python-pour-finance/07-Projet-Analyse-Boursière/Projet Analyse Boursière S...

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{
"cells": [
{
"cell_type": "markdown",
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"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": 4,
"metadata": {},
"outputs": [],
"source": [
"import pandas_datareader.data as web"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"start = datetime.datetime(2012, 1, 1)\n",
"end = datetime.datetime(2017, 1, 1)\n",
"tesla = web.DataReader(\"TSLA\", 'yahoo', start, end)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\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",
" </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",
" </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",
" </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",
" </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",
" </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",
" </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",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
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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"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"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": 7,
"metadata": {},
"outputs": [],
"source": [
"ford = web.DataReader(\"F\", 'yahoo', start, end)\n",
"gm = web.DataReader(\"GM\",'yahoo',start,end)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
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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",
" </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",
" </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>7.687118</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>7.804530</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>8.004824</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>8.087703</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>8.149862</td>\n",
" </tr>\n",
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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"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ford.head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"ford.to_csv('Ford_Stock.csv')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
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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",
" </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",
" </tr>\n",
" </thead>\n",
" <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>16.103352</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>16.179853</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>16.960161</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>17.533915</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>17.472712</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
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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"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gm.head()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"gm.to_csv('GM_Stock.csv')"
]
},
{
"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": 12,
"metadata": {},
"outputs": [],
"source": [
"# Code ici"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x116672b90>"
]
},
"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": [
"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": "markdown",
"metadata": {},
"source": [
"____"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Tracez le volume des actions négociées chaque jour.**"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x116416050>"
]
},
"execution_count": 14,
"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": [
"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": "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": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Timestamp('2013-12-18 00:00:00')"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ford['Volume'].idxmax()"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Que s'est-il passé?\n",
"# http://money.cnn.com/2013/12/18/news/companies/ford-profit/\n",
"# https://www.usatoday.com/story/money/cars/2013/12/18/ford-2014-profit-warning/4110015/\n",
"# https://media.ford.com/content/dam/fordmedia/North%20America/US/2014/01/28/4QFinancials.pdf"
]
},
{
"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": 17,
"metadata": {},
"outputs": [],
"source": [
"# Code ici"
]
},
{
"cell_type": "code",
"execution_count": 18,
"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": "markdown",
"metadata": {},
"source": [
"**Tracez ce total négocié (Total Traded) par rapport à l'index de temps.**"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# Code ici"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Total Traded')"
]
},
"execution_count": 20,
"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": [
"tesla['Total Traded'].plot(label='Tesla',figsize=(16,8))\n",
"gm['Total Traded'].plot(label='GM')\n",
"ford['Total Traded'].plot(label='Ford')\n",
"plt.legend()\n",
"plt.ylabel('Total Traded')"
]
},
{
"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": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Timestamp('2014-02-25 00:00:00')"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tesla['Total Traded'].idxmax()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"# http://money.cnn.com/2014/02/25/investing/tesla-record-high/\n",
"# https://blogs.wsj.com/moneybeat/2014/02/25/tesla-shares-surge-on-morgan-stanley-report/\n",
"# https://www.washingtonpost.com/news/wonk/wp/2014/02/25/teslas-stock-is-up-644-why-it-may-not-last/\n",
"# http://www.cnbc.com/2014/02/25/tesla-soars-ford-falls-in-consumer-reports-study.html"
]
},
{
"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": 23,
"metadata": {},
"outputs": [],
"source": [
"# Code ici"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x118d65d50>"
]
},
"execution_count": 24,
"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": [
"gm['MA50'] = gm['Open'].rolling(50).mean()\n",
"gm['MA200'] = gm['Open'].rolling(200).mean()\n",
"gm[['Open','MA50','MA200']].plot(label='gm',figsize=(16,8))"
]
},
{
"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": 25,
"metadata": {},
"outputs": [],
"source": [
"from pandas.plotting import scatter_matrix"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"car_comp = pd.concat([tesla['Open'],gm['Open'],ford['Open']],axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"car_comp.columns = ['Tesla Open','GM Open','Ford Open']"
]
},
{
"cell_type": "code",
"execution_count": 28,
"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": [
"# Vous pouvez utiliser un point-virgule pour supprimer l'impression des axes\n",
"scatter_matrix(car_comp,figsize=(8,8),alpha=0.2,hist_kwds={'bins':50});"
]
},
{
"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 de chandeliers)**"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"# Code ici"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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W9LZfL+A5DrN9e7b4+P/aHs/KP2l7s+2ns38/0e+xqlRyWx1q+1tZWz1p+6x+j1WVgtrpTNvfs73X9sUt9y21vcH2c7af3deGo6igtvrzrB2esv2A7eOy8uOy37sttrfavqL/GlejoHa6Ivv92mL74ea1s21fk/1OvmD7U/0eq6NehuoU8SPp9QKe408k3ZRtXyLp9mz7I5IWZ9unSPpxVa9zBNrqSknfyraPlrRZ0kFVv+YK22lc0qmS/lnSxS33PSjpk9n2hyR9sOrXXHFbnb2vDST9cdN76lBJhzW108y+38dR+ymonX65afsCSfdl2ydJelLSYZKOl/SSpIPLeB2Vnrqx/aGsJ/C97C/eyqx8POs1fTPrEWyw/UttnmKlpH/Ktr8t6XdsOyKeiIh9q1ltlfQB24eV/4rKU1ZbqfFme0CSImKnpD2Shma0QLf6baeImImIpyS92/K8J0k6JCI2Zvu9HhFvDuI1laWAtvqvpjZ4VI1V5BQRb0fEW1n5YRrxU8QFtNPPmm4u0v4lVVdKui0i3oqIH0p6UdLyMl5D1f8B/yfpwog4XY3ewdez8JGkEyTdGBEnqxE+F7V5/HsLkEdjoZPXJP1qyz4XSXqi6Y03qspqqyclrbR9iO3jJX1UBy4BOWr6badOfl3SHtv/bvsJ29fbPrjQmg9ekW11uaR7992wfaztp9R4z32tqeM1ivpuJ9tX2n5J0t9J+tOs+L3fycxsVla4MteMzcOS/sb2mWr0oI6RtG8V7x9GxJZse7MaH6nbPb7Ve8OIbJ8s6WuSzimqwhUqq63WS/oNSdNqTDvxP5L2Flftgeu3nTo5RNJvq3Fa8EeSbpe0WtLN/Ve5MoW0le0/VONT4Mf3lUXEq5JOtb1Y0ndsfzsidhT/Egai73aKiBsl3Wj7DyT9paTLNE9+FanqHv2lksYkfTQilknaIekD2X3NPfB31P6P0nsLkNs+RI15IHZnt5dIulPS5yLipVJqP1iltFVE7I2IP4uIZRGxUtIRkn5Q0msYhH7bqZNZNT4Zvpx9IvqOpNMLqG+V+m4r278r6VpJF7T71Jz15Leq8UdyVBX5nrpN0u9n2+/9TmaWSCrlk0/VQf9hSTsj4he2z5Z0XJePv0uNv4ySdLGk/4yIsH2EpLslXRMR/11cdStVVlt90PYiqTFaSdLeiHi2sFoPXr/t1Mnjko60vW/SqE9IGuV2kvpsK9sfkfQPaoT8zqbyJfvOVds+UtIZkl4ortoD1287ndB08/e0vyN1l6RL3BgRd7wap4EeK6LCrSo5dZP1KN+SdIuk79qelrRF0vNdPtXNkv7F9otq9OQvycqvkvRrkr5s+8tZ2TnNb8ZRMYC2OlrS/bbflfRjSX9USMUHrKh2sv2banwSPFLS+bYnI+LkiHjH9tWSHsjOz26W9M1CX8SAFPieul6NUTX/lp2y/lFEXKDGqcCv2w41Tk/cEBFPF1X/QSmwna7KPvn8QtJPlXW4ImKr7TvU6DDslXRlRLxTVP2bVXJlrO3TJH0zIkr5hjkltFU+tFN+tFU+KbXTwE/duHHxxK1qfCGBOdBW+dBO+dFW+aTWTsx1AwCJq/rLWABAyQh6AEgcQQ8AiSPoASBxBD0AJI6gB4DE/T8HD2X/NH1mswAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# from mpl_finance import candlestick_ohlc\n",
"# Maj mpl_finance devient mplfinance - pip install --upgrade mplfinance \n",
"from mplfinance.original_flavor import candlestick_ohlc\n",
"\n",
"from matplotlib.dates import DateFormatter, date2num, WeekdayLocator, DayLocator, MONDAY\n",
"\n",
"# Réinitialiser l'index pour obtenir une colonne des dates de janvier\n",
"ford_reset = ford.loc['2012-01':'2012-01'].reset_index()\n",
"\n",
"# Créer une nouvelle colonne de valeurs numériques de \"date\" à utiliser par matplotlib\n",
"ford_reset['date_ax'] = ford_reset['Date'].apply(lambda date: date2num(date))\n",
"ford_values = [tuple(vals) for vals in ford_reset[['date_ax', 'Open', 'High', 'Low', 'Close']].values]\n",
"\n",
"mondays = WeekdayLocator(MONDAY) # major ticks on the mondays\n",
"alldays = DayLocator() # minor ticks on the days\n",
"weekFormatter = DateFormatter('%b %d') # e.g., Jan 12\n",
"dayFormatter = DateFormatter('%d') # e.g., 12\n",
"\n",
"# Tracé\n",
"fig, ax = plt.subplots()\n",
"fig.subplots_adjust(bottom=0.2)\n",
"ax.xaxis.set_major_locator(mondays)\n",
"ax.xaxis.set_minor_locator(alldays)\n",
"ax.xaxis.set_major_formatter(weekFormatter)\n",
"\n",
"candlestick_ohlc(ax, ford_values, width=0.6, colorup='g',colordown='r');"
]
},
{
"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": 31,
"metadata": {},
"outputs": [],
"source": [
"# Méthode 1: en utilisant shift\n",
"tesla['returns'] = (tesla['Close'] / tesla['Close'].shift(1) ) - 1"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"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>"
],
"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": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tesla.head()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"# méthode 2: en utilisant pct_change\n",
"tesla['returns'] = tesla['Close'].pct_change(1)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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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",
" <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>"
],
"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": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tesla.head()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"# répéter pour les autres dataframes\n",
"ford['returns'] = ford['Close'].pct_change(1)\n",
"gm['returns'] = gm['Close'].pct_change(1)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"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>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>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>7.687118</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>7.804530</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>8.004824</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>8.087703</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>8.149862</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 7.687118 5.028089e+08 \n",
"2012-01-04 11.53 11.07 11.15 11.30 79725200.0 7.804530 8.889359e+08 \n",
"2012-01-05 11.63 11.24 11.33 11.59 67877500.0 8.004824 7.690521e+08 \n",
"2012-01-06 11.80 11.52 11.74 11.71 59840700.0 8.087703 7.025298e+08 \n",
"2012-01-09 11.95 11.70 11.83 11.80 53981500.0 8.149862 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": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ford.head()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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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",
" <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>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>16.103352</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>16.179853</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>16.960161</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>17.533915</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>17.472712</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 16.103352 \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 \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": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gm.head()"
]
},
{
"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": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11944bb10>"
]
},
"execution_count": 38,
"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": [
"ford['returns'].hist(bins=50)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1195afa90>"
]
},
"execution_count": 39,
"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": [
"gm['returns'].hist(bins=50)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x119344ed0>"
]
},
"execution_count": 40,
"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": [
"tesla['returns'].hist(bins=50)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x11926cdd0>"
]
},
"execution_count": 41,
"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": [
"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": "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": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x119b3c790>"
]
},
"execution_count": 42,
"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": [
"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": "markdown",
"metadata": {},
"source": [
"**Essayez aussi de créer des diagrammes en boîtes comparant les rendements.**"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1bab9050>"
]
},
"execution_count": 43,
"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": [
"box_df = pd.concat([tesla['returns'],gm['returns'],ford['returns']],axis=1)\n",
"box_df.columns = ['Tesla Returns',' GM Returns','Ford Returns']\n",
"box_df.plot(kind='box',figsize=(8,11),colormap='jet')"
]
},
{
"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": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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fr9Y+SqlJGlFGR9Yqm/4N8MOUDsAy8Mlq7XuAxWrtD4BvF5HPAOeAZa31V0TkRRH5LPBitbYqIv+RMlr1x9VaISIfB34T+DLw6v1mo4i0gb8FPAHMA5+g7OdkMBj2iVKar14esDpOeHyuycnZBo5t0QocRnH+pvlIWmtE5LrDI5O8IC80Dd9huuFtpR+mGx7DOOP8WjmB+8R0nc4+Zy9Z2weoPvgzKw13gM196NpCw7eZJAVN32UUZ9Rdm/VJSqE1C60AyxKagcN82ydMCw51AtJc8drKmEsbEb5j8cRCk2NTZUHA5hYTefi3255OUBWx+HGt9Xfd4vG/CPwg8KuUwupf2HZfT0SOUTpAAwCt9ReBZ0TkCeBHqrVXgT9f6Wd+tirTXwa+p0o7/QfgrC5jxD9Q2fxLwJeqVNSPVu/lE5TRErTWHwc+LiL/BPitau2TwCdF5G8Az1VrvwH8hoh8K/De+9BGBYRa61REBkDjZn9BBsNBJy0UZ9cnaAWvLo+20mEnZxtbJ5pNLvZC+mHGTNPjSLf2pmMlecGZ5TGqOvksdIIdlWZZfvXaL8xyVlcScqU4MV2n7l3/z3HTd3hktk5e6Ls69d7wYDCKM86vh7i2xWNzDR6ZaSBoXludsDpKKJTCtsoEiy3CfDsAYKH6H8ookNKaKC2wRRjFV6OTJ6br9KOMpu/sGukcRBmXNyLqns0jM/Ud35EHjT2doCoakopIuxqdcVNorf9URGIR+RylruaCiHxMa/0TwD+mjKgIZbQEEfkYpbO0Tuk8ISJ/G/gBIKRyOkTkQ8A/pGzg+BGttRaRbwJ+hrKb9U9rrUMROQr8IqWz8O+11pdExAJ+r3ruZ7TWf1Qd89coU14vAD9Wrf0c5ZiQ85Qi6fvKRq21EpHfFZEvAjalQNuwje0DUg2G3Qhcm9mGxyDKWWjvnMx97R/3flVdsxGmuzpBWaEplOZyP2R1mGBZwlzr6jGnGx650mgNvmOxNio1HL1JuqcTBGylMgyGQZShdZkKuzKMGYQZtgVJVjo/ivKEAFxX5B+49lbkx7Zkh4Pk2Baze0yp701SCqUZxTlxpqh5D27JvtxIZCciv0ypafldYLK5rrX+B3fXNMPd4PTp0/rZZ5+912a8ZdyME2SmyN8ap0+f5kHfU3mhmKQFTd+5bppLa82XL/RZHSW8/UiLE9O7B14v9Ca8ujRmpuHRqrnMtfxdr5qzQvHG6oRcKR6ZadD099u27eHmYdhPd5swzbnQKyNBjiUMozKK0627pQYNzTDO6Na8W+55pbXmYi9inOQc6QZ0t42N35ikXO5HBK7NqdnGnrq4+wEReU5rfXq3+/bzrfs0Vyu8DAaD4aHDsS06tb3rREZJjmtbHOnWkD2UEiemG1giTJKC+bbP2ijZ9arZtS3edqh1R9+H4WBQ9xyeOlTKbaO0IM1Lh+hot4ZlCS9eHoAWhvGt9wVKcsWg6km0Nk53OEFTDY+phne9pz5Q3NAJ0lr//FthiMFgMNzP1Fwb2xIKpWkFO/90KqVZmyR4tkW37m2lGQCKQhOmETXP3rOc3mC4WdbHCRp4fL65I3Xb9EtRf8u/9RSq71g0fJswLR5qHdoNnSAROcMuU+O11k/eFYsMBoPhLrI2TuiHGXNNn07dJckLVoYJvmsx3wp2PHYQlbObpuou3brHU4daFFpv6Sy01vQmKWvjhDQv/0w6trUjtXUzV82DMCPMcmabvhnmegCJs4LFfoTnlFGdvQTHS8OIFy4O8GyLQ52Ahu+w0A7wHItHZupl6XuhyAp13b20134TEU7NNe/o+7sf2U86bPuIjAD4q2xrbmgwGAwPClprrvTLRnGLg4hO3WV5kGyF/Zu+s0OgfHkjolCaSZLTrXtYlmBtS4WtjhOWBwnrk4Saa1P3HG5VHpHkBefXJ2yEGYtBxJ85PnXfay0Md5bVUcIkKZgkBZ2aS2sPMXxvnDJJCtazlFzpLWHz8ek6SsOljQitYRTnPLaLM5PkBRd6ZbuGNC91abdKlBb0wpRW4DxwAv79TJFf3vbvvNb6Zyib+hkMBsMDhYgwSjIubkwQKUuNdRXotixwrJ1/EuuVfufaLr2jOGN9nKCqwpLphsfhbo2Ts2Wpe6H0jvEEWmsGYbbVpG43LBFGSU5vkrIxyVg308MPHI0qgrgpzh/toekpHZwUzxFmqkij7+5yStflXry2CMoSYTPQtL0YYBBlhOnNNfO8uBHSG6dcWA9RD1hzxf2kw9617UeLctSDiQQZDIYHjjgraHoOvm0zjnPOrYWIwOFuQDtw8bZpdpK8KHURHZ+Zhr/jGOfWQiZJTqfmcKQb4FjWVuNDpTSvrYxJc4VtCbYFK6OENFPYFrzjaIe5a9JuUAqln1wor9ibvoNrmyjQQWO64dH0HbJCcXZtgtZwqBPsaLMAZSrspStDQJht+ZyYKSfLb3eiHptr8sLlPmdWQ1ZHKYe7wY5oj2tbPD7fJErLqBOUkailQYzSmm69jERN75HKXRsnJNt6X9nWVcfqQWE/6bD/a9vtHDhLOSzUYDAYHig82yLwbCRTWxGgzZ493jWi5Yu9kGGU49iywwnSuhx9cWUQM8kc5trBjs7PmVKk1YnhfG9C03M4szIiLzQ116EZuHRq3pteD2CuFVD3HDSYkvkDiudYxHk5bgXKVgrXcnkjJskVvUnCqbkG7Zr7Jk3PKCkbGl7eiMlzdh28Grj2jihnrsrX2pikRFmxtf93S3FNknwrtdyuOSy0Auq+/cA1TtzPt+wHtNbnty+IyIm7ZI/BYDDsitaajTDDc6xbdhAsS3hivkmuNAJcGcQMopT1cYprWztOCP2wnNfluxanZhoogcCxyJXiaDcgKQq6NY+icno2nRrfsZlv+0ySnJMzDfqTjEPtgHGa0/AcPMfa82q54TsopRlEGTXX3tVZMjzctAOXhY5PVmg8uyx1bwcueaEIs4JuzaXp2xTKZ77pY4lwsdL3HO4EOLaFI4JnCzXPxrHLSfRFociUwq0aKl7rOM23AgTBc2RL6G9dZ7NuRn20Lp2p/Y6Aud/Yz1+SXwfec83af95lzWAwGO4aS8N4q8PyEwvNXadp7wcRwbHKERmro5RcKbQWLEk4MXO1tL1bc4lbBWjNKytjwiRncRDiWjbdustj800sEa70Y5YGCVN1b+v5myLVQmleXRpiW8Jxz2IQ5fsaSHlpI2IQZdiW8NShlhFIH0DmWwFr44Qr/ZisUJyarbM8SklzRd2zOdypUXczPv/6GmdWxyy0A3ynbMMw3y6bG7YDh8sbEWujhNdXRnxtsc8kKR2pdxxuc3K2sSPdZVvCoU7AoU5AP0yxLbnuBUfg2jw+3yQt1AMnht7OdZ0gEXmSckp6R0T+4ra72pRVYgbDQ8X27tKme/T9x3bfQWl9NVri2TftEE2SnJevlCkq0Mw0/K0mhiujuKzOqbtc6keEac75XsRry2MQRZZrAs8mzQuOTTc4uxaitOJQJ9jhRGmtWRpE9CpB9PpEcWyqjtZl40TPFixLtqrR4qxgnORbuozphgeqfK/WQz/G8mCS5oorgwjHtpiuu8SZolNzt5xepTW9MOFyL+Lc2phu3WOuFVBoTd2z+cLra1uanNdXxsy2fEZxnYsbIUc6NUQsepOUxX5MWhS0g7IUfmOcsDKKmWp42CKsjRNmmx6dbQ0RW4HLOMnJC4Wzx+iNwLWJ0gKRNxcQPAjsFQl6B/CXgS5lWfwmI6qZWQaDwfBWcagd4FqC75Sl6JvDTEXgqUOt6/6h3o1ClTqGpX7M8ek6j883qHkOSV6wPEiA8gQ02/SJUocvX+gzjDI0CtexmPZ8emHGfFuRZDnPX+pzcrZJp+Yx0/Ro+Q69MGVjnHJ2bQJojnRrWBYsDWIWBxECzDR9HEuwbaEoypL7zTLjwLU41K7d5PvSrIxibEve1PPIcP+xOk4YVtHBi72QhufQm6Q0fIe6bzPX9LngOVXqycISoenb+K7F58+sEiYFSa4YuTl132Z1FDOMUlzbZjhXVjAOooxHZ2tM1QLe80iHC72IMMvJC80kzvjKhQ3OrIw41K7xfe89ju+Ujsz59QmTpMBz9u5sPggzLvTKAoNHZxtb4uwHhetaq7X+deDXReT9Wus/fAttMhgMhjdhW1enYQM70ko3W5XbrjnMtQIu9MJyBpMjPHWojedYuI6Q5boq9dWA4ni3RpQW1FyPdx5tAcLRqRqOLSwPYzp1j9VRzHPne3TrHk7VWbo3Sbi8EeHaNmmmeefhDmeWx5VDBa5j4dk2SmscS2j5DrlSzDQ8Ts01rzvH7HqsjhIu9SLCtMA6KnsOwTTce+quTY9y1tdmNeBiP6Jb95AxvO1Qi6cOtcqIjNIcm65xcrbBpY0I17HJteZox+fUfIvXVscsDRJKn1noT1I812Kq7hF4Du95pEuUlfPx3n2sS5gWvLw05POvrbMyTJhthTzz1BzHq5l4SaaIshyw0VpvCZ611qxPUmwRphoecV5U62Vkq7HLlhtEGZ5t3ZeDVvfjsi2JyO8Ah7TW765K5j+ktf7Ju2ybwWB4yNnskOvaFsem9u6Qey1Hp2pc3oiwLK5bTq615tx6SJQWHJ2q0amV4lINTNddOoHHpY0Qe7WM0IRpQcN3eHK+wesrY1ZGCcena7z31DTNwGW64XJ8psGJ6Tqvr4z50tl1epOEcVowVffIteL82oRBnDLb8Hh9NaTh2WSFphU0WJ8keI5Ft+4w0/RZaAdEaYElQiNwcKu0yOV+zIVeyInpMn12oReiNJyYru8plLYsuNwvm+QtDSLjBN1HbO7FcZzRqbkc6tSYanjUvHIcS5gWRGlB3bMIU4VIKUpeG6fUPJv1UYwjgogw1/I5MV1DK83Rrs+ZlQmrw4g0L9gIE7o1j7mmuzVk1bbgc2fWaAUOnm0z2/bQqpxB5jtCO3CYa/oEVRToYi/kjfUJSZrvmC4PVxuEAth26WhnhUKAYZyxNk44NlW/ml4exiwPE0TK8R73W8psP07QvwX+V66Wyn8V+GXAOEEGg+G2WBuXHXKhoF1zt/qV3Aityy7OZTM5wbFijnRrb3pclBWM47LxW2+S4tkWrywNiTPFkwtNHp1rcGUQ8uLigHGcM9/2OdKt8+JiQW+c8urymEmS4zk2p+YadGoeh7sBjiVkhWYwSRnGOSLwtvkWw+qxSa55bWXClUHM4U6NbsNjuukyiDOmah513+Ybjra53I+ZJDm+Y1F3bWabPsujeKtZ3TDKUFpXnxFshOmbTkqbKKVpB2XfolKf8WClJR4mCqXJCrXjhL+5Fy9uRCz2Y8Ks4KlD7a3HdGoWnZpLmDp89fKAvFCsjGJWhgkXeiFXBjGpgk4leG75Lg3f4ex6yEaY0g9zVsYJtiU0PIcoU0zVXBb7IVGSExeKlSGEWcGjsw3e++gMWaF597Ep0rzgvY/OMNcOGEZlaf2Vfsg4ynFsi8VBzHzLJ8nLSkilddlskTJC2wpczq6O6YcZM02ftXGyNb0+V1dbUeT3YSPF/XxLGlrrL2wLhWkRufXRtAaDwVDR9B02JmUVVO0mrhDPrYesjxPWRilHp2rXrbgKHJuaZxNn5RDIcVzqFwoFji08tdDiN19Y5NzaBBvBtoQTMw2OT9dZHSXUfIvVccyZ5RGPzNQ53AkQyqvhhmejgazQDKOMM2sj5lsB/SihKBT9MCVwbFxbmGu6nF2dEOeKpw+3OdTxeX11wktXhgzjnFGU8o0npkBAEN5YneDawqOzDQoFr62MKLSmW5/e9X0qpXltdUySKeZb5Ryp7j5KlvNCYYmY6rM7SF4ozqyMyQvNQsff0mZt7kWlNd2aS17oHWmmNCt4Y23C2jghShTjNOfi+grNwOXKICLJFGvDhNdWRmyEGZd6Ib1JSqHLai+Aty00SQvNXNOjU/P4k3M9QFibJORKo7QiyTW2Jbzn+BSHuwGzLQ+ly1Tb515d5cXLfV5fmRDlBe3A5anDbdJccWZ5zOooIVMF7cDjifnm1liPlWEMCKM4p1N3dwwYXmiXTrlr33pri7vJfixaF5FHqYaoisj3AEt31SqDwXAg6NY96pXw82b0L2GaY1d9UGaa7nVFwJYlnJptkOSKwBtNNxgAACAASURBVLXICk3dc1gbJQyjlOcv9xmnOaMkx7YsvnEq4JHpGhvjhH5UprQcsVkbxbyxOua/PL9IoTSn5hoM4pzlfsQwztgIM/74jR6PzNR5fL7JVN1FREgLxSDOeHlpRG+S8eh0jScWWjQCh0u9iGGUsTKMyQs4uzrhsbkGGjg500BpTZYr1sYJSoOFMIyujjPY7BnT9BwypUiyskqo0PpNHYZ3ox+mXOxFOLbw+Hzzpge25oXiQi9EA8en9k7T3eg4pfD34XDE0kKRF5okL6OJm3vTssrP+Wi3xkaY0qm5W+95Eud85dIGK8OE+VZAlOcIsDZJONcLsYH5dkCS5fzJ2XUWhwlxkpEqyPKCJCtTqidn6sx1fDo1jxcu9BmEKaujhF6Y4joW8y2fZuAQpjlvrI1xKz3abMvn5aURr6+O+Pzr61hAq+Zyaq7ch0orCqXLsS+iqbn2Dn1PM3CIM8VTh1ucnKnj2BYXeyFxVnCkW+Nw581R2rvJXkNjr2U/TtCPAD8PPCUi54ErwF+7dfMMBoPhKrdy8jzcCXju/AYNz6miOrsfQ2vNq8sjLvUjpusuf+bEFE8fafPy0pB24HKpF3KkFTDopgSew+Ig4VNfXeIrF/t0fIeZlkeWKTKt8WyLtUlKb5zy5Qs96l5ZwZUrTV4o+pOccVrQG2e863iXJ+eb9KKU9VHC5X6MUop+lHGk4zOKM77w+hqOBU8utLAtqfq6eIjAheoqv+ZZKA3DpJwnNtfyyApFnBWcXw/RumyCd3K2wVzLZ7KLhuN6jKo0YV5ooqy4aSeoH2Vbabp+mO4Qre+X9XHCYj/Gc8oRDjcrBL8fqXsOdc/mcj8CSlHw9jRvzbOpeTudgpeWBiwPEsKsQAMffGKWr1wc8MpyzsYkY6bhsRGm+K7Fc+c2cF0LWyDOFG+sTRhFZRPRxX7I00e7HGr7nFufcH59zDAuSPMCsQRHwBaLniT80bkex6bqzDU8VkcgApf7MY4l1F2bx+eaHJ+ukyvNCxeHnJytc3K2jtKa6Ya/I9V3uFNjtqp0FBHCNKcflgmj1VHyllaMXdoI2ZhkW9+LG3FDy7TWrwHfJiIdQLTW/Ttgp8FgMNwyrcDlULs8kWyfXXQtSpdC4TNLYywLjnZrLA8jFjciRrWsnB4vwruPd1EarvRD/viNHkujhJ5tsTiYoLQFAgvNgFxr+lFKlhWM3ZxW4NLwbNKsLHMuTyAWtiW4ts3lXkSuFJYlvH2+TSuwmaQFZ9dC5lsBSmsenWuQK5hrlr2K8kIROBadwGUY59Rcm5maT911aAUur6+MSXLF+fUJx6fqpNVYhUOd6zshYZoTZ4ruth40c5XGw7Mtmt7Nn6QanoNllVqPWz3JbTpiaa5I8mKrZ9KDTrfucrS7uT8LYGdqcmOSMogyZpoeDc/BtWySQjFJUkaxy29/bYnVUUK35hNmiobvUBSas2tjJmnBWm+C79jEWc44yQnzgjDJCZOccbbBQtMlV1AoIc8LlAZHIC3KisVJYjFJSzGza4GXFZycafD2wy0OdwIKpfiL33iUtFA8e7aPZZWjZZ463H7Te03ygjhVtGvOVmTLd8pO52mudqTG3go299QoznekG6/HntZJ+eyO1rqvtR6IiCsifxP4Ma31O++U0QaDwXAzFEpjW2X3582TjVKalVHCZjBBUzoWngNfXxpSaIVrleLMlWFKzRc6NZ9cax7p1HlsvsnXLvX5/OvrBG4pVNZFTi/OSKrw+qG2S15AgZArQCsGUU6urfI5jjBMcr5wZoUoV9Q9h5rr8LaFBu87Nc3Xr4z4/15cwrFhrlX2AFoZxsw2g+pkCWfXJqyNU95YnZR9VzyHwLcYxGWZsWsLWSHMNQNagcORqb1TDUle8MZqOYwzTHOOTZWC1c2Ov7dKzbN56lB5UrzVCM5cy98SEN+MJux+Z6rukeRlFeJsVTMeZwVr44Q4KbjUj8ry8qzgsfkmSmvyXHGpH/Pc+T55oSgUPH2kxTedmOLKIObC+pBXl8asjCKirKDQGq2vRp4oFBphGJZd0B0NhVYgQtu3KZRmkmRMkgzfdXj6aId3Hung2oJoUMDbFlp8+UIfZVl89dKQuZbPka5Pmu/sCq21LvVBhaIXpqCFbt3dEkPblvDkQrO8MLjJCOPtstAuO213t6Ub92KvjtF/FfgkkIrIi8A/Af4D8ALwt+6MuQaDwfBmNpvHKa05NlVndZwQpQWHO6Xod1PcLKLxq3Ta+qTUP4zjnELrUnMBzDdriGiW+jGfz9ZBaXzXYbrhMokLNiYpgWsx23D53Jk1bClPSIema9h2nclyH7Es8kIzjgocu+zr4ohilJSaDNuyEBz6UYabaXrjmLRQtAKPE1MBy5OEP3h1jSxXvLoypuHbtOs+Uw2fixsxjnVVY5EVGs+xmGv51Ku5T03PZfZIQKdRVgZ9+UIf37E4MdO4YTpRa7aGceo7XJxzM87PKM643I+ouTYnpuuICA3f4YmF6zfie5CIs4LL/QjXKts9XFuteGkjZHmYsDJMEMr9bVnCpY3oapdoBbYFZ1cjuk0PEaFbc/nCa2v80Rs9oqxsjhjlChQ4dtkewtWCODZZUZCnikmY4Hs2RQG+Z+M5wiQt95YACx2P2WZAM7D57NdXiXPF6Uc6FEoxScvvBKK5MowYTDIKrXn+0oDvenqBJw612QgzlocJaVEwSar2ENcUJ4gIznVaV9xNphvejlEgN2KvSNA/Bv47rfUrIvLNwB9SDlP9tdu00WAwGHYwjDO0Zks7MYiyrbD2Yj/aur0ySnjUd7ZOvptDHEdxxtIgYhwXWDYMJ2X5fCtwmG16tAKHhmfTcm0yDbnKGYTQqjlsRAm/+fwin31pmdVxzOo4RSnNlWHCbENzpFOnN0mp+w62LeRFQZ6D52os0Xiei1YK2wYRi6LIyYoyNWZLmYZ4Y2VMJ/BAysiMY1sUVWXWsaka000PyxJeujLYSiFshCnn1icoXacVuFgiuLYQZeVJZ/NzupEIOnBtTszUibOCmZs4Odxp1scpWa7J8pwoezBSXyvDmCgrONQJtjopX4/1ScowypikBYFnvUms71gWllSOo4BY5e/zwsaEI0WNtx9u8+hswK8+u4guCoaThBcuDji3OuHM6phxkpEpTa4USpVdzwEC22KUZKTKIs8LapXD4yGIVTZkFBRaK1wbtLZoeDazLY9xUgCl0//i4pBxUmBZNu2awzjOsMTmyjAiScuU3PlexKNzzS3nxrNtZqY9XMdmtnnv9tbtsNcuTLXWrwBorf9ERM4ZB8hgMNxpBlHGhfVyAvaxqbKBXN2zt/Qm3bq71Z+k6TuM4ozpust03aPhlzqESxsRUI6feGqhydeXR6WgOE557twItDDTcAk8hwvrIZO0oOaUc5vOrY2JswLPsRHR6EKhBZJCM0gKCqVp+A41pyyNTzLINCQJWChqrqLhuziWhWtBWggzdRdtQSfw8TyHdJwRZQWdwOHEdJ1u3eGbHplmuuFzqBMQuDavrYxZGcfkuWam6aIKqLkOoyTnXce6iJRaqDgrtgbJ7qW3SPKC9XFKw3Po1K/2YFJKkyv9lk+n79RcRnFO4Fo3dCg2GYQZriP3xGEK05zlYdkUUNg5XHc3mp7D84OIrNC8JuX7Hcelwzdd98r5WggnZgIGYanR2ghTpmsuF3shwzjjcDsgygoypVgfZji2Q28SV9FN8G2h5jhs5DkZkCi4tBGXjRUtBVpTKMgVhEkOUjriYVqUjrktHJ+q4VrllPnphkdaKJKi4EhQfvdWRgk2Fs3AxbUspmseQytnpuFzpBtgW0I7cDk+XWN1lNCu3TjyopS+b9sw7LWz5kXkf972c2P7z1rrf3n3zDIYDAcFtS2MPkoyfNei7jk8daiN1qWmoB245KqsYjq3dtVh2jyRj+KMfphxdKpGu17+UY5Sxdok5ktne2xMUnIN75pqsDSI0Qi+I5Aq0lwT55DrAt+GAnAFRGs8G4aZYhTlZFWqYntKSVFekQ+jjLZv4TnCIM4YxhlN36Fb8+iHGbMNj27D5ZGZsu9P07eJslIMvNgPiXOFRdl87tXlIemi5vG5Bu3A48R0jfa26qLAtXn74daeeodRnPH1K0Nc28a2Up7yW7i2taOHzeFu8JZ2lJ5qeDuGg96IzU7DUHYafqtHLri2hWWBUhC4N3YYPcfiWLfO0jBmdZjw4uU+tljYlkV/Uo5JafgOcZ7TqZV9fBwb+mHGK8sjLm5EfP3KkEmUMUwUgjAMEzzXKjU/okBb+C74aUGSlhsxVuBZgBY8CxKl0UCagWNrwiQnKii1cgJ21UE6zgrOr02YbwbUvJxJnPFbLyySKc0j0w2OTNU41Ak4Nl2j7jt8w9EOdd/hD15ZJXDLSfVxpri8EZV6uF0cVaU0b6yNiVLFkW7AzH3YwXwvJ+j/Aeb2+NnwFiIiPwucBv5Ua/33tq2/E/jXgAB/V2v9wj0y0WC4JSwRRklGXiiUVgzCnJOzZQooTAvSohQYe5YwSbb1yVGaQmkW+yEXqyqs45Xo99RskxcubfDKlSGL/YgsV7i2cHkQV4/R2CKsjBMCzyZTiryASJVfpFhBEaWM05SG65BrTZYXZGJRc2G0rV1spWdmdZTiRYooz1EKhlGOJRFzrYBTs00Odcv/18OU2abHIMoYVz2GAtdioe1zbKrOs2c36IcpUZrzzqMdRrHL4kbE4W6w5fjs5QClueL8esggylG6dAyt6vFJXvawAZgk+Vs+VuNmogHbNSbFnRYz7QPXtnhyoUVW7b+9WBrErI4SNNAOXLo1DwtBo0mLgvlWQJIrJmkGGgZxSt21ubQR0fBtXMdiaRBhSanz8Z2yItGyhemGyzDKCWOFYykssUjznZ9HqsBSipzSMReq47gWohV2mfViru4SJRlFoXh5ccB0y9/af4nWjGNFqgrOrYcErkPdcejpDNuCR2ebrI9TNsIMrTWDMMNzbWaa3nW1YWmhiNIyb9ePsgfLCdJa/29vpSGG6yMi76Hs3P0BEfm/ReSbtdZ/Ut39zyj7NingXwH/w72y02C4FdYnCS3fpRcmZIXGd0oB5+Z0amDLKerWy4iQ1ppOzeGzX1/hpcUBaaEIXIcr/YjH5puEac5nXl7h3Foprq75Ft2az3zTQwH9SUo/SpkkGXVP6I0hh6olbEmqgKxsZGcBKeBaikCg5pTOj1sGkyiASa6xbYVjCWmhcawq9VRoClWgCs3Z9QlvW2hxpFsjLxTDOOdSP2J5WKZHam6pdxrEGbnWXFwvG869ujLiG452OTXXuOHspU3/aK5V9m3Z7L8zSXJWRwliQc2195wyPwjLaNZsVbZ/L1hoB1gieM696zTs2haubRFnBXFW7GhwuJ3NMSeWCE8faTFKCmqOxcWNkDdWJyS54r0npxnGOa+vjDm/NuEPX1sjrZzStx1qcKTrk6cFq4MxcVKKkZ2aS2+SMwgToqSgAIiq/69BVf8ANuNWvmMzjhUN38YSyDXkmSbJM15cHFD3y5lh33xygZVRxIWNEKsQHpmp8fSRdjX41KZTc9C6/J0s9mNyran5Nq5lb6XCXl0eIcAj28T6vmPRrbtM0rfe4d4v978yzQDwLcCnq9ufBt4HbDpB01rriwBVLyeD4Z6S5mqrTf5+mKp7hGnE0U6N3iThtZUQ15Yt8e/mMZOsYG2S0Km5NH2XlWHMS1cGLA9jRnHG4wstsqJgaRBxoRfhOaVg1LEslIIoLRhEGW8/3OFyL+KVpRFxpnAsjVhcPYNcQ0HlIAFZ5fA4UjobduUf6EqHMYoKbKtMkakC8CBOC1ZGCcNYMdfy6NYcjk3X2BhnvLw4JCtKgbXW5eiLJxeaPDbXYGkY47s2y1VH6fLqX/P0kQ4rw7L6bKEdvOlzdm2LU3MNorSgW796lb7Yj4irrtKPTNevW7pcKM3FjbIRY5wV96x6y7Zkz95HdwNVpVxrrs1SJYqea/plZ2wN48bVFgPbOdypsTSMaXg27ZpHuwbr45ivXR4SZQW+I/SjjKm6x+o4pjdOmcQ5vTAlLRRHOgGTNGEjTLm4EW+ltMZpgVsNV910fK7fFWvb+wDiAuJxGbLMVEGn5pArmCQZtghpXjZmFODCRsj7Tk3R9D2GccJ0w6NQpfPUrXmkueLSRojWNd7/xCxZobZSla3AZRBmWx3Lt4v1RWSrbP5+xThBDwZd4PXq9gB4x7b7rOvc3kJEPgx8GODEiRN3wz6DAYBxknNubQJQ9rjZxxX8VMNjqlEKRy9shIBwfj1kvu0z2/IQyiqa33pxiXPrYxxLeN+pWRp+mUJYHafM1D3Or03oT9JS+6I1M02ftx9u4dsW53oh/UnG6jihMwxZmUSEaYaIRZzrHRGg7ewW5FdAUZWdq8opEspD2Ha57jqQ59BPchSwHtqcnPJYHae0ailfer3HfMvHEqFds/AcH8+x8Gzh+HSDds3hO1s+gzjnyiDi919Z4cog4mLP4/h0fesEVA5ftenWXbrbnMayd8zOzz5wbeJM4TnWnqXtmxVMefHWi6f3g1J6qxvz4U5wR/vQvLE2IUoLbEu25tEtFfGWDux6M+pqns2j27oTr45inju3wdo4ZWkY4bsWjiV85cIGL1zqoxQ8MlvH7VsM44wLvRGDWNEbJ1uVklogzhWXhylUfXxcKffezZIqUGjSQlffJ2j4Hg3fxXcsAsfiSj9hoe0TZjlJrkmLnKxQpJni8FSt1P/0IwLP5smFFq3ARVOOoYkdi7XxjcX69yMPlrUHlz6w2aqzXf28ibrO7S201p8APgFw+vTp+2+Mr+GhIUzzrRNGmBY31UnYc0oB9PIgplaJQTs1j7xQvHRlyPIwJsk1YaFY3Iiq8vIGvuswmKSkuWJNJby8POJIO+BiL6TQsDhMCByb9cmIwLN55cqQLNXYtkOa5mW5ry6vIDa/QJsJINcunZuiuBoN2kRTOkA1p3yultLRaPkuG2ECuiyTLxRkuWK65aFRnFkZct62OdYNmK10QI5lcaRbQ6FxLIuFls8baxP6YUpcRSZmm0E5GV6XUSitYW2c0g5cxkm+wwnajWNTNWaaHr5j76kpEilTaGFa0LoPB16WE9PLCIfvWLc0ruN6xNUg0rLJX+kITjU8HEvohxmH9xGZGsYZX7084GI/ZBRn1F0bW4TlYcyZlTGeY7MyiBDLwnUsZps+FrA8GjJOckRD4AhKQ5SX1V6aUpQP4GrYa4K5RRmpzPXO9FiUFMy1bBKxsB2h5li0ApupukszcDkxU2eq4ZEW5RiYV1dGgGahGdBwHdbChDhnS5e3PU0auDZPH3lzN+kHgX3tcBH5Lsrow9YO0Fr/73fLKMOb+CLwg8CvAt8B/MK2+3oicoxyvw/eetMMhqtsLwW+mYZlYZqzEWYcm6qhlMZzbC5uRMSpojdJaPoOhzoB3Xo5qFEBniNM1Tym6y69MGNxI+RiP2RjktLyXeJUMYhTlgcRNd8mV6CUYFsWs50AsWB1qBlG5RWsUA43sC0QqzzxOJagFQQ+DBO9FTBy7DIKVHMFxGK6Xs4R69R9Gp7F0tAmyooyT6Yt3rbQQivNydkmF9ZjhIJ+lDPfDnj+0oCTs3UWOgHvONLBtoTLGyGvrUzohwmdmse7jk1hCRybqtOquTw+3yRXeqs55I10QlA6N9ujQ4XSWLK7yNq1LTq1+y8KBOUJd9MJDO6wXun4VL0sW6/GWeRK4Ts2f3x2nTApEOGG86gmSU63Vj6/FRTEWc6ZlTGvr46ZbnqMo4w4V2R56fDMdwIETVY0y7RtVtBwLWxbuDJIEK1RlYduW1Bshh2vQSidHd8uBdVN0aRaSLJy31pSaoQUUBQFy6MEr4rqfOvb5njqUFlxONv0WRvHLHR80ryMBn7giTleXR6RZKXmTSnNhV5InBccm6rfl9Ph98sNLReRf0WZjvkgZYXY/wh86S7bZdiG1vpPRSQWkc8BzwMXRORjWuufoGxq+SuU34Efvpd2GgyObfHIzN4nCaU0cV4QOPZWtdC5tZBClZO3k7wUDP/phQmubTHf9nFsoRO4vOd4F0VZebXZ/K/sPGzz8uKIR+caeK4DKBbaHsMoZaru049Sjk7VODXX4M+emqUfpvzJuR6X+xGpEixbb51EXBtavkM/LJseAtRsB9++GgvybEEcwbVLB8j3bOZbPkenGlhVXxbPtchzTeDabEQZUw2PolA8OtfgwnpIt+5wbm2C71qsj1KKhdIGrctokG1BI3BpBg4LbZ+Ts40t/c+m0xM4Fov9mKn6ztlUN2JzgrzrCI/PNd/y0Qa3Q8N3eHKhhUZft99QmiuU1vtyDrfTqbt06i6X+xGXehFzLR/XLri8EQPgDqI9naC8UGRFWUm4uZ8HUZmyXBkneI7NO452iNKCL7y+jiXlYzuBV05sRyNasCw4uzopR4l4YCNYjoVWijDJyNOrUZ7AAqyyGaNnw6FOjUGck2UFjoClc3INvmvTafi0lebSRoQSRZrnbIRlCnu+XU6fv9ALWR0m1D2rnK0HXOyFTDc8lodxmfJe///Zu/PYyLb7sPPf393vrZ0srr33e/12LX5q2X6O5Ilj2TMeIVZsI4NxAmMQeCDDkyDGxGNAGU/gDQbkeBIjhsd2lFkCGRkbMTJLvEyAUWxnJFmxLMlara27X2+vu7kVWevd75k/bpFNdpNs9sJmkzwf4KGLt4rF84rFW797zu/8fsON5rkrg/hoB0HAe5RSbxeRLyil/pGI/GPg3+z3wLStNm+LH/vF8fEvAu95+iPStAdTSjFMctxxM8W1MGV1mIybbpqcnyp7V9lmmYMhCIYhLA2isn5PmjFb9/AtkztrQ651hrwyW+fcdJU4zekMy5P0RMXlW8/bXFsZ0QtT1kYJg6RgulHuCPvyrR6FEl6aafDaiSbfXOizOiqTpiuOWSbE5jlxWiY1qyLDsYQwUYgJWZHTqtgoJYzbNJHkClPK3mFEOWkOF6aqNKoe3TBheZCSWQWeZVJxLdoVD8+zmFLl9u+qazOMC1QhTFZcXp6rYxjC5aUBozjn/FSFds1luurtuLX81lrE1ZUhX3or5V1nWsw2du8jtq4XlgFdmpWJwLVDFAQBu+YqhUnO5aUBSsGpCf+By4T3KgpFZ5zfsjKMaVddmoFFnBUbfep2crsbsTZKuLIy5Ms310hyxUTFoe5bRGm2UQohSnJeP9NksR9xey2iG47wbYvZmsdXF/oYlO8REcE2ytwnTEFy4U4vJMwSinEUlBZQd4TpukcrsFnox6RZuYZmmgaeY1OoAs+2ma6WeXajtKAXGrQCl9fma1xZHmIYwoWZKov9GKXKRPwwyVDApaU+//nb5knygn6Y0gtTDEMwRGj6h7NS9Lq9BEHh+N9IRGaBFeDsvo1I07Qj4+ZqyNooxTLLKfRCwdXlIWfblXK5aOxcu8JgnGtwoxNyuhVwtRhRcS1mGh4L3Zgv3SpbSgyijAuzNSabZQPSvCj7hzV8m8nA4fJyufSwOozLvl4Y1DybQVJweanP8iDmdnfIaNyLrBtl5EVO3i9IRWEYYNomjikUKidMFZFSVBxhtuVjGoJjClGa4doWi92IMMkpVMFCP8HzbE5NVLDNkMV+SqEK6oHNXNPj1GRAd5TQDByyokxS7gxTchQLvZDAtuiHGaZRLtvN1nf/0FUoOuOg8nY3Yrbhj2snlaft+aa/bRJ0u+YQZzmuZR7qq/jtxFm+kZcWpjnNh/jeUZKNlwLt8fZwg9trERXH5oVZjxPN+3c63eiMyvfSuJryYj/iq7f75bKwafDcVJWXZsvg4lY3xrUssrxgFOcM4pzVYUxWCGZFcXW5TIzO0hzLgDgvEBGWhimvnWiwMohpBDa9OEPF5bKwoiwpUXFNqoFDjhCmI6qeCZi4Vrn0aVsmpyYCzrbLNjBJBq/O12kEDlFalMGMEmbqHiv9mFbF5vLSgLRQvDBeRk2zgjeXR3iOwXe/OI1tGXtqUvos28u7//8RkSbwPwKfp8wF/Oi+jkrTtCMhzsrL1Swvu76j4ETLo+pZW3KGLNPYuGIvA5uAd52dIC8KlgcJhYKZccG5iYpbfrgFDjN1j8V+xI1OiEhZ/+art/rYRrkFOMlheRhT9SxUkXNpcUiS9zCBimNxvl1lFKe8uTIizQqaFSHNFI4p2LaFZaTkKgUlJEVBFGf4noVtmsw1qnSjnG857XO9M0IoK16bQOBafPtzba4tDenGOc9PV3ntVINzkxVurobU/ZiJis21lSGWEeKaBp+/scb5drnM4ztl/ZYHOdH06QzKbdbrdVhWhvFG4rDvmNvWZxlEWRlg1r1D/yF2r4ZvM6zm5Ll6qNo06wUP1zugn54MWB7EDOMc3zFxzPuX1qI033itl/sx59oVlvsxJ5o+VcfEtQ3OtCtl+xV1d+fU0iBholp2Z7enakRZQdU16QwTlgblxnXfs2mSESYFaV7Qj1Pqvo1pGiS5KvuaxQWmVW5Tn6y4TFVd1oYJ5ycD+klO4Jg4YmDaBpO+y7l2BccyOdnyud2N6UYpr8438Oxy+XW+6fPcdBWlFF+51eXMZIWsULw4W5ZJSLIC1ypbaeQKnCPw3nlgEKSU+tnxzd8Vkd8HfKVUZ19HpWmP4eyH/uCJPsfVD7//sZ/vuDrZKvsLVVyLumcxiDOqrrVrDsrWmQkT0ygf+32vzbE0iPAdk5lNhf7W83bCJKcziFnoxwyTjNOT5QeSYxu8PFtneRBzdXnIZ64NyAvFqUmfN56bozvK6cc5WVo2vnQci4mg7Jt0szvizcUhOTAR2JxtVxglBXmh6EY5882AqZoDhrAyKBOyJ2seL83WOT9V4RutHteWhzQrLmdaAZ++2uHGyojnpmr4jsXFs5NY5hphkjM5bkA5UXEemFe1zjINvuVMiywvNl5Tf5w4DGybE9MddwCHsrjfnI/irAAAIABJREFU067Fs99EZMuyVZTmOKbxwGrVm3eGZYXCMstE//Xj9yb6L42XnWxTiLMyUOmFGW87WQYV5QyoQZoXdMOcqmvTrrhM1Rw6Q5vb3Zi5pssZKwCEwDZQKNJcUQhM+A5NP+Ot1RFZoeiFKa2WXeaYDSM828IyckzToFlxKRTUfJv3XpgmLwripCDMc6Kk4MSEz/e8NE275vLJSyuYYlH3Fe2qR2eYMFlzqPtlHzGfcvdgzbM5PRFgmsJswx/n8hUUKOK8eKgimlFazs4dVOHN3ewYBInI9+9yH0qpf7s/Q9I07ajwbHNLsbSHzc9Yf471oODs1P3Bwcy4MFucZXRHwlzDpR+ZnJn0ubUW41rCTMMDpfjyzXIDZaEUYZzzZ2+u8VdfaHNywufSYp9unBK4BbM1j287P8nH/vIOzUrCMFFMVFyagcO5tkvFs7i5GvL8dJUky5muOuWywVSFt59oUPVssrzANEwKZZBmio9fWuZrt/osD2NsS5huuExWXd57YQrTEEZJRpjkGx+2RaHoRSmebT4wwXdzUFnzbC7MlLlW2yUO29bdYMA2D/+V/G5udEasjVJ8x+D56d2LPs42PETKIHv99TYM2bY4Yi9KudMtk6UnqzaFgtVhWeH8/FSFCzM1lCrrDnWGMZ5tUHVNTFPIVZnDttSPqbo2pycrnGwGmCaEacbaKGMYZ7z9ZI3PXetimib9OGG5H+GYBidbHjM1n7WwjyoMPMdgomLz/HSNtUGCXRMs0+B9r01zsxMxVStniF6cq5etaYBmxWau6TI3Xi5d///d/H44PREwVXPxxu8hEaj7Fr5dofoQtYAGccabS2XtsNOTwUYj32fFbv8nf3OX+xSggyBN0w5MlOZcGZ9cp+suq8OyBcHrp1uEaU4vTHHtlIprcWVpyFqYYprCXMNjbZjS8F2qroVjmVgiOLbBcj/FsUxypbi82OPK8oheVG6Nnmt4nJms8r2vzrDQi/m2cxPM1H2udYZ89bai4jm8++wEsw2P292YlUHM1xf6dAYpSZZT9Uw816SalT/Tsco8Kcsok8Frnk3Nu/sBcXM1pBumGAa8NFvftcDhvXbr0h441niLfbHl5x1Fo6ScxQnHs3e7vYabg+0HsYzNgaS5pYjiyiDhSphS9SxOT/hEaY5lGIRpRt1yWOzFpHlOVsDSIKYbZnQGCRXX4tLiEKXKoPbGWkzFs5ite0RpimuaJFmB59ic9h3SvOwRl+eKQZTRGaXj8g7CmckKg6goG6A2A2ab5Wzf8iDGswxOtnxOtHyavoNjCoFrYRnGlpmae0sqiAjPTT18/ah4U+5fnOWUhSieHbv1DvuRpzkQTdO0LC93kFUca9up86JQDJMM3zbLBNKiYLEXc3N1SGu8Xd62DGYbPn92ZZkkLYiSBETR9G2qrsl8s8GJpodrmQSOzUTV4Vw74OsLPp5lMtf0MTD4/M0eWV6QFwUzNYdTrYBz7QrzDY+aZ1NxrfEsTVnpeRDnnJ4INnJswrRsa6EU+LbB6YkKZ9uVctu8Y3GnG3FrNaLqWbimASLMN72ND55svP1HqXLmyty2fvWjKV/bZ29p4kmbbXgsD8pWKw8TRD5I4Fg8N11hZZhgGsJkxSYvCqIkL5ukUuZdRWlRVhA3DZQyWOhFpONGv0lW0A0TrnVC4ixnvhHwylyDrFhjFGecnayw0It423yDr952WRokOGZZfPNk0+fiqQl++8+vMYgLWlWHumcyijOSLCfOchZ6Ia5lYRjCqcmALC9Y6se4lolhgGeVOUirw4QzkwHnxjs1d2ObBnVPHiqPrBU4xFmBAiYrz17/sL3UCfp7wEeVUj0R+U3gdeAfKqX+/b6PTtO0Y+Xmakg/yhCBl2ZrWKbBKMnKGiiWwbXOiEGU4VgGZ9sBt9ciojSn6dus9BNMo2x4udiPuLE64urKiHecbHJm0qcX5YRJRpYrBkmBwqBVNRCEyZrHuakKqAovzVbpjFJGWUY/Sqg4Hi/P17kwW6Ndc/nUlQ6NwCFJCxqBRTNwCBwb17JYHiS8Ml8vaxc5Jl9f6GOZwnwzwLVNLsxU6YUZd8Y7ynzb4mYn5E4vKltAGMLZdnlaPtHyWRnPEOy1D9tu8kJxbWVImitOTfgP7Ix+FDR8e1+WX+IsJ05z1oYpa8OUYWLxl7f6jOKcmmcy3wyoeRZ132a+6RGmOYHjky8MsEwhzcoijL0wwxJhsRcxXXWYqLp8z8szjJKcbywNaPgObzzf5rUTTb5yu8tfXFvl6vKAtWGZwP362QmGUc5U1eFOL+IbC33qns1cw6dVcSmKcgMAlPlfpmEwU/eo+2VbldtrPdbClOowoVVJdl2uTrKCK8sDslxxtl25b1dhL0p5azWk4licmvA3AiXDEOYfUFrgIO3lr+CDSqlfE5HvBU4CP07ZguFd+zoyTdOOnXsL4S72Ixa6MYYBF6ZrJOPdZlGa0x2lnJkMWB5ELPRjKo6JaQjL/ZisKFgbZdiGgQCFEu50I2yz7OxdcUzqbYvrKyOyTNEN47L4nllup59rBaR5QVEU2GaZLL3Qi1nqJ/TDjGbFZhintGtlp/OzkwGmYZQtOCiTaPtRyommz7zyaNc9JoKyZcVUrZw9Ol0ELA1iOqOk3NE03oW0zrXMJ/rhMYizTQXuEoKJox8E7YfOMOGt1ZAoyzGlLJiZZookK19bwxBenqttBAGT4x1qWV5gmmURRDFUuZur7rLYj1kLM750q8fpiQrPTVfJUdxYGREnOX/8tSVema/z8myD5XHif1oo7nQj3nNhkju9iDRTLPYj+nEOUiZl/9DrpxgmGTPjtiKGITw3XTbWrXs2hiHEUxUq/XLn24NmyoZxRpqVf6G9ML0vCFrux2S5Khuopu4zmQS9nb38Fayfl74P+N+UUp8VkcNVWUvTtGfCgyr5nmz5LPUienHGpcXBRq5FUUCaF5xs+XSGCb2o3OE0SjKWBzGmlDtrclWW9W8HDksDh8A2CccfTpPVMjA52w44O1nBFmGU5nzprTXudEP6ccaFmRq+a3HxzAQrg5hCQT9MKJRwvVPmH1U9m4rrkeYFV5eHNAOHF2eqJHlB3bt7Jd3wbfpRhmOZzNa9LR8y67k4jcCmFdjc6UYbW9b3S8Uxcaxyt1LjIStMHwdL/ZilcX2cuW2KTt5aC+kME9aGCUmuqPtlmYdhklH3LN52osnN1RHPT1fXNw/Ri8qlW8cyyIqyUa8CHNPk6vKIgoJRmlEoNS4noRhGGTfXRkRpTi9OyZWi5lm8/WQTxxLqnk2nn1ANTC4tDlnqJ9gWTNc84kwxWy9nNVeGCd64qOQgzlgZxNQ9m9amXW4nJwIagY0h8sA+fzWvXKLOC0VrmxmjZuAwjEN8x8B9Bhvv7mQvQdAXROQPgReAnxaRKjv2XNY07bhK83KWZqelmyjNubS4eyVf2zRIC8X1lRHDuCxmOFl1qPv2xkm64pYzOIv9iDeXy+Ud3ylzD1ZHCZ1+RtWzeHW+xs3VENcyuLw44NUTDb7tbIvFfoJlGtQ8i89fX8M0hKrrMFlxqXoWL83WcCyDuUbZOXt5GKPGLRDOtQNOT1QwRFhTKc3AYrbu0g1TKq7NUj9hsupij+serV9xQ5nPtN027cmquzFbsJ8s0+DF2RpKqSNXG+hJWOrH5ON+bE3fHvcou/s6dYYJRaG404uoeva4sKJHUcDtblnEsOE7LA8SWpUyAXptlGIawoXpKjdXR7y5PGShF5W7Jls+S4OEpmdjG8LJZoUXZ+tM1zwKFIv9MolZxjOUnm3yjlNNWhWXmmuyMkz4xsKA1WE5O3lhpsp3PN+mXXVwbYs7vYg73Yhz7QqmIShVVgpv+PaW92HNsyk2JXbnhaJQ6r6/Y8s0eH5657yhiYpDK7AP3XtrL0HQ36Fc+rqklBqJSBv40f0dlqZph8l6qwKAM5PBtruO1muFwO6VfE1DME1BBFzb2NIza92Jlk9WFJydDOhFGYFb7ui63gmJ05xzU1XmWj6WYXBpcUi75nKjMyRKcwwpr1prns1rJ+tYpnBpsU+SFbwwXWOUlImlpiEYwPPtGivD8gPpwnSNqmfx1lrIS3M1Fgcx56ereLZJPyxzlcxNHwJlx/OEQZJjUNbkmaodbHLoYfuQelpaFZvlfsIoLotqBq7Jc5uShdtVl5VhzGzDp+Hb+I658b4UYWOpVqmySGgyvijIC7VRwPLWWohpCOfaFeYa3nhHl8Fr8y3edbbFqYmA650RhgivztVI8/L3lauyBc3KMBkva2acbPkk45/T9G3CJOPMRIUX5+os9WO+cruLIWXwsz5tkSvFm8sDGoFDu+qSF4rLSwOSrJxl9R1z04XKw29nP4zvrb0US8xF5DzwPZT9qnzKPoOapmlA2W5gPcAZJfm2QdBeK/meaPpUHJMkUzQCe9uZJdMQzk9VqbpWGdgYwpdvdqm5Fov9iDu9kFdO1GhVHBRlImuSFXRHKWGWc31lxJdurvGO003+yvNtvv38JJeXhiRZuW386vKIaysjRuMu2fNNjxdn6tzqjri5FtIdZczU4I3zk0yNCzeOkmy88+buzM+ttYgkz7m9FnFmslLmSxxwEKRtb67hM1v3+NqdPlmuGMX5llmz2YbHbMMjyQqGcUbNK4t+uraJbQqWYXC7G2KbBjXXwjENlsfNRS3TICtGTFZdTEPwHZOX5urkCqJxuYI0L/ja7R7XVkakec5cw8c0DaK0oO6XMzu3VkNurJYtUU60PN5xqknFtfjizS6rw4RetEqU5Tw3XeP1Uy0WehHueNYpzgqud0aMkoJREtH0beKsIE7LYG29Wep6T7JhnD1zNX32w152h/0a5cb+76QMgobAbwLv3t+haZp2WJT5ADmFUvdV1l13byXfnYgIrT1upZ2ue9zojFgdpjQCGzGEyarLfNNnEOXMNmxenKnx1ds9QGFbQlYIN3sRDd/hzy6vcq0xGiche8xMVbBMgzvdEKWg7to8P13hRDPg8tKAbpTRG2WcnQw4065sBEDAfbutDEPwHQMSym7kluypFYZ2cESE+YbP0iDecWnHsQwca2vu17rNdYY829xSaPFbTjc33v9lYUZhuuayPEhYGUR84UYXpODy4pCaa1P3Hb7z3CRZXnCnF7HcT+iFZRPW9SXhtVGZfN8ZJtzphlzrDJkIHDzb4pX5+pb8n/Ul4NVhimsbmIYQOCZ13yJMcyarLoFt0vAz0qLYqGB+1O1lOew7lFKvi8hfACilOiJyPF4dTdP2xDSE05P3V9Z9Wj8bytyGV+cb3FgdoRQbVW1HSY5pGMw1AiarDg3fwjKE5UFKrgqWhwn2uGruehf29erCjmkw3wwolOLayggo222cbVf2FNCcb1eJswLPPvyNJo+LRmDvS+K4a22tng5lED9d9/iL6zkro5SVfsrpiYCigPlG+f6yTANr3DqmVbHxnHI2Ks8VYVJwqxvhWEIzKJOeLdPYcWfWyVZAu1q2EVl/P95bIPKg/o4Pyl6CoHS8G0wBiMgkUOzrqDRN0/ZoruFRcSxcu0wefdmto7gbHFU9C882SLKCqmtRcW2+84VpBnHK7W7E7bWy/UHNszANIcsL4izn5bn6xgfFYj/Gt00GccbzM1XOjj840nEBOt82t1x1rzPGSx+atpv5po9tGLw0WyPNys7xZ9p385Fm6u7GLjPfMQmTjEtLg7Jpb5iyFmbUfYcXpqtM1V1a455n2/XrelALluNmt95hllIqA/4n4N8AUyLyc8B/AfzcUxqfpmnarkRky5W7YQhro4QbqyMKpTjfrtKuunzi0jJXloe88dwE7apH3S+To5+bqmJI2QQzTDKudUakmaLh2xtXxb5tbswQbJ4ButONNrqIe7apAx5tW2ujhJurIZ5tcr5duW+X4EzdY6bucacb0Y8SZhv+uMp0uVstV4qZmocCFnsRC70ycD81GfDm0nC8Cw1mm/64NEPK1eURAGfaAfUj3h7lcew2E/Rp4HWl1EdF5LPA+wAB/qZS6stPZXSapmmP4E4v4upS2X3bQHBMgyxXLPUjPnV5he96aYaqayEiWOY4aOqE43otOYWCzjDGd0zaVWfHpqTrxRFFwDDKHXBro3Rj95B2eC32IoZJzmzde+zf5a21kEFUbh6Isnzbat1xlrPUjwFY6EXUPJtuWNbDitKclUGCoOgMU/pxxqlWQJzmzDc9sqKsj7Venyce71QbpRk3OiPOtSukmSJwzSdSffwo2S0I2ghVlVJfAb6y/8PRNE17fOWOHMGyhEIpRMoO3Yv9iJpncWVpwNtP3t2kv/6hYYjgWSZXloZEWY5jmkCVqZq7bVPS2bpHYJdLca5l8rU7PdJM0RmW7TO0wylKcxZ6ZUByW4Wc30NfrZ30opRelLHQjzhjBxiU3e0rrrVlE4FtGHh2uRus6pYzN9Y4YLndDZmounRHCSeaAXGWU/UsWhUHe7xDzRnXEgKYCBzCJGdpMcKzTD79ZofJSpmc/+JMTeenbbJbEDQlIv9gpzuVUv90H8ajaZr2yHpRynK/bJj5V1+cJs5ybq+FDJOcqmuNu7Eb2ObWD4F21SXNC0xDsA1hlOTc7kbkqmC3bgL3LsWZIqQoDH2xfajZpoFtSTl78pg91vJcUXEszrerzDRcbnUjhnE5Y1h1LZzx7I1hCM9PV0lzhWMZxFlOlOacnPBI8jIgDxwTQ8rls4lxAATct5XdMMqdmL0opSjYqLye5QqlyplLrbTbb7e8BOIJti7WNE3bR7fXonEdl5xX5+v4jkk3THlzpYcCJgKb56arW5JOoUyiXt/OrJSiAKbqDhOBs+ft+lDutOlH6bZ1krTDo6zyXCPNi8dOJG4GNlmhUErRrrgb70/TkPv6dYkIjlUeu7o8IskKHMvgbSea9KMyaPrmuJjhrbVw1zo+hiE8N1VlGJclHbpRSv2eatHa7kHQbaXUzz+1kWiapj2mwDFJsgLfMTZO9qdaAWujBKUE2xJOTVR2fY6yfovHdO3h+3g5lvFUWmBo+68MUh4/r0tEthTIPDFOXvbs3ZuWFuPqo4VSW95Xnm0SJjnBHvKUPNvcCOJqx6Dw4aPYU06QpmnaYXCy5TNVcxnGGVeWBkxWXBqBzUtzdbqjlKpnPbEr4bxQGFK2SeiGKb5j6u3H2gOJyJaZwigtl15dy2B+UzHRc+0KvbCcvdnsfLtCkhdbmpQmWcFgXMV6t8TnvFAP7BZ/3OwWBH33UxuFpmnaEyBSFj1c738UpSGNwMa1TKbrTy5AWexHLHTL3WOOKXTDDIWi4pqYYnCi5etdONqeLPVjBlHGAKj7NtVxo+DNszhvrYVEac58o+zv5d0zQ/XmctnyxbMNLszUtv05t9ZCVgYJVc/iXHv32dDjZMcgSCnVeZoD0bTHcfZDf3DQQ9CeIb5jMor3tmTwKHphBpSNY/PxFXkvTMnysvt2Z5gwU3/45TTt+PEdc6Pb/ObZnXXDOKMzSIAy+L63wjPcTXzOlbrvvnW9qKxnNYgyikLp3KCxfb9UERFLRH5LRD4hIh/a5v5fF5ElEfmvNx37ayLyKRH5YxE5qY/teuxfi8h/GL++Lz7p35+mPQuKQrHYi1gexHt6/Pl2hQszVc7sUwuAqZqLYxlMVB3OtStM1VxemKnhWAYi7FvwpR1uWV6MC2wmG8faVZcLM1VemKluO3voWsZGPaqKu/28xdl2QLvmcGaXfLfpmodjGUzVXB0AbfJ4e//25vuBryqlfkREfl9EZpVSdzbd/wuUhRk3j+UfAd8LvAL8Q+Dv6mM7HvvbSqlURP4T4O+Pj2nakbI8jDfqttiG8cDeTuvLYo8qzcviczvVU2n49padObONctZnYty1Xi+Fadu504tYHZYzMq51t8L4bu9VyzR4YaY2LohobJvXEzjWA7fyT1ScHZsbH2dP4y/1DeBj49t/zD3d55VStzd/LSIBECql+kqpPwNe0ce2PzZ+/dLxS1cFvvjYvy1NewaZm4KR/azBEyY5X7ixxpdvdrm6Mnro77dMQwdA2o7WgxeRh6vVU/a0U3z1do+v3u5xay3cMpukPbqnMRPUBHrj212g9YDHtzY9Hsp6RfrY9scQEQf4I2Ae+AG2ISIfBD4IcPr06e0eomnPtMmqi2UYGAb7VoOnKBRXlgdcXRnimibWuHeTrq6rPSmzdW+jEerDzlQO42xjJ+LqKKHpl7M6zUDP7jyOfQuCROSngPcDrwL/Yny4Dlx6wLeujh+3rtDHdjyGUioB3iMi7wJ+HvgA91BKfQT4CMDFixd3zpzTtrU56frqh99/gCM53h60BPYkKFUGXEmaM9vwdACkPVEi8shBS6viMIgzsqLYqF+zSx60tkf7FgQppX4Z+GUR+UHK7fafBr4L+O0HfN9IRHwRqVIu+fylPrb9MSnP0NZ4SawHhI//m9O048kwhMmKQ5hkvDDd2FLgTtMOmm0anJ+qolTZm05EaD3hHJ8kK7i1FmKZZduN43AR8DSWw34P+CER+QTwh0qp2yLyTuBdSqn/RUR+GvhbgIjI/LhK9S8C/y8QAf/V+Hn0sfuPucC/ExEFKHRStKY9ltVRimdbLPZjpvUWd+0ZJCL7VpV8aRDTj8ryDzXP3rUtx1EhSs+nHSsXL15Un/nMZw56GE/c06oTpJfD7nfx4kWOynvq6vKQfpQRuCbPPUbncO3RHaX302GzOky4uRpiGPDcVPXIVEAXkc8qpS5ud9/TmAnStH2hCyRqT9qZyYA4K7YtWqdpR12r4hC4JobIsdnlqIMgTdO0scetL6Rph51rHa/3//EI9TRN0zRN0+6hgyBN0zRN044lHQRpmqZpmnYs6SBI0zRN07RjSQdBmqYde2leMIyzgx6GdgQUhWIQZ+SFLj9zGOjdYZqmHStFoVjoRwDM1DwKpfjmwoC8ULRrDnMN/4BHqB1m1zsj+lGGa5fd3x9VZ5gwjDOm6+6x27H1NOkgSDt0DrI+kO4jdvitDBOW+2UHbts0qLrWxlV7nBYHOTTtCIiz8j2UZAVFoTCMh289EaU5b62WXZDyQnG2XXmiY9Tu0kGQpmnHirOpEOJ6N+/ZhkeY5EzXdb8w7fGcbPmsDBLqvvVIARCAZQiGAUUBti7cua90EKRp2rHS8G2emy6vrAOnPAXqZqnak1JxLSru4320WqbBhekaUZZTe8zn0nanX11N046d9eBH055VjmVsmbXU9od+hTVN0zRNO5Z0EKRpmqZp2rGkgyBN0zRN044lHQRpmqZpmnYs6SBI0zRN07RjSQdBmqZpmqYdSzoI0jRN0zTtWNJBkKY9orMf+oMDbeGhaZqmPR4dBGmapmmadizpsqnaofAsz7jopqqapmmHkw6CtGfKsxzsaIffKMmI0oKmbz9yc0tNe5rCJGeUZDQDB1O/Z5+4fV8OExFLRH5LRD4hIh/a5v7fE5GPi8i/F5GT42OvjR//SRF5uz6287HxcV9E7ojI+5707097OOt5QvcGczsd156eOMu5sjTkrdWQW93woIejaQ+U5QWXlwbcWou4uTo66OEcSU9jJuj7ga8qpX5ERH5fRGaVUnc23f/3lVJvisj3AP8t8JPALwA/DBTArwMf0Md2PAbwQeDLe/ptaNoxpVT53/ptTXvWbX6bFvo9uy+eRhD0BvC749t/DLwb+L31O5VSb45vZkA+vj2hlLoBICINfWznYyLiAN8GfIJDYLuZkKOaR7PTrM+j5hDp3KPH49kmpycDojRnsuIc9HA07YFs0+DMZMAoyZnQ79l98TSCoCbQG9/uAq17HyAiJvDTwI+ND21epjP0sV2P/R3gtygDoW2JyAcpZ4s4ffr0Tg/bM/1h/OSsv5aP8zoep8DycTV8m4ZvH/QwNG3Pap5NzdPv2f2yb0GQiPwU8H7gVeBfjA/XgUvbPPyfAB9VSl0ef11suq/Qx7Y/JiIW8J8qpX5QRHYMgpRSHwE+AnDx4sWNSdWnFcw8KA9G58ns7Fl5bXTgq2naUbRvQZBS6peBXxaRHwS+G