{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(example_5)=\n", "\n", "# Modelling win-frequency bias in the Iowa Gambling Task\n", "\n", "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ilabcode/pyhgf/blob/master/docs/source/notebooks/Example_5_Iowa_Gambling_Task_Long.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{admonition} Authors\n", ":class: tip\n", "\n", "- Aleksandrs Baskakovs, Aarhus University, Denmark (aleks@mgmt.au.dk)\n", "- Nicolas Legrand, Aarhus University, Denmark ()\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook provides a step-by-step implementation of an HGF-based computational cognitive model for the **Iowa Gambling Task**, with a specific focus on modelling the win-frequency bias." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n" ] } ], "source": [ "from functools import partial as Partial\n", "\n", "import arviz as az\n", "import jax\n", "import jax.numpy as jnp\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", "import pytensor.tensor as pt\n", "import seaborn as sns\n", "from jax import grad, jit\n", "from jax import grad as jax_grad\n", "from jax.nn import softmax\n", "from jax.tree_util import Partial\n", "from pytensor.graph import Apply, Op\n", "from pytensor.graph.op import Op\n", "from scipy.special import softmax\n", "\n", "from pyhgf.math import binary_surprise\n", "from pyhgf.model import HGF, Network\n", "from pyhgf.utils import beliefs_propagation\n", "\n", "jax.config.update(\"jax_enable_x64\", True) # this is required for the softmax\n", "\n", "plt.rcParams[\"figure.constrained_layout.use\"] = True" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulating data\n", "\n", "Below we simulate the data for the four decks according to the reward dynamics described in {cite:p}`Ahn2014`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deck 1\n", "\n", "Deck 1, one of the disadvantageous decks, has a baseline reward of 100 but has a high likelihood (50%) of also containing a punishment of -150 to -350. This means that in 50% of the cases, the total reward will be 100 and in the other 50% of cases it will be 100 - (150 to 350)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total value of Deck 1: -2275.0\n" ] } ], "source": [ "num_trials = 100\n", "\n", "# set default value to 100.0\n", "deck1 = np.ones(num_trials) * 100.0\n", "\n", "# 50% chance to add something between -150 and -350\n", "deck1 += np.random.choice(\n", " [-150, -175, -200, -225, -250, -275, -300, -325, -350], size=num_trials\n", ") * np.random.binomial(1, 0.5, num_trials)\n", "\n", "print(f\"Total value of Deck 1: {deck1.sum()}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deck 2\n", "\n", "Deck 2, the other disadvantageous deck, has a baseline reward of 100 and a low likelihood (10%) of a high loss of -1250. This means that in 90% of the cases the total reward will be 100 and in 10% of the cases it will be 100 - 1250." