{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Structure functions for multiple snapshots or observations with bootstrapping" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This example will guide you through calculating structure functions for multiple snapshots of a 2D simulation of surface ocean velocity. \n", "\n", "**General procedure:**\n", "\n", "1. Load a dataset generated with GeophysicalFlows.jl\n", "2. Format the dataset\n", "3. For each snapshot, calculate velocity-based structure functions for the zonal and meridional directions as a function of separation distance\n", "4. Use scipy's bootstrapping method to estimate the mean structure functions and generate confidence intervals\n", "5. Plot the mean structure functions and shade the confidence intervals" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [], "source": [ "import matplotlib_inline.backend_inline\n", "import seaborn as sns\n", "\n", "sns.set_style(style=\"white\")\n", "sns.set_context(\"talk\")\n", "\n", "matplotlib_inline.backend_inline.set_matplotlib_formats(\"png\", dpi=200)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load the dataset generated with GeophysicalFlows.jl\n", "We will use `h5py` to load a `.jld2` file, the output from `GeophysicalFlows.jl`, a numerical ocean simulator written in Julia." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import h5py\n", " \n", "f = h5py.File('example_data/2layer_128.jld2', 'r')\n", "grid = f['grid']\n", "snapshots = f['snapshots']\n", "\n", "# Initialize the grid of x and y coordinates\n", "x = grid['x'][()]\n", "y = grid['y'][()]\n", "\n", "# Grab u, v, and q for all snapshots and layers (we will just use the top layer)\n", "u = snapshots['u']\n", "v = snapshots['v']\n", "q = snapshots['q']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculate advective velocity structure functions for all snapshots\n", "\n", "Here we use list comprehension to iterate through the snapshots in the dataset and generate structure functions for each snapshot. `[0]` ensures that we are selecting the top layer in this dataset since `u` and `v` have shape `[2, 128, 128]`." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import fluidsf\n", "\n", "sfs_list = [\n", " fluidsf.generate_structure_functions_2d(u[d][0], v[d][0], x, y) \n", " for d in u.keys()]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bootstrap to generate a mean structure function and confidence intervals\n", "\n", "We are using [scipy's bootstrapping method](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.bootstrap.html) here, though other methods of estimating error and variability are possible. We will use a confidence level of 90%." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "\n", "import numpy as np\n", "from scipy.stats import bootstrap\n", "\n", "warnings.filterwarnings(\"ignore\") # Ignore warnings for the purpose of this tutorial\n", "\n", "# Reformat single sfs_list for ease of boostrapping\n", "sf_x = []\n", "sf_y = []\n", "\n", "for sf in sfs_list:\n", " sf_x.append(sf[\"SF_advection_velocity_x\"])\n", " sf_y.append(sf[\"SF_advection_velocity_y\"])\n", "\n", "# Bootstrap the zonal and meridional structure functions with 90% confidence levels\n", "boot_sf_vx = bootstrap((sf_x,), np.mean, confidence_level=0.9, axis=0)\n", "boot_sf_vy = bootstrap((sf_y,), np.mean, confidence_level=0.9, axis=0)\n", "\n", "# Generate the confidence intervals for both sets of structure functions, still at 90%\n", "boot_sf_vx_conf = boot_sf_vx.confidence_interval\n", "boot_sf_vy_conf = boot_sf_vy.confidence_interval\n", "\n", "# Compute the mean -- this can also be accomplished with a Python mean function \n", "# and will return the same result\n", "boot_sf_vx_mean = boot_sf_vx.bootstrap_distribution.mean(axis=1)\n", "boot_sf_vy_mean = boot_sf_vy.bootstrap_distribution.mean(axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot mean structure functions and confidence intervals" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABNcAAAPYCAYAAAD5Gh9/AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/SrBM8AAAACXBIWXMAAB7CAAAewgFu0HU+AAEAAElEQVR4nOzdd3hU1dYG8Hd6yqSTAqH33iV8SJHepIMd7BU7omC5XhUFxHZV5Mq9V1GQKiCg9CJNARFEepUAAUJ6Mr2d74+QMWdKMjOZkvL+nsdHzp5TdqacmbPO3mtJBEEQQERERERERERERF6ThroDREREREREREREVRWDa0RERERERERERD5icI2IiIiIiIiIiMhHDK4RERERERERERH5iME1IiIiIiIiIiIiHzG4RkRERERERERE5CMG14iIiIiIiIiIiHzE4BoREREREREREZGPGFwjIiIiIiIiIiLyEYNrREREREREREREPmJwjYiIiIiIiIiIyEcMrhEREREREREREfmIwTUiIiIiIiIiIiIfMbhGRERERERERETkIwbXiIiIiIiIiIiIfMTgGhERERERERERkY8YXCMiIiIiIiIiIvIRg2tEREREREREREQ+koe6A0RERERERERlyc7OxqFDh5CRkQG9Xo/w8HBERUWhXr16aNasGeLj40PdRSKqwRhcIyJy4+OPP8a///1vUVtUVBR27dqFiIiIEPWq2MSJE3HgwAH78pgxYzBr1qwQ9qhmKPkxX5Zp06Zh9erV9uVu3bph4cKFge4aVUItWrQQLc+cORNjx44NUW+Cr6J/v8FgQFhYmL+7Va3xOfMvT875FHi5ubn45z//iS1btsBms7lc55lnnsHTTz8d5J7VDJ6cV/bv349JkyaJ2rZt24a6desGsmtElQqnhRIRuWCz2fDDDz84tRcVFeGnn34KfocopPR6PT766CO89957oe4KUbV37tw53HfffThy5Eiou1Kl/Pzzzxg2bFiou1EtXL9+HU8//TQ2btwY6q7UeNevX8c999yDTZs2uQ2sAUDLli2D2Kuag+cVIs8xuEZE5MLu3btx/fp1l48tWbIkyL2hUNqxYweGDx+OL7/8EmazOdTdIaq29Ho9PvzwQ4wePRq//fZbqLtTZVy7dg1PP/00Hn/8cWRkZIS6O1WaxWLBV199haFDh2LLli0QBCHUXarx3n77bfz111/lrsfgmn/xvELkPU4LJSJyYeXKlaJluVwOi8UCADh+/DiOHj2Kdu3ahaJrFEQzZszglE6iIMjPz8fYsWN5EeelgwcP4tFHH4VOpwt1V6qFMWPG4MyZM6HuBt106tQpbNu2TdQWERGBhx9+GGlpaVCr1dBqtbhy5QqnH/oRzytEvmFwjYjIQX5+PrZv325fjo2NRVpaGjZt2mRvW7p0KYNrNcDp06dD3QWiGkGj0TCw5oNLly7xAtiPGFirXPbv3+/UNnv2bAwaNEjU1rVr12B1qUbgeYXINwyuERE5WLt2rWj6X5cuXTBw4EBRcO2nn37CtGnTEBUVFYouUiU2a9YsFpcgAoPTRFQxV69eFS1HR0djwIABIeoNlSUtLY3nfKrxmHONiMjBqlWrRMtdu3ZF3759oVKp7G16vR5r1qwJdteIiIiIagStVitarlevHqRSXr4SUeXEsxMRUSnHjx/HyZMnRW233nor1Go1+vTpI2pftmxZMLtGREREVGNYrVbRckRERIh6QkRUPgbXiIhKcSxk0LBhQ7Ro0QIAMGLECNFjZ86cwcGDB4PWNyIiIqKawrFaq0QiCVFPiIjKx5xrREQ3mUwm/PTTT6K20klzb7vtNsTGxiI/P9/etnTpUr8l0hUEAWfPnsXx48eRk5MDqVSKlJQUtGjRAk2aNPHLMULBZrPh2LFjuHz5MrKzs2E0GhEfH4/ExER06tQJ0dHRfj2eRqPBiRMncOHCBRQWFkIqlSImJgYNGzZE27ZtER4e7tfjVWVmsxlHjhzB1atXkZOTA4vFglq1aiE5ORmdOnWqUc9VUVERDh8+jKysLOTk5ECpVCIhIQH169dHu3btQjoV6fr16/jzzz+RnZ2NwsJCREZGIiEhAY0aNULLli39fsF54cIFnDp1Cjdu3IBer4darUZCQgLatWuHevXq+fVYNYnVasWZM2dw+vRp5OXlwWQyISYmBnFxcaIbOaF28eJF/Pbbb8jLy0OdOnVwyy23IDk5OdTdcuvGjRs4ceIELl++DI1Gg/DwcMTGxqJFixZo3rw5ZDJZqLsYNPn5+di7dy8yMjIQGxuLTp06oVmzZh5vH+zv65pAEAScPHkSp0+fRnZ2NgRBQGJiIurVq4eOHTtCLvfP5bjNZrOfX3JycmA0GhEdHY2kpCS0b9++Un+GS7PZbDhx4gTOnz9vP0/GxcUhISEB7du3R61atQJy3Pz8fPzxxx+4dOkStFotoqOjUatWLXTs2NEvz11ubi7+/PNPXL16FUVFRVCpVIiNjUWtWrXQoUMH5nCuJhhcIyK6aevWraLAGQAMGTLE/m+lUolhw4Zh8eLF9rZNmzbh1VdfRXx8vM/HNRgM+Pbbb7Fs2TJcuXLF5Tpt27bFY489hsGDB3u0T4vFgttuuw1ZWVn2tj59+mD+/Ple96+oqAi33norjEajve3555/Hk08+WeZ2f/31F+bPn4/t27c7Pa8l5HI5OnfujEmTJmHgwIFe9620PXv2YNGiRdizZ4+oIEVpCoUC/fv3x4MPPoiOHTu6XKesC9zVq1dj9erVojbHBL7Tpk0TrdOtWzcsXLjQvpyfn49evXrBZDLZ2+655x68+eabbo/rzoULFzB06FBR25w5czBy5Mgytzt27Bjmz5+PPXv2OOW0KaFSqZCWloZHHnkEaWlpXvfNEzt27MATTzwhavvkk0+c/iZPLF26VPQcSqVSbN++HbVr1y5zuw0bNmDx4sU4dOgQLBaLy3ViY2PRr18/PPXUU0ELLmk0GixbtgzLly/HxYsX3a6XmJiI/v374/HHH0edOnV8Pl5ubi4WLVqENWvWuD0PAcU5j+68807cd9995QZfHT9LM2fOxNixY+3Lq1atwvTp091uP2nSJNHymDFjMGvWLKxcuRKvvvqq6LGPPvoIw4cPL7M/rqxYsQKvv/66fTkiIgJ79+716/SzM2fO4Ntvv8XGjRtRVFTkdr1atWqhZ8+euOeee9ChQwe36zmeYxx5+7xPmjQJr732GsxmM2bOnImlS5eKpuNJpVLcdtttePHFF+2BmokTJ+LAgQP2dUpeG09duXIF/fv3F7V9++23Hp9rTCYT1qxZg+XLl+PPP/90u150dDRGjx6NBx980OXnY//+/U7vs9KmT58ueq4cz+dA+c93eVx9Dtwlhnd83lq2bGnP/7ps2TLMmTPH6T3Wpk0bPPPMM+jbt6/bPgT7+9qdzz77DJ9//rnbxw8cOOD0fDu+Jv369RNVHn766afxzDPPeNwHV++Jbdu2oW7dui7XL92fqKgo+4wGvV6PBQsWYPHixbhx44bLbWNiYjB48GA8/fTTPgdwrl69im+++QY//fST6Defq37ec889GD9+vMuAXkXPK94+b47Onj2Lr776Clu2bHF7npRIJGjdujXGjRuHO+64AwqFwqN9O76vpk+fjgceeAAAcPjwYcybNw+7d++GzWZzecw2bdrgoYce8vo7xmw2Y8WKFVi1ahWOHj3qdj2ZTIb27dtjyJAhmDBhAiIjI706DlUenBZKRHST45TQ5s2bo02bNqI2xx/MJpPJqQCCN/744w8MGzYMH374YZkXtMeOHcOzzz6LKVOmiIJc7sjlcqcAy969e5Gbm+t1Hzdu3Cg6plQqxejRo92ubzKZMGPGDNx+++1YtWqV2x/qQHEQ8MCBA3j66adx99134/Lly1737/Lly5g4cSIefvhh7Nixw21gDSj+obNx40bcddddePvtt8tcN1BKAjWlbdiwwae+OBbVUKvVotGWjoqKijBlyhSMHz8emzZtchtYAwCj0Yhdu3Zh0qRJeOKJJ3x675Snd+/eSExMFLWtXbvWp305Phf/93//V2Zg7dy5c7jjjjvw/PPP48CBA24Da0BxQHTVqlUYOnQo5syZ45QHyN/Wr1+Pfv364f333y8zsAYAWVlZWLp0KQYPHowPP/zQ674JgoBFixahf//+mDt3bpnnIaD48/bBBx9gxIgROHTokFfH8pchQ4Y4Bb/WrVvn074c32+DBw/2a2Dt008/xejRo7FixYoyA2sAkJ2djR9++AF33HEHXnrpJeh0Or/1wxP/+Mc/8N133zm9h2w2G7Zv3y6qmB1Kv/76K4YMGYLXX3+9zMAaABQWFuLbb7/F8OHDsWLFiiD1MPhWr16Nf/zjHy7fY8ePH8dXX33lcrtgf1/XFKdOncKIESPwySefuA2sAUBBQQGWL1+OIUOG4Mcff/TqGGazGZ9++ikGDRqEBQsWlBlYA4oDtm+++SbGjx+P8+fPe3WsQNLpdHjjjTcwYsQIrFq1qszzpCAIOH78ON5++20MGTIEe/fu9fm4NpsNs2fPxt13342dO3e6DKyVHPPYsWN48cUXMXHiRGg0Go/2f+HCBYwYMQJvvfVWmYE1oHhU8+HDhzFz5kwMHjwYO3fu9PrvocqBwTUiIgDXrl3DL7/8ImobM2aM03rt2rVD8+bNRW3Lly93ygviiZ9//hn33Xef6A5reX788Uc8//zzHl1Ajxs3TrRssViwfv16r/vpGLTo0aOH26BFYWEhHn74YSxcuLDMYIUrhw4dwp133lnuxVJphw8fxrhx40QjKDwhCAK+++47PPPMM6IRZMHiGKTNy8vDnj17vNqHIAhOAYXhw4cjLCzM5frXrl3DPffcgx9//NHr9+uOHTtw1113lRvo8ZZMJsOoUaNEbbt37y7zAs+Vy5cvOwV6yho5sm/fPtx99904cuSIV8cxm83473//i6eeeipggY8ZM2bghRdeQEFBgVfbmUwmzJ8/H4899li5QZwSFosFU6dOxTvvvOP133P58mU89NBD+PXXX73azh8iIyOdgsh79uzxOgB89epV/Pbbb6I2V+d9X82YMQNz5871KRi7bt06PPLII0E7P23cuLHcG0W+jCj1t++++w4PPvigV9+bQPEF/Ouvv44vv/wyQD0LnYyMDLz99ttlruPqtQv293VNceLECdx3331eBR91Oh1efvllbN++3aP1tVotHn30UcydO9frG3MnT57Evffei1OnTnm1XSBkZmZi7NixPv2OvnLlCh599FF89913Ph17+vTp+Oqrr7w67oEDB/DII4+U+3m5ePEi7r77bvz1119e9ysrKwtPPvmkx+8Fqlw4LZSICMV3fUvftXI18qvE2LFjRdNf0tPT8csvv+DWW2/1+HhnzpzBs88+6/SjqFatWhg7diy6deuGuLg45OXl4eDBg1i1apX97uf27ds9yrHUpEkTdOjQQRRAWLt2Le677z6P+5mRkeFUtMFd0MJsNuORRx5xClhIpVL069cPt912Gxo2bIjw8HDk5OTg999/x48//ii6SMrJycFDDz2E1atXlzv9Lj09HY888ojTXUSFQoEhQ4agT58+qFOnDpRKJS5fvowtW7Zg48aNotd5x44d+Ne//oWpU6fa20pPvT1w4ADy8vLsy6mpqWjbtm2Z/fJEz549kZSUJLqjvXbt2jKn7Tg6ePCg0wWmu9emqKgIEydOdPqxr1AoMHToUPTs2RN169aFQqFAVlYW9u3bh59++gk5OTn2ddPT0/Hggw/ihx9+QExMjMf9LM/YsWPx3//+175sNpuxYcMG3H333R7vwzEAHBUV5Xba0tGjR/HII484ffZiY2MxatQodOvWDUlJSTCbzbh69Sp27tyJTZs2iYIcP//8M6ZMmYJ58+Z53EdPfPrpp05TzgCgfv36GD58ODp16oSEhAQUFRXh7Nmz2LBhg1NQcc+ePZg8eTK+/vrrcnNNvfvuuy5HfDVt2hTDhw9H+/btERcXB41GgyNHjmDp0qWi95xer8dzzz2HdevW+TSlKTU11f550+v12LVrl+jxW265RTTlvl27dvZ/jxkzBj/88IN9uWRU6j333OPx8deuXSu6sEpNTUW3bt28/TNc+vnnn51ey8jISIwaNQpdu3ZFnTp1EB4eDp1Oh7/++gtbtmzBjh07ROv//vvvWLBgAR577DFRe7t27ezB0IyMDBw7dkz0uGP6gNTU1DL7ajQay53S2bx585Dn/tywYYPLIFJCQgKGDx+OtLQ0JCUlwWaz4fTp01i9ejUOHz4sWvejjz5Cy5Yt7dW/4+PjRc+X4+i8tm3bip6/pk2b+vNP8ovZs2eXGRyXyWRO74lgf197qkmTJqK+Hjt2THTMuLg4p89oZXpNzGYzJk+ebL/BIZFIcNttt6F///5o1KgRlEolrl69iq1bt2Ljxo2i7yGr1Yp33nkHt956K1QqldtjCIKAKVOmuLyx0b59ewwbNgwtWrSw5wg+cOAAli9fLvo+z8vLw9NPP401a9bYpyD6+7xSnqKiIjz66KMuA1A9e/bEoEGD0LBhQ0RGRiIrKwsHDhzAunXrRCP0rFYr3n77bSiVSkyYMMHjYy9btgwXLlywLyclJWHMmDHo0qULEhISUFhYiNOnT2Pp0qVONxUPHz6M5cuXu/2uEQQBU6dOdbpJ2LFjRwwdOhTNmjVDTEwMJBIJsrOzcfjwYaxcuVL0e9BqteK1117Dli1boFarPf67KPQYXCOiGk8QBKc8E7169XKbNHXkyJH44IMPRHeuli5d6nFwTRAETJs2zWl65+DBgzFjxgynhMG9evXCo48+infffdc+ssDTO21jx44V/Xg+cuQI0tPT0aBBA4+2d7z4jI6OxoABA1yu++GHHzr9UG/atCk+/PBDtGzZ0mn9Pn364Omnn8a8efPwxRdf2NuLiorw/PPPY8mSJVAqlS6PVfLjxTGw1qlTJ7z//vuoX7++qL1du3YYNmwY7r33XkyePFn0o+err77CqFGj7CMSP/30U/tjjnmFunXr5lVeIXdkMhlGjx4tyoG3fft2aDQaj39IOQaUGjVq5DaP3GuvveYUWOvSpQvmzJnj8gdy//798dxzz2H27NlYvny5vf3q1auYNm2aX4NKTZo0QceOHfHHH3/Y29atW+dVcM0xQDRs2DCXFydFRUV44YUXnAJrd911F15++WWnPCddunTBiBEj8Mwzz+CVV14RXahv374dX3/9NR588EGP+1mWrVu3Yu7cuaI2qVSK5557Dg8//LBTbpn/+7//w6RJk7B161a8+uqropFu+/fvx0cffSQKGjvauXOnKH8kUBxsnTZtGu655x6nAg5paWmYNGkS/vnPf4rOlwUFBXjvvffwr3/9y+u/OS0tzZ5jy1UOrmeeecZtDq60tDSkpqaKLrzXrVvndXCttNGjR/utOIRjfsvGjRvj66+/RkpKitO6nTt3xrhx47Bz504899xz0Ov19scWLFiAhx56SJQj6d5778W9994LwHW+rtLnME/89NNPonNpu3bt0LFjR1itVpw9exYHDx4M+ai1rKwsUW68EnfccQdeeeUVp/Nmx44dceedd+K7777DjBkzRDdV3njjDWzduhVKpRLNmjUTPV+OeaXuvfder/KnBduVK1dEI5BSU1PRvXt3xMTE4OLFi/jll1/sQfnSgvl97Y1hw4Zh2LBh9mXHPGCOr1dlYzAYcPXqVQDF1eY//PBDpxtyJbm1HnzwQTz55JPIzMy0P3b16lVs2rSpzLypixcvdgrER0ZGYsaMGaLnrkSPHj3w4IMPYsqUKdi9e7e9/fLly5g7dy5efvllAP4/r5TnlVdeccotmJqaivfff99lobC+ffvi6aefxscff+x04+Kdd95BmzZt0Lp1a4+OXRJYk0gkeOSRR/Dss886vX979OiBSZMm4b333sOiRYtEjy1YsMDtd82+ffucRnS+8soreOihh1yu36dPHzzyyCN46aWXRK9rbm4uVq1aVWZOSKp8OC2UiGq8AwcO4NKlS6K2sn5MJyQkoHfv3qK27du3l5lXo7RNmzbh+PHjoraBAwfi448/dluJS61WY+bMmbjzzjs9OkYJV9MEvclN5Hjx6S5ocfr0aSxYsEDU1qpVKyxbtszlD/USSqUSzz33nFMy/2PHjpWZWHfTpk1OFwa33HILvv76a6fAWmldu3bF3LlzRYEDm83mNh9NIDm+xwwGA7Zs2eLRtiaTCRs3bixzfyV27NjhNBqjZ8+e+Oabb8q886xWq/HOO+/gkUceEbVv377d6yms5XHs+6FDh8rN/VXijz/+cLqz7DglusQXX3zhFGR89tln8dZbb5WZQLhBgwb4+uuvnUZMfPrpp15P33TFZrPho48+cmp///338cQTT5SZtHnAgAFYtGgRYmNjRe1fffWV22m8giDggw8+ELVJJBJ8+umnuO+++9xWRg0LC8PMmTPRs2dPUfvmzZuDnn9JIpE45X48fPiwx++bo0ePOuUdKiuXpDfy8vLw+++/i9pmzJjhMrBWWp8+fZwCoiWjhgKpJLAWFhaGzz//HN9//z1ef/11vPnmm1i0aBE2bNiA8ePHB7QP5Zk3b57TzZSHHnoI77zzTpk3JO699148++yzorbMzEyv81tVVqWfk6eeegqbNm3Ce++9h1deeQXz5s3Dzp07XRZLCOb3dU1Uu3ZtLF68uMyR7m3atMGcOXOc2h0DZ6XpdDqnmzBhYWFYsGCBy8BaiZiYGMydO9cprcmyZcs8ziHmT4cPH8a2bdtEbfXq1cPixYtdBtZKREZG4vXXX8eLL74oajcajXj33Xe97scLL7yAl156yW1gWCaT4Y033nD67k9PT3ebt87x7+rRo4fbwFoJtVqNjz76yOk3mae/CanyYHCNiGo8x0IGcXFxuO2228rcxlU+M0+TJTvmh4iNjcXbb79d7hQuoHgEkqejzoDi6XGOI808Da79+eefomHzgPugxYIFC0Qj3FQqFT7//HOPR2Hdc889TtP4vv76a7cj9BzvIkZGRuL9998vt3ohUBxgc6z4tHnzZq9zzlRUo0aN0KlTJ1Gbp6/Ntm3bRHm1XOUuK+EYOKxVqxY++eQTj6tsTZkyxekCwd/BSMcgsCAIHl/8Oo7gK5kO7Uij0YhG4QHFo0InT57s0XHCw8Px4YcfipLd63Q6LFmyxKPty7Ju3TqnH+r33nsvRowY4dH2zZs3d5ouZ7PZRNNtS9u/fz/OnDkjaps4caJToQ1XJBIJXn/9dacA9YYNGzzqqz+NGTNGNNKsIu+brl27lhmY94arfGCOxXHcmTBhgui8GRUV5XTzJ1Deffddl9OpGzVqhKSkpKD0wRWtVusUvGnTpg2mTJni0faPPvqo00WrL/lHK7M777wTzz33nNN5PTY21mk0XrC/r2uiV155xWm0oCtpaWlOI85Pnjzpdv0NGzaIpncCxQGi9u3bl3sslUrlFGjVaDRO0/GDwXGks0wmwwcffFDuDYgSjz/+uFMajYMHD3p1I6JZs2Z4/PHHPVrXcWo+ALc56xxv8Hg6mi4iIkJ0A10mkyEnJ4efqyqGwTUiqtE0Gg02b94sarv99tvLnd7Qp08fUS4gAFixYkW5iaszMzOdcpjdeeedTvtyR6VS4amnnvJo3RKOAbGLFy96lITYcdRa06ZNXf6AKyoqcrqgveOOOzwuv17CcYTUX3/95fKHkqvncOzYsahTp47Hxyr9A0ahUCA5OTkklc8cX5t9+/Z5NALSMTDQs2dPlzmvzp8/71Ts4dFHH0VUVJTHfZRKpU53Xffu3Ytr1655vI/yqNVqp4s1TwKNZrPZ6SLZ3Qi+devWOd2hd7z7XZ6kpCSngJdjcN4XjoEplUqF5557zqt9DB482ClYu3btWpfVhX/66SfRskKhwBNPPOHxsRo1aoRbbrnFvhwfHx+QarLlqVevntMoB0/eN66Ku/izkIGrwLVj7i93lEolPv/8c6xYsQL79u3DwYMHvcol5KsmTZo43XSoLLZv3+6UU+zJJ58UTZUti1wuF50XIiIioNPpqs1Fq0wm8/gmQbC/r2uihIQEtzk/XXEMrpV1LnU8d8fFxXk1Fb5Hjx6i1zopKUk0LTUY8vLysG/fPlHb4MGD3aa1cKdkOmtp3lQEvuOOOzxe1/G7FYBTkLOE4/nf03M/UDx6+n//+x82b96MI0eOYP369X5LVUDBweAaEdVo69evF+W3AdyPzipNoVA45cS4du1aueWz9+/f71Tuu6yh/K4MHDjQoxFaJbp37+4UeHIMnDmyWCxOP+LcXXweOnTIqaKdLxdpHTp0cAoyOgbRgOIAlONFkbfTuTp37oz58+djy5YtOHLkCDZs2IBGjRp53eeKGjp0qOi1tFqt5Y6oyM3NdZqW6e612b9/v8tjeqt3795OIytdvTYV4fi5O3fuHE6cOFHmNjt37hTlzytrBJ/jc9GwYUOP7yiX5ni3/NKlSxW6OLFarU7P5aBBg3wqGuE4bdxoNLqsiOp4YdOzZ0+PRlmU9tprr2H58uX47bff8Ouvv2LatGle99cfHN/7586dK3PkB1Bc9KH0hVF4eDiGDBnitz7Vq1fP6fPyyiuveFxZ8f/+7//sxSSCpU+fPpX2Is7x/RoTE1Pu6HJHd9xxB7799lvs2rULhw8fxuLFiyvt3+utli1belxQJNjf1zVRhw4dPA78AnCqvu6uOIXJZHIKYA4fPtzrXHcff/wxVq1ahUOHDmH37t1+yxvqqf379zv9hvPlBkLjxo2dpmt6Uzm+rOmnjtRqtdPITsdrhxKOs0t+//13zJgxAwaDodzjJCcno2fPnmjQoIHHswuocmFwjYhqNMdRJy1btkSrVq082tbVCJnypog5XlyFh4c75cAoT2RkpMd9BIpHHjkGn9avX1/mKLvdu3eL7p6WFbRwrFYokUh8ClpIJBKnfC+O+waKcyWVplKpvHo+gOK/p0+fPqhfv75H03EDRa1WY9CgQaK28gKf69evFyXkj42NdUoEX8Lxh3hiYqJPVR2joqKcRja4em0qonv37k5Tt8p7Lhwf79WrFxITE12u69hfX6u+unpvV+S5OHnypGiKLwC3SfzL46rSpeMFb0FBgdM0Q29HDADFid87dOjgNk9ksAwZMkQ0VRco/33jOPJz4MCBfq3IFhER4TTFNjMzExMmTMD999+PhQsXIj093W/H8wdXIzMqC8dzftu2bb2+8ExKSkJaWppP57/KrnPnzh6vG+zv65rIcRpueRzPX+5+m507d84pQOPLubt9+/Zo06ZNmXlGA+m3334TLcvlcnTp0sWnfTl+V2ZkZOD69evlbieVStGsWTOvjuX4OrlLJXL77bc7tS1cuBD9+/fHO++8g127dnkUaKOqidVCiajGOn/+vKhCIeDd1KAWLVqgTZs2ouIEe/bswZUrV9xOsXC8oGrSpInb5OFladmypVc/ZMeOHYt58+bZ7xbm5ORg7969ToUZSjhefPbu3dtt0OLs2bOiZblcXmaVwrI4JmB3lZzc8Tls2rRpSANkFTV27FjR8338+HGcP38eTZo0cbm+42tT1jTmc+fOiZaNRqNTcm9PFRYWipY9TRzvqZIE9aWTNf/00094+eWXXX5GCgsLnRI/u5sSWlhY6DS67NixYz49F66mklXkuXB1IeBpfi5HqampiIuLQ15enr2tpHJdCVdBHW8vBiuTyMhIDBo0CD/88IO97aeffsLUqVNdvm80Gg22b98uavPnlNASTz31FHbt2uU0LXffvn32kVj16tVDz5490bNnT3Tv3t2vAT5vNW3aNGTHLo/jlP2q/H4NBG9eu2B/X9dEjsVlyuM4ys1xdkMJVwVqquJnwTGlRJMmTVwWyvKEq5tkGRkZ5eZui4iI8DpA77i+u2nlLVu2xNChQ53SPWRnZ2PRokVYtGgRVCoVunbtip49e6JXr15eB/qo8mJwjYhqrO+//96pbebMmZg5c6bP+7TZbFi+fLnbXE6O+bR8nfbjadLXEvXq1cMtt9wiGjK/du1al8G1oqIip4vPsqqnOlZLNJvNTtUpfeWqEmN2drZoOZhTpwIhLS0NdevWFV2YrF27Fi+88ILTun/99ZfT6EdvXpvCwsKAvjYVNWbMGHzxxRf2H603btzAvn370KNHD6d1N2zYIJreFBsb6zRls6y+Xrx40W01TW9V5LkoHQgrUatWLZ/3l5CQINqnY9+ysrKctqnqn6HRo0eLgmuZmZk4cOAAunfv7rTuxo0bRaMGateu7XK9imrdujVmzZqFl19+WTTStLTLly9jyZIlWLJkCRQKBW655RYMGDAAgwcPrtB7wBfeBgSCRaPROE2Tq+rvV3/zZgp5sL+va6JAjQhz/O0DVM3PQulUDgDc3rj1hKt8xZ68D/1xI6OsnI0zZ87E9evX3eZbMxqN2Lt3L/bu3YvZs2cjNTUVffv2xeDBg9G1a1efbrpT5cBXjohqJIvF4nFlRm+tXLnS7cWUY44GX3+E+bKdYxBm27ZtLnN7bNy4UTTaorzqqYH8Qe1q3459DuVoD3+QSCROI2fcVTx0HLVWMnrSnWC/NhVVEgQuzd3n1PG5GDFihNsRfI4/5v3NcVSfN1z1zZuCE+Vt67h/V3liqvpnyNWUYk/fN6NGjQrYhcywYcPw/fffu6xe68hsNuOXX37B22+/jd69e+Ppp592qtYcSKGe3uuOq++oUE1nq6wqElzzJwbXigVqJH11OXc7fidV5G9w9V3pyfsw0LMdwsPDsXDhQjz33HMe5UjOyMjAokWLMHHiRPTv3x+LFi0qt0AaVU4MrhFRjbRz506XIzj8ITs7G1u2bHH5mL8SKPsyhH7w4MGiixKdToetW7c6reeYr6i86qnuAon+EMh9VyZjxowRvTeuXLnilC9NEASn16asUWtA1XxtHAsbbN682Sk/yeXLl52mRZf1XAT6feSYINwbru5+V6SKoWMeGG8Sa1dVEonEKSfkpk2bnF6Xa9euOeX78bYYirdatmyJ5cuXY+nSpbjvvvs8yvlltVqxZcsWjBw5stw8nv5SE94n1ZU3gYKq+J1A1YvjtNeKfN+5CkBVljQhCoUCTz31FHbv3o233noL3bt39+g8e/XqVbzzzjsYP358SKpwU8Xwm5SIaiTHQgZqtRq33nqrT/symUxOuZ+WLl3qsgqo4x0sjUbj0zG1Wq3X20RERGDo0KGi6bDr1q0TVT3NyMhwuvgsr3qq453DW2+9FV999ZXX/fOU4wgLX56LyiY1NRXdu3fHr7/+am9bt26dKMnvwYMHkZGRYV92VbHWUVRUlOjH2R133IF33nnHjz33v8GDB+Ptt9+2v64lObJKf57WrFkj+kHesmXLMpNyuxqV88EHH2DEiBF+7LlvXI060Wg0TsmTPeVYHCEsLEy07OpOf3X4DDnmlSwqKsLPP/8sKhiydu1a0fumU6dOQasS3KlTJ3Tq1AlvvPEGTp48id27d+PXX3/FoUOH3Ca3NpvNeOuttxATE+N1VenKzl0ycEeuPrvV4f1amqfPhT8E+/u6Kgrm6+ENd+dub6rHVwaOU9Ar8nl2/L4DnH9nh1pUVBTuuusu3HXXXSgqKsKePXvw66+/4tdff3UqLlTaiRMn8Mgjj2DJkiU+56Sj4GNwjYhqnJycHOzatUvUNnz4cLz99ts+73P48OGi5PH79+/HhQsX0LhxY9F6iYmJOHnypKgvvvB1GtrYsWNFwbVffvkFubm59rwV69atE118tmrVqtxKnI7BgdIBoEBwvNhylbOqKho7dqwouLZhwwa8/vrr9judjqPW+vTp4zLfSGkxMTGi4JpjcvvKKDw8HMOGDcOKFSvsbevWrRMFFxyn/JU3gs9VAKuyPBeuggfZ2dlISkryel+CIDjl5XHM3eXquagOn6F69eqhS5cuouqoP/74oyi45jjdOhCFDDxRcl597LHHYDKZcOjQIezcuRNbtmxxSt4vCALeeecdDBgwoMwRxKHmLgm7O55WywsLC4NSqRSNQqzs79dAPRf+EOzv68qgMr8e3nB37g52fsaKcvzOq8gsElfbJiQk+Ly/QIuKisLQoUMxdOhQAMWfv71792L79u3Ys2eP0+jP48ePY8mSJXjggQdC0FvyBaeFElGN88MPPzh9gQ0fPrxC+3SckgQAy5Ytc2pzDLadO3fOpylljhW/PNWlSxc0bNjQvmyxWLBt2zb7srdBCwBOuY6uXLni84g8Tzge7/z5817/eAaA1atXY8GCBdi6dStOnz7tMrdPMA0aNEh0Zzo/P98+itBkMjklnfbltTl58mSFpmAEi+PftnfvXvvr8+eff4oKESgUinJHoMXHxzuNBDtx4oR/OltB9evXd2orXYHYG+np6U6fvXr16omWHd8TAHDmzBmvj3Xjxg3861//wqpVq/Dbb78hMzMz5O8tx2DZzp077e+b8+fPi/5OlUpVKUaDKZVKdO/eHa+88gq2bt2KefPmOY3syM3NFQXeKyNvpwR6M93J8T3r6/ff559/jsWLF2PPnj1IT08P2DRGb/fr6002XwT7+7oyCOR7M5hcnbt9+SycOXMGn3/+OdasWYPDhw+7LJQQSI7feefPn/c5oOnqu9LxO68yS01NxR133IF///vf2LVrF26//XandX766acQ9Ix8xeAaEdU4q1atEi0nJSU5JVH31siRI52SYv/www+iwgBA8dSg0sxmM44cOeL18Y4ePep9J29yDFyU5F07deqUaPSdQqFw+UXvqPTURaA4YOfrheC6deuwdu1a/P7778jMzHQZNHN8DvV6vU/Bgf/85z+YOXMmJk+ejJEjR2LOnDk+9dlfwsLCnC72S3L37d69W5SkNyEhAX369Cl3n46vTU5OjmjkpDeWLl2K9evX48iRIwH/Md65c2fRdD2j0Wgfber4Q/O2224rdwSfTCZzSiq/b98+nxIGFxQU4JtvvsHWrVtx6tQpl9NSvNGyZUunwN++fft82tf+/ftd7r+0xMREp4s0xwq0njh48CC++OILTJ8+Hffddx969+4d8hFFQ4cOFT2XBoMBP//8M4DiQi2lDRgwoEKFI8pTWFiIP/74A6tWrcKxY8c83q5fv36YMWOGU3vpc3NloFAoRMve3pzwpliD4zn/+PHjXn92c3Nz8dlnn+Gtt97Cww8/jEGDBrnMOeqLij4Xf/31l1/64Ylgf1+HQjDfm8HUunVrp9Grvvx+3LlzJz777DO8/PLLuOuuuzBo0KCgJs/v3LmzaNlisTjlmPWU43derVq1KlR91B+sVivS09OxY8cOLF682OPt4uPjMWfOHKcUF5Xt3E9lY3CNiGqUI0eOOH1RDRs2rMLV4lJSUtC9e3dRW35+PtavXy9q6969u9MPP8dgX3kOHDiAa9eu+dZRFCfwLv33/vLLL9BqtU597du3b7lBCwAuA5Pe/KAokZmZienTp2Pq1Km455570Lt3bzzxxBNO6zleHADe39m7fPkyzp8/X+5+g81VRVdBEJxem5EjR3qUGNdfr83Ro0fx5ptv4oUXXsAdd9yBW2+9FW+99ZbX+/GGqyCwIAjYsGFDmeu507VrV9Fyfn6+T3eEv//+e7z33nuYPHkyRo0aha5duzr1yRsymczpYmPLli0+Vd4rPZUWKE5S7+p97di2a9cur6eaO06tb9iwoUfnC3f8UewlMjISAwcOFLWVBKhLj9AFAjsldMyYMbjllltw5513Yvr06aKp+J7o1auXU5urSoGA/4rkeMuxYqe3U7sOHDjg8bqOn4/c3Fz88ssvXh2vJMhamr/O+Y7PhTc3H2w2m8+BBV8E+/s6FCryegDevTeDSalUol27dqK2DRs2eB3UdDx3d+rUyakIQCDPK64+d47fXZ44d+4cDh8+LGpLS0vzuV/+sGHDBnTs2BGDBg3CE088gbfeesur959UKkWPHj1EbZV1mjK5xuAaEdUojoUMgIpPCS3hamro0qVLRcuxsbHo16+fqO3HH3/0amj/l19+6VsHb0pOThYVbzCZTNi1axc2b94sWs/ToEWdOnXwf//3f6K2X375Bbt37/aqX5999pnT9I3S+ZJK1K9f32kkw/Lly72ayuH4uiiVSpcFLYJddapjx45o0qSJffn69es4dOiQ04Whp4EBx2nAQPGIylOnTnnVr48//tipzdVr40+jRo0SPf8///yzfYREiVq1aqF3794e7W/06NFOr+fnn3/uVTLloqIi/Pe//xW1hYWFedwHdxyLhhiNRvzrX//yah/r1693GtHar18/pwtNwPlcZTQa8c0333h8rJycHKdpyo7nNW/567Pm+NnYu3cvbty4IZoGnJSU5HMBG084fuY2btzoNIq5LK7OZe7yKlX0xpCvHPtz5swZj8/BmZmZLoNd7gwaNMhpdOf8+fO9mobseM5v27aty7yGvrwPHZ8Lb0aCbdmyJajT8oL9fR0Kjq/HwYMHPU6/cfToUa9Gmgab47k7MzMTP/zwg8fbnz171qlolatzdyDPK8nJyU43EDZv3ow//vjDq/28//77Tm2ezLYIpObNmzu919asWePVPhzPo5U5hxw5Y3CNiGoMg8HgNAKofv36aN++vV/27+oC4I8//nAKZDzyyCOiu4ImkwlTp071aOTIggULsGfPngr31TFw9r///U80NSUxMdHl6Al3Hn74Yae2qVOnejzdZevWrU6jOxITE90GPidNmiRazs/Px+uvv+7R1IYTJ07g22+/FbUNHToUcXFxTus6TsFwN3rEnxyDA++9954oJ07btm3RokULj/YllUrx4IMPitrMZjOee+45jy/ovvnmG+zdu1fU1qpVK6eRmv7mGAQuKirCzJkzRet4OoIPAOrWrYshQ4aI2tLT0zF9+nSPqsMJgoBXX33V6YfvhAkTXAawvDF48GCnqZqLFy92SsDvzpkzZ1yOJLz//vtdrt+zZ080a9ZM1Pbll1/i0KFDHh1vxowZoqlWEokEd911l0fbuuMqWb8vd+y7d+8uei4LCgrwxRdfiAIxo0aNCujFo2OQIS8vz6tg6ZIlS5zaHEdelnD1vAXjPNWmTRvRstlsxqJFi8rdzmQyYdq0aV4FG2NiYpyCCgcOHMDXX3/t0faLFy92mj539913u1zXl3O+43Nx8uRJj6Z2Z2ZmupwCHGjB/r4ONsfXIycnxymfrCsajQavvvpqoLrlF6NGjXLKyThr1ixRHlJ3TCYT3nzzTdG5MCIiwuWN4UCfVx566CHRstVqxUsvvSS6eVaWL7/8Ejt37hS1NWrUCLfddpu/uuiTJk2aoGnTpqK2L7/80uO/Kzs722m6emWYVUGeY3CNiGqMTZs2OeVH8uePwYiICJd3bh0vlNq3b4+RI0eK2k6ePIn777/f7Y9bi8WCL774wim44KsBAwaIfqA5jngZMWKEx0ELoHgaU9++fUVteXl5uOuuu7B9+/Yyt125ciVeeOEFp1EIzzzzjNuS6oMHD3aaKrRt2zY8/fTTZY6eOHjwIB599FHRncWwsDA8/fTTLtd3rGrlOJU0EBxHbDneRfd0RGHp9R0vNi5evIg77rijzOlIVqsV8+fPd/memzJlSlCmozn+rRV9Ll544QWnPFubNm3CI488Umb10MLCQjz//PNOozujoqLw5JNPetUHV2QyGaZPny5qEwQBU6dOxZdffllmQu5t27Zh4sSJyM/PF7WPGTPGbUAGAF5++WXRa2g2m/Hwww87jUgrzWg04rXXXnO6STFhwgQ0aNDA7XaecJX/zJdk3RKJxOn8unz5ctFyoKuEDhw4EHXq1BG1/e9//8Nnn31WbiB3yZIlTqMju3Tp4nTBVsJVBUFfE/5747bbbnMKUM6bN8+pqnFpV69exSOPPOL1lE4AePLJJ52CCrNnz8ann35a5qikxYsX49133xW1NWvWzOk9UsLxnO9JviNXI3+ef/75MnOBHjx4EHfffTdu3LhR7v79Ldjf18Hm6vV4++23yxxReObMGdx7770+5W8NprCwMLzwwguitoKCAtx3331lTmctKCjAs88+6/Sd//jjj0OtVjutH+jzSo8ePdC/f39R2+XLl3H33XeLKj470ul0ePfdd/HRRx+J2iUSCd58882QjeQtzfHmb0FBAe6///5yn7/MzEw8/vjjTjfaK3rjioLL8ysnIqIqztWUUH8PIR89erTTEP1169bh5ZdfFo1u+cc//oEjR46I7jaeOHECI0eOxIgRI9CvXz+kpKRAq9Xi2LFjWLVqlehHfkxMjE85mUoolUoMHz4c3333ncvHHaepeWL27NkYM2YMMjIy7G35+fl48skn0alTJwwZMgQtWrRAbGwsioqKcOLECaxdu9ZltaeBAwfizjvvdHssmUyGjz76CKNHjxYFFbZv345BgwZh5MiR6NGjB5KTk2G1WnHx4kVs3rwZ27dvd7ooePHFF11WbATgdIF89uxZvPbaaxg7dizCw8ORk5ODW2+91a8/6JKSktCrVy+X06ZKXjdvKJVK/Otf/8LYsWNFP9oyMjJwzz33oGfPnhgwYACaNGmCqKgo5Ofn488//8Tq1atdBnvvv/9+r0Y1VkT//v0RGxvrFDgCgHbt2jmNvipPvXr1MHPmTKdg6q+//orBgwdj6NCh6N27N1JTU6FUKpGZmYkDBw5g9erVLvswa9Ysv03ZGDhwICZNmiQaVWmz2fDRRx/h+++/x4gRI9CpUyfEx8dDo9Hg7NmzWL9+vcsAaatWrfDGG2+UebzevXvjwQcfxFdffWVv0+l0ePbZZ9G5c2cMHz4czZo1Q1RUFPLy8vD7779jxYoVTsGA1NRUvPzyyxX864uTkCcmJopyd82bNw/R0dFo06YNLBYLZDIZ2rZtW+6+xo4di3nz5tmXS49obd++vWjqdSDI5XK8/vrreOqpp0TtJRX6RowYgQ4dOiAhIQEymQwFBQU4deoU1q9f71RcQqFQYNq0aW6PVbt2bae26dOn44UXXkDdunWh0WiQnJzs9wp6tWrVwu233y4KptlsNkydOhUrV67EqFGjUL9+fahUKly6dAk7d+7Ehg0b7IGwiIgINGzY0OOqvcnJyZg1a5ZTXq+5c+di3bp1GDlypP3zodPpcPz4caxZs8bp+0WpVOK9995zOTIHKD7nlx5lsmLFCtStWxfdunWDIAgwm81OI0n69euH+vXr49KlS/a2vLw8jBkzBiNHjkSvXr1Qt25dWK1WnDlzBhs3bhQFGJs3b47MzMwKfad7K5jf18HWrl07dO3aVRSkMRgMePDBBzFgwAAMHjwY9erVg1Qqxfnz57Ft2zZs27bNnrssMTER4eHhotezMrnrrrvwyy+/iG6EZGVlYeLEiejVqxcGDx6MRo0aITw8HFlZWdi/fz9Wrlzp9P5q164dHnnkEZfHCMZ5ZdasWRgzZgyuXLlib8vIyMC9996LXr16YdCgQfa/Izs7GwcOHMC6detcBqSfe+45p+nOoTJ+/HisWLFCdNP6r7/+wpgxY9CvXz/06tULjRo1glqthsFgQEZGBvbv348ff/zRKU3FgAEDKs3fRZ5hcI2IaoTLly873dVr0aKF29EAvurevTtq164tKjig1Wqxbt060d0ntVqNr776ChMnThT9uDWZTFi5cqXLQGCJ9u3bo1+/fvjkk08q1NexY8e6DK61b9/ep+clJiYG33zzDR5//HGnEV6HDx92SjzrTo8ePTB79uxy16tduzb+85//4MknnxRNcSwqKsJ3333nNnBY2sMPP+x26hzgejj+999/L5oSs2HDBjRu3LjcY3lj7NixLoNrJcEmb9WrVw9ff/01nnzySacfpnv27PF4qvGoUaP8EkjxlFKpxO233+5yupm3o9ZKDBw4ELNmzcIbb7whGhFmMpmwZs0aj/KjSKVSvPHGGxgwYIBPfXDnlVdegcVicUowfunSJcydO9ejfXTo0AH//ve/PZqqOmXKFGg0GqeRXYcOHfJoimhiYiIWLFjgt6qbXbp0EVX11Gg0oiBhx44dsWzZsnL3U79+fXTp0sVl4DHQo9ZK9O/fH4899hjmz58var98+TK++OILj/YhlUrx1ltvlZm6oEGDBk5ByXPnzmHy5Mn25cceewxTpkzx8i8o35QpU7B7926nKrH79u0rc1qkQqHAxx9/jDVr1ngcXAOKi+zMmDED//znP0UjAC9duoTPP/+83O3lcjk++eSTMp/Pzp07i76rzGazKLdTYmKi0/lSqVTi9ddfxxNPPCFKLm+xWLBq1aoyixalpKTgiy++CProlGB/Xwfba6+9hrvuuks0/VgQBGzZssVe5MSVqKgozJs3D++8806lDa4BxYEpk8mEHTt2iNp3797tUf68pk2bYv78+W5nKATjvBIdHY0FCxa4fA96+ncAxaMm/TGC3F9Kbv7ed999okC92WzGpk2byhwdXlrr1q39NluFgif0YyeJiIJg1apVTiOWApH41NWUJMA5mTJQPOLj+++/R8+ePT3ef6dOnTB37ly3d9290bZtWzRv3typ3degBVAcxFm2bBluv/12r6cNyuVyPPTQQ/jyyy89zmHVvn17LFu2zGmKaHnCw8Px9ttvlxso6tOnT7mvz+nTp706tif69u3rMohWkdembdu2Xr/fSoSFhWHKlCmYPXu2V9OF/cHV36xSqSo0pXvMmDFYsGCBT0HRlJQUzJs3D/fcc4/Px3dHLpfjzTffxFtvveVyWk552z722GNYuHChx1U75XI53nnnHUyfPt0pX2R5unXrhu+//97tqE9fvPDCC2VOLTtz5ozHSexdBdF8GflZEVOmTMG0adMQFhbm9ba1atXCvHnzyh1FLJVK8corr5S5TiDOUUDxZ+Gbb77x6j2QkJCA//znPz7nRpowYQL+85//OOUoLE9qaiq+/fZbp6lojh599FEkJia6fTwrK8tl6oE+ffrgww8/9Cr/Yps2bbB48WK/jyr0VLC/r4OpdevWmD9/vttCIK7Ur18fixYtcqrIWRlFRERg7ty5ePTRR50q0JdnyJAhWLx4cZnfE8E6r5S8B4cPH+71e7BOnTqYP3++27QeoVS/fn1899136Nixo0/bjxgxAgsXLnSapk6VH4NrRFTt2Ww2l9WUhg0bFpDjjR492qnt5MmTTgmVASA+Ph7/+9//MHfu3DIDRCkpKXj++eexaNEilxXOfOV44VbRoAVQfOf3ww8/xA8//IDbb7+93JFWarUad955J3744Qe88sorXgcO69atiyVLluCLL75AWlpamT80o6KiMHHiRKxfv97jaSyff/45xo4d63bqp7eVNz2hVCoxYsQIUZs/KhwmJyfjf//7HxYtWoT+/fuXe1GUkJCAhx56COvXr8djjz0WlDxrjtq0aYOWLVuK2vr37+918MlR165d8eOPP2L27Nno0qVLuUHDJk2aYNq0aVi/fn3Akybfdddd2Lp1K5566imnypOOEhMTMWnSJGzevBlTpkyBSqXy+ngPPPAAtm7digceeAApKSllrtuhQwd8/PHH+Oabb8pd11sNGzbE4sWL3U7b1Ol0Ho8mGTp0qFOgrl+/fhV+33jrwQcfxI8//oj777/fowv9pk2b4uWXX8bmzZs9fp+NGDECH3zwgdtzbSDOUSVatGiBdevWYerUqWUGq2NiYvDQQw9hw4YNFZ7m1KNHD2zcuBHTp08vt7hLybTldevWeZQYPC4uDkuWLHGqSF2au+dz2LBh2LBhAyZOnFjmdPH69evjH//4B5YvX+51kNDfgv19HUzdu3fH+vXr8cQTT5T5PCcmJuL555/HunXrnL5rKjOZTIaXXnoJGzZswPjx410WZSohlUrRo0cP/O9//8O//vUvj86DwTqvREVF4aOPPsLKlSsxdOjQckdCt23bFm+99RY2bdqEPn36+KUPgVCvXj0sXboUc+bMQVpaWrnpQ8LDwzFs2DAsW7YMH3zwgctceFT5SQRv6lgTEVFAXb9+HX/88QeuXbsGs9mMxMRE1KtXD507d64UiVp9YbPZcPz4cVy6dAl5eXkoKipCeHg4YmNj0bJlSzRr1kyUwL+iNBoNDh8+jMzMTOTm5kIqlSIuLg7NmjVDmzZtfD7W9evXcfDgQftrExkZiZSUFLRu3TpkIw8qymw2488//8TVq1eRm5sLnU6HyMhIxMfHo1WrVmjcuHFIAmqhUPK+ycrKQl5eHiwWC9RqNZKTk9GuXTskJyeHrG+XL1/GyZMnkZOTg4KCAiiVSiQkJNg/P/4+N5w5cwbnzp1Dbm4uNBoNoqKikJSUhM6dO/stx1xZBEHAn3/+iZMnTyIvLw9SqRQxMTGoV68eOnXq5PEou8GDB4vyWs6fPz+kF2OCIODSpUs4deoUsrOzodVqYbVaERkZidTUVLRp06ZCAUuDwYCDBw/iwoUL0Gg0UCqViI+PR4MGDYJWce7ChQs4efIksrKyYDAYEBMTg2bNmqFDhw5ej7DxVGZmJo4ePYrs7Gzk5+cjLCwMCQkJaNeuXbnB6bKcOnUKR48eRU5ODoDiIEDdunXRsWPHcoMTNpsNR44cQXp6OrKysiAIApKSktCqVSuPqz2HQrC/r4Pp5MmTOHv2LLKysmCxWBAfH48WLVqgbdu2Vfb3VWklr116ejpycnKg1+sRHR2NOnXqoHPnzj6Pggr2ecViseDo0aO4fPkycnNzodfroVarUbduXbRp08avN5iDSaPR4NSpU7h48SI0Gg10Oh0UCgUSEhLQqFEjtGnTplIHq8kzDK4RERERUbVy4sQJ0dTQpKQk/Pzzz1U2MEBERESVW9UP0xMRERERleJYmGLs2LEMrBEREVHAMLhGRERERNWGyWTC2rVr7ctSqRQTJkwIYY+IiIioumNwjYiIiIiqjeXLl4sqOvbp0wd169YNYY+IiIioumNwjYiIiIiqhR07duD9998XtT300EMh6g0RERHVFGXXnSciIiIiqoRmzJgBjUaDpKQk6HQ6HDt2DIcPHxat06NHD3Tr1i1EPSQiIqKagsE1IiIiIqpyLBYLVq9e7fbxiIgI/OMf/whij4iIiKim4rRQIiIiIqpyysqjJpfLMWfOHDRq1CiIPSIiIqKaisE1IiIiIqpy3AXXGjdujG+++QYDBgwIco+IiIioppIIgiCEuhNERERERN6w2Ww4efIkjh8/jpycHERGRqJt27bo1KkTJBJJqLtHRERENQiDa0RERERERERERD7itFAiIiIiIiIiIiIfMbhGRERERERERETkI3moO0BU05lMJpw5c8apPT4+HjKZLAQ9IiIiIiIiIqp+rFYrcnNzndqbN28OpVLp834ZXCMKsTNnzmDcuHGh7gYRERERERFRjbRy5Uq0bdvW5+05LZSIiIiIiIiIiMhHDK4RERERERERERH5iME1IiIiIiIiIiIiHzG4RkRERERERERE5CMWNCAKsfj4eJftK1euRGJiYpB7Q0RERERERFQ9ZWVluSwo6O663FMMrhGFmEwmc9memJiI5OTkIPeGiIiIiIiIqGZxd13uKU4LJSIiIiIiIiIi8hGDa0RERERERERERD5icI2IiIiIiIiIiMhHDK4RERERERERERH5iME1IiIiIiIiIiIiHzG4RkRERERERERE5CMG14iIiIiIiIiIiHzE4BoREREREREREZGPGFwjIiIiIiIiIiLyEYNrREREREREREREPmJwjYiIiIiIiIiIyEcMrhEREREREREREfmIwTUiIiIiIiIiIiIfMbhGRERERERERETkIwbXiIiIiIiIiIiIfCQPdQeIKPQEQYDNZoMgCKHuChF5SCKRQCqVQiKRhLorREREREQ1GoNrRDWQIAjQ6XQoLCyERqOBxWIJdZeIyEdyuRxqtRrR0dGIiIhgsI2IiIiIKMgYXCOqQQRBwI0bN1BQUACr1Rrq7hCRH1gsFuTn5yM/Px8ymQwxMTFISkpikI2IiIiIKEgYXCOqIQRBwNWrV1FYWBjqrhBRgFitVuTm5sJisaBOnToMsBERERERBQELGhDVAAysEdUshYWFuHr1KvMoEhEREREFAUeuEdUAN27ccBlYCwsLQ1RUFCIjIyGXyznKhagKEQQBFosFWq0WRUVFMBgMoscLCwshl8uRnJwcoh4SEREREdUMDK4RVXOCIKCgoEDUJpFIULduXajV6hD1ioj8QaFQIDw8HLVq1YJGo8GVK1dEo9UKCgqYf42IiIiIKMA4LZSomtPpdE7FCxhYI6p+1Go16tatK2qzWq3Q6XQh6hERERERUc3A4BpRNec4HTQsLIyBNaJqSq1WIywsTNTGXItERERERIHF4BpRNafRaETLUVFRIeoJEQWD42fc8RxARERERET+xeAaUTVWkvC8tMjIyBD1hoiCwfEzbrFYWDWUiIiIiCiAGFwjqsZsNptTm1zOOiZE1ZlMJnNqc3UuICIiIiIi/2BwjagaczVahVUDiao3qdT5q50j14iIiIiIAofBNSIiIiIiIiIiIh9xfhgRERERERFVSYIgwGy1wWS1wWwRiv9vtcFsudlmFSCVSBCpkiFSJUekSo5whXMKBSKiimBwjYiIiIiIiCo9s9WKHK0ZBpPVHkSzWG3wJPuByWJFntYEAJBJJYhUyRGhkkOtkiFCIYdUytQpROQ7BteIiIiIiIio0tIYzcjRmJCvN0FwUaNHAGCzCbAJgE0QYLUJsAkCbDbAKgiQSgCFTAqFTAq5TAKrTUCh3oxCvRkAIJEC4Qo51EoZ1GEKRIcrgvsHElGVx+AaERERERERVSpWm4B8nQnZGiP0Jqu93WwVYLLY7AE0qyCUO3LNiuJRb8X/Kh65prwZaFPIpJDaAJ3RAp3RghtFRkSq5EiNC0eEkpfLROQZni2IiIiIiIioUjCarcjRGJGjNcFqK46aCQCMZhv0Zqu9rSKsNgF6mxUoHrgmGtmmUkihNVpwNrMICWoVUqLDIJexDiARlY3BNSIiIiIiIgqpQr0Z2Rojigxm+0g0qwAYTFYYzFZUPKTmnk0AjBYbjBYbdCYgUiWHSi5FdpER+TozUmLCkBCphETCvGxE5BqDa0RERERERBR0FqsNedrioJrR8vfUT5PVBoOpuNpnsNkEoMhggUEmgVolB2DDlVwdcjUmpMaFI1LFS2gicsYzAxEREREREQWNIAjI1phwvUD/99RPATBYrNCbrPDDzM8KM1sF5OnMCFNIEamSQ2cqnioaH6lC7dgwKDhVlIhK4RmBiIjopmnTpqFFixb2/1atWuVyvf3794vWmzhxYpB7SkREVDUV6s04fb0IGXk6WG3FlT01RgtytCZojZUjsFaawWxDrtYEg7l4FF2u1ohT1wqRVWSEUF4lBSKqMThyjYiIiIiIiALKaLYiI1+PQn1xFQGbAOhMFnvQqjITBEBjtMBglkAdVnwJnZGnQ67WiEa1IqGUy0LcQyIKNQbXiIiIiIiIKCAsVhsyCw3I1hoh3Iyj6c1W6IyBLVIQCBabgPySqaJKOfQmK87d0KJxYiTCFAywEdVkDK4RERERERGRX5XkVcssNMByszCByWKDxmipdFM/vWUw22CymBATroDJYsW5Gxo0qhXJYgdENRg//UREREREROQ3RQYzMvL1MJiKK4CW5FUzW6t4VK0UmwDk68yIiVAAsOF8lgYNEyIRHa4IddeIKAQYXCMiIvJSWloaTp8+HepuEBERVSpGsxVX8/UouJlXTRAAbRXJq+YLAUCBzoyocAWUAP7K0aBeXATiI1Wh7hoRBRmDa0REREREROQz6828alnVIK+atwQUV0CNCpNDJZfiUo4OViuQGM0AG1FNwuAaERERERER+URnsiA9WwejpXgKqMlqg9ZghVWo7mE1sSKDBTaVDOEKGTLydTBbragTFxHqbhFRkDC4RkRE1Z7FYsHRo0dx+vRpFBQUIDIyEikpKejWrRuio6ND0iej0YidO3fi4sWLiIiIQNu2bdGhQwdIJJKQ9IeIiMhbORojMvL1sNkE2ITiXGvVKa+at7RGK2w2IFIlw40iI8w2AfXjI/jdTlQDMLhGRERee/HFF/HTTz+J2j744AOMGDGi3G0PHjyISZMmwWq12tsmTpyI119/3e/9LCgowH//+198//33yM3NdXpcqVRi8ODBmDp1KpKTkz3e7/79+zFp0iT7crdu3bBw4UKn9a5cuYL+/fvbl6dMmYLHHnsMu3btwvTp05GdnS1aPzU1FS+99BKGDRvmcV+IiIiCzWYTcCVPj1ytEUDxaLUivaXaTwH1hN5shU0QEBUmR57WBItNQMOESMikDLARVWfSUHeAiIiqnrfffht169YVtb3zzju4ceNGmdvl5eVhypQposBau3bt8PLLL/u9j7/++iuGDRuG+fPnuwysAYDJZMK6detw++23Y+/evX7vgyuHDx/G5MmTnQJrAJCRkYErV64EpR9ERES+MJqtOHujyB5Y05msKGRgTcRosdmfkyK9GeezNLBYq2dRByIqxpFrROQxg9mKrCJjqLtRoyRGqRCmkIW6G07UajU++ugj3HPPPbBYLACKR4m9/vrrmD9/vtvtpk+fjuvXr9uXY2Ji8Mknn0CpVPq1fzt37sTkyZNhNptF7QqFAvXr10dYWBgyMjKQn58PACgsLMTkyZPRsGFDv/bDkU6nw5QpU2AymVw+LpPJMHr06ID2gYiIyFeFejPSc7SwchpouUxWGwp0ZsSEK6AzWnAhW4smiWqOYCOqphhcI6Jy6U1WTP3+CLacyITRwrtuwaSSSzGwdTLmjO+AcGXlCrJ16NABzz77LD766CN7286dO7FixQpMmDDBaf1vvvkGO3bssC9LJBLMnDnTaQRcRWVkZODFF18UBdbUajWeeeYZjBs3DlFRUQAAm82G3377DXPmzMHRo0eh1+tx8uRJv/bF0ZIlS+wBvYiICPTr1w8pKSm4evUq9u7di86dOyMpKSmgfSAiIvKWIAi4XmhAZoEBAGCxCSjUm2FjXK1MFpuAfP3fAbaLOVo0SoiElAE2omqHwTUiKtfU74/gxz+vhbobNZLRYrM/95/f0znEvXH26KOP4tdff8Wvv/5qb5s1axZ69OiB1NRUe9vx48cxZ84c0bYPPvigKB+Zv8yePRsajca+XKtWLXz99ddo3ry5aD2pVIq0tDQsW7YMr7zyCtatW+f3vjgqCax17twZc+fORXx8vP0xvV6PvLy8gPeBiIjIG2arDZdydSjSF9+00ptt0BotIe5V1WG9GYiMiVCgSG/GpVwdGiSwyAFRdcOca0RUJoPZii0nMkPdjRpvy4lMGMzW8lcMMqlUivfffx9xcXH2No1Gg9dee82+rNVqnUaSde7cGVOmTPF7f9LT07F582ZR28yZM50Ca6XJZDLMmjULbdq08Xt/XImJicGXX34pCqwBQHh4OOrUqROUPhAREXlCa7TgbKYGRXpzcf4wg4WBNR+UjPQTAOTrTMjI14e6S0TkZwyuERFRhSQlJWHWrFmitl9//RXLli0DALz11lu4ePGi/bG4uDh8/PHHkMv9P3h63bp1EIS/56ikpaWhd+/e5W4nl8sxbdo0v/fHlfHjxyM6OjooxyIiIvJVVpER57KKYLJYYbUJyNeZmR6kAsxWAUWG4sBkdpER1woYYCOqThhcI6IyhSlkGNg6OdTdqPEGtk6ulIUNStx2222YOHGiqG3OnDlYsGAB1qxZY2+TSCSYM2cOUlJSAtKPPXv2iJZHjhzp8bbdunVD/fr1/d0lJ2lpaQE/BhERka+sNgHpOVpk5Okg2ACTxYZ8nRlWJlirMJPFBs3NkX+ZBQYWCiOqRhhcI6JyzRnfAbe3rw2VnKeMYFPJpbi9fW3MGd8h1F0p18svv4xWrVrZl4uKijBz5kzROk888QR69eoVkONbrVYcO3ZM1NaxY0ev9tG1a1c/9si1Dh0q/2tJREQ1k9FsxdkbRcjTFle11hqtKDRYwLCa/xjMNuhMxak+MvJ09ueaiKo2FjQgonKFK2X4/J7OMJitvMMWZIlRqko9Yq00pVKJjz76COPGjYNOp3N6PC0tDc8880yZ+5g2bRpWr17t8TG7deuGhQsXAgCuXbsmyusmlUrRqFEjj/cFAC1atPBqfW8pFArExsYG9BhERES+KDKYcTFbC6tNgE0oXjZbGVYLBJ3JCokECFfIcClPC5lUguhwRai7RUQVwOAaEXksTCFDvfiIUHeDKrHGjRvjtddeExU0AIDY2Fh8+OGHkMkCFyjMzc0VLUdGRnp9PMciA/7GwBoREVVGhXozLuZoYbMJN3ODmcFZoIGlNVohlUigkktxMUeLJolqRKp4eU5UVXGOFxER+ZWrAFJhYSH++uuvgB7XZBJPqwgLC/N6H2q12l/dcUmpVAZ0/0RERN4q1JvxV44GNpsAk8WGAj0Da8FSZLDAZLXBZhNwIUsDfSWsDE9EnmFwjYiI/Ob69etOo9YAwGazYerUqcjPzw/YsVUqlWjZ1dTU8lgsFn91h4iIqNIr0BUH1koKFxQa+D0YbIV6C8xWAdabATaThQE2oqqI406JiMgvXAXQJBIJBKH49ndJ4G3u3Llu9zFr1izMmjXLp+M7TunU6XQwmUxejRYrKiry6dhERERVTYHOjIu5xYE1o8WGIgbWQqZQb0ZshAKw2JCeo0PTJDUkEkmou0VEXuDINSIi8osvvvgCBw4csC9HRUVh3rx5UCj+TtC7detWLF68OCDHr127tmgqqCAIOHPmjFf7uHDhgr+7RUREVOnk60wMrFUiAoACvRkCAK3RghssIEZU5TC4RkREFXbo0CF88cUXorbXX38dffv2xeTJk0Xts2fP9jro5QmpVIr27duL2n777Tev9nHkyBF/domIiKjSydeZkJ6rZWCtkrEJgObma3G9UA+dia8LUVXC4BoREVVIYWEhXnrpJVitf+cIGThwIEaPHg0AeOyxx0RBL4PBgClTpsBo9P9d2f79+4uWV65caZ+WWp7Lly/j4MGDfu8TERFRZZGnMyE9h4G1ysposcFosUGwAZdydLCxsgRRlcHgGhERVcgbb7yBjIwM+3JCQgLefvtt+7JMJsPs2bNFUzbPnDmDmTNn+r0vo0aNEhU2OHv2LL777juPtn3//fc9DsQRERFVNXlaEy7laCEIDKxVZhqDBTYBMJituFqgD3V3iMhDDK4REZHPli9fjo0bN4ra3n77bafiAo0bN8aLL74oaluyZAm2bt3q1/7ExcXhgQceELXNnj0b27ZtK3O7zz//HJs3b/ZrX4iIiCqLPK0Jl3KLA2sGMwNrlZkAoMhgBgBkFxlRqDeHtkNE5BEG14iIyCfnz5/He++9J2obO3YsBgwY4HL9SZMmIS0tTdT22muv4fr1637t15NPPolmzZrZl00mE5555hnMmDED165dE6176tQpPPnkk/jss8/82gciIqLKIldrFAXWNEYG1io7s1WA3mwDAFzO08FitYW4R0RUHgbXiIjIayaTCS+++CL0+r+nK9SpUwevvfaa220kEglmzpyJyMhIe1t+fj6mTp0Km81/PxrDw8PxxRdfICUlxd5mtVqxcOFC9O3bF4MGDcL48ePRu3dvjBo1Ctu3bwcAyOVyjBs3zm/9ICIiCrUcjRGXc3UMrFVBWqMFVpsAs8WGK3mcHkpU2TG4RkREXnv//fdx6tQp+3JJ4EytVpe5XWpqKl599VVR24EDBzBv3jy/9q9+/fpYsmQJOnbsKGoXBAHp6ek4evQoMjMz7e0KhQLvvPOO08g6IiKiqqp0YE3PwFqVVHhz+m6+zoRcrf8LQRGR/zC4RkREXvn555+xcOFCUdukSZPQvXt3j7YfP348+vbtK2qbO3cuDh065Lc+AsUj6RYvXowZM2agcePGLteRSCTo1q0bVqxYgbFjx/r1+ERERKGSfTOwBgB6sxVaBtaqJKtNgNZUXI39Sp4eJou1nC2IKFQkAkujEYVUZmYmevfu7dS+a9cuJCcnV2jfFosFZ8+eFbU1a9YMcrm8QvslqorOnj2Lo0ePIjs7GwqFAklJSejYsSNSU1ND3TW/4ueeiKhmyyoyIiOvdGCNAZmqLiZcAYVMgkiVHE2T1JBIJKHuElGVFajrb/7SrgaOHTuGH374AYcOHUJGRgY0Gg2USiVSU1PRoUMHDBs2DLfeemtAjj1t2jSsXr3ar/scM2YMZs2a5fbxWbNm4euvv/Z5/40aNXKqbkhE1V+zZs1EhQ6IiIiqG1FgzWS1j3qiqq3IYEZcpBJaowU3ioxIjg4LdZeIyAGDa1XYjRs38Oabb9qTcZdWMnLh7Nmz+P7779GtWzfMmjWrWozQOHnyZKi7QERERERUqeRo/g6s6UxW6BhYqzZsAqAxWBAVJsf1Qj2iwuSIUPJSnqgyYc61Kur8+fOYMGGCy8CaKwcOHMDIkSP9ntMoEMpLiF46iToRERERUU2nMZhxJf/vEWsMrFU/RosNJosNgg24lKMDszsRVS4Md1dBeXl5ePTRR3H9+nV7m0wmw8CBA9GrVy/UqlUL2dnZ2LVrF7Zt2waLpTiBqUajwVNPPYUVK1agXr16funLI488gpEjR/q0rdVqxZtvvomMjAx7W/PmzfH888+73SYjIwP5+fn25U6dOuHZZ5/16rjh4eHedpWIiIiIqFIymq24mKODYCsOwHAqaPVVZLAgLlIJg9mKbI0JiVGqUHeJiG5icK0Kevvtt0UBqcTERMydOxcdOnQQrTd+/Hj8+eefeO6553D16lUAxYG5V1991anSn6+aNm2Kpk2b+rTtzJkzRX9HXFwcvvzyyzJHrjlOCe3atSt69Ojh0/GJiIiIiKoyi9WGC9laWKw2WGwCigysClqdCQB0JgvUKjkyCw2Ij1BAJuNkNKLKgJ/EKuaPP/7A+vXr7csKhQLz5893CqyVaN++Pb766ivExsba2w4cOICff/45wD0t24YNG7BgwQL7skQiwfvvv486deqUud2JEydEy61btw5E94iIiIiIKjVBEHAxRwej2QqbABTozaHuEgWBwWyD1SbAYrUhs8gQ6u4Q0U0MrlUxpQNSADBx4sRyA0yNGjXC1KlTRW1ffvmlv7vmsWvXruHNN98UtT388MMuy+E6cgyutWzZ0q99IyIiIiKqCq7k6aExmCGgOLDGFFw1h9ZYPPU3S2OEycJpwESVAYNrVYhGo8HWrVtFbffcc49H244aNQpxcXH25cOHD+PatWt+7Z+nXn31VRQUFNiXmzRpgueee86jbUtPC42IiEDDhg393T0iIiIiokotq9CIHI0RAFCkt8BqY2StJjFZbTBbBQg24FoBR68RVQYMrlUh+/btg9n893DvVq1aeVyYQKFQiEaGCYKAjRs3+r2P5Vm9ejV++eUX+7JUKsW7774LpVJZ7ra5ubmiIg7NmzeHVMq3MBERERHVHAU6M64WFFcG1RqtMFltIe5R4AmCgAK9GRdztLiQrYHWyNxympvPQZ7WxOeDqBJgQYMq5NChQ6LlLl26eLV9586dsWbNGvvygQMH8OCDD/qlb54oKCjArFmzRG0TJkxAp06dPNresZhBq1at/NY3IiIiIqLKTmeyID1XC0Eozr2lN1f9KYGCIEBvtiJXa0Ku1oQ8nRk5WiPytObiNp0JeVoTLA6j8xKjVGgQH4GGCZFokBCBBgkRiFDWnMtbq02A0WKDSi7FtQI9miZFhbpLRDVazTn7VANnzpwRLTdv3tyr7R2rep46darCffLG559/jvz8fPtydHQ0nn/+eY+3d8y35hhcu379Om7cuAGz2YyEhATUrl0bKhXLUxMRERFR1We2WnExWwebTYDZKthHLlU1RrMVv1/Kw+HL+bheYECu1gSjxfvRd1lFRmQVGXEwPc/elhSlQoOEvwNu9eOrd8BNa7RAKVdCY7AgX2dCbET5s4GIKDCq75mmGrp06ZJouX79+l5tX7duXdHy9evXYTKZPJqSWVHp6elYsmSJqG3y5MmIj4/3eB+uRq6dOnUKS5cuxdatW5GVlSV6XKVS4ZZbbsGYMWMwfPhwSCQS3/8AIiIiIqIQsdoE/JWlg8lihdUmoLCKVQYVBAHnbmiw93wODqbnwmAOzFTWG0VG3Cgy4reLfwfckqNUaFU7GgNaJSMlJiwgxw0VmwDoTVZEKGW4lm9AdJgCUimveYhCgcG1KsQxeJSUlOTV9gkJCZBIJBBulhKy2WzIyclB7dq1/dZHdz799FNRvrg6dep4XIyhhOPItS+//BLbtm2z/z2OjEYj9uzZgz179uA///kPPvzwQ6fRe0REREREld3lXB10JgsE4WZl0FB3yEO5WhN+vZCDX85lI7PIGJI+ZBYZkVmUhV1ns9CneSJGdqiDqDBFSPoSCHqTFWEKGYwWK3K0JiRGceYOUSgwG3wVodfrodPpRG3R0dFe7UOhUCA8PFzUVrpqZ6BcuHAB69evF7U99dRTXo2Y0+l0SE9PF7Vt3brVbWDN0alTp3DHHXdg9+7dHh+TiIiIiCjUrubrka8zQQBQaDCjshcGNVttOPBXLj7eegavrPoTqw9nhCywVppNAHaczsL01Ufx09FrMFqqfr46ABBQnIsPADILDbDUgAIXRJURR65VEXq93qktIiLC6/1ERESIgnSOAbtA+Pe//w2b7e+TfN26dTFmzBiv9nHq1CnRPkokJCRg/PjxGDRoEFJTUxEREYEbN27g999/x9KlS3H48GH7ulqtFs8++yyWLFmCli1b+v4HEREREREFQZ7WhBuFBgCAxmCB2Vo5I2uCIOBijg57z2XjwMVc6EyVN3BlMNuw+nAGfj59A6M7peL/GidAWsXTxxjMNoQrBAA23Cg0oE6c99eJRFQxDK5VEaWnVJZQKLwfziyTyUTLFktgE6FmZWU5jVq7//77IZd799ZzzLcGAIMHD8Y777yDmJgYUXu9evVQr149jB49GkuWLMG7775rf/50Oh2ee+45/PTTT173gYiIiIgoWDRGMy7laQEAOpPVp6T/gaYzWbD7bDb2ns/G1XxDhfcnkQCx4QrERSgRH/n3f6WXrTYB6TlaXMzR2f/vS3GHPJ0ZX++9iK0nMjGhSz20ruPdrKDKRmO0ICZcgSytEQlqFVQKWfkbEZHfMLpQRVitznd/pFLvZ/U6BtdcjQbzp6VLl4oCg9HR0Rg/frzX+5FKpWjdujUyMjJQUFCAQYMG4V//+le5RQruvvtuyGQyvPHGG/a2ixcvYtWqVbjjjju87gcRERERUaAZzcWVQQUbYLTYKt1IMEEQsO9CLpb/fhlFBt9u1qtVcqQ1ikfjxEjE3wyexUQoIPfgGic+UolO9ePsfcnVmoqDbblapGfrkJ7recDtcp4eH209g7Z1ojGhSz2kxoWXv1ElZLYKMFkFKCHBtQIDGtaKDHWXiGoUBteqCFejrKxWq9ejrxxHwAWyUqjNZsOKFStEbePGjfNpOuvdd9+Nu+++GwBQVFQElUrlcfXPO+64Az/++CP2799vb1uxYgWDa0RERERU6VitNvyVrYXFaoPFJvgcvAqU6wUGLNqfjlPXi7zeVioB2qXGoEeTWuhQNwZyWcVTgEskEiSoVUhQq9Clwd8BtxytCaeuFWHdn1eRozWVu59jVwtx/Npx3NqkFkZ3rIPYiMBdJwWK1miBMkKBfJ0JWqMKkSpe7hMFCz9tVURYmHPZaJPJBJXKu2owwQyu7du3D5mZmaK2cePGVXi/UVFRXm8zceJEUXDt2LFjyMvLQ1xcXIX7Q0RERETkD4Ig4GKuDgazFTYBKNQ7p4YJFbPVhvVHr2HDseuweFlVoU5MGG5tWgvdGycgJjzwlTolEglqqVXo2UyFtMbx2HbyBn46eg16c9kjAAUB2HMuG79dzMVDtzayB+uqCqtNgMFsQ5hCiqv5ejRL9v66iYh8w+BaFREVFQWZTCaaHqrRaLwONGm1WtGytxVHvbF27VrRcvv27dGsWbOAHa8saWlpomWbzYbz58+ja9euIekPEREREZGjjHw9ivRmCAAK9JWnMujJa4VYtC/dq6qfEUoZujWMR4+mCWiUEOnxrBN/U8ikGNI2BT2b1sKPR69ix+ksWMt5Yo0WG/698zzu694AfZonBqmn/qEzWaBSKKE1WlCoNyM6CMFMImJwrcqQSCSIi4tDdna2vS03Nxe1a9f2eB+FhYVOI9dq1arltz6WZrVasX37dlHbiBEjAnIsT0RHRyMqKgpFRX8PX8/NzQ1Zf4iIiIiISssqMiL7ZvCqSG8pNwAUDIV6M5YdvIz9f3n2u1kCoHXtaNzatBY61Y+Fwg/TPv1FHSbHXbfUR98WSVh1OAO/p+eVub4AYOG+dBQZzBjernbIgoPesgmAwWxFuEKGLI2RwTWiIGFwrQqpV6+eKLiWmZmJNm3aeLy94xTNmJgYn/KfeeL3339HQUGBqG3AgAEBOZanwsPDRcG1QFdKJSIiIiLyRKHejKv5OgCA1miFyRrayqA2QcDus9lYeeiKR8UUZFIJBrZKRr+WSYiPrNy5ypKjw/BknyY4d0ODFb9fxvksbZnr//DHVRQZLLjzlnqQVpEAm95UHFwr0puhM1kQoeRlP1Gg8VNWhTRq1AiHDx+2L1+8eNGr7dPT00XLTZs29Ue3XNq5c6douU2bNqhTp07AjueJwsJC0XJsbGxoOkJEREREdJPJYsWlXB0EATCYbeXmBQu0K3k6LNyXXm7QqUTzZDXuS2uAOrFVq8pm0yQ1pg1piUOX8rHy0BXcKGPK67ZTN6AxWvDgrQ09qmYaajaheGqrSi5FVpERDRJ42U8UaPyUVSHt2rXDqlWr7MvHjx/3avujR4+Kllu3bu2Xfrly4MAB0fKtt97q877OnTuHRYsWITc3F7m5udDpdPj+++8h9eKL7erVqzAYDKK2evXq+dwnIiIiIqKKEgQB6Tk6e2VQjTF0MyuMZivW/nkVW05kepTrTa2SY0LXuujROKHKTJl0JJFI0KVBHDrUjcG6P6/hp6PX3K67/69caE0WPNm7CVQKWRB76RudyQqVXIp8nQkp0WFVos9EVRmDa1WIY1L+/fv3QxAEj7/MfvnlF9Fyjx49/Na30vR6PU6cOCFq69y5s8/7s1qtWLJkiajtzJkzaNmypcf72Lt3r2g5JSWFwTUiIiIiCqlr+XpojRYIIa4MeuRKPhbvv4Qcrcmj9Xs2rYXxnetCHVY9LiflMinGdEpFbLgCiw9cgrvY4rGMQny09Qye6dcMalXl/tutNgEmqwClTIIsjRF14wKTDoiIilX+Ma1k16RJEzRs2NC+nJWVhT179ni07YULF0Qj1yIjI9G9e3d/dxFA8Qi50vnMJBIJOnXq5PP+GjduDLVaLWpbs2aNx9sLgoCFCxeK2gYOHOhzf4iIiIiIKipfZ7JPRSwyWEJSGdRkseG/ey7gs+3nPAqs1Y4Jw8uDW+CBHg2rTWCttL4tk/Bor8aQSd0PXjifpcX7m04hT+dZIDKU9Kbia7JcrQmWEOfxI6ruGFyrYiZMmCBa/vjjj2EylX9inzNnDgTh72/skSNHBqyYwcmTJ0XLjRs3rlB+M4VCgWHDhonali5dimvX3A/bLu2///0vTp8+bV+WSqW4//77fe4PEREREVFFGM1WXM4tLmCgN4emgEGB3ow5m09j34XyK4EqZBKM6ZSKN29vjebJUUHoXeh0axSPZ/s1hUru/lL5ar4BszacwvVCg9t1KgOzVYDFJsBmE5Dt4ahEIvINg2tVzF133YW4uDj78vHjxzF9+nRYre4Tn37wwQfYvn27fVmlUuHRRx91u/6qVavQokUL0X/79+/3uI+lA1kAvKpo6s4DDzwAheLvMtI6nQ5PPfUU8vLKLqH9/fff45NPPnHaF6eEEhEREVEo2GzFedasNgFmqwCtMfgFDC7n6fDuTyfxV3b5RQva1InGWyPbYHi72pDLasblY5s6MZgysDkile7zlOVoTZi98RTSczwr/BAq+pvVXrOLjLCFYngkUQ1RM86O1YharcbLL78savvxxx9x77334o8//hC1nzt3Dk899RT+85//iNonT56M1NTUgPXx8uXLomV/VAlt0qQJHn/8cVHbiRMnMGbMGKxduxZGo7i6z8mTJ/H888/jtddeE01RbdWqFZ5//vkK94eIiIiIyBdXC/TQmYqngRYZgp9n7c8r+Zi14RRyy5nWGBOuwOO9G+P5/s2QFBUWpN5VHo0T1XhlSEvERSjcrlNksGDO5tM4k1kUxJ55x2ixwSYAFqut3NeciHxX/SbK1wBjx47FyZMn8e2339rbDh8+jDvvvBOJiYlITk5GXl4eMjIynLYdNGgQHnvssYD2z/G4/giuAcDTTz+NjIwMrF692t527do1TJ06Fa+//joaNmwIuVyOzMxMZGdnO23fsmVLfPXVV1CpVH7pDxERERGRN/J0JmTb86yZg5pnTRAEbDt1A8sOXoZQxnElAG5rkYgxnVIRoazZl4t1YsMxbUhLfLz1rNspoAazDZ9tP4fXhrVCSkzlDELqTBaoVXJkFRqREKmsstVdiSozjlyrol577TU88cQTkErFL2FWVhaOHTvmMrA2btw4fPzxxwE/mTpO1axdu7Zf9iuRSPDee+/hhRdegFwu/qI3Go04ffo0jh8/7jKwNnToUHzzzTeIj4/3S1+IiIiIiLxROs+azmSF2Rq8yJrFZsOi/Zew9LeyA2txEQpMG9oS96Y1qPGBtRIJahVeGdICDRPc56vWm634fMc56EwWt+uEksFsgyAARosVBSGsSktUnTG4VoW98MILWLlyJfr06SPKR+aoU6dOmD9/Pt577z2noFQgGAziuzr+GrkGFBcjeOKJJ7B27VqMHz++zKIMSqUSffr0wYIFC/DJJ59UqKgCEdUM06ZNE+WbXLVqlcv19u/fL1pv4sSJQe4pERFVJTabgL9ytLDdzLOmMwUvz5rOZMGn285h55msMtdrmBCB14a1QpNEdZB6VnVEhSnw0qAWaJXivpjD9UID/rv7r0qb10xvLn7P3Sg0lrMmEfmCtyOquNatW2P+/PkoKirCb7/9hhs3biA/Px9hYWFISUlBx44dkZKS4tU+x44di7Fjx/rcJ8dqoYHQpEkTvPvuu/jnP/+J48eP4/z588jPz4fVakVCQgKSk5PRsWNHqNX8cUBEREREoXUlTw+DyRr0PGtZRUZ8uv0srhWUXdWyS/04PNSzIVRy9wn8a7owhQzP9m+G/+75C7+nuy6q9mdGAX44koGxneoGuXfl05utCFfKoDNZoDGYoQ5zPziDiLzH4Fo1ERUVhX79+oW6G0GnUCjQsWNHdOzYMdRdISIiIiJykqs1Ilcb/DxrZzOLMPfn89AYy56qOKxtCkZ3SoWUebjKpZBJ8XivxvjUchbHMgpdrrP+6HXUi4vALQ0rVzoaQQCMZhvCFFLcKDIyuEbkZ5wWSkREREREFAB6sxVX8vQAgptn7dcLOfhwy5kyA2syqQQP9miIsZ3rMrDmBalUgsd6NUZylPsiaV//ctGeX68yKckJV6g326eJEpF/MLhGRERERETkZ1abgIvZxXnWTEHKs2YTBPxwOAP/2/MXLGUMkYtUyjBlYHPc2rRWwPtUHUUo5Xi6X1OEK1xPozVZbPh8x7mgTgH2hE0AjBYbAOCGm+qnROQbTgslIiLyUlpaGk6fPh3qbhARUSV2JU8Hozl4edZMFhu+2vsXDrrJB1YiOVqFZ/s1Q3J0WMD7VJ3VjgnHI70a4fPt5+AqjJmjNeHfOy/ghYHNIJdWnjEtepMVKrkU+XoTalvCoGSePSK/qDyfciIiIiIiomogR2NEntYEoHgKnhDg2aAFejPmbD5dbmCtZUoUXh3aioE1P+lQNxajO6W6ffx0ZhGWH7wSxB6Vz3KzYq1gA7KLWDmUyF8YXCMiIiIiIvITncmCK/nF+ba0RmuZ0zP94UqeDu+uP4m/srVlrte7WS08P6AZIlWcvORPw9qmoGuDOLePbz91A7vPZgWxR+XT35yinKM1wRqsChtE1RzPrEREVO1ZLBYcPXoUp0+fRkFBASIjI5GSkoJu3bohOjo6JH0yGo3YuXMnLl68iIiICLRt2xYdOnSAhEmliYiqLKvVhvRsHQRb8TTNQCeN/ytbi4+2nCnzOBIA47vUxaDWyfyOCQCJpLgwxPVCg714haNF+y+hTmw4miSqg9w710xWG6wCAJuAfJ0JCWr3xRmIyDMMrhERkVeys7PRp08fWCx/VyD75ptv0L17d6/28/jjj+Pnn3+2L3/22WcYNGiQv7oJACgoKMB///tffP/998jNzXV6XKlUYvDgwZg6dSqSk5M93u/+/fsxadIk+3K3bt2wcOFCp/WuXLmC/v3725enTJmCxx57DLt27cL06dORnZ0tWj81NRUvvfQShg0b5nFfiIio8ricp4fRUpJnzX2lTn+4mKPFx1vLDqwp5VI82rMROtV3P7KKKk6lkOHpvk0x46eTLiu0Wm0Cvvj5PF4f3gpxEcoQ9NCZwWxFpFKGHC2Da0T+wGmhRETklVq1aqFXr16itjVr1ni1j5ycHOzZs8e+HB8fj759+/qlfyV+/fVXDBs2DPPnz3cZWAMAk8mEdevW4fbbb8fevXv9enx3Dh8+jMmTJzsF1gAgIyMDV65UrtwsRETkmawiI/J1Jgi4mWctgMe6lKvDR1vOlFmBNC5CgWmDWzKwFiS11Co80acxpG4GBxbozZi74xzMVltwO+aG4WZQVme0QGcKbCCYqCbgyDUi8orpSkbA9q1ISYZEXv5pyXz9OgRLYKZZyBNrQaoq/+6dJSsLNqMpMH2Ii4U0MjIg+/aX8ePHY8eOHfblTZs24c0330RYmGcJktetWyca+TZq1CgoFAq/9W/nzp2YPHkyzGZxdTaFQoH69esjLCwMGRkZyM/PBwAUFhZi8uTJaNiwod/64IpOp8OUKVNgMrl+78hkMowePTqgfSAiIv/TGi24WlCcZ00X4Dxrl/PKD6w1SIjAM32bIraSjJKqKVqmROOuW+pj8YFLLh+/mKPDykNXcNct9YPcM2eCABgtNqjkUuRqTYhQMjRAVBH8BBGRV84PGBCwfTfZuhXKuu4rLpVIv+demK9eDUgf6n/zDSLTupW7XsaLU6D77beA9KH2e+8hduyYgOzbX2677TbUqlXLPvpKq9Vi27ZtGD58uEfbr169WrQ8btw4v/UtIyMDL774oiiwplar8cwzz2DcuHGIiooCANhsNvz222+YM2cOjh49Cr1ej5MnT/qtH64sWbLEHtCLiIhAv379kJKSgqtXr2Lv3r3o3LkzkpKSAtoHIiLyL4vVhvSc4jxrxgDnWcvI0+PDzWdcTj0s0bFuLB7t1QgqhSxg/SD3+rZIxKVcHfaccx6hDgDbTt5A5/pxaJ4cFeSeOTOYrVDJpcjTmlA7Jhwyd8PuiKhcDK4REZHX5HI5Ro4cia+++sretmbNGo+Ca6dOncKpU6fsyx06dECzZs381rfZs2dDo9HYl2vVqoWvv/4azZs3F60nlUqRlpaGZcuW4ZVXXsG6dev81gd3SgJrnTt3xty5cxEfH29/TK/XIy8vL+B9ICIi/7qcq4PJYoVVADQBzLN2NV+PD7acLjOw1qleLB7v0xhyKbP/hIpEIsG9afVxrUCP81nOFVwFAF/vvYh/jmgd8gCo2SqwsAGRn/CsS0REPhk/frxoee/evcjJySl3ux9++KHM/VREeno6Nm/eLGqbOXOmU2CtNJlMhlmzZqFNmzZ+60dZYmJi8OWXX4oCawAQHh6OOnXqBKUPRETkHzcKDSi4mV8tkHnWrhcY8OGWM2UWSehQNwaP92ZgrTJQyKR4sk8TxIS7TnmRpTFi5aHApVrxhuHm9OIcbWDSnRDVFDzzEhGRT5o0aYIOHTrYly0WC3788ccyt7FaraIRYuHh4X6tjLlu3ToIwt+XNmlpaejdu3e528nlckybNs1v/SjL+PHjER0dHZRjERFR4GiNFlwr0Nv/bQ1QnrXMQgPmbD6NAr3Z7TrtUmPwRJ8mkMt4eVdZxEYo8UCPhm4f3376Bk5eKwxeh9wwWFjYgMgfePYlIiKfOeZKK69q6O7du0VVMocMGQK1Wu23/pSuQAoAI0eO9Hjbbt26oX79wCcYTktLC/gxiIgosKwledZuJoU3mANTAfJGkQEflBNYa1M7Gk/d1gQKBtYqnXapMejZtJbbxxf8ctFetTNUSt7DAJDL0WtEPuMZmIiIfDZ8+HCEh4fbl48fP47z58+7XT+QhQysViuOHTsmauvYsaNX++jatavf+uNO6dF+RERUNV3J18NkscIWwDxrWUVGfLDpDPJ07gNrrVKiMLlvUwbWKrE7utZFvJuqrTlaE1b8fiXIPXJWEuDL05oCNgKTqLpjQQMi8kqTrVsDtm9FSrJH6zVY/B0ES2Du8skT3d9dLC31ow9hMwbm7p48LjYg+w0EtVqNQYMGiUasrVmzBi+++KLTuoWFhdixY4d9uWHDhrjllltE60ybNs0pAFeWbt26YeHChQCAa9euiSqESqVSNGrUyON9AUCLFi28Wt9bCoUCsbGxAT0GEREFVp7WhLybI3wClWctR2PEh1tOI1fn/rdGi+QoPN2vKZRyBtYqswilHPf3aICPt551+fjOM1noXD8WberEBLlnf2NhA6KKY3CNiLyirJsa6i5AkZIS6i5AnpgY6i5UGuPGjRMF19atW4cXXngBEom4nPv69ethNBpF2/lTbm6uaDkyMhIymXdVuByLDPgbA2tERFWbyWLFlTwdAEBnssISgFE+uVoTPth8Btka94G1ZklqPNuvKVTy0FabJM+0qRODPs0TsfNMlsvHv/klHf8c2RoRytBdnhtMVkSqZMjRMrhG5Ave5iAiogpxzFV29epVHDhwwGm90lVCZTIZRo8e7dd+mEzii5CwsDCv9+HP/G+uKJWup4UQEVHlJwgC0nN0sNoEmK0CdCb/j6LP05nwwebTyNIY3a7TJDESz/VvBpWCgbWqZEKXukiIdP07IFdnwvKDoZ0eysIGRBXD4BoREVWIRCLBmDFjRG2OhQ0uXryIw4cP25d79+6NpKQkv/ZDpRLfZdXpdF7vw2Lhj0kiInIts8gIrdECAUCRwX0eNF/l3wys3ShyH1hrXCsSz/dvjjAG1qqcMIWszOqhe85l42hGQfA65ICFDYgqhtNCiYiowsaOHYvPPvsMNlvxj7JNmzbhzTfftAe8So9aA9xPCZ01axZmzZrlUx8cp3TqdDqYTCavRosVFRX5dGwiIqretEYLMgv0AIoLGPh7NmiB3owPtpxBZqH7wFrDhAg8P6AZwpUMrFVVrWpHo2+LROw47W566EW8NbINIlWhuUw3mK1QyaXI05pQOyYcMqmk/I2ICABHrhERkR+kpKSgR48e9mWNRoOdO3fal9evX2//d0JCAm677Ta/96F27dqiqaCCIODMmTNe7ePChQv+7hYREVVxVqsN6Tk6+8iektE9/lKoN+PDzadxvcDgdp368RF4YUDzkObkIv8Y17kuEt3kNMvXm7Hs4OUg9+hvZqsAq634v/wyimkQkTMG14iIyC8cR6P99NNPAIBjx44hPT3d3j5q1CgoFAq/H18qlaJ9+/aitt9++82rfRw5csSfXSIiomrgSr4eJosVNqF41Jo/FRnM+HDLGVwtI7BWLy4cLw5sHrLRTP4ml0oQrpAhKkyOuAgF4iIUiAlXIDpcgegwOaLC5IhUyRGhlCFcKUO4QgaVXAqlXAqFTAK5VIKqPJ4qTCHDg7c2dPv4L+dz8Mfl/KD1x5HBXBw8zuHUUCKvMLhGRER+MWDAAFE1zJ07d8JoNGLz5s2i9fxdJbS0/v37i5ZXrlwJQfBs7s7ly5dx8ODBQHSLiIiqqDytCXk3gwyFejP8ORtUa7Tgoy1nkJGvd7tOamxxYE1dRQNrUgmgkksRqZIhNkKBWmolYiMUiFQVB8xkUglkUgkUMgmUMgmUcilUcinCFVJEKGWIVMoQqSoOxEWHyRETrkBshALxaiUiVXJU1VmLzZOjMKCV+9yzC/el+z2Q6ymDxQoBLGxA5C0G14iIyC+USiVGjBhhX9br9di3bx927dplb+vYsSOaNm0asD6MGjVKVNjg7Nmz+O677zza9v333/c4EEdERNWfyWLFlbzi4jg6kxUWPyZaM1ttmPvzOVzOcx9YqxMbhpcGNUdUmP9HeweCBIBCJkG4UoboMDniI5WIj1QiKkyOcIUM8puRMIVciphwBWrHhqNJkhpNktRoWCsSDRIiUTc+AnViw5EcE4bEKBXiI1WIi1QiOlwBdZgc4UoZlHIZJADCFVLERSqhrqJBtjGdUpEU5Xp6aIHejO8PhaZ6qCAAJhY2IPJa1bwFQkREldL48eOxcOFC+/KqVatw6tQp0eOBFBcXhwceeABffvmlvW327NmoXbu206i20j7//HOnEXZERFRzCYKA9BwdrDYBZqsAncnqt33bBAFf772IM5kat+ukxIRhysAWVSKwFq6QQaWQ2oNnpUmkQLhCjkilDBGq4v8r5RUvyKAxmHG90AiNwYwwhRRhCiWMFht0RiusVeRGmUpePD30/Y2nXY6I3HsuG31bJKJBQmTQ+1ZS2CCXhQ2IPMaRa0RE5DctW7ZE69at7csbN260jwaLiIjA0KFDA96HJ598Es2aNbMvm0wmPPPMM5gxYwauXbsmWvfUqVN48skn8dlnnwW8X0REVHVkFhmhNVogoDgvmj+tPpyBAxdz3T6eHK3CSwObIya8cgfWVHIp4iOViFT9PSpNKZchLlKJ1NgINEuOQrs6sWieHIXUuAjERSj9ElgDAHWYAk2T1GiWHIWom8+TSi5FXKQCUWHyKhMMapYUhYGtk10+JgBY+tvlkIyqLylsYGNhAyKPceQaERH51bhx43DixAmn9iFDhkCtVgf8+OHh4fjiiy8wceJEXL9+HQBgtVqxcOFCLFq0CPXr10d0dDRu3LiBzMxM+3ZyuRyjRo3CypUrA95HIiKqvLRGCzILiqdragwW+HE2KH4+fQMbjl13+3hilAovDWqB2Ail/w7qZ0q5FJFKmT2ApZTLkBytQnS4HAqZf4JnnopUydEkUQ2dyYLMAgMK9GaobuZtM1ls0JqssPrzBQyA0R1T8cflfNwoMjo9dvaGBgfT83BLw/ig98tgsSFSKUOezowEN9VNiehvHLlGRER+NWLECCiVzhcFgSxk4Kh+/fpYsmQJOnbsKGoXBAHp6ek4evSoKLCmUCjwzjvvIC0tLWh9JCKiysdqtSE9RwdBAIwWG4w3c0/5w59X8vHdgUtuH48Ok+PFAc0RV0kDawqZBLERxRU9ZVIJ5DIpUmMj0DIlCglqVdADa6VFKOVolKhG85QoxEYoIZEUBwHjIhSIDpe7nLJaWSjlUtzRtZ7bx1f8fsWeAy2YjObiqdBaoxkmi/+mRRNVVwyuERGRX8XExGDAgAGitoYNG6Jr165B7UedOnWwePFizJgxA40bN3a5jkQiQbdu3bBixQqMHTs2qP0jIqLK50q+HiaLFTYBfq3WeDFHiy93XYC7GX5KuRTP9muGRDcJ7kNJJpUgOlyBmHAF5FIJpFIJkmPC0ColConRKkgrUeAqQilHw1qRaJESjbjIm0E2mfRmhdLKO2mrQ90YtK4d7fKxXK0Jm064H+0YKDaheHqoIAB5Ov9OjSaqjirvGYaIiKqsQYMGYf369fblYI5aK00mk2HChAmYMGECzp49i6NHjyI7OxsKhQJJSUno2