/g08F3Ab29+nIj8aPlw9dFNhzvjJOmCcvZIH9v+2AxwSkT+HfA88H4R+axSapUdXL16lYsXLwLQ3nT84sWf2elb7vOw39d+4CO0nV7HnV67zY/f7jEP8/vci91+55vfU5r2uPT7SdsHr+94j1JqX/8DbOBfUeas/PfjY+8EfnR8OwY+DvwJ8HPjY28fP/6TwDv1sZ2PbXqdfxZ434N+H+9617uUtrssL9RCN1Rro+Sgh3Io6PeU9iTp95P2OMIkU3e6oRrG6cYx4DNqh89EUXqbxLFy8eJF9ZnPfOagh/FMu9EZsTZKAbgwU8WzzQMe0bPt4sWL6PeU9qTo95P2OL6x0CdOCwwDXpmrIyKMV0i2nV7UbTM07R4id/8VXZtM0zTt0FivJ2mUwc8DH68rRmvaPeYbPr5t4tkmrqVngTRN0w6LM5MVumFK1d1beKODIE27h2EIk1X3oIehaZqmPSTbNGg/xPlbB0GaBvSjlLVRSqvi7PkKQjt6dCkATbtfmOQsD2Lqnk0jOFo1i3ROkKYB11bKZOjrK7o/j6Zp2mY3V8vz443VEfkR69+hgyBNA1yr/FNwLP0noWmattn6edEyhaPWyF7P+2sacH6qyjDJqDj6T0LTNG2zU62AQSXDt8097bg6TPQZX9MA0xDquj+PpmnafYwjfH7Uc/+apmmaph1LeiZI0zTtAfSuMU07mvRMkKZpmqZpx5IOgjRN0zRNO5b0cpimadpD0EtjmnZ06JkgTdM0TdOOJR0Eado2lFKMkoziiFVH1TRNexqyvCBM8oMexgPpIOgAiciviMjHReSf3XP8NRH5hIh8UkTePj72OyLyJyLyKRH5/PjYz4rIF8bH/8FB/D8cVVdXRlxeHHJleXjQQ9E0TTtU0rzgGwsDLi0OWOxFBz2cXemcoAMiIq+ye4XNAAAgAElEQVQDFaXUe0XkN0Tk3UqpPx/f/QvADwMF8OvAB5RS/+X4+34AeNemp/pJpdTHnubYj4P1K5goffavZDRN054laV5s9BgLn/FzqJ4JOjhvAOvBy8eAb99034RS6oZS6i2gcc/3/QDwf2z6+pdE5GMi8s79G+rxc6LlU/UsTrb8gx6KpmnaoRI4FtN1l5pnMVP3Dno4u9IzQQenCVwe3+4Cr266z9jutohYwNuUUp8bH/pVpdTPisgF4H8F3rvdDxKRDwIfBDh9+vSTGf0R1/BtGv7RLBOvaZq235714Gedngk6OGtAfXy7Pv56XbHD7e8C/mT9C6VUZ/zvN3f7QUqpjyilLiqlLk5NTT3OmDVN0zTtyNBB0MH5FPDd49vvA/7jpvs6InJSROYpZ4nW/QDwf65/ISL18b9t9Kyepmmapj0UHQQdkPGSViQiH6ec7bkuIj89vvtngN8Bfnd8GxERyjyiT2x6ml8WkU8Cvwd86GmNXdM0TdOOAj17cICUUj9xz6FfHB//IvCeex6rgG+559iP7esANU3TNO0I00GQpmnaNja3x9A07WjSQZB2rOSF4kZnRK4Up1oBjqVXhDVNOzpuro6I0py5hk/F1R/xD6JfIe1Y6YYp/SgDoDNMmG0cjm2c2v7RMz7aUREmOavDFIDFfsw5HQQ9kL4M1o6VwDExDBCBimse9HA0TdOeGMcyNma3a54OgPZCv0raseLZJi/N1lFKYZn6GkDTtKPDNIQL01VypbD1+W1PdBCkHTumIYAc9DA0TdOeOMMQDH1+2zMdKmqapmmadizpIEjTtlEUipVBTD9KD3oomqZpj6U7SukME8pyc9pmejlMO9KiNGcQZzR8+6HWyO/0IlYGCQAXZqp4tk6i1jTt2bTbea4XpVzvjICyRMhUzT2IIT6zdBCkHSlxlnN7LcK2DObqLleWhuSFYm2U8vx0dc/Ps/l6SV88aZr2rFJK7Xqe23z+UjzeyWx5ENMLU9o1l7pnP9ZzPSt0EKQdKUv9eKMOUNUxN/3R3//HvzZKuN2NqLoWpyaCLffN1T1sU3AtE9/Rs0Capj27djvPNXybky2fXCkmK86uz7M6TLjTi6j7Niea/pb78kJxey0CIM0j6rM6CNK0A5XmBdc7I5SC0xNl9eeKY7E6TDEM8ByTc+0KgyijEdz9gw2TnCQvWB7EZHl59TRTL7ZUjzYMYbqmCylqu1svtHj1w+8/4JFox5WIbHue26y1KfiJ0pw4K6h7FmVf7ruWxufEziBhuuZuWVozDcGzDaK0INjmwrAfpdzuRvi2ed9F5bNMB0HaobU2ShnF+fh2wnTdo1VxCFwTU2SjDlDg3H2bR2nO5aUBSoFllCeAimtim3pLqaZph1PgWFvOczuJs5xLi+X5b6rm3lcxv+nbLKQxVc/aNofyuakqSV5smyO51I+J04I4LWhX80Mzg66DIO3QqroWhlGueVc3VUd1rZ3/+LJCbayR1wObubqHMQ6G4iznytIQpeBcu3Jo/og1TdP2It90/kvz4r77m4HD8jBmlGSMkuy+wMowBM/Y/rxY922GcY5rG7iHqCfj4RnpESUivyIiHxeRf3bP8ddE5BMi8kkRefv42L8UkT8TkT8Rkb81PjYvIn8kIn8qIu87iP+Hg+I7Ji/P1nllrr6nqyAoA6e5psdk1WGm5m4EQACDKCPLFXmh6Omt8ZqmHTGBY3Gi5TNZdbbtmziMM/IciqLss/gw2lWXV+brXJiubjmvPuv0TNABEpHXgYpS6r0i8hsi8m6l1J+P7/4F4IeBAvh14APj439bKXVp09N8CPgfgC8Cvw987OmM/tnwKH9s7erdLaJro4SsKBMGa56NZycUqkwm1DRNO2omdkmOrnoWnm2QK0XT3z2JOi8UK8MYzzY3doqZhyj4WaeDoEcgIgZQVUr1HvOp3uBu0PIx4NuB9SBoQil1Y/zzGuNjCvioiKwAf08pdQ14O/ATSiklIn0RqSml+o85rmNhdRhzbSXENISiUEzXPS7M1A56WJqmaQfCNg3OtSsAD+yteKcX0TkCtdT0ctgeicj/LiJ1EakAfwl8XUR+6jGftgmsB1JdoLXpPmOb2z+plPoO4JeAfzI+Zqq7ZUDvfY71sX9QRD4jIp9ZWlp6zCE/+9K84PLSgCtLg23XvQFGScalpSFXV4aESf7AVmJJVjCIs30YraZp2rOhH6V87U6fr93pc3st5BsLfRZ70X2PGyUZcZofwAifPB0E7d0r45mfvwH8IXAa+JHHfM41oD6+XR9/va6497ZSqjP+9xPA7Pi+ze/Ee5+D8eM/opS6qJS6ODU19ZhDfvatjhJGcc4wzlkbbb+uPYxzPMtkpu7RrNhMVXeuoprlBZcWB3zu2ip/enn5odfKNU3TnlWDOOPS4oCFXsQoyVGq3GxydWVInBYs9GKK4m79odVhwuXFIYM4o1WxOTdVObSzQKCXwx6GLSI2ZRD0a0qpVEQet5bwp4AfA/418D7gX266ryMiJykDoC6AiNSVUj0ReZG7wc4XReQNypyg+hNYojv0qq7FosSIlLe30wpshnFGzbM42fLvq5exLkxy0jwnzQtWBgmBY3K7G+qcIW2L9XpBoGsGaYfLnW5EmOSESc65qYCqZ2EINAKb7igtv96U67M6SsiLAtMwqLrWjufYw+Jwj/7p+ufAVeALwP8nIme4u5T1SJRSnxORSEQ+Pn7e6yLy00qpXwR+BvgdyoWavzv+ln8lIi3K3KAfHx/7x8BHAX/8Pcde4Fi8PFdH2Dlx2jINzo7XvnfSGSa8tRoiUtbU6EUpgW1R2eNONE3TtGdd1bUIk3Jre2BbnGvfvcDLGsWW3KBbayG9MGMtTLkwXTsSF4P6bL5HSqlfBX5106FrIvJdT+B5f+KeQ784Pv5F4D33PPavb/P9N4G/9rjjOGpMQ+iGKWleMFlxdpzp2U00XvNWCiqOxXuebxNn2xcK0zRNe1ZlecHqKCVwTCr3zNzMNjxaFRvbMO67aLw3OTpKc0xDmKy4TFYf7bz6rNFB0B6JiAv8EHCWra/bzx/IgLRdDeOMSwsDVoYx802f10406AwTsrygXXX3tLV+quaSFwrLFOp+WWJeB0Caph0GvSilM0hoBQ7XVoZ0hgmtisOr8/X7gpvdCsxuNt/0WehFBI51ZM6FOgjau/+bMjfns0B8wGPR9qAzTBjGOcv9mIVeyGKv3M6pgJn67n3B1kYJghyqHjiapmnrbnZC8kKxPIhZGSSMkpxC7Z7GGqU5gzij7tlbeimu82yTM5O7pxEcNjoI2ruTSqn/7KAHoe1NxbU4N1XhdjdkInA2rnTSvCDJt9/amRcK05CNXCCA0wQ7NiXUNE17VvmOySDKCBwTq+7SizLmGh5JXmAasu1S1pvLQ7JcsWonW2qmKVW22zhMlaD3SgdBe/enIvI2pdSXDnog2t48P11lvulhmwa2aZDmikuLfdaGGXU33RLc3OiMWBulVFyTzihhpZ8wU/dQPO4GQE3TtKfvzERAmOb4tkmY5iRZwVI/4tLigDDJmaw6zDf9LS2H1ieKNp/14izn8uKQQinOtSv35RQddrpO0N69B/isiHxdRL4oIl8SkS8e9KC03QXO3W7IliFU3TLwCe8p9LVe++dGJ8QxDSquSc23aAa7l47XNE17FhmGUHGtjX8bvk2SK6I0Z7EXEyYFS/2tmR3n2hVm6i6nN6UBDON8o/HqUeypeLRCuv31fQc9AO3xNAObUZpTFIp2dWtwM1136QwTTk/4DJOcRmBzouk/8TEM4wzHMjYCM03TtKfBMIQTTZ+VYbzR42u9xs/6cpfvmPiOiVKKYZzhWgZ1z2LVNSkKResIXhTqIGgPxr3C/kAp9dpBj0V7dEv9mKV+hGOZ1OKMhm9vrItP1zzqnk2SF3hRxkI/5srSgLpvU/PK2STXMh+rQeCdbsRSvzwBvTBTfWBvHk3TtJ0s9iLSQjFTc7fdyp7kxUZj03WtioNhCEUBvmNQ923iLOfK0pC8UDR8G9MQ4jRnEOc4lsELM1Wem6ruaUxpXpAX6lDtHNNB0B4opQoR+YKInFZKXT/o8WgPL81ybnRGXFsZsdiPma27vPN0a6NgYpKVrTGUgjeXB1imcKcbMVVzMUU40QrwHZML09VHro2xXncoLxRZodjjrlRN07QtumHKQq9cyjIE5hp3Z63Xz2VJVpDmBbMNj4nAIVdlkLPQixgmGV+7M+L0RErdt8hyRZzlLPVjPMvkemfIiVZAw7c3yoQ8SJIVfHOxT1HAXNOjvUsromeJDoL2bg74ioh8GhiuH1RKff/BDUnbC6UUV1dGLPRj3lob0Y8ykqzAsU0mqw41z95Y847SnKKAMM8ZRBmtwGU1Tjg5ERCnxZ5PCNuZbXgYEuM5xkNdKT1sfSNN0442xzQQKROZ711az4oCpcpAKS8UaTHik5eWCVyLd5xs4NoGX709ohemgEIEAtfEMMAQ4ebqiLpvMUoyXp6rbTtj3R2lRFnOZMXZuD/JC4pxx8swOTzNVXUQtHc/d9AD0Ha21I9ZHsRMVJz7agBlecHNTohvGTw3VcUwhK+81SVKM26uhkzVCr5+p48h0PRtTk36mGIw1/ARhFertXIJzbMeawnLs01OTz5c3aF+lG5s1y9UGUhpmna0JFnB9U55bX16orJtjZ7NfMfk+ekqWaGouhZro4Tb3QjbFCYqLtN1B8cyCJOMpUGMZRioAvphxnTd40TTI7BNcgWzdR/fKS/KojTHtYyylEhWEGUFC72Ihm9jGcIwyTEFrndGG+Oea3jEWUHVtWjXHJKsYLp+OGaBQAdBe6aU+g8HPQZtZ0v9mLxQLPZipmvuliWr292I66tDwiTnW89PUHVt3lwe8tZqRNUtp4dXhym5UuRFOb1sGIrpustkpZwpygqFMw6AikJxvTMiynJOtoJ9bSBobPr/0JNAmnY0rYUJYVJs3J6uPfhiZ/Ns8vIgIckKvrEw5FQroBnYvDhbI05zrMU+gzhjsmJzouVzaXFcSb/h8+JsfSMAWn/OV+brXFkastAL+Y+XV7BNwTCE6aqL71iYBhuzUADfXByQ5Wpjy/1ho4OgPRKRPnfLJziADQyVUvWDG5W2rhnYrAySLcnOq8OEtTClGybUPYe6BxXHZrrqYIiw1BuR5zkvztYpioJcKbphMt4lFnBrrQyOBnFGK7AJXIsL01W6UUo3TDFE6AwSqq5FUSj6cVmY7Enu/Kq4FmfbAVmuaOqijZp2JNU9e2O7+r3JzHvRDGyGcYZnlTu78qL8qIrSAqWE56dqtCo2YZrj2SaGCIVS99VBy/KCLFd8+s0Vvr4wwBI4OREwVfNYGsY0C8XN1SEnmgGubdKPIE4LDENY7sdM1dxDt/NVB0F7pJSqbf5aRP4G8K0HNBztHvNNn9m6t5Ezo5TirbUQpcr6QK/M1yiU4kTTpzNKqHsWn+3FpLnCMAe8frpFI7BZ6MY0AhtDBBFwLINhL6PqmcRpwdIg5tZqxJ1+yGzN2+iifL0zYnkQM0xy3nmqQcN/cltJa49wUtQ07fDwbJNX5srr6UfZeNGulrPWVdfiRme0sc09cE1sS8jyMim6UPC5a6u8tRbhmCZfu91npuExVXWJs5xrKyNWhhHDJMd3TCYCi3PtCr5jEjgWN1dHqEK4sjRkruHhWT6ebdIZxbiWyeWlAS/O1A5VY1UdBD0ipdT/JSIfOuhxaHetB0BRWu5yiLMcxzSpujZn2xWKQvH1hT5hkuM5FmcmA6DcLhqn5RXQes7N+akKhgi3uxEvzdUwRKh5Np1hTJTlnGgEnG0HGwFKmhfc6UWkmeLayojX5m2dxKxp2p49TOAwjDM6w4RGYG/MHIkICsVk1SUvIM0VjmXw0mwdpRQiQpTmnJmsIAKDOEWhymr6WZlMvdCNcCyD6ZqLZ5m8Ml/j1fkGl5YGFAXlbFJSELhlA1UROD0ZEGU56XgWSalyueyw0EHQHonID2760gAuwuP1VBCRXxk/z+eUUj+x6fhrwG8CAvy4UuqLIvLPgdfGP/O/GR/7WeAHgFXg3yql/unjjOcwKgrFQj/CFGFqnAt0ay1kGOdYhsGpCZ+Gb5fFwIA4zbm+OiLNMr7zhSkc06AzSkmKAssweHG2hgCWWSYHtqsOcVbQChyiNOfqckZnkBBMmFtygU62ApYGMYJgj3duaNrZD/3Bxu2rH37/AY5EO0qud0ZkuaIbprw6X6dQ8I2FHmvDlJpn0q75W5Kr1wMszzaZrrv4tknNN1kZpGS5QgxYHSRc74wwDPjAO+aI8zIBG2Fj19d0zefVuSYFisq43UY3LJ+jH2acmggO3cWfDoL27q9vup0BV4EPPOqTicjrQEUp9V4R+Q0RebdS6s/Hd/8C8MNAAfz6+Od8WCn1pohcAD4M/ND4sT+plPrYo47jMMvygj+/2mGxFzPb8HAsg2ZQ7oq4uRoSJjnnpyoM4oxLiwN828QUoTdKyQrF1eURF2YqzDU8TMPAd4yNnVg13+LGyoivL/SZa3icnaxS9y0KVc4WTde8LVduvmPybecmGUQZvmMequlgTdMOXlEobq6GZEXBiZa/0fQZynYV3VFKa7zk5VgGWV4WMxQRbnaGfO32gEGcUXVNPMemKBRro4RumHKiFWwERXMNn7lGmTJgisGby0N6I+iGCQIEtsWXb/VZHuc7vvHcJCdbPt0woR+njJKMs5OVjcKxWV7g2SaebeIfoiKJ63QQtHf/s1Lqk5sPiMhfARYf8fneANaDl48B3w6sB0ETSqkb45/RAFBKvTm+LwU2F2H4JRFZBf47pdTnH3Esh9IwzikUhGnG7W7Ey+M19bpn8dZaiKD4o68t0A9ThklZNCxwLBSK5X6EQnAskxdmqpyeDLjTDbm1NqLh2wzijH6UcbMTstiLsU0DwyinfeMsZ6LSuG88piHbdpxfGcRkhWLq/2fvTWMkvdb7vt857157V+89Oznc76IrUZJ1I8lOLDsOEiAf4iCQ7Q8GEl8pFuAYBpwgkAMnjuUEEJDEMhA7F0bgOEAiJzDgBAgMCIoUQza03UXkvSTvJWfIGc5MT2+117ufJR9Odc8MOcMZkkPODKd+QKOr3uquervQ76nnPMv/v9T5eSq4PfuzZMmDMsnrEw/DYVrdIYD4/iDDWpiXipe2O5xfbZJWCg+4PsoolUEIJ6kR+oJpXnNjnPF/fXeXSV7zlVMdfu6VLZJF9mZ/kvPOQlDxYFbSTQICKYhCiQUuH85JS81aKyJfWA35ngQrMNatabNCkQQea60IY9306nGP5JPEMgh6cP4e8KMPcOxB6QGXF7cnwCu3PSbvcRvgvwF+bXH716y1/+UiO/Q/Az9ztxcSQnwD+AbA2bNnP+HpPn40I49eErArBf1myKxUdJKAShlaoc+lgxm1cR44nhSkRc2XT3fJSk3gSXxPkNVu0ZACbo5zrg5zTnVjNjoRmVJYLEkgqZShrDWR56GMxVjDg/gPT4ua3XFxcv+DGkZLlixZAi6bLKUbPb/d2R0g8iVFbU6yOZ4UdOKAy4dzJllNWim+drZLI5TklWFa1ESB4ObUDYd878aEM6st1toh3STg/WHO5YOUwBMczktGqZusbcY+sS/oJD43hhmV0rw/SAk8D20MYSARCLJaM8kVAM9ttp5o/bJlEHQfhBA/BXwdWBdC/LXbHuoAnyb3N148x/FzjW97zNztthDirwJvWmv/JYC1drj4/s5HlV+std8Evgnw6quvfqo+pscJ35M8u9FCG0taavLSXZT9ZsSXTneYF4rDecHepKYTB/SaIW8fzNHaEviSl3c6jLKKUln2JgWjTNEMPXYnOZNCsT8t2OrGeEKw2YlZaYa8d5QRhx7jTLHVvf/l492h87PMAi1ZsuTuxIHHi1sdjLUfGjN/Zr1FVqmTPpxjQk9yc5KjF+amZ/pNauWGNL53fUroSZqLIRAhIKtcdufGOGOYVZS1YqubMM1rfE9QK0OtQSBIa00zDvjutTE/crpHFHg8v+EUpK+PMkaqRognf117sgb6Hw0h0MIFjO3bvqbAn/0Uz/u7wJ9c3P454Pdue2wohDgthNjBZYkQQvxpXDD2t49/SAjRWXxf4ykNaOPAI/I9Sq1JK83eNOfS4Zxm6HNmNSEOPZdWtk4luqwUZ/oJL211aEUeWMEorTicFVw5mnN9lC1k5y3GWC5utHj5VJeLGy1GacX1UcbBtKBUDyYL34x8Lqw32ehEaGOfKDn5JUuWfL54UtxVZ8eTbjr1uJw+K2re2J2QV04BerubMMoqGoFkktfMipr9acFKK+RLp7psdmPePpgxzSsO5wWjrCb2JWmpuDHMyKra+YYFEq0t6+2IfhIQ+R79RsROL+bZ9Vumz6vNkLx29kPGPtn76qfyg/PjsFCK/hdCiH9krb0qhGhaa9P7/uL9n/c7QohCCPE7wGvA+0KIX7bW/grwN4Ffx02H/dLiV/4eLvD6bSHED621vwD86mKSTAJP7bh+I/JYbUZUSvMbb+zRCH1O9xp4UmAtDNJyoZ3hk+47XYznN9tUyiIFvLk75mBW8fbBDF8Knltv8dWzEf/Gi+usd2LmpeLt/Rk3RjmB5xYJay3zUtEIPPJakwTePft9WpHPjVFOpQzDtOLlnaW+5pIlSz45V45SLh+mJIHHj5zp8r0bE6aFYm+Ss9aMqJVhVtQY4NLBnINZQVYbDqYFQsBGK2aUlkxzxbtpiicEX392bdFY7TMva9a7EVmlubjRZrt3p91PWmmS4NZ02P28ENNSYeEzVdf/pDx+Z/T4siOE+Oe4rNBZIcRXgV+w1v7lT/qEt4/FL/iVxfHXgZ/+wM++cJff/4VP+tpfJLa6MZ4U/N67R7w/yFHaNSFvdRO6DZ/zqwnGGA5mFdYTvD/IqbRho5UwTCvSSjNMS7JSEXoe1kK/FZJVhm9fHVLVljOrDbS1dBKf0PcYpjWzQqOMM1UNPMGXT/XuGQgdH5bL3OuSJUs+BqXS1Np5hNXacHWQcmXgrCq0L4l9j6zWWAu7k5yjWU2lNV87u8L+tOD9o4yrRylh4PGt90p2ejFFpbm41uLN3QnzUtFvRWgLO70GtTYIYbk6yFlphJS168jIKkVWaVYaIZ04YBhUWHv/ZuhpUXP1yHmNnekn9BoPT0j2YbAMgh6c/wH4N4H/G8Ba+5oQ4mcf7Sk9XbgFIMNay5l+42T34UtBI/SIPM9ZS1h4fquNLwVb7ZhxWnNutcXzmx5v7024fDRnXtZMcsWFtRYHs4J56fqBTvcbbHUj3tyd8NbNGaEn2Ok2aCUeG+2IziIlPcncFMdgVnFtnNEMPVYa0R0GqVmlsPbY+qLJNK9pxctLbsmSJXdHacM4r2ktxAhLpXlnf461sNmJEAIu7afMCmd/sdONee3GmOG8JCsNp7sJo7yml0S0Qo+6GXI0q+i1IgIJh9OScVqhrKGsjWsJIGCjE/H1i6s0Q5+392cczgo2OhHzUjMrauZFzZXFhFpWas6uNnh+s80wrRhnNWstcU9zaaVvlctq/fiVzpYr8sfAWnvtAw3IywaPz5FpXpOVCiEE46xmq+uCoBvjnFFa04h8dnoJZ/tOyv31ayPePUo5nJfklUYZi+dJJDBIK7pJxNt7U947TJnlitAXC4HFJm/tTZjkNWWt2erECAHvD3P2JiMubjQZ5zVn+03iUFLWhsiT1PrWv8O8VLx36Kqmx7uf1VbErHC1934z/NAEyJIlS55urg4zslIjJby01TlRYAa3qWpGHuO8ZLpYm/7lpZxGIMlqy0Y7JAx8ZF5zc5qTVZrAh1bk8cefW+VwVpBXiveOUrbqEKzgcFYzziqSMOS1a2Oe32zyzv6MujZ0k4CjmQuaamXYWWksRGfdCaWlOtFVU8ZweqVx179ppRFQa6dIvdp8vLJAsAyCPg7XhBBfB6wQIgT+CvDWIz6np4pKG94bpISe5MKau+AmWc1wXnE4K7l0OKObhFwb5gzTivcOZrx9kDIrFUVlwGreH2T4vs9WJ+D9wYwo8EmrmkJrau2k5P/wyoDr4xxhYaMZEvuS3788ZFZojHVS9P1mSBJ4pKWivcju3D4mWqtbA37Vbbev3qb38eLWx+sNKmpNWiq6SXDPXdeSJUueXI4DnuPvR/OSm5MMC/TrkMOZ68d5f+EPprTbgDXigNMrDa4PM6QQ3BjlHAUVVa0ZZxXtOOD8SsK3r4yZV85y4znjrIaklHi49WWSa25OCjwp8D33+pWyKA2nVhqMsorVlgtkPClO3OSthYNpQTPyaX6g70cspmsfV5ZB0IPzi8DfBU4B14Hf4FbT8pLPgaI2XFhrAu7iHWcV14Y5o7Qiq5wWULGoX5dKc/ko4/oopxFK0kpxMCnJKo2tFMpq9qYlkS9JIp+ttjMQvD7KGWWKtXbgvMJmFZeO5tTKstGOUday1grxpEBKF/iEnnSGhdzKEvYaAZV2kxNrrejkeOi7zJH/MZuDjLFcXvj3TAt18j4sWbLki8PZfoNxVtGKfQqlee3amEoZ3jmY8cLmsRhswMW1JkdpRVFqAg88LJcOZnTjgO9emzkxw1Izyyu0sRRK84dXBJOywhjIK81aI6S9sAN6aavNK6e6XDpIT/SKhnN1YsJ6bi3BWCc/Mi9dxtuTgp1ugicFh/OCcVYjRMlL250TNekngWUQ9IBYa4+AP3/7MSHE8pPoc8T5eLlJrCTwTgKeRuSjLfS1JQ4lL2622Z0UXD5IiYKCQhmyUgOGtFYYDYEUaAtWWM74TYap4miWUxvY7llOdWPO95tYIzhKS2Z5ReAJTq002e4mrLcjzvYbzMuaG6OcUmvsbaOiQgjWWxHvHqW8OZ9ypt+gmwQ8s9YkrfTHnpKw3NodPukjqUuWLLk7oS/ZWGRNSqWJAo+0Uqw0IkJfEvmCYaoolGVcVg3AFH4AACAASURBVOyOC2rt9HySwGOjHTIvFQhB7Et05HH5MHVCix54wpmbthMPixOSvbjRYrOboLSh2/CotGG7EXM4K9nqJuS15qtnVpDSKVGvtcKTwMwY2OxGH6kVpLSh1tb5kD2GLIOgB0AIcQrYBl631lZCiA3grwJ/Edh5lOf2RURpQ6kMjQ94cLXjgBe3bk0i9JvhiTHq/iSnmwSEvmSnlyClYLUVsJXH3BjmxIFHWgmwTn1ykCpCzwUX7w9Seo2QTCm0gXnp8eJ2B4PbBVUTzUYn4sxKk7P9Js3IPzEKtPZWqneS1yeu8gB5rckrzWBecjAr+MrpHmutiG7y8UtZnhScX2uSloqV26YrjgOvpVfZkiVPNteGGZPcObu3o4CtbszPXFxjlFUM08oNVkQ+W13Jv7p0yOG4ZJRXGG1RxlL60pX2S0O3GTDR2lkLKYMAlIYkkCSxZKOdMCk1K4nHzUnBuFBsdyKGaU078mknPrJUKGPZ7iQUtea5zTanes7KIy3VialqURmXwcprmqF/RxZIG8s7B26Sbb0dPZbK0ssg6D4sVJp/GbgEREKIvwv8d8A/Bn7sUZ7bk84wdRf3Wis8GZs0xnLp0JWfeo2AM/27N9sds7ooNeWVxlinenptmLM7zSmUYbuboCzsj3NqEzLP3ZgnwgVDAokyBk9YhJCEHqw0Qq4O5kSBx6leQqU07TjkKC05u9qkEXonF3or9klCSa3tHcEJQBJ4NELJu0XNZifmYFreURr7uLQi/44M0rxUXDlK8aTg2fXWHa7RS5YseXJwZqfO/uLmOOfiRhtPlpzpN/A9yQ/2ZlTKGZV2Y8lWN2arlzDIKnpJQBR4WGMYZzWTTDFIK3rNkEleYXDWBnHosdkKKLRASkFWOYX9m5Oc0/0G683wxBi11/B5dr3JWzdTilpz6XBONwlOslTNyGejE1HUms1uhO/Ju65ttTYn02HHr/e4sQyC7s83gBestUMhxFlcMPSz1trfu8/vLbkPu2Pna7M7Lm4FQdZSK3fR3EuV2RjLKKuIA49G6DEvFRvtiHbsk5aKb18d8dbuhEpbVlshX9rp0Aw8rg5SBvOCtNBYoNuQVMrSa4RoK1hvxWhjaIQ+b+/PyWvNTzyzwnorJvIlxrpennFeAa4S6knBxY32yblli6bDThLQiQOeXcjMT3N1V3PVT8M0r7HWjaCmpSL0H7/Ji8eZpdHpkscFKQUrzYDro4y0dJY92z0XcBS1ZlYqskIRB5IfO98nWYzPK2MYZTWhhKKCrFQUStGJfA6nOdNUIQUkkWS9GxP7HquhRzvySSKfWaHxhGWUVoDgpe02nUbAWjPinYM5w6zk2iDjlVMdhll1EgTBg/kgxoHHZjciK/Vj2xy9DILuT3GbR9f7Qoi3lwHQw6EReuxNChqhh7UWIZzWxKmVhFlRs96+e9bk5rRgOK8Qwpmozgu9yMxYXr8+5rVrYyZZvRhTt3SSgED6HKUl80JjPdAaSuUmvVYaAYUyFLVCacPeOKe2LiD7g3eH/OvPb9FtByDgvcMZtVFsdWK6SfihOve1oVOGHmc1r+x0EEJwbrWJNvahNwv2m67+7yT1l5fykiVPMqd6CaO0ZrubYLH4UjAtahqhx2ozJC0UUgi+d33EG7szvnVlRF4pplmF0paDWUlaVggh8KzlcF5RA9aAqQxBWvO1c01CKfA9j2c3muyOCi4dzElLQ1YpamMZzmvSQnE0K9gdOR/FvUnJl071mBU1N8Y5se8t/MjcmlbUmveOUoSA86vNOxSkN9qxM5p6TFmunPfntBDi1267v3H7fWvtX3kE5/SFYLUVMkwrpHROxhttt1PoN8OTD/gb45yVRnCHpo4xLlNkLSdqppUyvHs05/o4Z5JVVNoynFfkWiPHJZvtiKxU1NpwbN+V1ZZKaW5OciLfp9IWZS1ebVBWY6ygDgTvHs0Q0mVbSg3XhgW/9YMDvnyqx9nVxoli6iSrOZgW+FLSb4V39Ol8FtMSceDx/OZjvLosWbLkI7HWcnNSYKxlu5uw1Y0ZZxVSuLI+wPm1Bhc3WjRDn8CTXB3MeWd/xlu7Y3YnJbEHhTZUtUFZXDN1WVEqJ2QnAGMhr2uuDTMCKQl9wVo74k+8uMFKM+AorfA8wbxQ+FLwrSsTjLUczko8T7LWDtnpJVwbZtTKUitFXuuTdXma1ydlr1mh7muj8TixDILuz1//wP1vP5Kz+AIihSDy732xXB2kbiQ8r3lp+5amzkY74mBaMJiXxKFHOw7Y7sbUWjNKKy5udjDWMMwq9ocZUniEUlDUitv7h42FysK40DQDMAY0Fqyh3whJAkmlBMOsRhzO8TxJI/A5nBa0I59xXrGlbqV4r48z2klAUWueWV8ODi5Z8iQxyWsG85Jew23CPg9GWc1gXgHOEX6jE7Pedor1lw5mrDRCTvUSkkVZqag0UghKrTmc1ZRKk1f2ZODDGKjQSOGCH4k7LgVIJKO0wiDwhGCllfFnXtnmK2f63BhlbHViTvdjfuutQ/bnFb3YZ7Pjeo822hGeFHSTgHmpiBZ2Hcd0koBhViEQdJInK6x4ss72EWCt/V8e9Tl8UUkCjyiQhJ5k/S5NdYEnKY0h8O7MouxNC8ZFze60QCLY6SU8t9nm4kbbjW7uz7gxLtjqRFS1YpjW5JViXhpqdfzaYGpQgFKQGk0n9jHKEIUh2kg0gn475Ey/QV4pVpKQ82sNtrsxUnqEniSrFG/ulqy1nHiiMZr1dnRXJ+jbcSJkho12tBQ+XLLkMWB37HwHs8plnx/2xOXepKDWhq1ufLI+RL48ERw83hAa43p09qcFw6yik/gUtdMcU4tpq1AKPOlkOQRghCt7CVzA43uCyLNMS/faFkCCMqC0oh2HSATaGP7E8+vMipp2EqC05cWtDkU9JvAEL2y1aUQ+F1bdpm6lGdK7y3sTB97HFn99XFgGQUseGTcnBWXtPGzKxeTD7VxYa5KVmmbkjltrmReKvUnBcFaxPylIAt/Vy0vFZiemtsaJG9YWYQXaWopaMy8VWhkMEAgQCDzPstD9QhvQVhH7EpQmF4ZWHNGKfH7ywgpCCIwVvLDZZpSXYOHZ9RY3JwU3xjnvHaV89XSXrY34jh3S3ZiXipvjAnB9R/eSm1+yZMnnRzP0TxzRH3YANF3Y5YBrgj4eNW9GPhc3Wljr9HtqbfCE4NLhnOujjE4S8u2rI64OMm6OM0plKCrF5cMZZW0xxgVQBgh8YFEOC+Qi8Kk0WCg1hFrTjgJiH7qJTxgIDmcFv//egF4j5ELgnfgcrjQDNtoxncRZXty+Nn/R5DiWQdCSR8ax47pYCHh9kMCTdBtux6S04fJhytVBSm0MvUbAj53rsT8tEVIwmFd04oA01yhlOExLfCFIQh/fqyi1PqmPawvSWKy58/UqDSUWW7uJCSkEXzm9wpdP9YhDHyHg5jjn8kHG0bxAaePExCrNaitkXilOh7cCGm3cLi2vNZUyJzso/za5+XCZBVqy5LHgTD9hQ0WfyTUZercyPvEHpCziwGOUVlwf5QgBrdjDE4KsNkSBpqwElw9nHExLlNaMspq0tB8yrrQKktAFOAaBsJasNGSLadtKwWY75NRK40RSI60MhXK2GvNS0Yx8Ak/Qa4R0E2cWfWNccDAtObOSsNlNHvp786hZBkGPGCHEfw+8CnzHWvuf3Hb8S8A/wH1u/8fW2tcf9Njn/kd8Qna6MY3AIw68j+wNAjhKS64PM+aFwgK9rs/hrOLGOCf03Ph64AnCQKKBstZUQCgl1giMhtq43ZEAjIY4BF3dcsGtNYSeQOF+rlSGae6m0HZ6TjDs0v6cae6UWntJxpl+k69fXGWS13eU9GZFzdVBdmIcGHiSQmm2u87c9eJGi0obOvHDHZtfsmTJJ0MI8Zk19MaBx3ObLbSxdzVOzmq3ClkLtbJ04oDVZsBgVjEraiwCYy3aCuJAUitDqV0G6Bi37rkNoyc9kILtXsQgrdHW0ol8zq42+MkLq8xK5z/WjAI2u66/sR37TBZr2+3n/fq1CbW25LVmtfXFK98vg6D78IHJsA/xaabDhBA/CjSttT8jhPj7Qogft9b+4eLh/xr4edz/+f8I/Lsf49gTgRCClfs0IA7TiiuDOUezirzWZJXiua0Ws0Jzc5zTDD08KWlEPm/sTskqRS8OGPoe+7OSduQjhEEtAiBw3zVQK0hCgTUWIQWtyCeUgspCKKERBaSVJgpd78+l/TmDtODGOMWXUCnn9rzZiT+kgZGW2mn4GENZW7qJRJtbdhfxIvhb8vmy1AZa8qj4qI3eeiuiVobAl6w3A4bzkssHPlNPMc4rWoGH1405SktiGRB6kv1JxQeS2WiLGwDBEgQSz5NstEOw0AhD1psxl45SbgwLAl8yymq+eroLQpKWmsi/JWgohVj8nisTJoH3RHmCPSjLIOj+/CLwfeD/AHaBh/lf8FPAby5u/ybwx4DjIKhvrb0GIITofsxjXxgG8xKtXVBxbrVBe9tnVtR8//qAm9OCxPd4frPD/jjn+7tT9iY5lw9ShllJWtZgDNosOgZvs9wyQGXAR5DEPpvNgDj0GeWKfuyRhD7WuDT2O3sz1tuKeal448aMqgZlLVYIpLj7rmilGZBWzmG+HfsoYz+VWvS9yCvNKHPijB/Xj2zJkiWfL9dHGUXtMsKBJ9mb5lgD272E8wtT5Ev7M36wP+f6OOX6OKcVeoyzmnmhGBUVjTAglHyoHAZuXZsXlkYMdamQcUgrDNhux8xLxXeuj53Zs4ZeMyDwBN1myCRzk7OrrYhuI0RreyLu+rWzPUql2WhHX7h+IFgGQQ/CNvDvA/8BbpjonwD/1Fo7egjP3QMuL25PgFdue0ze5faDHrsDIcQ3cMrXnD179pOe6yNhpRlSKsMz6022ujGt0OOfXh6cjGlutEPe2puQlYpvXRmRVRrfg/1J6QIET+JLQTNwukDK3EohW0BYQ63B8yKmhSKvFIN5RTfxeXm7w0Y75tqopBOHrDQDmrFHpT2UtnzlVJfbvUxrbTialySBR68R8ux66zN/f94fZlTKMEyrE3HGJUuWPH7sT3Nevz6hFfpY63oFrw4ylLY8W9R85XSPG6OM3/rhAW/emKC0odKG94cVw7RECEFZGzyhyaoaiVvDPNzCXy1eRxuotSb23c5vpxMReAJTusGS2Pc5v5awvZLw8k6XcVYTepJeI7hrdvr2bP0kd4bRjfBOscT7USmDJ8VjmUlaBkH3wVo7wPXc/IOFkerPA28IIf4za+3/+imffgwczxV2FvePMXe5/aDH7sBa+03gmwCvvvrqY29Bbq2l1k7Nea0V3ZFBuTZMSULXZKi15cbCeuOdgxm7k4LQE8SepKgNlTJu5N2XTpMoAFPak4RQ4rmSV+B7ZJWz0khLRaEMkS8YZTUv73S4cjSnVpqXd7r8axfXeX+Q4QmnX3QYuAbp9U7EKK2Z5DVw73LXtKiplaHfDB9KwHK8qPieWAZAS5Y8xgzTGmMsP9ybcnWY4gnB7iTnTL9xspl66+aUvUnBtFQkgUQp1xJQ1BYhDFJY6rpGGIu3GHmPfFDHNX7ch4A2ltAPWGmESClZaYVMcsVaN+JMN2FnpcFKM6STBFwb5pztN7g+yjmaV/ie4MJa867lu8G8RBvLrFAUtXkgZ/jjpm9nMfT4eRwug6AHZNG/8/PAnwL+OQ9HNPF3gV/Aldp+DvhHtz02FEKcxv1PTz7msScWay3v7M/JKsVmN2Z7MY1QKcPr18e8czAnEIJTvQZxIHn92pj3jlKO5hUC8KSz3ciVYZSDqjV1ZbASAk8Q+ZAqVx0rNbSxNCOJ0nCqG9KJfAZZTW0srcVovicFb+5OsRZe2Grz/GabSV4jhLPJmDc0hTIn6WMhFvX0D5BViqtHGQC1tg/FUfn8aoN5qQg8yTv7M7S1H5KtX7JkyaPFGEsr8tnuxmhr0NqyNy3Y7MastSIubrisceALhmlFO/I4329xNCsJPChKQ64h9N1zKQPlsYu7Ak+6jJDF/Uwr8vEExIF0HowWNjoRz222MEbQjgO2OhGjtKIZeWhrUdpgfY9auSAnat0lK9QIyap8MczyYMFMujBO1cZSKL0Mgp40hBD/FfDvAG8Bvw7859bah2KHa639jhCiEEL8DvAa8L4Q4pettb8C/M3F6wnglxa/8qDHHkuKWnM4K2lG/j0VWYta88P9KUo7GwpfyhMdoMNZSex7BB5sr7Q4mlWcW2uSVhohnQrqS9sttjsJUgrePpgzzQ1VbdEGlLHU+lZ7kAayStNODMYIbk4rzq81yZShTCvSUjHJauLIcy7NFtZaEYEv6SQes0IzzSviQBL6kp1uTDN0GaC7Xei3l84sDych53uSXiNc7BbdqjjKqpPgccmSJQ/OKK0YZRWrzeihGR4Xteby4Rxr4cJ6i9VWxMGsIAw8NtsRw7Tm0sGMwJccTkuq2hmjvjuYkVeKRuAzFQrfg1JxUgY7xgChgEYMq42ISkO/FaKNZauz6D2aVTQ8wWBes9ONSULJJFecXmngS0EnCdjYaPH+KENwby/ClWZ432GWD7LWiqiUIfAk7cewb/HxO6PHj/8CeBf46uLr7yzKDgKw1tqvfJonv30sfsGvLI6/Dvz0B372gY49ThzOSopas9GJeGN3QlZquklAM7r7WLy20I4ChmnFOK/ZmxQoY1hvRay1I/YnBRfWmpxbbVBrw96kQFtLa+gxTGsXPJU1IJyImAXfgyTySCuD1XeGH6WyDOYlSgsCT5CVCt+X1AtDwp9tR3xpp8vuJOdUL0FbS1U6w9YXNltc3GhRa+c8L4TT17gXzcWIaqUMqw9Zlr8V+QS+QBt74mW2ZMnTTlq6Hr9O4n/ktXnMcXm9qPOHFgSlpcIssja1Npxfa3JqJeGd/Tlv78/IqppZoRAYfv+9ITenJWlRMa+0c4WvXam+1hB4Thm6um0RkziBxFbk8cxGh61OxLtHKa3I43BecrrfYC0IUdYQ+x7dRkgvCdhZiVkkaWjHPo3I5+JCAHaU1mx1H042OQ48nvkc+iM/Kcsg6P5ceNQn8KSSV5q9idOcGKYl47xmmjmDPl/ePSXaDD2e3WixMi/JF9oZAucu/+Pn+xhjmRY1CIEUglpbfvxcH6sts1zx5u6E0Pdoxz5poShr56vjCY3SH26acguexRiLts6V3hjwfcF6K+Liegu7+LlR5pztNS6T43uS4GNqi9weoOyOc/Jas92N76od8nEIffnEytYvWfJZcX2UUynDtKjpxMGJQOu9SEKPrNQ0HqDX5UHpJgH708KVzGOfShmuDeb83uUj5kVNGEpWGhKz2NTNq5pxVpFVGqVdFvs45hHG2WIIt6whcYGRWZz7vKp542aFwGIQnO4l7HRjosXGbqURYoxlXNT065DE90gin9VF3+XBrGSc1SfvxdOwoVoGQffBWnv1UZ/D40ipNNPcjYDfKwjwPYGUztQvDnzWW4Jm6HNhrXnPKQEhBJud2DXeKUMr9tns3GqMPkpL9iYFB7OSvWlOWmrSosZi+N7uhLxyo5y11hhpqRblr9qAvEsF6rh1J/YhDkN2Vhq8st1mnCnCQPLuYM4sVy5ACn1+4sIqQrid08eZjHj3cI6xluc32/ieJK/0iXHi/rTkwtryUlyy5GETB/KkFPMgl+sza03KxTDFB5kVNeOsptcIaH+EyGmlDJO8PlkblbEuIy0F3702wRjLH1w54gc3Z3QbIS9ttdhoxbx5cwIIVK3dZJiyKOs+pDWu5+dYoMXj1oZOCujGko1WxKTQjLOaVuxhLMzLGqVj1louANxoRxS1QRt4b5Cy3owJC4Uylp1efPJ3C8ED9/w86SxX3vsghPgPcVo8v7q4fwNo4/4d/1Nr7d9/lOf3qLhy5EazB6m4ZwYi8CTPbbSptKEVOcEtLPdNM+eVPlFWDX1JqcyJMrQvBZO85q3dCTdHOdKTeAsril4S4gnnrIywJL5P4WkMkFcLN2U+kA06dluWgq1OxF/4ybN89cwK/8/re9wYZ/yrt49IfA/pS77+7CqV1pztN1GLcfhm6J9MSIxSp2DdjHzO3zY+en2U8dbNmXs5IXhpu0PoSwJfUCs35TEv1VLnZ8mSh8zZfoO00iQP6Af2UarR14Y5epGJfmXn3pJs7w9T8spwMIOXtztYu/D3MpasVKSVYm9SMsgqtHUO7IfzEqUtzUhQ1pq8NljcB3QUCgLrehqFhTjyMIVGLzZ1xkJRw/68YqMdEkpIj6djhWCQlqSVohUG7HQTzvRjDqYlSShpRh5XB9mJb9nzm22S0Iki3k/F/4vCctW9P78I/Jnb7h9Ya08JIWLgN4CnMgh60Mbe0JcnTcIPmlptxz6dxKfWltVmyN6k4OogJfQkX9rpEniCtNQoCxGWZzZaLoAQsDfJWUlC3h2kaAMYy7xW5MYgF0aDx1MUFreLqgz4xgkgDuYVlw8z4kgyLzXjQlEHhvUwxhi4Osg4s9Lg2ihnXiikhBc22wAMswprYV6oOwxh4+DW7urYPdqTguc32kyKiuvDgkmm2OnFJ2npJUuWfHqEEA9tcxH6LoP7cTMkSehxpp9QKsNmJ+b7N8Y0Q49eHLDdjnj92phau4msUVZTKM2iE4DQg61OTBx4TPKKUoE2GiEhss493hdgrSEtaurYJ/A9AmMxRlBWhnOnGigjMFjmpeK5zTanegmrzZBZqdDWEnoex8n5T1uaf9J4uv7aT4ZcaAUd838CWGsLIcRTO4JzfrV5Umd/2EgpOLfaPLnvprQUngQEnO032exMmRU1Z9eaXFxv88p2h3OLcyprTfOaz+445btZiRQSTxoC6ewwagtJ6AOGWgtyZbBIVhKf79+cMcndInNuJQGcCepWN2Za1Pzw5oxW5HE0rwikpN8MeOdgjtKWJPSQ0pXNbl8od3oNfvo5idKWjdvsNaQUyNv0LWt978AyqxTa2I9Mwy9ZsuSz48Jak7RSNO8TJJztNxnnFeFtfY/HTdm1NpxbbaKsxZOCSrvSWZorSmMIhKQVBdS6pqoNoS9JPEE7CQg9J5Y4zAWVcp6EG+2Il7fbvH2QUmiD73tO9VkZPCn58fM9fvRcn3Fesz8p2OzEvHMwY70VM8lrLm60eGGzzfVxTr/5dG7AlkHQ/bkj72mt/TsAQggJrD6SM3oMUMaZ/H0eejRr7YjDecG1Yc6Vo5SXdzpc3Gyz2oqY5jX70wKLpayN22VFPj91oc8/e62gGQbURuEhCQOPqlI0ggCkC+R8KZlXGq0M/VZMKCW+J2iEPp2ez/n1Jhc3WsS+x7eujjAWvnd9QhL4xKHH6X5CXrkCmxTcM02+3r67JlC3EbCpIpSxrLfvvgilpeLdw5RaOy2iMyuNR6a1MS1q5EPcXX8eLP3ClnwSxpnzK1xrRQSexJPiIzd9g3lJrd11XNaG/azkKK1ONIAqZXjnYEZeaVabMX/6lS1++4cHDOYVBlf+n2QlvUZIHHqMswpjINeWrcDnQr/JwTxnkE2RUtIKJefWmlzYaHNxs8v1cU4n8Slrw04v4Y8/t+bc5IXg/GrTlQZLzXwxEjZMK/anBXllqJVld5w7/8SnpBfomCdnJXt0/IYQ4m9ba//GB47/LVw57KnjaF5yc1wgBC5A+IwDoc1OzBs3JoSexw/2Zuz0En78fJ/ro4zvXh1jrBvF35/m/NGNMRh4c3eCUpaVVsh2P0EKweG05HBWgoDYdwva81sd3tidUimDL13pKq8qVpoBp3oJpXY7qn4r4sfO9xmlFVmlGGeKbhyw1U0YzEuuj3KiQPDeUXqiGfSgjdMbnY8WTVSLDNHuJGea1yhteWGr/anf14/LsfIrwLm1xmeSBVyy5HGgqDXXhjnDtOSqn/G1c707emTSUuF7t/pm5qXi2jBHCDDWnggE5pVGKcMor07U4iPfoxl53Bhn6MW6s9qK2B07xeZeI6DfDmmEkmGm6LciDG6ia29W43seiYUo9JkWmsO05OsX1rm42ebaMOOrp3t0mwEvbLb54f4MY1wpb6sTUyjN2X7C7qSgUobDmVvPnrYS2O08vX/5g/PXgX8ohLiEEzQEpxf0LeA/emRn9Slx4nqa9XZ00qfyoFTKZT6shUqbhx4EDdKS/UnBdjc5Eeba7ibcmOQUlebqIOWlnQ5lbaiN4fow43S/QVrW3BgWVFozSN3Y55dP9fhTr2zxnatjfuftfWptiAKPtVZIMw5dUKFcw+I8lpQz2O7E5JVBGcveuGA4rzmYlrx6oc/zm20G85J5qVhvRTQin1Fa0YkDrg5yeg2f2PfpxP5DK10dZ4tGmXsdYx+sH+tho8yt19UfUbpbsuRJRwrB3jTnylHG6ZWE/UnJ2dUG4DZce5M7N4HzQvHeUYonBeutkO1uwtG8JPQkf3RjzI1hzqmVxPkYRh6zomZvUiI9SVpppkWNMpbAl4xTRVkbVhoRp/stGqFHO/KY5IpeHJBVmlYkMVa4tW5ec+lwytl+i5VmSLCwG/IXgyml0jQCj7RSJIFHI3RZbG3sSUmtGfk0n8IsECyDoPtirU2BnxdCPMMtg9M3rbWXP+LXHmuKWnNjsaNX2p5c3A/KRjvCAsF90sOf9Nx+9/KAWlnevDnljz3T5/RKk+e32hS14sYkZ14qstK5p++OcyZ5zTkBg3lN4kun+WMsceDxI2dWeGatyd4kIw48NtsxXzvXIw48xnlNUbn+nzjw8JGkpaKdBJxfa3J2tbGQAtBEvls0wO3abm9gPl44GqGHFOIzmazY6MS044BxXtFLHq7Q4oOy2gwx1iIE9B6SkNySJY8jxlrakRN1hVvDDeDkQcBtAuvFJrDWhtP9GKWgGQd0E/d1MC3Auuc7mlU8u+FK8LNCsd2NmRUV2jYxWjAva2ZFzfVRxnQxdLHeCfGFoNSQBD4XNwNWWyGDtGJe1lgrAvW/LQAAIABJREFUSIuarNKsNAJW2zFn+40TRf7jwZR3D+e8e5giheDrF/vEgc/5tSbjtGKQVmS1fmr7DZdB0ANirX0Xpxz9xCOFQAh3Efvexzfd9D3Jqd7D7Qk3xvLuUcowLamVYX9aMsoqPCHBQhz6JJFP5PuIRZ07WPTu9BZiZMYKdlYSpDD4nkdeW26OM37vsuW71yYczWsaoeSHezP6rZB27DMpFF861WaaabJKUWlD4LnJrVO9hPVWxMHC6uNe022bnZgk9AgXWiSecOKOD5sk9EjCR9eLL6XTcFqy5IuOFILAl7y41abXCO8oWW92Yqx1OjrHgcN6O6JU+kPWEN0kIK81WaUJpOR33jkk8CQH05zNdsJ2J6HXiDicFfzoSpejWcUkrxmkNfNCkVeaRiug0s7LUApBvxEyTEtWkoBWHBD5Hv1GROB5zmYj/PDaM0wrp0ot4HBWcabv04p8skohhcAYV9J7EEPULxrLIOgpJPQlFzdalMrQuYdHzOdNVmvySjPJFbXWdBOPftNNiB3MKwKpyCqFh2BeKqcb5Hv0WyHdJMBai5CSDR3x0mab77w/5mhe8fZByg/2ZxzOS0qtsaWhGXkcTEpqpTmYlkyymn4jZJwrpoXijd0JAsGPnlvhx8/32ew4XY0jyjsc7W9n2R+z5H7c3qB95b/9tx/hmSy5H1cGzuX9bpYPgSc5078zex4HHhc3XJ/eJKu5Mc5JQsk4rU48D985mDOYlQzzCmMtyliktLy00+Pq0Zw/uDIiLRWr7ZCjeYkAKg2T3E3h3hzntOKAq4M589Kw0Y5oxwFJ6NNvhfQaAUIIhmnNTu/Odf2ZtSbTvCYJ/DvWql4SMs3VU53dfTw+AZd87sSB91g5jTcCj0bkkVWKs6stmqGPL13Wqd8M2R0XC38uCEPB9WFKHPq8st3F82B3mNNNfALpsd6J2OpGVNqgraWoLEWtOdONWWmFZJVhlJWouaVSmtj3aISSZpwwyjyscaOro8ztnoZZxbxQTPKaVnRvhewlS5Y8ucyKmpuTgtiXlLXzB7zXcIMxlhvjHGUsa60QC7QjpyJ/lJZoY7m0N2eQlUxyRSvy6LdcOVvibHkG84rED3hrd8I4r8lr54/x4kaHZuBxMCv5ifMrVNpQKH0iy7HdTai0ZasdEQaSThK6SVdPYqyleZfJzX4r4mefX8dY7uj7Od4QP80sg6AljwVSCp5dd8HPKKsolUZrQSdxuhdy4RWmreUP3xsCgllWMS9qPCnQBura8tKZJt+6MmKYVqSl5sJasvD9cnXvndBjs5MwfL+irDWh59Fr+Hz5dI+feX6NwbziaO4c2be6EXEoiSrJHCdw6N/He2jJkiVPJkfzirI2lLVhre2cz+8lXjorFOOsRhvDlcGctWZMvxVyqpfQjn2uHKXMKkUnCYgCjy+f6jLOKrBwvt8gV5qjec21ccb+TLDSChjOMza7MZUxKONaFQ5mFUJYjIFXL6zwldNdfOECqHbDZYeK2pBWmq+eaRJ49y7FfxYl+i8CyyBoySPlxjhnlFastyM2OzFbXff1L94+YDiv2Zvk7PRuTYkBvLTT4XBa8Nr1MVJILh/M2OzErHdC9qcllTJkpabWhuujgvV2SBJ4rDQCWqFPVTtRsl4r4OWdDs9ttFlpuAxRvxXxwlZnoSbtmpx3eolbzHy5XEiWLPmC0ol95oUiDiSb7fgjzVajQCIlVNoSe+5j9HhqVi80vzpxgLWw2go53U/IKs0rp7q0Yo9z/Rb/75t7vHZ9wpXBsQaYR63dQIgw4HmSdw5mCKDfDPj6xVW+fKp3kom+Nsy4McqJA4/1VuQUrWvNZFay0gie6rH3j8PyXVryyLDWMlyYiA7mFZudeGF2KIg8D0/WNAKfShs8ITiYlYS+pB156FbIudUm7+zPObUSs9KMeHa9hTEGIZpM8ppSCzwhaIQBF9dbzEqF5wnOrzdJYh8B/PRFlyLOa8UP9macWWlgLB9q/H6SxAGXLFny8VltRfQaoXNpv0sZzFp7cjwOPF7YbC9MSl2/4rHYaex7CATWWg5mJQezAm0MAoEvJZWyWCw/dXGNXGni0E20CmuZlAopJRZDNwmQUlIoTbKY5ooDD2staemMUi9utNDG8uJ2B08Krg5SjHGlvXt5Oi65k+XK/ogQQrSB/w3oA/+TtfYff+DxPw/8EjAE/hzO6uqfAQEwBX7eWjsTQvx/OA9QC/wta+1vfW5/xKdECEG/FTJKK1ZbIdeG2cIB2eelnQ4rk5Bm5BH5HtdHGaO05mBaUCnNaitipRHw3EYTBJxbbbLTS/j21RHvHmR0k5DNTrwwRJQ0YkFXhXRi10R4pt/ky6e6NEKPd49SSqWRwqm+rrYezQj6p0EbeyLp7y1LdkuWfCLude28P8iY5DXr7YitrpsUO84K9/3wZCQdcFo9nuTKYUpR53gL0+ftXsL1Yca8rBktlKSf23Re3IezgrP9BkWt+Z23j9jsN/namR4bnYg3bs64sNak14gwxvJH10ZUyjjz1Tjg9Epy0ufjS0llzEnZfjAvGec1a63ogb0bnzaWQdCj4y8B/zvwT4DfFkL8urW2AhBCBDjj1p8F/j3gF4C/B/wFa+1NIcRfAv7i4hjAn7TWqs/5/B8Kp3rJSdblzd0p4AxIL6w177hoA0+ijOG162MsEPkpXz3TY1ZqTq8kJzujZihZbYUMM7fInOk3+P71CeO85L2jjK1uyEozYqMd4Xuu8fHCapPVE28f+8jECD8N7x7OKWpDI/J4dv3pbnRcsuRhYoxlkteA6y08DoI+ir1JTmU0xhq6cYgyloNpyaXDOe8PcoSwlMpQ1IbAF2SVU6Z/YauJlBKtLevtmB873+f5rQ5aW2al4u29KddGOb6UnF9r8KVTnTuyVs+sN0lLRSvysdayOy4A2FX5Mgi6B8sg6NHxU8AvWWu1EOI14AXge4vHnge+Z61VQojfBL5prf1V4ObicQUsfIYxwG8KIfaAv2ytHX7whYQQ3wC+AXD27NnP7A/6tGx3YwZpeWI2eDv9ptPG2OrEaGsxOKPSfe3EyHYn+aJxWvDCVpt5pXh5u0Poeay2C64OU64M5gzSgMG8Ji17vLU7ZbsX40lJrQ15rekl4ROZSSkX/QhlbR7xmSxZ8sVCSsFaO2SU1veUyNDGMsoqksDDAm/tzTDWcnGjxfObbd47ypiXt/apQgjyWlMpzVs3p+xNS5SxNAJJ6EmmVY3vOXuOdhwwSkuXKc8rAl8SeoKtu1jzBJ68Y/1MQo+80vc1fX2aWb4zj44erqwFMAFWHuQxIUQLF9D8W4tDf9ZaOxRC/DngbwB/7YMvZK39JvBNgFdfffWxTXOsNMM7GqBv5+ogRWlY70S0I+fS/v4oo9cI2Z8WCAnaOO2MtFR4UnI4q3hxq8Uz602ujzIurLXYn2SUteYHN2d0Gz7zStFvhGx1Exqhx3Y3eSL1Ms6uNphk9T3fvyVLlnxytrsJ2917C5XeGDnleiGgk/hstCOmhWKtFdGKA9baobO/iJ1tRSfyWO/EXBmkC4kOj8gXvHlzxv/P3rsHabLe9X2fp+/d733us9dzzp6rdIAjcQjIXEJAwSSxQyiqnICdihNXRDDlkABVwSEpSIgqYCoh4CpjZArHUCGyXSmqcJEQohhsSUgKkiwdpCOd69535/5e+97P8+SPfmd2Zmcvs3t2d3Z2ns/W1vR0v5eemX67v/27fH+ObZEUFV9bERQSXlpuMcoqrg8z1scZz8w3+OazM7ftXNvNufkGeaXwj+E4jINiRNBDRgixBHz8ptUrwABoA9n062DX9u1t7N4matn/W8DPaq0HALsiP79HnSJ7IpHTAMeJbohvW7y+MiLOKyqpiTwbdzqD58WlgMtVglQKjSYuJEWleGmpzeowJc4c0qJikBacEQ0WOyGnZyJcx2K5E+x0VGwXQUqlawGmNKd7tUFaXkk6oXvgAamPgnbgGsNGw7GglIqLmwla1yN/HvSImltxfZiSFHLPOeJ2+I5NVlQkecmfXdjizZUR7zvZ4dzUj6fhO3zxUp9qmGEhONWLCH2b2chnM85xbAvHEsw2vOlA59qzqBfV3Wa9yEcd8FZWTA0fDbfHiKCHjNZ6Bfjum9cLIX4S+F4hxD8BXgHe2LX5TeBlIYQNfBj47HT9fw98enfxsxCirbUeAd8OHNl5Znfj7GxEPymIPJt31mKk1MR5xdmZuptrM6mnL69P8p2oSCtwudJPdnw0Fjohw6xiZZCy3I2YiTy+67k5eo36jiqvJJO8whJwfqOes9PyHQZJiWtbrIwy4rxCa0iakhMPeHSIwWC4O8O0JC3qaoBhUrLQfrgX+bSQbIzrLtbVUc7Tc/svmye6AYFnEbo2q6MMqQV/dmGLoqpv0iaF4l9/vh5QemEjAS2YZJK5aZMGKN5ei1loB8w1Pb716Vn6SYnWdSmAEIJKKgI3I/JtWo+J0/+TgPlNHh6/Sd0d9reoa35yIcT3A7bW+g+EEP8A+CTQB35ECHEC+K+APxVC/CDwj7XWvw78cyFESh1R+uuH8YM8CgK3TlVprWkFDo5t8fRck5mmz1OzEW+vTQCB71r4jr1zYox8h7TMUVrhWHCyG9HwHHqRywfP9nYEUFZK3l6boDVYFigFo6xkdZQxziuW2wFLvs8kq/P68qC3YgaD4YHS9OsOSI2m+QjEgOdYuI6grPTOQNWbcWyLhVZdML0xybm0GZOWilIqmoFDJ3QYZSXjrEJP/53qRbxypsPGpGBtlJNLxaluyJmZiGZQzwXbzVNzTc7M1KOE7uRhdCe01vSTElsIOkcw7f8wMCLokJhGb/7STev+cNfy7wC/s2vzENhX8KG1fvVh7ePjiBC1s3RaSgSColIUsi5AVJp9lvEnuyGVVGgNg6SkG3p8//uXWJx2eJzfiHEsQTtw2G4KC1wLqWCSQydwmWnUTrCzTR9n6tsxf4B8vOHw2D2n63HEzBG7O1kpuTZI8Zx6YPNuj56Xlus5XY8iJW1bgucWWlRK3TH1JpVmktc1hs8uNulEDq5t877lNoFn0wldRmnFfDPg2fkmZ2ZrQaNUgWtbPDPXZKkdcLJ3+wjzQcTP2jhjkJTMNrx9dUMbk4KVYd0xdtaKTAodI4IMRxDLEjy/2GKQFKyMMi5tJjQDh6fnGjuPWR/nnN+Y0Is8Is9Bac0kqxgB725OOD0bcW2Q7kR2WoHDYtsnrxRLnQDXtijnFNcHGZYFvWnHxXbh8TApmRQ5c03vkdQkGAzHjY1JTpxL4lzSDvfWvD3qejzbEtjWnT/nFzdj4lziORbPLbZ2nOZ7kUcpFevjnE5Yzx7cFidS1VEhqRXPLjR3DBe3WRmkXO6nLHb8nSjQnVBK8+bKBN+xqKTeJ4I0NyLYR9AJ5KFgRJDhkaK15vowo6gUy93gvgVE4NostAI2JgVa18WS21RS8a8u9Xl3PWaSV3z7uVnOLTT57LsbrA4LBmnBq2dnaHgOmxRYVv16Td/ZMxbDtS3OzEb73ruoFJe2EgDyUu6bMm0w3AvbUSETEdpLw3Pox2X9+TwCNxql1EhVD2VeaDW5UEiuDzL6cYFlCZJckleSbugitaYbery7MSEvFa5dt8bvJislnz2/yeowZ7kb0A7cW9qH7ObqICXOK9bHkldOd/Ztn5/OYbSFML5BU4wIMjxSJnnF5nRUhj3KOT2zX2QcFMsSnJmNGKUls40bdzyWEKDhcj/BFnBlkLDUCbCFoB062AjQmk7k8oLXwhJwaSshziVzLe+OrbD169+oG3LNLDGD4aHQa3g0pvU/h+XdpbVmfZyjgYWWf8cIVDdyuNJP6IQupdRkZV28vRkXCDSWJZikEseySArJ1X5KVkpGacXpmQjH3vvalawbOvJKkRTyQHMLldac6IZIpThxi7SaEOK2XkfHFSOCDI8Uz7F2BETkvbe7u35cMMnrmT2720AtS7DYCXhpqcU4r+iEHhuTgjOz9UyxZxeaNKahdc+x6pNNXp+wRmnF8v4bqD04tsWzC02yQpkuDYPhIeIdsr/NVlywOsqBOiV2JwFRSr1THJ0WtZP95iQnzitCz6FUiheXW2xM6snwLtY0Eq7x3f1CL/QcXjndZWOSc3amcaD5hSe7IYFbEHq2SdMfEHMGNzxSfMfm+cUWUun35F9RT4hPgdot+dmFvSmphm/zDae60/Czx8XNhF7k8crpLg3P4a3VMYFrc6oX4tgWcy2PUVqx2D7YXZLvmJOMwfCksyc9bt1ZkM01fdJC4toWrcDBsgStwCWv9M6E+UppzsyENHyHOK94fWXEMKlo+oqrg3TPyBvbEry41KaU6sDnSse2WGzffayH4QZGBBkeOa5t8V78u9JCsjbOSMuK0HVu6Yb61GyDjUnBv7q0xRcvDnh2oYHv2Cx1Qi5uxmRlPbdnZhpyr6SmlIpSmmrBo8rj3hFmOHp0Qpen5+uC5FtFYiqpWBlleLbFQjuYDkStkUpzYTOmkopO6LAVawZJSaU0vmvz2tUhW3FBpTSTvCQtK9Ki9h/bHsh6kIJsw3vDFDQYjhxvr495c2UyDTkHnLpF7tuxLbJSkhYKpTWbcUEnrE9irV2psMC1kao+OWldh78NBoNhm6bv7BFAw6Tk0mY9C2x1nNOPS1ZHOeOsHrKqp21Xk7wiySVK151Y26k9z7EYpSWebaEUzDc8nplr0vCc256DjC/Zw8NEggxHjv6kZJJX2GVdBH2ln9KJ9o+NiDyLraQgLSUNzyarJO+sjUkKyZmZiPau0RfdyGWYlvQapmPCYDDcGq01l/tJ7RpfVmhV23HMNj1c22KQFFzpp/iOxZmZCKU1Wmtmmh4nXJu8UjR9h6ys2/6bgcMzcw0C16aQikleMXvT/L/VUcbaKKfh2/s6UUdZycowo+k7xsH+PjEiyHDkODsX4bkWTd/h+jCjlJphWvL+E+093Rulgm99epZrg4R2UE+BvtJPcG27NhNr+viuxdOzDU7PRJw+xJ/JYDA8/ggh8ByLvFQUpUIIQSOw6UYuwXRkhtaQlXWazBICyxL4jj0tA6ijQbXhY3vPaz81d2sfoGFaR5iuDzImWUUncjkzEyGEqJ2mS0VeFswaz7L7woggw5HjzEzEbNMncCwubSWUsi5GvLl9dSbyGKclke8gLOj4LpsTm0rVdUVSaZK8nhfWCpzHaiCq4WA8qXVAxlH68WIrLpBKM9f0ODffJCkqBHB+IyFyb6TLZhoecV7VQ1anGSw19TG73063hZbP6ihHWLUIG6UVeVUXS7cDh7SQhN5+nyHDwTAiyHDkEELsnHTOzjaY5BWNW7Tbh57NTNPbKXY+2YvoNTySoqLSmgvrCe3Q4fxGXNvWzzfMxGWDwbCHYVpyddqJqqnb4LfrCp9daCK13jkfjbIKqUAIWOoEMMzwHXvfOJ97oRt5dCOPrdjn2iCl4d9oBlloB8w0PGxLkBSS1VGdGlswHWIHxoggw5HGtu7sfGrtiu5YFix3Q5TSfPXaiBPdkGFaYgmBVPVU+luJoPVxzsYkpxu5dzVSNBgMTxa77XsscbOXz97zxTCpU1ejtOLMjMXZ2buPujgoMw1vp2vsZt5Zj7mwEdONXOJc0olckxo7IEYEGZ5o5po+jiV2PDugNlMMPYu0UCx1al8gcQcb+Y1JTiU1G+OCpXZg0mYGwzGiFbicnYtQSt91bMVC22djktOLvEd2nhhndWu9bQnGWUmr697V08hwAyOCDE88tzpxPTPXpJAK39lfS7T/+S4b44LOrm4yg8FwfDjotPW5pv/Ix1I0fAfHFsy3fJY7Ad3IO9C0eUONEUGHhBCiBfwuMAP8htb6t2/a/leBHwe2gB/RWo+EEG8A16cP+Zta69eFEN8DfBTIgP9Qa33lkf0QjzmTvKIfF3QjdycKtI1lCYIDmpAtd0ITATIcGqZI+t7QWrM2zpFKs9gODm3u2KPCcyxeWm6jtTbnqPvAiKDD4z8F/nfgHwN/LIT4uNa6ABBCuMB/BnwX8EPAjwK/DKxrrb/7ptf5b4HvA94H/G1q4fREU1SKvJL7hM3NXN5KqKbt8y+fvMtAsLtgTi6HjxEDhoMwSivWpvO+LCHqAuVHxCSvcCxxKA0W5hx1f5jE4eHxIeATWmsJfBl4Yde254E/11pXwCeAb5uunxFC/EshxG8IIQIhRASkWuux1vpz1EJoH0KIjwghPi+E+Pz6+vrD+4keAaVUvLU25sJGwvVhesfHbU5yNiYZnm1ODgbDccF1bnzeH+UA1vVxzvn1mLfXJjsT5O+VOK+4uBnTN871jwwjgg6PLjCaLg+B3gG2fYfW+ruAi8BHputHu553y9sPrfXHtNavaq1fnZ+ff0C7fzhIpVH1LMKdoYS3Yn2c0/RdQtdhtvVoc/QGg+HwiDyH5xabPD3fuG031cOgkPX5SE99ge6Hq4OUUVpxpZ+aURmPCJMOe8gIIZaAj9+0egUYAG3qWp729Ptttrexe5vWemu67veA/xL4zV2PA7i/T94RInBtlrsBaSFZuMPE98C1sS1BM3BoeOYwNzz+PKnGj4fBYaSjFlo+Wms827prqv52BI5NXip81+IJL2V6bDBXh4eM1noF+O6b1wshfhL4XiHEPwFeAd7YtflN4GUhhA18GPisEMIDhNY6B74deEdrnQghQiFEkzoV9vrD/WkeDw7SfVEpRSElsw3fGCAaDIaHjmtbnOrVrfTvrE8oKsXpmeiW0+dvx+mZkNnCI3BtU+PziDAi6PD4TerusL8FfExrnQshvh+wtdZ/IIT4B8AngT7wI9Spr/9LCDGZrvtr09f5KPD/UEeU/qNH/DM8tmyMCzzbZpxVpmviCcRETQyPK3FRT48H6MfFPYkgIcR7cpc23Dvmt31IaK1HwF+6ad0f7lr+HeB3dm0eAh+8xet8grp42rCLmYbH+rh2eTYC6GhhusAMR5nIcwhci7xSdKL7S4sZHh1GBBmeSJY6wb7WWKk046wk8pxH2jViuH9MxMdw1LAtwXOLLYZpiWMKex57jAgyHBsubsbEucSxBS8utUyEyGAwPBTWxzkrwwyAcwuNeqq84bHE/GUMR4pRVlJWit59WMNX05ZTqTRa15OeDYajikkbPhyKSjFMS1qBc99NFZVSu5ZNq/vjjBFBhiNDWkgubiRA7clxrxPdz8xEbMYF7cAxs3UeM0zay/C4cHEzJisV62PB+0607/6EW7DQqlPxrm0deO6Y4XAwIshwZNC8tzuqwLU52b034WQwHAVuJSJvFx0yEaSHj22Je75JMxwORgQZjgyR53BmNqKoFLOP0AnWcHAOcoHdfoy5AD9cDhJdM4JoP2dmI4ZpaSI4xwQjggxHik5oTkxHhbtdhE0K7N55FL+zexVG9/L42+3/4yTAfMdmoWUMVo8LQmtTtHWcmJub00899dRh74bhCeLChQuYY8rwoDDHk+FB84UvfEFrrW/pi2IiQceMp556is9//vOHvRuGJ4hXX33VHFOGB4Y5ngwPGiHEF2+3zTjGGQw3UUnFyjBjkBSHvSsGwxPN9mdtmJSHvSuGY4oRQYeIEOJXhBCfFEL86k3rXxZCfEoI8WkhxDdO131cCPEnQojPCCG+NF3380KIL0/X/+Rh/AxPIteHGevjnMtbKVkpD3t3DIYnlu3P2qWtxHzWDIeCSYcdEkKIDwINrfV3CiF+XQjxLVrrP5tu/gXghwEF/D3gB7TW/8H0eT8IfPOul/qp6fwwwwNi20NICGOoaDA8THZ/1izzYTMcAkYEHR4f4sbg008A3wZsi6AZrfVlACFE56bn/SDwv+z6/peEEH3gp7XWX3qI+3tsONEJaHg2vlP/NxgMD4cTnYDItQlc28zzMxwK5qg7PLrAaLo8BHq7tlm3WhZCOMA3aK23i7x+TWv9zcCPAX/3dm8khPiIEOLzQojPr6+vP5Cdf5IRQtCNPELPCCCD4WEihKDXMJ81w+FhIkGHxwDY9mRvT7/fRt1m+d8A/mT7G6311vTrW3caBqq1/hjwMYBXX33VeCIYDAbDE4Axu3zvmEjQ4fEZ4Hunyx8GPrtr25YQ4pQQ4gR1lGibHwR+b/sbIUR7+nUOI2gNBoPBYLgnjAg6JKYprUwI8UnqaM8lIcTPTjf/HPBx4J9OlxF1qOdDwKd2vcwvCyE+Dfwz4Gce1b4bDAaDwfAkYKIHh4jW+iduWvXR6frXgO+46bEa+MBN6370oe6gwWAwGAxPMCYSZDAYDAaD4VhiRJDBYDAYDIZjiRFBBoPBYDAYjiVGBBkMBoPBYDiWGBFkMBgMBoPhWGJEkMFgMBgMhmOJEUEGg8FgMBiOJUYEGQwGg8FgOJYYEWQwGAwGg+FYYkSQwWAwGAyGY4kRQQaDwWAwGI4lRgQZDAaDwWA4lhgRZDAYDAaD4VhiRJDBYDAYDIZjiRFBh4wQ4leEEJ8UQvzqTetfFkJ8SgjxaSHEN07X/a9CiM8JIf5ECPEj03UnhBD/XAjxp0KIDx/Gz2AwGAwGw1HEiKBDRAjxQaChtf5OwBNCfMuuzb8A/DDwV6bL2/xVrfV3a61/d/r9zwD/DfB9068Gg8FgMBgOgBFBh8uHgE9Mlz8BfNuubTNa68ta66tAZ7pOA78thPhnQoiz03XfCHxGaz0BxkKI1qPYcYPBYDAYjjpGBB0uXWA0XR4CvV3brFss/5TW+i8AvwT8T9N1ttZa3+Y1ABBCfEQI8XkhxOfX19cf2M4bDAaDwXCUMSLocBkA7elye/r9NurmZa311vTrp4Cl6Ta563E3vwbTx39Ma/2q1vrV+fn5B7Trjx/9uODd9QnDtDzwc27oxzuzOclZHWVIdbDHG54Mtv/u6h7/7rc6rrJScmEj5vowfVC7ZzAY3iNGBB0unwG+d7r8YeCzu7ZtCSFOCSFOUEd4EEK0p19f4IbYeU0I8SEhRAOURUihAAAgAElEQVRoa61HHFOuDlLiXHK1f7CLzMow4ytXR1zeSu74uHFWcm2QsTbKWRtnD2JXDUeA0Z6/e37g510bpHzl6ogr/b3H1dooZ5xVbIwL4rx60LtrMBjuA+ewd+A4o7X+ohAiE0J8EvgycEkI8bNa648CPwd8HBDAj0+f8r8JIXrUtUE/Nl33d4DfBsLpc44tgWuTFpLIsw/0+K24AGCQlJzqaYQQe7ZrXa+zrRvrdy8bnmxscX9/973H1Y31oWczTEtsS+A55v7TYHgcMCLokNFa/8RNqz46Xf8a8B03PfYv3+L5V4DveWg7eIR4Zq5BXikC92AXmPmWz/o4p9dw9wmga4OUzUlBN3I5PRPxzHyDSmo6kfswdt3wGNLwHZ6ebyDv8e++0PLZmBTMNLw96+dbPq3AwbEEjn30RVBWSs5vxGgNT881CA9482EwPE4YEWR4YrAscU8n4vmWz3zLv+W2fnLjbv70TH1BNBw/mvfxd19oByy0g1tuC9wnRyhM8opK1rVP46w0IshwJDn6tyMGw0NgvuljW2JHJN1rYazB8CDRWh+4iP9R0Q5cAtfCdy3aoYmQHjZP/cwf8NTP/MFh78aRw9zeGo4sWuudgtWFlr8vpfVe2H03vzbKWB3lNAOHp+caD+w9DIaDkJWSd9djNJqn5xpE3v2ftjcmOUWlWGj57zkl5zkWzy0aWzLD0caIIMORZSsuWBvVIsi2BHPNW6e2bubaIGWcVSy2fbqRd8fHZqXk7bUJriMgg0qqW148ikoxSAqagfOeLlKGo4fWmktbCXmlONkNd1KnSmk2JjmubdFr3Pk4281WXKC1ZnZ6PMd5tWPNMM6q+z6+xlnJ9cGN7sYT3fC+XsdgeJIwZ2vDkWW3GHGtg93VllKxOanrfdbG+T4RlJUSIcB36vqGy1sJWsPqMOcbTwVc7qdIpTjVi/bUd1zaSkgLyfok56WlNpbpIjs2TPKKUVq3vG9Oih0RtDrO2BjXx5rrWHesLyql4tJWwmjqceVYFnmlmGl4tEOXflKitabzHtJOrm0hBGgNjm2OT4MBjAgyHGE6ocsz8w00By9gdSxBw7eJc7nvgjLKSi5uJAhRd7s0fAchBO3QpdfwaPoOV6d30ltxsXMnnVeyvrIYjiWha+M5FqVUtMMbx6G1Kz0rlbptFBHqQvwkl6SFpFIaz7EYrpdsxQVnZyOeXWi+5/0MXJtz801KpWgHpobHYAAjggxHnIN0bVVSUSlN4NoIIXhmvolUGkEd6ZFKc6IbkhVyWnwqyEpJw3c4OxsxSkuaQf0+tiVQWtOafn95K2GQlHiOYKkT0PQdEwU6Zji2xfOLTZS+4SektablOzhdgVSay1u1gecz83VNz7YH1TZN32FN5HQil5nIY5xV5JVCa8hKRevWzWZ3JM4rVkYZLd/ZqW8LPZsQ08VlMGxjRJDhiaaSirfWJlRSs9j2WWgHlFLx7npMP84RQhB5DqujjElesTbOOdkL6E3TZK5t7dRmALy41EJz42I3mTr/FpVmrund0nDx2jCjkooT3RD3PopRi0ohlTYtyI8xQgh2Z5gub6UM05LQqzuntgOFcS7Zigv6cUk3crAsi0oqljsh71uuJ+isjjOSUlJUkvmWj3+fxorXhxlpIUlySSdyd1K8hqON6QB7sBgRZHiiKaXe8TJJinrMWpxXFJUCIegnBZHnIARToRTQ8Nw90Zztwtc4l5zshnuM8050QtYnOd1ov+EiwDAt2ZrWIHlOznLn3opRtwuztYaTvXCfAZ/h8SQuanGcFoqzMy5JXtea9SKXr6/UKdWrg4zGtMjZsXNOTtOrm5OCSio8p3ZAv5glzDa9AxcyXx2kDJMSTX3ce4514Jo5g+G4YUSQ4UhTSYXUeucuV2vNZlwwTAqkhrJSpKWkF7ksdeqUQNN3cGzBla0Ez6l9Tk50QkqpySvJTLMWGkWluDZIqaQiKSUCwWac7xFBnci9o5twnYKrS4bC+zDK206JQC2IDI+WolJcHaQ4luBkN7xlqlMpzZV+SqkUp3ohvmNzsheyMS28dx2bp3ZZK2w7Sp/sBgzTCq3BEvXraGB9nHF+PeHp+Yi5Zn3Mpgf426+NMoZpST8pCF0Hz7E4Ox/h2da+/R4mJZWqC68fpLWEwXDUMCLogAghfgL4h8AY+E3gA8DPaK3/6FB37BiTV3WURCk4PRPSjTxWRznXhykXNhJagUNeSc7MNNBo+kmxk4461Qt5c3WMVHBpM+H5xdY+D6CNSc7KKENrTeQ6WDZ3bam/mcC1eWGphZzWJN0r7cBhruVRSX1bd2vDw2MzzplkdVSn6Tu3bHUfZxXDaVdXLW5C2oFLO3BJioq1UUY38kgLiW2LPR5US1JxaSveGap6eiYiLiS9hsf6OGe+FdDwbJbuEkHMK8nq1C4irxShW0edbnXMjbOSS9OhwVJrFu6n4MhgeEIwIujg/Cda618VQvxFYB74j6lFkRFBh0RWKpSql+NC0o3q5XpAZT2k0rYEhZQkhaYfl2xOCtqhy9PzEYvtgGFScqIbMIgLro8yljvBjtAppeL6IMMS8KFzzduOQrgbrm1xv9MShBD3nEIzPDjqVGmdzrxdTVbgWVhWHe1r7vLwUUpzfiNGKbiwGRO69bZzCzcMD13bopoGedJC1V2LgcP6uNgpwm/4zr73Lqr6wN8exOpaFp5jUVSK5xZaO1HPu/IImxqzUrIyzAg9m8X7/CwZDA8aI4IOznbM+N8G/qHW+svCxJEPlXbg0I1cKlUXJQNTJ1zBmV5E4Nk4lqCoFO9uxEyyitVxRl4plFKc7EUstjzmWyH/559f40o/pddw+SuvnmaS151iZ2cjLPFkDLw03Dud0CVcbGGJugusqCTnNxIi1+bUTIgQAt+xeXGpjdKaJK8v9LNNb88U+t1TV7aND6XSXOkn5JXEsy1cW3C1n9KJPGYadVQzyeW+CfaTvOLCRgzcsHKwLMGzC01Kqe4acWwFLmdmop102KNidZQxzirGWUXLmIoaHhPMUXhwviCE+CPgaeBvCyFagHovLyiE+BXgVeCLu6fJCyFeBv4+tfD6Ma31a0KI3wBepr53+5vTdT8P/CDQB35fa/0/v5f9OWoIITg9E+1ZZ+1yjh6mJZeGGaVULHd8iobH2jhFABtxzjiv2IwLzvRCXr8+Ipt6tLx+fcwoK4mzinMLzbp4dTq76V507yApkEqbuosjjrerO+tLlwZcHWQEnkUrdOhGHv04p58UbIxzVkY5S52Qy/2Yp+eazDV9vnZ1RFZJHAuenmvSmnr0jNKSUVohEDvdW0mRIhBUSiO1Zn2S8/LJ9p79SYpqp04sKeSOTYRtCWzrYCHHO9WxPSxC12aUVnWk1txUGB4TjAg6OH8DeAV4V2udCCFmqVNi94UQ4oNAQ2v9nUKIXxdCfIvW+s+mm38B+GFqkfX3gB8AflFrfV4I8Rzwi8APTR/7U1rrT9zvfjyJVFLx9etj3t2Y8O5GzFzTZ2Hg0QldslIxyUraocu76zFJXtHwHJqezSApKKVCSsUoqetAhklOUkjOb8TMNFxmGj5SaZa7wU4xdinVvtb3YVLueMNoOPBID8PjzXZAp6jqiMvGJOerV4e8sz7h2iBFCBjEBXMtn5V+xiAruT5MGWUVLyy26EUeo7Qk8h3+/MqQa4OUl5bbhK5Ny3dQ3Rvz6oZJgWVZrIwynt1lbjjb8MkKhRDcMpJTScW1qannyV64L5J0WCy0A1qBi2ubyOqjYnc7/YVf/HcOcU8eX4wIOiBaayWEWAXeJ4R4EL+3DwHb4uUTwLcB2yJoRmt9GUAI0Zm+//npthLY3SryS0KIPvDTWusvPYD9OvJsJQWDtI7klFKRlRWbE8HGpOCdtQm+YxH5LlIrepHLKK1F0bOuQzd0CT2Lp2Yj1sYZX1+ZsDrKaHouJ2d8hmlFL/JwxjmnehEXN2NGaUU3cvdFpW4mziuuD1MC1+ZU786PNTyevLjcphO6zDQ8AtdmlJWMspJxXjLO6mPDc+pIzqV+QlJIxkmF41iMspLPnd+kE3qgoZCawLPZmGRsxBlN3+UDZ3pkZcVbqxPeXJ1wZiYiLRRKaS73E0qpOT0Tcmb29sfPVlLsFGpHvv1YCXDjdWV43DAi6IAIIX4J+PeB17khQjTwL+/zJbvAO9PlIfD+Xdus2ywD/I/Ar02Xf01r/fPT6NBvAd95m33/CPARgDNnztzn7t4fahrWvx+TwFuRFBWlvPMMpchz6IQOejaiGznEueJEL2B1lBMXFaEXkBYVLd/h/EbMfMtnrukTFzlZpVgbF3zrM7NcHSS8tTqun9+FSgW4U0e87XqGcVahqdvyd4ugTuRymhCl6y4dqGeVpYUiLRSzDWkuCI8pRaVwbXHLFGbLd9CdYOdvN05KLmzGaAnn5hqcnm3wzHyTYVry9vqYhmez2PLwLItW6IKAflKy0PRYm2QMk5KG7yKVZrGtGSYlX77S5+31CUmuaAUuUim+fGWwI7I2J8UdPYMiz0HpjEqpHVuGrJTklaIdOCY1azDswoigg/PvAS9orfMH9HoDYDvZ355+v4261bIQ4r8AXtdafwpAa701/frWnU5sWuuPAR8DePXVVx9ZP4hUmrfXJhSVYrkbvOc70rSQvLNWF4QudvzbtvY2fYcXltpM8pJPvrmBbVskhaQbuTwz2ySrJAJ4e23C2+sTsrIWVr3IZZAUbE0c/ugr1/nCxQHX+gmB5/Di8gJnZiJePtFGwU7x6XzT57UrA8Kp6/Turpeb2+lbgcMkq/Aca0+dieHxYXsMSjNweHqusW+g7qWthHFW17U8t9Dk7fUJWgkkmhO9kJeW28w1fS5vTWj5LnFRcW1QUihN5FkstHxmIp9Sa15YbHO1n9AIHS5tpri2oBs5OJZFw7MRLTg1E1JpTVFKLmzGNHx7Z4TLVlxHfOaa3k6dEdS1N0KAQDDJK1zb2jHcnGnUjQRZqTjZCw88c89geFIxZ+KD8y7wIKsJPwN873T5w8Bnd23bEkKcEkKcoI4SIYT4PuAvAP/D9oOEEO3p1zkeQ0GbV3KnlXfba+W9UKkb2nDbBfp2eI5Fw7sxx6sTeSy0Ajy3FkSrw4zXrgzZGOdc2kxBa9JSYVv19riQbE4K4kqz1A54aanJS8ttPNfe033TbbgsdUI6ocv4Lj/jXNPnxeUWzy82H5s6DcNeRlmdRorzikFS8NbqhLdWJyRTB+hq2tmlppXJy52Qpa5P5Nqc6EYordmY5GxMSlaGGavDnLis2Jrk+LZNL/LpNjy0hqv9FKk1QgtmIw+tNX/41RU8y+JEN+CHPnCKbz47w2LLZ31cMBt5RJ5NO3BRSnO1nzLJqp36n21KqRAIXNsiziuU1juF1OOsnnhfVIrNyYO6nzMYji6P3YXzMSYBviSE+H+BnbOH1vo/v58X01p/UQiRCSE+CXwZuCSE+Fmt9UeBnwM+Tt0d9uPTp/xdYAT8sRDiDa31jwK/PO0ks4Cfud8f7GEReQ69hktWygdi9NcKXJa79eyvOxm8ZaXEEgKpNc8tNBHAU/MNKqnZSgoc22JrkiOoO2pyqWgGDsO05IXFNie6EWvjlOWOz/OLDc7MNXl+qU0pNeOsJHDtnfSe79jMtTzivGKxffef8UGlBQ0PBqX0Hjfl5U7I5iSn1/DIylp0aw15qYg8mG14jOySXsPDdSyeW2yx2A64PkxRGjSajUndFejaFt/yVJtRXuHbFjMNj+VOyNooY5yWdCOXQlqoeoILa1NR0vRcnp5rMTv9zJzqRWzFBZPtcS/Ujw9ci6xU+5zIA9dmse0TF5KldkDg1g7WaSmZiTwu9xOKykySNxjAiKB74fen/x8Yu9vip3x0uv414DtueuwLt3j+jz7I/XkYPMgCYK01SmssIXZMm7TWTPIK37HxHIvNSc61QYYQ9R1xUSlKqXh2sYVracpKoZTk+YUmVwZt1kY5oWexMS5Ym+TMNeohq55t8fKpDp3A5f0nOyR5xe/+2SXevD7mmfkmf/mbTnBqWgN0EDPDlWE9oHW5E+y0ND8IpNIIMJPrD4DWmlFa4bsWrm3xznqdqj3VC+uuwbxiqRPw3GILqLustuKc9XFOK7AppWJ1lGNZ0A5c+nFBN3JJCsHFzZhLWwmL7YBJXrfDn+iFnJ5pkJaSN1dGtEMX1xFc7qeA5vx6wWyzdgOfnRZadxseTa8W1tupKiEEs826KF+q2ieo6Ts8M98kr+QeERTnFRc2YxzL4pn5xo7o3t1F9vxia5/4MxiOK0YEHQAhhA38m1rrv3bY+3KcGaYlq8P6blkIWGgFXBtmbE3q1vaXlltkVX0xq5RCSc07GzF5VUeGFtseb6yOibOKYVrxypkuX7wwoKwUb6yN0Ro+d75P4DuUUuHbNu3Q4/oo4+srI964PubaIENpOL8R74igbZKi2nGk3l24nZWSS5sJ46wkKSq+8VT3gfw+RlnJpc0ESwjOLTTMlPC7cHWQ0o9LhKjHpuTTSM/aOCcv6xl0Fzdj3rfcppBqp8NqpuEzzuROKiwtJG+tjQldh3yaVro+zHljdcIXLw5wp2adjmvx0lKLr13t88Zawteuj3jtss87GxOU0rz/ZIu1ica1bXoNwdnZkF7DRWuxr/Xdsy160xqzbbNF2xL7DAeHaYlSUChFnFe3HfNiBJDBUGNE0AHQWkshxLwQwtNaF4e9P8eV3XU0znQqdlEpBmnBxrhACDjZrdMZWSlZbvtY1LnCf/qFy8w3fa70E1bHOWr33XfkEZd1ASkasrKiqjTCrYdZzrcDtK7fv+FbnOwFLHf3p+Ou9FPysr54tpbbOxcaz7bYjHOyUuE+wILoSVab5kmtSQtpRNBd2K4j05odQdr0HZbbAVcHKRfXY5qew5UgJS0leakY5yWTrEII+KbTHZIix7EEl7ZSLCFoBQ4neyG+a+FZsFaUOBZc3FKcW2zz5csDvnp9wvmNCQDjtGBjUtJwbYoCZiKHUVYxTAsWKp/VYYHnWFRK78yyU0pTKY1twWI7uGNnZC/yGGUljmWZoudjym5vIMPdMZ+Sg3MB+LQQ4veBeHvlcXNpPkxagcvT8w2U1jv1DCe6QS1UWj6OZSFEPVNsdZTx1tqYyLP407c2ifOSS65Dw7dIioqilGg0r5zp0g09Xjndpp8WNHwP24IvrgyYb/nYluDcQot+XPDdLyywPsl4camNheD6MGWxFewRO3lZGyfubtazLMGz801Gebmni+e9MtPwSIoK27Ie6Os+qZzohqxPctCarbgk8hzagUszcHhmrkFSSEpZR3aiqYCQsnb89h2bT76xwfqkQAjNiW7IJK9YGyf0Y5sPnO7gWYJCbjLKSjS14eEoKYh8i07oUSlJJ/LIFTQ9m3FeIsaCE52AXsPjRCegn5b049p3aKbh0fBszm/GTNIKyxJYQpBXcprG3e8BFHr1CA+DwXAwjAg6ONem/y2gdcj7cmwJpkNRt/Edm2863WVlmBHnkmv9jKuDmK24YHOSk5aSi5sxhVRYwmKp5xNnBWlRzwYbJgWL7ZC4VHi2xaWtmElacn5jQl5JFloecV5wohNQTLvTikrz2tUhJ7oBjmXtFH2fmYmYFBWRa+/zYnlmockkr2g8QG+gwLV5duH4HYpKaYZpSejZd52TtRvPsTjZDckrST8piYu6A2ycV9OhphZ/fmXCyV5AK3RYGaXYwPokQynNa1dG9OOcRuDUbfJC8Mm31tFa0wocltoB5+YbvH5tRFZK+qpgue0zjGvhdLoX0Ys8PnRulnc3Ehq+Uw8B1qIuZu6EtAKXt1bXaPo2b66MiHyHQVJycSMm9ByEqGfmjTNZt/L7zoF/B0lRsTEuaAUOvUc4M8xgeJwxIuiAaK3/u8PehycRqTSW4EAGbttFz75rcW7+Rpt5Kevi6JVBRlJIbMsi8lycluBSP6YVegzTOs3QnxRU0/RCKTVvro65PsjQ1Km1vJJsTEp6oYNnC750ecDr18ec6kS8eKJJM7AZpwVvr49ZGW77AtUiyLLEbTtubEvQCeti2kFa3+XfKa1xK4pKkZaSlu8c65qOq4OUQVLX9ryw1LrnjjvfsXluscnlrYS0UEilGacVW3GJY1tsxgWjrAIN63FBLiXjtGRjkjNOSxY7tefV168PeXt1wjgviXyb090Gix2PSmmSQoKo+Oq1IaVURL5L07WxhODqVspTsxHDrGShFbHcCTgzG2FbgmFW4jkWFzcT5ls+liU41Q0JPJuTvQCBADFtr0dxZjY8sAi6NkhJi2m6NnDM6AqDASOCDowQ4o+5MTpoB6319xzC7jwRbMUFV/vpPlGjVN0FdvNJejT14clLxSQvaQcuQgjWxzml1MRFhe9YLLVDLAu0Upzo+jTdEW9txAyTkkJKCjl9DyDNJQILpRVXt1IKpbAtge9YFJVibZQTuDZZKZlt+TQDzalewHC6L9stywfl6iBF67q49l5EkFKad9YnVFLTDh3Ozjbu6X2fJLY9erS+sXwQhmnJICmYa/g0AodTvYjPX9hikklaoU07dMhKyZV+wlzTYzMuSQpJP8m5spWyFWcsdUJOdUOSouKdtQmTvCDJ6w6trCiRymNjkjNMKypZMMokGoHSJVeHKZ5rsTLO8X2Hf+sblphvBuSloh3Wp+LIczjZDdFas9QJUKp2H/+2Z2YYZXUNUytw6TVzXMtilFa0g3omXuBad7yZ8GybFIXr1Gk1g8FgRNC98NO7lgPqAabv3QHwGDOadt/kpSIr62nYpVS8vTZBqjp9sHva9XzLr2eBFZKLmwm+Y/PsQpOmXzsxP7vQ5GQvoh04fO3aiM+e3+TCRkYiJY6A0BEoLdAKHM9BUBswnt8c77iGCgGWBqkVVwcpnchhuRPQ9gOSsmK+7XOqF/G1ayM04p6jOYFrE+cVw7jgzdUxp3rhvg6fW6G03ukKKuW9Ca8njRPdEM/JiVznwMXgSmm+fn3E9WGG5wi+58VFAtemE3pEnuILFwd0gjrdFHkOb6yM6ScFp3oR47zg4laMlhqrA5f6Ke+uj5nkJUrXfj2VklTAKM0pygrX0mxOFPWUFU0vdDk716CfFAwzyXLXZ2WQM8lkbYA4FUEzjdoQ8dxCg0FSEjgW14c5I13x4nIL37GppKIberUpooBPvrWOY1ksd8OdYupbcXompJe7hK6NZQkqqVgb57i29UB8vAyGo4gRQQdEa/2Fm1Z9WgjxLw5lZ54Q5lo+hazN3qJprUxayp0unlFW7hFBTd/h+cUW5zdiJlm1k76ab/l0IxfHquc95aXk8lbCn769weWthDgvGaQlWgukVkSOQGkLW2qGea1jLQG+Y+EIC1toxmlBpQVSaRZaIYHvsDEq+Nee6vG5C1tcG2Y8NdtgM84ZpCVFpTg7G921QPmZuQYbkxwhavG3OSmIZu7+MXRsi9MzEeOsfKwGYh4Grm3d0ZtJa70vIiIEFFLVXX6idgUP3NqP56tXhlxYj3EsAUIz2/RZnxQUUvHVa0MsIWh4Do4tWBmmfPX6iNVxTpZXuDb4rk0yrju8Wr6H71isDDMqDY4FS+2Qf/eVE3i2xdvrMcOs5NJmynIn5rmFFht5bWLYmgrqwLVJilr0XtxMuLSVAnXR8/OLLRzb4oWlFlprvnZ9zFZcojV7Piu3Qgix5/hcHedsTYqd1zbdZIbjiDnqD4gQYmbXtxbwzcDSIe3OE8G2qNmzznOI84p+WjDT6NzyeYFjsVlJFtvBThRluy5kewDl/3dhk0leUklFXCqqSqO1JteQVRoXSSuoW+KlBs+z6IQOUtUXy0rV0ZdKapJccnUzZaHj8y/eWEfYcGUrZZJJXFswSCpmmx7t0LmrCLKs2gNmKynq1NY9dHV1bvIfMuxFKs276xPySnF6JtrzuxJC8IEzXd5Zi2kFDp3Q5fowZZxVnOyFvLE2ph8XzDZ9bAGhB+tbBZFrc6oXUipFWSmyQjOIc7KiIpOQSZBKUlRgVVDkOYEPpapz51KDFoKVYc6rT8/wtZUxVaVoRg7L3YCvXR/y+vUxzy+0+IEPnNyZC7Zdv9NPC8pKkpQKfVPqTwhB5Nk788BOde/NmHR7GLAQ1ALQYDiGGBF0cL5AfV4T1Gmw88DfONQ9egKRWtPwHRq+w9V+ihCChZa/Ux80zsqdGiBEfVHYinO+fHlIw7eZb3qsjXIu9zMEAtsCG/AdiMsb71MChYKGB1VVCyulBVkhqXTtyeJbNu3QZakdoIBJVhK6DnFeMtvwOTkTsDkpKKTm+jDl7GzEV9Ihs816PMJ2+koqzeoow3csFtpBfSe/2EJrY1r3IElLuTPqYpiU+wRj03f5ptO1UWUpFRvjqeWX0PiOYJQWJHnJpBGQZIq27zJMS95aGaMFbIxzSg2hYzOiQlCfENJqWiyoodRgl2BbdRTIcWwcS5CUkvVxzqleSNrw6Xgu66OCK4OUStb1Xpe2Yt53ohb+vmOTFoqT3ZCm75KXklLW0aHd3ZGhaxG6Dq3QoRXc2+l8oVWP1HAt65667AyGJwkjgg7OS1rrPZMKhRDHOy/xEHBti3ZYT2TPZZ0u0tQmiNtsxgWDpKRS9QyxN1fHDJKSQVLSDh1GWUkvclkZxGRVXTfhOg6+rqh2CaGWb5MUkEtFlVco6uhP4Fs42Di2xULTx7JhvuGTlhKJ4pmFJufmG/iuTVZINuP6/bYvhJuTgqbvcHEzmU4gt0iL+uK8LfCEEJja1PtDqjqqd3PhfOTWE9azUjLTvHMLuGMJIt8mySVvr4351Jub2HY9+ysuFBuTgsizycqSYVoxzkriQhK6DpZl0Qtd1iclUtciu6S+O7IB13No2DDX8PDcepJ8y3fohB5PzzVYHxe8szHh4kZMUSocWzDf8qedhjWneuHUn6juFHtnfcLlfsLTc409Y1cm07ReWWkKqQisexMzZk160AgAACAASURBVH6Y4bhjRNDB+VPggzet+8wt1hneI2dnGyy2A95em6D1jbB9XkkansNCy8e1Be3QJS8kkWtTyIq81IxTyWzDQ1CbJqLBEgItNA7s3L0DbCUlWoGcrgeNbVu4oo7YzDd83n+qzXwr4PJWQsO1SaXGdy1mIp8Xl9tUSpMWFa3AZXWcsTmp50HFuUTruoNJqnp+medYZoDqe0AqzfokY2WQ49iCM7PRnou4ZYmdwuBK1r/z2/2+hRCc6oX0xxm/9an1qaO3xHcshk7JYstnbVzQT/K6o7CSqApiWdIMHALXYbljUUhJnFfooq4ra4U2p7rhTlpLIHAsgWVBKSukdgnc+nvLEjy32OCDZ2awLWtH3IyyEs+2iDwbpaHbcAkHtSfSVlzsEUGL7YCVYUrkHdwv6CBc6SeM0noo8Owxr0EzPNkYEXQXhBBLwEkgFEJ8AHZmd7aBBzcd1LCH2giwSSlVLTBGGWujHN+1eHahyeo45931Mf/3V1bIioqn5iKavsvXro9YGWV0QhffsRgXdejHc2ziXGKjd1r6KlnXQ9h1PSx5KbGEQou62+wbTrR5dqHNpc2YzThnlFY0fZfVYc6FIOHcYnM6uLWOOix3wp2C3bySxEVtqFf7ElV0PRfvAY7NeFI4qPnh5a2Ea4OU9XHO2dkGk6y6ZSQjKyXvrNcC+mahtM328fS5dzeQGiLPplKqng9WKvpJhefU7szDpKDS4FkWrmNRKcCu633SStU1ZQ54jmC+FVAqzVZS8txii0FS0PE8BIJhWmFZOf244BuWOyigG7q8tR7Ti1wmRcVMw2NjXCCVQgiBbQmWOgFzLR+p9teQNX3ngRtmVlLRn+aONyaFEUGPAWYUxsPDiKC78xeBvw6cAnaPyBgB//Vh7NCTRFGpOgV1i4tf4NYXRak0r18bsTLIEJYmcCwi3+bt1QlfvjxgMy64Mkg4N99knEvmmi6TSuE6NudmG6yOcrSonZ53N5dL6g+Ab4NjCyw0UgiqSjEuKs5vpbywXNTu0+OKvKoHUo7SEpTmnbUJ863glu3FvmNzbr6J1pqvXB0RurU7sNYapffOQTvuHNT8cLteLC4qIt9m9jYpr7SQTM29SXJJO3BZG2UMpyaVWaW4vJWglWJzUiIrSejZoDTXxwW+a/H+2YiLmzHDuGBS1Xc+JQpfK0olaQVubVWgazFdj52z2JoUNIJagGdFxYlOwGwz4NRMSFJIKqkAQSt06UYunm1zaSvmK1eHCOCV0z0c2yItFUJoKlnXq7241Hrgx01R1Z5YN7+mY1u0pq7Yvbt0nBkMRx0jgu6C1vofAf9ICPFDWuv/40G/vhDiV4BXgS9qrX9i1/qXgb9Pff79Ma31awdd96D38WGRFrvu2GeifS2+cV6xOcmZ5LJuF96K8RyLt1YnzDRdRnnFJK+IfAuNoJg6R2ut6YQOL5/scHWQ0I4Ub1wfIzXc7LCjNQhLkFcayxI0fchLzXCS847WfKUT0A2d/5+9N4+SLL/qOz/37S/23DNr7+rqRVKjBbVAi5FlJBg04BmzjAEJD/I5SGLAMGOdw8xwMIPHgIc5jG2YwYCaxRj5CEk2oGEkNrelRkILIBapJaFuqburu6q6ltxif/v7zR+/yOzoqqyqrOrKjFx+n3PyZMR7EfFuvPhlvht3+V76acp01ccSmKl5nF0bMt8MuNSJmaq4OLZFZ5hxoR1R9W1OTFcQEdZHF3fLgtmanmKfF+qa7qXDSpwVPLUyIMlK5hv+DcUPj02FrA1STs9Vb9iF1wxdenFOofTcr7JUXO4mAHzpUpeq73JhPWKtn6BUycogoxOlNAKXpaZPCZxdGTDM8s0uL4VeO3kGZIokTzfq8inLDeHGgtmKR6vq4oz0gebqPvcsaCHQuu/QS3LiTEe+Ts9WSArFQiPgYjum6jv0kowz83UWmj5fudynE6WEnv4icCcVnjeESh1bODNfu8bxPDVb3VJqwGA4aBgnaPt8QkR+DTiilHqziLwYeI1S6tdu9wVF5KuBqlLq60Tkl0TkVUqpvxjt/kngu9H/e38R+G9vYdu+IMl13QzAMMtp8vwL29nVAefWIuKsQIDFZkBRljyzNuRiB+K04N6FOr4jOjWRFmR5SSrCJy6skOYlaalb3AuudYBAR4PyEhDBd2xcx6EstQZRnJd8ebnP6bkqp2drhK7NQiPAdSwutIecXR3w0mOtzW/SK4OEolR0o5wk15o0F9a1xkvdd/EdXcAKWijSOEGw0k+o+w5FqaM0nm2xNkg3x4yM4zv2DfWBNrAsXS8Eur4my0tCz6IX5QzTQs+Zi3Punq/RjlOW+wnDRBfWH5sOWeml5EoxSDJ03OZaqfgkHxVBO9rBFaDi27RqLidnQtqDjKRQnF+POTJVoerZrA70vLLFRkip4GInwbaE6arL0emAJNMO0ZFRE8Ag0REnESi3L4y9LQYjfay8UCT51rVTxgEyHAaME7R9/t3o58dG9x8H3g/cthMEvAZ4eHT7YeDVwIYTNK2UOgcgIs1b3LYvaIYu/WpOWbKlAKBj6X/Mnm1xYqbCYiPgsctdQHj0XJsoLTg9V2W26vGZp9f5/IU2ZalwbYs0Lzjf0e3HUkJ5g//naaZwLajULFRZYIsFYmnRRgWe7ehWZM/hzHyNxy73mKv59ONspBasuNKLyfKCs6sDSqVYaPg0K/oCppROt9V93cacFeW+FDxM85Jz60MsEY5PhXckMlH3XdpOxkIjYKERsNxPuNzRUZu75qq3LeCnlI62PH6pz6VuRFGWLPcT1gc5nWGKZUGUF5xshRxtBfztxYQkK3l2TdFNckDIMl3v4wAVFzpjnYWb0aFC33ccqHo2tcCl0GVFen04Np1hxsX1mFrosFDzOdL0qXgOeak4txaRFSUvWmwwU/OfF+E6NhVqMU3fvuO1ZHMjoVLfse7oUF/D3mW8rujsz3zzBC3ZWxgnaPvMKqU+ICI/CqCUykWkeIGv2QKeGN3uAC8Z22dtcXu7256HiLwDeAfAiRMnbtfWO47u0Ll+bfnpuSrTVZd2lNGNtOrzy49N8ZUrWrelGer2Y9cW+nFOlBX0Il3AEac67ZAr/S3duYETlKNTGnlWgiUUqqAZOEzVPaaqLqFn6Qnh81U+f76rh7g6FvWKw/m1IZ89195MiWRFgWPbPLM25JX1Kc7M1zi/NiTLddHtqRuMNbgeZal4thNRlrDUCrb81p7mJU+u6HEjd81WtzWK41ZZH+o5WaDncN2JgtlmxaXq17FEtGbSWMTjanHAW+GJ5QHrw4QnVwaI6OG768OUbpTx1MqAwLE5vzbk2HSVIw2Pz50viFNIskwLaKLY+OPe0AK6mgJwR/uV0jVsFcemLKEf55RKfy6XOjEKRSN0uWehTiNwyYuStCyZqrg0QhfXsXFti/ZQp+UsS3Bti8Wmbpu/2IlYG6TM1Xzmx1rpb5fA1TVrhr2LKYbeHYwTtH0GIjLD6N+0iLwa7bi8ENroLjNGv9tj+8otbm932/NQSj0EPATw4IMP3uHA+vbIi5Jz6xFK6XqYrS7kRalreqqejQKeXh0CCkH08Me0oETxoiNNhlnJpU5EN0rxXYcXLdW51ItIsoI4Lwk8m6TIkUKflPQm77oErvRz3FHr8pEpn8WGj2fblKVipu6x2kuJ8pKpqkvddzkxW2G5n3BuLcISoRY4zNd84rwcpTH02I0oK0eFrjHHp2+9obATZZvdOp7z3IVxnH6Sb6baOlG2I05QzXdYFj3yo3oHRyyMR5Q2Jqc7ltxUfXsrylLRiTN6cUbgaFXmOC14aqXPci8hLxRpXtKPMh0NSgsu9mKSXK+BQulvElf/UW040+PLyAZcdySuIPrYs3WPwHM4vxYRuDZV38G2tE7VRtTw0QsdbEu4a67KK05OkeYlzcDh8ZEkRKuSX7NONoQdl/vJHXGCDAaDxjhB2+ddwO8Bd4vIJ4A54L97ga/5KeCdwAeANwG/MbZvTUSOof8Hd25x255jfZjRH01eXx+mzNev/Ud+dnXAMCnwXQvfsVjuJtQCZ+QUKdYGKXGmO7ROzVZI0oJPPrFKWSq+5q4p/quXLPHw317mwqjzx3dthIL4JvE64bkLnBLdgaPKEseycG1hvhFwaqbGsWZA60KHXpxz32IN39Wq1q5l0UtzHjwxxWw9QGBTvde1rc2UmO/eXkojcO3N1wiv00JeD/RFtlCKqcqNhQJvl6rv8KIl7bPvVHebiNx2qjAvSv7i7BpJVuI5wnw94OXHp3jicpf1fsalToLvCJ5joZRiuZtwqYi1gzp6DYtr6398S3d/ZSUElq4hi0cF0xXXYaHpk+SKexZq3DVT5+hMiCVCZ5gy3wgZJBnrg4RWoCUcPNuiGujhrxt1T+mohgzYVBofZ6rqsj7QdVMGg+HOYZygbaKU+isR+bvAfehr5mNKqewmT9vOa8Yi8nHgs8AzIvJjSqmfBn4CeN/oWD84esp2t+05qr7NMMtZ6aX4rmzpBKW5/v7djXVK4kovplAed89PkWQlZQlPrQzoJblOo4kizgqeWRsyTDOOTlV50UID3xGUUqz1My61I7C00F069i1f0LeboY1rCYMsJ8v1xd21IfAdoqxkpqrnm92/WMdzbF592iXJC86vR6R5zvHpkDNzVULPobFFobPnWNy7UCcrytuOnmwMzryelABoZ+uehTurF7MVO9naX5aK5X6CoCNC2ynMVUrX1URZgWXptFdWwFIz4PRcDcsS4qIkLUqGaUYrDLBFWBumWDaUueC7NlleYjnaEUmK5+bjhK7+DF3HpuG7ZIVimGWUUY4jcHymynd9zQmeWRsyU/V40ZEGL15qkOUKhR6nstQION+OqIxqwhYaAfct1GmOOaueY3FiusIwy5mpXusEHpuqcGzqzp1rg8GgMU7QLaCUyoEvAIjIN4jI/6yU+oYX+Jr/41Wbfnq0/XPA37nqsdvathepeA5TFQ/ftkkytanOm+S6OFNEODFdYW2Qkhc2F9oxJ6YrzI+KSAdJwnJfFx9XvADfsTg2XWWu7rHcj7EQ1gcJq8OEuapPnOuhlmcWXTpRyrPtAZJBMcpzbBS2+q5F4Dh4jmI9KvFsm4pnUfddpqse9dBmtZ/yl0+vc+9CnVrgsNxP6MU5Nd/BEmHhJh1LnmNdU9iqlOLs6pAoLTg6Fd60U8xzLN15FmdUPedA6gytDlKujFrZHdvaVtRjmBZc6cUsdxOWBwm+YxG6Nqfmqptz2ebrASIwU/U5Pl0l9Gw6cUael8zXHeJCESUZSS5ESYFva/Xnfg5JBpalsMqStWFCPfCYqngoBN8RzsxVCF2b1987R5IVLDZ8CqU4OVNFocjLkiQruW+xTuBa1HyXu+drTI9Fu6K0IMoKWqF700nwBoPhzmKcoJsgIl+P1uE5AnwQ+JfAb6K/KP70BE17QSR5QTqqXdktpioeSRYTehaebfHUyoBBUtAIHU7O6JlIgWvzpUtdQJGVJYsN7WCs9BMW6gGzNZ8z8zVqvu6uefMDSwSOzdnVAU+vDlgbJFxxY5aaIbNVh+VBhmcLru0Qpflm2mMjBRZnCqVK0lxhWza2BXfN17hnvsGpGV27dLET0U3ykbZLjXPtId1hxsuON5837+lWiLNyMz24Nki31S7/1MqAKC0IPeuOqwTvBTbGo7SjlNDVqaKbOXuBa9NPctpRhiXCkVbAYiNksRGglOJSN+aJKz0sEaaqHgpFL86Zqfn4rs181eN8O2K5LOkME11UP4oE2ej29yRXiCh8y8JztJhm6FjYtk2z4vHKU1O0owyl4GNfXqXi2Sw2fGxbEGXRDB3umq1yaraKawn2WA1UmpebWlnDNL9ho4DBYLjzGCfo5vwrdGfVp4A3A58Gflwp9fMTteoFkBUlX7nSpyx12mGrQtudYK7uM131sETXfgxTXawzSJ4r2lFKodSGk1BwqRtztBUSujZ5oai5ukB6Y6J2q+Lx9ffP8+iFNr//6EV6ScEwU5QqQhAWmgFpVuBaz9V6CPri5gKuDa6jyEqLmmMxV/d54EiLRuhysRMROjaduBiNLHC0QzTMWRtmXGzHzFQDmpVbr/XxR6rXUVpsW5U3yYvR7y3r3/c9rYrHMC0YprrTb7mXPG9trvQSnloZ0Agd7pmvY43Ujl+81KAZuqz0U1oVj5mazxcutPmrZ9q0o5QsVzgWpKUiyxWWwFzdox7YOJZD1U8Zpi6OkxKlSo9SQY9SUSXYDhSFolJ1qQcOjcDdFDdsBvq4G+MubNHzwpK8JBCHTpSiYkUjdMgKhesI98zXN527crTegU2Va4PBsHsYJ+jmKKXUI6PbHxSR5f3sAIEWSNv4h7txYb1V+kmOY8ktD20c/2Z/pBWyPkyZGaU9OlFGkhUcn66w0kuYrnq0hylHWyEnZyrEWcn6MOUrV/qs9lPyUo/caIUeLz3W4tNPrnGpk5CXJf00I8mgm6TUXGuz3qhEt8vXA5vQc5ivewzjAltKWhWPN96/wEIz5EJ7QJSVlApecqRG4DocaYU6mqAGZEWJbVss9xOt/VOW+M72z4VlyWaLslKKslSb6ZvrcWK6QnuY0TrAKZNWxWW1r/8tja+VTpTxia+s8PTqkLmGTyt0N9OQ842Amu/wVUctHNtitZ/whYtdPvXECvlIkfnkTJUnlgfEeYljCaHrcKEd0x4OcBGagYPvaH2pvASxoeJaCGzO8VpqBNiWICLcf6ROWQrHpisErsWRVshM1WOpFXClG2uNn0FKN85xbEiyEgLIcqXXzmjae+DanJipEGfF5t+BwWDYPYwTdHNaIvJtY/dl/L5S6ncmYNMLIvRslloBUVow37j1TpyVfsLFdowInJmv3fb06umqt1n3EWcFz6wOAd0J86IjjZGDpO0TEULPphcLV3oJUZLx6bPrOJbFkabP8ekK8/WAfL6km2Qs91JycnpxQZHrsRqODUWhhe1C16bmO8S5ngLfrHosNX3umgsZxIqshFKV5AUMs5IzCyEnpqu0Kh7zdZ+nVgYUpe7KevxKjyzXAom32r68kQ4pSsXJmcoN05P1wN3V9OUkqHgOd89XyQr1vBRhkhW4ju6046pxDhc7ESu9dDOt2ghdKHUrfJSVTFc8aoFLXpZ4jkWJopco1kc1SI4NWV7STwqyUkcIbYFm6BE4FnFR4FgWSVYw3wppBTZVX6+Di52EmXpMkpc0Ape752qbzm1aqM301lzDp+LZVLeY9t4MXaMebjBMCOME3Zw/Af7+de4rYN85QbC1QvN22YiqKAVpUd62E3Q1G23gIrKpILyBUor1YUpWlDQrNpc6Q7KswPGE1UHKXN3H8yzmmwGLBDj2gCvdmCJW+K4DVo5Yui6oLGF9kNGLc0LfQSlF0k1QCL/3NxcpFbzi5BSzlTqhZ8FoAniSlzy1MmC+7vPiI039vLzcLObtJznzt/ieh2mulamBXpwfeCdnO2ylcTRT83nJkQYLdZ+FxvOH1raHGZ044+m1Ab5rYYvw4qUmf31+nbV+xvlOxIVuxIV2RJTmtAKXimejypKsKOjFBemoddAarUHXtqj5Dq+5e5qVXsLaUDeCNgMXz7HoDFNWBymLjYDPX+jyVUebWsyyqUUxlYKT0xUdaVXC/Yv1m0b6DAbD7mOcoJuglPrHk7ZhrzFf14MuPduicYcu2oFrc9dslSQvaYUuRaloD1MqnkOpFH/9TJunVvpUPIe6b3NypoYgDNKCxUZAXpasdhMsETwHUIo4K2lVfGyBec+nm2RcahfEhdqcIK9KXWNjiZ6n9Mx6xEzokRcl/82DS/zF2TXirMS1hHNrQ3zHpihLzszXEdHpwLm6zyDNqQcOj13q4TkWJ6cr27ro1QOXqp9SlOrAa8B044z1QcpU1bvldWNbwsmZKidnrlXcnqq4/JcvXsK1LS13kBQ8246I0gLXtsiLAhGhG2XEWa7rsEKPeugxWxScb5fkKKwSPEdPbQ9cm4rv0IkLSgFbLM4s1Dg6VcFzhJVeQj8taFZcjo5mfdmWFvhsRymerdNcL15qkuYlF9rR8xSgxylL7UwHrmXmdRkMu4xxggy3jGNbO9LFUvUdNiRSnl4d0I1yRKDuO8R5QX8002mxqWcs+a5FlpccaVX4ypUOrarPSj+h28u40kspSlClotXwCR2Lp9aGepYYELrCfCPEtYQoK5irB7iWMMwKbMdiquLTS3KaFQ81zJiv+2QldIYZIs+v4dm4sJ1bG+qhrXk5copufqG3LeH0IRlfcG5tqEdKJDkvOXLzMXedKKMsFa2Ku6VzsOEoX+xE+K5DlBYjjSnhy8s9orTcTDNWXJtL3Zj2UCjLknaUMesIVd+nFRSURYpr2/iujWMp6oFPM9SRw9C18RoOR6dCvu7eOaquzTPrEa4lLLUCvJHo4d9e7HKxE3OpGzFb9Zmp6TTXcj+hPYokVXz7GgfwieX+yGF3r1GKTvMS1xbjHBkMO4Rxggx7kvGxUVXfoR/nZHlJq+Vw/2KDqm+z2ktpRym+a1P3PYqypOJavGRpCkvg7HpE3dX6RMu9BNuGQqDqOhybCrlnqU4/zpmpuJyerVENHD53oUualyR5wV+eXce1LY5PVzgyVaEsFb04Qynh4qhrbZxG6NKJMlzbuq6y82HGd3Q33HbSp90426wRy0v1vPTXBhfWI55ZG/Llyz2itKDi2jxwpMXKIObkVIXVQUqhFK1QR3TumavSCD3Orgx4cqXP6iCjFdpMV31Cz8a2bCqejWPrOWbHZ2rMVDzSouTMfI1XnZpioRHw1OqQ0NVfBKZG0buy1F1lwcgxL1C6GBodWQKd7vWuGhdTljpiCWx2S25wuRtzpZsQuBZn5mvGETIYdgDjBBkmyoV2xPqopme8BujoVMjaIKXi6QtnzXc4Pl1lqurj2sJjl/t85UqPc+sRWaE4OV3lmx9YIi9LFps+eQmB65AWBXXfYSp0GSYFRaFb9U/OVFlshJwvhviey9J0hdOzVS51UxwHHEu0Vowteh6Ua48EHm2KUTfX1TRDl/pSw9R+XIfTs1WGmXZWbsb4CInlfoznWDRDPXjUGik+P365x+ogoR7YCFqA808eX+aBow3uXarzya+sYovwxPJQqz5bwl2zVfppznIvJs0VFc9luupQliV3L9TpRyk136ESuLz0aJNXnJwmcK3NAalxVoyGyArrQ53ai7MCS3S3XyfK8BwLQTZnos3UtOCnbck1opmWpbWNOlF2jaPXi3X0KM5KskLh3WgKsMFguC2ME3QTruoMu4b92B22V9CjLfRgyNV++jwnyLWtzftlqTvG0qJERPHly33OLg957FIf14bHL3VZ6SfM1nweONpkquJTcR0UMEhLXLvg1HyVrz7R4pm1IZ0opRa4lGVB6Gj9oWfbMY3A5dWnp+kmOXXPoRPl3D1f5fgo9Re4Nr4rXGyn1K8zAsM4QNfHsoTaNkeHNEOXY1MhT68OSDLFM6tDZutai8ex9WDamapHWSoqnsWfr61zsRNRFLo2x7Mt5msBy4OEmapPnBWEvk1alriWReg6HG25xHlJN0qZq2sV8q950SKDNKcz1IXwFc+mE+ki+vm67vCqBw7DtGCm6rM2SLmwHm12Si40AhqBu6kAvUHoXd/xm6n5zGzRqLDQCLjcjan57jXOk+FgYibH7z7GCbo5G51g88BrgY+M7v894BH2aXfYXkBEmK55rA9SZmrXLwpuVlxetNRgqZmx2k95cqXPlX6E5wqOLfiOVkIsCj1HyhYhLUp81yLpFfiOz1o/plBCZVRf9LkLbZaaId/1quN0k5yiKHjsUo+lZsDr7pkF9CTzq+d9lUq39g/TYlvaPjvNlV7MSi+lVXE50rrx+I79yJVezDAtma/5dIYpIkIjdAk9HZ25a7ZKO8qoejah65BJoUUXk5xekvFse8hdM1XOLFQ4OVOjHxfYllANbKJcEXg2dfS6ONLw6cU5nSjBdx2GWcETV3qcXR2S5CVzNZ/Xnpnl1OxzxdkX2hGgI1e6uNkm9OwbOj3b5TBIIhgMk8Y4QTdhoztMRD4EvFgpdXF0fwn4t5O07SBwtBVeU1uzFbpLTI+YqAcOJXD3XB3LUggW3ShFKUVnmLEeZniuTn8cn67gOxb9OGeYFjiOTZKXRGlJVpQoFGfmanzqiVVqvo4MrPZTlprhlheyuZrPcj+hFXoTd4AAVnq6s0zbHByYupFhmvPohQ69uKDqO5Roh+VKL2axGXDXbBURLSvwbCdithYQjlKnrmNxb0u3pCdFydpQp5rWhimt0GW26jFMCmzLYpimNJs+Avz50+s0Qw+lFKdmq0yFHsv9lM+ea3NypkKUOtc4vvN1n2KkBN0IzL9Tg2G/Yf5qt8+pDQdoxGXg3kkZs59RSlGqrSeSP9uOWB+mzNWuFR6s+Q5n5mssNgM82+JKNyFTJWdm66wMEtK85PzakC9d6jJV8Tg+U8O2hO4w5VI3xUKr/oYWPL0WYYkwXfUpSkU1sLFEp+cGScGFdsSZ+RplqTi/HpGVJUdb4XVTF5NiuqqLvq/XQbVfibOSuu8wTApmah5zdY/OMOfktJ7BZVmCUopHL7RZ7sW0Kh73HalxsR0TOg73LzWYawTkheLLl7s8sz5kmOYUrQr3LTXwXIfAsTg6FfLJr6zwbDvm6bUBM9WcpVbAy45NkauSz51rU/VtAtfmnoVrtX5c2+LEjJn3ZTDsV4wTtH0eEZE/An4LLZL4XcBHJ2vS/iMrtEJyXiiOT1WumZq9OqoRWu4nW6ovD9Ocxy/1WOklpEVB1bO53NMT59cHKTMnWgzinEGa06q4zNZ82kMP37N54kqPYZKz2KowXQtYaPgM0oJm4HKkWWG1l1APhdV+wt3zum29F+es9hM6UUZWlNy/2Nj5k3QLLDb1+zhIDhBAK3QZNrTDeaQVEGUFlzsJgWuTFSWl0g8ArwAAIABJREFUEs6vDbnUSbAtm2Ga8+x6xGeeWsd19KDTV5yc4uirjvMbnzzLly51OBvnFKN5ci8/3qQeOMRZydecnuZjj10hKQLqgcurTk5zZCrQat6eS9V3ma561E2kx2A4cJi/6m2ilPonIvKtwOtHmx5SSv3u7b6eiNSB9wLTwLuVUr951f63Aj8IrAFvQTteH0Sr+neB71ZK9UTkEfRMUAX8C6XUR9jDRFlBluvWn26cXeMETVVd2sOMmVGERg871Rf4rCh59Hyb8+sx68OEeuCRFzmn5wJ6UU5RlhRKeNnxJufWolG0SWuzlGXJSi+hFrigFGcW6pyarWChdYJaFV0DkmYF9UC30AMEnsXqIKWf5PiuTZqXe65I9aA5QKA/84VGwJVeQjvKyAu1qSQ9TAt6cUYnyrBEUQ9clpo+j17oUqLrtuKRurfvCJ4rFCVEWc5U6DJfD6j6Dr04Jy0KmqHH156eZaWfUPUcXnV6mvl6wPog5Wgr4POXOvi28Mya7jKr+jottjZM8Zw7JxhqMBh2H+MEbQMRsYE/Ukq9Cbhtx+cq3o6OKr0f+KiIvE8plY6O5wLfj3a4vh14J/D/AN+jlLooIm8H3jbaBvBGpVR+h+zaUWqeQyN0SPNyy9Edx6YqTFVyVgcJX3y2g21pjRTPsTaLTztxRpyVvOxolULpi+CVbkzFc6j4Nr1YF8WuD3Law5Qo06MpZqsezYrPvYtVXnpsinaUsdyNsS2LJC9oBg6Ja9GqepuOhe/Y3DNfY32Y4tij2VWGXeFSJ94UGTw2HaBQXGxH2Jbu1NNro87d8zUqnsNaP6UTZTgWCCXDpKAfKzzLGhWzW2S5InAtoqzQs8RGys6n52p84UKHtCipuLojzLJ04f5d0zWGaTEafKoXwKVuvBm1PDNfuyOF0AaDYfcxTtA2UEoVIjIUkaZSqnOHXvY1wA+OXvuzwH3Ao6N99wKPKqVyEXkYHXX6WWCjJikHNpTVSuBhEbkE/IBSau0O2bcjWKPxB9cjzgqeWhlwuRdjIczWfKK0wHMsPEcL1PmOTdW3WWqGzNb1/opncbET009GwnOJTpX1E3jm0pAoK7hvocZr757WYzYKxVIjYJjkxJnu6mmGLskWztnx6cqoI8nGtfdWFOggs3Guk7zgYjsmzUuWWiFFCVMVj6qv1bkF7ZjM1H3uR4trLjYD1gcZloIz83UypVjpppycCfnylT5zNd0Sf3ymQjN0ibPn1tj5dR1FBGiEDkdaAXmpuOcFDAs2GAx7E+MEbZ8YeFRE/jMw2NiolPrh23y9FjqtBdABprazT0RqwDuAN482fYdSak1E3gL8M+BdVx9IRN4xeg4nTpy4TXN3B6X0TzNwSXKdmhqvxbhnoU6r4uHawlxd1wz5js2FdkQz9OgnOk2SK8V06OA4FZ5ZHRK4Nr0k5/MXu3z2QoeK53CkFTJTcxmkOXfP1q7bjmxZsqkMbNhZ8kILAwaupVvZfRvfEZJcDyXNS0VjtCaeXh3w1OqQLzzb4fX3zBF6DtNVGCQ6wlcLHI60qiz3E55Y7nN8JmR9mBF6NnE25OXHm5vT27Xas63X35g9Nd/Z0mlfbASbTpOJAhkM+xfjBG2fD49+bgkRWQTed9XmS0AbaKCdq8bo/gYb+xjfJzpH8+vAjyml2gBjkZ/fRafIrkEp9RDwEMCDDz54rdTxHiL0bI5Ph5sRmas7yJzRrK/VfkGp2BRU9GyLuCyp+g6DuGChroeqnl+LyItyNDPM5vMXuqR5wZn5OmleADVssehE2aYTpCfWZ1gCrYpxfm6VQaJnvm01Df5G5EXJ45f7FKXCcyzSXEf1tJNREOcFDceh5js4tsXlbsLHH7+C79gsNQMeONpibZDwV88MGSZaJ8p3bT53rsMgLZit+cw2Paq+Q5Jr7aENfMfm7rkacVbQDB1WBzoNd72htpYlW6ZzDYb9wLgo49mf+eYJWjJ5jBO0TZRS/15EPJ5ri39MKZVt43mXgDdcvV1E3gW8UUQ+ALwceGxs9+PAA6NapDcBnx5t/xfAJ8aLn0WkoZTqAq8DnrjlN/YC2CmxwBs5HnmpRmMLoBtlm07QyekK3SSn4tk8uTygG6X86ZeXObceEboOS/UA2xLSQhdd+7bFXTNV8rIEEXznuW/zq4OUi+2YoizxnIhWxdvzGjwb40dma/6Wk8p3i0703Myvk7MVPNtiuZdQ852bRtOyQlGM8lBpUW5un6l61GYcvvhsF0uE1UGC6wiPXe6y1k9phB6r/ZRza0PWhwnrwwzPsihLxeVugmNDI3BYavq84sQ060OtKfXk6hDH1uMuXNvCH4vqbDWrzGAwHDyME7RNROQNwL8HzqK7sY6LyPcqpT52my/5q+jusB9C1/wkIvJNgK2U+rCI/ArwcWAdeIuIHAH+F+CToy619yulfgn4iIhE6IjS2277Dd4i59aGtIfZlpOvdxLXtpipeaMxBvpinxUlT6wMyAvFsamQM/M1/vDzFylKIUlLFhsO880AkZJKZnNyusqrTk5RAk+vDsmKknpwbUqjPcz0rLASQtfe0ymx9UGKUrA6SCbqBG1EbwCyvGS5lzBMCtrDjFrgXLemSimdAptv+LSHepaca1so2Oy+mqvrMRUzVZ8L6xEWghIhdC0KVfKliz1KSu6Z04X0gyQHpevMWqHHfCMcqTmHXGhHKAVZruhFGauDlDgrOdIK9pQOlMFg2FmME7R9/hXwjUqpxwBE5F50d9crb+fFRtGbb7lq2x+O3X4P8J6x3R3gmquwUurB2zn+C6UTZZu/j+/ysaerHtVRlxlAP9Yt1AD9JGeq6jFT9Qhdi6XpkFeemGKu6aNKoZdkvPLkNM3Q5fz6UM8N68SkheL0XJX5esBM1UOAemDTi4vNepG9zHTVY20UCZokM1WPvNTFyhvjRYboURWWCIMkJy/VZi0OaCflyeUBCsVCwycrFBfWY45NhZuOpy5+t1lqNihKxSDNWWwFPMgUZ+brIAprNNR0uuYzX/d4cllHpJqhx3w9IM6em9I+XfHoxzm2Jbi2tTnJvRNlxgkyGA4RxgnaPu6GAwSglHp81Mp+KJlv6G/l16uZ2CnSvOQrV/ooBdM1jyvdWLfH+zYLDZ3yirOCr71rBrGEolBMV33m6z4limbY2KxVCT2bvCyp+jYr/QSlFFFacHqutqkMHWfaCRpPl+1FjrTCPTE7zLKEpeZzdhybCmlWXMLRBPYnl3VPwVIr2HTY+km+mQZbH2SbE+Q3UmJprgU2lYInij6ebVPxbb72rhlW+gm2ZRE4QlYqXnFiajOldXQqJMkLFps+3ThnuqJHYrSHGb0kI3D1kF7fsWhVXIZpYdJgBsMhwzhB2+czIvJrPBedeSvwlxO0Z6LM14PNdNRuUiq1eZGM0oKzK/rbvhIIXYfVfsraIOX+xTqvvmuGi51YT6S/KkV0oR2x1k+p+jatissza0MtgqeeXze+1yNAex0R2UxnDdPnIjEbkTvQE+O1HpBOZ64PM4pSbTpJ4595J8qYq9kMk4K7ZlxaFT025FInRgQWxgS9xx30ubr+faEdcbEdcW4t4uRMhXI0hHU3U7oGg2HvYJyg7fM/oBWcfxhdE/Qx4BcnatEhJHBtlpo+l7oJczWPhYYejHm0GZKPogllqXhyZYCgxRe3amFORqkRSyzunq9xYqZKL86YMt1gO0YzdFlsBhSlYn4s4uLaWhBzg6WmQ1Eq1ocpoWtT9R1OTFcYZjnzDZ9OlNEK3c2i/CTXn6VSOmq0EbWL0oLz60M932u6gmUJZalwLMGytHMVuEb3yWA4zBgn6CaIyAml1DNKqQT416MfwwTpxjlKwfl2xH2LdS53YxYbAbXAZXWQkBdqU2l4dZBwzLv2W/6RVsiVbkLFt/EdG9/RmjCGneVm6aZhmnOlm9CNMkQEEbh3oU6z4tJER5QWrpopN18PUAo8x3qe1tPqICHOSuKspJfkNEOXpWaAa+vBqRXPoWo+c4PhUGO+Bt2cD27cEJHfnqQhBs1GIkUpuNyNKUp4tqNb2uOsRCmFY+sLaCPcumwrcPW4hEkXEhuez7PtmF6cc6WXkBXlSLzwxtJWnmNxfLpyjXNUD1zWhymXexFqlE9zbIvFZsDcaH6YwWA43Jj/AjdnXBzm9MSsMGxyfKrCci/GErjYibHEourbLPdS+rEeoXZqtkLVc3ZEx8iwc4SeTZQWzNU85po+dd+97aL0wLVohi4iLiv9lNaoMHp1kGKJ7HpRv8Fg2HuYSNDNUde5bZgQK/2ES92Yvz7XwbaEim9x91yNiq8vlrYlBK5tHKB9yNFWSLPioEToRcUtq06P41oWgWsj6PEbACt9LYR5YT2iM7yp1qnBYDjgmEjQzXmZiHTREaFwdJvRfaWUalz/qYadoJ/kZIWin2QoFRK6zuYYg5qvBfmuHrdh2D8UJdgipLkekHq7s7ksS7hnvkZalJtdfs8T/R67XZaKKCsIjfNsMBwqjBN0E5RSpkd6j1H3HZ640qfhezRDl6Nj+jhbtbQrpYizEt+xsCxBKbWnR2AcdubrPkVZEnrOthyg8c+zLBVJXhK4FiKCZQmB9dxrzNZ87NH2ccHGJ1f6RGlJLXC4a/bagakGw04yPsvLsLsYJ8iw7/Bdm2NTuuOr4t/4m3uSF/zZk6tEacmp2SqLzYBza7pt+u65Ks51xjgYdpeVfrIpvjlb87UK9E1I85InV/rkheLUbJWa7/DU6oBhUlAPHE5dx5m5evzJhpMMPE9V2mAwHHyME2TYd7RClygrKEvFzHWKW9cGKWuDhCwvaQ8zilJfaEPX2tSTibKC+sgJ2qlhsIbtcakTo5T+fXXH3jDNebYdE7jWpvO7sT3LdZleJ8qo+Q7RSJBxXJhxK8Y/bxHh+FSF9WHKTM0USxsMhwnjBBn2JGle4tqyZdrKsuR5KbCtuNiJKEuIspz5RkA3yjg9V6XuO/STnNBzqHoOZal4YrlPnJXPm1Vl2F02VKMbwbWSBle6CVFaEKUFU5V8s7W95jtUfJu8UEyPRC6PtkLtzFS3lj5QSvHlK33itGC27nGkpZ2qZsWlWTm0U3AMh5jxVNzZn/nmCVoyGYwTZNhznF8fsj7IqPg2d8/Vbv6ELaj7Lp1IK0DP1X0agUupFF9Z7lOUbCoOD9N8MxXSjjLjBE2I49MVlprllunJWuDQi3NcR/Cd5/Y7tnXN+piqelt+hv0kxxY4uzrkCxe6RJketOs5ttGKMhgOMcYJMuw5+onW+hkmxTVpql6ckeYl01XvhsXNJ2YqDJKcp1b6nFuLmK0X1AN3M33Si/VFMHRtGqFDlBXMmlTIC6IzzCiVum1H8nr1WbM1n2bobhY03yobs8WKsiQvFdXAZnWQcHrOoxfnxgkyGA4xxgmaECJSB94LTAPvVkr95lX734qeVbYGvEUp1RWRx4CLo4f8gFLqiyLy9cBPAzHwj5RS53ftTewQS42Q5X5MY2w+FDx/YGpalM+bVr4VtiUopZ+f5iWBYwG6k2i2ri/UIsLJGdMN9ELpDDOeWdOfTakUM3fYsXBfQAH7xjR627KoB3pi/KmZKrYlW47xKEpFN8oIPdsM0DUYDjjGCZocbwd+C3g/8FEReZ9SKgUQERf4fuD1wLcD7wR+FlhWSr3hqtf5ceAbgRcDP4p2nPY116vP2BifoJRibZDiO/aWqr/dOKM9yJiquiy1AqK0YL7hc349AvQ4jdtVITZszfhoi72kKNoZZsRZge8KrdBj/qrRGltxbm1IL86xLLh/sXFdzakN9WlbxKRRDYZ9iukPnhyvAR5WShXAZ4H7xvbdCzyqlMqBh4FXj7ZPi8jHROTdIhKISAWIlFI9pdSfoR2haxCRd4jIZ0TkM8vLyzv3jnaYiqenifuuRV4oLqxHrA/Sax53bm1IJ9KRidmaz/HpCr5jU6gNJ4rNWVKGO0Or4nF0KmSpFVy3Y2+3KUvFufUhw6RAKdmWAwRse50s9xMutmPOr0d0Y6M+bTDsR4wTNDlawIb6dAeY2sa+v6OUej3wNPCO0fbu2PO2DG8opR5SSj2olHpwbm7uDpk/GZoVl7l6gCUb7c3XPmYjynN1tOfYVMhs3ePkTMXoA+0AGxo/e0WIUuS5NNp4QfXN2O46kTHJ6b3xjg0Gw61i0mE7jIgsAu+7avMloA000LU8jdH9DTb2Mb5PKbU22va7wD8FfnXscQDlnbR9rzJd9RD0Ra5VuTbqcNdslWGaXzN3ynfsm9YRGQ4OIsLdc1WirKB6CzPItrtOZmsetiXYllDforXfYDDsfYwTtMMopS4Bb7h6u4i8C3ijiHwAeDnw2Njux4EHRMQG3gR8WkQ8QJRSCfA64Aml1FBEQhGpoVNhX9zZd7N3uFENhrkoGTZwbGtTEPNOI2YSvcGw7zFO0OT4VXR32A8BDymlEhH5JsBWSn1YRH4F+DiwDrwFnfr6AxHpj7Z9z+h1fhr4z+iI0vfu8nswGAwGg2HfYpygCaGU6gLfctW2Pxy7/R7gPWO7O8BXb/E6D6OLpw0Gg8FgMNwCxgkyGAwGg2GXMZPj9wamRcZgMBgMBsOhxDhBBoPBYDAYDiXGCTIYDAaDwcCp//XDhy5NZ2qCDAeGy92YXpwx3whomBZ5w22wPkhZHSS0Kp4ZrGo4tIw7Qmd/5psnaMnOY5wgw4EgK0qudBMALndi4wQZbouLnZiiVERpzEzV2zPq14aDwWGLsuwHTDrMcCBwLCH09HKuBdq3z4qS9UFKmh8KIe19w8bnkhV773Opj9ZOLXCMA2QwHAJMJMhwINAjEmpkhcIbzYk6uzIgzko8x+K+xfqELTRs8NTKgCQr8V2Lexf21udyfLrCQqPEtY0DZDAcBowTZDgwiAie89zFa2MaeF7uvYjDYSYv9OdSlNef0D5JvFsYtmowGPY3xgkyHFhOTldpRynN0NQH7SVOzVboRBmt0MzdMhgMk8U4QYYDS+jZhJ6ZGr/XqHgOlVuY6m4