From 12cb922668f285f3274ca8a8ecb0f8a257080697 Mon Sep 17 00:00:00 2001 From: GStechschulte Date: Mon, 23 Oct 2023 09:50:38 +0200 Subject: [PATCH] finish regression w/survival responses and summary section --- docs/notebooks/survival_model.ipynb | 1385 +++------------------------ 1 file changed, 132 insertions(+), 1253 deletions(-) diff --git a/docs/notebooks/survival_model.ipynb b/docs/notebooks/survival_model.ipynb index d876440af..7ec09a2ad 100644 --- a/docs/notebooks/survival_model.ipynb +++ b/docs/notebooks/survival_model.ipynb @@ -6,7 +6,7 @@ "source": [ "# Survival Models\n", "\n", - "Survival models, also known as time-to-event models, are specialized statistical methods designed to analyze the time until the occurrence of an event of interest. In this notebook, a review of survival analysis and censored data is provided, followed by a survival model implementation in Bambi." + "Survival models, also known as time-to-event models, are specialized statistical methods designed to analyze the time until the occurrence of an event of interest. In this notebook, a review of survival analysis (using non-parametric and parametric methods) and censored data is provided, followed by a survival model implementation in Bambi." ] }, { @@ -32,7 +32,7 @@ "source": [ "## Left and right censoring\n", "\n", - "There are two main \"types\" of censoring: right and left. Right sensoring occurs when $T \\ge Y$, i.e. the true event time $T$ is at least as large as the observed time $Y$. This is a consequence of $Y = \\text{min}(T, C)$. Right censoring derives its name from the notion that time is typically read and displayed from left to right. Left sensoring occurs when the true event time $T$ is less than or equal to the observed time $Y$. An example of left censoring could be in a study of pregnancy duration, suppose that patients are surveyed 250 days (8.2 months) after conception. Some patients may have already had their babies. For these patients, pregnancy duration is **less than** 250 days." + "There are two main \"types\" of censoring: right and left. Right sensoring occurs when $T \\ge Y$, i.e. the true event time $T$ is at least as large as the observed time $Y$. This is a consequence of $Y = \\text{min}(T, C)$. Right censoring derives its name from the notion that time is typically read and displayed from left to right. Left sensoring occurs when the true event time $T$ is less than or equal to the observed time $Y$. An example of left censoring could be in a study of pregnancy duration. Suppose that patients are surveyed 250 days (8.2 months) after conception. Some patients may have already had their babies. For these patients, pregnancy duration is **less than** 250 days." ] }, { @@ -65,7 +65,7 @@ "\n", "$$\\hat{S}(d_k) = \\prod_{j=1}^k \\frac{r_j - q_j}{r_j}$$\n", "\n", - "where $\\hat{S}(d_k)$ represents the estimated survival probability up to time $d_k$. The product is taken over all time points up to $k$, where an event occurred. The variables $r_j$ and $q_j$ denote the number of subjects at risk and the number of events at time $d_j$, respectively. The term $\\frac{r_j - q_j}{r_j}$ is the conditional probability of surviving the $j$-th time point given that an individual has survived up to just before $d_j$. Specifically, $r_j - q_j$ are the number of individuals who survived up to just before $d_j$ and $r_j$ is the number of individuals who survived up to just after $d_j$, and $r_j$ are those who were at risk $d_j$.\n", + "where $\\hat{S}(d_k)$ represents the estimated survival probability up to time $d_k$. The product is taken over all time points up to $k$, where an event occurred. The variables $r_j$ and $q_j$ denote the number of subjects at risk and the number of events at time $d_j$, respectively. The term $\\frac{r_j - q_j}{r_j}$ is the conditional probability of surviving the $j$-th time point given that an individual has survived just before $d_j$. Specifically, $r_j - q_j$ are the number of individuals who survived just before $d_j$ and $r_j$ is the number of individuals who survived just after $d_j$, and $r_j$ are those who were at risk $d_j$.\n", "\n", "Below is a Python function implementing the Kaplan-Meier estimator to estimate the survival function for cat adoptions." ] @@ -111,12 +111,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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LyZMno6ioSKpZvXo13NzcYGZmBgcHB7z11lvStoKCAkybNg329vYwMzNDz549kZCQIG0vPTW6b98+eHp6wtTUFMeOHYMQAuHh4WjevDnMzc3Rvn17fP/99zrHv3fvXrRo0QLm5ubo3bu3zrgf5c8//8Qrr7wCMzMztG7dGjExMeVqgoOD0aJFC1hYWKB58+aYN2+edLxRUVFYuHAhzpw5A4VCAYVCgaioKABAREQE2rZtC0tLSzg5OWHSpEnIz89/7JieFk+zEhERydjly5exe/du/PTTT8jJycHQoUOxZMkSKbDNnTsXX375JZYvX46ePXsiMzMTFy9eBADcu3cPvXv3xssvv4yjR4/CyMgIn332Gfr374+zZ8/CxMQEABAbGwtHR0fExsbir7/+wrBhw9ChQweMHTsWp06dwrRp07BlyxZ0794dt2/fxrFjx6TxzZ49Gz/88AM2b94MZ2dnhIeHo1+/fvjrr79gY2OjU/fvf/8bzZs3R8OGDfHxxx9j586dWLNmDdzc3HD06FG8++67aNy4MXr16oWrV69i8ODBmDBhAiZOnIhTp05h5syZlc6VVqvF4MGDYWdnh/j4eOTm5iIoKKhcnZWVFaKioqBWq3Hu3DmMHTsWVlZWmD17NoYNG4bk5GRER0fjwIEDAAClUgng4SNwVq5cCRcXF6SmpmLSpEmYPXs2Vq9eXf2/4CpgmCMiIpIxrVaLqKgoWFlZAQACAwNx8OBBLF68GHl5efj8888RGRmJkSNHAgBeeOEF9OzZEwCwfft2GBgYYMOGDdIzzzZt2oSGDRvi8OHD8PPzAwA0atQIkZGRMDQ0RMuWLTFw4EAcPHgQY8eOxZUrV2BpaQl/f39YWVnB2dkZL730EgDg7t27WLNmDaKiovDqq68CAL788kvExMRg48aNmDVrlnQcixYtgq+vr7RfREQEDh06BC8vLwBA8+bNcfz4caxbtw69evXCmjVr0Lx5cyxfvhwKhQLu7u44d+4cwsLCHjlXBw4cQEpKCtLS0tC0aVMAQEhIiDS2Uh9//LH0ZxcXF8ycORM7duzA7NmzYW5ujgYNGsDIyAgqlUpnv/8Nhq6urvj0008xceJEhjkiIiJ6NBcXFynIAYCjoyOys7MBACkpKSgoKICPj0+F+yYmJuKvv/7S2R8AHjx4gMuXL0vv27Rpo/MNBY6Ojjh37hwAwNfXF87OzmjevDn69++P/v37480334SFhQUuX76MoqIi9OjRQ9rX2NgYXbp0QUpKis5nenp6Sn++cOECHjx4IIW7UoWFhVJQTElJQbdu3XQevFsa/B4lJSUFzZo1k4Lco/b5/vvvsWLFCvz111/Iz89HcXExrK2tK+0beLiCGRISggsXLiA3NxfFxcV48OAB7t69C0tLy8fuX10Mc0RERHWMtbU1NBpNufY7d+6UCxXGxsY67xUKBbRaLQDA3Ny80s/RarXo1KkTtm7dWm5b48aNq/QZVlZWOH36NA4fPoz9+/fjk08+wYIFC5CQkCDddVv2mw6EEOXa/jfslPb9888/o0mTJjp1pqamUh9PqqJ9yo4jPj4ew4cPx8KFC9GvXz8olUps374dy5Ytq7Tv9PR0DBgwABMmTMCnn34KGxsbHD9+HGPGjNG5vvBZ4A0QREREdUzLli1x6tSpcu0JCQlwd3evcj9ubm4wNzfHwYMHK9zesWNH/Pnnn7C3t8eLL76o8yq9DqwqjIyM0LdvX4SHh+Ps2bNIS0vDoUOH8OKLL8LExATHjx+XaouKinDq1Cm0atXqkf21bt0apqamuHLlSrlxOTk5STXx8fE6+5V9X1G/V65cQUZGhtQWFxenU/Prr7/C2dkZH330ETw9PeHm5ob09HSdGhMTE5SUlOi0nTp1CsXFxVi2bBm6deuGFi1a6HzOs8QwR0REVMdMmjQJly9fxuTJk3HmzBn88ccfWLVqVbnrzB7HzMwMwcHBmD17Nr7++mtcvnwZ8fHx2LhxIwDgnXfegZ2dHV5//XUcO3YMqampOHLkCKZPn45r165V6TN++uknrFy5EklJSUhPT8fXX38NrVYLd3d3WFpaYuLEiZg1axaio6Nx4cIFjB07Fvfu3cOYMWMe2aeVlRU++OADzJgxA5s3b8bly5fx+++/Y9WqVdi8eTMAYMKECbh8+TLef/99XLp0Cdu2bZPuKn2Uvn37wt3dHSNGjMCZM2dw7NgxfPTRRzo1L774Iq5cuYLt27fj8uXLWLlyJXbt2qVTU3qDQ1JSEm7duoWCggK88MILKC4uxhdffIG///4bW7Zswdq1a6s0h0+Lp1mJiKheqsvfie3i4iIFDT8/Pzx48AAtWrRAVFQU/vWvfz1RX/PmzYORkRE++eQTZGRkwNHRERMmTAAAWFhY4OjRowgODsbgwYORl5eHJk2awMfHp0rXiAFAw4YNsXPnTixYsAAPHjyAm5sbvv32W7Rp0wYAsGTJEmi1WgQGBiIvLw+enp7Yt28fGjVqVGm/n376Kezt7REaGoq///4bDRs2RMeOHfHhhx8CAJo1a4YffvgBM2bMwOrVq9GlSxeEhIRg9OjRj+zTwMAAu3btwpgxY9ClSxe4uLhg5cqV6N+/v1Tz+uuvY8aMGZgyZQoKCgowcOBAzJs3DwsWLJBqhgwZgp07d6J37964c+cONm3ahFGjRiEiIgJhYWGYO3cuXnnlFYSGhmLEiBFVmsenoRB8jHSV5ObmQqlUQqPRwNrausafHF6Xf6kQEcnVgwcPkJqaCldXV5iZmel7OEQ6Kvv5LJs7KsPTrEREREQyxjBHREREJGMMc0REREQyxjBHREREJGMMc0RE9NzjvX5UF9XUzyXDHBERPbdKv7ng3r17eh4JUXmFhYUAoPNVadXB58wREdFzy9DQEA0bNpS+q9TCwqLc1zcR6YNWq8XNmzdhYWEBI6Oni2MMc0RE9FxTqVQAIAU6orrCwMAAzZo1e+r/YDDMERHRc02hUMDR0RH29vbP/AvPiZ6EiYkJDAye/oo3hjkiIqoXDA0Nn/raJKK6iDdAEBEREckYwxwRERGRjDHMEREREckYwxwRERGRjDHMEREREcmYXsNccXExPv74Y7i6usLc3BzNmzfHokWLoNVqpRohBBYsWAC1Wg1zc3N4e3vj/PnzOv0UFBRg6tSpsLOzg6WlJQYNGoRr167p1OTk5CAwMBBKpRJKpRKBgYG4c+dObRwmERER0TOj1zAXFhaGtWvXIjIyEikpKQgPD8fSpUvxxRdfSDXh4eGIiIhAZGQkEhISoFKp4Ovri7y8PKkmKCgIu3btwvbt23H8+HHk5+fD398fJSUlUk1AQACSkpIQHR2N6OhoJCUlITAwsFaPl4iIiKimKYQev33Y398fDg4O2Lhxo9Q2ZMgQWFhYYMuWLRBCQK1WIygoCMHBwQAersI5ODggLCwM48ePh0ajQePGjbFlyxYMGzYMAJCRkQEnJyfs3bsX/fr1Q0pKClq3bo34+Hh07doVABAfHw8vLy9cvHgR7u7ujx1rbm4ulEolNBoNrK2t4TLn5xqdi7QlA2u0PyIiIpKvsrmjMnpdmevZsycOHjyIP/74AwBw5swZHD9+HAMGDAAApKamIisrC35+ftI+pqam6NWrF06cOAEASExMRFFRkU6NWq2Gh4eHVBMXFwelUikFOQDo1q0blEqlVFNWQUEBcnNzdV5EREREdY1evwEiODgYGo0GLVu2hKGhIUpKSrB48WK8/fbbAICsrCwAgIODg85+Dg4OSE9Pl2pMTEzQqFGjcjWl+2dlZcHe3r7c59vb20s1ZYWGhmLhwoVPd4BEREREz5heV+Z27NiBb775Btu2bcPp06exefNm/Pvf/8bmzZt16sp+Aa0Q4rFfSlu2pqL6yvqZO3cuNBqN9Lp69WpVD4uIiIio1uh1ZW7WrFmYM2cOhg8fDgBo27Yt0tPTERoaipEjR0KlUgF4uLLm6Ogo7ZednS2t1qlUKhQWFiInJ0dndS47Oxvdu3eXam7cuFHu82/evFlu1a+UqakpTE1Na+ZAiYiIiJ4Rva7M3bt3DwYGukMwNDSUHk3i6uoKlUqFmJgYaXthYSGOHDkiBbVOnTrB2NhYpyYzMxPJyclSjZeXFzQaDU6ePCnV/Pbbb9BoNFINERERkRzpdWXutddew+LFi9GsWTO0adMGv//+OyIiIjB69GgAD0+NBgUFISQkBG5ubnBzc0NISAgsLCwQEBAAAFAqlRgzZgxmzpwJW1tb2NjY4IMPPkDbtm3Rt29fAECrVq3Qv39/jB07FuvWrQMAjBs3Dv7+/lW6k5WIiIiortJrmPviiy8wb948TJo0CdnZ2VCr1Rg/fjw++eQTqWb27Nm4f/8+Jk2ahJycHHTt2hX79++HlZWVVLN8+XIYGRlh6NChuH//Pnx8fBAVFQVDQ0OpZuvWrZg2bZp01+ugQYMQGRlZewdLRERE9Azo9TlzcsLnzBEREVFtkc1z5oiIiIjo6TDMEREREckYwxwRERGRjDHMEREREckYwxwRERGRjDHMEREREckYwxwRERGRjDHMEREREckYwxwRERGRjDHMEREREckYwxwRERGRjDHMEREREckYwxwRERGRjDHMEREREckYwxwRERGRjDHMEREREckYwxwRERGRjDHMEREREckYwxwRERGRjDHMEREREckYwxwRERGRjDHMEREREckYwxwRERGRjDHMEREREckYwxwRERGRjDHMEREREckYwxwRERGRjDHMEREREckYwxwRERGRjDHMEREREckYwxwRERGRjDHMEREREckYwxwRERGRjDHMEREREckYwxwRERGRjDHMEREREcmY3sPc9evX8e6778LW1hYWFhbo0KEDEhMTpe1CCCxYsABqtRrm5ubw9vbG+fPndfooKCjA1KlTYWdnB0tLSwwaNAjXrl3TqcnJyUFgYCCUSiWUSiUCAwNx586d2jhEIiIiomdGr2EuJycHPXr0gLGxMX755RdcuHABy5YtQ8OGDaWa8PBwREREIDIyEgkJCVCpVPD19UVeXp5UExQUhF27dmH79u04fvw48vPz4e/vj5KSEqkmICAASUlJiI6ORnR0NJKSkhAYGFibh0tERERU4xRCCKGvD58zZw5+/fVXHDt2rMLtQgio1WoEBQUhODgYwMNVOAcHB4SFhWH8+PHQaDRo3LgxtmzZgmHDhgEAMjIy4OTkhL1796Jfv35ISUlB69atER8fj65duwIA4uPj4eXlhYsXL8Ld3f2xY83NzYVSqYRGo4G1tTVc5vxcQ7PwUNqSgTXaHxEREclX2dxRGb2uzO3Zsweenp7417/+BXt7e7z00kv48ssvpe2pqanIysqCn5+f1GZqaopevXrhxIkTAIDExEQUFRXp1KjVanh4eEg1cXFxUCqVUpADgG7dukGpVEo1ZRUUFCA3N1fnRURERFTX6DXM/f3331izZg3c3Nywb98+TJgwAdOmTcPXX38NAMjKygIAODg46Ozn4OAgbcvKyoKJiQkaNWpUaY29vX25z7e3t5dqygoNDZWur1MqlXBycnq6gyUiIiJ6BvQa5rRaLTp27IiQkBC89NJLGD9+PMaOHYs1a9bo1CkUCp33QohybWWVramovrJ+5s6dC41GI72uXr1a1cMiIiIiqjV6DXOOjo5o3bq1TlurVq1w5coVAIBKpQKAcqtn2dnZ0mqdSqVCYWEhcnJyKq25ceNGuc+/efNmuVW/UqamprC2ttZ5EREREdU1eg1zPXr0wKVLl3Ta/vjjDzg7OwMAXF1doVKpEBMTI20vLCzEkSNH0L17dwBAp06dYGxsrFOTmZmJ5ORkqcbLywsajQYnT56Uan777TdoNBqphoiIiEiOjPT54TNmzED37t0REhKCoUOH4uTJk1i/fj3Wr18P4OGp0aCgIISEhMDNzQ1ubm4ICQmBhYUFAgICAABKpRJjxozBzJkzYWtrCxsbG3zwwQdo27Yt+vbtC+Dhal///v0xduxYrFu3DgAwbtw4+Pv7V+lOViIiIqK6Sq9hrnPnzti1axfmzp2LRYsWwdXVFStWrMA777wj1cyePRv379/HpEmTkJOTg65du2L//v2wsrKSapYvXw4jIyMMHToU9+/fh4+PD6KiomBoaCjVbN26FdOmTZPueh00aBAiIyNr72CJiIiInoFqPWeuefPmSEhIgK2trU77nTt30LFjR/z99981NsC6gs+ZIyIiotryzJ8zl5aWpvPtCqUKCgpw/fr16nRJRERERNXwRKdZ9+zZI/153759UCqV0vuSkhIcPHgQLi4uNTY4IiIiIqrcE4W5N954A8DDGxNGjhyps83Y2BguLi5YtmxZjQ2OiIiIiCr3RGFOq9UCePjIkISEBNjZ2T2TQRERERFR1VTrbtbU1NSaHgcRERERVUO1H01y8OBBHDx4ENnZ2dKKXamvvvrqqQdGRERERI9XrTC3cOFCLFq0CJ6ennB0dHzs96QSERER0bNRrTC3du1aREVFITAwsKbHQ0RERERPoFrPmSssLOR3mhIRERHVAdUKc++99x62bdtW02MhIiIioidUrdOsDx48wPr163HgwAG0a9cOxsbGOtsjIiJqZHBEREREVLlqhbmzZ8+iQ4cOAIDk5GSdbbwZgoiIiKj2VCvMxcbG1vQ4iIiIiKgaqnXNHBERERHVDdVamevdu3elp1MPHTpU7QERERERUdVVK8yVXi9XqqioCElJSUhOTsbIkSNrYlxEREREVAXVCnPLly+vsH3BggXIz89/qgERERERUdXV6DVz7777Lr+XlYiIiKgW1WiYi4uLg5mZWU12SURERESVqNZp1sGDB+u8F0IgMzMTp06dwrx582pkYERERET0eNUKc0qlUue9gYEB3N3dsWjRIvj5+dXIwIiIiIjo8aoV5jZt2lTT4yAiIiKiaqhWmCuVmJiIlJQUKBQKtG7dGi+99FJNjYuIiIiIqqBaYS47OxvDhw/H4cOH0bBhQwghoNFo0Lt3b2zfvh2NGzeu6XESERERUQWqdTfr1KlTkZubi/Pnz+P27dvIyclBcnIycnNzMW3atJoeIxERERE9QrVW5qKjo3HgwAG0atVKamvdujVWrVrFGyCIiIiIalG1Vua0Wi2MjY3LtRsbG0Or1T71oIiIiIioaqoV5vr06YPp06cjIyNDart+/TpmzJgBHx+fGhscEREREVWuWmEuMjISeXl5cHFxwQsvvIAXX3wRrq6uyMvLwxdffFHTYyQiIiKiR6jWNXNOTk44ffo0YmJicPHiRQgh0Lp1a/Tt27emx0dERERElXiilblDhw6hdevWyM3NBQD4+vpi6tSpmDZtGjp37ow2bdrg2LFjz2SgRERERFTeE4W5FStWYOzYsbC2ti63TalUYvz48YiIiKixwRERERFR5Z4ozJ05cwb9+/d/5HY/Pz8kJiY+9aCIiIiIqGqeKMzduHGjwkeSlDIyMsLNmzefelBEREREVDVPFOaaNGmCc+fOPXL72bNn4ejo+NSDIiIiIqKqeaIwN2DAAHzyySd48OBBuW3379/H/Pnz4e/vX62BhIaGQqFQICgoSGoTQmDBggVQq9UwNzeHt7c3zp8/r7NfQUEBpk6dCjs7O1haWmLQoEG4du2aTk1OTg4CAwOhVCqhVCoRGBiIO3fuVGucRERERHXJE4W5jz/+GLdv30aLFi0QHh6OH3/8EXv27EFYWBjc3d1x+/ZtfPTRR088iISEBKxfvx7t2rXTaQ8PD0dERAQiIyORkJAAlUoFX19f5OXlSTVBQUHYtWsXtm/fjuPHjyM/Px/+/v4oKSmRagICApCUlITo6GhER0cjKSkJgYGBTzxOIiIiorpGIYQQT7JDeno6Jk6ciH379qF0V4VCgX79+mH16tVwcXF5ogHk5+ejY8eOWL16NT777DN06NABK1asgBACarUaQUFBCA4OBvBwFc7BwQFhYWEYP348NBoNGjdujC1btmDYsGEAgIyMDDg5OWHv3r3o168fUlJS0Lp1a8THx6Nr164AgPj4eHh5eeHixYtwd3ev0jhzc3OhVCqh0WhgbW0Nlzk/P9FxPk7akoE12h8RERHJV9ncUZkn/gYIZ2dn7N27F7du3cJvv/2G+Ph43Lp1C3v37n3iIAcAkydPxsCBA8s9cDg1NRVZWVnw8/OT2kxNTdGrVy+cOHECAJCYmIiioiKdGrVaDQ8PD6kmLi4OSqVSCnIA0K1bNyiVSqmmIgUFBcjNzdV5EREREdU11foGCABo1KgROnfu/FQfvn37dpw+fRoJCQnltmVlZQEAHBwcdNodHByQnp4u1ZiYmKBRo0blakr3z8rKgr29fbn+7e3tpZqKhIaGYuHChU92QERERES1rFrfzVoTrl69iunTp+Obb76BmZnZI+sUCoXOeyFEubayytZUVP+4fubOnQuNRiO9rl69WulnEhEREemD3sJcYmIisrOz0alTJxgZGcHIyAhHjhzBypUrYWRkJK3IlV09y87OlrapVCoUFhYiJyen0pobN26U+/ybN2+WW/X7X6amprC2ttZ5EREREdU1egtzPj4+OHfuHJKSkqSXp6cn3nnnHSQlJaF58+ZQqVSIiYmR9iksLMSRI0fQvXt3AECnTp1gbGysU5OZmYnk5GSpxsvLCxqNBidPnpRqfvvtN2g0GqmGiIiISK6qfc3c07KysoKHh4dOm6WlJWxtbaX2oKAghISEwM3NDW5ubggJCYGFhQUCAgIAPPw+2DFjxmDmzJmwtbWFjY0NPvjgA7Rt21a6oaJVq1bo378/xo4di3Xr1gEAxo0bB39//yrfyUpERERUV+ktzFXF7Nmzcf/+fUyaNAk5OTno2rUr9u/fDysrK6lm+fLlMDIywtChQ3H//n34+PggKioKhoaGUs3WrVsxbdo06a7XQYMGITIystaPh4iIiKimPfFz5uorPmeOiIiIasszfc4cEREREdUdDHNEREREMsYwR0RERCRjDHNEREREMsYwR0RERCRjDHNEREREMsYwR0RERCRjDHNEREREMsYwR0RERCRjDHNEREREMsYwR0RERCRjDHNEREREMsYwR0RERCRjDHNEREREMsYwR0RERCRjDHNEREREMsYwR0RERCRjDHNEREREMsYwR0RERCRjRvoeAD3kMufnGu0vbcnAGu2PiIiI6iauzBERERHJGMMcERERkYwxzBERERHJGMMcERERkYwxzBERERHJGMMcERERkYwxzBERERHJGMMcERERkYwxzBERERHJGMMcERERkYwxzBERERHJGMMcERERkYwxzBERERHJGMMcERERkYwxzBERERHJGMMcERERkYzpNcyFhoaic+fOsLKygr29Pd544w1cunRJp0YIgQULFkCtVsPc3Bze3t44f/68Tk1BQQGmTp0KOzs7WFpaYtCgQbh27ZpOTU5ODgIDA6FUKqFUKhEYGIg7d+4860MkIiIieqb0GuaOHDmCyZMnIz4+HjExMSguLoafnx/u3r0r1YSHhyMiIgKRkZFISEiASqWCr68v8vLypJqgoCDs2rUL27dvx/Hjx5Gfnw9/f3+UlJRINQEBAUhKSkJ0dDSio6ORlJSEwMDAWj1eIiIiopqmEEIIfQ+i1M2bN2Fvb48jR47glVdegRACarUaQUFBCA4OBvBwFc7BwQFhYWEYP348NBoNGjdujC1btmDYsGEAgIyMDDg5OWHv3r3o168fUlJS0Lp1a8THx6Nr164AgPj4eHh5eeHixYtwd3d/7Nhyc3OhVCqh0WhgbW0Nlzk/P7uJqAFpSwbqewhERERUTWVzR2Xq1DVzGo0GAGBjYwMASE1NRVZWFvz8/KQaU1NT9OrVCydOnAAAJCYmoqioSKdGrVbDw8NDqomLi4NSqZSCHAB069YNSqVSqimroKAAubm5Oi8iIiKiuqbOhDkhBN5//3307NkTHh4eAICsrCwAgIODg06tg4ODtC0rKwsmJiZo1KhRpTX29vblPtPe3l6qKSs0NFS6vk6pVMLJyenpDpCIiIjoGagzYW7KlCk4e/Ysvv3223LbFAqFznshRLm2ssrWVFRfWT9z586FRqORXlevXq3KYRARERHVqjoR5qZOnYo9e/YgNjYWTZs2ldpVKhUAlFs9y87OllbrVCoVCgsLkZOTU2nNjRs3yn3uzZs3y636lTI1NYW1tbXOi4iIiKiu0WuYE0JgypQp2LlzJw4dOgRXV1ed7a6urlCpVIiJiZHaCgsLceTIEXTv3h0A0KlTJxgbG+vUZGZmIjk5Warx8vKCRqPByZMnpZrffvsNGo1GqiEiIiKSIyN9fvjkyZOxbds2/Pjjj7CyspJW4JRKJczNzaFQKBAUFISQkBC4ubnBzc0NISEhsLCwQEBAgFQ7ZswYzJw5E7a2trCxscEHH3yAtm3bom/fvgCAVq1aoX///hg7dizWrVsHABg3bhz8/f2rdCcrERERUV2l1zC3Zs0aAIC3t7dO+6ZNmzBq1CgAwOzZs3H//n1MmjQJOTk56Nq1K/bv3w8rKyupfvny5TAyMsLQoUNx//59+Pj4ICoqCoaGhlLN1q1bMW3aNOmu10GDBiEyMvLZHiARERHRM1annjNXl/E5c0RERFRbnuQ5c3pdmaNnpybDJoMhERFR3VUn7mYlIiIiouphmCMiIiKSMYY5IiIiIhljmCMiIiKSMYY5IiIiIhljmCMiIiKSMYY5IiIiIhljmCMiIiKSMYY5IiIiIhljmCMiIiKSMYY5IiIiIhljmCMiIiKSMYY5IiIiIhljmCMiIiKSMYY5IiIiIhljmCMiIiKSMSN9D4DqH5c5P9dof2lLBtZof0RERHLCMEePVdPhi4iIiGoOwxxRGTUZXrlqSEREzxqvmSMiIiKSMYY5IiIiIhnjaVaSPV7TR0RE9RnDHNEzxDt3iYjoWeNpViIiIiIZY5gjIiIikjGeZiWSEZ62JSKishjmiOoxPlOPiEj+eJqViIiISMYY5oiIiIhkjKdZiahG1PXn/fE0MBE9r7gyR0RERCRjXJkjInpCvKuYiOoShjkiqhfq+mlgIqLq4mlWIiIiIhljmCMiIiKSsXp1mnX16tVYunQpMjMz0aZNG6xYsQIvv/yyvodFRPVcXT4FzOv5iOq+ehPmduzYgaCgIKxevRo9evTAunXr8Oqrr+LChQto1qyZvodHRFQn1eWgWdMYXEmuFEIIoe9B1IauXbuiY8eOWLNmjdTWqlUrvPHGGwgNDX3s/rm5uVAqldBoNLC2tq5Xv+CIiOj5w/Bat5XNHZWpFytzhYWFSExMxJw5c3Ta/fz8cOLEiQr3KSgoQEFBgfReo9EAeDi5AKAtuPeMRktERPTsNZvxnb6HQJUozRlVWXOrF2Hu1q1bKCkpgYODg067g4MDsrKyKtwnNDQUCxcuLNfu5OT0TMZIREREVFZeXh6USmWlNfUizJVSKBQ674UQ5dpKzZ07F++//770/s6dO3B2dsaVK1ceO6n1UW5uLpycnHD16tXHLgfXR5yfx+McVY7zUznOz+NxjipX1+ZHCIG8vDyo1erH1taLMGdnZwdDQ8Nyq3DZ2dnlVutKmZqawtTUtFy7UqmsE3/JdZW1tTXnpxKcn8fjHFWO81M5zs/jcY4qV5fmp6qLR/XiOXMmJibo1KkTYmJidNpjYmLQvXt3PY2KiIiI6OnVi5U5AHj//fcRGBgIT09PeHl5Yf369bhy5QomTJig76ERERERVVu9CXPDhg3DP//8g0WLFiEzMxMeHh7Yu3cvnJ2dq7S/qakp5s+fX+GpV+L8PA7n5/E4R5Xj/FSO8/N4nKPKyXl+6s1z5oiIiIieR/XimjkiIiKi5xXDHBEREZGMMcwRERERyRjDHBEREZGMMcxVwerVq+Hq6gozMzN06tQJx44d0/eQ9CI0NBSdO3eGlZUV7O3t8cYbb+DSpUs6NUIILFiwAGq1Gubm5vD29sb58+f1NGL9Cg0NhUKhQFBQkNTG+QGuX7+Od999F7a2trCwsECHDh2QmJgoba/Pc1RcXIyPP/4Yrq6uMDc3R/PmzbFo0SJotVqppr7Nz9GjR/Haa69BrVZDoVBg9+7dOturMh8FBQWYOnUq7OzsYGlpiUGDBuHatWu1eBTPTmXzU1RUhODgYLRt2xaWlpZQq9UYMWIEMjIydPqor/NT1vjx46FQKLBixQqddjnMD8PcY+zYsQNBQUH46KOP8Pvvv+Pll1/Gq6++iitXruh7aLXuyJEjmDx5MuLj4xETE4Pi4mL4+fnh7t27Uk14eDgiIiIQGRmJhIQEqFQq+Pr6Ii8vT48jr30JCQlYv3492rVrp9Ne3+cnJycHPXr0gLGxMX755RdcuHABy5YtQ8OGDaWa+jxHYWFhWLt2LSIjI5GSkoLw8HAsXboUX3zxhVRT3+bn7t27aN++PSIjIyvcXpX5CAoKwq5du7B9+3YcP34c+fn58Pf3R0lJSW0dxjNT2fzcu3cPp0+fxrx583D69Gns3LkTf/zxBwYNGqRTV1/n53/t3r0bv/32W4VfnSWL+RFUqS5duogJEybotLVs2VLMmTNHTyOqO7KzswUAceTIESGEEFqtVqhUKrFkyRKp5sGDB0KpVIq1a9fqa5i1Li8vT7i5uYmYmBjRq1cvMX36dCEE50cIIYKDg0XPnj0fub2+z9HAgQPF6NGjddoGDx4s3n33XSEE5weA2LVrl/S+KvNx584dYWxsLLZv3y7VXL9+XRgYGIjo6OhaG3ttKDs/FTl58qQAINLT04UQnB8hhLh27Zpo0qSJSE5OFs7OzmL58uXSNrnMD1fmKlFYWIjExET4+fnptPv5+eHEiRN6GlXdodFoAAA2NjYAgNTUVGRlZenMl6mpKXr16lWv5mvy5MkYOHAg+vbtq9PO+QH27NkDT09P/Otf/4K9vT1eeuklfPnll9L2+j5HPXv2xMGDB/HHH38AAM6cOYPjx49jwIABADg/ZVVlPhITE1FUVKRTo1ar4eHhUS/nTKPRQKFQSKvh9X1+tFotAgMDMWvWLLRp06bcdrnMT735BojquHXrFkpKSuDg4KDT7uDggKysLD2Nqm4QQuD9999Hz5494eHhAQDSnFQ0X+np6bU+Rn3Yvn07Tp8+jYSEhHLbOD/A33//jTVr1uD999/Hhx9+iJMnT2LatGkwNTXFiBEj6v0cBQcHQ6PRoGXLljA0NERJSQkWL16Mt99+GwB/hsqqynxkZWXBxMQEjRo1KldT336PP3jwAHPmzEFAQID0RfL1fX7CwsJgZGSEadOmVbhdLvPDMFcFCoVC570QolxbfTNlyhScPXsWx48fL7etvs7X1atXMX36dOzfvx9mZmaPrKuv8wM8/F+wp6cnQkJCAAAvvfQSzp8/jzVr1mDEiBFSXX2dox07duCbb77Btm3b0KZNGyQlJSEoKAhqtRojR46U6urr/DxKdeajvs1ZUVERhg8fDq1Wi9WrVz+2vj7MT2JiIj7//HOcPn36iY+1rs0PT7NWws7ODoaGhuXSd3Z2drn/CdYnU6dOxZ49exAbG4umTZtK7SqVCgDq7XwlJiYiOzsbnTp1gpGREYyMjHDkyBGsXLkSRkZG0hzU1/kBAEdHR7Ru3VqnrVWrVtINRfX9Z2jWrFmYM2cOhg8fjrZt2yIwMBAzZsxAaGgoAM5PWVWZD5VKhcLCQuTk5Dyy5nlXVFSEoUOHIjU1FTExMdKqHFC/5+fYsWPIzs5Gs2bNpN/Z6enpmDlzJlxcXADIZ34Y5iphYmKCTp06ISYmRqc9JiYG3bt319Oo9EcIgSlTpmDnzp04dOgQXF1ddba7urpCpVLpzFdhYSGOHDlSL+bLx8cH586dQ1JSkvTy9PTEO++8g6SkJDRv3rxezw8A9OjRo9zjbP744w84OzsD4M/QvXv3YGCg+2vZ0NBQejRJfZ+fsqoyH506dYKxsbFOTWZmJpKTk+vFnJUGuT///BMHDhyAra2tzvb6PD+BgYE4e/aszu9stVqNWbNmYd++fQBkND96uvFCNrZv3y6MjY3Fxo0bxYULF0RQUJCwtLQUaWlp+h5arZs4caJQKpXi8OHDIjMzU3rdu3dPqlmyZIlQKpVi586d4ty5c+Ltt98Wjo6OIjc3V48j15//vZtVCM7PyZMnhZGRkVi8eLH4888/xdatW4WFhYX45ptvpJr6PEcjR44UTZo0ET/99JNITU0VO3fuFHZ2dmL27NlSTX2bn7y8PPH777+L33//XQAQERER4vfff5fuxqzKfEyYMEE0bdpUHDhwQJw+fVr06dNHtG/fXhQXF+vrsGpMZfNTVFQkBg0aJJo2bSqSkpJ0fm8XFBRIfdTX+alI2btZhZDH/DDMVcGqVauEs7OzMDExER07dpQexVHfAKjwtWnTJqlGq9WK+fPnC5VKJUxNTcUrr7wizp07p79B61nZMMf5EeK///2v8PDwEKampqJly5Zi/fr1Otvr8xzl5uaK6dOni2bNmgkzMzPRvHlz8dFHH+n8w1vf5ic2NrbC3zsjR44UQlRtPu7fvy+mTJkibGxshLm5ufD39xdXrlzRw9HUvMrmJzU19ZG/t2NjY6U+6uv8VKSiMCeH+VEIIURtrAASERERUc3jNXNEREREMsYwR0RERCRjDHNEREREMsYwR0RERCRjDHNEREREMsYwR0RERCRjDHNEREREMsYwR0RERCRjDHNEREREMsYwR0T0GKNGjYJCoYBCoYCxsTEcHBzg6+uLr776ClqtVt/DI6J6jmGOiKgK+vfvj8zMTKSlpeGXX35B7969MX36dPj7+6O4uFjfwyOieoxhjoioCkxNTaFSqdCkSRN07NgRH374IX788Uf88ssviIqKAgBERESgbdu2sLS0hJOTEyZNmoT8/HwAwN27d2FtbY3vv/9ep9///ve/sLS0RF5eHgoLCzFlyhQ4OjrCzMwMLi4uCA0Nre1DJSKZYZgjIqqmPn36oH379ti5cycAwMDAACtXrkRycjI2b96MQ4cOYfbs2QAAS0tLDB8+HJs2bdLpY9OmTXjrrbdgZWWFlStXYs+ePfjPf/6DS5cu4ZtvvoGLi0ttHxYRyYyRvgdARCRnLVu2xNmzZwEAQUFBUrurqys+/fRTTJw4EatXrwYAvPfee+jevTsyMjKgVqtx69Yt/PTTT4iJiQEAXLlyBW5ubujZsycUCgWcnZ1r/XiISH64MkdE9BSEEFAoFACA2NhY+Pr6okmTJrCyssKIESPwzz//4O7duwCALl26oE2bNvj6668BAFu2bEGzZs3wyiuvAHh4o0VSUhLc3d0xbdo07N+/Xz8HRUSywjBHRPQUUlJS4OrqivT0dAwYMAAeHh744YcfkJiYiFWrVgEAioqKpPr33ntPOtW6adMm/N///Z8UBjt27IjU1FR8+umnuH//PoYOHYq33nqr9g+KiGSFYY6IqJoOHTqEc+fOYciQITh16hSKi4uxbNkydOvWDS1atEBGRka5fd59911cuXIFK1euxPnz5zFy5Eid7dbW1hg2bBi+/PJL7NixAz/88ANu375dW4dERDLEa+aIiKqgoKAAWVlZKCkpwY0bNxAdHY3Q0FD4+/tjxIgROHfuHIqLi/HFF1/gtddew6+//oq1a9eW66dRo0YYPHgwZs2aBT8/PzRt2lTatnz5cjg6OqJDhw4wMDDAd999B5VKhYYNG9bikRKR3HBljoioCqKjo+Ho6AgXFxf0798fsbGxWLlyJX788UcYGhqiQ4cOiIiIQFhYGDw8PLB169ZHPlZkzJgxKCwsxOjRo3XaGzRogLCwMHh6eqJz585IS0vD3r17YWDAX9VE9GgKIYTQ9yCIiOqTrVu3Yvr06cjIyICJiYm+h0NEMsfTrEREteTevXtITU1FaGgoxo8fzyBHRDWCa/dERLUkPDwcHTp0gIODA+bOnavv4RDRc4KnWYmIiIhkjCtzRERERDLGMEdEREQkYwxzRERERDLGMEdEREQkYwxzRERERDLGMEdEREQkYwxzRERERDLGMEdEREQkY/8PDl1uiT7bzPQAAAAASUVORK5CYII=", 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", 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" ] @@ -128,13 +128,20 @@ "source": [ "plt.figure(figsize=(7, 3))\n", "plt.hist(cats_new[\"days_to_event\"], bins=250, label=\"Uncensored data\")\n", - "plt.xlim(0, 150) # truncate for visibility\n", + "plt.xlim(0, 186) # limit to 6 months for visibility\n", "plt.title(\"Days Until Adoption\")\n", "plt.ylabel(\"Count\")\n", "plt.xlabel(\"Days\")\n", "plt.legend();" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The distribution of days until adoption exhibits a long tail with most cats (if we observe the adopt event) being adopted within the first month of inception. Note that the plot has been truncated to six months for better visibility." + ] + }, { "cell_type": "code", "execution_count": 4, @@ -177,12 +184,26 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "observed_adoption_times = cats_new[cats_new[\"adopt\"] == \"right\"][\"days_to_event\"].values\n", + "adoption = (cats_new[\"adopt\"] == \"right\").values\n", + "evaluation_times = np.arange(0, max(cats_new[\"days_to_event\"]), 1)\n", + "adoption_km_estimates = kaplan_meier_estimator(\n", + " observed_adoption_times, adoption, evaluation_times\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 40, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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" ] @@ -192,45 +213,44 @@ } ], "source": [ - "observed_adoption_times = cats_new[cats_new[\"adopt\"] == \"right\"][\"days_to_event\"].values\n", - "adoption = (cats_new[\"adopt\"] == \"right\").values\n", - "evaluation_times = np.arange(0, 30, 1)\n", - "adoption_km_estimates = kaplan_meier_estimator(\n", - " observed_adoption_times, adoption, evaluation_times\n", - ")\n", - "\n", "plt.figure(figsize=(7, 3))\n", "plt.step(evaluation_times, adoption_km_estimates, where=\"post\", label=\"Kaplan-Meier Estimate\")\n", "plt.xlabel(\"Days\")\n", "plt.ylabel(\"Cat Adoption Probability\")\n", "plt.title(\"Probability of a Cat Not Being Adopted by time $d_k$\")\n", - "plt.ylim(0, 1.05)\n", + "plt.xlim(0, 30)\n", "plt.legend()\n", "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The Kaplan-Meier estimator shows that by the fifth day, the probability of a cat not being adopted is about $0.15$ percent. By the 30th day, the probability of a cat not being adopted has fallen to nearly $0$. In the sections below, we will discuss how to perform survival analysis using parametric models." + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The `pm.Censored` distribution\n", "\n", - "The [censored distribution](https://www.pymc.io/projects/docs/en/latest/api/distributions/censored.html) from PyMC allows us to make use of a sequential construction, similar to the Kaplan-Meier estimator outlined above, to model censored data. To understand the `pm.Censored` distribution, lets reason how a distribution may be used to model censored data. For observed adoptions, probability of observed waiting time is distributed according to an exponential to some rate $\\lambda$\n", + "The [censored distribution](https://www.pymc.io/projects/docs/en/latest/api/distributions/censored.html) from PyMC allows us to make use of a sequential construction, similar to the Kaplan-Meier estimator outlined above, to model censored data. To understand the `pm.Censored` distribution, lets reason how a distribution may be used to model censored data. For observed adoptions, the probability of observed waiting time can be distributed according to an exponential with some rate $\\lambda$\n", "$$D_i \\sim \\text{Exponential}(\\lambda_i)$$\n", "or\n", "$$Pr(D_i | \\lambda_i) = \\lambda_i \\text{exp}(-\\lambda_i D_i)$$\n", - "It’s the censored cats that are tricky. If something else happened before a cat could be adopted, or it simply hasn’t been adopted yet, then we need the **probability of not being adopted, conditional on the observation time so far**. One way to motivate this is to image a cohort of 100 cats, all joining the shelter on the same day. \n", + "It’s the censored cats that are tricky. If something else happened before a cat could be adopted, or it simply hasn’t been adopted yet, then we need the probability of not being adopted, conditional on the observation time so far. One way to motivate this is to image a cohort of 100 cats, all joining the shelter on the same day. \n", "- If half have been adopted after 30 days, then the probability of waiting 30 days and still not being adopted is 0.5. \n", "- If after 60 days, only 25 remain, then the probability of waiting 60 days and not yet being adopted is 0.25. \n", - "- Any given rate of adoption implies a proportion of the cohort of 100 cats that will remain after any given number of days.\n", "\n", - "This probability comes from the cumulative probability distribution. A cumulative distribution gives the proportion of cats adopted before or at a certain number of days. So $1 - \\text{CDF}$ gives the probability a cat is not adopted by the same number of days—also known as the complementary cumulative distribution function (CCDF). If the exponential distribution is used, the CDF is\n", + "Thus, any given rate of adoption implies a proportion of the cohort of 100 cats that will remain after any given number of days. This probability comes from the cumulative probability distribution. A cumulative distribution gives the proportion of cats adopted before or at a certain number of days. So $1 - \\text{CDF}$ gives the probability a cat is not adopted by the same number of days—also known as the complementary cumulative distribution function (CCDF). If the exponential distribution is used, the CDF is\n", "$$Pr(D_i | \\lambda_i) = 1 - \\text{exp}(-\\lambda_i D_i)$$\n", "\n", - "so the complement is\n", + "where the complement is\n", "$$Pr(D_i | \\lambda_i) = \\text{exp}(-\\lambda_i D_i)$$\n", "\n", - "Which is what we need in our model since it is the probability of waiting $D_i$ days without being adopted yet. The `pm.Censored` from PyMC offers a convenient way to model censored data and is defined as\n", + "Which is what we need in our model since it is the probability of waiting $D_i$ days without being adopted yet. The `pm.Censored` from PyMC offers a convenient way to model censored data and the probability density function (PDF) is defined as\n", "\n", "\\begin{cases} \n", "0 & \\text{for } x < \\text{lower}, \\\\\n", @@ -251,12 +271,12 @@ "\n", "To understand how this is used, lets use Bambi to recover the parameters of the censored distribution with no predictors. Before the model is fit, `days_to_event` is scaled to represent months as the raw values contain very large values. This scaling ensures a smoother sampling process.\n", "\n", - "The `exponential` distribution is used to model the cat adoption rate parameter. But why not enter `censored` as the likelihood like we normally do in Bambi? The `pm.Censored` is indeed eventually used as the likelihood. However, there also needs to be a distribution that models the rate parameter. In this case it is the `exponential` distribution. This distribution is then used as input into the `pm.Censored` distribution. For more information on how to use the `pm.Censored` distribution, see the following PyMC documentation: [Bayesian regression models with truncated and censored data](https://www.pymc.io/projects/examples/en/latest/generalized_linear_models/GLM-truncated-censored-regression.html#run-the-truncated-and-censored-regressions) and [Censored data models](https://www.pymc.io/projects/examples/en/latest/survival_analysis/censored_data.html)." + "The `exponential` distribution is used to model the cat adoption rate parameter. But why not enter `censored` as the likelihood like we normally do in Bambi? The `pm.Censored` is indeed eventually used as the likelihood. However, there also needs to be a distribution that models the rate parameter. In this example it is the `exponential` distribution. This distribution is then used as input into the `pm.Censored` distribution. For more information on how to use the `pm.Censored` distribution, see the following PyMC documentation: [Bayesian regression models with truncated and censored data](https://www.pymc.io/projects/examples/en/latest/generalized_linear_models/GLM-truncated-censored-regression.html#run-the-truncated-and-censored-regressions) and [Censored data models](https://www.pymc.io/projects/examples/en/latest/survival_analysis/censored_data.html)." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -303,28 +323,28 @@ "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 6, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "cat_model = bmb.Model(\n", + "model_1 = bmb.Model(\n", " \"censored(days_to_event / 31, adopt) ~ 1\", \n", " data=cats_new,\n", " family=\"exponential\",\n", " link=\"log\"\n", ")\n", - "cat_model.build()\n", - "cat_model.graph()" + "model_1.build()\n", + "model_1.graph()" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -370,7 +390,7 @@ "\n", "
\n", " \n", - " 100.00% [4000/4000 00:05<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [4000/4000 00:06<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -385,12 +405,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 500 tune and 500 draw iterations (2_000 + 2_000 draws total) took 5 seconds.\n" + "Sampling 4 chains for 500 tune and 500 draw iterations (2_000 + 2_000 draws total) took 6 seconds.\n" ] } ], "source": [ - "idata = cat_model.fit(\n", + "idata_1 = model_1.fit(\n", " tune=500,\n", " draws=500,\n", " random_seed=42, \n", @@ -401,7 +421,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -416,12 +436,12 @@ } ], "source": [ - "az.plot_trace(idata);" + "az.plot_trace(idata_1);" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -489,13 +509,13 @@ "Intercept 1099.0 1.0 " ] }, - "execution_count": 9, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "summary = az.summary(idata)\n", + "summary = az.summary(idata_1)\n", "summary" ] }, @@ -510,17 +530,35 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Cat adoption plots" + "### Cat adoption plots\n", + "\n", + "The plot below shows the estimated survival function and CCDF for cat adoptions. First, we compute the $0.95$ credible interval (CI) and median value for the intercept. Then, since a log-link was used, the values are exponentiated." ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "lambda_preds = np.quantile(\n", + " idata_1[\"posterior\"][\"Intercept\"], \n", + " [0.025, 0.5, 0.975]\n", + ")\n", + "\n", + "lambda_lower = 1 / np.exp(lambda_preds[0])\n", + "lambda_median = 1 / np.exp(lambda_preds[1])\n", + "lambda_upper = 1 / np.exp(lambda_preds[2])" + ] + }, + { + "cell_type": "code", + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -530,17 +568,13 @@ } ], "source": [ - "lambda_ = 1 / np.exp(summary[\"mean\"][\"Intercept\"])\n", - "lambda_lower = 1 / np.exp(summary[\"hdi_3%\"][\"Intercept\"])\n", - "lambda_upper = 1 / np.exp(summary[\"hdi_97%\"][\"Intercept\"])\n", - "\n", "t = np.linspace(0, max(cats_new[\"days_to_event\"] / 31), 100)\n", "S0 = scipy.stats.expon.sf\n", "cdf = scipy.stats.expon.cdf\n", "\n", "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(10, 3), sharey=True)\n", "\n", - "ax[0].plot(t, S0(lambda_ * t))\n", + "ax[0].plot(t, S0(lambda_median * t))\n", "ax[0].fill_between(t, S0(lambda_lower * t), S0(lambda_upper * t), alpha=0.25)\n", "ax[0].grid(True)\n", "ax[0].set_xlim(0, 12)\n", @@ -548,7 +582,7 @@ "ax[0].set_ylabel(\"Probability\")\n", "ax[0].set_title(\"Probability Not Being Adopted by Time $d_k$\")\n", "\n", - "ax[1].plot(t, cdf(lambda_ * t))\n", + "ax[1].plot(t, cdf(lambda_median * t))\n", "ax[1].fill_between(t, cdf(lambda_lower * t), cdf(lambda_upper * t), alpha=0.25)\n", "ax[1].grid(True)\n", "ax[1].vlines(1, 1, 1, linestyles=\"dashed\")\n", @@ -561,7 +595,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Analyzing the CCDF (the left plot), the probability of a cat waiting one month without being adopted is about $0.60$, whereas the probability of a cat being adopted by the first month is about $0.40$. Analyzing the CDF (right plot), the majority of cats, about $0.97$, are adopted by the sixth month. Now that we have an intuition on how `pm.Censored` is used for modeling censored data, in the next section, we will discuss on how to model censored data with predictors. " + "Analyzing the CCDF (the left plot), the probability of a cat waiting one month without being adopted is about $0.60$, whereas the probability of a cat being adopted by the first month is about $0.40$. Analyzing the CDF (right plot), the majority of cats, about $0.97$, are adopted by the sixth month. Now that we have an intuition on how `pm.Censored` is used for modeling censored data, in the next section, we will discuss how to model censored data with predictors. " ] }, { @@ -572,35 +606,40 @@ "\n", "It is often the case that we would like to understand how various predictors are associated with the survival function. For example, we may want to know if the survival function for cats of different colors or species is different. As outlined above, we cannot simply run a regression on the observed times $Y$ given some predictors $X$. What we are actually interested in is predicting the survival time $T$ given the predictors $X$. To achieve this, we first need to understand the Hazard function and the Cox proportional hazards model.\n", "\n", - "**TO DO: the two sections below need finished. Do we need them? The pm.Censored distribution does most of the work.**\n", - "\n", "### The hazard function\n", "\n", - "In survival analysis, it is often more convenient to express the survival function in terms of the hazards rate which is the instantaneous rate of an event occuring at time $t$ given that the event has not yet occured.\n", + "In survival analysis, it is often more convenient to express the survival function in terms of the hazards rate, which is closely related to the survival function $S(t)$, and is the instantaneous rate of an event occuring at time $t$ given that the event has not yet occured.\n", "\n", "\\begin{split}\\begin{align*}\n", "\\lambda(t)\n", - " & = \\lim_{\\Delta t \\to 0} \\frac{P(t < T < t + \\Delta t\\ |\\ T > t)}{\\Delta t} \\\\\n", - " & = \\lim_{\\Delta t \\to 0} \\frac{P(t < T < t + \\Delta t)}{\\Delta t \\cdot P(T > t)} \\\\\n", - " & = \\frac{1}{S(t)} \\cdot \\lim_{\\Delta t \\to 0} \\frac{S(t) - S(t + \\Delta t)}{\\Delta t}\n", - " = -\\frac{S'(t)}{S(t)}.\n", + " & = \\lim_{\\Delta t \\to 0} \\frac{P(t < T < t + \\Delta t\\ |\\ T > t) / \\Delta t}{Pr(T > t)} \\\\\n", + " & = \\lim_{{\\Delta t \\to 0}} \\frac{Pr(t < T \\leq t + \\Delta t) / \\Delta t}{Pr(T > t)} \\\\\n", + " & = \\frac{f(t)}{S(t)}\n", "\\end{align*}\\end{split}\n", "\n", + "where\n", "\n", - "where $T$ is the (unobserved) survival time. The Hazard function is closely related to the survival function $S(t)$, and it is a key approach for modeling survival data as a function of predictors.\n", - "\n", + "$$f(t) = \\lim_{{\\Delta t \\to 0}} \\frac{Pr(t < T \\leq t + \\Delta t)}{\\Delta t}$$\n", "\n", + "where $T$ is the (unobserved) survival time and $f(t)$ is the PDF associated with $T$. The relationship between the hazard function and the survival function can be described in terms of the likelihood $L$\n", "\n", - "However, it is typical to phrase the model in terms of the cumulative hazard function\n", - "\n", - "$$\\Lambda(t) = -\\text{log} S(t)$$\n", + "\\begin{equation}\n", + "L_i = \n", + "\\begin{cases} \n", + "f(y_i) & \\text{if the } i\\text{th observation is not censored} \\\\\n", + "S(y_i) & \\text{if the } i\\text{th observation is censored}\n", + "\\end{cases}\n", + "\\end{equation}\n", "\n", + "If $Y = y_i$ and the $i\\text{th}$ observation is not censored, then the likelihood is the probability of the event in a tiny interval around time $y_i$. If the $i\\text{th}$ observation is censored, then the likelihood is the probability of surviving **at least** until time $y_i$. We have now seen two ways to model the survival times: (1) a non-parametric estimator such as Kaplan-Meier, and (2) a parametric model using the PDF $f(t)$ to estimate the hazard rate. However, what we would really like to do is to model the survival time as a function of the predictors. Thus, instead of working with the PDF $f(t)$, we work directly with the hazard function to model the survival time as a function of predictors.\n", "\n", "### The Cox proportional hazards model\n", "\n", - "Above, we developed a model with no predictors to recover the parameters of the cat adoption rate, and used this as input into the `pm.Censored` distribution. Since we would now like to add predictor(s), we need to reformulate our modeling task into a risk regression model as it allows us to model the hazard rate as a function of our predictors. Specifically, the Cox proportional hazards model. With predictors $X$ and regression coefficients $\\beta$, the hazard rate is modeled as\n", + "Above, we developed a model with no predictors to recover the parameters of the cat adoption rate, and used this as input into the `pm.Censored` distribution. Since we would now like to add predictor(s), we need to reformulate our modeling task into a risk regression model as it allows us to model the hazard rate as a function of our predictors. Specifically, the Cox proportional hazards model. With predictors $x_j$ and regression coefficients $\\beta$, the hazard rate is modeled as\n", + "\n", + "$$\\lambda(t|x_i) = \\lambda_0(t)\\text{exp}(\\sum_{j=1}^p x_{ij}\\beta_j)$$\n", "\n", - "$$\\lambda(t) = \\lambda_0(t)\\text{exp}(X\\beta)$$" + "where $\\lambda_{0}t$ is the baseline hazard rate independent of the predictors. This baseline hazard rate is unspecified (or unidentified) and means that we allow the instantaneous probability of an event at time $t$, given that a subject has survived at least until time $t$, to take any form. Practically speaking, this means that the hazard function is very flexible and can model a wide range of relationships between the covariates and survival time. One can interpret the Cox proportional hazards model as a one-unit increase in $x_{ij}$ corresponds to an increase in $\\lambda(t, x_i)$ by a factor of $\\text{exp}(\\beta_j)$. In the next section, it is discussed how to develop a regression model with survival responses and predictors." ] }, { @@ -616,16 +655,16 @@ "$$\\mu = \\alpha + \\beta X$$\n", "$$\\lambda \\sim \\mathcal{N}(\\mu, \\sigma)$$\n", "\n", - "where $\\lambda$ is then used as input into the `dist` argument of the `pm.Censored` distribution.\n", + "where $\\lambda$ is then passed to the `dist` argument of the `pm.Censored` distribution.\n", "\n", "### Cat adoption rates by color\n", "\n", - "However, thanks to Bambi's formula syntax abstraction, we can just drop in the predictors of interest. Below, `color_id` is added to model the survival probability of black and other colored cats." + "However, thanks to Bambi's formula syntax, we can just include the predictors of interest. Below, `color_id` is added to model the survival probability of black and other colored cats." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -685,10 +724,10 @@ "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -709,7 +748,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -755,7 +794,7 @@ "\n", "
\n", " \n", - " 100.00% [4000/4000 13:21<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [4000/4000 05:32<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -770,7 +809,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 500 tune and 500 draw iterations (2_000 + 2_000 draws total) took 802 seconds.\n" + "Sampling 4 chains for 500 tune and 500 draw iterations (2_000 + 2_000 draws total) took 333 seconds.\n" ] } ], @@ -786,7 +825,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -868,7 +907,7 @@ "color_id[1] 1652.0 1.0 " ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -881,12 +920,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Cat adoption plots" + "The summary output informs us that, on average, the rate parameter for other cats `color_id[0]` is lower than the rate for black cats `color_id[1]`. As performed above, lets plot the survival curves and CDFs for black and other colored cats to get a better understanding of the rate parameters." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Cat adoption plots\n", + "\n", + "In the inference data, we have posterior draws for `color_id` (with corresponding coordinates for other and black cats) where the values represent the sampled rates. However, it is also possible to obtain $Y$, in this example, months to event (as our data has been scaled) by calling `model.predict()` on the observed or new data. This will add a new data variable `censored(y, event)` to the posterior group of the inference data." ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -903,849 +951,6 @@ "cat_model.predict(idata, data=new_data, kind=\"mean\")" ] }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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\n", - " \n", - " 100.00% [8000/8000 00:13<00:00 Sampling 4 chains, 0 divergences]\n", - "