LEjUlNT7euPGjUKo0aNKne/aWlpOH36dLnr1a1b16P1iIgo9PK0JuTdrI5YqDe7TDLvi2yNEZ9tP+d2FJxEAjzeuzEa1gp+4vqySCXF0y5V8uLxGBIpkBCpQnJ0aEepeSJMIUODhEikRIchs9CIPJ0R4QoppBI5ivwYNPUXiUSCO2+ph7fWHXc5DXnDseu4tUktxEcGd1SjwWyFQiZHntaE5OiwoB6bqKphcI2IiPzu999/t/9bLpdjzJgxIexNsWbNmokKHRAREZUwWay4kqcDAOhMVlj8lKdLa7TgX9vOokDvfuTPvd3qo0PdWL8czx+kkuIRYGGKm0E1CRAboURKdBhUisodVHOkUshQPyECUeFyXMrVQiWXQhImR2ElDLClxobjtuZJ2H76htNjJosNKw9dwaO9XI/EDxSTxQYBxUE2rdFSqUf/EYUap4USEZFfmUwm/Pjjj/blfv36ITExMYQ9IiIick8QBKTn6GC1CTBbBehM/skvZbbaMPfnc7hWYHC7zpA2KbitRZJfjldREgCRyuJqnyWBtehwBZqnRKNBQmSVC6yVFhehRKMENSTS4im40ZW0EuvIDnUQoXT9PO//KxfnszRB7Y8A2PO95bFqKFGZGFwjIiK/2rp1K/Ly8uzLd999dwh7Q0REVLbMIiO0RgsEAEUG/+SWsgkCvt57EWcy3QdDujWMx9jOqW4fD6YwhRTxkUqEK2XFQTaVHE2T1WicqEZ4FQ6qlRYdrkDjWmpIpRIoZRLEhCtQebLFFVOHyTG6o/v3xJIDl2Bzl7gvQAw3Cxvk68wQgnxsoqqEwTUiIvIbk8mE+fPn25ebN2+OHj16hLBHRERE7mmNFmQW6AEUFzDw02xQ/HA4Awcu5rp9vHmyGg/e2hBSSWjDOxIAUWFyqFVySCRAmFKGxolqNEuOglpVOUd3VURUmAJNEtWQSSVQyCSIiah8AbY+zRNRJ8Z1frOLOTrsu5AT1P6YrQJsAmCx2lCor3zTaYkqCwbXiIjIJ0ajUbR848YNPPfcczh58qS97cknnwx2t4iIiDxitdqQnqODIABGi81twQFv7TyThfXH3Fd3TIkJw1O3NYVCFtpLMZlUgtgIRXEeMimQGhuBlinRlXbKpL9EquRokqSGXCaF/OZzUIkKnkImLS5u4M7KQxn20WTBYrQUHy9XZyxnTaKaixkJiYjIJ1988QVWr16NpKQk6HQ6XLx4EVbr3z/20tLSMGzYsBD2kIiIyL0r+XqYLFbYhOJRa/7w55V8fLc/3e3jUWFyPNevGdQhTgyvkkuhDpNDAkApl6FBQkSNSlYfoZSjaZK6OIeZxYaYcAUK9Ga/jVysqDZ1YtChbgyOXClweqxAb8b6Y9cwtlPdoPXHYLYhXCFDocEMi9UGeYgDw0SVET8VRETkk3r16iEzMxNHjx7F+fPnRYG11NRUfPDBByHsHRERkXt5WhPytMUJ2gv1ZvgjppKeo8WXuy64DdAo5VI8168ZEqNUfjiab0qmgUbdDKxFhyvQPFldowJrJcIUMjRNVEMpl90cxaesVCPY7uhaDzI3Hdp8PBNZRcEbRWa1CbDYBAg2IL+MyrdENRmDa0RE5JOGDRs6tUkkEvTt2xdLlixBUlLlqH5GRERUmslixZU8HQBAZ7LC4ofhSjkaIz7dfs7t1FKJBHisV2M0rBVZ4WP5SjQNVALUjg1H40R1jR6FpFLI0DSpuBKqVALERijdBrSCLTk6DANauv4tZbEJ+P73K0Htj9F8s2qollVDiVypebcoiIjILzp27IjFixfj1KlT0Gq1SEpKQocOHdCoUaNQd42IiMglQRCQnqOD1SbAbBWgM1U8d5XWaMEn286ioIwRPffcUh8d68VW+Fi+Kj0NVCGXokFCRLUsWOALpVyGpklqXMjSQG+yIvbmFFF/BF0ranj72vjlQg6KXExb/v1SHk5dL0TLlOig9MVosSJSJYPWaIHRbIWqmlSRJfIXBteIiMgncrkcXbp0QZcuXULdFSIiIo9kFhmhNVogACgyVHx6m9lqwxc/n8e1AoPbdYa0SUFfNyOQgkGtkiNMUTw6LSpcgfrxESEvplDZKGRSNElU40K2FjqjBTERChToQh9gi1DKMaZTKr791XUev6W/XcY/hreGNAij7WwCYLIKUMokyNWZUDsmPODHJKpKeFYlIiIiIqJqT2u0ILNAD6C4gEFF4yaCIGDBLxdxOrPI7Tq3NIzD2M6pFTuQj4qnOSoQpiieBpoSE4bGtSIZWHNDfjPApg5TFOemCy/+f6j1bFIL9eMjXD52JU+P/Rdzg9YX480qpXla5l0jcsQzKxERERERVWtWqw3pOToIAmC02NzmRvPGD39cxf6/3Ac2miWp8dCtjSCVBD9Eo5RLERephFwqgVwmReNENVJiwiEJQV+qEplUgkYJEcVFDiSoFIUepFIJ7rqlntvH1x25CmuQRtgZLTYIKM5bqDEywEZUGoNrRERERERUrV3J18NkscIqFI9aq6hdZ7Lw09Frbh9PiQ7D5L5NQzJKLFIlQ/TN/GrqMDmaJ6sRFcb8ap6SyaSoHx8OiQQIU0ihrAQj/ZonR6FrgziXj90oMmLfXzlB68vfhQ0YXCMqLfRnCiIiIiIiogDJ0RjtFQ6L9GZUdIzP0YwCLNrvOgcWAESFyfFc/2ZQB3nUU8k00PCbieaTosPQJFENpZyJ572lDlMgMUp1899yVIYBf2M6pcJdarUfj1yDxVbx0ZieMFqKp4bm60ywVYKiD0SVBYNrRERERERULRnNVmTkF+dZ05qsFU5QfzlPh3/vPO82X5tSLsWz/ZrZAzPBopRJERchngZaJ5bTQCsiJTocYUoZpJLigGmoJUeHoXvjBJePZWmM2Hc+OLnXzFYBNgGw2gQU+KEoCFF1weAaERERERFVOzabgIs5WthsAsxWAXqTtUL7KzKY8fn2c27ztUkkwGO9GqNRrcgKHcdbKrkU0eHFo6siVMXTQKPDOQ20oqRSCRokREIiLQ5ellRcDaXb29d2P3rt6FVYrMEZvWawFzYwBeV4RFVB6M8QREREREREfnatQA+9yQpBKA6MVYTFasO8neeRU0Yw4e5b6qNjvdgKHcdbYQqpfVRVXKQSTTkN1K/CFTLUiSmu1BmpkkMW4pGASVFh6NGklsvHsjUm/HI+OLnXSvKuFRnMMAcpoEdU2TG4RlSNuZoKIAjMjUBUndlc5FzhtCAiqmkK9WZkFRkBAEUGi9tpnJ4QBAGLD1zCmUyN23UGt0lGv5ZJvh/EBxFKmT2vW2KUCg0SIiF1N6yJfJYYpUJUuAISAFHhoZ8eenv72m6DfD8evRaU0WtWQYDFJkAQgHwdp4YSAQyuEVVrUqnzR9xiqXiFLCKqvKxW52lPrs4FRETVldlqxaVcHQBAb7bCVMFgw47TWdh1Ntvt413qx2Fc57oVOoa3IlUyRCiLR6ilxIQhNS4iqMevaerFhUMmlUAuldif91CppVbh1qauc6/lak3Yc879e9WfSqaG5mqNQTkeUWXHX9tE1ZhEIoFcLr7DptVqQ9QbIgoGx8+4XC7nyDUiqlEu5ephsdpgsQnQGiuWZ+3ktUIs/e2S28frxYXjoVsbQhrE86xaJbdXBE2Ni0BKTHjQjl1TKeUy1IsvDmBGKGWQh3iE4PB2tSFz04efjl4LylTNkqmhepMVenPFPmdE1QGDa0TVnFqtFi0XFRWFqCdEFAyOn3HHcwARUXV2o9CAIr0ZAoqng1ZEZqEB88qoDBoVJsfTfZtCpQjeSKaoMDnCFFJIJED9hIigVyWtyWIjlIiLVAKAfZpoqCSoVejZ1HXutTydGbvLGGnpLwIA083iHnkcvUbE4BpRdRcdHS1aNhgM0Gjc5wwhoqpLo9HAYDCI2hzPAURE1ZXWaMG1Qr3939YKJFrTm6z4fMc56NxUGJVJJXjqtiZIUAcvuBUdroBKLoVECjRIiER8JANrwVY3NhxKuQwySXGBg1Aa3q622xF064M0es1wc/Rans7MvM5U4zG4RlTNRUREQCYT31G9cuUKA2xE1YxGo8GVK1dEbTKZDBERzMNDRNWf1WrDpRwdBBtgtNjsF/2+sNkE/Gf3BVwrMLhdZ2JaAzRLivL5GN6QAIgJV0Apk0AqlaBxLTViI5RBOTaJyWRS1E8Ih0RSXKlVKQ/d5XR8pBK9mrkevZavN2PnmayA98FktUEQALPFVuGRokRVXejLnRBRQEkkEsTExCA3N9feJggCLl++jLCwMERFRSEyMhIymYxJz4mqEJvNBqvVCq1Wi6KiIqcRawAQExPDfGtEVCNcydfDaLHCJgCaCl7krzqcgT8zCtw+PqBVEnq6CWr4m0RSHFiTSyWQSSVonKgO+Yipmk6tUiAxKgw3Cg1Qq+TIt5oqVI22Ioa1q43dZ7NhcdGBDceuo3ezxIAHAA0WG8IVUuTpTIgOVwT0WESVGc/MRDVAUlISLBYLCgsLRe0GgwEGgwFZWYG/s0VEwRUdHY2kpKRQd4OIKODytCbkaU0AgMKb+dZ89euFHGw8ft3t461rR2NCl3oVOILnpDcDazKpBAq5FI0T1fZCBhRaKdFhKDKYoTdZoQ6To1AfmlFbcRFK9GmeiG2nbjg9VqA34+czNzCodUpA+2A0WxGukKJAb4bVaoNMxpv1VDPxnU9UA0gkEtSpU4e5l4hqiOjoaNSpU4ej1oio2jOarbicpwMA6ExWlyN4PHUhS4Nvfrno9vHkKBUe793YbZVGf5JJJIiNUEImlUApl6EpA2uVilQqQYOESEilEihlUoQpQndZPbRtChQy1+/JDceuwxjgSp4WmwCrTYDNJiBfbw7osYgqMwbXiGqIkgBbfHy8Uw42IqoeZDIZ4uPjGVgjohrBZhOQnqODzSbAbBXcFh/wRJ7OhLk/n3cbnAtXyPB0v6ZBmZIpl0oQE6GAVAKEKWRomhQZ1Iqk5JkwhQy1Y8IBAJFKeciqh8ZGKHFbc9cj1YsMFvwchNxrhpKqoTpTwI9FVFkxuEZUg0gkEiQnJ6NZs2aoX78+YmNjIZdzdjhRVSaXyxEbG4v69eujWbNmSE5OZmCNiGqE64V66EwWCAJQZPB9xIzJYsPcHedQ4GbUjUQCPNa7sT2QEkgK2d+BtQilHE2T1FDKGVirrGqplQhTyiCRABGq0L1OQ9qmQOlmOubG49dhCPDotZLRcRqDBSZLYI9FVFnxqpqoBpJIJIiMjERkZCSA4gIHNpuNJbSJqhCJRAKpVMpAGhHVSIV6M24UGgEUj87xdTaoIAhY8MtFXMzRuV1nfOe6aJca49sBvKCUSREVXjwCSh2mQKOECOavquQkEglSY8Nx/oYG4QoZDCYbrCH4PR0TrkDfFonYdCLT6bEigwU7z2RhcJvA5V6zCYDZKkAhkyBXZ0ZKNAPCVPMwuEZEkEgknCpKREREVYLZarPnWTOYbTBZbT7va8Ox6zhwMdft4z2aJGBQ62Sf9+8plVyKqLDiS7OYcIU9nxdVflFhCsSEK1CgNyMyTBay4gZD2qbg5zNZMFqcPw/bTt5A/1ZJkEsDF6w1mK1QyOTI05iQEh0WsOMQVVa8FUJERERERFXGpVwdzBYbrDYBGqPvgYw/Ludj9eEMt483SYzExO4NAj5COEzxd2AtLlKJhrUYWKtq6sSGQyItHn3orrhAoEWFKdC3hevca7k6E36/mBfQ45ssNggAjBYrtBX4XBJVVQyuERERERFRlZBVaESR3gwBQKHB9wv4jDw9/rP7AtxN4IuLUOCp25pCEeBpmWEKKdQ3iyTUilKhQUIkp/tXQSqFDLUiVQBgfz1DYWDrZMjdBGY3Hr8e0BQwAooDbACQq2VhA6p5GFwjIiIiIqJKT2ey4Gph8XRQrdECq4+J1jQGCz7bcdbl9DmgePTR032bIiZc4XNfPaGS/x1YS4pWoW5cRECPR4GVHB0GuUwKmVSCMEVoLrNjwhXo0STB5WOX8/Q4db0ooMcvKZzw/+zdd3xb9b0//teZ2vIesR3HibNZARJGGGGUQGmhBAoUOmkL5UILFC5cuin0ln67KC3jV9pSKFBoSxm9lDIygQZIaBJC9o4dT9mWrH32748jKZEl2ZKtYTvv5+PhBxwd6ZyPwEPnfd7DF5ahj7YRIiETFAXXCCGEEEIIIeOaphs42B+GoZvZMVFldH3WVF3Ho2v2oi+YObPmS4tbMK3KMdqlZkU8osdajcuChnIKrE10PMeiLtZrzC6agylK4YJhegS+vrW7oOdWNAO6Yf68+scwwZeQiYiCa4QQQgghhJBxrcMbgaRo0A1z+uFoPbeuHTt7MmfvfPK4KThleuWoj58NkWPhjgXWKh0WNFLG2qRR7RRhFTiwDGC3lGZY2JQyG05oSj/ddkunHx3eSEHPH89eo9JQcrSh4BohhBBCCCFk3PKGZQyEJABAIKpk7JM2klU7e7F6lyfj/hOnluPSBQ2jPHp2BI6By3Z4eMHUSltBz0eKi2EYNJSb/09tsSBbKVx4TH3Gfa9vK2z2mhTLKg1ICpQxTPIlZKKh4BohhBBCCCFkXJIUDYcGzD5rYVmDoo0utLaj24/n1rVn3N9YbsNXzpwOtoDDBHiWgdsmgAFQZhfQXGmn4QWTkNsmwB3r11eq4Qazap1oqUqfEfn+/gH4woXLKtMMA6puwNABX4hKQ8nRg4JrhBBCCCGEkHHHMAwcHAhD0w0omoGwrI3qOJ6AhEdX74WWYVKi08LjG+fNhFUoXBkfzzIos5uBNZdNwLRKmgo6mTWU28CwZm89gSv+/2eGYTJmr2m6gRU7egt6/kRpaFgq6HkIGU8ouEYIIYQQQggZd7oGowhLKgzDLAcdjaii4TerdiOUITDHMQz+a0krqp2WsSx1WBzLoCyWsea0Cphe5QBbqnpBUhRWgUOVw/yeKlX22knNFah2imn3rdnlSQTACkFSdBgAIrKGSAHPQ8h4Upqf9DTC4TD27NmD/v5+RCIRqKoKXR9bjfZll12Wn8URQgghhBBCiiYQVeAJRM1/l1Too6gG1Q0Dv397Pzp90YzPufbUZsypd412mSPimFhgjQEcFh7TqymwdrSod1vhjTX1twrsqCfcjhbHMrhgXh2eXZ9aDh2WNbyzpw8fm5d5suhYGAAUVYfIs/CGZNjKqbcgmfxKHlx7++238cQTT2DdunVQ1dFP/kmHgmuEEEIIIYRMLIqmo20gDMMAoooOWR1dUOLlTZ3YdMiXcf95c2qxZHbNKFc5MpYxe6uxDGATOUyvdoCjwNpRg+dY1JfZ0OENwy7ykBR51MM4RuuMmdV4+cPOtCXVb27rwblzagv2PRmNBdd8YSUx5IGQyaxkZaGqquL222/HDTfcgLVr10JRFBiGkbcvQgghhBBCyMRzaCAMRdWh6QaC0uhuvq8/MIB/ftSVcf/ceheuWtQ02iWOiGWAcrsIljFLBGfUOMFz1JHnaFPtFGGJTQ21i4Xr6ZeJVeBwzpz0AeT+kIz/HPQW7NyyapaGyqqG0Ch/jgmZSEr2G/6uu+7Cq6++mgiGMQyTty9CCCGEEELIxOMJSBiMKDAA+KOjuyBv6w/jj/8+kHF/jcuCG89uBc8W5lKIYYAym5mxZuE5tNY6IFBg7ajEMAwaY1lbVtEMshXbeXNqwWc48WtbuwuamBLPOi3kdFJCxouS/JZfu3YtXn311ZSAGGWtEUIIIYQQcnQKyyo6B8MAgJCkQhtFozV/RMFDq/dA1tKXkloFFl8/dyac1sJ0x2EAlNsEcCwDMRFYK37GEhk/3DYBrvhAixIMNyi3izhtRlXafW0DYezsCRTs3FKsz5w3rNB1Opn0StJz7dFHH03aNgwDLS0tuO6667BgwQJMmTIFdrsdPF/ylnCEEEIIIYSQAtM0HQf7wjB0M9tlNM3fVU3Ho2v2YiCUPkuGAfDVM2ckMonyjYHZY41jGQg8i9YaB0SeAmsEaCi3YVdUgciz4FkG6mgmdIzBBfPr8M6evrT73tjag7n17oKcV9Z0GIb5sxmUVLisQkHOQ8h4UPToldfrxYYNG8AwTKIcdOnSpfjFL34BQaAfNkIIIYQQQo42h3wRSKoG3QACoywHfXZ9O3b3BjPuv+zERiyYWj7KFQ6PgZmhxLMMeI5Fa40TFoECa8RkEzhUOizoD0pwWHgMRpSinr+x3IbjGsvwUcdgyr7NHYPo9EUKNnRAUnVYBRbekELBNTKpFb0sdMOGDdC0w9NK6urq8LOf/YwCa4QQQgghhByF+oMSvLFsM3+s31quVu3sxZpdnoz7F7VU4OJj60e5wpG5bQIEjgHHMphR44CVAmtkiDq3BQwLCBwDgSt+87ULj6nLuO+NbT0FO6+kmtf+gxEZepEz9ggppqIH1zyew3/0GIbB1VdfDYvFUuxlEEIIIYQQQkosomjo8EUAACFJG1W53M7uAJ5b155xf3OlHV9a3FKwwWduGw+BY8CyDGbUOGEXqbUNSSXyHKoc5nVvKb5H5tS5MK3Knnbfe/v6C5ZNp2gGdAPQdAP+aHEz9ggppqL/VPt8PgBIlIQed9xxxV7CpLNlyxa89NJL2LBhAzo6OhAMBiGKIhobG3HCCSfg4osvxhlnnFHwdQSDQSxcuHBMzSp/+ctf4hOf+ERWz9U0DatXr8brr7+OzZs3w+PxIBqNwuFwYNq0aTjllFOwbNkyzJw5c9TrIYQQQgghhaHpBg70haDrBmRNR0TRRn7REH1BCY+u2Qstw+dPl5XHzee0wlKg3mduKw+RY2OBNQccJWhYTyaOWpcF/SEJAszsNUUrXiYXwzC4cH49Hnt7X8o+VTfw1m4PLjm+oSDnllQNNoGDL6yg3C4W5ByElFrRf/tbrdak7aqq9JNLyMh6e3vxgx/8ACtXrkzZp6oqdu/ejd27d+P555/HKaecgp/85CdobGws2Hp27NhRtCkwmzdvxre//W3s3r07Zd/g4CA2b96MzZs34/e//z2uueYa/M///A9stsL0ESCEEEIIIbk75A1DUmJ91iK591mLKhoeWrUHQSn9azmWwU1LWlHlLEyVjMvKQ+RZMCwwvdoBp4Xa3JDhxbPX+gIS7GLxe6+dPK0ClRvEtEM/3trlwcXHTgHH5j/DU1J02AQO/qgCTTcKcg5CSq3oZaFNTU1J216vt9hLmBT27t2LK6+8Mm1gLZ1169bh0ksvxYYNGwq2pm3bthXs2Ed64403cO2116YNrKXz7LPP4oorrsDAwECBV0YIIYQQQrIxEDrcZy0Qzb3Pmm4Y+OO/D+CQN5LxOdee0oxZda4xrDIzp4WHJRZYa6l0UqN2krU6twUsy5Sk9xrHMjh/bm3afd6wgk3tvoKcV9UNaLoBXTfgL3JAkZBiKXrm2gknnAAAiZ4HH374IRYvXlzsZUxoXq8X119/Pbq7uxOPcRyHCy64AGeddRaqq6vR19eHt956CytWrICqmnfzgsEgbrrpJvztb3/D1KlT876u7du3J23fc889mDZtWk7HmD179rD7N27ciNtvvx2KcviXstvtxqWXXooFCxbA4XDg0KFDePXVV7Fx48bEc/bu3YubbroJTz75JPX4I4QQQggpIUnREkGxsKyNqjTun5u78J+2zDfpz51TgyWza0a9xuHYRQ5WgQXDANMqHSizU2CNZE/gOFQ5RHgC5uRQX7i4waYzZlbjpU0daX/uVu3sxcnTKgpyXknVYRc5eMMyKhxUGkomn6IH12pqanDyySfjP//5DwDg5Zdfxo033liwBqOT0b333ouOjo7Edk1NDR5++OFE4DLu05/+NDZv3oxbb70VnZ2dAMzA3Le//W089dRTeV/XkZlrLMvisssuy2sppiRJuOOOO5ICayeeeCJ+/etfo7Y2+Q7MF77wBbz44ov4/ve/D1k274pu3LgRjz32GL7xjW/kbU2EEEIIISR7um5gf7/ZZ03RDITl3PusbWjz4uUPOzPun1PnwtWL8n8jGQBsAge7aPZva6qwU/8oMiq1bgv6QzJ4ACLHQtb0op3baeFxSksl/r23P2Xfju4AOn0RNJTnv52OpJjBtYCkQNV08FzRi+gIKaiSfEffcMMNAMzstYMHDxYk0DNZbdq0Ca+++mpiWxAEPPbYYymBtbjjjz8ejz/+OMrLyxOPrVu3DqtXr87rumRZxt69exPbLS0tee9x9uSTTyYFFVtaWvDYY4+lBNbili1bhp/97GdJgdvHH38cfX19eV0XIYQQQgjJTudgBFE51mdtFJMDD3nD+MM7+zPur3aKuHHJDPBs/i9zLDwLh8UMrNWX2wrWy41MfgLHodppBmbtlsIM2xjOuRlKQwFg9S5PQc6pGQZU3YChAz4qDSWTUEmCa0uWLMEll1wCwzBgGAZ+/vOfJwWMSGZPPPFE0vbnP/95zJ8/f9jXTJ8+HXfeeWfSY7/97W/zuq7du3cnZZTNmzcvr8dXVRVPP/100mN333033G73sK+76KKLcOmllya2w+EwBXMJIYQQQkrAF5bRF5AAmIE1Pcdq0EBUwUOr9kBS02f5WHgWN587syD9zwSOgctqFv3UuCyod1tHeAUhw6txWcGyDHiWgVjkLK6WKgemVzvS7nt3bz+io5jcmw1JMX92feHUgQqETHQly8X80Y9+hNNPPx2AmfV0xx134MYbb8SqVavg9/tLtaxxLRgMYvny5UmPXXvttVm99lOf+hQqKg7Xz2/cuBFdXV15W9vQYQZz587N27EB4N1330VPT09iu6mpCeecc05Wr/3Sl76UtP2vf/0rjysjhBBCCCEjkRQN7QNhAKPrs6bqOn771j70BTNflH/5jOmYWmEf0zrT4VkGbpsZsKtwiGgswDnI0UfgWFTHsh9Lkr02J31Pwoii4b19qSWj+SCpZtAuJKmQ1cIE8AgplaL3XAOAFStWAACuuuoq9PT0YN++fTAMA2vWrMGaNWsAAPX19SgrK4PT6QQ7irRuhmHw5JNP5nXdpfbee++lZIdlO5hAEAScffbZePnllwEAhmHgtddew3XXXZeXtQ0dZpDvzLW33347afv888/Puk/f/Pnz0dDQkOg7d/DgQWzduhXHHHNMXtdICCGEEEJS6bqBg/1haGPos/bX9YewozuQcf8lx08pSCN2jjEDawwAl00oSPCOHL1qXRb0BSWz9xrPQs6QlVkIi1oq8dcPDiEoqSn7Vu30YMnsmrz3RdcNQNEMCByDwbCKGnfxg4qEFEpJgms333xz0g9q/N8N4/AdrK6uLnR1dY3qB9owjEk5IGHDhg1J2yeffHJOrz/ppJMSwTXA7L2Wr+Da0My1kUpVczXW937iiScmgmsAsH79egquEUIIIYQUQddgBGFZhTHKPmtv7fZg5c7ejPtPbC7HJSc0jGWJabEMUGYXwDKAXeTRUuUAy06+awxSOjzHosZlQc9gFA6RK2pwTeBYnDmzGq9t7U7Z1+GLYHdvELPrXHk/r6RqEDge3rCMGjf1LSSTR0lHdBwZTAPMINvQL3LYrl27krZnz56d0+tnzpyZtL1jx44xrwkAdF3Hzp07E9s1NTWoqqpKbEuShF27duGDDz7Atm3b0Nub+cNROoZhJA1LAHJ/762trUnbQzPtCCGEEEJI/g2GFXgSfdbUnPus7e4J4Jn32zLubyy34StnTAeb5+sGBkCZzQysWQQO02sc4CiwRgqgxmkBxzLgWAYWvriX50tm1yDTd/WqYQLaYxHvuxaWVUgF6u1GSCmUJHMNOBxYGxpgI5m1tSV/sGhubs7p9U1NTUnb3d3dkGUZoji2EeIHDhxAOBxObM+bNw/RaBT/+Mc/8NJLL2Hz5s1J5awAMHXqVJx77rn48pe/jClTpgx7/N7e3qTjMwyT8l5GMvT57e3tOb2eEEIIIYTkRlY1tA2EAJh9nGQtt6yc/qCER9bshZYhIue08Pj6uTNhFfJfWua2CeBYBgLPorXGAaHIDefJ0SOevdY9GIVd5DIO7CiEGpcFxzWVYfOhwZR9Gw764AvLKLeP7VpxKAOArOkQORbesIz6Mltej09IqZQkuLZs2bJSnHbC83iSxyLX1mYeoZxOVVUVGIZJBDR1XUd/f/+Iwa2RDM0C83q9uPDCC9HdnZpiHNfe3o4//elPeO655/C1r30tpVT4SEMz3SorKyEIuU2BGvrfKtfsOUIIIYQQkj3DONxnTdUNhKTcMlQkVcPDq/ciEE3tBwWYJZs3LpmBGlf+y8rcVh4CZ2YSzahxQuSpLxQprBqnJZHhaeHZogbYzptTmza4phkG3t7dV5CSa0mJB9cUCq6RSaMkwbX777+/FKed0CKRSFL2FgC43e6cjiEIAmw2W9JxBgcHxxxcG9pv7aOPPsr6tbIs4ze/+Q22bt2KBx98MG0W3cDAQNJ2ru8bAJxOZ9I2TaQlhBBCCCmcrsEoQpIKA4A/klufNcMw8MTaA2gbCGd8zmcWNWNufe6fCUfitPAQeRYsy2B6jQO2AmTFETIUx7GodVvR5YsUPXttfoMbNa7Dwb0jrdnlwcePqwc/igGDw5FVHQbMKcIhSYXDUrKCOkLyhvKbJ4hIJJLymN2e+7Sioa8ZGrAbjUz9y84880z86le/wvLly/HRRx/hvffew5///Gd85StfSVnHypUr8b3vfS/tcYa+9/HyvgkhhBBCSCp/REGvPwpgdH3W/rWlG+sPeDPuP3tWNc6dUzOWJablEDlYBRYMA0yrdMBpya1SgpCxqHZawHNs0XuvsQyDc2an/3nyRRR82J6a1TZWBpAY3uANy3k/PiGlQMG1CWJozzIAOZdGAgDHJd99U9X0qfa5GJq5Vl5ejocffhh/+MMf8PGPfxxTp06FKIqoqKjAySefjLvuuguvvfYaTjjhhKTXvfTSS3jppZdSji/Lyb9wR/O+eT75bki6/56EEEIIIWRsFE1LZJxFFD3n6Yeb2n14cWNHxv2zap249pTmvA8+swkcbKL5Obmpwo4yOwXWSHFxLIPaWJmzvciZXGfMrIbApf+ZKtRgg2hsmIEvrFAfdjIpUHBtgtC01D4V7CjSc4cG13R9bCnHwWAQc+bMQVNTE3ieh8ViwWOPPYaPfexjw76urq4Ojz/+OGbMmJH0+K9//euUYNrQNY7mfad7Df0SJ4QQQgjJH7PPWgSqpsf6rOV2E7fTF8Hv39mHTJ/QKu0iblzSCj7PwwUsPAuHxfyM3FBuQ5Uz/33cCMlGVTx7jUFRs9ecFh6ntFSm3bejO4BOX2oV1VgpmgHdAFRNz9hbkZCJZNwWN2uahv7+fgwODmJwcBAcx8Fms6Gqqgo1NflPAx/vhmZeAeZ/o3SPD2doxtZYJ4U6nU48+eSTifUEAgGUl5dn/dp7770Xn/vc5xKPdXR04N1338WSJUsSjw19j+kCjSMZmqEnCELe73gSQgghhBzNevxRBKMKDACBSG4XyyFJxUOr9iCqpL/xK3Isbj63FWW2/GaUiRwLl9X8rFnrsqDWbc3r8QnJBccyqHNZ0eELw27hIanFK5k8d24t/r23P+2+1Ts9uPbU5ryfU1I12AQO3rAMd55/tgkptnEVXOvq6sLf//53rF+/Hh9++CEkKbWpIgBYLBbMnTsXp556Kj7xiU9g9uzZRV5p8VmtqX/oZVmGxZLbnbV8B9eOxHFc1oG1uEWLFmHOnDnYuXNn4rG33347Kbg29L0PzWzLRj5KSwkhhBBCSHrBqIKeWJ+1YFSFlkOFgKYbeOytfehN01A97kuLWzCtyjHmdR6JZxm4bOblUIVDRENF7n19Ccm3SqeInkAU0PSiTg5tqXJgRrUD+/pCKfvW7uvD5Sc1wprnAR9RRYdN4DAYUaBpOrg8Z6USUkzj4ru3p6cHd999Ny644AI8/PDDWLduHaLRKAzDSPsVjUbx4Ycf4rHHHsOnPvUpfOUrX8GBAwdK/TYKyuVypZR0BoPBnI8TCiX/shzN5M18O+2005K29+zZk7RdVlaWtD1Z3jchhBBCyGSgaDoODoRhGObFcq7BgL/9px1buzJPcr/42HqcMj19ydpocSyDMpsABoDLJqC5kgJrZHwoZe+1czIMCokqOt7dlz6rbSw03YCmG9B1A74cpwoTMt6UPLj27rvvYtmyZXj55ZehqmoigMYwzLBfABLP/fe//41PfepTeOWVV0r8bgqHYRhUVFQkPTYwMJDTMfx+f0rmWnV19ZjXNlYNDQ1J2/39yb+4KyuTP0zl+r7TvWY8vG9CCCGEkMmgbSAMRdWh6QaCOfZZe2u3B8u3Z26YfnxTGS47sXGsS0zCMjADa4wZvGipclC7EDKulKr32qKWSjgzBPRW7/QUpGd1NDE1lIJrZGIraXDtzTffxFe/+lUMDAykBNQyZa3FvwAkBdokScKdd96JF154oZRvqaCmTp2atN3T05PT64c+v6ysDHZ76e/SDV3D0P5oTU1NSR94QqFQztlrQ9/7lClTclwlIYQQQggZqtcfRSBi9lnz59iUfFdPAM+835Zx/5QyK64/cwbYPAa+GJiBNZYBrAKHGdUOcCwF1sj4kpS9Jua3FHM4AsfizJnpkxA6fJG0JaNjJcWmhoYkBbKae29tQsaLkvVc27ZtG+666y5ompaUiQaYwZRFixbh2GOPRVVVFVwuF1RVRTAYhMfjwZYtW/DBBx+gu7s7JZPt+9//PmbNmoXjjjuuVG+tYKZPn46NGzcmtnMthT148GDS9syZM/OxrDHz+XxJ20P7tlksFjQ2NuLQoUOJxw4cOIBjjz0263MM/W81Xt47IYQQQshEFZJUdPnNKYLBqApNzz6rxROQ8MjqvRlfYxc5fP3cmbDlObDgtgngWAYiz2FGjSPvk0cJyZcqpyXWh7C4vdeWzK7B61u7007tXbPLg9YaZ17Ppxvm5FCBY+ANK6hzFy+YSEg+lSy49q1vfQuRSCQpMDZ//nzccccdOOOMM0Z8vWEYeOutt/DAAw9gx44diSCbqqr47ne/i5deemnSpXcfd9xxSZl5W7duzen1H330UdL2/Pnzx7ymxx9/HDt37kR/fz8GBgZw1VVX4TOf+UxOx9i/f3/S9tAMPcB870cG17Zu3ZpTcG3Lli1J2/l474QQQgghRytV03GwPwxDByQ1tz5rEVnDb1btzlhCyjLA186egbo8T+5023gIHAOeYzGjxgGRp4t4Mn5xLIMalwVdvgjsIle04FqNy4JjGtzY0pnaB3H9gQFcvXAqHHnuBRdVNAgcD29IzvvPPSHFUpJbNf/3f/+HnTt3Jso/AeDqq6/GX//616wCa4BZErpkyRI8//zzuPrqq5Pqv3ft2oXXXnutIGsvpVNPPTVp+/3338+p7n3t2rVJ24sXLx7zmjZu3IiXXnoJb7/9NrZu3Yq33347p9fruo73338/6bFFixalPG/oe3/33XezPkcwGEwKLHIcl3I8QgghhBCSvfaBMGRVM/us5VAOqusGfvfOPnT6ohmf85lFzTimoSzj/tFwWXmIHAuWZTC92pH3qYeEFEJ1vPcayxS199qS2ekHGyiaUZDBBrKqw4AZZAvLuZWXEzJelCS49txzzwFAos/axz/+cfzwhz8Ez+ceAed5Hj/84Q/x8Y9/PHE8AHj22WfzuubxoLW1FS0tLYltj8eDd955J6vX7tu3LynA5HA4UqZ0jsbxxx+ftP3WW2/B6/Vm/frly5ejo6MjsS0IAs4555yU55133nlg2cPfrqtXr8bg4GBW5/jnP/+ZNMhh4cKFKRNICSGEEEJIdjwBCYNH9FnLpcX53zcewuZDmT/DLZldg3MzTCwcLYeFg4VnwbBAS5Uj71k3hBRKPHsNKG7vteObylFuE9Lue2t3/gcbGDADbADgDcl5PTYhxVL04FogEMCmTZsSQTC3243vf//7Yz7u97///UTAxDAMbNiwAX5/5pHeE9WVV16ZtP3AAw9Alkf+BfSzn/0s6ZfgpZdempdhBpdccklS0EuWZTz88MNZvdbn8+HHP/5xyvFqalI/UNXV1eGss85KbEciEfz6178e8Rx+vx+PPvpo0mO5lq0SQgghhBBTWFbRORgGYPZcy6XP2r/39uH1rZkHcs2td+GaU6bmtbWLTeRgi2WpNVc44M4QMCBkvKp2iEXPXuNYBmfOSj/YoNMXxR5PbsPlsiEph6eGFmIqKSGFVvTg2saNG6Fp5hQQhmFw8cUXpzSwH42Kigp88pOfTPwgapqW0mdrMvjMZz6DioqKxPbWrVvxrW99K/HfNJ2f//znWLlyZWLbYrHg+uuvz/j8F154AXPmzEn6Glq6GVdfX49LLrkk6bGnn34azz///LDvY2BgADfccAO6uroSj7lcLtx6660ZX3PjjTemnOeZZ57J+PxoNIqvf/3rSeeYPXs2LrzwwmHXRgghhBBCUmmajoN9Zp81WdURVbLvAbWnN4in3j2YcX+Ny4Ibz24Fz+bv8sQqsHDEsn0ay+2ocIh5OzYhxcJxLKpLkL121sxqZIpzv7WrL+/nkzUdumH2cwzkOHmYkPGg6ME1j8cD4PBk0Gx7rGXj9NNPT9rOdZrmROB0OnHXXXclPfbKK6/gs5/9LDZt2pT0+J49e3DTTTfhd7/7XdLjN998MxobG/O2prvvvhuVlZWJbcMw8J3vfAd333039u3bl/TcYDCIv/71r7j00kvx4YcfJh5nGAb33HMP6uvrM57npJNOwrJly5Ieu/fee/Gd73wnadiBYRhYu3YtrrjiiqSgIMdx+MEPfgCOox4bhBBCCCG5avdGIKkadAM5Xfz2ByU8vHoP1AxZbjaBwzfOnQmnNX/lmiLPwhkr/6x1W1HjtuTt2IQUW00JsteqnBYcl6H34foDAxkHkoxFfGiDN0yloWTiKXrDgYGBgaTturq6vB07fqx4KnkwmP901fHg8ssvx/bt2/GnP/0p8djGjRtx9dVXo6amBnV1dfB6vUm9zOKWLl2KG264Ia/rqaysxB/+8Ad84QtfQCAQSDz+4osv4sUXX8SUKVNQU1ODYDCI9vb2pP5ngPn/695778UnP/nJEc/1ve99DwcPHsSGDRsSjz3//PP4+9//jqamJrjdbnR1daV8nwFmEHDhwoVjeKeEEEIIIUenXn8UvtgFrz/Wby0bUUXDb1btyRiMYxjghrNnoKHclqeVAgLHwBUL1FU5LXk9NiGlEM9e6y7y5NCzZ9dgc0dqj0RVN/Du3n5cMD9/1/IAICkabAKLwYgCTdPBcSVpEU/IqBT9u3Xo0IKhgZaxGHosUZy8qd/f+c53cOONNyb1OwPMzMAtW7akDaxdccUVeOCBB/LaxyJu/vz5+Mtf/oJ58+al7Ovq6sLmzZuxb9++lP9HNTU1ePDBB3HVVVdldR6Hw4Hf//73OPvss5MeNwwD7e3t2Lp1a0pgTRRF3HPPPfjCF76Q47sihBBCCCH+iIKuwQgAICipGTPQhtINA394Zz8OeSMZn3PlyU04rjF/g6Z4loHbJoABUGYX0FRBgTUyOdQ4RHAsU9TsteMay1BhT9+ncE0BBhuougFNN6DrBgaj+YsTEFIMRQ+uHdkvDADa29vzduz4seI/5EeWKk5G3/zmN/H3v/8dS5YsgSBkbs564okn4rHHHsOPf/zjUU1kzVZrayv++te/4kc/+hHmzJkz7HObm5tx44034rXXXsu5B5rD4cDvfvc7PPjggzjmmGMyPk8QBFx00UV46aWXcM011+R0DkIIIYQQYmaStA2EYRhAVMmtz9pLmzqwsd2Xcf+ZM6txwbz8Zb5wzOHAmtMqYFqloyA3lQkpBY5jUeO2Aihe7zWOZXDWrPTTe7sHo9jdW4DBBurhwQaETCRFLwttbm4GcLh0c+XKlfjUpz6Vl2Mf2bQfAKZMmZKX445n8+fPx2OPPYZAIID169ejt7cXPp8PVqsV9fX1WLBgwbB9zNK5/PLLcfnll49qPaIo4sorr8SVV16J3t5ebNq0CR6PB4FAAA6HA9XV1WhtbcXs2bNHdfwjXXTRRbjooovQ2dmJDz/8EH19fQgGg3C5XGhubsaCBQvgdrvHfB5CCCGEkKORphvY3x+CqulQdSOnHkvv7+vHqx91Z9w/q9aJz53anLfgF8uYmWosY04InV5lB8tSYI1MLjUOER5/FIDZV1AuQnnomTOr8X+bO5EuSW3NLg9m17nyer6oosEucghGFciqBpGnftlkYih6cO3444+HzWZDNBqFYRhYsWIF9uzZg5kzZ47puLt378aKFSvAMAwMw4DVasWCBQvys+gJwOVy4bzzziv1MpLU1tZi6dKlBT9PQ0MDGhoaCn4eQgghhJCjSftAGFHZHGDgj2SfRbLPE8Qf1x7IuL/aKeKmc1rB56mfEgOgzGYG1iwChxk1TurVRCYljmNR47KgezAKh8gVJbhW6RBxQmM5Nh3ypez7z0EvPrNIgcuauYoqV7oBKJoBgWPgCyuodVNwjUwMJem5duaZZ8IwDDAMA1VVcdddd41p+EAwGMRdd90FVVUTxz311FOHLZUkhBBCCCGEpDd0gEGWbdYwEJLx8Oq9GfuyWXgW3zh3Vl4vxt02ARzLQOBZtNY4IFBgjUxi1U5LoveaWKTea2fPrk77uKobWLu3P+/nk1QNADBAU0PJBFKSvzxf/vKXk7a3b9+Or371q+js7Mz5WB0dHfjKV76C7du3J6WVDz0HIYQQQgghZGSjHWAgKRoeWrUHgxmy3BgA1581A415HDLgtgkQODPQMKPGSSVkZNLjY9lrQPF6rx3bUIZKR/phgW8VYLCBpOgwAERlDRFFy+uxCSmUkgTXTjzxRJx33nmJLDPDMLBp0yZceumleOCBB7IactDW1oZf/OIX+NSnPoXNmzcnjsMwDBYvXoxTTjmlCO+EEEIIIYSQyUNSNBzsD+U8wEA3DDy+9gDaBsIZn3P5SY1YMLU8TysFXFYeIseAjQXWbAIF1sjRodppAcsy4GNfhcayDM6elT57rccvYWdPIK/nMwAo8cEGISmvxyakUIrecy3uf//3f3HJJZegv78/ERgLBoN47LHH8Nhjj6G+vh7z589HdXU1XC5XYn9fXx+2bt2Knp4eAIcng8az1mpra3H//feX6m0RQgghhBAyIcUHGGi6AUXLbYDB/33Yif8c9Gbcf/qMKlx0TG5DtobjsHCw8CwYFmipcsBhKdllDSFFx3Msym0iBkISbCKHQDT7n9XROnNmNf7xYWfaEvE1uzyYW5/fQXJRVYfIs/CGFTSU5/XQhBREyf4KVVRU4PHHH8f111+P3t7eRHAsHizr6upCd3f6CUNHpp0e+bqysjI8+uijqK2tLfDqCSGEEEIImVyOHGAQiGY/wGD9gQH83+aujPtbaxz4wunT8jYZ1C5yiSy15goH3Dbqs0yOPtUuM7hm4VmEGGTdF3G0yu0iTmgqx8Z2X8q+DW0++CNKXn8WZVWHYZgZbIFofocmEFIIJe32OXv2bDz33HOYO3duUgZa/MswjLRf6Z5z3HHH4YUXXsD8+fNL+ZYIIYQQQgiZcHpiAwwM5DbA4EB/CH/894GM+yvtIm46Z2behgxYBTbRZ6qxwo6KDH2gCJns7CKfyNi0FqkkesnsmrSPa7qBf+/ty/v5pFhp6ECIBhuQ8a/ko3SmTJmCF154AT/72c/Q3NycFEQDkoNt6YJura2tuO+++/DnP/8ZjY2NJX43hBBCCCGETCz+iILu2ACDUA4DDHxhGQ+t3ANZS9+XTeRZfP28mSjLUzaLyLNwxoIJdWXWRFN3Qo5W1U7zZ6BYwbX5DW5UOzMNNuiDnufBBtHYMIPBiAKt0Kl5hIzRuGhOwDAMLrnkEnzyk5/E9u3b8d5772HdunXo7u6Gz+eDz+eDYRhwu90oKyvD1KlTcdJJJ2HRokVYsGBBqZdPCCGEEELIhDTaAQayquOhVXvgyzAZFAC+euZ0NFfa87JOgWPgspqXLlVOC6aU5W/iKCETVZlNAM+xUDWzP5msZvfzO1osw+CsWTV4cWNHyj5PQMKOrgDmN+Sv95qqG2YWrW7AH1VQYadMVTJ+jYvgWhzDMJg/fz7mz5+PL3/5y6VeDiGEEEIIIZOWphvY35f7AAPDMPDE2gM40J95MuhlCxpwUnNFXtbJswzcNgEMzL5PTRUUWCMEMKd4VjlF9AxGYRO4ggfXgNhgg02d0NJkqa3Z7clrcA0ws9fsIgdvSKbgGhnXSl4WSgghhBBCCCm+toEQokruAwz++VEX1h0YyLj/lJZKfOK4KflYIjjmcGDNZRPQXGnP22AEQiaDKocIhjWzOzm28D8bZTYBC5rL0+7b1ObD4DDZrKMhxbJpA5ICJUMJOiG5COT5ezSOgmuEEEIIIYQcZbr9UQyGlZwHGGxo8+KlTZ0Z97dU2fGlxS15CYCxDFBmF8AyZvP2lko72CIEDwiZSESeQ5nVzOiyFWuwwawMgw0MA+/sye9gA80woOoGDB3whQsTFCFHl/5wYQZkUHCNEEIIIYSQo4g/oqAnNsAgGM1+gEHbQBi/f2d/xv0VdgFfP3cmRH7slxgMzAwZlgEsAofpNQ5weZo4SshkEx8yYBFYFCP8PHeKK+NAkbd3e/I+2CCeveYtUFCEHD3CsopQDpnauaC/UIQQQgghhBwlhg4wkLLs0TQYUczJoBmeL3Isbj53Jsrz0BOJgZmxxrEMRJ5Da40DAgXWCMnIaRVgFTkwKM7kUJZhMmav9QVlbOv05/V8UdWcGhqWVEixCaKEjIYnIBXs2HkdaDBv3rykbYZhsG3bthGfVwiZzk0IIYQQQsjRSNP0UQ0wUDQdj6zeg4Fhska+fEYLWqoceVmnyyaAZxnwHIsZNQ6IfHFK3QiZyKqdFhwaCMMqsIgUIQB1xswqvLSpI23m6+pdHhzbWJa3cxkGIGs6RI7FQFimacFkVCRFg6+A2Y95vQVkGEbKV7bPK8QXIYQQQgghxNTmDec8wMAwDPzp3YPY6wllfM4lx0/BwpbKvKzRZeUhcgxYlsH0akdRsnAImQwq7CI41hxqIHCFLw51WYWME4E3H/LlvYQzXhrqC1HfNTI6vQEpFqgtTKwo7/nVDMNk1cA0/rxCfBFCCCGEEEIOG+0Ag9e2duPdff0Z9y+cVoFLTmjIyxodFh4WngXDAi1VDjgseS2yIWRS41gGlY7iDjY4e3Z12sd1A3hnd34HG0iqDgOApGoIShRgI7mRVQ0DYbMkNCIXJrMz78G1bLPGKGONEEIIIYSQwhvtAIN39/Xj7xs6Mu5vrrTjujNawObh5rZd5GATWDAM0FzpgNsmjPmYhBxtqp3mkAGRZ1GMwbpz6lyod1vT7ntrtwdatlH8LMV7PtLUUJIrT0CCoQOKZuT9+zIur7eD7r///rw+jxBCCCGEEDJ6Rw4wiOQwwGBr5yCe+PeBjPvLbOZkUEse+qHZBA520TxOY4UdFXkYikDI0cgicHDZBAQiCmwCh1CBMnTiGIbB2bOr8dcPDqXs84YVfNQxiAVTy/N2vqiiwcKz8IUVNJQZYIsRQSQTnqLp6A+ZZcphObteo6OR1+DasmXL8vo8QgghhBBCyOgMHWAQynKAwcH+EB5ZvRdahooQnmVw8zmtiRK0sbAKLBwWM7A2pdyWyLwhhIxOtcOCQESBtQjBNQBY3FqNFzakH2zw1i5PXoNrimZANwBV0zEYUVCRh99BZPLzBCTougE19rewUGimNSGEEEIIIZNQ28DhAQb+LAcY9Aai+NWK3cNmuF23uAUzapxjXp+FZ+GM9VWrdVtRl6G8jBCSPbeNh8hzYBjzZ6zQnBYeizIMNPmoYxD9QSmv54vGJqH25fm4ZHJSNT3xvRKWChtspuAaIYQQQgghk0z3YASDkcMDDLJpS+yPKPjV8t0IRDNnuF1xUiNOnVE15vWJHAuX1QysVbssaCi3jfmYhBCzVLPaGRtsIJZ2sIEB4O08DzaIKBoMACFJLWiJH5kc+oKHs9ZkLbu2CKNVkhE869evT/x7ZWUlWltb83Lc/v5+rFixAjt37sSOHTvw3e9+F/PmzcvLsQkhhBBCCJkIBsMKugejALIfYBBVNPx65W70BjJng5w/txYXHVM/5vUJHAOXzbwMqXCIaKqwj/mYhJDDKh0iuv1R8DDLuLMdYjJaM2ucaCi3otMXTdn39p4+fPKEKeDZ/OT1GIY52MDCs/AEJEyroqnCJD1V0+GJ/U0LF6FEuiTfiZ///OfBxKYKLV26FA8++GBejrt37158//vfTxx7z549FFwjhBBCCCFHDUnR0DYQApD9AANV1/H/rdmLA/3hjM9ZOK0CVy+amvicPVo8y8BtE8AAKLMLaK6kwBoh+cZzLMptIgZCEmwiN2w2aj4wDIMls2rw7Pr2lH2DEQWbDw3ipOaKvJ0vIscGG0RkNGg2CBwV5JFUfUEJmm5OB5WzHOYzFiX7LjQMA0Y2+ek5cLvdiWMDZiYbIYQQQgghRwNN07EvxwEGhmHgybUHsaXTn/E5c+pc+MqZ08GOMbDGsQzKYoE1l03AtErHmIN1hJD0ql1maajIsyjGj9nprVUQMwS51uzy5PVc8cb0ho7EFEhCjnRk1trQwR5cgabMliy4xjBM3v+Y9vX1JY4NAJFIJK/HJ4QQQgghZLxqGwhDynGAwYsbO/Duvsw3pJsqbLj53NYxZ4ZwTCywxgAOC4+WKgfYAl3gEEIAu8jDbuHBALAJhe+9Zhd5LGpJn522tdOfCHTkS3ywQX9QynvSDpn4hstam3TBtXwbGBjAo48+CuBw5prdTmnmhBBCCCFk8hvNAIOVO3rx6pbujPsrHSJuO38W7OLYOsmwjFkCyjJmg/UZ1Y6CXdwQQg6rcVoAANYiBNcAYMnsmoz73tqd3+w1SdWhG4Ci6vBFsruZQI4Ow2WtAWZ7gkLIa8+1aDSKz3/+8xgYGMj6NW+99RbOP//8MZ/X6/XCMAwwDJMIrk2bNm1MxyWEEEIIIWS884XlnAcYfHBwAM+ua8u43yFy+ObHZqHcLo5pbSwDlNnMwJpF4DCjxgmO+iMRUhRlNgE8x0LVdIg8W/C+U9OrHZhaYUO7N7WC7J09fbj0hIa89keLKhrsIoe+gISKMf6uIpPHSL3WCnVzJ6/BNavVimuvvRbf+ta3koJc6cT3RSIRdHR05G0N8ZJQm82GRYsW5e24hBBCCCGEjDdRRUPbgDmIIKJoWQ0w2NHtx+/f3o9Mn9RFjsUt58/ClDLbmNbGwLy451gGIs+htcZBjccJKSKWZVDlFNEzGIVN4AoeXGMYBktm1+Dp91MD94Goio1tPpwyvTJv54soGmwih5CkIiyrY86yJROfNkLWGjCBykKXLVuGhQsXAjjcV23o15EyPWe0X/Fj3nrrrXA4HPl+e4QQQgghhIwLmqZjf18IemKAQfoLiSMd8obx8Kq9GbPbGAa44ewZaK1xjmlt8WmgHMtA4Fm01jgg8sUpTSOEHFblEMGwgMAxRSnHPm1GFSx8+jDD6l29eT2XYSARMMx3TzcyMQ2ElGGz1ljG/CqEgtw6uueee8BxXGIi6NCvI2V6zmi/eJ7Hbbfdhi9+8YuFeGuEEEIIIYSMCwdzHGDQH5Twq+W7EVEyB+E+f+o0LJhaPua1uW0CeJYBz7GYUeOEpUg9nwghyUSeQ5nVLJksxmADq8DhtBlVafft6gmiw5ffoYORWHaSLyJD0QqbmUfGN8Mw4AmaQdZwkbPWgDyXhcbNnDkTP/3pT7Fv3760+x966KFElllraysuuuiiUZ+L4ziIogi3242GhgYcf/zxcLlcoz4eIYQQQggh412nL2IOLkB2AwyCkopfrdg9bOPvT53QgLOHaUieLbeVh8AxYFkGM2ocRbmgJ4RkVu0S4QvLsAgsQhIyloTnyzmza7BmV/oBBmt2enDtqc15O5eqG1B1AzwY9Idk1LuteTs2mVgGIwpk1bzhlKlFAs+yGDnHe3QKVpR88cUXZ9z30EMPJf69tbUVX//61wu1DEIIIYQQQiYVj19Crz/7AQayquM3K3ejKzb0IJ2zZ1Xjk8dPGfPaXFYeIs8mAmvUA4mQ0nNaBFhFDlFZg1Xghs1ezYeplXa01jiw1xNK2ffuvn5ccVJjXrNZI7IGl5VHf1BCncuS0oqKHB16Y6XB0WG+v3mOQaEKiKmjKCGEEEIIIRPEQEhCh88cYBCSRx5goOkGHntrX9qL3LgFU8vx2VOnjfmC1GnhYeFZMCzQUuWA0yKM6XiEkPypcVoAAFaxOJmk58yuTft4RNHw/oGBvJ5LUnXoBqCo+rDZuWTyCkkqwpIKAxg2eFzIstCSBNcWLVqEhQsXYuHChZg1a1YplkAIIYQQQsiEMhhW0H7EZNBIhp4ycYZh4Jn3D2LTIV/G57TWOHDDWTPGfMHhsHCwCiwYBphW6YDbRoE1QsaTcrsIjmXAMeZE4EJb2FIBR4ZA3uqdnpRe7GMVz1bqo8EGR6XegJmZLSn6sG0SJlzPtZE89dRTpTgtIYQQQgghE1JQUnBwIAQj1ksmm8mgr2zuwlu7+zLun1JmxTfOmwUxw2S/bNlFLtFXranCjnK7OKbjEULyj2MZVDlE9AYkWEUOcqSwzf8FjsUZM6vxxraelH1tA2Hs7w9hRvXYphIfKaposIkcQpKKkKTCYaGS9KOFpGjwxzIWR8paYwBghFYKozWuykI3b96MV199dcTn+Xw+XHLJJbjnnnuwZs2aIqyMEEIIIYSQ0gjLKvZ7QtB1A7KqIxBVR3zNW7s8ePnDzoz7y20Cbjt/FpxjvAC1CRzsseyUxgo7qmKlZ4SQ8afKaQHDACLHoIAJPAlLhhmQsmZn+oEHo6UbZtYSAHT7M/eXJJNPX1CCYQCyZkAbJnAWz1pjlMJkN5Y8uGYYBp599lksXboUV199NX75y1+O+Jr29nbs3r0bf/nLX3DjjTfi/PPPzyooRwghhBBCyEQiKRr2eULQdAOKZsCfRWBtU7sPT71/MON+m8Dhto/NGnMgzMKzcFjMwFp9mRU1LgqsETKeWQQOLqtZsm0rQu+1OrcV86e40+5bf8CLkDTy77NchGXzeIGIkvh3MrlFFA19ITNYFhnh/zkfjyhLckHWUtLgWk9PD6699lrce++9aGtrg2EY6OrqgiwP/2bb29sT/24YBjo6OnDHHXfglltuGfG1hBBCCCGETASyqmGvJwRV06HqRqLsZTh7PUE89ta+jD1neJbB18+diaYK+5jWJvIsXFYz663WZUF9mW1MxyOEFEd1fLCBwKEYMzUzZa/Jmo61e/vzei49VjYPAD3DTEcmk8ehgTAM3ZyKrWjDl3vyicy1SRZc6+3txRe+8AVs2rQJhmEkphPpuo6DBzPfaQOSg2sMw4BhGBiGgTfffBPXX389BdgIIYQQQsiEpmo69vWFIKsaNN3AYETBSF1iugYj+PWK3ZC19L2UGABfPWs65tS7xrQ2gWPgjgXWqpwWNIwxUEcIKR63TYCFNwNrFqHw4YAFU8tRnmHAyZpd+R9sEI71oxyMKMP23yITX19QQig2ITSYRRYkFxvkwRQoXlSy4Npdd92VCKIdOfbbarVicHBw2NeefPLJuOaaa9DQ0JD4YYwH2NatW4ef/vSnhVs4IYQQQgghBaTpBvb3hRCVNeiGeZE40vWnLyzjgeW7ERpmguhnFk3FwmmVY1qbwDGJSaAVDhFNFZSxRshEUx0r4Y4PIikkjmVw1qzqtPu6/VHs7Ank9XyaYSSy13qp99qkJasaunwRAEBIUkecUcAA4GJhJ0YqzPdFSYJrr776Kt57771EUM0wDFRVVeG+++7D+++/j4ULFw77+oULF+IHP/gBVqxYgd/+9reYNm1aIvvNMAw888wz2Lx5czHeCiGEEEIIIXmj6wYO9IfMu/GxwNpIFw1hWcWvVuzGQCjz3fiLj63H+fPqxrQ2njUDawzM7JfmSnvSTXJCyMRQaRfAsgw4loHAFf5n+OzZNRkHKKzO82ADAAjHbjL4wjIkyl6blDp8kUQv0qgy8uTb+DADqCqYPGdLxpUkuPbUU08lbR977LF45ZVXcOWVV0IUcxvdvWTJEjz//PM4/vjjk8pLf//73+dtvYQQQgghhBSaYRho94YRiJWADkaUYSefAYCi6Xh41V4c8kYyPmdxaxWWndg4prVxLIOyWGDNaRXQUuWgwBohExTHsah0mNfd1iJkr1XYRZzQVJ5238Y2H3zh/JbpabHJyoZBk0MnI19YxmDY7EGaTTkoAPCxIDIjFWZSKFCC4JrX68XGjRsTWWZOpxMPP/wwysvLR31Mp9OJBx98EDabmZZuGAZWrVoFqYD/4QghhBBCCMmnDl8E3pAMA4A/okAdIbCmGwb+8M7+Ycuqjm1w4wunTxtTIIxlYAbWGMBu4TG9yg42UxoKIWRCiE8LtvBsxqyyfDpnTvrBBpph4J09fXk/H2WvTU6SoqF9IAzA/H880g2oOI6N91srXLC16MG1I8s1GYbBFVdcgbq6saWoA8CUKVNw6aWXJnqwqaqKDRs2jPm4hBBCCCGEFFrXYAR9AfPGcDCqjjj1zDAM/GV9Oz446M34nJYqO25c0gqeHf1Hfo5hUG4XwTKAVeQwo9qRaApNCJm4bAIHp9Xsn1iM7LV5U9yoifV6G+qtXX3QswySZEvVDciaAcMAegOUdDMZaJqO/X2hRDloeJgeo0PFy5/ZyZS51tXVBQCJINjixYvzduyzzjorafvQoUN5OzYhhBBCCCGF4AlI6Bk076YHJTXRjHs4r23txoodvRn317osuOW8WWO6aOZYBmV2IRFYa61xgKfAGiGTRrWzeKWhLMPgnNnps9cGwjI2dww/1HA0wrGSwYGwBFml7LWJrs0bRlQxB/0EokrWr2Ng9gwFACYSLtDqShBc8/v9Sdu1tbV5O/aUKVMAHJ4+6vVmvpNHCCGEEEJIqXlDMjq8h0tcsmnM/O7efvx9Q0fG/S4rj29+bHZiqudoxHussQxgEzm01jghcIW/ACeEFE+ZTYAQKwu18IUPDSxurUoEOYZaNczNgtFSYxlOhk7ZaxNdtz+KwbCSaJuQS6JjvN8aFBWMqqIw4wxKEFzjhvxRHhpsGwtZTm6EmOtwBEIIIYQQQorFH1HQ5g0BACKKllWJy5aOQTyx9kDG/RaexW3nz8pYfpUNnmVQHgus2UU+FlijjDVCJhuGYVBVxMEGLquAhS0Vafdt7fIXZPhAWI5lr4VkKBplr01E3rCMbp85tCcYVUfsRzpU/O8XEzVvZGly9llvuSj6X8nKysqk7X379uXt2O3t7QAOl5xWVVXl7diEEEIIIYTkS1BScKA/BEMHJFVHSBr5om+fJ4hH1+yFZqS/sOAYBjed04ppVY5Rr4uPlYLGhxdQKSghk1uVUwTDmj2puCJMNjh3TubKtdU785+9pmhm9pquG/D4KXttoukajOBgX/wmlJ5V24Sh4sE1NlYSqk6W4NqsWbMAHC7dfPPNN/N27JUrVyZtNzU15e3YhBBCCCGE5ENYVrHfE4KuG5BVHYGoOuJrdvcE8Mvlu4a9sLjujBYc01A26nUlAmsAHBYerTS8gJBJT+A4lFnN7DVbEbLXZlQ70FxpT7vv33v6CzLZM5695glJNDl0glA1Hfs8wUQ/0oiiISSN/LcynXhZKJMIrsnDPX3Uiv7Xcu7cuSgrM//oG4aBtWvXYt26dWM+7s6dO/Hmm28mgnZOpxMnnHDCmI9LCCGEEEJIvkiKljTtzJ9FYG17lx8PrNg9bD+2K09uwmkzRl+1IXCHA2tOq4AZNU4KrBFylIgPNrAILAqdu8YwDM7LkL0WUTS8f2Ag7+eMZ68ZOtA1mP/SU5JfQUnB7p4g/BGzx1ogqmaV3Z0OzzLm97SmgY0F1SZNWSjP87jgggtgGAYYhoFhGLjjjjvQ0ZG5KetIBgYGcNttt0HTtMRxzz77bLBjGDtOCCGEEEJIPimahn2eEBRVh6ob8EdG/oC/pWMQv165G/IwGWsXzKvD0vl1o16XwDFw28zAmssmYHq1oyjlYYSQ8cFpFWARODAwA2yFtmh6Bexi+iy5VTt6E22e8ikYy3ryhWUEpcIEV8joqJoOb0jGwf4QtnQMYk9PEJJqTgX1hZVRlYLGJfqtxbLWNEUtyPcXUILgGgBcd911iQwzhmHg8Xhw9dVXp5R1ZmPdunX4zGc+g/379yeOybIsvva1r+V1zYQQQgghhIyWqunY6wlBUjVouoHB2B354Wxq9+GhVXugaJmfeUpLJa5c2JT4HJyrIwNrbpuA6VUUWCPkaFTtNIegFKM01MJzOGNmddp97d4I9npCeT+nphuJ7N9OH2WvjRdhWcXOngAO9ofgDclQNR0GgKhiBty0HIcXDCXESkLZqDkQQSlQSSgA8AU78jBaW1tx9dVX47nnngPDMGAYBn19fbj55psxZ84cXHbZZViwYAHmzJkDm82W9NpoNIpdu3Zh8+bNeOWVV/Dhhx8mZcExDINly5Zh9uzZpXhrhBBCCCGEJNF0A/v7QojK5p34wYiCkW6cf3BgAL97e3/G4QUAsHBaBb58ZgvYUQbWRI6Fy8aDAVBmEzCtygGWAmuEHJUq7QK6Bs2ff55lcp7ImKtzZtfgzW09afet2tmLmbXOvJ8zJKuwCCLCkgpvSEZFbFIqKQ1fWEbbQBi6bkAzzLYJiqYPe0MpV0Mz11RpkgXXAOCuu+7Chg0bsGvXrkSAzTAM7NixA//v//2/xPNEUYTTaf5ghUIhSFLyhI94QC3uhBNOwPe///3ivAlCCCGEEEKGYRgGDvSHEJJUGLHA2kjXrO/u68fj/94/bADu9BlV+NLillFnmYk8C7fVvBQot4uYVmUfdfYbIWTi4zgW5TYRAyEJNpHLatDKWNS5rTi2wY0tnf6UfR8c9OLqhQrcNiGv5zQMICxrcIgcugajcNsEytQtkV5/FF2DERgGIGsGAllkc+eKYxkwDABdByuZ2YqFDK6VrCmZ3W7HH//4R8yfPz9R83pkkC3+JUkS+vv70d/fj2g0mrQv/hrA/OCyYMECPPLIIxBFikATQgghhJDSaxsIJy4aBiPKiCUu7+zuw+PvDB9YO2tmNa4bQ2DNckRgrcJBgTVCiKnaZV5HizyLYvxKOHdu+sEGmm7g7T19BTlnJJZBLKsaPEFp5BeQvJIUDQf6Quj0mYG1iKInBhfkW7wklIlGAAPQNA26Nvr+bSMpacf/qqoqPPfcc/jyl78MQRBSgmwjfQFmUI3jONxwww145plnUFlZWcq3RAghhBBCCADgkDcMb8i8S+6PKCOWWa3a0Ysn3j0w7EXGuXNq8PnTp426fNPCs3AdEVhrrqTAGiHEZBd52C1mqbi1CL3XjmsoS0wqHWrNTs+Y+21lEooNN+j1R6Foo5tCSXITVTQc7A9hR7cfvrD5dzEoqYn/F4UQLwlli1ASCpQ4uAaYZZ933XUX3nzzTdx0001obm5Oyk4b7quurg5f+9rXsHLlStx+++3guML/AiCEEEIIIWQk3YMR9AXMrIhAVB2xh8wb27rxzLq2YZ+zdH4drj2ledQ91o4MrFU5LZhW5aDAGiEkSTzYVYzBBizLYMnsmrT7BsIyNh/yFeS8kmr29dJ1A10+yl4rJEUzg2o7u/3whmSzDFTV4Q0riQEThZLotxYbZlDo4FrJeq4NVVdXh1tuuQW33HILenp68NFHH+HAgQPo6+tDOGxGGt1uN9xuN5qamrBgwQI0NDSUeNWEEEIIIYQk8wQkdA+a/V2CkgpJHf4C4tWPuvDCxo5hn/OJ46bgsgUNow6GWQUWTov50b/aZUFThX1UxyGETG7lNhGdXBSqpkPkWMgFLKMDgDNnVuPlTZ1pM3tX7uzFic0VBTlvSFJRbhfgDUuodomwi+MmNDJp+MIyDnkjUGPfQ7KqIyRrBctIPBLLmF8wjERwTTlagmtHqqurQ11dXamXQQghhBBCSE68IRmdPvPGcFjWhr0zbxgG/vFhJ/5vc9ewx7xsQQM+efzobyrbBA4Oi5mFUuOyoJECa4SQDFiWQaVdQG9AglVkIUcKG1xzWQWcMr0Sa/f2p+zb3hVA92AU9WXWvJ9X1Q1Iqg4Lz6LTFy3IdNKjlaLp6PBGEuWfqm4gEFWLElSLs/Dm3zxGioLRDei6Dl0tbAlwyctCCSGEEEIImQz8EQVt3lCsSbOGsJz5g7xhGPj7ho4RA2tXntyUt8BarZsCa4SQkVU5LQAAkWNRjGGa58xJXxoKAKt39RbsvCFJhQEgGFUSgSAyNlFFw66eQOK/Z1jW4AuPPMwn36xCrN/aoA8AoEQLX/5LwTVCCCGEEELGKCSpONAfgqGb/XxC0vCBtefWt+O1rd3DHvPaU5px4TH1o16TTTwcWKsrs6KhnAJrhJCRWQQOLpsAoDi912ZUO9FSlf7307/39ENSCpNxpBvm9FAA6PJFoRc5ADTZKJqOfZ4QFFWHphvwhZVhbzIVisAx5jRtTQcb9AMApGC44Oel4BohhBBCCCFjEFE07PMEoesGZE1HIJp5+pluGHj6/Tas2JE5G4MB8IXTpuG8ubWjXpNd5OAQzYvi+nIbppTZRn0sQsjRp9phZq9ZihBcA4Bz56T/fRdRNLy3f6Bg543IGnQDkFQN/UHKXhstTTewvy8EWdWgGYAvPPKE7EKJB4TZwCAY3YCmqFBlpeDnpeAaIYQQQgghoyTFAmuabkDRDPgjwwTWdANPrD2ANbs8GZ/DMMB1Z7Tg7AwT9LJhFznYY4G1hnIb6t3571dECJnc3DYeIs+BZcxJw4W2qKUycUNgqBU7emAYhQnUGDAzjwGg2x+BUuABDpORYRhoGwghLKkwDMAfVlCqHECWAUQ+XhLqBQBEi5C1BoyTgQYbN27EqlWrsH37dvT39yMSiUDTNOi6PuofIoZhsHz58jyvlBBCCCGEEJOiaYkSGFU34I9kvjOu6joef+cA1h3InIHBMsBXz5yBU6ZXjnpNDguXuGvfWGFHjcsy6mMRQo5eDMOg0imi2xeBVeBGnHo8ViLP4sxZ1Xh9a0/Kvk5fFDu6A5g3xV2Qc0uqDlssy6rHH6Vpyjnq9EUwGAuo+aMKtAIFQrNhjf39Y8IhsLIMwzAghSNFOXdJg2tbt27Ffffdhw8//DDxWL4i0qMdU04IIYQQQshIVE3HXk8IUqwExh/JfKde1XQ89vY+bGjzZTwexzL42tkzcFJzxajX5LDwsMWaOFNgjRAyVlUOAT3+CASYPawK3ZT+3Dm1eGNbD9KFBFZs7y1YcA0ws9fKbAL6gxKqnJai9JqbDHr9UXgC5rCAYFSFopW2b108uMbFBhlIoQjSfkMVQMnKQt977z187nOfw4cffgjDMBJfDMOM+YsQQgghhJBCifeWicZ69QyGZWS65lQ0HY+s3jtsYI1nGdx8TuuYAmvOWGCNYYCplRRYI4SMncBxKLeJAIoz2KDaacGCpvK0+z485ENvIFqwcyuaAVnVYRhmJhYZWa8/mvhvFZK1gmc3jkTkY9NtVRVsKAAAkELFKQkFShRcCwQCuO222xCJRFICakcG2kb7RQghhBBCSCFouoED/SGEYr1lBiNKxsCapGr4zco92NwxmPF4IsfilvNm4fgMF5TZcFp4WI8IrFU5KbBGCMmPKqcZXLMILIqRxnL+vPSDDQwAq3Zk7leZD0FJhQEgEFGGLfMnQPcRgbWwrCWmrpaSLZG15gUMQJFkaErmPqj5VpKy0EcffRQ+ny8py8wwDNTW1uKEE05AfX097HY7BEEoxfIIIYQQQghJoWo69vfFAmswA2uZyqSiioZfr9yNXT3BjMez8CxuPX8WZte5Rr0ml5WHhTcDa82VDlQ4xFEfixBChnJaBNhEDhFZg1XgEFEKG0SZU+dCU4UNh7yp2WPv7OnDpxY0JEr/8k03gKiswSZy6PBF4LLyVBmXRvdgBN2DZhZhaJwE1hgGEDjz/xXrN29oFTNrDShRcO0f//hH4pvUMAy4XC58+9vfxrJly0qxHEIIIYQQQoYlq5rZY03REhlraobAWlhW8eCK3djrCWU8nk3gcNvHZqG1xjnqNSUCaywwrdKBcjsF1ggh+VfttKB9IAyrWPjgGsMwOH9uLZ5892DKvoiiYe3efpw3N312Wz6EZQ0WgYOkaOgLylRifwRdN9Dtj6DXb/ZYC0lawb8fsiVyZlEmE42AUVUYhgE5XLgy4nSKXha6efNm9PX1ATADaxzH4cEHH6TAGiGEEEIIGZfCsordvUFIitljzTdMYC0oqfjlm7uGDazZRQ53LJ09psCamwJrhJAiqbCL4FgGHHM4iFFIp06vgkNMn522ckcv9AK2gjJg/s4HzAwtVSttH7HxQNV0dPuj2NblH5eBNcDstwYATNjMVlOiUtHXUPTg2oEDBxL/zjAMlixZgsWLFxd7GYQQQgghhIwoGFWwtzcIRdWh6QZ8YTljKWggquAXb+zEgf7MpSguK487l85BS5Vj1GtyW3mIscDa9ConBdYIIQXFsgyqYiXn1gxBr3wSeRZnz65Ju6/bH8W2Tn9Bzx9VdKi6AU030O4tbmlhLnS9sD3nJUVDhzeMbV1+dPvMQKNuAIGoOq4Ca8DhoC8bNlsxlCK4VvSy0COz1hiGwSc+8YliL4EQQgghhJAR+cIyDg6EYOjmJDl/REGmy5jBiBlY6xzMXIZSZhNwxwWz0VBuG9V6WAZw2wTwLAOWZdBS5YDbRj2KCSGFV+W0wBOUIHIMWAYZB7nky7lzavH61u6051m+owfHNpYV9PzBqIoyu4DBsIJefxS1bmtBzzcSwzAQUcz+ZiFJQ1hWIalmmwKGBViYfxdYhoHIs7DwLESONf9d4GDl2az6x6maDl9EgTckIyQdHgag6gYi42AiaDo8y4BhAGg62KjZq++oCK6pavK0hqlTpxZ7CYQQQgghhAzLE5DQ6QvDMABJ1RGIZp44NhCS8Ys3d6LHn/nDfIVdwH8vnYO6UV6g8SwDt00AywA8x6Kl2g6nhQJrhJDisAgcXFYB/ogCm8ghJBU2c6nSIeKk5gp8cNCbsm9Lhx/dg1HUlxUu4KXqBkKSCqeFR9dgBHYLV7LfuUFJwYG+cMYSVUMHNBiJrGpJ0RAY8hyGBWw8D5vIwS5ysPAsdANQdR2aDmi6joiiwR9VYBxxGlnTEZE1KFqBo6ljkCgJjQQBA9AUFXoJynmLHlyrrKxM2tb18Rf5JIQQQgghR69OXwS9fjMDLaLoSXfvh+oLSvj5GzvRF5QzPqfaKeKOC+aMujG2yLPm1DqYJVkzqh0Q+cKXZhFCyJGqnRb4IwqsAoewpGXM5M2X8+fVpg2uAWbvtWtPbS7o+aOKDoHTYeFZHOwPY3adEwJX3N+9AyEJ7d4wDN3sB6dqBhRNh6oZUHXdzFxjAAYMwJgZzizDmD3yjviCbvaSC8sq+kc4p6obkBQdkqoVPEMxH+LBNS5k9jqVS5C1BpQguDZr1qyk7fb2dixYsKDYyyCEEEIIISSJYRhoH4hgIBRr2CybJTiZ9Pij+MUbuzAQzhxYq3NZcMfSOah0jK4vmj2WZQCYJaHTKu3gitBQnBBChnLbhMQkTYvAIqoUNlFmZo0TzZV2tA2k9j37994+XHZiA+xiYUMagagK3i4Aqo6D/WG01jizKq/MhyNv9AyXQW22XTPMrC3E/n2IeNYzzzLgORYcYz5LN8y/fYYB6IYBKdZfdKJgYGZ2AwATNoNrpSgJBUow0ODYY49FWVlZ4htyzZo1xV4CIYQQQgghSTTdwP6+UCKwFoiqwwbWugYj+OnrO4cNrE0ps+LOC0cfWHNZ+URgrdZlwfRqBwXWCCElVe00M3BtQuEzuBiGwcfm1abdJ6k6/r1npBys/BiM9dsMRlV0+SIFP5+uGzjQF0oE1sKyNmxrgqyOaQCyqiMsa/BHFHjDCnxhBf6IgkBURVBSEZa1CRVYA44oCZUkMKoKwzCgSpn/LhdS0f86cxyHyy+/PBYdNfDaa6+hvb292MsghBBCCCEEAKBoOvZ6gomBBf6IOmzT5kPeMH76+k4MRpSMz2mqsOHOpXNGNcmTZYByuwBLbCLo1Eo7GirsRcuWIISQTCrtAthYqaHAFf530qKWSris6bPTVu7ohV6EYFB8QiYA9AYk+Ia5qTJWsqphjycIX1iGAfO84WFu9BztEsG1+JTQEgXWgBKUhQLAjTfeiJdffhlerxeqquLOO+/Ek08+CYtldH0ojnZbtmzBSy+9hA0bNqCjowPBYBCiKKKxsREnnHACLr74YpxxxhlFXdP69euxcuVKbNq0CR0dHRgcHIRhGCgvL0dDQwNOOukknHfeeVi4cGHOx/7JT36CP/7xj6Ne2/Tp0/Haa6+N+vWEEEIImTxkVcNeTwiSYk5dG4woUIe5WDvYH8Iv39yF0DAXO9Oq7Pjmx2bDacn9ozbHMig7cnBBlR1OKw0uIISMDxzHotIhoi8gwSpwULSxZVSNROBYLJldg1c2d6Xs8wQlbO4YxIKp5QVdA2BmfUVkDTaRQ9tAGFaBgzXP2Xu+sIz2gTA03SzT9EeVcT1IYDwQYtncbKzfmhIpTUkoUKLgWllZGX7xi1/ghhtugKqq+PDDD3HNNdfgvvvuwzHHHFOKJU1Ivb29+MEPfoCVK1em7FNVFbt378bu3bvx/PPP45RTTsFPfvITNDY2FnRNH3zwAe677z7s2LEj7f6enh709PRg48aN+MMf/oATTzwR3/3ud3HsscdmfY7t27fna7mEEEIIOYqFZRX7+0JQVB26AQyGFWhG5guZfZ4gHli+GxElc2CttcaBW8+fNao+QEmDCwQO06sdsBSh9IoQQnJR5bSgLyDBwrMIMSh40/tzZtfgXx91p/39vHx7T1GCa4DZh5PnWAgAdvUE0FRhQ6Vj7AlCmm6gw3u436eqG/BHlAkxTKCUOJYBywDQdTBRs1y3VP3WgBIF1wDg9NNPxyOPPILbb78dwWAQ27Ztw6c//WnMmzcPCxcuxJw5c1BWVgan0wlulBM5Fi1alOdVjx979+7Fl7/8ZXR3d2f1/HXr1uHSSy/F7373O5x00kkFWdPvfvc7/PKXv8xpAuzGjRtxzTXX4J577sEVV1yR1WsyBe4IIYQQQrIVjCrY3xeCphtZXchs7/LjoVV7hi0XnV3nxC3nzRpVNoNN5OCI9Vdz2QS00OACQsg4ZRM4OK0CgtHY5NACly2W20UsbKnA+/sHUvbt6A6gbSCM5kp7QdcQ548ocNsECADa+sPwR1Q0VdjAj/L3dVhWcbA/DCl20yYsa1QGmqXDJaEhMIYBTVWha6X7b1eS4NqyZcsS/261WhEIBMAwDAzDwLZt2/KSmcQwDLZt2zbm44xHXq8X119/fVJgjeM4XHDBBTjrrLNQXV2Nvr4+vPXWW1ixYgVU1UzVDQaDuOmmm/C3v/0NU6dOzeua/vznP+PnP/950mM8z+NjH/sYTjvtNNTV1UHXdXR0dODtt9/GO++8AyN250GWZXz3u9+Fy+XC0qVLhz1PR0cHfD5fYvvEE0/ELbfcktNabTZbTs8nhBBCyOTiDctoGwjB0AFFMxK91tIxDAPLt/fib/9pHzb4Nm+KC18/dyYsfO6BNZeVhyV2kVDjsqCh3Eb91Qgh41q1UyxacA0Azp9Xmza4BgBvbuvBV86cXvA1AOaEzcGIkrgh4gvLCMkqmivtcGVZwm8YBkKyCn9EgScowdDjfd2oDDQXYrwktMRTQuNKElzbvn172g8M8QCbMUw6PgHuvfdedHR0JLZramrw8MMP44QTTkh63qc//Wls3rwZt956Kzo7OwGYgblvf/vbeOqpp/K2nkOHDuEnP/lJ0mPHHnssfvWrX6UN4n3xi1/E5s2bcdtttyXeh67r+Pa3v42FCxeisrIy47mGBl4XLlyIxYsX5+FdEEIIIeRo4AlI6PSFYRjmtLnhJrDJqo4/vXcA7+1Lf0EXd1xjGW46pzXR+yVbDAO4rQIEjgHDAo3l9sQkPkIIGc/KbAJEnoOsarDw7LBZvfkwo9qJmTVO7PEEU/atOzCAK05qHNUAmdGKyBoUVTeHLag69vYGUeuyoK7MhnS3RiRNRzCiIiApCEpq0iAGSdURjKoZb/KQVCwDc6CGAbChAABALmG/NaAE00LTOTLQxjDMmL8ms02bNuHVV19NbAuCgMceeywlsBZ3/PHH4/HHH0d5eXnisXXr1mH16tV5W9NDDz0ESTr8jTxr1iz86U9/GjY77vjjj8ef/vSnpEBaIBDAY489Nuy5hmYjzp8/f5SrJoQQQsjRptMXRofXDKxFFG3YwFp/UMJPXtsxYmDtxOZy3DyKwBrHMqiwixA4c+rejGonBdYIIRMGwzCodJrBLJtYnN6QF8yvS/u4phtYtdNTlDUcSdUNeMMKoooZWOwNSPjokA+b03zt7PKjwxc2WxDEBhZIqg5/REWAAms5i2eJM9EwGFWDrutQSzgpFChhcC2eoVaIr8nsiSeeSNr+/Oc/P2KAafr06bjzzjuTHvvtb3+bl/VEo1G8/vrrSY9973vfg8PhGPG1TU1NuPXWW5MeG2mK59Dg2ty5c7NcKSGEEEKOVoZh4GB/CL1+82ZgSNYQkjKXMe3sDuBHr25H20B42OOe0lKJr509I+deOyLHotxuTgS1CBxm17myLicihJDxosohgmEBnmXAs4VPcjlxajmqnemz01bv7IWklqbfVlBS4Y+o0IbpHWAAkDUDIUmDN6ygPyQjEFUha4XN+Jus4v3W2KCZtVbKKaFxJSkLXbFiRSlOO+EFg0EsX7486bFrr702q9d+6lOfws9//nN4vV4A5iCBrq4uTJkyZUxrWrduHcLhwx88m5qacOqpp2b9+k984hP44Q9/mBiC0NXVhY6OjoxTTY8sC7Xb7WhpaRndwgkhhBByVNB0Awf6QwhEFABAIKpmLF8yDDP74S/r24edGgoAH5tXi6tOngo2xwtKm8DBYTk8uGBapX3UjbAJIaSUBI5FuU2ENyTDJnLDZgPnA8sy+Ni8Ojy3vj1lX0jW8O7efpwzp7aga8hE1nTIYT1tSSgAykzLo0RJKA4H1+RItJRLAlCi4FqmwAkZ3nvvvQdFURLb8+bNy3owgSAIOPvss/Hyyy8DMD88vvbaa7juuuvGtKbdu3cnbS9YsCCn17tcLlRWVqKvry/xmMfjSfs9MjAwkDTEYfbs2WBZ+jBKCCGEkPQUTcd+Twhh2Sy58UcyN4tWNB1PvXcQa/f2D3tMnmXwxdNbcHprVc7rcVp4WAXzs0u1y4JGGlxACJng6txW+MIyLDyLMMsMm72VD2fOrMbLmzoRUVKz1JZv78XZs2vAlvD3KgXRCi8xJTQSAaOqMAyj5MMMgHHSc41kZ8OGDUnbJ598ck6vP+mkk5K2161bN+Y1nXzyybj99tvxuc99DkuXLsXxxx+f8zGOzHwDkDFgNnSYwbx583I+FyGEEEKODpKiYU9PEGFZhW4Ag+HMgbWBkIz/99qOEQNrFXYBd180N+fAGgOz+bdVYMEwQGOFHU0VdgqsEUImPKvAwW0zy9rtRei9ZhU4nDWrOu2+bn8UWzoGC74GUlrxfmts0A9gfGStASXKXCOjs2vXrqTt2bNn5/T6mTNnJm3v2LFjzGtasGBBztlqR9q1a1dKcK2uLn2jyqH91oYG17q7u9Hb2wtFUVBVVYUpU6bAYqHGwIQQQsjRJiyr2OcJQdV0aAbgDysZyzx39wTwyJq9I5Yzzap14sYlrSiz5dYbjWMZuG0COMb892lVjsSFKCGETAZ1bisGwwosPIsQAxQ4eQ3nz63F8u09ac/zxrYeHN9UXtgFkJJh0pWEhim4RnLU1taWtN3c3JzT65uampK2u7u7IcsyRLF4I4uH+vvf/5603djYmDG4li5zbceOHXjuueewfPlyeDzJE2IsFgsWLVqEZcuW4ROf+ATdHSaEEEKOAoGogv19Iei6AVU3zMlsaS7ADMPAml0ePLtu5P5q582pxVWLmsDn2I5C5Fi4bDwYmHfap9c4YBWKM1WPEEKKxS7ycNkEBCIKbCKPkFTY3mtVTgtOnlaB9Qe8Kft2dAfQPhDG1Ep7QddASsMSLwmNHlESKpW+JBSgstAJZWjwqLY2t2aNVVVVSQEmXdfR3z98+UMhtbe347nnnkt67IILLsj4/KGZa7/97W9x2WWX4dlnn035bwMAkiThnXfewR133IHLLrsMe/bsyc/CCSGEEDIueUMy9vUFoesGFM3AYDh9YE3RdPzp3YN4+v22YQNrPMvgS4tbcO2pzTkH1mwCB3cssOa08phV56TAGiFk0qpzmRVDVoFFEQaH4oJ56RMyAODN7T2FXwApCTFREhofZCCNm0Z3FFybICKRSEr5pNvtzukYgiDAZrMlPTY4WJqadEVR8D//8z+IRg+ncPI8j89+9rNpnx8Oh3Hw4MGkx5YvXw5jhDvNcTt27MBVV12Ft99+e/SLJoQQQsi45fFLONgfgqEDkqpjMKKk/bztC8v42es78faevjR7Dyu3Cbjrwjk4c2b63j7DcVr4xETQSocFM6qdNBGUEDKpOa0CHBbzhoKtCDcSZtQ40VrjSLvv/f0D8IXlgq+BFBcDQEyZEhop4YqSlaQstBiN6BmGScl0msgiab5p7PbcU13tdntSkG5owK5YfvCDH+A///lP0mNf+tKXMpa67tixA7qupzxeVVWFT3/601i6dCkaGxtht9vR29uL//znP3juueewcePGxHNDoRBuueUWPPvss5g7d25+3xAhhBBCSqbTG0ZvwCwLiSgaQlLqFDkA2OsJ4pHVezEYUdLuj2utceCmc2bm3F+NAeC2CRA4BgwDNJTZUeOm/q+EkKNDnduKfZ4grCKHsKwVPKFo6fx6PLpmb8rjmm5g1U4Plp3YWOAVkGJKTAmNRsEoyriZEhpXkuBattlG5DBFSf0QKAi5N8PluOS7CKpa2Hr4dH70ox+l9FqbP38+br311oyvGdpvDQAuvPBC3HfffSgrK0t6fOrUqZg6dWqiZPR///d/E//9wuEwbr31Vvzzn/8Ez1PLQUIIIWQi03UD7d4wvCEzQyEkaYgo6QNrb+324Jn326CN0Gl7yewaXLNoas6ZZhzDwG3jwbEMWJZBCw0uIIQcZdw2AVaRQ1TWYIsF2ArpxKnlqHaK6AumZqmt2eXBxcfVJyZLkokvHlxjQ2bWmhIdPyWhQAnLQhmGKdjXZKRpqb+Y2Bx7fwCpwbV02WCFous6fvjDH+Kpp55KerympgaPPPLIsIMVWJbF/PnzE4G0pUuX4sEHH0wJrA11zTXX4Pvf/37SYwcOHMALL7wwyndBCCGEkPFA03Ts7w8lAmuBqJo2sKZqOp567yD+9O7BYQNrHMvg86dNw+dPm5ZzYE3gGJQ7BHAsA5HnMKvORYE1QshRqc5tBWCWhhb6ypxlGZw/N33vtaCk4r19AwVeASkmIfa3mYmEAGBcZa0BJZwWmo/staGBNLfbPapsrokgXZaVpmk5Z18NzYAr1qRQSZJw55134vXXX096vLy8HH/84x8xZcqUYV9/zTXX4JprrgEABAIBWCyWrAOpV111FV555RW8//77icf+9re/4aqrrsrxXRBCCCFkPFA0Dfs9YYRlFQYAf0SBoqV+thyMKHh09V7s8QSHPV6ZTcB/LWnFzFpnzmuxCiycFvPzmMPCo6XakbgAIISQo025TUA3z0FSNVgFLmM2cb6cObMa//iwM+15lm/vwdmzqidtAs7RhGMZc1CGroON9W2n4BqA+++/f1SvU1UV0WgU/f392LdvHzZs2IC+vr7ED0tdXR0eeeQRNDU15XO544LVak15TJZlWCy59fEoRXCtv78fX//617Fhw4akx6urq/H4449j1qxZOR3P5XLlvIbPf/7zScG1LVu2wOv1oqKiIudjEUIIIaR0JEXDPk8IkqpBN8zAmpomI21fXxCPrt4Lb3j4/mozqh246ZxWlNtz/0zksPCwCWYgrcIhYmqFHWwxxuQRQsg4xTAMat0WtA+EYRMLH1yziRzOnFWNN7elTgjtGoxiW5cfxzQMX+1Exj8xkbUWAQxAUzXoWvGq8LJRkuDasmXL8nIcwzDwxhtv4H//93/h8Xiwe/dufOELX8Cf//xn1NfX5+Uc44XL5QLHcUnlocFgMOdAUygUStrOdeJornbs2IH/+q//QmdnZ9LjTU1N+P3vf4/p06cX9Pxxp556atK2ruvYu3cvFi5cWJTzE0IIIWTswrKKfZ4QVE2HZgCDYRnpKj3f2dOHp987mDbodqQzZ1bjs6c255xpNnRwwZQyG2rdqTdCCSHkaFRhF9HjlyCrGqwCi6hS2CDI+XNrsXx7D9IVx725vYeCa5OAEJ8SGisJVaXxlbUGlLDnWj4wDIMLL7wQf/vb3xJlhZ2dnfjGN75R1F5ixcAwTEqW1cBAbjXkfr8/JXOtujr38fLZeuONN3DNNdekBNbmz5+P5557rmiBNcAMIg4NROb6348QQgghpeOPKNjTG4Sq6VB1A740gTVV1/Hn99vwxNoDwwbWOIbBZ09txhdPn5ZzYI1lgHK7GVgzBxc4KbBGCCFHYFkGNS6zwsomFj6fp9ppwUlT01ckbenwo2swUvA1kMIS4pNCw2EAgCKlDrEotQkdXIurq6vDT3/6UxiGAYZhsGXLFvzlL38p9bLyburUqUnbPT2pqa/DGfr8srIy2O32Ma8rnYcffhi33HILwrFv/rhzzz0XTz/9NGpqagpy3uHYbLak7VJMSiWEEEJI7rwhGfv7g9B1A4pmYDCspGQo+CMKfvnmLqzc2TvssVxWHncsnY1z59Tm3IdH5FlU2MXE4IKZtU6U2Sdnv19CCBmLSocInmPBMYCFL3zY4WPzajPuW7F9+L8LZHzjWcYcjqHpYOV4vzUKrhXMwoULsXjxYhiGAcMw8MQTT5R6SXk3NNPrwIEDOb3+4MGDSdszZ84c65JSqKqKb33rW/j1r3+dMrTiC1/4Ah555BE4HI68nzcbfr8/abu8vLwk6yCEEEJI9nr9URzsD8HQAUnVMRhRMDQn7UB/CD/653bs6hl+cEFLlR3f+8R8zK7Lra0GAzMo57byYBjAbuExq84BexEyMgghZCLiWAbVsew1u8gV/Hwza52YVpU+cWTtvn4EJUqsmKiSpoQagKaqMMZhpeKk+kRw0UUXYe3atQCAtrY27N69O+dm+ePZcccdhxdeeCGxvXXr1pxe/9FHHyVtz58/Py/ripNlGd/85jexfPnypMd5nsd3v/vdxLTPXO3ZswdPP/00BgYGMDAwgHA4jOeffx4sm31suLOzE9HYVJG4oZmAhBBCCBlfOrxheAJmX5WIoiEkpTbGfndvP/703oG000KPtLi1Cp8/LfcyUIFj4LIKYBmAYYAalxX1bisNLiCEkBHUOER4/OY1mMizkNXCBUQYhsHH5tXhD+/sT9knqzre3u3Bx4+dUrDzk8KJl4SykVhJ6DjMWgMmWXBt9uzZAJBI8d+2bdukCq4Nbcr//vvvJ0phsxEPPMYtXrw4b2vTNA233357SmDN4XDgwQcfxFlnnTWmYz/77LNJj+3atQtz587N+hj//ve/k7br6+spuEYIIYSMU5pu4JA3DG/I/AAdkrSUiXOabuD5/xzCm9uHb5PBMsBVC6fi/Lm5l4E6LBxsgplxYeE5NFfZ4bBMqo/PhBBSMBzHotplQc9gFA6RK2hwDQAWTavA8/85hMFI6pTolTt6ccH8OvA5JGiQ8SE+zIAJm8MMlHE4zACYRGWhAMBxyemmvb2Tq7a6tbUVLS0tiW2Px4N33nknq9fu27cvKXPN4XDgtNNOy9vafv7zn+PNN99MeqympgbPPPPMmAJrADBjxgw4nc6kx15++eWsX28YBp566qmkxy644IIxrYkQQgghhRGSVOzqDiQCa4GomhJYC0QVPLB814iBNaeFx+0XzMbH5tXlFFjjWQYVdiERWKt2WTC73kWBNUIIyVGN0wKOZcCxTMF7r/Eci3PnpO/t7Q0r2NjmK+j5Sf4d7remgpXNzwXqOBxmAEyy4NqhQ4eStnMpG5worrzyyqTtBx54ALI88jfXz372s6QeaJdeemnehhmsWrUKf/zjH5Meq6mpwdNPP4158+aN+fiCIODiiy9Oeuy5555DV1dXVq///e9/j507dya2WZbFF7/4xTGvixBCCCH5o+sGOn1h7OkNQFI16AYwGFEgDcl0aBsI40f/3I4d3YFhj9dcacf3PjEPc+vdOa3DLnIotwvgWAYCz2JGjRNNFXZwVAZKCCE54zk2MTm0GL3XlsyuAZ/h9/XyEW7IkPFHjE8JjZWEqooCY5hp4KU0qaJPb7/9NgAkgkjV1dWlXE5BfOYzn0FFxeExw1u3bsW3vvUtaFpqD5K4n//851i5cmVi22Kx4Prrr8/4/BdeeAFz5sxJ+nr//ffTPjccDuM73/lOUuDOZrPhd7/7XVKW3Vh96UtfgiAcnsYVDodx0003wev1Dvu6559/Hr/61a9SjkUloYQQQsj4EZZV7OoNoNcvwTDMwQXekJzSR+39/f34yb92oD80/I3FU6dX4n8umoMqpyXrNXAsg3K7kLj4q3CImFPngttG00AJIWQsipm95rIKOG1GVdp9ez0h7PMMP/iGjC/xPqlsOBZcG6dZa8Ak6rm2e/du/OMf/wDDMIlATz6DO+OF0+nEXXfdhW9961uJx1555RV0dHTg7rvvxoIFCxKP79mzB7/85S+xYsWKpGPcfPPNaGxszMt6nn76afT39yc9dtFFF8Hr9ab0eMvWzJkzUVubPEq5tbUVX/va1/DQQw8lHtu2bRuWLVuG22+/HRdeeCEslsMfoLdv347f/va3+Ne//pV0nHnz5uG2224b1boIIYQQkl+GYaDHH0VPIApDB3QDCEZVyFpytpquG/j7xkN4fevwWQcMA1x5chMuyLEM1CZwsFs4MDCDbE2VdlTYxdG8JUIIIUNwHIsatxXdvgjsIpeSkZxv58+rxTt7+tLuW769FzfUONPuI+MPH++3Ns6HGQCTJLi2bt063HbbbVBVNfFBqqqqCieccEKJV1YYl19+ObZv344//elPicc2btyIq6++GjU1Nairq4PX60VHR0fKa5cuXYobbrghL+vQdR1PPvlkyuMvvvgiXnzxxVEf9/7778fll1+e8vjXv/51dHR0JB27q6sLd955J7773e+ipaUFPM+jp6cHfX2pv0znzp2Lxx9/PCkIRwghhJDSiCoa2vrDCMsqADNbLRhVMbTYIyipeOytfdjW5R/2eA6Rw9fObsX8huzLQFnGzHKIN0t22QRMrbBB5AtfukQIIUeTGoeIvoAEQIeFZwsaYJtaYcfcelfa9gH/OejFQEhGpYNuoIx3Ahfrt6aY/dYMUOZaipdeemnUr9V1HYqiIBwOw+Px4L333sP27dsTUzPj//z4xz+evwWPQ9/5zndgt9vx2GOPQdcP/2LyeDzweDxpX3PFFVfg3nvvzXlSVibbtm1LG8QqFIZh8OMf/xgtLS34zW9+A1VVE/skSUrqqzbUxz/+cdxzzz0oLy8vwkoJIYQQkolhGPAEJHT5IzB0wDDMAFq6C61D3jAeXrUXnuDwk8GaKmy4+ZyZib4+2bDwLJxWHgwAlmXQUG5DdQ5lpIQQQrLHxXqvdRUpe+1j8+rSBtc0w8Dqnb24/KSmgp6fjF28JJSJmFNCNVlJakc13pQkuHb33XfnLcAT/4975PEcDsewPcUmi29+85u48MIL8atf/Qpr166FoqSOHAaAE088Ef/1X/+FJUuW5PX8QwdIFAPLsrjxxhtxwQUX4PHHH8err76KcKz+eihRFHH66afjuuuuw+mnn17kAH1JUgABAABJREFUlRJCCCFkKEnR0DYQRkgyb5DJmpmtlq438QcHBvD42gOQR7gAW9RSgS+d3gKLkF22GQPAZeUTTZLtFh7TKu1Zv54QQsjoVDst8BQpe+34pjLUuOLnS7ZmlwefOH4KLJSlPK4l+q3FS0LHcdYaADBGCUJ/c+fOTeqNNhZHBtUMwwDLsvjFL34x6TPXhgoEAli/fj16e3vh8/lgtVpRX1+PBQsWoL6+vtTLKxhFUbB161bs3bsXPp8PmqahqqoKdXV1WLBgAZzO8V9P39PTg7PPPjvl8bfeegt1dXUlWBEhhBCSf56AhK7BCHTdgAGzt1q6CytdN/DSpg68uqV72OMxDHD5iY246Jj6rG/aipyZrcYyAMMCdW4b6lyWvN30JYQQMrxefxSdvgg0A/COMJxmrFZs78Gz69vT7vvi6dNw1qyagp6fjE2VUwQDgD+4D6wsI9A3kJeea97AIP77N/enPD7W6++S9lzLd/Zac3MzvvOd7+Q9Q2sicLlcOO+880q9jKITBAELFixIGuRACCGEkPFDVjW0eyMIRMwMe0UzEIgqabPVgpKK37+zD1s6hu+vZhc53HDWDBzbWJbVGhgADgsPq2DeBbcKHJqr7LCLk6L9MCGETBhVTgt6AxKg6bAKLKJK4bLXzphZjZc2dSKiaCn7VuzoxZkzq+nmyjiV6LemHtlvLX2l3nhRsk8UY81a43keDocDNTU1OOaYY3DeeefhvPPOgyDQuHRCCCGEkPGgPyihw3c4Wy0kqWkvpHTDwLt7+/H8hkMIRNXUAx2hodyKm8+ZiTq3Nas1CBwDp1UAx5jZbjVOC+rLbGBZuqAihJBi41gGdS4rOnxh2EUeUaVw2WtWgcMZM6uwfHtvyr5D3gh29wYxu85VsPOT0Tvcb80sCdWU8d1vDShRcG3Hjh2lOC0hhBBCCCkCRdPQPhCBP4tstfaBMJ55vw17PMERj3tycwWuO6MF1iz7ozlEDjbRfK7Ic2iutMFppRuxhBBSSlVOEb3BKBS18Nlr586pxYrtvSmTqAEze42Ca+PT0H5r43lKaFzegmvBYBDLly/HvHnz0NraCp6nNHtCCCGEkKONNyTjkDcMLZatFpa0tCU5YVnFy5s6sXJnL0a6Gc0AuOzERlx8bHb91TiWgdvKg4tlp1U6LGgst4KLfVgnhBBSOizLoNZlRYe38NlrdW4rjmssw+aOwZR9G9u8GAjJqHSIBTs/GR2eM/9+xzPX8tFrrdDyFgHbtWtXYgooz/P4xS9+gaVLl+br8IQQQgghZBxTNB0d3gh8YfMDsKobCERVaEPS1QzDwHv7BvC3/7TDP0IJKADYBA7XnzUdxzeVZ7UOm8jBLnJmE2SOxdQKO8rslK1GCCHjSZVDhCcgQVa1gmevnTe3Nm1wTTeA1Tt7cflJTQU7N8kdz8b6rWlmvzXgKMtca2trA2B+YFJVFRUVFRmf+61vfSvx78cddxyuvfbafC2DEEIIIYQUmS8s45A3AlUzL47CsoawnJqtdshrloDu7h25BBQAppRZcfO5M1GfRX81lgFcVgFC7G53mU1AU6U9UVpCCCFk/GBZBrVuCw4NmNlrkiKnLd3Mh/kNbtS7rej2R1P2vbW7D588vgEiT38rxguBj/dbiwAA1AnQbw3IY3BtcDA5EuxyZa5dfvHFFxMp/eFwmIJrhBBCCCETkKrp6PBF4A2Zd5Q13YA/TbZaRNbw8ocdWLmjN23ftaF4lsFFx9Tj48fVw8KP3F/NKrBwWHgwMEtCGytsqHRYRvOWCCGEFEmlXYTHL0FSNdhELu1NmXxgGQbnza3Fn9e1pewLSirWHRjAmTOrC3JukruJ2G8NyGNwLRwOJ21Ho6lRYUIIIYQQMjn4IwravWEoauZsNcMwsG7/AP76n0MYjA03GMkxDW5ce0pzVtNAWQZwWnmIsQ/iTquA5kobxCwCcoQQQkqLZRlMKbfiQF8INpFDRNFG7ME5Wotbq/DCxkNpy09X7ujFGa1VWfX0JIUnDO23drQF1yyW5LuDmzZtwoIFC/J1eEIIIYQQMg5omo7OwSj6g5K5Heutpg5JSevwRfDM+wexqye7EtBKh4jPLJqKE6eWZ3WBI/IsXBYeDAMwLNDgtqPGTdlqhBAykZTbRdgtEsKSCofIIyiN3ItzNKwChzNaq7FiR2/KvraBMPb0BjGLJoeW3OF+azpYyfycoUrZ3ZwrtbwF1+rr6wEADMPAMAz87ne/w2mnnYa5c+fm6xSEEEIIIaSEglEFbQMRyKqZoRZRNISk5Gy1qKLhHx92YsX2XmhZpCBwLIMLj6nDJ46dAoswcsYZAzNbzRLryWITOUyrcsCaxWsJIYSMPw3lVuzpCcIqsIjITFZ/O0bj3Lm1aYNrALBiRy8F18aBeEkoEwkBADRVhaEXbthFPuUtuHZklhrDMOjv78eyZcswe/ZstLS0wG63p33dli1bkgYc5AvDMPjxj3+c9+MSQgghhBxtdN1A12AEnoB5F1k3gEBUgaIdvgAyDAPrD3jx1w/a4cuyBHT+FLMEtL5s5BJQwCwVcVkFsAzAMECt24p6t5VKeQghZAJzWgS4bQL8EQUOC5fVJOnRqHdbcWyDG1s6/Sn7NrR5MRCSUekQC3Jukp14SSg7wUpCgTwG1xoaGnD66afj3XffBcMwiQy2nTt3YteuXSnPj0976OzsxEsvvZSvZSSOTcE1QgghhJCxC0kq2gbCkBQzQy2q6AhJatJUt05fBH9e14Yd3YGsjllhF3D1oqk4ubki68CYw8LDJph3tC0Ch+ZKOxyWvH2UJYQQUkIN5TYEogpEngXPMimtBvLl/Hl1aYNrugGs2eXBshMbC3Jekp3DmWuxSaFHY3ANAO69915cc8016O/vB4DEh6Xhxqbme6Qq3bkkhBBCCBk7XTfQ7Y/CE4jCMNJnq0UVDa9s7sKb23qyKwFlGFwwvw6fPH5K1mWcPMvAZeXBseZnvGqXBVPKbIltQgghE59V4FBht2AgJMFh4bMegpOrYxrcqHNZ0BPLxD7SW7s9+OTxUxIBHlJcHMuAYQDoOljZHJCpRCdOcC2v3zVTp07FH/7wB8ydOxeGYSS+iqnY5yOEEEIImWzCsopdvQH0+s3AmqTq8IbkRGDNMAx8cGAA33t5C17b2p1VYG1uvQs/uGQ+Pn1yU9aBNbvIodwugGMZCDyLGTVONFXYKbBGCCGTUH2ZBSzLQOCYxBTofGMZBufOrU27LxBVsW7/QEHOS0Z2eEpoBDAmVr81IM+ZawAwZ84cvPjii1ixYgXWrVuHzs5OhEIhqKqaCHytX78+kWFWXl6OmTNn5nsZhBBCCCEkR4ZhoCcgoccfgaGb2WpBSYWsHv5w2z0YxTPrDmJ7V3YloOU2AVctnIpFLdmXgHKxbDU+FkSrcIhoLLeBp2wCQgiZtESeQ7XTgl5/FA4LBzlcmMDKGa3VeHFjByQ19fhvbOvB4tYqqogrAZ41/8azUqwkVJ4YU0LjCtao4vzzz8f555+fdt+RE0RPOeUUPPjgg4VaBiGEEEIIyUJU0dDWH0ZYNhtJS6qOoKQinpQmKRr++VEXXt/WAy2LXjgcw+Bj82pxyQkNWWeqMTCnf9pEDgwAnmPRWGFDhZ0aTBNCyNGgzmXBQEgGoMMqsIgq+Q+w2UQOi1ursGqnJ2Vfhy+CrZ1+HNtYlvfzkuHx8cy1qFmyS8E1QgghhBAyYRiGAU9AQlcsW82IZavF7+gbhoENbT78ZX07BsLZ9T6ZU+fCtac2o7HcltXzhwbVAMBlE9BcaYPAZReYI4QQMvFxHIs6txUd3jDsIg9JkVGIxk8fm1eH1Ts9aY/92tZuCq6VQDxbnYllrmkUXMsO9UYjhBBCCCktSdHQNhBGSDKz1WRNRzCqIp6Y