{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6f883584-ca8b-4193-82bd-eca78426165e",
   "metadata": {},
   "source": [
    "# Méthode de Monte Carlo\n",
    "\n",
    "Tout d'abord, on illustre numériquement les deux résultats probabilistes sur lesquels reposent la méthode dite de Monte Carlo: \n",
    "\n",
    "- la loi forte de grands nombres,\n",
    "- le théorème central limit (TCL).\n",
    "\n",
    "On considère ensuite un premier exemple d'estimateur de Monte Carlo et l'importance de l'intervalle de confiance (IC) dans lequel se trouve la valeur recherchée avec probabilité grande (0.95). \n",
    "\n",
    "Enfin on applique la méthode de Monte Carlo à un exemple multidimensionnel où on illustre l'efficacité de 2 méthodes de réduction de variance: \n",
    "\n",
    "- variables antithétiques, \n",
    "- variable de contrôle. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2e046f21-4713-4bfc-b2d0-32073d10d250",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy import stats\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set_theme() \n",
    "from numpy.random import default_rng\n",
    "rng = default_rng()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc0d798f-524f-46de-aa81-2e7107a546d5",
   "metadata": {},
   "source": [
    "## Illustration de la loi des grands nombres\n",
    "\n",
    "Soit $(X_n)_{n \\ge 1}$ une suite de variables aléatoires _i.i.d._ de carré intégrable. On définit les suites $(m_n)_{n \\ge 1}$ et $(\\sigma_n^2)_{n \\ge 2}$ (non définie pour $n = 1$) de la façon suivante\n",
    "\n",
    "$$\n",
    "  m_n = \\frac{1}{n} \\sum_{k=1}^n X_k \\qquad \\text{et} \\qquad \n",
    "  \\sigma_n^2 = \\frac{1}{n-1} \\sum_{k=1}^n (X_k - m_n)^2 \\quad \\text{pour} \\; n \\ge 2\n",
    "$$\n",
    "et on veut illustrer la Loi Forte des Grands Nombres et le Théorème Central Limite (étendu en utilisant le lemme de Slutsky pour remplacer $\\sigma^2 = \\mathrm{var}(X_1)$ par l'estimateur $\\sigma_n^2$) c'est à dire les convergences\n",
    "\n",
    "$$\n",
    "  m_n \\xrightarrow{p.s.} m \\qquad \\text{et} \\qquad \n",
    "  \\sqrt{n} \\Bigl(\\frac{m_n - m}{\\sigma_n}\\Bigr) \\xrightarrow{\\mathcal{L}} \\mathcal{N}(0, 1).\n",
    "$$\n",
    "\n",
    "Plus précisément on construit l'intervalle de confiance (asymptotique) à 95% à partir du TCL c'est à dire\n",
    "\n",
    "$$\n",
    "  \\text{pour $n$ grand} \\quad \\mathbf{P} \\biggl( m \\in \n",
    "  \\biggl[\n",
    "    m_n - \\frac{1.96 \\sigma_n}{\\sqrt{n}}, \n",
    "    m_n + \\frac{1.96 \\sigma_n}{\\sqrt{n}}\n",
    "  \\biggr] \\biggr) \\simeq 0.95\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "853c2b0a-e6d8-40f1-a3af-f1732ef4ea2d",
   "metadata": {
    "tags": [
     "question"
    ]
   },
   "source": [
    "### Question: LFGN loi uniforme\n",
    "\n",
    "Reproduire le tracé suivant où les points (les croix 'x') sont les réalisations $X_n$ (en fonction de $n$) de loi uniforme sur $[-4,8]$. La ligne bleue (couleur 'C0', première couleur de la palette utilisée) correspond à la moyenne $m$, la courbe orangée (couleur 'C1') correspond à la suite $m_n$ et les lignes grises correspondent aux bornes de l'intervalle de confiance. La zone de confiance en jaune s'obtient par la méthode `fill_between` de `ax`.\n",
    "\n",
    "![](img/tcl_unif.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "51db966d-5681-4222-8217-5f9e83d8a681",
   "metadata": {
    "tags": [
     "aremplir"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x15992a627b0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 300\n",
    "U = rng.uniform(-4, 8, n)\n",
    "traj = np.cumsum(U)\n",
    "mean_traj = traj / np.arange(1, n+1)\n",
    "\n",
    "sigma_traj = np.cumsum(np.power(U - mean_traj, 2))\n",
    "sigma_traj = sigma_traj[1:]\n",
    "\n",
    "sigma_traj = sigma_traj / (np.arange(2, n+1) - 1)\n",
    "\n",
    "sigma_traj = np.insert(sigma_traj, 0, 0.0)\n",
    "\n",
    "mn_max = mean_traj + 1.96 * np.sqrt(sigma_traj) / np.sqrt(np.arange(1, n+1))\n",
    "mn_min = mean_traj - 1.96 * np.sqrt(sigma_traj) / np.sqrt(np.arange(1, n+1))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 4), layout='tight')\n",
    "ax.scatter(np.arange(1, n+1), U, c='grey', marker='x', alpha=0.2)\n",
    "ax.plot(np.arange(1, n+1), mean_traj, c='orange', label='mean_traj')\n",
    "ax.plot(np.arange(1, n+1), np.full(n, 2), c='blue', label='true_mean')\n",
    "ax.fill_between(np.arange(1, n+1), mn_min, mn_max, label='confidence_interval', facecolor=\"black\", alpha=0.3, edgecolor=\"black\", linewidth=2)\n",
    "ax.set_title('LFGN loi uniforme')\n",
    "ax.set_xlabel('Itérations of n')\n",
    "ax.set_ylabel('Confidence interval for 95%')\n",
    "ax.legend()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c165f34-971d-43d3-92c9-5bc41ef1a5e6",
   "metadata": {
    "tags": [
     "question"
    ]
   },
   "source": [
    "### Question: LFGN loi de Cauchy\n",
    "\n",
    "Reprendre rapidement l'exemple précédent en remplaçant la loi uniforme par la loi de Cauchy. On obtient des réalisations de la loi de Cauchy en utilisant la méthode `standard_cauchy` de l'objet `rng`. Répliquer plusieurs fois le tracé (avec l'axe des ordonnées restreint à $[-10,10]$) pour différentes valeurs de $n=100\\,000$. Qu'en pensez-vous? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7289a19c-477a-4291-acda-ac8345bb7d42",
   "metadata": {
    "tags": [
     "aremplir"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x15992b71a90>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 100000\n",
    "C = rng.standard_cauchy(size=n)\n",
    "traj = np.cumsum(C)\n",
    "mean_traj = traj / np.arange(1, n+1)\n",
    "\n",
    "sigma_traj = np.cumsum(np.power(C - mean_traj, 2))\n",
    "sigma_traj = sigma_traj[1:]\n",
    "\n",
    "sigma_traj = sigma_traj / (np.arange(2, n+1) - 1)\n",
    "\n",
    "sigma_traj = np.insert(sigma_traj, 0, 0.0)\n",
    "\n",
    "mn_max = mean_traj + 1.96 * np.sqrt(sigma_traj) / np.sqrt(np.arange(1, n+1))\n",
    "mn_min = mean_traj - 1.96 * np.sqrt(sigma_traj) / np.sqrt(np.arange(1, n+1))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 4), layout='tight')\n",
    "ax.set_ylim(-10, 10)\n",
    "ax.scatter(np.arange(1, n+1), C, c='grey', marker='x', alpha=0.2)\n",
    "ax.plot(np.arange(1, n+1), mean_traj, c='orange', label='mean_traj')\n",
    "# ax.plot(np.arange(1, n+1), np.full(n, 2), c='blue', label='true_mean')\n",
    "ax.fill_between(np.arange(1, n+1), mn_min, mn_max, label='confidence_interval', facecolor=\"black\", alpha=0.3, edgecolor=\"black\", linewidth=2)\n",
    "ax.set_title('LFGN loi de cauchy')\n",
    "ax.set_xlabel('Itérations of n')\n",
    "ax.set_ylabel('Confidence interval for 95%')\n",
    "ax.legend()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68ecfdc4-7625-41e1-8bcb-9a2e178ba238",
   "metadata": {},
   "source": [
    "## Illustration du TCL \n",
    "\n",
    "On veut illustrer la répartition de l'erreur renormalisée $\\displaystyle \\varepsilon_n = \\sqrt{n} \\Bigl(\\frac{m_n - m}{\\sigma_n}\\Bigr)$ pour différentes valeurs de $n$. Lorsque $n$ est grand cette erreur renormalisée est proche de la loi normale cenrée réduite, c'est ce qu'on veut vérifier numériquement. \n",
    "Pour illustrer cette répartition, il est nécessaire de répliquer un grand nombre de fois l'erreur c'est à dire de considérer un échantillon $(\\varepsilon_n^{(j)})_{j=1,\\dots,M}$ de taille $M$ et de constuire l'histogramme de cet échantillon.\n",
    "\n",
    "**Attention:** en pratique il n'est pas nécessaire de répliquer $M$ fois l'estimateur $m_n$ pour approcher $m$. L'estimateur de la variance $v_n$ suffit pour donner la zone de confiance autour de $m_n$. C'est une information importante donnée par le TCL."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31f6167f-b1a7-48a5-a766-21e39afbd9a0",
   "metadata": {
    "tags": [
     "question"
    ]
   },
   "source": [
    "### Question: TCL loi uniforme \n",
    "\n",
    "Dans le cas de la loi uniforme sur $[-4, 8]$ vérifier la répartition de l'erreur renormalisée $\\varepsilon_n$ pour $n = 10$ puis $n = 1\\,000$ à partir d'un échantillon de taille $M = 100\\,000$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "092b36ef-6d3a-43ed-a1f0-e1cb3d4ddcd6",
   "metadata": {
    "tags": [
     "aremplir"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lione\\AppData\\Local\\Temp\\ipykernel_36028\\2643672741.py:19: UserWarning: No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n",
      "  ax.legend()\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x15992c520d0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 10\n",
    "M = 100000\n",
    "U = rng.uniform(-4, 8, (n, M))\n",
    "traj = np.cumsum(U, axis=0)\n",
    "\n",
    "mean_traj = traj / np.array([np.arange(1, (n+1)) for _ in range(M)]).T\n",
    "\n",
    "sigma_traj = np.cumsum(np.power(U - mean_traj, 2), axis=0)\n",
    "sigma_traj = sigma_traj[1:]\n",
    "\n",
    "sigma_traj = sigma_traj / np.array([(np.arange(2, (n+1)) - 1) for _ in range(M)]).T\n",
    "sigma_traj = np.insert(sigma_traj, 0, np.zeros(M), axis = 0)\n",
    "\n",
    "epsilon_n = np.sqrt(n) * (mean_traj[-1, :] -2) / sigma_traj[-1, :]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 4), layout='tight')\n",
    "ax.hist(epsilon_n, bins=50)\n",
    "# ax.plot(np.linspace(-10, 10, 100), stats.norm.pdf(np.linspace(-10, 10, 100)))\n",
    "ax.legend()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0a5b46ab-d911-4bd4-a94d-cea1cf217889",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([1.000e+00, 2.000e+00, 2.000e+00, 7.000e+00, 9.000e+00, 2.600e+01,\n",
       "        3.300e+01, 6.400e+01, 9.500e+01, 1.610e+02, 2.320e+02, 3.770e+02,\n",
       "        5.350e+02, 7.660e+02, 1.108e+03, 1.466e+03, 1.929e+03, 2.431e+03,\n",
       "        3.068e+03, 3.841e+03, 4.514e+03, 5.230e+03, 5.852e+03, 6.415e+03,\n",
       "        6.578e+03, 6.761e+03, 6.657e+03, 6.534e+03, 6.021e+03, 5.516e+03,\n",
       "        4.862e+03, 4.291e+03, 3.450e+03, 2.848e+03, 2.312e+03, 1.824e+03,\n",
       "        1.308e+03, 8.770e+02, 6.960e+02, 4.780e+02, 2.940e+02, 2.210e+02,\n",
       "        1.260e+02, 6.500e+01, 4.700e+01, 3.500e+01, 1.900e+01, 8.000e+00,\n",
       "        5.000e+00, 3.000e+00]),\n",
       " array([-1.27159968, -1.22228701, -1.17297435, -1.12366168, -1.07434902,\n",
       "        -1.02503636, -0.97572369, -0.92641103, -0.87709836, -0.8277857 ,\n",
       "        -0.77847303, -0.72916037, -0.6798477 , -0.63053504, -0.58122238,\n",
       "        -0.53190971, -0.48259705, -0.43328438, -0.38397172, -0.33465905,\n",
       "        -0.28534639, -0.23603372, -0.18672106, -0.13740839, -0.08809573,\n",
       "        -0.03878307,  0.0105296 ,  0.05984226,  0.10915493,  0.15846759,\n",
       "         0.20778026,  0.25709292,  0.30640559,  0.35571825,  0.40503091,\n",
       "         0.45434358,  0.50365624,  0.55296891,  0.60228157,  0.65159424,\n",
       "         0.7009069 ,  0.75021957,  0.79953223,  0.8488449 ,  0.89815756,\n",
       "         0.94747022,  0.99678289,  1.04609555,  1.09540822,  1.14472088,\n",
       "         1.19403355]),\n",
       " <BarContainer object of 50 artists>)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 1000\n",
    "M = 100000\n",
    "U = rng.uniform(-4, 8, (n, M))\n",
    "traj = np.cumsum(U, axis=0)\n",
    "\n",
    "mean_traj = traj / np.array([np.arange(1, (n+1)) for _ in range(M)]).T\n",
    "\n",
    "sigma_traj = np.cumsum(np.power(U - mean_traj, 2), axis=0)\n",
    "sigma_traj = sigma_traj[1:]\n",
    "\n",
    "sigma_traj = sigma_traj / np.array([(np.arange(2, (n+1)) - 1) for _ in range(M)]).T\n",
    "sigma_traj = np.insert(sigma_traj, 0, np.zeros(M), axis = 0)\n",
    "\n",
    "epsilon_n = np.sqrt(n) * (mean_traj[-1, :] -2) / sigma_traj[-1, :]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 4), layout='tight')\n",
    "ax.hist(epsilon_n, bins=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa218f54-374f-4d2e-8773-8eff7162ab37",
   "metadata": {},
   "source": [
    "## Un premier exemple d'estimateur de Monte Carlo\n",
    "\n",
    "On va mettre en oeuvre un estimateur de Monte Carlo pour calculer\n",
    "\n",
    "$$\n",
    "  I(\\beta) = \\mathbf{E}[\\exp(\\beta G)] \\quad \n",
    "  \\text{où $G \\sim \\mathcal{N}(0,1)$ et $\\beta \\in \\mathbf{R}$}. \n",
    "$$\n",
    "\n",
    "La valeur exacte $I(\\beta) = \\exp(\\beta^2/2)$ est connue mais cet exemple permet d'illustrer l'importance des bornes de l'intervalle de confiance (et donc de l'estimation de la variance) dans une méthode de Monte Carlo. La seule valeur moyenne $I_n = \\frac{1}{n} \\sum_{k=1}^n X_k$ n'est pas suffisante pour déterminer $I$."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "227b7a6d-1c9c-41c8-a15d-235c3a309ee7",
   "metadata": {
    "tags": [
     "question"
    ]
   },
   "source": [
    "### Question: fonction `monte_carlo`\n",
    "\n",
    "Ecrire une fonction `monte_carlo(sample, proba=0.95)` qui à partir d'un échantillon `sample` de réalisation indépendantes $(X_k)_{k=1,\\dots,n}$ renvoie un tuple qui contient: \n",
    "\n",
    "- la moyenne de l'estimateur Monte Carlo de $I = \\mathbf{E}[X]$,\n",
    "- l'estimateur de la variance asymptotique apparaissant dans le TCL,\n",
    "- les bornes inférieures et supérieures de l'intervale de confiance de niveau de probabilité `proba`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2f51f3ad-eb43-44a5-80ef-5bb5592115a3",
   "metadata": {
    "tags": [
     "aremplir"
    ]
   },
   "outputs": [],
   "source": [
    "def monte_carlo(sample, proba=0.95):\n",
    "    n = len(sample)\n",
    "    traj = np.cumsum(sample)\n",
    "    mean_traj = traj / np.arange(1, n+1)\n",
    "\n",
    "    sigma_traj = np.cumsum(np.power(sample - mean_traj, 2))\n",
    "    sigma_traj = sigma_traj[1:]\n",
    "\n",
    "    sigma_traj = sigma_traj / (np.arange(2, n+1) - 1)\n",
    "\n",
    "    sigma_traj = np.insert(sigma_traj, 0, 0.0)\n",
    "\n",
    "    q_alpha = stats.norm.ppf(1 - (1 - proba)/2)\n",
    "\n",
    "    mn_max = mean_traj + q_alpha * np.sqrt(sigma_traj) / np.sqrt(np.arange(1, n+1))\n",
    "    mn_min = mean_traj - q_alpha * np.sqrt(sigma_traj) / np.sqrt(np.arange(1, n+1))\n",
    "\n",
    "    return {'mean':mean_traj[-1], 'var':sigma_traj[-1], 'mean_min':mn_min[-1], 'mean_max':mn_max[-1]}\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f1c949d-63c4-48f2-9523-29445c96a71e",
   "metadata": {
    "tags": [
     "question"
    ]
   },
   "source": [
    "### Question: premier exemple\n",
    "\n",
    "En utilisant la fonction `monte_carlo`, reproduire le tableau suivant où chaque ligne représente un résultat pour une valeur de $\\beta \\in \\{0.2, 0.5, 1, 2, 3, 5\\}$: \n",
    "\n",
    "- la première colonne est la valeur moyenne $I_n$,\n",
    "- la deuxième colonne l'estimateur de la variance,\n",
    "- les colonnes 3 et 4 sont les bornes inférieures et supérieurs de l'IC à 95%,\n",
    "- la colonne 5 contient la valeur exacte $\\mathbf{E}[\\exp(\\beta G)] = \\exp(\\beta^2/2)$.\n",
    "\n",
    "Ce tableau est obtenu pour $n = 1\\,000\\,000$. Comment interpréter ce tableau? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "69aa7e19-9d81-4ce9-9ccf-a93221f56bed",
   "metadata": {
    "tags": [
     "question"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>var</th>\n",
       "      <th>low</th>\n",
       "      <th>high</th>\n",
       "      <th>exact</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.2</th>\n",
       "      <td>1.020551</td>\n",
       "      <td>4.245536e-02</td>\n",
       "      <td>1.020147</td>\n",
       "      <td>1.020955</td>\n",
       "      <td>1.020201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.5</th>\n",
       "      <td>1.134027</td>\n",
       "      <td>3.650418e-01</td>\n",
       "      <td>1.132843</td>\n",
       "      <td>1.135212</td>\n",
       "      <td>1.133148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>1.651060</td>\n",
       "      <td>4.676691e+00</td>\n",
       "      <td>1.646821</td>\n",
       "      <td>1.655298</td>\n",
       "      <td>1.648721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>7.402685</td>\n",
       "      <td>2.379946e+03</td>\n",
       "      <td>7.307068</td>\n",
       "      <td>7.498301</td>\n",
       "      <td>7.389056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>87.915075</td>\n",
       "      <td>8.558333e+06</td>\n",
       "      <td>82.181273</td>\n",
       "      <td>93.648877</td>\n",
       "      <td>90.017131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>121963.825619</td>\n",
       "      <td>6.439313e+14</td>\n",
       "      <td>72228.169429</td>\n",
       "      <td>171699.481809</td>\n",
       "      <td>268337.286521</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              mean           var           low           high          exact\n",
       "0.2       1.020551  4.245536e-02      1.020147       1.020955       1.020201\n",
       "0.5       1.134027  3.650418e-01      1.132843       1.135212       1.133148\n",
       "1.0       1.651060  4.676691e+00      1.646821       1.655298       1.648721\n",
       "2.0       7.402685  2.379946e+03      7.307068       7.498301       7.389056\n",
       "3.0      87.915075  8.558333e+06     82.181273      93.648877      90.017131\n",
       "5.0  121963.825619  6.439313e+14  72228.169429  171699.481809  268337.286521"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.read_pickle(\"data/first_df.pkl\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d0796346-e25d-4afb-9d58-fff5bf7cb7a1",
   "metadata": {
    "tags": [
     "aremplir"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>var</th>\n",
       "      <th>mean_min</th>\n",
       "      <th>mean_max</th>\n",
       "      <th>exact</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.2</th>\n",
       "      <td>1.020087</td>\n",
       "      <td>4.246636e-02</td>\n",
       "      <td>1.019959</td>\n",
       "      <td>1.020214</td>\n",
       "      <td>1.020201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.5</th>\n",
       "      <td>1.133303</td>\n",
       "      <td>3.649294e-01</td>\n",
       "      <td>1.132929</td>\n",
       "      <td>1.133678</td>\n",
       "      <td>1.133148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>1.649066</td>\n",
       "      <td>4.685055e+00</td>\n",
       "      <td>1.647725</td>\n",
       "      <td>1.650408</td>\n",
       "      <td>1.648721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>7.362201</td>\n",
       "      <td>2.504151e+03</td>\n",
       "      <td>7.331185</td>\n",
       "      <td>7.393216</td>\n",
       "      <td>7.389056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>89.380326</td>\n",
       "      <td>1.816308e+07</td>\n",
       "      <td>86.738873</td>\n",
       "      <td>92.021778</td>\n",
       "      <td>90.017131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>190429.673943</td>\n",
       "      <td>1.778438e+16</td>\n",
       "      <td>107775.001560</td>\n",
       "      <td>273084.346327</td>\n",
       "      <td>268337.286521</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              mean           var       mean_min       mean_max          exact\n",
       "0.2       1.020087  4.246636e-02       1.019959       1.020214       1.020201\n",
       "0.5       1.133303  3.649294e-01       1.132929       1.133678       1.133148\n",
       "1.0       1.649066  4.685055e+00       1.647725       1.650408       1.648721\n",
       "2.0       7.362201  2.504151e+03       7.331185       7.393216       7.389056\n",
       "3.0      89.380326  1.816308e+07      86.738873      92.021778      90.017131\n",
       "5.0  190429.673943  1.778438e+16  107775.001560  273084.346327  268337.286521"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n = 10000000\n",
    "G = rng.standard_normal(n)\n",
    "betas = [0.2, 0.5, 1, 2, 3, 5]\n",
    "\n",
    "result = pd.DataFrame({beta : monte_carlo(np.exp(beta * rng.standard_normal(n)), proba=0.95) for beta in betas}).T\n",
    "result['exact'] = pd.Series([np.exp((beta**2)/2) for beta in betas], name='exact', index=betas)\n",
    "result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "048d17c1-5a98-4d72-aaae-5c7370165e87",
   "metadata": {},
   "source": [
    "## Option panier: un exemple multidimensionnel\n",
    "\n",
    "On considère $d \\ge 2$ actifs financiers dont la loi à l'instant $T > 0$ est modélisée par une loi log-normale c'est à dire \n",
    "\\begin{equation*}\n",
    "    \\forall i \\in \\{1,\\dots,d\\}, \\quad\n",
    "    S^i_T = S^i_0 \\exp\\Bigl( \\bigl(r-\\frac{\\sigma_i^2}{2}\\bigr) T + \\sigma_i \\sqrt{T} \\tilde G_i \\Bigr)\n",
    "\\end{equation*}\n",
    "où le vecteur $(\\tilde G_1,\\dots, \\tilde G_d)$ est gaussien centré de matrice de covariance $\\Sigma$ et les constantes $r > 0$, $\\sigma_i > 0$ sont fixées. Il s'agit d'actifs financiers $(S^i_t)_{t \\in [0,T]}$, $1 \\le i \\le d$, modélisés par un processus de Black-Scholes multidimensionnel. On introduit la matrice $L$ triangulaire inférieure obtenue par la décomposition de Cholesky de la matrice $\\Sigma = L L^\\top$. \n",
    "\n",
    "A l'aide de cette matrice $L$, on définit la fonction $\\Phi:\\mathbf{R}^d \\to \\mathbf{R}^d$ telle que \n",
    "\\begin{equation*}\n",
    "    (S^1_T, \\dots, S^d_T) = \\Phi(G_1, \\dots, G_d) \\quad \\text{ou encore} \\quad S^i_T = \\Phi_i(G_1, \\dots, G_d)\n",
    "\\end{equation*}\n",
    "où $(G_1, \\dots, G_d) \\sim \\mathcal{N}(0, I_d)$ (l'égalité précédente est à considérer en loi).\n",
    "\n",
    "On s'intéresse au prix d'une option européenne (aussi appelé produit dérivé européen) sur le panier de ces $d$ actifs financiers, c'est à dire qu'on veut calculer \n",
    "\\begin{equation*}\n",
    "    \\mathbf{E} \\bigl[ X \\bigr] %\\quad \\text{avec} \\quad g(x) = (x-K)_+ \\quad \\text{ou} \\quad g(x) = (K-x)_+ \n",
    "    \\quad \\text{avec} \\quad \n",
    "    X = \\biggl(\\frac{1}{d} \\sum_{i=1}^d S^i_T  - K\\biggr)_+.\n",
    "\\end{equation*}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cce85a35-c93f-4b1e-9369-12ee4a6272f1",
   "metadata": {
    "tags": [
     "question"
    ]
   },
   "source": [
    "### Question: initialisation \n",
    "\n",
    "Définir les paramètres globaux $d = 10$, $T = 1$, $r = 0.01$, $S^i_0 =100$ (pour tous les actifs), $\\sigma_i = i / (2d)$ (on dit que certains actifs sont plus volatiles que d'autres) et la matrice de corrélation $\\Sigma$ définie par $\\Sigma_{i,i} = 1$ et $\\Sigma_{i,j} = \\rho \\in [0,1]$ pour $i \\neq j$, avec $\\rho = 0.2$.\n",
    "\n",
    "Initialiser la matrice $L$ en utilisant la fonction `np.linalg.cholesky`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8e3bd2ae-8e53-468b-9adf-b816bf4d5f0b",
   "metadata": {
    "tags": [
     "aremplir"
    ]
   },
   "outputs": [],
   "source": [
    "d = 10\n",
    "T = 1\n",
    "r = 0.01\n",
    "S_0 = np.full(d, 100)\n",
    "sigma = np.arange(1 , d+1) / (2*d)\n",
    "rho = 0.2\n",
    "corr_matrix = np.ones(shape=(d, d)) * rho + np.eye(d, d) * (1 - rho)\n",
    "\n",
    "L = np.linalg.cholesky(corr_matrix)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8427fa3d-b0d1-402e-a8dc-b1e32ae620ec",
   "metadata": {
    "tags": [
     "question"
    ]
   },
   "source": [
    "### Question: simulation d'un échantillon d'actifs\n",
    "\n",
    "Définir la fonction python `phi` qui transforme le vecteur $(G_1, \\dots, G_d)$ en un vecteur $(S_T^1,\\dots, S_T^d)$ (tous les paramètres sont des variables globales pour simplifier l'écriture du code). L'appel suivant doit fonctionner \n",
    "```\n",
    "G = rng.standard_normal(size=d)\n",
    "phi(G)\n",
    "```\n",
    "Si on veut implémenter un estimateur Monte Carlo il faut travailler avec des échantillons _i.i.d._ $(S^{(j)}_T)_{j=1,\\dots,n}$ où $S^{(j)}_T = \\big(S_T^{(j),1}, \\dots, S_T^{(j),d}\\big) \\in \\mathbf{R}^d$. Modifier votre fonction `phi` pour création un tel échantillon à partir de l'appel suivant: \n",
    "```\n",
    "sample_G = rng.standard_normal(size=(d, n))\n",
    "phi(sample_G)\n",
    "```\n",
    "(il faut utiliser la technique du broadcasting en `numpy`, c'est très important à connaitre en pratique)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4b9fc252",
   "metadata": {},
   "outputs": [],
   "source": [
    "def phi(sample):\n",
    "    d = len(sample)\n",
    "\n",
    "    S_0 = np.full(d, 100)\n",
    "    sigma = np.arange(1 , d+1) / (2*d)\n",
    "    rho = 0.2\n",
    "    corr_matrix = np.ones(shape=(d, d)) * rho + np.eye(d, d) * (1 - rho)\n",
    "    L = np.linalg.cholesky(corr_matrix)\n",
    "    g_tilde = L @ sample\n",
    "\n",
    "    return S_0 * np.exp((r - (sigma**2)/2) * T + sigma*np.sqrt(T) * g_tilde)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "356d0d99-d09d-485f-b526-ddcdb2bff272",
   "metadata": {
    "tags": [
     "aremplir"
    ]
   },
   "outputs": [],
   "source": [
    "def phi(sample):\n",
    "    shape = sample.shape\n",
    "    d = shape[0]\n",
    "    S_0 = np.full((d, 1), 100)\n",
    "\n",
    "    sigma = np.arange(1 , d+1) / (2*d)\n",
    "    rho = 0.2\n",
    "\n",
    "    r_col = np.full((d, 1), r).reshape(d, 1)\n",
    "    sigma_col = np.asarray(sigma).reshape(d, 1)\n",
    "\n",
    "    corr_matrix = np.ones(shape=(d, d)) * rho + np.eye(d, d) * (1 - rho)\n",
    "    L = np.linalg.cholesky(corr_matrix)\n",
    "    g_tilde = L @ sample\n",
    "\n",
    "    return S_0 * np.exp((r_col - (sigma_col**2)/2) * T + sigma_col*np.sqrt(T) * g_tilde)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5379fb61",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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T+rD4xDBMuyq7YxiGYRiGYRiGYdILFp8YhmmzsPjEMAzDMAzDMAyT/rD4xDBMm4XFJ4ZhGIZhGIZhmPSHxSeGYdosLp8v5P8sPjEMwzAMwzAMw6QbLD4xDNNmYecTwzAMwzAMwzBM+sPiE8MwbRYWnxiGYRiGYRiGYdIfFp8YhmmzhIpNLD4xDMMwDMMwDMOkHyw+MQzT5p1PeTaLuGXxiWEYhmEYhmEYJv1g8YmJCb/fj1Wr/omKioNIJ5YseQaXXXYR0oV33vkH/t//+x1GjBiOK6+8FC+88Dx8IaHYTMuLT4V2q7h1KSw+MQzDMAzDMAzDpBssPjEx8dVX6zFr1j1wOp2tvShpy3vvrcKcOQ9i9OjfYdmyV3DjjbfgxReX4m9/e661F63dIp1OhXZb0P8ZhmEYhmEYhmGY9EG1CzBMDM4nJjpvvPEazj9/JC6+eJT4f7du3bFjx3b84x9v4LrrbmztxcsM5xOLTwzDMAzDMAzDMGmHNWOFFK+79RbAaofJZIrrT7Zt24KFC+fjm2++htPZgI4dO2PUqMsxZszV4nFyJD3++Bx8+ulq1NbWoGfPXrj22htw+ulnisd37PgV8+bNwcaN30BR/Bgy5EhMmHAb+vY9TDxeW1uLp59+Ah9//BE8Hg/69x+IW26ZhAEDBmH9+rWYNGm8eN7ll/8W06fPxAUXBJe67dmzWzz2wAOzsXz537BlyyaUlnbA2LHX6WIMOafoefPnL9L/zniffI177pmF5cuXYfv2X9C7d1/MmHE/PvroA7z++t/h9XoxYsS5mDLljqBt+Pzzi7FixcvweLwYPvw03Hbb7SgoKGxy3WTp3oYN61BaWorPPvsU559/ISZPvqPRZzBx4k3i1rj8Rm6++VYUFRUH3UfLWFNTE9dnzcQOi08MwzAMwzAMwzDpjzUThaf6f8yCsm9Lqy2DpXM/ZP92eswCFAlLkydPwNChJ2HhwudgsVjw9ttv4umnH8fxxw9Fv3798eyzf8XWrZsxZ84TyM/PF4/PmDENr7zyBrp2PQQzZ05Hv36HY/HiF4SAQ387ffrtePXVN8U2mTp1Euz2LMye/Tjy8vLw7rvv4Oabr8czzyzFkCFHYdasR3DXXXfg2WeXoU+fvhGX9cknHxPCEIlGr766HHPnPoyhQ0/EIYd0i3n7LFq0ANOmzUB+foFYxvHj/4CTTz5FiD4bNqzFo48+jBNPHCZEJmLv3j1Yu/ZLzJv3NOrq6vDII7Pw4IP34uGHH2ty3Q4/fIBeVnj55WOwdOlyKBFygx58cE7U5T7yyKOD/k+i15tvvi6WlWl56LN1aXlahQ4WnxiGYRiGYRiGYdKVjBOfCBPicx21Ng0NDUIYGTXqCuTk5Ij7rr9+HF566W/YunWLEJ92796JnJxcIfKQ+HTDDeNx9NHHCgGHoMdJBCIhymq1CnGHnEUktJCz6bvvvsU773ygu4XGjZuAb7/9GitWvIK77rpHfx1y9jgcWRGX9corr8Lw4aeL32+6aQJWrlyBjRu/jUt8GjNmLI455jjxOzm3yNE0depdyMrKEo6uJUsW4eeft+rik93uwH33PYSSklLxfxK/Jk+eiJ07dwhhqql1k9A2JXEqEvLvY6G+vh5//vMUuFwuTJjwx5j/jokdr98Pn1YNWsDOJ4ZhGIZhGIZhmLQl48QnchuR66gtld0VFxeLErv3338Xmzf/JESVLVs2i8ekS+eqq67BnXdOxsiRIzBo0GCccMJJOPvs83QxhcKvn3xyrsglOuaYY3HiiSeL8jWz2YxNm34ULpLRo0cGva/b7RbiSTz07Nlb/12+Nzmt4qF79+767yQ4kahEtxKHwyGWTdKjRw9deCJo/Ylt27Zi585fY1q34uKSqMJTPJSXl+GOOyZj9+5dmDdvvhD8mOSV3NGeVGBj8YlhGIZhGIZhGCZdyTjxiRDCj82BtgKJGePGXSdEqFNOOU2U3w0cOAijRl2oP2fw4COxcuU7WLPmC1GCtmrVP0UO0ty5T+H440/A6NFX4MwzR+Czzz7BunVfYvHihVi2bDGWLn1JCFi5ublYsuTFRu9ts6ldxGIl3POjhZX7tLIpIxZL8NeSBLJohD7u0wQIWpZY140ErZaA3GRTpkwU6/z0089GLVFkmocUmuwWM7IsZv0+2vbxZqoxDMMwDMMwDMMwySMjxae2BjmeqqurRX4TlcwRVG5nFHYoNPvII48SJW/0c+utUzB27BX4z38+FKHiS5c+i6uvvlYEhdPPgQP7cemlF2DDhvXo0+cwkZVEYdy9e/fR33f27Adw2GH9MHr071rkYt5qtaG+vi7oPgpCb67wQ69Br0tlh8Q333wllpfWhbZPU+vWUpDTadKkcaJEkUS/zp27tNhrM5GdTyQ8OTTxSdHK8WwsPjEMwzAMwzAMw6QN0S0lTFrQqVMX0eHuww8/wN69e/Hll5+LAHHC43HrmU5z5jyEdevWiJwjEp3oudTVjsQQcjzNnj1LlO3t2rUTb721Ujh/BgwYKAKxKYx85sxpIv+Jyvqeeuox/Otfb6NXL1Wwyc5Ws6Y2b94k8owSYfDgIaJc8L33VgmhhpxZ1MWvuVAJ3d13TxPlg2vWfI558x7BeeddiC5dusa0brFSXV0lfiJBIedutwczZ84SIiE51uQPkzzxiYQncj9JuPSOYRiGYRiGYRgmvWDnUxvgjDPOwk8/jcX8+fNQV1crMoRGjrwYq1f/Dz/88D0uuYRCtu/E/PlP4L777hYCCQkvN998K8499wLxGtQFjzrc/fGPt4jueSTIPPLI4+jWTc1XmjdvARYseAIzZvxZBJyTMDNr1hwcd9xQ8Ti5p4YNO0WIOBQkPmbM1XGvBy0LiV/z5s0R5XZUBnjFFb8X4d/NoX//gWJ9Jk0aLxKARow4BxMnThaPUWfAptYtVqZPnypuqeteKGVlB0THPOK6637f6PHVq9cmuHZMJJzegPPJbDIJEYqEJ/rJi69alGEYhmEYhmEYhkkiJn+0QJ42AmX8HDwYXM4lXUHl5XtQWtoVNpsdbQGr1QyvdlHNMG31e5wK1pVV4/Wf9+HwwhzcMKgHZq3fiiqXFxOPOBSH5LSdTDeGac3zTXFxLioq6vi8wzBxwPsOwyQG7zsM0z73m5KSXFgMlSiR4LI7hmHaJE6vGlYv854cFou45bI7hmEYhmEYhmGY9ILFJ4Zh2iQuJVB2J26t6q2bxSeGYRiGYRiGYZi0gsUnhmHaeOaT6njKsrLziWEYhmGYpvF6XNix6St43K7WXhSGYZiMgcUnhmHafLc7o/NJOqIYhmEYhmHCsfmrj/HpP5/DpvUftfaiMAzDZAwsPjEM0yaRDie97I4znxiGYRiGiYH6msqgW4ZhGCb5sPjEMEybRDqfAplPLD4xDMMwDNM0XrdT3Hq0W4ZhGCb5sPjEMEw7EZ+0wHEuu2MYhmEYJgpSdPK6WHxKN/x+Bes/fA2/fP9lay8KwzAtjLWlX5BhGCYVuEIynxzsfGIYhmEYJh7nk4fFp3Sj8sAubP7qf8jOK0SvQSe09uIwDNOCsPOJYZj24XzSbl0+f6suF8MwDMMw6Y3scudh51Pa4XY2iFuPS71lGKb9wOITwzBtEqfPFzbzicvuGIZhGIaJqezOo4pQTPogPxOvxw2Fx3QM065g8YmJCb/fj1Wr/omKioNIJ5YseQaXXXYR0oXXXnsFV155Kc4882RcffUVeOedf7T2IrVLFL8fbsUfVHYnM5+47I5hGIZhmJjK7tj5lHZ4NVea+J3FQYZpV7D4xMTEV1+tx6xZ98Dp5JN0JN56ayX++ten8Ic/jMOLL67AFVeMwSOPzMLHH/+ntRet3WEUmLjbHcMwDMMwCTmfuNtd2mEUnPjzYZgMF58qKysxY8YMnHbaaTj22GMxZswYrF27Vn/8uuuuQ//+/YN+xo4dqz/ucrlw7733YtiwYTjmmGPwpz/9CQcPppebhgnvfGKiU1dXi/Hjb8U555yHQw7pht/+9lL06dMXX375RWsvWrvNe7KaTLCaQ5xPbNFmGIZhGCZKNzWv2y1+VxQffF5Pay8SE0F8kiIhwzAZ2u1uypQpOHDgAB577DGUlpbihRdewPXXX4833ngDffr0wU8//YR77rkHI0aM0P/GZrPpv9NjJFY99dRTsNvtmDlzJiZNmoQXX3wRqRRS3ErrnWjsZhtMJlNcf7Nt2xYsXDgf33zzNZzOBnTs2BmjRl2OMWOuFo+TI+nxx+fg009Xo7a2Bj179sK1196A008/Uzy+Y8evmDdvDjZu/AaK4seQIUdiwoTb0LfvYeLx2tpaPP30E/j444/g8XjQv/9A3HLLJAwYMAjr16/FpEnjxfMuv/y3mD59Ji64ILjUbc+e3eKxBx6YjeXL/4YtWzahtLQDxo69DhdfPEo8h5xT9Lz58xfpf2e8T77GPffMwvLly7B9+y/o3bsvZsy4Hx999AFef/3v8Hq9GDHiXEyZckfQNnz++cVYseJleDxeDB9+Gm677XYUFBQ2uW6ydG/DhnXi+/zZZ5/i/PMvxOTJdzT6DCZOvEncGpffyO9////032k5//vfD8U6XHed+ndM8jrdEVkWLfOJnU8MwzAMw0SAsoQAf5DAYbEGrlWY9AiDF79zWSTDZK74tH37dnzyySd46aWXcNxxx4n77r77bnz88cd4++23cfXVV6O8vBxHHXUUOnbs2Ojv9+3bhzfffBMLFy7E8ccfL+4jEeu8887Dhg0bhBMqFcLTY+sXYFvVdrQWfQp7YcqxN8csQJGwNHnyBAwdehIWLnwOFosFb7/9Jp5++nEcf/xQ9OvXH88++1ds3boZc+Y8gfz8fPH4jBnT8Morb6Br10Mwc+Z09Ot3OBYvfkEII/S306ffjldffVNsk6lTJ8Fuz8Ls2Y8jLy8P7777Dm6++Xo888xSDBlyFGbNegR33XUHnn12mXDzROLJJx8TwhCJRq++uhxz5z6MoUNPFE6gWFm0aAGmTZuB/PwCsYzjx/8BJ598ihB9NmxYi0cffRgnnjhMiEzE3r17sHbtl5g372nU1dWJUrcHH7wXDz/8WJPrdvjhA/SywssvH4OlS5dHDDd88ME5MS3/119vwK23jhOvc+GFv8Wpp54e87oziXW6C858YpcewzAMwzBNZwrp/8/Jb7XlYYLhzCeGab/EVXZXXFyMRYsWYciQIfp9JKDQT3V1tXA90e+9e/cO+/fr1q0TtyeddJJ+Hz23c+fOWLNmDVJHfK6j1qahoUEII1Om3IlevXqjR49Dcf3148RjW7duEbe7d+9ETk6uEHno54YbxuORRx4XAo58vKioWAhRvXv3EeLOnXf+RQgk69atwXfffYv7738IRxwxWLimxo2bgCOOGIIVK14RzjX5OvQaDkdWxGW98sqrMHz46ejWrTtuummCeP2NG7+Na33HjBmLY445Docd1k84txoa6jF16l1iuS655DIUF5fg55+36s+32x24776HhJBEf0fi1+rV/8POnTuaXDcjtE1puWn7hoOcVNJNFY1DD+2JJUtexJ///Bd8+OEHIgeKSYX4FOh2x2WiDMMwycXv8aH6rZ9Q/8XO1l4UhomL0FIuLu0Kj8/na5XxVHDmE4tPDJOxzqeCggKcfnqwi+Pf//63cERNnz4dmzZtEq6b++67TzikcnJyhKvplltuESV25HwiAcvhcAS9RqdOnbB3797mrYjmejCiKI1FJhLHyHWUjmV38i66NR7raZtRid3777+LzZt/EqLKli2bxWPSpXPVVdfgzjsnY+TIERg0aDBOOOEknH32ecLpQ9x44y148sm5eOON13DMMcfixBNPFuVrZrMZmzb9KE4uo0ePDFoet9stMrrioWfPgPAo35ucVvHQvXt3/fesrCyUlJSKWwl9f2jZJD169BDPkdD6E9u2bcXOnb/GtG4kaMnlbS70WvRDTrOKigosXfosbrzx5qDy00SwWExhv+eZiEezy2dbLWKbWCxmODTxiR5RzKagkjyGYRpD+43xlmHiwVNeD6XSCY/TC+sp4Sdt2iu877Rt/D53o//z+CoYGiO//vrL6NLlEJx55jkp3Xd83sDn4/O6+LNhMh5LOzrnxJ35ZGT9+vWYNm0azjnnHPzmN78RAhQdrI488kgRPP7DDz/gkUcewe7du8UtOXhIhAqFxIR4RQ4jZrMJxcW5je53Oi0oKzOHvWi3Qb1QTUdCv1jl5WW4/vprUFJSIlxFJ500DIMGHYHf/vZ8se60bkcffTTeemuVCLdes+YLUVr2/PNL8PjjT4myt9/97kqcffY5IhOKStQWL16IZcuW4G9/e1m8R25uHp5/vnHuFn1e8uJeLlu4k4B8PCvL0ehxEtPoPumSMz5OQY/yPvka8j0JWj8SyEJfU6433VIZovFxKeLRssSybvQa9B1s7snts88+QZcuXYWzTHL44YcLoauurhodOjQuRY0FElFpGxQW5gSJcJmMubpe3OZl2/R9n0RGkyY+ZeVloSiL8xsYJhYKCrJbexGYNkjtQReq6BevEnYMlgnwvtM2qS0P/r/Djoz9Dkdi165KEfuxd+/upGybaPuOCYFJa5vVz58Nw7Sjc07C4tMHH3yA22+/XXS8e/TRR8V95Hi68847UVhYqF94k9tj8uTJuOOOO8SFs9GxIiHhKTs78Y1JAdrV2sWoEbfbJZxBPp8fXm/6hxCTaEICjM9HZUOB+1et+pcoa6T8JqvVGlRuR8+ldaPQ7COPPAonn3yq+Jk4cTLGjr0C//d//4devfoK983VV1+L884bKX4OHNiPSy+9QIS/9+rVR3RqczrdQcLJ7NkPiNK30aN/J7ax8f1CofsjPU5/S/dZLFbxPsbHf/31VyH80H3hXkO+b6TXpNtff92O6uoaUXYoRVEStA49tBe8Xl/M69bc78jChQvQvXsP3Hvvg/p93377rdgfCgqKE359+v7S97iqqh4NDb5mLWN74WBNg7i1KH5UVNSJ/YYOyOR2opK8/Qdr4c9uLHQzDBNA7jfV1Q368ZdhYsVZXitu/V4FB8tqYGoHM7KxwvtO26biYGXw/8srUVhR12rLk45UVNSIW7puO3iwNu5GSc3ZdxrqAtd01ZVVYpzHMJmMpQ2cc2j5YnFmJSQ+UWe6WbNmiZK62bNn624mEkak8CTp16+fuKWyui5duqCyslIcyIwOqP3794vcp+YQXhBpW7kvUnAKLa/u1KmL6HBH+UFHHnk0fv31FxHsTXhExw410+nf//6XyHGi3KKNG78T25y62lFeE7lydu3ahfHjJwiRZtWqfwphcMCAgcKtQyViM2dOw223TUWnTp3xxhsr8K9/vY3HHpsvXj87O0fcbt68CYWFRaKkMl4GDx6Cd955C++9twqDBx8pbqmL38CBRzRru9H36e67p2HcuFtQVVWJefMewXnnXSjWq2PHTk2uW6xUV4s53oi5T7///Vjcc89dQgSkskbqEvjSSy9gwoRJwrnUXNqKiJoKGjyqCGc3mYO2iRSf6t1eeG3NMnYyTMYQaVKBYaLhbQi4EzwNXpizMu+Yy/tO28TZoE5gSVzOBv4cQ3A61YoUmvx0uz1iAjlV+47b0OHO5XTyZ8Mw7eicE/eRhDrd3X///Rg7dizuuuuuICWc7qO8noceeijI+UEiR69evUQHPDXgeh2GDRsmHv/5559FFtTQoUNbap3aHWeccRZ++mks5s+fJ1w8FBo+cuTFIlT7hx++xyWXQISRz5//BO67724hkpDwcvPNt+Lccy8Qr0Fd8KjD3R//eIuw0ZIgQ4HkJFQR8+YtwIIFT2DGjD+L8khyQ82aNQfHHad+Ln37HoZhw04RIg4FiY8Zc3Xc60HLQplV8+bNESGGZ545Aldc8Xt8++3Xzdo+/fsPFOszadJ4YdYdMeIc4fwiqCSvqXWLlenTp4pb6roXjrPOOkfkW7344vN4+ukn0LlzF0yePBUXXXRJs9aPiS1wnJA5T640nRVgGIZpL/jdvqDwcWSg+MS0TbwcON4kHk8gG5fEp+xsa6sEjvNnwzDtC5M/jjYGJBRddNFFIt9p5syZQY9RSd1bb72FBx98EHfffTeGDx8uhCcqxfvd734nSu+IP/3pT/jqq6/E86jUjl6Hgp5feOGFZqmABw82tmSSK6i8fA9KS7vCZkv/Ehzq0mWn0GStDIxh2uL3OBWs2LYXG8prcH73Dji1a7HI66JMgPv++z121Dkxtl9XDCxqmQB5hmmvyP2GShra+kwak3qoy537RzU8J/+iw2EpaftZFLHC+07b5ocv38c3q9/W/3/ESedh8MnqZC2j8sMP32HNmk/F75dc8ruYuj231L7z9rMzUV9TIX7vOfB4nHT+/2uR92aYtoq1DZxzSkpyW77sjjrbkRL+/vvvix8jl156KR5++GHhhCIhicQlcjpde+21uOmmm/TnkWuKHps4caL4/2mnnYa//OUvyHS8ioL9DW7YLWZ0ymKBgWFicj6FhMSz84lhGCY1+F0hzieGaSOEumnYXdMYr9cT1gWVkvd2u8L+zjBM2ycu8Wn8+PHiJxpXXXWV+IkEZQU98MAD4ocJ4DeIUAzDxCY+OcyRxCd2DzIMw6Su7C762GXDhjUim/Kcc0aKKAaGaU08mqBhMpvhVxR4DBlDTGPBSebLpgouu2OY9kvmtCZJc8xadhZX3DFM07iacD652fnEMAyTNs6nrVs3obz8gPhhmHTJfMrOVUvJvB4WONJFfPL5vFAUXyOhkGGY9gGLT2n4QSixx3AxTEbSpPOJHYQMwzBJxe/2xux8oq60reGgYJhwSDdNdp4qPrHzKX3K7kLL7ELD4RmGaduw+JQmUFaW/DDY/cQw0XH61FkxznxiGIZJA+eToQQvFOpyLC9kpQjFMGnhfMorErceQ5kXg0ZCcSr3W2PJnVgOFp8Ypl3B4lM6lt7pCVAMw4RCDTr1sruQrgosPjEMw6TmOByU+RSl+06wg4LFJ6b1kaVc0vnkZedTIzweb5o4n1gYbO6x+qDLI24ZJh1g8SmNMKvaE5fdMUwUvH4/ZJ64FJskXHbHMAyTAqjMzjhUieJ8Mrom2PnEpAPSTZMjnU/srkkb0Vh+FharXXdC+f08pkuUtWXVePSbX/D5/qrWXhSGEbD4lEZw6DjDxJ73RHuLPULmEweOMwzDJA8lRGyKlvlkvHBl5xOTXmV3mvOJ3TVps996tfeSn424jz+fhNnfoG7PvQ28DZn0gMWntBSfWH1imEjIkjoSmuQ+I+GyO4ZhmOTjd3mD/x+l2x07n5i0Dxx3O7ksKWq3O0/KM58c2bkwaROM7ExLHDke5nExky6w+JRGcOA4wzSNU8sWCS25E/dpAxUX70QMwzBJIzRgPJr41FrBxQwTDirh8mrfQxk4Tvf5DGVmTKj4lELnkyY0We0O2OxZ2n3s2kkUtxZDIasGGKa1YfEpjUjnwHGaEVq16p+oqDiIdGLJkmdw2WUXIR2315QpEzFx4k2tvSjtDmeEsHHCYVH3IZ7hYRiGSU2nu6bK7oyCE5fdMa2NWtaljrOz8wq0Iv6A6MGEy3xKvfPJanPAqolP7HxKHLcWksrjYiZdYPEpLQPHkXZ89dV6zJp1D5xOPgHEwt///hK+/PLz1l6MDBSfuOyOYRgmZeKTzRyX+MTOJ6a1kS4ak8ksQq2tdntQBzwG8Pl8UAyNW1LrfFLfi1xPNptDfX/+bBKGnU9MumFFxrYIbr0BkMluhykkqybdM5+4Fj52tm7dgqVLF+OII4a09qK0S1w+X+SyOxk4zt3uGIZhkobfrWY+mXPtUCqdTZTdtU75DsOEw2Mo66KxOIkcJEixuwYRnU5utyf1n4/NDqtDlt3xZ5MocjzMk7JMupBx4hOJKDsengXn1i2ttgxZh/VDjzunNxKg5P/C6Tzbtm3BwoXz8c03X8PpbEDHjp0xatTlGDPmavE4OZIef3wOPv10NWpra9CzZy9ce+0NOP30M8XjO3b8innz5mDjxm+gKH4MGXIkJky4DX37HiYer62txdNPP4GPP/5InHT69x+IW26ZhAEDBmH9+rWYNGm8eN7ll/8W06fPxAUXBJe67dmzWzz2wAOzsXz537BlyyaUlnbA2LHX4eKLR4nnkHOKnjd//iL974z3yde4555ZWL58GbZv/wW9e/fFjBn346OPPsDrr/8dXq8XI0aciylT7gjafs8/vxgrVrwMj8eL4cNPw2233Y6CgsIm102W7m3YsA6lpaX47LNPcf75F2Ly5DsafQayhM64/KG4XC7ce+9duOGGcfjppx/FOjGpdz55FD98fj8sYURehmEYpmWcT+Y8TXwKyYAywplPTDohxQ2ZJ6SWdlWxwBGh5E79v7tVyu4Czif+bBLFpZXdsfOJSRcys+wuTS9IIzmfSFiaPHmCEFMWLnwOL7zwd5xxxll4+unHsXnzT+I5zz77V2zduhlz5jyBF19cgZNOOgUzZkzTxY+ZM6ejY8eOWLz4BSxa9DzMZjOmT79dF+SmTp2E3bt3Yfbsx7Fo0TLh2rn55uuxadOPGDLkKMya9Yj2Pstw1llnR1yHJ598DNdc8wexDCefPBxz5z4sXjceFi1agEmT/iSWo6amGuPH/wE7dmwXos+4cbfgjTdW4JNPPtafv3fvHqxd+yXmzXsas2c/hh9+2IgHH7w3pnUzlhWWlHTA0qXLcdllV4ZdrgcfnCN+ovHXvz6JDh06YvTo38W1zkzLik+Em0+0DMMwSUGKTeZcm3qHV4nokObMJ6Yl8LqrofjcLRhonRUkQrHAEdn5lNrMJ7f++dh05xOX3bWE84mrWJh0IOOcT+SWIddRepbdqbehl8wNDQ24/PIxGDXqCuTk5Ij7rr9+HF566W+ixKtfv/7YvXsncnJyccgh3ZCfn48bbhiPo48+Fvn5FKYI8fjQoSeia9dDYLVaMW3aDOEsoppucjZ99923eOedD3S30LhxE/Dtt19jxYpXcNdd9+ivU1RUDId2MgjHlVdeheHDTxe/33TTBKxcuQIbN34rlitWxowZi2OOOU78Ts4tcjRNnXoXsrKyhKNryZJF+PnnrcLhRNjtDtx330MoKSkV/ydX1OTJE7Fz5w4hTDW1bhLapnl5eRGXS/59JD7//FO8//67WLbslbCfL9MySOuww2Jp9JjVbAZljtNEDz0v29r4OQzDMEzLOZ/UO1QBCrbGx1yj4ETuZRp30AQYw8SKz1OL3d8/CUdON3Q+/LpmvZbMD7LZHUG3LD41dj7ZbHax/6Zyvw2Ig3ZYbSwMNhc5EUuHaLfi1xvzMExrkXHiE0HCgMmhnmzS1flE6rQUMIqLi0WJHQkb5HQiUWXLls3qczVF+6qrrsGdd07GyJEjMGjQYJxwwkk4++zzdDHlxhtvwZNPzsUbb7yGY445FieeeLIoX6MTCTmA6P1Gjx7ZaLaSysjioWfP3vrv8r3ppBUP3bt3138nwYlEJbqVOByOoJnUHj166MITQetPbNu2FTt3/hrTuhUXl0QVnpqioqICDz10L/70p2nC+cS0jvOJsJvNaPApcHHuE8MwTJIzn2xqZoBfDR03hRGfQkvt6GI22iQWw4TicR0E/Arc9XuCxsctV3bH7ppwTiea8K6qcuv30fg7pWV3nPnUbEhwMo6fw+WlMkwqyUjxKV2R4pNf+5Gn1vLyMowbd50QoU455TQMHXoSBg4chFGjLtT/dvDgI7Fy5TtYs+YLUYK2atU/RQ7S3LlP4fjjT8Do0VfgzDNH4LPPPsG6dV9i8eKFWLZsMZYufUkIWLm5uViy5MVGy2SzaZb6GAn3/Gg2T+qoEYrFEvy1bGqmJfRxnyZO0LLEum7NPaF+/vknKC8vFwIU/cgBN6372WefihdeWIEuXbo06z2Y2MQnOrGS+CTbyzIMwzAti6I5n0x2K1lOKWhPCx1vPAYILbWjcyOLT0w8+H2qIOH3e8XvJmvi3x8uu2sauc9SZYHFYhFjdVU0ToH4pDvTsoQAJZaHP5uE8Gr5pxKnz4dCvvRnWhn+BqYRJDZpE4jC/STFKHI8VVdX45VX3hAlcwSV2xmFHQrNPvLIo0TJG/3ceusUjB17Bf7znw9FqPjSpc/i6quvFUHh9HPgwH5ceukF2LBhPfr0OQx1dXViVqN37z768sye/QAOO6yfyC9qiTIyq9WG+vq6oPsoCL25JzN6DXpdKjskvvnmK7G8tC60fZpat5bg9NPPENlYoflP+/fvx8yZD6BDhw4t8j6MsewusvhkfB7DMAyTnMwnk8MCk90iXE/0E45Q5xOHjjPxoiiB74zPWwtzs8Sn4LK7gPOJBY5Q5xOV3dGPz9eQstwnj9H5pAuD7EpLBE9IBQCPi5l0gL13aVt6F7ivU6cuosPdhx9+gL179+LLLz8XAeLG2QnKdJoz5yGsW7dG5ByR6ETPpa52lNdEjqfZs2eJsr1du3birbdWCufPgAEDceKJw9Cv3+GYOXOayH+isr6nnnoM//rX2+jVSxVssrPVrKnNmzehvr4+oXUbPHiIKBd8771VIgCcnFnUxa+50ED27runifLBNWs+x7x5j+C88y5Ely5dY1q3WKmurhI/4SDhq3v3HkE/dB8Ja/S7FA2ZFDifNCccl90xDMMkN/OJhCdZaqc6n9Ck84lDx5lEnU+Ez1PTrNfyRHQ+scDROPPJplcJpGq/leKg1WaHlQPHm0Wo2MQd75h0gK+I0wxqDU8WSUX4n1Sos91PP43F/PnzUFdXK0LDR468GKtX/w8//PA9LrmEQrbvxPz5T+C+++4WAgkJLzfffCvOPfcC8RrUBY+64/3xj7eI7nkkyDzyyOPo1k3NV5o3bwEWLHgCM2b8WQSckzAza9YcHHfcUPE4uaeGDTtFiDgUJD5mzNVxrxstC4lf8+bNERZeKgO84orfi/Dv5tC//0CxPpMmjRfesREjzsHEiZPV7WmxNLlusTJ9+lRxS133mNZDnjzZ+cQwDJN6/HRspXBx6XyyqcfcSM4nYwmP2+1i5xPTPOeTp7aFAsel+MSlXZGdTyQ+2VMrPknnE3W747K7Fst7Ilh8YtIBk78d9F2kjJ+DB4PLueSBsrx8D0pLu+oHz3SnzOkWB4cShw053KmLaaPf42Ty8FfbUO3xYcKgHuiWqwWGWs0oLs5FRUUdlv24CxsranHRoR0xrHNRay8uw6Qtxv3Gq4kJDNMUSoMH1X//Xvxe+P+ORN0HP8O7uwY5w3vA3rck6Lk0xHzxxcXilhp7VFQcxCmn/AZ9+x6OtgzvO6mlas9/UbX3v+L3okPORkHnYQm/1hfvvohfvv8SR516MQYMPQubv/oY6z9cge79jsIpF13fgkvddlm//kt8991XGDBgMCoqyrFv3x6ceupZ6N27b9L3nZXz7xBi0wXX/QU1Ffvx8ZuLUNL5UJx91e3Nfu9MY2edEwu+36H//9JenTC0Y/TO3Ux6Ym0D55ySklxYYgi057K7dA0db/uaIMO0UuC4ug+5ueyOYRgmuSV31D1YOp/cStjyHTmeyc1VO8qy84mJF0UxlN15a1uo7E511XDgeFPOp9SV3dGxwtjtjgPHm4eby+6YNITFpzaQ+cQwjAoF8UsbsaOpzCc+yTIMwyQ1bFzcRsl8kkITiVRZWWp2JGc+MfHi97Vc2Z0MFm9UdudigSN85pMsu0t+4LjPIFaTOBgIg+fMp0QInYTlcTGTDrD4lGaYtaZyxswnhmEanzizLOHLUjnziWEYJjXOJ3EbJfMpkPdkFz8EO5+Y5mU+NTdwXGYKhXS70xw3TEBooi7Vqcx8Mn4GFqs94ErzsDCYCC4fZz4x6QeLT2kGO58YJjLyxGk1mWCVSm0k8YnL7hiGYVocv9sb5HyCvWnnE13ASvGJnU9MvCi+li+7CzifNIGDnU+tXnYnHU4kPJnNZt2VRvf7/TymixcPO5+YNITFpzTsdifLixiGia/THWHXy+54H2IYhkme88kal/NJOijY+cTEi9+Y+dRCZXfS8WRzsPMpWtldQDROftmd/Ayk6CQ/I/UxPm7ES6jY5PQ1niBgmFTD4lO6lt3xdTPDxB02bhSmQoMWGYZhmOajJJD5ZHQ+sfjExItiyHzy+5zwK6r7rnnOp5CyO7eTm/2EiMZq2V3qnE96SaQWNG6x2mAyqWM6dqbFj8xItWkXl1x2x6QDLD6lGWbtAMGZTwwTeRYnFvGJ7cUMwzAtj9/lDZv5hDDik3RLGJ1PXHbHxIvfkPnUHPcTlW55pSAaEjhOwpPPy99NwutV93HaZwOOxdQ5n2QeFzUqkJ8TO9PiR07CFthUlyqPi5l0gMWnNIMznxgmMtIyHK3sTu92x5lPDMMwSex2Zw1xPjU+5nLmE9PSmU+Ez5tY6LhauiW7qWXp+UIkchDsrkHQPhrc7S51mU9SfDL+zp9N4t3u8rUSaXY+MekAi09pKj6x9Zdhmld2xzM8DMMwqex2F875FBCfOPOJSRS/Jj6ZrXnNcj5JcYNKuaikS/3dpAtRsiQv0wnudifL7lLofNLK7sTvuvOJP5tEy+4KtAkCHhcz6QCLT2mGRWY+pZkARcuyatU/UVFxEOnEkiXP4LLLLkK6cNttt2D48OODfiZOvKm1F6v9ld1ZowSOazsRn2QZhmGSJz6ZQzOf3JGdT+R6YucTk2ipnN+vlYFllTRLfJLiErlppNtJvK6e+8SlXT6fD4rmmGk155NBfJJlkTIPiokdV0jZHTufmHRA/TYyaQOdDOl0SLITCdZSjGptvvpqPWbNugcrVvyjtRclrdm6dQtuv/3POPXU3+j3yVkjpgW73Zm1Ft9Ryu6k3ZhhGIZJRtmddhyO0/lEeTJ0cUut1BmmKfyGsHGroxSu2l+bLT5JsUl/XV3gYHeN0eGkdrtLXeB4aLc79Xd2pSWKHAcXaGV3HsUPn+KHRXa3YphWgMWnNIMOB7r4BD8s4n+tTzq5sNIVcoXRz6BBg1Fa2qG1FydjnU+y7M7nB7yKAitf4DAMwyQxcFwToXx++BU/TIYLm3DOJ3l/VlawAMDEhqt2Byz2fFjtRcgEFEVzvJgssNoLxa8+b6Jld9L5FPzdCzifWODwelXxyWKxCIE44HzyiGsBo2Ms2d3uxO/82TQ7cDxfcz7JPNScKBO4DJNsMlJ8ooOnN0wwZqqw2sxRD96U+6T4/UGh49u2bcHChfPxzTdfw+lsQMeOnTFq1OUYM+Zq8bjT6cTjj8/Bp5+uRm1tDXr27IVrr70Bp59+pnh8x45fMW/eHGzc+A0UxY8hQ47EhAm3oW/fw8TjtbW1ePrpJ/Dxxx+JE0z//gNxyy2TMGDAIKxfvxaTJo0Xz7v88t9i+vSZuOCC4FK3PXt2i8ceeGA2li//G7Zs2SQEmLFjr8PFF48SzyHnFD1v/vxF+t8Z75Ovcc89s7B8+TJs3/4Levfuixkz7sdHH32A11//u5gxHTHiXEyZckfQNnz++cVYseJleDxeDB9+Gm677XYUFBQ2uW6ydG/DhnUoLS3FZ599ivPPvxCTJ9/R6HOR5XPG5TeyZctmsUyHHtqrqa8Ak8TMJ7vhMZfPjyg6FcMwDBPn+Klx4HjgIEvuJ3l/qPOJLmStVqs4j9P9LD7Fj9ddiX2bl8KW3QVdB9yUUWHjZrMdFj3zqaZZ4obRWaP+n901oc4n6dqX4pMUpoz/T3a3O/H+7EprduZTttUMm9kknE80js6xsvjEtB7WTBw4vfniV9i7q7rVlqFL9wJcctXREQUoETouxCe/LixNnjwBQ4eehIULnxOzEW+//SaefvpxHH/8UPTr1x/PPvtXbN26GXPmPIH8/Hzx+IwZ0/DKK2+ga9dDMHPmdPTrdzgWL35BDPzob6dPvx2vvvqm2CZTp06C3Z6F2bMfR15eHt599x3cfPP1eOaZpRgy5CjMmvUI7rrrDjz77DL06dM34ro9+eRjQhgi0ejVV5dj7tyHMXToiTjkkG4xb59FixZg2rQZyM8vEMs4fvwfcPLJpwjRZ8OGtXj00Ydx4onDhMhE7N27B2vXfol5855GXV0dHnlkFh588F48/PBjTa7b4YcP0MsKL798DJYuXa7Xuofy4INzoi43CYS5uXl47LHZWLPmC2RnZ+OMM0bgmmuuD5rxZZIrPlmoNa92kqUZnlzwSZZhGKZFoIk7bWJMdz7R8ZgyAshuSo8bruuNzieCLlxpDMKh44nhdVWpt870yt9MJn5F/a6YLA5YbM0LHOeyu9idTxQ2TtA1B12v0HiahKmkik9hu91xHldzy+5sZrMYN3sUH+c+Ma1OZnoC0qOSLSLSsS6dTw0NDUIYmTLlTvTq1Rs9ehyK668fp2cMEbt370ROTq4QeejnhhvG45FHHhcCjny8qKhYCFG9e/cR4s6dd/5FCC3r1q3Bd999i/vvfwhHHDFYuKbGjZuAI44YghUrXhGzH/J16DUcjsizlVdeeRWGDz8d3bp1x003TRCvv3Hjt3Gt/5gxY3HMMcfhsMP6CedWQ0M9pk69SyzXJZdchuLiEvz881b9+Xa7A/fd95AQkujvSPxavfp/2LlzR5PrZoS2KS03bd9wkJNKuqnCsW3bVjGgHjToCMyd+6QQnUgEnD37gbjWn2m67E6W1kXCrpXaceg4wzBMy6ForicSm0wGW6keOh6S+ySdT1J84tDx5uGtUh0/fr8bitI4Y6t9O59IfMpX7/Mkq+yOBY5Q5xMJT6nqVCk72gUHjmuuNBcLg4mW3TnMJu4EzaQNGed8ooMouY7SveyO8GvTi8XFxaLE7v3338XmzT8JUYVKvAjp0rnqqmtw552TMXLkCJE5dMIJJ+Hss88TTh/ixhtvwZNPzsUbb7yGY445FieeeLIoXyMb/KZNP4oZjdGjRwYtB51kXK74TsQ9e/bWf5fvTbOc8dC9e3f9d7Lll5SUBtnzHQ5H0AmwR48e4jkSWn8pBu3c+WtM60aCllzeRJk6dbooZSwoUIW6Pn0OEyUG5DqbMOGPQcvIJM/5RNBJts7r00+8DMMwTMvnPUmo9M7vJPEp+JhrLLsz3rLzKTEUZ0Pg9/o6mPPU8UYmOJ/MFnvA+eStE13wTCZzgs6n4LI7KUax8ykgPknnkxSi3G5XUBh5MvBqx4XgzCdHUEkeEzsuzcVAcRRy3Oz0ZYZozaQvGSc+6Sp+yMApnZCnUul8Ki8vw7hx1wkR6pRTThPldwMHDsKoURfqfzN48JFYufIdUe5FJWirVv1T5CDNnfsUjj/+BIwefQXOPHMEPvvsE6xb9yUWL16IZcsWY+nSl4SAlZubiyVLXmy0LPF2agv3/Ghh5dTSNRSLJfhr2VRHnNDHfZrgQMsS67qRoNVcSGiikkcSPKjsi75nVH5I7N+/n8WnFkCeNGMRnwgqu0sm9N1Watww59uTGsLJMAyTDoTmPTVyPklnlHZ8lCKTPN+y86l5KIYLcE9FNawZID5J55PJbIfZmqu35VG89boYFX9ZV3jnk8yEymRk2Z2xvC4QOp5s5xN3u2spxPFXux6iagBdfPLypCzTumSk+JTuSOeTzHwix1N1dbXIbyKBw1huJ4UdCs0+8sijRMkb/dx66xSMHXsF/vOfD0Wo+NKlz+Lqq68VQeH0c+DAflx66QXYsGG9cOhQVhLNaFBJnoTKxaj0bfTo37XIhTXNotTX1wXdR0HozRV+6DXodanskPjmm6804aeP2D5NrVtLQYHknbocgj9M/jMKbFbR2vTHH78Xg25yZzGpK7sji7Hx+cnCvfkgGj7bCccRHZF9/CFJfS+GYZjWxu/SxKfQCTwtdNxvuLChySU5RjFmPhHsfEoMRStLInzViYVut13nk0M4nczWHCjeOhE6Hq/4FAgc5253kQi4FQOXiFI8Trb4JAWmsM4n/mziwkvNIbTf7RYqu7OkZFKWYZoiMzOf0LYynzp16iI63H344QfYu3cvvvzyc1HKZTwRUKbTnDkPiYwjCuAm0YmeS13tKK+JHE+zZ88SZXu7du3EW2+tFCeTAQMGivBuCiOfOXOa6GxHZX1PPfUY/vWvt9GrlyrYZGfniNvNmzehvr4+ofUaPHiIKBd8771V2L17l3BmUUh3c6FB7N13TxPlg2vWfI558x7BeeddiC5dusa0brFSXV0lfiJxxhln4YP3VuH9f76JbTt+xQcf/BsLFjyBK6+8WgSRM82DLmLiKbsLFZ/o7yt2fYC6io0ttky+g2oJhGvjAXj3BwurDMO0fShzMJp7N3OdT5YmnU9SYKLJIFnCw86nlnEBEd7axHKP2qzzyaKKEDL3KZHQcSlgcOB4fGV3gf02yWV32nEhuNsdu9ISwU0NIDTY+cSkE+x8Smfnk6ZZk6jx009jMX/+PNTV1YrQ8JEjLxah2j/88D0uuQQijHz+/Cdw3313C4GEhJebb74V5557gXgN6oJHHe7++MdbRPc8EmQokJwCtol58xYIoWTGjD+LgHMSZmbNmoPjjhsqHif31LBhpwgRh4LEx4y5Ou71omUh8WvevDliRpTKAK+44vf49tuvm7W9+vcfKNZn0qTxwo49YsQ5mDhxst6lo6l1i5Xp06eKW+q6Fw5yUdV7Ffzzrdfwt4VPoqS0VKwfOc6Y5kPd66Qgm6XN4ESC6ttDxSdX7XbU7P8UFlsBcouPaFEXAFH/yQ7k//ZwtfMTwzBtni1bfsKnn/4XJ544HP37D2rtxUmrzCdzqPhk15xPhsyngIPCprun2fnUPPxetz5y99Vlhvjk1wPH1e8OuZ08DZT7VJu4syYk84mdT+ECx+0pdz7JsjtjWSSX3TW3051JXFdK8YkDx5nWhsWnNuB8okEbCUn0Y4QcNRJy1tx5510RX5O65JEAFYmioiJMnz4z4uN04on29ySIrV69ttH9xvuoZPC226aKn1hfgzrQyc5+ktdeezvs4+PHT0xo3cK9RzgiiU5GzvvtaJwx8lLxOx3oO2QlryVtpiGtwrR72OVOEgGH7HYndyI6ETfsEbeKLxDY2lyMs/xKtQvOr/Yi+zguv2OY9kBZ2QFxe+DAPhafGpXdhWQ+WRt3uwvkPdkbOShYfGqGC0jb9IpTdeW197xBRSu7M1k08cmalzznE3dUM2Q+GQPHU+R8kp+P4ZjBZXeJIUUm2f1ZVgTICgKGaS14ij6NcDnrhK3UjODMJ6btIN1q8gDv5drqFkNahekE2tRgW55kjd3u3PWq+ORXPPD7fS3qArD3KwmU35UlVpbKMEx6QeXuBDmOmSbK7jTnEwzik3RJSMEp+CKWS2gSwe8PiHaK3wW/M75uwm257M5slmV3iYtPsnQrkvOJv5dG51M48Sl5ojF1L9TL7gyZT+x8SrxaQOY9Eex8YtIFFp/SBJ/Xg7rKclRXlEFeVxuFDKZtII02Fu1DrPNyS9OWIta8p0iZT1J8Cs3NaIkLMXvfYth6F1EDHlF+5+eTO8O0eVyaC4LFp6YDx/XMp7Bld+x8aikUJeA88Vs88FU6MyZwPJD5JMWn+APXpYDRKHDcoZXdsfMpbOZToOwuec4nr+G1jWV38nev2835ewlUC7DziUk3WHxKMxSfT898omMsH2jbFtKtlqeVIFAGFH+GLYMrHvFJL7tTdLHJ6ypvlCHRkm3Hs0/oBlOWFUqlE85v97fI6zMM0/rOJ+qmysdxFb/bGyFw3Byx7C6884nFp0Tww7DdzB5xvskc55M9OHA8gcwnWbplFDfE/23S+dT+t2dznE/JFI0DZXUmWIzCl/5Z+XVnFNM00vkvxSc9cJwrMphWhsWnNMGkHRz8iqJnPtFQl4e7bUt4kp9XjtUi3E8+Q4c2pnk4fb6g2Zt4AsfdDXuDHld8zR9g0sWo0QVgzrIi+8Ru6vt+s0/vhMcwTNuEmnMQiqLoQlSmo0TKfGLnU0rwI9T55Mog51PzM58CzidHeOeT2yXKvzKZ8JlPqXA+yZJIe1C0AglR8v+c+xR/4LhDK7vTKwK4IoNpZVh8ShNMJsNHofi11CfOfWpL6AHxWmh8jlX9TLn0rjXK7kzB4pOh5K6lyu6MF1nSBWDrWQjboYWB8jtD4DnDMG0HEpxk2R3BpXfRM58gnU/u2ALH2fkUP37KPTR7M67sLlLmk+KpjcuRKDKF5HeykfMpIEaRAJXJhCu7S8V+K8Unm+ZCk5DwJJ1qnPsUOy6flvnEziemrYtPlZWVmDFjBk477TQce+yxGDNmDNauDXQo++yzzzBq1CgcddRROO+88/DOO+8E/b3L5cK9996LYcOG4ZhjjsGf/vQnHDx4EJkOHVylsk8nSFl6x9eubQcpFJq1z5LcT1IA4eDx5iOFJEccZXdy5icp4pMWNg6LCSZtmehzJ/cTOaHI+eTayOV3DNMWcYdcgLL4lHjmU7iyO3Y+xQ+Fi/uDxCcvlCpnuy8Jlc4ns5b5ZNbEJ7/fG1cJvVqy5Q9bdifcNdq4QYaSZyqt1e0uUhi8eH8Wn+LGEynzSWvewzBtRnyaMmUKNmzYgMceewyvv/46Bg4ciOuvvx7btm3D1q1bMW7cOJx66qlYuXIlLr/8ctxxxx1CkJLcc889WL16NZ566iksW7ZM/N2kSZNaer3aTekdO5/aDjIgXu5UNrNZiCB+LfuJiR/joDoe51No2Z1Hlt1pDkO/4mrRvCcj5hwbsk84RF3mr/ZlxMw0w7TXkjsJi0+UlacA2rmsceaTFJ9icz75fD7hLmNiR3F5heBkdD6RGNjeO97JySKTlvlkNtv08HGfN/bQcelookoDY6aQep9Jd9xkemlXoFw2XNldMjOfNPHJcLyQSEEq011p8SDHv4Fud4EJ8fYuWDPpTfBVUxNs374dn3zyCV566SUcd9xx4r67774bH3/8Md5++22Ul5ejf//+mDx5snisb9+++P7777F48WLhdNq3bx/efPNNLFy4EMcff7x4DolY5JAiQYucUJmMWnrng0LOJyFh+MFDs7aDdKlJ1xqRa7PA5VJE6V2+zRJUx85E54svPsHu3TtwwQWXwOHIMgSOh5R7RO1254fic8PjLFPvz+kOV92vLZP55IpQfkIDtT7FsP5cCe+uGtR/ugN55x0Gk1SUGYZJe0Iznurq6pDpGEvqGjmf7NqkQIzOJylOZWUFO1CYyCgkMhmcT7CqLhSa4DBnB4sp7QWRrRjifCIs1nx4fS6R+2TL6hjTa0nXDAkZ4cZiVkcW3K76jHc+BcruUtsoIJD5lBXR+ZTpwmA8uJXwZXd0hPYofl2UYpi0Fp+Ki4uxaNEiDBkypFG5WHV1tSi/GzFiRNDfnHTSSZg1a5Y4gaxbt06/T9K7d2907twZa9asaZb4ZNXydYwoiqlNOp8gyu40hwaL020G+VEZNYZsqwVmt1cEj1PntViEk0hYLKaw3/P2yq+//oyGhnrs378HvXv3hUvbGXJslkbbwaKdVOVtjhaGS2V3iptK3/yiQ449u1SIT/C7m70tfZoDwOywhn2t/OGHonLlD/AdqId3UzmyB3dq1vsxTEsTut8wATzahZCkoaEuo46/4fBqGSIkPNk0p5PElGXTnU90rqJxobyIzcpyGLadGVarFV6vF4rigdWag7ZIa+w74sLfML7QXVDVblh7tM/vprFEngQIs7a9rfY8eF1lgBL7fun3aY4eR1bYv7E7slCvvWem7utGR2J2dmC/pd8J2qfl/t3S+w5NFMow+NDtLwPhfb7mj90yBa82Zs7Sxszic9OuVbyGXFqmbWBpR+O1uMSngoICnH766UH3/fvf/xaOqOnTp+ONN95Aly5dgh7v1KkTGhoaUFFRIZxPJGA5HI5Gz9m7N7gbVTyYzSYUF+c2ut/ptKCsTN3h2sLByizFJ/py0e/k9DCFF9aYNEQLFqfPzviZ5dksqHZ7ReldniP+2UkSUem7UViYkzGzxCRWy7Df2tpKsX8rmqpXnJ8Vdn8nCgqyxa1JmwUmt5RZKRe/5xV2hyM3HzVlgN3mi/gasVJpqQYZ/h159vCvVZwL22/6YP/7W1C/bg86DOkCe5G6fAyTTsj9hgmwfbt6AWaxWMQFmdNZ3+xjRlunod6HSho45tgabQsl14sK+sUPFOVnw2yzQFFUcaSkpCDo+XQeq62tRVaWpc1v01TuOz6j64k2tdkN6rFrafC2+e0YCbdeUmhCSWmRLnpU5hbDWfML7FZ3zOteqw4FkJWdE/ZvsnJUIdRh87fb7dkUdL0m6dixUBz/iJwc9XKRhKmCAhLv4rp8jGnfsVtVsSQ3L7fR9s/NU3O+7JbM/WziRrsOKcoLjJlpQrze64Mj14HivMy4nmhvFLSD8Vqzjh7r16/HtGnTcM455+A3v/mNyEgw2qtD2+rSQS30cYLEKAoiTxRF8aO6muYrGgeG0oHS5/PD2wYyd2THOxromrSDMAVVp8Oykxjw7rvv4KSTTkZxcQnShSVLnsGqVf/Ea6+93dqLIj6r3Tt/xUuL5mPjNxuQnZ2D3/zmTNw0/lYx29vg9cFFs8JxzhjR95e+x1VV9WhoyIzOeXS8kLNvu3btRkVFHWoa1Fkxxe0V/zdCMwF0QK6uboDPp+j5ULQXHSjbLn432TvB41G3fX1dbaPXiJf6SvWYQzNIkV7L3yMPtq558Oypxe53fkLB+Ydx6SWTNoTuN0yAgwerxC2d78rKDqCqqrrZx4y2jrtMzb3yW82NtoUxQ6Rif43IvmtoUCcQqPTc+HzZRausrAp2u3pR2dZojX2nrrJa/cVvBkzae5q9qN9b026/m+4GIWnCbLGjUjvnEj6/euFcU1UOe4zrXnGwUn+tcNtLZkpVVlS12+3ZFLW1aoYWiU7V1YESN2M+2/79lcjOzm7xfae6Sn1vBdbGxxeoIlhVZeZ+NvEix8w+l0ffZnazSbj79h2shcOQz5fp+KpdwtFrzmq+qJrJ47WCguyYnFkJb+UPPvgAt99+u+h49+ijj+oiUmgHE/l/OlDRbFe4DickPDXnQEaEE2joor1NIbvdUeA40qvb3VdfrcesWfdgxYp/tPaipC0VlVW49/aJGDRoMBYtWiYuWGibkTh6zYQpouyuzuNDgVYSFi9tRURtCerqAoPMsrIyeDw+NGjrbocp4nagAzI9ZjZcCNXWloEudaxZXeB1qYNPn8fZ7G3pa9BmZG2WqK+VNaw7PP/YJASo+o0H4BjQoVnvyzAtjdxvmAD19eoxqKSkgziWUwmwy0UlJ4mXTrd1vA1apyu7Ofz3xWYWmU8epxcWu0Uf71ks1qDnS/GJJizb+vculfuOl0LwbTSV5YDf5FG7vVk8IvOJzpHtcWJD5jSZzI6g7WyyqE4Oj7sm5u3v1Fw9Vlvwa0lk0DU9r61/LxOloUHLXbLaGm0D9T6PEJVttsYd6Zq777i0Jg8Wq73Re1usDv05mfrZxItL205Ww5hZ5j7Vu328HTWUOjeqV/4Ic6ED+RcdnvbHUV87GK8lVM/14osv4tZbb8UZZ5whwsNlGV3Xrl2xf39wa3H6f05ODvLz80VJXmVlZSMBip5DuU+Zjiy78/sVqUOlTbc77ozQNG+/8XcxyJ4+43707t0HQ4eeiOuvH4fvv/8OOfKA7/XxtowBoxOSHIw0G+f0+YLCxKNBoe80w0PUu1QHgz3nED2wtEUCx/Vud9EvRi35DmQfo5Yju74/0Oz3ZZhMgrKBtm//OaktvqN1uyssLNIFp/r6zJ5x15ssRJhACe14Z+x2J3IPZfclrXNVuMlIJjKKRxNiTHa925vf2r473oULGycow5GgwPFYkWHV4QKtjfdnckc1EpdCO9017njnSXK3u8bClsx8kmIk0zQ04W3s/mwcP8vxNAP4DjqF00OpcIqMVib5xG3BoE53999/P8aOHYu77rorSCGkDnZffvll0PM///xz4Y4iYYU65JF1k4LHqfsd8fPPP4ssqKFDhyJV0MW/z9t6gx5S9cMpq7LsTjifTMHOp23btmDhwvn45puvRReejh07Y9SoyzFmzNX6QPnxx+fg009Xiwv1nj174dprb8Dpp58pHt+x41fMmzcHGzd+I5w4Q4YciQkTbkPfvoeJxyl/4emnn8DHH38kTiz9+w/ELbdMwoABg7B+/VpMmjRePO/yy3+L6dNn4oILLgpa9j17dovHHnhgNpYv/xu2bNmE0tIOGDv2Olx88SjxHHIB0fPmz1+k/53xPvka99wzC8uXL8P27b+IoOkZM+7HRx99gNdf/7u4EBkx4lxMmXJH0DZ8/vnFWLHiZXg8Xgwffhpuu+12FBQUNrlusnRvw4Z1KC0txWeffYrzz78Qkyff0ejzmTjxJnFrXH4jG9Z+gROGn4Ys7SRJXHTRJeKHRMQqj1cEANIAPMuaubPnsSDzniQHD5ZBu+7RZ26agk6ybsUHD6wwW3NhsebBbFE/G0VxteCFWNOfpbV7AbBmNxTplmIYJiZ++OFbbNiwBkcffTyOPPLYlHe7y8rKRk5OHmpqqlBXV4v8/AJkKkoTgrvJZhalzn63ogUXa8+3WrHoh53Y2+DC7Uf2gt2e/Lbt7RFFC8Gn8jCTxQrFWwcTVS02tN+OdzKEWpbESSw2tVzT541dfJLCBQVah0N2VMtkgUMKS+HEJ4pNIQdosvbbQLe7xp+PFKS4213suKXYb+iCJMfPciKAUZ1PEve2Clg7caZYWolPJBQ9+OCDOPvsszFu3DhRDiOhkjoSpC699FJRhke3//3vf/Huu+9i8eLF4jnkbrrwwgvxl7/8RbwOldrNnDkTJ5xwAo4++mikSnj6v1cfR/nun9FadDikD8783R8bCVAmg/NJDu0U+IWwNHnyBAwdehIWLnxOzMK+/fabePrpx3H88UPRr19/PPvsX7F162bMmfOEcJnR4zNmTMMrr7yBrl0PwcyZ09Gv3+FYvPgFIeDQ306ffjteffVNsU2mTp0Euz0Ls2c/jry8PJHvdPPN1+OZZ5ZiyJCjMGvWI7jrrjvw7LPL0KdP34jr9uSTjwlhiESjV19djrlzHxYOoEMO6Rbz9lm0aAGmTZshBvm0jOPH/wEnn3yKEH02bFiLRx99GCeeOEyITMTevXuwdu2XmDfvadEO+5FHZuHBB+/Fww8/1uS6HX74AL2s8PLLx2Dp0uVBte1GHnxwTtTlpryn44adioVPP46P//uhOHmffvoZuP768cIdmGO1oNbrQ53Xx+JTE4RmwJWXl8HpV7PGYu0YSOJTjccHN6yw55SK/U3OnvoNHXQSRXF5Y3I+BQlUXgV+xQ+TsSUiwzARoZI3YxZJqgVwhyMLubm5Qnxi51N0wV06n0DHXYOradXuKuyoU7fnnnqX3radnU/xIc9bZhJi5EdABqADgFLpBLqqbqD2hF+bKGrsfMpLwPnkiup8kuJTJgscUnySpbHhnU/uVnM+ZbIrLV7cmnvBbg7nfGLxSaLUBr7Pnl8q4T+hG4/R00l8os52dGB6//33xY8REpsefvhhLFiwAHPmzMGyZcvQvXt38bt0ORHkmiLhaeLEieL/p512mhCjUonabDL9kM4nJcT51OBsEMLIqFFXiBJGgsq5Xnrpb9i6dYsQn3bv3omcnFwh8pD4dMMN43H00cfqs7T0OIlAJERRlwoSd8hZRO9FzqbvvvsW77zzge4WGjduAr799musWPEK7rrrHv11ioqoW2HkDglXXnkVhg9XOyLedNMErFy5Ahs3fhuX+DRmzFgcc8xx4ndybpGjaerUu4TASY6uJUsW4eeft+riE1n477vvIZSUlIr/k/g1efJE7Ny5QwhTTa2bhLYpiVORkH8fifq6evzj7y/irLPOxYMPPop9+/YItxkJJ3fffT9yNfGJDvo+xQ8LH9yadj7RudMEHCg/AHdRccxld+J52gnX47fBntNV/G5KRtldDBlexos1v8urd+NjGCY6VVVq4HBzmpI0p+yOnE+5uep5gZxPmYzf7W3S+SSe5/HpF6g1Jd3xY3lAOKTcQ9l4hp1P8aFo4pPJ6oDJoo4fTLnqBaav0tW+1znU+WRV90m/zwlF8cBsbvqc6tGECykyhSJFqUx2PkUvu7Mnt+wuqvOJP5uEnU+GMbN0PrH4FF58ogkW7+4a2KhagUkP8Wn8+PHiJxokJtFPJEg8eeCBB8RPa0DuB3IdpWXZncH5JHUJKtcqLi4WJXbvv/8uNm/+SYgqW7ZsVh/XXDpXXXUN7rxzMkaOHCECr0844SScffZ5uphy44234Mkn5+KNN17DMcccixNPPFmUr1E55KZNPwqH0OjRI4OWh2Yl4x3w9+zZW/9dvjc5reKBREsJCU4kKtGtJDTYvkePHrrwRND6E9u2bcXOnb/GtG7U0Sia8NQU9B4WqwVdux+KKX/6M6xmEwYMGCiC4WbM+DMmTpws3oNmINyKIrKf8hMMHs8k8akIuahEHQ5UVNB/4hKf5AmXyu7s2ar4ZDZL8akFy+5icT7RDq2F8QrRisUnhmkSKt2qqanWs99SBR3P5TGIzj0sPsWY+aSJ7H6PArfbB6cjD7s79dVLP2gmnpy/Bex8alYJGrmATPI8mC3FJ2dGZT6ZqITeZCH1CYqnFmaHOjkVDeloiiQ+yXK8TBY4pCAcLfMpWfutRxOfwoWZc+ZT/NC1hnEiVvyuVQ5w2V1j8cmcZxe/U+kdi0/JJSOvfkn4CWfrbG3CZT6preIP4ObxfxAi1CmnnCbK7wYOHIRRoy7U/3bw4COxcuU7WLPmC1GCtmrVP0UO0ty5T+H440/A6NFX4MwzR+Czzz7BunVfYvHihVi2bDGWLn1JCFhUVrBkyYuNlincCSga4Z4fLWCbLi5CodDucEHskQh9XLagpGWJdd1kaH6i0BqWduiEHr366MIhQcHjBOVZkfiUazXD7VbEADzPZkn7rgqthUtr0V2KAlShXp+lsdK+G6NjzKE9z42A80lmPtGAVg32T6jnQojzKbYyQHoeXZTJv2MYJjokPMnzR2gOXDKhiQn5vmrZHYtPhDx2mWNwPtW6PNjVfTD8JjMGFOaiyGHF5/urxLmvAzuf4sYvzoGq48RsI/FJ+wwc6meiVDnFd7a9jSkiOZ9oPSl03OeuFLlP1hjEJylchHPWBJfdtU8XWSxQbmrksrskO5/0skjOfGouZFzQy+40lyTBzqfGKHXq99kxpBMaPtsJz45qcQ7Ty8iZFifxKy+mxZE1pmIAoVYbCd5//9+orq7GX//6nBYifgZqalQbuxwgU2j2N998JUrebrttKl5+eSW6deuO//znQ1RUHMRjj80WJwwKCqcSsGXLXkZ5eTk2bFiPPn0OE1lJ9Hj37j30Hwr9Xr36v+qytcCAhk5moZkZFITeXOg1jK9L24GWl4SfWNatpQ70A488Glt/+iGoqJOC4imjq2tXteww22oRO50IHo+QLcWQ+KSF/cKGAuRAMVviChsnbH51IOM158BiK2g0e9qc3CdxIaC1Oo3F+STeW3uedA8wDBOdqqpK/fdUlt1JoYvKw+j4TSXtBJ1LMpnQzCcS8Nd/9Dp++X6N+gRtsE7B5O+VO+GxZ8Phc+PyPp3FZIssu+PMp/gRHe3MWtmjLSuQX2j1isFie+14p0RwPiWS++RtQnzisjuqVAh0qIwsPiU5cDyc80n/bDJXGIwHj+xWFZL5xOJTMCQyyeOmrWchzPl2Mbb3/Ko6rkOhSp76eu6I11xYfEojzAbnEyH1no6dOonOOx9++AH27t2LL7/8XASIG08ClOk0Z85DWLdujcg5ItGJnktd7SiviRxPs2fPEmV7u3btxFtvrRTOHyoNo/BuCiOfOXOayH+isr6nnnoM//rX2+jVS3XuZGerWVObN29KeMcbPHiIKBd8771V2L17l3BmkTjTXGgAe/fd00T54Jo1n2PevEdw3nkXokuXrjGtW6xUV1eJn3DQcf6iy36Pfbt34dFHH8Kvv27HF198JrrsnXvuBcK1RpCjjYLHiXqtHTUTOW/FDisK/SQ+qW64LGvshyyron5PFWuRLp6a6HXIqt/MjndG91Lszid1Hdj5xDDx5T2luuxOdrpzOLLFLTufAnl1RsG9fM92bN7wX3z135VBzqdPvS784vLDpCgYUr9PTLpQ5iFBzieZ+cTiU3zb3m9Rt7/ZQt3uNBev3yXKRdpr6Z0/gvPJmPsUq/jUVOYTO5+M3e6srRc4bo8WON7+vuPJLLmjka/NUC0gYyu47C7Y9USxGGaHFbY+6rWa++fA2MPIhx++i9dfX57xY4HmkpFld+mKzHzSc59gEt3uTj39LIwZ8xPmz58nvvAUGj5y5MVYvfp/+OGH73HJJRSyfSfmz38C9913txBISHi5+eZbhfBBUBc86nD3xz/eIi7sSZB55JHHhTuKmDdvARYseELkEzU0NAhhZtasOTjuuKHi8b59D8OwYacIEYeCxMeMuTru9aNlIfGLQrip3I7KAK+44vci/Ls59O8/UKzPpEmUR2bCiBHniIwlgmatm1q3WJk+faq4pa574ZxPh/Q4FPfNnY+XFy/Atdf+XmRI0TrfeOPNQc+VXe8aOHg8Ii5tEELiE+U+KZbGtetNYVHo5OCAzxpcu02ld9Siujm5T0YHQKyuQN0twOITw8TtfKJzBs06UsOMVIlPMmtQik900UWCiRRPMglyWeulxg71M6itVDseuxrq4HbWizKFX3PM+MikiiSd921ChyJNwDOIT8l2ULRHFDrnaM4nyi40aQHb1DzDXJQFpcbdLjvexeZ8iq0TpnQ0RQwc51whQ7c7e6uV3YXLfNLL7jyudllemqywcRKejNuKnU+R854Ie59iuL7eJ0LHlQYPzIZ8VpoA27t3tz42keMCJn5YfEor1IOEGOQpfjU7yK/mCZGQRD9GrrwyIADRTnDnnXdFfOVevXoLASoSRUVFmD59ZsTHacYj2t+TILZ69dpG9xvvo4sGKgmkn1hfgzrQ0Y+R1157O+zj48dPTGjdwr1HOMKJThLpcD18wKCoz5NB2DJ8td7nQ77m6mECuOUgkcLCYYPP3BB32Z3FS7bZUnjNwScIGsSq4pMzZXlP4rmy7I7FJ4aJW3ySg7/UiE+BsHF5/iPBiYSn+vpa2O0lyDg8ijoYMRz3aqtU8Un8XlkGxZKNt7s74DcBvcxuOCr3wNZxgHg8V3NSqN3uVEGKnU9xOp9k2Z3Fbmie4YSlKAveHdXtsuOddD61bNldBOeTJnB4Upgv15a63dntyXM+KYoPPp+nSecTXR9Rw6hEc3ubm/XZVpB5T6ENeuT/WXxSUeqCxSdLgQOW0mz4yhvg+aUSjoEd9efu37+vVZzY7ZH2vwe2MYI73qlqtaF0l0lTyKEWzw6lzwJTvXGUQPZMxaUNbuxa5pNfE+isiO2E6Ve8MHvVC1evWb3Qkeih4y3hfIox7ynI+cSZTwzTJHRcrK4OFp9SlfskM59k2V1w6V1m5j7pornFBJNW/lxXVa4/XlVxAK85a1FnNaGjFzhSqRYlH9IlFlx2p13ks/Mpocwns9muizHk4CXxqb2W3UUKHCcocJygwPH4nE8RAsc1gYPEDdlJOnPL7lIbOO41HAvCCUvGLuGJioP1lT9ix9cPoe7gd8gU55Mx78k4gctldyHOp9zA8YXcT4R7W/D4Y9++PfrvLD41Dxaf0lV8oo53WnS1FDaY9EUKhFIwbArKwLCYTCJ4vJazn4IQ5TU+dZBtN1lBEe02q3oR6I/xYsXt3A871Oe6/cECkUmfMW5O5pM3fucTl90xTMyQyENldnTBQbmFqex4J8vusrMDDomcnMzOfVJcjY95RufT6moFv3q9sPv8GFXph6K3bA8Wn2jG3ax10qJjfbiOt0xjKBRXZj4J55NVTqKoZXcEld21t8ks6kwrc66ak/lEE7pezWkXsezOIHpkarZQbOJTy4vGcnvTNZA5pON1aJdyGUweL87aX2iHQUPVT8iUzCeqsjASKLvj4y6h1HqCnE+ErXeRCMvyldXDVx34ru3fv1f/3eXiiZPmwOJTuoaOC+eTel87G0u0SyjziYg1volEqgKtDKHG4xXZT0yIu8EPZBWrg0urSRtou9SLwqZw1++BDd4g+7EkMGPsbAHnU+wlQCw+MUz8YeMFBYXIyspO6WyjLLsL73zKTPEpNO+JqKtUnU+VpX3xg7lI/H7BbjeKnYp+gSqdT9lWOZ0GeAxlL+x+iuOcY8h8kg5eUXZX4FA73rnbX8e7gPOpeWV3qrPGH7XszmK1wWyxNEvgaD+ZT+HEJ/U+t9sT1lVUset9ce3SHOcTCUyR8pz0boQJTkIoXvXvPM6AaN5ecfn8esxHuLI7GhfL65ZMJlB2F/i+U86TVcvO82xTxyE0EVZefkB/DjufmgeLT22i7I4PEG1HfIo9BDHHqmY/0am6ytO+Bowt0uYcVlg75IpBtcy38DTEVvLiEeKTJ6y9ODBoT/zkQa3EE3c+8WfNMLHmPRUWFsHhcKS07C4084nIzc3NbPHJ0GRBXiw21FXBlVWIHYefJe47uTAPh9f4RPtqeYEq3RJBnV59fv3ilnOfYnee6WV35HwyiE9UCtleO97FEjhOGY5NiR4yzJryfkhkEvftq0X1Wz/BsyewT0tXVKbmPkXLfIrmfKrY+W/U7P8M7vpdib1vE50I1ce0cWCCrjTFp05eelxlCYtkbc/5FL7sLlWld+QWevvt1/Wg7nQPHJfY+xTpXe/ITVpWtj+oFJfFp+bB4lM6l91pOgaLT/Hh8vmwt94Fpzd1DhN5SArM7TYNze4UaQGO9V4f12CHEZ9MWVaYC6izj3picNXVxFRWQM4nu9ZxqbH45NDLFVKa+aQ9V3QtYhgmJueTKj5lpVh8kt3uGjuf6uszO/NJHsfqqw/CbzLjl4EXQLE6kF+zD+d0UbMy/J7GzqfQrEN5Pzuf4ggcl2V3ZjtMmvhEbh4qTTOW3rUXRPOdKJlPZisJwmpnHsVbH/W1pGBBYdbSWeP+pUpsL8/2ysbuGi67a/SYvC90n6WMTZ+nSvzua+JzaPLz0QSucMjPJlFXmj7m8/vgdQfn+bRb8SnE+WQ1m2HVvv+puObYvn0bKirKsXXrJqQbfp8Cf4O3UeYTYTu0UIj6SrVbhI8bS+4InjRpHiw+pRlm3fnkp9534neWJOKjwauILKVUdnOIt+xOQicGOSCvcnvaXV5DIsgLTOp0Z7KZRZiqomUA+N3OJgN//YpPZD5J55M8CUtMsuxO4cwnhkl/51OxHlCdqtlGl1beK0UvIuPL7rTMJ7Pe6a4c9Xmd4MzrALPXhR7fvwNogj+8ij44l24JItcWCB2X9/MgPo7MLb3bHQkoVlJkgjreEe2p453fT+vrj+h8IheTKkBR6V1NjGHjgX3a7/Q0agIiH8/0zCertbEIJPdZymkzukC8blV4Mpa2xYsUlKJ1sWuuK80YteBxBkqo2nPguCPMRUkqO97J8bycTErHvCdQSXjIRLLJZoGtR6H43b2tAvv2qeJThw5q9zt2PjUPFp/SDNkClA7s7HxKDHk4TeV2izdw3AhlP5m1GmxyQGU6Qc4nuwXmwiy4tZ3B7PPi4MHogwaPc7+Y2XJo2Q3JKLtLrNudFND4M2aYppCd7oLL7pJ/QUgTAOHL7gLd7jJxkiA084nCxt0ONRcjp6ECNncd6moDFxiecOJTUMc7Fp/iwU8XO9rwgrrdkXvHeC5rjx3vjB1pwzmf4sl9kmKSMe9J0VwPxlJ4ckZlqvOJrjsURd3PbVomqRGjG8rofjK6iGRpW8KZT1HL7qTzqfnik7ed5z7JrFNbiPMpOHQ8leJTZdqdN40ld+FyxmTXO9e2Chw4sE/83r17T3HL563mweJT2jqfjJlPrbxQbQx5gEulYyxR5xNhMZuQrwkT1R5fxouNoeKTpcgBt0UTnxQfysvLmiy5I3KySsIGK7ZI4Lie+RRH4LgUqjwK/LxTM0xESPyRAlBBQVFKnU80qJTnEGPZXU6O6rCgizO5bJmc+VRbWQaPQ73wz9WaO9TWlOknQXe4sjvpfPIEnE9cdhcbiruxEGPMfWqPHe9k3pMoM4wwsaeLT97o4pNHzxQKOGtkyU0455N8fiZh3BeNorHEYrGIH/W5nrDiU31NdULvHRAHo5XdOZoZOB4Qxtp76HjA+RRZfEpF2Z0cz9P3paEhsZLMVIaNG7F2yxfj9ipXtchCI/G1c+eu4jF2PjUPFp/SOnBcvS/TxYh4kdf1qbq+p4GenvmUgPOJyLNaRB22z+9HdYYHUsuZEruh7M6lHaksPm/T4lODKj7l5nYK3GewiMvwcuOsarzIwao5LudT4Lmpdj+Ro84bUn7IMOleckduIxrwpTJwXJbc0fvKCy05MZSdnZOxpXehbs+6qnJdfMrXLmZIkKJjtgIFPp83ivPJC7uWd8gzyE1DkxV+X2MhRopP/nba8U6eo8npFQmLNS/hsjulwdPofJzJZXdSUDKbLfpEeCgB0dggPrkCjkdnfW3Syu6ak/lEuVRqGWdmlN259Myn1i27M4o0lZUV6el8Csl7kpjMJth6FaEcqqDaqVOXlDc/aa+w+JSmZXcicFzzWJOG0l5mslKBX8sISJVoJ0UuUzN2KDV83KqXJHgyWChoVHZX4IBLlt0patldtP1Bdz7ldNE/D9l2NijzqTniU0j4bizQiYxqy41/nwpqPF7M/vpnPL8pPbuNMEy0sHEilYHjgZK7gOupceh4BopPIce8WoP4VORQhaSaygMiK8OLwPEtbOC4KLvTXAzsfGoSISjJvCeDEGN0Ppms5nbX8U6eo+U5O3rZXV1cZXcUNkwu5FDnUyBwPPMuLqN1uosWOu5uCIgKPk9DErvdJZ75FOp0J+dTe76ucmtj3tBud6kvu3M2mlRKP+dTZHGbSu8OQhW2O3boHHTeas/fn2TD4lMbcD4J8al1F0vsZKtW/RMVFQeRTixZ8gwuu+yisGJQqraZor3TxP93GU49dSiGDz++0c9XX61v8nWyrBZkW8zi1arcNEvT2p96a4tPNnEhQzuCS9N4LH615CVSxykRNt6g1mY7crvqnT6M9uLmZj6JDjyu+APHjRduqRSfdtY64VH82F2feYNppq2HjaviUyrL7mSnO2PYuCSTQ8cVwzGPjoF1hsynktycgPPJboZHE5+sVmuQgyJc2V0qnE8//PAdPvro3yIouc12utPEJ7MlvPgk/t/OOt5RF79IYeMSiy0/TueTI6jkThf3tPEWO5+aEp8al8t6nIHrAl+CmU9S7IseOC4v/OM/D8h9RBVvTeK71dR3pi0j3f7S5WRE3kedwZMJ7VPG43vaiU+GzKdImDtko9yknu9L/fn6WITWzej+Y+Ij9sASJrWZT4pfDZTUsovIxZNoSVdLQOLJrFn3YMWKfyDdkY4nuhVdA5O83aTY9fBTi9FBC2Ml6MB0220T0LlzZwwefGRMr1Vot8LZ4BYzEvSTrc0UZ2y3O7tFCCd+7TMstuWgxuMSpXfyQtCIm6zUfp+YKbXai+GwVIntKOvfgzKflAQHl15FVzZl+G6siAu3Ok/QTGuyKdM6+tB28Cl+kTGWrqRif2XanviUSqt7uLBxSW6umvvUVMfN9h447qyvgc/r0Z1PnQoKQZJ/beUBoCDgfArNjQkXOJ4K59N3330l8kYoNLZLl0PQ1qDzhd8inU+Bi3NTiPhEJereHdXtpuOdYig1jESsmU/SWSOdTbLkzvj9pu92JgeOBzrdNe18crsD28/nrZZZ+ECC46pA2V20zKfEhUEZhG625sBkssDrKheld1Z7Adqz+GQLM95LlfPJmJ+Yjh3vZLe7SGV3RE1NNdzwwOw3Ia/MLErx6TqdwvlpMszo7GViJyOdT8K54PG13k8UR4vR+ST+nyah423FhSM+W/l7itxPUuwqLi5BaWkH/ee1115FbW0N7r33ITEDHAtWsxl52uwwuZ8yMe/LpV38ycwneYI0+f0osagXf+Xl4ev1XXVqaZk9u6vYd2TYoqx/D87JcCX0vdaFIzqph6mnj4Z0Shm76ySbMlfg4q4+jWf+6z/fierXf9AdFqmkcs9/sHfTc/rFDpMune6Kg8QnKgtJtntFOp/Cld3l5GSu88kYOE6uJ8VkhtemOp66lJSK24baKnFMlM6n0IG5UXxKlfOJLhLkZ9rQkJgro7URGU5hnU/BzTPaW8c7v+JqtM6RM5+aCBzXHNXS2WR0Phm/34HA8faxDZPtfKJzpskf2K9McDVPfIpadpe4MKh4NXegJQu2rA7qe7bj0HFZdhcucDxVmU+h3WnTyflEZbf+ek/UwHFi//694rYIefDvrhXHiVQ6sdsrGed8oovN2lVb4DvQeqn7lk45yDvvsLAz/GZD5hMtK13f0jFk69YtWLp4Ab755msxkOrYsTNGjbocY8Zcrc/WPv74HHz66WohePTs2QvXXnsDTj/9TPH4jh2/Yt68Odi48Rsoih9DhhyJCRNuQ9++h4nHa2tr8fTTT+Djjz8SJ6D+/QfillsmYcCAQVi/fi0mTRovnnf55b/F9OkzccEFwaVue/bsFo898MBsLF/+N2zZskkIMGPHXoeLLx4lnkPOKXre/PmL9L8z3idf4557ZmH58mXYvv0X9O7dFzNm3I+PPvoAr7/+d3i9XowYcS6mTLkjaPs9//xirFjxMjweL4496RRce/NtyCsoEKJdfV3kdZOlexs2rENpaSk+++xTnH/+hZg8+Y5Gn83EiTeJW+PyR+p09/PP28Ty0LYqKlJn72Ml32ZFvVeBl76rHh+yTRladmeyiowkp+bcsStAkZKD7QAOHiyLmvdkz+kSYi8OnGSN+RFkvY6WJxEOxZB9Eq9LJyA+pd75JMtd6PuVjnh+qRQndl9ZPczdUjsbWVu2Doq3Du763cjK75XS92aCoWM8ncOMzie64KF9TbXxu/Tg72Qef7jsLoDozkmOT+24V7uzHF57Ls2OwUJ5hXn5sDty4HbVwwePwfkUPKiXZXcNXkV3OCTb+URjIznJIEWotgYJ8tEznzSRJqTjXVt3keqZTwa3V+TMp5qo6xwQNzTBLiSUXZ6T5eOZWHYXS+aTbBQghSpjpzvCbEpsfw4406KV3UnnU+Jld6r41BENVT/B4yrLgMDxcJlPlpR0u5NOZZo8ot/p+Eu3cjKpNVHqtHGxxQRTVuQx8b596jVFh+xioAHwbK8Uy0/rws0yEicjnU8Bf2j6IZ1Peu4TzSM4nbjz9ltRUFCIhQufwwsv/B1nnHEWnn76cWze/JN47rPP/hVbt27GnDlP4MUXV+Ckk07BjBnThKBDzJw5HR07dsTixS9g0aLnhW1w+vTbtffxY+rUSdi9exdmz34cixYtwxFHDMHNN1+PTZt+xJAhR2HWrEe091mGs846O+LyP/nkY7jmmj+IZTj55OGYO/dh8brxsGjRAkya9CexHGR5HD/+D9ixY7sQfcaNuwVvvLECn3zysf78vXv3YO3aLzFv3tN48OG52LrpB/x17oP6rGe0dTOWFZaUdMDSpctx2WVXhl2uBx+cI35Cka40Y1nkkiULhbB37rkXxLXu8nWo/E6GRWdSlzJjjbjD6hADSXmCdPj8KHCqJy0quwvnWnLVaeJTtlpa4dCcSUHiE4lamsgbGkKZSMvxeDC3gvhU7gycIMlxkI6IWShtu+qDglS9t+IVwlOi3wemZZGzozTAk+4jOg5IF02yS+9k2V12dnaUsrsME58MbkTK4TPmPdG5is5ZeUWqm8Djcwn5KVzZXY7mfKIjt8+Smm53DQ2BEsm2Kj4Zy+6Mnd9CM5/SqeOd89v9qP33Vvg10TIRlDgyn6jcPloH29Bud007nzLP1ZCI88nrVkupnC71byzWxPJK4ym7S8j5JMUna7bufKLQ8faKjJqwt6Lzya19TjRpk5OTm1ald8aw8WgivXQ+de7WTdy6t1Wy86kFSM8p8CRCXzJyHclZvFbBao74ZRf304+WV0RuGpezAZdc9jtcedmVyMlRZ3yvv34cXnrpb8IR1a9ff+zevVPs3Icc0g35+fm44YbxOProY5GfrzoI6PGhQ09E166HiBKwadNmCGcRiTPkbPruu2/xzjsfCIGLGDduAr799musWPEK7rrrHv11ioqKw84IS6688ioMH366+P2mmyZg5coV2LjxW7FcsTJmzFgcc8xx4ndybpGDaOrUu0QGBzm6lixZhJ9/3orhw08Tz6EDwX33PYSSklJ4fAquu2UKHpw+GXt37cSOyrIm101C2zQvr3GOkET+faTAcXmIJ6Hrf//7D+6//2EkCgWPk12WZi/qPO2jbXIs0MFcFk46tAO8UyuzcShAgTdLdI2jiwgKHTfmPqlh4+qJwp7TVb0NU3YnstQsWVC89QmFjsuSuXg63TUKHE9R5hOJbtWewHvVp6v4ZLgQUDQrdKowho7KXAgmHfKe1JI7id2eJYSnZA/4Ygkcp/wgOndGakfebvOe7BZx/DV2upMTJXlFHXFw369weet151No2R25pOjc1kD5cxZrSsSn+vr6diA+BcrujE7dQAm5FqasdbxTatyi9M6cHVlESDauHw6I47p3fx1sh2gCUZxIMSla5pPJbBXZV7QNfN4amK1ZTXS7c0TIfNIEUy67ayLzKVh88rnU43V1dT6yOh6E2eSH29UAR1Z87lRPDN3uAq40V+KZT4ayO8p8aq+4tVlxuyVy5lPqnE9Z4ofG7HR+79RJrUxIi7DxKHlPtLzkwqZrhq5H9IFzyxb46HjWxZqyDMr2SsaJT7rAo9m/0xERZubzidI7mlEsKCrGBb8djffff1c4nXbu3IEtWzaL59IAmLjqqmtw552TMXLkCAwaNBgnnHASzj77PF1MufHGW/Dkk3Pxxhuv4ZhjjsWJJ54sytfovcgBRELX6NEjg5aDBoXx7lw9e/bWf5fvTWUU8dC9e3f9dxKcSFQyhr/SjLhxwNqjRw/xHLE9ABymldPt2L4N1ft2x7RulNcUTXiKRqjz6b33VonXO/XU36A531Ea1B9wutFA4fOtHfqVIuRnYvGbYdYuauTsjINKPGBGYW4hKmsrG4WOO+v2CxcLDVStjhL1b7STrDFwnDCbHVBQrw/aE3M+xX/4lH/TEs4nugD84cv30f+4M1BQ0jnsc8pdwQPsdHU+GQUnCmRPJV5PdaNcCKb1kDOjBQXB5cp03K+pSZ3zKVzmE90nw0ZpYJqXl9hFdVsj1O1ZW1UGj6MoRHxSL+hc7jo98ynU+SRL70h8cputKSm7I6Ew8HtbFZ98gW535nCZT4F9gkrvSHwSHe+65rde9qbmvPKHiDwt7XySuU9eEp88taKkKhZxI9QZJr/jeqh1SF5NJuD1umNwPoUvu6utzUFpSSUsFgX1NdVxi08B51PTZXfNzXyyOtRjFU1A+rz1sFiTV8adjs6nVAWO6xEadocold+zZ1fa5D7pYeNROt3t26dOZtP1XFZRLrxd8uDdWwurW73W47K7xMlI8SndMYmSIAomJ/HJgsqD5Zhx2ziUlpTglFNOw9ChJ2HgwEEYNepC/W+om9rKle9gzZovRAnaqlX/FDlIc+c+heOPPwGjR1+BM88cgc8++wTr1n2JxYsXYtmyxVi69CUxkKZygiVLXmy0LNFOQuEI9/xoFtxw4bEWbUZU0tTssvFxyl9SFG0QYbOJ7l6xrFtzapBDM5/+97+PMGLEOc2eFadabSpTqPV5hGMlE8LH9ZOV1ulO3KedIOUJs9hRIMQnyn069NBAPk999S4970k6CwOZT8HbLtAlKBHnUyDzKV5aMvNp69erse3bT1G+5xecc/VUmM2Nl6fMUHKXzs4n4yy0tEOnCnY+pWfYeGhWnjxGp8r5FK7bHR1XSPCmcnAqvcsY8SnkmFdXWQ53F3WSqFDLkMsrVi/6G1zV8EA9t4brBESh42XwwGOypMj51A7K7pzeQLc7S+Syu3TpeCeEHO2Uq4SUt8X1OjLLKorzSeY+eV1lUUPHQ8vu9HOOzQx4FP07rgscmhiSScRWdmcLKbtTj9f1zix4vFZYLG4hPhV37JJY5lMM4hO52OLNNDNmPlGAvcVeCJ+7SpTeWfIORXvC5/eLzFjjGLh1xKeA80nmN6Zf2V20sHE1xqNTJ7WSwtanSIhPljp1u3HZXeJkhme8jUG2dkI4n2DCJx+9Lwa7f/3rc1qI+BmooSlgg7BDodnffPOVKHm77bapePnllejWrTv+858PUVFxEI89NlucWCgo/O6778eyZS+jvLwcGzasR58+h4nW0fR49+499B8K/V69+r/qMrVAcCVZeY0DQRmE3lzoNeTr0ub4aeM3Ynm7H9obPXv1aXLdmovR+UQXJJs3bxKCX0tQYLOKnZS0k30N7V9llycrtdOdJdj5pP2/0JwXtuNdXc1O9W+z1ROF+JswZXeRZozjzT9JJPNJL7trAfGJ2p0TVWW7seWrQAaakXJD2DhR50nP/DDZdaRVyu7cBucTZz6lUdldsPgkcxZCO+i0JHQ+DQSON3Y+ETK7IpNyn4zHPK/HjYa6KnjsWuaTQxWf8jXnU319pSFwPLz4RLj8WidfxZfUDoZG51NbFZ8UEnPCOJ9MEcSn1u5411Jl1NL51FRTEGPoeCQCZXfBmU9yewUynxwZ63wKlN1FFvsCXSrV53qcqpjQUJ8Fv199rCFknB+P80lu/3Don53fD58Wjh6/+KQe122a+8nbDkvvKH5EYjd2QtII14gnGQTOpQ6D+JQuzqemy+70vKfOqpBq61kkXAY27bKBxafEYfEpbZ1PWuC4CSjt2EmEjn/44QfYu3cvvvzycxEgbpx9oEynOXMewrp1a0QAN4lO9Fzqakd5TeR4mj17lijb27VrJ956a6WYwRgwYCBOPHEY+vU7HDNnThP5T1TW99RTj+Ff/3obvXr1Ea8vuwuRsGLMUIiHwYOHiHJBKkujXCRyZm3btqXZ24tmTu++e5ooH1y79nMsfXoeTh1xHjp27oJjh57U5LrFSnV1lfiJ5nyi9aMT42GHHY6WwGJWuwkR9XGWL7Zt55OtkfMpWyvvKPRkhQ0dr6/WxKccNWw82klWF5+UBMruNOHI3BznUwtkPrnqAxe/3376jtrmPILzSQb9pq3zqd5wsVLnSSiwtGWcT5l3wZFOkAtXHmMbZz5J8cmV1IsvWcoezvkU3PEu/gusNl9257Civvqg+N2bHQgcl5lPRH1DQHwK63ySkwqGXTyZ7qf2ID75jd3uwmQ+UUmRPGaGdrxrDRTDpEdzyu7icT4RPm8szieZ+aSJT4WOoMwnKXD4fB4Rf5FJxNLtzpj5RN8v6XzyUSt6U1ajsUlLdrtTw8hNCZXe6ZlPWiZYew4ddymBaxJ5/dCqzid74HxOGUrxRrEkVXyKUHZHwhIZNwiZUUUNgywdc2DVisa47C5xuOwujTveUXtjcvCceOoZuHjLJsyfP0/MtlJo+MiRF2P16v/hhx++xyWXAFOm3In585/AfffdLQbvXbp0xc0336p3W6MueNQd749/vEVkWpAg88gjjwt3FDFv3gIsWPAEZsz4s8hFIGFm1qw5OO64oeJx6tw2bNgpQsShIPExY66Oe71oWUj8mjdvjpjppDLAK674vQj/bg79+w8U6zNp0nhxYjrp9LMw9qaJ+rZsat1iZfr0qeKWuu4ZkYdvcqmVlZVFDSdPBDlx4WzNkPzWKLuzBZ8gs7Xw1Pxam9gv6EKCLizIiUBCbUP17qCwcfF7RPFJBrW6UtrtriXL7pwNtfqAjAZuX/33DQy78Nqg55RpFwGH5mXhx8q69BWfjBco9D0nh1YC27f5mU9t8+K0vVBbWy3EH2qKYcxzS1XZnRQnyKVLyxBdfMoc55NiKLujrDnCo3W7M1d9jXqUIruwv7hw9Prd8Ebodmd0PtX7FHGRS4IfXciG6y7YEhgny+iih94v3jiB9M18kgKpAr/iESV5QkyRHe8avDDl2FrZ+ZT4habii9H5ZFW/i5HK7mh84NUuFKl0y09NOLTxlLlQE+tCut1JgcORrTodM4H4yu5InHPSF03832Itgsmkfk4ed3zCvM/nNcRlRP6sadxntavjHeFky1UbIcVbdifWQ8sGa4/ik0cJ5D2ZoohPojyPzrdJapxB4lOX4nrkuVfBW2sWE0h0/qbSeuou3lrQtbV020cSn/bv3ydu8/MLdfOFdEra98mScXY+JQqLT23A+UQHj6tvuBl/uvW2oOddeeXVQQPiO++8K+Jr9urVWwhQkaB8jenTZ0Y94UT7exLEVq9e2+h+4300mKeSQPqJ9TWoAx39GHnttbfDPj5+/ERUuTyo8frE3Ahp/3QILmli3cK9RzhCRSeCZn6Mzqezzjpb/LQkJGoRFNKaashNU19TidKuPVNfdqeJD1J8yqJBtAkwe4DCoiJUVlWI0jsSn2gAodDg22zTw8aDAsdDyu7kYDYRp0sg/8TaquKTWxOfjjrtYqz/8DX8+tN69B48DF169tefU+5SB4Y9NfEpXQPHjWV3sh7fYk/OxWj0sjsWn1qTyspKXbwPHTRL8SmZzicpfkdyPRnFp/oEZvfbKkbBncLGFZMZHtlVrPxjHKy2olthf+F+8h50RQ8c18SnOo9PPE4Xscl1PtU1Ehjbkvgkwrtd4TOf6HynOkH84lxGWTYmixnmfDuUajd8VU6YW0F8MuY8NS9wXHM+GdY5etld+H2SSkVlCBU5mxQZNm4x6RefuqPZYoHFYhPOJyoFy0TxKdZudz63WnLndNmQk5cDs1U9Z3vd8VVHGLvXRROfxPvbs8Tz43Y+GQLH273zKUrYuLjfkANF4+u8JIlPbrcThxSon627fpcovTtwYJ8ovWtN8UmUAtPhwGyCKTv8OH7fvj1BJXcSS3E2bOx8ajZcdpfOzicSnzThIUOanTUbKTFIq2myQ7rp1eU7yG53LY2pFZ1Pq996Fh+8PBc1FftT8n7y4s9myHzSA8etFjGoJopzi/TSO/GcOvVE4cjpqou34v+abayR88ksxSd3ap1Phsyn5pZEuDTxqfOhA3DY0aeJ39d/uELPQiCXU732nemRqw640tb5FCo+pTD3yWd0PnHZXZrkPQWX3KWq7C5a2LiEGlhkmvNJliTR8auuqhweh3qxbzUBWXCLrlGKt07kPnn9nqhld3laQHmt16c/nqyOd+Sik90LpZOtrZXe+ckFKi6UpPMpcHFOAm04F6/u5mml3Ce/oeyOjuWJnuv8MvPJsM4JiU+auEFjA4vVpjuzzNm2sKXwVocWOp5huU+xlN3Z7YHAca9bLZFuaMhCXoEDVlt2Ql1jZd6T2WIV4l809G6EcbpO9LI7LfPJqjmffJ6qhMaB6Yxbu2C0W8Jfk9C1ip6HmsRJbRrPF+S49ZJYeV5v7dwnv15yp1ZRRMt7kiV3EktxlkF8YudTorD4lIaYtYtnGjjJkqtM6HTWEsjtJMWnZG82+X70bsmRngKiVkOK8wco76DigJqjVFtZ1grOp+CyO7IKW7RBdbFms9fFp3qt5C43UHIXU+ZTs5xPiZfdGV8nEWgmV53NJcEtD4NPvgBZuQVCJPxp3YdBeU8UWl/kUAeMaet8khcD2iw05T6l5H39StAFC4tP6dHpLjRsXHbMSX7ZXfSwcWR65pPdKpxPsuSuwKrokyMe537V+eR3G5xPtsjOJ6/qfErmZ0pCk+yKJb9TVHrf1jrdiVuL9hmEuIAidbxrzdBxY9md6JaSYKML2RBEnq8TzXySLhkqC6XvgnRmkeshXBMQm+a+idddkxlld1Iw9sDjUp1P9Q1ZyM13wOZQhXl/nFmasXS6099fdiOM47Oh87wUMuX+YrFmw2xVl9fjal/uJ7ds0hPF0eRIQe6T2V8Lm1W9RlI8dXoH29bueNdU2DiVZ8uGRp07B19T0LHVBkvSJ8LaOyw+pX3ZnSaisAAVn/NJU+0U3ZeUpPczdLpriY6A4ZACZKrL7uqqy0XHRaPLJrWZT7LszqeLTzJMtVBRBw0HD6onCLfB+RRWfFJaLvNJ0Ts/JVB2R8ujzUY1R3xyO9ULX7PZIgZjdkc2jj79UnHf95+/J3JZZKe7Dlk2/YLPo/j1gUm64PcG2lxbOuSk1PmkCk/+oMyn1grpZQKD0vDiU/K73cXifMrJydMFE3mx1t4xCu61leXw2NVtkK8JIoSn4QDydOeTlvlkCSM+2QJld9L5lKzyBZn3lJWVred2tDnnkyb8hct8alp8ap2LI72sTf4/gdI7P2UA+X2xBY5rk1F+n1OU30cOG5ed7tTnmLIC5f2yo6PR+SQ75GUK8YhP4vnOg0HOJ1miaIIrrvNoLJ3u9PfXnhOP+GTcN2TguLH0ztvOSu9kzITNUF6X6tBxMk/k2gPllz5vXdp0vGsqbLysbL9Yfjpn5OWpxxYJHS/s2cmfCGvvsPiUhpg0tYEu/I2OGi69axp5wrPqZXfJfT9j3lOyMGnfgGR3pgilpiLQgtaliR0pFZ9Cut2RkCQH1XlOuxD7aBabyl9c9apF1pEb6HQnXke3FvvDZz7FOUNHQYVyFjcR51NL5T45tbwZe3auLnoe2v9YdOpxuMiqoAyoA5rzicQne1DXxPRyP+lCkzXw+frr3CktuZNWfBKi5Awpk/pjd6Dsrihi2V0qnE/RxCcSTOTFWaaU3gWcT2bUVZXBrZXd5ZkC+4rHeUBzPnngNWkXP9oMsREphDd4fVr3quSV3cm8J8oFJAEq3cUnEuRCEXlPJJCH6Xan/r+x+NTaHe+CnE8JTibIvKdYAsfF4yb1e6WEKb2TIpIs2ZLiGJXdmWV2o88PvzbWSMRdkymZTxaLRR9zBJxP2cjLdyArR71Qt1o9cIUIkFHfNw7nUyJld3LfMJlp3Bg4JgVCxwNj3fblfIp8YRKpKqClIFdQYa47SHwqKFDP69QUS3aVbQ0oUzSa88lYchc2sL1YPf/ROqRD5762CItPae58EjX9egkZq09NIcWmgPiUZOeTdiuzuZK5k9JgPZXUVAZyntwhoa2tEjhOmU/aoNpc5dEvUMv3bxOCgdls02eyGgWORyy7i+9C1igYJZL5JP5OG+waMybiRTrRHNmBjmB0rDjurMuFG2rPzxuxs0wdUJVmqUJdrtWclqV3chbanG2FOdfWYmV3JGSuXPkyPvnkPxGf4/PUiFsRUi8vXrj0rlWgzpV08UPfVeowE0qg2507aQNXl6uhybK74NDxzCi9k8c9t+ISmXKeLPUiM98c2FfoAi6/qCNd4en3yZbURnI08Yk+QZMuKCZLfFJn3mkGO93Fp/Vl1Zj11TasOaDm6EiEI8fkA0z+8M4naxjnU0jHu1ZzPmkdaxNZBr/sdGeyBuU4hoOOGRZb5I53UtyQrhm5PCJsmJZRG77Jc7J8Xry5Qm0ZOqbKjnPRnE+0raX7yedWJwvq64Mzn2w2L+pqXHE7n6gssikSEQZlF9tAd0i069Bxl8x8Mree80nNezKM4/w+5GRZRfYefdeos21rodRG73S3b9/esGHjEgeJT9qlJbufEoPFp3QOHNcOILrzqRWXqa2W3YlA8CQKUKlwPjk1lT7l4pPR+ZQy8ckYOB6S+WQ2w1IQGFSXFJaK+2srfxa32QWHNBqkSvHJ6/fDZ7DBBUoVEhSfbGbdodgazqdw4hNRUNIZ/Y8/S/y+p6padz4ZL/rS1flELcFNUnxqgbK73bt3oba2Br/8sjXiMcCrdbqz2gsD3wltoMqklspKdRY9P79AzK5Hcj4lU6yQzqfs7NjEp0xwPslua0SDU73YVHLU4NhcBMoq3M4DcOTkw2xVPyez3wRzmEGL1WwKtPrWnpss55Msu8vJydE/03TNfNpeqy7Xr7XBF9WKywe/2TDpEUPZnex4R1DHu5R/X7QJBUtJdrOdT025nmLJfYpUdmemsjuKTAgJHbdmoPPJWEIcrkulEVWc8kPRnMNUdpeb59C73dlsHtRppU1xZT7FID5Jd1QizqdMEZ/kZKuxq12qM5+c9RXIcWiOWZM6CaH46kUnW2Nn29Ytu2ssspIwRh35iE6dgmM8JNYSY8c7Fp8SgcWnNHc+EdL5xJlPMQx69MDxwP3JLL0zZj4lA1ofr1bmRSeJVLrfalMsPpF91aflOzmgdqHx+f0ip4jIspphspr12YrirEI96JbIyQ8uuROvY5j5MeY+SecTZUTEg7wIS9T11OLik5Y/Y2TQiecgu6AEDVppTAeHPUh8Sjfnk1JvKIHICQSON/e7XlamDiDoOxXJ7SDL7mjWXJbeya44TPqEjRNms1mfkU9eQLUMHFcvUhq2bsH2+2bi4L9X6fl3mSY+gTpmartibb0qEHqyC8RtLgLrL/J2fHXIKVQv6KxUchchaFqW3il64Hhyxae24Hyq1Uruaj3exoHjFu28Y27cnSnQuTX4XNZaHe+EgKN9X6T4JMWeuF5Hho03kfcksVgjd7yLVHYn26wHQse1rLIMFp/IOU3H2miQOGW30r5NXXvFVTwsNDbTzqE2a7zOJ2fsgeOyE2ECmU/GvCfxflrZndd1EH7F2+4yn1rT+eSuV5sVOT0OWOwF+r7Z2h3vyNShl92FcT5VVJSLro/0HS8qatx1N9DxjkPHmwOLT+nsfKIODX4/d7yLEeFyQkAMkl/uZIaOJ9v55KOBv4Y/THB2MqHOaRJ3CgLHpevJ5DfBQoWMNktQPboUkmTpXZEpN6h0yp5d0ug1yQEnSzCNrxXIyYgvGFPOjJoTzHsS7x2mu068yDJIR5a6DYxQjsqA00dDoa5IfgXWuvKgC756w3cqHdBnoXNsetkdXfCKFuPNQM5eEeSACof87tDgKFz5CpM65GBU5kKEQ4pCyRrwhQaOl7/5Bly/bkfZilex87E58Bws1zOEMkV80suDzSbU1agOAbfmcMhVgksnPA37kZWnfn40OPeHyTAyHou85kDb9mSW3bWFzKcaTXQKnRyg7S/Dxk2a0GQkcNwK3idaq+Od7M5HkywyU0VOMMSDomXvxe58kmV3NVGcT8FldzThoS5rcCm8FJ8yqezO61W3t80WXCpLQp3MwpLQJECWXd1WTqcDOXnqvhVwPvlQH+Lgi/remvgst3s0pDsqnjD4gPMpu5Fgqe5Tfnhcanh6OuCu3wOvuyrxv5dld8ZZ+AjiU7Iyn3xOtQO1y1cAi9ZVUPHWG0LHK1pvvEmbx0Tisy1iyV2nTp0jirDmAgfsmpvLVR1w/zKxw+JTGqJ/4f2q80V3PrXuYqU90oUkQ9oDjrHkv2eyMp+8+qyz+kb1zbwgj/l9PW7U1wRODi5nfWrDxml72sz6rIyNArM1hU8OqvM92WIW2GrScqIc4S9a7WFOsnK2WA2Y9sTf9SmBTneSUIt/cwLHwzmfCGvnvuLW7qzGVx+9Jo4jObZ0dT7JsjurcLbp4lwzQsd9Pi8OakJBVPFJK7uz2AoMzicWn1pTfIo02xgcOt7ynxHtI4HA8Wx4KytR/+P34v8mux0NP/6A7ffcjZo1XxqcT+0/80nv7kmd7qrKoZitcGuiUY5f/cwsdulCpdK7Qj3vKZKALDveebVueG63J6mB4+R8kmV36Ss+SedTqPjkDXS6owmFEAKdW4P3idbqeKcY8pTMOVq5TQLOJymmhVvncFhsuVGcT7KsK0vs54qh25241c45inZ+lwJHJjqfjCV3tJ2qX/sete9ta9R0Icumbqt6rdNdaFlbfRzCvJ751ES5X7ArzdXszCeRX5VmHe88znLs/WkJDmx7tQUCx2Mpu0vSeNCrVk54UAyzoSS2tTve6SV3ufaw0Rn79++JWnIny5ptWii/s7L9T0AlAxaf0hKSZGXIuBJw8LSi84lO2KtW/RMVFekzO0AsWfIMLrvsIvG76AijnVDUH/U5Sc180t5THsPWrPkCN9zw/zBixHBcccXFeOmlF5ovPkGRWaMpy+uprSoLW+aVqrBxkalkMumCkZylMQ6qTdVq6LjDpglUWaq1NxSHNvsjrcjib8XFkylusUHv+tQc51MSM58k5S51IJnlrMb+HZvx64/rAs6nCG6EeGfp/29XOaq0MoWWCRzXZqFzmh86Xl5eFhRKHUl88mpld1ZRdseZT62JnAmNVHZnDB1PhvOJrPYycJccVjVffkEnD2T16YueM++Do1dvKPX12PPMArj+95/McT5Jwd1hRV1VOTxaOS910LR61dl5R25PXXyyae3WhfMpwjFOHos8Wsh/sjOfjGV39N1pzU5L4aAxiiy3I/HJOGYRzidLFOdTmMyn1ux453cGhB15TPcnkPkku46GW+eozqdwmU8yS5KECxpTad1vqclFuAmhgPPJmdGd7oRw6fPDt78uaF82Op+E+JTv0CND/NAE5TiiGqTIF1+3u0ScT42dVenW8c5Z+4sY83sa9kLRQvfjRVZIRMt8SqbzSVE8MCuquOS3dNCdTz5PnX5+pzL71miiFS1snJZHdrqLFDYeOhHmrG7/E1DJgMWnNMUsc58UJSUOnqb46qv1mDXrHn1mOB0JuJDkbfIdY4GyOxN+/fUX3HnnZJxyyqlYtuwVjBs3EUuWLMTKlSsSfn2vxwuLqU6UTxH1yZqliJD3lJWrCjpuZ13STxRBzqeQTndyloYwUycf2vZVTpSUlMKuzcDZHY07ZBlnf4LK7qgsU58xdiXgfEpcfDLr4pO3+WV32oVeKGVOddDStagQVIDq+WwfrHtrWsz59Nm+Svzf7oPitsUynzTRydwCoeMHDgRKRiOJT/R9Di67Y+dTa0EZTjIIOlrZnRzwJUN8kuc2Cjuni6vqLz4T/88/aRjsnbvg0D/fhZILLxITQ95168RjdXU17b4LrS642y2orSyDWxOfCm0WmKA+lpUfEJ8s9hw98ymi80kTn9za2ToZGV4kMEmXEwWOk6Ao85LSbRzT4FOkHiKaYxjL64XzLIrzSZalhR63WqvjXaCkzRqYSGjwxr2fKC2Z+WTopiadWSCXrebAC0wIeTM2cJzE99BOd1JIJHwHA5My5I7K1sSnBoPzSWBSt53bFY/zyR203aNh0wQqT4uJT+kVOu6u26X/nqggpgeOR8kDSWbmk7t+N0wmP1weM6z2ooD45K0TnWzpOExiZ2t0i40WNl5dXSXODZR7VlqqipKRcGRr3/M6nqxMBBaf0hRpBxTOpzTIfGoLA+zQ/KVUbDdj4Pjnn38qZlevu+5GdOvWHWeddTZOPPFkfPHFpwm9tnpxXA0TOZ80h1VdC7hW4sl7Ku3aS9wqPp8+gEsW8oJS7XQnxSdfY+eTFqRKF0Ul+fmQD9kcBTGX3QUN2pV4nE+BEpRE0cvKmlN214TzqUwbNPbr0Rtdi/uhg6U7bDuqWsw9Jx1PMqekpbrdEcbQ8ebmPclZtnDiE+UPUPtfwmI1OJ9YfEo50oJP2TxU0tGU8ykZYoWx5M69dw9c23+hK1/kH3+CuN9ktaLDpaPR445pyMnL1wWO3W+uhD9FkwKtQaDDpwkNdVXw2NVjToFNO8GaLLDnqM0ePA0HYNFKZ8j5pEQQ2GXZnUubIEqG80kKT3ShQ58p3crMMGcKysjjIfQ4ajzPB2c+RS67C818Eh3vNFHAuz91F3l6mHeWTXcWCbdRnJEBuvMp3m53nujd7gJO20DpPLn6gp1PmVx2ZxSfAt9Db3l9kPhkdD7las4n4/fR6479ojxQFmmPI3A8jklDPXA8O+3FJ5cW1N2cZdIzn6KW3WnH4ATFJyrJ9JaFP466aneI2+p6GxxZWXrZneKtFZM71NG2tUrv9LBxLY/OiHQ9dezYKWzHXSOOXHWSxdWQOceIliQjxSe6qKcDbWv9xCLkmIzOJ5iw45dtuP+u23HeeWfgN785CZdffjFefvnFoIHzww/fj9/+9lyceebJuO663+O///1Qf3zHjl8xZcqtOPfc03H22adhypSJ2Lp1i/54bW0tZs+ehZEjR4jnTJo0Hj9qeRfr168V/ycuv/y3+Ne/3m60vHv27Mbw4cfjP//5P9x44zU444xhohzurbdW6s8h59TEiTcF/Z3xPvkaH3zwb7H8tB7XXz8W27f/guefX4yLLjoH559/JubOnd1oG9Ljo397Dq679Bw8/vC9QsGWjrGamsjrJkv3aBlmzpyGc845HfPmPRL2M6HnhC6/UfAqKioR7/v++++K5aPt+803X2HQoMFIhIbaKpj82gW49j6pKruT4lNRx26wyFyOJHe8C3Y+BQtGRvFJdLzT2kgXyvINH3VaaTyTEeR8CrEOyo53oYP2aCgtmfnUnLK7JjKfpPjUMScLhx9xmvg9x2Nqse+QvFhq7muJQGItAF1eDEjnk78+sQtS2vek+NS792ERxSfZ6c4sQkctXHbXishBaLSSu2SX3blcMmw8G9VffC5+zxk0GNaCYFE7u9/h6D3jPti1Y/L+/36IHbNnwb0vEHDfnpAX5D6Tus/7ctRMrnyr1lnWmgObo1SUMfsVF8yaUEKTCN76hqjOpwbtkJyMbndyVp1K7qTjKZD7lF4XDDUh5wKZ+yQ6+FLgs1Z2F84FFE00t/VQv7ue7YmHFzfL+UQio82cUO5T/JlPmiDsJZe2EqHbXcD5JDvdhWsCkomB4+HK7qSQSPjKjM4nm575JJxPBvHJalMvyv2+BigxlmvE0+3Oakuk7C585lNQ2Z2rrNH3JtUoXmdQ9pTs5Jyw8ymGsrtEnU91H/2C2nc2w1fV+HNw1aniU1WdXQj+xrI7ojVznwLOp8bHlX37ZN5T9JI7wpGvnkvcLpfooMfER+JXUG0UOpm/++4/gjohpZqOHTvjvPN+26hlbviOd364XU7MmjYZRx83FAsXPicU2bfffhNPP/04jj9+KPr1649nn/0rtm7djDlznkB+fr54fMaMaXjllTfQteshmDlzOvr1OxyLF78gWtrT306ffjteffVN8R5Tp06C3Z6F2bMfR15eHt599x3cfPP1eOaZpRgy5CjMmvUI7rrrDjz77DL06aOGGYfjyScfw5Qpd6B377549dXlmDv3YQwdeiIOOaRbzNtn0aIFmDZthlDHaRnHj/8DTj75FMyfvwgbNqzFo48+jBNPHIbhw9WL6r1792Dt2i/x4KNPYn9VNRY/MQcPPngvpt2rilQzpk1GTlZ22HU7/PABelnh5ZePwdKlyyPmQTz44Jyg/4vgSu13EgjPPHOEWL7775+BBx6YKVq8n3PO+fh//+8PiBe3qwHOOvXi2C9aeqoHt9oWyNiJhZpK1e5bUNwJ9uwcIYS5GuqQW0gXGSkQn2yRy+5knoVS40aOzwuSFVxuc8TwX/m3oTM8iYhP6ZD5RN9PtzZzH875RILoQS3zqUOWHfbsUnhwADna27VE2V2VeH8TapzNy7zRS+so40v7zGX5XaLOJ7ropC5XdHzt2bMPvvpqrcjmoe1m7F6i5z1pbYA5cLz1856ildwRdI5KVuC4FCRE3tPqj9TlOemksM+15OQgv0MnlJcfgDs/H85t27D9vhnoesM45B1zLNoTshTJ41ePk/489RyQLwURSw5MZiusjlJ46QLOW6mX3Xnq6qM6nxp8ftAnSvsmNQmwWKxJyXuSyNwn2QUvXZ1PtfIYTcI8XdhI51MYF5BRfKIxiXFcaetZBNd3B+DZWQ2/VxETN8lGD/OWkwnZNigelyivtoSvjA+LX8u7CTQHiY7ZSp8zrbtfCFBSjDK6ZFTnk/a9zbI1LoXXzu+ZWHYX3vlkEJ+MzierDQ5j5pOh7M5qz4angUQsL+rr3EHCVCSkyBdLt7uA8ykO8ckbueyOmiWYTFb4/V543ZWwORp3TU4VrvpAyV3znE+xl90l4nwSVRkVTl2UlNUI8jG3FJ/qbaJU3qKJilR2RxQWFmPHju2t0vFOOp9MeZGdTzGJT3nqecXj94oIEEtxY1cdE5mMdD61BYzOJ7ooP/+Sy3H9xD+hV6/e6NHjUFx//TjxuHQv7d69U5QskMhDPzfcMB6PPPK4bm+kx6mLEAlRvXv3EeLOnXf+RQz61q1bg++++xb33/8QjjhiMHr27IVx4ybgiCOGYMWKV8TJSL4OvYa0rofjyiuvwvDhp4uys5tumiBef+PGb+Na9zFjxuKYY47DYYf1w+mnnykGilOn3iWW65JLLkNxcQl+/nmr/nw6uN1330Poe1h/DDryGIy/9U9Yvfp/2LN7J777ah1+/P67iOtmhLYpLTdt33AUFBSKH4lR7KZjPIWxk3uLXodEuj//+W58+ulqPPfcorjW3+f1imBX8R5wiAGnSZtlr0qga0wi1GiZT3nFnXSBw+VMpfMp2BKcFWKB1UvvnKqjxeWxYF8E54EUn+RskMRsbp3MJ72tc4LiE+VvSTHSkdU486nS7YXP74fVZEKh3QqzVx2ASPGJ3ErNLaOVM/P1Xm+L5j0RpmZmPsmJheLiUnHcoosxOg6FXnD63Frek3aREmhZzs6ndHI+0Wxp1d6PRT5XMp1PskzL5vXAc2C/6HCXd3RkIUl2vMu7+FJkH94ffpcL+19ejvaGvCB3UZkqXShmq+fAfLMnuL16tuogMCnVetmd1xn+c9KbHxiOyS3tfpL7O+U9hYpPaed8Cimnl+HjctvH4nyiEmK6gDZiKc1Wj6deBZ7d4ZsutDRSsJDijux4J8vdYkVR1O+OKUbnE42ZzbrDojZi2Z0iA9HDOZ+0svpMDBwPn/kU+D7RZJ90ftusHjHmJY3D6XQgN88RIgLS63hRVxPbcVqW3cbmfNJKSd2umMcx0TKf6HtjzSpNi9BxtyY+WWyB7qEJvY4WIBc6aRu+210C4pM74Fj3VQfvI+Tcou3tU0yobbBpziet7M5TKz6z1nI+CcNAhMBxmrQkhzyNF8kg0hRyLOKBTxfimNjJOOcTfbHIdUTun9bCarVGdT0FO58UlBQX45yLRuHjD9/D69u3YefOHdiyZbN4XLp0rrrqGhF2TaVlVOZ1wgkn4eyzzxNOH+LGG2/Bk0/OxRtvvIZjjjlWZBGNGHGucAJs2vSj2ClHjx4ZtAw0GIx3kN+zZ2/9d/ne8W7r7t27679nZWWJUGm6Ne70xoFqjx49xHOqtHbNAwceIW5//WUbftm+PaZ1I0FLLm/cne6079XDDz8gOiRcc8314n7VVeXHnDkPYdSoK1BcHLmFuIQ+b+o0R6IjdWRTfNmwiYGn+l41mqMlmZDrylWvDlTzizvqodbJ7ngX6HZnCzifvI3L7owd77yuarrKgctrxt69e1Fc3PikIeveI2Y++Vop84mCYENmqmNBfg42RzbMYerSZdh4CWVumEz6TG+WNiChG9oWWdoFYLz4FD8a/Oqpo0Ext2inu9DMp0S2jxSfqG6fjm8kEtCggn6kYCDWQ3M+WWzsfGpt5CCUJjdCqSlbg+q9/xOfi93eL+mB46YD6mwzOZjMhvNOKLm56nGxAX70H3cLtv3pj/BWHITf6xX5UO0FKZI7tQt6txYonm/SAtrlxWZWRzTgB1iFF9UqnE8iLDua+OT1wWqzwSsiCdxBLqWWEp+yDU0ZAuJTejmfpNgU+L+6zfXtp3V0DSfEqDlQquNHZNuITq7aYyYT7OR++v4APNsrYT80DutRgoSWtZmyE5tMCASOx+Z8krlPlCsTKj4Fyu4Mziej+BTiRk7EXdMenU9SqDO6n8xd82G3qJ+N021Fdo4dFoOjTgo8NpsH9VqJU1Pon4+WF0fQub/8H28i69BDkXfMcfr98rOhsbLP6wn6m6bFp/DuFDp2eRr2qSVvhf3RWrjq1Lyn3NKjxDnP564UHe9iLT3VX0d3PkUpu9M+MxoLkltexpTEgt/gSleqXGFL7moabPCDcvYc+sQeieOU5dZq4hPt++QaMAVPeBpL7uhaMFruZGjzEze88FVmznGipWg/I6Q4oBOy8QCb1s4nv4KK8nJMHX+dsCqecdrpGDr0JAwcOAijRl2oP3/w4COxcuU7WLPmC1GCtmrVP0UO0ty5T+H440/A6NFXiLKwzz77BOvWfYnFixdi2bLFWLr0JSFg0UB6yZJAhpQk3u0U7vnRZieoNC2UUOu9sVQmHPJx6URStLptOoDQupEj7Lnnoq+bVLETDRsnvvlmAyZM+GPQcwYNGiLWce/e3TGJT/U1lfB53Kr4aM4DNROykFipbcO6ZuQEJdLpjmYA7Zq7pjUynyKX3Ukbb8D5tGvXLgwceFSj13VY1M/H2EEoWlBr8p1P2t/SR0ohrHG+FpU/xhI23sER6DRE2PyA1e+H12QSpXeJik+1BjHZ5bfEPXCJFjZuzHyimTXqlhXvtpad7uTsVV5egS4+de7cNYz4pDmfOPOpVaByK5nJFdb55FY/JyqJcOQkM3Bc/dz9O9ULgPwTh0V9vhQy6+trYcnPpxMXrQy81VWwlSSvPDnVSPdNvVPNDWrQ3De5pvogp4M9q5O4tYr7C4TzSWS6RSm7IyHcYs8W4lNLO59k5pPR+ZSumU/VmvhEZTIUFizL7nTnk5avE875pHZudYgLbPoxlpsRtp6Fqvi0oxp+nyKCyJOFzKgSy5oVKLsTj8XZcS/ewHEpPlHJl88byflEmU91QaJYUOC4dn6X7hpqtEICh8WQg9Re0d1HhnWVnyUJifT5+cobYOuaD4vJKSInGtzW4E53QozOjtv5FOhGGBD7qeHDwbffgqWgIEh8MopNJFo1JT4Jt4seOB5+MiEdQsfVcjXV+ZRd0A+1ZetE+SiVMsuGDrHikeKTNvaNloWqDkP9+jg5FoxCsq86VHz6VdxW1anfI3I+kXhGk+l+xSNK7+R5ns65NO6PVk2TjLwnGm/Kpl6S3Tu3i9tOnQJjxGhIgYqdT4nBZXfp3u1OUfB/H/wbdTXVuHfeXzH2mutx+ulnoKamJkjYodBsCremkrfbbpuKl19eKUrI/vOfD0U52GOPzRYzGxdccBHuvvt+LFv2MsrLy7Fhw3r06XOYyMuhx7t376H/LF++DKtX/1ddngQvLo3QSS20tSYFoTcXeg16XRn+/cN3X4vl7d2zN3r06iMei7ZuLdVdj5wWW7YEQtwJyuGiZenWrUdMooIMkqZsJZ9PfWGbjQZG6ns1+LwpCxvPL1LLKALOp7qUd7sLFzgeVHZnVi+AqKUriU/hXHZNZj5p9v6YBtbaxYBZG6wmgsjdkPt3AmJiU2Hj5ZrzifKeQssdshRZLpd4sGZ1UO6YCQ3NeC2/NoiRpRniFakFtnSHafX5sUJC78GDZSHiU37Y0HGvOyTzSRs0y+wUJjVUV1eL7U2DOelMMSJzIkiESm7guObkqa2FJS8fuYNUB21T4hOdO2mywFqkDqi9FanPsUgm0n1TV38QPrMNbm3YmOuvDXITyOBeh5W2o184n2jyJBw2szmQR6J95skquwuf+ZReArN0OnXJdgR1u5NOW1h8UYUYU5SJFEvHHFXc9yjw7k6ue1mcz7RZOd35lJOo80lmPsXu+pDCG5Xo6svkV+DVvltB3e40cSycG9kogiS7y296l91pTrBDtO2qdTcz+9Vbp9sS1Oku2PnkRV2szidN+JJdBgnPAXUS1FddDZ8hz1OUyWniYCwd76gJghw/R3Q+OTq0etmd13VQLfmn7qHZXRIWxLyKX4j6TTmfbGaTfu0iu0rHm5skfq8OLn+Une4obNxo9JAlsYqnTnRLJFNAqt1PkcLGadJ/2+aN4neqXokF6XzykPOpIr3OJ20BFp/agPOJdgaaqfv8fx9iz949+PLLz0WAuHG2gjKdqLyL8psogJtEJypDGjLkSJF7Qo4n6vi2efNP2LVrp+hCRweFAQMGivBuCiOnbm/U2Y7K+p566jHR1a5Xrz5BA7hNm35CXW1iIsTgwUNEueB7763C7t27hDNr27ZgsSYRaNB6993TsHXzT/hm3RoseHIuzjvvQnTpegiOPv5E9OrbL+q6xQp1sqOfSM6n3/3uKrz99hsiS4rW7+OP/4P58+fh0ksvQ0FIx6RwJ9+66oPi9+y8QlisDr1TiMVq0RpSA84IYejJEJ/yitWLCel8ao3MJ2cE8Ul0vMuzQ7FppTLmHCE87N+/L27xSbbhbRI6o8uBdTOcT8a/lxkKiZTdSVEwovMpK9j5JP5Gm1FvTuh4jSu4ZKWuGSXMSpiyu6ALljhDx0l4IrcjlelK0UmW04aKT/ICJVB2Jy84/PqsO5N8ZOgoOXvDTXIoWtYQfV6BwPHY8z5iRbphbB4P8oae0GTpXI4m/lKYPWEtLmmX4pMUyGtqy+Bx5OnHVJtSG+R8smaV0IEYFrMCh00RkwhmxRyxg5R0P8GeHTSWaenAcXI+kQNj3+5qQ9ldQ1oGjnfRnH165pOz6cynpjreiQvAnmq5nXt7ci/09IwgaiChnXdleVu83e78cWY+EYGuWrUhwoZ6rCBRSXZwC8p8MriRyW1LbnqLVXM2aOOS9o5H+86RMECQS053gnVXz5HkfCJM/jpdfJKB4n6fT5QcS4HHbvPE5Hyi43ig7M4gPpUHRJfQTqIykyuWskgZNk6iDjVGCIfVIPS01sSTzHuy53QV3XdtmpPU07A/obDxpsQnOi4k2vEuaFzm8+v/p/3O61bPf9X1at6TPKfr+6YeOp760jspmplzg48p+3ZuhV+7Hogl78koPvlMCnx1rmZ1r652extl0rZ3mlV298wzz2D16tV44YUX9Pv+8pe/YMWKFUHP69atGz788EPxO10YzJ8/XzyH3DtDhw7FjBkzRG4P01h8IgHijDPOwvqNv8cLi+bj2cfrRGj4yJEXi1DtH374HpdcAkyZcifmz38C9913txBIunTpiptvvhXnnnuBeB3qgkcd7v74x1vEIJvEJgokJ3cUMW/eAixY8ARmzPizmBUkYWbWrDk47rih4vG+fQ/DsGGn4J6Z03HD2Bvx+2uvjdu+TctC4te8eXOEUEBlgFdc8Xt8++3XzdpW/fsPFOvzl9tvBR3nzjjzHNw2aYpQ9SkT5y8PzcPK55+JuG6xMn36VHFLXfeCM5/Ug+vFF48Ss/evvvoSnnlmPjp06IRLL70cV199bdTXpX2Ccp7g94t6dip3c2sHMqqlp4M3/SM8UbpXtHTYeH5xp6DyrmSW3YkObtrsZHC3O1/E4ETqeOfXxKfC4kOwp3w39uzZ1cg2K+3FxpNyU7PF4ZCuJ/FRaO2jE4VmWkULbfmaLVl251K3Y2mWXXVrGQb9DhpgOhwiayVRqkJEyDoSo7QZ+0QDx41ld7L0Tqlwxj1bLvOeOnTorA96qOwuVHwS3Vpk2Z10PlFWiskigntpBlKKk+mCu2E/qvZ8hMIup8OeE9vsXFtADj6NzRzCi0+1sNu1Eh6/X7hZY8lmiBWn5pSxejwoOCl6yZ3R+UQOGzp+WbW8Ksp9apeB43RhUaiuIzUy8GnlqbLMxmSywOYoFe6BXIcXVrcFVpNFdErNyS8Om/tU4fLCrwuKyXI+5eLdNzZi/+4anH9FnzQVn9Rt3FXLuwuU3Unnk+x2F7/4RNh7FsL9Qxk8v1YltfQukKdkzPCTZXepyHzKbyw+ae4YEUhuUcvHGpXd0fYgRzKVetM2t9N3OQs+rxueDHE+hZbdSeGTxjvWrlpgdK1biHd+n7p9nR4TOpeo38k9i/6K+h++R9fpN4v/26yxOZ+orFEKPlaD88l7sDywbPv3IrtPYLJYPK8utkB42UAkkutJLKuDyqRNYtKJJjmkGzqVuLSSO0eO2hk8UeeTFDGo4YyliesFGleTCz7ejneh4zLR7S3Pruc9mazF8Cpm5BriTKgklpAlsTTZROP1VHa8ixQ2fmDfLjpAkL0aZr2HeXSMYw9RelfphLVT+AnhpoSnR7/5BT3ysnDjgEDecXsnYfFp+fLlePzxx3H88ccH3f/TTz9h/PjxuPrqq/X7LIZQ3AULFuCll17Cww8/jC5dumDOnDm44YYb8Pbbb7foQLKtYwwcp4uo/3fDzbjyD+NFjovMarnyyquDBsJ33nlXxNejLnkkQEWiqKgI06fPjPg4uaTo770080EXtN7gAQwJYqtXr230d8b7KGidSgLpJxzhXoM6x8nOfpLXXns77OOX/L8b4fX70THLLg6qFIxM5BUWie5+kUoHw71HOKToFKnsjjj//JHiJ1bopFtfXQ5FzBhZRLkdLaePsoDENtNmD7VlV8xmcXKxJzG3oaYyWHyya663ZJbdGTNcbIbMp0hld4S5yAK/WSsx69wL2KKKT0cddXwE55M/fNldjM4n2XKcZkmbW4YaCDj1Jux8ygojPnkVBZXaBQs5n8SFo2G1szzNdz5Viwu3wOdRK5xQTeeZRS+7CxGfDKHjiYaNS/IpjydUfPK5RP4AYcxIoQEqBdaK2dI0Ox3VlW9AQ9VPwqlVknM+2qPzKRw+TXwiud/kd4nzCJXXklMyGeJTdl4+svr0bfL5lB9EDgkSnshlY9My/byV7cf55KdzqFZW6/G7gEJ1vyq0WaH4gjOfCCsF95L4lOWFrYbEJ7vIEIwkPhE+6TBpQecTfSZSYCLXdoVWLuSsVw+G9FgizQySAeWzSOdBV935JAPHNRHK5I0qxDQlPlk65uq5Pd49tbBpTpaWRrqbglxFeuB4YplP8UwChF7gGt0xQrDwBtzLxrI7sZx2ixjXhuY+eTPE+RRadqd3BcyyipgBc75ddLzzHWyAok3cOD0W5OTZ4GtoQO36deLawLOn3FB217RwZyxrlG4zwlNe3jLOpybynsQ6mi2wOkrgdZWL41driE9uLWzcnts9qIw53lJAmW1KZXVNoXaR9sbtfNIDx9U+B2roeLdAyZ1iIeGMnMoG8clQdtdqzie97C54vFldqX7XTIoX9TUVyMoJzs0LB537aV+hSTBRepeg+LSn3iWuW53NGJO3ReK+gqV25iQuPfroo+jVq1fQY3Qyp8ybwYMHo2PHjvpPSUmJPrP13HPPYdKkSfjNb36DAQMGYN68eaI87L333mu5tWpPZXfagUQ6X1rTmCdmJ6QltRk5L8nCH/KlNh57k2GkDS27SwTqKuemQbLJhLzCDjCb1QG5VzsQWTWHjQhV174LzXGtxPIZ18rMJ63sTnc+JbHsTi95oVIN+rbrzicpPoUpcyvQtoPfgq6H9NLDpkMvYuyRyu60gXy8zicZTtocQrvrJCI+2cOITwfJSaC5vfKslkazzdnaflsfIQg4FmpCHAp17sRcBCIIVF6shHE+JZL5FBo2TsjyO5ELp+1DXm3wTGKTcDzJ99UGqHK2NJ3wuqsa5Zm0r053jcPG/Qp1xwnsn+RW07vMtGDoOA0gfdq5reSY42ISJeg5MreCQsetUnyqSG0Hn2SiO2+E+OSBP6+D7nySwfxGR4HFrgat55DziTKfSEjRMtgild0p2gVnSzqfpOtJhHGbrPBox1mvx9zIadvaSKGJnAoyp4/Oe5TdIre/3+SJzfkkS4zCZIjatE53nu2B6ICWJjRsPCjPTzSQiO28Q5OucnJA7eanloHVfrANzm8al9Y3Ep8MzqdA2Hgg70mUBRo6tAXlPrkys+NdaLc7PWxc+ywtparI7C2rgaI1eqGyu6xsM5xbt+jXBr6KGkPgeNP7mHSmkfBkbC5kFJ88IeKTzOSSfxtbp7voodbSaSQ63qUYRfHA3aCuoyNXOp/U8TeVsdHjseLRJlnDVQuE4ki07K7erefJGUPHpfPJo01GGoPEzbY0KrsLcT7V1mjHRL9P5D/FSiD3iULHExszVmhd2ou0BkGZQtxXURs3bhQHp3/84x94+umnRciv5NdfKfi5Hn0M9kgjP/74owjnHDYsYGmnLJxBgwZhzZo1GDkydsdIKNIhYkRRWn9WKx7keJdu5UFY5iVIIUW6bVpl+Qxv7Q9xkaQDuhNJ21hquZoqPNFWbGmvUDjnUzzQjE99rXqgy8kvCrYcayKBVcwOK8IVZaELYnMOGnwKOoT5vrcEDXXV2mDLhKLSTqLsL0crLyHnU7j9rCXwerWSO5NVfGDWbKt4L3lSzLFbGr23Oc8L1AJmT5a4cC0sLERVVRXKyvahR4+e+vNytIscKrszvoZNyxqhi9tY1sunfSZmR+NliRdLlhU0tDN5g5cpFqQImJOX3+hvK7QBZIdsG2w2i16+Kcn1qc9vCNkW8SBLQiT1XndCryWCjLXjiD3fHuSktObLsHRvzK9N2TskMNF+37lzZ/3v8vJyhfuWSn2pxTqdc9yKOkCmGU7j61MJkRhyC4dNekUiKl5VMCNnVkstm0Xb5vI21ZAIIHP0aJIqdL1Cyyqo3IMGtPQ50zGjpbZDbZlaKmdSFHQ45eSYX5fyxMhR19BQh9xSdZLNV1mRdt+dRPFq+6dipmOfH74c9YKhOMsGpUoVeOxZefr6WuzqRQc5n2Q5urOqMuz2yLerw0+vhfriqc6Lltpubk0QJ3HQbSht9jgV4ZYj4cnrdSE3N3IpTqr2nfoG9bySb7cgnxwmJnViy0mud+347YcUBrLCbiOLTbvIi3LcyupTDPdP5fDsqILFfGijbk8tgUvb1pZcW2A5KDrAZlazlNw+WELy/cLh8wZEBbsjW1QCuA/UwburBr79dcg9pktYgdifpTpWFE8NLBaTeI5fCy4nMYneXyxfjmH5NMjdI8aJ2jmZ3le8li/9zgXJdD5lZTnE+no19z19XvR/W6cceH6phJciIqgRs88Ej8+M7FwLXN9t0l9HqagSRmiLRRFjXJpkorFIpH1Hiow2h/q++vIYxaf9e4Mes2fJSaIYzgHk2BRj6eyoz3XkdBLOYq+7POWft7OGhCdFiKeObDX70GrNF65SKjv3ew7CmhtbFzavKSAsNbUe2drjHgrZj3GdxaSh5nyydytAw/56+KtdMJt9cDfsEfe7FXU/zM4OHK9sdnUSUPGp1xGlpaUGR7ovqMtiMhDLrTmf7IVZ4tpG3u+kRljZOTApPrjqwp+vwkENUGjcSc4npTKx40S1JshTTEZTf9/a47VWFZ/OPPNM8ROOTZvUAxBlQP3vf/8TAsppp52GyZMni9IHcjgRXbsG70SdOnXSH0sEEhuKixvb3ZxOC8rKzOIk1JZOHuoXS2v96ldPhFa6jy7ExUGplS4UtJORIIGL5mQiTFna7zarRReELCaTsDTSQEtsw5Z8T+09bDEc5Bv9reJHZSXlPNFJLxd5hrwTWhcpdDiyrGLWg0pNLDQgs+fApfjDft9bgoYqVUzOLy5Fh47qhYYFaqmF21mLoqKcpJQqyHGGza9+74s65sNa4NAtxF1K81CkzQpLfHV+YC9gcmcjx2rFoYceim+//RYHD+7HkUcO0p/n1Nxj7pDt1mArxm5NfIple1btrAWdJu15jmZvf09BFmhI5DBb4n4trxb43aFTh0Z/W1ehzvgeUpAjHqveU4dq7WLAV+dBnk8T4kxIeB3qNFE/F3WoQy7cfiWh13KV1eGgFkhb0iHY5lzfxUO6IuD0xvza+/ertnVy23bqFOyiIWHy4EF6N7d4PQqIJLJyi4NevzwrD65airBKbJ2Sya+a48nvq2vxZSsoSPwivDlUVlYKUZDEwR49ugTNfBP11cGzkA6bC3l5OaiooAuExL/Doez66Ftxa1f86Dq4f8x/V1xcJBp8KIobJT27gY6eSnVl2n13EqWhwQf6BHxm1QXhy84XMzldKW9vr3pfaYcOsGiOQWd9Z1TtVMUnMYTxAp7amrDbo2NFDrC7An4t4Nhkarl9rqxMHdDn5+fpIphYfq8fubm5QnyyWlvmPNrcfednlzbznW1HSUkeCuw2VLo8MGfbYfL6qf2BLj4VlxTpDUCMNBzMR/U+Gvv4Iq6TvzAHdf/ZDl+DB44aD3J7JVYqHQ23ApDsl1usnn8kVXkOeCoakGO2ICeGbe6WJV8mC0pK1bFR