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Subsequently, motivated by modeling the survival function as a function of predictors, the hazards rate and Cox proportional hazards model was introduced. Modeling censored data in Bambi requires defining the response as `censored(y, event)` where `event` is left or right censoring. To add predictors to the model, simply include them in the formula. Bambi leverages the `pm.Censored` distribution from PyMC as the likelihood for censored data." ] }, { "cell_type": "code", - "execution_count": 91, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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jP3x1P24dasNTp5Yw2BrBx39+DzweCw3bwb++ayP2DLTgh0fmkAybHHwDAwMDAwMA+PCHP4wPf/jDa/7tvvvuO+21nTt3npb62Iy/+Zu/wd/8zd9cquatDdcFzmCib3CeyM8Bo48Du34a8F3am3YDgTcILJ00ZNfVhsQAUFy8NIqrs8ESMs26BAlMSoVWyQGJvos/nsGlgUcoDN/psavBVQp/hL8v8ZgasusaxWMnFnFoOoc//7k9iIZ8iIbWHuoN7RH86CNvQnyVaX2uUkci5Ec85Mef/PR1uG1jG776wiT+5gfHUW3YmMlWcMemNvzuvTsAADcNtsBxTBqjgYGBgYHBVYnRJ4FGGdj6tvVuyZWHDXeev8/QoviaVjJMtzO49Oi+Dqhk17sVwOwBINEPRNrWuyVXB8It8o/LHC9U8/xtXwJvMJu2Lctpc68VuC4wdxDo2A74guvdmtPhNPi7Xjz7+64GTO0FQi1AvFf72r0W4YpXV6MCBCKX7LDGs+saxWceOYmQ34PPPjEMew0SynFcfOm5cdQaDhIh/4py6M+PpnD3x3+EvWPMT/+Zm/rR1xLGv3/bNvynd+7Et16axqmFAr747DiqDUqS/8cPT+ADn30GByYzr8r1GRgYGBgYGFxCtGwA2javdyuuPDRqJK1aN57f+z3mOfJlRyC6/nPVdYGFY6ZK54VAEZSXW9mlCING9eKOM/kCkBrhv5NrFwq5ZlGY5/ye3rfeLVkbjQp/l5bWtx2XAqkR9vPGu4GdP7nerXllcN2LX9eKwMxNXXx7mmDIrmsQh6azeGY4hUrdwc/c2A+v5/SUhKeHl/DRbxzAj4/RBK5StzG+VAIAXNeXwE/e0IvuxOkywv/rzVvwF7+wB6liDUvFGr78PEs/9yRDWCzU8MHPPYeGfWmrKBgYGBgYGBhcZlQyQPU1pl44Hxy5Hzj8L6z85TjA0ikgN33m90c7+Tvc+uq077WI4UfW35jaFGW6cBTmgFASiHe/8mPUK8Dc4bO/Jy7Fti7Wrys9ChQXLu4YVysUaR9MrG87zgQ1trGLmEtXGqp5oHiVkncHv04vxYuBmnOJ/otvT/NhL+nRDK4I/MNTo/BYQEcsgF+/Z9Oa77l7awe++ht34t7d3CQ+9IXn8X99cS9c10Uk4MN//YUbMNC6toTw/bdtwGd/+VZYAP7Ld49gdLGI9906iI/cuwPZch0vjmcu05UZGBgYGBgYXBY0akC9vN6tuPSY3Eui6pXC33wv5PIJ/PjTZ36/SsWwLrMJ92sZ4VaqTtYVQnZdDOnlOPR4q5UuTZOudDiNizennzsIzB8+vz67GM8uW1Qm0Q7+vhYURBcCNU6h5Pq240xY9mW7hvbZ4w9ePGG0XvCFAF/40hwrEL00xxEYsusaQ7ZUxzf2TcFxgf9w7w5EV3lxzecq2DuWxnyugidOLKImKqzfeNMW/OF7dp/3ed6yqxu/evdGVBsOfvHvnsJ0pow3bOuAz2PhX166tPJDAwMDAwMDg8sMC6+eisGxeWNfuLQlxtdEeuTiPu9vuoF3HeD6XwCu+/kzv18Rhpe4fLpBE7p2A1271rcNblMWQ6MKHL4fKKcv7Bh2lcUM1lul9mqhkgNKKaCcWfvvtRJVk4595mP03wLsePfZPX2qOf5WqW6vBMsefZIdU7sGvKEuBGp+n69X4asN5aV2NRdUcRxg7GmuifVCowrMvHzxSlWP99JVWS0uXprjCAzZdY3hq3snULdd9LeE8Yu3rMwvz5Rq+KXPPYdfu+95vDyZwd/++CT2jvGL+Z5tnXj95vYV3l3nwod/Yis+cu92VOo2fvnzz6FUbcBxXXznZeNfYGBgYGBgcFUhOQh0n/9Dr4tCrcCUjZmXX53zXQyaFR2uQ3WKeza7BgkalP+IwWWAC7QMrXMT1BxwmZ5n14DFkxd2DDVHvK+SAXhuhmmA6wVFPtXPoMpaOgmMPXXmvwMkN85lXq3Sse3ahbdRQZnbv1bTGBXJf6WqDtVcuthU1fWE69Cfaj3JrtkDwOLxs6fmnw9qRSAzfnHHaNkAeP0rH1A5DpAeu6jDGrLrGoLjuPjHZ8bw+s1teOD/ew98Xj28o4tFvPfvnsbwYgF/98Fb8NZd3XjiP/0E7trS8YrP1xEL4t+9ZRv+16/chpHFIv7k24fxwdcPIVuuYypzDaZCGBgYGBgYXKvITlJ58WpAKTc8V9ltqOvQv+vQN8/8Ho+P6VOvNUPrVxOjT1y8Yu9isaYS4gLVEf4osOUtQOurRNyNPQmMPPbqnGs1mr2IzqQiUZ49Hv+Zj3Pqx0xLVhUXLxdWV3K8ltLlzgfeAH9fqQU31By6mFTVKwH+MLDtbcDAretzfqXGulSqrIuB10/ysnl/WDwOTD5/UUTaVT5DDJrxyPF5jC2V8Mt3bkQyor8ofnB4Dj/1t09gPFWCz2Nhd18ClmWhN3nxubXlmo194xl84PYN+O6BGXTG+HTqyZOXVoJoYGBgYGBgcBnhuhdfvWwtHPja6Z5Zy75WV9ltqGqv9yzBeMd2YOvbXp32vFaRHKBnl72O6jk1hy8m/ceyqGK6HOtuNVQ7a5eZJFoNxwHGnwV8AWDD68/+3s4dwM73AL6zKN2U0vJshFikjb8vZn9Znb4XeY0VnFhW4V3h6ZvzR9a7Ba8cXh+rLw7cev7Vfi81wrJWArFLd0zHOXsq8plQXKLKzW36rFqHq8nnC8AVStcavBJ84qHjAGhMDwC24+KTPziOT/3oJG4cbMFfvfcGVBsOkuGzfEFcIHxeC599fBh3bG7DnZvb8f88dgrJsA+ff2IE77t18JKdx8DAwMDAwOAywh+m8TPuuPznUoF3qOXyn6v5nBfq7+LYTLmM9wJ9NzMI3/Pes3/GFwTGn6Gxdfd1r7y9BmdGx3YGaRdKZjg2MLUX6Nmz0ovtlaA5jfGVolHhXOnYBvTeeHHtORfWq3pkOQVkJ3itfTepxqz93kYVKC0CsR6SY2vhXOsPACLt/H1RBvWXyavKcUg4hpJUKOZnz++aXm0oj7LLraA7E1yXP2dS/6r5rMb6asTMfuDY94DWTdwD2jZznSydYiGUXT995nVwqeDx0lz+Yh88hVu0Qf3icRaSuO7nL0y9rYjsZqJMja8isF8BrrJHagZnwvhSEQenc2iN+PG6Da3IVer40Beex6d+dBI7e+L4pw/djm3dcVzff2mravi9HvzMTf34wZF5fOwnd6Fcd2DBwom5Aqr1V8DqGhgYGBgYGLz6SPQBA7e9OkGxIgqSr+JDMXVdjg1MPM8g81xwGsDcIQYlsS6+Vi+zcuWZkJuhz896GlpfrkC9GY0aK12+kif4FwPXZd/Ge84eSNXLDBqbK4zmppgOM3vgUjREt+eVQs2R8CsP5M4f52hvvay9ri4phGAuLgAnHqYq8kyBdWoYmHju4tVEygvtoiplrlpDZzLVPxvs+umfm3qB/WDXz28PWi9cju+BwgJQyZ79PeU0lcDDjwKHvnGWNza170rzFRt5DBh5/PTXl04BJ3+g/z9/hARPaoRzv3MHMHQXySLg4jznzhf+CNfjxRRzAMB1LmOSEY+tC/Wt7NzO79lLrPg2ZNc1gv/2EEsw//u3bYPXY+FD9z2PJ08u4n23DmAiVcJE6vJ5aP30TX2oNRwcm83jA3dsQLZchwsXs7l1NME0MDAwMDAwOH8sHOON96tR3cof4lNspa5Jj120Ce05sVxdzObNeLPx/JngNPi02q4zACtngKPfBY7cf+bP5Kb0Z9cD+Tn6ihUus7F2boq+Wa+2gbfrABPP8txnC8grOaojmgmcSoYE06XwXzprkYLzRLgV2P4OKgfXE9lJzuvj37/0xw7JQ3aVmrjzp0isrwW19wRiJN+Ka6zREw9zLZ7N1Ds1zN/uRRCxl4LEHX18JbkB6Aq0r2T+2A1g8gWSJpcdsrYu5QOJkUeB0SfP/h51bRZIaJ8Jau1PPAuc+uElad4lQ2GeRStWY3rf6eSnL6xN9lPDJL4UyfVq+Gi5DlOpL/b7qpzW5K1a66tJq2oeOPKdc5CT1sq1EYhxD7mIlHVDdl0DsB0XDx6cQ8jnwb+6YwiWZeE/3LsD//ShO/CX770Rj/+nt2B3X+Kynf/GgSSG2iP4l/3T+K23bEPI78E7r+/BUHv0sp3TwMDAwMDA4BLC6yOp41yCIP5cCCVJOKknwJPP8+dyIDXMgEjdQKtAIjNx7s8GomyrumlXx/CfpRpc/y06wD8TVIrOpUKtxOC/mgcOf4upl43LXCgoOQhsuxeIdl7e86yG5aECYvGErtpXXDxdlaTIzGYybuRxptecjdBt1Ej8nkuBsjx+FzGOHi/b/mr4aJ1tvs0dvnzn9Xg5XqEWoJwFqmfp167dwHU/R/XXse8Bwz8+/T1qXM6WhrpMHl4Ecb/aw+hca3otKEJuxZ56EfPFtUlKVDKv/BjnfS5pc7jl0h1z6G5g8Bxp8krt2LkL2PiGs7xR+jE3dWby9EpAKQVMvbj2+vMFgd4bgJCQXQvHmGatlLmvhspaEVQX6xvoDQDtW/hv9Z3gXeWWlRqmguzYA9z3ViM3TZJwxXW7XPP2K2+fIbuuAdz/0hRqtoN37enF/S+xdKjPYyHoJyPcFr28+b6WZeEXbxlAIuRDezSAf333JnzvwCze9tePomJSGQ0MDAwMDK58hFvprXMRN5WnwW6QVFqtYnBs+pSo9K2BW4Hu6y/deZvhC7Lq3SsNMutl+g4BvAnf815g57vP/H7L4s/ZApWDXwfGn35l7VkLxx4ATv0ISI8CSyeZeum9zF4vToN982p7QVkWzZz7btbXOPzImVVJdvV0lc7Z0mTsGtMcz0l2yZzOTlLV8EpQKzK4VarG/BpqkEuGs4xT5/bLd9pSiv3jDwOLR4H9Xz7zdTYqnMP18pmVT3vey5/VZNfIY5wHgPYCvBiVaqJ3paH+K0mtUvOz+VouRhHoC7JN/be88mOcC5UcyRa1ri9lamuiF4iew2NLkV3psbObzy8/MLDO/vBhrc/NH11bNXipEOvSXlPVHEme5nRqtR/5Qtyrs1NnauzFtWPx5LlTZVX64sWoIFfjTN8Jzen182sQ7Mt7btPn1fyrv/KHN4bsugbw8JE5tEX92NUbx3/46n4cn83hvzxwBB/9xgE4zqtzE/Lv3rINf/uB18HjsfCrd2+EZQET6RIWC69ChRkDAwMDAwODi0OsG9hw56UlSRaOAi2DpwdnqWGSMsp0tnUj0LXz0p23GYl+oOf60w3FzycQrqxWorjA0vDaKSoKiyclVWWN+y/HYQpWfpbXf6lUdB55gu6PsFJhcuDyk1DZCaZplRYvbSXP2QMMdMsZEkmr4ThUa0U7Tq+K2aieHpwvndKpUR4/ED2HJ4w/DGx5C03SzweNKlVmrwQqpSk5yDkx+jjTmC4HzjYflMrRH+b8vZRolJnWVS9zXlrWmVWHqWGdeho8Q0aK664kYxQK81otohR/r3QN1CtsQ/M8Cb+CaoxDdwP9r1upcFFteiVta9TYrkutDG3GiYfom6bUcSrt8kJRTgPHH1pJcBy+n6T82aDGbvZlEkFnhKt/mvfjpVPcY8/UP65LdefC0fO4CIFj85jnq4DsuYFkvDofsKrCoPzb8lCNq9TGrsM9Yfn/5znGy/6Eq+yDZl6iquysuES2BXZN77PpUf5ena7YPBfWura11oYiP5s9xc7mmbkGDNl1lWM2W8ZDh2bxC68bwK+/YTO+9G9ej+09CfzDr92Ov//gLfB4XgXvjSZMpEroiodw99YO1GwHxeo6loU2MDAwMDAwOD9M7QUKs5fWJ0Td4K9WM0Q7mNqkbmoXjq1MK6zkgIPfWJvsuFCkR2kwv7oNq4kShUZVEze1Isk/lZbhOsCznwEe+6szny8/I+9d62Ze2pAZI6lTbAokHYc38ecd4FQ0MdIySNVHdoKqlkQ/zqoKuBQV1tQxakVg+kXgyLcvDXm3cIwprSd/wEqFCvWyBJyHGMClhlcqtoJxKtzWUngpH7VGlcRDM4kxd4g+QpkJEgm1AgPy4hpBvuPo1LRL4dkV7wU2v4kpcpEOksJn8ym6KJxlPiiyYPRxBsir4dhMMXolUGNUnAf6buF6OlewGogCcwfWnqcnHqIn3dm84lSAHHuFKbYLRziPxp5aqc468DV6Zp0vou30JmzGxVTxzE6wXQe/Ts+6y4Hu64H2rSz+cDEVS+cOU9XU7I1o11Z6rU3uXZtcLS4AgTD36DMpemLdJK/90ZUpcXMH+ftMHlQeD9d/4BxWO+lRptI2EzSF8ywoMH+4aXxknMee5hr3NO0/viD3rS1vBba9nedalBTq7CSrdZ7PQ4RGhab2yqtOweMDWjac/bPepgcllxqnKbrPVThF+mroTv2SeiiljpUaoWdmJXfezTBk11WO3/3KfjQc4C07uuDxWBhsC8N2XMRDfmxovwwT9yz40nPjuOcvf4ypTBl/8JO74brAw4fn4K5XuWMDAwMDAwOD80MwwbRDu8Gb/JmXX9lx7HrTDbpFv6xjqwiIcCufAi9ImsrsAb4P0IF1+9bTfXNeCSaeYwC0+nrat679/iPf5o9qi+vq4MQfZgDRHBi47sqUmLORIF4fU7A6dvAYypgYAF76IvD0/zx/8+lTPyI50aiRhLHrJIrSI0DfTTqNRqGUYqCweAI4/uArT71rRrVAHyaVhnMpU2FWQwWvlTTVMkundNpLpJ1js/kngI338LUVpJEoYZRHVjPZNX+EBOXEs5wnHj/HZS311+zL7PdK7tIoa5w60/pGHuPcaNt0cQTDxcISAng1aZkaJvFzPj53q6HmRLgNiHWQCDhTalz3dVwfToNtWE1YuC4JsED04veG9CjNslerYdR5AKBzp1boKML0Qki/zDhw6FurSLvzUHaVUpr4nj+qCZdYF9vTtgnwBs+/HReCrp1AvJttqJdfeZU+9dCk+To3vRHY+jb9//TI2ulstSLXoV3XqamrYVkkwwKRCzfR9/hwTrLR42eaIcBruZD00dz06cQTwHnrNDTB5A1yzgdjJO28fqqc/VHOt+LC+T2YCLeyz1avl+t+lqrm1WgeE5/sN6u/Ly4ExUV+h6vvvmXV9Ko+XlFd8iz93/y9qPZhNd9VWmbt/NNrDdl1FaNSt/HsSAphvxf/5h/34tBUFh/4X8/iI1/dvy7tecPWDgDAAy/PYEdPHNu7Y/irh47jwNQ5fA8MDAwMDAwM1hexbioHpveJb8srLHt+9LuaLDrTTa+6MXddBrXRTqZ+ALzJnzvIJ9WXIjXOH2Hgkpvi8XwhYOA2BhTnqrjmOiQkggk+eQ/GGfD07NHvWThGI21FeLkOz3Om/stN84l+z56V6gJfkOdSqZ3nQnGBpIHHS6WY69Awvvt6YPolANbKQOnUj6jeU0qLs1bEaoLjrE0IwKX6YLEpHag5iFLeP5cKKvCM9/Jn8A4SHo7Na6rkaKYd7+b7/BEg3rcyAAsmGDydfPj0qnD9rwPat/F9tcLac08Zg9u1i1d25Wao9siIN1FmnMqhM/r3XCTOh5yLd7KfPavCQxVwZl8B2aUI47GnqIoKxklQrIV6hevJskjorE4dtCySYTvedeZjAHrer6581wx/lG1Zi6BVREXP9Vixd3l8QOvQmY+5GnOHuM+tmb51lvE49SNWLkyP0tsvPUryyR+hCXi9cnbPv6kX+cBiNWpFnRpYWOCca4bjAM9/FnjyU1otdaHfA47NtROTddhs7B/rOt3wfq3ju6KgzM1old5qlDMk4uz62mvxTPPdsXnOc/rjudxXlLIsOXBhRQpWp+S5LudVZmJlv8++zD5/5u/4PZifWekXeD7rVs331XP50LdWqmMBXvfBr2uFnS8o6+wiMsFmXpKHQKuI+tVtP1dFRfX+5gc+SoGd7OdvVenxAuwWDNl1FeNzT4zAdlwE/R4MtIaxsyeO//jOHfjg6y9gI76EGGyL4MbBFnznACX827r41OX47KtQZcbAwMDAwMDglSPSRo+Z1Ck+aR649ZUdZ8XT5TOQXfNCkLgO8OI/UFWjAupQC1MvWoYujcol1tkUoIoaIDMGvPwVKmrOCmm3XeXNtWMzsGgmQlo3Uk2kAiHX4c3/7AH5f9O1N6oM+lW1v2ayLdzG6mPnQ3Y5jqTixEh2xXsYsLRuBPpeB4RagQNfoYLrYjH5PHD0O2v/zVXKtzXG+cRDTMO5EKi+6ti2xh/lHHadAWMwDvgCOhhtVEgeqTFtVIDxp9h+5SlWnGefW57TPduiXRxDjx/Y9GZJBT1DG1Zf6yvByR8AR/6F/451k3y0a8Czf/fKFFTnxHm0N9xOwnW1skt5wl1A6tAyvAGeu5JhOnHPDSQq1vISSg1z3VTzHOfyGg/LHYd9dTai2q4xhc6uc36sFWRH2kkYq+IAzVDEanqMylCA6qELJTgtUTet1dZzkRiOTeWmUqU+8nGm6VayK6sxnvoRHzA0o5pfSRI5jhCOT5NYrRYklfrgqjY5kkI3/soVXTP7+bBDrctSSqtxDn6dajqFQGxlmp2ad94A25sdl+Iia0CNayWrVXfAuclENRbnUgaF24DB2zkXGlUS0av763zQqkhbl98Lo4/p8WpUOU6VLJAd47gG4lrZ1KiQ9FS+aePP8IHFaiwe5+8VhRBcYOxJYPSple9VqZjqoUe0kypfVRk5N33hRQlUARg1fsuq2lVj4KxF+jZDXluzMIHsvYosvQBlpyG7rmJ84alRAECmVMf/9eYt8Ho9eM8Nfbhl6BWYKF4ivGdPL/ZPZDCRKuE9N7IU7Nf3XaanVAYGBgYGBgaXBqOPM7jz+KgcuBSqnGa/jebjLRNiLlAXtYHy4PGHgY7tvPleq5LU0e+KGa94OBXO4t0DMJhofo9dZ/BQK6z0k1k8yaCjXtKqJ8tDNVBxiefNTjLtptnXyB+imkilprguVQCDd/D/B78uSiuB10/ybOGo9kpyHBq9p4bP0/fKpTpg7oBO93JsqjnGnjh7qtiFBuxtm5nOteaxlEm0jHM1r4PcwTuYTnkhUPNirQA3PcL5kBmnGiJ1imMZiJIg9IUY9KrAsJLV/RvvIQmmlHo73g0M3dV0HQ59YOYPkSQZ/vHKuaGwPJ/dS+DZZZFYa98ma+Cg7jtl8Hw2KALjfHE+7+3cQTL2qf+xykvpIoi91iES2F27ScQO3QXkJtdO8wJIdHiDHL/VShVHyPEDXz17kYjiAgl11+G6zTQRWgvHgVM/5rG9gbU9oZQ5++TzDK5dR/9cSDECReArddeKMWj69+qxsTxAog/Y9VPcf0Ye5eszB0hYLRzTyqTmNdd8/QqFeeDQN0hiNPdn93V6DdSKugKmStHOTvEzPXvov3W+isNyhsdR6pzVxH9zG1ZXrVVkSCDG/XTrvUx9XAuJXn5XKGLyvCHncxr83jnTushOct/2+vU4Kj/GC4HHw3nm8QAJUYe5ijQXtWkwwf16/BmtBlTwRzRpmp1cu4CFuoTm7w7X4Trq2nWGhkkbltO1lbfYU2sTamdD6xDnoSJh1fo5Tdl1nmmMO96l/92ygf2j1rs65gVUWjVk11WKlyczmM9XEfZ7MNgaxndensY3XrwERq4XiXftIZv7wIEZ3L21AxaAZ4eXMJd75SVDDQwMDAwMDC4zYt28GbVrwNQLNIG+aMgNaW561fFc/csbJMGwcIyv5WeoekkOrO0jUi8z1VKREWcKmhWKi6yo2KgA5ZR+or/6yf7MS8CJhxmYzUlw1rKBT77rRbbPrjP4CDR5iuRnWXVMkUuuw+tuDuRUSpAvCOz+GQb+oRb+ACS/spNURRz9Ls35zwbX0YFFvSTXmCPJlZ9daQKtAqDrfh7Y/bMMblyH5zqfNNFY59q+L2zIypjl+INatdAyeOEV7FSQt7SGafX4MyQtymkqvxaOM7C2LM7d1Yo4Nb6+ENUVtngg+UJCXDQ33BLF2DjJDNVHp6FJwXaxZJfXx+uolzQxoAK40BkqETbj0DfOo9KawK5TFbQWmvtBrcHM2EpCd3XQWq+QQD5XGrBC1y6u5XqJpGP7FlZ+nXieqWoK3buB3T9NQiTSAWx/x+rGUsViV/XaWQu1ok5HBTjP06MkfmYPkNhXXn7NgX29QiJMVQS0LPrrzR8BXvg8X7uQVDaVDuraJKzGmlQ2zX26ei5ZFpZ95moFABbXcaKXadT+iA7+Yz0rPY5WQxFhK4hDl2vs1A/537Gnuae6jlbBzR9i2mowwX3lbGmTzVAkkSI2Wjdx763kWOV0y1v1e4sLK8kb9UDErnOdbvkJILiK+J56UavxLLmW3ptWXhtwZhJLvZ6Z4LieqQhKQDwVnQYJr01v0g8wLgSFBRK37Vu5j0Y7AchY+PwkmAMRqk5VpU2lpPQFuCcplV37ltMN5/Oz+pq7d+vXPV4+bHDqK9fp6n5R35/LJJJH76V2/fxUXqq97Vv4W32vrJ7X5yLcGzXOidVFcqo53QeKyG3+jjtX8877nQZXFEpS5bBcd/D+2wZRqtmo25egMsxFYqA1gi/++h34lbs2IhHyo68lDMcF/v7Rc9yMGhgYGBgYGLw6qJUYkDSnJSUHmDZSK1It05xKduBr5x9YN8Oy1n7y3pxq4jr0VlKEiroxz07y7/k5BsirfaPOduOcGdc+Jv4I2zDxHAP+M928L1ddW6W4UEbulSxv/nv20E9IYekUb8ZV2pDrMEg8+UP92ZYmA+X0GAMKFeQADAwj7WxnOXVuImX57xIUK2y4k2qH1AndjyrI9Xi0+qy4yP5V/j3KS2Yt5GYYCJ+tHc2KJ4AB3t4vrFTBjDwOzB05u1eYN8AA80wpRq7LNh/5Dvs7lJRxtrSR+Gr4I03Eo8vPnHhoZQqrZTFg7tjOsXMdEipngutemKpqLVTzJF5yU0BDPRD28LjRrvM7RnNFPruxdtGBxRNUwp0JzddRTtHPrk2C1pM/VG9a+ZmTD5O8OR+ydO4Q27B4gmrG4iLHJNZNUm2qqbpho8ZUMa+fasnUqmINHi+91YbuPrtnVzCOZd8ngKrJ4Ueo1IJLstmusr+aK+ylhkmiKwJMkU2xLpIUSkF4vlAkgMcPtGykwrC4yGtsVu80j4Et5EQlS/I9PcbzOkK0xzp5DXaV7yunVnrzVfNMCy9nuTdNPs+1EVtV5TM3rc/rD8t+4fJ4gN4/zqagW/OavewjlYLusbjWRh/n2mvuv5n9+sECoJVdJSHvn/t/gPFnm/7ucIwmnydxWc3zmGpfW9GXZ1qfigxzzv4+f4RrUxUkiLSfHwkNMAVakaLFBc7zRD/3+VqpiYB02QfFRbbHsoDykl6HgQTHQX039d3M1EqF9ChTxbNTVH+VUvrhhuOw/dmJtX3P1J5tNxFTY0+vnEvDj6xd3XY1lAeZmtPqe+VsWMvPa2Y/x7e5KIF6UKS+/1VfXIDFgSG7rlJ858AMvB4Lfq+FD9wxhH/60B14360XWI3iMuHurR0I+cnKvluUXgemMuvYIgMDAwMDA4NlFOb4ZL+5slgwAWx+C1VLG17PVITmku7nUlCtxtRe3uj33rjGE3GXbRh9goFcoleeeIOBZdtmPsH2BiT1rHF6yosKUtZKZ5h4joEiwOAwOcBrzc+d2XBZmc43B6HZSR38Dd7Oz6aGeW0qxXLgNprXx4SgUOSSL0g/Hbum46laiYHowhESQs1KhmAcuO3XV5rWnwnNagTX0coOyyJREu9rEiFJ8DPyGEnLak6b/KqUpVOPNBEbqzD+FBU4T/3tSuNgVx27aUwCESDawWB07iCDF4DjVpgD9n7+zAojgIHy9nfQhHwtFOao7EkNc274AiRs5w+fmXgpp6Tim8s5rSq3LRsd+0XxFeQcTA6Q+FrLs6t5rl2IKTbA+dKcCtY8zsttCpEEXW3iPXeIHnNnO/7EMxzD1Wqrmf1aPVMrrVHh0NG/c9NSOEKOcaaKnWqtno2Utes63bgwK2opi36A6TGSH6qYg0JqmIRYNc/505xmlp3UFd9y0yTGzgTVLqUGsTz8fGFepxSq8zYbXStyqvm65g7xejt3kEy4kCqmPXuYhhfv5jxcPCE+YsVV5LJc4/Q+rYyM9WgSVPk61ctizF6TcXJOJzJUtdHyEudYtIN702lqGSE1HIdz37IkjVFIhOQA95XZgyvbOn8EOHz/ma+5USFpFUpyz3Qckqe+EHDom0wXbobaj6t5TaoH45zH6ZGVKaiWxe+SbW/nfHIhyrOjVHquSOM7h7JL7Zm+M5AmwTj7e/xpPiA59I2V6ehnQ9/N9F8ESASlR7kWJp4D8k2eWNUC57tak3aNKZzhVv771I/4ueI89+8TD69sQ7Nf4cx+4Md/zrml/padBHKzq9b86n6x6Al36se6AuTcIZJczVWGzwa1l6kxSA3zus/6QGDV38afIpmY6Fv5PbM8T1WKq5zrAhSWhuy6CvH1Fyfx1ecn4LGA121oheu6sCwL1gXkr15OuK6Lv3n4OL7ywgTesI1fiM+PZjCbfYVmhwYGBgYGBgaXDpE23lQmevVrxx/kjfieX2CqzOQLK41iL9QbJTXCG+jU8NpBcXqUN+muC6RGNXnk8ZFoyIxT2RFupRLD8p7h5vlM9z7y3lqRx85NM4D2+DS5oeA4Ooj1+PgU/8DXSAg2agw0qwXAqTE4yYxpVZwvwBtvdQ/m8VPBoVIwp/cBh78pTRWPFscB0sPaX0qljzZX+TtTilg5vVJppTzCAN3XwQSWb/GXFRrz+v9qLFVgm53QQdJqbHkLx2D24MpU1GQ/z215sDwGHi/Jg+Qg07+2v5PB+fkGTfUyiZA1iSuXXl6+IImDwizfpwK5kz9Y9f6meVFKkQBU6W3b3kEfsmPfJwHqNJjSNXtA0klf0hXRMhPA5F6eq5QmWWlXLzyNcfSJlalgu34a2PhGFmJQx/J4dGXGZswfYQCqCjusBZXWe7Ygf+7AyhTR3DQw8gj/7TR43qkXT/elWn3MRJ/6w5nbM7WX87Sc0lUMb/4ljvHCMZ7LrmuCCWA/hFqwXLlOke1Lp1hZbmY/A/MTD61UZJ0Gi2SFRyq5WR6u18y4tOtFEn/+yErSURFCzWPbqHIOLBPTF1CdMNxKosmx+bt7t95nZvZpBeOyQtKrSRinwTmiFK/FRfbl3CGSQErFszp9V+0xAUnBKy5ybz+TD5xrM/2s73Vshy/EPa8wS7XN2JPsr0ZNfqo6JVjBsfV1tW6mQhLgOM+8tFIddiZFTmZcK/HCrdIXCaxYx5ZFlWwoKel+HrYndYrqxaUTOE25NX+Ue7m+YP4KJlgs4UwpoPNHOAc9Pm2Yv5aH5Goc+Tbw/Oe0aXy8B2jbKr5lLud3z3W6LYEYU3a7dothfZ7nSo/x78GYjMc8+1it39QI14FdY6pofoap7YoE9niA/luBloHTCe5mWBZJVa+fJH9xQSrW/hDIjJ77egFN1itfu0gbj+e/gHuG5Qdr1qq9dVVaasd2rosLUNYasusqxP/44QlUbRd128XB6Sz+y3fXqlqwfrAsC0+cXMQ/PD2K2za2wuvhRvXPz65R8cTAwMDAwOAaxKc//Wls2rQJoVAIt9xyCx5//PGzvr9areJjH/sYhoaGEAwGsWXLFnz+859f8Z6vf/3r2L17N4LBIHbv3o1vfvObr6xxoSTNiZufjrZt4k1xo8rAcvjH2tzWdZsqLF0AagXePE8+v/IGtrkce3GBKgSVJpmdZOWx+aMkvUqLJArqRawIrs9mVOsNUB3WqPEmulZg2lTHdlEzuSvTeuwqA5tIBwNelV4y9iTbVkrRwybUxkDMH9GpM5kJemylJXiv5oBgC4Nod1Xg5Q8DW98GdF9PBdZyoGpR9XP0u1o1c6YCAc2V5ZS3j1IKlNKiDtoFhGVsTzP5buh+VOfovo7904z5o/xRVR6LcytJmFg3MHCLBKYyBtEOEgweL9VJwRhVVdNNvkhr+bApVLKcK6d+tDaZFIxSnZXol3mT0YHc6if9rRtX/j8QkYqALzNALKf1/FQkRyVLIsfj5TqoVxgop06RTMrK9Vdy7MP6WaoCFhbOnBq6dAo4/C2gdQMVC+UMX7frPO7qSnjRDlEEKXJkjUBPKSGbU7pWwF3xCwA9pNS5AzGd/rcWIbFwVAfwy548Zwk41TWo6pfBBMdg6SSVToN3MCD2+vVnuncD294m/xEDf8siaZYZY9s8XqD/Nq7VMyHWKYbZQsDEe7i/xbr5b8sjCq+avn5Am3WHmwgku86HAJPP8//BuCYfzlVMorgkKeB7+fDAF9JkmQttPK76sZJt8sw6rF8vpbgXb7iTarFwq6TUuVxPq1VbiT6gbSOrsioifDWp2Pzvkcc5vq7D8XIawMIJ6T9J5azmqb5RD0CaCenpfcAznwEada6RuUP8TCXLdHh/hMTq5jcBm39i7b5yXVGtVXlOf5jElqeJqrDrVEctnuR7vAHOM+WhqPyc7JpWAs2trjgpfdqzh2RM8/xTqBbYB+FWIJjkHtooc405ztnHvX0bH4AowtgfBqJNYxTtAPxSSdAb4Hz0h6kc9IVZEdWukJhv2cB2zB/m+zt3aWIpK3tLvcx9tm0zSTV1Pf4wVbKR9nMXmxm6G7j1V6XCZV2rWpurfjb33+qHEb4gP6O+W+06H0wo5fBaWGvryM9RXebYp+8tan+v5qgOzE+f/vkzwJBdVxkOTWcxtlSCz2NhW1cM9//m3fidt29f72adhp/c04uDUznM56rY2cNN6OsvmqqMBgYGBgbXPr785S/jt3/7t/Gxj30M+/btwz333IN3vetdGB8fP+Nn3ve+9+GHP/whPve5z+HYsWP40pe+hJ07dRW8p59+Gu9///vxS7/0S9i/fz9+6Zd+Ce973/vw7LPPnvGYZ0S9zOCr2eS1ZQODlH3/qEu5n/qRvL8EHH1gpZn0Wse0GwwCs2cI8hVUsBXt5A1+zw3aI8wXZGA7vZc37ipV47QbZ3UzvAbZpVIej9zPz8X7gI6trPIUTDBoDETEs6fJaDs5wLYVFxhE1UokV677OSofglGg50Yhk8R8PXWKxzn1QwaMlRww+Zz2BwL43sI8b+ZTwwye2jZpUiHRy3RP19Vk1+qn8ePPAg//EY+/2ldM9fdd/46pQwuHdNC8moxxbO2bVZKn6YW50715Xvgc8Mz/ZNpMdpzKgw1NFQyruaaKhTIG9QqPqVLQZl5m0GY32M5gYqXfWTPUtXds42dOI5EsoFYGINXNunazX9X7Bm5b+XZfUBN4K1QoouIaf6bp0B6Ob+dOXpNjM1g+fD8JnnIaK7y0LDnm7AFg8dja1zPyKM+hxiHRp03VS0vA8KMkCHLTOhWtXgLJhVUqu3gfg/OeG0+/nuXrslcSGquhFHirDb8BYOBWBraVLP+9lhG3Y2sCS6Wnng+U6fn4MyTX2rdS9ecLsk3NaYR2g6S3X9JhHZk3vTdRMWR52A8b7uD6zc+unVqmSKSFY1x34TZ+NhCjCmbgNlGgtGNF1K0IiWZvpmAM6Nip523bZpJXI4+xqiSgSdGZl7mvqvFR5KBq92l7lbvyt2uT0FRz+sj9JE0qGf6e2c+2+SPsN6dOBdCKtWJx/swe4DrMTpJcf/J/rEwrbh6feA/P4TpilJ4jaWp5dZsbFarD5o9IqmLT/rRwVMhdUSP5Iysr4JYW2S8TQhhWcjqlV5FxcHn83BSVaKVFUSk19Vk1T8J95iV9DW2bNKFfyfL16X1MzV4TiljMkThTxQiaceIhzp1aUSp7HiPxWiuSpD723bUPnZ1k+/JNe2lqhGrQegXLPnKjj+tqp5lxXnNqlIbywQT3Z1+QhG5zSnPHNs59QJO9lofHDLeQGFTfrfUycPQ7Qh41kV1rkUiRNnq8nfoBx6DeRFQD8hAnT5Jvai/Va6W0Vr8uHCMBlujlHjR/mF58zSrI0wjCpnbUSjqNVv2t+YEYwHWn+nit6zgLDNl1leH/PMcbmndd34MHf/uN2NIVx2DbWZjTdcK79/TCsoDvHpjBW3Z2wWMBU5kyxpfOYkxqYGBgYGBwDeATn/gEPvShD+HXf/3XsWvXLnzyk5/E4OAgPvOZz6z5/u9///t49NFH8cADD+Btb3sbNm7ciNtvvx133aXJhU9+8pN4+9vfjo9+9KPYuXMnPvrRj+Ktb30rPvnJT56xHdVqFblcbsUPAAaJ6VHeyI8/y4Db42faWTBOgifcpgkmx2aKSLNx7Goc/S7/rlIGgZUE1Wq/rUCMN+j9NzMQVKlRkQ6SAoE4AEuTFl6/qG3KK4+3On50bKm+NsL/xzpZ1WvxOHDgq8DxB4DnPyseSpNUmqib7OK8BPSriLRymsesZPmEv2ObJruG7uZPMA7MHuJnl/27mvyQRh5jEDX1IlMCp19a6TsUSlBhtVwdaxXZ8/KXSUhNPLeygplKaWzZwD4JtUiqZH1lG5T6ymno1C1FtqVHV6Y5OQ6DwWKK/eM49KBpVpCkxxiAV7P6tdwMA8JGjcqOpZM6ncWymLK3VoXGegU4+HW2IZhY2W4Fj49P8/PTnAOWVwgcd+33FxdX+iud/CFJJsviR9TcjPdqxVC0g+fv3CmptGNM53Icnqe4SMLNsXXw1mzovBpLJxkcAwyqm433m5V/lSzHtHXj2kFco8pxPptvXm6K5ziTd5nrSKpYU5+o8SxnqDqK90gqVVMF9cUT7LuuXSRNVh70zO1R1xHpkLRPm/3RuQsoLZBUt+t63U+/RHI1NcxUrnqFJG4lS6I61oll/77FE/z72JNrV+5U6WZeP5UwrsP31YtY9gmrl9nGZqJIKbtWF7EIJ4GIkND1Mo9heYDEAP8/8qicV0jjZbWpq9tRL1MZtZza1aTIbFZw2Q3OKa+fJEujynEKJdiXpRSJKcfmOC0rxZrJAzlupJ3zW62TWlH2z2by19bpgh4f94RaUdpSF+WYn4SIJ8D352ZW7k/RLhIt40+TuHBtMdIH10zbZu71wz8mAXPiIY4dO123v20jr9Eb5D68dEIr6Ro18ZV8M9PYALaznNGEVb1p3jYTPKv7p1oAZmXfrGRxGtR+0L6NqaPpEaZyZsb1/DntMy4N3l17ZWpp2yZeU6OiCwoU50nY1Qp6/BaOkJht28gxq2TYR7lpvU8f+Y42f1fnsCwh2GZJRCqivJQScrRVq8EA7hPNasbWjSQX936e4xpMMMW+WTmZn+V7agWt7p3eS3K3lGJf10tAVdLEE/3c35rT19V8af4OB7hHH3sAmDnAhyrJDezj6X28FjUn1ZpShPsFpJEbsusqQqVu4xsvktHMVur4z/cfPMcn1g89yRBuG2rDd16ewc/d3I//+gs3AAC+f+gsT4UNDAwMDAyuctRqNezduxf33nvvitfvvfdePPXUU2t+5v7778ett96Kv/zLv0R/fz+2b9+Oj3zkIyiX9U3h008/fdox3/GOd5zxmADw8Y9/HMlkcvlncFBuelVqWnKAAeXYU8CJBxmoJQekKtmiTifwhyRNao2Uj2Y4DQbFqhT8iqfmTcFG5y6qeBoVBogTzzMQTY0w0Nv0RgbBJ39AX6VQC4OdkUebKsud48muN8BArVbi9RXmGTxFOngjroLWZv+lpVMMNHpv5v8ti0HyqR8yjXHpFAOIQ9/QQZLXTyVEOU0fq90/KwqmLdq7RqWzWR4xq07zeAuiClLEkapOl+jTaRt2XRQRrqivHJIBCmmxiKjkgGc/w4CynNFBlArmlU9XIMYxT4/QU23pFFNOmtP+Hv5D8auRMKH/dcCL/8R+UFABVKPWVNlLztm2iQqzHe9msKtUHqlhEn0KjRpTnxoV9klqWJMXy0ShjLPHR3KhfSvHtjArahT5u1IhKlRzTe3ZrJUolpjgKy+kaAcDsPGnOR7FBW2SrgLxap5KlOkXOYfs2ulkpEI5wzli13RakHp9uQ0ephHveBfTaZVPXHKQijVYDCIPfI3HmD/M91SFrF5r7turyM3VqOQ51+cPc101alRVRju0IsbjY8CsyBs2lsfMTp5ODKz2bVLG0qWUDkp7bwS6rqNp98Ct9IfKz7FP27eS4AX0uMe6GOQuneD1LhwlIZ+dZJun93Gsc1MkIzxekgDNKaNKpejxA0vHSRgEEyTIpl8i0TD5HPec5MDpBKNSbAEM8FMjei4tHmf/h5JcH8tzBUAoTsJwuRKqHNeucc/te50mEVTRhOYx8wV5PR4vjzl4K9B7A9dnfhbIjPD8+VmOheLUVhc0KC3x3F4/vZxGHxeivsI11jyOrsO2Dd5OYmnXT3NuhluYjpfoI9ngk5Q/f4D7XDNJWJzncRs1jm/7Fu2XlpmU9W9xjq9uq1KlFmb5nkCURNnQG4Ab3s/5ceCrVLl5fZyvrqN9w2oFnKYC9XhX+lE2j0Uwzj6ZOXB2wiQ9yu8ap66VfrU8ryszfjoh6rp87+IJ9rNSR7VuomLLFzpdreTxc16GktzTctNUwDWqoqK2+H2q0jTdhk4j9Uc4/71BLKvigCaz+zrfM3DbyocUY09yfTfvX0pB2f869r3j6L7Z9CaO2+DtK0kn1eenfiTkc4nz066TiOu6buVYq3aNPsEfhVKaa7qZtK7muf4nn6fXnz+sVYmdylrBkF3XJIrVBjrjQXgsYGyphLZo8NwfWke895YB7OqJo781jDdu60R7NGBSGQ0MDAwMrmksLi7Ctm10d6/0QOru7sbs7NoGt8PDw3jiiSdw8OBBfPOb38QnP/lJfO1rX8Nv/uZvLr9ndnb2go4JAB/96EeRzWaXfyYmJLAItzDwbDZn7tzFG9b0GANJ15XUOnnKCndtfywFj5eBUaOig7/VaVXqJj/WyYAsPUYCYe4AMPoMUyQOfZM37vFuHi89yspQtcLKJ9KzB0XpsqpNHq8ETOLJVVoksePx0n8lGCep0KiyrarsO6AVG83XGYhKQAGeKxBjEPH0p/lke/EE8MLnmTbkD5NsWjpFry9FIKmbfqVS69pN5ZxSgNXLDMDmDp7uaVUvkwRTwVO9zJ9EH9sZlzlRTklKXEEULJIKop6i7/xJVjkMt5AMKKXEm8Ym8dN/K9937HtawZDoZ7DpD5N4SI9p1V4owXS3SFvTGDSln4RbV6pYGhUhL45pYubI/VTzjD1JE/iTP9SBuLuKMPD42H+hBAPA4oKY7jcRFZvfDOx8D/+tyIlQUggNdTxHFBUSfDWq2oC6MEuVitMg+aZSufJCdHkDTJ+rFlYerxm1AjB3RKqhjWvCd3WBh3KaJIZlcUzi3by+QJSEyfwRvic3TaLZF9Trai31V6SNc6vZb6uZBFBj4dpcR/lpXe2vuMDXl1V3q1SYTp3zU6XlNf9NYfYA94ncDIPZmhBJ3gCVWaEkx3DxGNdg9/V6/gPsg0Q/sPEe9pXl5foZe4rrIjclfW6xf+K97DuVXlmc1/NKpTypvncdXZCjYxtJBsdmO5pTYZf3J9k7WjaI7988SbJoJ69BzY/C/MrxL8zz+puPV8myIt7k80yJbDbgVumWywowmYeNMq/VaXAeBaLcM/pvZcp3rJsEiFIY9dyg9yz1u5ymilSlZiu/MMcBlkabhtAmGaYUO8VF7g/lNK/DrsraHyUBEWplu9U1ltOaaFTK09kDQE2I2b4bSJo5dRJYm960sq/V3pGZlH3aR0Iw2c/vqLGnSE4CXHdjT1EdNv4M+y03RTKpGY6t90t9ofI3h3OgbbOoM8/wnRZq5WcqWe75G+8hEVhOsd+XTnI9qhQ+uKL26+VaUT5b+Rn2e99NTWSXjH8gwj3LGxCfOIdzU1UA9gVJBvok1bd7D+dsZpw+kaOPa9/Glg3AdT/LcS7Mc3/v2cPvv2b7gXqVY7ms0NpHQmzrW2Xu1blWVRsmnxfC/Qj3NvWd5gvpIi+uy7kaTHLdp8eZ3r9iL5L9tjjPH9UXTp39o/anrHz3uC7n0uRe8UlTDwpWqSbPA4bsuoqQCPuRLtVx02AL/j9v3ILfvQK9uprxvtsG8Yn334Sgz4vRpSKy5TqOzeZNVUYDAwMDg2seqyskq8rJa8FxHFiWhS9+8Yu4/fbb8e53vxuf+MQncN99961Qd13IMQEgGAwikUis+AFAf5Cxp3WFPoBmwDP7xahYbiTnD/MGfuM9JAFOS2NqvgibwebCUQY7ymybLde+RwBvxKMdDG69AQnyJHjyeHkjPnuQN+vRDgZbyluEF051Q3FhbQLOEu+S0hKJqdbNDFRDSQb66ZGVBFcwwaqD3gCDl6kXeQ7Lol9PuIVPoJ0Gg5loB4OBI/ezHDwHkWkbpRTJpskXgJe+JNckpJ/TAPb9EwMIj7cpWHAYvEe7GNhO7uWNPiAqNLlv8kcYGFgWA/K2rQx6q3meu+9mXmdmnAFYYY5EoUqXLKd1RTXLwzEvzgPt2xl4uZLqFIzpYLpe4tP7jq1s7+ReHkulga5On5p8jmM38niTL5bL/imlmK5TXBQfL4fHr1cY9DTPR3fVP3xBKkZKS/xRRt3N8PhOrwDmQvxmbBKJkTYGiaoy4uJxjsXA7Qwmc5MMrheOUokT69akxNDdch1LOtUzNbzSANob4Dn8YY6XZa30jVKKm/FnmOJYzfPaunZzPufnOB/LGbbN8pAU6trF86/sHI3SEgPS1Wqr5Xb5pcJdk2LQsTkWkXbOi1KKa1JViFSedUNvEPJylXF987mWTettTTbFujl3pvdxjFXBCFUFcWY/1wkg6Usu+8Uf4dwESAiOP00VSyCmSSDLo9UeuSm+Nv0i/9+1m78rWX6+USVhXa9yLbdv4XV5Q3zPsv9U01wDGNgrlcrA66TCo1crbUpL7C9bAvZKhmPlCzCle/gRzqPcFNdmvcL1oUiy5j0IICmxdJz95FpcQ/NHeezMGPsxEOE+5vNrA/FGRapNTuhj1Qr8yU5SaesPSUGFOjD+BI+XmyJp0bFde00d/x6PFUyQ3FYeSbWCVl/6Q0LcgQR1rcgxc+p8TzDOFOhyhnOqlObci3evTGHzBql8AoC+GwFYJG1Ki8DcYeDFfwBKGfZvbpqKREW215oKlqxVJCK3SlxRSrH/a0JQrU7nXI1wEsv+gIoUPvkDficqImj+CFPiyxmtjEyNcg9Wa0D5u4WSAFapVV2bJGpumirBts0cy8KiFISxRH3ZyXnYtpH7xcRzTB93Guwb19WVcF0bmN7PfTYzwe+afBPZ5Q9RdbxMNkmbymnOifw0HygoLz3X5fybepHXodLMO7Y3FXmRhxn1Evew9Aj7Jj9LdWpxSY9RpFO8C1eRnat9FQGO8bEHpMqk7C9KDX0Bnl1ncTI0uJIwn6vg2y/PIFuu453X9+ADd2xY7yadF1zXxfG5Ap4bSS3fjz54aBa/ctfGdW2XgYGBgYHB5UBHRwe8Xu9piqv5+fnTlFkKvb296O/vRzKZXH5t165dcF0Xk5OT2LZtG3p6ei7omGfF8/8L2PmmlWSBYzOYHn+aN7qdOxgYltM6SFcG3SotSAU8CukRUSlN84m0usENJUWFJTeoM/t5A9veyfeEW3UVuUBUV0srLjBQUq8lBxm8KrVJrcT0sr6bdRtqJZIEwSSD81gXFWqz+3ktk8/xuL6wvm5AK5TsGtvSspFkUSXDm3bL4g13KSUpYBIMxHsY6M0f4jWWlxi45yZ1wNCo8vOVHK+9nAJKEQaS/giWK+Dd8H6qxJw6MBNiu50GlW+FWd1e12HQE26hwmBBUltinRyT5CADTuVL5DrA8OPA0fvZ3lALvV+WTvL9JSFJFJnpuFpVkBrRXkKVLION8hsYhGQn2G9xSRlq1HiuOVG5NRs1u/ZK9cmR+0l0xHsYLAbj/IwiGVeXnIer1RSVDK9RVc5UOPkDKniGtNcdqllJR7J15bPCAsm7SLuoXRqAUxNfIj+JqXgvVST5aRrEewMcu+I8sDRMg+mWIQaP5bRWKTWqEgxbDDKLKaoV7QaQGeWYdu+hoqOUIqkz8Syw9wui4AoAI08ABfHPGXuSxF5uWtRgvWsHeuUMlTfpMQbFwErVkV1bmaqqqq65DoP0QJTr0LWZLtWochzjPez3ju0rlaCRNo6ZHmD9T0UWTe1lv9WKJGr6b+HaWjrJvuncuTLVOT/N88e6+N4DX2VwnBzURLc3RJLp4Nc4HoN3aEJmuS9STdcvgXh2gv0XivN6o+0kMSoZGm4P3KJJTafBdan8j4IxEp8nHuL/B27hXldc5Hyr5nhNPTfozxQXpb9dzjm7Dkw/CURa6bWVGuZ1DL5ej2d+GsjPc06EkpLW6JEHBUI+FheZUnb4X/TeNfEcTf+n95K88viBaJx7ZSjRRPZ2cB8tZ6mkahlg28KtbIvHz30xParVhKUlpptGO0VNOcr5v7uJ+Oy9gZU0J1/gHhFu4TjmpjnOLYPcvw5/m+fMjHN9rVBkWfzOiXfxGNkpYPiHHBOvX4jHdp7LsUlmKcP7mf1NRvcQj8egTserZEnKtW0kabqc/uyeXslSwa5TAbZ4jIRj6pQUgWh6vyJqi/Ocn67DubLpTbwWQK+R5odIkHYVlrh3Ozb7y25wzSd6+T3lAnCFSHccqm7h8rutMczXqwUWnVg6RaItMcB9plFlBV1fmPNZVTq0fPx+WVaautx/APZ1OMk12Xsjv/dqeal8m2KfKOXt3MGVJH8gxrbHunltlqVT7JdO8PVagZUmm70qFZG4AqJ+9AVXEoOAXl/GoP7awz8/N47/+zuH4bGA//bgMaSKtXN/6ArA1/ZO4h2ffAxv2NqOff/5XuzojuP7B8+ccmFgYGBgYHA1IxAI4JZbbsHDDz+84vWHH354heF8M+6++25MT0+jUNA+IMePH4fH48HAAG/i77zzztOO+dBDD53xmGdFvUJ1Q3OAcPJhBjlKdTH9Em/mTzzMn+wEjWsdhyTAwW8wjU9BpVEpFZOvKRiyLN5Iq+C7/xYGXpUcA8XMuK7sZ9d1gDz1oqR5JamSmnqBQUR6VKcIqSe9CioV0XV4A14v0ZuqVuR1d+6gmiDSroP9clr8hhxdwS/azkA2dUp7ANkVBnDZ8ZXXHYgy0C0t8EY+0sYAu1sUJo2KNlQPt7KP6yXg6LepXkgNSwrpCH+3bxXiwaHp7wrlgqiklk7wyb0iuvpu5nGqRfa9L8AgRVX4Uz5ESlnkC5EEKqcZ1Hh9OoAoLzF1z/KQMIt18XyBKNC7h/2enz09Xci1+f5wC4kz5YuVn5HxEFN4j0+q2zUFf9WC+PesQXIBnCeNCsm3WoHBc61AxdOG1+s25KZFjdAUiNWKTIsKxtnmbW+j4X7XLvFyKnOOzB3iNRTFY0x5UNVLbP/SCbbdtRn8BWMkFJqN54NxkomKXKrlOSfKaZIJ9TIJjEBUk0eBmCjXtgLRbiAQ4mvJAar38nPiIXRgZZ8AYu7/DWh/sWY/Jpk3dp2EQLWgxysQBYbu5Byd2c8+mtnP9bQ0wutMDoqHT51kTiWvA9V470oPP0Wquo5W3wBCvvjoB7TxDSRa5g8DwRYeNzvFoFh58cX7SOhkJ/kzd5DrIjXMfWLiGSpQSmkhvtdAelTGIcl15/GTpMhN8tomnqfyxBvkurEsYOEEzwuICqhEcqGUYqpyKaPnpKqMeOx7wLN/r0ndtq08z/jTQmCHNNHl2FSc+aN6HRQWSabYVRJu7VtJpCmiv+8mknn+MFVp1Syvbe6QrhoKkJRpHSIx6ApRHe8BtryZfXX8exxfX1h8CXtI+iUHOR8siwRatI0K1w13UbUT72XfKcP2nj1UH8W7+bnFEzx/cZGESeoU962WIRI3tQLbW05z7k0+xzYU5qieXDpJEsixxbPJIpEWSgKxDiDcznN3XSf9NSfpsF6Se8k+AB6dRqiQn+VeMvqYVMWVNVMvc83Gurm3DdymvRFXIzXCvdUfYfpivEdXwo128pqj4r+m0iEreRJjz3yGilpAp60XF0i09d/Gh0qWRzzIOqk8btkgXmwZLuV6ieMYbhf1q6jnVJ+Xs+wzu8r+8fj4nkCUfV3N0zOx7ybOp9HH+f7cJNdnRdJMmwnx3hu4dxXmtPo30sG9Wqk7m5V+ysvMleOkhumvF4yTHPf59Xrc+wXuLaW0pOnKeC2nHm/hb49PSHG/LgyjzqEwe4D7wHnCkF1XAVzXxTf3TcEr32P37u5GWzSwvo06T7xpRyc8FvD4iSUUKg1ky3U8M7yE9FVC1hkYGBgYGFwofvd3fxef/exn8fnPfx5HjhzB7/zO72B8fBy/8Ru/AYBeWr/8y7+8/P4PfOADaG9vx6/+6q/i8OHDeOyxx/B7v/d7+LVf+zWEwySN/v2///d46KGH8Bd/8Rc4evQo/uIv/gI/+MEP8Nu//dsX3sBGhUGet+leoucGKgdSo7xhDbcwsLFrDDYrOQYiqhqVqrSnYHkZXHu8DNqaDYLnD/OcykPKG+CN8cijciNf0j5RpSUSGf4wA/6uXVS3jD1JL5C5QwwcVJrk6ixG1+HxsxO8+S/M8/0tQ8C2t/O6w20MMgJRITfmqTzp2M4n47Uyg6RqTnyaohL8D/A4waabfLtO8q+4qIO2sScZbNh1Bnfq6b5PzJ0DMT6d94W1l1V2ssmzqim1o5rFijt912YA1b6N6T5KgeJCUufCJPRivTzm+DNMp2r2wEoNM1iJdjLFSZE+Ho/4erUCvggJikZVE0jhVlFNqBQXUc6o9iYHGOSqPpt4lvNGEWOwGOwvnuQ4DN4hfi1ifGz59bFWk14eP39CcaoTigskIpSBOMBAfc97GUA3k6CWh8RmJcdAqZLleI0+AUzt49/TY1SrRdo51uUMx6t1M1/zRyTFbyNJrA138vyZsZXV2RpVknvVvPjBuVTzeLw8bjDGcw0/wt/pURI+ToNk7uJRKSCxgXMj0SdqnDTVTFMvriTyKhlR/YifV6KJwF72VcpImm2T0k4p0V76Z45TekT86fxcu0oNdfxBvq+0RHXksQfYh+NPryQ6Y100/Z4Q5aQySXcaHFuPj3M/O0XCbOe72VZlRK18qAZu4d6zeIz9UMmKomlBr7FwO8loZa6uxlgVhKiV2P+hhHhNHefxI538XLyH7ZjZJ8btVRL5qoKr8nuDy71r6RSw7z6Sc7Eu4PhD7B+Ph21RZvz1InDoW0wRt+vsg6m9nA8v3sfxLcxrc/OuHeyXpeGVc8ixpRjHAal21wAiLZx37du4fkNJPb6tG7nWT/2IhFIgxmsY/rGQbTXt8QeX7QS0F9r4M+Lb5nIvLMzymlW1QEU0zh8W9abLz6k0UvV3x+G1Dj+iqyF27uJ3Q63INvRcz89nJ/mZSpbnyE6KCf84r8vy6HXjC/D/1QJw6hE+fJl4lmuybZN87zQlq6VO8TiKvAy3ksRRnmhKwVstnJ6aq5DoldT5dpJqd/47zqfMGNs385IeR6UGjrSSoMpN6srFToOv+SNAogfo3K5Vok5NHuwIiRaMsj2qYqo/zPGYfIHzqX0r+7KS4fmUOssfop/bwG06hbpzBwu9KII/0cc+UQR7s0Jqy1uBbfdyy21UgUCC7cuMcZ03apzHxQUS1j176Gnmj/D73BcQ/7IjwNzLTMetV3gsu87POnU+ZFrtuaXItlin3nudut73VWp7sl+PTb3EdXGeMGmMVwFemshgbEnLfH/9ns3r2JoLQ1c8hDs2teO7B6bR1xJCtWHDBfDo8QX87M395/y8gYGBgYHB1Yb3v//9WFpawp/+6Z9iZmYG119/PR544AEMDQ0BAGZmZjA+rtVBsVgMDz/8MH7rt34Lt956K9rb2/G+970Pf/Znf7b8nrvuugv/5//8H/zBH/wB/vAP/xBbtmzBl7/8Zdxxxx2vrJEjjzHdTqFlA6sMFucYbBYX+BQ50ccgPz8jVdscXdlLVeRzHK2GcWxdhc4X4vtqRQaFcIGj3+X7ctOSQmbL0+0h3lQvV74q8Gb9qU/x9VgIqKR1iqMqd96selIpfoEYryeY5L8DURJcvhB/R9oYrEy/xMp83oAoACymj8HlsSp5EjjJQUml9FJF0RCPqWiHNsheOskbdcti26t5pov6QkzXsiQ1o5Ti0/hAmO+vFYCunTzu0QcYnCydAOp9WPYnan6q7YDBTbgFCFwv1dlmGOS+87+yXUe/Q1LIddln489QyQfw2pQ5/3XvJaE5/rQmULJTJA1UsFIv8drivez72ZcZ7LiOtM1hH9RKOo3HG6BvjMej54gvoMm7+UP06PH4SXhUCyQGVGVHf1ibscPVAb9d5ev+CEm6SAfTuRaOUd2gAqTiglS+7GNqWLXAoBHgnBt/hsGc6wILh6kcbN/KPspNs/1OXZuYq3nmNKjKsSzt/VYvNXk+yfEDMY67P0xiwa6xTSrNs5IVEqfI49UKQL1AAqFRJfFcmJeKmF56UUXa2YfT+2QtCVRV0dw0iZBGhSRatFMTnOUUCVVfBPBYvNaj32U/pkfZP22b2L6+m3hOuyYEUTtfO/EDBtlOg6qopZPA9ncDfvHtiXZwHsd7OR+XTpJcbN3IQLWUkrm1WYzlqwzYgwm2NTfNNVkrsphCsAWwJrn/wOIaSo1yrIIJ7aVUTotZdoikRmZCV/izGxz3xib2q8dLsrX/VpJyjTIJEbW2FVTVy61v43yz5unpVs0xYFd+epEOrjOFqb0cV4+XykalVgom2NfVgqSD1Zr2yiL34vYtkk7m4ZxwGtyTFDGfGmGK48mHRS3n1Xvg4knuB3aVc6he4c+me/j3ts3sl/wpzue5Qzx/zx5JJwQVSY0qr6GcJuFfL5LcUAR8Nc+xDcapBFMIxnmN4TYxsU9iedOKtnMeq72iIuS9L8T5Fojy9Y1vBI4/AGSKXFfJDdoHcnqffA/1kTjy+nkNkTa951s+ADLf4/2cL4qkBjjnFo/rhymVLI/RtWulz58icFVBBX+YPoX1Cr/nPEK0xzr1NTaq/FtqmHPEH2a/qj1ieh8LfVh+PqCwa1ynyovMrvK44VbAE2iqlunSOkBVcgwluU4tD9dVvcTPZSc4z+sl8Ulb5HXu+yeuwZ49XC92jW0Nt/D7p17RpHd+muRvYY7py/kZnaJbXGT/2aJa9vpJTBdm9F4daZeUSpmHSs3cOiQm9xkg6+P6UxYAgN6z5w6LutjhvxPCEai9VRHZy3MugfOFIbuuAvzLS9PweizYjouOWAA3Dbasd5MuCO+5sRcf++ZBHJ3NI12qoyMawI+Ozhuyy8DAwMDgmsWHP/xhfPjDH17zb/fdd99pr+3cufO0NMXVeO9734v3vve9F9+4YFxMs5uC5loR6H0dX1dpeY0Kg6pYF290fSGtpgjG9VPiFd5AdQYTmXGmCTUqOuBwXQZPx76vU+AqGTF9jlE5EmphcKduritpUf54WCnKsrFcaVCdr5xh+8efpmpj+MfADe/jDXisi0HV4nEG9ipdsJxlgFBO6xRL5QlleQC4QDXDFCV/mMFTdpJ+T+1btdH6htezr9LDbEfrJvaTqmhZzfPmH2AAWVzQZKEiKpTiKdqhPYyqRf6tXuGxl8cuyuDG8vBaG1X2nWNT+XP9eyUQ8IraoIPvWzghZsaOVtwc+TYD5sw4gya7Djz5Sao6GhUGPNvu1RUCp/cx6O7cKccQZdfSMQbTyiy/kqPKAUEsB4SBGInMSpafPfQvwOSzHO9SimRZpJXXsfMnaWwMACd/xKB7XvpbqQWUB5jqS7gc92CCAbFKZfJ4qZBZOg703aL9qXpuIPEwGeX7GxWSApPPi+dRN+emIifjfVQWNgq6YmMgygB0uVon2K5GhXOglOK1zh/VHmu+MIAcx9of41yaegFYPCUm4hUG4b4gA/6TP2TwV82y/QAVIQqNCudPcpDtnXgWyx5wpbSoLnKioGlowqXnBrZ99DESEgN3APBov7FQgoHv/FGunf5bdBDfe6Os/4huh8dHcijWBRz8Ovs/N00y0+Pjeph8juOcHgFe+ALXqC/Ic3bvIqmXGeV1dGwDpp7nGmkdkn72s68r6ZVeX40Kf+YOyfwW0qNe5DUtDQNug+1vlPkTjImB+zhT4pq9mJTnWH6GpIHXT5XjyGMkErp2c28qzK7yl2vwdY+fas96Uar5Rblnpkc4TnaNc3PxOM/l83N9xXr4N3VtSu3l8YmnocvjWfI3X4hze/YAFY3FBc7L0iLJgQ138NrnDnKfs+tCIgvxrgjZUAv7w7FJ7i+d4rlch/3vNMRbL83P2tWVBG/nThKjky/QU019T8DiHIh1S5W+EabTlbPc77w+MbZv8JqUh1t2kudIj8iDDZv7Tu9NVOfOvMzrV95eHg/g9ZLrcl0SOdFO2cfB40U7+d6aeETZNZLkx74H7HiX+JOluIdUsvxsapjHO/EDrqFagcpeQFJNRTlmy0OBwpyoSPvYXyd/wPfHx+mRVslQLRVuk71QjukT4sld4h4UauE6KC5yaoXi2qw9oL4nylzLdp1K7KkX2Q+pU9yrliTVdtMbmZ44/gyvXaUGLpzg9XXs4JjYNa4t5RWnHiqohx0A96r0KPDiP/FvkVauc4+PZKPyqOvcwWuKtGtVeGYMiKalAEq3NsZX9w7ZCa5ztZ6rOT5s8vjYH05DPBrlYdZqv9CzwJBdVzhc18WzI0uwZCN947bOs1ZeuhLxzut68IffOohyjRvjtq4YHjk2j4btwOc1mbQGBgYGBgavKuwan2gnBoCxJ3iTn5vVVc0qWQYuiT5JCZzkza0/BMBl8JcZ5w300J3QT/E75KmtBcDDG/Zwq6RbSPpc+zYGgrWCEAKLVCzY8oS+MMegp/82+tQoRU1D0hYz4wwYVRqD4wCP/TX9tHpvpMqhUWNANfIEgyS7xqA12iVPsi2gso9G7I2qTukoLTIYCLcxyLG8fK0uhF28h8FbcZ43/nCZsqFuy6p5PpEOJcXvxsf0MpXCF4wx6FLVu2pFBnzpEbYzNydeKpYYLNs68A1E+f5GmX3XEOWVK8q4uYNsqyI9Khntl1RO83OBOMkvr5/jmhlhalK4VfuXxXuoyoKr0zc7dwCH72cgN3iHpAw5/HFcBiUA0CjxPL4QsPtneC2qKtriSQbl/giPXcmQIGuxGKDZVUlPXWVzUZxnXwQTVOsFYvzs5F6eJ9YtBJLMwWoO8HbwumoFXs/QnUyL81gMCIfuYhD6xN/QfwgWg62Fo6wk6QjhEEyI/02Wx7JcnbVpyZikRhgcOjbboOZ7JaOVKPFe9m3LBqZHFefZhyr1yuPXPmqNGlU+jQrnfXKA68quMoBN9K5MY1TV7dJjXLeRDr6/UWFfzh3gminM8W8Az+EPi9oO2ni6MMvKaekR4Lqf4/6gVGP+MAmKSkabbzcjO0VvqA13idKvwPXTvVsrS/wR9oVSmAAc80g7sHAcy1VJFVHpC3Hu1sviSVTi63ZVzP2HVrahktVrDeBv5a3WvoXEXS1PkinaJURhQhuEK3gkPfuZv2M7QwkhLh0SQUrVGOvRylK7LnsUOG9yk5KGtsB1sPlNTOmDy3kW7SQZ6TaYEpYZpwJu4DYSu6lhzt32LVoFWMkApbj4RXVS5TP4epKl5SzHKz3CORMQhWXqJPfhcopjnV+SyqoRtrO4KJUbSzLOMc5hu6r3P7V/dF/Hfkud4npWKGe4ti0PFU+WV5NUpSXxnmrl94hj0xMw3kui3a7R46pW4jwJyPlV9c2TD3P8yml5EOElceILsy3qmN4AgBL7tzAvXmQeUT8FOPedOlWliqS1K5zzR79DcrDZw3LpFK+z5wZJ13d5LOUH6ThANS3rqSrX3i2ed8O6AnCkjfvN4nGg3s15Eu/heARi2q/PAq9v7hAwcCuWCeyhu9j2qRf5nTN/hPNl8bj+XsuOS8GXrSScMhOcL9FOzr1HPq77qJLh3/JTJCaLS1Q4d2zltdpV9nclqxXFrUP0o+zYwe/uclrGUK6jfSvXVaXMfVd9ppwGjj+sFb4LR9gfxQWd5qpIZtX3Hj/nweIJzr22TWzPyR9wD6jm2d+jjwMLE6fvQ2vAMA1XOCzLwn9+z3VoCPH5wTuHzv6BKxDtsSC+8eG78Yfv2Y1Y0IfnxlLIVRp4cTyz3k0zMDAwMDB47aEwy5tLj1eqvKVoTtyoMOhQZvGhFqp5lNG55SHxUBOvE1UhTT2dTQ7yPe1b6ENSWpIgUFJDpl8EDn1dp+nkZyVtxAEK05oAys8Ao48Cwz9igFUv6XQLgDfRJXmq3rWTQQugfbxCCapICnNMtbA8VKJ07hSD+CDP5fXx/Mq8Xd0Wt2zgcSyPPEWOi4rDyyAt1ML3VXPAwa8yWKiVGLhOPscn4dkJXpflabqRFyVDtIMV+ZL9JBDsBkmhwgzbXBM1mApQ2rc2ERXVJi+mtCb+qnmtFqsKyZSbFq+jJeDG91M9E24hOeU0JI2wj4He5jfzmLFeXrsvqEmCSk4MroMMrOcOibJESKa4pLI5tk5pXDxBAkTNjakX2EalFvH6WaXNskgaNSpalTX8iDZQnjvMYE5VO7MsmhnnJqn6AkjaKPUgwD63q9qXTKXEQALV4hKVZeNP66IMAEk+u8ZgMT3Mce++Tj7rMhhMDjDI7nsdlj3oVEVN1QeVtFZQKAVKOcNxZgNJotVy4p9W5FpUqXR9ryPZW8mSePX6eQ6VTtZMCCpVG1z2Q2FWCgTsESK0i+dS5IjlEePwESosKxnOkwNfEQNum4Ho1F72sS/M11R6VGZSe+gtp1tJO4YfYUVARcb5Avx8IMb2e7wktiwPUyMbFa0ETI+SuIiLKqZWZNvVWFay4n8U4pzPTQmB06QqVf2vPOWKizoVONTCfSEgKYV2ramwgKNJQ8eW/a7MdVgX/69D32SwD9B8fHofz50e5fHLaanYJyql1s28jrbNTKtLDXMc8+JnFEoCG+/inlQUQslx2ReWh+McamE7LK/4uG3k3hQREuPEQxz30hJJhvSIkPcl7q3TLwE9N3J6JAdJxvgjPLZlkTxNDXOsp/aScEud1JX3AJk/eWD8Oa4Pf4ik+dwB3eeLx5kGZ3ll35mUue4C2+8VhWuBar3OnTrFtpLTqtz5w9wj7BrbWhPPNdcRT0K5zpM/0MpTxcb03ayLFTg297/F43q8wkkgLEpFp8GHK4V57gOwuP/FezjHpl4kgR1Kcu3VSuI3aXMfWS704ejzqwIWLUNSpMWryaj5IxzzHe/ifuoLaOWgL6TbCEtSlUM8Z7ST3225CX2+YIJ7ZWmBSiqlAmzUSEC/+fcl7dflPOnaxe+GwoIoMePyACvIFP/SEueAL0CiVFXcLSxyDirOuCHXkRnXiqqI2BKEWqh0LMzzgUI1z5/ZA7K3iTpr2UKgo6n/wHkdiHF/D7dq8kspNBs1aI+1PMfGqVPdN/w4zgdG2XWFw3VdfG3vBDwW0JUI4earLIVRQaVe3rGpDXvH0yhUGvjR0XncvqltfRtmYGBgYGDwWkMpzRS2vtdpAiLSwbSbaCeWTd4XjzHYKaW0EkWl4mCCJExhXgeX5QyDiVoJCAghY/l44+zxMbiZP6zNgV2bN+HRLjHDt4GOEM2ZlQdWtUByY+e7mcaRHddphupGWUGlNnr9vNGv5sW/qINBQssGMY6WAMDy8jiJPgZMswd4jGgXg8zSklQ2DOmUzUirNngGGIipil6O9Fs1pwNmgCliKuXOromBe5jnyowyCOjYphUlyrdMpWfVKwyQAtGVKZxOXZ7U59kXbVuYkpafldSPOtsRjPO8uVkqLwIRekRFWqmG8waoUJveR8ItOaiLAGQn2C+xLiqSFsWLqZpvSiWRtKjCPAOmaAfTg1wH2PQmviWYkEqGjvZrsxuayFGpXtvfyXYoKEP//IyM2xxVAy1D7NOCqOH2/EJTdVCX1+AJSNEFScsKRtk3489wbqs009Ii1QSRdlZldOoMiFs3aQLKdRjIKp+uogTMPlE+1kuiqhhnilCyn/2wdFJSbVMMLJdOMaArp3n+wjznSTkDRHw6VWf8KRIpnTsZ4FlCUNjVlcquwTvYzpHHSHRUi2xPKMnjq6qJKu2za/fKqmptW+klZFc51oOvF+WhA3iCXM8tGzkny2kx8x+V9ZwFMChrP839ILmBhJt6bd8/Mh2xdYhEanWWc8nrpwqmnNbj6DhU3nTtIJleywMtA5z/Xbu5HiNtnM+NCsdSefkodVY4yWNOPEei0h/RwXajSqLbies0O0B8hMJ6PWfGOBfivdx/Er1Cesq6a1TZt/lZqrS8QaaaNarcU1s3YplQys8CbYM6tXnxhN4zXIjXUpkk6sw+qgo9fn42N8X5Ofh6EnPFBV5PborjkJ1mqrUvpJVqqj9j3dwDevZwr7csoCxEaL3C9d6xlcfb9nauz1ALH0YAoHdYVFcFbVSocJzZT2KolGLKbMuQpEK2sqhCVvrO6xcPPq8UhFhgKuj8Ia3OtDxc18qjTlVbHH9WPA5FeVtckAqIS0Aix3GYP8T9rn2LzFWhNFShgkSvfiDi2ECtIus1JMR9SHss9t7AcxWX2D8qjTIQ0Q96amWq4Vo3aaLLJ/toNc8xnDvE/u+/hf1ZyXIeBmQOjj7Bz5VEPQyX+0k1p793awW2aetbuU8GE+z/nT/J76/UKbbVH+Y4WD5+N/TeyDHKTevUa4+PJFVygIrLmZf4WusmqqwaFV5XICyeehNMp462iTem7DMLR7g2Z1/msfxhkmPZCY7j0kmttPaHeZ5YN5ZTGjPjugAGwDnRqPK7JD2m02/LaV6vGh+A5KLy4FP7MMD5taJK8ZlhyK4rGMVqA+/+749jIl2C4wI/uaf3qkthVHBdF3/x/WPweixkSnXcsakNPz46j99/1871bpqBgYGBgcFrC/E+BsyKDFGeRb03MWAMRCVQ8VB9k59lsFtc0Ga7PXsYBBz4Gm/MAd7QuuAN8DIkNc51SErYNQY4dlVXu6rmmAKkgotYD4PHheP8283/iu9TZs21glbjqApqAJZ9ZlLDDLoT/SRkwm3A0nP0Y5p+kUSILwCUq2K67TRV6gL/ZlcZfClyKippMPlZ9o0y2W3ZwCBRXXPLBt64p0aF2JliiuHALSQ8agUeW6WleHziV9VOFcbTf8sbfUUaFuZ4w+/xY9lvqxkTz5MAqJWkiplfyKolBhSJAbbp4DfZ9s6dDECKcxLgSDBh19mG/KxUZrMZdEw+Lx42Xp6jnAIGJdVK+flYlvwtzXEpzHEsPH7t7eM6YnwuSo3shK4SVk4DEMWRXWfKlyp4kB5l4FTJUjFVzXEOtmzkGNTKTb5dTfCFhNQrsq9dF8gvkN/wh4S8SXFsZw/yere+jW1wbO2lNfWiTkVdOKr9zSJtnNveAOd1KEl1TKOijZtTw2IWPsk5GIjy+rqvA2751yTn8jNiEp+X9NceKs6qOZImE8+Lys9lGmbHDk2GAqIIs7hWLEtSvSxg7BkeyxcgUZSfYR/YNfa38tg68RD9jhyXbS0tcs0kBxnE5qfZl0N3k/xpGRK/ooWVwWajxvbGe0gkKm+kqhCj80e4TiaeZ0AOi31SSpFQ6r6O/65kmfoUbiE50ajSUN6uc16pCnAdO7iuGpISmZ3gMWM9rJZo1zknLY/4NU1wv7IldU5V20z0UfV46sdasRpMkKxMj7LPPD4SbIog3PYOYOQRerhV8wBk7PwxTaKUUlqF2ahwfk88S59Ef5Skf0BSCS0f22jXeT25YZ1e7fFRuWp5ea6xJ0XF5HAe5IRondmniYBGlXtf/y3Ay1+hkjM7xrnqC7Ctdk2UfI42Yz/4NV6/x8/KgbEeEpfKnw4uiUCPl+RWNct/B2NUyU48I0VGWkiK1IrA8GPcN0tL3Eu8ARJz3hKFtFZe+w56W1kI4OgDTH3LTOj9w7HZpq1vB/bex/d7vJwPM/u5R1iWLg4ws5/kjPqOKM6TcF04yv2+c4ekxlb43sUT4lcH8Yes8XgNIaKdOvug72auc9cFoq1AtgAMvYF948gcHbyNhvt775PKn5OslJmdEBWoC/S9Vfvn+SPs9/ycqNDauO/MHeTabRkkkTZ7gA8Ijj8o5KzD8VNk0MRzrKzYMshr8vjFK02+i2olMZFPAuFeEoa+kH44khzgwxKA9wTqq2Zmv6Sgh+TBiXw3xvtk/lpSNEKIN1VZ1bX5/ZefEQWsR/YeL20Spl9kX+emuHbh8ljpEc4R9b3RjGBc0nNHATeM84FJY7yC8fDhOYylSHQBwLv39Kxvgy4ClmXh0HQWh2YoeU6EfDg2l8dkurTOLTMwMDAwMHiNIdpOA+5wG4O9aBdTXuwqn/oGkyQJnBqVVMU53vwH4/z83CEqSZ75DAP6/f9Hbno9VFTFenkz7g3yxrZWYuC6cERS0UQt4w8zEMhN8xyjjzMYqRfZjtISg52J5xm0qbSJxADJiNKSBM4Cx+ZNeLiVx5l5kedfEjVFYZbXbNeoLgm3khzKTUnAIOlg1/0sPWNaBuVzc/qpfWGefdIMp051QssQ+6F1I72gVPCfHuX7vAFtwA+XT7X9UQYZxQUx0C/rkvaNkq4OFm4VzypJHaxIkOiVQLmSYepdaZFeLKEk29+1k2NRTlPtAAluYz3aA6mSJXmjfGf8Ia3i8YWFiJDUVn+M45HoZ5szEwyGctM8TjDB+dQyRDVCz/X8XGGO/azMuQMxnkeZGtfy7Nsn/4ekrghcMCXIaZAoUOk35ZT2LHNtYPJFvj83w7akR1eWp492UtVm16n8UGmx0U7+zs+SMFLpqwDHWaXBORLo+0LsA0+Ac6cwT/+aRo0k3PR+bahtedivkQ6dyqqCt61vBba+hUF9pJ393jJEktLj4xqy6/R5Sm5gu8oZbbiv5vv4s0znUZUqY108XkhSzWYOiJdeiOlyKjC2PDLX8jxuMMY+LWc4pqowhVovp35MYix1kmorVQ1QoTgHTO2jam72IIkQyyOKPi+9qHKzMpY2yaxyCssqnYXjDJA9fv5/er8meNPDVHvmZ0k2FhdIKOYmOW+Uh5Ll4/W5DlM2Qy0ksEpLJIaqec7D/Kx44Vls49xBzqW5Q/q6vQG2zalxjEtLorrxCJk+QKWgx89/q1Tr1AjPUc1rQjw7rdPzwkmZFx1AWFK6En0cs65drHLYuZuqpZ49HLvCPOdhdpLXXk5zrW14vSY4AzFg4z1cl4k+Eju5CRquZ0Z4Lf4w54AvzPlRzXLfWJR0xpYN7JNwC8ddHbuSE3VpiPtyvcw9HeB562WpNlol2eHxcg7Nvsw93ysEWzVPsn3pOImdRoXKrI7tvL62zfxMKClqNfHjS/RrxaNd056EmQmdBuw6okayqRjMzwiJLmuuZVBX9mxU6HHWIYTX4gnZb+vS1w7HUPnJWR7u08VF7i2uy7mgfB1dW6fGuja/Sw9/k3t/506qkKp5Pd/9YY6fN8D1EYzx2p0a1/zYk9xTu3aTYFZ+bcvElsvvyNIiryOY4HVVc1wfjSpf2/IT/N6o5rgPOA22Y+k44POJz1ZGr+G2LTx2vJfHbQhh3bmTfWeLktgW8rJrJ+e85dPKRrvOfWzTGwErwHFQlXFdSTGul9l2y8P3B2JCzIealLSrHuootG/lWm6U+T13HjBk1xWMb700hVjQB48FbOmM4ubB1vVu0kXhPTf0YipdQTzoww+PzgMAfiy/DQwMDAwMDF4lqBLyqnKbU6cKoJSi4mDmJb5PpXaU04DXoysoVbJUbziSGlUtaN+SuUO8ifYHddUupWgKJXnjbFkkh2ol3oi7Dr2AqnkGQdU822GJUmPhCACLN/LZSR5z8RjbUS9pI+3SkgS2reKRZPNm2uMjYbDxjQxMvX6SJsEEHyjnZ7V/WDDBtqRGJT2phQFDvQzEBxiAhpssGPKzVK2o9i6dZNsyk9pcfuhuBvr5OZ2ypsgx1yEhkpumWiTSRgLEccTzScguVbXSdYVomtOV82wJbsLtkhbawfcWFjgeUy9IYNEgETHxLAOoti0M+No2k6zxeIFNbxbT5BB/em+QdJ8mIgzQaaGxHgYfwTiJGbfB+eT1s22H/4VEhj+k264qbca62SeqmqE/zCDu6Hc4jq7LoFMpcqpZkn2JPm3Sr9RFYblHVkRkKMH3AyQEQwleR3aCKo9alYFtfpbBZiBOAsXj03PNdXmucJsuLpAc4DV2SWaCx8/5BvCa2zYCcHnuckarVjw+EpRKefj4X5MwLmcYBKpqcLUCA8L+mzmn8lNA53b2qeWh+fXCMb63nAZO/RA49TDHqn0rvddaNzL4TvST9FkU1ZcjqsrCHEnBkUfFb2mGCq5AlGRMsp/EXnaSc6JlCIAo8lRhiuy0+JNl+b5KjqRfJct5GesmeRNKaPLQF+BY+sPAzp/SXmrlDNVsS8elOmFYUrs6+NlKjuPgl7S6zh28dlVN0B+RFMo+timY5HmWUwI9nGMb38B9oG0zj2NZXCMTz1N1VFcpw2EpjiFKynqZ5IMyyl86wf5LDnJOeHwcc0Ws1UrcozJjkvZaZLoywPN5LM6fjXfzGOUU9zjlYVVJc44tV3l06AFmecQv0GVfjD4hBIEHOPGgFOeocj8upZgy27lDFLob2Req6qpCOc1r8wVIOBTnSfIsniCpmtygCa3CvHjrxfXasmv6gYPdEE8sSYkuZ0j6Oy7HIxDleHnlu0EVGph8XhNQ0/v5uuvSZysU53wOt1ItOPsy+3T2AAmPzAT33Jn9XLcTz1DlVpin0gngemrUgXJOKq12Us04u5/t67mRiq3u60hWVrLs184d4hMnyl5/kMf3eHlti8e4dmdfZtXUQFyrxUafkL6Z1EUNwm2yfzjiS5jhfLcbXAvKn0/5VrVvkdTxE5xTvhCP2bFNKpS2cl+IyYOV9q2yjyzx3/4IiUuA1+va+vyzh0gmRtr42U1v5LXWyzJOQuoDUrxgSu85lsXPpUaAU49IoRVJE1bkeXGRe8lyhccA+z3aKaRbjorNlg2i/Hb5HVScZz/EunSRBUAKwoDXlxrW6efnAZPGeIVisVDF48cX4fUAb9jaiS/82m1XbQqjwr27e/Cxbx5EZyKIUNmLcMCDHx6dxy/duXG9m2ZgYGBgYPDaQa0ILB7lTebSSQaHfTfxaXRuSryVwJvbrl00Gk+NUm1y8weBFz7HG/pbf5Xqro5tDKAsizerpRRvcFWQ5Ng8XmqYN+KNKr1HNr2Zwdus+MDMHwEC8uR9/ghvlKs5UVkNMHBoiJeW5eHf0pKe03uTBE01pge1buBT+eICA/5KFggJqRFuoTl3vcggJhgHYGnD6kNfp9rDrvAaevbw84luMQrPsA8DcaA+wvZmJ3mNwSiJgHqBwUC9xGucfI6qGLvBvvH6xcD4EIPvDXcBB75M8smu81onXxDPpCEGGUsnea7WzSS2yhJYT+5l0LzlLXxv5h8lhUoIokZVUg2LJHcCEa06Ki2SVFk8DgzdQzKoZUh71ZSWSK60b2X/VPMAXCp9QklJkZPUsFqRPmCWRWXV7AGOv12jp0ysm+dWgY3Hzzb6Qgzeg3HOw1pRk1h9N7G/yxkG8bFuEii9N5F0cG0ep2WI/avSnjp38pj1IvtTGfc7DTGNntVKkeIC51fPHqn65dWBlDcgKT0O+yA9SrJoai9J3aAE8MrLa+AOEngu2LZGRdaGB8tpYHOHmaYEi9eRHgOQ0aqG9KioHRf5Uy8D8EiFsxQJzGS/9qEqC+nr8fHcTp3X6gtzDQQTosKy6Bc08QJJhEirnlvFea7plo3i/TNFItjjF2+/AvvErouBNdiX0/t4PfWyJo/bt8lcm6avkUrphMVAesOdnEvzh3XqXqPCPspMSKpdgnMgMsjx6NpN8iIYk/Q7cL5MvySFH8K68ubIYxzfZTIsxJTDto08f7Jfq7Syk6IGbSF5UC+RHG4IUW1Z2gdKkUWNivgKBXiNAIP4hSMk3v1h7m+5Gf4tGKda5vj3xSw/IXOywn71R3itM/tEhVpgfylCL9xKAqlWBHb9JPshOylVN2viexfVbamXmCIb62K/Zca4VwC8zmqO8yrSzrZsvAc4+A2pPJkkUVTNsz+9Pu6lvhD3gWpOUkQLXMsLRzlvw+1cK4V5Hjc9KqpIWxREWa61pVO6sIHTkKqGef4sHMEyqRrt5HGVGjHSzvUXbuXrdSHH7Dr7cHY/56fHJ2qoMvsl1MLxSp0Sf6h5Fm8IxrXX1sxLwPZ3iDF9Qnt7+cLsr6WT7P9gku1VFWIVAejxkzRbPE6SNBkGPL2y7z+/0kMrOUSD+fwMvwtqRfb70gnOMX9IKiG6HP94D8+bHOS1R9pkv+uS/pnnd1X7Nu1jVckB9kl+f7gNFkjITeliHME495FIu66SmjolRSiW2JZATB5YVZgCC4ck7NIwxz3UymvLTwE+P/cE5Ss5f5jzpO9megrOH+Z89njZJ5ak7i8e5+sqLdoXBPxxXmOjwnWkfPVaNmjSza6xXxr+c9zoEEbZdYXiwUOzsF0XNdvFrUMtVz3RBQCt0QDu3tqBfLmOn76xF2/f1Y2nTy2hXLPP/WEDAwMDAwODSwPLK741EnT4QwyetryVficqTSjSzvQPf4RBDyAqg40MtNLjVCyd/IFOeVCm76Ulrbpw6pJqIp9X5twZuYkOt4CV8myqmuJ9JDW8fq3Mys/wZj85qP2s2CB5Ol5nkKNM9EspkhqVDBVMi8eBo9/lE/eZl3kPXa8IGVTWSiWPTwKZojzhDzLYKS7welPDbJ/lZRDXtomBQa3A/yeHxBA/xut3XSA7qtPX/CEGAuPPUBHQqDCwruX53llJN4m080f5riyna3pI6gRjcr1+IZBsXmujwmupl3TKnS/E9nt8knYiSpeZlxkApUfBNJgszzO1l20oLZGUCcR4nnqJAVDbZrY3Mw7MH5UgrwJYLsmW1Ag/X8lqz6SAtLdaFCWXKJxKaQnqg9p/SRlAKwWAN6g9xJQxvNfPoFWlm5XTDPTyM2JePsfPKuSmhMj1U43WsZ3kVu9N2nQ9MUDSINbNgghOg+tAmcunR9neWpGkjDLxLy4wmI33Muh2FPG7KL5tk+yrUELIOJdm3SFRkzXKWqkG8BqUH9XEs1TxWWDwbXk5T70y51UqHsB5f/R+Bu85SePKz4k5eUYUR3VRpu0Ctt3L+dC2CdjxUwyC0yNNaUcggXLiIfZ3+1b2efsWKkRmD3B9Z8ZIergug9lYF4mHap77jC/IuZCTNbx4nMf0eHWqcjDJ63NqPL8LSVOe4ufnD7OPVMpc+1YSaV3X8f+zB4CXv8oAX6VqRiWl067TJH/+MNtVWtJkar3ENqZGGPD7I5wj4Q4sK6u8flGZ+HSRhVBSp4sB+pjxbiyTinaVfyunJG20xOsMJLmnzB2kwXy0Q9RHVa5dlULs8WrjfNdmSnC1iQgOtQiJ4he/sZD2qvP6eZwTD2pCKT9LlZU3wM8U5ujt5vWzjTMvkez0+vW+mh4jedKzR1cRVAbpCoGIqOTmOcdDSao8I518TXmhFRc4Nl6/VAeMsf0+P9Mje/dQYZzo59zPjPFcSmHXMkiVrKp6WFokGePxijeapD87NlOWFVTanVJMZSUVNiBp9KlTwIv/wLXmNIQ8lbTfrutFrZQW0qoGVApakWyJSk+pU8OtbGsgygdK0S6gfROv33E4B11pUyWnx0yZuEc6eP31EjDyBL+j/SG28dSPqKCaP0y1V6SV38UqFTc/zXa2bOB3VWGG7agVdOVSyyIx1rqJcyAY5zzITHAeRtqpiI62671l+iW22R/VDwHKKfZztJvX0ShzX1XEcyjJvXDiWR47GNdrNyYKWbuq925VYTaU0J6OjSrVda5Dta8voBW1kXZJgT83DNl1heLmwVbctrEVFoDHTp6fTO9qwPtuHcTbr+vBR96xE/GQH9WGg6eHr53rMzAwMDAwuOJhS2qVukm3fMBLXySR4PHwJrOUkqevJ3ljmxhgEDvyKG+AZ14GXvwCb1SrOaqZYt0M9mLdJH2UZxcsBoqWpStaJQd5g3vse7yZBnTqXsd2uemu8tz5aQaHviADNadBYqBzJyuV1Ut8yjx3mAqGQII31cUlnuPQN/j/ap433a4tBrgu4A0z5dAXEgWNyzLxKtWpVmRAlBknybR0Ajj+PQZC+VnpUAmKlfGz67DSmSITlv3AIKkqQU0GeYPA6JOS1pLTgUn7NpIni0cZiHu8MlYWFQHVAoO7qqTcuDZw7LvAU5+StNMQ399zPYMPXwTYdI9++h8U35P8LIPSeA+JlEinTr8MxPmeRB9TdooLoihLs4pfpJ1EjF1n0O44EsgMAr2vY7u8AQnaQ2LYXpKUwC4GyfFuBmTVPBUPcwcZLLrSr7US22g3+F5FLgw/wvkKiK/bM0KyOSR2lo43FQ0Y4u82SQVrGaBKyuNn6pvl4zUtHhO106BO2Yr3NRUMKAL+AEkGf1jUcgVJ0W3TpGKtIAboYSraEgOyBoJaHdK6kWlTllcrNpL9JJJ6b2KfezxibB+XlOI5BnyuzTWRGuacbV4XoVambMHl9Uw+L55Ti9r3JyApmdUcybDCvO6v1CgJ4UqGBEf3HlnfEyQJlk5qo/2Zl7g/9NzA+eNIStfE81wvdoPX0zLEa4JLr7PUMNeqXdMpoqE4ryO5gW1QVQobVZ5zSa5Veb9NPMPrqxelOmiOxzn5A1FS9XB8ctO8vpYNXC/5GXoiNUT54xVfsHAL56BTlzTiBtd9fpbHV+b0iliM91KF2bJBV08MxJiqWi/x/wqqMEfXbrZxmYS1JFV3kXM33MK5EJS04MSA+KMJ4Z06RfVTrYjlSrYqbTTeC3TslL5sYV9nJ0gwVtK63ao6a6SN/T31PFPa/FH2/eDtPK/HI+vQ4Wde/gr7pHWTkEuOvr5GjfPLH+XfvSE+NPF4uM5VNV6A41kvM52zUZHqh1Psk7YtvA5fhP/v3CGptS1cOyd/yLQ5j0cEPy7JyUgblokZR1IpS2l+ppLhXh3roQoz2iWphkWSOsrHza5rwj3Szn7NjPG9oSTXlcfLn/6bOdbhFh4XFtd+rFvWp+z1bdv0wyKV+pmf5gMDuGxbtJt7UaSdbTn1I+DEwySIEj2cM8UFeaBQog9lKc1qsVP7hPB2RW0m+63y4vIGSJzZFV1Zs1bkOlaKYziaoIt2iUowRJLTaXAvj/dIVc6+ppTWOX5HheJ6Puam+BlVPGb2gH740Pc6vt6oSdXeKlV+3hCvwR/lZ+olTX65jlQCrVJBeuDrmuDKzwH1Gs4Hhuy6QrGrN475fBU7euL4+ZsH1rs5lww/eUMv/vzn9sDrsfCdl6fhsYDHjhuyy8DAwMDA4FVDtSABmleIozKVEo2aBJUlSfvKMChVpEIlxxvR+cNShSvOwMMXYkCVnxWPkzCDNLtGxY/Hxxvvti18ep/sZ7CiiAFlAu86vPGdfpEpMxBvEEXslJYkiK7xvJUMgwFbpcKF9NNylTZWSpE48QYkYPHpCnahJGCXGYSoVAq7LmmXKpBql6AAUoWvk0/fAbY9OyWpY+LJsniMRvhZUWIFojzW5jczzbBWYEAR7WKwFGlne9JjDFKiHXpMVMXCpKTY2XUGYJWsKECWGIi0biTZYvnEtywlVQFn2V+Wl0oiRRLadQZA0W4Glz3X0z/F42GfACRY4r1Ueihz7lCbjFmRc6T/dSQ62reSPPFHOPY91zNQU0ULLC/bXM3xGgEAEsi0bmK7VMqcZTFwgsvxz04A8we1ksAV1UYxRS+w9DAPl5ti0Lj9HQyMakXO1Vi3kEFBEleOw2Br/gjn2alHgIiM7/AjnGtLp4Cxp9j+jh1A+3YSsFveCsAjgX2ExFWolfPD42E/hdvYb6EkA2pVca0wS/XTxHP89+zLDFjnDgmp1qPXZ73MYLBRZYDeuUOMv0VVVM6QxCguMl1WKXkSA+zTcJLzSpmFlzNslz/MNkc7eOzRJxj4zh4gQZXcQEWH67APshMka506g/p4L9fcwnGt5CpJ+lG0gwpFF3yPUvT5gpzngaiol0TdEe3U5AAkxba0yHH3+jiPlBeW0+B8qeZ4XF9IiMewqI1cUYYFeV0b7+Ecz8+Jcb+ocLp26sIckU6Zmx7+LRiXQg9ZwBOU+d4q+2WOJH+8jyo4x2Xfe4NSNCIqRvw+Xo/lwXL6lRrPyedEKShtivewYET3dcDSMe0/V05rstmuiro0IA8HhMjxBdkHcwexTKLHOoFKSkhjUfHkZkhG1CskE8JC5NbLsvfV2V9Hv81jLR6nd1ppgZ+pZLmmAlFRRkpaatsmTV4BOkWydSNJu9kDVPTUK3yvXdPqvWiHJhg9sl/lZ3guRSxGWkXV2+CcCUSpRrRrTLVv3STEpMxTddxyWqeGFudln/dy7viCVCFXsxxrf5QpeIEIPxPt4LxRFRW9Ab5v4mmpktrF+ePxaaVZVfbyhWNihu+yXbWirLcQcPJhmSshITETTcRfmftGNc/vA39EV+AMJfj/Yw+wCIWa74062+VURdlW47xt2QDc+WGOV2pEvuf8VID5QrIfiIqsnOaeFJDjKeUd5EGKqmqcnRLvQod71vxRScmWdMR6QT8UqEvaoeVh/ygFmDrn4nEhzSJama3Wf/du9oNaKwF5oGHXef/Rs0c86I4zZd+xOb6NIs4HxrPrCsQLoyn8xfePYmyphL/+xRvxC7dcO2QXALiuiz++/xBOLRRx55Z2PH5iYb2bZGBgYGBg8NqBXdP+T06dwbDXzxtLf1ieAJf4nq7rqMoopUi0BONUyCSHWO2ttET1SttmSSEcY2BRXOQNb8sGSUcr8P2pkwxkox0kEHJTPGfbZt5U+4MkKxybRFatQM8YgK+pCnCOQ+Jk7En6XgVi2vunOM/0k6nnAbg0+F6wtXLMshjcBWK8rtbNQthJIHTqRyTvnLo8qQ4BVjvPW5xn8OM0eH6nwePVC9oHCB6+b98/sk86dvB9489IOlsLA/qGBOINSYGLbmIw6rpUiMwfYmW20iL7zeMFPCGSCtEOqGrtSI+wbYlenjs7oYMd9ZRcVdpr1Ek+1IqSEjTI12dfZsBVnddeVyoVql6mQqCSZaqiUkzkZoDNb6TqJbEBSJ8i2ZKfY2XN4rwmHQtzbKPrcG74wwz87AZf9wYkMPVostF1xNg6wTZ4A5yX6QmmPpUW2JZAXIzGnyNZ4w9p4qGc1ul0rk3yJj3GIBkQdZOlDdCL8wy4FTmXm6KhuGXpKoRweTzLkrkB9q9SIwzczuvb/xWqcZyGBMfiS6S8opyGqKRqPKdHSK75IzoF2K5L8QMPCY+aeGcpw/xYF1DKyFzKAI12MYdu4fhZHgCOeLS181z5GUl/8nLewWKKZt+bpUqeKPUy4/Q+gocEdaPMv9kVnXbUqJOkqBY4DqEkSbP8FNOoVACsCONqnioPlebZqDW9J8kUWstDwsOu6gp6lsWxUGmryiMQllYaNWrsZ69vZSqg3WhK5bXYd507SZQWF7gPuK6Y+Z8gaVSMcW3AJrnVuYv9WS+zP8tL9PYqSLpspJ1rovdnuIfMH+b1evxASyfX6dJxtjuYIGnUsklI+givKT3CeeELiqF6muMaaedYNSqAIymDdk3Ug0Eg3ioEwKIm9pRKzLUlhbLKvmvfKkqhY1TdeYN8bfyfOB/DLaIStGWMXanOl5aHDSN8vzIOBzhukU3soxcOs98irVQi5mfYt7Ui528oLmmd4LUD7C+7zpTpZD/Xpi+kCXtfSBc4UaR6rcA5pR4MdNzBPayaI/FXzUuxgaDMjTKvpyEEojJzh0UCBuB3QSAu6cSueIB59XdmvczxnHiG5EzbFkmhr7HvM+MkSFuHOHcz41xPHg/3U9flw5uFEzwOXBJTrgskcuy3xVPcU3a+Bxh5nG1JDvC67QbbqnwPVfGE/KxU+e0g2Z+d4Hvz06LkjPBBSDXH87ZuEp++RfnOjbCNqZNCDjtU8DbKQEXUq/4I2xJq4b4ajFGhmRoWHzWPTm8tqIdeIa7f9CjnQSjBuRtpZ9/mJgHX4vFqJe0lWZpn+masi+tr5HHtsXjsu1wn3oCuVHwOGLLrCsSnfnQS+yeysADs6U+sd3MuOR4+PId/fm4cv/eOHQj6PPiz7x7BVKaM/pbwuT9sYGBgYGBgcHHwh3njWCsyrciuksjyB0ngtGzgU916iSoRx2YgoNIAy2maTJeXeINakye8G+7izXe9RL8OgDe6oRaeq5pjcF9alGpPYejqaUWeq1HVgXG4lZ9L9IthtgQeviBvdMNtvIn2x3gcpRjIzzKABXTp+snn2U6PRzxfehikFOYY4G64kwqe4rykY9hsb7hNfHKU4suWoFOUBq2b2EaVkpTo501+bkYCLPFIGnlMm4jbdZJpAdXuIAPPSAcVEV27+NS7+3oGS+NPse3hNkmbamFfdF8PDD+q03cqOfE1G2Cw4NQYqBYWOA7hNgZvsW6OV3pUvJSm2Y5l831RX9XLvCbLYpDkugyiWjeJAfckn7TnJ0XRtYepo4VZvtcXFE+xGPsqmGAbnQb7uJxiO4sLohSQuePafM/SCQbYiX5NLiqvtmgn51J+VqemLh4H5uoMuuNJnmvxhJBJGfrY9N0svkou+yrWKcbVi0BAxqteFI+ZCsmH4gLnSzlHQswXljTaXQz6xp8mUVhc0FU9432AzwfkU1xfsS4AARZzKKdJNi2dYh8pwiQQl5RUSd9sHdIFAZQ6xifkRGaC86uwIOmwASHTjnGMld+cU5fUsKD4SNU4B4NxVmB77K+4Zlo2sP2ZUa7N0IAY5U+w7zITJCJaRIkXauExGmWeb+kUx8AfJuGYm+SaKAnxZtc0eZKdEIVWUKeIKmLOrvG44XYeMz0ObLxLCNIIEAqw7z0+UbZJwFsvcY3Ee/i5ZuWRSmubfklXeVOpf3aNfZcZY/9bkm6q9grXJUHmD1EJGOuV666S0LP83ANLS1L9rlUT8gD71bK4LhpV7nXhVvZzvUQi3x/R6V/+iK7C6rpcM6UlqbporazuGWklwadUqQAAD9dFvJd7yvAjXIN2Rrz6/OKBB+5R3ddx/BWxHUxIEY82qTh4XBfUCCY4x4qLJDFURUZ/hPP/0Dc5pqr6Y2acCsB4H6+1MCuVeYt8f6JXilp0cu+vl0lCzh8BanX2gS+EZfVaIMp1n5tiem1OiMFakco7RfI1K5adKNdfaphEkyJNlAG8SgWd2sfvP6fB9VXJst9To5wHSqVazcn+kBCFVIbKJFXFMBQX8jsnBLZPClzYgNci8ZYQZXN+WhdFmTvEzysCd/RJMcWPcWyVz6Zd43eU43CedWzn3C3MAY/9Nf/fsY39vkxI14CqEOQej678WFrk97rym4vKdSrft2gPie38DEk8r19SfG3u/61bRfU1J6nqAV6zIrRcRx4a5PV6LKc5DpZXPLxEAZbcwHVRzXMOe/1631QPK9SaADhuKjX3HDBk1xWGbKmOJ08uwuexYFnAPz83gT/+6evWu1mXFG/a0YnWiB/HZvMYaieb/vjxBfy/bt+wzi0zMDAwMDB4DUCZmyd6RXHjYSCoblA9Ve13NHdEB9leP5ar3R39Lj87dDeDGl+IgVu8l8FIvI830+pm3h+W6nVxBvp2nTfR+VneAEdFkeIL8UY+GBVDXQ/TYnwhfjY5wGCtMM8b5s4dfKJfyUjQHGRACZekTqMKnPoh2xBuE5WVqJuchq5MVctLShXYPqVsqBd1UKcC49yUBIUxHbQHE0wLUSqeUBxouZ7X54/wWmCRLIm2A4tZHcQEQrwex9YKrOQgq8eNPcU2KNhVINjBp9u1HIO4RD/PUZgjEeP1S0rRKW1KbPm0MqUgZGA1y+CouAiEo5wHHduZgpmb1D4y3hD7JzFI4q5WpD/Q4jGev1ECfGUSSelxnqdR1dU0/RG227LE5D6ivYk6dzDoKy3x75UsiYFqnoEWwHY5dSmUEOIxqjmq3sJtJJ2Gf4TllDdXUtgcW6fBhlvZF9UcMHCLpEIVRflTY19YlpzDLwRZmv2hvJyyE+JL1yNkyzzVZdUcg/ui/HvpOMenkqdaqLQkSomqDvoCMSnq4HCsPF6qGxs1ro3WjSTq2jcxgCzMk4BWKiRYUj0txbUR7QAqQvaqqoLFOamSGBdSpC5pvhGuKVWMAh6uXZWiWkqz3eF2zqdKliqtiqTYBaLi37SRZNuun+bfUiNSdc0nxLQl3mB5EriNmpjmz+j0w1CS+4TlpdopMcB+VempSvFUXOTxclMcy4bsUSqg94dFbWSx/xL9ooJLcT8oLXAON+JCzs9y7iwrhrq5ziKdHK9ymv2R6OMazk2z74IJ9pElarJAALBdjkH7Fqo34z2SKqdStor8iXXreeM6JDMbNb0WIx1YrgSqFDyhJK+zMM/5qUiOeln8phYk8PdKOtsQ+8zjZ9peOcs16w3w3DP7Jf02yb0rN03PQlgkMANRIROF2LAdPWfbNomqMytktqivSimSYuU093+nQZVQJStq3IYQ8jZQS/G3r49ttjwka+od3L/UGlHzzPICHVvYTmU0r8gjvyiBvEGSR9WikLop9pEvyL6J9fD/wQTX/eJxjvvAbRzT3GEgKgpDu6ILHDiS/ug6wOt+GRh+jOPTvoPz3XXZr67DY0faeQ3pEZ6zmpPvTR8QaJFCB1EqnOolSe3fLER7hPuUU9dEa7yHY18tAJXjnPeKoHNtqWgrafnBBMcwNaxTPhN9Oi2yXhKCK001dEjao4piVPPyEMzmPEuPcZ60b+Y6n3hOyNYaUBrlmui+TvtzAdK2pP4Ochygkee8V15cKoXRaXAvj/exn3pv4LVW0rzuepn7aCAmJGcHx7+clkIdHqBWXfP2ZjUM2XWF4eEjc2g4LhoOmct37+ld5xZdegR9Xvzszf34p2fGsK0rhqDXwqPH5w3ZZWBgYGBg8GpAVRNTKUCBKJDYCswe5I25qoCoqsTVy3zy7o8xGBl7StIW/fx8uJUB3NEHRAEQIynlOvJ5MWyOdulUws6dTFf0+HjDXStLJT6LAYfTAPxzbOfSKRI/sBicxLpEfSSBYTAhBrxRBjIB8R8JRKWKoQu0biGBFu+RYDarzXgrHgZIcJlKYnnYD/6IeClZ7IPkgJApNgOVpZParNcbBKwWBm7VPK8l0U9CYf4wVTGBGGCnOAZKJRGIi4rplAQqjjYYrhbEqyXKPq2VeT3JQbZ16RR/w9WKFa+PbSovCRlQ12bdtSLHw6lx7Hr28Lj+kJBxDgmrsae10iw7Ke2MMSDJjPN95TSD2cQAEN5IheDQ3VR6eUVZoVR/1ZxU6GoRxUiKvkjxHp4/IGmTHh8DNFVePphkX9XzJF5qBaql4j00l/b62K/BGInKWDf/nZ/lmFVzvA7XESVfhXPO66eqZf4glqtvAkLISRpqbpLzBOBcr5c4VlvfShVJKSUqsDKvS6ULdV3P+Wd5dCDpD3N92HUqrzLjgLuXwXFe5rjlFxN0l4FdNafTFQNRLBtwuw5/op0MmisZfr64QPIh3CrrtVVS5uIkSuI9HKNwK8c+NQwcvl98sLycV7t/Bjj+oD5PeYmkZriVcyGUoJIqPyIpgX6pPtkgcaBI6UibKNkghIcoaUIJKulKC0IoO7qaXqPKMW3bKIRLWSs3ijIO5SVOd+XN5Qtx/GcjJAlah2R/sxlQ+0KAtwyEhaCKdgpBvp2kj6rEWM1zbXv8nIelNNuUHOBciLQx+I+0AjOi4LRc/j/UxvkaiGni1PJQHaTUpFUh/H1Bjo3T4F44eAfN6Q99VQhxG2g0NJnpSHocXPZXOSvKIR+Wqx8C4uUmpFKkVyovTvM9wRjnniIRAzH2ebhFyKWyVgBG2zlnp/aRDAzGqUwrLYr6tszxDyWYahZqZbtzUzxOpF2rM1V1yfatOl0u1sW+cG25njTXUWGOayLSJuS5rBuvD6hU2YbWjZyvlgX03ESiV6nMIm1AsJ9jXZQHLI0yia16mQSga9M3zR/hXF08zvcW5ri/tm1hnxx7EICoV12He0AgzjUQSnCO+MOSgufwe0x9j0Y7dUq5PwJ4c/rhkNMAem7k92h2ig+XAlEpMBLm+dIjnLeuI+b9oq6z69ojM5jQRT8C8n0Y6eBDg+7rmZ6fnRJD/pj0PYBQg3uA8s8qLZKYDMbke0PSMdXcc215EOZyHaRHdEXdUAv7fv4Yj295SOw3ykCrxflYLWp/tkBM5leH9tGzPHzY5gtSQVotcm5Eu6mwC8b5sGbppPjpdemHIvUSjxnbcra7nGUYsusKwzf3TQKgYrY9GsQtQ63r3KLLg/ffNoj//eQoDs/kcctQC548uQTbceH1WOvdNAMDAwMDg2scLjCzT7xgRPHTsoFKEmV0nZ8WX6U4b/aXjkvA2K2fzoYSJA0sD4NalWpQLfAGPdZJA2zLw8DGBeAsAG4fg/R4t3w2w/N4hTzLTYvqBZJyJUSW8j+qFnj+ao6qIo+P5uFKRZYaZiBdyYrn10YGvOUsCbvODqYVJvqYluc6csyCpOgNk5Cp5rViI97L13wSbNhVHdBFO0lQlUVZ4vEBTpGKsy5bG5UvneDfLa+kbVmSEhNj9cbUCM/TuplBx+hjYpQc43WFEjSEL6eETHTZxkqWAVyknWqrSk6nfXm8WqWnTI49fn4m3keVTUZIFq8fOPo9CdAk9Up5im24k+OSm+RxlSeSIjW8flG1dDH1p1YGQjEduMW6eB2OLaq5OgOZcLsoPcJsa63Eql8qqFs6wSCtnNbFB+oVYM/P02MuO0XCIDkoqpwFjkcpzaCslKZaoJIHundxDmanSCzZdRJk5YwYKYdlXP06PaxR4fXDonpEjXk1D8Dh2ijXqHwCSFBYUTFfDpH8VOoPpRZ0Gjp9N9LB8ytT89wkg+9agWNSzXOMLA/nqwpKO3dyfikPouIi54bHKyR1CWgd5Fwaf4rBqyIzvEHOg0oaiPdTRVLJan+gSk6nZIba+Jo/qlWKAPs4O8Y2Lx5n37Zvk2p/CQbbx78nJv/beU6l3FTVJQG2U5leR9o450Jx8evqJwEBYLlCrC/E/vKISmbhqPbWU/O7uERVWzAu8z/Hv4USfG+kjSmcwRivZ+RRnqPneuDod7iW/RFR0dlMC/MGmLYY7QTslwBvTKeUVTKca4vHgQ13a08/VXUxlOT8n9mvibqAzfXkj5LUAEQR268fEpTTJFDbt/Ea4t30MUwNSyqbKNgSfTxmOUMT8WpBiBjpd6XW8cg+P3eQpEHrZil+EOB8smv8++xBSStv5esqbXT0SZk3Gc7L3pu4Nls2kIBIDvAaWzfzmHZNCNKyLq7QqHAu52e1/5prU9VXrwhRn6JPX63Icw0/QsLZrnPNZEa1557yZAvGZE8C+1rtsYG4pI97ODfrZVmLoj5r3cRCG+E2rodgFMsVGJXHoZ0FDnyFY+X1cd31XK+JNUVaK8WvUmbVy+yDQIxj7Q3o9eXxiCdWRvbaOMcnOcA9q2WDfMcmeY2uPIipZPjv5IB8z9hN3nMRemxaFvt3/gj7LNzCfakwLw8MRGVteXjOUJJpysupgjaWyfX5w5zX3kCTItrWxVwaZX7XWvL+QJzHDiX5XebxiJLL1umRwSTXxtRepgWXl9jXoYQ8yKgDmVPSrzMc185dku6eYP8M3g4Uy+d1t2PIrisItuNifKkEDwDLsvDO63uuWfJnZ08CNw624NR8AaliHblKA/snM3jdhmuT3DMwMDAwMLhi0LETcFIMioIxCaay+mbTdQC7XSs8lM9LNUdVQPs2qcDWKalRBb4HIElQK9CMvnsPmLoX4eeVB1etKKqoEoMSF2LuLjfM0U5tDKz8WuDRxulK+RHt5k288jlSfi1Te3UFPnXu+SM6Va5lA2/K/RGgkebhWwZ4M50dY6DuWjpgLS4I+VUQP6E2kjl2TdRhMSERJC3FafBJuD/GAMN19RP/UILXUK/w2lQKSnKIT7jLaTECTlA5Ulqif01hTrxOPFLuHgx8l05qs96JZzRJ5A8z4Ai3NJGRTV5Cdo0m8lvfAkzvBSAeKtkpBtK+kA7KfCEGbJUcxyaYYH94AyQgcpOcN5F2Bp61Aq8x1knSx7LEZLrMcQvEmCrkOsDoo1qt548wsPKHaQpemJN0nH6+XxVU8AZ4HkXQVHM8f2EWmHmJCgoL7Pt6WaqYVRlwtWwANr9JV4FbOCapcBESDelRjsuGO+mHVpiTwFw8i8af5meUv45dkbnYQ0VXepT9Xljg+VQlylASSPYy9UelukZa+X6l/lBeScp/yevX1UqDcehKlWCbCgtsX3JQVHhTmuSp5sWoXZSE5RyweFKqFb6Bnwv0cQzifZxbiX7g+ENagbUUAqppHqNjq5B0DWDTm1hV9eC3AM8U+3j4MU1oePzasyszxjbHu4WEttnvdSHOS0ta9VPJsh3RTq71SobjbTfE3ysscykoVfpEkeILAoUsiRaltPEGdAW6wpwon2zoCoxV7f2nKiC2bSZxVMlqXzaPKMGincDROZ4z2sWxyU5KRciQjJEoMOFyD1Ieh0rV6DSA2BDbU1oCxp7gXgroNNuBW0WV5dHz1nUBOLyeWlHIV7BNqqBDblpXWPSH2E/hFraxVtbnV55t3gBJhtICFXHJAVbnDLfrtEhvgKROflbSmye51qo5qgTV/hVuZRsXj7M9LYPs70CMBH6sS1JtuzjfPT7xZkzqVHKAyp9AVOZ9kXM2mOAYOw6vIdHHvSDRy3EuLlAJpFJwfQGtXFbpjJkJrqNAnHMpM8Y2KxSXSAB6A2x3sJVt9YVk/19ku13wuKG6pDY3qEgLt2nfuXg394elkyRwBm7hw6PjD/I8vpCo2lL8uyPrOTvJf4eSnEeqoqQ/ymtqVNmGepljm5tmX7VtZX+mRli1MdLCNTCzn22MtGki1GnIA6wof9o28UFHbkp/9y73S4X7h+MA5QV+51geEoK+sPhryl7uCwrR6OUDKX+UxDvkO7S4SAI7O8XjdfYC9RZRjgkBGohKGn8Gy36iLUOiqEuyvxoVwNPOdocSQO38OBLPeb3L4FWB12PhP75zBxyQ+LoWUxib8b9+6Rb81lu2YmSxCAB4+NDcOrfIwMDAwMDgNQDLyxQU5f8TaWcQr7xYVOpavcigbOGoVlj4wryhz8/yhj7SSTVPNS9PkVu1yXF5iTfMviCf6PrDwM53M5CwaxKkSYCen9U/9TKf/loe8Z3J8H3JfjHA7pDgN8Cbea+fJMfoE7xRbhkioddzvaScTMkT7SCD0UqGN/uhhDw59zOQKS6SQNj2dpInipyrZKiYKMwzgJp6gU/TlfmwMpkPJalIsWsMYrt2sm/8YfZdMK79tfwhEhQb72E7ZvfzCXh2gkbYdoPjVBYyrn0rA46K9MXCMRJ4dUlDmn6BJseVLAP3lgFROIiiwfIwaA+1MHDwhxlsVHJse7xbiCQ/54DHxwDEdTgW+SkhGmNCVHQBsMSbKqtVV/lZfq77OgZ2Hh/fl5+hyi83oysJBmJUFsa62OZQQoy/Z6g8zIyKmXhaKr6183Ntm+kZl+gHtr+T50qPMfD2+Kluy89wroYSwMY3sa8tjyiI2hkQOo0m1VuJBE0gIgGzSx+r