1uOP4s/r2rA1zWS1dMpsAq5a2IRTWiqzLqmxCWZQLd5GzSpymOK2ocwu5Px+CCGETHxVDhF9AQmSqsEmcgjLWt7PUee2YkFzOTa2+VL27egO4GB/CNOqHHk/L0kvHliDpoFRzc8kqqKWcEW5K0lwbdmyZYl/P/bYY0uxBEIIIYSQo5onIKFrMAJdN2AACEYPZ6tJqoZ/fdSN17Z2Q82iBJRlgPPn1uHSExpgE7PLNLMKLOwinwiqWQQO9WVWKgElhJCjHMsyqC+34mBfCDaRQ0TRUIjcnAvn16cNrgHA61t7cMPZM/J/UpJWoiRUMqeEaqqKgvxPL6CSBNfuv//+UpyWEEIIIeSoJ6sa2r0RBCJmuYWiGQhEFeiGWVmwqd2H59a3oz+UXQnorFonPntqM5oq7Fk938KzcFgOB9VEnkOd24JKh0gNpAkhhAAAKuwiPKKEsKzCLvKJDOt8mlnrRGuNA3s9oZR9HxwcwBXBRlQ5LXk/L0kVH2bARM3g2kTrtwZQzzVCCCGEkKNGf1BCpy8CLZatFpLURLPo3kAUz65rx0cdg1kdy23lceXCqThtenYloBaehV3kwMWiagLPotZlRZVDBMtSUI0QQkiyhnIr9vQGYRNYRGQgi0TqnF10TD0eXr035XHdAN7c3oPPLGrO/0lJinjmGhvPXJtgJaEABdcIIYQQQiY9RdPQPhCBP022mqzq+NeWLvxrS3YloAwDnDenFp9a0AC7OPJHSZFjYbdwiX4qPMei1mVBldOSCLQRQgghQzmtAtw2Af6IAoeFRyCa/4DLCVPLUeeyoCcgpex7e3cfLjm+AQ4LhU0KjWOTy0Ipc40QQgghhIwr3rCMDm8EqqbDABCWNEQUszn0h4d8eHZdG/qC2ZWAttY48LlTp2Fq5cgloALHwGHhE0E1jmVQ47aixiGC49hRvx9CCCFHjynlNgSiCiw8iwjLZHUTKBcsw2DpMfV46r2DKfskVceaXR5cfNyUvJ6TJONYxpwUrulgFDOoNtEmhQIUXCOEEEIImZQUTUeHNwJf2AycqbqBQFSFphvwBCQ8t74NHx7KrgTUZeXx6ZObcPqMKrAjlIDyrBlUE+IlHiyDaqcFtS4LeAqqkWEYmgYjNiUOLAuGZcFw2Q3IIIRMTjaBQ4XdgoGQBIeFx2Ak/0GX02dU4aVNHWkz41bs6MUF8+sg0N+vguETWWsRAICmajAm2DADgIJrhBBCCCGTiq4b6A/J6PFHoWpmP7WwrCEsa1A0Ha9t6carW7qgaNmVgJ4zuwaXLWgcsSyGYxk4LBzE2AUIwwLVDgtq3RYIFCA56hm6DkNRDn/JMgxFhaHIhx9TtdQXMgDDsoeDbSwLcBxwxGOIB+EYBuA4swcgy4Hh2MPP4zjz9YJQ/DdPCBmT+jILfBEZAsxWA3Lsb1u+iDyL8+bW4uVNnSn7BiMK3t83gDNnVef1nOSww5NCzdJcTZl4WWsABdcIIYQQQiYFVdPRF5LRF5ASQTVNN+CPZat91DGIP69rgydNX5l0ZlQ78NlTmzGtyjHs8ziWgV3kYOFjQTUGqHRYUOe2QOQpqHY0SAmcHfEFWYauqIcz0kY+GmDA/EaKb2o6ECtrHiuGY8HwAhhRACOKYIQj/mmxgKXgGyHjjshzqHZa0OuPwmHhIIfzG1wDgHNn1+JfW7ohq6nHfn1bNxbPHDlzm4xOfFIoO4H7rQEUXCOEEEIImdBkVUNfQEJfSIYe60WjG0BYNieB9gUl/GV9Oza2+7I6ntPC49MnNY14IcEygMPCJwXVyu0i6t1WWAQKqk02uiRBD0dgqAqgKNBlBVBk6IpiBs6yinwZgK6bwTJdh6FrgB4LnOnmYxhaCsQwSV/MkO3Djx3xXMQeZ5O3wTAwNB2GJgFShiAzy4CNB9yGBt/i/6QLbEKKrs5lwUBIBqDDwrOQ0gTBxsJp5XFmazVW7uxN2dc1GMWWjkEc31Se13MSUzxzDYlJoRRcI4QQQgghRSIpGnr8ErwRCUbsGkPTDYRlDZKqQ9F0vL61G69+1J1VCQ0DYMnsGlx2YiOcw5SAsgxgF3lYhcP9Z8rsAurLbLBRUG1SMAwDeiQCPRSCHg5DD4VgKFlknulaInCWCJ4NFzjLbjFJr0t3hJyOGi8hZVmAY8GwXPJjugFdkgEpw5CPePAtHmyz2cG5nGAtllxWQQjJEcexqHNZ0eELw2HhIanZDeLJxQXz67BqV2/aX1X/+LATxzWWUXA9zzgmNsxA18EqsR6xcv6nwhYDBdcIIYQQQiaQsKyixx+FP6IkLgAUzUBYVhN91LZ0DOLZdW3oybIEdHq1A589pRkt1ZlLQBkGsIscrAKH+KWFyyZgSpkVdpE+Uk5khqYlgmh6KAQ9EjGDZEOpKgxNiwXOYgG02PaoAmelEF97TMqqj+zhxrKxvm1chuBbCIAXCgDWIoJ1OsE6nOBcTjA8/UwQkm9VThGeoARZ1WATOUTkNH0ax6DGZcHJzRX44KA3Zd+B/jDWH/DilOmVeT3n0S6p35oB6JqW9Dt6IqHf+oQQQgghE4A/oqA3ICEYPVwuIas6wrIGNVYO2jYQxiubO7GhzZfVMR0ihytOasKZs6ozloAyAGwiB5t4OKjmtPKoL7PCaaH+VBORLsuxQFoYejgEPRpNjTIZRmzIgGr2Tsu6Z9oEFw8axt5vxuBbbLACE8ti0yUZujQA9A8ADMDZbGBdLjPgZrebzyeEjAnLMphSZsXB/hDsIoeorOWlF+ORLjymPm1wDQBe2HgIJzaX0+TQPDocXIv1W8smS3qcouAaIYQQQsg4ZRgGBiMKev0SwkeUSUixoJqmG1A0HR8c9GL1zl7s9YSyOi4D4KxZ1bj8xCY4rek/DiaCagKX6C1vt/Cod1vhtlFQbaJIlHgekZmWtsRT12LTO2M91LT8ZoRMGvHgW2zTiETM/m48bw5JEESA46CFI9DCEaCnFwzHgnU4zECb0wXOZi3pWyBkIqtwiPAEzL+JdguHkJTf31XTqx1Y0FSOTYd8Kfv6gjJW7/Tggvl1eT3n0WyyDDMAKLhGCCGEEDLu6LoBb1hGr1+CpJoXDgaAqKIhImvQDcATkLBmlwfv7OlDUMr+Tu+0Kjs+e2ozZlQ7Mz7HJpiZamwsqGYVOUxx21Bmp6DaeJdTiaeqJAJqE6asczyKZ/kpCoCwmdmW6MsmwNAAzR+A5g8A6AIj8ODiWW1OJ00oJSRHU8qt2NsbhFXgEn8T8+nykxqxucOX9rivbO7EGTOrqB1CnqQMM6DgGiGEEEIIGStN09EfkuEJSlBik9AMA4jEgmqabmBL5yBW7/Tgo47BnMph7CKHy09sxNmzasCy6UtArQILu8gngmoWgUN9mRUVdnGM74wUStYlnrHyzqOqxLNUdB2GJMGITyTluERWGyMIMBQV6oAXGDBLz1ib1Qy2lZWBs9tLuHBCJgaXVYDLJiAQUWAX+ZxuMGWjodyGs2bVYM0uT8q+kKzh1Y+68emTm/J6zqMRGxv0DMMAK5u/LylzjRBCCCGEjJqiafAEZPQHJWixW+W6AURkDVFFgz+q4J09fVizy4O+YO4T0s6cWY0rTmqEy5o+Q8bCs7BbeMRvIIs8hzq3BZUOkSajjSNDSzyNcBh6ugsRXY+Vd5qZaVTiWWKaBiOiwYiYmRlHZrWB46FHotAjUaDXA9YigisvB1dRQRNICRlGvduKQESBVWARlpH37LVLT2jAe/v6Iampmb/Lt/fg3Dk1qHLSz+hY8LHedYxk3hTShwycmWgouEYIIYQQUiKSosETlDAQkqHHrgw03UA4FlTb1xfCqp29+OCANzG0IBfNlWYJaGtN+hJQkWfhEDlwsVQ1gWdR67KiyiFmzG4jxWOoqhlIi5d5ZlPiqapmXzAybiUyCMMw+7UJAhhRBGMRzcEIPb1QenrB2axgKyrAlZdT6SghQzgsPMpsAgYjChwWHoFofrPXymwCLjymHv/4sDNln6obeGlTJ75y5vS8nvNoIwwdZjCBs9aAcRhc6+npwQcffIANGzbg0KFDGBwcxODgIBRFwfLly5Oee9999+HCCy/EKaecUqLVEkIIIYTkLiyr8AQk+MJyotWVqhsISxoCUQXv7x/Aqp29aPdGRnX82XVOnDunFic3V6QNkokcC7uFAx/bx3Msal0WVDktiUAbKT4tEoURNoNoejAEPV5WeKQjSjwR/yeZuAwDhizDkGUgFAu0WSxgRBFaJAot0gWlqwucw2FmtJWVgeHH3SUcISVRV2bFYESBhWcRZplE5ne+LJ1fhzW7PBiMpP6efW9fPy6YV4fmKirlHq341FU2Yn7WoeBanqxduxZ/+MMfsHbt2pR9hmGklCT09/fjmWeewZ///GfMmzcP//3f/43FixcXa7mEEEIIITkLRhX0BCQEjvigLmsGIrKKtoEwVu/0YO3efkSU3Mv4rAKLxTOqsWRODRrLbWmfI3AM7CKfuFvMsQxqXBbUOC3gYh9ySXEYmmYG0UKhRHaaoab5/65pyVlpVOI5eR0ZaGMYMBYRrMUK8Dy0YAhaMAR0doJzucCVlYNzu8BwXKlXTUjJ2EUe5XYRvrAMh8jBn+fsNavA4dITGvDUewdT9hkA/vafdtx+wWxqnzBK8Rt8TCQMAFCl3NtejCclD64FAgHcfffdWLlyJQAzkHakTN+oHR0diedv27YNX/nKV/ClL30Jd955J1iWPhwSQgghZPzwhWX0BiSEj2i6LKk6/FEFGw76sGpnL3Z0B0Z17MZyG86bW4tTp1fCKqS/0OZZBg7L4aAayzKodoqodVkTPU9IYSUGD4TDMEIhaOkGD8Awe6TFhw+oKk3xPFoZBoyoBC0qmdNHLZZYDzYO2qAf2qAfDMeCc7vNslGXiy7wyVGpvsyKwYgMkWfBFSB77cyZ1Vi+vQddg9GUfdu7A9jS6cdxjWV5PefRIP55BKoKRlVhAFBlCq6N2sGDB3Hdddehq6srkZ125B+FoYG2Ix06dAjA4eCbYRh44okn4PP5cP/99xd24YQQQgghI9B1A96wDE9AQjSWiWYAkBQdHb4w1uzqw1u7PPClKTcZCccyWDitAufMqcHMGmfGi2qOZeCwcBDjTYNZoMphQZ3bAoEyXgrG0PUjBg+YUzwNJU1Gha4fzkpTFMpKI+npOoxIBFokAnAcWIsFjMViXox6fVC9PjA8D66sDFxVJThb+sxVQiYjq8Ch3C7CG5LhsHDwR/KbvcaxDK44qQkPrdqTdv9T7x3EPZfMh10sed7ShJIYZhDLWtMUJc0Np4mlZN8BXq8XN9xwAzo7zQaBDMMkgmkcx6GpqQl+vx9erzft6wOB5Lu78de/9NJLmDlzJr7yla8U9g0QQgghhKSh6QYGgjI8QQmyejioFpZUbGr3YeVODza2eUc12azSIeKc2TU4c2Y13LbMDc45hoHdwsHCxz68MkCF3YL6MgtEnoJq+WYoyuHBA+EwtHA4/eg6GjxAxkrToIfDQDgM8PzhQJuqQu3vh9rfD87pAFdZafZno4oechSod1vhC8sQORY8y4xqANBwTmgqw+w6J3b1BFP2DYRkPP1eG64/azplj+YgkUkfjfVbm+AloUAJg2vf/va3cfDgwaTMs2OPPRZf/vKXcfbZZ8PpdOKWW27BG2+8kfb1V199NebPn48HHngAa9euTWS9GYaBhx56CBdffDGmTJlSzLdECCGEkKOYounoC0roD8pQYxMddQPoC0hYtbMXq3Z50J2mrCQbxza4cc6cWhzfWJZxiicDc/qnVeAOT+BigHK7iHq3FZYMJaMkd4nBA/F+aekuCgwjUdoZHz5ASF6pKnRVBUIhcxCC1QJGtCT6szFCF/jKSnBVVTRtlExqFoFDhd2CgZAEh4VPO4BgLBiGwadPbsKPX92Rdv+6AwM4rrEMp7dW5fW8k5kwJHNNlSb2MAOgRMG1devWYdWqVYlgGMMw+OpXv4o77rgjp2jvcccdh8cffxxPPvkkfvKTnyQej0ajePrpp3HnnXcWYvmEEEIIIQmyqsET+P/Zu+/4tqq7f+Cfc5e25O3E2TsECIQ92kAJM7SUWSgtozwFyiqljJbS0pZn0OfXlgKlLQXKU3YpLaOFACkbCiGBBAJZkG3HiYds7XHX+f1xJcWyZVu2JUuyv+8Xetm6urr3yNiK9NH3nG8S/qgKM/VpuWFybNwTwsvr2rBiWxdUfegVSi5FxBdmWw0KGjz2fvdTJAE2SYAiCej5KsrnkDGhygEHhWojxg0DRjgMMxKBEQrlnuLZs/GAplFVGhlVXNOs3zshZq3P5rCDazq0tnZoHR0QvV5ItbUQ3e5SD5WQopjgs6E7noQMBllk0IzCVq/NrHNj8Zw6vPV5Z87bH1u5A7Mb3Kj32Ap63rFIFJj1esU0IahWV2yNKteG54EHHgCwtwvoOeecgxtuuGHYx7vooouQTCZxxx13ZAK75557jsI1QgghhBRNQjPQFkogEFfBUzlKTDXw5mcdeGVDG7Z0RId13Jl1Lhw7rx6HTKuBIuWe0iWLDDbJmvbZ83NJuyyi2qWg2inT9M8RMuIJmJEwzFAoxzRPnpraqQHpKZ7UeICUgx7rszFFgeBwWN1GA0EYgSBEhx1iXR3EqiqaMkrGFEUSUeuyoTOchFMpfPUaAJx7yBRsagujLZTsc1tCM3H/21tx08nzINHf1oAy1fWJOMABQzfAx8AHUqMeriUSCbz//vuZEKy2thY/+MEPRnzcb3/723jmmWewfft2AIDf78e2bdswY8aMER+bEEIIISQtmtTRHkpkvXBv6Y7jxU93483POhFJDn36nyIKOGxGDY6dV4/pta6c+4gCg10SYJNF9JwZqkgiqpwSqpwKLag8AtwwrMq0cBhmOAxT7fXGzDTAVRVcTVUIEVLmuKrCUFWrCYLDDmazw4gnYDS3gO3eA6mm2poyqiilHiohBdHotaErqkIGilK9ZpNFXPqFmbj9xY0wcnygsrUziufX7sbpB04q6HnHmvSUUCE9JbTCu4SmjforsDVr1iCZTGbWSDv11FPhcuV+ETkUgiDgjDPOwB133JHZtmHDBgrXCCGEEFIQobiG9nACkYQVnhkmx6rtXXjx0z1Y2xIcVpOrRo8Nx85rwFGzauGy9X1ZJjDrxbxdEiD2SNREgaHKaVWoue20ltJwmYlEJkwzotE+TQi4pqUCNZWmeZLKZRgwI1EgGgOz2yHY7eC6Dq29I3vKqMdT6pESMiKyKKLOpaA9bK29FogV/oOQ6XUunL6oCX9fvSvn7S98shsLJnoxt5H+nvqTWW9tDDUzAEoQrrW1tQHYOyX0iCOOKNix999/fwDIrNvW1dVVsGMTQgghZPzhnCMQ09AWTiChWp0/g3ENL69rw7/Wt6Ej0ndqyGAYAw6cUoUvzW3A/IkeCL3Wm2UAbLIAm7S3MQEAMAHw2RVUOWV47XK/jQ1I/7hhwIxGYYTC1pTP3i/oTTMTplF1GhlzOM+aMsrsdjBZhhEMwQiGINhskBobrCmj1PWQVKh6rx2dURUSUJTOoQBw0r4TsK41hI17wn1u4xx44J1tuPXLC+DO8aHZeCcw6wLeM1wbG//ejvr/7c7O7AUA6+vrC3bs6urqrOvR6PDWOiGEEELI+GaaHP6oio5wEqpugHOOjW0RvLC2FSu2dg3rxbrPIeOLc+qweE49alx9p2HZejQmSGMMcNtlVDmsiyjSOi5DZSaTe6d6RqPgRnYFWqY6TdMAwyjRKMsLN00rhAwEYAQCEFwu2GbOHPR+RjCI4NNPg3NuVfqZprWOTo+v4Hzv96Zp7WsYme1MFCHV1kJqaIBUX299bWiA4PVS4FNAmYpMUYRgt4PZbDCTSag7myG0tUFqbKSQjVQkWRRQ5VDQFU3CoYgIJwrfqVlgDJccPQM/++c6xNS+/250RVX85pXP8P3j5+asSh/PMlVryTiYyWGaJowx0k171P9PS1L2KbUCfioYDmcnx06ns2DHJoQQQsjYpxsmOqMqOsNJ6IaJhGbgzc86sezT3djhjw3rmHMb3fjSvAYsmlIFqVc4JosMdlns0+nToYiocdrgc0rUmGCI0sGQGQ7DCIX6r05Ld1ccZ40IuKpmQjMjGNz7fc9twWBW0Og4+OC8wjUzmURs1aoRj1Frbu6zjdlsqL30UtgXLBjx8UkPqWpOxFJTRh0OmEk1FbK1UyUbqUh1HitcS//bWoxn+RqXgouOnI4/vLkl5+07/DHcQQFbH1K6mUE8VbXWe33TCjbq/5dra2uzrre0tGDRokUFOfaWLdYvdnrKaU1NTUGOSwghhJCxTdUNdIaT6IyqME2Olu4YXvy0Da9vas/5qfRg7LKAI2fW4th5DZhU5ci6TRJYZtpn78YE1S4Z1U4FdpkCtaEwVdWa6hkO9V+dplnNCMZqdVrvarM+gVnqex4bekhsBAJ57VfM7pM8mYSQ55pgiY0bwRTFqnhzuSgYykd6ymgi0SNkS1WytXdYFYTVVaUeJSF5cSoSnIqEmKrDLouIa8V53j94WjW+OLsOb2/uzHn7Dn8Mv3nlM1xHAVtGpplBcmyttwaUIFybOHEigL3ror3zzjv4yle+UpBj/+tf/8q63tTUVJDjEkIIIWRsSmoG2kJJdMeT0DQTK7d348VPd+OTXaFhHW9SlQPHzW/A4TNqsgIygQF2WYStV2MCSRRQ5bQCNXrhnT9umjBjMZihEIxwBGYikb2DaWbCtPFSnRZ77z10P/ZYUY6db7iGIodYUp7LyQT+8hfo7e0AAOZwZKaWyo2NUGbOhDJ9OgS7vZhDrVy5QrZEAurOndA72q2fZVVVqUdJyKBq3QpiXTrsSvHCNQA479Ap2NwRwe5gIuft21MB2/dPmDvuO3ozWB8wAlS5VhAHHnggXC4XYrEYOOd48cUXcd1112HChAkjOu7q1avx73//G4wxcM7hcrmwcOHCAo2aEEIIIWNJTNXRFkogFNfgj6hYvr4NL6/bg+5hdBYTBYZDplXj2Ln1mN3gznyAyBhgl0TYZCHzYhIABIHB57ACNY9doqqaPJmalgrTwjAjkT7VadB1mOl1pCqsOo0bhlVZ1tUFvasLRuqi+/1Qpk2D76tfHfQYQhEDDyMYzMwMGXgQxatcE7zevAIxbhjQe6zxzONxaDt2QNuxA/H0RsYgT54M26xZVtg2axakXms3j3u5QrZ4AuqOndDb2yE3NkL0+Uo9SkL6Ve1U0BqIAyaHIgpQe/+bUSA2WcT3lszBL5dvQmckdxXWdn8Md/yLArbMlFBNA9N1cM6hq1S5NvwTShKOPvpoLF++HIwxqKqKG2+8EX/+858hisObAuH3+3HjjTcCyO5COtzjEUIIIWRsCic0tIeTCMVUfNoawouf7sGKrX4Mp5lYjUvBsXPrcfTsOvgcMgDrU1lFEmCTRSg9O32mGhPUOBV4HXJW9RrJjXO+d+20cBhmvFdVADetyrR0M4Iyrk7jqgq9uxuG358dnqW/DwSsBf5z6W97L0UNOnQdZjQK0e0ecLdiTgvNt2rN8PsH/5lxDq252Vrb7Y03AABiTQ2UWbNgS4VtclNTUR9PxegZsjnsEOxWyJbcvgOiww5pwgSIXm+pR0lIH4LAUOtS0B5Owi4XL1wDgFq3DTeeOG/QgO1/XtyIbx01HbPqB34uHavSU0IRt5YnMDS9OAvilUhJYtPLLrssawrnBx98gCuuuAJ33HEH3IP8o93bZ599hu9+97vYtWtXpmoNAC6++OJCDpkQQgghFYpzjmBcQ3soifZwAm9s6sBLn+5BSyA++J1z2K/Ji2PnNWDhJB+EVEimiAJsstCnMYHTJqHaqaDKKe99UUn6ZcTjMCMRK1SLRsH1XhVoZVqdZqoq9PZ2KyjrEaClv5q9mm4Nhd7Vldd+YrEq1wQBos8HMxYbPFyz2eA86igrlGIMEATr+9T1zPfp7Tn2MWMx6B0d0Nvbobe3g6emDkkNDXkNV+voGNbDNLq6EO/qQjzVkIHZ7VBmztxb3TZ9OgSbbVjHHhM4B4/FYcQTEBwOMLsdRjwBY9t2iE6H1V2UQjZSZmrdNrSHrcYGAsOwPkgbyrkGC9j2BBP4xUsbceI+jfjqgZOyuoOPB+nlMsRoBACgjaH11oAShWv77bcfli5dihdeeCETiL399ts4+eSTcdlll+GUU05B/SCfTm3cuBGPP/44nn32WaiqmjkOYwxHH300DjnkkFF6NIQQQggpN5xzRFUd4YSOQFTDhj1Wldpbn3UgqQ/902uXIuILs+uweG49Gr3W1DRJYJl11HrOlrPJIqpdCqodMmzUmGBAg4ZpnFuVaWVenZZcvx7+++4ryrGN7m5w0xy0ikpwuQBJAnQ972MzhwNiVRVEn8/62vvi80HwePKu4BLsdtR885t5n38w6epFvaMj72ArvdbaiM+dSCC5fj2S69dbGwQB8pQpqL/mGghOZ0HOUZE4hxmLAfG4FbI57DBicStkc9gh0ppspIzYZBEeh4xwXINdFofVoGgo8gnYOAdeXt+Gj1oCuPio6ZjTkF+jlkoni8xq4mSYYKlwTY0N70POclWyCb8///nP8dlnn2Hz5s2ZYKyzsxO33347br/9dtTX1yOZTGbd59Zbb0Vrays2btwIv98PAH3Wf2hoaMD//M//jOpjIYQQQkjpJTUD4aSOcFxDJKkjrhp4d4sfL366B5vahlc5NKPOhWPn1ePQaTVQUs0IbJIAu5zd6VOWBFQ5ZFS7lHG9nspg8grTdD3V3VMbUlBUSGY8DnXnTjBJgm3WrEH3F2trizcYw4AZCg1amcYYg1hVBaOzM1Nt1jM0E3KEaOVeicUYg+h2D1ox1xNXVTCbDbzX+4gRM00YgQCYwzH4vuNBrpAtnoCxYyf0PW2QGhsgVlXRmpKk5GpdyqiFa0B+ARsAtIWS+H8vbcKX5jfgy/tPhDe1vMRYla5aEyJBMM6ha5o1LXQMKdmrP7fbjfvuuw8XXHABWlpaMk+86Wmd7b0+deKc46mnnsraB0DW/bxeL/7whz+gIc+ycUIIIYRULt0wEUla1WnhhI5oUsPn7RGsaw1hw+4QNuwOD6tDmCwyHD6jFsfOrcf0OhcEBtgGaExQ41LgtlFjglyMeNwK0iIRmNEYeO+wrAzCNDMeh9bcDHXnTqg7d0LbuTNT/WTfbz/Yrrxy0GNINTVFHaPu9+c17bPuqqsg2O1DqjYba7wnnQTPiSfCDIUyU0v1jg5ou3dD3boVZjQ67GPbZs6kv/PeeoRsmTXZkkmoO5shtLVBqq+HWF09bn8fSen5HDIUSYSqG7BJwrCq14eq1m3DDSfOw68GCdg4gNc2tuOdzZ340tx6nLTvhDEZsqXXowUAIRwEACSjY6tqDShhuAYAEydOxLPPPosf/ehHWL58OQAM+A9WOlTrvQ/nHPvuuy/uuusuTJ48uXgDJoQQQkjJ9JzqGUno6IomsXF3GOt2h7CuNYTP2yIjWrC40WPDsfMacNSsWrhtEpRUhZrcszGBAHhtVoWa1y5n1lwjlkHDNHBwrXRhmplIQGtpsUK0HTugpoO0fqabqjt35tUlkzmdBauWYg4HpJoaiKmLVFMDMc9OlnJj44jPPxYwxjKVe7Y5czLbOefQ29uhbtmC5JYtULdsGdI0UiWPKkbA6liaWLcO9n33BRsvDdZ6rMlmdRe1w0yqUFt2gaVCNqmmZvz8PEjZYIyhxq1gTyAOuyyOSrgGAHVuG368dAEeX7kTK7cPvHamqpt4eX0bXv+sA8emQjbfGArZ0uvRMjUJIZ4AB6DGEoPdreKUfN6C2+3G3Xffjddffx0PPvggVqUWEU3r+WKmd3UbAEybNg2XXHIJzjzzTMjy2PkFJIQQQkj2VM89wQQ+bQ1iXWsI63eHsKUjCmOEqxMzBhw4pQpfmtuA+RM9sMsi7JIAuVdjArfdakzgc8iQqDFBxt4wLT3Ns3zCNFNVMxVpWqoqTd+zZ0jrtpmhEIxAANIg4RZjDGJNDfTduwc9puD17g3NenwVa2og1dZCoGmHRcMYg9zYCLmxEa6jjgIAGOGwFbZt3Qp1yxaoO3f22ywjnynCAJBYvx7+e++F4PHAedhhcB15JOSmpoI9jrKW7i4aj6dCNge4pkNr3Q29vQNSbQ2kujowqeRvQ8k4UuuS0RaKQwaDKLARv3bIl9su4bLFM3Ho9Go8smIHQomB/w1UdRPL17fhjU0dOH5BA5buNzEznbKSZaaEhkMAAC2RBM+zE3YlKZtntS996Uv40pe+hK1bt+L999/Hhx9+iM2bNyMYDCIQCEDTNHi9Xvh8PkyaNAkHH3wwDj30UBx88MFUnk0IIYSMET2nejZ3xfBRczfWtVqVaTv8sYJ1bPfaJSyeW4/Fc+rR6LVlpn32fEVhV0RUOxVUO60pJaR8wzSuqlB37bJCtB07oO3cCW337oI0QNB27hw0XAOsqaF6W5u1nlk6NKut7VOFxujD4LIiejxwHHggHAceCCD1u7RzJ5KbN0PduhXJrVvBYzEwRYGc5wyZ6LvvAgDMcBiRV19F5NVXoUyfDueRR8J5yCHjJkDliQSMRALMZoPgdIDrgNbWDr2zE1JtLcS6Ogj090BGgSyKqHIo6I6qcMgiIsnRrZpeNLUacxo9eHJVM97b6h90f9UwseyTPXjn806cvmgSvjCrrmIr5QVmLbcBDggha0qoOganhAIA47xM2y4RMk60tbVh8eLFfba/9dZbaKTpHYSQMY5zjphqIJzQsKU9gg92dOPT1hDWt4awK1D4F19zG9340rwGHDKtGm67BJuU3ZhAkURUOa1pn44x8GnxSBnxBMxopOzCtJ7MWAytN90EFOlTcM8pp8D3la/kNQ5ms9G0tzGGmyb0PXugd3bCsXDhoPsb4TB233xzv7+PTJbhWLQIziOPhG3OnHG1FhlTFKvTaupvhIkCxOpqq2LTbi/x6MhYF0lo2NweAQfQFVEL9mHdUK1tCeCRFTvQHdPyvs/kagfOPWQK9pnoLeLIisOhiHApIlgsCnlXM0zTRKC1MF2dh6s7HMQNv729z/aRvv8uSeXa6tWr8be//Q1Lly7FkUceCZFehBBCCCHjRlIzEEpo2NAawsrtXfh0VwjrdofQES5wd78UhyziiJk1OG5eA2Y2uGFPdf1MEwWGKqeCapcMt218V1FUQpjWm+B0Wl0yuwZe02ZYxx5Cl0rB6Sz4+UnpMUGA3NSU97TO2MqVAwa9XNMQW7kSsZUrIdbWwnXkkXAecUTRm2KUA66qMFQVTJYhOJ3gkKB3+qF3+iG6XRBrayH6fDQriRSF2y7DLotIaAZssoCEVpppiQsnV+G/vurBG5914KV1exAeZKooALR0x/Hrf32Gg6ZW4cIjp8NtK5sJiIOypxoZiCFrSqgaH3trraWV5P/KnXfeiVWrVuGZZ56Bz+fDiSeeiEsvvRRTpkwpxXAIIYQQUkSGYSKY0LC2JYj3t3bh45YA1reGEIjn/6ntUNhlAbMb3Jjb4MG8CR7Ma3TDZZOzGhMIAoPXLqPKKY/rxgRWmJZuQFDaMM1MJKC1tkLbtctqOrBjB2ovvRRSbe2g95WnTBlxuMacTihTp0KZNg3y1KlQpk6FWFNDb/RJ3jjnmSmh+TD8foSefx6hF16Abd48uL7wBTgOPHDMV7NxTYMRDILJMpjdDqYoMCJRGJEomCxlplTTlFFSaLVuG3Z1x1IhW+nW/LLJIk7adwKOnVePNz/rwEuf7hl0PTYAWL0zgB3+9fjOMbMwo841CiMdGUmw1riDaYJFU+HaGJ0SCpQgXGtubsbKlSvBGAPnHIFAAE8//TSuvvrq0R4KIYQQQoqAc45gXMOHO7rx/lY/1jQHsH53CNFk7kXCR8ptkzCn0QrT9pnowcw6N2yysPdFXQpj1ifX1U4ZPrsMcRw2JsgK02JRcG30wzRuGNA7OqwQLR2m7doFw993HRp15868wjVl2jQkPv447zEwhwPK1KlWiDZtmhWk1dZSkEZGhGsalOnTYXR1Da1zLOdIbtyI5MaNkBoa4DnpJDgPPXTML/qfeZ4RBAh2O5jdZjU/aGuH1t4O0eu11mbzeEo9VDJGVDtltAYBaZQbG/THJok4ccEEHDPXCtle/HTwSjZ/VMX/vrQR5x4yBcfOqy/rf7ccSmoKeCQMZnIYug5dLc4Hq+Vg1J+xP/zww6zrjDEceeSRaGhoGO2hEEIIIaRAQjEVK7Z1YcVWP1bvDGDj7hASRWp3X+WQMbfRg/kTPFgw0YuptU4okhWm5eJUrE6fVS4J8jhbiqLUYZoRCmUFaNquXVajgTzPo+3YASxaNOh+ytSp/d7G7HYoU6ZAToVoytSpEOvqxnx1EBl9gqKg5oILYJ5zDuKrVyP63ntQt2wZ0jH09nZ0P/IIQs8/D8/xx8N59NEQFKVIIy4TpgkzFgNSjSOY3Q4myzCCIRjBEASbYjUHqa4e84EjKS5JFDKNDeyyULQP/YYqHbJ9YXYdln2yB69saIM+QPCnmxyPrdyJz9sjuPDIaWXZUVQSGGzpKaHBbgBAMjZ2p4QCJQjX2tv7Ll43c+bM0R4GIYQQQkYgGFPx7y1+K0zb0Y2Ne8IDvhAciXqPDfMa3dhnohf7NnnR5HNAlrI7e6ZJogCXIsJhk+CURTgVEdI4qVAzk0mY8Th4IgEzHre+H6UwjasqtD17skO01laY4fCIjqvu3JnXfnIqXGM2G+QpU7Kmd0r19RSkkVEl2O1wHXUUXEcdBa2tDbH33kP0/fdhBoN5H8Po7kbgqacQevFFuI87Du5jjhkXXUa5qoKrKiCKVjWbzQYzqcJs3Q1tzx5IVVXW2my0xiEZpmpnKlyTxLIJ19KcioSzD56MY+bW4+k1LVi1vXvA/Vdu70JzdwzXHDcbDZ7yagritltRkxAKQEgkwDlHMhIr8aiKa9TDtVwVasmhlE0TQgghZNR1R5N4Z7Mf723pxIc7Avi8PYxizaZoqrJj/gQvFkz0Yr9JXjR67Mg160EQGJyKBKcipL6KUKTy+/S20LhhwEwkUiFaAjxphWncyF0pmA7SijXNM/jPfyL80ktAERrQqzt3gnM+6LQX0e1G409/SkEaKTtyYyN8p58O71e+gsT69Yi99x7in3wCGPm9qTcjEYT+8Q+Ely9H9Te/CedBBxV5xGXCMGBGo0A0CmazQXDYAUjQu7qhd3VDdLsg1dVB9PlKPVJSYTx2CYokQtUNKJIAtUhV9iNR77Hh8sWzsGR+BA+v2I7WQP8VX7uDCfy/lzbhhhPnYYKvPAI2e2ppDhgmxM4OAEAsGAYvUlfvcjHq4dqRRx4Jm80GVVUz6671nipKCCGEkNJqDyXw782deHerHx9u78bWzmhRzsMYMK3GiX0meLHvJC/2a/Khytl3EWsmAA7ZCtCsi1SW0yAKzdQ08FQVmplIgMcTMNUk0F+OZejgug6uG1ZzghGEadwwwPKYRit6vUUJ1gCAx2Iw/H5IdXWD7is3NhZlDIQUAhNFOPbfH47994cRDiO2ahWi774LvbU1r/vzRGLc/o7zZBJGMglIUqaaLd0AQbApkOrrIVZXU7BO8sIYQ5VTRnvIgF0uz3AtbXaDG7ecsg8efX8n3tvad13StEBcwy+Xb8L1J8xFU1VpK1wZAJdixUxiVweYYcDQ9DFftQaUIFxrbGzEpZdeinvuuSfzKeTmzZvx5JNP4txzzx3t4RBCCCHjHuccLd1xvLelE+9u8eODHd1o6S5ONydRYJhV77Kq0pq8WNDkhVPJfjnCmLX+iCMVorlsIuySOKY7enLOM9Voe8O0ZI7unek7mOC6AeipMM0w8q6E6XMoXYe2Zw/01laou3ZBT62RZluwADXf/Oag95cnTRrWefvD7HbITU2QJ02CMm0aBJr+RcYY0eOB57jj4P7Sl6Dt2IHIG28g9sEHwABVHfaFCwv+t1ZxdB1mJALEYqkGCHaYSRVqyy6wtjZINTWQamvBqMsoGUStS0F7KAFFFCAwFK0SvxBssohLjp6OOQ1uPL5yZ79LcAR7BGyTq0v376bLJoExgCWTmbXWooFQycYzmkqyImS6M+jvf/97cM7BOcdtt92GUCiECy+8EDabrRTDIoQQQsYFzjm2dETw/tYuvLvFj1Xbu9AeLs4SDYooYG6jG/s2ebHfJB/mNrph6zV1U5HEHhVpIhyyOKY7eXJdh5laFy2zPloy2f+re8PYG6ClwrThVIpxzmEEAllromm7dkHfsyfnm3otz4oaualpyGMBADAGqbExE6SlL2JNTVl3PyOkUBhjUKZPR83FF8P75S8jvHw5oitW5Kw49Zx0UglGWKbSDRDi8dSUUUemy6je2QmxqhpSfR0Eek9J+mGTRbjtEiIJHTZZRFwtr7XXemOMYfHcekyrdeIPb25BZ0TNuV84oeNXyz/D90+Yi6k1ox+wiQKDXU41MejYA3CriYGezD3esYZxXqQ6/jysXbsW//mf/4lPPvnEGgxj8Pl8OPzww7Fo0SLMmTMHPp8PPp8P4jC6ezUN98UeIaOora0Nixcv7rP9rbfeQuM4Lf8nhBSWYXJs2B3CylQ3z1Xbu9AdK04rdKciYv4ED/ab5MO+E72YWe+C3CMok0QhVZEmwqVIcChi1u1jTe8mAzyRgNlfG3rO9wZpPcK0YZ03kbDCs16dOnk8/4pEpihouuOOvKZa7f7xj2F0dfV7u+D19gnR5AkTqMIkLR0m9gwVe21jvffJ2rfPN/1uY71bgQzhvuCwqiYNEzBNa/2c9IUUhBEIIPzaa4i+/TZ4al1q27x5qL/22rzuzzVtXP5dMUWB4HQAYqp2hAGi1wepoZ6aH5Cc/JEkmrtiMExetNdExRBN6rjn9c34vD3S7z5ORcT3T5iL6bWuURuXwACfQ4YoMLBQEHLbbnDOEdzTAbOfNWFLpTscxA2/vb3P9pG+/y5p5RpgTRPdtm0botEoOOcIBAJYvnw5li9fPqJzMMawfv36kQ6VEEIIqTiqbuKTXUGs3NaF97da0zwjycIvZA8AXruEBU3WWmkLmryYVuOEmJq+aTUcEOGU93bvtI3RddK4YcBMJlNTOgdvMgDTTAVoOpBeH20YAYWZTCK+ejV0vx9GZyd0vx96Z+eQuhL2h6sq9M5OyDmaUfUmNzXB6OoCk2VIEydmh2hNTRA9nhGPp6QEARAEK2gURTCBIZVUZX8FssOwAW7P2aWjQuQcOU8FbjmCt8z3pftMv2KIVVWoOvNMeE48EdE330T49deHVLXW9dBDMONx+L76VSipLrrjAVdVGKoKJstgDgeYLMMIBmEEg1bzg4aGyn8eIgVV5VSwK2B94CQJrGgdzwvNZZNw7ZI5+O1rm7GpLXdH7phq4M5XPsfNp8xHo7f4TQ4EBvicCkQGQNMh+dsBAPFQpOyCtWIqSbj2yiuv5Cz3T28rYTEdIYQQUnHiqoE1zd1Yua0LK7d1YfXObiS04ryYqXUpmbXS9m3yYlKVA4wxMAGwS2Kma6fTJsEuCWNyet+ImwwYRuFCBtNE9yOPFOZYOei7duUVrvlOPx2+s86qzG6djPUKzlJBmihmQrXRGwus87O94Z3182SAwKy/p/R4GOsV1LHsQrP07Vl/g6lj9q6Q6/13muu+jFm/t5oGM9V5lqe/N7nVdUQUwMTMmfrivN/gjRsGBXA9iG43vKeeCvfxx4MpSl730draEF+zBuAc7Rs2wLFoEbxf/jLkiROLPNrykemMLIoQHI4ezQ+2QXQ5rZDN6y31MEkZEAUGn0NGd1SFXRaL9iFkMdhlEd9dMhv3vL4ZG3bnDtgiSR2/eeUz3HzKPvA5ilfNKjArqBQYwDQVUstOMN1qYpAIF6cZVrkqSbg2mJG+EKdwjhBCyFgWSmj4cMfeMG1tSwCaUZx/+5p8ditIm2gFag0eGxhjsMl7u3am10kbaw0H+jQZSCSsqrQCNRkwk0kYfn+m2szo+bW7G03/+7+DdusUHA4ILhfMaHFewKq7dsGxaNGg+w173bXR0Css6x2i5VVBJjAIsmxVxaQumfApdYysMKvn9XQY1nu/1Pae1ys1jOaaBlPXgVSwwTXN+htQVXBNB9c162+DMetn3+P3OucjNgxwTQVXtWGvMThWDGXdsPDy5Vk/q/iaNYh/9BGchx8O76mnQqqtLcYQy5Nh7G1+4LCaHxjRGIxt2yE6HZAaGylkI6h1K+iOqrDJAiLFWXq2aGySiO8eNwe/e2MzPt2Vu2FAZ0TFna98hptOmg+HUtiZAwIDJEGA2y5ZwZqahLSrGUzXYeg6Qh39LxUxVpUsXKMAjBBCCMmPP5LEqu2pMG27H+tbQ0XrbDWtxol9U5VpCyZ6UeNSIEsCnLJVjZYO0qQxtk5a7yYDPB6HMcImA9wwYHR3ZwVnPadvmuHcnzZnTtHdDamubtCxi7W1hQnXRBHyhAmZqZzypEmQy31aWTqUygrOBDBhaFVnTJIgyBKgKFZ4pihgkgymWN8L43ANq6FgsgxRlgGHo999ePpvpmcAl64ySlXAWX9HSAVwDjB76ni97kf60ru6EHv//b43cI7YihWIrVoF9xe/CM/JJ4+vUMk0YUZjQCxuVbI57DBicStkc9itkM3nK/UoSYm4bTJskoikbsAmCUjqlTOFUWDWFNHvLZmDe17bjI9aci8H0dwdx+/e2Ixrl8wZ0Rq3ArMq5hRJsNZV63EbSyYh7doJZhjQNQ3hjm6rKnmcKUm49vDDD5fitIQQQkhF2BNM4P1t/kxl2kCL1o6EwIBZ9W4smGhN8dxnogdVTgVOmwRHqjLNZRMhD6OpUDnLajKQrkobZpMBIxTqNzwzurtHtNC77vfnFa5JdXXQdu4c0rHF6ursEG3SJEiNjYNWyo26XtMzmSgAgpgJ0fqpe+p1jB5VZ+nwrPf35fa4xyCWrlgboBKLc25VwUVjMKMRmJEIzKQKSBKYJIGlwrusoG2YTT/Gmsgrrwz8fGMYiLzxBqLvvgv3l74EzwknQBhPC/1znukwKjgcViVbPAFj+w4IDjukhgZIVVWlHiUpgWq3gj2BOOyyWBHhmpRaz1aR0kGZhFtO3Qf/9cIGfNxPwLZxTxh/emcbLls8E8IQK6QZrAYJdkXM/heXczBVBUsmIHa0gZkmdFVDuKNr3BZSlSRcO+yww0pxWkIIIaTscM6xsyuG91NB2sptXdjZFSvKuWSRYW6jp0eYZlWm9ZzeOZYaDnBNs5oMJJNFazKw5+c/H1IHzqEwOjuBefMG3U8cYKoXs9n6dulsaiqPN9V9mgQIWdVnYHlWncmSVVkmKxAUGegVnlHVWeVgjFmVgooCVFcBsNY4NCORvRdV2zs1FwDAramn4zhs45xD27Mnv31VFeGXX0bkrbfgOfFEuI89dkhTTytejpDNjCeg7tgJvb2dQrZxqMYpoy0YhywyCKz/gvVSk0UGpyJBFlMRFwdYImZVncsKfnjyfNzy3KfY2pG7kv2DHd3wrmzG1w+bktcSBOlKNUePUI3F4xCDXUAyCUFTs9aa1ZIqIp3d4zZYA8p0zTVCCCGkksVVA/5oEl1RFf6oiu6omvm+K6KiK2Zd74qq6IwkEU4U582gXRIwb4IH+zZ5sd8kL/abVIUqhwKXzXqx5JDFil3jKY2bprWuUzKZCdK4qsJMJPtfGw3INBkwE0lobW0w2tuzKtCqzjknr6lCUl0dtObmAj6ivXS/P6/95IkTIU+ZAqmuDmJtLaTaWoh1dZAbGyHW1JSmwUB/wZmYXucsz+BMFLKmZzJJsr72rDqrtAYKZEgEWYZQXQ1UVwNIVZ5GIjAiEZjRKLimZ4dtqeq3TNg2wLqHYwVjDHXXXIPEunUI/eMf0FpaBr0Pj8cReu45RF5/Hd5TToHr6KPBpHH01rBHyMYcdgh2R1bIJk+eDLEcPoQgRadIItx2GeG4BrssIqaWx3OGJDDIogBJtL5mlrXlHEI4CKG7C4KqWtsYIMkKfn5INW58W8WeSO5q/Nc2tcPjkPCVhX3XSWUAZFGALDEoopDp/A4ALJGA2NUBodcSFKZpwtB0aIkkEpFo/42dxolx9AxKCCGEDJ1pcoQSWiYk80f3BmNdPUKzvQFasmidOgfjsolWVdpELw6cUo39J3vhtStw2AQ4ZCnrhVKl6VmF1jNIM1V1wBdzXNethgF79liXVIiWDtKMQCDnYunuY47JL1yrrS1euNbZmdd+riOOgOuII4oyhpwKFJz1aRKgKIAkW9VnkpS5jZCeBJsNgs2WWZzfiCf2TiGNRsF1IxPAAkiFbaoVtqnaiKZqlzPGGBz77Qf7ggWIr16N0PPPQ29vH/R+ZiiEwJNPIvzKK/Ceeiqchx02vgJrzsFjcRjxBJjdDsFhhWzJLVsgNzRAamio+A+hyOBqXEpJw7WewZYsCpByvV4zTQjBAMRAF1jqw8N0lRgDg6CqqIWK/z7AietXhRBQc784eu6jVtR7bFgyrwGCwCAKDAJj6HNKDrBEHGJ3F4RoOL0JajSGZCwBQ9PH5bpqA6FwjRBCyLii6iYCsb4hmXU9ie6olqk664pq6I6pMMp0jkCVQ8a+TV7sP9mHQ6ZVY8EkH9yp6Z2V2HCAm6a1vpKatNZC61mRpud+sWsmEjD8nVZo1tEJvaNjb3DW1QW9u3tY08R0vx+2OXMG3W+gKZl5YwxidbVVdVZXZ1We1dZCnjRp5MceqoJWnEm5gzNZhpC6jZCREh12iA47UFdndfiNx2FGo3vDNsMEU2xgig1wweoimQrnx2LQxgQBzkMOgWPRIsRWrEDohResDxEGYfj96H74YYT/9S9Ufe1rsOcxJX1M4dxqZJNIQHC7wBQbtD1tMMNhyFOmjK+ps+OQzy5bH0CaHLLIitaBPS2vME3XwRJxCMkEWCIOlkiApZ6zTMNAPBxFMhq31j4TBIiyBEmRUWe34bZFHvzggxDi/eSEf3p7G6odMo6enb2uK9NUsFgUQjQGFo9mzscBqLE44qEIzH5ejxEK18aETz/9FM8++yxWr16NXbt2IRKJQFEUTJo0CQcccACWLl2Ko48+elTHtGfPHvztb3/DypUrsWXLFgSDQYiiiLq6OixYsABLlizB0qVLoaQ/VRwGwzDwxhtv4OWXX8batWvR0dGBRCIBl8uFadOm4bDDDsMZZ5yB2bNnF/CREULKCeccMdXIWUWWDst631asKZijocFjw75NXhw0tRqHzajG3EYPXDYJilRZ66SZmpapQBtKFRpM02ooYBjghoH2X/0KyfXrizLGfKvG8mk4AACC2w0xFZylp21KqTBNrK4enelYmaCsR2fNHk0CkGd1BgVnpFwxxiA6ndZ0vvp6K2yLRjNhmxGLARCtNQedTkDX9wZtY2ydICaKcB19NJyHHYbIW28h/PLLMCODN8fRd+9G5113wXnkkag666zyWJ9xNHEOMxwBU1QIbjeMaAzm559DmjARcl0BPkwhZUkQGKqcCvyRJGySCM0o7GtFxlJhmihAFlnOMI2pSbB4HEI8ChaPZ6rTejJ0HfFQFGose61XbprQkyr0pIpEOIo6ScRNc+34740a9BxPbRzAb175DN5kBItqZEBTwTQtE6almaYJLZ5EPEyhWj4YH88rzlW49vZ2/PSnP8Vrr7026L6HHXYYfvGLX2BSkT8FV1UVd999N/7v//4P+iCVApMmTcIvfvGLYTW4WLt2LX70ox/h888/H3Tfr3/96/jBD34AxwDt4Uupra0Nixcv7rP9rbfeQmNjYwlGREjpmCZHMK7lmHqZ7DMtM/19JXR2Gq7J1Q4sTFWlHT6zFrPq3bBXSMOBdBUaTyaygzRVzVShmbHY3imaPaZqek46Ccq0aVlBWq51k/wPPID46tVFGb/zsMNQc/HFg+4XX7cO/t/9Dsxmy6x3lgnPelShCXZ7UcZpVZMxKyhjbG9olv6+AMFZZj0rCs5IheOGASMUghEIwAiHs8J8ng79VXXMBW2AVeUbee01hF95BTyRyOs+gteLqq99DY5Fi8bn1EhBgOB2Z57zRK8H8uTJ1CRljIokNWxui4AD8EfUghyTMcClSLDLfau+94ZpMbB4rE+YxgEYmgZD1aCnLoY2tNBvRUjA73ZJ/X5u6RCB/zzIgwVV1u805xy6qkFLJKElkkM+X6XoDgdxw29v77N9pO+/SxKuLVmypOjnYIzhlVdeKfp5SmXLli245JJLsCfPzkAA4Ha7cf/99+Oggw4qypii0SiuuOIKvP/++3nfRxAE3Hzzzbjwwgvzvs/y5cvx/e9/H5qWe6HGXGbNmoVHH30UNTU1ed9ntFC4RsYyVTd7VY4lsxf373Xpjqll26Wp2BiAmfUuHDilCofNqMGRs2oxucoJoczXSeuvCs2IxaD7u6zQzO/PhGeZIM3v77fLZvU3vwnXUUcNeu7A3/+OyKuvFvohAQCUWbPQcP31g+7HVRVmMmm9ARvpm89UIJYJy3IGZ8yamikwAEM7X1Zw1rMhQDo4k+XxtaA5GddMTYMRDMIMBGBEszs0p6ekc7Uwb7DLiRGJILx8OSJvvgnk8VqaORyYeNttEFyuURhdeWJ2e+bxM0mC3NQEKdXNlowt61tDUHUD4YQ+4g9vHbIIp61Hp81EAiweg5CIW2Farw8NM8FWqgJNV7WCBP2vdAv4857+/223CcANM4B9nca4qU4rVrhWkldQu3btAmOsqG1ax/KnK93d3bj00kuzgjVRFHHCCSfgi1/8Iurq6tDZ2Ym33noLr776aqaCLBKJ4Morr8RTTz2FKVOmFHRMnHPccMMNfYK1RYsWYenSpZg8eTKi0Sg++ugj/OMf/0AoFAJglZrefvvtaGpqwvHHHz/oedasWdMnWPN6vTjttNNw4IEHwuVyoaWlBcuWLcOaNWsy+2zZsgVXXnklHnroIdhozQRChoVzjqhqoCuSCsliKvyRfhb3j1ldMcPJsfmJ11AIDPA6ZFQ5ZFQ5FVQ7ZVQ7FdS4rEutW0G9x4ZFk6tQ7S7P5yduGFbFWSIJnkzATCZh+P1QW1qgt3dkVZ6lg7T+GgXkQ+/qyms/MdU9sFAEny9TeSZPnZrXfZiiQMy1xAFjewOxdGjW8/tMgJYKy4b7ukVgYKJohWaiCEhS5nsKzgjpnyDLEOrqgLo66zktEIDRHYCZTO5tiMA5uJoET1oNEcYC0e1G1ZlnwnPccQgtW4bou+8OuPZc1ZlnjutgDQB4IgFD0yB63NbaUzt3wggFoUyaRM+rY0y1S0Zb0IBNFocdrskig9u2t4kUS8QhdrZBiGdXjPYJ05LFCfOPrzYR1nX8vTP372rSBP53K8fVk0wc4inKEMaNklSuzZ8/v6jhF+ccjDFs2LChaOcopeuuuw7Lli3LXK+vr8fvfvc7HHDAAX32Xbt2La699lq0trZmth122GF45JFHCjqmJ554Aj/72c8y10VRxG233Yazzz67z74dHR34/ve/j5UrV2a2eb1evPLKK/AN0JktmUzilFNOwa5duzLbFi1ahLvvvhsNDQ199n/mmWdw6623Qu3xqePVV1+Na665ZqgPr6ioco2UimFyBGJqdkiWCsX8PSrJet6mjuEpmPmySQKqnDKqHAqqXQpqnDKqUyFZrduGOpeCOrcNdR4bal0KvHa57KvP0tJVaGYqRNs7lbPvm8qO3/wGsRUrijIO55FHouaCCwbdL/7RR/Dfd1/ex2V2u7XGWbpxQPr71IUNtA7oINMv+4Rlw8EAJqaDMclqKJAKy9A7QOt5nRBSMEY8DrO7G3ogAN5zSpRpgqvW82OuaeqVSm9vR/CFFxBftarPbba5c1F37bVjumhhqASnEyy11AyTJShTp0J0u0s8KlIoSc3Aht1WEUhXdGizKRgDPDYJipR6DWDokDo7IISCAKyMIh2kaUkVRo7XVsXCOfBwm4h/dff/mkEAx2VNBr7gG/uv9cdU5RqAglSt9X6iHw/Lx3300UdZwZosy7jvvvuwYMGCnPsvXLgQDz74IM477zwEUp2CVq5ciTfeeAPHHntsQcYUjUZx1113ZW275ZZbcgZrgBUG3nfffbjwwguxdu1aAEAoFMK9996LH/zgB/2e56GHHsoK1qZPn4777rsPXq835/5nnHEGHA4Hvve972V+Nx588EF8/etfR12eC1ATUkmSurWwvz+SqhyL9g3NMt9HVQTG8RTMnjx2CdXpijKXgtr0xW1DnduGGrd1vdppBWhOpbI/pTY1DVprK7TmZmgtLVB3tULfsxt6Wxv0jk54v/IVuHI1weE8s/4ZNwyI/Tz3FoKRb+Var6n+gtcLsboaUk2N1X0z9TUTnjmd1muHfgKxvVMuRzb9Mi0zDbNXIDZgaEZvYgkpKdHhgOhwQG5qghGJWBVtwSC4DjC7A6LdMaY6jkoNDaj91reQOOooBB5/HHpHh3WDLKPq/PPpOakXMxYDVNWqYtOA5NatkBsaIE+YUOqhkQKwySKcNgmxpA6bJCKu5RekiwKD1yFDZAA4hxDohtjVmWkQkIzFEQuEwUv0fMEYcEGjgYgBvBfKHbCZYLi3VULU0HFitTnsgvrxrCTvEK6++uph3U/TNCSTSfj9fmzduhWbNm2CruuZJ/1DDz0Uv/71r1FVVVXA0ZaXP//5z1nXL7jggn6DtbQZM2bgxhtvxC233JLZ9sc//rFg4dpzzz2H7u7uzPX99tsP3/jGNwa8j8PhwC9/+UssXboURurTv8cffxxXXXUV3Dk+/dF1HY8++mjWth/+8If9BmtpJ598Mk477TQ899xzAIBYLIZHHnkE1113XV6PjZBS4ZwjnNT3LuAf2RuK9QzQMh0xIyqi6tj5JH24JIGhqse0y1p36qvLlvm+xqmgJvV9tVOBLA6zyqhMGZEo9N2tSO5shtbSDK1lF7TdqfCsvd3qgjlA1YW2q8VaZ6hHkAbD6DPFUyhmuNbj35SBSBMmoO7aa60KtJoaCIqSmn7JwFjP0KxI0y9FCUzq8b2cHZYxYWz9bhEy3ohuN0S3G7ypCWY4DD0QgBkOgwPZHUfj8Ypfn80+bx4ab7kFoWXLEH7lFXhPPRVyjpkhBICuw+gOQHC7wGx2aG3tMONxKFOm0DTRMaDGpVjhmizkFa7JIoPXLlurQWgqxNYWCKnnA13TEO0OjWqVWn8EBnynyYDIgHeC/VewPdImYVPMwH9MNOCi4vghqahwrbdwOIynnnoK99xzD+LxOD744ANcdtlleOSRR+DxjL0Jw5FIpE+ThvPPPz+v+371q1/Fr371q0wItmbNGuzevRsTJ04c8bjSwVXaYMFa2vTp03HMMcdkup0mEgm8+uqr+OpXv9pn3/feew9tbW2Z65MnT847HLz44ouzxvjiiy9SuEZGnWHyTDVZz7XJunqHZFENXdEkuqMaVKOyPw0vBIcsosYlo8ZlS4VkqYDMnQrJUgFatdMK0LyO8VH5k9yyBYn1G6Dt2gV1Vwu0Xa3Q9+yB3t4OMxIZ0bG11t0ww+FB95MK2SCGMYhVVXsrzRobrcCq5xTMHOuWiQKDPJx/x/qbftlrzTKafkkIAQAmCBB9Pog+396Oo93dMCIRQJIgeDxWNVs8blWzVSimKPCdfjqchx1mPQ/nSW1pgVRXV7yuyGXKjETBNB2C2w0jFEZy82bI06ZBTE0bJZWpyiFjlwBIYBAFBmOAaR42SYDHbkUqLB6HtLsFzDBgmibiwTCS0dyNm0pFZMBlEw3YBeCVAaaIrgyL2JoQcGWTjrlOmuaSr4qO1j0eDy655BIcffTRuOiiixAMBrFp0yZcf/31uG8Ia7BUihUrVmQt5L/PPvvk3ZhAlmUsXrw4EzJxzvHSSy/hW9/61ojGFAgEMlM7Aav753HHHZf3/ZcsWZIJ1wAr+MoVrr399tt97pfvG+gFCxagqakps+7cjh07sG7dOuy77755j5OQ3hKakR2S9QjG+gRoURXBuFaIhj8Vr8opZ0KxnsFY75AsHZ45lPETaHDOAV23FqDvtT3duc6ahqTC/8CfEHzmmaKMY7hTMgfCnE5rqmZNDaTa2uw1z+rqrCmbkmSFZ8ORqioTJAlITbUUZJmmXxJCCo6JIqTqakjV1VbHUb/f6n4MQHC7AacTZixW0SGb3NSU975mPA7/738PCAKqv/512MfZ62ueTMLQdYheL8ykCnXLFsiTJkEqcMMdMnokUYDXLiMY02CXhH5nhjgVEc7U61QWDkFq2w2WalIQ7uwu2RTQwQgMuKjRgEMA/unv/3V2p8bwXzsknFFn4Ct1JiR62TSoig7X0ubNm4f/+q//ylTEvf3221i2bBmWLl1a4pEV1urVq7OuH3zwwUO6/0EHHZRVwbVy5coRh2sff/wxzB5PHLNnzx7StNyDDjoo6/qHH36YaUjR00gf+6JFi7KaOqxatarsw7Wv3P0OBFdVqYdBeuHgCCd0xGgKJmSRZXW93FtZZsuuNkuFZtVOGdIYmIKpd3VB3bYNXFWtsEtVwVUt9TV9SVrdNXvflkyCa2qf24xAANru3ai+4ALUfuvivU0FVCtQ6704njBA85eRGnRKZqpqTEpPFxLFTGiW1Sygvg5ifQOk2loIQ/wUv89aZb2/77VuGVWVEUJKQZBlCBMmQKqvh+73Q+/oBNf1vSFbPA6eSAx+oAoW/Mc/rO7QADp/9zs4DzsMvrPPHl+L/BsGjEDAqmCEDHVnM8xYDPLEibQ8QIWqdioIxjTYZDFnuOaxS7ClGhcIXX5IfmutQjWeQKQrAJT5B+qMAec2GHAKHE929B8JmWD4e6eEf4c4zq43cJjHRIX06CqJMRGuAcDxxx+PAw44AB9//DE457j//vvHXLj22WefZV2fO3fukO4/e/bsrOsbN24c8Zg2bdo0ojFNmzYNsixnKvJCoRBaWlqyKvI459iyZcuIzjNr1qys65XQSbY9kgCMsf2CjJQXlyJmFvSv6RWS1bpSnTHTt7sVeGyFq/7JFarnom7fjuTmzVawpargyR6Blqb2CLx6h10qTDVHEJYKx0xNhfeEEzDh1lsHHUPk9Tewu8caloWU/OwzqDubc9/YY/0zweUqyvkBK1xjDgeYKAy4Xpng82HSvfdC9PkGffPAJDE1BXOQarL0NEwKywghFYSJIuQG68MEvasLekcHuKZbz9VORypkS/ZZu7LSJbdsQfStt7K2xVauRGL9elR97WtwHHzw+KkS5hxmKATmdEBwOKF3+sETCchTp1qV1KSieO3WB8K6YUIWGTSD97gt1RGUA2L7boipbqCJSBSxwODLapSTr9SZcIs6HmoTofP+/1b3qAz37JIww27ia/UG9nePreeyQhkz4RoAnHrqqfj4448BWMFRc3Nz3tMmK8HOnTuzrk+dOnVI9588eXLW9T179kBVVSiKUrAxDfXnLYoiJk6cmHWc3uFae3s7YrFY5jpjrM9jGUzv/Zub+3nzSsgYwZi1ZkR6Mf/qXiFZrVNGjY2hRgKqq1yorfHALg8caMTWrEFynRVsaaoGf49KrEzY1TvwSgdbWj/bU19r/+M/0HDd9wZ9XKGXXkLHnXcNut9waK2tSO7YYXV+S124yQFughtm5qvWY/3HQjM6O8E1LStI44bRpxudWKB1RZmiWNMyU1Mz098zm63/gCu1XpkgipCmTAZSi/qz1JTMPiEaLexPCBknmChCrq9PhWzdMDraYaoaBKcLcPSoZBsDIRvXNHQ/9ljOx2JGIuh68EHYV65E1de/Pq6mSPJYHKamQ/B4YESiMD//HMrUqeOrkm8MEFINsjrDSdhlEZqhA7Aq1qxgjUPa3QIhGgUHEOsOIRmNDXzQMvWlahMzHRz37JKwWx04DN+WEPC/zQLmOUx8pc7AAS5OXUV7GFPhWu+umWvXrh1T4VpHujV2SsMQO/jU1taCMWat6wPANE34/f4RNTUY6ZgAoL6+Pitca+v1xrW9vT3rek1NDeQhfgLUe1y9j0lI0XEOiRuQDR2yaUA2dcimjm6bG0nJNujdF+/5BLOTXfCIgEfkcDETLsGEEwbs3IAdBhRuQDF1SLoG0dAzoVemUiszhVG1ApwU589+Cvt55w06huCzzyHw5JMj+jH0x4xGYITDqUDLzPoKzq2AiXMYkWhRzg8ARjQGIxAcdL/ea6IVkt7eDjMU6nEyZl16Le4vT8pjPRzGrOYAPaZq9l7rTHC7rSmY/VWQ9ao0o/XKCCFkcEwQINfVQqqphhEIWM/tSdXqMOpwgCcSMOPxig7Zwq+/Dn3PngH3SXz6Kdr+8z/hO/10uL7whXHzQQvXNBiBAESvFxxAcutWyBMnQq6vL/XQyBBUOxV0hpNQJAEMgMuWmgrKOaTdu6xgjXNE/AFoicpdYxEAptk5/nOGhkf2iHhzgE6iaZviAjY1C5hiM/HlWhNHeE2I9NJwbIVrjtSaLukX/XsGecKvJPF4PKt6CwC8Xu+QjiHLMhwOR9ZxgsHgiMI1v9+fdd03jHWAend2DfV8Ywmgq9fi2kN93ADg7vVpUe9zlKP/+PR5uKXhVxUO5K5FX8trv2vX/LUo5weA/1twKkK2wae2XbLueXjU4nwS9LfZx2KXZ/BA+KzPX8fkiBUkMw6IPBWOGXomJEsHZoqhZYVne/cxIORYgOGhL1+N9vmHZaZbZk297HHp/t7ziK54Y9CxcgBa6pIvnmoXnrnOee6Qq4j/aOodnUhu3TboflzXizYGnkxmVRSkP4iwrnPrh8t5VjBZaEZ3N4T0NMsB3oQwhwNiVRUEjyerKYBYV2dNTWpsgFxfn5reKfZZowyp4CxzGyGEkIJjgmA1c6lOh2wdMBMJ6zncYQePV27I5v7iF2F0dfWZFtobTyQQ+MtfEPvgA1R/4xuQh9CFtKKZprUOm9sNZrNBa90NHo9Dnjx53ISMlc4K00QkdQNVThmiwAAOSG2tEKIRcM4R7uyGnlQHP1gFsAvApU3WlM8Hd4uImYO/8G9OCvhDq4C/dXCc22DgcI85rivZxtQr6p4L1gPIWmi/0sXjfdv4Op3OIR/H6XRmhWu9A7uhSvRapHW4Y+qp95h6P/ZinKMcfallDWqL9OyUb7h28o6VRTk/ADwx9/i8wrXFLR+jMT7IAuvD9Nrkg/IK1w7bswEL/VuLMob6ba/BH/wIXYaBzgGes07/7DPMK8oIgOWPPYbP3ngDIqz8rL/fugXbd2Boqx3m75OP1uCju+4cdL9pe9qwqEhjaN6xHX/5472D7lcXCOILRRoD1zTce+dvoPaojjMBGAD0nt9zwNhnfma7EQ5Zl+3bMJx/+Tjn0DQNmqZBVVWoqpr5vr9tvALfDBJCyGjy+XyYMWMG6urqMts8jKGWMaRr1jnn6GhpQduOHVArsMPoVEHA6bKC+kECI3XzZrT87Gd4Xdfwb10f1r9VlaphyhRMmTMHYAxxALtMEwaAZDKJjz76COFwZa3TNR4sWrQItbW1gKMKE6fNgtPpwNYdLZhg6vBxA9zk2LxuI0LdgVIPtSjm2NzYNetodE7az1pzdxAdmrUm25+7WzB142twhYu3hEohaGZxGtONqXBt1apVAPYujN3zH7JKp+WolBjq1EjAWuOsJ32EVSBqr4oXaRgVEIONqfc5hvO4e48r189zPOn8569KPQR0v3ofOtngvy+GMfg0veEKvvckOtngUzI1wz/oPsNldnfDNE2IjEEGIKQvjIEBEFNfJaN4L0N5PIFEODLofokiVo0ZSRXhPMYQU4v36SDXdARC1gtcDp5VZ8h7XIR4LLNNZwwmYzAEBoMJMBiDwRj01Fcjc5t1e3q7LmTvpzEBQVlCtyShJRSCBkDnHDrnw2o4ZZpmJhBLJpODfj/enxMJIaQYdu3ahfXr18Pj8WDOnDloamqCH8B2AB5RRIMkwckEOKqqMc3rQ3tLC5o3b4ZWQSGbH8AnAE7xenGixwNxgA+GZcZwoqxgPgce6+5G8zj5t8fv78Ku5hbMW7QIkiyjhpvYpmpIchMzZszAmjVrxtSMq7GAc46DDjoITZOc8LqtIg1fLArZ1BDjHJ99sh7dncV7f1By4RBqO5+C2/MGOvc9HpFJCwa/D4BI9WSsP+Kb8O5Yg/pP/wUpWbzlXEZCh2m94SqwMROutbW14amnnspaU2yoi96XM8Pom64Kwygp7h1kjbS6r/e4eh+/EGPqfX04jzvXffLtTjgWVQU/z29Hd2EWTc/FG96OeB6VL4LTNeD0uJFwR3ehKsffVm+SwwGIxXm6bHI4oeex0K9kK84UYQCwyzIcHncmxEmHSOh1nQcDRRsDRAExtytzvt5f05dQMoGkKKZCKwGGwKAzYW+4lfqqC0IqxOq5be++2V+t26KyjDb34NWUXS4XNtXXw0yvh1ZgcurSU8+wLFclWe/vc/2b0ZMoinA6ncOqBCaEEDJ0bW1tCIfDmDFjBiZMmADGGAIAVDDUCQwOAF7fAszcZz52b9uG9p07K2oWzrsAtiYT+KqiYLIw8PuBqYqCmxoa8G9dx+u6huJ9dFdOOFo3bcTsAw+Ex+FGFYBWzhHlHCeddBK2bNmCbdsGXx6DjA5BEDBr1ixMnz4dUCR4VA1V9dUIhsLYtnEzjKQGr2foSxVVniTq172ASMtqtMz+IsK10wa/CxMQmn4w4hPnYfZHz8Id3F38YQ6RZhpAjpmBIzUmwrWdO3fi0ksvRTwez4QlXq8XBx10UIlHVji5KsIMwxhypVjv6oSRdArNNa7hVML1vk/vMfU+x2BvGvM5hyzL4zZYA6yOrPnYMH+foo3hvfdWQJk8adD9Nh+3BFqvKd+F8tRfn4Lr8MMG3W/HBRcilqqMLbSTzjgDVWedmbrGrP/SoU2P8Kbt9l8g+Pe/F2UMR514Is74wU2D7tf95F/hf+ABMEVJXWQIcup7my1rO1MUCJnrA9xms4HJCmY0NuDLc4s16ZQQQggpb0YkAn3PHhjpjoOmCTMa7bMuarnjhoHI668j9M9/DrhGqcgYFssyjps0CdXnnw/beHkNwBgEj8dqGMRAjQ4qQKB5F7q37wIH4G/rQnLR4O8dxqotcQ3P+0V8EGbggyzGrNnc2HzEN3DpRANH+crrg4LucBA3/Pb2gh+3JOHaqhG8STVNE5qmIRaLoaOjAytWrMDrr78OXdczVWuMMSxZsmRYVVTlym6399mmqipstsGntPVU6HCt97h6T+HMR+/79B5TMc4xnKmlhBSDIEt5tai3zZwB+8KFVqClKGDpUCsTUim9Aq1e+9h63dZjHynPLr/V534N1efmt14fIYQQQvInut0QZ8+G3t0Nfc8emKoGweMBdB1GNAoUcWmGQmKiCM/xx8NxwAHofuwxJD/7bMD99fZ2dNx5J5xHHgnfGWdA7NWEbMzhHGYoBMHtArPZrUYHSRXypKZx/cF/uTKCQShdnRAYEA+EoReh2qmSzHJwXDtZR2sSeMEv4u2gAHOAkE3jDL9vlbAraeCsegPCGP8VL0m4dsEFFxT0yaP39D5ZlnHZZZcV7PjlwOPxQBTFrKqtSCTSp9PmYKLR7HnPw+m82VPv7qCRyOBrJg02pt6PqRjnGOnjHg3uE06AN9UBt1S8X/lK0Y4tOPN7bO7jl8Ao0mKhUl1tXvu5jj4K0oQJmetMFPsEW0KuQCtd3ZVV1ZW9n1RdldcYav/jP1D7H/8xnIdJCCGEkAohVVdD9Pmgd3RA7+gAhwTR5wNXkzCjMat7dwWQ6utRd+21iL37LgJPPw0+SCgRe+89JNauhe+MM+A84ogx31HTjETBdAOCywXd7wdXk1CmTqUO3mXETCSgNjcDYJA0FWo0BkUSEFcr42+wmJpsVmfRU2pNPNYm4pPowH+vz/lFtKoMVzTpUMbwn3ZJ/3oL1WksHaylj3fDDTdY86PHEMYYqqur0dnZmdnW1dWFiRMn5n2MUCjUp3JtpE0famuzw4nu7qF3dfT7sxeDrO9VGl1TU5N1vaura8jn6H2fSmh2MfEnP0ZjiduVT/rl/yvp+QFgwo9+VOohoO473yn1EAghhBAyTjBBgNzYCLGmBnpbG/SuLjDFBlGxgcfjMONxoAI6NjPG4Dr6aNj33RfdTz6JxMcfD7i/GY0i+u9/w3nEEaM0wtLiiQRMw4Dg9cAIR5DcvAXKjOkQhjgziRQeNwyo23eAGya4psGhW01GZEFAgpmV8Oc3KibbOG6aouOjCMNj7RL2qP0XUK0KCxBaRVw9ySjGksVloaS5IWOsIBfOOTjn8Hq9+PnPf44LL7ywlA+raKZMmZJ1va1taC1ue+/v8/lGvJj1SMeU6z4TelQIAVZjip6VidFodMjVa73PMZRQkhBCCCGEkNEmyDKUyZNhmzMHYqrhDnM4IFZXgdkrJ4ARq6pQe9llqPn2t62prv0RBFR9/etjvmqtJ65pMAJBa429ZBLJzZthhEKlHta4pza3wEwmrf8v4TBkUYBdsZacUsTx8/uZD8aARR6O22do+KJv4LXR3w+LeLZz7P78SvbI0oHYSC92ux2HHHIIbrrpJixfvhznnntuqR5S0c2YMSPr+vbt24d0/x07dmRdnz179kiHhJkzZ2ZdH+qYQqFQVrWbJEl9jmmz2TBpUvbC90M9T+/9C/HYCSGEEEIIKTbR4YBt1izY0lVNTIDgckOsqrIWxq8AjDE4DzoIE269td/KNPeXvgRl8uRRHlkZMAwYgQCg6+C6geS27Uhu3w6zwppZjBVaRweMYBAAYITDmSpRj92a9CdLYzccGglZAC6baODrDToY+i/t+3unhJWhsVm6VpJpoa+++uqI7s8YgyRJcLlccLlcBRpV+dt///3x9NNPZ66vW7duSPf/5JNPsq4vWLCgIGPqaahj+vTTT7Ouz5w5M2eThf333z+rw+W6deuw3377Dfs8hXjshBBCCCGEjBbR64XgdkPv6oLe1gYOQPB6wVUVZiwGGANXjZQDweVCzYUXwnnYYQj85S/Q29sBWNVt3lNPLfHoSohzGMEgBKcTzOGAEQzBjEQg1ddDqq8fV9V8pWREItB27wYAmNFIViMRlyLBL6iAySEJDLpJc0N7Yww4tdZEk8Lxu1YJCTN3iPbHVgkNio7p9rH1MyxJuNa7Conk5/DDD8+6/v777/dp5jCQd999N+v6UUcdNeIxzZw5E/X19ejo6AAAtLe3Y8uWLZg1a1Ze9//3v/+ddf3oo4/Oud/hhx+OF198MXP9vffey7tKMRKJZAWLoij2+VkSQgghhBBS7pggQK6rg1RVBb29HZrfD6YoEBXFWsMrFquI9djs8+ej8ZZbEF6+HKGXX0bVOedAsNtLPaySM2MxIJmE4HIBkKHtaYPR3Q150iSIQ2xkR4bGVFWoO3YCHODJJHgimXU7Ywwem4RgXIMsMehq+f+dlcoiD8ctU3X81w4JSd43q0hyht80S/j5DA1VY6iHB0XgFWTWrFlZjRo6Ojrwzjvv5HXfrVu3ZgVMLpcLRxRgsVDGGI477risbc8++2xe9zUMAy+88ELWtiVLluTc97jjjoPQ4xObN954A8FUue5gXnjhhaxGDoccckifDqSEEEIIIYRUCiZJkJuaYJ87F6LPa22z2yFWV1fMemxMluE99VRM+PnPYT/wwLzvF37tNSQ3by7ewErNMGCGQjDDYYCbMJMqklu3Ibl9B8xezelIYXDDgLZjB7iuA4YOs5/1vT0Oaxq2LAhjdlH+Qpnh4PhOk97v7X6d4fe7pEr4LCBvYzZca25uRiKRKPUwCu6cc87Juv6b3/wGah7z8X/5y19mdWc97bTTRtzMIO3ss8/Ouv7oo49mTeHsz8MPP4zdqbJbwAoPDz300Jz7NjY24otf/GLmejwex9133z3oOUKhEP7whz9kbTvvvPMGvR8hhBBCCCHlTrDZYJs+HbZZMyE47ABj1npsPh8giqUeXl6k6uq8Z+Kozc0IPv00Ou64A91PPGF1Th2juKrC6A6AJ6zHaASDSG7aBK29Hdw0Szy6scPqDLodRszqwmuEwv3uS40NhuZQL8dZdf0HbOtjAt4IjJ2fY0keyc0335y5PP744wU77rp163Deeefh4IMPxoknnog1a9YU7Njl4rzzzkN1dXXm+rp163DzzTfDGGCNhV/96ld47bXXMtdtNhsuvfTSfvd/+umnMW/evKzL+++/3+/+CxcuzJrOGYvFcPnll6Orq6vf+7z++uv41a9+lbXt6quv7nd/APjOd76Tdf3RRx/FY4891u/+iUQCV199dVaAN3fuXJx00kkDnocQQgghhJBKIrrdsM2ZA3lSE5goAJJkNTxwOEo9tILhponAE08AqWAp+vbbaPuv/0JiiGs+VxTOYUZjexseGCa03XuQ/Oxz6N3dWcUTZOgywVokmgrWQpnfr/5QY4OhOb3OxBHe/rOKJ9pFdI+RgsyS/EY888wzePbZZ/Hss88OGNoMlWEY+OijjxCNRgFY1Wtjjdvtxk033ZS17fnnn8c3vvENfPTRR1nbN2/ejCuvvBL3339/1varrrqq4Ove3XLLLbD3WCdh8+bNOP300/HSSy9B77EQpN/vxx133IErr7wya/sXvvAFLF26dMBzHHTQQTjjjDOytt1222245ZZbsirlOOd49913cdZZZ2X9fomiiJ/+9KcQK+RTPEIIIYQQQvLFGINcVwfb3LkQvdb6XILTCbGqCpAqf2Gj6L//DXX79qxtRnc3On/3O3Q9/LC1XtlYZRgwgkFruiI3YSaTUHc2I7lpE3S/nyrZhiFnsKb3X2WV5lIkCAKDAEASaG7oYBgDLp1oYIY99+9ozGT4856xMT208p9le5BS/2iky4oDgUAJR1M8Z555JjZs2ICHH344s23NmjU499xzUV9fj8bGRnR3d2PXrl197nviiSfisssuK/iYZs2ahV/84he44YYbMqFZW1sbrr32Wng8HkyZMgXxeBwtLS1Z658BwPTp0/tUsfXnJz/5CXbs2IHVq1dntv3tb3/D3//+d0yePBlerxe7d+/OWTX3wx/+EIcccsgIHiUhhBBCCCHlTVAU2GbMgN7dDa11NzgA0eerqIYHvRnhMIIDrOscW7ECifXrUX3eeXAMYf22SsOTSRiqCma3Q3A4YCZVqC27wNrarM6iNTVgVEgwKK7rVrAWjQ0pWANSjQ3sEoIxDbIkQFfLv0tvqdkE4MomHT/aJkPL0eDgw4iAVWGGw7yV99zU05iqZVzXqyR4LJfJ3nLLLfjOd76Ttcg/YDU5+PTTT3MGa2eddRZ+85vf5L2mwVCdcsopuPPOO+F2u7O2h8NhrF+/Htu2besTrC1cuBCPPvpo1lTXgbhcLjzwwANYvHhx1nbOOZqbm7Fu3bo+wZqiKPjZz36GCy+8cBiPihBCCCGEkMojVVfDPncOpOoqAKmGB1VVYLJc2oENQ3zNGvBB1lczQyH477sP/j/9CUa4/3WzKh7n4PE4jK4umNEoYJrgmg6tdTcSGzdC27MHnBof9IvrOtStW/cGa8Fg3sFamseebmzAqLFBnibagDPq+g8iH9ojITJATimEgrCvfAeul56D8/WXoGz8BNDL6/e8oJVryWQSa9euHdJ9urq6sGrVqhGdNx6PY/PmzfjDH/4Axhg452CM5R3YVKrrrrsOJ510Eu688068++67fYKrtEWLFuGKK67AMcccU/QxnXDCCVi0aBHuvvtuLFu2DOF+/mGbMmUKLrroIpx//vlDnqbpcrlw//3346WXXsJ9993XJ1RNk2UZS5YswXe/+13MmjVryI+FEEIIIYSQSsZkGcrUqRCrq6Ht2gUzqULwesGTSSuYqZBiBPfixZDq6tD9+OMwBljXGQDiH36I5KZNqPra1+A4+OCiFRaUA55IwEgkwGw2CA4HOACtrR16ZyfE6mpI9fUQFKXUwywbXNOQ3LYNZjyxN1gbYO3y/siiAIdNRDxpQBEFJHWalpuPpbUm3g+Z2JHsW+MVNBgebxNxWVPu/x9CKADXq8uytpk2O9T5+yG534HQp8xAqZNOxgtc3nXBBRfggw8+GHCfnqcs5JNdOlRLf33yySexcOHCgh2/nIXDYaxatQrt7e0IBAKw2+2YMGECDjzwQEyYMKEkY9I0DatXr0ZLSwv8fj8EQUBdXR323XdfzJ49u2D/71tbW/Hxxx+js7MTkUgEHo8HU6dOxYEHHgiv11uQcxRTW1tbn0o8AHjrrbfQ2NhYghERQgghhJCxhhsG9LY2aJ2dAEdqsfwoeDJZ6qHlzUwkEHzuOUTffDOv/e0LF6L6vPOsdefGAaYoEByOvWvsMWtKsNTQAHEMNbcYDiMWg7ZzJ8ykCnATRjA0rGAtLabqaAsmwAGEE0OrfBvPticYbt0mwUTuLOBHUzUscOWIqJJJ1NxxGxhyx1fqrHmIfPkscKc75+09dYeDuOG3t/fZPtL33wUP19IL2etDLK0shJ5hzaxZs/D888+P+hgIGSoK1wghhBBCyGgxYjFoLS1W9Q6sah4zEhm0S2I5SW7ejO5HHoHe0THovszhQNXZZ8N5xBFjuoqtJybLYA5H1hRg0eO2Qjb34OHDWKN1+qHtbgVMDpimtcbaCIK1tJauGDTDRFw3oOmVUQVaDv7SLuJ5f+7Za00Kx//M1CDl+FOtuvfXELv9/R5Xb5iI0Pn/Ae5wDnj+YoVrBV9zbfbs2fjWt74FwAq7cl166m+f4VwAq3rNbrfnvUA+IYQQQgghhIwXotMJ25w5kCdOAAQGJssQq6vA7PZSDy1vttmz0XDLLXAff/ygU8F4PI7uRx6B/957ramw4wDXNJihEIxAIFOZaIQjSG7ZiuTnn0PvDozp9cnTuGEguWMHtF27AJODqyqMQKAgwRoAeBxWeGkTx9RS9kV3Zp2BCUru379WleEFf+6fpz6hacDjSu274f3Lg2CJgddnLJai/BZcddVVaGpqAuc856Wn/vYZzqWurg4nn3wynn32WcyfP78YD40QQgghhBBCKhpjDHJDA+xz50J0uwAwCC4XxCofUCHdJgVFQdWZZ6LhxhshTZw46P6JTz5B2+23Q92+vfiDKxeGATMSgdHdDZ5IAOAwYnGoO3ciuWkTtE4/TFUt9SiLwojHkfz8cxiBIADAjEZhhsMFXWfQYxMhCIDAGChfy58iAJdM6H+m47OdItpz/FrqDYP/nUt7WuH5y/+BJRMjGeKwFHxaaFowGEQkEumznXOO448/PlNptnjxYtx6663DOgdjDKIoQpZleL1eSFJB+zMQMipoWighhBBCCCkl3e+3ukzqBgAOMxwBr6DQhWsaQi+9hPDLLw8+vVWSUHXWWXAtXjxupolmMAbmsEOwO7Iq/pgsQXC5rIvTCcHhqOifje73Q23tMQ00HB5yR9B8+SNJhOIaNJMjrhamIm68uLdVxDvB3GH+QpeJG6foWYWp0o6tcP/zKQjRMNggf+fa5GkInfctQO7b0KNY00KLlkb5fD74fL5B97Pb7Zg0aVKxhkEIIYQQQgghZABSbS0Erxfazp0wIlEIHg94IlEx0yiZLMP3la/AceCB6H70UWjNzf3vrOsIPPkkklu2oPr88yFU0HTYEeMcPBaHEYuD2e0QbDZAksA1HUYgmKnyYqIAweHIhG3M4YDQY/22csUNA2pLS+ZxcFW11hMs4hRYr0NGKKFBFhiSzMrzSH6+3mBgdVhAzOwb5K6NClgVZjjMu/cHqk+bicDVPwB0HcqWTXC+/lK/a7DJLTvgee5JhM88HxBGpxq3ZMWLuaaIEkIIIYQQQggZfYIsQ5k5E3JjAwCA2e0QfT5AqJz5bsqUKWi46SZ4Tzttb8fMfsQ/+ABdDz44SiMrPzyRgBEMwvD7YYZCMGMxcE2zAjjDhBGJQmtrR3LbdiTWb0B8/Xokt26F1toKvbsbRjxRVu/njXgCyc83750GGiv8NNBcZFGAU7HCG1mqnL+VcuCTgKuMLfjBqkfhS/ad9fjQHgnhXAWHkgR13r4Inf9tGFU1/R5f+XwDXMuft34HCrTO3kBKMo/y9tv3luBR1RohhBBCCCGElB5jDPKECRCcTqjNzeAAxKoqmOGwFbxUACaK8J58MhwLF8L/pz9B3707946ybIVwxPp/q2ng8dRC8KIIJktgkgwmSYAoWtVtWgRGuEcIIjCIdjuY02lNJ3U6rWq4UaZ3dUFrbQU3zKJPA83F55ARSxpQRAFJrXK67pacpmLxW09B6vZjUcfn+P3CM/DWpAMyU5aDBsMDuyV8b7Kes2+J6fUhdP5/wPvo/RBDgZynsK95H9xmg33Vv2HUNyJ03iVFezhFW3OtmEzTxPr167FgwQIIFfRJCiG50JprhBBCCCGk3JjJJLQdO2DErYXBzXgMPFaaLnzDZSaTCDzxBGIrV/a5rfob34Dr6KNLMKoKJUlgoggmSZnALVfiwWTJmlLqdFrTSu12a/8i4IYBbfdu6P4u67qmjUq1Wi4tgRg0zURCN6HqFLDlw/nqMjhWvpO17d8T98PvDjgT3XZvZtt/TNDxper+f6ZCdxe8j90HMRwa9Jymy4PmxUtw7bKn+9xWtmuuDdWqVauwbNkyhEIh/PrXvx5w3927d+Pss8+G0+nEMcccg/POOw+HH374KI2UEEIIIYQQQsY2wWaDMnu2NQ3Q3wXB4QSX5JKFF8Mh2GyovugiKLNnI/DXv2aqmZxHHAHnUUeVeHQVRtfBdR08mdy7TRCssC1V5ZZZv00LwwiFM7sxSYKgyICiQLDZwGw2MEWBoChgw1zLzUwmoe7YATMd/sZieyvvSsBnl9GpJaFIAoVreZB27YR91b/7bD9696dY2LkFly25CQG7BwDwaJuIeU4TTf0URZrVNQifezG8j9wHYZAuoUI0DPeyZ0Y8/lxKHq5t3LgRt956Kz755BMAgNfrHeQeQHNqgcpYLIaXXnoJL730Eo4++mjcdtttaGpqKup4CSGEEEIIIWQ8YIIAZfJkCC4XtF27AMgQq6pGfdrdSDDG4P7CF6BMmwb/Aw+AyTKqzjuvorthlg3TBFfV7M6yqco2K3STAUEA13UYug7E4ui98hWTJQhOFwSX1aVUcDjAxL4L0JuqCh6Pw4zHYSYSMCMRaxooN63utiWetuy2SeiKqoDJIYkMulEZAXRJmCZcLz0H1k9Iv2LCvplgDQCSnOEPrRJ+Ol2H1M+frVE/AeGzvgnvk/8HNgrrq+VS0nDtn//8J2655RZompZZDDEUCqG7uxvV1dX93i8drjHGMvd75513cMYZZ+CBBx7A/vvvX/zBE0IIIYQQQsg4IFVXg9kd0HZsh5lUIfp8MKNR8MTAVSLlRJkyBY0//CHMaBSCopR6OGNXusKt5zZRtAIzUQATxL3XBcGqdAsGYQStRgRgSK3j5gITWCpMS4LnCHO5plndQM3SV4oxxuCxSwjGNCiiAL1EAU8lsK39EFJ77rUQu2we3Ld/37UQtyUEPNEm4puNRs711wCrm2jky2fD89yThRxu3kq2YNlrr72GH/7wh1BVFZzzrE8Otm/fPuB90+Fa+n7p+waDQVx88cXYunVr0cZNCCGEEEIIIeON6LDDNmeO1UEUsNbTcrtzrrtVrgSHA1JdXd77c87LqiNmxTIMq8ItnoAZjcIMhWB0d8Po6oIRDFpTOlXVCsm41flT9/uhdXTCiET3BmuGAZ5MwoxGrfuFQmURrKV5HTIgAJLAIFTOn8WoYokEnG8u7/f2T449HRHFmfO2l7tFPNM5cISlLjgA0SVLRzTG4SpJuBYIBPCTn/wEhmFkwjHOOZxOJ8444wzUDfKEd/XVV+Ovf/0rrr76akycODErZItGo7jhhhugV0iZMiGEEEIIIYRUAiaKsE2fBrlpIiAwMJvNCttyTOOrdJxzBP/+dwQefxy8jAKcMYVzq9ItHocZDluBW3e31Z02HgdPxGFGIjACARh+P4xAwJoOmkiU5bRkSRDgUqzJgYpEjRdzcfz7NQixaM7bkvP2xYJF+2B/V/9/b093SvjHIAFb4rAvIPzV86BPmASuKOCSDC5J4KIEvXEiosecMKLH0J+STAt96KGH4Pf7s6Z1nnPOObjxxhvzWnNNURQsXLgQCxcuxGWXXYa77roLf/rTnzIVbBs2bMCzzz6Ls88+u6iPgxBCCCGEEELGG7m+HoLDAXXnTnAAYpXPWveq59pbFS70wguIvPYaAGvx/JqLLsq5FhgpsFzruFUQr11CNKFDFgUkNAplexL8HbB/8G7O27goIXbcUggMuGyijh9tkxE2cpf//bVDgiLoOLmm/5+vumAh1AULc98WDgIDVM8NV0ni1KeeeioTrDHG8J3vfAf/+Z//mVew1puiKLjxxhtxxRVXZI7HOcdDDz1UhJETQgghhBBCCBHdbtjnzIHodgFgEDweCC5XqYdVEOF//QvhZcsy1+MffAD//feXfNF8Uv7ssgRFFsBA1Wu9uV5dBtZPFWj88C/ArLLW3a+Wge806RDQ/5TsR9sk3NEsYVey311G3aj/396yZQs6Ozsz1+fMmYNrr712xMe95pprMG3atMz1zZs3o62tbcTHJYQQQgghhBDSF5NlKDNnQm5ssK7b7dY0UaFyQ4XIW28h+MwzfbYn1q5F5+9/D7OCmjiQ0vDaZQAUrvUkb/kMypZNOW8z3V7Ejzwma9sBbo4rmgywAQK21REBP9wq4/5WEe8GBWyOMwR1IGoAYR0I6oBfA9pUYFcS2J5gWBdlWB0uzv+XUZ8WumHDBgB7mxGcc845BWmDLAgCzj77bPz617/ObFuzZg1OPvnkER+bEEIIIYQQQkhfjDHIEyZAcDqhNjenpolWWetmVVillxEMIvj00/3enty0CZ333IO6K6+E4My96DohbpuErmgSMK3mBro5zptiGDpcrzzf783RY08CFFuf7Uf6TGgcuH+3CI7cmREHw5tBEW8GhzCeuIi+Zxu5UY9Su7q6sq7vu+++BTv2woXWnNp0WNezQo4QQgghhBBCSHGIXi9ss2dDdNgBxiB4vWAOR6mHNSSiz4faK68Es/X/1lvduhUdd94JIxwexZGRSsIYg8dmVa/JVL0Gx/vvQOzKnc1oTVOg7ndAv/ddXGXiWxOMYg2toEb9/3QsFsu6brfbC3bs3mu2RaO5u1AQQgghhBBCCCkswWaDMns2pNoa67rTCcHrBQowU2m02OfORd13vztgMKi1tKDjjjtgBAKjNzBSUTwOGWCALLBK+vUvOCHQBce/X+v39tjxXwbYwLHUcdUmLmrUB5wiWg5GPVxz9iqfLWR1WaDXk9twGiQQQgghhBBCCBkeJghQJk+GMmUymCiAyTLEqipAGvUViYbNNmMG6q+7DoLH0+8+elsb2n/9a+g0W4rkIIsCHIrVXXY8r73m+tfzYLqe87bEfougT5qS13FOqDFxyzQdM+zl24F11P8vNzU1Adg7dfPDDz8s2LHXrVsHwFrPDQDq6uoKdmxCCCGEEEIIIfmRamqgzJoFwaYAggDR5wOzF2Olo+JQJk9G/fe/D7G6ut99DL8f7b/+NbTdu0dxZKRSZBobiOMzXJM/3wBl88act5l2O2LHnTKk4813cvx8uo6rJ+lokMuvim3U/y/vs88+me8553j++eehFWihy3/+859ZzRHmz59fkOMSQgghhBBCCBka0eGw1mHzWTOKBJcbgttd4lHlT25stAK2+vp+9zGDQXTceSe01tZRHBmpBE5FgiwJYABkaZzNDVVVuP71z35vjh1zErhr6M8FAgOO8Jr4f7M0XDZRx6EeE1NsJmws/7DNUaQUbNRrcydNmoQ5c+Zg8+bNAIDW1lbce++9uOaaa0Z03CeeeAKbNm3KhGtTp07FlCn5lRgSQgghhBBCCCk8JkmwTZ8OraMD2u7dYDYbREmCEQoBZvlO8UqTamvR8P3vo+Puu6H3U6FmhsPouPNO1H/ve5BTM7UIAQCPXUZXJAmbKEDTK2Nh/kJwvPs6xGAg5236xMlIHnjoiI4vMavZweIq6zmEcyBkAAHdyoMEAALjEADIgrW/zACbAIQjGm4Y0dlzK0l94hlnnAHOORhj4Jzj97//PZ544olhH2/58uX47//+78zxGGM47bTTCjhiQgghhBBCCCHDJdfXwzZzJpgsAaIIsaoKTFFKPay8iD4f6q+7DvLUqf3uY0Yi6LjzTqgtLaM4MlLuPDYRTAAExjBeZoeKHW1wvP92zts4GCInfRUQCvvDYAzwScA0O8c0O8cUO8ckGzDRBtTJQJUEuEQrZCuWkvzvPe+881BTY3WQSQdit912G66++mps3Jh7Tm4u27Ztw80334xrr70Weo9F8qqrq/Gtb32r4OMmhBBCCCGEEDI8otsN25w5EN0ugDEIHg+EXg3vypXodqP+2muhzJ7d7z5mJILOu+6igI1kCIIAjy219to4aWzgWv4PsH6qUpMHHQ5j4qRRHtHoKEnLFqfTiR//+Mf4/ve/D8ZYJmB79dVX8eqrr2L27NlYtGgR5s2bh+rqarhT8/Kj0Si6u7vx+eef4+OPP8aGDRsAIKsKjjGGH//4x326khJCCCGEEEIIKS1BlqHMnAl9925oHZ1gDgdEWYYRDpf9NFHB4UDd1VfDf++9SPZTFGJGo+i86y7Uffe7UGiZIgLA45ARimuQBQFJZsIsv7X4Cyp6/KlwL3sG0p5dWdtNpwuxY04o0aiKr2T9kJcuXYoNGzbg/vvvzwrYAODzzz/PrMnWn/S+ALKaGFx11VVYunRpcQZNCCGEEEIIIWREGGOQm5oguFxQW1rAAYhVVTAjEXBVLfXwBiQoCuq+8x10DhKwddx1F+q/+10oA0wlJeODIgpw2SREkzpssoC4Wt4h8kgZjU0IXnQF7B+ugPOt5WCpv+noklPB7Y4Sj654SlqXeP311+OGG26AKIqZqrOeQdtAl977yrKMn/zkJ7j66qtL+ZAIIYQQQgghhORB9PmsbqJOx95poq7yn4HEUgGbbcGCfvfhsRg67r4b6s6dozgyUq6qXQrAAFkQxsfaa4KAxKFHIXDpdVDnLoA6Yw7UfQ8o9aiKquT/W7/97W/jb3/7G4455hgAyBme5bqk9wOAxYsX469//Su+8Y1vlPKhEEIIIYQQQggZAsFmgzJrFuT6OgAAszsgVvkKvuB5oTFFQd3llw8YsEHTYMbjozcoUrZkUYDXbq29ZpPEEo9m9JheH8JnfRPhs75hdR0Yw0o2LbSn+fPn449//COam5uxbNkyrFixAp988gkikUjO/R0OB/bff38cfPDBOO200zBjxoxRHjEhhBBCCCGEkEJggmBNE3W7oTZXzjRRJsuou/xy+O+7D4l167JvlGXUXnkl7PPmlWZwpOxUOWWEkxokMEgig26M8cXXepIrozPwSJRFuJY2ZcoUXH755bj88ssBAF1dXejo6EA8lfZ7PB74fD7U1NRAKPNPMgghhBBCCCGE5E/0emGbOwfazp0wIlEIHg94IgEzGi310PrFZBm1l10G//33I/Hpp9ZGWUbdFVdQsEayiIIAn0NGIKrBLgmIGEaph0QKqKzCtd5qampQU1NT6mEQQgghhBBCCBkFmW6ibW3Q2tvB7Pa93UTLNIxgsozaSy+F/4EHkNiwAXWXXw77/PmlHhYpQz67jFBcB0xAlhg0fRxVr41xZR2uEUIIIYQQQggZXxhjkCdMsLqJNjenpon6YEai4MlkqYeXUzpg01paoEyfXurhkDIlCAKqnAq6IknYJBGarpd6SKRAaG4lIYQQQgghhJCyI3o8sM2ZA9HtAsAguN0Q3O6yXRidSRIFa2RQXrsESRQgAFCkCo1kOIfr+b9B3ryx1CMpGxX6f5IQQgghhBBCyFiXniYqT2gEGMBsNog+HyBWfsdFbpqlHgIpAcYYql3pzqGVGcnYVr8P+yer4X3qYbheeg7QyrfxyGgpybTQ1tbWUTlPU1PTqJyHEEIIIYQQQkhxMMYgNzZa00R37tw7TTRc3t1EB8J1Hf4//hG2ffaB57jjSj0cMsrcNhlBWYOqmbDJApJa5QStYkcbXK+9mLluX/M+5B1bED7tazAmTi7hyEqrJOHacccdB1bkUl7GGNavX1/UcxBCCCGEEEIIGR2i2w37nDlQm5thhCOpbqJxmNFYqYc2JNw00fXnPyOxbh0S69aBJxLwnHJK0d8jk/JS7VTQFkxAEQWougleAb0NWDgEz18fAtO1rO1iVyd8D9+L6ClnIrnwoBKNrrRKVoPIOS/6hRBCCCGEEELI2MFkGcqMGZAbG6zrdoc1TVSojOl13DTR/dhjiK9endkWev55BJ9+mt7DjjNORYLDJoIBsMvl//vLkgl4//oQxFAg9w6CCG3S+K1cK9n/QcZYwS+EEEIIIYQQQsa2dDdR2/RpYJIISBLEKh8glWRiVt445wg+/TRi773X57bIq6+i+7HHaB22cabaqQAAZEGAUM6RhqHD/fTjkNp397tL9LhTYNY2jOKgykvJnn0Klcr3DNWmTZuGqqqqghyXEEIIIYQQQkj5En0+2Ox2qNt3wEwkIPp8MKNR8ESi1EPLSd22DZHXXuv39ti774InEqi5+GKwMg8KSWHYJBEuu4RoQodNFhBXyzBc5RyuZc9A2b65313UOfsgedDhozio8lOSv9iHH354WPfTdR2JRAJ+vx9bt27FqlWr8Omnn4IxBs454vE47rjjDuy7774FHjEhhBBCCCGEkHIj2GywzZ4FtaUFRiAIweUClySY0SjKbREr28yZqP7GN9D9+OP9ji2+ejX8ySRqLr0UgqKM8ghJKVQ7FURVHTIEqIIJo5zyNc7hfONl2D9d0+8u+sTJCJ92LjDOZxOWJFw77LDDCnasTz75BD/60Y/w+eefo729HZdccgkeeeQRzJ07t2DnIIQQQgghhBBSnpgowjZtGjRXJ7Tdu8FsNoiSBCMUAspsmqXr6KPBbDZ0/fnP/Y4tsW4dOu+5B3VXXAHB4RjdAZJRJ4sCvDYZobgGuywimjRKPSQL53C8uRyOFW/1u4tRVYPQORcCFASXbs21Qtl///3xxBNPYN68eWCMIRgM4pprroFaoS2ZCSGEEEIIIYQMnVxXB9uMGWCyBIgixKoqsDJ80+885BDUXn45IMv97qNu3oyOO++EEQ6P4shIqVQ5ZTABEBmDJJZBBRjncL65HM733ux3F9PhROjci8Fd7lEcWPmq+HANANxuN375y19mGhvs3LkTf/7zn0s9LEIIIYQQQggho0h0u2GbMwei2wUwBsHjgeB0lnpYfTj23x/1V10FZrP1u4/W3IyOO+6A3tU1iiMjpSAKAnwOK2y1SyWOaVLBmmOAYI1LMsLnXASzpm4UB1bexkS4BgBz587FkiVLwDkH5xyPPvpoqYdECCGEEEIIIWSUCbIMZeZMyPXWG3/mcEDwestuTSjb3Lmov/ZaCC5Xv/vobW3ouOMOaG1tozgyUgo+uwxBYBAYgyyV6Hc1tcbagMEaExA+/Tzok6aM4sDK35gJ1wBgyZIlme87Ojrw6aeflnA0hBBCCCGEEEJKgTEGuakJytSpYKIAJssQfeUXsCnTp6P+uusg+Hz97mN0daHjjjugNjeP4sjIaBMEAVVOaxqzTRJHfwDchGv5PwdcY40zAZGvfg3anH1GcWCVYUyFazNnzgRgPZECwKZNm0o5HEIIIYQQQgghJSRVV0GZORNMkgBRglhVBQjl9TZYbmpCw/XXQ6zrf4qdGQ6j4847kdyyZRRHRkab1y5BlgQIAGzyKP6eGjrczz0J++oV/e6SDtbUfRaO3rgqSHk9q4wQ79XO2O/3l2gkhBBCCCGEEELKgeh0wjZ7FgSbAgiCFbBJUqmHlUWqq0PD9ddDamrqdx8ej6Pz7ruRWLduFEdGRhNjDHXuVPWaKEAYjUJLNQnPU4/AtuGTfnexgrVzKVgbwJgK15p7lcnKA3RfIYQQQgghhBAyPgg2G2yzZkF0OgDGIPp8ZddJVPT50HDddVCmT+93H65p6Lz3XsRWrx69gZFRZZcluOxW+OtQijs9lMVi8D7xIJRtn/e7z95gbf+ijqXSjalw7eWXXwawt4Ktvr6+lMMhhBBCCCGEEFImWKrRgej1AAAEjwfMbi/xqLIJLhfqvvtd2ObN638nw0DXn/6EyFv9r41FKlutS4EgMIiMQSli91Cxsw1Sa0u/t3NBROT08yhYy8OYCddWrFiBV155JbPeGgDMnj27hCMihBBCCCGEEFJOmChCmT4dUm0NACvMEpzOEo8qm2C3o+7KK2E/4ID+d+Icgb/8BbFVq0ZvYGTUiIKAGle6uYFQtD4c+tQZiB91TM7buKwg/LWLoM7frzgnH2MqPlzTdR3PPPMMrrjiiqztTU1NmD9/folGRQghhBBCCCGkHDHGoEyeDLmxwbrucEBwu0s8qmxMllH77W/Defjh/e6jzJgBx4EHjt6gyKjy2GXYFREMgL2IzQ3iX1gCrWlK1jbT4UTw/G9Dm0EFS/kqySqO99xzz7DvyzmHpmmIxWLo6OjAhx9+CL/fD845GGOZr6eddloBR0wIIYQQQgghZCyRJ0wAUxSoLS1gNhsEQYAZDgO9GuWVChNFVF9wAQSHA5E33si6TayuRu3ll4PROuNjWp3bhpZADDIEaAKHbhbhd1MUEfnqufA9+FsIySQMrw+h874Fs7ah8Ocaw0oWrrEC1TWm11frebza2lpccsklBTk+IYQQQgghhJCxSaqpAZNlqDt2AJAh+nwwQiHANEs9NAAAEwT4zjkHzOlEeNkya5uioPY734Ho9ZZ4dKTYZFGAzy4jGNNgV0REEnpRzmNW1SB68ulw/Pt1hM+9GKa3qijnGctK2n+YF+ATgZ6hGuccNpsNd9xxBzwez4iPTQghhBBCCCFkbBM9HigzZ0Ldvh0cVtdOIxgsn4CNMfi+/GWIXi8CTz2FmosugjJlyuB3JGNCtVNBLGlAM0zYJAFJPb/fS6HbD7GzHdqcffLaX11wANS5+wJSSWOiilXSn9pIq9c451kB3SGHHIJbbrkF++yT3y8PIYQQQgghhBAiOp2wzZoFdds2mEm17AI2AHAvXgz7fvtBqqkp9VDIKGKMocoloyOUhJJPuKapcLz7Bhzvvw0uSQhcfj24K881BSlYG7aS/OSamppGdH/GGCRJgsvlQn19Pfbdd18cd9xx2G8/6mJBCCGEEEIIIWToBJsNtlmzkNyyFWYyCdHnhREsnymiAIYcrHHTBBMqvo/huOe2yQjKGlRtgOo1zqF8tg7OV5ZBDAUAAMww4HzrX4iecsboDngcKkm49tprr5XitIQQQgghhBBCSL+YLEOZNRPqli1WBZvXa1WwlUmTg6FIbtuG7ocfRs23vgVl6tRSD4eMULVTQVswAUUSoBpm1q+k4O+E61//hLLt8z73s330ARKLDocxYWRFTmRgFGETQgghhBBCCCEpgixDmTEDTJYAUbQaBxSoId9o0bu64P/jH6G3taH9179GdMWKUg+JjJBTkWCTRTAANmlvlKN8+hGqHrw7Z7AGAAwcrleer8iAuJKUJFzbvXs3nn32WUQikVKcnhBCCCGEEEII6Zdgs8E2cyaYJAGSVFGdOc1kEv4//hFmKGRt0DR0P/wwup94AlwvTrdJMjpqXDIAQBEFMG7A+eoyeP75V7BB/r/Kzdshb/lsNIY4bpUkXLvrrrtw880346ijjsKVV16J559/HrFYrBRDIYQQQgghhBBC+hDsdigzZ4BJIiBJECogYOOmie6HH4bW3Nzntujbb6PjN7+BEQiM/sBIQdhlCQ6bCMSi8P31IThWvjPofUyHE5GlZ0KbNWcURjh+