrLKK8pyXbJ1LBZpyR/dPccQ2upzb+DzcJKwP0359RtwedgE8o+irCVnqxzXMugGNlFWkZQ1Z1FOUkj25ynvnUSMWi43xiEPz1M2Ox5JXrLR9lgkJdsdn6KuiTKIMh3Afv3GiNuHC9KiYpqUKAWha+HbFnFWUVTyIgBO4+JCke7b5sWUsJ+H75hsdFx6gc31jZC2a9PzHSxD8I2rfW4frgDFWZQzj/W88Z2+x82NNpeGAd7jOV3P4WiRMosLhCHwHJOe77BK9UyB0F4SFRXbnYC5U/BgkjBZlfyNr+2x0XWppeKP7k7IS8kqKwHBsO3wkuM38AmCuBDivwD+O+AckOubFfDGz3nerwH/EKiB7yml/p4Q4u8D/wHwEPhPlVLl8277rB+moaFBM4lyjhcZXd/m0iBgkRYsspLQsUiLmiB0aPsWZaWD7ROysqZaO2ldG4UkRbUuw1t8+0YHiUQgMBF4tsH/97NT4qImzmv6oY1SepZ4JzBpewa3D5c8PE9wLIPXtjtsdz3mScE0LjhdZnztch8QDEKXQeCgbmh1+YWCNyk4PsuoaojymkFgUSl0ZicV3dDh2ijk8iDgew9mVLKmKCRJqb3X78YRjqVNSf7mN/cwheB4ka1b3pp+8SfsTxPePYlAKH7jxgjHNEiLSv+dHd3TPY31nvlmx+E0yjCU4mRVMG47tAc+bd+m69vMkxLLFNimwSA0+c1bY9qeHlVb1ZKdXsA0yjFNg7tnEa9tadW2uz4PhdCLzE+CUjqzfzBJtHBNCExDcLYuZ487Hlsdj/1ZzO+9fcwyq3l1s8Wr220822SnFzBsucySgqKu6QY2l/ohUkn2+r4eAGQIJlHBIis4mGc4lqAoa/rbDvvzhBubLX52vGKxNnAp64phSy8spQLzJQfyT5KJ/1fA60qps0/52g+Bv6qUyoQQ/0QI8VvA7yilflMI8V8D/6EQ4vc/eBvwf3zK92loaPgA07hAKd0Ss92VrNKKolJUdUk/sPUQlI02WVFj/v/svXmMJGl6n/d8cUdkRh5VmXX23T3Tc+3swVmSy0MCb1uWLUIGJVuwDV9YQ4YFAZYFyzYEWAZkmJQhyZRMCQQMGoIAGhZoURZlgtCapEia3OViuTvcndmZ6e7pu+7KMzLuiM9/fFnZVd1V3dU93T19xAM0uioqMyMyKyre+N7j95teZbZGMd+62adTszk5r9Lh3brNTpBysu3Rm6SsDSPOzNcwdcF3N4d8tBmoOW5ZYOk6Sw2Hhm1Sswy+drXPfM1mcxxjaoJBlPFnPrdCmiuN6Lqt862bfU7Pefxrb3TJpODtE01GsZJTvdELVQ3fs9BqAkMXGEJgCI0wKQiyAhfVSb3ccnnnjEYvTBhGGU1Xp+3YbAUpvTClXTPpT1Ju9EJ2xsqf+kdfXzyQ5n+ZCRK16t4ex6R5wfWdkN/6YIskL1hsOFxc8BmnOV+/ukuQ5GiaIMtLzi/WGSc5J1pK8tR3DDp1G2taq95D2XJKTrZrnJr3uATEmTLl2Qt0TVdZ36ogrn4vUko1ypaqccj9N15xVkxr2jFZWbDYcHllwWMYFerGUdc4M+9Rs3XyQtJ0LZI8xjK1AzeutqGzO065PQgpCslq26Fm6/iuwWLTpWaaeLZge6zTm2TM1ywQkBdKCliVjAzm6xbbQUKBxijKDzVQeRIcJ4jfAnoP+8JSyo193+bA28BvT7//CvAXgPCQbVUQr6j4hLQ9i81RPDM+MXTBUsNB18TswqIJWBtGxFlJ3db4+rW+EklxdH7686t0fZuFhsNCw6EoJd++NaQoJaMoU05npWAYZYyilCgrEUy7ijXYGitxjHPdOoMoJctLmraaGX9tpYFlaHy8NWEtT9A0wbVezKtLynlqrxnoRMvl3dsDWq7JibbLUsPhW7dHLDdtbEvQD1KivGS56fLmSpMvnVO2p99dH3Fpe8zWKMG1NM64yvt6vmZxbScEIC1KPlwfcWLOqwRggLPdGr/1wSbXdgLeXxuR5yW7QYpjGSBUEI7yEtvU6IeSMM6I0oIozZnzbcpScn6hTsMx75l0yIqSMCkxdG02Cz5fV42Vjqkj5Z1iz903Vcn0hg+Ul/f+ID5JcopS0vaU7n/TM7ENnduDXSZpTq1u8/7GiNeXGvzEG4t86+aQIMm4uNg40MiZFSXfuN7jo80Ay9ApZMnNXoRt6nzuZIs/+WqXru/w2x9uIZE0XZM0l5zteiw1XLJCnYPduk1vkrI5UpoLy417teSfBMcJ4peB3xRC/BqQ7G2UUv78cXYghHgb6AADVGodYAi0gRYwumvb3c//MvBlgFOnTh1nlxUVLz1d36br37lQnZqrMYwyfOfOvKpS3FIVsklaEmclcZYjKSlleeD1dE2prg2ihBJBkhV8e21IWRTouoYrBHmh0vAXug0KKbENwasLNV5ZqPPRVoBt6Ni6hu+YbE0FQaIk59LGmN+0NknygrdWm3fsIVHp0X6YEyQBEmg6Jp871ebDjRFpJvFdsC1Bc9r5rmmCpabDxzsBjqHhWsbU7cykkPDOmRbXdkLeXx/y8U5IL0z5wQvdAzPKLyM1S8c2NGzD4GZ/jGNotGsmZzse5zs+rZrFZ060SPKSq9PVby/MWB+EOJZOIZkJqNzNng2uLCWDUGnprw0iru9OONH2KKXk3BFGH7ahUbN1wrRg7q7yR2Mq6yul5NS8h23ofLgxplN3+HAjYJuYQkpqlioNff/5w8e5JklOt2FzbSdkO4zYHMUESU7DtSgKiWXoeJbOq0s+ddtgN0iQQhDEBda8Op+BqSiMTVZKNAFztadzc3icIL4+/dd42BcXQswBfx/4c8D3AKvTHzVQQX1wyLYDSCl/EfhFgHfeeUfe/fOKiooHYxnagaAO6qKz1HQYxRld3yaIM7bHEYUUrA0SlhopaSER3EnPTxJloShlyWrTZbXlcmt3gkR1Fy80Xb5wpkXTVTPiy02Ha7sT2p5FnKm5b9tQTlBlCWG6S5IV3OhNSD5QTU5LTZdJktN0TVxTZ5LmCOBGL5xdGJueScszyUtJzTwokDGOM1zD4HYaYekCQzO5sh1wZSvg5JzH2yebbAxjRnFOVkiMp9F99AySZAV5WVKz1ef32nIDoQlGUQpCMFeDL53rsjmK2Rql6EJwar7GD73aISsL/tk317H0GmkhaTh3HLxAaQz0whTX1KnZyqP7o40xhZQzj/tSqlVweZ+ruhpJPDzAm7rGhYWDP9srm1xc9LkxmHBlM0BKDoyo3U3dNpiv2Zzu1ChR0xJBUmAZGmlZYBqC7XHCH98cMAgzSlnSqTsst9yZg9vsfUv1WdQPEXd5UjwwiEsp/zqAEMKWUiYPevweQggD+MfAX5VSbgghvg7858DPAT8OfBU4bFtFRcVTYv+K/UynxtYoISpypJR848YATajAvdJyKUvJzjghiHMMXePzp1uYusYXz8xxqz/h27eHOJaOreu8tdqc7ePCgk+cFVzaDABwLYM3VppkhaTlWmwVCb1JxqsLDZK85NLmGNvQ2R7HmLqyGrV0nbZnsth0uLkbMl9zsHWdk/Meqy0PIQRSSm71I7ZGCcM4YzBJuboTYKzpuKbGa8s+l7ZGfOZEkzdXG0o2tn08HewXjSDO+N1L28SZ5O2TTc5363zv2XleX27gmTpfu9ojzQuiLGcYZzQci0KCoWmM45yabfCn314mzkqWmw6WodH2LD7eDiimimqjMGNtFPHGcoOO77DUVPK4ddvA0AUNx8Czjfv6vGdFOZNlPdl2HyhLmhVqiiIrNPqBGkXsTZL73igYusaZ+Zry+B6GuI7Om/UmaKru/d7tEXVb9WgEScEPXpjjXNen69sHFNbKUnJ5KyAvJC1PNZQ+DY7Tnf69wP8GNIFTQojPAv+plPIvPeCpPwN8EfjZ6R3JfwP8jhDi94AbwN+VUqZCiAPbHv2tVFRU3I9JktObpDRck8bUX9k2dHRNUJZyWgPVubUV0bRMbvZDGp6FmNYra7bBuW6dq9sT6o7BZ1Zb6Jrgo80x5xd8okxycs6l7tx7WXFMnTMdj7VBzG6QsNJy6NZtOg2bbtNhwbf5nlNtDF3wUT/C1DVsS6PpaHTrtup0rlu0XJN1XeP67gSEspZ0zIR51I3IIMyoOyZJHjCIc270Q07P1alZOuvDhAXfYXscs9r2ZkHlZWQc50ySgn6Y8u1bkuWm6qbWNUGrZqAhyQvJtZ2QL55ts9h0mKvZTJKCjzbHOKZO17f5vnN3UtRbI+VkZxs6o0h5ho/inDgt+bHXF5ivW7P68XHLF/1JSjCtiQ+i7Ej1PSmVlv/lzYC2Z1J3LD57ssWtfkS3Yd8329IPUz7aHDGMMt45M8dqq8apeZf318fM123WhzGupaRRV5oOTdfm7Hztnpu/QqrPDFQt/2lxnHT6zwN/GvhVACnlu0KIH3nQk6SUvwz88l2b/wD42bse97N3b6uoqHj83OpHpLkytGg4BsMoxzI0LnRrXN6e8NHWmNv9iLwoGSU5nm0w56lRrLPzHg3XxDY1NkYxkyzna1d3abkW13cnrLYdvnRuHiGg4x9+oTV1jVu9kFGcc2kz4Fpvwu1+yGrb40cvLrDQcPjqx7uM4owSeN2vsz1OmK8rl6utccxXP94lLUryUqJrcHV7wo3diLOdGhcWajimxpXtCcMwpe0amN06iw2XHzjfQdPU6vBWP2K5+fKtwKWUrE8tY3Wh5Ej3shEbw5iTcx6/EdkbNwAAIABJREFUe2mbb98c0g+VVKllaAih8dZKiygrWPA1bvZD4rSclidcFn2HUsL6MGZtENFwTXzHwNA1NHGnkdJ3jNmNwnFRmuMqAVyzjg5XgzBjc5SQlSW3hxGGJkhzyZl5j8+falM7whksyQr++bu3ubkb4dkaDUdNVoRpwcWlOpe3AgxNY7VZw546ob223Dhw7mRFycYwxjY0TrRdgiSnU7fYDRJMQ3skPfSH4ThBXJNSXr8rv398BfiKiopnAsvQSPMSU9dmK4U0L4nzgjQvabsmV7Yms0aic90aSw2HIM250YtYbklOtT2+eb1PnpfsBCmjKEPX1IX+TKd23wu0JsRsnC3KcnbGCXEmycuSpmdNFeIEoygnLUsub02UNenUX/wb1/pc3w3xbYMLi3VMXY3yDOOUm/0JQki6vs3VnYAgVRaof+qtFd4+1aLhmFzaHNMLMnRNsDNRq/KXgThTK+6yhI1RxI3dCNfS6NbV6trSVd06zUuQkBTKsaxmGZzt1jjbqXFlJ1Dd27rGctNmY5goVbd+TFnCXM1CE4Iz8zU8W8fQND53skUvSHhrtUkvzAiTAsfUeGXRP/ax12xjNkd+33Nr+rNFXznp7QQppYR2zVYd9kcwjDLGUcYkzZkk4FkGgyhjGOdc6NYJk5Kub7A1Tvi+c/P31MABNkfxTKTmbLfGyZrH5ihmfRizMYzo1C0WGy5d334iI43HCeI3pyl1KYTQgb8EfPTYj6SiouKJcnrOI0hzPFMnyZVCl+8Y1GyTxelo2Pedm1M1T0un7dm0PIskv5MiTPJyNmLT8gxcU6eQktbU6GQ/+XTFrGQ2S1ZaDqfaHnNeRsdvk5dK9vKt5Sabo5hxnKNPzSt8R+cb1/t8d2NE0zFp2DpCKCUvw1ArouWmMq24tDkmTEs0ofHe7RHDSCl/LTUc5D7hkKWmM+vGt/WXZz782u6ELJckeaFWxxo0HeUetjff7FkG794cMIxSznVcPn+qSafu8PqyT8u1+Pq1HrKEtCxIC0nTM/ELnZu9kDDNcU1lDRsmaq7cNpR9p2u2MHQl+gOPlmY+jj1n0zU50/GQQFEo/fSb/QRTh1cWDm+MA3AsnbdPtun4Ib5tom4iMzxbJ0xzdiYJtqlxcdk/NIDD3kx7RpIXKB00tTq/3Q+VD/tOwGLL5Xy3zmdWW7OfG5p4LM1vxwnifxGVUj8FbAH/crqtoqLiOULT7lgdGrp2IMW4Nw8eJMpqsZQwilLeXx+RZAUXFn0WfCUvudBwqDkGS77DqXmPIFESrPsvSHFWcGU7YBzllFISZgWXt8Z06jZxVnKuU+PPfuEEa4OImm0QZwVXdwKEELy64PPt20N6QcqV7QmepbHg2/zUm8vK09y3uLI94V99uMUri3XeWm1xfTcEJGGWs9JUdpkLDYeiUHPGdl3Hd0wuLNSRSLz7rM5eNHQhyJDUp7r55zq1mZc2QJDk/NH1Hu+vjXAtnTAt8WzJvGeS5ZI4L7i45COlyqAA+LZJlBd4WYkuNCZprrTO9y2yk7zk9iBizrM4Ne/Rn6Q079PE9knx96WtT8/XQCiBlyAtaB7RY9ZwTN45Pcdgoc531gZM4oK3TzRYbnnc6E1oeiZxVvLWcvPwF0A1h06SnGisykRvrTZJ8xJ92ul/qx/y4WZAlBS8sdxkaxyz1o+J84LXlxvHlpc9iuN0p28B/84n2ktFRcVzQd02YHpxv7wd0J+oNOGe9aOpw7lujSQraXlqNts/pOYXZ8XMNW07iInSEinhq1d62KaGZQj+xKsLM/GOK1tqFMiYWkc6pqAfZexOEsJU54ONET/xxhJn5j12gpTf+M4GgzDj4+0Jry01eGO5QZIXJJmk5ebM122kVEpkzj6LyD2xkZeJM53aVCHPwDK0e1K6m6MYXWgkhSSPc6QUhEnB71zeoVt3ODnn8tZqk7PdGmv9iLVhzEpLo1uzGIUZwyjjnH5vlNwaJRSlZHOU8JkTzuym4XGR5iVpUd7zujd6E67thFMnsoL2ITcO68OI3SBlvm6x3HS51c8JohIQZFIJDpVSYuhKMMl6QBq8KJV5S1nCnGdhaBpLDYd+22U3TNHQCKamQqNIuZyFaUHNUuWrw2xMj8txutPPoDTQvzTd9P8Bf0VKee2R91pRUfFMsJfyPqxWt1B32BjGeJZx4ELpWQYPkh1vOCYtLycrSs5157jRi5gkGf1JSs02KUoOWISutFzlVa4JDA2+eSvhZNudekaXNFyL9zdGnOvU2Q1SskKlh1uegzYVeXEtg7m6ycYowtY1ao6BbarxspcZpWF+9C/Mtw3CpOAHL8zT9SzeWx+xHSTYhgp+kyQny0viTKXjT7RdznVqZKVksVFM93Hv+dP0THpBStN9/KvvrCi5tDWmLKHjq0AMMIozbvYidicpbc9gsekcuInbYzdQuge7QYqpawyjlEIWqrQ07YCfr9vHVvObq1lIKQmSgrVhxBfPzOHZOqtth6yQDKOct6ZKhUsNh51xjG1qGJqmZGyF0pp/FI5za/TLKLGVPz/9/i9Mt33pyGdUVFQ882RFyaVNNde73HLuGd85262x2nYRgoe+wGiaODAne3HJoJSS1bbH1ijhXLd2IP3uWjpvrCg9qe+uj3hlwWfOs/m+cyY7YyXPaetqRT6Kc852XZZbDq8s1Gl6Fv1Jyvow4ur2hLSQaJokTAo8y+BGL0LXBGleECQ5tqlxYcF/5Ivmi8ZCw6HlKdcvTRN0my5xpvzEP9wYo2tqIuFkWwVK19TxXWV2oyRTOfQmYbXlzqR+HzdFKSmn5fUku1NnD5Oc7SAhynKsRE0jXJfhTOxlkuSsDSKSXPmFz9ftaWe5wevLTV5fOth5HqY568OYmmWw1FTlplu9cCpCU5udQ+2azXLTxTUzTF0jLyWdus0wynhrtUVWlJyf1uabnskPXOgQJOq11/ox20bCxUX/kWrkx+1O/6V93//vQoiqJl5R8ZyTTOUwQUlmhmnOrX6EpWucmvPQNPHY5Ej3LnYn2t6hPtFSSi5tBmRFiaYJbEPj9eUGF5d8bvZCPtgYE05r71leEqWCz51sztLj13sTVZecrhaRqkaqCcFumGDrOle2AwZhRtM1qdkGp+Yqa9I99v+edU1Qsw1qttISSDIlyWsauqo1o35fN6YNi6uto+ftn5QBiG1oZGXJYJKy1LxTr5ZAt2ZTeMrnWwihuu6n7AQJQZITpQVnV2rM1WzSvGQU5fi2STJN0e9lDzaGMWFSECYFLc9krR/y0eZYSckWJW8cEDWqc2kz4HY/wjE1Ts3VmMT5tAx18O9orwy1PowBZd0rpXJwe1iOE8R/UwjxXwH/x/Qz+vPAPxdCNACklKP7PbmiouLZpD5Vy8pLNZq1PU5IspIkKwnS/InPt+7n6s6E99ZG2IZaDeoaeJZOVpRq7rZm8c2bA6SUFKXktaUG4zjj1UVfidgEqja73HJ5ZbFOyzWJ0pJxkuFZDmuDGEtX9qkArvHyNLZ9EpabDpujmJZnHQjIk7RgFKkmt50gOXIO+0kRZyWmptH1HYKkoDttqGt7Fh0/R9eg5VlEaXEgS+A7Ju+tDSlLWBvEzNVsTs/XyAp1Q3t52pux2FDmPzXbYJIo6VVzOve+NgjJS4HvhFxcbsw+l4ZjMo5TilKJ5PQnKS3PxjU12jXr0GzFybbH7iRBStWD4jvGrDRwXI7zyf970///8l3b/zNUUK9cSSoqnkMub43ZCVJWWy6OqUwevnN7iKYJznaejmTkHmlR4pgatwcha/2IJJe8tdrgfNenU7f5cHOEoQl8x2KSZDQ9E9dS883DUGm/z9Us2jVz6imt0fR0mp5JWUp8x+Rcp0Y/THFMnfm6TZIX5IV86gHoWWFPI8C/j873JCmI0hJNKLW0spRc74VEaUEpS/U5P4Ga94OwDQ3P1onSg41rjqlzcenoOfS5msXZTp0sLxHiTl+G0k7IkVI1Ze4ECZ26zWLDoemamLqGlJI4L+nWXfKypOs79KcKiKaulAt7YcZOkCAkrLQ9fMfCsfQja+uupXPC8vhoY0SSS5IspTNVKDwux+lOP3nsV6uoqHguSPKCb98asj6K+PpVyU++uUTLs1hpuQhgnOTUn+BKPC/KWUNaWUpMXbDYdGh5JuM4R8QFQghcSycvSyxdQyBJi4KLyz5lKVlpqrndpmeyWNhkudLJHkU5QZJzer7GxjCezcOf6dTwpgE7zgoubwXsThJ82+T15cZL0bmuRvkmlFKS5SoI30/n+1Y/nEn1nprzCLNiJoPa9ixOtL1PRflO0wTnjzBGeRBnO/c6+oHKTDVdg50gxtQFa8OIE21v1vQZpapPoONbyOkxrA9j1oYRnqWzPozVKlrA2bkatwYRkzTj9frBm4q8KLneC4nTAk1AP8pIc3WOLzSchzbkuW8QF0LMowxK3kStut8HfkFKuftQe6moqHimyAu1AhmGGa5l0Asy2p6FZWgUpXyiqfRhmHGzH6IJwYWFOttBQpio9Oirqz5FKRlGGZ8/1aYoJb9/ZZerOxPqlsFqy0VDw9A1rvdCRlFO0zW4uOhTSkk/VF3He7X+YaRG5Max8p7eS31mheq27gUZeS5ZH0astFxuDyJsQ2O15T41F6qnySjKyAtJXpSMk5y2Zx0pwCKlJCtKNcqVKz9wD1U/zwqlsvc8Stc6pn7oNMbNXsj2OCXNJbqmzRrn9ri0FbA9TrAMwY+9vsjOOGUYZfTDlCQzVGbI0nltaYGruxN8x8S3TUZxjpkVbAxjfNfA1DRu7oasDSJGsdJR+PzJFgtNm3Od2kOfd0cGcSHEl1B18H8M/J8o1/YvAN8QQvy7Uso/eKg9VVRUPDPUbIM3VxqYhiDNShquzlzNmjmaPckAFqQqbVlISZQW7O0pyQtuD0JeW27QqdtIKRnHGQJVHy9KSduzKKYd0bcHERuDmH6YcrMfcnq+xkrLIc3lrP7Y9W02RzFN1zxQ0/Udk9WW0rluOio1vzVK9jUxWY99rvlZYM+D2zI0Vtrqs7rbonYPIQSduk3dNmemNoauTYVf5At3kzOK1efS9EwWGjbzd9Wwd8YpmhBkuWpCy4qSrCg51fYIkgLX0jnTqVG3VUC/thMCYJsaN3ZDPt4OKCU0HJ2Pd0IGYcqCb5PmEqHBYuPRbhzvd5b+beDPSim/sW/brwghfgX4BeD7H3pvFRUVzwyvLPosNx0lo3lXkHuSzNcs4qwgy0uCRGUAbEPj9iAizSXrgxhLV0YbpZR0ahaTNOdU2+PVJbXijtKCK1tj/vjWgIZrMYgyVnJJmBbEmZKUFQI6dZvXlxuHHsdyS+lZ79lX9iZqZWXoYibV+qLxoJrx3Zzr1omyAqSay98TJXnRAjjActNlN0hYbtVn45ZSSraDBCSc7Xh85/aQUgrevTWgbhuYusa8b7PS1qaPVyOSQsDpeW8mrpMXkhu7IYauEaYGti6wDUHTNbiw0OD1qamKlJJruyGTJGe15dI+hprb/YJ4864Avvem/mivM72iouL5ZnOsVp+9ScqF+2hMP04cU+dcp8Z7ayN6k4xJWvDqos/uJGWtHzFXtwjTYprOFBiGxoWuT16UvL82pOVZmNPZ5TgtqNkF856FZ+tc3hwzinOGUc5nTjTZnSQsNY82OjF0jVKW3OyFSiN7yUfX7m+28TKha4IkK1gbxAihxqiehInHs8DcIR3k13dDru1MaHkmJ+Y8znXrs3JPUUomScb2WONE28M2dLZGMXkhKaTkgw0lYytQq/zlaZYoTDM2RgkCiW0aNFxzVpZI8nLWc7A7SY8VxO93uymEEPcIxgohWg94XkVFxXNCnBUH/n9a7Hel0jUxq70qNTiV2nctHddSM+u6JojzAilhFOWEaU6cFbRqFksNl1NzHkGc8/HOhCgrsAyBoYkj/af3s+dCtTlMyIqyCuB3sVczl/Lp+mR/2sRZwfowph9m7ATKvnW17WKZGucW6sqxzTIIE2VFCqpcYRqCoiwxNI0wKdgYJnjTDvW6rWPoGoMwxTJ0doP0wHSEbWjThjvuSecfxf1W4j8P/IYQ4q8AfzTd9j3AzwH/yyN8JhUVFZ8SZSnZHKsLzaLvzO78XUPn1iDk3CN2+n4SznfrTJIc37lzGXItHUvXlc/5vsxAy7MYx9nU6ESlPv/kawu8d3vEmXkPhEATghNtD10XvLncYOmY87Z7qXMhwNBfzgBelpKNUYwmBIsNmzBVAcyzdLpT4xtT/3TGyT4thFAe6JpQinZ7q+I9vf+sKLFN1QC3J5bjmDqvLTUoSsnVnQlRWuCYOromeGVBCRdlm2POduos+jafO9U+sPoXQnCm83AiREcGcSnlPxBCrAN/C3gD1Z3+XeBvSSn/6UPtpaKi4lOlF6bsjFPiXKmyrbRcFn2bSVrQ9tRF+2ljGRqWcecCdmGhTpQWs0ARpjmbo4SapbPQcPAdk4tLPgKVBv/8yTZvr7Zmneg3+yEXFuqsNh3sh3ApW2g4eLaBqYtPZETxvLA+jJgkBctNZ7YK3Jkk7AYpoH4vgzAlSouZWMpRI2gvMrahc75bVxmf6Sy6lMo+tygly02XVxZ8kry4xwRI18SBm9CyLBFC8Pqyj21qvCV9lpoejcdwU3TfM11K+avAr37ivVRUVDxVNkcxaV6y2HCmwVKtFHqBkh3tBSkt18C1NKK0fCYET+4e/VmfSl4GcY5vG6TTBjTzLonQvfT3+W6dazsTfv/jHt2GzVsrR9tH3s1xO9EnSc72WEl3WobGUtN5qsp2j4qUaqU9SXKCuEDXBBujeDZrbe0TF7EMjbqjlMos417J0OeNvd9ZVpRI1Hz7UR35d6NKOnfOyVGUz5z9TD1hpeUekKzNi5JJUlCzdTQh2A4S0rxkGKVoQuNct8Yri8dvLDwOT+wvVwixAvwaahVfB04AX0Ot5lMp5U9OH/dXgT8DXAf+Qyll9qSOqaLiZSBIcrZGCaAsEk/P12g4JucXajRdk2GUYRpittJIi/KZXIF6lk44lbxcH8VMEhV8VlsO9hGzvle2A0ZRzjDOODNfe2xjYkUpCZKcjzZH5IXkem/CxQWfLSGeiyDem6SzcyJIcpquib/vs2lNNQIESmCnbhu03DumKM8za4OIMC34YH3EhYU6aV4eGsSDRM1s+1PNeMfQ73nvtqlNld7U+Xk3H28H9CYZDdeg49tsjRJ6YYIhNBquySjOHntj4JO8/e4BPwbsT73/SynlnowrQogu8CNSyh8SQvzXwE8D/+QJHlNFxQuPqQuEgEGY0g8hySUXFup4lkGrJpmrmXiWMbtAPYsBvJymK9uehalrXN2ZALAbJKS5Mjk5rFN6qekwSQLaU1euT7L//RfwqzsTrmwFXNsJ6IfpNMiZrD4HaeZhmHF1Z8L6MOZE2+X1ZR/H1CmkPPA+vbtKEI/L/ObTxjGV+c04zvj22pAvnGoDB61wh2HKjV4EQClLNKHhmNqBVXM5tey9uKQEiQ4Lxrf6McMoYycQLDbUVIRvm+gauJZGyz1es9rD8MSCuJQyBuK75gl/RAjxu8D/JaX8O8D3Ar89/dlXUDanVRCvqPgE2IbOq4s+l7eUzWialyR5oS4u4xQh4OKSj8azt8LqTxLevTXE1DTOdmusTB2yTrRdru+GxHmBSASlzLm0FXB63juwEn5zpcmJtoela4+84rnZCxmEGe2aScuzSLKCb9/s8/H2hPVp85dr6mTT+fpnnVGcYRs6qy2X5ZbLXM3iw80xWS5ncrQvKiq9nROmSsAnSHMubSrltbZn0XJNsrJkN0jJp2JCk7TA1EuGUcnJtodj6Xy4MeJWL+LknNIq2H9qJdOpCVPXKGRJUhQsNb3pTZDEdw0udOtPbLb+WEFcCPFTKOnV2cCllPJ/fMh9rQOvAgnwz4QQ/y/QAvZc0IZA+5B9fxn4MsCpU5XXSkXFcbAMjdPzHmuDCMfUcU2d7bFKp+7Jkj5r475BkvPVj3tc2gyYq1v4rjEL4o6pI1EezTtBouq0UllF3p3O/qSBdRhlSCR/dL1PKWEwSfhgY8wgymi7Jq2ahRSCTs3mdj9CAnP7upefNbq+Mntp6AYLdZtSKtldUB3WLzKTtCArJCdaHpvjiFIahGnGJMkZTFI822AUqwkJyxAsNGwaqc7vXd4FqZQNLy75U5tc5XKWlxKJ5PR8DYHK0kgJUaYsThu2Sde3p7VzQZyWTNLiiSkAPvBVhRC/gAq2fwL4JeDfBr76sDuSUiaoAI4Q4teAt4ABsDp9SGP6/d3P+0XgFwHeeecd+bD7rah4WanZxoF04HLTRddi3CPqyZ82eaFMIBqOgSaYpSP38EyDLJecmfcQQhClJQKYJBlCiHvSwUchp7KtR62MFnyb24OIIMoZJznDJEOirCYXGjaLTZeaZVAiGUUZuqYRpdEzG8QdU+fCwsFmqpNzHqMoO9Yc/fOMbxvUbDWy+Oaqz81+yLs3BwxDVf8+Oe+xNU7wLA3fdlhsOKwNlOBQnJbE03Nsvm5zbScgzmA3MGh5FqMow9IFUqpzcGucUEowDZVKT/OS3UlCKeUTVQA8zln/Q1LKt4UQ70op/7oQ4ueAX3nYHQkhfCnlePrtDwJ/D7iKMlj5OeDHeYSbg4qKiuNhGUpZ6lml6ZosNx08W+ezqy085+Dl6eScSys2Z6Nga8OIW72Ir7y/yVLT4Z0zcw8chZokOVd3JuhTF6zD6r4LDQdTF6r0EMSc7biM4pwgKZirmZRScGrOo+Pb5KUkiPNnorv/YWi65nNRCvikaJo4oIFwZr7O7X6Mpec4pmC15dJ0TdJc0nDV77Dr21zo1hnFGec6NVxLpcOHUcp8zWI7UE5mvUk6G2+cpAVJXjBJCtqeWqE7poaGQAjBTpA8tE/4cTnOmRdN/4+FEEvALnDmQU8SQpjArwOfBX4D+B0hxL+FWo3/npTya9PH/Y4Q4veAG8Dffeh3UFFRcSzGccaNXohtaJzt1J85ZbJhlNGLMpK8oB9l9wTxOCu50ZuwMUpY9G1qtsFukDJJcvphym6QPDCIj+IMOU0nT5L8wJz6HlJKoqzEtTTeWm1Ssw10TXB5M6BEUrcM5uoWy01HyZLm5XOntb45UhatLc98pm/sHidhmtMPM/zp77PlmnR8m5WWe+B3aOoHG9qSvJgJ4WwHCXM1mzgr2BqltDwTx9RZ8B2Qkt1gzNXdCYMwZbXtkRWSum2QZE+ubHGcIP7rU6nV/xn4FlAA/+hBT5qOiv34XZv/xiGP+1ngZ49xHBUVFZ+AQZhRlhClJWGa3yNQ8WmTF5Lt6RjUThCz2j64comzgnFcMI5yDCHwLB0hJEGaY6c6WVFyZTu4b3267VkzW9JSllzeGmMbOifa7mzF9NHGmN4kxdY1bEMjiAuu7AS4puouXmq6nJ6/0wz2LJYmHsRuoCxb+5OM1daL50h2GNd3Q/JCTh3cXDzLmE1m3O93qAlBP0zZGSdEWU7dNHhvLZjOf2dc6Pq8sewTpDnrw5iihBNtj9W2NzU5UWUYgK1xTBDnLDScx1Yjf+CrSCn/++mX/2Ray3allL3HsveKioqnRsszGcdKpOS49eOnSdMzWW07FCV0/XtNS9TF0GKSKMEax9RZbrl89kSbum3Qm2Q4pnHf+rRaNdnc7IV888aQhmvgmgbtmrIeHYQZmiZYH0a0XAuhwU6QIqVkkhRcXLJZbh1tqPK80KlbbI0T2jXrpQjgAIYmyAuJZxsPlX0wp30aEhXQ10aRqpULiaVrylUvLzjR9uhNUsKkZLFhM4qymZa6Y6qbzM2hukndGEb39Ck88vs66gfT1PdRP0NK+X8/liOoeG4589f+xezra//Tv/HIj6l4OviOyRsrz9bqez+mrvH2iRZJXtJwDOKs4GZP2TfumaCc7/osN1yu7Sqjk4ZjcrbjUXcMikKSFvJQEY49+pOUP749YBRm2KZOmOY0XBNnmkrt1C3SvOTVRR/L0BnHGY6l4ZQ6F5d9LizUn3sFM1B1/4XG838z8jCc7dQIkkfrX1htudweRDimw3zdoixhEuf81keb/OG1Hq6p8QMXOvi2CtpzrslvfbRDf5IRZyXLTRdDE9imRpKVuI/xJvp+r/Qz9/mZBKogXlFR8VjZL726O0mJsxKyknGczYwnJmlBUcIH62M+3g5oeiY/9eYSiw3ngfXpUZzRdEzW+qrVZ6lR40KnjjENzC3PouVZSOkzinKubAcYmkNeSl5b8l+aVeuLiKFrs3PoYek2HH7ijSWitMCfrsq3RjEfbo9oRAX9MEPXBK8u+cRZwe98tM0f3xwQJBmn5muc6XicaHtcmCokPs4SzP0MUP79x7aXioqKiofEdwz6kxRdOzg+5jsG22PB5kipY13eDoizgv/gS2ceuMLp+jZpXrLScomyghu9kFPzHq27GtyEEDQ9k7OdGr0wZc57edLOFYez34MA1NjZ2fk6V7YDznS82Tk6SXI+3gnYCmKipGC+bvPVK7v8+BtqNM3RHm8PxQPzQkKI/0II0Zh+/Q+FEH8ohPixx3oUFRUVFXfRcExeX27w2pJ/4OLpmDqvL/v86GtddE1gGxqmprE5FbO5H56lZudfX26QFyWmLhjHR9s1tGsW57v1Z3YGvOLTwzI0fvS1Bf7jHzzLD7/SnZ2jpq6hC6hbBktNC9vQ6NRtRlH+RI7jOMWdL0spR0KIn0SZmPxF1Fx3RUVFxRNF18ShK2AhBGe7Pv/m55Y511XjckJKBmF6rNdVncGCMC2Jsqdvw1rxYiCEwNC1OxrsUUaQ5BhCQ9c0Vtoef+rtZVbaLvP1J3MjeJzq+p5K2r8O/JKU8htCiOe/s6OiouK5JS9KdE3gGAZfOtdhcxRxeTug6VpcXPLvGZ+Ls2LmVa5NbwxOzXlEWUEQF8RZ8VyOilU8O0zinG/d7BPFSg3u4pKPJmCp4T4W3/AoyNEDAAAgAElEQVSjOE4Qf1cI8f+gdM//OyFEnTuBveIlZH/HeUXFk2B7nJDkBYsNZ9YNvjWKCZIcAQRJgWupcbEtEtKipDfJudWLmK/bsxncnSAlK0p2gwQQBEnOyTkP19I5Mefx7VsDLEPj2u6E15Yan94brnjueX9jyL/6YHsqCGPQcCwWGg63+iFvuMrbXkrJTqCyRZ364+mzOE4Q/4+A7wEuSylDIUQH+E8+8Z4rKioqDiGIM755oz8b9Xp1ySfJCzanQjBb45gF3yFKCzzb4BXP4vYgZK0fE2UFoyhjd5KiC8HGMCYt9uQwLcqpbvqeu5WmCXRNoFVNaxWPyDDKuLYz4dJmQJTmRElOaAhcq6Q3Sfnu+phTU2/73UnKxjAGVKlo7jH0WhxH7KUQQpwDfgL4m4DL8WrpFRUVFQ/NzV7Epa0A3zGYpKoZyNRUZ3CalzN1tb3u9SDJabkWpzseozijlJIsL9mJUq7tTHBMnZW2w844RddUAN8JUgZhRs0yqNvGA+VaKyqOYnscMwgTvnWjT1aWzPsWiw2HMCkIywJDKJlbq+2h77tZ1B/TjeNxXMz+PmCiXMz+JjAB/iHwxcdyBBUVFS8tZSkZJxmuaZDkBZaukeQlyw2HvCw5O/W61jTBhYU62b4Z20mS853bQ9YGMZYuWGo6s07yjWHMle2AzWHMUtPBEGrVkxWS766PSIoSpOp0X266L4SAS8WjE0+bG+/uiyhKiZRypiOw//GllHiWQcM1+f0r0axBslszqTsmuYRz8x6plDPjnYtL/rQng3ssdB+V46TTf0BK+QUhxDcBpJQ9IUQ1b1Hx0FTqbRX7yYqSr1/tsTlKMHRYbXnYpobvGlxYqDNXtw6Ic+iaQN83Y2vqGkmuLpxhlhNlJY5V4lk6UkKWS4RQUpntmkUvTElySVGCreu4psbJeW+mn13xcjKMMm7shgihVN32FN3irODKdoCUcHremzVLBknO1e0JoJz1FnyHz59s8e6NPpO0IC1Lpcuua7Q9m4ZnIBDkpTJBedzucccJ4tm0G10CCCHmgRfbSb7ioakCdMXDEmcFYaqC8CjOWShLzFJjteVi6RraA1zWLEPjC6fmuNGbsBOk1G0DKcHSNU7Ne2gaRKmH7xh06jYLDWdmkpIXkm7DqQJ4Bcl0BS0lJHlJbWqxHqUF07hLkNwxDMryO+EvnX791mqTn/7cKjtBQjo1Wen4Hm+uNHFNnUGUPjHr1/tppxtSyhz4X1H+4V0hxN8A/hyHuJFVVFRUHJcoLdgaxdQdHdvQWGo2cEwd19IfatSr7hi8sdIkyQt6k5SabWDoGk1Xo+k2Z6Noe13Apq5xcdFHSh54k1Dx4rA+jIjSguWmi3uXtv583SYtSoRQ9qR7NFwTP8oopDzQgNbyTOK8oJTquaDmxb//QoedIMGzDGrTfeyl4V3ryXiJw/1X4n8IfEFK+Y+EEN9A2YoK4GeklN95YkdUUVHxwrM5ignTkpplcuFE/Z4L68NiG6q2fTd31zJBXXCrZvSXhygt2Bmrsa7NUcyZTu3Az3VNHOpqpmvinseCOn8OO9dMXTt0+5PmfkF8dppLKd8D3nvyh1NRUfEiIqUkm6YZ46xgnGREaYnvGph6FVErnhymLjD0PRvSOzeLQZwxjDKanvXYvL0/De535F0hxH951A+llH/7CRxPRUXFC8gHGyOSXNKpW0ySAqTANASvLNQPXS0fh7KUVUq84oEYusari/5ssiHJC8Zxzh9+3CMvS07Ne7y92nqkc+lZOAfvF8R1oM6+FXlFxXGoFN0q9rM9jvlgPUDTUJ7KuoZE4pj6gQAepcpVzNAFZ+Zr6Pe5ON7qh/QnGS3PrGa8K+6LlBJNqPGx7XHCxjBmJ0iQqEmFvFBTDGGac7MXYeqC0w84/wAGYcqtfoRlaJyf6vd/GtwviK9LKf+HR31hIcQK8GvAG0BdSpkLIf4O8A7wR1LKvzx93D3bKioqni/KUhJlBa6p0wtT0rxkwbcxdI0oLdE1NddtaBBmBXFecL5bP/AaW+OYjWGMY2p0ajZN7+hu3mGUzf4/+UTfWcXzgpSSMC2wDY0wK5gkOUiVBao7Bm+ttAin4kGGLnBNndWWxWvLyid+N1DnbZqrbvQHdZMPo0x1tGfKROfTSskfqyb+iPSAHwP+KYAQ4gtATUr5w0KIfyCE+CJQ3L1NSvn1T7jfiheAamTt+eLjnQlRWiCEREp16ZCgxsUMgaXr1BoGaSHRhMAzDfphypXtMZe3AlZbLp6ltum64DPG/S8/Xd+mN1E+3xUVALcHEf1JhhBQSolA8OHmiFJKbvcjVpoeiw2HNA8Jhzl5LtmVCZPE42YvUuqAEtx93eX3Y75uE2cljqkd6/FPivsF8U/kGS6ljIF4n8D7l4CvTL/+CvD9qHnzu7dVQfwlYC9IVwH6xWBP8SorJKYukBLMaXrRsw1W26prd75mMYwzDE2tfL7y3U2CuGBtEPOFUy3qjkHbs7CmaXY51Tq/2yhiwXdY8J2n9fYqngPiTM1s56VEIBFCMFez+Xh7DAj6YcJKy+Fct87Xr+5ydXfCgu/gWAYNx0QXGotNi4XG8TrM67bBxSX/Cb6j43FkEJdS9h7zvlrAlenXQ+BN1Er87m0VFRXPGSfbHv0wZa6uAnBalDNZyYZjcqbjUUqVpswLiWUo45G6YzBJCjQNhpOUSVaiodzHTF2wMYrRhOBct1YJs1Tcl5WWw/Y4oW4b1GyDKC14bcmnZukUpeTqboiuaSw1HNJCMoxyalZO2zWRQjnnxVnO9jjllUUfy3g+pHifZhJ/AOx5/TWm3xeHbDuAEOLLwJcBTp069eSPsqKi4pEopaQoJI5zr2DLntrV7X4EQJiUnO/WmKtZBHHKrUHMe2tDorRkfRhj6BpCQMu1KJEEcY5dr4J4xUGSvGB9EGMaGitNh9Pzd+a6987Bt0+0+O76iCXfJi8k/TBB1wV1S5V3BnHGF0+3QaqU/K1+jBCC16Y65886T/NW4w+4k6L/ceCrR2w7gJTyF6WU70gp3+l2u0/lQCsqKo6mLCVbo3jq0a24PYiYJAUfbqoa99Y4PvS5iw0by9BYbNh4tsFSwyEv4VYvQhcalq6