2/4NiTN/VFRxHpJLKu0tJKmWyX7OFVdSPCeeYZ8m+oS89QP9t9AzzitkhFqLrZs00aJShWLdbL8iLV2HgWklS0I5P8sKoAA/1zpE9WJyUFIqY5wbc4fl+nJSMMDLeV7JiKLMj+WqkNlJzoH5w1zP7dtYWTIQ5lpPD3P+hxJ83evnXO7cqVNRqzkqO7LTMjcD4i01z3nYMsj2NOrs13gfj1EvcZ4M3CZEeJGvl1Icy0qWba/mtOIuICSzIrVU6ma0jfuC0+A1eXxiHC9kz8SzwOwhkgMLRzSJm5+lAlCZnqeG+bf8jChfGoBTlTTTrCYg/WEx/w5QHbs0TEIFlt4zGxUSANEOjk+kXQp3FNgu5UXUupH7lzcgQX2LJnBqJVG6LLFvYr0kHfIzPFekg6RkvFfPrUZFp8rZVVHp+NkfgRj7JzfD/c0XpH+g8kGzLP4NYNrb7p8h6RWIcR107ZLCCAWSZqUljq8qWOLxyx7dwXkfjOuiHHC1YrW4KNU8hUD2R7lWe2/k2h64Bei/mYRJrcC56/VzT2zfJt5yISFSZ3lN5TSPVU5rDzzXbkqZFdI8PUKyPz3GuaiKfRTn2aZQkmu9basQzS7TtJU/YCULwGHfhVqoMlUIxkmCw5KHF22izHJIsqpxWP5etqhkVSbv3ddxziQHOebq4YvyrgKY1q0qDLdvZWXWyee5tgMx8YHzYbk4gXqIUclznjQqQpCGuX97/VL1tUiPxtYhtqH7eqqpKnmdwu7xcp22btQVVQNRHiczwX2kMKcfEPkjQsBOcIyUf2DLEP+uqnaqKrHZcUkbFTVnop/fgd4AMPG8pKufG4bsuoJwYi6H//njUwj7PWiPBnD7prb1btJlRVcihJ+9uR8eC4gEPHjy1OK5P2RgYGBgYGBwcchOSFrQIpa9rbwS4FcKYs4tBIYy6/Z4qYpJ9PJpdr3EQCbZzwBOeY0EYwx+e2/kuTwSTKvfC8d4069IEEAbIMe65El+kyLFI8owx2bglZ3UFdhqBaa/WF4GE9EuKr2SA9oYXfkuhVoZHHpEgaa8SXwhBiCpU3ID76NvkAVeS7idgalqY8sGBgfVvFSAK1GJEYjwWNlJ9s/8If492MLPJQe0Z1mknWRaIMKA1nVIDCjFhionXy/q4CPWJQqxMSqYSktCBkVE5ZJoMrhekpQvITe23StG/FmdHqqMkuePMODqu1mC06CoQloZZLRsYEBdWGDAUy8xkK3mSRhGO0i29N1CMsCuaY+bWDevBUKeKfKmIYSBIpaCSf49N8PzKT8eX5jky9JJerp4fTyWMuGuC0FVXOR1JvoldU0URtWMVFGTFCBvgGN1/EHgpX8Gxp9jX8R72beFOam+uAgsHOacyU0zCA7E6BXUOsQ+zM8I6RrhOaIdABwGnME4lk3ClbqimgNmXtaKn9w0504lq9MU62WpjNYQ4s5D9VPbZhJigQiW/XScOudWywYsm3yHWzmuwTgD5Y7tmqSO9/I6op08bjApJtt1jtnMy0Jg7CT5mR4lgeHxY7kKKiwG3ekR4NSP2PfZSfZ1106dtmfXANhCXvg4D/JzElBHOMfi3VKxUuacXRdPLpuBrwqalTIw1sU0zGiXKCuFWMxOiF+ZKL0siwRFoyoVSW1NbHRfx6pvLUIIOnWZN72i0ApyLyilOJYq7S87yZTiYByY3i/qJD//H+9jmyIdvPZgnOOtquJFu6XQQ4HnUyTMwO1UDw7cxrSswhz3vOwUySml/vN4myoI2np8g3FRxYkiJ9JGgkaRW/lZrtNEn5DOotQKt3MP6tiu1bPltKy3IPDM35Ow8YU4PwtNQoSlYfZrpJ17YynNNi0e49xt28r+nn5JPNUCJPMbVc4lyyI5FWkXs/mUeLoJsV/Nsd2Wh+8tpTge+Rlg8E6u++Iiyd7CPNtWnOcc77mBZB6g+8pxSMR07ZKCKUuaJPX4NKnnDfIYN31ACgA4vBavn3uRKiAR7RS1mKixvH62KRDXD28qGSxXAoYFzL1M1Zglirdol06Dtiy+N5jQ3lbxfmDD6/UeXJjl3levSMroEPfqcAv3nKURvq91CLjx/VSL5qZJCsU6hfiO8j3t20i4q4cyhXnAbXA8wq3cv+sVSYmMcT1Ws/R2rOX53V1alO+qGueHJXtyOS2K5RL7Lz/D/lAqu1qJZKBdE5WtKPr8Ia4D9e9YF797le+bUwPqQub5AvRZXDrFfkmdwvnAkF1XCGzHxXv/7hkcnc2j4bh4xzWcwtiMfeMZ+L30KTg4lUW2XD/nZwwMDAwMDAwuAq5NjyEVLDQqoj6ygK0/weA6lOAN7MY38SY7JKkduWlN1nTullSeKADxhVEkmFfIoZ4bSVpkJ/nZiecY0FkeBtetG8WnahNJsq7dvFn2eMXgVhQO8W5R/yQZ2IXbdMBUnGeg1n8LSZlakcRAflYqlG1g26o5nU4IV5vM2zVJqfSQlDr+EAPP3DSDca9fDICvkzTLDjGuB2/mfWEGs/kZfWxYJL2CMbYnP8tzZ8cZQPkjDBTyswzgOneQOIx188frk/SPVm2079S1V1e4hQGNR44R7ybhsPENJDLsuk6PaxMj39KSpAUOiEKoSvKnmqPfFiBP+aXvHJsBbTnFoHn+sG6/8n5R6VceD1UJkXbOpcUTmrgpZ0kOqOqY+RmtroCkW4VbRBF2PYO9ti0krxTR9P9n77/D48jOK2H8VHWOaKCREwkCBDM5JCfnoJlRTpYlB8lhpbUl2+uVvQ6fbP/2W2u91mdbq2RbsmXZli1ZloPiKE3Q5MAJHOYIEDmjc05V9fvj3Nu3G2yA5CiMNOr3efCQQHdV3br5Pfe8561lQqXmCCpVChTTXz1bA9gK9kawn3pTBRHeZgHY/046i6l5EWYkgFCnn4CHBFn8XWI8mGxLo6xEvTU7+7dpCKaEi30nPgkK28+zTVo3i0x6STKydDuBmXyUOnMys2nrZv6bWRVhSx4BfuZYNgnE2p0cG3YRotqxnc5hsFewf1zKUc1F6cj2HVDMM1eL0HzbwzaTbCFfJ8HUinBg+68BBq8TiRdWCFxIJ1tqwGVWGAIrsw3GJvns1iGON08b67AQZ/u6ApwfIMKvfB0CZE6qcDBNJxA19aRI+OBW2fx8Xcx26e/iGHT6hPZVju/v8PJvukMAYTkFZnla2U/atvAzd0CBsR07+L7BAX4mQ5ClQ+5tI2Dl9Al9pLIKIXb6FTPQ7hTi5Tqw6QZe07VbCZCP3Al0bCWrqpBQYI3Tx3ErGU65KLB6in1BtxNEyiyrLI5GWYRggr+XskAhStaU1NJaPiUSXVjq8MATEsCenf+3uzje3a1sV5cIHZT9v5zm+O7cCWx7NcvWtZvlj02JzLEmASx5WOIVYX+ZFdZtsJ9jJ7uq+kw+wWd52zi3GWWOY6effdmsCG24BXHwklRajxMPqxBRy1CM0JZBvm9ZtLGvk3/3hNkudhfbwMgLtqqfc4icT2SWX9MkWyjUz/bztPBZpRznr3xcXO8VulaWCFvsZN1GznMOsIwaBluF65Oc82KT/G4xJcB3F+cLyyLgI5ltrgDQd7ViQxoFzodOP0EtX7tIDLAoxPgLBPSMigDidNa5ZuMapInfTQO45j08iAr0iIQYwuJTLFchznkIFvtjNso129uuWFoyfDUX4fvEppQWoysgEm6I5/kECJxdFQcRDpEoQue6khYHWDLhRHgr0LOf85E7yHU1NcdnxmfZn3WbCqu/DGuCXT8idnQ2UQV6yoaF1+zufplL9MOx4Q4fihUTuZIB0wIePtsMZWxa05rWtKY17QdqriCdQUAxN+xeOh6FBDByDzfirqAIB3PTKS1lhZC4nSffDqGhY1n8bmSM/08t0OkCeL/4JABLpYKXIQ+STSadCqPMMJz2UW54bW4+L9jLa1t6gS23C0ZFF8EtsyQctoDIvDUoQj1KInREAHPFDB2WEqUTYFlCD6jEjXz3HhEi4RBhlCEl5J6Pi0xVJplVxTTL6xUaM6FBOiH917AO27fTmZAMBkuwkCxTAYGxSTrHZkXpigV7WbehASHO3cpNf3KWz4xN0tlq3STCoILU4wn2sTwlEfrVuZ113DYsBIuBKovOMnniH+jmO3naWH+mIbJipnnqX84qMXVA/WtZQNdOPl8mIygX6OzJzH0AnT6bALgCXaiG/UgAqShCZE1DgJghFcoo9YXycYa4+jsUG1AyNnQ7Hcl8nO8U7GO/K6TYblLfrJRlORNTdAaDvXTinX46xZKJ5W5h25Qy/OnaI7S3llXWt+kn+YzkgmC4LXN8uEN8Z38nWQimSSDF7uTYKmdFqGg3+1XnTmDHm5RGXsuAAFfageE7BftNsE4k6AWILKcDBH5sdrZ5bJJgQKUoxrGbfS4+SQaE1MoLdLG+Fl5ENeSt9yAd23KOYuO+DuqUARwPmo39oVIim6RF9MvNNys2UccOXrd6lvcv54Tmlldo4uUVGFEpCNaUYKcV0/y9lKUDK8XbHW6WQQJ3pTS/K8MUJRPOKHOOsAwCA/FJAT65BDC2G+i9iuPS0yoA52mVrdRmZ10Xk8wkWUip0C+pJ6XblH5W9AL7Sv817B+y70pRck8btfcKSaETZoksgl9jf3cIpqjNQWB48SgBoJYBwWAT4eW6jfd1CBBMA6rJDco5zlsyNLpSYj1UgQuL79DSx3LGJthPAMEMtESWSQFmODwikyxYtnxMgCpb2L5y3ujYRhComGR/9obV89pHyZ5cOsb2tjkYdrj5VgIl6UW+m6+d/UCKx9uczPDauZPrSMsAsPstYn2yVAZNs6wSI1SK/P/Wu4DdbyXbL7MMTDzCend6RcixW7HMlk5w/Pq7VbitHLOSaajbgPH7CSDJuQOaYv/5OniNr5OfWxbn3lxC6WFJZq5RZl+oFDhefB1C4wxCpH5A6Wj52hVTzzJYtsgYAb/4FP8mQx8zq2SwxSbJ5MwsqzDslbPAM39JhmZLL+/rba+fB4duERlM+/l/s8y2Ty+KNTwAhEdFZlBTMe7yMcUytrlEvRhiDu1SQJVNrJeBLmDgGrZpYpYsLKef97QJ1q3Dw3b3dvIApW0L18xOERLtbuVzNJ393u4huGqU1HpQGwK6gTXBrh8Re+g0QZ6tnT4Md/hw/ZbwJa54ZdjWrgBuGg5Dkti++Nzsy1ugpjWtaU1rWtNe6ebv4IY3vFWxCgoxET5QoLi8dKyWjtM57BFhIp6QSN1+lo6NJ0wgoSKc2f5rhPi7cMY0efIfplMRHqbT1H8dN+PZVSHGu0wtnfkX6YR5QiosJbOqnF0ZChXso0PjbhUnwGkRWtZBxwxCw2TTjSKdfV6EtOykUyuFvjVNZRazDAIl+98JDN1MhpHTpxwTCZyUhDZRJS80Zrx0hDp3iHBH4VBKQEk6YLqd4EDf1QKE66FT7fAIp144/TYPT80la6uYojMQHmF5fB2KpZWP8nlZCby08Z2v+nlg9F7W9ep5AmuBHr5LYoYO5dBtwLbX0jnxd9DZ6dylMsIBIoHBCNvI7hJhPga111z+Gn2oHFlw5YIK+XS1UAweUEL/RpngTNtmcdKvs9/FZwhcpBfpXOUiguFUZJ1nV1F1WyyDjAhThLy1DglwwKtElp1+FXorAYZyRoTuCmaczanKVimIsF3xN1OwBnv2C1HqFoJluo3v7W0TgtIhJaJfLrCti0mCGR07CAwG++iAOgRoXEixvgGCb31Xk1EydBvvu+VOFX7o7+T7mQYB5EA3Hc98QmQGLCuH1+YgWOz0sS5WThKcg6bAM8muyiwTbImOk+VpdwHjD9LBjk0KECdA0MvuFBn8hLaSN8x6ah1iO265TfWFUpZtU8ywr9icQgfJENo+bvb3YJ/SQ7J76Gw7PSKzaZYgXKCXIJLNzTLGJqixZRoCsIrzGssimCATTxQz7OvlPPuVO8j+Y5bZ9vkYwY/lU4pt5W1n+dNLbONSlvdfOaN00lLz/G7ndo63lj7ONTJk1+kHnvo4MPYg7927X+iKlQjEdWzjWJOhZa4AAXuf8PmcXoIU7Vs5T3WMitBnQ2i3BTjH2N1sC5ud9y5nVcKQQI9KzhGbECHXKZHxUTCsMktC+Duo9J6Mikp24AoS6IiO8R6y33hCHNOWxZ9cnG1czU4q+mspC5z7tggxFSGRDg8/k9lC5SEHNAI7pbw6VOkXQEnbFrLWuvdRRxEaf3QbWT65mMiG2M5xaHOI5Ac5kbShje9kdxMgDnTx/5pOZuSW20WonFgLdCf7qCvI57T0s0287cD213OucrdwPpEMM8kqdgXIWgPYb1x+wVbeIZJbCMaou4XvllkiMzHQy3YM9LJuAa57uTjXJDm/pBfEfC+YtjJEECAg5WpRWm+A0KLUOLfYXKy/nn2sj/kjwPxRlZVV6jPK9aVtSGTQ7eJ4bR3i4ZbdzfouJoUu5CD7VymtwhWHbmUZQpsEu60sMjN28/6BPvYtTxvbp3Mb67ljG+8/86yYw0Ocp2SoqSfEdwn2cU0opFVSnEuY/bK+1bQfuH3u0DQA4Lfv3oZX7+6GJumVPwH2yzcN4akLpJLPxnKX+HbTmta0pjWtaU37nqyYAdo6VEiBZQKDN9KBSswIAEJDNfuaww1sez03ng4vMPcCnW3dAYS30AEN9jJ0RdPolEkmUCHJa0o5EfrhpNMzcJ0QyxahMIWEcLREmEQuSkfJFVAsjvQyM8r5O1RYRiXP5/o76bylFrkR1jQAOk/2SzluqFv6hAC7dBJ0ccpeAmae5ga+Y7tiEYQG6Y/BIiMn2EPnZew7LI/uIAMiPikyCFaEnlkeVcbDltv5LnpKAWHhYQHmGCyXDPuLTtAxyC6rzGeVAhDcqUT/U4vc+BfTdIQcInwr2E9QItBFJ3PlFO8txd0BOj/uEB0ndwjY/VNKD0xq0Xha6cwEethWsp2cATpZdhdP62Womlmho9y6SThupyk+DjBLWikj2AQDdMiyop7igpFUSIpkBBDacE4CeOW8CmWzOZSmkHTOvGH2Dymq3L1XMPHidOiTc6xjfxdQyYqMaQbbR4ZhomavHewnA8QbZn0tnRLJEMKsYxkO1rOXwE9sAggN0Tm2O3ldPgYc/EWRsfE8qPtkUwBtTPSTYgo48nk6hMk5hvV6W1n2fIKOsgyPlCDq4lGlGST12Gw2kcVMOITtW5UAeP+1dCYvPEwHt5SmPk+wl+PQKCldPBMcJ5ZJoME0qFElP7dMVNkc0BRrU9MJDhllkYUzzed3bGd5/R1C/F2AHDYXoOc4Nr3twMirgKOfZ780KmSldGwjMAGrRvA/RrAwtSD0kCzOF56w0ANb4nO6dvHvPXvJdDGKrD+Zue7AL5Gdl17m79DEWBThrDa7ALoy7Pu6TWnN6XaCCpFzgmFWEkkE3GTZGJUaFp7FNoyOC82lFO9pmWwDl3D+O3eSfWmZYo4QoctSvL+c51ycXuLc4+8GdryBfbiYZXiXrrNfpObZHv5O3iOfUGypUpYgweJRjmv5vjJxAgSLKR9lP/a28d3zcRUqJjXlAALilSLD60KbgIUj/LszwDYupPjeqXmOTd3OsVjKqkQE/g7O05YpniEOHSLjHAfeMMdMPs6yazrn4/gU+3PkLDDfLcKJ7RynpRzLVcnzOcE+9omlE6yn1LwYJ6NCzH6Z5Rq8iaBLoIdtVimI9UMTbEkHs/RmVgSwJEAtyVyVQKdRVkzArJjfF48QMPZ18HuwxHjMsr40G/vo1lcxAcTqWdZhpSDafgXILrE/ugJs/9Q816xKQYTVdzH02BtmfSZmOAbtHjH/uMlEbOkXYaU6ED1HAMvfUc8kLaTEOA6oMGNNY8KN1DzvF+hjP45NCNB7CxA9D9gDPCh67jMEkX3tfE93C+e+QDcTnQBkkgN890qRfTwxzTnM5ed87esUfU8jS3D8AY7vzJJgzEoAf2NrMrt+BGw2lkWmWIFdA+7Y1vkTBXQBwB3bO9EX8iDotmMhWcBcvAl4Na1pTWta03687ZOf/CSGhobgdrtx8OBBPPHEE+t+99FHH4WmaRf9nD17tvqdz372sw2/UygUrrxwukOwmyw6YtExOjjuFmqQ9F/LDSzAU97hVxG4kOnnU/NCp8nOn+7dBAsGr6MWTGyKn3vbGYojs1sVEkq7S9OA634VuOm/AzteD2y5g+F7g9cD0ARTyMWT9b1v5/+TM3yeOyTCHAACYxE6n9tfx9PjlAjpkaLIgS4VxiSdJinIW8rSUUouCObVNmDsAbLJMit0OlsGgN59IvzNx/poH6UToevcmMsMiaZBJ8co8z2rAv8OVDPhrZwRbLYIHYb4JE/dnR5u9GUK+nyc7IahW8kmKSQEuGESfLG7Wb5CguyawRv4LolpZuGbeUaldQdQZSu4Q3R6LIOZJdNL4hS9TH2pSlmAS24RnhYHdr6BLItKgUyS+ReYKbNSZqY/y6SD4/CC+kxQiQRsTuVEF5JCmD1NgEfTWQ5fJ1lJ/g72m8EbCE7ufguw43UqbCrQw/sc/EW2oW4n86DnKjq94RFU2R+tQ3TQpdaUzBZWKfDdfO18J0CIR3ewLaUOWbEGoCyKd7S5ReY4P/uWBr7T6hlq2C0cYdu4fHSmEzP8vivIvizDNYtp3tctQlWzUTra2RUCT1kBNGka+5DUk9MFINM+yvqVDEWAIt6lNPtt62aKgwd7GV5qmYqFI0WkdVFfoQHFogx08xpDAJbRCdZV127OF5qmwggrRTJyZp4lmOMUjLf0IoGZXIzl84T4/rEJ1oXDy3G3fIp9wTT4N1eIII4hnHhN43WBHpbLsoT4fEH8vZP9s1ISY65I8GXlLOvdKHM8ySyrxSTDGh0uArM9e1UIbzHD93UHWK8SaGzfRkBfs7EMvg7BlgOfMf0U+65NADryO/4u1kk2wv64+WYCUJmIYJpFCHRpuggZbBdsqgucj5dO8N1kH3QFBLjtZVmyK2J+3sK5MdjHfhibFHXsJpDn7+QcLsX+nX7OR7koWTe9+ziHde0U06k4aLBMlk/+XdMECy5OUCwpwkH9nWQktgyIDK8rBGc9InzOHWK/97SyfrKrIqPsogKj7S6RGMPGey8cJeCTi3JcLRxmKKjUiJNrWKBXsLmW2Ac23cC2kJkZ7S6uS7qd651MAmJZHHNmmeOkY5TzB082UAXBjSLbNbPCPm6UVLbE8LAoh873y66y30ugUIKUlklQfOuryJieelLotQn2c2ZRJMQ4y3rr3MW2bh3i3BrsYX+SYXuBbgC6aN8RHg5kFvj8icdYPrOiEjckZgRjcVFp4/k6hG6ZgIHsLgLKNifHSCHBNdPXznav5Dn+zYpoT8FSzkVFWKpoD4cXGH9YtalREtpnYj2PnGc7uVs5twMiBD9L7UWzAmy6ietsfJJjN9TPdWHzTSJrZ5rl795NMO8yrAl2/QhYrmRA14DBsBdv+uunYFnWpS96BZlN1/Dnb9uLj7x9HwDg049PXOKKpjWtaU1rWtN+dO3f/u3f8P73vx9/+Id/iCNHjuCWW27Ba17zGszMzGx43blz57C4uFj92bp1a93nwWCw7vPFxUW43e6XVshCkht5fyfBn5WzdCCDfULvKiAy7JXoPOTjdLzKOW5mfe2CAaYr4VzNLvRB0tTGMSsALG76HT5ulD2t3LBOPQWc+rIKqasUGXJkVoDeA2QUhUdE2I5HhFcMC8fNQ0cy0MNNtmSM5WI8GfZ38R3drQTuHF4yBuJTBG4GriPjSreJ7IjtdPr8HSK0qo+b+cwSwbmZZ7lRn3gMmHtOhGzWnCrrNr7X8B0E5nwd/AmPsB5cQTq4pnC+iykCG4UE3y3QC+oYWfx7OcsyD9/JcE9NV+FKlkkwYOB6AYQ4hdjwAgEuyxTaRwUV5mF3ifAZnW2m2/n79FOinlpEAoAsy1jOCkZUng5pblWEQUGAbB4BNIm2Ti2TySSzisnsfVaF4T8t/Xw/p19kcvMJB1GEKpYyon4qdFJlRrGqzlVQOPxB1kvLAEFUQ+j3FJNk3CydEKwVjWUrJNhfPSHRh5Nsl5FXsb+2bSFAC7AuwyPsr5qdwtxSSL2UofMYu6AYNDYHn2+K0D27i/e88DABB4AMDs0GwOR467+a48rTSlC1bQvfFRDhPm3s++UCgRybk31F6jHZXGSRGSXVvq4gqmLbK6f4fJuTfX3mGZWsAWDfz64CO99MB1WGTWki3MkVJFidnBW6Z+3sC9ko7+HyqxBVfydBZW+I/bGQYFv5uzmHyD4nhe2tCvtT7z4CPwNXK+aIFGC3BDPGE1bhS5UCQTLdIZJmxETYoh3wiNBDy2DfufAowcbEHMfE9tcC+34G2PYa9u/JJxgqXcqz30IjABWfFAysDLDpFgIMMpRPZoWTQtu6Q4Qo96o+6e8ik8YjgQ4xJwHs85tvVmF2vjDrOx9jf1o6LrTdNL738G3sR+Hh+pC51fNCDHxSsBLBchoVzp3ZiAAc/CpTnysown0rfOdCgnXVOsQ+LAE+2X8kgNu1i2NBJsPglwgMyZBUXweq4JBbhI7mVtlPQgNkwAZ7uW4k54WgfVxoROqC6Wdne7UNE6gavpOHH752pZ3nbmUfluGYkinZuonPtbtYhtQc2bF3/hHXmkA332X+MPtPIakYlvko+xUgyuLgXDj3AvtHrXi95lD6gbqDfcHuZlKD0GYhQF8i4LeWNez0c4xrFssmAeZgvwhpFgC6bhP1F+M6A/Dd04siHFHMp7ko16LkNOdHy0BVj3HhqMq06xeAGDTWbTlHMC0xy791bBOyAm7+HptEVVOxZZBgm1Fm2Tq2sV937+Z983HWnVwPfO0st1FkeVZO8906trGfJOdYB3t/jm1pF+HPfQeArfeKNnQKjTWT1wS6WS6HT2Te1YCJR4VGZJrgV2iT+OzS1gxj/BGwB08vw7SAX7ppSBya/GQxuwDgppF2mKYJmw587eg8Pvim3S93kZrWtKY1rWlNe0n2kY98BO9+97vxnve8BwDwsY99DPfffz8+9alP4UMf+tC613V2diIUCq37uaZp6O7u/t4L6PJxYxvsEwBXD3D+O3RUdDudMJuTzlV6kSfro/cQuLG76NhNPE5H3mans7V4RIBL1ygNmEJCMWgqRTpw217LDbE7SGbH4lE+K7XAje7cC0qAPtBNh2vlDIEKrwgfKmUFI2KzAOHSBNRKWV7bNkRn39tKpkRsis6tp5Un5MWUYJKIkMlyFrjufSKNfSuoa7QoHKOEqIcl5ehf+K6ox6BsGToC7aN0EvIpghWdO8gCcHh4b00HOncrjR27RzlllkkHQrJuNA3Yeg91lNILZKR07WY9FOIEUqTZHXSajYIQafbzvvLk2+ais10UIYW6TofLI9hSwR6yx2LTvH7mKV6v29mOHTvoTMUnVYhP736CH4vHVfiXprFcup1gotSbMUrsc4YIzXG0Cq04jY6Op40OVyGhQCdfO5lRqw7BtBIhdJUCy3bok6yPco7ac7mI0EGS4I9O1oOvQ7CqfMox1myAadERmxSMy3xCsC1EOQuC2RYapNNeyvJ9JOMIUI6tZOItHRfgXZrsutYhYOebCDrpNobuSH0gCR64guw3pQwBoHycOliG0EGyLBHqC7LpNt9MIEfTFSNGCmNbBtvUGyYYMPYAHdze/aIfCKBz+E6hfWVyrHujvO/iUZEUIMpxsf11bPP0IjD3vKhjP+8lBb41ncyx7Cod6+yKEKrPEzRuG6Eju3yS1wR6gV1vFiytEMdpVoSHOQPUFpp9loBfPqqSQUTOsx9lI2xvp491pmusK8l+KmX5XG8bQZZslP0nPMK613TOB3kB/EFoYHla2Y+T8/xeKS1AgnN8z3KWYIPdzbE4/TTbVOo6AQSZYpMEAgNdQLEsAAWTLMj2bbwmvSiA3B72rfHvEnis5BiOm5jlvFEpsm9kV5XeXTkn2JU5oBLgXDZ0Cz/LiPDMQkwwEzPsv4vHyBoF+N6eMMHNbulraZxjve0sa6UgwKW0Am41jWNSsveMskg4EGVdFNOiL4ySDZiL8P++RbJ7XALkLWUFWCeAMqNIoDrQS+CjpR/YdDNw4SGRoXaA7bHrzcCRfxGMvj7qRJbyBKbDo4KlOaoyq9rdZHnFHmE9+rv4nPZRPis5zee3bWGdxSf5Xt6wAHViYr0ICd06l2DuCkA2co7zUCnH69qGGCIrdcUsiCQS8l011X9Dgyp8Xz4LlpoDQ4O8TmpmaTa2baCXz4XGPpeLqSyJsDgfJudZ93Y3UDLIzOvcLpIlbGK/koci8lBn+xt40DP1JMeTJg4KWjeRaeYJKWZpMc31WoLbvnaC46bBvtixTWWDLWUFW3qUc4RZZN9fPEIguu8AcOorDMMs5Tn/zBxicgNPG5CYZPiy0yuyPns5pydmebhj4rKsyex6me3YbBwffuA8htq9+IUbNuMXb9z8chfpZbP5RAG6piFbNGCaP1nstqb9iFopyxOh2ecoOCp/JL1f0qGb1rSmNU1YqVTC4cOHcc8999T9/Z577sHTTz+94bX79+9HT08P7rrrLjzyyCMXfZ7JZLBp0yb09/fj9a9/PY4cObLh/YrFIlKpVN0PALWpTszQ2eg9SGewlFUskvQyHSpNADxOPx2Oe/+UG+C2IcEWstMR0u10DuwuMqekI2WBDkrbEME1b1hkZrLE/W0EGGwOld2xlOGJvGQ7Ob10MrIROr1mWYRXFMnksjkYBhns49/9XWR02Zy8RoNiYAR7VAVJjRtvmCBMoFsACE4WvH0rAQlfJ51Rb7tgFXkJJLUM8j4yA1wuRlCgmKBDnZzjfcoFAoG9B4RjtIVlM0o1AIwIh3EFCQSlFoEz32D9SmZTOUcnr5zjezn9ZAvt+zmgexcZGd52tms2qkAZySKQzyjlqPMk2Sot/UoUXYY8ZiMUht50I7+7ckqEq9joKGUjwP53ESTr3kvHJR9TjBynYAEVkgQ07O4adl9IsKPsbBObA4AhwqcskWXPxbap5JX4dRVkAq91+hTDDCA4s+3VArTVea3dJcCOYQKs5RxBo8hZhrbFhTPv71HOpQQng30ifK2H/bl3v9KRAQSQYRGwcHhFZs82xbjydyr2Ui5GMCwbYaje0nGRHXCCzqLNxfFXSPLeMttZ6xBFzOX7xyaUfhTAfiQZfJqdAG+gm2Gx7Vs5rr2ChdGxA3jbPxJ8cIdEljufGE86geqefXR4YQlgTzBEHD4xfkT4UTnP5yZmOV6CPWSP6A62o7cNuO3/Aa7/VQIMuo31L1kqmiY0nhyAt4P3reT4zlvuZJ0DArC1VBZXh0dkz9Or0WbV8Eq7k3PCtjewXmTSgZlnWF/7foYAtAwHNIpsz5Z+wTgMiMxxXr5zeIRldvkJsEhGTDHDvhXaBIzcpfoDNMFu62S7AUprsFwgCJERQFd4C0Oz/J0EoPztrIPYBIH/SoH9KjEtGD5BlQVRZpktJPi9rp2CcZMXLKgK+1lyRoRFlwUDtJfly62qRBe15hbgfUXUSzFFMBRg/ZULBKQ6drB9QpvY5xMzIlPuXSxPfJLvnRMhnHY36zS8hXVs97B/m6bK8hsbI/Pruc9wHpH6dLoN2PcO1kVLH/t0QABEuShDUQOdDH1z+RnGJ/unBsGybVfv6GkFDvw853VAgcbeNmDHG9lXZcKHQorzaNceNc7keMgnWMe9e9lPcjEC6NJsdsViyyc5/9hdKhzX5uQz7U7B/BXjUZaxUuIclFkRiVNE2OHQrfzp2qtCRf3tXIscHqFNtqBYW4vHWM5NN4lEMWJ+8neyP4eHuW507xEhvRWuPQD71OJRtvHc82Qdw2Q9azYCVOUcNc/kYcryKdZNIcky+7tZtvikOJyKsY+snFGHPN42VJErCaj7wlxzU4siA2ZYZB2d4UFEKaPmoktYk9n1Mtu3TiwBAEY6/biwmsFwh/9lLtHLZ36XHbCAimnh9GIKu/taXu4iNe0nzRaOACe/zMl65TQ3GI3s/5kBbC3Adz/I7//2aU7aSye5GF9mOtymNa1przyLRCIwDANdXV11f+/q6sLS0lLDa3p6evDpT38aBw8eRLFYxOc+9zncddddePTRR3HrrbcCALZv347Pfvaz2LNnD1KpFD7+8Y/jpptuwrFjxy4Kd5T2oQ99CH/8x3988Qd2J1BKEoAJbRIn0uBmef87GQ4WOc9woMEbRKYkJx2IM/fROenZx3nP4SaIY3PSUXji/6pMTABZB/OH6ZiENnHzHJvgBrZzBze7o/cC5+/n9weuAy4IoM8o0fEYvpOaLbkIN+mAYtiYYpNss6mwSkCAYSWWqZjk851Cv0c6eeWcYqQ0svQSnQ1dp7Pl7yLLre9A/fcky2XyMZEhLkCHceEIhf/LGToHA9fSeZVAkASOAKWB5mkVWcvsQGwcuPV3FestOU/HzeYS2b4206lZPsXvtA3TqUwvkv1lVtRz8nFRLzbeIz4ltKT8BCxO/AefkYvROdFtZKec+Qado4HrqCNVFEyFnNCIkSClLlgxNiffZfUsnZXwMNshsyIE6iU7yKLz27GNzlExIxybdgKjXbuB899mmWVomASP4lMCxGknaJSLsk6kmHXvATKX3EHhWAowqGWATt3CUVEGgZZ0bAd2vxk4/XU6Y64QgQWZ7bKQYP0G+1XyAkAkF/Dy87jFOkot8DlS/+vCd9kXAt3sq76wEHq2C02bNv5fZr+zoA7Rhm5l3crfew/Q8U0vKQ2z0ADZi5qNIFUuzjZcPCYyjybrx4RkIUn9nv6rBbirKYda1suZ+9gf24YI9kmhcYBArjMgAOUVziWekAi9a+WYXnhRgIMm9YcKSRWCBzARQ2qBQLXMBury07FuH2E2SZudTBdvmNf29zCELHoOcAapF+dpE+G3Iuw2co7j2tchtPFWBGtTjFNdsFS697LOXEFqsdlcBF9Mk//3hoU2n2BFjbxKhAyuCiH2JPd9Ti/Hob+T7RPeyn6YXhSZCw3e58zXRKZMD8HD1CKvue5Xgac/QXDlnOjzms52za6K5BshtnExozLxWRAsNz/fZ3oKKC+yjA4PGVzFtAhX1RTACI3ARcd2sndyMf7N5ScQkZgRumgBznuhTayz+CSBhtVzBL0GrhNheb3MWppd4bjzdagQWE2nTlkxARz4Rb6z1IqExXKGt4rw3RzrbOkE54FCjCyx8UfITOvZz9D38AhDfju28fneDhX6GRFgl2Wwb3Xu4vwite2yER5a+7s4j/jaVfsuHhXadmLeLIk5YEXMr/k4y2qZrA+XX/SZFJlolbwIhYYCHSGGU6WEavKDYhLY9RYyrBKzqH4p2Md2sSweiKyeYRu5AgTEPSEChZqN/cgocc41CmRQmhXex9fOuS8+w/DX+DT7X/9BAm4H3sVwSFdAaJllGSYIi31L1wlSuVoIduYE+CgPp6oZPMWBf7CHIHsxpd6llBVMvT5+LzZJINnbzuesngNO/KcAjoWEgW5ne2WWBaPSYpi5ZFRnI5xvfW0EbjNZXI41wa6X2e4/xY3v4ekEPv7QGD7xs/tf5hK9fNbqc+JtV/fjX5+bxS/+w7N45gOvgtPeJB827Qdo6WXguU/TuWsb4knDc39Hyu/wXeoEydehTqKBGifuVm6G5Gnz136Ni9fwHVzIdrxRhGo0rWlN+0mztZIElmWtK1Owbds2bNu2rfr7DTfcgNnZWXz4wx+ugl3XX389rr/++up3brrpJhw4cAB/+Zd/iU984hMN7/uBD3wAv/3bv139PZVKYWBggMCBCYa/tQ4xE2EmQoaABB8uPEznweVXgIwuTqtNg6BNsA/VzXXnTqVzk14UoRReAiKlDB02DfyeZQpmLPhvywD/1e08ve3ZK9hWduV4eFv5N6lLAvBkefW0qHCbrHn1ucvPuT0xw/tnlumcSNNrNK0aWWZZvM8S4BwnwKM7xGm7qZhsZoXORdcurg+r57gutI2wOE4fy7p0ko5BOUdHw99ZD3ZZFtlG3Xu57rRuJoCVnBOfLZGx1r6VYGNyjvW7+UaCDEaZ77/5FhVWBKgwreyqYK4EVCYvPpzO9+oZXifFl+deECChj+XzhYWYuJttO/M0+8qW2+iIdO5kv5AhlsUkgYjWQbbP6N3A8zMMETNKgL5diMifZl3YHIotOPkoGWgytNYy1Y9s4nyUDnjnTgIcK6dYZqef75ic5z2CIuwpH6OT2z4q9LR01ks5T0033Sbae4Hru1kWbII5ArQAAUsJPvk6+axygQBh6xCZ4Ilp1qe3jc5dLiZYFWGV8dIVVIDLwhGWLdBF5zBaZD/XNNH2Bp1cu0sw4pz8t2sXRekzEQVU5aMEORIzLGc+QQex/1rFwAQ4zheP8V1bBvjZ8mnWiwzvtXt4fS6itIXkHLbpemDuMMXenWEhxG7xfba/XjDkvDVJC0wVfiytUiKQ5fITVE/Oo5qpUY6LckGwapx0votplsMZJIgMEBCTQIGnjfUf2kyW38whkQDiKn63dz9Dp9LLHCuVIp10I8Iy+jrZFyPnRSZRlxqfpmDYbL4ZGLuf84LdpdiQ/k5AdxHkcPoIWAT7BFuxyL7iCgrGWYI6UR3bVbbUnGDgZJZYN75OjhMLbE9/N9unXFCZVmGpLImAANJtPEiw2RWDyCiyrMU0wQybR2idlVkGCYZXiiKZRFgd3PoEsLrlDoIz7hZg6GbOVZIZlZxmP/YJdqRVEUk65kUm1qBiIlXyHCsOD0M7u/aK5AL93GubBkEWV1D0AwFAmWX2W383sP01BNnKOc7LRz/P33f/lNJMk8kvXH7OLXYXQ+S23MGDCbuHfU2OifHvchz2Xc3fNcE+TsyyX3YLNlU5ywOcSpH9xO4E2rYSsJH9oCTYm04v+4k7ROaX3cW2s7tV+KLuqFlnNZUFNZ8Q7KhOzqWanSL3i0c4LwT7WJe6jeVw+oTmoWAJZkWfltpZ/ZIhKg6KHB7Wg0fMUzIMNb0k9CFbgT0/zbr3dXJeKWXUuuzwca0uJAUQ5RHzs9gTlHLsr0sn2A65qPiOIcZ5WAB2c5yfylkV8iolCsoFHgK0DhE8K6RZR54Q4NuMy7EmkvAy2pGZOKaiOXQHXYhlS3jtnu+DDsePuf3GnTydjmbLODoTf5lL07RXpCVm6XAAnKyf+rgIlwGw663AB2aBX3kUePNfAze/n7T3kbsYRtC7nz+Shj96L3CLciTxuo8CN/w6F52vvg/4yE7gwf/JDVzTmta0nwhrb2+HzWa7iMW1srJyEdtrI7v++usxNja27ue6ruOaa67Z8DsulwvBYLDuBwBPRVs382Te20aHqJRSG8/VM9y0Jqa5gS8kBdvBAex8IzeaRlmFP7lDZMOe/QZDkMIjyjl3ernx9oQYJtV3ADjwCwRrouN83vOfoVMkdbekQ+zwcaN//jsMJ5FhhtJqscNa9oo0u1OIYxsMuxl9DZ1AGdYiQ0hcgcYV2LG9JlRCOCUOD53jUoZOZjUEspf3dngVmNE6SNDFAjfyqTnWQ2iA79+7vx5IDHTxnexOOpKWJdaoF7nuuEJ8fmiQa9n8YcE6WGIbJWeEbsp2/mg621iG+3k76ORnlsnE2flGYM/b+P7hLWQtDN+hwtekY+IK0lHxd9IBdPoIdpgGHfRCio1hlsiWqHW+JaMis8z32f9O6pa1Dgnx9VnlmAJ8TiUvsoVKfStRlpI4yddsZLO19AO3/T5w9S+rNvR3s/86fWznQBed8y23s8/OHBLhsOPC+fISfLjwXd6jZ68Kv9QdbHd/Fx1C2baSCaLbRIiRzmesnhWhhpNC0H6SQGCXAHgTs8LB30oAoXOXCCca5fWdu1gPrUN0rOMzHBcFwYKZfY59weYULMA21r/MUAcQbGgdJDNu9RxBOqOMqgC1HB8t/byPHDOaxs9tDgIQ3jDBtM4dbM+55wnoukNCqNslxref4MANv8HvS8F4TWMI7OZb2AehqVBiaVtuI3jo9BGo2P46AiPSyQWEuHqODu/KKbatBgKmuVj92LV7VLbGYhI4/FmOOV87gSdAZaOsFAQrpb8+bCy9zPctpASTRwC/pSzBnMiYCEEuK5BEMgedfiA1S/anzcmxFRLvY5oEyUIDbAtvWOnBSU02u5ufazoBI2+YgF3roBjDISGCbnD+cXg4f2aWCPj2HmB7dWzn+xbTfJd8nGCGUeZ7Sf05p491mF7g/yVrM59g/WcjSpgd4Frh9LOcrhYCftkI75da4HVybUjMqL2yNF0AtdCA8BDfsZwDZp9RWSt1G+9RynB9cXo5T217DcdUbX1LnaruPSyXv0eInJfVnCL7u83FvhXoJosQYNtKJqq8n82prjEq7OP+Dq5ZmkYm5OAN4sAiWKON1sfPYhPsr7mY0kyUc9st72c7yHEX7OOcbHNyLKcXWYbWzQRDJdjobSPzsJwVGpUS5HWzT9ldXEv6rxZJO9x8pq+TmT7tzovbAuC97GJO69rJem8dYhkKKcDSqBu5/+c59h1O9quBa7gWeVu5RluWGE8m+6GmcW2w1fQbGVZczrFvFJLspzZRtvAQ29rbLhKm9HAdSC9zX2JWOFaNkgJiJaP6EtYEu15G+8CXjwMAuls88DhsuG208xJXvPKtL+TBUDtPSL74/Owlvt20pl2mGRXg1FeBz70F+Nge4P4/4N9b+oDfm+CGBOACUV1EG1g5T1r57HPMJDbxKDD5OE9DsxE6cXf/MfCbR4H3fJdCq0//FfDxvcB97ycboGlNa9or2pxOJw4ePIgHH3yw7u8PPvggbrzxxsu+z5EjR9DT07Pu55Zl4ejRoxt+Z10rJIQGS15kFiwQiLJMggH5BJ3IlgERdgDlAOg2OhbVkArhKNs9QoRbMB12vpHAQTnHU+v+a+jYpRYZ/t0+ylAlu5MaRq4gMHi9YBFZFKl2eriJt7m5iU8v1YSRaaiiXe2jSpeoFgErF4GJh8lwcLfwWaGadwr08sBi/zsbVTCvCfbQ+Q9t5nsP3coTbgngObxC7HqZ68PCYf4eu0AwL9jDerV7RBiVRgct2FvPcgF4PSzeMzpGR90si4xeAkxaPct6yAtnyt9N56j/Wjom7hDDcZZO8J7BXn6n72pg91tVenmnVyQGWFQn/95W3mfTTWyvtmH+yCxmAEEymwsIDbGtHR6+qwbF1qh9r3KejrCnlW3ZsR1oHWBfya7QIR+8Xl1TSNOxkSw5aAxR9XeKDJg6n9W1Szk9pknnbPAGAiyajXUnHetgr+hHdjrRqTn2Bfnevk6WJzFDrTWnl6yMclYBRA43Aaq2IfaB8AjLlI2wP7n8ArTpVyBQ73713j7B9pAaRTIb58oZiuRbptIsa9/KevR38vqhWwliaJrSX9I05cAWEiIJQADY+io6nO2j3JO0b2O5Fo8RHJWhVV27RJbMmrHUfw2BKX+HSJygE6CwLL6jv4tlM8tqnohPqbCr2AQPE9MLqv0DXRybcv6o1TyzORRgBE3UeZ5AsMsvMt+5WC/ukGJ52lysj9AgQQJPmxB772EdVAoEa7xt7Ke6ne8PUCjf1cL2CfVzjmkfZRtpOvtaPsHx3X+Nqi+7ABCkJp03zCiALbfV9/dNNzPbZViElttcQHqe9aDbOBa6dpFpNnAtyygBQH8XQe5AD8eZv53ZFW1uAmLlPMe60ycEyMX87W5lX+ney2stgyBpVTMwJ0LOTKVZWLvXzayimtkVYB362glGSzYbAEw/w7mjexe/038NmVblPOfaYD/HlwxjNw2RBEOsEZrOsPbB6xkin1ogAJxdUYygWoAKEExSr2KXAgp8syzeW2ZadPo4tgEyyzSdddo2pLIv5mLq3sU0AVSnl2Nh6Db2Axm9Id/bNDhe08t8TqCH82I+KsJcvZxzBq4T0R666HsDLJ8sr9PPeUMT4HhogHOS3SX8DxfBaleQfVSCyu4Q623zzYwY6djO+7h8rD9XkNEkTj/LV84LRmsv+6imKTaqHGsAQcnO7WyP9q0io3GU64sEXM/ex7k1co7hw30HGZoPU2gpWpwXLY2/e8NCk9Ih/j8s3lk8MxdXBymljNLbK+e4/kktZKdPzE8mv9+xnUxpd0BlgqyClBtbM4zxZbRUnhPofDyPO7d3wuNsgLr+BNp/vWUIf/CVk7jv+AJ+6+5RDLR5L31R05rWyMp54Oi/AE//JTdkoUHgjj8Arvo59R0pyFlrRpmnxkvHmWlq8RgXunzs4u/WmjvEDVjfQS6ab/g48Kr/BTzzV8Dzf8/49Pc9qYQxm9a0pr0i7bd/+7fxrne9C1dffTVuuOEGfPrTn8bMzAze+973AmB44fz8PP75n/8ZALM1bt68Gbt27UKpVMLnP/95fOlLX8KXvvSl6j3/+I//GNdffz22bt2KVCqFT3ziEzh69Cj++q//+soL6PACELouhRTZqC0DgNNGRxPgZtzm4oa5mKp3QJxetUmVaeQ33QCc/RaZFw4frx+4jk5xOaeulaK06SU6CJ07+XepD7PjDczuVc7ygOD8/XQMTzspYN1/NcGVSlE5mdLpAeodT4ebzrVlck73d9LBjE+J6wzgxX8G9v0sT6sbWSlDx+XqXwZmD5Ht1rWLDr0EU7ztdOoWjnDDH+gm2yIyBgxcLwCfOcA5SkAlH6czqWkMqUnNk4WTj7H8ZkVkIavQoezaxfeVouc2p9IfKqZ4/VU/q8ocm1Aiy9AIWAxcQ8fI2wrkW7nOzR4SeiztZBU4vGRPbL6ZmbmMotDHGiaIFJ/m9aZJoW1Np4MldZ50O9fA1bMEvmR4p2UqAKiY4jOl+LTsE7pdZBnU+LzoBX7etkWxpnSbEqMfvpPfGX+Y4EtokN9zeulcRccUG7HKahCMg0qRgF6wT4VU+rvY1lJHq5imAw+wvQppJSC/dFxlQHR66SAmZti3wluBq3+Jh2KuAOtt7gX2CcmmfOHvWc8yM6ZZpoh1aoEMFqeP9e4J8R42B9u89wD/JkPOCkn2LV8H79c6RHalFIhvH2XfsEwF0jQKpa4K0dc4xJbFPhGfIigsGU6yrW0iVMwVYIjo7HNKiDqf4ndPf52gVd9BXldMqbKvNV0XGRMrQrOpg22aWeE81bmdGmCtQ6rfuVo4HnWHCJ0Dx6VZYdY2h4dhUWaFrEc5XnQd2PE69oFyTrGfpBaWLg4CdIfKTGtzMHSvJEKQB65jn77wiGojgJkanTV+SyHJ+/buB55+im3jayf4EhnnO7b08X7TT7GcnTuBxHERNm0nE1K2r6eV5ZEAUO9+jrnlkzwgyK7wGZpOoMEs1x8QdGwT7NBNqozuIOfe+AyvL8RZrwDHlARr4pOsy+VTLH9mmWNo+E7+f/kM54gtd7BPmBX2m8wSqqwtm0OsGyLEUoJH3jZUQVfJFpZAWz6hQqiBembX/PMKoK7V4dNEWK8npLQa4zOCZSgsMc26DvaxHaaeZp8uZdXaZpTpA+TjKtPgwkPqOekl/jcJ3uuW3wUyCxwPmkYQqWMH6+Cpj7HNWzcD3S2cM9KCAS4jQJziACnYx3oZullppsn+JMdyx3au3+l5xfaUWn75KGD4geUc36HKkq0xbxvrpVJSf5NAtaYR9F46QcC3dTP/7xZ9vXWLmu+dfjKDo+PsF7vfyrUqco7fLaQU2BbsJYgb2sR69bVzjK+eFwxVk2VaPqFCKzUb2Y2R8wQDvYLx1gS7frRtYjWDhWQBP3WgF196cQGv3t0MYZT21gP9+J9fO4myYeF/fu0k/vGXr325i9S0HzfLxxkW8+zf8jRs4Drg3g8Bo69WC0atmQYn8cnH+TPzjBJRdbWQnbD7rVx8WgYUJdfm5EYiF+WJT+QcWV7Pf4YAl81FdtfutwIHf4lir3KDkV7i5rdpTWvaK87e8Y53IBqN4oMf/CAWFxexe/dufOtb38KmTRz/i4uLmJmZqX6/VCrhd37ndzA/Pw+Px4Ndu3bhm9/8Jl772tdWv5NIJPArv/IrWFpaQktLC/bv34/HH38c1177EtbIUoYODUAHs32Um+idbybbavY5giVX/TznqsIaB7WU4wa26qCghvnl4Ol/rMxwi3yCrKehW/m5dLymHicYVC6Ik2xx8FDM0kHIRen8y9BFqQtW1R2qAbvkJru2HAA32ptvBs59C1VNL92hRIF79nMTXhtatdbSy1wThu/inB+d4LzvDSsQr1wgWHXgXXTOjArrR6aYd3gJutkcdL7KebIuQoOsQ3dICPIKk4wpV4DftSy+sxTGzsfoeCXn6by39BFUjE1SY8XTqg5Vate8qq4Z2G6S5eAW3/cIR8ky6UhNPMzf80khetzCNpHaMqWMejdvG4GVcp6fZZYZOugM8ITeNEQGtRgd4nxMsV8kICcd1GAf+47dzbYp55XgeO9Bsl1KGQr4pxd4n3yMa//YA8qxM0uo6l4tHSfDzRPiT7BHaV9pOg+oJh/j/fIuEf7pZ31bFkGx9JLQldLZ/jbBvDAr1JCqlOiQuYJkMNjd6v2cPgK1rZupK9S9h+1WyipH1d8lMrtFeJlRFu0rNH5CmwhunP5qfR9tG+J4XT5Fx7FtiPWcnOP4q5ZDlGWtSXbm/Iu8T8d2tl/rEAFDGeJYSPHzW3+P7fXkx+jI293A2W+SaaIJJh4g9keivTVdhOcuXfx8afFJ9t3a7HnlPEOY/d2s10ISZJN08PfkjAqnTs2xztwtZG3teiud68VjKvQ0PEIwXTLKNF2Al8Lh797HsNJ8ku0j55XWIdanDBnt3s3x5m7hfCU13aafJki47bUEaDwhtplpEDwoJNh3shEyMM0KgTyAY2X4Dn4nvEVkxlsAWTRJdQAgGTRX/Tz/b5TY5i6/0LCKCw3FgND8m+d3HG6RSGQr6zgr+pnTR1BKZuELj3BOWssgHL0XOPU11n3XHr6/WeGc8+RHqdtlc7JPzD4r2Fhgm/k6CHBpOvuRR4TF9R1g/VdBMF0xf2QSBTmnhwZZz7I/y0y+cu6w2fne008pdhbAPqjpnA/qxgJQxxBeOcV5Zs/b2TbQROZdt/IJZFlSi5xnouPUAWvfBkw8wrEjDyLCI6wnh4f9vpQTjM0utpMMy9Qd7MM9e1UIuEwwIpN9tG4moDf7PEGyXITgt9PH+g72sJ4tS4nMe9o4N+cj9e8twUJfJxMiZFZUaGf3Hh7ym2WWS4bmt48Aq5sJ3Pu7AX+Y/bFjO8dcpcD+JcG7vgOcT+JT4uDrWmDuOZWQQOrcyTYP9vJ5pSw/C/TwujZx8CHX6WBPzSFXE+z6kbbf+vejTABit8Nl13HH9mYIozS3w4Zrh9rw7GQch6fjKBsmHLYGAEXTmtbIFo8D//gaLkyjrwZuej8ZB7VmWXQsJh/n5nbqSXUK3rGDG4hNN5Lh0Lq58UnoRlYucFI/9x0KoZ79Bk8oDvyC0KTJAH9zM/C6/9s4fKZpTWvaj7392q/9Gn7t136t4Wef/exn637/vd/7Pfze7/3ehvf76Ec/io9+9KPfn8L17geMGJ0HXYAL8SlullfP02n2tnFulILBtSYdQMnuAgjmL50QjAcPHdvYBB2l9q3q2ioQIQCT1Bx1QwJiHzT+AP/V7QoYm3maG3IJjnja6CzYXUost6pbVDtfa6p8MmRLt5MdlZihA1ANN1nH5Cm6ZOJUCnRcpFi4O8h3DHTTOc5uAcYfZHawtmEhDO1UzoSnlZt2KcYNXHwIo9tZ9lyU7AN3C51RZ4AORXaV2bQAtll6heGTZoXMIG+YoZIDa4BQT4j3SC8pcBFgiFX/NawTgHUdHaegsmXwPSPjXEt9Ybb79tczLE7TBCApnKneA/y3/xoyeiSTJ7PC/uBto8MiNYgA3sPuphPc0qeYNtKpycdZB5ZFpo7TDxz/N2DzrcD2N/A7z39GZQmLTaiMenY3Ha9q1jPQCa0UWf5imu9SSFKXyunjc0sZ/t/dosCtarhZt3pnp4+ObqCbILFZAp77W/bPe/63ej+zwtAtbzsPzaLjbGNvmH2lnGcYpt2pmDTpJSHQb6NjN/mYcpABOvbeMMepfM7AdRxv/k7uQQqJ+v5du58Jj5C5JPtbaBOQ86E6hrbcRtDx5H+yrsJbha6XneUpZ+mUXvVzzJy5eJxtVJsEQj5z5FXU3vNvcMi3+RaCe/OHhUaaT2hG6dQElEkXLBAYyCc41qQ5/Ryvm24i0HP4H7mfCw2q7wR72VZzzzPsV7cTiLF7ON6SM4LZlWP/bNsi2GM2Ak6Z1ZpMmJs4nj0hBXal5gkiSb0l3UbAfPE466qcI9iw6SYhrF8Thh4a4DusnOF3Q4ME2NLLZKppOkEQy+IckF4QDMgDBKfaR3lAaxMgRWqB9VEboljOsc/K3+Xfzn1Hzev5pAodAxQwOHAd/95/De9ZyrBPrpxmvzDKSitQt3FdyUU5v/TsE4CWTTEVKwUxv9SA8JI5KMtY+1nvfoIxmo1hiu1b1diYfkqA5ZoY907211yULM+qjmBtOJ/om8kZAjPDd6rEIYtHORfpN3CcDV7PtpD1Zoi5xigxfLN1M9er1bOKHa3pwNQTZOYC/E70gnpnGY5XKQhQWec85PSxPmWyhVyMfdbpFeGeAshKzROEku3kaeX3zQr7tM0B9O7j+8skCLXtWUzzPsE+1V/DW9nnI+fEs+xqTpeMN9NgP5U6X1L3GBDZfWc4F5azolwhVDUvK2lm1Nxyp9Kzk0kpShmWRSYlWT3LMZoT42nwBsWeltp8l2FNsOtlsGyhjONzSXgdOh45t4LbRjvgdzWbotZuHunA0xdiSBUq+NaJRbzpqr6Xu0hN+1G21XNcQLa/lovSgV8A9r+LE7G0XIyZVsYeoNZWVuhntQ4BO99E1sHmW7gof6/mcPN+Q7cC9/wJGQzPf4ZCw4c+CVz1TobEbL2X3zfNxoyzpjWtaU37QVgxA5TjdFJCmzgPSi0jKTyfWaZzP3D9xfNiSz+wclYxQgBUHeRyjk5JeBg4/TWCDJ4aZzsb5b8yXMjp48ZcavnYxcl3ao6b4UKSelnlAtk73jbhbFsEG1o3K+AAqHfmtZpTe2m6XYFk4SERlmfwnnUmnCKHt8bRsPj31iGh51MWTrAI21o5QxZYfIrO5/AdQjtLnrYLx6x9qwDR1jlI0XR+lI/TYfF18LqK0Ogp5QBrif/3hgmkde5iORweHvRUhc1r76sJPZ4O6vtIc7cChRMi/C0sBM3BZ7cMoJrlTzIC8jGKSndsp1Ok6QTPiimgpZdgoARDNF1lDuveS/ClpR8wJmoLJp5nVyGL5YJidZgVVMObZN9xhwQ72mJ/tkyhZyWAlr79ZA527eI9u1vIxiikGHrWtkU50m1beB+Zcc/pJ+Dr8PPvms5379nHPtk2RNba/GH+vXs332/hRSHQXlGAFcAxNvucYHE5CIbMPqvaLLVI0DQ+CfjaVF+U/Vez0QF3h/jsWQF0du5QfVnW4/zzdA5v+HXg4C9y7zP1RH0fkOYKKNBT0+ioOtwKGChlReiZi86mbuMzpp4UulhFZoYbvJ73ipzn2K0NG4UIMd5yu9BuC2Fd87XT+d58K+uikOD7GSX2Gakjtu8dLG8xI0KmAwB0zh2SlSjZnrkIx6NkOrpb2A+DfQo4kOL1nhDHq00wSW0OVOeB5DzngoFrVPvo+sXv07Ed6A+oPV14VIXkSiCnkCYY072n/tpSliCcp5V9vphm2+aiBFFTC6wbydCS7SSBD6CGbSo+q4av6uxvnTsIRrhbRCKAPAGOxaMq+YduV7qG8ndAZYX1tTNksWMH62f8Ic733XtFZkYByLqDQrBeHERIlphdMIAsU4A8or+sFZUvpgG/R/2uaWoO6twh3k+ESvu7OO6yEQUYh4fJPuvey7kZi2vYrVDhuJbJPiwZgDvfzLLGJzknuFsUsxVQgG9LP9eG+GQNkCvnM6cIuS/we7pDaLeJNahlgL6IabDMQE2oplP1F1dAgVFDt/LgYOkY+0hokOMPWJP9XcyX7hDn9CqLFiqkMDXPtaj/oCpzdkUlAolNsh/3X835KxdXz+nezf5QzLA8so26drO/yozE7aM8DPB38dDh1Ff4rFxMgLsBwF3g79ELZNhaFsttFBme23uA634uJgBTMbZkOS9hTYTlZbBnJmKwLCDgdmAxWcDvv3r7y12kHzm7ZWsH/vx+Uvr/5BtnmmBX0za2736QNPXRe7kAvfpDXEAXjgJjDxLgmn+BC5Ovg6c3Q7dR8LH2xO8HYbrOTd6W20nlf+L/Ai9+Voms3vSbwBd/ngvrdb965SyypjWtaU27UnO4gHyeDn3/tXTadQc36752MnKyq2R+VIXfa6z3gMhWFkN1k7z1boajLJ2gGHouRsfM7uVps9xgyzmu72pea3OS4SoFpHe8XoQwzolsVklutmWWPIDzuytIJyc5J+6r1//LX9R/45MEDHSdm2TJRJh5hgyoS60FrcNA/AKBIavCsuh2OmQy29vyKYIX/k6RBdJUG3KzQucpOSd0ezoaPESCA2A4VWgTN/f+ToKRLUJbxt9FzZSJh+kgtI+SHZRZUaLeUvC3e7e6faXEvw/dVh9Gn5rnOunroGNUEY6yO8jPHN5657eUEU6lDCfS+cwiUM19tXCEjvTwHfybK0gnvaApJtHwXSJhQJiHTbPPCiDxajrQ0tmzuwVINsA2K63Q8YxPklnSulmxtSRz0OZin5ahLqbJepPgmWWo/pSPEcjq3kNWi6eF/dgs8Z4dO9g/sxGWdfdPXbxW63agfTsdfWdAif+7W9imrgAd3Y5ROsD+LvYbKThvc3KP0LqJrB5ZrxJQHrhePUuCXWsBXk0jm1DTyLTc8QYFDjh8imkhLTwMpPcy7E7Ta+pOXHPmPpZbtlEpw3tXCoKN5wCyKYZvBboFU9RWn+XRggILnT6C6BuZrgvNK42gjM1BsEJ3iDDPYZU1Urexf0vhf7uLQHB6gY6ybhP6csuKjQUQKKllw5WyBH5cAQGGCPBDZhUEOCZ2vmnjJEYAHfra70jAt32E7CGAwPHCUc6J4RGl8ZWLcZ4bvhN49tMEG9q3khUXmyBwVM0u6GQZZYKl+Rf4bzFFoC86QSDfKCtxd6kzB9EmlkXw1N9NsMsZEIkjYkAxrMJJ5TiJnGeZ+g4IYXcfwZnu3SLcd4pjspzjfNh7gBkbl05yDO96S/08LRlYMqStVqQeEEwiAbCuZ4vHOAdA4xrUulloQi7yvpWCCB0UBwa187zu4O/yefMvsg8N36EATV8HdSMLKYJCteV3+tTBQmxSgYWeFs4ny6cFc1DUY2xcJDOJ8G+5iND80oC1OQMd4nCl72C9tnA5J9iBLtWG0kq5mvYV9ajrfPfaKqw9XLcE2ChZUolZkRUSov7yrOPWIcAS844c33JNrb25ZQiNMIsgXMsm9knJLpV6nnKMFFMi9FaAX107la5e5y72gaVjDOtdPcs1ZL3syetYE+z6IZtlWfinZyYBANcNhXF0LoE7dzRDGNfart4gQh47UoUKVjNFHJ2J46rB1pe7WE37UTDLIoD11McYBti5A7j3Tzn5lTI8sR17kNT2zDIAjRvn2z/ADUPPVY1ZVKlFLlTSsZMCqdIhyKyqtM8v1Vo3AW/8BHDL/wAe+3MyvY5+gTT27/w+F+w3f2rjk8+mNa1pTftezRQAgG7nZn/6GSA7C/TsEYLCKwTAJONhrelio5+PKefLHeIJbi4KQAMuPMyN6soZANbFLAa7kxv+6Hh9SF0hpQCi+BQ3t1JYWW7sw8OCuVEE4oIhVMcmkf+tZZ7VmMyMK0PsqiGQDayUoUOSXqLDZnMAlZrvVwp0tGOTwM43EDxML1GguSoMLcrlCpLpkZgS4T1rQrpaN6uTfX8HwRajjKqov02weGwOVLNUBboIcLiDSt9Lgh4XpWa3+M6tQ1zvwiOKAdM2okJdQjXAGTShGVbDiLALMCI6xt+799DxAWrWSI0AlW4jwKPrXEcBvsPwHYJRIMzTSkaV3c1+4Qoox3LzzQRSZTkMTQllA/y7DNeyaoCfYlJlODz1ZbK8XEER7lZRLLDIGJ3TnW8CznyDrLKB6xSYZ3cCpRSd/UpR9Mk1ZnMQ0CjEuZ/Qbaof56KivrfyPUdfrbKWynDJYlpoifXW6EldwtGXfbtWu8bXrrL1yboG6kHPxjdT40uvaUOA7EpvGFVNtYFr6bSmVwDPKkNbE7N836FbCUo2Kmf71vpwqnWLIkA+fxfBw8wy++LAdexnp77Kw0rJ0imm+f1yVjEXNZ2g4ZZb2U8kgAgo0EcCAssnVT362qgLZ1XYp3TB9LEshk06ffUC9I3qsdb8XQR5ctEaUFLnvSLn+X/ZNhJkLiQJVMmxVCmwv5fz7C+VEvtPaBPn19Am1XZV8EOCvOWacRWmmLuuk5VXKXCOrRRZbssQLKZA/Zws+9DmW3jN0gkCqatnCdo5AwRujDLnHIebbdA2xIyRuYgI2dPZZsU067FzOw+CYxMEmiyLc6AMi7N7WD+ODeq7cweZiy39jOzQdWDzTepzyWyDxjFeexjiCrBcteNovQNnuUa4AkoPrGMHgZrwCN994QgZg64ggSd/B8Eq3S7C5TcJ/blOPiu7CqLBOts7WlPXxbQQ54+zjbp2891mDjEJjG7nPFVr8l0DvawPd4vQuAMZaRJ0cwV54BGfYoiypqvQS9PgwUZ2mbp3dg+f1THK+Ss6xncNdBGU9bapeRjgYY67RejQ6QRFHV4Vyml31oc5y+QZwR7OMe4W9u/2UX4vOqb6tCzLFVozbuaHbI+eW8UTY6Tw/8adI3j0d25H0P09OM+vUNN1DTdt7YDXwYXsmycWX+YSNe1lt3IeOPxPwKduBL7w0+L0YYmL5OmvAv/+C8CfbwH+4xepkbX5FuAtnwZ+dxx4z0OM+zZKCuj6ws8A9/+huv/f3go8/L/V739/L/DMX/P/pgl8eAR44iP8vZTl909+Wf3+4j/zVBaoP2lpZK2bgDf/NfBfH+bCvniMWYzGHgA+cxc1c5rWtKY17Qdlg9fTcew7qFhA+Tg3nnOHqWcI1AMca63WcZP/ekJkvYS30NmR4tu1Oj2S0dTSzxPc+ARFcqWNPyRO6qHCA2uZKwAPMDbfUl8+6fjWhTEKZtBa69jGf/MJ/mtsAHZ5w9yse6STbgnGWfUhfEdvG3+cXsEeMvmZdO41jU7O1ldx3re7Ly6bbqs5xdfU55rOtvELJ37LHUKwOKCYA7EJOkjyhN4dpLO59v65KDXQsqvMHLfnbSy/L8x2G7mLAOietymxYW+7Ou0HWI49b6spn6YcUneQnwW6WNZcjP0rE6E2jmVyjSznqQN24j9FOJqbTtT8CwTFSjm+1+D1/Mzh4TWyv62cJVjoDaNOh6dhtkGNgJzuVGW21sgHRMZ5UNbSz34shdClDljnLrIR1zvw0m0EstwhggBLJ2rqX2Mfi00IIKNNsVk8rQRiHB4ymJw+BTZJ0OdyHTwZHjVwnWDUQV1rlOqzojaqI2kyHKqln4eEEvSW714usL/07OUBYssAy957AFXdJKBmLyR+lzqolzLZxp4Wzh3uIIGh8QeF9polmJVizJsi7LZ9lEB4Ll6vSeXvUOFpAEMFpekOghBtw/WC7NFxjhUJbDh9nJcuPHx5Za/+rpE1FRXaaIFu1mv/NaI+NqnvSt26U1/leGrdonTIAl0EQt01B//5uGKTyufK95b9yyihqi0IEMSrNcvinA9NzYeJufqkJHKcuAKKsWpzAkc+TyAyF+Vc720jAGKUCaQkplVItNQ21DS2hSwfoOZuy2S/2v56gqlyTrLXtOVac3pr9BgbwBry+Q6PEsGX5g2jmmwD4PhYe/DhCnA+G7xOPM9HgK22fzl8KksowHusnKZPkJwjy3DoVoYV+ztZJpuTwJi7lWWT7SPHq2WxvCtnBCgqyujyq+musmY8t/RxnnJ6BbvYo9hmtf1ft3FM6DbWQWhQMXeHbiFzD+BzTIPPliGvAA8RAEUOcLhVG7qCNaBbN+c2CebueZsA/wS4521T33G3KE1Eu1MktpgS5RDAbdsQWXHFNO+z6WZcjjXBrh+yPTHGU63uoAubwl5ozZClde2WkXZkSgau3dyG1+7pufQFTXtlWmqBYYof2Qnc95tcCF79IWpePfS/gE/sBx78n9xA3vR+4L88APzeBBfLlbOcFJdPA/f9d+C+31L3dfk5mZ78MmPIr/rZeg2TV/0vbtwiY9zk3/shbvoAbn6DfWpxik8BX/9vPNUBqNvxoQFgUuhkxCYJnMlTbbkB7DsAvPsB4K1/x82aWeHC+Hd3Uiy0aU1rWtN+ENa2WZxGC0fIKKoMePFJbjw9rWtAnUuYbufGuJjiRn7LbXTUSpl6x0CCIb52lfWrVkdl5C4K0QIKJFu7Vyrn6UCWxOa7dYgp2y/67jrMLumU6DVO1nrm9NHZd4iwkdCg2ryPvIoOSSlD8GjxODUhV89R+6RSUOwqV4AOhW7jpt3pu7hsuqNGQwkKXHAGuG7IMBVvmwjr6iDY4AmJerteOTeNTLMJoCVQX+f5OJkVy6d42FJ1rILCEQmqTI3Ve2lkgGg6HbJ8nO8kQ0wGr+chk92tWA7de4VOT4WAw/hD/K4EYVqEUHJiive/5j102loGCZLKNVfTyKIK9LHfWZbSFlsLIMq27dgG5FapMZYQB1O1IJJk61SKACyhG1YUQtQCyG0fWR8AloBC+1aRYbO15tmjwNDNBAVWznBvcuI/CWzEJhWTRTrr8l+p2RUebvzMWjC0ew/ZNjveUB96LMu7cFTox12GedsFQ8dTD97odlSzFwIEOKafBlbHOO5XzvAd14JqawGgS5n8vmQJxacFsNmu2D5VDSywj2k6nWWnX2QMXXPomF1t9CDWdUCEbw/fBWx7Hfvx0K3A3neor5ZzqCa32LDsa/pfpcQ2tgzOex4Bbrh87Cu1IVndexjGrWlkQ0nAVYZgxiaYyMPuZD24/JwrA92cvwHVjyUoZpTZhy2TYX5toi/VHRTIedIim2b761gPa23hKLWbAt0KQJZ6YZ4QgRYZJpxZZhINCVRV9bhEm2VX2V8mn1D9yTK5BkXHBNOnHVWg+KWaBGqNMuuzdi0qplintW0gAb/1TOp3de/h/Dx4A0MeK0U190rwT7ISHQIwtTm5VjncKjlK2xZVRqevZs73KJaru0X1q8EbFcij2RXQJ61rJ+AKcQzUanqFRy5+l1yMz27fWg+GaeKQphBnP9l6N/0bOYbWAoLBfvbF8AjXxkCPYHSDLLu6c8jsWQABAABJREFU0FEx5+oO/my+mQnBAAVay+tkltLqtTaxbtoEONaOy7FmGOMP0SzLwmPnVzHQ6kFvyIM7PvwYHvvd22FvZhpsaDdvZSe+cTiMP/nmGfy3O0dw+7ZmyOdPjM0cAg59iiwtywRG7uYJ2PyLwHc+wO+0DQOjr+GkFx0DXvgH4PY/4IT4yP/h3576iLpnLY09vUTq87EvqL8NXE8QDaCQvAzLkLbrrcBP/6NKsf7ER4Aj/8LNz83/Q2VWcQWZuljGqM8fBu7/A4Yu+DsYuvjdDwK/+jhP69q3MswyOgY880lO+P/6M8Cdf8SQxyYo3rSmNe37bfEpbr51m0iX3ir0grooCC91cS7XdJ3g2bF/5Vzo9HKTnF0RjlUDxuvQrXTq2rcRXAA4v8o076EBCkID3BCX8wQ1immyHKoaNBYaMrikoLHdpQTwAcVYqjp8DcpWdZYtcULuZShJbJIOjMsvshv66ZSFR7gRd3go0L9wRLCYBODRuZPZDFfPkSHi77q4zGZZ6KAN8TOHhz++MHWeCgk+KzFDp8EVBJDiM5y+erZEI5NghTuwZl2x+GxNo4NmXatCvFLzfMdAg/2X7lShlWaFgIAMo5ROmGkIZ9tSgt82Bw+T7C4R9gqhLeRnG0tmk0wcYLPTKZPOlt1D594sCyabhaqQvFYDXMqMfgD7ytJJxeTwhbkmSwAo2Cv0dxaUCDVM9jd/J9t99TwBvPUAVKNMwOvALxKMldo8ANutaxfLLfWiJEPJMlS9rb2nhouzoVY/r/m+w6uyWAb7aoAz6epZBEYvsgZ9XwIfiVmOX4ePAK3M3iZt040iU6Fd6F7FCCBUwWPr4nJejklAJDzCOcrhoYZdOU/gJx8T77Y2dNliO/k72Z5Sd8nTenFoZW25pP7gDb/OZ1x4mCy+YA+z/Enb9ebLKPvaMS2Agdrnd+0mm2zmWTr0VfanzrLvfxfw5MdYfaEBYHCYbRroRjWUNDnHkDg5P1bZr3b2BZdfhUWagqGYi9YI1teU0xMSrB2LIao738hQ3MiaKIPMksiIKA6GXQGgm8D96ZklBO2r6McKx1HLANlQZ77B78pMfrpNsPIcrPfMMucHm4v9RmYE1mwiFNzN97BdmU7TRebvEmxXASy1bRHPLvH9u/cSdKsFfRpZIcn+UUwr0fj5F/l+gV6l5QiwTttHCXYDwMkvkZ3YcxUBIJmYovcAQbZSVgFmIcH4691fD0za7MDo3UBuhWtK+2h9+TQdKCb4fwl6rwXEpHnbuP6WCyq0MD7FvtU2zND23qvYP1sG2Lc8LfXEAFmX217HNapcIPNtPR1MGX7r8Cj9vqoWZw2I5gookFf2VQmgSfb0ZVoT7Poh2n3HFnBhNYsP//Q+9LS4Mb6SaQJdG1h/qxdD7T4cm0tiKpLF73/pOA594K4mG+6VbJlVQZN2E4iaepKU6NQCwwtg8uTo7g+SrXX8i5xcvWFF9U4vcHNwz59w0+4KcmJ0eJiSWdob/1KIrAonzCgrjQuA2lnFFJ2uYpqnTfJ01bK4EGRXuVHOLPO7dif1Iexu4IXPAKe/wlOctiHgxt9Up52tmymmLyfyU18Fnv0b4A8WgX0/B3z+bUB6nmGV00+RVebr4Oa8aU1rWtO+V0uvcJ7tFjod5RzBmdAvc+OaWiBjY+QutaG/yBqsxb1XKebC5OPceLf00QFtZJKBsVYDR268a/8e7FX/z2R5rZxD41ONdbeq2fvWAAm+Ds7f0nHfSEdIs3EtMcpcA+ae48HE1nv4eWgTr88scv4PD6vwi0AP1yV/N/8tpNTpdaXY2LGqfY++g6ouLJOg4KabyAyyjPqwmeVTdFJG7m4czgOsz0rydzL0ba15w7wmMdNA/wsEA4I1h0iWRbZA7VplWXTui2mu8RII8bbVC2ZDo7NXKSr2RWK6MaupbTOgu4DZQ2wfy1KJCi4yC4ZpIXf8PgRcARFGpwt2m871WYJbLj8dXqPE+rA5+DNwHQ/g7O51MneC98qucty0beaYqu2/DrfKIOfvInDgbqHzWAUpG7HSBLDRUMtzzfdXTrOtBq5Th211WmsbsP5kxsTMCsEHV5D7sXycWljuFu5bCkmCeLK+dryR+7X0ElBKC7F78czQJo6FK2Z21bxXMcN3mnoCMAqsi9AA2T5y/BTTIpvlFP9tGagfAyN3rf/OADWQ5O9VACxR37cBvqPDc3m6Y9KcXiUiDzAE2RXgOyVn2S+kXpJsH18YuPV3GN7ds08k7JjnZ7mIkORwqDYGBKiyDTj+H3ytTTcCZ74uGKFiDzv/Ivulw6vaRNOAnW+hHIjDo/pLI19r++vq59LMCgEQ3QZvehIuO4CghwcLwTgPTexucQggAArNxn11VUsLNWGMBteLTTcycYimkxm3kW7dpSw0yDVp8jEhRi/u1XeArC6AIecyOUNDQLjGZL1FzhMQnX+Rc0rbFtZtSz+QFiCOWVGagQD/dQVEogGd/opZZhuvd/DSaOxIXTpfx/qgT+8BAmUbmcPDw3jNRib2yKs4vso5smnDw2r+7d5TD8zWmsxKunqWzw328CBr/kUCfltfVf8+vg7OHa1D4noZar1mDfe1c86R9SfDaHmjjd+txppg1w/RPvRtnlreujWMzqAHN41cHv3uJ9luHmnHV47MY0u7D+OrGeRLBryuZrd9RdrqOeBTNwFv+ATZAPEZbprHHuDnmg44g8D17wMOvAsYf4Sbyjd9Ethyy8XOzLZXb/y8tVoma23TDet/pmlkeNVaKas28U4fcPf/JjMsPgXMvcBNzeD1XDCMIjfOX34PF9YttwN7f4YLRtdO4I4PMMRh7jkK7n/hp7nAvFecBk8/zcW11vlrWtOa1rTLtUqBzs/iMW5M7W4F7o89qERtr9QiY2Rj+DqUNkm5oE6p19rpr3KOlM6eNOnErudUSmFe06DTVxv+sNZMIYCbTwASt+vayR8A2PbaxoLTgW5u/CWrJhdBVSy5a7cKtewYBWY7mK1RmnRQXH6uB62bmEHPKNHxzazSmV5rvQeU06VpfPb5r/NZlkmHwhPiYUg+xe8N3UbgaPEYHQujBOgNBNQBOlRdu4SgcM166Q3TUV49V/99u1MxUqIXuOYM3apO5F1B3qvW6V7rfJUyrEu7i0CIZBvYnGuywwldmEJCARXFdOP36NjOddDfxfW0yiDSWU/SIXIFAW8YJ+aTWM3349YtQbhiF/i5XWYzA+siMk42lr+TTld0XIWsabpIbmPbOIxRtvuJL7M+a5kN5QLrqm2IYJl09t0hgqKVQv2BmyvIPRBMXOQA19ZZrW2kF9q9V4ULrXeNr50/C0fY1r372ack6xLgmKwdl/KdfR10+DVdOa99B0UI8EaC7o2s5r0qRTF+hfZbIcn+VqtlJlmIMiuoDLO7XAtvVUxWTaeDL/WD3C18ftduHsB6QkrS4nJt5hDnqf6DCggODRLokoD9zjezzOUCQ6E7d7CfmBUe5tpc7B+yuZy+eiBEvq9kn9lEmJghwKJqIpFWAWYKppSrhSGVI3fx/bR1+jdwMTifmCNQPHgjEp4BmOkJdIxeS12w5dPsc9tew72wPGyWh9OWxTkVQFVVSe6hfe28rzOgtP82ssEb1te1c7jVQfN698muKJH1hllya2ztPRwCzPO2ARBzW61mXWaZmYU7RsEEIQnBXrUrrbiOUa6dAMGxlprxsp4GofzuemZz1IdsNrJSjmy0diEnYHcC6UVkihVYqRgCvVep72aWgFoNyrXmaSXILtdSzcZ1eW3YbykHLJ8ArnuvAtLkvOdrgIvUhpj6Org+1CZPuAxrogY/JMsWK4hli9A14Pe/dAK//5rt2N59ZY31k2g3jbTjc4em8eb9vfjgN87gc4em8au3radd0LQfK8tGgKP/wkl/4DpqVDk8wKG/Br7xfi7GDi83//f+HzpQn7xBhdWM3AH8Vo3+xMvN+KsNH/G2ATf9Zv3nRgXVXYrDy9DFhaPUCwO4gP7mUTpF/ddwk+jvBB7+E+DwP3IheuzPgFt+F/j3X+TG5C1/w2uXTqosNE1rWtOadimT86UMF5Qb/MQ0AYbQIJ1v20ZMEGG1znLPPt7bMgiKLB4XaefXuU/nTh4UrHUwNtLQAsg0AegIBnuFBtMGTsFG91wvs1r/NQSGnvmkelZVBNqhtGi8bQRCasWCZZ2U86pcPVfxwMPTyvl//nC949Q2JBhwNZnwbE7+SEbRymneu9YpcPoIwGy5g213KQdHNledIHmABzES7JKfOX1kU+djSqjb36kcmNF72NalLNeoRgAeQAZF+ygBA01jP2nbUh8iJkO4yjkVelgrZu7vpPMr6yY8IjSvLvCd3C0so6dVMY9u/HUAwHChjLBvL5zFMdZhpUQHWdOUXIHUA6sU+T6ZFepfAXTc7C6RIbK2T9X0/Vqwq3M72TK1ZpT4LE+IoJ5pELhJzJIJ4mmpHyddu+jM9h1sHA4EqLK4giqZQ+3fa83heWkHZNV7rbPHkuCfbuN84W2rF9l2h658b1ILKDo8IpTRSxbZyllmxrQ51Pc8rXyWw8O67TtA4NLha3h79RxRzqrGmcZxvZYR42nj3szhvXSocCNLzilQS5rdWR9eZqutsyCZXOUcQZiObdwTxy4AW+4UiQg8Yv5eAybUhp7bnIqluPVukZTBxnHjaycA39Kn3h2omZMatPfEY2QvSqZa7z6Ok3wMkY7rYekO9uu2LQT1lo6TAdu6WWUAdripx3Tsi+q++hqwC5oIM5Rg2AYgLlDzDuvY4jFx2/WAPPGum2/ZWAwfqB9bmsY5LTHLubcWmAHYbkvHyeIDBKupnYcguo0gt0v0JzmX+Na053om9RA3sksltnB4CBx3760bc6vpIoxyEXVvM/8i/12PKCAZ4BLYNsuch9cmpJDM5dR8DdjlZOjrWlC8kCLhoX2UyTBsTq5Hlfz60ggNrAl2/ZDsm8cXUaywUQ5NxPBPT0/hQ2/de4mrmnbDcBi6BiRyZXidOv78O+fw9qv70eq7jA140340bekEcOhvgBP/zkXY5hCp1cWJ7MoZ6mZd9z7gK7/CCU6eLrz/+MsPar1Uqw17GLyePwBPbhde5GIsN7RPfpQhmt4wQ1Zu/G/A838PPPKnwMxzwJs/qU7bk3PA39wEvPr/I+utaU1rWtMuaWvm0dAg0H8tQxec3voMYeveosFc7A0D4w/B0J2waRrvU84rkGathYfp0K9ly7gC9RmiNiqDBOwabuw15Uh1bKdjcrmm21gOmYHKKK+//vRfjbo6lRnAUgvqGrtLAUaN7tN3kCHtlsU1T9OU7pnDI8Sb0/ypdchk3Tm96wN3tZaYJrjYyGnXbfX6UAPXAWe/WZ/JeK1VRcLX2ZcZpRotLvHd9q38d3MNK1vT6DB5WhVgV1sWTQdZTuB3fR2sX6MEwCJwVM7TwVzDPgi4HQjoJWB+TNxTY0axWrDR38nENvEphhf1XkWGkHx2ap6shNF7N6gH0a4OL3XRas0dJHhmd5HpDbCfeFpFSFJbfb9o6WPinMux4TvpREqn/qVYoz6ZmOE9ba7Gmle119UJ2Ys+efY+vuPovRcDARsXRv032Mu20m1A6yDrJRthG0sApdqHRBncITKJ1hsPgR46zPLzXFTMQw36eCGpmK7+S7B+1jOHRzHFqvdNEfDu3lsf9muzExg/9y2RpdRLBlCwj23s8BB8a+lbn/lYey+A+2xHDTDi71B1VxvOCKxJjrDG1or8d+8lqLjzLaicmEdv4lFgeR7Y+aYaZlyQere1BxpOv8ra5wqybWU2YEAlL4lPXx7LeOop1ovMIrierX0nT0gkPJDvvgGrrXqPNd+pFAloOb01bLkg9/gzz4pravpVLiKyZ9q4f1/LzuraTVbfma9vXI5q1t4N7FLv07WT4zq9SJDN7gSgQdcAo22NoL2/a2MGtWQky2c6vGT1XXT4sg5AJTPANrpn5Dx9wch59t3e/azrWoB/A2vSAH4IZlkWPvLgebjtOtp9TuTLBt647xIodNMAAC0eB/YNhPD0hShu39YJw7Lwj09NvdzFatqVmmkCZ78F/P29wN/cTDbTwV8mQi+FaN0hnix37QJe939Jq333g8y8KO3HFejayLxtpMTXCtHf+UfAWz7NhWLpOPD0X3Lhv+V3eBL3hZ8Bnv8MN0KeVuCn/l6dQI8/BHzm7vU1cprWtKY1bW0oRnQcWD7J8JPLAbrWs3wcZcPEQ2dWsHTyEYZDxS4IHacGjmIVAFszt+s2Ctw6LnFyrenKWWi0sZfv2TZE3ZC12Z0ux6RW0kaMDlegfrMuwahg7xrAZi1LZs17VwoiLK/mMxk6FOgh6NC+VZ2OhwYVyLR4nOHvG4WyASqrXCNwMLy1fp2tFFRol3MdsELT6YhLx2Tt8y2LoJFZIQuk7loBRq4VWq+e/tfocKWXyLjihWSRST2ojm38s1GieHSwhyChsNlYDkcf+xpKNi+ZBq2DZHfJ7JoShHS4OQ5yMZUVT76j1LJpZL52oQd0CbdKtpXc9xhlghahAb5fubj+tRuZzX7psbKu1bdXxTAR8W4h6yg8wjowNiiXdP5liKejBjyQmjy52JUVqbYeazNwphYFI0YAKboIWzSE/qrU/Ekvcg+5ESOutp+6QwRbflC2/XUqbFpaLsK5KzF18fcdHrLYQpv4DulFls8oE3BoHeK4bKSjV2uyn60XChfsrWGcyb6+AUCy441qrwkQfJh7HsgsoXPhQdjzq7x+7VwZ7Kk/8G3dzIOOve8gO7T/av7drAGz3UFmwDWNS7NV04tKf6uROQQQtVb/z98l3l+8u8yovpHZXfX1XhQsw9qDGYeb47nKdBX3D/aRpRTsV0L9cn2RzCiX/9LsskuZlEe5HBu7n2G2EjjVNHQF3ehrXTOf9F/DJF7rWWqR/xYz1ftg/nBNMg5hTj8ZaZdz8LR2PvW0EpS7IuC8yez6odizEzEspQrQAHQEbBhweXDdUNslr2sa7ZaRdvz1oxfw4G/diu+cXMJ/HJ7Db9092hSq/3Ew0yCw9d0/VjReAHjdh4HTXwNWRIz8Xf8v47c1rZ6WezmnLK9ECw0AoXcA+0Ta68QMN0W9+5ml5xP7gOf/jmyvTTeQ+SU3LKYpwhUEoL58iic3l3MK1LSmNe0nw2qch2yxAlfrMOzuwxRSP/GfdHJr9To2tBqncf4wKiaz3Z0P3IDuVgGqbHttY4FtqVMiQwQvFb4oLbSJGlL+bpUZqhHQUBUjPniZ79LA5JokQSdfx6XDR6TDaHOueaca5g9QEz4lzNOmmGRr9zgdo8xuZncJRsUxhoFKkyLrl8qiaZl0xCRrqe4Z2xXrSn7X18nwu+QsEN7S4F01ACJcLRtZ31HLRshmqdVwiYzxPbbegxQ8SLccQF9PT43jVdOmHTUZOzWNIZfhYaVDtXCE9e30sV5q2F3nltIw/Nuwta0FzrlDrKOWPt6/bZjATq1ml83JAyMZsqPrIivaOvXaf41gAgqNtioot4517SIjUYajSnDve93Xtm8l6HgpEGQDOzaXwFw8j3t3XQO3w8Ysa4tHGyeAAFQbdexQjEZp3XvYbhuFU7lbLmYF1rZ79bkaWYlrReO3v57A5cJhAh6ZJbLwdDvv2ygTXXqRYFc5z3G99+31IvK1Jllg34tNPMZ+IUEdQCS2CCmgtdbGv0u2l4x8CHRzT+dt5dyjaRcnVWpk1Xl+HbCrVsPtIoaeVvf3ZI7M1hZPzfiWYcjxKRTsAayYfoR7dm84/zw9HkGhYuDO2vqW46oWJItNMNurpjUu/5XYemuLDPOsJiW4DBaZbiOQKkPnHV62Td0hQYlAfCGlng9wv15McX7TbJxf5Polx8CGSSQu0+yuxvpXjaxnH+umOl9qMC0LhaVx1Cm0XQpMX28OWwt86jY+c+3a18gu0kfzAovPcDw0TNjR2Jpg1w/BHjm3ArEVwGw8j9+5ZxS63gRqLtdu3tqBTzw8jgurWfzR63bgg984g/88PIefvnodSnXTfnRs6kngS+/m/x0+LqzjDwJffR8R+jv+ELjmv3IBb9r6FhpUJ5Rtm4HXfhj4zge4uEw/xZ99Pwu88a/oDHXtosNhWcB//DI377/0jZf1FZrWtKb9CJm/HXDsBbIreOjMMtr9btx08JeUaPZlHTQ03sdo0GBpGgo2H2CIbLbridpWb2Ex1OlSIIE0bxud09iEAqEaAgUb77WenYjC67RjT/9G2dUsgmpSFHfLbZcunwz3KGUaM7v8HQz1aQQCbKSRVCnWZ0asdYy23K5YW5c0a00mRGHLJ8m+GhWZJl0BBcysl2RAdxBok/WzFhCSju/AdRfrvaQXq+91ZqWMpZQLfYMetungDQQapNVqikEjQ8LmEBnyvELE2wkM3VL3iEyxgsE2L0IDu+DLTTDznm5neTRdhZBJ9lGlRCBh/rAqr6YDNieOrxrwr2awpaMBQAGwPdqGVea89cwTqg+HlM++FCvvUuZtayxCf1nG/pYq0GktGybBLjm+1gN8xFxhaHakFsbQaq/p76XsxqL+QB0DTxVFRzxXQipfxiZHQj2nEbtS08gA6t7Dfujwsi/2HcC64z+8layk2hC+dRlN1vr3qTVv2/oMNqN8MVio29Z3+L2tTGKRWVEaV/K7/g5ea1kihLur8T2AjUHvi2xNKN8a8OvR82Rlvumqmsik/qvJ6MmuItJxPdyFCAX2ZT8O1nxXmMuhw2EX9X7+fq4PwT5KdtQCNJapQk0tA7WQxZnFFOy6hq1dAVXmjULeKwX2xXy8PrtwdpWfhUcuDuFezyyLIOPedyg271pgSYbXVYQQvWSUVYQWcTHNuSLYq/wfy2T/vhydzO+n1R5uCItmSsja8rgMOEpZdSzVAFTl/KUB2Y1vWv+r08u2ukJAsAl2/YCtVDHwpRfnce+ubnS3uPHPz0zhbQebIM2V2P7BEHxOG54cW8Wv3zmCD37jDP7xqakm2PWjasf/Azj+78DP/zs3fQAwci9PpZ/9W8bH3/SbwA2/fmXpm5um7Nr/Ssfm33+BGmeuFuDYvzJVc/+11EPrv4bO1D0fZPYdgHojhz8LHPyly9N2aVrTmvbKtY5R/hydh03X6ExVStQauVRGqssww7QoMmwZDOfwNDjUcHiZnQoaN/pXKv5c56DWbIxlmNIlmDIBtwNux6UUPXQh5CsOHBaPkym7Vni31iSLoJBS4X1rrZEjmq9xljcqe3LmonuYNhf0ywhlyxQqcNg1NHQXUvOKWSYtvUhHcu3fpW0W0gQS4DPLAGrK4W0jsBTs3RD02N4TxGC4Zl26lOi000/gKjnHvcQ6QOnDZ1dgWRbetD1AGQDLVMBcrWPmbeOaGR0nMFGr/6PpsCwLuZKByfnk+mCXUaYDPLhBuE8j2/ZqAnmNdGuuwIxsHFpiCnrXznqHsHNHY3AT4J4MqLaN7HWmBdbt2EMcv+s5raIOJ6cuoJTIweUpotqK4w+xLrfefVn7vftPLWGk049hj47VdBGpoolNoRrwdyPH2S507co5wDJRgoM4WKPv9uzlz+VYeunyvjd02/pgydCtlw5xrbXQZjILPSFVbzYH5yAJZptldTixntVmq7yUNdJeq/n99m2dF9/G2w4UM7C698Kac8CXnYK1AmimAez+KTx8bgXu8QhuHFFg0MFNNRCKZHBWChcz9uQ4rc3uKez8Mq+rgl273rLxu4UGmRWxnK9fh2TbOjz0V2IXNr6PLNfUk4q1uN535HMdPqBbZBs+cx8/23oP5/rMCuugZ59KjHEl/aSR9V9z+QxpgGtUck6ASGTSlTUn/O0NGJEbWcd2AJYKXQaAkbu/t8RZaw9uIuMM/73csStv89JL0LTLsY8+OIZIpoi7dnTg/lNLuH1bJ7pbvheU8yfPHDYd128J44nxCDoDbvQE3Ti7lCKltmk/GlYp0bE4+RWKyo8/yA1ysAe49fcowP7MXwJ7fxr470eBO/6gCXR9r9a+FXjPd4H97wSKCZ6+e9oIdDl8DDl54I+AL7wDuP8DbKOxB/j/pROXvH3Tmta0V7DlYjxVz8XgcdjgkiftMkPY5ZycSjDCU+O8dO6ABQum7kDZtOjoLp0AsuukSO+7mqDCFYQk1JluQ6FsYClVWOPQbcCOqrFWnwMe5yVYbP0H6YBIcebIeWDuhYu+dmIuiUfOCk0qyTJwBeod4DXOcKli4mtH5zEVEUBN1y4FNK4HLgGodOxGoVU5WoZp4fHHH8TCE5+7JDtotuTDfLzQ+MO1zyzn+Q6+8Pqh8BJEkU5ao3C30EBjoKtzlxDcDsHrtKHFc5lMFE2j05OYJYjWu74wtWVZiGSKePap7yJXNkUyhmvqy8wv8t/lUwSe6sBZjf35UlbOA9NPXyw63cBKFRPRTBFlw+Q42PGGywa7LphdeGH6YhbR04eexPiZIyobpbSuXeuLd/deRYaOYA5VJUIsEHy2O/lLhX1mPpHHsxNRWLK+xFyRtjz11wOqL1wmY7NQNnByPgloGkY6/dg32IaTC0kspwvsPxvdx2ZXfTG7im+fXMT9p9YBqsr5ywtZuxLTbeuH8Nqd9ZpVlzJfGNj9U9T6qjIVRb1WiuyrueilWZwbhTGutSrYJcdpPfjV4nEg6F4zPospMk0LCWiaBptRhKkJJp+mIV2oYDVTD7JGMsUqWKWe2aB8lknG1K43N5w7uoJX4Es7/SgbJqZiBWSKDeYnUxzINAArzy+nMbacRq5UQaliomwChmluvI+WYFPrELD7LYCzJiBQ07neaTaGh1dF/636a1+qtW5aP2NiI5s5xAQyMsOxw4vuHdehfdsVMkRtdgKAteDW95oh3uEWOnFv5O/+zo0PmdaxJtj1A7anLkSga8BXjixgMVnA25tspJdkN420Y2I1i4VEHjePtsO0gH94qinA/SNhD/wR8GebgY/uAv7zlyi8+Jo/pzP193cDj/8549t/5VFmEWykE9K0l2ZOL/CmvwLe8rc8BYxPArf/AcNs0ssAdGqX+Du5Kdr1ZmDXT1HbJBsly2vqqUs8pGlNa9orzkxm9jMvPIp82UAi/xIOjwLdDCWsBUG6duE55414YYUgA/JxigCH1tn72J1kf71U02w4s5TCXDyHSi0Y0SikYo1ZloWT80lMrl7CES+m6YzFNxBABjARySBVkPVoqefXMrvWsLzyZf4+FRVlcPoV2NUo01SwF2jfimdWbLg/okDGsmHCVYwimi1dEuyKjL4DPretsYPZCHR0+shYkppga23xKP/t3guM3NWYwbee+cJ06G0OnJxP4sHTy5d5oUY2QmiArJlAF5898qqG356L5xENjMLov4FroRSar+0fiRlqifraGzKzKmYDJ1Qy6dZmtJs5dMk3SORKeHI8gnShQqfwCgDfk9YWzPe/ruFnMgzxss3mqHMgFbPLYlvu+9m6TIwvTsexlCqgDvvb8zbE/SNwFaLQ0KCeXgJbRdc0JAp8iNOmA3Y3Js1OfOP4Ov0QuAg8MdYDKM99Cxh7cH22W635O2tE3H9INvMsdbtqx6hRYnbCck6EbnouLdQtmZ/r6a3VGZ9laTryJQOPj62gUDaqf//m8cWLx2elCPi7oOk27O1rQbJlB4zufRsyyZ4aj+DMYorrw1p9sFqToI+mI5Er4WtH57GYJBhv07WLgbeNLB+HYVo4s5xBIlfDhpOZ0Yvpi5NnCIuki5iJ5fDg6WVMRrL41sklPDkWxVQks+7jxlfSLGsxDcy/qObkWqF9dwvQukWFxUuWmwzt/mFZ30GC4TIBib8ThmFhJm3BvByA/wdtdqcCkS0BMhbXr/tG1gS7foC2mMzjxBxPDmZiOXQH3bhrR+clrmpaI7tlK09JnxyL4L23MTTuE98dw2p6ndPJpv3gLDYJfPN3SH098w3ghc/yRKCYBt76d8BvPMcT10/fxs3jT/098Mvfprhr034wtu9ngPc+SR2KR/+UJ4LvPw7c8ls8NTr3beAv9wMPfwiIjgHf+X3g/24D7v9D4JE/vVhUtmlNa9or26QzKLKXpV4K2LWOLeaAiiE2yWb58hzKl2q6DT4HT/0rdTrwGzAGhJ1dSuO5ydi6h8/nltL42tF5WBLkqNSHDKUKZcwnFBPKYau5kWTWFFNVR9O0LBRK5ToHwmFj+ZySWdexHegWWaocDUI6N90I9OyD11nP6DBMC6sd1yPSc/slT9N1DSi72hprcA3dTvCpWkAPEs5ujFU61wcsZSiQ3X1lQNfa2wiQxroc3SpNY2he2wgF7tNLfPY6gNG2rgBu2rkFAXuF611F7h1r+ocsu1G5WNTc5kSlYqHg7oBe26cGbyBLTOpaXYGQttthw+awD6lCGRXj8tgcsWwJE6sbO3qdge8tekS+niHbQdMISoRHAAA3DodxYLCVoc/CVtNFXFjNId66F86Bq9feEpdTL3WOtWUini1hLJJHi9eJVq8TGLkLJ6Ls6+s64VrNOFrHVtNFXKhcQZi2Wbk8Lafvp7n8QClN/ataq2XcGpVLM+aqIY+XAXaJhn98PIpnLkSQKZkoVowqq6pimsiV1txn++uB/qthpRZhWBZ0swSzkN7wMYNtXox0+skAXAsS11q1/9lQFutJIleGZVkwTAuTkewl54pMsYJTC0kUo1MoVgzYdDuCtezRln7+yOc3ALnb/E5kihUMtfvQ5iPospIuIJJdP4T0fFSsDZpOXUl5/613E5wHOFdd/UsM8a6x1UwBz01eYfbSK7CVdKE+MsoX5lwqmYdGGQuJPKYTpfoDpJfDjAoT5lx4mL+7W0RZryxbZVOz6wdof/vohaqs4at3d2Nz2Fe/GWraZdtIpx9dQReeHI/g7dcMoC/kxnyigMPTcbx6d8+lb9C0782KaTosvnZSfQ//EzD5KDMp9ewjuHLd+3jC+7e3AZFzwFU/D9zzJ5eXcaNp37uFh4H/8h3gyOdI+bU7gX0/B9zyu8D5bwMv/hPw+J8BsICuPWzLpRPA9JPA0S+QKn/0i8DN72/qeTWtaa90c/oAVxB2Xwf8KTvs38e9iVWbndHbTgZYpXjForLT0SyWU0W0eBzY1r0Og0HTEQ64kCpWUKnbl186jDGSKaLN50RgHYZASaJnkr0jGVejrwZ0Ox45RSZAnxBsHu7w4+wSGQuadOJ0e9Vpy5cMPDEex4GdXegUITgStAr7XFhKFvDcchtuG+1AS3hr4yxtwoJuXmeaFnRdQ8W0YOlOmM5Lb+tLqRXMO7egf6heaH8hkUfZMLEpXA+yvfD0w4hni9jS1QJbI2a208c9wvewbpQqJiKZIobafVeWaTs2CaTnebC24w3rfs3jtMFvprjmlfOKxVALDLqDwK63MqRn8TjQsxeZYgVTkSyGO/xIb7kXiZks7EDV4bbbXQwbEmZCq7IIkvnyhmGZh6djePD0Mja1+XBwcyuu3nzpvdLzUzHBtqGxr7G+JGBWBU5fomlizJimRQb4xCMM/RTZWcN+F9bynF6ciSOWK0EPD0H31AB3djeBxctImlA3fC0L0WwR03ETLQEfspUl+GKT0LU2GBZQNk24GoXFSsBynedZloWnL0Tgy9iwOWDCdjng5Hqi82Cd23Tt+58dXiagMEpq/hl9NZ18CdQ2GIuFsgGbrilf0+bARCQDv8fApakWktllQ7pYwZt29wAXzmBDoNLhBvoOoFQxcPLkEnalx6HpCojoDXkuChvcP1gDiAf7mT3Tv0HEh26D38X29DntVbZexTRRMa3qgUEjO72QwmIyj1bLgMcEKusODRm6ezG4M9DqRdDtwPNTsYsOGdazit2Hlc6bgM1D9Wxeh6cGGAczNqYXgeE7q39aSRWxaMsDNd07U6xgPp5ffx28AnvmAkOs6xIN1Fp0DJmigS2D3u95LvmeTY4rOQbjkwxd79p1RbdpIi8/ICuVDfzzM9MAgLcd7McfvW4n3nn9OplsmnZJ0zQNN4904KnxCEzTwvtuJ7srX/ohn7b8JFo5D3z8KuCJjzDryv3/P8AsEei64w+A9zwMXP1u4MH/Cfz9Pfz+O7/MkMUm0PXDNd1G8Xm7kzTfz74W+PbvArvfCvzC14DfPg3c/b/53YlHKAzddw03hme/CTz9ceCzrwNOfqnJ9mpa017Btpi1sNJzK7S+/VVH4vtlIx3ckJuWxWxUkXOXn2WxxiKZEh4+u1IFkBqZpel8DtZjdq2/zfU6bfA4bQyRamB2mwZd0xRwJR0ilx8reSCeqz/ZlyCfYVpKk9IVqIaImf3XoOjuQHbNvuXeXd0Y6fTDsCxYlsUwG09oQ42fmGAVyJN36QAm82VkG2nSCMuXKkgXytDN8kUMsEMTURydTdRfUC7AtLmg2Z0oO/hOlmVhYjWjnFhPK4G5WifuCs2ua4BFUfRLsTVMy0LJsBh2lJiCKNSG16yki3js8DEk80WCc436h2kCRpFMjMh5AECxbGA6mkOuVEHRcmIlU8KRmQRW00V888QiJiOqXxumhW+eXMZCIo9kvoRHz61gNparK8fEagb3HVvAYjKPlXQRPSEPfG7bJTO0T6xmkC8ZF4XlrSVeOHRNgbQv0eqYXbJNaxJHLCbzePz8at3+m+L9FcSzRRRrUeehW8iWuYy9oGlZGF/JsG+7Ahhq96GldxtOr5awki4Cuh07ugMwTWv95t5yB8Oy8vGGHxfKrBtHOQPDxIbMT/UOtyk2zhr75olFHJlNYDlVqIbYrWfrhlQ2smAvWVO1IeIuf1VAHAAwcI3K8ifs/lNL+OxTUzg+lwAAWLoD8WwZ5bJi1x6ejl/ULwEAmgbTsmCJMVGoWOxLa+bQRu9h13V0B91IB7bCaN9R/buuaRex8NKFMk7OJwna9h8kk7Rj9OLyyBDMGuAyX65gJq7KXmUQ19hcPFcFhCUAXPJ0wrAszGZsmIk0fncAzMC6xsZWMsiVKtjd11IFf5wtXVVQeD6RR6RGl6xYMbCaNWC6WnkAsFGo6fIpBeQIgHPX8OaLgKi5eA6nF5Pf89i+LLO5sKs3iIGO9cfssdnEJft7I8sUK5iKZpEvX2ao9dr1299NhukVZq1tgl0/IDs0GatGrW/tDPxwOugr3G7Z2o5otoTTiym8eX8//uadBzDS5cd9xzaI32/aS7O5F4AnP8b/OzzAbb8LZBaBj+4Epp9gOvB3Pwjc9vvA1OPAp24Anv0b4LpfBX7tGWpnNO3lNacPeO2HmbkR4GlIYpaZMN/3JPC+p4Ebf53Zt772a8Djf8FNYnYF+M//AvzZJuCb/0NofzWtaU17JdmLM3Ecn02iWKG4eyK3fkjGenZkprHTJE/aDdMigOBtv7S2TAPLFCvIlypVFs3EagbPT8YwvpKuar6UTA3TUZahPuTi0mGMLR4nckWjLhSx1hK5MkzLQllulWtCgZ6ZiGJijdbXuaW0Kkd1M66hFBpGcuRNcLRtRrpQwbMTSrw8VSjjsfOriGVLCPuc2NoZQKuvPkTDsiwcno5VAQ8AFOSHcjwDbju6g24kciWcWmig9SXs0EQMS9EEuvyOOt2TRK6Eo7OJqoZY1TQNnpZ2DLTYEVmZh2FaiOfKODGfRDxbQrFi4NCFVWTz35ukRLpQwXwijwdPL6F0iZC+1XQR//j0JOYWF6mnBGANLwjZYgUvTMVwZIagx2wsh5R3E8ye/ZRUKCTkC6qLikke+vjayfACwaTbtnUg7HehZJgolE1oGlCosJ5qHT4NQLjFD5fHg4qd4JB9DetkJV2EYZqIZUrIFQ3