pr/n1-sl.ipynb
Gašper Dobrovoljc 0f562fbdea
PR
2025-06-10 09:46:43 +02:00

881 lines
258 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"lang": "sl"
},
"source": [
"## Priprava podatkov, osnovne statistike in vizualizacija\n",
"\n",
"Podatkovno rudarjenje, naloga, 14. 3. 2025\n",
"**Gašper Dobrovoljc**"
]
},
{
"cell_type": "markdown",
"metadata": {
"lang": "sl"
},
"source": [
"Neizogiben del vsakega projekta na področju podatkovnega rudarjenja je iskanje,\n",
"urejanje in priprava podatkov. V tej nalogi boste spoznali primer podatkovne\n",
"zbirke in uporabili postopke za pretvorbo podatkov v ustrezno obliko ter pregled in\n",
"prikaz osnovnih statistik."
]
},
{
"cell_type": "markdown",
"metadata": {
"lang": "sl"
},
"source": [
"### Podatki\n",
"\n",
"V nalogi boste pregledali in pripravili podatke gledanosti Hollywoodskih filmov\n",
"zbirke [MovieLens](https://grouplens.org/datasets/movielens/) v obdobju **1995-2016**.\n",
"\n",
"Iste podatke boste uporabili v vseh nalogah, zato jih dodobra spoznajte. Gre za podatkovno zbirko za\n",
"vrednotenje priporočilnih sistemov, ki vsebuje gledalce ter njihove ocene za posamezni film na lestvici 1 do 5. \n",
"Poleg osnovne matrike uporabnikov in ocen vsebuje še dodatne podatke o filmih (npr. žanr, datum, oznake,\n",
"igralci).\n",
"\n",
"Podatki so v mapi `./podatki/ml-latest-small`. Podatkovna zbirka vsebuje naslednje datoteke:\n",
"\n",
"* ratings.csv: podatki o uporabnikih in ocenah,\n",
"* movies.csv: podatki o žanrih filmov,\n",
"* cast.csv: podatki o igralcih,\n",
"* tags.csv: podatki o oznakah (ang. \\emph{tags}),\n",
"* links.csv: povezave na sorodne podatkovne zbirke.\n",
"\n",
"\n",
"Pred pričetkom reševanja naloge si dobro oglejte podatke in datoteko **README.txt**. Podrobnosti o zbirki lahko preberete na [spletni strani](http://files.grouplens.org/datasets/movielens/ml-latest-small-README.html).\n",
"\n",
"Pripravite metode za nalaganje podatkov v ustrezne podatkovne strukture. Te vam bodo prišle\n",
"prav tudi pri nadaljnjih nalogah.\n",
"Bodite pozorni na velikost podatkov."
]
},
{
"cell_type": "markdown",
"metadata": {
"lang": "sl"
},
"source": [
"Zapišite kodo za branje datotek in pripravo ustreznih matrik (in drugih struktur) podatkov, ki jih boste uporabi pri odgovarjanju na spodnja vprašanja.\n",
"\n",
"Kodo lahko razdelite v več celic."
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-04-05T14:29:28.566485Z",
"start_time": "2025-04-05T14:29:27.852608Z"
}
},
"cell_type": "code",
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"ratings = pd.read_csv('./podatki/ml-latest-small/ratings.csv')\n",
"movies = pd.read_csv('./podatki/ml-latest-small/movies.csv')\n",
"cast = pd.read_csv('./podatki/ml-latest-small/cast.csv')\n",
"\n",
"ratings['timestamp'] = pd.to_datetime(ratings['timestamp'], unit='s')"
],
"outputs": [],
"execution_count": 1
},
{
"metadata": {
"lang": "sl"
},
"cell_type": "markdown",
"source": [
"### Vprašanja\n",
"\n",
"Glavni namen podatkovnega rudarjenja je *odkrivanje znanj iz podatkov*,\n",
"torej odgovarjanje na vprašanja z uporabo računskih postopkov.\n",
"\n",
"Z uporabo principov, ki ste jih spoznali na vajah in predavanjih, odgovorite na\n",
"spodnja vprašanja. Pri vsakem vprašanju dobro premislite, na kakšen način boste\n",
"najbolje podali, prikazali oz. utemeljili odgovor. Bistven del so odgovori na\n",
"vprašanja in ne implementacija vaše rešitve."
]
},
{
"cell_type": "markdown",
"metadata": {
"lang": "sl"
},
"source": [
"#### 1. vprašanje (15%):\n",
"Kateri filmi so v povprečju najbolje ocenjeni? Pripravite seznam\n",
"filmov ter njihovih povprečnih ocen in izpišite 10 filmov z vrha seznama.\n",
"Opazite pri takem ocenjevanju kakšno težavo? Kako bi jo lahko rešili? Kakšni so\n",
"rezultati tedaj?\n",
"\n",
"Kodo lahko razdelite v več celic."
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2025-04-05T14:29:28.595228Z",
"start_time": "2025-04-05T14:29:28.575470Z"
}
},
"source": [
"average_ratings = ratings.groupby(['movieId'])['rating'].mean().reset_index()\n",
"\n",
"sorted_ratings = average_ratings.sort_values(by='rating', ascending=False)\n",
"\n",
"sorted_ratings.merge(movies, on='movieId').head(10)"
],
"outputs": [
{
"data": {
"text/plain": [
" movieId rating title \\\n",
"0 163949 5.0 The Beatles: Eight Days a Week - The Touring Y... \n",
"1 71180 5.0 Padre padrone (1977) \n",
"2 51471 5.0 Amazing Grace (2006) \n",
"3 52617 5.0 Woman on the Beach (Haebyeonui yeoin) (2006) \n",
"4 53887 5.0 O Lucky Man! (1973) \n",
"5 54251 5.0 Dorian Blues (2004) \n",
"6 54328 5.0 My Best Friend (Mon meilleur ami) (2006) \n",
"7 55555 5.0 Edge of Heaven, The (Auf der anderen Seite) (2... \n",
"8 56869 5.0 Drained (O cheiro do Ralo) (2006) \n",
"9 57038 5.0 To the Left of the Father (Lavoura Arcaica) (2... \n",
"\n",
" genres \n",
"0 Documentary \n",
"1 Drama \n",
"2 Drama|Romance \n",
"3 Comedy|Drama \n",
"4 Comedy|Drama|Fantasy|Musical \n",
"5 Comedy \n",
"6 Comedy \n",
"7 Drama \n",
"8 Comedy \n",
"9 Drama "
],
"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>movieId</th>\n",
" <th>rating</th>\n",
" <th>title</th>\n",
" <th>genres</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>163949</td>\n",
" <td>5.0</td>\n",
" <td>The Beatles: Eight Days a Week - The Touring Y...</td>\n",
" <td>Documentary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>71180</td>\n",
" <td>5.0</td>\n",
" <td>Padre padrone (1977)</td>\n",
" <td>Drama</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>51471</td>\n",
" <td>5.0</td>\n",
" <td>Amazing Grace (2006)</td>\n",
" <td>Drama|Romance</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>52617</td>\n",
" <td>5.0</td>\n",
" <td>Woman on the Beach (Haebyeonui yeoin) (2006)</td>\n",
" <td>Comedy|Drama</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>53887</td>\n",
" <td>5.0</td>\n",
" <td>O Lucky Man! (1973)</td>\n",
" <td>Comedy|Drama|Fantasy|Musical</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>54251</td>\n",
" <td>5.0</td>\n",
" <td>Dorian Blues (2004)</td>\n",
" <td>Comedy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>54328</td>\n",
" <td>5.0</td>\n",
" <td>My Best Friend (Mon meilleur ami) (2006)</td>\n",
" <td>Comedy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>55555</td>\n",
" <td>5.0</td>\n",
" <td>Edge of Heaven, The (Auf der anderen Seite) (2...</td>\n",
" <td>Drama</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>56869</td>\n",
" <td>5.0</td>\n",
" <td>Drained (O cheiro do Ralo) (2006)</td>\n",
" <td>Comedy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>57038</td>\n",
" <td>5.0</td>\n",
" <td>To the Left of the Father (Lavoura Arcaica) (2...</td>\n",
" <td>Drama</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"execution_count": 2
},
{
"cell_type": "markdown",
"metadata": {
"lang": "sl"
},
"source": "Odgovor: **Izpisani so filmi z oceno 5.0, ki imajo zelo malo ocen. To lahko rešimo s filtrom, ki ne upošteva filmov s premalo ocenami. Po uporabi filtra so filmi, ki so izpisani dobro poznani.**"
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-04-05T14:29:28.781014Z",
"start_time": "2025-04-05T14:29:28.761913Z"
}
},
"cell_type": "code",
"source": [
"minimum_ratings = 50\n",
"\n",
"ratings_count = ratings.groupby('movieId')['rating'].count().reset_index()\n",
"\n",
"popular_ratings = ratings_count[ratings_count['rating'] >= minimum_ratings]\n",
"\n",
"filtered_ratings = ratings[ratings['movieId'].isin(popular_ratings['movieId'])]\n",
"\n",
"average_ratings = filtered_ratings.groupby(['movieId'])['rating'].mean().reset_index()\n",
"\n",
"sorted_ratings = average_ratings.sort_values(by='rating', ascending=False)\n",
"\n",
"sorted_ratings.merge(movies, on='movieId').head(10)"
],
"outputs": [
{
"data": {
"text/plain": [
" movieId rating title \\\n",
"0 858 4.487500 Godfather, The (1972) \n",
"1 318 4.487138 Shawshank Redemption, The (1994) \n",
"2 969 4.420000 African Queen, The (1951) \n",
"3 913 4.387097 Maltese Falcon, The (1941) \n",
"4 1221 4.385185 Godfather: Part II, The (1974) \n",
"5 50 4.370647 Usual Suspects, The (1995) \n",
"6 1228 4.350000 Raging Bull (1980) \n",
"7 1252 4.335526 Chinatown (1974) \n",
"8 904 4.315217 Rear Window (1954) \n",
"9 1203 4.304054 12 Angry Men (1957) \n",
"\n",
" genres \n",
"0 Crime|Drama \n",
"1 Crime|Drama \n",
"2 Adventure|Comedy|Romance|War \n",
"3 Film-Noir|Mystery \n",
"4 Crime|Drama \n",
"5 Crime|Mystery|Thriller \n",
"6 Drama \n",
"7 Crime|Film-Noir|Mystery|Thriller \n",
"8 Mystery|Thriller \n",
"9 Drama "
],
"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>movieId</th>\n",
" <th>rating</th>\n",
" <th>title</th>\n",
" <th>genres</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>858</td>\n",
" <td>4.487500</td>\n",
" <td>Godfather, The (1972)</td>\n",
" <td>Crime|Drama</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>318</td>\n",
" <td>4.487138</td>\n",
" <td>Shawshank Redemption, The (1994)</td>\n",
" <td>Crime|Drama</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>969</td>\n",
" <td>4.420000</td>\n",
" <td>African Queen, The (1951)</td>\n",
" <td>Adventure|Comedy|Romance|War</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>913</td>\n",
" <td>4.387097</td>\n",
" <td>Maltese Falcon, The (1941)</td>\n",
" <td>Film-Noir|Mystery</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1221</td>\n",
" <td>4.385185</td>\n",
" <td>Godfather: Part II, The (1974)</td>\n",
" <td>Crime|Drama</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>50</td>\n",
" <td>4.370647</td>\n",
" <td>Usual Suspects, The (1995)</td>\n",
" <td>Crime|Mystery|Thriller</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>1228</td>\n",
" <td>4.350000</td>\n",
" <td>Raging Bull (1980)</td>\n",
" <td>Drama</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>1252</td>\n",
" <td>4.335526</td>\n",
" <td>Chinatown (1974)</td>\n",
" <td>Crime|Film-Noir|Mystery|Thriller</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>904</td>\n",
" <td>4.315217</td>\n",
" <td>Rear Window (1954)</td>\n",
" <td>Mystery|Thriller</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>1203</td>\n",
" <td>4.304054</td>\n",
" <td>12 Angry Men (1957)</td>\n",
" <td>Drama</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"execution_count": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 2. vprašanje (15%):\n",
"Posamezni film pripada enemu ali več žanrom. \n",
"Koliko je vseh žanrov? Prikaži porazdelitev žanrov z uporabo ustrezne\n",
"vizualizacije.\n",
"\n",
"Kodo lahko razdelite v več celic."
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-04-05T14:29:29.076125Z",
"start_time": "2025-04-05T14:29:28.895988Z"
}
},
"cell_type": "code",
"source": [
"genres = movies['genres'].str.split('|').explode()\n",
"genre_counts = genres.value_counts()\n",
"\n",
"genre_counts.plot.bar(\n",
" title='Porazdelitev žanrov filmov',\n",
" xlabel='Žanr',\n",
" ylabel='Število filmov',\n",
")"
],
"outputs": [
{
"data": {
"text/plain": [
"<Axes: title={'center': 'Porazdelitev žanrov filmov'}, xlabel='Žanr', ylabel='Število filmov'>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 4
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Odgovor: **Vseh žanrov je 19.**"
},
{
"cell_type": "markdown",
"metadata": {
"lang": "sl"
},
"source": [
"#### 3. vprašanje (20%):\n",
"Število ocen (ogledov) se za posamezni film razlikuje. Ali\n",
"obstaja povezava med gledanostjo in povprečno oceno filma? Opišite postopek, ki\n",
"ste ga uporabili pri odgovarjanju na vprašanje.\n",
"\n",
"Kodo lahko razdelite v več celic."
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2025-04-05T14:29:29.298337Z",
"start_time": "2025-04-05T14:29:29.159887Z"
}
},
"source": [
"average_ratings = ratings.groupby('movieId').agg(\n",
" count=('movieId', 'count'),\n",
" rating=('rating', 'mean'),\n",
")\n",
"\n",
"average_ratings.plot.scatter(\n",
" 'rating', 'count',\n",
" title='Povezava med številom ocen in povprečno oceno filma',\n",
" xlabel='Povprečna ocena',\n",
" ylabel='Število ocen',\n",
")\n",
"\n",
"correlation = average_ratings['count'].corr(average_ratings['rating'])\n",
"\n",
"print(f'Korelacija med številom ocen in povprečno oceno je {correlation}')"
],
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Korelacija med številom ocen in povprečno oceno je 0.13082726621823262\n"
]
},
{
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": "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"
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 5
},
{
"cell_type": "markdown",
"metadata": {
"lang": "sl"
},
"source": "Odgovor: **Povezava med gledanostjo in povprečno oceno je zelo šibka. Pri odgovoru sem izračunal Pearsonovo korelacijo med številom ocen in povprečno oceno.**"
},
{
"cell_type": "markdown",
"metadata": {
"lang": "sl"
},
"source": [
"#### 4. vprašanje (30%):\n",
"Vsaka ocena je bila vnešena na določen datum (stolpec\n",
"*timestamp*). Ali se popularnost posameznih filmov s časom spreminja?\n",
"Problem reši tako, da za dani film ocene razporediš po času ter v vsaku časovni\n",
"točki izračunaš povprečje za zadnjih 30, 50, ali 100 ocen. Nariši graf, kako se\n",
"ocena spreminja in ga prikaži za dva zanimiva primera filmov.\n",
"\n",
"Kodo lahko razdelite v več celic."
]
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-04-05T14:29:29.499045Z",
"start_time": "2025-04-05T14:29:29.348339Z"
}
},
"cell_type": "code",
"source": [
"window_sizes = [30, 50, 100]\n",
"\n",
"def rating_history(movie_id):\n",
" movie_ratings = ratings[ratings['movieId'] == movie_id].sort_values(by='timestamp')\n",
"\n",
" for window in window_sizes:\n",
" plt.plot(\n",
" movie_ratings['timestamp'],\n",
" movie_ratings['rating'].rolling(window=window).mean(),\n",
" label=f'Povprečje zadnjih {window} ocen',\n",
" )\n",
"\n",
" plt.title(movies[movies['movieId'] == movie_id]['title'].values[0])\n",
" plt.xlabel('Datum')\n",
" plt.xticks(rotation=90)\n",
" plt.ylabel('Ocena')\n",
" plt.grid(True)\n",
" plt.legend()\n",
" plt.show()\n",
"\n",
"rating_history(858)\n",
"rating_history(318)"
],
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjcAAAHcCAYAAAAqQ4tyAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAA1UFJREFUeJzsnQWYW2X2xt9k3Gc67XTq7qVGqZcCFaBQYHFnscX1zyKLLSy6wLK4y+JOkbaUKi0tFeru3pGOuyX5P+93c2OTzGRmMhOZ8+MJ8Zt7k3S+N+e85xyDxWKxQBAEQRAEIUQw+nsHBEEQBEEQfImIG0EQBEEQQgoRN4IgCIIghBQibgRBEARBCClE3AiCIAiCEFKIuBEEQRAEIaQQcSMIgiAIQkgh4kYQBEEQhJBCxI0gCIIgCCGFiBtBCEH++c9/wmAwON1WU1ODe++9F126dIHRaMQ555zj09fKyclBsML9v/XWW1vktUpKSpCWloZPP/0UwcYvv/yC+Ph4HDt2zN+7Igh1IuJGEFqIffv2qQW0b9++iI2NVaeBAwfilltuwcaNG5v99d9//30899xzOP/88/G///0Pd911V4Oe/9RTT2HmzJkIBk466SQlWOo7UZi1NC+99BISEhJw8cUX227LyMjA/fffj5NPPlndx31bvHix2+dXV1fjscceQ8+ePREVFaXOn3jiCSVeHfnrX/9a57EfOXJEPa6srAyvvfYapk2bhg4dOqjXHz58ON544w2YTCanbZ522mno3bs3nn766WZ5bwTBV4T7bEuCIHjk559/xkUXXYTw8HBcdtllGDp0qIqebN++Hd99951aSCh+unXr1mz7sHDhQnTq1Akvvvhio55PcUNh5KuIT3Py4IMP4rrrrrNdX716NV5++WX84x//wIABA2y3DxkypEX3i8KE4obCMiwszHb7jh078Oyzz6JPnz447rjj8Mcff3jcxuWXX46vv/4a11xzDUaOHIkVK1bg4YcfxsGDB/H222/bHnfDDTdgypQpTs/lKMEbb7wR3bt3V98FsnfvXtx2222YPHky7r77biQmJmLu3Lm4+eab1bYphB3hdu+55x4lsCiEBCEg4eBMQRCaj927d1vi4uIsAwYMsBw9erTW/dXV1ZaXXnrJcvDgQZ+95qOPPsqBuE63nXzyyZZBgwY1eps8hquuusrjax07dszSnJSWljb6uV9//bXax0WLFrm9n/fdcsstlubmu+++U6/F74QjRUVFltzc3Hr3ddWqVeq+hx9+2On2//u//7MYDAbLhg0b6nz9pUuXquc/+eSTttv4uW3evLnWY6+++mr12F27djndnpWVZQkLC7O89957Xh61ILQ8kpYShGbm3//+N0pLS/HBBx+osL8rjObcfvvtygvjGmmZOHEi4uLikJycjLPPPhvbtm2r9fzff/8dJ5xwAqKjo9GrVy+89dZbTvfv379fpSEWLVqELVu22NISetrj+eefx7hx45CamoqYmBgcf/zx+Oabb5y2wcfzGPgrXn8+0x6OFBQUqNu4r0lJSbj66qtVysOVTz75RL0GX6tNmzYqPXPo0KFaaaXBgwdjzZo1OPHEE1UKj1GX5oZpN74u0z2DBg1SHhNXmM5h1KR9+/a2xzHl5+32GTXh5+QIIyB8L+pj6dKl6twxpaVfp0b78ssv63z+Z599pj67Sy+91HZb27Zt1TG48pe//EWdu37n6BdixOuHH36od38FwV9IWkoQWiAlRZ/C6NGjvX7O/Pnzcfrppys/BX0h5eXleOWVVzB+/HisXbtWLZBk06ZNyivRrl079Tj6Lh599FG18Orwvo8//hhPPvmkMrPqfgk9PcM0yVlnnaXSZVVVVfjiiy9wwQUXqP0+44wz1GP4fKZ5Ro0ahb/97W/qNtcF+sILL0SPHj3U9rmP7777rloImW7R4T4whcLHcns0pvK4KGDWrVunhJFObm6ueg+4cDMV43hMzQFFIlOETMdQbDCNdd5556l0D4UfycrKwpgxY2wGZL63c+bMwbXXXouioiLceeeddb7G8uXLMWLEiEbvY2VlpTqnMHSE4o9QDNaVEvvqq6+UkNW/P3WRmZlpEz+uUJwGi/9KaKX4IVokCK2GwsJCFdo/55xzat2Xn5+vUgL6qayszHbfsGHDLGlpabZUBWHKwWg0Wq688krbbdxudHS05cCBA7bbtm7dqtIGrv+8J02a5DYt5fi6pKqqyjJ48GDLKaec0qC01DXXXON0+1/+8hdLamqq7fr+/fvVfjmmRMimTZss4eHhTrdzX7nNN9980+ILvElLRUZGOqWL+H7z9ldeecV227XXXmvp0KGDJScnx+n5F198sSUpKanWe+mafmTqiCmkxu7rt99+q+77+OOPnW7n+8Tb+bl54qefflKPef311y31UVlZaRk4cKClR48ear9deeqpp9S2mKIShEBE0lKC0Izw1zxh+awrTL3wl79+YsWKXjmzfv16leJxTFUwFTB16lTMnj1bXWclC42fNPh27drV9jhGZE499VSv99ExCpCfn4/CwkKVDmP0pSHQqOoIt8Hoi/4eMCpiNptV1IZl4/opPT1dGWmZNnOEKR+mtloKmm8do1F8v2mupeGWUAN9++23mDFjhrrseAx8v/m+1fWe5eXlqeelpKQ0eh+nT5+uTOc09PL9PHDggIrG0EDN9CYjfHWlpCIiItT7Xx+MSm3duhWvvvqq2q4r+jEEc/m/ENpIWkoQmhG9moTpIFfojSkuLlapDqZddLhgkX79+tV6DoULBQ39L3wuFzMKA1f4XF0E1QfTTywlpqDS0x7EtU9OfTgKLMcFkIKJImHXrl1qcXe3v4QLryOs5omMjERL4br/+jFw/wlTaPQVsSLJsSrJkezs7HpfRwsUNQ76qmbNmqUEClNmugikr4spP3ciWv/+0SNDEaan2DzBdgHvvPMO/vWvfykxVdcxNPQ7IggthYgbQWhGaKyliXjz5s217tM9ODT8+gsaVOm3oefl9ddfV/tKkUHzM3/pNwTH0mZ3CyGjNlwM6VFx91jXhdnVV9LceLP/hEL0qquucvvYukrLGYXj8etiqbHQ/MvvEyMr3BZ7JfG9Ynn5pEmT3D6H/hiau+mrqosPP/wQ9913n4rCPfTQQx4fpx+DOz+OIAQCIm4EoZmhKZfm2lWrVilDbn3ovW7Y+8QV9sXhgsIKKv6K56LGiIgr7p7rDqZZuB1GgxgB0KG4caWpv9KZ8qFQoOmYjQyDDaYOGYljOtC1f4w3ML3D94D9jJoKPwvHCidG6Si+PO0XuyFTPFLIeoKRHZq8zz33XFuK1BM8Bn4P+Z4IQiAinhtBaGY48oDVLCwfZgqqvjQFoyfDhg1TZddMg+jw1/qvv/5qSxUw0sA0A3+Vs6JHh6W7FCvewG1woXTsRMtIkrtKGAoqx/1pKFw0+Xps/uZ6zLxOf04gw31nKoiC0F0kzpuRBGPHjsWff/7p0/1iapIVaPzeXHLJJW73i9V3LO3Wq6pcWbJkiapKYwSPQogNJuuCVVk8FkEIVCRyIwjNDD0mTPFw4aEXRu9QzAWdv4B5HxeTzp07O/keWAbNBYRlxnopONNcjiMDKBTYi4XmXZYwsxScj+Ovem9GOjCq9J///Ee11WfvE3pG+Kudpeuuz2f5LxdJPr5jx44qAtOQ8nZGLejteeCBB5SAohGakRC+B99//70qMadRtj6YOqHRmNEl1147zc0zzzyjjM887uuvv16lhGgUppGY7w0v1wV7FbGsfufOnbWiV3xvCHsRET6O5enEMUVEvw3ff742zdrssUPTM7047joGs/cNvxeeUlL0eDGiQ5HLDtTsfuyaanNMt/E7wu8Gx4YIQsDi73ItQWgtsMz4pptusvTu3VuVb8fExFj69+9vufHGGy3r16+v9fj58+dbxo8frx6XmJhomTFjhirzduW3336zHH/88aqUuWfPnqos2F2HYk+l4Ow026dPH0tUVJTanw8++MDt87dv32458cQT1f7wPr0s3FOHYm6Ht+/bt69WOfOECRNUaTlPfE12B96xY0e9+0pYms3t/vLLL5bm7lDcrVu3WuXvLH/mY7t06WKJiIiwpKenWyZPnmx5++23vSqxbtu2reVf//qX233wdHLk2WefVe8Zv0MpKSmWs846y7Ju3TqPrzlmzBjVVqCmpsbt/XxP6nptfr6OvPHGG5bY2FjVVVkQAhUD/+dvgSUIguAtjFww8kMPUzDCKiRGneiV8mRiDmQ4VJNtDBo7o0wQWgLx3AiCEDTwtxjHRugpnGCEVU0szWYn6GCDKVCKMqYWBSGQkciNIAiCIAghhURuBEEQBEEIKUTcCIIgCIIQUoi4EQRBEAQhpBBxIwiCIAhCSNHqmvixRfnRo0dVsysZ+iYIgiAIwQHrnzgwmE0s6+ui3erEDYVNly5d/L0bgiAIgiA0gkOHDjl1dHdHqxM3entyvjmJiYk+2251dbWa+zNt2jQ1VTmUCNVjk+MKPkL12OS4gotQPa5APzaOG2Fwwt2YkYAVN5zZwsZQd9xxB/773/96fBzve+ONN9SgQE6l5SyUp59+Wk029gY9FUVh42txw6F03GagfSGaSqgemxxX8BGqxybHFVyE6nEFy7F5YykJCHGzevVqvPXWW07D2dzBAYP333+/GhQ3btw4NXyOg/N4oBzmJwiCIAiC4PdqKbYh57Tad955BykpKXU+dvny5Rg/fryaXty9e3cVNuOk5WCdMSMIgiAIgu/xe+TmlltuwRlnnIEpU6bUOy+G0ZpPPvlEiZlRo0Zh7969mD17Nq644gqPz6msrFQnx5ydHnrjyVfo2/LlNgOFUD02Oa7gI1SPTY4ruAjV4wr0Y2vIPvl1thQHxz355JMqLUXPDCfNDhs2rE7Pzcsvv4x77rlHlYTV1NTgxhtvVB4cT/zzn//EY4895jbFxbyiIAihS3i433+/CYLQALiue6KsrExlbgoLC+v1zPpN3LBaaeTIkZg3b57Na1OfuOE04IsvvlhFeEaPHo3du3crA/L111+Phx9+2OvIDd3WOTk5PjcU81imTp0asCasxhKqxybHFbrHVlVVpf7GsK9VMMA/wxUVFepHXij135LjCj4sfj429q/p2rWr23/fXL9ZSOSNuPHbz5o1a9YgOzsbI0aMsN1mMpmwZMkSvPrqq0qQhIWFOT2HAoYpqOuuu05dP+6441BaWoq//e1vePDBB9029YmKilInV/jGNccf/ubabiAQqscmxxVax8Y/zuxnxaiNN82+AgGKMPoP4+Pjg2J/vUWOK/gw+/HY9Ca7x44dUwLHVVw15O+Z38TN5MmTsWnTJqfbrr76avTv3x/33XdfLWGjh6Rc32z9cX7MrgmCEGBhbf6toLAJltQz/6gz2sRfy6G0WMpxBR9mPx9bu3btlMDhv+Om/Djzm7hhE57Bgwc73RYXF4fU1FTb7VdeeSU6deqk+tiQGTNmqJLv4cOH29JSjObwdndiSBCE1gcjwCQyMtLfuyIIQgPR/93y33FQihtvYKM+R+X40EMPqTAVz48cOaIUHoUNTcmCIAiOhJoXQhBaAwYf/bsNKHFDw3Bd15lDf/TRR9VJEARBCBxo8mSrDrb34HDDDz74ALfeequ/d0topYRWslAQBEHwC0lJSfjzzz/x5ptvqiIPx2oWtuNgJWygwQrdO++8s8GRhZkzZ6rL+/fvV9fXr19v+0HO6wUFBc2yv4L3iLgRBEEIAG6++WblHeTiSN9B79698fjjj9fZ9yPQePHFF/HUU0+pkl2OxtH5v//7PyxYsAChQEZGBk4//XR1mW1FeN3VP9pQzjrrLFUdRBNvhw4dVFUwTbWObNy4ERMnTlSP4ev++9//btJrhjoBlZYShEBlxd5cHM4v99n2OiXHYGyvVJ9tTwgNTj31VHz44YeqFQa7rzPFQ1Mlhwr7A1ah0tjpbTPE5ORk5ZV0JZRKptPT01VFkd6uhNebysknn4x//OMfStjQT8pGtRwKzZFDhGKR44bYyZ+RMVYaX3PNNer9ZpRMqE1ofNsEoRnZerQIF7+9Avd8vcFnp0veWaG2KwiOsCcXF8tu3brhpptuUovZjz/+qO7Lz89XFaScwccSd0YPdu3aZVv8YmJiMGfOHKftff/996oylaXxegqFneE5yoYRAEYcfvvtN9vj9bQKt3P88cer/fn999/VYs6q1R49eqjXGTp0KL755hun19qyZQvOPPNMlY7iazLKsGfPHo9pqXfffRcDBgxQ+8EWIK+//rrH90Xfd9cT00okNzdXzRlkdS3fG/ZA+/zzz522wZ5ofP8otCgiXnjhhVqvw5mFjDxROPAYGE15++23vU5LOfZxY5Na7gvf6x07dqAu7rrrLowZM0Z97nw8B0SvWLHCNm7g008/VeXZHBo9aNAg1cz29ttvr3dg9G+//aZGFfFz5DFzu46RQH6ujAAxSsjH8Hh5/DpshHnhhRcqEdWmTRucffbZ6ph1GJ0755xz8Pzzz6vts9qZgjwQRjdI5EYQ6mHtwXx13i4hCgM7NL2r9bqD+SiqqMGh/DIM7Oi7LtmC5+hDebVWHt7SxERoaaZGPz8mRi3c+kJCMUOxQwHBfmDTp0/H1q1b1XUKC46V0VMm+qLIxcex38/f//531QV+4MCBanFkxem+ffvUwqTDRZALVs+ePZWYorChWZhRgz59+qhmq5dffrmqWJ00aZKKNpx44olKbCxcuFDtz7Jlyzym1LhfjzzyiGrYytYe69atU53m2Q7kqquuqvV4Pf2jk5mZqYQfX5Owoy7FGN8TvvasWbNUaqdXr15qcdePm4v9Dz/8gLS0NBUpWbt2bS3RRdHzr3/9S91PAUeRyWPs16+f158bm8pyO3x/OCKIYonvhzfk5eWp94ciRy+F/uOPP9SxOrY3YJTv2WefVaLX3dDpI0eOqO8HvzcfffQRtm/frt5jikmOJSKMCHJoNdOJEyZMUO8xv0+EAoWvMXbsWCxdulRF7zgd4LTTTlMpMn1fFi1apIQNz9me5aKLLlLvKV/Ln4i4EYR62J6pRVjOP74z7jutf5O3d8V7K7F0Vw5KK4PHSxHMUNgMfGSuX1576+OnIjYyvFGCjB6VuXPn4rbbbrOJGi6QXPQIF0Au+owiXHDBBbjsssvUgs4oDcUMozlc5Bm9cYQVTOedd566zLl8v/zyC9577z3ce++9tsfQ68MRF4TpF/6anz9/vlroCEUPIzpvvfWWWvhfe+01ZShmVEhfkPv27asiA/qwYkdY8crF/9xzz1XXGRHiosrtuRM3jukfChkKNu6LvkgzYsNUjg7fM753X331lRI37LjLY6RAYwNZ8r///Q+dO3eu9VoUBPQ/EYolLvxcuBsibtiehO+LLhQ5HFofaeAJvhbFHj8/RnF+/vlnJzHH98iR9u3b2+5zJ25ef/119f3gNimwGR2jj4evQ2HJSNZLL72k7tffc4pBfr/4mX355Zfq82OETRforIBjFIcRPqbJCF+b2+BnxNfgsfK7K+JGEAKcbRnF6rx/eoJPthdnXexE3AiuUIwwbcJfzVxYOCSQCzgXC/5yZvNSHUZauOBu27bNtihTWFAEMW3x7bffqigGIxyO6AKFcJtMn+jb0OFtOvw1zgVXFzs6TJMw6kKYlmEaypuma1xUma669tprnRZARnkokOqDURCWmnPGmO7joS+IAoxihhEL7htFmR6x4uvxNsf3j2kWd4JFn3VIuKhTVHFUUENw3AajGoTbYNrHE4ws8T05cOCASuMxhUaB09jI37Zt29Rn7fj88ePHK6F3+PBhJYr4HulizxVGZ/jZMz3nCEWanm4kTJM5NtHl8bpOH/AHIm4EoQ7MZgt2ZGriZoAPUlIkLsoqbqr8kyppbTA1xAiKv167ITCtw9QPQ/4cH9GQqeZ8Dk2oTE1R3PCcKYLGTEZnekiHi6EuvBghcUSf28f0mbfo22M6xFFskPo6zTMtwojMqlWrnBbd5557TkUhmG6j34b7zxJvCpqG4irQKA4aOoDVcRu6uKhvGxwIyRMjXvQiMepC3w0FCgVWVlaW0+P16401NMfU85nxc2KqjxFCV5hu8+X71RyIuBGEOjhSUI6SyhpEhhnRo639D35TiIvS/oBL5KZl4B/bxqSG/AEXZZo7XeFix8jGypUrbWkpenFoVKV3RoepKUZYaO6l94ViwBUumLpXhduk+bWuZnvcPkUMq6D0VIu7SAXTPIw41Re9YTqFwm3v3r1qf72FkSimy2h2ZvrEEabraHalD4hwcd25c6ftveHjuV98//ToCb0qfIynY/InujhgZIVQ4NDH4/j+MnLFyJO7lJT+neF7xhSnLrD4PlEUMh1H3xEFDqOC+jBqRxiVYySMj6tvAncgItVSglAH2zI0v0DvtHhEhBl9GrmhaBIEb6CJl4s30zj0umzYsEEt5Iyk8HYdihb+kqdooEfDNTJC6I+hD4cGU1a2cJFnqscTXAzpZ2FFDwUMUxI04r7yyivqOqE4ok+DESM28qNH6OOPP/ZYJcS0C03KL7/8shIYTGPQz+Gp+mfz5s0qTUO/CNMgTKnwRPOt/v5wsWfpNNMxN9xwg1Okg6k+pnyY+qHo4/ZotA2E8nQKLnpWmNpjSor7x8ovCjI9hcj0JCNzPAYKV/phGKm6++67PW735ptvVtVO9B/xs6aRml4nPofHTf8P3096rWg45udK4UtvEuF3iJEkfr9oKKbpnF4bVmkxrRXo+P+TFYQAZruPU1IkXk9LibgRGgAXf6YJWBXFRY+/yNkLxzUFwoWR4sdTVOSZZ55RJ5ZzUyjRo8NFrC5YPcQhxRQkjAiwYoZpKt3kSv8PF2WmMhgJ4X4y7eQpisNIAY2qPCamkfgc9vdxNc3qUDDR98NIFD0d+kk3JHPe4IgRI1R1D1N7FHg0HTvC1BV9QawOow+J1UHcT39DX9B3332nvC+MxFDAMBLGyi497Ucv0q+//qoEBveZTRFpCq6rx02nTp3U94MpPH7WrNritvle6fAz1bfFz5VpzGPHjtn2i1VxjHTxfeb9fD49N0ERybG0MgoLCy08bJ77kqqqKsvMmTPVeagRqsfmzXHd+PGflm73/Wx5Z8ken73uB7/vVdu8+ZM1luYgVD8vb4+tvLzcsnXrVnUeLJhMJkt+fr46by727dun/vatW7fO0tLHdd9991nGjx9vCXYqKirUezh37txm/7xC+btYF3X9+23I+h0ciWhB8HPkpn+6736p2A3FErkRQhtGlxhtYFRHr6wKVph2Y4SFKR2WPAuBjaSlBMEDZVU12J9bqi737+CbMnAncSNpKaEVTApnzxb6RdgUL5ihX4UeFTbOc9cfRwgsJHIjCB7YmVUCiwVoGx+lTr7CbiiWUnCh5eBoAUZSWhI2fKOxlx6NQDDvNgU28+OJBEKps1A3wf1tE4RmZLu1UmqAD6M2JF5KwQVBEJoVETeC0IKVUkTSUoIgCM2LiBtB8MBWa+TGV2MXdOL08QtiKBYEQWgWRNwIghvoTdDTUr6slHKM3FRUm1Fjkty9IAiCrxFxIwhuyCisQFFFDcKNBvRK883YBdfxC0TmSwmCIPgeETeC4IbtmVrUple7eESFN2z4YX1wexFh2qwX8d0IgiD4HhE3guCGbRm6mdi3fhvX1BR76QhCqPS04dwqUlxcrOZGCYK/EHEjCHUMzOzv40opnTirqVh63QihAucfcQbUm2++qWYeOc4f4qDMYcOGIdDgHKo777yzQc/h/K6ZM2eqy/v371fXOfSScLAkrxcUFDTL/greI+JGEOocu9BckRvpdSPUnuIcFhamFkd29O3duzcef/xx1NQEz3eETe6eeuopNaqAU7d1OJxxwYIFCAUyMjJw+umnq8tdunRR1wcPHtzkBov83B1PHG7qyMaNG9XgT07z5uv++9//btJrhjrSoVgQXKioNmHvsZJm6XFTu0tx8CxcQvPDqdacjl1ZWakmOt9yyy1qsvYDDzzgt6pBk8mE8PBwrzsSHzx4sNbt8fHxQd+hWIcTx9mhmJ8RxSiv+wIK2euvv952PSHB/sOKYnHatGlqmjkjY5s2bcI111yj3u+6JoO3ZkLj2yYIPmR3dgnMFiAlNgJpCb4bu+BIvDTyazk4cqCq1D+nBo47iIqKUotlt27dcNNNN6nF7Mcff1T35efn48orr0RKSgpiY2NV9GDXrl22xS8mJgZz5sxx2t7333+vFsmysjJbCuWLL77AuHHjVASAEYfffvvN9ng9rcLtHH/88Wp/fv/9d7WYP/300+jRo4d6naFDh+Kbb75xeq0tW7bgzDPPVOkoviajDHv27PGYlnr33XcxYMAAtR8cRPn66697fF/0fXc9Ma1EcnNzcckll6BTp07qvTnuuOPw+eefO22jtLRUvX8UWh06dMALL7zgNoLCyBOFA4+ha9euePvtt71OS+msWbMGI0eOVPvC93rHjh2oD74eP3v9FBdnr9L89NNPUVVVhffffx+DBg3CxRdfjNtvvx3/+c9/6tzmb7/9hlGjRqnPkcd8//33O0UC+bkyAsQoIR/D4+Xx6xw6dAgXXnihElFt2rTB2WefrY5Zh9G5c845B88//7zafmpqqhLk1dXV8DcSuREET36b9ET1h6s5iLM18hPPTbNTXQY81dE/r/2Po0Bk41sJUEhw4dYXEooZih0KCA5xnD59OrZu3aquU1h89tlntpSJvihy8eEiq/P3v/8d//3vfzFw4EC1OM6YMUNN7ubCpMNFkAtWz549lZiisPnkk09U1KBPnz5YsmQJLr/8crRr1w6TJk3CkSNHcOKJJyqxwQng3J9ly5Z5TKlxvx555BG8+uqralr4unXrVNSCC/pVV11V6/F6+kcnMzNTCT++JqmoqFBijO8JX3vWrFm44oor0KtXL7W468fNxf6HH35AWlqaGuS5du3aWqKLoudf//qXup8CjiKTx9ivXz+vP7cHH3xQbYfvz4033qjEEt+PumAaiq9LgXHppZfirrvuskXM/vjjD3WsTFc6Rvk4xJOil5+RK0eOHFHfD35vPvroI2zfvl29xxST//znP9VjGBF85513VDpxwoQJ6j3m94lQoPA1xo4di6VLl6p9eeKJJ3DaaaepFJm+L4sWLVLChue7d+/GRRddpN5TxyiUPxBxIwgeK6WaJyVFYsVzI9STDqJHZe7cubjttttsooYLJCMBukDgos8owgUXXIDLLrtMLeiM0lDMMJrDRZ7RG0duvfVWnHfeeeryG2+8gV9++QXvvfce7r33XqcUydSpU9Vlpl/4a37+/PlqoSMUPYzovPXWW2rhZ5UUDcWMCjGNRvr27asiA9wPdxO2ufife+656jojQlxUuT134sYx/UMhQ8HGfdEXaUZs7rnnHtvj+Z7xvfvqq6+UuCkpKVHHSIE2efJk9Zj//e9/bqd7UxDQ/0Qolrjwc+FuiLh58skn1fuiC8UzzjhD7TeFhTsYhRkxYoSKjixfvlyJDgoNPTJDMcf3yJH27dvb7nMnbl5//XX1/aCA5I80RseOHj2qjonCkpGsl156Sd2vv+cUg/x+8TP78ssv1efHCJv+I++DDz5QURxG+JgmI3xtboOfEV+Dx8rvrogbQQjQHjf9m6kMnEhaqgWJiNUiKP567QZAMcK0CX81c2HhL3gu4Fws+Mt59OjRtscy0sIFd9u2bbZFmcKCIohpi2+//VZFMRjhcEQXKITbZPpE34YOb9Phr3EKJl3s6DBNwqgLYVqGaShd2NQFF1Wmq6699lqnBZBRHgqk+mAUhKXm8+bNs/l46AuiAKOYYcSC+0ZRpkes+Hq8zfH9o5BwJ1iGDBliu8xFnaIqOzu73v3ytA1GNQi3waiMO+6++26n5zIqcsMNN6iIGdNFjWHbtm3qs3aMPo8fP14JvcOHDytRxPdIF3uuMDrDz97R+0Mo0vR0I2GajMLG8XjpCfI3Im4EweUXs56WGuDjsQuOiKG4BeEf9yakhloSpnWY+uHi1rFjR6+NvITPOf/881VqiuKG50wRNGQbOo5+Dy6GuvBihMQRfeFl+sxb9O0xHeIoNojjIukOpkUYkVm1apXTovvcc8+pKATTbfTbcP9Z4k1B01BcBRrFAYVmY7ehi4uGbIPvC8Ue/S0UYBRYWVlZTo/RrzfW0BxTz2fGz4mpPkYIXWG6zZfvV3MghmJBcOBYcSXyy6phNAB92sc3e+SmTPrcCA5wUaa5k7/wHUUJjbdc7FauXGm7jV4cGlXpndFhaoppJpp76X3hdVdWrFhhu8xt0vzK7XuC26eIYRUU983xxLSHHm2gL8MbIynTKRRue/furbU919SLI4xEMV3G6AzTJ44wXUezK31ANDszbbZz507b/Xw8F2HH949eFcfHBBKMhDEqRW8QYQSGPifH95eRKwofdykpws+UXh3+YHN8nygKmY6jd4oCx1OJPqNyTIdyH1w/J28ibP5GxI0gOLDN2t+mR9s4REf4duyCI7GR2rZLpEOx4AVciLh4M41Dr8uGDRvUQs5ICm/XoemUv+QpaigUXCMjhP4Y+nBoMGVlCxd5pno8wcWQfhYaXOlTYUqCRtxXXnlFXdd9PPRpMGLERn5cFD/++GOPVUKsnmLKhV2MKTCYxqCfw1P1z+bNm1WlE/0iTIMwpcJTXl6e7f3hYk+/CtMxTOk4RjqY6mMajKZiij5uj0bbQChPpwBhxImfKQUfIyV8r/n56sKF6UlG5ngMFK70wzBS5ZjOcuXmm29W1U70H/GzppGaXic+h8dN/w/fT3qtaDjm50rhS28S4Xeobdu26vtF4UrTOb029AcxrRXoSFpKEBzQJ4E3p5nYMS0lnhvBW7j433HHHaoqiukWChn2wnFNgbAkmuW9NI16qsrhidEB/gqnR4eLWF2wioepCAoSLsA0ldIAy4oi3f9D0UDxQCMt00usmHH09zhy3XXXKT8M00l8DiNWTCd56hZMwUTfD9NSPOnwtbjgPvTQQ2q/WN3D7bL3C03HHAmhw9diqoXVYRRsbCzoeL+/YFSMRmx6q+iBoSiluHEULoyU/Prrr0qMMlXEz4ufb109bjp16qS+H3x/Gc2ix4jiiO+VzsMPP6wihNwWzcb0y1AYEr6PjBZRANH4TZ8Tt0mPjmP36YDF0sooLCxkjE6d+5KqqirLzJkz1XmoEarH5u647vh8raXbfT9bXl24q1lfe9bGo+p1zn9jmc+3Haqfl7fHVl5ebtm6das6DxZMJpMlPz9fnTcX+/btU3/71q1bZ2np47rvvvss48ePtwQ7FRUV6j2cO3dus39eofxdrIu6/v02ZP2WyI0gtODYhdqGYvHcCKEL/R5MZzCqo1dWBStMu3333XcqpcOSZyGw8X/CURAChKoas+pO3JwDM3XirX1udmcX4+TnF+PhmZub9fUEwR8w7TNmzBjlF9FTWMEK/SpM0bBxnrv+OEJgIZEbQbCy51gJaswWJESHo2OS+2ZbvqJbahwiw41KUO3LKVWn+07vb6uiEgRfw9ECjpUzLQG9OTT20qMRCObdpsBmfjyRQCh1FuomuL9tgtAMzfsGNOPYBZ228VFYeu/J+ObGsarsnJSJuVgQBMEnyM9EQag1dqF5/TY67ROj1Sk2Mlw18yuTOVOCIAg+QSI3guA6MLOZ/Taeet6USs8bQRAEnyDiRhBauFLKk7gpl8iNIAiCTxBxIwgAckoq1egFWm36tm9pcWNt6CfiRhAEwSeIuBEEADusUZtubWJtPWhaijhrWbgYioVgL/vmaAfCbrYcrSAI/kLEjSA4+m2acRK4J2KskRsxFAvBDEcEcEwCp5pzLIBji37OkuI4hkCcwu5p5IMnWEk5c+ZMdZlTu3mdoywIR0HwekFBQbPsr+A9Im4EwalSquXFTZzVc1MmhuJWDQcdciYTF0c2vePcJ07B5uTuYIF9YJ566inVzZeDKXU4x8nT9OlgIyMjA6effrq6zKnovD548OAmbfPJJ5/EuHHj1Dwn9gZyB6eyn3HGGeoxnNTNmVGu3w2KK878ioqKUt+fDz/8EK0VKQUXBIceN/1bqAzcEfHcCDoc/MgFiQMUOfSQgxI5GPOBBx7wy/6w6Z/JZFLDFb2BCzMXYVc4lTvYm/jpcOo6m/jxM6IY5fWmwkGoF1xwgRo0qk/ldoSfAYUNX4uTzymoOCWd3w2KScIxF3zMjTfeqCaLU0xyQCmHYfJ71doIjW+bIHjBR3/sx/H/moe1B/Odbq8xmbErq8TWwK+l0aulJC0l8Bc3F7Bu3brhpptuwpQpU9TUbpKfn68WtJSUFPXrndGDXbt2qfsYKYmJicGcOXOctvf999+rCdicqK2nUDiBmlGC6OhoFXH47bffbI/X0yrcDqdPc39+//13tZhzIjgnVvN1OGX6m2++cXqtLVu2qInlTEfxNSdOnIg9e/Z4TEu9++67GDBggNoPzmp6/fXXPb4v+r67nphWIrm5uWoaOqdW873hhPHPP//caRulpaXq/aPQ4oL/wgsvuO3iTLFwzTXXqGPo2rUr3n77ba/TUjpr1qzByJEj1b7wvd6xY4fHY9PfH04C5367gxPBt27dik8++US9j/zsOamdHicKI8J0ID8fHteAAQNw66234vzzz7d1VfbEt99+i0GDBqnPmsf/n//8x+l+ijiOnWCUSo8IOQqwzZs3q/3h+9q+fXtcccUVyMnJsd3Pz+j222/HvffeqyaT8/vNCejNjYgboVXAlM8Lv+5EbmkVXpqvLQg6+3LLUGUyq/RQ55SYFt+3WDEUN3v0oay6zC+npo47oJDQFy+meehpodj5448/1LanT5+O6upqJSgoLD777DOn5/MX/DnnnKMWWR2mM5gmWrdunYoUzJgxQ4kDR+6//34888wz2LZtG4YMGaKEzUcffaQWUIoYLsSXX365TRgdOXIEJ554olr8OCSTizsFgqeUGvfrkUceUekYvgYFxcMPP4z//e9/bh+vp3/0E/c9NTVVvSapqKhQYmzWrFlqsaXnh4vsqlWrnI6b+/vDDz8osUAht3bt2lqvRXFAYcLXYKqQIrM+ceLKgw8+qLbDz4tRL74XTYGfN4UPxYMOozEUtfw89MdQDDty6qmnqts9wc/pwgsvxMUXX4xNmzYp0cHPxfF7REFIoUiDOD+rt956SwkZQm/RKaecooai8lh/+eUXNW6D23SEn2tcXBxWrlyJf//73yrdOm/ePDQnkpYSWgXfrDmMwvJqdfm3ncfUHKmuyVFOlVL90hNg1GchtCBxkpZqVspryjH6s9F+ee2Vl65EbIRdWHgLhQvTCnPnzsVtt92mIjQUNcuWLVORAF0gcNFnFIEpjcsuu0wt6IzSUMxw4eNiz+iNI/xFf95556nLb7zxhlqQ+Eucv6x1uPhMnTrV9sud4mP+/PlKDJGePXuqiA4XukmTJqkIAg3FjAoxVUL69u2rIj7cD3dDKLn4n3vuueo6Iw6MTHB7V111Va3HO6Z/KGQo2LgvegSAEZt77rnH9ni+Z3zvvvrqK4waNQolJSXqGBn5mDx5sm3BdTcAk4KRooYwYsHIx6JFi9CvXz+vPz+KNr4vulBkuoj7zShVY8jMzHQSNkS/zvvqekxRURHKy8uVUHaFURq+HxSW+mdGsfTKK6+o9NbOnTvVe0ghogsnfvY6r776qhI2emqMvP/+++p7yedye4QCmZ856dOnj3oev9/6d6w5EHEjhDwmswXv/b5PXU6ICkdxZQ0+Wr4fD03X/lhtzyzxm5nYuYmfRG5aOxQj/FXMaAyFwaWXXqoWcC4EjACMHm0XaYxccMHlr2l9UaawoAjiL3GmGxjRcf01rwsUwm0ySqFvQ4e36ezevVsJJteFiBElLmyEaRmmoXRhUxdMDzFdde211+L666+33c4oDwVSfTAKwlJzLri6j4eeFC6wXIgZReK+UZTpESu+Hm9zfP+YInEnWLgQ6zDlRFGVnZ1d73552gZTYITbYJorkNi2bRvOPvtsp9sonl966SX1nvJzpbDUhZorGzZsUMJPj+Q4wvfcUdw4wvekoe9pQxFxI4Q887dl4UBuGZJiIvDc+UPwt4/XqEjOHaf0Uvdvz7J2JvabuJHITXMSEx6jIij+eu2GQH8CUz+slurYsaPXRl7C59BjwZQCxQ3PL7roogZtQ4cpBB1GPXThxQiJI0xDEXdRAU/o23vnnXecxAbhQloXTzzxhIrIMN1ET4zOc889pxbk//73vyp9w/1nibee0msIrgKNAqehU8Adt6EP4W3KJHEKLMcUG2H6R79PP9dv09Ensjfk83Gkvufxs2Ra89lnn611ny7qfPWeNhQRN0LI8+7Sver8stFdMXVge/ROi8fu7BJ8t+4I2jmkpQa08NiFWk38JHLTLPAPaWNSQ/6AizINm67QIMrIBj0LelqKPhl6QQYOHGh7HFNTjLAwtUDvC8WAKytWrLB5VbhN+i6YqvIEt08RwyooT7/g+cucaR5GnOqL3jBVQuG2d+9etb/ewkgU02U0O/fqpf0w0WG6jhEI+oAIF06mRfT3ho/nfvH906MnNGjzMZ6OKZBgtI2pLkY7WAZOGLmicNGPkY9hhZ0j8+bNc4rUufte8b1zhNVYfL8oNCkU+V7Sq+QaASQsO+fnQiNyY0R0cyKGYiGkWX+oAKv35yMizICrxnVXCx3PyccrDqGkGsgsqlTX+/pJ3MRESLWUUDf0KXDxZhqHXhemA7iQM5LimFagaOEveIoG+lhcIyOE/hj6cLZv365KzbnI12V4ZYSEfhaaiClgmG6gEZe+DN0ATHFEbwcjRjSW0iP08ccfezTisjqIJmWaVCkwaGb94IMPalXq6NAkTGMrPTCs7KG/hKe8vDzb+8OFnAszUy033HCDUxSDaROmwWgqpujj9mjQDpTydApHpoB4rqeDeNKjXNOmTVMihp4qfvaMXj300EPq89OjZ/TIUDDSO7V9+3ZVfcY0HT83T+j9h1h5xc+Bnye/H/QsEYoWeqD4/aC3i+XmNGJzu4Svz8+AlWqrV69W3w3u29VXX62Ow58ExicrCM0ctZkxtCPaJ2pmvnOHd0JCdDgO5JVh4VHtnwCrpBKj6/cLNAf6uIeyShE3gme4+LMiiFVR/DVO0zF/qbumQLjQcAH0FBVhFRRPLOemUKJHp23btnW+Nhc/mk4pSPhr/7TTTlNpKgoo3f9D0cDFmJEQ7ifTTp6iOOy/wlJwHhOjA3wO+/vo23OFgom+H0aimO7QT7ohmQs9owisDmJqjwKPpmNHmLqiL4hpFEYhJkyYoPYzEGCFEv1LNN3yPeRlvQKJMIry888/q3N+9hS2FHuMZOnwveNnQpE3dOhQZdjme1xXjxu+ZxQqNIKzLQD3g8KTXi8dms6Z7qTJmiX7FNj0TRFG4Bj5oZChAONnyXQg+x35XThaAoSnn36aNZOWO+64w+NjJk2apB7jepo+fbrXr1NYWKiew3NfUlVVZZk5c6Y6DzWC9dgO5ZVaej4wy9Ltvp8tW444f96P/7RF3d7j/p/U+bUfrvbbfq49kKf2YfwzC1r15+WrYysvL7ds3bpVnQcLJpPJkp+fr86bi3379qm/fevWrbO09HHdd999lvHjx1uCnYqKCvUezp07t9k/r1D+LtZFXf9+G7J+B0TkhuEslgC6Oqpd+e6775x6HTC0SCXLMkhBcOXDZftVpdT43qkY2NHZLHzl2G5qArjZopn9BvqhM7FOrNVQXC5pKSHEYHSJqQxGdZhOCmaYdmO/F0YkGMEQAhu/ixuG4Bg+ZQiTnTfrQu9uqJ8YfmOpn4gbwZXiimp8sfqQunzdBHtfBp1uqXE4uS/txPBrpZRjKXipGIqFEJwUPmbMGFXJ9Y9//APBDFNG9PywMshdfxwhsPC7vZmGJDY4Yg7UnbO/LtiUiQY2x7JFV9jrgCcdvaEUXf08+Qp9W77cZqAQjMf22Yr9KKmsQa92cRjXI9ntvl86siMW7jimLvduG+O344s0al1sK6rNqKisQlgTGwkG4+fly2PjfYwYsMqjuctNfYXeyVjf7+aAVUK6ybOl3hf2raGxl6bklij/bU7oYdFHNrTE5+UvLH4+Nr4mX5v/jl1bAzTkb5pfxQ1NTHTdMy3VUFjzz7SUuyFjjtAAR4OUK2y/7diS3Fc0d0tpfxIsx2ayAG+u5T8KA0YmFOGXX5zn7ejw3/CodkaYLcCWlb9hW8s3J1aU19j/Kc6aPQfhxtb1efn62FiSysguo8KN6XPiT9icLhSR4wo+iv10bPw3y47KS5YsqTW+g6bygBc3hw4dwh133KH+SDWmJTVFDZ3ZbK1dF5yme/fddztFbtgams5u9gjwFVSUPBb2mPCmS2cwEWzHNmtTJvJXbESbuAg8dPlkRFtLrd0dlyEAjosRpvtXL1SXWdkQ5WF/Q/Xz8vWxsc09/76w/Lex7e5bGv5S5WKiRzhCBTmu4MPi52Pjv182D2RbA9d/v+5GeQScuGHjKDYkYimaDkOmVGucO6GPk3cHy9AY9XEsg/MEewDofQAc4R/G5vjD31zbDQSC4dj4D/OD5QfU5SvGdEdCbHTAH1ek2f4HJCyc+9I0cRMox9Wc1HVs/DuiT432ezmql+jh/2DaZ2+Q4wo+zH4+Nv3frrt/4w35e+Y3ccNhXWzc5Agb/9CFTtNWXW24v/76ayV+9G6UgqDz54F8bDhciMhwI64Y2w3BgNHh15FFdTcQmgL/APKP47Fjx9CuXbug+GXNBYXheP5qDaXFUo4r+DD78dj445T/bnVx0xT8Jm4Y8mLTIEdoDGYzKP12NiliB076ZlxTUmzQxMcKgrumfWzU1za+dsQuEHFce+n/EZoGfxixmuXw4cPYv38/ggH+UdcnNweDGPMWOa7gw+LnY+Nr8t9vfXPGAr5aqi7YitpVObKdN7tq0hAsCI7szynFr1u1luvXTnDf6TQQcfz7oVcqCE2Dfhu25A+WijHuJ1Py9BmEUipRjiv4qPbzsfE1mypsAk7ccGZFXdcJR9TLAiC444Nl+1QF1En92qFPe/815WsoBtjVjURufAf/QPrij2RLwP1kZQgNlKG0WMpxBR9hIXJsoZUsFFotBWVV+OrPw+ry9RNrN+0LZJza2oi4EQRBaDIiboSQ4LNVB1FebUL/9ASM6xVcXizHvLZZopKCIAhNRsSNEPRU1Zjxv+X7bVGbYDP4OUZuRNoIgiA0HRE3QtCzZOcxZBVVIi0hCjOGdkSwIZEbQRAE3yLiRgh6DuZpLblP6N5G9bcJRnR941Ntw40Va9VjgiAIrYngXAkEwYGcEm0watv4SAQreuzGl5WAxnkPAS/0BTZ+7bNtCoIgBAMiboSQETftEoKjaV9dXYp9GbgJW/2WduG3Z3y4VUEQhMBHxI0Q9OSUaJOfg6UjcV1pqWbx3FSV+n6bgiAIAYyIGyGE0lLBLG6skZvm8BObgqNLryAIgq8QcSMEPceKreImiNNSuuemWSI35hrfb1MQBCGAEXEjBDU04Oba0lKRwe+5aY7IjYgbQRBaGSJuhKCmqLwGVSZzCKSltHNJSwmCIDQdETdCUHPM6rdJiA5HdERwDEmsu1pK0lKCIAhNRcSNEDRsOFSAeVuz3JeBB3HUxtlz0wwbt5iaYaOCIAiBi4gbISioqDbhivdW4vqP/sSaA3khVSnlnJaS8QuCIAhNRcSNEBQs3J6NogotvfLh8gNuKqWC10zsWAreLJEbQRCEVoaIGyEo+HH9UdvlOZsykFVUEVKRG/tkcFE3giAITUXEjRDwFFVUY+GObHW5U3IMaswWfLryoLqeUxzk3YlrqoDs7YiGdhwSuREEQWg6Im6EgGfu5kxU1ZjROy0eD0zvr277bOVBdVvQz5X64DTg9dH42nwXjDA3Tym4IAhCK0PEjRDw/LhBS0mdNbQjTh2UjvTEaCVqZm/KCP601NH16qwzspGMkubpUCwIgtDKEHEjBDQ0DC/bnWMTNxFhRlw2uqu6/uHy/XZDcRB3J9ZJMRT7NHJjSe5uvyLDMwVBaEWIuBECGkZn6EMZ2jkJ3dvGqdsuGd0VkWFGrD9UgKOFFcEduXHoQZOCYp9GbizRSfYr+ft9tl1BEIRAR8SNEND8sP6IOj9rWCfbbRQyZw7p4PS4oPTcmLWxETptDMU+3bzBsfIqb69Pty0IghDIiLgRApZDeWVYe7BANbhzFTNXjbOnXOKjgnT0gstYhGSDjz03jtvK2+e77QqCIAQ44f7eAUHwxE8bNSPxmB6paJ8Y7XTf0C7JGNYlWaWmgtZv4zIWoQ2KsWx3LoZ0Tvb4lN3ZxXhj8V5U1GjPHVG8ECfWrECftHjbY8LMZozMyADK7c0OJXIjCEJrQsSNEPCN+84e1tHt/ddO6IHbPl+nSsSDErOpVuTmnaV7ceOknraOxa68u3Qfvl172Hb9qagXkGQoA445h2PtSTwrBQ5CRxAEIcQRcSMEJDuzirE9sxgRYQacPtg5JaUzY2hHJMVEoF96AkIlcpNbWoV9OaXo2c69YNOrw84Z1hEjO0UjaUGZun541EPonKoZiE0mE7Zs3YJBAwchrGAfsOotoDiz2Q9HEAQhUBBxIwR01GZS3zQkxUZ4fNyJfdshaHGJ3PSKrwIKtDlansRNfpnWyfi0wek4rVMVsACotERgd88r0bl/e22z1dXYd2w2BpwwHWH5ezRxU2QfXyEIghDqiKFYCDg4GdvWuM9DSioksDhXS3WO0qIwi6yjJtxRUF6tzpNjI4FSrf/PMSShqNJZKNlISNfOKwqA6nIf7bggCEJgI+JGCDhoEj6YV4bYyDBMGZCGkMUlcpNiKFHnq/bloaTSuZJKp6BMFzcRQKlmtMm1JKLIKnpqwV434THaZUlNCYLQShBxIwQcP1hTUlMHtkdsZAhnTl1KwSMr89E9NRbVJgt+33Ws9sPNFhRY01IpKnKTbRc3FR7EDY3JiVbPUnGGzw9BEAQhEBFxIwQUJrMFszZl2MYthDQuhmKU5+Pkfm3VxUXba4ub4soa29RwGqn1yE2OJQlF5e4jPYoEETeCILQuRNwIAcWKvbmqIohpl4l9gtgs3Ii0FGDB5L4pNt8NvUeO6FGbmIgwrWmh1XOTi0QUe4rcOPpuJC0lCEIrQcSNEJDjFlj+HRke4l9P3VBssHdXPqFbkvIaZRdXYsvRIrd+mxS9eqxES0vlqLSUF5EbqZgSBKGVEOKrhxBMVNaYMGdzZp2N+0IychNmL3WPMhowvreWmmJJuLsy8CT6bYhTWqrai7SURG4EQWgdhLBbMzBh+oBddZl6ue2U3jjNQ4O6YOFwfhn+8f1m1S14koeeMzUmM+78cj12Z2vVQJ6orDGjuKIG6YnRGNW9DUIe3XMTFgnUVNhuO6V/GuZtzVLi5vbJfWwPLyx3idzY0lJJKJW0lCAIgg0RNy3M8j25WLxD+8X9yYqDQS9uuAAv2XlM+UM8iZvNR4vw80bvzawXjOwMo9H9+IGQrJZyiNwwVTW+lxa52XK0UFVI6e9FfqlDpRRxqJaqqityk2iNghVLWkoQhNaBiJsWhpEJx8qgYKeqRvON7D1W6vExRwu05nH90xPw8JkD69xeVLhRDcRsFjI3Aes/BybcBcQ30aycvx9Y8lzjG+MldQYGnG2P3OiYzeiQrA0JZUl4XlkV2sZHaS9p9dyojs1MaZXl2jw3qNNzk24fnlmeD8RopmVBEIRQRcRNC1PqoTlbsMIFmBwtLEdFtUmr4vEgbvq0T7D5SfzCz3cDh1cBWZuBK2Y2bVsLnwA2fd20bURbRZzR4Z+hxYyIMKOadJ5TUoWsogqbuHFKS1GkWA3JeUhERJ1pKQf/0rafgBFXNm2/BUEQAhwRNy2MY+dZC4I/ckM/DWHVMgc+DuiQWOsxR6zipqM1IuEXcnZpwobs+w344xVg1M2N21ZlMbDtZ+3yifcCsakNe/6f7wM5O4AirTIMBqN2olix+nDaJ0bbxM2gjklOhuLkGDbw01Kb5pg2MFWEwVRtVobsqPDa4hIR0UByN20yuIxgEAShFSDixo9pKZc2JkFJtUNqjakpd+JGj9x0SraOAfAHGz7XzuPaacJgwb+ALuMbty0Km5pyoE0v4OR/aF2AG8KRPzVxU5KlXTeGaeXgStxoYpGmapaCZxVpU8BrjV4oOaQuG3g8+fbvVlS8G3FDuozSxI1LV2RBEIRQRErBW5hQS0vpkRuy95j7aqijBVolUMckP4kb+lM2fKFdPv3fQP8zOTob4T/cgDCTXTx4zUbrtoZe3HBhQ2Ktqbliq7ihsGHkRt9XAGmJWpQrs7CiVhM/bWimFrkxxKchIUr7jVJnObjRaloWcSMIQitAxI1f01LBT41j5CbHvalYj9x09FfkZt8SLQXEIZL9pgNnvaJ8KIbc3Rh85LOGbasoA9j7m3b5uAsatz9xVnFTkmmP3PBEHCI3hGkp14ngynNjLQPnthI5ioG7VpepWN++qQ4BJAiCECJIWsqPaalQoMZqKPYUuaHJONdawuxVWopddKvK6hYGMcmNS0kNPk/zn/D0lzdh+ehsdM9dhJrts4DjzvFuW8pEbAG6jAHa9EDTxE223VCsR26snpuOsSaEweQkbvRScC1yY31uXDskRHsTuQn3MPJBEAQh9BBx48+0VAiEbmrMjmmpUtXvxuCQqtGjNnGRYUiMqefrxjLtmTfW/ZioROC6BUC7vt7tYEURsPVH7fLQS+2395wE89hbEfbHKwj76RaguhgYfnn9aaaNX1q3dREajZ6W0hv3KUOxHrmxqGZ7Zy05Ez0iU/Bw0X+0h5rMtsiM8txY01KIS3OI3NQhbvReOpKWEgShFSBpqRYm1Kql9FJwfWr1sZJKt36bDskxTqLHLSvf1M4j4rQUkuspPAaoLAK+uw6o0aIY9bL1B838m9oH6DzS6S7zpAdwLH4ADFUlwI+3Ap+eDxRaK5jckblZKyNnX5qBXkZ63EETsCORcXZRxcjKspcRVXEMI407UVF4rFbKKTnGJS0VHVF/VNAWuZG0lCAIoY9EblqYUDYU69GbtITohvttsrYCGes14+udm4C4VPd+lzfGAhkbgEVPAlMf8z4lNeyS2lGZsEgs730fzmyzD2G/PQPsng+8PgY49Sn3URw9atNnGhDbhPEQelpKh031dE8MK6hYKm6lXfleVeKtl4HTPBweZrSntOLa2SJi//h+Ex6euVldNlvC8H8r56FTSgy+v3k82ujbl8iNIAitAInctDCMboRSKbijodhdp2K9x02n+nrcbLAae/ue6l7YkMQOmhmYLHsJ2Le07m3m7QMOLGPeBxhysfvHGIwwj70NuPF3oPMJWmSIUZxPzgMKD9sfx4jKpm/sVVJNwbUvDsWN7rlZ/ooWabLS13hYzSGzlYHH6XOl9LRUO4zu0cb2feLnwZPZYlDnB3LLsOlIoUO1lHhuBEEIfUTctDAljn1uEPxUWyM3EWFalGNfjrOp2Ba5qasM3FQDbPxKuzz0krpfcMAMYPgV2rv3/Q1ap15P6OXfPU8CkjrVvV16eK6ZC0z9FxAWBexZALw+Flj7kaYa9i/VZjOxqzAjN02BKTZdbNjEjTWysmuudt5+sDrrZzikTMV6Gbh9rpQ1LRXfDhed0BXrH5mKlf+YrE6///1EPH58DfqmxauH0AdlS0tJtZQgCK0AETctCGdJlVeH1i9nfT5Wz7bxbiM3GdY+LXWmpfYu0tIxjGh4IxxOewZo01Mr7/7pTvchMBqd9WjQMAcjcV0wdTP+dmsUZ5Q1inMb8Mm5wAqrH2jQX4BwbRxCo2G6yzE1xeovPXKjC5txt9siN5mFlfa5UvTbVJUC1aVO/h1WULGrsX5KigQiw7VtqrfH5rmRtJQgCKGPiBs/mYltv6hDxFDcNz3Bba8brzw36z+1940Jdxgi6YmoeOC8d7UFe+tMe4TGkYPLgYKDQGSC1rSvIagozi/AtCeA8Ghgz0Jg5xztviFNqJJyVzFFGA1yNPqeeA/QXhsw2t9wEFmF5bbITf+wDOAz6z5w3yI1UekOfbC6md+zMBE3giC0HkTc+NFMHPzSxl4K3q+9tsgezCuzTQqneLN7bjyIG6aVts/2LiXlSKfjtblOZNVbte9fb43aDDoHiIxFg2EUZ5zVi9NltHZbam+g6xj4BKfITQqQaE2bJXQABpwFtO0LM8KQZChDae4hm+fm7IL/aSkywuhVHRVoenWaCq5J5EYQhFaEVEv5MXITSk38WJUTGxmGsiqTEji90+KRV1qFyhqzWn/bJ3lI5Wz5HuAIhLSBQIehDXvxgWcDi58CcnZruRd9oWfahiXgZNhlTTo+tO0DXD1Hi9607du4cQveiJvz3wd2LwD6TrN1LC6M7YqUsn2IyNmOrLY0DVvQo3S99pzxdwDDLq/zJZwiNyJuBEFoRUjkpgVx7UMSAlkpB0OxET3axjl1KtZ73LSNj3I/rVpv3KdHbRoqHNghmF6VqmL7EEqy7SeAvWtSevgm0kKx0WcqkNINPiPWRdyk9gJG/w1I6W67uSxZa1QYV7RLeW56GjIQV52nGZ5PfrDeRoZG6/upGYqliZ8gCK2HgBE3zzzzjAqj33nnnXU+rqCgALfccgs6dOiAqKgo9O3bF7NnW9MaAU6o9bhxLAUPNxrQs128k+/mSH1+G0ZcDq/SBMqQCxv+4jT2JlsFR86u2h4eGol9FWnxNa6RGzeY2w1Q523L9ijPzSjjdu0Olqx7YWq29QVUaSmZLSUIQushINJSq1evxltvvYUhQ4bU+biqqipMnToVaWlp+Oabb9CpUyccOHAAyckNnDUUKIZihE4Tv3CjET1rRW7q6XGjVzP1ngIkpDduB+iDyd8H5O4GekzUTMR6/xtfmX+bA5aD63iYlRXZcTCwAehSvR/5pdU4Txc33cZ59RJ65MY5LRVa1XqCIAgBKW5KSkpw2WWX4Z133sETTzxR52Pff/995OXlYfny5YiI0MLs3bvbw/iBAodFcmHRS3F1clxGEzjmpSgS8sqqnLr7BlXkJoyRG03cbM8sxr6cUuzILPbc40aVan/ZcCOxO0/M7nmauCFqmxag+0TfppF8jWPpd5SD0HEgsZsm9nvhMI7ml9gjN16LG+1cfUQyW0oQhFaE38UNU0xnnHEGpkyZUq+4+fHHHzF27Fj1nB9++AHt2rXDpZdeivvuuw9hYe49HZWVleqkU1RUpM6rq6vVyVfo2yqtqMT0V1cqc+2sW8fBaF1hyqtMeOSHLbYhkqVVJuWF0J938TursOZgAV6+aAhOH9zIKEYzoe+ju/er2loZZbCY0S1FE2YbDxfi5OcX2x7TPjGy1nMN+5YgvOgwLNFJqOk1lRtv1L4Zk3uAn7z52E6YqqoQvuEz9iNGzXEXwVLPNus6rubGEB5j+8dXbTIBPLkQntINFYhAjKEKg6o2oHNkDizGcNSkD6/z/dKPR281sGpvDqZ31/6xm01VMPnheH2FPz+z5kSOK7gI1eMK9GNryD75Vdx88cUXWLt2rUpLecPevXuxcOFCFemhz2b37t24+eab1QE/+uijbp/z9NNP47HHas8g+vXXXxEb24gS4Xr4etYCHC3U3tZPZs5BW2sg5pjK0Gi3H5dcjRXZRuQXFKrjKK0G1hzU7vt2yXpYDjrPawoU5s2bV+u2o/mUFgZsXrsSHWKAPolGHCq1+1zieVhHt2D2bE3Y6YzY/xa6ANgfNwIbf13Y6H1qW5yL8TTfHtqAtV+/jBPz9qLGGIVfDkTCdHh2o4+ruTGaIzA+thdy4/thax2esX7ohP7YjyvC5qvruVHdsGz+b169xr5Mdm82IOvwAawr3IQT+Pxj2VgeJB61QPvMWgI5ruAiVI8rUI+trKws8MXNoUOHcMcdd6g3MDrau1SM2WxWfpu3335bRWqOP/54HDlyBM8995xHcfPAAw/g7rvvdorcdOnSBdOmTUNiYqLPjocCi8fSd8hIYL1Wrtuu7whbFGZ/bimeWL8M8VHhuPbU47Di43VISkrC9OljsGxPLvDnGvW4gX16YfrUPggk9GOj30lPB+rpt5I/FqjLF54xFcmxEZjhTb+8ymKEv3SjutjlzHvRmQbZxlI0HHjlGcRV5WBCjJaaMg7+C06dcW6jj6vlOAdsfVhXYnX5jo/Qv2w/phr/VNeTh5yO6VOme3Vcpw/tgv+tPIwePXtieNcaYP/rSE3hd67u5wcy/v/Mmgc5ruAiVI8r0I9Nz7wEtLhZs2YNsrOzMWLECNttJpMJS5YswauvvqpSSa6pJlZI8c12vH3AgAHIzMxUZuPIyNrdbVlRxZMr3E5zfHB55fb0wrasUpw1XHuNMGuHWHo8w22XDWoftmXau/oaw4wB94Xy9J4dLtS65jIF1zYxxtY0rl42zwaqy4A2vRDefWzTKpradAEi4mCoLoVhkzafyjj8Mhgb8B4213fBFxTF9wHK5iPMYPU29ZzIHfbqucvKnkVcn/3Iqv4/hEdoviejuaZB702gEsifWVOQ4wouQvW4AvXYGrI/fisFnzx5MjZt2oT169fbTiNHjlQpJ15256EZP368SkUxgqOzc+dOJXrcCRt/cKxEW/DJZk5jtqJbh9Uybl3LLdZbnR4XRCVUjqMVvBY2jr1tfFGqzeezRwyxmICkrkC3CQgVKtr0s10284vTgL49VZZiGMOLUc0midLETxCEVoTfxE1CQgIGDx7sdIqLi0Nqaqq6TK688kqVVtK56aabVLUU01kUNbNmzcJTTz2lDMaBAic462w5WmQzdeqihSJAX8712za5EUHBgFdzo1zJ3w8c+F1TeEMv9s2OsGJKh9s0Bkz7piZjsM6YIvvDe3gsG3dHmEETNNWWKofZUlIKLghC6BPQq8DBgweRkZFhu06vzNy5c5UBmT1xbr/9diV07r//fgQKx4rtkRuOH9CnYuuyxTVQUVhWrcYVBCN6B2KPfWzcoZd/9zgRSOrsmx1hrxsdXwmmACG+bVcUWjTj+56YuvtAuRJm0EK4JaZsh8hN4FVACIIghFwpuCOLFy+u8zphKfiKFSsQqBxz6WXDlBMjG7bIjcNAQ962+ag9aqPfFmyRmw7u+ti4gwenN+5jSspXdByunbO3jZ6iChHSk2OwztwHJ4VtwP7ksQ16bpVFE82lphxJSwmC0KoIKHETCmQVVdqmYHP8wOajRZg2KN3uuXEI3VhcUlLabcGjbo4WNjAtdfAPLS0VGQ8MmOG7Hel7GnDRJ/bp3SFE+8Qo3Fh9HQaYDqJH2okNem7biO7Irzkgs6UEQWh1BHRaKhjRIzcn92+nzre6RGZU5Mbhuqu4CSbss6O8TEutt0ZtBp4DRGrdjH0CBSPFUnwaQo128VHINqRikXm4KrVvCMmRHdV5taXCYbaUiBtBEEIfETc+pMpkn/x9Sn9tod18pKhWukkP3vAXtV4pNaCDtedOkARuuO/22VFeRG6qyoAtM7XLw5owbqGVER5mVFPVSUoDxU2UUROdNUrcSFpKEITWg4gbH1Jk9WpGhRsxukeqEjGZRRU4VlxpSzc5GoophA7kar6IwR1911CwJcgvq0ZFtVaSn57kReRm+yygqhhI7gp09W42kgCn9zclrmHtDiJt4kZKwQVBaF2I58aHWHvaoX1iNOKiwtWU7D3HSrHlaKG6TYOl4AantE7nlBjbwtWgwA3LemsqgUiHMRIMERUeavwiltgZCK9/EdWjNu0SohAV7n6ul7Yvh7UKnXUf2YdkhlCpdktwy8m98eOGozixr5bq9JaoMC2iVoMKh8GZUi0lCELoI+LGhxRVa6IlLUFLIwzqmGQVN0W2ad+M3LiWgx/XKcmh900D5M1HZwNZW4A7NwJRbOQP4Jf7gZVvNv4g2vYFbl5ZrwCx+23qSEkteAz4/UXn20KsVLslOHVQujo1lKgwPXJTbvfcSJ8bQRBaAfIT2ocUWSM3aYmauBncSUs10VdjS0u5ed7gTkkNfzFTNXBgGVCep1Ug6b6WdZ9ol1mRFJnQsBPJ2amd6sHut6kjJbXXWsofHqNt//i/Am16NvxYhUbRNkrrI1SGwyjXI3mSlhIEoRUgkRsfUlSlR260BX9wR020sJeNvUNxbYFDcbN8T4667HXgpjgDsFjHUFRZZ1PtmA1UlQDJ3YA7NjR8tMEHZ2jdgw+vBtL6e9eduK4eN7roum4+kK51nRZajnZRnWGuToYxogB/5m3DRF0UC4IghDgSufEhhdXOkRumpcihvHIUlWt32ocvuKalrI39vH6xI/bLurjZ9LV2PuTCxs1s6jxSOz+iTaD2pjuxx7RURSFQnq9dTunW8H0Rmky40Yiakr7q8n1/Po0LOqbjUFiQdYoUBEFoBCJumiMtZY3cJMVGoEsbbfGn74YozeGgO1hG3aaBVTAKGnUdxU1pLrB7vnb9uAsbdwC6uDlcv7ip13OTf0A7j021+4GEFiXMaEBNkTayobi6FNujIrE0JkZ8N4IghDwibpolLaVFbsigDkm1mvU5Rm90X469942XL8aKKJ1q9pD5TvNTdBgKtNN+rTeYTlZxk70VqCyp86H19rjRU1Ip3Ru3L4JPxI2prDf6VD6Fkzpqk9LLaBSXiilBEEIcETfNkJayl307m4qJwU1KqlHjF5wiNyX2lFRjozYksYNWCk4vz9F1Hh9WWWNCdnFl3d2JC6yRG/p/BL9gtH7Zws1tkR7XQV0up4oWU7EgCCGOiBsfUVljRlmNm8iNVbzszSm1zZZytMPolVINdsg4ipusrcChldpWBp+HJmFLTa32+JCswkpbs0KPKTWJ3ASE54bUmM2ItY67KKPiEXEjCEKII9VSPiLHOlMqIszgNANIr5hyxOAmcqMLno2HC/HG4j22+5NiInDuiE6IjnBplFfkYCjWozY9TlTRl8U7srEto7hRx3Fm3CB0wUzgyJp6/TZMSTkOAnXruRFx4zf0VkUmCxAToYmbcoNR5ksJghDyiLjxEXqahoMOHRd8dvDtkBSNjEKtuigmMswmVCgOUq1zg6KtXX7XHMhXJ9dU1WWju3n23FQW2aqkcksqcc2Hq2FuZEHMsshIfGK0Rm5oAHIjXo5608DPFrmRtJS/iAjT1E11jRmx4bEeIzdmixkLDy5EMcdjOHBc2+PQO6V3C+6xIAiCbxBx4yMSoyMwvr0ZA/rU7iT77/OH4KcNR9Xls4Z2UtGav5/aD8O7Jtsec9EJXZBXVoUS6+BN3YS8PbMY+60pLRsVRVqptSNhUWoydn5RtRI2kWFGnD1MmwrtLT+sP4rVVd1giQ2HoSRLE1CcBeVB3FC0ucVstntuJHLjNxj1IwVlVYiNiPXoufl8++d4ZtUztZ4fHxGPX8//FQl6g0dBEIQgQcSNj+jVLg4X9jRj+qm1K5Um9mmnTq7zghxJS4zGozMGOd327tK9eGLWNmQWaVEhtykpnX6nAdFJqMorspWhP3fB0AYdw/pDBdiVbUZJcn8k5G3WSsLdiZvCeiI3JZmAqQowhGkGZcEvtInTxE1uaRWiraMYyl2qpapMVXh/0/vq8rB2w5AUZW08mbMZuRW5+HHPj7hswGV+2X9BEITGIobiAEavusqyprTcmol1hlykzqpMWtdiRm4aSpc22q/7o/GD6+x3ozfwU2XgjNIUZbhPSSV1BsJEP/uLVKvZm2b3MIP2XSozGGAx1SCjJAOHiw/j822fIrs8G2mxaXjv1Pfw6uRX1emGoTeox3+548uGzTsTBEEIAETcBDDp1rRPVnGFZ78NPRWRSUDvqepyVY3ZVsnUULqkaJGYneH96uxU7OS5+fJy4D/9gUVP2x8gZuKAIDYyHNERVt9NtRbFKTca8Nim1zHt22k4/bvT8fya/6jbr+53CSLD7JVvM3rOUD6dfYX7sCpzlZ+OQBAEoXGIuAlg0q2Rm8zCCudfz3n71NnPpjHYZu6KvcfdAYRHOombyPDGR27WmKwps6PrgRpr22Ur3A9d3HTFUWDHLO2O9Z/aHyRm4oAhNU4zrFdVaRG0MoMRS7K1SrjosCjEmM0YUlGJ8yLaOz0vPjIeM3rNUJe/2P5Fi++3IAhCUxBxE8Cw0kpPKxRaZ1Mpcners5Xm/ji96hns63Gp7a4qk8mpUqYx4mZtSQoQkwKYKoGsTU6PKSqvQWmV9hod933rHE3S01PS4yZgSI3XRG9FlVaNlxUehmOVBery4iH3YNWBw/g0IwsxblKQF/e7WJ0vOrQImaWZLbrfgiAITUHETQDDkvEUa8+cLEdTsVXc7LN0sIkfnaoaS+MjNymauDmUX24fxXB4jdseN+1jjQjf+LnzBvYv1c6lUirgfDdlFVrkxmQt7U+PS0dchoNwPbC81nNZBj6y/UiYLCZ8vdPaS0kQBKE1iJuKigoUFRU5nQTfm4ozi6y+GzZgs6al9pnTnVJRTTcUa56b/LJqVKaPcNupWE9JzYjbDLBcPK4dMPom7c59S5wjN8kibvxNG2taqqTC+fvQN6Wvs2H86FqgqqzW8y/ur0Vvvt35LapNMpNKEIQQFjdlZWW49dZbkZaWhri4OKSkpDidhGasmCo8qEp5zWFROIpUJ0HTVM9NQnSELVKUmTDYvbixloGfZbJOIB96CdDrFHvkproCKLampyRy43faWtNSRWXO34ehqYOBjPXalXBWvdW4NZCf0vUUpMWkqbLweQfmtcxOC4Ig+EPc/P3vf8fChQvxxhtvICoqCu+++y4ee+wxdOzYER999FFT90lwYyrO0iM3udpohrKE7rBYPz6nyE0TxI2j72Z3pLViKn8fUJbrlJZqjzwMLrNW0Ay/Aug6Rutpw4jNgWXa7ZHxQGybRu2D4Dv02V+FpRYYHTzpw/IzgJoKIDoZ6D9du3H+P4Hvb7SfNn6NCGMEzu97vq0sXBAEIRho1Ar4008/4fXXX8d5552H8PBwTJw4EQ899BCeeuopfPqpQ9WM0GTaJ7mkpax+m5I4e1TEWdyYfCJu9pVEAKl91GWDw5wp9rg5L2wJjDADXccC7foC0YlAx2HaA9Z9Yo/aeJo7JbS4uMkvr4bZcWDrkpftg1J7nqxd5ue84XP7aeaNQFUpzut7HsIN4VibvRY78nb44zAEQRAaRKNWwLy8PPTs2VNdTkxMVNfJhAkTsGSJ1Xch+IT2iVHOkZucXeqsKK6rW3FTzSmJjfTcOJmK88qAzieoy4ajdnGTkV+Ki8IWa1dGXGl/YveJ2vn2n7VzSUkFBInWEQxFDtV2RosFsXprARrHh14MnPUKMPVx+yk2VUtVZWxUDf6YniJf7JCycEEQAp9GrYAUNvv2aabW/v3746uvvrJFdJKT7fOSBF+mpSqdIjcF0fYeMk6emyYYiknXNg4VU/xV7xK5Sc//E92M2TBFJAADz7Y/sYdV3HDsAkmWHjeBMvOMFDnMLOtb5WAMpoANi9CE6vg77KcuY7T7rZ+9biyetXcWiqqkaEAQhMCmUSvg1VdfjQ0bNqjL999/P1577TVER0fjrrvuUn4coRmrpayem9zoLm4jN3pZeOPTUlrF1EEVuRlpj9xYzKg2mTGtYq72OgPPBSLjHJ44BjA6jFqQyE1AkBgTXityc2KZZgpXdLJWxbnSabi9igpQJeG9k3ujvKYcP+7+sTl3WRAEock0agWkiLn99tvV5SlTpmD79u347LPPsG7dOtxxxx1N3yuhlrjJKalEdUUJUKTNlcqOchA3PqqWckxLHc4vgyVtoKqkMVQWI74yAznHMnGqUaueij7hr85PjIoHOh1vvy7diQMqclNcUYPXJr+Gi/peiL8VWifKR8R5Nn3rn+URTdwYDAZbUz8ai80W+3dOEAQhJJv4devWDeeeey6GDBnii80JLk3YIsIMSLUUonirtRQ3JgVFSLQ9xpfVUpwXZTQAFdVmHCszAR21X/DtizbC8ueHiDJUY5exO4z6L3tHdN8NkchNQImb8moTxqRPwENjH0aUxYvPyPq5a9VymqfuzF5nIi4iDvuL9mNlxspm33dBEITG0uiRzQsWLFCn7OxsmDkZ2oH333+/0TskOGM0GpCWEI1nSl9Dmx83azem9kaFtSqqdhO/xo9f0EVRh6QYVfJNU3EaU1MHl2Pwkc+BI9pjfk+Yjj7uKqHou1n6vHY52W54FvxHfLT9n3hxRTVS4zWDuiL9OM9P5PiNNr2AvD1aaqr3FCVsOFCTpuJPtn2CsR3HNvPeC4IgNI5GrYDsaTNt2jQlbnJycpCfn+90EnxLWmIULHAQE3FpKrLiLi1VbR2/0Jip4DqdrdPBD+WVA8ddAEt8OmoMkag2RmGruRt2pZ/h/oldx6lFEMdfDURo2xD8S5jRgISocGdT8ZTHtDL/Kf+s+8m6H8eamiKXDbgMRg7fPLwE67OtTQAFQRBCIXLz5ptv4sMPP8QVV1zh+z0S3FZMWTIcxE1ENCqqPUVumlYtpVdMrdyXp5WDDx+Cmjs2Y/bs2VhR0x2frz6M21LbuX8iJ5Nf7jBMUwiYcvDiyhq7qXjCndqpPui72fS1k7jpntQdf+n9F3y761u8uOZFfHjah8qPIwiCEEg0agWsqqrCuHHjfL83gkdTsVPkJjzGOXLjQ8+NYyM/VTHlwFHrCAj6coTgIcGamqKpuEF01CM3rJaztze+aehNiAqLUk39GMERBEEINBq1Al533XWqOkpoOXFjhkvkxsFzs2pfHs5+9Xd1WrrrmA/EjTUtle8sbjIKRNwEd6+bBg6+7DBEG6tRmg0UHbF/H+Paq/QU+e/a/8Jktn8XBUFoeQ7kluLaD1fjz/2a+V9oZFqKk8DffvttzJ8/X1VIRURofzx1/vOf//hq/wRrxZRz5CYalQ5pKaYcNhy2lve6lHQ3qZEfPTcOHCupdOqaLARvrxuvoG+q/UAgc5OWmkrqbLvrmsHX4OudX2N3wW78vPdnnN3boaGjIAgtyqcrD2LB9mwVpR3ZXWb6NVrcbNy4EcOGabOENm+2VvBYkfx785hCnSM39rTUdRN6YFxvbTq4Ttv4KBzXKanRr6cLo4zCctW4jzArUVJZ4xQJEEI8cqOnppS4WQMMPMt2c1JUEq4/7nr8Z81/VPRmdabW/2hIuyG4sN+Fvtt5IeipsdTgjY1vYGT6SIzrJHaG5mDtAa2QJ6+sEf/GQ5RGiZtFixb5fk8EjxhVhsk5cqMbio/vloJT+rf36eu1S4hS1Vbsdny0oBwdEyNBLaXPrdI9HEKwzZdqoOdGNxWv/Z+tU7Ejl/S/BJ9u+xRZZVn4Yc8P6jaed03sijEdrOMbhFbP6qrVmLV5Ft7b8h4eH/e4RPl8DH2Wm45okfvCMuv4G6FpTfx2796NuXPnorxcS19YHEyHgu8wGtxEbqyem+iIMJ+/HqNvrqbiCmsWjIG5uEgRN8FEolWMNipyo5eDH10PuPSzig6PxttT38bdx9+Nu46/C5M6T1K3P73yaVSb5RekANSYa7C8crm6zK7WDy17CF9sl+GrvmRbRpFt7E6+RG6aJm5yc3MxefJk9O3bF9OnT0dGRoa6/dprr8X//d//NWaTQj1iw9Vzo6eloiJ80mS6Fl0ce904iJv4yHDVWFAIHhIcRjA0mHYDVHUeKotsQ1sd6ZncE1cPvlp5cJ6c8CRSolKwt3AvPt36KZqLYnMxVmaulBEQQcDCQwuRb85HclSybXzHkyufxHub3vP3roUM6w7ae8vlS+Sm6bOlaCI+ePAgYmPtxtWLLroIv/zyS2M2KdQBtURtz03zRW6cp4M7R24cO94KIW4oJmHhQIeh2mWH6fDuoA/nzuO1/jn04byx/g31y90XMCrMpoEPLnsQzxc9j5sW3oRvdn7jk20LzQM/s4+3fawuX9DnAvxj9D/wtyF/s30/Xl77skT7fcDagwW2y/wBU+PQ1LU10yhx8+uvv+LZZ59F58726gnSp08fHDhwwFf7JlgJU5EbuI3cRIc3j7hxTUuVmzRxJX6bVmYodhyi6cZ348o5vc/B2b3OhsliwusbXsfVv1yNw8XasNfGUGmqxMzdM3HxrItxxZwrMOfAHJigKe1lR5Y1ertC87Mmaw225G1BOMJxUd+LVAT6tuG34c4RmgB+Z9M7+Pfqf4vAaSLrDjlPBShszI+YEKRRK1VpaalTxEYnLy8PUVFSJtzsaamIGFTaPDfNk5bqrE8H1z031h/g8dZW/kIrMRQ7jWGoO3LDkjqj2YwnJjyBMR3H4MkVT2L9sfU4/6fz8eDoBzGj1wyvX/JoyVF8teMr1Qm5oFL7ZRppjMRp3U8DMoAfy39U2+bC6FihyeuszokwNq6ij8/PLst2SnnRW5QSndKo7bVm/rflf+p8eORwtIm2lydfe9y1ak4Z01OcUVZWU4ZHxjyCMGPz/FALZY4VVyrrAP8JsCs9vTf03aQ6zpBrpTRqpZo4cSI++ugj/Otf/1LX+ceFwzP//e9/4+STT/b1PrZ6NIuLo+cmCpXVlS2UlnL23Oj+DSF40KNtjY/cWMUNS8JrqrQxG66wkd9bJ2qX/7YYZ/Y8E8PaDcM/fv8H1mWvU+e/H/kdD415CAmRCR6FxarMVfhs22dYfHixTWB0iOuAi/pdhHP7nIv4sHj8MOsHzKmcg7yKPOwp2IPeKb1t27hm7jU4XHIYX5/5NZKjkxt8qE+seAJf7fyq1u1PTXiqQeKstbO3YK/6DA0wYHzU+Fr3X9z/YsSEx+CR5Y/gu13foay6DE9NfKrRorS1+236pMWraD4j7YXl4rshjfrZTxHDJn6nn366GsVw7733YvDgwViyZIlKVwm+r5YKt4biiSmll22GVHOJG71LcV5plepvI56b4E9LNcpQTFJ6aFPCTVVA9hb3jyk6CmRt1k4H/1A3dU7ojPdPfR+3DLsFYYYwzN43G+f/eD7WZjmnt7iwsYLmnB/OwXW/XqdMqBQ2ozuMxksnv4Q5585Rv/b16EmEIQJjO2gTyd/e9LZtO4y4/Jn1JzJLM/Hd7u8adagUYOo1jBFqxES4Ufu+f7jlQ0mfNICPtn6kzk/qfBLahrV1+xiWhD934nPqPf5l/y+4e9HdKg0pNNxvM6JrClJitX/n+aWSlmq0uKGQ2blzJyZMmICzzz5bpanOPfdcrFu3Dr169fLlZydY+9w4/lmtDLf/8m2utBQjNMnWfyyH88tt4kYvKxaCLy1Fkbozq7jhG2DMu+PwulNTxVrFpGLnXNtFLlw3Dr1RDdjsFN8JR0uP4uq5V+PVda+qqMszq57B5K8nqxQFq6xiw2NVVc0PZ/+Ad6e9i1O6nuI2XXHjcTeq8zn75mBH3g51edOxTbb7Z+2d1WAxUmWqQkapdhy/nv8r/rz8Tyy+cLFKh+3M34ktuR6EneBETnkOftzzo7p8xYC6hytP6z4NL5/8shKSjPTcsuAWJXYF71hrjdwM75qMpNjIOium8kqrcOqLS/DG4j1oDTR6ZUxKSsKDDz6Ir776Sk2MfuKJJ9ChQwff7p3g1nNTUWP/o91chmLH1JQSNzW6oVjCxsFGslXcEE57b5Kp+Mg6z5EbnR1zat09LG0YvpnxDc7qdZaKyry18S0VqWETwJLqEnRP7I77R92PBRcswINjHlQl5nXRv01/zX8D4OV1L6vzDTkbbPdTjGzL26Yus2Lr77/9He9uerfObTKdZYFFCazU6FRbBdjU7lPVZfp/hPr5fPvnqs8Ru1UPbWuttKuDiZ0n4o0pb6j3fWXGStyx6A6JknkBq6I2Hq4dufFkKH7ztz3YkVWMZ3/ZjtZAo8TNBx98gK+//rrW7bztf//TTGSCb9NSjugNm2gga86eM/oYBvpuyvW0lBiKgw5+R6YN1LpYm82NXDQcJ4TXJ27y9gA5tXvixEfGq144TEUkRCQoPwbTFm9NfQs/nPODGsbJx3jLrcNvVekuTianr+dIsX24J/l+1/fqfFvuNpX2eG3dayitLvW4vUNFh9Q5Oyw7mpTP63OeOp+9d7ZEFeqB78+XO75Ul68edLXX43hOSD8B70x7R11ekbHCZiIXPLM9s1j5bOip69UuHin1RG4KW1mDv0aJm6effhpt29bOo6alpeGpp57yxX4JDlC/OC5JtgZ+TZj87Q2dbdPB7WkpKQUPTqKs3ixTY8WNbio+th2odJPaKnYQN2Sn535Xp/U4DXPOm4P5F8zHK5NfwbiO42A0NPy73C2xG/7S5y/q8n/X/FeVn5PJXSer81n7ZikPB43HhFVUjAx44mDxQXXeJaGL0+0j249E14Suqqpn7n57yk2oDcv2CysL1Xt4cpeGFZcw0qMbisV7472ZeFiXZPUDJskaofXUpbiqlfW/adTqyOZ9PXr0qHV7t27d1H2C7/vcOKKnpfQFq/nTUmV2Q7FEboKSMOtXyNzYcH9COpDYiTVNQIY9/WOjyOq5Se5ar7jR0z1psWloKjcOuVH5NdZmr7UZlWk2ZoVVcVUxFh5caBM39fXGOVik/e2ikHGE0QdWagVzaqq8plxNcX90+aN4ZNkjeHPDmz7v8Gwym2xG4isHXtmo0m5+lrr/SfDOTDy8q2a0t6WlPImbGhE39cIIDSeDu7JhwwakpjpPqBaawXNjq5Rq3siNLS2Vx8iNeG6CGT192ejIjVO/m7We01LHX62d718K7Gn+Abvt49qrAZ4kvzLfZmLWhzMyNeWY4lh2dJlHP8ehYntayhVuL9wQjg3HNmB3fu2UW6DCyjFGtaZ+MxWP//G4Krv+fvf3eG39a7bKMF+x4OACHCk5okYtNHY4ZmSYllqRyI33kZsRXbWWBylxdaelKkXc1M8ll1yC22+/XU0HN5lM6rRw4ULccccduPhibX6I0Hx9bir17sTNHLnRuxQfLiiH3v9N0lLBHf0zNcWoWZfvRk9LdR0LjLxGuzzzJqCskQbmBnDt4GsRH2H36jDFxS7Jun9ja+5W231cfPcV7WtQWoq0jWmLSV0mBU30hiLs3t/uxWnfnob3Nr+nUkWd4zur8QdMs/m6wzMFI8vlHXvYNEXcSOSmbnJLKrE/V/N/De+iRW4akpYyN+VHTpDQqJWKzfv279+vhmeGh2uboMC56qqrxHPTDLiahiutaanmjtx0So5RVcD0+BwTcRPUhFm/Q036o+ZpDAMFk56WSuwATHsC2LdEG7T5813ABR9q5eTNBJv1XTXoKhWN0MUNe+yMTh+tBmzOOzDP6fEfbv5QGVidDgEW1RXZXVpKh6kpRid+2vuTmoKuL8SBxPwD8/HB5g+wMcceWR+VPkqZtTm1namiBQcWqH5AjGI1BabxKKLIsfJj2JSzSZXN6wMyG4OelmKvI7YGYPqSniy935Cgsf6QFo3s1S4OSdZ0lG4oLvQQuamydrUnFTUmxEaG9nvaqKOLjIzEl19+iXvuuUeJnJiYGBx33HHKc9NYnnnmGTzwwAMq+vPf//7X7WM+/PBDXH21NextheMeKioq0BoNxc1ZBk4iw43okBiNo4UVMFm0xUk8N8GelmrCRjoO084LDgKlOUCctaiA0Rk9jZDQQXXQxrnvAO9NBbbOBDZ+CQxt3ojuFQOvUCXI9NfoC+Q5fc5R4kY3GvdM6qkWTKZleHIHIw7tYtu5vW98x/FoH9seWWVZystDY3QgsfHYRty1+C51mcbcM3qegcsHXI5+bfo5PW5Uh1EqxXag6ICa+0Uh2FB+3vszHl32KKrMzgvpWb3PQmpM460JLAcnb2+0N2d8ZuIz6liE2v1tWAKuY6+Wqt9zwzXE+vCQpcErVUFBgepvQ3GTn6+9wSkpKSodxV43yckNb3m+evVqvPXWWxgyZEi9j01MTMSOHVrTLuJtqWEw43qM5abmnQjumpqiuNERz00rTktFJwGpfYDcXZrvpu8055RUbFtN2Oj+nEn3A4ueAGbdo6WrUhr/46c+OKvo+UnPqy7IJ3bWxkBM6ToFT0U8heJqrbrr6sFXq2qp/ArnQYOuTeU8VW4x6sHqLJpxv9n1TcCJGzZFJANTB+K1ya+pVJo7OP6ClUk0YS8/uhwX9rvQ69egCZkRMl18DGgzwDY3imX8Nw+9uUnHcNPQm9T4C6a5KETZVHF/0f4mbTMUWediJiZ6BKe82oSKalOt9cGxQzkfE+o0SNxwMObYsWNx5MgRXHbZZRgwYIC6fevWrSqqsmDBAixfvlyJHW8pKSlR23rnnXeUOPJmoU9PT0dr63PjaCjOLqpqkbSULm4cG79JWqoVp6X01BTFzVEHceOYknJkwl3A7nnAoZXA9zcAf50FNONwRKaaHNNNHHh5eo/TbbOimG7i1PKmwOe/teEtJZIYKfFFxReprq5GgblAGYAjIiKcIklMzXgDmxCSwamDPQobnQmdJihxQ1Oxt+KGPWweWvaQLc13zeBrcMeIOxpVxu+Jk7uerE7klXWvKBFVlxhtjbAoYIM1LTWimz2YwO7x/HfO+wvLq2uJG8fZchQ/oU6DVqrHH39cpaT27NmD9u3b17pv2rRp6vzFF1/0epu33HILzjjjDEyZMsUrcUMxxPQXB3WOGDFCeXwGDRrk8fGVlZXqpFNUVGT7Y8KTr9C35ctt6phNNTA5eL+fnbuTyxUiwwzN8nqOdEyyT5cNNxpgtJhQbU2LBTvN+ZkF3HFZy36ra0xNOl5j+lCEbfwC5kOrYbJux5B/UP0hMcen226zMeM1hL87CYaDf8C09EWYx93R6NduzGc2o8cMm7hJCE9o8medFpWmvDwrMlfgstmXwdc8/8PzTtfZ6PDFSS/ixE7WoaR1cLhIEzfpsen1Hueo9qPUOUVaeWW5V56Wfy77pxI2fOzDox7GjJ4zYKoxgf81x7+xpAhN1OWV5wXcv1F//u3YkVmM0ioT4qLC0D0l2mkfkmLCkVdajWOFZWgT4yxuHDsXF5dVoro6Kuj+LjZknxokbmbOnKnSR67ChjCawoGaN954o9fi5osvvsDatWtVWsob+vXrh/fff1+lrwoLC/H8889j3Lhx2LJlCzp37uyx4eBjjz1W6/Zff/0VsbFafteXzJvnbF70BYdLgT9N43CycT2WmwcBBiOijRa0rTyK2bOdu7L6mqhSIDEiDKU1wPGpZsyZU7u1frDTHJ9ZoB3Xgf0Ux0bs2rMHs2fvavQ2k8qqcRJ/Pe77HXNm/QiLIRz9MpaiP18jvwYbZ8+u9Zwu6ZdixMF3YFj0FJYdjUBhbHe01GfG9MbQiKEosZRg09JN2GqwV041lkE1g7DRsBGVluYtV6bJ2QwzPlj+AUriSup9/JZibfZV1s4szN5f+3NwTS9FIEI1Jvxs1mceh1s6sqxQMyBfEH0BwraHYfb2ul+jqf/G9ldp6ajdR3erET+BiD/+dmwvYBQ2DElhNZj7i/Pf43ATBY0BcxcvxZ5E++1VJkZr7Mv9oiW/44DD/cHyd7GsrKx5xE1GRkadURIO1MzMzPRqW4cOHVLmYb6B0dHRXj2HKTGedChsmBqj4GIFlztoUr777rudIjddunRRUSb6d3ypKHksU6dOdQor+4JtGcV4bmM4hlVq7cnXPnhKi6aHrm7GY/MnzfmZBdpxbZ67E4sy9qN79x6YfrqzwbRBWMywvPhfRJTnYfqQ9rB0GY2wn+cCmUDXQaPReeJ0N885HeZvM2Dc8TMm5XyMmmsXABGxLfaZnQHfm1FvwS0+3Z6746IZ+qaFNyEjPAOnn356vf7CV2a+ApQBZ0w4A4PbDq73NT+a9RF2F+5GzxE9VZqqPp748gkwSHPplEvVENTGHpe3pGam4uuFXyMsLgzTp7v5XrXSvx2R27KBbevRPjUZ06ePdrrvvUMrkH24CIOGjcTk/vaUaQZ9k6uW2K4PP2E0xvdKDbq/i3rmxRsatEJy5AKrozxFSfbt24c2bTRzWX2sWbMG2dnZKrWkw3LyJUuW4NVXX1WppLCwuvPzfOOHDx+O3bs9N9ViNRVP7p7bHB9cc2w30qVkLyIi3C9fuuZ6z/xNaziuCGtlncVgaPqx9pwEbPke4QeWAj0nACXaD5qw5M4I87Tts14G3vgThtxdiFj8BDD9uSbtQmv4zI7vcLyqesouz8au4l0YlOr5hyX7wmSXZavLXZO7evXedEvqpsTNkbIj9T6eHY4rTFphQbv4dg1+7xvzebW1VuNxkvyCIwtwSpdTAq783h/fwyqrKyA2qvY6kBSjvT9l1Ran+4qrnCMe1eb6/w4E4r+xhuxPg5xgp556qqqUqqqqXUdPMfLwww/jtNO8qyBgj5xNmzZh/fr1ttPIkSOVuZiX6xM2uhjiNkJ9Grnr4ExB8JuhmPS0zgzau1g7L9YNxR09PycuFThH60ODVW8DuwIv5B1o0Ew8tqMWqb55/s3YkWevEnWFRmSmsaLDom3VS/Whd2JmSXh9FFRoBlaKLb1cu7lh00G+B0ydcar7KV+fgqdWPqUGobZmdDNwjJtq2URrNWuxQ2UUyS919qqIodgFmoUpQPr06aOMwP3791c57W3btuH1119XAufjjz/2alsJCQkqjeVIXFycGt+g337llVeiU6dOyjejv/6YMWPQu3dvVZL+3HPP4cCBA7juuusQyjTj4G+hlWD0RSm4Ts+TrGaw1UBFkX30Ql3ihvSeAoy6AVj1FvDDLcBNf2iiR/DIv8b/CzfMuwHb87bj6rlX440pb2Bou6G1HsfOy6RjfEev22N0S+jm1Jm5LvTRFilRKS3WfoOl5d+d9Z0aGfHDnh9UZIq9jHjql9JPVa6x/01KtPfVuaFAOQ00HmYL6naFIgfzMMktdfaHSSm4C0xH/fHHH7j55puVl0Wf0cIvO/NzTCfRz+IrOITTaLQHl9hX5/rrr1e+HpabH3/88ar0fODAgQhlXP+YtIbePkLzRG58MhiY/Wra9ATy9gK7fgWsv+pVA7/6mPqYFvHJ2QF8eh7Qvn5viCNhZjOGHT4M4/w/gBP/HvLiiFGY9059D7fMvwXrj63H9b9erwTO8e2t3aKt6N2VKW68RY/c6ANDvYncsBt0S8IGg7ePuB23DLtFjdJg80U2UNyRvwPPrn4WL6x5QU0f//vIv6NDfGhH8HXKrdWqbiM31hEMxZWukZsqTDeuQKKhDF+YTkGliJvacBo4K2YoNHbt0qouGEnx1mtTF4sXL67zOquwGlJmHipIWkoIqLSUnpqiuNnwuXadBmE2+auPiBjgvHeAdyYDR9dppwbAnzoq3pD7G5DQXuulE+IkRibiralv4fZFt6vS7X8u/ydmnj3Taeq2Hrnx1uhLuiV2s3laqk3ViAiL8Cpy4w94rOM7jVcnzslis0YORd2Wt02Vp7OB4cfTP1bvVaijR13ciZuEKPeRm7zSSrwe+bK6zIrb8mrWN4Y2jS65YeRk1CitV4LQvEhaSgiotJSemvrzPWDPQntKylsR3mEocOVM4OCKBr+syWxG7pofkFa8GchvPZ1rYyNi8dLJL+HUb09VHXvn7p+L6T2nN0nctItppzwtNAuzAWCPpB4eH6tPVm/pyI072NSQk+B5ov/m1oW3qm7G9yy+B69PeT3k51DZPDeRniM3RQ4N+0hZsTW6yuieIRfluis5hAntb0GIIJEboamEWbO7Povc9DhR9VvSmwN6lZJypPsE7dRAzNXVOLI3UxM3hc3b4ynQ4IiJKwZcgVfXv4p3Nr2jxj/o3YEbk5Zieptdm5niYWrKUdxUm6vV1PCSaq2/zp+Zf6rz5Cj/ixtHBqQOwKunvIqrfrkKf2T8gWdWPYMHRz8Y0ql73XMTXYfnptjFUFxZYu8yn4JiNTgz1Gn+/v2Cz6eCh+4/WyFoIjcxyUBHexuHes3EPqQ8wpoCL2pd4oZcOuBSJEQkYHfBbjWhnKzPXq8Mx3qFUUPwVDH17c5vcdvC2/DA0gfUaf7B+er21OjA8zhR4HC4Jrs5f7njS3y67dMWff2DuWXK09Ic7M8ptYkZb9JSerVUkUtaqqbEPsKigyGv1jZDERE3QYCkpQSfiRtfRW4cq6ZaWtxEWsVNK4vc6EMvLxlwibrMuUtrs9aqair2oBmVPkot9A1B9924VkzRvEt6JfXC2A5j1Wlqt6lq6ncgckrXU3D38Vqz1uf+fA5LDtsb1jUnx4orMfk/i3Hic4vw0wZr1aCPmLc1C6e8sBh//2aDB3Fj9GwornCO3JjK7OIm3ZAnpeBCYCBpKcFXhmJfBW4UvU4GllpnISW0ZOTGGj2oLAQqi4GoBLQmmJr6ZOsnKlpz7dxrUWOpUfOuXj7l5QYPsWRaijASlFWaZbud0SDy6LhHMTxtOIKBqwZdpfxI3+76VvXF+ej0j9CvTRO6cXvB1sxCVJssqDbV4LbP12HJzmP451mDEGc19jaWsqoaPPrDZvC3yO5s59EbFVUePDcWCxKiwtx6bgxWz5Qubrb7pGwysJHITRAg2kbwVWrTp5GbzqPsYxRcJ4I3I6awaFj0yqwM51+1rQGaei/qf5G6TGEzpsMYvDL5FWU6bih65GZN1hpM+WaK7ZRbkasa9g1MDZ42G/TZPDjmQSX02Pjv9oW3o7iquNleb0f1Dvzf6jMRkbQabeIi1d/pr9ccxoxXfsfmI4VN2vbLC3bjKEcmuOlJo1938tzsWwI83gYddn2mrhY5RG7YssXIflQO4qbG5MtfOYGJiJsgjNyI2BEaSpivPTckPBIYdzuQflyjzMFNwdLzFO3C9zcBpblobfx10F9VyoipoldOeUVVPTUGipcBbQaoCiPHE4XNeX3OQ1SY+8nRgQr3+4WTXlDeI5a4v/DnC832Wssql8GMGkR3/BbTB7fH59ePQYekaOzNKcVfXl+Gd5bsbZSBf1dWMd5dutd23dUf47ZD8ZaZytyfsP1LdbWqxmx7nJogbrFHf9qgGDXm0I/cSFoqCJC0lBBw1VI6Jz+gnVoY0+nPw5i5Qeu18/VVwBUzgbDW8+eMzf1mnjOzyduJDo/GVzO+QijBUnF2dmZHZ6aopnWbhnGdxvn8ddLD0rG3RhMhNdFbMKbnEMy5YyLu/3YTftmSiSdnb8OSXcfwwoVDkZbg3XBoRlkemrkZNWYLBnRIxLaMIjeGYnPttFTWZnVmzNyIeEM5SiwxynfD6A7NzkmGUttD2ciPqbRQRyI3QYAYioWAq5byN0xLXfwZEBkP7F8KzHvY33skBBAj00fi0v6XqsuP/vEoSqqcfSu+INwhNrC2+AtVLp8UE4E3Lh+BJ/8yGNERRizdlYPpLy3Foh3aUNP6mLn+CFbuy1PPfeIcrXt3WbXJNg3AbeSGUZisLeqiwWLCuChNcOm+m7zSKiTCQdygFDXiuRECsRRcEBo/fiFExA1JGwCc84Z2ecXrwIYv/L1HQgBxx4g7VHqKQ0U5psHXcFCpTkb5XhUpuvDnC9UcrPNHpuOnWyegf3oCckqqcPUHq/H4T1tRWUd/mcLyajw5SxsKevvkPuidFm/7N1vlIEZq9bnJ3wc4iLfxYVpbAL1iKq/MOXITbagGTM6zpkIRETfB6LmRTjdCY8cvhErkRmfgWdqMKfLTHQ0e5yCELjRYPz7+cXX5m53fYPnR5T7dvv47oaa4P87s8Rc1kZ0VbA8vexjTvpmGuUf/h3ev6Yu/juuuHvf+sn34y2vLa1U/6bzw6w4lhHq1i8N1E3oi1iHtVOHQUbiWodiaktI5HppA0nvdqLSUQ+SGRFibM4YyrSdJHcRI4EYIyD43gcJJ/wAyNgK75gJfXA7csCTkB2oK3nFC+glqTAMniT/8+8OY2HligwXS+X3PR8+knrXuq7D6Vgw1aXhq4mO4r/Ju5fH5YscXKlr01sa38N7m93Bq91Px6Hmn45VfqrA1o0hVUz06YyAuOqGLrZPypsOF+HiF1kjxX+cMRmS4FneICDMof0xZdQ2SEOHc50YXP5lWcdNtPHBgGfqZdiEKVU5pqe4OkRsSWdN8VWSBgoibIEAMxYLvBmci9DAagXPfBt6xDvPc/C0w+m/+3ishQLhzxJ1Yenipmp9F8dFQPt/2OS7ufzFuGnaT02DOcmuGKSEqQokUluhfe9y1qt8Ou0ezU/K67HWYtXcW+N/AYcehJHsstuzqhvu/26TMxk//ZQjio8Px0MxNqgfVOcM6YlyvtrbXYHSGPXTKrKkolaKqcZkKrkduBswAcvcgoiQTQwx7UVyhTY7PL6PnpszpmKJF3AiBgGgboamEnKHY3TiIftOBP14FCp277QrBCdMpszdnYHSPNuid1vhGjYy+vDn1TTU93KzPQoO9enBHVrFNPLhyrGondpWswifbPlEi5bYRt+Hc3ueq+8ppaQkH4q0jD3RYSs9oDU9bcrfg062fYs7+OdiatwkI34T0wakoyByJOVtHYf3BApzYtx02HC5UE73/cYZzh2mmpuid0X02jp2FbeJGj9y0Hwx0Hgls/xnHGfdh4fZsFbWZue4o/uoSuYkySVpKCKAeJToidoSGEpKGYlf0ERBFvm2DL/iH/8zbaUvV/HzbBAzuZG3c2AjYrPC6466rdfv8rVl4ZpE2FNQ9g3H22KnYb/lcTR5//I/H8eX2L3Hv8fei0vpvKcFF3DgyKHUQnpr4FO4eeTe+2vGVmn2VxwaJ7eYiou1C5BYOxTc7eiE80YAzRnTC6mMLgGP25xsTtiHcUo3cclZOJTk19Iti6qq8wC7m0wcDHYZZxc1evL81S41woPU5MUoTNxVxnRFdehgxIm6EQCBcb1IiCE3tcxOqkRsi4iakyC7WOvSSGz5eg59um6A6Afv2NbSqITbfO6G7dWaZwwiE+duy8eufyVhwz6dYdPQHvLb+NTVF/YYFNyDG2Mntj093tI1pi5uH3awE1i/7f1HjM7blbUNk8p8ATwBmZWknJxKBmETgve1HMKn3qw6VUkatitZaAo6kLkBMCtBRG5UxPvYQYG2SHIVqRBm0yqnKhC6auDGLuBEChBFdk7H2oH0+iCA0hJA2FOskdmq108JDkUqrt4QcKSjH7Z+vw/+uGWWLQvoCPc0zsnsbvHyJ8wwt9pY55/Xl2HCoAG//dgD/POsyTO8xHQ8te0gN5iwOP9BgT2RkWCTO6nUWZvScofw4rOLKLvfcA2fj4XyUh+3ExrxlKKwsREW10b3fhikp0nGYOkurPIj06CpkVkTaKqUsBiNq4rQxKbEibgRBCAVaV1oqQ3NO02gsBC2V1k68t5zcC+//vh+/787B87/uwH2n9fe5gIq2Vic5QpPw36f1w+XvrcRnKw/i+hN7olNyCp6Z+Awu/OlCZVC2PrDBr8ttj2g/Qp3q4or3VmJtxYNAdBZ+PfAr+sdOc/HbbLKnpEhcWyCpq0pVTTBuwQ84ztbjxhyZCHN0svZ8s7MHJxSRf/1Bgl4yKAiNQQ+dh3RaKj4d4FRsczVQ6mBcEIISvXHdkM7JePb8IeryG4v3YM6mDJ+9ht5ULyrC/VI4vncqxvRso/bl1YW71G0JkQl4dsKzMFjCmr3v2ADTTtxRqr0uDc22HjeRHiI3DtGb583PYUnUnWpQJrFQ2ERpvqW4VhC5EXEjCK2AZpkKHmhwtlSyNuUax7RGZkLwYhMe4UacNbQjrp/YQ12/5+sN2J3tm1LmCmt0KCrcYU6Ty4/Ke6b1U5e/+vMw9udoEQ8OG+1efi7MVcnoEKkJr+bggoJ3cVZpsW1y+5GSo/bIjakGyLZ+zzm8VmfoJUCkVl3WwZCH4wz71GVjbAoQpXU9jraUI9QRcSMIrapDMUKbDtaFhk39hJBIS+nCg+koRlE45fpvH69BsbVJnS8EFA26nqAf56R+7dQPg//O32m7PbVqOEr33I/0yEFoLsIMFqSbTDi+XDNXr8iabxc3eXuAmgogIg5I0YSfov904B+HkWFIU1f1yI0xJhmGyFh1OdpiN2uHKiJughDJUAkNpVUYikm6VdxkirgJdnQ/jJ4yYtXoq5eOUJVNe4+V4v++2tDkKfe21/AQudHRozc/bDiKHZlaJMX2ys349zjc+ipnlGoRozW5C+yjF3S/TfuBbv1llYYYW/RGe1ISjFGauImyyGwpQRBCgFZhKCYdhmrnErkJqbSUTtv4KLxx+fGIDDPi161ZeOO3PT6KDtW9FLLHzumD01UX4f/M2+F0X3N6btpUaWmoaaXlCDcYkVWxH8aoTBdx4+C3caDSGK3O0w252g0xyTBGxqmL0RBxIwQIEqwRmkKrMBQ7Rm5ydwFVzi3nheDCU1RlWJdkPH62lgpi9dRvOxtvHq9wI6A8cffUvipqPndLFjYdKVRCp1ln/1WVIr46R11MMpsxMSpdXQ5PXKfNldLNxHqllAuVxhintBSi7eImBhVNjnoFOlIKHiSE9tdQaG70qHXIR24S2gPx7YGSLK3BWZcT/L1HrR5+5d5fth9jerXD0C5aKXJToyoXj+qKDYcL8PmqQ6r/DTsYd2mjpVwagv4atgnbddCnfQL+MqwTvlt3BPd/twXFxYbmtQnkaUZgnTOqjVjEYZrJf2KPOQyPl2wDUlOAgvXAH4+rHjqX9b8MXRK7qMdXWyM37QxF9rRUtCZuYlGJarMZETDizSV7cDi/XIm0c4Z1wtBOjR91EUiIuAlCmjMMKoS6oTjExY1eObI7C8jcIOImAFiTY8AnK3aia5vD+O3vJ3nV1oIN9Oor0/7nWYOwNaNYNdn7YNl+PDJjYIP3rb7XcOXOKX3x44aj2JnNUmrtOJJiPI9faDSVJcCce51umpRzGJFt4lAVXopDNQtxKCYMiEkAjv5me0xOeQ6en/S8upyaEAM4+oZjkhFu9dxEG6pQY7Jg85F8/PsXe5rtz/35+OmWsQgFJC0VJIicEXyRlgr5yI1jakp8NwHB2hztu3cwrwzbMrwr4S6prLFV9iV6mN3EdJVeHr58j5a+aWpFVn10TY1VXZLvOKUXpncx4cHp/XDJqK6Nem3PO1UMfHIecGAZzJEJuLLqPnVzdMFBnBJ3JyqPTcWJYeNxS34Bbqkw4pZht+Cifhepx6zOXK2EIema7DKqgmkpayk4IzcUN6WVJqemgHtzSkMmXSXiRhBaAa2iz41rObhUTPmdgrJq7Ci0/zT7dWumV88rLK+2paTqShmN6ZmqzrdnFqsJ2L4wLdfH+N5tcevJvXBqZwv+OrZbnYMzG0xFIfDxucChFVoa6aofUNjxRGRYtLlXvcvNqMqZjItq0nBjQRFuTB6CG4feiL+f8HdEGiORV5GH/UX73Y+FiE5ChDUtFWNNS+l/Dbq2iUW40YCqGjOyrPO2gh0RN4LQqgzFaD2Rm6ytgKnpvVCExjNvWxZMFoPNdEszbkPETWI9KR9WT/Vtr0UjVu61VgU1ZvyCF56bZocTvj/+C3B4lYqy4MofgU7HY9qgdOwwaz6a1JLd6jy9fLdT876osCgMaTfE1uxP4ZqCZp8b9sRRaalq1FQzOqY9JiLcgM4pMbYIWygg4iYIkT43QkNpNaXghA3N2KHVVAnk2JuuCS3PrE2amLl6XDf1HdyWUYRDXiyeurjxxs8y1hq9+aMJ4qYhkZtmoSwP+Ohs4MgaIKYNcNVPtjEKpw1Ox3aLlvpKLtG+z22tIxkcy8CPb3+8s7hxhYLJ2sSP1FSW2lJYjPJ0S9WEz4FcETeCIARbWqo1GIpZGqa3oxffjd/ILanEin1aGfIlo7pgdA8ttTJ3S/2pqaLyGu/FTS+ruNmT2+ip4N56bmpvoAgozmraKW8v8NFZQMZ6ILYt8Nef7alVAL3axaMgvre6nFS0ExGoQVLp3lpl4CPTR6rzP7P+tIoWS21xEx4Ns8X6t6CS/hrtLpq8u6VqwudAiERupFoqSJBojdAU9LRAqJgF64WLw8HlVt/NJf7em1bJnM2ZKlLYJc6Cbm1iceqgdCzfk6vEzXUTe9b53KIGRG5G90hVfx93ZZfgWHEl2iVENSIt1fDf+Z3y/kDEC1fCZ8S10yI2aQNq3dWh30hgA9DPcAh9DIcRZqlRHhokaekqMqTtEIQbwpFZmomjpUfRKdzlfeDjDQZUGCKVodhcVQqzJcb290GP3BzMK8egRAQ9ErkJElrDD26hBaqlWssXSSqm/M5PG7TuusNTNQExdWB7df7ngXwlQrzy3ETX//s7JS4S/dO11XhFA1NTlU2I3PTOnuNwzdC0U9t+wF9nuRU2ZOTxo1FtCUOioQxnhy3Tbuw43OlXb2xELHoma6JxT8EeYOrjtQfL0tqDaHvkxtaI0KAEaCilpSRyE4RIEEdobFqK2oYha296jYRGxdQm7aBD/XgDjKyiCqzar6WkhrfVVtCOyTEY0jkJGw8XYv62rDpLqIusQzG97SFD3w39PPTdzBja0ev9rHCZX+U1mZuQXL4fFmMEDP+3A4jTUmPNxcAubbHX2Am9LAdxcRhb+QHoManW47okdMHO/J04XHwY6HyiFtkpPOT0mAolbgphqSyDJVL33ADd22ri5mB+GSzdEfRI5CZIkL/Ngi8iN6RVZKba9QfCIoHKQiBfK40VWo7ZmzKUphzeJQltHLIjTE1547tpiKHY0XezogG+mxqT2Wawb6ih2Ljxc3Vu6Te92YUN4Y+R8hRteGeSoaxOcUMOFWuC5sOIKtyZ1haONYOVBu0Dsai0lH37nVNi1TrD3jclmuUpqJHITZDgbfMrQagrckPYrv684zvhlP7t8c6SvZi31X157uQBabhhUi8EJWERWog/Y4Pmu2mjNXsTWoafN2ao8+nHpQP5dsFx6qD2eG7uDizfnYviimqPPWK8LQXXGdWjjYo+sAkdo0btE7XUizd+mwaXgtdUwrj5a3XRPPTSFosQJHUfDuTNU5dNkYkI04fEOtA5vrM6P8zIDYAXrP6jX+JjMcNR3FiAH1fvRv+TRqjbDNb3oENiNI4WViDHsbNxkCKRmyCBHTt1ajVnEgQvS8HJrE0ZuObDP1FYVo2n52xT6QN3p2d+2W6rJglKxHfjF44UlGPNgXwVBTh9kOaz0emdloCe7eJQZTJj8Q7PAy8bKm4Y4RnUMalBVVOO4oZTxr1m+ywYyvNRHpECS4+T0FJ07KuVehNT13E2D427yM3hEk3c6GQ6PFb33OzPzEFmYYXTmqKbinMqgn+NEXET5L/CBaGhaSmdFftyVVi6S5sYvH7ZCKcT27EzrXC0oBxBi/7LtimdiguPAIufAUoaP3m6tTFro2YkHtW9jdsIijepKa+rpYozgd+eU31iGloSrgt3CpsG/U1d94k6O9hmImBsueZ/YR3sZd+Rvd2Lqs4J9sjN/APzbbf/kBCHf/3xL3y36ztUQIvmXBi22NbVWR+sq5eDHxNxI7Q06V6EWwXBFf2PlyPLd2vzeE7qm4bpx3VwOlHwEE4LbtWRm6+vAhY/DXx3nc92q7WkpM70YOzVxQ0jN/r4g0Z7bpY8Byx6Apj7YIOb+VU2xkzMvjZ7NUPvwdSJaFESOwHxfO8MQM+T3T6kQ3wHGA1GVJgqcNfiu2y3H4iIwFc7v8Kjyx/FsXDtuE8M2wRTUaaHyA2CHhE3gtBKIzfsOULG965tiKS5MOjFTftB2kJQkgmUZDduG4dXa+d7F/t010KV/TmlqhqKgZDTB2sixpUhnZLQPjFKpdrpvXFHobWJn6ehmTaOrtPON3+LE9qbVfqV4wOYGvN+rlQDoi9H1wIWMyxJXVEW5Zxya3b4b/jSL4HLvgHS+rt9SIQxAh3iOjjdNiG+B24eeLXNj7M/yl6GH1+gdTzWqye7WyM3kpYSWhyx2whN9dzosOkZv0/68EFH9Dkzh/ODuOcFJyCnap1dxXfTMtDPRcb1aqvmPrmDKaBpAz2nptiqwJaWiq1D3JhqgKwt1suViN/8GY7r5L3vpsI2EbwBy+DhP7V97KQZcVscjmToM6XOh+ipKfL+qe/jjfN+xE0n3I1JXbTqqv1R9gGjKSU71Ln+54FTz4lEbgRBCAr4y8ydMB7UMRHJsZF1iJsgjtw49bvZ4O89aVWN+2YMdY4eeEpNsVLPdd4Z00U0HNeblsrbA9Q4rMKr38O4nt6LG1sDv4hGiJuOdnNvoNE1QesfdEL6Ceqkc1xbbSTJvkh7cUoH6wBO17RUaY1BVbMFMyJuBKEVp6bG92rr9rH2tFQQR2584bsxOlSkVEo7hrrYnV2M7ZnFCDcabOLFE6N7tlHCJbe0SlVWufPbMNoYF1lHyogNGnXjeGwqUHQYZ0RusHUq1odC1jt6wdu0FLd3RI/caHOcApHLB1yOM3qegUfGPOJ0e88krXux7rkh3at1caNdj48KR2pcpG0MQzAj4ibIkKyU0FjcVYToFSahH7nxQtyYXcytNVWA2aGbWf4BH+9caPHTBi0lNbFPW7fRQEciwoyY3D/NbWrKcfRCnZ209c+08wnAiKvUxf4HP0dEmEF5bg7VszhXNDRyU3AQKD0GGCNg0QezBiAcwfDMxGfQPcm5zXDHeM3gXRRmQbnusbEcQTzKnN5n2wDNusYw8N+GJ0yBEfERcSMIrTRyw0WAzc/qitxkF1cGea8bazk4Jy+z0sUTnM780lDgk/PttxUdcX5MgYgbTzBK8rO1BPzMId6NP5hmje78ujXTKcridRm4Ho2j0Bh5DWAwIuzAUpyRXqhu/mOvVg1Yb7WUt54b3VzOSdzhwVe1mhiZiPiIeHU5wxqtCjNYsDn6Olxx7D+2x3WzVkp6nA6+7lPgqY6q308t5j4IPNMNyNkFfyPiRhBaqal4eJcUxEa6b1KeEhuBWGtKIKh73bA1fqw19Za/z/Pjlr6gzeDZPU/1TFEs+6/zY2SMg0eYjtpzrBSR4UZMdWnc54lJfdupadyMsDh2YPeqDJxiSE9LUdwkdwE4CgHAX8PneeW7sYsbL9NSR9bYI0VBiMFgUKXiZFNYitN9JxbbhUoX6wBNj2mpH24GzNXAD7fUvu+PV4HqUmCpXSz5CxE3gtBKcDVuekpJ2WfNhEhqigsfKXTu2uqUbvrzffv1I2uBrK3A2o+0613G2B8XILCM+cr3V+HFeVopL2HH6XNeW+Z0mztemr8Lf3l9mVPXc2/gqI5L3l6BgrLaKQk9anNS33b1l29biYkMw8Q+7WqlprzqTszmfWU5KlqDtIHabaNvUGfH5c5BAspUv5u6fDd6KTgFVkPMxAhgv019dIrrpM7vwSV4s0YfyGClRisRt00H9xS50TG6fD6O77VjOtdPiLgJMkJ+mrPQbJQ7pJdUa3zO/amDkOh1QzgZmRQ4T0e28duz2i9Rx1/o8x5W/Uww4Cxg6MUBF7nZfKQQS3Yew2uLdtvEwJJdx7D+UAFeWrALC7a5nxfGxf7d3/di3cECrDvobOStj49W7FeC4Zs1tUXi3C3a650xpO4qKW+6FXslbvSoTdu+QIQmwtF9ohqYGlZThksif0dWUSVW7LVG4eosBfcickOPCeeUkc7BK246Wn03hoh8bDF3c77TKv51z81Bd56bUodoGE3cTvc5pAEDYJ0ScSMIrZB1D09F//TEOh/TJRR63ZBkrTRWpZ1cObYD2KBNeMZxF2rnaz4Ads/XfplOfQxI6RZwnhtObiY1Zgt+26mNhth7rNR2/33fbrK11neERtviCu1Xtbv766KgTBMd369z9iIdyC3F7uwSVSV1Uj/NJOwtUwakqXQp01r6YlpkbeBXZ1pKNxM7Gnu5oI66Xl38W/R8GGDG56sOetHEz4tlMGuT6qWDmBSgjVZ1FIy0j9NShsaIImy1uIqbQ06N/LKKK1HqGt1zbKlQVVLbcK1D47WfEXEjCK2Q+qpZQity07n2H1+dRU9qEZr+ZwKj/qbdVqxV/ajrXMhSutvTUvWUF7cUjovOfOtU97059sUmp6QSD83cVCst4+htySmpalBKUxdFW44WYWeWfTvzt2ndn2lOr9cE7OZ7ONpqatejN/ZqKS8iN65VS0MuBqIS0bbqMCYaN+GXzZkeRVylNXLj1UTww2vsKakAiEo0xVRMDMZy7LO4RNmskU1+hvHh2vdmX45dMDu97/q/E7O9rNxJ/HMmm59x7yYUBCFk8fZvc0h0KXZMS7lGbti6f+sPWoOFkx/UhAyjNUxR8Rf6pL/bn09vR025NsYhoYXb7ruhtMqeYly0IxvVJrNtIbrtlN54Y/EezN6UiR83HMXZwzSfBdmWYa8Yyyu1t+GvD72CSWfmuiO497T+TuJq8oDGvS9MTXEUCMXN9Sf29M5QbBM31lJ/x67Uwy4DVr6B2+IWYknxUHy39jCum1g72lLRkMiNXikVxCkpJ3ETVg6za2xjzYdAxnoYzWY8EXkQRTAgbv5PQFutsZ9i/+/Ovppv/grEab4p5VPTKdI8WP5ExI0gtDISorz7Zx8ykRs9LeUauVn4hHY+5EKgvdWUyrb6h1YCk+7TBA4Ji9CGFlIc8ddpIIgbh8gNIyqr9uXZ0lJnDe2IcKMRL87fiYdnblYRlQ5JMW7EjfeRmwIXcfPD+qO4Z1o/FFfWYPX+PFuKqTFMG9Qej/64BWsO5uNYcWX94obNFFnaT9z1m2FqauUbOKF6NcYat+CzVXG4dkKPWn5FPXLjVZ8ba/O+YBc3SVFaB2eEaf+m15t7YZhxj/0Yj/wJxrHO4XX+mWCBYR1FhtqPAzdUFQMVhUC09fX8gIgbQWhlJHhZzaJHbvReN16F7wMRPa1Ulmv/g7t/mdVXEw6c9ID9sWe/rhmKj7ug9jYobmgq7jIK/qa0ytkLQW8Jq59Y7c/5QDef3AsLt2dhw+FC3PvNRnx0zSi1uNPb0pi0lF4h1S4hCuVVJuXdoaihL4O+nz5p8bbW/Q2Fwmto5yS1rxzHUFRRj7hREQILkNARiHPTYTu1F3DCdcDqd/F8xNuYdqynEn+jXWaoeV0KztYAupjqFLhjFxoauSHXVP0d54UtwciOUTh1oCbaTWYT5q7ZjZ1FBvRvn4DTBrukrxI7Aj/dbr8+6X7nyNm8R7RUL1NTIm4EQWgp2GLdG5JjI1T7e6ZA2OumZzutAVjQEZ2ohc5pcszbp7XrX/C4dh8727bpYX9s297ayZVkmi+XBkw5uB656ZQco4TGbOvASvYo0RfrFy4chjNeXoqlu3LwycqDOG9EJ+zPLW1S5IbTvAekJ+LrNYcxc/0Rm7G5sSkpx4Z+FDds6KenwBJjwr03E7sy5TFg16/oVHAQ94d/js9X9XIjbrwsBddLwDmEVY/mBSmJUXbPDclDIt4xnYnC9p1x6slaw0tzdTX+PDAH7+eFYaghCaedPKH2hhj1LNW8VjjZ4ccB2fAFkLVZS03pEdHWbCh+5pln1C+LO++806vHf/HFF+rx55yjAmiCIHhJQrR34kbrdRMiqSm9woW/wHfNAw6t0LrMnmj11dSHzVQcGOXguqiYOrC9apyntzDq4eCP6J0Wj/usvpinZm1TnhZHf3FuifeeG/bQ0aMpfxmueXh+3piBxTu0BW7qwMalpHROtTb+W747F0es3zWPkRtvxA0jCGe9qi5eET4feVvmI99FzNnSUvVFbmwpqeBs3ufeUFwDGOypRoPLYJ92MdoXZW9OqfteQXWlZhnZIUUe+kq1JnGzevVqvPXWWxgyxMUc5oH9+/fjnnvuwcSJE5t93wQh1Ij3UtyQkGnkp4ub3D3Awsft1VCJXvZlCbBycD1ywzTReIdmjD3bOkfX/jquO8b2TFU9ju7/dpMt2kM4tLKhaankmEgVAUlPjFZen6KKGrSJi8SwLk2LaPROS0DPdnFqGjh9PHWLGw+VUq70nATLyGvVxScNb+HH1bsaVwpua94X3CkpEhcRB1gMTqkpYnR5C9pFa4UH/Izdfk/i6+iRRX9aAJiK/S5uSkpKcNlll+Gdd95BSkr9/0BMJpN6/GOPPYaePYO334AgBHpaKqQqpnRx8/uL2uIYmQBMuMv756u0VOBEbsqs1VL8LKdYvRKEAsF1WOrzFw5VJnLdY8LBloQLl77Au1JjMjv9YtfTUkmxEaovzdnD7POjTumv9appKq6TxN2Wgptq7FU5XgyvNEx9DCXRHdHFeAzJy55wOibbVPC6vGQsdQ4RMzExGowwItYpNaUuu5itjQYTOiZFuS8Hry9yk9QpIMrB/e65ueWWW3DGGWdgypQpeOIJa/VCHTz++ONIS0vDtddei6VLl9b7+MrKSnXSKSrSqgWqq6vVyVfo2/LlNt1jaYHX8NextSyt9biSosO9PuYO1j9wB3NLA+J9auxnZkjqqv2x49wbrpFjboY5IoEb8m4DCZ3ApdZSdAQ1FWVaBZUfj6u4Qvs1HRUGjO9tH37aNSWq1jbS4sLx0Bn9cN93W9T1kV2TlGeGvWuyC8tUFMYRenGmv7IcY3u2wYsXatH0nOIKdZ4YFaa2f+Zx7fHWEs1ke1KfVI/73ZDjmtyvrSph16Hlptbzjm1HhKkSlsg41CR0rv/zM0bDPONl4OvzcXb1bGxevRj9hmseknKrKZvDIz3uX+4uRFQUwhIejZo2/WyvF8x/O8IssTAbSp0iNzQA68ey6ugqPF34NKLSBgEFF2BXZhGGdUpw2oYxrr2qqnL3Hhji0tW/NXPhYZh8/P405P32q7ihb2bt2rUqLeUNv//+O9577z2sX7/e69d4+umnVZTHlV9//RWxsZqC9SXz5mlD23yP9lGVl5dj9uzZ8AfNd2z+pbUc12mdjViZbUB/0z7Mnl1XfaedrFz+ogvD5n0ZmD3bvzn0pnxmyaUZmORwfX5eR1Q05N+RxYIzDJEIt1Rh8Y+foCyqvV+P63AmlxYDdmzZiJhMC8akGXGk1IDMLSsxe3vtx0dZgHFpRuwsNKDywHrEhoWh2GzAj3MXorNLkdP6XANyS8OweJv2mTPY8csG7fVKj+7G7Nlaemd4qhF5lQaU712D2Qeaflyab8i+JM39ZU6tx3TOWw4mh/IiOuL3Ob/AW9obR2CMeS32Lf0Se6zl8Fk52jFtWr8W5gPumzN2yf0dI/h6UV3w+9x5IfG3IyUsEtkWoH18GY5a9c2hAwcxe/Z+HK05ivdK3kMlKlERtgbG6NFYsMqMuCyHzsQAImp648TINGQmjcAWl39HbYsPYzyjfVmHsNTHa1VZWVngi5tDhw7hjjvuUF+O6Oj6x8cXFxfjiiuuUOmrtm3dlP954IEHHsDdd9/tFLnp0qULpk2bhsTEutvPN1RR8limTp2KiAjf/qojd/zxqzqPiYnB9OknoiVp7mPzF63tuDgzmWH5hswn63qkCB/sXIFSRGH69JMQtJ9ZeQHwn3/arp5yxvlAuBaV8pawwz2AnB04eWgPWHqe5NfjemPfH/yjiIljTlBpJm0edt2c4XD5fweXozi7BAOGj8LE3s5/T3fM3w3s3ItysxGnnz4NG48UIWfFSsREGPF/F5+COGtac/p03x/XXSu0v3MRYQZMd/MCxgUrgQNA8oBJmH6qN0etsfjIb0D2WvSIKkQ/63Zf27McKC3B+DGjMM7DEFnjnEXAQSB58BRMnzI9JP52/LzwZ2RnHsGMkWl4y6ofu/fojkETYvDCvBeUsAlHOGpQg6h282GMvx/Tpw+rvSHL+ehmMMBliANgmoJq881IiIj16nvZEPTMS0CLmzVr1iA7OxsjRlAX2/00S5YswauvvqpSSWFh9lzonj17lJF4xgz7JFOztfVzeHg4duzYgV69etV6naioKHVyhV/I5vhSNtd27Rj89o+p+Y/NP8hxeaZ7Oy0cfaykCiYYA6bXTYOPLaKd89WYRpS1s2IqZwfCiw9zB+DP49KHoCbFRTXqM26bEIWd2SUoqjDXej5vJ0xbVVmM+HmT1oF46sB0JMdbh1Q28+dFAeX28dlaai2s41CENWB7Van9gWwguWSPbbuVJm39iI+J9LxvGWu11+syyu3rBePfjiRr7xljhN0obDFU4JZF9yC/Mh/9U/rjlOpT8GbJmwiP34ldhVsREdGASrFmfD8a8l77zVA8efJkbNq0SaWY9NPIkSOVWZiXHYUN6d+/f63Hn3XWWTj55JPVZUZjBEHwLXqvG8J+KkFNWMMiNR4rpgLAVKyXgsdGNu73KSuc9BlUrmw9WuRULv7TBq3qRS8Bbwni3B0X82PeVkq5YGg/SJ23q9wPmE3elYJXlQFZW0KmDNy1HNwEu1E4q2YDjpYeRXpcOl49+VV0DO+Ikzqdqu7LDv9ZCd1gw2+Rm4SEBAwePNjptri4OKSmptpuv/LKK9GpUyflm2HqyvXxycnJ6tz1dkEQfIPe62ZHVrEqB+8VrI38CBv5NaX3ht7rJgDKwfVS8IZUvjnSNj7KbSM/lnwfLdTMw3ovG5YCUwxNsFZZtQSxVkHtBAc1ssu0IQxoN6BB24tL74VySyRiUKmJ09Re9ZeCZ2zQ5ifFt7cPXw0hcVMDu3+l0KQJ9gmdJqBNtGZQv2XY37Dg8C8Ii9uOxfvXYnLP4CqF93u1VF0cPHgQRtcC/FaO24ZKgtCMsBxcEzdBXg4el9o0cRMg5eD8Fa2npdyKAC+gWJlsXIO0oxRqWqM/stVh9hT5dIUm5GYM6YCIsJb7WxzrTrTpUZt2/YCI+n2ajqQnx2GXpROGGPYB2VtVp+GbTJ8iMrwM6cvmA+56Px3bHhKTwD11KZ53cA7CjcPU+IwCkzZ3rV9KP9vjeiR1Q0zVCaiIWoX3Nr+FyT3fRn3syt+F1ZmrcXH/i1XZuT8JKHGzePHiOq+78uGHHzbzHgmCEDKN/Ab9Rfs1HmMvnW4Qti7F/o3clDnMldLNvQ2lU0QRbo54EZaDYUDllVpHX5eUFNGjOOe0YEqK6KnQBncm9gDHRsy3dMEQ7EN1xhaEH/4TfzPM1FZA62Y90nUMQon0WK2fUEFlARJSNyP/2CAU1GiCvX8bu9BV16POwTrLamzK/wNbc7diYGrd4xSeXvW0EjeM/pzW4zT4k4ASN4IgBB4hM4Jh7G3aIL/GVjrpnpvyPKCiSJtZ5ccGfmycV293XQ/0KV6FcAM9J2Yt1WMVN9sy7IM1dbqlxmJYF80C0FK49RJlNF7csNvxbmjT4auObkF4ntYI8DvTBEyfMNqzUZ6f8chrEEpM6TYFJ+0/CYsPLYYp9SuElVyNcnO+uq9PSh+nxw5M643Vu4YiImk93tzwJl4+5eU6t72vUGsxsSZrjYgboWFIUkpoaUKmS3FYeNMWqqgELepDcUPfTSMWWV/A6d96SqohZf2OdMz5w36Fx2MVbnpaimKg0NqV+JxhnRr9Oo0ljt0JXWmkmZhw/4/F9gItN1EHFsFQXYwqSxgeqf4rpp9yLmvP0VqIDIvEiye9iOt/vR5/Zv2J2O5vqtu7JnRV4xkcG+X1bBuHqj9OQUTiBiw6tAjb87bbojtbcrcg3BCOfmxuqKrPKpFTnqMubzjm3BfHH4ihRRCE1hG58QUBkJoqs1ZKNdZMzJECKRkO3d3LtV/tVTVm7M7WIjdjetpTdy2dknIbuWGkLN/aeDLduxmErpQkalGJ8GrtGP8wD0IJOEW99S2D4cZwPHvis4iAPfqoixRHerSNh7kqDRGVw9X1tza8pc4pci6ddSnO/+l8vPDnC6g2VyOjRJtMT3bm70RZtX9/DLW+TzXIET+x4K/IzbHiSlRYjaytlgAoB3eM3DSKjPUIq8izXa0u0X5t784uQbXJgsTocAzsoPVCGdol2WnSeEvhOhLCVpKd2BmIbZxnKiK5Iwot9q70v5pHqonqLR2VChTSYtMwKuYe1JT0Q8eoofjroL/Weoz+2RccnaQmh88/OB878nbg022fwmzRSuk/3PIh/jrnryoKpGOymFRkx5+IuBEEofX0umkqAVAOrhuKGx252b3A6WpVsSZ0tllTUgM6JKqeNhN6t8WD0xtWcu0RLoRe/DJ75tzjcFK/drj+xB72QZlNTEnppCfFYLtF892QeabjW2XUxpHrR0/CsIh78N9Jr2NIu9oRsbbxkWroqrmyPcamn6Jue2bVM5i5e6a6fPXgq5EQmYCNORvx2B/OY478nZpq3Z+sIAj1wl+2XdpIaipQysHtkZtGips9C9UZ+76QGmvkRvfbDOyYiK6psfjkutEY1aORlWUOJJYfRPgLvYEfbqn3sReP6ooPrx6lHduqd4BnugAHVzSpUkonPSkaO81av5rydkORjRTPDfxaCcd3a4PP/zZGCVpP//Z7WCfNj029SJ3rERpWTt014i58PeNrDGlrF0aRRu17tSFbxI3QACxiKRb8QMiYin2WlvJn5MbU+DJw1eVXEwqrDJpQMJflO5WBe1roGoXFgsGHP4WhsghY/ylwyLshyYrZ9wD0bXx7vU8iN2mJ0ZhpGo8CYwoyB9+gbouOkCWwPvTUVEVpGi7ud7G6HBUWhZuG3qTET6f4Tvjw9A9x9aCrkRyVjGuPu1Y9Js8h9ekPpFpKEIR6EVOxm7QUhYIf/Bp6d2K3FUX1UZwJVJUABiN2GPtikmkNLGV5qjnotkxr5MaH4sawcw7alWyz37DgMeCqnxr2vtVUANnbmh65SYzGGks/nB3zAZ7twkjDilaflmqIuNl3rBTPnv8g7h91vxI1jk36IowRuHvk3bjr+LtQY6nBhf0uRNuYluto7Q75ZAVBaD2N/JpKUhclDNSCW6INlPTXXKlGRW5yd2nnyd1QFG6dhF2ej4zCChSUVSPcaECf9j4asVFTibAFj6qL5iEXA2GRwP6lwN66m7PWojQbMLGGO9GeFmwEbORHsooqbMb41p6W8oae1pEre3O0gaphxjCP3Ycpeih0/C1siIibIEOqpQR/IGkpK2ERQGInv6amdEOx2y6+9ZFjFTdt+6AqUquICqvIt5mJe6fF+27BX/U2DPn7UBGeBNO0p+09hhY83rg/ZO0HA00Yx9PeWoFVUW1WlX9E0lL1w143ZF+OfdBmMCCfrCAI9SJpKXe9bvb71VDcuMjNbu08tQ+qIrSuw2GVBb7325TmAL89py5u63i+1gBx4j1ARBxwdC2w7aeGb7OJTRPZhZjNCcnBPE2kS+SmfrpbxU1OSZWtsWMwIJ6bIEMCN0Ig9Lrx2K6+NaBSI0uBP98HjqzxySaNZjOOO7wfxrlLnaMTHBcx9hYgJrm2obgx1VK2yE1v1BzQFq3wqkJnvw2jKqxUaj8Q6D6hcQe06CmgshCW9sfhYJuJGMzb4tsBY28GljwHLHwC6H8GYGzA96hD45r3ufpuuEAfyLWKG4nc1AtbDqQlRCG7uBL7c0pV76NgQMSNIAj1wl+8/CPHqAF73fSy5uFbJZxKTQ6t0E4+gEt8T1445uZORj3G3+6jyI1V3KT2gSlaG4oZSXFzpMAeudn1KzDn79rj/lnY8Neg+XfNB+qiaeoTwBaHbYy7DVj9LpCzA9jwBTD8Mu+364NxF+2TotWE+wO2yI2IG29NxRQ3TE2JuBEEIWSgUZDRm+2ZxSo1FYjiprCsGqv352FSv3aICDP6rDJp+Z5cTOzT1h6tGnm1FkPlSAAfYTKbsXv3bvTu3RtheuTm0ErNgKunklw9Nw2tlqqpBAoOapfb9oE5+pC6aIQZuXm53CIGdEgAljuMZmATPc7k8hZGfeb+Q2va1/9MWLqNB7bMdo5ETbgLmPcIsPhp4LjzgXDN6FsnxnCgnfPE6sbQPkF7rb3HNHNsq45ANoCe7eKwcl8e9tbhu+G/lTmbM5EcE4HJA9L83vlZxE2Q4csyTUFoCHZxE5im4r9+uArrDhbgjsl9cNfUvj7Z5rtL9+HF+Tvx0BkDcN3Eng6RlDvgS8zV1dheNhs9T5qOsAjNF4J1n2riRhckVkoqG5mWytuniY7IBCC+PaKic1BqiUKcoRLJhhJEx7dBanwUUHjE4cUygSSt8Z1X7JqnNQk0RgDT/uX+MSdcD/zxOlB4CFjzITBa6zlTJxQ23oigeuiYrKVXiyuaEP1qzeXgOZ7FzTNztuPjFZrJ/vPrx2BsL2s1np+QmFyQ8MudE3HV2G54/oKh/t4VoZUS6KZiChvy6UpnMdAUsou11I3u0WhRkq2jAlzETZneobihkRs9JdW2t+ozExMZhgJoEbhklCAlNtI2e8qGo9CpD1M18OuD2uUxNwJtrGLQlchYYNK92mX6byq1KEqd+GgC+8WjuuC8EZ1x6qD2OHtYR1w9zmoOF+qEAzTJPms5uCtMlX639rDt+iFr2s+fiGwNEvqnJ+Kxs5UtTxD8aioOhD9cdVFU4buKDpNZs/DnlVXBb92QGeEwm21GY1sTv4ZGbnQzcao2HTs2IhwFlnh0MuQixVCCPPpPOCE8b6/9OUVcsEZ7t/0/PwBydgKxbYETrZ4dT4y4Elj+ijbpe+Ub9T/eR+KmQ1IMXrhQfiA2pZEfGz66ppx+WH8EpVajOwmEqiqJ3AiCEFKN/KpqtGnFvoBTskleiR/ETUJHwBAGmKqcGgbqi0iDUyq6d6etVdwwcmPRfpEnoURNyMbRdS7P2aMJHp6qymr7a/T7Cg4Bi5/Sbj/5H5q3pr5+QSdbozzLXgHK8lpE3AiNo2ubWBgN2ndP7xGkQ7HzmUu0VMSNIAhBQ6CnpZoDGn1Jvj8iNzTyJnVySilxIWHkJh256PHhcODzS7xriEfxcGC5djm1tzpjWirfmpZi5CaSJuwja52ft+hJ4Nnu1lM3YNd8ewrqvWn2+/47WBM5aQOBEVd5d3yDz9Ma81UWAsv+63yf2R4FUPBxgt+IDDfahue6moo3Hi7ElqNF6jFXjNGijSJuBEEIushNTonW66Y1UK2npUr9IG5IlzHaOQ24jEqZzKgxW3BT+I8IK8sGdsy2Tfmu00j83lQtBcSISveJtmqrQovdc6N6vuiRm35nAJEuFXGMIOmvxT44h1c5388GfdOf9766imm2Ux7WLq98GyjKsN+38xf75T6nArFNn04uNI+pWI/aTB+cjm6pmgAScSMIQtD1ugnU6A3TLL7GZE1LMXLDqEmLQ+MtU1M75wAHV6Ks0oR2yMfFYQ7zmVhS7WnfDq8B3p2ipaQ4F+uauVozPUZuIsJtkZtkPXKjixs2Drz/EPBwrnY67Rm7/6c4S3tNcuaL9sc8cBjoPr5hx9f3VKDzKKCmXDMX66x4QztnVdplXzVsm0KLiRv6237ccFRdvnR0N1sHaBE3giAEXa8bEojl4InR1hJqH1JjTUvRe6M3z2tR6I8Zdql2ecHjKKmoxg3hPyPKUK35UMJjgMOrgd3WdJEj22cDH54BlOUA6UOA6+YDaQNsdzt6bihuUlEAFB3RBoN2GKpFVhiF4Umv3Co8rPWoqSwCOg7XUlD6Yxoz94nG1CnacE2s/Z9mZs7crJXAU9SN+ltj3jWhGWdM7T1mFzcz1x1BebUJfdLicUL3FJu4KRBxIwhCMBHIpmL9D6svYQpIJ7/UT3+wT7ofCIsCDvyO8C1f47KwBdrtU/4JnHCt3RvjGL1h2ujLy7SISO+pwNVzgIR0p80qcaN7blCC3tU7tTva9gOiXFJSeq+brM3Axi+oSoDpLzRsfIInOOKh12TAXAMselqrniIDz2pYjx2hRcvBLQ5G4ktHd1U/fvR/g0UibgRBCCYC2VScGGP3etSYzD4tBfdbOTjhAn/Cdepi+qK7EGOowjZjH00QjL8TiIjV0kk752ol478+BMy+R2vYx8jKJV/UFiu6odghctO9cod2R6cRbvahi913o5dydz7ed8c4+RHtfNNXwLpPtMujb/Ld9oUm06NdnG3oKP99rT1YoJp6coTFucM1EZps7ZUkaSlBEIIKb9JSszdlYOkud0OSWi4tpXegbSrVDiIp31+mYjLxbmXwNVCwAPgy5iItpUP/jJ66mfsA8Mm5Wv8YXTDMeMmjwTc2UutzoxuKu1Zs1+5gusmVmBRNROmXJ1tTSb6i4zBg4DkO10cAXUb59jWEJtEhMVoJGaZo7/5qA15bpLUWOHNIRyTFav/2HD03fvGoOSDiRhCEBkdu+OvNHeyBcetna3HNh6uRXaR1920pwtiIw0puqXMvDp9EbvwpbuLaAmNvVRe3mrthc9w4+33jbtcqm+hX2btIG31w7rvAxP/TBJAHmJbKR4K6nGooQqcyXdy4idxwO9YSclXhFNcMrfXZ94Z+HzLmpjr3XWh5jEYD+qVr3xeaiBduz1aXLxxpTx3q4ob/bhyb+vkD6VAsCILX9GpnNxW661SaUVgO6gGzyYLPVx3CHVO0hnEtgePvxH05Zeidpv0h9kUTP7/1unHkxHuwLi8ct/+Zih6O5mkKjcu+1kzFFAf9z3AffXGTljpiaQuzxYAEQ7nmz6EwSvfQU+acNzTPzXEXollo1xe45Eug4AAw+PzmeQ2hSfz7/CE457VlqKg215rXRaIjjKrqji0LGL3Rqyv9gURuBEHwmm6pcSpCwsqhTDeRGfbA0fl05QGntE5Lssc69TlkIjckLAKbOl6AQ5b2iHedK9VtnJaGOuUhr4QNiY0IQyUicRQOUZj2gzwPqKToGXpx46qivKXvNGDU9c37GkKTxgD958JhTrepztZW+GMnUU9NlfnXdyPfIEEQvIZ/yLpbG3XtyqotIHKK7QIgu7gSc7dktti+Oab49/pI3Dh5bvwduVFzpUw2v0xTCQ/TfmUfMLe33+jOTCwIDnSxpqZ1VH8kB5Ksxn5/m4pF3AiC0CB6p2km1N3ZtQXEMWvkRve/fLT8APyBYy+OkIncOAzN9FW4n5PFD1gcxI07v40guCkq0IlwiNw4m4r9++9FxI0gCI0TN26iI3pa6qyhHRFuNGDV/jxsyyhqoT2zCxHX+TdB3efGgdKqGp92Y2Zqar+juJHIjVAPydbKKJ2IMGffXaB0KRZxIwiCzyI3Odbp2YM6JuLUwVrTuI/+aPnoDaMsvijd1jsUq20GRFqqpnETweswFe+3aJ9TTViM1sBPEOqAvpr2iXZfVoSLPypQet2IuBEEoUH0bqdVIe1xJ26KtchN2/goXDW2u61Fe0uYC13bauy1dlJtCjWO1VKBkJayltfG+SpyExmOFeYB2GXuhAPdL/B+6KXQqmmfGO1UIu6IRG4EQQhKeqVp5eC5pVW1fCh6WorihrNm+qcnqNkzX6851OL7uccHvhuntFRZFcwO1/1BmTVyE+vDyE0R4jG16jnsHvGgT7YptC5x44qtWkrEjSAIwQR/7Xey9rZwTU3ZxE1CpApfX2mN3ny84kCzCwN96+yi6itTseMYB+4+pyAHQrWUzwzFDhEgx5JeQagLx7SUK/bIjR8GzTog32ZBEHziu2HZdL41/cTIDTlneEckRIfjQG4ZlvhwJMOczZl4avY2VNXU7qPTq128Uzk4RdXjP23Fd2sPNyly44+KqcU7stW+V1SbmsdQ7LCdKJeSXkHwRPsEz5EbSUsJ/9/enYBFWa59AL9B2XdUUBDFXFEgU6xc0iy3LOtYnjT9otI6n1nnlNflUtmnnnMspb5W92OZmpnViezkp7liJuaVaCoq4oIoFeAaIFssz3fdD7zjIAzBMDLzPPx/1/VevLzvODO3M7xzz/1sAFolN8YHPzfBB1R2KuQqz6MxYTbvWLzg25P0r91p9HnS9eYuYy2bjpXPzRgxlZqdRysTz9LrmyqXF7Ciz40xtL2x57p5c0uqfO7cb+lmDAX3cLl+P6jcQF3dGxFcbckTA5IbAFA+uTl1Ia/KulIs0MutykXv8Tvby58JqRfo3GXbDNE2Ri4t332m2grgxhIR/Fh8zkgIeL0p83lr6sK4fQuvimTtcuVosMZiNPMZkyEaHYptMYlftcpNc9tUg0B/3UN8acNz/WnPzMHVzkWG+tKbY6Jp+jD7jrxDcgMA9da5MrkxHzHFHYxZS++KRMAQ3tKL7u7aSo5mWruv4dUbXtbGWNsm40ohbTySKfeNtCXEz0OuccPrQmVcLTTdlh+/vpWXksqh4EGVfQwas3LDlShjbp3E05cpr6jE9pP4oc8NWKlnmD+18as6oR/jY3+OCaMBnVuSPeHdDABWV25+zSkyfeAaw8Bb+VTvbGgMC/9sfwYVNnC14IIb+iku2XW6SmdlXsszvIWxwOc1OVrLUJ/KC9+nMby8VWUfoiuNOJFfwe9lcgFCxj8TUi/KY8bMwrZgXgFCcgM6wbsZAOqNJ+oyKjTGIpXmw8BvNKhLK2oX6Em5RaX0n8MV/UesZQzC4KqDj1tzOpl9jbanZJsSER6ldb1Tcb6pM67RNFXfqo15wtaYlZsbH8vod8NQuQGoHd7NAGAVI4EwFtC8ntxUbZYyJvoy+t6s3nvO1Pm3IZUbTjj+q2/FfS7edcZs8QWiWyr73fBEfkVWVm7M++cEVY4OaczRUkaTFFei2HcnK0abcXcmY7i7Lea5MdjqPgEcAd7NAGCTNaaMpRdqqtywP8e0lX1hjmfm0oFzV61+3ILSik97fw8Xmti/g/xQPpzxm9yYk1nideZCPhWZDRe/XJmA1QX32alWuclv/MpNlyAfOa+IkWzx0gtcnbIFVG5AV3g3A0CDOhUbw8Fra5YymrL+1DNU7q9uwLDwgrLrM6Fy0jGuT1i1oafmlZtis8pNfSovVSs3lX1u7NAsFejlSsO6V6z/xLxsNFKqWnKDeW5AI3g3A4BVOgVVXWPKGAresoYOxYbHK5uRNidn0oXcogY1SxkL9D0z8Ba5ArmBixodWnqZqknZZo9zqR7JjTHEnO+vpT0qN5WPFeDlQsN7mCU3NupMzDzMEiU0S4FO8G4GgAY1S6Vfzqfi0jKzZqnqfW4MPUL8KKZ9gJz599MfMxrULOXnUfHB3DbAkx6qrAgZfNxdTNWWlMw8q5qljNmJedVjY1LCRu1zUznbMz/2HbcEmiZHs9WK4OaVG67a2KqpC8ARYAlYALAK9wPhUTvXikvprrgEU7OUMWzakth+4ZR07iotTjhN6/efr//cL9eMPjfXk6hn776F4n/6WY6YMj6juWnqQl4xHfs1x3S7P0pOeB6epbvOULkQpuSGJyTkpiHGo714mQmXRmjC+flqoSm54ce7t1sQxf/0i82WXmAeLpXJDao2oBkkNwBgFf6m37djC9p2PFsmEYwX1GzxB8nNiB6t5bDw81cKKDPHmqapiuylR4hvlSayMb3a0hcHfqbOlc1l3Kl4X9oVUwWkLqOlVu9Np19+q0gqDF2CvWXVhJMmTp5+KyipcS4fW/rX7jP0ZeVaWEacY/uE0deHf6Vbw/xt9jhhgZ4yQeUYAXSC5AYArLZkQi9KzcozzTHToZVXjevNmOMqwf/9bQClXyqo9+OVlpZSYuIeGjHkbuoU7FflXNwj0fTyyAhTleWWyhFT5ozqkqWqkFEtWREbQ619K4Z/dw72ljHx6CxOlLij781Kbvg5vLPtJL2345T8/bnBHWlEZEV/mztuaUFJs4bIjtS2wkkbT6HvXlnBAdAFkhsAsBo3l0SGVk0y6oL7xES1rf+/KykpofPeRO0DPWucS8dIbMxHTJnjZiVeSbymZhhePoJnM+YKzcAuLauttRTg5SqTm5vV74YTxLgtJ+nDxIqRZNOHd6XnBneq9hxszeiYDaATJDcAoKWOLWtuauHKS3BlVcacUbUJ9nGvcRHJQE9XSqP8mzJiipd6+OKsMyVmVyQ2sx/oThMHdLD54wA0FehFBgBaCg3wqLFCY6lpKuNKRTNZWGD1xQDNqya2nuuGh5y/9NVRSszmEUvcvBaFxAaggZDcAICWuJ9Mh8oFNM1ZalYyKjc8tLwmXLlhtqzccBPZ39b/RF8dyiRnEvTWmCga26edze4foKlCcgMA2jLvd2MMEbc0YirjamXlJuAPKjc2Whmc17z674+TaFNyFrk0c6KJXctpVHQbm9w3QFPnMMnNggUL5NDSF1980eJt4uPjKSYmhvz9/cnLy4t69uxJH3/8caM+TwBQM7kxJvWz1Cz1h5UbLxebrQyeX1xKE1ftp4TUi3K9reUTbqOoQOsXEwUAB+xQvH//flq+fDlFR0fXervAwECaNWsWdevWjVxdXWnjxo301FNPUVBQEA0fPrzRni8AqOEWs07FIf4elJ1bbLlZqrLPTVtLfW5sNEsxr4HFiQ0vHspzzHz4RAz1CvOlTRWjvwFAh8rNtWvXaMKECbRixQoKCAio9bZ33303jR49miIiIqhjx470wgsvyIRoz549jfZ8AUDNyg1PMMiycotk5cR841mWf66cvC/MYuWm4ckN/9vxK/bJxIbnmFn79B1y/hoA0Kxy89xzz9H9999PQ4YMoXnz5tVrsqudO3dSamoqxcXFWbxdcXGx3Ay5ubmm+TJ4sxXjvmx5n45C19gQl/6xtfO/PtleG9+K/fiDv8jNUifklp7Narx/H7eK74JX8out+r/l1cnHr/iRTmTlUQsvV1r1ZG/q1tqryrVIt9cMcamnxIFjq89zchKcJdjJ+vXr6bXXXpPNUu7u7rIyw/1o3n33XYv/Jicnh0JDQ2XC0qxZM1qyZAlNnDjR4u3nzp1Lf//736sdX7duHXl61vwNDQD0sTzFma4UO9ETXcro/aPNqLDM8gzKPQPL6amuFauB3+hiIdG8Q83J1VnQm3eU1ft5/OecM+341Zm8mwv6W2QZBdfc+gUAFhQUFND48eNlHuDre335FYdKbjIyMmTn4G3btpn62tQluSkvL6e0tDTZnLVjxw765z//SRs2bJD/tq6Vm7CwMLp06dIf/ufUN6PkWIYOHUouLrabHt0R6Bob4mo6sfFljgcs8JwyxoKYNaltGYLcwhLq/XqC3E+efW+9liw4lPEbjV3xI/FDLx3fk4ZEBDWJ1wxxqafEgWPjz++WLVvWKbmxW7PUgQMH6MKFC9SrVy/TsbKyMtq9ezctWrTIVJm5kbOzM3XqVDElOSdCKSkpNH/+fIvJjZubm9xuxC/azXjhbtb9OgJdY0NcTSe2hvx3BDZvLputysoFXSsR5OPpUuch3y99dUwmNn/qGUL3RYc2udcMcanHxQFjq8/zsVtyc++991JycnKVYzzyiUdCzZw5s8bExlIlx7wyAwBwM3Dlh0dM8VBy7hjcxq9u7UrvbD9JZy7my8U25z7Y46Y/TwCwY3Lj4+NDkZGRVY7x3DUtWrQwHY+NjZX9a7gyw/gnN2XxSClOaDZt2iTnuVm6dKldYgCApoXnuuHk5modJ/I7eP4qrdidJvdfHx2FRSoBmspoqdqcP39eNkMZ8vPzacqUKfTzzz+Th4eHrPKsXbuWxo4da9fnCQBNg2k4eB0m8uPmqGlfHJbNUQ/fFkpDuwc3wjMEAIdLbnbt2lXr7zxUvD7DxQEAbkZyU5f1pd7edpLSLubLmZHnjEJzFECTmsQPAEAVdZ2lmCfpW/F9RXPU/IejyK+OnY8BwDaQ3AAA1LdyU0uzFDdHTf/iMPEkGw/3CqV7I9AcBdDYkNwAANiwcvPW1lRKu5RPwb5uNOcBNEcB2AOSGwAAG1VuktKv0Ad7zsr9BQ9HozkKwE6Q3AAA1FGAafHM6kPBC38vo+n/PiKbo8b0bkuDu1WdhRgAGg+SGwCAOgr0tDxa6n+3ptLZS/nU2ted/ueB7nZ4dgBgQHIDAFBHAV4upnluzJfl259+hVYmVjRHzX8kivw80BwFYE9IbgAA6tnn5vfScir4vex6c1Tl6KhHY9rS4K5ojgKwNyQ3AAB15OHSjNyaO1cZMfXGlhOUfrmA2vi506tojgJwCA41QzEAgKMvnsnVm8ycIjliin+u2psuzy14JJp83dEcBeAIULkBALBirptfrhbS9H9XNEeN6xNGg7q0svdTA4BKqNwAAFjR7+b1zSmUcaWQQvzcadb9EfZ+WgBgBpUbAAAr5rrhxMZojvJBcxSAQ0FyAwBQD4Fmsw4/dnsYDURzFIDDQXIDAFAPrXzc5M9Qfw96ZSSaowAcEfrcAADUw5jeYbJJKrZfezRHATgoJDcAAPXQ2s+d4sZE2/tpAEAt0CwFAAAAWkFyAwAAAFpBcgMAAABaQXIDAAAAWkFyAwAAAFpBcgMAAABaQXIDAAAAWkFyAwAAAFpBcgMAAABaQXIDAAAAWkFyAwAAAFpBcgMAAABaQXIDAAAAWmlyq4ILIeTP3Nxcm95vSUkJFRQUyPt1cXEhnegaG+JSj66xIS616BqXo8dmfG4bn+O1aXLJTV5envwZFhZm76cCAAAAVnyO+/n51XobJ1GXFEgj5eXl9Ouvv5KPjw85OTnZNKPkhCkjI4N8fX1JJ7rGhrjUo2tsiEstusbl6LFxusKJTUhICDk7196rpslVbvg/pG3btjft/vnN4GhvCFvRNTbEpR5dY0NcatE1LkeO7Y8qNgZ0KAYAAACtILkBAAAArSC5sRE3NzeaM2eO/KkbXWNDXOrRNTbEpRZd49IptibXoRgAAAD0hsoNAAAAaAXJDQAAAGgFyQ0AAABoBckNAAAAaAXJDQAAAGgFyQ0AAABoBcmNDRQXF8sN1LNr1y4qLCwknfB78cyZM9q+J7OzsykrK4t0kJOTQ6mpqXLjfVDHqlWrtHzNTp06RTt27KDTp0+TypDcWGnbtm00cuRICggIIE9PT7nxPh/bvn07qezw4cM0b948WrJkCV26dKnaomoTJ04kXQwbNozS09NJ5QvsDz/8IPeLiopo0qRJ5OXlRV26dCFvb2+aPHmysknOlStXaMyYMdSuXTt69tlnqaysjJ5++mlq06YNhYaGUr9+/SgzM5NU9MEHH1D37t0pMDBQ/jTf//DDD0lVmzZtkq/RjBkz6MSJE1XOXb16le655x7SxV/+8he5CLPK5s+fLxMZ4/UZMmQIde3alYYOHSp/3nffffTbb7+RkngSP6ifVatWiebNm4tx48aJjz76SGzatEluvP/YY48JFxcXsWbNGqGiLVu2CFdXV9GjRw/Rrl070aJFC7Fz507T+aysLOHs7CxUc9ttt9W4OTk5iYiICNPvqunQoYPYt2+f3J82bZoIDw8X8fHxIiUlRWzYsEF06dJFTJ8+Xaho4sSJIjIyUixcuFAMGjRIPPTQQyI6Olrs2bNH7N27V/Tp00fExsYK1bzxxhvC09NTvPTSSyIhIUEcP35cbrz/8ssvCy8vL/Hmm28K1XzyySeiWbNm4v777xcDBgwQ7u7uYu3atcpfOwICAmrc+Nrh5+dn+l1Fbdu2FQcPHpT7Tz/9tLwG8u+FhYXi0KFD4s477xSTJk0SKkJyY4XOnTuLRYsWWTy/ePFi0alTJ6Givn37ildeeUXul5eXi7i4OOHt7S02b96s9AWKk9ERI0aIuXPnmrY5c+bIWKZMmWI6pho3Nzdx7tw5uc+JjPE6Gb777juZpKqoTZs2IjEx0fS+4w+TrVu3ms5zkhMaGipUw6/HZ599ZvH8+vXrRVhYmFBNz549xXvvvWf6nWPkRO2DDz5Q+trB1z9O2PhLrbHxF1lO5F577TXTMRW5ubmJ9PR0uc9fjPh6YS4pKUn+HaoIyY2Vb4gTJ05YPM/n+FuLinx9fcXp06erfSPji9Q333yj7AWKPwg7duwoZs+eLcrKyqokPceOHROqat++vamyxh/0+/fvr3KeKwL82qmIqxvGhZdxRTQ5Odn0e1pampKx8bWBXxdL+P3o4eEhVMOvBb8m5vi9ycnB0qVLlb12nDp1ylQlzMvL0+baYXwh2rhxo6kKbHyZMPz000/yM0FF6HNjhR49etTaLr5y5UrZdq4iXiztxjbW8ePHyz4CY8eOpa+++opU1L9/fzpw4ACdPHlS9tXgDrc6mDBhAs2aNUu+Zo8//jj94x//oGvXrslzBQUFNHfuXBm7ijp37kwbN26U+5s3byZ3d3faunWr6fyWLVuoQ4cOpJo+ffrQggULqLS0tNo57lcUFxcnb6MaX19f2dnb3ODBg+VrOH36dFq4cCGpqFOnTrR3715q3bo19ezZkxITE0kXzzzzjHxtuPPw888/T9OmTTNdG8+ePUtTp06V/RKVZO/sSkXcNs7fUqKiosTUqVPFggUL5Mb73CeAv6ncWN5TxdChQy22969bt05+e1bx25e5lStXitatW4vly5fLeFT+9lVcXCwefPBB2ebPrx1XBbjiwU2n/B7lJpDU1FShIu6vwaV/buLlaukXX3whQkJCxKOPPir7u3HfsNqahx3V4cOH5fuP+7ONHj1aTJ48WW68z8e4GcC8QqUK7hPFldHarpmqXzt27Ngh/6a4b5Tq1w7DX//6VxlLt27d5PWDXyP+2+KfMTExIjMzU6gIq4JbiUfYLF26lPbt22calsqZfd++feUIlfDwcFIRV2Z2795N77zzTo3n161bRytWrKCEhARSfbgjVz2SkpLo6NGjylbaDN9++y198803lJaWRuXl5XJEEVdsuOrGo6dUxd+S+W+M/6644nb8+HFZ9eCq1KhRo+iJJ54gFeXl5dHatWtrvH7wa8ZVENV89913ssLx8ssv13ierxlr1qyhjz76iFR2+fJlWfHgePj141FFqktJSZEVthuvHzx6ysnJiVSE5AaaLP4j5g8Z/iBR9Q8YAACqa17DMagjbjM/duyY6ZsXZ7sRERHk4uJCusXG3yq5uqF6bIhLPTrHVpOSkhI5fw/P76MTfh15XhjEpY4Sld+L9m4XUxGPtpk1a5bw9/eXw1PNNz726quvVhmRoxJdY0Nc6tE5ttrw/CKq902pCeJSzyGFY0NyYwWeFK1Vq1Zi2bJl4uzZs6KgoEBuvM+dVIOCgsSMGTOEinSNDXGpR+fYdP1AqQ3iUs8hhWNDnxsrcFl89erVNHz48BrP8xDV2NjYasMiVaBrbIhLrbh0jq1Xr161nue1znjKAh4WrhLEpVZcuseGPjdW4E6oISEhFs9z35v8/HxSka6xIS716Bobj/gaN26cxTl6uI8Df6CoBnGp57jGsaFZygojR44Uw4YNExcvXqx2jo/xNP88XbeKdI0NcalH19h69+4tlixZYvE8zwqrYlMA4lJPb41jQ+XGCsuWLZOrf/M3x6ioKAoODpbHuTyenJwsR3IYM6uqRtfYEJd6dI2N5w9JTU21eN7Hx4cGDhxIqkFc6umvcWzoc9OAOVK4zb+mSbh4umpnZ3VXttA1NsSlHp1jA4CbB8kNAAAAaAXNUg3w448/0g8//FDlGyVPEa/iondNJTbEpR5dY6spLq5I3X777aQyxKWeH3WMzd6dflSUnZ0tBgwYICcTa9++vbj99tvlxvt8jM/xbVSka2yISz26xoa41KJrXLrHhuTGCo888ojo27evOHHiRLVzfKxfv35izJgxQkW6xoa41KNrbIhLLbrGpXtsSG6s4O3tLQ4ePGjxfFJSkryNinSNDXGpR9fYEJdadI1L99gw1MAKbm5ulJubW+vkY3wbFekaG+JSj66xIS616BqX7rGhcmOFKVOmyDbJ+Ph4kZOTYzrO+3wsPDxcPP/880JFusaGuNSja2yISy26xqV7bEhurFBUVCQmT54sXF1d5eyN7u7ucuN9Pvbss8/K26hI19gQl3p0jQ1xqUXXuHSPDfPcNACX8w4cOFBl+Fzv3r3J19eXVKdrbIhLPbrGhrjUomtcusaG5AYAAAC0gg7FVuKl4Pfs2SNXVb1RUVERrVmzhlSla2yISz26xoa41KJrXFrHZu92MRWlpqaaJjnitsmBAweKX375xXQ+KytL2ZVUdY0NcalH19gQl1p0jUv32FC5scLMmTMpMjKSLly4IFdU5ZVTBwwYQOfPnyfV6Rob4lKPrrEhLrXoGpfusaFyY4WgoCBx5MgR0+/l5eWyx3m7du3EmTNnlM52dY0NcalH19gQl1p0jUv32FC5sbKNsnnz62uOOjk50dKlS2nUqFE0aNAgOnnyJKlK19gQl3p0jQ1xqUXXuHSPDauCW6Fbt26UlJREERERVY4vWrRI/nzwwQdJVbrGhrjUo2tsiEstusale2yo3Fhh9OjR9Omnn9Z4jt8Ujz32GDf3kYp0jQ1xqUfX2BCXWnSNS/fYMM8NAAAAaAWVGwAAANAKkhsAAADQCpIbAAAA0AqSGwAAANAKkhsAsIsnn3xSzqvBm4uLCwUHB9PQoUNp5cqVVF5eXuf7WbVqFfn7+9/U5woAakFyAwB2M2LECMrMzKT09HTavHkzDR48mF544QV64IEHqLS01N5PDwAUheQGAOzGzc2NWrduTaGhodSrVy965ZVX6Ouvv5aJDldk2Ntvv01RUVHk5eVFYWFhNGXKFLp27Zo8t2vXLnrqqacoJyfHVAWaO3euPMf7GzZsqPJ4XOEx7pcTKr7N559/TnfddRd5eHhQnz595Kys+/fvp5iYGPL29qb77ruPLl682Oj/NwBgPSQ3AOBQ7rnnHrr11lspPj5e/u7s7Ezvv/8+HTt2jFavXk07d+6kGTNmyHP9+vWjd999l3x9fWUFiLdp06bV6/HmzJlDr776Kh08eFBORT9+/Hh5/++99x59//33dPr0aZo9e/ZNiRUAbg4svwAADjkt/JEjR+T+iy++aDoeHh5O8+bNo8mTJ9OSJUvI1dWV/Pz8ZAWGK0DW4GRo+PDhcp+bxHhW1h07dlD//v3lsUmTJpmqPQCgBiQ3AOBweOJ0TljY9u3baf78+XTixAnKzc2VfXGKioqooKCAPD09G/xY0dHRpn3u1My4Gcz82IULFxr8OADQeNAsBQAOJyUlhTp06CD7xXDnYk5AvvzySzpw4AAtXrxY3ub333+v9T44ObpxdZmSkpJqt+ORWub/pqZj9Rm9BQD2h8oNADgU7lOTnJxMU6dOlckMJxZvvfWW7HvDuAOwOW6aKisrq3Y/rVq1kn1wDKdOnZLVHgDQH5IbALCb4uJiysrKkslJdnY2ffvtt7IJiqs1sbGxdPToUVltWbhwIY0aNYoSExNp2bJlVe6D++Hw6CnuJ8MdkbmpijfumMwrG/ft21fe/8yZM6tUZABAX2iWAgC74WSmTZs2MkHhOW8SEhLkyCgeDt6sWTOZrPBQ8Li4OIqMjKRPPvlEJj/meMQUdzAeO3asrNa88cYb8jhXe3joOA/z5hFQ3HHYFn10AMDxOYkbG6UBAAAAFIbKDQAAAGgFyQ0AAABoBckNAAAAaAXJDQAAAGgFyQ0AAABoBckNAAAAaAXJDQAAAGgFyQ0AAABoBckNAAAAaAXJDQAAAGgFyQ0AAABoBckNAAAAkE7+H13pY5Hx12ndAAAAAElFTkSuQmCC"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjcAAAHcCAYAAAAqQ4tyAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAA98BJREFUeJzsnQV8G+X/xz/Ruq+duxsbAwYTBmMCDHd3d7cf7s4P/gyG/3B3xhzmG2Pu7lJZ3dvY//V5Lpdc0iRN2rRN2+e9V9bI5XJ57nLP576qczgcDkgkEolEIpG0EPRNvQESiUQikUgk4USKG4lEIpFIJC0KKW4kEolEIpG0KKS4kUgkEolE0qKQ4kYikUgkEkmLQoobiUQikUgkLQopbiQSiUQikbQopLiRSCQSiUTSopDiRiKRSCQSSYtCihtJs0Cn0+H2229Hc6Apt7Vbt244/fTTEemceOKJ4tZcufrqq8VYN8ftjo+Pb7TPu/XWWzFhwgQ0N/Ly8hAXF4dp06Y19aZI6ogUN5ImZf369Tj//PPRtWtXREdHo2PHjuJk+Pbbbzf1prU6KDYozNRbTEwMjjjiCLz55puw2+1obRw6dAhPPfUU1qxZg0jl008/9dhn/m5NIcR2796Njz76CP/5z388np8yZQouuOACdOnSRWwbBZc/Zs+ejdGjRyM2NhYpKSniXLFnz54ay5WWluLuu+9Gp06dEBUVhf79+4vPqY0bbrhBbIP3BUFaWhquv/56PP744yF9Z0nkYGzqDZC0XpYsWYKxY8eKkxxPMu3atcP+/fvxzz//4K233sIdd9zR1JvY6uDk8OKLL4r7ubm5+Prrr3HPPffg8OHDeP7559HaxM3TTz8thMHQoUM9Xvvwww8jQvCNGTMGX3zxhcdznJSHDx+OG2+80fVcY1prVPgb7t69u/iNa3n55ZdRUlIitjEzM9Pv+6dOnYqzzjoLw4YNw0svvYTi4mKxToqd1atXIz09XSxns9lw8sknY8WKFbjtttvQu3dvzJw5U1iNCgoKaogrFS5PcciLKl/cfPPN+L//+z/8/fffOOmkk+o1FpImgI0zJZKmYNKkSY709HRHQUFBjdeys7M9HvNQve222xzNgabc1q5duzpOO+20Or33hBNOcAwcONDjuYqKCrHOhIQEh9VqDdNWKp/FWySzfPlysS//97//OZoTcXFxjquuusrna3yerzc01dXVjjZt2jgee+yxGq/t2bPHYbfba93WAQMGOHr16uWoqqpyPbdmzRqHXq933Hvvva7nvv/+e7GfPv74Y4/3n3feeY7o6Oga5xLCzx8xYoTj2muvDfibGTRokOOKK64I4ZtLIgXplpI0GTt37sTAgQORnJxc47WMjAyf7/n1118xaNAgYXrme2fMmOHx+t69e8UVW9++fYVbheZlmsC1puzCwkIYDAZxVaZCK4VerxfLK/pE4ZZbbhEWJZXt27fjvPPOE8/xio+WjosvvhhFRUUNsq1a18PixYtx7733iitWxgOcc845wqJSG5999hmMRiMeeOABhAq/4zHHHCOutHNycjxe+/LLL3HUUUeJbU9NTRXjQMubNx988AF69uwpluPV+sKFC31+VlVVFZ588kn06tVLjFnnzp3x4IMPiud9xTT98MMPGDBggFjviBEjhIuTvP/++2Id3Ha62rzHk89xv6xcuRIjR44U76eF4b333nMtM2/ePPG9yTXXXONy73Bf+Iu5KSsrw3333Se2m9vP/fraa695HE/a7a/t+GhIDh48iLPPPltYdHg83X///cICooWWKbokuW0cy7Zt2+Kmm24S1pDaWLRokfhNjR8/vsZrdEFzDAKRn5+PTZs2iWPcbDa7nh8yZIhwOX377beu59TjicefFj6urKzEb7/9VmP9tHZt2LChVmskXeR//PFHjX0oiXykuJE0GTzJcYLhSSYYeMKkGOBJ65VXXhEnLgoNBv+pLF++XLi7uAzFC03Lf/31l5jQysvLxTIUU5xUFixY4LFunnDVk6r2xHn88ceL+9XV1cL8TbcZXWbvvPOOMP3v2rVLCKaG2FYt/My1a9cKAUDRxZNubYHLFBacnB9++GG8+uqrqAsUBxwbrQjlpHDllVcKF8Abb7wh4h247XSTaMfi448/FhMixSDHYdSoUTjzzDNriCBOpHyeYuCMM84QMVecfP/73//ioosuqrFN3C8UEldddZWIi9m8ebOIm+A+4Vhy7Cnmli5dimuvvbbG+zlBT5o0SYgzbhdFKsf0k08+Ea9zAn3mmWfEfe5jToa88fv5gpMft5/be8opp4gxobjhNlCQehPM8dFQqG4cimmO9wknnIDXX39dHCtauN+4/dxndAfxOPrqq6/Eey0WS8DP4HHNY+bII4+s0zaqgpbC0xvG39BlmJWV5VqWFytaEaQuR3iO0UKh/tBDDwl3lfbCxRc8Png8b9y4sU7fQ9KENLXpSNJ6mTVrlsNgMIgbTcQPPvigY+bMmcKk7Q0PVbPZ7NixY4frubVr14rn3377bddz5eXlNd67dOlSsdznn3/ueo5uo7Zt27oe08w9ZswYR0ZGhmPKlCniuby8PIdOp3O89dZb4vHq1avFen744YeA3yvc20q3CJ8bP368y5xP7rnnHjF2hYWFrue0JnZuN7f/2WefdQQD3UT9+vVzHD58WNy2bNnieOCBB8Rna832dCvwc59//nmP969fv95hNBpdz3M/cjyHDh3q4Vr44IMPxDq1bqkvvvhCuBsWLlzosc733ntPLLt48WKP8Y2KinLs3r3b9dz7778vnm/Xrp2juLjY9fwjjzwintcuy8/lc6+//rrrOW4ft5Pbqx5/gdxSdKVwrFV+/fVXsexzzz3nsdz5558v9oH2WAj2+GgotxQ/55lnnvF4/sgjj3QcddRRrsfcD1zuq6++8lhuxowZPp/35vLLL3ekpaXVeVttNpsjOTnZMW7cOI/nc3NzxXu4DStWrBDPcT/ysfex8/DDD4vnTz/9dI/n77//fkf37t0dlZWV4nEgt9SSJUvEOr777rtav4skspCWG0mTQZMvr6x5xUuLBK9geVXIjKnff/+9xvI0cdO9ocJMnsTERGE5UdFe6fHqklfCdFHQ6rBq1SrXa7TGZGdnY+vWrS5LAK/K+bxq5ubVNeci1XKTlJQk/jJY0ZdlpaG2VYUWBK05n9vFq3C6t7zhWN51110iePOxxx5DsGzZskW4KXjr16+fsPZw/6juGPLzzz8LS8uFF14oXA/qjVfBtOTMnTvXFbBJVxYtUtqrarp01LFUoYuJ1hJ+pnadaiCnuk6VcePGebiFjj32WPGX1o+EhIQaz2vHndBNR8uECrePj7m93lf6wcCUYVoP7rzzTo/naV3iMTR9+vSQj4+GhPtEC48l7Wdzf3Af8Teq3R+0ZNCV5b0/vOGxzOymukIXMfcHrYGPPPKIcAdzv/CYowWVVFRUiL+XXnqp2FZa6JhdRUsjrVDvvvuux3Jk27ZtwgrF45ruwNpQvwO/u6R5IcWNpElhXAMnS7oJ/v33X3Eio9mYKZ9a9xBhVpWvk482BoAnsieeeMIV99CmTRsxUdO0rI2LUQULhQxjJZh9wecocFRxw7+ccOjnJ4zLoIuB6a1cL4UY3SC+4m3Cua3+1qmeeL1jIObPny/M7ryFGmdDwcAJggKOkwOFJuN6tBklnGg4YVPIqEJIvdE9pMbmqKKLy2kxmUzo0aOHx3NcJ03/3uvr06ePeN073sd7LFSxxLH09bz3GHXo0EHELWlRP8tXqnFt8LtynVphRSjY1NcDbb+v46Oh4L5UM438fTb3B49Bxr557xOmXXvvD1/UN06FbsHrrrtOCHXum6OPPlqIUj6nzQCjqObFEN1TEydOFL9THvdqOQltphgFP+OsKIKDQf0OtcUISSIPmQouiQh45UyhwxtPZPTv8+qR8SUqvDKu7STKuJT//e9/IgaEQaac3HhiYmyDNnWXExFPgoy74YTOdXB5nrx5AuRkRHHDEyGvIlUYm0DLA4MUZ82aJa7UmTrNOBzGbTTEtoayTsIAUAokxojw6pffM1g44WuDQBlvwVRcxieoAdjcNm4nrRG+tqkuacdc5+DBg0Wsii+8RYu/sQh2jJqaptxOf5/tvT8obBhj4wtvceQN43nqK9R4TuCFBOO7aHFhQDPPDbTU8DdJK6cKL0poeWJQOS9WeEHCuBytaGVKN4O2eTGlFbBWq1VcaPA5BsbzgkZF/Q688JA0L6S4kUQcvEIjgWpg+OPHH38UQaYUISoM1vQO+CW01FDccPJnHRNedfOkSJHBkyBdQ6xz4g0nYd7o7mHgJAUAM22ee+65BtvWUOCJmOtmPRC6b+heo5irC3SXXH755SIDiRk1tDjQncJJmOOmThz+AsZVK4C2TghdcCzwplrECNdJ1yS3tzGukjnxcRLUWm84gRLV3RXKdvC7zpkzR1gdtdYbuvnU15sT3B/8Pjy2fQX11gbdixRGtP54uyBDhaKGN0I3LDPZ6G70FtEUbdp6RNx+oor1ffv2ib/nnnuuz+wxHs8MCOfFhgqPU60FTtJ8kG4pSZNBv72vK1W15DmzTUKFJzjvddI87Z3mqoobXq199913LjcVrwhpraEFgZOw+jxhETFe5WmhyOF7vNOVw72toUIrEk/uvCJl3ER9snCYjs2xUK0qnBy47RR+3tvPx+pnUaTyCp/CT42TIIzf8RZwjKXgBMPieN7wO1CIhBPuRwo2FW4fH3N7GVdCVOETjNhk5hX32+TJkz2e52RJkXTqqaeiOcH9we/z7LPP+hy72saElkgeC3WJXwoEs7t40cNYpkDQlcp4M4pzVdxQYP/yyy81btznPFZ5n5l6Wrj9FGe0hkqaF9JyI2ky6JZhYC5rWfBKjxMMLSEUG7x6pmsqVJgOTHcMT0isgcKAZU7yNJN7owoXBhW/8MILHiZuulwYB6PWOlHN2ky9Zi0aWix4kudncaIP1odf122tCzTb03XG1HLGB3H7tSb3YOG2cfKmi4Dl6HlVTysV46MoDpmyTWsFr3I5QTDwmVYextZwObrGOLEwpZvL0BXnHXNzxRVX4PvvvxeBrhS9tBhwcqXlg88zBki16IUDWrI4+XH7uS95zLHNAgNRud2E35PB3RRn/H4UO7QY+HLzcVJkJd5HH31UrJNWKY493Ze0BGiDh0OBwoip2rRWNCb8TO43ulw5Loxl4bjQCkd3MYNyGRfnD1oNeRzzePau7ssSBrTSEYrmdevWuayeDF6nIFHrKP3000/i90grDdfFY4EVmL1/b9xeCioe80wR535kbBCrHKtuZVodfcU6cf/QMsTj2BvGn3HfypibZkhTp2tJWi/Tp08XFUKZfhwfHy/SY1mR9I477gi6QjHTOLWppKx2fM0114jqqFznySefLFKavZdTYeov1639vEWLFonnjj/+eI9ld+3aJba3Z8+eovJpamqqY+zYsY45c+Y06LaqqeBMTdYyd+5c8Tz/aj/DO6112bJlosIwU919pZ8HqlCsMm/ePPFZTz75pOu5n376yTF69GiRmssb9yO/99atWz3e++6774rUW6ZvH3300Y4FCxb4rFDMFOyXX35ZbAOXTUlJEenJTz/9tKOoqCjg+DLVm8+/+uqrPsdIm76vfk+mErMEAfclx23y5Mk1vvdvv/0mKuUyxV2bFu6dCk5KSkpEen6HDh0cJpPJ0bt3b7E92vR9f9tPvPc718dlL774YkdDVyjmfvU1HTBtn/sgJiZGHEODBw8WJRsOHTpU63bceeed4vfsaxv4Wb5u2rR7Hrc8ZnkccB8NGTJElAbwHk/Cce/Ro4c4blj1/NJLL3Xs3LnTEQz+UsE3b94stsn79y1pHuj4X1MLLIlEImksaMliam+wxSObCrpnad2jlYPuz+YGA3xpkaUVlLFUzQ1adBiTR9eUtNw0P2TMjUQikUQgdM8xc645ChtC1yPTttn0srnBuDG6Yekuk8KmeSItNxKJpFXRXCw3Eomk7kjLjUQikUgkkhaFtNxIJBKJRCJpUUjLjUQikUgkkhaFFDcSiUQikUhaFK2uiB97prD0OotyySh4iUQikUiaB4yiYYsTFuHU9vzzRasTNxQ23k34JBKJRCKRNA/279/v0ajYF61O3KhN7Tg4/krRsyQ4S6erJcclDYMc54ZHjnHjIMe5cZDj3LrHubi4WBgntM1p/dHqxI3qiqKwCSRuYmNjxeuRtGNbGnKcGx45xo2DHOfGQY5z42CJ8HEOJqREBhRLJBKJRCJpUUhxI5FIJBKJpEUhxY1EIpFIJJIWRauLuZFIJK0Dm80mYgcaA36O0WhEZWWl+FxJwyDHueWPs8lkgsFgqPd6pLiRSCQtjtLSUhw4cEDUxWgM+Dnt2rUTWZiyflbDIce55Y+zTqcTad7x8fH1Wo8UNxKJpEXBK00KG2Z7pKenN8rJmcVBKah4Qq6tuJik7shxbtnj7HA4cPjwYfH77d27d70sOFLcSCSSFmdS50mSwiYmJqbRJoPq6mpER0fLSbcBkePc8sc5PT0de/bsEb/j+ogbeXRIJJIWiXRbSCSt93crxY1EIpFIJJIWhRQ3EolEIqk3RUVFeOedd8R9Njf8v//7v6beJEkrRoobiUQikdSbpKQkrFixAu+99x5uvPFGj/Y2Tz31FIYOHYpI48QTT8Tdd98dstvk119/FfcZG8LHa9asEY/nzZsnHhcWFjbI9kqCR4obiUQiiQCuvvpqMTHyZjab0atXLzzzzDOwWq1oLvz3v//FCy+8IBoc8vuo3H///fjrr7/QEsjMzMSpp54q7rOJIx8PGjSoXus888wz0aVLFxHA2759e1xxxRU4dOiQxzLr1q3D8ccfL5bh577yyiv1+syWjhQ3LQCrzY4352zD8j35Tb0pEomkHpxyyilisty+fTvuu+8+YfF49dVXm2x7mHUWirhKTk7Gvn378Oeff3o8z5TitLQ0tARY/yUqKkrcZzYPH7PgXX0YO3Ysvv/+e2zduhU//fQTdu7cifPPP9/1OsUiO3R37doVK1euFMcEj40PPvig3t+npSLFTQvgn135eHPOdjw7dVNTb4pEIqkHnDQ5WXISu+WWWzB+/Hj8/vvv4rWCggJceeWVSElJETV8aD2gCFInP6a9T58+3WN9v/zyCxISElBeXu5yoXz77bcYOXKksADQ4jB//nzX8qpbhes56qijxPYsWrRIpAa/+OKL6N69u/icIUOG4Mcff/T4rI0bN+L0008X7ih+Jq0MnKT9uaU++ugj9O/fX2xHv3798O677/odF3XbKSb4/fmXj+lWInl5ebjkkkvQsWNHMTaDBw/GN99847GOsrIyMX4UWrSOvP766zU+p1u3bsLydO2114rvQGuKt4AI5JZSoQA5+uijxbZwrClaAnHPPffguOOOE/udyz/88MP4559/XBW2v/rqK5Ga/cknn2DgwIG4+OKLceedd+KNN94IuN758+dj+PDhYj/yO3O9WrHK/UoLEK2EXIbf9/nnn3e9ziJ+F154oRCtqampOOuss8R3VqF17uyzz8Zrr70m1k8Be9tttzVaZfBASHHTAjhcWin+ZhUpfyUSiaf1obza2uC3impbjefqWyGZQoKTmjqRMKaFYmfp0qVi3ZMmTRITCQUFhcXXX3/t8X5Oipx8OMmqPPDAA8IqtHr1aowYMQJnnHGGEAdaOAm+9NJL2Lx5M4444gghbD7//HMRT0MRw8n48ssvdwmjgwcPYsyYMWKC/Pvvv8XkToHgz+rD7XriiSfERMrPoKB4/PHH8dlnn/lcXnX/8HO2bNki1s+JlJ9J2CaAYowWow0bNoiYH7p2/v33X4/vze397bffMGvWLCHkVq1aVeOzKHooTDg+t956qxCZtYkTbx599FGxHu4vWnU4FsGSn58vxocih60ICPc3vyvdlSonn3yy2C6KXl8cPHhQHB/HHHMM1q5diylTpuDjjz/Gc88951rmkUceEfuZY79p0yZx/LRt21a8xuOKApoib+HChVi8eLEQhrQuqsckmTt3rhCx/Mv99+mnn4pbUyOL+LUAisoVlZxXVg273QG9Xtb3kEhUKiw2DHhiZpN89qZnTkasOfTTLIULY1RmzpyJO+64Q1hoKGo4wXDSI5wAOenTinDBBRfgsssuExM6rTQUM7TmcLKn9UbL7bffjvPOO0/c54Q3Y8YMMek9+OCDrmUY6zNhwgRxv6qqSoiPOXPmCDFEevToISw677//Pk444QSRJcWAYlqF1Am5T58+fr/fk08+KSb/c889VzymRYiTK9d31VVX1Vhedf/Q0sCiclyG20KLEKHFhnE9Khwzjh1dPbRcsNouv+OXX36JcePGiWU4EbPMvzcUBBQ15KGHHhJxRJy4+/btG/T+o2jjuKhC8bTTThMCjFYqf/CzJk+eLPYfrThTp051vZaVlSXGSIsqQvgarVnevPvuu+L44DppXaJ1jHE8/BwKS1qy3nrrLfG6OuY9e/bE6NGjxTj//PPP4i8tbGrtmf/973/CikNhSDcZ4WdzHdxH/Ax+Vx67N9xwA5oSablpARRWKOLGZne47kskkuYHJzReHXMS5FXzRRddJCZwWjdoATj22GNdy9JywQmXr6mTMoWF6sZi7AYtOnRtaVEFCuE6aaVQ16HC51R27NghJlyKHW6beqMlR3U70S1DN5QqbALBSZXvu+666zzWR4uCur5AUJwx1ZxWBrV6LltuPPvss8IdRfcJ10dxw/gfwvXS2qAdPy7nS7DQUqXCSZ2iKicnp9bt8rcOumtIbeugZYnWIlqVKBToQquP5W/z5s1iX2uL4o0aNcrVd42vU7iqYs8bWsC472m5UfcRx4wiTbuf6CbTVhLm9w11vBoCablpARRpBE1eaRVS49ymS4mktRNjMggLSkPCK9yS4hIkJCZ4lKvnZ4caWEprCt0PHTp0CClQle9hEConfcZk8C/FUV2CXePi4lz3ORkSWoFoIdGiBtaG0uZCXd+HH37oITZIbeX2aRGh22vZsmVi0lVhgC2tEG+++aYQONx+pnhr3SfB4i3QKA64f+u6DlVc1LaONm3aiBstXoxFotWFcTcUKBRY2dnZHsurj/laXYipZZ9RhNLVRwuhrxYJ4RyvhkCKmxbkliKHS6vQu637Ry+RtHZ4sq2LaygUeDK3mg3ic+rTi4eTMoM7veFkx/gVTuqqW4pxMoy5GDBggGs5uqZoYWFcDEWANr5ChROmGqvCdTJ+hdYQf3D9FDG0gqiuFl+WCrp5GKdRm/WG7hQKt127dontDRZaomid+eGHH4T7RAvddQx2ZRyQuj+2bdvmGhsuz+3i+DFoljBWhcv4+05NiSoOaFkhFDiM49GO7+zZs4XlyZdLSj1mOGa0/qgCi+NEUUh3XEZGhhA4dCFdf/318IZB43R5cjltzaLmgnRLtQC0rqjc0tCvVCQSSWTDDsmcvBnHwFgXBohyIqclhc+rULTwSp6igTEa3pYRwvgYxuEwMJeZLZzkAwW8cjJkPAuDiClg6JJgIO7bb7/tCgCmOGKMDy1GDKJljNAXX3zhNxD36aefFkHKrGJMgbF+/XoRz+Ev+4cuErppGBfEuA7GmfDG4Ft1fDjZL1myRLhbbrrpJg9LB10qdIPR9UPRx/UxQDsSmm9ScDFmha69vXv3iu1j5hcFmepCvPTSS4Vljt+BwvW7774Tlqp7773X73pvvfVWke3E+CPuawZSM9aJ7+H3puuT8TccU9XFSOHL2CTCOC5aknh8MaB49+7dItaGWVp0a0U6Tb9nJWF3S0kkkpYHJ3+6CZgVxUmPV+TTpk2r4QLhxEjx488qwuwY3nhlTqHEGB1OYoGgxYQZNRQktAgwY4ZuKjXIlfE/nJTpcqIlhNtJt5M/Kw4tBQxU5XeiG4nvYYaNd9CsCgUT437olqK4oahjbIcakPzYY49h2LBhIoOI6eEUeMwS00LXFeOCmB3GOCQGznI7mxoGfzN4l7EvtMRQwNASxswu1e3HYG3G4lBgcJuZ7cagYGaF+aNjx47i+GDGGPf1zTffLNbNsVLhPlXXxf1KN6YaL8PtopihpYvjzNf5fsbcNAdLjs5R31zFZgavLnigsA+Kvx1E0x8PCjVAL9IZ9/o87DxcJu7fNrYnHji5H5oDzW2cmyOtcYx58uUkwIkyUHZKuN0IPLfwnBIJ1gBfsD4Jx4RBq43dCoEpx7z6p5hqzuNMNxGPKVqJvAO1WxL2JhznQL/fYOZvFRlz0wIoqnDXksgtkW4piUQSGfDambE1jOs48sgj0ZzhxEoLCyd7Wo8kkU1kXmJIQjp5FFW4BU1emXRLSSSSyIBX2AzqZbzIf/7zHzRnGK/CGJWXX37ZZ30cSWQhLTctoECZxeb2LB6WAcUSicQHbC3Q2FEILPimZvw0d1jMjzdJ80Babpo5hZo0cJJb0jJOJBKJRCKR1BUpblpQppTqlmplMeISiUQikXggxU0Lsdx0SFKiyistdpRV25p4qyQSiUQiaTqkuGkhlpt2SdGINSuly6VrSiKRSCStGSlumjlqplRyrBlt4pWCTzJjSiKRSCStGSluWojlJjnGhLR4pWHmYVnrRiKRSCStGCluWkjMTWKMyWW5yZUtGCQSSRPUtGHfKlJSUiL6RkkkTYUUNy2kaWZyLMWNYrnJk7VuJBJJI8Oy+OwB9d5774meR9ry+E899VSjt3wIBvahuvvuu0N6D/t3sVu22tKCj9n0krAXEx8XFhY2yPZKgkeKmxbilkqSlhuJpFnDLtWcGHljRd9evXrhmWeegdXqbq8S6bDI3QsvvCBaFfD7qLCrOFswtAQyMzNx6qmnivudO3cWjwcNGlTvAovqvldvbG6qZd26daLxJ/st8XNfeeWVen1mS0dWKG7mFJW7LTd6nU7c/+bfffh19cE6re/0IR3w4rmDw7qNEokkONhtm52yWdWXDU9vu+020fCUjSebAtbMstlsMBqNQVck3rdvX43n4+Pjxa0lwI7jKgaDweNxfaCQveGGG1yPExISXPcpFidOnCiaddIytn79elx77bVivAN1Bm/NSMtNC7LcHNklGUa9Dla7AyVV1jrdvl2+D5UWWSdH0oJgUcvqsoa/WcprPhdiQc2oqCgxWXbt2hW33HKLmMx+//138VpBQQGuvPJKpKSkIDY2VlgPtm/f7pr8YmJiMH36dI/1/fLLL2KSLC8vd7lQvv32W4wcOVJYAGhxmD9/vmt51a3C9Rx11FFie9jJm12iX3zxRdGpmZ8zZMgQ/Pjjjx6ftXHjRpx++unCHcXPpJVh586dft1SH330Efr37y+2g40o3333Xb/jom47xQS/P//yMd1KJC8vD5dccgk6duwoxmbw4MH45ptvPNZRVlYmxo8iq3379nj99dd9WlBoeaJw4Hfo0qULPvjgg6DdUiorV67E0UcfLbaFY71161bUBj+P+169xcXFuV776quvUF1djU8++QQDBw7ExRdfjDvvvBNvvPFGwHXOnz8fw4cPF/uR3/nhhx/2sARyv9ICRCshl+H3ff75512v79+/HxdeeKEQUampqTjrrLPEd1ahde7ss8/Ga6+9JtaflpYmBLnF4llctimQlptmTqEzFTwpxowjOiVj+aPja1QtDpZzpyxBflk1tmeXYnCnpDBvqUTSRFB0vNChwa8Sk3298J9DgNk9SYUKhQQnbnUioZih2KGAYBPHSZMmYdOmTeIxhcXXX3/tcpmokyInH06yKg888ADefPNN0dCSk+MZZ5yB3bt3i4lJhZMgJ6wePXoIMUFh8+WXXwqrQe/evbFgwQJcfvnlSE9PxwknnICDBw9izJgxQmz8/fffYnsWL17s16XG7XriiScwefJk0S189erVwmrBCf2qq66qsbzq/uFkzGBlChVaMviZpLKyUogxjgk/+88//8QVV1yBnj17isld/d6c7H/77TdkZGSIRp6rVq2qIbooep599lnxOgUcRSa/Y9++fYPeb48++qhYD8fn5ptvFmKJ4xEIuqH4uRQYl156Ke655x6XxWzp0qXiu9JdqXLyySeLJp4UvdxH3hw8eFAcHzxuPv/8c2zZskWMMcUkxSahRfDDDz8U7sTRo0eLMeZyhAKFx9KIESOwcOFCsS3PPfecsC7SRaZuy9y5c4Ww4d8dO3bgoosuEmOqtUI1CY5WRlFRES+lxF9/VFdXO3799VfxN9IZ/OQMR9eHpjq2Z5fUe10Xv79UrOuHFfsdjUFzGufmSmsc44qKCsemTZvEX0FVqcPxZGLT3PjZQXLVVVc5zjrrLHHfbrc7Zs+e7YiKinLcf//9jm3btonz1uLFi13L5+bmOmJiYhzff/+9ePzLL7844uPjHWVlZeIxz3HR0dGO6dOni8e7d+8W63jppZdc67BYLI5OnTo5Xn75ZfF47ty5YhkeMyqVlZWO2NhYx5IlSzy297rrrnNccskl4v4jjzzi6N69u9/j7Mknn3QMGTLE9bhnz56Or7/+2mOZZ5991jFixIiAY2Sz2RyZmZmOY4891nH66aeLx/447bTTHPfdd5+4X1JS4jCbza6xInl5eWL87rrrLtdzXbt2dVx++eWux9wPGRkZjilTprie4/hwrLVjunr1ao/xmzNnjmv5P//8UzznOh598Prrr4v3rl27VnxWcnKy45577nG9PmHCBMeNN97o8Z6NGzeK9fJY98V//vMfR9++fcV3UHnnnXfEMcJxKy4uFsfXhx9+WOO9fP29996r8f6qqioxZjNnznQdsxwzq9XqWuaCCy5wXHTRRY6w/X5DnL9VpOWmGWOzO1BcaXXF3NSXvu0SsHRXHrZmFYdh6ySSCMEUq1hQGhBaFIpLSpCYkAC9Xu/52SEwdepU4TbhVTPXySt4XmUzGJdXzscee6xrWVpaaE3YvHmzeMyrdMbn0LJDt8VPP/0krBh0bWnhlbgK10n3iboOFT6nwqtxurUmTJjgsQzdJLS6ELpl6Ibi59cGrS50V1133XUeV/e08jDjqjZuv/12Yb2ZPXu2a6wZF0R30vfffy8sFtw2xi2pFit+Hp/Tjh/dLL6sMUcccYTrPl1OdBHl5OTUul3+1kGrBuE6aJXxxb333uvxXlpFbrrpJmExo7uoLmzevFnsa34HlVGjRqG0tBQHDhxAVlaWGKNx48b5fP+GDRvEvtfG/qhWMtXdSOgmo5tQ+30ZE9TUSHHTjCmpdLufGHMTDnFDtmaX1ntdEknEwJN7PVxDQWG3Ayab8jlacRMiY8eOxZQpU8Tk1qFDh6ADeQnfc/755wvXFMUN/9JFEMo6VLTxHpwMCV09jGnRok68dJ8Fi7o+ukO0YoNoJ0lfMB6Ebq9ly5Z5TLqvvvoq3nrrLeFuY7wNt58p3hQ0oeIt0CgOKDTrug5VXISyDo4LxR7jWyjAKLCys7M9llEf1zWgOaaWfUYRSlcfXYje0N0WzvFqCGRAcQso4BdnNsBkqP+u7NPWKW6k5UYiaRI4KTO4k1f4WlHCwFtOdpzUVRiLw0BVxs6oXHbZZZgxY4YI7qUI4GNv/vnnH9d9rpPBr1y/P7h+ihhmQXHbtDfGwqjWBsZlBBNI2rZtWyHcdu3aVWN9DFj2By1RjElhNhljabQwnoXBrowDYrAzY4W2bdvmep3LcxLWjh9jVbTLRBK0hNEqxdggQgsM45y040vLFYWPr3gbwn3KWB3Fk+YeJ4rCTp06idgpChx/KfocR8Z4cRu891MwFramRoqbltB6IdYdZFYf+rRVUjWzi6tQWC4LAUokkQInIk7edOMwe2nt2rViIqclhc+rMOiUV/IUNRQK3pYRwirCzKJi4CgzWzjJM+DVH5wMWaeGAa6fffaZcEkwEPftt98Wj1VXETO2aDFiIT9Oil988YXfLKGnn35auFxYxZgCg24MihZ/2T90kTDT6cEHHxSZVXSp8Jafn+8aH072S5YsEe4YunS0lg66+ugGY1AxRR/Xx0BbDxdiE0EBQosT9ykFHy0lHGvuX1W40D1Jyxy/A4Xrd999JyxVWneWN7feeqvIdrrjjjvEvmYg9ZNPPinew+/NwGIGYHNMGXDM/Urh+/HHH4v3X3DBBWjTpo04vihcGXTObDpmadGtFek0/Z6V1Ls6MVsvhIOEaBM6Jiumyq1ZJWFZp0QiCQ+c/OkmYFYUr+R5Rc5aON4uEKZEc6L0ZbVRs3J445U5hRJjdDiJBYIWk8cff1wIEloEmDFDN5VqaWH8D0UDXU7MLOJ20u3kLwbn+uuvF6ng/E50I/E9n376qV/LDQUT437olqK4oahjbMe5554rXn/ssccwbNgwkUHEjC0KPGaJaaHrinFBzA5jHBKzg7idTQ2tYkzP5xgwfoXfkeJGm4JOS8msWbOEwOA233fffSLbLFCNm44dO4rj499//xX7mllbFEccKxXuU3Vd3K90Y6rxRYxXopihFZHjzNf5fsbcaKtPRyo6RhWjFcGrCx4o7IPibwfR9MeDQg3Qi1R+X3sId36zGiN6pOGbG48Lyzqv/XQ5/t6Sg2fPGogrRnRDQ9Jcxrk50xrHmCdfTgKcKHl12hiIgOLiYnFOiQRrgC8Yv8ExYdp1Y7dCYMoxr/4ppprzODMAl8cUrUTegdotCXsTjnOg328w87dKZP4KJUFR5HQdhSOYuGZQsbTcSCSS+sFrZ7o7GNdBq0RzhhMrCwNysqf1SBLZSHHTAgKKw5EGrtLXFVQsxY1EIqkfvMJmQDLjRVgUrznDeBXGqLBwHgNyJZGNTAVvCa0XYhvAcpNVIq66tDUSJBJJ84WtBRo7CoFl++nKaQmwii9vkuaBtNy0gIDicLqleqTHwaDXieKAWcWVYVuvRCKRSCSNhRQ3LSEVPCY8qeAkymhA9zZKAS/pmpJIJBJJc0SKm2ZMUXn4LTferimJRCKRSJobUty0iCJ+YRY3alCxzJiSSCQSSTNEiptmTGFF+FPBibTcSCQSiaQ5I8VNS8iWimkYy832nFLReVwikUiCSftmawfCrt1srSCRoLWLG5YDZ9oxO7n6g2W1uYz37bTTTkNro9JiQ6XFHvZUcNIlNRbRJj2qrXbszSsL67olEknLhJVj2SbhvffeE20BtBVkn3rqqUavihwMnFMCzTm+4Jzz66+/uqo+8zEbXRK2K+DjwsLCBtleSTMTN8uXL8f7778vOssG4ueff0ZmZqbrxuZnBoNBNPhqbRQ7rTZM206ICm+5Ir1ep+kQLl1TEkljwEaO6gUbi96x+/IzzzwjOnc3F1gH5oUXXhDVfPl9VNh401/36eYG555TTz1V3GdXdD4eNGhQvdbJflIjR44U/ZxYG8gX7MrOC3kuw07dbALqfWxQXLHHVlRUlDh+2K+rtdLkRfzYaI0N3thk7bnnngu4bGpqqsdjNhvjjm6N4kZb46YhCu3RNbXuQJHoM8WGmvWle3qcqymn3e7Alg0rYMnfD0uFtAxJJCpsSMlmkix8x55g7NrNnmDszdQUsOifzWaD0RjcVMGJmZOwN+zKzVtLgE05VXhxrX1cV6qrq8U8xoaoalduLdwHFDb8LHY+p6Bil3QeGxSThP2YuAwbZH711VdCTLJBKRuMsqFoa6PJLTf88XKH1KUJGQ+Ciy++GHFxSl0WX/AkwasI7U1tKBjoFswyTXnbkaV8j6RoY4Osv1d6rFj/DysP4PKPl9X7Nva1eThcVC7W/eeMqRjw83gMmXcNxmx+HFVVlU0+ni35FunHckPcOCmz+V9j3dTKv/X5XL6XFhteldMicNNNN2HcuHGiazdfz8vLwxVXXIGUlBRxUUchtHXrVvEa3SAxMTGiU7d2nT/99BMSEhLEReSuXbvEhdDXX38trARsSkiLw9y5c13Ls7M3l+F62H2aFoAFCxYICwEnUTYz5Oewy/T333/v8Vnr168X53K6o/iZ7MC9fft28RpbF9AtpV2eXa/ZaZrbwV5NjNfxNzbqtlNM8PvzLx/TrcTXDx8+LOYCdsLm2LDTOCd47ToYB8Txo8jihP/aa6/V2Ges4kwryjXXXCO+Azti082mXQ8/l14E7XatWrXK9brqjTj66KPFtnCsN2/eHHDfc3zuuusuV/8t79dnzJiBTZs24fPPPxceDoqVp59+WowZG01ymSlTpoj9w+7nffv2xa233orzzjsPb7zxRsDP/uGHH8Tncl/z+3NctMdzRUUFHnzwQXFMqhYhGiPU969bt04cixzXtm3b4vLLLxedxdXXuY/uuOMOYWmigYICjd+3tt9CoPNZxFtuaHnhQcEDIVTYxp1uKV8qV8uLL74oDgJv2D6eB14g2Pk1ErHagVfWGej9RRdzqbjCCzcx1UDvRD1KrfW3CmWXQ8Tv/DRtNtrHAge3ufd3hq4Av8ycCb2xdXSsbioi9VhuCGhl4AmUEzqviHmirLQ1TrXtioIKj8fRhuigLas8cVNEqBdghFfmnFz4HCdmTqactDnx8rzGbu///POPWI4THie/UaNGud7Px1yG6+V4EE4yPC9yAnz33Xdx1llniZgRTjzl5eViGfZQevbZZ8VkR2sMY2Y4CXLi69mzp7Ae0HLAC0t+3qFDh3DCCSdg9OjR+O2338T2LVu2TIgubjsvMml9UL8bhREnuFdeeUVM1pwgObmzKeUll1ziM55ny5YtrsecPM8++2wMHz5crJPihhM0L5b52Ty/X3XVVeI4oEgj9913n3DbcPzatGkjvh/nHwosdbs4sb7++uuiDxYnZH4XrpPr6N27t3s/O/eJOqZlZWXisTp+fD/3T1paGu69917hops5c2atxwCFCo9X7TFA5s+fL3p0UViqr3HceZ9zIceQHdcpKLXvHTNmjLD6ea9PhfudovDhhx/GOeecI9ZFFyLnxksvvVQIwmuvvVY8z7hYiuG9e/cKoc11MoicApzHJl2o3H4eK+eff74Q5YTH3meffSbGkechzvcUXhS7Y8eOrbFN/M1yfFVRrUUd34gWN/v37xcHM7+sd1vzYKCooTrnwR0I7lgeXCrcIVSgEydO9NsynScZbteECRPESSPS+GjRHmRXbENanBlvXDMKiWHOllKpeYqpGyNenofc0mqMGn08+rVLwO+Fu4Hd7tdPPHEM4hNTwvRpkuZ0LDcEPMHy/MIrSZ5byi3lGPPtmCbZlqUXL0WsKfBFlAr3D4UZz0uc4OhWoCXl9ttvR3Z2NqZPn46FCxcKSwBhh+quXbuKZejSoNjghM51cHLiuY6TPK03XKfqFuKkzatrwitwvp/ChaJHveDjxE/RQyhMGEvDddFtQjiZrly5El9++aWIP2EzSYogrkc9zhj7ocIrflpb1HMuRQ2FkipkeC5ncO4XX3whLFa+oMWG40Ihw+/KbaE1iYKI63300Uddy3L7KAh44ccJlCKE20qxd8YZZ4hl+JiWGVrL1O3iuigG1TmDFipabjghqyKJUGRox5Qij4/V8eN2cdJXhQ4/k59T21zH1ymGveemgoICYW3SPk+RSShA+Hxubq6Y27TLdO3aVbzOfcJt9obWs5NOOknsb3Wf0b1FixDFDd1fv/zyixBmqndFGxv79ttv48gjj3RZwQjjfPi5WVlZ6NOnjzgeOY60iBEu/8knnwhRrh5j3r9fbiuFmfd4+RNpESVu+MOg+tb+AKjsqdYmT54sflD8MfiCKplWHyrF2uCPijdvuLNrO9kHs0xjk11ciclzd4r7D5/aD2mJwZ04mxIGPROd3iDGU32sYjQoz0sajkg8lhsKnkc4QXCiUm9NRSifr7qDODlRlNKKwAmGFgAKHU4SnNDV9aWnpwvrC11TfO70008X+3jq1KniapyTEtfFCzntdlAcqfc54dJ9QquIdhleNKr3aS3iFbN33AavsDlRcbm1a9cKq4Gvc6363dTx4Pl7586duOGGGzyEDK/SaaEJNF4cE4o9ipU5c+a4YoG4zykoaBE6ePCg2DbOIRQdXB8nbD6nHT9abzh+6rGiwolY+5jWHwoH7XPex5b3Y1ol1Pt0lRGug2IqENr1eY+f93Z6f7a6XG3LaOF+p8DQvkbr21tvvSXGlPuV8zAFoq/30+JGa5gvQwHHnO5GVRBp30+hRpHqa518jt/D1zkrlHNYk4kbqlr6aLXQz8nBoEnUn7AhvDrggatefbQmnv9zM8qqbRjWJRnnDeuE5oDBeWKzO/24Oofil1axez2WSMJJjDEGyy5d1qCfocZ00CWiPWHzs0OBkwhjJyg6OnToEHQgL+F76A5gTA3FDf9edNFFIa1DRRvHqLpeKLzUiVpFFTO+rAL+UNdHq9Gxxx7r8Vqg8z7h1T8tTXR5caxVGGfCCfnNN98UViBuP1O8KWhCxXsC5USrxtLUZR2qsAt1HVoosOga0kJrnvqa+ld9ToWPKTxC2T9aansf9yWtUrTceUMBE84xDZUmEzc8ML3T53hA0kepPk/TI39M9A97u6Tob+WyrYmlO/Pw+9pDoOHjmbMGiZTt5oC6nWpBQJ3D5rmAzeuxRBJGeCIN1jVUV3iithqt4nPqYyniOZABm94wLoSWDU7qqluKcQ+02jAWQ4WZp3RBbty4UYgAXxmodAfQ5E+4TlrRaQ3xB9dPEcMsKMbV+IJX5oyroMWptqtrBp1SuNEixO0NFrrX6D7hxa3qklFZvHixsECoF7zcH9u2bXONDZfndnH8VOsJXT1cxt93iiRocaKwo7eDAeeE7mYKF/U7chnv+MvZs2e7XIm+4HHFsdPCx3QnUWhSKHIs6eLzlfRDzwv3C2Oz6iKiW3S2VCD4Y6LPTwt/zAycuu6669CasNjsePL3DeL+Zcd2xaCOSWguqG4ol+UGnlWPHdJyI5EEhMGsnLzpyuH5j+4CTuS8+NPGLVC08AqeooGZM96WEcJ4Crqs6JJgkCcneQaNBroQZZDpPffcIwQMXUoMxGW8BR8TiiPGQ9BixEJ+zJJi/AzP176gq40XraxiTIFBKz5T4JnZ4wsmj/Bil1k7tO4znoO3/Px81/hwImegMzOT6O7SWjEYG8M5g3FFFH1cH4N8m9Jl6T3XMbiXf+kO4n3eVCsXXYsUMQzc5b5nDMxjjz0m9p9qPWMKOAUjx2jLli0iWJxuOu43fzDImi5PikbuB+5PhoWoMUcULYzj4vHBwoV0NdENxfUSfj73AWOnGJfEY4PbRi8Mv0dTElFSi4MW6DGhj1RNU2tNfLZkD7ZllyI1zoz7JvZBc0J1S9mcGsbbLeVoYPOkRNIS4OTPJAzG1tDdQiHDK3VvFwgnGgbsPvHEEz7Xw6wX3jh50krErBbGnwSCkx9jfChIOIEyeJhX7QyWJbSiUzRQPNASwqt+xp1oM7e0sP4Kg2/pTuJ7aLGilcBftWAKJsb90HqhBqYSfhbnCU703C7GBXG9rJBM6z6zeVT4WaobhYKNE7v29aaE+0oVioSxTIRp+kyl5ngyluqWW24RlhiOF0WHNu6UYpauQ4qZt956C506dcJHH30UsMYN9yGFCj+f+5iuJK6Twk8N3qWblPuZGU60FtLype53WuBo6WEoCQUYw0UYTMzU8KYWjjpHK1MK3GEMWuNBHShbiicNRs1HQhBmTnElTnp9PkqrrHjp3MG4eHjgoLRIY/wb87EjpxTf3HAcRvRMw5+fvoTT9rhdjfk3r0dqu+b1nZoLkXYsNwbMtuAVJk/2dcnErAs03fPcwnNKU5/U/cFsJI7J6tWrG70VArNWmelFq1NzHmdO3jymaCWqS2225oK9Ccc50O83mPk7Ii03Et+8OH2LEDZDOifjwqM7o7nhHVAMb8uNdEtJJC0SXjvTokLXh2qNaK5wYmXxPk72ahaQJHKJzEsMiYt/d+fjl9UHQX3w7FkDm00QceCAYi8xI91SEkmLhFfYjBVhJpfqymiusOgg3S/MDKLLRxLZSMtNBGO12fHEb0oQ8cXHdMERnXw3VIt0DE4JbfMbUCyzpSSShobBoY0dhcDYHLpyWgIsZMibpHkgLTcRzBf/7MWWrBIkx5rw4Ml9G/4DizNZP77h3FKq5QZedW6k5UYikUgkYUSKmwjlcEkV3pi1Tdx/4OS+SIkzN+wHlmQD7wwHPjmFppQGdUt5r19nl5YbSfhpZbkSEkmLwBGm360UNxHKS9O3oKTKisEdk4RLqsHZMRuoKgYObwGy1jVoQLHeyw0lA4ol4UStcluX6rQSiaRpUX+3tVWrrg0ZcxOBrNybj59WHRD3nzlrYI1eTA3Czr/d97fPAtoPaQDLDXzG3Mj2C5JwojaOZO8apr83RiorXas8KTONNVJTwVsCcpxb9jjb7Xbxu+Xvt74Vj6W4iTDounn8143i/kVHd8aRXRqhWzZjXnbOdT/ePhsY80D4i/i5AopltpSk4WAhOxYjY62MvXv3NpopvaKiQvTiUXsJScKPHOeWP856vV4UCqzv50pxE2F8tWwvNmUWIzHaiAdPaYQgYpK1FqjIB4zRgLUSOLAcKM8HYlPD237BlQou2y9IGhamHrMkf2O5plgsccGCBaJqcGspltgUyHFu+eNsNpvDYi2S4iaCyCutwmszt7qCiNPilZ4hjeaS6nkSULAXyNmoPDf4/AYKKJaWG0nDwxNkY1UoZnwAm1Dy8+Sk23DIcW4cDC1gnKXTMoJ4ecYWFFdaMbBDIi49tmvjfbDqkqK46T3BHXcTJgxO66KscyORSCSSxkCKmwhh1b4CfL9CDSIe1DhBxKSqFNj3j0bcTFTu75gDhClFu4ZbyivmRqbsSiQSiSScSLdUmNiXV44PFu5EaqwZ904MLVaG7ponf1OCiM8/qhOO6toIQcQqexcDdguQ3AVI7aH8jUoCyvOAQ6uBTkfX+yP0zsAwtpFomxSN0gqvOAjplpJIJBJJGJGWmzCRW1aFL//Zh1/XHAr5vesPFolbnNmAh09t5IZs2ngbihCDCeg5NqyuKVZYJst25+P+79f6aJxpDcvnSCQSiURCpLgJE3rvztchsDevTPwd2DEJbRoriNhXvI2K6poKk7i5d0Jf3HFSL3E/v7waZoNXzI0aaCyRSCQSSRiQ4iZMqCEydQkfOVBQIf52TolFo1J0AMjdCuj0QPcx7ud7jVf+0i1VmlPvj2mXFI0bxvRwjY/V6hXLI1PBJRKJRBJGZMxNBFhu9ueXo5MuByP0xcDu4rptAAVKhyMBc2zoVpuORwExmjifhLZA+6FA5holsHjopagvsSZ3KW2L1csNJbOlJBKJRBJGpLgJE2oxxbqIm4rDuzDXfB9MG2zAhnpsRN9JwCXf1C3exhu6pihu5r8MpPdVBFA9MBr0MBv0qLbZUW3xFDcOtS+DRCKRSCRhQIqbsFtuQn9v+/wVMOlssJniYUjuFPoKbNVA/i5g/7/Bv4dp3rt8xNuoHHU1sOYroGAP8PFEYOx/gFF3A/q6NzOLNjnFjdVTzOis5XVep0QikUgk3khxE2ZxE2rNFqaBd63YBBiA8iOuQsIZL9StVs2LHYHyXKCiwNPF5I9MtlwoAKISfVtlkjoCNy8Cpt4DbPoV+OsZYMdfwDnvA8md6+aaMhtFkUIKHGjK+OjYjVwikUgkkjAhA4rDHFAcquUmq7gSR+h2iPuxPYbX7cOj4oH4dsr9vF2huaQYSMz0b1+wt9QFnwJnvQuY45WaOFNGAet/rNNmxpoVq4/Fyw2lt5TWaX0SiUQikfhCipswoXYwDTXm5mBOHvrq9ov7hk7H1H0D0pRUa+QpQin4FHBnTRt/8HsdeRlw80Kg49FAVRHw03XAzzcBlaFZXGKc4sYbvbTcSCQSiSSMSHETbstNiKabsj0rYdTZUaBPBRI71H0D0noqf/N31r5sVQmwf5n/eBtfsHrxtTOAEx5SMrPWfQu8NxrY51xPEMQ4M6a8G0voq0uCXodEIpFIJLUhxU3YY25CfN+hVeLvofiB7pSrhrbc7HG2XEjppoiWYKH7ioHF10xX2jQU7gX+dwow9wXAZq275UaKG4lEIpGEESluwixu1M7XwZKYv1b8LU4bUr8NCEXcBEoBD4YuxynBxkdcrBTgY7o4RQ4ztoKIufFGXy1jbiQSiUQSPqS4CRN650iGGnPTsVRpmGnvMKx+G6C6pfJ21m4+qq+4IdFJwLnvA+d9rDTaPLAceO94YM3Xfj+f2VJaih0x4q+03EgkEokknEhx05R1bkpzkGHPgd2hQ1z3egQTE7qYGAtDK0hptv/lCvcBedsBnQHodjzqzeDzgVsWAV1HKZ/96y3AD1craea1uKVKoFRTNkhxI5FIJJIwIsVNE9a5sexbLv7ucHRAx7Zt67cBxiglDka13tSWJdXpaCAmGWGBn3vVH8C4JwC9UamLw5Tx3Qt9BhSrlDotNwaLFDcSiUQiCR9S3DRhnZuyXUpF4fXojTbx5vpvRDBxN+FwSfmClYuPvw+4bhaQ2hMoPgh8dgYw+0nAWu0Rc6ODMkjFTsuNdEtJJBKJJJzICsVNUeeGy2SugX7PfPFwf2x/1/vrLW7Y6HLPIncMjvfn7prXMOJGhdWOb1oAzPwPsOozYPGbSpuHs99DjNlTwJU6xY2xqlDZZi1x6UpPK4lEIpFIQkSKmzBbbqgf6JoKKFb+/RCY/gASnQ8LUo4Iz0aolpv13ys3fzAAuL4BzLVVTD7z/4DeE4Df71BaPXw4FsmjZ3ksVoo48ddYXQR8elrN9dDVxQrKEolEIpGEgBQ3YY65UQVOQEMMA3oBlBuTMKNqMNB2UHg2ov8ZwMZfgLLDARbSAcdcBxgaYddze1jV+I1+gLUSqTbP7crVp+E764k4M22/ZzxO0UHAUqaklktxI5FIJJIQkeKmAcQNXVP6GnV4NVirxJ+/k8/DvQfG49HU+PBsREI74JppiCgS2wMJ7YGSTMQYPV12ep0eD1lvRLczh+PYnunuF767HNj8B2CvvTCgRCKRSCTeyIDiMMEsbJVag4ptFvEnr0JZsFOKkjXUYtErjTlj9A6PgGK93k+GGdPUid3WqJspkUgkkpaBFDcNYLl5ZcYWjHjxL9z5zeoaE/eGg0X4e6PSKHNvkWKZ6JyqBNa2WJwusBiDZzdwnVMR1tCCTCcnUtxIJBKJpA5IcRMmtDEjHy3ajcyiSvy+9hBKqjxdK39tzkF1VaW4X+UwIS3OjJ7pYXJLRbjlplOiEWaDvkYQttXm8CNupFtKIpFIJKEjxU2YMOh1OG9YpxrP27wm7kqrDWYobqnbJwzE/AfH+m0o2WJgw00WUY7W4d9Hx+Fc5zgZDYq6qbJ6WWikuJFIJBJJPZABxWEkIbrmcFq9AnCqLHaYoEza7VMTgahWsAs0YiU51sxqfi5BSCotdt+NuhzSLSWRSCSS0JGWmzCiTtZabHYflhud0yJhCENV4mZkuVEDqdUoG6Mqbqze4kbG3EgkEomk7khxE0bUyVqL1W6vYbmJcrqlRD+o1oAz5gZ2VdwoGJwWmiqLdEtJJBKJJHxIcRNG1BiSWi03aG2WG6dYsXmKFb+WG5kKLpFIJJJ6IMVNGFEtEbXF3KgBxa1G3Piz3DjFYGUNy40qbqTlRiKRSCShI8VNA7qlDLDBfOAfpSmk0z3FzCA1oLjVuKXUmJvDW4HKYsChjIXBWeemyl/MjXM5iUQikUhCoRWk6jRdQHEsqtD5tyuUB4/lAPooxXLT6gKKnd+THcLZtdykFC00OSsWc0w8kJYbiUQikdQDablpQMuNXdtfyhk/wpibGCi9pdRJvsUz7Eogvb9yP2cTkNJN3I13lLrGxAMZUCxxYrVJ651EIgkdKW4a0HJj0w6v08VCK0UslArFMLcScdN7AnDjPPc4VOSLu4VxPfzUuZGp4BLgsV/X4+jn5yCn2Pl7kUgkkiCR4iaMmDStBYhDa7lxihuLpQpmnXPSNseh1WCKdluqSnPEH73R5DsVXO1CKi03rZoZG7JRWG7B1uySpt4UiUTSzJDipgEtN3YPy40ygestFe7nTK1I3JCYFOVv2WHxx2BUYnFkET+JN6VVVuSWKu5b76bxEolEUhtS3DRgzI2nW0o5Q+utZcpDTuDOyb21ihuj0egnFVzNlpLiprWyN0/5nRC7VDcSiSREpLhpUMtNzYBig1Wx3Dham9VGK26c7ia9U9xV17DcyGyp1s7evHLXfaltJBJJqEhx06AVij1jbhwOB4w2p+WmtWRKaYlJ9nhoNNXmlpLiprWyR1puJBJJPZDipoErFNvVVgIOOyw2B2IcVa0vmNjbcuMtbvxWKJZuqdbK3ly35caryLdEIpHUihQ3Ddw40zXEDpuo5xKrU8SNToobGJ3ZUjVSwWVvqVaP1nJDi6dEIpE0S3Hz0ksvQafT4e677w64XGFhIW677Ta0b98eUVFR6NOnD6ZNm4ZIFTcONa3ZYfeocaNrLTVugrDcsCWFB9It1erRxtxIy41EImmW7ReWL1+O999/H0cccUTA5aqrqzFhwgRkZGTgxx9/RMeOHbF3714kJ3vGckRSV3CtuKH7xW25iUerw69byl9vKWm5aY3wd5KlKdwnLTcSiaTZiZvS0lJcdtll+PDDD/Hcc88FXPaTTz5Bfn4+lixZApNJcWl066aU8o/YmBuHU/DYbaiytcLqxAHEjdlMcWNDebUVK/YoVYtJal4FeqiNNiWtjn35bquNarnZn1+ODskxNTISJRJJeNudZBVXom28s9lxM6bJxQ1dTKeddhrGjx9fq7j5/fffMWLECPGe3377Denp6bj00kvx0EMPwWBwxml4UVVVJW4qxcXF4q/FYhE3X6jP+3vdLz5iRKpsDph1gGX1NyjtfQvinH2l7MYY2EJdfzNHZ4r3OOD0wkJjQ4XFjvPfW+p6/hT9brxH3VN8ENad8+HoMrJJtrclUOdjuQnZma38RlVmb8zEbV+vwk3Hd8f9E3sjEmmO49wckePcsNz69RrM3pyDdy4aHJHjHMr2NKm4+fbbb7Fq1SrhlgqGXbt24e+//xaWHsbZ7NixA7feeqv4wk8++aTP97z44ot4+umnazw/a9YsxMYGtp7Mnj0bobC9iFeVniLLBCVuZMeWjZiXtQjpukLxeGdWCTZFSKxQY5FQsR8naR5v27gOw9N7Y3eJ59X4qup+rvtb//oKO9oqYyapO6Eey03J34c8f0fLtx8SZRUWbdiJAdbtiGSa0zg3Z+Q4NwyzNyuS4I1p63DnoMgb5/JyT6tuRIqb/fv346677hKDFx0dHdR77Ha7iLf54IMPhKXmqKOOwsGDB/Hqq6/6FTePPPII7r33Xg/LTefOnTFx4kQkJib6fA/FEreL8T2q+ysYlu3Ox+RNKzye+8R2Km41/o7uXTthWJ9jUbp1sni+x9DR6HbMJLQq2FNqy6Ouh8eOHIWidVk1xplXD29tPwd3GX9Bv7bR6DOplY1TGKnrsdyU/PP7JmDvAddjXVQsUF6BmMRUTJo0HJFIcxzn5ogc54blrqWzxN/YBM6NBRE3zqrnJaLFzcqVK5GTk4Nhw4a5nrPZbFiwYAEmT54sXEneriZmSHGgtc/3798fWVlZIthYieHwhBlVvHnD9dS204JZRovaTkCLxXkFanDYYHPo0V6nxJYYUjrDEEEHTaOQ2NZZ2FAJEDWaY3yOM2OXDjjSlftF+1rfODUAoR7LTcn+gsoafaaUv7aI/w7NaZybM3KcGxaLzRGR4xzSfIwmYty4cVi/fr3Hc9dccw369evnN4Zm1KhR+Prrr4UFR+8M3t22bZsQPb6ETWPjK9TR6nC3EmAWSHtdnvI4sSNaHQYjEJsGlOe6H/uAu3afva0z939vI26gJJJq3MSZDSirtqGkUhE36l+JRNKwVDvFTXOmyercJCQkYNCgQR63uLg4pKWlifvkyiuvFG4llVtuuUVkS9GdRVHz559/4oUXXhABxpEA6/R4Y3XqR4fNgurqKmSgsPWKGxKnWGQ8Ur59jON+p+UGhftlMb9WBGseHSpU+q91T1cKXdqchW6KKyIruFEiaalU27zKczRDmjxbKhD79u1zWWgIY2VmzpyJe+65R9TEYZ0bCh1aeiIBH9rG5ZaC3QJdaTb0OocQPEbtJN+aiGsDKE3BAb1vE6NBp0MWUmHTGWGwW4DiQ0ByZ5/L3jz7Ztic9XA6xnfEo8c+CpPBvd4DJQcwZe0U3HjEjeia2LUBvpAknBwoqBCp37TapMd7upNLq62w2x3Qy3RwiaRBsXj3+2uGRJS4mTdvXsDHhKng//zzDyIRX+dcqypurNUwlmWKu4XGNmjjoyZOqyAIyw3H0Q49SqM7IKliH1Cwx6+4WZa5DFaH210xqfskDG/vDjr9Zss3+H3n7yiuLsbbJ70dzm8iaQD2Ol1SXdPiatS0YS0/CpzE6MiJAZBIWiLVLcBy00pn2IaiprqxqPrRboXJKW6KTa3UakMYc6OisbBo0TtNYCUxHWuNu3lu9HN48fgX0Sm+k3hcafMMRqXlhiw6sAgFlQX13nxJw7LH2TCzW5tYn78n6ZqSSBqeailuJIHcUrzw1LqlosuzxN3iKGewbGskNjWomBtSFO0UN7Tc+OG0Hqfh9B6no01MG/HYYvOc/DKdgpLWnRl7ZtR78yWNZ7nxZQmVQcUSScNT3QLcUlLchBHvc7HJoHdnS9ksiKlQxE1ZaxY30clBuaVIUXQH5U5B7RlTZoOSLWdhjI6Gg6UHXfen7pxaly2WNCJ7nA0zu6bGuix4WqS4kUgaLxW8OSPFTQNmS5kpbjRuqbiqbHG3PLoVi5uY5FrdUmqsRXEQlhsVkzM4WStuyixlItaG6HV6rMtdh91Fu+u1+ZJGtNz4ODtJt5REIgkGKW4a0nJj1LvcUrqKfKQwOJZxITHt0GrxsNyYAorEQrPTcpO/E9i3zH2rKqnxHpNV6dlVaVHSiMmhUpbtB5KikjCyg9Kfauouab2JVCw2u8iWUmNufJVWKKmS4kYikdSOFDdhxPtcbNTrUO203JgOb0S7yp3iflVse7Ra4tsGzp3XuKUKVctNeR7wyUT37X+TlNQZlc1/wLR7gbg7bc17NcRNh7gOOLPnmeL+n7v+hN3R/P3JLRHWt7HaHYgy6tE2IVq6pSQSSZ2R4iaM6LxsN4y5WW7vh6W2AbAmdcNhUwfMsh2F0pT+aLV0HAYccREw6i6/i6iTWrkhARh+I5DS3X3TGYCsdUDOJvcbDiyHySl2EizVrqcPlSnipn1ce4ztPBZxpjgRg7M6Z3XDfT9J/eNt0mJFLRsZUCyRSOqKFDdhxPtC02TQoRhxuMTyGHKu+Qf/6fwFbrTcB7O5Zq+rVjVI534ATHjG7yLqpOagYJn0KnDXGvet90TlxU2/u99QdABjyxV3RonD7bbILFUypTrEd0C0MRoTuk4Qj//Y+UdDfDNJGONtiC+7noy5kUgaB1szN3BLcdOQbimDe3hpV2BvKRJtksMeCLUCrV3relIZcKbLFeWi6AAS7covsURT0E/NlKK4IaprataeWaiyKTE6kgiscZMW62HB01IsLTcSSaNQJcWNxJ9bijE3KiwbX+WsHRBlrNkUVOJGndScLYU86XOKkkKesxHI2+nqP5XgvMwocbZi0Na4YcwNOartUcJFVWIpwbz9NatfSyLMcuMz5kZabiSShsDhdTFZ3cxb+klxE0a8z8UMjNRSJS03QaFqQp+WGxYB7Ha8cn/Tb6J+EEoykaBabmCvEVDcPr69Kx2cRf+IdE1Fbjfwbk5x4yvmRlpuJJKGwep1NVktLTeSYNxSnKil5SZEy41P042Xa4pNNeFwixudA3/t+wuV1krkVea5GmqqnNHjDPF38cHFyK/Mb+BvIgkWdv7en1/hCij2dkupd6XlRiJpuN+glippuZEE45aiEULG3ASH6o7wp23Q73Ql3PTQKmCf0kRVjbkh7655F9sLtov7CeYEJJoTXa/1SO6BgWkDRTuG6bunN+j3kARPZlGF6GfDIPwOyTHiOW0Rv4wEJQhfZktJJA1XZ0qLtNxI/FpuzBq31D3fr0FuqZKmHG2SlptAqAYvn24pEp8BdFWK8uGfd8UfU1QSXszJFfcLqwqxNHOpuD+83fAasRtn9FSsN7IdQ+Sw15kG3jk11lWhWrvf2icpgmdHTilmbFBiqSQSScNZbqptvuuQ1cbu3DJ8tHCX62K+qZDiJox4HwrH9XB3wF69rxClVcpVZ3Ks78q8Eni4I/xpG0F/RaAgc43yt00vDK1SMqCKq4qx9JAibtTKxFpO6XYKjDojNuRtwK6iXWHffkndxY0ab0MSot29x3qku5+/+ctVKJIp4RJJg8bcVNXRcjP2tXl47s/NeHOOYj1vKqS4CSPeFoLrRnf3eHzTmB5486Kh6JSixBRIanNLOWoXNyppvZDkNKtW2iqxInuFuD+i/Ygab02LScOojqPEfWm9ibRMqViP38+9E/rg/ol9cPvYXh7Ly3o3Ekl4sdrCmy21bLcS89hUSHHToEX89Lj4mM6uxw+c3BdnH+kObpX4Rg1V8jaTepDUCeh4lPtxWi/EOxwwaAQRA4k7J7rHX8vpPU939ZqS7RgiL1OKZCRE485xvXH7Sb3RJdXzgqCiiU3eEklLw6qJWySyzo3Er1tK5yV4fNXtkIRY58af9SatlxjvJM0PdESHmlYblRM7nYh4U7yohfPbjt9wuPxw/TdcUm+3lNZy4y/zkMisKYkksi03jtrO3w2MFDdhxLd4cT/nq26HpCZqQKl3Uaka9HemhJM0xW2RqIn49+WSUmE7hpO7nSzuP7HkCZzy0ynIrVACkiWNC/ezL8tNIGTWlETS0HVudGjOSHHTkJYbnaegkZab4FCHKWDMDUnrCYy8EzjyCqDdYCC9n4flpndK74Bvv2rgVeif2h8mvQnV9mpX+rikcckpqUKlxS5EbccUJSuqNqS4kUgiu86NA02LFDdhxFu7UMz46o8jCZNbikx8FjhrsjL4Z76NeI24SYpKCvjW7knd8f0Z32NY22HisbTcNA17chWrTcfkGBGnFgxS3Egk4cUi69xIgi3iR6QrKsztFwJhjPbYA9rifYFIj0kXfw9XyLibSIy38UVplYy5kUgats4NmnXQjRQ3YcSXkUa6ohqg/YI/TJ4uDSMbbAZBeqxT3Mig4iYh1HgbIi03EklkZ0s50LRIcdPg4qYptqQVuaUCWG6CRVpump/lRoobiSSys6WaGiluwojWSqPe9eWqkjSQW8oUU6erBZe4kZabiLbcqFl0RIobiaTu7MsrxwM/rMWOnBLxeOOhIrz53TS8anwP3XRKe5OqemZLyVTwFoTPRHCpbUJG70oFD/GNphicVqpMlD0TPatDB6JNTBvxVwYUNw3ZxUrbjPbJ0QGXu+H4Hq77ss6NRFJ3bv16JX5YeQDnvLNEPD7t/xZhSuVDuMC4AG+Z3hHPWZp5QHFwQQmSoPAo2Of8KwOKG6j9gi+MMTitrBwZmdnoe+bvQb8tIzbD5ZZizRUZJ9XYKPvZqG0D7oP7JvZBflkVvl9xwNWnTSKRhM62rFLxt0TzO0rWOS2ouqywfIajiaNupOUmjPhyQcmJsoHaL/h8ox46gxnDK6uQpDeFbLmpsFagzKL8wCWNR7AalmnipwxqJ+5Lt5REUnfiNU1pvTnoSI8It1J9keImjPhqtSC1TegY6hpQTIzOjClLRdBviTXFIs6kxHvIoOKmI5jfSkK0Ilql5UYiqTvxUd7ixn2yPehQLvbqq22aWhxJcRNGdD7uy4DiumdL1dp+wRem6JDFjTaoWMbdRDYJzitOGXMjkdT/d6SSCiWwmBxypIq/UtxI3PjQMTLmpgHbL/jC6BQ31krlL9dRuK/WX1qotW6yyrJkN/Ew4ajDFWexdEtJJGGz3HTSuc97Np0pIsRJfZHiJoxorTTqBC3bLzRinRttIT/VcrPyU+DNwcCy94OKuwnGLfXV5q8w4ccJuHrG1dhVuKsOGynxRTC/FNUtVW21o8razAtxSCQRYLmx2x3oqHNbrMM1ZzW1NpLiJoz4stJIbRM6atJMWCw3B5Yrf3fNC0utm2pbNT5c96G4vzpnNc7/43xMWTsFFpt0k9SVUNyP2ivOUmm9kUjqRLzmd8SMqUSdUkiTGPSOiBAnTS5uKisrUVxc7HFrrWgzo9TztcyWqo/lxlF/yw1dUiR7Q9Dp4IGYvns68irzkBGTgTGdxsBit+DdNe/iwqkXYk3OmtC3V+IimJ8KC/nFmQ3ivgwqlkjqV0uMFJVbEAOl1pQ2oaO+bqk6xUw2tbgpLy/H7bffjoyMDMTFxSElJcXj1lrxWcSvCbaj5fSWQt3FjWq5UcVN0X6gorBehfz4Y/1y85fi/iX9L8HkkybjlTGvIDU6FTsKd+DK6VfixWUvynTyEAn1FKi6pmQ6uERSN+wan39RBcVNteuxoR6TVsj9ACNN3DzwwAP4+++/MWXKFERFReGjjz7C008/jQ4dOuDzzz9Ha0V75anuYhlzEzrqmC3dlYesIqdIqUsquN0GFB90v5a9sVa3VE55jt9lVmSvwJb8LYg2ROOCPhcIq9yp3U/Fb2f9hjN7nimKVn295Wuc89s5WHBgAVoj932/Fo/+sr5RanRsyizGeVOWYMaGLPy7Ox/j35iPc95djNxS91WoRCKpiVUjQgorqhGt01hunKrAUc/1Nktx88cff+Ddd9/FeeedB6PRiOOPPx6PPfYYXnjhBXz11VdorXgEFDv/sugYLYDDuyvpdZLa6d7G3WNo3lb/YiNgKjgtNyVZgN0alLhpE1u75ebzTYpwp5BJikpyPZ8cnYznRz+P9ye8j47xHZFZlonb/roNDy54EPmV+Wgt5BRX4qdVB/DVsn0oq5PLSBdSMOSDP67Dyr0FuPnLlfh97UHsyCnF6n2FWLozrw6fLZG0HuyO2i03dfEqaQuvNnW2VZ3aL+Tn56NHD6XPS2JionhMRo8ejVtuuQWtFp1nNVXSt10Clj4yDsmxwVfMbe0M6JCI0b3aYNGOXOSXu390oVluyt0uKZVs/xYFxtCQUkspbp5zc436RLTKLDmo9GG5bMBlPtcxssNI/HzmzyIG54vNX4j4nKWHluLBYx7E6T1Ob1XxVxZb8D7FUE+CqltKS7mmhXGVVaboSyTBdgAv9Iq50TltNnWz3Lh/e/+9aCianeWGwmb37t3ifr9+/fD999+7LDrJycnh3cJmhHbuMmkcl20ToxFlVIIgJcExsEOi+FtQVl3HIn6VSpyNwLkvsvwHFbNCsRpUvPjgYiw6uMjjxucocE7odAJ6JLkbOPqqdnz/Mffj60lfo29KXxRWFeI/i/4jBNOBkgNoyRhVe7YQN6GfGoPVfgk1qqsClRa3uGGauEQiCd5yEwVLWGJutJYbXtg3O8vNNddcg7Vr1+KEE07Aww8/jDPOOAOTJ0+GxWLBG2+8gdaK9phQLTeSupESZxZ/80IVN65U8Aq35abTMcCBf4GczUocjr6m0KRV5ZOTPxHp3f4w6AwiQyoYBrYZiG9O/wafbfwMU9ZMwZJDS3Du7+fi9qG347L+l8HgYxtaUikE7RVcuLMqvKurkgoPy42sfyORBCtCKG4yNHYa1cJc35ibpi5gWydxc88997jujx8/Hlu2bMHKlSvRq1cvHHHEEWitaIOHpbipH6mx5jpablS3VCVQ6RQ3PU4EstYrgid/F9Cmt8+3dk3sKm7hwqQ34frB12N8l/F4eunTIiD51RWvCnfVUyOfQt/UvmgNZu9g0dW5Lw5QIS03EkndAorLqz2spnqdo94xN0a9rsnd8GGZgbt27Ypzzz23VQubGm4pY+uJr2hIy01+uaXulhvVLZXSFWg7QLlPkdPIdEvqho9P/hhPjXgKCaYEbMjbgIunXoz/W/V/qLK1nMwe7ckwlJibUPEVc1NhcX+eFDcSSWhuKS2qxaU+lhttHZ1mZbkhf/31l7jl5OTA7mWC/uSTT9Aa0QahSstN/UiNC4PlptApbpI6A20HAgdXKhlTg85FY6PX6XFen/OEW+vFf1/E7L2z8eH6D8XfJ0Y8gWPaHYOWRCgpoaHXufERcyMDiiWSOgcU6zS/QnXmqou4sdnclptmKW5Y0+aZZ57B0Ucfjfbt2ze5+SlS0A6DWYqbphU3pdluy00yxc3goCoVNzRs0PnGiW/gr71/4fllz2NP8R5cO/NanN/nfJzb61yfvyXW4Gkb1xaRjqO+bqkgzyNqnRu/bqkGtBpJJC3dchPjqKizulFj7VhJvFmKm/feew+ffvoprrjiivBvUQvBWJ+Qc4kr5oZ9T+hmMBuDFIumWOXvnoXOJ3RAYieg3aBaM6Yak3Fdx+GY9sfgvyv/ix+3/ei6+WN4u+E4u9fZGN91PGLUdPcIJpSA4lBPoom1iJsqzX2JRBLYsqqIG/fj4yvnArihbpYbTcxNsxQ31dXVGDlyZPi3pkWlgkvLTX2g64Hqnz+WgvJqkU4fFAwe7ng0UOos/jfgTMBoBjKcMTfFB4CKAiCm6duEJJoT8eSIJ3Fa99Pw5qo3fTbtZPp5VlkW/s36V9xo7Tml2ylC6AxJHxJRVlNt1lOdUsGDXC4+yhTQLSUtN5EJS/NHQiyGBB5tEuiWqokD1fa6iyaD2v24uYmb66+/Hl9//TUef/zx8G9RS4m5iYCd25zhSTAl1oTc0mrkl4UgbhLaATf8VfP5mGQgqQtQtE+Ju+k2GpHC0e2OxpeTlJ5VvjhUegi/7/wdv+34DQdKD+Cn7T+JW7fEbjir11k4o8cZEee2sjZoQHHN01a51nIjY24ijt/WHMRjv2zAO5cNw5g+SqsTSdNh01yI0Oqp87peMMOKSpsJ93y/DpMvO6r1WG7YCfyDDz7AnDlzRIaUyeQ5Mq211o3MlgovKbFmIW5CjrvxB11TFDd0TUWQuKmNDvEdcPOQm3HjETdiZfZKIXJm7Z0l4nXeWvWWyLqKNkaLOjxc7qqBVzXJdmptNaFYbkK18fRuGx+wbocUN5HHgm25wsU8Z3O2FDcRgNXr92n2CqPommTA9iJg6vos3Jldgj5tgyvIp7ZdiTU3fR2vOpkX1q1bh6FDh0Kv12PDhg1YvXq167ZmzRq0VrR1bozSchPGdPAwiRtmTEVAUHF9Mq6YVfXc6Ocw98K5eGbkMxiWMUy4riqsFaJ1xM/bf0YkYKlDS/dgPWyxZiNm3u2/mKJMBY881KDV3bllTb0pEngGFBOzVwX9qTcNQ/9k5Xf02ZI9Qa+XIQTac3ezs9zMncuAI4k3skJxeEmra8aUP9oOatbixrtdxDm9zxG3vIo87C3ei6tmXIX9Jfths9uapAKy9nwZSrZUqBWKSaAAcyluIo/iSkXc7MmT4iYSSzVUWz0b3ert1RjfwY7NhXr8vOogHjy5H5KC6I+YX2ZxWd2bmnrNwDt27MDMmTNRUVFR55NUi00Fl26p8FlunD+YetPOmQ6utmFoIaTFpIngYqPeCIvdguzybNdraw+vxc/lPzd6d/K6FPHzblYaCF8+/QHtlX5ksv1C5JFSugMvGz+Ao2CfFJ8RFFBscrqjariRrZXomQj0bRsvYnJ+WKn26avdcjNMtw3XFb6lJG40N3GTl5eHcePGoU+fPpg0aRIyMzPF89dddx3uu+8+tFa0mSvSchO+dPD8sjBV8U3ppqSKWyuBvJ1oSdBS0ym+k7hPKw4pqirC/Qvvx6rqVfhkY8MX1qR7rE5dwcNUamFI5yTxV06ekcfJZX/gIuM8XG6YjX355U29Oa0eq1PcZCQoiRraIn4Cm9KS4crjuoiHny3d4xHX5g9a2X+OegojCn4HZj+BpkRf195SDCLet28fYmOddUUAXHTRRZgxY0Y4t6/ZIsVNE7Zg8AddNWpKeHbjt2FoaNS+WPuKlZ5aryx/BXmVeeL+tD3TUG0Lk3svCBqyK7i/mLYjOiWLvzIVPPKItpWIvwN0e7FXuqYixnLTJiHK5+s6XgACOOOI9kiKMWF/fgX+3uIsrxEAj/jI3B1oSuo0A8+aNQsvv/wyOnVSrhRVevfujb17lavG1o5q7pPUndQ4U3hjbohazI/p4C2MLonKVdbekr1YeGChSB+nqydGF4PCqkL8vf/veq1/Tc4abM7b7PEc43tm7JmBzNJMDxNMQ6aC+3JL8QTcNVW50KrS9JmSND204kXbFWtNP/1+GVQcQang6fGKuKkxW1kVa3mM2YCLh3cOOrDY41yta9oL/Dp9ellZmYfFRiU/Px9RUb6VYG289NJLwq1z9913+12GVZG5jPYWHR1k/ZNGRlpu6o8alMY6N2GjbWRVKg4nXRMUyw0FCLuQk0v7Xorh5uHi/i/bf6nzugsqC3DF9Ctw4dQLRWaWytRdU/HA/Adw8k8neywfkluqDn4pg9fFQ792CYgyKb85abmJLEoqrYjXKcdMhq4Qh7MONPUmtXpsTstNuh/LDd1SKlcc11U001y0IxfbsxULnD8KtFb25tgV/Pjjj8fnn3/uekyRweaZr7zyCsaOHRvy+pYvX473338/qK7iiYmJIsZHvUWqpUiKm/qTFhflkV4YFlpQxpQ/y82K7BUiqLhzQmfcOuRWHGVWinAtPbRUFASsC9sLtrvur85Z7brPz1Ljbepa56YueBfJ7N8+EWaDkiEmLTeRlwaeALcgRvamptwcCWqKmxoxN063FOmUEosJA9q6Ym8C4XGubo6WG4oYFvE79dRTRSuGBx98EIMGDcKCBQuEuyoUSktLcdlll+HDDz9ESkrtJfEppNq1a+e6tW0bWZVZVWRvqfqT4nRL5ZVVY/2BInHbnFnsUTrcm9zSqhoukayiSncmX1u1DcNBoLxxM4gaS9yoPD3yadGHKtWQiqPbHi3kBwsA1oWdRe4A7E83fIpK58kv1uhlwdVXQmfKC8pyw8BfmrE9ZVFwsDVHMkpghnKl2K9tPGKrc1qs5YaTUU6Je8JpThRXWBCvETdxhVuadHtaC4Xl7vOmeg7MKa70CCj2a7lxuqVUrh7ZXfz98p99Lrci/6rrV295pRpx0wTlKOpd54ZCZtu2bZg8eTISEhKEQDn33HNx2223iS7hocD3nHbaaRg/fjyee+65WpfnZ3Xt2lVYioYNG4YXXngBAwc6i7P5oKqqStxUiouLxV+LxSJuvlCf9/d6MEQbdPV6f2ugtnFOMOtck+AZkxe5nr/iuC544rR+NZbfmlWC099ZiuHdUvDVdceI535YeRD/+XUjnjq9Hy47tgtgiIUxqQt0RftgPbQWjq7Np1JxbaSZ0mDWm1Ftr8b5vc7H0LShrrE9o+sZwsryy45fcO2Aa0VBwFDYnu+23CzNXIqrp1+NL075AlF698mxoqoCcT1fh95Ygs3FNlgsnmLLm4d+3oCp6zJdVh6bzRr8b6YkE2uib8I+ezrGVL+F0VmfodP013GN4Qp8bz290X974ThnBOLWr9dg9uYcfH3dMTimW9P3RQuF/NJKdHG6pUiHqp0oLa9ElMkQcePcUiitsuLE1xegqEKpX0O30ikD22Lahmw8fEof1wViWozRp+XGVlUKINk1zkd1TkCfjHhsyynF2Nfm4T+n9sUL07f6/nBnpIjdoYMtzPsplP1eJ3FDkpKS8Oijj6I+fPvtt1i1apVwSwVD37598cknnwj3VVFREV577TXRwHPjxo01gptVXnzxRTz9tBJ/4B0U7StuSMvs2bMRKmPb67GjWIekgq2YNs3PzpcEPc4j2+qxqcApcuxAuVWHfzfvwTTdrhrL/rKHE7Ye/+4pwLRp08Rz03Ypz/35zyak5CmuqOFog/bYh81zf8CuDEXsthRGmUbhkO0Q+h3u5xoDYt9qR7QuGpllmZj8+2T0MvUKab3LSzx/o5vzN+PPP//E/ip3/YuZf88UwoZsz1qNadNS/a6P59Zp6wyw2HQexUFTgwzZ65y3CMNordIfxuAUOzqtfl08/6TpC3xedYrHd29M6nLOCGq9m5VT9Uu/LMN1fZuXZWpDPjBKY7npp9uHr36biXaBT79NMs4the1FOhRVGGDQOS8cHDohbMhLM7bBpOfzOmRuWYFBKXqYvLLzt69ZCmSc6jHOY1N12JajCNIfFjOxQI8ovQNOfVSDnNxcLAvz77C8vLxhxc3//vc/xMfH44ILLvB4/ocffhAfftVVtfe22b9/P+666y4xeMEGBY8YMULcVChs+vfvL+J1nn32WZ/veeSRR3Dvvfd6WG46d+6MiRMnivgdf+qQ2zVhwoQafbNqY1JIS7dughln7Xj+tjYT9/+4Hm3apGPSpJrN3NbN2Ip5mUoMFusvkVnfrQOys2BISMOkSYo1Rz9/HbBoFQa2Afo5l2spTPI6AtUxnjRxEjav2Yzvt3+PQ2mHcOfoO0Na7+s/vQ7YgP9N+B+umX0N7LBjzIQxKN5djDkr54hlho8aDjh7lqamtnHtA1/syClF1T9LPJ5jvF7H5Jigtke3oQxQMt7x872nAM+7X+OJ/JRTTm3UDtT1OWcEw11LZ4m/GRltMWnSkWhORG/YD/Ned2HF3roDONB/KMYN7BBx49xS+GzpXmDTVpzYN0PEPK3YW+i5gLDcOjBh3Em4Mikahp9/ADYDDmO0SAPv2z4BO23wGGf+mue/sxRbskoQnZDMyRQXH9sVj03SWNFtFuAlaI7V8J5fVc9Lg4kbWkMoKLzJyMjAjTfeGJS4WblyJXJycoRrScVms4m4Hbq76EoyOAME/cFBP/LII0WlZH8we8tXBhffW9uPI5hlJPUn2HE2Oo8HTlq+lldfV9dJip2N3LJLqt3v6aAErutzNkLfSvYvv/v5fc8X4mbWvllY9L3i5os3xeP1E1/H0Iyhft/7xoo3UFBVINLKB2YMFHE8zJg65ddTYOHJzEmVo8Kjz1qgfboxq6x+vzeDezlf73HoDTDVwe1RXxr8nFHLuEYiJpv7uKjSRSMKlSjO3AbT0K51X6c8Nwdke45i4RjQIQn/7FJqXfkKKI42O8fRGaCvS+wA5O+CoSxbuJe8xzk+SpEMZdU2V/FQj/2g2dd6gzHs59dQ9nmdAopZvK97dyXASAtjYfhaMLDC8fr160WjTfV29NFHi+Bi3q9N2KhiiOsINc5H0vIrRHtH72cWVWiCige52zDYPHuqtGT6p/UXjTdJubVc3HIqcjBtd2DTsVofJzU6VQibYW2VCxIKHKvDPX4lFvrpg2PdAa8ryVDR7msfTTpbamfw5tjhRm9RXJXluljkxfcW922ZLS9bMZLYkqVYOPq18+2dUHMyalg3Ezu6Ey58EOsUN6WVyu++xinXosmKa2LqZLmhhYadwbt16+bx/Nq1a5GWlhbUOhiIzMBkLXFxceL96vNXXnklOnbsKCxF5JlnnsFxxx2HXr16obCwEK+++qpIBb/++uvr8jUkLQzt75QBc/zhFjj7UlVa7MI8m8zaOSndAVMcYCkD8ncC6X3RWvhgwgci7obxg/MPzMfLy1/Glvwttda4IR9O/FD8feekd3Co7JCraN+kXxTTc6lzEiN0WwVi7f6a4iYkJ5I2E8NWpbTVsLj98S21BYN3N+fmgL5aOS4qdTGoTO0PlKxHTL5nMUhJ+KBVZquzHk3/9gkBe7a5imGqx5VT3OiKDwEZNZePMyu/uzKnRbyG51fzG/TOuGps6mS5ueSSS3DnnXeKAEBaT3j7+++/RQzNxRdfHLaNoxVI7VtFCgoKcMMNN4g4G/ry6H9bsmQJBgxwpvdKWjV0haiw2ZuaDqmSWeRMpaUJVk0Jz2p5bRgCweaarH/TObEzjmt/nHiO4sbu8C0GrHYriquLXQ06VVO0ug7euicpVtx3173qet+akh+xMc93FWg2ttyUWexh5g4ZbbYXT6Imz1idlto8M4j2PpHDvmXA1HvQZfd34mGFPhbG9krz2vTypi3N35Jh5/VKix3RJj26psUFXLaG5SbJabkpzYbOUfM3FGtWfq8pliz81/QOzt/+ELBtpnuBha9FjLip05mFwbt79uwRriWjUVkFBQ5jbZiaXVfmzZsX8PF///tfcZNIfKGtl1JebROFFFXfMGGtBxZ7c7mmDixX2jAMPh+tkW5J3RBtiBbuJTbbVEWKFjbfJLz6SzIrjSm96RDfAbuLdiOr3LNA4Cv/voLPTv2sxvKbM0tE+ndqnBnDuqRgzubsOhQ01SxcXaZY4pDX4i03zUnb4JOJ4o9q33dAj+TuQ4F/gO623aiotony/pLwsiVTsdr0bZsg6kEFMom625g4j6y4DEBvhM5uRZRF+e1riYtS9te5+oU4x7AYoAH2923APRuBykJg9ZeeFtXmZrkxm8347rvvsGzZMnz11Vf4+eefsWvXLpGmzdckkqZAO6HxxKm12nhYbjx6TLVe3z+tOH1S+oj7/lxT7ElFkqKShMXGF8+Neg7PjnoWSWbP+ivbCrYFdEkN6ZSEPm3j67bxdk29i7LDHpYbHewtqpCfK1bM635z49uUG5DQRQnm76DLx/5Dsg1DU8Tb+LN2K08YgAQlhjXGorijfVluonSac2tpFrB7nqcVfMwDwPH3o1lZbhjrwvo2FDd0ExFWFqY7ikX4kpOVzrwSSWNDU6xKucWKSqvnDzerqKJV9JgKhX6p/bAud53oR3Vq91PFc9ll2Zizb45wSantGpKj/P+u28S0wdm9zsa8vUvx1wF3cDIDlunu8i4YqIobdvHu3iaw2dwv2kDw0hwPcROPyhbVgkEr1JqxtkGmuRt0McnI1rdFW3s2CnavAbrVPWNK4htaRtV4GxLIIFoj5oYwY6poP6It+X5jbvTeNsQ13wDthyj3+58JnPRYgE+NQHHDxpisM3Pw4EGR1cTYF7Jp0ybR1PKvv/4SMTDBtFGQSMJNpTPORnVLWbxcEx6Wm7bOqtYlh5Q2DLH+C8619AwqtSifahm4b/59WHt4rcdy6bHpta6rR2If/AVN4UCHXbireib39FhujTNTamjnZGQkRoXBcpPjEWCciLIWZbnRZn75a1XBliPLdufjyC7JrqvrYCvZbjxYhOHdU31mGwaCAfrztx322QGeqzrH67kKg+LWzInthbal2ag+yAuLs0L6TEntsEUN6ae64AMg3FbeUNzQclOd5zdbSq1ovC9hGLqUrAK2THUHE7dT4qqalbhhthLdTjt37qzR04mvsTAe/8q4GElTUOnllmI3Yi1Zzr4qgqgEIKUbULBHcU11H4PWSH9mrzjdUhQ2zKCisGEszviu48VrBp0BF/T1LNjpiwRzzZPpL9um4v7hd3lMiLsOKzVujuiUhDhNQHFIVglNfR0GP2q7GCfqyltUzI1WtPtrSDpl3k68PnsbxvZNx/+uUbrAB8Nd36zGX1ty8L+rj8HYfj7SYwLwn1/W48917oQPb87R1GatchhRrVesa2XJfYHSxYjKkw00ww2zmA4WKhbqfu2clhs/mtVs0GsErdZy09GvW8rbcpOVMABdosqA3K3A1mmeVvHmJG5+/fVXUbzPV7NKNrFkQ82bb75ZihtJRFhu1JibGJNBZE95WG7UHyHFTVbrFTe9UnoJ8cLYGqZ3/9/q/xPPX9r/Utxz1D0hx/B4M333NNx3zJ2ukyib65HOqTFIi1esNs+eNRA5JVXoUFt1Yqqf/F1AXDpg17qlDnu4qRJR3qKypbQutirNMa7l63+V+mJztx4Oer1sfEhhQ1bszQ9J3PC3NXujEgg+smeahwWAv72Vez0nxiLEw+BsJqxnvNsBIKXU3a9MEh7Uul5RRr1S9sIPx/du4+r07QF/p07LTbuiVYo1xuROJIg32kXDWr2z1INDZwCGXAz8pWlx1BwtN0zLDtSkkvVpsrKywrFdEkk9xY0VBeXK1X3fdglYs79QZEvVEDc0p+b4TlluDUQZooTbiMG/b658E9sLtiPBlIBrB10b8rpiDJ7xMw67GTmVh4QlSK2AvNbpkhrSyR3Dc8UIz3pZfln7LfDrzUBCB+C4W/xabpJ0pS3KcqMVamqJA29SYs01xXstfL1MaVWitsMIhWnrs4Trj9aBr29QSgqo7M8vx5hXnH04nBQ44l3BqwldhwIrgM6W3YDd1uTdo1sStIySxBj/lXw/vPLomsLGO+aGQqYqG47PTgOunwOYFDPcmIWXYk30Rky1qftcBxxxkVvcmBOAJN99HiM6W6pNmzYiBdwfu3fvRmpq64xdkETWFa42W0pN/2Z8QUmlxp2R4PyBV9SzWm4LCComM/bMEH+vHnS1yI4KlaPSj4Pdqgic8j03wlqsXAhN3TXVtQxFphpvEzLrvnPHSRVpMm0q8j3cVEm6shZVoVgbKO9P3DCtPrR12vDDygN1Fje/rlYq2J5zpLMuigamd0fDM1OxEPGumirtuw9AhcMslqnIltabcFLs7AKepBE33kX8Ardc0wE9ToS9g9K7T5e9HpjzlPKSw4HEAuVC8ET9GrflhrVxRt0FJHYCRt8dak2HyBA3J598ssiUqq72PHAJe0E9/vjjOOWUU8K5fRJJ0FRavd1SyoTXMTkaidGKkdLDemOMjohiU03NgDR3EUy2WLi8/+V1Wo9eb0DZ9sdRsvkl2Cp6wFKsNHicuWcmLHaLiOlRxc2QUMVNVQmwd7H7sbY8PMWpJsA4FSUtStxov0tFte/vlaIRN8FYrRgrw9+HOgnuzQs+TomWmX/35Is57MyhNZtfxpmNiIPnb6pQY7lJjo/BTl1ncT935+qgPlMSouUm2r9TplbtEZMC2zUzsbTHfcrjZVOA7XOACrer0aZKBzUTcsIzwL0bgTFNm/5dZ3HDYOGtW7eid+/eIr7m999/x2+//YaXXnpJPLd582Y8/bTG9yaRNJFbile4qv85KdaM9klKPIeH6d7gnBCsoZnzW6rlhtx4xI2IZSuDMGAr6wkzkkQ8z+hvRuO4r0egov3DiO/zJO5YchpGfD0Cp/9yOvaX7K99ZTvneriewPLwKjzpal5LaWluKc1x7S/mJt5ZXI0cLq1drH/pdEldP7q7CBK12h3Ym1ezmakvfl+rjP2IHmmu35UWVsaN1bl/U/l6PV7pnI8l1XdiedZy8VxmtJJBV3lgXVCfKQmO4sqabimdl5gJ1I5Bu3BO0hDYjr5BefDrLUCmO4MyAUrQssOrzINYdMevOOvXs7CvOLg+kxEhbjp16oSlS5eKdgePPPIIzj77bJxzzjnCmsPnFi9ejM6dFUUukTRpnZtqq8tykxJrQrukaB+WG2casnbSbKWWm3Zx7URBvwv61J4V5Y+a2U4GJFnGaBp1lkFnqBK3MkspSi2lojLyK8tfqX3l2hLvNcRNoYdbKqUlW278iBttFlWN2DIvNh4qwup9haLGyUXDO6NXRnzQrila335epbizzvbhkiIMHm9jdgd4r46OQk6UFdUoxKcbPxXPlSQp/dwMh1tvvFtDUOy03CQFiLkJxWtkP+kJIGOAUm6BAseJXufwu7LHFz+OXUW7gvtdR1IRP3YDnz59uijgt3274i9lI0sZayOJqMDLarvLcsNgy/ZOceNhuZFuKQE7fU87d5qYuMyqNStM2ArGY9Ytdwi31AcLduKrZftwxpD2uH9iP2SXZ+OGWTdg3v55WHJoCUZ2GOl7Jez6vd0pbpK7AIX7lKqoKmwRodnuVF0J8luUuHEf17SwWGx20VpEi9ZSlaMteeCDL/9RrqhPHtQOGQnR6JkRj7UHioISNxsPFWPn4TKRjXPKoHZ+l0sxVtN3IShlLzcniw8uRl5FHuzpA4FsIKnYdxVrSf3ETWJ0AMuNL3Xjrw4Di2Oe9xHwwVigJDMk+0gZGxM3IXXsWqdUJR4+PPh6ChJJ4wZeurOlkrWWm+IKH26p1i1uiEnv/0ovWHydHrOKqoRViCfUXZmH4LC0wcgu/dAlsYu4XdLvEny5+UtxtaeN/VHpYIzD/Rvmw8QWC1GJSvXTpZNrfpDG+pasKwnNLUWrz9znga6jgN4TEBZyNgP/TAFOeNB39sj6H4ENPwEGEzDyTqDT0UEd16r1xlvcUPCoZAcQNwyo/22NEq90+bFKdWDVcrM9CHHzizOQePyAth4TqDepJotL3JRpJlObwyYC11O6DAU2AGmWTOCbS4FhVwB9lQrZkrpT7KztlRTIcqN9sPIzz4KYvlxWLHg64WlgxsM1X9MIV2/8tWuJeHEjkTSXOjf+LTeqW0qKm4Z0qaiBq+ucNW60wcQ3D7kZf+76EznlOeLmi7HF2RCJp5z8nAXGAqEEFIdQ52bTb8Ci/yol5O/bEp5sjyVvA2u+EsGZYmLwhhMFBRthOvTFX/ldlfd3qay21RAWWjGXVVwVUJzwt0FBc1wPxdreO0Mp9lab5YaViNV4m3OGBt4PSQa32CzzmgCn7pyKR4aehp329uipzwS2/qnUL5LiJoyp4MYA2VI6d9uSP+5U7rdResxp25h4cOzNwI45yk0Dm6F6PNZYgHzVvWpMpLiRtIiqnK/M2OIRm8CYAprw3ZabGP8xN9JyExb8NXVkZei8siqRis+Cir2dlgLClHN2Dl+ZvbLG+77Y9IXw3ecb2MyvA3Dqy8AOz/opGHwh0G2U2xL36y1ICdVyo56w6erK3QakK/Eg9eLwVv+NWWkpUoUNM4nycxAod8w7fuj//t7uEjfd0uJwwdGdPNpNzNua4zfd9491iji5/NguLveEarnZlVsKu90hUrb5m/px5QGcPLCdy+q5ZGceDpdUiRi2MX0Ct+NIoluKloSkflidMRiwLkNH40hk2ZZhQ94G6MyHcY3lQVxgmI87jL+iuqIEsuVyI8fc7F/mfpLHPWk/1P+bLvoSmPkosOJjHytTqLC6LeMmXf2twfVBihtJs8N7Dv159UF8ttRdkIzsy1f6nCREG8WE6tNyY5DipjGgoMwrUya7wR2TYPRyqXRP6i5u3jAOh+JmTlwsSjqNwASdA6msTqwlox9w1NXK/RKlYm4Se0tZtKb2ADCeR3s1umt+/cUND9A8Z/2WbB8Bs+WePXv2Z+Ugwe7w3efHyyKpjZlR6ZEe5yHmtmSViJs/+Hs49yi3q6xzSowoxU/3F0v3d06NxTN/bMJ3K/bjsyV78Pf9J3rUtjn9iA4wGwPnoiTqneImphMOs1u8FYgztMXItiOx8OBCzD84E9UJ/TG15DghbsrLSqW4CWe2VHQQbql9/3i+EJ3ktuD4gladoZd6iBtR50YDMyNVrA7P9jeNjRQ3kmaDepFg91I3Ht2+ATx4Sl9xhUlO7JshrlDVq0+abZlJJZoLymypsOKvNRQtN5sOKc38hnQOvjhgWnSa+Ds7LhazC5Zj06q38HSviz0X0sYKOZufGnQOGKqUz6uVrHUeVhTsng8ceyPqRVkuUKm44EQQpndjVroDNMSiSggYbZ8tX8Upe7SJE8ez2jxz6c48IWIWbM91xdzQ5TesS+AaQif1y/CY/Cg22Z19a3YJtueUCHEzbYMSPLorVwkK5W9mxsasgFlSWhIMykVElT4GFodyoWHWxeL0HqcLccPCjv+96GLMWlgG7AGMDvkbbKgKxTpvzezLckM6HRMwhkbg3WDYKxU8v9LdSby0OrTCkOFGihtJs0H1FXuLGzXlm4zv3xa3ntirxnsTooyinkdZtU1YEnqkx2vcUq27zk1DQ2uZq+1CCMX7rhxwJSy75mJf8V4sj4nGzsKdQJxX/yMG5GruVxviYbaVwlRds+mfT3bMVv4mdQGK9gF7Fta/JYBqtVGh9ab78e7HWjHFGjW6isDixmmVoSvoiTPcQdff/rsPD/+8Hkt25LrcUneP6x1yA0zSq228EDeMuzmpX9sarrDZm7JFrE6X1NhaxZPynRSxUsE6xHbl4sOkj8HYLmMRa4zFwdKDiE7YjwuO7SXEjdmrorEkfBWKfZ5HLZXAIaXKsItOQSQIxSoXHP7EzaFSd4kGv9mPkVjnRiJpSlSzvTOUxkWh82olkP1Aa71xxd0YNJabMk9XgSR0/GWT7ssrw+bM4ho9pWqjc2JnPGXuinvzFWGUWZqpBOhqAxW9gharzMr6zVpxQ8uJ1c/kqcbwjLpTycaixUUtVsb3ZK0HMtd53qprSXHN9RI3XIf2+KJlh1fZ5vZuy02AGCHVLRVl8jxdj+rVRvxl1eeCMuU3UJu7yB+9KPY1QcV0c+kMdG05PLKkaLXxmUqsgfupQJ+HLWYTDkCHartiuYnSx4qyA2q3+T92/gG9WflNmum3ootQEqYKxSa/y4i9d2i1V5YUf3DH1P4BUYlwaK2lXuKGopWc2v1U3DJU0/+tCZDiRtJsUEMSvANXizSWG38TLKlRpVi13JDX+7omHUld8T3487cdFkXm0uLM6JRSS+dvb2zVaG9VrkYPVxyGxWFTuoL7stxwUnaKm6jqQreweaU78I6Pq1IW/9v/r3K/90Sg22jl/nanNefLc4H3RgPvH+95e/MIYI+mFYQ/y4164p/5CPB6H/d6nZabPLPSuiAOlais9h8jpFpRooye1iS6j2hJYeA8Y2WId4p4sHingxsTNiC+z/OIypguXLwLtyu/jbN9tFvQsvTQUkz8aSKei12LCzq2xwNR/yDbosQdmfSKkKFrSm3LYTdpxKm0oNYLClK1yGNSwIBiHXBgudtiqTwLdPRfjkDzZtijUzwe+xI3HeNrd102NFLcSJoN6hVjTcuN+6o8gLbR1LpxnkSjE4Ehlyr3eRWTtzPcmyxhR2in+KRLqrar/hrYrUi12xGlM4hYk6zyLE9xoxZidGKJUk680RanuFFP4gXODtRads0FKJYYRJnSVamhQxgwSbO9KnzoCktor9wYdFmeC3x+JrBSqbZbg9wdyl/WzdF8D0x/ULEGsdorvVXGDq5qr9XlxbWmgrNwnjejenm6Cepquend1m254cVDVNs/lPWlLcDUdYdgszvE/hPu3ACoWW9RDj2ivCwx0XrlvcPbDUd6TDqKq4uxplDjGpHiJizBxCRe01vK+zcnLhLVoPZ+k4CB5wCj71HOh0Fg6X6S34BiKW4kkgaKufGXjkzcGVOaAORzpgBtByn3mzgArrnjPfTenapDcUm5sFmEGb29SQlEzirLAuIz/Ioba7QS8BhtdQb0ximuG0GJpqoxUbOkejkL9w06T6mjU5oN/Pu+u/7R3euV+je83bsFGHiuIlb+uAuY9oBH6wcPy82AszyfZy2X5R+6LIQ5hgxYHMrkYClzbm+AIn7RpppxQCN7ar6fsNzUrUYPA4o56ZVUWoWlxmGPqtkBvBarDVH7hF1SnYwzSz3dd9GGRFdxt0ndJ4n78zNnw+pwTkMyazEsaeDMEDUEaP0tTqPqMcvfzwWfAuOfDPpzqsc9437A34EGKW4kkjqg/l5rWG604ibA+332lyJm59WoFDdhhSnGWkLJlHLhjAtoH5XkDljUBhV7Nfm0OS03caq40R4QRUpPJOV5hzveprcSAwKjGRhxm3J/wWvKX1pqTBoBZY4Fzv8EOOkx5fG/HyjuK7VjMieNgj3K/T4n1xBfmPeyqwZOriMJJVDGyE4XWR0sNyN7elpufC0TDHR50cXlck3Z3cKUrRk4WZ4+pIPrAoINMO+ddy9GfzsaI78e6brR1US62OxI9rLcxOiVYoHkjJ5niL9Ls+bjhK4dMCU5UVpuwlSd2DveRldjSZ07Q9RZpZ0tUM7+9Wxszttc6+cYY90XKUaLu+QAjws1oLhTvI+q3I2MFDeSZme50VpnmALL4nDBxdz4qHVDopzipkqKm/rgPfQpcWaRoVY/y42yb9s7Y2kyyzKBeI1bSis8KBJiFMtNnE0VNxpXVNF+zwwmpmlTHHXRZHUMuwqITgbUVHK6orzhcTjmAeDirwFTHLB7AYz/m4iEioOKsOHVLJ9P6gykdHO/L62X0gfr4ArxMMeeiBKHIihsFUVBxNzUPF2nxUehf3u3O6GuMTdE20DToRE3gB1jerdBTJQV3275Fuf+fi6unXktZu+djaKqIpRYSlw3tldg0PARFjuSNIUFSYzB7dJik9ZhGcOEq7HYoMfPCfFwSHET9jRw/5YbVdwoy97x9x3YWbQTt/91O2rDZHKv36QRN6xxU+W0draNa4umRqaCS5p1nRv1B63i7bLS0i7RR5ViYo5T/taWBSMJCU60bZOisetwGbqmxQqxU2fLjdPdJMSN1nJj9LQOOZx1OOLtTnGijbPRWm7UFPBux3sKJArd4TcAC15VHscHOEn3Ow24fjbwzcXQFezG8UVPwxC9SXktradywFIcHd6iPHf6f4HPFIsFybYloBiquCmuNVvKl1uKjOqZ5spGq2vMDemVkYA5m3NErRs43BOYIXYPDOlLMe6HO13NEClgGBh8Vq+zkGT2tMilxaRBN3kskjSWG4ctGga9ZxzIRyd/hMX7VuGO+dcj12CAtaocTVvTtqVUJw48rYuLRNWd5BWQr61T4w92k/clbtgQVXx+VFLYG/DWBWm5kTS/mBu7b5dUbaiWG1bL9aj6anaay6v9V3WV1I63rmT8hzrmdbLawB0b0D5aiS35efvP+KJ8t+ZDvLKvnJabBLsvy41G3Gx3xtv4apTJPjqqaErw3/na1VTwhrmwdxkBk70S+jVfKM+36V3z/d3HAP2UTCGSZY13WW4catG/EC03ZFRvd9wNKw37gxbPt1e/ja82fwWbd3C1xnIzY0MWoHO/Htv1AyzL+0MIm26J3fDw8Ifx1wV/4YkRT2BI+hB0S+rmcUswJ8Boq0CyxnLjsMXWiANhs9bB6Uq8m1WnQz4DtSU147T+uDuoZAd/aeA657DrTLlI6P8wpu37BrmWUjyfloJDds84J1YVVuOm/KENUDZZ3efM3Mpcj+KbTY0UN5JmHVBcpMmUqg32mFIniBxtc0FpuWkQ2LBPrZ9yrLNJY13FTYcY9wT+ysFZyGK/KR/iRucsMpbostxYa4obCon9ztLzvcbV/EwGIastHdL71b6NcW1gu/Qn7E4b635O7dEz+HznMk5r08RnlfpKUUnYb0lEidNyowtQUVmtUBzlx3IzvFsq4qOUNiP+CgGSPcV78MG6D/DSvy/hxtk31mhUekQnxQKTW1oNnd5z0jup80n4YMIH+P3s33FZ/8uEgAmE0VaOJI2AorjxFeMaZ45GvE35Ped4FTeUAPjuSmDl/4Dvrgg6W8o7DTwtTgkOj++lxJF9s+NdnFe+Ht8mJuCGA1NrJGG8uOzFWj8r26FcrOxMEi1tPSw3bTS/1aZEuqUkzbDOjX/LTaCYG15x0JKwJ69cZEx1SXMGo8qYm7CgtgVQuXZ0d5FizGJzdama6+GWivHsKbXDbEK7ClsNcWOId4oblPh3SzGQmKKHKeCpPXx/LkVIz7GK2yoYDGas63w1Op98B4xVBW4LTa/xwBW/uHv28PNunCdGq/Cd/Rpx499qWOkMKI72Y7mhoPn+phEiXduf64owPkbl36x/cf7v5+O50c9hTKcx4rk+bRPw1fXHYm9eOd7d4UCRFbAUDsPpXa7Baycp/aWCRW8pQ5Le03LDhpy+XBxJNh1KDaxjJC03Ncher/zN8dGjzE91Yu+Ym8dO6y8uLp7VrCKfRRNZYNNShKWZS/1WGfbHqVUv4Qj9LvRKORWqLTLXuf/olowEpOVG0gzr3Dhq1FDxN8HWWuuGyGypBoEF+2ginziwXd0DXZ2Wm7Ze4ma72YSNZjNWFTq7GTvRO1O/kxzM+LEBDnvNgOJtM93ZTP5gLAJfZ3ZUsOh0cND1RGuNNo6n50lAkiZ7pO0A2NMHoNxiQ4lDEWf6elhuyIAOiRjstLz4o8Tpdu0Q1wH9U/ujoKoAt/11G17+92WXm4pC9NJjuyDKpIx7dcEIJJtCFKY2K/S2Ki+3VLTL8qqFrqpEq3JsHHZe+Wux2q2YsWdGUFk8rR3VLeVtuUmJM+PCozv7fd9rK5yZgU6OSD+i1s/KRyLm2YfC6tDVsNxIt5REUudUcLeAKSyvDtpy47NKMZHiJix4j32gEvChWm5MXoHDW8xmXNyxHa6aewcOl7vdGaaENFfzTOF+0rqlKguVqsTbZymP+5yKpoLWGI6XGlBs0ARmhhpzEyxqMHDHhI74ctKXuLz/5eLxl5u/xG87f/NYtsKqtEyAPcqnxSUgzs9J9EgF18HgQ9zwgiXZqoi2P/JXoMLqrkFVUFmAm+fcjAfmP4ALp16IK6ZdIYROU3ebbjS846JqObm5O4KH5pDZXuDZLiRKbUsTBLQWquRVRpZbSoobSbNBPclqf+Pe2VK1iRuftW6kW6pBiPbqhVQnnKngMHiesFdFu0/Am/PdV/VmczSKndYQa2luzQli069ARb5Sv6bzsWgqyqqU7VIDirX1QrypqiVbKliYqk3iTfEim+Wh4Q/h1iG3iud+2+EWN4zBKHeKGxbzC7ksoDN2zeEsUKjirzj16OJ4xNntWFtxAHf8dYcQOJvyNuHiqRdjWeYyRBuiYdQZsebwGvxnyX/wevHreH/9+y43SIul2Ms9VEtMUnGQqeDkQXsy4jXic3Cbwa77dq21sxbY+gMR6paSMTeSZm65CT4V3G+VYmm5CQsc+lhUwg4dKhEVeqsFX6jN/bTN+ihOje5T1+6i3Ti67dEiyyNanwidIx6JugohbozabCny74fuqsRegqkxKa9WRJsac2OylDa85cYpOihuVM7pfQ6mrJ2CVTmrRKxFh/gOqLZXi3o1RFQq9rcbKRzZJNSrSq0qbirgaQHwVzU3wxKL97I248aOnbEsaxmunnG16ADPmildErrgzbFvIjkqGT9u+xHfb/1eZOVQ3Hy88WNM7DpRBDgH40qJSEoPKxWxfZHp1bW7YK9ndW6/qeC1i5srbFFILszHf9IVK8u4LuNwYucTRTbdoTL/MTd0E1ayHpG+HHCYYdMIJBlQLJGEsbeUZ0fwwBWKSbtEH5YbmS0VHuwWbIi6ToibPlWfh2edapl4gxltY9siu7zmRMCr/PN+Pw8HStmDWodnzPHoYj0Ma0kuYPASN9kblL99TkFTolpuip2WG7MmpVaL3e5AtS084ka13MSxwKCTdnHtcEy7Y0SA8bTd03D94Otd7itlA8xiTH3y+53Ami/9fl6lzi1uHLYYnzE3xKIzY2hVNV5KHouHSxaK/UmO73g8XhrzEhLNSpFCdpm+qt9VeO2P17A1divW5a4T28zb7UNvx01DbkKzgj3I3hsVfGXmwr0BO3cHW8RPYKvG0Eq3S/+4DscJKxlZdHCRsJL54q65d2HBgQVI6AtYy3rAanu6huUmUsSNdEtJmnUquHfMDeoScxPlTGsNkLEiqR1DRa5oAmnU2REPZ8xGfXEVGzPi/076PxEI683CAwuFsFEDytdGKwXE7GV5nm4pdkBmUb4uI4C+TRdvo7XcqDE3UX7EjWq1CYdbShUt3mncapfuqTuVtGDVwqNUKdb7TOEWXdFVYcMxVW+aRopFukRUZp4DfXUXVOeO8xu7k6dTygQMrazClPFTMCBtAG4behsmj5vsEjYqJoMJQ8xD8OnET/Ht6d+6tn3ymsl4b+17aFYseUsRNhSb2jHU3njMqmJUbetRS/sFf5abFGdrkjN7nincvZ2sVpzXbiTO6HGG+F1RTKrQkucLChsVY9wul1uKAekMUI+kgGJpuZG0qFTw2lBjbg6XVonWDSKLR7qlwoJDE4gYhdD2i1/UMvF6EwYk98D3Z3yP5/55Dt9t/a6GRUIl02R0i5s4ZyByj7HAlb8iUiirVkRXoUM59mJsxQH7SoXFclNd03JDxncdL8aU5fe3Fmx1xVwww4nUMLjQmjbtfuX+UdcAZ7zpfu39MUDmWnG3SJ8CS+GxcFSOgoMZVH4MQPsMXdjhAeb87Tiq7VH47nT3vg3EwLSBePH4F9EruRfeXPUm3lnzjnj+5iE3I+IpyQbWfqvcv+JnoIu7XkwN5r0EzHtRsdz4gaLUFXPjJ5C/T0of4fYb1WEUsHqmsMc91fdKoJvSvb53Sm8hKjmOe0v2oh1qKWAp2t8on0lhw+OGVr6UaEVENTXSciNp3pYbryJ+taWCp8WZReVcriKnxFmoTLqlwoJDkxYapbOE2S1l8jhJ+4K9ikiOyRl4Xq6x3GhK/0cC5c5+aEVQxE2svTSg5YbxKsZ69I0KZLnh4xM6n+Cy3qgiyGF3ihtvtxTjlnI2ATEpwLgnPF/TZLWVGBWLjNr7zZ9bSogbHjOFnlk7wXLd4Otw97C7xX1OzD9s+wERj+g6Xw10Gh5Y2JDkru6YGz+UV9tcVhR/lhuLmnnI35JX40wVVqAmvqoU+6pqvch2HUZ9Mwpn/KK0FaGwMUbIb02KG0mzQT03UpSc9Po8cTtYoAkM9tEx3Buaxtu64m4qPN1SNBGr2TmSehGN4CtH+0WcTB01Aoo7JdTsOMxsmgv7XijuFxidJ+HyfHf7BX39XDrhhpMRKXIowjrKUQVYPI9lj75S9bTakFKnZdLbckNU98703dNRXO20IjktNx4WF1ocaEUg454EnL28XGjq+5Q6xY36m/SVCk4OGTvD7tDBxFTistw6C5wbBt8g7v+6I3IsdD5hVubyj5X7o+4MuOi6A4V4cqFT+Aaw3Khp4Lxw85elaHP+FvQ6vd/eUl0SFaG5t7jmZ1XafMcG8XgpdQbEH5lxJCIFKW4kzQbGy7AxIGsrsBkjbzxxsq7DyJ6Kn/f60d2DWI9Xd3DVckNkf6l64FaWlw6rY0ViX1YboslsYmqwN0e1Owp9U/qK+8UmxSKnY/aGehLXxIJEAmrMTbUxDlaH8zTMGjz+MqXqGW9D1AnIV+sExluw4WFORQ7+3ve3eC7WqPwuJh2h6Yw++wmlY3qHI4FhV9b8EI3lptzsGXvhL3nObozBAYczCFVtMloHmPlFGJCsdqeOSFZ/odRcSu0J9J0UcNE/12Vi5sEod4VtPxdfpc54G7bh8Jel6HD+PvWc9r26gqt0TezqcjNV2D3FtrYGkWv5+P6iJQdvf5z9B14/4XVECpFhP5JIgiA1zowFD4zFvnzPYNUe6XFIiTXjUGEFOqfWXlG2nQgqLnBnTBmjFMsAzbZ0TdHcLqkX1wyv3V8fdBq4l/ncV5GxEzudKNKYSbXeimK9DgbWs3G5pSLrOk6NuUlouxT36DNwaUkBRnDCS9QIibydSJ/9LKaYDiCaNWP+nAFMeMZTjNdB3Piy3NBVcXLXk/H9tu8xc49Swfn4Xp3xwAUnoUOyU7DsXQKsY5yIDjjtdd/WMP6WnJSbU4NKBTcadNju6IQuOKyIm26j3S9WlwOzHgPKlD5YBrsDx2RlwfDj926TEmsWjX8GneI7iWBWFpOjwIkkK4ILipOl7yr3R9xWq0WR4jYbKbDqTDDy91B8EEhxuql8WAJjzf6ndIczbVu3f5lftxSPjfSYdByuOIw8u2fF6AqnZZEd4VWh0zkpDd2Tar+gbAqkuJE0KxgQrAYFexOMsNFabmoU8qsokIX86oG2AZ8u2PTWYC03GreUd5EwdpdmjY5YUyxSo1ORX5mPg0YjurNeh1qQLNIsN1VW6AylqEr8FfNgxgFzCn7h8adl2XtI2fELTuWm82ss/0fpdTXw7Hq5pbR1brSc2etMIW7U2IzOiR3dwoaT8p/OIGJabDoe5ftDTP4tN/5ibgx6PbY7OmIcVgOHt3q+uPZrYMXHHq4GIWG9m6indINuzAMYmjEUf+37C2ty1kSmuGERyaJ9QGwbYOiltS5utdvhgB6HDRlobz2ouKZ8iJsKV6HHAF3hLYog0S17z+0C9bLcqK4pX+JGLexIccPf2cHSg5jQdQIiFSluJK0OtdZNpnd/KU4uMqi47mjT2KxhcAtoi8NprnBZm+WTkz9BYVUheib3FFeRahxOx/iOQtwcMJjQvzwTKMlS3sQ4gwiz3OiM7hl6p8mEstIsxPmoUPuLbRSGmA6ih32P0lKijqiWm3g1O9CLIelD8N7498SkResYC7u5WP6R0rxRBBE/6f9DjO4Lj8ooz3on/lLBTXoddjg6+nZLbflT+Tv4ApHCb7PZsGHjRgwaOBAGdoY/sEIRQHsWAWMeEN9BFTcR+ftY/JZyf/iNNZq++sLq7Jh+CBloj4NKULEPQ4kqbgJabuC03FDY+LHcqEHFK7NXItfmGf+kWmsobr6a9BU25G7A8Z2CbCzbBEhxI2l1+LTcuNLBZcxNXfHIVPPhn69PGrh3wAYLz/mC4mZ97nqsNaZiAmvtHFyhvBCOaskhZiYtPbRUWJR8ZY9kV+yFKXmFe+x0OmzK3wKPb+WsXDvDNhxtYlaiR/UewFK3+kE55TmuOBR/lhsyqqOSFuxBaQ4w93nl/kmPA3EB6phovmuVqHfi/j35SwWnW2qb3RkkrrXcMAZpt7OuygkPA216wW6xYE/2NAw4ahIMJhPQdaQibvYtA6zVwnJD1h5eKyyJYamSHS52zwey1ilxScdcH9Rb1AKO+x3pOCpAUHGl0y0VEyA2y+GrertX5W9tUHENt5RG3NB6qmbYRSqRdTkjkTQCsr9UA6E9eVrC6JbyYTr3B8UN2WRMVp44uLpJLDdT1kzBPfPuwYfrne0evFhW/irMqUs9nltXtNNzIWYmcb53JMGiBlHXwbJ4oOSAK1XXX8xNQNQg4vZDgaOuDrysplaU1Tvmxo/QYK2pnY4ObkHHLDeyfbZivUvvJ4SNT/habJoipg+tEgUAKSYZd5NZlomIYvH/KX+PvDywQPRhudlpaRMwHVyNuYk2G2q9+NBpn/TllkpQxE2+3bkfvMRNrDE4939TI8WNpNWKm+ziSndXW1nrJgyE2XKjuqV8XF36Qw0q3ms0e1niGvcKfkX2CldDSu8rZrrNKhk8C6Bf/InoW6JkL60vO+heiO9xWm5yGFBqcLowQrTcMKWXvZrUeAkSUh2Sff8Aa79R7vsLItZS6S5GGOXlIvFnRTHqdShDDMpi2ntab7b8ofztd5r/z+M61QDkPQuFO42BxWLTS/YhYsjaAOz8SxHZDCQOEsbckF1Wp7jxY7lxuaWCyKrTaR/4cEsxdk18tlf3da3lpjkgxY2k1ZEeHyVM5Cx6lVda5d8txUyN7I3u2+Fttbcdb8V4jEwolhtrtec4qzdnpdtQGlyqE1uByavgWCNabqpt1aLSL2H8inefnh0FO8Rfe3UqLu/5MHoVKZP6hipnjANjvw6uBJxuJFpurIZY9zEZJLsKdwlhU6MfVzDxULQQ8HhXg4iPvALodHTt76OFx4nZq+ig/2wpZbmiuB7uuBseP9vn1C5uCIOsCeNuNHWQaLGqjYLKAt/uGi8KC3a7so3qxJK3lb/9zwRSg88usjgtN3RLBbLcqPWQYgJZbhzBWW5YM4qUOkpdFYibo7iRMTeSVgdPphkJ0cgqrhS1bjIYYOzqL+U0qzOF+L3RQL6Xq2DkHcDE5xp/o5tdQHEIlpsvzgH2KhOTT1hpOEg6JihuqWpTKSz6KJjszom8EWMvthduF92TVVj1V5u5w9eJraotEqKNiKnKgN6xFdmowuHcbUh//0TAWU24yhiPKphhUycUbVPLAGwr2IYbZt0grEQsq89AW3bVFnwwFrh+tv+U8vU/Aj9d534sUq2fCu7La4Jko7wyd/zF3LDwHCmI64EOuYsVy82uecp3TegAdFAqT/tFtdw4425UgVubuPkn8x8xRhf1vQiPHfeY3+WWLH8HN216DxfG98bj5/2MkKGbbcOPQRXt84YtYjzETWmWkunkFYzscksFirkpyRTKxmM3+LDiqZY9ipuzp54tWlywLUZzEzfSciNplbTzV8hPdUvt/1cRNkwhjksHop0xHFunN8n2Ngc8roCDvcrlew78q9xn7ATHWr3VgfZxtILooNNbsD2hT5NYbjYcVjqPsygembl3pscV8PYCRdzYq9qJ7BaLIRU9LMrrG/bN9RAw1QbFomg3Bm+5YY2Xa2deK4QNGyJ+MvET3HPUPTgiqSfuyytQsp5mB8h42viL5+OB5wJxQXZ6PuUloN0RwPmf1LDc+EsFNzprEOXFaiw3W6a6rTa1CVOvuBuX5cbZTNUfk1dPFn+1fcp8sXr3bPH3+9LtmLlrGkImb6fiYk3s5D+FvpaYmwIkwOosqojC/X7dUgEDiqudxxVXyeKBtMb5GFuDxvXIuKVrZlyDt1a95WrLERNEllckIMWNpJVnTDktDN7NM7c6T2KDzwce2AHc6QxMzdvhDniUBCBI9x1dMGpW1L2blbFWb3XAbDAjWqcUYdwQr/TJUWgcy82sTdl4/i9lMjy/9/miIFpRVREWHVzkEoDTt65xiZs4sxFVhgQMrlLGYH3hNo/12Z2naLspuJib9YfX4/pZ14vPHNxmMD6c+CGSo5NFd+2vjnoUVxc73a7LPwR2zq25AtazUTOUVGKcwj4Y0noCNy8EBp1Xo6qyv1RwZkuR3Binu4Z9q9SLiP5KW4iAeMXdBOuWCpQ1piVXE5j89JKnkFXmLC8QLLSYkERn0HQdLDc8fstjO/qNu6lwFfELIG506pocwCXfAGcp4s4bbUxWj6QeIhD5o/Uf4cN1SnC8tNxIJM3BcqPWulHFTZXz5K+eXPueqvxlD500Z8YGa2tIAguaYGOTnEGzwjKmqW5bH+INSuuHrdo6K43kllq8Mw9WoxLIOjh9ME7trhw/Dy54EMd/ezxGf3s8ynS7xHPJhs7onh6HKlMSBjnFzYYi5TWVuGol8NhhrD3gPbM0EzfMvkFcYdMN9sGED1zWI5+uwt9uq9ny4dBqj7gZgeqyDZEoL8uN6n7yhi0DyH5DZ03GVK7iDuvqIzW9lrgbl1sqgOWGsTZBBRzb7citUsbI6HCgxFaBp5c+jTqJm4TQqnbTwrfd/Cjier0IQ+x2FEY5xVHBHr/iJmDMDRRq+yXYNVbXN8a8gf+e+F8kRyW7AoyluJFImlOtGzUVnJNH7nYgb7uSpdNTU8isk7MKyYHljb69zY8gxY1aZC/EE38gEoyKuNmtKSjXWOKmyloFfZQi2AamDcR5vc8TFZTZdJBFB4uri6DTOeCwpGDBvReKid1iTsTgKiU2aEPZAWepNQWjw+nOMsfWarlhDAnr6/RK7iWK8dUo1qcGebfpA6T2UEr5z3jYc5ldTmtOR03wsI9eVMHgHXPjr8Cc2sj2QLlJibFR6XNK8GUANHE3HaIVUUvrlXc/JDZ5fHv12zjlp1M8Ol/77UVVsBt5OuVYvqlQKaC45NASnx2yw225+WPXH7DoD0NvKoIp5R/kGtv5t9y4KhTXX9x0TeoqrFrtDe1FWvj4ruPx85k/Y1QHRWj2S+2H5oAMKJa0SpT+UtqYG41bSnVJdT8eiE70FDdMi1VjRCQeOGprye4LFogj8W3Dth1JTnGTgwqlzD2tAI3kliqw7YVOZ4fDGo+0qHS0izPgrwv+EpYCsmDbYTwzdROOaNcNsSbFUmU1J6NXkQVRdjtKUIl9RiO6Wb0aJJpqj7lRu3n3Te3rSuf1QG2JEZOq9Kj63ynK8dzvdLf7h4G85IgL3QUQtZWiQ8A75ibOj1UhPUEZh+ySKiC9L1CiVGYW2xUsatxNeR7iD28TgpJtJDjuMfExQvR9uelLfLbpM1fsCCfpLflKReS8ijxXGQEPstYj16hs93BjKt6BHXaHXQhV7zYg4Rbwa3PWuifquF04ZDsZw/xkTLkrFAcSN7qgLBp0YU47exrmznK7LdNj0zFl/BQhGOnmbA5IcSNpldSw3KgBxcyWcrmkvDr2uiw3K5VsqtpqfjQmvCr/62klAFPbeNAbmpznPqdkoAQTz9DgbqmssIublKh2QCmQZV2Fe9u1RXSxAzfYK3xVrQ87BVbFrWSr7Ii9+eXolZGAlOgUcSNzq3WwV+eiY7LbXWSLTgLtE/2rLVgTHYUlMdH4zmTEMZVVmBMbi2jHl/jOYseijDbobCjBHXarz1o1nHhIklnjivIlbuj+63IsMOouYNF/gd9vB9Y5g2rZVJH0ngCosfNBZmh5YzZ6TqP+XCYZTnGTQxdxv/6K9YhWt14aq2mwcTebfoNu7yLR+4gp8Gwj8OaqN4W1RR0fWrZuG3qbaC9x8k8ni6DZJ5Y8ISZ1otfpcUGfC3Bs+2PhyFyHXLZ54AVRn9OQcuBXFBgMokigKm643v+u/K9LXNageA2Q0QbIXQLMqxkMfEq3UzCx20SP5yjMGBju+nqGCqy26XG6H8uNKxXch+VmTc4azNs/D9YQ9D0tNwavfmysU9RchA2R4kbSqvtLUdyIMu1qXEHhPveVI83iWjIGAKzuyiu/3G1ARn9EDMwu+edd4NAa4NoAGV07ZgMLX1fuP1X3PkW+0QoaR2iWm4TwiZu20YqMqXIUQoT2JsQh0ZYHLwdMg1DqUOI8bJUdsCmzRIgbLZmFipuko9qQkiLAHINyRxQGVVUJcfNiG6Wy75dOjWLCBmyyAJviFGtM2uavceXAK/2LG22cjRa1WaIanHziI0oV4OwNwObf3cul9VbcViqdj0NdiHJaPIJ1Sx2m5UatpcPfXqjdz7uMEOKGValT4xVx8+ryV1FQVeDqmXTr0FtxcreThYBRn6O4WZbpFHWadhXHthuO4h0zYYlRVEHawPORtvcnIW5yK3LRJ0XJxnv535eFCykg3HdFW5SbF7P3zsZreE1slzaVn65MnT0WlvLOMMZvxTq1W6gPy42/VHC7w46HFjyEQ2wiy3YVjV7OsumQ4kbSKlFPqOzdkl9WjTTVLVXsDEJsNxhIdgY4qrCYXMdhIiNDpIpHkrhRGw6WOcWCP8o0zfDCbX1y1MFyUxJ+y02XuD4o3381BnWxoUuHPZh3cCEqG2lfVTmUCchhScKWzGKcOcTT1XHImZ2nWg5Vi0Yh4jC4ynfhw+r8ETivR1ck7P0QXyclYPKayeJKnw1EtaiWA9UCUQO1eJ8ai0QLzuU/KW5YNYaEFpAeY5X7d69XRDzds2Gw3MTWYrnJK6tGdd+zYb40Huh8bOgfmOLMjis+gNT0AeKuKmwu73857jv6vhoWr2dGPYMFBxYIEUB2FO4QqeEiBmf/MuTlbQE6dUCCKR5Rqd3RxmYD8/jynIHw/2b+K4SNDjrcOexO3xlYMx9TgrlPeAiIV1ymKqtzVmPa7mn4z8L/oG1sW3dvLKdLymDpioqyHkLc7NM5K1hXFioNVBlwXUtA8eqc1Yqw0eAMIWrxSHEjaZXwxNsmPgq5pVUi7ibN+yqxr5+qqHRNUdwwqPioqxAxcBJSU6sDYYr2LI7ndbKtFx6CJsRsqfjwBRTTYmAr7Yc0ewaGtF0rxI29kVyI1RQ3OsBhTcDmzJpuikOFioBp74z5UiekIkc8BntnKanrzD8eo48dhFNWv4LNUWasjgZeXPYi3jrJ2WE6WMuNGlyrDbRmHMjR1/pePrmLcqsjURpxwyxw7WMtKbFm0YKBFcNzy6rRoY/bghESic5U6aKDSIt2CzK2ZGCdH1+uPArEC/te6Hq8+OBiIW6E2Pn3Axx2uqTaxKYDUYlo40zNzi09KCpRP/vPs+Ix13H9YB/NMJmgUHCTcn/Q1Z4xfIBwf5VbyjHvwDzc+fedott258TOWJe7Tryuq+oKW1lPcb/csAuW2DSY+Lul9ab9Ea71lFtLYUxYD5PRs+DhHztrWpRai+UmYrKlXnrpJeHTu/vuu4Na/ttvvxXLn3322Q2+bZJWEHejZkupqCng3kRqxhQzvFRxE6iAnrYtgmo1aUpUcRNGt5RqMaiy2lzuB5sjhOyWelDtdB3Yhbip2WE+02m56ZDsFhjsB1SEOHSyWpHkqmvihplVhqh4cbJ+PDcfRp0Bf+//G3NZ8E9DUXVtbqnKmgK3AdFabuiS8tdbivVvXHE3dE3VlSRnZ/HyXKRqrFe0hrD+UTCo22hnS5BNv7nibdrEtBFWzjQYXLVvPtnwCfYU70FadJqw2vhE/Y3Rne0jpZ4F814e87Jo+Ekr061/3YrCykKX5cZR2VXUQ7JbYwF9NTakOC2BXnE3BQlTENPpK8w5+L3ruSpbFWbtmVXzOwZ74dHMiQhxs3z5crz//vs44gi3Eg3Enj17cP/99+P44+tmLpVIatS60aa7Mh21/ZDA4oZuIO8aIU0FC6+xuCDhFacfC4B312aXsAgTatfh0NxSquUm/OKm2mp3BUUG0z+ovvAzrE5x47DFi/YeBWXVHgXZ1Mnb23JT6IgXV9SMu1GZ1H0S2lbcKqYjY5QSb9PbYsGVfRRLw4v/viiu+lWKq2pzS6kBxY1Tp0RrqQlUf4WkO93EIqi4rsSkuL5bqlOEkOHthge9ClUM2yvyRJZYbpoSe9TGmV7eRq+IsNW5G1xF7R485kH/Y66tceNH3DGz7Z1x74jq2hRLN8+5WdTooavLWk7BpoetXLHe/BMb6zPuxh61W/xdletuY7LwwEKUWGoKbGm5aSRKS0tx2WWX4cMPP0RKipJREAibzSaWf/rpp9GjhyboTSKpT5VirVuKVht/dVHi092+/UOrGmbDOBGzZHvOZuWm6bTsE17FqVV+SYWmgrLDDpNVc4LTCp8wW26sWqtDwe7aBQ4DXJ2ulHCKmyiNuOEE0ViWm0pHJRw6JW2abimidU2xCz2HhCnSaXFmL3GjHH9qpWLCfkfGyoHKd4qKcnVwvqnX+egQ10EEwk5ZO6WG5SYxqjZxE55iiaFZbgKLmwxtOnhd0elgVevklFTWTdyoFaGd7t28DoPEXzUzKs3ZnX198S5U26sxov0IV6FGn6i/sVpq3NAy9O64d0XMzsa8ja7qwDabco5SXVP/wFLDcqOt1zMwzW0gmLrL2cKildLkMTe33XYbTjvtNIwfPx7PPVd7Q8JnnnkGGRkZuO6667Bw4cJal6+qqhI3leJi5WRjsVjEzRfq8/5el4SHph7njHhlsjhUUA4LjMLcr3PYYO01EY4A22ToeDT0BXtgn/cybImMS+ga1u3Sz30OhiVvuh47zHGwnfo6HIPO97m8Lnuzxw/ZWnIYjgRnMPTfz+LU9ZNR3d0Ey+Bzoa8odl3T2ooOwh7Gsb/r2zVYpM6bG36CLa0P7KPv8/+GwoMiBdphiFK6Xntti7Z8WyjHiN5pQRJBlk59xd5ODXWcsaAbr5J/KP9BPHbYomDSm0VH5w0HC3FMV8VNtD9PsZq1TYyCzWaFzam3zHoItxRRi/nF6dlGItqV4mtg7RxzHHQV1TBVVeChox/CXfPvwhebvsBZ3c8SVXnV+i1x+jif31VfVSb2vU1vDut+94dBU44wxqgPOP5t4pS9nVVYHnC5QOeMRTvyYMqNxmgD8Pc/u4BOQKwxFn2S+gS979XqvHa7DY74tjjoLJ6YYk4R60gTlaIV4WTWm8V+sHrXJNKgLzwgxtwelwFbLdvQNb4rXj3+Vdwx9w5RDXhQ2iBsdF4w2CoUcbPeWoBKnQ7mvF2u9S3ev8S1jhijWWxnVlmWCJRWrU65le5EAsr92sajqc/N/ghle5pU3DBuZtWqVcItFQyLFi3Cxx9/jDVrlN4swfDiiy8KK483s2bNQqxq4vPD7NlKjxhJw9JU47w3iz9zA3buO4hp0/djYPpExFbnYsXmMjjUQn4+SK3qi5E6Ewz7/4F9yghsaX8edqVPhMOrLkSdcDgwYdOX4JFZbYgT/nFTdRmMv92M3Yu+w4ZOl8Gu94wf6Jk9Dcr1pcK/C2bhcGKWEGonb/hUrMMx7UHM2uPAgEMbXfVe9m38F+uK69AI0Pdm1wgirlryPmYX+89SSindjjEiUDIBc6bXTF8/S3N/2rTgt/OAKMtixMH8EuzYpLjr9h7aG9I6gqHUXoqV1SuxvHo5Cu1uF6Wl6Ci0MduRWaHD4tWb0bZQuRJfmascb1G2co9t2ZGtQ6pDiflibZthlZXIiO4nliks4TGlw4plS9FHn440FGDz9A9Rkj4BfYx9sM26DS/Negnjot01YRb/tbhGjRJy5N6dYHjwlp17saM0vGPhi3Kre4opKy0JOP5Fzt/iqk07MK3Ks79WsOeMP/bqcbJDsbD0rXRgZUVnHJvcB7NnBH9+ybYpbtI8gwFbTZ0xd/985bvsLMe0vdOQXmIFnKVeBhkHYcPCDeA/fww8sARs2rLzcDk2BXn8nRtzLuZXzkfb7HZCIJM4exrslkRYTMVYG2XG4H2rMNu5vull7riavXt2Y9rhafiq7CtRK6eboRv0Vj1y4Slugv0tRNocWF5ee+PYJhc3+/fvx1133SUGLzq69gC3kpISXHHFFcJ91aZNkB1qATzyyCO49957PSw3nTt3xsSJE5GYmOhXHXK7JkyYAJOzNoAk/DT1OJesOIAfdm9CekZbTJp0JKMcxPMBjMxOJsGefxZ00+6Fce8iDDr4DQbYN8N22ptAW63MqAN5O2BakwuHwQzdvZtEZott4SvQL3oD3fPmopsxF9ZzP/aoQ2KYOhPQZHsOH9QLjkGToNuzEMY1ytV8tLUQp8Rvgq59GtTzXNe0aHSa5FWosI4UV1jw+rJvPZ6LMekxKcD6dazNsx2ISe/uezlnr1ISaD3elFRa8Oq6uSiz6jB86Cj8svQXmJPMmHTypLDE1aw5vAY/bv8Rc/bPERMISTAlYLB+MHZkj8PO7Dj069sGmVtzEZ3aDpMmKem9BxbuBrZvx8DuHTBp0mDXOu3rMrFirxIcHONw4LPMHFgvvw2OrqPw1Nq5QLUF404Yg+TdlwJ/PYVBpn3oP2kS2mS1wc1/34y1trW4fcTtwEzFUnHGaWf43HbDzz8B+UC/QUPQ55jw7PdA0Or0yPK/xP3UlGRMmuQ/vbt0xQFM278J5uQMTJrkmfET7Dnjz2/W4FCOIm66OYpQvuc2PPv4SX7r6/iCMUxv//A2Sgx6/JVhgqXagl5JvXDrpFtFsHHRb78AZSvFsscPOB6TBgQeR8MvPwOHgR5HjES3Y4Mb80mYhIfxsHDzvr5ijniuU1oSdpf3hD5pNZbFROPYgnxMOmG46Nb+9fRv2TZc+d7dOyO2XSw2L9gMo86IV09+Fa+teg27snZ5pILX9ntq6nOzP1TPS0SLm5UrVyInJwfDhg3ziKdZsGABJk+eLFxJBmekOtm5c6cIJD7jjDNqmBCNRiO2bt2Knj0V050W+qqFv9oL7rDadlowy0jqT1ONc5RJOfzZNSDkz2/bF7h6KrD6S2DWo9BnroH+43FK1dcTHnQXSguVvYqrVdflOJjinJeI458Auo0Cfr4Ruuz1MPFz2NF3oDNTMN8ZTMxeWHYLjHRP8PtsU67OSqLaI6EqE4ZlU4A2fV0fpS/LgT5M415UWDNWQme3BB7XCkVl6RPa1rodoeyfVJMJSTEmFFVYYLMpsS+b8jdh3E+KdYNdoxnfUFu11f9b9X/4aftPHsHIdBeo7h9C1wHTgMd1GifK1b9tpQuqDF3TaInJRU5ptWvbs0uUeJqOKbEe3yc+JkoEFGsxxiaJfci4IRIXY4ZhwJlC3Oj3LobeWoaRnUaKQnIs+Pb5ls9dmVJ+x8oZl2WIioOhEX5vBtaFcmIy6APuw/YpihU9VzNeoZ4z9uZVIM2hFEBsr3PGnemMIR07SaYkpOijUGCvwmfVyhXDJf0vgdmsWEtTY9K5ewVpTMuubd3OIpWG5E4hj7kNNo/kh+1ZPWFKWo1/45OBgiKYcjfBnjQWu4vdwqXcVo5XVr4i7l818Cr0S+/nCpLWWm6CHZNImwND2ZYmCygeN24c1q9fL1xM6u3oo48WwcK8rxU2pF+/fjWWP/PMMzF27Fhxn9YYiSQUjM4uxayvUScYdDzsCuC2f4EBZzHYAlj0BjBllOhOXCd2Kle6Hg07CUvR37wQ6DJSqZD8w1XAtAeUwmyHtyrLdBjqDiim8HdWnd3Q8VLYWZiNk1v2+pqZSmGABdhqhGDbLI3eNFOlU4pTXFrSRZAm65Yw1Za39bnrRfPE2vhx24/Ir8x3vY83CptoQzTO6XUOvj3tW3xz+jc4p/c5rk7JNuexpH6+q72HtsaNpjqxGmzLIn4eMHWY1g+nuBHVftN6KuKUvZ62zxaWBBanU6vcEr9ZO02QLcUUb1/3fZGR4MyWqmNAMcd9d14ZMp1uqQ66PPG3Sg1sCoGOjP/izwg2YZE7vYe7TYk+Jlm4DeN0Bozt7Cx2GAhXtlT7kLeDBUa146MGFW8wOlDGc0/mWhwsOYgKm9tVM23XNBFv0zG+I24aotTX0abg6x0OZNRhTJojTWa5SUhIwKBBnib8uLg4pKWluZ6/8sor0bFjRxE3Q9eV9/LJycqVl/fzEkkwGPWKtrc6/dp1hpPzhZ8Dm6cC0+4H8ncCn54GDLtKaVAYE2Q/FtbW2O0Mku95Us3XmXFx1R9Kbyj2BPr3A2DvEqViKaUF09RZf4eZHuwRVJoNR1QiDicMhO2486D/cIxnE0T2daJVIgwds/NKq3xPpoHW3wAF/FQ6p8Ri46FiFJQYMev8WcguUz5rV9Eu3Df/Pvyw7Qec2+dc0bnbH2y2SN6f8D4yYjI8Cr/V6LjtxOIlbjhZc+I16HWuGjcdNTVu1JL5Rc5sKRfmWOGWUMVStNphm73DFm0Ftv4JHHEBJvWYJHonUYQFrHHTBNlSWlikLxAZic4qxaVV4nsbvZpu1sahwgph5coxKCEL7ZyWG9XyFQod9NGuKJqze5/t2YQ0OgkfZeagatC5iK+tzxKPfW0qeIhoz0tsLuqwpiBWn4Fyew5WRkdhTOZabOviWbKClkXy6LGPugS3mjFIziotk+ImEti3bx/0zglIImmoE641UNG7UGAjSpaqn/MUsOITYNVnwLaZwKRXAboUaoOChBNqXIb/2B2a+sc/pVhwfrlR6QtEWElWvTosz3dZbRx9ToGDlVnb9AGG36j0n1KhJYdCKFYx5dcHuhNqFAdjzZ3vr2DXPz/f19ldPZxVkp2o4mJ/QQUSzAniRnql9MKkfZNEyfv7590viqepV7dn9TwLx3dSamcxloapvmRA6oCgGwaq6fDsOk9BQ3HCKths96F2oNfWuHFbbrzEkikWVZqJ2dWnSYibN5SeUNYqRBmjhFvsvbXviZeTAhnjvXtLNSIci0CkxUWJKsbUcrQCqu1RgmV3riJETamdgRIgRVeKaFS5AnJDoaNOcUFxiy/ue7Hni84mp6YqTTNR/obmPF2zOjgtuaqgrIPlRj2WOC5pzszOREd/lCMH/8ZEC3GztUCx2iZZjCgyKcJmYteJruOY7C12p43fUhDufnKRS0SJm3nz5gV87M2nn37awFskacmoJ9w6u6V8wX4vp/8XGHwB8PsdSnE9TvD9TgcmvQYktg/CJTWWdvzAn9NnInDTQuDHa4ED/ypFB1nETHVL0aLDeKJ+ZwA7nN+PvW3W/+DsL+VwW0/CIG7yfIkbsrmWhoIkjfkkPqBrjmNy1NUhb0/nVOVq+0BBzewK9hiaf2C+KJTGm7YPz5zz5wihoy2OF+d0EQWDeiyx1g5rt1DQ0DXFGCD2MCMdfIgbtl/wwByPykpbzYJ47OZOSxetbrTy9R6Pi/pe5BI3HbfOBvx1L/DuLRVBlhv+FmmdyC6uQk6xIgZDYddhZ5p9egZQnSjqOXXU5dbJctNPp3z2CbFd0IWlHrSo/ZzY20llxn+AtV/7X2FSlzpVhVatgIxXSnXWRTJZegPG+VjFONLM3diWr4ibc8ry8UVSAmIMZjw0/CGP9RyZcaQ4zs8sKUX7VmK1iThxI5E0JjxphMUt5YuuI4GbFwMLXgUWv6l07eZkNOFpxV3lS7zs/Nt3vI0/2NjzmmnA1ulKo8GDK5Tn9/2jVCI2x8PBWJsdzvXSPXb9HKDoAPDnfUqVZZrNw9BUMq/Mh1uKYq42eEXLsfLFBZ8Cu+cDvcaHvD2dU52Wm3yntUJDRmwGPjvlM6zKUYowMmD49RWvi07QrBDbPak7Kpx9mNiPyGQIPohRdSOZDDqXtYa3xBiTS8gkxniedmNMBtDO4IHRjCrnNrDonytmhccNi0yu/J9yTPUeLwrAfV2ViB3FuzG+LECqrLUpLTe1W+AZVyLEjSjAF8C9FsBy0z09DijrKmLLOutyRFXoUDkFcYjOPozho26o+aK3uOFvWggbHXDSYx7NLF10Z8GD0LE4hRnPU+y/RarLOoqh2WY2gXYa1XIzuqICJ5WXI/mo68Xx7S3mR3YciQl/vcHsA8VV3gqQ4kbSamkQy40WXq2NexwYeI5ixWFF46l3A+t/BM54C2ijsViUHhYBgi7LTbBw4lVdXqrlRm2xwAaE3lfprK7M2/+3dx7wUdVZ+z8z6b2QECCEAFKlSVVAQQErlmV1F7tieW27Yuddd9fyX3ct/13XggqrYl9dV9F1FRtNRREERKSH3pOQQHqZJPN+zu/e3507k5nJJJnMvbn3+X4+w0xmhsnNb2bufe45zzmHPQBC3ITHVMypl2bn5uP8HBxaAw8ZHOy/rLkleqrVN/v9RG6YgZkDxUWyZN8SWn1kNa06vEqIG+m3aU3UhpFpED6Ycwfs9fuVzsSp8cqulu/znbHEHYrdftJJMi3VbOAkp6ZY3LConf6kEDzDMgfSsEMbPUZuf4LMZV7PjVeX4vLWm4p3qeKmb1YSUXlvIW7yHUVeqb1QcTbW05TqGr+zoLzEDUfCPr5T+XnMLKJJ91A4kelyLnyQ4qa8MpWSspLE5/PpjHQ6UKlMCh9Y76J0fn50cy9Yl4Quiin6KzUlnWaP4huIG0B2r5ZqDJfnJhDdhioRk1XzRcdg2ruC6IUJSsk4l47zgWiXmoLtNqztHpQEn/QSV3AFQpp4Ob0RBvx6bgxEem4qahtESTinhThCs2bvMREpGZrrfYadlzCcVtNq+rjga7q4/6+1tJTTHU+LflZNoSondk+l3nwQDXZAciqRG4YjN0lxyq62h0+lFMPb4w/ZnThOmon1kQA2NPN7x4K55xiipGzP4zy6o+sgw6ul9ESp37VgdJXzpXSjE5gf9x2jvtnJ4j0MxK5iVdxkJxMdU8aj9HIUtSktpa2TvwiXXtx8+wxRSYGy9lMfDPqS245U0E41debL6PwMv2k4KZS58CFD7eB8vLqRJmQOorWFa+nVdKUyLrvJqQgb6XMLhFv9fvqUhlsViBtgW8JWLRUKziii8bcqZ90cveEUFAudTR8QXfiMzm/jp0oqVGTkRh7AgqVz5BTuMEVu/FZLGQg3bstKjhWia39pNaXlptGq3aV06T++F49/de/plN9FEShr9x6j15fGUlIfovXFa+gfX++g0YOUg+XRcqJb3/KeIZYcF02f3H6q9v/1yM8SpxLk7DKO3MjZSvI+PVwZxKknDTaAe0VufMQPR174vd38IdHWTxRxo58tVrQ5uLiJ0FRwv6X5QfA3GXz5tiK69pUfaFC3FPrwtom6cZjeIvCQWonWh0VnsUfctCUt5fEmxQUWNxzZW/6ocvvsR4NWRLLX6vxnvwlobu6VmUiL75rsNYvL+7Pk0Dw3LNZ6Jw8Q4kZyV5n+dYPsy9zqWoShOrIzYA8JB0BH9LlpCxn5RFcuJJrxDyXSwtVOL01TRE44xU3/M72HgXZk5KapiZIq91B/hxIiNwvcLI85cKzG65r5cZ9nXMLCdQeoqTaX3E1x5IiqoY+3rfUYipviaEReOo3rkykuuekJVFnXQL99+8dmUQE+MZafJf5saVPny2q0MnDfSim/U7OluAkUuWFYJDNyTAi3EZCwmZx7H+kvRVt1kZvIiZsF146hGSNz6bdT+rf4XFkOzoZiyT9X7RPXW49U0BOfqf2cfNhTUiXWnlN/YiCpOtg2L5TIjb+htMHWST+UlKuh+p5ONMz/zDfJwWM1QtiweJGfI3lJiY+mfaXV9K8flL/TX58bFsoc3ZPpySSHZ5bdgyf+hqZUeA/Kpfqq5u9/Fff9kfs5e4gbRG6AbdFKwdtydtce+MxpxEylMd9n/6tUMPEOlaMtvca3/XWjY5V0BXtugqWkwhy5afrwVvrI/TaR98grw8nLSKCf9h/XKqbqGjyVIluOlNMvKFe8959tZIEXRQNSR1BB5WraXbuECisV8cCC5+VrxlBWcpzWT+Xcp7+hDQfK6K9fbKP7z/OYsfWfohink7qpqQaulpLRlx4+PW68UlNSn6gTpL0a+PnC4pVFEPumOA0lD8jMDy8ql0BEUNxMGZQjLqHgaeRXq/m4lm5VOvwyC77dTaf20wl4ld1qSqpPdrLiZ8roo0Vuduve82aseUWJov5iHtFJl4UWueFWDGoncAF7nlqIhJTXKs/t3SWR3r3J+/v9xso99Mf/bKJnl+6gS0bneYlcuV9iocx/F0dvOMUZ3+TxzJwQlUOJjRXevqq5Y4nKfU40+LMiT3Zskpayx18JgBGG4pZIyiK6+CWiK94jyhlGNOG37Td7nnILUf+ziAa2MMcmjJGbpn2rmt95tdJnx0g0U3GpIm70Z/FbDysHhJW7SkRflYzEGLp19BXivpiMVfTihgXitrspVpxdS9gz88Qlw8Xtf3y9S6RNJHqNHKWL3Bwpr20xcsNpq+vr76bq9IFEl7ziFbnRGvj5Rulyx3j6IzXq0oIcEfS96DGgWioUeFq6PnLz4Y8HxXdzeM80uuoUJVrxvws3UZUriJlYfq94TR111OAKkC7l6MbSR5Tbh30GMbcU4Tr5JqUXFVcDctfoEOauManxzT1DM8f2Eik7TsW98f0e782QlXdq+lyaiqsrs2hyRQP9sqKS0it8fDwsdoWwcXjee+4zxc07ZYUX0lIA2KQU3Chxoz8Lv2UF0ZTft/+1uBz1in+LDrdBkR1TeQSCbnZSW3BUeyYOa/SdTEYjy8FlOkpfOcMGT+bjnxSz8DlDu9O03lNoZNLV4ufiOuVA46T4ZpGTs4d00w629/z7Jy3SoP8Y6Q3Fta4m2l5YGdBQLLsUL2kaTavP/VgboxGwWkrCXhvxB/7gSUtdOJdozu7ml8EXNkt7mQ0ZuSmurKOmJje9t1bpQfSr0T1FhOyE7CQhAt7Z5fSa96WZiaW40VW4Neqb7elZ+yqR/Nz6jgkJFrlhzv4z0b0FIVcDsqmdke0A9HCqavZUJWX3wvKdYuirRPqFZPpcmor3H6ulO4vc9PDRUqoo3NNc3DB54zzvPd/Wg8gNADaJ3EQ6LWUGktVUAXtL6nRh7dbS6KKoesW3UOk7H8lgeASDvhy8zuV5nzmawqLks01K5OqCEUpzxRtHXEt1xZ4+QzEO/2Lk99MHC5MrG5bvfvcncTDW+0VZOLNgkUZQSaC0lDQcywop/W2/aSnxB47ziJvGFg7I+iiESc/c2QDOm8a9gr4uKBY+GzZaXzgiV6Rrnr50pDDXbih10nvrlKGWzO6jlZ4eN0xUNLlEH2EiN0dofOHUDVc6SWSKSRJmb5JMS+kjgHrYk9Q3O4mOVbtowYo9zaulorwjN+zRqVNzwBWFu71fTI57yBoQZIvM+f6HG4gbYFtkuFc2XrMVcclE6kgCbcZTW6hWBhQ2uR10JNZc/TNkhQ5HbvhMv96nO+vLK3aLMnHujHtyH2Xg4tjemeQsO4vqSyaKnxPJp0OtCguXuZePFCmjbwqO0kvf7tHEDR+gpXDWl/hyKTNXcflDei2q6z3bKCM3ftNS4g8cq1wXblJGbjBRsYH9WCaHD+I8hoF5ftlOcX3mkBxKS1SECpfvz56i9IZ6ZNFW2ltS5d3AT1eeX++MDyxufnzDOx3bqJu31gGdnIOlpcSviXLSndMUMfLSN7voeHW910lXrBq5kUJ5b0k11at2WUfZfv+/NHtgYDGDyA0A1kb23pBtzm2HZio+0m5xc4ySqTpW8TqYhdyMBCE0WDBwOa4+csO89p1ylnze0G6aGGHRckrfLKoruoAqtv+RupJnRo8v/bqm0EMXKIM3/754B+2qcHiJZt/Sb39l4L69bvyJm4CRGzYep+YqFTIscIJFbqIi37ivLchy8NV7SrWUlJ4bTu1NJ6S4xTrd8a/1VFxRJyIegcSN8Nbo4fTdiqeU213UCi59Gb14TnibHZZraanA6cDpw7rT4O6pVFHXQPO+2uW1X5ItK2TkhgV5nRqZSqsP8N3N0osbH0wauQs3EDfAtsSoBzRbRm68TMXtiNyIOVVEpe5UcsUr0Q+zwKIgR/Vx8ABN32617IVhzh+hVCdJJg9QG+I1JlFKgLNtycyxeTR9eHfh2/rXTmezIZH6yE0gv01LaamAkRu974bLkoOmpTqJuFFNxdJgfFp/XXNCdW2v7N8oUjxczn/vez9pwlEfFXNFKWsdVXec6MsHiPZ8qzzw09tE5QeUz/6oq5unpZoaPWInzGmpQJEbhsdr3H2mEr159bvdImWqr5Zi9CnOOrfyWj0cyslFM7IHBBEzEDcAWJoonbjRGxRtQzgiN7VKv5jjlESHu00x3c7Tk5qq1krBh/Tw9Crhcu3RvbzLiydJcRPEJyHhEt2/zBhGuenxVN3o8DoYtSpyE9uGyI0+NdVShIZnjHUCpBhlfjmqp99p4plxRA+dr5TgL99WLK7Zs6LH5VTe9xH73yT69mmiV89T0k88UZ2ZeLsy3sPXUCxTUuGM3NQokZuWhPLUwV3ppLx0Ibo5LScNxbLwIV1NzzEycsPTz8Vmx+maCHJLiTT/6VQBIjcAWBtp1GM++sljUDQT3D13ma7XR2th4+x3hQ6viEBYy8HVrqdN5KSq/ClEl79LNFudkWUC5HRwHqApS8G5KZ+Eoy7aUEoVrrqRoqglcSO9NH//1XByqk3S5MGIkb1uWorcJMQov6fG1SjeK27qdkAtYQ9YLeVP3AQ6IHNFnnhvNlBnidxc4pOS0nPhiO500UmeiJs+JcU0qJGbzGolxSPgflLH9hAlZhGNnqVVVe0vPEpPLy4Ql3lLNnueH6YxFVrkJkhaSgrle88eqDUv/HyTElFlE7Vv5EZ6brT/26Wv5weeWed0BvHcQNwAYGn4oCEb+c1+Z71mUDQLHE26/rUfaNarP4ieH23hsc+20792RdF/N3jPRwpbIz8pbtzq5GIe1sldmE2CrE7iPjMyEjKga7IYocBc4JOSkgeZ0wcq0ZsuavO+lhjZK53O69XUTBBJceV7O1Baqqa+kZ5dWkBz3v+ZFqrvOfuAAtJ9hNJUThLIUMwHNJO9N8Eq3Eb1SqcTeE5UEP7fRUNFx2hmQE6KX3HjFZD95m/K9YTfKK0S1KZ2R0tL6e+Lt4vLgq+UUupGPjRyw74IGIr1TOyXReP7dhHdiWUDw+S4GC/PDVOvRm4kUV36hea3sZGh2JwNDwCIAHzQeHLmSXT72z+Kn7mZm795QUbBZ/HHVbPk/y7cQP1zkmlID++Bjy3BHXqZ3UerA0duZPloW1CPHvxvXLCDsEHERinbxJ4YKW7Ym/H8FaOEGZXTAP64fUp/ykyKo8vHBQnv+zC1h5tGDx9EA7t73qOT+2SKs3H+3WedmBNCWqqBflDNtBI5dNMv3JCPh63yAM1O5K0JxEUje4g+N+cPV0rzW4qYvX79ONGryDfK0+gv6sJDLrn54dgblJ9VcZNItXTmiTmiaq6+uIHoEIuHWApXq8NgfW78wU0iuZKPBQ6Xwl89Pj+g50Yjs2+ASimyrecG4gbYmgtH9KBnlhTQjqLKZtU0RiN3igzn4W96Yy399zenUoZP75RAHKuqpwPHlcqPQ2Xek5a9IjftMRSruMmhRcHMhNyvswaTaSme1aT31QSaUH2XavAMFf7zrzy5F8XEeA48nPK67QzdWXUL1VI1rqZmvXFaTI1xasoi4ob9RaGsl4SjO7OnNZ9b1aSKm2ZOulNuJYpTozw8qkTMaqqlO6b1FycO368qF+LG5QifuGmpz40vHOF76EKlCk9PsMiNV6fkoD1uyDaRG3v8lQAEQU5kloPqzIIMZyfFRlF+l0TRr+X2d34Mubpr0yHPUECeSdOMlO5hSEt5IjdmFDceOHKj+I68JnCbBBm5qalvaJu46WQl3x1NY7SS3opqqvceejnufzw/6yI3MmXkVJsh1jtCi7K0BDd35EGroaalWvqMSBEsDcVax+m0vMCRG1/guQHAHsipy3KWj1mQZ3zs+5h/1WixY+OGcf//c//TkX3ZeEidJaMOfAzYpbiujMjl5/GQcGuGYn2VkFnQb5FWfRSstNogNM+NSylzbp24UcvBLRC5CRduNXIT31TlPRMqwZOGdKnPSaI6zYMVX6P4XDgtFQ64b430/YQauQkGz0BrZihOyvYWLJk+8672fOPzKub7nnYE5vuWAxBhZDWK+SI3nuZfg7qlagMb5321kz7xZxD2YeNBj7jhmTzNxkzEp3l6ebS1HFw1FDNRXhUaJk5LBSutNgh9Ez/9gM9QSogpozfR0IuJBk5XPCWAmmKUyE2M2+WdktJR7VY++3EOFyXHuInqKqnfj38R922IUb5r7UXOiuJ9TFBjeIjIlHS93nOTnk+UO5qo92lE425quRu1w3zf047AHn8lAEGIVQ92ZvPc+Db/4sqe/5mkGAe5eZkc/hhKWoozWYUVdc2P/Mnt9N1oaSmzem4c2mbKyA0PKzRvWopLwX3FTQtn/Pw3XrKA6LJ/2ibl0BJuVdxojLyKKNF7Onp5kyfKFdNYQ/T5/ZRYuZcOurvQgoRZYT5BCU+aS6YsvdJSXQcRRcUQXfsx0XlPtPwiDnt8Rsz3LQfAoMiNbwdbo/FXQnrf2QNpYr8u4gz/pjfWiFbsfv9vrUubuZMY5Q6cmtJPB28THnHjr+GaWXCz50YbRGnutJT0BklkygS0At1k8EAl8hUuJ9W7ozw9cNa9Jj7H97hupkpH8DL0jjITt4Q0FTc6dX9PttLQMGQc5vv8dwT2+CsBCII8k6/3OagYjZxJo98xcuPBZy8bJfp77Cmppjve+VGYFn3ZrEZteqTFU4+kEHw3bU5LSc+NQ2s2Zta0VEgdfw1Cpiyq/UZuwnPWbycc3MdGD0c2fGCjbzWpadnPfy+uDgy6jlY2Na9UancZeHx4IzfOmDjvyE2rcJAdgLgBtse0kRuts2lMsx0cG4x5u5dtK6anlhQE9NvwqIGMWBm58Vcx1c4uxarnRoncmHd3wivg8dyYbzvlXKRaIW4QuWkvDrUSKpi4YT9MlRQ3XCXVdQjtGXGX+NEd7uhrmNJScgSDl38HkRu/4FsDbI9mKDabuKkJfNY3NDdNzDS6+98/iT49249UiAGLV5yST2N7Z2p+GxY3m8qPaJEb7nr81OICGt4zjaYOztFFbnSem4PriFbN9x4oyKWmU/7op2uruUvBHdRJPDcycsPjF3w+h2ZO95kWH3HzxdZS+m+J0qxTwt+Hx9hU7FDTVhe/SO4yJSISrllzHt9cdFgjN/lOZaaWILlr616kwc9JjgWBuAG2R6YpzBu58f81vXh0T/r5YBm9+t0e+myTImD2llbTB7dOFPczQ3qk0KHdHs8Ni56nlxSIIY5C3PiL3HzxB6K96hRlPf2mEfU5zfs+dehgI0WZ8iDsSUu5tWq4OBMbirmHkaywAW0nOVvX94WIviuMov8eaj4/7lBMF+pPB4mmPkCUM4Qc5TrREMGhmaHSSx3hUZw6jKjmfaWvUWsNwknBG1haBYgbYHvMWwre8kyaP55/Ip3SN1OImeeW7aS9JdWihf/OYmVa8JDuqbRG9R4ePF6jNRTjpn5sXI3TDMVq5Ka+imj/auU2R2q4i+uqeUTHdhPVeI8FEFSXiKsSd4qp+9zU6d5bM46JkIZi2VmamT21v9/ZV6Bl+gw5mdYfnke1xbvIFZ1EfXPOogfVeVN6Sur/SmVdjlLasPO8In3hoiLEoZmhMql/Ns27cjSNzDuD6FB/oh4jQ//P8WlKVV126zpvd1YgboDtkWkKszXxC2UmDUdLzhnanSb0yxLiprSqntbsOSbSMF1T4sS8nIw4t07QeA7yhWV11Mt3MvjelUo6Kq0X0Wl3K2eFO75UxE2dIpj0uCuLxOGghNIo2oSeG3lSq39vzdihmCeJc1qPZ2AdU+eJ8byjfl3DU7VjR06adpl22yfeqKOP33vDlJVq1s6hvfA4j3OGqt/ZtPNb95+zBirRV5tgvm85ABHG7IbiUMpIeecpzYafbjyi+XKYDDVyw2XjpVWeXjccydHSUhyBaagn2r1c+bnvJI8yUGfwUH1zcdNUqYTxj7rTzJmWUs/E5XvLf5IZq7r0qSkJe6iAQWnMMFmKw93npl04zPm57yjw7QG2x1MK3nkMxf7Iy1Dy8V9u9hY3rI2kQNJPBxel4QmZymwapqqIaNdXyu0+p3teOE4VN3V+mgZWKeKmxJ1qSkOxRFYgsZCVjf3MaiqWmLFk3eqE+5MRbkNxu3DY63Bvr78WAAsZin3Jy1Q8BUcrFc/G0B6p2mPc74bZozb208QNp5JkxVThZqIjG5TbfSZ5XjhI5EYIIpGWSjVn5EbdJNk7xowpKX++G7POwLIL4UpLhbvPTftwkJ3AtwfYHjOmpTjSICNJoYa0ZeRGIiM3DFdHMXtKdOKmTG3qJ8UNd2mVfTNS1Pv04saP58ZRdVRcF7vThG/E9JEbE5qJJQlqrxtJOGYRgVaipaWMOUHpUGJ9ev9YHPPujQCItKHYRB2K5U5RjH/yOegFoqdaJir7YUhBw8jbu4s94ubAMVXcSN/N1o+V6766lJQ+LeUbuWl0kbP2mJaWMmHgRktBeboTm3eXl+ATqYlHWirihLtaKpSKxw7nFy+IBoU0/a9kJ0wgJwEwR1rKTJ4bGc5OiYsWFRKhkJfhKXXl5n16b4lMS1WopeBe4xhk5Mal+nH6TvZ+4dgAnhs1atPodlClM8WUXhaHH8+NWZFdihmniY3PdiAcTfz4NTwjVAwUNyddrlxshnm/6QBEPHJjHnHTlrbtebrIzTBdSorpnt68xwePYxA78ZTunjsdUUT5E72fGJfi6YHjx0xcSqnkdJozyqCVgmvdic25nb5pKL5tRrFon2qp9sNDULkpo2nSUjYD4gbYnlA8N0fKamnWK6tp2TbFQNvRtOWMj4dp+vPb6CM3vjvf49xTRe+vyR1FFO8xIgc1FFd5ysDN7LfRpxzNHbnxFjcg8vjKyW8KiumiuSvEZUWBEqlsbbUjVxH6VsKBjse833QATDQVfMnWQjGkcsGK3RHZJk+uPvQzPj4gDu6eKv6e0fkZXo/p/Td6RK8b2ciP6eOTkvIqBQ8kbsxZKcXI7ZLVUmYWN32zPYbP3l18plqDiH5eZMTllW/30E8HysRl/tc7W/Va4rtFRF2SYxGFMwDEyoDtCSVyU6ceHPeVevrEGDERvCXeufEU0awvJ9VbzOSkxomQu6+VgH03QzN0kRtfvw0TK9NSqrjZuoho00KiowVaGbhZe9z4RpTMODRT8psz+tHEflniszYizzvyBiKDjJhJj9Z+3ff9p/3HqanJHbIHbvMhZb4bn3CAyANxA2xPKIZiOXfq4LEaamhsougOTsO0tT9GWmKMuPg7yOekxNORcu+JwMJU3CefKDpeufQc1/xFpeemVpk0Tp/OISrbpz28193NtJEbX3Fj5sZ4/Jniie7AeHFTU98o/GhaRaGaKuZWCn2zQxuJsflwuWbuB5EH4gbYnlAMxVL48OwfntGkN+92rKE4fF/RHukeccOVOK5GNx0qqyVK7EN07SdEMQlEMX7SV4ldlOu6MmVEg0s1Fk+8gw44utGLi7Mo1bTixnu70BgPhDICo7ahiUqq6oUvjSOebNDfcKCM1u8/HrK42XRIETcndkcUzgjwTQe2x5OWCuy5cemmSutD1R1FuAfu+VZM9VLFGUeiBD3HEOUM8f8fEzI8rdt5BlWTWk5+0hVUNOBSqqTEDo9ktRXfjsRm9twA45HGXz6Z2VuifM854ikjapyaCgXeX2w9orROQOTGGPBNB7ZHHvB4hxaov4U+ZRUJ342stAhlaGZbqqn6ZCV7mR6DwiMaZPSm+ihRk7oWzihqaFTWy6yeG1/RBXEDgqEfVrqjqEIbazIiL13c5shNKOwsrhT7jOS4aO1EAkQWfNOB7ZE+DC6Q4LSTP+oiLW7aaCgOhr4cXFbmaI38WiIxy9O4z93oETeq0InqLGkpE3tugPHou0IXFCoG+p4ZiTRSFTfso5Fm42BsOihTUtwDypzfDasDcQNsj96HEchU7JWW0pkMO4qOaNvewytyo4ibooq60MZOJGXp0lLq8x1RWsmsWcUN0lKgNbAQkZ+RgqJKrfN3z4wEMdKEfWpbVKNwSH4bpKQMA990YHv0B8BApuJIp6W0aqmwGooTvPreyJ14YVldy/9ZpqU4ciM9NyJyo6alTDoqICa685SCA3OZincUeSI33KfmpFakpjapZeDw2xgHvunA9vDZmkxfBIrcyFLwzmwo1osbLnmVHpyQfDcycsON+9y6yI3muXF2klJwc24nMF9qSn4vemYq35MRPdNDMhWzb89TBo5KKaNAKTgAavTG1dgYMEWjT0uVVtVTRa2rQ4fhSUNxWhg9NxmJMcIwyd16+SDPYmfX0aoWfTdPLd5O6T9V0bW6rsTMyY8tp6PuFFMbiuG5AW2N3EjyMhRD8Em9Qovc7C+tEZFX3qf0zwmtbByEH5zGACB8N1Ehp6XkDqyj4N/F/TXCHbnh0Pqk/tmUnhhDfbOSRd+bUCI3Ty0uoB1Vqhm5slC7v6bR06Z+lM+4B7OQ3yWJspJjNQE2rCfOpEFw9HO92EsmR5f0VX1q3OcqlJTUgG7Jpp+5ZmUQuQFA57sJlJbyFT3su+kosyBHhSTJYSwFZ+ZfNVr8LbwDl2mqUCqmStUIjV7c/OPqcZSfq3Qn7prif3aV0XAp7oo5U+hYdT0lxUWHVSwCa5KgKzBgYSPbCWgtIxqVlhGB5kVJM/EQNO8zFIgbAHQVUy2lpWRn34703UgzMR+Yw12FxDtkeWbaoxWem1JShVylZyp6dloidU/z+HjMCv+9nWE7gfkiN1wl5ZvS5FZYbKT3TXk2MxPnwkxsJIiZARDC8EwZ0eE0R0dXTHnMxB177tGzFZEbnvztG7lxOOFfAdbtUqz32/hW2gUb1YKZUuYA4gaAEOZLyWqpfupcmf3HqjvcTBzOBn7+8KSlagN2ZpYcdashdlkGLoqlkOIB1iNeZyjmMnB/4iZQ+vpoZR0VlteJeVSDukHcGAnEDQAhTAZ3NSgH/xO6RjJy07HioZtqlGTz8vFqj8/HH8cpmeqc3qkdJyI3wOJdinn0goRTxDJNHGg/If023CSTPV7AOCBuANAZiluM3HRVIjcHSmuoKcCoBjNOBA/kLchKjgvRd+Og47HdtZ+a3A5ymrS3DQDtISHW6TdyE0rhgfTb8NgFYCym2Ts99thjwux4xx13BHzOwoULacyYMZSenk5JSUl00kkn0RtvvBHR7QQWNxQHmBsjd2a9MpPE2RuLncKK4CWh7Y3cdGQfHUluC+Xg+nRVqU7cNJJThN4BsLTnRhe50aem6hsbg1dKoXmf4ZhC3Pzwww80f/58Gj58eNDnZWZm0u9//3tauXIlbdiwgWbNmiUun3/+ecS2FVgT7YxM16xPj7w/QdfZd19JdceOXuhgQzHTUjm47GPDlMb20G43kZOcUDfAwuKGq6FyfFoctOTN26yJG0RuyO7iprKykq644gp68cUXKSMjeCOw008/nWbMmEGDBw+mE044gWbPni0E0YoVKyK2vcDiTfxcwauleOfWKzOxQ303nrRUjOHihsve/UVuGhC5ARbfF/BJjO9Eb63XjR9xU1nXQLuPVonbEDfGY7jj6bbbbqPp06fTtGnT6JFHHgn5/3G4fOnSpbRt2zZ6/PHHAz6vrq5OXCTl5Yqydrlc4uIPeX+gx0F4MNM6y75dNfX+Pxf1av8bJzVqqZwVBcV00fCcgM282sqxqnpxnRjjbPfatLTG3VKV7r0HSqv9Pqda11CwJKqbV1qqsaHBFO+dGTDTZ9nKRGKdZbEUixvf3xOr9raprqtv9tjP+4+J65zUOEqNa/9310hcJv08t2Z7DBU377zzDq1bt06kpUKlrKyMcnNzhWCJioqi559/ns4888yAz3/00Ufp4Ycfbnb/F198QYmJ3mYxX7788suQtwu0HTOs85FDrG6ctHHzVlpUsaXZ43UNvMdz0DfLl1NGNe/goug/Px2m+pIDdE5eeI3FG3Ypv+vIri20qHxzh67x4RLlb9m89wgtWnSw2eMVLs9u4qtjXWhGfB5F1RTTB42nknPpUlK1ETDRZ9kOdOQ6N1UTdY2Poj6OIlq0aJHXY7XVyndzxXer6Ohm7+/914eV71JWVE2z/9dZ+dJkn+fq6mrzi5v9+/eLtBIvXnx86K3bU1JSaP369SKdtWTJErrrrruob9++ImXlj9/97nfiOfrITV5eHp111lmUmpoaUB3ydrFoiolBL4+OwkzrvG7RVvqucB/17tuPzjuzv9djXBU1e6XyJT/nrGmUmRRLWSv30iOLttGnB6Jo1PCBdO34/LBsB0ck//DjMpH4+fXZp9KAHHXsQQetca+D5bRg+/dU44in886b3OxxMUdnzdfidnKP/pRwyToa8ICyFt9Pm0xd1Goru2Omz7KVidQ6Xxfg/pf3fU+HqstpxKjRNHVQV6/Hvv5gI9GeQ3T6iH503tR+1JlxmfTzLDMvphY3a9eupaKiIho1apR2X2NjI3399dc0d+5cLTLjC5ef9uunfHC4WmrLli0iOhNI3MTFxYmLL/yGtfSmhfIc0H7MsM7xscpXgS03vttSq6ugSkqIo5iYaLphUj+qqnfT3xdvpz8v2kbpiXH0qzF57d6OwvJaYSjmiqx+3dIoJkxTrAOtca8spbS9qKKOmhzO5lOzHZ4wMNsMoqM9rxEbG2v4+2Y2zPBZtgNGrbP047Ch3vf3bzlcKa6H9cywzGcgxmSf59Zsi2HiZurUqfTzzz973ceVT4MGDaI5c+b4FTb+aGpq8vLUANAW5EHdXxWEvoJKP0/m9qn9RNn2yyt205z3N1BKfDSdM9Rjum0L2wsrxHV+l8TmQqMD4CgUmyT57z5SVquNl/D3t/NzmnSl4WEeewWA6dFKwX32E/xzQZHy3YWZ2BwYJm44vTR06FCv+7h3TZcuXbT7r776auGv4cgMw9fc54YrpVjQcF6T+9y88MILhvwNwDoEq4LQ3ydLxhk2Ev9h+mAxxfvdNQfo9rfX04JrY+jU/llt3o6CQuXsb0DX9qWjQoX/BjZO7jpaJXrd+IobOTBUDhXVuwzCbaQGwOwEauLHwoYrC9MSYryGbQIbV0sFY9++fV5dUKuqqujWW2+lAwcOUEJCgojyvPnmmzRz5kxDtxNYaXBmY+Ay8ChnswM6//zoL4eLVNKnG4/Q/7yxht64/mQanR+8rUEgCooUcdM/R0kXRYLcDEXc8IwpX7zEjQuRG2BvtAivTz8s2byPOxND9JsDU4mb5cuXB/2ZS8VbUy4OQKsjN36a+MkDvD4lpYf9MU9dehJVvraGvik4SrNeWU3/umk8DW5DC/YCNS0lxzxEgh5pgXvd6MUNr41+viaa+AG7ESgtheZ95sPwJn4AmAGt86ifJn76Bn7BzujmXzVaRGzKaxvoqpdXaw29WlMppUVuIpSWaqmRX706MNR/5AbiBtiL2AARXjlTakguxI1ZgLgBQD8V3E/kpi4EccMkxkbTgmvHiojN0co6uvKlVXS4rKWBlB6KK+uorMYl0j19s729Lx1JjyDzpXw9N/pZodA2wG74i9xwqwhP5AYzpcyCqdJSAJgxcuNJS7V8LsCGwtevG0e/nr9SRG5Y4Lx70/iQ+sFIMzGbenlid6SQs7J2FVfRki2FXo/9dEA5I5U7dH3kBuIG2NVQ/MOeUu27UlJVT1X1jSK13TcrciclIDgQNwCEaihuIXIjyU6JozdvOJkueeE72llcRde8spr+eeMplNrClG8j/DbSUCwjN9e/tibg82obmsit035ISwG77ie+3VEiLnoGdUuh6BBOgEBkgLgBIMQ+N/oy8FCiIVw1NXP+Stp4sJxueHUNvXbdOEqQg2v8IP02AyJYKcXwINBrJ/SmH/cf9/v44eM1oslfdX0DPDfA1uhPcDhK21uN1EQ7HXTL5BMM3DLgC8QNAEGqIPRpqVAjNxKOwLCguewf39PqPaV061traf5VYwK+jkxLRdJMzHDp6kMXDgn4eGlVPY3605dU62ry8uCgFBzYNXLDTB6QTc9cNtLQ7QGBQQwNAK+0VJBqqTaEnIfmptGCWWMpPsZJy7YV013vrqdGvStXVym1vciYtFRLJMV5ok2VdQ3abfTzAHZDf2ISigcPGAfeHQC8SjzbXi0ViLG9M2nelaNFn5yPNxymP3y4UYgZPWxKPF7tEiZds4kbFnUcdme4WSGDqA2wI/oTnNhofAnMDMQNAC0YirmtenvP1E4f2JWemjlSiIK3V++jxz/b5nemFPtfIlkpFQocoUmKi/YRN9ixA/sRq5v31pZILogceHcA0E37DTZbqq2RG8n04d3pLzOGidvzvtpJzy/foT22Q2veZ66ojSRZFTeVdcqUcIgbYEeQluo84N0BQHcWxiko35RRvRrNaa+4YS4d14t+f95gcfuJz7bRG9/v9TIT94uwmbi1vhvuvsxA2wCyu7gJw/4AdByolgJARG6cXmkofT5dpqXCFYa+cVJf0Yl47rId9MB/NlJqfLSWlop0GXiocPdlBmkpYGe8PDeI3JgaiBsAfHZU7LvRn6G1pc9NS9x91gAqr3XR6yv30l3v/qQN5Yx0GXir01KI3AAboz8JCkckF3QcEDcA+PSveOmb3ZSoa7b3/a6SsO/MRG+ZC4aISMgHPx7UysNP6Jpk6rTUv9fuF9eI3AA7Eqc7wZEnJMCcQNwAoIqNlLhoqqhroKeXFPh9TnJ8eL8uTqeDnrhkuBA4i7cUUn6XRC39YzaS1O06cEwZrmm2ii4AIgEMxZ0Hc+5JATAAFhqLtxQFjFxceUp+2H8n7yDnXj6SXvx6F43OzyCzIkvBJX+ZMdSwbQHADOIGaSlzA3EDgMq5w7qLS6ThKMhvp/YnM6MXN9MGd6WzhnQzdHsAMAJEbjoPeHcAAC2SrBvBkJEYa+i2AGAUqJbqPODdAQC0iN4LlJkEcQPsCdJSnQe8OwCAkEvBmQyIG2BT4nTjF+S8NWBOIG4AAK3y3GQiLQVsij5ag3YI5gbiBgAQcp8bBpEbYFf0/bC8h7QAswFxAwBoXeQmKcbQbQHAKPQmYt8ZdMBcQNwAAFokSWcoRrUUsCvceFMCaWNuIG4AAK3yGkDcAMCRG6O3AAQD4gYA0CL68u/UBKSlADgh25xz4IACOhQDAEISN2/dcDIlxEZRFEpggY1ZdPtpVFheS/1zUozeFBAEiBsAQEhM7Jdl9CYAYDgn9kgVF2BukJYCAAAAgKWAuAEAAACApYC4AQAAAIClgLgBAAAAgKWAuAEAAACApYC4AQAAAIClgLgBAAAAgKWAuAEAAACApYC4AQAAAIClgLgBAAAAgKWAuAEAAACApYC4AQAAAIClgLgBAAAAgKWw3VRwt9strsvLywM+x+VyUXV1tXhOTExMBLfOXmCdOx6scWTAOkcGrLO917lcPW7L43gwbCduKioqxHVeXp7RmwIAAACANhzH09LSgj7H4Q5FAlmIpqYmOnToEKWkpJDD4QioDln87N+/n1JTUyO+jXYB69zxYI0jA9Y5MmCd7b3ObrdbCJsePXqQ0xncVWO7yA0vSM+ePUN6Lr+pZnpjrQrWuePBGkcGrHNkwDrbd53TWojYSGAoBgAAAIClgLgBAAAAgKWAuPFDXFwcPfjgg+IadBxY544HaxwZsM6RAescGeIssM62MxQDAAAAwNogcgMAAAAASwFxAwAAAABLAXEDAAAAAEsBcQMAAAAASwFxAwAAAABLAXEDAAAAAEsBcQMMoa6uTlxAx7N8+XKqqakxejMsT2FhIR05csTozQCg3RQUFNCSJUtox44d1FmBuPHh+PHj9OKLL9If//hHeumll6isrMzoTbIMX375JZ133nmUkZFBiYmJ4sK3+b7FixcbvXmW5ayzzqI9e/YYvRmWobS0lC655BLq1asX3XLLLdTY2Eg33HADde/enXJzc2nChAl0+PBhozfTEixatEis7X333Udbt271euzYsWM0ZcoUw7bNKjz66KNCyMg1nTZtGg0cOJDOPPNMcX3uueeK42Jnw/ZN/H75y1/S5ZdfLnZWmzZtotNPP11MC+/bt684IPDtpUuX0uDBg43e1E7Na6+9JnZSvM5nn3025eTkaGe7X3zxBb333nv08ssv01VXXWX0pnZaRo0a5ff+9evX06BBgyg+Pl78vG7dughvmbW4/vrrafXq1XTTTTeJz216ejrt3r2bnn/+eTGYd/bs2WJ/wZ950Hb++c9/0tVXX03nnHOOOMlcs2aNOOG84oortH0HT4dmcQnaTl5eHn300Uc0cuRIuvHGG2nt2rViX8yf4W3bttHNN99MQ4YMEWvfmbC9uMnMzKTvvvtO7PxlVOGVV16h2NhYcrlc4syMx75//vnnRm9qp2bAgAFip3/bbbf5fZwPDH//+99FOBS0jZiYGHHWdcopp2j38df7T3/6k9hBde3aVdzHbdVB2+EDKosajtDwAZYjNrx/4DNd5ttvv6WZM2fSgQMHjN7UTg0fbGfNmkW33367+Pndd9+l6667jp5++mkhMCFuwkN8fLwQMfn5+dSnTx8hyidNmqQ9zmLnggsuoEOHDlFnIppsTm1trTgoyDPcTz75RAgbhu/ncOi4ceMM3srOz759+8SBNxBTp06lu+++O6LbZEVvzTXXXCM+ryxgOIrA/PnPfxai8sQTTzR6Ey0BRxE4/cRwBDI6OloIHAkfcDtjGN9s8IkOH1Qlv/71ryk7O5suvPBCceI5Y8YMQ7fPKuTn59PGjRvFNWcq+POsJyoqiqqqqqizYXvPzfDhw0XaienWrRvt3bvX63H+OSEhwaCtsw4c1uRQZyAWLFiAg287mThxojjL2r59u4gq7Ny50+hNsiT9+/enjz/+WNz+9NNPxZkvp1YlHMXhM2DQPlJTU0V0Rs8ZZ5wh1v7ee++lZ5991rBtsxI33nijWE82D//mN7+he+65R9t3cLr1zjvvFL69zobtIzdsHOa8LkdpOPzJb2RJSYmWb+QzYPhA2s/f/vY3Ov/88+mzzz4TERy954bNbLt27RJRM9A+0tLS6O233xap1VNPPZUefvhhcTYGwgcfCDhC9tRTT4mU9ZtvvilSrqtWrRLRsoULF9KTTz5p9GZ2ejgCyeJRn2ZlJk+eTP/973/F/gS0n3vuuUdE1vnk8oQTThBeU7YRcASnoaFBePl4n9LZsL3nhnn//ffpjjvuEDlF/XLwuHf2Kvz1r38VoTnQPvhL88ILL9D333+vlcxytGz8+PFinXv37m30JlourM/mSzZictgZkbHwwb4a/hzzZ5ejZJs3b6bHHnuMqqurRSqFxQ9oH1999ZXwQ/7ud7/z+/iyZcvo9ddfF0IetJ8tW7aIqBifaDY1NYlUK0eD+WS0M54gQdyosCmNQ/ochpNv7OjRoyklJcXoTQOgzfBnuaKiQoT4O+MOCgAA2gLEDYgoHObkknsZuWERySlAaeoG4V9jjo5x1AZrHF6wzsavP0fbud8Q6DhcLpfo29TZ1tn2nhsJm4pXrFgh3kTOm3OfG3bls3kQhCeC8MADD9Bzzz3XrDEi+0TYyMb+EFnhA1oP1jgyYJ3NAQtL9oOgFLxj2bx5c+dcZ7fNKSwsdI8bN87tdDrd0dHR4nr06NHubt26uaOiotz33nuv0ZtoCXgds7Oz3fPmzXPv3r3bXV1dLS58e/78+e6uXbu677vvPqM3s1ODNY4MWGdzsH79erG/Bh3L+k66zrZPS1166aVixhE3LmIDMTvHy8vLxc8czeHeClxRxdUQoO1wyJ7XlLsT+4PLZ7lqzbf0E4QO1jgyYJ2N7bgt4Xlp3Pag00UUTMYoi66z7dNSXGrIjnw2XDJc8cBdirmHAs8t4XLPRx55BOKmnbCplZubBYK9N52xUZSZwBpHBqxz5NIhfPIZqGcQWwj4oAvax2aLrrPtIzfckp47u8oyWVapycnJVFxcLEYzcFkcP8adjEHbmT59ujAAvvXWW5SVleX12NGjR0UvIS63l83RQOvBGkcGrHNkGDNmjBizwCNw/MEd5bmitbNFFMzGGIuus+0jN9zojM2BHGbmsQv333+/MBOzsGFY5HAkB7SPefPmidldfFY7bNgwryZ+P//8sxCQOBi0D6xxZMA6RwbuscKNVAPBbTr0M5BA25ho0XW2feSGIzPcWprHLHAfkKSkJPr3v/+tzUF69dVXxRvPY+FB+6tM2I/gr4kfvweoLmk/WOPIgHUGwNzYXtww3FWUy8Dr6+tFq2/fUDMAAAAAOg8QNyCirF69mlauXOl1tsvt68eOHWv0plkGrHFkwDobt84cIePZUyB8rLbYOkPcqCZiHgzm28TvF7/4BU2dOtXozbMERUVFdPHFF4uZPNzpUu9T4KFtnPflGV9s8AZtA2scGbDOkQHrHBmKrLrObptTUFDgzs/PF4238vLy3A6Hwz19+nT3ySefLJr4/epXv3K7XC6jN7PTc/HFF7vHjx/v3rp1a7PH+L4JEya4L7nkEkO2zSpgjSMD1jkyYJ0jw8UWXWfbi5tzzz3XfdNNN7mbmprEz4899pi4j9m+fbu7d+/e7gcffNDgrez8JCcnu9etWxfw8TVr1ojngLaDNY4MWOfIgHWODMkWXWfbW/q/+uoruvvuu7WJyXfeeSctXryYSkpKxFwpbuLHZeKgfXD3Z+78HKwxGj8HtB2scWTAOkcGrHNkiLPoOtte3KSnp4s3T185xQ26uOcNM3z4cOHDAe1j5syZdM0119AHH3zg9UXi23zfrFmz6LLLLjN0Gzs7WOPIgHWODFjnyDDTquvstjnXXHONe/Lkye4tW7a4d+3a5Z45c6Z75MiR2uPLly8XXhzQPmpra90333yzOzY2Vgxhi4+PFxe+zffdcsst4jmg7WCNIwPWOTJgnSNDrUXX2fbVUuwUv+iii2jVqlUiNZWXlyfU6siRI8Xj7733nojc/Pa3vzV6Uy0Bnw2sXbvWq9yQW3vL2V6g/WCNIwPWOTJgnSNDucXW2fbiRlJQUCCmgw8aNIiio20/lQIAAADotNjecyNh8/DQoUObCZv9+/fTddddZ9h2Wa2fEPcS4im0vvBg0tdff92Q7bISWOPIgHWODFjnyFBjxXU2Oi9mdtavXy9yj6B9bNu2TfQT4j5CvJ6TJk1yHzx4UHv8yJEjWOd2gjWODFjnyIB1jgzbLLrOto/cfPTRR0Evy5YtM3oTLcGcOXNEZIw9TjyIlCfN8kR27oAJwgPWODJgnSMD1jkyzLHqOrttjlSrfB3o0hlVq9ngDtAbNmzQfuamiezQ79Wrl3vnzp2d9uzATGCNIwPWOTJgnSNDV4uus+0jN927d6eFCxdSU1OT38u6deuM3kTL5HT1fiauTHvhhRfoggsuoMmTJ9P27dsN3T4rgDWODFjnyIB1jgw1Fl1n25cFcakbl79xObg/+I1GQVn74Sq0NWvW0ODBg73unzt3rri+8MILDdoy64A1jgxY58iAdY4Mgyy6zraP3Nx77700YcKEgI/369cPvpswMGPGDDF53R/8JeIOmBCR7QNrHBmwzpEB6xwZZlh0ndHnBgAAAACWwvaRGwAAAABYC4gbAAAAAFgKiBsAAAAAWAqIGwAAAABYCogbAAAAAFgKiBsAgCFce+21oo8UX2JiYignJ4fOPPNMWrBggWigGSqvvvoqpaend+i2AgA6FxA3AADDOOecc+jw4cO0Z88e+vTTT+mMM86g2bNn0/nnn08NDQ1Gbx4AoJMCcQMAMIy4uDjq1q0b5ebm0qhRo+j++++n//znP0LocESGefLJJ2nYsGGUlJREeXl5dOutt1JlZaV4bPny5TRr1iwqKyvTokAPPfSQeIxvf/jhh16/jyM88nVZUPFz3n33XTrttNMoISGBxo4dK9rN//DDDzRmzBhKTk6mc889l4qLiyO+NgCAtgNxAwAwFVOmTKERI0aImW+M0+mkZ555hjZt2kSvvfYaLV26lO677z7xGHcXf+qppyg1NVVEgPhyzz33tOr3Pfjgg/SHP/xBzJHjGTuXX365eP2nn36avvnmG9qxYwc98MADHfK3AgA6BtvPlgIAmHPezYYNG8TtO+64Q7u/d+/e9Mgjj9DNN99Mzz//PMXGxlJaWpqIwHAEqC2wGDr77LPFbU6Jcbv5JUuW0MSJE8V9119/vRbtAQB0DiBuAACmg6fCsGBhFi9eTI8++iht3bqVysvLhRentraWqqurKTExsd2/a/jw4dptNjUznAbT31dUVNTu3wMAiBxISwEATMeWLVuoT58+whfD5mIWIO+//z6tXbuWnnvuOfGc+vr6oK/B4sh3dJ7L5Wr2PK7U0v8ff/e1pnoLAGA8iNwAAEwFe2p+/vlnuvPOO4WYYWHxt7/9TXhvGDYA6+HUVGNjY7PXyc7OFh4cSUFBgYj2AACsD8QNAMAw6urq6MiRI0KcFBYW0meffSZSUBytufrqq2njxo0i2vLss8/SBRdcQN9++y3NmzfP6zXYh8PVU+yTYSMyp6r4wsbkuXPn0vjx48Xrz5kzxysiAwCwLkhLAQAMg8VM9+7dhUDhnjfLli0TlVFcDh4VFSXECpeCP/744zR06FB66623hPjRwxVTbDCeOXOmiNY88cQT4n6O9nDpOJd5cwUUG4fD4dEBAJgfh9s3KQ0AAAAA0IlB5AYAAAAAlgLiBgAAAACWAuIGAAAAAJYC4gYAAAAAlgLiBgAAAACWAuIGAAAAAJYC4gYAAAAAlgLiBgAAAACWAuIGAAAAAJYC4gYAAAAAlgLiBgAAAABkJf4PJZrqxW8kBHwAAAAASUVORK5CYII="
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 6
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Odgovor: **Da, popularnost filmov se s časom spreminja, kar lahko vidimo pri filmu Godfather, ki mu popularnost pade in nato spet nekoliko naraste. Prav tako je zanimiv film Shawshank Redemption, ki mu ocena pade iz 4.7 in ostane približno 4.4.**"
},
{
"cell_type": "markdown",
"metadata": {
"lang": "sl"
},
"source": [
"#### 5. vprašanje (20%):\n",
"Kako bi ocenili popularnost posameznih igralcev? Opišite postopek\n",
"ocenitve ter izpišite 10 najbolj popularnih igralcev.\n",
"\n",
"Kodo lahko razdelite v več celic."
]
},
{
"cell_type": "code",
"metadata": {
"ExecuteTime": {
"end_time": "2025-04-05T14:29:29.590481Z",
"start_time": "2025-04-05T14:29:29.503188Z"
}
},
"source": [
"split_cast = cast.copy()\n",
"\n",
"split_cast['cast'] = split_cast['cast'].str.strip('|').str.split('|')\n",
"\n",
"movie_ratings = ratings.groupby(['movieId'])['rating'].mean().reset_index()\n",
"\n",
"cast_ratings = split_cast.explode('cast').merge(movie_ratings, on='movieId')\n",
"\n",
"actor_popularity = cast_ratings.groupby('cast').agg(\n",
" movie_count=('movieId', 'nunique'),\n",
" rating=('rating', 'mean'),\n",
").reset_index()\n",
"\n",
"actor_popularity['score'] = actor_popularity['movie_count'] * actor_popularity['rating']\n",
"\n",
"actor_popularity.sort_values(by='score', ascending=False).head(10)"
],
"outputs": [
{
"data": {
"text/plain": [
" cast movie_count rating score\n",
"44934 Robert De Niro 66 3.340872 220.497546\n",
"36804 Michael Caine 56 3.313227 185.540725\n",
"38514 Morgan Freeman 54 3.311041 178.796198\n",
"7007 Bruce Willis 56 3.071296 171.992554\n",
"9661 Christopher Walken 51 3.201777 163.290608\n",
"49726 Steve Buscemi 49 3.306117 161.999727\n",
"5528 Bill Murray 47 3.290502 154.653596\n",
"44278 Richard Jenkins 50 3.088702 154.435119\n",
"52217 Tom Hanks 45 3.382483 152.211715\n",
"1004 Alec Baldwin 47 3.192583 150.051396"
],
"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>cast</th>\n",
" <th>movie_count</th>\n",
" <th>rating</th>\n",
" <th>score</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>44934</th>\n",
" <td>Robert De Niro</td>\n",
" <td>66</td>\n",
" <td>3.340872</td>\n",
" <td>220.497546</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36804</th>\n",
" <td>Michael Caine</td>\n",
" <td>56</td>\n",
" <td>3.313227</td>\n",
" <td>185.540725</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38514</th>\n",
" <td>Morgan Freeman</td>\n",
" <td>54</td>\n",
" <td>3.311041</td>\n",
" <td>178.796198</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7007</th>\n",
" <td>Bruce Willis</td>\n",
" <td>56</td>\n",
" <td>3.071296</td>\n",
" <td>171.992554</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9661</th>\n",
" <td>Christopher Walken</td>\n",
" <td>51</td>\n",
" <td>3.201777</td>\n",
" <td>163.290608</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49726</th>\n",
" <td>Steve Buscemi</td>\n",
" <td>49</td>\n",
" <td>3.306117</td>\n",
" <td>161.999727</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5528</th>\n",
" <td>Bill Murray</td>\n",
" <td>47</td>\n",
" <td>3.290502</td>\n",
" <td>154.653596</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44278</th>\n",
" <td>Richard Jenkins</td>\n",
" <td>50</td>\n",
" <td>3.088702</td>\n",
" <td>154.435119</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52217</th>\n",
" <td>Tom Hanks</td>\n",
" <td>45</td>\n",
" <td>3.382483</td>\n",
" <td>152.211715</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1004</th>\n",
" <td>Alec Baldwin</td>\n",
" <td>47</td>\n",
" <td>3.192583</td>\n",
" <td>150.051396</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"execution_count": 7
},
{
"cell_type": "markdown",
"metadata": {
"lang": "sl"
},
"source": "Odgovor: **Popularnost posameznih igralcev bi ocenil s številom filmov, v katerih so igrali pomnoženo s povprečno oceno teh filmov.**"
},
{
"cell_type": "markdown",
"metadata": {
"lang": "sl"
},
"source": [
"#### Bonus vprašanje (5%):\n",
"\n",
"Kateri je tvoj najljubši film? Zakaj?"
]
},
{
"cell_type": "markdown",
"metadata": {
"lang": "sl"
},
"source": "Odgovor: **Moj najljubši film je Kako izuriti svojega zmaja. Ima zelo dobro zgodbo, ki jo spremlja izjemna glasbena podlaga in animacija.**"
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.9"
},
"latex_envs": {
"LaTeX_envs_menu_present": true,
"autocomplete": true,
"bibliofile": "biblio.bib",
"cite_by": "apalike",
"current_citInitial": 1,
"eqLabelWithNumbers": true,
"eqNumInitial": 1,
"hotkeys": {
"equation": "Ctrl-E",
"itemize": "Ctrl-I"
},
"labels_anchors": false,
"latex_user_defs": false,
"report_style_numbering": false,
"user_envs_cfg": false
},
"nbTranslate": {
"displayLangs": [
"sl"
],
"hotkey": "alt-t",
"langInMainMenu": true,
"sourceLang": "sl",
"targetLang": "en",
"useGoogleTranslate": true
}
},
"nbformat": 4,
"nbformat_minor": 2
}