x3HQoyhLH0NAEuJZG4wlJVlY8m4zijI1hTFbcX+F7a5QwjnMub41599Zw1vC4n0JKJMrH2zQES02Xc50aXd9mwVduYzuTlG7DBiRtz6SUUumMPwc8sZW4EMIEfh34LPAbwH+LqpH/LvCulPIPp4+7Z1vFs0HVXFZxGNtBwtbU21tJnJp4ls44zgninJqlUpmmpjGKM9o1izQvibOCBd+ZSVUCpEWpdMx9m7pjcKFbp1UziZKCSVogAcfQudkLWWw4M3OKiheXNC+5sRsipeq1OEw1bQ/P0rneC/lgfcxC3SbNS7737NyBxwRxjqXrnGh7dOs2nmXwPafnWG66XN+dMI7Vav7CYp0/8eoCl7cCilIySfPH5jT2JHlifxFSygy1ut7P1w55XDVW9hxQzX5X7KHt90SephtPz3vEWUmrZjKYZLiWzu1BhJTQm6QYmkr69YIU01Ar69WWi2PqzPs2jqWz2LBpuqrb/GYvJC0kSV5we5DjWQbrw5gLC/V7D6jihWJ/BvtBs9fzdRvPDDE0jbVhjO+ZhEnO5jiZec+3ayZBkqOJOw5ijqlzrlvHdww2huqGNMlK6pYy0dGEYH0Q01h6iYN4RUXFi0nXt6cuY8xmY4UQuJbOSctjwVe+4Fe21diZa+rkpURKGCcZPiYfbwUYAhabLqute7uBFxuO6nDXLUZxTpqX1OyqJv4yYOgaFxbqhGlxwJDkKHzH4HTHI0pzlpsOSV4QxDmjKCNKc94+0Try5m++ZpMWyjN8rmahaQLXUtoG3qc4NvYwVEG8oqLiobmfEMteF/m5To0wK/BMnawsidOCzZHGrX5EWpRsjVNMQz/gELWHZSg7UYDFUpJOJTMrXg4c8/hudue6dZaaDkUp8SwDTUBWhNweRLQ8k81xfKQxiaaJe24iz3Xqz9X59nz00D8kZ/7av6jSvxUVnyI7QcJ2kOCZOpomsA2dYZST5CW2KVhqqBnv4zT/app4bi6oFU+H3iRlYxhTlBJdE/iOScuzsAwNQ9c4261hGoJJUrA5OrzJ8iiet/OtWolXfKpUzXMvHsMoY31w58K5OA3YxVS4pelaLDUcTF2774q+ouIwgiSfjSqWUrJySDnGs5Q1bVHKY6Xkn2eqIF5RUfHQ5EXJ7kQJsvTDjCgtODnn0XRNjH3L6/1NcKstl94kxbP156Lrt+LTpSwlO0GiNANQY4w122DRvzPdYByRyrENndeXG0RpwXz9xZbmrYJ4xTNPtVp/9lgfxgymwVvT1EVzEKY0XZOabXCuWyMv5QETCcvQWGpWUqkVx2NrnLA9Vp3jEqWFHsSqee38Qo0sl/fN5DRd84EmJi8CVRCvqKh4aPZGfxxLw9QFpYTWPjOSap674pOi7evY6tQtepOMmm1gG5rS0n+xF9jHpvpLq6ioeGiWmw6uqWObGp5VXUYqHj8LvoOlq0a1um2w0vq0j+jZpPrrq6ioeGiEELQPGQ2rqHictCqr2QfyQo6YVbwcVKOEFRUVLzvVSrzimaEKyM8ngzAlzkrmPJONUUJelqy23co6tOKxcG03YH2QcL5bY6FRNUbeTRXEKyoqHpk4K7jZUzO7u5OEcmo6tRukh87vVlQ8DHFW8P7tMUleMopSfuKNpefCHvRpUgXxigNUq+GKh0EI9U9KJbARpgVSVt3pFY8HS9ewTY0kL6tz6giqT6WiouKRsQ2dc90aSVbS8kxKqVS0TL1qt6n45Gia4IcvdOiFGe2aWa3CD6EK4hXPFVWm4NnDsww8S6U+R1GG75g8R9LTFc84hVQa+1PV3oq7qG6XKyoqHgvXd0M2RwlXdyaf9qFUvEB8vBOwOUq40Qs/7UN5JqmCeEVFxSMjpSTNVTfbXqZTVBnPisdIPvX7rjLph1Ol0ysqKo5NEOf0o5Rl30HXBVe2A6K0xLU0LEMjLUrqtj6ziKyoOIo0L9kaxQRpzlLDoeVZ9CYpeVHSqdtommBjGJMVJaWUXFzyP+1DfiapgnhFRcWxSPOS3/5wi6yQLDcdvnC6zSDM0IXg0mbIfM1mO4g5NVdD1+JqxKzivtzoTfjWjT5rg4TVtsP/z96bxEiWZel5333ze/Zs9tnDY46cq7IqK7NKNTSbPaBIgC1QBLQQBBLQQmhoR0CAQG1FbURtKEILAb2RhAa4kKAmJEgUpG6R7K7q7squyhqzcorRPSJ8tNnsze/eq8Xz8IzIiMiMrIqMyKh83ybdzM08b5g9s3PPuef8/zfO9RjHJQCaysJ2kRUnegOiLvE8kCcaxIUQZ4E3gXeBXGv9XSHEfwH8fWAb+E+01sWTXFNNTc2jUSrFYJGSFgrbEIzjnEVakklJv+EgxIfGKHUWXvNxDBcZP7g25PLBnKZrIxWkx8cy8KGF7UrL43CWEro2jlWf/j6Ip5GJ/6nW+h8CCCGWgd/RWn9HCPFPgP8A+F+fwpq+MNzp7q4tPWs+yjjKmaUFS6GLb5vszxLmiWSt49L2HfanKVJVX7ArLY84l/TDytv5TD+oSp6iiVSazsdYRNZ8cZgmBZM4p9twaHk2WmsmccGb14akhWSrG9D2LULPJMkly00PzzZONNNbnl17z38CTyOI/44Q4nvAnwAfAP/u+P4/A/5j6iD+qai9tmseB0ku+eXulMCxyMpq5vvKQcQwyjmKXL602SbKJJvdgFIq1jseS6HLPimBY9L6Avg21zw687SglJrbkxitBVEmeWnD5miecW0QcTjPyAvNSsvlmxd6jKLy5Lm16cmn40kH8T3gOSAD/negBRwc/24KdD/6BCHEHwJ/CHD69Okns8qami8QWSn5yytH3Bwl9EOHr2x1cUwDdTyYaxkCIWC56eJYgk7gsHqsYX1uqfE0l17zOWORlVw/WnA4z1hpesSFJLAtXLsqhStdXU+dwOHSqsOl1Sa9wCErY5SGbqPeDH5anmgQ11pnVAEcIcT/CcyAzeNft4DJA57zR8AfAbz++uv1uP+vwCcJpNQCKl9srhwseHdvxjwrsUzBetvFtky+dqbLOC4IPeukrLnWrg0oah7O4Szl1ijhRzsj1ts+v/vCclUiP25OW2m6GAZsdn2ank14LKV6fjl8mst+pnnSjW1NrfX8+Oa3gf+eqoT+3wK/D/zgSa7ni0wduL84FFKRF4r3D2Z4jslL6+2T32mtmaYF0yRnGBWsNV1+eGPE82st+qFLsy6T13wKQs9ikZeYhmB/EvP+3pwkVygNGx2PUmkO5xkNx6Rbl80fC0+6nP5bQoj/miob/77W+k0hxF8IIb4P7AD/3RNezzPJwwJwfT5ec4dSKt7bn/Pe3oxJnHG0yFgKXZZCn4ZtkkmNVJqz/QbdwOZcv4lvp8yykr1phmkscG3zJFOqqbnD4TzlpzsTXMvg6+f6mIZgmhSErklWSHqBBUoziAre2hmzPUo41fPRWqO05sYwxrdNNHChzsB/bZ50Of1fA//6I/f9M+CfPcl1fB55lABcZ881j8oiKzmYpRzOUn54Y4TUGt+O+VuXLA5nKYMoR2rNIi34yqkOrm1yOEsZLXIKqXEsA6seE6t5ADdHMVEmiTLJ0Twll4okVxRScThPiTKJQtMNbAqpiPOConQplSLOSwaLlNWmh1lfXo+FeptdU/M55uYoZpGVdBs228MYoTVfPdNDAOO4oOGaBE71Mc5LdTJL23AtuoFDXEgmScHhPCHJJLvTGEsIRnFJx7PY6AU8txLyH71xmq+f7ZNLxSIraTgWXu1iUnMXhVT8/NaUG4OINJekpWJvmuA7FkqDoJr//ssrAy4fzJFKIhWErkW74fD1sz22hxGuZZIUim7DISs1qy2XTuCgtWaRlfi2iVW74D0ydRD/DKnL288ueVlJPT7NQJaXiv1pws4wYmeUcGscEeWKf3+e8vJmlytHC9K8ZLPrk+SK0LVQWjOOcm5NEs70PDbaLg3XYH6QU0jYGSSAxrIMJlFOefz4JJd895V1Xlxr0bBNQNfSqZ8Bn4fr6s46JnGOaQi6gXNi8VlK9dAAOokLdoYxSS7566tHXB/G/Nk7Nt+5uMRKy8M2DA5nCduDiHFcoJRGKokAJqnkcLZHKTVnlxogBFprXj7uz+gEDr+8PePWJGap4fLlU21KrXEtEwG1BenH8BsdxJ9GEK1L3s8+28MFP785I/RMvrLVpe3bSKU4mGeYhmCt5d0jAVlIxc1jh6WWb2MKQbdxb9NOXipMQzCOMj44mLESeqx1A2xDcPlwjlSanVFEYFu8utUlykveujHkj39wg1ujFLSi1NBwbWZxzt/7UsFfXR8xnKec6gXMkoK0VKSFJCsVUipc2+RUxyPPNYFrEeca2xbYhkVeSPoNG6k0Uil2Jwl/8uNbdH2Lt3fn9AOL33tpnd96bom9aco4zllteZztN2r5y18BKRXvH8y5MYxZCh0uLIf0Gs7HvpZ3NlHztGAcFXQa9wufFFJxe5ywyEp6DYf1tkdaSFzLwDCqYHxrFPPu3pS0lOxNEhq2ye4s5dpRhCEEf/uFFb600eIXu3MarsnFlRDLEPxyd8ZK0+PcUoOjRcK/eus2b14bkkvF7UlKmisMA/ZnKS+utVBo9qYpWSkxhCD0TVzLoZSaWVoSZyW+YxLlJUUpOZymxLnkhfUWpVT89NaEUimmScE0LXh3bwZUnesXlhuYhkE3sE8EhmoqfqOD+OedOuA/Hh7XZk0pzd4s4c1rI25NYqK05P39KVkBcVGw0Q14abWFZ5k4lsHOKMY2BZ5tcH0YkWSSOJfM0pzQtXAtk9W2x3rbY56UJIXk//jpbS4fLmj6Nv/gK5tsDyMuH8x4Z2+GITRNz+Hr53osUsXbt8e8vzcnl9V8rSkgl5XZyP/2k5uMohKpNZO0BC2IsgLHMsgKiRACt9Q4Vo4Sms1Og15oc6rXYKPlczRPMA0TjcZ3TPYmKY4peG9/wcE8Jcos3t2bs8gKrhxG+I7FyxstuoFTi3F8SrJC8vPbEy7vR+zPYhqOxTwtCEyTqCx542yPdnBvYLp6tGB7GCGVZhTlnO4GHMwFRam5ejin4VpcWgt5++aEH25PsEz43edX+fG25kc3RjQ9m2+c6/HTWxN+fnMCaHZGKS3PIs4lvmtxexQTejbz7DZvXhsxTQpcy+DCSkhelvzi1hzbEnzz/BI/uD7kyuGcKCuRUhHnCgVYmqr6E6dkJURpiWkYnFt2+UdfP83WcsitQcQfv7nDNC0x0fytiyvszRKWmi6rLZ+Wb3Ewz2i5NjeGEdJVXD2M2J0kFEoiBMySnHPLIUkuP3Hz80XjCxnEn6Uydx3onwxZIfnzDw752c0pnmXws50J+9OUXErank0uNa5l8M5qk5c2Wwgh6DdcOoHNj66PuDWNGMxypnHOJCkQCDY7PmeXQtY7Hi3fwTLg2lHENMnIpeLawYxro5h39uaMopxCKg5mBTdHMYFrE6UFCig1mIBjgikEaIM4U9imQCho2Aa51DQ9G98xWQptDAyavkXgmEySAt+xONfz+caFZXzHpOPbDOYZ/dDBMg2uHC5I8pLvXR5QKE1gC55bDciOm9zivMS2jKdeBn7WOJgl/PXVIduDiJujmL1JjGVb/OjGgKtHle/6V7Y6vHamR6fh8sbZLlppfnhtRKkkP781o+Ea3J5EGNrg3d0JN0YxnmWQl5ppVlKUioZnsj+pMlvPsbAMg91JwvYoZm+a0PJs4ryssnsBgWMQuiaWAWhBVsoTtzDLNLg1SlEakkwyiTM808AxTFIkvmdTyoysgLZvcWkl5MX1FteOIspSEpUKzzJRQvDqqS6bbR+tYX+WcXo5IM4Ua22Xhmuz2fUIXYu0UJxdCnBtg05gkRVj0sJGaZOW59BruJhCELhmHcA/whcyiD9uHnegrQP34+HTbNauHC74wdUqA+81bASVL3ZaaLI8QwGebfLO7pRpWhA6NrM0Z7TIGcU58zRHSk1cKDIJBjBJqiAcF5KlZolvGRhCE+eS5dDhcJ6ySEqkkjQciygvibKSSQJWVGCJKvsOLOj4No5t0g8dPNvCtQw2Oz6mITi71GA4z1luO7yy0eHLpzokhWSRljRck7dvT5kmBa+d6Z0orUFlLnGHOyXK33puhb1JQtO3aPsO7+/NWApd1toe55dC3DqIPzJH85R/+eYOi7Tkl7sTTGFwa5qwSAqSQpGXYJmQlmPmmWKzExClBf3Q4+pgztXDOb+4NaWQ1WiWawuiVJKU1fVlC3A8ExRYheBgltH0TKZxwatbLfaPy9W+beBZgnP9FrnSLIUOr211aQU2+7OErueyyEvitMCxTFY7Pqe7AX/67h6BbbHVa9APXV4/12Wl4XDlaMEPro3JipILa03+8e9d4pe35/QaDu3AZhIXlamJrsRflkKXP/jqqZPXJcklpiHuMTRZbrp4tsG55QbjqODvvuJWtrbHgjCuZVTVpdoE5T6+MEH8aQfG2njkyfCrvs+ha2KYGq01s6TgdD+ousKDyp2rVJq4kCyHLoFtMYpzoqxgexyTFAopNZZRteiaAmwLbMuk7duEns1622dnsMA0DEoFw0UBJJRK0wtdpAQvFcziEg2UCgwDHKv6Al5r+5zpN8ikIvRMfu+FVVzb5EubHQ7nGVkh6TQctroBpiFomgbN4/PTb11cfuTXwTQEp3rBye3n11s8v976lV7TLzrv7s24MYjYn6XEmaLpG2gt0IYBJlhU10zbs9Dok7NkqaqGrsNpQpRL0qISqoyyyqJTAMIA2zLoeRZbPR/XsohySdt3+P2XVnlxo8mVg4j3D2ZcP4rY6gbMsxJDaPqhRy90+a3nlskLRXncj3H5IOJwkeJZgihTBLZFLjVH85SzSyGhZ/Pa6Q6rnQajRDKKMrq+w41BTJSXJLnmwnKTrm/TCR2ars3BLAMBK80PN4y+8+CN4J3rtVkbnnwqvjBB/IvG0960fN74pKz8dL/B77+wxtt7M6TUzLOCN84v0XYtkrLENgz6octKy8V3LPYnCf/32weshCXTtKDpWbR9C7QgL6us6aX1Fq+f7WNZJk3PYqXpcH0YEzo2Lc8i8CyWGg55qQgci2tHEVGhGc5THNvEMgRd38Z3Ld4416XlO7Q8h7W2x8XVJqstl8Cx6kafzymLVLLe9imk4tVTPkprzvYDLh/MiXNNP7Q53w/42tkupmngWhYvrjWRaCwT3r41YRiXSFVgG1Xgbjo2pQbXElxabfLbz63wd19Z5e3bMwql8G2L37pUbdp82+LMUkCcllw+jAjcqtktdCxO9xu4lnni1f3BwZxCSspSoxFEeYkpDAK76seQqjr7zkvFxZWQb13o8/atCZ5j8u7enDP9gAORcXElZLnpsdXzuTGomj3Nuvz9mVIH8V+ROkj+ZiGE4Bvn+yw1XYaLnHGc03AtVpouDddEa8FKyz350gN4davDzjjCFILQMVlt+7imhURXYzVJgSEqLXLPtiik4kwv4K+vDSg1vHG6CxiEvomUmu1BzCzN2Z8lpLkiLyWmadJ0LV4/12Ol7WEZH5bRaz7ffHmrTaEUr2y2aHkO/abN+aUmw3mCIQwsUxAcl4vvuH51AhshBFvdBustnx9tD/EsQVIoVlqVTWcpq6Od5abLc6vNKjB7DtOkuGdc7I4euVSaS2tNbNPANCpHsY8ajbyw3qSQknbgsNLyeGWzxWrTAwQXlgNmqcSxDALXInQtXjvdpZSaSVLQCWzW2j690KHtOay0XJqezbnlBlJp2rV072dKHcQfwoMytzpw/2YjhODiSpOLK9VtrfXHNtFcWGlyYaX50N/ffeYMYBomL212eGmz88DHv7jRppAKyxDkUmEiUIB9LJ9JvUIAACAASURBVG1VN/Q8W5zqBmx2/Pvet1P9+6VGH1RCfmmzzUub7fvufxAN16LxEIlc0xAs31XOftD/q+07fOfSyj33ffflSuvcNg1KqdCAfTxDvtLy+INXN8hKiX08yvbRWe5asvfJ8IV/lZ90p3q9EXh2eBpB886X5N0Zf82zy7O88RJCnGwgHyYAU1+nTx+h9bPj7rm0tKTPnj37tJdR8xvEjRs3qK+pmsdJfU3VPG7eeustrbV+4E7qmcrEz549y49+9KOnvYya3yBef/31+pqqeazU11TN40YI8eOH/e6ZCuI19zKNC/ZmCaFrcaobfPITampqamoeO1prdkYxaaHY6HhPdEyunpx/hjlapBSlZhwV5KV62supqamp+UIS55JZUpKXiuEif6L/7zoTf4Zp+TZJnqG0JilKNJUGtm0ZbLS9Z7qppqampuZxEGUlhVRorRnH1RjeRw2Kfl0828SzDdJCPfGRujqIP+OUSlGUir++OkJrfawQZtH0rPscj2pqamq+SCS5rDTdpWKeFXQDl1vjKad7AWtt74FeAINFxtE8oxNUSouPgmlU4jtK6Sdum1oH8WeUWVKwPYhJC8l7+7PKFcm2sI41tS+t3D+LWlNTU/NFQmrNYJExiQuivORonpEVGjSMo4yvnO6eVCylqmSXj+YZpdQM5jmrTe9TBeWn4XteB/FnjEJWZy63JpU7kQEkecHRPEfrjG9c6LPevl9goqbms+ZZcges+WIQHivMCQFCaJabLu/cnvHWdmWFutz0ONULiLOSa4PKVa5SxdO0fOuhQTnOS7JCnSjsPU3qIP6MceVwwTTJOZxltDyL9/ZmDBaVGcdGx8cQguWWW1tG1tTU1ADPrTV5Z3cKCPanGVCZsISuTSYVN0cx28OYTEpWwsoatRsY2A9xTEsLyZWDBVJrVguP5aaL1tzjyvYkqYP4M4JUmt1xws9uTiikYrXlERclB/OMcVzS9CwuLDe5uByy2Xm0c5yampqa33Tavk0ncBBC8M7ulAurIZOo4PxKg7P9Bu/uzQhdi2RRWfdKVdnIApxbbtwnH1uUiu1RRCmr7+XDWYplGpzpB0/Fge2pbB2EEP+5EOL7xz//cyHE94QQ/+JprOVZYJ4WvLs346c3J0ilkVKzHLpcWGpiCIFrCjY7Pi9uNDndr+fFa2pqau5muekyWGR0A4dZUvLamS6nOj7XBxGuZeDaBq9udTi/HGKZH5bHH6RoKgxBv+HSDWz2pwnXBzGH85Qkl0/yn3TCE8/EhRAu8Orxz68BDa31bwkh/gchxBta6x8+6TV93llkJVpD0zOZJjlnlgICxyIrSzzHpOM3+PalJV55iLFGTU1NzReZpdDlxfUWcSbx7Cprfvv2DADLFLy43jp57HLoIgTYhnFPZn00T9kexmityaWi13DwbJN5VgLQe8xja4/K0yin/6fA/wz8U+CbwJ8d3/9nwL8H1EH8I3QDh3laUCjY7PhIpclKySDKaTgWvcDGNGrdnpqampqHca7fICkkvm0ihCBwTeJMEtgmWSlPzFwMQ7DSvNeBUCnNm9dGTJKCOJN880KffuhgGoJJXLDSdLFMg/1pSl4q1treEzsjf6Lf/EIIG/htrfW/Ob6rA8yOf54C3Se5nmcFzza5sNxkqWGzO01ZZJIoLwldi+Wmg2UbSKmJ8/JpL7Wmpqbmc4lhCBruhx3n55caXFxukJaSD/YX7E/Thz63VPrYJhhc20CISmxrteXx/FqTbsNhkVUjbNOk4GD28L/1uHnSmfg/Av7lXbcnwJ06Ruv49j0IIf4Q+EOA06dPf9br+9xiGoLQs1C6aqxYbrqc6gZsdQMGxzJ/cS4JnAe/pVprhlGOAPqh+wRXXlNTU/P5QwiBYQrysjr3XmQPT4JujWP6DYfDRcrvv7BKv+neN1pmmwLDAKV4otNBTzqIPw98RQjxnwEvA0vAl4H/Bfh94H/66BO01n8E/BHA66+//uz4pn4G+I7Fl061yUvJWqtSG1pqumSlQoiq7P4wRlHO3qTaHRpCPHbZwZqamppnDdcyWWm5LLKS1Zb30MdJpZmlJZZhcjDPWHrAY13L5NJKE6k0vvMbGsS11v/kzs9CiO9rrf8rIcS/EEJ8D/iZ1vpvnuR6njXWWh6mIXAtk/C44cI2Dc4uNR74+FIqBosczzYw7to11jowNTU1NRWrLY/VT3jMVi/gcJ5hGuIeAZhpXBAXJUuhi20aT2VW/KnNiWutv3P833/8tNbweSQtJFJpGu79b41lGo+s5QuwN02ZxAUAl1ZDtno+SlFrqtfU1NR8Cjzb5I2zPWZpQdOrvpvTQrIziqufc8WZfnBPgC+kIi3ksWLcZ5c51WIvnyPSQnLlcIHWsN526Yf3nrukhWSwyGh69iM55dy5oISoSuiWaXBjHLE3S7iwHNaqbjU1NTWPiGMZLN3VT2QIwTjOiLMS2zKJi5LzSyG+YyKV5oP9OUpDt2FzqvvZ6XfUQfxzwv405XCWksvKF/zt3RmGgMAxsU2TU12fcZyT5IpJXBCutzA/QWx/o+3RcExcy8SxDEZRJdc6TQoEgpc2Wh/7/I9yNMsopGSl5WGZ9UhbTU3NF4dSKkqlSXJJqappoP1pxjwtONsPUKpqjstKyZ/8+BbXBxGvbXX58unPVr+jDuKfA6K0Gk24k3XblqBjOOyMYmZJQSGr0szhPMMQglNdj0cpzggh6NzV7NZt2GRS4jsmpVKfao23xjE/vD7GNODljRYXVpqf6vk1NTU1zyqFVFw+WDBPC9JS0gtcpkmObRq0fBvXNmm4Jp3A5uc3p1wbRAwXGW/tjPj2c0uf6drqIP6UuT6ImMYFUV7Q8hxO9wI6gcPOKGKt7ZGVkjiT3DiWB+yGHi3P5sYwwjIMTnX9R7a/cy2Tr251GUYZ/canGzNLcokQkJea64OIXCqeW/3kakBNTU3Ns04hFVJpSqkZxwWhazGKcmZJzgtrLd4418MwBEpporwgKxV5oekGNruT9D7xmMdJHcSfIoVULNIS0xD0Gi7nlhon59QX78p039mdsj8TzJISy6w8cqNMApKWb92TbX8Sa22PtXZ1QS3Sgh9tj7FNwVdPd09mzEupuDGMKKRmpenS9qsznUJqDucJw0XBPF0A98oV1tTU1PymoJTmxjAiLRT90KHlW3xwMOdonnLjaMFq06PlO3iueZJI5VLRDVz+wVc2eGtnzFrTZ5EWn+k66yD+FLFNg17osDuJMaVBdJfYwN1NZ8tND6lgKdRcWgnJpSbKYoTg15pHvHoUMY6qC+xwlnF2qbocFllJkivGUc7uNMG3TFzb4NxSg37D4a+uDgH4pCQ8P55ft+vz85qammeMtJREmWQS51w9XODYgmGUMktLTAOmaUHgWvTuSqKkUoSeiW25vLTWIi4k7eDeJmStNVmpcC3jsXSt10H8KbPZ8ZnGBVJpLh8uCI51fe+2wFtuujRc82RG3AeCtcrB7NcpZ4eeyTBKkQp858NA23AtXNsgl9V4xM9vzWgFJoezjO++vMY3zvdYZAVneg+eT4fKeW17WI1fnF9unGT5WmvSQlEq9ci2fWkhMQ1RbwZq7uHsf/l/nfx847/5e09xJTXPMlJp8lLdlxB5llmdhR/OiQuJZxqkmUYpzaWVJi+stTjdD07GgfemCYN5jmUKzvQD0kIRlhIlNYusPPk+vzaIiDNJ27cfi+tkHcQ/B4SuxTQpuMsB72S+8A4flVP9VQPaOMpJCslS6NILXF7Z7GCbAnWXFp5tGjy32uR0L+DdvdlxoLeREq4cLvBsg2lc8uZ0yNdOd2k8IBgnuay6OKVilhSYhuDaUUSclyeyhBsd7xMlYEdRzrt7M2ZpwWtbXVbbn93ZUk1NzRcLpTQ/uDZklhac6Qc0HAvHMlhreRiGoBPYfGWry1s3RuyMYpTWfOfCEr2mi23em1jcsSItpQYNvm2wPVgwjgrGccGrWx06gX3yuCivOtlnSUlaSBquSdt3PnViVgfxp8zRPONokVJKBQgGUcZmx7+nRPO4SAvJrXECVOfxGx2frm8zTQo86/6yvGMabA8jlIbdScKL6y3GcdXMce2o2k1O45y/9dzqSclIa02cS0Dzs1tjbgwivnVhiS+d6rBIS/JSUUiFZ5sU8pNVdJNCcjTP0BquD6M6iP+Gc3d2fTd1pl3zWRDlJYezDKU0P7s54ZWNahys4VrcHEb84vaU1ZbPWtvj+nDBNC64erSgGTgkhWIc5/fItY7jjLP9kMN5xtXDBdujiNC12R7GuLbBy5ttNjo+R/MUoQU/3Zlw9TgxavkO55YbXFgOP9W/oQ7iT5FCKm6PE97fn6M1tH2bM/0GoWc/csf5ozCOcgqlaHs2QoDWlfqbbRp4jkkuNbvThDiX3BzF2FZlxRdlJW9eH3F7FNNu2IyinGyaUqrKTEUqzd4s4/39Od3QRkpNqRRZqdifpQwWGdOk5C+vDmn51rH2sMELayGWabLc/DALn8Q51wcRjmWw1QtOVOWWQ5flpssiLSnKan2bnUfvyK+pqXk6SKU5nKfY5r0iKU+LUipuTxKyQiG1xrUMtroBS02H9/fmtAOLRVaSFiXDRcIf/2AbqeC51SZ/5+U1RlHBNCnIpERQiWjdKaXHeUmUSTqBw81xxDjKGUUFi6RkZxDRabhcXG1wNM/YaPsUUrM3TRhFGTfHMdOk4GtnumTFoyty3qEO4k8RU4iTcoplCDY6Hq5tPNYsfJYWJ9m31nBxJSQrFC2/euul0kilmSYFaSHZm6YYBvzi1pRCKnzLwLFNmq7F4Tyl4drEheSV9RY3RxGlVOyMIq4PFI5lkReSnXHMwTQmKxWWabAU2mSlYqtbnaFvdIJ7xGLivOTK4YKbo4SWb+HZ5kkQdyyDb13osz2KmMUlk7iSPfw0Hfk1NTVPnoNZyvDYYdG1jEfugfmsGMU5s6Q82Vh0A4c4l7y83sK3K1GseZZz9TDig8MZlw8W+I7JWsul17BZa7kUUqIRvLLRouHZJ6VvxzSwLcHtSQoKslJTSMkkLtibZRzOC5ZCl+dWW6SFRGtwTcHuOEZrWGl6KKXZ6tVB/JnCMASnugGCKjM+u9Sg6Vm/8nn34Szlg4MFLc/ilc02hiEYzFMuH8xpBzarLRfLECyUIi2qRo7l0OHdvRmOZaAUCDTXjiJGUY5jGjQ86/git+g1HNJS0vYsJknOzjgmsG1KqTi91CDNJZMk4+3bE6JccX4p4Otne5xdDllve2Rl1cz2UbU3Q1RnS64tMIS4T1JWCEHXd5kn1ax6LRdbU/P5ZJGVSKlpBzbWXdUyy3j6TamBYyFERtOzEAhsSxC4JqawWGlKorxkMM9ZZAUf7M9xLYhSCQguHy1ouDZLoUfLtSmVvufs2jIN2r7N/jRlnpec7TdYOtNhf5ry/uGcspQUZclS6FCUiqZn8uOdBbZlsshz1nyXTuCSl59OhAvqIP7UWWt7GEaVEe9NE3YncKrr0/bt+8YPFlnJOMpp+Q/WTr8xiKoz9nnGStvFNgyuHVUZcVZIbFNwc5ywSEuEgBfXWxwucvJSk5cS0wPPMfFsEwG0PZuNbnUelBQl3cBFU5Wl3t+fMY4LDmVOw2vRCxxSq7oAT3V8DhY5Ky2P335hhX7DfWD5W2vNKMoxDcGFlZCtXkDbszAfsIlpBzbPO00MQS35WlPzOWSRlVw/igBYVx4rLQ/XNrFN8UStOR9G6Fo8t9pEac00Lghc8yRh6ocOs0HBLC0opKLp2viOSVEqXMvkl7dmXFwNWW17rLe9+yqBd77LOr6DbRps9X20rr5jf3BtiEKwM0r52a0xh7MqQbJMA6UkK6HHCxtNGs6nb2qDOog/VbKyajRzTANLwPYwYpLkvLc35dJqkwsrzXs61G+NY4qyKn23Nlr3Bfle6HB7klauOQiuHi3Yn1Ue4u3AwbMtdHxHeECzSAtGUUZeSgLHohe6LDLJStOjHzpsdX1828I0DFaaLmeWGriWSVpIfrk7RelKP9g2BQaw3vFZablstD0U8NJ6i+WPUSoaLHLevj0lKSRfPd35RIe2p2HzV1NT82jIuxpV1fG4y6MYNT1JlNa8tT2mKBVLTZfnVps4lkFWKqKsrHpvlOZrZ7oopYgKWZmYBA4vrjUJXIuN1v09ObfGCYezlDevj+gFNqe6Pt3AQWpNt2FTSlDHVc7dSQZoLiw3WA49zvQD1jv+SV/Up6UO4k+RwSInziSTssCxBHmpOJzmdBsO46hgGudYAtzj2XHHNBjMUyxTMFxkgKAfOifB/OJKk7W2j9IaAfi2xYWlEMuChmNx9WjBassldC3Gcc57+3P2ZymrbZfVls+F5ZDBojoTd0yDja5H07VZZCXdwME97mD3bJOVlsd6O6AoIw7mGb/cnXJhpcnFlSavbnVO1iSVZhzneLZJ6FokuWSRlfi2wQf7cy4fLOg2bG6Pk3uCuFSam6MYqTVb3aAO4DU1n3Pagc26qs52n0Qjm9b6E8VSSqm4NlgwiQqEAfO0JM4khdSE3ofhrxvYzJKCwTxjFGX4jsVrZzo8v9YiLRSWIbi40nxoFXAU5by3O2d3EmOIgLdvT7m0GrJIqqTIsw3O9sNK0Etrug2HSytNNrr+fePDUVYS55JucP/R44Oog/hTJHQs3pvPGCwyeoHDessHDYWsAt9Pd8bEhQQNv/viKr3A4dogYj7PeW9vRrfh8MbZHhudD4Pfncxda00nsJFK0fFtrh/LqHq2wcWVJtOkqEpJGjq+w0rTPbba845lVQt+ujPh/HLIxeXwnovpznjapdUGQmgOZynTpCDOq/vv/mDtThImcYEQsBTavLUzIckUaVmyGlYiNrfHMXEmsUzBV7a6AEyTgllSEGUSUwjOLjWQSnMwS5nGObZlstpyn3qzTE3NF5k4Lylk1ekdZSUd/9ECz6dBKn0ylnqHaVxwcxzjWAYXlsOHlqFvTxK+f3nA1cMI0Gx2fM70G6y0XC6shCfJgRCCU72AH90YcTDL6DdhHBdstD1sq2p6e9C/a5ZWDcEHk5i/uHrIwTRlPM851fX4t+9F/OzmlKKUpLbFIpSVBbSV0fYtug3nvgBeSMX1QYTW1Wt7pv9wQa071EH8KdIObHoNh0lcsMgkF1YavHKqzc4oppSVCMHBLOFwlhHlJd+5uMw8KdkZJUySnHlacmGpcU8Qv4MQ1TnUOM75m+tD4rxkkUpGUc5G22ez63M0z9g8Pn/3bBOtNY5VScEOFilZrrlysKAXOPRDl51hRFIooqzqeI8yBbqyRi2k5sXVNlJVH7CjRco0LhjFOaYQhJ7FX12d887ulINZSsu1mXQ8XtpoIXV1BrU/zZCbVcNIVkguH83RCgyj6h0YRTm7k4Sf35yy2nYoZZMX1usgXlPzNEhyydXDiMv7M26MIp5bbfLSRpvzyyGjKOdontHyrU88Jvs4KiXLOUWpWWm5rLY8tofRiQBUnJakecmXjzf/H8UyBIezlNuTiElcjYh1Q4e//fzyfSJVZ/sB3YbNStPFcyxWQpfAtR/aSDtPC7YHMaVS/Gx3yjwuMYWgBN66MQYN20cxniM403dY5AU/vTmh4VpcH8SM45K//9XNX7tRtw7iT4DDeco8LVlp3p85bnZ89qYpoWPhWCYN12Kl6bI7SXluLeT2OCJwTQaLnFyWrHc8LBOGc5uWb+M5BjdHMYFj3qd+No1zfn5rys4wJiskG93qw3S0yDjTb3CmbxFlZdVRmRT8uw8OURr+w9c3eWm9zd9cHx6LraRIrfn/3jskySXTOGOaSvJSkpVlNWoh4OvnOqx3PH5yc8ytUcx7+zNcy8C1LV491SLKSiZxye40weubx92iBi3PJilKOoHNlcMFK02Hw3lGy3UoVXVer7TGNg2mScE0yRlG1XHC+eWwLrXX1DwFkkLywxsDvndliFIaA4OtYynmw3lKkkv2JgmebdL9FUdCC6koyup8PcpKCqmYJWWV5FwdkheKUVzQD102u5WEaVrIasJmkTGJcyzTwD3OorUGpObKUcQL682TI8KyVPz5B0fMUkmn4SCAVuBgfEy5Pi0kHxzMGEQ5lhD0Q5dxlKO1YrAomCU5ri1YbvlkUhFnJVmmiPOS25OUeVaw2fX59sWlD22oj6eU4rx85FHjOoh/xhRScTDNANhX6X1BfKXl8e0LS2RlpQ/+zu6Mpmfx4noT02ix2fb5f985wLEFhYTTx5nzpZVqRK2QmiQvGEU5rmUQ3vX3+6FLy7NZbrqEXjV73fQqWcE4LzmYZRxMExquzfeuDrg9TjANg7+5NuIPXt2kFdjk86wq4WclaS6ZpwV5qdmfJlhmddEprWm6FlEu+cn2hOEiZX+aEueK4aJgsyuwRCX4sNS0ETToBDb9pkMnsFkKXUwTpKxMU64dRbx/MGeWFDRck81ugGMaBE2Ls/2ASZRxc5wQZZJxlNcqbjU1T4FSKUwMmq6JUtD0Tc4vV0G87dtsDyrvhNvj5ETO9NNS9d+4RFlZTfKISgr18oHCNo1KHVJzz2jWOMqJ85Kf3powiwsMU2BbJpYp2BlF/IXWHEU5pVR87WwPgGFc9Sc5pmCQlyyFHkfzjCgrcKwHn+8PFzm/3J0xjQtO932+c7HPYJHxi9tTQNMPXTqBzXLTY6vnM5gXIKDpGiSFwrdNlIasvPeoIHStexqaP4k6iH/GWIbAsw3SQhE85I2pJEttrhzOkUoziQtWWi6WMLi42iQ7lio1hME8K5nGBYYheONsl91pytE8Y3eSoDVsdL0T79pO4PDdl1fZGcVstj2EIRguCgbznOEiR2sYRQX70xTXMMiloufanFtqMFhkWMfz26UEtOB0L2C4yJimBQfzFAPoNWwGUYnS8LNbU9baHg3H4IX1Jt1GJfKiFLiOwVbTJclLdl0bdGXsIgS0fIvl0OXmOKGQCmEIGo7FIi1xLZNSakZxTuBYJIXCNkyano1tiUoGNq124r1GLQBTU/NZo5RmuMjJSslqx+U10eVUx+fbl5bxj89419s+aa5YHDszftrJKa01s7TEtQxWWx5aa97ZnTFPS86vNFhq2ryw1uRonvHNC31O9xtkpWQcFVw+nHPlYM71ozkag15gsdHxKmGtuGCelry3NyP0LL6y1WGWlgwXGUJU38XDKONwnnK652ObDy513+nPyQuF75p0fIfn10P+1Y93KcrKe/z8Ssi5fsj55QYXl0N+sTsldKqm4K1exP4sZbPj4f6alcQ6iH/GCCG4sBySf6Qx4yGPZn+acqrn49zVRHF+OWSwqEQKrh0t2JumCAPGUYPANoizEkOAaQgWackdK/LRsfRf07NZbvnM0gJDFMdzkjm3JkklzODbbPZ8XjvbZb3t4dsW/887+0il6DUcun6VKW90fc4th/xkZ8xGN6AsFU3PIi01SS6xDcHPb01wTYsX1kNeXG9xYxijtWYSFby3vwBgteWhtOZvro/o+g7PrzVZb/s8v9ZE62qEbhrnSO1gGQY7owjPErQCB63Bdgza2sa3LCZJQcOx2JsmdRCvqfmMibKSP/3lPsMop1Sar5/rcnG5ycXV5n2PPdMPmCQFvv3gprCPY3+WMpjnCAGXVkPGUc73rgzQWrMziml6Jqe6Ac+ttfjmxSWk0lw9jLgxXHB7nHJznOBaJrO0YLUd4h97NYydjEJpOr5LN3BYZJKf3Zpw5XCBbxu8sNpkHBUEhaTtOzTcB39n789S2r7NhdUGvm1ycaVJKSvJ6VKBZ1VV2GGU862LPdY6PqttDyEEUlaa673AwTIrO1KpNPO0wHfMkxL/o1IH8SeAYQg84+PfmEIqklyy2nKxzXt9Zn3HZKtXnfesd3xmaWVrp4BJlNP0bJJCcjBLaPsObT+jH7pkZeWWk5WSSZLT9R2uHi7ICslRlIESSKVYb1cBfqXpstb2+eBgxnCeU0jFVjfgxY0mUVayN61mzk/3fZbCSn51FpdsdQPeP5hjmYJRlNNwVNV4kpRMkirrd2yDhmPR9i1mmWIWlaSlAp1zfRiz0vI4vxyiNdwcxxRS0284RJlknpXcGCZ8yXfwHYOub7Pe9rEMgWMJskKfyLTW1NR8duzPUoZxzjwrQVdHYA8L0IYhfuWNdVV9yxjHBYFjEuXVaNb2MKLjW3SCgLZvsdbymKfVaNjeLMYUAtMAKRWztCDKq/Pxc8sBr53pstR0kaXk8mFMqapG3mtHC7YHEaVWzJOC0DXpNRy+tHm/FkdaSG4MIm5PYpSGr2518WyDQsIsKY6/s0o8CwLbwrUEx6ZlJ38rk4rdSYbSGsM0ONOHm6OYeVpWwlfLDQqlaTjmI/mN10H8MVBIxd4kxTQFG8e7rU+LKQSWKSglH1teWWt5JxKG/UaVmSZ5ymbXJy8UQlQl5n7oshy6RJlkOM44mmVsH0VcPljgWgIhBIus+oCkhaTl2exOEvoNh47vsNZ2URpOH/viHs1zJnHBatvl62d6/OW1IbNZhmVW6z671GC4yJinBeOo4GtbbRzLIC8UnmXiWyZCw/ZgQcOxaQcOy02bvUlCO7CZp5UIzeXDOX99ZcjPb05wbSiU4HSvwVZPHCvVBVxYDpklJa5t4Nkmeanq5raams8YpTSlVJzpBQyjnFc2Wmx2g8e+gS6lYqXpcn0QsdSomsUWWUFWSs72Alzbou1ZpKVkexizyEqmaUFRaNqBxRtnu1w5nLM7SQlcg6NFBkKwSBVnl0JSBM1jM6jDWYJrGuzPMuI8x7eqcvdmx6f1EeGVtJD84uaEv7w6YBQV9BoWf+eVdXoNl4NZRjuw6TccSqkRAjY6Ht2Gy2rT/cjfUSyFDofzlPf2p5RSnfRKFVLxwUFVseyFDpsPmDz6KE80iAshXgH+CJDAFeCfAj8A3gVyrfV3n+R6HheVW1cVhMLjBo6slA+UTn0YhiEqc5JS0fiIRKFShjNUOQAAIABJREFUmnlWEjiVTODd7l/LTZelY8GXnWHMPCtoeTZKaSzTYDl0SXJJVkp2JglpKQGDL5/qVNl54DKMM4aTjOuDiH/7/gEvb3T42pkuoWfR8mw+OJgzTQoO5glR9qFtqVTVLONmN6Cjql2yb5loU7M7TWk3HE4v+Vw5WLA3z1kKXOJCcbiI6SYFX9pq03BMBouC3UkKTBgsMjSaWZoxHpX0Q4+0KHlutXmiZiSEOLE+HUc5WalYbrq/kmRhTU3NJzNLCv78g0O0rmShv31xCd+xiPOSeVqefB5/XfanCT/ZmZzMf8/Tku1jjQvLNHluPaQfuBRKsz1ICF0TDcfS0oqOsLk1jqtKotLEqSR0qjGxTmDj2yYCzU9ujjicpbx7e8LRIsMUEHo2SkOUFmSF4upRxFdPf1hJKJWmVFWVYJLkdBo287Rkq9egE0i2hzm90KXlW6y1A15cbxLnkp1RTF4q1o8DcsuzWG177E8TBIKbo4SvnXGPm44Fe5OqETor5CO9Zk86E39fa/0tACHE/wgsAX+qtf6HT3gdjxXPMpFKk8vKR/vq0QKtIQrlI+2k7mAf24N+lJ3jUottCZ5fbd63Mbhz+3S/ajzbnaSM4pyLyyEt38J3DAopOdP18SyDbsPhpY0Wu9OUKCu5tBzyp+8ccP0o4tYk4dYo4XCe8q0LS+xNErKyklctpaaQlUZ7KRVozUbHZ6VZ7T5Xmy6zNOfmKEEYBuO44Giesz2sLPe8DQNTVBUEAdwYxAwXOWd6AVFeUEqXJCuxDcFayyctY0LXrLTXRdW5v9XzT3atcV6eOLSVSnHqeMTkYaTH3uQN16rPz2tqPgW/uDXlYJYRZyVSVl3j623/5PO3WrqstH69KZFRlPP9ywMOZhmrLQ/ZV7yy2aKQku1hQr9hgxakUh2brFTy0l861eK9vRlxpvjJ9ohZWjCMC1ZCh37D5dxKA9+26IcOSml+vD3iysGcaVxw7WjBSrPSQncsg3laMIxyAs+mG977HRG6Fp2GSVwU+HZlY9pwLa4fRWwPI6K88qToNlw2uh65VAwWGYezjINZhmkIVloelmkcVxML/uryAN+pdNRdq6oaWAY0XJuV1qOp3j3RIK61Lu66mQEm8DtCiO8Bf6K1/udPcj2Pi05gszOqnHoOZ1k1i8i9WsKfxDQuuDZYEDgm55bunX0uZDU+UUqN0mB+TMJ5pxu0KDVZqTANQZIrbLOa1Xxho03Ls47t71z8XgBolpo2hVLEWcEoMhnMU+K8Oktfanic6gastT0WaYkhBEuhS8d3MQ3NT7Yn/Jv3DymkRmrFeughTIFjCnzbIC4lpdJMk5KNto9hwDQu6Tcc8kKy0fPoBg5/8cERcV6SFQrHNvnqVpe1tsfvvbTCNJYnnfvN/5+994yVLE3v+37vyaFO5ZtD50k9YTmc5QZSS8qiKQZLtgwYsqFv/kAZchAs+IO+GYYNQQZsyYYgGBZgW7ANSTYsCEuRIiVRJk0xLJe7Ozu7EzunmytXnRxef3ir73Tcme7pnp2eqT9w0V33Vt06davOed73ef7BMRnHObcGEaMoo+lZd6Uk9Wcp5dz68U6P471xwixRcaa+/egEkgXux8m//huf+vNc+5u/8qk85wIfouYY1GwVjNSumZSVSk28jaL6+Ne6h2GWFCwFtrKjznIGYQ4i5MW1utJuS5il892pBeu2y0rdwbV0JumQy4cTLhxOaXk2p7s+XznVxrV0AkdH13UC2+Rqb8a1fsTBOKEfKrvrspScXvIopUpUzMoSISTrD5Cu3ujHFKXA0HXWG0oRszOMCTPlt1GzDV7eqFOzFOn2YJxwOEvp+komJ6XkaJaS5hVHk5S0rLDR6U1TDENQzl/eZut+f/aH4VOfiQsh/jzwN4ALwJvAc6iC/k0hxL+SUv7gnvv/KvCrANvb25/y0X48VPM3X9MFkzQnK9Rs+rmV2sd6/M1hxB9d6hHnFZ25Fd9tIhvAZsujN0upu+Z9LeM4K7hwMMM2NU53aywF9rG9qpp3f6iftEydumPww50Rf3xlyHrD4exKjbyU5AVstDzMeaSeZ5tcPppxdqnGMEqpOSbnlmtUEgwNdkbKw/1qb8a3rg64NYgxDMF2y2Ot5dLyLV7batKbJgymKVFVcX61QVVVHE4ztuYM/NWmS5pL2p5Nu2Yx7RckZUlzbmRzdjlgGBZYhkZZSXRNWbLujWN6s5RBlOJaGrujEtvQ0DQxb82DRDHhj1//fGGkaYqDsMACCzwYSV4yTZQBk6lrBI5yXuv4Frquqc5bw5lbosq7RnyP+jzX+xH9WUrNNujWbP7syx5xVqpxXVpi6uraNoky+uEMQxO8tN44Pp8HYcbOIOLmIKHumDimxvn1BieWPPaGKUczlSOua+BZOrvDCMfUca0CxzBo+ibF/LlUG9/jyye6eLbBOMqwDJ3eLGV/EjNJFGPeNTTWWx7LgcO1XkjdMbl6OKM/S+YdVUFj7nSJgHFcMEmUnPfNmyPirCQvK2q2OSfjCZquSX+WEzjGxy7g8GMo4lLKXwN+TQjxd4BfllL+EwAhxK8DLwM/uOf+fw81R+eNN9745Mu9pwBdE2y1XRU4PysJ05KaY1BKJb3KSvWBbHn3z8irSjKcZZi6xtEsY7V+v27wTnZ6b5ayM4qxDY2THZ9vXRlwtTebz8bV19nl2l2PPdH1GEc5Hc8iKyu+c23IjX6kZFk1C982aHgmW02X17ebFKWk7hq8vTNBSmh7FqamMUmK4/HA6a7Od68PudqLGEcpdVsHASeWPBUp6pr87sUjRjMVfvKNMx2eX2nwj797kytHMwLb5OdfWmIUK7OGUZRxsuOhCTXnbnq2+jsI5vI5Za5wcxCx3nRJ8oLeLMM2db53fcRS4HA4zfiZc93j164JQV5W7Axjiqpiu+VRd4yH+iAvsMACSqN9+WhGVakF89nlGlFW0vZVQXp+Huf5JM4hJSfNOZiklIHkRNtnu6OuVwdTVZQNXePWIOL3Lx2hC8G5lTpFVWGhnr8oFSdmd5yw3nD5yRNNTi/VGEc5vWnOcJyq690kQVIyS0uSoqLlWSzXXTq+Sd0x8SyDjZaLbxtoAr57fcAoLKi7Oj/cGasFS1GRVxXLgY85l4ZttT3ibMo0LalQ48/Xtpp4ps52x2UQpsp85saIumvw3etDXEvjlY0mL661aXkm600XQ9dYrctHKuDw6RPbbCllOr85AYo7fvzTwN/5NI/nSaLpWTQ9i/1JzI1BOHcSkui6YG+UsNXyiBvOfTPyWVbg2aqF/tJ6nfWGS/CQOLqqkuwMY64chRi6+vD2ZylRVtKbZvcR4sZRzv4koawq5Wke55xZ8hVhzTVUhrgmMHXBiY6v3NCinIZrcOkwwjMNBCCpiPMCz/zw2ItK5edGWYFjajiWzssbTV7bbKqTZ5Yzi3MOpillVfETJ1pYunJbKirJKM7pzZQ8zjENzq7UcC2Dtq9MGcpK4tvqOPdGCX98ZUBvmuI7OsMwY73pqLlc3WY6JxVauqBmG5xa8uczM5P9ccL1fsggVLOuN060FwS4BRb4GEiLkkqqTt7aPLug7VtomkDjyZxDt3fOliHwLB3b0JBS4lo6y4F9TGb9g8tHXDqYkVeSEx0fTQh2RzFRVrJat/nK6Q4nuz55IWl6amOSFRUt38S3dfYmCTVbJ8thVBaYhkYhJZtNh3bg4Jk64dxIK7At3tkbU1UV1wcxhiYYhDl5UZGVFasNh71xzL9874Avbbd4cS3A3WoySXJ6Ycpa4LLWVN3Ibs1ilpS8szMGwDU1JkmJpWu8sil4dbNx18buUQs4fPo78V8UQvy1+f8vAqUQ4ruodvrvSyn/+FM+nieKoqy4NYw5GKfUHJ1emFJ31PwoL+Vxxu5t7M/d1oSAl9brHymT0jT1Qdc1gWvqWIbOZtsjcEy2O96xW9JtHE4TFW86TWh5KnD+YJrybzy/zLfMPsMoZxIXLAcOW22Pd3fH7I1T+mHGUl3Ne3Rd0PUtpmnB5aMZX3KaGLqSdrmmate7lomUFVd7M0wNSgktz+aFtXmMny4QgO8YfOPc0rEjnW+rVl0hK6SUx4Q3Ie7Wl94axMdaUdMUpEVJzTZo13ROdnxeWKtzOE1ZmRNB7rQs9GydOC8RQrXQ87JC/wjN/gILfJEhhGC96fDDWxNqtsHBJGGl7tyXzfAk4Fo6r241eWm9ziTO2R0nXOuH7AwjJIJuYLHd9uhNU6o5j+e5lQApVWcO4GiWcarr41kGN/oRYVpyrTcjTCs802CjaVDJNpcOZqzVHd4/mPLm9QGGrhPmFatzQvFGy2OW5FSywrN0etOCrKg4tx5QszJcS+fmMGJvFFGhOhbLgYNvG2y3Pf7caxskeYl3h777ai8kcA0MTaDrGpahsdW2aLomSzX7IzlOHwefNrHtm8A37/n2P/s0j+FpQUrJu3sTpnFO0zdw5rtYQwjObwQ0XIvOPYzoJC8Zxxm2qea9Hwdnl2tzG0JFNtluK5egunP/W9lwTZI8Zb3pqg/lLGUyb1+tNlykFCRFiX9H0aukBNRc/OxSDU0TvL0z4vcv9UjSkiQv+ZlzS1SVijr9qVNt/tV7B0xjNUJwTJMKiaEL3jjRYrXhkuYlZ5dr1GyDQyH4+tkuaV5xrT9lHKv59zXXouZYD7xQnF+vAyA0gWPojOOMt3ZGND2LEx0PzzY5eY+lbZKXpHlF3TX46umOClRxHp5ItMACCyhIKZnGBYamFDN3+pI/LRi6Rl5JklxJsq73Q9qerRISi4p2zWGl7vLiuiK5lZXENAR5IY8X7bahIQTkRcXNacY4Lggcgz+5OuPGMOZUx+f1U22+fm6Jf+Lb7AwifFvnVNenKEvcedBSnKsuatu38SwDTej80itr7E8Smp7FVTtEF4pjE2YF0yTnnd0xP7HVuutaCmpD0Q1sTi/ViPKS0x2fVs1CQ3BuJXgiXcGF2csTQpyXFKVq5XilQcszeXd3iqHH/JsvrtxFsLqNcZxxtRfS8ixe2/x4b6YQ4i4TAl3TH1qYluvO8Y5W1wRSwjQp0DRYDlyanknbs2jPC+fZ5YC6a5IVKtu7N02ZpDlv3RzxvesD2p7F7188wtA1nl8JmKYFcVZiCEE3cDF1wXbHYRjm1D1lVND0LIpKslSzudoPSfKSwDYZRxFJLimrCgRzxvyDFzINz+LrZ7usHs3ozzJ2RiE7gwQpZizVbL7x3PJd98+KikuHSuZ32zCh+ZgpSgss8EXD9X7E92+OmMQ5X9oyWZ2ztHuzlGJOYnsaI6mmZ/Lubs4wythsulimTtMzaLrq+nRuJTiWkeqa4LnlgKKSlPMvx9Q5t1JjFGWEeUk0jpklGTeHMXujRAWeTJqcWgr4d39ik+9eHzCOcwZhiq5p9GYxgWtw4WBGf5oS2CadumK6x3nJcuAwitRIUtMElqGxEjjcGsbYutql35v/fTsfwjV1rvUihFaxM1DW2mn+ZBZHiyL+hOAYOnXX4PSSyvf+9tUBh9MEQ1OrtTsRpqpNMwgzarZJXsq7iBpPEoMo42CsGNxbLQ/HzPFs/YEuS66lc6Ljc/Fgyu9fPOL9/cn8dVk4usEwzBiEGVIIfnBryHrTAwRrLWWBen6tzpdPdXhnd0JaVPTCjBMdHzn3Sd8bJ+RlhakLojTncJzQrtl8+WSL7Y7/UO12VSlZRllK9sYxoyjn4tEUU9M4GCf331/Kx5L5LbDAAnAwSeiHKqshcA1MXWOS5Owdqz7kJ8oIfxhMTcPUdRqOhe/o/PLLa2Rz+9SX1uv3bVY0TdCbJMrW2dA4t1zDNpSD4x9f7TGNcrbaPlH2Ifcnmack1mxF1PVsnatHOVGuLK+zouT6YcjeNKZmm7xsanywP0Mi+IXzK/MNlGR/nHJjGDKIMiXVNQ2KSpIWKn71aJrhWBqWrtN0TVqeyXUh2R2qbmjgGkySnA0++d/xsYu4EEIHVu78HVLKG5/4iJ4hhGlBf5ZRdw2ansXZZRXgIYRgq+1xsuNhGhqnu2p1dltWcL2vIvoC15hH6ylZ2dPAJC7mz10xTnIk8thx7WGIsoLLhxHDsKBmVywHDmstm1GocziNuXY0I8s9Npsurqnx5ZMtbMPgpdWAKC+5eDilqqCipCgrXNNgHOeMwowwK1iuO0ySEntOXpnGao50L2ZpwSjMOJomXO6F7AxjXEsxy7s1i5ptHj/utre7Z+msN1222i5RVj629GWBp4uF7vuziaxQEZ+BbRLYOhtNtfM17th5Py1iqIpWVhbKt1vkjvnwTiOgCMTz406LCiHgSi9EF4JxXMAgoh1YNByd1brLtV7EiY7HNFHmVJd6Uxq+gZ4IirJCSsEkz4lziW1KHFuwFrhstlySrAQElYSbg5BrvYiGZ/KVUy3qrkWnZnG9F3H5SFm+moZGWVa0azZfO93h5Y0GTc9iZxjR9Ey2Wk9mIfRYlUMI8Z8C/yVwANzuCUjg1SdyVM8Ibg1jsqLiYJLw/KpqRQshyAqV/vXVM12KUkXqRUXJ0UTF90l52/HIY2nDxvykzIYfgeW6zf44wdI/NKJJ8opT3bvbPlJKwkxprc8sBby0HpDfKFlvOfyZF5fZHyfcGiVc3DeYZQWmBn9wuc+XT7Y56fmc6vpcH0RzxmhBUcKb14Z8q+hTVpLtrscsKdhsOwyinLav2ty9eTjK9X7E86sfJiHlZcW1XsjlwxlXelNuDmIaroljuJxdrnGi5dILc1zb4HCqTFzirCTOStq+UgpoWs4H+1NsQ+P0Um3BSl9ggY+CVO6Mmy2XbmDNOTLgWarLWFTymDH+NNDwDOKspFv7eOOvlmdyMIlp+daxvWmUlggUZ8jRBe/tjJmlFS+sltQjm7ysaPkW4yhHSMFglqMJMISmLF91nVMdk+dW6/x7r28CAomgH2Z8sD/DNgXtmkl/ZjKJcwZRxrmVOromOJql9GY5OyPlMKdrmsq3yEuWAoe8lGw2XbbaHvYT4uc87vbvrwLPSyn7T+QonkEkeUmSF0wSJUuwDY0THR/f1rl0OKOslC3gJC4YRjlhVuBbSqNcdw1cU6dTe/p+33VHaSCLsuKDgylSPtjo5OLBlA8OphSl5KfPdvname5xsIhjGry23cKzVEGcxAUXDyc4ps6tYaLYoqCc1nSNlm+DhPf3Yi4fRViGxiwtWarbXDyY8cpWk7WGy0bTZX+iCvDlwylpUdLyLExdwzZUItqFgymjKMUxNDaaDm+c6nB+vU5vmnJlbrIwSwpqjkE4N2vQ5q9vFGbMkoJQSALnw9neAp8Mn5ZL2wKfLqZJzvV+iG3oDMKUrCz54GDGma7PC6v1+0hbTxqzpEBWgoZrsjNK0DWNs8u1B1pR38Yozqk7FrO4YHecgIBpnDOOc6ZxzmFeUkrIi5JLhxGvbSl/9Jav8iZkpboM06Tg3d0xkzjHsXS+drLDz76wzHOrDW70Iw6nCZcOp/MxncGZ7YCqgqysMDSNS4cTlusuS4FNUSpC7XbbYxLnND2LpUCR5J7GAuhx35WbwPhJHsizBCklV45CJSOQUpEtBORVRVF9yDTPCokmBKWUamUpleRpreE+VtLZJ8Ftv944Kx/4QTqYpIyigmGYcfFwRuAY+La63yBKmWUFhq6x1fZI8hJDB4TANjQ22x6OqdOpqajQrbaHLqA/S+jNlGRDAr1pRiUlvVnGZstDCOj6FqMoI8pKDqcpB+OE1YbL4TSZ2zoqGcdq0+X8ep21hktRStaaLhLV+l+uO8rX2LXYG8d8sD+l5Zu8szfhjy71MXTBL7+izQl9i0K+wAL3Ip0ngvXmwSGWoRGmJUWh7JJnWfFU436rSuWE742V9nut6VCUiil+bxGXUnU3nXmKYZSWVEgarsEwyumHKdd7kQprabsUZcWOgJVAOc49t1yj5Vss12zirKATWBxOEt7dGyORbLc8vnq2y0vrDQD6Ycq1/oxSgq3rPL9WY5aWXB/E7I0j6o6JZahwqj91rsOrm01KKdGFoPUpZDQ8bhG/AvyuEOI3UBpvAKSUf+uJHNUzAIlEIBTrXMDeKME1NdqexVrTIc5KAsdgdxST5AXjqMIyNXT98aJKnwR+1HzpzLLPu3sTKpTf+krdIS+UF3rbtxmGOUIIpknOOCo40fVZqytP9dttodW6Mv13TJ28rHhpo6lWuygN/Y1BjG8blFWFpkl2RwlpUWIbOi3foqwqott5veNI5RVXsLXk89Pnuuh3WKqeWVYEwjuhAgwUB+BgkrI3ivEtnaSoSIvyU5HKLPD0segEPHmIuXlLu2ZxOFEWqL5tMIoyGo6B95SlmXlVHbufAfi2Koq1B3CFbg0VuVXToFuz0XW1+746l6V1fRvb1JmmKgRqrelw8WCG0AQvrzdYb7nEecUsLdE0wasbDf7lJMHQNZq+zWbLn28WKq72Qi4eTBlEGUs1hxfX6ry4GvAHl3oUhcqkKCvJ4Til6Zvsj1NOdD6e3faTwuMW8RvzL2v+9YWCEIJTXV9F8LnKFazt2yS5JClKunPJ1s1BRFmp4I0wU+Stp92Selz4tsnXznS4chhyME443fX5yZMtQJFGoqxkOG9vz5KC797I+dJWC8vU2Wp5VJXkwsGUQZix3nQ52fU5v1anqiSepXNrGHG66/Pe/pRzKzX6s5yma2EbOt3AwtSVy9reJGEUZWwKlzhX7fXnVgPqjskozo6PN38I63y5bjMIMzzTxDUNSpnw4lqN7bb3QJnfAgssAEJAWUkGoUr5c0yDWZazWncx7hhRPS3Yhs5K3WaWFqzUnR95nbwdCDWOVGTohf0Jb94cIYHTXbVZ2W57eHbAVked96aujKmansn1fsQwylipO9iGTjRXD9Vdk+XA5sW1gJW60qjP0gJT1zm7VKPt25xZ9hFCcHqpRj9McSyd7bbL3jidR4x++kTax6ooUsr/CkAI4Uspwyd7SM8GPMs4ZpS3axZHs5S6rWbdt1Gfp21ZhkbTU85tm80fHZf544Jn6Ri6AAErDYd+mB1HC1qGxnMrARcOprR9i1uDkFlacb0fcqLjstXyyKtqLv8qGMc53cBiGGVqFmTqtH2LvJR0AkfJ1hwDx9IxNHFs8JLkJb0wZSmwWarZ7IzUzn0lUD7qy4EyuTF0cddIIMoKrvZCdE2w3nCxDZ1xlPPiWsDzqwEnuw+Xry2wwAJK3aEJdS7e7mYZmoYQgjSvKCqJNefvVFXFLC3wLOMT+6fvjGIGs4xOzVKxxh/jMRstl6NpSsMzGEcFwzjjam9GWlQ0XYNfOL9Kax5b6lkGDc9C1zTqrnKfO5iklLLCMTV8WxX3lmdxfq1BwzP58qk2Qgg8W58TkB3aNZPttn+cfLjedPm3v7RJUaqwq7JSG7jgx7BJe1x2+teA/wWoAdtCiNeAvyyl/CtP8uCeFcRZiWPo5JWK/7zdsm54Jr4d8NxyjTiv8O3PbvCGqWt0fZs9W7HLTy/5992n6Zks1RwC26KUGa6pETiqONqGTtO1SHLFzO/PMsJ5bKAfGMfdCSnV38g2NCqJYrPPQ00cU+eFlYBhlHFrFBFnJZePQqZJznbbpxtY1GydSqoZ2m2f4XGcK0lbJbneD1FsUomlawSOSfMpsmkXWODzgJpt4JgaUVbi2zq6DqebPqM4J7CNY0voJC/5o8t9JnHOySWPV9abj+X3fRvDUHXXbnfwQJ3HpZQPJbQZc8a3QChSWpwjK2XJ2q05dGoOZ5cCrvZDDE0jzctj5UteVMQN5VWxWne52gvZn8Q4ps5z8wX/7c2Zbei8MH/cw0agt6/n+tz85ceBx102/A/AnwV+DUBK+ZYQ4htP7Kg+4zicJBxOUxquyVbbO27vSMl99qlCCLVzfAbsPnuzjOW6OpGWHmB/qna/FRI5b4PbHE0T9sYxLc9E0wRLgXI4sk2daVIoe8Q7sr6lBEtXK/zBLGUUqfASx9RZCmxuDCMu7k/5w8s94ryk6Vkkmc3loylZ4bM3jtlseTS94nh+1vKs46jBwDE5nKRz84fgx3ZiLbDAswRD1zi3EnA4TTgYp5QllFJysuMzjTN+5/0DXEsHCZePphi6QB7BqY5P3X38Lle3ZnM0TY8lZXFacOFwiiY0NlruAztoR9OEH9wakZcSicTQNOq+yWrD5etnO5zq+hxNEm4NIgLHYCmoHz92vemia4LBPBzqO9cH3BiENB2TP/faxl25C/Dw4v1ZwmPv/aWUN+95geUnP5xPD1Ulf2Sc3p07vXsxiDKkhFGUs9GUrNYdBCqwPsk/9CJXko0ITQjOLH/YivmsoluzOJymNB8QmQpqxn/pIORyL6Tr2yR5yfdvDAmTAmNO6ju9VMMyNHzb4MySz3euDXnzxpDz63VqjsGbN0ZoQvDKZoM4L7neD/Esnc2WwzBMeevGiD+5NuBKL8K3NBCCS0czlgOb1bqLRL1vB9ME3zZouiaztGCt6RyzZ5ueyuj9rHY9Fljgs4q6YzKY746R8OaNIb/x1i4IaPs22x2Pbs3hWm/GyXaNm8OYl5wHXy8+CoMw5Z3dEdd6oZphmzq/+c4+lw+nPLdSJ3AM2r5FWpT0p9m8s2lQSaX8AfAtgzMrAasNlzNLPnXX5GiS8v1bY/JScqU343pfGbz83AsrGPPI56tHIWlRECYFR5OMvJB8/9aI59fqz5yfxGNLzIQQXwekEMIC/jPgvSd3WE8XeVkda7m35vKwtCjp+Eq3fTBJFEPTMe4zRQHo+DaH04SGax7H8lmGThbm7I4SFfDuWUyTQu3O57nin/Uivlx3jufgtyGlZBzn8xGBwDAEddvAszXevD5kf5oihOD1rQb7k5SaY9IPM1zL4O3dMRcPp4BgnOQYmuDGIKbpGORlST/KFKvf0AhTpbm/MQgZxSlplpPmAkON6Wm6JqMoI7BNpkmOlPDe7ph2zaY/S3FMnfPrDVxL/8xtmfqKAAAgAElEQVT/nZ9VLFjhny9MkxwJd0nHHFPnhVW1c31nd8zvvn/AD3fGGLrgK6c7rNUdJknBdtufG0jFyEri2yanHjCCuxdlJbnam9EPMy4fTvmttw+YRBmubfD9myP6s4woL7HNiJ861WGW5PzW2/uM44ymZ/FTpzqs1B2eXw3Iy4oTHY+jScL3box486b6Or1Uw5zP828MEjQBl49C6q5Bb5bTmyY4poGhaby61Th+3c+qu+PjFvH/CPgfgQ1gB/jnwH/8pA7qaSPKSqZJTl5KbCMhmRvR56Vko+ket3hnSUFRVvft6JYC+743XBOq4I3i/NiGtWbr3BqW1F2D4ClqLJ8mdscJe6OY9/YmSCT7o5hpWjJNC8ZRyjAusTTJ/sSmZhuYQklA+rOUiwdTLhzMmMQp9lxHGbgmcWbgWjo3hhHDMKPhmtwcxuiaQNcEmy0X3zSI84pSKmIdAgJHrcLf3h1zox9hGyrURQiNzZbL8ysBsCjgCyzwURjHOTfm9s+bLZV9XVUV+5OE6/2It3fGfLA35e2dEbapE7gWv/DiEj/YmfCHF4+wLQNd01itO3QCFXl8bujzykbrR5JIo6wgziqmScH3b4yYJhnDucFKnJcgBIFt8vxqjaNpwreu9PjXF48AQcdX1ta2qfHSeh0pJR/sT3nzxpB3dkbcHCYIAWlRcXa5xlLN4idPNPjnbx/gWga/d6Gvssjn15jVhstKw+aNEy3iObntWduFw+Oz03vAX3rCx/KpwdQEk1iFkHT8D4vr7bev5ZvsDGOWA/u+Ap7Ms6nv3e11akqSEOUlk1i5uO1P0mO2+rP44QBI85LdUczeOGGS5Fw7mlFJNWpQ44OCuKp4d2dCzTUoS8mf+5LL9UHEn1wZcvFgwjDJ8U2Dds3iG88t8eJqA9vUyMqKrm8RZQV1zyQrKpYCm/W6y/dvDrnWD6kkbDRVgV6q2/zehSMu7U/ZnSSs1R3SsmK17lDJ6onZGC6wwOcd5TysI8lLlutqQ/Kd60N2hglv3RyyM454Z2dCUZYEjsmffn6J6/2Yf/zdWxzOUspKst50j6+Znm2QZJL+LH1oES8rycEk5XpfkVWTXMlxa5bJ6yebrDd9PFNjpe5youNxYxCpvG1NYAgNz9KRUh4Th2dpwVu3Rry7O+HSYaicHS2DP7jUYzBL6dZsfumVVXpTpRCyTRVVutZ0+dJ265gvY9ee7evG47LTT6N24l9Feab/EfCfSymvPMFje3oQisk4TZQLmYqFU5rkqpIMwkwxIO952O3VqxBwquvfp2VseOaxIb/QlCEMcJyo9SzhcJqQl5IsV37qhgZJVjBLS6ZJxsmuzwvrdYp5oEtRguL0CWZphX+HZC0rKpIsxdDUbvpnznUZxRlRmnNjqNKC/Pno4nTXx7NNOoHFN9/c4XCSMYxyLh+FXDicMZplZFVFXpTkVclSzWa14fJTp9oLEtsCC3wMDMOMSZwxSXJ0oRGlBVUlOZykjJOMw2nC3kid/55tsNXy+NrZDt+7NmQU5SR5Qc2y6NZsiqpiKbAQQqNTsx7qUCal5PLRjL2xMmB6d29MOc+Q+OrpLr/y6hot12R3nJCVUjlbNh3ivODsUkBSVrRcE4nEn7PH+7MMfc6Z2Z8kZGWJ0DRsQ2N3nKBpGhLBL76yyjjKOTkfjapEs8/PteJx2+n/APi7wF+Y3/73gX8IfOVJHNTTRJyV7I+VoUgFym9b/zA1Jy8r8jlpIsnv5uql89tSqpaNf88IpVuzMTSBpgllxddREX5P067waWCS5Fw+DOnNEiqpFixNz+SfvrVH4OoITKoKapbBia7P+bUmgyihKOHljSavbzdxDB3T0MhLRfS7MQgJXJPBLMM0NExdY5woq9W8qHh1s8GNQcTuKOHF9WC+oIIoyxEzRapT6UOF4i4I1f14/USLl9YbbLc/eh63wAJfdKRFya1hTF5W7AxjWp5FlFnsjGImccb+JGY1cFhvutwaxLR9k58+2+XljRbfvznh9FKNNC/4yuk23brLOMzxbQvL0HjjZPuhzzuY5xgMw4woyfnhrTFhVmDNi25WVFSo7h4opcxSoMizgzBlGOeUpcP+OGW9mZDmUs3JHZ2sKDF1QSl1ujWbkx0P3zbYanssBTZNz3oq0amfFTxuERdSyv/jjtv/pxDiP3kSB/S0cThNCNOStFReu5oQx0k9oPTS602HWVrcN/cupdqlt33rodrjpvfhSvSjYvQ+q7B0jXGcUZTQcJVpv5SSpZrNlaMQTRc4lsoZ9yyDU+s+wzBjHOe0PJO8qrh5FNNyLf7Clzb59o0htmngWzot3+TWMCJOSzxTx9AAQ+MHt8Zc7c3o+DbXeyFnVmpsNB10TeA5GoNZhmMYvHa2yVJg8c6tCReOZlw6DHl9++EXjwUWWOBD6EKgaZBlagZcsxU/ZTDLyEqJaxjULUHLs/m555boBg5t38K3DV7dbGDrGqYh+KVX1mj7Nt++OqAfpqwGDnlZUUl5PGq8TYqdxAWjKOO33ztgEKaM45xZkhOmJdsdT7XLdVXMHVNTs3EJ377c55/9cJ9bw4iWazIylTHLO7sTOr7NOCrIJLywGvDu7oTAVeS7l9bqdGoW3Zpz1/X484rHLeK/I4T468A/QrXT/yLwG0KINoCUcvCEju+Jw7dVsthaw6Hpmiquzrx/vt15gE66P1MFXAjuk5/1Z+lxnvWprv9M6AsfhrSocAyN3jRlKTBZb7jsjiKKStKpmZzuNoiyiudXAiZJzrs7YxCChmtxMEk4mimyWiUlddfk5fUGLy4H/OvLR/zW23v8i3cO+IXzq5xerrHecBmEGW8eTDiaJvTDnG7NpjXLqLkWr9RdDF1griszhY5vo6Hyb21Dp+1ZJMUzpW5cYIFPFUVZzRP+BDujBIHgVMej6ZrH7mybLZdLR1McU+f51YDT3RpHs5Q4Uzv3rKyoOQaGoWRdcVZxcTbF1AXn50XzwsGUqlK/q+mZXD4KeX9vgqHD/jjhWi9kdxhSSGXEVHdNXlwNWApsVusOmiY4s+Rz4WDG73xwwLt7E3aGEaaAmqPT8S2uD2aEewWrdZXxvRzYnOjU8B0TQ8BzKzW+dqaLZWjPLA/pUfG4Rfwvzv/9y/d8/z9EFfXTj31ETxmmruFZGmFWkpfVI63UGq7JKHpwe3wYKdlTmJZ3ubY9axhHOe/uTTiaZiAER9OMP77aV4SVmolr1Y/zut/YbvL/fG+HOC+xdUU8uXKkggayvOLMsk9/mjDLSzxDYxDm7AxTDB3e2Znw/GrA86t1rvVC9scxeSFZbTqsNR2WAmduVVvynetDmq7FiY5PkleM44zttkdZSdo1i84dc41pknNjEGEbGqe6iwzxBRa41lfuh1Fe4JnzS/7c//uD/QlhWmJoGr/08hpHM0XGbXgm0zQnygre3Zvwm29PkQiWAwffEuxPYixdJysr9sYJpqFRzfOForxET+B6P+RbV3qMohzX1BnFKaM4xzJ0zix5bLVdNCG40puxvu+y0fKIsoJxnJHmFYYmWJ63wxXnRee9vQl5qRQra02HJJcwD6Nq1yx+YqulTGm+QHhcdvqpJ30gnwairOB714ccTRIGUcZK3T2O1/w42Gp7rDXul5yBMkrZHSXUbAP7GSZY5ZXyFNZ1KLOKOEMV2UmiVukrAVlVKVnYWBmu7I8T4qKkrJR72pVeqKwTS8nhNKXumPxgznQ1dYFr6SzXLXqzDFPTqDmK3HJmOeX8eoNXNpsqkKGs+F//8CrXezFLQc7ZZZUO5FsGhSFp1SyWA+dYATCOc97bVV2ByjIIn3J84gILPAu47Shp6Wp3WklJ4KhLvxDimHjr2QYn7iDrbjRddCG4NQi5OUhxDI21eWb2qa7PKMq51g9ZDmyGYUbLNylKSdM1uXI041pvxtXDGWiCAaAhcC2DrbaLYxjsDtN5PoLOwTjlta0mK4HDtX6Ia2l8abNJu2YxiXNGcYFtlGy2XPqzDMfUSfMKASwFLk1Pyc+WvoAhR49cxIUQyyhN+HnUrvtd4O9KKQ+f8LE9Em7bnf6ondfOIGaa5PTCjOO7PeJG7WEuYE3P+lzMXzq+RVlJ1hoOlqbxweGM0SwlLSs6vo0QUJVwox8dE956YUZRVugixjEEhgbjrOS9vQnrLXfurqZzcqnG2eUAU9epgLduDtGExisbdTRd4xvPL3G6WzseRVyfJGgIHFNTNqorNUxdx9I1LhxMWWu4iiAX5wyjjHf3JtQdg3Fc0F2zjlmsCyzwRcaJjscgVGYp/nyXevscO9n1ibKC9gOuXUKoAJGmZ2MME5YbDn/h9Q3a885X27cpKkmaV1iGzuY8zTCvlA48LyX9OGMcFdi62vmfWapxqusTODoXDiIkStWSlxWTqGB/MgJgu+3y8kYTx9D4B398k91RRIXkKye7/FuvrXPpYMaVoxChoa4DmrJp/SLika5yQoifRjHT/z7wv6NK4OvAt4UQf0lK+Qcf8fiXgb+Hsmi9hGq//y3gDeB7Usq/+qgvACBKC753c4iO4NWt5kNj7ExDY7PlsRI4tDxTrQpbn81UsR8XhFAtrNsubT91qs2VoxmGqdHyTRqORZiWXOvPcCyd/jRls+Vw6TCkkhWWYTGIcrq+PZ+9+YRByd4owTYFpqFRlvD+/pj+7EP95qubDZYD59iI53CScDhLWak7bLVd3jjZPg5bOZwkx8oB01AJQmFaognIC8n59Tqnlz7dTN8FFvis4s7ExXtRs437/MLv+rljcKrr0Q0s1puKHX40zTi95GPqGqe7PmFaUnMMbvSj+XVDo12zKCqpdvkCirlp02bb5atnuvRnKU3P5vXtBg3XYhil9GYxaV5Rc0ze3pnS8R1WGza+ozMIc0xDcDBNkEjePxhzOMlYbzn8/IsrxwuLLyIedavy3wP/jpTyzTu+900hxD8B/mc+WmL2gZTy6wBCiP8N+CnAl1L+KSHE/ySE+LKU8k8e8Zh469aIb18Z0vFNlurOcdv1Xqw2HHxbp+6aC2vOByDKCtK8IswKhmGOEHBmqUaSV6zWXSxD4/RSjUmcg5DsjmKEJliquaw1XLJcMstyapbBUqASzfpRhm8ZihFbVICKEV2tu4zjgqKqCJMCIQVhWtCbZfSmKTeHEb5tEOcl3ZqHqav3qygrDiYpuqbR9FR7v6gkvTBlo+mxXLdZCb54LbVnBZ+Gdeudz3Htb/7KU3++Zx1VpZwmPet+NU1vlgLKWnoUZoRJxVLdZpYUtHwLQ9doeNoxE32WFlztJZzo+Dy37HOi7XFrGFNUFQ3Xom6buKaOZQiWA58THRUg9ff/8CrX+xFpXnJuOaDhWbx1c8iFQ3WOV1VFP8o52fUQqASyMC2pO+ajNlM/d3jUIl6/p4ADIKX8vhAi+KgHSynzO26mwM8Dvz2//dso85hHLuJXejMmcU6cFSpH9gGYJjmXDmdUEl5aW8xJ70WSl3z76oA4K6k5Ok1XtcquHs24cDDFNjReP9FC1wQt36IfprQ8a57xrVjoeSm5eDDl5fUmmpDcGEQMwhzfMhBCYOqCopK8slHHtXRGUYZr6cezLH2edlZJSW+WceFwSsM2qdkmu6OYpUB520sqbg4SVudOU6au8cKqsmF8llUBCyzw48DOKGYUqUX7C6sBuibYGcXsDhOiPCdwDPKyInAMhlFBVqid950QQiUY7k1iwrRgbxQzSQtWGy4tzwQheGmtTs026E0TLhzMONNVmd1ZUTGOcg6nKZauAqZGSc5608GzPRxT52efW8bQNNaaKgTp7HKNtq8Cl1pf4F04PHoRF0KIlpRyeM8328DHYnMJIf488DeAC8AeMJn/aIyasz8ylgOHqgLb0B442wEYRhnX+xFSQt0xOLfykWuOLxTirGQYqjWW7+g0PYMwK9kfJQDUXfMul6PAMeceyDmeZZAWFSfaHm3fopKS790Y0p/llFLS9pTO9N3dMU3PpqxUQMzZlTp5WfLlUy26gUPDNanZBrqAnWGMa+rkZYWmQWceVSiEoGabrDZUBOGbN4akRcX59fonikRc4MeHRbDKjxd3xidXEmZxzs4wZneUYGgwTZJ5exxOL/nHrfSirJCoRXRWVMzSAllJVhoOR9OUeO7wqAvBdtujU7NZbtjsDhU36Xs3B+RFnbpncWbJxzF1ZklBw7Xoehauo0JJnl8N7sueeHFNhbQskgofvYj/beBfCCH+C+B78+/9JPDfzn/2kZBS/hrwa0KIvwMUwO2w1zowuvf+QohfBX4VYHt7+4G/82fOdPm/vnODYZjz9s6YVzabwIesTHPuyOaaOkLwubLce1KouyZbbZdZWrDR8BjPDRpujSImcUHTM+9i3a/UVdE9mqpMcClBaILVhsPOKMbSBIfTmIZrcqrr0Qkc4qxSxDgk220P39bp+DYnOz47o5hBmLHRdDnR9bk5jJkkOUu+TeCaJHnJLC2wDY1JnDOY5QSOzs4oQRMCwZSvnun8GP+CCyzwbGJjzvj2bB3L0Kikjm1ozNKcoqzwLIP1hkvNUS5opq4RZyWXj2ZEWYFj6hyMY24OExxDsNn2eWG1zvt7E1abDmlecna5xnbbQ9MEb98asTOKCRyTd/amvHGyybnVgPMbTeK8YH+s4pC/crpz7MNeVvIu0vKieH+IRyriUsq/J4TYBf5r7man/zdSyn/6UY8XQthSynR+czJ//J8B/m9Ua/3vP+g5UWQ43njjjQe6kO+OQv7f9w/Jy4ooL3hls0mUFVw8UHGjz60GtH2b17aaZEXFauOLPTO9neAW2Pqxf7GuCV7fbpFXqrW1N0m42Y9wDZ2lJWVz+u7emM2mixAarqXT9i3Wm8qM5U7r2rpjcGMYMUtLNE1wpRdycing62c7jOOclcCh7hoYukAXgmGUHSfHXeuHGJrghdU6u8OIt/cmVBVsdzzKChxDY5YVdGsm3ZpNb5aRl5K6u2CiL7DA48DUNVYbaizWm6XKnTGwaboGWSmpO8rV7XYBV8TTlLwouXQwQwI/3BmhI+jWbX5x7uZ2ou3y/sGUo6nSnr95Y8gPdkZcPgyZJAUnWy6WrhPnFW9st5hmBUdTeP2Eh2/pBI4KoupNMwxd0PIsuoH1zCZCPi088pVPSvnrwK8/5vP9ohDir83/fxG1w/7bQoh/Dbwlpfz24/zS/XHKJCmI0pKdoVojjKKca72QopLoOryy3qSSkqKq7rJZ/aIhygqu9SLyUhHYmq5inXZqNpomsDUdyDmaJvTClKIC19DoBja7o4j/LysxTJ2fPddFF3UannmfL3HNNnhprUFvqghoK/NF03JgsxzYCCEYxznjSLlF1V2JEMqTfhLn2IbOMIwJs5y9Ucw0LnFswWrD5ltXRozCnK2Oy/Nrdf70C0tEWfmFZqcusMCTwNE05WCScmuoQp4+OAgxNHBtndWGx9E0ZRLnXDickmYVkyRnFOV4lqb02nWbjZYycBnMMhqexbnlAFvX+O339pnGJVeOIsKkxNIFQtMJPAND15hmBUUJjmGQZCU3+hHv7E6YJgWeZVBWFZttjzArOL9eX3Bf7sCnun2RUn4T+OY9334sWdmdOLdaZ61uE2Ulz68GSCnx5nrIG4OQNC+4tD/DtXTWmy66JjjR+WIGZtwef+VlRVmqG1FWcmcj2ppzC64ehbiWzqkln1lSUlQwjAoMo2R/nHJu+cHPcWsYEaY5qw2Hn9hq8uJqgzgrudKbqRPYFB86RwGOqVFUyvHJt3V2RmpmVqGMIzYaLmc6NeK0YBwVuJZylLotm/Htxcp8gQU+MYSyjz6azt0ZTY3AMfFsdS291g8xhMa1XkTHV9nbL67VqWTF+fUGnm3Q8S1+78IRN/sR602X9abLH1zu8YNbU1brNqc7PllVYuoaXd/hdLfGZtMhsA2u9SNGUcYsK+hPM8KsxLd0fFun6Zl4lo6pa4sCfg8+Fz3Iumvyc88v890bA46mKZcPZ5xZrlF3DbKi4jvXh6w2lNNQ3bPYaH0uXvZjwdAETc9kuW6RFZKiksd5wrfR9FTL6sW1OuMoZ63h0lozWanbvL8/wdQ0nlsJaHgPLp4XD2b83sUeeVHR9m3OrdaZJQVVBb0wnZPXNDZbqhWf5BVRqvgLpay4sDdD0ySvbDbZbvnH0bG9WcbJrkcl4Uubraf+t1pggc8jwlR1wO710/BMHWMuIw1sg1c3muRlha6pHG7f0gmzkudWaniWTmAbBK5F0zNpexaaJnjzxpAf3hrx7t6UtabD2W6No0lKJUsmSc43nusihMaVI9WGz8qKbs0hrySTJGeSFkyinEmSk+QVL6wGbLU9Xt1sMkuLY7OaBT7E56KaWbpaMaa5ZC+N+Y0f7vJXfvYsK3WX1bpDkpe4psZ6w+HVjc8/iznJVWiBqQuQME0LVhsOgWPw1s0RmhBstb1jItvhJKXhmXdZlK40HGXmsKRxbrmGpgk6NZvAMbANnXMrD9biZ0VFWlTEeUmclgzCDIGg4ZmM41zJxISSljQ9EyEEuqb04mleEeXKAGYYZeRFxU+cbh0TWmqOwUrDVlGkC0/0BRZ4ZIwjlS0AcKLr3XXOx3nJdK4Xb3gmaVFRlBWzVPFOlgKb7bbLS+v1h55/hqYcFqWUVJWkKEsCV6eb2aw3PUzd4GTXYxwVGLrAMXUCx+D9/SlpUTGYZui64GTHJ84rfMtgu62SzhoPSY78ouNRHdv+2o/6uZTyb32yw3k8aJrg3HKNP7qs8/buhGGU8Y+8m/wHX9kmrypOL9VoeibnVoJnNpjkUdCbpw/NKkmcl9Rsg/4sI84KLh9OuTVMOLXk8WdeXGV/nFBWyqjh5Y3G8e/YaLrULAPP0o8T23rTDE1o5KUkzEqSvGQ0N3PRNSUb0wR0aiYrNYeqJtlqewjBvPArWd+9em5L19CFQKJiDNeaDlsdlxfWAvbGMc15ZGLgmAtSywILfAJkc8UOKOfDUagW1q6l0w8z1houRVVRVBVJXvHb7+4zTgocQ+MXX16DQBwX8KqS9MMMS9doeCZVpQimvm2yUncASZgpkxdZSRxbx5oXaN8yeGdvTGBr/NGVPk3Poqok5zfqNFxDhakI2G77D0yUXOBDPOpO/L8Dvg/8Jsqs5TOzHUryilLCOC6oKsl3b/T5yZMtnluuYRn6F2rnFtgqbc02NWqOQZKXtOee6HkpycqSpKgYhBm2qRGl5X2hLYfThINxim1qnF1SO/GaYzCOlf2hrQuuHiVUUvLe3pSTHSULW2866ELjxY06WVGx0XSx7pCD5GXF7ihGE4KNpoumCSoJ4ySnN1Uyl6+eblOzTT7Ynx4vMM6vN+59mQsssMAj4nY2QlFWDKKMmIqsrDi7XCNwTPIio+6qcVqUxuSVxLd04lxFmfr2h5ug3XHMxYMZpq7x2maDvUnClcMQQxdstFwEkgsHUwxDwxCCmmNRSMWBkczb+pXahG00lceE9v+z9yYxlmXpfd/v3Hl484s5IiPnmqvHag7dpmyRkiiZtiUIEGUbnrQQvfFGC8mSvTCglbiSAUuAQcMwYMjgwjREWyZsWbZJinSLza7uZlexq7umnDNjfvOd7z3Hi/syKiMzsiqzOjMyI+v8di/iDfe+uHG/c77h/xcGrmVhGII40xbDj8LjBvGvAf8u8CvA94DfBP4fpZ59u/cgzrFNkzgpGMxSfNtke5ziWOZDZVhfVOp0VEDgWEd8zyupeHmlSTDXS+6HDi3fJs7LB7SVZ3Of4ayo/8k9ox4pa3kWhhAYRv0PPU3rOlVaVOxHGc5c+OFsLwQULy03jxzDIMqZJJ/U5HqhU/uENxzyUtINHAxRr/YdS5Dk6sgiQKPRfH4MQ9ALHeK8ZJIWVHORLKizb0tNF8sQCFH3zjQ8k59szTi/GPDq6tGF9P70k9HQ0dw+1HdMTGFwphtwexgziQsG8zLaZl/y8e6E304LFlsugWPV+hTdgG7oUEqJZRjklcRStenRNCt5SP+sZs7jzon/CfVO/O8KIb4J/HvAfyOE+M/nIi7PjOWWxyDKyOaiAOOkxLEMrBdsB35Xo9ixjMPAmxYVeSVpuhZ7s4ydcYYQcGmpgWd8snI2DcHPnO/zxkaFb3+SnTguRb3U8rg9jPHto3rK94osnF8IySuJUs15cC7YmaRcWgpZmFuEGvd9/75TC+4AhxaiAJcWmzTdWhXu7vGc64eHHaqaZ4NWU3uxKCvJR7sz4qwkryQvrzQPBVXgqBBW3RPT5MLig+qWWVnR8S2kkjQ9m8Wmh2nk+I7B6+stBlGGIQRv3xjS8mw8q17oD6OCvWnOuSzgzfUuZ3o+m70AyzTwbZNhnNMPA+KiJMrKeVpe82l8rsY2IcQi8FXgTeAW8ExtSAEGUcZKy0UAVaVYbbq4Vr2qk1JiGC/Gbm57krI/zQ+DtCEEH+3OUAoWmndT5pJhnNMNHdY7R2e4DUN8qmvRXRzToJIcKrfda7NaVpKiqhcT5uGOvJgvmmrP4od9RsuzeWm5+YBynmM96OtumQZt/8X4u2k0zwOVqlPp3785RKm6me2XXl1GSsXeLJv7c7vHjnFJqdidZuxNa+2G26OIXujS8uvs2dr8XqOU4p2bQ0ZxxuWFBqWSZGXF7jTlYJqz0qpNTF5fb7LQ+CRId0OH7nxB0Ub3vjwqj9vY9jeAvw54wG8Bv/qsfcShvmgmScnutNbqFgimWcH72xNC10EpeHnlxdBKv6tzrBSHojV3ixlFqVjteNwcxFhmLbiw2HBxrMcPhElRHX7WLCsPg3hWVny0O2NvkuFY86mAsq5dDeKcCwsN/M/w8f48x6N5uugd9xcD1zJZ6/q4Nww8xyQrZa3UFmXsTmqhLNs0DoPpvezNZ8jfvjZiGOdIpRCGwco9Yk/DKOO3vnuT3/1gl6JSfHWzw8Vugx/eGpMVJQsNl4WmzVc3uwyj4kgQ13w+Hncn/isJe1wAACAASURBVN8D7wI3gF8G/sK9Kzal1L/z5A7t0fne9SHfuXrAzYMppVTISnJzlPIHH+3ztc0ur6oXI4ADrLQ8LMPAvSedvtbxSEvJYsPFNmvP9FFcYBjweasJLc+iE9jzOc5PukPTQiJlnZqPi4qmd1dTXXBxscGFxfCh3sV5WdfXHyUToNFong4LDZe/9OYqt0Yxm92wdhi8J1NpmcffNExRL+hNoxZlMueaE7Yp+Mn2hP1pxr/40Q5vXx8yiFNc22JpmHBpqcFG12N7lPLyaoszXZ+mZz9UZ0LzeDzu3fTPPpWj+ClQSvH2tSGzrCTOJZ3QIkpyml4t9FKW8oVqbLPmOsf30m+4jJOCOC9xrDqF3vJsXNv43EYBYj5Lfj93g3vDs2h6JoFj4ZhGLcTgWg81l7lbi6ukot9wDlNvGo3m6aKUYhQX2NYn/gZLLY+l1tFUtmUK8rKezT6OvFIIYL0bENgGW5OMju/w4W7Ecsvlyl7E9iTBMsEUgm5g0Ws43BokdEOHnznf52w/pBc6eNaD/TKaz8fjNrb9/tM6kM+LEIKNjsd3rx7Q9G1WOh6hbXIQFTiWSb/pvvCON5O04MZBLeBQB0n3qa1yxXw0bJqV+LZ5mBrvPMQC9i6lVIfp+ayUn/pczenn3vT8tX/wK8/wSDS7009S5ReXHsyUyfkY58EsIynqfppLS80HnjOMchzLIM5hZ5rXWhRpSb9Rz4jblsG5fsByyyN0DVq+i2PWXeadoO5G3+g+uDHQ/HQ8bk38LwMbSql/PH/8HWBx/uu/o5T6rSd8fI/Ea+st/sV720yzgm7g8JfeWOHaQYJliS9EzUXNY+IsLflgZ8ZGXh27i35S3BzW9qSWKXj5vhGyh+HZtYhLklcsNrV4g0ZzUkhVL6C3xglS1WOm906c3B4ljOKC64OIjU5AkkukVEf+r28NE7KyNj0xTVFbDwOWCW+st7m6H9HybNa7PgsNj7fO9TAMQV5VDGY5eam4/AJlRJ8nHjed/neo58Tv4gLfAELgf6BudjtxZmnBIC7YnjdbLbU81roBo7jk/MKLb3TSDmzWpMeVvQjXNhjFBYvN6qmp0931aa+kQiqF8YiaPwtaeelzcXdX+9PsaJ/Ee2hOJ8tNj2lS0vbt2mEsyo+Us+7+H1uGoJSSjV74wMI8ryS2adAPXTqBxTQe8f/dGLIzSbAtk6Zr0/ZtruxN6YXw8d6MP/PSIkIIzvXvPyLNk+Rxg7ijlLp5z+M/VEodAAdCiGcWLT3HIstLirJ25tqd5vz515YpKvWF6YTuN1wUsDVK8R3zAQW2J8lGN2B/ltF07Re+VKHRnHYMQ3BuIaSa78hb92mQr3V8hnFO23dwLfPYmvhG12d/VvuCJ0XF9iShqCpuDlJu7Ef8m19awzQgzlsUlaLp29pt7IR43CB+xDpKKfWf3fNwkWeElJJCSgyh8G2Ds/0AIWrFry8SCw330E3oaeLZpq5tvQB8EcbKdG2+xrEMXpmP2d4NrlFWcnMY41omi02XYVTMf3/M602DJK/4YGdKlJaYpoElDDzHoBfWuudnegGrHZ80L2n5zgMeCZqnw+MG8e8IIf6mUuq/u/eHQoj/FPjjJ3dYj87uJOUPPtwnyhW2bRK41he66/GLfO4ajebh3B9QB1FOUSqKsmSz5x82qh5Xhvvx9oSf3JlyfRCx2HRYbHj8hTf8OoAr+MHNIXFecWmxQV5Jdib1hNC5L0A581nzuEH8bwG/LYT494Hvz3/2dera+F95kgf2qLy3NebOIAXq+WXPtsgK3f2s0TwvnMSO/4uQVXjStHz7UMI5dK1PLY0JQKIopAJV241eXGoQOhZ5JfnutQFVpfj2x/vkpcR3Ld5c16ZFJ8HjjpjtAt8UQvwi8Pr8x7+jlPp/n/iRPQJSKrJCYZgCgaAf1NaZnqPrtBqNRvNptH2b1lrrkVLeF5caCMQ8dQ5pUXJtP+LNjQ5RVBJnFYaoRaAGUYGMcl7S3egnwueSzpoH7WcSuO/FMASLTQdVKaSCUVowiusUkUaj0WgeTllJbo8SBLV16HF2zeO4YHea0vJtWoFNUpQoBR/vpQyigkoqpmltZdwJbEBxdT9mrePR8LQy40lwqreslVQkRcX1YURSVCilsC3B9jghzstnfXgajUbzXJGVFWlRex18uDPjx1tTticJwzg/9vk705S0kNwcxOxNUmzTpBPYdAKXcO6aGDgGB1FtRXoQFSy33cNGN83T51Qvla7szbi2H2FS6/2Gjsn5hfDQk1qjOa3oGq/mSTOKc67sRViGYK3rM0kLkrziQCneWD9eU6LhWmRFTsu3UUqRl/X4WC902JqkdD2Ls70A1zbpBg4/ujNmIfRo+zZVdcIn+AXl1AbxqpLcGkbsjDN24xzfFtimoB84bPaCpyZ0otFoNKeNrVHC21cH/OmdMa5l8tXNDlFe17EvLTUealq01vFZaLjYc1OUUirKSlGUkp1xwo39koZn89a5HlFestlbYXeaETgWLf/UhpdTxan9lj/anfHurTHv3BmhpGJnkuMYgv/xj25we5zxN//MBdr+p+t5azTPE3r3rXkUikpy/SCiknC2/9kblit7M7790QGDKGNvlhK6Nj+8NWKl5SGMzx5LdSwDpRRZKRnHOTeHCX/w4Q6//8E+lmnS8B3eOt9jdW5J2g21MuNJcqJBXAjxs8A/BCrgbaXU3xJCjIEfzJ/yV5VSg0d5r/0owxAGjmmwP8vIiopIKkzTYD9KuXEQ8+aGDuIajebFYpIUJHk9RjuKC1baDw/iNw4ivn9tgGXUzmK9wCUtK7Kq4sO9GSstn1lafOZnXjuIGccFH+5OuD1M+N6NCUoJHENQlhLbEA/orWtOhpPeiV8HflEplQoh/ichxJvAu0qpf+Nx3iQtKqKs4MbBjL1JSl5IskKhACVLFkOP9c6Lb3yi0Wi+WFRScTDL2RrHLDa9T01ZX9uf8dt/cpthVNBtOHxptU1aVeyOM5RQFGXFq8vNz3QghFrdTSnF9YOI64OYOMuJ8oqllsPF5QbfvTpkue1xaamBaYh5tiBGKqXLm0+ZE+1OV0ptK6XS+cOSekf+qhDiD4QQ/0A8okZfnJW8c3PMtYOYvVlGkpeUgGGAEAZvne0S5VrwRaPRnH6UUhzMMnYmad3MexDRC10Wm+4Dtey8lLy3NeYPP9jjn/3wDu/cGjNOCs50fQqpKCqFMKDpWigM4rJ6JGOija7PfpTiWgZJXjLNKlqehZKKOJOUc6vSq/szoqxkmpYkeUVWSEbxZ+/0NZ+fZ1ITF0J8CVhQSr0nhLgMDIH/Fvi3gf/tvuf+GvBrAJubmwCMkvpiuTGMmSU5kvpELAP6LW+u23uCJ6TRaDRPgesHEVvjlGlSUlQVs6zEs032phkvrTQfeP7OJOGD7RkHs5z9Wcpiw8UyBBd6AT/amjHNStqeRcN1cG2TlbZ37Hz4vSiliPIKhcC2TC4vNckKySytaPgWaV6y0nbZnWYkueTmMOb8QohlCqRSNPW8+FPlxL9dIUQP+EfArwLcrYELIX4b+Cr3BXGl1G8AvwHw1ltvKQCpYJIWpFlZe2kLaHomvYbL3/jmOda6Pv1Q18M1Gs3ppZKK7UnK9YMZP7gx4mwvRCm4tBLy8nKL0LHYnaZ4tknLu+tMJhjFOULAatsnKxXd0GFaVEySnF7D5UzX59Jyg0lS0vTsz0x1D+Ocd26NqKTiXC9gNHdB2x0nrPdCzvYbXFpqYhoGeVlblrqWyaurLW2CcgKcdGObBfwT4G8rpbbn9qWpUqoCvgW8+yjv49oGjmmSlJKigtCGzX7IV850eOvcAsstXQ/XvHhoR64vFgK4NYj5P9/dppCKcVxyfiHgg62IbuAwinKGcR2YX1puUlaSO6OEC4sBQhicXwjZn+Vsj1IsYXBusdbQ2OyHLLd8lluPdhyztGQcFdiWwfpCyGLTY2+ac3nFZaHh8I3zXUxDsNb2kNSz5YfnoAP4U+ekd+J/DfgG8OvzP+7fA/6xECICrgD/1aO8SduzGSY5ZQUSyEqI84I319tsdP3PfL1Go9E870ilyEuJEAJTKBzboJCSnWnCT7YsRnPZ08WWy51xzNYoI3RMGp7F+QWf1ZaHa5ksNOry4stOk5ZvY3+K0cldorTgX364TyUlDc/CMQVpWdFv2JQSzvR8Atvi/GJIy7P5cHdGXkq6oU37Pr9yzdPlRIO4Uuo3gd+878dfe9z3ySvFhX7I+1sTkgIsC8ZpyQ9ujvnyZpfLyw/WijSak+J53jHrWfTTQyUVjmWw2HDwHZNffGWR2+OccZyDqgPm9jhjf5YxS0uKStJ0Tc70Ai4vNTBNg8Xmo81sj5OCcZyTVxLXMnnn1pB3bk6QKDq+RTd0SYuKQVRyth/wi68uk+YVvdChmi82gENJV83JcSo7DgLbpB+6rLZ9pmlBVEjKUvLhzoSs1BeRRqM5/exOMzzH4ktnupzp+nWNmQkLoUPTs9iZZBRS4VkG07Tk3ELI5aUGF5can2orej9FNddGn6YMopzQtQ+NTywBK00Xw4DQtUjyCsMQtDz7njo8rHY8pmnJ0iMuGjRPjlMZxH3H5NW1NrfGCdcPYoxJQioVeSXZ7GkTeo1GczopK8koKWi4FrZpsBA6GCiW2x6TtKAXuoyTglIq1rs+vmNiCMGFRYu3znYxHyN438UQAiEgLSSDqCDKSsZJziTJaXg2i02P9Z6PVHBhITw2Xb7QcB9pVE3z5DmVQVwIgWUaFIXENASObdFyTF5eaZKXFaBrMhqN5vRxc5gwS0sMA15ZaWGZ0J7a5KViXBRYhsH2OGaa1vPd5xYCQODZxucK4FB7gF9cbGAbdfq9qCq+/dEBtlUvJDzH4KtnugihG9WeR05lEAcoqgqJwDUNzvZCAtfg8nKTnh4t02g0pxQ5F7hQCm6PEsZxwa1hzHrHJ3AsGq7JIHYxjZJOYHOmG+DY9UjXI3+GVIySAtcyCOed5K5VB3DPNgkck51Jyu40o+FavL7a1nKqzzGnNoineUVWVjQ9m7MLPme6IReXQurBDI1Gozl9nOkGDOOchmvxzu0Rg1nONCtoZTavr7WwTINxUmIKwdl+QOcRNi1KKQZxTtO1cCyTrUnKYFbPkl9aCvFsi+1xys4ko1KSzV7Alze69BsegWOyrn3Bn2tOZRBPi5J3bo8ZJzmOafLxbsW7tya8tNzk65s9Qk+n0zUazenDsQyWWx7DKENViu1xSi90CR2Lj/dmCARrXY831tufqbQGdQD/Zz+8w61hwnLL4xdfXUJKRaUUtwYxWVmx3vZ5f2fC7jQjzSVSgmcbuKaJKQxmWXlk9lvzfHEq/zJlpQ41eStV4BgCb54CGqelDuIajebUsj/LuLo3473tKYYBhoB3b48YRPlcL91kpfVoehhRXrE9SYmzivfujDm/ELLe9Wl5Fv3QZZaWfH8yIisqQscCVeHZJmUl8Z06Ra+0hvVzzakM4g3P5o2NFrdGMZZpkJcVAri81NA1cY1Gc6qZpiVCCJqexUrbo+M73BzEtV55VtL9lHuclIq0rPAsE8MQ+LbJ66stfnRnwtm+j20aKAXn+vUUz7WDiH7oMMtKFhouLb9OuS82HMZJiW0KmnpT9FxzKoM4wL/15XXSQrI1SVkKHVbaPq+vt7XlneaZoEVUNE+KxaZLXlQst1z6octmz8ezTZq+xeWlxrGy0tvjlFlWkM6NSkLX5MJibQv6rcuL/PzFBfajrFZ4a7oYhuDCYoO1js/OpNZfv/99F5v6XnoaOLVB3LNNXlpuYRoG47ggcCw9/qDRaE49DdfCdyz6oYcQELo2L684vHyMaxnUKmk3DmLujBP2Zylf2+wR50efYxiCpeaDwd+zTc72tbbGaebUBvHhrBb//3B3iqEEB1HKt9oLz/qwNC8gT1pGVe/aNZ9FKWsZUynrsTPzIVM3UiquHcz4eG9KJcE0DA6ijK+f7T3e51WSvVmGa5m6JHnKOJVBPC8l46RgOEvZGcUIBKtdn+1xSifQF6BGozndrHd9DmY54Vy5TUpFWlQoIHBM4rxuQLs5iHnn5oS8kuxOUwLHYhwX7EwSOr79yPPdW+OUUVwAdWd64JzK0PCF5FT+pQwBs7zk997f4yfbE4QBS02XYZR/9os1mkfktO+YT/vxP02eJ5OaSirujBIMQ7Da8jAMgWuZrHXqDvRhlPNHVw44mGW8tlrPiivgg50Jkzjj/Z2YUkku9ENMYVBJRVlBpRTGI+pm3HU2E4JHGl3TPD+cyiBumQaOCdcGEbOsQim4M0pQ6FEIjUZzelBK8cH2hI92IzzbxBSw0j46PnZ9EHMQ5dwYxIyTkl5osTVJ+OMrI0Dh2QavrrZZ7/osNj26gcNy23sky9G7LLdcfMfEtR5P/U3z7DmVQRygqBSVVFSy1mgTAoZRQVpUukNdcyI8Lzvd52lX+TzzvPy9oHYOuzNKuDWspVWv7kcstVxmWfnAczueTcM1ycqKpCh4+9qUaVrf60wBncChFzh869IiLd/+XPc/IYT2AT+lnNogLqXENk0ss8AyodNwMQS16LBGo9E8x+xMUt7bmrAzTrEMwVLbYaPt0Q+POoFtj1OmWclGN6Dp2fzeT3a5MYzxTMHFxYDFpseb6x0a3tysRG9gvnCc2iB+EOUIFChouTaLDYeGbzOIC9Z0U4bmBedhu8rnabepeZCsrNidpLx3Z8KVnRm9hk0ncGh4FqFrH6qkAYyTgh/eHFIpWO/4rLXrkTMB2JbJL726zF98Y40/vTNGSsWtYULoWjjW53Mz05xOTm20+2g3opRgmAYNz6YZONimoS9gjUbz3HJlL+K7Vwf8ZHvCNC1YzXy+Hro0XQfTEMyy8nA3PYpz+g2X/VlO27foBi4vrzTJSslCw+GN9Q6GIegGDqO4wDTEsU1pSinSQuJaBnFREWUl3cDR98oXhFMbxKdJSV5UOKagE9i8vtzg5ZUmXT1ipvkp0DtZzf08yZ4DpWCS5tweJbimSdM1CV0LwwDfMY7UpS1TsD/L6DdcNnshhiH4ymaHwLZYaLmsz7vXN7o+naCuhR8XxK8dxMzSEtc2yEuJUhBlJRcWGz/VuWieD05tEG8HNv2WQ5xWvLTcYKUTMk1KHcQ1Gs1zSyewCR2LV1aauJbJ6+sdzi2ELDRckrzCvEd1Msoq1ju1Daicj4stNr15M69gnJb0Qmeus360KU1KxY1BTF5JZlmBbZgkeYVlCpRCq1u+QJzaIP6ljTbvbU2YpRUIg51xytIxmsIazbPk7i5Od42/GPy0u3LTEJxbCGl6Np3Q5o31Nt3A4f3tKUrBLCs5M/fvDl2LrMjxHeNwh+2YBmI++22bDw/Es7xkmtad7p5l4jsW3fluPcpK3Yn+AnFqg/gvXF7ix1sTvnPlAMsQtVBCWwdxjUbz/JIUFbeHCWkpWWv77IwzTEMcDtXIe6Zr1js+/dCpA/d859wJHCyzlnAJP8Xj27dNbEtQVor1TkA7+CRo6w72F4sTDeJCiJ8F/iFQAW8rpf6WEOJvA38ZuA78J0qp4lHeyzIFgWvh2ibXDyLeOtvl1jBhreNrxSHNc4eutWsA3t+aMIgKCil5b2tM4FqstJfZ7AXERW0Hei+ebTKKcw6inH7o1J3snxK872KbBi8vN5FKK7C96Jx0e+J14BeVUr8ALAkhfgH4s0qpfw14B/grj/pGQgimScGNg5jtccb3bozYGaeM7rfv0Wg0mmdMWUnirGSWlUhqHfTvXRvyrz4+4Nsf7dHyLVbb/rEqa7eGCXFWcWuYPNZnCnF8t7rmxeJEg7hSalsplc4flsCXgN+bP/6/gZ971Pe6fhBxZ5QihGCcFvzprTFX9mdH5iw1Go3mWTOIcv709oT/671tslLi2wa9wCaVFQdRzs1BQlkdFamapgUf7U65fhCRl5Kykp+aPtd8cXkmV4UQ4kvAAjCiTq0DjIHuo77H7jQFUZuhKKnw7Vr4X7vvaDSa54lZWrIzSbk1TIiyisWmzXLHZ5gUDGYF613/AZuSnUlGlFX84MY+vdBho+tzrh88k+PXPN+ceMQTQvSAfwT8KvB1YH3+qxZ1UL//+b8G/BrA5ubm4c+TrKTt100fhlCM4uLQ9UejeVro2vYXgyfxd5ZSMctLmp6FacC5ns8fXxtSVhW2MHlrs+7j8WyLQZwfma5RSnFzEDFNS5qezTQt9ViY5lhONJ0uhLCAfwL8baXUNvBd4F+f//rPAX90/2uUUr+hlHpLKfXW4uIiAEleEeUVhawYpwWuZZJJyc4k5uPd6QmdjUajeRE493d/56kszm4MYr790T6//8EencCmlIqslGxPMvZmGVuTlKZnkxbyiANjWUmyUrLc8jjb91loOFxaaj7x49O8GJz0TvyvAd8Afn2+qvx7wL8UQvwhcAP4rx/lTWoBgwqB4EzHZ5KWGIZglkmuDWIuLDb0qlWj0TxT4rxkHJcMo4z9aZ1ODxwDqaDfdDi/EGIZBt3QYbn1SRbREAJDCDzb4s2NLqttT4+FaR7KiQZxpdRvAr9534//FfDrj/M+rmWQVRJTCJbaLkttj17oUlSSlZanA7hGo3nqfJbwS9u3GSc506xgnBQkRUXDs/ilV5ZqkZfQObZZzTAEl5YaJEVF07UwdIe55lM4lV1geSU51wu4NYgZRiWObfLKssPPXVrg9bX2sz48jUajYXucYggYxzm704z1TsCFxQa//MbKZ240HEubOWkejVMZxFuezZleQOhaNDwLzzY5t9TQAVyj0XxunnRdvBPY5JXCd2zO9k3OLTR5fb2tM4WaJ8qpDOIAZ/shv/KlFb5zxcG3Tb5xtqf/OTQazXPDuYUGv3C54vY4wTFNLi82WGi6n/1CjeYxOLVBHODCQpPNblg3gui6kUajeY4wDcGbGx1eWW0dq8Sm0TwJTnUQB7D0P4dGo3mO0QFc8zQRSqnPftaT+jAh1oD/HXgNaAAO8D8DIbVi268qpbKHvX5hYUGdO3fuBI5U80Xh2rVr6GtK8yTR15TmSfO9731PKaWOXQ2e9E58APwS8E/nj/8i8B2l1N8XQvyX88f/68NefO7cOd5+++2nf5SaLwxvvfWWvqY0TxR9TWmeNEKI7z/sdyc9J54C6T0NaB9TS68CdICDkzyeLwJlJbl2EFNKydleeOIGMeOk4M4owbdNzvYD3XyoeWySvOL6IMIyDM71gyMlNKUU1w9i4rxivevT9u1PeSeN5sXjWRdrPgR+VgjxI+At4NvP+HheOGZZSZJXFKVi8AxsWvemGdOkZJwUpIU88c/XnF4qqYiykv0ooygVSV4xy8ojz0kLyTQtqaTiYPbQSpxG88LyrIP4fwz8c6XU68DvAP/B/U8QQvyaEOJtIcTbe3t7J36Ap53QtXAsAyE4sktJ8oppWjzVz85Lyf4s5c44YRjnuFq8QvMYXNmbcWUvYpoUCFEH9ftxLQPfMRECuoHzwO8rWXt3azQvKs+6O11Q18kB9oEH1FqUUr8B/AbAW2+9dXJdeC8Itmnw8spR84Q4L/l4NwJgteOx0Hhys6tpUbEzSQ93UTeHMctNl8Wmp8cANY+MUrVZCIAQgs2ez/X9mJuDBIGgHdQL0rsSpUqpw1LNKM4ZxQW2JTiY5QgESy2X5XtcwjSaF4UTDeJCCBv4P4AvA/8c+C+Avy+E+A+BAvjrJ3k8XzSUUlw7iNmdpsgKGp5FVlSM4wLPMXCtn75evjNJmSQlgyjHMqEoFbuTnM1+4wmcwU+HUopJUj6xc9U8PYQQLDQc9mcZG92AvPykFFPIB8sy9/Za3BomDKOc26OYcVLSDW2mWaCDuOaF5KQb2wpqy9F7+eWTPIYvMrdHCT+4MaTr27QCm37DISskN6IY0xC8vNLE/Cl3y65psD1OyCvJctPFNgX9hoOa1ywbnvXMAujtUcIwKjAMeHm5qTUGnmPSvOTKXoRhCK7sRUglCR2Llu/QOyZtfi95Kflgd0qclRzMcmZZyWY3pJLqp76+NTWfZf6iOTmedTpd85QZxTk3hzEo2J6k7E4zBlHOX3htmbWOz8d7M6CuHe7PMkxD0A+dz99FLgTjpK61T9KKhdDl9qj+3DPdgG7o8Opq60md3mNRVHU1RkqolNIX/3PMjWHMn9wckVcVjmGw2gloBxbf7AeUUmEoxSDK8R2TpvdJr8ftYcL3rg+I85JpWtIObALHwjSEDuCaFxJ9H3uBGccFv//BHrdHCWstl0lakuYl/aZLMLdAXO/4HEQ5VaW4PUyI8pKLiyFrneBzfaZpCBzLoJJQSglKIagb6d7bHnNxsckrK83PvUhIiwqpFIHz+JfuWsdjf5YTOqZOpz+HVFIxinOUgjiTNF2buKj7OuK8ZBhnVJViteNTKcXV3RmTtODNjQ5fOdNBCMEwzhBCoBD0AwfXNXlpuclqx2OWlTSOsf7UaE4z+op+TpBScXMYU0rFRtc/NsgopUgLiWsZn9kkVknFe1sT3t+ekOQVO+OUM90A1zE4e0+N0bNN1js+47jgnVsjikphm+JzB/HFpsvPXOizO0k5mGXcGdW7eyEMFj2XhmNRyvozHpdpUnDtIOL2KGGWlVxYCPnqZpfJfISt36jNcO7/HstKMohyPKc+V83zgZSKD3am3BjErHV8bFPwwfaM26MY2zRwbMGb621eWm7y3vaELJfMsoo0L7l+EPPhXsTtYcTOJEMqhWMa/OjOhKZrsdJ06TdcLNPAsQSjuGAYFbrBTfPCoYP4c8IkLZgk9QzswSxn7Zhgc2MQM0lKfMfk0tKnN4rFeUlalJjCQKqKs72ApmcjlUXLt2ndJ4rRDmyW2y5FqWj7n15z/CxWWh6GgGlSEjgWi02HhYZLUSlC1/xcWtKjOOe9OxMG84alJJccTDPOL4TcHqUoBWlZsdR0H/ge74xSxvMxpZeW3iqalQAAIABJREFUm9qn+Tnh9ig5XDgWUmIAf3prxEf7MzZ7AV/Z7HJhsclC0+M1Ibg1SHDtnIWGi2kaHMQ51/YVRSm5sjsDIdidZCy3Xb52tsskKykrxULDYW9aayRkWqtA84Khg/hzgu+YGAYoVc92H0ec1/OuaVEdGak5jsCx8B2L80shRVkxS0uirOTr5zq8ttrGPCaQvrneYZwUT0T1qh+6pL0K3zHY6AYsNl2UAiE49tjv1uTzUrLS9o4E+igr+PbH+6AgcE26gc2t4YTQNflge0ondMnLOkPh2Z98jw2v/h4V6vAztWDc80ElFXuzlLyUXNmPeNls0vUt4qKoyx22QTewCd06I7XQcOkFzmEGyp+ktDybzV5AP7SxTMH2OMM0wBSCduCw2vFJ8gp7nrnKCql34ZoXDh3EnzFKKYZxgWkIXllpoZQ60jWdlxLLqK1W1zo+gyin49vHBvCiklw/iJAKNnsBP3Ouxwc7U67uRxRVHfzvjDJW2gWLx/gaJ3nJ3jQlzkt6oftTB/O4qLBNk2oeQNOi4sp+3Uh3YaGB75iM4pyr+xGzrCDOJGsdHyFgo/tJOv9Ht6dM4pJhnPOtS33eWG8xTksMBJO04EtnOpRSEToWxn3fY5SVTJKCKC95VVtCPjcIwLMszi02UIBjmny4OyMtFErB1zY6/Oz5PkKIw67ye0tItwYxwzgnLyW3Rynd0GWt7TNKc6Ks4OrelFJCKRWebXJ5uYHb1H0QmhcPHcSfMXuzjJ1xLRd5biE40mm7P8u4PUzIq4pXV1q0ffswsOalRKr6BnWXSVKQ5HW6cJwUND2LtKzIqzpVWY/o2NxbTh8nBTcHMVJKvnN1wM4kpenZfPPiAq+utT5XI1CUFfzp7Qlb45S1jkeS18e4PVduG0UFgyjn8lLInVF9jllVzXdK7gP9AK5t4NgGC00XxzK4PUzpBQ7v3BrRDW3ujFMuLn5SXqi7kOuTnKYlIGi4NscIfmmeEULA+YWQ9dKnKCukhHejnKSor+vrg5jfeXeLpaZL4Jq8vtrGvedabwc2hhAkeYVlwQ9vjnhltcG//GAPpeB33r3DhX6Ts/2AlY7P3jTlzY3OExU20mieB3QQf9aoeVdukpEUdffsejeg7dvM0pLrBxF3hgk3BzHfONdjoeEhBHy0O0Mp6IcOaVkRuhaVlNwYRISuxcWlsE6/K9jo+Ky2PULPRilFZz5nmxYVwyhDKRhExeFc7e1RQsev58gbi48n0qKU4ifbU+6MUg5mKVFW0g0cJmnBMC7Ymtev277Nu7cmxEU9QjSIS9baAS3ffiBL8NJyk3Gcc30Y8+7tCcZ8M73Y9JBSUFYPj86dwGaaFhiGoOXpy/15QErFh7tTrh/ELDZdXlltsTNJubzUwLESoqwgcG2SvOLjvYiWZ2Mg+Mpml7SocC2Dlmez0Xb58daY3WmBQpGXtXBRKRX7sxzXstiaJnzlTJezKuTHWxO+vtklLiqkVDQ8C8c0iIuKcD6GptGcNvRd7RnTDWze351yMMv50XiCUnBpuUHLs5FS8t6dMaOk4M6kFlC5uNBkpe1RSYUhBNcHEQ3XJsrq0avNXohC4VkmStW7+UrB2YUQ0xBcP4jZmWTYpiDKKhQKyzDY6PlAbTJRKUlWVtwYxJzth491cxNC4FkmtikQQnC2H5AWkllaUEnF5aUGeSnJpaQTOPSMun6/3vMRiCNNZ0opKqmQStENXW4MaiWu5ZbLS6tN1rs+vm1yfiF86PHUqdTmQ3+vOXnySs6bDXPiomKjG/D6WhvTEJzrN+kEFlFesTtJ2Z4khK6HaQi+f2PAjf2YYn7tf7gzYZIUDGY5gWvRb7i0PIekrNibppRS0fItoqxilOS4tskfXR1gItidplgGmKbBuYWQwLE+s1lUo3ke0UH8GSKl4v2dGXeGCZOkYHeS0Qosru9H2JbJ7WFMVkpuDRKWmi5pXpGVFTcH9c/X2j4b3YBRXOBYBi3PYn+W0/ZtDEOQl5LlVt3lXlSSrJRICVuThFGSs9r2CRyLV1aaGIYgdCwk8MH2jIZbK6uNk4Je+GC3epTV0qqmUdcs+w3ncHb70nKD5ZZb7/TjEs82GMYFSVHh2TbfON+jkoqtcYoQsNb2GScFWSkPd+FKKT7em5HkkqWWQ9u3ObcQIJVioeHyykpL25qeUtKiYpLm/HhryoWFBrOs7tF4ZaVVL/DmimvtwKHXcPEsg/WOz+++v8vVvYhxWnCuV6fIB1FtrLPR9emHLt+40McyYJKU/HhrxMGsJHBNNvshSw2XvShjkpZc2Z9xe5hQKcWffXmR19Y6z/pr0Wg+FzqIP0OKSnJlb0ZWSiZprfF8e5jQDW02uiGWaWCZggtLDc71fC4u1rKoO+OUfujQCSyW2z69oGCcFgzinNA1WG3Xgbvt2wyjnGsHEZWUrHd9FIq4KGn7Fu/cHHF5ucEo8emFDr5jstjwCDfr1GLgWAS2wSjOsU2D0LWI85Kr+xHX9mNW2i63hwnnFxrEeXVotOJa5mET0Xq3NrL4cGdGN3BoeBZKwdWDiK1RfR6GgF7o0r1nsZBX8rC+P00rLi012OwHpEWFYxo6gJ9iRnGBYxoEtoljG4flENs0sE2Dj/dGjKOCYZLz+lqb0DW5OtcHGMYZw7hgZ5RQKYnvWDRdk5dWG3x9s8N622eh6XBrmDCIchwroxu4fG2jTVIpOr7N1YMIqRRFpWj6FmWl2Owf1UW463x2b8+JRvM8ooP4M6RSqlaiijIC22QUZ6Rlxd5UsdEJ+POvLuHZJoMop990eXmpyf/yg5t8vBthCEHTtxnFOYO4YG+aUcm7SmaCC4sNDEPQazhE89G0vFK8sdZGAD+4MQLqAPn+9oTFhkvoWZxbCHAsA8swENSNd7uTuvHu0lKDSVIi52psV/YiinmD3cPEW4QQeLbJcttlFBWMk5wPdyuuH8REWcXV/YhXV5tMkpJX7pFjdS2zPvasZKn1SY1c31RPP3JuRGMYAscQD8zt780yruzP6AQ2Ky2vXvANY8Zx3RB5Z5ziWiaGUJiGAULxwZ0pSSZp+RO+eXGBq/sR/YaDVIovb7bJ5pakTdeiF7p869Ii7WBMy7X4c68tH2ngjLJ6oarmUx53HdOOo6wkUV4ROqbW4tc8E3QQf4YM4wJTCD7cmeFaBqWS5IXEdAWLTY/1XnC4qwYYRBmTpKRS9cjN1f16R2EIgVIgUbiWcaSG3XAtfMeklJJe4KAAYdQz1JVU5JUEJfhoLyLO6tTjm+tt1ucjXvd6OEul6AQ246TAsw2KsmK149ELnWPFae5lqenx0e6MnXHdwNeZd9k3HJPdScbBLGe55R3Zja93fEZxzk+7585LSSnl55Jq1TwZ1FzrvJQK3zG5uNTAdUw2Ov6RjvEkr7i2N+PafkQ3dPjd93frUlBR4dkGvcBlmlU4piBwTEZJybWDBGTCKC1Y74Sc7cc4lmBnnNENbfYmtdCLbdYL05W2R6/h8KWNNo5pYN+3iMhKiZpf9mlZ0ebhQfzaQUSSSzzb0L0XmmeCvqs9Q0LHrOdgVX3jsE3BW+d6hG59k1u85+Z2d+751dUWvm1RVJJZWtENLUoJX95o0QkdBOKIGptlGocNO7Os5MdbE24cJKy0PJZaLl/e6HB7lHAQZ6SlxDBq1atJWgCC9Y5f66HP0+kAL68066akTDJNSxab7iM3v5VSMohzzvYD1to+3cDhj68NsAzB/iw7EsR3p+nh+N2FxfChIjjHMU3rGnzDtbiyV++qnrR3uubR2ZtmvH19yO405eXlJq+ttnl5uYlnmwyTHKkUzfn0hGvW/xdxVrA/TVlpByw3Xc4tNNgaxby61iJ0TUZxwR9+dEBVKTzLwDIEZ3o+AsVC02ep9YnZzd2rs+Fah30XUtZ9F2khWW67LDVrIZiOb5PMO9jvXi93yzj3yx3nZR3t80orwWmeDTqIP0M6gcMvvbpMJSUf7UWc7YesdTx+/kIf/55d451RzA9vjumHNmttn37oUEhFnFVsjxOWWz7d+2rKUN+kRvNdc+BYzNISpWC57dLybM70Ajzb5KUli9WWz9WD+oZmGIKiVAhRy8HeK7xyl8Wmh2UYh4paB7OMtm9/akrxKxsdRlHOQuDimCamYeDZ9fNnWUlx3yC3uudhpep06CDKaXrWkXn6+8nKimv7MUopDAF3b+F365yak0cq2BonTOOS61bMVzc7eLbFzUHMMMoZxgUXlgI2OgFfO9clk5KGYzKMCiZpzisrPUpZK7dZpmAc5wzjkleWQhyznoJ4ZbXF+YUG6x2P9nyMcnea4VkG3cChkPKIBkFeSYZxjjmXdA0di9CtBYPuauzHeb3wlUrR8R0uLTWO9GOc7QcM4/xwbFNzujmNFqs6iJ8ANw5iJmnBatujf99OsBs6/NWvn+H97SlKQTe0jwRwgD++OuDGQcIfzTIuLoV0AoczvQDXNji/2MAQgigvHwjid8a1f7YQcGkppBvaXDuImCQFyy3vsL5sGIJ2YPOVoEsla4nSK/sRRSWPvTkppTjb82thFtPg/Z3ZfNa9OCK6cv9rikpxphcymM+mL7drKda1jo9SPDDHvdhwEQIsw6DpWny4MyUr67TspXnN/2E66FLV5hqjOGe96/Paavtwp6U5eVqehWMJSllrF/xke8Zy06GoKiZprca3OzHxzHokUAjBnVHCei+k4Vgst716wiGvuDNK+M7HBwzijMWmy1/56jobvYDz/RDDEEf6Ju41vHENE6VqeV+B4MrejPe2JlRS8fJKk6v7EZeWGkdef20/ZmuU1sJKVl2Csu7p/whd67EyRBrNk0ZffU+ZopKH/toHUf5AEJ9lJY5p8Ppai7ySx7qXNT0bw6jHYaZpyWCW49kmKy0P1zZwLfNYGdW7O9lZVvLenSmBa+LZBqHjM4oLNroPHu9dtbOXjqnvZWXFNCnZmaYkeTV3QPOQ8w9S6kHRlWqessxLyUrLwzIF/YbLZj84PNdzCyFpUdG7b8FgGIKlplfbmG5NuDNM6IUuCHhva0ycV7y21j4yAjeK611dw7WI8pIor7gzTPi5C31tfPIMmWUlUgkkgrys2Juk/PHVA7q+zXrXZ6XtcTDLibKKtY7P5aUGa22f7Ulal2CinIZnIaViZ5Iyzct5JshmrRPQ8uxDe937ibISyxS4lsnV/Ygf3hxTVBLTFLR9h7yscCwDpY5mfwAsU9ANbHanKYYBSVHR1A1smucIHcSfMrZp0PZtJumD89Y7k5TdSYZhwOWl5kM9rn/+Yp+VlsfWOOG9rQlZJYmyEiHq+nfLsw9fq+adv65tsNr2cC2DgwjKCoqy7l7PS0laVPzgxhAh6tThcYuAe8nKih/dnrA1rtOOH+1NkaoeH/vqRpeNns/qMc1tSVHLqQ7jnCgr+dJGCykFvvPJuTZc61PlXadpgZSw2PJozhv1vn99SFEp3t+e8vMX+4fPvTVMUAoMo14cvL81odtw6y5mzTPDEpDlFS3PwjQNRkntF7A1zuiEDkpVvHt7RFpKXltpsRA6WIbAtQQ3dhKuH8SYQnBmIeDyUgMh6t39ejegE9gPNTbZn2VsjWo9gjNdn492Z0zTAt8x8UyBZRq8ud6i5df/Q/del2lR0Q1sxnFOy3f4aHeGlI/fn6HRPE30lXgC3D+Depe7toh3R7Ycjg80gWPx+nobxzK4OUgQCiwTGp7J/jRnf5of3li2xikHsxwh4PJyg4WGy0GUc2cUs9H1ubjYIC1K/ujqgNGsnsW91fb41sWFB9Lx9zKJC24MYopKcmeccG0vIp034y03PbKqQgg42z+aTg/sWr1tkhQsNT3+5OaYhmvjOwaXlj67m1fNO/EtA3zLZLMfYAgxl5lVD6TgfcckzioCx+Lnzjc42wvxbOOJOLNpPj/t0OWN9TaTtOSl5Qa+bfDda0M8q2Cx4fHR3hQhBLcPEopCUknJrVHKJC5QSMZJiW+bdEKLja7Pr3xpjdan9EUoVU9exFlJlNev/XBnyt4s5fpBxEvLDda7TWxLcH6x8UBjZllJPt6rg3ZSSEwhUNSOePKYjJNG86zQQfwZstyua76ebT7S+FPomriWQX8hpBc6bI9TkrxWObsrmHF3JEypenEQlbWn8lLT5eYg4dYowTEFVaXYmab4tkFVqVrj/JggXknFhztTBlHG9iShHzi4loltCPaTHMMw+N2f7OJaBk3f4T/6+TOsd0Ncyzx0nrq41KBSCilhnNbNZUkuP9NOFeDmIGF/lrE7zdjs+ZSVwncMfv5i/1jb1PP9kKysR36EEJ8qyao5OUxD8LMX+uSl5P3tCe/cilloOHzjXI+0rIjzknGUk1cVlVL88NYYQR04haiFhxqexUrL55WV1qd+1vY44Q8/2ifNS7J5o2bgmriWycc7Eb2GQ1pJRkmtbiiVwqQ2U7k9inEtk4Zr8sObIwwheG2txWLTpShrGddPa6rUaE4aHcSfIa5lcqZ3/C79fspKcmuQUqm6JmgasNjwiPOCj/dypJK86rRZadd1Z2+eGiwrgTtXXYuyWmBjphRn+wHfvNinqCSWaTx0F35lb8Z3rg64PYrpBy6BazGIIu6MU2ZZyWo7IK8qikohpeKDnRlpUTuPXZ538tqmweWlJnklkSrgYC4Ne1wAH8U5W+OUhmtxpheQzW/wSV6Rl4rJ3VSobR4r/GIYR1P1mueHpKi4th/x460pjlWn1EPPoogkTdfhtfUWkrp+3vJsznT9/5+9N4u17EzP855/zdOe9xnqDDWSRbI4NLubLcmyItlqxTIQJEpsXxgRkiBArCSIAwQGggDORQBHNw4CBIgUBFGuMhmxAduxYUQWYrVsjd1SjySbLA41nnnY85qnPxf/rsMqVpE1sLpYRe7nqvaus/dZZ5911rf+/3u/98XQBc8tN8jKmrKWdxgC3YuiqvnB1pirRxHbw4hhVODbBrap8fpmmxrJUqBGIusatPn5CWoM7miacxSmgLoRjueBK7f7NSxY8DSxKOLPCLomiIsSzzLIyhpd6ByFGXFeoWsa145j1touSw3njguOJgRLgU3PNzF1weEs44XlBmstF9dWK2opVRDExzkOMy7vzxjMlJrXs3XO9HzqWjJJSg5nGS1X50yvSZJXrDRdzvUDqlrFov54d4qhq9WwbegnwrJP2wY9DjPKSnL9ODqZ9ZZSstF1cKzFtvizyiwteHt7yjDKSIsKQ4cz3YCqkjQcg/WOyzDKWGs4vDWbYvmCb5zr8tqG8jQfRDmaEJ/a8gFI8woNgWdrarTMt5BS4po6R7OMza7HpbUGzFtXjdvaMQ3HYJTkCFRhd8yawDEW3gILnmoWRfxzpKhqxnMl9f1Wj0IIXltv8cFhiGdprLYcfFsnKyo+PI6wdO2ubb60qHhze0xVQcM1+OrpDob+kaNbVlZc3g+p5yvzW6+va8k7exO2RwnLDYswc1hp2Gx0PDa6Hmtth6ysifKStm9zpuex0Q1ouyb2/GJpFYK8khSlUtTbwYOtjlUsaqYEcZOaspSsd9z72l8ueLq5vK9aMleOQs4t+Ty/3EACl/enjOKcF1aaLDcs3t2b0nAMJIKma5zs1jxIId0axvxoa8TV44i2Z/I3fuECB5OUQZRzOMsIsxJTE8RZzasbDZKiumOEsuNbfO1Mm4NJpoq3b2EZ2l0jnwsWPE080bNTCLEG/DPgEhBIKUshxL8P/AeADvyqlHLnSR7T58mNQUySV2gavLTavMsN6uN0A5uf8i2KSkWGqjARyam2S8MxsD6mbt8eqTnxpKhwLQ8hxB0CnjirTnroYVbScEy2hjFv70zYnyTYhs4gTKnRsOZjbJNYqYqzskJK1bOOs5KvluBbBl893abrq7Gd4XxG/dNW3rczinLSoqblmjimTi0hESX6Yov8mSac59RnVc162+VsL6DlmuxOUt7cmjBNC2opqSpYmue/v7LeYK39YK2mW0zTgt1xysE0Y5IUbA9i0lLy1dMtfuZ8nytHM+K8QghBmJf39A1YbbqsNJxFwM6CZ4YnfYs5BL4J/GMAIcQ68AtSym8+4eN4ZhFCYBnK5KSqJe/sTUnyiudXGnQ+lu5l6RpLDZswLTnb8++ak266Jn6sLC87nqUc3uICUxfcGCR0fYuGo9PydH64Nebd/QkaAsc0mCQFB9OMoqrIihLJkBdWmvxwazyPIM052/O5tNa64/t+kn0lwC3Nr65pnO278zhUDU2I+97gLHh6kVJyquWQlhWbbZelpoOhCW4MIg6mMaWEK4cq5e7DowjL0EgLSVHe2zcB1HmUFRW2qQSUWVHhmTqepXFzGHE8S0myitW2S03Nc8uNeatHYuoa1qfMet+rgM/SYr7F/tEo56LQL3gaeKJFXEqZAultJ/8vA7oQ4neBd4D/Qkr5zHljpkXF9ihG1zROd70Tn/P7cbrrMU5yGrb5SEVqFOVcOYyoasn+JOXCcsBm1zvpG290XFqeiWt+1I+O85LDaUbDMegFNuc/5rDWDSzSouTVjRYNW8cyBJcPQm4OYo7mJi9rbYezfY+lwOLqccjuOOXKUYxn6jQdg8v7M2ZpxdEsQxOCF0418CyD3XHC9jAhLkpeXW/R9iwEnPzst8/R3yvDfMGzScMxOdvzKeqanm8hhOBPrhzzD7+3xXv7M2xd47XNNuttn9W2g2votByTOK8YxgV7kwRL17iwHJAWFe/sqt56VkjWOw5VLfnwMKQf2GhCwzUMLE1nJkvCTDklvrzWQtMEcV5SSz7Vl+Dj3D5rfmEp4DjMGMcqA321tXABXPD58nk3e1YAS0r5TSHE3wV+BfhHt3+BEOLXgF8DOH369JM/wgdgGOXz7Ouay3tTagkNR+dsXxXItKjIq5qGbdy5Uja0z2QFahqChmOovO+549T0trErTRN3CcF2RglpUXMcZkyTgq5v39FrXm+7WLpge5Rw9TjmwpLPpdUWN44ijmYpZa3669O0ZHeScDhJGWcFXc9mGBVsdFwOphmjOMIxVTxjUUpyrebmMOYHN0YUVY0A2p7yWj/fD062yxfF+4tJyzNJi5LtYcL+NOZfvnfA9aOIUVzScHSmaUkta5Z8mzhX6Xg7o4Q/vT6glrDWcpkmBdujhK1hzDTNaToWNwYRSVEyjgs8S6ftWfi2TlFLLq42+OmzHf7yK2vKN117sFHOj5OXys9BSsirinGsHBhHcb4o4gs+dz7vIj4B/tX8398C3vj4F0gpfwv4LYA33njjqXRZaDgGw7l6Ni1L9scZWal8xz3L4MPDECmh37Ae66hKy7V4bbNFXtQchRmjOGejc+/3v+WHfmMQY5saaVFh6prKQrYbGLrG9eOQUVxgGep5iWQYZ0gEs7xkqeUwS0pajkle1tSAruu4Zk3DUhasgWOy1LKppMSzdcIs5/pxDUJwcxDx5s4Ye74rsNn1MHRB17dwrcUIzxeZg0nCn1wdcP04Yn+Scn0QA9DzTXq+RcszifISzzRwLJ33D2bsTROuHIaAsk71LF1Fh+oq0Oc4SnEMA1MTDMOc3DVwTYPlprL11TXBWidglJSEecgLK41HyvxenrsZVrUkzlUkalHJhWr9GeFZDDV5GD7vIv7HwN+Y//t14NrneCyPTMMxeelUEwHsjhN2xyndwGRrmND2TKpaZX7fMmS5RVVLBlGGa+qPbCCxFNiU8/CRjmcxivN7juFkZU2cVSw3bIQQ+G2dKKuUIYsQxGnBWzsTygpsQ1O54XFOmFWc73uc7QckaTGfUddIipq1lotnKRON9ZbL6Z7P1ihhMM3QhUBH8MF+hGfrlFVNXFQYmqDpWHR8C8fUycuag6napq+lujC2PUuNIWnikS66Cz5/krzENnQ0TbA3Tvjddw+4Noi4chASF8oyeLPn8bXTHZKipukaZJVkEqvUsp5vsnUcE1gGeVUzS3LiXKPlmHxlo8kkLtifZUyTkvWOg2Fo6EJgmRqrDfW461l4ljp/lCui5BNa7J+KoWustV0+PJgxjmuEgJdONR84fnfBgp8kT1qdbgK/DXwF+B3gbwOJEOJfAsfA//Akj+dxEucls7SkF1i8stY68QoHte3dcq2TO/pb7I4TxnFxYpH6SSKeT+I4zLgxiBhHOXklldGLdu+bAcfUaXvm3KDFoemYhLkaufnwKCTKSrJCWZy2PYO9ccqNYcxq0ybObH7qbIf9SYKua0RZxfMrAeeXfKZJzv4ko5aSG4OYdH9GXlfkRc1y0+FwmrHWVnavWam8s6ta+cHvjFPe2Zuga1BUknP9gLxMqWrJ7jhFn0dCvrs/5TjM2Oy6vLDSvKfJy4Knh8t7U97amVDVkp853+U4zMlKSV1Jlps2VW1hGIJTLZcwU+Ej47jk4nLA1iimTiU3hilpWWMZGnlZEaYl07Rko+3hWgZrHYc13WOtLfnmiyuEecn145C8kvR8G9fUSYqKaZLzvetDlhs2Z/veA507h7OUYZTT8+2TTIHtUcyVowhdF6y1XBble8HTwpMWthXAL33s6e88yWP4SVDVqoDJeWby6a7PUsPiymGElJKu57DacsjKiqKqTxyibkc8wmVhHBeEack4KVmfj5l90nY6cJc7XNNRwSxZUWNoGhdXfALHxLd1bg5iTF0jzWv6DYcLywENx2SpYXMwzbl0qslm1+PDoxlbo4T9Scbrm02uHpfIWpAUyu+6H9iYuuD1022qWjJJCvqBjW8bHMwSsqJiZ5Sy2XPRBOgavLs35WCa4poGR7OEDw5CJknJNClwDIMXVu/vub7g8+PmMObNrTGTVPmWv7LW4uySx9meSy2V0nsQ5irdT1aMk4LNjsM0LcirmsA2KesczxBIJHklkUDTNTB0QS1ho+2y0fVo2MqboOmZrLVdokzZDJuG4OpRxCDKsQydsoatUcKlU/ff8Tqcqqjcg2nKUsNGSjW1sdJ0iPOSC8v+l3an9b6DAAAgAElEQVRa4vat6QVPB5/3dvoXAoFyRpumBUezlKNZzlLDIiuVP/hFN+BwlvLe/oyGbfDiKbWaXGu7uJZ+h3r8Yej7Fpf3p4yTnOWmMmN52ItLMPekTouS1aZPx7eI85LNnsckVVv0l9aaNByTrmcRzsMkTF1T0aNSUFfgWhpXjxPWWg5bo5iGbdByTcqqxtR1jsOcc33/xFxjexTzo5sTDqcZHV+9t2Vq6JqGoWu8tz+j65tK8CaUqrjrW3dkOS94Oun6yps8zUsmcYFtCJ5bbiOBhm3wr94/Ipkn2/mWgakLNE2jksrDP8srdicp148jxlHGqY7Lasvj55/vU1aStbbLese/Z0/69nSx55YDWq7Bm9sTgLt2wj6Jlmsyjgt8W+e9/RlFVeOaGrkmWWs//I7ZggU/SRZF/DGgQj58jmYZB7OUDw5mfPtqphzMDB1D08iKikFUMEkKzvR8nPl866OKY5K8opSS9bZawRZVjfGQBTzJ1Vbm2Z7Hh4ch26OErKxZbTm8vtnh5bUWTeej8TdNE3cYtwgheG1DtQ5uDCJarkk/sDnb80mKmoZjcDhNmWUFNwYR5/o+ZaU8sJO8ouVZjOIC29Apqpr39mdUVc27+1M+OJix2fU43fX4xpke1vneianNLaRUo0XDKOfiSuO+lpwLngy9wOLSaoODWcaFZZ+Wa3EwzahqydjS6QUWVS2pZI1j6vR9lbR3eW/K1jDBNjVGUcY4zoiKmqNpzvlewKVTTU61XLJSnesfn9XOyookr07O0Wla0HBM/vLLq8C9rYXvxWZXbdPHecn1YyXAswyd9bbFe/shk6TgwlLwpV2NL3i6WBTxx4Rt6Gx0PK4fR9wcxCAlwyinG9ikRUVaVliGIHCMz+z/nRYVHx7O2J9k7E3VRWaz4zGeb1U/CPuTlKNZRl5VrDYdkqJCIAizAnAePC9ZwErTYWccczhNGUYZl9ZabHRdXFPn8v6Em4OYQZTzwkrAOFHbnb6tHOCOw4yub7E7ydgdR7y9M2WSFuRlja6lnO8FIODFU3c72oVZyTt7U/Ki5nCa8pdeWV2skj5nboXgBLbJctPmG2e71JVqN7m2jmMq97+iqpVOJHAI84LVpsPlvSlRXvLeQYyuCYpSUtUS29Q4ijLeOwj54fYES9fYHSecX/L5888tqZV/UfG9GyPs+dimaQiOZznwaPnfuibw57tUealuSL97Y8TBNGUU5xyHGa+stxaJZgs+dxZF/DHzynqLoqo5mFoYulLTZmVNx7Uoa8nXznQ+0x18VUtmaUFWVoRZiaVpjJKCvXHKpTVJWijF+b367rcT5+XcpCZBSuYe0RrLzfvPvZZVze445ThM0YTqUdqGzrUwRhew2ip440yXP7s2ZBIXHM5SAsfkB1tjup7qhwshaNgqWhJguWESpjmWrmEbOlWlQitcS0dK9T33Rkr0dq7vI4TAmW/r74wSeoHFtePovjGVC35yVLXk5jBiEueYuo6p64zjgu1xwjDM6WOztGJz5Sik6ZqkRYXQJC+vtfBtg6vHEZf3p9imTllKTnVckqxiybc42w8Qc+XIm9tjtgYxgzDDtwxe2WgxDHMOpxmapvwHJBr7kxTH0hDi0eJoNU2F96R5xXsHMwZhzs44Jpu7yW2PEl56gB77ggU/SRZF/DHT9ixeXm9xtudzquXiWDrv7k1PxDafRVktpeTKUUhW1JiaxmrLJkwNpFA9+T+7PuB0R4lu7qd2P9VySYuarq+2/HuBxVr7wWa19yYp37q8T5hVvLjSxHcMlgKLa7qgrGs0AYezjEGcMYgyAsdEFwINQVZVdE2LUy0H19AYxmq+/htne6y2XFaaNnuThONZzjgp+bPrQ5qOSce3+O6NIYfTjOeXA37xpRVMXeMvvrDE9xwDzzKQT6WLwJeHq0chP96dEucV55ZsXt/ocDDLkKibxF5gU9WS7WHMICpwTY3VlssgzOn6Fn/9jQ3ivOT33z/CNTU6vslmx+O55SZf3WwyTivKquIHN0cUteSDwyld1+Ty3pTANWm7Jk3XZKPjsjtOcS1d9ds/gz1qWqgC/sGBCh5q2hZWIPjwMEKf7wg86N/Nl41PEsF9EWe1P08WRfwxcjhLmcYl4yRXK9NByMWVJuf6PtOkoOmqmfGrRyFZWXO65z1wOAhALSErlHuUaxt85XSHvKj4oyvH3BwmhGlJXcNaW/UNP62Iu5bOpbUmk9glqyr6/oP35nfGMYeznElcsNl1+ekLXd7dmSCBpFS54nlVYRs6vmXi1JK2bzCMc5xCtR0m88+j61voQmOcFhS1pJQCQ9c5mGVsDxNOdzwOZxmrYcY4KSgryf404Udbyqvdd0zeONs9+XwXfH7kZU1VSVquxfl+QMuzsE2dhm0QZkqR/q3LU94/mFHONRyupWPpgsNpwkbXo+sZ9AOLpKj4119awTIM1toOO5OMJK/oeBaeqZOVKmP++1sjdE1wphfwxpkOr2+2cUwDx9RpuSa6Jh5aK3I7WVGjCdV/nyTlyTk7SXKajklSPHMu0Qu+YCyK+GMiySsOJnPxTpwjNAE17I5TVps2Z/oBjqkzSwvSeSGexMVDFXFdE6x3XCZJcTK/KgUEjoGuqRSxWarm1Z0HVLsry9WHK37LDYelwEYX0HEthmHGmztTdF1teIZ5ydYwYb3tMoxU/3B3nNBybQZhxijKOb/kk5U1N45juoGFqQuOowxZw+EkpZLqpuUwTEHA+eUAx9L54daIq4cRl/dmrDQHfPOlZZquhWvpi/nxzxEpJWlRcmMYKr/8FbWF7ZhK+3AUZuxNVBTp+/tTxknBVzdb3DgK2ZtlFJXk0loTKSWeZaALjeOo5NV1nx/vTtibZESZGqU81XaZZQVHs5y4UGI2TcS8vNE80ZustV2aroltaJ/JMKjpGnQDi65v0Q0stoYxaVkxSUuOo5Sv9TqP5fN72viiu5x9kVgU8c9AWdUnFwhDF2gagOD5lQajqGAUZby1M2UYOdTAq+ttPMvAs3Wyon4kNXXXt+7wF5/Eanb6TNcnzkvON5x5P/zBVh9S3rKS1O/pQCWlZGecEKUFhqZhmTqbHZeX11ukRUVV17y7PyMqSjQJTUcjyVW61FLDZr3togvBOMnxbZ28qE/CUOKsYhjlSCS6Bs8vN/hxOeG1zTbT9BjRcfnKZpPzSz55VXOm57E3SXhrZ8rhNGUQZbQ9ZWXr2TrX9IhuYHF+3jNf8OQoKsnBLCMta3ZHCSBwLIOzPZ+ykoh5PrilCRBqi/uDw4ivrBuMoxyhaUzinF9+eYU0r4iykqqqifOCrFRb8GlRowEbXY8L/QBJhG1ojMOMXtNBR9zxe3+YkJNPQghlONR0DMZxgSYEo0iFFnVc+y4XxgULnjSLIv6IXDuO2B7FVLXk+ZUG622XiysN8rLGtw2WGiVvb1d0AhOBOIk+1DXBhY8lh30WGo7JUZjRb9ist9vKf9oyHnjufHukXOMsQ+PiSsDuJD2Z7bVNnTir+Pa1AUfTjJZr8Npmm1pKnl8O2BknJHnFKFZz4ee6Hk3XYpIUZEXJzkiNC11Y9nHMFh3PpKphkhRoKC/3Glhp2vQCh6WGzVrb5eYwIrAN3tqZIKUgL9Quh6ZBz3fYaDkMw1zNqxvqoj1LC5YChziryMp6ERn5hLEMjdNdn7d3pgS2QZyX3BxE8/xu6PgmZV3x6nqDq8chdVXT9CxMQ2OpabPZ8VhuODimwc+c73N9EGEYGkWpnAkncU5W15ihICoqdA2WA4d+w4IlZUR0YfknZwLUcEwajlLc74wSfDvDNjUCZ3EJXfD5sjgDH4G6lsopLc7JyppJUjDsBzy/EpyMsniWwfmlgGlaogk41398hft2XEvn5bXWyeOH7Qun857eNCl4Z2/Cziil51u8sxPRa9ikeUle1kzSgjArqIAzHY+NrsvpjocQgqKuabkmDUfncJojgaXA4eYwJs4rWq7Bn3++fdfK6HTfJ8orTjVtNLWNcRI1+YMbI47CnKyseO8g5M8/1+eV9SaaqFnreCRFTVSUdF2T51d8XNNgEOVzL3f1XkezjP1JSuAYnO15i2L+E+JwmvL+wYxhnPNXv7rGt68NGczV4r5jIBDsT5TZ0f40QUecbHePE+WEZug6vmMS57UKxQksilKSlSWXd6dcH8aYQlBV0PZqJNDxLDQh+Hd/apO8fjwr7/thGzrnl4KTCYkFzxb3ahM86y50j3TWCyH+CvB3gWXUvq0ApJTySzHfo2mC5abNLC0YxTmWrlZ907S4oy+bFBUr85EtNSf+9IV5GJpgZxSfCM00IUiKiqRUkYuOKXhxtYkmoOOZ7EwSJmnB/vWM4zBnuWHTdEyyvGIclViGYNV3CBwlZNsexpzuqfn5Sx+b9W57Fu07nWBJcmVNu9yw2R7HlDXoQvLh4YzAMej7FoFtYuiCvmUzigvGcYnfMbm0dufpN47VnHCYlhSVxDIWF93HzSDM+LMbQ37v8iGOoTNJCtaaDp5lUtU1vqWTFDXTOOdwmvLjnSkt18QwNMpaUkk4DnN++nxAnJfYhuBsv0Wcl7y7N+V7N4bEeUnTUe59bVfF11q64IWVBueXA2oELffJrkcWBXzB08Kjnvn/HfBvSinffZwH8yyx0nRYaSo/9BvzWMWPm7gEtsHOKKYX2DSewCrhYcnLmjCr0DUNXRNkZc1m1+W1jTZN1yTKKqJM5ZNfOtVUZjKe81FmuYQwK5BS8PbuBN82KCtJ07VoeyYXVxpoQuBZukpKy0ss406L2ays2J+kWIbGUmCfKJBtQ6flmVw5jObCPY1ZUnI8y7i40mC17WJpgkpCWpZUdX3Xz9cPbPYmKQ3nwdsLCx6OpKgoyppZWnBUpDiG4FTTpuubnOl7nOn6XDmKmGZTTENwYTlA0+B811Mr76ymG5icarnEWUVeSfJKJe69vTNhe5gAGhtdh/N9n6KsqeqaMz2ftY5Hx7MWgsYFd/Egq+tnfQV+i0etLAdf5gJ+O7ahc7bnczBN2RsnLDU+cjvbn6b4tklRPZ19WUMT2KZ2UuRWmjbPLQcYusaFpYB39qbEea3Sx1yLXmCTttXj1abD+wdTxknN29tT0rzk6iDi1dWmijKdr+pXmjZnuj6OpXHtOEbT4OJK48SM5q3tCYezjL5vszdOKGo1ovT6psc7e1MajsVSYDNNcsK84kwvIMpLTrddhCa4chQyigpWmx+N+kzTAlNTcaoLK9afHJOk4MZxxPsHM0azjKJWOoeu7/D1s21Od3xGcc4gTNnsOmhC4pgG+5OEta7HUsNmo+Oz0rCJsoqbQxUidHOoXA8v78/Ii4oXVhv84kvLtD2T798YMYhyllsOXzvTwTa0p/Jva8GCJ8WjFvHvCiH+PvD/ANmtJ6WU/+ixHNUzxu5YXXBGUcFzywEvnmrQcEwMTWWIP62hHZomeG4poOjdPVOelTWOobPSsudzuB6mrjFJClxD49vXhry7N6PrG0RZzsEkI8wLbo4T2kchp7ueclwzXVqeeTLfHmYll/emnOn5WIZGUlRkRc3uJMY1DeK8ouubxHnJlcOQtKyYpTnrbRfT1DENjZauqXCMJGealAjguzdKkqImsHRuDBOklPiOjmsanF/yF3asj4lbiV6DMOOPrww4mMX8aGvCcVJgonZ33juYsdS0WW7M+Cc/3OPHu2OqWuPV9SYvr7mYuoap6QS2yfrcKCVwxDx3XjKLc354c4xjqG3zza7D8SxjmhQsNRxePNVko/NgsaILFnzRedQi3gRi4C/d9pwEvpRFfJIU7E9TJtFc1W1oyrWt7xOm5VOtYNU0ga3dfTEMbAPTEDQ0k3N9X6WJgfI7n2bMUpUqVsmai6tNEDPqsVQWrnM71FuYmqDdspFIrhzOkAi2RgnffHFZKZINjVqCJqDhGGhCjevtjhN2xwndwOLmMOZsP+D9g4IoK0nzGssEU9OI8wpDV6NtR7NMxVzGOeeXfUxNJ8qqRRF/TBzOMq4fR3z/5hCk4M2tKTujhKyuqDSNsy2HtZZDYOv8kx/u8s5eyDAq8CyTYVxQU2PqAtMQdFyTrWFM0zVpuebJ1MZ7+1NMQ3msn2rZrHd8rh6FtD2LpYbNctOh51sqRY9Ff3rB08uTmLd/pOoipfwPH/eBPMv0Gw4vLDfYGiUEtglCFfaubz3V27l5WZNXSnwUZipi9Nbcu2Vo9/QhPw4zdsYxZV3T8U2+stlGSIGpC9bbHh3P5Plln0GU029YaAh2JylGqEbrPjwMmSYloO76AlvneFarcba84lzfx9QE+1Nlm9nxLJK8xDI0orTkcJIwTkqqqsKzTU61XV461WSWlvi2QdszKOuapmvQmpvANJ7im6hnjVGcsztOyUpJWdUEjsFK02IYFXQ8k7Wux+m+fzIlYQgV+tPzLVYaFs8tN0hytStzc5TgW4YSVa41Keb98LW2y88/3yfMSjW2WdVUUmIIFWayPs8N/9a7B8yykp9/fomNrvdph71gwReWR1WnXwT+Z2BFSvmKEOI14N+SUv76Yz26pxTlTlVjGxqaJlhtOpia4HRP9QCFAM96uld+RVXzweGMulb/NnUN0xBcXG58akDLJCnQNFXgn18JTrY0/41gjcNZhmVoDMKcMC05mqnxtLyULDVs4qzi9Y0W//RHu1RVzb94Z5+ykmiawLUMVptqVtwxdRqOiQSuHoQkZUU/sAkcnVGSU9RQVkokda7vc6bnIVEBHJ6l8+JKA882TrLLF3w26lryzu6EvUmKaSjTlq9ttskrySvrDf7s+pC8lOgIXlpv8tPneuRlxVLD4VTbZaWpEu1AzVsnuerA3fobseZK9Vvn41LD5utnugihVtnvzyNqNUOj45nsTxO+8+GAP746QBOCYZjzK19dZ6PjLlblC750POoS5X8F/kvgfwGQUr4phPh7wJeiiG8NEyZJgWNqPL/SQNfESfrXStNGCHFP97OnibKS3BJ0h1lBx7MpSkktJdqnuL31A5u9Sq2gbu9J2qbO5nw1lOQVs7RkGOUYukaclay11djZm9szDmc5R2HG9iTDt3Q6vslXT3fY6Lgn7+k7Bq+st3huOUAToGsaeVGzP02RMkVKfR7gYuHbBjujlBuDCNfSOdPzWOssVmaPi6vHIX90ZcAgUgLE55cD1jsuwzBjb1ry5y70WWm4TNOC0x2Xtm/x450Juqax2nJ4ea3J9eOYtKgwNMFzy2rb3DY0olztABW3nY9ZWZ3cSB5MU64PIuK8ZjOwGUYF144jRknOLCvJy4p+w2IcF7Q886FsjBd8PtxLFb6wdn10HrWIe1LKP/3YXW/5GI7nmeBW6EFa1NS1vGPl+ll8mp8krqWz2nJIi4rTXY9pWhDYxn2PvzXvX34SR7OMvKxoOKrIj6KCXmCpcTNN4JrKjMUUYGgSTUi6nnLs+njrwdS1O3rrP9oaU1UwS0vO9X0ajqHS0CwDIaCUEktXq7oFj4+8qglsnZ1RRaNrkJU1HxxGHE4TXlpr4hgGp7vefBRQMI7zEx1CXUtMXce3DWxDZ2+S8vJa82TFfCuP29A5OR+Xmx+F8YRZSdtTkw62obE/ScgKNS3x6lqLUtYElkEt5clqf8GCLxOPWsSPhRAXUG1NhBB/Ddh7bEf1lLPWdjgOc1qu+ZmywT9vboWowK0glM+GlJL9SQpAUuT0A5UdjpQMolyJkhoO55c95aOtixPL13slTU2SgrJSyzNDV7PslqHT8QwmcY5jqiLvmDrPrwQsN2zKWtJ+DD/Lgo9Ybbp8/azgK5ttmvNc+KuHKonPtwxeXGvSdFVGfF7WNGyDs0s+W8OY9bZLYBt4ls40KXFM/RO3vJcaNkVVc2MQz4uyxiwpSIuKzY7L4SxD1yDKS75+pkNV14xjNZ3w/HJwxw3fggVfFh61iP9nwG8BLwohdoBrwK8+tqN6SKSU7E1SqlpyquX8xFbDeVmzNYrRhGCz4z4zq+4nhZgbuxzNMoqqZqlhY+kCKTX2JymOqfH9GyO+d33M+/szJGqMTflS33kqztKCm4OYUZQjT1brLm3P5KU15VEvEMRFReCoTPTl5mIl9lk5mqnIz+WmfdLa6Poqqe5HO1PanokAorwiLUoMXVmq6kLFik4TJUJ8bjm4IyPgdNc70ZF8EsMw4/feO2R3kvDSaou2p36vjqkzigtuDmN+vDthuWGz2nJ5bb1F4KgbA+8pNFNasOBJ8Kjq9KvALwkhfECTUs4e72E9HJNEZRWD2oJdbTkP9frjMCMrldWnqWvsjhN2xgnnej7921arozgnzqqT79kLHjyD+1mlriVF/dEceVHVjGO19e5+TLwX5yVJUXI0S1VwSVXz3Nw/XgiIslKNjY0ShnFOVpSsNBy2RjHfvznC0DQarsmZ3sf62fPdcdc2WGm5TJOCP7kyYJYVtNzuk/gYvhSkRXWyk1JLydm+ihPNy5o/uTrgg4MQhOTSSoOXTjUYRTlXDiOyquKVtSZJUREXFZrQcE2N0z3/5L3FvMh/EjvjhD94/5APD0PSUtJ0El5ebxCmJe8dRIwjFeHbDSyljyhrNE1gaBr1on2y4EvMo6rTe8B/A/wcIIUQfwj8HSnl4D6vWwP+GXAJCKSU5fz5vwX8FSnlzz3K8ZR1zdXjECklK80HK6y3CoqU6uIlhKCuJasthx9tj0nzmuMw45cvrZ5smfu2QS0TDF07cWX7IiOl5MpRSFrU9Bsq8vPGIFb5zRq8tHqnF3qYlUgpKCpJmBVomkXbt+gEFkVZsztO6c3jSYu6JitqGo4ab/t/39oDBF/ZaNGwDZabDg1Hp+N72IaaO78lWoryEkMTaAi2Rwkd3zrprS54dAxNEM/T51aaDhvz3aZhlCOA3UkCQNOx+NkLHfbGKVvjiCSrMDWNtKzYHiUsN23O9DzWO94DCTyLqub9/RllrUSVq02T1zdarDRcyipBFzoNFwIX+r6NEJLXNlrzv2F10yEQj6UltOBuvij2pE+KJ/15PWol+r+B3wf+6vzxrwJ/H/il+7xuCHwT+Me3nhBC2MBXHvE4ALVSiLKCKKs4nGUnSvFP42iWkRY1eVUhpbJPvdWbNTWNlPouocwoypFS3KXM/qJSVGqUDtRNz/1ouxbTpORM30PWEnfeCzV1jSgrycqKjY7H6a87XD4IQYJpaHx4GLIzTtkfJ8RZyWrbIS1rwrRC1wQvrnonNwt5WTOOc5K5gtk2tUUv9DGQFhWH04zBLKMolUAwLioamiArKy6uNhjP+9MNx+Dt7SkfHk64NkjpByaOCZNUCT2lBMfQeVC5yNEswzQ02q7Fy682eX6lgW+rHnvLM2l5BsdhxdmuGidcbSmXt+Mwu887L1jwxedRi3hXSvnf3vb414UQ//b9XiSlTIH0Y8KW/wj434C/84jHwsEk5bvXx0hZs9qyeWW9dd/XNByDWVoS2CYbHZdKypOV3s891+coSun7zh0rzUlSoGuC8B4FLS9rBlGGZxmfqt5+lrjlpz5Ny5MdjtNdj3GS07DvFPXVtWR3nHA4VdGfq12Hnm8zjnPKWhJmJe/tzzB1waW1Juf6AWUtudD3OdVy+edv7zKYCTQBV48iWo5SqtdScvtm6Y+2R4yjkqXA5nTXpePbX4obqsdNVlYMo1w58+kaP7g5JsoKtscJtq4hkfiWwY+2x1w5jEjzkr/wQp+qhjgr+Z0f73M4y7E0wavrbS6tN2kMU1aaDmc6Lm+c6dxTwCalpKrlHXoSx9QpyopJUnC+7xM4JpNYuSA2XYOfe26J9w9mZEXNn14bcmEp4MJyQM+3EIAmFqvwLxKP6nL2Zd0xeNQi/ntCiL8O/IP5478GPPQnKIQwgV+QUv5PQohHLuLTtEDWkrySTJISKe8fONILbFquia6Ju77WsXQ2Lf+u16y2HAZhTvceLmw744QwLREix11pfGFSs5abDsu3GbdZhsZy4+6djllWMopyDqYZcVHhmkqQdPUoopI1b+9MGUcFbd+kqtXOxyxKSYqK55c83u54xHmNrWu4ps44UdngPd9hd5zQD2yKumaWlkyTgigr7jCbWfBwbA0TklytvoWADw9DDqYxeVVzcVndZFW15MphxME0oZYwTSrO9H2OZIppaDQ9k/W2wy++uMRG18e3QsKs5EzPZZIUVFKJ4m5tqav2TESSVyw17BPtSsczOZhklHXN+4ch55cDDmYpeVlzOM0wNUFgGwyjGENXFr3TtGC54XwpdCkLFnwaj1rE/2PgbwH/5/yxBkTz3vbD5Ir/e8Df+7QvEEL8GvBrAKdPn77n1xi6RsuzMHW4sBQ8kGtTmJUUZf1Q40j9wKb/CReN20eknuGps4eiqiVJUeFbOp6lY5sarqXhWwZN1yTJKq4chuxNU3ZHIWFe05oZ1GVNVFQkecmN45iGo1TNvcCi59lsdj12RikbHYcPDmcsN1Tk62bXY7lhE6YlDcdgd5yqTOpa0g/sxbb6Q/DR+SqpKompQ1LUNB0TXdPIipLv7E8ZzFLeP5ixHNi8uT3mcJaiAQ3b4Ew34Gcv9FhquEgJr260eG9/xo+3JxyGOV873TlpoQCUtSTJK8ZJTpgVZGXF3iSlKCvySvnedz1Lraxdk4M85fL+lA8PZyw1HF7baHE4TWH+/wsWLHh0dXrjMX3/F4DXhRD/CfCyEOI/l1L+xse+12+hxtl444037ilDbXsWP/9Cj/f2VJLYlcOQC8vBvb4UUI5i144iQBlZrDxAD/1+3JqHdS39SzN6duUoJCuUT/mZns9Lp5q8sNpESrVduj9JkAImccEwrkBIDsKM/VnGLC1YChzCvOKlUw2EEGx2ff7c+S4CQVZUHE5T9mcZo7jgfF8J3C6uNHEMnaSoKaqarWGMpevkpcqYXvBgdHzrZDt9lhYcz3LanjlPFrMZRAVHs4y9aYpl6IR5RVfAUZgR2AbPrzTpBh+hQLIAACAASURBVBZtx+J4PhlyquXw4+0JP9yeUNXqhmDltkmROK8YxhnH04xuw+K9/SlRVpOXFWUtWWo4rLSceRvHIS8qRnGBrDnxA7h4Dz//BU8PT3pL+8u6hX47D13EhRAWSsj2Mmr45x3g/5JS5g/wWhP4bZSQ7XeAvy2l/K/m//eHHy/gD0rDMXlnd0pc1MyygpvDiNPz6MzbKauaSVLc0WOt5eMZT9E08VSHnTxu6lqSl0r0dkv8JoRApa7O3bjmwra2ZyCEQ1XDMFLCKc1VWoSVloNj6Jxq6XzjbAcp4U+vD/jR9hgNyOuatZaLY2hcWqtwTJ1zSwGjOEfXBDsjNWHwtNvcPm0chxmmrrE/TdGEckxrOCaeZSIRjJOc5YZNVtbcGIQIKTB06Hg2qw2Hs32f012PKCs5mGYn7zlJC5K85GxfjWeuzUVoUkq2hrFy7DN1Op5NnJWkRcZa22WU5CwFDr5tKOHifFztfN9nd5zw/Epj0TpZsOAePFQRF0JcAv4p8EfA91BX678A/NdCiF+RUv74014vpSz4BAX7o46XAVi6xvl+QFpUlJVkuencc2t1a6T61poGga0BgpV79HcX3B9NE2x03HvOy1e1ZJYWxHnFcuDgmjoakjCr8S1BWNS8tBLQDRzivGR7lJDlFVePI64dR1w/jtmfJDiWQZJX6FLM2yTq/XVNnLQ1XFMnLaqFZ/ZDEtgGs6SkrGqGUX4iEPRtA28+fRHnJcsNize3KhU7W8JK0yEtK2xDjVneslM1DcHVowhNg6Zj8Np6k597rn8ifhRCYOraPN/dYL2tXPvyUiWUlbVkFCkdxLVj1Tdvugbn+j4vr7dOcscXLPi8eRLxog/Dw67EfwP4T6WU/9/tTwohfgn4TeAvPq4Dexh6gUVWVvxrwRKnWg72J9yx31p1709StZITGk3XXIhjHpG2Z90zKWxrGDNLSw5nCZO4wNR1NnsO5SRDaBpfP91is+vxwWHIu3tT8rLiYJLRb1gMowzfVi5ujqnRdA0QgigrMbW7b8ycuYBuwcOx0nTm/gjgmgZCg7Zn4pk6s7Sk6RokeUnLtTjb93EtjbN9j91xwiDMCGyT80sBs7QgzEvsSpAXFe/sztgdJQhN8I2zPXYnSqC22XW5sOQrhz3LOCnut/+tNh2TvKz5zrUhRSlBwM9eaH9eH9GCBc8ED1vE1z9ewAGklP9CCPFIW+GPA1PX2Ox4xFnJ4SwlK1UmsWfd+eNtdjwOpylXjmbcOI4xdY2bg3hRxB+AsqrZGiVIKdnseifCqHuJCMu6Zmcc8dtvHZDmFeeWPd4/VKpzIQSaJjkOc/YmCVUl8SyDpluRljWn2h5vnOlwFCoB1bcuH6FpglFcMppvs47jguWG/UB+AAvuTVVLwrTg6lGIZxt840yHspIqXW4cU1cgkax3PM4tBfQDC1MT/MbvfsAsK/nO1SPWWjbv7oe4ls4gzBhFOe/vTymB41nG9UGIaai/wUGYs9n1aN5HL2LqglMth6yo6S6iZBcsuC8PW8Q1IYQtpbzDZUEI4TzCez1W/uDDI64ehkR5xeunO5i6xpnenYc0TXK+e2PIKMwZxTkvrDbUSm/BfRknBUfTDF0TGFrCbD4rf74f3GWnudHx+PbVAYYG4yTnnZ2CwLGwDcG5fsDl/ZBLq4JpUnAc5XR9k4srDaZpScc18SwDITWGSc7rG23GaUHfdyjKmp1RgmcZDKJ8UcQ/A9ePI7ZG6dw1T/AHHxyTFBW2Ibh2HDOda0deP92m4zkEtsnxLCWdj3HGec2bW2O+d3PMcZTh2waOrtNyDMKioheYnO37HIUFRVXTfEA1uRCCF1abTJJiUcQXPDN8ngK7h61g/zvwD4UQf1NKeR1ACHEW+B+B/+OxHtlDUFU1O8OE42nOJCt4e3tC09a5JjlZOWZlzXv7IXvjBNPQuLgS8PUzHdbai9zpByHNqxPbzYajU9eqPfHm9gjPMlhpKlWxqWkMopxX15r8yYcDZnkBUse1awLbpuEYSOCtnQlSqkjUhm1SSTg1F0HtjhOyqma97fLCSoNJWiAlHEcZs6wkKSounVqolB+W3XFClKlRvpvDiHGSkZY10zRnHBUnKWHXDkOyStJ2Td7anpDkFY5pMkoKVps2libo+hZ/fHXI9UFEjcQxNNAFax2PXmDziy8u0w0cuoFzV1zv/Qhsg+BLYGu8YMHj4KH+UqSUvy6E+JvA7wshblW/CPjvH1VZ/jiYpiVhVnIUpdRSjT7JuubcfGbc0jV0XXAUZniWSS8w+alzvcVK7iEQmlCBGFLSC2xGcUGYFlwfxKR5ReAYXFxpMoozOp7N27tTdB16voWsBQ3b5PyST8s1MTSNjmcDKqK04RhcWPKxDJ2iqsjKillaognBMM65OYxpuyZSwkrDoekai9/dQ5KVFYMwZxhl/PZbu2ia4PxSg1fXPISAP/zgmLyuKfOKG+OEopSUdc1Sy2FnlJzMZV9aa/Lm1oRBlDNLchxDQxfq93lxtcFS06HjmpzpfzTu9yzH9S5Y8LTz0Le7UsrfBH5TCNGYP/5cE8xAzZ/2Apv9ccKbWxManoGtQcuz8GyDpKhom5YaaWo6vLja+FKNgz0KVS3RhNrezMqKrKgAyVrbpRfY9AKbw1nCt68NCdNCJYp5KuhEyoy9SYprGpS25LmlgK+cbjOKcpKiZn8a8ep6i4ZjcmHJ56VTLcy5w90kyee/T4ulhs21o0gVjLTg4kpjHjm60DA8LHFWcXMQ8d0bI2ap2irveBY/e6FHUdW8vtni+sDkre0RZSXxbZ3NrsPFlQZtx8CyDDxTY2sQUVSSDw+nRHPntW9stnl5s41EEDgGLWcRSLNgwZPikfesnobifYtTLZujScS33tsnLSRuYnC273NxJcAwdHqBTcczkVIpXh/Gpe3LyDDK2Rkl2KbGhaWAg0lGlKnxveMwp6glSMnhNGMc5gzjnKKsyIqanzrXxTF1Xlpr0hzGLDdsuoFNx7PwLIPv3xjjGAZFJeexlwLL0HnxlDKJ2R4lBLaBJtQI23GYMYhyAttkpeksisMjMoxyrhyH7I1jZlnFWsthd5zyz9/ex9TFfNZfUtYqV2Cj7fDvfO00nqnz7v6Mo6OQOK+4cRyxNUwIs1Jlwds63aZLUkqeW/LZ7LhYhv6psaMLFix4fHwhGk+apnFzmKFpOmmZc6ptsNZyqVE98bKuEUKw1LCp5b0V1Qs+YpoUAGRFTVZWOKbGJFHP60IwDCVZWZ24aIn5xd/UdfJ53vhb2xOyssIydM72G7imzuEsI68qznQ9XEMjL9XIX159ZBaj3ZontjTKWnKmp5KrbEP/UsS/Pm62RzHXBzFRWnBzEIMQnGrbNG0DDdgdJZiGYJaWXD0KaTgmL6w0ObfkYWgaN4cqevbKYUSYZYzjkl5gYpsQ2Ba9wOJMz6PpmlxYulvkuGDBgp8sX5ir4pklj/ePpgyjnMNpxneuHdNrKAMLQ9Po+TYfHobkZc16x71niMmXnaqWFFVNv2GTVyqKdRhlgOBsz2O5aXM4V6hvdj3GccFmz+VglqLrNd7/z96bR8mSnvWZzxd75J5Ze9Xd11avWlqtFbTCARswi1mOzRhjz8jDwMGYYwY8cxjjY47HDIMFtllGNj5gFtsMBiHEyBJCYAloLd2Suluit3tv37Xq1pp77BHf/BFRdesudde6t7bvOSdPZUVlRr6RlRlvfO/yey3By3MDnj23zHIROl8YhDTKJodHKvT8hH3NEl6UcHi0gmunVGyDk5NXVHyPjJWLQTLwia9eZqkfUrIN3nlsVDnxu+Arl7r4UcbiIODgSIlzyx4CwauLA6I4ZbzmMlG1WRwExEWL2ev3uRwerTDX9XlxrkfXS3hprkvbj0kyyXjFZKbh8ti+BicmqnlqxDWxjQfnwMMkJUwyqsXI0hv9vevH1BxT6QgodjV3qtj27Tf7u5Ty9+7NnNsnTFIudwMcU2ei5vDXH5uiZGh86NOnEUKyMgx5+XKPqmNwfDxXc1uVCe0HsXLi15BmklcX+sSJZKJmc2KiyumFPl842yaTksdmGjy2r06jZKILgaHn+ta6lsuuJlnGUj8ikxmDMGWhHwAQxA7TNZdj42Xmuz5nln1sXWcQJuxrlTg8erXeuW3o2BWdc8tDVoYRF9s+rqVzaiHvZ95rgy+iJONyN8A0BJM1546iSFJKXFPn5csDkixhouZStfPw+DBMGIYJzUq+mnYsHdcMmWm5fO3xMS73Ql6c7XF6aUCzKEaUSGQq0TSNMJHEqaTmWrTK9gMtXovTjFMLg1xjwNY5NFK+bl7BuWWPMM5YHkS8TnUyKHYxd7q0+ebi5zjwduBTxe/vAf4MeGBOfL4b0vMTen6CpWtM1l1GqhYZ0PMSKk5ezbwyDHn+QpsgShhG+dSyjSaR7WXiNMtVssgnvNXilFfmB5xb8ZCZpOFaHGiVrpvbfGikTHsYc2phwOHREhfaPifGy+iaIE5S9jVdHp6uUbZNvubEOBPzfTp+RIZkqr5xhXnDtTg0Uma+u3oxkGLqey8NsjgI6RbpjbJtbCgvm2WSKM2uWnUKkReaaUJyZmHI8+e77B8pU7UNarZJ3TERQmPZi6iYOuM1h8dn6hwYKeNaOmcWBrimgaFpPDZT44XZ/HNi6YJW1WGm4VJ3zQdefZ5mkiyDhX5I2s0lW0+MV1UV/BZxP3ukt1LidLvJq27EnbaYfT+AEOKjwMNSyrni9yngFzffvI1ZzdPOdT0+/9oSmtDoeD5JKrEMjdW5JivDhFcWBlzuhbzj+BjjNUeFZW+AY+qMVW2GUcJk3SFKMybrDl0/JkpSZpou6TXDYsIkZRAkvP5Ag3rJpOdHjFRsZtsmy15CydT4hkenqBSOx7V0WmULU9eYqjs3DXNWHIM3HGxSsnSCJKNk6dcp8O0FnKJqX4h8RsAqHS9iECYEccr55XwO+EyjRKtiMdNwCZOUNJM0SxbLw5AXZrvIDMIs49tfP8MT+1ucXeojBZxZGDKbpkihUS+ZPHVklIMjFY5PelQcHV3TONgq88hMg0EYU3ZMmq7FobF8CMoDf09MnZmmS9ePKFkGcSJJpUTjihM/OFJaC6crFLuZuz0rHlp14AXzwIlNsOe2WZ0f/cxryzxzvs3FZQ9DiLxwTROFprbG4ZESfpIyjFKW+iEPTW7WFNXdx+Q1K+PJmgNS4scZFdugec0q/MzikCSVtL2Io2MVTi30CeOM00s+Y1UbQ88V2taz/zZP+mcWBwRxRpRK6q7JSGXvpT+klJTtvIfe0DWswqEHccrLl/tc6vicWRxSMjUu90Pefiy/uO14EU+fWcbUNY6N5dEMP0oRGoxVbB7b36BsGXhxzEIvxDF1On5MkqV4YcrSIGRfs8TBVpkgyfDDFNvUedPhBn4kybJcQGkr2zRbZYs3Hmyy2M9Ho64OPJrt+HhRylTdYVwNN1JsEtt55OndOvE/E0J8HPhP5ONIvwf4002z6hZkmeTU4gAvTEiyjIGf0PdjTENnvGYxUrY4OVnn8GiV/S2HpUEuKDJRu/nqT3GF5UHIfC9krhcy03BJMnlVPlZKuTZQJkoyNHElf6tr0CjZHB4tX+V8L6x4+Qm24Vy3QkozuTaHXEpJWNQvNEomh0fLDMOEOM2um0431/UJ44yphvNAC6vuF2mWv6e6Jji/4tHzE0q2ztGxKxdDQuQpjzBOqdg6XS+h6ZhEccpk3eHCiocfpiyGIZ1hSJxJxqs2tqHxfW8/yOum6sy2PYZRSsU2eWyfxbG4gh+lHJuoYOuC0wt9XlsaUjJ12sOYs8tDphKHJw+10DXBueUhS4OQ/a3S2ndqve0PgpJlsL+pr0WIgjgXtAGY7wUcGavc7OkKxa7grpy4lPKHhBDfBnxtselDUsrf3zyzbk4qJfO9gIsrPl6cMtNw6PoRcZIxXnX4+kemqDoGJdvg+HiNE5PgR6kqZrsDun68djKO04yRipX32QNxmr//VScfZ+lFCX9xaoleEKPrgq9/eILJukurbK851qAYXAL5cIz1TjxMUk4tDJASDoyUqDkmY1Wbr852abgmL8/10TRBx4+vcmaDMGGpn5+09V5426v87YofpZxeHAAUFy4pAPPdgJpjMlqxEEJgG3laoj2MODFZxURwZiV3yj0/ZqLm8JVLPZaHIZbucGikhGPoPL6vzpOHRgEYRCmPTNXxo5Q3HWwwjPM+f10IPvL8HLOdgMm6nYfRp6ukWV50GCQpaSrXbFsZRkw3XIZhwmtLQzIpOT5efSCtZl0v4tlzbVzT4ORUlbprYhkaUZJRcfZe6kWxN7njT7oQQgc+LqV8P/DAHPd6/DglijN6fkzdtWiWLdpezPIwoubm1bZT9fyEbhkarqWr3NgdMlKxCROfR6ZqTNRthBD8+atLXO4FTDdsak6eP+8HMRdXPHpBwuMzdTQhmKy7zDSvdqhW0fvtRxm6JtZW736ckqQZWb7wZhAk1BwTAYxVHIZhgh+HjFactYuIjhchELiWjqZBlrEr+pOHUbJWyzEME2YaLudWhkiZj8+VUq7JzZq6RqNk8drSkH0NF00IHMPg/LLH246N8uhMjZmmy0Iv5ECrzMPTDQ6NXOkEGKvYpJlkpulSdS2qxbjul+e6LPVDhkGMZ+fzvA+MlJjrBJiGRsnU6SYxmgZS5jrny4OQpUHI2aVhcaEmeXxf876+V16U8BtPn+XCSsDhsRJTDYdW2eL4eIUkk2upB4Vit3M3squpEMITQtSllN37YdRtGIEUkpprsq/pYpuCF2e7zHd8dDKCOF17aJJlwM4/wd8PpJRImWtbB3HKxbbPIIgxdEHdta5qzVnqh3x1tscwTDiz2Gd/s0ycZkRpynwvRNMEs12PyVrphhEPTRMcG68y1/FZGkT0/B4UhUgVx6DmGiSZXAu/11yTVxf6rAxiRmsWjZLJeM1meRAy28kr1g+MlDgxUSXN5K5IkzRck36QIKWkWbbwwoQskywOAhYHIUJI2l6MY2iMVEzOLA5wTZ1EQr1k4JoapiHoeBF1x8TSdU5OVDi1MEDXBWXboD2MiNL8ItiLEsq2sTagJM0kHT8hzjJcW+fRfXWOjlXQVnXzgVfn+wRxhmMKjoxWeGVhwMuX+4RxyjBKiBLJXCfgYCu+rpPhTvGjlLPLQzQhODxaxjI0kjQjTiXPX+hwenHAfC/vdHDM3GlrmsBSVeqKPcTdxpwC4AUhxB+TD0ABQEr5w5ti1S0YBCmz7YAoTSmZJV6ZH/D06SXaw4TZXsDRyRqPTOcV00qm88YkacbpxSFxmrG/VaLnx/hR7sgbJZNzy96aKItlaHSCiNOLfZaHeSh8tGwTJCkjFYeun5JkuTMvWRbPXejw5sMj6IVjyKRcy2XHab7UTDOIswTHMEjSjOMTVxccOqbOgVaZmpOH4FtlC9vQ6ZOsPUYW+90F/hsAQ9c4PFomy/Jiwc+eWWbFC7mw5PHwTJXf/Ow52sOIw2Nl3nZ4lJprECYpIyWT1x9ocH45l0P9958+g6ELntjfoOrWEULQ83OZ1BfnemsT4bIM+n6CW3QmtL2IuW5AzTZxLH0DEZXc+Z9dDkmyPCoiZZ5yWRwEZBkcyBwWBwG2qd3TxVXXj0lSCUj6QUzdNXl1YUBSpHOaJRsvynjLoSZJJm+5P8X2ZTsXjt2M7WD33TrxPypuW0KUpvSCmPYw4pX5AS/OdpjthEQZ2EnKs2dXODFRxTJ0Tk7Urqu63utIKRmEyZr4Tc+PqdgGHS+mWTYJohTb0FkeRPSDDsfHK3S9mIZr4Ue5aM7lXkijZNJwDYLIJJY6892I+Z5PL4gp2yaHRktcWPHXwrauqTNSsRACbFPD0jX6QbJh5flEETq2TW2tLXCkWOVrQtDYhfOm00zy8uUeX73U5dzikFcX+8x2fZ4+s5xHThD0goSSaXBkrExc5KcX+xGmLji92OeV+T6tskUYr9DxYgxNo+oYvDLfp+3FTDccbCNPbViGhl2sYvtBjG0IypbOSNWh7pgMouSqVNT+VolXLvcZr9kkaV6lPggSnruwwsW2z2TN5nIvYH+rwldnu0zVcv2Guyk6bJRMlgchhq5RdUyCOOPUfB9jVReibNP1Iw6NVXblZ0GhuB3utrDt14UQFlfayl6WUsabZ9bNmWq4HBur8FzQIYxTBmFKnK0al4tcrAxiLCPjpaynnPg64jTj9OKgyEkLLENjpJIPJ3EtnbNLQwZGQtePOLc8RNNyXe2DrRKTdYckTXl1YUjJDBmv2YSJpFYySTM4PFJmthNScQzmewG9IB8jGieSz7wyT6vqcGS0zPHxK1PkbnbytQztumI1IcSuFuuJ04y2FzHfC4mzjDDJ0IRGkKQEUUazbHJivMpEzSXOcqff9mIudXyaJZO0qESPU4ltaqQSZJbRD2Pm+yF+lLK/5fI1x0YJkgzXNNbqCTpexLlln1RmTNRsKo5B6ZqVdN01eWxfnVfm++ha3oY43wtJ0ozZjk/Hj5lsuHT9kOcvdplpljg8Uubx/Y07fi9mOz6ZzJ25ZWhrIXRD0zjx2BT7WyVMXahZCIo9zV05cSHEu4FfB86SJzb3CyG+T0r56c0zbWNsQ+epI3m4tjJvMNv2WBmGhHHGeM3miX0NkizDEboaOXoNXpQSJxKBoFEy2VcUoHlRwvllLy8OdEzGq3kf/vIgpuNFlG2db3piij98bpbFQYRlaLTKFpN1Bz9OmesEjFZtGiWbxUGurz4IEi6teHzqpUW8OGGiavPYTIPopOTRfTW1eroBjqlTdy3GajZjFZNhnLDsReiaxuumKxwaKfGNj03TLJvITLLQD7nY9pnrBFxqe1iGzqP7GhweLZFJwaWOh6Fp1EsG55bz6vPJqoNrGZTsq51fHnLXqDgWB1ouM808D+5FCZfaPo6ps6/pEkR5p4EAZm2fr852eO5il8V+yLiAhm1wuRsSJhnDIKUXJDc40pysCINfq7aWpBnDMCWTklfm+0RJyuWujyY0hMiLGvdi8dpOURFTPDjuNpz+c8DXSylfBhBCnCDvGX/TZhl2K1pli6eOjHBgpMx8b8hryx6a0Dg8UmF/q8JYNS/MUo7iaqq2QcUx8rax8pUV7aW2T5RkeGFKmOSOvlEyeGiyynw/P4HPdgJaZZvRqkMYJ1Rtg1bZYrEQ0QmijKPjJUqWTs+Pme/6LA8joiRjGCbMZZLxakjHi9ZC+YorXFjx6AcJ4zUb12rRHobM9UPeddJmruOzr1Hi0Zk6xycqxInk/IqHaxlM1h16Xsyz53vsazocHa/w+L4G51c8kiwPiy/0Aw6PVbA0jZGqfd3qNU6zwjHqlGyDkUoevVroBbxwsYuuCUYqNq2yxYW2x8UVD8fUObcy5KW5Pj0/pmwb2IZOpWwyVnFIsoyaY/Dw9I0FlgZhwtmlvHDtyFh5LX8eF5PwyrbOF86u0PPy6XkjFRvL1KnaBtMN9/7+MxSKHcLdOnFz1YEDSClfEUI8sAqyIE45szjEixIOjpRIszzMapuCmZZLs2zy8HRd9YWTtyb1gpjxqk2jZKFp4rqhI5CvAIM4K9qJclEWL0p5/NEmCDi/PKRi6RwZrfDqfI84gdmuj6YJGq7F4iBESnhpboAQsNiPmGq4ZFLmFe1LQyqWwUjZpBtEe26Qya1Y6oc8d6GDpsFiXyeTECT5hZZGHrYerdhMN11KlsFlP6/QlxKm6g6vLQ4ZrVjEqeTIaJlLHZ+oGFKSybxlUNfyUa/rvxdLg5CVYUTNMShZBg9P12iUDBxTJ0xSLnV8bFNnoR9Qtg1OLXT5k5cW6Qdp3n5YtZmvWByfzLsE3nVijCdmmnzqpXmaJZu3HxuhUbpx+mMQ5C11qZR4UbrmxC+seAzDlH4QE6e5YuDphQF/7YkpDKGpHvD7xHYo0lLcOXf7bXhGCPGrwG8Uv/9t4NlbPUkIMQ18FHgYqJCv3D8IpMAzUsp/dDsv3gtiul7M5V5QfPkNxqsWhqbxvW85yMMzd55/240kacZiPwTyYRF112RlGDEMUzQtl65NM8nKMKLuGjTLFo6hEScZg3CYD8/QwNIFZ5eGhInk+GQJxzSQUvDM2Taff22Z6YbLGw40cUyDZS9ipGShafmFwfsfnuTNh1o8fWaZCyteXqRkW1zq+EpRax1tLyKVkjPzHqMVCwS4psGJiSr7mi5Lg+gqB9wsmVxse5i6xoFWieGBlNeWhpQtncm6m88BJ2Oq7rCv4eKuqzZfFfHpBzEfe2EOR9c5PllhquFyamGAZQh6fsz5FY/lfkQ/jBECBJLfeeYSS/1cqrVZNnnXiXEOjVZ470PjxHHGuSWPf/0nr1C2TIJG7oA3+jY2yyaDMEYTgto6x7xaZ27qgrprYuqCI2OVqyJHCoUi526d+A8APwj8MHlO/NPAL93G81aA93FFJOYc8F4pZSCE+C0hxGNSyhdutZO6axImCcvDEEleyPOmAy2mGg5Hx5U2+iqGrlGydbwwpeoYLBb503PLHlMNhyjJC6dWW3Zqrolr6jw0VWWi7uQjH+cHLA9CukGCo2tcboe0hxF+ktIe5tsvtX32N0oEqc9YxWGsavH6A4288tnQi7GlLnGW0R7GTNTsNcnWvY6U+QzvlWFEkOQyqlM1h7AIbx8cKTFZd6k4JnGa0SrSQx0/Xqv47gUJD03W2NfMUxlCCPY3S/RLefvYRrnjz51Z5uzykDDOGKvb+WpdCOa6AZ1hRJBkSPKe/TSTLA0j3GIQTcnWMYvugomaw1+91OETX5mnH0R0w1zO9dBoiVbJYnkQ5l0IZYuVIpWyr1nCtXSOrfu+DsMEy8gvStpeRMUu8/BULgg0WlUOXKG4EXc6T/yAlPK8lDIE/lVxu22klAEQrK4IpJSX1/05IV+R35IgzhhGCV+91GW8bpEkGQuDAF3TiOJ8WMNeJkxSuRXm1wAAIABJREFULrV9TD0fAJPJ3KEv9AI0IViVHzd1jUxCkqbM9QIuFbO7myWTkqXz6VeXmWsHGJqgbOsYmsaKF/KlC/mMcVvXiZJcgW1xENIq5/OuTUO/qj/fNXXKto6GxsNTNUaqNvuaezOnGacZZ5eGpDIf7/rM2WVenOsTpSkN12S+H2IZGt/55P6rPsfXph/Wa8ibuoauiaseo13z+41wTB1dE2tFirah8fzFDh0/5qGpKv1CerdiG+xrlqg4BjNNl/YgJEwlNcfkYtsniBN+99lLnFockKQph0fKHB+r8Lajo7kIUCHO0/Ejel5C24vo+jFPHmqt6eSvDCKWhxFCSEarNrZ+ZWpdWYXPFaiivo2402/Hh4E3Aggh/quU8js2wwghxOPAqJTyr27n8WmacWE5bz+53A3pezGDKCWIBsx2A07u8WK2xX5YaFun1Fxz7WQ+Vs3zovuaLpapUbUNMkkx0jLh1MKQQZSQphlnV3yeO9/h/LJPnKWMVx2qjsmLcx06wxjX1jkyavOQU8O1NI6N1xCaZH+zxMFr2sJcS+fIeJmyZWDoGs2SuSsU1u6GfpAQxBlpJnmp2+PLFzvMtgO8MMEwYKpeZhCma8NENqJVtrAMDb2o1L4bnjzYpOPFWHouypJm+QAaQ9PoBzF+nNJwLXRd45GZ+lUXDueXPbp+ru736sUeF1eGxIVm+btOjvH2o2NMN1xkIYHa8SIcU2MQxUggTiTtYcjpxQGXuyFBnHFiokLbiwniDNvQ0YS4Z9U3hWK3c6dOfH1J65HNMEAI0QL+LfBdG/z9A8AHAA4cOABAq2JzeKzEihcxXXe43PN5ea7PZN1Zm129l6nYBu1hXOSlr5x4RVHhux5d5Ku86UaJ5y52SFL4/Lk2UsK5FZ9eENEsmXnI14sJk4yaazJet/n77zyKrmuEcX6xMF61qTrmDft2J6ouWVGA2NzDF1kV2yBKU7JM0iiZHGyW6fsJI2WD6WaJMMl4eLpK6TZm3ldu4zE3wy5SJ36UYeqCOM2ouwa2ofH4TJ2eHzOMUhol67rpcftbLiORxfmVIRc7Ic2STSZDjo5VecP+Jienapxd8sikpFky6QVFj3/ZYrYb0vYizq/4fPlCl5KVR3ksQ2O8ZhMnxQWMav9WbMBOL8LbzKjCnZ4F5Ab37wohhAH8JvBj14TWr7yIlB8CPgTw5JNPSsir06cbJWzDoGRpVG0TP5E8NFGlbO/NFd56Vk+6tqFh6LfXS1svmYxXHbpFa1icSsqWjms47G85hHHGmaUhfpQyUXP4a49M8fj+fMhFlknOLA04t+wz0+SGXQF5BGBnTxnbDIZhgqXroMNM02GyZjPddDizNKBsmhybqPDmQ61Nea2uF7PiRbRKFvVCCAauFLYJIWi4JlESsTyISLNcya/uWtRdk5lmnpsevUFBmZR5seTFFQ/H0JluuDSLGd8HRipESbb2eu1hjMwEUsIwyphpuPhRih+nueKbn7B/xOX4RBVNQLtoKVMdDArFrblTJ/6EEGJ1coVb3Kf4XUopaxs/FYo2tI8BTwAfJy+IezPwM8Xq7Z9IKZ++lRFplvFXsz0WByETVRsvSmkPI84uDTm1MODJTToJ7lQWegHzvRDH1NYGWNyKim1woFXiT19aoFk2qbomj83UMXSNb35iivYw4ve+eKloRUs53/H4+Fcv85bDLWxDx4/yvu+OF6nWPvLc92tLQ9JMcmikvBby9pOE+V5A24vwo4RDo2XGqy5L/QhdF1i6dk8KZF0v5mLHwzV1BmGCQOBFCaZR5sxiPubgyFiZkmWQZpK5bq62drkXMFKyGSnZTDYcNC2vhN/of9kPExZ6Aa8tewzCmKmGy0zDoVWx2dcqkWWSqhPjRSlBnBJlGZ6XF+Nd6vicmCjTKjuYei6fqwnWjlt9fhSK2+eOnLiU8p6WuYU06/uv2fzP7nQ/uqaRZJKSZaBrgrPLub50mkn8+LZq43Y1/TBXyArijCjNcLRb/9uyYlCJY+o4ps5kzeHw0QoVy6DmmiAEx8YrRGlGL8jzqEGcsjKMODxapu6aeHGiqogL+kFCWGgBd/wI18oL+cIoYxAleGGCrotiAlsuj6pLiO9xkMeKF5FlMN8LWRmG2IbOkbF8NvlqQ8AgTChZBlqhYQ9wZLRM1TFplvN0SKtskWa5oEycZuwvqslXKVk6wzA/xumGS5xKWhWbY+N52+Dq5LN+EHN2yaOua/hRPha46pgcHa/clZ76buFOw6k7PXysuH/syLJP29A4PlFltuMzU7d5daHPZNWhahscGlEh2/GqzeUsF+e43QIyL04xtHyKlkDwhgNNUikJopQkzeexv+d1E7z16AhhnPLKwgDb0GmWLIQQHFDv+1VUbAPL0EizvAod8r7s00tDBNAoW1i6RrNsMVa1CZMMKaF6B5XYQZyia2ItXy2lpOGaDMOEIE6ZqbvEMmOq5mAYGoOwGHNa1CQIITg6loe+HfP6CEDXjxkUkqnLw5B9Vv4/HoQJwzDh9QcaGJpGlKacnKhSc63rCtGqjslELT++Y+Nl+kGCY+l72oErFJvJjnTiQgieOpyHzC+seIxVHL58oYOugR9vrNO8V6g6G49g9aKEtpePdVxfGOWaOo6ls69VYl/TRUCuICYgySSPTNcZrdhrz9nXul71TXEFy9A4OXm1ZkHHi2m6FkGU8uhMfW1GN8DRsQrDKKGxQR64H8T0/Lyyu2zpzHUDVoYRjZLFsfEKmhCcXhyQZpKDIyUmag6XuwEV68pY0WuV+pYHub75+A1kWCFfbZuGIEllHo0hFxA6uzRESihZGo/M1IiSjAzQtVyIqWIZV6VwxmtXBhC51o485SgU25Yd/43KpOT8yjBXIosyfv9Ls/zo11Wvq6bdLfhRyqWOh23kwyiEECz0A4IoY6Ju33KFszpVrONFPDJdX9uua4ITE1WyTKJpgjOLA5b6EacW+tRdk64X83UPT6iT8D3QLFu8dLmPpkHXj4gTF7MQYnEt/bpWsdW8+iCMSVMKKdUUXdOoOQaDMMU2tWIVL4vZ27n4y0zDZaRsXeVMu17Mcxfb1ByT4xOVtf7tNJPXTYuDvP/85EQVKa8MKFnv7FeGMYMwl0Ceadp8xUuYrrtUHeOqCxSFQnH/UiI7/oxctg2mqg6DIMELU4Z+TJJKdmsb8mI/xI8y/CijWbbQhWC+m0urSiQzDZeFQjDkRiM7MykZRsmGbV6rJ+uuH+MY+RzqeslEAkpk7d6o2AZHx8p0vJhzyx5C5HKiG7WKDYK8eGyu0L/vevGaWtpU3QaRS+fWnLzfv2xHJJm8MnP9moLGF+d6zPdCXl0YYGj5CE8pIUozgji9YepFCMH6Rbqu5SF4L0qK6XU+XT+i7urI4gMSpWq4jULxoNixTnwYJsx1fZb7ISmSqbpDJgUHRsu7ekRh1THo+jGmIXAMDQloGmRZPqL1ci+gPcxHuzumfpWDWJ1OJjOo3KQVrx/EBHGKRPKOY6PoWi7Qcju9y3uJKMmY7wVYhsZE7fZm1u9vlUjSIZN1B4GgH8QbOvGKY+BFKYaWh7Srls6yF9IolRmv2kw3Smv/E11wSy36ZsnkK5diojTDj1KOT1bpeBH9IOXUwoCjY5XbEo5xTI0wETRdi0ttn6OjFUxD4/HxCn6cMlJR1eXbkdWVoFI7213s2LPypbbHly50ubjicWllQDdIKNs6j05V1/pgdyPNskXVMdCEWFtpHR+vEqcZtqHx6nwfP0op2TrGNe9Dmkk0IagUK7eNiBPJfC+fSqZrgoenb9o5uGeZ7wV0vPyCqWwbtyW+0g8SWmUTo6hM3ygi4kUJ55Y9kjQjlRlJmiGEoOvHnF4cUnVMbNPY8MKqF8RESa61vvo5OTlVQwrJIMhX3SXLwI9T+kG6tiJ3ubUTn+sGLA8ihMg1CaIkw9AFIxXrntrjFArFnbNjnbipa/T8iMVByKVegCEEti7w4t0f871WwMUyNCSSM0tDkgwy8uKma8OjpWL2dJjkMqobYRq5NGuSSZqqZ3dDVtuzhMgnbt2K5UHIbCdYKz672Xs71/E5szjgUjug5ursa5YYRBGvLmRkfsww2Fia1Y9Szi15QJ57P9Aqr9WInJyo0QsSbCNXSBur2Lm2/m1ora+y+rpSwkzDJc0kJVtXDlyh2AJ2rBPPpCTNMuI0w9EFl8I8xDxV33t9yl6UcGZxyKW2T801qTobt5aN3aKPO0xS5roBmczz6zdz9nudfPWaK9jdTsuUBM63hzx3vsPR8Qrf8sT0DQsF40J85XI3QACGpjFWtRkuJ/lceNfk2GSZmVsMkVkehiz2IYwlJyYqGIWQzHpnbegaM43bH0aTZZIgTun4uT6Amu2tUGwtO/YbOAgThNBwDI2lQUzLNTk0WkZouzcfvhFBnPcYT9QcLENwcKR819X5XT8mjDNc01ibcqW4MYv9EEvX6Xgx+5q3fvxI2WK+k0/bW+zl40dnbuDEvSjFNnQOjZWp2wYLg5AX57oIITg0UqFRMnliX3PD/41r6RwYKRGn+YS5NJPEqWQzWrO9OCWIMxqudcshLQqF4v6zY534kbEKL1zscnpxwDDOB0rUHYvp+t4bcdlwTfziPZiqO7etl34jao7JUj/Pd96J8MheY6EXECYZuoCx2yxqE0Lw6EydL57vUHWNDaMcjqGtjev8ysUury70aZRMmq7FQ0drPDZTv+XFVd01eXi6xnwvwDWvb1+7W/J9aWuOXHH/uFVL0t0O0VAjPXcXO/Ysbeoa+5olpmoufT+hUbZ465HmmijFXkLTxB2FRG+GY+qqkO0WdP2Y+V6IpWuMVi2m7uDC8U2HWpycqlG29I0vtgRM1lyGYUJ7GBFEKZFp8MSJBm87OnLbuWfH1Dk4srn92romODZevfUDFQrFA2HHxp51TdAsm5yYKDNaszg44nJysn7rJyoU90g+pCS/f7O0RRCn64rArkwQq7vmTaMllq4xUbOxNIEGHBgp8XUPT/DO42OqeEyhUFzFjl6JPzRVY6kf8sJsj0udkOcudDg2oVYJivuLa+kcG6+QZHLDtrLL3YD5XoCuwVTdZa4bYBsaR8YqtwyFn1v26AcJC8OI/SNlDF3jfa8bR9uD9R67ia0YYqIGp+x+dqwTBxgEMU+fXuT04pCDrRLz/WCrTVLsEW41WOZi2+Oly31MXXCp7dEqO0iZr87LN+knP7s04PmLXVoVG0vXKLlGUZugVuAKheJ6dqwTn+v6fPS5WU4terlymUx5x7GRrTZLsUfxo3wErmvlc7y9KJ/0JaXECxPOrfi89XCL0k0KzJb6AZ89s0ImM1xL5z0PjZMVk81uZya8QqHYe+xYJ971Y5CShX5IGCVMN2zaw4SlQXhDzXCF4n7RC+I1cZXphsPSIOTckkdnGILIiw5HKiauZdwwp51lkjDJeHW+T7fQ/n/LkcodFcwpFIq9yY514mMVm5Jl4Bgai/2U15Z8nj6zxNHxm+tHKxSbTZTkAz/CJOWFi22+dKGLH8a0/ZQ37KtjmzozjRKNDSRWzywN6foRL17uk0kYq1m4pkaSZvfULqhQKHY/O9aJj1Rs9jUdFnoBfpzQCzVqjkmztPdazBRbS6vQD+94Ma/MdXn27AppJjk8VsW2DJ463GKm4W4YEg8KAZWKbRDEIeeXPM43PaJEqpGeuwBVXKa4Gfc6mGbHXuafnu/zB1+exYtSTF3QcA2+4dFJKo5y4ooHi6YJphsux8crfOFcGy9M0DXBU4cbvPvkGPtbpRs6cCkl870gl2+NMzIpybJ8f+dWPLJ1s1/jNOPs0pALKx6ZUkpTKBQFO3Yl/uWLbZ45t0w/TNAFzNRdSjeQsFQo7gdxmnG5G2DoAtfQeO5ihy+e7+TKeQhMXaNiWxuG0AHOr3i8fLlPGKfUSxaHRiok2YDuMGKkbLG/VaLnR8z3QvpBgqELBIKKbajBNIpNQUUJdj471uu9Oj9gxUtIM0BAkmWcXRwwtUnKZQrFzVjsh3S8mDTLOL/i8elXFpntBmhIZhoO73lonImaQ5Jl6NrVFelBnGIbGgv9kGGY0vUiTF3DcE1cQ6MrJMvDiDOLA84v+6Qyo+5axBmULWPTJFQVCsXOZ8c68SBKIZNkgKUBEjLVhaN4QKz2iSeZXAtvyywDTTDdLBGnEpBY1xSmfeVSh36QMla1GSlbSCnRNBivObS9CCEEc50QL8oYhAkHWiX8MONAy+DgSAnL0O96uI1Codh97Fgn7phiTdKyWTJ44kCTyboam6m4fwzCBF0IXEunVbZwTR1Ny4eNWKbG2aUhWSZZ9mJmOz4HW2X8OF1L87x0ucd/f3kJQxc8Ol3nLYdblG0DTeTh90bJpGRqVBydvh9iGHBmQfLUkRavm6opyVXFhqihJnuXB3pJL4SYFkJ8UQgRCCGMYtsHhRCfEUL8wp3s68KKRwboQKtkcnyiyjBI6Qfx/TBdsUeJk4y+H7PUD3ltcciphQGDMAFyYRfb0Dk+UeWdx8Z43+smeGSmTtnWEULw2srwqjnjXT+mUTIJ4xRJxsIgZKEXAlBxdMZrNrouWBpEXOqGzLYDRqs2pi6UA1coFDfkQa/EV4D3Ab8PIIR4I1CWUn6NEOKXhRBvllJ+4XZ21A/yfLgEekHCq/N9mq5VhDEVinun68d89swyYZzRKhnUS7mIUJLmfeHtYUQmJQL4ymyPsmVQdy0enqzhRSlHxstX6aQfH6sQxRllS6dsGXz5fIdm2aJiG3SGMcvDiOcutpnteqQp2IZGlsmbyrQqFIq9zQM9O0gpAyBYt6p4G/DJ4v4ngbcCt3TiWSaL1UkeSnAsHT9M0DRUn7hiU5BSMt/1GQQx/SDF0ARHxk0MTaPumnT9mIttnzjNc9eDMMELUw6Olnjf6yboBwmNkkmWSRYHIbqWp39qrsmpxQHL5zqUHR3H0pis2VzqRPSDBCHh0EiZQZjy1KEmD03VaN6kwl2hUOxttvoSvwGcLu53gUeufYAQ4gPABwAOHDhQbIOpRpmJ+hAvTKi6FpZlULVvLGupUNwplzo+vSDXP9c1Qb1kUrZM6tdcJGqawNAE03UHU9c4OlbBMjTsovDtcjdgsZ+HzMMkZaEXIIBG2cI2NcYqDuM1mzDN0IXGvqaDbehkZJRMk4pjUHfVhalCobgxW+3EO0CtuF8rfr8KKeWHgA8BPPnkkxJACMH3vHkf3SAmiFKm6g6HR8qghkQoNokwybANnSNjVUpWXhG+fhJo3TU50CqRSknZ0gnT7IYXkevD6ULkt5Ktc3SsTL1kIQT0g5RDI2WmGxkVSw07USgUt89WO/GngX8A/A7wfuDXbveJj+5v8U2PhywMQsI45cRElddN1m79RIXiNpiuuyz2Q6YbDoauoWviutnh61fl9gajSceqNpahYWiCjh9j6Tq6JjgxUcGPU84uefRJyKRkWmkcKBSKO+SBOnEhhAl8DHgC+Djwv5HnyD8DPCel/Pyd7O/oWAXX1LFMnYemqmoFo9g0XEvnwEjphn+TUjIIE1xTv25ASZpJMimv6uVeDYeXLJ2aY2Ab+fOMdUWYhvrsKhSKu+BBF7bF5Cvu9Xzubva12A85tdDnM68ucaBVYqrucHBEDYtQ3H8urPh0/RjTEJycqHJhxacXxLTKFsuDkAsrHiMVm0dn6ldVlgshqK7T9nctnaPjZeJUqry3QqG4K7Y6nH7XDMKEC22fFS9GyiFznUA5ccWmEyUZhiauivKESQpAnEiiJMtn20M+oKTt0fZiTEOn7UW3bA9Tev8KheJe2LFnkPGqjR8mnFsaMqdrvPtktNUmKXYRUkqev9hlcRAyWrEwBHhRxuGxMjNNl+VBRNUx6AYxbS9CIgnjDCnB0jUcQ1OtYYrbYrPV1tRQk53J3X4OdqwT96KEl+Z7XGx7gOS/PnueNxxsMlZV0quKe6ftxVzq+IRxPljnK7NdBkHKmw42efJQi1YlF2lZHXwiANvU6HgxbzhY540HWkrjXKFQ3Hd2rBOf6/i8Mt/Hj1OEzE+6XS9WTlyxKXhhgh8lhHEGAvwow49Tzi0N2dd0sU2NUwsDPn92mdl2QCYl7zw2xmTdZqZRUg5coVA8EHasEz+/7BHGEiHyKWYzTQdBLol5bcWwQnGnLA4CgiTBjzNOjFfoBwlzbR/b0rjY9uiHCZausdSL8KKU8apN2dE50CozWrG32nyFQrFH2LFOPExThMhHPZYsDZnBK4t9Eik5qfrFFfdAz4949lybZ8+2Gana+FHKvqZLzdEZhBmayAvdDF2jVbEo2zojVZu3HG4xVnWUaqBCoXhg7FgnfnKiylTdxY9S6q5FP0qZ74aULZMTE1KdSBV3zMow4sLKkJfmeiz1Q0q2TpxktIcxNddCCI2yrTFasTkxUSGTMF23AQ3LEDTLtvrcKRSKB8qOdeJLg4hG2WQmLqFrMFK2EEgm62olpLhzwiTllct9vni+zcW2zzCMmarbHB2vsDiImev6vOv4GCcmK5iGTq3o95ZSroXWVR5coVA8aHasE5/t+lQdk4uZz3jN5cR4jROTNY6OVbbaNMUOxAsTvnyhzZnFAWkmGa/aPDTd4FCrhKF5HB2tMFl3GKlcXTgphFhz6AqFQvGg2ZFOfBAk9IOUS22fmmMy1XA5MlHmTQdbVw2cUChul4V+iKlrCKBsG5imRt+PsQzBw9NVMgkjVVWwpri/qB5vxZ2yI514x4+o2AYHR8qEScZo2eZNB1pYhgpnKu6O0YqNJqBRsphs2KQpVGyTYZjy5sONrTZPoVAobsiOdOLjVYd9LZc4zZioObz5cJO6UsdS3AMjFZv3PDTB+baHrQscQydIMyXlq1AotjU70olbhsbXHh/jnUdHEUKo6WWKTeHQaJn9rdJaSibNpErPKBSKbc2OdOKQFxTpujrBKjaX9U5bOXCFQrHdEVLKWz9qmyCEWATObbUdd8AosLTVRtwHdtNxvRH44m08bjcd852yV4/9bo/7dj9T99OGB8V2tm832XZQSjl2oz/sKCe+0xBCPCOlfHKr7dhsdutx3Yy9eMyr7NVj3w7HvR1suBnb2b69Ypsq51YoFAqFYoeinLhCoVAoFDsU5cTvLx/aagPuE7v1uG7GXjzmVfbqsW+H494ONtyM7WzfnrBN5cQVCoVCodihqJW4QqFQKBQ7FOXEFQqFQqHYoSgnrlAoFArFDmXHKrZtR4QQbwLeCjSBDvBZKeUzW2vVvSGE0IFv5ZrjAj4spUy20rb7xV485vXsxs/x7bBXj3s3IYQoU/z/pJSDrbbnQaAK2zYJIcQHARv4JNAFasD7gVRK+cNbadu9IIT4DeB54E+4+riekFJ+71badr/Yi8e8ym79HN+K7XLcQohHgZ8uXl8DJPkFxT+VUj7/oOzYwLYfkVL+vBDiCeDfFLYZwE9IKT+zxba9F/hJoFfcakAV+BdSyk9upW1wn987KaW6bcIN+PSdbN8pN+Azd7J9N9z24jGvO8Zd+TneKccNfAaYumbb9Hb47AGfKn5+AjhW3B8F/mIb2PbnQOmabeXtYNv9fu9UOH3zeEYI8SvkV/KrV4LvY/M0lLeKPxBCfBT4M/LjqgNfC/zhVhp1n/nINcdcA94FfGQrjXpA7NbP8a3YTsd97eSd7TKJp1WseFtSylMAUsolIcR2COeGwGPA59ZtewwItsac67hv750Kp28iQog3AG8jd3SrObUvba1V944QYhR4iivH9YyUcnFrrbq/CCHeSX4S6JCHV78AHJFSfu6mT9wFCCGeIndgBpAAUkr5L7fWqvtP8f19K9Ag/7+PSin/+QO24RHgn5PndVfD6cvAT0kpX3iQttzAtn+67tdfkFJ2hBBV4GellP/zVtkFIISYAn4CeJz8fUvJU2I/K6W8tJW2wf1975QT30SKwpi3kX8B2+yCwph1RV5XHRe7uMhLCPFzwDj5iWAE+HtSykUhxKeklO/dWuvuL0KIXy3uRsAYMEu+Mh2XUn5gywy7zwghPkPuMNeveh8Gviql/NqtsUqhuDUqnL5JFIUxFnkx1Ivk4bjvF0L8HbmzC4J+DXgB+G2uLvj5NWC3Fnk9KaV8F4AQ4nHg/xVC/NgW2/SgOLbu2F+QUv7N4v6fbq1Z953fJ1/F/ZqU8s8AhBAfk1J+45ZaVSCE+CdSyv9zq+24EUKIX5BS/sOttuNGbGfbYHPsUyvxTUII8ekbXbFvtH2nIIT4jJTya253+25ACPEXwHuklFHxexP4TXLnPrGlxt1nhBB/IaV8R3H/m6WUf1jc/zMp5bu31Lj7jBDCAv5H8pqP3wZ+YBs58Qkp5fxW26HYfignvkkIIf4VUOL6wphQSvkjW2nbvVCsQN/F9UVen5ZS/uwWmnbfKHLCZ6WUC+u26cB3Sin/89ZZdv8pcrIvSSnTddss4BuklHuhsA8hhAH8D8BJKeVPbMHrb9t+9eLzkUopX1q37S3bqVakaNN7FDgtpfzCVtsDIIT4FuCTUkpv0/etnPjmsa6wbbUw5mnA2C4fpLtlLxd5KRQPku3Sr76BbT8HTJAXO26rWhEhxH+TUn6DEOJHyBdPfwS8A7i0FRdi1yKEmAXOAfPkqZuPSCnbm7FvlRPfJIQQGvBccVvbDPw34Ou2xKhN4CZFXv8F2NVFXgrFFvCmG6Tffl8I8ektseZqtnOtiFX8/DbyVFgG/IoQ4s+30Kb1vCylfI8Q4jDw7eT/0xD4AynlL93LjpUT3zwG5FXb6xHkxTI7me38xVUodhvbqV/9WgwhhCWljKSUzwshvo28VuSRrTYMeFgI8R+Bo+SRDL/Y7mydSdcjpXwN+Dng54QQE8DfuNd9qgEom8eLwLdJKd+77vYetseX714wipwoMpd9/Dbgp9geX1zFDRBCTAghflsIcUYI8awQ4unihIsQ4t1CCCmE+PvrHv+GYts/3mB/HxBCvFTbYSnCAAAIKElEQVTcPl+kVxT3ASnljwL/D3n068ni54eA39pKuwr+EXmqEIAiHPw3gF/cMouu8BZy2dV3kEcNEUJU2D4CTdfpLBSFivesI6JW4pvHN3Hl6m8926K69R5Y/eIuQP7FLYo0vnNLrVLcECGEAD4M/LqU8m8V2w4C37LuYS8A3w2s9oR/D1engdbv75uAfwC8s1CYeiPwYSHEU1LKy/fpMPYs2zwt9wys2bhKBmyHLpUL638pbPTZHrYB/PE17xvk/9d/wT3+X5UT3ySklHMbbN/RgihSys/fYFsK7Ooq7R3Me4FISvkrqxuklOfIhy6sch6oFeG8BeAbgP9vg/39OPBjUsqlYl9fFEL8OvCDwE8KIc4C/wV4T/H4vyWlPCWEGAN+BThQbP8RKeVfCCF+qth2pPj581LKf32Px7yb2M5puVXbBLkwDijbbpf7Zp9y4grF7uIRbi+F87vk0ZQvFY8Pb7K/Z6/Z9gzwfet+70kpnxJC/B3g58mjUr8AfFBK+edCiAPAx4HXFY9/iNzpV4GXhRC/LKWMb8PmvcBqWq67fqMQ4o+3yJ71KNvunvtmn3LiCsUuRgjxi8A7yVfnb173p98hX0E/BPwn4O13sluurCYonr/684PF/feTFxutPqZWaEUD/JGUMgRCIcQCedvSxTt4/d3Mdk7LKdvunvtmnypse0AIIUaEEF8ubpeFEJfW/W7deg9r+/lNIcS33uFr/8C6wqTPCSHu5ISt2Fl8FXjj6i9Syh8kr24eW/+gIp8dk+fj/uQm+/sr4E3XbHtjsX1tdze4rwFvk1K+vrjNSCn7xd/Wr/pT1GJiDSnl3KpS4DXbtzwtp2y7e+6nfcqJPyCklMurJzTyXOEH153grvvnbhaFw/9+4O1SyofIc5n/uchZKnYfnwIcIcQPrNtW2uCx/wfw4+vV2W7A/wX8jBBiBEAI8Xrg7wLre1u/e93Pp4v7nwB+aPUBxfMUCsUmo5z4NkAI8X1F686XhRC/JITQhBCGEOI3hBAvCCG+IoS4Tq1JCPHPhBBfKP7+K2Jd7HIdPw78YynlCkAh3/hbwP9S7OOiEOJfFq//OSHEkWL7hBDi94QQzxR/e2ux/aeFEL8qhPjvRQvTD96v90Vx58hcgvFbgXcJIV4TQnwe+HXyz8G1j/1LKeWHb7G/jwD/AfhLIcRLwL8DvveaQk5bCPE54B+SdzMA/DDwpBDieSHEXwFbOqpSoditKNnVLaCo0B1IKf9vkev8/jTwN6WUiRDiQ+Q65afJZwh/Y/Gchsxn0P4m8LtSyg8LIVpSypXCef828B+llB+75rW6wLSUcrhu23cA3y2l/C4hxEXg30gpf0YI8feAb5FSfqvIFdk+KKX8rBDiEPBRKeWjQoifJtdOfx9569mL5GMqb7aaU+xSiur0J1er1xW7ByFESt6OuMq3SinP3uW+fo38HPK712wXwP9OXigpgUvAD0kpv3o3r7MXUbmoref9wJvJlZoAXPKex48DJ4UQv0De/vOJGzz3fSJXT3OAUfIq4o/d4HHXslFh0m9xRZTg/cXrrz6mKYRwi/sfLVIAC0KIFfJ8q+oZVih2F36R/rsjhBDGHeR6f5C8qPIJKaUnhPh64CNCiEeklMGdvvZeRDnxrUcA/0FK+ZPX/SGXOf1G8tDkdwAfWPe3EvBvgTdKKS8VK+QbSQy+SF6YtF57+WaFSevteurafH3h1FVhkgIAKeWhrbZB8eAQQjjAL5OrySXAj0op/1QI8XeBv05+DioLId5Hrk3wXuA18vPJjfhx4N2r072klJ8QQvwl8LeBXxVCDMgV7N4DtIHvKWY3HCVXihsDPOB/klK+VKz4e4V9k8D/eu3qf7ehcuJbzyeB7/r/27ufEJvCMI7j3x9JjJSymZKFxVCSsJOUslQSijGFhZXsFIspf5ZjN/Jna8NCzdgTEWWBzZWikI0UisksJB6L55yZ43buDFncOXd+n9U9c+5775m65773fd/nfR5JK2Eqin11EXimiLgJnKEScVxYQmZL+lRs3dnb4fVHgBFlTWyKjFtD5I1YKgOTDgKPKtc1td7twCSzeWdJZQfNePG34wARsYH8vrhWdOyQFRwPFxXN9gBryeqHx6jZwihpOdAXEa/bTj1hOq1zH/AsIjYD98nvQshUtCciYgtwkj8DLfvJbZW7qEl32ms8guqyiGhJOgfcUabl+0EGAf0kf4mWU9+n2tp9VmbOek6WuKstCxoRY5L6gceSgvyVOhiVWtnA0iIAKsgbE/JmvSLpKPk5uUelUzeznlc3nb6NIvtfMfJ9BwwU526XAbTAduBGESvzXtLdf3jf6nLfLzKfAWSxlTFlTvStZDGmss3iSvtbRRWzF8qshD3NnXgXRMTZtuPrZGBau001bYcqj08Ds9bKjYhLzFykYDQizre1+Qjsq3mt4bbjdbO9v5n1jE7T4gCTbcczRk1HxISkSUlrIuJN5VQ56q5tRs4gf5lhvb663DfT9fYET6ebmdnfekCuVyNpgMx//7LD8w5IWljMBO6oeQ7ABWC0DJqVtJMc7ZeDmgVMDyYGgYcRMQG8lbS/aCNJG//7P2soj8TnuYhY1e1rMLPGuAxcldQiA9uORMT3mhQV42RQWwt4ReeR9UVgBdAqtrR9AHZHRJmidBJYL+kp8JXp+J1D5HLfMLCILMhUW4mv13mfuJmZzUmSvkXEsm5fx1zm6XQzM7OG8kjczMysoTwSNzMzayh34mZmZg3lTtzMzKyh3ImbmZk1lDtxMzOzhnInbmZm1lC/AW5HhFzJkDIRAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 576x576 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"_____\n",
"### Bonus: Tâche de visualisation ! (C'est difficile !)\n",
"**Créons maintenant un graphique en chandelier! Regardez la vidéo si vous ne parvenez pas à recréer cette visualisation, il y a plusieurs étapes à suivre! Référez-vous à la vidéo pour comprendre comment interpréter et lire ce graphique. Conseils: https://matplotlib.org/examples/pylab_examples/finance_demo.html**\n",
"\n",
"**Créer un graphique de chandeliers pour Ford en janvier 2012 (trop de dates, ce ne sera pas idéal pour un graphique en chandelier)**"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"# Code ici"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"____\n",
"# Partie 3: Analyse financière de base\n",
"\n",
"Il est maintenant temps de se concentrer sur quelques calculs financiers clés. Cela vous servira de transition vers la deuxième moitié du cours. Vous n'avez qu'à suivre les instructions, il s'agira principalement d'un exercice de conversion d'une équation ou d'un concept mathématique en code à l'aide de python et pandas, ce que nous ferons souvent lorsque nous travaillerons avec des données quantitatives! Si vous vous sentez perdu dans cette section, ne vous inquiétez pas! Allez simplement au notebook (ou vidéo) sur les solutions et traitez-la comme une revue de code, utilisez le style d'apprentissage qui vous convient le mieux!\n",
"\n",
"Commençons !\n",
"____"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Rendement quotidien en pourcentage\n",
"Nous commencerons par calculer la rendement quotidienne en pourcentage. Le rendement (en %) est défini par la formule suivante :"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"$ r_t = \\frac{p_t}{p_{t-1}} -1$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Cela définit r_t (rendement à l'instant t) comme étant égal au prix à l'instant t divisé par le prix à l'instant t-1 (la veille) moins 1. En gros, cela vous informe simplement de votre pourcentage de gain (ou de perte) si vous avez acheté l'action le jour et l'avez ensuite vendue le lendemain. Bien que cela ne soit pas nécessairement utile pour tenter de prédire les valeurs futures du titre, c'est très utile pour analyser la volatilité du titre. Si les rendements quotidiens ont une large distribution, le titre est plus volatil d'un jour à l'autre. Calculons les pourcentages de rendement, puis traçons un histogramme et décidons quel titre est le plus stable!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Créez une nouvelle colonne pour chaque dataframe appelée 'returns'. Cette colonne sera calculée à partir de la colonne de prix à la fermeture'Close'. Il y a deux façons de faire cela, soit un simple calcul en utilisant la méthode .shift() qui suit la formule ci-dessus, ou vous pouvez aussi utiliser la méthode pct_change intégrée à pandas.**"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" High Low Open Close Volume Adj Close \\\n",
"Date \n",
"2012-01-03 29.500000 27.650000 28.940001 28.080000 928100 28.080000 \n",
"2012-01-04 28.670000 27.500000 28.209999 27.709999 630100 27.709999 \n",
"2012-01-05 27.930000 26.850000 27.760000 27.120001 1005500 27.120001 \n",
"2012-01-06 27.790001 26.410000 27.200001 26.910000 986300 26.910000 \n",
"2012-01-09 27.490000 26.120001 27.000000 27.250000 897000 27.250000 \n",
"\n",
" Total Traded returns \n",
"Date \n",
"2012-01-03 2.685921e+07 NaN \n",
"2012-01-04 1.777512e+07 -0.013177 \n",
"2012-01-05 2.791268e+07 -0.021292 \n",
"2012-01-06 2.682736e+07 -0.007743 \n",
"2012-01-09 2.421900e+07 0.012635 "
],
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>High</th>\n <th>Low</th>\n <th>Open</th>\n <th>Close</th>\n <th>Volume</th>\n <th>Adj Close</th>\n <th>Total Traded</th>\n <th>returns</th>\n </tr>\n <tr>\n <th>Date</th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2012-01-03</th>\n <td>29.500000</td>\n <td>27.650000</td>\n <td>28.940001</td>\n <td>28.080000</td>\n <td>928100</td>\n <td>28.080000</td>\n <td>2.685921e+07</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2012-01-04</th>\n <td>28.670000</td>\n <td>27.500000</td>\n <td>28.209999</td>\n <td>27.709999</td>\n <td>630100</td>\n <td>27.709999</td>\n <td>1.777512e+07</td>\n <td>-0.013177</td>\n </tr>\n <tr>\n <th>2012-01-05</th>\n <td>27.930000</td>\n <td>26.850000</td>\n <td>27.760000</td>\n <td>27.120001</td>\n <td>1005500</td>\n <td>27.120001</td>\n <td>2.791268e+07</td>\n <td>-0.021292</td>\n </tr>\n <tr>\n <th>2012-01-06</th>\n <td>27.790001</td>\n <td>26.410000</td>\n <td>27.200001</td>\n <td>26.910000</td>\n <td>986300</td>\n <td>26.910000</td>\n <td>2.682736e+07</td>\n <td>-0.007743</td>\n </tr>\n <tr>\n <th>2012-01-09</th>\n <td>27.490000</td>\n <td>26.120001</td>\n <td>27.000000</td>\n <td>27.250000</td>\n <td>897000</td>\n <td>27.250000</td>\n <td>2.421900e+07</td>\n <td>0.012635</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {},
"execution_count": 19
}
],
"source": [
"tesla['returns'] = (tesla['Close'] / tesla['Close'].shift(1) ) - 1\n",
"tesla.head()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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" vertical-align: middle;\n",
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>High</th>\n",
" <th>Low</th>\n",
" <th>Open</th>\n",
" <th>Close</th>\n",
" <th>Volume</th>\n",
" <th>Adj Close</th>\n",
" <th>Total Traded</th>\n",
" <th>returns</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
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" <th></th>\n",
" <th></th>\n",
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" <th>2012-01-03</th>\n",
" <td>29.500000</td>\n",
" <td>27.650000</td>\n",
" <td>28.940001</td>\n",
" <td>28.080000</td>\n",
" <td>928100</td>\n",
" <td>28.080000</td>\n",
" <td>2.685921e+07</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-04</th>\n",
" <td>28.670000</td>\n",
" <td>27.500000</td>\n",
" <td>28.209999</td>\n",
" <td>27.709999</td>\n",
" <td>630100</td>\n",
" <td>27.709999</td>\n",
" <td>1.777512e+07</td>\n",
" <td>-0.013177</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-05</th>\n",
" <td>27.930000</td>\n",
" <td>26.850000</td>\n",
" <td>27.760000</td>\n",
" <td>27.120001</td>\n",
" <td>1005500</td>\n",
" <td>27.120001</td>\n",
" <td>2.791268e+07</td>\n",
" <td>-0.021292</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-06</th>\n",
" <td>27.790001</td>\n",
" <td>26.410000</td>\n",
" <td>27.200001</td>\n",
" <td>26.910000</td>\n",
" <td>986300</td>\n",
" <td>26.910000</td>\n",
" <td>2.682736e+07</td>\n",
" <td>-0.007743</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-09</th>\n",
" <td>27.490000</td>\n",
" <td>26.120001</td>\n",
" <td>27.000000</td>\n",
" <td>27.250000</td>\n",
" <td>897000</td>\n",
" <td>27.250000</td>\n",
" <td>2.421900e+07</td>\n",
" <td>0.012635</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" High Low Open Close Volume Adj Close \\\n",
"Date \n",
"2012-01-03 29.500000 27.650000 28.940001 28.080000 928100 28.080000 \n",
"2012-01-04 28.670000 27.500000 28.209999 27.709999 630100 27.709999 \n",
"2012-01-05 27.930000 26.850000 27.760000 27.120001 1005500 27.120001 \n",
"2012-01-06 27.790001 26.410000 27.200001 26.910000 986300 26.910000 \n",
"2012-01-09 27.490000 26.120001 27.000000 27.250000 897000 27.250000 \n",
"\n",
" Total Traded returns \n",
"Date \n",
"2012-01-03 2.685921e+07 NaN \n",
"2012-01-04 1.777512e+07 -0.013177 \n",
"2012-01-05 2.791268e+07 -0.021292 \n",
"2012-01-06 2.682736e+07 -0.007743 \n",
"2012-01-09 2.421900e+07 0.012635 "
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" High Low Open Close Volume Adj Close \\\n",
"Date \n",
"2012-01-03 29.500000 27.650000 28.940001 28.080000 928100 28.080000 \n",
"2012-01-04 28.670000 27.500000 28.209999 27.709999 630100 27.709999 \n",
"2012-01-05 27.930000 26.850000 27.760000 27.120001 1005500 27.120001 \n",
"2012-01-06 27.790001 26.410000 27.200001 26.910000 986300 26.910000 \n",
"2012-01-09 27.490000 26.120001 27.000000 27.250000 897000 27.250000 \n",
"\n",
" Total Traded returns \n",
"Date \n",
"2012-01-03 2.685921e+07 NaN \n",
"2012-01-04 1.777512e+07 -0.013177 \n",
"2012-01-05 2.791268e+07 -0.021292 \n",
"2012-01-06 2.682736e+07 -0.007743 \n",
"2012-01-09 2.421900e+07 0.012635 "
],
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>High</th>\n <th>Low</th>\n <th>Open</th>\n <th>Close</th>\n <th>Volume</th>\n <th>Adj Close</th>\n <th>Total Traded</th>\n <th>returns</th>\n </tr>\n <tr>\n <th>Date</th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2012-01-03</th>\n <td>29.500000</td>\n <td>27.650000</td>\n <td>28.940001</td>\n <td>28.080000</td>\n <td>928100</td>\n <td>28.080000</td>\n <td>2.685921e+07</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2012-01-04</th>\n <td>28.670000</td>\n <td>27.500000</td>\n <td>28.209999</td>\n <td>27.709999</td>\n <td>630100</td>\n <td>27.709999</td>\n <td>1.777512e+07</td>\n <td>-0.013177</td>\n </tr>\n <tr>\n <th>2012-01-05</th>\n <td>27.930000</td>\n <td>26.850000</td>\n <td>27.760000</td>\n <td>27.120001</td>\n <td>1005500</td>\n <td>27.120001</td>\n <td>2.791268e+07</td>\n <td>-0.021292</td>\n </tr>\n <tr>\n <th>2012-01-06</th>\n <td>27.790001</td>\n <td>26.410000</td>\n <td>27.200001</td>\n <td>26.910000</td>\n <td>986300</td>\n <td>26.910000</td>\n <td>2.682736e+07</td>\n <td>-0.007743</td>\n </tr>\n <tr>\n <th>2012-01-09</th>\n <td>27.490000</td>\n <td>26.120001</td>\n <td>27.000000</td>\n <td>27.250000</td>\n <td>897000</td>\n <td>27.250000</td>\n <td>2.421900e+07</td>\n <td>0.012635</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {},
"execution_count": 20
}
],
"source": [
"# méthode 2: en utilisant pct_changes\n",
"tesla['returns'] = tesla['Close'].pct_change()\n",
"tesla.head()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
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"</style>\n",
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" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>High</th>\n",
" <th>Low</th>\n",
" <th>Open</th>\n",
" <th>Close</th>\n",
" <th>Volume</th>\n",
" <th>Adj Close</th>\n",
" <th>Total Traded</th>\n",
" <th>returns</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
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" <tbody>\n",
" <tr>\n",
" <th>2012-01-03</th>\n",
" <td>29.500000</td>\n",
" <td>27.650000</td>\n",
" <td>28.940001</td>\n",
" <td>28.080000</td>\n",
" <td>928100</td>\n",
" <td>28.080000</td>\n",
" <td>2.685921e+07</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-04</th>\n",
" <td>28.670000</td>\n",
" <td>27.500000</td>\n",
" <td>28.209999</td>\n",
" <td>27.709999</td>\n",
" <td>630100</td>\n",
" <td>27.709999</td>\n",
" <td>1.777512e+07</td>\n",
" <td>-0.013177</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-05</th>\n",
" <td>27.930000</td>\n",
" <td>26.850000</td>\n",
" <td>27.760000</td>\n",
" <td>27.120001</td>\n",
" <td>1005500</td>\n",
" <td>27.120001</td>\n",
" <td>2.791268e+07</td>\n",
" <td>-0.021292</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-06</th>\n",
" <td>27.790001</td>\n",
" <td>26.410000</td>\n",
" <td>27.200001</td>\n",
" <td>26.910000</td>\n",
" <td>986300</td>\n",
" <td>26.910000</td>\n",
" <td>2.682736e+07</td>\n",
" <td>-0.007743</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-09</th>\n",
" <td>27.490000</td>\n",
" <td>26.120001</td>\n",
" <td>27.000000</td>\n",
" <td>27.250000</td>\n",
" <td>897000</td>\n",
" <td>27.250000</td>\n",
" <td>2.421900e+07</td>\n",
" <td>0.012635</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" High Low Open Close Volume Adj Close \\\n",
"Date \n",
"2012-01-03 29.500000 27.650000 28.940001 28.080000 928100 28.080000 \n",
"2012-01-04 28.670000 27.500000 28.209999 27.709999 630100 27.709999 \n",
"2012-01-05 27.930000 26.850000 27.760000 27.120001 1005500 27.120001 \n",
"2012-01-06 27.790001 26.410000 27.200001 26.910000 986300 26.910000 \n",
"2012-01-09 27.490000 26.120001 27.000000 27.250000 897000 27.250000 \n",
"\n",
" Total Traded returns \n",
"Date \n",
"2012-01-03 2.685921e+07 NaN \n",
"2012-01-04 1.777512e+07 -0.013177 \n",
"2012-01-05 2.791268e+07 -0.021292 \n",
"2012-01-06 2.682736e+07 -0.007743 \n",
"2012-01-09 2.421900e+07 0.012635 "
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"ford['returns'] = ford['Close'].pct_change(1)\n",
"gm['returns'] = gm['Close'].pct_change(1)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>High</th>\n",
" <th>Low</th>\n",
" <th>Open</th>\n",
" <th>Close</th>\n",
" <th>Volume</th>\n",
" <th>Adj Close</th>\n",
" <th>Total Traded</th>\n",
" <th>returns</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2012-01-03</th>\n",
" <td>11.25</td>\n",
" <td>10.99</td>\n",
" <td>11.00</td>\n",
" <td>11.13</td>\n",
" <td>45709900.0</td>\n",
" <td>7.673051</td>\n",
" <td>5.028089e+08</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-04</th>\n",
" <td>11.53</td>\n",
" <td>11.07</td>\n",
" <td>11.15</td>\n",
" <td>11.30</td>\n",
" <td>79725200.0</td>\n",
" <td>7.790251</td>\n",
" <td>8.889359e+08</td>\n",
" <td>0.015274</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-05</th>\n",
" <td>11.63</td>\n",
" <td>11.24</td>\n",
" <td>11.33</td>\n",
" <td>11.59</td>\n",
" <td>67877500.0</td>\n",
" <td>7.990177</td>\n",
" <td>7.690521e+08</td>\n",
" <td>0.025664</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-06</th>\n",
" <td>11.80</td>\n",
" <td>11.52</td>\n",
" <td>11.74</td>\n",
" <td>11.71</td>\n",
" <td>59840700.0</td>\n",
" <td>8.072903</td>\n",
" <td>7.025298e+08</td>\n",
" <td>0.010354</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-09</th>\n",
" <td>11.95</td>\n",
" <td>11.70</td>\n",
" <td>11.83</td>\n",
" <td>11.80</td>\n",
" <td>53981500.0</td>\n",
" <td>8.134951</td>\n",
" <td>6.386011e+08</td>\n",
" <td>0.007686</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" High Low Open Close Volume Adj Close Total Traded \\\n",
"Date \n",
"2012-01-03 11.25 10.99 11.00 11.13 45709900.0 7.673051 5.028089e+08 \n",
"2012-01-04 11.53 11.07 11.15 11.30 79725200.0 7.790251 8.889359e+08 \n",
"2012-01-05 11.63 11.24 11.33 11.59 67877500.0 7.990177 7.690521e+08 \n",
"2012-01-06 11.80 11.52 11.74 11.71 59840700.0 8.072903 7.025298e+08 \n",
"2012-01-09 11.95 11.70 11.83 11.80 53981500.0 8.134951 6.386011e+08 \n",
"\n",
" returns \n",
"Date \n",
"2012-01-03 NaN \n",
"2012-01-04 0.015274 \n",
"2012-01-05 0.025664 \n",
"2012-01-06 0.010354 \n",
"2012-01-09 0.007686 "
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
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" <th></th>\n",
" <th>High</th>\n",
" <th>Low</th>\n",
" <th>Open</th>\n",