wGCbHQe8UM/+JDAaDwWC4gxx0x+EgYZwgg8FgMBh2CNMWv7cxFYATQkTqIvL/icgnROS/32L/W0XkkyLyIRFpiMiiiDwy+vlbEfm50eMeEZE/Gf3++t1/JwaDwWAw7E+MEzQ53g78FvB64PtEZLNKVERc4PtH+94DvFMpdUkp9Qal1BuAPwY+NPZabxzt+8iuWb8PWR+kXOnFlHu0K8lw63SijMvdmHwPag4ZDIa9j3GCJsdrgIeVUgXwWeC+sX33Ao8qpXLgYeDVVz339cAjo9sl8LCIvE9EpnfW5P1LL844vx5xuZNwpZdM2hzDHSDOCp5ZHXKlm3CxE0/aHIPBsA8xNUGTowV0R7c7wNR29onIg8DnRg4SwHcopdZE5C3APwPedfWBROQdwDsATpw4cSffw77BGlP/tYwO3oFARP8oBZb5UA2GHecgFnwbJ2iHEZFF4H1Xbb4EtIEGEI9+t8f2b+xji33fCvzOxh2l1Nro5u8Cb9vKBqXUQ8BDAA8++OChzAVVfYdTsxXyQtGqGN2gg4Dv2JyeqxJnJS2jBWUwGG4D4wTtMEqpS8Abrt4uIu8C3igiHwBeDjw2tvtx4AERsYE3AZ8e2/eNwE+NvU5DKdUFXgc8ccffwAGiboaqHji05tCkrTAYDl8X2EGJChknaHL8KvBe4IeAh5RSiYh8E2ArpT4sIr8CfBxYB94CICL3AU8rpaKx1/mIiEToiNLbdvMNGAwGg8GwnzFO0IQYRW++5aptfzh2+z3ozrDx/Y8B33HVtgd30MwDjVKKlX6KawstE07YN6wNUpRSTFc9M+ndYDC8IIwTZDi0LPcSLnd1p5htiUmX7QPaw5QL6zoQqoDZmj9ZgwwGw75OjRknyHB4GQsimIjC/kDGPjTziRl2muvV+ey3C73h+hgnyHBomav5OJaFbQk13/wp7AeaFZcTVCiVYqpqUpiGO892CpwPWxH0C2UvR4rMf37DoUVEmDYX0n1H00gcGLbBrVx4jVNz59g4l3vN2bkeotShlI05tIjIMjAAViZty4SZxZyDO3UOvhr4qwkdezfZjzbD/rP7dtbTnWS/nS/Yfzbvtr0nlVJzW+0wTtAhREQ+c9i7ysw5mOw52I/nfz/aDPvX7kmxH8/XfrN5L9lrZocZDAaDwWA4lBgnyGAwGAwGw6HEOEGHk4cmbcAewJyDyZ6D/Xj+96PNsH/tnhT78XztN5v3jL2mJshgMBgMBsOhxESCDAaDwWAwHEqME2QwGAwGg+FQYpwgg8FgMBgMhxLjBBkMBoPBYDiUGCfogCMiVRH5QRH5fhFpjG1/5yTtMhweROT+0W9PRP6JiPyyiPyIiFQnbZvhcGPWpsE4QQef3wLi0c8fiMjfHW3/zsmZtLuIyAMi8kER+YiIPCIiHxWR3xWRl07att1idA7+k4i8T0ReO7b9l3bh8L84+v3zQA34OWAN+A+7cOzbYr+uGRH5rtHvEyLyH0Xk4yLyeyLy4knbtkcxa3OH2fNrUillfg7wD/DI2O0a8H7gh4CPTNq2XTwHHweWrtp2BPj4pG3bxXPwMeBu4CTwXuDHRts/ugvH/sjo9yNXbX9kp4/9Amzel2tm7Fz/v8DrRrfvA/5k0rbtxR+zNnf1HO/JNWkiQQefXEQWAJRSfaXUdwLzwGtv/LQDh9zk/kHHUko9oZR6Win1FqAvIu8HKrtw7CMi8nFgTkRaoNMPQH0Xjv1C2I9rJhSR08CsUuoTAEqpxzBR/+th1ubOs6fXpDNpAww7zj8AsvENSqkfF5FfvM7jDyLfD/yCiEyh//AUsAr8wESt2l0+LyInlVJPAyilfl5E/hb4v3f6wEqp+7fYXAJv3uljvwA21sw0es2U7I818yXgx4HHRKSllGqLSB1Yn7BdexKzNneFPb0mjWL0IUVE3qyU+oNJ22E4+IhIDXgn8GpgCmgDnwberZTqTdI2w+HGrE2DiQQdXspJGzBpRORHlVL/x6TtmCS7dA7eiy40/XdAB2gAbxpt//s7fOzbQkQeAH4KbevGt+0O8BNKqc9N0rYbsYXdCn1h/9+UUo9O0rY9ilmbO8xeX5MmEnQIEBEHXYi28U3nMaVUduNnHSxE5JVc+23vGaXUlYkatotM6hyIyCeAr1NKlWPbLHQh5+t28ti3y6hO5DuVUs+ObTsCvF8p9XWTs+zG7Fe7J4VZmzvPXrfXRIIOOCLyj4DvA/4G6KK98ZeJyK8ppd4zUeN2CRH5N4APPIzOTzeAfwwUwA9P0LRdY8Ln4N8Cj4jI59BrsAm8BNiN9vw7yV4uPr0R+9Xu3cCszcmwZ+w1kaADzsgLf70a+6BFxEa3J/6dyVm2e4jIx5RSr9/u9oPIpM/BKBp5L9BCR6EeV0rlO33c20VEXgL8JDpqNl5M/8/3Qgj/euxXuyeJWZs7y1631zhBBxwR+T10fvthnosEvQl4q1JqT+a87zQi8q/RreDj5+CNQKKU+p8madtusRfPgSnON+xVzNo8POyJPn3DjvIWYAmtjPohdPh3cbT9UKCUehfwbrQ+0oOj3w8dFgcI9uw52HfF+SLyo5O24XbYr3ZPELM2d5i9Yq+JBB0yROS3lFLfPWk7DIeL/Vicv1+L6fer3ZPCrM2dZy/ba5ygQ4aIfEQp9fWTtsNweLhecT6wZ4vzryokH2+dLpRSe7aYfr/aPSnM2tx59rq9xgk6ZBgnyLDb7Mfi/EkXkt8u+9XuSWHW5s6z1+01LfIGg2GnWQe+U0SuLs7fE7L51+EzIvLLXFtI/lcTterm7Fe7J4VZmzvPnrbXRIIOGSLyUaXU35u0HYbDw2g0wduB16DbkNeBT6FTDnt2NIGIvILnbG4Dn1JK/fVkrbo5+9XuSWDW5u6wl+01TtAhQ0QWlFKXJ22H4fBiivMNexWzNg8fpkX+kGEcIMMeYGHSBhgM18GszUOGcYIMBoPBYDAcSowTZDAYDAaD4VBinCDDnkJEZkTkb0Y/l0Tkwth97xZe5z+IyD+4hcf/1Nixvigi/3Abz/k2Ebl/u8cwbLJnhicaDFdh1uYhw7TIG/YUSqlV4OUAIvLPgb5S6v/apcP/rFLq50aOzZ+JyG8rpYobPP7b0PL6X9ruAUTE2cvDGXeJ75q0AQbDdTBr85BhIkGGfYOIfK+I/PkoWvOLImKJiCMi7xGRR0Xk8yJyjQKpiPzvIvIXo/2/LCI3/LanlPoSkAHN0fPvEZE/EpG/FJGPici9IvJ1wH8N/JuRPadE5E9FZMOBWxSRr4xuf5+IvE9EPgT8gYi8SUT+i4j8jog8JiK/OWbrz44iUZ8Tkf/zjp28PYQpzjfsVczaPHyYSJBhXyAiDwDfCrxWKZWLyEPob21PALNKqa8aPa61xdN/Xin1EyPn573ANwHXnRAtIq8CPq+UWhttegj4PqXUEyLyOuAXlFLfKCK/D/wnpdQHR8+70Vt4DfBypdS6iLwJ+GrgxcAV4NMi8mrgKbRj9RKllLrOezEYDAbDHcI4QYb9wpuAV6HVRwFC4BzwR8B9IvLzwO8Df7zFc98oIj8CBMAs8Jds7QT9iIj8AHAX8A2w6VS9GvjtMSfndv5u/lgpNa5C+2ml1MXRMf4GODWyqwR+RUQ+DHzoNo5jMBgMhm1i0mGG/YIAv66Uevno5z6l1E+OaoheCvwp8MPAu5/3JJEK8AvAtyqlXgr8OtoZ2oqfVUrdC7wV+E0R8UfHXRk77suVUg9c5/k5z/1NXX2MwVX3k7HbBeCMJlc/CHwQ+Hbgw9c5juEOISI1EfklEXlCRP56lPJ8+2jfKRFRIvKTY4+fFZFMRH5hi9d6m4gsj9KjXxKRf7qN479BRF57Z9+VYTcRkWKseeNvROTUC3it3xCR77jO9qdGr/9ZEXnjNl7rbSJy5HZtOSwYJ8iwX3gY+IciMgubXWQnRGQOrXz+H4GfQKfWJdrsAAAFUklEQVSZxgnR0ZUVEamjnYsbopT6APAo8D2j6M1FEfnW0XEtEXnZ6KE9oD721LPAK///9s41xKoqiuO//wzSCGFmaInZO4ssTBwKUUsh6kNhD4zxQx8mKBAKzUwlNbCyD2YSopVkoFJpU8hEJthM6migZA1O6iih+IgwIiIjYSqi1Ye9xjlcr/cxFjme9YPN3eecfda+957FPWuvx7neP+OHrBz+/gaY2afATGB0tTKCqnmH9FcJN5rZaFKodFDm+BHggcz2o0BnCXlNZnY7MA6YL2l4mfknAlUZQUp/8BmcP3QVLJKOVXKSpGo9yrNdt54BVlYwvhGoygjqxXvq84QRFPQJzGwf8CLwuaS9pLDX5cBwYIeHlFYB8wrO+xlYC+wHmoEvK5zyJWCW5xFNBaZJ+oZ0A+y+Ka4H5mVWf0uAGZJ2Apf24mNeAmzyebYCz/ZCRlAhkq4H7gAWmNnfAGb2k5llE9K7gIOS6n27AfiwnGzXu8PAUJ9rsKQNnqD/laRxrjPTgJmuQxMKPQGSTvnrREnbJK0D9rmX6qCkVZI6JbVI6u9jp2eS6z84py8p6BWS6iStVirY2CNpku9vlPSRpI1AixIr/HptAoZUIH4XMCwz1xhJ292L+Zmkoa5D9cD7rlv9JR3LLCLrJbV5f6GktyW1kDzgjUpFG5slHZL0qo+rdf3c75+rrKezT2Bm0aJFi5a7BkwGmkscv4ZkPE8GXgOuBLaQVtgriow/vR+4CugA6nx7HTA+c+yg9xcCz2VkrAGmZLZP+etEUkj12sx7+4uUbA/JMHvM+yeAi7w/8P/+ni/0Rgpnd3hr9n2zgNXevxn4jhQibwS+Bwb5sUeAVqCW5LU5mb3+xfQCeAhY5/1+wE5gsG83kNIGANqA+oyMY6QiEkgGUltGB9uB/hk9PkJalNUBx0mLzTFAa0beBaFbuXN9BUEQFEPSfFK4a4iZZcMIm4GXgR+BpjJiGnzVfxPwpJn97vvvAW5RT3L9AA9/VsNuMzua2T5qZh3ebycZRgB7SR6Aj0n5ZcF/S5elMFWW8cBySI/ckHQcGOHHWq2n8vQuYL2l55GdkLS1xDxL3CszhFSsAUnPbgVaXbdqgR968Rk+MbOuzPYWM/sVQNIB4GqSF/w6SctJ+YrFilD6HBEOC4IgrxwARkmqATCzV/xmNiA7yMz+JBkZs4ANZWQ2mdlIYAKwVNIVvr8GGGs9eSPDzOy3IuefTq73UGz2Kellk+u9fz/wBmnl3p7HPI/zgFLPyyi8jlahzNnADcACUoi/e57OjF7dZmb3nuX8cy3c+AUYRfIwPUXKp+vzhBEUBEEuMbPDwNfAou5kY0l1FL+BLQXmWsr1qUT2LuBdYIbvagGe7j4uf6gmpZPrHySFOyrGDbrhZrYNmAMMBC6uRkbwr7CDVGWKpBGkEOi3Zxk31fNthgKTSgm1lLu2DKiRdJ/LHCxprM/VT9JIH15Kt8oWiBTi+UQ1ZrYBeIEzi1D6JGEEBUGQZ54ALgMOS2onVSHOLRxkZp1mtrZwfxkWA4972Gs6UO/JygdICdEAG4GHuxOjScn9d0vaDdzJmSv0ctQC70naB+wBXjezk1XKCM6dN4Favw5NQKOZ/VFkXDNwiFSN+hawvZxgSwk5i4A57qWcAiz2gooOeqoN1wAruxOjSYUlyyR9QfLuVMswoM2LUNYAz/dCxnmHPMEpCIIgCIIgV4QnKAiCIAiCXBJGUBAEQRAEuSSMoCAIgiAIckkYQUEQBEEQ5JIwgoIgCIIgyCVhBAVBEARBkEvCCAqCIAiCIJeEERQEQRAEQS75B3O3oym4SlnnAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 576x576 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"scatter_matrix(box_df,figsize=(8,8),alpha=0.2,hist_kwds={'bins':50});"
]
},
{
"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": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1bd9a090>"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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m2LrNtdeTDMUKIbaE2zG0stpjrDQ0uN5Dh0ud33ILHFYzDFzbtPjadHbdhzgHprI88eJlnnzpKk+8eJmBqey6PG+jaLRFJtvZZi/SagRSsRNCNLzz4/M88+owhlLVsLTeQytrHb5ZqWKzno2FV3N+qxlerTQtNpQi1JpH7+1dt/dXKijidtrsRVqNQCp2QoiGdn58nq88e46zo/NcmMji+MG6TeyvVMDSefeWFjmsVLG51YrOWlub1DOxv/a593Ym6WmJ8fzZ8XWrjEoFRdxOjbbAZjNsnwgrhNhyil7AM68OYxqK7lQMNwg4P57lzp2puif2187tAqp/Hk8XqhWwStDoaWkHFla3ah+z3PEqx7AMhR9qLEORcwNA05m89SG6tbY2qWdi/+Lntk2D+YLHTM5hd3vils4bpIIibr/tPu9RfrKEEA0r5/goIGqXmulGLJN0wSPUuq5gUDt8mXN8tIZUzEIBWcdnR2uMRMTE8ULeGErT15GgNR6pho96ertVjjGZKXL5eo4drVEGp/OEWhOzTe7e1coXP9R/S0Obaw1H9Vzgap877/qcGpil6AV88+UhHntwzy0PycrKUbEZGmmBze0mQ7FCiIaVjFrEIxZHdqZw/ICpTJEw0Hzmgb6690VNRi16WmJcnsxxZSpHT0sMyzQ4PTjLz67O8NLlaV4bmmNHW5TZvFsdvlmqt9vTp4cZnSvc0KcuahmMpR1iEZPXh9KkCx4FL6QjEeHKVI6nTw8vObRZz44Vo3N5ZnIuj97bu6bhpXqGiU8e20067/Kji1MAfORwN20Je92GvG/3jhCwvfuYie1tUyt2SqlHgX8NmMCfaq3/+aLbo8B/AB4EpoHPaq0HlFIfB/45EAFc4P/UWn+v/JjvA7uAQvlpPqG1vn4bXo4QYp3VVnsO70iigc880Ldgw/rl1A4x5hwPw1AowPFDklGL6axLeyJCW9wmXfAYn/P4vz55FNMwluztlnd9Xr46Q94LSNgWjxztYUdrDC8IiUesaoXOC0NitolSYBgK01Dk3eCGYdN6dqx46qUB3hqbB+Ce3a187n376E5F1314qb87xeMn9pP3AvZ1JrHN0u/869nL7nZWULZ7HzOxvW1asFNKmcBXgY8Dw8ArSqnntNZv1dztN4FZrfUhpdTngD8EPgtMAf+j1npUKXUv8AKwp+Zxn9dan7otL0QIsaHWOl+mdogxYpmEoQYgahmk8y6dSRvHD3lzJA1AS9RkdK7AsX2d1eeoPN42DU4NzBKzTVJRi9euzfHy1Wke3NdBwQtIRS0MpSh6AbZhEIa6tMI01AShJhExq8OmRS9gJufw9OkR2hL2kitFi17A06eHuTKVozsVA6W5PJnjL18f47c/dmjJ92AtfeJqH9OZjNAas8m7784V3Ipz4WQVrtjuNvMn9n3AJa31FQCl1LeAk0BtsDsJfKX8528D/1YppbTWr9Xc5xwQU0pFtdbOxp+2EOJ2W0u1p7ba5wUhB3uSaA2TmSIKxXv3djAwleNgTwrLVBTcgO++Pcldu9qqx6s8fr7gUfQCPnCwi7Mj86RiFqahiEVMin4pHO1qi3L5eo737m2rzrGbzbvcvauVxx4sDR1XKknzBY83R9J85HA3iYi15I4VeTfANBQRq1Q9M4yAvOffUEEregHvjKX57tuTaHTdFaqlqloP7m/nq9+7jBeG2IbBb3+svjC0ns2Hb9VW2kVDiI2wmcFuDzBU8/dh4MRy99Fa+0qpNNBFqWJX8Rjw2qJQ96RSKgCeBn5fa63X++SFEI2vty3Orxzfi+MHRC2DZMTCD0sLL94ZS/MHf/UOlmVAAA/1d+D44YIAUKkWzuQcvvnyEKZSBFqDVhhK0Z6I4AUhj5/YT9QybroqtraS1J6IcPF6llcGZnnk6M5quKrdsSIRMQlCjeuHoDRhqEnYFsmoVQ1SU1mHv3x9lJevzhCzTR7q7yAesVasUFUqglAKPoaCp0+PAJqHj/RgGAZhGHJ6cI7j/V03DUSNNuwpq3DFdreZn3S1xNcWB7Cb3kcpdQ+l4dlP1Nz+ea31iFKqhVKw+wKleXoLn1ipLwFfAti3b9/qzlwI0fAqgWMq63BpIsvBHaUebSeP7aYrFeWuXW2cONCFbSraygEt1P4NASBmm+xuT/DYg3t4+vQIeccnDDXH+zuqYaYzGbmhilYJkJWvL64kHe/v4EcXp7g2k6M1Zt+wY8VjD/aRKfoL5tg99uCeapuWohdw5tocR3pbyotMTM4MpfnonT3VVcDLBbJ3xtJ8//x1Mk5pYcGuthh72mO0xSPsqmlxUlmoUXmexZW5Rhz2lFW4YrvbzGA3DOyt+XsfMLrMfYaVUhbQBswAKKX6gP8C/JrW+nLlAVrrkfL/M0qpb1Aa8r0h2Gmt/wT4E4Djx49LRU+IJlKtSCkYmimQjFmMpR36OhILgsdjD+6ptipZKQD0tsV5/MRePny4i++/c5103sPzw+owa8VyFazFlaRExOLEgU4+80AfUdugMxm94XhfevgOHD8kapl0JiMAPPHi5WpFzzAVgzN5tAZ0qZqYLoeZ5SpURS/ghbMTzBcD4lETSxlMzDt4QchD+6PLVrqWel0tMbshhz23ex8zsb1tZrB7BTislDoAjACfA3510X2eA34d+Anwy8D3tNZaKdUOfAf4x1rrlyp3Loe/dq31lFLKBj4F/N3GvxQhtpfbPadqtcd7ZyzNy1dnsE2DkbkCh3pShFpjGAZe8O48tXoDQG2oyRZ9Aq3Lc9/eHVQoLYpwefr0MG2JCLZZWqTx9OkR/t5HDuCHutpCpVJJOnFHJ8+9fmMIXCpExWyT6axTDVJeEBKzTBwv4N6+Vt4azVD0ArxA89iDe5Z9LTnHxw1CetuipAs+bhgQas2B7iS/eG8vL16YuqHStVxl7osf7G/YYc/aSmnt31fSSPMFhViLTfvpK8+Z+x1KK1pN4M+01ueUUr8HnNJaPwd8DfhzpdQlSpW6z5Uf/jvAIeB3lVK/W/7aJ4Ac8EI51JmUQt2/u20vSoht4HbPqVrt8YpeaRFEzDaJR0xs0+DyVJb9nUnCMEShcPyAohdUF0nc7AJeG2ps0+CN4QmA6ty4Z8+MVgPbfNHjzeE09+5uZXCmQKA1M1mHqWyRrlQU2zR49N5eulNRLEPx1I8HlgxLyw1vLq76HelN8drgHGh4b18bjxzdUV38sZxKtS9qmezvjBCEmqIf0Nsa565dbdy1q+2GYLPcggQ/1Lc07LmRIWotn9PVPEYCoGhUm/prldb6r4C/WvS1f1Lz5yLwK0s87veB31/maR9cz3MUQrzrds+pWsvxco6PRvNQfwdnhtJ0JiMMz+TpTtlMzBfRGr7x8rW6L/YzOZf5okd7IoLjh5iGQgOuH5CM2kxlijzz6jA9LTFSUYuzw2n+7u3rHN3diqUV6YLP0EyBu3a14QUhz58dr1YJlwpLkxln2eHNrlR0QZCKWiZfOXlPtbdd5fXD8hWqm83fq53jV2upBQmVnoC9bfE1DXtu5C8Ia/ncrOYxjbZgRIham18vF0JsGWttJbHW6sZajlcJIfGIxUfv7CGddynsa+d/emgvz5SHSeu92A9MZXn69DBvDqe5OJHl/r1tBKEm1Bov1KQLLhowlKLg+pwZSuOHmpmcy+R8kWTMprc1imUZ1SBYOf/lVm/2tEQXfH2+4OIFIZZRGvatHT6urMJdvPftcmGj8n3obYvz5U8eZSbnAOqGxR+LLV6QkC36KAXfeHlwTcFmo39BWMvnpt7HNOKCESFqyZZiQoi61YYRoK45VQNTWZ548TJPvnSVJ168zMBUdkOPVwkhOcdnMlNEA599aC+tMRsNCy7cldWjS6lcwNsSET58uBuAn1yZoSNhky36fO/tCX5wfpITBzqxDINXBmaJ2gbdqSidqQi2YfChg11E7VJz5IhlLjj/2vOs3SasLRGpfv2t0TlePD9J3g146scD1fcuZptkih5P/XiAJ1+6yle/d4mnXhq46fZni78P4+kCu9sT7G6P1xVIKoHyV0/soyVms6cjUT3WarceWypE3ex7sVpr+dzU+5iNPnchbpVU7IQQdVttK4lbrW6stXXFUosiil6wqon+lQu4bRrE7FL1b2g6h2Upju5qrfZ6e3Nkng8f7ublq9OYRqm/3S/ctYOzo/NMZhzu6E6iFEuuvO3vTvHFD/YzmXHoaYnSlogs+Pofff8SHz3SQ1s8suC9Axa8r1OZIm+NzXOgp1Q1q93+rDVmL9j39laqTDG7NDdPo29pJexG95pby+em3sdInzzR6OSTKIRYldW0kliPXQDW2rpi8aKI1V7sk1GLbNHnjeEJTEMRhJrdbVES0Sit8Uj1fqNzefZ2xkuVO9OoNi1ORm0eP7G32sZkqfO/2VytypZebeVj1b53wIL3tRII5/Kl/W8r25/t60ziBSHPvDqMAnpaYjc812qHD9cj2NyOXnNr+dzU8xjpkycanQQ7IcSq1bvF13pVN9ZrA/nVXuxVuZtJpdGlbZlYhrrh9XQmozz2YN+CnniPPbiH3TXNfhcfa6lq5tOnR6phcPF7l66Zaxe1zQW3eUHIPbtb8YOQa9M5il7ARw53Y5sGtmmU9q3Vel2qTOsVbG5Hr7m1bkW3loqwEI1CyW5bpQbFp06d2uzTEKIprXUF4Ua1k1jqeZf62nTW4cmXrtLTEsP1AyKWyWSmyC8c3cGLF6aWfD2rOefK81fC33S2yA8vTnHfnjZa46WdKIBld8+o3FZ7Hr1t8er2Z20Juxrico5fHY5dr5Wclddau4BDAo4Qt4dS6rTW+viSt0mwk2Anto/VBI/1DFa1zwVLD0vW2qh2EufH56vDkvGIVQ1IT58eJu8GJCKlViD93SmKXsBXv3dxwfBqzvGrc9xu9hpKzYpvvuK06AXVXSRs0+C7by/sj1c5luMF/NH3L9GRiNBanmu30nks9/6td1hupLYf0ldObCc3C3YyFCvEFraai9lqLsLrfcGuDG/V87z1LrhY7YX8/Pg8X3n2HGZ5KPPIzhRPnx5hNu9ybSZfnUeXKfp8+ZNHGU8XyDo+50ZLvd7u3tXKFz/Uv2yvt9rjPPmjq1y6nsUwFEd6W3jsgT03NA6O2SaP3tvLM68O4/ghRS/gwzXDp7Xz6WzTqM7rs02D+YLHTM5hd3uiujBkOutU34vlhgrXa0gbGqvtRyMFTCE2mwQ7Ibao1XbJr/civFEX7Hqft54FF2vZjeKZV4cxTEV3KkbB9Tk7Ok9fR4y3xzLsaksQsQwKrs/rw3MMTmd5/uwEezoS9HenmMo65N2AjkTkpoHy/Pg8/+S/nmU0XSRmmbQnLH5wfpK3x+b5wB1d1Wpg5TU8f3acIAwpeD59HXFss9SBqjIHzjIUOddHUZrXl3d9Tg3MUvQCvvnyEI89uAe4cUi2vzu1riFuKeuxMGY9NFLAFKIRSLATYgta7cVsNRfhjbpg1/u8Ky24WOtuFIZSxCyT2bzDxLxDtugxm3PRaFClZsMD03kKjs+//8k1DDQ9Le1MZ4u8NTpPuuDyz/7qLeIRq3qOi+fXPfPqcLlXnolpKK5O5WmJW0QtE8s0bmhX4ngBZ0cyDM8WKHo+F69nOLa3g+5UlAf3t/PUjweq+9POFVzOj2eI2SYfOdxNPGLx9OkRQK/YdHkjhikbpe1HowRMIRqFNCgWYgtabZPU1TRsXeq+tfurrqQyLLj4vvWew3KNe2+2b+lKDWIrgebQjiRD03kcL8C2DB460I5lGIzN5nh1cJbprINpKmKm4vL1HNPZImeG0igFqajN8FyRy5M5elpiNzTmrYTHZNQi1BCEGi8I0SFErNI8vaIXcOV6lsuTWTJFl7fGMoyni7hBgB9qpuZLgeTx9+3l9OBcteFwX2eCqGlw9+5WHjm6k65UrBSmPL88N3D59+JWGkTfzErfp9tlLc2IhWhm8skXYgtabbVkNS0qFt835/h17696syHS2uedKu8I8ZkH+pY8h5u1k0hGLRSKqUyRtvKihnp3o/jmz67RnrBJxmzu39tOb1ucghvy6rU5gjAkYpmYSvH2eIYDPUkmMw7pgktbPMJdu1KcH88u2Ce2tjJkGaWWIod3JJnOOjEkWOQAACAASURBVFyeyuK4IYmIQX9Xgon5Aj+5NMUrAzNAKQCjIeOUtufyQg1+wE8uT/PG0NwN4dUyFSaq+nrzrk/CtoDl25hs9DBlI7T9kL5yQiwkwU6ILWg1F7Pa/UHrvQhXLtgzOZdvvjxY1/6q9YSI/u5UdcGAoRTPnx0nahlLBsXl5oiNpwtkit6CDex//YP9K17I+7tT/IOfO8QfsXCFaTJiE48Y9LTEiEcsUJrB6TxHdrbwD37+IF/70VVSUQvLKIUqQ6kbtgerrLadL/qcG04zNl+gLRqho9Mmahm8OZJGabAtg56WOCjNRLrI8FwBx/MJKYU3AzANxY8uTdMSsxYEtnjEqrYsmc46hFrzmQf6iFrGsp+DjRqmXDy0u9khqhECphCNQoKdEFtUPRezW1ktWNo+yrhhf9VbmZtX9AKePztOT0usrqC4VL+5Z8+M0teZ4EBPirm8ix+E9LbF63pNbYkIj79vH8+eGWV0Lo9tGnzinh2cGZqlty3G6FyBTNHH9cPyYoWAEwc6+aP/fpkQTRho7tiRWrA92OB0jq88ew7DVNiGgTIUtmlybF87aEXW8ehMRLBMmM55RKzSDJiWuM37O+OcHZnn+nwRHUI8ZrGrLYZlwvH+Dk4NzC4IbJXvXaVly/Nnxzl5bPdNq5vrPQ+uUVegNkLAFKIRSLATYgu72cVsPYbhVhMM6rlvveHvnbE0L5ybwA1CErbFYw/uob87dcPj2xMRrs3kmMm57G6vL9wtDsSD0zn8UDMxk2e+GJCwFYd3tnKgJ8XXfnSVC2OZ0hCtqTjamyJqmTx+Yj+dyQiOF/D//M15UIqeVIyM4zFX8LBNheOFGAquTuWYTTiYhsIyDOJ2qSoYhpp9HUl+7f39/NPvvIWpFMmYze62KOdGMtimiWUYfORwF3s7k3QmIzcNxl2p6A2vdbnKLrCgPUq9ZAWqEI1Pgp0QTWo9huGWCgaP3ttbnZy/2r1YVwp/A1NZnj49zIsXJknnPXrb40Qtg6zj8Y9+6eiCxxdcn1eqrT8GF7QSWdwguPJ+1A4dVvq/PX92nA8e6uKNoTRXJrNEbJP3H+gkEbE4O5LGtgy6UlHyrs+FiRx39aaIWgbj6QLf/Nk1zo6mmc17RC1FSyxCqDXdCRs/CLkylSMIQ+KWha9DhqbzFP2QhG1yz+7WamD9Z4+9h2deHSYIQ86NZLh/fzt9HUmGZ3P8v397kffubSMesXj4zm6KXqmRcuV7u9L3dHGQHU8XeOLFy6tqFVN57K18pqSBsBC3hwQ7IZpUPW1DVjPfLuf4TGWdm25LtdTw8OLjLBf+KtUgpWC+6BOPWqQLHns74pwZmmNsrsCBnhQnj+3m6dMjvHx1mpht8uHD3SQiVrVyNDid48kfXeHSZA5DKfo6YrTFI0u2KKkElb6OJF3JKMoAP4BkLEI672IaijDQnB2dwzQUrhfS2xrBMhTPnhmlIxGhIxElapkMzuTpbdV0xW3u7WvHNBTpgkfENOhIRUpz85TBwZ0p/t5H7mBXe7z6vh/pbeUffvwIwzN5njaH6etI4gUh58ezmIaiMxXDUPD0qyNcGMtg2QYxy+RIuYK40tBqbZBdTcVt8bDro/f2LvhMzdfsX3szjTp8K0QzkmAnRJO6WYha7YW2ctH/+k8HVzUMt9xxasMflIYFHT/AC0IipkEQagwFBTfg0mQWxwv4+ssDfOH9/fR3p3j8xF7miy47W+PVwDaXdzl1dZp/+bcXuJ5xiEcselujnB5Ms7czzs8f2UHO8Xn69Ai//bFDADh+UG3+m4hY3LenjdcG55jJFlEoupMRXh+eo+iXtl6MmQrbMsm5pUDY0xLjvXvbeH0oTUfC5vCOJJ9//372dyWZybl87UeXee3aHINTebwwJNSa/jBBa9xe8j1LlBdp5F0frTVFP6jOdQQ4P57hnt2tXJst4HgBrw3O8ZWT99RdAZvJOcwXPNoTpSrmzSpuS4XA58+OVxdwDExluXw9x6GdKZ768cCyn6FmGL6VaqPYSiTYiW2vmf/RXq6CttoLbdELGJ7JU3B9elpiwMo7Qigg6/js6UjccJyKwelctQKoUIzM5pnMugRhyOhckSAI6WqJsq8zSU8qVn18puhzYbwULCrbg2WKHv/yby8yni7i+Jp4RDM2XyQMQ+YLPt99awIN5D2fgzsSDE4Xqs1/s45HMlpqJPyVk/dQcH1eODfBtdkCOTekI2FjGIodLTGSERPHC/GCkPmCS3cqxn27QwamTT5+dCcdCZuc49OZjPDpY328cHYC2zSI2iadCZvB6cINFa7a9y3n+GSKPvGISRhojuxJYZsGU5li6Xvak6K/J4Xjh8xki3QvMbduKaVh7hHeHElz8XqW4/0dJCJWtYq7+OdguWHX7lSUL36wnz/6/iU+eqSHtvLq4uU+Q1u9gbBUG8VWI8FObGvb4R/txQssVnuhrbxHRS/g9aF0aXizM7liz7TJTJFzo/PV97NynHfG0rx4YYqiF3Dm2hz372unrzNJuuBydSpPwjbpbYsxPlfAMQz2diR46EAHrfEIo3N5ZnKl4eD797dzfjxL0Q84PTjL/q4EUVuRitu4WZd0vrSIYb7oM513sA0TDWit+YPvvM2n799Df3cLedcnnXf5zAN9oAA0f/n6JHHbpCcVxfVDAq052tvKfMFjOufy9ZcHyBYDTg/MkowavDmSoeAGvPDWBHHb4MOHujm4o4WH7+zmI3f2MDybRwG2abK7PYYf6mqQqgzr1gbtdN7j8RN7+fT9e3j+7Dijc3kUirt3tVa/d14QVnfBWEnle9OWsPnI4W5eGZjlRxenOHGgk8ce7GM8Xbjh56C3Lb7sUH7OKf25Lb5y5a92SkClsqrKX290zVBtFNtP4/9kCbFBtus/2qtZ6Vr7HvW0xFAKXhucI9SaeMS6ac+0ynBfOu/S3RIr72AB3317kraETSJiYpiK8xNZdrbFsQyFHwSoqEXcsLhjRwvTWYf797XRnYpVz5Nyk96+jiQ7W+O4fsDIXAE0JCI2hlbkHI/5vEcexa72WHl3hxClFDtaIkxnXc6NZNjTkSQRsRiYyvInP7jM5ckcXhAShJqfv2sHlmmwpyPO4HSeqZyD44XMj81jmQazBY9UxOTcWBrX1yjA1+B4Ia8MzLC3I85/Pj1EKmrxwYPdoDX5clPi0bkCf/nGKApKVUQ3uKESGrVMdvcm2N+VXLDwYS2NeGu/N4mIxSNHd3JtJldd3fvEi5eX/Dm42WKYej9DlSkBT700sKD34Hi60PC/RG31aqPYniTYiW1ru/6jvZrmxovfo76OJFrDYw/00deZWNCiZPF8NS8IyxUmzdBMjlBrPnbXDn54cap6e8wyccqVq0zRZTbvs6M1Tms8QtbxiFomnh9We86dPLabzmTkhlBhGgYRA6IWnBqYJwg1oda8p6+V9x3o4i9ODeP4IaapiJomhqFw/QDHDym4PhcnstiWQXdLlCCAd8bneeXqDId2pnhjaI5U1OLOnS0UXY+ROYfZXOnc5gs+jqcJgcroagiMz7t8+9URDKXoSkXY1RYlXShtPbarLcbv/pc3ScVsorbJwZ4Elyay7G6PV4c1a0NSbcV1rY14F4d5Lwhpjdl0JiM3/TlY7nir3e2hty1OS8zmw4e6q7uFbIVfohplP1whVkM+nWLb2s7/aNfuLAGazuTS87SWeo9itrkg1NUOZ9fOV7NNgy9+qB/HD6sNdX90cYqc41ef70hvipcuTvPCW2OgIRWzyLkBTlAkYhrc19fGFz54gKhlLAgWlVAxOJ3jwliGvV1xck7ADy5OYSiwTIO+jiRXJ/OEoSIE8o5P1DLwo5p9nXEMpZjJlrY229eVYDLrEjFNMKEtbvLW2Hx1q7FUxKSvI0ZHIoJlGDhBgGUopjIFwvJ7pfW775umFHZ3tMZpjVmcG81w8tgeulNR/vbtcaYLHnu7UgSh5vJknr6OGGNzBdJ594ZK6GJracS7UhC72c/BcsdbTcjMOT4aTXdLvHq8rfBLlGxXJrai5r+CCbGMrf6P9q0u+lhqXtXiobGV3qOlhrPTebc6xAfwxIuXFzTUzRRLc8jm8i6Zoo/WITGz9BpC7TA2V2BPRxyPUhuN2j50lXPq707x+Pv28gffeRvDVFzPulyayOAHIS3xCGgYm3PwwpDh2TwGGss0MExFS9zirp0pPn9iP7s7EliG4k9/eJWJeQc3CHC9kKmMi+8HxCMmEdMi0HB2JENvW5T9XXHeGPHIOx6BpjqcWpPrMBWgFI4fMJ7RpAs+BTcg1JqoWdqPNu/5tERtxtN50gWX+/d1oIFH7+3dkCHK9aq+1ao3ZG7lX6JkuzKx1TT+T5UQG2ir/qO9cPWp4pGjPdy1q63u81/N/MKb9aartCipDOOVLt4BoInZJtNZ54Zhvpht8Ev39hKPmHz95QFSsQipmIXj+cxkXJRhYCiFoRRaL1w5W7tzwp//dICfDcyQjJZ2a7BNAz8sLY6I2xbzRY+iF/LA3hTxaKlh8NBsnsM9SaKWyd+8NcGn3rub7lSUT713F1nH49TADJM5F8cPCJWBorQ9mA5CUJqdLTEGpwv0tka5OuWTsBVeCBaavKeJm9CSsAkBzwtJRS2CECzD4MJEhr2dCTTQ0xLB9UKG8zkm5h0+9d5d7O9KVVuK7O9KbshncT2qb2s97mrDYyOtVpftysRWIsFObHtb7R/t2lBW2X3h5avT1RWO9VR7bjavqnK7ZSj8UN+w0fviUJkt+uV9VX1+dnWGnOMT+YnBZx/aS0d5PlW64NIWjzA8k+P1oTRKKUKtGZ8rcm0mR9YJ0Gj8IORIbwsfOtRNMmoxNpfnmVeH6WmJlVp+ZB2e+vEAccsgGbGIWCaGguG5AgDRcg+8+aKL1ppkxMQLIRJqNDCTc7k2XSARs8iOzfPDC5N84FA3MdvkU/ftwg00qajJudE0Z0fmKXoBtqkIQo0OTTqSNiGakdkCWkMQQlvUIhG1yBQ8eloi3LenlbwbcGowTc4NMBQ8crSb4dkio+kCB3uSzOVdBmfy5B2f9oRNKvpuMJ4vektukbbRQWeln4NbPX494bFyjJUaYQshlifBTogtphLKbNPgJ0NpUjGrtA+padQ9IX25obGprMPXfzrIVNbh0kSWgzuS9LTEqhfWpSp9WcdjOlPkpcvT1W3Azo3O82++e5E97XFyjs8bQ2kO9CS5Opmrbpc1nS1yZmgOP9C4QUAYghuE5N2AZLQ0wV8DhlIUXJ+/uzjFSLqI4/t0JSJ8/J5e2uM2g7N5wkATsRSWqYhHTAwULTGLsbkCrw/NYRiKmGXgBQGJWKnh72DOw/UDWmMWGcfnn/31O4Ra05GMcufOFrLFgAsTGWazLqalaI/bZIo+P740jeOVgmjB0/iBR29rhFQkxkN3dBAxTX7tvl381ZtjhFBd7bqnvTREnYyY/IsXzhM1TRItFkMzBV68MMmHDnXz2rW5JbdI2+y2POfH53nm1WEMparVt7Uc/2bhsbatTm0bnK28Wr2Rqo5i+zA2+wSEEKtTCWXpvEugNejSsGV7uTpWqbrdTOXinHN8Rufy5By/uqNAxDIYni1gWwYjc0WillG94C5V6UtGLT5xTy+mobhrdys7WmJYhuKnl6dBwd2723n4SA+Wobi3r42drXGyTmklazJqUSjvndoas9jZEiGd97hyPUM67/HIXTsA+O/nr3Phepa84+P4MJ1zeenSFGEQkrQtopbCMhSmoTBQ9LbHmC/4eKHGNEApSr3j/JCLE1l+emWa6/MF5os+Q3MF3hxJYxkGyZiN1pqL17P83JEeTtzRSUvcJhG1mMq5vDY4S7rogwLbUFgKglDjBYqP3tnD4R1t9LTE+N75ST79QN+CSuhjD/axuz1OzvU5P5GhIxmlIxFhV1uMkbkCL164DsCHD5dWjlbe89owvbs9QTJqVW+7Hc6Pz/OVZ89xdnSeCxNZHD9Y9+PXvsbOZKTaBqe2Z189n+tGMjCV5YkXL/PkS1d54sXLDExlN/uUxDaxYsVOKfW/A08CGeBPgfuBL2ut/2aDz00IsYRKKHv69Ah5xycMNcf7O6rVnHonpC8eGquEtqIXcHUqR9QycPyQI70pLMOoDs/WDq1WKn3tSRvbNCi4AYPzeYp+QMbxKbqli3FrPMJc3mUu7/Ld8QymofD8EMssVdZSMRtTgRdoWmKl/V/fGE7zg4tTTGWKXJsp4IUhOgSUZqYYMptNg0EpzClFa9zCDzU722LoUBOWF0zsao+hNYylC0Qsk4n5IkFYaktiqpDnXhspBdSYxXv2tPHGSJqiGzA17zCeLhJQmi+ntWa8/Hq8QBM1DVR5yYQX+Njlbb9qd2iovL+VYe2iF1R3rcgUXSazLn4QokPNrtYY7z/YU+7Vx4Kh8Y1uy7NcZanoBTzz6jCmoehOxXCDgPPjWe7cmVrX49f+wlDbBsfxw1V/rhvBdu2RKRpDPT8p/7PW+l8rpX4R6AF+g1LQk2AnxCbp707x2x87xCNjPXz37eu4fojW/qpX9S4eGlMo3hyZwzYNlKGwDYOzw/Pcv6+9Ou+pMrR6aGeK7lS0ukvBnTtb+OHFKWyzVD1riVq8PZ6lrzNVvTjbVulYGjAMxeEdLVydzDJX8DEMRU8qwl29rbwxnCYZtTAMgzAMMQ0wUGBC3g3xdWm4IW4p/BBCrSm6AV6ouXQ9ix+EOF4ICibSxeqWWaYqzYszDCCEsNxQ2DBC+hMR3hhJs7cjgeOHZB2XYlDqzVf0QgxVWgGrgECDG4aEutS/br7o8+1TQ3z6/j10JKPVIBKzzQWrj7NFn0Br/FDz+vAc7YkIEdNgZ1ucqYxHwfWxl+hlt9SwuWUoprPOLQ/z3WyYN+eUmkpHbRPXD4lYJumCR6j1ugatxVMDjvSmqnv2rtT+pRFt1x6ZojHU85NZ2dTwk8CTWuvXlVLqZg8QQtyeye7H9nVy1662VR1nufOK2SaPHO3h5avTdCZtrmec0pZaQciHD3fz/Nnx8g4U7fR1JJjNu3zxg/20lXeY+OUH9/DO+DxRy8QyYE9HnAsTWa5N52iN2zxydAd/9/Z1Hr6zh0zRpyVmMZt3+fyJfbzw1ji+r6v3+/bpYd4ayxBqjdalRRGZwMPxdbXFCIAfgudrlAGBG9AWt8gUA7TWmKbCNiDvheRcB1NBS9Qm1B5uAKZR6j1nmIretijKVBTdgGzRI9Qwm3FwfE3ULFXlgnI/k4gJflAKdIZZWvGa90LcvM83X7nG/3Dfbn7zwwdu2JfXNg3eGJ4A4MSBTmZzHp5f2lM3ahkUvYDB6RxdKf+GVaO1K0oVcHRXC3/8/Uu4gSYRMeteNLPUZ+FmlaVk1CIesTiyM8X5iSzzBZcw1Hzmgb51/UwvXjVb2bO3OxXdkvPTtnJ7F7H11fMpO62U+hvgAPCPlVItUO3JKYRYwu2c7L6aVb0rndddu9o4caATq3wRyjs+XqDZ25mo7hgBEI9YTGYdcm5AW+Ldx37gjm6yjsflyRyXJnMorfjFe3bynr0dADx7ZpQ3htMYhiIMNQd7khzpbaWvMwGUetY5XsD5sQymadCZjFDwAopeSFssQs4LyjtG6NK8uaC02jUMIQCmcqWhy5aIgTJKQ6VhEGIain1dKYZnC/ilXb3wy/+KxZQi7wR87M42MkWP6xkHjWYq76E1FP13e9SVBkkViUip6bHvh/ihxlJgmgrP0+SKPr1tpRWttZWb0rzC0uBtVzLCHT1JLl3PcqA7Vb7doz1u86vlHoC139PKsPk7Y2leODfBH794hbmCR3cyUlqRW/T58iePrjoArVRZqg1ch3ck0cCn3lNqEVP0gnUNXFu19dBStnqPTLG11RPsfhM4BlzRWueVUl2UhmOFEEto1Pk19ZxXzC5Vf549M8pUprQrw2ce6KOzPLyYd/1qi5XFqzdjtsmn3ruLf/QXrzOT91CGoiNu899eH6sGu8ruDIrS8On1+SJ//P3Lpepa+eL3+tAsV6eyFPwQ0zDY1xFjR1uMh/rb+e7bUxRdj8msV62gLSXjhrREVbkqp3ECTcI2uWdXK69cnVlw35wXEuZcvn9+ko6kzXTWYb4YQnmYFQ0RqzRMHbFN/CCsLlSZ8T38QBOxDBLllbyXJ7PM5Bw6k1GcckUu75Z2vQjC0kknojYHu5Ncvp4lROP4Acf7O3D9kKhlLPs5efHCFJZpMJPzKPoBA06ejkSETNFnJuewuz2xqs9EPZWl2sC10W1Iavcdrv37VtRMQVVsLSuuitVah8AEcLdS6qPAPUD7Rp+YEFvVUlWQRljVV+959XenePTeXrywFEj+86lhBqdznDy2m3Te44cXpwhDzQP7229YodkSs7Asg76OWGn41PH53jvXeWNolpzjE4+YHO/vYE97HKU1r15L89rQXHXLsCe+f5nf/87bZNyAsDzkOplxiZsmO1rifOq+Xqzy/DJTQXTRtdJU7w7TZpyA+WKpjYoO4fxEhqtTWXxK97FqJpQkIwbzRZ8rU3nybohlQE9rnJhdqsx5Afi6tFCjNW5zV28r/d