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total value of Deck 2: -7500.0\n" ] } ], "source": [ "# set default value to 100.0\n", "deck2 = np.ones(num_trials) * 100.0\n", "\n", "# 50% chance to add something between -150 and -350\n", "deck2 += -1250.0 * np.random.binomial(1, 0.1, num_trials)\n", "\n", "print(f\"Total value of Deck 2: {deck2.sum()}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deck 3\n", "\n", "Deck 3 is one of the advantageous decks and has the same structure as Deck 1, but with a baseline reward of 50 and 50% likelihood of a punishment of -25 to -75. Even though its baseline reward is lower than that of Deck 1, it has a higher total value due to the lower punishment magnitude." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total value of Deck 3: 2550.0\n" ] } ], "source": [ "# set default value to 100.0\n", "deck3 = np.ones(num_trials) * 50.0\n", "\n", "# 50% chance to add something between -150 and -350\n", "deck3 += np.random.choice([-25, -50, -75], size=num_trials) * np.random.binomial(\n", " 1, 0.5, num_trials\n", ")\n", "\n", "print(f\"Total value of Deck 3: {deck3.sum()}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deck 4\n", "\n", "Deck 4 is the other advantageous deck, which mirrors the structure of Deck 2, but with a baseline reward of 50 and a 10% likelihood of a punishment of -250. Again, even though its baseline reward is lower than that of Deck 2, it has a higher total value due to the lower punishment magnitude." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total value of Deck 4: 2500.0\n" ] } ], "source": [ "# set default value to 100.0\n", "deck4 = np.ones(num_trials) * 50.0\n", "\n", "# 50% chance to add something between -150 and -350\n", "deck4 += -250 * np.random.binomial(1, 0.1, num_trials)\n", "\n", "print(f\"Total value of Deck 4: {deck4.sum()}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below, we combine the decks into a list, scale the values and plot the time series of the rewards for each deck." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Turning the above code into a single function\n", "def generate_decks(num_trials):\n", " \"\"\"Simulate a dataset.\"\"\"\n", " # Set a random seed for reproducibility\n", " np.random.seed(77)\n", "\n", " # set default value to 100.0\n", " deck1 = np.ones(num_trials) * 100.0\n", "\n", " # 50% chance to add a value between -150 and -350\n", " deck1 += np.random.choice(\n", " [-150, -175, -200, -225, -250, -275, -300, -325, -350], size=num_trials\n", " ) * np.random.binomial(1, 0.5, num_trials)\n", "\n", " print(f\"Total value of Deck 1: {deck1.sum()}\")\n", "\n", " # set default value to 100.0\n", " deck2 = np.ones(num_trials) * 100.0\n", "\n", " # 10% chance to add -1250\n", " deck2 += -1250.0 * np.random.binomial(1, 0.1, num_trials)\n", "\n", " print(f\"Total value of Deck 2: {deck2.sum()}\")\n", "\n", " # set default value to 100.0\n", " deck3 = np.ones(num_trials) * 50.0\n", "\n", " # 50% chance to add a value between -25 and -75\n", " deck3 += np.random.choice([-25, -50, -75], size=num_trials) * np.random.binomial(\n", " 1, 0.5, num_trials\n", " )\n", "\n", " print(f\"Total value of Deck 3: {deck3.sum()}\")\n", "\n", " # set default value to 100.0\n", " deck4 = np.ones(num_trials) * 50.0\n", "\n", " # 50% chance to add -250\n", " deck4 += -250 * np.random.binomial(1, 0.1, num_trials)\n", "\n", " print(f\"Total value of Deck 4: {deck4.sum()}\")\n", "\n", " decks = [deck1, deck2, deck3, deck4]\n", "\n", " # Scale the decks down by 4\n", " decks = [deck / 100 for deck in decks]\n", "\n", " return decks" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total value of Deck 1: -3875.0\n", "Total value of Deck 2: -2500.0\n", "Total value of Deck 3: 2350.0\n", "Total value of Deck 4: 1750.0\n" ] } ], "source": [ "num_trials = 100\n", "decks = generate_decks(num_trials=num_trials)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize the decks\n", "\n", "# the HGF trials start at 1 - 0 being the prior\n", "trials = np.arange(num_trials) + 1\n", "\n", "_, axs = plt.subplots(figsize=(12, 5), nrows=4, sharex=True, sharey=True)\n", "\n", "for i, u, label, color in zip(\n", " range(4),\n", " [decks[0], decks[1], decks[2], decks[3]],\n", " [\"Deck1\", \"Deck2\", \"Deck3\", \"Deck4\"],\n", " [\"firebrick\", \"firebrick\", \"seagreen\", \"seagreen\"],\n", "):\n", " axs[i].scatter(\n", " trials, u, label=\"outcomes\", alpha=0.6, s=15, color=\"gray\", edgecolor=\"k\"\n", " )\n", " axs[i].plot(trials, u, \"--\", color=color, linewidth=1)\n", " axs[i].set_ylabel(label)\n", "sns.despine();\n", "# Save the plot\n", "# plt.savefig(\"plots/decks.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Building the model\n", "\n", "Now we build a model with 4 HGFs, one for each deck. Every HGF will have the same structure - the **continuous input** nodes have a value parent - the **x1** node, which in turn has its own value parent - **x2** node. The **x1** nodes will have the *autoconnection_strength* parameter, which will model the agent's bias towards decks with high reward frequency." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perceptual model" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "hgf-nodes\n", "\n", "\n", "\n", "x_0\n", "\n", "0\n", "\n", "\n", "\n", "x_1\n", "\n", "1\n", "\n", "\n", "\n", "x_2\n", "\n", "2\n", "\n", "\n", "\n", "x_3\n", "\n", "3\n", "\n", "\n", "\n", "x_4\n", "\n", "4\n", "\n", "\n", "\n", "x_4->x_0\n", "\n", "\n", "\n", "\n", "\n", "x_5\n", "\n", "5\n", "\n", "\n", "\n", "x_5->x_1\n", "\n", "\n", "\n", "\n", "\n", "x_6\n", "\n", "6\n", "\n", "\n", "\n", "x_6->x_2\n", "\n", "\n", "\n", "\n", "\n", "x_7\n", "\n", "7\n", "\n", "\n", "\n", "x_7->x_3\n", "\n", "\n", "\n", "\n", "\n", "x_8\n", "\n", "8\n", "\n", "\n", "\n", "x_8->x_4\n", "\n", "\n", "\n", "\n", "\n", "x_9\n", "\n", "9\n", "\n", "\n", "\n", "x_9->x_5\n", "\n", "\n", "\n", "\n", "\n", "x_10\n", "\n", "10\n", "\n", "\n", "\n", "x_10->x_6\n", "\n", "\n", "\n", "\n", "\n", "x_11\n", "\n", "11\n", "\n", "\n", "\n", "x_11->x_7\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "autoconnection_strength = 0.2\n", "tonic_volatility = -1.0\n", "\n", "# Continuous-state nodes that receive inputs\n", "two_levels_continuous_hgf = (\n", " Network().add_nodes(\n", " kind=\"continuous-state\", n_nodes=4, precision=5.0\n", " ) # replaces \"continuous-input\"\n", ")\n", "\n", "# Value parents for each of the 4 lower nodes\n", "for child in