AYkZQ3waMkVLFxIn5JI7PJarArPzXrHH6js8nkQiOIh7YxneoMUsAqZdjcsiYFuis73lbHZPi6EwC8VypTsPMsgCbpsGTW0Ahm1A3c7fUh4nVWKFs4NxSGmmhc2daFpL5MgFEpxe2fW9H3tcLn72CbsGETBcN6LoGt2OdpBION7Xj1smS53HacN1QGJ7cPCqGeXn14u8A/J04OZ+s0eRTli8ZODQRvWTo2bMTUTw9HoFhWnh6PKJE2hvZ6jlUTn4Fp+cTF4dsSi0roaFnWfVhnbPxXBWEPbNcQL5UQTSj5ve5eA6z8QaADwTYBR2RTBEPn13GmcVkNROptCMz8YvqwaZrGOrwYWbTW1DY+y6YItR0Lp67iNn1xFgEF1YzBKQsC6vJHFZSDeaPln4yA20ORLMEk07MJ/HCZKw6va6dK07MJ/DZp6ZwaoESQrJaDPFOS8ksjgkgcO2784KLQZhcsYKFRAFnFlMYX2GbZbwDyHr7YJoWziyk6ubc0wsptHgd2NF7GWveppuYzRZQIvwS5Bu9txpS/t0zK1hKFurG+0u1Dr9r40Qg7iAsWDgXM9Y9OJmKZnF4ujGgvJ5NRbL47pllRDLFy8dE1s4b5RyZt1cojdAEu35A9sXnZ9DqdeBtB/vxp98+g5lGKHrTrshu39YBu67hOyeX4HfZ8erdPfjIA+fxv75+ktlsmvb9s/GHgKf/UmWr2f564NTXiLLf/gHgt04zG+BXfx343FuY8vndDwCv+bPvOXV2075PpmnAzjcyzBQAnvkr4B/uAT7/U8DEoxSuv/uDwG+dBH7h68C211JIMzkHBPrI0Hv+M8B9//1lfY2mNa1p338Lehyw6VqV6SBtKVm4bFHaVKGCYoNN6/hKBsWygYV4HgQh+HNyPonDDTLIrWeJXAkzsRxenEkgVShjOVXE/aeX8PWjCzi/nEY8V4bdbq9qFNWd8lc3yeuDXVvafehp8aAj0Di8UgKAFYefWQPF2pYpVrCcKlSvk45gh5+/V0yLhwYAkItiJpbDo+dWUDJMOGwaXA619TYMC4Wygbl4Dk6bjpFOP7zCkZe6NPFsCdORHP7t+VmMCWfrqoEQAIZzAdQLu25LGHds78KWjgZaX8LShTKKxQLOL2eQz6psdGXDgkOwq1bTRWr1AIDNie7uXryYDeNQzIfVNEM/79jeiVzJwOn5FMqGgWzu0oLBmWIFhmk11FyqmCaygrnkEIyz2VgOx2YTyBQrdc6RrgPxXAXnrQGgS+ibrclgtpIu4rnJWBVQ2NUbxO07etDq8wD+TqRdXcyoVsMcKGhu5IoVWKVslfX2wlSsmimzXLHQHXRhuMNXFceuDWvSdQ03jnQiPLCjqvnlWQPK5EoVrKSLeHxsFe0BF9p8TuRKRl1o4lpz2nW8dk8Prh1qQ6pQZlY4w8Rwh7+qH2aaFqajWczn7cgGh+tChseW0/j6sQU8PxWrMn42MslYMeR4MioErYVdO9SGG7aE68J/LQB7+1uwfXM/gp31USzPT8Xw1Pia7JBgf5hYzWApWai+Q61NRrJYSJbgqSSZMdUycWIugUi6uPEc1bVzQ3Cd7BwN0WwJ9x1fQDyndPQyxQpW0oWLALBixcBT4xGVbVWY32VfH3hbYwNtXgyGvfjG8QUcnonjzOL6oDScPiykDYytpDAXXwPG2znfPThZwNmlFJ4cj+DfD89iNpZDq9dZB2QcX8oiki1WQaGKYQIWML7cYLxqGkEkTa9nDGpaHZuL2ThjME0y8bJiXBfLJja783AVVvHMRBQPn11Bd9B9UehdT4sbu/taEPI6gemnEH/+i5i6cPbi8nTvI+BTY+1+F0a71P3KholC2cD4ShrRTBFHZxMYDHuxvZuMODk/opSFZVrQLaMKVJcqJo7PJRDPllDSxAFDg/DXXX0tiOdK8DhsVc2upXQROW8fyoaJHb1BjHYpv8cCNTCzxcuIPAr2qHBUhxfo2Yf7x7P42tF5JA03CnCibJgoGyaimcYaWolcCStXoF/tc9kvmpdqzbK7MWV2YCpprOtb+1129LR4UKqYOL+cbggCr7VcDRNUarCVDerAXS4QD0+r0Oy6guQEaIJdPxB7fiqGb51YwlsP9OEv3rYXX//1mzHS2QQAvlcLeZ24YTiMb51YhGVZ1VMhm66TAt+0l27pZeDzbwMmHuPv17+PeltffR8QvcCN268+BvzmEeD2/wc4ex/wV9cCx78I3Pp7wHufAAaufXnfoWkb213/L9t08Tjwz28CPnkD8MI/AKUMs8G85W+A3zkPvOETQEsfnQfdyUXluc8Aj38Y+PQdwNF//cEKTjetaU37gdve/hAObGqtbjL39oeQLpTx7GRUZQZsYGYNUNEXcjfWS9GAhWQBc4k8Ku42YMvtgCuAXMnAXDx/RYdTPpcdlmVBh4aKaaJUMashX+lCGTbdhk4BOtXft57ZNZ/I45vHF+uc5Gi2hKVUft39g2FauLCagcflFiFEfM50NIu5eB6ZghSe5/e3dHCfZxgWCoFBnIg7UAhuqrIoFpMFnFpIoVQxkS0qNgtAcGY2nsP/9+0z+OqReQAEnY7PJXD/6SVMRDLQNVQZLtJZkYBEulDG2HIanQEXxbzXMdMCFr3bsWrrgDPYVf17u9+JvQMhuB02PH0hgjOLinWSmj6K1byGmZwHPpcNxYqBdKGC04tJnFhIItZ2AI69P139fixbwsIatlypYuK7Z5ZxYj6J75xcwn3HF/BQTWa3+UQefpcdu3tbqu17eDqGb55YwJcOz+Lx86vV7wZcDrT7XfBaObKVAWRc3fjyi3OIinCinhY62ZIB5XbY4MhHUFk8DqNzN85FyxhfySBTZvhdxTCxkDbwoP0WVLYoZvoNw2HkywZmYzmUTRMOuw6H3Vat/4DbjvPLzLxWrBiYWs0gb9lR8vWKdlHMCMuykC0a0EQ7GKaF4/MJzESzdY6gtIfPLuOYCCt12HSUDQunFlLVtjmzmKoepOu6hj19IbR4HFjN1K/PUkj+7FIaT1+IYHwlg8fOryKZI4vqodPLDcekaVlAKQec/io1WoVVTJbjaSErwndDVXB8rX5VV8CNnpaLRfPb/S68Zk8PtgrwYm0ZpiJZlE0NfqeNgtqahoVkAdOx3EXvuJHV3nc1XcChiShKrjYx9jS8OBPHY2PsX0+ORfDMhSgSuXrnvVAiA/RszbioGCYeO7+Ks0uNQavJSBbPTylwP5ot4fhsEouJAgpiLmRIpnVx/YcGEBt4FaDZMBvPrQkd1JApVnBmOYfHz5Pxs5KihrHdVg9M3TTag/5Wb3WOKxsWltNFZIqVi8PQNB2WxdBwrgtW9e/GGjDCposkbPNJPHRmGVORLF6YisG1+By8C4cw2hXAQJsX1w61VYEnafsHWzEs5kpJ0fJ5GiRViF0AJh5DrlRBuWKhWDHhcdjQ1eJGplhBrlRBIlfGU+MRHJtN4LtnVzC2nEGLxwGfCM0vC5A8F9qGZNd1KNs8VeD87FIKpxdT+OrReURyBkNH1+gkWpaFfMnA1ZvbCLqXWd7u/DhSSxfw9WMLcNr06vOkTUVzl8V8Sk++gOiLX+MvDjfQvhUdYYYPPnp+Bd88voAziynkigYqponlBgy4x86vVnW4Lvm8fBnpQhmGZeHQRBQVg4kgADItk/kyUvDjtDaKnYOdsOka5hqwAHVNQ8UwsZjM49hsom4umE/kcXI+edE1rT4FUMnDlOloFg+eXkbychPkpBaA1bNIFs3LAtiq5b3sbzbtsu1/ff0UAGD/QCs0TcOe/paXuUSvHHvN7h5MRLI4v5yBy65D04Chdp5iNtldL8HKYrHzhJi1LxsBzj9AMOSr7+X/v/W7/E73Hopj/ts7gX//BQIiv/IYcOcfXrHwcNNeBnN6gRv/G5lcb/lbttk3fgv48CjwH7/MNNwOL3DwF4H3PAj82iHgwLvI8vvW/wAe+wuyFb76XuBje8Tvl7fANq1pP4n2yU9+EkNDQ3C73Th48CCeeOKJdb/76KOPQtO0i37Onq0/8f7Sl76EnTt3wuVyYefOnfjKV77yksoWzzEETfpFFcPEhZUMuoNuhP0uzMVzF4U2nllM4YvPz+C+4wyfWUkVEclcHP64u1dqOylnP1eqwGXX4bTpVWdsLp6rZqwGCKTJdXw+kUcix9C+/YOtsNv1KnNL1+iEpAsVLKbVqXadQ7gmG+PphRTBspp9wrmlNDxOG04vpBpuztOFMp0MdxvKhokzSTuSuTK2tPvxM9cMYkuHD2PLaUysZDAVycKwLIx2BeBy6EiVbZgIXo286QAsoFgxEfTQIZpYzeC3//0Y5uK5avCdZQFBtwMV06rWqaYBsACHriNVqMDttJMNAWA6Vh+6Gc2UcHohhX98ahKPnV+p1mGjfZHd7Ydj6AbY7CzPSrqArx6Zx6mFJNr9ThwYbK3uq45PryJnOpE1HAh47Hh+Koa/+M45fPqxC6xTw8RMPI9CDfPq2FwCzwtG1JnFJJ65EK061ulCuRr+Jh1oy7JwfC6JeLaIsN9ZbceFRB7nltJI5MvI1mSBY5hWDpnYEpBZRHLTvZjz7cDR2QTuP8XMkMWyiUyhjMVkAYZhYiVVwD89eQGHp+OwHBTSTxcreOTcKr51YhFfPjKPR8+uwF7OwCixrBIUyhQrSBcqqBgWYpkSjs8lkMiVcMe2TgRcdpxZTOG5yRgKJRPH5uKYOPYktOxytQ2kFcomTCEob1lAMl/CpjYfBto8GG7AxksXhL5NycDnD03j9790DDt7A/iNO0awqyeIdKGM2VgO2WIFZcNEKl+GaaEuSyKgsoS67DoWEgUsi7DlXLmCuXgO2VKlTn9OXm5YlmJQ1AiIn1pI4ekLEUxGsji3nIJpmsiVKzgyE8e5yVlkVmdw37GF6ruXDLPKGE1v4KDWkkTzJQM3DIfR6nUikjMQz5cAX2cVnL8oK+AaW0jkcXg6jnShjG+dWMRMNIelZAH3n1pCPFtCrO0qnPJeDUu3YyGRx0OnlnDfsQUUygaWkoWLwqxU2JwCJXOCjSfDl9fa8bkEFhL5aiiY32WH06FhIZnHYortsJgq4NhcEn/+nbMYWxPWmCkDpxdTmIvnqmF5AACzDI9DR5uew+nFNE7MJ2HTNeRKFaymi1hJFQjAJvKwOdh+NsFULBk8MPC5bHWs3mSujPuOLyJZKMHSdKykCkjnBaCoabXEPgAMAX/43AqOzMRRMUw8cyGChWQeL2An5tuuQ0fAhdEuP1bTRcyIMPNopohHzq4gXzJwdDZBnStXAGXDQtlqcOBQKQLFFB48vYwvPDeFF6ZiODGfxKELUdg1DROrWSyn8ji5kMRCsoCKYaJimDg8Ha+Gucu5xNBsqPgI7ldMC9FMEUvimr19IbR57QRSygQWZbtNRrL43KEpLCTyCHkcKImsnP1eE1p8GoZp4YWpGE7OXbx+rImsbmiHDz+HiXkF+i8m84ikC7hhSxi3b+vEDcPtOL+URk6wXh8+s4wnxxTwX2XgXqa9OBvHA6eXkciWUSgbeGE6jsfHVlExTNx/agmPnlvBE+MRjHQGsDnsw5NjERyejsM0LTxzgaG6xYqBlJh7XpyOoy/kgWUB2VIFx2YTOLeUxoUGGWNlfzNMC2cW05iMZOG08dBAjrcXp+O4sJLB2cUUDJMHEY+5bsVEz6t5E18Hll2b8K3j8xexLDeyJtj1fbbFRB6nF1LwuWz402+fwZcOz73cRXpF2T27uqBrwLdPLkLTNPzcdZvw3FQMb/7rJ/Hh+8+93MX78bKH/wT49O1MqWx3Ae/4PHDok8AXfhrIxYG3/h3wzq8Ab/4UV/oXPwf89bXA2ENkCL37IZUivWk/PmZ3Aft+BviVR/lz8JeAyceAf3kbwxYBgqCtm4HXf4Si9q/6IOANM8SxZYB95pE/YX+oXLnWT9Oa9kq3f/u3f8P73/9+/OEf/iGOHDmCW265Ba95zWswMzOz4XXnzp3D4uJi9Wfr1q3Vz5555hm84x3vwLve9S4cO3YM73rXu/D2t78dzz777BWX79R8EifmklVm0bHZBB4fo3ZUJFPEk2MRnFpIYjqarbJLFpP5KmMnmWNqdQngAHRQy4YJn9OGff0t8DhtVb2WB08vYyqaxWv29FTDfs4vpzERyVRPhJ+djOFbJxYBABdWMgh6GMIRTRdQLBtVoKpUMWFaQL5s4PHxKJ6diKGvLYC+VoppW5ZVBfGKhoXvnFzE2EoauVKlDhBL5stI5ss4Pp/EifnERXU0HcuhZJj4wrMzODQRxdhyGplSBR6nDTt7gwi4HUgVKnh6IorvnlnGAyeX4HXa4HbYqmW127TqSbdpWgi47ZiL55ArGYhmitX6tywLrT4n+kIeBD12rKapmXN4Jo6KaUHTqIV2Yj6BQtmotoN8n4E2L3b2BtHicUDXNExHybSoFVBP5sqw6Rr8LhvGVzJ4YTqGbLGCJ8cieG6Sp/xepw0Dbd5qKFTA40RPbz9G+jtQqpiYjuSQKZbRGXDh5pF2TEZyeG4yVsdgaROA3IOnl3FoIoa5eA7nltJYTRVRqhiw1YTeAWRBXFhN4/xKBhORLPICcMgUjWpG862dKnRpOVnATDwPo1yA6fDjO+fi+JvHJhHLlqpZRaeiWTw3Fce5Zd53JpbDvNmGydabYPe0oDPooXg2CCo9PxXDibk4upYfgznONPfnllKI50rY29eCnb1BVAwTadGfk4Uy/s83T+MfnppEwGVHr2i3oXY/ekMe2Fd46L2jR7FaZJ9YTlF7Zy6eh03X4HM5LmJDWZZVFddOFcqYjeeQzJdRMSx0Bt04NBnFI+dWMRnJ4M++cxYXVjI4JkL89DX3kn1E6r1JNma6UKmOxVxNyJVW2z42h9Ds2gmAgMWT46soVkyYsPCVI/P44vNzsEwLHqcd+XIF2WIFpmXh9EIK3z2zjEMTEaxmivj4d8/jn5+ZRrHCsM2vHpnHB+87hcfOrfAa00SxYiCWLeHzh6bhsuvYNxCCBR2dATeShhPZkoF82cDhmXhDPaF8yWDYrwBYVtMEbNLFMnwuG/pDXjjsOizdDtPNrICZYgUrmSKmo1ksJQuYT+Sxkqln0EgAMeB2YDoqw1rZPo1YawCqdbuSLsKyLJxaSKIr4IEG5dw7dI7VUsVEcU1I+a6eFhwcbIWuaYhlS1XQCCBYupzMYy6Wg13XkClUqtdnihWcWkjivmPzeG4qiYV4vgpglirUnEsVKnX6T89ORREtangh14OYLYyVVBFjy2lqT9cwu2aiOZyap1D6jcPt6G/14NhcEicXUkjkyjifdiFta8G/PDuNF6ZiePpCFEdm47AsC//+wiwmIhl8+8QCHji1hEi6CHTvwax3F+6fsuraM1UoY9mzBdbovYhnSzi9kMZMjIkikoUywgEXwj4XTswn0eZ1Ip0v4/B0vHrG8Z0Ti3jozDLK1QQeZjU8N5Iu4i8fHsN0NIsTc0ncf3oJsZQAZwxq0T0/FcNquoh0oQLLAh4+s4xHzq7giTGG4zrtOtoDTjhsGrqDbiylCnjg1BKem4xVA+fTxfKG4Xkr6QIOaXvxgrYLhggJfWIsgifHozg8HUeLxwGv0wYTwHwih+loDocmYtUyAMB3Ti5V/29ZFp6bjOL+U4sNw6InVjOYWGHfLVQM3DTSDq/ThqzI9Njmc6LD72IouU3D0dk4ooL1dXgmhpU0kzBUDAvRTAlfO7aAF2fi2NYdwHCnnyHf0Sx29gQbZnqsPVDyu+w4t0jQfLTTjy+/OIe5eA4Pn13G3z85icMzcUysZrCYKOBzz0zjm8cXEUkXEYmuYPbcizi72ABc3MC+vyl4mob3fv4wLAA3Dofx4OmV70ua0KYpa/e7cN1QGPcdW8B/v2sr3nqgDx++/xzOL2dx3Zb2S9/gJ91ik4wPd3iA/msBaMw81L6V2XKyq4BmA679FWDv23lN9ALwz+8BJh8HNt8CvOHjF2WAadqPoWkahXp79xO8HHuwmlocJ78MfOt3yO5q3QRc/17gxt8ATn0FeOiPgVyEJ70730RRTcuimP2ONzBk6fudhrtpTfsxs4985CN497vfjfe85z0AgI997GO4//778alPfQof+tCH1r2us7MToVCo4Wcf+9jHcPfdd+MDH/gAAOADH/gAHnvsMXzsYx/Dv/7rv15R+cI+J6gfz8243aajp8WDx86vYjVTxFNjEdw40o600OXa1s0TeEl4MCzqSZmWhZEOP54ci+DJ8QhGu/yIZktwO2wY7vCjM+jC2aUUVtMFTEay2NvXgiERwrIp7MPJ+SQMy0IkVcR0LFsVUi4bJgyDDuJUNIurBlpRMSzYdTLedI3sHQN2RN2bYGy5vspgOTaXRGEqjuv7nIhmy8iXCJ4USkZdOM6ZxRTm4zmYAM4splEoG3Da9GoYXUmwZc5G57E5ZCGbIjgUy5bwr8/NoMPvxO7eIA5Px+ESjm2hbFbD/AACCsUaBkgkXYRNt8G0Knj6QhR37ehCIldCukB2zl07OpEt0uGfj+fR2+IBwOxzZxaScNp0zMXzyJcMtPtdVQ0Zm65hS4cfLrsNIZ9DieULNlwiV8JjIhRwOpqD12XH+HIGm9p8qJgm5hIFdAZcWEkX8e0Ti8gUKziwqRXDHUFMRdimuVIR7X6gI+DG7v4Q3HYdLruOTW1eDIV9sARrqVAmCyFTrGBzuxf7B0I4NpfEVIz6QW6HDUPtvir4UygbsOk6Ai47ZqM5eBw2fPfMMlL5Elq9TsSy5Tq2ktSKOoPN2O7uwdPjq8gUCYYeuhBF2O/Eju4gMoUyzi5nsJws4NqhNnQGA/C4HbA0DU67DaZlIVUwMRkpYDGRR8BtByzAsrmr7T+xmsVCMl8VqO9rpcbbarqEWK6MQsXEc1Mx9IY8uGZzG/YOtCI6Z+H4XALlIbIlZ+M5XL25DQUBNrnsOixY6G5xY1xEKZyYT+DO7Sqs9MxiCsfmkrhqIIR8yUClwu8/PxVD0O2ArjH0VPbmWLaEdKEMDRru2NZZvU+pYuLsUhqmRbaTYZrVcVIoG9X/NwqjNCwLKymCP/sHW1GsGHj03AqGO/wUo3faUDEsTEUz2NXbgqGwF7l8CGVvO7JFsoy2dwUQy5YQcDtwaj4Fj1NHJF3CC9PUU6sYVhVcc9ht2NYVwCPnVjEbz+GrR+cx2hlAX4sT5Uoa5+dXEUkX4LDpePJ8BLliBR1+N64ZakO70Mt74DSd/86AG5ZlYTaeR9jnRK5Yga5p2N4TRHKSjPSeFg/m4jlUDAvdQTfesLcHk9EsfC4bHDYdUxGKmb9+by+KFQOZYgWdASeOziawKexDoWTANC0E3Q7s6AleFA5969YOPHB6qQpsXTUQgtOuY0dPACfmk+hucaPN52R4a8nA42Or2NrNMQwwzK5imChUKvjq0QiCbgd29QYx2hXAYM8NOGbNomKa0ADq3VkWNod9yBQr8LvsiGVLiGZL6M4WMQx/dV61hC7fN48t4k1X9WJTuw+LiQIyhQpM1xAiiSK6WtwoJjjfQdNh0zTMRFX46Eq6gBuGwzBNC0+ORVAyTORKBhw2Ey1uJ8aW01hJFZHIlfCOawY4F5kWFqM5jO7sok6aZQG6DRFHD7KlNJL5MjwOGxL5Mp4Q7KVWLw88Am4bShUL3S0eHJ6KIV80sJopomyYuHVrB8ZXMgi4HXDYNAy1k3F7bDYBl8OGwTYvDJP9uVA2kMpXAFjY29cCV18LxpfTOLecQS8A9FxVJ35vARju8OHYXBKdAReu3tyGmVgWpxZT8Dpt8Nl0bO7gXHZ4Oo6+Vg90jeGCANmhW7sCSObLeHo8go6AC5oGHNzUhophIe8IYSpexAtTMeTK7E+TkSw0AC6HDodNR6FkwGnXmRkYFye9qIg2LRsWTi+mMLacxtWb2uB22HBuKQ2XXcfmdh8imWIV/JuN5TAdzcKu65hYzULTgA6/G60+BwzTwuPnI2j1ObCzJ4jZeA6nF1IIeZ3Y1h1APFuC26HD67ChWDFxYTWDs0tpTEVy2DfQAg0WnhxbxWh3AJ0BN84tMcz7wkoG4YATfbqGA4MhfEgA1gsim+XZpTQGwz7kSinYdQ2GZSFXNnCv+SQGM16cWHgLcikHnK37YK6QyXi5zLYms+v7aP/67AyOzSXhc9nw5FgUb9zXi919zRDG77e95UAfLqxmcWQ2gZ4WD24eaUfJMPH8ZOzyRe5+Ei02CfzV1dRpqhSBzDJw5j7gH14NXHgY+Lu7gMQ0Qa6rfpaMncf+gtpOi8eo5fSL9zWBrlei2RzA9tdSswBgyOr1vwaEBvn7136DfWfmGeDVHwJe8xeArwN47m+BD29l9saz3wA+92bgUzcBR/6lqevVtJ9YK5VKOHz4MO655566v99zzz14+umnN7x2//796OnpwV133YVHHnmk7rNnnnnmonvee++9G96zWCwilUrV/QAMe7t+S1uVAXXbaDsOTUTJOEoXoekabLqGVq8TIa8T959aEiAGBY7tNg1+lx3xbBn5soEHzyzjGaH1dGE1g8VkHi/OxLGcKuDcUhoTkSxWUkV86+RidZMqT59Ny8IzE1HEsiXsEXumTJEhVl6nHR6nHbOJPEqGAV0D4tkSNE1DsWLAsoAl7ygmUo6qnsmZhRTGVjKYjeXIdNE1HNzUii0dPqQFm2s+nkcyX4JhAW6RTv7+U0t4roah5HNSfLor4IBd1zDaGUDAZccL0zEsJvJI5Mt45NwKIuL022XXcXYphaVkgWCdaeGx86tVps1SqoiF5P+fvf+Osi29y3PRZ+awcqocd969d3fvzkHqVisLCSQRhEw8xgRzhG0Mh4NtjM+xuQ4HWxx7GHONCTYGDBJIAhEkodRqpZY6p51T7cph5TBzuH98s1Z3S7pGJItQvzFqSLuqetVca4a1vne+7/N67A2FU2217XB+s08ni5Sc3xKtXienixyfKnD/kTrTZZOBLxY7SfoiNL/tBDQKRgbbFsUCn7m8x1p7xMPnd9nIOCv7MOZ98W3kR6TARMHAUGU+8NQ6kiSxVLPHwPMggyG/sNFj4HhsXHkWLehh6wq2rhDFCboisd33hDCgynzhemvcSLbd9/BC4bAJohhTE/fVZ8sWm11X8JdeMkmaMle2KFkamiqjyBI3TRcBKQNfxy9zqM1VLRp5g2NmnwvnnqPnRiiyiN+Ngpjdvk89b1DLG+Q0hbypYukKp2fL4+27OjKxdRVDU5kqmXTdEDdIeKH2ej7snKDnhpyaLvLA0TqqLPPMWpcoTlms2kiSxLnNHhVbE3HAQGzfds/l8s6AG20HN4g5u9kbi1NPrLR5NGvhbBQM2sOAJ1c6rHVdVjJnz0tnX5SVJbB1hZMzBVRZZqfvc3Gnj6YIQSaIUu5YqLA39JksmkyXTVRF4sJ2n197dIX3Pr6KH4lWtZWWQ2ck3GH7gsq+u8cJIp68IUDy+98TMSIhvAZRwkde2Oa59R55Q7yeAGVboz18sckzSVLiOMmYUB63LVaYK4vYaCWnvewYjpIUJAHz3ht4PLfWJUpSDjdyTBRMXtjo874n1+hGGmsdh05HNBnuR3kv7wxZ7zisNEUz3G988ca41a9kqcRZXO3Ray2+cK3NJy/scHlnMHZk7T/P5tBHkiR0TeHq7pDzW32iOOXyrnD7PLPWIYhTdEVmpenQGQXs9Fze99Q6j9/osNp2vgz4nSQppibEYOGmkug4IY9ebdFxQs7MVzg6kUdVXjyvH73a5NxGn42uYHk9dr3Fr33xBk+udIkisa07fY9HLu5xcWBRzlkcauQ4MpFnsmiQpCmKLAkBDSH6r7ZdDE1wDVdbIpq+0hzSc0Mu7w745c9d5/LugLuXq5iazPntAXvDQDhEc3WcRIeJm7B0hbmqxfGMr+aFMe97Yo0bLYfvvn+Jb7xtFl2VmSqapJJwNHphhBfGfOzcDptd4S6TJYk7F6vsDDw+/xLOVN8N+aMXtvn1L6zw61+4gRvGWKrCWtthp+9Ttg3CJKXnBBiawlZ2jZEkic9c3sPWFcq2RpKm5AxxXquKND4e4iTF1hUUWSJOhTgUp6koA5EkBl6MGwoRbF/43Rv449d0uZ4jSlLijOGlShKaLBFECV0nIIwFTyuME643R+P3hH0nqB8JMX6j67LecXk8Y2Pep13ljXyO7b6IzqaklC0dWZLY6nq857E1XtjssVTLUclpKIpw8T2fFU3sxw8/d0UIjqstB0mS6DohcZxwYbvPC5s99gYiLnujNaQ7Ctnsejy71qWXMbzObw7YHXhjjtxmz+X0TImb50pMFU0mCiaLtRyrLYdPX94jZ6hMZo7Gp1e7fP5Ki57jM/IjPvzCNh89t8Nj19q4QcyFbfG+1vNCeo5wyu0OAvwooeuEPL3WZa3jstlxMFSZQ/XcWITvOSFhnCADD1/YZd3RcHJzxKm4QfWVGGZfaQ6cXX+O857HRTzhUD3Hhe0B/+cbv3L17cH82eYtN0/zz3/vLL/9xBq3L1T4rvsWcbPs8b/+0HneedfCQSHA/gx2YPNpOP4mqC4LSPlwF/79acFfmrhJVDT/2jcKYeM73g9HXwerXxAtfHsX4OZ3wBv/9Usqvg/mr/1M3yK+9ufwawTI/tn3iKijpMDcnaKe/eKH4ewHoHZEtHauPQYffBd8/J/D3/nIgTh6MH/jptlsEscxk5OTL/v+5OQk29vbX/G/mZ6e5hd+4Re444478H2fX/u1X+O1r30tn/rUp3jwwQcB2N7e/hM9JsC/+Tf/hn/xL/7Fl33/2Y0urzsjGEJuEPPCZo/leo6dvk87W4zamsIwEBGHzsgnTmGn71PNuTx8YZezmz0qOZ2HL+wRRAm1vMHAE06qjhtiqDIfem6L6bKFhETeVOk6EZ++2MTP2DdeGI/jN0VTY5g5QgDCRDCwnCDmsettlus2ICI9reyuftsJaI8CruwOKJgqk0UTWQZVUVhpjfjg6g1OLs2y2XVRZBGPGXqCOSJJEpoiUc/rDHzxvY2OKxZCScpSzRZuA7PGxevP0ahbFHzBKqnlDK7uDmmPxIfx2bLFux46wk7fo5YzGHoRK80R81UbL4rRFIn1jhA10jRFzrhNYZJw22KFrhNgZou7j57b5utvmUHOWtDyuoJcMNkbeHRd4YjoOgFX9wbEScKZ+QpfvN4a30HPGSq3zZdRFYm1toi/+WFCkqTsDjxKlkbR0HDDmKdWOyxWbS5ui3bLW+bKnJ4t8dh1Ifr9/GdXGaT300x8liQJN4i5vDscCw45Q+WJlQ5hFDNRMDk6mads6/SckCBOeHatRxAJt0KciHjpRtflzEIZEK9zmsLQDxn6IYamEEQJRycL1AsGmz2PpVoOc7/BUtEgFQLmvB2y0+oCDcI4RZVlcrrCbQtl2qMAJ4jImSqqLDHyIx65uIuhKjh+TKt2O8dmDToXHC5u9gUHjhTN7zFdLLDZcZkumxybKvLsWpffeWqdel6nYgtnj6JIhJF4PoINBB/OIkX1joPjx+xJPpoq8+oTh/kPH7vEKIg4OpFHkoRrQVGgaKg4QcLHzu3wptPT4/NTLFpFpHDoRzy33mOn51HN6cyULJI0Ya3toEoSRVMhb2j03YjFms2lHdFMd3l3yHzFpu8JoSFJU3RVYW/goauC2bQfQx74EX03JE7SF7/nRQxdcbxfaw5xAuHCaBSFUDryI7wwoe9FVPM6qy2XybCDPErY7i8gIfHkjTafvLjL3UtVhn6MF0Zj1pUsQd5Q2B14fOg5By+Kxw2FJ6YKdEa+4MFJEn4YszdKKJgmSZLSd0OqOY21jsvrbppive1k7X8GE0WTME5wAwHcDuOE1ki4WmzNJQW+895F/ssj18gZCroqs9lx+aXPXCdvqCQpfPF6i4WqEOlEqUZKlKR0nZAre0OeW++TpCkVW+Xq3pDn1rts9z0ONfJs9zwevdakZGo4QUwQx+wOPD5/ZY/rLQdDkTFUhebQp2y12em5tIYBThjz8KUdiqaOLEFzGJAkiNKBgU8+g6C3M3FloWox8CLKtsYgc8j84meuYagyV/dG1HM6i1Wb0egoX/DK+CvihsJmz6Vo6uM469OrHc7MV8gbKoosXLObXZcokbgx8WoSs4KMEKrUrE32RmtEcxgQximGKlOyNFbbI7wwYbFmY2pKxoGTeGGzx81zJSq2TscJeXa9w1rbRZEkuk6AG4hr7/XWiHpep+uE1PI6Gxnnz9QVLu30SVN4fqNHksBDJya4ujvgUD3Hf/3cCjlDYbpk0fdCwjhlomBg6cq4LThOUiaLBsv1HLt9n1JOY7Pn0Rz4lCyN7UHA2WGfM8rTRMvzPHmjQ95QeeBojfNb4jrbHAZUczo7fZ9aYZokbDHyQj5+bpeyrXFmoYIsCQ1g5EcM/XjMqatmN406IxGTHPoxigyRao2bQ0/NFHl+vUc1r3FmoUw9p/PkahtFlqjlddY7DgMvomLrXNgecPNceVwMEaeCS3l+q0+SIpAEjhCqtnoev/nYKhtdFz9M6LgBmmoQZQUssiz26fXmiGOTBXRV5o6FClMlk09d2KPvBnzznfPjQpHbFys8lfHwcoZKJaeTpKmIvJLS80L6boiqSGOMQZLx0/KGQjIQzcwYQsgf+NHYFekGMY9eazFZNDk1U+LC9oDQCVnvulwPxQ2FN988Q9sJWaxaY9f0HzcHYtef06SpaIpYqFic2xrwv923xHx2oTyYP9/JGSpff8s0v//sFv/X15/iDaemeM2JCV7zM4/wy5+9DsA/fctNX+Ot/Esyn/gpOP978PeegMKkiJj9lwfgyBugcQye+R/QvAwP/B/wwI+JeNr7vhdeeB+UF+E73w9HXve1fhYH87WeM98mvuIQ1h+Ha58SX+c+CGksqrC9Pjzxy6LE4M7vhSQS3C8QDsL6MSGsHszB/A2Zr8Th+dLv7c/x48c5fvzF8+O+++5jbW2Nd7/73WOx60/6mCCijj/6oz86/ne/32d+fp6tnsfzG12OThSyCvae4AQlwpEUxjFXdodca42I44SipVHJaRQtlZEf8eSNDnEiYk7nNnsEUUzR0njNiQk+dm6H9sgnb2h0nJBqXnwYbg4DHjzWwI9jwighSkTswlAVnt/o0XOE86k19Oi5EbYms92LkBCFP8+ud9noeuwNPOoFgzQVANuNjssDR+vctiAYPGGcokiiMSxJRMziydUuhirzkC7iMFHWglY0NVqjAE2RGXoiorjRdZCRqOcNHD/i2mDAkWxhkOQGPHatTdnWcAPhTkvTlHreQJbgyRsdzm71yekqnUyIC2IhKvackCBKmC4Z+JEQGS9uD3jqRpejE3kevdYip6vs9Dxe2OhyfU8wrE5OF0kRoPqNjsuxyTyXt4cMvIidvo+pqTx8YRcvTAiimOmyBalgpCzUXvwcGsQJGx0PP4q5sjekUTSo5wyCKMHQFOo5nYs7feoFnbyh8Mxal4miQZSmnKmWxo4HW1eZLpmc2xJxk6mSiabKPHFDMFtedayBE4jFXKNgiihOGLPWcbPonMTAiyiaKlGS8Px6l89daTHwIvaGAe2RjxcmdEfBuHl7v6qew6/lvR9+grObPc5NzdLX6xiaRJKm3HuoxoWtPu99bJWbZkp0RgFuBjK/1hxRsTWWanlaI59U1nC1Itf2drneGlGydRRZRlv5JH63xAfN+5mv2BiqTKNg0HECXtjscWSiwCiICaJkDP9XZIkoFlDrkq1zqmTxWMcmp6uiRKHn0vNE82E3E5QMVSYIUyZLBs2Bjx8LAadoaSRJysWdAWkqFn+XtoV4pSqScORpQhRVFVHSZGoKuwM/c3cZbHU9JEm4I4OsbS1vqizXc/hRwheutzE1mfsP17l7uUo1p/N7z2xmcbgIfy/BVMX58PHzO6iyxEPHJ3AD8XzXOy6zZYvVtoupCp5TLWewULUJzpmEqo0kQZLE/NqjN1jtuMxXLHZ6Hm4Us9MXIsZq28HxI+arNhVbR5FFNHLgRTy92iVJRQyzUpTRlCnaQ5fdgXAuhUmKLMlAwnOZy+WOxQrnt/pZq5yIBVu6wmItR97QmC4ZpKkQbITgENH3Qmxd4WpzhB8lLDdy6KpMexTQc0QxwumZEkEYY2kyrWzRHiZC4J4t27ihEGv23V3bfdGO+PRql2OTBUZ+zDOrXa43HSo5na2uy5M32tTyBmc3e2z3fCQJajmNgRdhqCprbQdTl8kZCjfaI8qWzsALCWPxNx691maz67LaHhEliXC/dlz2+h4npgqkpEgy7A19zg8nyYcac96QW+fLKJJMe+STArah0B4F7A18Lu4M2Rv4OH5E2dYZ+hHzFRsnjHD8mE+c3xmzE+t5Az+K2er5vP+pdRaqNn03ou8GPHJpFydIcPyYkq1RtnVKpo6pKeR0lQ8+s8nQF4UPnzi/w9nNXiZ6p4RxyqFGDseP2O576IpMlKTkTY3dvkecini0G0bZ69cnAbwoERHpzLG42fOwshIzRZZY7wrel4QQ89wgwlQVnCBms+cxXdC4XYdn1rpcC/awNCFGfviFHUqWxtOrPbwwpmRpQui1ZtDzVfKGSt7UUBWJ6aLFteaQRsEkTXtMFk2u7Q3Z6Lrcd7hG3lBpDjw2uy6OHzNbsXikO8EwqPGAH1EwNGp5nTQRrse+F+IEMRJSBoYX558bxKRkrciScOlKksT5rR6aIrM39Ok6IZtdl4eOT/Dceo/1jktnFDBXscfcxrOZY2zkR5QtDUtX2Ol7HJss8MRKG12B33lmk0bBYL5mM8gahC9uD7i2J8TO/TDVVNHEjWKiBGxNpTUK+Ni5HaZKJmkKcxWbvYHPjbaDtjfE1GRiTZyfC1XBTxz54qbWTt+nnjUsj/yQNeMEO2oRQvG6rLYdZElwE9/31FfHRT8Qu/4c5v/7qSvs9j0ubA84OpGnYKr8/dcc+Vpv1l/reced8/zWE+v8/nObfOud8yiyxLfeOce7P3qJQ/W/wa4urw+f/1kBIDdLUJwWLK4/+gn4ll8Wbp0f+iL83j+AR/+TYHC95WcEx+uRn4Yv/GfBYHrVP4ZX/LBo8DuYg9kfRYPF+8XXq38CvB6sfE4IX/N3Q2cFHvm3QvSqHoJnfgNOvV00eg624Mjr4b4fOuB6Hcxf66nX6yiK8mWOq93d3S9zZv3P5t577+XXf/3Xx/+empr6Ez+mYRgYxpe35Tp+jBeKOEfBVEGCyzsDLu8MWK7nkJC4vDcgiIT41XECbpqZpmxp7PR9wdtJhNg2X7VpDj3OrvcZuCGGJvgiQSS4Kram4IUxewOfziigljd47iWw2q2eixtE9NyIIEp4Zq2HBFRz4g72dMnkRnvEKBOXZsoWYZywN/A5MpGnOQwEBykT/q7uDpj1E4ZKzFTRxCqaVG0NU1Oo5Uw0RRIfmHWF1ZZDa+hj6ipdJ6SS07ltvsxvPr4muENDHy0MOQJjPpMTxgw6IRMFE0MVjK8Tk3kevrjHhe0+ax2Hrzs1zUrLYeCF5A0VWZIoWho5U8HSVbquy9CPKJgqbhhzvTVCVwW3qjUK6DgheVPhUCOHF8Zc2BLFRyutkOfW+iSkYxHpiZU2bsYbMzUN0pTHsu/FScrJrLmvZGkM/ZDWMGCiaLDRTjA1mVGQsFzPkTNVHrm4x4XtAX1XLLQq2WJ1PRO6bpoq4Ec2E0WDL1wT4szNcyWaA58ruyMBc76wy2bXww1j7j+Uo5I3+Nj5HdwgYpCB0M9t9lBlmaKlcb01IkUsZOIk4eymAMM/udpBlYUz5NhUgShOUPQcT/VyFMyIx7YSjkxUyBtDnCAei0ttJ2SpnqNi66y0hStnsWZzdCLPatuld1Ew5bwwxo8SSrZOTlfpewH9ufu4NErw/QhFlvjgs5ss1mzaowBFkliq2vS9iCt7A9LMVLCRtVG6QcxE0cDQJ0lyOQxV5kbL4T9/6ip5XYWsQbTrBBydyNMoGmiyjB+lLNVtdgc+HSfgt55Y49xmn6mSKYQbSbDXanlxPrSGAa2RcD8emSzwwob43ThO2On7qIoQWPcGvoCnSyJW13VePDeFMJrwzFqXuYpF0dR4YbOHG8RUcxrn9kY0CgGSBFsZUH+xZvPZKylzJYt7D9XY7XuEsRApNEVGV2VeKD/A7NwkcneLnic4V4YqCZEvTSkYKs+v9zjcyGNrypj9dXgix6WdIUVLwPplWSKOYiqWxhfdBaZiFTOf0Br6kIkiq+0RsiTaXRVZomyLNtPn1nvU8wZ7Qx8/Y+hd2R1ydXfI605Nst5x+MBTG7hBxCiIGbgSFUtDksAPY5rDgI2uy0zJpOMEXN8bcet8mZWWI5wonuB/9b1o7GBpDQNmyqIg4+rekNYo5PhknlpBp+MEbPfccaxuuZHjM5f2cIKYel7nSnNImCScnihhaSqTRYO+K+LhMhIbPQ8niLk1X2Kr61G0VPpuwMALcMOEK7sjypZG0VTxAiF6GYqCFyRsRS6KLNN3Q3ayeHA9r48dsdf2BB/qwuaA5ihAU4QDd6pkQGriRTEfO7tD2dbQFJm1tosXxcyWLfwoYa5iYWXspkbB4FpzRLo9QJVl/Ei0304WTZ5Z61DN60hITBZMwjilktN4NmsxTFIhzN1oOQwzp0/R0gSzK0mYLZu0hwFlS+em6RKtoY+uyqx1HIqGQt+Pqdo6S/UcEwWD680RuwOP1bbD0YkC15sjLsUiYr9Qy3F9b8hmxxGtvm6IIkkk5RRHKbHRcwX/LnPXnZ4p8rkrTdxACFQ3WiNGPYfEVvBbIzpOyKuONnDDmLMbPaI4YaXlMFU0qNgaiixxeXvIetfBzY6vKztDOk4+E/GFgPP/fuwiJ6YF3+u59S5bXZftvsdM2caPEjRFIozFNdJQFfaGfuZw1IW5JoXjUwV2Lvt0HZ+Bp/O7T6+z0XE4VM9xNoyI0xRZltjueaSIqP5Ky4EUDE1hsWbz6Ut7XNkbUs9g9U4Q81tPrJEkKRVbByScUNysSJKUp1c7kIoo9MgPSV/SrLl/fDUKBks1m7ObIkbcd0OaUkA5p5Ek4IYhAz9ClmUWqjaOH/GZy7uCNcgkykgiiCLQVXb7Hkcn8mz2XLbbL7bd/s/mQOz6M87vP7vJv/3IRRRZ5Hcv7w751994M5UMGnowfzFz52KFm6aL/PJnrvOOO+a4uDPg3R+9xHI9x7/76EUeOtFgqmj+T+94/7WcyIPP/0e48PvCsZVEsHCf4DG5HbAq0DgBk6fhru+Do28QsbRHf078/Mx3wGt+UohkB3Mwf9yYJXFsnXjzi987+gb4wA9AOILf+3vwhz8K8/fC8oNw9VOC6zVxSjQ9Ltz7tdrygzmYv7DRdZ077riDj33sY3zjN37j+Psf+9jHeNvb3vZVP87TTz/N9PSL1+L77ruPj33sY/zIj/zI+Hsf/ehHuf/++//k26hKvPJInaKlsdFxePrsNiM/Hkd1FEnCyVxL81Wb1ZbDjeaIpqESxCmNgsHFbQGY3hv4jPyYkqnSc0Ni50U+09nNPodqufHfbA4DNntCCNkbeJQtnbyhkgI3zZR44kabc5t9jk4WGAURliYzCiKuNUXr2FzFpD0KGPkCOl+2NGbLFisthz86t03V0rnRduiPCviDFtGiLgD7k6Ix6lAjz+5A/HeSJHgjasa9yhkqxyYLWLrK0IvY6IqGqjip84nuXRzT68wUTfYGPlv9EFsXzYwjP+K5zR5hnPLcWo+5msUTNzp4QUTB1LA1mQToOiHtkYi0yJLEYsPm7uUqT692udEeZXfqJQrZdrz9tlk+cX6Ha3tDdocBvezOvCyLxWHJVPHChObQp2LrOEGMocpc3B7ScwMUWWa5lmO77/HCRo97lqv0XFE4oMoySZJyeWdIJadz81yJ1ZZDCkwWdEaecNR1nJA4hbKloasyiiJzdDJPFAvhJkmhYKjsDQN2+x61vMZMxSKKU57f7LI98Dg5IzhsiiwjEaPKEn03ZKvvk6YJ232fJEmxNIUjE3laQ5+b58pYmoIbxhipYLf81hNrPHS8wXTJZKokxNCiqWKoMnsDnz86u01OF4+hZSykqq2BJBZbSSoYNy5wZW/IbUqFgRehKzJbPZcwSfjMloEqqyzVRTQrThK2ui4jX5wLCYLN1hkFAhgtSVmrJqSA04xwilMokkzHEVG3ra6LpsgULA0JEQfrOiGTRYPn1vuEccKhiRxnNwUXrT0KkGWJnb7PbRmgvl7Qxy4KNxSv+9CL2Ov7zJQttvsesxWLsqWz2nEYeiEFQyGMErwgZqfn0XYCRn6EripYqsyZuTLnt3fRFZmHjje4tDPgQqvPwNPZHfjkdMEF02SJT5zf4chEHjeIcfwoczMJVlrfDem5Ac+s+jy71uUVh+skScpa2yFOQZHkDCCuoqsKbpjgxwm2oWIbULE11touQZjQc0OONHJMFk3+6OwOBVOlOfSwEKy9ai5H0dIZ+iHrHZc4FfsyCBM2M3EgziDftq4y8DzObYqyhhT4xLkdipbGwAvZG/gYmniNZFmw6rpOSNcJkBCOufZINOopskQcJ7SHQvAYeKHguKUpaSQaF1VZ4qkbbdqjgKmCwdNrXW6eLXH3co2V5oiuE7LecSjbOvW8QSsroRj5EVGUcn6rT9XWWK7nMDRxTO5mQPg4TtkZ+OwNPQzNZuCF4vjOaQJivx8NlWVMVWKhZmfPJcRQJaJERPseW2kxCmLyhkYYJ0SxgPgLwH+KhHApVmyduYpNLafTdUNe2Oxz51IFQ5W53hI3Hnb6Hkcm8iiyTHPoZ9cVCdtQqViCn7U7EILc2c0erVHAoUaehYo9Bv67YUzOUGiNYOSLNt9RIFx0c2WLrb4Q+oIwQVVkdvoeXSfA0lSKpnBmSZJEyVRRFZnzW32aA4NG3qCZBnhRSi8TDsu2xj3LNQGAlyS2Bz6KJAkhSZaI9QIXmxGPDpvCqVWyUCTRBlu2BG9ub+ATJSkz4RYlJ+IP2qKVd7vn8cJmj82+S2skHExeGHN0sihYWZbLjfZo7BbdGfp4kSjmSFJRSDHwIrZ7HvWiLm6iIAFCIBXvfXmGXkQQpwRRzEZHCJnXmyNao4ClWg5dkanndUxVoTMKuLw7IopFc+p9y3We3+yhyhKqItP3Is5vDSgYCrtDH0WC5ezmihfGHGqIAhlZAl2RaXkhrdGQxVoOWRLC2rnNPv2eh5u991zeHeGHCe1MOFUyrtnewKea05ko6CTtlFEQEWYurUbeoJozaA5Fk6xlKGx2PMyWS9cJ6LkheVN9sYzDCTg2mee59e5XbJ38SnMgdv0ZZr3j8BO/8zxLNZuVlkPOVDlZz42bJw7mL24kSeIHHjzEP3zvM3z6cpNXHWtwcrpIlAhY4EP/7lP8x2+7jTeemvpab+pf/DzxX+HsB+HbfkNwte59Fzz/23D/P4Bb3gkTJ+DiR+BnTsL3f1JUSL/qx+HxXxaNe14Pjr8ZHvonL+c0HczB/Glm+hb4oS9AHMHD/xoe+3lY+bT4maQIoSsYiugjCDeYnofcQZvqwfz1mR/90R/lu77ru7jzzju57777+IVf+AVWV1f5wR/8QUDECzc2NvjVX/1VQDQtLi0tcerUKYIg4Nd//dd5//vfz/vf//7xY/7wD/8wDz74ID/90z/N2972Nj74wQ/y8Y9/nM9+9rN/4u3rOiG/+/Q6rzhSpzny2e37HGrk6LmhWLSHMQtVi92+EFJ2eh7ntgQXq2JrGKpCiojGbfZckMSd4ShJMFWFOEkxNYWyrXBkMsfjN9o08iZVWydKxaLS1lQ0RRZtgB2Xq3sjZCBvqhQtFV2RsXSVMBaCw11LFU7PlPjkxV1aQ+E2WWkLBs7VvRHnt/pMFk12Bz5dZZ6osszujkfJTqjaGu2RcLq8sNHn+t4ASxM8J1KJyaLBTMlktT3iVz5/nTgj94u2NZVNdLZ6HgMvpGwLx8HOwKM1DCiYKjs9wdQpWhqaLHhGsixa99xQ3MneBxzv9sVCJ2+oPLHSFqB3XTi6Bl5Ic+BzZqGMF0SEUUJrFNIeithRGCfjZsKBH1OyxGvYHPqiqXHoM/BD4gRqOZVrzSFzFZu+G3Jus89s2aS/3xTph4zCmHjo88RKZwzsniianNsSLYFeJODAliZzeW/IVsdjpmwwX7XRFJn5qi3KgUiZzyKTceZCsjWVDz+/zY2mS88JkCWxEJMkWO04yFkroqkptJ2AlJS8LhbhpIzB8o28weevNtFVmZtnSySpEHzcIObZtS5xkiJLIr5azdtMlkyeWGmz3hFw7n1x7QtXW9iGys0zRRZqNleaAzRFoucJd46hqiiS+PdGx8PW+yiyjBPEhElCwVQ5NV3MShZiTs8WWWsLwaVgKMxWLLZ7Pq1hyOFGjlEQkaSpAEd3XKaKBkcm8jQKBivNETt9qOU1tno+hiLjR8IZNps5hLxACErXmyNW2y5lS7hrTs+WuNFyeHbQ46nVDtWczlz2t4NIqG4DL6I1Cilawn008CPBJUuh54YMZSHuDlzxOv67P7rE8cm8EH/iFFWROTSR5/FrLUxd4eLOkN2Bz1zVZmvg8d7H11htj5guWYRxSsnSuLI3pJMJOm4oBLokhWtNh5KqjoHiAE/f6DLwQyYKBo9ebeGGCXlDZbPnCYG9kmO+agmen1lhr7nK036Mo4bIsoSXiRy6DN1hIJx1oSiwsDSFkR9SMDV6WSuersgM/IjVtsOhiRyKLNHzIm7NWuo6o4CcofKGU5Nie4KYaxlnrprTmSwYJAgX7M5AlEF4YYzrxyiKYIo9dr1NaySEsvPbA+arFjlDFfFQX4jHhipzbW84hvnvn/tuGND3IgxVnMvX9oZsdr1xdM3SFfYGPku1HPW8wVZPsMe8ICZJwdLEOaUpou1xb+AzW7bGEbe1tkPB1ATku+uwVM0hSRLLdZvNnkffFQzD5ihAVyQ+8sI2bzw1xdW9IYfrom13qmRgayphlHCjJc5fRRY3CgxVxg9jwXtLoe2E3LFQQZVHrLaFI25vEABDgighikV0mpRxgYetKUzUbEZ+hBsmjLKSi2Eg3JD1vMFGR7zXVGwdSxc3UfwoQVdkVlsOYZKw0fW4da7EVNmk5fhAys2zJcI4wY+ScahgqZ5j6IWYmsLxqQLaYIgZxfS8CE2W6IxEe+hzmz2qOZ2cobLWcYjihONJh9EgQTdlTE1mo+uy2XWZKZvoqsxWL4sSe+L4e269w9AXzL5D9RxPr3ZpDgPiTORXZNGuWssbyIhYoAzIsjQuUAjjBEMTJRWPXm0TRvD0qoiz7g183OyccHwhiAEM3ABNVbi+57DacrF1hZKlcaie45n1HqoiESYSavb4YZTQ90KONPKUbJ3WyMePUt52ZoaPntvB0hROThd4/HqbjhPQ90IONfI8u9alaAknahAlWJooGum7Ids9l6Efc2yqQIKI45dMjZ4b4IcJJUu06wax2I+tQchmT7QDO6E4v6aKJnbGYOt7Qnzdv8Hw1cyB2PWnnChO+IfveYY0FRexm+eKnJwq8u33LL6sIvlg/uLmLbdM828/coGf/cRlHjxa5zvvXeCf/s4LvPPOed77xBpXdoe88dTXeiv/giZwoXkBnn8fPPXfwR8IftKZb4dX/SN4zT8Trq7Bpvj9hXvgtu+E1hX49L8VDKUkhpveKlhdByLXwfx5j6LC6/4vePU/Ee2MH/8X4LVF6UEaw6+8BY69Cbqrou3zlm8VbsOZM1/rLT+Yg/kzzzvf+U5arRY/9VM/xdbWFqdPn+ZDH/oQi4uLAGxtbbG6ujr+/SAI+LEf+zE2NjawLItTp07xh3/4h7z5zS+6Ju+//37e85738JM/+ZP8s3/2zzh8+DDvfe97ueeee/7E22eoCg9f3OPq3gjbUJAlcffaCaPxHXY/EtG463tDkjRFAmp5nSu7Q8LM3bVUtQmjhLmyTXPQFZysNKU1CjE1ma4b8LkrbUZ+zFxF5003T3F9b8Rm18PSZJI0HX/Y3V+YarLE9T0R63ODCF0VESk/Sri4M8ALYwxNZa6i4ocJkgwjJ2boRUwVYalmY+sq9bzB9fYeXSekZ2uc3x6w1nZxAsEWUbLGSRBxFS+IsQ3R4iVJ4mP0RtelYutZu1vCZjdEUyVmShZdJyRMhJgx8iMaBYOpkslWz6Vs6yxUbfaGQhCLkhRLVzAQTZZVQ7j/rzVH9L2QsqUTRCJWqCkyn73cpDMM2Bt67A0DVEW8llf2Iiq2eL3cIGKtI/hiUZLSd30GfkTV1ogTsQAdZW1YSLDScpivWOR0hc2eRy2vM1OSBLTfj3CCCFtX2eh6VGyN1tDnFYdrTJUsypYmoPU2XG+JBaEiw8ALCTIGm4hOxXzRa6EqMpauIDkSV/cGhHFKEGVCYU4A7BVFYqZicbU5JIwSdFXmws5gLH7qqjJ2lO0OfLa6List0bLZGgUs1oSIB8I1ZmqCtXRhq8+NloOhKShZA9zTq10Kpspi1ebqnmBnydm+GHgROV1FV2WxP6OEza4zjpA2CiK64wYRbUfwr6o5nb1BwInpwpiP03cjypbK0I9oDn1MTbj+/DChntOwNJUwFuUEYZyKxzJU6nmdesEgilM+dX6Xp9a62LpCksKz6x36WbxXU2XMbPsKpkotJ5xifS+i64WYqsKV3SG7A5djU0U0RebStnA1HZrIoSkSl4MhkiRjawq3LZb5yNltWkMRn7xlrshs2UKR4bZSmTRN6bjCQaTKULV1tnseO30PXZVRJRHhtTRFuDY8Q0SOWw6NgkGjYPCxDGpdMjW2eh5JKl6b9kgsdIVbJhiD4kumyt4g4IvXW9i6+F69nEcaqMiSRpixzQARD5Yhyq4hcZoyVxEuz0bBoDn0aOR1gjgdQ7jDOOGepRrbfY+tnsdiVZRQOGGCoQqX6uFGnsdW2rSGPlEsrnv7zq3bFys8sdLGC4VD0dLFc993D6myRMcRTXMS0B4F/MZjq6y1HbpuyELVZqPr4vgRlZyOrSv0PcEntHSFm6aLLNdyPHJxD1WRKVkSUwWTmbLJEzdEu22aHe9OEBEl4njyIiF6xYlgOTWHPmkKUyWT5tAjiBOe3+hStnRqOYPdgUeUABK0hj6aIiLFhiKjazIjP+ZDL2xzcqrAVtdDlmGz6zH0hatwuWYzVTJJUuHi3Y+1m6oomDBUmec3uuN9NVkU7L4wTjm72cfWFY5M5JBl8PYLSiwNXZHxZFHe4fgidkcKQRalrxd0dgcBXSccC25lSyNMEnw/Gbsf1zoO+ZHKdNEkTkTb5acv7SFJEqYm3lf2+j5RkqDIcKM9YsHz0eKQUhYtT4A4e007TkDXFa5cW9dIRqCrYp8dnyqMb3rYhsJ8Jcf15ojOKOTy3lDA6jMhKkU4zSxdERw+WTDkNEXG1lWcMBICnxehKBI7A29cmrDadiFNkSTBhXt6rc2xyWLmmjKo5w0qts5G16E18rnWHJKk0LA1Rn7Ibj9zeyYJx6byLNVs2k4gopB5netNn64bEkTCwXpus8fQj5kumTQHorTGDWMu7wgh9vyWuFkQRAllWzhPc7oQMC1dRZFkVloj2k6AHySUbeGAs4YBmirTKBrIWXmIIkFB1+h7IVs9l6Ih0AqWJjNbskShR+YSC+OUrZ6HF0SZI/GPnwOx6085v/n4Gk/c6DBTMtnsefynb7+dew7Vvtab9TdqNEXmh193lH/0/uf5xPldvvn2OX7mo5doj3y+8bZZ7j1U/Vpv4l/MbD4Dv/RaIWYpuhAMbnknHH29+LmswrO/KRhcmgVv/U9w7nfh4ofg8V8Eqyq4SXd8j2hoPJiD+YscRYM7/7YQYh//JcGF661C5IsiBIDqYXjhA/D0r8H0GVGYcNNbv5ZbfTAH82eed73rXbzrXe/6ij/7lV/5lZf9+8d//Mf58R//8T/2Mb/lW76Fb/mWb/kzb9tEwaATxKy1Hap5HVWRubw7JE2EeyhJoecKB5AiCTHF0GTOzJdZ2W/WS1ImiiZlW6frBHRc8WFaCA8Kp2eLfPFam9XWiFzWuvarn1/By5gdrVEwjkMAVCyNKEnQFJm8obLT93CjhIoiM1MSi9iCodJ1BS9kXyBYrttcbzps9bzMiWHgBIJzNVk02Rv6tJ2QoqmO4dQi5hNQsnQsXcTldvsephfxDbfOcK05Yqvnv+i+MBRIhevH0mTOO31sXSVnKARxSj0veDFXdof03ZCCoaFbEposGElVW8R6UkQ8SpYk1jsu/SwKKMsShiqTM1QWahZPrnS5tDukOfIpGILjM1HQubrnZNBi4XBXJInmQLi+TF1homBQMnX2huK1SElpjQImCya9OGQ3WwQDKEgZg0gsSPcB29f3RuwOfKI4GRcBPL/RJUqE28rUFJbqNpsdl/WOSyNviN9PEg5N5FEliWfXu+QM8bumKiNJEkkq2jdJoWTrLzYspiJWs98EF6cpO32PzY6DqebZ6Lqi8c3W+eSFJoosop5xnHJ4QizaLu+OCKOEmZJJzw2xDQG/d8OUKImo5YT4eHQiz/mtASBaIBNkKrYoUBi75kTFGc+udccxqVMzBQaeeJw7Fytc2Oozyhb+tq4AEj03JEoSypZGmop43ygQbqObpovjY7o5FDFFXRFCoy7L9J2QE9NFLmwPGHoRfiiEV8eP0VXBsfGihIEvok6VnIYiC3h+c+DTzZhiKy2HesHg6u5gvJBO0pSNrksYJbhhwmTRoDMK+cVPX8PPGHiSBM+u9eg4AfMVm/mqzDOrXerZvh16AhjeHHrkDJWposl616VgqOx0PZ5a7VAwNCYKBmVbFxy+jCOnKkIU0rKI1WbXJW+oTNdtJEmiPQyYr1qAxNCTaI7CcYtbnKTkzIREUyirEn1XiOmqJJxE+06WxarNteYw2xdCwJGQKFgaji/YdXlbo2Ib2LrC0Bfuu3rBYK3tALCQsdkkRFwtScWx2HFDPnFhV0T0dBGX01VlvL8tTaGW09nue4yCmI2uhyYL4We/xMDSFCxNpueE2JrgfpHC0I+xVAU3EJG2QRbt07JodRDFbPc9JksmlZxOaxAQJy5+lOCFQkCQJYndgU81p5HXVYZ+zEzJYrPnEsSCzeaFMfMVi/mKTcnWuN4cUTQ1mgPhGooyJ2vR1pgqGuR1hZYT0skinYokUbBV4T5TRCnFvtAmy0JA6jgBOwOPhaqNG8TsDYSoM1UyOdzICcF+FOCEMrNliyASUej9Nt5aXme379P3Aoqmzt7Qp2zp2HryojAky+PIojg/RAlDnKZoskTF1vCjhIqli9IAQ0XXZC5s9Rn40ViY8UJRkDJTtmiPfNbaDlcclz19joKpCtcZ4hze7QkRaOjHzFWE0/jR5CSzuZTOKKTvRIDEZMnk7EaP85vihkzfC8m74vfLlsZG10WVZZ5Z6+IEgkt27+EaJUtnO2vk7DgBThCPXVpemLBQ0WmOAubKJrMVi5WmI96Xeh5uKJodz8zbHJ3M03NDpksWAzdkt++TNxSuN0dYmowsQRCnDL2I5zd6rLVdojglTkVTrwxsdV38OGbghWx0PQ43cpyeLdJxIpSsvXjoi1IHMvj/SnM0vhkVxaJQJErEdWaz69IoGNy9VMQPYz53xWEmFsd3nIiCjs4ooJe1IxdNlY6jICsSF7cHFE0tO3cUruwNyRsaOV2hntdZ73rktOir+rxzIHb9Kedb75wjSVL+5R+cFWqufvBSfi3mm2+f4xc/c52f/sgFXn3iQb77vkV++4l1PvojDxLFKf/mw+f53lcsM1E0v9ab+qefwIGzH4CtZ+DN74apmwX8++Rb4f6/D1ZZ/F4Sw7PvgYf/lXDLWFURUfzl1wlR7Mjr4fU/BSfeIkSwgzmY/5Wj6nDfu+CeH4QrH4fPvBvWvghIgv1VOwLBCNa+ANceFmJX4IiY4+RBu+rBHMyf58yWLVRfQkLC1BR2+g6mJhamjbxBMm69Srh1vsSzaz32hj4Xtgfi/TSF3YHH5d0hM2VLCCM5HVkWi/56Xmfkx0hZa1KSptiaynbfyxwQMq2RT9HQ2Ox4AGiqjOfFVHMqJ6cLBHGCGQgY8v7it2hp3Gg7FE2VG60RjbxJ14lYqtls9Tz2hoIDdr05JE5SpksiOhlmizkvc5OkKbSGwZg/kqTiuVdyuoiT5Q0GXkgjg0V33YiSpVG2NNwwxo9T5CjmWK3A5Z0hu0MB7U9JKVoaW32XgR9y52KFdLNPnICqiLvz+66OMBKtdyVbo54z6HkhUZxStnWWGzaGKkS4xVoOx4/Z6DnUchqqLJEiWEezZYs/eH5LvDamyvHJAu1RwDBzFC3WbDZ7wmUUxALGHKUJx6cKWJrC9aZDzlBZrOXou2Jxq6sycSKYSltdF1NTBLfL1nBD0ULYdyP8jIdzqJ7LgMwmqiycFqYmoqykKQJFJlGzVbZ7CU4oOFnTRYvLO0PyhooTREyXzHEc5/RsifNbg8wxE2Frwvm2O/CwdUUsltIUW1cpGKLBcBRE2IbKZNGkZGvESZq5PyBOhMiYSJBmcH9dEewswfdK6XmRiBPGKRMFjVzWOpkzFOaqOVoDn09c2GWiYNDNWGZnN3qZ604IhhKAKRxvfiSOOTkTE1bbDsFLYqiSJNEdBeiKTMcNeOy6aOMs2yLK2cm27Vgtx1TJ5MquEHOmSyZbWdwvioTzKIxTEpksPqqIxSNwqJFj6EXcaDsEcYquSKiyhBfGPL/eQ1Nl6gUji6QJx1nXCUSM1FDwI7E/1zoumiqjKgp9N2S+YlGyNMHmUWVKlk7OUOh7IVd2B6xmbZFulDBlG7hhzMnpAk4QkzeEwFbL6YyCmNNzRQqGipsJRSVTZbpsMvRiElLWkjqRtoxsVqgpsXCPZNG8KBH8r/WOKHx4ZrXL4Ykc9xyqiUY5VYjNG12XIJZpj0K2ui5RklAwNfb6QuwpGkLcsDSFc1sithbGCa1hQN5QsuM54equKO1I03TsiLq002eqZFGyVJ5ZFQ2miixei6mSyamZIp+93ESVZTZ73jjOCLysAXd34At3ZyYElG2NlaaPLIEfJmx2Pe5YLOOFosRBkeFwI083g83ndOE43C+iCGPhgilbGnrBIG+qXNwZUM8LB16cpOwNU159vJGJZzGGqhDECdMli0bRzPhNCY4f8a13zvObj61hqDJuINpVj0zkKVsa9bzJZtcjr6scbuSxNIWHL+6iqhKH6nlmKjYfObuDochMFERJSBQLdqCiSxipjKkq3Dpfojn0Wa6LaNxWz2OmYCJLZO2zHtWcaHacKBjcCCK8MGGqZIpoqhuM30sqOQ0/EI7VGxkbKkwSFqo5Rn5I14m4tD1gb+hTNDVSJNI0zRyZAbahUM5pBHFC1dYZ+i55Q6FgmuxpczRqedTLe1zZG1DPmyKGbWjZa6xTtDRqOQNFFs3A5Qy4X7JVnFBn6EUsVnO8+eZpPvjsBk4gBLl6QSVNUnaz4ytnqNiGykzZ4rUnJ3hqpcOHzm4x8KKxEzVKBLPO0lW+8+4FPvD0Jm4gHLimJuFHqSgEMVXyhgqpeN9XDKjlDDZ6blZWEpMmwsG103OxDZW+FzNXsWgNfdY6LkMvZr5mk2bcyM9fa+FmjbmdUUDZ1miPQtwgZujHJKlPNScKBSq2TikWTcajIOJGy8XSFfquaOcMopicoRJlx+7OwKeSuXu9MEEmws7r3LVcY2ngc3l996v6vHOg0PwJp++FxHFKJafz6NUWsixj66Ki9GD+14+qyPyjN53g+3/1Cf7b567zAw8e4odefQQtAxX+4qev8dGzO3z4hx/AzJT6vxKTprD6BXjmf4h4ot8Xjq3X/X9At+DvPS6cMe3rcO0ROPs7cOWjQiwYjwTH3ghHXif+1yx9zZ7OwRzMeGQZjr1BfLWvC4H2hffB5lOABLkG5Kfh0+8WkcfnfxumbhVC2U1vB+2vsHB9MAfzl2Q+f7XJwnSdubJwwkjA6ZkSrVFAaySiDY28QccN6bsRU2UTL0o4t9FntmJRyxsMfAE7X2mOKNkaty9U6LoBm10R44uThJyuECfQcUPqeQVVltGVlNsXK7RGPjlD5fnNHnGckqTpGN7cdgRHqWxreKGA8dq6kiF7hfusahtZc2HAN942h633MFSZK3tDhn6MpkhUcwa3LVR45OIue0OfME4yZ4cQXO5Zror43HafrZ5L3w15cqXDbfNllms5hn4kGsHidNz4GCUSMgIs3HGCcYtba+hncY6AOE2Jk5QnV7uiKc1SiZKU9Y5LlKRoikSSynRcnziLAumhzEZnxAsbEks1i8ONAqtth5EvuEthnDJfNViuF9joipjedMmgkdeJkhRTV5ir2Flz3AhDU/DjhPsPVZEkiRtth7myxcCPiOOUYRLjBiJ+udP3hNMpFXygsi1ilh0nJIx9CqZ4DmGU4AQJ2z0RZavndNojH0OVKNs6MyWLtuOLhacTEiYJkRuSJCmKDLahkNM1wjgGCRZrNmkihFNSiBJY77rU8gYFS0NTJBarNpsdwRWarQhHSJhxYZpDEW9MUrhjscpixg1rjQKGmciqyDJFU8E2FHZ7PoYq9h1IDIOYgiEA9ou1HDfaDjlJIUpSNnsuRxp54hQ+cX6HuYrFbMWiNRCNos2hjxPGVDSFXOaq2+37WbRKiHP78cOre0NsTcEyBDOn70WM/IjpoklCii4L5+PRScH0MjUZU1Np5HUkSeKJlQ6KLJEkqWgyNFRWOw6bPQdZkklIsyZFsT9kWaacE4JfzwvHzp1qTqds6/hhQko6jifLkkTJ0jIXWonjU3nWOw7rXeHcSxHunjsWyjy73iOfPYf9FsZTMyW8MOLxlQ7tYUAYJ8xWLBaqFnsDn8JLOHzFTCSTJAH533cjXdsbZhB6jUbeQJXFdWkUxKzICyReKCKJEtRyOmVLw9Bkjk8WRKRKltFV8Tw1RWa779MoGJycKmJqCkMv5OzWAE2WePWJCXG++yEzmUvpenPETCayFSyNoRdhaDKLNZucrhLGMbW8wcUdUcxRsjQKpmg/7O8MuX2xTCkToK81R0RxynRJRPzao4Clmo0fila9oiV4YjldFaKhI1hZaSrixsKdKETm+YqNocnCSYUkzplU7O80TRllUbMgSljrOBhagd2BEFGnSzrVvEEQCUHw2t6Q9Y7Dt9+9yDPrXWRZ3ECYKZs8erXFwA/RFZkgu0alaUotp4+bCB860eCpGx0u7w1IEjjcyKGrMj1XOJLmqzZeGGNpCo2CyWLVIk1TdnqeOL5I6Y4CvFAhTeHIRJ6BF7LScug4AcuN3PjaI2LY4jxxgxjLUBgFMa1RgJa57LLDmiBKkCXojERDbBjFLNRydJ2QkqmzWBNi9T4frJE3UGTB2iqYKnMVC2UzZiFe53x/acyA87LrzJFGnnoYc3FrwE2zJU7PllEV4YzdGQhRKm/a3LFYZqfv0cgEcS8UN4zcMObOpQpWxp06NlHg6t6QME7GfMtvuHWaT5zfYeBFaFmkWpMlJoomSSLcru99fI2hJ4QkU5MxVJmJksGlnSFDP+KBo3VW2g63zpcoWAoXt4bYupw5UGOKlsYdi2V2+z67A4/TM+UsVp3QdUOKhiiZWajaDLyYjhNybW/IDz50ZHwNKdni5kKKcPoenSgQRAluIOLUKVA0FGoFnbWOw2w5T3sYoKkSsxWbXKDiRwmKJHP/4SrrHY/rzRGyBLmsdKWRibMbHZckTRn4EadmipyeKfHCRo8nVzo08rpoDf0q5kDs+hNMmqb8xAee55m1Lo2CztOrPX7izSf47vuW/moJKX/N5nUnJ3jDTZO8+6MXee3JSZbrOdwgplEw+LffcguXdobjuyh/ZebT74aH/6UAdx99IxQmBdz7kz8lWhZbV4Tj5aV4PkWHpQeFI2b+bpi8WQgLB3Mwf1mnuiyYXg/9Y8Htev634dIfwaf+lfi5kr2RbT8Lv/N34Q/+oYjsvuX/BfngmnswB/Onnf3GwZyhMle1KWScG0USro8oTnCCmIqtcaU5omCozFUtNjMHxf57Tz1r61qq2uwNfSRJuA10VcQ1ZFkmbyh03BBDkYUAlbfQZAEbH3oRoyDmRmtEEIsP/VMlk2t7I/wwxo/EoktTBCh8q+eiKhIlS+eb75jjt7NK9CCKcYIYW1M43Miz0XEpWGrWEiVRMFUu7Q6RgKOTBdJUOB4Wa4Khs9v3ieMUVZcYBRGzVQtTV/j1L66iKSIeY2VNeWTxpiAWPBldEa4ESZIwMyeJpSmYqkJrFOCEEbahMPQiChkT7HCjwFbPxQuFKFe2dK7tjVAkicWqxVrLpWqLVi3B5EnQVAk3TChaKlf3YoJIRF2SJCUIEyo1nRsth4miwX2Ha+wOhJhQL5joihAzoiQBUlrDgEpO56aZUta6KDg4AEkiQMWWLsTJY5MF/Ejso2pRLKqLtkbFElGjQ4081/eGmJrMjbaDLKViMSNL5EwherZGIc1BQMlS6XshucyBNfJjDjdyvPpEA8ePubw3wtQE4FnEVYSgmbdUEoSbbbXt4gQR9YLBVNHgi9fb6IpMwVR5erXDsclCxvPq4YcJ3VFIraAzUTBxQ+FS2HdaqbKIH1Vsfdwo5oeiKa6eN3DChJ3BiEZeRGabfdEqdnqmyAubfWbLFg8cqfOex1fxM5aWrskZf03A3lOEqwMEu2q6ZHJ1b4Qfwn2Ha0wUTR6/3saLEj5+fhc/Sjg5VaBiC4fc1b3hmMkEMAzEcSRLEnEChyYtLu8O0RTBvxkFMVNFFVtTeX6jj6kJILQiw11LFeIE5qsWF7cHdBwhKC3Xczx0vM4TK11KtsbQj2mPAvFzCZKE7PzzuG2hzFzZEteP7Gb/atshTVMGToAfJxyq2UyXhRvECQSM/bFrHQ41cuwMfBaqVsZlk7niDJARAtDxyTzX9kZsdl12BgF3LJTJGQlDT0D2B32fVx6uESHYRQJYHQnukSrcmTlDHAc9RwhME0UDL4qZLJoYmhAb33Rqio9nwkLOUAQMPotdRmnKtb0htZxOz4up5XVutFwqtsZSLccTNzpoSsp9h2vs9D32Bj5OmDDyY+4/XGO6JJ4bQNvxMzNEyt4w4OhkQZgmkpT5ik3XFXD9mbIFKVkTocLt82UOT+b5o7M7lG0RTwQBoa/mDeEOzGKrIp4mikFqeVMcx5pMdyRA30VL4/iUuN7IkoQqKzx8YRdVlSkYGj1HRDrTFLZ7IoboBLGIB8YJQy9isiiE3KdWOmx0XTRZoZLXkDOXopuVMUwUDG60HFaa4nhY77j8wIOHubAtGna7TsDTq11OTBVYrtu4oThPporm+PqaM1Q6o4DVtoMfZhHMqhAck0Q4jpEEG02RhXtxomjSHPiZaJ8y8IVzsV4wkCQYeREbPQ9dEe7FvKGyWLPZ6Xm0shsJO3IDR59gpmAx9GI6jnCJyZLEKCsCKNkaBUPhrbfOkKbw0bM7zFcsTk4XmSqZ9JwQTZWxNAUpJ6HKgo8pyxK2pnJus8/IjykYYo0qSRJ/8Nwm15ojZISL8npzxERBANk3Oi5uIM7p5sCnkTc4VM9TsXUu7gxIUvEe3BwGVGydk9NF0lTcDNJkmUZBH7tsR37E6dkSEsIlVbI0SrbGTtdntmQxX7W4tD0kZ6i0R2EWKQywdZXlmo2MNG4/7LohOz2P3b7HPYdqTBVNrjVHPL3aIYxTYmCt5WCoMsv1HJczzifA0I2Ik4Tj0wUmixaTRQv/Je2uXpiIzyUVm8miSTWn88JGDz97T5JlOLfVI2+o3Dv/1aWUDsSuP8G8/6kN/uC5Lf73hw7xS5++Tt5Q+fZ7Fg6Erq/xSJLEv/zG07zh33+aH/ofT/HbP3gf3/CfPsupmRI/+223AXBtb4gTRJQsnfmq/TXe4i8ZfwjP/RY89StCoCrOwI3Pi59FAZx9sY0LPS8ijLN3iEX/M78OWk4wjm5+x4G4dTB/NUeSBJh+5gy88V8Jx9fZ34Ebn4P1J8Drit8LXXjyV+Dyx+DQQzBxkzgP8o2v2aYfzMH8VZypksHGKKLrhpyaLTFVNAnihGvNIaoscbiRz1rgHCxNHsdtjkzkiZKUMEopWVCwNG6aLXFlZ8Cz6z3KlsapmRKGJtxB6x3hTLJUmWEQMwpE3GGyYHBiqsjzGz1OzZSQJVE9X8iYUI2Cjq7IbPU9TE0wnwxVJskgyGVb47aFMp84v4OpydxzuMpGx6Wc0ygYGp8K9pgoiPhU0dTIGSpFU+XoRJ4jE3n6bshGx+X5jR66KmNoCgVLw9RkKjkR69JUBUgZ+SK6d8diBVkSbqIwTqjYglHkRwlk27fWdpEkwUQjW4xHcUpz4BPEqWjbkkQk8FpzlDmUhKNmumSyEjkoiszQD8Wip2jQHgaoskQtJ2JFAtItYpWbWStb3lSZr9rEScJq2xGuqkx88cOIpWqRoxN5Bn5EMgoE90iRqeV1NtouiiwxUTDYGfg0hyEdV0Q4f+T1x/ivn7vOTt/Dj2JSNBLgjoUyV/ZG3Dxb4k2np/jk+V2+cL3FLXOlLCLXJ4gTbpko0XZCbF0lTRGMuCyKGScJli44RZtdEWU1VXncLqlIEqttBy+MOTVTQsIjSlJOTBW40R5RzencsVjlalPU3e9D3UFEFqWM/xVl4HJdFWKrIssYqsRSNUd7FJDXVYIooT0KmK9YdDMHWRgnNAdiQV0wVZZqOfKm4Ghd2B4QxmJRljNV4b7IAM1lW0SZZCQGkmCDeWHCcj3PyekCRUvn3NaApVqevhey1nG5ea5I3434zJUmqRux0nJQFImFqk3Z1tFV4UzaGwZ4gRAbTU3hpukCXphw/6E6l3cHdEZCsAzjlL2hz73LVc5nkPpREHNxe8ihRg5TUTk1U+Lq3hBdk5ksmoSxEA7COEFVJG6dL5M3RPQ4llKmyib9bF/ut/C1nYAwTlEkcKMUVVVI/JgoEYKnbagsaso4tnRypsiVZzdpDhUKGTMqilMW6zZDL8LSxGK27YRUbBEl9aOAvCnEwrYSsNoRpRGXd4fYunCJaNn2SJLEds9jsZojStLxwn/oCTHGVGVecaSGIos4Z3PoYxsqDx6t89mrLQFRjwRoPm+qHJrIk9dVRr6AyEuyRC1nEMYx/azJ8vU3TQkBTJao5kTb6FzFImcorLddtnoeS/UcUSKOj0P1HE+udnACwXqq53TiJEVTZQwtpmxpvP22WSxN4dreiLW2QwpUcwLyX805gkkmkZUu5Li8O2CqaGbweuH++vSlJpauUMjiyGGUIMtg6bJgFmbR22re4OhEgUcuNUVRgyIzX7XY6His9r3MvSfKD7b74hxcrFqEmdMMIEklwkgwHCUJuk7EC5s98qE4D+9aqjL0o/F2B3GCH6XUcgZfuNZipiwc+/spqUJ2TkmSxNAXLZWWLth1o0CI0YYic3q2SDk7Fvb3v67KKLJMzlbY7ft88sKucE+p8tidJEsixh7EwhGmKRLxzF20eh4lSWKuYvH2M9P8/rNbWXtjipq5rJ7b6PPx87u89dZpUZIgidifqSqc6/YB8dheFPOKI3XyhsqF7QG2rtAoGJzf6lPN6RRMjTuXynzmUguAza5LayQENieIhEicghcJiL4TxBxqiBbNfibG7w78ccR/smjiBDFeGGNqCgtVmyRNMFThiBv5EUVL43NXmrRGAaoMT6x0MFSZdz10BF2R+WcffIHpkklrFFC0xHMrmCpP3eiOyxjiRLhB63mDSk5j5EfcMldmte0Irpcmj52itYLBTTNFLu+KmyGClSaaEdpD8Vx3+q5wORoqUyVzHJueKhqstEYcqudENNcLaQ7F+6ilq8Qv4Yr+cXMgdn2Vc7054v/64Avcd6jGVlec7KEfcXajfwCm/0swEwWT//DOM3zPrzzO//17Z/n6m6f5j5+8wve8YokkSXnHzz/KdNnECxN+/jvv4O7lryG83mnDxlNw/oNw9WHorTN2aG09KxxclSU4/FqYOAm1w4JnVDsKm0/Dh38c3vzvwK7C3d8Pdo1xl+7BHMxfh6kuwwM/Kr7SVJQy7LeOrnwW+hsi4gvw0X8KZhnm7oQT3wBzd0DjhADjH8zBHMxXnLyhcnM5z9ednuLUTImiJeKCF7cHXOwMqecN/tZdC/zsJy9RtIQ4kTdUpAxSe9dSmc9e3mOj6zJRMKjldI5P5skZKvWCjhNEDL0QXVWoWMIBcHQyzxMrHfaGPjcrpYwHExMmArI7X7XGfKPTs2W2ei7VvE5rFNDN2EBhLBZsmiKJSJQpPvSGYYobxbi9mJEpALlXdoe88kidoqVhZ01nx6cK5Aw1E1tSbrQdTk+XmC6Z3DJXwg0F2H6iaDL0R/wfrz/O7zy9wYXtAUVDRJQeu94WDq8gQpZlhl4k3ANBhJTCXctVrmWQ95yuUs8LsHMQC35MECb4Ycx33rPAf3r4suA4KQJG7AQRBVOl50bIslgY7t8Rn6/avOn0FLMli+bAo+8JkcgNE4qmxl7f47bFCl4Y86ndIZqqcGqmyM7Az8QskyhxKWXxzKKlUTQ01iWXgqnhRzElS4D0S6bKmbmSaDnLYknHp4r03ZBBJHhHrWHAdNEkjFOeWhXxtdW2y6G6ja7KlHM6hxs5Lj6/zWTR4Oa5Mk+stBn6EYosFkOvOTFBwdT4xc9cI4oT7lqustISTLYkSbmyNyRKUnRVZrokooZdJ8TSVE7NFDnUyGMoMnGcstJ0uGOhwlTJ5O7lKrIkmFxuGGNrYrkz8MTiqJ43KNsaV3dHHJ/K8/xGj84oIE4SipbG97ximfc9uU7B1MY8qBQyZk2IE0T03JBzWz3SNCVnqCiyxNvPzPDpS03Kli6YbwWTkR/RcQKOT+ap5Q2OTuZ55KLGKIh4bt0nSVPuPVRDUxSKhsZkwWCplqNgadxoORxu2Dy/0aefbbsXxVRlnTRN2ex4vOJoHUtXWG7keHatm/GcBBPp2FSB7b7PanuErSts90UL56FGnq2uh67INLMYliyNKJgqmiJDCrcvVOg4AW4YkwIlQ0NGRO3IBNv2MGUYR8iyxB2LFZ680SZnCEFnGMQi0pnT6ckBp+ZK3DJb4uELu2PQ9VzVIopTkgTKtmD+nZgqUs/rwl3miAXujdaIyaLJbNnm9oUKM2WTx663COOUgqFhqIJjN/Qjlms5kESTXtHUWGmOKFoqqy2H3YHPR17Y5ubZMqNAiP3HJ4scm8rzxZXOuDEQSUJThKvytsXKWGB5drXDwAtxwojNnkujIPhwZUsdFwqYmsItcyXiJKXrhDRHAYosE8UxK60RmqJw11KFtbYom1AVGVOTcEIB0rd1hY4T0EpEomiiYHBqpjRuMTw5XeCx6yGqLPHgsQYzZQsvipARsPiJgmjmEw7SHPNVm72BaMBsZ06+h45P8IfPbxEnolyjnNO53hQYlCVN4ciEaBg0NYWZsommKEwUzSzeFrHUyHFtb4SmirVHzw1YqtvcPl+h4wbs9j3iJMGPEr54rY2qSKy1XdxAwPOPTRRYbuSI4pQjjRy7Q5+SpfHA0QbbfY+jEwXSFHZ6rohshnHWoptwbFLEu+t5Y3ze1TPGoiwJYfmW2QJ+nOAG8Tgq6kexEDkVIYw2Mz7gvkj4vQ8cYq3j8DtPbTBwQ2o5k7fcMs2TNzrkDeEMjpOEmZLBZEHEICu2EGaKXkTB1JCytVjBUghHKX6YcNtCQcDYiyavOt6gamso2TboqkK9oGPqwn15dW9IydJ4660z/NYT68RpykpzxHzVZqFmi/diReLK3nD8PASzMEBVxPH/qmMNtnoe5UwgXqzn6IwCUUaAENIaeYOqrdFxQ45PFvj05SZu9t6TpOJmja0LwdEPE1ZaIyFWTxdJUuEi3O77TBaFk0+RBSetkL3X2ppC0RJlARMFk5tmipiqQiWn8fnhGYh87lgsA7DSdDLnnOBd7l+jnSDmwaN1jk8VeW5d3JSaKZl0nJDtnrg50s7EwT9uDsSur2KCKOEf/ObTpCm0Rz6PXhMq7A88eOhA6PpLNA8dn+BHX3eMn/nYJX7wVYeZLVv8k/c/zwd/6BX8o687wQNH6vyD9zzNd/zSF/gnX3eS73nF0vjC9Bc2SQLNi7D2mPha/Ty0r73kFySoLAqXShTA9K1w1/e+uFDfZ3cZBShOC+D8zG2CzWVXIVf/i93+gzmYr/VIEszeJr72Z/0p0SzauQ7DPehcE9D7Kx8XP5c14fqauRWmbhHn1eRp0P+SuToP5mC+RpOkgpe0O/DZu7THyakCRycLHJss0Bz4bPU9kFJuniuz0/OoFwwMVeZGa8RsxWK2bHF8qsgXr7VY77iYmTvKDUX8abmeozsKWWk7TJVM4jTldScmObfZJ8l4MEcnC6iyRNcNmSgY9JyQuYqFqcpZq5uI77SGPr/15DqqLPOOO+b40PPbNAf+OGYy8iNKtsadixXcIOGptQ5BKNiqOVMshjRFZqJo8Pqbphj5Ec+ud1mo2Gz2PJ5Z71K1dRRZ5sJmh9WOaP+LExGVeu3JCZpDX0T2JvLMlC02ul5WsS6TM1XcMOHYZJ7pksl8xSaIxEKvaKlIgLof9wlF01bHCanmdHK6KhhaiaiyN1WZ4xMFnq/0yBnq+EP9/n9/03QRKWtAA1HN/oojNRFFq+V45ZE6hirz7Fo3c5OkvOHUJIdrOTZ6LvcsV9nouuQ8EedywpgwEs4XVZZoFAzuWa7y+ast5qs5dEVmqZ6jOfBRFFE+YGsyGYodXVX44rUWsiz4agVT5fLukIWajSRB34voZxyXf3hiEjeMObfZR5YkBlmEdb6aY7JostUV0a8wFm6Ek9MFVjsOliQxXTLJG4LRdKPlEsbCMaerIs6l76MqJOHuEO2PKU4QE6cp8xk7aN85se/G0DN+lyRJLNRy6IrE8ckChawFLElTcroQK2VJ4pVH6jx8YZfFWo4wTpEyqDXAmbkyN9oOj620uWOxQhSbJIlw/X3iwi4p8MJGj+miyVZPPNejkwX2Bj6WruAEghE1XbY4MV1komhiawo7A4/1jsttC2WeXesyUTBJ0xQ9A+OvNEe87bZZDjfyfP5KK4urpnhhwnbPpZbTKFmC2RrECTfPif8vZwvUURAz9CJqOYPDjTyrbUeAr+OYriOa1wxNEeUVBZ2bZ4WAOvIjjk0VgJSCqTNZNLA0hZ4TUsvrzGiiEVOVZY5O5sdiuSQJwUxThIvPDUL6XsRC1UaWYKFqoykyQ99hqmTQdQOSVPDGLu8McYOYWs7Aj1OmShr3H6nhBjE7fVGYcWQyT5LC2U0R4Tw2VcCPEhYqNp+8uIsbJJyYLtIaiUjqct3mt59Yxw9jVEXim26f47NX9shOMdFgaAkHi6KIVrueGzFbtpgoGFmLqTgOdFWmkTf4xPldkFLecGoKRZG40XLQVZnD9TxrHYcoTomSFEtTODNfZrPrEg99HF8w9HRV4dxmj52+z63zZU5MF6jndaaKJvW8EFtSxHF703SR1daIvWFAnDXkXtkdUrQ0zsyXuWWuxLmtAfMVm999ZgMvSvCjmEbeIG8q+6cNs2ULP4o5OV0U56CmsFTPcftCRTiXNJmyLUQjXREROUMVbp+CIc6RvaFgQeUNlf/nm29ho+vy3z67Qpgk4+CJrkoULSE/qIqIWV9pjqDrMlk02O57zJRNru5pqIrM0BNur7ypEYYpDxyt88xal52+jxsmxIlwH6kSSNl1qe+FnJ4rcdN0AUtTObvZJ04FQ2+yZNIaBtTzBnGS0igaVG1x/OqqTNcJSJH471+4zkzJ4ua5MgNXRELXO54QuhTRHHt6tsRWz8PUFGYrIlI3UzZRJAlbTzE00UL6Xfctjd97c2bGoey6qLJExdZZquWYKVs8vdZFkSVef9MUbhjzgac2yBtZ9FsXccjFao7tvs+VHeHYPDKR44WNmLW2i6mpFC2NuYpNGCec2+4LcL2mMF+zaQ19jk8VhdNVkdkd+NTyOmsdUUSyWMux2/eYKVt0XdHAKGc3cgZexJ2LVTZ7wjkcZ83JorQl4W23zpAkCesdD0UWruGuE4pY/aEa6x2XnKHi5hfG+xPANlQmCoKBGMXJeF3uhjF1RTinW6OAuYrFg8cm6Lohn7qwS8nWxu9Df9wciF1fxQRxwkLV5shEnt9/dgNFljgxVeDH3nD8a71pB/Ml8/dec4TNnsfPP3KVv3XXPO95fI2f//RV/uHrjgHw/v/9fv7P9z3HT/3BOT59eY93v+NW6vmvDnD3VU2aCjHr2qfg+qdh5TPgCHEUWRWNia/4ETj6erjwB/DUr8H3fRJyXyKaOm14/n3w9K/C9vMiqvVNvwATJ+Cdv/bnt70HczB/FWfudpj7zy/++/yH4On/LpySr/u/BfOudRl2z0Hyq+J3JEUIxUuvFF8L9woR+WAO5m/gKLLEyI+5a6nKXlY/D0JbvvdwjShOuLIzxNLE3VhFlvDDmEpOsI8+9MIWlqbw0IkJmgOfE9MFPn5+lySLL+mqTIqIpR1q5NjpC3bNO+9a4DOX90gRnKDn1nqUbY1XHl3kt59YQ5IkvucVy6y1HX77yXWWajbffMc8pq7yR2e3OLfZHzuDFEnEvPys1csNE07NFjkxXeCx6228MOaW2TKaKsQu4QDQx4tYN0oY+iLKY2gSBVOhNQqzaIpYvH78vGh7euOpKVqjgHNbfVRZwtIFg+vUdIm1tosqx+NmwK2ex9AXd8mPTxa4uiccM103xFAVDFUIB8+u9zg5XeS5jR5+FLM38AjjFNtQSBKI44R6XsfSFNY6LnEiWFvCHSK4MMv1HJtdl+PTBd5y88x4/+7fiD3cyOOGMcMg4kbL4abpIrsDn+c2erzqeIPvuGOBSzsDfvaTVzAUiTjRyBsqy7Ucdy1WMDWFb7p9jpXmiOvNITdaDkcnC5xZKNMo6CxWc3TdkMONPF+83uLj53eYKprcOl/mtScm+MgLO5RtnYeONShaKmmaCjacLASsi9sDlrOYSt8NKVsaG12XruvTGgoxMEoEhPuddy6gqRJ/+NwWHSckRcSgDtVz9NxgbHDf/9/mwKfnhli6TBClWLo0bhCUJBFHm8ybxKRUbZ0TUwV2+h71omDX5U0VN4yp5TSqeYNaXqdkahyeyGOpMrfMlWgOMxdLmtJ1A+4/XGehYhEnCZWcgNSTwj3LVXKGit9xBdtNU7E0IfaIY0KmNQzGRQxK1mqpZaLrcj3H152azlwf0zyViV5e6BBncb2V1oijk3ksXUFXZL5wrU3XFa6rYxN5tnoeN8+WaBQMnr7RQVcVBm5Emgo3US2vc9tCBSeIWa7nGPnRmItlaMIV1h4FTJXEoj7MIO1n5sts9zymSxaTJVPw1PImdyxVeHatx0TRYKvr8tx6j3fcOTeGqzeKBpoiM/Ai/s4rlul7Ic2B4H8VTJU7Fis8cLRBO3N2fvPtM/zUH1xg4Ee0Rj5LVRvbEKUVRUtco45Oivd0S1NYrNnce7hGmiLcpLMlHltps1TPcbSR59J2n6KpEacpkpQSp2nG5zPwogRbFwKboYo2RkNTuHm2xLGJHL/33BazWWmHOOiEo8jQZO49VOPRay16bshkweCKmglKksQrj9b5zOUmXTfk1ccanN0aZCKiYNM9cLSBpSvcd6jGZAY5L1kaKbBUExHTNBXOMwmQAUNTODFd5MpzWxRNlWfWukwUROPixZ0BKRAnKbfOldkdeEgSnN3sUbI0KjmdJE3HRQO6KkrXVloeUwUTUxfXzfsO1Xh+o8fl3SFBnHCPpXPLXBlbVzg1U+LohBBa1zsulZzGmfkKO33h1vo7r1xis+fx3FqXJBFuu0bBYLXtMlex6DgBJVOlUTRFJByyaKPFqdkSGx2XOE1ZrtlMlyxumRXnXS1noGfupjuWKnzmcpOJkklnFJAAK80R33T7nIh9exEfPbeNqcm8spbjnuUal3YG9Dxx/g69iI+d36XvhjxwtIEXxay2HWxdxVBlrg48Rn7EmfnSuAFRkQUf7u23zfLGU1N4YczRyTw3Wg6OH2axVm0sx6RpiiSJ962eK9xJsyWLYlGj74VEbcHVKlkazZGf8ehEo+dWz0PK62iKzHIjRyWn8wE/xI8SZEnGjxOmCgavOzmZia8v3iABxu9/kiQhSxKmqvCWW6Z5Zq2LG8bMVASDr5832Og6OEGCIklIkrgxMF00swIbnzBKx4/zxWttvvWOOQ438gAcnSxmYhfYusoDRxsYqhDRFms5nlvvips/yovb9kMPHeG9j6/ihTGyLITww40cQZQgAettZ/yebevisQxNRvkTmFUOxK4/ZuIkZavr8jPfeitv/7nPiUy+ofCfv+OOF+8kHcxfmpEkiX/59tMMvJD3PL7G6Zkil3eG4zt63/+rT/A99y/xqmMN/uUfnuNN/+EzvPsdt/DQ8Yk//R8NXbj+Gbj0YcES6q2J7+enQbMykSuC4ix0b8D0zbD0Cpi+BV7zz150m0QBXP4oPPubAtKdhDB9Bt76s3D6W/7Mr83BHMxf2zn5ZvGVxCDJYFXhoz8JYfPF3zEKwhH56M/B5/4DSCos3Q9H3yC+6scO4sAH8zdmDjdytEMR8WjMiEUnwGzWHmYbCkgCztvIG8xVbXb6PnNlS5Sm6iq2oXByqjiOmu0NfPKG+KDdcUKOZ46Ky7siFjnIOCMA9x2qUbV1KjlNODxkiZyujhcEIFEyNdbaLhe3BxyZyPPUqsmhRl64fTLor5EtQl/8PCZxfKrAxZ0hdzRy3DRTYqU5QlMkeq5wEll6to0jn62ex3I9x82zJa7tDbENhTsWK+OFwf7sL6ajJOVII892z6MpSRybytNxqjSHPgtVmyhJqRs6mz0XTZEpmhq6IhNmi7h6XidvqEwURAtmzw2ZKVtMFy0GboQsuRRNTYD/vZATUwWuZDyaOE3Z6rlsdF1aQ3+8AP6601MvraoB4DUnJgjjlGpO54PPbNAa+ty9XEWRBWUnbwjHWdnWuXOxmrlLHBoZB+Z6a0Qiic/Aj1zaZeBF5A0VS1eYr9oUTY3itHAI2Yaa7fOA89t9yBhVmqpw35EaHTfgtScnubgzJMg4YpNFcxzD2Xdj7PPjantD1jouuwOfiYLOZk8cV1q2GH/VsQZfvN5EQiw2j08VuLQzGC8q9/+3XjA4OV0E4PbFClf3hlRzOvcfrmPqMs+sdtkZetTzhmDEqTJmxpdSFGm8WKzkdJbrOe5YrLCeuf7CJGW757Hd98bHniQJp9abTk/zoRe26DpRFkNNBHNIU/iJN59k4EUcmciRJPDm01Nca44wVIWcIWJDjYJYxO+3Yu7Hy7wopp4XjqaSpYEEZxbKLNdzou1RVzk5XeTUTIknVtpMFYVo87fuWuCxlTY3WoIR9023z/GGU1N88XobL4pRZZlqTqeYQfRfcUQkBnb7HqdnSjSHPq1RwLfeNc9vPb5G1wko2zpatmDdX8iCEJmOTRZ48HiDii2E2v2FfTWnUc8bLFRt1jquYPcVNcq2zlzF4txWSMnWOKYX2MgA71rWUGgbKue3hixULCDl6t6QKGs8lSWJ156cZOiFfPF6G7Lj+4GjDU5OF7m4PSCnq8yWLWbKFramsD1wCZOUrZ7HrXNlCoZwiaiyzJGJPK87OckrDtc51Miz0xdtcXMVi1cfn0CRYOiLhliPhLmKxeFGTjDKdBVZlvi+Vy7TcyMmCjqmJqMrMkcncziBcBOGcYKdiamk4j45wGtPTtIoiGvk0ckCrz4xwe8/u0nBVHnT6Sl+47FVLu0MKVkqe4NAOBmBUzMl1tsuAz+i4wyo5w2u7I7IGQpBlLA38Dk2WUBT5HEkbqU5wsvcjbIkziU3EFHKqq3TKJi0HZ80hZKlieM+Tjk+UeRv3T3/suvjVMnim+6YY73j8OSNDqoi8cXrLVRZ5i23TDNbscfH8XzVop438MKEet7gCa9D3lT5+ptnsLK4sR8lrHcc/vZ9S7SHARd3BuiqQsFUsQ1xnFq6wkPHJ2iPRDvqyA/J6wq6Itx2hxp5vDBmveOO3ZdhLK7DFVtHloSrarEqHKMnJgvcyKKlsiSEzv33xfZIiE4PHmvwcw9f5eSUcNju9j1GgYiuBrGIk9uaQt8V8VU3jCnbGh98ZgOAt52ZZb5qs9P3uGm6yOtOTnJxd8DAi7jRGtEcBnhhwqNXW5zd7FPNGZyaKVLPGzx0vMFdS6JZt2AKQbFk63ihiGK+4kiNOxYr430iSRJKFtffdzeDKCGQJXBCUdrw1GqHyYK4HsuSKK+xdTljYxn03JDNroeqyNw0U+KKLwTUmbJFxwnZGnjjv7kvQKmZjW+y+PL2dAkJ21B5idbF0I/oeSGqIo8dgsJVKz5/1AoG9x+us9F12Rl4zJYt3nnnPG4Yc3Ftl69mDsSu/8lsdl3e8fOP0hkFvOp4nQvbAyQJfu7bb2ehdhCH+cs6iizxH955Bl2R+cDTG9x/RNzhLJkqFVsnZ6i89cws9yxX+QfveYa//d8e5x13zPETbz5JJad/dX9ksC0EqUsfES6u0AEtD5Mn4cRb4J6/C6oF//E2mL9HQLcnTsPjvwCLrxSPse8q2XoOnvpVeOH94LahMA33vQtu/TbB7DqYgzmYr272GxrPfBucers4Rx//JREF9rriq7Ikmkxrh2CwI0Sxj/4klObhxNfDTW8T5+xB2cPB/DWegqmxMFXCi+IsDiCmmtfJ9QSk+OtOT/PIxV10VUZVZOYqVhZBSlmsi7jDs+tdoRGn0CgYGBnDZd9tcfNciSu7Q8qWxu0LFS7vDjiaRQGfXe/x3HqPOxYrFC2NY5N5jk+J98UoSagVdFIppWgJgPhCxeaWuZJASUi87M7uvjCx2h5xZXfAZsfh1iyuZWgyeUOlmhOLb0WWuG2+QtnWCJ/dxAliCqYmeFFZq5yExFtvnWG1PaLjhEKAyhu84kidOE74/Wc3KVkai9Ucl3aG+FHCC5t9bp4tomauK02RMTV5DEF+1bEGfhSz0xcsrkbBGLdILjdyTJdNHrm4R5KmvPJYnc9daY4BxJNFg7feOsORiTxHJwskacpW12OpkaNkf/nnloL54j4tWRq2Lpq1tnpCRNIUiYEX88FnNliq5ShbGs2hwhtOTSEhEUTJl3GuSpbGTdPFsXtmf67sDrm8M+DMQpl7lmuM/IipomgTOzZZoGLrNAoG5ZyOrYt98dRql5myhSqLCOJMWTgy5ssWUSJcf4caOQ7X87yw2WOuIjhgl3cG3LZQ5uKO+DyuyBIPHG1wcXvwMnciwFtvnSFJUgaeYNRc3ROi4f4x9sxql1zWcnd8ush8xea/PHKVrZ7H22+bpWRp7PQ9/u6DhzB1lSSLDu43vj16TQDNhashRUJm5EccauQ5M19hIq9zcWdIvaBzfLJANW+Mm9GsDHo+9GNyhnCPvOJIjVpOEwvZhTK2rvKqYw3ObvaQMucQgB/G9JyQUzNFRn40BlIfnyywULNZbTk8caNNPW+MRay5ikUjb+AEMZtdlweONcRCMqezULV565kZJgovX5jmTSGefe5qE12ROVTPc+t8GU2RuWOxIlxrXzIVWx+70gBqeYMwTtnoOtx7qIaZsXymEgH8DuOU+Yo5fqwwTrh7qUq8kIIkHClJmnK9OeJQI4eiyGiKwu0LwjVWz+kUTJW8Ib7uP1zn81ebY4eQKgsodt8LiZKUmbLFuc0+pq6KhrogYrJkMFOxRBuqLHGokedQ5lQBaGQC/XrH5eGLu7hBTL1g4IQxui+iYDMli9WOM74OJSmUc4LNpGYRajdI0JWYW+fK5E2VrhswVRJA930we5rJ1o+vCGfqXt8fC4mPXmtRtjSqOZ21tsNM2WSuYmPrSsYZEzch9gUPVRYy8i1zZearNqYm84fPbXF5Z8C9h2tYmkLXCWhmBRgnsvMiSVNkWeLkdIHPXhHbZesq9x0SIuh8xeZaUzTHLtVzL9v/+8KvqSmC+VR4MTlzcqqIkYnV7318DUWWeNWxBh9BRG6fX+/y7fcuMlUy+fALW+PHe+XROqttB1KRtDq/1R8/ZsnSKFma2Cd5k8s7Q8IoHV/vBxnA/Oa5Elf2hjgZzD1OUpxAcPiWGzlkSeLEdJET00U+enaby7tDkiRlumSyXM+x0/fYytyLs2WL+bJwNzpBTBAJ1uL++9G+s/nEVIFXHWuwUM1hacpY3D8+VeBQIzcWn26dK3N0Is/F7QGOn3DrXGnM9KrmNDY6LsuNPHcvvzwBdGSyQNcNmSmZWRvtl3NqVVkmTkThwv6xWS/o3DRdpGCoGIpMzhBR6WpOZ6PrCnFZV5nJBO2nVrt03QC9L1PJ6UKYTVNMVWG6bL7s78rZayDLEl9/y4xoDX3JSJI4LpNMfFys5XhqtUPXCRl4woV6Zr4snORxgixJhHHMqZkiOUNlve2y3ff4xtvn6Dnhgdj1Zx0niPj+X32Cnhtyy1yRD7+wA8BPfN1JHjx20Pz1l31URebd77iVgqnyC5++znbPY7Pr8a+/6WaOZR/Ujkzk+d0fup+f/cQVfumz1/jbr1j6/y92pamAx1/6iPjafFp8vzgrmhFDB3bOwvrj4Hbh635a/PzE18PifSI+BXDfDwl3yQsfEDGq4gxsPQNP/7oQyc58Gxx69YuL9oM5mIP5041mCcHr1NvF+bv+uIgObz4DvQ1oXgJkqB6G9lXQbHj8l+GL/xnsOtyU/beL9x+cjwfz126GfsSkKnNuq/+yu6/7H8CDOGGmbPGak5OsNEcUTI0jE3lkifGH9vYo4JMXdlhtOcxXbX7kdcf4+LkdrrdGY8HBUGUWqzY3z5aQJBGrOz5VFB+myyZFU3wMLVkabzo9PXZd7cck7l2uM12y+PDzWxRtsbABcUrLL/kgrSmisXHgRWx2XWbK1niRaKjC/bXvzgLGNyzvP1LjiZUOF7b71HIGe32fleaIt56ZRZbFnfE0Tel74fhvKYrMd9+/yKcuCEB/LWeMm6VMTeHBoxPMlC3KlsZEwWS77zNVEgv6C1sDrjdFk+A3npngv3z6CpaucttCmY+d2wEJem4oIMNdwWq6faHMa05OcmKqON4GWZKYrVjkjT/+Y/y+c/3hi7tjJ0cYpwz9iLmKzVI9x5M32miKPIY+l20tazWT+IZbZji/3WeQtbclyct9ZJd2RDPhdMnicCPP1b0hi/XcuKl836mSN1ROTpcYZQvOqaI5bsc+0iiQJPDI5T2W6janZoqcmReL9kpOZzpbXF7dG7LSHCHB+HsDL3wRTP6S2WeblWwNy/jya3jR0lAkiThNUTIH463z5fFib7GWI2eo6JrCpy7u4QQRbzszy9vOzPLhF7bImxoFQ+X2xTJfuNYmbyg8vdqlNfL55ttnURWZfvZcj00VMLI4m6UpL3M27B83y/U8y/X8l27mWHy9c6lCFKeYmogyGZrCB55aR5VFc+IoiHjyRpuFam5camBqCpd3B9w6V+bq7hA3FNwiN4jRFOFezBkqpqp+GcPW1lVuX6zw1GqHiUljDAK3dTUTHztftq1TJVOILC95rP1jY7kmntvdy1U+fWmPJBXPrVYw2R36vPrEBE+udDi31eeNp6bGwuB+5PmW2RLX9kShQDGL4GkZc21/9iOyfS/M4qIylZxGa+Tjhwn3HaoRJyk5XYE0ZamWo2TpFE1VOHPG15eU33t2k1rO4JVHX2Tj3ne4hqUqrHddbE3BCWO+/pYZNrsuweVkfP369OU9QAiuAGVL59hkgZ2Bx5GJPIfqOX73mU307Lq1fy3bF0yqOZ0XNnrsDn3uWqpSsTWeutEZP8f9c+qOxUp2rRQvwkpLiIJuEHNmvsRdy1WOTIg1jx+JRsz1jsvIizg1UyJJUiHGv+RaemqmxKWdwfhaK44j4TR80+lpek7Ipy7tUssZXyZ2XdsbZceOwutvmnzZz07PFlmq2y+LTAZxMr6edLLry0tTU8+sdXnsepsoETcMGnlz7Cx9aRTO0hXuWq7wyKVd4kyUPtLIc3azjyQJQWm/2fXVJyaQgPsP1zm/1fsy6pOmCkF7s+vSGlq87qZJvDAhTto8erVF2RaxZoBvun2O59d7hFGKoYnt3nfBHZ7IoyvieJj4EofT/vssCMFeNDNWuXPpxfK0rZ7L9eaQgqlxdCJHFCfj915g7PhtFExqeW/skH3p3LNc5bNXmpmbSsr2pYIXJVnZjMzIjwFxnt40LYpj7l6usdIS+3KhanN1b5gdU2XKts5u38MLY641dWay6zCIe8T7AuSXCl0g3rfmK9b4nD01UxSx55yOqSljsRyyG1gZH0+RRVPzrfNlts9us9F1aeR1Ts0Uv+xvfKU5ELu+wnzo+U3+nw9fZL3j8LfuWuA3HlsF4PseWOb7Hlj+Gm/dwXy1I8sS//ytpyhZGv/xk1fQFZm3/9zn+PfvPIMXxrz38TV++X+7ix9743H+ziuXqWZC13955CpvPDXFUlES3K1LHxYOkcEWIAm31ev+ORz7OvjIP4ZrD4u2xLu+D1pXhOsry9TzLb8E/hCufAL0PCzcA6M9eN/3wJvfLdoUT3+L+DqAZx/MwfzFjCTB/N3iCyBw4JnfEAL26ufF95oX4b6/LzhfVx+GJ/87PPFLounxyOvg9u8Srkzl4G3zYP7qT95QuWOhOr7Duj/7H8Jfld3UmyyaXxZF2J9qTizgzsyXsXTxYXp/sbcfYzA1hXfetcBj19s8tdodL/4ApksW3/vKQ6xnnKKXLpDHnJPM6TBRNF4UrUwRdXip0CPLAqQbp3ByujiOYoltENsSfgUnSiFj9kRxwlpnhKUrLFQtitndalV++WJ6f+YqNjMVCz+L5U0UDHaHPqaqUrI17soWLSM/EhDsWo7PXNkbQ/UbeYNG0eD7HziMFwne11Itx7nNPvNVG0tXqeZ1Jkoi0rYfv/HCmGfWuqy2HRaq9su4LH/c7PNtZEliFESYmjx2gdTyBptdj6dWu5yaKX7JAkYsioqWzs7AH8cW9+fu5erYmbMvcEXxV3jRsnFDsbjyX7I/KjkdQxMxpX2O1/5jvdRJ9oabpvjZT15momhyb+Z02I+GnZwpstP3KGdOtz94bpM0hTuXKl+R79J3Q7wwwdREjEuWJW6dK7PV84hiEbFqDn0MVcDjXzpBlHByqkA1rzNfsfkCbQ438qiKTGvkf1msVH7J35dlicWa4JSdnivSHATMvuT1fuk8cmmPyYI4BwXQXXx/omAyUTD51MVdIdwA2z2XvhdxZKLAd9+7SHsUsNX3GHgROUPlzqWqiAdK8PmrTdGapov45H6r3leab7p9jvYowFBlVFkmSr78PNqfvKFSMF9+fBiqTHPo818/d513vfowrzkxSccJeXaty6F6joqtU7I0iqbGfYdrbHbd8b5XZInJgkHBVDkyUeDUTJGjE+J1v2OxwhMr7fHxtD+2rjDwIgxVCEn757KmSpRsk2+4dQZVlvi9ZzepZovsVx2f4C23zFDJjh1Jkjg1U2KiKESNu5YqbHW9sfvtpKVxqJHDyYQCVZEwNcGvAjIRi/E1LW+qnFkov2w7716q8PHzwkhRtXXReprty8ONPJam8MkLu6w0R0wsV7l5rsSza92XiR77x/XYUZPtxruWKyiSPIamA2iyzLEJ0Qw4lV3TZVnC/JKbeY2CMRahT8+WWM84c/sTxAk5XeWW+dKX7f+dvjfe5186+/E7gDecmuKJlTafv9pCVWRKtsp06cvfZ26eK/H0Wlf8t5bGwA/HYsqXjirLPHiswdXdIW0n4KnVDhVbxw1jnlvv8sjFXV530+T4eDg6mee3nlhjvmq/zIH2qqMNuo4Q0OuZeFrL6+OY+snpIrW8OE7mq/b4tdq/RuuqeN3fcNPUeH9+teOFMX1XuBCnSyaPZq/PRtfjppmXi13TJZOuE7xMqPzSqeR0XnW8gQQ0sxsybtZ8CC8nd9y9XGOt7XDUL7xMqGoUDDpOwLGJPJNFE1MT5SZrbQcYvex3DVUZO26/0kwUDYzdF18TWZK4/3CdvYFwEN42X6FkaXzq0u7YHT1V1NnOjitdkbn/cJ1PXRSFH1/t+9/Bp/YvmTRN+cVPX2e17fDgsTq/8dgqX3dqirsPVfnb9/8vaO87mD/XkSSJH33DceYqNj/xO88RJzJ/99ee5O6lKpIkGBjAWOja27jO9sM/D8+dh94TELkijliaE/Gn7ppYDB9/MzSOw8ztQuz6jvdBdRkCF5wmnP992HgSbnxOuMCSCE5+gxC7KkvwA4+Iljg4ELkO5mD+V49uw93f9+K/9y6KKPHd3w9pAr/13bD9nPiZ14UX3ie+jBIs3CccmCe+/kD4Opi/svOWW2Yo2l++YNjn8IT/E7HipXPLXBmAz1zeQ5Vlpkomg/8fe+8dZtdV3vt/djm9TW+SZtQlS3LvBQy2semE/JIYCDghIQkhJJQkFyfkXhNCC5BAIEAuXF9KAgHTLjbFttwtN8myJKtrNJreT+9n198f65yjGc1IGsmSrbI+zzOPdM7Z++y99tprn72++/u+b8WiM+afNQld3hqqTxBm0hjyzuuork12a/9e3iPEI8dxRXL4ij3nhvqqpU1sG07Xq7zVqDtq5pl4FCoWnmpFyIaAh6agl+Wth8WVrgb/vPd9+apjp2zaTGTL+KphK7UqYzVq+5GrWLRF/AwmivXwMoD2GRO81oiPq5Y11SfUNWHwkX1THJoucOEiEd7hqyaRhtkiyvG4vKeRB3ZP4NVUblvfwYWLDk9Wb1vXQbZocmg6X3cwzWQqW6n//0jhaGaRn2UtwlWy7AjHx0xq++w5wt40natwWXcTLWFfPXfPnHVVhdvWd7BrLFOfUKtVF2DZtOmMBYhUxbiephC6prC4MUj5CEGkhmmLKnO1JqWKQnjSNTFhbQx66vl+jmRpS4hb17WjAO+8sls4OXSVdfO4DY48Zr97xZL6/zui8wtdIKrMFStzXVc1PnzL6no+oLBfB0WcHyiwYXGMhpSXveNZ9GpFwF2jmbro4lbDwmC20+RImkLe+vmaKBw+D25c3TpnvWzZpHCEMOjVVbIlqxrCpLJtKFWvvHlpd2M1+fthcXxmCCEIJ2m06gbyV3OA1cTYJU3BOeJawKOTK1v1MZIumrPaOF9bV7TOddStbDv83lsuXjTn81qxCTicd652rrx+Q0c9D9elSxppCHkwLId0yaAhIPLDJQoGg8kiDUEvYb/OzV3tBL2H29LVECDi19k1mkHXFDpjAXaNZtgxkqE1Iioy1k4LVVVoi/jrbrOAR58lWNeWWdMR4dYNHUTmEYtqzBQQVrSG5xyb1oiPW45wbR3J8ebKtbE7li7hAu1R37wCiU/XaA556Yz5uWRJAx3zCGKHtyn6tqc5yGSugqYqXNHTRCSg80xfgrDfM+vcylSdZAGPyk1rD+dtVlWFt1+6iCuqrkaPptI7mWc4VaSzWpyhJjANJ4sMJArcsLKlPsZrTrVcxTxhseuB3RP1/0cDHq5e1sxFS2I0BDz49dnftbpaPTlZrTB7NGriXtCrs3ssw5LGIN1VgW5mP4V9OkuagriuyKtWC/sGEcreHy/OEsdqgtnMa1vIp1E2HXIznNAzaQn7eMtFXdz34hhwWJytMTNFlKIotEeF+7smdsXzouhILe/dQjUZeadeZf9EjnzFYn1XFI+mcOGiKE8ciPOGDR185Z2XHvOHQHLm83tXLqGnOcif/efzKApsHUrxh9ctJexRyfQ+g3vgARqGNtI6uYu7AMdYBFe8l30ZjbV7v4qbHkRZfJWo4rbtv0SerdY1cP1fwqW/D32PwP0PwugLUKjGEGteWHQF3PARsd7iqw7vUNclr8RhkEgk89G6RuTVq/E7dwvx6+DDItzRqd68VzLQe7/403yw4f8T617+XgjMfcopkZxteKqTkINT+XqozEK4YWULFcsRIU8RH7qmsL41SmtYTE5awr4TqnwcqoadhY5wEamqglcTeZ9sx6UzFmA8IybObdWnzkc+7a1VE4vOM8EbThYZz1RY3BjgymVNtIRFIuQal/c0sWUgyYZFsbozCqg7QGp5TvK2haooc26+a4JOpjrh1lWVJY3eeW/SO6J+mkLe+nZqy9SENfF9Kpd2N4ocNhz9Cfp8+D2iSt9r1grX3kwNJ1Uy0DQFx3Dr4Z8zSRYN2iLHz2mqqQoXLj72tbAp5OXmC9pnOfPSRQNVgeaQl/ao76j33GPpEkPJIh5NxXZdVBQ0VUyatg+nuXZ5c/2cmbkf84mCr13bxkS6zN6JbF2sGEoWhWuuOVjPAwVwWXfjrFDWGoGqOHHBUcJprlrWxHimfEz3xbG4rLuR7cPpumPmSCYyokpcyKdz0eIGfLrGdK7C7rEsQa9OvmIJMUnX6GkJUpohRHU3BxlKFuvhTCdKwzy54kDkQzpyuTUd4XqI0lCyyFSuwuU9jaxqF8UFKpZD21GKI1/W3UjYp+P3aFy9rFmMEf1wAuyb1s4WXkI+DXKHhfJaONZ8bWw6WuqSE6TWvXvGs7xqVStKtZIdHJ7AT+cqPNOXYFFDgCuWNlGxHG5a287S5iCLG2c/9N41mqFvOo9Tdaq+bp0QwgYTBSYyZRJ5g9awb9Z15NoVzWwdTFKsJvefj+tmOF6PxkKuKbtGM0T9njn5qzui/rqAeixqgr9lO9y4upX1XdFZDtq1HdH6eDOquZt8ujpHwJtJTXhsj/qJBUSewIBXuIOuWd7MspYQi2c43WxHhDseLd/VkqZgPU/l8tYQhm0TC4hqvkHPYSE1WTCoWA5+j8bFixuIrtQZSBZpDi38967GJUsaSBaE4B4NePB7NLYPpxmIF7h1fce867jzuLTmQ6vm0ToWYZ9eF+tvW99BxXJ4YNc4xYqFt1oZtkbt/zPPl7BPr1cQPhozr4W18/fqZc3zXl8v72nEtB32jGdZ0RpmOFVkJFXCqRamaFngMZZiF+JE+dAPt6GrCt+64wo0TWHnQBaPpnDrunYpdJ0jXL28mXs/+Co+9O1HWJ56krf1fw/3C88RKyVxXXCVw6ET6lV/DK/6a35+z2N8xP0P7nHfTOu6j3DbpatRl71GCFr/8Sr4sycg0AhPfEG4vlbfKtxeXZdC+wbQT80PqUQieRlpWQ23fkr8OQ5M74OR50HzCNdm7/1gV2DHD8TyD30CmpbDa/4OQq1C3JauL8lZSE1omengWAgiP85sp8PKo81eF0At8fd8Oal+94ollC3h7LpqWVP9Zn8qW8Zx3VkJ92scmTOlRrZsMZUrs6wlSKpgUDCsWfd8tXAZTVHq4SozqYko6YJJU9g7Z8KhKApXLG2iKejl4FSe/ukCyaKBNc+EMFk0eOpgnBtWttC8QGHwRMQuEG6ViF8kXp8pSdSSn+uqOm840QUdERpDXpa3huckMj8ZjuxXXVNpCHrRNGXeiWeNyWyZbcNp1nZEKBo2sYBKc8jHZd2NVCyHiayornmkSDrfcYr6PcQ1cZ7X+u26FS1zHGfAnL6/YmkTlaO4xWbSGQvU3SAni2E5dZfSkTzXnyCRN1jaEiJTMumfTnNJdwOXdTfSEfWzZSB5eJ97mriip6nuBFvUEGBRY2CWiHs8OqJ+EsdwkoS8+ry1Xd6woXPW63Wd0Xp+okzJPKZDceaxP5azp0Zj0Es/hbog/erVrfO6X954Yee84a0nQ23Sbh5D6GkIeuqVSEE4gFrC3jlCF1DPR1UyhJBZc3y99ZJFKIh8iTXB+4g9AZgTRnsybTkalu3QN50n4tfniF1XL28+ylpzMW2H7uYQl3Y3zvmsVkQCDrvmisaxx1ut0upEpsRQsjQr/5VXV+eM4c5Y4LjCfO1Y1FxUR9IS8TKZ1esPDmo5zJpO4MHOTGZWNq2xqCFA8zFE2Yagl8bgwvNXLZTawxFNVVCqVR2Lhl0/F7saAgynSrOcf12xAK9a1cry1qM7e+ejI+Y/6tiuPbzyaCqxgIeRVImLqkUeAhzb1Vb/jhPam3OMXaMZVraFSRYMFEX8iL76C4+iKvCvv3cxN69tn/emSXKWMfAU7Ps1DD1Fd/wgPzNyKB6Ix6M86ruCK727OWi18nDlAl50l/NR/R6Mh3/G5Y0r+LvmF4mHunlb6SFiv/kZf/n0V3nHW97IddomlJZVItm8Lwy/9Y3jy+oSieTsQ1WhfZ34AxHCWEzC4NNCANv/S0j0QaofflYLjVSECN66VghfG/4/kddPCmCSM5ya0HMsweFY1MJTXupDQr9HY8Oi+SciRzpKahOSnaMZGoLeWYncj0fUr9MSFgmf+6bzjKRKXNB5WFioiSYvjmZmJWOuhcXVXFexkDhe82lPtXxMFy6OsX8iS7JozCu+zKxkNpPXrm2jYh7fLbEQavmvjpxY9DQFyZVi9McLonjBEeuVTBu/Yc8r+J0Kgh4Nx3UpVux62M181PLlZEtWvbhBY8h7VNdDjaNpgrVzpya2LNTNeLQcW6cax3HxaAprOxvm/fz6lS0EvSlwYbhaqQwOC0SxgGeOmHLN8mYCXg27Gqo8X36lo3E8MaMj5p/33D4wmWffRJa3XbIIpZrbr3YMr5whSpwKljQFWdQQqDtIjpbj6VQaGWptriUknw+Pps5yoS1tCc3JmVhjeUuYWMBD31SemRHlQY/IR9YZ8887Fmt9eapEvPnQVIVowMPKeUI/F0qtSuqR17r5WN4aYipXXtDYbI34eH5AJLQ3qlURTwWHpvNkSuYcYe5UiNnH43jt1lTlJRXOawp56zk2j0RVFXRNZUVLiJXtkSOKFmj13J4zl7+g86WLbret75iRV0ycywcmc9y2voMbV7cS9XtQVYVsVopdx2Q8U+ItX93EZd0N7BjJYFXteKoC3/mjq7l+1fGtnpIziGJS5N2J74epvaLaWtclMLAJ+h8XeXgAvGGU9g3QupbNqz/J//rFbv7B+DKv8e3njy65AiYeIhgfwY8JP/kDXNVDVllCw8rb2OlfyWBviN//P89x1dJ2PvK6L3Ctr3qxl0KXRHL+EGyCC94s/l73CfGeUYKBJ+GZr8DA01BKiuT3Q0/DE58XlVuXvwZa1ojqrc0roXm5qAYZaHgFGyORHKbmlmo8SojS8Tgs2Lz8jnhVUY46eTwa0YCHnuYgbRE/mZLFdSuaZ+WyApFzRz/C7VNLyF6oWLzxwk7GMyW2DaVhnopYs6h+PJ97Iur3zMmVVXufIx56X97TyERm/tC2k0FVFZa2huhPFDg0XZiTpyddNE/ZxHE+XIRweCxnDIgJVnfTibkG4Ohule6mIIWKxar2k5+4n05UVZnX+VKjJeyjaNgUDZuLFzeQLZt1dyUcrsQ5k5qzqJaz6FSKPkcTqPOVwyFKb5iRz+p0cbJhoydLzanYETu6MGFYDvF8pZ4Uv286j+Mwr1ji1dVqjq4sFeuwoylXtniid5qe5mA9X+JMLuiMEvHrC3LAnSyKovDaec6rE0E9gd+ZkFenuyl4wtefhUzLagU6jkeiYDCWLh1zLJ6t1EKEj8Zt6zv45Y4x9oxluXpZ0ym5Xty4urWeS28+5tsfx3WrVTxP/N7knBS7/v7nO+mbyuO64uCIP5HYLJmv4NE1yqaNC2wdSgNCDf+tSxfx17euPiUWbclpwHVFpcP4fpg+AFf+scil8/8+IJJHH8m++6DjQlh2o1jv1X8rksMPPAkP3cUbB57kplf/OfdM/AFf2LmZj+36PuP+VbDs92hdeSVNKy5nr9XFH//XDv7l6ou5bmULf3Ngij/93lYOxfO881vPcuXSRr76zstO6w+LRCI5C/AGRBjz6lvF69QAPP012P9ryE9CdhS2f3/+dQNNcMf/g86LYXIPTO+FxmUQWwKhFimmS15WXsqT6lpI1ImG150KFEXkdOqbzs+bcHo+ak+qQz6d1x0l6fKRoTpQTQaOOFYeTa2H2hyv2Vcta6pXnnopLG6cm+fnpVJ7JjhfGN9LcQ4shKJhUTFPnRNjoWiqclSB5mzhprVtOK44l5ceozDAkdTO1ZfjmEf9HtoiQuE6VeLaTPfHK425gET/2bLJloEkHVE/Vy9v5sqlc6vhHsm6rmg94TlALOjh6uVNsxLZz0SrVvo8G1jo78yajggBrzZvePV8XNbTyP6J3IIq9S30Gnrx4oZTHiZ4pnA8Ac/v0bAcF009udx+89EQ9B415998RP2eOYUoToRzSuwaThbZPpzGrnZKpmQSz1dY0y7KaI6lixRNhwCiNK2qwPquGH/3xrVc1t0oKy2eSgY2geoR1QcBDj4kKpktuVK83vtLiHTC4svF6xd/DM0roH09ZMdg87dg9etFCNCOH8DG/wWVLNgzlOAnPg/FxOE7NM0jJoiaDyZ3iuTwRkFURLQN+Okfie9861dh3dvguf+Nv+tC7rjxFiZf/1bufu5PuWfrCOP7yrAPupsSrOs0eeOFnewczTCSKpEoVLhmRTNv2tDBtuEMmw7Gue5zD/PP/9+FTGQqtFUTIqIouK7LjatbT2hASySSc4TGpfCmL4g/1xXi14v3wP7fQHoASmnqmTVKSbjvo5AbEckD8+OHv0fzQWwR/PnT4AlA70bIjAghLNolcoQFm0A9fjiARHK6qU3ejhYWcTqpCWyOs/AJ8JKqaKQAO4bTdMb8R83vNZOgV+ctF3XVHSS1Oevx7iPbo366GgJnpH5dc6+d7rCc+fBoKl0N/jkVxyTH52RDjo9WFfN0sKo9wqpjF/A7YRYSAvdycywxIOr30Brx1QXJhQgH84XLni5DxlXLmo6bF+uVQFOVY1Z3PZL2qL/uXjxVeHUVL+dv/u5rV4jCH6/UmNM1ZcEVoudd/xTuyyvOUwfj3PmznTz39zfTHvXzX88O8rVHD/L2yxaxfSjNjpEMUb/O5o/fgt+j4bquFLhOFxvvEjlr3v0TMMvwq78WE7OL3yVcDk/+i0gCfdHtIt/N8/8HFA3cGRfaLXeDY85+D8TkzzZB1aGhB679C9h7L+SnRCJpAN0PZgFaVsKqW8TEs3EZtF0A4ar99g2fq39leyzAR25dw4dft5rdY1k2HYyzeyzLvvEsTx2Mk5tRDQngsf3Ts17/7U92znsYfvgn13D18qYFnWdWteJEZyxwQlWwJBLJGY6iQNMyeM3HxB+I6+LkbnHtGnoWUKCUAeuISkp2BdJD8JXLhCim+6Ccmb1MpBPuuFcsu+VuKCQg1Az+BvCGoGEJdF8rwifHtotrYMtqcc09uBF6roOWVZDshy3/RzwkMIvVf0uH/3/LJ2Dlzaf/eEnOWmoVD1sWULnvVHMyrrLDYpXLQKKApioLErtmrguHnV7HSiQM4FFF9a8z0SUQ8uncckH7UZOhn05URSFfsaohWzJX7stBbZzIIlwvHb9H4/UbOmaFkB6JV1e5bsWZmyLnlRC5JWcHr7RbMOjVOIFnWHNQXPfUe0Cz2SyxWIxMJkM0evp+0EdSRX66dRTLcTBtl3zZIl8x+aubV7G8Ncw9W4b5Hz99ERD5I26+oJ3fvnQRN65uRT/fLu5774PBZ6ovXPEY0uMXkxeArd+BiV3i/44lRKZgM1zxR2JStvmbkBkWDinbFP8GGoV4VMkJ51Y5A0ZROK1ch8O5KxaQWFXRxYTQOXoMr1hOhb8fF/u+5f+IcMY3fl58NrxFJJNuXCb27RQKmSXDJl0yMCyHiiUSHyoK1VLj1J8Kj6XL2K5LR9TPlx46gGk7LGsJ8dV3XsbixgAf+dF2Lutp5I5rl+I4Lld95iH+8LqlfPCmVRQqFuvveoBPv30Dv391DyBuwEumTSJvkCoa5MsWl/U0npFPtCQSySkgMwaHHoPh52B0K5TTwtVayc8V/k8VPTfA731XbPen7xPXWUUV11NFF2JZ0wrxcGLr/wWUw8soKlz3l7DsVeI35PHPifdQxG/Im//19Ozzy8TLdT/zcvFytKdk2MLh/DKTyFfYdDDOpUsa5w09PB7pokHQq590WNcr1e5zgYpls6U/xcq28GlLC9E7mSPs1+WkvophOfxm1zjrOqP1wgWS04dpO4ylSzSHffNWmZVIJPNTc2sfmYtvofczZ7XY9dyhBLd/81k8moKuquiaiCf993deynUrW9g1muGZvgRXLmtifVf03H568bM/hcTBw0KTWxW0aq/zk2LSNBNFgcgi4QYoJo8vNM2HJwi+iBC8XEeIYCjiuzWvcBWoOlhlUL2ge8WEqedaKKZhz8/hjV+EaCccelyEHHoC4A0LwerIP1+Ueesan2Fs7k/yn88O8vDeybotOOLTQRG25KuWiZh723G4bmULmaLJoek8l3Y3srYzwufv38+zhxIkCwYVa7ZY+PjfvuYVV9klEskrgFGAQhwqGfA1iDxgvRur1+GwqA6ZnxBiUyULqSFo6BbX3XIGUoNwzZ9DpAuGnxW5Dq/6M1j6KuGKffRTcPl7xQON0a0i9HL5a+Did0D8APQ/KR6GuA7kxsAyRIjla/9euMKSh8QyrgPFuHCWfXCz2PfN34JwO6x7q3i96cvCXbb2jeL1w/8ES64WOc8cBx74e/H/FTeJdm/8X7D+7SK0vZAQYexv+OfTfsil2HX2kCubPLJviiuXNtH1MlXLk0jOZvaOZ1nSFJTiy8tA7fq0tiPKmg4pLkokL5WF3s+c1Ve3q5Y10f/ZNx41RGzDothZn3hywfiiEGypPmlXZv+LIhxYM5/Ez/xM94IeEOExnuq/uv/wn8dfnUxFhbDli4iJlTcC2ks8hS76ncP/X36j+DsHuGpZE1cta8J2XPaOZ9k9lmHveI6DU3mmcmV++eI4RcNi7ydfj6IofOLe3Tw/mOSjt64BYFlLCJ+u0hjy0hT00hQSf2G/fspj0SUSyVmCNyT+ajR2iwcHJ8Ol74Kb/5cQwxQFplaJUMsLq9fkvb8Ugtctd4nXz/1vsb23fU28vv/vIT0I76gm3b/nDuEC/vNN4vW33ygeUNTY/C3ovOiw2LXlblh922Gx64Xviv2oJfjf8d8QWyzELtuEPfdC5yVC7LLKwoUmkcxAURQURXnZk5xLJGcrF3SeW4L3mUzE7+E1a9qIvoRE2xKJ5MQ5q51dEolEIpFIJKeLl3I/8/Wvf50vfOELjI+Ps379er785S/zqle96rjrPfXUU9x4441s2LCB7du319//zne+w3vf+945y5dKJfz+hT0EOdfvzzJFk1hQ5nySSCQSieRcZqH3M/Lxl0QikUgkEskp5Ec/+hEf/vCH+fjHP862bdt41atexRve8AaGhoaOuV4mk+GOO+7g5pvnLwQQjUYZHx+f9bdQoet8QApdEolEIpFIakixSyKRSCQSieQU8q//+q/88R//Me973/u44IIL+PKXv8ySJUv4xje+ccz1/uzP/ox3vetdXHvt/OGpiqLQ0dEx608ikUgkEolEMhcpdkkkEolEIpGcIgzDYOvWrdx6662z3r/11lt5+umnj7ret7/9bfr6+rjrrruOukw+n6enp4fFixfz5je/mW3bth1zXyqVCtlsdtafRCKRSCQSyfmAFLskEolEIpFIThHxeBzbtmlvb5/1fnt7OxMTE/Ou09vby5133sn3v/99dH3+BMZr167lO9/5Dvfeey///d//jd/v5/rrr6e3t/eo+/LZz36WWCxW/1uyZMnJN0wikUgkEonkLOK0lISo5byXTxAlEolEIpGcrdTuY06mls+RlaJd1523erRt27zrXe/iH//xH1m9evVRv++aa67hmmuuqb++/vrrueyyy/jqV7/KV77ylXnX+bu/+zs++tGP1l9nMhm6u7vl/ZlEIpFIJJKzloXen50WsSuXywHIJ4gSiUQikUjOenK5HLFYbEHLtrS0oGnaHBfX1NTUHLdX7buff/55tm3bxgc/+EEAHMfBdV10XefBBx/kpptumrOeqqpceeWVx3R2+Xw+fD5f/XU8Hgfk/ZlEIpFIJJKzn+Pdn50Wsaurq4vh4WEikci8TzGz2SxLlixheHj4nCx9fSzO57aDbP/53P7zue1wfrf/fG47nN/tP9vb7rouuVyOrq6uBa/j9Xq5/PLL2bhxI29/+9vr72/cuJG3ve1tc5aPRqPs3Llz1ntf//rXeeSRR/jJT37CsmXLjrpv27dv58ILL1zwvjU1NQEwNDS0YPFOcmZxto8piezDcwHZh2c3sv/OfhZ6f3ZaxC5VVVm8ePFxl4tGo+ftCXY+tx1k+8/n9p/PbYfzu/3nc9vh/G7/2dz2kxGFPvrRj/Ke97yHK664gmuvvZZvfvObDA0N8f73vx8Q4YWjo6N873vfQ1VVNmzYMGv9trY2/H7/rPf/8R//kWuuuYZVq1aRzWb5yle+wvbt2/na17624P1SVbXeprO1PySCs3lMSQSyD89+ZB+e3cj+O7tZyP3ZaRG7JBKJRCKRSM5Xbr/9dhKJBJ/85CcZHx9nw4YN/PrXv6anpweA8fFxhoaGTug70+k0f/qnf8rExASxWIxLL72UJ554gquuuup0NEEikUgkEonkrEaKXRKJRCKRSCSnmA984AN84AMfmPez73znO8dc9xOf+ASf+MQnZr33pS99iS996UunaO8kEolEIpFIzm3UV2KjPp+Pu+66a1bS1POF87ntINt/Prf/fG47nN/tP5/bDud3+8/ntp+JyP44+5F9ePYj+/DsR/bh2Y3sv/MHxT2ZetoSiUQikUgkEolEIpFIJBLJGcgr4uySSCQSiUQikUgkEolEIpFITgdS7JJIJBKJRCKRSCQSiUQikZwzSLFLIpFIJBKJRCKRSCQSiURyziDFLolEIpFIJBKJRCKRSCQSyTmDFLskEolEIpFIJBKJRCKRSCTnDCcldn39619n2bJl+P1+Lr/8cp588skFrffUU0+h6zqXXHLJrPe/853voCjKnL9yuXxKtnsqOdVtf81rXjNv29/0pjfVl/nEJz4x5/OOjo5T2awFcyLtf+yxx+Zt2759+2Yt99Of/pR169bh8/lYt24dP//5z1/Sdk8np7r93/rWt3jVq15FY2MjjY2N3HLLLWzevHnW95wp/X+q2342jfsT3Y+FtP9sGvsn2geVSoWPf/zj9PT04PP5WLFiBf/3//7fWcucq+Mejt/+c3Xcw/HbfraN+3MNeVzPTD772c9y5ZVXEolEaGtr47d+67fYv3//rGVc1+UTn/gEXV1dBAIBXvOa17B79+5Zy1QqFf7yL/+SlpYWQqEQb33rWxkZGXk5myJB9KeiKHz4wx+uvyf778xndHSUd7/73TQ3NxMMBrnkkkvYunVr/XPZh2c2lmXxD//wDyxbtoxAIMDy5cv55Cc/ieM49WVkH56HuCfID3/4Q9fj8bjf+ta33D179rgf+tCH3FAo5A4ODh5zvXQ67S5fvty99dZb3YsvvnjWZ9/+9rfdaDTqjo+Pz/o7Fds9lZyOticSiVlt3rVrl6tpmvvtb3+7vsxdd93lrl+/ftZyU1NTp6GFx+ZE2//oo4+6gLt///5Z+25ZVn2Zp59+2tU0zf3MZz7j7t271/3MZz7j6rruPvvssye93dPF6Wj/u971LvdrX/uau23bNnfv3r3ue9/7XjcWi7kjIyP1Zc6E/j8dbT9bxv3J7MdC2n+2jP2T6YO3vvWt7tVXX+1u3LjR7e/vd5977jn3qaeeqn9+Lo971z1++8/Vce+6x2/72TTuzzXkcT1zue2229xvf/vb7q5du9zt27e7b3rTm9zu7m43n8/Xl/nc5z7nRiIR96c//am7c+dO9/bbb3c7OzvdbDZbX+b973+/u2jRInfjxo3uCy+84L72ta91L7744lm/PZLTy+bNm92lS5e6F110kfuhD32o/r7svzObZDLp9vT0uH/4h3/oPvfcc25/f7/70EMPuQcPHqwvI/vwzOZTn/qU29zc7P7yl790+/v73R//+MduOBx2v/zlL9eXkX14/nHCYtdVV13lvv/975/13tq1a90777zzmOvdfvvt7j/8wz+4d91117xiVywWOy3bPZWcjrYfyZe+9CU3EonMusFZyHovByfa/tqEP5VKHfU7f+/3fs99/etfP+u92267zX3HO95x0ts9XZyO9h+JZVluJBJxv/vd79bfOxP6/3S0/WwZ9yezHyfT92fq2D/Rtv/mN79xY7GYm0gkjvqd5/K4X0j7j+RcGfcLafvZNO7PNeRxPXuYmppyAffxxx93Xdd1HcdxOzo63M997nP1ZcrlshuLxdz/+I//cF1XPFj1eDzuD3/4w/oyo6Ojrqqq7v333//yNuA8JZfLuatWrXI3btzo3njjjXWxS/bfmc/HPvYx94Ybbjjq57IPz3ze9KY3uX/0R380673f/u3fdt/97ne7riv78HzlhMIYDcNg69at3HrrrbPev/XWW3n66aePut63v/1t+vr6uOuuu466TD6fp6enh8WLF/PmN7+Zbdu2veTtnkpOZ9tncvfdd/OOd7yDUCg06/3e3l66urpYtmwZ73jHOzh06NCJN+Il8FL64NJLL6Wzs5Obb76ZRx99dNZnzzzzzJzvvO222+rfeSb0/Uvdj2O1/0iKxSKmadLU1DTr/Vey/09n28/0cf9S9+NE+v5MHPsn0/Z7772XK664gs9//vMsWrSI1atX8zd/8zeUSqX6MufyuF9I+4/kXBn3C2372TDuzzXkcT27yGQyAPVrQn9/PxMTE7P6z+fzceONN9b7b+vWrZimOWuZrq4uNmzYIPv4ZeIv/uIveNOb3sQtt9wy633Zf2c+td+v3/3d36WtrY1LL72Ub33rW/XPZR+e+dxwww08/PDDHDhwAIAdO3awadMm3vjGNwKyD89X9BNZOB6PY9s27e3ts95vb29nYmJi3nV6e3u58847efLJJ9H1+Te3du1avvOd73DhhReSzWb5t3/7N66//np27NjBqlWrTmq7p5rT1faZbN68mV27dnH33XfPev/qq6/me9/7HqtXr2ZycpJPfepTXHfddezevZvm5uaTb9QJcDLt7+zs5Jvf/CaXX345lUqF//zP/+Tmm2/mscce49WvfjUAExMTx/zOM6HvT3Y/FtL+I7nzzjtZtGjRrBulV7r/T1fbz4ZxDy9P35+pY/9k2n7o0CE2bdqE3+/n5z//OfF4nA984AMkk8l67qZzedwvpP1Hcq6M+4W0/WwZ9+ca8riePbiuy0c/+lFuuOEGNmzYAFDvo/n6b3BwsL6M1+ulsbFxzjKyj08/P/zhD3nhhRfYsmXLnM9k/535HDp0iG984xt89KMf5e///u/ZvHkzf/VXf4XP5+OOO+6QfXgW8LGPfYxMJsPatWvRNA3btvn0pz/NO9/5TkCOw/OVExK7aiiKMuu167pz3gOwbZt3vetd/OM//iOrV68+6vddc801XHPNNfXX119/PZdddhlf/epX+cpXvnLC2z2dnOq2z+Tuu+9mw4YNXHXVVbPef8Mb3lD//4UXXsi1117LihUr+O53v8tHP/rRk2jFyXMifbBmzRrWrFlTf33ttdcyPDzMF7/4xVkT/oV855nQ9ye6Hwttf43Pf/7z/Pd//zePPfYYfr+//v6Z0v+nuu1n07g/0f040b4/08f+ibTdcRwUReH73/8+sVgMgH/913/ld37nd/ja175GIBBY8HeejX2/0PbXOJfG/ULafraN+3MNeVzPfD74wQ/y4osvsmnTpjmfnUz/yT4+/QwPD/OhD32IBx98cNZ1/Ehk/525OI7DFVdcwWc+8xlAOPN3797NN77xDe644476crIPz1x+9KMf8V//9V/84Ac/YP369Wzfvp0Pf/jDdHV18Qd/8Af15WQfnl+cUBhjS0sLmqbNUTanpqbmqKQAuVyO559/ng9+8IPouo6u63zyk59kx44d6LrOI488Mv9OqSpXXnklvb29J7Xd08HpbnuxWOSHP/wh73vf+467L6FQiAsvvLB+fF4OTlUfXHPNNbP2u6Oj45jfeSb0/ancjyPbX+OLX/win/nMZ3jwwQe56KKLjvkdL3f/n+621zgTx/2p3I+jtf9MHvsn0/bOzk4WLVpUFzsALrjgAlzXrVezOZfH/ULaX+NcG/cn0vYaZ+q4P9eQx/Xs4C//8i+59957efTRR1m8eHH9/Vol1mP1X0dHB4ZhkEqljrqM5PSwdetWpqamuPzyy+v3/I8//jhf+cpX0HW9fvxl/525dHZ2sm7dulnvXXDBBQwNDQFyDJ4N/O3f/i133nkn73jHO7jwwgt5z3vew0c+8hE++9nPArIPz1dOSOzyer1cfvnlbNy4cdb7Gzdu5LrrrpuzfDQaZefOnWzfvr3+9/73v581a9awfft2rr766nm347ou27dvp7Oz86S2ezo43W2/5557qFQqvPvd7z7uvlQqFfbu3Vs/Pi8Hp6oPtm3bNmu/r7322jnf+eCDD9a/80zo+1O5H0e2H+ALX/gC//RP/8T999/PFVdccdzveLn7/3S2fSZn4rg/lftxtPafyWP/ZNp+/fXXMzY2Rj6fr7934MABVFWtT97O5XG/kPbDuTnuF9r2mZyp4/5cQx7XMxvXdfngBz/Iz372Mx555BGWLVs26/Nly5bR0dExq/8Mw+Dxxx+v99/ll1+Ox+OZtcz4+Di7du2SfXyaufnmm+fc819xxRX8/u//Ptu3b2f58uWy/85wrr/+evbv3z/rvQMHDtDT0wPIMXg2UCwWUdXZ0oamaTiOA8g+PG850Yz2tdLVd999t7tnzx73wx/+sBsKhdyBgQHXdV33zjvvdN/znvccdf35Kkx94hOfcO+//363r6/P3bZtm/ve977X1XXdfe655xa83ZeD09H2GjfccIN7++23z/vZX//1X7uPPfaYe+jQIffZZ5913/zmN7uRSORlbbvrnnj7v/SlL7k///nP3QMHDri7du1y77zzThdwf/rTn9aXeeqpp1xN09zPfe5z7t69e93Pfe5zrq7r7rPPPrvg7b5cnI72//M//7Pr9Xrdn/zkJ+74+Hj9L5fL1Zc5E/r/dLT9bBn3C9mPk2l/jTN97J9o23O5nLt48WL3d37nd9zdu3e7jz/+uLtq1Sr3fe97X32Zc3ncL6T95+q4X0jbz6Zxf64hj+uZy5//+Z+7sVjMfeyxx2ZdE4rFYn2Zz33uc24sFnN/9rOfuTt37nTf+c53up2dnW42m60v8/73v99dvHix+9BDD7kvvPCCe9NNN7kXX3yxa1nWK9Gs85qZ1RhdV/bfmc7mzZtdXdfdT3/6025vb6/7/e9/3w0Gg+5//dd/1ZeRfXhm8wd/8AfuokWL3F/+8pduf3+/+7Of/cxtaWlx/8f/+B/1ZWQfnn+csNjluq77ta99ze3p6XG9Xq972WWX1Usju6440W688cajrjuf4PPhD3/Y7e7udr1er9va2ureeuut7tNPP31C2325ONVtd13X3b9/vwu4Dz744Lzr3X777W5nZ6fr8Xjcrq4u97d/+7fd3bt3v9SmnBQn0v5//ud/dlesWOH6/X63sbHRveGGG9xf/epXc77zxz/+sbtmzRrX4/G4a9eunVcQOBP6/nj7cTLt7+npcYE5f3fddVd9mTOl/09128+mcX+8/TjZc/9sGfsnet3bu3eve8stt7iBQMBdvHix+9GPfnTWpM11z91x77rHb/+5Ou5d9/htP9vG/bmGPK5nJvNdDwD329/+dn0Zx3Hcu+66y+3o6HB9Pp/76le/2t25c+es7ymVSu4HP/hBt6mpyQ0EAu6b3/xmd2ho6GVujcR154pdsv/OfO677z53w4YNrs/nc9euXet+85vfnPW57MMzm2w2637oQx9yu7u7Xb/f7y5fvtz9+Mc/7lYqlfoysg/PPxTXdd2X00kmkUgkEolEIpFIJBKJRCKRnC5OKGeXRCKRSCQSiUQikUgkEolEciYjxS6JRCKRSCQSiUQikUgkEsk5gxS7JBKJRCKRSCQSiUQikUgk5wxS7JJIJBKJRCKRSCQSiUQikZwzSLFLIpFIJBKJRCKRSCQSiURyziDFLolEIpFIJBKJRCKRSCQSyTmDFLskEolEIpFIJBKJRCKRSCTnDFLskkgkEolEIpFIJBKJRCKRnDNIsUsikUgkEolEIpFIJBKJRHLOIMUuiUQikUgkEolEIpFIJBLJOYMUuyQSySvOJz7xCRRFeaV3QyKRSCQSiUQyA3mPJpFIzlak2CWRSCQSiUQikUgkEolEIjlnkGKXRCKRSCQSiUQikUgkEonknEGKXRKJ5Izjq1/9Ktdccw2NjY00NTVx4403smnTplnLPPbYYyiKwr333ssf/dEf0djYSGNjIx/5yEewbZvnnnuO6667jlAoxIYNG3j44YdfodZIJBKJRCKRnBvIezSJRHK2oL/SOyCRSCRHMjg4yJ/8yZ+wdOlSLMvivvvu46abbmLLli1cfPHFs5b90Ic+xO/+7u9yzz338Pjjj/PpT38a27bZuHEjH/vYx+jo6OBTn/oUb3/72xkcHKSxsfEVapVEIpFIJBLJ2Y28R5NIJGcLUuySSCRnHF/84hfr/3cch5tvvpkDBw5w991385WvfGXWsrfddhuf//znAXjd617Hr3/9a7761a/yzDPPcM011wDQ1dXFxRdfzK9//Wt+//d//+VriEQikUgkEsk5hLxHk0gkZwsyjFEikZxxbN68mTe+8Y20t7ej6zoej4eNGzdy4MCBOcvedttts16vXbuWaDRav4mqvQcwPDx8endcIpFIJBKJ5BxG3qNJJJKzBSl2SSSSM4qhoSFe97rXkU6n+epXv8rTTz/Nli1beP3rX0+5XJ6z/JGWd6/XO+97wLzrSyQSiUQikUiOj7xHk0gkZxMyjFEikZxRPPDAA2SzWe655x4WL15cf79YLKIoyiu4ZxKJRCKRSCTnL/IeTSKRnE1IZ5dEIjmjKBaLAHg8nvp7Bw8e5Omnn36ldkkikUgkEonkvEfeo0kkkrMJKXZJJJIziltuuQVd17njjjt48MEH+d73vsett97KkiVLXuldk0gkEolEIjlvkfdoEonkbEKKXRKJ5Ixi/fr1fP/732dwcJC3vvWt/PM//zOf+cxnePWrX/1K75pEIpFIJBLJeYu8R5NIJGcTiuu67iu9ExKJRCKRSCQSiUQikUgkEsmpQDq7JBKJRCKRSCQSiUQikUgk5wxS7JJIJBKJRCKRSCQSiUQikZwzSLFLIpFIJBKJRCKRSCQSiURyziDFLolEIpFIJBKJRCKRSCQSyTmDFLskEolEIpFIJBKJRCKRSCTnDFLskkgkEolEIpFIJBKJRCKRnDPop+NLHcdhbGyMSCSCoiinYxMSiUQikUgkpxXXdcnlcnR1daGqZ//zQXl/JpFIJBKJ5Gxnofdnp0XsGhsbY8mSJafjqyUSiUQikUheVoaHh1m8ePErvRsvGXl/JpFIJBKJ5FzhePdnp0XsikQi9Y1Ho9HTsQmJRCKRSCSS00o2m2XJkiX1+5qzHXl/JpFIJBKJ5Gxnofdnp0Xsqlnjo9GovJmSSCQSiURyVnOuhPzJ+zOJRCKRSCTnCse7Pzv7E1BIJBKJRCKRSCQSiUQikUgkVaTYJZFIJBKJRCKRSCQSiUQiOWc4LWGMEolEIpGcr0xly7wwlMKrq1y9rJmQT/7USiQvB/F8heaQ95wJO5VIJBKJRHLyyDtwiUQikUheApbtkCwY6JrCVx4+yHefGcB1xWeNQQ//6y3rePulZ38lP4nkTGYsXWLLQJJLlzTS3Rx8pXdHIpFIJBLJK4wUuyQSiUQiOQqDiQL/uvEA07kKP/iTawC4f9c4l/c00Rrx8dEfbecXO8awHbe+zlXLmvifb1pHvmLxpY0H+MiPdjCUKPGhW1a9Us2QSM55MiUTgIplv8J7IjkZhhJFOhv8eDSZYeXlYiBeoCPmx+/RXuldkUgkktOC/EWRSCQSiWQeHj8wzZu/solH9k6xvDWE67oYlsOdP9vJ536zF4ALF8f44xuWsrQ5iKYqrGgNsaw5xIWLY1y7opkf/MnV3H7FEr700AHueX74FW6RRHLuolZDF5e2hF7hPZGcKEXDYttwiv544bRtYyJTJlM0T9v3n20YlsOOkTQjqeIrvSvnBWXT5sWRNOmi8UrvikRyXiGdXRKJRCKRHMGLI2n+7D+fZ2VbmG++5wq6GgIAmLZNR9TPsuqE+o5rl/L3P9vJQKLIv7/rUt58UReW7QCwbSjFM4cSfPrtG5jIlvmHn+9iXWeUDYtir1i7JJLTSaFi8dDeSV6zpo1YwPOybrts2vh07YSdQdmySdT/0va1aFhs3DPJq1e10hjyHnPZ3skcXQ0BmctvBl5N5cJFMVoivtO2jef6EwC87ZJFp20bZxNONdbesNzjLCk5FRQqFv3xAiXD5urlza/07kgkZw27xzI4jni4fDJIZ5dEIpFIJDMoVCw+8P0XaI34+O57r6oLXbbj8oHvv0DvVJ41HVEyRZOb/uUxfvT8MH9100refFEXAHp1sn3/7gk+f/9+vvjgAf7t9ktoDnv5mx/vwLCcV6xtEsnpZCJbBmA4+fK7RS7ojNIa8RLPVxa8zli6xKP7phjPlHj6YPyknUXxnHBrDB6n3RXLZs94lmcPJU5qO+cqmqqwpClIRAqALxu1vJKmLX+PXiqW7bCpN06ufHTnYCzg4YLOKGs7oi/jni2csmmTr1iv9G5IJHM4OJXnUDx/0utLsUsikUgkkhl88cH9jKZLfPn2S2kOH3Ya/NvDvTx+YJrPvH0Dr1vXznSuwkiyBMD1K1vmfM/HblvLH1zbw3883sePt47w6bdvYN9Ejv94vO9la4tE8nKiVUMJZ+awe7nw6iojqRKJ/MLDhGruFlyYzlfqeb+Oh+u67BnLUjZFfrBa8UfXPXa7TdvBsBysV+D4HA/bcdkykGQ8U5rzmeO4x23bSyFXsfj1znGGk3O3LVkY8XyF5w4lFtxPdnW5l0Ps6p3M8ei+qdO+nVeKZMEgUaiwZyx71GV0TWV1e4RYULhIc2XzmOIYiL55ucTIB3ZP8PDeyZdlW5Izh4plH/f3um86z2j67L02S7FLIpFIJJIqg4kC33tmkHdf3cPlPY31918cSfPvj/Ry+xVLuP3Kbkzb4W9+soOQT2NJY4AP/XA7iSMcJaqqcNdb1vOWi7v4zG/2YlgOb790Ef/+yMFXxPkikZxuahPoV0LMqbmyLGfhk8OaLuDRVAIejbYFhtFN5yv0TuXYOZoBZohdx1lvU2+8vs5LwbIdSsapTcTvuC5j6RKFytzvve/FMbYPp0/p9mZSE0kXKjZKDrNrNMPWwRQTmTIT2TIL1STrYYynUEypWPa8BSKCPp2m44T3nihDiSIHp07e7XEqUdXji/yFisVzhxL1nF0vjmTYNpQ+5vf+ZtcEv945fsr282wknq/wi+2jFBboOpvKldk1mlmQ6Ou6p1fEPxu4f9cET/ROH3OZfeNZtvQnztriL1LskkgkEomkyr893ItXU/mrm2dXThxKFlneGuZ/vmUdAP/y4AG2D6f5/O9cxDfvuIJU0eAj9+zAOeJmV1UVvvA7F3FZdyMP7pnk796wFl1T+PwD+1+2NkkkLxe1EF3rFQiN6q+GOZyIq2wqV+bQdIGSaXHr+g6ABSWQrhvCqv8qVbHmePOmWpjQfMu5rstUNQz0eDxzKMGDeyYWtOxCKVVdaiHf3Mp8rWEfkZeY1+xYBDwal3U3srQleFLru657QuGrNTJFk19sHz2pdV8ujvxNOZK+6TwjqSIr28K8ZnVbXXg5Hm51iJr2qZvs379rgvt3zT0vy6ZdLyAxnaswlVvYeX4stg2n2D320oXjU0EtP2H0GHkKDcthIltm/0QOgKaQ97gC4JFCTKFicWAyV3eUHkmmaPLrneNH/fxUkSwYx3WlHQvXdXm6L87kAq53I6lSfZsLIVUw6ZvO16/Jx+KB3ZM8sPv4bjbDcuY9pmXTpncyt6D9OpPJHuMhw1CiyEC8wMGpPNnSqQlz3TGc5hfbR094vZFUkd/sHD9hgVKKXRKJRCKRVLlkSQN/fetqWo9weLz5oi4e+PCrCft0HtozyX883se7r+nm9Rs6uaAzyj+9bQNPHJjm/z7VP+c7/R6N//rjq/mX372YtqifP331cu7bcXqdEhLJyeA4LumicdJ55WohN6XTPNmaj5qh60RcZbmyRdmyyZdtnu6L84vtozx+YPZT7sFEgcHE7FxetcltW8THaLpUF8iOdxPeEPAeNTH9QKLIM4cSjB0RLjKUKLLrCDfYQid+C6Vs2jx9MI5pOyjMnSRet7KFlW3hU7rNI2kJ+wh5Ty5n157xLE8djLN3PDvvpPRo/RIvCJFrIvPSxZf5KBn2gib0RyNXNrl/98SCQohM2yFRqBxXaK59Xg9jPIGxXrHsk3IUVkyHoiEmyk/3xXmm73DOup0jGfZNHD3870SxHZfpXOVlzUXm0VRuW9/BBZ1Hz8fVEPRw4aIYazoiAHQ3BY86pgbiBR7dP0Vj0EPrjFQKubLF3vEsj+6bwp6nfQen85i2c1rFW9d1ebJ3+iU5VBVFEWkgjlIJtFCxyFbFtHTRYOtgiuI8jtP5qIlwC3nocTQn4pE8tn+KB3bPFXH7pvPsGc+e9bnOFjfO/5DBdV2eH0wykiqRLVssQD+kZNhzohyOZCBx7NyYiXxlTjh9U8hLoWJj2M4Jp0mQYpdEIpFIJFXuuHYp73vVcqZzFV4cSZMtm/zshREOVJ/eDSeLfPSe7Vy0OMb/fPO6+nq/e8ViXr++gy88sH/e0IqAV0NRFA5O5fBqKm0RH5/51d7z3kIvObOoWA6PH5jmqb74Ca3n1iu7iQmY8xLP62zZ5JF9k/PeNA8k8uwbF5Njc0Y4X22bJzKm1nREcB2XZ/sTTOfmbitTMtk+nD6mML1zJM14Wgga8215z1iWVFWcshwH/SjOm1qYzpFizbbhFH3T84drnej1I1c2KZv2HKfCaLpEsmAQzxlsG0rNWW/3WGaO4HcqSRUNHtwzwdg8+cJmYjsuZcMiXTTqjqfxTIn7dowxkSlzYDI3r0vhaJOjI3vi/l0T7FjAQ4idIxmeOnj8MfL4gamXVIwg4vdg2s5Rc0FliiZLq5WB++MFdo5mKFsOO0cymLbDo/unZhVdcF2XjXsm2TWaqY+XExGFHtozdVKOQr9HJVkw6v2QLhp1V1ayaJApnrrw1f54nqf74nUH1Vi6NG8f5MrmKQvLKptC1DzWsVQUheWtYRqCws31TF+CPePz96vluGRLJpmSOcuhpKqwvCXEVK7CL3aMHXNbp4ta2Ot8FWxtx12wENEQ9B7VVfjQ3sl6jreprLguZ4/jJHNdl4NT+fo15HjntWGJ346F/FZpR7lmr2wL85o1bQQ9c92wp4pCxTqm47ds2vxi+yhDiYWlxhirXutr6KqKT59fDnJcEaKvawrXrWimeYYTcT5XrGE5/PujvTz0EnO/bToYZ3N/sv76bZcs4lWrWlnTEeFtlyyidypfH98LQYpdEolEIjnvqVg2339ukELFwnVd3vfdLXz857v41hOH+Osf7+D2//0Mf33PDv7ke8+jKApfe9dl+PTDNziKovCpt28g5NP5mx/vOOoN34+3jvD5B/bz1ou72DyQZNMCJkwSycuFRxM39UcTZObDcVzu3TFG72SuLna5LrwwlFpwWN6RWLZLrmwx3zC6Z8sIP9k6Qtm0ebJ3uj75dlxY1hLi8p6mOesMJgrz5nwJejS8uorrujiOi1dX6Wk+/JR7KFEgXxbrzby5rglsubJFxXLqQtCR8ybHcemdyjGQKLBjOM3m/iSj6dIpq8h6oqnRHt0/TX+8wG92jc9yKnTFAriAR1fmzeF0cCrP1sEUj+6fOu5T+4WQLBizhLqa2+14jrXnDiX48sO93L9rgnzVKZQvWyiKQsm0uW5FS11MmIk9z4Q2ka/MOl9B/A7M53nTr1sAAQAASURBVDrYPZbhyRl5bQ7F87MmeUfLNVY5Rj8vVBRY2hw66oT8sQNTDMTz3LCypX48TcvhUDzPZLZMtmTy4kgagK2DSe7dMcaajgjtUT+9kzn2TeQwj1N8wHHcujB67Ypmrl3efMz99Wpzp5YRv4clTcG6uNg3Xag/FLpkcQMXdB3dEXVgMjfHHXes/c1XHUDF6hjdMpBkMlues84j+6ZOWdL8fMVi+3CavUcRr0CIA4/tn6qf4x5dZe9YloNT+bqIW6O7KciihgAKCsmCKJxRNm2ePDDNoXiBhqDnKALMS394drywWa+mcvMF7axuj8z57Ine6ePmfwJx/UwXDYYSBX78/DD5I4Ssjqi/LsDUXPZHE2RqTOcr7B7LcGAyz1CiyHCyWHcx1sINZ54DU7kye8az816Ld41muHvTIX6xfRTTdrj5gnbefGHnnGPj1VRiAU89dHjveJbhZJGH9kye1DV+62CSX2wfZTBRqLvFRlIlnjlG4Yna79rwUVxyM3FdUYRk5rWsI+af14mdK5ukigaqouDVZ4vVAIl5XLHjmRK5snXCbtbeyRxPH+MBW65sMpUr1x/SHJjMsXs0s+DxK8UuiUQikZz3PH0wwcd/vottQ2kUReHTb7+Qf3zrOu7e1M9bLurirreu5+B0jr7pPF/6vYvnvfFqCfv4p7dtYPtwmkeO8iP8kVtWs7Q5yMa9k3TF/PzbQ73S3SV52dl8KDlvOJKuqTSHfEd9kj0T23FFJSfXJezTifg9VCzhcLAdl+GkCMs7GWo38EfeNDuOi+W4GLaDogixqYbruvW8QDOxbIftw2me65+7L/3Vp+HXrWjhjRd1ksgbDMYPTxqGU6X6sZgZalVzDRh2zVV2eB9mYlZjKzVF4RfbRymaNvFcZUE5dWrfNTO0z7CcWS6zE0nGX0va/PDeSXon87P6WAEc28WqOi2ODCtrDftY3xUl7NPR1dnXvpkusdqxPtZEbzpX4cneafqmD4tKfo/GVcua6GoIsGcsc9Rk1IsaA7gus85dxwXbcVjdHuHpvng9/GVmX8x3id10MF4/P92qSHDDyhZWtoZxXZeJTJnnDiWwHeEYmU+IK5s2Y+kiv3pxbF7nyaKGABH/3NDM4WSRX744dtzwpz1jWaZzlaP+RiQLBgcmC8TzBhd0xrjlgnaCPo2LFjfMct5ULJuGoJeuhgDJgsFktkzvZJ5CxcJxjl0ddMdImgd2T+A4Lk0hL21RPwCpgjFn/6MBDy1HpABwHJcdw2kKhoWqKtx8QTvrOqNsHUyxezTDdL7MaOrojr6941mePZTAsh0OTuXIlMy6IDuaKvHLF2c7nGrhkrVzsrtJiNfzuYiOJUaeCLXumS8cdiBeIFMysV2XTMmsu8SXNgdJVh1ud286xNcf66uf915d5YqlTXQ1BhjPlHn6YJxNvXH2TeRmhbQeeV7UcwgizrEjrzMP751kIH5sh+Z8wvBMFEWhbNrzjlGvpuKbR+w8klxFjJXRdImdoxme6I3Pyn3l82j1a7miiN+a+DHCHoH6tSuRqzCdr7BtKMV0VZC+b8cY//nsIDuGD4deRnweFMR5cuTYFXnwSpiWQ8kUoY47RjPc9+IYRcOqi147RjL8YvsohuXgOC4HJnP87IVRCoZVF4NOhNGqQ3j7cLr+cCVdNPAc45gey8VXsYQw5Dgulu1w744xJrOz98vvUeu/s7myyc6RTNVZPcVT1dD26VyFgUSR7IzfW22eogw1gdmrHd3pNvu6LP6/Zzw7r7N6OFlkIlPikX1TPNOXYHN/kgd2T+DTVRzc+lg/HlLskkgkEsl5z2vWtPIvv3cxz/WLyc2GRTEeOxCnZNr80fVL+cFzQ+wazfIvv3cJTx6M8/p/e3LeBK1vuqiTn3/gOl63rn3e7fg9Gp/97YsYTIiEws8Ppk5aEJBITpZM2eTpvvgcl07JsEkUKgvKyzOZLXP/rglKps3NF7SjqQpT2QojqdKCq+plyyZ7xrJzJm21G+gjHS226xLwqPg96ixnJcAbLuwk4NXmhHxV6knz507ihpNFcmWL3WNZnj2UpCHoITxDnKiYNmPVCax/RqhKczWPTiwgXESW45DIV+Y8Ia9tcyJbFoKCK3KPhHw6ZdPmnueHOVAVllQF9o3n6vnA7t0xxv27x2kOe7nlAnE9SRUNBhOF+iR2IVpXpmRSMux6nziuOO4zJyk/fmGYveM5CoaNoigcmMzPyv103coWOmIBon4PAe/s4y5cT+Kp/EA1v9mh+NGr5NWEwplCnWk7hHw6Xk3lx8+PHDVEsKc5xNXLmmgKH3ZvOa6LYblz8sU9tn+ah/dOMp4pHdVFVTu9ah+PZ8ocnM6TKppYjkPZcnBcl2UtoTnnW8mw6Y/nmchWhAiRLLG5XzgzatuzHHeOOAhwz/PDDCWKjKdLRw3Pcl2XoWSBdMmgaNjE8xXu3TE2S0hc0hhgZVuYfRNZ0kWD0Wo1TU1RZgm/lu2yZ0y4TsYyZbJlE4fD1RiPJU7WjpztuuwcOexwe6JXHN+ZZEvmHMHHclz2TeSIVyezYZ+OXp2875vIMRAv1gVKw3LmhGPVBPRcWbin0gVxPBzXZaIqrM+kNjZq50FLdazWzrfhZHGO4DOUKJIqGLPO+YH4YXfNb3aOc/emQ7PWMW2n3ne161dNNPzF9tF6Au4dI2ke2z9FU8jL5T2NrK3m7NJVhY6qcJgtmaRLZl0s2D6c5um+OKbloCqKyFdkWBQqFpOZMvvGsyQLxixn597qewD5iskLQykSMwRax3EZShb5v0/1H9NVOPOz/nhh1lgsGhYlw+apg3F2zxNa67huXXzJFM2jivo14XFFawSluu8zw6QHE4V6/42mSwwli+waE1VHj4aLENsXN4pj2hb11wXfppCX/nhhlnso4NXweTRcl3kdQlO5Sj0k8rH900L4tl2+9/QgmZI4rjUHdMm0Z1QidqqfnZjEUjJsbl3XXg/Z0xT45YtjmLbD8tbQHFGrluT9WEVP9o3n2DueZSJbZrgqKNf2vUaubGE7LoWKxUiqxKF4ftYYLFQsAl6NsjE7v1nt+jJTHC0a9pzf0JnUrmE1HFeM79o5NzrjemjZDi8MpdgzniXg0VjfFWNFWwifrtIW9eO4x3ch1vd1QUtJJBKJRHIOoygKvZN57t0xVr+h+89nBrh+RQsf/tF2dgyn+fd3XcpbL+7iD65dyl/furpenezIJ5yXdjcCwh0x3yTi2hXNvPOqJTzVl6A55OUrD/ee/gZKJDMomxZBrzYnyXAtNKt2A50qGOwcyczrBogFPLSEfTy8d5LhZJF7nh9mz3iWjqgfry5uhB3H5dlDCe55fnje6kuP7puidypXn+TVqN3C1pKlDyUKbB1MUqhYmLaL9wjhoTbZTBcNnjkUn7Wt2lP3+XK4NAQ9+D0aqiLW1VWFpw7G62N6PFOuJ5+fOXFL5CuEvBqhqvCTKZkMJIqMpEpULJveKRGWsW88R74sckyt6YjUHUTjmRJl02bXaIZnq7lJMiWTomlh2A6m7ZArW2zpT7F/QoSbgUiIf9v6DrxVZ+nxXBggkis/uGei7oZxXBfbEY6FfRNZioaFaTmYjkNjwMPixgCu685y++wey7B9KMW+iewcAXJx4+FE22Xz+BO9miu2OXTYAZTIGzy6b4qfvTCC7bp1ATRZqHBgIlefZJUMGwfony7URc21HRFWtoXrAm2hGsa2rCVEoWKxbyI373GKBjy0R8U+uK5LvmLxm13j5EoWTSEvAY/G0uYghYpFrmzNEmT9Ho14vsLzA+n6hGsgWZgheojjsLwlhK4ps34H3KoTcjpfYThV5NAMh5szI6RQURRev6GTeM7gxZEMZdPGdd16P07nykznDydi3zOeZe94lrF0iV/tHOPxA4cn8I7rUjAsRpJFXMclVTC5vEf8TlVMZ14hGET1s1LFxqwmhT4UFw63o00yc2VrTs60yWyZkFfjwGSesil+V3+xfZSSaTORLfFMX5zGoJeSYfPo/im2Dafq1x/HcUnkDUZSJSazZXaNZtkxkmY4WWT7UHreMV27llQsB9d166JJ7Xwez5TrFf7EcjYvDCX530/08XQ1cb7ruuwYSbNzRFwfnzmUYDBRJFs2qZg2Q4kim3qnuW/HGJt645QMG8t25oyNWl+OpEoMJgosbgwS9OqMZ0o8fmB6TiL52vWhIeBhOlfhuf4E0YDO+q4opuWwpCnIxUsa0DUVTVXq26u5iiaqDp2JbIWlzSF2jqTr4aK269I3na+K33MdMTWHZrZksnUwheO4vDiSJp6v1CvFfvbX+/j+c4MArGgLzfmOZMFgKlembNo8dmBqTmENxxHh4uVqH13a3YBlO0xmy+yfnF8gtx0Xn64SnuFUnMqW5zyocRyHZw8liOcNLutu5NLuRuL5Cpv7k7RH/SxrCZGvCAGubNr0TefpbgrQEJybe2xla5iGgI5bFVRGUyX2TeRIFAw8ulIPlV3bEeF169qJ+PS6YNMW8TGULC7IHT2TB/dM1CMCGoMetg6l+OWOMfZP5Oqu6ZnUzvNjbaV27sfzlfpvWk9TkHA1bNx23Lqr6/nBVHWsFettcV23evw1LuluIOTT64J2rX0zrwUVyxbH7Ci/S1NHuMoc12Vzf5JD1ZyUzw8k68Jj7Tpn2i63ru9gZVuYzliA12/oJF00Zl0Lj8fJlT2RSCQSieQc4Z4twzzdF+eff+ciPnjTSsI+ncFEgVjAw/MDScJ+Dz/802vqItbSllA9KfCu0Qzv+tazfOuOK7h6Ri6T4WSRt3x1Ex++ZTV/8dqVc7Z55xsuYEVrGAX4p1/t5blDiVnrSySnk2TBYKUCr17VOuv92oQwXTTIls36U17bFSFkO4bTTOcqrGwLky2bxHNlXhzJMJgosn04zYauGCGfhuMoqCqMZ8tsG07j1VUuXBQDxKTKq6vkKxZT2QrdTYG6eFMj4NFwXZeBRIGeliCP7p+ib7rA+1+9nPaoj0PThVlJrU3bYfdYloolJu6ZkkEiX6E57BM5tZJFTNvhdeuEUJQpmYSrE5RlLSG6m4MUKzYb90ziumKCHfLpRw3v+vpjB8mXLa5f2UrIq9MQ9OLRLFojXu7fNUHfVB7HdVnbEWX/ZA5NUShbNl5NYzJbIVU0ePpggrWdEdIFcawXNQbpbgyCC8/2JTgwmUNB5CzaPZZhSWOAtqifeF6457qbggvK+3RL1XX3RLXKpGk5DCVLaKpKwKPh0VRcV0y0IwG97laozVdM2+HgVJ7pXIXWiI+RVGlWFblMyWT3WIaGoIcDkzk0VannfpuJYTn1HDBQc0YVWNYSwrBtkgVRBVQBKrbNI/unODiZZyRV5E0XdnL18mYe3DPB7rEM8VyFtqiPa5Y3YzsuY+kSqqKwqj1MTSrVNYUDkzl6mkOU5qnkpquKEHkUsYaqiH2sVWg8MJFn+0iKrobAvMfVdl1y5cNOpnjO4A0bOrFsh/FMmUUNAcqmCAEaS5doCHpoCHopmw4hnxBJ2yL+er6y0VSRZw8lWNEaYf2iaD10yXFdXA6H6DrV/HIP751i455JljWHuWhJjKJho6tKXbQYz5Rpi/rFpNASSe4LFYuuxgB+r0bE52FNewRFYd5JY7Zs8vxAiv2TObHNGRPYfDWUSz1iQq8qcye6Fcsm4NWIBnVURWGgGibsOC6TWSHWtUX8PH5giuFkkbaon2ShQrpo0BL21a8Fm/uTOK5L2XIIeTU6Yn6M6v9r1ES5iF8nXTSpWEI0Dvt0on4P6aJBNKAzXQ0lzpUtDMthLF1mz1iWCzqjjKaFEP36DR2oijJL5Hx03xSFik3IpzGaKlI0bcI+nQOTWQYSxbqA+LZLFgGHK19OZss82TvN3vFc/ZhE/R72TeTojPnrrp1c2UJTKixtCdWrKg4limzcM8mLoxliAZGra2VbuB7WeUFnrH6dqrlCUwWDoEejYokKnea4Q09TENcVuRDLpkPQ63JwOs/e8Sxvvbir/uAjFvBQsRyWtRwWsyqWQ7poMpAoEPbpvPuannlzs9VwXVjRGq7vDwj31sY9E2zoirFnPEtjyIumKCiqguu4s5xJfo9GxKfTN53nhcEUClXhsLpMzQ1fO86Zolk9P8B2hQN2NFUS11AFuhtF2/umCjywe4KVbWE29YrqrTeuaZ0lGOUrFkuag/zWJYvpm86TK1s0h72sagvTFPLMEvLv3TFGT3OIy3sacaxq2LlPx3Fdtg0J0fbynkYag140Vam7g/MVi029ca5f2Vx/aHpZdyObB5L8YtsoKDCYKFIwhMD974/0ctPaNl6zpq1+XWgIeojnK0LIrgiB/khqwnNj0FsXVkumc1hMnnHQV7eH+dWL44ykSkznKxyazpMpWTiuS9Gw2T8hru2m7eDRVDZ0Rdk/kcN2XK5Y2lTv90zJxKup814fjrw2jKZK1cqbFgcmsixtCR9+kFN1Quuqwni6RKpoiPtuF3Ili0UNQXYkj+70m4kUuyQSiURyXvPTF0aI5yv4dA2fLn5kf7hlmIFEkcu6G/jGuy+nvRpucCRNIS83rW1jbbXk+HCySEvYx5KmIJ9++4Xctq5j3vViAQ/ve9VyyqbN/37iEP/+6EEpdkleNsYyZZ7rT3Lh4gaCM3JC1ZwSfdMFHqwmMB9OFkkVTbpifnaMpPHpGiXDxsWluylI0bRxHGiP+lAVse7yVoWAropJl1djVXuEt17cxX8/N8TeiSx/9urllEyH4VSRS3saKJs2dz/ZT8iv8Z5rltIU8mJYDpmSwfMDSS7tbiSRN8iUTVRVQVGODIMTITo9zSE6Yn4SeYNNB+O87ZJFVCwbBZE3S1NFvpnH9k/REfXTO5Unnqtww6oWKpaYKOcrFori8ui+KVLFwyEf+bLFlv4k0YAQw12gZFroGnTGxPWhphmUTBGaUXP0pIsG8YJBa8Qncp2ZDmOZkpiIWi6DiQK/2TnBvvEsl/U0Es+L7Tquy2C8iOvCd54a4A9vWMqu0SwTmTIeTak/VU8VDBqCnnnzt9TEFMtxifo9dMT8HJzO0xj0csmSBppCXhwAV+x3PRdLVSSphaqtbAuzeyxLa8TH8pZQfaIf8mmsaA3zwmCKJw5Ms7o9wqKGAC1hH0Gvxmi6xKKGAHvHs+wZz2DbLn6vxrZhMVHpbgqybSiNV1NZ0hhgPFPCdUUo02i6xFSuzLOHkrSEfVy6pJEDk3kch3phgf98dpB8xaKzeo2uzadq+cW2D6e4oPNwAvSKZYtcPIZNY8hbnxgn8war2sI4iOTVTx6cJl+xiPk9hGaE5Vi2Q8Wy2VJ15GVLQsR1xVFkx0iGrQNJNFUk+y8ZNgencqxoDfNbly6mZNroqsrKtjBrOiK8OJLBsBx2jqYZiBdEWJHrsqI1xIHJPIbt4Loi1xmuECufGo6zZzxL2KvXrR2r28OkigbDySIKCtmyEHTXd8X4weYhhpJFVlUfsHiqQuCheAHbcemMZVjcGGDVjKTjpuVgOQ6FioVHVciVLLYOpljXGeXRfVNM5ytzfhd/+7LFs15bVYfiWKZMd1MQr66iqswSUmrHp2KJwErXha0DKSqWw5su6qQh6GFNR+RwDqfqOOuPF1jVFua1a0WIbzxX5tH903Uxe/twmuuriftr6z7Tl8C0HSJ+D/myxVCySLYkQno7G0Rbnh9I4rrQHvER9nsoVCw6on5SRYPrV7aQLBi8OJJmOFXCo6m8Zk0r33riEAGPNivUueaOnClIj2dKWLbLO65aws+2js5xwdWcUG+7ZBGr2iPsGc9WC3W4NIe9HJzME/HrNIW8IgcfsKgxWBeeLNthOFViSWOAn74wQk9TkGzJJFEwWNEaQldVrl/RxM+2jRD0CpfOosYAluOiKOLY164hlu2gVMW+smmzqDHApUsa6G4K1J2ObUf0f9TvIeLXCXg1NlQfbtR4bP8U8bzB3vEspu0Q9OgMpcS5emRefVVRCHg1hqph5gXDIlU0mMpVWL/o8Fg27WpOLVtUmL1kSQODiQJTuQq9UznSJYPGoJfNA0kGEkUC1f7xezSaQ14cV7i2ljQFKRs2/YkCzx1K4NFVcF0UVeGFoRTJgkHBsMmWLPZOZOlqCLCkKcih6Tzbh9Os74rW+zmRFwUFtgwkuXZ5Cwen8mTLFkGPxi3r2pnKiRxshYrY597JHHvGs1yzvIknD0zj0RRuWNWKril0NwWIFwymshWeOBCnaNi8dm0bUb+H8Yyo/vlE7zS9k3kWN84V5V+9uhVFAZ+u1R1cqaJRd7PVrpWr2iJ0xgI0h7xsH7bYNpgkW7ZwEQ8AVEUUDVjZFmbPWBbHcXmyN06qOLvQSO0Y2FVxXJ3HdzZWzTnX1RBgx0iaCzqjbOqd5sBkCbV6XRTnn7iiZkomn/71XhqDHl6/oYOJTJlD03muDbcwlDx29d4aUuySSCQSyXlLpmiyeSCJgvgRbg57+ePvbGHTwQTvuaaH//nmdXNcJzPpagjw5XdcWn/91/fsoGLZ/OKDN/B7VywBxM18ybTnffL2ZG8cn67yZG+cfRNZ1nYcvSqVRHKqcBzxhP/x/dNE/B7WdkZoCfsYShTq+TpM22EkVaoLKr/eOcaFixvwezS2Vp+2DyaL9DQFaWv0s38yx0iqRNivY1o2Y6ki+yZyvGFDe91lMJoW3/3soQRdDX4hCJgO+8az7B7PsKwlRMUSYkBbxEe+ItwXFy5qoLs5yO7RLEPxIoqizApNq4l0Qa9G0bAYy5QomTZj1cqHHk1FUVw0VSFfFssOpYpMZctULIct/UmKpgjBaI34MKr5eLyaiolDrmziurBxzwSXLBHujbLh8Kud42zpT7K2I4pHU9A1Ucbdoyn0xwt0Nwfx6SrTpo2qiBxL0znxNN6jqUxnK0xmKzy8d4o94xlyJYuIT2fXmJj0DhyRv2gsVUJVoC3qYyxd5vEDU2iqQqFi8arVbSw6woU0kSnzwlCKzpifZMHgqmWNZMsmazsiXLKkAVUR+7l9KIWiKPRN5VnSEOTFkQzXLm/GG/TSHPbSHBKhOZNZkS8o4vNwKJ7ntvUdDMSLGJZNyRQT0pGUCOFpCHooGTY/3TrCb1+2mJVtYTb3J6hYDl7Tpi3iq1dRtGwHFOEgOTRdoC3iI1e22DWaYVFDAAcYzZR51coWVreHKVTMusPBcty62AiH583PHkoKIStd5sWRNCGfjmk7/HLHOODW+wrg0HSepS0hfNXJcMV06udUU9hLxXJoj/rZPpxmMFEgXTRxAV1RsGphhyg8vGeSX+8cx672b6Aq9jUGvSxpCvKD54a4enkTh+IFHNcVuY9Gs1yxtJFcyWLnaIbupiDLWsPkK1Y9lxWIY9MXL5A3RAgywPpFMTqqbTcsh2zRIlkw0FRI5AxWtIYxLJt0UQg6LRFf1cWmMJktMZoqEvF72DqUZCTtx+/R0DWFhoCX6Vyl7tQzHZdH9gvRM1kwWOQNzBuq9OJImk0H41y9rJkrlzaxuT/JVK6MrooiAqZlE8+VCXg1FEVBU1WyZYvpXAWPrpIvW6iI8TGSLrGqPcxIqsj+iXxdPBlNlUQOq4o433aPZUjkDQ5MZNnUl+ANGzqqYcAmk9XxnS2b7B3P8lRfnKjfw3uu7SFRqLCEINuHUpRNm1TBxLQdeppD/ODZQZ7onea65c3cdEE7ixoDLGoUAu7BqRxPH0zg81QdKLYQtXqag9y0tg2ALz90gGTB4COvW10XvCcyZS7rbuTAZI5NB+MkSxVCPnEcuhr8s9yQj+ybpCHgIZE3WN8ZJV0ySVWdj0XD5oXBKbH9ahfUumL/RA7DdqiYos+bQ8LBo6kKuqpiuyIEfFFjgGTeIFAVq3RVEaF4rngoIESzIko1sLJk2lUXEewYyVKxXMJ+netXttAS9tWFPZGzS+zLL7aPsrYjyppqjrLFjQGaw15CXpGvEEXkAFvcGKB3KkemZDCeKTGWLlM0LIaSFotiATy6isdWsRwRkpqe4ejd1BsnWzZ568VdLG0O89xAgslshYagF11T6uKWV1OFg7TaFytaw/RP59E1pe5Y2jqUom86T7poYjku49X7wfWLYuwezVA0bDRFhA+OZkpc4boirK8swpy9moppi0qouqqSLVmUTZvOWIDuJqXuCNs5kkFRFMJ+Hdt164nZ90/kQBFFLV67to2KJZzGEb+HaECvH9dcVTjb3J+gaNisbAtTqFj8etcEQa9ed1mBEPVqTs9anrSyabN9KM2rVrXQHy+QLZn0x/Nky9VrmqqQKVmsaAvRO5nHtEXxj7Jlc3AqL74Pt16dMVp17zmOy8GpHC1hLxsWxUgWDQIere5cA/HwZrzqhK05ZpuCXhqCXrJli4olfgtUVRHnk+OQq4h8kwGPxqq2COmiydahNGOZMnPvqOdHil0SiUQiOW95dP8Urgt/8urltEZ8/On3nmfTwQQNQQ+ffNv6Y1a6mY+PvWFt/Wmt7bh8+6l+fvniOF5d5fvvu3pOVR2/R60+IVb4P0/288XfvfiUtU0iORoRn86ylnA9P1QtiXOiIJ6exwJ61UFxuEKf7UK2JHJmNQS9BDwqfdMFfJqK40K8KuKE/boID7IdFjUIR8SDuycZTBYYTZexqk/jFUVleWuI/RM5PLpKuigmpD9/YZRV7RG2DKYoVENIvv5oLy7UxanmkG9WcnbTFjf0hbJJf7zAeKpEvmzxwlCKpc0hLEe4RsqmXc9j4lFVbr6gjcf2T9M3nUetTkBifh2jmnsq5NMZSohS8kuagrx+fScvDKXIlYV45dc1YgEvA4kCfo+GZTv4PBp+XauHclQsh3DAQ2vUT6pooldz7UR8OqbjomtigrG0Ocxwski2YjKeLlUnqOKm3+9R8eoq3c0hNiyKsbsqhr04kmE0VSTk83BpdxNO1aHx7KEEIa/G3okcHk2ldzJHxK9TqthMZcvE8wYT2TLZkolPF4KDropE2AencmRLJtN5EQa36WCcdNGkKSimFq4LPS1B9k1k2T+RY2VbmGcPJTgwkWdZiwiv2nQwTmfMz1SuTO9Ujuf6E6zriqKpKoPJPI7jEvF7CHo1yqZdz3mmIBx0AFcua2THsKhgZ9kO+bJJsmBQMmyyZavqsHIoVizUqmhW2z8Qzpx4voJh2fRN5blwcYxUwWA4VWJtR4SiafP0wQRXLmvE79F4+mAcFFjaHOLixQ315N9b+pPkyhaXL21kdXuk/vCip1rlrzXsYzRdEg9MMmWm8hXaIl4My8arqxiWw1S2TL5sMZAo4tVVRpJFHODnL4ySLZtcuDiGooJHUwl6NWxHhBpNZis0hbxUTBtdhRdHUrx2TRu4GiXTZjhZ5G2XdPFcf5KxdIndoxn64gVawz6Khs324TTxXIWumJ/pXIWRZJGIT0dRlKqbRzgdVUUhkTPYM5ahbDnV6qp69Ti7BL0a24ZECHNXTExSLVs4/yrW4eIH//FYHxO5Mu0Rfz1sKpE36IgF0BRRXXIkJRwcXl1lWXOQzpgP23GYSlUwbIddYxk8ugix1VWFyWyFdEkIUaPpEj1NIfaNZ6vhaqK6oUdTyVYOJzS3HYc94zkhRFddfamimJwnCgbFqqtmOFmkKeSluznISKqEZYs8X/FqCPSusSw9zSHGMyUiPp37doyycfck/YkCjUEvfo/KI/uECJgpGiQKBl5NJVsyURRxLq9sC9cdWpoqxJWxTJlM0URVYOtgisWNAXqaQ+wdz7GyNURrxMczfUm2DiaJBTq4cmljvdDCspYQ4+mSEAOAsmHzg22DlE0Hx4XOWACPpjCZqzCYKPLaNa1oqorlCBFsz3iWy7obmMpVCOoqPo8Q3AzbrQoNQli9d/sYqqpwyZIGdo4IsWfbUJKK5bC4MYDPo/LUwTgXLW5gU+90PbxzPFMiW7RIVR1wWweTLG4M4rjCgfuL7WNcs7yZ5rC3fkxEnqsSWwdSsx5idDcHaQoJd12qYNBYfWCYKZoMp4osbw1RrNj8ZtcEfdM5NvVOYzoujSEvyYJRT5K/qi1CU9grwuEKBv/17CCjqRJFw8GrqfRO5rliaRM3rWnjN7smyFVMvB617uj0aCrJYgktoZAuGgwnCjgudMT8tEV8HJrO09McIlUwGEmVaY348OgqkYAH23Hrgh/V39RaVeFMUVTpbI346J3MibxaikJAU8mVTNIFE7NJODv9VWE+VzJ5eO/krLxa+YpFCBH2GfIJYWx1W4QDUznG0iUc53CBFdeFpS1Bdo9l2LhH5Me6aFGMXNni0HSegFejPepDV8Xvult1/DaHfLSGfeRKJgVDFI3oavAzmBRFSZ46mGAsXcawHfJlm6cOJmgI6Lx2bTtFwxIPCKpdWwuVB/iv5waZyJapmA5l02HHSAafrtIc9uK6cHl3Q7W9Iv2Brqp4NJV43qArOM/NzTxIsUsikUgk5y0P7pmgI+rnztev4eP/bxeP7p9GAe64pueEhS6gnrMDRDjEp361lz+8binfeXqAv/3xDv719y6ZlcfgVatauWltG5sOxvl/20b4H7etmRMaIJGcajRNwXYc3nZJ96z394/nGEgUuGRxQ1XcEjmJGkNegl6NJ3qnaQl5ee8Ny3hw9yQlQ1Qy3D+Zo2zZRPyinHuqaAiRwnHZN54XYWnxIpmSgWmL/CyxgId0wWQ8U2JyRtnxPeNZMiWTyYxwgDiOS990AcNyiAU9pAomfl0IAoOJIo7rcll3Qz2J/uvWdfDcoQTZklkXi8qmQ6Zk8oPNg6xojTCdq9AfL3DDyhYu6IwykirWQwObq84u2xFOsO7mIAOJPJmiyZ7xDHvHM+QqFgFdJehRyZQMyqbNuq5YvaLboXQJXVUYSRUpGjbt1aTFhYoISYr6PeSqOc9iAeGeCvt1JrIlBuNinXVdETIlk6GkCOsbz5R4bP8UlyxuYDhZIujTMG2qCfYVHtg1jveSRWiKwtcf66Mp5OWKnkbaIj6uX9nK/gmRwHzfRI6+6Tz5isWl3Q2MJEt0xvw0BDzE8wYvDKeJ+DR+s3OCla0RmoM+0kXx9D/k0+mdylM2hJAzkCjQ1RBgU28cw7axHJeWkLcaXjhA2CeEz77pAlv6k7w4ksbFRUHBdlxWtIZF8mmfjuu6aJpKLOgh5NXZO5qtugZc/B6NF4ZS9E7lGEwUmcpVKBiiEMDB6Ty5ksnaztlhUwen8wwkioS8GpGACPHMlS0UQFUhnRcT5p7mALqmkiiIAgWHnAK2KxwttuMwkang0VQKFSGw7RnPkitZLGnykygY9cIFE9kK161s5oJUlKhfJ1kw6J3KEwvoJAoGqaojRbjSFBRFIV89H8qmTcSnUzAsBhNFmkI+nupNoABrusIUDJsH9kxgO8Kl4wJjqSLJosnWwTS3XNDOkwemGUqKyXzNyRH0auybzNEZ9ePVFNIlk77pPEOpIo1B0U8+j0bQoxMNeFjWEmbvRJay6bCkyUvML/LalQzherRm5OGZylWYylWYyJRpDnu5eEmDcFw6ouLbaLqEYTtcvDjGmvYoRcOmLeplcWOQTNnEtF32T+ZY3hpmNFMiXTTx6iqm7dIUEvnyCoa4pnh1lfFMCZ+usrjJL0I5+0Ri+OZQgULFJm8IwdanqyTyFhGfhs+j8sJQiu6mICXDIuDRWNsZ5eB0noJh0xbxE9Q1elMlkkUDw3b47lMDZEomTWEfhm3TO5VnLF2uh2X5dBXDdsmXLWKBAI4rcnIVKjoP7BqnIejlyqVNGLbDc/0J/B6VlrCX8UyZn74wQtl0iAQ8rGwNsW0kTUPIg2E5DCQKFA2L6XyFt7R3USjbDCULPHVwGtMWgk53o5jddzYEKBoWb9jQwf7xHC+OZFAQAmTYrxPx+/DpKsWKxdahFB2xAFPZMi+OZgl5VVJFg12jGRoCHla1RyibNoOJAkXDroeMxvMVYgEPZlUALFRsXIQj55LFDWwZTLK4McCLI2n2jGVJFiq0RvyMpEpEAzqr2iPsGs3S1einZIgiB8OpUnVMlarXc53nqyG/Pc0hfB6VomGzrCVE33SBX2wfxaw+kDEsB8txeWFQVOiLBjx4NRXbA7tHMxi2EGkLhs1ISpwrtuOiKjCYLDCZLTOdE+HhHTF/9QGJha560FSVJQ1+JnMG+yayqKrC0uYgEZ+HoWSRq5c31UMp/R6NV61urVaBFb8rmZLID1erMuq6LrqioAKGZXPfjjEu6Iyysi2M47rECyLcOF/NtaUpCitawjxxIM7WwRSf/NVe4vkKtiuS82dKJq0RH1G/TqFiiZyQVeHW71GxbLHc7rEsuiocxstaxIMkAI+qoCpiv5a3hrhoUYzn+hN4NZXrV4q8h+PZEr1TIkeZ5bhM5SroqoJXV8mVRRXQhqCHoVRJPCTxaBQNmwOTeXBFaoFs2cSwHB7aN8ma9ggDcZsNixrqVTC7Yn5U26QpcDjct2gI97aDKM6hKAoVSwi3i5uCTFXvDUzb5Zc7xhhKFjEsB6H9LeweXYpdEolEIjkvqVg2D+2Z4uYL2vjeM4P89+Zhrl7WxOaBJLdf1X38LzgOVy9v5vG/fQ3dTUE6Yn4+95t9KIrC53/nolkOr//x+jU8+uUpXOC7zwzwt7etfcnblkiOxfbhDC9Omly3shnbgXzZZDJbYSIrBJ/OBj8rWkPcv2uCklFzaQlHR8VyuG/HGIl8hbBPJxb0MJou0xj0kimZNIe8LGkIsnc8y1S2RFNVyPHowrXi1dT6pGUwWSTi1+q5vWphObYjtlexHbYOpvDqCpoqkhbnvSYBnyZcK1X3SO9UnoNTeRIFg6uWNYswqJRwQrz+wk48mkhyiws+TSNfseoJqw9O5YkFPTSFfFQsi4lMGUUR+bB2V/PieHSViuXw5IFpIgEPPk3BAfaM5xhOllBVaAl7sW2X/kSBkFdjOi+EL79HI1s2SZdEmEjZsAl6NbYMJimZDqpqoSpwYCLHQLzIc/1JbMcl4NXZM5bDtBySBTFJ65vKEa6G47muiqoqBH06+bLFcKpIybDwaAqm5VAxhROmULFY2hLmZy+MoGsKkYBOc8hLa8THdE70eaDqsJrOV+iK+arCjML/2XSIkFcX4qJfx3YgVzZ5sjcuigc0B3FxaQ55GUoVUBUVreoIcBxAEROvveNZ4XhVIJkXucsOTOa4ZV0b6aLJrrGsqAKJCFOLBHQRrhb0kCkLcagmXpZNkZTcdV16J0VYjWm7LG0WQkDBsKruHuFyq1gOkWreMsMWDr94roLrQnPIy2i6XBVSNDRFJLY/OJnDsh1sRyR0bq+Wup/KVfBqKhXLZvtwhlzZothiE/Lq5Csmu0YyeDWF4VQR23ar21UoGzaHpvM0h0V45oFq7iW/V8N1xX5dtKiB+3aMkSoKAbgp6CUa9KAiwsoG4mVCPp2ephCTWXGOtkd8bNwzwZqOME1hLz6PSkPQWw35ssR5VzTZOZKhOeRhbWcUw3LQNJWiYeG6IsTr8qWNLGoI1MO8NFUIgy1hH08dTGC7Lq9d20rAKyqX1sbpaLrE/okst63v5Nm+BLGgTqHiqU+YS4bFZKbCWGaK6VyFtR0R2mN+1nVF6Z0SxQd6J3OMpUX41XCiyJLGAJ0NfvqmC7wwmCLi11nUECBXNqtuKJF7L1EwaQjA3okcrdVQOheXgEejqyHAQKLAVM5gUYOfF0fS2I4IvTKrOYiyJYOBeIH+6TwlU+RxsyyXdNkk5NPxe1RGUyUWNYjzSlUULlwUE4nBCwYeTQjhFy9p5De7JupuOYCJbJlYwEOmaPLESBqtGiZoWA5tER8XLorRFPLgVPd3NF2mULFIFAxawz72jufoaggQ9ulMZSuMpcV1eTxTIlGtrJcqmvxm14RwwYR8RPw6vZM5kgWDiE+jd1LkiXNc4eTdkhAPA8J+D0/3JSmUrXoYb6EihMCiIVyQbdXcgvF8hZ+/MEpHzM+rV7fw6lWtTObK3LN1iJLh0Bj0Egt60DURkrq6PUJjyFt30TqucA2vaA3zw81DpEsmibwoPKCqKk1hb/1YL28NCYHZFmL4VLbMpt44jiscZ7omxlHIqxHwagwniyxrCeHTVXIVi3z1nBPXA4dUwUCp5v46OJUnkTeIBjw0hTxC5NVEGGihYrGuM8q9O8bZO5FlLF3Gq6sEdA0n4pIsmjQGPWTLFoWKTcVyaAh4sR2XB/dMYlgOq9vDtEf99YqJuqYS9IriIhctidXzlC1uDFCoCGE7FvDQ3RSsV2R904Ud2K4QmRoCOpbtcM2yJlIFEQ5YMR0uXNxA33SeloiP3aMZIewlhajs1VQu7W7kdevaCfl0ihWLX+4Yoy3qZypbpj3qZ8OiGMOpIn1TBfoTedojfla1R/jF9lF2j2XJVyz8ukqubGJoGrbr0BTysbQpSF+8gONUC3nYNh5NYTpXQVeFC2sqW6knmy9ULBbF/KiqQq5sMpQo0hLxsmUgRcfYA1RMh1z0XSJE069j2UKULBg207kK3U1BHMflvh1j9VBU0xHVREfTZXRNqYdlLgQpdkkkEonkvOThvVMYtnha+Nnf7OPmC9rYM5blNatb5+S+OVl6mkUi3t+/upsvbTzAz7eNMp4p8Y3fv7xuyV/bEeVtl3Rx345x/vOZQf7itStnJQ2XSE41mgq26/CT50dY0hRkOFlidUcEUZxO4blDogT4VE6EUfmrObeWtYQwLZHzw7SFQ6G7OYjjwP5J8RRZreZ8KRoWuqbg11Wm8waxgIfmkI9D8QK5skm2bJEtmfU8KEGvVk8kvWc8x/KWEP1VB0ZTSExmmyNeJnMVuhpEUuVsyaRk2HRE/XQ1CLHkvh2jbBlIiaTaFSF8uEBz2IvpOPRO5WiL+kkVDBHmpyocmi7Uq7x5dZWK6aBpCqmSCIXxaiqLG4MiZ0zJxO/VyZRE2KXruriuwpYBUX3Lth26m0NM5SoUTYeCcTjMyzDFZKls2XTFAhyaLuDRVMbT5brQKCaJLslCpe6uWNEaJlc22TOeY21nlJ7mIIqi0N0U5Jm+OIbl0BTy8qMtw3TF/KRK4gn7xYtjpEsmj+6bZDxbIeRRiRcMFjcGaQp5CeiacApMF3BdlyXVCo/DyRIVU4Rk9jRrrO+K8lx/oiooiElcybTJFE0e2TdFxRZ9cNWyZuL5Cn3TeTGZd8DyudWqcAYhn1Z1FYqJykN7pmgMemioVup79pDI6RUyNGzXJVMW/TuWLjGRrTCRrdQLEPRO5gn7NaZzFVSF+sQ9WzJ5vj/J7rEMHlVlWUuQbNkUk/Dq/CgW8PJcf4LpvEFPU5CxauhbzrBpCHnZuGeK6XxZVKmsViPbOZphIlumuzlIIl9hKmfRGvbh1zV2jWVoDHjZO57Dq4vw1XxFVPrz6SqmIyp8+j0aTtiHVxfnuVbN+bWlP8loqoTtQENAHItcxSLk87BlIMV4poTjQneTEEBGqyGI3dXfl2882keuIiaZJdMGF7welb6pAj6PiqpA3rCZyAjBLBpQ6JsuULKEG++5/gSr28OMJIXoF47p/OrFMfrjwuWmqwpBj/hNcl2oRxBXj43tuBi2qNhXNC0OTudZ0RqmYrnsncjiuMJlZloO/dMFKqaN36OxvDXMtqE0qmrTP51nOm9QNC0hFFVDF9sjPpLVQg66pvDY/mkifp2gRyMW9NAa9gIKZdPFrl6HrlzaJKotlgz8rSFA4dB0XjhIXfj4my9gMlMmWTTZN55FV0V1WMNxqu40h6FqyKlpHY6X1lSF5/tTqKpCyRRhtAencvWwrMG4WOex/VMsbgzSEPTQHvUzlBS50QIeDaoVK3+za1LkGKyUcBH7bjlCLG8ZE9X7+qfzFCoWE9kypi2EMctxORQXTtf7doxx/YpmSoZNumjQEfOzrjPK7rEMlu0ymCgKB23ERFEUQh6NgK7SEfPPKr4hQtM9JAoGVjXE+MLFMbYNpXCBkFejYrmkSybDSVEZL+TVq/st+j5XsehpDlKxRMjxrokcti1yQ5ZMm6awl2hAx7QcDNupOtEcEXJr2kxmKwwlS/h1lXihIpL1KyLkzaN5sByX4ak8A4kCPo9WDwfubg4S8et4dZV9EyK8tVlTyJateuhetHbsAU1VGUoWWdwQIFtN/l8wLIYSRUbTJZpCHjyaxoGpHPsmXBY3BfnVznHKpkNzyEvJsNg2nOKWUDsRn07CEq7NiuUwmhI59gzLqT5kCPLT50eZzovQxp+9MMKTvdMsbgyyYVGMRQ0BBqt5GQ9OFcCF1rCXoFcnFlSZqIraQZ+OC2zpT5AqiX0tmcJxp2siLH4iW+byHhGS7bouD+yeZCglwl0DXvGAZ8dImkzRrFdjzFUsfrFtVAi1tqhiurwlRH+8iFdXsByVWMDDpT2NbB9J85MXhuluChLQNRJ5g4Jh0dMcEqGZiKqQYZ9OPCeEL79XrzpAy0xXH0y12Q5F06b3UJLXrWtH5E8UlSorVZesqJBa4uCUcBO7VcGzuylEyXRoCHoYTRVpmFHt81jIu2mJRCKRnJc8P5DCr6tMZEoEvRp3XLOUP/7uFj75tg2nfFsRv4dv/+GV9E3n+dSv9vLWr23i6++6nAsXi9Cbv751DZd2N3DXvXu4d/sY7zgFzjKJ5Gh0RP3gEYKHqiq0hL1Vp4eYiCSLRn2SZ1k2/qAHx3EZShRoi/ppCHqZzgv3Qt9UnlhAuLpCXg3HFeFJU7kKHlWtVjl0GEwWWdMepqc5SHPIx0C8gFdTURSFxpCHkmmLsEXXxbQcXhzNkKoKJKmiQbZk1nMgTecq9ZxJLi5Br86q9jDponAdpasims+j1fO97J3IsbYjgu2IpMBFw2Z5a4hLuxv5xfZRLNsh4NFwcXny4DSZokmyYKIApWpuqPaonz3jWSzHpSHgoTXiQ6s+ZU5W8/VoikKyYBDze7Bd4TQS4RZCadFVhaFEkVjAi1PNh1KxhAPCtF2Wt4Y5OC2cCI7rCvdcQEdTYVEsQLFis7w1jKqIZOHTeYPpnMh3tKpd5AeK+DSiAQ9TeZGfq2zaTOfKuCEfjgsD8Twhn4bl0xnPlFEQxyrg0UhWJ8EBn5gcvjicYVlriKJhi0l1yaCx6oQbTBZZ2xHB79FY2xHl1vUd/Pj5YdoiPlRVYSorJjg+XcWrqRi2g6oo1B7Kp4sGpu3wwmCaRQ0BJrIVlreEaI36KFcnPJbjipA4S+QTyhaFCDKdqzCWcQj5RJ61wWSRZEFUVCybNtmSiUdXSRVNNLVUzRskHB2jqRJlU4gzuYpFNKDTHy+iKdA3nadiOvUiAh5NqbotRIhuPFdhJC0q8UUCej3hu+HYeHUFBYgEPCQLBn6vcMt0Rn3YLgQ8KpPZMmGfp5pEXbgmD1ZD5dZ1Rdg5mmXbUJplLWJ8eqvioKKI82w0LUJ3O6I+siWTgFdjJC0KF1QsIa6CELtiAR1VFW67xqqAFKgK1x5NoVTNXfXicIbpbJm+6QLXLm+mNeITiePzlXpy7xdHRM6ujqi/XoHNo2nCxee6aApMZisowHS2QmvYh09XSORN/B6NTMmiP16gYIhE/EtbwqxqC7FlIIXrwqF4Act2iecqBD06rgur2sL0xwtkShZeXbjR9k1kaQn7UBB5jBRFYTJbplzNszeQKLKyNULRsMlXbFJF4bCsFZpJVYXnbNkklTdwHJdwUEdVqeYnUymULUxbJIOfzpfZM57Dq6lE/DrPD4mCNhXLYftQmucHkvg9Gp0NAZIFg1xJCAmqIibtHTEf+yZyDCUKoAjXX990nrLhCGFFV0nmDVa2hbEccZ195lASny7yeTYGvWzoitI/nSca8DCSKqEp1IsU7J/Ms288i8+jkilVw3VLJrqmkKmOgYIhcmMpKiSLwiHnqY4Dv0cn5NHqicMNW4RUDiQKdMQCXNAZpW8qx0iyyPahNKmSSWP1IUdNPPaoompjpmRWi2u4lA3xYKA/XsCsFp5Y1CCE+MWNAdJFg3TJEOdtte+8mkrQpxH26fXwYMeFrgY/tu2KwgsFA48mRJh00WQ8kyTgFZUwa9eVjqiPXNkmFtBJFU0M2yHi08hUz+miYVM0LDxVl+aesSxWKce61giqJ0CmLCqQlh2n7l7yqC7tUR99UxbP9iW4vKeRTMkkUs3rlSyIghCWI0RGtypABT0eHFe0cUljEBeFVEFcs5c0Brm0O0ayUGEsXcLvVUUBFQXyFYsDkzneuKGTkmkzmSnzzKEkXk1UWtUUmC6I3wiPKsI/90/muO9F4bpWgLaITwjVXh3HcYlXf1Oaw16xj8Dm/iSdDX5KphDnU0EvIa9wR6aK4nrh01Wagl5GUkVSBdFn2bJFU0jk+hxKFgn5dJY2h4gXKrREfIT9OoOJIo/tn8KyXTxVgT9UDTWthacOJkoUDZumoBezKlLajsNIqkzZslGruSsbg+JeZUlTgD1jWVoifnwL07qk2CWRSCSS85OnDsZZ1hpi52iWL/7uxdy4ppVn/u5mGoML/AU9Qa5b2cJ1K1vYsCjGHXdv5re/8RT/6y3rec81PSxpCnLHtUv50ZYRvvv0ALdfueSkcoZJJAthNFXCG9QwRoQDa3lrmLawj6awj2JFVHTz6CrNIQ9eXcOjK0xkKyQLJn6PzmXdjeydEHliEgWDyWwF03Jort6I2q4QNcqWTTxvkCuLm+b9E3kaQl6Khng/EvAwlSvj1UTiWbvqRigaIhF+bQhM5SpE/cJNZTsO+ydy9E8X8OgqjUEP/YkcY6kSmiZujBc3+In4hRugf7rAoWnx1Lxk2OQrFm0RP7mySaFika9YVEzhPFIUaAj5yFXDDv0elZaQl3jeYLIaClIblYZli3BHVzgfauFjKiLHWKT61LloiKfdQDWsRq1OukQJ+FQ1jE+rhk4enMrhVVU8qsqSJiF4jKZLlAwbj6oylCpiOy6rOyLEcxUMS4Sw6Jqo+OWiEPDqLG4MinAhRMilW833ZDsi7G8qV6FvqkCiYLCmI4ymipxOZcOmKeShLeLn0iUNZKoiY8WwGUgUsB0hAvk9KpmSyLG2Z0w43MYzojBAwbDIlMTkqVKtvBbyijxMYZ+OU60uUEuuLNxT4l9/terW/okcStXZUTKE26097CdTMsmXRUhjR9SPpikk8gZDCeHyKFadYCG/TnYyT75s0hkLMJgoEAt42NyfxEUIcLqqcHBKOBK9mlLPxWTYLl0xP7omtg3C8Rjy6iIBd9kiFhCuBb+uUjBsNFWhOeTh4iUNHJzKE/SJSmgNARF2qmsqg8kShbJFS8SL7WrkyyYRXWdpcxBNEw5Ix3XRVZEHanlrmGWtYXIVi6lshUTVIdk7VRDOwYqNooDfqzGdrVTD5TRyFZtU0eRVK5vZN5FDU0Rond+jEQt46hVKQz6dlrCXQ/Ei2ZKF44JXVxlMFBhPF4V7pypitEZ8dMZE7rlk0WAwWWBRLEDB8LK2I0KmLJKyh7w6DUHR14nqpL4p6KVgWPW8UhG/zlROuHhaQh7Cfg/5qtPTQQg5nQ0BvLqKqigEPKJy5nTWmVUdeSwtKjOKsGMHVVVpDnnJV8T1JlMyqtUbfeiaUhWVvXz9sT5My6E95iNbNglWq9aZtkO6IISisulg2GIslw2bimqTKlQwbRevphD1C6GqXBWBXdclFtBJlwx6mkMsaw6Rq1j0x4t0RH0MxIsUDAvbhZADtuuSr9hEVYVM2WL7cJqrljaxrivKfdWiNkGvVq8o6iAcsACNIRE21tUQYN+4OH9LpkPIK1xKKOJa0BgSzrR0ySRavR6mCsKRY1UrzvZN5UgXK/Xvdl2X6XyFqWwFj6YxlioR8OpcsqSBrYMpGgIeogEPZdOph21mSiYl0+bXO8cpGDaBquvOclwuXdzAZK5MPF+haAgh0OcR7sdk3qzm+oOgT+fynsa6AGU6LrlqLqywT6eW6nRpc6gqmAs30US2LEKCdU2EKDoQzxtYjkgGf/HiBvZNZhnPlJnMVsR+2Q6pao441xW5GTdY28jG20k1rMd2XJa2hNg8kKJkiDDFgiEKOdQqmj55IF69FioUDZHzbFVbmESuQnPIw3imzEiyRLacRddUWiI+Og0/Eb/OSLLISKpEpmTwR9cvZ2lLgbIpco3154t0xPzkSha2I34zblrbXs9tNpAoMJgQIZxRv+iHhqgXj67wm53jLG4MCJE2V8GjKqLCrAtTuTKqorC8JURDsCqaVoWkbMki7PMwXBQVijtigXolYK+usHGPSIjv9wihqnbMdFXkDrQdP41BL1csa+Le7WMAJAsmY5ky6zojdDeJAhCpoiGS7Xs0epoC2I5De1SMwf5Eoe7OtRzxECjg0VncECRVFPnLrGrhDp+uikqzpfyC7nek2CWRSCSS8449YxmKhshpsmFRlLdf0gVAa8R32rfdEPTiuC7LW0LiaW8VRRHV0DYdjPPCUHpWsnuJ5FSSL1tYtrgZNm2HoYQoQY7rkiqa9aS4tclpybDx6SqaCkPJArbrEPLqrGoL0xD0snM0jaKAqoiqX10NfjRVZSpXoacpwHCqTEfUR3PIi9+riyTYloOZF/k5xjJlUQXRcUlmyjSEvHhUhYIhKu21hLygQEPAS75soapUq9QJEeFHm0fwaCouYNo2Yb9I9l2s2OTKZt29lqyG32RKwtGzczRTr/6kVvdfU0QSZo8q/q8qStUlIpwpDUEPRcPG79UYS5dIFgy6m4JctayJ3skcI+mSCNvyaDRVw15cl2rVOouoT8evq6SLBn5dFY6Dkonruhi2CBVqDHrwe1USRTEBylfz64xlSjQFfeQrJuWKRUPQI6qn2SJH12RWVLu0qs6nfNkkUTC4tLuRsF+rTzY6Y35ifg+D8SJmNd9LrixyBi1pDAgHVUnkewr6NFrCPvIVkcNpx2iaomEzkCiSL1vV/XbYM5aluzlExK9X81+JXDiqovDCUJKiIfol4BHVtFwXBhMlEoUKtgseXaMxKMTPrUMp0kXhAAn6NAoVm7BPI+StJkw3bbENVbgk0iWDQkXl4iUxJrMVUgUDB2gMeUgWTMYzRZa1tALCheT3aNiOy7rOKBNZ4WgJeFV8rkvFtIn6VdqjPoqGqBCGK1wlluMQC3iIBUTFzmLFRlWF2AmQKYuwuGTREBNpB0zLxeNV6WoIMJWrYFUTSrdGfNUKZMK9sKwlxHCiyO5iluaQBwcxQbXSIlQwFhS5sKYLBqmiyOOjVd1znQ0B2iN+RtNFEgWTqF9HVxUCHhG+VDIdfLpCR8xP0bQYTZerOYSCdDYEODhdoGiKcMSiYdMV84u8P4aNZQsXx7LmEN3NQZ7rF66jhoAHFwh4NExbXA82dEVRFIWxTIlKrsJ4poxXU5jMlemI+lnWEqI/XkBVhRjrIs75ZEHkU1KrDqHWqI/eSZHTa3EYFit7ebKwgko1eX3Qq1MwxWQ8X7HwaSqpqvMv6NWI5w18Hg3TFlXvBuJ5pnLlapg29E2J8MDV7REqpsNgokBHTBSG0VQhYEf9Oobl0hETuY56p3Ks64oRzxtUbIelzSG6YgGGkgXG0sJBadgOPU3VHENVp6harXRYS/Zuuy5Bn1Z35PiroqvluIxny7RFfZQMG7+uigqvjku+bNYFZq+m0B8vYzkOA3FxLY4FPXg0IfyXDFsIWRUh8maKovBC3nLQFIU17RFROKNavTJbttCqTxX8VXGxULGr4g68OJoh5NO45YJ2FjUGGK8WDhlJFgl6NfweFb9HJ+r3oCoKXQ1+wj4PI8kCHk3h4u4GxlKiuIbIV6UxnTPQVIWuxgCpgqhiGc9VRLuDmmiX4+K4ouLkeLqE36ORKpnomsqqtggT2TL7J3KoqsL/z95/R0uSnued4C98ep83rzd1y7uuqvYG3jQ8CAkiJVLSHJLaWQ3P7IqcGc2KR6MzZ6jV4VDa5WI1O9ThaERREjUSRyJBkBQIT6DRQKOBbqBdeV/X2/Q2MiL2jzciM68p0yREAI18zqlTVfdmRob54st4n+95ntdQpYFBMmJSadscGY2xXu1QbHZIRKRJxqZvI57OhFkstjg1meTaeo1KU5SHIbo0OmU6XVF81lrS5KDrQrXVpeR32OzYYk2+vV1noybZf/mEhet5fOd2kZVKi6lMhLCpYzsOra5HUlf4zq1tVEVhuybHnggbRAyNr13Z4OJylYbd7alqu47nf8cZvLpQpNwUe+nBXEyak5gaiZCOoaoUmx2mMhHmclEMTWGz1sHUbKYzYRa2m5QaHepth4glBGSpZRML6aQjBomwSddxWSm3CBkqR0fjcuxtW3LTqi3Wyk3ecXiEzXqHuKWTjhpCtHccdE0sli3b4ZWFIgdyUZq2I+ovRKlXSIaptSROYKXUJOeH/FfbEm4/lhCVpnTZtXlkJsNquUnYlO7G9Y5Ny3ZplZtsVFs9or7c6pLWuw/0vKPe/yVDDDHEEEMM8dZCEKBbbnb5Hz58nH/77Tv8pd/4Ri/L4D8n5nJRvvzfvpM/+Ttv5//xAQmjv7xaZb3SYn5EMlh+82vX/rPvxxA/voiFDdL+Cv2pyWTvAX+p3CJh6bgeVNsOlbZDPm75RZfL8bEk8ZDBarnFSrnFa4slyk2bdMTsdZeLhwwaHbdHILlIZ6uQofHMoTzb9U4v1yvi209A7DMRQyMW0hlNhDg1kZTMJCQgXlUUTF3B0FVCuibWDA+2a21CukbdJ+QsQ2et0qLWksyw1UqbrVqbbNziSCEhQfo+oacrfqHpSOe3UlNUaqvlFhE/XHyh2KTW7qKrKmFTQ1NFEWN3XdaqbWw/E2W51OTKmnQGjFp6TwEQt4xed8fRuEU6apKOGqQipn9smq9cULA0Cd+W7DKlV5BGTSE2Oo5DwxbrW7nVFUWRIooiPI/r6zWKTVFubFRbLBaly923bmyhqSq6rwA7Npag2rZ7pMWtrQYLRSEPJPxZ8lJMQ34fMTVevLHFQrHBWDKErkoIfq0tRWRgZ7J0FUNVqLW6zOWinJlOETZVEiGDkCEqk5ChsVnvcGurjofHcrlFo92l3uqiqlKWtG2HjuOiqwqzmSjTmQgr5TbpqMkTB7JMpSNkYyZX12uslFts122anS6uK9adSqtL23YYiVmkwgblZpewoQpR63p0upKjVm3ZFBudntXW0FTCpo6iSKaVqSmkwjpN22G9Jtd6JhtFV5We4iQTNVEVUBRRM1xZr4k9stWlbjvUbeliZ2oqyZDOIzNpyTtr2mQiYlM0fEVDIWkx7qsHLU1jvdrm1laDYkMaP8xmI6wWm3QdF1VVyEQt8nGLpWIDQ1UoNoToGolbYvdZrfiklxCMjuOyVhF7ccwyiFk6juPhOK5vp3V4dbHESqXNRDqMooj1reu4RCydr1/d6KnqHNfr5cutllucXyrRdeQ4O7bbz9/xu0J2XY8bGzWxLiNk9dmplATmq0pPUd11vV6Av6WrRFur2MVltFaJuKWz3ejQtB2OFOIcG41Tb4uqrmlLTlLDJ3vsrpBNQebVdt32yUUJVo+HDJ+U0LAMDceFQjLE0bEEqiLzXzSkUW7YTKXDzGSiPHMwj6VrGKqQtculJne2m7z/RIGIqREP6SyXm7x0q8irCyVubdWYSkcI6SqPzmWYzkZEAeqIVbvrSgB6MizXzNI0FBS6rvyu0XFo2y7lZtdXOaosl1oU6x2xWCsI4e2TVV1HlJML29KMo97qim270qbR7pKNmXS60tmw7ZMGibCB4sumEr4a1fM8YpbYXQMi4o9eW5YmAU2b7Xqbqv+sVGkKmW8ZGiMJi3zMouu6rFc7tG2Hf/fibb56dZ2JdIT/7tnDHB9LkIlJgwxVEatqImyAAt+6scV/ePkOa+UWMUsnnwgxErdodoXA11WZz19ZKPmh5gp4Yo0rJIVMbvnHFrd0Kk3JUDyYj2Joqq8KlGPdqLb79uqu5HFNWk3qHYdW15G53fGIGCpr1RaO5zGfi0oXyOodlPULxCydjuMymQrjedJ8xPAXDkAyW8O6imVoPXs7Sl8lulxu8cULq70uho7rMZ0Ok4qI9bHedlittDi/VOHWRp3PX1hjvSq5e03bIRs3aHddyclbr2G7HhdWKhQbHXRVpdV1sXSt1xjG9TzWyi2WSk3JqWvZVPz7ebUi3RczUZPFYou0P65UVVRUwQJRMmxKM4Vah6trdUbiYjG9udHgyxc3gH7H2JCh8qUL69zeqnNuOtXLwpVusk2+e6fEn7yxhuN5TKbDzGVjXFuvslhsihLYEfvnbC5Cq+sSMXQhSZNh38L8YM87Q2XXEEMMMcQQP3YIcnLedijHEwey/M9/cgnbb139F4FgFfnGeo1v39zmN756nfl8jF/7y6f5Ny/c5ksX19mstcnF/vMrzYb48cOhQgzVjDASt5jLRam1nV6QsO2KnScdMag0bY6NxXnu6hZdxyUR0ikkxAKYiRrUWmJta3Ucyo0OYVNnPh9lodhksyYFma5KOK3tq1lSYQPHdTlciJMMG8RDOjc266xV2qiK5EuNxC0hMRo2yZCoeVJhefhudrpolt4L227ZHg1brBURU6PV6dKy3Z6qRVUkoHil2OTI0TgL2w1KTZu4pfGzz8zxp5fWURSFo2Ycu+symgxTb9uslJqsVyU0PumrWILcqe16h0zUFEJPFcJMFCEeibCB3fX8FXU5p+mwiYtHIqT7SrEu2ajJmiuKG10Vy1K7K8qhdMQgbGocLMRwHOlOeWG1Qjps0rIdtus2ptYkHhI1TMwQJZuiKGQiJoV4iOVyC8fxA7cdj1hMcr/ilsGllQoNn1A6NhJntdLGdYV0bHYcP8NLZa3c4sZ6DUNXWSm36DoeubjFRDpMpdnlyGicSytVam2bsaR0LCy3ukQsyQBaeHXZz+HRifk5L2vVNroCyYjJmakUy2Wx9q1XW+h+Fo+iKH5HyzbFhtjK6q0uZ6ZSfOXSOtv1DqmIFO6trkPC0ug4Hl+5vE4mYvZa2K9U2nieJ4WSqVFq2Ez42Uq5mBAhruuhAlt1m2OjIVEeKTCSCLNWbVOIW1i6KHEem82wsC0ZRMmw2NjyMelcpyoK3a6o3JJhsdIFHcNChspGtY2mKXT8rJrlcpOIIRbHM1MpGm2HTNQkYulsFdtEDCRLp+PgutIYoNbqslkTy2ilZeO68OzJUT73+gq251FIhIiYGjFLY7th0+l6HCnEUf0ulotFCVCfSIc4OZ7k6nqNq+s11msdTo0n8Dyx193ZqpOMGNT9+ycbNUmE9F4RKjlxHbJRk7FkiM16m8srVZbLLZ6cz9Lx85UMVenlK9XbDsvlFlE/4+jSaoVk2MDUVQpxi2TYYKPapmU72F2HTCzKdq3NlS2PMbtL1xR7m6JIB72I3020ELcwdJWDIzE2qqLSU1SFht1lRJPX6D6pEzY1FEXGtteE15fKJMI6ibCBoSpoinRVlXtdVDgdx+O1xTJLpSafO7/CdkPI+ksrFaqtbi8vqpAIYeoq19YqWLqK44maKxsz2a6bXF+vETZ1qi2bdT83LOLS6+AXCxl0XZcDebGn1dqSKVVHFDTzuSjFhk2r6xIyVOi6QtRpKnfqDQmQb3QoJEI9C3XLdhlLhSk3O1i6EHrL5SZjyTBNW8Zhu97Bdl0ips5yqSnqo3oHVZUFiXzc4sJyha1aB9v1sHTJgAoaFiyVmrS6DqW6KMiurtV8a62K3fX43mKJ6XSEiKXTbIsNdSIe4sZmnY2qjOFMxGSj2iYW0SVrKhnG8RpoikGx0UFToOUTUqVmh0anS9PWODGR4OJKheWyZJsFSEdNSnWxp241OjRs+T6rd0R1VG52KMRDaIp0p42aGpPxsGSZ2QqGqtBEVIIzuQg3NuqMp8KMpcK0uy72xjoTSZeF+BypsMmxsQSfeWVJmpxYek+pO5oIMZWJoCqi9IuYGqcmcvzhqyvc2BRCV1dUlssBCezhehrNjkPYkLzLbFTm+JpvH4yaGmemUmzW2rQ7LuWmTbluk44qnF8qs7Dd4NhoHMsQ1V0qbLJaadHoyHd8kAO5WZPFjVJDvstyUQPTV9yauoKla1i6xuFCjKbdlUzFcpPVchPPQ5qNKNJtcbPeIRsz0RSFcssWlaYiXZ1vb9VRFDg2liAbk8WearPLarVNyBBCLmK7PTJOVSXTMRez0FTIRkM8OpvmznYTRZWun0FX3aBL8f0wVHYNMcQQQwzxY4V62+b//u++x3a9w3/1znlubtZ5ZaHEJ85O/IXvyz9/7ib/3y9f5X/+S6f4f/7ESUaTIT54cgzXg3/5jZt/4fszxI8Hrq/XePJAlrPT6Z6Ny9JFURDSNVIRsViMJUM0OrKirvvZJC27Szpi9lbjW7bDRq1NxNLpdB3pcOW3gA+60iXDBpoKK6V+sWvqEv4dFMNSiHpELY2xZJhKu0vaJz7q7S4eUlhV2w5NW1RV5YaN40qWR9TSeeZgjqNjCaYzYY6MRJjJRDkzmZLj8a0bEUsjGdaxDI0bG3XqbaeXF9V2XN52KEvXFcVRPm75D92iPOn6pIauKuB5PSVSx3F54kCWVFjsRLqmsF5psV5tMxIPcWg0StQUe06xYVNrS/7L4ZE4Lb/orPmh2OAxk4lyMB/j3HSaZMSg2LTxPHm49wBNQdRs7S6z2SgPz2Y4XEhwuBDzySKYSocZT4V54kCa6ax0WQw6QS6VWtLJ0naEqFNgJiuB/xXf9pmNWnxvoYTtetzZbpCNWTi+hOvdR0YYTVqMxC1iIQ1TF3IlyKGxHZfVcouFYhPbcfHwWPPPh911qbZlzCTCBifHk0RMHQ+Fw4U4bz+c42cem5IsJvrh7NGQ7ue+Vdmqd8hEDFIRo2eNLSQsCnGLS36nSE1VfKt6l5G4SdeDM9MpMlGTczMZptKSk5WOGGTjJiO+zdXzJANrJhsGz8PU1Z7a0NRUlootGrYQDY4rFqCNqrzvsQNppjLShc/ShTwcTVi0ffVS2NR4ZaGMoavELZ1UxGA0YRG3ZPxv1dv+cYSotqUwzcctpjKRnt0rHTGwdJVmx6XU6LCw3eRth/J0u0Ka/dSjk6iq2JDjlmRn2Y5kG6FAIRGi1hKlUC5mSf5NLspYKkQmYshnt7qsliXjSwF03yJ8IB8T+2XXod7pkvTVWNmoRTQkn5WNmRwpxJnLRjmQj0rWkifFvutJXtdoMkSjLV1d33e8wF/xMyrbfv7cRCrCsVEJ+44ZAArJkIKmKMxmo8znoywWm2zVO+h+ZttcLoqqqkQMjclUiKl0hGqry3a97WfBqTx5IEsmarJSavU6za6VJUtqs95BQeGNpQqjiRAz2ShtR0hGUQDafPXyBo7jcaQQYzRpgSIE+FqlRblpM54K8fBMlolUiPmRGG8/NCKKzK406Hh1odTrbjiakHMfBG/XWjaHRmLM52NiA1eUXiOAaqvrK1Q7xCydqKVzbCzBSEwaOdiONAgIFihG4xajiRCpiAST11pdWraDodJTMtldl3rboeZnqcm938V2XXRNYSRuMpoMcaQQJxERUnLSV7glwwaG1pfVdB1RU11dr1FpSVbfWDLMO4/kOTmeJBmWnKxv3tik60gGnKZIl89ap8tiUQLdVUWUpSqST7ZWbWHooqiNWToxS6cQD5GJmsxmozKmXHD9fLjJVIhM1ODKapWlUhNTVwnrGkdH42SiEh/heuC4ELFUGrZDLmZJPpwmHTkrTbtHtjdth2zM4sOnxsjFLN5YqpCMmJwYiwH0chbnR2LompCDchyKnz0mikhNUzA1ldFEiPlcjLbt0Og42I5HJmpQSFhEzX4w/1Kp2Wu4EPHnNktXGU+GOJCPkYkYPDWfRVHFbhsN6RwdS7BV6+C4siBRbtpkoxbFRgdVCeYxjXTUJOQrSUcTIQ4VYli6igtk4xbrNWkQEagANQ1eX6qwXmkBChvVDhFTk7B9z6PlN/MYS4Z48mCWkYTlf78rTGUiHMjHeHwuIwsmlSaVZpeQqTGRCmNpoqwLxp7jejiOh6EqzGQivPtogXzMZLXcwvOk26OpCVm/XGqy6He/vB+Gyq4hhhhiiCF+rPDb37hFtdXlYD7KkweyfOpLV1EV+NhD43/h+/IPPnqcv2sf6Sm4uo7L+44X+E+vr/CvvnmLX3rvYXRtuC41xPcXW3WxAh0bS3B1vUrc0qn6HaM26m08V2xZrutxdb1Ky3Z4bDbj2wJbrFVauJ7FfF4sZs9d3fQtNg2WS01G4pJhEg8bHBuNi22h1OT0VBJL17i6WqXSamM7QiSBx2w2ylqlxeFCHEtXOTOZ5PlrEgJ8dDRBvW37q9KS7aSp9FqPb9TaHByJcWYqxa2tBnrpGu9xV/ma9TiZVJTFUpMDuSi3t5q+7QKadpf/+PIiHmJ9i5o6RwpxUhGLzZqsGEdMDc+DelvsL+PJMK2ug+OTawvbTXRNwdAUeV3HIWppnJxI8t07LtW2qMjWK2KDqbQdLKNL2NCotm3OzaTYrne4vd3A7roYukrZV0zhd1u8s1VHU8Dwu/IBZGMWUUsjqRkcKsRYLrXIx0zmc1Gev7ZJ23GIWaIQKyTCNDrSZXOt3JY8I10lHZVzt15pgyddLQEenk6Riphs1zvojhS0x8YSVJqiVJrLRfGA80sVCokQHVs6+93arJOMmLzv2Bh3tpvoEuLGeCLMd+8UewHY7a5Dyi/wl4tNOo7rK69UEiGduGUwk4uRi4WYy0n+0pFCHE0NMhUVVGAiHcYyVM4vi5Lm6YM56u2ub1MzuLFZ8zuRSWFWb0sgdaXV5U6xyUMTSTbrHZZL0pBBVyU0++R4gljY4Im5DNfWa0LgNm2aHSHowGMkbjGaDHF1rUq17ZAMSVfG1YoojW5u1dFViJk6bzuU408vrRM1hQyOmBqdroOuqUymIyxsN/iP313k/ccLjCfCXFur+dlaQojOF6IsFls929jR0QTfubUNgKqKQmo+F+PYeIJCIsR3bpZIR0xyUemIuVEVUjEbNVkpt6i1bFpdD0vTaHaavUyqW1t1Ki2bhCLqs7ApqsutmkMhYRE2NMZTIf+7M8b3FopoqsKWr+o4PBLH1FTOTKb9cHODi76CMGbpREwNRZGi/+n5LKZPltiOy8XlClvVNoamMjMi+XfPX9uk2rI5ZNaIZSJUlC4brsbjc1kWiw1qLRtQyMcsDhcSvHKnhN110UI6D89k2Kx32FqrEbF0Gm1RrK6Umn42pliL0xGTqK9CHI2HuLXVELWN3/wgUMJ89KFxvnRxvdeQYyoTIWLqFBtyTZZLLRQFTo2n+Myry7S7Htu1DrWOKLg8hBBXkDFxZjLtKwAN7mzXeWOpgu0Hw3/u/CqmpjKSsFAVBXurTqnRIWJpVFpCqE37nWhvbTXIRE0en83gelDrdLm1WafjE4tNW0L701Hp/HpuNsNWY43teodW12EyHaHU6JCPhyg2OownQ6iKQiaq0LKlkcdiqcm5qRSNjsNsLspXL6+jqgpLpSbJiEHY1MWuZ2gsFBtMpCPELK2X4RUytB6BMxoP8dhchueubTISk3too9qm63p0XUfUXrUOiZB0d622GtTaElJfcyQfL2yKurjU6HBprUbU0FBVhWqry7HROLoqizIN26HWspnJRvnO7SK1jkM6YhLzLYCHR+KUGkVubNRo2Q5eFLbVDFXfOq4pkAwZFOs2HdvllYUS2agpJHx1mY1ik+VQE9NQubhcJmoZrFfaHB9LsFgS9dNfPjfBQrFBtWVTiHeZy0cJWzonJhKsVdokLJ1aRwicrVqHuGWg6wquC8mQTqQQY7nU7BGLlqGxXe/geB4fPjVO3DKothbJRETxe3BEmlkoimQTtm0H0896a9vSCCCIBoiaGmenk5SaNlfXJOg9F7OYSkUotWxOTyZZLbdotF0y/nydj1qcnU7y1csbKArkEyEOFqIkwjpdx2Op2KTblY61x8blWqiKQj5u0bQdEiH5zqm2bPKjJvmYqPHSUQnMD7oSZ/yMzhubdV6+VcT1w+mTYVFTr1faNH012INgSHYNMcQQQwzxYwXP//Pfvv8IAH/wyhJPH8wxkgj9he9LsFrpeR5fv7rJ60tl/j9fvMInzo7z6e8t8+VL6zx7YvQvfL+GeGtD94sQVVHwXLkfRhIWiaKOpqpsVFvk4yF5QHY8cjGT8XSYa+s1ptJhFotNLq5WqbRsnj0xRtN2+ca1TVIRk+Pjcb55bZuuKyHOI3GL7YYE7BbiYao+6RCER5u62st9aXcd0hGdtWoHQxdb33gqzGwuyu2tuh80b2HqKvGwQdTUuL5R53AhzlMHchSSYVZKTfL2GovFJvVwnaKtslVvM5kKc2Q0ztV1CZEPsqiCFve5mMXV9RqJ0Ba6X1ysldt4imSxHBlNEDZUvnVzW2xAHQcXySQyVJWr61Xsrsutaou/fHaC1xZLkunSdWjZouwJGSqm3zXM9aSoSUUM5vMjfqEYAk/h+HiCVxdKrFVaRExRAOViFueXy0ylw6xV2oRNnZGExWgizAvXtwjpYtESVRMsFhtY+Rh212G92mIiFWatLAH2Y8kQCd9CWml2ub3dwHfcgaLS9C0vET8rTFOkC1guZlJp2dzequMiXdgMXUVVFVIRk0dm05ybybBZW2MqG8XzhKi8uFrBMqSgCxQi9Y7DVr2DpanEQzrNjoQYn5lKcXFFlAS1tkY6YlJIhvjAyVFMTSUV1tE1hfPLFeKWjq5JHtX1jTq6pvC+EwWaHYebW3VMTWUuG2Wj2uboaIKVclNyuQyVsVSIy2tVHEeKwmhI58xkqtcFt95xAIWQbzXcbti8tlgmH7dQNussFptkoyZzOcnXWa+K8iZffoODkSyL7giuZ5OPhwibYjOtdxzOTqewDJUvX1zvqeuwHQ7ko5yaSOECX7u8znw+xqFCDDxY8a1nxC1sV1RlYVPl2KgE7K9XW4wlLeIhnSOjcTRVYbnUxHE9xlIhDE3l2noNxR+vk+kw0ZBOLhbC9UmWRschGxNlTLvrkggbuH7HwFzcotN1WSo2eWwuy3Q2wq2tem+clBo28yMxsQ37Be53bm7huOB6MJkJc2uzged3abUdjwO5GNc3amLv9K1LIOTXn7yxQq3dpdFxWfM6qI6DEvIoJCy+enmdjVqbfMxiNBXmQD6GqigUmx0UFQ6OyP83qm0AshGTluFQbNq0HbkPDxYSHMx7VDvdnsXV8TwWi01ChsJSqUWxYdPuOpyaSBK3DJJhozdXhAzNXwxwe+NFVRQKSbFc3dqq0fU8LixXmclGmEiFcVxp/jGVllD7iKUzlgrRdSSwPhH285c6Di3//F9ZrdKwXTK+xeyRmQxdVzrHVpo2Gz5x/e6jI6xVWnz96iaJsNhMk2ED3VekGprYpI+NxvnsayskIgZ6W2E2F6XZsdA1VTLvkLyuqKaRCAmh9Nhchrbt8p1b25xfKrNZ6wjZ6+cvxSxZJPjWjS3CdbEEtrseC8UmpiZNAWYyEU6MJ4iZOneKDcKGSiZm9sguoJevFjE0IoaOqYv1tOJnQm5W275CMsh4k2w+D8+304b9xhQK6ajBpBVhs9ZG11XSYZOIoXJrq9FTy61V21iGSiERImpKjtzUxCRPpDNs1zvU2l3ycYvDhRiffX2VSqvLe48VWCw1WSm3UJBGJsWGzUq5xQdPFvjuHYvZTJRbm3XOzaQw/XzJIzNxOo50q315u8iZyTTX1qtsNzrc2mjyc0/P8cqdEprfMTQZ0um6UGvbmLrYr3VNrOSGJla+rutxp9gQ22lDmnQkQyZdv9vudDrMVr3jL1R0eG2xTKvrUW3Z3Nys43pwcaVKzVcHb9TaxCydruuyXW/j+k1Dtmpt3nu8wHqtTTJskIlJTuBCsclYIoSpariudI/NxExSUZ21qigsg8YHl9dqlJsd0lGTqUyY1XKb7XqH0USIWrvLRqXDR09PcG29xvWNWi9+YKPcwnYlEy1YgEpHDTIRC1NTKVfKD/a882YejoYYYoghhhjiRx3/50sL5GIm7z8xiuvBL773ECPxv3iiaxB/+Ooyf+ffv8Jv/o1zRC1paT+eDPE737o9JLuG+L7j8QNZPnRqjIXtBpmYSSZmko4Y3Nps4CJF32wmwq3tBifH46iKdA9UFcjELA4V4vzey4s0Ow7PXdnA9aSj2ngqRNjQe4Hs46kwpyeTnF+pcGWtxhvLJSbTEU5Ppjg27nJ1rUYuJrlht7ekk1zI0Hh8LsPXr2xQatiyut7ocCAXZa3akgd/PyOr60rhfnoyKS3WgcOjCRpbKpqikIiYtDUdx4Ur61U+8tC4ZBqZUkydGE/gekIMRf0HfcfzOD2RwvYLz05tk/coFzky+n7S+VE2ah3qbZtoSGc0Lta+ZMRAUxWycZOxVIjVSpuQoTGbi+E6LkvlFnZXFEBRU6Pc7PLIbIbb23Vsx+NQIc5YSiwqEnRf5YZPqDxzMMtIIsRLt4ukIgaz2ShX1qQLmamp5OMWYUOl0XFIhQ0enkmxVGqhIG3mMzGLwyNxCW5vdum6YrUZiVvc2qyTjZk02l3SUYOD+Zi0hc9GUBWF6WyEC8sVVsvSBSsdsbi4XOGRmTSPzaVJh00Wik1adpdUxGQ2F+PSapWRuEWjo+N6LvGwzsGRWC8cPGyoHMjF6Dgun3x4gs++vsqlVVFIrVXanJxI8vpShVzc5MpqjWqry7mZtNgCHZsTOYUXl+HoaJyYpTOTi3JxpUKx3qHRcYhbOu8+WuDl20XubDeod7qETZ2GLQqKZw7mWK00eWo+x7dubJGOGqyUW7Rstxce7uJJV09L5/RkilKzg1JukQoL8VWIW2zVO8T8DLtKq0u04xAP6bxdb3Gt22GpSW9MFhIW9baD4XcbjJrSIe7GZs1XFoaYTItaZyodoernNSVCBiFdI2zIgkiQXzaRCtHsdCk2bd52KMdqpc1SuUXUMkR5ogjJdLgQZ6MmJEE8JN0A01ETBbERn51OcW29ys3NGvGQQcJXqB3IRSkkLL5xrclYKsRPPTIlFj5XcqgWtht0fOIoYqi9ToMhQ4KwHdcjE5Usre16m4ipU2tLY4WZbNRXHUmHu4As2ap12KwJ8TGWDBEydJp2hxm9RNgukilMcfFOg1bXpWO7jI2GZJz6zQIOjsToui7z+RgeUG7Y1NtdUmGD0VSYszMZbMfhzFQa1/N48cY2i8Wm5DZFTR6dzXBhWcZR2O+kOpYMMZ+P4XoeNzfreJ7HWDJM2NS4uVVnsy5d7wLELJ2z0ylWyy2urFXJRE0SIYN0xCQVMbizLc0FbMdjudhkPh9j1W+wkI9JbtVkWpp52I50mrU0hRNjCcZTYWIhgzeWyqSjYjGLW2KHLDc6PH9tk6Kf2TWblTlBUVSipqhS50eiXF2rYbsuXhexujU6TKQlv8syRFVabdkYSZWQKYTKRDKM7br8wSvS2a/rSnfeuWyE15cqtLsynkX92KXdFWuhpiqYuoaqwInxJLW2zcWVKpu1NqqikAgZPaVPcI+EDbkHdE1lqdQgGdJJhHUUFFq2w0wmQqMjikdNVZhIh3nlTgnH8cjFLBZKTWazUaYzUZIRg4ih0uqIVbMQt1iptKk2uyRCOooiBNumn+lWHj2NroU5GI/RaDs4nsepiSRbtTaa3xlR1xSmM2GsNRNdVeikw7ztcJ53Hs5T70i33c1qm/V6Gxe4vdUgbGpMZUS1rCDfNZqicG4mxdevbjCWCNPoOJydSdPpuryxVObASJzbW3VeX6zzxHyW1xbL/j2sE/W/u25s1ri2XmOr3oE6PDmf4etXNtlu2Nhdl3wixF9/cpb/9NoKq5UOLVvyKGOWhuPBarnFra0GqiIKaU1VqLRsRpMh6m2x1K+UmtiuS7Pj8H99+wFeul1ktdxiJhOl63qkIgYjSYvLaxUMXSUTNclETJZLLSrtLqcmk6SjJne2GyTDBjPZKIV6iKips2hJnl7dV/zW2l0cTzLITF0hGTZJRgziNZ0zUymurNcwVIWHZzK8slDC0NXee++HIdk1xBBDDDHEjw0+f36FO9tNzk2nfPsUfOLs5A94r+Ajp8cxNJX3Hx9l/f1t/sFnzvO2Qzm+fnWTm5t15nLRH/QuDvEWQthQJVtE7eeurJTajKdCbNTapMMGB0diHPGDbuvtLpdWqzTaDuNJjWTYYDQRIhMzycVNXr5VxHZcDmRjXFuvkY2atLsOR0fFFrhaahLSVbbqNrmYQ9TSCaNxaCTG+46NkoqYrFWXGEtYPH0wR9Qy+O7tIpNpKSxbHYdQSmO7buP6JFo8ZFBt2YzELTRVxdSDjmI6jq4wmQhzW1M5MJrgzlaDsCH7fXw8SSZq8caSrApPpsN+9yiPSqvbI9JiIVEQhY0oeqnL1bUyk0aaQsLiwnKbqKUxm4tyY7NOyNBwXY9jYwkenkmTj4U4v1xBU+HGZgtdVTg4lmCh2GS53EJT4Op6lbFkmOlMBNfzePbEKBdXKoAoBqKWTjYmbdm/d6fIVq2FoqhoqoKuqcxkI0RNneNjCT5xbpIXrm1hux7jqQi5WIiwqfWu7fxITLJl8lEurVTIxiR/qt7xOwUaYvWz/c55qqLwXzw1y/NXN3rB4ZmIyVPzOWzHI2RonBxPsVFrsVxqkItZHByJ8q4jeb5yaR1Nk/y3ctOmtlSh03VZKYuaruO4ZHz7SipicXoyRavj8I3rW+iaSjZm8cSBDBvVJqvlFpOpPpnAzed40rnOt3mIQkwHXBq25MMFHQ5VVUFTxdJVatq0bIf3nygwn5c8JFNXad30Q8Etg61ah0RIVH6jG8+jxgsYEw9RbXV5+mCWfMxiPBkmE7V8RYVLMmJSaXbpdGXMALzzSF7C8S91CZdvgDlJPmry7IlRbvsqqLFUmMVig02fEAzIkLCp9Sy5R0bjPDSZZKkkWXoH8lFSEYPNartnUZpKRVgsNjmQj3J9o86hQpwra0IkZGNSiKciBpahiQrSD5fPRk1OjCeImjrnpiQPrt11ycQkIH6l1OzlGiXCUtwvbDf9Tqgq8yMxrq5XSYYMkiGDVtfFBV5bLBO1dJ5NrzLeKTKVyeF5ohb91o0t0hHJCQoZGu8+OkK943Brq0HbdnnmYIqzU6KoKzY6uB4cH09wY73OerXFlLHJWGQLIx/j5ZV2rwnDaDLEdr3DMwfzXFqt0Gh3KfiNX6KmkFXbDVsavcQtJtNhHpnNMJEK8+WLazRth2RYJxWWMPhCPEQr7/CdW0WOj0d7HWRDfjc7gcJMLkLCMhhPhlguNhkZaCJj6iqNqsNYMkTUEkIlFtLJRk2+eGGV8WSYrY4tNr+w/P74WIKN+iYbtQ4/9cgUs7kIV9dqtLqOZEZFTcKGxq0t6bgJQvRGDI1Lq9JR8dpGnZFYiCMjMdZrHcoNGy+sM58PU91awlMNLD1BOmqSjVjYjkulaUsnQ//YoqaOqWmU/W6yLdvlYD7OQ1Mp1qstslFRR5WaXaYykpt2Y7NOxNSot206jmSAmZpCPhVitdKSHLioyWjK4ts3xF55bibNxZUKrufy8EyaO9sNqndKKIpCPKSTjppUWl0OF+KMxkPcKTboOhLKn4qajKc08vEQlWaHiVSY790psd2wublV5+xUitlsFMfz+M6tbcKGRj4R4un5HO2uw4WVCh3HQffEsgz0rnO0fo0zMzmc6RMUfVJvq96m3LR5eDrNa4tlVsstjo0lSI2k2SyWSUdMDvjPZm8slXE9yRqbSUszAU1VmTDDhAyVxWJzR8bjeqWNpojiLmrqve+iSysVmp0ujbaDpskiRiC61f3cP0NTmM/HODudptay6boeh0YSfP3qpj+vihI4II5ChoqmyXe+dD9VeXwug+t5LJWaxCyDfNzi0EiMtUqbsVSYjWqbVMRAQRo5SKdlabCg66IM36h2aHRKxCyDpu1yeCROx3EpJEIcLsR4bC7LRLrJUrFJISGB89uNDmPJEIYr80HL70LZsrtMpiK8tlgmFTE5O51mvdpCxcPzpOFMzNL9LEaHkKHyzsN5fvsBnneGQSBDDDHEEEP82OB//Mx5AH76sWk6XZff/Np11vyA7h8kNFXhQ6fGUBSFjz40zoGcSOEBfu1PLv6A926ItxpWKy3+8NXlXnj0lbUqrifKllzMYiQhAdmZqBRylq5ydipFMqyTiUkXvVOTSY6PJfjI6XEiloROn5xMkI4YTGUivYBeUYBIBs3J8QQfPzPB0wdzgBTUEUvrdWD8xLlJDhUkk0j3w8N1VeFnn54lHTWJmBqGrpKNmhQSIb9NepN2V1q+A1IkqIoUMbpKqWnz0YfGOTOd4rXFEsV6h2OjcUK62FpevLlNPKSTiVqcnUrxgZOjfPDkGCNx6S4YMjRGYiYxQ8Vx6XWwPFKIc2W9St3PUuo4np8JYxAL6RwdjeN60uh+KhNhNOjk1XVEMZEK87GHxlEVhYVig+VSi8+fF/vlZDrCSDyEqkCj02Wj2sF2hPhQVYWpdISn5nN87MwEpq7y9HyO2WyEeqfLSrkp3dqQ4umjp8c5M5VCVRXp1mfpjGdCQvyNJhhPhnsFje24vPdYgal0hOsbNcaSFmcTFXJGm3TURNcgHzdZq7R4ZaHIy7eKrJbbeMCET0AeHIlJ4H67y7uOjHBiPNnrTgdC5AVQ/WyZhVKTuVyEY2NxQoZGveNwZa2Gh8LxiWRf3dosCgFhqFirL5Na/RbfvrnNVr2DoakcLsQ4kIti6hphTUVTQdcU4iGD1XILx/WwdI1E+TJ3nvvX5KJi5QwaHBSMFo/GNnjX0RHiIZ2QoVFsCgEzngwzmQnjAZmoSdN2KPld1wDedWSEJ+az2L7i6cn5LGdn0ry6UGImG2UiHSEZNuh0xfpWSEiI+rnpNE/N53p2OFNXmctJAHbbduSc5iWMO6SrfOjkGF3XBaSLZ7vr9ux2E+kwried/caSIQxV4dREkoMjcWazUUKGRtwSZUjIlDFS74h1zNRUkmGTvK9yzscsTo0naXYc1n2rmRSZkr11dCwh+6upNG2HzVobo76EXl3C9QBFiu7JdEQUUoU4J8YTjCbl+gcZYC3b4eJqlXPTKWayUeZyUdIRE00Vxdt4Qmc6E8Wwy4R0zZ+fLGazMY6PJcjGTJ6cz/KBk2NM+GNL8W3acUtDV1U6XYfFYpOwLh1apREEFOIhnpzPEtJVig2bR2bSTGciPDqT4dx0BlVR+MDJUeZyMR6by/DobIr1SpvRZIhDhQRHRuMcH0/y3mMFPnJ6DABdVYkNKJZMTaxyR0cTEt7tKYylZH58ZCbD4dEYB3LS1OCJuQyeB584O9HLEcwnLF7ziflgjLzryAhRS0hpVVGxdJVDhRi//KHjJMM6W/U2y+UWy6UmM5WXOdv5Lo4HbzuU5yMPjVFISgB+OmpydCzJo7NZDuSiaJrCifEEk+kwE6kQ7xspo7o2I/EQj85lKCTDHB9PcKgQo9iwefb4KGenUowkRJX63uMFfv5t8xwZjfP4gQylus3NjRoxU6fYkPyy0UTIb2TRZTIdIWbqWH5g+tsO5Yma0ojizFSaTEw6qy6VW8RDBg9NJAmbGsf9fLrzKxWipoalq1SbXTJRs6fA6zoeRb9bn6riE8u6HLff7bbR7tKwHR6eTnIk0SHiVIiFdK5t1IS8cuH6Rp2wqTORkXB+z/O4UI1SsuVzHdfjlYUS37m1Tdt2yEYNJjMhXFdUmnLfiKJWVeT75L3HCjxzKM948zJz5RfxoNfxNVgIODedphC3WCxKniPQO4eGKtbtTNQkFjJIRUwem0tzeCTOZDrMibEkj85m+PbNbXRV4X3HCyT9Dp/VVpeJVIin5nPM5+N4HmzV27zvRIHTkylcD4qNDqcnU9JgYCLZI3stXeN9x0dp29KARFcVpjMRHE++55td6fA7l4vw8TOSgVtribW51LC5tdlgIhUm5DfvSIQNJlIhDo5EmUiH0TSFv/zwJA9NpvCQRZVzzRcwl75NOmoSNoPv+C6qovDMwTwPgqGya4ghhhhiiB8LtGyHbf9h4f0nR3nuyga/+ieXODIap/ADyOvaD1fWqvy1/+1bfOyhcf7lN29h6SpfvrSO67q9VcEhhvjz4uxUmrj/4I8ChiYWluWyZCYVGx1yMUvseZrC8bEE37qxha6rfrdBlfVqm2LDJmrqzGal69JEOsLIVoOF7QbnplM8e6LAn17ewHY9JlIR3ne8QNTvJpaPWWz4lpapTIRrazXJL/IRD+ksFKVL4Va9g6ooYi+KiD3K0qVVebe+hZ4cRffvj7Vqi5TrMpaK8P6pAm9sw/nlCumoyXhEOnLN5qLM5qIslZo0bckdenwuQzpiYvoP4jPZKLVWl/WNbTRDIWqqnJtJ0ew4qKqEEpuaiqmK3SwIH9dVpZdl9ZOPTPLtm0Uur1U5UohLV7bNOmvVNtmYRSpiUmx0KDe7zOejUrxY0gHvjaUSyyVR1aBIi/itWod0xOTRuQwz2b7a88paDUUVa1A+HiIVMSk3bSxdwptNv5hUfevPbCZKrd3lo2eyvHR7m2/f2kbXFD5+doKopYMCybCBSZdw+yI33VGWahGur9eoNLu8vlT2x4woOjIRk4dn04AEIDuux3q1TdjUyMctlooN1qttnpzP8vBMmvPLomBTFAVLV0lFDG5u1In6+YXnl8osF0VlZGhCXATQVIWIqVNqdhkfiRCr6aiK0svYeddRyezqeh4Jy5AgeT9ovut4fPzMBLHaDX9bHg3bxXGFZHInHiU6m8fSJSvs1ladJ+ezjCXD1P2udfP5GI7rYWgqLg6KH8Ccj1n80WvLhD0pTC1dlH9r1Tb5uMVIPMR6tUU6YqJrClPpMOWWkEfzI7Ed92eg9FAUhUqzw7X1Orm4haGpTGcjLJYaREyV+XyUpZKo36T7nMYTB5KkIyYz2QiaovDc1Q3aXYetmlwP1SdMtusdai3pPpeLWhwuxHE9j9cWy73zbOk6j8xmODQiXRjr7S5RS86363lYukohHmIkabFcarG4XiShx9mqtVEQMqmStVEVhbgluWVRS67loUKMq2s1ZrMxEmGZEwDq7S4v3y4ylY7w6GyY6nVRCalZG9AJ6SqWrrFRa/N/edsBALZqbeqdbs9KWW93/bwqk1MTiV5H1z94ZQkPyZGbzkQYT4Y4M53m0koVVZWctkdm0kxmwsznhXhTFIWwpTGVDtOypbnC4UKcmWyUi8uiwnn74X7RPZoMMZoM8YXzq+TjFqcmkqiqws88MUO52QEPXl0qM54KkY9bXN9QOT6epBCzSEVNGrZDOmpKllG1xdMHc/38sZjJeCrMaqnFy7dLlJs24JGNSZj9H7++QtjQiFo6c9kII4kwelkC6tuKZOzVfCWi7XocKcR5bDbDQrFBNh7ixmadqCnnb9qqEy1ehuUO6vTjvfyloElG0xblWdTSURBittV1Mf3umJv1FsmIQdTUmcpEJBur3cVxXZ44kOHth/K9ef5APspff2KGVMQk5Cud4iGdz59fxQNqTRvH83h1sSxNFMIGq6UWlq7x1MEcG5UWtY5DqWFTatqEazIPd7r+nKEoZKImubjFwnYT2xUyTNdU4mGdhCndZ3Fsn7iVsH5DUzhUiHFxucJ23abV7WLoBu1WE7fTJaQqLBWbKAo8MiPzX70Di8Ummah0UT0zleotiEymI7zzcF7I90qLRGaEO225j0xdYbPWIR+zeGgqzVRG7KM3N+u8fLso87cCIV3lE+fEjVBqSPOOgMT/2++Y5xvXNzk2nujNmRPpKEdHE4ylZPHGMqTLZNt2UBS5z89MpXjxxjapiIHjutzYqPPYbAZVVTF0lQ+dGuPl20U2a20em8uQjko2mOtJ9t53bhVp+aT5eCpC1NJ60SCVlkQT3N6qM5mO0K45uP4CgeNn3umqStQyWKu0adtOT5U8lQ5zW+mQdTfpWjq5qBCBmZjJuekU+Qd8bh+SXUMMMcQQQ/xY4AsX1uj42R6JkMGnX1kiFzN5xleZ/DBgLhflPcdG+MlHJvnChTVsx2W92uZfffM2P/vM3A9694Z4i+DjZydIJBK9Iuodh/O8fHsbx3U5M5XCdlwm02FOTSQBWY2OWdKlDIQIKfhty1VV4W88OcsfvbosGSK1Dre2GlK4GPKY6Xoeq5UWF5YrPH4gi6YqjCTEMqmpCuem0xTrHdarfZWlqamslVvEQzozmSjbdRtLV0lG9J6tKmIovF19jVZpFX36vQB89PQ4G7aQB4VEiAvFlgQbKwpvP5wn5hfVf+ncBH/53CT/9sU72I67Q3EEUG/bhEyNR/OQaBscLkA6HuLmZp3v3Skymgzx888c4PhYgmpLwq8vr1bR/WIPQFNVdE0Cu09Ppig37Z5iM2aJ1eqhqRQqCpahcXY6ha6qXF2vcWOzzmq5xdGxOCtlfLVElkIixEjM4sUbWxwZjZPyVTCaqnIgF+XZk6Pc3mxQbtr49am0mB+Jc3GlPBCuHEFXVVJhkzOTKXRNQVcV/vi1ZY4U4hwqxPn29Q2WmyobdRstpeAB2/U2Z6fTvPdYgd958Ta6qnB0NC6ZWsD1jRqGTzx+706R2VyUXNzi7YfzJMNGj+hK+LY9TVWpt8RyOIuQVhFTl3ageLy6KN0F33Os0BuLybBB3tI5OprgbbE8371TpGU75GLSbc3SVc7OpHnh+haTabmumzUXF4+QqaIrEoiejeocHokxlZaGA7HRWeK5lIw/XeXyapWHZ9I8OZ/l+aubrJQlt+jth0a4vdWg0e4ynYvwxFyW7YZc89OTKSoNm4umxvGxuG/lNSk3bLHlqBIwbWgary9uEQ8ZPaIwwCNzaa6sVzF1lUIyzHgqTLVlc2urzqWVCq4LqqqSipj8l+84KKHTLy2wVpGQaVNXex1+D43EubRaYSYXEZWFPyi2ah3avmIkbGo9QjQYM5ofbn5ixEBXJBPp7HSaC8sSUp6KGJycSHJqIsk3rol9qu1pgCrW467L2w/nycUtbm3VCRkqiqIzlgyjoLBWabFeadOwuzw6J90JN6ptau0uh8IG6ajBYwcyvPyah1tr4xEo0RymsxEenu6fs2zM4iOnx1kuNX3Co4NlaKJGSoQ4NZHE0FS+dWOL+ZEoJ8dTvZzB5VKTqUyYM1OpXpe54+PJHV2QXdfjixfWSIYNPnBy1O/+J0TvnWKTz72xiuN6fNhXdwE8dTCHoSk9q7jrSiOL5UqLelsacgTn2nVdjk8kGU+Fe/NQMmRSSITpOh5/9ZFpFBXOTaVQFCgWS0Q0l7Z/zbqOh2FKuPxGVex9mZiQqumoyanxJIcO5WnbDmvVNjPZCM+eKDCeksyzb17fZGG7wWOTYcq2xkKpSbXZoWk44HRodx2ZS32btaYqZKMml1arxCyxth0uxLm6XmOt2uLmZp2ReIjRlKhTdVVlNhel1OhQbzu84/AIJ/3vFkNXOVSI9xR/R0cTfO9OkUurVT720Dif/t4iF1ekI/BYKkSsqXNhuex3FDTYqLbw/H1aq7RIRUySIaPXdTHYX9f1hKTWVbEDGqL8LDX66kyQjsSiNJP7NOo3CIlaOp2uNFjIGh0a5giaovDYgQwXV6o8PpdBUeDz51dRFQUFsZuCKKNPTiTJRWUBCaQpDIpKJmLwzKEcbyxVqLa6XF6tij3+co1UxOTthyO8cqfEmekUXcclO2CbBbHJgnxftrpuT+EM8MGTY+iqIkrM0QQ3/e+eQjzETC5Ka63KXC6K4Vscy00bQ1U5PpbARbomgpCFTx7IoqoKhqaSi5m9pgv4Y/jsdBpdEwJ+sNnT2akUpyaSfPb1FTRVwSjLYpnqgaqphA0Ny1CJmhpLxSa3tho8czArc1chTi1q9ezA4fYa0foCGgd6KscHwZDsGmKIIYYY4scC/+tXrgLwgROjVFo2X7qwxk8/Pr3jofYHDUNT+ceffAiAn39mjl/54wsA/POv3xiSXUN839B1XLqO2CpAgpWvrtVwEatSPGRg6doORY2la70H6Zil81+9Y75XrBmaypmpFKmIyXa9zYUV6c5kdx3efijPdDrMS7eLfli2Q8TUe53Ngn14dC5D1Vcd4O/HfC7KsfEEEUtySlp+aLznicXh6EiUzprGTLSBGZciYDYXZXY2A50aybDGu44WiJhS+GgDD8ivLJRpdLrk4iYDtU4PF1aq2I7LXzs7grq6zM2tOq183yIYNrSeoiMZMfjs6yuAFFYBoeB6Hh8+Pc7pyQapsM5iUYJ6N2tt0hHZX88Dy5SsnOVSi7FkiJG4xdHROIV4CBR5jdj3NObzMT73xkovlFs+U0VVhNxLhAwOj8aotuwdtq7j4wkurJSptbosOg3OzWQYS4UoNTvMF6KUG12+fXMbU1dZLjc5OpaQnBc9jKOIfVVTFcZSkqO2VW9zbjrNG5rKsfHkjnMX5CFWW12Wik2ePpjjhRtbRC0JKpfjlpM+mQ4zlgpRtx0m0mFCPun3tctRLq1VsTSt957ghLVsl/SppzEmYxzc6DKaCPFHry31iqw72w3WSi3atljwnj6Y40C8RMq+heWNEQ/ptG0wFIWZbITJdATbbtN55T/gmc+gjByj1u5yfDxBSNckp0ZTWCo12a53SEZ0/s57DtGyHb54cY2W7RKzJEg5szmK2lbAhe26zayf6aP5HT4b7S4RS7om3tis4/qhzLmBItbShQgFIZZTEYMbmzVqbYdXF8vM5aLELL1X8MUsnWTExHFhudTkUCHe21Y8JDk3uahFo+NgGWJ9nMlGesXvWLJfnAb3gqoo5MIquVtfA+MM5A5ybCzBc1c2WCo1hXgOG4ynwj2ibHpymkRaZbIZ4dHZEKoqXREd1+NnnpiRwH1DFG/PX92k2XH44MkxNFVIzkLCIuuY/PcfOMpqucXLt7dpt5qMJUN4YcnRa3QcwobOdDay554NyKJXFkr+eVSl4yxiJZ7KRPA8r3c/AZxfLnN9o85YKkwmanJhpbIj7y64j0OG2MyempfFseCYczGLdndvUHaj02Vhu8HJiSSWrvFHry3T9Qm9dleaNSTDBpausl7t9NQ/AU5OJGh3RTll6CqPzWXkF902o2tf5XQsTmt8lrlclFcWSszno/51k7D34+NJbm82KNY7hEyNSNSkWO/geRKc/q4jI70s0IP5GHHD4yn7W7ykzbOux4gblszHnmQqVVo2pyeTdF2PTNQkHTG5tl6j03WZzkTJ+t1su34ThMfm0iyWmrJPPjlWanT44MkxbNel03UxVdDtOl19p0JnJhtlQtkgvHqTqDXFkUKM6xsNsW8/muP/ePE2xXqHR2Yz3Nlq0O46dD1Yr7Q4MhqnbTtYqkY6auK4kk25XGqxVmnz2GyGrG9DbtouJ8aTHCqE4U5/3IPMYYqvhnvv8QJfurDeU0LpqoKh6aiq2LeD5hIgys/XFss92zDgk0A71Zv5mEWnts3JeJ14yOCxuQwvXN9krdLmK5fWOTaWoNPoELM0dE2h1OhwdjrN6ACR9Ohshu/c2u6d41cXSlRbNnn/uzAYowBPHcyy4TeAmMiEuL5R452H8zx1IIupq/zhq8synuMWtXaXa2tVDo7EGEmEeOH6Fpqq8JHT4ziuR7XV5UA+RqfrcmG5zP/40eMAfPvmNq2uw3Kp2SNtdU1F1+g1XVAUhZG4xUenx6UDZ0cWKWYyUV68uU3TluYAo4lQL5S/kAjhFeJUblwm2d2ikDi65367F4Zk1xBDDDHEEG95bFTbXF6rAfC2Qzk+98Yq7a7LJ85O/ID3bH+UmzZX16uEdJW4XxwHFpIhfjTwG7/xG/yTf/JPWFlZ4cSJE3zqU5/ibW97211f3263+ZVf+RV+53d+h9XVVSYnJ/n7f//v83M/93O91/ze7/0e/+Af/AOuX7/O/Pw8/+gf/SM+8YlPvOl9+/z5VSKxOu89ViAblY6CTxzI0eh0aXQcPnRqbM97HplNMz8S7RFGN7fqWLrae9A/4D/MB+SxKBekDXw6muHEhFgAg7yOW1tSaAcF+2B3ricOZCk3bVbLCk3bwe5KDpLjerJqrijELI3JuMEtTcXSFZIRc2Bv/Yrd75SYCBs0bYdBJ3C93eVrVzY4XIjxVx6Z2nO8ARmjKRLiXC51SHaEkJnzO8r91vM3ODeT4fREn+zRVQkEBwibonq4vlFDVWCt0iYXM/mv33WQA/kYpUaHclM6YG1UW5xfLrNdb/P2w3nSEYtiw6ZtO4ynwtiO2yvEDhXiGKraW+UPFHc3N+uMJkMcLsR5ah/Fqq6qtGyHtN7m7HQKQ1M5OZ4kGTH4F1+/iaoo/I0nZ3oZOprioaSnMGoeEb9wS4YN6u0u//qF28RDOocHiBUQwm2r1uHnn5kjFRZ1SZDX1RzonhUQm1FLZzQZptiweXgmjaGJVfaZwzlavjV0EPGQQTykwdob0G5y8thH8DyPVNToF6qKECPvPVboKQ8S9Zsk2st4tTlKjTbJsMHBfAQjFOHgSJxvXFkFPNrL5wmNHOOxuQxbtQ6vLYrlzNAUEiHpxpiPWaiqQsSfjzfrbU4ZSWKWjhsbwzM8qMB6td0ju0L+OW11XWIhhdeXymSjJvVOl+vrtT3FcICu46KrinT6O5HG0BUMVbpwBoSPoii8/VCeb17f5NJqdQfZFSjoFJ80DdRcEBTu6o7vld64VxVQNUhOgdkv5mf8z0xFDN51dARL13rjz2iuY0YjPHMwR9L/3IqvDtnd8fi9xwtcXY/0yG4FCcbPRE1ChsaV9SrfuLbFu9Um+ZjF2GSMK90IbyxVODYW30EO7sbJ8QTfvS0ZacfGEj3S13ZclktNXlkoETV130brjy9PFG4Pz6QJGzvHnKYoRH3FXDC/GZrKwzM7FXmD2K53WCm3ODvVf43iK34OjsSYy0WxdE2ym1JhjozuvI/iIaN37Q7k9zaoyURUmn4XWKB3DQ1dRVEUnj0xxm997TIgtrpp/3cent+xs0/8PzqXBTtC63UFtSP5d2dnMpxoJcFziZg6j89lefHmFoYmc0AmalJqpnj3kRFQ4PmrmxxvvsSRao7Tz3yAUqPDYrHZu/+OjyVkvCrwtSsbnJtOM2XWON34Fuv5J3YeW9SEG6/57zvBuek0y6UmibDO1TUZ368vlsnFJD+w63qkwjrrlRYXVyqcm05zZjrFd2+XcFxZ5EhFDeZyUcZSYQ7khSz+8sU11qotuo7/3ZE5QDJicHwswZTfOOQLF9boOh7vO17AcSXQ3XLqhN06jqLwykKJRNjo3b/7rJvsC1NXecdMmK2yr55SFc5Mp3n5TpF6WxaJXM/jTy+vB6cQS9d4aCrV28ZuNfKJ8QSxkL6v6snSNZ6Yy7BabjESC5GIyBgIOsaenkxRa3U5MZ7g9rY0dMnGTJmL/cWKP728zlPzorpKhg0cxyNiaSRConz7yOnxXvOHj5/Z+WytqQpBSoGqSFfF3fjpx6fRVbU3pgHef2JU5vXpNFjjsF7GThZ6c86DYPjUPMQQQwwxxFsef+SvWlm6ytnpNN+5tc2J8UTPpvXDBttx+dwbqzx7YpSHppL8yh9f5LOvr+xblA/xw4ff/d3f5Rd/8Rf5jd/4DZ5++ml+8zd/kw9+8INcuHCB6enpfd/zkz/5k6ytrfEv/sW/4ODBg6yvr9Pt9lf7X3jhBX7qp36Kf/gP/yGf+MQn+PSnP81P/uRP8vzzz/P444+/qf1LhA1SMYuoJdkot7cafOj0KJ8/v9ZTCOxGyNAY860mjusNdDPcqbBQUIgYGqpKjwwAURwoKj1bzzsO53t2v90oJCRAvdzsslRq4Xgepibqpa4fLh21dDzHptbuUm7aRJwBC4efmxTIVB6eSVNsdPqFLeBHz/jqip3FbbD9ctNG69bRl1/i8fkPEspFsR0hVl6+XSQVNhhNWL1jGkuGe4Vg1NLJRE3fHuoRC0kHy5GEJcUlUhCDFHepsOmTj1J4jSQsbmzWcDyPqKWzVmn2iMbdxEjw+SvlJhdXKnsIqN61UWDarPA27SqWdwbwM738cxsExAeIG9Auneedaoeyd4bjY6e5s93AceX8VltddLtKabVOcu4wIETlfpjORJjOROg4LpVml0S4PzZOjCeoNG0u+2oC6bhn8dhslvFUqNdlL7gunuuxsl3mbD4FzRKKEeboaKL3Gl0TNY/pdwB8bbFExBvjHaMZMGPE/cy41Gi8R+TYnko19xidyTwhpDhsd10OFWKMJkLSZTRmUUiEqfpE6bGxBM+eGEX3bVLfuLLKqe4touPHADgycB10TbKmVIlgYywR5iuX18hFrX2L06cP5ggZGl3fenVqMkXM0mn4QURHCnGOFuSYXddjs9YGx2bSWwFvrOeRUxXIRi08z+PWVsM/LgddVam2JDjb87zePrg9ZRdyw5YXIJSAhAROv+dYga1aB9PPzgJ6OXdLxTq5mLHDajWXi1Jp7lQtgWRbLRQbXN+ocXAkTsCKlJpS/D8xl2Vpq0571aPreuiqdAjUVIVDI/sTg4PnOtiHgwOvrbW6vLJQYowtUvU1LurHer9LRSTfbbPW7pHV/e3JvhXi/ePS7lNsz2SijCXDvXvz42cmcHxly1q5b9eOWTqnJ1N73h+oxZ6az+0k9uwmXdfF3rqDE5uXfQ8bvbkv5avtAExVtrFZawvZpSnkYxYt29mhEALA786reA4HR2KcnAjDdQjoG2dA/mo73g5Fk4xJhfecPkAmorHY6PCdW9soKD2iRvUzBS8sV5hMR+SYWmVR3E3sVelhxaEtxNZGVboirpRbeHicmkhRadrk4yH+2mMpOo7LN65ucsXv1JcMG4zEhaBud8Fsb5Ha/B6t9knqHZP5fIyF7YZ0GM1Hex0pCQsxOUgW/xdPzvLN62LTHU/2yaXxdIT8dIbzK/I9ODgnW7rKaPL+eVKHDx0Gp39vRE2NdxweYT4fJR4ysB3XJz1NVFXh6YPZHfMzQD5u9e6vQ3eZ9wNkYxYz2QhN2+Xsru+QQOXnlJfZ+tYfk3r4L/eOIRuzGEuG8fzvYV2VLpKVls14Ksz55QqPzWXQVIV3HR2hM0CoB8jFJGx/EPV2l9VKS0LrDW3f72FVUcD09zV/FLIHOafL/VCpVO55vAGGZNcQQwwxxBBveXz6e0tYusqT8yLZ/q/ffYhfeOfBN+X7/4tELmbx3H//LuIhA8/z+Fcv3OY3vnqdj5we32OxGOKHD7/+67/Oz//8z/O3/tbfAuBTn/oUn//85/ln/+yf8au/+qt7Xv+5z32Or33ta9y4cYNMRlY8Z2dnd7zmU5/6FO973/v45V/+ZQB++Zd/ma997Wt86lOf4t/9u3/3pvbvbYfyJBIJPM9jfiTGbFZUBh97aPyB3q+pCifGk6Qjxr6/H0lYHBtLQLMIaxdg9BQvL9usVlp87KFxv828QTy0//sDuIiSKxEyMHSViXQYx18dToVNlI4UjevVNqF6Z0dWiEAKNENT9yhLVEVIsLcd2r+j0yMzEtysIwq0sAYoChu1Fjc36qiKsiNrxtIlf0RTFahvkbnzTZh52g+RFlJtIr1zJT6olxtth5G4uiPoupAI8eFTY2zVOnzj+ia5mNUL914sNji/XOHth/KEzb6yZj4f451HRu56PjVFIaJ0sHZNIamwyaGR+A7bC8D8WJZbrkXTbpLTG8xmo6xWWpydzvCuIwUqLZu1b/4OaiMEPtl1N5wdyFga27XGkAybLGw3cTxRG4YMjcOjMWZzkT1jJGRonJ5KEN/WQbfg2pcgOQnTfXXIaCLEsydGOb8shWjE1JnLFZibNlBufJUj0QZEEuD1lWZnp9NcNnVimf5+Xl6tMJGKELV0dE2hZTvU252eKm2r1ukRi2LLdTHb22hOCwj1gpgDRC2NQyNxEmGDjutQbtqSZ7TP+QoIDs8PgS4kLC6vVTE0g3LTJhbSifgX0kOam+hrrxGztqA2B3HpYNnoOGzV2zw1n+PJA1ly8RCO62HqKlOZCPV2d8f3oOffM6qiCGk88TBE+gRmy3bYrnd2qI10VSEXM1Er7Mg/AvYlcgJoqkLXHVCSQc+ClQgbHBqJ0LyisVnrMJmaYal0DWDPOH1QBMq/A+EGzfIKJI5xbibN6ckkR0YTdyWwTF3jzFSK6UyflAnuuUIitG9H57CpEaZ/owUEwInxBG17r+1xB1ploq118ML77pOuqnz49Biho9NUW13OTqWYTEf4o9eWqfsdMwHCqofuN/IAyXUKmxqHCvF9niMkFU3xXLZqbT77RpkjtRrz0yk8z+Ml3y4HwqMOjpmIqfPsiQKeVwBVYdRxOTWR7OXzDWKt2iIbNeXz71zg0mqFlrPKmTOTO1+Ymoa18+B52I5L03aYy0VxPJc3lsooiljJA3Xeu48VKDdtbmzWe807AhWeaVfoths0GzW8tBAnU5kI+bgl58rzYPpJcPeSsvGQzmw2uuM66KrCWDLEbCFGy+9AOAgJnH+QMapAW+YonC5Kq8yxkQi2TxEamsqzJ0a5ulb1s/72joXAVvsgiFo6o4kQrX3IqADa9nWOjiZYb5Vo2aneWBpUMUp2pig7F4sNbm32SaxAmbsbpyaSxEM6lcX+vbNRbfPGUpl0xNxD4vUwdgbCKfl3bQ02LsPM06Cb+79+HwzJriGGGGKIId7SuLZe5fWlMmPJUC+vKxEyeiuuP6wIiryvXFwnGTJ4banMv/v2bX7umQM/4D0b4l7odDq8/PLL/L2/9/d2/Pz9738/3/zmN/d9zx/+4R/yyCOP8I//8T/m3/ybf0M0GuVjH/sY//Af/kPCYSFIXnjhBX7pl35px/ueffZZPvWpT911X9rtNu12u/f/YCW0ZTtYfne6L19c4+GZdC8490Fx8C7qimzUJO7bGijdgeoKxEY4OjYrnbsekGCeTEv+zomxBLqmcnQ0zsF8jGRYp931CJsaHV8YlggZO/ff83b+vQ9UVcF23H1XoQEeP5DheCuBub0mP/D3OxczOT6eYGG7ueP17a7Ljc0aJ8YTqM1t6LahvsFoLEentAJegXTEIDOg0gjOxfWNGumoycJ2g4MjsR1ZL4VkiHceGSEZ7luWgu5cg2HiIHanwD62H+byUW5fbIlCT+2XAGFTIxbSWSnvLNo1TWV+aoLF2jjj86eIWBrvPjrSK2aSEYNINko6aga+1bt+9r2QCOloKkQNA9PftqXvv9K/UWthGx6nHn0n6LaML2VncaVrKocL0mX3q5fXOTgS4wNzGtb6G1BeBCWwrvXHR9Kr8ljtK1A6BxmZY9/uqw9btoOhqSwVmzQ6Ts8K6A2YlkxN5eHpFNk7FrXlVyD8ToqNjpwbHxFTI2xqHByJ0bFdDo/Esd29zREGoSgKpyaFHQzI3M+8sgTszBd6aj7LxQ2PRscBt0+mJEIGZ6ZSJCN9BWMwXiZS4Z7Frwf/kDRVgXYVll4WIiAkKrJvXNui3e3nq8k+ivpDqQ5qee6PhyZTvX0Ra1O/oF5busm3rlV4WFVIhqVhwbHRBKuV1p85ZzMYJvb2TSbSYdSJBBPZe6thQAr49x0v9LpkAr3GGsmIsS/ZtRt/8oZk+n38zETPqnlXlJcYK1/g/cd/gvCe6AK5QNmoCZZ+z2iDD57IcasW6ynTgvlmsdjYa8HsKbv682GtZcOA6m8sGeZIIb5H+QawUWvz+ivf5pHZHMmp4xwcie9Ldj15IEut3cVxPTRXOpyqTnvP63pwnV4HSMfzODaa7M29wXEFeM/xAk+0uz1FUs/qpodwPMl7PDNAvvaugaJAZQkaW5Ce2Xlc1TZjqRCv3Cn1Xt8ykrj+Pp3c5Q5IhMROHSgw74lOHRoyl9PYhFvP82JzhqI5zsemWihGGBLjPfur+n1YnHVc794WQFWn67hcXS2RLbj7jtN6p4tbDTIXI3vnkH1g6irjqTBq2OjdR7O5KNmYee9Fr8R4/3ulti7X6E1iSHYNMcQQQwzxlsYfvSoPmR99aJy/+tg0H/jUc5yeTPaC4H+YcXurzt/61y/1vuv/xfO3hmTXDzk2NzdxHIdCobDj54VCgdXV1X3fc+PGDZ5//nlCoRCf/vSn2dzc5Bd+4RfY3t7mt37rtwBYXV19U9sE+NVf/VX+p//pf9rz8y9fXCMe2uLZ01NkoqYUyN8n7ChA8kchVoBwhqRukHxTtmGFZFhIaVVhxwNx2OcPNKQwS4R1rMECuFew3Z3syscs/vTSunQ7e2yvtTQIhMfP+qNZAoSE+cDJsR7hsP+u+/ui6hzrXuJQaInS1Q2K3SMkw33yI7ivFUWCxa9v1AgZqm/r6iMT3X8VOyAKguJlt6V0N06MJzl+1kLpRKBT66+Y3w2OTaEwSthcZyzeQdmHZMgefBRWXwOnI0qrPwMUXyV3Yjxx30UIVVEwVYjW78DmJfmhub/1dpD407avSUG7fgkmzskPBwp7NP8cL38P4mNghKm3Hb57p8gzB3NYuuRkVVtdptJhio1Or9saCHk6kQxBjwBSyMV3no/5fAxT05hIhfnSxTVSEYNqu/vASqV212Gx2MTQVAoJa4fSIxE26IRz2KU1sPpEdNjUekqXB0Fwx2iqAkZEMrvUnZbTdtfZRaqKfUxTFN4E17Vj/3fU8Y1tyhf+lGQpjK4okttWusNsLo2uKdKtcz+0KnD1C/713TsWAyL1aiNONtxgIn1vO+QgdhfkiqIw5Su9ducT7Ye3HcrT9e2/98obA8AQsiZMC9i1j8Hcsn4JEpMw0g/rzsUsPnp6vLcQEdF8okp5ADW456IAiuf45JaHpqo9Qljzc+P2WxSxHZfXF8scXv5DonULpv7RXT9ms9bm5dtF3nOsQMyxOTKagMw+lr+18/5+OT0V2lQ6smPM7FYQDeY+Qn9MGXaVWMjk1Gh0zz0pB9CShZl9cHW9StTUycYscjGTYqPDtpJiq7nFfk9i8/koD41HyZVegU56R97dHtRW+3NmuwpAwWhTBJTl78nPT32SbNSkvavT4p8VQUj9XZE7RGvxGmdnczus5rvRHFAnPugCVszS93y33ZPo8jy48icQSsHB98jPNONNqboAfnhaUA0xxBBDDDHEfwZ8/vwq56ZT/L0PHOHiSoVLq9UdIZ8/zJjJRvmVj5/gS//tO5hIhVgqNXtZSUP8cGP3A+BgLs5uuK5kufzbf/tveeyxx/jQhz7Er//6r/Pbv/3bNJt9BdGb2SaI1bFcLvf+LCwsAPDMVIj3qC9h3PoqCork/XyfMBK3+sW7bomd6k0+nIIox/7Kw5O88/DIXY8xILtWyy0cZx/C7h7KrkIiRDyk92xTu/Hy7W0+88oSnuY/jEf8QN3yEtS3dhRVILlI2aif3xVkjITTKLaQE0mnyOlYbYciLii+o6bOXC7K6YkkE8kwbF6Ddu2u+x4gILlUVUHrNnBr6/d9z+p2la1qc4f6B+B9xwu8++guC6TT4fbF77C8cEMUUfshlJCsG/fPTpjajovtuJQa9h4b3G5kIibPnihg2DUpggA6jXu+57XFEp/dmmAreVSKT1espTvILisGB94pxMCdFwBRz7znWIFUxCTUXCFpeczmoliGxqOzmb2Fmr/vIUMswbvHSCpicmoySdTSSYYNbm/VecfhPJPp+ysjAK6u1aRrqufRtncqEg1VpWOmSE0eA/3+eUF3w2A3RnQTKouS2+XIOZvKRPYUrGFTY2G7QdeI4iUG7Gh2C7au3/f69D4vgGMzPxLjmWkDJZan0uqC3SRsSGfJu+ZlXf4TWHgRqmv7/jpQqbiaha6b7OhYcTcsfAfuvHj/190Hmai5x0p9V4QzkD+yg2SkvNgj3AEhZ7s7FWVPH8zx6FymryZ0bBodh5bTP1+PzWV4x+H9rNtej+QKIBY/GWeO63FtY585qbGNt32bWrtLODWCfh/Cu1iXLrHhYNtGGNJze1+Y9PNJfRIuQDDnpSNmb/68GwIFUai9hQIYutLrQLoDzv7ZkSAh8KuVFsulZm9uino1XHX/41QUBbu2hV1aEjLrXsgcgPTsjh8dGY3vIU//yiNT/MTZifvmxD0odjRgcN2dRJ9mslRsUa437vq9O5ON8sjs3oD57ztcRyakpq9+G3sIjn70TW9mqOwaYoghhhjiLYsbGzUurVaJmBr/6LOX/JbRCh/ep9vcDyv+xpOzAPz04zP8k89f5jefu87/8tfO/WB3aoi7IpfLoWnaHsXV+vr6HmVWgLGxMSYmJkgm+8qnY8eO4Xkei4uLHDp0iNHR0Te1TQDLsrCsvQ/lSdMjbOh4rQrbXueu2Vt/FjguPdsJ9S1Rykw+3Av/fVAkw8Y9LXlArxDruh5d1x1IyPF2/b0X+bjF33327i3MZ301jOL5W9X8R2afCHnm+F/CHshq0Xxb5J7P9QtqU1OZG0nAgO0oWKnPxiQ7Zm7767BSEcKllO6vZvcOa+fxBMVISNeINJZoXb4FY//FPe2EC9t1cpvfJhtW4ezP9H4eMXWx1VS3Ie6PKTPKoalxGtUiSuguqjy7Ifk691Iw3AchQ6PTdbm9Vb9nhzuQY+6p+IwQtJAsl3sgGRY1gJkalw6DzZIoDgfPp+dBNCfKgYbkE6m+mgW7SWTlO2RKIYojA80gmiUhcybOBUFGD3zMk+kI5aaN7exvFdoPR0fjHMhHubBcYam000arqgqeFkIJxe9J8t4P/cwuoNuB8XNw+5vQKsHB97JRbbNSbnJiPNkrvp+IraHPhzFvtVEGLWl3vinncjZ23/Gxo45XFDRV5dhIjJfKFrWySxqPeqfbn1v2Q5C5VN8A9m8EAqDbNVTPt3uq9zn3rdJOUvQvAt22EF7GADl251vy99GPyALC3Nshdvd8PgCcjjThMfpk6ljyLsSqP2YKUZ1wNsHWZoOwqe449j1EdGMbVl9DrW0BT1C3CmQzkR459eFTY3usd/VOl1CQbei5kJjuLyQMIjEmJKvbxXbke6DY6JCPS0OHkYHGIHfDqYkkk+kwqRWLYstD8Tz2HT73uL65mIUz4mHpKglflXsy0eKRc0/d9T1uQFIquii2LJ8cbmzL2Mwfkf/X1oVETt278ZCmKvf/LnxAfODk6M5rUlmEhW+DlRClb6vMoZEYm24b1/X2Pcdn/qIWi3dfl+qqdOGdefpNfd8MlV1DDDHEEEO8ZfHZ18XC+OSBLO87VuAzryzzriMjpCJvXmnyg8QL1zf5Z1+9Dsjq/hA/vDBNk4cffpgvfvGLO37+xS9+kaee2v8B+emnn2Z5eZlarX9tr1y5gqqqTE6KUuLJJ5/cs80vfOELd93mPeEXLW58DM/zel0B3zR2q488j0PRGgeD8OraqhSLd1Fa/LnhOT1Lkz74TN7L7Lp3kVprd6m3989WycYsaY+eGAcU0P1jMqOQmsHQ1B12qvVqi2LDP48tP6umsrwzT2qXncjZFc5Np94/p/sV4W/8Hlz9IgdyO61NhqYwPjlHYv6xex4vwHb2rP/h9t5fXvkc3Pr6jh+ZiTypmVOQmd9/g+Ulvyh1YPvmfT//bjgyKtlsD2aJ8WSVPzEh11hRZD8qy/u+eiYb5WOzLvHarZ25L4Pjo3gLXv+PohYbPbVzA66DrinoTnNn6Pydb0HxphB+4KtUZsX+dx/MZiM8OZ+9r/V0ELo/5iaTFvOpvXoFvVOheetlGUd/RgSHp6mK5AgtfkdIJF9V9OLNrZ3qGNfF2rrEydb3yG69hHn1s/3fdTtCyET3bwIxiB3XXVEpNjq8eH2NqNciG9WheItDGf2unUb9vd/19148cSDLXNi/x/a7B3ajVe5ZzP7CsHUN1i/uT1rqlhT9pdtCit0LroOpq5jmgzzvyGcdG43x8EyaA7mIEGP+PRIx9b1E2fWvQGUF5cgHAait36Rb7t+DuqbuIUuOjSUYCzoVTj4iytDGNnvguaJQVNSe/bPmz9We5+3JF9wPqqqQjVlo8TxdT6FjpXfmVS1/T/7cY7w0Ow6JkMH55QqbtTb5mEkmauzJCRzEYzMpDo/EYe11uPJ5UU8B3P4GrL4u/66tC4m8fvG+x/H9hKVrO+2QVlwUZoEir9umYXe5vbbPNfkLx67rUluT+/FNZpcNya4hhhhiiCHesvjs66vk4xZ//YkZXM9jtdLiL527f77GDxtGEhaNTpdkSKfjuPe1+gzxg8V/89/8N/zv//v/zm/91m9x8eJFfumXfok7d+7wt//23wbEXvg3/+bf7L3+p3/6p8lms/zsz/4sFy5c4LnnnuPv/t2/y8/93M/1Aur/zt/5O3zhC1/g137t17h06RK/9mu/xpe+9CV+8Rd/8c3voGFB9iDq+K7cOteVgn/z6v23sX1DyJH6QGBs6Q76nW9gdraleM0fhUPvg+zB/bfRacDKq392JYrrcHgkxuGRODuyigMS4z7b/fLFNb508T5EnKIKkRNYhjx330Ln0dkMR0cTu37q7SS4dhFYQQ5OLFB7qVqfqLDuUtS7NqdCG3w82i+SFEXhaKRKtnLxvoXA6MqX/JX9fc7N7vPVbUsR1CxJEPx+6LalWL34RxJmXtu45+fvQOmOjDe7xcMz6QfKPuqhsgy3nvfVPIoo7m7v3wACgO3r8p52Rf7ATrIrUK7V132Ccyf0B7G8geR95Q7d92W63yE0ZGjgdIWse0CMll7mZPXre36esVdIRQzoNvd5111gt6QA9699MAIURRF1Uawg59gfV4/NZjgxPtC50O9o2egIcbRjCCkKaNaD2QV3odzooHgu42HbVx02SKlt6fJ6Nww0pohZ+r7ZWIVESKzCO472hwyZOVkkqG/u/Hk017d23Xxe7rl7IbDnPVBmV3+BQNdUjhbiO+YJ3c9O3IONS6irrwAQbq6hVRZ65M5/em2FL++aX+9sNfiu32CD5CSUFiTzbzeqq2LVNKM9O2J6YJGy0nwAojKA66D5ytwd1uKt6/InOPbxs3veurDdYGG7IVlo+RhPHcjKYkOQKbYPchGNRNiAFf+4gq6vqZmBLgkNId0Dm3xAkEcevLvi9wV6CEaO9dV/uYN4nsKpidQPvonT7sUq15HvRePBbN8BhmTXEEMMMcQQb0ksbDe4sFLhnYfzHByJcW4mzT/7mXO888h9pP8/hJjPx/nrT8zQsB1ubNT54oW1IeH1Q4yf+qmf4lOf+hS/8iu/wpkzZ3juuef47Gc/y8yMdHpaWVnhzp1+TkYsFuOLX/wipVKJRx55hJ/5mZ/hox/9KP/0n/7T3mueeuop/v2///f8y3/5Lzl9+jS//du/ze/+7u/y+OOP7/n8+8KKQ+EkirZ7xd+T393P2gP9LlKdAdVDchJ3+mlsI4mhKrKdULJvAdyNhReFWAsyOd4s/MIsETbYv3C99z0SNrS7Znb1cPmz4HUh7s8bdlPUPLswngpzZHQfgmrwXO4iyTRV4T3HCv19WH1dVq5h/9wlKwGRLKy8IsXwICIZKabuMy8cDdeZGB15sFynbhtW35CCsHIXMiaohwILWVDYDWLjiqh8dqN4S/5uV6m1u/fOjuvU+0Sg54kyIpqVXCNFEfVQdG+hGDI0Xlss8ZnyAcq5s6JiCFRqg8VUJAMH3ysHdPPru9SI9+lgFqBVFvLWugchsx9uPScKkODa3w93yWZ7dDazv1Ls9jfh2pf339bSy7BxuUesBN8rioLY6Ep3ZKz542UkEdqZ2eVbttrRcRzNxBtUcdlNUf0NZk3dA7PZKE8eyILnMZuL8dhMQjoxglyre81Ljt0f++E07zk6wtPz2Qf63HsiVtjfZrcb3c7dc/Y6dSEV93vPfgiloHBip1Vr5JioBgOi1rXlZ/dCkE33Zki93dl7/j1Sadl7rLMAmDGUbgs8l1psBtWKy+d1O0wmzT2dRj28fkh8dVXGyH5z1kB317SfnTeXE3Wtqig7iK/7olMnF1Z4YkxlOnsXJaWq9bMWBzCdjTCViUijlMB6eT8E5GJsRNRIwf2qKHJ+q2vyd2JC/gSvPfheGW9/Hqy8CsuvPPjrV9+AG1/d8aP1aov6+p9dpft9Q3CuU74lefJhOPzsm97MMLNriCGGGGKItyQ+94bkG/3BK0tkYxZ/74NH+eCPUFbXbvzE2Qn+9Qu3URT4L//Ny/zef/XUffNthvjB4Rd+4Rf4hV/4hX1/99u//dt7fnb06NE9NsXd+OQnP8knP/nJP//OuS4sf1eKDR7uFySq9iYeJvcpUFQN4mN46hq6porKZ+FbMP3kvkREjxhRFLH+tSuy2v+gGCRWdhRM3j4/24v3nxi9/2e0q1LwP4g6IkCgrvJ2KbsG96fTEAJhUPUyaJfab9/blYECFinwA2VApy7k0diZu5OLQIgWhLL99w3i6Ed2bj+UkH3augpTd7FI9tr3maIk2U2g1jZEudEswvQuYjaclkJQ0/nenSLb9U5f3bV9Q8i7gOC4/CeS1zL1uHyoqoGZ8MPP/bwsd28h+o7DedJhg7VqGysakvMU7KPnCsHk2KJiMqOiZOvUxc556pO91ymKwkjcYnbuHgSK64hio1MD3kTRun6xT/z958Bd7J3AwD20S9kFcm6zB4XQuhs5qiigGcxkExSf/lki1sB4DgjQdvX+nT+h3zim6pN+nrfTkrx5de8YCmA3wW9YQf4InP+0qGWOfGDva4Ox+iALRq1S/zjuhetflnFzap/5+fKfyDk88RP9nzWLQkBOPdYv5gNUV2Q8rp2X+3T8rIxNK9EngSYfFULsXnACAvoBjnO39ftBrOCFk3KOG9soXpeOlYFCRu7N85/moWgext6x52N0VZF/3HpefqibULztNzPxibBWScbttS/DgXf11a9IV7+I+Sbm45FjKNUVCtau66iZsgARycDMM5KnFd953+4hjwfPj+OAts9+RPw5IjEBN78mhG9yQkjlraty/fJHZBvlgXD4dlX26R7z930RqLLHzzzY682oWGKbRZmPy4vMeYvUnTeZEdauShOF9GxfebX8PTme+43Tu0GzYPqJft5ndU3I+dln5LvpATFUdg0xxBBDDPGWxGdeFSWC7XjEQzq//oXLtOx9VAc/Ijg7lSIZNuRZF/idb93+Qe/SED+qqK4KgeN0+ODJMR6eiMpDZLsuljT7TdigBntlXf8K6sXPoHXrhOyyhN9229JdcN/V+2ATKlz9Qj+E+X6obYj9rVWRAtOxBzbG3kJt/dKDq2Z2Qw8Bik9gIA/y91N6BJYUzdilRvH3q7omirGFe3V523W+PE8KdLvZt9sMZvZEshKUfj9VntsVBcp+BbwR2t8+mZy8e4hy8HnRnBTtu0mR4Bq0q3uVLEE3RUXj4Zk0T+Wafkj+Kix9d397E8i5GD0NkXTfYhdkcV3+HFT6lsuQofHYgSwfnagTWv62KBIDBY7nwtUvirJh+wZc+Iycx9whsd8GcB1oVzkQrjOavIciLhh3y9+7+2tArL9v/P7ezKUHIVXuiT+/7ShQzBiaKmTD0styfu9GdnU74NgorTKZkAql/RQh9yBbLvyhXIMdL9+HYPHc/X/uunJPLL8CelgC9aMj8trOXZRWY6fvv18Buu0H6zR6r5y06SdgZle2omZKF8L9VIDrF0Q9WrzVt9ktviykBJ5P0lb2V4sN4k0pu4I509n1f/n7vccKvO/4LgJ345KQJHPvYGTteTJb3+sTq7q171zy0FSKs9PpndfSbko23OB8qOqiJi0vgbPzPjk+nuBAfkCFtXX93mTxILm9Y0Mfg2MfkX/XN+S83w+aIfNc8Sac/71+9tbgtVBV+U6zG3JPb13beazg3zft/pzR2JLjvxcx/aDYviFk74MgOSnEm+aTjJ06ndo29Y07O19X37y3Rb1ZEnJ2UN24df3Pl0mm6ULGBXbcypKcU/XNkYFDsmuIIYYYYoi3HFbKTd5YqjCTiWDpKt++scXvfXfpvq2qf5ihKAp/6ewEQYrGH7+2TPHPGiw+xI85+sWPqauoN74Cr/2fksF1/SsP9tC/Hxrb6DgYdo0j9W9LUT/3Nlm93jcHbIeO5MERWCfbNVH7NLbuol7wlSFrb8D1P31zn9HbhCPbKfoP/0YY1PusegdkmG7tH2Qc5H/tJuCMSH8Ve/fxbFwWEsWMSJF8+Nmd1sLSHbFBPkh4r13fvzi//U0hEQN0GlJctCqwcZcct/l3yd+KBsmpvXkqmiFWnvULomoYhBUTYkm3iJg6+eIrcp2C4PC72bxArvmdF4WMKJwc2OeajOMB65zneTgbV6UwVRQ5Jt961UPUV2OU7og6YbD7pOfJ/t8ty+7OC76K5gHtYhuX5LMD+26g6LPvEzh+PwTqqQcIhL8bTk8keedcnNDSC6JyiRdkrNytwAzGcrMEr/4f+5+jeymLnM7e+2BfNZG3v0X24h/CC/+rFPiNbSEh7twjuw3ozTfBfq28unPcf7+RnNzbOdGM+l1qU3tfP/cOUckEjRQ2r4hC9pX/Q+5F1xFS5NIf3/tzg/voz6Ls6v1c/h+1dCKt9Z3XV9XEUt1toQTvLy/4c8tdcgFBxsqL/1t//trvfjfCQsCYkT37VEiEyEQHFKTL34PFl+5+bOWF/Y+tWZQ5oVXuf+fd71wpiswNdZ/46bZFiTe47XZN/h+QXME2U9P9+dFzZL8ChW1vDmjc+/MfBPWNByNog/3IHOhbZj0PTVHI747FuvFVUandDWa0v70A00/A/Lt3vs7tykLG7jy6/eDYouxb+La/bVfmtjfZ+fdH96l/iCGGGGKIIe6CL16QvBXX83h4Js3z17f4xNmJH3zg5p8TP/PENB5gqAq24/H733vwUOMhhuhhTxC5X/gH6pzMgT/zpg1N5f3HRxg58yFRMzhdIXyCwm0QgaphNyHkOlK83E25YESDA/FffxdFzKANau28KLzeLAIrUKCSaGxLiPk9MVBMDyqteud999/7vDf4XaD+qa35Yd8GlG5JxtPq633rXqwAicl9rXwPjN2qgm4Lmttin6ztE+Tf2BZCMzkpBePtb+x9jar1LZu7g98b2/3iOTg33Ra9Yx8k7mKFgYLKFSVHvCDFo26JBSr4/cZluPal3lu/eGGNP24/RHP6naJiiGT8bncD5yqchsMf8FWGXxTyY5AAyB6S8Oj9iuFmSQrXB81RDMZSQCAFRf7ucWw3ZT/261a3Y3uOjJNoXjpJ3o+M3YGd34mqqpCsXxd1XW1d1Bz3ytQLJeS8xwqyH7W1vefhQXKO7vb6xLhcE8+TseG6fYWJ68o58zz/HDRlX++XERZ0xAvG2Z0X+4TIfw7ceXFvoHm3LQHm+51bIyx25HBG5uJBAqTblnsqNSnqxnvhXsouz/NVvK2drwnmj/3G8tJ3hRgc3JfRU9DcZjP3OJXEYSGCgmtVurN3GyCk+tZVmW8yB+RYoW/p9jwhioJr++dFddXf7q5xeO3LcPO5nd8z9/u8bke2F+R7WXF5T3PgHg3UW4GdcXAe2bomJJ/rCCk4oEL1X/RgXULvhUCl9SC49bx8Lw4cd73jUA7vUvLOv3svcTWI4Dt8kGRLTu5VQXfqMi4fZEEtIACDvycfgQPv8K3rD44h2TXEEEMMMcRbDl+4sEY2arBQbJKKGDiux0+c/dHrwrgbB0fiHB9LYOoqCvCfXvs+SN6H+DHErgf6sTNSrKZmJENGD/n2kXs8dN+jKFBAHnKb20I6NLb3VxwVTkB2vm/7C9CuCJkRrJ7vRmBrCEgCp3OXleyBfWyVROH1oAjsUUHhMhiAre9a9l58GRa+0/9/edE/jmq/CAgsiLD/uVt5TYraoGjyPCGSLv6RFIWKKraX0h2xhQY4//t+AHZDVC3uAxZKg/vQromFbzcWX4K1C0JkBYXbIK5/BV76F0KyBKTe7uLdc6W73MH39FVr2zf6BA30O8zt3rcdJKjHjrJFD4GVlNdUV4GB8OhdCqBDhTiGpqJjy7G4zs7Xg1zfwZDqzWs7i+RIBkaO3l0557mSPQRSPLfvYWszfXuXqsmxBqqfweOtrsJrv9vvdrnvZ/rn6fqfyjgxwvL6waYRD4p9M+KqkDu8N1NqN7KHZP6I+Rl4e+7FN0lYDF6XbkvGp2P73VtfEYVJq9y/zroJuP3PvZ86ZrdKLejU6Thy37cq+6sK37TF20d5Ya+dq7Ikiq3dhJDriPIvkhHVj2bIooBmSn5aLOcTvWOQP3zvz+0R9Y4cz82vw/ZNuUcdW+7f235u1h5l1z7XLJrbabtsbAkhunaBCb1MKBSWDrxWrP+5TlfI4zd+v/++ubf31ZihZN/uGIz/+qbs59a1u38HvBkE9+xdLd6Dc899iFmn7Wd7jcr+6iHJEQwPkjr+9nr5hf42g+8F1fDHrirjYPDeWz2//1y8G51G//ruRjCf3E/dtXlVzvH29YHFKI+opWHpu85VJHNv+36gzgzuD9eRWILdlu4gk00P7dx/u7UPSb7r//VN+NY/ExX63ZpB7IMh2TXEEEMMMcRbCrV2l29d32KrLkXfzY06pyeTHBzZ22nnRxEfPzNOvePgAX/zyZkf9O4M8aOI4CEy5xdLoZSEyOuWkFx3viXWrAcpNPYr/h1blEd3vtVXB+2HyrLkenRbO38ehLrfjVgI9ivI5KlvgLtPcTrQ0auXD7VnX+9SMCx/Fy79J7B8tdCgnSY921dAtMqSj7J1vf/ewJqk7bLaXPuiFMyBjW2wsNq8IqRRb1V+QBXmOv1/75dd1NiSonHi4b0B8bvRCwseKCQ6tZ3EZjA+6ut+N00L0v5c09gW5VSAZkmIxN3B1gECknD9kt+db0kUImvn+wVWZyBDy4r3bXiDx1Jb75M43aYotOKjPonYECvRbiLi5X8Flz/HXC7Kh/JbGOuvy1hpVfael63rcr0jWcgfk4yyIEPOc+S491O39c6ZK+dq9BRsXNxrm+00JP+qWYLEQKOU85+G1UAtM3BdV1+Xothp3z+wOujM2a7KOHoTheA9UVkSkkZRuSth1arI56uarxD1+gq1gDh8s+qcwfG9cRmqy3JshRN91Vqg5gIJAj/6Yd9e5mcfpeeESAc594OFf3APBPuVPeiPOV+RdPUL8pkg5I4Vl3F7/Sv3ydnb71g8mVsHM+BAVIK5Q0IUDsLpyDWsLAtBtXFZ5pvCSSFUQimZH8tL+xNvg2rWgPhe/I7YPT1Xcr+ufbnfbbS3jYDsugdBMvEIHHhn//+lRbnWxz9OdP0lksU3+upQIyL73SwJQXHtK/LzbltsxlYMCseFzAtIoB7ZO2Bv99w/v7pLUeW+Ts/u//vB7Vd3K612vzYYm/73ysorQh4OWuuC7QXE/4g/3vRQn7h1HbAiffIneE9t9QEOCMl8vPXc/r+z4n6u432cDIoq1vOg0YC/H23bxd2tvDr/B/LnbugtCvkLGO2KXNftG7s+0/8eW/xOn2h1bLHk7slo3HXdi7egvCzz4ZvINxySXUMMMcQQQ7yl8PzVDbqux1wuwrHROMfHk/zVR++zMv0jhE+cm+Cf/82HycdMPvfGPYqvIYa4G8JJscAEreuvfFbInfKikFwBeTKYW/QgKN3xVTt233pw9MNSTO6HpZekeNxdtAX/34+UgH579kESYD/7XkB2aWa/qBhEbQMu/EG/NfwgggJssGDwXFmBvvoFOU8gJI4Z2dnFK5yWQjuah05zpz2wsiTn6K6quaDoHCDqFEUKk8DOtZsENCLSzWz9wr0zuzyP/QsgZZ/X4asHOlIABwTX9a8M2MD8/d2+OZC7tKtAUXXpbHjxM1LEB8X0boJTVYUQXH1DjiE9t38HT5Dudhc+I4Xm/Ht2dooMp/vjdvMqbPr7PaigsRv9UPv8ESE/4r4qqXhTFAy6NWCrcsV2tXn17uRoUATHCjD2EGxf23ndOzU5T8Wb7LC5Zuf7qobBMdwq+wWdenc10W4SYPvmzn15s2iW+qRtdVUK09iIFO13IxzsphSh2zfkfg7GC9zb9nRP+J/ldIQcCWeEOOu2YdHP71HUnQWv68hxa6YQVONn+40cLn92p8U2PirkU0DGhdO+dXsfdSHIXHbnBdneyPE3dyiKIp34ds+loYSMk4AkeeP3RQFlhOH4T4gKNbBLF28JObx23g8KX5V589J/6m+vWRSF6YXPwEu/JWMpmGM0w7+WA3PUbvVfMGYCUnC/611b25m7VzgmauBmkaJjCVVbXpDjuP1NuT5v/EeERPTHcH1T1KKL3xGFY2Wlr3oLyK52Tc5bvCDn7X5NN+6F9Ut+Vt+9KI+BY70fmRmcp62rO7uN7nePtqsQHxfLKci9Hh+T71/Xlu8fMybHavgNIAL1a+/z7kH03U3xWV6U66Deh+bJzks+XGpqgKzzGE2GGAvtspC63XvHBbTKYnENLKFmTLomHvnwrtf6Kl6n08/tCs5dddfz7J78OE8Wn+7WLOMuGJJdQwwxxBBDvKXwpYvrJMI6d7abvO/EKP/vn3yIn378rUN2jcRDvO/4KD9xdoIvXljl4/+/5+l0/xw5PUP8+CGUFGtSuyoPkJ2GWOFCSSn8D77HLwaj99jIPpaD6oo89OohOPJBOPAusc7cjdgJLDG7FTMBETIYol7f6uebBA+7ijawj3cJtXZdv2geIFdaZd8m6ReT++WJBQgsUYqvMui2hbAKFADlRSk0owMB1EHGUzQnqp3yQl/hpKiAImTKHpvGRt+iidfP+QneF80LeeS5ux74/YI6Nnp3Mgbkd1vX/JDfAaVrfUNCgHcXbMlJ2R8zyr7nNzN3/0LUiEixHc74ygqf6OnU9yFlPPnTLMvxxAcUUBMPQ2a+///t66KOaVfk3JoxGdOFE/33mdG+ZfDoh6Swyx8RRQ1Iwb38imw3nIKjfme2a1+Wojewta2dh+xhPz/qHjbG8pLYdnOH5NwFJKrrCHkUHZF9CwgbgMIp+XxF2ctD2k3AvUenv13jZ799Cwi07Rv7h7APvufal/q2o/qmqIAamzK+O3V5//olUeZBP0C6XZPjS8/5ajR757bfdGaXf1wbl2UbkYzMJ4sv9kl0z+mTapUlIX4aWxCKw6H3S67dINk4SGgvvAgbV/pkQGVFXuu5/e0Hc0J7gHDPzu8Nmr8fXEdyoYLzGoTL1zZE6RcU/J47YAVrgB7pK0SbRRlP8dH+fprRPpkHQi4Vb0JpQcjoldf6512z5PVrbwzkmfnnuNsWcuraV/zvg3vYGFdf22nH1EyZl175t+RSaYypc3KfV1dF4bN9oz+nxMd81ZkzkL227s+v/nVUVJlPr39F1ElmTO773U0vdmPkmKjn9kNgXa9vyP0eYPNq/1yoen8x5J7feeydswsn5bvg9gtw5QuSgRW8xgiLgm1wTm5synG7nhxfYOFMTMKxj/Xn5ca2XI/qqozVQXQaMi7vRoI7HbkfVl7f//cB6pvwnX8uY8XpClkeqEI7vgo3wOFn5blg9fW9i1Crr8s80CrJPNGuyndeNN8n8QK4LuAN5G7SJ9F2f5cEYzEY51OPDiycPbjab0h2DTHEEEMM8ZaB43p84fwqyZBBIqQznQnjfT8CTn/IsFFtc2OjjuPBq4tlvnr5foHZQwwxgG5bMn5e/E15oDQifvi5JoWDHhKlUJCp9CAIVBXRvDzsm1HpIHbnBVH07If8ESEAdtsX9ivab/ypqDNe/48DtjevTzK5+9zng5aqQUvcwrclj6qnpNnn83bvgxnzi5iBz+l2oF2WwvX2N4SQW7sgBc+Vz8l+7lgN90RB0ivM7jM3BUSb5/qt7Fv9dvWDSjXVV/8Ubw6QZfvAteV1Hv0uYOAX9J7YwU58ok8CHPmgjI12VYqx3XC6/UIu2N7u+Va3IHNQFDGhZF+Rc+eFnfle3XY/S6uysLNo9DzJwAoKQzMmxbOqiZpg/SI9C9ra+f772lXpPBlg6zrUfTVEckres/qaFGvBuY3m6BF7QT7P9g3Z58yBnQXZ4BgZtJfe+KoU08H/q6tyD4wcE8Iid1jGoxGW7Zp+MT+YhwRCdnjcvdi/63fbLkUG+ITmvVQrg6omV66n60hxmTnQt0qun+9bk9bOi8LFrvvKKEWOLxib+zUseBD0SBpTrmltXT6jut5XSAVWMPDztXwipVMT8mLpu0IA7YeAyAtUKOU7UpyvvgHbt+RnxZt77aDnPy339z33fdc16dRl/4u3ZL45/2m4+MdCgG3f3KsqbZXhe7/jW7X98WXGhTSYe4ev0lJlfs3O9wmyniqqIsdWGQjcbxXl54NdOgdVhKUFOb+eJwTj9a/u3xzEiMi9EpAvqVmZwxtbHLCvMBIzhegdzOwKyCMj4pNdLoydFgvj9nUZV8G+KGp/TlANuX8DYvVeKJwQcnw/BORRbV0WXgKF58qrQpLGx4TADOykPZu3j+Cc9Dpbujt/B6JgMsOSJVddFXI2NiLXavOqr+ZExpce9s+FI/f1+gV47v8lc3PxVl8Bt3VNxmR1ZWfWZHlRMqsaRdmn4q29xxws7AQK3Ls1bNi8KnPqlp9PuPRyn+StrcrxBHO8ERGy8Lv/um/vDqCH5BjLi3Ic9U0Zw2/8nmwzQG3dX+TYtR/BfTz4nQRiPT3wLlEPghCACy/6eX1DsmuIIYYYYogfQ7yyUKTS6rJebfM/fPgY/91/eI0XbtxDtfEjCl1VePHmFhFDQ1cV/uPLi/d/0xBDBKgsibqkud0nUhLj8lBbvCWF2OJ33lw4sOfKCmxyUorEi3/shz53oGvTK9zsFlz+nBQyji0P1YOB6/Wtfjh0qyT2nt0PtsEDebfVJ74CgsLbp2g/+B6f3PARqDcCIuBeFpdA+ea6kivSLPYLuIt/6K/Al2Wf1t6Q4mXrmp+9c7WfFRbJ9nNRyouy37uPy4z3j90Dpp+i9x9Fkc/xPFEpTT4iRczCi32F2+Sj91ZBeI7s/8orOy0w0REJWY5kdpI5G5fl/MVH92aBeZ5YlAJ1TSQrhW/w+YF9yO1C8YYU30Fgv6LKa8ce6m9P0YRsi2b7gejnf1/eU7wJl/5QFB8ghXD2oN8B0BZSMCAVup3+mHDt/rVdfAnW/MwuMyrH6rlC8hZvSuF99YtS/BVOiaLEjPaVdLXVfmD9vufWVyyAXPfaWt82Fk6Lqm39ghzPyDE4/jE5V+f/QAgUdyCbKPhb1eW2uR+p5XlCYu6noLxvts0+RG+zLPdedbnfLTPY1mA2XacuqrRYQca5bor1LBgrmilzQqCke1AEhEIoKWO8XZHr1670x4ai7SIeXIjkIZyVcVs4KZ9d25CxOKjQCs5JtynnbuS4qCLP/z68/rty/AvflgYBgwpI17k7cb973wMYEZh9m6jNrn9ZzlljW4jMkeM7z83mVbj0WRmjnXp/LlAUITc6NTlu15G5e/OajNn6Vt9eGcwxim/xVvWdSqOAUBgkFsJpGUqdqqhdX/5tORe7MXFOzmtA3hRviMpn7Kzceyuv+sqz4PMi/fuveEPOjevIPgXZa8HxgLw2nIGgI2HDt2wG8/XdsH1DlFX7Yey0/B0sEgyqJAsnYPZp+XfQgGN3I45WWUijQMkbye7sgnnzObmenfrOe03RfNWe179n3G5fTR00LGlV5DpWVoR4D4ip9JwQcakZOPje/nbLSzJXpWfECrs7EyuwQwcquuqqKDb364xpN+R4Cif6BGVvO47s9xf+vlj93/g9uOjbZvdbjAp+FmT46SHZj0ZRxmdwrtbPyznpkeeXJOOw0+hHBwRZdZ2a7EegwA7uPc30G3HcownIAIZk1xBDDDHEEG8ZfOniOroKz/337+Szr68ymgjx+Nw+XcR+xJGOmrz0P7yP/9t7DtF1Pb58aZ2t2ptQ4Qzx443qumSJ5I70V643LsmfxZfkgTxWEJvY/TBY3NkNKXgC26DnSSE02DWssiQPsVvX/QyaLYgPWINuf6O/Wm3GZPvb13cWEt22bF9RpTAMp/sF9g5iwCeJnG4/OBf6BVjwgH4vgqhdkT8bvqKjXd65Mp0Yl0DzqSeEQHG7ct5UXc5h9oAUE5ophdPyq6K8CNQogyjehEpAXPv7bjf9c6z4lrwBIqS5LcXPlc/J+bxfZpfrCIEQTsl+bt8QAik+Kp+xeUWUc7UNyf659iUpKCqrMi4CdBqi7hhU4LTKch2MsGRq3fmmED7Nkuzj2nl5T5A/FvPzeHKH/RB8Xcglz99e4aQQczefkwKqtt5XhjgtIaVWX/PP48Axx0f3hkx7nrw/NSV5OaU7MlZHH4Kzf0OIreRkv8AzQj7RpPbJvNXX5M9+ihdgR5B2akoK1WBcBblx1VXZfrsm58V1ROHi2nJdywv+WPVJq3a1b8Pd9zOD8eMr1Gqr8lmD3RMfNMh58L4JCtHoiJCPlZV+JlYAuynHUluVc7L8XZk/Os3+/s481Q+JfzMIPqdTlz+qIWSsHoJb3+jv6+5uc922XLPtG6L0yc7LuPIcX3nmI1AGhlJyrq24kAdOR4rz8h0ZD6oB42f6SrXJx+SY7rnvu+5pTRcCsFMXQry0IEqrbqsf0B6guS3/P/lJqK3IsA7sh7eeE/LNbsg+2y0hrRMTQjJGMkLumVFAGSC1/LxCz5XxGNh6FRVOfdJXS/pEraL72V65nR1ne+HpazI3ByrX9Jxc/26zf53LC30iPTUt4y+c6d+7nifW4SXfUqhq/XtM0fxGIJ5sN2hCcL+ugkvfle+V/XIbY6N9+/TusPu2/z1UXRUi3IrvtDqCjLmR4/1FC0XZmRVpRuX7rLIsr7Hi8v/qSv87KXhvNC9EdzglYzVoglBfG1iA8Y/V9NXWGxcl8zBAZk5UY+uX9nZybGxL6Hvxhk++Of3Oo4O2d7sl91GzKJ8bTvcXOVS9vzAULIZ5/tgIthU8FwTnu7HZ37Zry3nNHID5d8l4vfGnO8+poooq8PAHZGyvXZA5uXTHJwLbQjAGCsiVV/vvi43KOL79DSF6HwBDsmuIIYYYYoi3DL58cY0D+Rgf+V++wVcurfPJhyfR1Pt0pPkRRcjQ+PiZcUDsm595Zfk+7xhiCB8rr8iDdjglD7OxvDygh1OiDpp42C/W7xEEu1uF4nSkCJp8DEZPSv7I9BPyu8CaAX2rVnxUCrL0zE6LXGKir6bYuCR/b17fafdZ/q6shgehuuHMPp286BdLN7+2U5ESEEJBMXKvHB7dkn3OHUUKJmWnNU4zfcXDcSFuMvNC9Gxc9tVDSNHc2JTi5M43pbDYr437YFfDdl0e5ldfE/JJUUV5UfHzYZoleoHz7boUz6uvg+2TevutfAddHc2o/L30Xb/L4LoUeUHA+