0pDu1IYiqIlMd1W2OloDQ0k+eJFy/zjZcHyTo+wzN5JjNF7uhOcrAnyWSmSCpm8/Cd3RztbeEDB7tIRKwFc+cqK2Irf363zY0i63hY5TmQSsFUxinNKVylpVZHL1VZqgzLVobjN2p1brOtJI3ZJl2pqIQ6cVvVsyr2D4HPAm9RGu2A0sjEDzbwvITYshp1fk2951X0Ar71s2u8OZJmKusShJrTAzP84S+/h8dP7GUsnWc653F+PIuhFD0pm+GZfHU4FWAy6xG1DdAK1w/5m3MTnIxY/OTyNFNZh6zjk4iYGIaiLWFzZijNBw528cZomqIb0ha3KbilXS38UHPy/l1M5zwcP6SnpTTvamgmj1Ll1RBlYU0VL6LAsk10EOBRqhDaZun8NKWgVjGb8+lpMTANRSJikC4G5IsuYQgxS2FbJqmIQc4JMA3FTN4haplETYOIZWAoiEUseloi3Lmzhb89N0F3S5Sellh5mzWPx0/sre7JW6l+fetn13jt2hwAd+9q5Rfu3sFTPx6oBm5d3j/XNg0evbcX2zTwgtLCBccvrdTVGrpSkdL7vQb1VpY2ekFAo1a6hdhq6rnSfBo4orV2NvpkhGgGjTq/pp7zKnoBlyczvDY0SzpfCoCGUeob9xevDPOlhw8wMlskGbNIRW3G0nneHksTj1q0xyN87K4d7O2IM56exVAWoYa+jjgozX89M4xlqlJbELe0ujVmlXZ18IOQoek8Co0ySmtPW+I2+fK8tPfsbePOnW3M5BwilsHrQ3PVcFSrktViJqUFEmGIYRgYYUjODSl4S/8zpoF0wedAT5KRuQIG4IaamGUQKsWxvvby7hIurTGLsYyD64fMF332dyWYy3vcv7eN1piN4we8MpqmIxHlgf3tdKdi1QUBte/11386yJ6OBP3dKdJ5l4Ib8PKVWdoS9oKFFo8c3YkXhDx/dpxH7+3lL18foysZWTDH7lBPqhoa1/rZWGtT6/X6hUVWkgqxPur5ibwC2IAEOyHq1Kjza252XgNTWZ4+PczlyQwXxrOYpiLpBrTE7VLfOR0wX/A5tDPF6FyR0bk8FyYyxGyDSxM59nYG/MF33mZvZxytIWIqultiHO1tIdAaxwtpidnsaInx5vAc6aJHGBq8OTIHIWQcD9fXWIZivuDih7q0ZVfC4p/+t3f4X3/hEMf7u7hvTyvfe2eCubyHF5Tmk0QtMA2Doh/SFjPZ3ZHg6mQO1w8JjXcreXqZeXlKgVKaUGtSUYuM9kvbkQUh+zpiWKZBqDWGYbC7PUlve5yL17P0tLQQsy2uzxdJxkz8MGQ0XSRd8Jkv+hS9gJ870nNDAFocYrpbYly+nsENQ3ZF4swVSpVS01Q4fmnP2UpvvN/+2CEeOdrDC2fHF6yK3ejPWO0vBtNZh1Cv7+rYRq10C7HV1PMTkwfOKKW+S02401r/bxt2VkI0gUbdg3ap8yp6AU+9NMClySxDswVMQ+F4ARHDYDrr0N+VIGFZmKaiPR6hKxnhhxenaI3ZJCIWUdvgJ1dm2NUa4/DOFjqSEU4PzrK/K06gNZ+4u5e/fnMMzw/x/ID5ol9eWKCIK+hujfLA3g5OD86QsQws02Iq42EZ0BazMUzFv3j+PO+7o4tXr81ScEPu3tXKxHyR2bxLd0uUXa0xBmfyHOxpYV9nnKuT+dK8uFBXe9D5SwS71phB1CxVJmfzLq0xmzt3pDANg8GZHF4Ab43OYyg4cUcHv/JQH8+8OlzqYWcoZnJFLLO048W5iXl2tSY4vMNkYDrPtZkck9kWvvD+/gXv+VIhJhExAcXwbI63xzJcm8ljKMWxPhdDsaA33lra3KyHyvzLZ14dRgHPnx0nahnrsoCiUSvdQmw19QS758r/CdFUZB/Hdw1OZzl9bZaORISYZdDbFmd8Lk/ENtAh7GqLUfQDnj49XK7UZZnMODiBZkdracWs54eYpiJimezvSjGddZnJuliW4v/+63foaLGZK7iMp4uEWrO7LU5XMsLgTI6hmSLT2XHyXsCe9gimMil4IXHLJBaxmMy6pAsuMzkHuzyvbTrvYhgKlOJ6xiFqGexIRblrV4ork3mO7Exx4XqWZNRkKuOSjJhknABNKeSZRml6XhgqdnXFePx9ffzHl4fobU2QilkU3IC8E/D/s/fmQXJc953n57286q7quxvoBhrERRCkwJsWSZEyZdmy17Y84soWx3ZIDnvHG5bXG+Hd2Bnv7OxoHTEzuxFjhzd2rFh51mtp7TEth8kRNbItySRNSiQl3iAJEsTZjb6P6q77yOu9/SOriw2gATRJNACK+Yno6K6qrMzXmS8zf/k7vr+fv2WIbMKi1vbxAsVwLsFnbh3le8df5Y2ZCkIIUpYkZUsMIUBo0o7FYNYRywAAIABJREFUdQNplqptfuWu8a7hs37OnWvEPHjbKG6g+NJjb2JIwWhPEj9U/PD0Knft6j3PK3c1Hhzafsi3jywwkE1sSR7cterpvhaJr18xF+Kihp0QwgA+qbX+lSs0npiYK8LVbqp+LfHMiSX+8LsnOL3cwDFbpGyTTMKkN5vgx/cPEISRZlwmYVFIWhyeLpO0DMb70gRKUax5mJ2iiRtGcliG5LXpVb7z5gI5x6DihmRtg8W6yUDGpi9j05t2yDhRC7BKKyBpGeSTJq0gYKrYZHwgjSmiilSUZr7SxPUVPzxdQmuFYUhq7YBcwsQ0BEnTJGkb/MY91/HcxArLtRaOYZBLWigVad01/RDTEOhQYxiweyjD/qEcP33TMMPZBN99awkpBMcWKxSSVqei0WY4l6Ta8ji+UKfUdPmD7x7j0zdvxzIkPSkb2xSECmZKbfYNZViquphmiFKam8cKjBQiTbuN5ty5RsxK3eXQWJ7eTAKn06JsarXBQ3ftZFtnPVeTK5EHd616uq8l4utXzMW4aBmV1joEBoQQ9hUaT0zMlrBeNuJqN1VfP5YrxYW2WWl6/F+PnyRlGwxmHRBQaXnU25FYbqg0q402j7+1xDcPz/I3L09zernObLnN1GqT+UobNwgZLjj8/qcPkrJNJop1vn+iSDZhkk85hEpTbvsINI5pUG75ZBMmJxZrvDVbIQij3LalmovvK5q+5nSxiRsolFLMVVt4vmIw65BJmJiGxPVCvEBRanoUEjYHt+URCP7DP57kyGyZxarLTLnFcM6h5SuEiFTVBRppSAZzDtcP5/i1e3Zx53gf33pjnpRjsHcoTbUZcKrYYHq1SU/KpNbyOTxdoekFlJo+J5ca/P633iRQio+M5tkzmGVnb5LVhksQavxQ05+2OLgtx6dv3tbd/+vnnG1KHn5hCtcPu3IYbT/EDUIsw+iGXv1QkUtY9KbtCx7HdzOfLrXspT5fH0IG4jy4q8DVvn7FXPts5mycBJ4VQnwTaKy9qbX+w60aVEzM5eTcp9v79/Vfteq7q/GkfbFtHp4qMV1ukklYoCHnWLRkwL17+/knt4zy1NuLTLRCHFNSc30Wqm201iQtk6FCgjDQ9KdtBrIJrh/Jc9vOXk4s1nhxcpW2rwi0QmlNGGqWax7LNRc/VDx7coVswqAvY1FzA4SA3rTFzGqAZQo+si3PYs2l7gUUUia5hEl/JsFMqRV1bsjYHMglKDV9thdS1FyPiWKDINT0Zhz6MxaTK22otEk7klAZCK2QHbmQSitkttTmX33jCHsGU0yuRJ7K08t1hvKJqEeqgKMLdcrtED8IafmKHb0pelIOC2XFcs3teNssJlebWFJyaKyAFyqmVhqgNY8fXeLp48Wz5txKvc3h6QqVlseXnzrJQ3fuADirn2zd9btG1Fqe2UbHcf33LjWfLjX3NjM34zy4q09cPRxzKTZj2M11fiSQ3drhxPyocbXzQDbSxnri6HK3G8CVrL67GjpdF9smwLOnVpBCIIB0wqTm+mzPJ/ndT+7DkJLvvrkA0O3ZKojkSoJQoRWEWrNrMMVrMxX+9JnT5BIWD+wfIGkapGwjas+lo6IFN4hEhw0JuURUcXpmpUkQapo+tP0WodL0Z216Mg4J2+DIbAXbEJQaPvmkTX/GZnLFBxFJsCxW2qzUXUKlMKWgHShW621mS1HHhyqagYxDqBRuoNFeCAL60lG4eabUREpI2xZ+oCg3fVqBoukGZBwTU0pu2pbj1TMlBtI2PSkHLwxJJyxu2dHDfLnFUrWF6yk+ddMQSdvEDBWnlhvcs6e/q2P3xNElBIJKy+PwdAUhIJ+06UnZPPLyLKDJp+zuMao0PR5a11pso+P4yMszQKQDeKn5dKm5927mZpwHd3WJq4djLsUlZ4LW+n+7EgOJ+dHjWsgDudDT7U8cGOTp48Ur6nW4Gk/aF9vm9GqDw9NletM2U6tNUo6J0PAb9+1iMJek7Yc0vZDTxToNL8QSAssQ9GUcwlCRTxokTIeZUpuEZbCjN40fKp48tsx/c98uvvLUacxOdwhDRsagEALbEBTrPv46NWFJVNCQtCRuoKm2fN6YLaM1WFKibTi+UENIGMkncTotvKLuGSHTpRYtP0SFiqaOZE1MKZBCsFhtEyiNISKF9VBDte3z1lyZWjsyAMNMlEfoBgopIdk5HnXXZ7LYREvBTLlFqDWFlMP+4QwtL2RbPkHVDTi1VO8ew0rTA6CQss/a5z9xYIC/P7JApeWRT9ocGsuTS9os12ugYaRw9jFa31pso+M4X26BgBE7yr2zDEm17bPa8M7Lx7vU3Hu3czPOg7t6xF7TmEuxmc4T/8g7up9dtNYPbMmIYn4kuFZU5C/0dHv9SP6Ky0VcjiftS3lAz/38Qts0peA7RxYwhGAkn2Qol2Cl0ebgSIF79gwAcGalwdH5KirUtH2FMgQpyyBtS4r1gLmSSyGtMAT85MGoK4JlSMpNj960ze6hNIenA0ItkAIyjhkZi746q0MERF48jcaUUaeIV6dL+EHkhZtYbSIR9GdtDgxn2T+S4/mJVZKWQag0u/pyTK+2UCoyHPWavImA/cNZJooNJFEhRr3toUIIlabuRgUODS/Eage4vqIvZdEKFHUvQEK3O8ZQNsGh0TxvL9S5biCNISRahwzlk+yyTfpSNq+eKXcMSskNI7nuA836OberP8OXnzpJT8oml7Sj42KZgL7ovLiYPMpa/97nJ1ZpeAH2c5P80p1jZz1EXWruxV6gDxax1zTmYmzmrP0f1/2dAB4Erm7Ty5hrnmslD+RST7fX0lguxXvNkdpomxPFOi9PlRHA8aUaWcdkpe5xXX/AV5+b7GqVpRMmd1zXx3K1zWylTT4VGRM/eXCY8b40xbrL86dXu/1Zm16AAL7z5iIzpTbb8knKLZ+VhocIFWh9nlEH4KvIY9cmiHLo0hbVFrQChVQhEqg24dhCnanVJqvNgDmjxWAuwfHFGtvySU77IUJExQspy8AwBOjIyDMNgSEEtbZAoFEK/EAhpSBpS0xD4vkhIfCR0TxBqJgptSg1fVpeVE07X3ExgHv39LF3KMtfPj/Vnd+jvWmU1jx46yijvSkWKi0eOzxHsdZGQ1fIN2EZPHTnDh47PMdcudmROdmOG6iuNlzSNs+bFxvNnQdvGwXgkZdnefr4EpVWwFDO4c35Kl97bpJ//tMHzprnlzoP1n8ugE8cGNzUvIy5OsRe05gLIfSFpNgv9iUhntZa378F47kq3H777fqll1662sP4kaHth6w2XB5+fvqs/J+GG1y1vo9XO9fv/Y6l7Yd85elTZ3lA1+/Pi30OsNrwAN1tO/XHT57ktZkymYSJ5yveXqgxmk/w0b39tP2AajvENgVTKy0cS2IbUfK+HyosU9KXdtjRm2RypclCpUXCNjg4kmMgm+D+ff38l9fnObXcQCvNG7OVrqduPYINQgEdZOczvW5ZOq/XNOhsQzKcc8gmbQ6OZHn6eJFq26flh4Qq8tglTEkhabJc8wh1VBkrgYQVrVUA9+wdIFTQDkJKDZe+TAJTRq3OFqtt8qmocAMtqLs+h0bz/OpHd/Knz0yc5Xk7d34fW6jy6CszSCG6htN6Pbu1Y1JrB3z7yAJtP+x2c9g/nNv03Jko1vndrx9mMJcgaZl4YUix5vJHn7vlvJDsZjy+b89XeOLoMhodS2m8B66la03Mjy5CiJe11rdv9NlmQrG9615K4DZg+DKNLeZHjPVeowtV910NrqWn2/cylveaI/X2fIWnjxfP8uJlExYazR3jPRyernQkYALKbZ+vvzgdhSYlDOccDo0VWKh6lBoexbrLTx0cZnKlidKaf3hrEcuQaCCftGi4Ib/ziTFySZvvvLlIqe4yXYry0trnGHXwjpG2/m9DRvlx4TqLb/0y3fc0aK2otQNSjskzp1boSZtU2j7o6DvR+qK/TAlBRw1CAV4Yee4E8MZslfG+FDduz3FkRnPXeA+2ZeL5ASeX6kyVmrS86Mv7hjLMlJp85Xun8QLF69PL7B5MM5BNnDW/LyXku+bRa3kBr01XuGVngbHeNE0vMvJ29qU3ndvmmFEI3BAd9Sq90R678PfP5enjxU0VZMScz7WQVxwTc1Eduw4vAy91fv8A+B+AX9/KQcV8MDlXX2m0N0XGMfmnd+3kN+/fHV/g3geX0g/b6HOB4ImjS+fpXZlSYBmSpG1y374BRgsJWn7IbKVFuRXpzQUahJAcX2hw3UCavYMZPrZvgN2DWW4ey3c05HwAhvMJ5qttnjm5zB/8wzGeO7lMvR0wW25RdwPCjkDwGusvOgLI2tE7GlDq/H6u6z13a699Da0A6l7IUC7Bat3l+GKDphsiOqFXyxC0/JBiw8NTkdFodX60joolLFMi0NTaPgnT5IsP7CbUMLVS59mTKyQdE0tIepImTTcyuh4/usThqTK9KYvbd/XgWJIv3D1+1vw+19BeX9iw/jzpzSQwpODYQr27vB8qGm50HDejUdebdrhhJEfd9SMNQtfnhpFc1zv7btjoAWH9eGIuTKwvF3OtsBnD7oDW+jqt9S6t9V6t9U8CL16OjQshPiWEOCaEOCmE+BcbfO4IIb7e+fx5IcT4us9+r/P+MSHET212nTFbx0Y3BQ1nVffFvDfWQnkNN2Cu3KThBhvmSK3//BMHBtBw3k06ULq77NsLVb53oohjSjxf4fohtXZA0/VZrLbxwpB79/Tx2w/sIZcwWa27JCyDG7ZlySZNhnIOb89VWai0WW34PHF0id975A0QsH84x3A+AWhM8c7/st53ZxvQm01grPts7fOu123d6/WseeSOLdSwOnPMNKJ8PT/UtAPdMRIjs1B0ersqQGlI2gaD2QR7BiMVp589NMK9ewf5wt3jpB2T+/YPcNP2Aod25Hl+osRsuYVlGvSkbYp1l8dem+e1mQpvzFSZKNbPGtt6Q3ul3uaJo4u8MVPh4efP8PZ8pXueOKbEsQzaQYgXhGcZ7JPFOl95+hR/9uwEX3n6FJPnbGP93PjCPeMcGs1zXX+aQ6N5vnDP+Hs652IB4vdObBTHXCts5mx9Drj1nPd+sMF774pOu7I/Bj4JzAAvCiG+qbV+a91ivw6UtNZ7hBCfA/4P4JeEEDcAnwMOAtuAx4UQ+zrfudQ6Y7aI91tZF+emXHwfbFQJt7a8KQXZhMUX7h6n4YWAJm2bWEZxw+PRl3H4wt3j/MF3j7GjN8Vqw6Ppt9Bh5F0THUmQ7YUEf/vaHN99a5HVussbs1UKqajd1t6BNKeWGlFOm9YYUuAFCq3h5FIdxzToSZjMl9tRwts6V5wATAmmIRnJJWj7AQtV76z/d23p8JzX5+6vFaVJO0aUs6fPNgBDDVILTKmRHfmTjGPS8gOGskl8pZgttWh6IX/90jS/+mM7sU1JEOrujTlpW/Sko9Bkf8bh5FKdYt0ll7SwpUQZmm+9tsCu/gz5jsTJmqH99Ren+eHpFdKOyb17+0nZZlfTbu247B/K8OpUmdWG1/0ecFH9wXPnyHh/hi8+sPd9nz+xlMZ7J64sjrlWuOCME0IMA9uBpBDiFt65XuaA1GXY9p3ASa316c72/gr4NLDeCPs08KXO338D/AchhOi8/1daaxeYEEKc7KyPTawzZot4PzeFODdl88r/a/tzbfnlWptTSw32DGUwpUBryCSim8xtOwu8fKa84fEIlCbtmGQSFqKj9+aJdzTgLFNSbQf8/ZFFMgmDlq8Y70tiGga2lBQbXiRUDAQqatflhyGGhFrLZ2x7klfPlKLKVAmDaYtyy8c2BYaQCCloeiGTK00yjoVj+hhoWkEUSrhUAGttu4FSBKGiP2Mjkhblht/9riFg33AGrWGp2iYMI6+kJQ1qro8AEpbJeH+K/ozDV5+dJGkbvDFb4fWZMoaUSBEJJNumBAG9abvbgaPW9pFScHim1O0isf6YeWFUEGFKieBsTbs1HUXHMvjSpw/Sn3HO6hm72ZzJte1drjzSWErjvREbxTHXChd7lPgp4AvAKLC+fVgV+J8vw7a3A9PrXs8Ad11oGa11IISoAH2d9394zne3d/6+1DpjtpD3clO4VjTvribn7oNqy+PhF6b4rY/v6XqB1nvzAB55eQYhoubz6YTJTKmFHyqkENy3b4CmG/DsiRV+8Y4xHEvSm3bO2p9rx2f/cIaj8zXSjonSkE+aJG0TpTRz5SZSSrJJCzf0mVptk7YNdg9lyQsbU8BqJ9dOinc8Zkv1NsGMIuVItvekKTV96m4kZaK1YCCfIFQKL1BUWh6W6VBIWAgB7bqHFJ18u85YTSKNJYONDT5DROHVassnYUkMKTCkoOmHrNZ9Ah0ynHMYzkfPpMV6O+pRCwxkHG4f7yFlm7w1X+XePf18dHcf33hlFiVgd3+Gj+/v58hcjdlSE0MKxvvSHBrLM1NqYXSM6ULKPsur9tjhOQYyCfozCYSAw9MVbh+Xm9JR3Mj7I4Anji5fkcKGa6nY6INEbBTHXAtc0LDTWn8N+JoQ4kGt9SNbsO1zU2bg/GjLhZa50Psb5QxuqKgghPhnwD8D2LFjx4VHGfOuebc3hWtF8+5qsn4fFOttXrtIL1HLkOwdTPP8xCqWIZktt9gzkMGL3Ga0vIB/eGuRMFTMV9oUGy6jPSk+ffM2hvPJs246ax6G64ezDGRsji3UMQ1YqLQpN93IeyYUk8VmN5Ta9gPEssAPFX4YFVrIzhlpWQIJpB2LetunWPdZqXsgBI4h6EtZ1LyQhWobgWBXf4pi3eOOnT3kkhbPniqyWPNQ+uwTdy1L6VyjzugIERfSDp88OMSzJ4u4XkAr0CilkWjKLRetNRJJb1qR7ngzQxUiNLSCgEBpyp2OEfmUTcML2NaTBAR37uolVIqj83V29KXIJCxu31ngyEyNWjtqdXbzWJ580mau3IzC2m4kGjyQzXBoLN89nuWmx0N37rikjuJG3p9PHBjk8aNLH+rz5INAbBTHXG02E/x/Vgjxp8A2rfVPd/LbPqq1/tP3ue0ZYGzd61GinrQbLTMjhDCBPLB6ie9eap0AaK3/BPgTiHTs3tu/EHM5+DDmplyoQ0S15fHaul6ihQ16iVZbHl97bgrblGQ63ztVrDPWk6LW8jhdbNGTtqi2fFK2QbHucd1Ahq89N0nClHihJmUbPHjbKMP5JJ+9fYw1jbszKw3+9PunmViu04occWgNXqiRrBlwgtWGiyEMQCEBxxBowBaCVqCwBSw1fZTWHekSjRdqelImhwYKnFlt4liS0Z40oVI8dWwJzw+p+dGpuNk6wlBHF7GBjE1f0qIvaUPKptxwObXS6oghaxKWoNRweeGMT0/KpOlqRnsc0rbFQrnN37w0w/37Bzi4LcditcXR+RozpRZSCBquzwsTqxQbLgrFasPn9ekyd+3qZe9ghh19afLrtOwefv4MgdK8Nl1BCsFob5o7xiWlpneWB/ZSnOv9gUiK5Fo5T+Kc2JiYa5PNXBH+rPPzLzuvjwNfB96vYfcisFcIsQuYJSqG+KfnLPNN4PNExRr/NfCk1loLIb4J/KUQ4g+Jiif2Ai8QefIutc6Ya4wPW27KxTpEPPzCVLeX6JoXqHhOL1EpJaFW3Lq9l+OLdXrTFjOrLfozNqsNl5QVhSGV1hhSRgUNwEuTq6QsE9OM8r1mSk1Ge9JnCdHu7EtjdIw0IcCSAn+dqNy9e/ooNjwmiw1CHdWvOpak5Uc9VwMZFV9MrDTx1pW/rokRz1c8bhq1mKkI3FAzuVRlphpJgITv8fFKSpgtt/nbN+YZ708zW2oyudru1moIoO1rTAk6UFSaAWlbUmkFjPZkGMonWay1SNqSXzi0nX/7d29jSMFoTxI/VDx7aoXZcouEKZlajYy9UGkStokfappuSMNtIhAEocI0JP1Zm5tGFS9MrOKFIdmEzUN37jjPqDs3vH6uoXSu9+daOU/inNiYmGuXzRh2/VrrvxZC/B50c93etzBPZz2/DXyHKHXm/9VavymE+H3gJa31N4mMxz/vFEesEhlqdJb7a6KiiAD4otY6BNhone93rDFbz4clN+Vi+YTj/Rl+6+N7+PJTJymk7K4XaK2XaLXlIaXE8wMsKcklLe7bN0Cl6dHaEfKzh0b4xqtznFyq0/QCyk2fUtNDo5leabBYdckmFIYhCEPN8cUan7sjxUghRdMLeOTlGXrTFn/3+jyVdnSKh6HGkhAqsC1By1Os1DzCUCGkIGmbhApcXyEFJG1Js63wzvm/12y2QMOxhRphoGi4PsudkOl7MepE90fgBSFnVgNMQ3L/vkGKjVmKNQ9DdPTxiAotHFMghKAdaBQhUkKoFVnHwjYMkrbJobE8vZkEjinxQ8Vr0yXmSk0sU2J4CikjA8wyBJmEyUN3jeGYBqeWavz77x5nptym7YdovSaGDJ+6cfg8w+dcMW8h3vFeX8hQejfnyVZ51OKc2JiYa5vNGHYNIUQfnWuzEOLHgMrl2LjW+u+Avzvnvf913d9t4LMX+O6/Af7NZtYZ88Hgw5Cbcql8wnzK3rCX6OnlOl9+6hRKg2NIfv7mESZXmp1iAYNfumOM4XwSUwgGMjbPT9RJWJJQafrSNkfna2gBliVJGAY15Z+lr9X0Ap54e5GJYvO8LhG+ivTmUqZBte1Rafu0Q9Chpun73fZfjiVAiUuGUSdWmlgiMvKCdV61d2vbGURNFqQUeKEmVJpTyw1u3pHHNiSGjESJveCddduGJG2bmEZUBbxUaVJIJ9g/nMExDQayDknbRAqotjxenCxRbfn4QWTQukFkwGYcAz+MPJ1rQsDfP7FCwjJwTMlMqUWgFDt704zkE+d1k1hvHFmG5PWZRQA+cWAIP1QXNZQ2c55spUctzomNibm22YxA8e8ShUR3CyGeBf4/4He2dFQxMT+ibEYAds0r82v37OI379+NGyj+4/cmsAxB2jHY0Zfkm4fnCZXCDzQfva6X4XySlyZX+MHpFZ4+vkyx7pF1TH7pju38zE0j3Lg9z0DGIQw1pabLSsNDA8+dXmGh0uSHp1Yo1j1CpTDOuSpIIG1L7tk7QM0NkeKdYgmIvFIG0PI0de/CZp0povUoDaYlySUMrM62zt3mehKW4MBQkoGsRcKEjG1gishVH2po+yoqlBBRR4lTi03u2NmDEALLNEnbUb9YU4BlGEgJTU+RdkzagWYwa+OYUTpAPmXz6Zu3UWn6fP9EEYC7d/eRdEyEgP6MjW1KhBAEgeqGQhtu0G3T1vACvCDy2B0YyZBP2ucJ1a43jtxAYUgRGahB+L6Fbbe6A0IsYhwTc21zyTNRa/2KEOJ+YD/Rg/UxrbW/5SOLifkR4Nxw2GbzCdeWbfshj74ygxCCfMomCBUvTpQYyCYIQs3JpSqvz5Y5NJrjxcky/VmHfNLk1ekKs+UWR+frXD8cGVXXD2eZK7U4U/JBa7IJk6WKy395fZ56ywchUAoQ74Q5Abb3OORTNqt1l2LdpR2c71tb3zFiIySQcUy8Nd27UKN05AkMVKSbp7SOLkhSMJxNUGp5CKA345BLJZgqldEIfKVYPwRN5PlLGSClgacUg/kE//xTe3n05TkMU2CJSJMvn7Q4XYx63YLg9vGeqHPD3ePd/Lfx/gwP3TVG0wvY0ZfGDRRjvSkWKm2GcgmSlmQwl+BX7x5nWyEJROP3w8hY/Pi+Qf7h6AKmlAznU1RbHn6oMNdZw+uNI8eMPKsAtmm8b0Npqz1qH7ac2JiYDxqbunJorQPgTQAhxCeFEP+T1vqTWzqymJgPMG0/5O35Ck8cXULDWeGwd5Mn1XADqi2fuUqLuUqkmVZpefhaM19t45iC3pSNG2gWqy7bepLMlFoM5RIsVtssV1scW6gykEtgdCo8m15AT8pmz2CWphtweKpEKmHiBwrHkrR91e3PmrYkvWmb+bLLbNjc0KiDqIABFfVoNWRUrLC25FovWF9phNYkTQFSYhvQCiR5B0Z6koRKIYWk1PRRRJ0s9gxmWGl4SKXxAo1jim6V7fljEPz0jUP0Zhx+9qYRnjy2zN17B3ADxWdv3c5y3eV/+cYR/DDEMQ129aeYKbXZN5QhUGevrzftkEta+KGK2n6ZBmO9Ke7e048AvEDRm44MwbWwZ6Xp8fKZEnuHshwYzqE1nFisdsWjv/rcJJ+6cbgrRLxmHPmh4rr+NELAcq39vg2lK1Fl/mHJiY2J+SBysc4TDwD/N1HV6TeAf0sUhhVskNsWExMTMVms88jLszw/EeVcrYnfrs+b2mw+oSkFR+drBKGi5Yf4gaLlK3b0pmj4kRjxUt3lY9l+pIBSI9JsMwxBIWWTS9jU3JCBjEO54bJQjRrKCwIqTY/pUjOSMvFC3CDyudmGJJc0CZRiIJtgueaRT1k0XEm1FW6YQ6c6WnamjDpapGxJy4vy0Vr+WsGGwjQFKdNAGhJLChIm/PYDuxnvS/MXz5/htekyfqAIlWYw65CyTe4c76XhBpxeqbHcCFhvg5mdwg4hwDINTEPymVtH+faRBdKOyUA2QdMLePLYMp+9fZSfunGIo3N1Mp2OG8v1Nkrr84ye9V6pNcMr1JqVukvKMnnwtu1dj+pjh+dw/ZDluo8tJScWavzrnz/Ijt4UX37qJPftHyCftJkpNfjSY29yaCxP0o4Mu3PlTC6HoXSlPGofhpzYmJgPIhd7hPsDIgHfHwA/TdTp4V9prf/PKzGwmJhrlYtVG67d6C1DkHJMUpbJa9MV7ts30M2belfizV7UkippmyRsAy/QGG2PhG1SakXenYGsQ6jhzl09TJdaVFsBtim5Z3cPp5abaGBqtclcuYVGkzANQqV4baaC1lFINFAa25B4oWI4b/O/f+YQ23oSvDSxyn98ZoJKy2e16WNbEt9XXcHgtdS4qDWXwA00oQJL0q0abXqKUIWknUivr+YGCD/EsA1yCYu35mt849U5ZsstLNPAsUz0+6y/AAAgAElEQVRCpbhuINKH+8HpFUKtqLsqakvWDnAD3W0pZgpI2QYpyyBhSQKlafshA9kE8E4oEgSFpMOtO0yOLdYp1toopfnMraMbHpP1Xqli3eVbr83R7PTh7R6fjhDxiaUGjmmQ7RiL33p9js/fvQvLkN0cu2MLdQwp6M0kkIKuod+Xcbrru1yGUuxRi4n58HIxw05rrZ/q/P0NIcRybNTFXE4+iAKnl6o2XMtvGshGoU+ERmnd9Zy8+3CYJmEZjOSTSCloeyFH50Nu3J7j5rECb8xW8IKoV+p//xP76EnZHJ4u8cyJYvS+UmgFQRh540wRVYtKIQkNjSDKDVM6KmAQQKUV8uirc4Dmjdky1VZAw1UIonAoEgwVVcFahkHDC1AqkvUIOy3FbFOQNQw8FcmJSCFI2QZSgB9qHEOStEzqbsDJ5RpGR9jYCzUjhQRNN+DUcoOE1SJpmVhIkrZBO9Q4pkTpkLU6DWlIpJCkbIPDMxUUUxyfryMEjPaku6HI3rTd9WTtHUyjgc/cOsr+4dwF9/7avPyLH54hn7IZKZwt75F2TDTg+iHZhIUXhiRMAymiOt+1kKjWmnYQdqtmLUNueSVp7FGLiflwcrG7TEEI8Zl1r8X611rrR7duWDE/6nwQBU43o9+1lt/kh4qbx/K8OFmi7YcEoeLB2zb2DF2M3rTDDSM5ThcbuH7IQtUlnzJ5fbrK3qE0t4z18IkDA1w/ku+ue2dfmpcmyygC+jM2p5fqhG6UF5ayDfJJG6U1GWlQSNqcWKyBEFiGQGuJrxRvL1Q5XayjQk1/1sExBdV21H1iIGsznEuwUG7Tl3U4tlDDMARBR4xOdMKvlXZIyhJYIsq5a7ghQoAtBX1Zhx09SU4uNxBK0Ah82l6IkIKZ1RZaKXwN+YTJwe1J0OCHoNEMZhP4vmKu2sKWsK0nBUKzVPUYyCa4rj9L2jJ59UwZrd8JTSYs4z15si5WjNCXcfjMraO8Pv0my/U2CdPoSqf0pp2uIdn2Q1So2b890zX24krSmJiYreBiV5WngZ+7wGsNxIZdzHvigypweqlqwzUP5KduHObbRxbwQ8Wh0cJ5hte7IWEZfOGecf7TD8/ww4lVthcS3LGrF6Wh6YX8xsd2ndXNoO2HPPLyLJYhSGjJ2/N1Qg09KZuRvGCx4uKGIaaQ3Lenn4FsgmLNo9r28Dses7Q0KDU9LGnQCgJCpWkHCrsjyTGYcbBNk96Mw03b8xxfrKM6YrySqELVkRJDhYRa4PlRD9tQdZLh0BSSJmdWmpSbHlopetI2liGiHEIVVZDmHJOUEy13/XCWoZzNTKnFfKWNH0ZCwVpIam0vCuGagkNjBSxDMtqbRmnNg7eOMtqbOmvfr/29JidyqeNyqWKE/cM5vvTpgzz6ygxSiK50yrmGZLHu8u0jC119wriSNCYmZiu4oGGntf61KzmQmA8PH1SB0/U3+LVQmui8f64Hcn314+X4n7SOGt6HWvPixCq2ZdB0AyaKdW7e0dtd7u35SqdoQ3JmpQkC+jIOQkQivrsG0/z6PbsY78/w5NtL+KHix68f4PCZEqYhOLPappAyqXU6IZiGoNyMhHmVhoQUnFxuMNaXotr08UJFX9qiFUT5g2EYFVEEHeMsVArHEpiGQT5hkUlINILJlQZ+oElZBqHSLFTb7OpLUfdClmouQkQ2YF/KYqnusVhtk0ta7DQE1WZAwpaUmwGhUuzsz/CR0RyvT1fJJS0g0lZL2uZ5Rh28e2/xZooRdval+fzd44CgN22fZ0gmLIO+jMPOvvRlTT/4IKYzxMTEbC1xHCDminMl5Bi2grUb/FefneSt+SoAB7flOLPS6FZhrv0/3z6ycFk8kGvezf6sQ0/a4cxKE0MKrutPoyyDJ44usas/kuswpeCJo0skLAPLkBgyajyfT1rsG8pQanh8ZHue+/YNEijNQ3eOUW0FGIbg6y9MkbJNnjy6yFLdpe4G2IYgUIo1XduUbeAFCl9pppbrJG2Tp48VEWiSlkFP0mRyJerRGoR6XUstjeEHFBImDVdxw0iGlbpHKhnlzaUdg2PzNRZ0m3ao0FrTm3LY2ZdiarVFX8biwLYs9+4e4K9fmuaF8ipNP6qytTviwK6v+M37d/HGbPWiHrGLeYuBC1aobhTCXTOq1jxxmzEUL2fe2wcxnSEmJmbrubbvpDE/knyQBU6H80myCYt79/STT0XVjmshuHOrMN+rB3K9F2Z9McbugTQnl+r4oablh9w+3sNStc2XnzrZzetruAG3j/fw6lQZN4jkUdpewFtzVfrSNnfv6eOrz02yXGt39dUKSYulWpup1RaLtUiE2JSCbMLECxTVdlTRaggRdZ4gKpQwQ43SAdsKkQad0lGlqlzXnxUiSRKAxZpLPmmxVHVpeSGayHiaWgkJNbQ6Rp0pZUfTTtCXtvmvbhqiWPd5YXKFt+YqJEyJGyj8jgQMSuNuy/HGbPWSntILeYvfnq/w9PFidx9qDZnE2X1b1xtla0ZVywt4bbrCLTsL3UKNK5FW8EFNZ4iJidl6NtNSLCbmsnNu26zx/gxtP2Sl7l621kdbwVrrqP5sAsuQpGwTASitL0uLpclina88fYo/e3aCrzx9imLdRQDHF6ocX6yD1mgFN23PYRuSU0sNCimbgWwC2zQ4sdjANiT37OmnP2PTm46EiEcLSQ6MZHl1qtzpZdrGMiXTqy1sU3JyqcFSzcWxIkmSvozDaCHFzt40vUmTUEGlFTWcUUR5dC0/xA8VtXYQSaloQcaWOKZEdxRBJGCbEts0QGuans/rM1WaXki16dH0Q/xQk7Qk2/IpbMOgJ22xoy/NtkICQ8DfH1nkzbkqphQM5hIdiZEQhOi0DRMsVl2kgEdfmcGU4oLGzUbtsATwxNHlru7dqeUGp4sNBrKJDdtxrTeqejMJDCk4tlDvGozvpx3YZtnIQL0S242Jibn2uZhA8Wcu9BnEVbEx75+NPCBbFVa6XLlIG4WRk7bZLZjYjAdyo7G0/ZDVhscjL8+QT9nddf/VC1O4geLpY8tIKejL2Fim5MXJEh/ZXmDPUIYgVHzv+DKh1rT8gDMrDVKOiWMa/MItA2QSNo4pmVpt0PQiQ2pypYFtSrxAsbM3iRCwvZAimzQ5U2zQcH1mO0UK7UBhCt1t42WKyLDzO3p1Kw0PL4TJ1Ra2ITBEpGEXhpqEHYVbW16Ip8DQgARLRlW0ho7y+HJJE1NC0jLwQ43rh5xebnLj9jyTq02StsHR+TpCRG25HFN2RI816YRFpeXx4mSJphfw5adO8tCdOzacPxt5iz9xYJDHjy6Rsk0aro+UAgG4gSLjnO99XW9U+aHCsQzaQYgXhN35e65Rf7lz4T6o6QwxMTFbz8WuAmsVsIPA3cCTndc/DjxFXBUbc5nY6rDS5TQaLxRGHu/PbCoxfqMii5YX8MTRJZp+yBszFe7d20/Kjm7cb85VuWVHgd1DGWwpCbXmnj39zJdb/PJHx3j05TlenCyRSZigBSqlKSQtfuGW7YAmZZtknGifpiyTIAx5Y66CZUikEFiG5PhSHVtG+namkGQcg8liA8sUCCRp20ADhuuR7OiwlZs+IZFxtybYG/WX1SgEhox066xOJa0lBBlHYBoSpaPOEqKjnTfWkyJpm0wU62gNO3uT/NIdY0wUG4wUUkyVWtH/phV+GGJIiZAghSBE4wUhpUBTSNnkkzaFlH3R+XNuvhzA08eLNL0A2zRQndYWjrmxLMm5RtXugRSvnCmzVGuTcazzjPqteGj5IKczxMTEbC2XrIoVQnwLuEFrPd95PQL88ZUZXsyHga2qkj3XC7ZWyfrIyzN88YG973ndF9JCu1Ri/LkG7ESxxr949HUEgoxjcvNYgYRl8NJkiU8cGKLS9AAYyCY4udSIGsT7AU03IJe06E05fGQ0x/dOLIEAS8pu3t2jr87iBZqnjy2zezDNQDbBzx4aYaHS4vnJVbIJg1LdZzCfIFSaX7t3nBcmShyZrTBbatOTttnZl2ah0kIIQcONQpZNr6NFZwpagcYQUTuxtV4Mfhj1jRWG5pbRHDv7MowUHB59dZ7Tyw0CN4xC10SGoKkBEVXPHhjJcXA4SzppMVmMCiBaXsDewQxH5io03KArJXJ0vspizaUtQlKmgWlFosA3j+XJJ23mys2Lzp9zj9X69mG7B9JofeG+reuNqslinRMLdcb6Uiit+dSNw2cZbVv50BJ3l4iJidmIzfjtx9eMug6LwL4tGk/Mh5CtCCuteUmqbZ83Zioc3JZjarWF0pqGG/CJ+cpZMiHvlvdS3bjegF2sNHn86BJtN0BIye6BdOSdG8vzg9OrTK00SNkmN4xEXREOjeV5qSN27Ieau67r4Y8eP84bsxWWay5ouH//QDfv7r79A+zss9lWSFKst7l1R4FvvTZPseGyWHHpSZkM5hx29CbpTzs8cGCYBw4Mc2q5xsMvTHNisc5K3aXWDqi3fRBgm+AGUcWrENCbsmi4PqGKQrMCyDgShKCQtHBDQSFl8fhbyzTcgKQtabphN6SbNAU37+whCBVuoLhtRw/HFuuo1RYNN+Anbxjg20cWUWgsIfn83Ts5tdQgn7LZPZilWHdpegFfuHsnf/HDqa7H7r3Mn428eBczmMb7M3zh7nH+3d+9hWVFHsyVusfDz0/xL37mwIZhW7j80j5xd4mYmJhz2cyV7ykhxHeAh4kezD8H/OOWjirmQ8XlDiut95IUUjbH5ms8+fYy1w9nMQxJqDRPHF1+z6LB75U1A7bS8nhlqoLrh7ihRoUBb85VuW4gjZSSu3b18dBdY/SmHRYqra4n6dBonnv39jOYc/jrF2c4tdxgMJcg45hMFJs8d3KFQzvy7BnKkE9GosV+qHhtqsIrU2XStkmoNEM5mxNLDbRu8uZclY/t7efMSoP9wzl2D2TpSdqRmDBgmYJARR42U0qyThS+zSQtVKgIFbT8ABlqFGCbBkKAYUhmKy1+MKGptX160zZ1N8QyNSpQSAG9GYeMY1Fr+2hCXp0q05N2QGiqLY8/e3aK0Z4UKUuyfzjDmZUWP3to21nSIr94+xgp2+Izt46+b/Hfc42kS32/4QWcLjbpzyS6+YpvzVdZbbhsK6TOOuZxLlxMTMyV4pJXF631bwsh/glwX+etP9Fa/+etHVbMh43LGVY610ty02iOU8sN6h0vyR3jPbgdQd33Yzy+27GuGbAPvzBFzfVo+orelI1tSubKTaZWm9TbPr/8Yzu7hsHaflltuEyvNnnmRJGmF/LKVAnbNOg1DOyUwc5+GO1J8it3jfPN1+a6BsQLE6tooUmbJgnT4MRSDcswkFKQsS3qrs+rUyX+5X9+g3/9cwfZVkhy53U9PPH2Im0/RHfCrCaQsiQKwWrDp9yKPHWGhELaRilNteUj0LR9TcrWJG2TpCWZcQO2pywEdI5J1Du10vI4tlAlVJp80qKmAhzbQBDlzwkB+VRUkXtyqcH+oQz9Gee8Tg5bJQp9aUTnlz7799r7xLlwMTExV56LGnZCCAP4jtb6J4DYmIvZUi5XWOlcL0k+abOjN8WtO3vozzidpvfBe/aavJ9k+PH+DL/18T20vCjXrOVHMilCCLKOiR+o876zUGnxyMuznY4SBjePFUg7JtMrTQopC0NI0NCXshkpJLuGxPRqg4nlBtsKSWYrLUZ7kigN1baLGyhaXhuFQCOYWmnye4++zk2jBU4s1pgvNQmFwBCRNl0AFJvvSGn0JS08rWl5IZWmT9KS9KRsHEvS9H3KTY9CygIEt+/qRWiYWGniBYpswsT3Q+peyErDo5C0uHFbjsmVFjdtz5O0DZ45vgzAqeUGhhS0vJDhnIMpo3w/U4rzRKG/9docD921k7Sz8b6/3JWpvWmbg9uihwYpQ5TSHNyWozdtn7VcnAsXExNzJbnonU1rHQohmkKIvNa6cqUGFRPzftjIS/LffWI3L58pXzAhfrNcjmT4fMrml39sJ196rI5taqpNj4xjEmo4udzgq89OdvO01rZnGYKUY5KyTN6cq3LrjgLlpsdcuYVjSm7clufB20a7XRK+cPc4f/j4MUZ7kxSSNklbcmalRTZhUlpxEVoTqqgIwgsCwGSl7jJZbJAwjSgPTivK7juGpikg1JE2XfQ7kgXxQ01Lh2gE6YSFYwY4loFjGgRK0ZO0+a0f381XvncKx5AkLJPvn1hmptTi4PY8aJgttxjKOTS9gKAT4i0kTdwQlNLITgHH//P9CTS6q9lWSOWou1Ee4PMTqzT9kJRlntefd6sqUz9/9ziPvDxL04+qjh+8bfuG8yDOhYuJiblSbMZl0QbeEEL8A9BYe1Nr/TtbNqqYmPfJRl6S28f73rfX5HIlw681jv/zH5xhaqVJ2jLZ2ZfCkILXZsrMV5rs6s+e1XnCEJHkR9sPKTU80pbJ3uEMjiX5xdt3dEWeVxseb86UeXO2iiEEx5dqDGQdBjI2P3PjMH9zeJblistyw8MLFEJA6AV4AciVJrv600CUVydFJDDc8hVS0m0nUWt3xIo7odpQgRuElFserq9I2yZJK5JJEQJySZtf/bFxHjs8R6Xlo4Fd/Wn8UDG10qTY8EhbBg8cGOTnbh/hx/cP8O+/e5xe20BruGlbjpfOlNgzmKU/m6TS8nj+1AqTK02kEJxZaTKQtck4Jq9OlXl+YoW7dvXy4G2jDOeTW1qZ+sUH9sTeuJiYmGuGzRh2f9v5iYn5QLFRMvz7vfFulAwvELhBSNsP37Vx9+sf28WbcxX6Mg5+EDK50qbhhvynH0zzKx/dQU+nbVnTC9jek+DJo0v4oWKyWOej1/XSl0lgSfj2kQUA/uqFKd6YrUSdIJRm30iOfYM5Ki2PQztyLDc8+tMOw9kEL06u4nby6BQgtKDpBRydL9P2QwIVGW1uoDCFQOuo/6thRC3FBNHntgQho7yyoFMe+8kbhhkpRN0wlmttGm5wVr7gw89P44Uh3z2ySKnlYUnB7oE0p4t1vvPmIv/t/bu5a1cvpiEppGzKHemXtTZuWkMIBEohhURpjSElr89UyCRMDBlp5j12eI7P3j4WV6bGxMR8aNhM8cTXhBA270icHNNa+1s7rJiYa5Nzw7xrfUX/8vmpi4b4Kk2P5ZrLQNYhn7K7+V69KZtd/WlemihRcX0EkSerP2vz1WcnySYsGm7AD0+vslBuYZkGw7kEtZbH48eKZJ0yhhBc159kvtJiZrVFPmlTbvr4oeZMscHOvjRBqPjIWIE3Z6vcMd7D08eX0YBGoCWkzUimxDYNlusueVvSCBRhGIVdE7ag7WlsMxIeTlomxYaLKSOpk0yn4vb64SxTq00cK+pWuJHhu62Q4sHbtvPwC1NkkyaB1mzPJ1hp+rS8ANdf4acODvHgbaM8dniO5VobARzclmOx0uLYYp1622e17nHf3m1kHJMXJiUNL8ALFEnLRApBIWWzXGsD+l1Xpl7ufLyYmJiYK8UlDTshxMeBrwGTRA/pY0KIz2utv7e1Q4uJuTZ5x/Pk8efPTZK0ja4naaMQ3zMnlvjjJ0/hK4UlJQ/eto3ZsosfKgSRJ2ykJ4EqaRKd3DTTkLw1X+XePf3sHcpxfLGGYUo+Mlqg7Qe8vVgnaUkSlmSh2mb2ZItCysI2JfsGMxhSECjNUM5hJJ9gotjk9ZkqR2Yq3DiaI2Wb9KUdtNaUmh5eqHFMgdYKQ4Btm3jKJ1AaAxjOJkjaBqtNH8sQZBMWNTeIBIr9kLobGUszpRbjfUleOVMm1Iog1OzqT/GXz08hgI/t7We0N81wPslvfXwPYah5a77Kct3DkJFhmXZMnji6xBcf2HtWOP3MSoMvPfYm0hAkbZNtPQnemK3yiQNDHBjO8vKZMm4QUnd9bh/v6ebT9aadd1WZutXt7WJiYmK2ks2EYv8A+Emt9TEAIcQ+Ik2727ZyYDFXnthLsXkSlsH0aoMfTqyQS1iYhuTmsXw3qX9t/1WaHn/85CnSCZOME/U0/aPHT/K5O3YwUEhRrLWZLbd54PpBnj25Qso2ccOQYq0NRKFHLwhJWia2IXHDEETUj1WhWa66hAoSVtSTtdryOVVsoJWm2g5wvYC2r7lnTx9DuSRBqHjpTAkBjOQThEpRbLh4gSIIFTU3yptbrnlIQTdMW2kHeKECNGGoqbd9pIAdvUmWqi6WaRBqGMrZNFzFT9wwgCElz50sstLwGeuF506t8Ogrs4wUEhwYyfHgrdv57B1j/Nkzpzu9aw1G8gnu3NWL15Gj6cs43X3Zn3G4eUeB3rSNbRpUWh7PnCgytdogl7D4/V842G3P5gUKrYOuAXexytT18x64bPl48fkUExNzNdiMYWetGXUAWuvjQghrC8cUcxWIvRTvjmMLVf7wO8cpNjzqbsi2QoIXJ0scGi2cFeJbrrn4SpFxolMmYRmEShOoqLLTNKP8MDdQ3LIjzwsTJYKOJ+/gthx+qLDNqAhhIGsThppSvU2gNFnTpB1EHjbTlOzsSXFKNVipe+RTFvuHsuweTHNsoYYfap46thQVMyDY0ZPg+pF8lNdXrBMojQSEkLh+iCIy8EwRGXbVlsdIPsv/3969R7d533eef39xJwCKF5G6UDfKsixfYyVm49q52I0Tx9NJo2ydNPFmWrubtMlM52Snu3s2zkn3NKfJzCa7M7udns5Mk7STpu00cRpnqyQ9dcZ2Yqe5W7JlW44iS7JlS6JuFMUbQNx/+wce0BAJkgAJEhd+XufgkHjw4MHv+fEB8OX3dwv5fWRyeQoUJyo+M56iUHCs7wwRCQYI+Ipz8iUzeXpj/pnzO3ByjPFkjkjIT9Dn4/svjnDk7AS3XdXHB2/dQSxSDKT64hGvD93c6WhKAZJ5a9xGQwFu3dnLfbfuoDcWmgmert3cVTGgqtQXbvZ1f8c1fXXpj7ea7ycFkCJSzlfFPgfM7C/M7E7v9kXg4EoXTFZP+RQeA91RYuEA+w8Nk8rmG120ppTK5vnG06cJBnzs2dAJOF65lCSZyXHXdf1XfLn2d4YJ+nxMpbMzz/WZcWFimieOXuCHx0fI5R0nLkzyk5dGyRUK7N4Y5z1v2ML9tw+SSOe4OJliV3+MGzZ3sXtjjGDQzzuu20A0FCCTzZHM5In4fZybTLE+FmBXf4z7hrbyz28eoL8zzLmJFP/w/FlOjSbJZPNEQ346O0Ik0jkuJbL4fX66O4L4fD68MRD4KC751R0LEfC2Bf0+uqIhrurvZOf6KNGQj46An0zOcfLSNJGAjy6vOfj5M+P4zCgUHNlsAeccBRx+n3EpmSHgN8JBP0G/8d2jF/mNoe0EfL6ZgRaVmkpL/RsT6dzMWrD33rKVge6OOQFceaZvob/j7Ov+8SMXMIqDSIAlrRSxmu+nkyNTfP7JE3zphy/z+SdPcHJkqu6vISKtpZpPq38J/B7wMYp97L4P/OeVLJSsrpVez7IeGpGVmO81E+kcBoSDfkIBP9du6uL85DQ3bVnHtZu7rjhGVzTE771tF//puycYS2bI5R3Xborz5Isj+HzG1p4O3rizh2dPTXDLYA+dkeIKDY8cPsdH7tg103wY8BmJTI7LySwBn49tvTFet7Wbfzx8jrPj0wT8PlLZAtFQqDjJbzjIdCbHj45fojcaZDSZ5VIiw8WpDNduLGaOfv2WrSQzOabSOR594TzOOXw+IxbykcgUyBUcOa/pNxLwsbm7g7Fkhl+cnSCfL5BzsD4ept/v48zlJC+PJBlcH+OOa9bzi3NTDI9Ps6u/OHDjyNlJcnnHxs4w5yfT+MwIeYHixcnUFStKLPQ3XskVSkrX/duv6+fJF0cYmUzhgF9/w9aaXme13k/1mFNRRNrPvIGdmW13zr3qnEsD/493kzbU7OtZNqKZuNJrburqmAmyOkIB9myMc/T8FOlsHj/Gbwxtr/iF+ubdG7hpSzenx5J8+9BZOkJ+MgUIeevWdkfDJLI5Dp8Zx+/z4TdjoDsy08esfL1Yo/iFnszkMJ+PeDjA9QNdvH57NwG/j8npLO+8YSN/9eOT/OjEKJOpHPGwv9hcGi+uiBAJ+nn+1Bhfe+oUfl9x6a6eWJDpXJ7pTIHOSJDeaIFwKITPHCNTGQa6oyRSOc6NpeiLh7iUyJLPFZhMZemOhggF/eRcgTzF7N01Gzv50JuvmlmF4Rdnx3n44BmOnJ0glSk2Xb9he/dM/ZaCtGqybPUK8Oe77q/d3EVHKMA3nj6Nz4orXIQDvqqvudV6P61kAKnmXZHWtdAnzd8DbwAws4edc/euTpFktTXzepaNyEpUes3S1CPOmzrjlh3dHHxljN0bYjNZnT2b1s17zK5oqDjC1G90RUOE/D7CQR/TmTyTqQxjiQwb4mHWdYSYSmc5fn6KgM+uKEvQ7/OyfgXGk1my+Tz5guN1mzvpi0dIZnLedCIdnLmcYkt3hJOXpknlCiTTeSIhH35fsb9eAegI+sk7x6uXkqRzBbZ1R7lpyzrikWJ/wDuv6ecbz5zhyLkJoqEAO/tiZPJ5IsEA4YCfl0YSpHKOdCZP1BvNG/QXe3cE/XZFv7e923u5dnOXt+btND84NkI6V1zardprrd4B/nzXPRQzpv2dkSVdc6v1flqpAFL9bUVa20KfAFb2+1UrXRBprGZdz7IRzcSzXzNYNvVIX2cHyUyOg6+M8cDtgyQyOcDmrA9aKeNR+iLO5gvs3dbFUycvk8rmyeQLvGF7N4lMgfHpDD4zdm2IkSs4EokME6ks6Wyew8MTYJDK5Pnf7h5g14ZORqbSPHL4HMNjyZkv4YtTaaazeVLZAt3RIOPJLJAjm3Pcc/MGOkJ+fvLSKOlcnn98/hw+n+HzGdlCgRfOTnLrzl7edfMAjxw+x87+OBu7Ihw4eZnDw+P4zbhuUycdIT8F5xgeT9HZEWBdNMgd1/TTGQlcMSnx7L5vA91RBrqj3Lytu6ZrbaUC/ErX/aWp9LKvudV4P61EAOlTKpUAACAASURBVKnmXZHWt1Bg5+b5XdpUM86gv9rNxKlsnnQuP9OBvvSlDsWsG7z2Rf/yyBRPvjgyk9m458ZN9MXDM8HW7IxH+RdxKptn98Y4d1+/iZ19Uf7iBy8TDwcIBwMUCgXSuQIjU2m+/ewwP33pEqdGp+nqCBIO+unuCPBPxy7xum09rI+H2bE+NhNAnBuf5tuHznJhMs1UKkskGMC54vx43bFQcQkwB3s2dXLw1cuYz4ojTTG6OkJsXx/lnps20RkJzgQ3Qb+P267q5fxEml+9aRM/fmmUdK7Am67u5y2719PfGeEbT59mXUew6r9RrdfaSgb4s8tSr2tuNd5P9Q4gW6G/rYgsbKFPqpvNbIJi5q7D+x3vvnPOzd/uJFIni2Ul6tkXqLwJaiqVYyqdJRYOzKx6UArUSqspPH7kAl3RENFQgNOjxclzb9zaxeHT47x+ezdbe2NzMh6DfXHuuXFTcVStz3jk8FmcKy6N9dypca7eGKcvHuaeGzfxyOFzxMLFZk8MEpk8oYCPgN9HrvDafHmlWynbsr4zzF3XbuDrB0+TyWfpDAfZvSFG0B/gX9y2nc1dUX5xdpzP/MMR8gVHOpdna0+US4liMPitQ8Um1UQ6x+nLCY6emyKVy1PIO+67dXvFQKK0SsRKNT2uZoDfzF0TKqlnANns/W1FZHHzvludc835KSZrznxZiVr6Ai0WAFZqghpPZmbmSCsNYCh90d91XT+PHblANBQgmy9w9PwUWHEuOMxx9PwUG7s65mQ8Utn8TP+toN/H40fOA3DXdRvZ2hNlZDLNu/cOEA4Um2w7QgFi4QAb13WQzuXZ1R9jKpOn4NycL9tEOse090XcEwtx/UAn5yfSbOuNEQ8HGOiOsC5S7Pd27eYubrtqPVPpHC+cmeDFC5OMJ7NcvTFO1KuDsWSGgycnCfqLWb09W+Izo3XXx8NXvPamrg7eN7SVUrN0vYOgpQZbSw38m7VrwkprtaBWRObSv2HSEmZnJWrpC1RNADhfE1Q44Ku4cgHAky+OMDGdYTpbYDSRZjyZ5QXfBOfH0/TE3MwxDWaeU9oW9Pu4nEjjgIDPSOcKZPIFnjszjvvJK0SDAaZSOeJeBmV9LMi5iTwTqTw4V3EKjpGpND85cYnRZBYMcvkCm7s6uGNPPwYk08Vm5vFkhlzB8a6bB/j2s8Mkc3lcATo7AiTSeX584hL33Li5OJXLQJwt3THCAR9Bv29m/rjy1z56bmJmBGkpMKims32tQVetwdZyBwE0Y9eE1bBWg1qRdqHATlpStX2Bqg0Aq2mCKm/yTKRz3LRlHV/8/stM53KcuJDg6g0x+uIRCs5x4vwUjx05R8Dn44aBdZwbn2awL04sXAzYnjt9HgxevZSkvzOEz+DAyctEgn6298aKzcHpLIl0js1dYU5cyHHbVevpjARmRuDOXgrr288OEwz6CAeLAxuy2Ty5gmNyOksqm8c5+C9PnOD4+Sl2bYjR3xnh1p29/OD4CDdsWcepy9MAnB1PMTKVIhryAwF8xkzdzK6To+cmZtZvjQT87NkUr6qz/VKDrmqDLQ0CWJ61GtSKtAMFdtJyigMcipmwxfoCVRsAVtsEVQpIpjM5nj01zuu2ddERDGDuPGPTOToTaUJ+P/3rwrxxcD2buzvI5gszQQWAlVZ3MGNDZ4hs3nFqNEEqm+ctu/sI+n0z53LfrTsIB3wEfEau4GYyKJWWwkpm8sTDQTat6yBXcCTTOQb7o7zr5s18+9AwgYCP509PEIsEODueZmtPlO+9eAGz4vJhA10RTl2eJpMrzpP3m788CLBg/8ZvPH0av8/oi0fI5PMcPTfFNRvjC3a2X42gS4MARGStUmAnLaU8oEmkc8UJeCOBeQdVBHxWdWfwxZqgygOSjlAAv2+C4xcS3L5rPb3xCB2hPK/f3oNzBX7yUo7N3R0zQVopqIBidvCu6zaSyeUJBfycG5/m7hs2EPSdx4CpdI5MthiYxEL+mdG4lcpROqfHj1wk5DfyBUe+UAweHRANBhgem+apVy4TDvg5MzbN1f1xCs7h8/lIZgpksnmOnZ/E5zPWx4Lcsr2Lj73tmpnXLV/9IldwpLJ5IkH/FStwZHLFNW3Hp7Nz+v/NbnItb45OpLOEAv6Zv6cGAYiILI8+5aRlVB7gkOW+W7fRG3ttbdDZ2azSZMLVdAZfqAmqPAuUzRcIB/3F0aLOsWdTnGdeGSOdLQYQs0fRlgcVpbnsYuEgyUyOVDbPd49c5OJUikdeuEw05CeZyXPLjh7+8kcn5zRTzpeNeueNm5jOFvj52eIA9q09HUymcnz+yZe4OJFme1+UoN/HiZEpdvTGSGdznLyY4Par+3jxfIJkNocV4IO/PHhFABcJFoPPhw+eIZnNEQ0GuPeWLfREQzjgqv4oL11MMjGdoVC4sv/fQit4PHf6PD5fcT3ZXf2xugZdGgQgImuVAjtpCalsntOjSVLZPP2dEaB8gIP/ikzd7OCvNJlweVPmUszOAu3ZGOeZV8cYTWSIBP18at8N9MXDxMIBXrmUmDOgoPS65QGHYThXPPZUOs/VG+K8PJLg6g1xJlI58vkCDx88w++97eo5Ex1XWgrrQW91h3S2wDeePk3A7+PMWJBYKMCp0STrO8MMX56mLx5kKp1j14YYg32dbOmJkcnlOXZhir87cIpoyE9HKMC+vQP0REN8/skTnLpcXJO2UHCcGUuypbsYoJ24kGBnf+yK/n/z/S32HxrmgdsHcd7MmKVZ0N0KzJSpQQAishYpsJOmN7tfmxls7YlVbF6bL5uVK7g5U3TUanYWKDwrmCvPUj1y+BwGFJzjnhs3XZFxKw840rk8f/vTV/H5fBSco8Mrt3Nw8lKCdK5ALl/grrP97N3eO3OMO67p4/EjFytmo3pjYU6PJsnmC/R1RvCZ0REOsLW3g+s3dzG0o4ffvG0HsVCAv/zRyZkAcXgsyY+Oj7C9J0pHuBi4/uUPT4KDJ46OEI8EGFwfxRfw8dOXRrn3li1cP9DN1p4ol5MZ/tWdV1/RbFxpBY+JVJbTY9PEI8Xm6HSuQDjgq7hSRT1oEICIrDUK7KSplWd9+r0g5ZlXxnCOOZkwWLm+VaV+Ypu6Oqruh9ffWVy/9ZHD59ixPjZnsEZphG3Q76NQKOAzI53N4zPj1dEkQb/RGQ4ync3x+JELXLu5a2Y+vdI0Km+/bgPXbu6a0/SZyuZ59tQ4PjNu3tbFgZOXSWWLzaH33rKFge4o8Fr28PxEip+9PEpfPMSGrg4yuQI/PzvJVDrL3m1dhALFNWBfHU0y0N2BwxEJFuu0uL5tjlzhyrRb+d9iOpObWUIt5DNSuQLd0QLxsPq/iYjUkz5JpanNzvps7Y1RcI5737CVrb3ROYHVSvStqmWetlpHY5aXtzitSYI9mzp5/vQ4Gzo7yBUK7PXWVT07nuSbh84SDvjoCBWXHnvyxRGu3dwFzA0qzeCZV8a4eVsXN2/t4q5ZQSAwsxLGf/vJK5jB+HSO0USK3liEixNZ0vkCfvORK+SZmMqSLxSXJ9sQD+Pz2lHnC8xK5/bwwTP89OVLRIJ+3ry7z1upI8l4Mqv+byIidabATppapQxcRyhQMagrqWffqlrmaatlGpb5yhvwGYlMnr/+0ctEQgHyhQKHTo2Ryub5m5+c4uLENIlMoTiq1YzNXeGZoHFOENwTwznmDYJLZX7k8Dk2d3dwZqw4d92py9NMTGe5OJmmOxbikcPnGOjqYDSRZdrLuP3LX7ma589MMDyWXDAwG+yLc9+t25hMZdm4Lkw0HCTo9xGPBLjv1m2EA371fxMRqSMFdtLUlpqBKz1emmJkKYFDLfO0zZ6GZSyZIRTwEw35edfNA4uWo7wvWFcU3v/G7Tx88DQ/PnGJgN/HbVf1EvT7+c7hs+ze2ElXR4ipdJYTFxIEvNRZpSA4EvQvGASXgsH+zgh7t3Vx6NQ4XR1BnIN33TyAD/j24XNcnMqwvTfK9QOd4ODmbT3cfnV/VcHzZCrH0XOTHLs4NRMchwP+K0Yyi4hIfSiwk6a3lAzccpeTAmqap6189OfpywkOnpzk2oE4Y8kCX/3ZqzNBV7XlGOyL8+bd/fzgxAjRoI/Dw5NcsyFGdyxELu+4lEiDg539sZm+bUsJgsuDwfXxCEODPs6OTRMO+tmxPk42X2Dn+hiTqSxDO3qIhgNX/B2qWav1kcPneP32bo6enyKdzfPMK2N8at8NCupERFaAr9EFEKlGJOhnfby6DE95oDXQHSUWDswMKKjmuZem0qSy+ZmJiPdsjJPO5RmZTFHIz12ndfb8dkfOTuJw9EbDvDKa5MTFBP2dkZrL8YNjI8SCxcAr4PPx/PAEsYCf3RtiGJArOF6+mGBkKj3zvFIQ/Ntv2slH7th1RRBZfm7l9bpvbzGjODyWJJMr8MFf3jEzqGFiOkMyk+PCRJrvv3iRM5eTNfWHK9XN1t4Yb72mn7fu2cDN27ro80YoVyqTiIgsnTJ20naWupxUpSxfKQO2e0MMB1fM01ZSnvW6NJXm+IUp/D7jZy+PkssX6AgHyOTyxMLBqpe1SqRzXE6myTvHiQtTAHSG/fzW7Tt46GenCQZ8xbn0NsXnjLqtlElbKINZKSMaDvhmBj1EQwHuvWUrfp+RyxfY1NVR9d9idvNw6fXTuQJHz03wyOFzy8qqiojIlZSxk5ZSTYanPJiA+Udtzj5upSxfaXqT33nrLn7/HXvmBHXwWtZrPJnlqZOj+MzY3ttBPBzg3ESanNeMW6kc851PwGecuJAgFg5w05YudvRGMYwXhicpwMzqFlt7YjP9+mo9t9mZu/KMaGnQw01burjruo1s6uqgvzOCgwVfa766KWUET48mmUrn+Osfn+RT+18gnc3XnFUVEZH5KWMnLaPafnNL6Wu2UJavmibgUiCUzOSIh/0cHp4knS/Q1RFgW28HFydTc8qx0PnkCo6rN8YZHksxPp0hX3AUDDojQXqiIczgheEJoiH/okHrUjOYvbEw6zqC8y6NVq1SRnA0keYrPz1FVzSIcw6f3zh6foqNXR1Vl6mS2WvRioisZQ0J7MysF3gIGAROAr/hnLtcYb/7gT/w7n7GOfdlM4sCfwfsAvLAt5xzD3r7PwD838AZ7zl/6pz785U7E1kt8y1PVWnaEZjbvAhwaSo975d/PSY2LgVCsXCAt17Tz3gyQzbv+PBbds5Zzmyx84mFA/TFw0RDfn5+doJMrsDlqQw+g73bunj61TEuJ9OMTGb4F7dtr3qARC3nVs85AYvNu34cbqZJNhLwk/amiCkFj7UGjfUYJCMi0k4a1RT7IPC4c2438Lh3/wpe8PeHwK3AG4E/NLMe7+F/75y7Fng98CYz+2dlT33IObfXuymoaxOVsk6LNUGWmhfPjU/z+SdP8KUfvsznnzzByZGpivuWNxkm0rmag5jXmmQzvHopQTZf4N5bttAVDc3J+i12PpGgn3tu3MRzp8ZxBYiFgwx0R3jm1TFyBeetPGHMV7zyJt7lnFspQP4fb93O+4a2Ldi/brFm8vIAM+j3sWdTnHzBMTqVWlJ9L2eQjIhIu2pUU+w+4E7v9y8DTwAfn7XPO4FHnXOjAGb2KHCPc+4rwPcAnHMZM3sa2LoKZZYGWmrWqZZMX/0mNjZvdXubd49qzqcvHubmbV30xiOEAz7GpzN8/8WLfP/Fi3RGgvzKtRuIhgJzzme+LNZSz618GbP5smLVZM7mrLUbqLzWbrWW2sQsItLOGpWx2+icOwvg/dxQYZ8twKmy+6e9bTPMrBv4NYpZv5J7zew5M/u6mW2rb7GlUarJOlXKGNWa6atlWpXZSkFkVzTIrv5OuqLBeTNI1ZxPaboVnxUHS0RDAW7e1sXrvAENffHInPNZKIu1lHOrJitWS+Zs9nQsezatW3J9L2WQjIhIu1uxT0AzewzYVOGhT1Z7iArbZlYZN7MA8BXgT5xzL3mbvwV8xTmXNrOPUswGvm2e8v0u8LsA27dvr7JI0kgLZZ3myxgtp+9crZ3ya80gLZZFq9TH7T03b+Hbz59lOpMj2BGacz6jiTQT01m6o6GqylCPc1rK+rj1yKitxLrAIiKtbsUCO+fc2+d7zMzOm9lm59xZM9sMXKiw22lea66FYnPrE2X3vwAcc879cdlrXip7/IvA5xYo3xe8YzA0NOTm20+aS6WgYLHm1qV8+S+lU/5SgsjFgpzy4G9kKs0jh8+RzOR57tRFdm2I0d8ZmTmfkyNTPHzwDM+fGefYhSmGBnuIhgLLymJVc071GHiyVPVcF1hEpB00qin2m8D93u/3A/sr7PMd4G4z6/EGTdztbcPMPgN0Af+m/AlekFjybuBIncstDbJQx/zFmlsXWo1hvtcqb1oMBXx85WevMp7MLPi8xZpXl7PKQjpX4NvPFst03eYu3rqnn1g4wAO3DzLYF7+iGfgtu/sA+MGxEcaTmWVlsappMq7HwJPlWE7zuYhIu2lUZ5TPAl8zsw8BrwLvAzCzIeCjzrkPO+dGzezTwFPec/7I27aVYnPuL4CnzQxem9bkY2b2biAHjAIPrOZJSe2qae5cLHtWTcaolua/8kDx0lSKQ6fGGZ/O8J+fOM59b9y+YGA4XwapdA6pbJ6CcxVXsKhUL6Us3UQqy/Onx3nz7j6ioQBdHSES6dzMOrHlZY6GAtx13UZeHU1w3607GOiufqWIWs6p1n1ERGTlNSSw85pM76qw/QDw4bL7/xX4r7P2Oc08ww2dc58APlHXwsqKqaa5s5pRrYs1t9baV64UKI5PZzh0apyCK869Fg/PHYFayewgsnQO6VyeF89Pkcrlee7UC3xq3w0Vg7tSvUxncjx7apzX7+hme2+MY+enOHDyMnddt3HOvG+Vlu5aFwnSGwst/oeoQjWBcb36zomIyNJpSTFpiGpHUlY7qnW+5taTI1OLzmE3W2kOubNj05ydmOalkSkmU1kOvjLGyFS6piW1SueQyuY5em6KcNBHfzyC32d84+nTc863vF56vf2OniuW+ZcGe0hl87x6KTGnubPRzaEiItIcNC9Ai2mX5ZOqHUlZS8f8+TJl1a5WUXJyZIpHDp8j4DcuThSXAktk8oxNJxhLpAn45p+frpJYOEDBOVK5PJ2RIJlcgXDQj3n1MN/Exdl8cb9ULk8ml6cjFODWneu579Zt9Mbm9ilTc6iIiChj10KWkn1qVtXOQbacTFStc9ilsnmGx5I8fPBMcUmvzggBn49UtoBzjoDPRwFIZBbO2M0eJBEJ+vn1N2ylkHeMTKZI5/Ls2RinIxSYc75zVmfYGKeQd4wmikHvvbdsYaA7Ou/5LzSQYDmDN0REpDUoY9cilpp9Kj232bI4tUxDstRMVC3ZvlK/tonpLM+fGectu/vw+32Eg346Qn629cYI+Y3RRIbZXTzL63e+VRr2bFrHp/bdwDeePo0BYe/8I0H/nL/PFaszBJe3OsPs89OaqiIi7U2BXYtY6vJJzfyFXkvAtpSO+dUGj+VBc3c0xLELUzx18jJ3XNPP+liI8xMpMtkcubyPGwbWXTEgobx+DZhK59jSE60YfO/ZtI7ff8eeK863muW/gJr79c13frX8U9CM/xCIiMjCFNi1iKVMArucLN9qWemRlNUEj7OD5qHBHn5wbIRfnJsgX3B0dwRIZPLcuCXO/bcPXjHatrx+L06meGF4YiZwrhR8l5/vYn+fhQK/Wizln4Jm/odARETmpz52LWIpfc1q7WPWaCvVB2yxCWxn9/eLhgLcsr2HrkiQe27cxPt+aQd37tlAd0eQTV2vzQk3u35Ly3iVJjJeLPhe7O9TyxqsC6l1TdV6va6IiKw+ZexaSK19zRq51FO5ekxCvJIqNdm+88aNPHbkAus6isFaf2dkJqAunUOlueOu37yObN4xPJZcdPmyxf4+S21+r+b8FipXvV5XRERWnwK7FlNL02UzLJJer0mIV1qlfm1Pvjiy6GoWs+v3gTcNsqmro+p+gwv9feoZmNfyT0Gz/EMgIiK1M+dco8vQcENDQ+7AgQONLsaKqbUTfL06zaeyeT7/5IkrArZEOjcnYLs0leZLP3yZge7ozLbhsSS//aadrI+Hl/S6C5W/2vOrNou43Ppa6PmNymSqj52ISPMys4POuaFKj+lf8DWglixfPb/QV2IS4uWWv5bzqzbLtdwBIAs9v1GTDmuyYxGR1qTBEzKj3p3mV2MS4lrKv5TzW2zgxWqopQyVBqAsdVBKM5y7iIjURhk7mVHvTvOrMQlxLeWv9/k12zxvlbKRgJpURUTWEAV2MmMlOs2v9CTE5RYr/2o2+a62SgNQHj54BnB0RUNNO4+hiIjUl5piZUa9mkQrHXc1mvQWK/9qNfk2QqVsZDKbI5nJt8w8hiIisnzK2MkVWr3T/GLlX40m36VaTtNupWxkNBgAnKYtERFZQ/QJL3Os9DJfK22x8q90k+9SLLdpt1J/xntv2QLQ0HkMRURkdWkeO9p/HrtW12yDFKC+feyqne+v2mPNrqtmrD8REVk6zWMnLavZBimU1LPJup5Nu5Wyka2egRURkepp8IQ0hfnmX2u2QQrl6jUopNr5/kRERBajbw5puPmycmtlMfpmWNNXRETagwI7aahK86+V5lpbS4vRlzftBnxGruBIZfMK7kREpCbt9w0pLWWhrNz6eHhNZbIiQT/nxqebsk+hiIi0BgV20lCLZeVafV69WiyUvWzn8xYRkfrR4AlpqGpWg1gri9FXyl7WulJEpUEoIiKydihjJw23lrJyC1lun8JmnRpGRERWjzJ20hTKs3JrNeu0nLVsm31qGBERWR3K2ElTWetZp6VmL9fK1DAiIrIwZeykaSjrVLSUPoWa5FhERECBnTSRegweWKuW04wrIiLtQ//OS9NYSxMSrwQNQhEREWXspGko67R89ZwaZq0OYhERaWVKhUhTUdapOaz1QSwiIq1KGTtpOu00IXErZr00iEVEpHUpYyerIpXNt2wWbqllb9Wsl6ZOERFpXQrsZMW1aoADSy97K6/7qkEsIiKtS02xsqJauVlvOWVv5albNIhFRKR16V9wWVGr2axX7+be5ZS91bNeGsQiItKaWuNbRlrWagU4K9Hcu5yyl7Je+w8NM5bMzJSplQKkSNDfUuUVEREw51yjy9BwQ0ND7sCBA40uRtta6T52qWyezz954or+bIl0ri792ZZb9kYNGmnlwSoiIrIwMzvonBuq9JgydrLiVrpZbyWbe5db9kZkvVp5sIqIiCyPBk/IqljJuenKm0yBujf3ttK8eq08WEVERJZPgZ20PI3iLEpl85weTTLt9QmEYvZyOpPj9GhSwZ2IyBqgplhpC2t9FGep+TWVzfPsqXF8ZmztjXF6NMGzp8Yxs5kAWM2yIiLtS4GdtI12HsW50GCI8ubX/s4IZvDMK2Nk8nleODPJ63d0s7Un1lKTJIuIyNIosBNpcosNhpg9eGRrTwzn4K5rNxD0+9naEwO0NJiIyFqgPnZNqhUXj5f6q2YwRKXBI5Ggn90bO4kE/Ss2qERERJqPPuGbkKarkJJqpnKZbzLkrmio5SdJFhGR2iiwazKtvHi81F+1q1/MN3hkrQ8qERFZaxrSFGtmvWb2qJkd8372zLPf/d4+x8zs/rLtT5jZUTM75N02eNvDZvaQmR03s5+a2eDqnFH9tPLi8VJ/tUzlMt98e6sxD5+6DoiINIdGZeweBB53zn3WzB707n+8fAcz6wX+EBgCHHDQzL7pnLvs7fJB59zsdcA+BFx2zl1tZh8APge8fyVPpN5affF4qb9mz7qp64CISPNo1OCJfcCXvd+/DLynwj7vBB51zo16wdyjwD01HPfrwF1mZnUo76rRZLtSKfvVrKtfNONKF8oeisha1qg00Ebn3FkA59zZUlPqLFuAU2X3T3vbSr5kZnngYeAzzjlX/hznXM7MxoH1wMgKnMOKafYMjaycVst+reQ6vUvRavUnIlJvK5axM7PHzOxwhdu+ag9RYZvzfn7QOXcT8Bbv9ptVPGd2+X7XzA6Y2YGLFy9WWaTV06wZGlk5zZj9WsxKr9Nbi1asPxGReluxwM4593bn3I0VbvuB82a2GcD7eaHCIU4D28rubwWGvWOf8X5OAn8LvHH2c8wsAHQBo/OU7wvOuSHn3FB/f/9yT1dk2Vpx4EwzdR1oxfoTEam3RjXFfhO4H/is93N/hX2+A/y7shGzdwOf8AK2bufciJkFgXcBj8067o+B9wLf9ZpoRZpeqw6caZauA61afyIi9dSowROfBd5hZseAd3j3MbMhM/tzAOfcKPBp4Cnv9kfetjDwHTN7DjgEnAG+6B33L4D1ZnYc+F8ojrYVaQnNlP2qVTN0HWjl+hMRqRdTQguGhobcgQOzZ04RaYxUNt/w7FcrU/2JSLszs4POuaFKj6mNQqTJRIJ+BSTLoPoTkbWsUU2xIiIiIlJnCuxERERE2oQCOxEREZE2ocBOREREpE0osBMRERFpEwrsRERERNqEAjsRERGRNqHATkRERKRNKLATERERaRMK7ERERETahAI7ERERkTahwE5ERESkTSiwExEREWkTCuxERERE2oQCOxEREZE2ocBOREREpE0osBMRERFpEwrsRERERNqEAjsRERGRNqHATkRERKRNKLATERERaRMK7ESkZqlsnktTaVLZfKOLIiIiZQKNLoCItJaTI1PsPzRMNl8g6Pexb+8Ag33xRhdLRERQxk5EapDK5tl/aJhYOMBAd5RYOMD+Q8PK3ImINAkFdiJStUQ6RzZfIBoqJvujoQDZfIFEOtfgkomICCiwE5EaxMIBgn4fyUwxkEtmcgT9PmJh9eoQEWkGCuxEpGqRoJ99ewdIpHMMjyVJpHPs2ztAJOhvdNFERAQNnhCRGg32xfnIHbtIpHPEwgEFdSIiTUSBnSwqlc3rS1yuEAn6dS2IiDQhgKlYuAAADhJJREFUBXayIE1tISIi0jrUx07mpaktREREWosCO5mXprYQERFpLQrsZF6a2kJERKS1KLCTeWlqCxERkdai1IssSFNbiIiItA4FdrIoTW0hIiLSGtQUKyIiItImFNiJiIiItAkFdiIiIiJtQoGdiIiISJtQYCciIiLSJhTYiYiIiLQJBXYiIiIibUKBnYiIiEibUGAnIiIi0iYU2ImIiIi0CQV2IiIiIm1CgZ2IiIhIm1BgJyIiItImGhLYmVmvmT1qZse8nz3z7He/t88xM7vf29ZpZofKbiNm9sfeYw+Y2cWyxz68mucl7SmVzXNpKk0qm290UURERBYUaNDrPgg87pz7rJk96N3/ePkOZtYL/CEwBDjgoJl90zl3Gdhbtt9B4BtlT33IOfevV/oEZG04OTLF/kPDZPMFgn4f+/YOMNgXb3SxREREKmpUU+w+4Mve718G3lNhn3cCjzrnRr1g7lHgnvIdzGw3sAH4pxUsq6xRqWye/YeGiYUDDHRHiYUD7D80rMydiIg0rUYFdhudc2cBvJ8bKuyzBThVdv+0t63cfRQzdK5s271m9pyZfd3Mts1XADP7XTM7YGYHLl68uLSzkLaWSOfI5gtEQ8XEdjQUIJsvkEjnGlwyERGRylYssDOzx8zscIXbvmoPUWGbm3X/A8BXyu5/Cxh0zr0OeIzXsoJzD+TcF5xzQ865of7+/iqLJGtJLBwg6PeRzBQDuWQmR9DvIxZuVA8GERGRha3YN5Rz7u3zPWZm581ss3PurJltBi5U2O00cGfZ/a3AE2XHuBkIOOcOlr3mpbL9vwh8bmmlF4FI0M++vQPsPzTMWDIz08cuEvQ3umgiIiIVNSr18E3gfuCz3s/9Ffb5DvDvykbM3g18ouzx+7gyW0cpWPTuvhs4Us9Cy9oz2BfnI3fsIpHOEQsHFNSJiEhTa1Rg91nga2b2IeBV4H0AZjYEfNQ592Hn3KiZfRp4ynvOHznnRsuO8RvAr8467sfM7N1ADhgFHljBc5A1IhL0K6ATEZGWYFeOO1ibhoaG3IEDBxpdDBEREZFFmdlB59xQpce08oSIiIhIm1BgJyIiItImFNiJiIiItAkFdiIiIiJtQoGdiIiISJtQYCciIiLSJhTYiYiIiLQJBXayJqWyeS5NpUll840uioiISN1oNXNZc06OTLH/0DDZfGFm/dfBvnijiyUiIrJsytjJmpLK5tl/aJhYOMBAd5RYOMD+Q8PK3ImISFtQYCdrSiKdI5svEA0Vk9XRUIBsvkAinWtwyURERJZPgZ2sKbFwgKDfRzJTDOSSmRxBv49YWL0SRESk9SmwkzUlEvSzb+8AiXSO4bEkiXSOfXsHiAT9jS6aiIjIsilNIWvOYF+cj9yxi0Q6RywcUFAnIiJtQ4GdrEmRoF8BnYiItB01xYqIiIi0CQV2IiIiIm1CgZ2IiIhIm1BgJyIiItImFNiJiIiItAkFdiIiIiJtQoGdiIiISJtQYCciIiLSJhTYiYiIiLQJBXYiIiIibUKBnYiIiEibUGAnIiIi0iYU2ImIiIi0CQV2IiIiIm1CgZ2IiIhIm1BgJyIiItImFNiJiIiItAkFdiIiIiJtQoGdiIiISJtQYCciIiLSJhTYiYiIiLQJBXYiIiIibUKBnYiIiEibUGAnIiIi0iYU2ImIiIi0CQV2IiIiIm1CgZ2IiIhImzDnXKPL0HBmdhF4pdHlaFJ9wEijC9FiVGdLo3qrneqsdqqz2qnOlmYl622Hc66/0gMK7GRBZnbAOTfU6HK0EtXZ0qjeaqc6q53qrHaqs6VpVL2pKVZERESkTSiwExEREWkTCuxkMV9odAFakOpsaVRvtVOd1U51VjvV2dI0pN7Ux05ERESkTShjJyIiItImFNitUWbWa2aPmtkx72fPPPvd7+1zzMzuL9v+hJkdNbND3m2Dtz1sZg+Z2XEz+6mZDa7OGa285dSZmUXN7B/M7Bdm9oKZfbZs/wfM7GJZXX54tc5ppZjZPd71cdzMHqzw+LzXiZl9wtt+1MzeWe0xW91S68zM3mFmB83see/n28qeU/F92k6WUW+DZjZdVjd/VvacW7z6PG5mf2JmtnpntPKWUWcfLKuvQ2ZWMLO93mNtfa1VUWdvNbOnzSxnZu+d9dh836Mrc50553Rbgzfg/wIe9H5/EPhchX16gZe8nz3e7z3eY08AQxWe86+AP/N+/wDwUKPPtRnqDIgCv+LtEwL+Cfhn3v0HgD9t9PnVsZ78wAngKu9cnwWur+Y6Aa739g8DO73j+Ks5ZivflllnrwcGvN9vBM6UPafi+7Rdbsust0Hg8DzH/RlwG2DAP5beq+1wW06dzdrnJuCltXCtVVlng8DrgL8C3lu2faHv0RW5zpSxW7v2AV/2fv8y8J4K+7wTeNQ5N+qcuww8CtxTw3G/DtzVRv/tLrnOnHNJ59z3AJxzGeBpYOsqlLkR3ggcd8695J3rVynWXbn5rpN9wFedc2nn3MvAce941RyzlS25zpxzzzjnhr3tLwARMwuvSqkbbznXWkVmthlY55z7sSt++/4Vld/rrapedXYf8JUVLWnzWLTOnHMnnXPPAYVZz634nbCS15kCu7Vro3PuLID3s1LafAtwquz+aW9byZe8lPv/Ufamn3mOcy4HjAPr6134BqlHnWFm3cCvAY+Xbb7XzJ4zs6+b2bb6FnvVLVoHzH+dzPfcao7ZypZTZ+XuBZ5xzqXLtlV6n7aL5dbbTjN7xsyeNLO3lO1/epFjtrJ6XWvvZ25g167X2nI+fxb6TFuR6yxQj4NIczKzx4BNFR76ZLWHqLCtNIz6g865M2bWCTwM/CbF/zgWek7TW+E6w8wCFD8M/8Q595K3+VvAV5xzaTP7KMX/lN829zAto5prYL595tte6Z/QlrmuqrCcOis+aHYD8Dng7rLH53uftovl1NtZYLtz7pKZ3QL8vVeHLf0ZVoV6XGu3Aknn3OGyx9v5WlvONVHrZ92yKWPXxpxzb3fO3Vjhth8476WCS00PFyoc4jRQnj3aCgx7xz7j/ZwE/pZiqvqK53hBTBcwWv+zWxkrWWeeLwDHnHN/XPaal8oyLF8EbqnnOTXAYnVwxT6zrpP5nlvNMVvZcuoMM9sK/H/AbznnTpSesMD7tF0sud685v5LAM65gxT7UF3j7V/eTULX2tzP8Q8wK1vX5tfacj5/FvpMW5HrTIHd2vVNoDQ6535gf4V9vgPcbWY9VhwBejfwHTMLmFkfgJkFgXcBpf/cyo/7XuC7Xv+BdrDkOgMws89Q/ID8N+VPKAWLnncDR+pc7tX2FLDbzHaaWYjil8A3Z+0z33XyTeAD3qi8ncBuih2MqzlmK1tynXlN+/8AfMI598PSzou8T9vFcuqt38z8AGZ2FcVr7SWvm8Wkmf2y15z4W1R+r7eq5bw/MTMf8D6K/czwtrX7tbacz5+K3wkrep3VYwSGbq13o9hf4nHgmPez19s+BPx52X7/E8UO7MeB3/a2xYCDwHMUO2v/R8DvPRYB/s7b/2fAVY0+1yaps60U0+xHgEPe7cPeY/+nV4/PAt8Drm30udahrn4VeJFiFuST3rY/At692HVCsdn7BHCUslFilY7ZTrel1hnwB0Ci7Lo6RLH/57zv03a6LaPe7i173z0N/FrZMYcoBiYngD/Fm8y/XW7LfH/eCfxk1vHa/lqros5+iWIWLgFcAl4oe+6c74SVvM608oSIiIhIm1BTrIiIiEibUGAnIiIi0iYU2ImIiIi0CQV2IiIiIm1CgZ2IiIhIm1BgJyJripnFzey/mNkJbzmpg2b2O95jg2bmzOzTZfv3mVnWzP60wrEeMLOL3jJKvzCz36/i9e80s9vre1YiIkUK7ERkrflz4DKw2zn3euAeoLfs8ZcoTrBa8j6Kc3PN5yHn3F7gTcAnq1jr906gpsCuNJGuiMhiFNiJyJphZrsoLnX0B865AoBz7qJz7nNlu00DR8xsyLv/fuBrix3bFZenOg6Ulp3rN7OHzewp7/YmMxsEPgr8vpfle4uZ/aWZvbesjFPezzvN7Htm9rfA81428YiZfdHMXjCz/25mHd6+HzOzn5vZc2b2VURkzQo0ugAiIqvoBuDZUlC3gK9SXNrsHJCnuIbjwEJPMLPtFGfsf87b9B+B/9c59wPvse84564zsz8Dppxz/9573ocWOOwbgRudcy97QeFu4D7n3O+Y2dcorp7wN8CDwE7nXNpbYkxE1igFdiKyZpnZJyk2tW5wzpUHbo8AnwbOAw8tcpj3m9mvAHuA33HOpbztbweuLy4DCcA6M+ussYg/c869XHb/ZefcIe/3g8Cg9/tzwH8zs78H/r7G1xCRNqKmWBFZS34O3OwtZI5z7t96/ePWle/knMtQDJz+V+DhRY75kHPuBuAtwH8ws03edh9wm3Nur3fb4pybrPD8nLcv3mLgobLHErP2TZf9nue1f87/OfCfgFuAg2amf9pF1igFdiKyZjjnjgMHgM+UBiSYWQSwCrv/B+DjXt+5ao79Y+Cvgf/Z2/TfgX9detzM9nq/TgLlmbuTFAMygH1AsJrXKzuuD9jmnPse8L8D3UC8lmOISPtQYCcia82HgfXAcTM7CDwGfHz2Ts65F5xzX67x2J8Dfttrcv0YMOQNaPg5xUETAN8C/ofS4Angi8AdZvYz4FbmZukW4wf+xsyeB56h2K9vrMZjiEibMOdco8sgIiIiInWgjJ2IiIhIm1BgJyIiItImFNiJiIiItAkFdiIiIiJtQoGdiIiISJtQYCciIiLSJhTYiYiIiLQJBXYiIiIibeL/B4McZYPSvvnGAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"box_df.plot(kind='scatter',x=' GM Returns',y='Ford Returns',alpha=0.4,figsize=(10,8))"
]
},
{
"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",
"metadata": {},
"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": 46,
"metadata": {},
"outputs": [],
"source": [
"tesla['Cumulative Return'] = (1 + tesla['returns']).cumprod()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"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",
" <th>Cumulative Return</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",
" <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",
" <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",
" <td>0.986823</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",
" <td>0.965812</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",
" <td>0.958333</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",
" <td>0.970442</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 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": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tesla.head()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"ford['Cumulative Return'] = (1 + ford['returns']).cumprod()\n",
"gm['Cumulative Return'] = (1 + gm['returns']).cumprod()"
]
},
{
"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": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x1a1c024510>"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"tesla['Cumulative Return'].plot(label='Tesla',figsize=(16,8),title='Cumulative Return')\n",
"ford['Cumulative Return'].plot(label='Ford')\n",
"gm['Cumulative Return'].plot(label='GM')\n",
"plt.legend()"
]
},
{
"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
}