range(4):\n", " two_levels_continuous_hgf = two_levels_continuous_hgf.add_nodes(\n", " kind=\"continuous-state\",\n", " value_children=child,\n", " precision=5.0,\n", " mean=1.0,\n", " tonic_volatility=tonic_volatility,\n", " autoconnection_strength=autoconnection_strength,\n", " )\n", "\n", "# Value parents for the value parents (stacked hierarchy)\n", "for parent_idx in range(4, 8):\n", " two_levels_continuous_hgf = two_levels_continuous_hgf.add_nodes(\n", " kind=\"continuous-state\",\n", " value_children=parent_idx,\n", " precision=1.0,\n", " )\n", "\n", "# Visualize network structure\n", "two_levels_continuous_hgf.plot_network()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Make our input vector - time x branches\n", "u = np.array(decks).T\n", "\n", "# Let's feed our hgf the data\n", "two_levels_continuous_hgf.input_data(input_data=u);" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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E3wNKieLiYkyfPh0FBQV4/vnnkZmZCZlMhq+++govvPACBEHotIzRLM8IIZ2uKxIBmX71q19h0aJFEcucbskXCzNnzsTXX3+NZ555BlOnTg2zYIvGpEmTsHHjRjidTuzatQuPPvoohg0bBoPBgK1bt+LIkSPQaDQYNWpUp2Vqy5k8r08++SQeeeQR3HrrrXj88ccRHx8PlmWxZMmSiPdANFnO9LWPRHfv4YULF2L79u343e9+h5EjR0Kj0UAQBFx66aVduv8BID4+HnK5HLW1tWG/BbadHgctGm+99RYeeugh3Hnnnfjzn//cJXkoFAqFQukPUGUXhUKhUCgdMGvWLHAch3fffRc33HBDr8hgNBqhUqlw7NixsN+OHj0KlmXDLGViJS8vD/v27cP06dPDrKza8vnnn8PtduOzzz4LsdZp6+YYqA8QlYP5+fldkqkjsrOzIQhC0BorwOnnJ5Cpkef5Di3s8vLy8OOPP8Lr9Ya43UXivPPOw5133ok5c+ZgwYIF+OSTT2KyCJs8eTJWrlyJ999/HzzP44ILLgDLspg0aVJQ2XXBBRd06H7a3nU603z44YeYNm0a/vWvf4VsN5vNZyQY+okTJ8K2HT9+HCqVKmiNqFQqI5Y7/X6I9R6OREtLCzZu3Ijly5eHBNGPdNzOXB+WZTF8+HDs3Lkz7Lcff/wRAwYMiCk4/aefforbbrsNV111FV599dWYj0+hUCgUSn+ExuyiUCgUCqUDsrKycOutt2Lt2rV45ZVXIpY5k9YogGgFM2PGDHz66acoKysLbq+vr8d7772HSZMmQafTdanuhQsXorq6Gm+++WbYb06nM5jJMaCAadtWi8WClStXhuwzY8YMaLVaPPXUU0E3rAA9dZ4CmRr//ve/h2x/8cUXQ/7nOA5XX301PvroIxw8eDCsnoAbHABcffXVaGxsjHiNI8l98cUX4/3338fXX3+NG2+8MSbLnoB74tNPP42ioqKgy9zkyZOxceNG7Ny5MyYXRrVaDbPZ3GG5MwHHcWHnY/Xq1aiurj4jx/vhhx9C4mFVVlbi008/xYwZM8BxHDiOw8yZM7FmzRpUVFQEyx05cgTr1q0Lkx3o+B6ORKR9gfB7DhCvD4CYr9H8+fPx888/hyi8jh07hm+//RYLFiwIKXv06NGQdgJiHLhrr70WF154Id59991gTDUKhUKhUM5VqGUXhUKhUCgx8OKLL6K0tBSLFy/G+++/j7lz5yIpKQmNjY3Ytm0bPv/884jxtHqSJ554AuvXr8ekSZNw1113QSKR4PXXX4fb7cYzzzzT5XpvvPFGrFq1CnfeeSc2bdqEiRMngud5HD16FKtWrcK6deswduxYzJgxAzKZDHPnzsUdd9wBm82GN998E0lJSSEuWDqdDi+88AJuu+02jBs3Dtdffz3i4uKwb98+OBwO/Oc//+n2uRg5ciSuu+46rFixAhaLBRdccAE2btyIkydPhpX961//ik2bNmHChAm4/fbbMXToUDQ3N2P37t3YsGEDmpubAYiB1N9++2389re/xU8//YTJkyfDbrdjw4YNuOuuu3D55ZeH1X3FFVdg5cqVuOmmm6DT6fD666+3K3d+fj5SUlJw7NixkED4F154IR566CEAiEnZNWbMGPzjH//AE088gfz8fCQlJQUTCvQEzz//PFQqVcg2lmXxxz/+EXPmzMFjjz2GW265BRdccAEOHDiAd999NyRxQk8ybNgwzJw5E/feey/kcjlWrFgBAFi+fHmwzPLly/H1119j8uTJuOuuu+Dz+fDyyy+jsLAwJP5brPdwJHQ6HS688EI888wz8Hq9SE9PxzfffIPS0tKwsoGA+n/6059w7bXXQiqVYu7cuUEl2OncddddePPNNzF79mw8+OCDkEqleP7555GcnIwHHnggpOyQIUMwZcoUbN68GYAYv27evHlgGAbz58/H6tWrQ8oXFRV1yVWXQqFQKJRfNL2SA5JCoVAolF5k5cqVBAD5+eefI/4+ZcoUUlhYGLbd5/ORlStXkosuuojEx8cTiURCEhMTyfTp08lrr71GnE5nSHkA5O677+60fKWlpQQAefbZZ8N+2717N5k5cybRaDREpVKRadOmke3bt3eqfZHweDzk6aefJoWFhUQul5O4uDgyZswYsnz5cmKxWILlPvvsM1JUVEQUCgXJyckhTz/9NPn3v/9NAJDS0tKQOj/77DNywQUXEKVSSXQ6HRk/fjz53//+F/w92nletGgRyc7O7lBmp9NJ7r33XpKQkEDUajWZO3cuqaysJADI0qVLQ8rW19eTu+++m2RmZhKpVEpSUlLI9OnTyRtvvBFSzuFwkD/96U8kNzc3WG7+/PmkuLiYEBL92qxYsYIAIA8++GCHci9YsIAAIB988EFwm8fjISqVishksrD7KHA9257furo6Mnv2bKLVagkAMmXKlJCyp1/7TZs2EQBk06ZN7cq2dOlSAiDih+M4QgghLpeLPPDAAyQ1NZUolUoyceJE8sMPP5ApU6YE5Wh7zNWrV0dsz+kyBo5tMpmC2wLP0H//+18ycOBAIpfLyahRoyK2Y8uWLWTMmDFEJpORAQMGkNdeey1YZ1s6cw+fTlVVFbnyyiuJwWAger2eLFiwgNTU1ES85x5//HGSnp5OWJaNqe7Kykoyf/58otPpiEajIXPmzCEnTpwIK9f2ehNy6jxH+5wuF4VCoVAo5wIMIWfY74JCoVAoFAqFQqFQKBQKhUI5S1CHfgqFQqFQKBQKhUKhUCgUSr+BKrsoFAqFQqFQKBQKhUKhUCj9BqrsolAoFAqFQqFQKBQKhUKh9BuosotCoVAoFAqFQqFQKBQKhdJvoMouCoVCoVAoFAqFQqFQKBRKv4EquygUCoVCoVAoFAqFQqFQKP0GquyiUCgUCoVCoVAoFAqFQqH0G6iyi0KhUCgUCoVCoVAoFAqF0m+gyi4KhUKhUCgUCoVCoVAoFEq/gSq7KBQKhUKhUCgUCoVCoVAo/Qaq7KJQKBQKhUKhUCgUCoVCofQbqLKL0uNMnToVU6dO7W0xKBQKhUKhUCgUCoXSRykrKwPDMHjrrbd6WxRKP4QquzrgwIEDmD9/PrKzs6FQKJCeno5LLrkEL7/8cki5J598EmvWrOnycQ4fPoxly5ahrKysewKfxubNm8EwDBiGwa5du8J+v/nmm6HRaHr0mGeaSy65BAzD4J577ultUSgUCoVCoVAoFAqlTxDr3JUSTm1tLf7whz9g2rRp0Gq1YBgGmzdvjlh26tSpwTl228+ll14aUu7mm2+OWC7wqa6u7lCu6upqLFy4EAaDATqdDpdffjlKSkra3ef7778PHqOxsTHmc9DfkPS2AH2Z7du3Y9q0acjKysLtt9+OlJQUVFZWYseOHXjppZewePHiYNknn3wS8+fPxxVXXNGlYx0+fBjLly/H1KlTkZOT0zMNOI1ly5bh888/PyN1ny0+/vhj/PDDD70tBoVCoVAoFAqFQqH0GTozd+0rZGdnw+l0QiqV9rYoOHbsGJ5++mkMHDgQw4cP73DOmZGRgaeeeipkW1paWsj/d9xxBy6++OKQbYQQ3HnnncjJyUF6enq7x7DZbJg2bRosFgv++Mc/QiqV4oUXXsCUKVOwd+9eJCQkhO0jCAIWL14MtVoNu93ebv39Harsaoe//OUv0Ov1+Pnnn2EwGEJ+a2ho6B2husjIkSPxxRdfYPfu3Rg9enRvi9MlXC4XHnjgATz00EN49NFHe1scCoVCoVAoFAqFQukTnK25q91uh1qt7lYdPp8PgiBAJpNBoVD0kGTdY8yYMWhqakJ8fDw+/PBDLFiwoN3yer0ev/rVr9otc/755+P8888P2fb999/D4XDghhtu6FCmFStW4MSJE/jpp58wbtw4AMCsWbMwbNgwPPfcc3jyySfD9nnjjTdQWVmJ2267DS+99FKHx+jPUDfGdiguLkZhYWFYZwEASUlJwe8Mw8But+M///lP0Fzw5ptvBgCUl5fjrrvuwuDBg6FUKpGQkIAFCxaEuCu+9dZbwYdp2rRpwTramk2uXbsWkydPhlqthlarxezZs3Ho0KGY27J48WLExcVh2bJlMZVfsWIFCgsLIZfLkZaWhrvvvhtmszms3BtvvIG8vDwolUqMHz8eW7dujVif2+3G0qVLkZ+fD7lcjszMTPz+97+H2+2OuQ3PPPMMBEHAgw8+GPM+FAqFQqFQKBQKhdLfiXXu2l6cLIZhQuaLy5YtA8MwOHz4MK6//nrExcVh0qRJAE6FwykpKcHMmTOhVquRlpaGxx57DISQsOP97W9/w4svvoi8vDzI5XIcPnw4oix1dXW45ZZbkJGRAblcjtTUVFx++eVh4X5imR97vV4cPXoUtbW1HZ4/rVaL+Pj4Dsu1xefzwWazdWqf9957DwzD4Prrr++w7Icffohx48YFFV0AUFBQgOnTp2PVqlVh5Zubm/HnP/8Zjz32WMT74FyDKrvaITs7G7t27cLBgwfbLffOO+9ALpdj8uTJeOedd/DOO+/gjjvuAAD8/PPP2L59O6699lr8/e9/x5133omNGzdi6tSpcDgcAIALL7wQ9957LwDgj3/8Y7COIUOGBOufPXs2NBoNnn76aTzyyCM4fPgwJk2aFHOML51Oh/vvvx+ff/45du/e3W7ZZcuW4e6770ZaWhqee+45XH311Xj99dcxY8YMeL3eYLl//etfuOOOO5CSkoJnnnkGEydOxLx581BZWRlSnyAImDdvHv72t79h7ty5ePnll3HFFVfghRdewDXXXBOT/BUVFfjrX/+Kp59+GkqlMqZ9KBQKhUKhUCgUCuVcINa5a1dYsGABHA4HnnzySdx+++3B7TzP49JLL0VycjKeeeYZjBkzBkuXLsXSpUvD6li5ciVefvll/OY3v8Fzzz0XVbF09dVX45NPPsEtt9yCFStW4N5774XVakVFRUWwTKzz4+rqagwZMgQPP/xwz50MP8ePHw8q2lJSUvDII4+EzJUj4fV6sWrVKlxwwQUdhi4SBAH79+/H2LFjw34bP348iouLYbVaQ7Y/8sgjSElJCeoiznkIJSrffPMN4TiOcBxHzj//fPL73/+erFu3jng8nrCyarWaLFq0KGy7w+EI2/bDDz8QAOTtt98Oblu9ejUBQDZt2hRS1mq1EoPBQG6//faQ7XV1dUSv14dtP51NmzYRAGT16tXEbDaTuLg4Mm/evODvixYtImq1Ovh/Q0MDkclkZMaMGYTn+eD2V155hQAg//73vwkhhHg8HpKUlERGjhxJ3G53sNwbb7xBAJApU6YEt