calAduOJ8X04DXcvi5ZZKOnpENb9qCQHyuv9j83IKjMmFyTaMFXsShSAC+8KIHmm1fkHHfqULwj47BZkvMaTss+33peiklFlf+360LshdKiHmkVpajKzMmf/FHZTyspygVFETVc4ZSMu9iIFO1G2A/CHhXCzfMkv+bK52X/AuWg48gYDef6Bd9uDNoYwxkh8wKLWXXFHw9Z+ewrnxMisbEtYyZ7UF5742t+8HVAdtXk3N0v82pQCTX5mBzDja/6v7sHUdBpDOTlDdw3wbVXdVE5le8IEauZQnCAkKRLL8mYK96QcOnklNwb9YHid+HbfcXGref7hev9jsfzfPuWJ3PSza+J8mnNV4YMZnaBvH79gpAWuYPyua//nk8onhByv/9i3w7oEyDbN+Q8KKoQTIrq5xjWpAAP7NyJ8QfI7NpFdrUqYulaeWXn71tVf1wPELNGRO7N9Cw89Fflb88bsJP7yiTdFDJh6jGYeVIIllalr16zkn3yQjPl964Dr/2H/tzldOW6tKtC8OH5RJMj/x+c4wLCdP2yqGyiObn+174sY2X7hhA5uSNCkiUm+vtr1+k3ZPAJU0WR0+B5ModMPS6/VxQ574GlOiCoHgSduiwUdDsyj916Xo55+4bc64ri28IHrs/6eclS67blXhzsZNm7JiF/McAfa62yWPyjeZ+4V4S8q67KedLMfpbWwfcKaa9bYmHcvCxzYnlR9iM+0c+u2k1oB/bHUNJXMvm/Ly/K92G7vPM+AyEaW2UZ27rJ/5+9/w63LLvKe+Gx1s5577NPDpVzV3UOarWyhAKKIAmT7UuwDTa2scH388XX1/a1wfdegzFgkjDIBIEECgiQUG6ppc65unI6VSefs8/OOaz1/fEb88xdrdQYcEmtPZ+n6qS91pphzLnmeOc73rEjBi9yPXvZH7Am+T4s5ML563XFDIMqf5BMko4jcuA1lonrarjpqQ/xbhrW8EqM2/dqr0WI595XXl9Px+Fzhk3mDzgQC8VtaOXcXTZk2YRlztyqhxIvPIRRZAR2jcqojMqojMqLpCwVm3J+oy7N7kBmMlHxReS77lz4utd9sxbf9+Wf/dHTEgvxKj80lfw6V4zKqGiJ5vi6fpKN/pG34KgmpwCfrj0kcv7j6Nd8pVP1rfMilz53vYNvft71ErvZrm9wMl35CkCsE8D5KF6CNWTuU18fEqxVdsLYXpwE4xAY7SxTt3Z5KPxv2Dny7TUGXBrOSJjbI3L8nV85U6MpgTCn4qG43tvTUBst7QpO3/m/pL0mPDOcYJNeOI+jG0kTkpKaEVm4d6guQyUYRZhaRGTpIYCxkDI13IAVw9++hHMWiolkZkVmbwFMaWzBehJBx+rip5/X5w51K1+73rky4J/JBGb6PzUNSykYud7Jz+0B1AvFqZdhQvVaONwn3oVT0iqhZZNZEMntIuxm0AGMaZZhJ4hw3dmPUfdDb8BxNMCZ+NRj1z04SMbpDMVEAgHqXlkFoKtvEiq2w2byr3fyrgOqXMCax96jITMNGA+hOKCkqZeIZlZcBgzot9G7ez6QOOgCyDSLMBWKl+19WiXqmd8PYCLCHImkuF9iEnuJpmjrTjiigj7BKOCuCQfaKc+zn1ZZ2ZJbQ2Np9HCeF4YqgqbV1lnLujEAiem/sX2Mo8mGOFx6LZ7v+5p1VNkt7aqt/7mPK4tOWZ6t0lcX1b6uWcpqNIkGqqs4xm5QJD1jkzx4Q7Zg2tBpYA/rz6EZWF2lboatNugxduVrgIm+p7psV7C3xATAZr8D+G9YgoOuyMk/tjb71crW+evDsi/fjy3XNu18D0ZEvC52bnT5ROj/bgNNJAPA9Jq0M5IWmTgGUzQ+AXAazYhc+LRmaNxgXWiVRDplezgQCNHOQIh/pv97Tau9ZFhZZu0MRq8P5zP2EI6L7LqPdWzQFWltY3PNogq0f5z5v/teQKzSImBea1vEJAvxB/xt5hbGOBi1LDTHpU98X0X1Yzrfvwa4UbwCMF28xLy79pDIU78Hm3TrnNUAa5UY8+eHIg96tt2O++XgWn0T8NtotXXqMPSS09hjo6AHNrO0vbltwclIkv7utfhdp2YTfjiuhqaXv1yrT4R10oR8d+t2vY6kYFua+pqwWBHel/0O60kgjN106zx/OGzdsFMdh3W8fM1KFlRX7LoVDNOGqePKDDOMyyZjFE4q22rS2nb+IMy3tWdEPv+fRB77LQ7TRHiPN4sAWpVl5kZyyq4t/bYFw4sXbT3M+7pVZs0e1np8AWUEdo3KqIzKqIzKi6J89iybu+OzGQkHXHnp/rzsysdvcK3+9orjODKbjYqjjmom9hWcmVEZla9UMnOEG6XncAavPkh4TiCMw7T2DBvgq18CiHp+uIABR4aBsFaJz64+Cavi1EfY0PbaOFbmGsMQKpznRLzbUJF3dc7GD6PnJILjL6IAzVUEhkXYFLsBq93V3Lb3vU6za+j7gLLUvD7OnQnrOPNnnNR/WdH6RrMizS0N0WrAYKksAyosPYIzUV+nv5Yf11C3Jg740mOwsUyfRzM4dqUr2t7nOXG+byPyfK3D9HGcBMcFeMjvA3hZesQCNJ06rKmxAzgOG6dx0J6v4RSMAoIMuoz/znM9q9klYrWmRAB/UrMAD90m4F44gcO69iz1qG1ah9iAcTvi4QpYtSo2bKbXANgyTqEBQUx9Bz3+tn3JjmFH9VuGkwoMeox9fh+hpJ26hgdtKPBR5R7dlmr6+JopbIV+bqrTtH0RcGr7gkhiDIdt/m7AtVjOMtXM54pXyHY2XAYDmxHSDeAImyxivtD+5cepX6sMIOL1uM/GKT4/f7ey2fp2XBy1gbWnRZ763esZis9nV/oezv7aSdv/5uvE4aFMZlqy5jBIQSsDDBrHulEAsBg/yFxsV+kjEWwpPYd2XGKCORmKEfo0DKhMHIFptfYMIUlfSTtouLSrKgjeBQRolQEyBn3sLj1LXbfO2vCo1DTZY6NJK/TdUue+scV8NXP88uex4c0zGmrtwfjLzGPTjS3YPoMOrEVjkxNHsb1Ln3t+ja8va09ZbTkRmE6TN8H+9AbcLzaGbc3cen14pTegz3fCyYcYM5EUa0c4CXi0eRrQoF2mHe0KgJfJQGnaHwhZYDYct+ueP8Tk6al2mQlHa5cB+XoKauzM7TJhcvUNWGUigHb5/czD6ipz2RvwnNT09VlwDbNLHIDvmVvpDwMOOg5rne+pTpOLBttXYvIYVpMBI52ADUkd9OiPpUd5byw9gt3Fx5Q5NlS8IbDLdWVnTT73cdbvkx/knRYfUyDOAD51wMJzH6PtmYUhQFjvsfhFbDecYM3P7rG6hSYxhRuyyWGGy9h+bDKcFNn3KsuCamzxvG6TNi8+QNIDEdVe0/pl9wBYtsq8k4zulWmzKdEsYJYJtczMW3C6skIbe03ek9ce4ve9Jjbu9QHe4nm7dnh92hRJAwg2ttDdbBRgEptw6Mo1fpec4vrtizonW7Rt/VnsstvUd12T0Ffzbv1a4frPKyOwa1RGZVRGZVReFOUL57dkLhuVf/nGw/KHf/8l8gvfdeuNrtLfenn7rXPS7A4k6DryW1+8PMrKOCovrKw/h1N//J04j/0WzkllCUfPcdkAz9wMKGXCsUzZ2ZgPhX0cfRuZky5+Fr2nwnmcjtnnaXYZBtbSo1wfG2OD7fXZBC8/zsZXxDppXl9BF2V6GNHl68SjDQgy7BgN1c84f16fsKajb8FpM+GXX61EUhqGuMX9vJ7NOCUiIg5tyB9UnakyjsrGaQAKXzflpaswTUxadq/35WBFNItj5PU5VXcDOHNuwIYzhROEBE6fwGFubBLu1SgQmur7OKQmBHS4+B6srPj48zIJ+oyVATnG9sLO2r7EfVrbMPTO/yU/l5dxRgyzb/UJ62Rd+JTIw7+mGRKF0/nyEvawdQ7NoIljOD0mVMo41OWrCCEbJohhcTUK9GW7dj3To6z6QG7oegeoXSbroten31eftOwIr8/XYRaH79mMX8Ur9PdOqGvEOnj1dQDhyhLP9j3ud/nzsBSOvQPB69t+UOTYW20iAwwPMGHzjIJ+VcA24/D7HvbY71iAxfOuH6dOwzKUqPj1X30f59KIgZ/9C9hIXl+BzueFzhoH1Yjr74Bd+vxYBpu89jDtHXSvB9bCSUCLTtWCusNtNgwtEZFn/4j2fi0NsSsPwNwoXQH0Wn0Sp9nrAzwlxrEhbwDw0KnhCG+eYXw7dQsGRVIis3eIzN7Ov7k7eEa7zPrSrrAW+R4gUGYexlVT7cboTZkMholxHPtg5PrwMd8HXDWl32Vu15UpM3kEoCIUYy7XNwApuk1AwOHxTU7T30bfrdfEHr0B9d06y7O6TYCl0iJhpfFxxq6yYjPVlZdYP03Wz0EPxpsJVxsGwrcvyg7zSkS1ziIwf+sbdsziY4z1c3/CQcXEUVhE/bYm4Ihh28/8EWHR0QxtCEatqLs3YIyXHwOIaxYAhEwJRqjLxnPM9fk7LCuxfA0QyrCCilfQ04qPK4he5/pBV9s3xNJKzrA2Pz/D8LCOl+PSf42Csv+uimyfxxZ2QiNNSOcp+311lfeLGwTcNfWtb7Lemnk1cZhDj5AyRKtrjH84YfX9DIM2qOvO5hl9V2rJH+Da2iqA/cytlpkcH+Pv1VX+HoxYcNMkLBCxrE/fo97hhJUsCMX18OCIBcO3znIvE5LuuIzrxnP0e7/DOuAGmZ+Oi91PH7fP6VR5ByTyvCt3v4I9Q13t3GQ+dTUMtGrYujq3amuAu70O/ev7X76efZUyArtGZVRGZVRG5Zu+dPuefOlSQQaeLz/6u49LKODKdOZr6A29SMrLDo5LLh6S8WRYPvr0qvzzDzwj/l9Rz2BUvgVLTbVa+m0bgvboewA39r6SUMT8AcuweH4xGaBMOKEIjvHel5NlbvwwDtP8nfx92LEyznBcN9zxMQ0v0/DC/D4LQhjAZE3ZUsOZ2ERwpnZYSAa4GGZ2qR6P18fJHfRwQDo1QJmTHyAs6WvpGjVLemqfxpENxnhuKKpOjWNTzRsdncaWis2ryLQ3gBFjQmACYdWk8TlFrw85y4b9EYzRJb2WzepVWUI3p1sDfIrlrLh6NAsY2O8QCpnd8+XC++2ygmCOBdFEcCxWn7QhWr6HUxFXLbT0PF9Xn8TRvPYgjsv0CfqktGjDYAwbKRDU8BwNwUxN4Zi6GpbT3B4Kbx2yo2bRgi/egHE3TCGvr2EuPs52LEufX75fwY+6goJt9HEGferh9WD+BKP009g+6mWe6SlwM3Mrz9s6C4jSqdlwvfg4wEc0jSNcvKQO8RJMu3YFWzv9UZH0NICE0UATn7EyLIZEXoEjT2Rsj0h2nrqvPwfwYJgXvoctrDzJz4kJQBQzP577EAyL6poVqx4oiFpb5/kGiFl/jgysw/Nj65w+R0Hh0iLtjuV4VnkZ4LRVYryMBtDSI9h3r6maPRXYS7tfqoD00DM2z+CkeoPrwaOvVOobyvwYAt5c/XrlfgsA+QOcZwPOdKowXFolmwEyMS5SXqTez9dqElHduZPUaeM0dl1ZVkH1DEy8tactEL72NPMpmqb/y8tozC0/TviqKWP7GGeTEKPbICnFypOM/e57Cesa9FiDykv2Wr8PM0wUlN71Ur5266w5mQUAmFAUtt38PayjwQhzbvKIas+J2mRVdZzK9Fn5qsjyIxpuXPvy/t85GChbADiatuzARoH7t6vYW/ESn+l31JYP6JrjkYF38UuMfXycNcpopIVi1OnSZwn77DUt6NSpiWR2WZucPmFZTStP0J8mY2GvSX32vdqG2pm6i4h42p5glPdOswAgdl2bxYZpt0rMmcv387dmEbDccVkvh+9tQEOzZnQaMNnSszZcOn+AeW40665+Se+5CKgUy7FGBoIANyfeZYGr7UusJ8kJnv/Ee0WuPWIz3IYTgPyFCyLFq4Q4+54y6XzmpMnw6PXtPBK5HuQuXeFZjupIRlLUOzWDVt7MrXZOzd3Juz0xKVIvAIJvnrWHU6kZ2jR9HLCsWQTkPPA67D82ZkHIyUMc6LSrrJWzt/F+CARZHydvAvz1PWz9yhdgYEZT9n39tbIoD5UR2DUqozIqozIq3/TlscVtafc8Wa92ZL3SlocvP1/b5MVZQgFX3nzzjJSaPfFFpNjoylNL5RtdrVH5Ri/BOBvRB39J2U192F3tMpvruTsIbXQCVk9l2ElulUWMcLbv4XSuncQRmb3VZtTaPAvIY7IscSP9qlvQ8pIKT5/BMW0UCOsa1hiZOIzOmNdj417RUCh/YMMvjOM7rLnSqeOkGiCmcIHQp/OfwBlITGiozfNO+4dLp4wzXV3W0/weDCNvoI7MEo7G4gMq7OsMhf1sW6fNCcDCyCzg8Jpy+X4YA75POGeryH0DIetIrp+0wMSgg0MUzVlW2uwd1G/QwWHut7jXsDOwfopxaBZtFrA9rwDYjGdxCCcOixx7u8ipPxX51L+mb9wgp+/pedrWV12r8cOMoWEaGQByJ2FBDwaHN8ABjOWoa6eBE9ZvX6+jNmwfZiwHHUCtYTAyEKIuBuAz2Qd7LSvwP+hxH5OJc1yZhTshVQ6AgXH4G5siFz7JOOeGwso6dRvKFU1bweRh/SvjHM7fCfPt/MdFPvPv0Q5bexpH0oRoFs5reO+KArAVnuENAO7y+wAZTaiVmV/mea1tQomGmZbNImCICRcNxenX9CztC0YAJE2Y73Do8U5/6FyuKTPYUYCyvk77olllXw5ExLNaQSI8e/pmAIlolu93wiPFfkYcHNWvllnP97G1xATgRTStmmYa9llbx96T09QtMQGgNXy9E4At6Lj83NzG2d88MxTu5vC3UJw6e33A48IFQN94XhNeBLBTwzpqbrNuVNdo+8k/FnnmDwG6hkP1mgXGeRiwH7S5X31D5PwnAdJqa4yj17fA6PYVq3/UbwHsZndj/8GIyL5XIj7vuPTLs+8X+ezPAmIGIqrrtsUaEM/TP6VF5n0gwr9ei/V1/aSt845moc7BcIprU9P003CIcqsisuflgCCTx1S83SecsVOn74JRfr72MHVvV+hbb8DPU8cJK69vwCRefcq+U6orylpysJsHfxlAtb7F2F9XHNpWuYYmYDBqGbzRtMjszYCFRltQ5PpwwXge1nFmXmTvK2hHu2rXzW4dYEdc+mv7wlB4cF9tNgTAaVhMT/0B77DJY6xV1VUbbm+SPJiwP1/ZnkaP8vwn9PBFx7/Xoo39DutYbZXrcnvJJBuKkihk8fMiD/8q7wgTJtxva2ZMffbwgYoBC50AoFR9Q/XXStjcxc8QMnjqw2RUPPwme92gy3O3L/AedBzqWLpGWw2o9tQfMP7FK6xtIhzw9NqAYxc+RWhkp8o6Y1jTRtMwkoSBvedl9tBn+wI2bto0ArtGZVRGZVRG5VulfP58QfSVK53+QPZPfI2wpBdZefutc9LpezKWCInriPzZM19BDHxURmW4RNM4wr6noWpncOQHXZy+C59m03zx09ZJHAa7TJZFEyboD9gcP/t+hMa3L4qc/ggbcd9Tx3EVp86wdIwezaCDg9Zv45iN7bMhP0aIN78Xx2PxizaEyIR9GedmB+QaqmcwjGNVuABDa2zv9QSPQQ/wYDhMxBQTXuSGqJ83sCEqjQ1ltijrp13iXpunAZ08ZWZMHVfB8Q7PDUW579Y5K8TcNUwDZSQ5LvctXiaEZmwffeX7gCpGHD6S5DMbpwDkBj0crEiafildwSkfaEjVyQ/gXPSayv4Z0L9GF2b8IIymxQe5VgTGSziBs9gqWce828BBW3vKCiCbUDCjyxOMAUgYZmC3AajULtEfJtun7+HE7IQU+vx95UkrpDwMYC7cQx9lF+izyjIgXWICR7lVHLJLZYwN+jADGgX6MhQDoGxsMb6VJZy8rXPaF4d5TnLCZg4b9DX8UEXNW0XaZMJ/dsIrXe5dukaCh2sPMxeufF618K6KLD9hQbyLn2IcHQdgo3RZsxBqu2sbgHgrTwIGjR8GVBpmVYYTiJZHs4yH0eeZu80yKHeKXmOEoCMpBdN8kT0vpd3tCvZZ3wTcmDkxlBzAwQENJwEfEhP0a6OAU15ZYr5/mXaeD9BpgGcRFRE/a0OYD74eVtTWGWw0FLdzTHz6wQ1Sh2NvI4zOlNoagGo0AxvHsE0aGjq6rn1qQnhTM7TBDSKWbnTW+m0FxT+DbRigJxBW8GKFtSAQYg2NZa8HPzdOYycmXDsxDjvJrB2RpIb9CsyZsb2E9Jm5kdll9YuKlwFN/QHzrrTI9YkJ5nj5qkgwBINp8ij2GM2qll3JMoZMiO/EIUDybl2FxZUVm56X68LCm9uMi2HF7iQMCVqGZzhB5svysgXoylcAi1plPpc/yD83oFkPVQvKjLeI2ooeHPQ7gCO9FjqBgTDjufgFrg/HtQ66NjsOhyWNAuzfdgWARIRnJqcBoccPsi5GMiLhjB2r/AHqZ+6375V83gjGR9KATo4LCOO42NjC3RaIvnI/9lhe0kyNi6yLV77A+0DEroFGSywQtpleA2ENky8SDm3W3kiGftq+xJyMZQC5mtvMg5ZhcpnQ8/3Xhwj7Chy2y9QvnLJ/M/VxHNp/0ztsNtpGQVm3K9jY5c9hz+c+IXL6w6xdtQ3scOFOAMbqsupubjB+J/+Y+RqOAySf/BPWz0GHd47v2wQk3oC5sHGKvsnuUpbsFT1YSXBvNwjLtF22820Edo3KqIzKqIzKt0p54PyWBAOOBFxHvv3ErEykIl//ohdJuWNXTuayMcnFw+L5Ih9+akUGhr4/KqPylUqrwqZ96jib+PxBNs3VNTahhXM4M8kpkcxuvWjIpjwPx8oXNtgXPmnD+559v8j2Zf5euIDzNnkUtsPiA0NZvtTBSEyIjB/hVLdVFHn8v+OYhmJWk6PXVv2RyFCGJtEQvy1l+ehm/rowXgd9KzeEc1Bbt+CdCA5kNH19KNHziwkFNGGJw/1gnIbZO0QOvBZGXL8jZNHz1GmbEcnuZdNfXQUIqSwPhWI4tt6egkRGL6a6poCMhsX0O4xTNI0Dvf813H/tGdp1+XPWodwRotYT8/FDjHNyEkd9+xJi2899EKBEXOr14H+1bK36Jo5P6SoOeShBfZsFQpB6LRxCN4iztnlaQbYW/d1vAy6VruLYbZyCvZJdsDpk4RTPaWwOMbrUwTYMrWHW1+YZnj97mzJNymgyDboK3EQtuNJtwvQpXdHwP71Xr0F9sruxTRHCLEMJgBYTSmfElONjMFUGXQXttqxjPugBTqw8TrhOagqQbGwPQGenquCi2lJjyz6/vETdgxHuZxzAyjKhgoOezVA3dztjZPTE/IE1xUGP/uvWNIFAkjFua7hoOG5t1oAM5z4O4Ga0fEx7RXRu+8rsiRGqV7xM6FJNdcV6LX1mnfavPoWN9NuEVw5nvWtXbSjx8PwxmmdOgHqf/XNsqLJCHby+DVUe2wczafsivz//SZGLn/zy+ZqeU+c4jOB/JKGZCNVBNkzV2josvFZZs6BG6Ftjd25IpHDW2l5yCtBh4rCGOub4fu6OofnZ5l4mi+XWecuO6tWw816buRKMkMVPxIIU7TJ9mpph3ArnYcCsPgP75cKnGPfyErZQWwPcSk4C2A86jHU0A8Az6Gu2VNWIiqSUmVoGWFu4B3Bh0LWfDUTsmtfYUtaRhtV2awD9/S4HIrG8SHUJgGdKmU3tErZbXeFv0TThjYlx5nerxKFFaZGfQ1HeMbEcYMnmWcsajOf5l91FWHy/Q181CjyjVRaZPEx7Nk8DxOxk7lN7Mtpp4YQFr3fsXNekrXMiZ/6cNXHQtcyhQY/6JsathluzQDIKEe4VSTHnt87ChhafZxYvXR8WLsK8nLuDurSrCnyFeO916oxNv62agg5frz0Eg/DsxwC8Jw5rIpnLsHXzB3jHtopWU8yso5GUsrF6NukLFeJLaobspoOeyHMfpq21dfowM48tlxa5ryhjtrwIg3UwwDaWH+edld3DXqKkIZWpGcvSMqVwHuZXbjc2afrG9wD465uWfVhd4X22/LBNXmMA8K3zrO1fSWLhK5QR2DUqozIqozIq39RlrdKSM+s16Q186Xu+/OC9u7/+RS+i4rqOvPWWWVncJvSl3OzJufXqDa7VqHxDF6MxFE4AVowfIBQkmuFEffoEv6+tERITiouIwzWn/1Tk0d9k02sEv40GTHNbT9A1tCu/X0Q8zSBVsKf3vbbIrrsBB7K7YY5k5tVxmMGpCoRgZkUzCqw0ubfJoCeirDHXpkDnl/bvrYrI+Y/heHQaOMrD4RypaYCFYbbJcKmt4wDE8laHJzGhbTtgw9ry+2lHdjcgTLOIw168TN9EM/R1ZRmnJBBRPZWT19fb6+HUNgo8JxTD+alv8rfKEmyKp/9Q5KFfA0yMJEVCyvaorACuTJ+w2kiF8zingZBq+7iyk8lw+QnZ0WpafYp+zMzb9nt9HMNujb8lJqh7OM7YeMr0ieWpf2wMkMAx/bcJkBGMAGiKwNLYOm8FxksKGFVXqKPRxZo6bvXddkKQgsqgqKEH5Ps4cac/ogLlNWWLKajVqdL2jdPUL5LUsLwcYx4I2xDWQERk6ig/b54C9DKOfrcJ0yJ/8PpMZoEwc8IkTDBOtKPg36BLnxhGT/4QjmE4QThrTcM5jS5T4Tzjb5xtrwcwZkLOUlP0U32TZ22exqGuKQgbzVi209Y5wIb+UH29gQV2W8qwa5dUc8m3WmV9HY/qCp8xfVvf0Myk5xDa3r5otYViOZGpYwCAxUu2DSKsLb7Q7mGWXlDHymR3u/Yw7TDaTt063yenVV9Lw5g7VYCqjTM6dXzAg6ay9eLjZLorX6WvkpOwnLpN7Kq5zXrUKNisep06DKdoRiQzy7g0i8rK9LjGDTIP+h3Gav3Z6zP0NUsifo91wOvB5rv2CHU/+aEhZsuAep79i+szlw56MJRCCULHsruoT6di29AqAuhFUqxJwRjzY/si61kkbUXauw3VWvOo89IjCnZVWTue+B0bBrh5SlmfHa5JzcIWimVt/Wob9FPhPPWurSn7cI13SnKKuRtOKiuqwzWDIYbmsx+wbD7xsaPdL+Xv4RT6deWrykpS8DaUAvSqb1C32poK9Te4JhhjHQoEaZeI1QG7/Dl+N+ixzl39EgC/iILvF/lsv40mmBHrF8FG3AAAjmFQdeqAPUkN8Y7luHdtVXZglcJ5FW0fYpGJ6EHBNvOjuCiSmlPGlbIW07PUpbbOwUh9k3WicIE5t36SulTXbOhpIKgac2XZAdoam3wfTjN+buD6UNud+riMx5k/5/O1dT4Xy9qkFskZZZQeZP2JZTX78BX66srnWbejKbW5Ot+Hosyv/AFsORDEbrstm+3RzF1HYK15fUIoU9OEj/bazFljK6E4a6nX4zBl+fEvb9NXKCOwa1RGZVRGZVS+qcvvPXRVRERcR+Sm2ZTcsfv5YRsv/vIdt83JwPNl/0RC4iFXFsbiX/+iUfnWLdEUG++Tf4xm1PgRHJVIWoWuVUsknMB53TqH0332L3D6jQj2oGsF1evrAErRtGUGJadEaluEdAx6hHZd/AzOTCSD7kurAnCxcUYZQA0bOmcyo40fxinod+0m32iFOQ6OwdLjloljyqCHQ+MG2aSHYpaBIKIOXovT5mbxeiF9EepZWmQz3m3gCATCOLUm85kI4Z6nPoRGU7/D51zVZNm+CHASjOLEZnbBMChewukbDsVwQwJ4lNUslQvco61hjE6A3/eb3L/fxvk12SydAA5CYoJ+HfQ1m2IJVsDKk5zIN7f5TG6X9mXfgjKZBca8vgmgJT6+38Rh/jZxCKHg2dstoyUQsmys1IxllQ3UcUpNU4drD2EnJgRHRENRSyL5wzj32d38rXzVAkvpWQUX01ofTzMFqjMZiMCmGT9EHUIxnttv0gYTDhuI2OQCvo9TWFAttE4dEMyELHYbOr4OdelUNJysZcerqsLTuT3Y6NJj2GBthT7ePE2YYuE810Yzll1i9MYqy4AD4RTOYGJySEBaAcRBF6CivgFI0qlyP5MZ1JRWmXsa2+m1AH1aZc1SqKybflfkth8AFN06p0L6vobr9q32WSDMHMsf5H7dqp336TnqGYwQ1pU/IDsC2bteYsEJEQ1HVdZiYIh1XV0DrLv2EEBuSUM8d99r2U6eD5sokqHPcnsYk1BcJBSBnRSKMZZOACDEjF19g3nQbQLgnfsYNhQfY63LLIj4Du03wMbsbUOhdgNYVd0m9zv/Se5ZXVHRe4GFakKz+y0AjHaZcODCedY+NyiSmmQcKivcf/EBrnMc2i5Cf04cBlxuVRT8V2aYAdKze5n7A10L159ljdo6a8Ga+hbgWH6/te1QjHrUNnhOZoE+FcE2DLgooqBZkrkQimtWWWWLJiY5pEjP0D/BsK5RNda+2DjMzYW7LZOsuc0a3anyjEgKdo8b4Ofn/gQQKppWbUZlVlaXRFaeIixw45Tqml2k3qkp7PPy/SLn/sKCjiYrqGGEdmr8rVvXRCO6NzJjZjQCfc+Cg4YFOOjwt8YGdei1eV511YJIyWl+P38Xc9sUk4BCxLIJ+x3mYDhBogADbkcy9KPRPays0P97Xsba3m+zdgTD2FZU50IkARBmQGhvYOvu+yKlS1aDbOUJOxdLV22iBxMOnp7TjJKuPSwQYZwNo3jQwwb6XX1vBrh3fYMDjE6dsNzSEszRtWdErnyR9poQezMvTQKHzDx1jo1ZQN3zaGskTV/7Pu1tlZmn7QqJWobf9V+jjMCuURmVURmVUfmmLmeVxfQ9d++Sf//24+IMp/L+FimHp1Pyp//oPvl3b7tJmj1PPnNmQ7xRKOOofLWSmmOjmJzihH7lcc2UF8D5XntGtVeKOFKBIGETjity4ROAFZ5nRXZF2AQPOho+VQE8iucJ/3J8Nvnrz8LsaVcAe85/QnV4XCuQGxtjc1zfZGPbbeCoeV2cH8P28X30jQoXVaPnPBvw52djzO8XOfIWNtVl1ROauYW/G+AiFCPkZeWpoU5ycDDjeWV1hHACCxfok9IVm+muVcTJrm/guHt9TqqnbsLZM853Y1NP9S/jQDtBC7C5QbL4ZXfhDPaaKtirIZpuEEcilgVU9AW9nGuP4sRHUiKzt+DI+wPVJ1NGhnHcg2EVC1bAyIBVg75IclzrWpOdbHcigFe5vfTDxkmYKrU1dSp9/m08pyFYW1b03RuoWLWCG/V1nM5AWPV8DsDAKS5yfSKvDlVbZO6u6xMHDIuamxDFdpVkCI4DO8Tr4zwadld2tzrzDuO88Zxq78wxfm6Q+8fHuW9jE0Hm4mWc7lgOJzOlulSehxPXKdu69DuyQ2PzPRzp9CyAaqeKPTa3LUNu6WENzcvCpmlswagrXqZNuV02hMxxmU8m050Ibdt1L30XjNowZFN6TYC57YvMw7k7FXDoAwROHAUIcVzsLD4uO1nwfB+HPbsbMCe7S0FtT0OnQjacaPoEYEo4YUMz21U7d2vrhF6tnQRM6+u89Hpca8r2BWytroB4SMMJL32edanfBmQ0GTrDcZg/m2evH7tImj5xA4xHY4s6TN/MPWurIsULjMnqMwDOobiCRm36PbeXuVO8zBz2B9w3t4d50yhg/5c+a8PsQgnAHwMw1Df4zOozFsAymRMnjtBXkRS/j2YAM8b2YSPdJvcJRrlP4ZzV6Nr9UmU6VVkjQgmA1tqazuuYna+OAmFXH2bMjC6XG1TwKmFDpwNBWxcRq5HXbTCXChfsGuENmAvtEsDJxnOAlZEM89UbYJ+OArTtmmXA+h7r3+IXVT9MQRInYEMbzVzfOmfB3G4N4Hj7gmUZBqNkVOy1WHdXntI5lQaEG3QBCgNh+9z1Z6lbbi92WL7K78x6sqNF93JC0oezOfY7HG7ExrDj0hXq5Q1s8pAdgEZDYcWn34a1Fo29tCv080DXumCUa8JJO7/Ew15mbqbegTB2FBvTjL4F+iM2znut28BOs7tFjr5VZOFe7Co1o+Ceb8GlVknk8hcIYe/URdILIsfewbVu0L6rasowPfcxwM7NU7bvwnHA/ViOaxYfYP0cTqYRzWo2zySaXeE4cyI1o+Oua3pqymZpnDxK+HdzW7N0Nqj7xGGe3SrxHg7FRQKB65MsfI0SfEGfGpVRGZUXb/GUgmxo5+2qQIfPIloowkvYCFyOyqh8AxXP8+VLF7cl4DjyU68/LLlE+Otf9CIttyxkxfd9mc1G5V/88bPS7XvyXXftutHVGpVvxBII4wjmD7DhbRTYqNY32dAHQrAIVp/C0WuWNBSiq2CDIzJxEOcwGBY58W42nhc/xbuk12JDunnasgEaW/x+930adnOJjbPj4sAvP8YmuHTFhnaZk+5unU1uYpJNu+PKzsm9iGbeuo33VKskO5kSw0mc7+3LsMoam7Cw0jM4SJEUz2lXRVqnCIuoLInsuof7pqYBEFYDOHmdCo6UCXOJKWMoPg6YMHVc5MoDONORNM6N77FpNyF15WuWaSQKNJh36/hhkYufFUkq26mxyaZ/9jabhau2Tr9n5umrTgVHpF3SWw7oSzdggSbjSPoejIpIWkWIlwFLBl0VTG4oWOXgLBl9qsQEjIZBF8CitIgzHVdAqF2xovrVNca+XYbhU1mFkRHPi3htZdMM+PzWWQC/6RPa99cYy4V7tJ/1TL64CIATy/E7w7xZO6msrv3YU24Pjt7Tv4ctp6ZVTH9dwysdq9ljslpm5unP8UMin/9/+Vy8zRAbZzWcUPbfJn83dme0cbYvMrav+RmR+/8f8K/4uAKU+wATxaEu1VXabrS5Jm+yYE5lGc2xYZAhPsZ8XLiHcMzKMp9NTSvAd8Hao6cgZSxHv1SWsZf0PNe0SrD4mtsiX/x5xiacZD5snLLhjK7qt/XbgBmXPmf1k4zQtdEjCieZ+76HDYYSlrHYa6j+lzIw2xXqeP6T2EdtQwXKu/RlXxlsoZiyHEWFsz3sZtBR1uEW61Q0q6GYCm4YQCd/EI2zm94hsnWBPgpEuLayrMD1FA52p6Z9reuJWQsjacswTEzQr/E8ddt4DjDC9wCMDHNHBGA1f8CuXV7Pht+2ioQHtoq0JzXNZ0JxBUz6NlGEETuvbyjI0QAAq66KbD6n9Q7AhHKDamPC95NH+VurogC+z/UDDU1zArCHNs/wWQPAmkyVuT2sPa2iBSWM/bTKHEx0GtQ7mrGi+W4If2HxAa4JRjWD5hSfLS+rvt+2tRXDGAsnaW+3hs21tjV0eD91G9sHwNPcJozbH/D5UFT1IrPY+vqzFrwy4aLBiIYbtrGFTtVqWLXLqtHmcq9AULPhKqs1GBbJLaBr2NgGfEvNWFan+NhE8aIFiU3xfexk90vRVMvOMyfi46y7hkUWTdvDIhHGobHNu6K4yKFOJKW2tZ/2bl9kTHbda+eKG1TANIRN+j5rS7+DLZjkGvV13itn/xxbPf2nrL2ZecbVcTkQGrS5ZvdLWaeNHmS3wbu4WaTfExOsaYEw9Q5GaF+3rvO6h1Zju6KZffUAYdCnX/odxiQcU13AVZhqnRr2tXEabbb4GG1cuJs+6j8rL6SMwK5RGZVvxbJ+UuT0Rzm9WnlS0fPnldSsBbve/328wH74E/y8+pQ9pRqVUbmB5dc+f0k6fU+m0pGv/+EXefF9X/6vj56SA+MJWS235be/tDgCu0blK5faikg0gPNitLGunWLjmzioArp1wu9mbyfrUjiujnod5zizoMwun5P30x/R0KI4m9iUMgqGBXPdIPcOhgGYcnsA0kIxTtQdYcO9qWF/9U02wbUNQKdYFmcrPsamPRTTLFkOdTn5JyImQ199AyBh9UkVzd1UIeowWa8amzyrugozaM8rYB5Ul0X8u62jW13D2Zy7C+dp6ywn69G0SCxNuyJpnNlQnNCSop7+9xo8I5a3QJLv8blwgr7vt/n9oAuroa0OZWqGgyivpSL8c4BbzSLOzdk/vz7LWDDOtdU1QmtMOKrjAgyI4LisPgloVl/H+UjPIlR+9SGuC8Xp1+Y2zLROlbpPH6ev0nOMy/YFkfhdXN8uU6/9r8axcQOM5cYpxm76ZvqrvkEbuw0cqUCU+m08R5/22vTxtYcZp3hWNeGaClw1RYJBnMIrD9D2eE7kXJf77H8NYxWfwFlqFunLaBpArFPD2U3N4Egaoej9r6Zvg2GrV9UqE+LT0TC4oLJywnENAfKJnRdRLTSHfmwVsdNI0jI2mts40YlxcKl2hT1WOEl/x/P0Z1mBrGiGvnZd2mjsJDkFmNyt4UhWlpg/BjTxPcCoToM+7VRlRwB6/Vn0oAIRGGbFRWUOznCt+Xxji+d0GqwPJhtaNMvvHZf77H25MtSWsIeFe3B2K8vMgcyC1VdKz1pH/OFfEel1YCFGcgANg47NfBiKqli6uqiOIxJMKsBTVwFtdbhNdsB+V0PVGqwN8Rzj94X/DFgTH2PMZm4li+Oj71EtK18kvQVokpi0At2RtDr2A627awH7QATHv12lTx1XZNdLsXffJ5TN61nduvoWa2N8nHVgbJ9lIz79PoDsSEp2MhIuPQpwGx/DXuqbIsuP8ozEOGuj0dYz7Kgr9yu4HrdMpX4fG2lt2zlU30BIvN9W4fU8YJdZA2trshPeawTKs7tYB8XXTJuOhrAFYXGFk3y+scF87TUBL1IzyvSs0O5ISg9SwpY16YbUxpPMoUjaZpoMJ5kX83dzr8w874uNMwo4u/Tp1llsbfIo83vjOex95hbaXbxCfQJhdN4CYZIXmNLYgh3sdWByFc5pqKyopmWKZw16IpkZ1lhfWavbF5k/objVjDO2PpzsobbOuBcva8KOy8pKdJhTXk8PoG7hnoM+89wfiISjjEOrJFJXoNzrWYF3w3IMhLCFq1/iXuEE619qkr8VL1OPUJQ+DwRZ05YfJbTd82Br9ru0uXCe90ttA/uYPsEYje3jMGfrLPZqACmTBKKxxWfLS8yrzIJIqyBy8RMi4rKWukER8chKmj+o4Ng0/qjRRpy+mXfFoMec67Z5djSLPfba1yfB+BplBHaNyqh8q5SKnka4LuKMD/4yi8ntPwBwld/PyzyaVhr0kA7ELd9jBWJ7bZHf+XZeiHtfIXLs7fyLJG9Mu0blW7o8dGlbREQccSQZ/dZ+pTmOI1u1jhyaTsuXLhflSqEhA8+XgHHIRmVUTHEj6O9c+gxspMwu61A7Lg7N4v1sSo14eW4vG+holg33pc8S9pGcQp+jeAWh+1DMhs+J4ATUNARn7ACb52CIDW58AkfjlJ4s730lzlKnqqfRRVgpkSQbaicwFKboW82gdhW2SDiGk1RbVyc5ZIG2aIZ/6TmcjUEP57nbYANeWwXsmLwJkGPlCRUKXsFxaZcQ4G6VcByCEcuM6jb43LmPq26WMrliY8pciOjhkIYYTZ/AKes2eTe3tm1aesfRrGoJTu03T9NWX8Nm0nM4GAYESU3jcDUK2j8D/q0/i5MZywyJE3ucnHdrvP9f8mP04WPv4d0fSeDcLm3idOUPiIijzCOH77MKcroBhPHFx/mfvZU6TxzCabr4GdobH6PNxSsaelRS5kQEp9RkP0vPYhtpBTuLlwGNmkXVjuorwBTQbHhjPHv1KQXUjuNgPfqbVleusYVjXbxihY37HRhnub2IV5cuizy3LVJdxz68HoLY+f2MRausAIgCU4bF1m/RNsfBocvuEXnyd3GUIynaEB9TQekVmCTxcZtoIRi1QuztMuM4extgZHJSdgCd5ATtWHtGNb0mlPWj4UTxMfrEDVuwKJGHBZKaYW6sPU1fOq6IDGDpRTPY5PZldVSNFp4yN2MZzWoYou2ZOUCNQZ/691qMd69DhrmxAyLn/4J+v+UnAcQqq1aYetBXUDAkkkiJNMuaXS0C28x1YZ9k5hUMUWCkcEEk5GloXBU77dZx1Mf2YfNuQHb0wkIJ1oBORUHTqGXOOA5jGU7S3uwCzxWX+T9+CAZJcZG+aBatDTU2+X1uDyBnbdVqEy4/asPqXvoTHCRfe1jZTkEFKAaARa1twklXnxFJrQPmiM6tcArQ2mhZuWGb3MJxEfo2oVvBCPfeOseY95qsUSaz4uQx+rLX1gQVYeaZE1AG3ATgnxnzZgG7q2/SP5tnGfe9r7KfCcX529gB2WGlXrmfulXXVMstq5+NYsOxnIZH1wnLM0yz7G4A925TE3dU+GwoRl85LkDu1YcAho1mYadKd6XmVAw/oQklzmIfwQR/N+zlaE7k6hc1Sco2tju2nzYlJrCr1rZlZPWalsnnBlQrK4LdTBykTtsXsQ0R+rpdYewM+yqaAqgrX4UVGcuw5hudsHgeBqPvsVYbVt32Bf4ey/BeyO1Vgf44QGdqhvUzu4ff1dYB9d0An8vvBywNJ1Wzsa2ZQFusFTF9dyenNdFCm+9LV3hmW1mOfh+b6TY0kcljdlxEVDJAmX2RtL5HmyKBAc/xeiIrjwFadqoiobuoX0QPPNp6gDC2VxmtaypnEKS/z33kEAEKAADZbElEQVSM8Zs4gh21Sthiv81YuiEFzOLyQsq3tmcwKqPyrVJWnhD5768Xefd7iee+9ydEXvaTX54p5KuVm7/Lfu8GRb77D0iBfP4vRf70x0U+9tMAXnf+kMjCXX8rTRiVUXl+6Q08uVKoi4jIj796v4QC7g2u0Y0vv/p9t4vjOHJxsy73n9+Sz53dkNcdm77R1RqVb7QSSRB20e8SzmDYRu0qjnkoxmmvCVtbfw4AIRwXWb6qQsYOjsHWOTamtVWcBN/DETAMIa+PY5qMqlPWEGl1cJ6bRRydQYeN9cZzbPB7LZy6+BhOTDhOXaprgBWJvDIQtjULllCHqaOEw/kDFdLt45zGMgpQtPkajNoMkp06942P83O3CWjVKnPCXN/CSTV/axZpd6+pIsQD2hyMwXqrrHDv8YM4jyasKz1r2VzXHuH+mXmbIdDopSQm+EynqowMZX4FIjhdRoOlV8chNNo0vSbOUCBitbGMc9JhnRTPt5n7+i1lOU3ZcKRuk7FuFXmWAfVCMRgDvQagWrvMs1afpO6NDeqZnIYF0CxQz4U7AVZK12hPasayzRbuBsDxetzDhBT2OyogP6DegTBtapdtmKo41qEsXrZi8IXzjFevrSLwGQADv6lgRJn6nf+kyPydOIk7jIsKf48kcbIOvAbA0OshdN+tAeyWl+w4DkxYr2t/bhXRgEpOiOx+mciT77Uhdl4fQOvCJ+mjUATbaGyIJKb43dh+nPXGJmNWXEQnLLePsdv/OtqQGMdxLC1ia9GMTSzQruDcv+JfAgYaDaJohr5r1wAKTHhyegGbiKTp08oy9x10AYCTk9S/URCRAeFYhQv0TXKctaHfwgkNp3COGwWuz8zyvYkgyO9XYKYCiyYxoeBpiLmS2wNQGMvikIvYbGzdOvO0Wyccd/yIZvHUULC9r+DQ9tpDjP/EYfqktsacv/IFdAJnb+NnT9e9zBx1iqZFJKAZU5UdE8/z/aDLOtUoUEffp62B4PX6UJc/r3O3BwAcjCrDSoGo+DysnVYZG8vuAiR1Aoy/0X3qd0XcAT8nJkW2TgMgByPMU5NBttvQtvSZJ5ndrKOlK/S576F3WDgH6BiMivgK2vo+oGREDwhMEo3SVWUFTVnRetHwxs3TgHuG6eP7yrTSEFqZIxy7eJmv2QX6vboCsNqpasilB+gXCAOo9NsaKllWOxPWr26VsSxe1hBrX8N168xzEx7fKvHuaBYY706VNWLfy0UufxZ7NvbU2BQJ79Y+DmJHJkxuWHfKGzBHppKAokuPWRCmeIm+6WqYX3mRa1rbvF/N9dITWX2WkOv0LO9Yb6DAdFwzSQrzqbnN/EzNwHqNpAAERRib1DRrY7eKjeb30Q/1deZVbExk/2tZP9aeHbLLMs8zfdxt0I9mfsfyyvgK8BkDNppxCUaof2NLwbbdqscYVoF6HQOThGP5CWVRx+jfzVOMVSTNnPEH14cPN4v8c0RBRJ91MZrlGUaLc/1Z5mMwqrbgfYXNzZeXEdg1KqPyYi3NIgvDvldxevPK/51wFBGrF+INlHLcHdoYBr72fQNBQgX2v0bkDT8LkPb0H4ic/KDIM+9D4PQlPyZy9G3X6xiMyqj8DZcPPrEsK+W2hAOufNedCze6Ot8QxXEc8X1ffui+PXL/+S35Fx94Rp75tyOwa1SeV8xJtFfRU/4pTkydIE5rOEH4Q7PAe6HfhqkQH8NhKpxjMx6MKmt4Eic9txuwqde8Xmh76iYLVDULMGG2L9oMh75urk0YihsiFCmg7IVmURlnogLqPs6cYVwdeSthVOMHRWZuEzn7Z6pP1NPMeEULkgRCbNZbJZyh1CT3iSSo0/KjMNYaWzj5qWkVpF9ks15btcL8jm6jF15CP6XmCMUw2RCnbsL5SU6KiIfzWV0lhM7cww0CWgTC9E+3RV85AZhqnSqOyMoTPF8cGFcmE2ZjSx2Uvma0u8wYZHeJRPTk24Sz9eqM7aCLc3Xyj3GokjMaZtQFwOq1aE9lhXqnZtR5zKpw/sCGkKRnASAa69jF+knq0qkxju0q9QqEcLqyu2iD49CuzLyK3z+HTQ66hCTl9mgmTJf+7Fat/TY2Rfa8UnVzfBummZqBMVRf55rEhCYlEHU8HT47aAPCBaMi+16NI50YxzlrKri59Aht6Ws/tysAWKavjePsezAdBl3VFVoD3MsfgAmSUrCnraGArW2rj9bviKTHAUZ6CjQmJxmbxiZO5tRxkU5GdjSllh+1enPrz2LH7aoCb2nmTL8NEPzoe5Slr2zIUJR5m5mlbYMuGnrJCcbr0OvJuDrQ+gz6fGbzNI64CZ0yTCXDlGtfEyk0eU4gbOdbMIwN9NXRbRYsKBTX0DaT2TAUB4SrrTEX22UFhOeYS8Eo7a8uW5aU71kQWXwFPzZZT9wIoJbnqVbWjGrcVZUZFoFJM+iy742krJabG1KWjtarWwcEmruD7wvnYKF26jCoWhra1ixwD5PZbvsK7TORD9069rR9CTA4nOS6xIRItkHdk+PY/vpJkVBWWYFHREpF2LSxnIaXKvBrBM69HuBUbq/aREXk0hcAaN0AfTno2oQbLQUYvJ5lv5qIjm6duqSnAXXMWjV5lP2+G6QNY3tFDr1R5NkPEIJXvKRMzS0A4poy+5JTVoNw0NOQ5YbIuAsYFsvxjEaBzxv2XjynoaGTrBOF88xRk0SjdIV2GkZQdRmgNhjDFp78XZHkrOqKpajXoKdgiwL3hXOAbrUVZdw9TbsM+D9oi4ztEolPAuIMOswZ8+5KTNKW+qaydo8zl4qX1a6SALfla7Rj78vtwUUgbBO6rD9LfVKzNslA8QprQb9t9eqOvp1Q68oS75LxQ9h2fByQudvQxBg61wxoFM2I1DapX7fG+6Vbt4c21RWRySOMk2GgGg2x1CzAfDDKPTs1/hZJ83ezpnt9+sF17fukryGvxreMJJTxGOY52xc1a6sySrfO8B7v1jUjcJTrY4uMwcQhZQo2RUrbX2+nIyIjsGtURuXFVzxP5KnfE/n0vxURX+QnT/NSvfcfiVx9UOTx3ybzVlFfwia9symxnE3hPX4I8GruDpuud7g4Dqej83eKvP4/kH3n4V8T+fCPoX8ynIZ3VEblb7B0+578uz87JSIi77x9VqKhrwPSfguV//Txs/JHjy3JRCIslXZPmt2+xMOj1/2oDJXqqkiwZ0V5U1O8D6ZvAaCpb4q0VtkUjx/QU/EEjsTEEU6CgxEFRZKana/B+2P2FpGtGKEW5UU2pvVNmDNeX6TR4T01ewusMBHuE0mraG8JByM9h4aReIREJKdxRtJVKx48fVxEHA5wQlE27ampIcd4DZZIv2MdbqPB46oT1lUdoJnb+VrfwFFrFnBYAiGYYZl52hnNyo6ItymdmjrdMU68TQa+0qJIIEa/bJziPRqM4QR0Ktx/6rgKdWsoVb+Ls5easvdpFu2pf24P9ags4+T02lYgurlN2E98DOe814Y9lZmnzkbYO6JMt6VHNKveFfpz172AQ0UFIsNJZa+ERcJp6mgEx92gBXgyuzi9T05TJ6/Pv7N/bplToTj9UFu3wOagS9vCCRuCGUnRjnCS8TFsglAcB0wE/ZbVx3EOuy0Lok3dhMM9to/2tiuAG/mDyoqI4WimZhA97rdFnnm/gjNF2lpb5zndmgU8AyHGd+IYztqgJ+LVGOuNU4ypryycQBBHsLoq8tjvcA/jGMdyaq+TAMzhmI5VnFBD32O+BBVINiwWc3Bowp8SkwBcbsjq5Qx6gAOxHP3Ra2LbkbRIZYN55QhtrCvrKjFJ3ZpF+i0YgRHiuLQpKAqieTpHU9xz0Md5rRcI1XJdmzHN1DeWtbpWwSisq2gGp9/Uz9hsv0tfBpqMaTSFPcRyjFV2L/0ZCGq4U4jrK8vYtgjfb53j5+QUz3nm/fRhYkJk3ytFroW5f3VNGStRDVHbZM61SszLqZssEBaKipRXeG4wog76JerT2BBpjNtw1MQEdQ7HVTfwFP2TnFRto6wd126Dsey16e/tCzbhQGISzammOvMmC12/a5N/5HYDTIfiADfRLPO6UUB/ymRcdXR9dUOAwBPHAI36HbWlcdYKN8h8qS7bsc7MAfyUrgKeVlaYZ7V1nV9V1valh3kn5HazxnSbgL21NeZHNEs73AB9FU4qWzAE6JGeBwQWR8XWHew2lse2zLqQ22ND45pFQJH6mrK72oyrYcG2K9SlvGyzpPYVzItkVZhewZz1Z5n/s7fT1mBEExWof/Tch0SOv5Mw9oufgeWaGLehyY0CYzfoavh9metCCZhWgw5+V6skMnOCNSuWUz28qgLGFV3b6thAq0xboxmRjoYp1tYIU2yX7DvOUSbilS/AMCs+q+GFScID+y3m0MXP0k9v+S+sAYkJ1vX1Z22UT2WNkPjBgP1Abq9mLQ1oxs0+dtCp2uQOZj66Dna4eRp5Aq9Pu3N7FZh/hkOu9ZPUu9/igC0YZc1ITjJnYhkOo5pF5rCRK6hvkqkxluP3veYLJlSMdr+jMiovplJaFPnQ3+cFtuflIm/4OWKfn/sQ2ixGEHL6BJoV2V2atWeIgl3fZNOz+EXAKxFegjO3IuJ64HWksw48b/kIJ0Tu+hGRO34IZD45wYL2gR8kxPHEu/5X98aovIhLb+DJ/omknF2vyU+/8ciNrs43VLnvwLj8xhcuy0+85oD88mcvyqdOb8jbb5270dUalW+kEkmLOA1Oxl0Ny5i5lU1pr82mvHSV94Pv45xE0qqxEwNcKl6xGl6tinWKTXamaJp3zZUvKBtIHYdWietCcZ5VvKQaSx2rF9StworoqiOQnLG6JL6vbIS+gnYRHIRrj+JIzdwKwNUui8zeqaytNM5Xv4Mz3C7znGZJpNPk+42TbJ7dgAV0Nk/hOAVC1kHc83JAPKOFEgjDpKpv8k5tV0TE1TDKrjoEFT3pVic0NaVi6F02/72GFfB2w3w2lqVPoxkb9iI+zkNjCyZd6bJmpwzwnF4Th9aEfLS2ue/GKQ2ZidiQx5lbla2WVEHpaZzXRB5nuXSVNgQ01CQzi+PfqWqIaoJ+GAw09O8wDkxykrHfOoutLD1iHbtGAcfMaL20irKTtW5sL07N/F0iz74f24im6dfxQ4yLEb8uXaE+Xg+wVQa0eessQMTulyqjbBmAqFPh95kFwKpwChusr2vIZtSy6jK7VDxfQ5lMmJa4yjbJc5/6Bn0TTojEdwFaFc4py0h4Xrus962rcL6G34bjqhVUBPh1HA3PiWjoZsjqlVWWeHZqEnubv5N2GX0fwwQx4Fy/S13M3AjHlBXp4ry3y9hVLC8yfwchnc0izzdZTjs1gIt+hzFoFOj/6opmrguKpA7h+Lou/RGIMC7hpGrSnbJgreNSd6PL4wR5Rr+ja0tG+8IH2DC6WzsAgtqV6ce+hiI7LppXSw9r2K5hgA1smJ949PGZPwMcqa7Qv70mTvXMLczBwjnWwdxeyyiM5ZnbQWVYbizR//0m4ysOcyCqYLYR8O7UbKZZEQVDFRxqbFptrH4XtuXGsyquP864X33IrqexHOBichLQIpJSnb8Sc8frAVD1O9jzQNl22d3MjY2rXB+KKOC1pqGRU/yuo2v3oKfgict4tCuMr8nkeuXzABmRNGtFeQlbWXtagf3LqmM3zv4/f4A69tatQH44Sb+lZtVuhZDTXkPBLwXTu3WboTKa5ZqsgiaBkB5UTCpo0tOMiwqaJCZ1zexTz37HzsNgCBtrFWUnM6vjalKJPONY1/dIatoKzde3RJ75I9Z3c6gSn9B5NCay9pRlcNU36C/HBZS6+hDC/cGoTfKSmQcQ7HcUyAwiJ+C6dj0PhESOvQPWqC+a4TQgcvIDGnae5UDGJBpJTGAfJiyyp+MWimnbw9jlo+/R941LndOzyubKs571WtiX0ZoLxbGT+rqSr3Qu99p6iOIBkG2e1pD0NPqbnZpm2LyMdpph2jY21RfVvs3u1sQYBfo2nKTOwbDWvW31CPsd7NAb8NnIzAva7ozArlEZlRdLefaPRf78J9mQvOUX2Qz9/ndoFqcFkTt/GHHL+TtfeBbFdgVa7NWHOMl44BdEvvD/8SLZ92qRg6+HwryTRl1YQKdustc3t60oY78jIg6L2KiMyl+j/KsPnZTlcktefWRSxhKRG12db6hy34FxmUxF5Nx6TWazUfnPnzgnb7hpesR+GxVbUtMiNWUQeD026/n9iCZ3azYTnAjvEsNEqK7iOOX2WB2azDzMnXCS90/5KhvdyhKOY2LCZo1zA2z621VCthpbqr9S09AEdfgGXRzA3B7Vcdlmo+0qqDN+iPsUzslOaGJuL07K5c/hdKdmcEQDId5J2QVEl1PTOCWlq2yka6vanhp1DMcJRew2YQR1G7TJADxezwJG/Y5qbdVxGuubOAWdGsw0A/A1izhKjS3VGtvCSXLqgATxvKavv2wz3rkhTvijaZ5bW9XQ0y7OythBHIfKqgq25xgfJ0D4ZjRjRdkTEzjWE4dV06lMX00epa9LizgvJtujP7Ci0L4n0lEmQumaZsMcpz3VZc3m1UHYv6x/X3mSfotm1WEfs1pdhl3XbeBUewMNH1MAc+VJ6/h4A8Ygs0ukfIW+TE7jRDa3AdpaZRy80hXa1S7DfkjNDAGSGkrXqdDf2+dV8LzM742WW7+tQFReQZ2QyJ77cMgHPQV3M1a0OrdbGXlrIj0FNNIaNtVr2XDASAb7Wn1KmW5XRAKr2OHKY6pDN8l4hQwrcdWyJ8YP833ptNWBmjqBrRXOq65agrGtrjCm4QTXFS5w332voq82nuP6WBbb8QfYX2qaeXLtYRuiOujYA1Gvr2FmUUCH7G7Gp7Wt87JOfzlBPpecYt3I7LKC+/22zRpqNKbSM4ANIjCJ+m3akFmwjJdOnT5pFrlvTUFm0/cm6cDyY6ofqMytxLgKtDdsFtDNU9zbhFUZe88fxPkvXFDdwjigTa+Dvef2EWZpRN6bW3zGCWD3rrLONk4zN4xmXiwL+BicpX7xPAyY+ID5sfqsZarEx0XEZX57nuxoD87dhk0HItSxWYAN2q0xbjtJO0TD/BqsF3tehoaYI6yTQQ1xNYL+vqO6Zco2Ew/t3QufZkwaW6yJItTF6yvzVYGUWI77RDTssFlU9uQsdtmpYyuhhIYxbtuwtNqaBZTK1wCtZk4Qevrwr9J3RsDdDXJgP+gp0LYMMHP58/p+Epvh0XE0bLPIz6kZ6lG4wJyvbWCzuT1WwyqWY8zmbhVZ/Dx9MX3CJh6pbwKUbp6hH90AgPjWOd5tN/8d3hHdlsjyw9THUfZwY4vQVJO52ITwxrLYliEbdGvUJ6prxdztAPO+h11EM9SrtkYfd1vYpwmDT02TAGDzlIKLLQ0f3cYuAxHaceET2Eh9A3DX6/O5cIL2egPsIBDC1uobjF11jfldW+WgxXWZM8lJWNyla9xr4SUiZz7K+yA5ARhaW0NLzrA83YBqMyrTedDXeZZjjl15gH4d9BjPWJzPb1+wmp7ZPSL1xgva7ozArlEZlW/20muJ/MW/II5+4W4Q9E/8DCcsR94MyLX3ldeHXLzQEs3A5DrwOn5uVzilv/ApqLynP8ICvvs+hO+PvNlSykVYzP+3j9kX8SO/LvLYb4m86l/xcvh6+mCjMipfoTx0qSAffWZVRERecWgUKvv8EnAdefuts/LeBxdlIhmRpXJLfv3zl+Sfve7Qja7aqHzDFBegwwnYbIuhBE7UQA8nEpNsdGMZq/9hsgtOa5iP47LB3cnQF8I5qlzje6OT5YumRnf5GkrgULsu90xM4NTX1lQHqG31QRKTgEATB9kIt0p8xoQrbV9mox9NqXZLDkfHDSiA4gHKbJxi4yw+IVWdqkg9gDM06KhT3MbpnD5Ou3wNE2vXRNpF7l+6QthNV5kpbgAwIz2v4S8hBfiWcWYz8zy316I/3RBtG3Q0M1VVxYWzGt42rsLHDQ0ni/K72ioghgEo2iXCTstXcWJC6hiJ4ITl9tH2yorIfe/k6+ID9FlfAa7kJOBRKAbbrL5pNVkmFCjpNQDcilesQHRzm/oFQvxsxtrv87mB9os/ADQsXrIMH5PxWQTWUSjO/VaftBpGwSgOYThhHSwT5uMPcLa8PsBfv01/91qWgWiyNopY5zIQInwplNBEAss2S+WgryBETZ3kLqCV48K4MHo0tXU0YzZOwUSrb9IPhfOMc0I1aLK7AZocF3Bq+XH6qb5B3UwGylBUnbw8Nm20lqorPNNxAU1DcZzWYERBuADzcvMMz3eDqm2n4Yki6Metn6Q9kZR+zsXec3sACiJJfo6muSZ/gIPM+BjgSrdms5uaRArRLHXr1hUMG1PBawWdA0G+L1xQUFBDjjO7cfxrK1w7tg9AtbZqD0RF7BwMhHF4U7OqwdRi7GsKuDeL2M/GSWw7EGSMDMgaq9InE4d13ixb4fN+T8RvAfzV1gACwnEb3hhKsKZ4HnUf28/45HYzT2sbjEu/w/764qetbYZigKVGryiaZg6IzzoZihNanJrBfrMLABQiCrgXADcqy6wb3YYCHa7VC+zUNVujsuTSM8xnEV1Ts4xbc5txG/QUkK8B9JnwXnEV0GupJl8OgKxV0vleZ+5m5mGC+acs0D/oMhd8z4rop+eYC+2aZhHdZG3c83LVGOwro3JNw27H6JfYGOyh2jr1MGGN0bwyc2Pc79pD2L3J7thtKitrzCbSqK5qOLCCc6kZbCg5zlzu6DoSy2myDqFuvRZ/77X4ub6JTRnRehHWavEVrFvXMOI0n2ls8rvkFPPc6ytDKWp186I5PXyY5PvlR7mXWed6DcBk34M5t3GatSA+pqLxAT7b7wK2NYuAP6lp5uby48okbSggvQudN0fnfXWJdtQ3ZSdbrRGKLyvgPGhr9I4ywRoFnhmM6Pqv7/Jem32DG6BfQhGR2B7eR4bl5gRYC1oVkXiTtXHQZZ0JJzmMKpzV9ruaAGaLv5kkFsEo67vXx5YMSzs5KRIsyQspI7BrVEblm7mUl0Te/31oLBx6E+ECy4+LnHg3WXjGD/zNPi+aAdQ6+lY2bBvPiZz5c+jhH/+X/Ju93X5m/CDXOQ5fZ2/nJf6RHxP54n8RefX/gdji/wwQNyrfsuXffvT0zvevPDgCu75S+Y7b5uU9D1yRWxayslpZlycXX9imYFS+RcraEyLjs6q/lWVjWT7HxjKiTCKjq2PChbpNNvTRLKys1Iw6n+tstjdO4bilZ3GU/L6IF1DgK8gGuNsC+IrnlCnSslnsUlMKdHVV90cZwI6Lg9LVEC7xqUNlGWfryFs4re53qOPMLTZssl3hWl+d4FCcr+snASZiY2z6W0UcIpMuPjXLBn7jlGpaxURCChIFY8pomFAmi8s92iXul9stUrikgEZBs0Fq6FUsR5vi+SHnNICTbXSRBm2cvUgSJ7tZ4F1f22Bs3CD1ra7AcAuokxeK4eD4Hk5OMIz2ViAo8tQf8P5uFgkJmjyGo1e+xnWdOn0ytg+GzNpTOESGTeCLBYPcEPX2++wDdt+LQ1RbFxm/Cx2nzsCGvZrxjWU5jW9t89luHSdn6mYNcaswZuk5fp/fz35h6RHVFx1YjRrfV5HloO3/aJq2mIQK5WvYhNezotStIiDt5DHCZDs1Cwb0mvSf0dCJJAFzCuc0bGqacKT0PPo0lSUrFO57IuJg9457veB2LCciCggYcDAYtbYYigLUlq8pw62roTwJwBDT1+0yjq0IzytcsILo/a4mnYjB/uvWuMZkpezWEeR3A+owx7l3PM/zti/S5vgYQOnYfuq+eVZDk5LMLTegjv4qelXBOOyyYBRQqVNVTSYdv06V/g7FAdfDSXVgY5YhtrRk2SUmu2i/Q5+xAGAf3apllyUmmL+NTbTksgH2wZ0qdjd+GMBh0AMoT81oCO9Axbfr3DqcBBwx2ef6Heqf220TP4ztZbzXT/P8/EFYLIEQa8Tq0xq+meDf2H7mXjQl0gvR341NkYaP7tGggy15fUK/DJgXjFGH6ir2HUnxr1UUufJF1kw3pGBCCrZWIMz1Jour46hAeFCZcAqcNTZtG72+Aiu69no+4xMf59nnPg7rddABRJu6ya6jxUs8I5Kyen6+Z0HGcJx69XUNaxaxj+aW1VcKRlhP2mXmgsn4a0Ks65s8c/ELqjEXZ27m9uLfeLq+GUZXcooxyizQh55HezPzllkbSTAPuzWeEU49T69YGcluQEF5h9DYcFIPXQS7y8zRN60i6000rdqUS9hE4QK2IxuidDrGuqNs6V6H92PhvM5DBY9r6yLRhLJ/N1WnscAYJSbpm8J5nUPTmh05zTgO2oCL1TXWbhGeZTKymndcdRm7CEZFQj0FhweykxwmFOXa3G7A2s2TqreVtPaUGOegaP05bD6gYbCxHOPg9ZmDJqtzv6WMa5dsovN3EY5psjEaQL+2QdtbRXtA1GuJuMrcyh/guqAyTOubmkF599fY5NgyArtGZVS+2UujwEJ//uMwrN70/6po799ycRxovtMnRF79r9hAn/1zwK/P/Dv+TRzBETn6VhyQvS8X+dHPku3nc/9R5I//Hky01/yfIge/zYJiozIqX6VsVttyYZPTpflsVHbl4ze4Rt+Y5dhsWo5Mp2S1zIn5ly5ty1atIxOpUcjnqIg6YAWR5kOcyPqCU9GuKpDQUHFYdTTFt8LCbkBDrLp2w1xfx7EeKHvHdTStuTr1jqsZ6Gps/k0YjAGaIhk2uUbTSsR+pl227JNBDwfBMA7aVZFwhs2y2dCXr+Jo5XbbE3mjhxVJaWhTE82VxCThkoMuG/BoViTRAkTaOqtZttZFRE/UU3Mi4tF38byeaCvI1CzSd8EIQENYQZTWNu3P7lEB+rbqDzVUt6WlArwbynhyNDNyEIe5scl1yUnGLZq2zn5NwxZjY4yfybwWjOIQiAAGbJ1VZ8TjuZVrOMnRtA0PjaSo+0v+ochn/j26nZE09+33eJ5xEGNZQuICMQ01cdl3xDKqNdYWEQUpW0UL8tW36D8T4mM0zlolxkIcHGxvgP1V13FqB8pWEAHQCYTo/35H2RfjFkQb9HDCemUcr8wC9tIs4fwNuuh99RoAQIPO9Snu84foH8Pg6rV59sRhZVR0AeRq65bx4Js5tQVoKwLjsFWCIdWpajhgiHFslbBNI2jtbGrYn0N/pGdx5sqbFvjxdF4EwozvxnPMt2AY5zAYVkH6hIY5NWh3ZkGkU7Zsun5bmVppdFifeC/3iab4e68J4yR/QAHMI1YIvrJsbaW0yP5t0BXZdQ/3X/yiZjXsMdbtsp2DkbQCHg5tamyJBHReeX3Go99h7nlXAQ68geoKBpSJs4Gtd2o45Ok57llUppBhGbku83EHOFujfskpTUSQBjyKpFkv+i3m0tzdNmtgWJmiG2e037qsgf0W2k8mnM2wZboN5v/UTTCqYjmRUMeua50yciC+p+L9FQ2v7TBP0nOsjSIirXXq3lIAfdAR8aMa+qUhh46rGnADgEffV8ZnTQHXjDIBO1xn7K++QcZaX9lx/Tb789oaY1FdtbpT4rKOeAPWOpM4Yf4O5tzaM3Z8AyGYhoGIhi5GsdtIhs+1a4TeFi9oog5luNY2NNPpjEjAgaUXist1GV+DccKb+y3VzRtTJmvfMj5bJWwyNUW7o2kFk1LMpcaWzUpr9KCSU5pReFn7J2jZtCKse5E0v+/WWHdDURFP1wrHwRZLV/hMZt6G5CYm6cvKktWlEx+QOTlFZsfkhEjhona1Y9+R4bRNhmBYeJNHsYXiFd4PyUna1K4yd2pr9KVhQPZbFhjuVJjXk0d1vXFVyD9IXQZd2m+y5y4/bPtg4V4OcjbP2vd7c5u6zt6uDOlNZZUqMN7W9cZxLTPQ8/Swy9dwe9facCBEvwXC2EivYfXvUjO8a8xhR20DzbxwQiSg75WvU0Z0ilEZlW/GcuUL0EIf/CVN29wWeed/F/l7f/HXB7p8H+CqvsXP3oCQxfI1+/PWOUtnNSW/X+S+fyryI58S+ednRd7885z2f+kXRX7zlSK/eLPIX/4rTmaOvFnkH35R5Dt/ixfX+94t8ttvIE57VEbla5Rfu/+SeD57otccnbrR1fmGLt9x25w8s1yRQ1NJGfi+/MyHT97oKo3KN0pxQ/wzgrlGo8YNstnNLvC9ASZ6Csqkpq0zbsTrHZf3kRvAaSpeIrtZs8zvkpM2Y1Ny0ma6am5rqJnDZtyEYAVjChR1cf56TdhRRucjEIQpkJgE4Fh6iHAIw0JrVwErts6y8Y/n0ZWMpPg+OaXMmHMwn0zGs2aR0/zyNTJnla8BiMXGqF8wArOn26A9lWUNtwrSN26ANja2RMTV5+Vw/na/FBAnEKG925dUPDxOndNz9GkoRh8GwjgOG6e1j1zVPdLwHFdBgnbVZkqurPB9IKR6Vh3amVngX2IKBzg+Rt/W1njO7C30STQNYHP//wNLJqwn+oEIzuHWWe7rewokBAntXD8psvwILJXEhBUWr6/bkDpvoOwcEwYTHEp+ENUQV8HJaRZV38YTkYEVgRZHMzqOWz2tSIZwoGBE9XXWrGZVKAbDJ55nnMw9+x2RtZMavqk27zg4bd26SHoa9kJ6AQc8ouBibi/Xm8ySuT2APeOHAOB22uoh/r/nPgviJKe4T0fDi2rrOIi9Fn1qspu5jogRiA8ENAtmStvcxdF1g4xndhfPa1dVLD/Ms1slwMaehtCZM8TkJGNjNMqSk4ATJkw2MaHZCGuABuvPAloFwoBHBjxNTCBtEcta3bJ9r1I9rzB2vHkGjbXmNv2266WASia8zB9Qx/qW1ZYzQG40bZ3qoB7OOA5zwB/QP94A24iPK0jZBIQY28/9ts6rs+7Y8NBWiX6qbwF2ukGdR0n+pecACvtdZSquKujSY8/r9RjnZoW5VluVnRBeEey512Tt6NQ0ccEY/R+KAHoNukO6TWOW9SKCvYZjltHa72jWwQJ9U7gAqCICo9GE0Da3tT/ErnGOAwCbmEDbr1Xi+vwBQO6+ho1OHgUM2r7As8IJzT4a4TOVJbK4r59EC9Fct/4cY+xpKFwozjMNCBJOwURqlUUmj9D2ToX1IqVzytQ5luVrr8G4d+s2M6kTVC29lsj60/rOUnZga5v7d2qMR6PA+tgqUReTPOHQG/m5tkZod2aXXceS09hvZoF1d/pmQNTkFPaQyHNdW8HIdsUCiZ0683j5EQW+XMa6VWJcw3HmcE2BtsQEfex5aKWF9RBoh2WmE9UNY8PjB60epGEQZ+ZlJ0Nkr029oxns2CTfcAMKmjrYZKfGZ8cP0++9NmtGpyY7yVvCScaw3+Ld1qrQn+VrPM8JaPKTNcKfQxpaeOLd9Jvr8hk3hB3HxwDyIhoeXb6GXZcXLZjY7zDXmkVlhNWZz50KttWpqVi/Hpr4AyurEIhq1mMFFr9OGYFdozIq32xl5UmR//FWkV+6lawaL/lHIv/4MbIdfjVmVKuEQ2PKA7+gKZm1/PKdIp/+t/bnX7lT5NHf5Pt+R+T3v1Pk9J/yc2NL5L/dLXLyT/i5fE3kv72EuHARdTSWRG79PpEf/FORn7og8o5fRzjx8d8W+e+vE/mvN3NyPHlE5McfEXnrL/Gy+h9vsanoR2VUnlcanb787kOLIiIy8EVeMQph/JrlbbfOQsDMRMV1RD59ZkM6vcGNrtaofCOUbo2N6MJLAAtMSIR4IuLDZgiEOVFPTuoGdpyNpwlPbxVxTky4Y2YeZ6u4yH2CITbM5mDEVS0fcdShc9mYp2dhTJnMa0anJhjle+NA74SkddVRdW1Yzr7XwHCePoGwr+PiJNTWcJjaqldT24Ct4w0UxInYDbnXZ8OfmrbZu6ZuIttbNAOAVlvnfZqaxslOTQF6LLwEByOs4UDpad6Fgz6OUGZBdkC9fgeH0PPo21gWhyKS0VCbhoJ3yhwYDGz2tkGPuqXncZxmb9OMhRuACeVlrmuVcGAM6yA1LZLbRV9md+Nwd6o4sdVVHJbEpPZ9zQqcD3oqvt7kc4YV4HuABp0GYx2IAOAtPy5SuUq7TeY4IxCdnMY5NQ6zuY9hjLQqjJnvc3g2tk92tKF8D/uKZZXlVVfgVAHUsb04rcEITlB6Docznqc/Z2/D0c8saMhnnH1Kepb+MEDa2D7AsrVnALUqy/xLTrD3MTpIm2cYP68nEkoSxtQqqHPaZB+z+z7AhKmbZUeXaGwfAGpUtWdCcc2iNqti9HUdl2eVTaVO+MwtgFthBRWKlxiThgJm3bqGB3k4y07Aau5UVuhvoxUWitPmQZ/+Gj+k+mgalpaehV3RKjFHm0WAi2YRwHRsLw6ziIZOxkVWntC55lDv9ZMAZsEoz6gpGGHmsO/BlDv4bdzHZAMsXiYcLDZGyFerTB3GDwMYeT0NVVRAtXLNgkOmjeZrMIbzn5rW7LAZ2pacwF4rSwBAtTW14TD72WAI24lmYYp266xT0YzITd9J+8NJG5YZjOjcHbNhpm4Qm2uVaVNxkbEVAeQz2e9mb+U+iQn6avsirJWpE4yPN6DfS1dYb1tF7tPS8EQR7NBo3SUmdO7spc6VFZGx3fpZBdnCCdWmKzE3YmOAB52aCsDPAFYkJunD5CRz1jDEaqvYntEZE+HzM7erUH3Dsq36bdaAXS9RNuQaY11epC0mm21qRgE6T4XVJwHAM3PMmUiSe/fb3LvboK5je/h9u2yBkV6Lfq+twkZaekxk173Mx/QMcyYYhT1lkkYMOspGU8CntAgTtKYhpQllAbfLzK+Wti81rYlGXOZEdU1ZcBXW5MnjNrS8XeL+0ycAW5NTdk66IRWqH2hYeUVZlGH7bmqVAD6j5h1xlXUiNc3aOrZXZOlxDRMOc3+z/oVi+GD1DbIjugHVE9NDglbJJnpol/U9lqd+lRWdF3pQYxIpDHoi1x5EB9LzlLU6YddRc1hh9A5FmLu9hh4yhLD1ZkHtxcEmylexVd8jZHTzjM28GVZmdihisxy/gDICu0ZlVL6ZSqeOEL0Im+If+oTIG3+WSb/6lP3cl35J5JP/2v78++8S+dN/bH8+++ciV79ofz76Vk4iRXjhvOt3RI5/pw0x+Tt/wGZ++xKb/bf/qsi+V/JSqa7pCaPSYq89LPLfv43Nooiemvsi3/EbIj99UeQ734NexkO/IvLrLxP59ftYZL/3AyLf/YdsgEREHv51To9GZVS0vO/RazLwRSaSYQkFHLl3f/5GV+kbusxkYvLS/XlxxJH/+nduFc8X+ctT6ze6WqPyjVDaNRsKkF3gdH/Q0SxRORFfQaVenQ1sahanzzCljHD2oKOivJNsrtdPWtZONKtAmDrGJntju8RnZm8WOfBtrPnpGVgZyUnAKcP2aJWuz65mROyDMUCFkOqchBMWOOk12ZgHo3ra7Fhh70Gb3zkBnINglPdRfJwN+szNqrGVl53MksOZGCNpWFrhJA5GZhf3Kl/V8BVHZP9rrg8dMdnGylfph6ljNpNhfUPBjyxgQHUdJ9wNc3qeP0jYS/GSzYLWqYmsPUkYjMmUFYzYzFu9lsjCPfRhOEG/Fy8BSPRaONRGJL9VwqlqbgMcRFJWO6lTVyDBsVpKsTHG0whNd2v038E3KOvpkogbEY3ro43BKM7q1HE0W0zmxVYRQCM5bQX703M2XDMQIdzKDaoYuTI6amu2Tysr7FkS44QfBiOa+S6iWlYdwISFu/lMv0nfTx/nPqVF7hvNqv5WAkZifRO2S0NDZozzPKHP6LdgLq08ieOePwBrJLeHv1dXRc7/pRXtH/TVPjytw240VWM5HF/fY650TKhmAuAkEMRuNk8xb+J5HMvyEnsvw0gyumG9Jn08tl/F4kManuhYNpkJ5Zy7jb7JzOMwt0o4rxundXyTAIi9ltUw8wf02YVPEOIVVZC8cJ7xDUZttu2ghrjWldWycDftjo9T356GMhbOY9O+JzuZV7s1q0k1fQyQqr7BPcVVoDquOm96gNNtajbREnVwHRt2F04hJJ8/JLL3VbTPZOc0LJVuHcc7nGIOH3oDznkgTPhVZRnbT82wVowdULbLFvXt1BBiN6LrjYLVwhp0YDpmdwMsOS7ha+snmY+Oy7PFsRlB527jOUazau4ObWeDOmbnlQUaYD7ExuiX6ir1HNtH/yx+UVl/Clx0aqpH1qG/6huqc9dhvl6+H1tNjMNMbZWsJlyrpKzgIOCPYbXVN5j7JsQ6FGVdT80wT01YZK+F7ToB+k8EECM1q+HYGa5JKGvfAKMG0AxE1KbN2tbiZzfIQYbJrLjzLssA7tTWLZjZb7OOb54S2bpg2Z6Fc/hRZp0zmYKTk1xfWgTUnL1ZMwq6ygp1LcPZhHSaTJDhBP0YjNgwP6+vYPAV7CQYZoy7DQ422hXWgU5VZNBifU3NWK2qZkF2dAF9376TTQihCUWtrbF2BMP8/vwnWDNEmMfJadWE3Kb9wbCupcpm9nqapTFOPV19Z+59BX2eyHNt+ZrOXV812jaYK7UNxic9o0BeH/uPZrDnTsUmdenUFWhsMwd23cehWkzDdEMJxtSw4UwGytb2C9ruBF/Qp0ZlVEblxpZ2VeT3voNNcGOLjaUbRCdBROT+nyVD4r84y8+1dc3mIyxAL/lxFtAzf84C+Nr/C7CqWRR5//ezkTv1IZGP/RQbhm/7dyI3vQPA6jde8eX1+a7f40V67uMif/jd/O7CJ/SPjsjrf5bTi1MfEfnkz7DwXfocTlWnDrj2tl+BLXb6IyL3/yeR+3+O05dOlWxAX/h/Wcymj+uL5Kuw1kblW6J4ni/ve+Sa3Lk7J61eX/ZPJiURGb3Cvl751e+7Q9JR+um/fPq8/M6Xrsjbb527wbUalRtewnE2y2vPwAaKJGAitCu8P9olZc9Ms9Ecz+KUxse4PprFwZu5jY11IKihFo4NDQqGcdjbZa5xXM3Ito7DFUrwPts6z98NKyIcw4FrVXg3uUHSmG+ewuHrVJ+ndaXaQI2CssN6qoXTFYml+Wx8nPp1qmy+e02cv+qy6nhNqP6Yx2cOvRFwqHgZx80JqvPRxcnbvsjXXlOkVtawkCr1zWqYTDiJc9Ys4EiZ8ExvgBNRuoaTVzjHRj+ataBdLMfvJsZxWHaElpP0ReEi96pv8szEOKCZ+DbsbvOsYk7qSLthkf2vgtnQ2ubZkTTPLFzABpwAjpUbtKfwwRjtj+fR4WwVlIHWtI5SaGAzIgYi2na1h9IVnMTKNes4p6YU7NJQlXZFneSYtjNFPwXDOL7totqkgkGBIPU0ovD9Ds5XZt5mWHMERlE4xjPKS1aXbPKIyNWHGN/yVZslzx/QzlYR229Xcc5Ki4xr6apqqxmWovC85Iza1iztqK+TOa65reF0ns3wltsH+3D7kurMrWIPmXkLHk8cYdyMbl5jUywj0tfQWWUx7b4P/S6TwaxTox/doGUPGekJw1IqXmEuJScJU2tsYx/FC7ZPM/OAF7GASHNes2ZqqGJ+P86siIKyd9CGijq+2d2AhYO+6ivFbfjX7K0kNSpeop/M3wJBC3CH4yq037AgRiQr0ltX0M2zn9/1EuxXCsrucQB7ausABeGEvUd9w/ZTNGMzvTkutjB5FPDw6hcBmlMz7F99T8TJYsuTx+iHYIz54g9sGF/hIrYddjSTaZM5EUnSJ+vPYSfBCDa2dZ7DhHaVvsnu4rOFC1b7KTkDsBcIKRCfs+F0Rv/IzJtWUQ8IIjA5E+Mw/sQBuPJ91TSckx1ATgT7TM1gr7029tZtslamZvAVohnaMn4QraaNkwAiIhp6FwdMSU5jC4lJxj6WE1l9Bp8kPYutBYIiE0eZn+2S6kx5msQhoplSu5YpNVA2bChuw25ra6xj4aQmRlDQLxjWTJltGyJavsb4ukFNMJJRMDKGluLWWe7puth8JKW6bXENRW5ir4kJ7DI1LZLfx3rQ2OQQJTXLnDGhpm4Q++7qeyqSZQ1YewY7q68r6F+iTZk5ZfN1AcQ7InL3j/J+W34MYCqWYa5H0hpeHOJfdYU+mLkF+2sUFIjUNcMcAo0ftGHioTjrpmENx/KA2+vPKTtMmc/pWZIw9NuWTTjosqY7AX0nlJTJ3MVGGwX9fJ73nHhWhzI1yzvLcbAR37N2lJzmoCYUxTayC1bnsNeyoccmkUAw9fydzVcsI09hVEblG7F0myxu83fxIvuNl7NQJSZhc208J/L0H2pmqLDI3f9A5Pi72NBsnuHk+ehbuNfPH1GB3aFy5w8DdoU1vju/XynscX43fYLPZRZE3vbL+hIJ2FOM+Tv5+9RxQCuvZ09Ruw1CKo1w6/hhFsWrD4qc2pCdlPG3fh8vheXH9PQqQf0//A9YyI+/U+TY23nO6Y+IPPSrIi/9CfS+TErxUfmWKY9fLcpioSHfe/eC/MePnZV/+cbDN7pK3xQlE+Pk9YELW7Je7cjlQlM++vSqvO3W2Rtcs1G5oSWcsifCAV1Pd90rcuGTGmo0UPAlhU9fWuT34ZQNdYhlbSbGxhZgg4jqfpWsXpcJEattWI2Q6gogj2Ey9Jsi1aDspFePZKwwd6tERr5oGmcslMBpTU6rU1YX6Xo4K77gzLUrvL+MVlhmgWua25xax8cQDh+0RZo9mBzdusjVL1gwplu32epMJsdQ3DLcKss4JqG41QsLxahrIEK/dBv0kdHjEsHx6jYAkjoauhfLcbDT3NawT18ZQuu2z0zfNLY0lCRP3w26NgwkmgHQuvwFdQhXcJJMZsDxQwinb1+gDnENrQvF6Gevr8LgGobYqan+yjQA3/Kj9sQ/s4s6lq+JNJTVVt/QzHdhZYdMUt9gSAX5GyKJMcYkt0812CIwBjwPFkY0K3Lw9aoR1MX5d0QdT3WMei0NL8pbx69VVj0cj/4LhG2IanKW/UUwRj+c/CAOlcki1m1SD99jPFJTgH+RBKytQR+h9sYmjqHvqeOuYEG7rLptIZG9L8MWlh7mXiLssUwCg7E9aFhd+iztaGgYz9h+u7fJzGl4Z1gzKgaYe8XL2G9mwYqvO2JZJdEMenbtirLjQgBzB1/PfbfOcY9wwv486LH/a2xa1marjH06QrhXet7qtmZ3A1hdvh8H25StswpETIrUHpadLJxj+0XEhTEWy2nYrmeZg8b2TEhzfYu2R9KyI4bdqdDuWFZF6cOEcEXSCna2AHdkwPpTXaUu44dZZ7weUQc7TvWk1aTr1gFrcnssELZ1TsQJUe+wAUiP6VxvqPaX2nozxHwJhESWHkQja/om7muA/khaGV4aHhxRQGXQBdTvt0UCk5ZBOejCnOs1mAP5g7CO3KD2iwMrqaXjHIzZ8OBolq+lRWWsNVlf+10LiJsM6IY9GIjCfPP7mnE1wBodSTM/DDMrGGXsVp/AnpOT2Ex8zCYvCMUAKVafYq7kD1oN4EGfQ/rlJwBWm9sWTDPJCyaPsYaaBACdimV2heK8p7bOaeIU0fW4CeiSnLZahe0yfSOi+lRdC2A3lBGUmtFQxCzRK/2OSEWZcYlxkegY/ef1AN07NcL2xvaxvplMlCK6nozR7xllLOUPUPfSokg0wteOMvtSM4yHeZ+k53l3hZOq5ZXkwCIUZ75XNawxGFV7CzMP3RDzZ/pmkcPfzjrWbdEPu+4VufBp7MhTQLPXor+bZ7kmkqbe0bTeu0dfdQes3ckpnuE3qevK47R/4pgeKrVYB9yAiBtlfVh5knsu3AObcPOUJk3Z4u/egHWlXQQs9nzeC+lZkXMfs/pm3bplbmf3ML8zu7jP+CGR3gvzBUdg16iMyjdC8X02CvE8L49rD6GT9dKfAOTxB8Twf/+fsDDP3yVy5w9x7ef/PxhSW2fti3zuDgt2veQf8iLMLrAAp+dU7FVYjP/un331esXHRG7/wa/+9+yCyO0/8NX/fvhN/BtuZ2NbT+QdRE2f/F3NkDJQB2oM8dOn3yfyxO/wotxzHy/FD/wAL+eX/LjIrd/LJnhUviXKBx5fFl9ELhVwHl55aOLGVuibqLzvkWvyy5+9IM3uQBwR+eCTyyOw61u9RNO8C6ZusmyZTl1BjklYxIk8jurEIRxVk71qR8y6yKazV+ddMH2Cvz/+25q5LIhjHR9Xx1LDLzILOBybZ3DMomnCB0NxAKh2mWelZ9mUxyOWsdWps3F3Q7ALrn4JxkI0y2Y7t08AOiIiR96I0PrSo7B6KldxVjaes+F0rSqn2aG4Cvk2cSCDMU6g62si4Tz3a2zy9/JVQnRaZZzUWBaHyKRwN8L/jW2c07AypoIRDZXSk/VARHV+BiqkPkY7S4vKgsnKjpZQRE+ws7tUqL+NbolJxd6uKGgRp97lReuoFS8psyAFMBBJAYoMulZ/R0SBKF+zzcUY504NJyU1LbL6pK1Lt0HImwHCOhXGzevjJMdyGlq0DjjZa9vnO2Mi4iiTTABnBn3YMr7PPwP6mLA2ox/n1giTDGi7By527AY1zCWNPYYTKlStIFAwyP7HhFeGYpqVL6GhVosAbuMHFYRqWsZRo2DDZ7YvWkFtcVRTradyDQ5sk9WnAP+MDl5uN+3J7rJshyv302bfY+60SjwnpuBcfYvPNgqWzWNC0JJTIoMc9hiKKQDdoh7xcWUhOcyp9VOq6zOlmfc6lp1Z29B1QOdZeB8hj8Eo996+yDjXNzXsr0Vdxg9Z1tHUTUhgXP0SLCW/b8WvDTicnrFZBOsbzPtICiapCbcyml31TfZ468/wmfI15nZ6nr8nJrCTqeP0Z68FoGu05Mwc6bcY1+3zCixM4+z3GlzfqTPeIhqiVxYJjmGfk0dYr1JTIivLXJOago1jhN9FuF+7ShtFsPFwSiSm4Fhm3oJdfQUsI0k1QUcTTPTY326cog+MjpxhrrXaXNtrqK5WBUagG2RexLIa9uvSj7EccyoY1UQAAhuo2rTJEoIx+q1TZ67N3wXTsLVN+8URmZ8RueYp03SAfUfSXF++CguoU+PZ2d3Yb6TGOBQv0ebGFvZbOMc7JBwTqW7ofZqwoiJJPjN9nPdFQw8kpo6rdlSCeZIcV5bguB6yrLLmRTOMQyhJ28f2sb6Lq+OhPkIgiF00tqxmV3aPnbO+R1uKl+kHww6OZ0V6EQ1/d/ldMKrvoaBNStHvKHCtc1Jcxjuet+tYc5v6JsZ1rU6ITB2lv0ySBMNu6yk4WVpkzTKZEqNpwB7XVc26JQWBc8zV5ceYk9kFwKNOA8CtvkE7t85rGLMeaBUvarhxx9a1tIjfFYoD0leWVB8xLDtZlU324MaWZWn7HmO0fYE5H4pbMCy3V1m9LQAuz1P/zaEP0/M8c+0p7m+S1Yjwnq1vsTbN34V/G0lx8JKakRdSRmDXqIzKjSyDPotwbV3kV18i8m3/t8h9/4SFfu4ukQd/mZfaW3+FRfzJ3+VUoXBB5CdPsYFql3mRH3o9tODJo1ZAWETkZT95w5r3ZcVxeGmZcvDbRP7J07Qhv5/N3H85zuL8z0+TxXH7Av+cACc+IiIf/2mRz/0HkTv+N5G7/z6noKPyoi2DgSePXSnKeDIszXZfJlIROTaTvtHV+qYpe8bj8qrDk/Lsclk2qm156NK2FOodGU9GbnTVRuVGlXZFM4NpeFUgJLLyqLJ9Mzi1ySlYwYEwAFW/xUY+EMI5GnRxVEpXcCQKF9h4uyGRoEN4TqfMxjySFphHaU6jzSbegGe9Fu+9tafREwsncKJqazhW8RwORrukYWQBm/lr/2u5btBT5zijekURGMJXHlA9pJoNrytesuGGRk+lsYkz3e9YBsrGSZztYFj1hvLco1UEAMnMWcH6fpvrwgnCmUxIZzCCAzro2/434uFu0Gb2C0Y4vR90uG7rnMjel+OMLD1iE82YkLvaGs5fYpKDLicgEtDwtdxue+LfbYqIh0OycZLQoOmbaXNlhbHoNgEapm5CS6dV5ueFu/laWqRtXp8+6NQY13ACpkZpUUWMo/R/t64hpzVAjtSM7dP0rP382D7q22uqJlMU5/zqg+pAp/h7chpQ5eQHlMGUBYhMTGBXpv0Ld5Kt2nEBGzt1xqmyAuApwuHa7peI1AuAFX6fMa2tUWc3YNkcuf2ApCKajS+hWnQV6mvCyQyrLzEh0tMwJCdoHcR2jVDPSEL1vzbQ6moWLXjYrdN3s7fj/LkKpo0fwV67NRzEWAZ2hTfAjgrn7fMr1+jfSFrZIKt8PfsxFZx3YG2M7WNfdcvfgT3SKDCerQKfGT8IEOINAL0y0+y/Iknm+7WHmZN3/whta1cA11afVh2vAELa4qEZNX8nINnyE9hdZsECmsGoCvR3rUZT/gDzN5pVlkdN+1ZBEjcIEL/8KPMjMwcI1C5hY7Ex6hnNYrOxLM709kWA5bWnuYcRPBeH9kYSjEdEwYedULGAyNYZgIZwQj/v2cyWgw7rVH4/89gNWf0mN8R8LS8q06rF2rPymAKUY/SNYWL1dV02SUG8PuvUnvs4dOhUqGcgCHOnsqRaeUGV+wjYNSoYps7dlj0wMCxRA1rM3w3b8Moy42fGQHzAjFaJOZNZEKm07Jhl9/B9bZXrDDgx6PLeiGSUIdtgLkZzgG+lK9i5yfrYrTFXHGG8HFc1vBxlAMWVlTYusvteQvUu3887w+vz+dxuTUQwTr1rG0PZb4W1wYAoIvzeZKTN7eb7pUdoixNQkEtDgieOKGtNVHjdV3Zp267nblDB2gIsVqMX12uqCH1HM6ZGLNjX78qOdll9VRO+dBhrw+7zeoDCwRi23m/r4U6aZ26c5r6dutVzXHxQQaiqHbfEOOttr6n92geYNTpZ/bZmRKxpyH+A7LrxHJ+fPsGcSU6xRlaW1X4cwMHcXuZERw9dfJ/3jRtg7rlBxjk5SX/1O7T32NtZv/pt2m3CrI39huKaDOKI9qXHvXwfgDhYkBdS3Bf0qVEZlVH5my2+L/IH3yXy0X/Mz+kZkXf/D5FbvptNyX+7hxdhPC/y2n+DltZ7vx1dq3ZV5Ng7LIX3Df8Rxtdr/43Ize/mhMSka/5mKAndIIiwIH/P+2hHYlzkO3+LjcKhN/Li3zzNpuy1/wZdrwd/icyOH/xRTgtH5UVZ/skfPS1Xi035V288Il+6VJSXHxwXZ6Th9oLLS/ePy8995wl5+62zUqh3pTvw5Nfvv3SjqzUqN7LExgB9qis2y9/UCTaSJpV8t6bARZV3VrdhxaAvfRZNq1DUhrlU1wBojHBvdoHPmgxZuV04kkuP8JnEOABa8QoObGVFRIachO2LmlUtDFgSTWtoo8A2qC7zudWnARAGfWVftXHAV58RufQZZUFFAUyye7hXKG6Tp/Q17KVTs1pZc3cqI8sFKGsrMJVZ4NmNTerRKqluy5ZNAV/fUvZZUMG/oGUlRLMWmIikNZNYRVnZDs5QfII6ThzWE/YYf8vtVqc6Z0WaW9s45rk91DWhzAdf1MFMqePUs2BdJMU9+22uO/JWfl64G+DswGsVLNpCb2XQxWkyzncspxk0FVSpb+np/Bz9HB/jGYEwYvyDHn20cUoF2z1ta8iyTEx4aSzLoZ3J3OkEtN8y9FG/pdd7hBUlp3Fgt87ieG08xz7BGwAA1FYZp0CIvuu1FUw5LHLsrXy/dc6GUJWvWsH8W74X+wjGVD/0ZtpUWbFC2aE4bY9mGKtIWpk1MXXoyrStuU394hMcSO5/leomOdhWMAL7JTGmY7VAHSorgCTbF5Sp4+PUO0NAUXzMhsU5Acb5yJuZG7ndllkWCDHv2hUc28w8Dq9xjKM5Zdn79Ik3ALRwAziziXHNOlm0wJ4bxBZu+34AqtY2bc/tBchrV+2zk5OaWXVOQ459nHQDCJuwsH7LZgBMKpOrU9FDTUeZPRv0+/ghxsgkAnBDgGD9rmWkdescKA+6NuQsNU1ba+vsQaeOM/8zu1T8PEm/RtPYnRsSWbiXujoBxjIQpM+b29hwKI595Q9S726TOZI/ALiVnAF8rFxTEXIFjGsbrGVj+0Rm76BugbCGNgaZU+LbQ+HsbtoQH2MMKksadqrgTHML24/nlZ2q4anjh7DNxqbq+o2rLlNYM3oqmOq4XFPfAgzKzKlQuE8bUrOI5+d2UQ8j/m406dywzqEwfWWAvLVnNeS8YTWfgrre1daYt9E0Y1RbwTYqS3xtFAhx7jV03SvRJ2N7AVLdoA1DdoOa8GQf4cLZ3TYU2mQGjuVYx9OzrLX5A3qQE9WDlnn6t9/BlgwY6uh4uCHZCZXOH9AkLxkAbHFERNmE6ycZi9KSXfurq7omFOivy5/RNSUMEysQ4hlBBXt7bb6fu5OvlSXeJ9Ectpua1QQsHeZyZk6TRPjUydF1zeuxxoztY51P5PldNMNcN5lfg2HGNBiWHZiovm6TSISTOq+azNPcXt4dsSy/j6SVpetxfaNAuwY9u/8w2S+zuwATE+MiW6ft3/stDXFO8Lf5O0kY4QaJfNo4yf36za++xxkqI7BrVEblf1Xp1EWe/WO+dxyRPS8DsTclt0fk994p8kffw+nU2D6Rf/IUWiJ3/YjI97xf5F9eEfkHnxd50396cYbwBSOEPY7t4+fUlMi9Py7yzt8S+d+vitz8PWwSPvPvCU0xJ2enPoxAv4ieyHo3pv6j8rdSnrpWkmjQlX0TSdludEchjP8Txfd9mcvFREQkEnTldx9alP5gNE++ZUskDrgwfTMOnGF3rT3DGttXTaRolr8VzrJBNxvWfoeT3vKyZpgasMdvlwEn+m3LpDHhH6E4TmU0i4NfumpPf2urbGD7HcJdYmPcKzlpGVwTR+2aL2LFpetr1DUcg30STREO09oWWT/NZ6ZvwQFauEuZNDU24ZG0FeL1PSt+e/HTHKDM3aGhNB3N2pfBSe53bT0M281kGqssaVhZm/bUN3hfTxzinT+2T3VaGjhiySnaktutWkxB+jOmJ/i+T1vS8zY7YmqWv0VzVqOnVdQ09kH6zOtp2GGCcZ6/k8/P30l/B8IahnYzGbamTuAAPv0+nM9QnD4Z22ezgdVWVHKgwt8qyziplRUFElxADhGYCDFlrZjU8W5AM1S6ODlGmywxrkxDZUHseyXOk+MQutJvW+ZLKC4iAcbRMA8wNGxxzysUlHAAc0RgBqRmlIlQFDnzUdV9m+Jfp2HDQXtNnp/bq+y9eZzb+iZj3NKQrgOvs4BDKG7Bj/g4DnB6mvHs1HGG525jzAIhFZVeVTZF1bIr+m2Aj8aWZrpeUEBHNKRwA9DAhNKZkNRYhr8bIefNMzA5AiFlWcRwcENxvu5/LXvOrbMK/u23thbPE85lwlIdFzbOpftxmvP7Yej324AsyQmA2UFHJDWHfcVyNmFDIAKgc/6T2E44QT0mj4rse7kypXzsLLeH+9a3NOywbed8aZF564bol26duhWvcL/UnMj+V5PlslPReX+zXa+KV2jH+rOIhRudoslj1HfyOGtEp8696+vUIZaDjTp/p8qI3AnoIaKi5grMduuwvzbPYEOTR9nn9zSEMJqhPUY8PTklkpq38yhlACIFSgZ95lJX1+KrDxNK3G9ZVtPWWfo5lmVtDSUYv2iGr4m8zttV6mfACqPZlZnHbs7+BbaVP2DZlN0qwFUsB/jSKmLjwQgi5iaUNX8QOxehHok8usFGz2r6FoCtQcfOYaOp5Xv0UzTF3j2Wp/3VVWXGhlSwvaXZItcJxTMaigdfr6Ls0+pP+TBA+y3WpIW7+Fs4yZodCDM/ew1NFBBljuy6l3vd9B3YYSRlEzg0txhfxyUsdvuSah0foN5OQOTA60WOfYcFQadP0L5oVjXT2vSRp3UIRmyyDBOWbjKeZveIjB9FAL+hQH5jyx42uUHmYaMA63P8oCZjyfMZ39P1egAbsFVmbOIT/K7bEMLjIxaMD8Vpq2GsmeQLZmmNpAC7Bl3GOBjhnXHz95AgIpzUEF+fa7w+NhrL0d7GJgBlq6zhyOP0x8Ypxrp4xR6ChOJcG4wpIL0mcu0RPRwQC/TH8hqa/vXLCOwalVH5X1We+n2RD/2IzTx13z8RuecfiNQ2RX7hGCF7G8/yt9xekXf8Gi+s6ROwtw6/cUgr4lukjO0T+bZ/r6fEQfrg2NtgwRndMSOa/6n/U+Q9rxH53H8U+dV7LANgVL6pS6nRkfVqW07MZ+RLlwriOCIvPzgCu/6q5cxaTf7RHzwlbzo+Ld9154J0B7585uzmja7WqNyoUl7mVHv2NhzMSIowxGhGQ8Q2WWPTM4AgkYyGomW4vr6hmerSAAIn3m31M8Jx/jW39WHK9DKsovSMatcMcPKSk1bAOTPLhtzrq3hyVBlbBZHJw1ZY27Cj8vsJ+zr8RsJxsrv4etN34rzEMrRj8zThWuUlQIBQgmd4AwWOctw3Pc89ti/wrPk7cTySUwBo5Ws2+6EpyUnYx4YJFs8rY6bAKfvEUc1ipSftnbp1vFKTOFWtkrLsNjhVL19Vtor2p4hqp0xppsuIgn15zQipujNG+8m8/2rr/DPOVHOb8fA8HJC1p2Af7LoXcMYXK2YcTuAYVVepb7Oo+kZV2mX0yGZuBfAIxbGH8jU+4wTQkMnM01+O0D/dptXZMoLLvZaKuSswM8xOX35UWUuOgpNhxi49S1uMR+Y4AEOH38Qzp0+o0HxKZM+rODiMaPhPKIJeje9hj/6Avl24l366+iWRc39J3xqnvHyN9oXi7MV2NOwmNKxVw4JiaRzixARja8J44uMq7HyYutY3aOf8XTj1tXUr4l9ZxrGcugngIH9AGUcp+mj2Vq5Lz2nmuG2eMXFEQ5GVqVZZBdxplRjXcAKAMDlhmU6GYSiCHe+6h/7rd5RZoqGDkYTI7pdpWJwCOL5vx6m6BuC8cZJ2GbA1pveIpAD8wgl0nBbuUQDbp2/m72JuhRLK7FCnPhBmXGNZ1gLTb56nAuj7GYtoCjtaflw1/+Ytsy+aIeph7g7VWWvRjxEFH8f2iEwcUNtQ1lpuL+BnbAzwr77Oennps9hgNMvzJo4yB6IZGC6Djmr4eYBr5avYQ6+B/Qy6gHG+z1gc+DaExUtXmS/RlMhr/o1NvNCpaIZU1yatSEzAnjJZSSePAQBGkoCZuX08JxQnCiKe11DVIHXv1JijIvxt7nabDbdTt5prkQRtqa2hZdiu0qZBR6S4aNficBxGXf4AfVI4h236PszEcNxmCE1MqM5hDRDn0mcBeHK7CWlrFlSnbow5Hk7y/ollWbPKV2QnG1/+EOPZrgwlpxBdfxzWDsMQHj+MTfgDte0M92hswzYe9JjH3QZJPNoV7hXJ2Gy3bog1LDkFABhOAdoEIyKOz/sklADkKS/RF5l57CucUI3GPayN4aTssMOMFpY4FoxsV7H1Vkm1HrVfxg8r63NJ5NKn6V8D+pevAtwnxlk76luacXFa5NbvtqGbhqntBmwI9epTJD3oVAEIRWxoajSja1+M9gUiMNYufkrk/Cd4v7aV+dVr805Nz9iDoJiyfb2+6tEpiNpratjswOpSmnD/cFzZatvUyYSgRlKsHSaU8wWUF/apURmVUfmrF88Tefr3WawPvE7kjr/LKYP4iMp36yDyn/2PvJAnjoi8/j/wopq5eei0clR2yk3v4J8Isd6/+zZCaboN0rF3ary4j7+LmP5d96Itse9VSskdlW+m4vu+PHy5KPf/1KskFQ3J3/+9x+Xm+ayMJUZj+VctR2dScnAyKdv1rvzK994unz27Kb/30FV5w03TN7pqo3IjSmPLbrLd4PXiyE4Ax8MfoD3Va+rGPqH6XfP21HbiMGCIEWkWsbomyUmRlSIb916LTWxiEqfOZAj0BtZZSk1Rr3Baw+HyOABukLpdfYhN+OZpGDXmoGMY7DClsqxsM1dEfDbLgw6O0uFvxyHIbgJkzCrra/geBtSorsJm8vo4cv6A9u0AeSI7adzdACBQbh+st8YWTAaT9c3cP56DHdQqoWfkhnBwy9e4xvdwUArnRQ6+wWYiqyzxrMmbAGrM78NJHJBBD2ewUQB8TORFHn2PPWnfvoADl9awFyeEQ7XyOOyBSBrnOTEp4p7RsK55HPxrDzGenRqZs4KqpdJvASgGg7yHjdPWbSg7pcdYG+01wwIMp0W2z2EnWQ1vrW/gjCYmYZq0SqqBlrQOZukaoFA4BYhjAM/hcajq2Hc0ZCo5TYjM6pPUpbIEC6hTw+584d7Fy4A1ToC/bZ3WEJy6hkkFAH6bRcZw5SkbejdxhLmQngGwKVzEQawuK2OsKnL+4zj1Rl81OamMvl2MQa+pbLs9JBa6+hAOXreuelIKdJmMjqWrtDuet2yqQUfD+Fo44c2ihiVtAKaOHbDhh46L47z6JGyxcExD4Ro4rLldmpGzjr1OqUTG9kXGUwR72ZkHjrJNDjP21x7iPpUVWCr5/SKH38zP0Qy2H4rbDOCxHP8SEwCW5vqpY5pxtEpb6+t8P3cnNp2YYO5Ulpk3+f2EuG4+Bzggwvy4/e+KnPoQ4E11mWebbKS1dQUIxYYIuyHm+6BDey98CiBdhPokJjRTZNWyBlOz7OfNempKr83c3