1Y4acS4jEavAYYc1JDSYUHx2kPfC7/ehIJ+6ouWggk7ydCGck4NsswUkddvzG5/DG/LsYuKBXNZFxbnIyVVdHbYW+p6kO7JTcIcOhSgoyEWFqVKcg7MKs8T6O3qVoP7L3fDWHhTiU4ObxhImlHTIRrmxcVBFtWg8AL8i3E/WKGMc2nfqKtT90+HI1p/nrauDorkXpfPJOPbM1ZqIWC1NHzNcVeqxICsnL+pzlYZuqNwD+L0HU/5576uS1QY9xTFAsj+/C2ortsFmrkJx8WExvZZdc9Lk2K1NrkdBth2oqIM5hudK6PhRrk1KlB7eETs37BXlmHbTQfUzdxQAfnUivaDAsM1dpSj/lUwMDeI++jypMQxVPfj9NC5r7HxuSbx17sBydy/SJztrKsv17oAmvxc+T+zjq5ycbNCwkpxPSqUzoeuj2l9Ux1u34tyY37e1xmstSfPrR0LEJxo8kpi0cOFC4YR65JFHsHnzZixbtkxvbxua00Dq4f9n7zugJLuqa/dLlTvnnpxHOSEhkTOInLEQySYZY2PAnyRMMBgQyRIZBFgkGZOEMYisnOOMNKPJMz0znUN15fjSX+eGV6+qq7qrwyhYOmvN6p7qqlcv3nvuPnvvQ4yFpQaZcqfT1R2YJC2fKqu27XpMkkdy0D1LwJNNXSbk7rq8C4VkHdmO87Adi58yTeCJRVWkh8AAezEsJNobx3Y8eSIbB8i2wnKgrTBZS3pK0Vcv9poQu8ixbcZoIj8M/+cJeKJtyjGM7l86Mo3YQQFgZCKFze0Vn42VjLFjx9lPkgAmEpxhY5b5IG1bFmamElUMrZWKeJw//wEBPqULJVim6UkbS9kSEjUSskyaI1bEfEoeT7CmBQQ+HT16zNt3iqJI7klTPTub9SYHizJldlzFqtcbRV5sk8hD/u0vJcrifi2kCoveVj7LGTCmrc/57PFZYeaoqexv+RnRkao9xMCnFoef32S+vORjyJj8PHVpBeTsKFKFpW2rPJH2aP21n7cdPtaY6VJT14ZiaIjfu52dlXtXBjEgCHwaH59Ga2s3UsLXzFWiVe+1XV59y6RT0JZ5jVcySH5mlTn4ZJbSTZ+ThYLmG0pk0ukCm3ceyrjv9uM4fOgw+721tR2p1Fzaej5VqX5TpJMzUEXHotnZ9JLv4f89OoXjmQLedtJq5qE4fu8OoLONdUNbzDaJiUIxMzOLQjsH6Uszsyt2fR7uKE/z8aMspMk58OdDkxJsRUUqbUFR+P9TGYWpwzXVhRsqAtkIsrOJuudUFfkEEX8Ies5m88seV2VMT3PfLeqOODHOxxmKxGwOgRCfv6amZhGNdjzsz864KBhEFD5mR3QVyRIwFs+gl2QiCmedUWSyNtQ63otlBgQAhXxm3nNorGuFvS+O2V0TKLetvKldIcmf4RLcqv1whaQtPZVBqWVhhkO5kPAkd3I7uYmK3Hh2OAGjr37DDZJXkdQqPj2JQLgXiVkOYCuqgYy4n22Dn2t/WAL3ziXycBM5uArfz3Ri6ePMoyVonSTBp3zehG3nkJsV+Z/Id5ygYMlYPFcrlsU4PJ1A5sBBb1uF8UmoWozJcsl0fGwkwfp4NHp2ZuP8+qi64Z3n4jCXb6nhMJxikXlKzRwbh97GgUhHSHrTyYWvTS7Dn3/Lrmy/XpiCrZPPTDzk1zsxfYT9VAP9Vd+t6sSmPYJkfARqeHtT24qnRSMIt5Knzkxmcdv1h3H+0zeid8DncSlQl0S22PQxW3EhaQ7pyItH2c6WMTWyj/0eiKxGalzKXjVvuxysJAVF5ZrRvF8sTuD48TEYQpZ3osKcznn+oklxjijGh4bgCrsTODZmp6aaPhcyFykrFjPij4+mWKF3MTGZ4ezuoOMs+L0PZ77WbND+NcPMWlHw6V3vehde//rXo0N4H2zdupVVoV/72teyRSGhnBRUdZK/U5RKJWbeuZyot/jni/ZHT0hFncfioeSVqIKO49XuHs5DYuajvnAsB+oyW86vVEi/jtp0n1c9Xe/vJ8TzaQmfpQ4fUucu/b1kmNIDws+mohbWgoo+k8rAspprB7rYSMY5Ch9t66k8U4rOQDICy3LZDKKtK0+PzecFMC2GJFtRkBV+F3QWFAI7a1p20yKc7Z4ZQjmex9oz17L/x+MzbCEjxxhdXCf6dNG0YQh2heOK5Nt1mE+U3/unXtiiS45rqMsGgF1xbe2itahtcYqwaO0eiMz57HSB04o7DDJldmDL7h6tQbijaYTFAJIzF/e9/u/PC4CmJ+DieIHMy5cGiFvCD4IMaWs/70pfLcuBmTeZJGKhmJri925XV++c7UWEgWQ6nWZ/k/eOqrdUv1cVXhJm/hFVsLDE/kJU9c1SHqroMrYSQYnMQ3m8dB/dfcsxOPosgm2801297zdL1ckYXTfD4PkFFbOWss8HUjncMs4Xt/tms9jmFJEjr7DONoQ7qgsBCwV1UqPIZLJQWvjCyLVMlJNpaMLo/tEclgD8y8JcPOfy+T6CMmiWUrWIyLOkkbeJfElHLGzBieagZSMoZ3JsTqsF40JiHC66KgOfKA9cqXswm816ZuOZVEW6SR407W38Gc/lVuYZX+6zkxLzHBmw03aiwt8wXbLQTZ3FBOuMfZejw6mZBylcRbT9Novz7ou2pg3YF0fpWArB8+wVl97JLlhugB+LDGlAbmbL0Jo4V9JniTyu5HZyUzkv1yonilCEB1FtqEaMgU/lYgaq0Y2SMJ7XjCAs2aUryOfHbLqEe28/hrPPXwtdSMPknEzvp6DPP5LmghMR9OxVgl872ztX4lqqCssjnIAAE0qiUHP8OFwCroQvaXl6BhGth4NPhol0qoS+BuePnp1SoVi5PuJ9xSleHDJ6emGTxHpmBvnRMUSifEzV9eavjWUKoEGtbL9eKAzo4d1V41NxXPOLgxhY3YZnvqh5JuxSo5jlrG09tKpqH7Ug96Eq5aeavgcpx2XbUhXvM7vvG8OxQ7MIhwNVxxMQYzJ5gDa7fSoIeh2JNZWBUOQPVkgeZa8bkdUoFjlAaRiV5xeK8IeirqniNQKfpqYI7Euc8GfMJFN02o1Ydb6ZmB5naxz2N9dCLt38vtDxUdj0owSUZ3Kc+bWImBUsz1atesx8JOVrJyJWVIdErCcJPMnYsmUL+0myOim3m5riFEMZ9H/y6Hg8KsH8isTAQKbjjwTPJw9tkfEIQl4bmX/L/8pWro8UzyfH5gmlRtqRmpCSO82nk6fj0B3+mRTpk09QUGcif6c7/t0KgqGK79OJCOpc5YFP5BGhKp7fE2nX67EIpGk0gU/UaYLkFO2i3fnkJNees236UHi/6bg0MpXdzxYKaQ6+IobjwaUZjpOHgrx36hmOx4ui+5+QKHodayKUKLiISPBpiRNX0SJ1Oz/+3ggHPwq2sqyFimdI6wsyg/XOUU1b33pB0q14fHqO2Xit6bjseGeX03M63TXTNerhCsusZgb7DXUfjUEtuMslC6perjIfbcSAkOM3ma4TU3qphuPUDfK3xyrdg0ZyJWTuuhOmMNmNLBIwoi6z7HhyWSgkjW7hiaeZ4B5Sj/aQ41PRzMHWAiiLaTSmiAW9r9OdLCzmSuJ5DvO5QnEUFPOZht3uSmKbK9ntThqOE/iU97V7z+eo8Mn3WXbDW0qQ+XX6uiEk7uaLxvmCWqXnU/sb/j0jOp62iPk+Jn5miLFL47QmjJ9VoyGbrtlxS++PsXGVFovW5MrP5VT9r+12x/ZP+Dy5TXa8k01A/N39nEzlebeSjY9T06tNx+sZjpPUm+KBe0awZ8c47rn1WKUJiDQcX0RHtf8rZuO0hpPdyb1r6TOP17rDcAL5KvApN8qfgcjJp/LPMd/FgM90vNRUtzvZXZC9NssZr3pXFwJ9/XwfRXFp6Ybj8xdrVC0ALcALCHffcB9SiQL2757wmhWcqLDKadZIg0rngchg1d8qHe+aN0GnbtgUAd/CJC0YiXHB/pEREkXQot38MUq/J9mhWG0LMmFwucj1rcHoGg/M9BuOy+eSulhKA3XZZER2vH1IOt3VyHXTs5NVzKdatvV8IXMRS9y6dmJxY0XZdrzO06lxzvZ7rMSKgk8f/OAH8Za3vKXqNWI8UWzevJl1tyODzjvvvNP7O1Wi9+zZg3PPPXcld+X/RJDJovR9kqCK+0hgPklA5xGEvLoNgCB53mpxs5UAnrzuekuQV5CEjX1Wm7vwrpiNVz+ehvjC3Ap2eaqNTE2nOxkBUeEvi05rKx1ysiLwicxJ2Wtep7v6w5QEEFQzzMAnioEB3ilkYqLSCIGuj2w7WwU+EcAr2jg3AzZ43e5WgO0nGYNym82GBP80zYAuqi7e32hBJKpe3SGR7Au2Fkv+A9TtTsj9LHtJQHayIOSRMNEZbvWYC8sBn2Qr7tqQHfBksjNfzM7OMIYoJTstAgDwB3kOVoFPwj9JM6rfKxPURl2jHq6Q97r3f18r8UdjJGYEBd7gz31bW335UyHHk+5iQcgwSxXwqbpa31zcPJFEXMhwKUZyRaTvuN0Dn8h3ZCngE3W7o/A63iVPfDL9UIQjxifTLcGJcWZAmDwOXdm+PIz4VNYDeAhAyhcFezUoAF7FQFbIXOt1uysIpveJ6HZH4FPO1zGzkK+w7pcDPlnjWZSHkpi9fXjBwtb00M8xc+RnKBeqi6613e5aDL0KfJLMX9cDnxrL3VVvHpv/majuereyXaboPMj5pnZMV0SBQXY3XXBbTrmqux9tWxXbpijPFproeJepAigIsHC8/eP7QwADxeRY2tftznrMgU+y4YvsdFeVO/iKbdTxzgOfivzaFCa5X2/0tNOgiSKPIrwlAwQ+ZRcAn8pzwSfZ6c7o7ILRy4tJZZ8vsLw2lrnwtal05Zy/2x3brmAaFfP8WaVHm+6NExnlPM9VjXAvA8Cq9kd2vCs13/GOPGFru92lBfuT5l2yqZERbNAJuqm8TcjLNGLDBTNwUWIAeSDSXykm+yw6WK4t9JfOw9DxzgOfYnPBJ4/55Fis6ZLsitx0tztDWHjMA4rXi6QoPKi2hX2778NjKVYUfHr+85+P22+/HV//+teZ39ONN96ISy65hHWx27RpE/N6esMb3oAvfelLuPbaa1n3OzIj7+/vx/Oe97yV3JX/E6EKORYxn5RHEPNJkYycR5Cs0fN4qhHeyRvc8aCiFfo+n8xvKbwPj/lUD3yqJ7sT5tQUReGHs9JBIGcmOZf5xL5bgE+l4lxvtZWIsqxOEvgkgBlZjWnUMlYml8R8shK14NNY9f4LIFdOzDJUIbNaKGmncOVEIZLU5YRXZV1kVa0kFrnBSGxOFVyyniK6hrBgFfiTbSVkICS+js5CYQngcarAE7GIUkY0yBkEBWdp58NLbgXIVBuyQiWTnflieppXRXt6euuyA6KCrp8VflmSNafPAZ/k/bD0hemJCF4Z9f//0Q0+zU7TOOJ6zCdZAa0Ns8CT0lzG9jr9yYRvseBTomTihnHOSDpPmNCOZgoojY3CCvJ7zW8H0EwQ21LuC3mmeOBT4qFrH30iQ4LjplOC1sGr8m0BnUlTKBwniF9ceS+u+fkuD3ySzCdb50C1rgSQpeYaDZhPlEa4irai4BN1XZZeb3kf84I63wXFwlV6kC4lLMEgcMq215K+XthW3mvdTi3T60XGFMwnMSfEBBs6K+YbBEWX1ZqF6VIZm8Y6AT4dT82xUlhOkBG4zBFVH1umivnUJPhEXczY5wTgRveh6nDrdfb3edg0FfBJMJ9KfuaTmHNEcSYjFouJmTxsUaCia0ohvS1rO27+XwzylfXLiKqKbT4Wm94VhivAp7wAn4qskQcQ3rIVejcHb4Q/vmA+lZtiPhn+bs9x/swYDZlPwapr2xzzaeGx3XL4sxGL5hER+cfEyNL9iJuJUo4zx4IRnrv6Q9WjoiDmwirGF8l8qnRzk/c5Fbb9MmRZ2JUqg0Uxn8T5IeaTHeX3QCCyijUJqMd8orxM0/l8Sabe/qITdbxtFvA5EeBThflksTGmmGsOcJT+1SbrBkudHhcLPpnsp2EWETwBXrqPGfDp2c9+Ni6//HIGLL3kJS/BRz/6UQYqffazn/Xe8573vAevfvWr8a//+q+46KKLGMXz+9//fhXi/njUMp9cr2PLw8o18sAnsV/MGPuRAUA5J5j5ZM7OskWKKwARv8xvscaydM5sAT6pWvV9T1UJ6VVWCz5FxDNCZp4nIvKZJAPFVOpI01rNRJAddkoPBfPJA58aM5/YORTJpWqF2QKAPAqktJcqKXIBMl+FR32YmE9LBp/E+ZdMNH/MCEaHZD2x7ftkBnokyGw6DeE3Jum+i4m0AB+jmo0WcU8UEfDA1MWEV0FrBD55zKeFF6XT5NnTQHLnl93RgrNczsMV11sL1IBP+srI7gjIjR//LbIz960YNb8e8PpojVliPqnkOeMwJJQ8n+qFNFnPZcX95ZoIimdnsbK73w9Pw3RcrI+G8NTREnSHarVAuq0Tbidv+0yG44sJWqzJFtEkvdOF7Nf6Pya7I+YTWnp84FPB6yhMU+/MVJYVTZjsTjKf1BRL5PUGzCeSheiy+YNuMOBqpfKJgmCIRiIRJvGsDmPZzCebgafi93Tj8amcr8i/5TmrjYxkPgnQSTLCKuCT2wTziY9bclxbUHoX0BgQY9fIcJYTHrBkqEw2XZfF2qTsjjrQVs3PmRJrZ34t7sdOHIGStxreK5reUsUO9WRdgWCVLJA+LxkhFCkBaMl7vsJ8OnFM80dKSMmrv919Pdmd0qbBFQUDsyjYR1RECIcRXL2GgUUUEpAlz6cFmU9mY+YTipPQAnxb5ckK+ORdG/HZlQCfCJjZv4ffwz29Js55EvcQHR95aJhPgejqOX+jtUVFejfd3PacavCpkDOr/IHiU5VnPrQE5pObFyCOeKa1thDsyKwnuaPnSjKfJEt5DjAsnk1iDlMnbwKeZGHwREUtaCaVBEwSLhhZhgBhC9nmikeyEGYptsd8WgygnyhVwCdi6T6WYlnmJZdeeumc1y688EL2r1EQ2PSBD3yA/Xs85g9pRE0LGc3HfKKH++HopCMfKpZYCDN05vskKpgPZ8g8pPa8rIRXFgM6MhlmTO0UCtBiMY9JtRT0loy7ZTs7MvKu5/ekkrljDegSE6b8Vs1nVioywu8p2t7NAKh6zKfyCfJ8onarFdkd/+6cSL6p9XFtcNounSsFWrAFrmkx0/FgLMS6nZEMi9hPGzdurgKfZFVIhkxuHzbPp5K1qOdZgk+hOn5PM8LfyZPcUddMr3ppQIuF4CCPgGXB1A3klwA+ZRhIGEJUA6KBqNd5plDOIBpeXOcoKcGQVfHaIENLdhy5xTCf6oNPlARRgYO8LbKpSc/zS17/ubK75TGfislh5OI7kI/vRaz7bKwU84n2mSQpj3rm00zOYz25jjFnvJHBGGg6MVZc2JYLTVcQ0O1FM5/IZPxBaikN4EWxGDTMorfoYCyiYaZnAHYL9Q6vNCloNui5pQSaPCsIfAr+H5PdSQmS5ZZgR9s98IkYPRSFQuW6JWcLbBFLXY1YuUyxGUtCLxjI1GE+sXNnaEiVLdiaAccsMu82WowsJ2ghI+cT5vkkwGuZsigi7V0q+MQ6/c74waciY4TUi3K+wsCVUpOqfXVdZK0a5pMEn+T4HJDMJ2Nh8Mm1WGdMRXRhqhfUYlxf0wrzcALlYynoDbrGLTYqEu+53y1fa1Z2J5nI0peRWrknkEVeKWHUjeMMZwMDOOpJthsyn4xqz6dS0ary85lJFrDmMer5ZImClCQBsM7WMhf1gU+2K4oelgHDCTDw3tY0hDdvYcVyQzCf2EI/xJlP+Zn5i0cS3PN3UTaF55Nz6HooojBBzCemAlHViufTYphPCzTouOvGIUxOaNi0DmhrLSLUy7+XZHdUFKacfKWD1nblnPRKmst8oiDwqZQ7vnjwSSwa06yLrItopIBcPozZ6Sw2buPXKShy66Uxn4TnU2sQlmQ+RVeze0kCw37mE3uvYD45gvlEcwAVnmZn40gmk8yA/EQE7U895lMmQZI7zTMHDpZM5CMaMhMj6BpY3zT4VLZN5lVLzwwB5QTINRMJKfEl8Klt5RrIPOaYT4/HCWI+OT7PJ6+vzEMblND98drfI0FJtapA0cX+CA+Zhyu+//3v4NWvfklDMEjK8Ja1lwwsErRKseBpZHD+pz/9Hm960+vwnOc8BW9/+5tx9913zNmcQwOVkNzVgg6WSDh1wS6T/hX0rzUS8arEJ4Jx1sjviSIYfugMx5UAP/ad941WdVzyh5RNUaKptfNBuyRawPb3D87xfZKm46Uaaq8i5Qqi0vpQM5/YjbkI+ZsEn+T1qGs2LiREnhxE4WCXJkCpkLjHlgQ+CWNSMsclQE9lPa+AbDG7eH+QGsPx5PQohg/sqPi3ieRmIdldPp9j/+hZ6uqae+9S0N8k+ymfnarr98Rek+DTMphPtP+FXbzzi4tiU5LOZj2fApGBR73nE50fkrmoOj8vthlg1dn6b+b3dLilF2WxUNTUcpVUdzEm4xf0taM7z7czUODPXXxwLUwx1y6W+eSX3jHmkye7S/zfYj45ZZhBPua0BQxPlprNVuavRDwvpHMKHAgAIJRuyHyqkt7pgRUzHZd+T2SeTECTBBjaRXc0x9SWBT451DWJJGZNMZ8q4JME7PxBY7DMJaICdIuJc5KTc1XAXpD5JL0Lmx27Auv4Is88llqxXKLClJkLCHnSatPhwEaTnk8e8yldQg78uGzFgQWbAVL1ohZ8kr5ABp0/WaQM6VXyI4opASjKe34xptb/VwzHJfNJXktW9fax2KR0VDUjiIjuwDbJ/LfyDmpGFwc1XNHKXhqOz3ePVTy5RCHQsmCnuNSNLr9qp2hihmua3rgqJXoLMZ8Y6CDGqvmYTyNHE7j/7hFkc2KMsNJo7zQQCGps/CBfuxMRZmGSAcb0/OrCb6o2jPAimU9COSGZT+lkEWvXjOMZT70b69aOVZmOL5b5xM6nmKsVwSByg2W4wRx7tgLo84pCRDSpLSR4sjsfEC+ldyfS94nl7hJMjVXGp3S8IrnTXRfhAJ//U0MHFyW7Ixa21iY6ji5CepcsP3aZT4+DT48S5pPfW+jh8H3aufM+XPqVz6FIIIFamZCIXfFIiEZg0EownxwxMbPfBUhST+b3l7/8Ef/+75/As5/9PPznf16FCy98MT70oX/BfffdU7W9iuSuObNxGtiotWZQtgI2AsgvQGVeFvjUXu33RBEQA2OpuPLgk5+mK5lPVK1OiuRy6mhyzuRvCzkOdSuT4FNxlC/QBwYk+FRJ/IPiQjViPi2UsDOwxGM+rQDzjLEHsWjpnQT/6sruBPOpSyT/Fb8n3iVJ0ufDXse7pYBP/LMtAb7NsMK/I1tenBcYA8bkQkBUr2/73ZXs39iR3fz1iKh6L8B8kqyn9vbOeeXb0vepmOdVOj0wt7OZX3a31EVZee8MLF8iZRaXn1RJsFV2w3k0M5+ovTkl9JrBr6tjBZAS3Xj8weTmGr9HO/o2olwSY6PCxz5Kcpu5RrcIk3ECTJ+9qtNLDvuLfHuJdZtQrONRsZSOdxXZ3f8R8MlnOF4Uize/51Pad2sT+OSBRxpnDZARrfR8qnetJPgEsdBfCd8nKbemZL4ggGsjoKFVzBOWpXgLbvLpWqrfkwwCRpqT3eUbmo2TTx+1RqeICePxnGxqYvD3qL7urLWx2OYZ+mCMyeOoAOCXEJ4o5hNjM4ucRs5Li2E+2RkCnyrnuYAy7AbnvSLtyVQxawwEvcIPsb9oUe4v9E1MSFaPw/LaxxLzSYJPHvPJJ7nzF0jtEn/g1XIELYJdx5hPW7ay36Xnk53kz4ihm8xGglhmzcruyOKCKIp0jegr6OuNjvYq3yejSeaTSybdonDcCHwqFU1cdw3vRrnllLUeO8c24+gb5AWqCZFbrnSUcqOe31Mj9rsR6l5UxzvJfJJsf/J7GuznuX13ZwKzPtamfE+zzCc2H0hfN/Gclwvcs0ottsLN+grJdTyMNKMe+HTiO95J6wbmfeo3YveZjQd1A9EOfq4z4wt3Ma1iPpXL0DrCizYdT3jMp8Lj4NPj8cgJORhxw3HlhHVuayqkubjwOPIe4EdIx7sT2e2OKi7e72WTXY96YNdVV/0Iz3rWc/DmN78Va9euwytf+Ro8//kX4sorv1vfbLyOvMAWFVVNGkbTd4kvC8gWuHoQ01PNVUEWE7I6XZf5FIqdMNkdJT7y+knDcapEOZJdV7bx+1/urmqZLWVIBD7J7j3Zg3FmFtrb28/uUepslsmkF/B8as5w3A8QrQjziZ4hId9bFPgkDMdDkXqyO8F8CgXqLgYk+BQRX7cU5lPO4dekVVSIQqpgUS0yQfeAMUpuVQXlYt4DP/fdfe0c5tN8IEPF72kuaFqv451ZTDRkPlXaMbue78hiwornUbh3HK5g9bDXss237q0XJKORkh1pSvpoBp+Y3xOr6IpuXmYQadF1yh/FXAq6GAO6BrZ54JMiOq3R2LgQeJAsmbhemIy/YHU3k/DaAujqF8yn6UgrTLGdpTGfZMe7HPSOzv9bsjshfSbwKSfkalx2x89hMll5LpMe84nABn4enFCGdbszSwWU6xQupL+R63m4rATzKVfpdCcKGJFYwDMQLuUdT+a5FPaTLRZvXqW7AQhCz6i/UYB/wTXHbFw2cfEBcqwphAa4ujOX3UQG98kEnGIFJG92LuPbUmGsafXYTysRjih++D2C/CHnIcl4bcpwXByzlaownyT41Aj0k55PJKWnDmESPDLcQJWBtvR7WrOhk0mq0r79ojnZeAwZjs+R3RUF4FlzLa1yBXxqEywp2zAQWr+Bf14wj624yLuCfDvEfmq22500G0ckhOuzz8X9+TOht0WqOt55huPm/EWiChCreEBmbdz850Ns/9o6wnjSszZ5YA81ChhY3XZCTccrfk/1JXfVHe9mWS6wUMgclzz1KDLpLDra+fWIxfJIzea9IrdkPpEXot3EIqkeiFPKDrOfWr6TPZP1zMbnyu4q+ctD0fHOk9z5/J5qzcaD4QhiA9znK59uLmeTnlZEEFDEfOAskfkUEcqWx0os37zkURiMxdBk28oTEdSOshmPl4rhuIMjRw7hK9/4KvY9+ABKxSLzNiFw46KL3sDeQx4Hl1/+Rdx22y1s0b1u3Xq85S1vw9Of/iz29+Hh47jssi/iwQcfYGDGaaedjne/+73YtIl74mSzWXzjG1/BzTdfz8CAbdtOwj/8w3uwffvJjLnznve9i73vone8Fpdc8glc+LwX8n2zuAfVxMQ4XvOal+Lf//3zDIQ5dOgAurq68cY3/i1e9rJXsvd+5jOfxPj4GL7+9Su8Y/S/Rj9pG5/85Gdw1VU/xLFjR7FhwyZ8/OOfxvXX/xW/+tXP2WLjOc95Pt7//g9WncOf/uRK/O7qn8O2TDzlKU/He9/7/5iWmM5gPpfFVd/9Ju69/aY5xyalezt23Iuuri7cfvttuPDCF+F97/ugt21XTMzv//dPsJ9f+9p34Iiqjx/sGhk5jpe85OVV13DLlm344x+v4Z2QBNhkW/WZT3Qea5lP5IHhBbXDpQRKUTA1PY31m8ihYOU9n2o73VV1uzsBhuOyUqIp1MJbY1VSAp9csfCMBHRk0xn84Ve78dLXnwHD0DzDZQIQtO4wWwjYqRLKR5MwNnagu7uXMWKI/dTS0loBn5yleT55AJGuVlVOlhPM9LVoeeyC5cjuCEgqiKSjKyiZT2ZVsi0TyYjNz2uuCflD7f2ZEy2U28T9EKZTYVMFf3FATUVyZ3iSOxkzY0cwMzaErt51lUp02W7otbWQ35MMKbtjFfFAffCJvFIUhcxoCfApNtUhxzsm00b+pmMc6W6v3GdmYXnm015XR0X3KPiyqv9oDF55pco2LRwk82luwpaZHfXG+Nbu1R745JgZJqki8ImSvvnYbtdIk/FYCGd2tXD/PpEcdpZdBGwXZU1BKRhBxCwsqfFJFfNJyO6cfJ4BBGqN4eqJCLtQwPCln0F40yb0velvVzZPEmNT2S0jIwpQBD6VBIvHNI0q5lO0TxgXB7vgFEl2l0FQX+fNL7XjlgRaHGPlmU/cbJyPS1EGPvF9LRQs5u1FYCGBT3JcaDYswRQKbu5E/t7xhuCTX3LXiPnkmY0LthOFpioIayobz/OaggCx/9wK84lAp6Mfu4T5T7KgwmQoBOMVvVA6NExe9X2o2TAzgVaDIQRWrULH814wJ+c01rXDPJJE+VgSoScMLNtHdD7mE9tNGusz5aZ8nyTwr4gOfySxqwafSrBqZHPe92jByhhuZj3wSHNov0qex6CU3XV0EUhZwtR4Bo6mQLX5fS9ldwRePVw+qw8X86kRkCjBJ5QiiAjGiBuJQBG5rTQcd9J0r7cjIMzCyfS/q7e5bnfS7ykZ6cWYuRqTZj82hG5hr5VrmE+sEGxb0HxG6Y38nupdv4N7ptg/+tOzX7KdMSSZx1L2GJO59a/mOfb4SOqE3AOVTndzzcZlqHqM5SF0LGYpjkB4/jyn7BWrBdOwPApV5a+R7xOJohMzOfT0t3hdoNm+OA4iDbwXZUj/TX+HYvKjotBynSwHL4Xqm42z9+ixhsyndDp5wp4zJ2vW73Q3M+Yxn8KtrWgb6AEO3IGSXWb3oSEakSwku2Pf0SKUKXUKafXCdBxv/H8syu4ec+AT3dyTB69EWTz0D0dQR4DeLW9Z8CGTsjvq0PS+970bp519Hj512bfRGQ7iL7//Lb7xjcvxhCecywCO7373Wzh8+CC++MWvsAr/b3/7P/j4xz+C//7vXzMZ0ic+cQm2bNmK733vxwwIoc9ecsn/w89+9j/snHzgA+9BIBDC5z9/OWKxGANM3vWut+I737kSp512Bj79yc/hY5/8CL592Xex5fSTKEPiO8lWDxXE/Ktf/Q8GDBFo9LOfXYUvf/lSnHvuEzE42BjZr40rrvgmPvKRjzPQgPbx7//+7/CkJz2ZAVQ7dtyDL33pUjzxiRfgKU95Gns/AV8P3HcPLvncZTDMEr7y5c/hs5/9N1x66X+wRc6l//oBNkhceull7Nz4j23r1u2erPA1r7kIV1551ZyWn5L59Mn3fYAdr1sqwZELek8MCXR392BykldmZBD4wUyOs1mvnbjHfKrT6U6ynDRJUXcqAIFJ1E6bNPZBxNMrW4khE/RcKt4QfJIyL2KonLBOd+QhQKfeUDFyNAlnPR+MTz9jAENDGZYcXve7fXjey0+uYj7RcxTc0on8PeMoHpxFbGMHBgZWeeDTli3bvUm2JBl8IqSPxoKyuxX0e1pOx7tG4JNkPbUZupd0VBYDRlUiGbPVJTGfiH2TJxdR+p4QX7BF6BBMYj6ZS+x0V/F78sf+e67Dk1/6ViZxpHPPkp464BOBs3FRKV0IfJKyOzj5up3uZFCiR55K3CuieQPM/J2jcNJltshSexRA4EP2MmV3Vln4XwRa51T1VeG78WiK2ekcFNWC49I9oMCxgkjXkd1lU2MsQbFtBcFwqyeXKhdnWWJL8yKNHRL8qY2DPpPxl67rZeMEq9yaxFwll0CHSe+ORzUUQ63oUJeW+EYiFc8njRb8oRBjpJD0LtDP24SfyCgePoTy6AjKE+PouehiqL526csKKoRIwnNrGwPxJPg0YfNnqFw20NIaRCZdYhV1o0OAT6Ee0G3LZHcC4CfpXfcgZ0jIkObazgnwfGJm46LiHYkFPeYTvcb+JsCnxQSN1Y4ASoObOhj4xF4rWVBrxqeSAJ/0YCdjLdTzfKrHfJLnhcCnnK6gTbOopZgHxGTuuqsCPLGdctn/qQuV0hFGeXYSzqFqllVo3XpEtp9U9Zox2MKKKTS22vEC9O7lLX4qbNYGDSTCBnMIbKbjncd8UoMM1CcGXq3szkrWB/1YS3ejhfkT0T/JfNJsld3Och6U7edb2kPoHWhh+QWNSEFhtG+0i8KU47Cipr5Sz5WIqfE0br32MC54xkb0C4bNI8XzScruGjGfioUQdNY7F7B9IAONfVqsxbOnMHRrQeaT9G2qMJ94Hpo2+DmxoaMgcmVT5NdV5uTl4jzgU2O/p2y6iJv+xL19znnSOk9i55e59a5uZaw4YlCSXLylSSPpZoLYo1YpviDzSXa8K+WGGSC2IPjkMZ94nhfUK9Jfmt6i0Tybgwl8IqDbUBU2tpP0juS/zeRtkkFEOUg5L65Jrov54ZXaJfOpOdldS0sbO0a6B2lMbjSfLycqZuOV+4Se6VwmATfMr3eImE9d/NyahorC/n0wLnjyvNsl317ytqI81I4KlU2mzMYs2TipUSSF5E6lDuO29ZgDnx6TsjtpQv1ID8l8oiSbgJF3vudfsGrtegyuWoO3vvWd7G+HDx9iP8fGRlgSTCAP/Xvb2/4eX/jC5QzAkX9vb6dF+SA2bNjIwJ0PfehfGdBy7713Y/fuXfj0pz+HU045lbGm3vnOd+OUU07DL37x36wa0hrj22nv6GB0SiYbquP79Dd/czFjHq1atRrveMe72fYffHDXoo77ooveiLPOOgebN29hzC1KJj/wgY+y/Xr5y1+Njo5ODA0drtLdvv+jn8KGzVtx1llnM/DrlltuwsjIMHbedw8O7t2N93700zi5zrH5g84p7feaNZx6WQs+tff0oVVMrPU8n57//Bfi17/+Je6883Y2GBFj7Jpr/reK1swq79LzqUZ2JzvdEfAkO2uQ15MMVuUXTKi0kF+tVOTSccawowQrFJ27KA+GTjzzKaCIynTZ5iaV4v5qjwXxgledws7Jkf0zuPPGIa8Fuy4ABKpCU1gTWeYPUTEdH2PnPLBCsrsV8XsSIbdFUsHFej7NBZ+q/Z6qmE8igfTAJ0cY2i4SfCqXkigK34yWYICdV5msLBbIqnQdqmY+rd5yJvs5cugBJsNbyHScuqQQQEuJjhzrFpLdqWIRoxsVxsPu2QyuOT7NnmvZFWcxpuPlwwnWPYqmlujT1sIRAFdVtXiJUQFaW7n0RrQF9lPXH01BVVc1wM9tNNIKuBX/FX8U0pyJ6UJ4lmn8nrdKKVYokWNiQ5Px4xWT8f5ItRlozk4hb2c86V0x3LIkyV0t84meiYrv0/IYb82G9EGhxhil4ZUrqknA3XYtqB08KY/oKnRq7yGY42XTwNpNXWzOIm8XyVwKhqlirAOqAy0kfOHqmI5L5pMlFpcrw3ziYyTlQxJ8IuZTWCyYCvmy19WQcqvFhOxyRxV0rSUIXVTSCXRuxHwKt25Z0PPJz3zy+z7ldQWuKvIFwXzK7riX/ez5m4ux+RvfwcYvX471n7kUofXcd6f9+c9B/1vfgd6L34iQYLbn9+2d892UvxmrpfRu+ZIXD7BowHySjSXk2N8s88nOlBnTyVUqhaMiytQOt6HkSnrjFbPDsMQ9pZpq1f5J2V1rW8gDHmR+QPO9H+CQ7JyVjP27JjExksaDOyrgwMMVEvSd4/nku5aMmS88n1L5YAV88rFnpO+TK/z0NI2utVtlmbCQ4bjpgU8VA+60I4ydJ0WnWmLJCzBwPlmkx3yqAZ/oWMjnqVyyGPB49pMqOb8ffCImVLfoBknspxMhuSNwWtPnBx4IzGf7VJheRLc7GpMdtMaqJWQkvZPSd7/0rhnfJ092J/KyMvOsIhlzDIoZZixQOSfPL7urfD+BNzJ3O1HSO7nfftmdtHlQxH1Mc0KkRXiL6Qqye+eOmfP5PpmK4+XYxABbjOROWaLk/9EcjznmEyWxxDp6VMjuBPOptaWFSez+5w+/x4ED+xGfGMWQAJ0kS+fii9+MD33ofXjxi5+Dk08+Feeddz6e+9wXMBYTxdvf/g/46le/zMARAmie+MQnMfkayRcOHNjHBuNXverFVd9PiaDXzlpUPav2mzph0Bzl63i3bt0GbzEf0PgAs1hTz9WrKxRUGhA6O7uqWmDTQtOfpK5ZswatHZ2wibIJhR0/xZEjh5nckI7t3W98FUP9lXrHRtTrjk7vXPmDql7UfYMdbiwGJ59jcooK+FQ5H294w1uQTCbYdaDrQiAfXZdvfvOr3gKFGEa837Myp714PbNxP/OJujsF3BAjny/WY2ehkANxrL2n7r0pZXdULbDM8opWAT3mkxiO4gnBTBHJakhXMbimFc944TbGfNpxxzD6n59gyDlVONl7owGE17WjcCzJQICe03rZpEbAZTqd8mR3SzYcF1WKFWU+Sb+TJcnuog38nirg0xzmE4FdCiCsdhYNGKWLGbjkyQUXs+Mj+N2tN0A75XRWK84vsvGArH4zKQYBEgJ8Wrf9HNhWGeNDe7D/3uuxPXIeMFtsaDo+M8OT0e7uvgXHVMl8ChCToMbz6Q/DM0iULZzaEUNIApLC12ahoIQrfwdf9IdO72Oty+14Jbmy7eWZlVqi0x0BrbKqb5eTzFNGD3Kg41HX6S4sJC8d3aCRp57nU6kwi5YILbr59dADVAmfhWPnvKqqBK7rmYwTIEudw549yIFpCnOSn8usPcu6sA0U+EKjEGpFSFman53sdkcFBxrLyPeJWEgPle+TlKJQlI4NIbxx44psV4Li5PeEtl6v051k8LiuAsvS0NUbRXtnmDWFkItYAgeNQCfM8hSUYN5jPjUGn/QVA58koESV5Amx6OCyuwrzqVck+otlPklzbq2HLxaN9hCsbJm114Z4Td7n0mw81LoJmek7WQc38mwhaa+MtGA+SQZY7Xkh8AmqKCJoQdbIoHCIszViZ5/NZJ1M2tkGGMUOlGeHERjsRWvfk8RndMaMKxzghsq1Yaxrg3k0ieLhBP68bxpPevZGxohYStTKvGtDNpZYqHtpLfPJSVb7PUnmk0LyuKLlbdcfwdha5JMPopg55vU6VsTX0v7R9ZGyO2KzSEZLrmShNWiwOZkDHEEGPJmlIkKRpZ2XRiEB9xPVSW0xIXP0iuyu4skogzXhEKDgdDaAbiEzsoShtwyS3pWGebdXRXGhazay8zTI8QzHpYm4lN2pFclTyg6z/pnmzDRc24ZCndQCIZaLzmcIT9L5euDTA/eMYvRYkpnNk9xO81kp6DUeS/2rWxkrjoDCrafMzzpaTHDghoDShVUh0vepmY53stsdNdlJJxJobRE+oa1bUEwfRCyar+p4R7kxyb+KTeSDHvNJ5G3ExmLbiK1may+yUyjmCw3BJ9kMgBhprkvPmLBxaGtneTqBT4ODjSWIy2c+BarNxuk1V3g+BUMIRmJQFRUOHKQP7QOHsBcGn2idQaBbkOYDKoAnFmaSJsSaQjeLDHiitfhjKR5z4BMFr6KuLIX2RIRcTFF1/4Pveida2tpx1vlPxhPPeyLOOe10vPKVL/Lee+qpp+Pqq6/B3XffiXvuuQt/+MPv8IMffA9f/vLX8IQnnIdXveq1zAz79ttvxb333oXvfe/b+OEPv4crr/wvBpRQAv397/9kzj54lRBZYfJRfahyxiQxvoWnN3mJwaXqs3WiytPIR2X0x0IPJfP/8DGRJFuI9oXYPOFIFJ/7+veZF47hm2T8/h71KKJs3yVwpqrMQ4EhWMxwfC7zibZHXlH/+I/vQyqVQnd3N66++hcMPAvTZ9l5Mb1jrF0sW+Zc8Ml/fkqlMsIBFbR8Kopzu+Kd7upI7tg+BUKMiUdgHBnHriz4JCjaYjianOITI/f4cT3J3LZT+5i0497bjsOxMqwTih9AaD2ll4FPxEIJntGHnp5+TEyMYnx8FMHO1fN7PonWzgsxn9TAyjOfmpXdEXBJxr0UNEnWYz5Js/GqxYAA8aTJeUQ8H1lhJtxspIrENutARLEwMkxy0jJc8lfRWlAQPlLNhj+JoeNKx/lCrb1nFbY/4dkMfDr64F3Yds554v3lBfye5jcbpyDpbTAYQMAQVVnBmqPxKS0YCLQYDHtsuLlJbaqUwa1jd+BJg+ehPdjGxj7m82Q50PqiCJ7Ok1PbV9mz3cyKMZ/4zxgHn6yHbtGSP7AfUz/5EXovuhiRk7hX3lIXXASyhwTzaWCgH/sxw7qSURU64JMulYupKqp+MEKLEeqEVPK8FvwFhHom4xeu6UbIJyXI378PutaDrJ1Ab+8mr+NdKRSFoSyt8khjOSWPBGTk8+T71P6Qdrwzp/jYTVE8yhd9KxEScLecMpxo55xOd9zvSUFnd5T55sSnMt5cT9fHCPYw8MkN8Ps0U4/5JEAXU/hu0JhCC8rJ4/vRt3bbkuYZv+F4PhP3ZHdh6fmUN70q82LBJ9npTpfgU0cYhZE0B59qnlneJEBFMLaOKo6s6xbJTTiIuhDzSYBPGkH9YqxUA8juuI8Vr0IbNs7xI1HqjFvhbdv4cR45DMcsz5FkGqtaWBFRKVgoTGfwwN0jePZLquV5TfuD1QAWxGAhADYs2FdywSqLIvNuT4Acqhao8nvSVB22U5Hg0d9kcaUWfGL7QOwSVnRUidbE9y9ssG66xDSnFCzWGmSs6lBYR0kUWSXwSt5CBI5Y5sqbjkupMXml0b5Iq4WH1/Mp0FB2R3MOe68VRLwEGNLjxrbZGkLm6QZ1vCMAhJqTqC4Mw0JeGP/Px3yS3033TUkLo6hUCmwJtxOrKZ83TZgzMwj09bFrU8ylvW6G88vuKmM7AS933nCE/U4G4+2dkTm+RGTHQPdgcXQH+letxwN3j64488nze4ouDLZU2Fjzg08M9PYxn5Kzh9k9ni/E0L5qPQefYnmMHZnLfKrNjeuFLAJKRroHPrWsgxvS2X1TzOUbdrvj14FyRZflSFK50NbWgeHhYyes41098Ck1zZmpEgDjih4V4ZZ25NKzyGcSMOMzMLoqDLx6IXMRAp/UjhAwkfWk2fNFwsd8eqxJ7igeW1Dboyyk7O6Gm25EOp3Gl7/2Xbzy9W/B+U95BjIZvqCRyR6ZZj/wwE5htv0B/PSnVzMJ2Q03XIdEYhb/8R+fZxPMC1/4EnzsY5/GD3/4U8TjcezYcR82btyMXC7H/r569RrvH5l+33LLjXxfJH7kX2PO0/HOFiCLP0hPLinxMoiZtNygbUiTUWIi0XmghTYxj+jYCvkck70Nrl5d99jmCym5UwzOVpMGsh745Dsh5FX1wx9+n4FQBDxR3HjjdczzSkYjyR2FJSoPWkPwqYSoGOhMYSC48mbjczvdUTBfJSH1WmnpnSe7c/k5GZ/IwApqyCrEZAN6w5UJ49ynrsfWk9uh6/y8ZDKVhWVscxcUQ2UTjT2VYxJTKb1r1O2u2fbUnudTA9Pr5Xk+NQcCyfPOPACC1ZMVtZJfiPnEPhvSERaVscXK7jJFIZXSHValonBKfFIvOGpTbe/rye6oAkUAFCWT0bZO9KzejI6+tWwMmU3y5KYR86nS6a65imSH59mgegkp0c2JNSkXg5onu5u7ML1++GZcM/QXXHv8Jv7Z+yaYXwoBidGnrmWd+6ha6u+U5yqlpjpQNQpbMJ8kWOaZdj6Esrv0bbegPDaK9O23LWs7nO7vQgvw89HX34eQuD/90jsqGkhqvhHii/VwS68wJAXCQeH/VGfhcc3wTJXJuIzMPXfDLfDrnLESMNpjaDVdGCSJVlSUREfP5bCfmOm4kN2ZDxH4JKUoFMWjQyu2XTnmEfPJFB5vDHwSz0WpzMfCzp4IA58U1ama640wB4TJ94kW//Mxn0rS3zKXxXU//ypu+c138cDNXLK+dMPxKDM6rmU+mWXbk20uRnbHJPOy011P1GM+Udg1sjspuaNzQL5smpSb1EjvGnk+yfNCnk+OAJ+oYJq9j0vuYmc/Yc7+1ZOQG7190NraWRGteIQvuGvZt1J6tyZsYGpiiWMKFc7EvCLnm7FvfZ0Z4ZdGhqsYUc0YjstjIBCAOmhJsKm1pduT3bm0gG1g9k5MEZrbXddENEosmaDnSUWAimQ9RVuCjPXCFBEDrZ5Zs7z3dcHeIObTSgZ5e0rZH/3ul0E9HCEZi7IpTi2Q6JePFwohJGmeFJ1v/Z+n8BbrIq0xDNMz/q8NGuc95pNBgI/DmE+ZIAdWNZHnJuxO6O18DCp7vk+h5mV3unhOLQfX/nYvkwiv29SJk88cmPMZuhd0ledXhft+hn4CaIVXYUmcl+UGZ0Yu3OlOhhxLF+p4ZxEILH4nz6dyjhcj8qU+jz3VEs0xD6uSKFh6srsmOpd7huNRbrvgAWixNVBbBRvZYz7NBZ8Yc9sbC+eajp8I2R0DkkVhX4Jm7LvGiBXJbg72Q6prIq280FI2FOT37Vtw+xJkI9auRuCTT94/XyREzv44+PR4POKC6H8U3V3drEJ3643XYmZqAvfefQczEPcP+uTp9MUvfo75N5EBN4FOExMTrKsd6WmJ8fT5z38GBw/ux+joCH7zm6sZSLJ9+0nMvJvMyD/xiY8wnyLySvra1/4Dv//9b7F+Pafwh0Wl8NCRQ15yp4huZC7Rn32m42TmateRNZ566mk4dOgg/vznP2BsbJQxs6iL33KDHvrLP/MxHD10APfcfScuu+wLeMELXoT+/gF2bBs2bcFXPvuJhsfWDPik6gZbcGfEYofDItWyO/La+slPfohbb72ZneOvfOXL2LPnQbz5zX9XOTee2fjcTnfS84mowPI1v/k5ye5aI/w6WDp1e7JXHHyKNWA+Vfs+razpuMd8El5E5PlkDvLBeF0s5PlfyMnrSc/iCYNpavjDr/ajKIGMgIbAej6JEfvJ7/sk284u2/PpYTQcl+BTIBSpYgPSfSJld13BQOXeqZNAUuIdFjLZsku4cfOAUUZIYmK66iUJVoFfu6JrLMgea2Q4Lv2e2noGWeWJrvH2J/AunaNjexu25yYgmxb79H4y+28mWoXhpKNUut9I9gH73bI9UKoeIDmW44nvWHYC5kgapT38uYk8aY3nJ1BhJKlQLGPZvk+WYD7pPuaTvwveQxGlkZGqxH9ZZuPkA6LYTBbb3t6JVpGw+U3HC9kUNE3IB8I8GYy2dsEs8+c3HHTrMp+4yXiWJTYvESbjFCRXmvzJj6BH+LaI+RTobGGjeIsYz1LCc255vk85Jrtj3/kQyO5IgkJSFBkEEJIsfEW27ZPdlQQg2x7QPdkdmY0TqBMMGWjvigCKZBwHOEAeEeBTKMMkjsSYrW1YIUEWm4znFRXHDu5EYpIXpI7svsPzuGs2uPSxWGE+CdldJBZg/i2SVawKptVimE/MSJZACVXxFhlGuxgraphPEnwKRPhcpWqROUa7FLLbEc1xJN3YufMeNq7FxH2b12ksF2NfyUZ+/z5PclcblbmsMm7RdYgI9lMj6Z0mwaeQgWQ8zxiIiw0517BusJSbmCZKx44ylhaxJv3Mp4Vkd7wbtWAqaMEq5lN3NzfwJ/+nMiwGTNULmkeosQ9FS7vBCht+HyMJdJPfk4y+wRYf+CRlaMLPZYVtDvJZKkhU5t64YHs/XCE9SSX7qGIe7wOfSnw8y+aCrC+MXUhCdZUq5pT0fKKQvk/EfJIg8Jzv9X8uEIKdTjOgNB3k21i3ltgoLspuCGasrcrjzuuONy/zqVp2t3vHGDvXVPB4xoXbGkr1tRwfFyzNQsicRqsAmSdGV4b9REbjtG/UlTEQWrhwxthYrFDqwiw19hL057dkJK7YPLdylFUeeyoaLbBzKqV3QU1rivnEckofY51YWC4dg2owE3TqOM22I+aferI79lkvf8k+NOCTuPfoXvabgKdmONveFfeR3F/P94mZji/s+0RselkI08R80Az4lJRjDAOfHlt+TxSPg0+P5BAmRU++4AJm5H3FN7+C97/tYnzvm1/Bi1/8Upx55tnYu3cPe+v73/8hnHPOefjUpz6Giy56Jb73vW/hXe/6J2aCTdUM6oJH1OJ//ud/wBvf+DomzyNDcmJH0SLgssu+ie3bT8bHP/5hvPnNf4OdO3fgM5/5Is4551y2/Q1rNuL8c87HJz/9UQZcsd2jBbDUnfkGrnQpU3VjSUYE7Qt5V1122Rfxlre8noFkr33t65d9mrZuOwnrN23Bpz74Htbh74ILnox/+ZcPs7/Rsf3bF76CjVu2498/+dG6xzZfUBLFjtUwcMklH8AnLv13liTLtMEvu3vxi1+GN73pb1mHv7e85SIG9H31q9/C2rXrvffYQsan1oBPJBUUVlCe/lyynuT8SCBbZ4vwF9FDSAtjxhWV3bU3XsR7He9WnPkkPJ8E+EQJoDnIv+uUjrlsBMXh3182QyyJ/OOvHvSAu9AWUbU4mkRnWxcDWGlSKOUy88rummc+nQDZXZOeT43MxkkyRkwPums6gmIBTedDnBO/ASxNwCF6WTyTi/F9ktK0qKZ6jJNyjl+LEgJNM3EIqPZo/RHDA5/aeyr089VbzkC0tRO54mxD5pNkPVEjBZk0LxSxMH+2LMeoApxk5EyrsogTfhH+mMzx78ym08jfwhfJge3dMNZWpDRScqeqESjlyLLBp3qyu4eS+cSktqMcfDJ9LJulBPN7EpK7zs5uBqK2ioQt5WM+ERhuBPjApwX4WECsuHJJSAqEdNIPPpGfmzQZP7+vHQPCZJx1uP3RD6DYBvPbsVwTBSeDSB+vrseK/HpNiUrkUiIiZLCM+dQhDcdPPPjE2pKTB4quQ2trY891aQXYxBR2gSftplNCXoA1rQbJ7gqe7K5TMIA488mukiEEJPgUzCIa5eeklv1EjFSyjmTfpxmwTAvRti4m/ybvtyO7Fse0k0wmuq/ISJZYThTEeqKFpjQdh7t48MkWizWtKwxFU3Ho0AHMWoIBWiMrkn5P0vhaFYbCfuYT3a9ysdhqaNizZxceeOA+7NnzACIiwciRtYEAYgqHj7JrHVi1GoG+/qbAJ4rwVg4+SeCqNtJBjTE/W3UNbbqKmcnFjysVJqteAQjEHFMaGqpm4JoO6wbVcFu+wqWikuF4xfOpq7vLY60R+6kW9PNHMMqld61tBhFqpHQAAQAASURBVAM2KoboRpXfk4zewVaUxT5L4NUQC1IpDVupqG2wMPMw+z5VZHdkVeGbn+swn/L5ILu2VnrCMx2vZj71VBWMCHwq5MpeJ2d/VM4rMWIMPp7R+M8k1kD/2m50xAQrOVDLfBLd8ZryfOJzzOhRPiafdf4aBkjXC7eUgzLNn187FIA9tg8DohvhxOjy/BtllDy/pwEoNd6v83W8W0h6J8FTAp4cMwVdy7ClmRFZC81oY0CRqrqIhAusELQY5hO7J6T3b8RAWUjuyLOKpGuqAJ8qhuP1rUwk88kPxEvwicbjRj6Oy5bc+VhPVNTPMRsJmndqmE8xUcA21IZjZn3mE4FPIucoWhVAvgnD8fBjkPn0mPR8erQE82gh9pPi4B1vfxf+7h3/iJmSyVgcveEg/uZv3lBVef3Qhz7acFvr129gAFSjaG9vxyWXfKLu32gyMjQdl37sC9A6w0xa4u0jJUdlG/09/bjllntg2iYmcpMIiwrjtX/+XxgC2ScQjCSB9K9ekEyKtlHbgU529pPxy1/+turvb3zL2zFVLOONb32X19Wo6tja2vGu/3cJkwzUeis0+g7v2H3g09e/fgWrNOfHeFWTjrC2cvLGN/4t+9coKp5PRsNOd3KbEnzys1zCgm1mGyHEJyfR3oTXzUJBHhuFbHJezye/yXVJLNZWXHYnhqOSriAd4se8VbMbMkFaO7oRCGpMi0+dS17z5nOg98eYrptJ70Yy6O0dwOjocWQStOgJzTUcF2bGcO05ZrAn3HB8icwnCT6REXV2+i5MBbnBPgFPung2ZeWSVaJ91R5W/aFtWBZKhsHAp9ZAc9NATuwmPWFyeaCIpJO64BHjx0C1D0nDJIb1vOYyRgk+dfRU6Odkxr/1nGdi/41/5scjOhv5n7eK31PzJqDMEssCSmblnGSF9IX/bkONyEVc9cKUxrZ4MQHFVfC88VMZaEga//ATqqn7kvlESZZbVuFEUrBFl6DFBrUylgtWTXjFSJP9h8rziRaSchy0sxnY2SxrvrCUIHmJZvDzKtlqbaKq7DcdJ38gyQCVySoxnyT4ZAgTZmKDyu52Pzk07pmMP8dnMp6+9Rbk7t+JUN929v8sSe4CIYS621HGKCLiuZp1tDn32JJkd+s2PXTgk/B7Mnp7YfT0suMk36fwZt5hbTlRzvBx3lZtZARbksnuBPO5bOroEKaq5JsiZXdybtMC7QAVFFQbnV3dSGYnWMe7zv5KZyk61yG4yEGBrRvQgxE859XvZJ5vd/3pKhzceTO2nfMsqKI6vxi/J/J2YueGGLFCLh2JcuDBsRYPPlnCbFzviSKRiOOmm65jzWCegZPZmEbjOI3pXFLDc4SgAJ9kNyvJGvMzLnWStGsqs0egyGTS6OwTzCdDgSMkvIUHeRW+5Zy5krv5wSd+35PxOBXTVJ/XJcVMnJqoWFgdMti/6YkMBtfyBVizUcuyLY9XOrgVjwkpKD3PlBdaDpuftAatyCuSZQVwNdg5Yj7x13p6utizRs89mY5b83SVkr5PxHxKxaPepEX7KMGfFjH2SObTHrG4tgWYphuhE8J8qgWf4ksA/OoFycKIueYH1RbDfCK5LMtHBE5UT3aXL4QRoLkxVIIBjTHQymIhLQ3HK4AkeSyaDIckFmKspTo/l+dVD3Bw2BIF1UyAs3R613RjemQas5ky0kqEm45PSObTwtem4vkU4kWIiWmEusYQbVvX8DPm4bug5oWnWNhg4FP/6lOxf/ckJoZXhvm0GMmdDAKfyrmR+cEnkd+S5K6Y4c9dKtWK1tW8WQnbRn6M+T5J5pPn+bRA0xiPrR7W2RqwYjbOGYZaK78eJdEsoCHzqY7sjoqHrDtpPsfYT729c8H1pYZbx+8pn55lsl2i8MnsW+5vuEXI5g0V1kQc5vQ0jJ6eBcEn8uSlXFtt4T51ZDquDtRvUmA5jlfMfayCT48znx4lvk80cEqJ1yKUMisT/i+sycsVUbZ0LZft42wp6VUyZdiLkOMsbfdkJ776f5fnbRGWNOL9LlyrAj6xn5oGV/6+yP1k0joJKNV4PtUzG5eyOm5Ozl8zxGuWHkIyvnDni2ZCtsAmOVdtFzV/BDzZ3UqDT7LbncE067nuIMt9ulNxJD/2YZRG+UQtQ8qNQtEOPO/lJ7Nzs2/XBHbceZxPsBs7POmd9H1Kiq5oJR/VncLfeGA+6Z00IF1R5pMAfZYKPqXGb0B66jYMDd/M/t9V5fdUXYmWISuZBD4txveJQJCcwz+r+T6jCTC1jACscnP3RSWJMdhDlJwe8czG/bHx1PMhOiwzP5Ha87QU8Clo8OMu+C51leyOwCfP86k6qZ0qzLCE5WmZk7Gp1E/rIkSfvo6xIKqOTzCftEAMqsmfGXOJ4JO811nFUiwuH2rPJ+nZImOp0juqfJO5rmQ+dYkKuWQ++WV3WWI+CfBJskZofDJNPhAqTs4bO2zHxU8PT+BQOs8KMxdvHvBMxkmSNv3fV7HfW858Mt+2nUCsowdqQGfPs1HgC4pisAVjw4eXKbureD7Z6VSlYcUJCk+C0tuH0PoN1Yv9ZYYljGMR1JESvnTtvm53JLsjs3FZNInERGMDwYZg/h4mZ+vFxMIkU8N8OrjzJtgZ/pqlBRDt6GVdxdZuOxvBSAsriowc3Lk0vyfBRvIzHCTzyTZFtb9YrJK2N9vpjprAUKQzGZhijUUMHXYc5QQfOxQNRogXc1Rhmu9nPnl+TwGNnStptkv3UFTkA3mN6iKC+bTnAPsZO/ucuvvnNc+omccCAwPQWloZgFyq4wk2PZHFpGD9dRjaknyfav0Fy+McfOO/j8MpktRH8eYjOT/N6/ekBZjHTAElJrOj7ortHW2IxfiCjl4n2V0jr0EC/ogPHAioiAlZCz3vtHCWzCe/7I7ko4bXQt48ocynlBjr+la1esynxXgmNoo/Xv0gfnrFXXPArUUxnyRjw1Cr5jZLzGH5fAhBMs7vb/ExnyrnRw2FoNE1ErI72RslV4elJv2eDAnyxWeY2XhJi7Cuut39LegRhYSUI5j3U7WeT42vDcnC2D5pIQ466zPQgnmMTzUe580Dt0ATrE9iPpkT+zzfJ+p6JxsaLSc8r6RI853dmmM+SbNxxQOfZmbbPdmglN61xHIe80n6oZL3ZXNm44Eaw3QOPhHzifIj07XmZz6JsbA2fzlR0rt6ZuPJMe6FFbBEPqEoHogkZXdWlJ+zhdhPfsNx9j3iXDvzSO+SYj5VXYfl0JHI4+DT4/EIC8Z8EsZ8EoCQYMtDDj6RhrgW4ZFgCXV9sgooWiVoNbCMJZKnE7Z74qff/NsfSz5vBBSJwZxkDV6IQYoGjkXtJ/k9CW0d+XnZNBmKhTh1gKLQfdVAP/NJnndNnEvbCCMzO9fA9UR0upMhQY9y4cQxn0yf5G7N/l1s8Zb4y5/qLsiJAbJmQyczIae4/24+GQY2CdnLeAa97fyYZkXCQpOzP8ljHkNqYEHpXcXzSX/Yut2V8gJ8isQYSyuf4pNi0ub3Y4daScI8z4aaTkCykhmyFye7s8spFFyRqPto0ZrwMKPINgk+STo+LUTI24fATLoOrV3V1S4yIN14xpNQdgoe+8nbH9tGPM7v/+7u5tl/msq3kc3b3n3gB+C455OU3VWzIibz01hV6sSzU6ez/0+f5EKrU2GWdHIOPgnZXWFpLBg672xbBq9c8t8fXvBpqdK7VKIAx3agGqUq5pP0fEr5krVMcgq6IY5XgE/s+JVQNfhULuGXQ5PYm8wxBskbtwxiXUvYkwtOXPl9OMUiQpu3wOjiiX6GwCchL6aE1LULrN0xjcs79u9eNviktVAHMU1IU1a2Q1Ijs/FAbx+C6/g4WFqhjneWQGitSJgVBShaA1pd2R1FRHS/ct1KWqnZnK0XiihVhQ7KZ+6/+X9x33W/hG4WKrI7AdaRBGfzGU9hv++/74amF+bkm0RBHhrS5Jh8qbx9FAuncrGyvWZkHiQTo0q27HTnXyDlw2aV9M6T3IX7PElNPeaTBz7pOlv8073DzlE2i4hgmpmKAlOcT7dQhtHXx2R3i2E+Mbnh1q0NF1IEPqVF/kHSu+nxxXvJVeYbwXyaqDCf6DkoHjtWNR/N5/vkSL8ntdrvSXWD7FgkyzCPMhQqSjSQtxCL2QUHDSLiNpXf78nufMwnihh5l/mYXBLgOFHMJzK9JjuMcslGtoF/VbNBjKfJ4cPQ3SOYGm9eHkbgq8w1GfOpjuSOFU59huMhK4/g5jXQhRy3lKmeK8n3SdoJRCICSK3j+ySBI09CNxv3/J7awiYMQ0P3Gj5Wp1yR183Oss6NzTGfKobjJJlTdb4P8ZlKh1B/2IkxOFOHoZoOzwtVBbZiolWZRTCkszx9KbLUqn1yTJiFySUwnxbueFcWeR1jPqUF+BTv8Jhwuji3sWiegU90XZtlPrm5inyN5Ixkfs6+K7LKm0tN4fvXqNtdteyu2v+POt5RrHTHu1rQjGL2MB8Hg0KOSUCZzK8igvlUFiqT/AK+T37DcQrPdHweADghwP6AVWKr1seZT4/HI9Z0nBJpj/nk81F6KEJ+l19uJ0NWRlzLQaLIJ6eo6Cwhw5mnO8NK7l+d3asCpRZbr3Ak60knmqnvURFIt+LrRNfU9nxm45R8uabj0bs98KmK+eTMAZ9UsU+WEUI+09h4cGmd7hYCnyInlPlkQEdOcZFr4wni2qPcqDRz5+2wRXfHKg8c4QGw7VTOfBk+lmDeAlprEFpvhFHHo3Fe0XBFguL6dPFzknZfh7KHwvOJDNL9214M86mQOcyqesSCyWj8ugXSd6OQPjwv80kJ8e+Ui5tmmU9WOYUchNm9WCQxWTBc4jzxbZWak7DIbkfkGyAldy2dvXXbqm8586koOjxJSQ5XQBCSvRAzkK5ta2vFb2mhUASQlS9W7rtq2Z3VcBFHfk9n5jdAg4rd4eM41FE/CfTAJyMGVRESuSV6PpG0km+LV8jldtn+WZQ8Lr8Ku1CUxHmXAPxSmU+JmRxUvcTMTolm39LCr1ubYD5l00WvqkyAuBGoZj75jx1Onj3LB6MDuH82w8b+128ewKbWynuT1/0Vhf37oASD6P+7t3vtj7PWrOdt50Z1WIqNUIGPL8eSqSpTbGJhZOM7F/SEi0YFG6PA90tvb39IpHce86mvDyEBPtHCn5gmyw23yMeGckvMMwfXVRVWOTuH+UQRigivQsFOo9Acfh70gOl5PtmWiTv+8GPsu/uv7LXuds5ssPWAl8BTEPhE3oizE8cQHx9apOwu6i12I7HgHOZToWB5Hh/EflooqKMlXVgas2gRk/SZyWcFmCrNrz1JjZDcVXs+5eaYjRPzyQ9mUQXdzZegi3mqAJFPmS5iZ53TUBbaaNxix71te13TcXre4tMEPol90VQmf11sVy9XdM5Sa2R3imAOyS6MakR2vGu8fdfHfCJPJym50wUjVfqrZd1SXb8tf1g2vz+DYbFwDuuMgSmBnta2aqPftj7+fkUwzyqm1isNPhU8rzQpXV0uqDE5lkKLfjui+n2YOD63s2Gj8JuFE/OpXqMSPtdYjH1WKAYZ84mM7On9FOVkdU5I0jtXSKRDQbsh80mahcu534zHkQlx2V5PF89Vuvv43JdzW2BTAdR1YU5NN3VtKobjYUyNZaBo/D7IZDNVY40M68AtfH/WnO41C7AjATgT+9EvfZ9GlldQ4JJclxVP/fP6QiFZlFaROt7Z8zKfDNhw7BxsW0Wh1OnJjo0wn/dIdkeAJ12TpplPPrPxcmHck1bL7sC0PrSifGzSNZ357daLSv7y8DGfUhNCMihYTn6JoASfTLI8UMByiPnW237PJwqtY2HT8aRgPuklWSx5HHx6PB6xsjun6mI1I70zTZvJHKTp5vKpRXWSHtLY0cuUmDlEhNIQmtPJ7cSCT/JcNEzKlsh88vs9Vb0uFmEEPi0GBLQF+KQTnVwk9grJjqnVu8/zqfJ+Kbtj7lL8/VShZ4l6EIX8ygzS5K9CIdkAjSIgmE+l4soxLugYpd8AMZ+GYhpcRUFrMo7BVQMIrl3HrkPq5hu9z1jlTFX3L5J09PRTUgIMHeRyiMAmvqAxRdc7hZiDwshgbsc7KVdohvm08p5PdAMTeNu84XgU+QRvNBDpOAUZnTOGWt0Upo/8N/LJfXMq0TLk4iAi2iRnRLe6pphPYhFkpvnCq0u0VJbgU7ZJaYKTr2c2Xr8CGIq2ehWrSV8FSpqN9/RUOpo19d2WMJ43NeSECb1fdkfApKXU93yayE+hx+QJ6IHQKCYL9cEnKbsjbwNd4++3hDHxYkMCrXqgtcYzgQ+6ta3bTyTzKXLa6csCn6jSKiV3xHryKo2xAAPdaSilRSGB7sVsnDEC/B4RFHpQeNE4RUz1bka8pZediddu7Mf29sr7SPYz86tfsN97XvM6GB1d3iJVyu4ozDAfE8LCfDQX7cbRvXd728lM3YHZ4//Lnqv5gD5i2lCyTfOBX3p3osGn8lSF+aS3tUHv7ORMk+MrYDouxqRSLOp1umPfKTz/NCPC/JRkBIKi8xW10RShC7aCovHPpGcncdOvv43j++5luc15z78YA32cyWNpvDlE/tBBHPvUJ+CMjGHddu5vtP/eGxYpu4t44FM95lMhW0ZIdPCVbKnm/J4icxZIGQhmplhc15qNs3Mlut3Vk91Rp7vaan8hn0VUFAho3KVC1Xx+TxSKAJ/IsLt2cRoRpuOFw4eqpKDUAIC6rmWUMkqKyQqcMY1MxxfHfvLPN6xBAQGgChA660z2upT7SVleve6l3rYEu1tlZuMV5lMoKLzffMwnCnsexhA1JaHQgzlv/2jBTQAUjS+1ptNdg3yc1UWnYcmumc/UeinhddtrD6O7N7YipuPH9u+DqvBzkZquyB4XCpl/UZGTjWE1zKd02UJeNP6wzCBjNkaDgNHRgUBI+N2kq58hgzreCdldQIJP9ZhPQnbnMcziFeZTdz+/FsQ4igX5Z/PtA94cVJHdzWc4XvF8mhhPQtUr9368xraC7lvzIG9wYGx7KgJhnlfZkaAwHef7Mz6yPNPxsmc2vmpRuQuBVYpK59uBWarfbEjmtrrLz8lsog0tbdE50j0Cnyh/IN8nz3B8AfmxZBApUWOOp50MS2AoAZ+dRW3I+Vw2ZnnowKfKOi6T4ecv1Nk7B3wieT8xbynMoM6YduT7JONQcgg3jNzqrf1qZXdae4X51Gh9mBDMJ73M78/HwafH4xEXcnCigZFp5sXrjtdvrXEQC4SAJ9lueCVkd3X3T5g8Ga6GzmC7L0kXe3uCq/PyXDS6mZfqldUIfHIEIKg4Ntw61ZNGITvdBdxqOioZ1bH9VBVvwcXamooEkjpJePJLKRFQVJRqFsfLl93NBZ/IvDZ95+3s96DwfFpJ2Z2/WxWZVw618YRn3fFD6L/4Teh4zvPY/5PXX+slzZXuXxUzvw1becIydJBLsQLr29l96aRK6G3pZgtUKZOU1SEZvIVtY88nlyZ0sRBbSeYTM2AVj1Qz0juP+RQKo5DiFexQ+8mYFRNZf1svM06fGfoFCuV91R2GRMhqZszm91OqiYUXRb6Uhgm+rVKKJ6IDA3zRaAhmY14ksQtFhZW1MPjE9rWfJwjFeIotXpfq90TjkpSqlUwV2awAn2rYXwW3IsP0Jw8ku+u2+D03bWTY/+tFxXA8Bk3nCavrlup2z1tspzsKGgsqCdziJTKL+v583jOBbTmbL3zLE0sEn6jTnVHt9yTnECl/IWlePpNgHXnY31h3nso9HIzw53wHtiLRxb0mXr6uG6d3VsYCagox/v3vsvE7csqpaHv6M2ELY+KyW2T/JPPJDPDvaREVyHysD0d23e5dd1nhLWWPIzV+fcNj43IgwcjIZqB3cPDb8jFkVjrYYkkkxWQ4ThFax32f6nn7LDZUMUYUhWaJzMb9AEpYeO/I0MV6o1yoPDOaxs+Do2SY/J2Aq6nhg0xS+7SXvxMbTnkiokJqTobjdN7jf/kTSsePIfHH32Pr2c9gfxs9dD9yqfgiZHcR5HL1wCd+L+Xzpgc+NcV8kp3ueiKsYJLNVhagabGIstO8KUIFfOIL5f33Xo/dd1zX0HCcmqD4mVQUuVwOESmNJrlz2WHAYlD4etULWUTxMz5I1jw7eRyBwVVQo1G4pRKKxyqyTDIXZ++LpDCt82Nq0zXmbbOYkICFEjJgJWZZXnR4bRR3Zg+gEFQ95hMxxxZkPgkGMh0Psckk+BSJ8PtNPmfU7Y5tax7wqVjQeRMBg/x+ilBD1Z3uZL4lo0MYBDMPrqmcJwdbSeYTyeOKAnwjL54uAT7Fp5aXV00PP+j9nstML8nvqepahnUGPH3xgaP48VGeaxby/D0tfRxUDojmHOVs9fkxuiqyO0MAPnU9nzzmkzjP8Rlkgpz51Lu+H6lShhlYd7UJ2W5IsFImJ32yuwZ5m0NMLf7dxM+enal+xmqld/bIbrj5JJRgDPraM2B44FMA1vg+9AnfJ2I+LUd5UvFKal5yR8ENw/n8ZxXrW27I3Fa3eQ4yE2/3JHcFqwidmkAoGjTVQThcZAUhyXwqLcCC98vXasc4GVaYX6eAkGM22+1Odi2W86efjbecoLxa5tayiOlQ0yiR6weE1YNkwcrzLNlPylp+jQqi8Om4Dr63+8f4xYHfYO/sgSpvK8mkU1uDcIwyyrFjSBz7C6w6OVpSNDAis3F67qgZ12MtHgefHkXMp8UCKdLEmgCo5QyW1Bqd78tc8Im2WxJJQEQJIWyE2QKYv1/I08iG7gTKBOWm5bmpDfmyu1LMJ/l9jgvHB54sFNTpzlCDUByVGfM5Qh9tigooVf8l2EhVN2EPVSW7M0tFAQEAllphUy0nsvN4Po1/+xuY+O53GAjldbtbUfCJJy2GasBWFIy08kH49HWDrMNE7NzzmFkqMQiy990L17U96YJ/Qb5RgE/Hj8zCMnnXIWMNZ5105gQtWIBXc5lPkunSIInxAUMrynwi2doipHfS88nQ06z9NlGe83ofeXEzv5v1G1+CaOcZLNXKBm9GuevIHOaTBJ+iYmGZafL+zQi2gwEHimOxybK3lwM/qqhUN+sf5RmOR+p3uquNUJfwjVEj2H/PdVXg02L8njjwxI1ry5aKTGYu84lCGqv7JSCUdMQzcbQJGceMnsZUfrrumFKR3UWhhcNQrEBVt6ClyO78zKeH0vepPMoTZVr4hjZuqnS/a9KkubbTnZ/55A8pvSM5SraB5I4i3NKPHc5JuA+8w2PfxAGc4pNVse/5/e8Y+KJGIuh7y1vZcyYp8BlrtgpoL+v8ONqLApwKtyGenEV8nC/QTV+Sn568FYXUwYbHF4u1+sAnyXxaGWl0vWCgoG0zOaQEu4LrufSOxuvlBN3Xmiv8XILhKvAJoqoeE5VqGZomALuSyxbY7DUCX20a4xy0trd4bMZnve6f0b/+JE/OJz2fKDKH+DnO79uL1rZu9K3dxvaHOt8txnA8Lxa7ftmdZD4RK6oCPs0PwNN3WzOVTndpMpL3PfepQtpjPlmlGTY2E2gqWQZ77/4rJo4driO7E55PBsnuasCnQs6TRkvmExmNz8eUqOdfePNvvou//teXkZqdQFiyn3zSu2kh9SpEU3DF3Nuqqzh8vHnmTLXhuM5YhwQ4ZaMabMfCRE+QgaTUJXMxzCelxvOpTcirpezOVEyeR9UBNWSYxNrJ8vHdjsY5oCI73dXx69ODOmxRzJwZSfuYTytnOC6/PxQ2mByqW0j9liO7Y2zRTEVqZy7CY1Au9MnvqYrFFtQxni/Bdl2MFMl7jNjC/FlqX8dBh0CMP0PlfHWhhjyfIGR3upC61WM+VbrdBVmho1BWUNbJbNyB1hvCJ26/FF+4+6to7xENC7RYhfkkAKtG18YvP43PWIDPE5Niemykel+k5G7LBVA0nXm2SeaTW8qhO5iBpimsiyYVSZbf6a55s/FmTcelpYRq8zFpZraDAZx3T+zA/7vp47h9/B6f6Tj3ffKYTwt5Pvlld56vXTX4JIs5ATF3zC+7y1exiWk8lmPySvk+SZ9Q1mhA5Nq540dgE2HCdaELyXdtZz5pOu4O8Hsgv48Xc4czo8gI2fnu+D6f7M5FQM0gOX4jJg/+J7Lb/4Di2vuQTdyBzCRn0/kjIbpDPlY73VE8Dj49wsNjvEj/nyaBFKIVSx8h+l3Kupana5v7J2YyLsCnkCLkSwJ80kQljh55S7x2YmV3K+v55IrkUBGTsgyajNnrrgOnCbNSbz9tGyGVJxoZrQCLJmXV9iRXmujuVC25451wZNJJraHDQkttkfQus7xBmvxNJJhUK7uzkknWLYqiNHLcA5+k7GIlwSfV1XEsqsLSVESKeWx/xtP464aBtmc8k/2euPYvlcU2Y39UBu3uvhibZAlwHTnGF/mBzXwBGBo12QCvOg3AJ0Zlbmw47vk9ia5EKxke+CQ04PNFSZ53m0/80faTEResp86QAU3V0Ln2pYj1nMdeK67ahby7Y+73KfCq6rkmvpciJRK8sMrPBfksSZ8bRVR88k2OMRJ8IoKR9Bubj/lEyQ5FSIvh6N67MDsz6ZnzLg58EotENk4pPtkdPwcyCcvbNJYIlodgF6ZKabSUQ3wsCagoaiaryKYEONRIdkcGt0pZmI4L8/DlMp+qwKca34QTJbkLrl7DpRQkyyiXF83oIW+Z1Cz3fKplPvlNx9OJIrsnPLNxIVeScVDrwp0Ol/KsSR5BR2KUtV2XQaBL/Hf/y37vvfiNTBpC4QiPlayVgBEMe507y5owxbUUdAUFKybWy9lPjgWrxI8z3M6Bkvix/2l4HWMxH/PJ83xaWQlBPcmdQdJTUaRaqY53xWwauiLOh5j/CHwiOZeq8uelTZxbGbYjnmtHZXJ/CtXQoZb4OLH5jDMxuPEUPOei96Ojt7LwkuCTo0uWCR9P6D4jvw3Jfjqy67YFGSgVz6eIt9j1M588z6d8mUklm2E+UcWfgStE8u4MewsjWakvlAqs3Ty9p5QWC8twP8vdLLOMUp4q+Y6PTSl8zXzMJyk1kdKTfDmPiBiamdyZ/J4E83C+8PsX0ryemDzOcsWp4wc86V1+fwV8ksbUxWgavX0Dnun45Hh6UcU6v08Q+T3NCt9GimSrgTyxn44dZQUH9v55ut1J5hMBabbP86mjk58b3hmK7B6o8GnCSTdmn1OxLp0yPfCJwLG07HRXYzbuHYuYB5IT2aZMrZcuuePblswnYmQt1mtLxuiRI1BRAVEVN4XiPOfYH6ZZrmY+CeCYzpVcJNP5nkU7snk+Hndu28h+BlrE3OZYVd5bRleP5/mkiiYfsgFA/W53QWY2LllPbcECDmQOMt8dkrvvD3EwNIVWrwAiOxE2ujYynyM5KjH5pNl4QBTc4qJjJT/mHKyj9/F92fqUCtCjqHB1FQ4B71P70SOYcRM+6R0pFOg5b7aYxNnKyhzgZkXAJ092V4ZlG0ineV5839QD7PWbRm+H4ZmO55jsrhnPJ6bEkIBxyGYdPesxn0xRzDFEcbNeVPL2ubYBckytZYIuNcqpGRRW74DbVrn3ZvbtYj+D1OBIHHMt+BQWzCeng99vhQPc92lPvDJ2HozvZfYX+am/4oLt0zh70wzSEzdycJGGJzPY8FolfMynx8Gnx+MRznxyF8V8smtYCOXl+D5VqEVVLxMbgEzGTUVs2+IMJwk+STkT7bJ5AjveLSy7k/vbfDJFYJ8rtfC1zCe5XXpPk8wROi+GGwAJJ23FRlErQgsU4QRyzCtrrtm47HRXaVstwRpPpmCEkE4sLEWYL+TiPxxt8wwcZfjp+SS1kQs2mmjJNHZFwSdLxYEWnpie0k5ypUrlpJ3AJ01D8fAhFI7tm9P9i4J+33YKr1IcFb5P+kALZ/6UHfS29EAV57RUw9qQCXtti+o5fk8rKbmbAz7N/3wyhmEhC1VTYJWEB0/HKZgRRq/dYuFM56Fj1fMRjHOD2UzuNiRH/1ppGkBAZkhHWEo6mtSiZgVIFRQLp9bWdk/+ALFYLNgVhua8xyIqq9kiJRguY0LQv0ahiAVj1GhjAO6D997E/t/e3unp7ZsJKVFTBABMIAEla7Ja2B8OVDreCRNNmcD6JXfU4a47zCtmk7ka3whi5gnAihmOh3WoHvi0eCDClobjtcwn/aFhPvnBJ0XTGBtxKR3vUrMFQKd26xwYIGZKPeYTtSAnDzpDAPF+gPm+mTSuTfB752xlN7ZYo1XSXcc0MfGfVzA2UOycJ6DlvPO9z3rMJ5ubjcuxowz+/ARdHatCApho6cXx/fehkCGQ12WL4O51r2AePnRtZ4Z+WdfwVbaAp/vKeAhkd36zcRnSdJyuj51fepEgJzpJUqRFgt4WMDxWHw0nHT38GGWUxULVdTUPfFIMFVqRn5eegV489eXvRLS1+nMV2Z1gCAowiu3HrvsxsOEkxsqlRebQ7jsb7jMVbOS9QPeYtBvw+/pI5hMVKQwBdi3k+eRJ7jrDUHTVA4rIb84DHIXpeCktOq4KL5RClr/XMivsb7ngkswn8mnPZPhzPjjIpaR5s1DxfCKZvq0ivHkLFgpvLrOKHnuPYmb8qGc6Xjx0gElTqSgpfYYiXSo6ekX3SV2FWgjivtHmOj9SJ0ApS6fxrjQ2hoQAn6R8hdhPxaEjHvNp3m530nDc0ZF3i3AVzlbt6ubbIia4BA4J9iPPp0ZAmWUWkUmKJi3RWSYLzMzDfPLPyelpkt3NL+1ajtm4BJ+IARVr5fdifIm+T0cevJf/oosuniBWS3PeRLLDJDWBqJZQ6p48iO2b245ckZQNLtrW8/tbzr8mbNjimWfb6uryPJ8gjOFzdYzhPcPxQJD7PQlWTnerjQMJzhak2GnzezGDNtiKVsN8agQ+VfyeJpnZuMiVUvwc580yK+ay/Th8Jz2YULvWQOtex49f1TyTb5Lecd8nzr4bF6bjlKff8Mtv4Dff/ijymYXn97KQ3BnhPqjz+CI1CmkY3pj5JA3HLaTSNM4q7D4fSh/zmDumyB3I94nGaVqVyKJso+eI3ROUJ9FazuVzg2a0o1SuZjiZojhpWCofF8R6YejBO71rzW0DIvNK71YKfMqld8DsPI5CV6UImxjmDMFYuMVbf/hldxSRGAe6y1Rw1nWmvKD5ds/sfqzRVfxNLITXB0uYOfpLFJIPIGg4sGwFgdhmdK55Mbr0NyB87Fx+Tmr8uSzH9cb+x8Gnx+NRw3xSmvR8kpU27//LAZ8ayO6IDWC7DrzOymSc7CXlxNbRvL20TyD4tJDsTr7uLgKA8kw5Cfyr6drg+JhP9D7HZ+DZKGhhFBBGxkktz1qhsu9RyUhedIjwJd1+5hP7Lo/5VERMyB8sPYSEMF4+MX5Pleo5TfbEGJD340pJ7+RiQXU1HBKtuk8TlO6ZQhwHEoegt7Wj5VzO5knffwf7qfv8nmRsPYXrt48dinOfB1VBYCOfzLrMaAV8shfp+eRjPj1c4JNZKrAxoLM7wGSterCLeRLMFPlz1S0WzjKCY9sQHD+Z/Z6eug2zR/+X3YPsOwl8Erds0V2YyUXnMiu7MdrCq6K1jVVKmd5d3P9FBDyDz4bbogRHJLepHF88t3dXm1Y2Yj4FBWg0Kjr50OJvSZ3jBJBDIIHs9keyxS5xDomRUJFiFipm41arp+nvjfDnZTJf4xvhmWgqKI9OsXtKgk+L7XhHLZnl9+tGG5MyPbhjjP18qGR3pRGxmF7NmSqBvv4l+T4xyZ3P76mWQdgqOsQQKyCboE5GEnzi13zXbAa/GuL3y7byXpyr7kLIsKvGkNRNN6A8NsZkun1veHPVd8i2x8xs3MfwLImFCzU7GBRAv9m5FrZVxvgQNx4nmQK1be9e/ypWRafKZnKMd2prBD49FLK78hS/9wK+50CLxWAISWNJtLdfSuRnhcEwTKREokzMp5wAScqmgQ5fpzs/gwKOiqQHPmlQi63zLpgk84kMxylsXYPEWnMP3M+epa1nP539/8COG7wusLUhQSQmU4fm5TwScKIgg3RdApvCS2wh5pM0G9d6+PH6mU/dxAakax7k42K5MFYFPuVEcwa2HZPnDdQtkHKInJT7CtkfyTckIzBvFT12KjGf9AiZDS+crvs73vnBp/jYEAOQ1XAYTrGI0vBxtvCkOqGtWjhj3XbPKLdVgIHX7r6TFRgXCs+/iWwDDA3Tk0dhGip0zcCTX/o2fs5aDcwc2ed5PsGk3Kn+th1H3EeW5knuXMuoAotk4SNPwIZVmVPqM5/435xQCgjaSKcK84JPutjHYqrI5JNsV1aS+SSYV05nCN/dN4Lj2cKyfZ9mRngDkvb+s+ihYx1Fp0c5Q3qhkM/tHNldyM984uBTPh9CUCXZvVbFlrIIfJqpzP1qKOQVcOCW2f7QvEVNkBp5PvmZT909IQ982t6xBZZRhK2X4EJFLtAOO5WCLvLmhswn4bHIwKcRMhvnx9m3YSNCeb6vcQGym/tvrmI9yfCbjtf6PlHsu+daTI8cYgyuqZHGkmwZpfzCfk/lUgG/v/Lfcecff9KY+VSiHHduzlgSY4ahWJic5ECZEyp7UjGK4VLOk91Rs4GykK3S02g2KEZ6ZuNhA2aR31fxeAQ/+dYdXqGB7btY59F8KhsBPHDLb3HXn67C/Tf/Zq7vU03+UgGfVmbetEx+nUx9zGMxZ2Z57tLaPeiN/XNld4LVmkt7dgPJPQ9gJHUcr4yGsc7QoSkKyloELT3n48HhPty6txfB7hcg1n02Ap3dUEsiRyunGItaRqpMcmFSBLnQbFMwOR978Tj49AgPmXDIJKBZ5hP53lAEBFtjqb5PjMlUx3C8bJvegNYebociTMclW4j5D7B9Vaso+SciJBDXSBFFL8s/NXsKPL8nnSbyWsYXqoChhdhP7ByyDl8KLJRRVE2ERaLNtkMt7xp0uqtlPlGlJiKTdSOMVE3HjqWCT7E6fk8lH/PJnJhg+xCQvk8rJL2TlYdCtA0FXWH91DbEwogXZvGFe76Gr+y4Artn9qLj2c9l7ytODM0xG5exflMXW1xQxVsapgY28UmkMxHwZHd5X0LlN2olqUK9kJK4E8J8CjYHPkmz8e4+0W664xR2PeKS+RQyqsEyFwhOb0H74IXs91zyfgz//lKvi41kPpXnMYaUQdKuvDTJF/e6lIeQ9I4mUPYnBBeUgUnWE40liThPxNp9Epx6oQqTYGIItrcPwhJjCjGfliJhC4iOaQQSZMS1jRka+0eRM63KIk4ksMRw6jL5ilhrDaIvKsGn6udPerqoahjDn/kUZn7zM6jm0phPkvVEzBsCSB+4ewQ3/ekg7r7lqA98OnGG4wR2SvCJFq5V4NNkcwsbGeQtoRn1/Z78LABiBWSSUxXZnR7B0UwBPzsywUb5J3S34szSA2ysDwgjW+oyQ957s7/7Lft/18tfAa2lpUoS5LHtrGQV0F4Q3R4DMDBg8+/Mt/JjTE5wlqX0yNCDHeha9zL2e2b6TuSTle6LjcGnxAnzOzRF10E/82mlfJ9KSZ6025rLTIcl+JSe5Qm8bfMOhfUWsdQNq8J80jzZXSPwST53tkrpuAJb09FKtxtV2WdmYE6MY/3J5yEQjDDT8bEju+cFn4hVR74sFDQfyDbjMjwwSviSSPYD33eX+dz4i1R2g053tFDqIoYHXXOtQCISmNZ0lRwln+GLqJ5VmyRGj8njuxnoTRkd3XFmtrI9yaQquKWqbnd6O78HFwU+TVSuP5n4F/MZhLds5f/fvw+jo7wiX4ymcG7/GVBbgmyHDDLcVRXkZizsnF6Y/VTbHW2yxI959dqT0Nm3BoODm9n/j2ZGGBNONqhpxH5ypedTmcAnPt+4TqDqOsqOd2nBqvFLvvxhmiVYZRdKKSJYGxPIiOYDjWR3EnwyVAWZtL3ysjvhFzQeUTCUKeC+mQy6e4Xv0xKYT+n4BFtYEztszZbT2DhFEZ8aX5bhuFqH+VQohBGNVPIgyZYi8MnygRAUeit/NihCYX4eZQfKud3ugijPVDrdqX0BZM0cAqqBd5z+ZqxpXYVChM+H2Rgf79xUpjnPJyWITLrsgU9dW7Yilsl6He/s2VE400PMiFvffEHVNjzfp1iInMLRG+GfS84WMDVyHA/e/gfvvckpzsRtrtNd45xnevggy8uP7rmbPbP+YIx/8nVzHVjiOfNHSXbUhoXJ6TY2T06h+j7YlR7zwCdKDtMzeW991Eh6J72TKBeTfk/j40HGIN17f2X7shBkQGfNfoj1dHTPXew16nAqFROyqOT3wPPndCvFfHIccf4UIDtzL8sTcmV+n7av3eStPxp5PtG4KRmj07vuxckBDSFVQdEO4zvJHP7otKNj9fNQtKnRluLreBeGYgeoksL+b/quVULMpyHHYuc9FHocfHo8Hsnd7jzwib++EINHmo0TpZc24feAWlTQ17g8KfvDn65BgjqZuC4SxQT7U0QPIayHAKEbJjo3328xQYmfzgnyfPr+97+Dv3/Dq9jvkkFUG0xqtIgugVUgWo3kzn/uNfG3er5PIyPDeM5znoLx8TEOLLDxxsVsKYErv/EdvO41f4MXv+x1+MznvoR0NgFF5a1/ve9w6jOfaLCMiKTf1kNNdQCaL7LJ6brMJ7rGVcwnMhm27Yrv0woxn3KCuZUSlYZtRgC2a+I7u36InMkniasPXQNj3TqENm2GQhqFOh447DVdxbrNXVVd77SOMJNLRNygRy+eTafqg08NPJ8cj/m08h0p5DYXMhwn8EnTFbR18Psh2n4K+ymZT5K1w7Ylk3pDQfI//4TytYKdM2jDSierZHeOqns+AY2CKjd5cNDLFdc9GmnBvl0TbKGnSeaTG1yQiSO9PkgOmZxZuNMde6+meiDd1pOfBldcL7lQWyyYE4p2cRNq28asMCgm9kVMgLpkQK5qUnZX8BhO3ZL51BZEn8d8ql5Qe8dPkgNqOT52zOf5tEjwSVTtpMSU/BkohocSHvh6Ij2fqPMQddck2rkEnYx+yXyaXHynO2E2Xuv3JFkINMRZpoVcarZKdnfHVJIB/qd0RPHy9b0M2GP7ImQUlPAmyQ8uk2aywLYnP7Vq25L1VFIKsGFWM59KBc//oa/osBGiAA12qAVw+bnVxYKIItK2DS29fIESP/a/VUmlBJ8IBFFaRJdDYsZmT8w1MgXzyRDG/zJkx7vl+D4VxcIuH1JZQwM6L62Gjoxsgy1YvP6Q3X78nk9+2Z1ZjNeVK5LXmkxELd2AE9RAqoyAwA9zux5gzIhNpz+J/f/AfTfU3ed83uf3lJkruasFnxxLqwKtaM67+ugUvvbgcfxlJO4xNW2SjIpOd8S6SqX4c9nWVgGfMk4BTojOmc2MsomZyvZJMJ9aOvtgBPk9MXboHg/0pkJS2uf3JBk9BbeMsMjXCm4IRlvlHqT9vGnkduybncu0kCxe2y5gdpwz32THtpmxIW8hRabj+44e58fVbqE/2seYwsTqlL5P4Vw7rhn6y4LsJ/+YXkrOIiFujQ1nchbJaU9/Oav6JcNA/Mjeiul4A08irwhUUjzmk64S67qSH0nT8YwAnyTLojaIsWQoIeg5fj2KxRGv61oj5pMq5pqgQgUSIdkrN26bvlTPp5wA4UiCQ56VSzUdP36A2IEErPVicF0PIi2CjScKiwuFZVXAJyo0e0xvAp98hTryfCqUAmjprMy7UnbHmE/xQtU5Mjq7PN+n1ja1bsc7T3ZnBJGZTsDUw0xRMN3Oz9HmtvUMgHrLyRehHOFjUiLCAQpX+OlRrlzPBkLO3WWShik2FOHv17VxC6JiTJ6eGKsYja89HWq4Oq80IoL5FONzuDF7EB1d9LuDu/78X8wGgBQBFLJ5SqMgppIEbuZjPiWmpBG6i/Gjext2vPM3w5BRLIvGMIqGfD6MWEsQx7N8e6d28Wf//iRJ6VVomo1QqITETL7S8a5BLug3Gy/lhf9Wmg/QB3ZPMk9H9nmxFpLMp5GDOxlrn+1vqeAVDiqelfVldzSWy/lkOWErle1nZ3eicPQwikF+rB1rNjWU3YUF+FTIJBERY6Z7+CieIMbSwwcGUU514GDyCGN7yedAgk/kbacGyO+QH6cfKEwKn9agUFo8znx6PB4dhuNNmGe7PqCJKn/0b8nSO0HzuX/P/fjsZ/+N0RTzVh5Fm6i0CjpC/CElLwT+3YIlIhgVqio75Cyv414zUacZn+9vzXcJ9DOf5vg9kfGe+F0TA05tx7ujR4fwvvf9IztXnPUkFklOAd/6zrewe8dOfPLjH8WXPv9pHB8ewb9d+kk4auWK0mcqsjt+Xv1d8ILiOC0jtGzD8Yrsrpr5RBV7O51mskMGwNk2q0IHhe+TZOLIGBsbwc9//iOMjPCEtpkgMCu1dy+DA+NtfNI/KRzCT/b+AqPZccSMKPtHC/9bx+5k7CclKu4rrVryUdv1Tvo++Y3How5/DmbTmUec55OzIPMpxyR3BFCSDwFp/y3HQVIsYvzMJzvPJ20rNcN8ssyhIgPQ6Bmd3HMzSyoDDvcso0j7Kv/1ggyW84yTVpGIHNydxvXX7Ed61vaYTyS7WxB88iUxqZmxBTvdyZBtcvv7tsIVXgnx49wEstmQLCE90OZ5Ds3m8j7mk97Y8yk3jR6zpcJ8ivDnhTreVX2HSKZs4evhlPNQy3xbVim5rE53gUQJr+xrRTRrwrSCJ1x2VxZ+T9Smnfye2O8ChJKsm2YjPpOCqpsNmU80zsVaydA9xwotAfFcqFoER9L8XF7Q287GcQm8GcLItpjNYPaPv2e/d73sFQws84cj/J7IbLwWaJe0e2I+6TkTvcL3K7zliQiLsUYm+zLaB5+FYHQNM0bm/k/CDy0Y8lom50sFJv87Ub5PlA/IZhCB3uqxOySYT6VlMJ/KWX4f58T5oOdDUxUUsvyelOAsBYEgk7mpiuzO1Ri7gy1IyDPDDJObOMtaav0v2LaIaeN1vAsAMR364HaI1ALZXdwsd/OZT2NMcJK5JKb4vekPCSJxs/HSHLPxWtNxm9rFinuAxpHrxmZx7ww/vlsmk0iUTLagpqSBxkw1FmCsNlrsUlGIwG8JPqXLGdhh0egiMuDN1zkxP5PPVbSNPzvF/CxGxofndLqjhRftO32WfI402UUUJGGq+DEeTh3Fzw78Gt954AdVchp+Xfg4XczGGVtHNwJYu/Vs9hrJ8KTpeOHgAUxP8PFw7WDleSA/O+n7FMm3YyI3iXsnObixYKe7kI7jO26DoykIWkC4cz0mx9JoH1iLLpPPT7tv/b0nvfPkerXbk/NwkUYDyUyonu8l8ynn8nPkNACf6BwE1Qg0AT4VMjw/IellWEoAGxSEAqqCmalSJSezlr8YpiIwGYtTJAUQ6wefSJ4sF/LNxvH9O/k+amvQ1hFGaxcHowuZueDEQt3upNk4hWWonik+ASFlmt9DOlp6K10uJVuK+b5aTtV1YA0qBJAliai1He+knJEA0pm4YKQpKRwqjSOkABcqM5gZ+jn6o704tZfLyOIB/v3OTGUsqcdMk3N3Ia94c09Q1xGMxdAuvLziM9OwDvJuZPq26qKFn/nkaC4zorfH96F/dRtC6kHkkmPMkP6851/sgUbz5SNmYRKuazHptgSn5wefgPEhLqesK70rzAUXi6bwuQKdcAUt7SEMpfg9f3bvGVgTG2TdHE0xfseizXW8k7I7RB3PPiCVFkB53mRdpv3Mp4BgPlHjDopghN8AxOaqlt1Vg08kPZa52XKldwT2uSo/H4oSZF576dG7mSSYorWzbx7mE18zlEt56GtX8wJch4ouQ4FlaRgZ7Ud3YRUz2id5KO94VynA0BiutoegeeBTfI7ZuF7m+/a459NjKGiAYEazD9O/hgMU/a0GHakYjvPPNcN8ksATLVTpX2AZ4JO3r4rfZFxU/gIt0CW4JKo4zESAvV8sHoRmnnW8q1P1XImQZ2K+TmSLNR33/HFqwCd/4z+N/G5EVx4JDv74x1fi7W9/E1pbReW7aMO1qSGwi7HpEdxwww34x396L047ZTu2b