73zzjuEZVmydevWENlee+01AoBs27at3TYQQsj8+fPJBRdcEPwfALn77rs73I9CoVAoFAqFQqFQ+juxzl1LS0sJALJy5cqwOgCQpUuXBv9funQpAUCuu+66sLKLFi0iAMjixYuD2wRBILNnzyYymYyYTKaQ4+l0OtLQ0NCuLC0tLQQAefbZZ6O2szPz40D9kebp7RFtbh7g1ltvJcuWLSMfffQRefvtt8m8efMIALJw4cJ26/38888JALJixYoOZTCZTAQAeeyxx8J+e/XVVwkAcvTo0eC2ffv2EY7jyLp16wghp65d4Dqci1DLrna45JJL8MMPP2DevHnYt28fnnnmGcycORPp6en47LPPYqqjrRWS1+tFU1MT8vPzYTAYOrSwAoD169fDbDbjuuuuQ2NjY/DDcRwmTJiATZs2xdwevV6PJUuW4LPPPsOePXsiltmwYQM8Hg+WLFkClj11e9x+++3Q6XT48ssvAQA7d+5EQ0MD7rzzTshksmC5m2++GXq9PqTO1atXY8iQISgoKAhpw0UXXQQAHbZh06ZN+Oijj/Diiy/G3FYKhUKhUCgUCoVCOVfoiblrNO68886ov91zzz3B7wzD4J577oHH48GGDRtCyl199dUwGo3tHkepVEImk2Hz5s1oaWmJWKYz8+OcnBwQQiK6bHaHf/3rX1i6dCmuuuoq3Hjjjfj0009x++23Y9WqVdixY0fU/d577z1IpVIsXLiww2M4nU4AgFwuD/stEOcsUAYA7r33XsyaNQszZszobHP6LVTZ1QHjxo3Dxx9/jJaWFvz00094+OGHYbVaMX/+fBw+fLjD/Z1OJx599FFkZmZCLpcjMTERRqMRZrMZFoulw/1PnDgBALjoootgNBpDPt98802ngw3ed999MBgMUWN3lZeXAwAGDx4csl0mk2HAgAHB3wN/Bw4cGFJOKpViwIABYW04dOhQmPyDBg0C0H7ARJ/Ph3vvvRc33nhjiK8yhUKhUCgUCoVCoVBO0d25azRyc3MjbmdZNmzuF5jjnR5uJ1odbZHL5Xj66aexdu1aJCcn48ILL8QzzzyDurq6YJmenh/3FA888AAAhCn5AthsNnz66aeYOXNmxCyKpxMwmokU49rlcoWU+eCDD7B9+3Y899xzXZK9v0KzMcaITCYLBocbNGgQbrnlFqxevTqiP3JbFi9ejJUrV2LJkiU4//zzodfrwTAMrr32WgiC0OFxA2XeeecdpKSkhP0ukXTuEgasu5YtWxbVuqunEQQBw4cPx/PPPx/x98zMzKj7vv322zh27Bhef/31sA7TarWirKwMSUlJUKlUPSkyhUKhUCgUCoVCofwiaW/uyjBMxH14no9aX0/ETI61jiVLlmDu3LlYs2YN1q1bh0ceeQRPPfUUvv32W4waNarH58c9RWBO29zcHPH3NWvWxJyFEQDi4+Mhl8sjBtcPbEtLSwMA/O53v8OCBQsgk8mCc+ZAcrnKykp4PJ5g2XMJquzqAoEgcW1vvGidxocffohFixaFaFldLldYZsNo++fl5QEQM2hcfPHF3RE7yJIlS/Diiy9i+fLlYVkasrOzAQDHjh0L0dJ7PB6UlpYGZQiUO3HiRNAdERBdNUtLSzFixIiQNuzbtw/Tp0+P2s5oVFRUwOv1YuLEiWG/vf3223j77bfxySef4IorruhUvRQKhUKhUCgUCoXS3zl97hoXFwcAYfPRgOdOZxAEASUlJUFrLkAM3A6gwwDs7ZGXl4cHHngADzzwAE6cOIGRI0fiueeew3//+98zMj/uCUpKSgAgqqvmu+++C41Gg3nz5sVUH8uyGD58OHbu3Bn2248//ogBAwZAq9UCEBVa7733Ht57772wsqNHj8aIESOwd+/eGFvSf6BujO2wadOmkLSpAb766isAoa5+arU6rMMAAI7jwup4+eWXwzTnarUaQHinM3PmTOh0Ojz55JMRszuYTKaY2tKWgHXXp59+GnbTX3zxxZDJZPj73/8eIve//vUvWCwWzJ49G4DYaRqNRrz22mvweDzBcm+99VZYGxYuXIjq6mq8+eabYbI4nU7Y7faosl577bX45JNPwj4AcNlll+GTTz7BhAkTOnsKKBQKhUKhUCgUCqXfEOvcVafTITExEd99911IuRUrVnTpuK+88krwOyEEr7zyCqRSKaZPn97puhwOR9BFL0BeXh60Wm3Qna8z82Ov14ujR49GtI7qKq2trWGuhYQQPPHEE0H5Ism0YcMGXHnllVE9kioqKnD06NGQbfPnz8fPP/8covA6duwYvv32WyxYsCC4LdJ8+ZprrgEgGoi88MILXWvsLxxq2dUOixcvhsPhwJVXXomCggJ4PB5s374dH3zwAXJycnDLLbcEy44ZMwYbNmzA888/j7S0NOTm5mLChAmYM2cO3nnnHej1egwdOhQ//PADNmzYEOanO3LkSHAch6effhoWiwVyuRwXXXQRkpKS8I9//AM33ngjRo8ejWuvvRZGoxEVFRX48ssvMXHixJAOJlbuu+8+vPDCC9i3b19Q0QaImuiHH34Yy5cvx6WXXop58+bh2LFjWLFiBcaNG4df/epXAMTYXE888QTuuOMOXHTRRbjmmmtQWlqKlStXhvlt33jjjVi1ahXuvPNObNq0CRMnTgTP8zh69ChWrVqFdevWRUypCgAFBQUoKCiI+Ftubi616KJQKBQKhUKhUCjnPJ2Zu952223461//ittuuw1jx47Fd999F7TI6gwKhQJff/01Fi1ahAkTJmDt2rX48ssv8cc//rHDYPSROH78OKZPn46FCxdi6NChkEgk+OSTT1BfX49rr70WgKisi3V+XF1djSFDhmDRokUxBakPKKwOHToEQHSV/P777wEAf/7znwEAu3fvxnXXXYfrrrsO+fn5cDqd+OSTT7Bt2zb85je/wejRo8Pq/eCDD+Dz+dp1YbzpppuwZcuWEIXlXXfdhTfffBOzZ8/Ggw8+CKlUiueffx7JycnBGGEAIs6JA0Yts2bNQmJiYodt75f0XiLIvs/atWvJrbfeSgoKCohGoyEymYzk5+eTxYsXk/r6+pCyR48eJRdeeCFRKpUh6U1bWlrILbfcQhITE4lGoyEzZ84kR48eJdnZ2WEpUN98