P9aQm1bJX52XdaNhZcw302oaiRBn4WiPNt1mbdj+2h7OA6wNn2zyHMfBOQyhxTbl2G37bqP9i9MAqIlxi14Z0LSahvMr+we2DObp5mHXo8x9D0F3suAPUaPLZzgIML0RW2N/p88zjq/dhLmjxuA6ZacEumP25Dg1Bz9Fghjn0abKZygzpunLTtThPpkDoscfStzIDHJWnv+42qLjp0bjsMY5vbacHXPAwyMZUSaGcvsNWGvqRmyvxrtukBQtYL1YKBVYF3IzDMfB13m7sQhAKXSZZGZ2+njVgngKH9AD4iy2gZljsbHsSsnbJlaRj6g1xRZfxrw0uimTR2nL59+H2N36A1cd+ajqmG5BbBY39DQ+Rx9XlulTwddwjJNcpFIStmVMUJ/+23VifNVB+4+1rq1KvMpGOGddjDCvcXXRC4ObTIMP79vgStzkBSMMJ6Ngog3paGHLavRedM7RC5+RuTpP7ChoW6QcZo6zrwUBTDXT/K1XWYOd6rMkxdQRsyuURmVv63i9UW+9Esipz/KpuTBXxb58I+J/Le7YR899lsif/qP9IRmSuQVP41g++wtI6DrhRTHIZPkT12C/VW+xmbh3F+K3PxdIn/0fSL/+YDI+94t8su3iTzzR6Pwxm+y8sTVkvzYHzwpX7y4LYGAI09eK8srD45//QtH5cuK4zjyHbfPyaOLRfmLk6tydCYlX7xYkFOrlRtdtVG5ESWzi024CbVwXN4/ub0a8tKwWehMeFogwkZ0+oQyKdIcKBx9q+q65KwOUzTDvW79PjbZVQ1/67fZpHo9nGmvp5mtWlbYNpJSNskVNvGzN1un2xBJmiV+3r4IY2L1aU7nTVas7Quc6ndqODvhlMju+3DEJ44gIhyK4RwWL2tIYAaHob6lz+rDyKgu22yHRlC+vmH7srQocuXzNsSzvo7zYELMHIe2+76GtKheTWYB5337As7woAcglJ5Vp0L0JF2dShMWFIpp2vnbVNckigPWqXHfSJLfNbatoxeMUofp4zhsXp+xze4ilLJwHls4+lZ0cGLKGGtXLGMtPauO4STsn7jq+AxnwvM9DaEap/2ZXfSH+VuvhV+ansJxNyf9tQ3s0PcBbnotyxrKzAMMDTqyk3G6W7PstmGwc+1pmD2+T91razz/3F8ylk4QBtHUTdy3WcZ2po4Btq49C/soNa36p1Fseycb42UNr1InPTZmw31Nprbd93H/cAK7Dycts058AFSjdeUENGNllH1gJGXngHGaF7+kGdS6gDjxPM83Zf4uwOnSFdWdyxK2OXsz/ZyZU7ac2pEJyXSUHVO4yB41OYNWV+UaoVutsmYJH1PgIAmgYTLzxSeuZ1akZrGhQddqynoDWGh7Xq7PDmBz4RQO+eZz1EUcmJdmzkyfYB0JBGGQ1DeVAZpgrrbKmm3T4bPjhzR8LwvLKpLUUFLDIAwAVnWqtNkNq8bgBQsaGgBv0LMsu9lbGK9uk3C50mVtR1CZUWp7rYqC21dsuNkO2C7Yav6g1r0I+BaKc5/iZcKmnQDrU7/DIXjxstXVG+i9Jo9ycB5KABbWN5m/G6fpp8oywOTmado5fpgEHfN38HwnwHwIJ7DxWM6Gqa6fpD6padYRN6i6SnsYi4iuF3texr0CCg52FQz2+qyVqSkblpzbo8k7WjY0e/qEZfeG46zH3Tqfnb1Tda3WAGpLV1kve03Wr1iWdS81DeBlfCXH5e9mbHJ7bfSHsTsjwj551DIyTdh6bY0+WbhHBdqDrEuOq+wjn/ehCUntVEWmb7KagT0F/U0f9xqsL8e/Q+3zIPZ44HW8VwwI63Wthp74mgFWQbB2mfocegOHALm91Kd8FZAtkrbhtG4Auw3F6VfXZU0xfbV1TrUytW8GPZH0gurnTXKPqZtgPqanbGhwKMbfGlvYV3qGdVgE+09Ooos2dYzPm/dTqwQjceq4MgXrvAscZSfm9zP2kSTzNrebtSu3F4bx/N2aXMC/Xp/Q2NvWGfqnWZIXUkZg16iMyt9kqa6JfOJneFl16yLf/yGRt/5XkZN/LPK5n+UzySkR8VmAvuv3RH7k0zCPzOnkqPzVSjgmct8/Ffmnz4jc+UM4OL/zJpwsE8pRXRP58D8Qec+rRFaevKHVHZUXXv75B54REZFcIiQPXizIwPPllYdHIYz/s+Udt86J44j88mcuyqNXOI37pc9cuMG1GpUbUqIZnJF+j42y74lkdgN0tSrW8cvu4ZS5U2aTbtgnRpNr+TFlCWn4RTCKg1+8hJNowiBMSU7g+LYrAAehuEivzlpdWVJdJxdHp9fi3Vi8okBRDWdKBEcls6BAXcDe3zgNrZINhYukEf5OKJMmFFeB6rrsZO0LRHG6+h1t2zUhpCSOM2kYDiKqVzWw956/R8XTlYVWWqQPghE28K2Sfb+7Ad5ZrW3uGR/H4YiP8Zl9r0YDJTGu4GKAMcjuUg0V1wJtvjIZTGa1SBotpXACB7dV1oxyEQTRA2GcVhOeGAyrcPaUZdaIAHAMevRXIMQ9po4znqVF1eTyNVwuoLov6nQEQrRn78s1c2PWOvxGG8nosux7NX0bUGZbrwGYYESkjSN7148y3u0qAFE8b0O88vvFgl1DLo2vAF84qT8r+BBN4MAvfkHDO9WJ7tSUxdHD/ndp6GAkOaQT54hUr2k2UAcGhAnRNPZgbPzQG7lfYoIxPvRGTZxQBzhpbMFwalc0TKlh/xWviJz7BH0dHwfoTUwxHiYxwjBTPaH94bg8ww2w52mVsY+6XjN7O86qAQx9Txk0Lu3Yfa+C2FkV6k5yfa/J78tXaPeUstJimevnXjxH8qT9rwUEN+GI4wew75UnYJE1tmiH76FZFYoxJslJDcUtwtqrbxJuXVkBjHGDOMz5A9hBu8QaUVlRls1R+mIYgHNcgJtAkJCv5SdUK61Hu/0BAKkB4E2/dBto7qVm6Jv8fkCSQBgwePIm+mf2VvSasvM6d85jH4OOTeYhYjPE1taw31AE4MsksDDsGPFYl0S4vrzEmhQIYSvFRQt4lK9S91AMgG/+HpHomG336tPoGdZWGWeT7U4c1a7KM2b9DqDq2F4Aj4kj2Negh61GU4AR2b2sH24QdtrsrSqCP21D0IJRBbd9mFTJKT342MPfWkW1VYfxNUBPt24Fx02m3+S0alslmQeNLcKLu3XuU13mM+LITobBnTFPozNpAPNAxOrpiacA7h4NR3eYn/tfS1tye+jv6Zvp23DChmnWVtVWBszTrXPMj7k7uaZZ4D1mWLqXPktYb7duw/kMA3X6BABxIKRAlc6DzAzjmdtDaODiA4A7JpR765zIxc8qCzdP29oVgKr5OwG5ImlC80+8y4bqmoyJfp+vnZpmq02yDkezNhnL3G1cZ9bPtEYAxCcUQA5w4DFzM3YTTgFyzt3JPDF6edldgMRej/naKqo+4hAQnBinvdndCj4GATVLi/zdAG7D2VtFsMeFO+SFlBHYNSqj8jdZts6KPPIbIn/wbpH/fEhk6WEropmaIY49OSnyHb9JKMXC3bxUvvM3rxerH5W/eknkRd7yX0R+9LO8YJ98L9Tw734foSBOAPHl97xG5KM/YTeAo/INWQr1jiwVmxJwRF53dEo+f35L0tGg3DKfvdFV+6Yts9mYvGRvXiqtnlTbfblrd04evLgtjU7/RldtVP5XF9fFOUhO2k1na1sBIEezvOXRIQnH2fjGxnA+AiFOXjPzNnzRU0bP7O1WAygQxokS0VA0DQMLRgBDghGcg1CcE/HJ49ZpMeFh4QTORHWZ+4fisBViWcCT2dtow+ytOGqOw6b/4BtwvPe+guuKV0TO/hlO2uX7RfoDnCjDuDEOciBsQzyMBllun/3eVYfGiOVG0iL3/H3qEkrgXIUTAFq1ddWxytqQFMcVaRTpi2AUp9iEZAbCIq7DGHg9zfoVUOdLQ04N28Dr41CNH7TaJvl91Mn3caodR8OxXJ41fojPGWe6vonQdGXJ6nk5Lk5QMEK9xIFhEssBaHVrOF2JScYgnKTOxoacoGacW6bdpWvW5oJh7Wef++5+Kf0WjKsweQenb/EBvUBBLMNsMyUQwkEKJ3DuTSjd8B7KcbBPoz3j6++6yiAMKjNxzyuwHzfAWM7eDhOqXVHdJd+ylIzIdXIK+3AcDVk8b9lBIny/8jjzZde92GAoqmyXluyI5HfrPHvqOPYw6CvgVWOvKAKoM32z1RVLjGMDiaFDn3aV/t77CsALCTDuY/tF9r6Stpi+T03j9O5+KbYzeYT2eF1At0gK1sjC3fw9twfgodvA5iaOwDJpV3TehIYGxlFdogz7MSOGn9mt4bt5GHzXHgYIGD+Izeb2qJ0r2B7LqeZZHnZIOKGghijodk37cwK77lQBx8qLjNfmaVulxqZmdZwCoArFZCcr30CBcRHWL2MrwQjhlskpkXpBARIXkEGENk2fYL3p1LE/RwHDmVt0vsuQMz8hsutuzcCnc7/f4asbBPA4/Gaev31JZU0OKyPN5Wv+AGy0bg3AJxAGzEjN0N70DGMWSahtj7G2XfqcHlbUAaGCMQucmVDsaAqA/bbvBxxJjNPmeM4yY03Ci/IiLDRxeWb+gNU5y+5hjJtFy9YzYG5sDAbixBHavXVOQ/lc1qr7/ilJIUpXGN/MgobRTmtb0yqa34LpmJ6zxAFHVMOrZ8e9fJXPGsA8t4tx63f0OrHvk/Qs74Kd9UmoZzRj15XD326z3IowB+vrvJvGDylzrMv9ExP0cfGSAvcu/VFdY943t/k5FLcgXGICwCicsExEEWUoP846HYoh3zJ/F39v13Sd93lONAPTudui3xbuYl7c9n0ib/sVmNsiMCgr+u7ILtC344cQ319/jndkfBJmq5nfs3fAMjOHH6EE78FlDYG/9gjrZHqWPkjPYovlq9heJGWTVYgwzjustKAK9Q+xg5vbFuQygJvjMr8MY2/2FpG7/4G8kDICu0ZlVP66Zeu8yLMfEHnwV0Q+9tMsuOvPihx/p8iFT4r8/BGRz/w7KPvf/0GRd/42IY0P/pLNIDgqf3Nl7nYAr2//z2wC/uSHROZvF/mBD4u88ed4qT71+yK/cFTkvW++XmB1VL5hym89cEV8Efnuuxck6DryubNb8vKDExIMjF5bf53y3XcvyGatI+loUFzXkVqnLx9+avlGV2tU/leXZhEH0g2wMZ67k43z2F6c/cw8m//yMs5JNMNmdfIY18fHyHw2fdzec+M5m7ErmrE6WCLKxkniSIuwgY2NaeifQ9hUIg9QZcSyA2GcbLNBHvT5nckw12sB1GR3sZGfOgGjd+omNvJGl6inJ8mDLhvp5BSOytg+dZomef7mGQX1ssrASuGQNDaVCRWDtWM0yUwdg1GcAqNNlprlueGkClEPAIBENOulMumKl3CAHJc+T0zAdqut6fOiCoJ07D1FFPQSzWoYoF6ZBRgskzdRZ5N0wIQiNQqMi2HVTBzmunaZOhTOc5LuBkVe8S9xgppFzTQYg1kwfZz2zt9hWXOOIyIu/T19M/3SKjIu83fy+2HmVSynbXEAHVtFHNHMggVIjRbZcJbFA6/DsW4W6Zt4XnXU9ttQRpN50ZRhVqGpZ3HRgneBEKyjzALPrCwxhib7ZvEy+7lBl3snJgCQYmPUdfEBkc1TjH1qyta11wSA8nrsD689BMhj9PFMu2JjCnQ5glZNQNl7AWx4/k4+57qW9RhOAewaB1AEp7Pfpk9EGOfkJGBFLMsYpGZh+pz9cwCLbpP+XLgH+2wUCIUrXBApXAZADUZYGzLzCmwcBFiqrFmwZBiIjCRxtjfPAGbEMqwh5z/J3J0+YTOoGgF8Gdp/TR7jgDKaBYwziSvCCZ5b38BGW1XYIakZCwoMj/Oel9ksbb6voajz1M9xrEi5caZNHw/LXCQnAAV7DT5bWkRbaNCljcEIfdtvW82oYBQttfwB7hdJ0JbUDGNd3yDca2yf7fftiwAPwYiuuc8Ly80swLhrlXU889ibybQ4cYi5sXA3a7JhokU1lNlxAVUzCg7Fx7jesKBEeGZymr7q1AEjB10+N+gAqkTSNuOi74nk92K7ptQ3NTFFRQ9AfM3m2bOM0EjKsiCTk/RNSDWXTJbZicPYSmZeE1AIdfB92JYpZefm9gDkNgp8Zv4uuQ7S6NaufzcZNpCz8x/s2/GDdp6ZcT/2dg1pXweI33Of1Q6MplXLTcPrfA9mYXWNPjVabokJTZzyJs1y2Kcvihrm2q5wjfgwEkNxFW1XO1k/rTpyAcZ6St+7oZiGPzua9MMlI+O+V3OdyWZcOA/769RHiHaJprE1c118HIDr1T8j8qp/xTtJRJN53AfDzg1xACaiLE8PJmFmXuToWwiDjGZ0zCMie19lw7DrWyTHaBT0HRVhDbn1e+3hhAG3ei1CLIdDErcvsvaM7WPemrk+ftCCkH8FuZ+R1zAqo/LXKdVVkc//J5FP/1uR0x/mRXL3j3Iq8OwfiZz5MwT4fvRzIn/3o2wAfuMVvBy//4Mit//AjW7Bi7O4AcbhHz8mcuTNIp/9D2Rr3PsqkZf8GBs/r4/mwcO/yjVP/yEL9Kjc8NLu9uV/PLgoIiL/8JUH5LmVqqxX2/K6Y5M3tmIvgvKm4zMykYrIWCIsjy0WJRUJys9/8rz4I9D3b7z86q/+quzdu1ei0ajccccd8sADD3zVz95///3iOM6X/Tt79uzOZ9773vd+xc+02+3/idr5MB46VX50A6yV44fYeAejOLNmY99r83k3hDNy+X5YA6aYjWfhvDIWwteH8Ri9LnFEjr6NTImRhIpZz+B8Fy8DQBiQproCUDC2j/ClXgOnqt/GgWuX2BSbU+35O2hHtwmL9/SfqhZYR8NRknwdP6Cssm1AndQU7Zo8qlnCmtS9pUynZgFQJjOHw94qqnCucI+n38cB16DHsyrXlCkyJRIbx4lpa2ie71kQLpK2IuXBKPuC6rL2k1g2V7OEo2RChRwXh8EwNry+1UGZudmG5hiNG9/jWTe9U3ayiTWLegI/RyZLEQ2VdLh3q4SzWlvj3qEEQEtyCkezU6cPTDiKE9Bsa64VGe93rhfndwPYXW43h1IJDdEzIU7Tx9G7en5xHE13H+P6eJ7n5g8qUHuHalZdttdk5ofCD/Vn14UFIb5mRTwCKLV1hs9EM7TpwOuo89g++qtTxeHafa8NQxp0NcR0QcP08vZZBkjrtch2afqx37H91W9bpkzpKuORP0BfhJWdE0ljV1e+QF1rq4BQk8eud/QMu9Iwj6IpWF5Gj0mEvo4ou7JZwmktnIeR0Spb7SHHFREFZ40TmpggRM5xNTS5LXLoTVaA3JRIChCqU8d+Jo5oKNO8hqpm6ftASFkpq/S3aUsgxPyaux1QsbrGPWsbAIjxMfoppIzQVskCMMMlPYszH4wyhyYO87nSIv0ajKkTnR6yMdfOOxHWnkCQEFpxAO5yu7X/tnHiC+eVXZi11/Xb1D2zwJwZ20ub+m36w1XGj2GfhRMKcGofTB+3dRXBvivLgKqegkB3/QhzVUQkkqW9i1+EZVNeBOipLIEjJia43rCGZm7mPrvvs4CgONjZuY9hp56HnW2dV5ZNQdfvFqFm+YMAgcMZaU14YOEsNjx3J0wnEZ7TrhDS1yzSplBc2Zkx2/8bz2EX3Rp9W74GODTQ9c0fMGaH3qDh8quaoOKgAtRD4HZqhn4/8mbmVbfBuu24dk7EcpaNNlyMFpmnbb78BeZwIMzBSzCqQI0zdJjSZy5k5rHVYJT1wrzLxg/hfziOPUCoXOPdtfIEc8GA5K6yiz1tr2FQuyESd1z4pK7pSR2HvCaOuKBMQwUOxbHaZVvnqVMsB2AUSTFeIX339Lv02cwt2HZ8XMGm/YB2q08AhAfCjGVpkX2BmUf5A7C4Ns/QR40N5mdS2Ze+b1nDZr6Ycegrc9YI0c/ezppudBLTc9TLJIfYKSOwa1RG5W+v+D4Zjn77TSL/9RaRl/1zkb/z+5xIFS/zt/qGyBt+VuSfnxF5+39jofrtN4h84v8QOfBakR97kA3VqPztltS0yLt+W+S7/5CN02++UuSZPwQEe83/ycL9mf9b5BP/WuQj/xAR+1G54eX/++R5afUGsicfl4WxuHzq9LoEXEdefXgEdv11Szjoyvfds0uubjdlOhOVvRMJKTV78thi6etfPCovuLz//e+Xf/bP/pn8zM/8jDz11FPy8pe/XN70pjfJtWvXvuZ1586dk7W1tZ1/Bw8evO7v6XT6ur+vra1JNBr9Knf7GiU+hvM9DHIOejhMbgBQw/cBbBzBwRv0yAJoNqlLj8DaELHOWr+jYrYXcRhNaRatox8ME+blKFjg9QAUipf4bCR1vSO6fREg6uAbrHOU221BlO1L17fN9zR8RDfY6XmAKsfFsWlVNPtdC8fDCViGigEpBj2bej6om+52RcNHKtc/r1Ol/YOuFa6ePIrO0uzNOCJje1XIPEM4jdfHAd77Svo6lqfe44fQLxGRHY2uRJ7+N86441hWXGVJ2VOiYIWGyFWWqWd2N8yFhbu1vzwR0fA7x1EGW5KQz90vo44XP4PTGwjjlB14ncgt340jW1sTWT9Fm014pmEmiQC4GbHqxQdod0Q1YRzX6lKlZmBqhOOEzjgavrl93oJUzvNcFNdRptECNhIMq+7YbkCVYWkCo39myu570eQJRBinaw9aFqJhXE3dRL2ufB6GXCxnxzoUY39XuqJZ9hz2fPkhBqEpqWmcbBPe1W8r2ydEfwci9HOzSNa6XkPBwSagXmIc0GL9pAUXj7yFkEsTqjvs6IWVHWP0vCKZoT7TORIfs+GaTWXD9Nv0wU3vENn9EkChmVtwThubFjyYu515UTjH/W5+N4yVeP76evg+oUX7X60gUAbbTIwzR5/7E+ZGNKtO92FAkVu/Hx2/sjr/pUVCo3pN6mgEtN2Q1SrL76fPhgFNEbtudGvUwYTiDrrsy8uLgNiJCf5uwDLHZdwmj2pfFnDukxOE1x18vY6hgnuuS3v3v4a5ZULoTDbVqZuYy4EwcyU2hj2aDIeDvrK27gMwmLoJ0GrQtZnspm/RrKDnuH9lme+DYYCS+ib2a8Jsey3WnNxeNNdCccY0lmM99vrYRnYXc1IEECyWVbZjlrm07xWaObWtGVZ1TelUte5dzcrqwcATUWF1BYAMG8kN8LMRV3cD6FelZ20YuCmBMPWvr5E0ormNzcXHYCXFx5l3JqFFt877woTVF69YjV4R+mrlCeafqUtsjMPuQ2+0z6xcu17jbbjk9gBYbpxU20rQD16Pa3bdO6QnFaStvRZAZreJFqQIfbv2DO86N4jtGXsJJ2hDv6NC9w2RzCwi8WZNLV5W7bYW7e+1ZIdJOH7QaqDN3sl6Kj5fQ1H6zoSi7n81kS3eQJ+vc3ftGcbdhKBWV6jL9gX6eO526jzoskab9/S+VwC8z91h7S89h6bf/D1cYzL8nni3suCWbSi+KeZ7V8FEkw11R16hROjsMBMzMWFF/l9A+SojPCqjMipfVvpdUvx+6Rd5EYdiIsffBYB15QtMzCPfLnLH/8ZLzXWZpB///4k89h4m77t+W+Sm7/wr0S9H5W+gHPl2aOMf+ylYeGf/QuQdvy5y898R+eTPcKIVG2MjKwIj7/HfRlstOfE1bz0qf/Pl5EpF8omw/N4Pc5LzqTObcteenGTj4RtcsxdH+d57dslnzmzKv33rMblpLiMv+bnPyO8+tCh37x270VV70ZRf+IVfkB/+4R+WH/mRHxERkV/8xV+UT3ziE/Jrv/Zr8nM/93Nf9brJyUnJZrNf9e+O48j09PRfv4JR1WMxbCERTvd7ysyob7ImpmYIEWlVCPXrNm34wdg+NH+eX4wDOuxEGEdkODTNaDdFszC3jOPZ7+BUuEGAmMwCG+Bd97Dhvvw56tXYet49za1ddVodQLGrX7TskHYFZ8Skp09MWDabCM53ecmKkE8cxSHpNzXb2hJ9sMOyEjb40QxsmembcdbDCZyCbkP7xMdRMaGZZsMfSYvc+j0iG6f43PZFq8dkMoX1NeSoW+drYgKHpXSZus/fRQhabZ0T/PQMdfcGAGKRJI7RyhMKOGooS6+FE3T5c4Buw8BBYlJ2MmGtPomjbzRXOlXVjQlymn8dKOWw7+m1cFRNmFF8zKa3N2zCQVfDwFZFIkeGMjB+hfEUUSDD1T7p2CyeY9NowDUKMA5NMcBEYoKQq16bkJ5WCMeqWWTcjfB4LAs4t/glHD4TRiVCvxUuEEpWW8UeEuOMeSByPcOovCRy9UFlq93C/Q1IFUowPrVV1QnL4DB6fWXp6Rj02gA26VkYQYEQB6XJyS+3+eE5bITen993bpA9kAEMRJhDe16GU759iT4YV9B34zlsOLeP8VxTh38ntKxrRddNMfOxXbZJBnbq4MCoD8cZu8nDIsfepiwZHSej1TZ5DEfbzNOJQyKNHLYxeROsH8/HplafHGIoCXPcfG1u8zfHoZ9338e6tvYMoFu/AwsuEMHeZ2+310/oumYSGpn5ahgs0ydYK8YPiCw9CqCUnIK12tji+vx+kasP8XdXdadMlluThS49q+Lvu+jPy/fT3ybBUm1VE0IYFlGTjKGJSUCkfpt1WwQWztE4AM7YPtq//Djr6/hhvm9syo5mVrfOM4NR7CCSBkjbvgjbMZ634dehGPO3vQRgIQLwnVHQqttgHfQH9G3xEs8MRgHNTIbWsX28V+JjItE7WJNEeKfsukfk1J8CtGTmaV80Q5/329hUYwtmk4jN/ldb5+sw+DHoar9pieWYP0YMXoQQcxHeecNzyBouoFB6VvuzpOH4+tlY1iamCIRkJ0mL0ew6/RF0s9wQ9d86i61XV7Gn/a9WbcxxTf6iIFZAQ1n7be7V07DHaBrQ1bxXm9usU9M38/lQVNf7DHNt6mZA/eSkZQI6DppdnfL1iUAqyzClB13sz/OY+6XLsKtv+0Fs3swFEfQ4fc9mqCxfs1mYJw/zc3VNxyoq8vJ/ARt87Sn7XNPPIhoG2mHeZxYsuGX0AqsrdozH9llJhRdQRsyuURmVF1rWnhb5s3/CC2fPy1lQnnkfm4RX/4zIT56C4XXgtSzcg77Ib75K5NHfELnj74n8o8fQ8RoBXTemJPIi7/4dkXf9DmP26y8TOf+XIu/+H2h8ve7/4vT6Iz+OqG6/q6eCwucH/a99/1H5Gyln1qry6JWi/Nir9svCWEKWS005s1aVbzv2N+Dgj4qIiEymovJnP/EyuWMP9v3aI5Py8ZNrslFpfZ0rR+WFlG63K0888YS8/vWvv+73r3/96+XBBx/8mtfedtttMjMzI6997Wvlc5/73Jf9vV6vy+7du2V+fl7e8pa3yFNPPfU179fpdKRarV73jwd9H4690V4SYTOfP8D3hjXT3OZEe+YEG1ujt7H3FWS/NZvo4dJr4UgPgwXZXarxou8/x8G5mjzCyXF6BudBhM12apb37NwdHDhEM2x4zT2NE59ZsJtwU0yoinnXdtWBNYyv/AH0vUy69uyu60PtdhwaB2CmUYDpkFIQaeKwZdOYMCnDWoukABVCSQBC896oLPG13yFUKbsb4KNbtXWurvC88jXus/teyzQbBqK6DZy+bgPnYO0Z+nHiCM5jYxtnOX/ACjvHctx/4R5llwzQv3GD1P30R2E0mT5rbtNX4Th/v/x57mH6O5KEVeA4/DMMwW5ds3vtwhnZ0cNxNNFBSjNEKrtv45RNcR8IE6L2fCdo+Gt1GdCp11QR6gbAUKs09DktxlnyPfrQgGRugKyVRhtMXGUtXrahPr0moGVuLx/p1GRHQymaJplCVD836FwP+vSaPM+wMAZdgI9oxs6fsX0KsNymdVUWjnHmbn43AESnRrtWnkRLyWgcPb8cfSvza/KY1bQRuT7McHicRLC5Qc+GzHUbPOPaw4QjukHmntEHmzxm59/SI3wfHWJgjh+if2JjOh7DYxFlvTnyZpHbf5CQrnMfJ5treYjtWr6Gnc7cosyreZET78TWWiWYnalZ7G/hHth65tkispMdsqcsyIGG/zoCg+2OvwswOugAJgSiiLMffiNtNbaXyFPfThUQcvkxwDgzzycOA3SJ2DC1PS9nzzh1TDW7UjbsNJoG5NhzH20xmU/tYPBl4rDI2AFNVhEEVJ66ie8PvUHk5u+iX275HsK6dmxYsOmFO5lz12UVPA7gGknStyYD4sytAHSDDoCY16Otq0+xvsTG7Dq4IwgvgIPDa6ZhAlaW+PzwGh0IKmPzsg1lW39GvmqZPg4DSoR5M38Xc8UAM8a2w0na2WsBrj6fBZrb+xWYP9rHZq5WVWutXf3KdTFZbxOTzM/6JvN4uO35A6rRpaHjbgBAauqYzcCbmgbQ2jxrs416PcbO6yuDbUIZpgEYtGUFFANBQNVd92if9Gx4qDlA6jZ4TwaCvEMnDjFvipfom8L554UbJzlnMkCd49A1e18hkj+kzMCQPeh3Q9R7bB92ZNbEQW/I/hwAOxN6uXXOygtk5vVAKcZ9jT7ZTtF3mwln7NSUAebzbPOuLQ6FqZt6v8AyArtGZVS+Wuk2EJ1//w+IXLpf5LffCDWzdJWX3uRRke/5I5F/9qzIK3+azXq3ASPIG7DwfNu/F/mHXxJ588/z8hyVG1+Of6fIjz/Mwv6xnxL5g3ex6bnj7/HifO7DIp/617wkGgVeLL/7dpGP/NiNrvmLvvQHnvzvf/KMhAOO7BqDafGZM4RmfNvRqRtZtRdlqbR68vd+51H51OkNGfgiP/+pCze6Si+KUigUZDAYyNTU9TY7NTUl6+vrX/GamZkZ+c3f/E354Ac/KB/60Ifk8OHD8trXvla+8IUv7HzmyJEj8t73vlc++tGPyh/+4R9KNBqV++67Ty5c+Orj9nM/93OSyWR2/i0sqCNhQhaGGRgHXwdg0q2zmW9saViE6Mlv1YYJJSevB8pE2MBmFmx4nOPikIpouFz8eiDDsFiaRTb944f5eWwfzmHpCgyTzbM4FbHc9TpgItRhODOdiHV8ohmcZ99joz22j412dpduvCM8Y/uCih7vJXSsugrTzHG4fvsCDko4wXt90AUMyu1BP6dVwhke9Pi39hQgVn6/dRANw0t8nKdohnCVuNG9cejz+DiOcnrOnlwb8ephrRPj6JQWeW8Fo4zN2D70hRyhT2M5gJBgWHYyFBomjBPgxP62H4ANYkL2pk/Q//2udfjMmIfjgAMiMJi0STshN4EwB36HXq+aXfHrxyWcIDQ28P9v77zD46iuv/+d7auVtOpdlixblmy59wbG2AFTA4QAoSaBAKGZ8CbALwUSQksggUCABEJICARCTUy3KTbYprr3JtmyLMnqvax2975/nLk7s6vVSrK0qufzPHqkXc3O3rkzc+ee7z3FQh4JifmUEDprAXlNpU6jbaNSNWFIIo/Z20Htis8lw1omD5deIhIZKtVSTf8r+pTOT+xYqhAYpxptZju1MzKZ5gLJk9Qk/2M0AdYcQeeorpjaIStlBsMaRf3n6SDDXno36BGCRIbWGjLiWmspVNGifo9ioHZGxFPoXXOlGlYkDb4AQ08mTJd/+/pc18a2Bi3vEUCG58EPNY92dztd+9JrTpIylYQ3Twd59wF0XweGokXEkVGuP+cAVVyUCcKFoBxe5TtIMKvYrV1HAG1nidK8ekw2zXPKbKdrXRr+LdX0vjUKKDifBOy06fQ/eW5k0QMowFdPAzteI5EyfTadUxmqp3UY/aopoh9AC+eMyaL+l7nXir8gj1E5/pRvV6/Dzbpk9wqJC5EpFPJojdbEeMDfuwagY7c5Kb9VyZf0nqtJ+46UyTSulHxN14V+PNSfa31F1epCOmaTjV6bbEDOKSTQ2GO1sN4Da1RvomQ6565mEtRis8l7ymSlazJjjproXv2+8cvJMxSg+2rMQhq7jCYat6ddoia6r6VzKMNSAwWq6kJVMIum5035djpOdzuNG8lT6Lvyz6bX1YeofxPyOu9LivCB7wHkqGCPUwufSA/jLjDb6DqIiKdFn/HL6Bnn9agileqtZrZTf8icjAaTdp/FZqlit+oR5nXT9Q2o91QNnYPIJDURuwzjM9LPuKWa4Lz/fWpy7re0Z6I8rroS2pesiupIoP5KKvAXlxwJND75RHEFPkEzb4X2DG8sp2fFtEtoHKspVAsZeLW+Mcmca4p6fcXQ86f2iFaUY8x8tQqqer2MO1UNMZcLX+q5k8/CmCx1/qDQQtjk7/hvF3g+ewCHMTJMIO1NwDfPAhseI3fazPkkYAkvuXNOuxhYcCOttkiEgK+60Ns/ocEv5xSaxDFDj6hk4NL/AJueAz74BfDkfOCcP9H5uvlr4N8XkZH1x4nAKXdQZUeZxLK1jsIcp13iv5rL9JnKpnYcb2xHh0dgYipNFNbsPo685CiMiY/o5tNMb/n5Gzuwu7QBDW1upERbsXbfcXR4vDBzxct+QQmYjAkhOr0nycvLQ15enu/1ggULcPToUTz88MM4+eSTAQDz58/H/PnzfdssWrQIM2fOxOOPP47HHnss6H7/7//+D7fddpvvdUNDgyZ4yZwqAE1UO9oo/MoSRV4z1kjNoD22iQx9VxO6xGzvLIAFGpLy+BWFwkgayzUvh+YKCvM3mulZ2lRJ+0ucoIWe6Ce8aTPUCXSAseIrN59NXk9RKXRMVfvIqKjYTe1yZpBB1VgOZEdSgvuaQjpOuZoshOaJRJ2mJgG2AlMuIqNPhskBZMiVbaV2xY/X2uszECJICCr+nIxVKQwoBhJbxp1KYTopU7Xni6IaIsd3kWePx6VpHTI8Uh6vNYqMw/0f0PdHpWhGhsGkiQ5xOdRt1kjVe2CWtl1iHuWjaTpOXjSp02i+U7qFFvmkN4+vOqTumrZFq6FjJhJnfPnUFOoD4VFzbqnG25yrtc+edh8Zu6VbqD2NZf7793rIGPS4SJiTOcWc6SQWyRxxKVPV4zWqyZfb6MdgpO3NNhISUlWvqrhxgNelJlaupOsu7wy6vmqPkHGcPouMtqpDFJJmjepa7IpOo0W1bf+hPpXn2JmheZHIkNqy7WQcAlp4p6JQKFnqNJqTGEzUn+XbNI+pYONIRDyde/09aNDdL2ab6u0XQ1490ekk2AB07Xk9VE3QFKG1BYDv/qo+oFVGNZqBIxvIm0nv3SVRDNo1HzceaKoC9r1Drx0JFKIJUP8InWATEUfeezVxIK+bevICazymJrM30GemXUyidU0RCTuOBH+RzZFIfZU2g96PiCePQICuP3ebWqjCHqRqJ+i7pBgQEQdEzKPrpOYQ3QNFn5LYFpFA7UidTvf9sW/IiyVlCgCdd6nJQguolfs07zprtJa7Sd5LlgiyOwwmEvaOb6DXjiQS/doagdN/S8KUwUjCkr7PAdp/xW5qW8ZcCvWsKaTjtMdp4mXFbjrnNictOEghzplBYn1rnSbuu5roPEUk0N+yEqy8rmKytAIgnjbyprU7taTu8eNJlK4p1OXSU0VdeU1JgWXccnrtaibPu8Q8tViEkfqhvYH6vqNF5/QZcC+aHTRW+KFubDDQPWKydn0PA6qQrhP8FQNFfSgGOueJ+dTX0anateL1AA2HyQssfSa911xFx+3M0j2/1LbYotRni7oI0liuXm8x9F59CbDlX9rzRVFUj0on/W4ogU+Et0UB0XPo+1KmaDbqgTXauA9oApW+qmFUMp1X6VWVmEdzAEDNdxYLoIi2rdpP76dOpzY2lOjOoeotbY2m68BvLDJ1/l6AwofNDhqLOlpUIVEVqOPGas9in/djvlo4RXdM3cAzWobRU74T+NNUYM1dNJkxR9Dq06GPgMU/AW7bBZz3JA0iXg+w733gxe8CH95Nn59wBnDtOhK6mKGNolAYzvXraRLzypXAm9fTef/xRuDsR2mQ/+R+8uSToTK73gRW3aRVPmL6jT1ljRBC4OQJiciMi0BVUzs+L6zG6QXs1RUObl2ei/9cNx/zc+LQ7PKgotGFNbuPd/9BJiQJCQkwGo2dvLgqKio6eXuFYv78+SG9tgwGA+bMmRNyG6vViujoaL8fADSpbaqgMS57MYksZdvIWMk/i5IuW6PJQANoghmd3nl1VU/utzTPCsnxndrffga6+rdbnRBPOJ3CP2zRZCh1tJKnjz2WhIa6IyQypUzRvMWiUtVS9gHt0AtMBRfQ5Ltyj+qV00YCUHxuQCgFtMS9BiOJHtIrKypFC2k3GMkIs0VrSe0TJ1DYmSOBvGvSZ5EHhN6TTS+O7H2H+jl1hmakKQYSrWoPk4FXd0QLVzE7aMKfvZgEF5kMWTJmIRkQ9lgySD0d1Eb5eYOuP6oP0v+s0XQMsq+aq7QE5wAw9xryCjDbNZGtvVFLugxoXkg2py48Tt2f2U5GlazKF6sLd5UJtQMxWTSDSAp4gNaHRhP1lwwbaqujY9TnqRp7MhnGABmOvgp7Cn3W1aTmnTORYWWJ1LzgjBbVo0Khdrc30raedtrGGkliUHwOfMUDQuELaVINVbkoKo9PVsYE6Fqu3KdWXnNo78tcQCYL5f9KnaodTycUVZTowlPFZKP9miNI6NHfjyar6k2Wo1aYzNX+V7aNhC2DUbsPXM1aMulgjF+m5cFzNWshSke/JCHWZKNE4RYH9QNAIkhSgSZ0Nldq+a0sUXT9ej3kOdl0nL7b3cW1FJVC10XhJyTUWxwkHqZMoc80V1IoYGSif+JrX1cGnFuPWxMq9eOGPDdS8MucRyKHL1+h2seeDhLmXE3Ut75chBb/7WQ4ptFCIq4zk/7n6aBjN5mBkk2Ux0kKuBJDQJsVRSfUGLVcgdLzKG2GFmY87lQaXxSFRAp3O91nTZX0PVLE6Gghwa+x3F9gaq4gUdhkI7Gk7rB2HVbtVXPGzQemXkL3riMBvhx2sg9kAYCWaho/zRHUBxFx5PmZOZfu+UMfq5UDZ1DfNB3Xjt039ns6X5u+sPZmEqvSptN7RiuC4nVrbWmuUBdeJtIYM+0StdiEyT9cf8IKEkN9Ag2oz9ob6ZzJ9jXJuYFBFUyz6HitDtWDVdC5ssdTX0vvx4LzNfvSV8hDHa/aGlQvZdWL19NBObISJ2ghlQA9ayedpy0yOTOB+mNA6TbypKst9B8bdrxGY+qUC7XCNgDdVxV76H05vsdmU7siYula1t9HXRUCUBQKw5eVg+uL6Z4cu4QENSmOyfPpiKfv1Pd7N7DYxTBtDZS4EVDLwy6hyb50V593PbByO+V0iognN+W3bgX+kA+8dDEJZJFqPiGDofNknxnaxI8DfvgBcMrPge2vAE8tpjLOs38A/OwQMPMq4PM/A08tJDGs4Hzguk/JnRwAPn+SHr5Mn9hdVo87XtuOikYXvjeXHpzv7SyHxytwzrSeP9SYnpObHIWJqU7cdXYBmtvdsJkNePC9PYPdrGGPxWLBrFmzsGbNGr/316xZg4ULF3bxqc5s2bIFqamBq9MaQghs3bo15DZdN9JBoSZmu+r5FEFGTdJEMjRtTprcyzAbZwZVVJpwRvf7Tp2mGfiSiAT/ia80dGKzKZGuq1kzjltrySCNTtfaA5ABo5+E+/YX6Nmlvl++g57JLTV0bMKrJgWPptLoTRVUej5zLokau96EL2+KopARJrzkXeJqofbYY6nfFGjeZh1t1EZp+E65kBKYu1o0Q85kpfCb8ctVzywDebdIMTE2m4yq1lrNcJOCj8FAnkYZc+izOadoFbAAMtidGeRZ4mqhv2MyNTHOJ5yobXE16QQk9b26I+TFpGfG5VS9S3hpwS8qBUjRebQbTPAl+pfnQHoGdLTSMzJjtlZhUrYjVGJhmfx5//v+gpfsj/piOsbYbPLkcqthaNILwevWwvKk14z+82315D3mSFZDPmPps8JLHgomOwlnrmbyxhgzX81xpuYbUqCF6BoMWvhrMGQYmQy7k/mSABJPLBF0r2TOUysXTqAQyuRJnT1VWqr8haxgnl2NZWooravz/yTSuy6QumIS9Y7vJMHVo+u7xDwSIlKmaaHGNUVqxbcgQhFAx5M5l4z48h10PGkzAAgSe1KnkSBmjdKuC0c8/b9yH10jcePICDZH0H3iaqZrzZlJc/a2BmD8t0io6fT9MSTsJuaRmOFqpnNljtDCyzztNAbIIgqAFhaoH6s62oDSTXR/AbRfZwbtSwoGjkTymJJiqzw/kUkkmkfE6zzNHFoosRQA5Pf5kpSrQujMK+m6cLdSVcjJF2pVEy0O7R73Qzcexo+nxPxZCyicToZDyuqnZdvpXBtMqqhrIPGxqYL2LQuWCNXbRlFobI/N9j/37Q20j9zldKyKQfPqaa0jbyCT6sFUtpUqi076Nu3P6tDalDqdhKW4sSQcRcRRLkmJvtqmzO/X3kRhqYAqXiu6Spw6fF7F8twGCGR6YsaQyASQWG9Rcw1GxJEXlCOh82cAEnkmnE7XnQw7l95zepHU4qDtINSKxF4SnLweVdwqIUHPbKHxR4Z3e3Wia5Rqd0qxzqWeKykOtdUDB9eQZ5cei8NfjHMk0Pk12yhXX1Q6govpKtmL6fpNm6mN5TKnV0wWfbajRQ2b1l2LnbzoAr9D6CoOG6ifDUZqn0w7ANDzPLACczdwGCMzemlvBL78KwkZBjPlcfrHmVpOhHnXAYtuVSukfEIJXPe9Sw9dSxQNVJMvoHLogbklmOGF0UThirnLgTeuBf5xNrDwZuDUXwLnPkZVg179PrDtJWDXf4Flv6IVHkUBNv2DEp4Gm3AxPcLjFbjuX5vgFl7EOSxYNpFW6d/eVoq85CjkJkcNcgtHLm0dHjz+8QFMy4zBoYomFNe0Ym9ZA/JTg4SmMD3mtttuwxVXXIHZs2djwYIFePrpp1FcXIzrr78eAIUXHjt2DM8//zwAqtaYnZ2NgoICuFwuvPDCC3j99dfx+uuv+/b5m9/8BvPnz0dubi4aGhrw2GOPYevWrXjiiSd630BZBtyh82zIWaJWK9xDhpk1SjMuvOpkuCfPumDhBZ1WYRX4jLIj62mV2OoE8s+gya2s/tdSQyF1Xg8ZS75cOCGQRo3PG8tEhmncOC3xNRQSEFKmkGEjE1orRhLhIuLJ4DOpoW0mG3l0x4yhwjT1x2guEBFHAkH5DppHmCOAL56i10mTyMAEaOHMaNbyvMh8QzJ/jdFE+ZJa66mSFZTOQkJUCi2mWSL9vRb0icczZqlhKgp8xoQUTsYsoIUZWeXSZNOqqRlMWqi+RBp0LVUUtmU0Ax3t2v89HfDlD7NIo1167LXTMQpB3jy+apyGziKUnog48vBpLKPrUI+7Te1DE+WDic8lg6imUKu8dmQj/U7I9fcgUxQtSb8MPYpOIwPfZCND1OqktsnwpIRcMlibytXzZ9GubaOFjkUaocGYcIZ/YYGEXO21PP8mC4k7thgKs22p1o5VT2sdedRUHyRRKJjYFZmserl04W0lhRy9uBMRp/Wd8NL3G9QQImlM25zU9tItmhArCyeEQoqQdvW6ikojA9hgIQP82GZNgJbYY+lz9hi61jta6Dvl9SPz2tUcojEqNiu44NNQQmNXTLaa66yI7klrFAk1jkT6/toi/6T/IojYJTx0TaROJUHY1Uz9ofd+k1UjA4kfRz+eDtWLzKGGtR1SI0R03jkAedZIoR3QEtXLYhTODPIiM9k177pQCA8dd+p0IP9cEos9LgAK9UtTBV3rhZ9QG3NPo/HO66H+scf6tyVzPglNdcX+Y1DWQgAGCpOU+Q6NVgCCjrPkazruhAmqN5+Btm9v0FVCVLR+rz1C90Bdsf+4ZLJQxUuAbLjEiTReyEWZiDhqX/x4Gu8BGsPdunHLbKexzWRTF3p051+SMYeus93/o+tfeoIF5qMLRvUhOj8yJ6BVLdiRfRJQHElinzWKfoSHwlMjVQFNhudFJpPA2XSczp0M+973PvXtlAtJ9M2cp+Wl1IcOA7R/GcrYUqM9DwPHjvYmaq8jic5fcQN8z2ZzkOONTPKv+Apozx9ZyKOtAfDU+OtZ3eXY8qvEa9B5wXrpHMvrrWo/zV2s0QC6uf5V2EJnRh/tTZSocuPjlMwv70xavXtmKT2YkwuA85+hB5TZBnz2R+Cj39Cgn382CR85p3TOTcIMf9JnAdd9RmGsGx8jw+CCp2k1fuV24LUf0qTgg5+TUHr6fRQGKSem5TuBdb8Dzvg9TaaZHmFQgMcvmYG95Y2ItpthNhpwvKENXx2uwW3Lg0wgmX7DZjai3e3FoYomvHLdfJz75w144csjuPe8KYPdtGHNxRdfjOrqatxzzz0oKyvD5MmT8e677yIri8SPsrIyFBcX+7Z3uVz46U9/imPHjsFut6OgoADvvPMOzjzzTN82dXV1uPbaa1FeXg6n04kZM2bg008/xdy5c3vfQEXpnGS7vZEm0231JLykTNZCwmR1Ol91vR6SNIkM6OqD/lUT5US2Qa5mlwLV+wGcQZP9SedRTpn6o/7JkP08u9S/g4VtRaVq3hPxOTRGe71klJkjOk+89fmnTBbaZ94Z9N3CS0bZ8V1kBLU3qZUcVc8jmSQ7Yy6FczSWk+HYXEUr8VGpmsFmcZD3uDw2iauZDJ+YDBIrPK7ObbTH0qKKDE+Ux64YaH8A9WXJ1yQAyRV+2XfSU0oxkuGQOVcTNGb9QPW8CELaDOqDbS/7b+Nupe/uaNGMoqhUMmTri6kNlXv9DSbhpdxJoUQieyz9VO71f18ItSKmCfC0akZ4oLiTNLHzPmOy6Ke5gjxFSjeTUJZcQEKIu40ElvZGEp/Gnap57UxYQcKOLZqMaE8H5SPSG9DBCBSG9ccck0n3WXM19Zclks5d5T66fgLzDVlUL0hZLTUYyQUk/gSGs0mkV6M85wCQtVgNaT5Oom3mPDquwNx8gRUymyvpd3uTZogHEjOGvCGPbaL7v2wr3ZP1R6mvZShnvE40iogjcbQuicYb6fkUlaIa2Aq1peB8NcSvCxxJqudeDL0WXrVKZgt8niczrqRzoBc7pCCo78OUydRGa1Rn78fu8LjJrohMolA06fkIUDt8CwM6T7CGMrViaDKw9y0SfY1W4ODHJPCteFDzEgwWGqYfDz0dNHYd/pTslubj2tjSpIYty6q0lkhtHDSoYoNioH5ubySRKCGXzqdeVAFIOJ5yAf3dVkfiSkIeCXwGM/0dEUfXgPQOBOj5II8hUEiS+dnsOg8tr1d1OHCQ6OuIJzFPXo9xOWp1T13I8LhlnauDCi9d57WHyQsLAYKpotBzIyaTBNGMWXSt1xZ19hgLpHSLfxXB+mM0Jk9YoeXossrQPDVvmMzhZ7RSe6KSadviL8n7Ti48WCK0cd1k0fKsCUHHbIumfcmweTn2Bp4vPdUH6fnkSCRPPnssjTM1RSRQ9wSvRw3Bt1LF0cgkus66Cl0EgjiPCe09o25eUneErrm8M+m5lTRRq6rbg7UvgMUuZjRSuZfEqwlnkLix/o/ksZU0GbjqbZpk/GUR8O0nSD2fejFN9rIXc0Ly0YAlAjjrYXow/e8G4OlTgGV3AfNvBK54k5IHG0x0DR3bTAKoYqCHcPUBLe8N4J+jg+mSVdtK8fSnhfj79+cgOZomHW9tK4UQwNkcwhh2/u+MfJz+6Kd4bdMxLJuYjFe+PoqbTs1FSnTPE4Aynbnhhhtwww03BP3fP/7xD7/Xt99+O26//faQ+3vkkUfwyCOP9E/j3C4ydhJ1IU1l21WDOJKEqexF/oZxqIlrMPLOoAnz9lc659aJG0feEo4k4Ph2bZUaIMOkYjeNo7YYEkfKtmk5vXzIsTWI2JW9SPu7qYLEO0Uho0PvkeE7NnVynTKFjO3WGm0f1ihqv0dNVmy203tSCJTeG5Jv/Qb46LfUrvHLyYiJzdb+v+d/ZDxGxNM+jSaavLvbKG9KbJZmpAfDZKEKi0e/DOgHkKHXXEkGkRSBpGfX0a/ot9FMBtHh9dQ+RzwJD97AMBOVjjYSLuZe6x+yZ4sBYKBKb75z4AUUM20vjeLMufQs3Pk6iQahhK62evL6SZvR9TYKtIqY7Y3+16VM6K4nOo3OuaIARxK1MCBZPMHjonYaTdpnj2yk6zEyUfPIA7SwGr0Xil/bevi8j04jQ//YJsBg1RVgUNTk2QFj79glFD4Wqqp3RFz3hnigEGiyAKZ4MuIVA3mfHN8BNHdzrxvNqmdfiONVFOpTo0nrv5YaEg7TZgJjF1OxH33IpNFKi8+tdXRNSkEmIZfuoY5W4OPfkgDiy18WrH0WtTCBKgwLLwno1ij6zvYGIC4LaJvuX9HQ97cuxM05hj4Tk6kK770YB4s3qsnKZ6lhtzqBdMIKygcrvwegMEg9NYfo+oxKof50u+jajMuh8D+jicYjmV9QHnvcOLp29d8nQ2gliXkkrioGilQxmDVRRHqytlSrHo5OuvYNBq24QFc0lKiLGB00R45Mpv2abOTZJUVkgAQS6TgQl0NRM0XraIwQHgCKvyeo8JKXqSOR+urI51QUIDab7DU/1GvTEuEvpHW00nVYX0Lia0erzrtMR2sdeVrJIgCOxC7CRgOQ+S/Ld9B5k59pKKPxWS6oSGwxdH+4mihfo6uRzpuAmtPSoo7hHXTNBEuqb7Ro3rTyfhJeGl8ikwOu2SALPQ0lFILp9ZBAHZsFLP0FsP+97o9XfpcMkTYY6XkovV+7JKAd2SfT9SDbFEhjmVrV0kle6ADQ0NCj5rHYxYx8XC1UXbGxnDxxMmYDP3iPQtI+uRe+Es9Z8ykczesFFtykuX860zVXf2b0kLsc+PHnwNu3Aqt/SUlVz3tSjbMHJVJ9ch49qKPTyFNw0UoKh7VE0OT+xe9SKd851wzqoQxlHv5gH57//DDMRgPqW11IjrZBCIFXvjmKGWNiMDYhiIs506/kJkfh4jlj8M/PD2NBTjxcHoEf/P0rvHfryd1/mBmeyHxBeq8Gg5EM8Kp9ZCzpha7sk4IbBCG/Q020HSyJdFQyCVdS1DFZtRVr6Sk7ZgEZRq21aqWvwJX/EJ5delpraRIeN0FdqQ5ioMvJtd7wlfuWBmNcDhkdY+bTPqTnTkebJl5JjxB9xSlZll1uC6i5V+rUJOkRdPwt1ZQcukdpERQyYLxuf8OgdDNgjqRFOlmdUBpHsl8NRjKk2uq1sK2qfeQloBftJIVryRAruMDf40VRNA8QSXMVHWvBBSRmynOmKCR+mmzBjTWJrBRWuqXrbWTOGZksWb8I2VhGRmrqVG3Rqa1RE8Xa6qi/ZEUzQBdaWEPXR3QaiaN1R0gw0KPPmRXMIOvuWgw8jow51E6ZgyZzDlC53//eAzob7JKeVCSb9G06fwc/Cv5/ITQjs7WWjHSLA0AmFZ0A0OmeMVr8RapQyGT+GXNoP0kTyXNEeuZVH6SE+QAVkqg+SCLspHP9PUuMZtqXzE+XvSh4JUiAQp0q92o5hcwR5J0DUL4vmVOoo9VfKJLjkRzrLA4avyp2q8UW8roOEw2Gz1PMRP3sSCCvl/qjnRPd6/F00LHmn0vnw9NBn43N1gpzyH0nTPC/DpzpdK85Myn00RpJgllEAvUtfSF8XnJSRFM6/MdYRSf4+YUsLg5dldeqCu3Sm6qmiBaC88+kv+uPamk/EnLVPE8qUvhSFEpAf2wzbZ+pei/LsdFgpPfrDtPChD5MXlFofOtSiFXfl7ntugrHrTtCfS1Doiv3ahUWQxERp4UjA7SgkzlP9eZVBU99In2Pi467tZZE3LoyygPd0aqGwmcD45aquevqAQhNMIzLIW/VzPl0TVft1/6nGOn50HAs+DghxyqDkfaTexr1Tf1RCre1OsgbUH8sXSHD9eXCSswYGod7IwxHJpIIvu9dLX0CoJ3Hlmp6PjVXkVCp9xTvhlCSG8MMb1wtwMY/U3XF1b9UqxC1AH9bDjx3FrD5X/4xzr6EkQbKyRTMFZ4ZXTjigYueB87/K63UPLWIyokLQROWJbcDUy+iB63JBvzvRuDxWXTdNVWoSRXVCY3X29mQYrCpuBYNbW5UN7tQVNUCANhcXIf9x5t8ieqZ8POTb+XCYjTAbDTAajJgT3kjdh6rG+xmMeFChqToDegx88kI9Xpo9VyfBDYquWf5SjqhTqjt8SReSdobaTKvADBFkEghDW5HIhlAhz4mL6WIOFo00ItAkcmaYRbKCwqg8dnsICFh0rn+hqxEUUj8MNvpu2WIVG2RGlIkkwGbydOsYpf22cq95I0gjbvSLfS3z6ARWj8oipawOnaslsTYaFGrCiYDk7/TfQ5I6XEi/5YkT6b+0uf7kuJSdBp9h9FK53LCCi33yrhTVREvCDFqXwSGx0nhrqNNM5wy56oVIw3UB9J7ClBz9YQQugDyYnBmBhdWpQBkUpMVj1tKRr9+n0e/IoMPIOMeIE+Jit10PXnd1A+ORH8PE8VA+1QUSjTuzAgu/Om9CPvqtS2rSh7fqYVhyT4NFXYkyVrUs1yhRjMda6DXkER/HIWf0G93B90PetHWr+0yZ08P+iA2m64Pm5MEp/hxwN63ydMP8E+ob4+jfRutqghX5L8vg4HOq9keWnCR1eukeKIfI2ZeQV4rlXtJ1NTnMItKIW99uX3aDLqmEvNIDGir1yoc9gQpJhuM5I2SOY+uv8x5/uOZX44wQbmi9r0D8pRUw/kMJmpf3Fjql7IttG1zVef8dsJDHnpmO11ntpjOqVdqD2v3bdFa8jLzhcSBxqeUKZqXpRQFTZbQHoSx2VrFeoBSemTOI+EoKsU//NTi8BcspahW8jWJs6WbO+dpLLhArUAbo/ZtV+JjF9emvJZlUntHYvDtIlRx0RZNfZ+Q6y/C9BQ5blkjydkibpyugItCY7DXQ2Oe2aaGGqfROYxMJFHX4qB2H/zQX7Q220iQMtuonyedqx2fyUILWmkzuvdIM9nU0MsIui9kURhHghrm2R3qd8pnREwWHXdXYjQQfPx0JNC1Munbnfct75GqA2TPyzGzB7BnFzMyOfI58OpV9FAadypV1Cv+HHgoR1Pxo9NJqJh0Hg0IHG7GBENRqMxw1kKqxvjmtTRRW/EgsOBG2iZ2LPDl02rMeyuw+hcUInLpy9rEYccrwIbHgCv/2zm54yilud2NwsomRNtMcFiMWJZP/fLyV8WIsppw9lTOezZQJEXZcOvyCbjv3T34yfJcPPLhAVz196/x6e1L4bDyVGFU0FRBxq6rhcIaSrd0YfD3Ajn+Wez+HtKV+9Q/FMpNYonUEmXL8CeAVnMDx8u8M8lwMxjJ86Q7A8SR4G9Qmyzk+bDnLX8jU3qx+HnVKP5hjwYTjfF6oUwaxnKi31KtVjxURZicUzTxxmQlD5eybWSwet1amJc1moyEnnjQKapHlUGt2haZrHpvxJOxUrWf5jh6Y0Mx+ofW60UiKWoEI7lA83TXY5U5fjzwiUAxWZpRXbqFVvhDhd4Fo7W2cyVGgMTStnoywN1t2nnvynvAZCWDWFbyS51KHmwAULqVBEx9X8eMoX6wRnYt/Pk8t/oYxgjQ/Va+gzyHpDFauY9E5sBqpsHobV7QHnlmKiTGjPsWVYXUv68nbQaJLj0RwO0xdH8f/JBEmZgxdL0LL4Vn6oVZi4MM7abjwM7XSPwKXHieeI4a6hkib27CeOrXqBQSWQIFFX1oamCCcrNN85qUHoQtoN+KIXgYdFf4vGdMQdqr69NguQjd7cCet+n3+OVqxVcDvW6tBZxZam6pcZ0rcB7bTL9Tp1FfHtlI4qgefRGEzPk0Hpgs6oJHBwknsgLj5O/0/JhlKG5CHi0KJE3SPDor9mjiOUAijz6flp9wpfZDYH/7vGej6fx0Si8jxZFuPLtixgDjQ4jF+qgeo5kEVOHtPlQ4EGukJmi52+HLlwmo/WKic9jRSn1zfBcdW2I+edzte48ql8aMoes52HhXdYAWAfRVegF63dEScPgB/SI9l+uPUjsmfbt3Hqpyn3IhBehcwEEiw5/pQ8F2BK3Cr4pP+A/YvicLAio8g2VGDq4WLaY3YQK5Qy66ldxcX72KtjGYaVVg0S1qKWwWuJgeEjMGuOotqt75yQM0cVv8E6raaDBTEtMNj9GAf/LtmuFUXwL898f00EnM01aR2upDGxgjnKKqZjz1yUFUNLRDALj25ByYjAY0tHXg7e1l+M6sdERY+BE1kHx/UTZe31yCV74pwYzMGGw5WocH39uD33Ky+tHB8Z0ADDRGJeSGTobdY3TigJ6EXPIskIZU/jm6cIUaMvhtMZ0rBAL+BnZPxtDju2m8zVpE7fGo5dszF3QOUwtEMQBNlWQE2pzwVRPUG+ix2f45uRQjkJCviWb6MvVC0GJJewMdm37C7nWTB1LK1B60S9FyJpll9a42StfQUErPofRZ/oZZwzH6vu484XqKTPQfzEAFyMtL7z3VU7ry2JFeMnVHyUuv6oBarU79/rQZ/uGPLdUkvokM+KoxwkAik83ZuSqk8Khhqy4Kk4sdG+Q86Dz0+hock5hPIVj1JdT2yCQ6f8kFPfSm6C09mO/aosjzJinP35NPXqfyujcYem70u5q1c9pwjH6mXhy82IXZrnqACqraKHN2+dohKG9qckHo6AuTleZsBlPXi4vSoA+segqQIF3yFeXFi88FWr6kgguBFe+6Q3o3KcbO/+vO/jCYKFdw+gwSjNrqaVzc+zal0ZAf727xNCKexqKIOBK/jm2ie1cvPOgXIuxOEjzb1MT2mfN7l8olbbq/R6fZrl0ryQWdRVe9Z51c5MiYQ2K28HQtano6AFerWtEz2FyxG8+u1prQx1FfAhR/QXN5m5NC9aQ3WW9ob6Lr2B5D11P1QRq7pKDuzFQrMBrJW7d0Kwm1QtB9JoQ2xmUv7uI7GoN7Oh3fpeWWlMhFAinyRqfTta1f/OitbexqJrEuQS0o1VBKgmvOEv/z3V34s6wsfHyXtsAin/E9yZfWBWxJMMOf1jrg678BXzxJN+11n1JSx4rdwHs/A8q3U9K/6ZcAZ/6hh/kwGCYIBiPl5Sq4APjwbuCT+4DNzwPL7ia3+CkXAe/cBnz6e3IJX/EgGSANpfTaHkv/zz8HeONaEl0X3TLYRzUo3P2/nfj0QBUmJEeiqKoZF8+hkJwXvjiC1g4PLpuX1c0emP7GbDTg3vMm48K/fI6pGU7gKFBS20U+C2bkYXOSF0RfQ/gnnK5LkisohDDQILM5yUBRDJ29NCKTyGskcWL/VD2WYYSKgSbbribgyAYyAuK6GWcUA1BbSH9PvYSEtsDV82CfsTuDh3DIfulopWeDxwVAFe/SZ5HHl6ebKn8AGQUxY4CkfDo+VxMZZx4XkDyF/u9I8DdSM+eSYSkNw772rcx35MwgkUa2SxLTz2HoUjBwJJA3QtNxEmRlPprANAFej7+BJMMU2+pIPAgU4trqyZOorV5NJG3sLHbJ0FmDqec5q7oidQqJvnvVwkjRqdSPtujwLMSG2qfRol6LCv0d6C0jvT9kuo/e0FhO3527AjjwPs3Tg4nYAAkBFXuAiefSAmJgFT0ZZtpcQQZ+b/MI6vHl0woiRDnTATGLxKV2XUJ2r5tE+lBFFvSkTCERIqjAHOJ8pM+i61x/fI4EutftsSS86NsViPRoBOg+lyJJVAqQfxb9nXt68LHG3U4Cf4T6fdUHeid2WaPo59gmeq33Oqs7ElqA1BOfSyJRa13w/zdXqvnG2vw9T+V13p1nV12xlgusq/0D1F63i67L1Ondt1t+xqJWKZVhrx6Pdl9FqSGhng46PrOdPOmqDtA2NUUkIKVMIS9k/YJJ0ENSqJ9rD/svvAAkZOlzjcWNpetRjn9y8ShkMvluiB8HLL5NG2/rium8BIaY6l8HOz9SeG4o086prBLak/yEXcBWPzN8aaoggevrZ2mVdMxCGtDLtgH/vphUe5OdKunNva7r8sgM01tiMoEL/06J59+/E3jjGuDTh4CTfwZcuYpCFtfcRZUcZ1xGVT6r9wNbX6KcX1v/TZ8dezI90OSkub9W3Ic4Hq9AQ5sb0TYTTi9IQUNrBxKjrGjr8ODv64uwNC8RE1NPIDcC02dmZ8fh6sVjkZ3ggMNixH+3luLrw9VocXmxZEI33ibM8CZ1BoJWNuwtfgaoABIndA7LamvwD1Ur+hSAQkViTFYSova9S+Hj+uTDJ0JUKgAviXB+ydS7yPkx4XT/5L0AGS8ywXXlPoTsJ2k0BPNqMhg1cUhR/EOoIpPJ26crISCQAl1eE6+bjJ2UqSRCVR/obEw4M+jH69XyRfWF5kpqa0Q89Vf90b4ZTN0hz4XJTtdL6nT/Z2b5dv/t/cQARa1qpoYfJuk872LGkBeY9MbuaCWvrvgAjwiAIgaiUul7m3uQuLk7zDY6d/ZY+IzwE8kL1CNCiCu+ZN1tnUPiALofZSLr3iLFVRmaFUpktcdpuaHa6oNfTxHxtJjd0dYDsSvEMcdkkvgSEeQ+KNumetzNJGE88Pt7SrACV9I7LJT4GDc2+PuRieQl5WoK3Y5xp3bvgWa2BfeWsThIvOir4OrLP6cbK6PSelbV/uiXJHS624OHUAPwhRKnz/JPct8d8rikF1JXRKvCrslG35U0qefejAm5mjgjvy9zDnlsjVlIoe0AAC+Jkp4Out7a6mh8iYgjG1cW4+j2mNT7RO9RB1DIb7B7QP9sCiWa9oaWKmpHYh49sw3mzteX37kP0q64nM5jjKJQGKdFvdcdCeQdao4AerjewGIXM3wp+hRY/yhNeJorqcRvyVfkVWOOABbcDJz801EjIDCDQNZC4EdraWV23e9J9PrkPmD2D4FrPgK++TsJsrv+Cyz/NXDBX4H2P9CkPEstZ/zUYlqldDVTJUd9PoMRiMcr8OePD2Dr0Tr86ZLp+PZ0bSL4yjdHUdXkwo9P6Y/wKeZE+dXZlKvlrCmpWLOnAtf9axOa2j145boFmJ4ZM7iNY8JHfTFVKss7o2cT7J6gGMmz1dNBnhoSudotDbLAcCVpKPRhNdeHIwFQhM5w7saI0xvQ1mjyCLJGAUe/JoMlLqfrpMYAfY8txv94JQa1mmPpVvJA11cTtEUH/0xPqCtW2xtJuY7crs45enxtMGieBX0hMom8BiyRWlLq7hLQ94TYseT5FxFHC5kSxUjn0uLobHhao8j4T5oUXKyRXmaOJPKk0HuBBXp3mO2asBmI0aQ9o/vD+6q5WvNwlNfnYOb0TJgQXFwwWXqXq0qPvCbqjqgid0fXoqjBSGOD/rwHoiiULL5HBTNCiNJRKcCUC7v6EjWnVcDnC87vnaDbWE5ht2kztKgSXyjkCVw/Xi+JIiVf02JpV9eKwYATDrPNO4N+yyT/J0piPonIelGuprBzm4N5C8bnAlBCJzmXlSQr99H4I6vzJU0isTJY6Ch9kH7pq2EGIzJR8+wUggRWoGeClzUanUL4TTayTa2R2rUghUDhJjvWYCIvrOYqIC6SFl6ChdkGEjeOjidQ9OuJ926Dmoy+N+G5wTi+i9qfmEehmdFBzmt3fR6MpuNqOOlpdC0k5JIgaI0EOkKMEzpY7GKGDxV7gY2P0aCWsxTY+QZNEsu2aCtHjgTK0zX9stBVIBimvzAYyP04/2zyRPjiKWDNr4CP76X3z3wYOLhGtyptpWojAE24p10MbPonDeiPz6SHW+7pwIzLR2ROuec2FOH9neX4/sJs2M1GeLwCRoOC5nY3HvvoIObnxGHu2F4mAGXCwod7jmNMvB07ShoQbTPhR89/g1U3LUKqsweTL2b4UalWsTuRCWlXJOYDB9Z0nrBLg1EmtJ30bf/JttkewhDtJU0yxO4EjD9rJK1Ou9vIWI8fR8ZbqLCenuT1iYgjo6zfREU110lLjRr6pfTveQyGDEkxmOj51l/e83qhSW9YmiyaR0RTJRm5stLYhNN1OwgQQZImaYUWFAWAEvr8dLRSvpmECaFzpyk6IzYmk0KQTgRHAoUwWiJpTutXIKEfCTWfsDhowc0W3f+VyPX5lBQlePEBiTWKcnaFysV36GMaVwKF4ajUvhvsktSp1CdHNvq/31sx98gGui/TpmvvdRtmF4Km4yR0JeSeWD683tDTxYGucMTTHFhPUr4WCgwEH+PNEXQLO8d0Y8ep7XI1AY3HNbGrq+Tovo+pn2uuBJDfzUHoSJ7cc2/YmkK6FmPGaN/XcIxE3PYGmvsbjPRcicsJERLdw763Rga/b3e8RvdFdhcLH4AmGp9IPrJA5L1dW0RjaP5Z/s9+/TMp2PVffUgrjCOrgEoPwZYq7Xro5bOGxS5maCMEVYf6/AlKCG6wAFYHec/4MJD4NfsHVEq7P1YWGaa3GAzAxLPpp3IfeXVtfwXY8SpgdVLohTkCqD0C7HoT+OH75HW48Gb6Kd8JbH+ZQhz3vE0P8InnkqGWNnNECF9N7W7ER1owJcOJ6ZkxuPZfm/DC1fOwODcBz3xWiKqmdjx7VZCktcygcLCiCVFWMxIjLRAAWl0eXPv8Jrxy3QLYLTzOjjiiUwFjVs/CTHqK3hPG7331O+T/+vM7A4lOVw2bwGpOPQjZ9HrJEJEVrRQDMG5p6M8YjGTQlHwTPAk3QJWg+5O8syj/jsFEQkDy5N5XDestHWrITE9yjPX7d7dQmFsozx1pZOlDaVqqAVdjaFHE66FiR9FpALrx4APIM+VEhQdHvC6kCeETugCENJylINVVcYA+fa30WEsGxp5Czeiqv+qKqUJlwQWaABdI6jTyFnU1+4vFoQz6EyHwGumq6mfIfeiqMUr6Euprc5IIEJ0e3jET0PbfnzZV1UESNENd59ZIur8jE0PfV3JObLRo+cl6gqKQ92hsL0Mfk3ohjOlD5O2xNNfXn3fZp+2NJOLoQ5f1Cfv7SmRS92OKFKD6w4taclz1ggscc/Q5s4PlvZNt0IeIy0IiUvQ6AVjsYoY2H/4a2PAoDRYRCTQotKou6nE5wIwr6Ke7ykUMM5Ak5gFn/A447V5KTL/rTWDvu5TLCyDx673bKQTXkQhMOI1WKVPuBU69i1Zj8s+kyo+fPkQTm9lXA9Mu6V2i0CFEfUsHvv3Eelw8ZwwevGAqznzsM+SnRGHR+HgUV7fgL+sO4eypqZjGYXJDhp+dngejomDL0Tpc+JeNWDohCWv3V+DRj/bj/87o59V/ZvBJzO+c5DtcyBATuRJcuJY8amQITX8ic1VJA0NO7nsylrrb/Eu3Kwp5axjMlF8sGKFydoULff6dOVcPzHdK46Ovidp7i9dL3i0pU0KH+MhwVIvOC2DcqeRxEErotEbSQpOpO8+4fliA8nrV6nqTgIQwh++HWjAz21XxMAxIQ96RAER24xljc5Io5u0Axi0LLqTanEDV/tDXnV3NedSXBPaB5/dEqmfHjFGLHej31YfrxhKheSmGm8gkGo9PROTriuSC7j1OLZEAKihs0NMBFJzXxYZqP0am9F7Y7ypMORzYnMD45fS3vlosQIJqsEILsmBEXxe5x57c/TbyGexp71PFQ3/0VWt1JE6kEPu06cHFWme6dv/7duUNvq9ewGIXM7RoKAc+/R0loju+gybAALnly3jkxbeRONDXpLUME26MZppcjzsVOPtP9PAuXEuu8YfXA9v/o21ri6EHQcJ4qjB1eD15Kh78CDi+E/j4HuCTe4FJ51Fy/GHm6bW/ohGZsRGYNzYOq7aVYm95I/58Kbkp//zNHTAbDL5cUczQwGwkoz052opp6U58vK8Cy/KTcNNSzqk2Iqk+SHk3Jn8n/OOLFJ6qDlIeLEtU/xpVQZFhZxY6xp7ga5MMPTJQni17iHxB5ggyFAfKKB0sZLLx/q662B2KQgtF3Rm4lkjKf6M3JO2xavXPbgzuboUuaKJmX+6V9gYyaoPlGet3QrRzzAI1aXoYCgzI/qkvofFFJqEOlk/X66FQPXcbiQRdnYfsk0KHuMWoIXB98VYJ9Gg6kfOcMUcLx5IkTKC8rWEf7/qB/gqzlvRkgSG5gO4HWyzQVNb1dvJ85CwZ+DGoO9JmBL9ecpb6e30ZTHTfJeaT6GWJJO9Kk5X6IFTIb3/Rpua9aqs/MUE3JAF9YLLQ8z4Ugfns5MJEH8amYXCnMSOalhrgyOfAnv8BBz4EWnWui/Y4urhzTwdO+n/k8tiTCQjDDEUMBtV7azKw8CZ6r64EWP9HCnVsqwMqdgKVe4E2fblthcKLYseS58Phz4DP/gBMuQjY8xYw6Zyh96DXUVzdAq8QePWboyiqbsb4pEjc8vIWTMtw4qwpqXhuw2GsP1iF+8+fguTofnSjZvqNd3eUYWtJPSxGBTuP1UNRKMdaYWUzpmT09+SIGTRqD9PvgRDSpaEnwxoGYqXdoJss9/QYDSaq9uX7nFoC3RIiZ0jyJPJIEGLYLUr0CoNhcAQ9RSEPhOM7KQl/V2FWZlvnyl5RKSRABEuK3et29IMwZDBSTp2whi8GEOyaNBgBhCk03ZeEW/XQqCkk741gYpc9lgo4hLq/jmykaoXBwqAkRjN9r8fVsyTdQfcRYG+01AK9jQxWlM4eLIkT6Aeg4gitdSfWvnDTWkuLrWkzBvY+N1npGgCApLwQG6rXcdPxobew0FV7HPH0Ixl7Mt0LKVPouVK5B6hrp7y+lXtD3wf9RVQK5aM0h1jA6QlmO3nZAT1LERCMqoMkBurHBilq96EvWOxiBpbmKgoBOLyBPFcqdnXexmgBLvgbhXFB8Y/xZZiRREwGcPYfgRUPUK6u9X8kl/eUKSRmRaUANUXkcVF9kFz3XU3Ax7+lHwBY/XOaLI9fDkz5Lk1MhkhxhrX7KrDy5a3IjLPjfzcsQnljO+paOhBpNeGOFfn4+nAt7n93D86ckoLvzR3ZVSiHM9cszsHnh6rx2YEqVDa145dv7oDHK7BufyXeunkxsuL7efWXGRxix4Yn52VkUufwSGkAhqpqOBQwGDRhLmkSzU8y5nTfT7v/FzyJNtM/uFrUMMoTEBN7k6snFD7RqA8hatao/s811RWDJbyabVR9uq2BBMpQNJQCZVspjLSreyxpIlU57GjtOoy1oZRCxsad2n9iV39UMA0kZszQXayUYaINx4aemARo17MhzLnLwok9jkL2Dn5EoX3NVdTv9hhN8As38vnWV/F+7BJtX8kFdP/12nsxiBeX2UHjZE+qUnYBqwhMePF6KLfC/veB/as1cUsxqYOnAkAtCT5uGZC9GJh7HWDhal/MKMJkpQILMy6nfF2fPUwVHRPygJNuA065g7YTgvJQVB+g1dEtLwJHv6CVrS3/oh+AyjaPmU+hCVkLyIgdwImuEAJPrj2Eh1fvQ25SJB66cBqMRgPSY+i+fveWk1BS24oLntqIrPgI/P7CaVBGsgfEMMdgUPDHi6bj7MfXo6ndjf9uLUW01QTFAFz3r01444aFiLDwdGLYE5sdnrCJ7CC5rQJzdg0HktUw68J1lDsna2Hw7XxVLYexETbUKd9OoochDGF3PaU/whg9HcCeVUDKtIHL2ZVUEN7vCUZ0GnmOSLGrqz6zOMjTJRQ2J3mhdldkAOiTgey30N5flWGHJUN0bmZx0MJDZNJgt6RvtNZRQYzSE/SG6ivtahhjX/N1Vu6j+y1ZrX57QgJpkAUER3xAtd3ew7NTpv/xdAAHVtPK5oE1QGsNiVuxapUnTwcg3EDVPsCZCUy9GJj7o4F142aYoYjRDEz/HlXq2v1fqkIqJ4deL1BfTAZpVDIJwzlLgX3vUULiXW8AH99P95nFQa+l+BWZTOJXzikkKvfXynYQaptduPON7fhg13GcPyMdJbUtWPnyFrx7y0l4bsNhXDQ7Ex1eL674+5fwCoFnrpyNSCs/ioY6sQ4LnrhsJr77l41w2k1obHXjrnMm4Z63d+PO13fgT5dMZ8FyuFOxm1bxJ57Tv/vtMmwKlMogNrt/vy9c7HuP8ih63QhpAPo8DnhcCxsZs8OQX6a36AwzGQLUW69qdzstYsnKluFmMEUbv7DFLu4fdxst3okQhrfZTkWAQuWTihlDCfGNJ+jVBWieXZHJFNJndoyuVConGoo2UJisYZ3LDgiKgURbeb1HpQLu1oFtgxy7TtQDUlJbRM++5D7k3pXPzn7OHchPYqb/qNgDbHkB2PYyVU2MSKCy4q5mipuvOUSJGU028jaZeknXSfwYZjRjMFIC5cnf0VzJD6wGXroE+MF7dP8AdH/Nu5b+nvJdYP8H5NJ9/lPAs6eT15fZTkbB0S9JgAaAuHHk3j9e9absU8UijQ93H8f/vbkDdS0u3H3OJHx/YTZ2lTagsqkdz3xWhN+9vxcCwH++LkZlYzte+tF85CQOQE4Cpl+YnhmD35w7GT9/cwccFiOe+awI152cg6fWFWJOdiyuWJA92E1k+kJDKRnfA4HZTqHX1gEIuZaVrU6UiDgS5VzNZJjYnKHHTOmZ0l3VMebE8XqAsm20gDNY6A0yRwI9U3tbgdNoIWEmapQUXMpZChSt7XreHzOGFr5DJZZvKKVE987MrkMdPS4KdTRHAIYTzAUqw+NkmFlMVvfJtUciQ9VGc7vIKzIxj1J/DEcUhcL/DnygvR5ojTEmkyq+94eXbH8JpP387GSxi+kbrXXAztconKp0M4UmKAZ6KKTPJo+tjY8DR9YDl74KjJk32C1mmOGFDIVJnwks/zW5bQOUpL6pAph+KZAylR6S3/kbeYABwAV/Bf40jSo7Vu6nssLzrqfXhz4Gtr0EfP0MTeiyFgJ5ZwJ5K07Iy6K+tQP3vLUbr28uQUFaNP519VykOu1QFAWT051Yf6AKD32wF0vzEvG3zw6h3S3w/A/nYlpmTH/0EDOAXDpvDI5UN+OvnxbC5WnDq5tKYDQomJXVSyOPGXokTRzY7wuWoDoc5J4GdLT0z74Ug7bY0BUyNJPDGMOHFB4Hk8Awxu6qQwbDZKEk5aMFR3zoSqgGI2DoJvQwLofmKaHy5jUcI0/VqBTKGXYiGM0kakvvMH1i8dGA7N++VLQMJ9IbsqlicNvRFxQFiEzU+rihdHDaMZjh4MGw9u8iOItdTO/xeoCidSRw7V4FeNUSsZHJQHMF/b/uCMXrZi3QkrkO1dUBhhkORCYBi2/VXjdXAd88B3z5F/LUmngOMOlcIG0m/T8mC7jmY6o6ZbIAH/0W2PQP4OrVlDi5tZaqjHncwOFPgffvoJ+kSUDeGSR+pc3s0UNw//FGvLWtFCuX5eKmU8ejqqkdy/6wDiuX56IgLRrXv7AJmbER+OZwDSJtZrx6/VxMSO4fbzJm4LljRT6Ka1rw/q5yVDW5MDsrFnkp0ejweFHb7EISV9UcnkQmDb6AEA7MthM3eAHKp1T4Cf3dk3lMlZqza6iHAQ1nag7Rc28w4Tlt76k9TInqU6ee+D56Em7VXEW/pWf8iaAoJGi21dHrvlarG244EkILk4ONPB/d5XhjBobc0/q+wCPH1PjcvrdHB4tdTM+pKaSKcV8+DbTXk0dIVApQXwK01dI20elkJM+7Xku2ydUUGab/WfEAsOQOyu215y3K77XhUSA6g5I5jltKiaGl98Tca2mSmDgRKFxL93Px5wAUyn+y4Ga6nw+sBjb8iTzHHEm0r7wzKVzEok329pQ1YMPBKlxzUg7mZMdh/R1LfSJHvMOKc6alYmFOHO54fQccViPK6luRFe/AP384F2kxXIBiOGMwKHjk4uk4d28FyurbcM/bu3HH69txpLoZ20vq8cYNC1GQNtj5dJheU7ad8oWMXz7YLRla9NajQ4ZMhqOyJUNkzguds2kgUBSa80aMMo+fvlB7mISo2Kzw5lzrLyEyYw7QUk2V5VwDlFdtKDGUBV3pWdnXXFNDAXsMhfR3tALNlYPdmhOjX6vA9+9CEasQTGhczcAXTwJb/wPUHAAllVQHP28HTermXUdG9diT+/liZxgmJPYYYNb36ae1jnJ27VkFbH8F+OZZ4NRfASf/lPLN1JcAp/6SvLwmnAYsWklVUseeDOx7n5LZn/UH4KpVwOd/BmoOU4WYPW/R/0w2ErzyzgAmrMCqbXV49ZsSfHd2Jpx2M5KibWhqd8PjEbBZDFi5LBcxERYszUvCw6v3YWZWLJ69ajZiIjiPzUjAZjbijCmpAMiz7+Wvj2JKuhMutxe/+u9OvHDNPK7QONywRQMe9soLSm/yfsWNo9CaQU+gPoJpqQGqDgA5Swa3Hd2FtDL+yBBfdx9y6A0k9hitWl1LzQlWmGPCgvTaczUNbjv6A7nAdPQrwDKK89i2N9Lv5irKJdZP8EyU6Yy7A9j0T2D/u8DhDYCnzf//GbMoIeDEbwO53xrayj/DjBbsMcC0i+nH0wEc20SrzgBw+DPglSuBH31Cub9KvqFEumc9QvkvTvop8PQS2m7KhcCm56laKgDEjgUy58BrsKL56HZE7X8fAPDT1BlYuWAFbPXJgG0yBICr//EVKhraAUVBfkoU0mPs+Nv6IizLT8KfL50Ju4U9HUYixxvakBRlxY5j9ZiUGo1tJfW45p/fICXaiutPGc8hq8OF4ZrkdyDIXqxNxLvDmT64Ve9GA+529pwbjsgKpeG2G2Serf64RjgceWjiVm3TlprBbUd/0nCMUgGNVuQCkbl/oz9Y7GIIdzuw603y4irbAUDN2xGZDJz9HK1qHvsGmPOj0ZekkWGGG0YzMGa+9nr8t4Dvv6MZsztfp3sdINfplKlA1mIqGVy5H/jeS8DjM4FJ50EID9yH1uNTTMd1Db/FLZNacUv1fTA2lsH42QPAZw/AE5mOA3EnI616ArY05CA5NhoHK5rw3s5y/HDRWPz8zHyYjEMsASbTbzx1+Sw0tHZg3f5K3Pn6diRFW/F5YTXMRgPOmJLGYhcz/LFG91vVWqYfaDjWryv/zAChqOJTuA36tOlUMMCR0Pd9ydxQHLkyNBlJDhfJkzVPwtFIbPYJFcnqDkWI/pesGxoa4HQ6UV9fj+hoHhyGHEJQvp7SLUDxF0DdUeDA+/7bmCOojPKSO/qWSJJhmKGH10tJlI9tAsq2Ugn38h1axTJLJJA+C1sXPIYH15Yh8/BreMjyN3y+5EXMKsiH983rYarcBZObtvdCgUsYYVPcaFNs2C2y8IFYgDlnX4vlcwoG7ziZAeeiv36Orw/XwKQouGHpeNy6PBeKouDNLSWIc1ixZELiYDexV4y0+cxIO54BY/9qMkLYY2to0FRJRQdYgBxeHP0KqCumCtDRaYPdmp7TXE3i2UgSVoY7Xi8VS0uddmKVUJlhT0/nM+zZNdLxqh5aBgOw522q3Fa6pXOMs2IAYnOAuT8CZlzGEwiGGckYDEBSPv3MuIze83pIACvdipqDX2FTcR1+9PddSIyy4knnGmxvy8fNnxpRs3ofnjQJLDe0YO1J/8KB/Xsx37AHHRPPw7pdJVhY9jzmGfdiprIPeOcfwIdRVFnllDuBnKU0WexrxRZmyHLX2ZPwk/9sxYGKJvzpowP4YFcZUqJtOFjZjPGJjmEndjEMgNG92j4UqTtCyZzHnjTYLWF6Q+xYCjsbbpUNOaJl6GEwUCEmhukGFrtGEm0NtGpSuQeo2Kv+3gdc+CwlnC7+QnUdVgUwkx0YuwSYew0lx+MVC4YZvRiMaHbm4ucft2HVtmhE28y4Y8U4pMfY8Mr6S2FMisfZ8WNw6HARVtR8AwBYsuH7WBA7Hq2NNXB//CH24Bakn/QQZpu/hLH2ACUQrtoPlG4G/n0RTXDtsUBrDRA3nkINkiYCSZN40jJCmJzuxLsrT8KLXxzBH9bsx97yJuwtp8WVDrcXn+2vQG5yNJ5cexArl+UiPnIEVFJiGGZg8bopvQYzvIhMBPJWDHYrGIYZRXAY43BCCKpQUHsYqC2i3zVFQMF5JFrtWQW88SPaVjECwgOqnKieYoMJSJwILLgRGL8MiEwalMNgGGZoUVbXiuRoGxQF+NYjn6KkpgXvrjwJOYmReOWbo3jxiyN44Zp5iLKZUV7fjIriAzi+/xvUFm5CbMM+TDUUIlmp1XaoGKhk99WrqSrZS98DkgsoPHLPW0B9sX8DbDHAigfIHf2LpyjBfuIEIDEfSMijGH4jr80MN9o6PHhtUwme+awQR6pbfO+bDIDHC8zPiUeHx4ucRAfsFiNsJiM6PAIdHi/cXi9cboGESAv+78yJg3YMI20+M9KOZ8CoOkjeXekzB7slDADsfQeITKGCSQzDMMyoo6fzGRa7+krdUTUsx0JiktGi/phPzFOq+hAl3mwsBxrL6HdiPjDrKqoE9ECG//YmO+BIBFqqgY5m//8pRqq0NudqIPskMjbZe4thRi1/+6wQXiHgFYDHS0P/x3uPY9OROpw1JQW5yVE43tCGbUfrMSc7Fg6rCV5BokVpXSuO1bXiYEUT2t3kHTo5PRrnTkvDRbMzEaM0A8d3Acd3A8d3kgg/7lRg+6vAG9cAJ/0/YNldVOn1rVuAmGwgOpXGuNqigJbqRHoAiMkCVjwIpM0E1j0AtDdTJdiUyTTOlW8HJpxOlVxqiihUO+8MquhSuQ8o2w4UnE+CWdl2auf07w1ElzMq5fVtePWbo3jhiyNoaOtATpIDR6tb0dDmhgHkb2w3G2AxGeHxemEyGhBlMyE73oFbl09AtM2E3EFIdD/S5jMj7XiYUUprHc2zLY7BbgnDMAwzCLDYFS6EIPdpr4c8px6fScZaMKTwNWYBcPlr9N7js4CoFArnaTgG1B4BLBFA+mzA1QKUfKUliQYAKLR9ZDIlku4KkxWwOskzInsxGXaxWf111AzDDCH2ljegud2DWVmxAIDaZheMRgXRtuC5sBrbOtDa4cHc+z4KuV9FAQyKAgX0GwpgUACryYi0GDvSY2wYlxiJaZkxmDEmBqnOHpQHbm8EyncC6bMAkwXY8iKFVbdUk9cXAh5BBhONsdGZQHMF4GnvQY8AKPgOEBEPHPiA8rkUXEBjYOV+YN87wA9XU2Wmb/5O3mN3VbP4P0i4PSRmeb0CCx/8CM0uD6ZlxODCWRmYlRWLH7+wCSlOO/521WwAwKkPr8WUDCf+dMmMAW/rSJvPjLTjYUYphetI7MpaONgtYRiGYQYBFrtOlD1vAatupsTuwqOJWtevBxLzgA1/Atbc1flzKx6k0Jvd/wOOfeP/P7Md+EU58OFvgG+eJcHMYARaazvvJxhRaUB0OhmHwgNMPJdc6S2RlEg+bQZVpWEYZkRQVNWMmuZ22MxGRFhMiLSaEG03wWqist23vrwF20rq8clPTwEA/Oj5b1BW34q3b6ZkvTe+uBmRVhPuPX8yDlc14+Knv0CExYhWlwfVzS4YDQounJmB+86fDEVRYFAAZTCEH3c7UF8C1B+l6lpNx+mnvRE451EaK1+9isSy035L//vkfqC5sv/aoBgAk428wmxO+m6T1d9LN/c0CrWsOQQ0lAJGKwl3BhONwYtWkofB7lVA5V4AgtouBC1WLLqFvmvDn4D6Y/QsmXN1/x3DMMXrFdhwqApvbj6GtfsrUdPsAgDctHQ8blg6Ds3tHvzpo/3o8AjYzUYkRllhUBScVpCMcYmRA9LGYT2fCcJIOx5mlHJ4A43bHMbIMAwzKhkd1Rgr9wHrfg8suZ2Mh2ObyZj41j20on94A/DlU8BZf6T8VPtXA5v+AVzwVzJQdr0JbHsZuOTfJD5teYFeT72YQmOO7yCvrYnnUFLlTx+mJO/L7qL/73qDvLHm/giY9X3gH2eT8XPpqyRwrbqZwm/OeZTae3ANMPMqMtqqDwEf/Jzy2uR+i4ynIxuoalnCBPo+k4U9DxhmFPLchiI8//mRTu9bTQZE282wm41w2jUvrjFxEYhzaK+La1pQUtuC1zeXwK2GKwphxpIJiVgxOQVLJiTBbjGG/0C6w2QF4sfRTzAUBbjoeRKN5FiYOZ9Er7Y6CmVpq6eqXB0tgLsNaG8CnJk0rtYdBT57iBYE8s8GSrcDXzyuLWIIAQgvyIXNRO83V6iLHWohDwjg2KbQx/HFk4EN19pvsgHb/0Pv1RZSGy1R9LxRFHpfMXQe66dfRuHrIxiDQcFJuYk4KTcRXq/AnvIG7CipR0GaExEWE47WtOL9neWoa+nwXccAkB0fMWBiF8MwQxBXE43ZDMMwDBOC4f2kcDVRrhZXk/q6mQQwd7v2/5rD5HElXzeUqBUJQUJVUwUZPAAZTABwxu/o98bHgSMbSdwCaLuIOMo9A5Bg5moC5l1HrxfdQg/fCafR68tfp9X+qBR6ff16re3x44BL/+N/PEn5feoOhmFGBj9YNBanTUpBa4cHLS43mtrdaGh1o6GtAw2tHWhoc0MvjVQ0tqO8vtX3OjcpElnxEchJcCAnMRIzxsRgTFzE4Hhv9Qf6didPop+ekDkHmHKB9jr/TODUO3v//Z4Oer74fpq6+B3wd0eL+nxRvbxis0hE873n1QluAZhGV5VCg0FBQZoTBWlO33t5KVH45pffAgAINdec2+uFyWAYrGYyDDMUyFrEYhfDMAzTLRzGyDAMwzAME4SRNp8ZacfDMAzDMMzoo6fzGV4eZRiGYRiGYRiGYRiGYUYMLHYxDMMwDMMwDMMwDMMwIwYWuxiGYRiGYRiGYRiGYZgRA4tdDMMwDMMwDMMwDMMwzIghLKVMZM77hoaGcOyeYRiGYRgm7Mh5TBhq+QwKPD9jGIZhGGa409P5WVjErsbGRgBAZmZmOHbPMAzDMAwzYDQ2NsLpdA52M/pMdXU1AJ6fMQzDMAwz/OlufqaIMCxXer1elJaWIioqCoqi9Pfue01DQwMyMzNx9OhRLrUdJriPww/3cXjh/g0/3Mfhh/u4fxFCoLGxEWlpaTAYhn/mh7q6OsTGxqK4uHhEiHejEb7Hhz98Doc/fA6HN3z+hj89nZ+FxbPLYDAgIyMjHLvuE9HR0XxBhxnu4/DDfRxeuH/DD/dx+OE+7j9GkigkJ4ROp5Ovj2EO3+PDHz6Hwx8+h8MbPn/Dm57Mz4b/MiXDMAzDMAzDMAzDMAzDqLDYxTAMwzAMwzAMwzAMw4wYRoXYZbVacffdd8NqtQ52U0Ys3Mfhh/s4vHD/hh/u4/DDfcyEgq+P4Q+fw+EPn8PhD5/D4Q2fv9FDWBLUMwzDMAzDMAzDMAzDMMxgMCo8uxiGYRiGYRiGYRiGYZjRAYtdDMMwDMMwDMMwDMMwzIiBxS6GYRiGYRiGYRiGYRhmxMBiF8MwDMMwDMMwDMMwDDNiYLGLYRiGYRiGYRiGYRiGGTEMW7HrySefxNixY2Gz2TBr1ix89tlnXW67du1aKIrS6Wfv3r2+bZ555hmcdNJJiI2NRWxsLJYvX46vvvpqIA5lSNLf/avn5ZdfhqIoOO+888LU+uFBOPq4rq4ON954I1JTU2Gz2TBx4kS8++674T6UIUs4+vjRRx9FXl4e7HY7MjMz8ZOf/ARtbW3hPpQhSW/6FwDa29vxi1/8AllZWbBarRg3bhz+/ve/+23z+uuvY9KkSbBarZg0aRLefPPNcB7CkKe/+5ifdaOb3l5PzMDwwAMPYM6cOYiKikJSUhLOO+887Nu3z28bIQR+/etfIy0tDXa7Haeccgp27drlt017eztuvvlmJCQkwOFw4Nxzz0VJSclAHgoDOp+KouDWW2/1vcfnb+hz7NgxXH755YiPj0dERASmT5+OTZs2+f7P53Bo43a78ctf/hJjx46F3W5HTk4O7rnnHni9Xt82fA5HIWIY8vLLLwuz2SyeeeYZsXv3brFy5UrhcDjEkSNHgm7/ySefCABi3759oqyszPfjdrt921x66aXiiSeeEFu2bBF79uwRP/jBD4TT6RQlJSUDdVhDhnD0r+Tw4cMiPT1dnHTSSeLb3/52mI9k6BKOPm5vbxezZ88WZ555pli/fr04fPiw+Oyzz8TWrVsH6rCGFOHo4xdeeEFYrVbx4osviqKiIvHBBx+I1NRUceuttw7UYQ0Zetu/Qghx7rnninnz5ok1a9aIoqIi8eWXX4oNGzb4/r9x40ZhNBrF/fffL/bs2SPuv/9+YTKZxBdffDEQhzTkCEcf87Nu9HIi1xMzMJx++uniueeeEzt37hRbt24VZ511lhgzZoxoamrybfPggw+KqKgo8frrr4sdO3aIiy++WKSmpoqGhgbfNtdff71IT08Xa9asEZs3bxZLly4V06ZNCzofY8LDV199JbKzs8XUqVPFypUrfe/z+Rva1NTUiKysLPH9739ffPnll6KoqEh8+OGH4uDBg75t+BwObe69914RHx8v3n77bVFUVCReffVVERkZKR599FHfNnwORx/DUuyaO3euuP766/3ey8/PF3feeWfQ7aURW1tb2+PvcLvdIioqSvzzn//sS1OHJeHqX7fbLRYtWiT+9re/iauuumpUi13h6OOnnnpK5OTkCJfL1Z9NHbaEo49vvPFGceqpp/q9d9ttt4nFixf3ub3Djd7273vvvSecTqeorq7ucp8XXXSRWLFihd97p59+urjkkkv63uBhSDj6OJDR/KwbbfT2emIGj4qKCgFArFu3TgghhNfrFSkpKeLBBx/0bdPW1iacTqf4y1/+IoQQoq6uTpjNZvHyyy/7tjl27JgwGAzi/fffH9gDGKU0NjaK3NxcsWbNGrFkyRKf2MXnb+hzxx13hJzL8Tkc+px11lnihz/8od97F1xwgbj88suFEHwORyvDLozR5XJh06ZNOO200/zeP+2007Bx48aQn50xYwZSU1OxbNkyfPLJJyG3bWlpQUdHB+Li4vrc5uFEOPv3nnvuQWJiIq6++up+bfNwI1x9vGrVKixYsAA33ngjkpOTMXnyZNx///3weDz9fgxDnXD18eLFi7Fp0yZf2FdhYSHeffddnHXWWf17AEOcE+nfVatWYfbs2fj973+P9PR0TJgwAT/96U/R2trq2+bzzz/vtM/TTz+923M2EglXHwcyWp91o42+jInMwFNfXw8AvvuyqKgI5eXlfufParViyZIlvvO3adMmdHR0+G2TlpaGyZMn8zkeIG688UacddZZWL58ud/7fP6GPvL5+d3vfhdJSUmYMWMGnnnmGd//+RwOfRYvXoyPPvoI+/fvBwBs27YN69evx5lnngmAz+FoxTTYDegtVVVV8Hg8SE5O9ns/OTkZ5eXlQT+TmpqKp59+GrNmzUJ7ezv+9a9/YdmyZVi7di1OPvnkoJ+58847kZ6e3umBNdIJV/9u2LABzz77LLZu3RruQxjyhKuPCwsL8fHHH+Oyyy7Du+++iwMHDuDGG2+E2+3GXXfdFfbjGkqEq48vueQSVFZWYvHixRBCwO1248c//jHuvPPOsB/TUOJE+rewsBDr16+HzWbDm2++iaqqKtxwww2oqanx5ZQqLy/v1T5HMuHq40BG67NutHEi1xMzOAghcNttt2Hx4sWYPHkyAPjOUbDzd+TIEd82FosFsbGxnbbhcxx+Xn75ZWzevBlff/11p//x+Rv6FBYW4qmnnsJtt92Gn//85/jqq69wyy23wGq14sorr+RzOAy44447UF9fj/z8fBiNRng8Htx333343ve+B4Dvw9HKsBO7JIqi+L0WQnR6T5KXl4e8vDzf6wULFuDo0aN4+OGHg4pdv//97/HSSy9h7dq1sNls/dvwYUJ/9m9jYyMuv/xyPPPMM0hISAhru4cT/X0Ne71eJCUl4emnn4bRaMSsWbNQWlqKhx56aNSJXZL+7uO1a9fivvvuw5NPPol58+bh4MGDWLlyJVJTU/GrX/0qfAcyROlN/3q9XiiKghdffBFOpxMA8Mc//hEXXnghnnjiCdjt9l7vczQQjj6W8LNu9MH319Dnpptuwvbt27F+/fpO/zuR88fnOPwcPXoUK1euxOrVq0OOpXz+hi5erxezZ8/G/fffD4C8/Hft2oWnnnoKV155pW87PodDl//85z944YUX8O9//xsFBQXYunUrbr31VqSlpeGqq67ybcfncHQx7MIYExISYDQaO6mrFRUVnZTaUMyfPx8HDhzo9P7DDz+M+++/H6tXr8bUqVP73N7hRjj699ChQzh8+DDOOeccmEwmmEwmPP/881i1ahVMJhMOHTrUr8cw1AnXNZyamooJEybAaDT63ps4cSLKy8vhcrn63vBhRLj6+Fe/+hWuuOIKXHPNNZgyZQrOP/983H///XjggQf8qr2MdE6kf1NTU5Genu4TYQC6PoUQvio3KSkpfT5nI4Vw9bFktD/rRhv9NSYy4eXmm2/GqlWr8MknnyAjI8P3fkpKCgCEPH8pKSlwuVyora3tchsmPGzatAkVFRWYNWuWb567bt06PPbYYzCZTL7+5/M3dElNTcWkSZP83ps4cSKKi4sB8D04HPjZz36GO++8E5dccgmmTJmCK664Aj/5yU/wwAMPAOBzOFoZdmKXxWLBrFmzsGbNGr/316xZg4ULF/Z4P1u2bEFqaqrfew899BB++9vf4v3338fs2bP7pb3DjXD0b35+Pnb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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
a[0]0.4900.0100.4710.5090.00.04622.03179.01.0
a[1]0.5680.0260.5210.6180.00.04292.02663.01.0
lam[0]0.6130.0060.6010.6240.00.04622.03179.01.0
lam[1]0.5670.0140.5390.5930.00.04292.02663.01.0
\n", - "
" - ], - "text/plain": [ - " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", - "a[0] 0.490 0.010 0.471 0.509 0.0 0.0 4622.0 3179.0 \n", - "a[1] 0.568 0.026 0.521 0.618 0.0 0.0 4292.0 2663.0 \n", - "lam[0] 0.613 0.006 0.601 0.624 0.0 0.0 4622.0 3179.0 \n", - "lam[1] 0.567 0.014 0.539 0.593 0.0 0.0 4292.0 2663.0 \n", - "\n", - " r_hat \n", - "a[0] 1.0 \n", - "a[1] 1.0 \n", - "lam[0] 1.0 \n", - "lam[1] 1.0 " - ] - }, - "execution_count": 93, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pymc_summary = az.summary(trace)\n", - "pymc_summary" - ] - }, - { - "cell_type": "code", - "execution_count": 118, - "metadata": {}, - "outputs": [], - "source": [ - "lambda_0 = 1 / np.exp(pymc_summary[\"mean\"][\"a[0]\"])\n", - "lambda_1 = 1 / np.exp(pymc_summary[\"mean\"][\"a[1]\"])\n", - "lambs = [lambda_0, lambda_1]\n", - "\n", - "lambda_lower_0 = 1 / np.exp(pymc_summary[\"hdi_3%\"][\"a[0]\"])\n", - "lambda_upper_0 = 1 / np.exp(pymc_summary[\"hdi_97%\"][\"a[0]\"])\n", - "\n", - "lambda_lower_1 = 1 / np.exp(pymc_summary[\"hdi_3%\"][\"a[1]\"])\n", - "lambda_upper_1 = 1 / np.exp(pymc_summary[\"hdi_97%\"][\"a[1]\"])\n", - "\n", - "t = np.linspace(0, max(cats_new[\"days_to_event\"] / 31))\n", - "S0 = scipy.stats.expon.sf\n", - "cdf = scipy.stats.expon.cdf" - ] - }, - { - "cell_type": "code", - "execution_count": 117, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(7, 3))\n", - "for lamb, label in zip(lambs, [\"Not Black\", \"Black\"]): \n", - " plt.plot(t, S0(lamb * t), label=f\"{label}\")\n", - " # plt.fill_between(t, S0(lambda_lower * t), S0(lambda_upper * t), alpha=0.25)\n", - " plt.grid(True)\n", - " plt.xlim(0, 10)\n", - "\n", - "plt.legend();" - ] - }, - { - "cell_type": "code", - "execution_count": 188, + "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Sat Oct 21 2023\n", + "The watermark extension is already loaded. To reload it, use:\n", + " %reload_ext watermark\n", + "Last updated: Mon Oct 23 2023\n", "\n", "Python implementation: CPython\n", "Python version : 3.11.0\n", "IPython version : 8.13.2\n", "\n", - "numpy : 1.24.2\n", - "matplotlib: 3.7.1\n", - "pandas : 2.1.0\n", "pymc : 5.8.1\n", - "scipy : 1.11.2\n", "arviz : 0.16.1\n", + "pandas : 2.1.0\n", "bambi : 0.13.0.dev0\n", + "matplotlib: 3.7.1\n", + "numpy : 1.24.2\n", + "scipy : 1.11.2\n", "\n", "Watermark: 2.3.1\n", "\n"