9+Kf73kA3hg9y7s3f+AV2EkgIl2kw6nIrursKAMcY7JcLxUWHo3Jbq20nC8FnySrKfgqlUwPKnNREV2V8N8OnhwL0viDx7kUpVmgtgKWctFKRRDMWDAcFxkcwdx79T9UBUVbzv1jXjRhuex91IFVj39FKjtooPE8frMi3WbOtm5omqObIdrbOhgFyxm8vOXEoDDXM+nRt3urGV7PtE1vf32m7Bv34NLk93ls+juC3qSOwrqdEe3I1WtJGuHTDtn/4fLj5xSFsFt2/DTF3UjneXHkJ54kC0S6P4NCr+jWclmmI/55PJkRbfLLDkYOsATg8S0WSW7cxaS3TH5KbH2HEbJ1nSjruSzNuSCpZDJsw40RDvfd+fvcdtv/7Np/zFLyO7IL0yyVBJ50Tbe0D35T7ZKdldA0SqiXCgiLKSHJE+RzKfZYpJJkGVIGrkzy8+D65hQymKccEqejG+xne7oWW01bQRVFevDBmamBHPNzJ4wUL8iuatIBDzwaWa64ou3QNB8lMslPZlmbaIng2QwmsLPW1CAHrNOlIGBJIFZS9IHlnzzxFBX+XnPHD4EJ59HYNXqKpNxGRIITJaExNjHfPI8HyhZzpSxOir2bXA7wkJeomjV1XBi9XatfxVjZZmFCSRG/yReV3zSu6wnvTMTKw8+kT8KnX9KivXO6oVMcN067xpRe/vFBt1Plngu8uK5I8kdRVkUHYwQT6op8f7azu+yduiyYMIWsS43mSfmE/GOtfICvk+e6bgBhDUEnvAKBDt1j6XjkNy8pR1rtp7FXtt/71z2U16wGKmSLOU90Vh1Ew32dwE+mUVZ0LFx92QC147xMa3N0FlHW2I/eX5P3RwUkpI7arhA3lISfCqUizAjs3M6QOXTs95ixgjyxTOx+g4d3lOn010H22ZEyjAKqcq4KjqysmNPHOLXwjFx3TD3qpEhx61Chi92OvvWonsV70w2Mz6E4Np1zI/HJs+bFD8PZ23Zxo6XJGCl1oDHfDJKYWimgd8P/QX2PLmb1+kubOD4YQ5U9eit+P0vd+PXP96BxEwOG7o3MfbT5MxxWOK59Ri6DTyfnDw88ImYtv6QDLGSIt5bw6hh2ydpUrmMoBqCludsGbs0DlVxBNOyAVNezMkEPk1P0NihrJjpODF/CICijqk5sdAngIf2h4rE5MFDkq6mt5eeRWZ2lDcA6N/Gjqmrn99/1JGsmbmhivkkr2VQQ1rkBwHFRRf4PWrGyBy9Mn57nk+i6ZDf98no6vaYT9GYW5/55HXaCyJZ4tvqCOVwMHEEA5oG3TVRTB9mx/GkLafyzyjtTJ5bmpqAJpsU1Lk2cq7NpB0oQnLX2iY8QHv62P1YtEzkiakaamHMp9qg50kPdHim49b4frS3lxHW+PN75jNegYH1JzGSAHWBlg0G6kVJSO6CkVXzrlX84NPE0b2eCmJux7u54GJJnE+nzJ+XWFsQw1n+vRva1uKMHn4OZ8S9R6bjcR/4VFoAfLLJN42uYz4EyzKwaTvfl/0PTFQxf0h2Z85mMT16mB3r+Re+ib0+fnQPkxI2kt3JcXAlpHcWrVPpNDsKYl3c/LuoctDf0ALQyGdM5DC1OUkgGPYYo8ViHsr6NTDP4XnQyGgfLFtHZ54/Zw/G9yEYrGY+UWgdIY/5VM5UgELJJlSFdcljFXxaeR3JIzxoEPsOM/lbOQ33YmNdLIR3bF9dNQAReEEdeRxDheqjA0vm07Fjx/C5L30Zu3Y9gEKxwFqMv/pVr8VFF73BS6Ivv/yLuO22W5DJZLB61Vpc9DdvxgtffCGMgI6x8SP4/n9+FQcO7mGT32mnnY53v/u92LRps5csf+MbX8HNN1/PKiHbtp2Ef/iH92Drhq3YsWsH3vexf2bve91rX453vO+f8JznPx8tkhdPg+T0BF77Ny/HJz/6Ufz3L3+Bw0eG0NXVjYsvfgNe+PynMmzqs5/9JKYnp/D1r1/hfe4zn/kkk6bRa/TzNa95KT75yc/gqqt+iGPHjmLDhk34+Mc/jeuv/yt+9aufs8HiOc95Pt7//g/yCqHYzq+u+gH+/JtfwDQtPOUpT8N73/v/mCmyPLZvffU/cMetNzF67nZxbNu3n+xJ93bsuJclkrfffhte8IIX4R9e/bo54NM//uM72Pd95PNfZQAHq7ATIESdY8plaKEQbrrpBnzogx9DZ1cn3vOev4dDnjytQMnNY+9+TqE976wnAIIOumb1KnR3dWHv3l04//zzENJDvk530jeLB0fXMzDE38lwnAZvOiZaxC82aBIgzT19R7StegFTkuDTug1wCnnGgiDfp2BYDKY+zyfWyll0XpqZoeqOO+/kKhdGM/9zNUqnnYVMC5/ANmRt3Fi+lVaCeM2Wl2JLx0ZsbFuHG0duZYbPfx65EU/ojLIaXO7u+9F13ivmfA/JTAfXtmP0WJKxn844bzUDW/TVrWgpiLbSllm1j6q6gOH4CjCfxsdHGTBH37lmzTovefYMxxeU3SXQ1m5Ug081ne5St9yM6Z/9F0Jdp4AKX8aqPuw/vxvxg/+D8TJA9ULNSbEqPkXYcUGpYoKZCK9agPnEDXR1q4RwNIZpUb01S1oV84nMdJuRaJRdnqS2dQ2w+3yhkL5P6SRP7kIE/KoqRg7dzyr6573gDehfx6v69YJVrgXziQzHCSSYnBxHhlWqAgy8q4BPfsPxIpPWSbNxJWowBlnMjSKih5G3CpguzGBVbKCKieQWbGhtbcwY1S0UWdtd1yD/kSQCOgdwFtPprliwEBKLoG5Dx+HhEtb20nFZjCmgkPT5BHa6k0HHpARDTI5nTk8hMDDXLN7fWZGCzKel2fh8JvGt7WHMDAtwgxmO2zhWoqTOwrpYGLq4T0LRHriFvdA1njjmhP9U98tfWdeUWXa6I7PxQCjiSYfZMQpJADGfnGwZq6JB3DsDJNQANE1hc+X40SFsPK36OImN1rXuFZg+fBXzkghG1yLaeRoD1yhpzmbTiLa3o3T8GGORniizcTIXp2OWRRXGDItEmQ8UdbyjjqXRU/iCo9ko5tLQBEs0z0BAm3W6o+tqCil0KNLC/v+7I39m/ye5pIz2zhimx7NMetc2KKSqxRbYodmG4FNEzORkOu5EgtD6tiC46WRoex+AXbKR27MHLWefg21nP5N5hwzvvw9nPPWlCMf4HF/NfIoiM9VYdhcWY0mp6LDFc9KI4n+HOVjztP4OnN4Zw9f3DGPnbAZnF3QQ703vlX5PiSrPO2q4QCycXC4HK5xgT2gg6AefKswnVa3c2zMEOHUSyUtFWsjApeQkEoggV8gx0J81NVFUFN3K833Q1wWM5sZnr30aYwiz8yzGLVmU6hpYj+5BLsNMTA4z24HQ5i2Y3n8cqquzhifrBwdw62QSfxieYQuCrYMBrJ8F3HQBHaVeTBVGcffkDpw/8IR5mU+2ZmEmzfOAtvbNeECYZ0+OZ9C/aTs6btjNuuDFZ4+jG/3eXDBne4Lx5WZdz/OpVTCja2V3pgSf0nNZSVTcoNJkQI2wRaDihOCqRbS1ZdDqkzHWhpyTCXzKpsrojQUZQ4exdObpyrqYTneGuJ9ksYOiqzeKiZE04pNZdAlz+4Vi9BBnBVpuN/pXc5ZO7yq+SFaRYWCPHyxayPPJAxLJbFzIg1o1C512EnG3A+UWnUm55ng+EcsELu94J3w29e5uuMc4mBGJ0E/NYyTKkKCRpulIKYLh2+WgaBfRIzoa0hxHeW7n2rXQMAwbBvJGC/LH9sNYHWWMtPmYT+mkA1Xj90eb6EIaWbMWkaH9yMeiSKgxtG4+lzWVqBfUmY6APLslCn00jsn9v4WiODCdPqzZei7rzEwsmlR8nEnvJGumNkpZzkAKRhv7PZGiQAJYJOcjqVp87Ch6VnPT62rwqZZ1nfc69xaydP+UgbDJ2DlRPYKecDcDn3439GccLWYwQCy2aB5HjxURkJ6yooAw51xKNr0RZxYiqVQLevpjeMKT1+HwvmkcOzyLQr7sk90Zng/bwIaTWW7W0bcWicnjrJPs4Nq2hsxtGgfHx0eWDT6ZYuxVrDBivecgM3MrtDYH4aiGcLC70mlbVT0Q1R90HclPjboYjg92Y+0qPkeEO8+huwpOwgDWKQx8Whd4ShXziyJ4Ujdyt/J7ujQ5hrKSYB608rlSC49t8OkxyXxauL/TwxdOTZc6SuBL5RI+/ql/Y2DKV7/xXXzpih/j/Kc9E9/4xuU4eHA/e993v/stHD58EF/84lfwnW/9BGeddR4+/0UO7BDF+D8u/xQ6O7rx7W//AFdc8QP2wF1yyf9jn6Uk8gMfeA/Gxkbx+c9fjiuu+CFOOeU0vOtdb8WBA/tw6vZT8el//Qx7779f/iVc8LSnoCPUVt1dTlCLvnnFFbj49a/Bj3/0EzzpSU/BZZd9GePjE9CgNM06uuKKb+I97/kXth/Ugvjv//7vMDx8jAFU73znP+DXv/4Fbr31Zm/fZyYn8ODOe3DZZd/A5z//H9i790EmEfQf2+T4GD74qc/jK9/8vnds+/fvY9pi27awc+d96OzsxpVXXoVXv+o1zK+FnX+fhOOzn/0iPvlpYdrMuvkpUAViTosxiq9cdgVOP/UCr6MJ5dRU/S07BczE44wRRQt4+TeKrq5ORv8tiaRL0q4l00kG6yxG3y3fZ4Q9U7zlSO4irZ1s8vcHLVqkhCMgKmlkMhwUVVk/2ySXy3qJf6FQYIn4fEHXZPInP2aMMSsY8MCnLWkbBbWMJw2ci6eu4r4qmqrhlVtezH6/YfgWuNJk+PAoiofqdxdZL3yfjgrfJ4rApk5PdkeG1X49eQVoOHHd7qbEApmO3c9+arbbHaxx5slh2WEYQZ5AzQjwqVMDxr7+FUz+4PtwCgUYPXyhHNywBjeP89bkpU4OLgXaNLiishwRX5lc4HqZ5RQzvaXQrDIckyec9Pi7tuGBTw40j/a9kOwuX041ZTY+B3wS3ba6ewfwnIvezxh7hVwKN/7qG9hx46/rej947c0FY1DTK8wnApooCHiSXbcKxED1PJ84+NQtzcbb+DNIz3493yevFX3eRvsznsVYKXYpx6VHi/R9qjC1WtmiJSqqk2FNRXw4V/F3sU6M6bgEnwI+8Ik1HRAG1/U63pWLefz2ux/Hbb+7sm6nu3qSOxltHRXmk6bxwXEoz+eVTa0VmVe4lY9Hhk71bxeWqiK0YSOiZ3JWzBzQsUGnO2LqyHGAMZ9yZawK83M6mieAGigWbBzexTts1ka4dRNa+7lUY3b4d6wSXc186jxhsjsCligIZKLF62d3DuGqQ+NzfZ98vn3NRnp2kkmVKDJCokDMp2y6BF1IHcPRFsbAOZwaYuzn9WJBZSsOQsLfhUBHZjBNz29+ftPxYC7jye6cWCcD1PS1Z0D0BkBuF2fUdPavRffgRlagOXT/zQ2ZTzlhkEuyu9TMOO7801W48epvsYWEZD4RO8qNdWB09alMSk+g0/NWd2EwGsKZXXx//6qUeWci0dnPbzYug36nbl4ICY8wp9tj3uSz/NpHWjuYeT5Fa0cHrAD/PUDgseuyxY9chEQC/F4vusS25HNSgSoydP5sE0NpvohtD7axnOH645XzoAoQWhYBCHyiez4QisKxLSSnRpj0TnYVi3SqjB1/IMXHLZpd97Tr+P3GCCYu6EVXy5OhKGH8YeivDdlPki2TSHKGRTRvIRXk7Dt5H4TWb0D/dImxTWYTfFxxBAu2NuQ8XDJtJj8kI9/29grI6JfduarFADU7U5rD8pHABt3LxL4zHD5udXSkGvo9+YtMUcH2YwbPonPeSvk9qZ2V7ydPtbzloFt0vFuM6fiIAJ/KziD6VrXCSqUQKnJGtKqYmB5fWHrnB588s3HyZBSS/ha1gC7Fx3yqAz6x44ADi2Sq8m/k7Vfk90wo5NQ3HJegUb6ItLgnM738M+vClWeMwB8tGEJHQJiOB7ugxpNM4tmQ+SQ8n4plA6ouQExRkA6uXev5PiXVGIxt1V3u/BEQvk9OZxeOmgEkZ8fhQkfOOhvTwqOrvZfnV4kGpuPMQzXLPdiCscqz0Yj1RM/s4AZeZBwberBBx7sZzwuYopQ5ClPwSfL8NCGr8zxrXdsaNncPRPvQE+7CtGD8tLaKDqHCA3Qh2Z2FGc/vacPWbnT2RNE70MKKNPt2T3j3UkDRoboqQmoUG0/jXn3rTzrXk955srs6zKdKx7tlMp+ynHWqOlHGOg2G+ZzYNxhiUmB/p7t6xfJITDSmSc3CbtdZvpucDOOcp5yBUFgHqe1jhQ7EiwmYimx+Uq6SMLeczwkOjpFF/pbjyN963JPdGWaRKVukX9RjLR5zzCe6yYh11Kil5EMRJCGYc7MrCgpKGZqrQqcBwOf1UyqV8dIXvRivu/gtCEdbMVks47Vveit+8/OrcPjwIWzZso157pAcZnBwFcyiiote93c477xz0dLCzWqpyn/GaU9AV2cfWtsi+MhHPs6YRSQHuu++e7B79y5cc81fvcH5ne98N3btuh+/vPrn+PC7P+y9HmtrQTgURkgs2Cu7z4/n1a98GZ50wRPZAPmOd7wbV1/9C+zdtx8D/f3zGlf6E4eLLnojzjqL0GXg6U9/Fn7xi5/iAx/4KDOFW7duPb7//SswNHSYMZzoU0YggPd99NPYuoovSogVRZ5LZPo9MTHOju2qq/8ANRJjpqny2H72s6sYA0oOGG996zuZj4NdLLIOOwQ8+SvpdA4Klo1SyfSANzUYhJPPeb5PxFDwD+YUNs3VBWrrXUIwEIBLEyWBDg51fiF/E4PRjyX4VGE+VYMdUlessoqeBkv40pDpeK1sbjl+T36zcUoaywL0osVm4KS1/Hcf+CRZTzKI/TSfGXT27ruQ3/0AA8+KoTDKwShU18WmrI2+gV68dls1o+nkzm04qXMrjiYOeG5nbs5C4tq/eN17/LF+SxduvfYwxkdSKBZMxoYyVrcgtFt0jtR0Bph5YJ5YxLuNZHce82npw+XEEJdKUBw8sBenn342S/aaBZ90jVddbFSulVdBue0m5O7fye5X8rwJRk6BeTSFpJJh3lmGquOpp7wWmQPfgdoZwPTobrSg1wOfMgt4PmVLedbimBYOumVCMsvPOG8Ndt49xKrzClU+FQ25BaQJUmqRzvMkpl0AZQuFGuETdLaQ8WQvJCl53hs+gJ03/g8OP3ArDtx7PSaP7ccFL3wz2roHWEJ0/13DLEEaGBDdWvQYFJX8WvjiMk/Pqcpld+Q7o4o7TIJtlMCSn023xd+v+qrIvZEethAkPygZdjnjgU/RM85krBdnOge1HIETSS4KfPIzn1ITeXSIOYHCyJpQtRhsu8SqhzIhXamg8UwaWvuZTxQERhOjh2S4tRGfOIZCNsWMRqlNMc1XDHzyzMbnZz4R+MRYpYoDx1VwNMfH000tlepgrH0QuXGXgbEGyTd1Hd2vfHXdBNKlpJnausNFzk6hq71SQZaVT2biCoMVA3pdlbF0Cw6Q0aKw8gnMThxDcnqs7r3a1v90lLLDKGWPYuqBbyKU4H5LxHyqdLxbmbbR/jDFmEtm4ySXyls29iZzyJk2k7BR0SBz1x1L8n3KJCYRVoWhM50Mh4NPdB0DAf78akYU1wxx1tNTBp+IJ7c/AX89dA1s1cEDhZ3owEbGfKJud+z90nS8jk8JRWA2DnSvYrI7K8jfSzKYUBuQnwRyD9zvsVW3nv0MzIwdwaH7b8VJ5z2P+RpRFHyV5HxmBpoyi/EDu7HvFl6go7jhl1/HpnMu9lpeH1y9BY5moN8AXrWhz5vXn7uqC7tmMzgeUjEUU3FWd7gu80l2aErPDrGmIYplQCkI36VchhkS0z4TQ6tg8QVXrL0NZkqAJ6KbFUlN5P0bkdI5lBFWLdDyMO/yY6TxhpgMrYEWvGbry/DdXT/CDSO34llrn4aoEan4F4oCA4FPTIo1sB7jQw8y6V3b+kFkgnwhvHpVFysKDgslwKvW9ODgA+PY26rBjOiYQBta3Ncjbx3Hb4bux8s2nsVajPtDMpgmJngxqCNlYixLcyp/ne6DwJO3IWQr6EhbKAaFwXsj5pMwHC+IAqBrEeBRnW+GQtyAnJ7rglNC1Awx4ISkfzIkGyak83vZUPtRxjF0tqcQaNDpzu/5FPaKTfqKdbyT4JPdUr3g9Ps+xZsEn4i5TrImtm/OIAMBxi67lBUO1ZP64DpZzIyPYsO21c17PvmYT/Gi8O8pz6BTrYBPD+YexLHxAAJagJmB8yqUCxM29HieWYewsbmrYjgeYLK3ILJzZHfiWs/mPLPx4ViStKboNYKMvENhlVLMZ6+zxQJZPWWCnejLDiFlZlkrlPmYT6apw1DTbK3ggU9r1iKayWK6vw8JoxtaF89r60UgLGwnghr2Cwl9pOsCJMYjjKk2uKYd7T2rcWzvPQzcrRdkOM0sCRRtXuaTBJ86eldjYOMpOLbvHub7RCxPGVqgDYpK5vAm2670JCxmh2CBH0dBdHScUfg8saGVv07PzOk9p+CB0Vs82R2b+ATpoZ7sjpnQi7ytbE56fk/nCX/Vbaf1se7SB3aNkt6OhUqm3kWgIzrImE8Ua7efjZ03/ZqxnwpC1l1Pdic73qVSjefNO28cwuixBF702tMRFEz+Oee8yO9ZDXysNbJdKGlH0NMfhKU19nuSIRlsB3YdwLYtPP8O3DMM8/QJ5vtFyoq11mbswV2Im8k5sjv2/jbRmdEowVVNFA4lkD4pzJ4ZAp/C4epGCo+leGwyn6h6q6kP2796NxuBQCXXRAEluDVd6QgJvvAFF+Kvf/0zLvuPz+MzH34v3nXxK73PUVx88Ztx6NABvPjFz8EHP/xu/Orqn2DN2rUeCPC3b34n/vd3P8erXv0CfOhD78ONN16PzZu3MgYUsZsosXvVq16M5z73qd4/AmiOHRfJq2+fQ3qw4QOzdt1qzxdDfjdJ4YhuVrHqrvHfchzmXyNjtc9jhACnzs6uqm4EBBp4nXWI1rlqDTo7K23XTz6ZywyOHDnsHdvfXfQKvPllz8UrX/hM79jIGJzvQ3WbY2k2Pl+nO+khReATe71YgmXZzN+Etc8UBuwl10U6nffAI7NU5gZYFJQoUntO00QkGGJdE6rNxuuDTxATNhmOuwKZX0pkG/g9WTMzcIgNo2nMR8XoE8wnJrubazg+PV29CJ0WHezqhVMsYuqnV/HtPflFyLby67Y6Z4GKYxef/loGlviD7rVXbH4RWgQY5yLAFkTZ++6FSYuWOotYAhzoUhEdmG1DUxEW1WtHpU4glf0nA0i2XVaFthsyn9QlMp/oGZ3NCsmXZaFslnH48IFqzyef0WdtWGYGAcEc0YIVIGBadByLJOIsmVr7r59A54UvYj5jFPvyRzyjyY5oH8q0oqYEWLTP9sAnX0ebesGlaeQ1Rq1hySeMFoHAmU9cjZ6+dqap1wX7KbeAKas0mU2Kdr+UtDUTJHdj+1Li1016qlGXnCc853V4ysvezu5NMjH/y1VfwoEdN+LwvincccMQrvvdvjnm3RJ8KgoeLDGfaOEpvWeowxTbX6uICWI+CdkdmY3LqDCfKve7leOLU00Ls2sSOfU0YToeWTLziTyfcrMFVrSQ0RXQT6jpeGl0lA2MGjE1xbmWQWwbinrgE3mQ+P0qKGYmE1CFRI7G8kZBnk+qkhWSO2AaXSg5LvOjGIxWzjtJf02Tj8NBw4YdCSNyEk9wa0Oynsp6ic0/sTpm45R8amIxqOZM9Av205Tb5RnD7rjhasaQnRsKWq0BKKYN2wBi6oE5nk8nRnbHn/1Abx9Gc5WE9wh5otExrV96x7v07BRCGp8L08ToEcwnMqY1DP6cjxcSOJI6xsbq5617JjWT8sbZdIDfA9PTae4FSd6FAnyixZI0aJdBc542zhddtmbAEqxDtaUHobUDzOKN5KulYc74WbX5dCZjI+k3LfhqmU+F1BQK079Hm3E9UlMEPClYvfkMtpiggsuBO38MVyvhwGAIJVpAl/J4etCE4Ss0dQQNPFHIfm4cCMLVVbafFX+mCvjU0dGBlrCUUrQz+aafkRyOkT+U5jUx0FQHSoswKh8/Omd7QTGEFlQLEdHRMe/qVZK7Le0bcXr3yUzuW7RLuH74lqpCiq5zKX1IyMS6BzkoShKeXaEkUiH+/X0RFZOFMpPrkJ/cWX1tuDDt4t0HCli7P4VwxmTWD4axHvfMtuAL9w/hzyMzSAtWDLt+YkxPJEeguC4iWR0zicqcQuATNW6h8ZDYTyUhuTYzc4serKGLNFoX94ljBRDzjbvsOMkbSxoTC7BKynzmgE+iOUkgwOeazo40Wmq2V9fzSeS4li0Y0ysCPvFjLomOW37wqUsynyap6UKleEkdIks7fwfzCDdrljF6eBcboy2nHS0d3TCcMo4Wynjw5LOhiWNO1ORm9UL6Lqm6hniSF4V2pffjupH72O8xJ4luhd/LVljDr0euwY/3/hzf3/0TfOuBK2HxVs7IK0VG45oVRQvyFlNYowFiA+YaMJ/4tUsKBlHMSuCIyfPSmOJUMZ8oujpFESrMx3HZPXN+8EkDDMn04eATzWktQnKdRHhebyxDgE+OQgCCgi7DxZrtT2SvTYxwZlGHZD5N1wefqDghu9w1kvf5wad0GCi0c2CCchr/vMo73s2V3hUzQx7zqSSM30ccPmauF+ATxZk9pyJhU3HHha6ZrKAg87J6zCcGSLrUM6IMxxKdorUedIh8esvJvUyinkhkvHVKzuTXa83gaV4RnaTaA+v5PD165IBnOF577tvbRae5QsGbo/1hmTZ23jWMybFMlbphzvtk8U4Xc8+RJIo5C7quIhotNux0J4M8BikMZQKGYYFST/VoGoX9+zC4ht9HLVl+HSZK03XBJxqPqeDJzsvT25Ft0eGSNN7hDSUeq5K7xyz49EgM6XtCj6EtjP5kJFIpvOf978U11/wWPT09eO5LXoHPfeM/q95z6qmn4+qrr8G/ffJSbNy4Bdff+Ge86U2vxT333MX+/qrXvBbf/c4v8La/+yfmN/O9730bb3zjazA7G2eLY6IxX3nlf1X9u+qqX+JTl3yaf4EPa6plPfmDsTlcYnb5by1pRj53gDct0opzxF0OQrUSsHk9YYi4oFKr5soOStka07CLY/vGd3+Ez3/zSlx+xQ/Zsf3gB8SmusT7DLGP5Pd74FMdHyVJmJMVUoUok/Q7JQhCFx2hDj/ifWXappgge7p7kcqkYbrCI8EhCZSKeHwWvV1dsMkg07E88KmW+SSZOigJw2zy+tAMpOL1pQwLhWc27pOi+BcslCxS0hjo54tNO5WEoUm/jIpp9/Q0XwitXs0nuJmZxuBT4dAB1hKdJCmzneuRbeXfvS1NnSmA9kh9vTwl2ed1c0+fpGvzltHU7e26a+u+f8OWudK7aH/MA59ocShDJuyNpHfL9XxKTE/CJommZWP1MS45II8vVsmXzKcaua0/8ok97BZLp0wEBeBBnQKTGX4MvZs2Yu1HP+4xVGQleleWV/yfuoqbMJvgx6+VBWhl8XuYWBONgs5HzubPnyZAT1oMUOUnHAlg+6n9VdK7+bZVzXzi956fTULHROBkvaDueBRZQaUn5pM/Vm06Dc9/00fQv/4k2LaJHdf/Cjuu/QEUFBkbMZviIKXslCbBJ1N05ZSSO2ncXhBMA2pZTuCSlN2pQnZH0RftrSO749cktHYLSxIJFCHTcgk+yU4xCwUtwCQTj7rzFYV5voxugwBU44SBT7LTXS3riSLQLzvezTX9z4vzTEFMC4qkeC0WbavrrSAj1qJDRR66we/LcYUvFje2hKsk3nReLdGpLGg4sOahrdvivOWc1JyxrigYf5R8UiczCidb8kzHp91O9K4/mzFrpoYP4N6//rx6UWgWUbz+Clg3X4XoEeHBxEyyXdYVTRfyAUv4lK1kSFaa0duLMVFFpjgsOgOG1q5l85I1O8ukOH4gu5Srv0CSkYlXmE8pUdxqZ8ynvMd8ulV0QHvKqvPRFmz12BN9Lb1oE5Ki2XgO8UKCsZ8UKwSFeeu5czrelcfGEBQSC0sLwPTN5fr6MyDwYuRE1zua77ec9XT2+4EdN3CDdMv0Ev+7//gjKM4Ek2sNbjobF775I3jyS9+KZ77mnxgAlcvEkTxNRzGqI+DaWD18P1F555yHJ+UVhGwX04aC+2bSTFpOx0n3X0tLRQZGhSsJPmn5Ds9/SC4YZQXdLzVxxTxXnJ2cI+MLiGtYCqgIK/yY8rYAn5K8oLC1YxNryvGC9c9m/79h5BbkzYJXSNF0Mp7mgBNF1wAHI8kf797pB5AR4FMsM+b5n66OBblnWFsIARfYGDfRfdc03ra+B7D2w3EKzBz7hvEEvrln2PMqkj5BZC3QmrGQauM+ohLgkZ0PQ+vWI1R2EJNdgn2gqQwqAEl2c1aAvTS/RH1SLxnSNzHpCDZRTcc7CRYFBZhJ8ikCkmghGY02lprLOVkVyZ5ZVlfMcFwyn3IildDFuEbntZOZ2hN73qzqCmfu/jPKd/0Sxb9+A+X7/zDH76nsrELfYCuKQ0dw29NehLuf9DyYYm7KJRvnhiSjpE5oiTx/9n6w96fYPcrH7BGL7kt+v3ZoeXYfagQ4Kgq295zD2Oib2jZgTcsqr9nQtM4X+4eOVZiGEnBVbdE90yePJFaglMknZ3g+GcUsM9InDzPFN6+R7yRFzyCf9zOBDrZu0EW6sXdqT0PDcdNW4Yp9JCUIO/bZYbQ7GSiOg7JLxYLG0nXKGVwY7NrEIhpOM7Lob+P3wsRomh2PLKKRCqEsQC1/NCO5Y+dBgE+3ZHbjPw/+HJ39/P3jopAjoxZ8ovNTLiZgSTGT5ULTVUxZHHxc31qZxwmIigRakBT3d0ssB1N25K4DPpEcnf1s59cjlwtj7aaKr10wZDAJnqLyi2EYOuJZfhydLdXFxfUnS+md7KDpePJI79iMgPdsS6apP+ickzE/BXm7NgrbksU7PlbnjxzGxJiYK63jKBYK8zKfDKLd0ri4hl/rXEr4IO7fiwEBPpVnSBEAjBcn58juKtsRxIhYAeZT+XWI0DxCY1Jeget1lHxsxePg0yMkKKHRBMgiwQcZN950IzLZLL56+dfxt295G5745KcjJwZLOZCTafYDD+zEE897Mt72d+/BFd++CqtWrcYNN1yHRGIWX/val2A7Fp75jBfgIx/+JH74w58iHo9jx477sHHjZubTQ4nV6tVrvH9k+n3LbbfMuVPIFHveIBSh6thElzZdY3Inf4yMcGSejmIpSkiiXY+PDKPok4HReaDzuWHDRu/YyKi8f9VqDAyuZsf2k5/8AHfddTsszQYhRXQapVncvMwnYdQkj5BkeYpss1m0GCPKnyZF2g24Qg+8fdtp7Hrt2sc7wtmWguHhMczMxHHmKaex10h6J2V3jTyfyHtAJi22HkI60VxL3drIJKXsrgZ8ElINShbZfkSiXttwNSeYBIL5RFUzur8oTj6ZdwuJx2fm3MMySsN8Ugpt2oxD4zMohlsZKLkl40AVrJNG8YSuLXz7Zgkz53D5TOrmGz3JY630jmJ4KAFbMAlDHeEK+BSvTFoElBKNmf2tRnpH16vS7W5psrtR4VcSK5bRky0z9hN5mY2OHq/4SFkO3AZ6+3yCM5XikyXP8D278z5kQzw5XPusZ1Z5k3mVaDXLQDtZ9Yr0cIlikDrPqAQ+CXNKZ37pF7X6ptBYhVSFa+vYsIVTrjef3AvXIfCJf2fBVuYwG7z9omMUQF7JySPW1s1aFcsg36ojH3gfyuOcFVXr+eTAQd4tViWR/iCJ19Ne8fc465mvYtVF1xxFm/EX6MqUD3zin2MtzVWNd9cSzCeKqCE8E9zK/RDPxdFpxRoyn6by07xi79hwaTyh7Wzhz4IWDkNvp0RaMJ9KFSBAxs/2/w8+dceXWLt277wL1hMt2AkctcSC1hGMyg5DQzqlnDDPp3pm47Ud7xZkPh3bzyTjRVGB7J7HbJxtr5DkXT3FNRl1+fs3ts6tDtoF22M+WQRaCpCkkdl4Sna68411ftq9Krqi8Y53kvnUibaeLbjgRX/L5pOhB+/A3rv+wrc7O4z81Z+Edeh21n0xsu2FfBIjdrPucGBLMMZWWnZHzUnI7J3C6Omty3xSQ2HPq0/691HMHPk5Jg/8Z91OSTIKyRQ0RQed4YwAk0muTsyngGA+HclOwFANPHftM6vYE6FgGO+64I1wFQeqo+Gbd/4IRNohzx1dFx5YxWrwKb9nN0KigQU9j/4Evp7vE8XGU89n3YjIEPb+m36DP171ZXlyGDhVtDchZT4f51/4RrR28fs11t6NZ7z63ZjY/lxku9ZAsS080UkiYBZZlb02jJkCLpjmx/vX0TimZ2e9scc/N/vBJxRavM5rkvlEfk/smgjPJ/KfK4gMQhXzpOzwRBEQIEpRcxFmLSGIBaSxrppDKb6I3dKxyWMxkI9LwSoyAErK7oj5RFI7GbSIpXuY9ml2YhaOEoDqWDCG9+N4ln/H2qhgZgmAvUcAPlraxgvWdCKT+y/AvBWdQR1p08IvjkzCJkBCzK8lp4jOlIl4Gwe6TjpzgHVwY50PEwWENvDXuwVDSXN1zI7x46k1G6fICumgawcQFsUHf0jmU8aVpuM1ki4BFgUUwWw2dCQSvOgQ0BoXyGSRSbFd1inaEayz4eRxTOTqd9ldDPPJVYCMGK9kB09iPumGhvYufo+Q6Tg7pswMSvf82vt86c6fobTjtwzgmDy+v+L3NNiCwpHDyAq2hinutVJ+LjOcYvfMXnz4lk/hS/d+HVnx7JVgos3l5/SkwZPQHuLjR4uah2O6MDJ8Xj9v4Nl495lvxfvPeRc+fO4/ozvGcwFFXK/0xFSlkBzk21ME+GTbLkoCrJSSO4rZjAD8gnwuO6V9vSe/9BdtutYMkHssymoIZS2MTpVv//7xBzCRq76mEtSgTo4UBGjIwra5/xYEIy4iovMx5ayNggAlAlApNq9qQ0R10VEaYl66dCzUWZlY1xJkTk1X5y90LkoCfArFKs9kbdD9KgvC2YiKnJlHaJAzqsaP1Po+8XMux3FiPVmepILfu8EYZ51SnhIxKnMogdbEmozLjnfRPMrimazHfJI+nU4s5UnuNm6rNuzfdlq/Bz65VplJ3Ck00VFUxuDGU5mROnnvQRE5ltlYeifXFv4YO17J3UeOJRuy1hxXePCF2lln2MzYcUxP8G6TdnkaVmlyXvDpyIEcWtsNEA5GJIJAP7eCIeYTsRTp+pslB/3OapQ9z6e5axHJnqaiS0qsH8OC1RfIuchcc9Arkj2W4nHw6REUZK5MUUvv7+3tZcDIDTdeh4mJCey69y589bOfqEr6yPPpi1/8HO6+525MTU/gzrtuZu+lrnaULN1++6349re/jKGhQzh+7Dh+85urWRV6+/aT8MQnXoAtW7biE5/4CPN/Iq+kr33tP/D73/8W61Zz5F0LiQXB0WGUhRa8YbgqS5Brb7PtJ29nHlV//vMfmLn5D37wPRwdqnRuadaQvOqrmA65jC9++mNMYnf33Xfgssu+wDrW9fcPeMf2uU/9Kx7ceR9GR0bwla98CX/5yx+xZs1amKoNW9CUqKUmAxus+uATdaVJiSqyvxJP0jvyxCEAO0IAIpmMi0oLdcMirS8FGb4/9SnPwn9c/nXs3LkLD+7Zh89c+nmcccZpOOXk7exoSpZoxVuH8SVld6VikfnTUFhGmE2Oiw1arGWT9WV3Fb+n9XPYDopg20jD8Rlque66bGLv6xtg+0iL8ESi/j6VRo4jG9Yw0xpFUvj4hItpxAgDXEDWZriitbrr4lfGftZNheSB6Ttvn/Penv4WZjZrlm2MismKOjZRmAYBdtULds8ro5b5RIm1uC2XynyaHOaJx6y7Cg+ueQF6x/mkt2fP7qpjruf7ZJWSKOeplbKL+DSBTzzZmrruOpRDfLHQIRYNfP8rAE9WLTLWk5TI9g6cyY+1LwRLsRAW1aMSLTTrSoq4TCzPXBVIMliCY9I5VLBhK59QyU+Lrr0qnpkSAnVNJP2MLDKRtdwy2nsqHfbM6WnGbCDD9JnfVJJtGSTnKQTIV4qDsnLhMed95Alz1tPRsuqVsBxqilBGVL8XpXyyivlEz1ZAJOp0duTzJEGonJBaEPsoZoagU2KnKZ78j6I73MUW1SR7IeCoOHyI+5DQ83ASP9cUgdX9VbI7f7JEBsK3jd3J2FW3jnKWKn9fqkomKBljbkeIqKds/DHTukddfyjBJ0OATySFsmsW7X7wiTr1HN+/H5qQjPYLBmWjyIjxSDfCsFwVY3bHHLNxiuLxY7CFfIWAnkZJH9tHwTRIFMbrMJ8k7T4MVcjuSDI1GOLPyww6oQU6MbjxFAZoUuy69Xc4ct1PkP/1p+CkJqBEOxB+yYcROusl0FS+n7GgeBbEeOPk83UB8maiXmJNYBYl0ySLzra0MYN8KnooogkBeRlRBMX4XRLgE+tWV+QLtHKhvhyHdQgTRtD5mMY4KIpgBiZnszAMPrYUXJeNLTFTwdGPX4KZm27wGMTtoVa0d/L7PZcwMWPxZ09XxcK4hvmU3/MggqJhBcnuZE5DofVvQahbtLw+fBi2YKzSAmbjqbwpxf57r0NGVMgDhoGnv/rDyNtnMq80Aj/8saOoY6pnGyt4rNv/J+T33ca3XeN7Rz4n1LnrrISFdl1D2rRxZzw7Byhix6UpiIbEOcuHPPlXTna685hP/JyYruZ1pdLE9W0Rkn/qYhgq8fvPJIavy89LzlZwNH2MdRVrC7SiN9ztLSQvFOyn64ZvQUnkXcR6IHN2GUYgiLZuzjLtTPJ7PVZOoHSAwKdiFRCiCj+kTuGlMjORxQWD56Ej2IpUcQ+2xgh4VHAwnceNY/x5t0mSrbogQtGMwo93/ZZudAgwhRbo5B9JoRwdYoUEigN38PtGhiMBB0f3Ot0FA1FvDsuUs8yegJ1XwY7IC2MgCfrJkFIsww16rNzZpOiyVWrM/vPPyYP91NWRn4dbjt2Kb91/5bwSrfmCgApi4VpkViy66UmWpZQx+k3HmffmrT+hyQBa/1YEznkF+1v57l9h+LofMuaQgxY4aEXvYCtmh4fhCFDUFEAEyaRkPikjUUzih3v+m+WmYT2MoAAB3nr6G3BylLPWNvRtRk4Up1qQQzmtwsjyfZzIV59nyWZNC/CnPRPA8Qw/v3q4zQOCKFeQ7Ce2j2JMpAJuyub3SbaF52XbWqo7wkq5erB7EK0anxvJND8mZH2KZeEHD/4XA2woyIhb+p4poqAoJXdUHKOiAT2O5PtEEY/PBSOp85tp27j7z/+FnHimOwaFh8/kPvQO8Ll5YlQ0TxH5jJTOVfY9wTvtKioC8/g9Uac8Zk4SNGDq/H6Pt/Cfk8cPVDVT8ZhPhWkf+FQpQCqOCydcniO5k0Fd7+JirCDfJ1vkZnXBJ2E2Xjb4s14odbD82h+r13cgFBZWI7k08gJ8qmUjUmFpzVbeGEQejmSL+0MyQesxn/xsJ7qXCNiuF47K7wUj1o7SyAgKmgPLcpFJCzKEfaSh7O7I/hkcGyphYDX/256yjU2nPo0pXexMBtbEOPpX8ftpnbUFlioA+DrzvCHAJ5KcJ8RzHhJFypARgpMqMQCqfHTlGdKP5HgcfHoEBbXspLCdigSN4mlPeRpe8dKX4dvf+SYuvvhV+MG3v4pnvuDFOP2Ms7B3L6ebvv/9H8I555yHL33pU/jH97wJP/rx9/Cud/0Tnv/8F0LXddYFjxKST3zqX/D2d16Mu+++E1/4wuWMHUWLucsu+ya2bz8ZH//4h/HmN/8Ndu7cgc985gs4+7Sz2fb7163Cmeeeg8s++3kGXM0XiqPCFRMXf4HfZs9+1jPwope9DJdd9kW85S2vZ2bgL3nl67y3yQrFYoI+snHLNmzcvAXvec/f42Mf+wjOP/9J+Od/+gemB5fHtm3bdlz+2Y/jve98I+ts9+EPfwynnHk6DAj/KgXMs4nYX66gk9eCT5dc8gF89hMfYb/77FeghsjAzkBQVVhCwTwuwvxaFu0CVHFYITOP9/7DP+Gss87AJz71WXzi3/4fY2F94mMfAr2JKMRU3WTbJClhI/CpVEBEMCAsPYRSbvGDViGTYMmLqukI+1rDEmgoFysyWaQwBPiEWf5dlllik6GU3PX09LHzKFupN/J9So0ew8H1EeyZ2IFCNx/Ye4WPjzSnbRRsAqfvVoJImGlMnsmB0eRf/zInIaR9WSe63g0J6V1HUEeITO8VoiPXdJUU0rta2Z30e2IXXACKiwnHNJGQHl3lMGaKAXROJdmNOzEximRydl7T8XySV7zSSRNm2WXMJ6LXxyeFGbSqIOSrwkvWk0W9Zwzg3L5KB7BQZJCbgUY0mMqMBz7ZRojdD418h/LC/0inTndWgPlpka+WjL6BLk92V0SwoQxMAiim6JglO8RQZO6t+Flk77mbAQxzzoVY1LeEW+Y1aSRT0+NDDjLW09j/NSUP26wGcygMIZ0JKa4HJkvZXZ6aAYgYsKXZeLXXHfnddIU7Pelddu9O9rtiqqwzj4zQ5g0e+ETVXL+x/bHMCFtQUtw+fpfXlEEyn4ipRR4HurhfA20h6KINd8gJVT0XKxWsUjvCE+iAz39PBrG5tDZ+7swa9pMEwls6eZI+fHBXU2bjfg86zQhi0u2GDRUthobeULWsLv7rX8HNyuTNbpj00b1OiR3btp1gwG1AdOtsLLsro11JQocFEwbiJr/eW858GraeyTvb3bvzTsyWHWhrTkPkVZ+C3s8ZhbrwIWk3BFuFqPXiPliK79PQgRl898u3YM/OsfqSu54ejIlFQ184iFWCsXVESu9qOt6xe88RXYtKsw0BwJCQ3OUE84VYT/l0iQG5bDvE8lMMPHfdM5C+43Ymm8sJPybZ/aqrm2+j3epBVrB3XDc257sJRMsf2I+QkHGT7I6YT3I8JwZjcNNpYOod10XuQc4CpSCQma4njYlrTubS4raOblgW34eIuKYyHohn8McRfn/2D8+iZWYMJdERye8BSMEq0TZ1odPwvDUc6NldUtk87/dnoijnJxhjr2SqjClGMhUqAuQzQnYnfA3pWIjJKJmkpC6lRhvE1po+xmU12fvugaFHYbg0DrkIuUKuZAMHpN9Tx8aqceis3tPRH+lFwSrgxoOCqU7XravaX00yodpyAlQwE8iZpue3uUaAT5L5FBXyx6mJDBvrJMh12+hfcOFqfkzXTqcwHFFRcgroUWNIhAfhQGX+bSQjk0we6ngXGBhkizeSVivC8yg1MozZieOV+0EAS4qjIS/Ap0iE3zdj2Ql8/PZLcfmO74iCFx8Hi+J9Uu7ol90pUKELF+RMyUIiwcetUu54QxCJzq2ck/vJO1Is6nXHxUxxlnW3mi+cbByWMF/3R0Z0QFY6+PntDgXQKtjUJLtj18gzHc/BOnof7OM7qTKG4FPfjOA5L0PgvFezv48c5CzAkj3I/HY6eyJITFVA3ZJgRavIIZ2o3Ns0v/xo788Z8LS2ZTUufcrHoLN7DRhsG/AMx7MGuTuSPamDMIooZGMwMsJYvlBjqixklAUBlPbY7bh7Ygc/ZzGeW7oos2IghZQUyu6Bmh5EWQlxs/E2Pk+vDbVWMZVl0UYJxdAZ4PMdmY4rgolP5aHh7Bg+c+eX8WB8XxWDXRPFMAk+2cO74BbSCHTGEBNgNhVR/ZEsmfji/UdxxY69mBo5BIGNwxZDijW+H/2reF4wPpyuAp+SNb5PkvUUjKyCKhj29SIxxQs+aR8WstccRTjaBtsqs/1o1PHO7/ekU/GbxjSD79eGtrngE8l20+K6t7UVoIr1Wl3DcdnpTufjWbR99Zz8izpm9gzwnNC1SjAFQ5Y+WysrW3/yeexnPieYadSJuMmOd1RMJnNzChpjGknvHNtkvn7sfLR0oXjkEIrCS7Js8TwkpE5BV505zCfyJbvxjwcQDCvo6OYXPKn3s07f4U1cfVHwSe8imQ7YgvVVT3anByuMX9kkyDD5/dl25hrodB8RI3B3Yzbm/8V4zHW7eySHJhY+bAFC1Qqx2FU1DW9+wxtZlzYyQZsplhlC/YaL3uDJRKgK9MEPXILpN72H/b+rNwrN1x1p/foN+PznL2cVKBo3qLOGfwAhk7dLLuFsKhmUQEnZgqXa+MC/fQx9ke66sruBgUFcf+1fONWVNPJsENNwyy33sMGFJo+goeOt//D3+NC/fNT73HSh7FXrevoH2Pv9QR3o6J8/fvnL33q/v/7Nb8NLL/5btkh577v/me9rOc3QdPpHfil0bB/6yCcwVSyzelCgmGGglVMOQHFVvP5Vb8frLno9tRJj8r0Aoy6pUGpkb1//+hXe/lYxnwJB2FrQa4Wuhg2cfe55+ON1N2K2OAs1L6ucDjp72vAv7/tH/PM/vZdpp8mzJBTJsesdMF2UmXOrOkdy55fdUcVeMjUIOLDMHKtYy64/zUR8apSxtUiK4Ae5aGFD7BMC3ihZrJXauNMzHruD2qrLTne9vXyx2d3di9HR4bq+T45ZRiozA7SGYesBFNt4gtRfpsmnY0Hmk+z+ta3nNFyXuxX/0zWOtwUCKI+NIrd3DzqfzCc1v/Ruz85x5vt07gYXxUMH0WN0Y7i9C3Hq7CK6J1Goan3wyfH5PS2lK0XigZ0oisqKXeaTs7X2DHTOTGC2pxt79uzCaYE+Bjx5QJcvcgkOPs1MlliFkCr+E3/9M3IxnpS1B6uTGWkcmdWKOLf/LO9Zpeqnquow7RACagm2NomwNVBhz6Wr29BXznkKBcF8kuDThpOqFzWr1vRAO8gTp6JLzKf64FPF1JIng37mU+YeDj6psRicbBbx/7kaq97zvqrPZ0UyEQvUZz3JePC+MXa8A6t74GZaUC5koCm5qmSW/S4WNQFfF07qese+ixoHiI4yfU50juRORn+kBzOFOGMuhcjroo/G62qmTnD9apTvy0Ixg6zrCY2FAeGFcSRVkUTRomb/7CGc1LW1qtNdOlVERIwtBi0M3SCs4TSiDt9Go/O91CBmDXXwZA0HfGOAP2g8KKRSTHonQWoag6gDE8XmM57CfLdmp4f+P3vvASXXdV2J7pcq5+oc0EA3cgYJEIkgwSiSokQq2cpZljyy5TCWx2N7ZEsey5ZlWbKsSFlUTpRIikHMmSCJnFMDDaBzqqquHF699Ne5977qbhCkwp+/vsfy4eqFZnd11Qv33XvuPvvsDSnQzDaB8fisKcSrMZ/IvXTM4fNJbzgw77mrnj3DGHLSOuFaJMCnSzGfWBsOOfXI5IhVQjI2v+VhFnzyzwOfLL2EJlQwCd7SRsCONTOKJakDyCsGpiwNB80YrtvyTsi+2QqwFmyDXhluMJ9IR8QXj6M+OQEzl22wR3/VGDg1zVqGdz1xDh0LYg02kdvuSGLjZ4XeU2fAy9hJo2Ud54oVbGiKNJirBD4xI4s5bZ2mfukNdHFmVu+pFKBnwWyIjbstdzUH2NG1jTmuDQvWqSXWKxd8chkv6/0bYJEeRh04mRpFb2Q+86l6bgCOriMgCg+2qrHUh9rkXUYFb73bD7PKW+8imznQRILar/vQJ9m81n/mFM6PpxAIBFAu8bHgbnYpyBHwpxf4WrWtNQajv4RpYwfigYNMLjmbnmTrmQtOWim+IVKaA1ibDOOFqRzGKjrSTQvn6TNR6BUODharGioyjTk+jiqC+eS247D3UwOoCFYlEQVoZEuWjjMHn0bvmq3MRCPYdC38BOITO1UAd8RCOVMWek9zHBvnsp++dfJHOHpuN1Z2+ZnmkySEoBuvi3PQLKjroNkwGVWQ8vI5uMmnNXIKOSqKDYbN8qXUJB83W9o34rGhpxkAU6gexYbkchzKFPFApwdvOKMzl7tzQX5sCxcn2XPbYD6R86GiwLugh63DEstzFHjlAE7sfhg7bv/wPOaTYymwmRyChHCE2EcOfn7mfsZ6GiqMMCDOBaVMwSy3hJ6QO18Q88kji1yVNBNLdWRzEfaeBNjT2qa6PZ0XBa33tCYnE36m98PunVieac5uEkWHS0X10X+FnRmG98r3wLOSt6XOFRuXhSZas8/D8lY2dkTBs6mFrzXpyQL08k/Y9551t0CJ8/vkXX8rez5STz/a0Htq6gjDTqdQmqNRWorEEQfZw5uYHB1HLMn1Mp8aeR5nsgPMpe69q94GUkt1JRLI7a4mwKe8SAnDTpntF0q1BHNYpZis1FmXQkP31D1vISQfccI4NPUcM4lRo83seXBki+l2ZVLlBvOpLphpLiATrGcxFKKcJooATBAM5Q0tYJqXBNDSPaPiUSJi40IVKHkT8JcGAK+KNbFlyAVybB3+ypE7cV3bemyksWEqUL028110wSdquWPXcvU2hM/yvGNGMPjdsXMwU2CM0jFHQ0JW0bWMCln7YZh5OJoPkl5Ga7Q+j/lEDnVsrDMG02zUioO/lt5T3mdDlb1Mk2ukPIEdPaswevIAc71rX7iCvUbxxCBJKtNIq+bPMCc9U0rO0yrLSKlXZD6psopYuAcwySW91ACfLt12V4et1CFrfE7sWMjZcRdHNOlBirrpHBMti9dAyigspyX2kyrmAYqmjkVs7q6T+RJU2JcoVrptd1ScnXtfyMGacjvSk6NWv33PDzLwadWG+XmKKeZe2ApQmmTrTE0A3v7IAmg+YgFPoS1enQc+0Wc983A/013bsH6GfW5upo72Vn7v/MuWoXLqBCokOv5aGmFAedqBlHQlc7hm79z9m8t8MvQZ5ET3hqzzfDQYCSO4ohvGcAFK5Fffv/1niP9iPv0HCmIoURCZ1hGsBApXvJsQbgrX6nbOS1iQ05qLQtPXy9+f2DQEHNBG4VWEXtxwK0OEJZGWgiTBO0ec+eWvt2bb7uYwS1zNJwUSjIv0YMw51affhPnkfspcwXG3ukvOZQwkqZuoCTFwWjTZx1D/jtCmosvKrORZC58Jm3ScNPXSroQXud3x01UYfZJ+RG8pCdZTySg3hMfZ39AkJwBFj9cLf1CDNyDavWSbWRHLdFyX0HuicCdJ2jS5iaIhREwrc9pdflmQcOpze/bAiPYgHGt5RbHxuTpCrn4IiQx7RFWtVinNYT61NRhQFJcCn+oTE9CFmHAhuYgBfN5aERG3rU179enIZXj0JVexBbWkmJhcyY9r5vHHZl9XKqF0+BC8B56E4liolAyc/Nc7kL7nZ0ieFUwifxCWqETObbt7meZTQ+/pN2u5GzvKK4AwycpdJJqty9E+yjcs1AarC9XMi5lPRi0Dg7XHSJhJ11mFn8SLCagph3giRRvDuVEp8mtUUqpMDJhiYiSP737pJTz8s+PwRkUC5Ms13O6IPedqIl0c1P7lVupVS4BPS5swUZ7CHUe/gxfH9zLxbnkO8+lSycRc7YCyoNC74JORTkEndoYkoeO//SET0idrdUoY5kaZvHsJILoI3Jl3vIbVYIqs3dSJaJKPR6+wkCIwxw1JjGNNzBfsvcVmoGQQK5Cfd5NgGBHz6eJoEbpP6dQI6gU+5tXg/I0JgdHs30s43rngE7U/ULwwvkech3Dn0yJMpLYBbIc8UJv5+0SFIOwrXe//ty139MyT4cClouF4NznLfHI1bkiLp2c56SNIqIvnKeCPvLpxBDNAENdPUxrg09yWO5rL6RmmCLZywMujvjLzydVRMIRItguusjXh5FMoD3EWjTJyCEb/L/jvqib0sSNokfh8OpJJoX7qGdZm5+QnsT7hQTzRwhxKn7/3DtZ+TO93YOownprkAsB+r2h7JdHxhuPdr6/7lBa6LwRAPfPQmQZTY1ZsfNbpTkkPIi60lEh0nF5Lczg9U9QeSfOGO6ZelflE4JNwuiv6+P2KuOCTZxZ8un7B1QwEIxYm+wyxViii8usyXmp5GwsTfM6ZKfO5tFgeZ+1LXzv6LTz/zI/476JGI9+wFBV33vkETp3jjAFimHmFvjcBj3Nb+sntkopztKaxa+8PNhy1gkLH61S2hG/3j7H8YmUsiFu6mxAIeli7UseSG/ln2sAzd3+FAVDs+gjwSW0KsLznJsF+ysU7YPk54DhWnEC2modengWfCPSnoNY7F3wiZz43SPep4ggBbFfb0THZ2B8+8hJq589B1nwIwMNc8QLkICbA8KHC8Dy9p7lxWes6pu3iK5Lrrn3JFvIhVbhR2TSuLLT2NCPV2jWv5Y4do09ttJhHNIW1HNE1JVmImxddz37+5MizuKUrjrhtoaTJeGpBE7SxNNLB7kbLnU1rOzjrOJsqwNHLDaDaFmxnnxzE+PkTyEwOzTtmW5hcOKYGb+oIjvzkYziRm10PnhnZ1WA+kawBy8sMu8HcYfewrsMr8XEo+VQUCyRpQNpZiQb76ZXCXe8TEV+j7U4VBh3n5hQMLg67WmDAE3v/F74Hc2xWCDsvWoCtEJ9Tm/0EPl3EfBJtd/TaeqkIKdICz4bXzfuMmUgPLMHpspwYmjDO1spyYBYIL0bikCR+fTJCQ3GkOI77zz3Cvn/zktez8UJC/W6oJPsh9gU5oTUQkvh9ylWboVVMliVT8TU3x523kuf3WPJ6YNjEkJThLUkMIPTERau1OstEdJ9PV5OL7glFuJZmWkfL4osbayRt3N012/1Zk2DMU9udLEA7r6Mw/alruq9k/38ixediw6APFvNYJMrGpElsMnoOlu1ArKmZ6a4ZlslkNSho7jxETp3spGT4Fq5F3/obOdhj1yF1cvClyeZjltZnArxjAnwqZCYaMga/qt7T3Ha9kl9Gb3QhF3OnOTTBxwSBT27Q3kQV7KdiSrTr+/nrJQEkVTwFpsvXEbx00aO3mUsDeDXi+L6K5lPZgO3n175S8aOjh9/T8vGjyDx4f2M+JnMW/gcWbKWvYc5ysRYbHfvCFZtg1MXfXUKmwWWX0ro+tyXaZTl19sTR2RNr/OxiFqMhGK2y4UPtF/+A6vGD0MWcFo63IdTM9Zs6EpVZIydaK45OModsTbPR0cafm8nRGjqFXqF3KcmjAOnDx+BMj7B9II3ndbnZa5w7doRdm9LRI4zV6wqeE/PYZT5JlcKs9qgkwdMThSI0aX9b4r/Ap/9A4QIOJGpNzk9uEOOBwn3IXfDpYo0k2nhRkBAaDWjS3qmWC6iVC9BrxI7RwYsjDow5VrmvFC4hgCpQFAQ8vRr7w7WpJzbRXGRsFnyitc2YdZUj+v5c8Ok3UBy/JBjkuskRpXy6jFymipqgjpLNJQX16MoRAwGh4aJZPliib9cgx75X2HRdCuyySnUmAM6ORKqza0RaLiQe7rpxEL1ejcYawJisaAhHfPD6PRwIY9oEEnMKZL+/xEbNpTcTsu4TJ2wKG9G5Wiu/LNLpNKseOFoQHkGLfpnY+By9J/bZompPGw6P0B3KpKeYPgeBpi6roalJLIjFwst0NGrDw9AFwJRNrGL/hotpGGLRxy9jPrmtSJ4I3rTkVvb9o108OSodOoRTf/8pDPzlX+DcH/8BE68uPPYQEmW+kZ6O9WGyl6p3PDGsBCIojqRf5ng3V+SS/b9gI/0mek/UUpISzDBDn638TJdVxDUPQoUi0966YE5cEnxyW+4ktRWmwVvu8k8/SQMA+oKFlwSfzk3x1gzLK7HkZWgggwd+chTVioHBgQwg842gHakwJydx8sgXXy6Ezd6HwCexWVLMOnzeIGNN/nzgIRxJn8APTv8M3xr4caPtTocX9Vrh0tej4ahSYQwulxFQPMDZjv4lSxFYugyRbdvZ/2d+Pl/7qWTxDWFIMLEuFWdOTjNdDaqM0QYokmhlLACVuOhzNJ/YNdAEqDRH+HQWfDIbDKa4K7g+x+nuYtFx5/QAJD//W9U/v5ouUYus7MyKjoskmuY/squnuL3vZvbv0fRJpmsyj/mUrTaYTyS8riT9rNwcEMwnAkxfSeT9N4m6aLnzzmm5M6fLKNzfD2OsOI8JOdfxzm25C0aSbKyS5owjQLVEYr5AKcXMQw9i+NN/x/4lZpDbdkfCwNPg1cK+OWLjlRPHGfOJQPHmrRw08Giu1kLtFfWeKmIDRcYKrK34he9D3/XdhmOnOnkKxolf0MPO3ytzDs0u+DQxAv35b9ODAKVrNSJv/jvseMvH2Nglzbyn7v0yvnDgK7jzxA9xXrhGqV4+1srlOY53v2bbXV03kZupNopGVPE9fpAnw3UxpxAAOFrkiXvm8BMYffqHrLaRr5uY0Q2mRegRgrUE7s5tz6Qq7KWikJ1utN0VxVzNne5mmU+aFkLYE2ItdxSBVavJA52/7wAHCFzGC629rp20KtpXvbAxMHMKx9Kn4DvPWQLHu3ywxfUnVqxTVPDUC8LdLhCDb9FCUBpBGn8M8LooKsTUYy1agcbm1h/S8PxkFt8fmIBBGk8lC68drAI1E/4gX0tlRbA4ZQUzUyN49p6vMq0yKyWYkgLo7fTICBJrV5Kxp2hhIHcBX/r5z/B3P70DtfJYA3wqitYjI1tGXbjSuoLjDfDJBfNNfr7Nrbxqf3rPYzAVP2vPI+aTwgTHhdOSYbH2XGKFNPvnM0/Z+wrnu3DZhiU2n3MLKWxDXToDg3TrJBuanEfr6j5Mt/Lx0S20hxrvJ9hP7aK92mU/URt33BtjhbWjmWO4cnSItaONhQPYt+EaGIoPXp+Ktq4Iqr/4Z/gOf5v9XTZVRPHbHwUucMH+eornGUmhCXTsF/+Oyi8+i8qz3+BjQLQ9U7HDVx3FwxG+zi0VRcRjmZPQZTHnyVbDGW/uRpfaujxCh40KAMQg5TeVX29d5AKXCne9JxkFF4jyG6KtNffK4JM1NafdzrFRffxLsHMT85hPugB1m33aPOYT3SMCRQMB+pmEnBmH78p3Q1LnMyJGhcudrdBaLiGe24/ySw+jEpxd20xiIKr82hYyU4wxRppIlmNhbdMqbOvgLHHXpZLJPBhuFRDIi/1HWCrDqdvIliOskJoQILPbekfPSjHD56WWBcsarqLd1Sj2TR2CJ8mLg5IqIeATLoaCmei23ZHxDoXPnoEtSwxcdZmZqjcO1RObJzre1MnnmiqxmMU4IaDRo2gMVPujDR9Gq8yfOcNUUGUsOzIKiMIc2M3AEbmpB0qyG/7ubgRKYg7NpBhb7vl9zyIzZ3+UXH89Y1dqfl6otUWhVUmR8DTPhSdHCwxkJgMVkrMgEN89Zp63vrreE4FVZJ7Ark9ARl+0B6uSHOi44Ckx52tab9wCzdzWO73Ex6PkE0xysQ+seyustdLVEr44VjatQkHsuYKiVfySbncVA5YAnyxQp4TEctuJO77OGOqk2UeRS/Pjt20fLgwYjWKd2/p+seudCz7Vqy9fG2lP4ZrKzG29c8XGO3piaGkPs70usZRonzc3TLEWS3UZtOUyyvVG210k2YpgfA0sm8akBQ0zjefzxSd5/rz9KovlA2XdQjZTh0fnUjh3n62jLqnwkQv01z6HcIXf5wW7csxIiGL0m3dg7Av/gvEvfh6j//QPmPjaVxlTzXYk5MW9sUuz4NNva/wX+PQfKIjh5FJZrTmW5Rczn1yg5WKmkCEqXqRTQFErF1Et5pizQDmXQXFmGnZ9BqqUQ608jXx6gk1mxHqg1zCx0bkhJiZTQC7+V3G5Y0LdDeYTTU5zdKsE+ESLGi1gptgo0fHPPYOLmVy/SjQ+Qlw3LjToXjubgSx0+SghavyNROJ5dQS9gYYIom1IDdE4k1hPlwCf5oJl7j2gfmbJdfAyanDEgloSwoeuCQ4lh7LP19gkUhXFPW4G1rHLJEF5FeYT0aJdUIrqtvxY+eL3SsyVS8Xg4KyGSMmY/zmMgcLAp955P9cIVJJl1iLhUb2NxdpttWscFwmbiqrFxeynI7up+iAzUdmyqIiFiilYlcovZRfZttFIpokNQpWhy1rWIhtRMN3Kr+XM3iNMf4QdR1s7PFs3Q13Mf3e6pQs/2aJi39IKs9e1VC9GB8cuofl0EfPJbbv7DZzuKqdPoeAXjCrDh5BYjEkg0bP1GrSNCfZTdZSzHS9qu6uIljtL4kmG1xtA7tmn2fdGL+89jwlRY/YZjo2JNH/PSCSO/uNTePju44w54RHJ9Knj4oGJ1InwDE0847lXsBo2jTnMJ7OOhYs6kK8XmK6Cy9gZ1SehCK0OarvLptKvKjiu22XEmzsbzyxpPFGEN/GEOHnr61nLF6M3n561GC7VBVVZaLpcHMxJcj+/p6svJ30FCeFECzyCbm3ZnnmaC7TJ5Qc0qzngaj6VzVnmU0y0XVyK+eSCT5Gz4w3wybVUnxtSwANZtF3WC1MNnSgSSCU9FWpp6Yl0s83B7on98zSfCHzyiwlHDnqYNhqrklkabJF8v5LO1v8psfH62QzsbA2VF0fY3N5wvJvkG6u5AHgwyjcHrQuWwxbgU3vnrDWzq4VGVVNiehCb6eyf/ymqZeGm408wJmpMdRAXbaVzWU+xa65DsJ2zP+h2EUPkUm13bst4oc7HYyiSQO2pr8E4+SRnZflEG9LSLfCsvQmSYCzZQT9aJD6fTvlbYfvj8Gx6M/w3/ylkf4S5Km689d1wSIh6chTKsbPQSLRfFY6IXmp5ImHT3Czz6SLtil8WbjIdDHuw9Vo+F+9+5jxLkI3pKRAx5GBmEFXG4LXhL6dhlLLoFOscsZ8oXKYJMVrngk+2WX5Zi/HFbXdFIVZIAPf45Aw0D1+74oFWdj+Ke3az/49s3gpJaP2ZZ8/ALBRmmU9VA5ZYK69q2Q5LtEG9rfd6vKPnVrTN8Gu+Qqsj7OoYKmRrboP2n8MFDoRqPevmsZ8ujlnmUwBl0lySgFMhGQ+PpFmOsW7GwJuHdUjjJRQfOIOkmHv0KnfHY5/hD2Fmcggv3P3vDdFwpYmfRz6fQ0vqPEs4TuYr+OnhPegYWo3EyV4YVT5WihUVVYs8w0zoU3zMebx+xs5yg+YGF8x3553eZeuY9mK+ksWhxa/h5yF5ocoEPgkmFX83LInN13uaG+viKxCqOkxU9+K1bLAwjIyeQ9XDPzsSLsK3uA/pFg7EtKYGUXv+27Bzk/OA9hah+0W6T+znsoKrurjQ+65zzyCUzuKGCX6tTm3YiFrMg56+BJAdgZ0ZQlipQIYN2uKV7SC0gMgpxXqTYOuPg6l8HpnhUw09PFcmxrE0ZJcuw6hPg1fx4J0LbsDiSp3d0z2p/WxTTpcjK4pGlrhv7DMMHV4BPhEbvSjAaM3PQYCa0H2y0oNzckbMW+9t3ULNy987IpimxPqtGJcWObaE1pO6dDvk1sUkCIbKo1+AUyuxz6fjLoldF2+7E+5rtsM2/gSOx8Hzpnzicqhdq+e9PwEb4+eOse+LOj+PJjWF2vDYPPCJHYvCx26lmMK9Aw9hsjLNWmXfvuyNcEppmJNnUBf5KuWWtmCNEUssJ8AXAp/sVB1lYYnbJkxiJoTo+Pnju2Gb/Jp7g1EYYo7orEVxOHUMlpdyXtfhi89pFXGPXPDJcM091GyjrdQt0BDw5IJP7s8CLe0IyHy9qwuWpiE0dNjfx/uwM7SJXy/2UTQbO5ixczDO8JY7bSlnSFEbqKv7dObEATz475/E/vH5+k9Z8HP2+IXRRkgUkSbPoK2TAyRUHKDn8mLR8ZpgPXmCHZCVV26rIrYUkQVMRYKuAX3RRVglWiVPF86hqYuvd+MXTrzM8c4NxyfE0MU+0PBWLqn35IZP9aImno+wr9wQWZ/3nlSkJvApkGvoPVFQXsZa82nuPdPP9l1FwfS0nCZWOHGzKusS4BOxkL0BnieU8y93N76U7hMJ9rsgeOeCGJOV6eieZT/NDbMmjKHqEky1lQm42wS8i+KYJHswlRPFu8opNg88+eBppinV3h1BNMSf43MZfuzVUg4P7xnGs8em8WJiLWa0MPuKgR9PPrGQuaey6Ohg44q+qFBWPnwIdrqKEgJcR43kY02djZdLiZ3/tsR/gU//wcIFHea6TzWAlYuYT9arMJ/Y7wWYRFpA1ApBCQ5bqdmbOUwwmhaAerXM2FGUeM51VGiAT4JJ5PtVWu4YwiSGlUDRGcDisp8kWmhnwae58cva7kiMu2JwR7rGIQr4ij6Rfl4uVhtN6OS+Ekv4mINIJEqChqJtQbFZEkXnQy0eriOOFwEmeujQxuSiBM/Wy7ArLhmZu90xRxxRZWXuNUYFdp10B2yUjTIU0tkRC4HiZYqp5GUhjm2OM4VrkarIc5hPLwdi+GQlKPviepvCQvXXcbw7Pzxb8RueTjXuB40vV+jZdUpqfLaqMoFbClVMGzO53LxWOzcIjLpYdPyl45MwJs9B98goxnvgKDKUWg1enTS2RJsiVZZfIdyNE+nwuEDRaz3dzC3okY0RGK0eELs4ugQovHMLHnhTLz676AKeaj/Jrrq/GsUN0R1YMWoydz2KIRKXF8+U/EsEx38T5lP+wF6Uw6GG3lP3ojhjDbFz7VqNRDYPj65Dtw2MITOP+VSvTsOopRhwW68LwetylVX+CQi8VNvd6ZmzUHQxQnU/nnrwNANnlyyN4JbufSwFO9dfh0XJHrEIfHn4xTNecBU15567Y0PXy6iL5EvWLfQua8XeyYPsmmp6Em9r/z0mPOyyFqjtLpOdZDpIL3s/4aKl2xVE3Za7TLrRuhO6jFOh6fyiV13Nvk///B72XJMGTKXOE/5A/dKsREpAqD2I5r8V6zjYEYm3wivAp5o+f/6qi2fMqVYauheu5hMxDSzhAuQT89klwadgCxTLQdtYmQm5Uygav8dEsa6JIgKBRm7bXT07Nq/lbkG4m2kwbBfV6Bcn9jLdOgrSuKhlq3y+kWZbeomRQakU6dZRWGbx/1PwyQVyKBHVT0zPYUJONebjucwndt0iCxvMp5aW5peB3E69DjkQYIw3tx1XMW2kPTwp7bR5+5iVGcbMnZ+CPjzEBLzjt7yWidS6eTLp5l2q7Y7AMooZocmjnXoM5vm9jOXiu+4j0AWoGF57PXxb3gqltQ2OREL9FiIowadIsGQVpTf+A7wbbmVFINLheHpkFz539rs41kPbaqA1a+MdykZc3XM9Y9jQvfJ5LJSKhQb4ZPyazKfUFL+fTa1hpmfR0R1lrfLPPHwGqXIGp/pCOCeqpxFbRzTKr3mr0Agi3Sd2Dxq6T4MvE6a/uPWOAUrZ6Qb4VHBbb1QZ5ZzRYD55PGHULlxgIBgJSIc2XAZLFGvkuo7cU0+wAlhYsGeqIi/x2BoCAb5WrAi3YU2O1lsHhPFe4QmhOcA3clSckEgIthbCIxeentV9aoBPXGz5lcCnQllHan0S5yVqTgJ2Ttdx46SBp4tFpCyLtVZ2jJexJuRDtWw01tTLrn8bPN4A7IzQool6IXvVhusSrVXtAhQuKr3s6sRCVZZSSbrRqHwXUYXhtq8bJZS+8T6Uf/IXrOWHM5/cTQ+/H82tnehawue+sMY3rQHNB0V2oEg2PEyxhnICP9tYv1IUUuPsfAnIoKjPAaQPTPFr5vFwsMmjZpGyOENG02vw3vclGKeegb73p+Lc+b2LikJmSoj8UhBrhtp5jNFxeCQfVuctrCTLeknCzKo4WvsSMAY4K87TuwFRIT5fv/4TiLz/c6wI57bdaYkl6G7ja8FpXw/UtRx8c1UhiPm0D3w+umHBTiRW3YhtNX5ML43tZkw3ipzbrveKzCcVhTx/NsJxoVFXS6O290eo3PO3qB/l7WhuuOt9oZRDwcuPlZhB5HBKa98F0QJ5cVhTnPmndqyE/4Y/hBRKwslPofrEl1nRyfbI7G7SfUr6NHgUGV7BaiVHRQLGY7bQ/glzdvjcSI0NsNZQzRuEYSeZdEN8x5tBms0V4f7nhil0LPVKGs+NcVfH38nWgR/8Gco/+jiq938a5d138fugaY2WRbpWrisXOd05VT9sURnuCvsb4BOBJWcOPtNokShVag1WV7sZZ8z/45lTZL3HwitYUa4mW6PtzlEhORYMX4Fd34QvwhjXDeaT0OUi5192fLEOxBU+d+lKeB6Q5UZpMt3QraWoqQY+d/AreNROw5IVqIu5JIHS3g7L4X+bmp5gZj75Vs44Wue2uwmWlybAJ1OqEvJDfZtojQkdrFHheCda77hz3azYuO+X6D1lp/g9L/ppryRjYXQBK0YFtQCqZq0hezFxfrb1ThMGFxSS4oOt8PmT9JtszYCtWFh0Cb2nueEP8HOK+guNfczcbhSHCoYOGsyn5g4+/5A2nRvERmZufGLeaW7nbYkjgj16cdudG4kODq7Vq5c2TJqr+8TOfYTa68hUwt8o5M623s1fX80K33vIhg07trqh9xSQLBgvfBeGoWMsI4qBpQGMnB9l7DXaC+64NgCzlgIRAfuFztnw6AR+9gxnRfW+5Q04c/sf4I6eN+Bw20r2s3LLUpQFOzP/+p3o+cQn2Vf7h3+fzYvG4DSKDgevIyrvm2FGJ79EiuA/c/xWnPlvao36/6vu0xz6Y6Pt7lU0n1iSLoAOAlT4hq3eoH1T+0msuYOJ4tlSDJYTgT+cZMJv/lCUWWDS35Ry6caG3K1YWBIJ4CnQFO2Xt9wxoW63X/+VW+8oXFkobQ6Y9kr3in6eqqaRqs4wp47Zn/N/KeEnFw13QWtcT40mc0nQiwWYRpbAGu+1JbaXVyyYUl2BJmyqdYvToNln1KtwCtOwqgIAEZ9HrjZ0E+gyVRwbKl0D20a5UmIaWcGa43bUMferWdYTVevmPHouM4zpQYmWSmn2/s+9Jq7ukyLASVNs7oo5vvFzrahfKSZKU6jTcbsf7Tj4+p7vMFo2sRiI2SRRu4ZY7OaGy3ZQxcArCLpyS8v8nnLX8c5lPp0bz+NbD59AolqCqcrIJ3klP1TKcsFViScQg2f3Y2bqFZI6tw1Ji/D7ObAbwWe/gytzFWSjKu5+3RIcvvVyfH5DEt+yz+N09izbnC9r7UW0jY/b+KgDT92Cv8QTk8mgH4UX916k+XQR+CSSMPnX1Hyittnp06e59THTQPMwa1Z3sZxMG4isvwxtY5w5cg4TsOfqKGS5Ho0/shh6VWz8JzljJnbd9cgLrYO54NOusd0IWfw8Bs7xxXj16gg2l76N0MwR9HioXUVCucYXdSuQbTjeFWqXYI4YRVTAF3mJqOqmitbOMB4/xxPZ8lg77nxwAFsTO9EmwDAdHpLKxT8882X87Oz9rD3jYs2nml1piHO6QuMEQFBbqhvJ176OsQ9JnLZy4hhr46QgFyi1cul54qhgPS1fQ84k/LrQvOcyn8olraGHQiGKuYy1VS7z54ZEm9mxUtIjtCgcpc6qwe5GdG6EtRAWZQCP6UASLAFZDTK7+88dG8S3zow3dFTkenBeEu1qh/QJIezLW9az6n6uQnOw0PLRojBFpdjxKrAmTsOxjIbuk2y6jncv1034TYJMAVwdJ48AnxjILlgDFLXjKSjBOEuqiOlJmkLzmE9C46ZQVnghwrZQL84HI11GW2DlKnT/j79E9D3vYv/vs2VMi1aowL59GPrb/4X0nZ9D/hDfzIcWhSDbHGiwLH4/vKrVAJ+mc1VUdZMxUkn0mWJGtEX50gO0m4H/pj+BsmhTgy3lVh+VsAe2h66jA1n1olPo8ZGItwvufnrfF9i4JmexUHs3Fm3nGjjn9z+DlkkTeQGI+b0m6qYFR4jc/rptd67eU7MwBtl5yzJoqoHc6GM43+mFockwm/i4WdzagkCCP0/R4lTD8Y7pPgnHO31wsAFovpLoOFV3JZO0Xzig6bbejE4NMXau5uHXQVb9KO7mcwABTwQmUPs1u4amhdzTT8LWdcSoPZRZc4vihmHNiq/WMo12DQKVlI4VjWePMRIlC7Ijo39kCJPlacjNC+Fr5c+PPjQEMz9/w1IR7Fld9bEWPj3hZW5y1xeBK9ImsnIO+5bchztL/dhdIRc0YHXYhxUVC17hIqv5I1i17WZEVb5+uc/YXMvvNSoVl0zAF0e12YdYVDhv1T2ICMcjAp8kmd93v1jH7fwka/lhguOCSSrXa6zIRJp5hUwLy2UCCr/vquNl4BNFQLgMSpIfSy4SG58bmQk+n+ginxqY6eef7dg4OC3AJ4k/01Z9GsMCoGyeHoeZ5/fIGD7MWDpKjF8TtzU7JcYj5TDV4Qfwu4l2tGUtBu7Qp205Pwy1bMDyKdgj1WGc49p1tMl3hfJzOQNKOAnfol5YgsUKOYz1r/swY4fNZDPICt04XeSetqkh43DGzrULroKkaFi34rWIGRbKjgFL5de36DreCTFrCtOowSsJoE9TUBeFpEgi3mhZqgy/wF87eHDetXRZ2OlcClUyhBGtXb0R/sydz/H5aG44ZMgh2gmVtiWQA1H4X/PHDKgwxk6jmK/CYCL+5LyrQRN5PelqURQKWej77kZCACuZmdlCMAE5dB9dl7tAjHIoCa3tEdgenqtVQjyPahLOrqYQz5ecEiRLwvZcBYsnRujBp4eYzc36eP/LwCfJqzK3N4qQVIYl8fyONJs6RHvmZLWO0TOHmc6fawxw4vw0Xhzj4yRh87WcWu/IuZB9hjgu1+3OZV2RplZIz6IYlLCMWu4Y8EQi0ypkNfQy5pMUjCPh4e9VFa2FxHK7VBsuFSspSFuVyspPJoL46qI2TOlF9B94Ck889i3kgmJ+Uv1ov+7dMFQfm4uuaufr2CQBbY4DjwDOjeoUFOFw2iyNNuZrYs24eY0rHl4r/Wpi47N6TxK6Qu2sy4S6JVYk+OdMh8VzODrQ2OO4Y9jVkxJdbJAsBzW2joGBWK8WrTHOoA+HZufTua13lLPZig7Hw/dc/gg5JtsoHZp9Xqh4eO7ILjhiH9O3nIPJZwb5OCbB8Uvla60L1rB/Zdl8mUj7pZhPY6Llzs2h534/PpJv7JmJxWjV+d8o/iT08SlW9KYIKQ7MM7tQePEnKNc05Cu01tnIjHHphyWrWmBX+TN2vG6gqkoN8IniNZc1Y4e9B7erz4PIoRcEoE3Ask8QAYayHCxnn7fhcrS+531wcgZKgjkZFDI2vjnOu7TvcTUzf1tC/m1gEV2Kkv8fNVRReaf2Cxf8cYEKaiG7WPPJfaipKkrfumLj9AAyEIkofnNAI0pkNY8Gh0xULZmJ7Xr0AgJ2jVXwiPnUeAjEexMQ8motd/PBJ9YHwX9WKcFxF4UG84lEx4U7iXh/jRg/Ahp6JfYTgSOmoEbn9HzDktxF6fWawbQeZJGwzR4Y/5tarTIr/i1JCGpBVkGiPmu9nIYsWbAsh+QDGCBD15rGDW30bCEkbLsMCMaEMhusmJJlweOlzSlP2CqlAmM9+WoWbHGvaoaDmjsOXbCpcThiU6u4PYQO6nNEkN3xqyjq7EZJaOzYInEm0PDYzx5kekfDD82v4s2New89DlWafW86vOpZC186/E0Uz51hP/MRXfRSmlMCkFJ0amtQoAsAxAWbLmY+EfiUyVfwpbuPIegfZK2KdA0LCb4h6nB44m7ZvGJjWDU8//M7LjkJu1V70uwx+p9H7amvs4rb9fHVCGlB1sL0UGUERVVByLSxc6aMv9CT+G+r3oHVK/kCPD0iAJ0iv59pvxfF5/azFiDX7c6l/f+qzCcChKnl8eLFlajIBZFUcpc7ielgkGuV27se23kNWianmDtJUapiKs+Pi96rkuMVrkBsFRN2Z8dQKLGNXnj7Dqbr4uqxuM8EaagkqnxzV7MdbFwfxLrpO0j1l/1stY+3q0xOCEenQBY+AcZUyCJ8jpAvP+75LXehYBiff+hZVJBnbkRhYwGquoUv33scMaEDRiwpzWsgnG5jDJG/fekzzCGJWIuzbXeVBj29dEC03G3kNHk3SCuH2qvYfbr3Htb2QhGED7Sfqx97jm2S3KDFn/St2HlePuuiR8C721pbq8mNTT1F2QXrzToTh6ZQZAl+MX9lXdFbZVa/4OKg+XS50Nx2hPUvtdZMMEcgAi5qMGwbkl+DZAgrYo8B2zQbzKdeIQJPNPiNresRFi12VM1kybPQOXEqY6g++BlUHvgHyGGroVXHxlv50tXDXzfIFIAAdDkYhBqLzW7oLIeZQ5jkyGLaqB1J8VbcOe5rs213fAy6ZgSSWcXUEG/TdIPcYigCy3iVuSpcYMLrN2NG4klnMFVCfWwU+f48zBqxL0nTJ43yz/4a+sH76aFs6D7RHLnr6AT+59dewl9+YzdSI0I8VgMMpwYPMUj8YQRe9xeslWWuRhS1Crti7raPjwPN24QuIcJ8rpBn4vr/dvgbmCxPscLF25a9Ef9j08ewZfPrsWLT9YwtFD/mQ7LCNygBIc6t+7y/Gfg0yccpMSVpPshPnUTM8zi8yghblpuqPgSW8GdmYqSIZ/v5GMmdPQFNlljb6FS1Dm93F2thtUpFWMIi3tUyu1j3iVhPPplvYB0SaBaMpeODvM3HHxJAvOxHcR8H7cObt86zmPaFI4ydmd/1XEP3qSRAZ8ewoQrwiVhXDfApQkyRFZDEXEttd+GY2DRWwnh86BmWA3n61kN0maN8jB+TyxKn+1/xR/H90Tx0nwKlZuHyqoxVw3wTtrd9H1aFPPAvO477qxXclS0yhlAcEtS8YEfUqogm2xFT+bhWmmfbZ935J2VOQK/zeTS/OIJwjN+n4Ww7EsuuaIBPqhxlxY/IyqvhueLN/LzO7WXAtNt2R/MOiSBTi+X5MQ2G0wlN4mPOrElQFH5cXgE+hbWmV3VZS0+Ilnk/f36GcudZ3jSQO498vQi/4ketmGRub6ZexEA/N8Nonh5Dqahh1IixIkPhxC4ogvkkV82GqC65lJGle7VwBp3WDC5fEoYmWpdnsjU0HcuytexcqYYXQivhaH6c0DsRFyBkLsPBLu/CRbAF+ERMStJPW7P9tfz6jp2ZtwG2LQ2GpuPWRTcyYJ79/fKrsLXG58iMwQtJZcG8tQv1SzKfdLE++wMaYzd4hDC6KUTp7RQxMasvZz6VC6gExM8dA93qglcUHaf2PdgmJH8EUliMIdIVuvbDqNj0HEuwQkpD78kNt/Vu5uTzhMoi0cqfwZnpMstDx0oT+KsX/h7/64VP48IZzjixJA5ytHZGWOsyRSXE5+sFOd4yVAuSSyAVSg10l0N4/YJr4bv+owj8zqcRev/X4bv6AzAF614xqg03WsevNPILYj4ZXr4+hcLeRtsdacodP/gcH3cWb/8iHuhgnV/PAIJQbQknMgRuCddKAQhUy3WWa5C+Evs8qAjrGRSDCpaS2PgcvSdaX0kvZx74JElIRvn9r2iuk9jsfE7XzJUKgQDGVnWuxNtmDPgpz0lX8eR3P4PDz/4cerUEH+V/BLRLMobF+61NhNDi9zAtV2IDEYtZE21tzF22jYPA/uxpxsKh60wtYY22u9QYjFpWMLgkeIOvDgJlUwJ8CsjojfH8mB230H06VRtGKNrE2GZTwxww5KAcz1G83lbURf5G4BPpPZE+HH1RZPI17D01hdpFWr9hoUMVC5YabIZHnnwU+/a9NEdsnK+lNqKsSEtMJ6tYgBwIQolEUHcsjJ07zhjFFB3dScZ6zdVMXu4nCRaxBswNn2i70zQZQyeFaPorgE+0BrqtdW4O7a6PVGgk4M9tyTNOP8eYX+y6dKxkz0dNPM/RhQR4SagIl8N0kb9XQKNnxkHfEh+qeX59D9TqiEX4nseLCm5fMIPXTn8T9cMPQjq3C+9bliGDdIipCH63LTc/OW8/EL3yKoTXbEVR/N4jChkBwdrMZybwxA//BS88cCd+m+I/NfhEVSW/P4RSKYtSqcASFKrQ/Uf+YrpCtsUAGppQ6WemZTKwxU2yLGI00WaORK3r/O8ocbIdE5JiMQcLAlsYQCPJ7O/d9yd7U8mpsddWy0XUSzMwTIPNO9TKRX9TrRRRzk7zv6HjoEq7o7zqcdcN7rJi1k2mgUB/VzdN6CQozc6BmFg2a8Wj17p/Q+COZNHkb7Lv3fO5+KtYK/I2PsuGaRjIVXL8WlgG+7tygc7XhKLS+duNLzpfouTXajU4Vp2zBhwZdt1AIZduXFc4BTiOjpqkQjI4pZjGjJ6dhEFuGJIGQ/awv6cEQS+U2TlW7DrqNokT21TvBE23smnAVzVhwWFaPvQZ+bKOcrnCjqlQNjE8kcX4dA7pbJFVyNnx0vUn1N4yUdUr7PzoGGj80jgmiqbbIkDHSGELa+uZTAr6Ew+x7yd/8TD7vIvjePoUpocqUIQjj0I7OqrCVUO4MDOM/fsfaiSHlwpNtNpI1P4lUH5aINzN21y6LDH4iG329Xv2I1+uo9s/iGwghnyyD7bqAdVLfRUBKIhKuy5rrP2TAKiLGWyuBo5UKaP27DfZQqEt34n4NR9mIpOKpGB1yzL83tp34ZNL34qb8gaiIyfZRn1BlwcSarB0vkkOFPm/BZ8XphplbSK00b808+nVNZ/OHXsJv/jmJ3HomXvm/ZxEtIsRnkRaug++gMbowu1dUQb4EVhidSxCoLkVbQW+UJ7N8s2DUZ1gmzMCJf3Rpawt1mWcRXZcjbrH22itcJlPL4zsRefAOoQFGLFkiYrlY19jG3+q0vl2fhAxNYcu7xhyeXFcgSwCQmSUqn01obnjBjElqnPExieKEs7VOIDXF1yO//XOrYgENIymShiZrDbAascDLCyuQGewnVHG7zv3MD7z0hcavRR11BgjychkUDsvWu4u57a1cyN+8y2MhacPDSLdz8G4kAAc9D0PovLgZxoAlKv1tKAv0dj0svsmyQiERbub7sxrHyFRcX5dZ8En9hnuZkAIoRL4pLwC+ETzdeewYAX4ROuYFsLpCQF+UEV4Is9aGdy2O3J1nOk/hOkK3ziRfpkb2zs2IyKAX8mWkPrpZxptf4pDYIEEe/o8qo99GpJHYm4uFIXMK7es/jqhj8y23Lnt3pYQvs4ZFp4b5c+scT4Lb8fSS4NPLvNJaEDIZhXjc5x6COytCSdDvwCfijmus1ERluIJ5OC/bCcifVoDcGh6wxuhLVxN2T/q++8hdWx+rJqFyXQe33roFLve+VIdjz3BN2CGzscFVbIDr/8rKM1CA6lWazBJXeq7HPLCFi02pKfRJar8R9LjTFyfKtE7u7bjb7f8OXOSpP+nWHPlrVjauQ2KpMJb5cmsR4j90fhn17BAgO18PY1XCloLSOCbIhy2sOv+b+Clh74Dixi/UgQF8xrktCsxKtpXjp+YQsHhn1tIjcAp8s8+V6hA1jzwdvINhqnzOZTsy/n/zwefCnP0niphKlBxtZSqAA0iQaHJlMqyzYcSDiO4krcGucynxPYd7N/sY48gJtx7ioJpS8wn1cfHRr08BYPasiWAzKyI+VROVxvMp3BUtLxWwtg7dRCZavYVW++I9ZSPtGJkwXpmj64V6mjdl4JyLA2PJGHcO4HLE2XsDHjh89u49vo0vH0JPJIuImOY8NoCwO+fQDjajKjGgQMp7nkZ+HSoeIKBT0rdhBlQkRMt54WpJkzn+T2jQgIBTyTcHow1Q1tCBgoSE6OWqH14DqBP+oi7nqBnQUKg6IdHFEEoxRNEMHhEW1BzcFYn71LzkMt8ao7z+yvZdewa34P9ouVuXXgtalXKSfhFHBFuaM1TY1DqBo6URJHmwJOo0GeTBpftoKMp2NB90it8k0wRT3rgLD7KmBETuhda2cTlguX2fPtVeFTegC/eexIDov0mm55tBbXrYs6sW6w1avH6qxBv7WYABjt/m1yZJRiyhbZQM9PEc0NSVFy55CYmdJ6VhVCyKKhZxVmWhTFH86kqCg1hUSBQxZg0w34GFlEhy9VrYp8h1lWpbsMRLcESDIQrHGgZLIywFty54f690rpk3n1SezZAX8YNUiA0r0jv6WLwqZDnbfbN176FtY7TPJBOF5iZATEtrWwOVrXKtGumM3wtIdFlYp4Yqoa6yAX7WviYLEVIO4+f7/bEDoQ2vhFa7yYosQ5I1MmwdDuwkAPYSnESlhCMLvsUdhdkWAiUi6j5+AY8GPaytdEVSZ8sV2E5Moaq/HlpjXmwfuNS5nhH6+7yaifLfV0lAKmWbbhtkwOxm+MR+BTR0ygGZNZW6oJMBDrR2FAEu4mAHLf7I9ki5CZUoak3R/MpNZyGKowoTAFYhswy1s1k8abzdSweM6FRMdgjoWnzNmyOrUKoWIItKTgr5tT1yQgrlLeSIRAVCys602xywXMnKUD0yTMN0XECkSPJNrbvJCH2QpqveZ7Aq+s9ERCXF8wfYj71zckHViaWsblkrDyJRM/iea53dnYc2kwBEhUJdt3fyN9ky2F6T13BLjxzaAz/+P0D+PhXX8TX7juBf7nrCHRXUG2OblTQY0EWgG8ql0V//wkmRVBOlVmeyIZuxC0YcpZQaP16+Jcuw0xU4yQAsR7SHmX5mla2flRfRfdJFvIEsiJh5OwBtveZG5FITHSt1JGdyTd0EOcyn+j381zv6hXo++5pgE+S7YFdraLm42M2tvhyeHe8B7oo+BPo7kg++H01dHcXEPAQ8OQgBQ8yBPymIg0G4M7ig3BozyKManrz+9Ce8CPvajGbfO6m4yXAeG4ktt/UaLuTRrhhhis2Pnr2KBvXvos02/6zx6+vovt/WUREIkwb+P9boiRapwy9wjYqjAkh2CAGo6NKKNcJkKKNjAJVlpibFbGfSFjYMFWu5aRXoKge1IkFRQALgT0mUUglVG0a+A4T3pZIEJMqWJbBNrpU4c4Xs8wGlya+olJj+hyVV0x8uN03pTWSaRNjnrixfOtFlF+dtHUILKsyTYwqHbfXYNVZ2kTbqsyqCyaJ26kKPKz9bP7752p5gnHI4oO5m5SlLKKeCEpiQ6vWLFbRssj5ibGdOJdKViqoG1wzxqTWQkmBR3YwYUwzEI9rK5EzIAFQM7DhherosLgtIKpOnVX+pEAMhlNH2SxCtW1OqKIKs/j8mqGiVq0hSJ8vhNUp1TLqvJXOVk049Rp02Ua1rkIXIosUHnKu8gnNnDq1adkwKw5sn6C6+kONcewyn6rFEuDxwRAirSrqCAo3sJiex4++8wQ+8Hs3Q3NFXG0Td/f/HLGZHiDKNyF91gTOqIugeapoTffBP8kFZJ2uS1uzuswnOV+C05a8pN4T+70sI5lsxtTUBEqFGQRjGmLlAsYSfUh3rmOv2doew9QZnjB0ki5SFThSXYQO9Rzrl9/98Hew/XUfbGwMTVevRFRGtdU3wLv17exZ2NS2AVu7Lkc8HkQ2W2ZJm/a6BKqPfB52egjas59FLLSOjAj5eegFqEYNpubDTPsimL/4IdrW/d6sc5hZb2g3OEIn6JWYTxNCAPLsoWeRbOtBz4qNnJZ8cD9Kyxc3mE+dPXwR0zwO2jo8yGYKmBweRPzaTeg+eopVKU1lFKnR3UCdtx4S8ERJS1Vo6ZBzYvza65ESlHjaUKuyjFqtjjNPlBHNdcDXxq9Xx/gPqA+AJb6+636fVaWkffdgtXkQT+Zv4ufqLSOQF621mo+BB64DHbvm9dy8jdJI2YK6kCeot628CvGwFx+5bTU+++NDODepQ15gwlY0GPRVqeO9He/DiHoO959/BGaJ32vTriOQSLI238KBS7fcuaGGI4hffyNmfvEAMqdPAPE4goLNCTkCe+YcKg//C9Tr/xSnj/HjWrtxlvVEMTxVhJcxn3TmIDYtwCdKlkjXyQXW5oNPClI1Ap/4NMKYT5dwuqMggXtfoQqTTA0U/n53PTOOvRUgJO75N57ox5sjYWxwFEiGB45WR+r0brLRQ1ughTFp3OjULXSLRDVfysKbshAUTCxt8Wr4112D6qP/yhyUHO18o+2uUvo/xHy6hN5TebzILjmBT1PlOqbiAbRagC+6EiXsgjE5ydoedKFh44JPOgHG1HlnVVHIFNj4ot/RZskxqAUnAk8716BxXXwyVM01gXZnGoUxCcGkgfDSBfDe/JdQA2R77sA8twf6Sz+EXKX50cM0n1JjpMcXxY617Tg7mkeXRYmqD1WTg1qRResgx2bnNdeJc67gJzGfLK9gPvmaMFagZzsBWY5jaWwp3rL0VnSEXj430karM7ocVqUMWecJpk+Il5dz4/AQA9uyYObz0BKvzFxxYyZV4i1YvgKeu+df2EaG1qkVm2+E91wBTw1HMOHzoELrkOPAbwFvf912DDyyC36pivx4DsElTXhpOIMtLVEmOq6PDMERrUnUAkLVXbN+EfNpZho+IeBbClFqSI4/VfiqPCn2+QSLuP9CwyCAtABp80TrK0V8y1bUyL0wk4E3xfVO8sScIwaYYTfa7tzPJmBRSbTC8kRRmLxA9oZM88nrF5tMow1Tzmk8OfIs3tJzA7xxCaVxhzkfkuOSoyh4ciKLiU6uvbE06EP56QkEJGBzgD+zFzoOYY3IXbpVBc+k9+GPtm3EEydsPJEuIdZECBhQSxeQf2gUfskD06F8pwgPwqyI4rbllpUqFpfqMMeLyC6L47C9CKukY8gXQsj0VxGMACWpxlKfgBJhzEs5GGdtWNbkGVgTF1DDmsacahkepjUi2wYWT55GuXUb+53llBqOuhK1mUpA1MsZxXTPjf7nWGJE8zu1d1F+SIUbYiwHI60oVE/CJ0mMNeaCJAuxBMeRhYIgTK2GogACTeEC19XcAcs4hjYphe/95Gm8PbEQTraGzngAo6kyA+6DHXyTnJm2QSZ+WjCPyuLnUcqsZGv4tcvbUD38HI7HV+Fw33bI6RReGkhhFRRkBYhJZiaUh1ILH2lfUmuPEvZi4/W/i9HDd86CT6YGw1PD7YtveZljV3T5Tqy/8BiGFaEfKvPCrUQdADViH2kw6zV4hCxBSYBipP3JGE5Hd5GyNayAF8qChTD7X4A5fgrqgrXz1nu/7cEiJhNAc4GJWtpBwOtn0g+jpXGmy/My8KmNtzLNjUqC7vlZWEH+vkmb5icO2oTFqZXUEDxrXwOtaQGSzWlMjRfxyLFdmJSmmLvk5nIUdZxDJqhCYbUGB1JUZ8wOV2yc3Pl6Vu0Ajg2iQDfIIte7GszspeUYnK61wPgLTDLCHDwFSMuRpxalOrnKVuCk6tCF46GrsxNwJCazXA02IZPzYdniDiCfgqY4eMM1S3DhW88gAS9ik3GgbxR5uw4auQQ4UuteqaCjVNRRb7ghc+aTt6mFtVdmXeaTEkXhpychN/uBpMwBQqPAGD+R1hZ4JBL3d7U6Lda1QXnF2NHz0AT4UGW9aDIC2QFWYJ9kepEmaos7sS+Qxl79IN4e6kJwqoSRBUthQkLSq6Er6IWZrqDNo2GsomOyUseaBBcdN/UMTI8DWeg+JVot0EyXSZWgKJ0MgKIctpw9+yvpPZGLHcl/ENG66pUabfjsmnuCWBDpwlBhBJV4oJFz0ljX99yF4Mg024dItoPK2T1A0+WQqMDvreDwkQD2TXAWjyRcUwdG8/jqz4/jD964BqoisxZqSQ3CMctQqT2eOmLomSRALJ9FYbwIT5SDWr5Qp2i54+y70GUbUc+kkcmebLCeWGeNpmHZmjbs2zWEmZqBgE/juk8d88EVMn8h4W/HrrP949RQP9oX8XmcPUeKwpihBPyfP8tB73hTgDlCzg0Cn873pzE6mMNqZQ8rbkHl97+4jx+rznJAmrNa4WnvgU2GEMMz0EoZZKeTSDSPYeniCVRm+Lm+IPbgy/J8naIs2ZBVhC67FZ5V16P04z+HU5zG+9cZ+MrTDmgXVC5ZDFFRbRknM/3oCnfMnosniiL42uqjQjgAVbSKj5/nBd2O3vnmAv/Z4z89+EQPA4lxhsPxeSLe/xFDUSREIn5879vfZYyZ7T1XILl+IUNF9/3iW2zCufZ3/gi+QBiPDowzWv1tPQn0RoJ4+JnjyM1UcOX1S5DsjOPws/cyZ4TFC/qQMFMNu1cWviheyFwD3ZRw/etWoKltdlKwTB177rsDuWIe26K3Q5ZUPNP8PN604S3M8jj/4guonjkNb/cC1ruvek2YJx9HMaLDDvvgmyzB17YF9bMknk26Bj+Hb+NrYDY3IzvyJHK2g3tKVXx03Qfx9EgFWd3Emxc14eRMEf35Cna0R7AxKcqbIvYMnMOj6Qfg2DLqJ7dAW3QccrCA5epGjHkXsYl3aw7YtKMTU2fvJKoJvOFe6MXzUMPLcOAQp20OdLZB9i7ASrkMa9+9LKHf9roPwOcPYc+j32cbINvxIaYtwtnmPBK1EJrsHDZfeQPU5k4cShfwTGYGC0sWrpusYKJJwcHTJYQTAeyeKcLfdgpv30NaQzz0hR04p+YRjrdgx22/h+mB77PqTbLzVpRnLPiO/BhTUjMezq3HGy4/SNA5Tg/GoExl8eKKKt6z+H3obaVKiqv55SBX4WDB4ZMjwPom1uJowgcVNdQ9MvwEzhkGoueO4nuP9uJ9tyxnz8CzQ88iUypjYX1KAIPA6lXrce5sFoSDdWR6kMxz8On7pV14f20D4sINyg1PKweapHwBdnf3K4JPFLkaTwqi3hp6NulQHl2PcsJGJdIO2XFweTKEBwQTIMiqEA4KjhfD1U3Y4n0B4+eO4+jz92P91bez1xjT/VzLvm7Bs/61zH3qlarA7Flq6UXgtr9m4IRTmILXOEn5FBRPE2yrBH8lj2LUh8lEHOG6heLzzwOLqUIzjtJ3PsqAWHbNEx9jSmWv5MQ3MzmrUbX/iR8j1tIJLVNAtVaF7vNBVWy0JQtY3HMQo8ceYm19l7lrjLEHlRjgvwpYC0FJTz3WeL+TdQMbjQqqM3wDHV60mIm+50UiSS135Cb10x/ugy8XZ20aRBPnB16GtmwHvDvey6qcFNrKa9C0724ktRLKZT+CwSp8MiXBXpian4EDzZ2zmiKU6FUcAT5ZdXjaqqgoFlr8TY3q3PKeON54VS+e2n0MIWJjKhp0eOH11HH2xDSuvulyrG1ehecOPgVMkhteBUPIMre8sNB7ComWu8FiFUOlKtbEw0j4NMYyDHb7kFWBijiHEG3kbUDb8DaYxz4PO3Uex+7+GYz6IsZ46lo4C549vm8EP3ryLP54uwlK2+q6jqygZtcsBmXzczON+eCToBxkaQh4uObTK7XdlY/w1pXxBT5wHhDw7LEswqtm9RjUoIb9gzPYkIjAoRZMrQ5naoSBT8R6oo2YObAH9VPPsPNZ0tsMBMIYlxW09VyNwJgAmNs6IEeTCNz+v1B98muwx8chmZzVYuj/ZwTH9VGe5Hm7Zm2hS6MF0ApBTA+lLOGl8Txe3x6FbAfhbVrKmE8u60nz+uHxBVAuVeHIXFsnEWtCfqqAicFTWLx2O6qi5Y5YTw3Hwywf4+NivDWbM8gQQ4/0gHrfitLP+uG7vAO+Vc3QFm+B2r0G3t1fg4Uy03xqVot4z9Isdty0E4X+fXBeonGdRMbk1dKIaIdww2U+uUxSCjmkwfbxZ6s/O4X7xncjHHwHZDmA25a8HR3C5ejioOq8Nc0TSbnOE8yQR+j/zEyhNRqDOZOBmZ35lcAntzU06BmAUasyHZErbnonYk0duLD781g0M4rjy7YLHRUH//P9VyAS8GBydzPbyPTIJaTRhLRl4VPf2Y/3NLUREiLkBGV4RavFxZpPtP5FhVZRkQnbWzCsAvxVDqKqisGeveqpgXktdy7riV3PYAixa69H5r574ex+EvBehQJpvPi8nPnkoeeTJnKbHZM3akFtX4Hz/Smip/DjUjRoolJAzCeKF8f34qaF18HXtwRy/xnYtRrKAwN4UIviaJ6/truaRmA6hqrtYHXUz+bCc75R9AYJdOPPEPHsyO/q+6d/iAXeq5kOULSnCdMTKVScOvxCOCVvpuHNetg1d1lPhmzCUmzsnJLwYraK3JIoSnIQBbWd2blr5SBZoqHqcMe7gBxpgPlq3xUMfCqNnYfTso7KUVAsHaPnaNz4sTB7DCXFg7rEASYL6UZbgkxFJZWcRQUDZPQY9Oe+xb7Xd32HMVun/HyjQ20/qoev7yHFg4IAhEmbTjlPz5iKoCRjIswLSSS+PiHHsRBj6EMJdscaKBNH0Z4/gjNKK5bQZjygNUTw26McfBodzCMwHsfSlX5WxNi0+QhO7u3B+Fkbrxn+BcZ8rcj6m7Dkyi6cfZqvkbRWUZHUl0gw4Jla7xRflB0Dwl4kWhcgT4AJ8swG3bZUeIMKVidXvOwZIdDq6p6r8c0hvoZAMVG2HYQUiW10Zb/G2rq8Gn++CzXR1hv1QT94H6T8DGQjAluTYbW0A/1genpuuBqPftuLtW1rMYoTjLE8PZZF74YeHM+cZq13LvjEOhZEwepS4FNBAHy6aOWNHPoZiuntSN97H9SrtgOJ5SgHkvBcxlvNk60hBj4Njk4C3cAH2t+CwTMPMlP4WGIFyJul5i/h3178HN6fzaLSydfjiEdFkG6XY8Mm/ViJ5qNCA9y/OKhLgkLzB+GQ/o1CV19cK6kMRae5nP+/4lHwpXuOYdgqwbuwCdVQE264+Ros7GrC/fcfYa23NJ+rURWgzjSTWg2BlF1DC7ywjUoDfCLR8bLQDHUcmWk+dXTz+cQU7Xl22YsHAim0zADr2qLs56SXyBzw4iQ63o8pczb/pAIIgU+TwzNoXcbnkhLrAPDDP3EMY6bGujGoLfzNr/3viF54DI8PP4NnnfO4pqigEOXvtT4ZZmOo9NBZxFu9QEJpuPtp/lYgdwJGdRqBtqWwRo4iJtFz5UFGMPxIdJzAJ7s+SQbRv7rek09C0p9stMrNbb0j8Om8kkdc9aBayiNz4jl4R46y3M77ur9E/tkfwBAzhtt2Z6U7sKAlhM2rWrF5RSsyhRo+9+PDOHoug289dBofuHUF0671+Fqgly5Acwwmm2CLXCuTScPO1aC08fnPE2hHbfACayEn44/AqlXIH9sP3as0TJOISUxjgJ4zAoUKMzTuNVhi/F8cJFFg1uvQPDIGT+2bBz6xaxmLs/l3coJa+FXmcndxdPbwOXZqLI/cxBOwJPEaS0Hx2edYYdAQ2nuRhJhfW5YCw7uhOSZOnG7GjuYxmFoBOgMwAzhjlBA2bLxROYUnpRDqjgzpuj+Et5cXzz0rdqJ+5CG0p17Cgp4bgaECahWHtZArtsLmhxsXXjOvQFUS4FMoJIFkMvWXXkRuQQ9zWKXoWPRyg4H/zPGfuu1ubtAGXiNnj//AX9S+5Pf7oUFlVPJiKit+7oOlU799Do5psJ9Jqgc5S0Lekll7zsRwCeWChebWKPt9enSAvd537nlIY8ehVPPwti1G6Or3IfqGv0a8JcleT39Hr6/RUCBNIX8YV9z6QebsoVUVKBUH0al+1O/+a9RfuBszP/geqnv2IPezn2Lys5/B6N9/DjNPHIVFlWa7iJHkTvzvF4OYJnHJigOlqqJ0/Hl4/TH2+5BTwoyRx2QtjZGqxc4hFgjA6/Gx79N1zLsm6YKBHx16gf0NjDCWdLVg8mwnqllg+pCf/U3ZlLDt2qVQSbCJNADsIgKUXNlFlPJDKJfLqMg6UnaBvf7cIL82S9fvQLKlC8FwDNtueQ/MYg310iSmskeQNwbZPRiueWBFOtmx5Msm+3un5kAtPI3TRy6wa7h/OI9c8wGkYueRNvNwMhn2hYWd7HO8Hj+rMli1MX4NCMHf/WX4soPomdmH33tNF+QKsbqKkOj3Q5MolbP4x/ufxae+vR8P7R7CUwdH8df/vgfPHOFJhObUG21OhqAeGz4Vbe96L/t+RXEQLx4dxaN7R1CoFfDQ+ccQzySgqZwhQtWJ4BVvQJvMN022VMR0oI8BWOfVAj5/8KsvcyxTIlHIfj9jts26WL2cCbD/9DQOXOCLTXfCxvhgChW5F9kuTutfrBnwCPF1ei5Vg29AN69rR95J4JhxGft/EoQ8d/RF6Ht/BrPM9WM8Czb+UuCp8cxHWxG47a9gJhei7oiWCH0ZJNuAv8orHKMBGVqkE6WDXEPEJu0ZAp5E0mqXKq/IfKIkgFWbJYmBNlS9evGBbyJ75Hk4m5qwvjeD7SumsWHtGXiVwXl6UpYlwzA0LqBe02BXQ8iXNWRLXpytm9hdq+OusUP4+6f+vqFPk9zGW1pcG+SQIuPn3z+MUsqEqdTRtlToUDg6vOtvgveq9zeAJ3bPl13FKlSrlD2N1juvWmoI11cEgMCvg4PRifGGM5Ni1BHr47/f2r4J6fHzeOz7/4Tx8ydw85YeLOok1zchKO544PXWMXBqmrHQSC/umqatDb2nGY+J7774Da5VQYnKZbyl4u4LU3h0NMOEur976DhO3P9FGAd/ylwMa37hvtTlQjxBBG75M9iqH6emOZtizWXtjXHx5IFRBjxR+L1CF69eZbojZNlbFC13XtoHw3kZ84mNFeuXt92VjvKWlskF/PdVQ0V7UxhdXXzDTrFkSRJRIbrrCGaM19bhr9noDXWgct//Ru25OxnwRPenLcjPZxo2xj2tDeaTzHYV1BISYEK26sIuSAb/XEWqopybLyj9f8Lpju6fIvQauta24YqrFrHN/SnRnhBatAP16RTKokLosp6GB8e5saqtortv+TyW4MV6T3W9yrQ36t4QchYlsjbitTyKVghK7xZYxSArPdYOjMMUWkiSN4ixIB83Hs2CKSm4LP0Aqvf9HZRdX4Mk82t4XheOr0JfonGeenWegQN/kdxou3tphB9jwsuT1pMZYiNdWo/QpHYAy2Hix/UKHzOkK6zINgqlYsPxzhTCqb8sUuwcLdh1vinZeP1bmRbRSycmMTEwhAW546iF+ZhIGA5CHgm13T9BRGgG3riIGllIU1hm2mP/frAEiTGZeEuoyz4iHT3bql+y7a5IdFy2hy3Do4t2UQiNlmINWnMLfL198/SeqFJN8zlptZELnjNyDl6PxNjO7O8Mm81HroCwHNN4st65gjEXZQH8UNudrArHtqqNRd5e5shKGnLqgvWN1ruD50dwdIYYQg7axk8hMj2FvccmmZvQYtEuc6H1MIKyDEm0syW9HsQNC2k9D1PlY7g5yufCQljCsGBwZepjmJrgQEtOjO2qauCKgg5NJ9F7IM7YdUDasxiR1eQKRTqaYu5AlTGf3OdBXbSJzXUl4dzkhw5VJka7DL9ssHs66G9HU4xvgE2nAIVRyKmSLsT0CxZMy4Zx6ll+P3xh7lo80Y/UKS4AH6mkYI3wtpw2/+wmdq2pIj3EC5DNzc2oRPi6TU6auSQHI2tn+hFew11GN3kvYCDP176gmFMrpGVikySBhErFQkvregQHdgDVMHzeOtZtGUDx/DPw2AYumzzNjGTysoMd2xdAF2YvLxwY4a69rPVOuGHN0YPxCiYirY+KVURva9crrvWLVt6EpHBiJtHiknAWtYrEgrJh1y1o4r5n3flKq8E49jjDYb2u7pMQAbfTg6xth71e6FEGbA/Wtq1p6K5mpnNYGHRFx2d1nxy6NuTgp2iQky8HGwrZGmxZQk1IFESnz2Hqm9+AMTUJ+TSfayqJXt6FQJ8b5+PIV4ng1uQ1aH6hjhW4gjlW90av5Ncq6aA1xc9rqonfa2qJe/jC47BsvhY4AoislS/thsyNeEjncy0kAW7OTJ1u6D2RzhGxlCju3zuMg2dSSFY5mGgnFmD96iUNwXECsmiO9CT5HNKu+WEXEyiKFMSRLQSEWyvph5XyfK71GnXoHgeLhcucJQw5jk4Y6G/vwu6OJkgOf0+3JU+OtyOu0DkRI4qPD7eNL1N0oGlCQN+SmI6j16xg0OLXYsn6q5h+KjHq3r78TZiJe5grdTnIn9U1sSCM0SJbc5qFJIILPnmEO1ydRMfblyOlKThSP8yvW6rMzj/e3MlMTmSZ5kWp0eZ8cdQNCxOZMs6e4XlKOSDDKsTwd9/Zjz/+4vP46Oefw8f+9Xk8/iSfdw+n+jHj8Da508/cy38mr8Gf3zWBvzy/FZNUzXLb7jwV/PVbrsXfvv8K3Ly5B4mID0u6Yvj921czwInWkrueGmDH67rmedjxUnMJv0dTk1NQ7EpDbJzAp0bL3bp1rKV7ZIrrjYVEUdwrdG8plq9tQ1G0u9qXaLtjxyp66gl8Ghs4itLgeVROnWSu28ZMBpFQZJ7o+NyWO/a+ug51+DR8VBiwHFwYTKIuQB5J9yCwei0Ct72O/T8Za1FxbG7xyQx2o1CJYmymGT+0XocHrWtwJlNks9XKig7LG0Mgyq9P1ZmFS7RV17E2Q2v8FN66OYga/YUtioSOjAuFIVSMWQ050jIuCQmLSJRfK7VcRv93v8a+j7cuYMf32xS/NeDT/01BOgAU+dKsBosmKrSUqM9zyDBMZKZLTGSPhHWJGkub4IKodJADi3fL7yL0zi/Af93vM7FVomZ3LIg2HAQKdROfPTKILx4fZq0o9BBcvvN3G20yTXaYiRBkH3sUhqKg3hYHMbaZkYQDkIkOCZRS+H/yA1xz6kFYVUFXlFqgpfsxPF5ubPYoLRwupVh7Hy0bUU1taNeQS5QblZqBL959DHaYJ003r7gCb965GGE9iZ7TW8QBANGAh/WSG3q6QXGcFTbli9V5P0+cIOiTLd1LsPSynY3PIjbZsqwGy6FWwwoWDlVR8PBE5OTpY3BIq0mI2Ab91F8/jZTOJ/tC9zGoyUmmOxRdxtFrZh8uAItQvFmIuzqMZqo/8mU4pGHlxvALjYp5wGvBX6uha9qAGs5heLrELD6//9gZTBBtXZzz4rYAgkIrwND4eJEW9yK8eQuUaBQBW0dvZRw/fXoAP37+S6hJDnrSOhOfZccUijAAs2cVt3hWfSUMxdfA39OHlkAzMrUs/uXAV5nArhuMUtvaBoNcGoSLVTg8u8mmGJos4t8fPIlC3RVOLaH5wlKYXhmFZp7sbU4G52iueBu2h9dv7cEVK1owbnViCLwCcuDJn2Dm4EOwxfjwLbvuVwKe3JD9Ecws5tVE2wmjZrRCcmwEhN7UhF+Gl1gRuuDBeDwIvOXvEXrPv0FupbY5QfHVXj5VuhULollvvPZ69K2Io2+JAWvxOKLr/YgFDbYBLxSDsAOb8MPDl+GuUzchseTjePTJHXjsqW2ILvgIkrHfQfTstRg414kjF+J4acKHbHAJ2oNtWHI6x5hpFHt8KbaguWKg1ekKa2UwtCourHwJGzK8HUbyKfBe8XKAjtoz1N5NaFMnYNT4fOLR+HWgFsSy0NAhUcov33MM9dps211QlTBYHGJtuNTmePDh77CK3UsPfBPFmUm865Y1DQfGGryIRh3GKnBFwN0NBoFPSxasxZIR/ixOtnhx3BiFadtMxJSClubTphc/7Ho97lzxYZy79YPQXZdH13Y3NQY91orUqo+gZEcYBX9B+j5mtPD0wVH84HHennnthmbWlsXOUeiMkDBlSbTcBUVb6qU0nxwhEOmoBuTwyzUbark8qkK7KEMVUnaAfnzivZtQnQNUlBwHH3gTp7t5DLGRD6tYMFFHZN8zsDMjbCPpueJ3EHzH56E2881gwXYwPDWFQAN8mj0GmsMDV722oTPg89Vx4d7vwqaS+K8RzFhBXAtqCyMtHxq0ng7OFBo8OY2AYF62r2zB2k1daO+O4kS+iprjQPFFoGldKOf45wYjfN6dIOFyemzUEDp6+Zw4PXyGMXku1ntyWU96C2cMtGAGTl2CRRXTNW+AlRWgrQOUnxuCXTPx3JFx3LeXj126v6TJ5ygeLhxM7CnB7jRsPn/du2cGFeHm9ErMJ7axoQKGLTGAYUtyB8oj/Nx3pfL447sO4C++9hL+6YcH8Y0HTuLuZ8+xsTZ+QrAKWgOYqAxBMvl98nsszJA7o2BM/aqi48R80qQUa1X3B6PwRFvx9ftP4Bv3n0C0XmRgS6yPrz31sRL6n3gGxtGHES5ysCp78GEsBt98Ll6exLQnCjvE1w0CvKnVwhUdd1kGlDNQ65bbdnfMENpXxIxwJPh8MhxbgE81C+EtWxvzi8t88nj4eSuhEKI7OIgRNPJzwCc+zmRb6BYmNJDsRzmwCOPDeWaLTUFtd7SRJY08iiuCm9m/z42+iHrHMpDzOhl5vEQFLSq0SFXE8pMYmtaZtPHaMK++n/APYWmIzymxjmsgKV6W8b41X2WmIkVZCOkKNy6vx0Hf29bigcoJDNaO4cDRM0wf5dQY34zXNQM3pAsoeji40CXzuW3UbsYt27egGsjDEWAwgU9BNdrQ8aC5lzarZYWPSz9qUGWbuaB2pQ5AcSyUO3qxUGzcSSRfk8WGV+gODmfK+ORXnkBdOLP5b/0fCL79c/BufRvy4r7F6llY/dzBLVCaQVxo5K0bPo+MyZ/NBVffhkqUP99qPoeb3nw1oTcw0ik4wW5I3hAichUe8Ge6kCqz/Mrv5XNviTbkDtDRsRyy6Uf99BZkZqJQNAdtK2XUE0FctXMneiP8/i1d2oSAAO+feHEIhwfSTFfSdbxjdu4iaMyz8WhLUO0pJPyv7FRNQObmdt7CSFqneQEcEmuFxrNHFsCyLCEr7N59I9SuaPF29BbOYqgbKUiRVgHk8XXjeLG/wXwiQxPNw9+LWoRiZQ4QkmGEC0g3Wu5aepkm1cVRyNVgEvuQ7osMmOd12GK8axn+rJVc3UnHxu4yBxOD1TiuVjaw6x1SYljYdRlSU/xcdq7eiJtlzgqbFuDTYL4fTww/C9sRY9sTuCTL8WXMJ8rpfJwVkhWAXghlnJyJYmSczyUkk7G4VUVnTYAlvigrUlFhln2WbTPdnkAn36xH5CBanV6URRpCeYlftKaXi3VURGHPZ1RRCipYEuvl7WQ1Ps4GSYKCngWPD9MzznzR8XAzEprQVXREHlyvsbapkhRsgE+mJSMEAxlLQcm0maviotVb5mksfvCKD+FC31K27vkqeeRmhhpFjpaaYEIaJjNlobY79ll6Gl+tncLnepJ4LpCGLVlM9oTuM7EPI8IwgQAbmeYdcp8cyuLxnx3HZ7+zH3/yb7vwkc89i7/6xh70C/CJ9J6mx/y4MFFAoWIwl9BS1UAhHYBjECvNxLjE72fFrKNse/CT1DIUynX4/T4UXZDLstGMItpO39tw2HZj3eImvP+1fN19bN8IK2yTuQa7D0IL1pJnwSdfSBixqHG2dyE5CTY2LrucGTaNnuXAW1Cobs8t5ixa2oSKMICqC93Ii0NR+bwVjkVZ2+SxL38Go5/7Jwx/6m9w4c//O2o/vYtfb2J/ksHW/d/F+Fe/hKnvfRtjX/pXnPuTP8TEl7+ImACCs8F2eBZyVqeqxtD1x38Ku4fPdaQz6oZb0C2L1td0PkxcVEyhCXuE8UCLtw+xt/8jgknOKq0UZ6UN5FAS6iJe/IqOPI9ocxCOI9iS8LFnmBy33SiSTA4kpqMWhNC6jSWQFe2BqXQETz4w35TlP3v8F/j0HzBigppfrJUajncuYkv6Dy69lr3GMEWlFGhu57bM+fQYe1A9sBFavh2etTdD8vGH3A2Xvjg5VsBYscqAoIxu4PsD42wjqHv45Kk7VYxm6tDXvhmljIQT61bj4JLlcJaG0fGWbdDf8SHsX7IdkrCyVIs6+irjiE5yRoBhLWXJ8q5fPA5HJEIkqDsmgLWIprLKhOva5W6saVN0xwMnMU1OdEFKuGWsa1nFRCZXUvXUVlELCoFS4XRi1ngySJOpLDbNHtWE5vcg5cmjpcwXPscbwBWveQerZpEYNrPmNk14pibgzS2E5QTY54cK/P3OnDmJ4p4hVIQgX2RhAkOt1A4mwfFlYbeOMuDpQ2vehaVveCciV16F1ve8v7GpCseaYdZ4IieXK0AlBzneCd/OD/HjHngBss3vj99jwletoXuyjt4lFt5z0zKs6ImjpzWMt163BB++bT0/Z1NHQLQHGSoHgJzuDkjUJ30FX1yvkcexKnoSR+UsdfogYEyzyhxFMMiT4O5VPLGXtTprE8s2rcIfX/b76Ai2IV8nBtTXMFLkdvHsera1oRoUQoFGmTsqisiXdPzbPUdRN20s7WlBICCqGrIFo9VmrI5gfhx9ra2NyZ+JlYv8kmjd779lBfo6IjhdXwJN8bNkZIh0csT4UEid9teMsXOccREkyjQjCAfgq2SZs4+uyKgsuRyOEN52YEOOtTNav+/qDzUctcyBp1/2vjNTIyzJWL7KQm70brS0KfAFFDZ2cjkFZ8bCeHbPSpy+cA2+8lQUZ6YCODlcwr0vDKNZtLrSpsu3qIeBOn3gi1x7OY53LHsT/mLDR7GRioxik/fY5C584qV/wMkZzk4pi+d+tPcIFjgZRByemMix+RWUcs3Aj544i6/cewyPZnvZ2zWVOFDl9fKk1NL8GB+fxIH+afzD9w/i0Nk0oj694cwEudaggFeHzyNXEKCVZeKF+74BvyZBE9oiBD5ROw1Fv9BiMotCGNau4PUb3oyrMnzzfLpLxTeOfRd3HL+HDQOPpeNDJ7+GDTNHoMHGtK8JDzutOLd4KzLxBZg4zZOdbDaDH/bfgxO88IYlvrPA0D4M3fslfP8xvnG4afMC/M5VbQ0Gj2PpkKAz8MnVewqLeY40gFzdGpf55FZbifkkCQDIjf7hLH7wlfvYJnbKE4dHzK9ev58VYilRd4MKBLoALxVDiE5GVPSO1dGdPsMch9KXfQje9bcwsNQU4vpF24Geo02UNI/55Abp/SkBIXDtqWMyp6Jy7yeZCOqrBT1TlOD+8IkzrLL6rr99BCcuzDRYT1pLa8O5c/Qov3+GKkHxqWwTeu1rl7G2lIM5vnkIdG1EZZyDPMEoX7tyWT53hkNxxJq74AvSedUxfuAFrvcUIb0nniS6LSGVpHDBlKbgmn2Wqh7YgrIvBTXWojP60Bl85+HTKIrWXo9KaZ0D7bZPQF16JbRVb268Xgbf4A6kgS/87Ah0sZGfBZ/EptJx8NyFh/l1rofQVV2Opx8OYuREBpURoWXVG0Wt3Y/TIzlWOf7FS0P43mNnUB7kz8IPj6cwZE5B1sVc7jWhS17Iqvkrg09kF03FJE3m4J2/ZTH+5s792HtqGlGrCo3EBmWl4aTpKRp46YiDmu1DVCTXuVod3SPcrSiuTeOvNmWhx/h8MzZaxnceOQ2Ztb/Nio679yCghDHpkzDpqIw9skqIUze3zQFfazYiouVuLnvC3YSyz73hRgZo+HITrs8AY4dRi6Kd469XmzUoiU6cHeDjqKs11ACf6ka9IeRLxSZaj2qWjhfKg/B1xDHUuxz5UAw+WUL9Ai8C6LaKq7rj6PZ52KZ4oOUIYkzXJIBgckOD6dLe0o0duQpMjecN1Zo7JqoIBjRcvnUxHPqvlsUdvziCoWn+/j1GBSFyJg1ykLRH42DfcM2L5mASkXV12OZc8IkEc2fnDbVvM8pisxWQqlAlBd6Agu7sKViQ8fp3XE82b/ya2noDfPIKxWbVp2CFdYrlUxfMZvxgbwmGNwZlxbXIi4vcsvn1UBKuZoyFD18Yw0dGs2gyw6g5ATb3ywEN5SDfdK0Jl7FsSTu8CzigVhsYgLqE39ttbXwMBui9vQpiMT4vFfJ1JiUQEs57NUPDkd2LMDld5zqYfa2oOlNo8/NrQfIQK5fyzyMSKmnOpIPNDdFx12WNHbEoEFLbnWzrSA8+0RCZvlRsWns7c2OmyLmOd0UdZn1WbFwi50Yxh/hJn4Y0xba+Hd4QHw96eRRKxzL2Pek+URzM8pyB6W6RS6NgLEmSCSvtYfkeOQhSkY4d79Ss2Hi1XEBGFKbcKOSqMMT8nbAM1DJcu5C8VvzCzdZ1l3xq5Hn0myfZGJTrGgxRuKXoDC9vuHq1doQRnOCf7+vg+pJVY4b9XZsQMzaFnbvklKFXX84+cVmLEzM1mOI5yPlE22Ylj8dH1YYQ9U1XLsLrlhbhLadZ7kQpE3OBE8wn/n4Ggh0cxCIW5QfWr6PpgodXhqPzcyE2lc40+4BAvQQj5MVkysAXfrIHkriPM0LYmWKqLFzAXfBJVpCMCRdwUSAkja/Rg3zt84hNPYFPBIAPClCYgCeP2Eu5sTyxBOPLeRE2WpjCPUfuQ31SmDPYQFQwMg+mhvHjgUdYeyetyGU9xdb/BBkr+fk9JFHsueCT6uvAdK7Kcq9zD53BprKF3pLJ9h3s/T0yYgrfC5X8Ml6zci0+evsq/FXnFP7adxR/qR7E/5T2410vlvHmx7N4zTRPeLKWgpmzGj46/Tj+XH8en35tG+IC4LUlHd11g+nCVR/5wjwXR4ptq9vx1mv5eLn72fM4OcbzC7+YbyDYcuVqAUpwtuWO9CCNVAoSdU2sXouh0/sZYBTyhiALVtBc8yFNU9DcxwFvWbcaxYe5oQjmU5PQfpyJKKy7gvIDKpQHaL/EWLw6gvUMrP5jjH2Vf/YZlA8fYlrEaiKJtiB/Dkpdy+DpEa7carjR+k4RTsx2abj7jyy12tB9inAAjh7KaW8SkiNh540fgaT54Bet09WLXLg9a25k/xoDL2HjqkSD+aSRzhqpxKVnwaSs262ACjwil+58x7tQDPNxUq61oJKbb/jznz3+X4FPX//61/Gud71r3s9OnTqFd77znVi/fj2uvfZafPe73533e0LHv/jFL2LHjh3sNR/60IcwIhx2/it4xFv4g1B0qrDFJOVOmLPMJ+GQUTcbi5G7oZ3Y9yj7l1xd75xchW88cAL3PHcOzx4ew/ELGUzOVBCMeuEParBMGyOpWTHCoVIN9w5OYyzNAQddrrOFfO/+FzHd0oJawM82w0ebd+Kzwxvw+T06jlFfDKOKe9H68U+g+XffBqXNx1B3YiCV001YrVzAdJEfc0SWkBJigzEv/5nLfHJbiu59/jzrTdaSPCleHO9lC/EDPz4Kq26hLgOTYb6QzdSmmSOfofMNjzVVwOD/+Gv2vao4KMUrCFVtxNL84Q40dzM6/MnBGXz8Ky/gT760Cz+9Zw+zGO8sDKJo7IANH3ylPKeZmxbODZxBTQihE1j27Al+nNPJaVCHwEdWvRNrmlYyTZ62976fgTSug1Mo1oS6qEor5SqkaBv8r/041MVbIYWSTLTQNERVzGtBq9fRPUWOCWPYtrYVH3/bBvzN+zbhxk3diEZCjckz4IqJi4S2ZgtL5q1ctDQ5OQC57SwcScKKIaoGW7CFlXYgIDbLXh9amoUtsLeE/pwfEU8If3TZh7Eg3ImSUca/Hvo6Jty2t9Y2lEP8PSSTWpj4PdCzFZy8+yTksoG2RAAfuW0VbMcV6y6j0M0n8Pb0aTaWdV0k1oJmzhURZXg0BX/4prW4LJrDBo0DdhOyaFlyJDy4e4pVax7fP8LG80vHJ1mb3/HzGQYiXhxUnXGtaRdvuYH9W7baIVl1+Ks8wRiVVORXXN/4G1s4VEm+5Oz7HLqHWylfxHxqbvNClm2+wUmsR/6cF3t3zeDwcBLjM0GUi1HW+pLO1xARzJWnD42xjbHLPHT1pDqRhGoY0CwFqfFJlA/sZ04dFERxbg9x97hJkayiZMDUqihHMthcMqGtuJm/VlDbXSbaJ7+1j12v/f0p3H9WwagZR6c+CMeW4FVE253mQzo9jS/fexwj0yU0RWTmIlYVIG7e5M/h1o5NOPXs3fx41Tp8ko1iLo09j3wPfgHQ6I4H0xX+rA2fn0GlXEddUOwtzYZMSfDQCJtHOrZcy4C3/izf6ChmHj+MhXDI34908Xuo1vYAVpm14qTa+nD3tTfhgU4PdC2Kk4MXME7XTwLWXH8FpepIZg7hTYG9uHFjF96ysw822SKzpJhfD0UqYWgw22jRIPDJTZ5d9pOr+eRIIklVqJ2AJ6DEniFXtc/88BCaRCIY2bABPRG+SSefK9KxY2ObWpDEvDZVN1nrZsPxLqxh4aTOgNfvl7bhUw+m8fPnzzPwwSIqKXs244iagn2lyQxsuji0ZJy9B12DrNLOGJWpB7+AR+79Hg4f5lVKOnZK+tMjQ3jmiV248xt34eEf/QTGscdwpb0HW3AYX7trN4aO9s/TeyINQVNULD1Ns3pHkZgf267rw1DNQLpOTp8ehGf4nOC2GVVq/P43NbWygkj7Ql6hHxf27tRy5zJnaJ6k7XVObIi7pCkmCURRJv0jOj+PgtB1i4iUhEjRwLVBH7asXcQ6j+ltCIAyvRH4d34QcoKLBtvCWUrzhdicQ2KrX7z7KGN6zRUcpyrlT8/ej+GM2HDWQpBT3JXy6vUd+NsbV+HW7iY2RQU6glh1/ULctrMX113WhW19SXRoBNQ4OFM3cKbmh1mdnctlR0HJKvzKbXfUFkpjwKPw5+HxMxqyRR2tcT8+ulNU3bu6UTAsdjwtVhm648U+81q0vf7P+LV3FHQzgVVgxNuM2IVHEYvyOS1cLuL40X70j/DNmSEKNgQ+KVChSV7sS4qNE8axyOabgmSTYAPWLHh7FrH17eINrMt8Yte8qRnhjVcgWM+xwpYb1HpnjnLAS05okNuXo/84X1tWrRCVaUlCxbCQbOFr1Mx0BTf0cJby06O74Cxai6MbeetR89AI8iJp37K6GyvFR52Sp7EqyJ/xUNMm6OcGIVf4WmO1tuHGTBkeEgYnZrN4jpkjLrlXipbTkFTEseJuaJRsEFBTykAKNyGv+xnY2yaNQYUJqmlN1+q4+fLtKGu1Bvjkk4KN4iG7nosuR8kj1l9iPkkyKuSAR2O1ayHa2uKwxdzhT3ANP3YtyfqOfhbQ8JoEBzVerC3BM4fH8b+/ux8DAwNMcNnrDyJ++a0IXPVBfq29PiQ71qAv3ovKxv/GfhZLBHDnswNwFBWyqWORIkBHl4V45DB3QaNnOXeAPZc+WUZZNxAXwsOlvInV225hY4FdN9tGsjiGx7MlONN8rOfGH0OoxoGAqarecCBtCXhgmDa+cbAEWwARdpFfM3oOHabMSCCsRMgByrlRnD/OtSgvFR7Ny5zh2HEJZp5dqDMWjMedv70KY6UwLqtcYpqRcqQZmq+FWcczM5xWzo6wxk8zZ8Xz5SEYkiiEUvueYD6Rn/HEUAHdYf76c7kL85hPlWAzHvnOp/HEDz+HkTO8UEJt3vTltvcFzvF5NrZ1PQKtCgJiPScdwvP5Edx/7hE4igVfhEvOW0IDjsJXDjBbeTrnWMzLNHjYdUjwOXtlYgFz4tzcxsG0SjjKGBmS5GByZIzNJZQvUcsVuaDtOcnnmX2n0hBdu8gIJn0wk8NNS0iQg8/T121sx8CRXYw5nhQpxmSV6zy5ayixIAncNEGsbxn2VBYtIX5skk/GubOicFbU2T1i16NeREkL4e+/ewDpDB+PhuVFeU7BPC+ExSvlWWmAeEsYpHjqML4jFeZrmBygYokDVRNsXkuCx64hZdEBS6zl7uKYrtaRDsUh2TbChWlEK36SX4VFiX13sMF+unvgebw4sReTQqv0+rY1+Kt6C947nkMtwMf9xGSWaR7GEvx4D5yu4q+/sRvnBjLYKMDYre1R/M17N+GLf7QDn/3AGqhOnelPOqEA3rhlHVY4GVjPPgrz+GHYp4/DOXsKybEsOlMGkpN5+Oi5kyQUHB0KaZeNXMD4Zz7daLu35Cr6llzDTKSs0ePM8dkuz197brxiAW7ZwgHn7z/F8+yAIkyPLA9rSyRYzwjw6+0NdTIHZ/a61WtQlW0c2vck///m5bBIX+yitjuKxevaoYsCtS4MB+aGrIoCQ5yPuVJQRfB1r0Pfv3wRS77271j5j//M7pskO+hY1oy2D30YzW97BxKvuw3JN7wJCz7xSXR94A1YlODPQabsaxTvFI3nZIWZyZcxn6pVwfIyZJZbvFSfIw4uJ9h+06fyZz4Qjr2M+cSOvaUPcnMvc9/tILBYMGhdw+wTM6e54zyBT/qsjhoRDCiq9SLLZ0hn2HJi6Bx4BL9N8RsLjv/gBz/AF77wBWzcOGuBms1m8b73vY+BTp/85Cdx+PBh9i+xLN70pjex13zlK1/BD3/4Q/zjP/4j2tra8NnPfhYf/OAH8cADD8xLXn6bIyY0IkqowiLBt7B3DvOpMt+etW5iTLSDHRicwaPHzuA6i1hHGsatZhwYpCT70pTHZYpK+pg4MJACWv0I2mAU2UOZIibLEqhRpBwIQCr4UKiXkV04K6Q4k8tgKhWCV/Ph+g2cjRIIJBDtWwT0LUL8htcge9ceEkqAgxXozD6PU5U2UHGTwKfxug2ap1zQKSoYCMQYeOkkrypTtC0qIGUA65tX46lfnGYW9eGIF0u29+DsCd57XrdKeHLkeVxu8US6dvg0cuEYVFOCpjqYkIaxfMiAyYRHKSkLYSxVwpfvPQaTLDAsB4HTfCJtdibg8YVRqO1AMvgCInUVaR9wHlPQI0tYq9mjL51HK2NJKKhGJ/He8Sx6/YeBllnBOBK3dzV0gn4/iid2AREViu1B4LX/nYm3U2jLr0J9/72olWusfhPw2qylIJm34C3XMVIcQ290VkPArdRTtdkv6MymqB64uiskBk+sgvrEBLwpG56AgzCJO0qAFmpj7BOX+UTR2dmD6VQKqreIQiWO8wdPo+/yFfjYht/Dlw/fyfqXv3702/jzjX/I2u5KkzyBkI0K02qhvu2zD57BCsgoRAJY9+bVKGSqyE8pTNPDaPeg7vNDqxXQ5VTmVR5c8Ik21u5mNOyT8c7YPsgFqgcrcAvqRV3D/S/MCnxfHB71CNYuTuLypS1YtzgJn0dlThJEBafWuGXrlmF6SsH4uXHY9jADnyrBOMb9Cjy1BWiyzrGE//7v7EKktRvdLSHm0gLJhOSYqD35NQTe9ElIqpdtUoj51LJaVDO7b4U/ugy5rzwDf0xFLc7bEokCfSFfYa6Df/KWddjfP83G9u7BGRDPg4EnssSEbBVLRvt0FiOdLThx9ABW7dsPUxVVKcnBx0YyOGqW8YuF/N4pNQvZpjFELBuXX/NHsEZpYzPNnH4onj8yzpgZpBPSFPXhho3djNVYnNoGefIXQMUPX1Ak+6oPfqmG3vYw4mEf3rA5BGOKNrLUwgSU7RxrP2hNF9FfJPczB6vWXIHS6V3YXQ0ygXhl7eLZtjtvHVWZ2haAsyen0VGiJFaFFg40dAOM9h68tL8DtcpmdC4zQR1p9aqCuhVCibTbJAdhZRSLCuQ2FUMp2Y2CP4pTURmnoklER65g79O7rBknrDiOlrbhHcFd2OHrhxYikGMJTAHkkKg6G7NSESPDOWjV9gbLSQpFGJOKwCcSuGy03UmzlVfb0jGVs/Fv9xzD1EwFsmNhSY0n7kuv245q5XGyIkXJtpltuQusxz0aA9RpA5b0qZCqAnyKqPDUHdTbtiOgbgWOTeL+FwYxPJXB7X38nqxMbCQ5bX7cFzm8uKE2hyHNeOFoOuqKionWrTiQM2EUq8gc3Y/eI99m4DbdL3onqu+yGq/I608HPBj1qviLmaMYPhhkPBdX7+nk4QnEXIaNYKG4sWJtGwbPpHFwOI8bm8JIOB2IKEkGPtXrOmyhD9TVza8zCYleOLEHqewECNJVepew1rWBsRxW4Awkfxw12QPFMdEqpZDzcz0hchxiYz3hw/ODMzidLeGtsRBuiQQRWt2J0TENimQw3SeaU6gN2G3T0wWzJZZsxZ9euQ7//JPDODWUxVd+fhzLwwJU83rxg5N3Y/fUPtwoNgeyHsbCiA+f+p3V6BQ289tCXjT5PfjRwCQytgUpKOM96xciPFZCZdcI1KYA/tdtS/Gtn5ZQKPcj2sTtqynOKTX2rP8qzKfUVAmKlIcMYiMrmHGasXNDJ373msWovvQ8aGuWF5bbSU3CNvlRPIJbMFRqxfhonbXMkxZdZPV1CKZJD1HDZPdWhI1+tsGJlAr4ROxeVPU4aoijeuTnkB/8FtJ1H3xKEnlNwukIv+c3Z09gZpT+SkVMSGY5uo3oFg5OuOG23c1lPlHEb7oZweN3MACDACgSALfLVdQHxuFZ3gopomFaWcpYKeTS27esGd6jRdYBTbpiyWZhYZ4qYWfLBjx4/jFkajO4J9CCrL8Fml5D54vPYWwFXx9XN8URHqowfY2BxClcQ8UZR0bujkdQH5mA1OGD9w0dMMwsgh3LsXowD4KdZgoVBMhYgFp+dJ0Vi5hwMkwEk4PwpflYjNlVaGteh9wjVTQl81AkGx1qAcNmAucKVWxrbYe31wbGCHyqMLa2UzEghfh1kX1hlKP82QpQTqbIWCgYqG2bNojry8dM54p1yOX4WqeK3YxOjAu9QJZb2Hnb63H6oQGMpcr46UPHQJlZsn0hO24CVNh7wYL/NX/EQIDMLl44qasSxqt1REgzrziJ7CT/eXjTZmQffRjlwwfhvPPdkBNdsGdGIfssODUFYa+DUIg/M6qvDV1L1uPkz0+DYIWa5aC5PIyZiIoXSzXcvPx6FGb2IlAkMfBbGPMpluQDKKIqWL4ghtPDOVRsk01DZpaD/vsnDqON2l4FY6VqLEFQPYYjz92H1p5VGEybOH5hhunXkKulXxQuE/FWpKemUHGBq4IOS682mE+mKIoE5ArUSBKedbew/6dr5Ql2o1Y4i0x1H3DZQrbW2ae/hP8eC6Iae4hlzoWz92PFGhrFSYyNjeHIiRYs9C3EYGGYtd5tii+FnZ+EbkvY/dJTrOBFcfCpnzJ5h0Je6N5E+LocSU3C292N5nf/AerTUyh+4q+gmAZzWP7uqftgORbLd7sKTchV00xfzJCLUJ0A5AKBgRIS7WEY42OMRSoHAiixVikL29pXY2V8CwYK/BjI8S5BztZKET/9xV6c1DkryY01CX6926JcV48c12oqX6MimTT89WmcQjeCYQ9G+vejXiszwe7ueBTpTIlpIa2Kh9izTzkpfdF1NX0W1JqG2tQMll22HEinGPNJreRgeDpYx0WA2vskIFQr4nS9D4QVblku5BpsP3TvbMEjK9hNxWKaFRnp3quJDsTkHAyxjTVqFaRm6lA9lksWF+OIr8cdfasQjs8agbhxOMNzhJbJYagW5dV8cTyjjmFX/RRWWjfjbISueys2tHnRQxIj+RNY4o8h1BFHaOQEvEEOpA6OTWBjrRlen8TmkwMnUjCtON7UFYciNCSDuoVIK+9SofFEUfFJWBRfBJkA6VNcs82/dBkiW7exNs4aTPzgzN2wZAlXpGqYgAJz83p0X/Ya5J55CsU9L0EXOpak09S36EoEWjdwx+fMMCo//zv4b/5TKAKkpHjT1b0oVet47sgEKnUVHjKUoOtoeuDzhlGuZGH7aS0CtEA7pvdznanH/BkcfepvsaXIlI5wn3IBN4u5/8TpSZwtnEJnUwidzUF0NAWZSD6trOOn0ljYGmJtgpl8jQmgE0uxQwOGRqcRKpsMfLrvzDCWt4wxkXQ/7VNsapeuId6bQOSK+Y5wjqGj/JPPI6iUEQnYKFRkmJZoFfRx8Cmf4cWNwayK3Y/2Y3CyiGZrhukyEmA0XjcYy9zlwylKHKuSLhOKwCe+H3cd591g88eaG1F76mvwnn8cfv8b+d+T0ZajolgvMUfMBeEu5EROSDpqPo8Fr1fD1CC/z3W7HbHaFKKeS4uy/2eNX5v5NDU1hY985CP453/+ZyxcOGsJSXHXXXcxBPxTn/oU+vr6GOD03ve+F3fccUejQnbnnXfiYx/7GHbu3Inly5fj85//PCYnJ/HYY7MuT7/tEYlEGBvAkmyU0oL2KMCnmVwBu09OYtdBPmmN5arIZ/lCc3Q8j+ucXagQnEpJQsc6vPumZXjzzj5cs6ETa3qTbDLwig3FjEDwa6I6N3k+h3y/0FSJdOJ0WMGFDFBMxWH54rBogbEIxfWzyX1br4nP/P5WXLE00NBamhvBLbya5m1ejuKghKYar+BESQRZ9C7T5oyCWDyaaC/53tO8inTNFU1IG3yDtya5krUoUbzmjatwxdo2tDWJthinjkeHnoJe41UTK6VjvKsDumATLc5bCOhkSc2TuEq9ji/89AiquoWlXVH81Q1+XOac59dATWCgRl6DEUS012CTZxM0R0FZqqHIDDJpc32WVbQNbxXvW7YNi6sGjOOPwxyfpVkS8ESLj6p64Dz9NVii1z2w7jbIocR8EWhJYqLo7D5rJrwLhabElMGSm7lBtFYXpJHTfFI1BUJfzgtRSasOLcoTxRUXatisd7ENmuWEURXovNsSR9Gq8nugeMnS2cbB58/Ctkz4VT8+vPY9SPjiSFUz+ObxH0CPhGF4KVO3IZlV5PMF/PhHL6BLjLmNEQOJoAeP338Stu5ni1NGaNg0jR9FVCz+tEFl5yNs5ee6ydWPPgKlOEnervD3EE1auHgoIbYR2766DZuWt2D94iasXBjH4q4oA1eo3W//6RTTR/mjL+5izixHD+5hf9u9ZD0URcbOm5filt+9ep7o+FhARm9TAKbJj4GqvGdOTOPwLg6ASn4fpECMJ5i7f9K4v4Zehl9YJ5MQpT40CCszg7Ap2t+MMoLqAZTg4N2vWYaetjBu37EIS7tjmDEtdm1II2AyPcMq5RTtmQqrwM3k88gVyw3wSTOrwMwYVhcqkGQBPukWcskxXNtzNTytSxvaGY5HwbcfPoVvPXyaAU9r+5KMOXfDpm4mPrnp5tczQXVv2YJX2K/TGHRUFX/25mX46BvXoDKTgk6NuxI/v5pSwBVtl6H/eZ6AdMWobWor4s3dWOUVVaQ8Z/oRjNoUsjElKl7UeueI6qE3HsH4cy9QcyOesRfBk6ni8loU3goHtgM5DxaeuQLL9r8GTfteA2PfdiSMVkSKKbw2KuP2J+5GD1nass0ur2TNhPOMjbS/3otjTZz9RRo49UMPMMc+di8UMUdJRag2cPBcugE+hUKh+cwnMT8asgZHjIkT5zjLgICnRMSLP98WZVbp5NpEVvYRofORM/UG84nmtlYhfDxVqTMHJtkQrSBUrffJgNyMD7x2JT546wp4VBnjk5MN4Gupb3VDbLwurOcvDrU5AEm0+gTCWewpyEz/iN0PgjB0gwFPFDolRFIYlUAHpPYVcHo34scdCTyRDOFAXENS589Dcfw4jOwku28xwQJThP6OGzQH7bx5GYq2gcEq3/QtD26B3+vF8CGuOWObGlrb+VzX2kNMJxlViVoQJdxxrM5a11K5GvTSDEoxPke029NQJRvnc/y6VQX4NG5Y+O6j/dhb1TEWIFFyoPL8MCTBzCPdJ5dNSQUb9owK3RMCE/o6o/jjN69l15gYtRMpvq7eP/AsA56InJMwOCtF0UPoDnobwJMbS6NBfHhFFyuYpGsGvnpqBOcn+GeoHWG0xAP42Ltfg1RJaDoIsfLBkGjd/SXgEz2rew6OwSNz1nFBbsPH3nIZmzu8HgXGNB8bGcHSaC2NIqmksLqVrwNPP9QPX0i03qXG0BfhY35szRug9PSKZ9SCIymQRSXW9mkMJCc9FL8cxv6Eypiyodow1gztx0xGgHTDz/GDrFoIb+Kg78XMp4vBJ9+CHiR7+GbXEDlG7dx52BnBUPFpGJji92/xihbWpuHqm1VtNJhP2XSFSMlY4eeFzlMOZ6SuOLEfSwrDiPj4e8sn+XU4V6ljo1+0BR+ZYcAThTPNmYaWWYKy7no0Mbt7IjZ6YQrQo1arMMesIKGHlKvUaKxJUB2TFUdr7ZtYC29LM8+TFgug7rzY7F+7jgNzNclgjnfmRS5P02p7o+2uJtlYWBPtqqtWs5ZEV/+wY9kaKGLuB+m2UJGM1ibSH1q8Dcv72vDJ921iQE5IFN2GSyEYptXQmGHnLHIeAjUpTk8XoUX4fQoWpxhQSZsqb08PPJ1dTH6gtG9vg/0EwXjd2FdjOV+tasFuvRI/feYcctP8PQ2zjqiTQc0nY38sAF/nNUgsuA0xkBi8zRg9SpQfEzmd/f7rV2FRewRTIhcxiQVjGXju7LMkCMbfs+6Bbi+GFm5lUhN3/vsd+Je7jjCdmh8/eRYf/8qLTHON2peiQqi3Lhms3ZKuoUnFPAE+6aYQG5eL8G17O9O6dCMQE+5axFCgsSczyJC7xpJdM32RVif9ryShs7MAVTGRKPP7eD4/BHtyAKYD7DeiTDcxFG1CONGKWqXIXKdpjWfnKTSfooUsWt/3QUiqCk97B2MRBsr8Ws7oOnM7e/vyN6OpNYRObw62VkVl5dMorXwcRnQUHV4VrR0R1C5wxh65ThMTkmJoNM/0Dn/wAN/YliJxyCZfm1SDs4TJAY3yKJI46G3nc9yNG7heUDWswZaI62QjZsoYF4yQ1kgNp196iH3fm4yheZqzRMcGT6Hyi3+CUuPPW/GZb8EmWQlxv0loujfBWVjE/E1IfKwSe4tYZOy4bBuRpl586v1X4OrV/HhG9TDXFRVREfuFgFbDnb84we6zTI53KrUZ8vOrTI4h64SgiTZnmjNsR0JOtFov3TCr8eoGvc+RDF/3F585KsYzPbkWzvsmMahNw2fzZ7vV24d3r/xdtMaFUUZ1gum4kdJct8Xn9ux0DT94kEs0lIsmEloV//321Vg5R6zaqVsMlJ7ndBeQ0Rfj++nM2bP46ds/imevvpVp50W2bUfLtqthLIjhQpcX1R4+/6UyY/D29aH9Qx9G++//AUzBPusdnYHy1IuQ490I3Pa/IEfb4JRnULnv72FOcNYdux+ShHe9ZhkuW9qMfNUDjyR63SUPKmUJmmJB9pB4P/CV574Ne3KagZNHO8qIF4WboF+GES+jKAwtnGyWgVlk9vLPPz6MP/3SC5gQ3Sz5M2n8/mefZT/7++8dwNfuO4HnT/D1U6tnkRDt2D79An74yDH86ZdfwLfvPwGzJvYnpB1yUZDjnFPJMUZq1xLh4ClMlC5kJHzhrgMoCT3Ku/dkWdcBSQ6owsyBwKflq1rR0T7r+C7LCaxM8jE7j/kk1vW5ofZuhBSMA7UCmsN87iItP2OG5z0n0vx6uzlhWKqyZzAaUjF0hpscGXY7FidO4Uftt+K3KX5t8OnEiRMMYLr//vuxbh0X7HNj//79uOKKK6AKCh7Fli1bMDg4iHQ6jdOnT7NN9tatW+cBLStXrsS+fcIy9TcMVZX/r/+izTEFXd+Ql0/CIyOT+PmuCzg2xBenp/aexx33n8SLh3iCSlpLNIk4ioT3bjCxRhtBQSzqr7/xCly/sRuvv3IR3vfaFfj42zfgHz+yFXf8+U58+U+vwvvexMUaZT9//bK2CDa3xOATgn8PdXqgdYSxMTcGx8dBA19tEu3tvHon61MIeik34hs8zReddz7+nihbcBRvCFqsG8FRIYLuaJCFq07C72GvpcTTZXPZqozVvQksWl5h/euLogvgNf2sRVBWJNbrTq9ftog/4HZdgmnVGy4ZpbqGYiwKXdDl28X+eoUkBJVrFbzFeRA7E+P42I3NaD3+fbhGZM7C1aj6FLR4FFzui0OTNMSE4nNZVFAiVT4ZLlneitWrboRnJbfU1J/7JhSnzs6nUhBUVtmCnR2FJTah/qbF866RJ5qE1rMeJctkFGH2N4JBsmCqjqHC8LzX03k3dEpGeWVUFqK5Rr0Ky6xBf/abONTKqxJtaQOeYT5WKtZS1ERLWSQSbrynN5WGl9q7ZAmat4B0LYqR555kv4sHIvjohvfBq3iYgN7Taa7lpdSpwcjB3kcfwutMvoCyn+sOnr9vP0p5HTXJQiUQRc0XhmwaSEydRCTRzN7XBZ982iz4RD+XymnUD97Hfha88h245bbb4BNWz7FQEO9/7Qp8+PbV+MM3r8WfvnU9/uKdlzOB5y/80Q7865/uZGOdWlSI2n/kzDhKwo1j10gA+05Te6aNREs7Y674RNvdjFdGF+knhPmYXJ7bg/aYM6u149cQvO73+DU++RScsWPIpUYY8EQaOFRp9vrjKB86wMdXJ98cSkYVHnkSO7smcfWGTn6tPSoDd0hbpCxAgccP70ZV9Nv7oCGa5QtyIRaF0spZhf6mLoRu/TMLjyBsAAEAAElEQVRIb/k0HCb27qA1FsAnbvxD3LTy9ey9HbHAPXR4jCUAkqhu0XWKhryzY8jvh3f5DihlG4rkwEMOf4xB50etkmOvyU5TJVmIfJt11FQdq0sOpko0fhy0liMY++fPIDcgo0s1sMBjQhFOQdQG1NMso+qhrYfDdBBU8Qy9dCKLM/ZCPL/orZBDC9HC3GpUWH7+rC5sCbP2EgJ82xwVC6o20hMc1JIUP1ZcvR3rRJuwRfR+zwxGzt6PlYVzeGtkCquCYVSxCvkhYPque1DYyxmNmo8nEF6P0JwQ1yri1dgaxJ6PSomde0RU1G0S4RXiyHc9eRy1uoVlC2L41Ac2IzEp7ObXr4PmUZmILEWqXmEaT2xu82noENba1JYj+yRIjgKdvH+F6Hj1xAn2mVet78Qn3rcJC0Sn53RBwYlT+cZmfMJJXXLN8CTIfZIfYzCeZoB3yY5BF6DZv1d34qvKe/DSuk/A866vYMHvfxmd7/1HxN7wPzGwbgdqjA8DPN0Uh2vOEq2fxanv3wG9as4yn5oCL/vsSMyHzUtlHCmUYDkm4lob8MjPMHp0L39uLA+8Cp8PA8EgEkJzIRXx47zuY8/pH7xpDeKeCkoxvqZ0OhwoGBPyBx7BBHlKgIWk47XmTSvZZpYSeK0m2ofJ8Y7AQLJaF5u9fJ2Pm0iyhR3Dqt4k/vh31sGvWlAc/ppBnGPtvP7JTegW+Scxn6jdnd7r4nPuivjxh2t60BX0oWLa+IHHwMmIAl93hP0+HPIh3Mw3cj4vPVcOCqJwRODTpd6TvqgVnhLyqYkiNIlfg+uuuwqXLePzJX2ZKX4+GaGr1Zo+xfSftr3hKnQvirMN3cQ4v1/59CiWxHgOcYH01ghxpaMpmAje/mlEbv4f7P+znij+JvcmXDATULQYjsb52L+tvRnatvegTGYjNAfM8LVGIs2m049AKow3jssSLpfUcnHxeXXfcj1k22iIjtfODwIEHhPIIkuYGOPgy8r17ez1LuuQZsNYwgfNwzX0/u6O3Xj8MQeK0wtVTbL3XH1qL1uD3M/3VP0wbQcj8jTCSQmO5UBNhdD27vei/T3vJfoVnKy4DmEvQk38YQuZARgu+KRXeC4m1oKIztensFPFs9VlmGTuYg5amnmusaqttXGNKTdZ0bYUEILNVFCY7E/PXifTRqomij+ooUkuwmPVoQSDCPYugkwIBrvIgDfib+hokrucIsCFihqEb/U17P2SMT9b/9r9fPN8aEzFp79/EDMlk2kWsreS+PPnSjOQ+UGomW/k22SxAZ4aYnlFfAd3Uy28tAu+5dv55r/GWc4xDx+T+byKn+2uMBfdmDAi0Kpp+AMymuomSHd4//RBxFo3IJJYhpgQvi/IZIjDj8msmSwXLQgxdrvu4PHBXfCS468Iw/BS4xaem1nONr+tGMGCwAx2rGtHezKAim4yBvGff+VFnKP2ZTZIDZSF7iBK9QbzqSJausMRDb6+y+eNTzrOBev/DN1r/whN1U5Ix0fwlVyZfYWmXofQyRvRFv8AJiY7GPBGG8dEPA/M8PcmOYLi5EkcqgWY7pY3EMK1v/NRbL35HexGDp7ci8lB0m9Cw4Bm0eXrEepd1Mjnohs3NXSfZCmA9695G6L+EIKBClq9KszwJGs7chQd1Z4DWLL2MNo6gOwpvrE9aUYaRj13P36WOb0OjRS4vpqiwBEi950RA1//+E7879/bwvKonZd1MvYee3aEWHIhxDf4QVQRXXMdxhmnDgjNPIEyrY9w0D51CMnzz7OfTzkeWGMnoYq8sp4dh/7kVxFo4+utqqvwCtFzYj61MR6MO8yFU6Ht4E2v34ye9ggsgz9X4+Z8bc+a4mfPAaVk50fG8DAJZSc7kVAzcByeH2b7B2AoPnhUfg4GISUMgK0zHaaORcteNj+NVXWmx+NVZPRNDEMT7qh5VHD15dfib7b/GdYt51qEaZuyGcBPTtr0/tVpGOFmPOVdh5oTh6TqkGseJHx8vBVyJhZGdSymvlzbgdoShBIXbOq8zj4/R/q8Qmx8Kbkd6lWch4ZyOIZ+2QdJrBfIjWApOWgTwLiwi3XCEAutkB7hefrmK2CKzqFQtYCZ+36Okc/8PdNIDL/pE1Dbl9EBo/rwvwCps7O5v0fFf3vjahiWBx6ibjODFQm1nAdhv3AMNLxInuNrz3AyCE/pMqzWeYF8w/LNWN+yGhWijhJ7TJvCNdtCuHxZM1vfKQfdXeFjY5HPgw9Fg5y5F/GyIuyiTp4TxPwmYgUDXoUY+FVs9B+GXjdx4uR0Q0fv/OgkLLqONJfCQKkwivpRrtPo3/q78CeDDNBwNJ7I3Lt/BucvDLNn1oSGvgVtzJn5929fBY8gA4TDQbzr9lUQ6RKfz5QkFkQ7GtcoHOPrRLWYY35N8/ZjHg98a7hkR7MxMDu2C7x4cXLmNHudq2UcEuB6TS/DqObhOKT5ZaE/th7vuGXNr4wR0L//f+MVr/T1/1nbHbXU0delghhMS5e6Vtg8WlpaGu439HuKdiE0Ovc17u9+k6ANYDw+v0r5f1s4loEL3/07nLQieEbZBrWigEgHk6kM7j9ZRp9sYbFKdpgmlnXGsXhBFIfIjlmSYHlkLF0Qx7rst1F0aEqnDbGCnr4+KHOAwLlB6Wt3Rwz7Hh/AuFgU33X9cixOhPCvL96J1JgXU8EgDpHQaGc7bFVjFWm5mkGyeAD1pkVIpdMYGhpAs59v6CLR5pfdB3N5M/JHJhHsWoFCYRf7GcmBy4LaGvKo7G+o6lukTYNfQaIpgL9692Z8YS+3odzWczkM4UaWbA4hmeRJi59aUXKAORNDLCmxSYY0JaaFNSYrn0bJvlfBqiuuxuKehbh7EtAVL5ZrE1iBCVg/f4K91LZpUajhyhsuw/W9azH646OgmueZah27/NNY6sRgC7Hu8AynYe7YtpIde/SWD2B07DjMfAr2gbvRdPPvYbAswCdCtci9UKbjU9BC1sHE/JoT3s03o3zvo6jqCsIBE5GVXcjeByY6vi8/iFgsMM+5jFrmqtUq5JLobY4EmL6SLOmoHLwf+cH9eKInCW8bMb4EKOUE4E0uhyLz6k6qJGGluFfpiVHEM1lMdvnR1KpjYgg4eDCHddcXoCXaEY8vwR/I78XnXrgDQ1MjaEUMnlqZbVtXYxCywp2NWEhhnLuQY6DhaN9RNMX5XJFInYNq6mjr6mbXzHEdVcTGzBPQ2HlOPvIDasSGb+EatG6+gevFdNPGNI1iLv+qz3k0CvS+YS0+ePsaXBgv4OnHn0C130bZCWLvBQt7LxxnzIelPXG0KQFGsdZoEfAGMVLSscAXZO5PMScNZfBZTLRxjSjNr6Fl7eWQp25FYe+DqD7z7yj1XoOgqPYEI53suC4c3M+SkyK17xgGdL0LKlJQU3tRylyF7sW8ykqv/fg7N+KOO3YjBAkjg1msIoE2+qyIF+FCAblkHMVIBB2bVwJ7n0R8wRK0rNuKYrYEDJxhrKfLNy/Aks5ZG9+pQh30LheyFYQDHnz8nZdjw7IWBkjs3bsXyWQSixdzYDO4/VaUv/15lgL6pBrq0Jjuk2RV2Aa6UspAi/F7I1t1LEp2I72HV/RavUFYh7gwa2XgAtTFCayMz+Cc2MxQ252MCj729stx17f3o0UiNSZR5a6FMCmSt0DIg0XJMlozT+OByO1kTo4bdi7G0jesx7n+FA7tHUH/iUmoQjx01yMjOJpMYLWobBp+FeuGj6GtRMneBHUcIsWNoBpBjDEFQXjExsajCLaDYNrVKhZ6Wppw4gS1glbYvclUsoxNKUke1KwQPCjBp5l47fZF+OBtq5nm28FjHIRt276V/Y1P5molU3oJPrEB6ogHsbQpDAxMsNYTO03V6G6YpgdetcbajqrnzyGk2tDCYfY+SU8PpgYOsUrkrkOj+J2YaAGoD2N7WIVPna+pQG0OWdtg7dOke1QpJrC/GMeapAWvWsQt167EjddyfZyLY/9RfrGY9Xm2xor8NM+fQTPG9KUIUYLDSv4WQmoG/vhSph9VnxpC9cIR9tVx4QT6S5fhQjiAxYHLIKk7kJP42PAZOko//p9IXPduGD1XoDhtUqcyMhE/rr6sG2+/dSFShVGcMesoCfetLg/ffGzfuAT7Hs0iKcCvcdPEG3cuxntvXcmON3T7Soz84AiUih9WAPCqNhSF2jRVZEjfRZaQr/BNQLuYcyh2XB5EfmYM/UcvMH0eQ7KxM/F6vP+27Tj5/Kf4eCfnUctBxKNBFayluUGz/180hXHHngEczZXwYJcXsmLjVjFPL1qxCeX0A6yFVyMxdFIVpjXeNBBWHWhCt4+Ckun7nh3A9wRLcSN0qDIxFCRctnkL/KHZ+W4wwzcA0x4/yXGgrTKByGWvQdOSZXj3oiW478eH0X94nBHqxgcv4PW3J3H3+SkMl2qoafQcAE7Jgjw9jqZtl2Oyn1qc6+joboM2UcZ4Wy8MWUKT4+DqLdswPkL34gUEgzTPCcMHx4J+5BH25WlfjPrCbRiZ5M9WMOR/2fwc27EZ4Z//uMF8Mkb4ZkuqmnDCHvg8ZXiaE1ixup2dczzoxUilDlPWcN+u88ibFmjrWi3UEfR5EQ9tY1skyT6LqL+KrNiYyA61ySk4WdHR3ceBsmh0GRb/0wfZ+xrFIia+911YQwWoiRgcYwLtW64BhicRqMqoEjhnAgcmDmHVymUYcbLsmWpDlG2Rg3YN9xRW4vyz55EMVuH11BjAs6KzD74zp1Alq3ZFxoJoACosmFAZ+GScm8Fqvxden4rHHzgJQxMFJqmKFl+JnUts/VokkmHoqTKoPEbC/v6wCoc0Z4gBb8tQjTosn4p0bDWuXML10yjKxTy3GyYYzt/CNP7+5s69+Pg1Xra5DwUkOJLK3MXYM5nwwVKJywUsa02g/wJQzIwiHt+B4M03YPqnd6F2/jz8lg2jbwNK5zlYIHk4eJXOdjIPUENCA5j2l8egKDVsy8u4vzmEZ8dexG1rr0cx0olEOocZJ4Y82da3htlaV69aWLoihmtv3wx9rw5N9eLRcw9gq03rQpk61WEbXjafRlu64fFdBmPiILZET+Ntb3sHZEXDnhMTuPupAWb80D9WwbIYFSdMlEyaA0hbU29oPpUrVBTxoG3V6lfIH/jPSkuvwPMj+1F0HCxL9iJcbEJ5agYhT4y5Tuaz5+HzK0gmcpgaK6NtbTMmi9PYc/Iw8pYKVVHx+vf+CVq7OYNlavsNOPLCY5g4+xgs3w34f9j7Dyi7zvJcHH92Pb2f6U2jGfXeLcu9YoNxpRNMJ4SEklxyU0m4l9yQchuQlYTQAiSUEAMGG4zB2NiWLNuyrF5Ho+n99LbP2eW/3u/79p6ikezce/9r8VvwLliWRjNndv3K8z7FIfN728KOt9wHdYFJd3nvFgR+zplKW5q24qq+LczDa/T4I9iq3QCDScjp/FrgNGagxmfRKPwrqnIBhE8+Z0R5A9p20NscwfreFNb2JPBYLsf8jBwtyMZ2p5FDW8tidQLZQ7ArwJqAVeRDBBSEEKkXEepfh+zTBHA5KOt15t7R396C5Kp9CJB3WQ3I+RKI3PURhA6fQ3Y2B1MNMHaNP3YMJrpZQp/b1SB7AUqTU9MyzIYJSQBfBD6l+7qhx0OYucDXtFmZr7GbAzo7h4YWgNFQEfA1EA/U8NAvLmBD73Yk1SwcgwMYuekM03cl2TlwvyfGGnQsbL/uNiSTi0OXqH44ygGdHa1xJHq6EKk1kPHpyGtVbOzoxVSmipJeg89yYCgSHn9yACVFwrYQjTYmvveDf0ddErLaQAFOsQlr0/wzC7kGarkcaqf5XqD5mh4UT82gmK1Bq1rsWcxM87GqFtKwtWcNCs+/hMk2DuzQKsLUVaRCPkw++m2sqRh4PBXCmcoEtq/agIHjL2Ju7CxWbeBSNFs0S50dHVDy51AbHMSFP/8Eet72FnS87ROYfuivUb1wBKVH/jva3vIJ+Ds5u4fWh7Yle+ATNf/p/YsE+d+LlSBWnufv+oab7sdb3vhafPFTv8P+3nT6p3i3dhW+H02hVDMRy5TwhPUQXn/VrfijDa+FbUkYnSrh7GNn0Zs10O/X8TftHei4bwO0uB+18gxOPPskZM1mcrXb730nHvneFxEzx/GBq6o4crYZdoWv2SamZlhAyvXbOzAcegyDhYvYmfRhb7kZX/pxA7ncOdygSywVkCqabsbV6SLyx4COrm589Lf4PoX2Tqd4fwwbt3cjEgt6Zv/8QQ3CH/EjKBohUTJyJ8m4bcGv2QhG5llS7D7tfS2GX/w+WmoncSK4gQHFeiXN5o3B/DDUoIOMAIfLFNISp21umTVYGk4zdvTZuPr9i72zX6miIkn0V9Lzabkiw8alvk2uARlR4ummUy33Pfn8/7nTO3XGCoL2/P/Vys3OoT52Gs2Sha2NQexXtiMWJJS1jmu39KLFLKJ47jSuWpvAdXfzZIaBQwPMT8TyKYg0hmEWZlH0JSmHE9FkKwpFerwvTbhYWG1dcZwSsialbmIuU8SRyZN460QTnugMYMYv44Wr70DX8GHs2bEbp54cwuzEEBJ+3n09dOglXLeFL2zqVgDZ7HwyBytqJx+ZhJ5YDaXMuyVpp+GBT1/+92Nof6PKTKTzpSqCgTD2bm1HrpTH8Wne2VkTWY2R43wRRN1293fkK8KI0wxgE7XcYkT7bKDYRpO/g6JlMX8RSuJas/pq/NvxEoluGXMkt+pOJMefY3RUKRCDKTrshhJD/nunoELCpNHAiVodLR17kalwVgtV0JqF4u9ENOHzjsV//XtQevjTKLz0GKzW9Rg7wBH5kKZAu/ZNwNTjUP1J5JbQ8KmcxGqU5Z8x3TWBT3Va7KsqIhUTmMni/MQo0iJZZqG8QREdX5u6w+QHIBmYfPEneLIjzDYRmfWdKI4IKZS1Gjs2NePIab4J+LvvnkI8GkF3SwT5M+eQKOYxSVJFuUbLXUw2WnHkm/+MlW/+bbawWR1ajdf13YaL+/nG0lcpgQhgPnULIKlM/sMkBnUbEUXG2eYzsBMK8n6+iEhkuIRN1slfp4xiUZho0iqWmSQC0y8+ieqFw+RCCH3v25ETaVpkRlgvz2J2YhLjI+PM12RpUSeABuRCocoMexNBlbbQoKl9zaZdSAR68fzJKUxlqzg+MAdJ15DyA4FqjoFPo7oEebwGWp/Y8QiCFwcR4WQMRu0PZ8uQt94D+fzLsDKjGD26H+F2PnzKejMmj55GbWISDQIGG2RQDRj1FWjtMFGcPobHvvEPuOPB/+xReFc0h7BhQwsyJ2YQKiahBvlzEepfjeiLT7E/F1MJlEQCGxT+3J++yBc2qmGhc2WcfY3Gv+/+4gK2ZauI0nVIBvD+BzYzKSL9+8TEGJ555hkoioI3ventPF5ejkOLtUAycwjAQAERlng3OTaOYq0FOhmZi0W5ZNWwuSRjjJ5HSIif4ccQ3bUbhReeR+F8BlgBrApO4KSQ3TWMEla3h9CzJg15gDPj6nYNqi2jPX8ca65eg/7btqL4jY/D1hvIC8muz7TZPaTkztvuXofd13Xgoe+eYdfTMTXkp8qwUvy4TE2GpWQxkVIh+X3ob10LxR+AEghA8vthTZ9BLcbfz+JTh1jn1WzQPGND8Stscffvj5/Bb17Hu1SZTJZdrzNzFyFR6pKio2KH2Cb0zt0t2L2jD8VCFcb4GGqTU0w2gRX97GcsYZ5btm2MFfiz7bcd+BokfqMh2UKuNIEwutjCDv4atM4UjIFhjO1/AbHdPHXSqPBxLpVsYryzoGAXzEp5/Oz0AVzdsct75iuVMh7+4Q/REjJA5K2kFGSL39ft7kBPPIoTxw/DKOcvHZNpcV/L4+gklwl/cNdv4Kff5tJ4tasNp7rfhOqpWXQRisFezhlMfPUzLEbcLs7AqfKNKHssdaC9eAwX40F0+NYioMRQlSnBso646sAq5zDz8GcwaLciMlHHXCfgBCy8/ZYe/OUzn0VpegJrwmlYmh+qbSCl8Gdr89ouHHs8x8yOaaf8xx/ah1BY98YEWrmErupE7QyfI8jzKTOXw5zMrx8xo7KjE4vGHLcKwksn56/gfZsfxM72jcjNDHtpmkogCLtUR2Y0B00ksC1X9xgy/LMNPJ/W8PDAJI4OzOCO5gTaWlcjM2qxjWpQt5BoRFD1SQgYDr76jWfx+vv3QVVkTGcrjMV8loE8wJbuBPyjfKOZbu9FraGgJo6bUkWr4xOo+QPICYlzq1WAtPm13rndcOdqyHIFo8cOoFqcwdPfO4Z4i4+tEYhJ0CVX4JRNzJ04DXXzdibPIi+zB28O4af/IuFcs/BBG67gxeMTqAvJI0kEaOFNT0O9aTWmCkmky+dQnzgPTJyHX+0D1BY8+sxFPHfxOexc08y898hzjyrZFoNZdyO3+bmSL5oJnbE72vpakMmUmRxikuRhMnnQaXjkmfNotTUEIWNnbxKbb+vD185PsMZFtnYIky0qJMFM8kOHZdUxZGewr5lv9qIrbp1/XiAj2L8KtYkRYBv5gFxArIs2I5Oo2360KgQxA4eHj6H8nIVJqcTee7XqgFRLkXQ7pEIIhWwVa7v5M+aPdEOj6PZIEKeyJbw0OocwISfEAPX5GPgUtxP42aOnsHZzK577xSDs61o85pNsifXw6nXsHtanxXulK3hx8Dg00XBipslWEQaCOGuvWvQsj5zj8qd4Uxv+7P59+LuHjuHcaB6zBRtNYWBuLoPnjggvTDi47cY+PJErsE19KsoB39ELZ8Vnqghv3oLi4Zcw/OhPkNi5Fzj/bzx1TXjaZHPN2LMyjVUbWqA/z9+vcHEIagrYHenBT9QyxotT2H/+ZUy8NIAkMT0cksAU0RLnrI+RoQw6euMI9Haj9twpBuKl6jKSDbriswxsI8luf08CD/zGNjSMLfjBFy8gPzeNZ370XWy59nVY2xnDH/3GdpwZzuGxp18G6jOQlAZK1KT0AYULI/AJeXpJ0BoC8diyY6FbdrQXxwTYvCnWD1N8aylbhmkrKGQbaGn3I5XK4dTZCnrUXvgmx5HP0UziYO8t90MPt3i/Y+2u2zFw4iUm+5FjBLp2IK2rKJZo3crXrmRI/PdjjyPS4OuCpnIYc3MlPPfED2HNGZBjCswwX8P9y7MteHt0PaTuY0B4FtqeMOw+DZt8PSDdSMyn4qMPrGXqkpaWBF46XWHAjeULQK0RoJdHJlNa1Mg0BNOnUW4wV6U5iT+ToUoB5wSo3NxSRzZrQJYVrLv7w1AicebVFX1xgLF8R2ProIbngNkcpDXXA8e+gerpHwG+DzAp79C5C9AkCmUwESB2fcCBJdjB7M2UZJRsBVK2jGqJv7t5lV8P8pOarmbQ0Pyo1CVQX2/v2gAG9wN/840j+GSTBKfEx5myyjfkyZRodFkyC5bxB8Jo7tl8yb0nluQL4/xd3hANQmnvRGw8y7hZo2YBn/urJ7zv7d/VCiOqoTBbwqPn59C8O4DuRBFxXx7TNf57NV8FqmEgSJGOjoNqwUSXvhGOaUNJBWDEdVhhDjoWx/IwxnRUC3zfm2ruQqlQx9QLL2GyfZ7AcW4qB7l4AdWLx9Auq4hoBJRUYAkPtQsnX8aaXbezEA1GC6P7tWMjVt50Gya+/EWUjh7Fxa98FVPPHkD7O98J1WjAHDuJ8X/9L4i8/j9DbelDJjOHfNFBPCX2E8QeNn2I+EUqqdmEVtr/SBI69+3GmV/8CHWjBg0O4rKFyslnAX0boW+IlOoIlRx879RjODh8GO/Y8CasjPdg511r8f2/P4jdAR+CmSqGvv4yojf3QmkSDE1dhtbajHDvBuy69U147kdfx8WXHkdIux5FIYcPaZRM3sBPjr0M33puR/JiNIBDQfJ7PANFXYF4VDxXlo7ff9tOPP29L4KuMMmo3fs/M83HQ8eW0dOXwuCUwB4cE7ZTY6qc0+NZ9ArZOhs7QlEmUR4fGUOqbSlsIjOZcuzEz5nHIMGG+1a04ueVMORgCX/0rW+gmtzOwFezbDDwKe6vEW8CfjmMNXfdd8Vx6Ur7nF/GouNzGVr/f0u7W1okB3L1/265PgzBYNCTCy33PYHA/x2SRzr8/y//PxCN4fnmB9CQdKzWJnF9mHsQ1VDFgzetwrqVIummVvF+xpWpEfgUm+WyxUobT/qJpdtf1e+Nd0b4oOU4CMgyBrMjLOEsZQZw/7AB3aihFohgpnsz+lZvwt7XvguSLCMzeBiaqqBaraBW4S+zpEQv+XwkA5AjNK2piLXy3XwjoEOiDQozE63gE188iMdfGIEt0lNIofPyJOm6bRaxnPKlkJnhL2csGfA+mzZ0VLcmxrBHpBeYBcuTM9XzfDEXlYBjX/4mfvr8CKPiU0Wuvheht/wtAq//Y/hu/zisUgmyHkLtSAVOzYScDODFWh21mom71qxDeB03HZWtBnzJDNq7NaYpd49Fal0Lbf3N7HvKj/5PlEp8QItvvZ3FlFOpvvTy98FyUJYUVOt80qzXcwj0cYYKpd6dmxtc9P2q8IVQBMOCOpnEbKIaV1S8HPEzn4qVK7aiocksTcGwVyDRwhfqNlRU6w7+7IvP4x++8xKMsVFE8gUmlyXT3hWr+PcdHY6ieuJJ7/deH+hHsMH/jTwKiM0S829lf9fWpZEX2vpwsIrp9nNo1wiYkhAqzUEVHbZAJMU+y406VwXd25EdVJ75OvszpdE4kZb5aytSZ4yahTOHn1n2GroDMf2XfX61irEBvjBft2Un7r12Jf7b+6/Cf3nPbrzntevQLkyVg2IjTb5PZo0Ph8eDHawzHKtwmehsrsp/B1T4b/wA6yTnylWP+aT6W5B7nntLzfXw54QBDI6MXTe/gb2L5P/w9MNfQp0mf3HMm1aMwaGgYCOIuPBg8a3fh5imM9+nhiyjUBCSVl+I/cy5YS4djagKfH4N2UINf/ONw3j4mUGExeLjXfdtQjyke79ndJSDP5Zl4eTJE97XtdU7oVQS8EuG5x02dnEU50/NIOA3PNkdnBp8R4+T8wWiNQfBSgPhHTvR8v4PInUPN1ksDAHxHN9YGsIk++TBH+NNr1+HVFL4eEgNXH3h21g19wJ6rt2O2gv/TvnIKLdtBDlAUJhkSJYX3Vei+rNnKhxGx54uTMgOag0LQSFROXXru/DD13biW9eHMHTPXualkX7z25C65340ve8PIYkNj5yvsw4rjXMSSqy753qQfG8/30QVi0X2Ow9dHIQmnteikN2t6vB7x5R/iQMEgTVrYatktGrBEjuVsuMg50r6iKNN3jWCETZD/jo0TorEO7WT07mLR456n90QKXEruzrQ3xzxZHc5pYzHzvNnn37f04fO4Wvf+CYqpaznbRcXDNZNrVEkE0kvBGS59+XAGLH0HPTHe3FD715savBjGQzWsEpswPzC76mmk/eJDGv6AgeeVB+U7i0srjz8lr8AQpzrcbJ8FuPIoOFwn4j2nbfgXNONqDsKVmASXcUMtAZJF2wcOvELJlkhQMaV3Bn2JGThxfDU5CE0iURIJ6gx5sjSc1BWxqElUp7nUyGbRcNN1ImonvGvO+a41258nL8Pza1t2Nq8no8XFb7B03xpyMIgupEzrjx/jhVxw3QDr/MF2XhxERa+dnwEkhqAJeKWgz4TIdOHovB7OXp4AJ/+2iE8emAIf/z5gwx4Ij+nd96xFnduaYcm82exfeWmRb+rNpth5sJzTdyDJVHLILrlDthqaMEY6ODqWzZDUcmT0cHpw6fhy/B3e8xpYfJWkp5VBwfZ96o6f0ZeuvAEss1rUNM0RBo2SmMlfOqfX8T+Q/w6lcdHuD8Z3ZchHf9tZA8+kb0f363sxJQdZx4xVFerJzF++gTz2vut//4L/I9vvoynDo8h2tPOYtnZs6/4QH7GlsF/JhSq4sBwBh/6H0+xVM4LwtfRUnSs6ghh7zYOkNAVfmqSj30dgTIcp4bH1yYgpcWzCh1PBy+iZ8UIY0BT+IOszd93+n9w0xbYkzVPMuN5w0BBSoR1UOjDUyP7URENubroz7as24XfvGcjSEiSTvHjCET4WN8nutDnc2VUSiUOPgnZHbEHDx8cxk9/cApExCD2Cz+fGpO3sGNfy59BU/jAUDrb6dnzoCY+uxa2BNXknzldlpl/k3tO06PcsDzZugJRYru+ZRuTptaEz8+3fnocTx3g0rloKgjTz5/DrpAfiRbOsMhOjcCo8Wc9cjX3esrtfxZo24hpEuaSVFk1WWpaoRhiIRJywZiXpdcKINvJcN/V2NvGfbl+euEpjE6UkGRbLGC8XEE8ya/T3EwZVcPA98eeginOa0U2iF69zUu6s00dCbHWo2dm+408sOjkwccxNzXmPe/9HTG87TV8zSsrJopiHWA3SCXAf19OpO6GIr4rvs/E177o5+/throGW9yfwyem8NOXppDP8X1LNFKCpjWgnCqiZ4qPV5vCQNv6qxevfWUN2/bexccwEXbTHJl/X+n/j5z/Gc7lBlHR+b9fuDiJj/7N9zFw6HEktTZm+Ay1gbqpoF6JYyLvQ/DC1VCmN8OpWpDTPiRDvCEY1RT85CeP4pFHvseUJEkfHz/NQJCngqKOzPTcot/vhgWI9HfkBRspVq/jIjWV6PmUeGph99od0APza/xWIbUaLdVEOhpghlugb6NzJuN/8reRUByZgiyAIWoANZySJ7mTbAd6IsHuZaNhwjTyLGihKkJ01sXcRpOPNWeptvfpzOeTPFtHKj5owou1KuR9ifbwIvCpb/M+OMRTWnK/T84VUbVoH6Wg3adj0I4gqfJGVNYqsnGksynE5GFuEqAU1vCmnZ3wU5IOrUsCJpra+DjgC0hIJvn4ZdcaiDpAt5+HEGkdDXaOkvDCMueqmJ3gDY+KT0Jvqo8d0+SFQRRjvGFLNVmsovLsN/jnb7wV61Oc9Tjq588Lhd4Uc1kMTXHQjmp1ugtSJIa23/kYWh58F2S/H9Vz53Dhk5+E1XYTFCbBq6H4g7+GMTGAsbFRlA3V83xy2NpIQjQoPLmE6oTWO43RIxh66pvs701hP4Kv+30oXZvREN6gqmnizdkEIloIE+Vp/PXzn8O3Tz2MhmOid1cHfjJbRI7kizUT+R+dR/Vska2R2Odv28CuUc+63eyeEaAr15+F4jRY41SWHPzO3f1o7udS7VUVA4maDEe1oK84he5rX0Znu2AwNfx45uGvYPT8UQaa9qzf4933gTN8jpUkFeGYjhcmuMewZRdg23xsHy/VFu/PwxwMLeYyy44d6oZb2POiiHS75oAMvcLnrmn/GQY80UtIoSXsXH382m7dvn7RHP5K/1+6z/ll/P+rrf+n4BOl101P8w2bW+7fW1paPLndct9D//6rXIos4643vBYr3vUXkAJRxKsj3gLGpoleyJPqxnxyHW1AqSyfjKQyDXXFDs94kDTOr6aCrfPmxbZp41TmLCRHQtD2wW820DFyFJJtIReI47GxDNId/dh6/f08Hjg/xs1sbZGCssRwnIrFsK7kg6kkr2UugCXBetKMCpqDEopi0bWpi38fdWqPzBxnf97SxCmlWbGpSCTn0WgysqRqmqNj5BPTrCw2eGYV9ZpIf6D4znNH0GRkvQVT1bQYiKa2roJZrLEEs/iWN8CpmJCjPoRvXYm+TfyZPHVkArf23uL535DPxlz5ZQ9Accu35w2QIlzyVxYGg9HudTBrs97GZrkiAI/2xbWaSO0oTiC4jku0uibJdJyzhrwSElVfgl9vkzoVgqVyRjwne1t2YPo0l9jVrFWIqmREKoyQ41FmVEqSj4uHz7B7Yqh++ETUeayNCTQw2ujG1NM/gl2ag3H4hxh7+DMM1IJtwGfU0e7rh+KojIHy8BMDmBP3sdE0y9hLBYk/g4nMKBzVDz3AI8/ZMYlrp4vFvZ29yI0DYy0MfFpYVoMDRHXDxsDRZxkl/ZVqYvAULLPO0rcSzV3es9jZFMa+TW245bqdzGg3UOGLhcmAjJSfX8NAVyvGIu2Imxz4yBNA8c+PIV8yoKS60Nj4GiZtDblSuUArSoc4M+60wp9tux6A7lORbo1h313vZlHNs2MXcGz/I3BsC7WD38YPhx9BNcR//zmRvkabw+6PfRypKL+3xQp/tyhGm+jRExlhfhkL4rkTk/gvX3kBJwYzSGg0OfNnW1+SjDY5yT2/2PGdPuFR7bWVWzj4JNiR5Pk0MzaJi+dnGfhUpaQ7GiPsGibEZrF5sgKtqRktD76bXc/ka+9CZM9ebuR7it8nMhOnBJrzhx/H7Oh5rGzlCy4SptER+vv6IaOMxhnOhCxvej1/Tnyadw5uFQp88xKNxvD6G/vxoffuxpmoilidv/u7tADu7ODSzkcu/IQZ13rlWAzU5M+ZCb9YRClamXnksesqyTg/wc+ffMh+dOACfn7yDJOdsGviE/dTeFqw4z3CI7RDW7bOm/o6/Jks2xKqwruN0u7M8VNIz3EvgKkO3tHU6vw5I4Cb/czxY+zeUrkG6YoWhW1YCIrjzCkVTBpj+MJPD+Jv/vkJnDr8c2hSA1VLgxzm9HlFM+CjJNHhHEvtY89uniSE83Hv7HgdB89N8Od1bzvfLK6s8Ht9PlDDyWP8eekQsstH56J4ae1H4LvmQQTu+kOEH/w7BF/zMZb0oiQ60IiG4MgapkJVvCjxhVzEiuLRl6fwuTNd+Mv83ZhodDDpR4yx54DTJ7iB9WpDRynGzcYTinjPHQffG/wJdGrXM7+rPM5mz19yHvT8Bdb2eJ5PxkQRBQFeNHT+HJBcRhWJmlQD4wMUXsnCPG5ZP28f0Khx8En1z4NPdunyrGGnYcGc5u/i7u4UOs/zYy+nfOz6a34OigV8FizbRiUkuvKo4exonpkmGw0La7rizGj3ui3tmJ7IQJP42qi9b3GqT2OaL7hz7fxatTay0DbwZsfSa5IWUlxNyaExVPDAJ0Xlz3Jt6CJjUqnEkmYA7BhmOrezP++YM9HVFWdGvJMT/JxSmQuQhC9kIBBm4SVvvGM7bnn7u9D7/v8Bu4n7wiTlMj4W+zHui59kgRUvn5/FFx85hYcODnuyO0nR4YsBIwU+3vmCFbwwMIdyjSdYdcTchDIN77itH1s38abbSK3O5IMkA32gbzULqhjTJZQ6ucRJpfdYm0RHO79O0ZarL7k2IfIordqwhbGtWRtnYzQVyaHY94jMo1AixVpYtjDvjrd0YcOKJBK6xGRXVEN5fv36iKIufJ+KhTlIwuSb0orD1BgyHUyOFtAQHk6ybUKjhzCgQI2FoIlkJTfpTvKpGMgPeGMhgU/U9GJ/1mUcPjCf+Do3wRkAKSHVIUbdG2/sR0uKb5byhaLXrNq6sRXDJT6fdIf9LLXMF4wwVlt2mq83Q5u2QIlEYOXzKJ08gTMNHbUA36wpchPzKCH/qLHzvOFo00bSMqCGFKi9O3B9xz62RhidHIHtyAgYQq5XMxER4930TB5/+cL/xk+Gfo6qSL+93b8ZCXc9a5Nfl47wAslrR/9mtK/cyI712Ye/iOkRPs6wYxbJvZJso0DrM3asMc/zKVPnn/Pjw6M4fHYGhmiSLa0jMyfgEOBQa2Dy0FE8dnjMW3vWTBmNuoNimds7NCUuQpnk88Bos4Jouov5TFLValXkcnzctX/2DAxrBWpBPh6T0f+Th8fwtZ+cwSe/9ROW4MiuietxpDhY67wIWbIR13s91pPRaMGuFWmMsQAJCcGpLhj/OgJ5LoCyeGa12kVoNt0rB4OD55EWzQ4yHXcc/j2TI/P+nHTvqCHFjqtBigAbBeEVFpV0jA7l2DxdyvJrvWbHYruVVpEOOlkxPDULgVn6jnuhdm2CbXPwqjFX9BIYJb8Mw8x4DUVqCOlNfJ1tMfmojRmbNJQyQpDQHvKxphRd9LzJ77PdKOBD92xEPKxjqBpGUHLJDPxcojHHYwzKdh39W5aXnb8sjMbDNRv/+R8O4Luna0gF+PgqKXV86t07mL/jH7xtO27ZwteypARZJ9eQI/sDUo40B3HDNXysMa0qUkkOXsyG29Cd2AtN1mFYGdRf+BtUfvCXcOr8+lPKW3ZSmI0HJPTFVqCRyWDUBelETU6Pws6NQ/KF4dv2Os8I+1TpIpItfJyfuHgS5yb5O0obiZg/7M0FZFje88lPIbB2HZx6HZNf+RLU3Q9CIW+6ehWVR/4GE0PnUTdJdif88DRij3E2MU25M2MChExrqD35T5gRTMLOvfdA7ViPwGs+hrogE6gNE6lT5/GxwUns1JtZg+tnI7/AXz7/P5FarbEk5p9MFVCN6exYq/tHSW7CfjYgGvxU2264D4FoG2SpgZj/Bbb+Y9/jq6Ck8/3Q7bkGPnHN7+FNq+9h4Uhj5QmUwK9poyZh5OxhBjxdfde70dzJm/lUI0P8nYIq4RMHPo1Hh/aLS1dCpxhLyCZhYc0n3l1qOk5F6yClcyN8wj81N1vAu3e+DvrcaqgSH4stp4iJMr+WgQDdnwj6r790Dv9Vqf+n4NOuXbtw6NAhb0Cjeu6559Db28v8RijdjjrYBw9ylgAVdfZPnjzJfvbXBfjaViJy358iEuZUw7pkojx4gRnMUVHyh1uamOwkn4OQbsJ39VuRmxn/D4FPplgQUWz71FgBJ+fOIGSTZ4uE8xiHr1FGzwzvrj07lcP/+sZL+PnjDnyxTVBqGegqabfZJ0BWl/fj0T3wqRdy3UbJ4d9H3jbvLD+D1e1h3Ly9E9etF9pto4GTmbOLwKecAJ/iqXnwyY1QJXaWLRDlSXEMcr2IObHxRJhEdMC95inERQw9dTzcMsYnEN9wD1R/AlJAZcCT7FexdjNfIA9fyCBT5Bsh5gtN5uYO8NiPvgvTlUWxBCs/Arf+NuQVO1EVjJ5IvAkNF3zyLw8+FQT11m6ImNnarAc+dU7VMZjl15/9Wz4HZ4wPsFqKb3DqsJnsjqphOvArPuxw2lHKzXDfGnslktkBlASLhp6t33/rdvzpgzuxL8kH2TEtiRcvimjw4UF0reQL6+PF1Sh/6w9Rf+E7yInEEcUOoC6F0BPg9+bIbAmzM2WUBeofRwBt2no0FB9i+TlE81NsMeGLtVzCiNQEaGjPieSWfe9YlEZDCzh3Qy5JAdTKBYwNcFDtSjV6jnvyUCT0Qpq5W3GSUdgN6HVKl2swmWLR5O/cVeuTuO6v/hya2NjQZjh07BgO/PF/xfceOoBpfzv8ARkKi/J2YM1WUJ8Yh0XsENENtBoBtHZyL4ZIohm7bnsL+/q5w0+h9IO/wsvnf4qhgI5qlE9GdZu/h1OTRZZ+09bLJ+KKAFl8gTCLJ66y9B3g8LkZfP4HJzFXMNCcCOB37+b3QvKrvMuywBNoTnjFUFIiLYwvXOBgiOzToFRjHvhEsjuzXkCtYsDPmE98zIkV5mDTgrdiIlKX0PbBD0EJ8meBzq/lne9igJJaNxlQ7fo+qbqEA498BdVZfo52TTx/O3fx1EBKg+zdiVyI+wK6ndrl3g138dGSDOLBt21HXAAjc9U6th9rQrfciqyRw9Pjz10CWpJ5XnyVH34xL6ka/zo9ee977TpYjoy6MCf90bNnIPnLCIvX2hBmrbaQyBBDsnqeL8ZJosK+JkBKCwocF1iXJQTKs6g+/jk0VfmGeDTC36mAwRcjjmZC0nVY+Rzqgp1G15/dGzUCq2TwDahEx8rHjpHJl9AiDbBEFdkXxwP3PoB9O3l31VZrSGsKAz/oetG9IZaxK3d3a6g4gqnKNDRZw45Wfg72OAe0i1oXTGK3hXW0i83LhGnin5+dw+P5XhiJlShULRaVPJWtYGQyj9loEvXEKpjsfZCwymnHPmkVzk2X4NcVvPGuPUj38Pk95QZ4iXjrRK6Icoyzed7ax+XkshJgi+yE8OW6UJ3F/z78efz4IjePX1hqQMg1VRtmvQF1RrBOLP754SXR2s+d4c+HHZHRI2LvqRq1OW+M9sAn4ZOzXJmTZbZ4pu89dzEDZ7jInmditpwZmEM4yU1qg7rJgK5QigM0t60LsQhqTZXx5pv6mfFyk3iWp0fOMMaSHkwimlzcjKNIdqo5MeZ3tnSwCO7lKiHSRVf2K4iQ2S0TMyVgqElIPj/bhEx/4+te4qyp98AIJqBbDrbkTNx/51q87671TD5NlTRmIInQh9dft54lJF2zuY0l51LTjMZ5dg+ae1m62fXyi/ib/mfx5t0xBvZTbIhrOE7gkx6VMFLg65NIpIa7rl6BP3z7dnzmI9fgtu382El2R89uUiQOzrTxuXFnUxStwSiubb8KAcYu48/OtJ7H1c0ByMSgraXhC83fW7coWUxLN8Ge4HO5UR5mzzk7LjH+9vo7sDrRjzf33gqVNuIS+VNKCIcjqFYaiIYokMFGydDwdw9P4ODxCeSny9DpXbMdHByYYDJlqqpUZxt6V70653OTS/l4K/kV6BHbA1WJDcCeOw2YLs03DAiMUUTDwNZlnD0xxRLUCIjJTHIgKsWsBuYrHuFgRmdaQ0TMfyRlHqvw390dJnachLT4udlxDmKRlJg1E6iR9fSjKBsGGkEOiPqkJmaqbtRISs6ZnnajwnYRPppn9SCagilsTK9FSAA+ZpXElbRCkWAE+XEUsjVMlWcQ1SNQQ4JdmymjZvB31rRlOJbKmEpuMQ+0mx5gYFkxO42f/9tn8ewPvohSfo7ZELhWBEWHv7MRKQ5VePFQmjPxLZ85NY3PPnQMv/O/n8b/+PbLzJibWM10/YeninjsDN+XbCoZ8GfPewlV3Ykgbt7N0yId5g0KtKQvsHd1Oq7gQpuKH8zI+PBnnsbfffcYHn7kh/jBD76D5/79EcwdP4OKtRm1AH9vz734PEvt/PlLY5jQD7M0PTvbBtXH70M5HEZMzkHXQ0hrCQ98ymaTmB4vYsow4ZB/qEMeUymEle1w4nxsDTlFbOjJYUN3DsNDF5AUstdCIgXJEkqDBY0o05xv1Ch1Sp/MoyiamJqaZAEGocAYG9eau1YhLliXbrUF+WdOVMjUXvPAJ2rqBm78ABRVmKhXJU/pQKw+1aL5VzSGbUAV4Cv5bbLPM/nf2/06e/fiIhG7IPYNZj3HAlQouGXGiSGkCE8pyYQuW1BKFz3D8XRLx7I2DcOzJZzI8HXAsRcnUCjX0drcBr8SREAYmEPM6wvPdcovYf/oIRSr/Nr6lDJT9ND4QOUC08dLBSRkDhSN2meZtNSaOAPj8b9mqyNCtosihbMckLEy1oPKqZOYbOcgsgsczgh7Cn3HPZB8IaxLrmbgI7GG4938mZy4cBLjc3yNJYs1+MIicLvzo78H34pe2JUKpr7yFfhv/TDkln449Qqmpmjul+DXRHq4puCmO/jzWjEUZA0+nmmlozBsyQu0al25yVtjumOYZppoVFQEa1U8cPI43jnXQEz2Ybo6i4cGH8a2vV0MIvzpeB76Rj43yw6/dmoTXxex50LV4EveAtvR4ZhzsEQ40PELL4JyortrDfTvegv0aBOu67waf3bVx3F12y4237JjondXlnHV696Fjj5+nJZt4YWRI5iZ5vcoL+eRrxfgV/m6bHtTP65tX3cZ8Ekk3hUvn1irb7odAYlfq2ymiM29zfifb3gv3rL+beI8q6iW+bXz6RLUjmbU3KSrX8H6fwo+3X///SiVSvjjP/5jnD9/Hg899BC+8pWv4AMf+AD7d0LH3/72t+Nv//Zv8bOf/Yyl333sYx9jjKnbbrsNv8pFL+8TQ0/j6OQpKLEWxO75IwTE7cmceB5yduQS8AkCEFH8Jvy77oWlh7xYyaUTxeXKlUqpNQvnTk9i9mINK8YpPrSBQfAFL85biA7wl39uVRSVmIaJmX40rCYEHSG1MZVlN/ns+KI+KCxhRYJc93sTXLCch3TuPB40DuOtt/Qz5gNV1qijYTeQ8ifRGW5DrdpgCz92XqJ7xtgjYlB0ChqkOP/ZWi3ixdyfo9hohzYzZMapIDlxHj4x4ZJBKP8cB/aQAi3aDocMOm/t8zYfiVSQAQj0GYNDfNCR6gqCZHJqW8gXi/jFU48v6sgr6R5YO9/AN9aaD/5QFA3jyuBTsSjYDqZgWcgN6O3NzMcmUHdgjI6gJhasuZ8/AVXo9GUhHSI+iSWuqb/u4K6Vr8HFQ5xVYoDYFipS+QvIDQ0u6hRS3PG2ML+G8TWrYGnUISPWTglPXOSb0aF6L4p18r7RcczhnRbJaUOt9UZmJtmw6xhRDey7pQ/bbuGTYcqMQArxjeS6oy/AV+ULVdkf9TpuLt1bF4t+OlK1/yqonXwj7ZZjG3CIQ0/dz9XcF+fcy/zcLleW2cD4Bc6c61y1OJHTu0+qxjaA9MSqgvUwyVw+OJNF0XVE2vkGiTYVE5F+9JZHsfbRz+PoD36AoJDcKRUDhR/+K/vzhWA7QmTMKZhPLW1hOLUS88lpS6Xh8/nZsc2MDeBHZERN3cRVfJPkE94+o+MFjM+W0Sz8V1xQaixn4aGHT3qyCTKQpc7fPdf04hMP7kKTAFUJPF1YMzNT7HqHQmFs3MiZOqdOzTNtVKfJk92RN4QsVeD3GQxQrgjmk0NSEpauVUfzW9/OItQXlqzpaP+t34GaiDNjXBd8iqebWCKLLd5dW4xNgfYIrNHjjEHo2/NGzNUalwWfisXF4BM7R0lCe5q/K7mgCidfx7snbkJrPY7HLj6BqmApuaCvqicQvv23kIwJsF4RrDsb2NKfxuv3rUBZGBfHfDWE4jXEhZStKjq2tlVjbJHszx5n7zbFktNGlj9vwpdH0iCJFM+oWUL1kb+mHS6aBcA/JYDqQI0/Z1Yjj8BaHttcPn50EdBarfk8vycppOHN229GcymKPvLGoLjsnj685YH7kYpHIHuLRgNpXUEuU0WtYiIcjnrsp4Xlsp62Nm1EQPWjUSiyJDZ2TQwOkgS7DDhlfl+2bOfvwb8/dQG/87+exsc+9yw+/vf78VdffgKPPPIQStTVp016uYbjM13oszvhk1Vsb43iz9+1C7vXtaByhvtLde67m4FpNK715w3kAu0syCEgOUiJTUTQn8SHtrwHXT4B0gnvlh8PPYG56nxakuvRxP6rODDluscWGRjmG5BwfH7MzRtF5Gf4z6/pmY9SplrITuUycQIaLw8+NcbFmN0WxqEDI4zVpQsp6IXxPIsOZ+ci6PXRoNhcZkfwyXfvxmc+fC1u293tHS/d+0qWA/CtPesv/X1TfC6eFYmBXZ3885erRAsfU+qVabzhjZsRalRJwICjE0FI197Br8XPn0DmYc66GPNz4Hpr1mTjECXUbu9LQRYS9ZCRgxIPesDgJccm3vnQjrvgv/H9RAWFmhnE3qF/wp/sq+IT79kF0wWfkhFkAm0olYVsxVfDPdd0Y1VnnAFZ5JHIrr2iM/CJ0u7UzgiMBDXEgOtaeSPrptZ9eNfsTbDE52bDBXQE+TheaSxmjS0cN0KbN8PxwKcRBAWoBsECk4p5fGTb+9E5cAS6ADQCfj9kWWYNsKY0f35ma82o1W186svP49P/chiFKT4GPDecg+TYsEVzi5jrZtsYcr4ykr3xefY0axrK0INV2LNDsGsmjLMcAM1qZZYqxh8MLoFxwSc1IrM5+uWDI8jPTjB2L7Fql4KVMung6HptTEITH2VFfYyB5ldkb3PrglZzE/MNrti+a0GBnEM1DjrJIb5JV7Iy0s18rKHEKnZ49RKT3Gmr5hOsb+i8BmHRSAvHVyDJXFeAh878FLZsQXYU7Irswp/s+T0vcdCpODDI0ZpJSugZkBAmo196N3M5FA7sR/E7D2H9SAPtvhS7l9Rg+tFX/gLHnv0hs/WgqkkEdDlQXUY1bCITIxjScfOOTuaDSMb+xy9k8C+Pn8UffuV5/OdHjuJTD72AjMOBmfUlA21qHjdsa/LAp85W/nzkZsV6KaGibrfAIbM9ScJUNIB6w8axcxOolTnrqXL0AKpaBA401IJ8HOowTmNbp4V9u/1QYnMMSPjka96B99/J1z2VIL++O7fdQzmOsEIi4exiAJUygZmA2sa/R0+thH9lHyqi4SGZ3AqiKWYg4puFXOFjVCkchSJkmPk5saYXoAG7v/TOGzbMYA4lsY6sGnQ9HfhlzjJZsYGvvRaWK7ubqlJym77oMyV/GP71fL3B1oli7qdnPmaeRT510WM+uU3UhsHnoGmHX+tOwYIkBjE7D4efZ0Okcfe1x7Bt52ZEVf7ukZQvGVVQy4hGjiVBS63Bs8cmGND4w/0X8W8/P4/PfOco/uoRYrlJaJQaaAv5GNj+3qt4wyAqCK9u046KPNLoTTQUGWVKHZNoHCJ5aIU1uVKpJmiqhXCoxt7P8FQrZFNCxSpgqDaA4Js+zW05qGFg83tgzfC9kx4JISCpqJw+6ZmN727i6505PQ7EWqGtv4H9PaQFWfo3VUFI+CaHTyOb500XVx64tAhUbnv/B4UE7ywyP3kcwTt+D4XUaiaZ0xwLESFbJKBYMvm5l6oaysEAiDSr+GTk+vhxxJs7mQ8SFVl1sN9N0jjbhlk2oe3+DaYCWZvN4gMXxiA7Ds5kzyPQ22DejWR3cIFS6PQxSMLKo3J0mHktUtH7MzlOAQL03Ekoz/F7OpnhY9I+rQXq6nlGW0QP482r70VSjEu1moXBRAu+OvdTvDxzHN8f+BH+eP9f4Pv7fwFZJJsGQn68e8NbsbWZP9sdoQhagvNsvoX7Oo/5VFqe+cTOv3MjXNGBZTeQEZ6JZZFuvC3ZBbXuQ73B/z4QG8OfPPuX7NiK9Xmg81el/p+CT8Ru+sIXvoDBwUHce++9+NznPoff//3fZ39268Mf/jAeeOAB/Mmf/Ane8pa3sAf2i1/8IrQF6Q+/ipUz8vjWme/jb5/9R9TMGuRAFFHRKS/AD/vAv1wiu6uPcVowgiq0jbciP0uTp8MAD38w8up+r3DhJ+bT6Zen0XVuB9oyPTgHYnLYjI2TTrbjmnQUfdTdkCUUdjRh5ZZ2VLEXPJMEoDTNx3/4giePuyz7qZFAUXQwpqNV1sUpHjyA2e98GzHRqWnQDAuNbY5okZETUqNQRPdo8sahh2FIwvNqpurJAkzyTXJsNJwKClIbSsKQNHS16KpP8W5DzSJKqYPKs8OQrRBLG0S6MB+FKmrdFg4CjIqoYrlhY+2O2xGXy+z3jI6N4MUX59kWVMQ4cjc+xJigCYpK9Ykc9SVVEql1fjJZtMT5DT2H4BqOwndNGhgujsCu15F/8ufQxARfKM6wjTC7Zgq/31FLxSojgvzcBBTVh7LRC122Ea3NoDDOn5egWOCw6yAAqc3XbsVf/ua1CLrsDH+ZeSDQpuWx0s34Uu4BzvShBXVWxaogX5gN1c/gxTU/grSigIsyX7yVfSmULQU+2Og7exSq8MBoSNoi1hN77rJiM6k48F3F2UELy6qL66740bf5GkiSjJnR88ixZ335mhw6DbNhMJ22K0dYrgJ+Ptn6BRV2XBXRz6Ib4Yh41IbkoOxLIL9qF2Q4CMl5z+9JKddRPslZeq0dNZ64aPHObezIP6L01d9G+RsfR/Xf/xQpwcY4HohjVlMQ1kK4fevV7GdqAgSmjKK///5xxBK0WJVgyyocWcU//2SIyW/J343qgat78dcfvBqvv6YXQb/KInXZdVoCPrmSu9bWdqxevZZ1KEkS4PreKL6w558EP4FPJgIivbIkqPoKdYdqFjo37GQ07uVKjcXQ8eHfg94QGztHR9/GHUwu6JcFS6pSZItl69Sj7O/ahlsgR5uREX5XqVfBfHLLBaqKLQHIcT+0uoT3z9yO5mIYTwxzSVe9ws9dD7ZD7dyIxDq+yLDcV7xYZYDS6/f1Ihzjm4OdfSpqThlp4S9RFUlljcwUhj75CWR+8H3292BnFNWffx7l738KlZ9+hl/7Yg6yzJ+hWGmShxmEkui66h72tbKtwqQ3qsGvB4GqgU3r5qV3DOASqSglzfN7kkM6evwd6MnzY0ytbMP1193E5k52fzQx1ssWWiP8Z8ZH8ojH45eATw3bxKEpLhfZ08bHxMoQ32AYzT3wFRLsrR+XuV8aMV5ed0Mf3nBDHwNr2fWUTaxPTGFrehxBrcEShdTiCDoGhuFPJDEhNs4P7u5BcyIIu1FHbYCz7UIbN6MowJ111TCmxUJ6RVCDY/FxQlaDLCbcJ4yCdDmFNYl+mLaJ7w3wZ8ctWdZgC5appYpxxnYwNjnkMU/demLwKYQNvrjc0r/N+7pjm17XfRHz6QrgkznOF4uTdRPFfI1tbtsFQFMgaXlJNAN0cjNzmORN8cdRnBllgBP5PC2sQq4CWWx+e9fPH5tb9ZELMHQ/CiE+j3a4jJFlKtHM2UP5mXHEU370iQbDBFJ4cjwF6y0fRq2lE/ZsA1NOCrNKC/OY25ExIYc0NudmBIPMb5ahkpRAgN50by45NuHhSc1FbdXVCD3wXz1fEeMXX0bs8JehiHFL9gdwobEKdfLUIYoP23TOA4phV3qlaB6olevh13KFoyDu05jkUXl6Fh31FMoCON/XloQsm8yTSPEvZgEtrNDmrR7zqV4e95oIUpKDkbVqBdbcCBrn9kMWG2r3VtHaxvV72rB2G4sT72gKMwZYQDyrapqPUw5bw3DpnRorYmrz81i7KuaBT9T0otKSCurnD6J6YBROpcEk/0cSw57ZuOSyNQWj1CbEnGSrRycwfpEzMJNtPWxeXFiuzKlSEr6XcT8mxLqBJHcu6Jlq5xvuufGL3mbL19WFuZXNsBQJkUCYqJr8WKYUNLXysYYFAbAmSwVqUIHaxX2XqOhdjYoxblx2kJT4hk2tx2EG+HN1feIGtpHWmvjzrPqbUBfGQ6aQ9dSeegwX//SPcOE/fRSTX/w8CvufAaam0XJ4EFf1X4PmrtVM3nny4E9QzgjZkdJgxupu1cVGM5UO4W23rsZf/eZe/Nf37mHjGXn5hLojUFuCSG5thSJHkVSb0Rzljdt28luiczRMBvBRTY2JFOOwirq0HeksH2M7NoTxZ+/chRs3zrP/62E/ctF25slpC/aOv5JFv/Ui7BS/d7tat6E5RAwmfj0tPYBwTUJK74AVzBA6g5qho1Dkc3GqOQxZyMp8qT74Ojq9GPfsTB2DU/z+dKQqmB0dZAxcCthxxHtbLc57A7lAEa0JiHVXCpZYSiOtKTOTBlRpjjVDqInatUwTL+3XmQyWmnPGAuaTW1oHv45hJQEjO+d5PsUqZRSTowvAJz6vlfJ8/JtjwA7QERHgk7h2tpAvOVaZjdlUO3ZvRkzItSU0cCGXR1k0ecjz6V8PVJj0l4BGSsj70cFhJgf2t/Hrsbslhj9/5y7s3dAKSwDIIcE2Wgg+KQRcC0mV6YtiF9YyiTY75+ok0ulmxEP83IulEK4qcjBx0DiGRr2GquXAf81vIPz2/w21nTO9gxLfD6RrORS/9hFMnzvD/J5ovtgaMCE7FuqKD8bONzHmlFsbUrxhdc6ZZvs8s06NIgFkLWC9Ly29uRnNv/Eg+3Pmhw+jOjiEXB+3E0nbOWgD86FKpTIHeYpVDaauQWoJInD7RzEjbm/bivkGibuep+YqNeXYNbFiCL3xL+Hb93aktDC2C6LETwZ/hO17+Zz/0v4h5I4/jcY0v+/U9C4+cg7mTIU10CqlOhy5BRuvfi0k0VDUGzpCloNd+z6wiOxATd39P/gSJJUfS6HcDMVcifHyJP7p2FeZxJcAnmS2k62TqLa2b8KOlq0eAYPmlia/xhrSpIxZmID3aphPzAYgzc8fko0J4c9KSh52fUZPs8ZbRXj7tiaSjPlEx/an+/8bnhx9Fr9K9X8FPn3605/G1772tUVf27x5M771rW/h2LFjeOKJJxjTaWHRgvnjH/84Dhw4gMOHD+Pzn/88OjvFDfsVrrgvhpZgE2O4HJzgEdixuPBkUAMsvpeKJluzUYc5fho1YSZqRWKQZAW5mbH/kOSOyp24fGwD6qAaILroLC4K1tPNt92A+96xHdfcsgoPbulmG0TDcdCxpwPv+NC1HqWxVlcwMfYcvvlPz+PhbxzBhTMzLIXLLW0F6bgJvEmhxMKTgXywinO38UE6+5Mfo3bgGdaVo6LEgXnJHQfc4sLviXxUSkd+zCZV9tmSoIAjwHwGpEYFU/4oihf6URYduNi1uxj6r2ZmPeZTYzCHxoUciw/Pn/oh9J5LmUl9a5qg+xTP3Fw2bfSubsF1d7wVWnnCY5KcOsWZNlTFrAs+zUvuFD0GmaKhlinXVDoSjEA2+OLFGHn+Et+n4nMHYJWKUP18A5UpkRzK9etx9fANHH3mB+zPoeQmONDR1RNloAmlYy1kPtm1GuoT/Bz8PStY53ntKi73unqVhuY+/vzVrCQSTIFgs07stbtWodkXZIbwo7WTcCQHXznxDTw6+yT7/mMJvmjY3ChDI6aZ8HWo1oxFnRJd0+Dkhdylbxvk4KX0aHOBBw51H9zn7fyRZ/DKkrstlyzKF1ZEABrhkqB7iwWaTUlnCzw4km18QWfufA3afvfjqAZIEiAo7WcbMOnxJNApIRgTdbLHdZBWxeJF0SH5I2gK8c+fFVK6O3tvRTQYQnNbhEn72LGoMsZmyvibbx5DuSEWXWoQMTXIFkC22MRdtaqZ+Xu4ZQvwiTT1y4FPLS1tTHa3ahXfZJ08edRjSgVrYrNNEe606OvhK4yqMBwnaWK7FUTrO951WXaju2kJioUiMZ8ag8dx9eveDZ+QrjlGCYHuFGzqTPpC8DFjUsyDT6Ib7xZthlxWYDQ6T8le+L0Z00L4jn6orSH4bBUPztyIqVMX2ULDqPDx0Bfii+Dkttew/9aFV4VjOJj+5jcY+Pe663mXtlKYg9/SkBDXviz8m6ojA6iPjUJSJZaC6LdPwjy3H/bUeVgioli3yDSdA7vhaBz+mz/INuKpeFJsJhVM+uqQHAWy8Abz9fO5j6R8+aPPeRv8Qr6BkLi/BAC98PwByI6Mol7FIeUMe/cWAjAkr2XXSee+WiS9iwnj0pwwgqc6NnsSFbPK5hvaJLJzvMiBmomUkO+lS0jYIlEzyZ+BO67qwWc/cg1+7/VNuL5rDM0BvuBf1b8GevYsFCOP9kYFn3z3LqzZzgF7R3T+agMDcEwTSiyOs0oG02Fx7GYERSF9W52MeSC9ogZh5Q12HnXbxkyuivtX3cVYAi9NH8X53DxLg32MKaRTWg12RwRDlFzJsssoKZMv9CuNKo5dOMo+wxcKICJkSVQNww3M8DPpuAs+ERjgggQLixhRBATTAR48wedJkhM0CSaAGVAxfJHeIZmY//DpFIJhwN+yDnKxegl7i+ri6VPM3wKSD81d894X7DgcB8bIIOaaOOsp4VMRECDNckVND9owWlYDhcwUujU+vmWDXErz5AtFPBu5Fc/G78bLNgc/O+bGESFvokwF//blQ3jyRzxFMGRkGcPPEXImMjNfWh6LVfi+yJE0Aq/9z9B3v5GxG82LL0Fp8Hmw4YQxUqeGgARFsI3MBeCTy3wyVY0lcZFHUZZ0a7aD1tk6S44qPzEIa6YCR5MwoxaYEW2zwj9/YLALwfDlgbnAmjWEKDOzZkrfikWFZDbAnxMDKvNBIWYzAnzMIdNiqkIm431/PLUKH3nDFvzDH9yMT//mXnz4dn4dG1FuwN7Rwt+9Aqpod9JoSBUcGOOgr59YTCJchWRIjfNZNMirTJYQvK4bpwrnWfIY+90mbUJtL9mWsmhb2sjQ3sHpl457gRdz0yUmh1sKPtVEYAOBRq7fE5mNu0W+MSSTqpbz3saK/kvjFFU3PeT0v3oAUjWKtGCPBoQXHcnu9PaORVJ5knarJq04HDwydwgxYTru+Chd17/IRkEWAIMaTKCh8Hm30eBza/2ZnzI5Ow3Qvu4eJF5zJxK3c+Ze7Yc/xlU778S+17+XeVfZdX5ufu08yoJZxq6/YKX6I/y5ovmrIx1i4xl5+axZw9d8sqohFLwDO9p3QhXSG0fYHTh1C6ouWFgNB9UKHxOSyTLkUjMDa8anLqDFyKDdmQcsSpEIwnuuhUnpxTQ2qzKCPh8KcxPIHudrlFu7OZNk7Ngz/JkjIGDOQWMoAzMi2CdlAtD59W5pj6JR4Ws2LdwCp+6wxDl2bkYV2So9dwoiAROZqVNeQ8fRAotYQ+xchAqAGv8EPuUEyBg0ayjMVeFTuKSzc/XWRb55btF6hBhB7DqLxqILaLF/j/OfocQ7Q6Qak9S0qaYyuZ0nu0vycaBcnGRm4yXRwOkI+bzxjp2DEmVm9OzY6xwYJKlnSIy7JLvr0Yc9IIx8jFa0xbGhN4mda5pw7eY23LarC3deuwI+0WS+ta+ZPRM0rtCYwo53jl/fubl5oO7MmZOQCnyeSAZXIFAmtpCwvahOIZ1uQjwkfNkKSYQdH/JKBZWwSImc5msRks7p/XwNFlFTMDRghazDLFQxluDrlLbqDKSf/z0SggmWSc2n31G5vk9ncgNYsYkzDgOmCEEQ5365iu7Zi+jV17BndvIL/4iJST5/NQcUaMUCNLGWKYs50SoJ5veNb4DcuRGTQ9zcvq2XvyPs/Osu+ORDYDU/1uq5M0wWrm+4BaE3/RVuktKQHAcnCxcRbMsxSW25VMdQLQ67KJjjIZM9h5Vnhtj6haqlI4r1e25FaxMfn32mht3hVfAJDzV2jGYDz/7gS1ztILwe6T1oqnZhX9se1uRdn1yDd/a/HcF8EpIAnwgsY98r5LUJXYMmk/er5jH63HINx6uX8Xxyy9/Mm930O8bODC0ieGRF2EVVeFzd1XUV3r/pQfREu1hT8KUpPib8qtT/U+bTr+v/vGgAvL6LG9c9NXKALTjjIk6zRBGlm2nS5ZNe6emvo/L011Cr8penKrwf/qN+T+xnBPh0262rMLHvIIodT8CUx2GTDEKPoVOkglGpsowVYrEwWTXgD2hoa+d/N4hK6NcR0E5ibCiHx757El//+4PMp4aKPJRU8sBpBDzmExm8He1WkHo9ZwZMfe2f4Resk7CW9uilntl4Kgi7WkDtiX9ETfhMyJYFjeLsGAAmzEMbJYxmt0G3YmgRgxZpbGI33sz8oagq9Qaqh4Tmevg51LMXoQtD/IVFtP/+dc2wNf6qRPwaQmEfkzVu33M9lDKXp73wwn4MDw8uYj5FEk2vaDa+kPlEXkxyXSR1VGfg6xDa95k6Ls4NYvbxH7G/H20RfkmWggBDPgA9RmAQfx5ow6EoGvIV3gFeubkLvq5u1AUwQBIsdr2Gh7g8MJGEGuODa2cnHzxzmSk8eO965v1EssW2Ffzatra1okfmg+dk/QIMq4RV0V7ULANDlTFcCNQwFFbYUmnjKGc72MSOc3hKWaWQ8Toluk1fF4lxK5aXSri+PS67o3/rtey/QydfWCxBdb/fMjE2cIz9uWsVBxQuV4kUlyqEy9yvpajqjO3DDKTFopNdk1V8kXH25BTMNG0u4DGfJDGh1NItKHRyJolVDyDdHEL8XZ9D+L1fQuQ9n0f4HZ9F9xs/wf49WLbQqiZwTTtn4rT3xFn3kKoppDMwZGS6hKIhpAN6BHu7m2AJ9gF1M4OCheKWXW1cwnyiTaHbvSPmE9W6dZvYWDMxMYZsNgPZpyJUE15jQqpR9Z3nPkiSz0s23Piu34Hsu3QBurTI049dD+gwpicQzJYRD/NNs10vQ6/yxYtv2+sZNZ/GuXnZ3WJwliKjyT+QyWXEM7uU+VSomyyVKHTLSqgrYlCh4L7ZPTi9/wXUy3zBpweFv0yCLzTrAmSTGw7Gnn6eAd/UuaTGSKNeR2stjqCQHBULFU8uEGwBYht1DDXtgt13PfRdD8B/y29B3cSNWP19++DX+LOiEQ2/bw9bbBLLgPw1qcYFcYS67OxzwzKsjlbMhWUMP/Hv/PkpGJg+e84zG5+w5jA6OsQ2iZNNRUxVp3FggqebuqXo4vqoBmKqgjEGPl3KfDo48SL77+7W7Sziml3ni0PMJH7E5iyh3bv60drgi7tiUDBbK2X85LGHcejFA2yDQTKDO++8F+tWrWIyI4VSqcoVBo4rTXx8dxfzruQuuGYtnh4/iGxUyMkzMyhH+Du4Kh6BJcAnAt/sLH+3c5S+VjTQGmjBvvbd7Gv/fu5hD3wrFWooFl0fBQeJm3ux4paVkCW+6a4Z/Jn+xdh+BKv8meldAu4s9OSj54NJV+naO8uznyjljsoIqMgXDcbIXb+1fUG6lIKL5zKeoXfQZ6FK4FPzeoSrNl6Y4mmJC8uVCfsjvUwGs+j4Bp6HWa4jk+bvUUfw8uAKFQHu8Wb+zGenR9EGPs+VVD9Wbm2DpDuwJQtlxY9Bh4OfG3J8E5KvmZidKrHOM1W0No3w1WRKz98HWVnMfKL3191wur477BhkGb6tdyJ4zycgJ9qhO3yzWHVisBwFiXQQgTB/3kyx0aEKuaAaGYgPDeL7Z7g8JzRVRnWyiPLPB7nfliYjcms/ApIPrYkqS+Skez0x2cxkHZcrkggH12/wUu8iIeG5VxPm3pICs8afnYafvwNWlR+7WRtmY7OF5DzbUFSzX2esLVtSUIm0esAvMZ+2B9ezxqItAF29WoRTFals/ibYFjf9929vRSMmYaQ4Bp/HfLIR1GSoAlChMbqtgx+zIZpfp49b+PaXDuFL/+tZfOF/PINvfuEFHD/Mn+mKYHGkW8IYKdU85pNbqqZ760XXvPzYs4+w9ytcsRBw+M9TMAUQRbp6il2DqGhyEPPJv2bxPDs7K0yyNROW7EB2+PrG8IdQbdCYbHtrOjk4P19ZsjjHhsrYdqnrr2P+gn3/87Po+cQn0fTAG5F+4I0Ib9tBEz0mP/8PaOtYhTse/CO0dXEZqqSYqJrz4HRVMGSezx/E40NPsk3ewmd3WjQ+bLvKWKsDlS40WtcRqR31cT5XOdUGpBG+tiafPF+Fj2/pZA7FajN+61uzeMu3hjD8X/8MEyPz4TDVUBAlS0FDnGNz0IcdN7+B/blrysRW3wq0h1tZs/L4/h9CI/8sBoQmYJdtz+/JkufX883tERjD59Eo8nVnfSTP5kB2bA0DLa0rEEzwtVQyNIewSK+zxUbbsSgpUQTDuO8tMZ+kBgpCHu5jzTETPoWzk3rX83F3uXK9kHKCfbqQ+SQHNLa8ozG1YQtGmE9GtGTBL2wvFjKfTCOLOcRZUzkkSYiKNG+X+WT6AqgJOfxCtqQe42t8TWlgXeg0ZHetHk3gj9+xE7/3pq34rXs34V13rsObb16FppV8XuyNBBjbhX02pWnTGkyXEBDSxFKpyIDUqakJtr73iXGhKtiNyPCxsF6dRDKZ9phPEYOvAX4ROQEnLuwBZuaN3l11RURJoBSQsf72P4TTebPn99RdOA97+gJSYl6aqS2egzrD7UxmVrfqUPtWsDFNEmieX4D3VyqyTtBaWlHP5TA1xZ/rrhvfyphcugCfakR2IMuSgvBS80eQmRxiCbLkP7zQY85rJus+BEVzs3qWqwGoJD2A7tt/D1sNPqY9duSr2L6Lz/sXE5uhiHlAaaeHBbALdUwPimTTngRLD+2yhuA4tBaUEbxYgWlZqFs2B54e/iImBk8goEXhaHzeKtb8qJYauKP5DvzVtX+GD219D4JzaSYUoVRC9ij6/DBtB0UB3rryzhbRnFzo++TK7qqlPLOxuFz5AoLlL9uYHKdUVgdZcf8KFT5nVMVcYxpZbGnagI/v+G384a6P4n2b3oFfpfo1+PRLVJQ8pCsaxkoTjOkSaxJR3E4V+vq7oYnuUvXsM8jM1bj5NTNUtNGwbY/5lPg/AJ8glTHXmMP2MxbGo3wA29i+/hKmQ6vodLiosNkQHQiS1lCyXSiL1Wsq8Ac1lIsGTh4eXyS9k+tBj/lk2yVMlacRu/O1LLqdFhTBUe5t1Rnp9zZHntl4MoDak19gqWj1OF8060ZV+EkBuaLQ8moqWtu78dv3bUI0kvKOM3nna+ET3gmFoRnW2Sa5XmXkRWb8SyDMckXSOxd8aknO06pXb78Bbakk5CpfPD/99BPMY6foye5e2WycBieX+RSOxTzmk+XTIGVOESIFzQJiT78Ma2ISdVXC6R4B2DgKkkLSpkV8nuk4u35rdiGbcdhCsas3ichVe2GIznQwKNhVF/li07difiKhlCza6NOmnwCK175hI973e9ci1SpMS+mcBkXaT4WDPG/vvxdJsVA/0sQn1rWaDv/geZCPs0kqcgHoTDz9bRgCNNIaJdbpd82vl6v59C8+cJPxZSTZwmR1F08t3oBTTQ2dZaAUSU9dScHlKt3K3xPVIZkcX8xMOWlYDdLtOx7zqbU3yYDWarmBgROnoWkSdBHFHd97O5SuHvS9692YLVY8v6fW7iSbdGkT5lZdl1Dxc5+pGwLroQgQr6N7HnxSLQfvfd163LCtA7s3CuBXD2HsYg6mYD2RPHXpe+nK7qQF7KHp6Ul2HmSG6Rpi0n+7u3s99hNttENlvkAyZH7vAvWKx3oiA/E1vRsR6ORA8CtVyGU+Ubx1UMHEP/ydZ6SrRhXITpF5AWgbOGBTNi0YNrkMzHc4lybdEUtl6YacNqnkT0NXLWOYkBQZoet6UFrJP6NvwsdNwiUZeqDF8/kKRpMwNWGcX7dR9Ddh9t++hfKhF9AkmCWrpwIICSmiG9+sRGTEeoAX9LtxuLARL1avYukz2srdsMUiWVFD0JSYF9u7sFQBhmTFRkQBv+bV4iRONwPDHQFkOvnvylYqmBl/CHFtCg2YeGGYA0YRuYGduQBL7Xtk8HHPB27h++FoNeb7lM9U4RNeUPk8v46FetELcriqlQOlruxuJtzNTNdp475z0xr0g4+v+ytH2Eb0xIkjyGRmGcCwZ881uOOOu1m3tyy6wT538zE5BTVNcwEHbsjvqyrAJ6u3k6WpVn0y/JEYyrE2xowhAD3p1zzmEwEcVoYvaPM2T9whadvrVt4Ov+LHcHEMz0++xJ7tJ390FpUKBxN9mo1atYxIVOIsIko0OpSHYRr4+fAziNX49e3oWGxGvbRBQO/WlaR35jgHny5k+fFu39sDVZUXgE8qSwSThJEpmaCWpRoUfxSRQAcOjbywyE+CMfxEImK6k0sqvH8z66g+/U0WRz3bxJsj7WLDd6VyEz5z06PQrSxS4It5daOOE9t+jJO7fozgbZxR0S2NodMnpAeZk9gy/hNsaxzDpqmfoyd3HKFtXFIlyTpjWC+shUwHl/m0sMgDMXjvnyOY5hs+WURyr93UCk3I0F2zd3Z8sgxNAF1jJjBBgRSOg5bycdSVo/jF+As4Lg9jeh2Qk0qMBd7VxDvng0NdTO7mmohfrsKbtnjSO58mgJKK7cXF18i7LdGJqhgDjMIMY0frCl/LqIFLZX30zKyM8uewFO9EKt3seT75qjL+YNdHEND4HBmiJLSqYLIHdhBlD3KwBN/6JgzkLjLGUFqkbBL4FI4luecTPTOShJmpk7j2li4oYkyJpjrh8wvLgrqF7GwF05PCO8UWzbyWELIUCEEbzSXMsFQbnw9mxweRnRnDxZN8Xu1PrIDcyr9XqZGvm4TA+HHc946t6GkSsrtGGf51HDxzy214dLf24A2r7saWZg72GkoQhmNCDeXmwacFTF1LEaCIqSHSFEPL29+ByI5dUERDw73OLe98N9RUCo2ZaUx/7SuQFRUrBABmyxFUrPyC7+fvSkUrMsnuXxz874z9yTaFdROGZbOkw2t++nX4qyXMGTa+dCKL0cMqZg6ItasNZL/0Fay+UMLq0xmYz1/g1y2ZgSnrqGh83KjFI6gFA2zTrommWj4/BzPEz7GJAMruXszFFLbxah3IsmbZCz/5V7aJDoi0sXq6m8kH7QAftwPReX83Yj7VLgzAmOPHUBorzK8dTAPt7Z2ICg+bplgNSoW/9/VIBI5D6wYHs4Lt7snuZAVWMOd5sUqGBJ0sFJwGSwtu6lwM1i+3H8gIIl9dsDzcIkk8lSMUCNTEkWoGbp0QPqDEfEokGMijyTXMCL+njoDPW+PEhR1HxafDEJKlfHZsftyJC78zu46LVYeNxVQ+EUaxsOi+HxYpd1tT8wCyOcnfJa0tDNW24Rcpw8PDF/GU8HXtifPvn9YEMDzFz6lRmYRTyiDk5+sco+pH1bbxYmgAUyKx1WU+sXOOkSGFDU32wRdKIxVMoTaRwWQ7X2P19azBicRO+IPxZcEn2hdtSPJ54nRxEGZPJ2wxdgWWyLmXK/J9avvAB1GOx2BLdK9lJJo7ELrt4ywcgN1HR4dshBESgRU0909e5GBsS/caliK3FHwiMMdlPhkjw7AWBJ1Qo/GOne9m7KfjPgf+yX9BwKmhrgaRDfLn27Yr3vNSE/eD1sa1Z7+GFwINVDUhw56bxedfOIK/fPkCfvaDf2Zpf7S223P9A/yBojWy8OMcE169VOdP8XHJL8AnMorP1xtstiH5qCv5bvH2uPPXnfYTtJaneaBWnh9flhYBcOx8JRMV04fsIAUXCJDXFA0Y4TFuuoxrSuGOcEDxV6l+DT79ElVQC2Bf9y6vU+vGZVdgoJ4pQxc+ThRjPmemIZkO6xxQFeoN4fn06plPhBy7crLx0gUk8iZUtYmZGqadKFrFZmxhtXqGbPzFtAT9taePT/6WP4m54Z9hxx6RRiVSUai0rihsJ4SKAJ9UpwzTsTBXz6H13e+D3tmFiNgoJfX5350Vnk/p4SHUJ/vgKBE4u97EvqbXDWgr+feWic5om1i9YTv+8Dd2Mrotyd34cRagRqKIC6ClJlB4qZUWdRa05pZFQMHCamoNQxUL2q72ebkGofBX3fE2BMwc5HqBATZPPPEY8sLHiCXdvYLZOLGA3G5RNBH3wCfbr8E8vx/htZzeuu0EH4xH1zXjg3ve73WiXd8i8uqwBKOMJgYtzDcMbV0xtjDVt22DIzxiVOEDUbs46Enu5s9JQqcAGhjbgjZissRANap41cd/dcBCuSEkc5aD397yHuxp24tBIS3bZSnMKN0Q3TSVWE40kU6NozLIO/+6Y4I5GTLJjHxl5pMwFqbjcaNzz7/89CXx68NnDnvRzEsBi6UVi/GFjqNokGqTHvhkN6qUi8o7YUwSoGHVer6ZGL1wHkEhuSMPr6bX3Ye+P/sk7LY2toCil8du+NDWeenC59HBx5GJiIlPbFypWjtiIvuFGdbgqnUteMfta9DTLAzaJfK1MRFo5vfX9UZ7JebTQr+nhbV+PX82KI65JpsIiU5uQ9KhB1VEJQpY5osAtVHD+rveildbUcFeMuCDHCb/NUqaFPJYTaQm7XkDJEXI5sTETF1OojwvrHnJ3aXXkp4DAiwWfgaTVFyzHi+0DcEK8EWHQgwez9QezJjXFICSXLdQYd5awNSXvoCokKf5Gprng9XQfEwKAE1FbudHMZzh1+rC6RkWhMCuvUjFIeNvR4xtNXN+Q82uR4Ofe15IZmWLP/cTAy+gblRYZy2e4uN9w3DYPtMvh3EKozBJ9mIZqE2eRm1oCKtnFAYkPTHCva3YeYr3iBLvOqL83pXEGomey1qthhcmDzMgqTfajRaRMEieV5WhYYxFecdy7eZWBlgnmeEscMw8x37OZTPs2bMPa9as996tcl5EB2v8d9anJiHpireIbEzk2WaJ6miMzwXrUmvQsXITSnEOkLTYouMvJDKKFoIlmE+GWExTuhctzu7o5dHEDw/8CEdeGsHIYBaG8JehaOjc3JQneyYZ9sxEFT8+8DysagM+S2PsNpKgLqzlGgSXA59IhteY4GPScNFgpsjrNvP5xwWfbMGKLJX5HBjwmShBeCg1r0dlbpolDrpVzEzBMQssxn7FmsUM0Prxx9GYE/KLlo5FcpQrlev7lJ0ahtUooUPi4/fPRrlkc0vTDgyX+XFulU/BF+TXOb21D83IIjn0IpqLFxHs6oSSCF/W78mdu+h5cMGbpUWSrJgwHyb5KT1fqzY0Q/WnLmE+UUXEdcx18rkvXc1Cr1dhSRZmpQIuOBN47tgBPPro99gGO0C+WkoAF4f4JpSYyVcqMh13wSeF2Qs4zMw5QPnXdE7xbtg7H+BJto7D2D35uVnEovy5iorkwqXVK+4LgU8tbV1e4p1RqDDGDGSRHprLwRKNDbZVciqQjEfYcZwVpvPtQngnKT6E4mkm4/aJpNNMsQjHOMmvVaIZb3zvPrz7o/vw3t+9Bm9+3y687k2bsH4rZ1GEIxK27ulEXVAvSSblF+sAt9zEO2I+Hf0Fedo56FqzHe37boHcws9JVwR7taogaY9BEmMzk90tYYy7Y8WKtl7c0LUPyVgnQuDvtuELQw9nkMsU2dztpigS4AZZeOrUdYQXJN0tLSUUYubJpGktPn8Qhad/4TXUoIYwU59fz1Qt/vk3r9nL0vVmqnP4h6Nfwd8d+SKOC6uEeGYGqwencdsPvwHNqGGqtQtP3XIvk626Fehbjab+DUjvvhqxDdezNVA4XIPPZ+Ds9dfis29uwrF7uQQqhiBSorlQqeU95lNTQMfPR57BuU4VtiqjMjuFn3/7MyyAhBhoLUk+/tRTnTBDszzl1J9GuoU/17SOiwYlGKOjqGc4+JSbFSCO1WDyzLa2TujBVjhqE6k44a/yBmO5qRWOLVI13WRVwYCiVEeaL11FglW04XONxtfvvqJ1gbsfmBWeZwuZT1Rain+mLj7b9Wat10XyI7F2VBVjowPQVGcefBJm41RuEFGBfrTOx6BibkFTO9HhvUslW4EqhqFgaLFUn2qyWsd0tc4kgxvFuMauhQA71I4YtOZmhETIysGDz7C5M5FI4eYdfG+WaZiwOiOQq3xdQn6Bo1/9NPtzqaYiaxk4UzZgwcZZYS6+kPlEjbKyYAN2RlYS6oKZ0TGUouT3BATjbThb1ZHN8u+ZFszw5aR3lE4+6tdhibHFqlxZFuYWhcaYV3OlTWR6BvXRESiBKHzCM6pOHPJqHKEyn7cymTlMXLxUcrfY88kHNZ6A1tTElQ4D3NfMrY7mtdgS52Pn07VJ9MzwptrFuaA3/7PGFR0TgZKajET1JCoDz+FQxI+SkNTZqh/jlNFsOxgslKGoOq679zcRdllHlh/t3XxuGb3Irwf5R02M8D9LyrzsziVfEOvJBTuXEizc+S0Q4ve7cgXpnduAIfN5qrP7n2EybNpL+E2+zrDFGrFhZC7Zv/wq1a/Bp1+iom7QtS18Ant5+hgasgWNxf0C+ekMoztSKVe/HYW269lA5Rda8OnMHOsCktxqabz0K/k9kUldau5p3AUfZlr5pmQtOi/xj1mICtOGr2Zanva6tb2fbxJlBQ0tgoFD/wbawmZmSTrjpkzJMDr4RErWu52ic0+xoSTpabzjPugijr0xOMXTnywbhWwV60M+BIphQF4BpN6BUkn4rNQNyAl+nBVDZSl3KxZ04lQtusg7KLme+yjVqDviN2EK/TzF21+uaFAKipQ9SktZWLRp3HnzG6EWRiGZVdYFKChEHVbYffASty4DPrmSu0AgCD0S8GR3NlE/jTL8aSERchiugRvf/LvoGDzKgRu6/1ERVxpQYTkxL5lkfJT/e08fH4QNsTHQ6nWUnzuI6ksTcHL8a/4VixlCrvRudHSY3YNqteIBAeFRAcj0hqAK6rRRLbPNbE/8erZRbq7aaJ8tw65WYYiObFBQWbNSGOXzfNLRydNGdAhpw7pcudHz6gKZAy2IaLFG8sLpkfkJzrYsjJ4/+qokdwu9r4gd4y9NeeATS9gTOnAehydj9UbhHZMb9yR3emD+mXHBOatB5ykzrfrCMIF/OfUd7B9/AVlhCD01fGY+nlZXEG+ZXwiRoS7/sDpnjEkSFL2KWGfksuCTx3xy05sY+DSxLPjU1NSMpqYWRh8eyF5EwJJZR4rKFw8j4JdRFWbjIVVi1/rVViwgOlfQIYVV6NGEJ7kLxBos3lft5Yu4hcCRCyQtx3xaDnxiPyMWpXMLOoP0rq66aitOprhhtpyLovzUvBSCseaE/wVjPgXS8CfJ88GE+hz3XMoGZOi2A0XQq6vwwVEkPH9s3oCSPFfOHHPvuQDYlRAaIqa5YMynCtF9nq1yoDcvmGGu6bhtlZifxg0PfAjdq/mibvXOO1DEA6jKmue913VhEO3THJBJZchHzcHjw08xEIr9ajfxTjWQEtT7ydGiJ1ck6d1zQnLnGo1T1aenUHL8yAbb51mexTooIoqk13NqEd8//yPW+WS/O7V4bnGZT0Hh11YXz5wqpHfG+Qnu9xSP46kaX7xe03EVmnvWoZDk4063YBF6zCfyfMpycMAWIBDNAVTXd+5DOpBCpWDiuSf4Bqytu8NjPuWzsx7zNBTlY+7wixXEq/x4Wlraobq7E1Fug8AFQxaBT3QtFpRFPlYNm7ENsg0LO/b1eEEMHvNJlWErEqYnlXnZnUMdVge+9CrEKzJjbrl18RT3Amo4TWjumD8Gmxi+h38AUqLXdR8KIjK8/RVkdwvBp3Ke7ofjgU+WlEJzII2O2HUsgS5l59CGGcg6n4sje7Zjxac+jeg110EOBJB87V2wrHkvrqVVqVQuy3paWOFU0JMMd69MMoBIE7LEhRIaqpC4PxXyb6QUZbkFr8UuXGNvwOrmjVi7diMDEMmrpluwnvTwNti2wsZS+v+VijZIeqCN+bxIqCEUpAjsOvx+seHd8zaU/UIKwrKfHEyPnELAX4dlyYiklk8abJWERDXSCj0UY3M6VcmqMPanIZbb0VwGjo+Pi45axyPxA5huTMGaPIdzOQ4+NYvuuhJp9t5h3eHjD4Hnp174KfvzQvkLnTdZExDTuWcVf58Jk9l7Yx9GKsYlkju3XIYwyWoorIOaV5v3vQ7+Nd2QKE3UciAJo35ISTRO/Iz55VHJfgXygrAgJqOe40A7MSPZcQc7kJT4+cjxFNv8OeosA/woWZFQkirqkEVUV4NMha8APlEF+vqRvvd+9ufpb/4LNAEWEICVa8wDF0Uhb9zbt43FsZPHkiopKJ84jrHn+DvoL8/ikWuiaH/z6/FWajSS7H3Farx83x1wZD6vtn/woyyunpqkTfe8CZrK5/dUMgdUU7BlCflZDhKnEUVcgE8+pep5PkVUB8+MP4e6JqFz9/WLpI6br70bCZHYZ9AcJSR3/nAvW0vsvXElbr5rLQxhlQACXEMaSmIHpzYMdr2JzUGVbNvHj9vP70UhmoAsvPEy05OLmU8SMZ+yXtKdXK1ClQWAuH5+rr6S7K5Ankm09l8CPimiCeGz+dglCX8mkVEAVbxz0xP8uffApwW+ZFFdZW8OPf2Wyf+9LtQGVHrTYiarO7yHQpcG/JzI8udkbTzo+ebResuViKutYWZRERZyVXqeCVS58cbbEAv4PClgrjcG2dIh1flxyuuE+qKkI4MSzpUNtDgdyOuWJ9eqVfhcTWy3Qp1f365AD2pDFzEu0io7Qz7MiqahUuHvzMwCBo5b65KrGANqsjKNTKGGuswB4NLMCFsHv5rKEUuPrm82h4l//HvYhgGf8JmsQ4dciSPijsWVMuamOHurtedy4JNgzi8jvXPrNatfx/8tB7QVziNglVAsCrN9swxFgE8pXUFrWxCN/V/DyxE/aorsSXT1lpUsIZeqEU7juvt+kykiTAG8yQhxuZ7wvqR7OHCG2Ktctuo+o3S8LiuJ/J7cWii7s5dLvLuC6bjLfFJ0vi8fEWxrxbDg8/FnShd7QceqeWueX8X6Nfj0S1I0Ef/rPz6P7/3dGawZuwpSTcNzky8i6ucbznxuHnyy9BBmS/whj4iNxlSWL6Cj6TaPEkld6InP/z2mv/EvyP3iSWZqa4nF4kLwKSAZaJLqaO0JsO5DixxHEpFLkrOowprKfie9klPlEhzBaFF9cY9R4YSbYdRKiOgHYNt1RgP3zlMwh8IoY4Wg6E6Ijf9RaxRnO/kx5Y06S2TIZyro8GnYIijttJC28zpyJ3jnOBDwwRR0RgKfIgHfonjteeYT/x6/K1WUgfzxR2GMjbwi+ERxzllxrDQRLq2etTvQs2YbtPwQJLsBR/HBjPVA03VY9dwVPZ9cUIekRQQceMwnTWZRsGpjvkMe3rINms9G/eVHoIvkDTHGMePSmt2PSNtrsHHfPZ5hX08/n4ArwnhUN+qoXZhALvtjKBuSiK5/PXyC7utWa2sb26AR6EQdj5kZvoCJBaLQTJkl8vjXdUARvjhGIQvLdvDcFL/GOzIN2DkRm5zi1z8R4//NKjEYwpwy0LZKtH6J+aS8Ks8ndg6+AHrW8UXR+SNPe18fGzzDgDDdH7oiVdwt6tS7pt1xEQU8gwQajsUSbthxiY4IGbbGExS3O590Rx1Gt6anpzzJXSTqY51bMjmmGNU/P/BX2D/xPNt8bll9DXs/y4UMSuJ3UrX1xFlKF5Ur96NzIfN8dqy+KlThFeB6IFyJ+UQJVC5gsJTpQeW+q+cnL1CgM/yCe6XFwlADKiqC+dQkfINebYXE4owMxwm0iwhzTasyArJp81/15kWSQdfv6T+SdOeW+zMugOXWimg34mER7V6NwRwteJ3NaILAJ5f5ZCNrpxDpleBLqIg0TEarbsgO82oJCamoey2ys1louoxtu+mdcnDy5XEOkAvGToUBdhLzJpgVZudU09VZlOt8QZmTJAbQmnkB9vll7Lz1zYzB4AKtjMFo2jgpX2TgZ29XL7bfeT9WNPdDthxYtondU0Hm+fDo4E8Xg09ajYVH6JKEU0cmURW7k1MXzmG8NMm63Dua55OLjJERjEc5VZ5AgUjM77GO1EQAyUAC9UqNsTpps7/0XtBzzO67YJA1pvh7oDaLbqZY1Fe7W1AyK8zofGNqLc77W2AEE1AaVawRHWjX80mydE+qqYnwgrwYT6gZc2/fnegc3ALHktDUEUJPP998+DQLpXwWJcF8aunqgBaUoBp+NBdF1LlI43GL7p8pZF+aABzYsxFZnvnUEJK7CaOBSNyPNRvnI+5pMxMQ4wn5Po2OCHaqbjIAuUwMWVXHulo3Xpx6GYenjzFgeuT8MU/ORQACJa/Wjz2Gyr/9CUuMs+Qo5oQ/HUlQXFPuK1U02crkSJKQH0YckuDaUOQY3rXpN/GSmJN789zDx/XKoGRFNRpF6zvfjf7P/j0iO3bCFr6CshK45Nq9/DIHNF3J6uVKF5tOYj6t2dS6KP3VNstewugi3yfaZFkyYhfyZN2OY1kyrW7B7t1X4/bb78K9d92KcMCEJGtoSNws/5Ukd97v2LgFzjR/vxPxAlt/ueATMQUpEZTKJ651Nc83x6Vqihn8L1e+Wh5arQhHVjBcrnm+T0VUUJ4twBSJVcliBRGdAz5TwRnsj07iM11JPHb2hxgp8nEiWRUswGibJ5lWBROHwHNiLC4FnxaWazjuXlfXbLw7fKlhPEmrFqYjk68iraHqVX4szowBY4KbTztSEubFQ0Rh4ceXWjw/kE8ObUaJKUBsEXbcehRphT9vQcHi0cJZTE1kPY+1MmpQqMPGGDkU6PEq2H2334Hgho1wKAX4618VX7VRsSlTlBeljBE4HAhp8Kt+3NN/Jz7uvw13P5VHPskbSoNNRRTWdKJr2z6s6e/FW/raGOB4NL0Vv0gri+ZktzThL0rgU2nagmTJUMv8t6YQRUI0PSW9zsYCqnOZIzCsOjrCbdi3+2609nDpVHNnP/q37PPW8mUKCxBm4+QBR9do654u1kh0WaT+lSuhdUZRJKSMSXrqaG+fB2HCyQ0wbQ1NKp9TipoPisU/v5TlY7S7CSdoh8Anl/kUMMbZ+Td19DHriCtVUFU8QIZYbTRPLPTEcRmwAdEYdZtjDZoE2bgQYj9TyI0yhnHWiV7C7iSWkrvutoQvIWzyrhJy/mQnC9Rhny8zLJNVRCTYLiyXzbJiwXtgkjqDFK0hjTUdGPhUEAl6koTrrrvFewfbxDg2ePYIzEoGSk3IiZv48ebLOnISKTocrFbXscRIS4AZricvJTUXTT5vNtlJVE6e8PyeVkaCmJjgLCndqHjWBK5CxbvuWpAxmKk0I4C6LMbSagmDJw5e8Z6xczZNr2GaMB3WNKJ9ot81axfMp3D/Cm/Od1Q/Yul2L/ntUtmdMJj3TMcvBZ+6Iu3YlF6H3rE6u2drrMMw6iLgw6pBTvE/UwOt2TgFp17BATHGrG7nn1vzza9BYmt2s/eHnZMhAHs5zEJ8aC41hIfh+VN8D9O3Ju0ZpBNQu5D55BY1QkmGR+vxnNuEXpR4dyXmk3huxVg2rgprj1oDtgjtSLZ0efvSpazfX6X6Nfj0S1JEqSWgwLYcaGMprDp6I44+OY2QWBTkC3m26aYyCBQggzwaOAQTaVYMlmSE7dbc97/HaMm5nz2O6a9+BSOf/gsMfPi3cP4/fRQnPv0JHPjxv7HvUwz+YtIiNBWtYQ34JLYc84mqVQym44K1Q51qWpCtXLmKvdA2FCiRFijII6gcZy+/WwW3CyRVsFJMJBNl7k1zZOY45iJ8ICuFY5j7/ncx9d3vYm9MyPSaygjs4ZsHU+WDbZi8JBwbRK4i0/PeVfMRoOxnhFyLpAe2bUE6ywf9GhowJgZQPMjZDnrrpRt0t4imS51u6gqQbn+5IiPJYCgMNX+RyfgooewEJZiIRTtJSV4RfNLJqNtHmeHsa7Zfh1QYhN7Wym5O4tbXoPbMV5m00C/kTZobwcxkawoaTgcmRoosaTCWCDCfLNe82U3DcvYV0UiOwGg/DmmtjcqT47CEwawLyhB925XekXcQVUKwNXzr01DDYWjCv6M8NYFj2SLyDZMldK0rWHBqfPCti0k+mWpmkb7kOjHn44u+QHKBPPSVZHdiMeeWazw+dv6Y14kYOM43Qp1McvfKGzR2DKI7HasYcOwqe3ZnaIGdF4sP0UWnRUh3rwJJsr2kO014CS1iPtUDaO6I4GfDv2CgE8WokslpX2wFfm/Hh/CG9fd6nWbqMrvV3h3zEu9c4MuolhiTjx1npIGyMFleynyiDj6xMRa+s2SSSe8UPVdLzbqpurp62L/VzTpGMIuAABL1eBiKKnmAS1wwmV5tuUboNUe8JyG+OfIFj0FduQtKC18oXMJ8WhZ8Wj7p7pLEuyXgE4E/CYm/F6cEvb12ZMqT3TWE7C5A6YGOjEKoH4l+E9o2AwU/H3/mUEA4zJ+5msTHYE0zsXJFFkMvfx5h7UXkMmUG8trkXUZjtDD8pyCFuVoGpjC3vUA+Lk4VEupsiTynSygLz4tAUEP3mu2L/M1qVR/8kSyKUhU6VOzaey2ie/eh+3d/n4FBVCtOzSBeMPHs+EHmm+d5Pvn5AmddT5yN50aZP78Dh6ew6ugNWD+9F4Wphse6Kw+PYDzC78n6rXwMdFlHajKA+1a9DqG6aHTEY5d4jbngU0QYXFPDg8o1HQd12yUFpxN8wUem4XOGhScn+bmuzw+gq5v/fq8LWBTBEVEfIik+fhTEMVFJQwmEiilYson86vPeGO9TbZRLeS/wIZpsRqZ7gMUe+8R+aOEGjZ1rnTqjBA4pUPX4K8ruGqP8uCcNk7OeFiROLnwmfekgiiIe3a/bkCUbkxbfwK+x+1BuVPCF41/Dnz/5KRQzvMFgxhI4fexhZL/1BzAOfIOlQ8qxVjjBTs9s/NX4PbHjVxQEE2nPm67mNBAnEAzAI8N5FiWd9KkIjnP5lq2X2a6Nma0vqYWMtIU1NDTINko01u7YwX1mLleSkF8T86l3NZ+7ZcUHWchFF7KfFoJrey6WGQCb7Yli3DAXyfiNotiIR/tRqfDPv5LZ+MIKb573fUom8qwrrolELwKfXJ80N0DBZYKY9mIW6cKieSic5xvHC8WqZ5tAvk/jMxm+wCJpVOc+yIwhCzS1JbE20AZTlvCoNcUaFE3QGHjMrpEW9MZvWWyatOT8MbwS+EQbuoZlY6wsmE8LGCVu0Tvt+j5Rg3P9ntv59RUAuj1loDog0nzVZjhQIAl/QK05uazfUyKRZBJXt1oEA7pAa0MpxAx5z5497vk+lVCDKvxaLFO5ouzOO25ZRut73g8lFoM1NgZNIE6O0mDNRaqyZTNA3R23CvufReXLX2N2FRkhjWwgg71tu7zvWZcI455Ofl4H0yG8mFS98BG31Ax/PppSObZm76yugF8wi1KIoHUnlxeV6P1jvjoSDkw8xb52W/cNDJy76s4HseW6u7H3dZQiK3sAS0mzYfvKTOIr5Re/j1UPfOrj4JPwH1LNGvN7mr82CuTgOgRQg0asSzo3kVRZK80tYj75JArtMDzPp1D9gscwfzXlAjKGX7zLC9hPLvPJ74h0MjHNW0KxoYcibH2pK/Vlzcbdcn2fGgr/HL9meetSKRBjbDWqlma+JqP3ORK9lPk0I5p0JIG8xO+pNcyeAZKkEfNp5UwGN954O9ra5tepLWKdOjo9i+r4y5Cri9elxTL3c5LUOlINPmZnfKbnv0c1OHICRSHL9xWByulTmGzj4FO7T/KAb5JRhoTUlvYgS2tDioOXuhH0LDVIfnny4GPMQ+xKRdeOQEKSq/a+453sGS088wvowpCIPJ+UWgyhLRuYmTqVrQbQ1rt4f7U47W4x86k2eAF2o87YRQ8NTnkM9dvbr0W38KRrjl+Az6rAphQfpvgwGXBHPlSttQEMBwOYUMgfS8UewZjPCUsEqpIYh6gscz4Zm6xC2rs4wHPm+BQmxbzduTK6CChajvlEYKf7fFCw1qWm45cHn1wAzmSNAgc1sWePoApHNB+iseS83+ES1u+vUv0afPolKVrEvu6Nm/Dgh/aiY0WMxWqHJloxOsQHg0KtCE2kNOUyBQYuEGCVFAN/Vpi7uX5Pdr2O0hHuf0PRmura1TAjQuqRy0E7Pww9wwfFFuFHQdWZshG3BDNgmYXoQp33hDDlUzX+khNbZs0a3oHU0ivZRssnD2JyZPQSthUxn9ICrSfZ3WhpHHO1LBQItkEkDkkPISWvhipLyEkNhF6zF/oaojgXYIjuqF9Qf6qUDGY1sGrj4gmTLW6ZZt1B7dwIdLGJMVxgTXRprgQ+uSkxRIml5KrlSvcHsec1b4dsGVBF93Ji5MQV/Z4uAZ9IXhUioz+xcevkC5j0davR9Yd/Ck2eg0UJLIqGQJovnNwIZlPMvuWSgaHzfEDr6Ut6CyqizaYiNaza1oBDce8NsWBoO4maeg7FR8+hPjBPJ533fRqe75A0gowmr/fxhZkLhtJk+aMRzrK5qjkOemrI50fWwzDE4og2gi4NPyt8GHRFLAA0+ZJNLZVjm6wrzs5TbDDdiqfbWWeOuvkDR/ezifTCiUP82Fe/suTOLRfY0CwZljnv+1QfF2aAwuSb/c5YhVSl8ItOpiu7o0VcLsevuV3341D9IB46/0OUzQpaQy34zc3vxMe2fxArybGa0Zb5omFqiMeZs691xDzmU1kAgUalCNlNwEEZOTFRLgWfbDdimzaPYnHkppgsldy5RYvfdeu4v8wFTCAg1iq2GGNKYgyILFkEvlJRJ9QzHGegqA3YWUCagG83T/pZWHOXkd3R/fRSICOL7/0lsrsl4FOjOkOIHEzIeDxwnnkv0AKT/h+IN8FW+bE1J4Skq+8eSLofs7qKusavJXnLhMXnu9ciGgWsGjeG1qVhhNXncOrlQQ5e0OeI5xpOmfnqzFb5M3GBAGka81Tx2X4ZSp2S/mjN57BnnDGoBPNpLmvCIc8PCn0I9nlSCqqea27lv8sH3L+/BqVu4vsXfux5PtG7TbVtTRMe/J29WLWWv8eSZsBnhGBfiOK7X38ZX/3cc3jqx2dxdKCBhhpAQHPQLd5rW4yRciKAzekN6JD4gn5GunTRVc7z9yTWyTfBjekpxsog5hC9O7Sp0iItOBwpMJkAbfK+e3GKd4ZjQbz5NfcwWSe96y6LVuCFLBUoGl/MfMplKnj+KS5hnOo6jZfKL2GEOPzMZ8FGpVzwZHezcg1DkVOworPsOquy/xLmluf35Est8jZZDnwiUNia48dRDihYvWEefF7qTxLqIHq/BssSIQ8+C6M2fyfTagduCqxnqUWpAjfbN+04zklD+OzMM/izFhmf6Unj4c07cfTa+1DLZDHnmo0vAx4sLXqW9o8/jwFn1gOf2qK92JbmxztS5vd3V8yHipjbHL0CiVJKlxmHXfBpoeyONpiUAEW1adPWy7IT3ZIEKE2fLgmgm0rz82fOZZ8tHN9WFUw0GQ6C13QjKBJHF4JPVQE+BSJ9zNPj1fg9ueUjn8O8kEsm3I45v3fVKoFPfC6Mx2kOJVmpcVmzcbcoyTWcE+BTgcCnuAc+Tef579AadfgTKyDZwsjbaeBDu38bd2cNaGL8X1ko8bRF1/PJbR4IJkSojbN6yesklm67IvhENVEusveNWHnpZeTN7Dw716Ae78OKbTfDF+Drj3qZn4tiRWGWXJYu3Wf+745tQWtrWdbvaak8ty3EwfGZuozmFAebZ+YusnWJTOE0xHxyZXemwhIkX00RS6/tvR/gYTdl4b2nmDgBG7muCLKmhaiwSsg98VNMfumf2JrPd+0NKPn5eXxkyxtxSw+Xwbm1qy2NG/NcDvtEq44jhfnnjpiJ8hiXvwUCNfj9NTRX+PMZd0LMxyjc34yA5Efdx98Zv1JHqVFGyp/EtmbOOqbrvHbnzR7rzGU+lYRUi5h55cPcRoD9nXx0BPgUWNkHtS2MWfG9Pstiia0Lq7XnerYGj0m8keYIXz6TAe6O5/nkV8lVlnLO+LPhr08wA+euV7mOcvcDdaHSWBhCQCnXxMqX3LmRAEZKjBRDrR6JsTWmXzfnJXfBebDQLTeVriyeI12zMTnJQXuWhitYKa2CEW/aMmPqLlUwzBl8nFjYRGbpmfQstQmpZFc3G6eaT59Be9P8822MjUF9lDzRwJoB0Tv3ck9J91xrEfhrIlBEq8HI8WS6kjC4zgrfp/HxcyhaWU/WPTOdQSkaZ79TEzJ2t1ShVFlqOk61fhH4JBLcFIWB4BeOH8CVaqEfaGjdeiTv5HI45wx/vsx6jJKC4FvZg2Qy5TGf2lYsltwtTbujIs8sAoRJbl8bHMTjo3N4cbaApyf5OTeNFlmIUiEk48CWtdgcOAKjzu/V7OQ0k7NTxVQ/Dq7kbKcdLVuRjqbZu+WmFbvXxW2kWbbw7RLMKFd6d/yQkAt2RqEKhJqOldbAyzGf2PcuYzoe8JhPl5fduYmvdEzJ5oDHeowgT5tR9udgMOixfn/NfPp1/dJUz8oU7nv7dsSvK6MUnUWtJjZAdhXZaf5SFrJ8IUPUwphAbIvihXXBp/Kxo3AMA/VYEJ9fl8V/357D390Vxt8/kMa3b03g0LWdyK7gAEZYp3Qv/vvDAUJoyQha5v9fpuZfTP47XQohFZnRUserUCwikF7FFv0zF+elUe4GOiKVmddJ0PJhujKDl6b5JLs20ckGYYuimrfdA13zI9+wMNsegSRLsIn19eK/oypkQkphXnJHm8VAaPFGlQE6gjVTPT0Ev2hgGbICdYHUjqJHL1fuYr3rFRb+Ld2rsXbXLVDqebSmEgiKjocjErBeCXyiooWY6/sEwZBxxg/B15qE8dw32d/17a/3BkJJ+GYJ/0aWMDg0MLdIckcDoVI/jY09OearoBTTkH/RAvMQ37TVOo+gERpD5ZlhVJ4bhWPZHvhEnUyvm4kIA//cjYRPLJoOhbrY89fk13BdewKy6FoqwQSqpkjbiacvWRzpsjBVvYxHB7HV+Dcol0g+FrKfLhzbz7yfKqUCA8RI//1qK+JSimUNao2DbJNOGuZU9pJjK+fHEQyRlIUWMsRm4/eJwDm6xralwrE1zPrHmbzobWvfgD/a9VFsSi9OjWzp4Z2h6ZGzjI1HxXxKBHCUFYbG7D236yz2mUA2991ZKrujKGh2rIF508TLmY0vrL6+NdA1HWXJgCziZsnfiKokPJ/Cr0Lisyz4JD6HPIjUVhuBmz4AObr4/lNlLiO7I+CJrikB2p6Z7JJyf4a6Vwu1+XXRsfeFOlD3U+oMB4xKL4+joc2n+KWjAgzKKQje/cfIrr8GmvBGm5OK3rkXBPNn7cYw80WhkmUVujyB3NgP+efJGvLCdNWv8M+dqvD3ZiA/tIgxOkNpb1IIshryNgOUzOeCWOcunAUkh4U+9AhTbrfa+zax/1YCKvz5Km4/UMSR6WMYE155tizkrjMVBII61m3im2U7UMDM2pPoX9cE3acwmdHJlydwts4X16v7Ix6Lx2VBEvhDz1Ozw8eaQXOUpdV517lWYcmSVJGulcw4lhacZmaOP4dBwcZLdyEXUbA5vR6n88BQqcaYAHf3NHvPqytdpEaBneM/pyQCjL1JVczVWMPliUfOwDRtdK6IY+1WfuzfufATlnLG3kuz7MnuXiyeZhudRId4tos+Lzn1Sn5P7P6KMYzkf64HW204z+Ymmo827uth3dXLPZNKgv98sTRvOl526qiRN6Ak4fZMO/5w90dxrcPZCnW7Ha3yLKKmzRKIxjUZ+yvD+Pqpf0NtagJzgvkkOzkGbF6uSNbztVPfxr+c/g4KAWoQiNjxYAv6osFFDMWVTgGNug2Hus7UYY8s3y23KDWSNXLmx+AjRw4xWTbNWxs3zss4L1s0Z4jL5QiWJvuySASsjY2gcmCUNUE2/GIcN07W8ZrxOgL7ulhKbkow6ei5pf+TFLBe5u+5PzoPPr1a2R2xZgLNfPMWClWha3VIYvO9kPnU1NyOSIyM6imkREd0IVv3CsynsXINftEpJ/BpTrwnLsPU38/HZfLTkhUN1zVtwYdHMril0MBNc0U4gkUiy7rnTSg3BCMx1oyVm67GthvuvSzDV2Jeofzfhoplz+9pOXCRHe9sDo4aQK7G741tN1Cv8GZMpG8XbKPAAGJmPOkX6VSNCnzti+cXd62wdK5vizVDhg3DUZBo74RlBMhAAUePvnSJ7M6y1FfFfHIrSJvn194FnwAWJMXEeL6GKbEhJ3ls5tEfYvpfv87+Hr/lVtj38kZITFPRF2/3kpUX1rURBztnuSrge+USzuT4dbRnhyA1GlCEzyJJ7xThLUWSO7WFmF0SdCUCQ+f3rlTj8/Et3dd7KbdLy230lMX6yh6povQSb6hRmZkMLAIxFQW+7h7moZrz8WuWVLRLAlb8wQQqjdQ8+JRI8oYH6qiWix5IpGtlz+9JIQ9V20Jn/xbP5uOVyp3XXOYTSf4XFtkFeOATlU9mHlnsj7EEA58oNMADn0RgxsJymSnFgA+OkA9mZnhTh+rqN3wUN77hd6CK0ADHpVgtKFon0OtHkioX4CZGmzU37/fErkEsBoXW444DY4y/z6XDhzD83/4rYjQ30z6mqQ3hq/bA3zxvWaEUEwgIaZ2s1zA3U8LOlq0e+OSmkZdmJ9FwajBEuuN05+oFfk/899kmP37X2H9SMBcXVme4DQlfHJoRhC3m7vYuDuyeOvg48wC+XLnrQ5fVlbrrbvj7+qES8E3vYKkdUGz2TOmCfeVoQaTbL/W7W+r5RGOMy34qnT2DU/nyIuP00svca+1Chw8v2FmkN6RgihTDIwdOYU4AQlZsHY4IVc71HVezzyU26ULwqWbZTJbIrhkE+BTk4y6tEdhxi6Vh/9pmDyhzG3rLMZ8WJ95dyny6kuyO1qvue9jSEYLp5+dlZ4Y85pPfT+DT8n6Hv0r1a/Dpl7Ru2roLF9cexMUeTosnD5J6Vvg7jXFwId0aRkRsjmuia0eMEKriC1z3e7SdXqAZNrmuTazC3RvuxQdf/6d4y4OfgrZyvcdCypV1NFg3zoIZnmasp8stVNxOx3Sd/E1I2jYPrpBvQl8fH0zVeAf7d9sYxNwE34BRvK37Ox29hq3lbpZ498wYl79tjfYgKDqtlWgL6paFX2TLsF58km1s8k89Bbuc85LWVIMPzhVDQaeIkF9ariyDBifS/lPRJBS/mxtWaukmKGLS+r8Bn6g2X3MXXvvuP8VNt9+DRJQPNoPDM54+fWkVi/lF4NNC3yeLZHfhFDMer/zg03CqBcjxduib7/AGernBB0dDjLBmw0a10mBgBiXd0YIxM/wwEr6LbHNWn2tFcHAvakNHYT6XgU9ZwTYe1RUvsYSV+pk5lB4bgM/WvO4lsVB0R0VI8sO3dp7F5Y8mkEv1YSzRxfYVD/S2ssQyWXgiycEEjDpfdJN3ABldLyxdDMaX93tyabSRZZ9FSrSjCFQycnz+MQ7Mda7afNnUpeUqGBSMEVmDv8jNkqecJljC72ch8yk7NeJJ7gp5Yq44mKtm8IOjj3h+T7Zs4vaN1+DPrvp9XN2+a9mFJsWg674gGvUaMpNcisPOU/ghFISktpDNsevqU/zMzLMuJtFLmE9iEezGVtMES15drsHy5Yo6g6vX8DGgbpUXgUYVISFbSn9/teCTKVH6osw8iII3XAtt5aUUfoq5LomFw1LZnSu5i0QulXq5RTIFokjTu+wyKtnnVvjCKhTuwUe2fQCHUhdhkl3pVBXjo3wxozaqCPr5szk9WYSS7MJsIMA614ojo+6Y0ASrsCxYCjyW3WFmztff/0GmIQj6hMmlEvS6aFGXfVaZZt1u+i9Vq2BZzvpk6LJ/nvVRz3usJ0fyo1TNQnIkbMYKKEs20+Q7QL4L9GAUozr6Rg3sPl7BI8Mc4HdgwJEsmLMVJtuICc8u3VaxYW0Hbr17Pd754atx/ao6OvKnoZsV+GQT227hLDgCWly2D4E/jIEmJKglzcAXjn0dQwXecS6LDqAvEIbuD7COJ1V9km9azSoHdqxkG2MmbGvei8dG+ddu70x7LKFF7Bol6DGvlKSfpcnR7SfA6cATA5gaI4BZwQ13rMFdfbfDr/gwXBxD3RbeLFaZvVdUA+YUo+v7BU3fMkI48HMuKXGr4fk9LWanyiSBFnOrez1mhMF8Vgb6110KpC58jmuaxJjJxRJ/doK6BUfRMVPimxdzzo/ijz+DmVF+PA2nDW/rXI3/dt2f41NX/xHeu/E3cHP3dVirtNHBIB/n4Nh3zv4z/uDp/4Ivn/hXZlpeqs8zMibLU/ibFz+Lg5OHIEHCtv6roQu5G42hrZoESQBX6/0SqsL7xY1Bd8Lz0utlZXcKB6+y2QxOiaQw8l96NeMt8/YR4zxJYEs/G0T+OydhnuLX1piZQP3sHAdN6zZ2FWwk93TC18/fEZrPXCCSLAdqRWK/OSzIg9Yf5bLLfHr14Qjh9dtgZ+qe75Nj8/Mg4Ikll7Ju+QrEk6IrPxtDIj0PhNeGh2HMcLCFqlzIQjdKiErEtQTyqt9LvJsTwFGInsWIDX1F66Jrq67cg6aGhVums4hZNiThV0PMJ7q+tK5SBFOFpGS7bn0z+jZzU+nLlct+Gi7xuaxrGb8n11uPZNruppQ8eBosiMVmzPHozusYsEweN1RK79382OuVRYxxGivm5pYPJgiGOxCDCJMJ26gLD7Zz506jlpJRlg2onucTMZ9ePfjEft9ddyMoPLskpYFyqc4CfNh1GDqD2Ye+w/6cvOtuNL3prZgUDZtWoRxYrtT2dbhpYgDrcya7n/86MMG8s8gYnkp3wh745DgikRlRKMLvzrADqAuJd7zcQEQL46q2+TCcpRUSoGyFpdtKsCcM1MfHvBAHl/Xk6+hkAT1URbG8aBbMkaUVSO5ADHz8rrc2swRQqunRsQXgUwFFRySG1vh6dMWGVye5W2g6XvOFGNPq8OHnF/s+keyRoEfh80RrKhd8skJhtgb26xZmhTRvodm4Wy4zJU8seZF4VyvPesBHOJZiTcdqVUS8Spc+P7OCPURNUlfB4Po9EVOX/O7Yj0oSfN0cVDKGhjD7/e9i/O8+C8eoobm1mUliTeFXGVizwrPJkKp+hEVirqxVUS7WsSm6ERXBfqGAHDY3CRadHRXBIB29C/yeOEDVKPN522fye3dicA5VkTDuFh3n+zc9iEAj7DGf2jt7GUhSLecxcOzZZe8XgYMuSOyuD+n9bnvfB+AT80NdliALn91qbsJbIzeW2ccsTLtzy/V9OjebY+s8dv2r1Ei1UT7CGYXG2hVs77e/ow0BF3i2a5gTzZ6K0grLsZiHZ3eUN2k4+LRY/j1Dfkp1sjoRvpBh/hwlm0LwL7COWbk2zZIL+bH6GROu4DGfloJP86bjl3o+XZ75RPfEZYCt3pSGJnxalTLJrueZT5rvUsbvr1r9Gnz6Ja2WYBMDi7KxGbaQpOShmPAgMcWGvqkl4m0OG3oIwWiSyb8otaAgJHcXVgTx4Po346+v/TP8zrb3sejbVIA/+K6ZWhgV5Ct+RFJcMmfGJpb1fnCLKKs0d1AXq4zgJZKodet4d34uN4s6pdPRhPQkp6vm6vPMJ1uvYGeZD7wVs8pMRVfu/x6i4nuK1P0t1lCybGjDpzD19X9G7onH2b/ZrXxxoynC7LeuYt3m5SdMWSSP2FoVse3t3kMvb96K1vd9AG0foI3k8lWzLC9tonOZpJjlBh8CWsjfKBkTsqBcHc8/f+lEQJM/UfzZ9YjE5plPAnyiCFdt7XXsz06eb+h817wDkliMsq8LJJ88PGiz41ZXL0XMVzF9/msoZ44wEPDceATS2Fo4SgVWlQ+gqb57EYhRl8JCtf8F2JEC2wAUf3gW7fF5NhgZ0Pv6kh7Awc412Yqx/hvYn69vS6BLXB9HEsBNvGV+c+oLXMp8Et0p1w9kaZnC72lh0t3CokV53yYeF+tKbV4tVdwtV9LgKBrSRdr0W6jCj5wuDCzFBpS6SPnZCc9sfHYugLGxDP7+6JdRKwhpXD2Ajs4kbuu9AbpI41iuqDPS3L36Et8nv1hwl7NVWKbNPJ+oWpqbYQqpmF+RvUSS5ZhPVFPCd4eAB5rorlRr125g44vpgk9CLkfX4P+E+UTH50JFROWXUvOg2NJyvZpIDuImz1yadLe85I6KFpAJsShd6PvkMiIoZakr0oH37nknTkT514ZOchBcrVegiI5wdpYACwuTlRmkrSh71tm1EOwH91oUZoc99hEtdPt2vg2KoFkXc3nMChlySizCiPk0KFhP7VoSmZe4OfiMX/h0yMKPrp6D2eCL5rLooDc1WhFGwJN/Lax24btgbOQMv73HyqifPA9HjGyOv8E8wOx8DXWYqIvEpvXBVWzxl3no36D+6F+wduYA7lo5h4//5esQEdHWrt8TPUskmSBJLbHzWLJYugs1q4bPvfwFjJUmUBGSOzIsZtdbGNu7vk/GGJeVBv0tSPtTOJYLMO+8nrAfe5oXs0GtBb5Cdt7wwC9iY4VFJ/zoi/weXn1TH/Nxoej016y4mV9/kbypCRm25dPgyBKuSm5HuVRi47LTCGFoIIPRi/OLR7M2c9lAiIXSO1r4azl+XMn1Tcuynti/eWw8kxkEl8vCX8xnwpF1jNoXmWwHTgyzF8dZlprlBBEMpxG79k2Q/GEk/HFsa96E+/pfh/e03YkMmY1T+IRUB+1jSM5LhuX/fPKb+INn/gv+9sXP4TvnHsZfvfhZJmGn6/KRbe/H7Ztez4A6dp6mhGd+8VMkZ4cRqORQPvosZgTgIJtifvQvn7zjGo6T7I4A9+eee5r9t7u7Fx0di8MqrlgClCWQiUIAnHIDsiHG30gNvk3NCF7XjcjdaxB7y0b4hDeUW6lmPi+Sh+RCyR1VpcjvTfBVyu6oQhs2wJ4UpuPk+2Ty43Ml1MS4DIWjSKRFlzwbYM8dVenoEVz4xJ/g0G/+Nqa/+xDzNnE3Jd2i2z1SJW9GIRsVfkbhuoXw9SuhCg9IAp+YEXz7WkhCtkSyeghWMTGf2LGSn6TF1yElNw31FcoFn0Yr5mWT7qjOn5+Xf1OTjIAoozzPHiV/x/C27bAE+GQKZq7j1KG4ibECxCIpF3X/XdB7/lh8SKt8bCmiDLsehFkLsefo+MQpVKR52R2B+gvXMq+mJEVBegeXXMkyv05utLpz/AX23/Qb3oT03feyscD1cnGBk+VKaV3FWEJ3jNexktkqOvjX85OoTQnfpTB/9pvSechqnYEYSYQxG+HvkVHWPNndxlIcN3Zec8V1gW+2ymga5HtkSEH4Ynxt7LKfPL+nPv7M00a6Jhp47SUNduVS5mJHz3b4hXQ/R8EOFn8eZydGhezOgeoroSjWyLqRhy8YRXMXX5+8miKfO2ITUaS85Q9hbGwEBw8+48mhXN8nuOwnv+zJ7vKMCehA0yRkmKRzsdn4Us+nAh1vnT9zBFi59gJuGQJ8Wig7Xer3lF4ouZsoLWI9uUXSO/Yz3/k2Mj/ge5f4zbei+2P/CS2e7YgBNR5AyNkBrdKB2MY9CImUPEWj58uGVVDRne4F86d3HJw5dQCK7bDzj7TxOWeiie9lmmST7QeIiSpbfE711fnnkXXjQ189zGTni669lCaL2XnZnaZ5nm2nnv8pTNGcXljT0/N+oK6nnduET+/e44FPakpIZUfOsORlKjfExi0CGec9n+bvW1Awn84t8LqlRmP2/ACsYpElqe7ay0HsZydegF94Xvn0hgc+BUoqawRe18ET4F2/pIZIKyYQ0QUV7aLhhWaoQaEKkSR09MQ9T1WSZM+bo/sZ8ESjMl06V/K6lPlEsj5TyKGDYf5ZtXKRJRZertzkV0myUBP3Ra9X2BzOgE2f32Nam0bGe09+1erX4NMvcV3bcRXrcCuCxkdILhV5JFNkJAEMrkkhgU+u2fj4i08zGU0+JOPqXa/H7tbtCCygzFPRA++yBQgIijdvQDTNQaNGdBJS4PKPBnkwNYsBfM6Je55PbtHCw5VtKfEuOI6MuYnzGL942kOaI6gwMKjFbEKqwQe5vmodeiWNiCmoyr0xTFQbbDMbMEsoPPM0zGyW0WJNsbjRNL4QghFAWERRX1Iz4lziJrSuKPyuKbJlI7pnL/y9y0cnU42WDdbNSeiU8vfqF0S0oLQaWc+PihZ41OVbmgxDRUi5O3AvlN3RwKStuU54VgHq6mugtq9dRBu1a4IlZlqLuoW9fRImz34RRnkEkuzD8aEkxuZCCMCPwLZOSLoOf/8qqKEI0ivuhy/cwxaTlb6DcJoaTG6SHJgfFGlRRUbj8+fn4FB6FYt9DhZncWPbvPGoJbpnaoR/fzjR5Jl7u6kh7LyhvErm0+UBCJIfuF4tmo806fz6vNpyJQ3U1YlXbUTBF9gTAjChtDuXMk33NBIVPkHFMB555gBLaozWA57fU0fXvAfAlapVSO8W+j4F3EVaw8bRF0cJWeTn2L/Ck4u5i7ArMZ9cSvVyKXdLizZYnb4WzzuMmE80FxrCyPE/6vlEgJBfbMxr0IH45SVCLmDkmjT/R5Lulsqc3NQ826qjIQAFX4iPh83BJmy+bi/zfopYwp+uUWXGq+QtQuc7M1VkDKW0GUVagE/ZCZEKJMbOcoH/vX0lZwlt3rMZ0PnzVqsYmMzyZ6dNsOlITjyQowACBysHq5Dmhj1Q3WCpPBFPdmfV+VhQMyQ4lg89tpBZCabmwmrr5U2CufIcYjfexP58+/4CKqLDKKz0YM5wkKKq8YWjVgMmv/hPyD72I/b39H0PwPeGN+Ncfp7x4ibdKSKowO2QEpPhN7e8E73RHtYo+Mzhz2NihgNroZhgp4gkq8bUJGuAlM+9zHxhAlIQayM34VyhyjYp961oucQ7z2PXENBHiz3qcItzj4nuIRX5Uq3dPA+K39B1DdL+JIri3HUBPhU0i7F9V0l8Udvc3IoN27iEcf/PBpiEjx2r8FxYzpdvYeLd6WeHEVRk1i3t3HF5NqEHPtUb6O5PolwJeJ5PBCoU/DaMPGeO1X3cP6NhtyHdtrypPnlouZK7VbEEPn3NJ/C7238Lt/XcyFKzyKB6sDCMn488w9IPVyf6mZxvVaKPeWn5BZvy1JkLDFRoz49iR3kMjlHFxZk8HEmFKuZf251LlxRJw9j1UAMYGDjLZMYEMOzaNb8peDXl39QCpTkEfVUSgd0dCN/eh+jNXLJn6yX4t7VC702wzSrJlpZWqpm/VyRnqRVcs3G+ESemy3+U+SQTWw/82U3GC2g0Fq95KK3OapQRDPGvG4bGNg+0eZr6yhfZ14iNPfv97+Hin/8pKsKvpT8WusR03FQFiFSagZqKLZIwErhHBtGqYIfSf10JrqTMg0+KKcCnJclXlz0/xYeyE0Ce/PQvw9ymzePAgACJhbx5fHwURoXLf3whzjiI7rvGYz45VdGYEX6ObrljBRkUL5WAUbUICeh0rYZgSEdDsJ8uXhwgCNb7Pj0QvCzb9UoVEZ6SqsznzZqYFwNmGc3veCeSt9/hfS8BB68EPkmaH1IoyFYp987l2NxbaJh4viHAj+atbG3m99UYEBJHiDWJz2EUFrF687LH0uiq6Njnu3JjzJ4sIyhCKhqBlYhs52Ba8RAPUlno90Q1Oj4KS4BZqYbqhSEs3QhrIsWOmHiKyddauZlJ1vwkawhJsVG0XfCpiJUb9yx7/y5XxD52N+u9W/mYQGvdY8cOLwKfZOF/p8TDHvNpNl+AT7ORkWKseRKSLzUbp3JZsjnThGTNg08uU8ituiH8m5awYxb6Ji1nNn4J+CSYT9TcJVZQyzvfg+a3vI0zhBaAT1SpXbejbd97EOjrRbxnBTSSHUrEfjIYS3Nn6zaUxH5qQHgxmSE/1LCKvCahGPCzjbiS4wxpqx5Ed28TWyv7BLPVCqjIFQ1892uHMTEq2F2MgV9b1CT1yTJ6N+xBKJZinqHnX+ahRwtrYuLylgwxAWwaCk8+pcTlzMRFyKIB4TLqveu9QGLpqjGo9I4OGrQw1LU4dXr0NB9rQpu2YE16DWM1USDPKBlksc+osyARwilVKOi1W7FdeKSx+xSJwZFlxuB1ZeQEPplkAk7sKWdxMvbmXR1s37xzHydBLJTdZRfYWCxdj5C6gJq8tExwGXO+YJgFeTD/4NL8PVhaLvMpR8dFi0vHhiqYr0QaoHdLpXATSWbjvLvP+VWrX4NPv8RFXjExPYqGwifmqqtPTaq4/x3bofvmAREy0Q2lO2HZFs4/xWVAs6tb2eJ8uSKdLHsx4MBnGVi74Vq20JDI60UxYQYXI9yX03lTQsVCzye3XOmdpNdg2BzcOfTcT5hEhh66IKq0A4QjN7C1wgeGPSRl0l6DiPBOmdHnNfst993nfXb8pltgiM2DT+YvdaTWBOMYH7wXVmOiCGdOmJ2mbK5HFskQxBZ6pRp1zcZfBetpYdGGkloSkqRi7XreTTh48FmPlr6c5O4S2R0NSsQa2nYXlPZ18F31pksGervGJye6Gv6YMFJumkPAfpgxKlQ9gXjP2zBX1Nk3BWMR+Nd3Y8WnPo2Oj/wu/52yiqaVb4YWaIVtV1DpfhZKvw9R6sgLJkxzupUxEdw6lilhUArSbh+9Jx8jR2Dv3+pZ3lFXBWgUWRDXu5D9pDku8+ky4JPYkCv68swnlwpL8juqFWu3MKPM/0h5Zq6yCrlcQ9Thz9C4CwaKY8tMDTP5T0BsRAqFMOqjOkKNABRbZl4YdsPPTA1fTbUI0/G5iYueb44qmEtE637x2UHIIia9ua0djp9PtEGhv19Yjlhku8ynV+P3tLBWxVZ4kg4Cn+rQYAu/kP8o84kqILhP9FmW6HYvVy5gdKWkO5cReLlKitRHF8iqM8mdwwDLhYuQRCoNtS+OsjDmVxsVzMwOo7mVf8/oyBxLIGtqRJlvB5Vdy3nR5lSKbCMQjjHZHRWNv60d/OfrpgZD4/coLfZRxHwis/HOaQvybBY6HEREJ4x8nxSx4DeNHAo5fs9qDQW1bDMibnqNkAIsrFT7CubHUa+VoVy/D75Vq+AzHWgZ0eVMiNSomTKem3wRVerK0zk+8VMUDx5gniGt734fEne8Fl8+M4a/PXgO40Ja7DKfyO9pMfiUhk/R8Vtb3s3YZCQnfO4CX9iGRKqQLjz06lNTbKPkNAwYlWnWtT1ncHDlpvbkosW/W67nk2QKv7hEwNuAuqbjxIa44TWrF21MSVZ3b/9rUXLnA7GXrPok7GrZhvzMnJdyt3NfD7tnczNlnDk2ydhWnuxJGIAux3yqZ2vIneWfY8f9kK/wTrhSUDqcaGcElepC5pPGUqcKwv9Fcfi4WLfb0LRk8+MWXcu5pvmkO5Lx9sVX4O6+O/BHuz/GJHpvXXM/O1e6Dr+z9b2M+eSWC8ZNzha92PCbb76DgbqWI6ER7YYk2EeWYAJejvlk2goOHeJy/i1bdiybonml8q1JIXJHP4JXd8G3Ls02fHqYXwPHNrxwicuV5/tUmORzo6Swpgn7Wvk/5vnkVrCNA8mxWBENY/F6gAzDa0UuiywXTSgyN7ed+upXYBUK8LV3YNXHPgI1FkN1dtqTGvUt2JwGE8lF4FNSNC8k5mMo5nDxDPp23w/fVW+B/+q3whbm+4uYTwJ8KjesV9Utp8+fcvhzTeDAUsYsFfntENuCNmPbt3Pwi5grrtm4LsCn4PqNcKTFY/nSNORZ4Y/kBossrVbBspiuA/FUkM2XiThvkLiSO0q9Cv4H11puuc+jJFjLbvW89X7Er+MMbfY76B4KNvuVwCcqJcEBMq1Yxs0d/FruT+5ATQtBbemHL8g9cxKhOpPcDflmMFAcQqlgwFJV/P/Y+w8oyc7zOhT9Tqqcqzp3T4fJAQMMMBjkDCIwixRFyyQtUaIoU9Gy75N0rbv8bN17HZZ91/N7lm1dXekqXEm2KJkKFEmJBMEAgAQRiDSYnEPn6urKuc5b+w+nTlVXdVeH6eke1F7kQk/qrjp1zv9///72t3cNI6lmjcxyipTzrZ8vgBmAT2fII65x2TVCvjvuZGqJ4uVLTE2K/8qkO+Di1BT7c9U0yVMlKl9tfYjdIbzNMKUQiQpT8+QcI58CHuHDI5oyjkKq45S7VlYcFW+Qjh3j46BvvvkaI6tVQT5pVfG5Rv2MfILCK76wQG672bi3tS+ZtBqAcrbi4H8XJuV28omFdoh0YIfT3558Eo1zFiAh/A2bySd4FoFo0kIhGv7V/5mCD3J/UXu6nz0JTSL8+BOW+kn6PsFgXo7eFYQq2BWJUWnhGl3x8Gdy2OuiuSn+zFWLHhrfE2NNfK1aIZeo+fw7AoxQ/fJ/e4vOneTPWmqx0KAqdWgqI0gO3vsM+/XJV5+zxtAl6vXhUEvlOlDE2J3HoJkrp9l1dQlPpGblU0l8byij7YQlPPUSR+6hottLrlqVxvx8D58SDT3vHXewz/lZoVw+neKf4/Coi57+xBGadvHa6wHXETJsasGKCAkwSnmKiXsCY3eVjPBoNVE3aA1BPp/86aOWAso+dtfObJx9HxuhKtcKNLndQv20nO+TJJ8SwoPOQGqtWP9luraigIB6b4/edcmnLYRyYoEqIt0AQKH5wNA9lNX5IpcV43YlcVgFUFBI1YIRGaLnzj1HPZf5g3jXUz/e0kgRmM/y7wESSHf2kcOBRV8lR1XEzzp4d7Yd+kThsQDlUwvyaWBgmD3AlWqeCrQTbSSaE4syCnRdjBFB/XR7dpxCZTftq34A75rCQna7IB76cNRD4aefpfDTz5B7334KPfa4RRw5lBIVyyrFahEqvDXNZ7gF4HmSf2WSlLIYKTH5z3dbyqeVO4ir8XuyoyJSlCCvPHTbEaYEw/jKd77zDWtGutlsHMCCr6BDJCTKlWKCnEd/hDwf/DVSpSxfMOhAqZBn5r2A4XfQ+OhVOnrkOFMxoTDv2/vTVBTJdk4yyH2Qm/wakUiDzxW6pL07/yEzwquWk5SJfItc98ToHmUfHTP30MARbmTIXne5Qn99mW9+fVdfI2c+ztQOEsUpnkZlKHzWH2OIEtL3Cab0glNdRvmUXlH5BBx59GO0965H6f5nlqaprQRsBqzYwXOiaOSv8sP2pDA1lJ5P8GZye5AGBZ4JHVCF9IqT7lF5d7Ja4kVT32Bn5BM8CnBdoKaavXaugYTD51kVnRK00JwuHxnigK83FRJATcjJ4dOGzVWOjSzn92RHxB+msLjfcjU3ZYXfEwoReHitFm5xiCuaTqoIArEVFsTmHBUEUuuxuxWUT67GxDtOPmHkbul7990xZJFP3goxY+qKn68X164vkF7TKFT1sg42mSoZNf6c5sV4qKarTPVkL45jvfwzmy/txEPEyNhLX/tT8mdrjMyan7xI41O8yDny2MdpQPiuwPdJqXgsonpuhh9y3Z4eMkseprJpp3yCybBUzk1fOU1DX/hFqga8pKX5z6l4+D1SmErStdR1Molf51Q+S4rTSUO/+MsUuP8BRtjJCOfzcnRUKp8E0SzJ8ogvT1ff/N+oljpDv3DH52jQ20+KLL7d/H5xiNAGHJRyp7nKc96coef6HVQw+UHvof7WykB5ACfhXSLJLwCpcuGYhx7/4L6WXjC39xwiVZcpSHXy6Ynhh6xCe2homPk/gIACXvnuJSqk+RqG5okqkzft11kQGYvXktQnxkL9woOok1HQtGlSuGeQKesMzSRDR+dFp7kaL8CDGJkggypmD8X6WhM55blZS/nUahwFI3qoEX7y4I8zM2P7fg8VoCoO9dgj77nnQRoaGmEq24cfehwXnZnIns/yZ61aW9rNZUEK4rM5cfIM6xxDzSNH69cLND40dIFtKrR2kMonh8o/U5cPpu8GlYoVNja7mrQ7Cd/BY4S3h+ukVuYanm0c/iT5tLhQYmO6qe+9yMyHQeAO/uzPUu+jD9POf/1vyXEf3weMco0Sv/kvKFors4ZQ3svv96qod8KDdTWqDBywiFeHhxyHnyYF3jlizAWeT+x1+nz1ZFsYIXfQOOPkU2yFkbtTVrMQI5R4//DS4XuvYq2jOEy69jUqxLVgo7rErpJshaEA//2FqpuCMb6+BNxjPBRGjNxVqhr5/Gsjn6xgCg3Xhn8/9GZj99/b8PfmC2U2QmeoSsvGR8N7FGmCtUKZ7oj42GhUQXfTK6NPkaIZ5PTzxmnIV2JNiyv6Ams4JBN5Knv5OmCUCpQ2s1S+lLT26mYg9ayWLZJb5TVq0ehjSX7u3byJG//rv2IqO9XrJaO3jz2X1+Ji7Bkpt2Ic0hTjx3bs3DFOuiAz3TuFKXg2zsbu/CLmNiP8qwKGkwKRpSmeK0GSeNO5IhvlP3iQNwS/973v0PTCNCkunde1eJ0BBxs7qxncNzPkM+rkkyApmoE6RI5GZT28FnIZVaaQRmIiwJITFZH+Z6uVl5JPorae4f9ODTpZ3d3w88JhGv+3/4HG//d/ZynNmt+rVD7ZAcIwIMJbNCPP0jm9hodCvY1ET+/AOOXPn6ArHr7e7HDoNC28vcyKl3ZMRJjyEvDW+Gd04NExGtsdpWrVpG/89Ul64+UrlBIpsHLsTp4FRvcfJX+4lzWozr7xHevnoj5MJPh9098i4VtOhaBOMj0GTV062aCibyafms3G7bgywZW94/Epi8iJw/dI08h7iN8fB6P7aMQ3SCkxxubzVUmLlemUwlXiu6qNdVyqVh9jcwtfVtiiVETirSbGR9vBPnbXzmy8M9PxxIpjd9LfGGpCX3SogXwCpOfne9V0vEs+bRFU0ik692u/Ssf/+b9gvhwSDwweo0UXXyQzVfgiaZZSAgChoRf5hrXg0On0S19lMZbVSJB6dvGuXiu8fe6s5fcU7a/LGjG7DBTp0rLdtV4R8YqxO1lENT+AcsFSXWWqaPusKFbIl6VaqubOU7Tqp1+Ye5bFD6NL0iNMra0EvygnCHo+8Q9o5H/6NdI8Xos4gk4DSXf9Y8Os3sh+9zIzn5PeErXFAmmK6OwKeaNLKp9abNR24P1fEcqndsVbO9QjvGPstT/wwGNMRotRu5de+hb73m3JJ1A2RXEwbbMwybE7LKbS5DkyMEsH9l1gBIkveif17vo08+lIXeZFoVt1suSgdkB6W+9O/BsfG11Kql+n/g8doJ1PHSVjkH92eN1/dWmWkX/9Lp16r77GComCkPLi3i1eOccOPiCe3Kqf/GLsDujtHah3KcXn1M7zSX5eUkG1nPrp6BM/Sn5hyrsaoFsjNwQoE4IlfiCNay42GqWI7kpi5gp5hN/TZLlMi1H+fmvxquX3BHkvlBWdQqbeTYvRO/mzUECowjfL6fbwjpLwADFzqWWUT4blgYADonsZE307UBiOV0QseMVFb1zjh93mOfhOUE0WyVUQ6WDkoFpFJBa2gFQrRZrG7uA7IgvKQKD1OJKEPDwsiMKyaEu6awbMuwsihWyAYuyM8nLyefbrxEyeIhUfe/ZQHFWKMPjl3zNfw7iVQrqu0JBIm5NAShaQFJ1jV7VAlWKODp8vU2yxSnsvFdnBYMfeO2nitvssI8t5l0Ka8K4oFxOkmsL7LTDOxhaZDBz/a+OX1T/GfZ8mL55gh5TRX/ynVBPpozMXX2adUDVboyMLffTgmyLV0uelkf/Xr1uF31lBOAFX0kg8NRuUTzAeloWqS+HXNT37PfLqHuYf6BMjHF+f/T4tFpNWYmglHqf0O9xU9PVenU4HdVJMkz421ktaG68k6fmk5PWGsT/2WY0E6R987m4aE+mdzcD6urOHXw+nUD3094ySmkWceIU9B+Ew/7eH7hqkQMjFlDIXTnHzb1WPMKUC/DTisxmamUzR5JVFigujZkqXqFc813Id7GQUFEmOo7t6KV9wWqN38H2aNhJwAyFDdZJLAamvUo9Q4DUjOx+nZIjvh4Oe1e1BM9MiNruqkF7K0p49tpjsSoGM1BU2EnpdNLUqFRgnN+6JJivw+TU9c5Z/P5BYqxnLWQmGFTu9fBHuDzqZh1U0yv+eS/o9CdUTTMlZaugq4Ozro4oIcnHQtLWvyrVHjvctLpRZh3ruv/0J+zW8g9yjnHiA75Hrfj5u5IRZdDZLPSfeYr+eF1MpUvkUHeZKIvbvdL7vIOmyGa2UTyq8oUQ6aiejdyCfpoS6bkcLs3GssVA5Abt27WOkJJTJUg0DJTTIPet6PHh3w/2hR+r7MtYKOZLT7O0o0RPoI4PKsDEnI8L3rFxSoYmJ3UxVulaz8WbyCSl6pPLrEwh7lyhpQJBI9X7zuE0ztD7xedV0UtJz9Fie182v+PayJpypcaIm5C0xa4K5UoVSpTRNzcUt8gmjU0lHno0Tl862vseheqp6EuRVhI0C8XvDdyc3KE+/wgN5XOM72ftBgykrkhPDHicfUa6alodRsxLDC2Mg/JywjzXRarUMlcsl67NOKfy+3zPReVJwqwRsScjceec9NDa2k+0paLimvWUr8a6M9DeoQ4VCM+p21M3Gl1GiyZTfrEgz84i1XqqfUE/rjHisP1sSUAvmRL0vPZ/ajdxJ6KGQZeze+F6dbE/H+QT3gB1QS/Xv3G0pnxbms+waHBi7s+Hv7dpxmLKnQT7xdTSUSrOzXK2q0eBgP6sj5cgu8wvCflKu0NM/cpBuu4vXNi9/+yK9/Sp/73KM0SHWZTSopPrp1GvPW4KFxvrQ0/JzRCJnXlfoHFVoWpBPo7sOWGEM0qi+ndk4ez2mSeeE99Lw8R9Sj9gTU6EoefbsI014keJehm9jViiXK+UMvXD9+3TNIQKlFhvXubjwKXaU8qTlhWdnsUxFEdiiacvvz/axu+WUT+sxHZfXIiUCBKAm9Ib4mmivyXVpOr5C0+VWRZd82iJQHU62cGUvXqS0LV4Vke3wq5CJd24tQGWRxAKkF2bJEKZ035p/m3Zd5g9X7N6H2s7NY5G+NMuVKj4lR+5gndnXUzGW3lAzc1ZkeSvENGFiSH4xvrcU0oxUc2YolZugmpDYa9mEpZZSRZPFXXWzQ7D3iXEKiYc+y+zgOPlkBxbzgthIHFSmKnkocN8Y61TDxDT//WtMUlt4k79H917e7UYHFxHCMDgG8isUcFicMJ6IpsJK8uy25JPwEsGC9Mgj72ObAqTux4+/2ZJ8YodNzIvbfJ9aQXYacC3cYuOpVLniKDjwKIVHPmDJT1NCpeT1+1k873LQnSHq2fVpUjQXk94nFr5Men99wXwznqaTi1l2TX4U3i0oRhWFckIyXI7PU61QoKroRHi1QIPyCeM7Dz74OD344GNWhHmrsTsUubIT3mxov9GwTMdVg/zlMvkow8Zjpt0quychW04tzFpJd1OVMrl38NeeFcbtSLrrH15epdOM/h3S9+lUg8oK5JNCknwS94HwfCol40tIYbvyqe731Jnqif1cl06DwkehohnMJwTwrdLvib2+s3ErTpz5R9XybUlsqVZq7j7L5wIEdnNR0wz5b/G98HNKWal8ah2Jnvfxv99LAQrqPaRo/PMrZUzqK/JiL4XEt5KbKw3M+nvBwRZG43bIUaEsRlDxmYYijFSEqeiBS2WC93fV7aSjT36SrceySMfYHRXx3licBPncvBAqFtyW6gkjuK28b4CBsf0WKVrIpsgzvpOqo9yg1h2PU8XH1+cPTO+j0DxXtBScTtKHubIVOJu0kU+ZAk91Q8EE8ivoEmbjNXI4DKoW+VoKUrqcn2KjXZJ8mlEyzAMq6wR57mHXrHz5ChUdTjo3yomuY/EKDRrtVQZSXWNm1CXKp07QE+RrvMPgn9d9ux62DtYYuZN7IQzM732UKzjiItb69IkS/T//5WX6b7/zKn3x/36dGbv+9Z++Rc+LZDy/rjGvKmbC3sHrsgjRIsinRtNxKFkqukILZX49Q/ooGxWDB04zcD/PVkzmceGDF0oLv7d2wCHhjdd5xxu2HObiZSvAAEgvzJBaydGArjNVFOt3waewlGzp91Stwf9CYQqZTrzkVgPLfHWF8QN8htFeF0XDyUa/p/Tq/Z7s0FS+R3u8iywGW8LnqlK1kqFqVaV0skylXIKqhQJTo4SfeX/D90DSHRA5cJgZWw/M8nvrytwio+4k+RRw1dczmOvblU/2z52TflAc1ckn9lqF+qkT0/GrlSDNUoxUMmmihaIEPpT4WagvpUE4lHEBT6klge8cHKSauB8Ao79OBoMM4WuFs8HX0Q7UPjGN165FkTSaWMgxMvOO27n3V6Wik2+N5BPU1PJwp2rCW1T6KNogCZLlku6s1ywJX8VFlcmTtGvqZRrIXqeyotG3JhdoIaWwZwe+RaYjT9UirwFOXb9IFY9oJhVztGhmmT9b8XScKfKbAdKo6pvjdhQ2ctF3ZyNp4RaePFjbZAhJ0GGQIcb9yzY/IDti4rokyU+9gx5SyGRm1D5XhUqmTkXRkD2wd22KRlkfo2YuVKqi4fooWytAVnwv9RZ7jth7deJKwOeN3ycoe5YzG5eQJEFG1ES6XmWkpSSfoJbWhYKu2XBc+vag8Y3RtE7Ip3bAv5eKa0lk2jHyEB/xVPUyU5dhNO7O8XupKrZyUyGKOUKUyBUo7dTZ2CQJUqhW9NLEXl4vS+WTCj8jjKvmoWRV6MH37aIHnuD3AVSfbH0R31u+N/Y69t5JgWg/Eyucee1bVE0VafIyVxT1RfuZQX2tUGF1uFmtsbUAl+9Qgj87Ly8mWG0B78ChsX0WWSUbUnYyR46aSVzLQu0H1V+R+s+doFCOX2uktnqPHGn4u4d7DpJHqIAKpUV6eeo1i3xC+IgpmtRAXHyOIORKyQSrlbF1LQiyfqWzgn3srnPlU6mF8mm5sTv+7yYFL+nKxsnwBJYqn5zRjhS/tyq65NMWARj2yON8/nX+q19pOLDdP8Flw2WlSm49RNVqmarCowVGyOhqAplCmcYm+YMSuLv93PYbb7zKDpyAX6syXyAJM18jPc0Zofxio0G2He5ailyI9SbVSoNrBgoZQHfm2ViT0ctHt/KTZ0iRDLXogOHA432MR4tb890a5sLhcdVIPkEyLftvUD55/IOMwEBSDoib8qVFyn79ApnFKlNSOfcOkiI6eIg0l2N3K3k+XRWqJ3Q6Vjt+VC7KsbtYA/Fyzz31efi5udml5BOIB5deT7xrQz6h0DJE0pbw8SQEZcG7JND3oHXYqsxlKZfhC7+vd3kViYTD3Uu9Ez/O/KoKqXMUv/w3lkH9l69wFdXjg1Ea9HtIF/PYOUFmFq/yA19NKHc8WpD8onMvMTGxi3VHzVKt7dgdjNJxIEUR4fBs7GFnOdNxrWBSv8I/u+nxAGkxNyVm8J5M8gb4e02SQT91/8cpFDN4yo1QPvUPrY4kA5GBUdd0YpayqQWLhPO5DAqG1AbyKSd8lMxc2jKqtw4qNuWTlG63klS3A1LN4BnBr4FGJeFxtFrlEwqY0vkEuST5ZKJDWLMOUnYgQUSmbUqlSKuRu5WMZyNOnV0ZeEGk8ik2Mgq0u2eyYl1F5PlO9xE67BujopM/H/05XvQlChUy1CD7vro47CHxzuVxLfEUkwfHvPB7clWJHvrI5yG9Yb+GSjx8/wPMo8le0GDszsxXqVLjv5ZFczKp20bu2h+O4D0VEt5TU4K8HNjP9wnFo9H8c3/MzL5dgWEKjB0ipyiI5LWt1ky6kKo3MVCIpeb5wVILOdk6ZMUx9wTqY3HYZxbeplIhRxUxAur2hZm/FVLwtN460fz9B5+kquqiSNmk++fKVBHfvxUkiacUhPKpxaFxObhEgqvTgK28QnuGDtHkpCSf6moTYGJvjEYmwuTz8tcDcghFPchFt8cgX8BJoYib3E1ND33Q35ERsp18wkG6Jg5WHkeVXKI4Xijxw0bUiFJPm5G7anKR5sXaObQK5W2hkKfnn/870gSBXS2b7F5OCEIEwJoDjPj6aZ85QnkWx0Q0PVkPQADk544GP4pqKBo2GjJ2upPxg8HBHGlajao1Nxkufq9lhUJttX5PEr6BA5bvk1OMAONwUivy6xVfCFKtprFapORzMb80jKHZkUuJhLxglBlbH/vsTzASNhnGaKXO1lX2s2xrqiSf7M8WwM3G5SGaH+q8Xl4vaSK9KtOkuGgG9oXvpvnh5jZ3YkmUOP5cptzt3l0P6eDkk1Q+LW1gaMKzCtB76iOo8/P1kbvlnpEecUZNylHgRJ7tgX1i3aiuQ/kEeETYg6Lx9xAQ6YR2THWQdCdRb4w5qXzxdTITk/To5LfY77w6l6QLM/OUzIm11TVDxmKQfXRTcwtUFqNcrnKeSpUS5eH7litT+Wqypd9TxT9neT7JYB4jEm0IxJF+TzCFrxj89YOURpAOAN+nVs2e4TBfg5Kmn3oHHKRqCnmcRaaST1d4/Y80Rf8qfdwkkFYrw1DOCEUtatRHH32KkSiFSpGuVIWHYjlLJgz3VZ2tKUlVZ+cIj2q2NBuXkCRBStEsFRVG70A+4T1jBM8Qyqdm8kmO3EnVE0iXmlD5rpZ8Agbc7UfvvL195BYEowbfp9kMOWFeHxA/x+el4pkzND3IGyYD+RrNC59U+D1htA6QhLAqxqLlewAO3z3MVFCwAsDiLj9xp61ZBXXqofu4yX72+HVK/+UpmrrIyafAuQql/vwEpf7sXUr+6XFK/vE7lPyjtyn5J+/Q7Yv83rtQqFHJ6WfJh6h7cH4B7L617cbu3k3wmmo0McvUmu5T77BfpwJhch/mRLP1OhWV7hvinlp6rUyFCgIJvKSIRmElnmsYmZWeT8lkwvo8F8QV0N2hNSifliefsI+XxFnRUj4Jj6lWABGHJm5c4ffIMFSGQixhJ5/0DhW/tyq65NMWQuR9T5HqcFDhwgXKC88MYH9sL+lCxaIJbws5egfyyRAJD6Gci3TMsvf3k8PW4bYDhAfSRUgUWRFbsgg6Mkg5M5L84JZL8s5YK+CQF1H4ojjdhnzC4sm6YIpJmiNHeV0spul5WpjlxS/iMd0PjJDvqQnSRZQyCjQ2woxkGYe6RPkkSSMkHuhUpWCEK6z0Hi9LzGGvTxgJuu8eJBW+WEJphdctDceRdteR39MqR+5wzZqVTxIo9Hbt2ssLDkEg2skndn1spuPLFeRyRMAhknGgzoDqSaa/AcUT85QXhZ4v2Dk54vSNUGwcHkoq5RLvUDbxLv3VpRl2zSCNfnhASILFobqwwIvP0jV+4Ks4+bUNOGPWwXvJdZLKpxYkR26Ry33dwb0NBoI3ArJgRRpVJVuwyKcpv86ejQVGPtXNxh8cfz9F3GEaGOObVg2eWqbGzA1XA4fLQ5H+HVbqnZVYoql05J4ei3xihZXo/iA1A6lVEiaUKqLQKZoltiGvXvmkkaMGA2TxfZzeNSXdscK3UCGPWE/ywqwe6oFmLJa4Jwp8N5pJLmk2vpLfE6CrqkVWz6Q4AYpDqTy0NUMqBtwVk3ocI7S/OkLRfr6+9BV5MZCuVuno/ftI14366J3pIqOF8qRaFt1TUdwX5nKsUOt78DE6O6zT2zsdtGe0nnIEs21cHcjar2WSlAFjbENiQSGvJJ9E8dUOg+P80Dx98YQ1NguUgwapuTQVZvkzFD76QQqG+EFxcXHRWtuKtRob2R0Q69uVReGBYfk98We6J6Q0qDByiePMsBZwevz0i0d/loIOP01mp+m8zj+7yaExurSbv+8P1AyCIKk61558ssbuKk5SA462PnDt4HDz9QiXLtw7SIVikSm3pP+gHXimP/CJ26h/kF/7xz98H/3srz5Mn/unD9JP/tL99Jmfu5d+/PPH6OM/dZdl4t/pyJ19jFSOlXoCQnLvrJDhFkmKFX6v9jgcFBP7XjNKs7N1s/EWY1OtgAjob33r60w96BdjP5LksJNPqQVh/OoI024aJBLKx7OnXqWESG0E8jl+DctVlY4cOdbxKO9qsJrxg0iIr83JdJ3kyFlJd2sjLSL7j1KlopLDUSF3LWvze+Ijd3PxCJk1QS4/8RgZIhrdDjmG4Q3w+zDY22uRG4rO912n0qhMkKNB8t6XkH5P9mcOClDuk9hZ4h0Of1Mlg3Sq0D2upQp2KGTRxIBR8OhondwIh8LkFyrMjBgXtcMxWk+alOmqnZiNS/SLcRuMI4LsxZaTXMhTTTQomOdTwLnuRpKitlc+SbWKJBCWg0y7hR9k9Rqvyce1Iu0KeFh4zttlnRaz/DMq+6D6VslR8JKj6KGKeP5kcyUtphFLpxrvc1hD1Ep5NnYnlU/ScsI+ege4xseZkmh2dtqmfNI5gaKjoVE30bajT3iWJmp+Nj7eM+CigPB7yhWF0kbYN6wVR2L8Pv/uVMI6N+C+RcCB2+mmrLDK0PT6yN1g7xDNanxNGXTzemsl5RNIA7XG/73baVI+n2PEE/5vKZ901/J+T0L1hOY0mm+rRd33qfXZJ9bDG/iqkae563xt2DHM1cqDg7spd/Jdmh7g5NNgtkyLFd5QjET6LBUsiDmMkkI5J9XdaBrZmyif+Oxd9MTHeB0AGE2TDcO7b6dgbJAG9Al2DsgIcjOmBnkEZjNMokjJpFE8PopC8f4DNDC+30qxbPZ9qnso1Z8lfPbHBfm0TyiRK1/7MunlEpmaRmnv0rrujoGjrIzF54/68aHh+0iPCU880bTCe5dqJYzdQW0Zk3stjP2xlwiPvXawK7WSJal8av35Q/nvE8+E9MZcTvlUq1bp2tm36OLx71MGSd8It0rP0v7dB9k9yv69WP8aFL/FBGsUvtfQJZ+2EJCa0vvEY+zrhb/7qvX77IGUcnAR0SsTDOKzV8kQyqdwRaSLHT3WchHHovDaayLqUxgqR7z17pUJJYJJpGOXVOB7EreMs5sBBVGUBPnUgv2Xr1uqnzRXph6HXUzTtXPcb6NSTpJzV4R0W/cXc/he0SnUgg7WjbYjleULtUMps85NtKc+Nug82Et6P1+09OGAdWCQvkGVUsoy1Vtp7E4qn1ZrNo4uvlnFv1UsaaUdSAORHiRcKu5ZSj6tMHZnNx03KvwgWNbC5AnVN6JatkTly4sW+WQZcnYId3A3BQceZl+/fPUMnU7m2PjJj070sUQn9hq8/LoWMimqlcuW8qns4ZuOz2hv0Gu28XzCfZoX5JMnZPMpuUGwUpt0F1XKVeoT5NPldJ7Nrl+5eoKcLpUcKO5IoV29XArv9AhlQcnNRj7gSbJa9IvUOxhHS/IJpFwxyzdvh9vbkExplIus8JRAJ5XBUGk2zg+U4XCkwbtkJTAzUDb6Kr5VtG9NyieM3AG+qEilqjkbCJqWfk9OHl9uh1TnrJR016w0mRPy9HYjd/gsc+KZNwLicBL30eFdfJSupyx86DwG7T88SH19/Rb5lCMXqcKXxPp+MBUWcm9FxP6mr6UpnytRv6+PpmI65fwG7fDXXw8UlFFR0LxemqRCya6E8FEyUepI+QQMSPLp0inmF2Gl+4VddGHIQa85jrNfVq5lKCBID0lOSr+n3UEP7Qzxz+uqWMflyJssMv1ufpjxxe5k/n5QamQX+EHMG4hQrydGv3Tk8+QzvHTdXaKybtD3H+JjSff0Bmki6rdUmO0g1R9KxdGQqtkpNM3BCBLg8INPMWUAAIVlq2cB6pJaWdwv7vYHZtVvU3p0Sj41jYLG+kVimLNKNey7UMRU5qlq1pipf19w6fvFvyteulQ3G+9ApYF/89JL36a5uRmmip0Y4/ed4eRNn1bKJ5fKfc6iHr5PO/QiU03JYvni+ePW2JFdIbORqI8fLCzxnGqGU+PE++RUfW2Q5NNalU+Gy02pFP9sXVW+hoVCASpmuEpgfj5MqgwAsY2a2QHlKnsN/vp+Z0WBH7qL/dff1GGXXpk1kdAlYa0pan1txH/tiXfLjd1VTZO+fp2/j8PKKXKLoBU7zp4VRMr4btL1+uGrXJhh5uulikKTM0tHuPSIqCGU+ph4J2bjEkNBfv3mqy6KxEQqVDxH1Uqh7vm0RhLR3kjSndWWyicoxjBWbU9oWxboglpqEpHa1rebnhrm7yPuidJkUaSvhbC2muRLxUiveKnq4tdnOMTvrZSryK4b83eSKWWCCKl446xJ6xejyXYvIf+xe0h1u1nYDvxOQRxixLHm5PcX1EKwU5C1bqvUOxnqkajxeq1/yEV+oXDLVvjr7wt2tr61w/29IdZMmswVG/wEYZb/2MNPMT8jdv2gKhQK0EFfhGZV/vWwf/n6VHo+gXzSBKEbFaOTUD9x8kkqnxrX1DlhTSCTVtc6cteJ6TjQN77T8n2aPcPX3cPHnqahnYfp8D3PUvbkCUv55Bc+nmhi7tzT2DQECa5XitBOMnJGWhVIIIypdwdf31Gby7pcAo3ow0eepYAeozlz0XpGez5zJ4X+0e0U/MxhCn76Ngr++CEKfPIgBT5xgAIf3093T/B7YqHvAPWMLkc+LVU+4ZokilCPK3RghAsZzHyeAiIIx67gktCgfhOhH0FNp3sHjpIWE+S8aFolSvCLQ5ARwn6KlM1mKCJq5oRoNurCD6wV4Esn/apKmmElr/uXGWfv8zSajrsF+ZS3eT6lE3P01gt/Q1/+v/4FvfTl36PU3DVK+/k6eFssSHvveszaT+1nPU33iYkckyql9kqqWxVd8mmLYeijH+YeOsffoeJVXvwAfSKBoiJUO0g5A2ZnLlrkU4X4g+JvM3J35cpFVpi6nQplxUbaE6wvdnJ8R3W4yeXn/iG5ZOvRO5BGUUv51HoBBpDyxr6nK0t5cbfFvF7KC6l8s8eEhFsQ/I4m1RN7H5dOWyN38KEwXPUFB+MinkfHmOLJ82Bd/WUpn0p15dNyY3cYC8Imuhblk1Q96Y4QS/NpBoq9Rx99H1M8wWyz+fCt2JRPMN3GIbcVsOAbWpVcVU5G1ERyjETx1DwjEwtCgr7aaGzA33MvZbUYvVji/kRPDkUtIz72Gny8CEBdUZ6dpeI1fs/mXPxecguz99Uon+A1hrQddH1d/saEnRsBeV1Uh4eqFZORqhpVqFgz6VwyTlOT5yyzcYwkKoIYTSzO10fuhlceEVvOdBzKJxKx6PjMyjn+fLs8PjbuCHiYF5RJM7ZkwZp8ZtnInYzQ7Vz1xP6t6PxBDQRIj8fVeD5VMyWqTPKCzj/gt5R47ZRPcSGfbpU2hCKyU+UTIP0X5sUG7/C2fv8g8fAOcZV9uwNUM2sUrEasAsMvSOldR4fYGBbUYxhFkGN3OBTaD8fWoVHRKCvaiGq+QqffmaGdoXG6LbafmWnao4KBXiEVnzOQQlb/M6Q6ppOFuvKpRdKdHZH+MXI4PVQq5ig+dZkVMwCimZ97op/OPzLKCHjAm9UbyKdzwu9pT8hL44J8ulYTKT1htzAb58WiVuP/RXqmN8xDLCp5rgrxisNkv7ePEVD5kIfePPowpYNh8qkmPT0cJa1XhCfMcvPVZuCaStNlKJ/WQj6x7y8IAlLKbUfurL8r/IVwSJHKoFZQxUEYBuiddsjlPY1EMuwxkT6RdOOoUK5cpVCqQlqtRvOi8xoybV6GFy/Q3F98kS79L79OU//jz2lRhDUMdnBQfvPNV+nSJQROKGx/0RR+77p8vHZYFOQTrrcknwyRQGWILqzfo7Ci/vnn/555EyYWhDdVBObTN6ZcZHsz1K1mlTW12gGNI7MKzzuMHfkto/Fsdn2eT0Amw9can5liyuRdoxFGUJaLBmWyHnJWRYLhAr9u7ZRPHqF8AiYCQkEoxoublaTtlE9SBSRVT/Z9ShNqaRgot8MP51NsPMWtEt2hnrS+n933BLUg0EwowucRSOUcdP16nayUUEUQAIhxud/hQAePsU6UT4OCnEuTjyL9/HNbjOeserZa1cm9wrrXifLJG1DJiUCUpvTZaaFUwTMKhfFKwHu0SDZhyq3176Jhr4vGoOpQFLrmP0BU00jTS+Tz5ag3OUqmUHt7oSyV40qpOBkjwXpt1uT3BITFoRXKJ7lWGtEoS14b+uVfYb+Wa1tN/AzpBacPC5K/BfkkFSIlzUX5ikEej0Y9AU6ApQUhFW6ROrsaeA2N7unh7+/bk41N09hAH+1UONmiGyqZTJlkUsRULbPxYd/y5JNMEV0slkkXNX9QpNfimkDJVyef2imfmsingbWRT5K4hJdU2RYQtSTV2SjQwkKeBfEgfe7Bj3yO3MUqJU2Vsv4g4zaVEt+LjLKPxvc0TkrAGJzVK1RpUODYURI/3yES75oRrvH1f9IUKau268xsPjSVNT6xv7HGt89BkcWrpJdyVHH66JpIP5Zjd1AUQ2HLfnZpqfLp3QSvi3YHPBSAR5k4bwVFvSz9t5rhFKmnHxp9lDWydJGIKcf15cgd6j2PUOC6K3xtW1SE4MAZXFH1hGc6K1LzoBpsJuzskGcdOd3j8fHXWMxn6eKJV+hbf/6f6Ku//7/SqVefo0IuTS6Pnwb23klZocB6cA9Pq2xFPikg0d7Do3dd8mmLwdXfb/k12dVPESH1Lil8QyoXc/TDK6+RgoVYkE85t5ccA4PkGFza+cdh4oc/fIV9vW93n5WmERGeMnbjYowaeIK8KMknGz0grO9Xqo/dtZOeAjjAQd2DtPKaWByP3vM4FUUiFkiGVpJDRBY3ewxIXLt6wSKfSIUPR+NtrDp1ch7oYf+VsJRPZZvn0zLKJxBqUJvAnLzZk6Zj8qlp5M4OEE8f/egn6b77uLKo4fV7DRZLq5ii21pszYqjo7+jJ0tu4otqSfM1EDulM5iENqlgSuXT6jdaMPMvKI9SiRzUpyzQ/T2NBzXLEFtTqHDpIpXneBGVEYb0Rs2wSKZmWJ5PTYbjuUU+RuQO7mlJ3t0wzydI66smqYpJPcTfxxdPvUiuYo28FvkkEr0qFavbG/BF6dCdqyN8JKL9Y6Q7nCwSdzE+yTut+P45sam76+RTSBSH6XTS2sxM2zO7FrNx9m8l+SS8mqSyezXKJ6l6QjEnDWOLggyvFFNtlU+tni1pOL5S0l3zYT8h7idnG+WTNXIHf4qRQZoqnuO/vpZkXglOcbge3Ndj+WbZx+6AGlM0UgOppmr1z0jPV+nEm1NsTPofH/4sPTv+5JLXIcmuotNH4Rgn5xkUL9Vqpo18Wv4wADKgf0wo5y6dIM2QRaVJ/+rYL9Mv3PE5ct0mRr7mpafUIlN/wRBUKp8mBPk0ZXDzTiifQDyhu+5x6VQr8/XH6R0hb4T7NagUZ+MTUD5JDPkG6P77Pk0nbuP718cmBlmyKCOTsOaWa1RbXNqoqFXEmAjOclVj1WbjEhWTX69SYZEmJ/mokVTetvfkiy5LGstRcGO8s3uR/V1VpYB4dkCyoiCumSrh9lLUHI1ez9PoVRfNiPuVrs3T7H//E7r4a/+Mrvzvv0mJv/sqlWdmaLFngJmNg3SWo6XtACXLOyJhEHvKwMAQ21sBf5gTcCCcoJjGyAA8I2EArYqPwxDx5ZGgkx0ksLZ961t/b3mouG0K6Y0G9u+671P70Ts5BpfOBqlcNmhBKOlyaen5tHbFTLnG13VHoEx37ztEWo0f1BLTuBcVikzwQ0QqMbP035aKzAMN8IrOODDmdzcU2M3raTvPJyvprml0GL5PkgzPVFp7PsGb5JtC9fRQTCeHUhEq7DouXjzLnu1IJGodKCWKgnxK5w2eqCYUuBI6vNDuG25o7EEJwYJP3J4V1dVeQyevIEWVUMlSPhXF9QPhtpYmjoSscQJhlX7iF+5bYuS/Gr8niXp9IsknrpQdzc4yFWPCH6a5Mle6xCIJ0hf9VBZm41DaSEIO10nfy+8PeCNC+Q2ri8pMlio+vh5FAyOWes3eHEWioio8PqHqxGpeRGy9jXySpuMYu2PhETZgz/OIuveC8AKTXHJanAWkZ9N68EB/mB3mL2UKdDHdOP4X83EVjCSInKpJ5WyyI7Nx/vr4Po/rUvPy+9YtxithwG6aMCCnJeRTpVazxrVAPjGj7SS/D/S+1U0DSGB9x8h6rcmQWgLPFiMutSrldQcl33nX+rOcTfUEEjNe5ftrrzNKwabGizQdd4lE0laqoZKo22TSXTPKl3kzb0Hlz9jVt79Nr33zi9aa1Qqzl09QZIbX4a/M8n+PZxsNbzzrsjEllU92w3E5cncw7GNexq5R/l7DYnxwTpBIzdBF/TLhE8QdiG74WeUrVMuWLbPxqMtB0aiYYRXeSwi+gimf1iJ5femIoIsWy8v7PUnIgBj5GcMqQxPhEa/83R/T7FWkXyo0MHaAHvjQT9OHfuY3Sd19D/M4dpVyzJOqVCqy9RZoHls33sOm413yaQsi+oEPsP+mX/mBdZgP9fLFNkNFcqoemk1N09fe/iv2e7JAzHn85Lu79cjd6dMn2KEON78rIBKFYKJsm/O2lE9unR38gVJukipN6iTmV1RKUpiSjJWHoqA5ctSu8oESoyzSujyqSsNj+ygysItqYtGEuqcZao5/P7OpC5ZNxmlBdO8xdrfcyIQdrZRPy3k+WSN3PteqiyF5sGn2e2pGu++L7gM0LmrFvywr7nEpNBjNcRKOfQ719yOLm7JXYQqP5nnjTvHybJIuFQzSqEqPqd+j7PwPGv4cizF7jZpCmddfZV/r4TClc3Eq1kQ3M9VaGWelWNjIJ9xbOWF0vxkjd/aCFWq3ilD/DCt8vCNX5p9BQBQFknyCxwVeKzbkT/7U/TQopM+rharVE9Tsvk/VgtjU3V7LGDHscrCROkCO3knlU9GoWoqh1aZRsQREQ7WUTxKdej6Ztghpx+4IK8rYaxLKp4JIBGw5dic6shLYqGGYDAQCgVWRT8kaihWNDHfrqG+pFoCnHO7b63SOqUDM6RzdLpIKTXT/xGcQ8PuZvBvIkbuRKLGZjRf1MCOq8TS74GGSyNP1y+3TUMw0LzRKTh/tGKjf4+Uqf5a8emfKJ6BfjN5NXjzBvNHkgdaolUlXdUaeaD0e8gvyDPfI2cUMO7ygEEfxNeh3kUNRqKwptOA3mIpuQXi4DfYJObszxpQahruPDFcvKYpJ0V5nA/nErlNolBEmo06N9oWF+a+qkC4k9K1G7+R1BPGkkNpRolwr1MThML04xWLEURC3GwOqe/Itv3/gfvZ/eA85D3a2z7QyHQe5omoha/Su5HRSWgvRrHiuK9NpWnzuG1RZWCDF6STf0WM08PkvkPKFX2J/Pux3L7sH4eD18ssvsK9vu+0IU+4Aknxy+XqZQb30iETSHeAL97DRbHYd/PyZqVWSIpVVZeubS6RZaE1jLDfO96l9B7iQ4uRTscLJdRj5AlnL82ntyg1TH2SKKkyupt95lfKLnJieiQvl2W08tVFeu1Zm4/A2tPsbgngdso3sL1U+ibE7W4Icey1tlE8YX9JWGLv7/uwiGysDkXBMeKbYCXN8pnLkbteupWOURZlwrPP3LcdX7XDuiTbYJMgmDEZcO0Gvk+8zWaNikU9lcTBUhY/RehtJ2WyWmzG383vqIOlOoq58cpLiDpAa5PtrZvoKBZO8TviBdoDdPz0xvgdLvyd4DKGJgjoYDausq0IqxvMrPJyjmshTtZalmpvXwL7guJXG3KqmxvqNOr6GsSHxe5LoxrqtCTKleJJ/JnbERPPqWq6+ZucLOqUM/vPCq2yytgJI8jtjvGb6zlTjs6yJFEQDvkymSUGXRtPVPDcbV8rLmo0DUKrJa5MT6Wiao0SGbrD7Wp6DAKQ1S2BUDX+C5hIIYKl6YmpWW4N6NcB6PCjuoVa2I5qmMwJKjt5d+/bL1p/lTrxL04O86TTkUKlgFkk1FZoILD0vWIl3YjRvblnl09L7vZosMGP1rFKwEvGUco7Ov/Uife0P/zVdOf3DJWpk/Hr60kmKTHPCDCOUCwXsY4pt9C6+hNCRyiwQZOih7hNNLc+Bg+y//TH+mbULqILtQEP4iKExTy6pfpoXNSNUfLBEAApzvA4ukItKtdASIUK7pDsZdtPO76lZ+STH7tg16OMEsdsXooP3PkMf/Nz/mx7+2D9m/lqo58/n+ZPpT3GVrGwUox7BfdFy3yt0lU9dbAG4R8f4A2uatPD1v2O/FwrzRaiglMithejvzv49qRl+U+8I8U2/ahhk2MwJJbBAvP32D9nXd9x+lBJZfqMHDaWhqK3ZUrNgXotOdyv1EzppGEExlCpFxeLdzvcJGB4etcgnOU53+MGPULHIF83FWV5U2lFL8QWq3OQHdPnU61R18kUKpIvbXzfAXA525VPd82kZ8kkoA9CZWC2kT9ZK5FM7YOwOUEvLJ975tMus06PVtAYlF/MLEcVHZVTIU91IdOr8cUcH9a8vz9bT7WImhZQ0pWa+R1WbR4Vd+ZR9l/uDOIdHKL04R7kqL8RqLcgnJKNJiY0iih8AMe7V0iJTXLkCPB3xRgMKMqgA2PsQ13JMkE/kGKCaAh8K0V309DeQP729fevq1AL9O4R6xUY+IY2FvTa78smhs1hs+883RRcpXuPXGgWPXQK9usS7xiLEnsy0HCrXU4y4RpFu7Aha5FNZQVEIJcrS0VrpXbA06Y7/XZDkMs1xJcjvgRhppNy1M6iXagFpIqmHPDRZ4mvPTpPfg4aN+EBXyyjyA3xekk+2g5wcu8uoIasDvecAX4tPvlU3hbcDpMj0Wf6clJxeMkTXFygWXaxoAxHUifIJGBjbb41U5TNJK5DCPuroOtRLLnKQjnaDadKpeMpSPbGfA28+QchPR0Qa3zxfwyJ+0aX2jdS9ZyL8IN7T77TG7iTOC6+PPbFGMhYEGHtds9ll/J6cjASF7H9NUPhnlM/ywnhwcKjlmscDIfi61sqTr+FbqgpTbq32GbeTT5IAkqbji707KO2MULxUZR1RzeGl4H1P0OAv/DLt/P/8Jxr8xz/HfF4mhTJquZE7BIh85zvfYO9pfHwX3XEH3/9BqkryCV5gYZGMmJi5RikxOhbCyL145o1ghHVrMfoWi3jpoYceZ2EhfT3i8LPMaOJGQBbh7TrAeD+FNFc8a07eSZ8X95Icv1ur5xPg8ngplRbExdxbVCnNsWs6tcjX24FRfv9DLVDMN6qBMpbf01K/kQm/e0XlE8hX+wGwrnxaOna3nOcT9v/vTCWs8XiHo75mye+PVDqMzUCNjtRZO+DNh70XCMX2WMTmSpBJdyuN3EkgPRhYFG8ZY3eVMif19Saj6LWO0OdyWUttYMfUKszGJRQ51rbnSXK97xfYWoARL6jCeuYuk1Yz6Rq56ZrZT9EI9i+zrnxyOdgaJElwqJ+ce3ldWDw9L0buRL3o7mcEvyQp07aIeQlJBgbEKC/2WoRuSEila/F03JpkaB5Pzyh+Wkjzeyufd1rk00oqkE7xcD8fFTuTzNF1UUez6xfkex08xVyJEzTkDtG0qHf6HJWO1lhJkGFsE6gZOeqFubMtMRbEk/17Sb8nkBb4/fX6PTXfx9KeoxlSnYPEu7nLc1SOx8msVCh35rRlNu7O8ectTD4KN43n2xPvFDHWO9tS+SSVZEv3OiR/A4mgGDvs6aPHfvTn2AhgIZui73/lD+iFv/w/KZOsr7vJ+SlWS3gqedrld1nJjvw9Nfo+NXs+yZQ7+N1BbQdEnv0g9X32czTx0IPs1yCnWo3fSzJeNqMA2bSC6bhUPsWcBvX2cgJ4YW6K/CZ/TlLq8uuPJJ9Q78M/qpN7vlconzAGK/1C7//QT9ET/+BX6IOf+5d06P73NzTgCpUqXczya+JLzrDxxFxu6cidhBx37yqfutgyiDzL1U+pl16gSjrFHm6n6IQZepCqpRL58vwBDpRr5BBqgUKLTu/bb7/BFAWYH94xHKWUaKiEmoxY5WYF5RPgFqN3UokiIZVQKJ76Pa5lE+/k6IMknzRxqEbKl6Lyh/HyyRcaXweUFAt8oSjY7lAsWJdPvUYVB980HFQmw9kZwaMJg0N4SrjEIp0X6RvLKZ92CL+nhatfo2vv/B8Uv/w3VEhdWNYYtV3SXaeA8glQcp625FOluEhG7TL7OpvjB065OFaupTl5Z6hUjmqr9nvCZvqfT1ylHwi57YN9IXp4dC8Z7gFGOqZmXrT+LpQ5QBWz9zLNZGiQirk0ZaupBiLRDpbSJmD3fJIpdyCeVGbGd+PBzVxFl1j4OkSVFJlIPlINKkQGSdf5e3O4+5rIp87Iz058n+Ynz0M73aAKc3p8LBlOdhXlpit9nyRhPCsMC1fr92QfvZOG4wBehSSRVkLxjFA97YwwFZWU95uKSiUylhiOw/gbnbRWnk8y6a5Ts3H2PURRje6X4mrt8WM/sElSzR/powu5N9loKjrRgGpLWpo8f5x0QZzlRHKf9CayEzwZJWCRgwdu55/PhdPz1qHYjuPH3yIznSClVqOqqlIyjzWdF8rZnGGN3OHZbR5HbQV4DIT7eBd16tJJK/HOfs31kQBpARdTP2HHOC/WNngySAyKPWHSqzWoGdwGLwRlIwLwhA+xtTgQNMjl1ho+1/Mpfn2QBtVqfK3SIvHOIp+qMBtfvdJUQtH4z9SZx51Jg/09zDQ6E3+TFiefp/mLf0FTp36Hrr3976xAg7Wu0atNvHO4o5byKTm8lzLeftaNL7v4ew099H7y3XGEpd1KXF+hAYIRyuef/xpTVCDR7/77H7GuHb+m3OEM90S4l39+CZihitGxsLffGtlVdZ10R9jab5CA9rGP/Tg5hQ+dKoJObhQkCSi9uJoBBTZIFEVzUjA6xn5vYTZLpWKFymKtXI9RNXyGEosicKBPeGjO19h4H/7M6/eSRxwyZFKgRC4lk+6WjiZK36dWHnoWoQf1Za3YwnC8eezOR1pVmkQvrV1APEHNjYjwO6J+2+iRaX1PqXrC52sflbGP3EHZODTMPT+npq61JHHs6NRsXGJQXKd41UNOZ5kqlRoV84J8cqyPfMIBD88A808TNbF9/Eoe3jsyG29SPqnhCdL7OSknR9x7yjodSfDF8wfmHaSqZQr4YSBeJ5/s1wZEnWNnmI0hY/Sr+O4cVYTfk/RZ9Yt1v5XySfo9+WJ8n2kex0UoghZ1M1IZ39sOjCsBWjBC56f8NJ9y0tx8D+WEb9JKKpBOgZ9zOCLVT3XVsx7ysdEo9rWukKcWpFlxDw7CoKwDyNHAtFDykl6mXrHntfN7kh5DG2U23qnpuCRjVaNAGUeYkt/5FrOmSBkuy+8pe5l7r/VQkNRMianI7QBRgmAhh7BWAXGDfdYOpNYCMPhuRukSr1/ijqxVH/bt2ENPf+bXmGoHSp2pSyfo7/7wX9PJV59jiW34NQBF/rFevie8Np9ikwFS+RSPN5NPzgbyCSN3Ehi9Cz7wIPUEvDzpt1pruX5J2wB7c9syHYfyyfJ8crAmKwh0/PxgjdcPSWX50XB7Ml+nyieo7eTfkQIL1FyxwfGWja1TySzr5ziKWXKWclQqlVr6Pa0l6fVWQ5d82qJAsoVzbJzMUokWv/kc+z2/S4wx6B7Sqyb1i3hk/foceXLplt0SSHRPn+byybvuupdKmYvWjHezwaBpUz4BnhAnn4qZyw2mmDAbZz/XCFqb+HLKJ3RQTZG2ZGb46wQCMb7ZFjLTNHPltMWGZ1IFUkSKV8Y2Grc4P0mp+DRVHN46+SSY407H7lCEuRT+vcsYs2pa7CWJI5UZKPxh+J2Jv87koNmFN2n2/B/T9eP/kRau/R0r2Bq6ltWiNUbYKTHWjnxS8x4rBagZyenvEhxa0MHKZ8ThtVLjqqcTIgZ9d5RyxXzHSXfY1F6cTtB/PXGVbXLo1H52zyC9f0cPaapKocHH2d9Lz79q+VA5XeJQaTM7LEf4YbykFdqO3Vkjd7rK1AX1kTuZcldP7dsMSHLO4Y8x8hNnuHEfLwJzPfywg8MZChsU4zDu3yjyCV0odM2x8ZelskaQc3bPJxSaUm6cSMTZxiY9n+aE2mM95JPHNnYHggaKmJWAWXwon+SIkvS8kYUQfJ9q1Ua1C7pIGFNTbT4OzUl3nZqNy/EWt/ARyRit/Z4aySfhlRHpo1wtRUlH/fnSRGIhyOXJi++SQ4wM5i3yyeb5JJVPptfqyvb0+6l3wM/uodPv1I3hAXTKT5x4mxVgYbGuzRQqpDt5gZdKOthYMrAa9c+glXp3oiX5hMOY81AP+chNZcNNmRq3Fhu3qTIGREdiUjNZtw5+LxitU0T6l518qlY1Wlzg951ZvtpAWuPwi4JtsMm/QyqfoIKUqj7r+9mUT2s1GwdUkfYX9hXpwQOz5Mj+Nc2c/QNauPI3jDCHl1w5P20dxB2eQWaifiNgT7wDpLEoTMcXFYMyYt9yjkUbDkT2brY0l7WPbtnvpeee+yorvnGwZQbjQr0GyD0I3WSMIoQs5dNVS/nkE69B3mutRt/kmKkmiL0bhXrs9MKyI3cIoIj28c95IZ6ljNhbDIfG/r9WwBsokeBrjiJUrmVzyEqUAgLh3pbkU3YZ5dOozy1t/JYqn5BmJxos9vqqJnydVLW98gnPmd3oGLHh35vhaydM/rF2K/AEEmMoWLegurx0iY8TtkoulGbjDu8wu6fQ8ISZuNzr2h3opEdfp+TTgI+vUfD6GRjin19ZeNo4bGOLawEOhPKQh9E7O2YLZSa2RsLkavyN5Bi2KfZhO/kUowA9YBpMdQLj7PPmCEUiiw2eT/ZrA6IOTQVGQDGFc3kp+SSVT03kE3xb5c91hiINI3f2td51e39d/WRba6EYYT/TE6Rs0aDjl8OUrXJlDTwPcV02Co8MhC0yQq5jTEEqQiGchkHuipdmNb53Dns7+9yl8ilZrpEqlK5hYR4tlU/LmY1jzLiWLrF+z1r9nprJJ5jYNxNC9jFUkE9pZ4iSL3yHsu+8TVPC72nI46KkaATElCAjDGvCv65Z/eQoFQhZyzizyHqw2fOp2UC/mihQDamKqkLzYtpFWjJousFUO09/5tepd3gX8wB8+4W/oa//yb+nyye4fUb/2H7aH/KydQtk0cnFjKV8gucT1oaKCEAAoYOGImoAfBr4d81AXSifu1a+T/WxO1vjTJBPhYWc9b6hYMNeBxUX4BNN7qS2fM1oHxHsVPnErpn4nFt5ezXj+AJ/7SFxvbE/5wWx7vEsvcd1URdApSzX/fcKuuTTFgWbLX2Gx1UvPv9NqhUKFPTzjaKmOWiPZweZGWF4e+4SeYQxZKppw/rhD3/ADstI/YECqZC+aB2WmrsmzconHIoMFx5wk/JJGKtxyEQaEDoDYnNdTvnEvqdICaBc0iJr3CKFx+HU6Nt/8Z/pz//jr9Bf/pdfp+f/+7+lUOVb7M+w6H3/7/+U3vj2l+it7/wVU1OYQkXlVEodEzwo9GT8ql6rE2CFFuonacaLcR6oP0rZ66w7iWhkX/Qu9n2wQGbmXqGZM/83TZ34LdZZL+VnLfkk/u5au8VMCYTxk5KvZUFeLsQpu/AW+/rSjI8qYgyAmVRCwo6DjELk3B+zDEOlsqcdUqUK/cGZSfrqVUSAm2zz+KWDo7Q7WP937sBOXiCZNVqc+jb7Pad7KflUEou16RZd+Fbkk5V0Zxu5K8zy96po5N6kkbtm8snpi7DEO+B2H9/4UsGRhpE7HMyx8RqGQSFRBK73We/bwdVPOWHOrQuz7gbDcQdSaryczDVNdiiA8ilPRcoUMuz7SGXUWsbupOH4avyeSucWmMBCg7eQmM8nm2oKiXeK2Wh4K9Ug2Pi1pm7dapPuAAQWBIhft7Ta/vNoHrsD+QRcKh2X4iNL+YT0OKj33DWhwCQnGyG0ez5Jb4JUjb9vWVgduIN/Biffmm4gpt988zV2gABhOSQOljPFMkV2fIjCQ0/TzIyr46Q7OwYk+XT5NKmimG9OGHRMhMlveCnri1iHYukRgdfYF+fP6BwOOBgPME2KBOD2WWUKDUlMANlUnOam+XXJJ9+13qMcucOoUXOCDLw1mNcJi05uPBRaHg8VKJ/WfvjUjCj7jPC25EEEe5TTN06+2F0UGnofxSY+SQP7v0Ajt/9z6t/7uSWmzhsFa+xOFNlS2eNxVqhUylO1UmNkiXeU74swHbbfK+img1pA4d+8T6Og/eY3v8bWdjwnTzzxDFuL7KjIkTuh+JVjd6mFaUrO8wOsW/M3jHfWTb/r+40kRW702J2lfCotkilSF+3IC7Nxt38n+YMuVjPAM/L6lcV1+z2x7+t10MJio8dczsOTHUOCfIJSslXiXTa1NOlOAs/Yvb0hNjq5w7f03kadYH8GAKmCUprG7rD2q7g2QnVtT7z75vUFRuiP+ly0V+zZ2A/kQTwbf5MuXXiLqeSgKm3VNJF+T07vMPe0EUmRy43eSQUEAlQ6HffuxfgTmcwT0N8rak6Ff+bONfhSth+9y7Txe3KuSl2pCGsJs1i3NZiZ4WPVUQpQoNdHD/bz5/jV2mHyDFTYgR8lkdwTpAoGTSPsAc59vG6tObJkOvKs5nF6dzSRT421KdTW+Pwwkl4R3ljSbNwOpN4xs2YoykQjkr1WocbMsmRJ/nslUUtjL16vfYAdaEqjhsSP+e70grUHKDV+T/f3TZCDArSg8DVouEOls7yeiWKFNJGOBmLG6/F1kHRnUHlSrIsRd0fK4uUAMgv7HJRHUkljB9ZmXdNJUU3K+QJUSacp8Y2/t8zG+zQ0i2E6r1JApKOBMFrynlninUle4fLVbDpueT41KXFKwney1GtQNsfrQ0nYWK8x0kePfuIX6djTnyKHy8v2hmSc39sw0UZ9dleMr4uvzCVZ7Ym9plarNpDSUFG+u8ifNzS12iUlSzK2VeKdpXyyrYXM80lXaVFh+nRGsEmfYrmG+Uz+Phdp+TNOa8+nDsinJtPxdkC6LUZNgZg4I2PiSCqfXMIft+E96/W03fda4l2XfNrC8N15Fxl9fVTLZRlrHhS+T2WVyJHKsfhOXTPIKFbIp9SWdEumpq7T5csX2aID1RMWukLmEmXapFvUDcfrD6Q7xA/F+eSpJWN3uqOufEJ3o9pCRWR9b/HgOWopWlzgi4vcPGRKDdQGzFMhlyBnbZZUwQSfPX+Szvzw20wdVcMCJbo96Naoq/AIsNRP5ZTVJWjl+2Q3G5fKL8DlG6PIjg/Q0KF/Sj0T/4A84dtY57JSSrDO+vSp36a58/9tQ8Y5WORpUcpQU0x9JZGc/g4jBA3vBKXyDioXcqSLwmHxtBj52xFkHW14H6w0dncikaH/37uX6VwqxxQrHx3tpU/vGmDRuc0IDT7B/ptLvEOl/Ex97E78XcUwqGCKglIcNkE+LTE1FMonewEgVU8gnm7UobAdpDJMNTws8Q6I5ieZ71raEaWs6bLMxuXIHTbyjYofl6llGaFgMhQH6YYTuxMjBgF5CLX7PuGZnRfECyTRDtvYzurH7hqVTysBnykjn5gJbSPpY5FPppNUKjeMqS6IwqN55K4x6a5z8qlUmKEA8aIyWXWuauwOmFu8RM4j/eyZkVL8yQvcl2lkiKveQHpzFdfStLtUzWjoyu7a38uIBbvxODwSzp8/w77GWtwrirPZcoVcvlHy9Ryj1GKBPB0m3dmBsTsUjuVinvLigCX9fiQwDhnZMWBFANvH4irpInnzVQqWaqzAOzMrVHRR3VI92Q8m2eQCJeZLbMoWHjHF7BX2+3LkDn4PrdBu9K6ufOJjd2uFwx2hNy5E6J1LIVqoPcAIpqGDv0x9uz9DkZEPUKD3PvIE9zKT8RudoinvbTSDoFCRyh6Xo0a6wT+jaK+XXxNVIRMJTOjINzVAmlVPOHw+//zfMd8eKDyefPL9bCyjGdVS3e9JqnJgso+aQXoWOcXoSl35VB+7k8+3HIm80WN3IGG4wTbCTBoDCkD4sgYQG8feyRtzPfxeunpBqI7WST5B+VQouKhQ4OuHohg0N+drVD6J9aKd8qnV2B3wgR099AsHdyxRJgDw+OlU+YRuv8ftqfs+idEV1F6vz/N185nhWMOzqosaCzWDM/c1umfPHN02UWA+no1G5DU22gg4vUMNSZHLkU8I3liN6om9JlWliMH3g5KXvwc51u7aAPJJ7uXNyic5HiW9ejqFrFFkzSL9nhAKEyEf6f1eerA/TB5NoSQF6LRvvO73JD4LHNpBzqERDAIKjRrsNVWhegLhJz2+pJqpuZEsR+4wYgtTef53l65jTOl6mN+rxVPzVBMHbSRvsetSqZFbNClKYsxxI8zGm/HoAH8e3oynrbQ5ReHXfs/uozRTKzKzcaQ1h8W+tBLk64QVge7m/8Y0cvTQnQ/R3t27lqxVrEknR/zzVcq/yu9xXSQDrgcgZiQxIVMU7WBeX4J0NJ0VKmoeqpVKFvmkCPLGLPvI3S+8GhcaR0XtpuPuMn9epZJsqeG40uhrKPyeFoXfE+rD5iYFex2KQuMH76H3f/Y3aOzgPfzv9o+SP8xf+909Qdabw/6OxqEcvZP+YyCe8D3eXVg6ctcMOYbaynRck768xQVrDWSei1E3JYQdBdR7cn2TdXBA5fvFgki7XUn5ZDpcVkBMK/K2PfnUfroHOJ3Msu8L0UJQnMftY3ftAp/0DsI2bkV0yactDEVVKfzUs+xrMOahGF+EckqZsgui6Kqq7CEKhXmRIQ+qly9fYEUqgPQbpGShgMPIQUaY9bVTPsEDQsIjfJ8ge5cECBLjJJkDAguSY6hl5ovtmeGMONca1RxdunDNIq+AcE+UPv6L/4E+/Pn/lZ75if+ZImMfp0z5AXKJ8+rw0ado391P0s7DD1B45ACZ4mDrafIsWAm66AJXSikrNaOV75M0Gx8RhX8hww9XckRDUTWWBhgb+xEaOvTPKDr2MZ4OqKhWBxO+CesBS7yrOkix4ur5Agt1VS7BD8ahgUfZf3GgkO8nJUagnAf4xiGVT63G7jDa8ZeXZuiPz01RrlJj3dmfP7CDjvUG23bBMKoiR+IWJ79ZNxyHSAJ/PjRMmSQnwJxRfr1ZpLDoGkqYwkzXTj5JH5bNSrmzQ5JzNVWzEu/Ki9fIneHFNcxEb4TfkwTm8CG/yeb4c62rTqYqS5cq7LqirpCkiZROz85Mk1kA+cQPmv39a1M9WeRTZXXKp8pkhkc6GyoZQsEhIX2fCiaisxs7+3IUqZl8QsG0lrE7rGsB4vf5gpBTr5R2x16jH2OUOtWqFaqOaOR9bIwn/wm/J2Bk4iA5RJs4R65GzycxdpesaA1kPoinPQf5vXL8h5Psfb32Gk+JHBvbST09vdQnRp5nhVlmsVChUrG6JuUTilxpPJ6c58RRrclni72+/cOU8/A9ZKxQfx6LQok0WOXP/JUMf49Bb3nJyB27jqkFQr1bKIhD3sLbzE/lsvh3O20+N61G7ypNpuPVEn+tStW5PvLJ4aRUzkHxtIv6h/bfcIJpOaA7Kw1g0aVnqltx8PK4+XXq6fOToqukxfj1qszUP7NrwrR02Da+iIPrd7/7HOs4w4wfxBMOtQC8QuwEvzV2J8gnrOfS9wlwevx4ONnXqs9oKoL5XsPHE2ubonzC66vHTjcW4VBrY3dB4qKsGaK9fL2uK5+c6yafgIUE37Oc/jFaEGrAZvIpvYqxu5Ugr6sk+Ro8n1o0YBp8n8R69o3r82yFgtJk1DZKC8TGf4yCA4+T5hpiz6zbWSVH7TLNX/wiXXv739PMmd+n5NR32DNs1srMrBnXGZDKJ5Al0jS3GfWku9WlQcoI8zRTvpqka/y9eFZQaK9H+TS1hqQ7u+eTrGHk6FvY9JKuaIxABrH42CB/fi6Zgw0qD/Y9FKXB9wlwHR2gaixhjZNKtFM+Xb9+zSIFJTHVXMNLGDsCPDW0XKPiSVGPaaql+t3zwIPk1Z2ki/VhNWOInQLNW+wF6Em/MM3fp5w+KM7EacrL15ZeNW0FvqwE+TqhXJHEqunIUbDioUjYv0T5hGsIRQruMsd3r7LrAdIPIRwbgZV9n+qjdxl3lNKBEFNBoZ4rXL/E/iwS7iMdPl3LKJ8ALZ9urXySY3e2RigS7uAphsbGggijWaleRS1/z9OfYkbaj3zsCw2EnwwneWUuZZFPEDewf+d0MXX+FXFuOrAM+SQJ0Ob3AKApBGsLrEOyES1H7xaE96BU7wGoo1gjQuf3VqKMZG9zRfIJ1gOSuNVb+GS1T7xrbZTePHIH8s0pzqZ25VMrzyegvu+9t3yfuuTTFkfg/vtJCwRYDLN2RRhMU5E8miiSFviCFB0Wsvpyhd599y36zneeY/Le4eEddPTofezP8mkYZRNlhDzR7rdiQgEkfGbsyidEa0OhZJoVy3fB8nxycJKi34ocbU0+geQAucG+X7lI10UHRxaSUFJhBhlx0MHoAGXzQSqb/RQS8/+hidvp9oc+TEef/CQzMDbFocLjWF1BrBn851XLSSuJoVn5hMXFrnzCSE8py1+v08dl0XagW+UNH2JKKBBRkZEPki92lHXZ100+wSyW6t0AICnG3dyh/eT2D7MIX8AlnuQ80u9iHuug1075BDPb3zpxhV6d44eUh/rD9I/3D1vpDsshOPAYWzoKqXNkVoSsG37jmsKS7jKLvNjxRXpIEYfo5tG7+tidSEYrzPMEKkUld4Cbem4m5FhiqVyxlE+JmQsUWOTE41VzgAzPgJDcbzz5hI0/3DtEFVNEnyuOhpE7bJSyiyp/LrrOVapRXEmty++pnnZHq1I+lc7GrZEuHKLt8Aj/mawYSSuL1LiGpDtbISFl0RhnlGMcnQId+6DCN/54Cy+BJcon8cyAtIHfVrOaAckvkJ7DKwcjbfJa5E0XVW1jdzylCv4TtKR7fPAIJwIvnpmn77/4Fk1PX2c/78iRuxu6aQsqN8JNLfLv6xNk7GqUT0D/OCef5kQ3stnkHVjUnVTTdBbX7jhRT+MrCSXSsLgus2Xc/yY5lGRb8gmoqfw95hLv0qV0hvlRYEysVxSYzdCFWgXmoXZj1WpBRF/rnobwgdVCKoB03VgyXrDZYEWxGNdZKJbYryW54/XgGTcpJlR2MrYeo3cS13ONZuNYd15++QW6du0KU8A8/vjTrKEEwMck9ecnKPtNbl4L2JPuJOTonfQvwr+z32v2Dqxd9QTvoM0If6jHTsdbj9wFdlq/F5MqOlGzrFf55MJ+qxBdujLExjd9sXsolcg3kE9SKYmxU3ikAPDpy6eTyyqfloNMeKp1oHxamnhXYbXKu4ksO1w/NRxt2XAL9j9Ik5n99NLJXprO7mUqS+41YlIxe5WpouCLBjg9Q1bjCc+TJEyk6qYZkkiRyV6dYsDH1/eE6SOPp0C6LtJdhR/URuzlduUTpfBJiQAAcg1JREFUSy60jd2tiXwSe/HMzKQ1csfGt8SadU9viPxqcYnKQ8Lu+wRoERdVvI1+T4BfmmrbvH1Qx2Hc31I+ybqgDWnEvJ+k+unEnKXasvbcQIQ+dOxD1thdJ+NH61E/vTaXYlMZmjj4V/NZmhG2DH2O5RUldkiPHqj+TF3YkBg5qsbzVKsUlpBPkuQIlkzSSzXS+rzkfXxsSb1yw8knR4HK44etlLsht5NKBU6c794zYTVdqmLNaZV4R+mFlsony3DcpqwsCdWTMeSn2Xle20i/0JWAdQwqWTuO9fCzExSWIUE+gZQGoOjD9ASww+tqS4jK0cd2nk8s+Cd6O/sa3roSOM9YyifbM4UGTNgbpIiWIY0qzOhbKuyWG7sriFTBkNifVwJesyp89prViPYzLpRPwKGIj5yiudgJ+aS/R03Hu+TTFoeKB+zJp9jXhee/QRps5xSTHAZfkNyFKjl3jFIkytnxyYUEvf4677Lv3XuQHn30KUtqWUxfZORN2eSbpX2RsGJZQcnbfHiwIGBUwZ56ZymfhExSypjbmY4vio1Sg8lwrULJ1GzDv4eviF0ZgehdICwWGpn2hQ0YCT9VTZJPvnUrn7Cg2IGDMdIYMMaG91XKTzHiDR0bMPPLAfO7vtidFBl5P+nORiXIaqFI0/Gq3zoQ4JAtxx9D/Y82HLicgsDPgwDax6X36JRL8smufMJG+X+evMbSIyDx/qm9Q/TsSKwhsnc5wOQd7xNITX+bDCHdNg4dpPATT1J6kRdUvlAPacJDp4oujB3W2J3amHLnn1jVKOVGod4tzZEqUoaKuUXqKfDuzjVzgBTNy5Rk2ExAJMjCYqPQN7qPyqYw0FWcIuluaYcTqiB87tValaZogXJUFH5P/etSPrlW4fmE9aJ8Vajs9iw99Mixu1yNX8t8rr6xSh8cyJNb+T2x7r54xjsBvEoCgnySflLNwOFDjqnYibVAhH+GMgHMrnrqGZpgRVhAFBJ5clExz98zfGnMaoF5QTGupukzgjLj7gdRaJp05gwvpPbvP2SRaiGvg5wwGFV4IZYUHU+fvnrlE8CVTwol5matkcDmLt35NP8Z3myCUvEFqgjFk1Q+SaIjpbvJ5agSwatL0cjhaVTUZUUss8u7g6lfodQ4Pcefkwk/T5tqBYzhMqVj1WwYL6iV+XqvedY3CoEEnDvuOEoPPvhYg/n2zUI98Y4/ww53j+X7pDurNLQj1Eg+CdPxfKVqJfvAlBZ4441X6dy50+zaPvTQE5b6UY7WQAFZuZ62Rhrr5FOgJfkEIoWpFu1jd0xJoLL9Dv9+s/yeJORool35xFLLbGbjEpGexr1/vZ5PKgyX3TzxztnzE1Ss9LPQAObL5XdaKUeG083XEtFgyaYX2cgalBsur3/1P1eMCFU78Hyy1kbb2N3fXeOv40jMb3Xom4Em5PnzZ6laU2lw7D6KDD9Dgwd+ngYP/hJrlqGRBcUT4BYhMxLLjd6htsBeyIjWSGfBLxIyJTluhigcTFljd4YgQzZm7K5OwOPQiLoOq2snDTY7pDq7Vqyyz356esoyG7cnpqF+eihcbks+SXVYPD7LgmkKaAYjwVF1MkW5hDSmt1toyBEnEFhIQJOH4FZjdxLGaJBbH0D9dGq+4fAOzx2YkacMZVUH8dUC/n+YIMA40kvTi6SKgBpTK9OMsAgYlMVrB0Dd7hBqlawwmK45QD7lrDFSO/k0G+fPVaRYI63XQ74nxtfV4Gin4GtHPkGdw16TXqT80C5auPsB9ms/goCYItygXfuHLa9DM1u2xiQlWNqdw0nOYs4in+x7O4gPaUPSPHJXG3KzEW1gPfXh3pCX3WsIY5p3NK5zIJ9apdy1vB7ieoEksgcmSHgjt1tWJ1KBC+VTQiqfmu73Xp+XcGwJCuW73DeXUz7lSVsV4YrnWj437XyfzqZyrPkGZd6Qx2klia6UdtegfGqT9Hqroks+bQMEH32cVLebypOT5BUHY033W+ST/+5j5BHrt5TqQu107Nj9licNNjsks0nVEw6H0nC22e+p+fAgC5J86gwbvZOFrVQuWcqnNjOxVlS8rrEOXdXMskM+xtdkZ1b6SBXyZcqLpLseP99EpPpDyjwrCl80fO7OR3OalU+uNmN3UvWEETRIMqXfE0buNtKQsePEO5vpuDT5hteUIQ4ykLwChrjGBadKxhh/n4gaxkaE1y0XPvhy/cXFGVYMoDD4pUOjS2LRO0Gw/2Hmd1XKXadYv0j7+vjHSO3tYUbNgD8UswycV1I+5W7iyB37uR6f1anQDBHZrqvUry6ArmUkA0z15cgdpMdSdbZR6Af5JEYu9Cblk12lyIkm3tU8S6ILG+1hnaD1KJ8Mk8gQipTmZKZmIEkHenrM4zNz0ybUDcf5n+VF+oedIGoeu1vLyB0KzkphnoLS86lUYUqiZoBkxmgwYPcy84elj0vdRFj6PQ3u5IbD0jyTkU+FdMNhMS1GmHG9kOZix10PjNLARI1UAxHKGo3uqCc4qh4HxYoi8S5ftJRPTuF8vlrlE+6VSP8OKonvCem6HN+ROJsSRHR2gdKwqRdR3JJ8Gop6WUFQ1R3kE51Yp2dwyfia5XETjJI3fJh9fT7F181dbUbu5H0rFZl20/FqlRdnulBDrBX4/ocP30k7dnCfrpuNiCAtpRpPJrOCfHrfR7lxNqD3ethBhB08MiW6Lg4yYafO7tWTJ9+h48c5gXnvvQ81vD+so6Uz9WdLHjKtPdqmfJKJd0Aw2FdXOguiE0o/2TRhvhubTD5ZpuO2DnClOM9HCGHI7K+/76hQ0UlI38j1mo4DuWyJEvP8vYcidTIV/21WSqYX+Wt1+0Ps+m2s8mnpe/L5fKSLsbu34mm6mM6zRtmTg+3JnytXLrF9DaSMHKWTZCOaSD3jn6Dh2/4nGjr0K+SL8qZSM/k0NXWNNbNaqZ7gSdPKS2Y5yIblIgWopy/NVGcAiJiNayTV15gpocqPuR1L1umODcdLVeb3hO8LVXoYfk+COJY42j9AMVoglaoUzLxG8ct/Q3MX/oxmzvwBqamv0H37Zunw0Cm69va/o7nzf8r+jcs/1nDvyMZPqWaykTE7+YfPA4d2OUmwnMpkifqpXLUaPmiygrBOCvLpRimf8BoeFcl3P5hNUtnF16OyVqG4GMFrTkZd6ftJhXHGFFYJjhxVElA+5RtG+6AimjwnSDdNI98TExtKPNmVT2gSvj6XZBMFkgwC8Mw5HC52fy+kkjQZ4nV7TRjWe10RMgyNEZyyCdA8eof3zBPv+BoBEhVBTBK4TwB5nkNjh/kHagolHPzf4N+38gbsFDBWP9rD9+d3MuXG5o7Tw9ahTsgnjH3i7GW2UanjTCmbDBkRqoTpiYSTv7ewsOuQCMvkYjPTdpwPYCnggnzKmqsnXC3fpzbTPXLk7lDYxz4v6b2KtUKq+duRTw7W3OPjx+8ldMmnbQDN46HgI48Jsonf/Ca6YqZJrmKN1EOH6PWXnme/XzWc9MgjT9KBA7c1kCUwGsfNndN7W854t/J7ksDYBQpQdGmk3xCKQZnUUlc+tX4wZbJAzOOiaokX3BcvXGwwAZdqqsUFvlii2xgR43928gmZByVBPnmF4WDH19GufGozdmf5PQmz8YJFPi0dubuRkAcCNS/G55Jn2JgbFqngwCPW30MXDNAEaVbq8Vi+NbL4wqInScjvTCdYlwYdpE/u7LdIgtUCke7+nnvZ1wPDKls7i/kspUVH2Cm6xDK6vjlC1u75hE43ItDxTdxCZbfZwGYhC2hVxNVrukLRmJeGFH7QOJvM3RC/J4nY4DjVVNEBZp5PIJ8Ecdv0vMqfn1by6x65k8onwCdkPMFlilEUN8V3OFnjPNhaDSg9n4oiDllKzKHqQPHUinxak9l4ThRxDjfriJrCY6fdyB18L+yHj2Yfl1IxT7PXeLLn4IQknwRBirE74fMkyaesFm1bvCOGuEScMC+lo/T835yhslD8IVG0pyDIpwzIpwK5EKCA31DqysfVYHD8APN1qYnoafvoHTqW14WPkFeQT+XLSarEc1QWUn9XxEMRlb+mqpD6O5pG7lDE5VLxOvkUOUwlU6eZqmdZs/ElpuOzOev7mQp/XbocL7hFYB+7s5Mr8N0pixERAAciTYx2wfcJBxiperp48Ry9+ur32a8xsrl7d6MypXRhkR2KpToDHW/s5VbanY18goEsCzHA10LFi5Ei+4EMnhvsdZQSlr8ZFL2bgVZjd3mpevKNNoz+QZEUtCUjrlf5ZPd9yoN8EoqJsPBiWbJeCKVkWoyeeNfg92Qn9uyG450qn2TC8L29wWUjw8+dO2V5f7YLyAD5gXulucGGpga6+OjgS3Px9fo9yYOfoZhUJY2MiKhpTZBPxoY1kqA4kISZlXS3SrPxBl/Kco2mJvl6HjZ9pJPGxrjscLr76Eec36d/qH2Z1IUX2PgQzN0RylAtxclpQCUnv7HG6l9/z92N38Om7oH6Ce9BNl5BHsqRO4TDyCZqOxhjIdYAhF9V8VTcGrvDwb9UKFNWTDncKOWTVM3g8I7xsDcL/BmfMxxkoikKs/FVNpHl2SUlVNWkVchUSlQt8mcWyvnqYoEyX79ACzq/joN7YutOt2sFnCMkofc/Ls3Sfz5xlf7lD8/Tv3/rIv3hmev0tatzVBqYoLwrQIuUZ4o1EDm1OU4mDo/UzxXMowu1cgvTcfg+qWbNSryzj95Jskum3ZUv8bOUMRyg2fjshtWrd/cEGEVyKVMgV0+93lxw+lndBSJOqn3bgSXuLeP7ZFc/IdGbhdrUTMqIzzGUavw3fpXXq55qum2KngzqgAIUSIsj32pM9vuWEViADD61WB+5A6TyCZM6AMi6dgS97gxT356fotj4J+i9hC75tEUA6Xb86jdoYbo+62oHRu8UXSdngksRy5rGiKfqrt303A9epGxcJCcoKsVEmsJS004oY4ZbHmZbJd3ZCxNJCqRnf9Dg92R/MJPlCjvktFM+hd0GGSrfaC5f5mZ7ulAjSeXTYlz6LLit1wjyCgdTdPBAKNeEbNK3SvJJjt2hk2oZjje9Xsvvyetin0kxc9UqfjcT8vCpZHnxWxPJWt7oHVYktl35pAmPkGKoXlw1m42jAPvWJC+WPzTa05Gp9HII9N3PukxOp0m9/U5GPmXEyJ1fdHik8qm6jPJJGo2jAyjTf24GZMdUFZGvIJ+8AQcNK9OWtPZGkk/wPfMLrxru+eStj901FYcxV6O/yEaRT++bLtGTfeEGo2M7THTdXrzCVE/GSIAVt60gSc2SIj2fUg1+T1AK2ZWXa1U+FWUKlneooavbDGvkrols9Yuxu1SCF2nTl04yA3+MJUmVg135ZJoldhiQht4ZJdi2eH/33beZ+tDr9ZNBMYrPZembXz7JJfO6SjHxMqezBeYvI83G8ewj5WW1GBg/yP4L4/LmxLvzSEfFuqoRGZUSZRxidOfFq6zhhs8fjQefGIFLi8aC09dIPpUKWaqUS5bBMtQ8s479LLUorFeXPQQDmlCsyJE/5tMhkmEMMTp+q0CSq3LsTo6VeRwVymT48yCBxCygMp21zMb19AK99BJXu+7bd5AOHbpjaTf3pEjLur2PqRDxXBbPzrBGEaDZRiSwj++/531MYRn287E92W23XofN98kau9M2V/mEkVGp/qmP3NX9niSQFiixXs8n9j1EwwfKJ1mHhAQpuGS9kMonMYLqWYPfU3vD8XJHnk+SqHhUGF23AuomSVyAfFr161NVSy3VPHq3lqQ76/sqSAoTiZBCqWKaS1X3a4Hb7Wavm41HZvgaOLlGs3HATlpMT01aI3fwbFKbCA3mgTr6AeqL7mXNOfhjhkfeT7GxH6XeXZ+mq+nb6PuneihtfNBK47SPk7YyHb9w4SxTrqFBhlF/e9LdStcL+4jrcK+lfoqK/Q+HdNnUxU+S8fU3AvisHxHqp9fSbmb7MSu8n2LKAhmu1TUd5B6TLNdI1X2W6XitLEibgkaZvz/PlF0Lbr6n9opm8o3Aj0300z09QRr3u63rmChV6HQyRy9ML9IpTx9dHr+Lrt3G0/j6oHQiTCUQHTy82/o+UkHeynTcSryrFJcQN1baHZpvtpE71GYbWa+iIQkiEVgM1ce+p1V3R6qnTnyf5KQNwhYgSChmLlr1HAJxDBECIaHW+LVyiaZgu+8pVU8Yj06KBuBqTPbtpuPNQEo4iFU8j9K6oE4+JSwBwHLPqtM7ZE0SvVfQJZ+2CHBQSE6/RJff/XPmJ9IMPRQi/333k1sc0ApKlVTVR28N9jKFSygYtGK6W5miYb4cyGs9q1Y+AdL3qVxo8mvCg69pbESgne+TVD6FHTqFg3wRXEhMMybaMh0XJuaJeF3uLkeNoP544YXnmZKgp58vwtA4OFfp68G7wJhvqJFTqSzxfAKDLZltKJ/K+RnWhUQENIzXNxNy7E5J2TZNRWPjbnZIKa0qpPgwHJeQhpsoWDFy9D8uzjBTvn0hL90e8a//NWpOCvQ/xL4eHvNQKZ+yyCdfiJsS2sfu7HPqps3zSY7cwXviZsIyZRfFsK4rZBglGlG4ugZpXgtJfmiUY28bjfAIHy3R4fnkso/d6cwLAGM16S+fIf2FedJM4Q+EbtI6DZZRpKLIHsvW6JEAlw63QuGtGZakAsWE+77htn+vTj6Jz18ohaTUOuIw2OHl1Knj9OKLz9Nf/dWfMXJ59confrByeAdtHjstyCexJjYbqcuxO4yKgjyVfk9DQvXE/o40HCeM4tZoYWHeOphnyL9E+QRjyzfffI0FPwBHj95Lz3zsNlI1hS6ejdOrL1zio5NixG6mUKZUsmCt36v1e5II9w0zxaFFPgnCWhZIwE6RhpWpgYwyqSLGi/QIRgMU0lNcuThrBlqbjSf5iJfbG2RkKTCt8wJ6SJC0y0FHspscMcuWqCKaKVTVSVvD+O9WRtRZ97dACo8kdgzdpFxGvG8BOb6TnV6giwlB1J5/lxGdSEi8++77lzxrlakMTzTSVXLuipBzP19z8xf5MwEVSfMY04FjT9EjH/85UoTqrh35BDWqNcaySQ0BKBakmhqjdxjxl2PvLpvZeKvRu/Wm3dnH7vLZslWHhKONypZA05huZnHtSXf2sTu75xMsEjpJuwMe7g8vq16WqqeBgSErGXG1kKN3dtNx7OXx+PyalU9Av4geXzD5eq8JVd56wYyLhf/W1772V3T8+FuWJ0//Ks3G2fdDI8DAqJBJM7O8FoiSn7SmkTsJd3A3RUc/TOHhpyjY/xD5Y0fJEz7ASKZAeIyKZY3iCwvLHkal6fhcOk2vvvo99vXBg3cwUm0ls/FmGONh9pyDjPFdEb5y1RpNCyVIGHYYN9hS4raIn5Hx+ZpCJ81dNCvWlB5asNSWnQLnCCvxzlk3HZeeT4VXuAdeNeyiJDxsW/hvbSRwVvjIWC/9zL5h+o0jE/TP7xhnX39ktIfu6w3SsFMlTZBGgG+Rn+F01UeBYP0eWs50XCbe6WLsf1Z69NqVT5rKjdfh5QfleZ/LUifaPQLXA2k8fk31UE1RqarqNFPTrJGzTiB9n+bb+CdB4eoN8forE3+L4oJow8gdwkrsqNb49XCKkcR2yidJPjldLkpIMcQqlE/S2wuKs+ZEvXdtKXcyFEiO3UmT83Yjd+9ldMmnLQKQOShE0PErZHjCVjMiT7+fnCletKYoT4mBCebdg4XlmWc+QkHxMMnNSQJjZvBFAVol3a2kfAKwcYKEkWhmaa3RuxYLinzY8TMHBvvJrGpUq1UZK48kPaBaWmw0G496LOVTsWbSzEKcedqMjPIunAPk2yo3TAUyZzFS5aDiEs8nFCggZ9C9wGFffg4YuVuLn8O6lSggBKoO6wABP4bm6w6zP/b3RadYegE0Jt156cXpBPMSgUz7o6M8onQjgMKqWjPI6YKR8GVKJ4TyKSyUTyjoUbxVTXbgbFY+1bQsM1IHPMHGkZLNhlSISe7WF0DiYI1CWpGN0GC0PusNrXt+fjn0jvPumKqo5HR6LfLJ8fYcpb54gvI/uM7G3lCERoXyLxrrXbXnxnLqJxRurQAz4+Jxfuhy3zvcdq1oJJ/4mlGrZun8+TP01jmMjhItTl6ir371r+iVV75HFy6cs8zGo9HYqrp08t5xeKB8avTYaZl010Q+GQ4nuX18DUrFp2nq4okGvydAdjORdqdrJk1PXbNG2tKmx1I+wcfutddepi996U/p7bd/yMj1oaEdzKOnfyhIjzzDUxxf/94VOndylnqEqfpitUqpbMlSPq3W70mCpfON7bd8n+RrxEERI6PAgViQ3TuVaoVKkfq1gOEpvAnMBU4gzVOYFEdsiRIRSV+AJ1hXW1wp8+dmoHqRSrnlCSg2YibGpXA/lUUhrprOTfXU2wxg/8Inij0a4zMoqk1VrDFNyTZFr0nvKJfoq/k3KYd/ZZrU61Dp/vsfYQbqra4NlAyAY1eEEcfodIMUlqo81BTtrqllNt50rxlOMXYH8kl4cUlT7M2AYSO/ipkrzPwcTaNWYR8w9Wf/Bu99A0Zq5NhdFsonMf7fduxuYYY9V+kEr6s8gfWN3TV4PgmvtlbKJ3TUPdjrTZP8ukoP9LVWjUBx+b3vfYfeeYcr6XftWvveKpVPIJukeS4UVVDjYC0Jhdam+pJE0ALx96BtYNDIvfc+yJoYxWKRXnvjVesA27fG8TLVqbOU6XwBT6dCEfIv8XvqBFIlJv2y2kE2PN45e5aty2guHTzI/fUs8qlD5TrIM6dQP5nvzlnf+6ImRuzXqYDvBJpN/fRmbR/NiAmIPi2z6vVFKp9wruAhCdz3qSbCWiinkhpyUeEhft9iysHu83ijAaU0VFBIP/zQaC99bt8I7T77Pdp9+gV6KF0l4zJXc/ZEG+scuS9C+WRPg7Un3inpRAvlE/+7TlWtq56GAxRfjLM1CnVtc9r1WrEnCFGATkVTobS/hzK+KNUIo3RGx0b+sRXG7gCZeoepiLmcmIYpmayJLQ3ZayUkHvI/M2DgLpSChSYfXzsJpLm8zBh8Jb+0ZoCowpgr9nJ7c7NSM+lE08idXfkk4RFEexd1dMmnLQJmCh3kB8/cIvccaYajv59ie/exMQkk3sHFbmJiNz355PsZCYHksuaUDPvIHRI1ktLTpWkTrgnyqZ3yCaaz7gB/fXavpuZCoqXySao3nDrF+vxUKXotGbckU8qFedbpTIiiD3J3MPkucYeWDRcrKMpSZrnGO1cqtpxIcmryfLoiR+58XAVgmY17N9fvCcDPx2cBY0uv5zAZ7n7WRWuGkeWfpyIKVvvYoxy7K7t89Nx13qH9wI6ejjtmHb1OVadSlXdGXcYMZUWSIZLu+J8rpPodS0bvpOdTwbxoEXySGLxZkBt0Xmxubg9/nqB62xUQCTreCPX0bPzInUSgd5BqpvB9mnJaxpLuyyk2UgNfAPexQQp84gBN3MGVYlBGbAQk+YQUnGaYlRrlXrrC1h5jPESONuN2SzyfxIisRnl66aVv0VSKd6qMUo6NjKKrfvvtd9ETTzxLP/Zj/4g+8IGPdWycDlKdj5Yp5HD328acSsuM3S299+WB8sK7L1OpmCOHy0vRgXr0teX5RPxwNDd7zVJySd+JmQunGel04sTbzF8A6U/w3nvssacsAmDfbf10+zFeED//ldOEV+sVps9lr279nLUqnwBGPpUaySfI1rEG4wAwEfBayrJJw0YU+VUWnayX8uSoFdloc9JZX++blU++QNTaa2bF/TKozFA28faKrxGpQ+z1zWapImLqVSHdv5WgqYp1UJKjd5rBD2BmRYyZLybYaN1f/u0X6SLNUFb41YR0hT72oY+39elBeijS7QCpeILXn2NPlEwjv8TvqRm1jBjt8jXea7pl+l0fu9vMUej6z483jNy1ItEGRoKMMNoxsTbyox35ND+dZt5sSMAL2HylAG8ISbIqVcpFymeSlBbPA+LJ16N8wqgd6h/mgSaVTy3IJ2m4PHrpdfpY1Fgyugyl3OnTJ5iSFOmIAHzCRkfr69lqga49AjbsqWtSUYHfX2uypFQTIPEOUFt4XK0VUHp9+MOfoAceeJRUjE8j7KBSpOe+8j/o7NlTS8zTVwLI3TilLL8npE7rTX5PqyGfMA4oD8StIImlRC7Pgk3Y+1AbJxtWc3h2TISZcTMaSxFRIl4S5+PVKEDWgyNRP/l1hXLkoQSJsCLX6k2WpcqYKZ/E+aHmzBKpYo31esn31ATNi89YKm1uFqCCcTl9pCHp+/J1qlT52r9nf2Pdxupk1E01TrLYAQIJDUZD+FrN2T2fxPsEOVKyRu6CDSN3G9XYUW3G44vhIUZArWbkDrB7PjUn8kqgmai7Yqz5MJPmBH9EvAeouwAzU6Ka2OsqpRrpQl3WKvFOKp9q7vYBMSu9717xuu3exhfSOTY9AzuHUdtopxQFSHSVT0vRJZ+2EDxBPr6QS3J1QCtEn/kAecXI0h4aYJ1RufnLOfHmsTs5cgf1kn2Mxw5TyDhhhNsObpsyZanyqbUhG9LVZKcGyqdYn4+qBb5pX7t2mQxPPxsnQ7E7ffr3qCo6wiCfYHKpFHgBHBsZp/HxXZQr8QOVS8hpVwv5ug2TL+LS/NhuNr6D+T2ZzCTyZvg9NY/e+Rz30cC+z7ckZ7RZvhAqWnkJ+QTlE5b2H5RdbOwOXYs7o+sft1vyGhyjlMugs1+jWDTJkj0k+cTeR4vEO6l8KpT5AcMTqieB3XTyqYl8AbGBayfJp76+G0c+ocCU6TqZKX69kEAX2BMh3wd3k/9De8i5v4el0+3evZ8++tFPMj+YDfnZyyifCm9MsxEfEKLue4ZW/F5S+VQ2FSpWNHI5arRnh0GGGMe8//Ad9GM/9hlGOoF8AgklzfNXq3oy3L3s4CLH7uKrGLsD4O8EXDn5Gvvv4MTBhgN/3fMJMetEicQUVcoZ9nWyzP/ezKWz7ECDDvUTTzzDSLTR0YklxMG9j06ww3K1UqMr15PUU+TFV9lnUEBc/7Uqn4C+0X2sEAOKOb6WStXTkFOhc699gwpJThCfuPA9SlXijOw8df4FpmzAqtqr8AJ2Vl3qIyaVT16hfIKXFNDvNMmtlCi7cJx55S0H3fJ9ylFVJGNu1mjXZsMiREWX1+nh66Ku5Ohb3/o6/c3f/DlTBGK/6fVEKebkJMF4aKn5sx3FU/zwrw8HSBPrK/v+e6JUM4S/hVDltQJGHlvda1xJoDAypFyYa0iP2gxYY3+FOBXS59uO3LHfdxv0mZ+/l973kY0Z13YL0ndRGP6CeNKayB1N062Rcvg+ScPxtY7dMYJJqKqhfsJhS6YeYay93T7lLqRJFdHrEnNzs0xN+oMfvMhqp3A4Ss8++xG6776H2xqNr3b0Tvo+SeXOWvyemhuWSAxFaMFGJN3Zgfe8c+ce2nOUN+085TxryH3/+9+lv/7rLzLFbbvDbzOgKJwX5FOUAkxZI/fL1QCHUr8/0EDgtYL09aoYTrrrrnsbRtFlDb+aJiKIaddtXP0UTPLvnXSIBLFNImcQWf+gUCsCzGzctfp1X/or4pyjCDK/5uGEDuB/ch9TZUtlzY0cuesU4TBfM3LlaVK0KpGp0o7RkaVpsHL0rsl0nCfehckpnnn468okRPlfPVnk0wW6SsZQgGZmpjd05E7iKNTTqIc8Qcr6o6sauZN7oioUW9K/rBl4v74I9zicF2pLJFUC1bmctYfJRgupXjKK7UfvLPLJKZTqa0h3tBLvbGfc4y1G7lopn7rk01J0yactBHcQxoMKK/qkAfeSvzMxQUdJo4cr+2ifuYOqM3WvALkZpQQ5BWBzleSTwzfWQAS1Vj61fyiZMksUSnbPJ3vk6EzTTCw2CPwKXXcc/NBddOphdnDDqE2+YFLvxI8zr4dKYZYeuPeHNDI8z9JrMOuuiQWlf5x7TuWEvNIt/EZWC5l45xDpCAUbWXNNKJ+GfS4W8YxiUFF0phi7meSTmWttogclkZYQElSRkNOsfFqIjNBshRuT/sjYxo3b2eH0+OjCmQxL2gpFNNp9wE8+mxRfHo4alU9Vqul5KpcnlxCbNwv1iObSEvJpB4xKYebo9JDDRqzdCBi9nCDM9YuN0u0g7z0jpEcbTQvxNYrSjfpM2ymfkMAlR3w8942wEYSVgPtNvirv0JPsv8OROJWEr8dQaP2v2/J78nAyTBqOI+2ueS4/K4qcVvL7gDAWxyiwJJ/skCblSGYqk06KWab5mctUIoPKCr8WO2JRevrpD7HDHkbt2r03qCme/PB+Rq6nCxWKiRG5sk9f99gdAJN6h4cXhPnMDE1fPk2vXeDNjPLJF+idl75C5SyX7jv8UVqcyNCLyS/R6VMv0LXLZ0lRTBrQODk1U1laUGZTwuNGKD3Op/h6vCsUYiQFghHkfrNS4l01nqNKXoyIiQjuWw0y8U4Sok4Pv9c8zgpdvco9zkZGxuj97/8oPXHsSUqJInVIGJe2AtbO0rlEg+pJAt4uSkTc+8n2ihRr7K7J80lReQIXIEf1N5MYhIE9gJE7SX65/O1VO3ieNmr9k8onibAwAG6GDCKYn7xI5VJhfeQTDpxC/QQ1pSnG59spnwCfz9egbJYjdvA3gh8dlKPHjj1AH/jAj6zbC1BicFD6Pl1jJPt6ku7sDQqMDgJQwmyk8skOeOoBh0dHmf8eFLcYG4TX4Je//Bd06dIFWliIs2sHAh7vDeQaPAlB6M3NzdCCmbbIpxgbuVu96kkCpuHLkU+4vpMXz7CvNW+A9uxpJFfrY3erU5yx8VyPQeFc44F/s8gn4O7eCLmE5QU3G1/9c4P9WFd4sm1WESFCbv7ZKIqDNI+rgYTYCuTT4CBvWOoufl7ze6MtCeH66N1S3yeM3kE95aKapX5CnSPHyBShhEUQDOxA5+dnbkg4Ds6Z8I2VAVfw4JLnv06gq4rVKFx29C5yGzsPJ6r8e/cExLi+8H2qpvNk6vzfB0ODlu9TK9NxqTLEBA0gPYpXgz7bGZf9fBMjd5klI3d2zyeJLvm0FDd+2LeLjgF5uze0g7KLlymfOkf+2F0t/97oz3yeci9fo9LpOPu/MeBvSsioHx5hEI6iBiRK0TFINbrKLHjsCgAm9e5A+aRqLgr2P8IKw2Y1ENhsyD6xEGImVs71Wmld8L8QRWKsN0izSTdpzjxdv36F9u07RP37Pk/XT/wZ6fokHT74Ll05UaKLF1Jk9HHSKVM1mR+W9Ghydzias+Qai3Q9vYrNashSPuGaIaECrxBJX4UEN8F2eIdZQX4zyaeazSvJjtLZODnZ8A4IA76poZtQqdUYq7xYMWm+hxfu7x+JsbSKGwGMKaWTFTpzPEV7Dvkp2uuk1OTXKDr2MTai0Fr5VKNKcMq6xjKJcCt4PmWEAk4CY3eLi3Fy55OU94RosqpQY89qY+F9dJSNuZXSOaKLM5aX242GAt+uJuUTFGo5JKKx4jXMCptOgGcdMcQgQ9XQYTKSb1A+H6eUeN6kImQ9kEl3TkEOY42BIBJFAQp0e/Ka5fnUYuxOKp/Y69Y06h9rLPYx2oIkGTxbSLwz4JVhFljHHnCrCj395LMdv26nS6dnP36Q3vjv71CPMH4uew1yZavrHrsDgjGY1p+iYnaeXv72f6WZe3+G/35qkgYnDpERHqEzl6+SLzZCd77vo+RwK/TW975BM9OT5Pea1Ev8UHQtv1QVkBXpXt5AlO0bUvm0K+glj3KIMvOvUnbh7YYR7WZg/AMKOvgM4ooCuudWJZ/4PiV9IiS54nFW2cg8EuykmWy1UKbp6/xAMrSMiXTx7ALMJpj6Qh9o0XEOVDDvSrV5hRFVzRHjeKYRvQ4oLVLi4LskPRgBbRM9n+TYXVUEkKDxs1ljf9JwXCIUa/1zMaY7eeE4TV48aTVf9DXWI5Lcw/gwxhylyoyZxbch1WSTBKNbGLF7441Xmf8SAKXPnXfewxLfNhI9Pb3sQIWfA1IGRM16lU9Av8dF6VSOjd5NtFF6rRdTQqkw5HPRgdHDbAzx5MnjLI0UY6/f/e5znX0jBWpChcIgn/rXbhGAa3bx4rm2vk/vvPMGFeAlFhhm5FPzfSAnG1Zrn8DUT4d6KXKy0ZdvLQfxtcJlOOhO9SR9r3YHjSrXyXCuvumI6wH1E8arMopfDMOLvdPmGyZJiJ5lGuqbhb7+RvXRjtHW0xRIUFwp8Q6ebwXNRbOFEvNZsnZpWDNgzRwLsecT4/9Q4Mj9ZSNxrDdoeR1B9bPaBgAIQXx+INB2tQkaYWPjvr1UWOTXpKfHR2WaZabjLNUvl4CfA5GpU6xnmBwXri0ZSWxWPhV1Fpe+TuUT//4X03nmsQsSfUwEuUh0lU8ro6t82mIIxvhiXEi1H70DnHt5kVa+kqSaUMYERJFpNxyXfk9O3yilpN+TUSeCAFaImo3qh7avr/8h6t31Keb1szQ6V87E1kmGRVF028f8on1eqtp8nwDd8FM89ySdPc/9lZTSWTqyM04jUZ8lNYYPBNQGgHuNBsvW2F2Fd44xr4vugVQ9YVFEep/l9+TbfL8nCXSpAPn5Nkfeo/vtEPyxWS5aDzMWxFw+R1MDe8lUNZZwdTR248gdqC2ARLxEp4+nmKott3iC4pf+ko3gaE3kEzNTrNSoLMgnT/DmptxJwJgdKIrnhENhY12Yn/dmFhrGmG4UUCRCXbQojPpX4+2w0WN3+denmEoChIH77pXH7Vr5PuUqJoVHnqWUCDtwqvU/WytQfFhm494haw2S/hXNo3fS80mardoREPHpQO/wbjIcS1UncvQOvk8et0EuJ8zG+fuJrqFzjDTPfceGKWaN3emki2m1VoTAatC74wg3GvXqpA3vpJruILdi0j/4R/+MHvro52nv4WNWDDD+3r1Pf5y8wRjVFJ0C3jL1KLjPTUbGy3FFAH9XKp/gcbNgeUkRjfnc5I1wQ9z84ikrsasVWKqeUD+ZGi/kNMfalQRbGXUfMkE+CXLF6zbpgQceaTgYpBWinK6QapoUS7U2/cfaWTo1b6meWhX9NU2k1BWcVDq/sPTPZTPDUJdExdtH3yQ2U/mkC8NziXYjdzcCGOOzX85wpPX79kfqyqf1+D1JSHINSmsr6a6N6slOPl24cFaM2BXZiN0zz3yYeQNtNPEEQKUxMMD96qSvHTxopBHyWiFrRiTebfTYHYDaTtajUp0BZdjhw3fSxz7243TbbUfY9USACA6I+D+aUNKkGf9HSqDX8JDHdNJuGlqz35OEVIu1Uj6BkEJYhfSvydo8SeX7scinNRiFO3ZHKNwUnrOWg/h6cMR5jT6l/TUdVM4ted47hXzN6apjSYNcXqetpHwKh7FG1BeXnbtbqzkt5VPT2B0g9wqjkLFIFun3BOhY1w2V9CG/NXKHVOYbMe0AwijmQiAP0eE1WHnYfZ+WQ8kP9RORhwrkjoqk3EKFjRdWC7xBoik+6u0bIMcyiXeSfCoIpfqalE8iVAvhBWjwy5G7AyEvm+xpXi9123ROl3xaiq7yaYshENtHk+f+npFGZq3aVnWDRQrGrdXZHJXOLZDrcJ+1GdmVT3a/pympQmpSHUhSAHPtOPiuFUi8u5YtssQ7mRWFA0yzqWGs10eVgo8cgXmanp5khQxMFRPxAp05N0Y1N9F471XyuyvUY8I08xg75JSLi1Q0+aLlXqPJpRy708v1ohwElPR7gtk483uSEc83ye+pQfnUgnwC6YhF2HA5SS2rTKqNJLtctcbUJm9NLzCVjlqr0sfGb8wGJOEUJn7AYrxMiWQ/RcKzlFt8l+gSIuA/yN9HpsRIM6h6alqRql6RFBTaGuQT/DxQhJZL9VFWwxVjKVWMfMou0jxN0Pl0nqlrmjecjUY7f7Ybheaxu/JkmikrAc/9I0sUFJ35PpXZ/eiKjFLRewgxnRQgLg9fDzAWa9ZKTCFgT8LCYR8dNRz27cdWSaK0GrtD2h2UC5VyqSHlrlnqj+9ZMF109K6DtHj97y3yaa3Fe89oiPQT82ycs+bQKKsReeH5ZayPmAv376ZcYidVCxfIse82ogLRnnDA6sbJUU34wuTzeYpEfLTn3mfp5dffoKC7SE6lTDGjSvNlna2L+0P8+S7mM1StYC1SWLrXyTh/Tka8LqYOMz2DpDtj7LMB+eyLHmn7GrUeL5UvJ8nUi7e051PU1Ug+sZE2RUP3gDVT7PfuNbEHxQomKRinH196MCtfS3Ey2KkxE+FW4Cb8RErFRcVTcXLsaySp2o3cSTQfCFVt8z4brLVQJ0vlk9u/eeQTRvjcHgflhB9WeBnlE2CKg593jUl31s8VY3fVSpY0mXS3jArInlwFIuXIkaO0Z8+Bdfs6deL7dPnyBbpy5ZJlNr7eukL6PiWUGLmDjSOkG4FEscwUqxjTkmp8u//SkSN3s/+vhMLxWSq8zptlUHIvl/S6EuR1Q3IgfDml4hp1MEI5UH+ODQwSqE0o88u1mmWOjAAS9O4U26TDaqDoKvXvjqE7yE3YzdY+iDcSIIj8ylxDuuZqIWuixXKN+g2/teZJ5RNqJ0xhoDGyWYbqywG+vB5XkHKFRdI1Z1vSVno+QRWMOszuK2Yl3mUSRN4YUz6VEM/NPGz5PWGMBNkZbnaW36u9vRvr9ySBRt9P7x1mQofhZUbE2wHEVTtzcDvSGl7/HAUpRcXcRXbuBTGH0TsEzqCfqel+Ru55xNoJ8gnko11gIcfuciIAZy01G8ZcccbCeRHqpxOJ1iN3ElCKVli91CWfWqGrfNpi8PghM/eyg5U0vG4H5x6+WRfPxFlHtD52hw3KZOSVRaL4xykplBTNh9nCO9zjQx9c3+hDq8S7VsonmI6bFQeZVZ3FkYOAYn83niPDm6CpeInevNhHmmuQfGLOPpFLUjk/Yymf4CmzFujSq6qaZmOCQKFiI5+8LjZywDczlY2E3SzI8ZtWnk+lM3HrHgBhYk8AxHt5cYF/BuO52Ru++TqaTCMdnlGKjX2C+YOBgErM/C2ZeAmmIKBKVT5yp8BPaYB05/q6pxutfqrWcF/wewMpgygGZ2dnyFVIk0tVmMGjVMptBvkU3GTyiXWWSlXKfU+M2+2NkrGGtUGajkOJB5R8nNjxmwnKxt9Y12stZoXqyTPARjslpO9T3FbUlKASFL4IrQptHARG999NvmCMRva0JkwkaQXlE8IRgLTpW9fYAvz1UDRGSvy1nQjqzO9pI4ji3on3s/XrUoGvybuFYb5lmuwTiTWLXAFqstEqk4JeXsANisPVVdt9LpPu3L4g+x5y5G6nkM3jdUv1U2b+9WWNx3WReFcTng23KvkklU94BuAviHvVKTzK5i/+BVXLdaL7epav2f2FGlVsXo52lE7yQ5tjd5QdJJuBtco6iJke1liqTPEiuXPyyabkUTRG8G4mDBf/+Yrm3PT9V5qOS3ViK/jDjT5K61U+yXufGY53oHyCZ9Dw8A42PvbRj/4Ysy240cQTMDjY+Fmsx++pWfmUUHtYquFGY0rUohhPWk+zCGSvhN6/PpUmGq1SxWIfvcP4ZDK5yJRrDx67jxFm9pFx+1QD9jGkaa4F3n0xNpkLBElpOKRvBuoBBsqS4KJOIWtaNKV5SELj95aKGow93+gmYafYMcafn9Gx0bZ7vGJo9XToJt8nKPBAYhnCYgPvsSiT7kR9g5E7Xq9Ks/EbF46DuhTN+rWgU+VTXPgXB5U0ZRfeIk00BDB6VxW+vZozyNa/wVAQHQGqIAjGNv1jVz5lREmyljMRPjO5Xr0yl2Rqerem0k5/631CNvvw71YbpvNeQJd82mJAccqMvdH1WGH0DnGa2BQhQUTsMjYkLGmm2LCK2asstQadNeZb00JJUUHc9bUUO2u7bl/fQlVPvKsvKNbPtD3swbCbdENj6ifg2rUrbMFcTMbJCPDN+PYjD9Pgvp+i/igfQ0xVNUpOv0Qlksonde1dRnSeGVnDNwAoM6DYArCYFjKc9HN4B1kndiuM3dlTWarJAlWms+wzc+6OMANNwClmJ796ZZ5NwHuyCdolxlpuJDTdIF0YSQNIuvOE9lJs7EfZEgMCqjj6JplkssQ0+D2Vg8JofIuoniQ8LOocZpb8GXF4+tkBvVwukaEbtDvIC8+z4uB9I4Eo4Zs1dpd/dZKtKyiE3HetrXtWH7vjBUSiwn8dpAwtTn6TqpWl0vK1mo23G3Oyj9yhmHe2OaQdffKT9IGf/hfkauM9JEkreD6VhRFzRpidrlX5JK/3sTh/rd+PGVTybsxnDd8eLXKUZomPeU00eRLILqokn3AIcjuqhLdSq5nkmOf+CZKUb066Q3MDCkDA7tkA8glkBUYiF6+391LRYOasKpbySZou32pAk8QrSFh5T0ZHP8L8LGCoPXv+j6kmnoNrOX6tB/JVqi0Wlhj/s46vXPf38c+1GfB3ZKYW+Nmj3AutKMb0Vkq6s9879pGwG6maXc73yeUbbyCWNwPSdNzrd5CjDamMMXO72nejxu7g+YR6DVjOfBsH0Mcff4al2G1mRx0KHYz3SUSj9XHltQKkkCLIWTRNNxpTohZdjSFyK9hVv3rf2v2eJKRXVjzOG79owJ48+Q77+r77HmEElNxz7JMMdbPxte8TIK2lIjO0ju+zVkh1ksMVWrOfqjzDQNmmNZBPrgbfnx7xPrcCDh8+wjz+7ryTj723Q330rtAy8c4hlPkLhTLlRW3jgAIKI3eDPkZgFotFtk5AZbcV0SPOiiCJZFpfK8gmIsinXPI0KVHVOrfWFH4ddDf//Pt7+8lRyrccvQP5VFV1En2+NU8TYLoHeH2eiyL2h71tSWAoKwGIAzZ7D90O6JJPWxAeQT6t5PsEeSUSLIDimXnWwfDbNqx86qylesLNXzf/NupJeG8I0+ddEdKCzg1RPqHIlguK9K2xP+x4LRi9qxak79MVSiVzpHmvM8+FkeFR2rVrLys8h0ceZXRajTR28CsK5ZNrGUPW5cD8RoT6yQXNMSLWswX2eqGEQjFkqcW8N8/vyT52R1WTKVEkSme4AkEfCrDutWTVDXHoQDdEI5P6p06Rl5EpNx7S9wnwh3lh5Qnto9g4J6BKnstUGPkhVZJ5qhUyVPVtrZG7Zt+nKpNqcWWW7CLBdFUqSG6071Pj2N1mGY4L8qmINC2RavbACOvGrQUeMRorySd5+A47FKpV85Scen7Nr1X6PUkViYQsqu2eTzLpjpHzaywCLM8nkydhAhlap/IJ5Jyh0qHFKsVqRAVdoZf9G7clz3sQWAGD3EVyFrg/jYTsvNvJp4CHX7NMukLp499lX1/LFK3kwLrZeIQ1GPC5wojdLrtHcEB09KPs6/Tcy5SJv9X6vWsqOffFyNTLt7TyyU6IynsSY229uz7DGiFQ886e/xOqVAqW8mlQmOI3q5+KJ/l9Z4wG2xJH9fETH7n28XUYzaWqUDsBtYy45r7W64ruCN+UkTsJf+xupoIJ9j+86T9bmo6Ho8u/bzl6t9HKJ5lau5zy6WYCo3cbqXzCOJlcs+0R5huFZr+ntUKxrfEbQT7Ja4d1F+PPL730bfZrqNmgagPkJIM9vTq5RrPxZvREeJ0TCW1emECzOskpUlnXgpBd+eRcSj7JcS5JcmwFgIQA8bQSYVw3HW/l+xQivVIinZ2J6so+o0bk2NE4coekSxBQWxFQxcumTCuPJgn5Z1GHykbVS04+8ludy5Fp5BvIJ6T6Sd8nu+k4O+cWClbSHX4ubALWgj6kXjNPMf7rQ+H2a4FMvPN4bt3aZj3okk9bEO4g5McK64xWStz7oB0ce/gCXrmWZnJ6uWEliyWWOmQ/4CebRuAgx2edVFVhnlEbsaDIjgwKCaZmEuqNZqY52uejaskD0S+LDH7hhedINUqE+az77n/EOiSCVZbfs+SeoBK516V8svs+uRS+qZ9JZq14a0h05bgjTNpvJrCRSLm3HL1jRuPCRFaazsuxO0NExQO7SwvkKBcsMuVGw2Ejn6B8kuAE1Mf5/Ry+RqnCNymfOUOkmKSVg1b601aB9NOIF8YpOPAouwck+YTNTZJP8GeRpMqNAEZ0pKR608bumkgU54GedRXa1tidSKiUXayhvtus0ayiIJFWA7NWoVJ+2lIntkwXK9TVgtLvaT3eFvB8AgrktA74KdO9bnIQ6aJYyR6J82v0ilpZIhlfK84LjfmIMk2Lk9xLpJXyCV1SdEvlyJ2iRcmZjZNaq7B7UErj62bjUWvkbtzvXtL5w34T6H+Ifb1w9W+pmOUqqmY47+ohUvl73axEs5tJPqFLb/eSYwSU5mZE6rmzf8m8JKDO648KD5iZ+rgcVFClC5wodO5vf+iX9yYCPLSgSMMziUqn5ztWPiFMRKbCqpuYdCdhuHtYqAlUp5sNvwjHiPYsv+7ZEzLhf7YeaDbPJyT6AuoNMN/eCAwNcWIEB2i799R6INUEX7k6T//j4gw9P7lAb8ZTdCWTZ01U+7q1WsjDuVTlrxUaRqEUrthcbxqpXTUWj8/Tq69+j9XAGKs6evRe6+/YG8lLlE/rrAnujPlZqvORGxhEsxL55HCvnbQNi/cPKxHNaKF82kJm46uFVD7BEzH7nUus6VBZyDNrFSifsNt6hb+R9Al01Ewyxvl1qJuNb/76uRpIVVq70Ts897JhMxDmZ7Fc/jiRUNTXJPkkznMYR3YK5dNkut64KZd5LSjJp/V4qErTcQAq+nZJffaxu67fU2t0yactCBTiMsFpJfUTksRk3DK8n+SmFE9NMgk+OqDu4B72e3Xlk87Z4B8K1dPeaFv/h9WiXzDDU7kSG3epmCZbLKXayu77RKZKmsLHXBYSM+y/AeeuJfOx8t+qfc9Qzck3bRi/rRWysHZS2YrMBHZ4XVQppy1PF6ev3uXbKol35UtJpkxB+pj06JLXyyE2pDGfi6LJadsY2Y2H08ULaIwtNaeF4TAa8jxDZCpU1M9TMvsd/npLN5fcawV5veIpg3XeQYLaySfci70uHm8rD+A3AvJZBcm61i7NaqGoikV2qkEnuY6sr3ixez7BoD0hVJADoWHyhDkBlbj61VUfLhjxZNaYckQ+yxIRp87WG5AmMGe1j935hKJkLZDEFZRP7DWYOhVN/v0Q+7xWKKIAm5gr0nCuSvjUv3mdK4zWA1zTc+L+HNHjVC7MUC5xfElsM8in2Vk++hHy8XtueM+j5ELyU2q6wffJIp+CkSV+T80I9j9K7uBe1q2cv/BFtq42A0oPfhHUG5J0tVUQaaHGAxzuXurd9WnmbXQ9J8eDHOQUhG/VRj4x438Y6EbdpPW0L2bldWYx1ViX9/Gxi9LZBRb00Innk910/FYmBVvh0F1DdM8j43THPcvv/f5wfeRs/YbjNs8nqXxaZuzuZgIeMkjUe+SRJzdslGQiwA/bs/kSG2d57nqcvnhhhn775DX6N29epH/5w/P0H49fpj86O0lfvjxn1WsrASNJch9dr/IJRK3/I3vJ+74J2gjAIFlVNZZUeP78GfZ7uK4wkJfwi1q+gXwSXyOxej3Y4XPTzx3YwZoHmw1P+CA5vcMUGzy65u+Ba4OeB6bN8mq9BpBk+bYmn3q9XIWOROhLScq/cp0yXz5Dyf9+nJyX+PrgyHNy5VqKPwvIndMH+Jpvr1e3MmQAQDvTcdRvaMhglRnq3c/qhDJqvz5ej9QcgnwSNSC81CJiPHY6k1vi91QV3rTr8cCVnk/A/pCX9GW89qTyqUs+tcaGn2pmZmZo7969S/7/pS99if35yZMn6dOf/jTdcccd9Pjjj9Mf/dEfbfRLuCXgDnTm+yTJI1lg+qW/RJoTS77oHaQoGhsrQ3KGPCyVr6aoGs8zFtl12/pn95u7WNP5oqV6QgdHb+qOY+yOveZs/cEsZ8LU29uoZLArP9DlwGK0nrE7O1PuIL6QIxUDwPhIUfg9wWhadlFuJpoT7zBeCThhOCuuqfR8Gi4m6f0jMfqHuwYon+Ob02Yrn+yqJzs80YPkvnIXI6CIHbFBlo3RVoO8XuhEAplMhn3NRkVj/DnZjNE7a+Ruk5NakEKGNcHzwI6WhsZr9XzC+8FjBmUHCPLw0JNstASqj9WYj0MZkJ57jX3t8AwuOQChGJAEvBzzk4atrZLuVjt2h9FfII2YFUEOutYhbYfyCcC7eGSGv14cwNY7goKCDgcvKDn39nIj3+TUt8k0qw3Kp0IhT5cvXyZdq5HHwX++L7Kb7nzsR8mT5g2Bc/MLDeSTyx+lS+IA2I58wueC8TukuVUrGUZAQbG21J+IKz9uZU+EaAsfMgkY5vfu/BTNEV83o5UrpPXVPT9qxQpTuxaFcglqxOWuVbXMvSg0Bz+I6MMB1qhgo7SXFnnaaL6yIvkkfZ9uhvLpZgKeT3fet4M8KzTj5NgdUjLt/k/r9XyqK5+27qF55849G3qwvacnSD+3f4Q+Md5HTwxGmCpnzO9mdZ8i6jMQU6cWs/T92UX63VPX6HszPGa9E9UTlA7uddSLElAS2tPH1gMYJEciddX3gQOHqa+v0VvRHiAkIUfw1qt8uplweodo6MDnyBceX/P3wL4mCbi0GH8HULNDNS6v2VbyfOoUuMcCP7qffE/vZA1A1mRGAm65Rh4R0q1k+P0fF401p0tn5wF7vYqxu60MORJpH5Fr6ffk0Mnl8JI7wEUU5chVMtUykSZU0+I8BwwFhJihXFuSdFdzetdlkyAbqvI8erBNyp3EyMgYSxYeHd0YwvpWw4avYKdOnWJGW88991xDkeT3+ymRSNBnP/tZRjr9q3/1r+jNN99k/8WB7+Mfx2hOFxKuwC52WCikL7LUuuWM+Vi8pltnRaU3xx/IJNheDeTTkYbDLBRDTkWl9BucHXfuj60rNrad8gmz9ot+Oea39PtHYjAyhbLLTYGAQWbVQdlUrKXXgpRJ4j1Y5NO6xu44U+4wcYCqL1wwGy/OCL+nmzxy10w+YeyumihQdTbHU+J21yXLcuzOLObowf4w1Wo1FuO7qconUYD7hN9TK4WekRwiukKU3/E6qfkg6dr6vDJuBOQoASKQcR3n5vhzAuNGwzAs8umlmUVmOg6FyY04ONtVipsJ72NjTCGh2gxW1698qrIxOLnxs3Qdw8/GGhevf52Zj8N4XlvmoIvrnEu8S4uT37BGizyhA23HnLBWoHhBh3cjx+4k+ZQxZSGzvrUT67bEUL5G+/1uOpnO099fi9M/2r2UiO8U0hB/zO+iSN89VIi/QpVSgjLxN8gfO8ruZdzrKFRPnDhBAU/JSjrTDC+N7L2TRi5fJsQ/nI/HqVbdQTmRdpd0BKhUS7PP194JbAbi4mMTn6SZ07/LDOIXrn6FIjs+bD0vOGyzv3eLq2vCy5BPAFQACWeBKG9SpHyBFqYnyRE4RGaqTNXZLAtowN6OewV+T8uhWmpUPuFA4twbYyrn0sl50ntFM0KrqxzbqRNQe7iDPPCji0ZEB8aYyndwfI+4n9c+GsZCUNhIfYFqVX5QghruvQJcv2Gfi/2/GZVaje2FeHYwtno+lafjiQz97ZU5ihdK9IEdPW3T2mTwzXpVTzcKaGbNz88y/70jR462jHa/UWN3twLQmEuUKpSuOSkiopZAPs2JWgNN7/U0qW+25Ybe72P/BzByBw8o53Sa1NffIaPUmGDqEmS59Huy16tbFSsl3s2L/TImCEQIKfLJU1RQz5HHwRW9CjlYnSEx3hOlb8+WqaBoLOUYUwNS+VRxrN8mAfjYWC9N5opM+bQc+vsH6aMf/eS6ftatjA1XPp05c4bGxsaot7eXenp6rP9jNOiLX/wieyB+8zd/k3bu3MkIp5/8yZ+k3/md39nol7HtAaNjFCVmrWR5ELUDCkxJRrjneEc6R25m2inl83bj7/LFRZamgwQP56GNUz01Kp9Kdb+nFkwz0u5CUQ+ZNYPuuev9VE2jC6Ky32uGPIBjbEGqlNbj+SQNxx21unIFvlL4OdJs/Gb7PS1RPmXLbKxSko2WGblt7E4y/CCeJCmC1JTNwPCuw2wUYXQfTI6XAvcapMQgoEILHyXvhfs3hODYaEAii+vGTQrzLSXMYz43U/CA4JCFzkYDKr+bQT5hLdmoz8U+didHjqT/DeDvuZspY1YyHy/lpmn27B9S/PKXGPEEQ2SQGkhW60RpIpVPkkBaCyRxhbTNiqlayqf1+AcAzcT/0zhMoYmzmO14vKQVzglV3u6AhyVnBYUHU2rqu1QTiVpy9C6dTlNQmI07vXzcCM/Aw8cQ9kCUdQTo9Re/QtVqmf3+9Sp/zzsD7hVjuqGgiY5xzzdEJafnXlkydnczTK03E/J+TBYrVJVOpTZgJHVaCN161EVeYA//kKWDwpOxeIInwIJEwqFkOUhiVhN7HMBqA1VhaXnY+6XqaTnSHCElgwd/kdwBrprrYmnAxo984X+jZz/18+v+XnaFdbW0uOWVT5sJKFkxnrMn6KV7ekP04zv76elhrhj6/myS/p+zk23Tsiy/py1KPh08eJj277+NHnvsadK0pftIK+WTZTh+E1Lqthrk3rtYqtbHhA2fRWbIsa5bAajL9KiH3Af7KBAKk7PYqLp3Cv8+Wa9iPHarQ6rSoNKWoSZ2gFwGosLHE4IMdiY2C1SKcONxTW1sru/o7yetwv/dZIrvhZJ8KolE7vUonwAkXj8yEFmx9ulik8mn06dPM2KpFV577TU6duwYm82UuPfee+nSpUs0P98YB/xeBwpDkEedjt5hDAvkvyfOF6Ws6SFf7E7rz6XyCVLVwptC9XSoZ8MJALDZmkKsILiUyS/LNPcIb4u5qSxlU0IZ0ZJ8kmkopYYI6/Uqn4xaukH1hE48TN7th7At4/mULlpG49JkXsLp5AQTyBL7yBiikTdrnKV3ZDe9/7P/C/WPtu+Uq8LMtTZLpNSMNaeo3UhADi9ntHEdW5FP6KZgLAA4K8zqb1zS3fYtMiX5BO8NWUhIQ3AA48Dh4Wct83GZYCdRreRp4epXafr0/8UIeEU1KDjwGA3s/wJ5gnvb3tsyPckin6Tn0zoKdigtsa6x90MuSt8A5ROe9V6Pk472cOLg767Or8lst1Iz6UKa7wO7gmIcNnonW/cwApcRBBCScySCQvlkX/d6wxHyURUfFL197iT7PbcvROcFKbac2aYdIDBCQ+9jX0PpVkhdaFA+3eq+QmzsXFFYOpFsAtmBkSI0VWBgunv8GVaWFfULVBh+k4rn43w8Hg0mMV7fGfnElU9yjMMhzGgL73J/r43yeHwvQ9XWnp5pB1J9pfqvIsinrer5dLOB642DH0goPFOnkzn6nZNXrWZNK/JpYAslntkB5endd99Hfn9r02/L80nUAqipJdG22U2prQi592JNjez4EIWGniLDPWAlpG1Hv6dOgH3bKOdJtaktnWL0v2423jjCuVU/P4xPwhdYKv3tkF5Qsp7DOikbjuUIF2Q0e37CgsQtvG8vzMUbmvJF1djU9Ogulod+I5RP4XCYPvWpT9HFixdpdHSUvvCFL9DDDz9M09PTtGcPn9uUgEIKmJqaoliMS+nWAn2d/iRbAZogVOR/feHdlEu8TYX0edL1p5f/xyEXGcMBcuVQ2O+gHHnIH9lHijBES4nuib9QZYajOPR4D/Wu29el1Q3V63ayjV8a3kbdRsvPp2fAT2fenaXzpzjh4/IY5PMv7VJFPY2HSRwEHesgLlQRzekw692DUb+bKvmr7GuoMZzuevF+M1HzOwhHPZZKiNfud5BrR6Ch6PX5PBbDj+tcKPD35fP5ttRzoYdcbIwEs+uA5tI37PU1PzvrAa4bxu5SqUVKJDjhNzg40PBa94a97P4+l87TI6ITu5GQHc6Iy7GlPsPVIKDy7QUl0pQgjns9je/HF56gXOQ2yiy8Q4lrX6PB/T/Nfj8990NauP5NqlU40eENH6ToyFOkO5cfOwJ6RKcb6wV+ljQeD67zfgN5BVKQkU9C+RRps7Z1ipqXP9+A5uPX5qkdPfRGPE1XswU6lcrRbVH/qoinPz8/RaWayUiPYb9LdOgcFBl6jOYu/hWlZl6iYN9RikS4WlZRTAp4+P3mCY42vJ+JSJDeXshQ1t9PvuR1coV62esC9oS9Hb/38MB9VCnMUCb+Fs1f+gsaOvB5GNmxP9MdnX+f7QoU0GieJCtV6mt6r9PisDTkc1IgtoNU9eM0e/4veIFdU8k1eZhcOyPk6IAwkuST0x1suKaeQ71UOp+w1l7dv33Xla2CjdxzQMBCCSjJJ91wdT+fZXCkN0hRt4P+4PR1trf8lxNX6bP7hq3RPagJQeoCw373tryWYXHoxv6laAplxbOLxqt3neqNW+HZwecPgLjwhcaJ8H/buFa/17ktP/dOzOovXbpAXrNCaYXfIy5dpUqlRMlkomW9upXVT5iSwfhkr7fx7CfV8n22zzHYe4TSs98nUvmz4PCHl7zPiKFRRiif8GflcpGqqkZlhZ8ZY0016Ht1z7nZ2NAVrFKp0IULF2jXrl3067/+6+wQ95WvfIU+//nP0+///u8zBlI6wEvAHwpA3PNaoaoKhcObY6y8GQiI9A+/9zaavfAlKudnyesuk8NV71S3guPoME29+U1GPuXJSYGw3zL6zl3hBI93hhf8sft2UKj3xsSsjoa9jHySI3IjUX/Lz2d8Zw+99Nx5Si3yw0xPX+u/pwofKQmPoa/z8/bSFc1JTsGQAwcHQ2TOcePjYGznlrmfMLnILWQ5wncMUqTJ6M7lUq1IUb/fSaYpVGTh0JZ5H4DZ77dGBwFvyE3BDX598tlZD3DdZmdn6OrVi+LXYRocbPSyOqqp9BUk76Ry5Au4ydjgzSAtkqmGY62fie0CFMro1l7P8Wd8tMX78R76CL370hkqZq9Tbu47lF44R7n0dfZnLl8/7dj3EfJHeABDJxjHmndmkhZKFfazJPk0iHVoHek+IZeDk09mXfk0Elnf51Mo1qzn2xV2s++FAYKnJ/rob89N09evx+n+ib4lgQ2tUK7W6L/+8AK9s5Bhf/8nbx+jqG2tCIXuY4VbITtDxcXXaHiYJw76XGVSVZM0w0O9AztYh1Fiby8nn/LBQaJrr1Olb5wZx6Pw3zWwupSvUPCTdPrVBcqlrtLchT8jt5+rCX3+rbVO3Qj0+92MfMq3qFVmRbrhbvFshMPHyOPR6dLb/43KsUuklnw0et8Rcq5wjWrVMhthBaI9/aQbtns97KXCwCQVpjg55e3x3fLXfLOwEXvOrDtA5cI8S/Hk3zNAoe7nsyxw//5GzE//6bXzNJkp0G+fuEo/c8cY3dEXouvpPFNUYP/ZORDaliMyQdNkiW4sqMPjoJqop0FK3SrP7nqenZFqleg8UapSbbgecaGiGe8J3DLXyY6hoX564w0idzlPaaHiCflclM1y4glNpYGBtQs5NhODQQ8jnzIKf54loPiW5NNEb5DC0g8uPE4LV0ZYDQH4Qz1LPuMdET9dSVSYcgp/ZpoVqhj833sMjQaEsvy9vufcUuQTxul+8IMfkKZplg/NoUOH6OzZs/R7v/d77PdKpUZzMUk6eTxrl95jUU7dwNjzzQLYTNxUqVSeqkJei2SIYvYaTV15mwI9rf10JEruLBm+SVKrVaqRRldmk5Y0dTbND3++bIVJ7ms7YAB/Y0aGok3eKnq52vJnubyNt58/6Gz59zAPDHkmulmAU1XW/dqRkOAUs8E4agVrRLNzfLxRdQzdsGuzWtSqNjmqqpA54lvy2qS/E/47PR2nuTmu1jGM1tfzZqFkNBaA+XKVahv0+lo9O2uFw8HXrqtXr1rGoM3X0WNyZQn8GN64Os/mwJcD7t1rmQIzyVxJMo/7fUF0bbViZUt9hquFW5BPBUGmOSq1Fu9Hp9DgI7Rw9es0c/k77HdgIhkeeowCvXdTRdFWdQ0MQTZhXOH6bIqyQvVposMmXsda4BIEkF355Ki0Xts6RdVmJlt1qNb3Ohb20bd0jWayRfr66Um6r3/5xgPMNf/w9HWWwGioCv3E3iEaMfQlrw0m74Vzf0Yzl79LfXsP8t/zCr8nzzAtLjb6TPWItbwU3UGqblA6NEYICZ3wu9f0vmPjn6DrJ36HEWD4P/veFWNb3+OdwC/I6asLGUo0jSuei3NCqEevf16qay95y8co63iFSv1nKaOWKLfCNSoX+LqvqDql0lVSlMa/r++JEAnyqaTRLX/NbzQ2cs8xqbHrn8ubZHY/nxWB1eln9w/Tn5yZpDPJHP2X1y/QB0Z7LL8kBOAkF7fv2cCn65QqV+jqXNpKQIV34XZ/djfi2THEvh7Pl2hhgSe8McWbUOa6W9Ya2x+GIfYPJN5FOJFSLVXo/GXug4SUu+3yvkNiX7y0kKaEzcA7WSyzmgZ/qqMGLtffjyd82CKfytWldcig34/NjVI1lWZnFymZTFNZkE+wsdgu1+ZG7zk3Cnh9nSizNly72Srafffu3fTiiy9Sf38/zc5yzwEJ+eu+vvXFQlbWcajYasBNJd8PfJ9APmUTZ8kT5sl17ZCae50lyHlrJUqrbkrkS+QXs8AJIe0PVExyHumjKnicG3TNept8UPAaWn0+hkMjX8BJmRTfVINhd9vPEQd2OXYH8mm9n7emByhCV8ij1Wg8ECCqFJmxMaC7R7bM/WTiwAuzmapJxo4g1QyNai1eG2ad4fmUzeZY3Crgcnm3zPtgaBobqWnr/xyXe3bWClw3QPrtxGJ9Lb8nzJx/GE/TqYUsjXvdLUmkK5kCvbWQpuMYXapUmU/FE0MRerAvTFobNQvSbVBE4U+9qrq1PsM1+D7JeX68n4DW+v14o3dTZv4dKuWnyBs9QqGBx1nqGpqbxNxyOgcCuvFzkbJ3URhvYys0aH33m1dItVOmlwoi9a7d2tYpTEQoS7gN63vhPTw2GGGpTt+4Ok+Hw762PneFapX+6MwkXcoUyKEqLCVvwtd6LXX49pDDM8j8tTLzLzNfuKCHd0wNz/CSf9PHfBkQxKbS4z/zr+lPL4AwKrb9/itC9VFs/Mdo5uwfIt6L/56yxu+1jRASh+H5fKnhvSLNC8mwwIDL0fBnwb0PU/7cKappKUpMfZ+C/Q8v+zOKhaRlNl5lG3yjX5g2ErBScU2/85a/5puFjdhzlCbT/Zqpdz+fDoF1/TO7BunLV2bplbkU/e3lOcuQu9+1ve9zNLhAPi0WSrQoPHAC+vr2nFvl2fGqGqspMGGRLJTZWDz8nrD0oc7ytak1tjs8Hj8j2vRcmkgERuNun5zmnpk9Pf3b5n1HhXJrNte4L6LpBkA8gaQ/2AlIuAIHSVH+nimaFM2/5L0O4jxHCSo53MzOBxNXFvlk3BrranUD9pybjQ2dFYHC6c4772TqJzuOHz/ORvHuvvtuev3116nKTxQML7/8Mo2Pj1M0uvG+KbcC4PAPFNIXyKzVr1szTLNKmfib7Guf8F5cTOStQ7BlYOwyyDGxunGJ1cKeLgLlw3Lm4NHe+lhIK7NxCbtaZCPiU2G+61TK9IX+KfqHO/upmAWTbrIkLd2xdWSZ2GS0EF84ncsYztoT73K5jGVouZUAv6rmBLytiObr1i45RKqd7KbjIKwQwwqz6P/w9iX6nVPX6AezSUY8QZGCUYC/vxan/3LiCl0THbpmyGcVhWc7gmq7wGObrcczjPSiVoD5eO+en6ShQ79C0R0fYsTTRiSMgfwDvIa27tELdKGBOeLPIdY1+M+tB0gvk5H3qreRtD/WE2TpgDBMf2mGE0TNgJn775/mxBNey0/tHaKJZYzAsZ6EBh+3TN7vv/cuiglRldO3NGTBUFUrwfRMKm+Z+E6sQ/bt9A5TZOSD1q/VdX7W2wHNCYwS0zl+WMJz0hwuoIc8FJ54kn2dmn2ZapXW64VEtbTUbLz5XvO9b4I8j46SHtn+sv1bCdJw3Pq1LT68i5WBffIjo7307EiMERIgbLZy0l2nsCfeybog0DUbZ8BoOWokQCZr183GjW05atkJMFkUCATJUarXnRrG1OLzS8Jxtjp6hG/XnC1MCpAjd9Js3A5Vd1F45FnWpGyVSo6aSTFNqmk6XZmdZV64knxab0BMF1uUfELK3cTEBP3mb/4mS7Y7f/48/Zt/82/ozTffZKbjH//4x5kq4zd+4zfo3Llz9KUvfYn+4A/+gH72Z392I1/GLQV0qVGYmLWSIEhaI588Q7VKllTdRwGNF5aJSe4mks4UkVmEkzHFDvWx2M4bCciCvYIgwpjRcoj11g8eoWXIJ3thDkJrvbAIpnKKHciKmcvsl07fDtpq8DwySr6nd5Le355Mcrlk4l2Bslm+KUHVsJWAw489ZWkrpt01k0+4rn5/a5NrpH3hScLM+qV0np6fjNN/PH6ZfuvdK/Td6QRT/CDB6kjUTz+5Z5D+xZGd9InxPnb/wiT1v564Sl+9MsfkxXbIQkqmPG5nuG1EMYqC5aCqRtuD81oP+5dF4ibWpPXCJ+7XWZO3G8MOfUPSrrSYh43UalH3kuL6qSFOdH13KkEZ24gegF//7unrzAAc5MVP7x2iHb6VSQWXf4KcvnGmPNILr5BiFjGrxfaaVkASKPDCNCfA+t0O61C0Vviit1No6GnyhG9jZNStjoiNfLInGF4TXmjDXlfLe8kTPsACMMxqgVJzLy/7M6plvt8v9wxpYTc5Rpcf4exi86E1KZ8U9dZM6rqRwPPzUH+YPrVrgDV6gB3SK2abwi8adKlShf0f6JJPdcjksoRIO5zL8//GtmjC4UYhGAyRo5QnRahbc+kk21dQ8/t8WyMsqRPIREI02NBIk5AkYtSWjmyHL3qENSnt/pT2usknyr3LC4uNyqfus3Nrkk+IKf/t3/5tOnz4MP2Tf/JP6Ed+5EforbfeYmbjSLmDuul3f/d3WQoe/uy3fuu36Fd/9VfZ112031AxegfkU9yTqBXQxQZ80TsoFOKFTHIxT2a5SnMiTc5fI3KNhTblNWPWvpOHPdbHD/qqppA/6OpM+bQR6TIiorNa5qMKxQyP7mzFpN9saH7nssSTHLsD8vks5fO5tiOwNxtqwEY+ObZmYoP9uvX29rUlGKCmGRSdVSicnru+QHOFMpN8Hwx7WRz0Pz8yTp+Y6Kc9QS/rzh6JBehXbhul2yN+Vja8OLNI/9/jl+mMTT0lY6NvhThljL9JtOpi3ShExM+S6jLvOskSO/lUFP4sKxHrncL7+DgFPnGAVO/SQutQxEdDHidLr3t+knv6ADiI/O6p60yJBKL/c3uHacjb+UErNPgY+28hzX0inGhyiCjiZoyI7yvHJ3cuo6xaDQK991Bs7EeY6u1WR9iJQUpin6M0wLffn+0+OxTXwf5H2Nfp2ZepWsmtmHS3UQRuF5sHVW/cq7vKp7XjQNhHv3RwB312zyAN3ELKJ6nmkiOFXWAP1hv2pjlL+XSrk09hUs0a+U3+vouLXPXU1zdA2wlQjwdEXQWDcAn5dWyNNaP8/OfyBSqVil3l0xbEhq9isViMqZ3aAcTUn/3Zn230j72l4Q7solziHSqAfBriMnw7KsUEG8uTjHAQx9pMjjIqUeHdOYpfTxINOVla00Z06jsBDuXnU3lLgdAOQ6MhRjoNDAdZauFmjd1J5VOllKJarUzF3PUtq3zqBHLsLpFYsIhgqYbaSlADTqLJzJYeuwORB2kzxoNXkjAfDPvoeq7IWHwcym+P+ulAyLvsPQpvgk/u7Kc7on7668uzLGb2D85MMoXU+0d66iOytxj5tJLyaSMhfxYO+3biaCPG7iQ26vOBElVxtf5eGB14ZiRGv3f6Or0yl6QH+kIsfAG/hjQdBxEonqR8vVNAbeQO7qV88jT7tavFyJ1Es3pg5y2QtLLZwLgpFAt4tqF+whoAXBPeFsNNMdN2uEP7yXD3UTk/w9IKQ4NPrEA+bZ2x8S46g9Y0dqe0IYK76AxRl4P9f7tDjpXBB7KrfFqKsFQ+iTGt9xL5BOxdvEwH73mYLv3gW9tu5E4i5nJQqpxnn51UWcfXST4N+L10IbdIec1FAdOsK5+65NOWQXcV2wZwBbjyqVyYZWRJsydRJv5D/vf8E6Q7wxRwcPl9Rleo+NYMpSL8Yw75Nq8L9GB/mByqSkd7Wo8sSThdBn36C/d0LK/dqLE7eD4B1VKSStlrLOIYHWN4Pm1HSKJpYYF3QCC/3SyicTXQQD4BOHBvwOd4I4DrFonEaH5+lgYGlh8JgswfIzN9ntWPIu0NeemX/aP0jetx+v7MIr0RT9PpZM4ytr4llE+2z3gzyadm0nsjx+4kNquLBlJzT9DD0pz++vIcxQslRlhi7O+n9w5bKq/VIjjwWJ188rcn3fG5YawvV+HpM2P+Lvm0FuA6gnxCYY3xSKRASq+LIY9r2fUo2P8ozV/8M0rPvUL+nntbeqJJ8knvKp+2tecTiKdW4yRdvPcgawqsG1A/3Sp1wY1XPt3aJEMoxCdYiguztMvvptfmZXDX9iOf0Di7kM5beyE8iuueT2sjESX5WHJ6qKaoVNX5r1EzdbE10N3htklXzOEZYl8z9VM7o/HYXQ2y3IyItk+J/24m64tN84mh6IZtlBs9dqeL7jASE3LiAOb07tiShE0nkGN3yeTiljQbb1A+Mb+nrb30PPzwE/Tssx+lcFjEibQBRul2BT1r9sCB7PiDO3roH+8foT63gyW0YXTvVvF8ahi720zlU1PxuSHKp6bvsZnKtKeHuZHuuVSOEU+4lj+zb+3EE+Bw91Jk5CkK9x0md5AHW7QC1kQ5egei1SUSVLtYu+8TgGACU+zXK6kZ3EGeUmjWypSa/V7Lv1Ppjt1tW9hN97t+T11IyLpiNl9iawWGA6Sfahf1pvRisUzZcpU1SKSa5lZGIMDJJ4yUXb9+hSqVCjkcTksRtZ1gjcgJ4hBEK9KeofBea40lFVMlh8dSPW1EQEwXG4fuJ7GNRu9a+T7Vjca9rEC1mxRmhKdOJmBs+zGejSafFFW3uo25xLtb1u9ptconaWa71czGJfReL6lBJxmb4D22HoC8i8V6Nu3nQW788wd20JNDUbbpAiCjbqmxu03sRkLp5LCN8coxp/W+Fzs1vZn+AfAuwVgm0OtyMOJpI5oJof77aeL2z7T1e5LYH+Jk9mHxGrpYf+LddeH3tNzIXaP6iXs/ZeZepWqZjy5LYN23xu4c3c9oOxuOd/2eumgeu0NKLv+1fsumuK0Fcg+G8kmaVOOc47jFSQZd18nv5w30M2dOWiN327F5LlVqknySnyOaNWu916UNAYgnEFAbGRDTxcZg+7IR7zG4ArsoOf0dKqQvMrWTNGm1G43L35PKp4JCpB7upYxeIiqUtrVcF4QTDpPwcNkIzydAN4JUquQYebed/Z7snk8SW5V8QsJd4KP7bvbL2JJASsfjgxFGMsDfYbU+PlsRUi0EMmgzFTNsdNJpsCRC++tYD1AIgYCShtGbTeZ/ZKyX9oS8tDvgaUgR3Azc3RNgXk+bOTp5qyufpNk41GSd1gBQQJdy1yk58yJFhp+x/qwGI3KT35ea3iWfthsUVSNFdZJZK3aVT120bZp0zcYbIffgQrVGV8R6eqv7PdkT79LpFF2/fnXbjtzZPy/si9WauW6z8Xq9qbL7IuflarCu39PWwq1ND99CgOQeSh0UJ8XM1RZG43dafxcPnYyareyP0eJNOixt9GFy1OdmqhB0/jcCms07S9XcLNL6ViGfturYXReddfNGbxFfHQQPPDoQpg+P9m76z7an622E55O9E431dbPHHwxVpcMR/6YTT3L9hf9Ct3O4keQTNxsf6kD5BODahwYes5pO8H+UkKonKKBBZHSxfU3HVe29cXjuorOGlF093DUbbwQUTvL6nE3m3hMjdxLNI3a9vdsr6c5+T6OeqppEiVLZ8ntaD/mEvVL++6w3su3Pv7ciuuTTNgEeJpd/Z4PvU7PRuP3vyllxFLpWp36bM7+f2T1Iv3b72IZtwNJ0XKqetvPByul0bwvlUxfvLeCZemo4Rocim0+GRpz1ItS7QR1jqaCC18R2Xi+62HzIsVMYB8vUu9UonwCnf5x5E0LllJp5sUXSXVf1tF0hbQC6yqcu7JBR9Pzr7gG6GdJE+lI6z/7b497e55xOEQqFG8bwotEYbUdAUW75PuVLLFAFiNrqt/Wajm+2TUIXK6NLPm1L36fzLY3GW21YUtoPZnkjUuJudhdoI7xbrO9ni6Tezn5PgNPZ2D3vKp+6eK/DPiK2Uconr87Xn7BI2emii06BDr30Kzy+kLbu0dUo2Zj308CjVvOpUuIBE13yaftD03nDSFW7nk9d1GEPM9nO1hk3CrKpLn2x3ktjdxKxWC+p6vY938Vsvk9y7M6uXF/b92y8D7rKp62F7Xu3vgfhCnDlU7kww2T3zUbjdvjFgybnoPHgdTv17ZVPrm3s9wRg47ETUF5vV/nUxXsb0uAZpDtSCTdy7C58CyQRdnHzCNG3FzIdm403w+UfI6dvjMisUXL6BfZ7lXJqSUOli22qfOqO3XXRYs8BAiJMqIulyieJ9yL5BLPx7Qz5mc3kS5Swxu7W9zk2j+11lU9bC13yaZt5AsBwFFi8/twSo3E7pDz3akaST90Hrxm6gy/eMPo03Nt78bYn3qmqRk5n56McXXRxK2KHz0VDHifdGdu4A/nRniAdCvvont46cd1FF6sln66u0my8GdL7KRt/k8rFBZvyqat43a7QRTNM07ufYRetlU/dsbulsNuJOFW1gay7lWEYDivxrr9/kLYzZLjOmWSOamJSxz5uuqbv2VU+bWl0P41tOHqHtBvTrCwxGrdDblLS76kr121t4o74asPdR4qy/XlYSThB9dRVuXXxXgfMSH/+4MYqGnvdDvqHu7ansWcXW0eNJzG0RvLJ6RthHpCF9HlKTb9AVZHYag/R6GJ7wddzjFTdTZ7QwZv9UrrYQpBTDEC3jl9e+QS/p/dS7fvgg4/T4uIC9fVt75pEEkXyvIp9cr2fI8b28B3MmxQQ08Xy2P4n7vcYELdsfd1kNG6Hv0me29202vlnPEKe0D66FSAT77pm41100UUXW9d0HFBEGuRaIb2fsgtvUyk3xb7uej5tX2i6m/w9x0gzuvt3F+3G7rp1/HLKp/fKyJ1ET08v7d69b9sTboxssv16IxILkQ4s1U6wSdju1+hWQ5d82oZqHfg8tTMabyfP3e5Jd110PnbX9XvqoosuutjaJvgYNXCuIwTE6R0idwB+jybzfwS65FMXXdxakLU8vAtxoO6C2o5TvdfIp1tJpW7/HNdrNt5MYoW6ATFbDt2VbJsB7G1s7OMUHn6G3MH2ip3mDkl33vXWRyTCo1aj0d6b/VK66KKLLrpYhnxai9l4M6DctUPrGo530cUtBYzm7g166KH+1lMO73UgLVSS+M0m011sP98nILZBYgnYJABds/Gthy4jsQ2BtBv8v1OTQqBLPt36gPx2YGCIfL5u97uLLrroYqsB4++aQlQ11242bofDM8CaUPnkKVIUnVStGzTRRRe3EnRVoZ/Yw4OGumiN3QEPnUvlaNTP1f9dbD9AtQbD8Y0auwMQDJOvVOm+3noyYBdbA11G4hYFOgH4f7GK7IDurPh7RRUn0y+66KKLLrrYWlAVhfrdTrqeK9KYb2MOSvB+gvE4knC7vhZddNHFew0/vrOfKqbZHUvcxrCr1jZy7O5HJ7Z/kvmtiC4jcQsDUZVz1Rpz+e8uyl100UUXXXRxc/GpXQOUKFWofx1m43Y43L00eOAXSdE25vt10UUXXWwngHQ3usT7tob064JooptMd+ujSz7dwsDo3Vyh3B2566KL/397dx5iZdUGAPyZUVPTEj+pFEoLI1uwLCuKbF8Iqz/a/pA0sH2hKIsyKttoocKsKCvaaF9I2jfaKKR9hVay3coW2vd0Pp7TN8OMC1Pxvb53vL8fXJp5L8YZuM8973ne5zwnAOqXh3/8vw8A6dVn4P/1/wcAS8uIgf1j9H8GxvAB/VTwNgFZiWVY+1Y7nf4BAABoJL1aW2LCyGF1D4OlxF6sJjhZZ0hfx48CAAAA9VASswzLDv/9erXGmCFOPwMAAADqIfm0DBvQp1eMGzq47mEAAAAATcy2OwAAAAAqI/kEAAAAQGUknwAAAACojOQTAAAAAJWRfAIAAACgMpJPAAAAAFRG8gkAAACAykg+AQAAAFAZyScAAAAAKiP5BAAAAEBlJJ8AAAAAqIzkEwAAAACVaWlra2uLHi7/hAULevyfUfTq1Rrz5y+oexjQ44gd+OfEDfw7Ygf+HbEDy17ctLa2REtLS3MknwAAAABoTLbdAQAAAFAZyScAAAAAKiP5BAAAAEBlJJ8AAAAAqIzkEwAAAACVkXwCAAAAoDKSTwAAAABURvIJAAAAgMpIPgEAAABQGcknAAAAACoj+QQAAABAZSSfAAAAAKiM5BMAAAAAlZF8agALFiyIiy66KLbccssYM2ZMHHjggfHxxx/XPSxoKN9++21MmzYtttpqq9hoo41iwoQJ8cILL3S8//TTT8cee+wRG2ywQey8885x33331TpeaETvv/9+bLjhhjFr1qyOa2+++WZMnDixzD/bbbddXHfddbWOERrJnXfeGePHj4/Ro0fHLrvsEg888EDHe5988kkcfPDBZU4aN25czJgxI+bPn1/reKER/Pnnn3HhhRfGtttuW+acffbZJ1555ZWO98070NXll18ekyZN6nKtuzjpiTkEyacGcOmll8ZNN90UZ5xxRtxyyy3lg3TAAQfE77//XvfQoGFMmTIlXn755Zg+fXrccccdsc4668T+++8f7733XsyZM6csAPLLNxfVe++9dxx33HElIQX85Y8//ohjjz02fv75545r33zzTUyePDmGDx9e4urwww+P888/v/wMze6uu+6KE088sSyc84HGrrvu2jEXZTzlHJTy3u3UU0+Nm2++OS655JK6hw21mzlzZtx+++1lbZMJ3DXWWKOsbb744gvzDizkxhtvLA8vOvs7cdITcwi96x5As8sPx9VXX10WBNtss025dsEFF5RF9MMPP1xudKDZffjhhzF79uzyBTt27Nhy7eSTT46nnnoq7rnnnvj6669j1KhRcfTRR5f3Ro4cGW+88UZceeWVsfnmm9c8emgMF198cQwcOLDLtdtuuy369OkTp59+evTu3bvETsbbFVdcEXvuuWdtY4W6tbW1lcqNfffdtySf0qGHHloqbp977rmYO3dufPrppyWGBg0aFGuttVaZi84999w45JBDYrnllqv7T4DaPPLII2UNkxWBaerUqSUZldVPWYFr3oGIefPmxSmnnBLPPvtsrL766v/o/qyn5hBUPtXsrbfeip9++qnLAnnFFVeMddddN55//vlaxwaNYvDgweXLNrc9tGtpaSmv77//viwGFk4ybbbZZvHiiy+WBQQ0u5xPbr311jjnnHO6XM/Y2XTTTcuNTefY+eCDD+Krr76qYaTQGHKBnAmm3Xbbrcv1q666qlTaZuyst956JfHUOXZ+/PHHslUCmtmQIUPi8ccfL1tTcytqzj+ZkF177bXNO/A/r7/+ekkw3X333aVtSGfdxUlPzSFIPtXs888/L/8dNmxYl+srr7xyx3vQ7PLLdOutt+7yJPmhhx4qTwAyw5+xMnTo0EVi6Jdffillq9DMMkGb21BPOumkReaaJcVO+uyzz5bqOKHRkk8pt6nm9rq8wc8t3Y899li5LnZgyXK7ai6qt99++/LgMCsysjdNbiESO/CX7OOUVemrrbZaLKy7OOmpOQTJp5rl4jgtXJ7dt2/f+O2332oaFTS2l156KU444YTYaaedSqnpr7/+ukgMtf/eyPueYWnIXjTZ8HXhCo60uNjJ+SeZg2hmWcGUjj/++LJ9Ibc3bLHFFnHYYYeVfoJiB5bs3XffjRVWWKH0QMuqpzwQJrcHZVWg2IHudRcnPTWHoOdTzfr169exQG7/OeWHpn///jWODBq3j0DewOTpQtl4r/2LduEkU/vv4ohmlo1es3Q7e6MtTs47C8dO+03L8ssvv1TGCI0oqzZSVj3tvvvu5ec86CL7CV5zzTViB5YgqzKOOeaYuPbaa2PjjTcu17L6KRNSWeUhdqB73cVJT80hqHyqWXupXJ7+0Fn+vsoqq9Q0KmhMN9xwQxxxxBHl6N7LLrus4wlAxtHiYii/nPPJGzSrPBUlmyBnhWBWP+UrZYPLPBElS7oXFzvJHEQza//8ZyPxztZcc83Sx0bswOK9+uqr5TTIzn06U/a0yXYJYge6112c9NQcguRTzbLxXp4+lF3uO/fnyCdrm2yySa1jg0bSfpRonjo0ffr0LmWm+WQtTx/q7JlnninVUa2tvuZoXlkdeP/995cKqPZXOvLII+PMM88s80w25s+GsJ1jJ4/Fzoax0KyymfiAAQPKQrqzd955p/StydjJe7X27XntsZP/Ju/toFm196l5++23F4mdPNHLvAPd6y5OemoOwaqsZrmAnjhxYlkgPProo6VzfR4Xn1/c2c8G+Kvx61lnnRU77rhjOWUoT3n48ssvy+uHH36ISZMmxWuvvVbiaM6cOaU3x4MPPlgqO6CZ5dOvESNGdHmlvHHJ9/K43lw8Z3PY3BIxa9asslUi4wyaWW5jyDkke9bce++98dFHH8XMmTNj9uzZMXny5Nhhhx1ipZVWiqOOOqrcu+WW8Hwwst9++y3SgwOayfrrrx9jx44t/dJysZync82YMaP0SjvooIPMO/A3dBcnPTWH0NLmHPLaZUYzb1jyQ5XNxTJbOW3atFh11VXrHho0hNxilyelLE724sjj45988sk477zzyk1Oxk5uzxs/fvxSHys0ulGjRsXZZ59dGsCmTNxmFVQ+LcvFdC6e84YGiNLfKbd8z5s3L0aOHFnmlkw8pdxCdNppp5W+aoMGDYq99tqrvK/ilmb33XfflYTTE088UX7O7atTpkwpR8cn8w50NXXq1Jg7d25cf/31Hde6i5OemEOQfAIAAACgMh7NAAAAAFAZyScAAAAAKiP5BAAAAEBlJJ8AAAAAqIzkEwAAAACVkXwCAAAAoDKSTwAAAABURvIJAAAAgMpIPgEAAABQGcknAAAAACoj+QQAAABAVOW/T0C8WWuh63YAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples = phi(rng.standard_normal(size=(d ,100)))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12, 4), layout='tight')\n",
    "i = 1\n",
    "for sample in samples:\n",
    "    plt.plot(np.arange(0, len(sample)), sample, label=('asset number : '+str(i)))\n",
    "    plt.legend()\n",
    "    i +=1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d8ff622-af28-4b12-aba9-92a1b3b422fa",
   "metadata": {
    "tags": [
     "question"
    ]
   },
   "source": [
    "### Question: estimateur Monte Carlo \n",
    "\n",
    "Définir une fonction $\\psi: \\mathbf{R}^d \\times \\mathbf{R}_+ \\to \\mathbf{R}_+$ telle que\n",
    "\\begin{equation*}\n",
    "  \\psi(G_1, \\dots, G_d, K) = \n",
    "  \\biggl(\\frac{1}{d} \\sum_{i=1}^d \\Phi_i(G_1, \\dots, G_d) - K\\biggr)_+\n",
    "\\end{equation*}\n",
    "dans une fonction `python` appelée `psi`. Cette fonction doit fonctionner avec un échantillon $(G^{(j)}_1, \\dots, G^{(j)}_d)_{j=1,\\dots,n}$.  \n",
    "Ecrire et programmer l'estimateur de Monte Carlo pour estimer la quantité $\\mathbf{E}[X] = \\mathbf{E}[\\psi(G_1, \\dots, G_d, K)]$ où $(G_1, \\dots, G_d) \\sim \\mathcal{N}(0, I_d)$.  \n",
    "\n",
    "Pour différentes valeur de $K \\in \\{80,90,100,110,120\\}$ et $n = 100\\,000$ vous devez obtenir le tableau suivant: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "fbf3346e-91e5-4cbe-9c48-599ed101d177",
   "metadata": {
    "tags": [
     "question"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>var</th>\n",
       "      <th>lower</th>\n",
       "      <th>upper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>21.394471</td>\n",
       "      <td>228.318772</td>\n",
       "      <td>21.300818</td>\n",
       "      <td>21.488123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>12.860460</td>\n",
       "      <td>181.187947</td>\n",
       "      <td>12.777032</td>\n",
       "      <td>12.943889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>6.655165</td>\n",
       "      <td>111.553749</td>\n",
       "      <td>6.589702</td>\n",
       "      <td>6.720627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>2.998650</td>\n",
       "      <td>54.132985</td>\n",
       "      <td>2.953049</td>\n",
       "      <td>3.044252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>1.204158</td>\n",
       "      <td>21.976278</td>\n",
       "      <td>1.175102</td>\n",
       "      <td>1.233213</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          mean         var      lower      upper\n",
       "80   21.394471  228.318772  21.300818  21.488123\n",
       "90   12.860460  181.187947  12.777032  12.943889\n",
       "100   6.655165  111.553749   6.589702   6.720627\n",
       "110   2.998650   54.132985   2.953049   3.044252\n",
       "120   1.204158   21.976278   1.175102   1.233213"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.read_pickle(\"data/basket_mc.pkl\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "c5919e9a-e6e2-47f0-b8cd-71f38413b8e7",
   "metadata": {
    "tags": [
     "aremplir"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>var</th>\n",
       "      <th>mean_min</th>\n",
       "      <th>mean_max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>24.212587</td>\n",
       "      <td>826.633234</td>\n",
       "      <td>24.034388</td>\n",
       "      <td>24.390785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>17.569934</td>\n",
       "      <td>671.034263</td>\n",
       "      <td>17.409380</td>\n",
       "      <td>17.730488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>12.417923</td>\n",
       "      <td>513.625142</td>\n",
       "      <td>12.277457</td>\n",
       "      <td>12.558389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>8.737951</td>\n",
       "      <td>394.529439</td>\n",
       "      <td>8.614843</td>\n",
       "      <td>8.861060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>6.113395</td>\n",
       "      <td>298.294274</td>\n",
       "      <td>6.006349</td>\n",
       "      <td>6.220441</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          mean         var   mean_min   mean_max\n",
       "80   24.212587  826.633234  24.034388  24.390785\n",
       "90   17.569934  671.034263  17.409380  17.730488\n",
       "100  12.417923  513.625142  12.277457  12.558389\n",
       "110   8.737951  394.529439   8.614843   8.861060\n",
       "120   6.113395  298.294274   6.006349   6.220441"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n = 100000\n",
    "strikes = [80, 90, 100, 110, 120]\n",
    "\n",
    "def psi(sample, K):\n",
    "    paths = phi(sample)\n",
    "\n",
    "    sum_paths = np.maximum(np.sum(paths, axis=0) / len(paths) - K, 0)\n",
    "    return sum_paths\n",
    "\n",
    "result_naif = pd.DataFrame({strike : monte_carlo(psi(rng.standard_normal(size=(d ,n)), strike), proba=0.95) for strike in strikes}).T\n",
    "result_naif"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "469f3249-caf3-46a0-8fea-671a2887a908",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "question"
    ]
   },
   "source": [
    "### Question: monte-carlo adaptatif \n",
    "\n",
    "Ecrire une fonction `monte_carlo_adaptive` pour calculer le prix à une précision $\\epsilon > 0$ fixée (telle que la taille de l'IC à un niveau de confiance donné soit plus petite que $\\epsilon$)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "ecc8a015-6811-4d51-aecb-65a043e4ee56",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "aremplir"
    ]
   },
   "outputs": [],
   "source": [
    "def monte_carlo_adaptatif(sample, proba=0.95, epsilon=0.0001):\n",
    "\n",
    "    V_n = np.inf\n",
    "    n = 1\n",
    "    X_n = 0\n",
    "\n",
    "    q_alpha = stats.norm.ppf(1 - (1 - proba)/2)\n",
    "\n",
    "    while q_alpha * np.sqrt(V_n/n) >= epsilon:\n",
    "        X_n = X_n * (n-1) / n + sample[n-1] / n\n",
    "        if (n-1) == 0:\n",
    "            V_n = np.inf\n",
    "        elif (n-1) == 1:\n",
    "            V_n = (sample[n-1] - X_n)**2 / (n-1)\n",
    "        else:\n",
    "            V_n = V_n * (n-2) / (n-1) + (sample[n-1] - X_n)**2 / n\n",
    "        n += 1\n",
    "\n",
    "\n",
    "    return {'mean':X_n, 'var':V_n, 'mean_min':X_n - epsilon, 'mean_max':X_n + epsilon, 'number_of_steps': n}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "d641357e",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>var</th>\n",
       "      <th>mean_min</th>\n",
       "      <th>mean_max</th>\n",
       "      <th>number_of_steps</th>\n",
       "      <th>exact</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.2</th>\n",
       "      <td>1.020335</td>\n",
       "      <td>0.042487</td>\n",
       "      <td>1.019335</td>\n",
       "      <td>1.021335</td>\n",
       "      <td>163212.0</td>\n",
       "      <td>1.020201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.5</th>\n",
       "      <td>1.132814</td>\n",
       "      <td>0.364209</td>\n",
       "      <td>1.131814</td>\n",
       "      <td>1.133814</td>\n",
       "      <td>1399092.0</td>\n",
       "      <td>1.133148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>1.648133</td>\n",
       "      <td>4.674074</td>\n",
       "      <td>1.647133</td>\n",
       "      <td>1.649133</td>\n",
       "      <td>17955263.0</td>\n",
       "      <td>1.648721</td>\n",
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       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "         mean       var  mean_min  mean_max  number_of_steps     exact\n",
       "0.2  1.020335  0.042487  1.019335  1.021335         163212.0  1.020201\n",
       "0.5  1.132814  0.364209  1.131814  1.133814        1399092.0  1.133148\n",
       "1.0  1.648133  4.674074  1.647133  1.649133       17955263.0  1.648721"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n = 100000000\n",
    "G = rng.standard_normal(n)\n",
    "betas = [0.2, 0.5, 1]\n",
    "\n",
    "\n",
    "result = pd.DataFrame({beta : monte_carlo_adaptatif(np.exp(beta * G), proba=0.95, epsilon=0.001) for beta in betas}).T\n",
    "result['exact'] = pd.Series([np.exp((beta**2)/2) for beta in betas], name='exact', index=betas)\n",
    "result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9416f9fa-c4e0-4597-8d9e-1dd3a872653f",
   "metadata": {
    "tags": [
     "question"
    ]
   },
   "source": [
    "### Question: variables antithétiques \n",
    "\n",
    "Sur le même modèle que précédemment, implémenter la méthode de Monte Carlo avec réduction de variance par variables antithétiques c'est à dire basée sur la représentation: \n",
    "\\begin{equation*}\n",
    "    \\mathbf{E}[X] = \\mathbf{E} \\Big[ \\frac{1}{2} \\bigl( \\psi(G_1, \\dots, G_d, K) + \\psi(-G_1, \\dots, -G_d, K) \\bigr) \\Big]\n",
    "\\end{equation*}\n",
    "Calculer le ratio de variance (variance de la méthode naïve divisée par variance par variables antithétiques) pour les différentes valeurs de $K$.  \n",
    "Que signifie ce ratio de variance?  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "02560fe6-d34d-4054-ac36-170b6c68cbfd",
   "metadata": {
    "tags": [
     "aremplir"
    ]
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>var</th>\n",
       "      <th>mean_min</th>\n",
       "      <th>mean_max</th>\n",
       "      <th>ratio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>24.136460</td>\n",
       "      <td>160.263942</td>\n",
       "      <td>24.057997</td>\n",
       "      <td>24.214923</td>\n",
       "      <td>0.196611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>17.605968</td>\n",
       "      <td>186.483102</td>\n",
       "      <td>17.521329</td>\n",
       "      <td>17.690606</td>\n",
       "      <td>0.280522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>12.573850</td>\n",
       "      <td>190.446392</td>\n",
       "      <td>12.488317</td>\n",
       "      <td>12.659383</td>\n",
       "      <td>0.357831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>8.732037</td>\n",
       "      <td>160.347570</td>\n",
       "      <td>8.653553</td>\n",
       "      <td>8.810521</td>\n",
       "      <td>0.389762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>6.100123</td>\n",
       "      <td>130.892254</td>\n",
       "      <td>6.029213</td>\n",
       "      <td>6.171032</td>\n",
       "      <td>0.451422</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          mean         var   mean_min   mean_max     ratio\n",
       "80   24.136460  160.263942  24.057997  24.214923  0.196611\n",
       "90   17.605968  186.483102  17.521329  17.690606  0.280522\n",
       "100  12.573850  190.446392  12.488317  12.659383  0.357831\n",
       "110   8.732037  160.347570   8.653553   8.810521  0.389762\n",
       "120   6.100123  130.892254   6.029213   6.171032  0.451422"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n = 100000\n",
    "strikes = [80, 90, 100, 110, 120]\n",
    "\n",
    "def psi(sample, K):\n",
    "    paths = phi(sample)\n",
    "    sum_paths = np.maximum(np.sum(paths, axis=0) / len(paths) - K, 0)\n",
    "    return sum_paths\n",
    "\n",
    "result_anthithetique = {}\n",
    "for strike in strikes:\n",
    "    G = rng.standard_normal(size=(d ,n))\n",
    "    \n",
    "    result_anthithetique[strike] = monte_carlo(0.5 * (psi(G, strike) + psi(-G, strike)), proba=0.95)\n",
    "    \n",
    "result_anthithetique = pd.DataFrame(result_anthithetique).T\n",
    "result_anthithetique['ratio'] = result_anthithetique['var'] / result_naif['var']\n",
    "result_anthithetique"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "806f8959-f831-43da-ae57-cbb36e2ee66a",
   "metadata": {},
   "source": [
    "## Option panier: une variable de contrôle \n",
    "\n",
    "Dans le cas de la dimension 1 ($d=1$), le prix est donnée par une formule fermée, on appelle cette formule la formule de Black-Scholes. Pour une option Basket (en dimension $d \\ge 2$) on approche le prix par Monte Carlo mais on peut utiliser des approximations pour construire un problème unidimensionnel proche du produit Basket. Ces approximations servent de variables de contrôles: **on ne rajoute pas une erreur, on retire de la variance**.\n",
    "\n",
    "On rappelle que, en posant $\\mu_i = r - \\frac{1}{2}\\sigma_i^2$,\n",
    "\\begin{equation*}\n",
    "    X = \\biggl(\\frac{1}{d} \\sum_{i=1}^d S^i_0 e^{\\mu_i T + \\sigma_i \\sqrt{T}  \\tilde G_i}  - K\\biggr)_+\n",
    "\\end{equation*}\n",
    "et en introduisant $a^i_0 = \\frac{S^i_0}{\\sum_{j=1}^d S^j_0}$ (t.q. $\\sum a^i_0 = 1$) et $\\bar S_0 = \\frac{1}{d} \\sum_{i=1}^d S^i_0$ on a \n",
    "\\begin{equation*}\n",
    "    X = \\biggl(\\bar S_0 \\sum_{i=1}^d a^i_0 e^{\\mu_i T + \\sigma_i \\sqrt{T}  \\tilde G_i}  - K\\biggr)_+.\n",
    "\\end{equation*}\n",
    "La variable de contrôle proposée est obtenue en échangeant l'exponentielle et la moyenne pondérée par les poids $\\big(a^i_0\\big)_{i=1,\\dots,d}$:\n",
    "\\begin{equation*}\n",
    "    Y = \\bigl(\\bar S_0 e^Z  - K\\bigr)_+\n",
    "    \\quad \\text{avec} \\quad \n",
    "    Z = \\sum_{i=1}^d a^i_0 \\big(\\mu_i T + \\sigma_i \\sqrt{T}  \\tilde G_i\\big) \n",
    "\\end{equation*}\n",
    "La variable aléatoire $Z$ suit une loi gaussienne $Z \\sim \\mathcal{N}(m T, s^2 T)$ avec\n",
    "\\begin{equation*}\n",
    "    m = \\sum_{i=1}^d a^i_0 \\mu_i\n",
    "    \\quad \\text{et} \\quad\n",
    "    s^2 = \\sum_{j=1}^d \\Big( \\sum_{i=1}^d a^i_0 \\sigma_i L_{ij} \\Big)^2. \n",
    "\\end{equation*}\n",
    "Ainsi l'espérance de la variable de contrôle $Y$ est connue par la formule de Black-Scholes, car elle correspond au prix d'un call de strike $K$ d'un actif Black-Scholes de dimension 1, de valeur initiale $\\bar S_0$, de taux $\\rho = m+\\frac{1}{2} s^2$ et de volatilité $s$ (à un facteur d'actualisation près... attention à ça). On a donc \n",
    "\\begin{equation*}\n",
    "    e^{-\\rho T} \\mathbf{E} \\big[ Y \\big] = P_{\\text{BS}}\\big(\\bar S_0, \\rho, s, T, K\\big),\n",
    "\\end{equation*}\n",
    "où \n",
    "\\begin{equation*}\n",
    "    P_{\\text{BS}}\\big(x, r, \\sigma, T, K\\big) = x F_{\\mathcal{N}(0,1)}(d_1) - K e^{-r T} F_{\\mathcal{N}(0,1)}(d_2),\n",
    "\\end{equation*}\n",
    "avec $F_{\\mathcal{N}(0,1)}$ est la fonction de répartition de la loi normale centrée réduite et  la notation \n",
    "\\begin{equation*}\n",
    "    d_1 = \\frac{1}{\\sigma \\sqrt{T}} \\Big( \\log\\big( \\frac{x}{K} \\big) \n",
    "    + \\big(r + \\frac{\\sigma^2}{2}\\big) T \\Big)\n",
    "    \\quad \\text{et} \\quad\n",
    "    d_2 = d_1 - \\sigma \\sqrt{T}\n",
    "\\end{equation*}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47e5e558-f825-406d-8175-7f6cb8c427e0",
   "metadata": {
    "tags": [
     "question"
    ]
   },
   "source": [
    "### Question: préliminaires pour la variable de contrôle\n",
    "\n",
    "- Définir la fonction `price_call_BS` qui code la fonction $P_{\\text{BS}}\\big(x, r, \\sigma, T, K\\big)$ définie ci-dessus.\n",
    "- Initialiser les paramètres $\\bar S_0$, $(a^i_0)_{i=1,\\dots,d}$, $m$, $s^2$ et $\\rho$.\n",
    "- Calculer $\\mathbf{E}[Y]$ par la formule fermée.\n",
    "- Calculer $\\mathbf{E}[Y]$ par un estimateur Monte Carlo à partir de réalisations de $( G_1^{(j)}, \\dots,  G_d^{(j)})$, $j \\in \\{1, \\dots, n\\}$.\n",
    "- Vérifier que tout est cohérent."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "c91214d2-5864-4020-95dd-2bdee8445d3c",
   "metadata": {
    "tags": [
     "aremplir"
    ]
   },
   "outputs": [],
   "source": [
    "def price_call_BS(x, r, sigma, T, K):\n",
    "    \n",
    "    d1 = (np.log(x/K) + (r + 0.5 * (sigma**2))*T) / (sigma * np.sqrt(T))\n",
    "    d2 = d1 - sigma * np.sqrt(T)\n",
    "\n",
    "    return x * stats.norm.cdf(d1) - K * np.exp(-r * T) * stats.norm.cdf(d2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "5d6c6dd5-4501-40b3-989c-0417d3912b36",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "closed formula :\n",
      " 10.735610266398877\n",
      "previous one :\n",
      " {'mean': np.float64(12.528606507573198), 'var': np.float64(187.5242841563668), 'mean_min': np.float64(12.443732081774444), 'mean_max': np.float64(12.613480933371951)}\n",
      "after transformation :\n",
      " {'mean': np.float64(12.528606507573198), 'var': np.float64(187.5242841563668), 'mean_min': np.float64(12.443732081774444), 'mean_max': np.float64(12.613480933371951)}\n"
     ]
    }
   ],
   "source": [
    "d = 2\n",
    "T = 1\n",
    "r = 0.01\n",
    "sigma = np.arange(1 , d+1) / (2*d)\n",
    "K = 100\n",
    "rho = 0.2\n",
    "\n",
    "S_0 = np.full(d, 100)\n",
    "# S_0 = rng.uniform(80, 120, d)\n",
    "S_0_tilde = np.mean(S_0)\n",
    "a_0 = S_0 / np.sum(S_0)\n",
    "\n",
    "corr_matrix = np.ones(shape=(d, d)) * rho + np.eye(d, d) * (1 - rho)\n",
    "\n",
    "L = np.linalg.cholesky(corr_matrix)\n",
    "\n",
    "\n",
    "mu = r - (0.5 * sigma**2)\n",
    "m = a_0 @ mu\n",
    "\n",
    "s_2 = np.sum(((a_0 * sigma).T @ L)**2)\n",
    "rho_basket = m + 0.5 * s_2\n",
    "\n",
    "basket_price_closed_formula = price_call_BS(S_0_tilde, rho_basket, np.sqrt(s_2), T, K) * np.exp(rho_basket * T)\n",
    "\n",
    "print('closed formula :\\n', basket_price_closed_formula)\n",
    "\n",
    "G = rng.standard_normal(size=(d ,100000))\n",
    "\n",
    "def basket(sample, K):\n",
    "    shape = sample.shape\n",
    "    d = shape[0]\n",
    "\n",
    "    sigma_col = np.asarray(sigma).reshape(d, 1)\n",
    "    a_0_col = np.asarray(a_0).reshape(d, 1)\n",
    "    mu_col = np.asarray(mu).reshape(d, 1)\n",
    "\n",
    "    g_tilde = L @ sample\n",
    "\n",
    "    paths = S_0_tilde * a_0_col * np.exp(mu_col * T + sigma_col * np.sqrt(T) * g_tilde)\n",
    "    sum_paths = np.maximum(np.sum(paths, axis=0) - K, 0)\n",
    "    return sum_paths\n",
    "\n",
    "print('previous one :\\n', monte_carlo(0.5 * (basket(G, K) + basket(-G, K)), proba=0.95))\n",
    "print('after transformation :\\n', monte_carlo(0.5 * (psi(G, K) + psi(-G, K)), proba=0.95))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60e52cfa-01e9-451c-93e0-9a3a4d900485",
   "metadata": {
    "tags": [
     "question"
    ]
   },
   "source": [
    "### Question: MC avec variable de contrôle\n",
    "\n",
    "Implémenter l'estimateur de Monte Carlo avec variable de contrôle pour le calcul de $\\mathbf{E}[X]$ c'est à dire \n",
    "\\begin{equation*}\n",
    "    \\mathbf{E}\\big[ X \\big] = \\mathbf{E} \\big[\\psi(G_1,\\dots,G_d,K) - (Y - \\mathbf{E}[Y]) \\big],\n",
    "\\end{equation*}\n",
    "où $Y$ est la variable de contrôle introduite précédemment et $\\mathbf{E}[Y]$ est calculée par la formule fermée.  \n",
    "Comparer les ratios de variance pour les différentes valeurs de $K$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "f154c42e-2c8b-402a-b7fd-7dc9e8828fc8",
   "metadata": {
    "tags": [
     "aremplir"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "previous one :\n",
      " {'mean': np.float64(12.526607228868814), 'var': np.float64(24.693028313725225), 'mean_min': np.float64(12.495808324436123), 'mean_max': np.float64(12.557406133301505)}\n"
     ]
    }
   ],
   "source": [
    "def basket_control(sample, K):\n",
    "    shape = sample.shape\n",
    "    d = shape[0]\n",
    "\n",
    "    sigma_col = np.asarray(sigma).reshape(d, 1)\n",
    "    a_0_col = np.asarray(a_0).reshape(d, 1)\n",
    "    mu_col = np.asarray(mu).reshape(d, 1)\n",
    "\n",
    "    corr_matrix = np.ones(shape=(d, d)) * rho + np.eye(d, d) * (1 - rho)\n",
    "    L = np.linalg.cholesky(corr_matrix)\n",
    "\n",
    "    g_tilde = L @ sample\n",
    "\n",
    "    paths =  np.sum(a_0_col * (mu_col * T + sigma_col * np.sqrt(T) * g_tilde), axis=0)\n",
    "\n",
    "    Y = np.maximum(S_0_tilde * np.exp(paths) - K, 0)\n",
    "    \n",
    "    E_Y = price_call_BS(S_0_tilde, rho_basket, np.sqrt(s_2), T, K) * np.exp(rho_basket * T)\n",
    "    \n",
    "    return psi(sample, K) - (Y - E_Y)\n",
    "\n",
    "print('previous one :\\n', monte_carlo(basket_control(G, K), proba=0.95))"
   ]
  }
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