jXq4FggE8MILLwAAVFXFa6+9hhtvvBHbt28f7aEQQgghhBBCCCH9Eh0OKNOng4kCmCxD8HhKPaQBRd96C/E1a/q9Xd22DW23347kZ1TFVKk83R2Q7vstxK2bB9yPM4b4wUcgcPn1SB5wCMBoVbBiGvWf7sqVK6FpGgCr6ycA7L///liwYMFoD4UQQgghhBBCCBmQ6HJBmT4dEBiYokBwu0s9pH45jzgCjoMPHnAfMxxGx913I/zqq+C0DldFSWzciMBv7gDr7hpwP23yNAS/dRViJ54G7nCM0ujGt1EP13bu3Jn5nnMOxhj22Wef0R4GIYQQQgghhBCSF9Hthm3aNCtgs9kguF2lHlJOgt2Omksuge/sswFhgLf7pong3/+OrgcfhJlIjN4AybCp27fD/8c/gqtqv/twxhA97hSEvnkZjEbqDjqaRj1cc+dI+Z1O52gPgxBCCCGEEEIIyZvo9UKZPAVgALPZIbjK830sYwye445D/bXXDrpOXPzDD9Hxq19B7+wcpdGR4dDa2tD5+9+DJ5P97mPaHQif+y0kDv9ixXW3HQtGPVw78MAD+2xbv379aA+DEEIIIYQQQggZEqm6CsrkyQAAZneAOct3yp1tzhw0/vCHUGbMGHA/rbUV7f/7v0hs2jRKIyNDYQQC6Pztb2FGIv3v0zABwYuvgjZj9iiOjPQ06uHa/PnzcfLJJ2emhHLOsXLlSqwZYNFFQgghhBBCCCGkHEg1NZAnWVPuBIcTzG4v8Yj6J1ZVof666+A65pgB9zOjUXT+9reIvPkmrcNWRsxYDJ333AOjq/811swF+8P89lVATc0ojoz0VpJ2Ef/93/+NI444Iitgu/LKK/Hxxx+XYjiEEEIIIYQQQkje5Lo6yBMaAQCCywUmyyUeUf+YJKH63HNRfeGFwEDjNE0EnnwSgSeeANf10RsgyYmrKjr/8Adora397uM45BAo37wQsNngUMRRHB3prSThmsvlwoMPPogbb7wRDocDjDF0d3fjvPPOw2WXXYbHHnsMGzZsgDrAQn2EEEIIIYQQQkipyI2NkKqrAACCxzNwA4Ey4DriCDTccAPE2toB94u+8w467roLRjg8SiMjvXHThP///g/qli397mObPx81F16Ieq8DggCIjEGRyvt3cCyTSnHShx9+GAAgyzK++c1v4vHHH0c0GgXnHG+//TbefvvtzL52ux0+nw+iOLQUljGGV155paDjJoQQQgghhBBC0uTJk8FVFUY0BtHrhREMAmU8rVKZMgUNP/gBuv70JyQHWGNN3bIF7f/7v6i9/HIoU6aM4ggJAASffRaJAWb2yVOnovayy8AkCSKAWrcNHaEkbJIA3TBhlu+v4JhVknDtf/7nf8BydK9ITxHtKR6PIx6PD/kcuY5PCCGEEEIIIYQUChMEyNOmwfz8c3AAgtsNs8wrvkS3G3VXX43g3/+OyBtv9Luf0dWFjl/9CtXf/Cachx46egMksM+fj+g774AnEn1ukxoaUHfVVRB6rPXntsmI2HTEkwYcioho0hjN4RKUaFpoGue8T5jGGBvxhRBCCCGEEEIIGQ2CLEOZPh0QGJiiQHA6Sz2kQTFRRNXXvobqb3wDGGCWGNc0hF9+GdygsGY02RcsQMP110Osrs7aLvh8qLvmGogeT5/71LltmemhskS5yGgrWbjWM1RLh2yFuhBCCCGEEEIIIaNFdDqhTJ4MAGAOB5iilHhE+XEdfTTqr73WWjMuF8ZQ/c1vgg1xmSYycvKkSWi46SbIU6cCAJjdjvqrr4bUz5p5kiCg2mUDANgk+v812koyLfTqq68uxWkJIYQQQgghhJCikKqrweNxaB2dEDxuGIEgUAEVX7bZs9Hwgx/A/8c/QmtuzrrNvWSJVZVHSkL0+VB/3XXofvhhuI4+GvKkSQPu77FJCMY06IYJWWLQdCo+Gi0UrhFCCCGEEEIIIQUgTZwIM5mEEQpbDQ4CgbJucJAm1dSg/vrr0f3II4h/+KG1rb4e3i9/ucQjI4LNhtpLL81rX8YYvA4ZXZEkbJIITdeLPDqSRn1aCSGEEEIIIYSQAmCMQZkyBYJNAQQBotdb6iHlTVAU1FxyCbynnQYIAqq/8Q0IFTK9lezltUsQRQYBgCzS2mujhcI1QgghhBBCCCGkQJgkQZk+HUwSAUmC4HKVekh5Y4zBe/LJmHDbbbDNnZvXfbhpIvD009Db24s8OpIPxhh8DisUtcm09tpoKcm00FWrVmW+r6mpwaxZswpyXL/fj1dffRWbNm3Cxo0b8eMf/xj77LNPQY5NCCGEEEIIIYTkQ7DboUyZguT27WB2O5hhgCcSpR5W3qSamrz3ja1ahcgrryDy2mtwHnEEvKec0u+i+8RiBALofvxxVJ9/PsSqqoIf32OXEIipgMkhiwyaUf5TkytdScK1Cy64AIxZ5Yknnngi7rrrroIcd8uWLbj11lszx968eTOFa4QQQgghhBBCRp3o9UKeMAHa7j0QXC4Yug6MsTWwuGEgvGyZdcU0EXv3XcRWrIDrqKPgOfnkIYV044Xe1YWOu+6C0dGBjrvuQv111xV8+rDAGHxOGd0RFTZJgFYBjTUqXUnCNQDgRVjU0Zv6heScgzEGv99f8HOUE8Mw8MYbb+Dll1/G2rVr0dHRgUQiAZfLhWnTpuGwww7DGWecgdmzZ4/quDRNw7/+9S+89957WLt2LTo7OxEMBqEoCqqqqjBjxgwceuihWLp0Kaam2goPxZlnnol169YNe3znnnsubrvttmHfnxBCCCGEEELyITc0gCcS0LsDexscmGaph1UwsZUroXd0ZG80TUTfeQfRFSvgOvpoeE86qSjVWZVI27MHnffcA6OrCwCgt7Wh4+67Uf+970F0uwt6Lq9NQjCmAiaDJDLoVL1WVCUL19LVZYXU2dmZdex4PF7wc5SLtWvX4kc/+hE+//zzPrcFg0GsXbsWa9euxQMPPICvf/3r+MEPfgCHw1H0cf31r3/F3XffjY7eT7CwQrdoNIpdu3bhnXfewd13342TTz4ZP/7xj1GT5ycauq7nfMyEEEIIIYQQUo7kyZPBEwkY8QREjwdGMFjqIRUENwyE0lVrueg6om++iei778K9eDE8J51U8ACpksQ/+QRd//d/faYH662t6Pztb1F/7bUQnM6CnU8QBHgdMgJRDTZJgE7Va0U1ZhoadHV14Q9/+AOAvVVxzgL+YpaT5cuX4/zzz887ZHriiSdw1llnoSuVjheDqqq45ppr8JOf/CRnsJaLYRh44YUX8NWvfhWffPJJXvfZvHkzVFUdyVAJIYQQQgghZNQwQYA8bdreBgdj5H1q7IMPYOQzW0zTEHn1Vez5yU8Q/Oc/YY7hIphcOOcIvfgi/Pfe2++6e1pzMwJ/+1vBz+21y2ACIDIGSaDOocVU0Mq1RCKBCy64YEghzltvvYUlS5aM+Lzd3d2Z6aDpcG3atGkjOm45WrNmDb7//e9D07TMNq/Xi9NOOw0HHnggXC4XWlpasGzZMqxZsyazz5YtW3DllVfioYcegs1mK/i4brrpJixfvjxrm8/nw9KlS3HggQeiuroa8XgcW7ZswfLly7Fx48bMfu3t7bj00kvx5JNPDvr/bMOGDVnXzzvvPJx00klDGmtjY+OQ9ieEEEIIIYSQkRBsNsiTJkHdsRPM4QDTNPAe7+kqkfOQQwDOEVq2DEZqFtlAeDKJ8IsvIvLmm/CccALcxx4LoQjvTcuJmUig+5FHEO/x3jwXefJk+M48s+DnFwUBXruMYEyDXRYQSVL1WrEUNFyz2+04//zzcfPNN2eFXLmkb4vH49i1a1fBxpCeEupwOHDooYcW7LjlIJlM4vrrr88K1hYtWoS7774bDQ0NWfteeOGFeOaZZ3DrrbdmKr3WrFmD++67D9dcc01Bx/XCCy/gxRdfzNp25pln4pZbboE7R9nvVVddhWeffRY/+9nPMlN3u7u78cMf/hBPPPHEgOdav3591vUlS5bgqKOOGuEjIIQQQgghhJDikqqqYEaj0Dv9EDyeil9/jYkiXEccAeehhyL2/vsIvfhiXpVsPBZD6LnnEHn9dXhOPBGuo46CYLePwohHl97ZCf8f/whtkLxDnjYN9ddcU7SKxiqHjEhSBwxAkQSoeuX+zpWzgk8LPeOMM3DIIYcAsIKuXJee+ttnuJf0Ma+99lq4XK5CP7ySeuihh7KCyOnTp+O+++7rE6ylnXHGGfjlL3+Z9TN/8MEHM2vTFQLnHL/+9a+ztp1++um4/fbbcwZrPfe58847s8a2evVqvPbaawOer3flGnWDJYQQQgghhFQKeeJEiE4HwBhEj6fUwykIJopwHXUUJvz0p6g6/3yI1dV53c8MhRD829+w+5ZbEHj6aehjpCEh5xzRFSvQ9j//M2iwZt9vP9R/97tFnSosCAJqXAoAwCYJKMLy9wRFWnPtZz/7GURRBOc856Wn/vYZ7kWSJHzve9/DRRddVIyHVjK6ruPRRx/N2vbDH/4w0yG1PyeffDJOO+20zPVYLIZHHnmkYOP68MMPswI/j8eDH//4x3nd99hjj8XSpUuztvWugOuJc54VrtXX16O+vn6IIyaEEEIIIYSQ0mCCAHnq1DG3/hoAMEmC+wtfwISf/QxV554LYZD3qmk8HkfklVew56c/hf+BB5DcsmXAWXDlzAiH4b/vPnQ//HC/66uleU4+GbXf+Q6EUWg86LbJsMkiGAC7PGaW3i8rRekWOnv2bPy///f/sHXr1py333PPPZmKpVmzZuHkk08e9rlEUYSiKPB6vWhqasLChQvhGSOfAPT03nvvoa2tLXN98uTJOPbYY/O678UXX4znnnsuc/3FF1/EddddV5BxvfHGG1nXTzjhhCH9/L/yla/ghRdeyFz/8MMP+923ubkZkUgkc33+/2/vvsOjKtM3jt/nnGnpjRAIoSNVEBCxoe4iil0QC4pY1oplbb9VrCsuKq6uFXXXLqjYVnAVUUFsCAoKCoIIIiIC0kJLLzO/PyYZmcwkmZnMZJLw/VzXXpvzcso7JEPMnfd9np49Q58oAAAAADQBptMpR16eSn9Z12Lqr+3NsNuVfNRRSjz0UBV++qn2fPih3IWF9V/odqt48WIVL16sxEMPVebYsbGfbBQVL1umHS+/LPfu3XWeZzgcyjjvPCUOHNhIM/PKTHJo085i2U1TpYZb7uaZXzZZMQnXJAWsSNrb5MmTfR937dpVV111Vaym0WJ8/vnnfsdHH310wBbb2vTu3Vu5ubnauHGjJGndunVavny5+vTp0+B51exY2r9//7Cu79Chg99xXVtWa9ZbY0soAAAAgObISkuTPbuVyrduaxH114IxHQ6lHHOMkoYM0Z6PPlLB3Ln1ruaq5txvvxjPLnrchYXaNWOGCr/4ot5zrawsZV12mRx5eY0wM38uu6Vkl10FJeVKcFgqpLlBVMUsXEN0LV682O/4wAMPDOv6AQMG+MI1SVq0aFFUwrWRI0dq//3315YtW7RlyxZ17tw5rOuLa7RhriswpN4aAAAAgJbC1qaN3IWFqiwqlpWSospdu+I9pZgwExKUdtJJSv7Tn7Tnww9V+Omnda7UM1NTlRjmz7vx4C4tVcHHH2vP7Nny1Pi5Nhhnjx7KvOgiWXXUJo+1zCS7isrKJbchu2WovJLla9ESl3Bt7y6e+zWjRDpePB6P1qxZ4zfWvXv3sO7RtWtXv+OaQVWkjjvuuAZt6/3222/9jnNycmo9t66Va263W7/++qu2b98uu92urKwstW3bVqbJfnIAAAAATU91/TX3Tz/JI8lMTJS7qCje04oZKzlZ6aedppSjj1bBxx+rYN48eYK83uQjj5Rht9d7v8o9e7Rnzhwl9OkjR9euMiwrFtMO4KmoUOEXX2j3rFn1bgGVJFmWUk8+WSnDhsmI88+nlmkqPdGp/IJSOe2Wyisr4jqfliQu4Vo0C+rvC7Zs2aKivf7RMQxDeWEuI615/vr166Myt4Z66623/I4HDBhQ67l7B4KJiYnq0KGDPvnkE7355puaP3++Cmvs409PT9eQIUM0duzYsLerAgAAAECsBdRfq6iQp6ws3tOKKSstTWkjRijl+ONV9NVXKvj4Y1VU1xe32ZR0xBEh3adkxQoVzJ6tgtmzZSQkyNWrl1z77y9Xnz4x7cRasWWLdr7+uhRC0wV7bq4yLrggLttAa5OaYNOeknKVV7jltJkqrWhZ25HjhW2hzcCWLVv8jjMzM2UPIcnfW+vWreu8ZzzMnDlTy5cv9xs79thjg567detWbd261XecnJys0aNHa+nSpbXef+fOnXr33Xf17rvvavjw4br77rtbZLMLAAAAAM2XX/215OQWWX8tGNPpVPKRRyppyBCV/PCDCubOlS0zM+RgrGSvnyU9xcW+ZgiSZO/QQa7eveXq3VuOzp2juqrNnpurxIMOUtHChbWfZBhKPvpopZ18ckir8BqTIUMZiXZt2V0qh81UaaVbYndogxGuNQP5+fl+x6khtjTeW3KNfd27Q1m+GkO///67/vGPf/iNderUqdYOqDW3hFbXeAvVBx98oFWrVumZZ54Je9UfAAAAAMSSrU0buYuKVFlY1KLrrwVjmKYS+vRRQp8+8lSGVmTfU1npF67VVP7rryr/9Vftef9976q2nj3l7NVL9rZtZcvOlpmSErTet6cq1Kxv+2bqSSep6JtvpCDztbKylHneeU26KUOS0y6nvUKl5ZXe1WvlLT/MjbVmEa4tWbJEX3zxhVavXq2CggIlJSWpffv2Gjx4sIYMGSKrkfZWBzNt2jTdeeedUb/vlClTdPDBB0sKLPqfmJgY9v1qXlMUx738BQUFuuyyy7Rjxw6/8VtuuaXWz2VtNeL2228/nXXWWTrssMPUtm1bud1ubdiwQfPnz9eUKVP8mjisXbtWl19+uV599dWAsBEAAAAA4sVXf231am/9taREuQtbbv212oS6wqxs7dqQmghIVavalixR8ZIlfzzH6ZStVStZrVrJSk9X5c6dqti6VZVbtyrz4ouV0Ldvnfe0tWqlpCFDVPjpp3/c0+VSyrHHKvnPf5bpdIY0t3hKT7Rr865KOSxTZRXuUHa5og6NEq4VFhbqyy+/1A8//CC3262//vWvIV23aNEi3XPPPVq5cmXQP3/uueeUlZWlcePGafTo0XEN2WKprMae+3C3hEqSzeb/qS6voztLLBUUFOiSSy4J+Jyec845Ouqoo2q9rubKNdM0deWVV2rcuHEBn/cePXqoR48eGjNmjCZMmKA333zT92erV6/WPffco3vuuScKrwYAAAAAosN0OORo316la3+R4UqQUd7y669FquT77xt0vae0VOUbNqh8w4aAP6vYqxxRXVKPP15FX34pj9ut5KOOUsqxx8a1E2i4Eh02Oe2WSssrvdtDWb3WIDEN1/Lz8/XYY49pxowZKikpkSQlJSWFFK49++yzevDBB+V2u+WpI0Ldtm2bJk6cqHfeeUePPPJInd0mmyt3jf32kXTADHaNx+MJuhQ2Vnbt2qXLLrtMS/b6jYEkHXzwwbrlllvqvDY9PV1du3bVhg0bVFJSoptvvlnnnXdendc4HA7dfffdKi0t1TvvvOMbnzFjhi666KKADqoAAAAAEE9Wauo+WX8tXI5OneTq10+lP/4oT2lpVO8darhmpaYq84ILZO/QQbaMjKjOobFkJtm1aSer16IhZuHal19+qeuuu047d+70C8cKCwtVUVERsJJqb1OmTNH999/vO64ZANUMhTwej7799lude+65eumllxo1YMvOztbAgQOjft+9C+/X/LuqDHEf+t4qKvxb7Nrt9kYN1jZu3KiLL75Ya9as8Rvv27evnnjiiXpX4911112+j/Pz85WZmRnys++88059+umnvjpzlZWVeuutt/S3v/0tjFcAAAAAALFna9tW7uJiVRYUykpNUeXOfaf+WqgS+vdXQv/+8pSXq/Snn1SyfLlKvv9eFVFo3BfOPRIOOKDBz4snl90ml8NSSZm39lpJFFevmZalpMw02ZwOeSor5a50q7KiQu5Kt9wVFXJXVspd4fbmGy0g1YtJuLZgwQJddtllvu2M1SFOdci2Y8cOZWdnB712+fLl+uc//xk0UJOkVq1aqW3bttq0aZO2bdvmu7/H49H69et19dVX65VXXqkzvIumYcOGadiwYTF9hsvl8juuuU00FNHYWhqpZcuW6YorrghoQDBgwAA9/fTTYdc/CydYk7zNHE499VRNnTrVN/b5558TrgEAAABocgzD8NZfW1Vdfy1J7sLCeE+rSTLsdrl69ZKrVy/p9NNVsXWrSlasUMmKFSpdtSqiVW2hrlxrKTISHdpUViyHZao0SqvXDNNQSnaGrKpcxrAsmZYlmyN4DlFWUqqinbvlrgh/IVFTEf7+wnps2bJF11xzjcrKymQYRkCwlpCQEFCgf2933XWX3yorj8cjj8ejww8/XO+8847mzZunN954Q/PmzdPUqVPVu3dvv5Vsy5Yt03PPPRftlxVXaWlpfscFBQVh36Owxj/GkXQcjcS7776rMWPGBARrQ4YM0XPPPee3Qi+WDjnkEL/jNWvW1LndGAAAAADixbTb5WifJ8lbKN9wOOI8o+bBlp2t5KOOUqtx45T7z3+q1TXXKHnYMNk7dJARYpOByu3b5amx86slc9ktJTitqo+jEBEZUkqrTFk2mzx2u8o7dlZ5+04qb9tOFa1aqzI9Q+6kFLmdTnmqylc5XE6lZmfKtDXfOvpRX9513333affu3X6hWkpKisaOHasTTzyxzjpXn376qb777ju/aw3D0HHHHacHH3wwYDXbQQcdpFdffVWXX3655s+f71vB9vTTT2v06NGNFiDFWs2VWvn5+WHfo+Y1rVq1atCc6uPxePTwww/r3//+d8CfjRgxQhMnTmzU1XPt2rXzO66oqNCuXbuUnp7eaHMAAAAAgFBZqamy57RW+eYt1F+LgGG3y9Wjh1w9ekjy/ozqLihQxdat3s6g27erYutWuQsKZCYlyda6tWzZ2bJlZ0sR1DlvzjISHSouLZbdNFVmulXZgC+z5Mx02Rx2eUxTFbl58jiqQ02Xgi5vqaiQbcOvMsvKlJqdqd1b85vlCraohmvr1q3TrFmzfCGXYRg66KCD9PDDDysrK6ve61999dWAsYyMDP3jH/+otT6Yw+HQv/71Lx1//PHatcu7F72goEBvv/22xo4d27AX1ETk5eX5/k4l7yq0goKCsLZTbt682e+4bdu2UZ3j3oqKinTDDTdo7ty5AX921VVX6eqrr47Zs2uTkJAQMFazDh0AAAAANCW2nBy5Cwur6q+legM2RMQwDFkpKbJSUuTs0iXe02lSnDZLqQl27S4uV4LDpsLSioi2hyamp8qR4JLHMFSR214eh1Nuj1RQWiHTkCzDkGkaskxDpmHINCTZbKrI6yDbb807YItqHDt9+nRfZ0vDMNSzZ089++yzIQVrBQUFmjdvXsCqtfPOO6/eECkjI0Pnn3++3/bQd999t4GvpulwOp0BK69++eWXsO5R8/xu3bo1cFbBbd++XWPHjg0I1hwOhx544IG4BGuSfMHr3li1BgAAAKApq66/ZthtkmXJTE6K95TQQmUmOeSwmzIlJdjD357pTE6UKzlRMqSKNrnyJCTI45F2FZerrMKtknK3CssqtaekQjuLypVfWKbtBWWqcHskyxuwuR0OmZbl3SJqNa/Vg1Gd7ezZs/1WWN11111yhLg3/LPPPlN5ebnfmGEYGjlyZEjXn3jiib6PPR6Pli9fHlFtsqaqb9++fsfLly8P6/rvv//e77h3794NnlNNv//+u84555yAZ2VmZurFF1/UySefHNF9P/roI912220aN26czjrrLN16661h32Pt2rV+x23btm20phcAAAAAECnTbpejQwfJkAwn9dcQG4ZhqHWKS6Yp2UxDTlvocZFpWUpM89ZTr8hqLU9yijySdpeUq9Jd+xI4j6RdReV7BWwdfQFbQlrzKvMVtXBt586dWrNmje+4b9++AYFQXb744gvfx9XhXJ8+fZSTkxPS9R06dFBeXp7vuLKyUitXrgz5+U3dwQcf7He8YMGCkK8tKCjQsmXLfMeWZQXcr6G2bdum888/P2CFXJcuXfT6669r4MCBEd9748aNeuONNzR37lx9++23mjNnjrddbxj2/vqSvPX6AAAAAKA5sJKTZW/dWpJkpiRLVvMt/I6my26ZapXsrZHmtJmymcHLc9WUmJ4iwzDkTkyUO8NbM76gpELllfXvLfUP2CxVtvHu2nMkOGstD9YURS1cW7Vqle9jwzB0xBFHhHV9dUOCve9x5JFHhnWPPn36+HWAXLduXVjXN2VDhw6VuVdRxU8++SToVsdgZs6c6bcqcNCgQQEdSBuioqJCV111VUCwNmDAAE2bNk3t27dv0P0POOAAv+OdO3fq888/D/n6LVu26P333/cbO+aYYxo0JwAAAABoTLacHFnJSZK8tcOAWEhy2pWa4G0+mOCwVF++ZXM65EhwSYZUme1dHFVcXqnSitC7IlQHbB5JHqdTbqc3WHMkBtZOb6qiFq799ttvkv5YddarV6+Qr92wYYM2bdoUMH7ooYeGNYeMjAy/41DDp+YgJyfHL7AsLi7Wo48+Wu91u3fv1pNPPuk3Nnr06KjO7V//+peWLFniNzZ48GA9//zzUalr1q9fP3Xq1Mlv7JFHHglp9ZrH49Edd9yhsrIy31j79u01bNiwBs8LAAAAABpLYP210BvcAeHITHLIabdkqP76a0np3u2blWkZvgYGRaXhNyPwSCqrCuTcKd7FQM6kfTBc2717t99xZmZmyNd+/fXXAWMul0v9+/cPaw41g5zS0tKwrm/qLr/8cr/jl156SS+//HKt55eUlOiqq67yCy67d++u4cOH1/mc8ePHq0ePHn7/q83SpUv1/PPP+4117dpVTzzxRNAOnZG65JJL/I5XrFih2267rc6ArbKyUnfccYc+/vhjv/FbbrnFbxUgAAAAADQHvvprpiHD6ZTRjFb2oPkwDEPZKc566685kxNl2W3yWJYqM7MlSUVlFYqg0agkqbS8KlxLTZUMyeawy7Q1jy3QUavoXlxc7HeclBR6F5NvvvnG93F1x88DDjgg7ILzFRUVfsd2uz2s65u6gQMHauTIkZo+fbpv7K677tKKFSs0btw4X805j8ejBQsW6O6779ZPP/3kO9eyLP3973+XFcX9+Y8++qjfVlxJOuOMM/xqvIXrwAMPlNPp9BsbNWqU/ve//+mrr77yjb311ltau3atrr/+eh100EG+bcUVFRWaP3++Hn744YDGD6NHj9bQoUMjnhsAAAAAxJOVnCxHbq7KftsgMyFR7kq3PC1sYQnir7r+2pbdpXLaTFW6Pd66aFUM01BCqnf1ZGVWtmSZqnB7VFIe+nbQmsoq3XJ7JNOyyZ2YJLOwUM7EBBXvbvrNKqMWrtUMwsJZNbZo0aKAQnWDBw8Oew75+fl+x9FcOdVU3H777Vq3bp0WL17sG3vzzTf13//+V3l5eUpNTdWmTZsC/i4k74q0QYMGRW0uP/30U9DaZ5MmTWrQfT/66CO/5hSSNzl/7LHHdN555/k1qliyZInGjh2r9PR0tWvXThUVFdqwYUPQTrEjRozQ3//+9wbNDQAAAADizZaVJU9Zmcq3bJWZnOzd0VNjsQnQUN76a27tLi5XgsNSQWmFqtfWJKSmyDRNuZ1OuVPTJXmbGDRUaUWlEuyWKlPSZBYWytFMwrWo7Y1LrrHfe8+ePSFdt3nzZq1duzZgPJJuljXv06pVq7Dv0dQlJSXpmWeeCWj24PF4tH79ei1fvjwgWHM4HLrzzjt13nnnRXUun332WVTvV5+0tDRNnTpVJ5xwQsCf7dy5U8uXL9ePP/4YEKw5HA5dffXVuvfee9kOCgAAAKBFsLdtKyvdW5vKSk2V+FkHMbB3/bVEh3cXnGW3y5mcKKmqiYEhlVa4/Va2Rap65ZsnKVke05Rls2RzOhp831iL2ruvXTtvu9TqFWjBArNggq18SkhICLveWmlpqZYvX+63Aq56Ti1NUlKSnn76aT3yyCPq06dPrefZ7XYdd9xxmjFjhs4+++yoz6O6iUVjSk1N1UMPPaTnnntOQ4YMqXOLa3p6uk477TS9++67uuqqqwjWAAAAALQojvbtZSUlSoYhKy1V9bZ2BMJkGIZap3rrr1mGIafDVHJWmgxJ7pRUeRIS5ZFUWBqdlZOVbo8q3R7JNOVO9nbFdSa6onLvWIrattD99tvP73jp0qUhXTdnzhzfx9X11g4//PCw64J9/PHHKisr84VrlmWpW7duYd2juTnuuON03HHHaePGjfruu++0bds2FRQUKCUlRR06dFD//v2Vmpoa9n0nTZoU0tbOO+64Q3fccUckU2+www8/XIcffrgKCgr07bffasOGDdq1a5dsNptatWqldu3aRVS3DwAAAACaC8M0Ze/YUZ41a+QuLZOZkiJ3jWaDQEPZTFPZyS5t3l2i1PRUeRx2VZqWKrLbSJKKyioVhUVrPiXlbiU5LblT02Tt3iVHYoIKd+5WxJ0SGkHUkoe2bdsqNzdXmzZtksfj0dy5c1VSUiKXq/aEcfv27Zo3b15AvbVICs5PnTrV77h79+51Prslyc3NVW5ubrynERfJyckaMmRIvKcBAAAAAHFh2u2yd+yksp/XeI+Tk+UOUoMaaIhEp00Z6YmqSPQ2ryzMbutrYlBcVhnVZ5VWVCrJaXlXxdntMsrL5UhwqayoJKrPiaao7pM7+uijfZ0jCwsL9eSTT9Z5/pQpUwI6fDocDh1zzDFhPXf27Nn65ptvZBiGb/UbHSEBAAAAAPsCK8ElR4cOkiEZTqeMFtjcD3FmGMpsnSmHzZTS0+XK8Nb721Mc/UYabo9UVunNltwp3t14joSmvXgqquHaqFGjJMkXcj3zzDOaMWNG0HO/+uorPf/8875Va9Wh2HHHHRfQHKEuv/76q+644w6/1W+GYeiUU06J/IUAAAAAANCMWCkpclTVHTcTE2U4mn4ReDQfZlKSDNNSelqSzDZtZZreDKbSE5u9mqXl3tVw7mRvuGZ3OaUmXFIwquFaz549NXToUF9QVllZqZtvvll//etf9cknn2jNmjX65ptvNGnSJF1yySUqKyvzu96yLF166aUhP2/RokUaO3asduzYIck/oOvQoUM0XxoAAAAAAE2aLStL9uxWkiQzJUWiBjWiwLDbZTi94ZarQ3vlpCeq0uPt6plgD69efqjKKqq6hjqd8thsMgxD9ibcNTTq77Tbb79dCxcuVGFhoW8F2+zZszV79my/86qDsL0/vuCCC9S1a9c675+fn6/FixdrypQpWrRokd99JCkxMVHXXXddtF8WAAAAAABNnj03V+6yclXu2iUrNVWVO3dKbne8p4XmyjBkVu0utLdqJSs5WZak9ASnCkuKlOS0VOF2q7wyuivYPJLKKz2yW4bcScmydu2U3eVSeUlZvdfGQ9TDtbZt2+rRRx/V5ZdfrvLycl/AVlPNJgaDBw+uNxQ7+eST9dNPP/mOgwV0f//739W+ffsovBIAAAAAAJofR/s8lZWXqbKo2Buw7dolxWj7Hlo2MyFBMk2ZTodsbdr4xrNTnCoqq9COwjIlO23aUVQe9WeXVbhltyy5k1K84VqCU9oZ9cdERVS3hVY77LDD9OKLLyonJ8cXetX8n+QNxDwej4YOHap///vfsqy6lxOWl5f7rgkWrN10003UWgMAAAAA7NMMy5K9UycZdptkWb6VR0BYLMvXHMPerp0M0z9CyktPkM0yZZlGTLaHllVWbQ1NTJTHNGRZlix709zqHJNwTZIGDBig999/X9ddd51yc3P9QrHq//Xq1Uv/+te/9MQTTyghhG4mrVq1ChrQpaWlafLkybrgggti9XIAAAAAAGg2TLtdjk6dJNOQ4XDITEyM95TQzFhVoayVniYrJSXwzy1TbdO8XTwTHZaMKDccqHR7VOmRZBjyJFRtTXU5o/uQKIlp5OdyuXTZZZfpsssu0y+//KI1a9aoqKhIKSkp6tGjh9q2bRvW/bKysvy2mKampmrUqFG6/PLLlZaWFu3pAwAAAADQbFmJiXLk5ans1/UyEhJkVFTIU9Y0a1ahaTFcTslmk2GZsufm1npeZpJD2wpKVVxWqSSHTQWlFVGdR1lFpRLsltzJSTIL98iR4FLJnsKoPiMaGm09XadOndSpU6cG3WPIkCFKSkpSbm6u+vXrp0MOOUQO2gsDAAAAABCULSNDntJSlW/eIjMlxVt/rSK6AQhaGMOQmZgkSbK1aSPTbq/jVEPtMhL00+YCueymissNVbqjV9+vrMLtDdcSvSvXbA67DNOUp4k16Wiam1VrccYZZ+iMM86I9zQAAAAAAGg27G3ayF1Sospdu2Wlpqhy5y46iKJWZlKSZBiyElyyZWXVe36y0670RId2FnmbG+wqjl5zg/JKjzySDJtNbpdLZkmJHAlOlRYWR+0Z0RCzmmsAAAAAAKBpcLRvLzPBJRmmrNTA+lmAJO9WUKdTMiRbXp6v3n19ctNdMk1DdsuQwxbdqKmsoqqxQVLTrbtGuAYAAAAAQAtnWJYcnTrJsNkkyyYzhQ6iCGQlV20HzcyUFUYTDIfNUnaKN/RKdkZ3k2R1uFa9NZRwDQAAAAAAxIXpcMjRsUNVB1GnjISEeE8JTYjhdEqWTYbNkj0nJ+zrW6e4ZLeZMg1FdfVaWWXVyjWXSx6bTYZhyOZsWvX3CdcAAAAAANhHWMnJclR1fzQTE2XQJBCSt4lBknelmq11axl1NDGojWUaykzyfj0l2K2oTc3j8dZekyR31dZQR0LTWr1GuAYAAAAAwD7ElpUle3YrSfJuD7WiF4SgeTITEiTDlOl0hNTEoDZZSQ4ZpmS3DFlmaPXaQlG9es1dtVWVlWsAAAAAACCubG3bVjU2MGSlpkohFq5HC2Savi3C9rZtZZiRR0UOm6U0V/RXr1X4toZ6wzXLbm9SX7OEawAAAAAA7GMMw/B2EHU6JdP0BmzYJ1VvB7VSkmWlpTX4fq2SveGa024qWvFXeaVHHkmy2eSx22VIsjnC37oaK4RrAAAAAADsgwybTY7OnWTYLMlmk5lMB9F9js0mw+GUDO9qxmhIdtnlclgyJLmiunrNW3etevWavQltDSVcAwAAAABgH2U6nXJ07CgZ3m6RRoIr3lNCI7KSkiRJtsxMWVHsHtsq2dtwwGWPXuxUvTXUXTXPplR3jXANAAAAAIB9mJWcLLuvg2hSRJ0i0fwYDod35Zplyp6TE9V7ZyQ6ZJnepgZ2KzqbQ6s7hnqqwzW2hQIAAAAAgKbC3qqVbFmZkiQzJYUOovsAs7rzZqtWUQ9ULdNQRlJ0GxuUVzc1cDjlsSwZhuFtbNAEEK4BAAAAAADZ27WTlZwkGXQQbekMh0OyLBk2S7ZWrWLyjOyqraEOmykzCl9KHkmV7uq6a9VbQwnXAAAAAABAE2EYhhwdOsh0OiTT9K5gQ4vkW7WWlSXDZovJM5x2SykJ3vArWo0NqreGVtddaypNDQjXAAAAAACAJMmw22Xv2EmGZcqw22VWFbxHy+G3ai07O6bPSq8K15y26MRPvq2hVR1Dm0pTA8I1AAAAAADgYyW45OjQwdtB1OUiYGthzKS9aq3FuLZeWoJdhilfc4OG+iNcc8ljGDJNU6Yt/vUBCdcAAAAAAIAfKzVVjnbt/gjYkgnYWgLD6ZRMS4bdFrNaa3uzWaZSnNFbveb2eP8nw/DVXWsKW0MJ1wAAAAAAQABbVpYc7dt7AzanS2ZycrynhAby1VrLzo75qrVq6Ykx2hpaVXfN5iBcAwAAAAAATZQtI0OO9lVbRJ1OArZmzHA5JdP0rlrLzGy056a5YrM11O2ruxb/jqGEawAAAAAAoFa2jHRvDTbT8AZsdBFtlsyEqjCqdetGW7UmSZZlKjWKW0OrO4Z6XAmSIVk2mwwzvvEW4RoAAAAAAKiTLT1dzo4dvQGbw0HA1swYLldcVq1VS0/0bt2MRrhW6fbII0mWKbfDKSn+q9cI1wAAAAAAQL2s1FQ5O3WSYZnegC01Nd5TQojM6vpkrXPissor1WWL8tbQqtVrVavx4t3UgHANAAAAAACExEpJkaM6YLPbvQGb0fCwBLFTvWrNdNhly8yIyxyivTW0wld3rWk0NSBcAwAAAAAAIbOSk/0CNistTYpzzSvU7o9Va63jWpssmltDfR1Dq5oaWA67FMeMl69+AAAAAAAQFis5WY4uXWTYbZJleQO2RiySj9DsvWrNyojPqrVqqS6bzKptoQ3dGlq9LVR2mzw2mwzFd/Ua4RoAAAAAAAiblZgoZ9euMp0OyTS9AZvNFu9pYS9mYtNYtSZ5t4amuLxfH1HZGuqurrtWvTU0fk0NCNcAAAAAAEBETKdTzq5dZSUnSYYhKy1NRpzrX8HLcLkkw5TpdMR91Vq19ATv14YjiltD3VVbQ21xbGpAuAYAAAAAACJm2O1ydO4sK83bPdRMSfEGO4gr36q17Oy4r1qrlly1cs1mGmpo01Bfx1AXK9cAAAAAAEAzZ5imHB07ytYqS5JkJiXJTEqM86z2XWZi4h+r1jIz4z0dH7tlKsFh+T5uiOqOoR6nSx7TlGmasuzx2ZZMuAYAAAAAABrMMAw52rWTvW0b77ErQWZKcpxntQ+yLBnVdcjatJFhxLGNZhApLu8Ks4ZuDXV7pEqPJEPyVK2UjFdTA8I1AAAAAAAQNfbWreXo0F4yDRkOp8yUlHhPaZ9iVf19W+lpsqWnx3cyQaQmeFeXNXTlmrTX6rWE6rpr8dkaSrgGAAAAAACiypaRIWfHjlUBm4OArZEYiQnelWs2mxy5ufGeTlBJDpusqpprtgYWXvujqUF13TVWrgEAAAAAgBbCSk2Vs1MnGZbpDdhSU+M9pZbNsmRWreCy5+bKsMevwH9dDMPwNTZo6NZQv6YGhmTZrLg0byBcAwAAAAAAMWGlpMhRHbDZ7QRsMeTbDpqWJltGenwnU4/UqrprDd0aWun2yOORZJpyO7x11+zOxl+9RrgGAAAAAABixkpO9gvYrLQ0qYkV2W/ujIQ/toPa2zXN7aB7S3FV110z1NCvhHJ3dd21qq2hcai7RrgGAAAAAABiykpOlqNzZxk2S7LZZKWmErBFi2XJTKzeDtpWZhPdDro3h82Sy25JkuxR2hrq9oVrrFwDAAAAAAAtkJWURMAWA2ZVqGSlpsiWkRHn2YQutbruWgO3hvo6hrq8AaNltzf61xXhGgAAAAAAaBRWYqIcXbrIsNm8AVtamhSHAvQthmXJcDolSbY2beI8mfAkV9Vdi1ZTA9ls8thsMiTZ7LYGzi48fAUDAAAAAIBGYyUkyNGli0yHXbIsWelpkq1xw5CWwrdqLS1VVtXHzUWy0ybTNGQakmU2bKVZhbuqa6jT29TAcjTu1ljCNQAAAAAA0KisBJcc3brJSnBJhikrLVWGo/FrZTVrpvnHqrXWreM8mfCZpqFkZ7S2hlaHa1V/H41cd45wDQAAAAAANDrTbpeja1dZqSmSDJkpKTJcrnhPq9nwrVpLSZZV1dCguUmp2hra0KYGFVUdQ92+lWtsCwUAAAAAAPsAw7Lk6NRJtqxMSZKZlCQzKSnOs2oGTNMXRDbHVWvVkquaGtitBm4LrV655qoKHFm5BgAAAAAA9hWGYciRlyd7blvvscslMyUlzrNq2syEqhVayUmykpPjPJvIJdgtWabhbULQgLprle69mxpYMtS4ARvhGgAAAAAAiDt7drYcHTpIpiHD4ZCVnk4n0WAMo0WsWqtWXXfN3oC6ax79EbB5HFV11xpxayhfpQAAAAAAoEmwZaTL2bmzDJutqpNoOo0OavDWWjNkJSbIagEr/JKcUdoa6q6xNbQRO4YSrgEAAAAAgCbDSk6Ws/t+spKTJMPb6MBMap4F+6Ouha1ak/YO16LTMdQdh46hhGsAAAAAAKBJMe12Obp0kT27lSTJcCXISkvb57eJmgkJ3sAxweX9+2gBEh2WTNOQYUhWA+quVXcMVXXHUDvbQgEAAAAAwD7MMAzZc3Pl7NRRhs2SbDbvNtFG7gTZZBiGjKpGBvacnDhPJnoMw4jK1lBfx1C7Qx7TlGEYjRawEa4BAAAAAIAmy0pLk7NbN1mJVau2UlNlJCTEe1qNzkzcq9ZaC1m1Vi3JYUlqeFOD6qahHt/qtcYJYgnXAAAAAABAk2Y6nXJ07SpbVpb3ODFRZnJynGfViExTRlWhflubNnGeTPRFo2OoJFVUereGepyN2zGUcA0AAAAAADR5hmnKkddOjrx2kmnIcDq9K7iMhnWZbA68q9YkKzmpRXQIrSnRYZNhSqbh/V+kyt3VTQ1YuQYAAAAAABCULStLzs6d96rD1sIbHViWjKqwqCWuWpMk0zSUaG/46rXqlWuq7qjqIFwDAAAAAAAIYCUny9m1q0ynQzItWenpkq3xukM2Jt+qtbRUWUlJcZ5N7CRFYWtohbu6qYFTHtOQYRgybVZU5lcXwjUAAAAAANDsmC6XnF27ykpKlAxDVlqajKpaWy2GZclwOCVDsrWgDqHBJEehY6jHU9XUwNi77lrsV68RrgEAAAAAgGbJsNvl6NLFuzVUkpmc3KI6iZpVK9WstDRZLeh1BZPksGQYkmUaDaq7VuGubmpQteKvEequEa4BAAAAAIBmyzBNOTt2lD2ntSRvJ9EWEbDZbDLsdsk0ZG+htdb2ZlmmXHbvFk5bg+quVW0NZeUaAAAAAABA6Oxt2sje1htCeQM2V5xn1DBWcrIkyZaRIbOlbXetRXI06q5Vh2sub8BKuAYAAAAAABAie+vWsrfx1iYzE5NkuJpnwGYkJHjrrdlssrfwWmt7q25q4GhA3bXy6m2hDqc8pinDMGK+NZRwDQAAAAAAtBj2nJw/togmNcOAzbJkJiZKkuy5bb1bQ/cR1eGaZRqKNF7zeKTK6q6hCd6/R5uTcA0AAAAAACBk9jZtmm3AVr0d1EpNkS0jI86zaVx2y5TL4a27ZrdFHlmVV20NdVeFa3ano+GTqwPhGgAAAAAAaHHsbdrI3jpbUlXA1gzqlhkul7eRgWXK3q5dvKcTF9Gou1ZeWbU1tKqxhY1wDQAAAAAAIHz2tm1lz24lSTKTk2U4YhuyNIhp+raD2tq0ldmU5xpDydGou1Ydrjld8piGTNOUZbNFZX7BEK4BAAAAAIAWy56bK1urLEmSmZIsWVacZxScmZwsGYas5CTZq+a7L0reu+5ahPma2+P9nwzjj66hMay7RrgGAAAAAABaNHturqzUFEmGrNRURZzaxIjhdHobF5jGPrsdtJpt77prUdkaWt3UIHYrAQnXAAAAAABAi2YYhhzt28t0OrzbL1NS4j2lP5imzKQkSZK9dWuZzaj5QqykRLHumrtq5VosmxoQrgEAAAAAgBbPsNnk6NRJhmXKsNt9gVa8WSkp3u2gSYmytW4d7+k0CUnRqLtW4e0Y6nElyGMYMi1LphmbLcGEawAAAAAAYJ9gulxydOggGd7OnPHuIGomJXm7g9pssnfoIKOJbVeNl2jUXav0eLx110xTHpf382w5Y9PUgHANAAAAAADsM6zUVNlzciRVNRGIYRfJuhgOh4yqLaCO9nn7bHfQYKJVd63CV3etatttjP6O4/MVhKiorKzUJ598og8++EBLly7V1q1bVVJSoqSkJHXs2FGDBw/WyJEj1a1bt0aZz9y5czVu3LgG3WPevHnKzs4O6dzCwkK98847+uyzz/TDDz9ox44dqqioUHp6urp166YhQ4Zo5MiRysrad7usAAAAAAAC2XNy5C4pUeXOXbJSU1S5c5fkdjfeBEzTG+xJsrfO9jZZgJ8Up00lZZVyWKbKKiL73JRXeuSweeuuWZIsR2w6hhKuNVNLly7VLbfcotWrVwf82a5du7R06VItXbpUzzzzjM4++2zddNNNSkhIiOmcfvjhh5jef28zZszQvffeq507dwb82datW7V161YtWLBAkydP1t/+9jeNGTOm0eYGAAAAAGj6HHl5Ki0tlbu4RFZqqip37260gK26Y6mVnCRbmzaN8szmJslp09Y9pbI3pO5apVuSJY8rUTIkK0arFNkW2gx9+OGHOuecc4IGa8FMmzZNo0aNUn5+fkzn1Vjh2n333aebbropaLBWU3Fxse666y5de+21cjfmbyEAAAAAAE2aYVlydOwow26TLEtWWppkxabg/d7M5CTJsmTYqbNWl2SnTYbhrbtmRvhXVOH2yCNJlim3I3b19Vi51swsWbJE119/vcrLy31jqampOuWUU9S/f38lJSXpt99+03vvvaclS5b4zlmzZo2uuOIKvfjii3LGqGDjihUrfB8nJCToiSeeCPseaWlpdf75s88+q+eee85vrH379hoxYoT2228/SdLq1as1Y8YMrV+/3nfOrFmzlJOTo5tvvjnsOQEAAAAAWibT6ZSzWzeVrf1F7pISWWlp3hVsFRWxeV5ykgynSzIkR/v2Mu2x2abYEtgsUy67peKyStktU6URbw11y2GZcqekSZt/j/IsvQjXmpHS0lLdcMMNfsHagAED9Oijj6p1jXa95513nqZPn6477rhDZWVlkrzB3FNPPaWrr7466nPbtWuXNmzY4Dvu3r27DjvssKg+Y9WqVXrwwQf9xkaPHq1bb71Vjr2KEg4fPlyXXnqp/vnPf2rq1Km+8RdeeEFDhw7VwQcfHNV5AQAAAACaL9PhkLNrF5WtW6fKgkJZaWly79kjT9XP0tF5iCkrJcXbPMGQ7Lm53mPUKdlpa3C4VlxWKUeCKXd6ptyu2JTLYltoM/Liiy/6BVidOnXSU089FRCsVRs5cqTuv/9+vyWmzz33nLZt2xb1udXcEtqrV6+oP+O+++5TxV6/PTj++ON15513+gVr1RwOh2677Tade+65fuP333+/PB5P1OcGAAAAAGi+DJtNjk6dZKV5GwuYKSm+Tp4NZrN5t5zabDJslpydO8veqlV07t3CJTu9K/vstsjjq/JKj0rK3ZIhVbbKidbU/BCuNRMVFRV66aWX/MbGjx+v1Ho6ihx33HE65ZRTfMdFRUV+q7miJdbh2po1azRv3jzfscvl0u23317v3vSbbrpJHTp08B0vW7ZMCxYsiOrcAAAAAADNX3UNNltWpiTJTEqSmZQkNaAmmuF0eoM105TpcsnZrRsr1sKQ7LLJMCXLkKwGfB4KSytU6fZI9tjU1CNcayYWLFigzZs3+47z8vL0pz/9KaRrL7jgAr/jWbNmRXFmXnvXW5OiH67NmDHD7/j4449XVlZWvdc5HI6ATqEzZ86M5tQAAAAAAC2EYRhy5OXJnuPdIWa4XLIyMmQkJIQeslmWjMQEWenpMpOTvUNpaXJ26yozRjXQWyrLNJTk8K5eczRg9ZpH0p6S2NTRkwjXmo3PP//c7/joo48OuaNI7969lZub6ztet26dli9fHtX57b1yzTRNde/ePar3r/n6hw0bFvK1Rx99tN/xnDlz/LaXAgAAAACwN3ubNnJ27iQzwSUZhszERG/IVnOrqGl6t3s6HDKTkmRlZHhDtYREb+dRQ7K3yZGzU0cZjdCJtCVKdXnbBdhtDeuqWuH2qLgssrpt9SFcayYWL17sd3zggQeGdf2AAQP8jhctWtTgOVUrKSnRzz//7Dvu3LmzEhKiVySwqKhIK1eu9BsbOHBgyNe3b99e2dnZvuOdO3dq1apVUZsfAAAAAKDlsVJT5ereXY4O7WU6Hd6QLSlJVmaGN0TLyvL+f1raHzXaTFOGZcpKS5WjQ3sl9O4te05s6nztK1ISququWQ2PsIrLKxt8j2DoFtoMeDwerVmzxm8s3JVhXbt29TuuWSOtIVatWqXKyj++QGtuCd25c6c2btyowsJCpaenKycnp95acXtbvXq1XxOC7OxsZWZmhjXHrl27auvWrb7jH374Qb179w7rHgAAAACAfY+tajVaZX6+KrZskbusXKpeRGV4myGYDod3C2lKiszkZFapRVGC3ZLdZqq8wi27Zai8suk1KSRcawa2bNmioqIi37FhGMrLywvrHjXPX79+fVTmJgXWW+vZs6e2bNmiN954QzNnztTPP//sF44ZhqE+ffrouOOO05gxY5SYmFjn/detW+d3vHeDglDF8vUDAAAAAFo2wzBkq1qp5i4o8NZVczhk2Gwhl2xC5FKcduVXlMphM1VeGZvVZw1BuNYMbNmyxe84MzNTdrs9rHu0bt26zns2RM1w7csvv9Tjjz+u4uLioOd7PB59//33+v777/XCCy/ozjvv1DHHHFPr/fdecSYFvpZQ7L0tVIru6wcAAAAA7BsM05QVxk4sREdqgk35haVyWKYK1fTCNWquNQP5+fl+x+FsqayWXNWhpNru3bsbNKe91dxiOm/evFqDtZq2bdumq6++Wv/+979rPWf79u1+x5G8/pQarY6j+foBAAAAAEDsJDttMgxv91CzCS4UZOVaA02bNk133nln1O87ZcoUHXzwwZIUEFTVt40ymJrX7L3NtCEqKyuDNgdwOp068cQTdcopp6hLly7KyMjQrl27tGzZMs2cOVPvvfee3G5vlw6Px6OHHnpIrVq10umnnx5wr5KSEr/jpKSksOcZq9cPAAAAAABiy2aZSnTYVFhaIbtlqrQiNl0/I0W41gyUlZX5HYe7JVSSbDb/T3V5eXmD5lTt559/Dgi/unfvrgcffFD77bef33h2draGDh2qoUOHasyYMbr66qu1bds235/feeedGjx4cEBNtZqvv+ZrCUWsXj8AAAAAAIi9FJc3XHPYml64xrbQZqB6hVc10wz/0xbsmr2bDESqoKBAAwYMUHZ2tgzDUMeOHTVlypSAYK2mgQMH6tlnn1VCQoJvrLy8XI888kjAuZU1ihVG4/VH47UDAAAAAIDGkeLyLjRy2JpelMXKtQbKzs7WwIEDo37fvWuE1Vx1VTNsCkVFRYXfsd1uj0pHkwEDBujVV1+VJJWWlqq8vDygvlttevbsqYsvvliPPfaYb+z999/XhAkT/O5Rc6VeNF6/w+EI+x4AAAAAACA+kpw22SxTFZVu2UxDFe6ms2iGcK2Bhg0bpmHDhsX0GS6Xy++45jbJUERja2l9nE6nnE5nWNeMGTNGjz/+uG91XkVFhRYsWODXPbTmPaPx+gnXAAAAAABoXlJcNu0oLJPDZqqirOl0DW16a+kQIC0tze+4oKAg7HsUFhb6HUfScTMWMjIy1KNHD7+x1atX+x3H4vXX7B4KAAAAAACathSXd41YU9sa2rRmg6AyMzP9jvPz88O+R81rWrVq1aA5RVNubq7fcc25ZmVl1fnnodi+fbvfcVN6/QAAAAAAoH7VdddspqEoVLqKGsK1ZiAvL8+vPlphYWHYq7c2b97sd9y2bduozC0a9m5qIAV28mzfvr3f8ZYtW8J+RlN+/QAAAAAAoH52y1Sio2r1mtV0Iq2mMxPUyul0ql27dn5jv/zyS1j3qHl+t27dGjir6Nm1a5ffcXp6ut9xly5d/I7Dfe2StG7dOr/j+rqZAgAAAACApicloeltDW06M0Gd+vbt63e8fPnysK7//vvv/Y579+7d4DmVlpZq4sSJuuGGG3TBBRfo5JNP1g8//BD2fdauXet3XHOlWm5urt/W0MLCwoBr6lJSUqI1a9b4jg3DCKjzBgAAAAAAmr7Uqq2hrFxD2A4++GC/4wULFoR8bUFBgZYtW+Y7tiwr4H6RcDqdeuedd/Tuu+9qwYIFWrVqlRYuXBjWPX799Vf99ttvfmODBw8OOK8hr/+rr77y22rau3fvgDp2AAAAAACg6Ut0WLKqaq7ZzKZReI1wrZkYOnSoTPOPT9cnn3wSsJ2yNjNnzvQLlwYNGhTQgTNS/fr18zv+3//+F9b1U6ZM8Tvu0aOHOnToEHDe0Ucf7Xf89ttvh/yMmnMaOnRoGDMEAAAAAABNhWEYvsYGTWVraNOYBeqVk5OjI444wndcXFysRx99tN7rdu/erSeffNJvbPTo0VGb1ymnnOJ3/P333+vDDz8M6drFixdr2rRpfmMXXnhh0HOPOeYYv1ps3377rT744IN6n7F06VLNmjXLd2yz2XTGGWeEND8AAAAAAND0pLiaVt21pjELhOTyyy/3O37ppZf08ssv13p+SUmJrrrqKm3atMk31r17dw0fPrzO54wfP149evTw+19thg8fro4dO/qN3XrrrfXWhFu2bJmuuuoqVVRU+Mb69esXENZVczqdAcHb+PHjtXTp0lqfsX79el1xxRWqrKz0jZ1xxhnKycmpc24AAAAAAKDpSq1qamCr2h4ab4RrzcjAgQM1cuRIv7G77rpLt956q1/dMo/Ho/nz52vUqFH66quvfOOWZenvf/+7LMuK2pwcDocmTJjgt2V19+7dOvvss/XEE09ox44dfuf//vvveuihhzRmzBht377dN56SkqL77ruvzrldcMEFfp1Di4qKdO655+rpp5/Wnj17fOOlpaV68803NWrUKG3dutU33rp1a11zzTUNer0AAAAAACC+7JalBIc3P2gKjQ0Mj8fjifckELrCwkJdfPHFWrx4sd+4YRjKy8tTamqqNm3apPz8/IBrb731Vp133nn1PmP8+PGaPn2639iPP/5Y5zVvvvmmbrvtNtX8cjJNUx07dlRKSory8/MDmhdIUmpqqp599tmA+m3BrFmzRueff75faCZ5Q74OHTrIZrPp119/VVFRkd+fJyQk6Pnnn9eAAQPqfUZj27x5s4488siA8c8++4xVdgAAAAAABLFxZ7G27C5RaYVbe0oq6r9A0s7tW3XrxaMCxhv683f84z2EJSkpSc8880xAGOPxeLR+/XotX748IFhzOBy68847QwrWInX66afriSeeCOjC6Xa7tXbtWi1dujRosNanTx9NnTo1pGBNkrp27aopU6aoU6dOfuNlZWX66aeftHLlyoBgLTs7W88991yTDNYAAAAAAED4qreG2pvAyrX4zwBhS0pK0tNPP61HHnlEffr0qfU8u92u4447TjNmzNDZZ58d83kNHTpUM2fO1FVXXaXs7OxazzMMQ/369dNdd92lN998Uz179gzrOV26dNE777yjG264Qbm5ubWel5qaqgsvvFAzZ87UwIEDw3oGAAAAAABoupIcNlmmIdPw1l6LJ7aFtgAbN27Ud999p23btqmgoEApKSnq0KGD+vfvr9TU1LjNa82aNb6VdCUlJUpPT1erVq3Ut2/fqG53XLFihVavXq3t27eroqJCaWlp2m+//bT//vvL4XBE7TmxwrZQAAAAAADCt257oXYUlqm4vFKFpZX1nh+rbaG2iK9Ek5Gbm1vnCq546dq1q7p27Rrz5/Tu3Vu9e/eO+XMAAAAAAEDTkZHo0I7CMjltVkjhWqywLRQAAAAAAADNTorLJrvNlGnEt2so4RoAAAAAAACaHcMwlJFglyS57IRrAAAAAAAAQFgykp2SJLvNVLzaGhCuAQAAAAAAoFlKsFtKcFgyJDnjtHqNcA0AAAAAAADNVmaSd/Way27F5fmEawAAAAAAAGi20hPtMkzJZhqyzMbfHEq4BgAAAAAAgGbLbplKdVY1NrA1ftRFuAYAAAAAAIBmLSPJIUlyxmFrKOEaAAAAAAAAmrW0BLtslinTkBxW48ZdhGsAAAAAAABo1gzDUGZS1dZQB+EaAAAAAAAAEJasqq6hjqoVbI2FcA0AAAAAAADNntNuKdlVtXqtEWuvEa4BAAAAAACgRchK9jY2IFwDAAAAAAAAwpTmavzGBoRrAAAAAAAAaBFMs/EbGxCuAQAAAAAAoMVo7MYGhGsAAAAAAABoMRq7sQHhGgAAAAAAAFqUVo3Y2IBwDQAAAAAAAC1KWoJdDpsl05Bc9tjGX4RrAAAAAAAAaFEMw1B2irf2WoLDFtNnEa4BAAAAAACgxclMcshmmbIMyWGLXQRGuAYAAAAAAIAWxzINZVXVXkt0xK72GuEaAAAAAAAAWqRWyU6ZpiGbachmGTF5BuEaAAAAAAAAWiS7ZSozKbadQwnXAAAAAAAA0GJlJztlGJKDlWsAAAAAAABAeJx2S+mJjpjdn3ANAAAAAAAALVpOqktGbBauEa4BAAAAAACgZXPZLaUmxGb1GuEaAAAAAAAAWrzsZGdM7ku4BgAAAAAAgBbPSbdQAAAAAAAAoGkhXAMAAAAAAAAiRLgGAAAAAAAARIhwDQAAAAAAAIgQ4RoAAAAAAAAQIcI1AAAAAAAAIEKEawAAAAAAAECECNcAAAAAAACACBGuAQAAAAAAABEiXAMAAAAAAAAiRLgGAAAAAAAARIhwDQAAAAAAAIgQ4RoAAAAAAAAQIcI1AAAAAAAAIEKEawAAAAAAAECECNcAAAAAAACACBGuAQAAAAAAABEiXAMAAAAAAAAiRLgGAAAAAAAARIhwDQAAAAAAAIgQ4RoAAAAAAAAQIcI1AAAAAAAAIEKEawAAAAAAAECECNcAAAAAAACACBGuAQAAAAAAABEiXAMAAAAAAAAiRLgGAAAAAAAARIhwDQAAAAAAAIgQ4RoAAAAAAAAQIcI1AAAAAAAAIEKEawAAAAAAAECECNcAAAAAAACACBGuAQAAAAAAABEiXAMAAAAAAAAiRLgGAAAAAAAARIhwDQAAAAAAAIgQ4RoAAAAAAAAQIcI1AAAAAAAAIEKEawAAAAAAAECEbPGeALCvq6ysDDq+devWRp4JAAAAAAAtV20/Z9f2c3moCNeAOMvPzw86PmrUqEaeCQAAAAAA+578/Hzl5uZGfD3bQgEAAAAAAIAIEa4BAAAAAAAAESJcAwAAAAAAACJEuAYAAAAAAABEyPB4PJ54TwLYl5WVlWnVqlUB45mZmbIsKw4zAgAAAACg5amsrAzaVLB79+5yOBwR35dwDQAAAAAAAIgQ20IBAAAAAACACBGuAQAAAAAAABEiXAMAAAAAAAAiRLgGAAAAAAAARIhwDQAAAAAAAIgQ4RoAAAAAAAAQIcI1AAAAAAAAIEKEawAAAAAAAECECNcAAAAAAACACBGuAQAAAAAAABEiXAMAAAAAAAAiRLgGAAAAAAAARIhwDQAAAAAAAIgQ4RoAAAAAAAAQIcI1AAAAAAAAIEKEawAAAAAAAECECNcAAAAAAACACBGuAQAAAAAAABEiXAMAAAAAAAAiRLgGAAAAAAAARIhwDQAAAAAAAIgQ4RoAAAAAAAAQIcI1AAAAAAAAIEKEawAAAAAAAECECNcAAAAAAACACBGuAQAAAAAAABGyxXsCAACgeVi9erVGjBihiooK/fjjj/GeDgAA+4QffvhBU6ZM0aJFi7R582YlJCQoNzdXw4YN09lnn62srKx4TxHY5xkej8cT70kAAICmrbCwUGeffbYvVCNcAwAg9p566ik9/PDDqqysDPrnmZmZ+te//qXDDjuskWcGYG+EawAAoE7FxcUaN26cFixY4BsjXAMAILZeeeUVTZgwQZLkcrl0xhln6IADDlBRUZE+/PBDzZs3T5KUmJioadOmqWfPnvGcLrBPI1wDAAC1Wr9+va655hotX77cb5xwDQCA2Nm8ebOGDx+u4uJipaSk6KWXXgoIz1544QXde++9kqT+/fvrtddei8dUAYiGBgAAIAiPx6O3335bp512WkCwBgAAYuuFF15QcXGxJOmvf/1r0FVpF1xwgY477jhJ0rfffqvPP/+8UecI4A+EawAAwM+KFSt0+umn68Ybb9Tu3bslSaNHj1ZOTk6cZwYAwL7h3XffleTdDnrmmWfWet6FF17o+3jmzJkxnxeA4AjXAACAn48++kjff/+9JCkrK0sPPfSQJkyYIJuNJuMAAMTamjVrtGXLFknSoEGD5HK5aj23b9++SklJkSR98sknjTE9AEEQrgEAgAAul0sXX3yx3n//fZ1wwgnxng4AAPuMlStX+j7u3r17nedalqWuXbtKknbs2KHff/89pnMDEBy/ggYAAH6OOeYYjR07Vunp6fGeCgAA+5zffvvN93FeXl695+fm5urbb7/1XdumTZtYTQ1ALQjXAACAn2BFkwEAQOPYvn277+PMzMx6z9/7l2E7d+6MwYwA1IdwDQCAZmzNmjV6+umnI7o2OTlZt912W5RnBAAAGqKkpMT3cV311qo5nU7fx9UdRgE0LsI1AACasW3btmn69OkRXduqVSvCNQAAmpiKigrfx3a7vd7zHQ6H7+PKysqYzAlA3WhoAAAAAABAE7H3arXy8vJ6zy8rK/N9HEoYByD6WLkGAEAzdvDBB+vHH3+M9zQAAECUJCYm+j4uLS2t9/y9t5EmJCTEZE4A6sbKNQAAAAAAmojU1FTfx6E0KNi1a5fv46ysrFhMCUA9CNcAAAAAAGgiunTp4vt448aN9Z6/9zm5ubkxmROAuhGuAQAAAADQRPTo0cP38apVq+o8t7KyUj/99JMk76q17OzsmM4NQHCEawAAAAAANBHt27dXu3btJEmLFi3ya1hQ03fffaeCggJJ3jqsAOKDcA0AAAAAgCbkhBNOkCQVFBTojTfeqPW8559/3vfxSSedFPN5AQiOcA0AAAAAgCbk3HPP9XUNfeCBB7R48eKAc1544QV9+OGHkrxbSf/85z836hwB/MHweDyeeE8CAAA0fUOHDtWGDRskST/++GOcZwMAQMs2depUTZw4UZJkt9s1cuRIDRo0SGVlZXr//fc1b948SZLD4dArr7yivn37xnO6wD6NcA0AAISEcA0AgMb1xBNPaPLkyaqsrAz65ykpKXrwwQd15JFHNvLMAOzNFu8JAADQ1JWVlenkk0/WL7/8IqnhwdL333+vGTNmaPHixdqwYYMKCgrkcDjUrl07HXDAATrhhBN0+OGHR2HmAAAgmObyvf2KK67Q0KFD9dJLL+nLL7/Uli1bZJqm2rdvryOPPFLnn3++Wrdu3aC5A2g4Vq4BAFCP++67T88995zvONL/AN+yZYv+/ve/a+7cufWeO3jwYE2aNMnXLQwAAEQP39sBRBMNDQAAqMOMGTP8/uM7UmvWrNEZZ5wR0n98S9LChQt1yimnBC1gDAAAIsf3dgDRxso1AABq8c4772j8+PGqqKjwGw/3t9s7duzQqFGjfPXKJMmyLB1zzDE64ogj1KpVK23btk2fffaZPvroI7/nZWRk6I033lD79u0b9mIAAADf2wHEBOEaAAA1uN1uPfXUU3r44YcV7NtkuP8Bft111+m9997zHWdnZ+vxxx/XAQccEHDu0qVLdc0112jjxo2+scGDB2vq1KlhPRMAAPyB7+0AYoltoQAA7GXbtm26+OKL9dBDDwX9j+9wffvtt37/8W232/XUU08F/Y9vSerXr5+ee+45paen+8YWLlyoTz75pMFzAQBgX8T3dgCxRrgGAIC8v9F+6623NGLECH3xxRdRu+8LL7zgdzx27Fj17t27zms6d+6sv/3tb35j//nPf6I2JwAA9gV8bwfQWAjXAAD7vLlz5+qUU07RzTffrK1bt/rGTdPUDTfcEPF9CwoKNGfOHL+xc845J6RrTz31VGVkZPiOlyxZok2bNkU8FwAA9iV8bwfQmAjXAAD7tN27d2vcuHFavXq133ibNm301FNP6dJLL4343l9++aXKy8t9x7169Qq5eLHdbteRRx7pO/Z4PHr//fcjngsAAPsKvrcDaGyEawAA7MWyLI0ZM0YzZ87UEUcc0aB7LV682O/4wAMPDOv6gQMH+h0vXLiwQfMBAGBfxPd2ALFmi/cEAABoCgzD0PDhw3XNNdeoS5cuUbnnqlWr/I67d+8e1vXdunXzO165cmWD5wQAwL6C7+0AGgvhGgBgn2ZZli688EKdffbZ6tixY1Tv/euvv/odd+jQIazr8/Ly/I5///13lZWVyeFwNHhuAAC0VHxvB9DYCNcAAPu0pKQkjR8/Pib33ruAsiS1bt06rOuzsrJkGIY8Ho8kb9ez7du3q23btlGbIwAALQ3f2wE0NmquAQAQA8XFxSoqKvIbS01NDesedrtdCQkJfmO7du1q8NwAAED4+N4OoDaEawAAxEBxcXHAWGJiYtj3qXlNzf+oBwAAjYPv7QBqQ7gGAEAMlJeXB4zZ7faw72NZlt9xRUVFxHMCAACR43s7gNoQrgEAEAOVlZUBY6YZ/rfdmv8B7na7I54TAACIHN/bAdSGcA0AgBiw2QJ7BgX7j/L61PwtOd3EAACID763A6gN4RoAADHgcrkCxsrKysK+D/8BDgBA08D3dgC1IVwDACAGUlJSArZ9FBQUhH2fwsJCv+Nwu5IBAIDo4Hs7gNoQrgEAEAOGYSgjI8NvLD8/P6x77N69O+C3261atWrw3AAAQPj43g6gNoRrAADESPv27f2ON2/eHNb1Nc9PS0tTYmJig+cFAAAiw/d2AMEQrgEAECOdO3f2O/7ll1/Cun7dunV+x926dWvolAAAQAPwvR1AMIRrAADESN++ff2Oly9fHtb1y5Yt8zvu3bt3g+cEAAAix/d2AMEQrgEAECMHH3yw3/FXX30lj8cT8vXz58/3Oz7ssMOiMi8AABAZvrcDCIZwDQCAGOnatas6derkO966davmzZsX0rU///yz32+3k5KSdMghh0R7igAAIAx8bwcQDOEaAAAxdMYZZ/gdP/TQQyorK6v3uvvvv9/vN+GnnHIKBY8BAGgC+N4OoCbCNQAAYmj06NHKyMjwHS9fvlw333yzKisra73mgQce0Ny5c33HTqdTl1xySUznCQAAQsP3dgA1Ea4BABBDycnJuvHGG/3G3n33XY0ZM0bffvut3/hPP/2kK664Qk8//bTf+JVXXql27drFeqoAACAEfG8HUJPhCaf6IgAA+6AePXr4Hf/4449h3+Puu+/WlClTAsazs7OVk5OjHTt2aMOGDQF/fuyxx+rRRx+VYRhhPxMAAATH93YA0WSL9wQAANgX3HrrrUpMTNRTTz0lt9vtG9+6dau2bt0a9JpRo0bprrvu4j++AQBogvjeDqAaK9cAAKhHNH67XW3FihV6+OGHNX/+fJWXlwc9Z8CAARo3bpyOOuqoiJ8DAABqx/d2ANFEuAYAQBzs2bNHixYt0pYtW7Rz5065XC61adNG/fv3V5s2beI9PQAAECa+twP7LsI1AAAAAAAAIEJ0CwUAAAAAAAAiRLgGAAAAAAAARIhwDQAAAAAAAIgQ4RoAAAAAAAAQIcI1AAAAAAAAIEKEawAAAAAAAECECNcAAAAAAACACBGuAQAAAAAAABEiXAMAAAAAAAAiRLgGAAAAAAAARIhwDQAAAAAAAIgQ4RoAAAAAAAAQIcI1AAAAAAAAIEKEawAAAAAAAECECNcAAAAAAACACBGuAQAAAAAAABEiXAMAAAAAAAAiRLgGAAAAAAAARMgW7wkAAID42rhxo1avXq0NGzaooKBAFRUVSkhIUGpqqvLy8tS9e3dlZGTEe5oAAABAk0S4BgDAPmjlypX673//qzlz5mjjxo31nt+1a1cdc8wxGjlypDp16hT7CaJFKy4uVkJCQp3njB8/XtOnT/cdDx48WFOnTo311LCXcD4HX331lc477zy/sY8++kh5eXkxnWM4SkpK5HK54j0NAEALxLZQAAD2IRs3btQVV1yhU089VVOmTAkpWJOkNWvW6N///reOP/54XX/99dq8eXOMZ4qWqLi4WA8++KDuueeeeE8F+5hPPvlEJ5xwQrynAQBooQjXAADYR8yfP18nn3yyPvroo4jv4Xa7NXPmTJ100kmaP39+FGeHlu7jjz/WiSeeqP/85z8qLy+P93Swj9i0aZOuuuoqXXbZZdqwYUO8pwMAaKHYFgoAwD5gyZIluuyyy1RWVuY3npSUpKFDh6pfv37q3LmzUlJS5HK5VFBQoPz8fP3www/6/PPPtWzZMr/rdu/erUsvvVRPP/20Dj300MZ8KWiGJk6cyJZONLqvv/5al1xyiYqKiuI9FQBAC0e4BgBAC1dcXKzrrrvOL1gzTVMXX3yxxo0bp8TExFqvPfbYY3XNNddo6dKluv3227Vy5Urfn5WXl+vaa6/Ve++9p6ysrJi+BjRvP/74Y7yngH3Qr7/+SrAGAGgUhGsAALRwU6ZM0aZNm/zGJk6cqFGjRoV8j379+um1117TxRdfrEWLFvnGd+7cqUcffVQTJkyI2nwBSZo0aZImTZoU72kgRAcffDAhKgBgn0XNNQAAWrjXXnvN7/iYY44JK1ir5nK59PDDDyslJcVv/O2331ZBQUGD5ggAAAA0V4RrAAC0YGvXrg0o4n3aaadFfL9WrVpp7NixfmPFxcX68ssvI74nAAAA0JwRrgEA0IKtWbMmYKxDhw4NuueJJ54YMPbDDz806J4AAABAc0XNNQAAWrBgxbx37tzZoHt27dpViYmJvnsnJSWpsrIy4vutXLlSa9eu1fbt21VYWKiMjAxlZWWpf//+MWuU8OOPP+r777/X9u3bJUkZGRnq0aOHevXqJbvdHrXnrF+/XqtXr9bOnTu1a9cuFRcXy+l0KiMjQ+3atVPv3r0Dttk2RFFRkT7//HOtW7dOycnJ6tu3r/r27Rvy9QUFBVq2bJm2b9+uXbt2affu3bIsS0lJSWrTpo26d++u9u3bR22+jWHPnj1asmSJNm/erB07dshutyszM1O5ubk64IAD5HA4YvLcNWvWaMWKFdq8ebMqKyuVlZWl3NxcHXjggXI6nTF5Zqh++eUXLVu2TFu3blVlZaXatGmjLl26qE+fPnGbU2VlpVatWqUff/xRO3bsUFlZmdLS0pSRkaFOnTqpR48ecZtbtXi9P7Zs2aKlS5fqt99+U3FxsdLT05Wdna2BAwcqMzMzqs9ZsWKF1q9fr4KCAiUkJCg9PV09evRQ9+7dZVlWg59R/X7cunWrtm/fLofDoaysLHXo0EF9+/aVabL2A0DzRLgGAEALFiy4+fDDDzVo0KCI72kYhqZPn66EhARlZGREFE5s3rxZTz/9tD788ENt3ry51uf07dtXZ511lkaOHBnyD3aPPfaYJk+e7Du+5pprdMUVV0iSZs+erYcfflg//fRT0GszMzM1cuRIXXrppUpPTw/vRVX5+uuv9eabb+qrr77Sxo0b6zzXsiwdeOCBGjNmjIYPHy7DMOq9/94hQ0pKir7++mtJ0pw5c3TnnXdq69atfud36tRJ48aN06mnnhr0/lu2bNHrr7+uTz75RCtWrKg3KM3Ly9OIESM0duzYOv+O6gpDpk+frunTp/uN1SyGP378eL9zBg8erKlTp9Y5t2qVlZX64IMPNHXqVH333Xe1vqbExEQddthhuvjiizVgwICQ7i1JQ4cO9dtuvWjRIqWmpqqiokKvvfaaXnzxRa1bt67WZ/75z3/W1Vdfrc6dO4f8zIaqqKjQm2++qZdfflmrVq0Kek7Xrl11/vnn68wzzwzpa3FvX331lc477zy/sY8++kh5eXl1Xrdq1SpNmTJF77//vvbs2VPrea1atdKQIUN0zjnn6IADDqj1vJpfNzXV/Lq8995769wqH6v3R23zffzxxzVs2DBJ0qeffqqnnnrK9x6vqfrfj8svv1yHH354vc8KpqysTG+//bZef/11LV26tNbzUlNTNWLECF144YXKzc0N+zmzZs3SK6+8osWLF6uioiLoOenp6Ro6dKiuuOKKZhfiAwC/GgAAoAULFnC88sorDa6R1qlTJ+Xk5IQdrHk8Hj355JMaPny4pk6dWmuwVn3u0qVLdeutt2rEiBFavnx5xPN1u92aMGGCrrrqqlqDNUnKz8/Xs88+q2OPPVYfffRRWM/4/fffddFFF2nMmDGaPn16vcGa5A2BFi5cqGuuuUZjx47Vtm3bwnpmtQULFuivf/1rQLAmeVcpPfbYYwFhidvt1pNPPqljjjlGjz32mJYtWxbSCsTffvtNkydP1vDhw/XJJ59ENN9YWrlypU499VRdd911Wrx4cZ2vqaioSHPmzNHo0aN15ZVXKj8/P+LnbtiwQWeeeabuuuuuWoO16mfOnDlTJ598sp577rmInxeOn3/+WSNHjtTf//73WoM1ybva7o477tBFF12kHTt2xHxejz76qEaMGKE33nijzmBNkrZt26YZM2bozDPP1P/93/8FXZUbTfF8f5SUlOhvf/ubLr300lqDNemPfz/+8pe/6LrrrlN5eXlYz1mwYIGOO+443XbbbXUGa5K0e/duTZkyRSeeeKLeeOONkJ/x008/6cwzz9S1116rhQsX1hqsSd5V1W+99ZaOP/543X///Q1aEQ0AjY1wDQCAFiw3N1e9evXyGysvL9cll1yiBx98MOIwJxJlZWW67rrr9PDDD6u4uDisa1etWqVzzz1XH3/8cUTPvvPOO/XKK6+EfP6uXbt05ZVX6tVXXw3p/J9//lmjRo3SvHnzIpqf5F39dOmll9b5w2cwBQUFuvHGG+v8QfS4447zO66srNS1116rhx9+WCUlJRHNd+fOnbrqqqvq/aG8Mb3zzjs6/fTTtXr16rCvnTNnjs4888ygdQrrs3HjRo0ZMyasALi8vFz33XdfWF+XkVi2bJnOOOOMOkO1mr744gtdeumlMQ2wJk6cqMcffzyiAOWdd97RxRdfrLKyshjMLL7vj7KyMo0bN07/+9//wrruvffe09/+9reQz3/55Zd14YUXBjS8qU9RUZFuu+02/ec//6n33C+//FJnn322vvvuu7CeUV5ermeeeUZXXHFFzENUAIgWtoUCANDCXXzxxbrhhhv8xsrKyvSf//xHzz33nA4//HANGzZMRx55pHJycmI2jxtuuEEffvhhwPihhx6qY445Rt26dVNycrLy8/O1bNkyzZw502+VWVFRka6++mq99NJL6t+/f8jPfe+99/zCFpfLpZNOOkl//vOflZOTo127dmnRokX673//67fyy+PxaMKECcrLy9OQIUNqvX9JSYmuvPLKgKAyIyNDJ510kgYMGKDc3FwlJCSosLBQmzZt0uLFizVz5syA+nfLly/XtGnTAjqy1uXxxx/Xli1b6jznhBNOCLjmgw8+8BszDEN/+tOfdNRRR6lz586+bY47duzQypUrNWvWrIDGFeXl5brzzjv11ltvBTxz+PDhvo8XLlzotxKqXbt22n///UN+jaGYN2+ebr755oDVO6mpqTrhhBN0+OGHq02bNiorK9Nvv/2muXPnas6cOX7hzvr163XeeefprbfeCuu9cN1112nTpk2+48GDB+vYY49Vjx49lJiYqN9//13z5s3T22+/HRAWPPDAAzr22GPVqlWrCF957bZu3apLL71UBQUFfuPJyckaOXKkDj/8cGVnZ2vXrl1atmyZpk+frl9++UWStHTpUi1btizqc5KkTz75JGCLb1JSkk499VQNGjTI934pKirS2rVrNXv27IBg/ZtvvtELL7ygSy+91G+8b9++vr/jDRs26Pvvv/f7872/LiXv12JNjfH+qM1jjz2mn3/+2XfcqVMnnXLKKTrggAOUkZGh7du3a9myZXrttdcCVv7OmjVLI0eO1FFHHVXnM2bNmqW77rorYDwrK0snnniiDj74YLVu3Vput1s//vijpk+friVLlvid++CDD6pnz561PmvZsmW6+OKLA96P6enpOvXUUzV48GC1bt1a5eXl2rhxoz799FN98MEHfoHpJ598ohtuuEFPPvlkna8HAJoCw+PxeOI9CQAAEFvjxo3T3Llz6z2vc+fOOuigg3TggQdq0KBB9dZLCtXUqVM1ceJEv7GcnBw98MADGjx4cNBr3G63XnnlFU2aNMnvBxTyEKcAAB+bSURBVLR27dpp+vTpSktLC3pdzZpre+vVq5ceeuihoLWu9uzZo9tvv12zZs0KmOf777+vxMTEoPd86qmn9K9//ctv7Mgjj9SDDz5YZ7OCgoIC3X777Xrvvff8xnv37h1yzSi73S7TNFVaWirJ+8PxkCFDlJWVpQ0bNmjBggVKT0/X7Nmzfdds2rRJxxxzjN/faXp6uv7973/XW3dsxowZuu222wJ+YH777bfVs2fPWq8bO3asFi5c6DseOXKkJk2aVOezwqm5tmnTJp1wwgkBwdXxxx+vO+64o9ai7ytXrtSNN94YUO9t4MCBmjp1qmy24L+HrllzrVp2drYmTZpUaxi7fv16XX755QFbk6+99lqNGzcu6DUNceWVV2rOnDl+Y4MHD9YDDzwQNDwsKyvT5MmTa12VVNfnIJyaa+ecc46++eYb33GXLl30/PPPq02bNrW+lk8//VTXXHON36rXrKwsffbZZ7V+nt566y3dfPPNfmM1P9c1Nfb7o7YacXa7Xf/3f/+nsWPHBq03WVxcrBtvvDHgFxaHHXaYnn/++VrnuHXrVh133HEBgeuZZ56pm266ScnJyUGve/nllzVx4kS53W7fWE5OjubMmRNQHmDPnj0aOXKk1q9f7zc+evRo3XjjjUpKSgr6jHXr1ummm24KCPLGjx+vCy+8sNbXBABNAdtCAQDYB/zrX/+qNcTa29q1a/X666/rpptu0tFHH60//elPuuWWW/Tee+8F/DAWqvz8fD3wwAN+Y23bttUbb7xR55xM09S5556rxx57zO+Hyw0bNujZZ58Nex49e/bUiy++WGsR+ZSUFD344IM6/vjj/cY3b96sl19+Oeg1brdbL730kt9YXl6eHnnkkXq7gCYnJ+v+++9Xt27d/MZXrFgRcu2v8vJyX7B2+umna86cOfrnP/+pm266SY8++qg+/fRTPfjgg37XvPLKKwE//P/zn/8MqaD/iBEjdNVVVwWMz58/P6T5xsoTTzwREKydddZZeuihh+rsptizZ0+9/PLL6tevn9/44sWLNWPGjLDmkJycrBdffLHOVY7t27fX5MmTAzrSRrrduS7Lli0LCNb69++vp556qtZVeQ6HQ9dff72uu+66qM+n2o4dO/yCNcm7RbSuYE2SjjrqqIBtj9u3bw+4V0M1lffHvffeqwsuuKDWRi4JCQn617/+pU6dOvmNL1q0qM5/q5988smAP//LX/6if/zjH7UGa5I0ZswY/fWvf/Ub27x5s959992Ac5944omAYO2vf/2rJkyYUGuwJkkdO3bU888/H/B94dFHH9WuXbtqvQ4AmgLCNQAA9gGJiYl67rnndNFFF9W6yiOYTZs26b///a+uu+46HXLIIbr88svDLtL9yiuv+NUtMgxDDz30UMjb7v785z8HbJN89dVXw6rF43A49OCDD9a62q2aaZr6xz/+ETC3l19+WcEW+y9evDhga9bll19e6yq3mmw2m0499dSA8fq2edY0ZMgQTZw4MeC5iYmJ6tu3r9/Y+++/73d84IEH1ruNbG+jRo0KGPv999/DmG10/fbbbwHb7nr16qXbb789pI6X1aFqzR/6n376ab9VOvUZN26cunbtWu95nTt31rHHHus3VnM7YTTUrOXmcDh07733KiEhod5rL7vssgZ1FK5LsBV/ffr0CenaM844wy8ASklJ0a+//hq1uUlN4/1x1FFH6eSTT673PIfDEbCiq7y8vNamLYWFhQGr5Pr06RNQNqA2l1xyScA22porbwsKCvT666/7jR1xxBG68sorQ3pGdWi4979lRUVFmjZtWkjXA0C8EK4BALCPsNvtuvHGG/X222/rlFNOCbvTZ3l5uT7++GNddtllOvPMMwNqGdWmZlOAP//5zyGtAtnbX/7yF5nmH//ZsmvXLr+tjvU5++yzQwo+JO8P7DV/YN20aVPQFTJOp1Njx47Vn/70J3Xt2lWpqakBK9/qE2xehYWFYd3jr3/9a0hBUnl5uU444QSdeOKJ6tevnzIyMjRixIiwnpWdnR0QUsaz6Pjs2bMDmkBcf/31AavD6tK+fXude+65fmO//PKLFi1aFNL1NptNp59+esjPq1kzsKysLOKVocGUlZUFbBc89thj1aVLl5CuNwxD1157bdTms7dgn5ea2wBr43A4NHnyZL3xxhv68ssv9fXXX+uMM86I2tyayvvjrLPOCvncYPUnt2/fHvTcuXPnBsxl3LhxIf/CxWaz6bTTTvMdJyYmqqioyO8XD++8807A1/L1118f0v2rtW7dOiBc/O9//xvWPQCgsdHQAACAfUy3bt10//336/bbb9fs2bM1d+5czZ8/P6wfAL/77juNHj1af/vb33T++efXet6aNWv8mgRI0oknnhj2nHNyctSrVy+/boxff/110FVfwZx55plhPe/UU0/VP//5T7+VS/Pnzw9YzdO3b9+AlWHhCrZNqua2tLpkZGTogAMOCOlcu90elS1/SUlJftu0wplvtH355Zd+x23btq1za2ZtzjzzzIBaY4sWLdLBBx9c77Vdu3ZVenp6yM9q27ZtwFhRUVGd2/LCsWzZsoCAo2ZTi/oMGjRI7dq1C7ubZH3at28vy7L8GkncdNNNmjx5csD23GAOPfTQqM5nb03l/XHggQeGfG6wr6XaujHXfK+kpaXpT3/6U1hzO/PMM3XQQQepU6dOQVcff/XVV37HnTp1Uu/evcN6huT9Jcxrr73mO/7111+1efPmmDbdAYCGYOUaAAD7qNTUVI0aNUqPP/64Fi5cqJdffllXX321Dj74YLlcrnqvLy8v1z333KOnn3661nOCrfYKdQtYTTV/QFu8eHFI17Vp0yagrll9MjMz1bFjR7+x7777Lqx7hOKnn37SRx99FDAeTr+pcDqnNtSOHTs0c+ZM7dmzx288nO2T0eTxeAJWlx100EF+qxxDlZeXF7Dl7euvvw7p2r2bTIQi2LbhvcOmhgrW5TPUALaaYRgaOHBgtKbkk5iYqKFDh/qNbd68WWeccYbOP/98TZ06VevWrYv6cxtDNN4fbdq0CSuoDfa1VHMlZ7WaXxf7779/WCs8Je+qsoMPPrjWkKvmv8uRdgUOFsiF+m8+AMQDK9cAAIDsdrsGDRrkW5lVVlamb7/9VgsWLNBnn32m5cuX1xr4PPjgg+rXr1/QFT6rV68OGLv//vvDqvtWrWYdod9++y2k6yL94a5Xr15au3at7zjSH/g9Ho+2bNmi9evX69dff9VPP/2kVatWadmyZdq5c2et14Rqv/32i2hedSkoKND69eu1fv16/fzzz1q9erWWL1+uX375Jejc4tV8fs+ePQFbaCMNbyXv18reK7U2btwY0nX11fKrKdjXfzQDyl9++cXvOCMjQ61atQr7Pj179tQ777wTpVn94YorrtBnn33ma8ZR7csvv/Strmrfvr2GDBmiIUOG6JBDDonaqr5oiOX7I9yvpWDhWG3Pq9lkINxQuD67d+8OqEH5/fffBzRCCEWw1xDqv/kAEA+EawAAIIDD4dDgwYM1ePBgXXPNNfr999/11ltvacqUKdqxY4ffuW63W/fcc4/efvvtgPsE6/AWbKVWJEpKSlRaWiqn01nnecG2TYUiIyPD77i2OkY1/fjjj/r444+1YsUK/fzzz/r1118DQoRoCveH8Zqq69d99913Wr16tX755ZeAz3FTFSycjCREqpaVleV3HGqHwmgEP9EMKGs2xKj5tRyq+jp4Rqp3796aNGmSbrzxxlq3TK5fv17Tpk3TtGnTZLfbddBBB2nYsGEaPnx4gz7H4Wrs90esvpYKCgoCtv5H+nVRm2Dvl19++SUg7I3m/QGgqSBcAwAA9WrTpo2uuOIKjR07VrfddltAR72VK1fqm2++CagVFOsfhnbt2qXWrVvXeU5KSkpE9655XXFxsTweT62NA+bNm6eHHnoo5EYP1RwOh8rKyiKaoxR5uLZ582Y9/PDDevfdd8N6vmVZkqK7jTFSwcK1SD/fwa7dtWtXnZ/zatV/J01FzZpbwer6hSLS60JxwgknqEuXLrrjjjvq3XJdXl6u+fPna/78+br77rs1dOhQXX/99SE3aIhEvN4fsfpaClZTM9qf39pW4kbL7t27Y3p/AGgIwjUAABCylJQUPfTQQyooKNC8efP8/uyLL74ICNdiXeg+lB96w60pVK1m3SLLsoKGLJWVlfrHP/6hadOmhXRfu92u/fbbT4MGDdKQIUNks9n0l7/8JaI5Vs8rXJ9//rmuueaakLuStm3bVv3799ehhx6qo48+WmeeeWbUC91HIthWyoasAAv1c97URWvO9a0KbaiePXvq9ddf15IlS/Tuu+9q9uzZAdsKa6qsrNTs2bP1ySef6NZbb9XZZ58d9Xm1lPdHY2sK/94DQLwQrgEA0EK9/vrrmjdvnrZv365t27bJ4XBEpX6SaZq66aabAsK1mjXRpMCVQJ06ddIHH3zQ4DmEI9QfkGuqWZS8tlUeEyZM8Otqt7e8vDz16dNH3bp1U+fOndW1a1d169ZNDofDd07NDn6xtmjRIl1++eVBi54nJydr//3313777aeuXbuqc+fO6t69uzIzM/3Oi1eNtZqCrdqr2SUzHDWvDaWxR1OUkJDgd1zzazlUkb53wjVgwAANGDBAt99+u3744Qd9/vnnWrBggRYvXqySkpKg15SXl2vChAlKS0sLuxNqXVrS+2NvqampAWPR/vwGe8YDDzygk08+OarPAYCmiHANAIAWasmSJQFB1vbt2wPqSkWie/fuys7O1tatW31jwX6Arxl+bNy4MaRtdtEU6dbUmjXWgtVu+/TTTwOCNZvNpnPPPVfnnnuu2rdvX+9zYlmPraaSkhLddNNNAcHBgAEDdM0112jw4MEhrYSrLfBobMHCtW3btkV8v5q1yhqztlc0ZWdn+x3n5+dHdJ94bMPr1auXevXqpUsvvVRlZWVavHixPv30U82ePTugIL/H49E//vEPDRs2zC+wjlRLe3/szeVyBWxBj3btuGDvx1CbggBAcxd+n3IAANAs5ObmBox98803Ubt/zWLnwVZ25eXl+R2XlZVpzZo1UZtDKIJ1LA3FDz/84HccrL7Tc889FzB233336eabbw4pWJNCb5QQDe+//37AdrWjjjpKL7/8sg499NCQgoPKysomU1g8PT09YHVkuDXv9rZ8+XK/45pfv81Fza/V3bt3R9RpMdL3TrQ4HA4dcsghuummmzRnzhw9+eSTSk9P9zsnPz9fCxYsiMrzWtr7o6Z27dr5HUf6+Z08ebJeeeUVzZs3T+vWrfNtB83MzFRiYqLfuStWrIhssgDQzBCuAQDQQvXr1y9gbOrUqVG7/6ZNm/yOg4VJAwcODBiruZ00VB9//LGmT5+uhQsXasOGDSEXDP/xxx/DXh32+++/B/yQPWjQIL/jPXv26KuvvvIbGzBggE466aSwnrVq1aqAsWC1xKJhzpw5AWO33HJLWHXbfvrpp4C/+3htgzNNU/379/cbW7RoUUR/f2vXrg1YudarV6+GTC9uBgwYEDD29ddfh32fpUuXRmM6AXbv3q1vv/1Wb731Vlhh6NChQzVx4sSA8WBb0iPR0t4fNdX8uli+fHnYjRfy8/P12GOPacKECbrooot07LHH+v7eLMvSAQcc4Hf+l19+GVFzh127dunFF1/UnDlztHLlyoi3NgNAYyFcAwCghTrkkEMCauAsXLgwIBCKxKJFiwK23w0ePDjgvH79+gXUrXr11VfDDj9KS0t18803a/z48Ro7dqyGDh2qU045JaRri4uL9eGHH4b1vOnTp/sdG4ahI4880m9sw4YNAT80Bws16uJ2uzV37tyA8Vh14qy5eik9PV2dOnUK6x6zZ88OGAtWn6qxHHTQQX7Hv//+uz7//POw7/PGG28EjB188MERzyue+vTpE7D9+6233grrHr/99psWL14czWlJkkaOHKmDDjpIZ511lm6++Wa9+eabYV1/xBFHBIzV7I5aLdzt5y3x/bG3mr/syM/P1/z588O6xyeffBIwtncjm5q/hNi5c6dmzpwZ1jMk6c0339Q999yjK6+8UqeeeqoGDRqkWbNmhX0fAGgshGsAALRQTqdTo0aNChj/v//7P61bty7i+5aWluree+/1G2vVqpWGDBkScK7D4QhYybV27Vq9/vrrYT3zueeeC6gPdOyxx4Z8/TPPPBNyJ7v8/HxNmTLFb+yggw4KWJkXrHNduLWWXnvttaCfi1h13as55/Ly8rCCzi1btujFF18MGK9vvpF0NA3VqaeeGtAR9qGHHgrr73D9+vUB3V6zs7N1yCGHRGWOjc00TZ166ql+Y1999VVYQcp//vOfmKy4qhlWvf/++2GtLA1WP6622nimGd6POvF6fzSWY489NmDb5lNPPRXW5/nVV1/1O95///3VunVr3/GIESMC3u+TJ08Oq3nCnj179Mwzz/iNuVyugF9wAEBTQrgGAEALdvnllwcUmd6yZYvOOuussFdzSd4fbMeNGxdQm+qyyy4LCDiq/eUvfwlYQXLPPfeEvCpm6dKleuKJJ/zGXC6XRo8eHfK8V65cqYceeqje88rLy3XLLbcE/AB/8cUXB5ybk5MTMPbxxx8HDd2CWbBgQUBIWS1WBdFrzrmwsDDkVV67du3SlVdeGbTIfX3hSM1i87WtNIpEmzZtdNxxx/mN/fDDD5o4cWJIocGePXt0/fXXq6ioyG98zJgxtX5NNwfnnXeenE6n39gtt9wSsJ07mDlz5oQdgIeqZii+Y8cOPfLIIyFfXzMElQJXS1UL1uSgrq+9eL0/GktaWlpA6Lpw4UI9//zzIV3/yiuv6LvvvvMbO/vss/2O8/LyAt6P69at08033xzSCj6PxxP03+Azzjij1o7NANAUEK4BANCCpaen65577gkIt3bs2KGrr75a55xzjmbNmlVvmLNu3To9+eSTOv744/XFF1/4/dkBBxwQ8APW3rp27apzzz3Xb6y0tFQXXnih3nzzzToDkE8//VQXXXRRQGB1/vnnBw236vLss89q4sSJtf6gu337dl155ZX6+OOP/cYPP/xwHXXUUQHn5+TkBKzC2bRpk2699dY6A7aSkhI9/vjjuuSSS2qdS0FBQT2vJjLBVmLdcccdWrt2bZ3XzZ8/X6effnqtNbjqm2/N7cnRbmpxzTXXBDzj1Vdf1fXXX19np8xVq1Zp7NixAa+rU6dOuuiii6I6x8bWtm3bgNewadMmjRkzps5aam+88YauvfbamM3rmGOOCWi28uyzz+qxxx6rN3yZNm1awIqmAw88UN26dQt6frDulXUV8Y/X+6MxjRs3LqApxH333adHH320zn+3XnnlFd19991+Y/vtt1/Q7fnXXXddQKORDz74QBdffHGd3UN3796ta6+9NuAXPykpKRo3blyt1wFAU2CL9wQAAEBsDRs2TOPHjw+6Suqbb77RN998I4fDoT59+qhz587KzMyUzWbTzp07tWPHDi1fvrzWToPt2rXTI488Uu8KnxtvvFHffvutli1b5hsrKSnRrbfeqhdffFEnnHCC+vXrp4yMDBUXF2vVqlWaNWtW0Ppw/fr101VXXRXm34LX1KlTNXfuXI0aNUoDBw5Uamqqtm3bpi+++EIzZswI6PLXqlUrTZo0qdb7jR07Vv/4xz/8xv73v/9p6dKlOv3007X//vsrPT1dZWVl+u233/T111/r/fff9wt8TNOU3W73C9pq1rOLltNOO03//ve//VZp/f777xo5cqRGjBihww8/XG3btpVhGMrPz9fy5cv14YcfBqxUTExM9LvH1q1b63xuzTBl9erVuvXWW3XaaacpISFB27dv1+GHHx72Nr5q7du317333qsrr7zSb/y9997TvHnzdOKJJ+rwww9XTk6OKioqtH79es2dO1dz5swJCHSSk5M1efLkoKuempsrr7xSX375pd8q0Q0bNuiss87S8OHDdeyxxyovL09lZWX68ccfNWPGDL+AKC0tLeqdL202m2677TZdccUVfuOTJ0/W22+/rZNPPlkHHHCAsrKyZFmWdu3apZUrV+q9994LCK/sdrvGjx9f67Patm0bMHbzzTfruuuuU15engoKCpSTk+Pb8h2v90djysnJ0aRJk3T55Zf7jT/++ON65513dMopp2jAgAHKzMxUUVGRli9frrfffjvgNTocDt1zzz1B3yfV78ea/04vWLBAw4cP1/HHH68jjzxS7dq1k8Ph0ObNm7Vw4UJNnz5dO3fuDLjfpEmTAmoIAkBTQ7gGAMA+4IILLlB6eromTJgQsP1N8tYaWrJkiZYsWRLyPffff39Nnjw56A+wNTkcDj311FO66qqr9M033/j92apVq4J2zAymV69eevLJJ8MKPrKzs9WhQwffczds2KBHH3203uuysrL0wgsv+NUTqmn06NGaNWtWQCfGX375RQ888EC9z0hPT9cDDzyg559/3m9F4N4hZDRlZ2frpptu0t///ne/8eLiYk2bNi3olruazjvvPPXp00c33XSTb2zjxo3Kz89XZmZm0Gv2Lnhe7c033/QrZj9r1ix16dIl1JcSYNiwYZo0aZJuv/12vxpXu3fvDvm1tWrVSk8++aT222+/iOfRlNhsNv373//WBRdcoBUrVvjG3W63Zs2aVWeB+Ly8PF166aW64447oj6vo48+Wpdeeqmeeuopv/H169cHbAGvjWmamjBhQtCuyNU6duyo7Oxsv3Drp59+8gthL730Ut1www2S4vf+aGx//vOfNXHiRN15551+4fKvv/6qyZMn13u9zWbTww8/XOff/THHHBP0/VhWVqa3335bb7/9dr3PMU1Tt99+u4YNG1bvuQAQb2wLBQBgHzFixAi9/fbbOv7448Puore35ORkXXvttZo2bVpIwVq1zMxMvfDCCxo7dmxEtaxGjhypl156qdbi5bWpDvbCKYZ96KGHavr06fWGLDabTU888UTQTqn1GT58uN59910dccQR6tu3r9+fLVy4MGgIGg2jR4/WjTfeKJstvN+xdujQQc8884xuvfVW9e/f3+/PPB6PPvvss1qvPeqoo4I2vNjbjz/+GNZ8ghk5cqReeOGFsDs8St7A56233qozMGiO0tLS9PLLLwfU2qpLly5d9NRTTwXdVhktN9xwg8aPHx/QTTgU1SFosIYtezNN0y/kCqbm11083h/xcMYZZ+jpp59Wu3btwrquXbt2mjJlio4++uh6z61+P0YSmrdp00ZPPvmkzjnnnLCvBYB4IFwDAGAf0qFDBz388MN6//33deWVV6p3794hdXK0LEv9+vXTzTffrI8++kjjxo2LaNucw+HQbbfdplmzZumss85SdnZ2nec7nU6ddNJJevXVVzVp0iQlJyeH/UzJGwg+/fTTuvvuu9W5c+eg5xiGoYMOOkhPPPGEXnjhhZBruqWlpenFF1/UhAkT1LVr1zrPTU9P10knnaTXXntNjz76qO/1n3jiiX7nFRUV6b///W9Iz4/ERRddpGnTpmnYsGF1fv5tNpsGDhyoiRMnaubMmTriiCMkeWuS9enTx+/cmh1Wa5o8ebJOO+20Wrd+rly5MsxXEdygQYP03nvv6e6779YBBxxQ51bTxMREHX/88Xr11Vf1xBNPhF3Hr7lITEzUP//5T7300ksaMmRIrX8n6enp+stf/qK33nqr3q/laLjwwgv17rvv6vzzzw8pNO/WrZtuvPFGffjhh/rTn/4U0jNOPvlkPfDAAwF1xqoF+7qLx/sjHg477DC9//77uvnmm9WjR486z23Xrp1uvPFGvfPOO0FXotZm0KBBevfdd3XffffpwAMPrDe07Nq1q8aPH6/33nsv5M8xADQFhicWPbYBAECzUVRUpJ9++kkbNmzQ9u3bVVRUpPLycjmdTqWlpalTp07q0aNHQMH4aFm1apXWrFmj/Px87d69Wy6XS2lpaerWrZt69uwZdoj32GOP+W1tateunebOnet3zrJly7RmzRpt2bJFdrtd7dq10wEHHBCVcGX9+vVatmyZtm3bpsLCQiUlJSkzM1NdunRRz549I64rFisFBQVaunSp1q1bpz179sg0TWVkZKhNmzbq379/1Dv0/f777/r666+1adMmlZeXKykpSW3atFHv3r19ta+iaefOnfr222+1detW7dixQ5KUkZGhrl27qk+fPgEdNfcF+fn5WrJkidavX6+SkhJlZWUpLy9PBx54YNxqzXk8Hv36669auXKl771TWVmppKQktWvXTn369FGbNm0ivn9JSYm+/vpr/fzzzyooKJDD4VBmZqY6duxYZ1jU2O+PeNq8ebPv366dO3fK5XIpKytLffv2jWg1aDAFBQVasmSJ7/1YUVGh5ORk5eTkqG/fvi024AbQ8hGuAQCAFiWUcA0AAACIlqb1q1MAAAAAAACgGSFcAwAAAAAAACJEuAYAAAAAAABEiHANAAAAAAAAiBDhGgAAAAAAABAhwjUAAAAAAAAgQoRrAAAAAAAAQIQI1wAAAAAAAIAIGR6PxxPvSQAAAAAAAADNESvXAAAAAAAAgAgRrgEAAAAAAAARIlwDAAAAAAAAIkS4BgAAAAAAAESIcA0AAAAAAACIEOEaAAAAAAAAECHCNQAAAAAAACBChGsAAAAAAABAhAjXAAAAAAAAgAgRrgEAAAAAAAARIlwDAAAAAAAAIkS4BgAAAAAAAESIcA0AAAAAAACIEOEaAAAAAAAAECHCNQAAAAAAACBChGsAAAAAAABAhAjXAAAAAAAAgAgRrgEAAAAAAAARIlwDAAAAAAAAIvT/sPQGi350pswAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, (ax1) = plt.subplots()\n", "\n", "ax1.semilogx(sfs_list[0]['x-diffs'], boot_sf_vx_mean,label=r'x-dir',color='tab:blue')\n", "ax1.semilogx(sfs_list[0]['y-diffs'], boot_sf_vy_mean, label=r'y-dir', \n", " color='tab:red', linestyle='dashed')\n", "\n", "# Shade in the confidence regions\n", "ax1.fill_between(sfs_list[0]['x-diffs'],boot_sf_vx_conf[0],\n", " boot_sf_vx_conf[1],color='tab:blue',alpha=0.3,edgecolor=None)\n", "ax1.fill_between(sfs_list[0]['y-diffs'],boot_sf_vy_conf[0],\n", " boot_sf_vy_conf[1],color='tab:red',alpha=0.3,edgecolor=None)\n", "\n", "ax1.set_ylabel(r\"Structure function\")\n", "ax1.set_xlabel(r\"Separation distance\")\n", "ax1.set_xlim(3e-2,3e0)\n", "ax1.legend()\n", "plt.hlines(0,3e-2,3e0,color='k',lw=1,zorder=0)\n", "plt.title('Advective velocity structure functions');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This same process can be repeated for the other types of structure functions as described in the previous example." ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.6" } }, "nbformat": 4, "nbformat_minor": 2 }