" <th>Close</th>\n",
" <th>Volume</th>\n",
" <th>Adj Close</th>\n",
" <th>Total Traded</th>\n",
" <th>MA50</th>\n",
" <th>MA200</th>\n",
" <th>returns</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
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" <tbody>\n",
" <tr>\n",
" <th>2012-01-03</th>\n",
" <td>21.180000</td>\n",
" <td>20.750000</td>\n",
" <td>20.830000</td>\n",
" <td>21.049999</td>\n",
" <td>9321300.0</td>\n",
" <td>16.299799</td>\n",
" <td>1.941627e+08</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-04</th>\n",
" <td>21.370001</td>\n",
" <td>20.750000</td>\n",
" <td>21.049999</td>\n",
" <td>21.150000</td>\n",
" <td>7856700.0</td>\n",
" <td>16.377232</td>\n",
" <td>1.653835e+08</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.004751</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-05</th>\n",
" <td>22.290001</td>\n",
" <td>20.959999</td>\n",
" <td>21.100000</td>\n",
" <td>22.170000</td>\n",
" <td>17880600.0</td>\n",
" <td>17.167059</td>\n",
" <td>3.772807e+08</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.048227</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-06</th>\n",
" <td>23.030001</td>\n",
" <td>22.240000</td>\n",
" <td>22.260000</td>\n",
" <td>22.920000</td>\n",
" <td>18234500.0</td>\n",
" <td>17.747812</td>\n",
" <td>4.059000e+08</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.033829</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-09</th>\n",
" <td>23.430000</td>\n",
" <td>22.700001</td>\n",
" <td>23.200001</td>\n",
" <td>22.840000</td>\n",
" <td>12084500.0</td>\n",
" <td>17.685862</td>\n",
" <td>2.803604e+08</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-0.003490</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" High Low Open Close Volume Adj Close \\\n",
"Date \n",
"2012-01-03 21.180000 20.750000 20.830000 21.049999 9321300.0 16.299799 \n",
"2012-01-04 21.370001 20.750000 21.049999 21.150000 7856700.0 16.377232 \n",
"2012-01-05 22.290001 20.959999 21.100000 22.170000 17880600.0 17.167059 \n",
"2012-01-06 23.030001 22.240000 22.260000 22.920000 18234500.0 17.747812 \n",
"2012-01-09 23.430000 22.700001 23.200001 22.840000 12084500.0 17.685862 \n",
"\n",
" Total Traded MA50 MA200 returns \n",
"Date \n",
"2012-01-03 1.941627e+08 NaN NaN NaN \n",
"2012-01-04 1.653835e+08 NaN NaN 0.004751 \n",
"2012-01-05 3.772807e+08 NaN NaN 0.048227 \n",
"2012-01-06 4.059000e+08 NaN NaN 0.033829 \n",
"2012-01-09 2.803604e+08 NaN NaN -0.003490 "
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Maintenant, tracez un histogramme des rendements de chaque entreprise. Soit vous les faites séparément, soit vous les empilez les uns sur les autres. Quelle est l'action la plus \"volatile\"? (selon la variance des rendements quotidiens, nous discuterons de la volatilité de façon beaucoup plus détaillée dans les prochaines sections).**"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"metadata": {},
"execution_count": 22
},
{
"output_type": "display_data",
"data": {
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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"tesla['returns'].hist(bins=50)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x115bc8810>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x115bc89d0>"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x116019a90>"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
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},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x18cc75ad5e0>"
]
},
"metadata": {},
"execution_count": 23
},
{
"output_type": "display_data",
"data": {
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"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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"tesla['returns'].hist(bins=100,label='Tesla',figsize=(10,8),alpha=0.5)\n",
"gm['returns'].hist(bins=100,label='GM',alpha=0.5)\n",
"ford['returns'].hist(bins=100,label='Ford',alpha=0.5)\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x115f4ba50>"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
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{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Essayez aussi de tracer un KDE au lieu dun 'histogrammes pour avoir un autre point de vue. Quelle action a le tracé le plus large?**"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x18cc5e71700>"
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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"tesla['returns'].plot(kind='kde',label='Tesla',figsize=(12,6))\n",
"gm['returns'].plot(kind='kde',label='GM')\n",
"ford['returns'].plot(kind='kde',label='Ford')\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x1165b8490>"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Essayez aussi de créer des diagrammes en boîtes comparant les rendements.**"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a185efe50>"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x792 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Comparaison des rendements quotidiens entre les actions\n",
"\n",
"**Créez un graphique matriciel de dispersion pour voir la corrélation entre les rendements quotidiens de chaque titre. Cela permet de répondre à la question de savoir dans quelle mesure les sociétés automobiles sont liées entre elles. Le marché considère-t-il Tesla comme une entreprise de technologie plutôt que comme une entreprise automobile ?**"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Il semble que Ford et GM aient une sorte de relation, traçons juste ces deux-là dans un diagramme de dispersion pour voir cela de plus près !**"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a18b72110>"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"____\n",
"## Rendements quotidiens cumulatifs\n",
"\n",
"Super ! Nous pouvons maintenant voir quel titre a eu le plus grand écart de rendement quotidien (vous auriez dû vous rendre compte que c'était Tesla, notre graphique original du cours de l'action aurait dû aussi le montrer).\n",
"\n",
"Avec les rendements cumulatifs quotidiens, la question à laquelle nous essayons de répondre est la suivante: si j'avais investi 1$ dans l'entreprise au début de la série temporelle, combien vaudrait-elle aujourd'hui? Cette question est différente de celle du prix de l'action à la journée courante, car elle tiendra compte des rendements quotidiens. N'oubliez pas que notre simple calcul ici ne tiendra pas compte des actions qui redonnent un dividende. Examinons quelques exemples simples:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Disons qu'il y a une action \"ABC\" qui est activement négociée en bourse. ABC a les prix suivants correspondant aux dates indiquées:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Date Prix\n",
" 01/01/2018 10\n",
" 01/02/2018 15\n",
" 01/03/2018 20\n",
" 01/04/2018 25"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Rendement quotidien**: Le rendement quotidien est le profit ou perte réalisé par l'action par rapport à la veille. (C'est ce qu'on vient de calculer ci-dessus). Une valeur supérieure à 1 indique un profit, de même qu'une valeur inférieure à 1 indique une perte. Il est également exprimé en pourcentage pour mieux transmettre l'information. (Exprimé en pourcentage, si la valeur est supérieure à 0, le titre vous a donné un profit, sinon une perte). Ainsi, pour l'exemple ci-dessus, les rendements quotidiens seraient"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Date Rendement quotidien %Rendement quotidien\n",
" 01/01/2018 10/10 = 1 - \n",
" 01/02/2018 15/10 = 3/2 50%\n",
" 01/03/2018 20/15 = 4/3 33%\n",
" 01/04/2018 25/20 = 5/4 20%"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Rendement Cumulé**: Bien que les rendements quotidiens soient utiles, ils ne donnent pas à l'investisseur un aperçu immédiat des gains qu'il a réalisés jusqu'à présent, surtout si le titre est très volatil. Le rendement cumulatif est calculé par rapport au jour où l'investissement est effectué. Si le rendement cumulatif est supérieur à 1, vous faites des profits, sinon vous êtes en perte. Donc, pour l'exemple ci-dessus, les gains cumulatifs sont les suivants:"
]
},
{
"cell_type": "markdown",
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"source": [
" Date Rendement cumulé %rendement cumulé\n",
" 01/01/2018 10/10 = 1 100 % \n",
" 01/02/2018 15/10 = 3/2 150 %\n",
" 01/03/2018 20/10 = 2 200 %\n",
" 01/04/2018 25/10 = 5/2 250 %"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"La formule pour un rendement quotidien cumulatif est la suivante :\n",
"\n",
"$ i_i = (1+r_t) * i_{t-1} $\n",
"\n",
"Ici, nous pouvons voir que nous ne faisons que multiplier notre investissement précédent à i à t-1 par 1+notre pourcentage de rendement. Pandas rend cela très simple à calculer avec sa méthode cumprod(). En utilisant quelque chose de la manière suivante :\n",
"\n",
" df[daily_cumulative_return] = (1 + df[pct_daily_return]).cumprod()\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Créez une colonne de rendement quotidien cumulatif (cumulative daily return) pour le dataframe de chaque société automobile.**"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
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{
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" High Low Open Close Volume Adj Close \\\n",
"Date \n",
"2012-01-03 29.500000 27.650000 28.940001 28.080000 928100 28.080000 \n",
"2012-01-04 28.670000 27.500000 28.209999 27.709999 630100 27.709999 \n",
"2012-01-05 27.930000 26.850000 27.760000 27.120001 1005500 27.120001 \n",
"2012-01-06 27.790001 26.410000 27.200001 26.910000 986300 26.910000 \n",
"2012-01-09 27.490000 26.120001 27.000000 27.250000 897000 27.250000 \n",
"\n",
" Total Traded returns Cumulative Return \n",
"Date \n",
"2012-01-03 2.685921e+07 NaN NaN \n",
"2012-01-04 1.777512e+07 -0.013177 0.986823 \n",
"2012-01-05 2.791268e+07 -0.021292 0.965812 \n",
"2012-01-06 2.682736e+07 -0.007743 0.958333 \n",
"2012-01-09 2.421900e+07 0.012635 0.970442 "
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},
"metadata": {},
"execution_count": 25
}
],
"source": [
"tesla[\"Cumulative Return\"] = (1 + tesla[\"returns\"]).cumprod()\n",
"tesla.head()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
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" <td>27.250000</td>\n",
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" High Low Open Close Volume Adj Close \\\n",
"Date \n",
"2012-01-03 29.500000 27.650000 28.940001 28.080000 928100 28.080000 \n",
"2012-01-04 28.670000 27.500000 28.209999 27.709999 630100 27.709999 \n",
"2012-01-05 27.930000 26.850000 27.760000 27.120001 1005500 27.120001 \n",
"2012-01-06 27.790001 26.410000 27.200001 26.910000 986300 26.910000 \n",
"2012-01-09 27.490000 26.120001 27.000000 27.250000 897000 27.250000 \n",
"\n",
" Total Traded returns Cumulative Return \n",
"Date \n",
"2012-01-03 2.685921e+07 NaN NaN \n",
"2012-01-04 1.777512e+07 -0.013177 0.986823 \n",
"2012-01-05 2.791268e+07 -0.021292 0.965812 \n",
"2012-01-06 2.682736e+07 -0.007743 0.958333 \n",
"2012-01-09 2.421900e+07 0.012635 0.970442 "
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Tracez maintenant les colonnes de rendement cumulatif en fonction de l'index de la série temporelle. Quel titre a affiché le rendement le plus élevé pour un dollar investi? Lequel a affiché le rendement le plus faible?**"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"ford[\"Cumulative Return\"] = (1 + ford[\"returns\"]).cumprod()\n",
"gm[\"Cumulative Return\"] = (1 + gm[\"returns\"]).cumprod()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
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421.141907 \r\nL 213.549667 420.601592 \r\nL 214.195874 418.980652 \r\nL 214.842082 419.400898 \r\nL 215.488289 420.141326 \r\nL 216.134496 420.341443 \r\nL 217.426911 422.02242 \r\nL 218.073118 420.781697 \r\nL 218.719325 420.601592 \r\nL 220.01174 419.901188 \r\nL 221.304155 421.942372 \r\nL 221.950362 421.462093 \r\nL 222.596569 420.18135 \r\nL 223.242776 416.799384 \r\nL 223.888984 416.479198 \r\nL 224.535191 416.519222 \r\nL 225.181398 415.838827 \r\nL 225.827606 415.918871 \r\nL 226.473813 415.238479 \r\nL 227.12002 415.458605 \r\nL 227.766228 413.497466 \r\nL 228.412435 412.897119 \r\nL 229.058642 411.516316 \r\nL 229.704849 411.436267 \r\nL 230.351057 411.836501 \r\nL 230.997264 412.416836 \r\nL 231.643471 411.216142 \r\nL 232.289679 410.275593 \r\nL 233.582093 410.495722 \r\nL 234.228301 409.955407 \r\nL 234.874508 412.536909 \r\nL 235.520715 412.176699 \r\nL 236.166922 412.596941 \r\nL 236.81313 413.8977 \r\nL 237.459337 414.017769 \r\nL 238.105544 413.597523 \r\nL 238.751752 413.017188 \r\nL 239.397959 413.497466 \r\nL 240.044166 414.257906 \r\nL 240.690373 415.2785 \r\nL 241.336581 414.978326 \r\nL 241.982788 414.818233 \r\nL 242.628995 415.238479 \r\nL 243.275203 413.977745 \r\nL 244.567617 414.217886 \r\nL 245.213825 414.017769 \r\nL 245.860032 414.097814 \r\nL 246.506239 414.057793 \r\nL 247.152446 413.817652 \r\nL 247.798654 415.658722 \r\nL 248.444861 415.63871 \r\nL 249.091068 415.798803 \r\nL 250.383483 418.140163 \r\nL 251.02969 416.939465 \r\nL 251.675898 418.500373 \r\nL 252.968312 416.35913 \r\nL 253.614519 416.85942 \r\nL 254.260727 416.739352 \r\nL 254.906934 416.979489 \r\nL 255.553141 415.99892 \r\nL 256.199349 415.338536 \r\nL 256.845556 415.398572 \r\nL 257.491763 415.158431 \r\nL 258.13797 414.538072 \r\nL 258.784178 414.417999 \r\nL 259.430385 415.01835 \r\nL 260.7228 414.738189 \r\nL 261.369007 415.078383 \r\nL 262.015214 414.958314 \r\nL 262.661422 412.757034 \r\nL 263.307629 413.8977 \r\nL 263.953836 414.718177 \r\nL 265.892458 415.038362 \r\nL 266.538665 415.518641 \r\nL 267.184873 415.558665 \r\nL 267.83108 415.298512 \r\nL 268.477287 415.558665 \r\nL 269.123494 415.678734 \r\nL 269.769702 416.118988 \r\nL 270.415909 415.978908 \r\nL 271.062116 416.098976 \r\nL 271.708324 414.417999 \r\nL 272.354531 411.716433 \r\nL 273.000738 411.916546 \r\nL 273.646946 413.337373 \r\nL 274.293153 412.216723 \r\nL 274.93936 412.616954 \r\nL 275.585567 413.197293 \r\nL 276.231775 412.857095 \r\nL 276.877982 412.656978 \r\nL 278.170397 410.255581 \r\nL 278.816604 409.735282 \r\nL 279.462811 410.155524 \r\nL 280.109019 409.575185 \r\nL 280.755226 409.475129 \r\nL 281.401433 410.795896 \r\nL 282.693848 406.953667 \r\nL 283.340055 407.51399 \r\nL 283.986262 407.854188 \r\nL 284.63247 406.993683 \r\nL 285.278677 407.854188 \r\nL 285.924884 408.314454 \r\nL 286.571091 409.154943 \r\nL 287.217299 408.054305 \r\nL 287.863506 406.533417 \r\nL 288.509713 406.373328 \r\nL 289.155921 404.312133 \r\nL 289.802128 403.751802 \r\nL 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338.267675 398.488742 \r\nL 338.913882 398.848952 \r\nL 339.56009 398.188572 \r\nL 340.206297 397.147966 \r\nL 340.852504 398.448725 \r\nL 341.498712 398.408701 \r\nL 342.144919 399.029057 \r\nL 342.791126 398.708871 \r\nL 343.437334 397.728306 \r\nL 344.083541 395.987288 \r\nL 345.375955 397.48816 \r\nL 346.66837 396.267458 \r\nL 347.960785 397.248023 \r\nL 348.606992 398.408701 \r\nL 349.253199 399.209162 \r\nL 349.899406 399.329234 \r\nL 350.545614 399.269202 \r\nL 351.191821 400.569953 \r\nL 351.838028 399.749477 \r\nL 352.484236 400.790082 \r\nL 353.130443 402.731212 \r\nL 353.77665 402.831269 \r\nL 354.422858 401.450469 \r\nL 355.069065 400.449888 \r\nL 355.715272 400.489905 \r\nL 356.361479 401.750639 \r\nL 357.007687 400.890139 \r\nL 357.653894 399.829525 \r\nL 358.300101 399.369258 \r\nL 358.946309 400.149711 \r\nL 359.592516 400.329816 \r\nL 360.238723 401.050235 \r\nL 360.884931 399.889557 \r\nL 361.531138 399.969606 \r\nL 362.823552 399.029057 \r\nL 363.46976 396.6877 \r\nL 364.115967 397.248023 \r\nL 364.762174 396.367514 \r\nL 365.408382 396.207418 \r\nL 366.054589 396.967862 \r\nL 366.700796 397.968443 \r\nL 367.347003 399.309226 \r\nL 367.993211 397.828362 \r\nL 369.285625 397.828362 \r\nL 369.931833 394.266295 \r\nL 370.57804 394.146222 \r\nL 371.224247 393.605908 \r\nL 371.870455 394.006142 \r\nL 372.516662 395.126795 \r\nL 373.162869 395.767167 \r\nL 373.809076 394.906666 \r\nL 374.455284 395.887232 \r\nL 375.101491 396.047329 \r\nL 375.747698 395.807191 \r\nL 376.393906 393.445818 \r\nL 377.040113 393.685956 \r\nL 377.68632 392.925512 \r\nL 378.332528 394.866642 \r\nL 378.978735 393.72598 \r\nL 379.624942 392.965536 \r\nL 380.271149 390.804284 \r\nL 380.917357 389.343429 \r\nL 381.563564 390.34401 \r\nL 382.209771 390.824293 \r\nL 382.855979 391.044422 \r\nL 383.502186 391.06443 \r\nL 384.148393 388.262807 \r\nL 384.7946 388.082702 \r\nL 385.440808 388.603001 \r\nL 386.087015 390.544131 \r\nL 386.733222 389.163324 \r\nL 387.37943 388.562977 \r\nL 388.025637 389.383453 \r\nL 388.671844 388.10271 \r\nL 389.318052 389.263388 \r\nL 389.964259 389.763679 \r\nL 390.610466 389.403469 \r\nL 391.256673 389.243372 \r\nL 391.902881 392.004979 \r\nL 392.549088 390.34401 \r\nL 393.195295 390.744244 \r\nL 393.841503 390.303994 \r\nL 394.48771 390.163905 \r\nL 395.780124 391.984963 \r\nL 396.426332 391.104454 \r\nL 397.072539 392.385197 \r\nL 398.364954 393.946109 \r\nL 399.011161 394.466408 \r\nL 399.657368 393.545875 \r\nL 400.303576 394.306319 \r\nL 400.949783 397.48816 \r\nL 401.59599 397.628249 \r\nL 402.242197 397.528185 \r\nL 402.888405 398.448725 \r\nL 403.534612 397.468152 \r\nL 404.827027 400.650001 \r\nL 405.473234 399.509339 \r\nL 406.119441 400.67001 \r\nL 406.765649 400.690025 \r\nL 407.411856 398.929 \r\nL 408.058063 401.350405 \r\nL 409.350478 400.029638 \r\nL 409.996685 400.750058 \r\nL 410.642892 399.249186 \r\nL 411.2891 398.528766 \r\nL 411.935307 399.089097 \r\nL 412.581514 398.12854 \r\nL 413.227721 397.76833 \r\nL 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"tesla['Cumulative Return'].plot(label='Tesla',figsize=(16,8),title='Cumulative Return')\n",
"gm['Cumulative Return'].plot(label='GM')\n",
"ford['Cumulative Return'].plot(label='Ford')\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"'2014-09-04'"
]
},
"metadata": {},
"execution_count": 28
}
],
"source": [
"tesla['Cumulative Return'].idxmax()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x1a18def450>"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Bon travail!\n",
"\n",
"Voilà pour l'analyse de base, qui conclut cette moitié du cours, beaucoup plus axée sur l'apprentissage des outils du métier. La deuxième moitié du cours est celle où nous nous plongerons vraiment dans les fonctionnalités conçues pour les séries temporelles, l'analyse quantitative, le trading algorithmique, et bien plus encore!"
]
}
],
"metadata": {
"anaconda-cloud": {},
"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": "3.8.5-final"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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