800yYMAAwnFcWKrTTZs2kZkzZxK9Xk8UCgXJy8sjN998M9m5c2e7bdi0aRMBQFavXh32WyAdqVqtDvvtlVdeIQUFBUQqlZLk5GTyf//3f6SlpSWs3IoVK0hubi6Ry+Vk7Nix5LvvviNTpkwhU6ZMCSnn8XjI008/TQoLC4lcLidxcXFkzJgxZPny5cRisbTbhkgAIHfffXen96NQKBQKhUKhUCiU/kZn5q4Oh4P8+te/Jnq9nmi1WrJw4ULS0NBAAJClS5cGywXmiyaTKex4ixYtImq1mhQXF5MZM2YQlUpFkpOTydKlSwnP88FypaWlBAB59tlnw+oI/LZy5UpCCCGNjY3k7rvvJgUFBUStVhO9Xk8mTJhAVq1aFbZvLPPjQP2nz7ujASDqJ0BJSQlZsGABycnJIQqFgqhUKjJmzBjy2muvEUEQItZ73nnnkaSkJOLz+aIee8qUKSSSeqayspLMnz+f6HQ6otFoyJw5c8iJEyc6bEt71+5cgSEkgq0jhUKhUCgUCoVCoVAoFEoEbr75Znz44Yew2Wy9LQqFEhEas4tCoVAoFAqFQqFQKBQKhdJvoMouCoVCoVAoFAqFQqFQKBRKv4EquygUCoVCoVAoFAqFQqFQKP0GGrOLQqFQKBQKhUKhUCgUCoXSb6CWXRQKhUKhUCgUCoVCoVAolH4DVXZRKBQKhUKhUCgUCoVCoVD6DVTZFQFBEFBVVQVBEHpbFAqFQqFQKBQKhUKhUCgUSiegyq4I1NTUIDMzEzU1Nb0tCoVCoVAoFAqFQqFQKBQKpRNQZReFQqFQKBQKhUKhUCgUCqXfQJVdFAqFQqFQKBQKhUKhUCiUfgNVdlEoFAqFQqFQKBQKhUKhUPoNVNlFoVAoFAqFchomkwlbtmwBIaS3RaFQKBQKhUKhdBKq7KJQKBQKhUI5jYMHD+Kzzz6D1+vtbVEoFAqFQqFQKJ1E0tsCUHqe4uJifPHFF6isrERmZibmzJmDvLy8PnHMnpatN9rameP29fb25XvlXKOvn5e+fK/01nPR1+XraXqjvb15LWpra1FcXAxBELoke1c4l/qB3np++ot8sULl6zq91f/0l3daX762PU1fb2tPycfzPLxeLyoqKrB582bU1tYiNTUVU6dORVZW1hmQ/BQ9fcxY6+uNtnYVmUwGlqW2TG1hCLXPD6OqqgqZmZmorKxERkZGb4vTKYqLi/H444+DEIK0tDRUV1eDZVk88sgjwU5NEAjMTi+abG5Y3T4MTdVBIeXO6DE7U66nj9vT9Jf29sb5661r1tfp6+elL98rvfVc9HX5epreaG9vX4vnnnsOa9euxccffwydTteFs9Y5zqV+oLeen/4iX6xQ+c68bL3dT50r7ejL9PW29oR8hBDU1dXBbDbD6/XCYrEAADiOA8/zAAC9Xg+pVHpG2tDTx4y1vt5oa3dgWRa5ubmQyWS9LUqfgVp29TO++OILEEJw5ZVXBh/K1Z98infXfI05C65Hk82DFrsHPuGUjrPUZMeEAfHIiFP12DE//vhjfPHFF7jvvvs6Xa6nj9vT9Jf29sb5661r1tfp6+elL98rvfVc9HX5epreaO/ZvBZ337MYbp8Aj0+Ahxf/niyvwuChhaioqMCwYcO6fxJ7qL29RV++tj1NX5cvVqh8Z162/vLOONvlBIHAwwtw+wS4fTwIARLUMki4X55VSl++j3tKvoCiKykpCU6nEyqVClqtFgzDgBACq9UKhUKBxMTEM9KGxsbGHj1mrPX19HHPJIIgoKamBrW1tcjKygLDML0tUp+AKrv6GZWVlUhLS4NL4FBpBaweDp7UEdhb50J+rTXiPm6fgO+ONyLPqMaY7LhOv2gCx+Q40TqM4zikp6ejsrKyS+V6+rgB7G4fAEAt795t/0tp79mur68e85dAXz8vffle6a3noqfKEULEwb5XgMvHw+0VkKCRRe2neuteOVPXgxASdUDWnWOmpaWjtLIaTTY3XD4BTg+P/ZUtkKYW4ISVg5cHfISDJ20kvqvywbizKuz41Q0tGDC0COt37EP+4AIopGd2yHQu9QO99Xz3F/lihcrXdc72u6Cz5fpSO9LS0lFWWQ2zwwO3T4DLy+NgZRPkqYNQZufgFQCfwEFIK8K2KjdSd1bCx4c7FklYBmkGJTLjlUgzKCH9hSi++vJ9DHRfPp7ng4quhIQEVFZWQqFQQC6XB8t4vV4QQqBQKM5IGwJ199QxY62vp497pjEajaipqYHP5+uTlme9wS+jF6HETGZmJqqrq2Hz8GhyAS6fALPZjLj4+A73LTbZ8dXBOjTa3F06ZsC0k+d5VFdXIzMzM+ZyhBDY3D7UWpw4VmfFz2XN+PZoPb4+WIefSptRYrLB4vR26rguL4/yJjt+LGnCZ/tq8OneGny2rwbbTjai2e7pVBt7or0eH4/ymgbEpeWgxGTDwWoLfiptxuZjDfjqQC0+3FWFzccaUG12Rsz+FetxAcDm9uFIbSsaWl3dbgcA+HgBdRZXt7OSdeaY5xJ9/bz0hnw90a/05nEFgcDu9iE+LQcn6yyoaOVR0gocaRawv1GAM7EAH++uwvs/V+Lj3dX48kAtNh5pwPcnG/H5vhpsP9mIlgj9VGfa22z3YHdFC8oa7RCEs/PsBsp5fTzcPGB28Siua4EyJQ97K834obgJ3x6txxf7a7B6ZyVW7azE9ycaUdnsCJOxM8csrW1EsVnA3kbghzoBu8xyWBOGYN2hemw5ZsJPpc1AQjbKzW6YHAJavYDNI6DJ3ApD1PcjQWJKBo4cP4HP91SjxGTr1jnsiHOpH+it57u/yBcrVL6u09P3QE+XI4TA6eHRZHPDx0ePK9jd46ZlZMLs8KDa7MSJeiukyfk4ZPJiX6OA3W3629aEIfjqQB02HmnAtpNNEBJyUWr2osYmoMkFtLgE1Jtt0MYbIyq6AMAnEFQ0O7DtZBM+3l2FLcdNKDHZ4PbxUdvXF+jL9zHQffkCSVpUKtEDSCaTBRU+gHgver3eM+o619PHjLW+3mhrdwjIFbjWFGrZ1e+YM2cO9uzZg3Xr1gHJg2E2m8EwDIqGF4WV5QUBZocX8RoZGIgr6zaXD+sP16MwTYdhaXqwbMcmkIFjfvzxx0hPTw/6gs+ZMydiuY8+/gT6tAGoNrWAV6RAO/RCrNpZiWjv6ma7BycbxO9SjkGiRo4EjQzjps7Erj37gsetrK6BT6JG7rjp+OpALcyO8AxahADlTQ6UNzmQopdjSKoOqXplh23sSntnXTYb2/cfxz+/3A51QiqazRYwqixoBp2PHSXNEeuuMbtQY3ZBLeeQZ9Qgz6iBUsbFdFyPT0BFsx2ljQ6YrKcUllqFBLmJ6pC6YqmPEIL6VjdKG+2obHHAxxNoFRIUZeiRnaDu1Dnr7Llri5cXfjGre12lK+flbNIb8nW2X4lVtsCgWS6JHKews8f9YM0XMKRko9bUDEGRAsOwKfhkTxVcXgGEAOpB58Nyoglrtu6FwWAQ+2SJCoOGjYLLG7nTEwhQ1uRAWYR+qiP53D4eZY0OlJhsaGnTB+6pbMHAJC3ykzRditEYy3lxeXkUTboEGw/V4LWv90AfFye2V5GKxILxOFzTGrHuimYHKpodkElYZMYpkZOoRrJO0eExG21uVDQ7oCyYjOajZny5bc+pcxzhvVc0vAiVFRXYs6f9cgBABAEMgMS0LOzZ+g3cXh92lDSj2GTH+Jx46FU9v2J6LvUDZ+L5JoTA4eHhEwj0yu5dn56STxAI7B4fbG4f7G4frC4fJCyLJJ38rLhsdfb8mWxuGJQyyCRn553bl+/5nr5HO1Nu1569+OCTz5GUmoHq+kYQWTyyx16ELcdNcHp4OL2+4DsGABRSFoNTtBiUrA0bL3XmuDv37sd/Pt8EnTEdDc1mCOoB4PIn4asDdcFyKUPGYVdJPbb82HP9bSR4AahucaK6xQmWAZJ1CmTGK5GiV4JjGHTkoSXlWHAxzGF6gr58HwM9J1/ACluv18PhcMBsNkMqlQaVYXq9vsdlD9DTx4y1vt5oa3egrovh9NsA9a+++iqeffZZ1NXVYcSIEXj55Zcxfvz4mPb9JQeoB8RAhP9d8zX21bkQFx+PouFFMBqN8PICqlocKGu0o7TJgYomOzw8QX6SBvPHZECnCB0cJmhkOD8vIWx7tGN2lOXDxwv4dtcRfLxxBxqazSGydRWTyYRjB/eipckEdXwyhnehvni1FAUpOmQnqGLuJNprb4PVhVKTHRXNDtTUNWD/gf1oaW7uUntZBkgzKDEwWYNUvTLsuJfNng1FfBrKmuyoMTujKgwBgGGAVL0CAxI1yIhTgmWZiO1ITM1CSaMN5U0OODyRVwbiVFIUZRqQbuicohCI7V5xeXmUNdlRarKjxeGFRiFBolqGBI0ciRoZ4lSymBSxvyTOlUw+Z+KYbculZ2TiohmzkJiWCbtbnGTaXL7gdy9PwDJAkk6OrHgVMuJUYcqfjo5rdXlR1ujAT4dLsH3X3g6fb5PJ1K1+AAAMKimGpOqQHa9CaWlJiHyzZ8+G2piOEpMdVS2OdvsBjgWy4tUYnKJFvLpzK5MR+4u0LFS3OFHV4kCT3QNCeqa9KhmH7AQViNWErRvWBo95wUWXgtUloarFAbv7VP8U6zFjLWdvNWPjB29g5nW/wcevPYOF9y0DJxXPF8sAg1O0GJ6u73FlRWeeM49PAMvgrMa46e1sjBkZmbho5iwkpmbC5lceWV3eoDIpcO8rZSxSdEqkGRRI0SuiKrd7Sr5PP/8CJ6pMSEhJx9jzJ0GfkAyr2weH24doRpUsA8SpZTBq5UjSymHUyrskZ3faQQiByepGebMDlc0OuLwCJCyDnEQ1BiVrYFCdeeuFvvzuO1PZCcsqq5GUloVJ06YjMSUdDo8PdjcPu9sHu4dHdW19l/pQmYRFgV/p1VZh2ZF8Da0uHK+3Yffxcuzb33P9aE+8C7oKxwIZcSrkJqqRqleccSVAX76Pgdjl8/gE1FqcUMkkSNTIwDAMXC4XSktLkZubG3Tdc7lcsFgs8Hg8kMlk0Ov1YW59Pn9MNi8v9isyCQcpx3T5WsRyzDNRn9PlQrO5FbzXA7lM2u3jnkkiXatznX6p7Prggw9w00034bXXXsOECRPw4osvYvXq1Th27BiSkpI63P+XruwCgPImOzYda0B5k1+51WhHZYsTvEAgl7DISVQjN0ENrUKCrw/WwUcIrhyZjmHpoZpqCctgVJYBA5O1XZbF4xNwvN6KY3VWuH1nL4V7Z1HLOQxJ1WFAorrTkweb24eyRjtKGu2wuXxnRD6NQoI8o2ihZXX5UNZkR3mTA54unNPAPZBnVMOgkgWVS2WNdjTbwy3iomHUyjEiQ48kXfc7VEEgqLE4UWISFXfteV1xLBCnkiFRK0eiWt5ujCNK/8bHC6i1uFDV4kR9qyuqgjYaDAMkaU8pvtpaP7bF6eFR3mxHWaOjW27Q3UUl4zA4RbTQ8vgElJjsKGm0hSh+YsWolWNwsjao/I4FQggabR5UtThQbXai1Xlm+ru26JVSJGhkqLN0/voGIBBdfkTliA92txdOLw+HR/w4vTycge8eHxwNZUDlXhhGzIBy3we44d4/Qa4KfQ+q5RxGZ8UhM75ryV26isvL42idFcfrrQARFbfpBiXS45RQyXq/H2y0uVHWaEeNxYUBieqwiXdn4QWCEpMNx+ttsLq87b4bIsEwQLxahjS9EqkGBRLUsh6b+AbGN0frrF16F5+OXilFkk4Oo0YOjUICCcsELVRkHNtjizwmqxsVzeKinNMTXW6jVo6BSRpkxav6xAKTy8t3K3v42UQQCKxuH1qdXlicXrS6vGh1+tDq8kZ14+sppByDwSlaDE7RRlWg+ngBZU0OnKi3hlgB9xSCIMDu4WH3+OBw8yH9rcPjEy3UAt+9PDw8QW6iCsPS9MhL0kDC9pwSXyXjxHlPorrbVp/dxeb24VC1BVaXD9kJKmTGhy+4nW1cXh7VZicqmx2os7iCfaxCyiLdoESKhoO9sRYDBoQrUARBCAlxwgsEHh8Pj08ISYYWgPX3ZXIJ2+m5FsMwYGO8L7x+RZuEZSBhGXBs55RsAiFiwhqfAK8gAATQKaU94mmSk5ODJUuWYMmSJd2u63SosiucfqnsmjBhAsaNG4dXXnkFgPggZmZmYvHixfjDH/7Q4f6/dGWX2eHBdW/uwLE6KwQidvK5CWqxozeqkaJTgG3zwDs8PnyypxqHaloxKsuAuUVpYR2vUStHql6BBI0MCWp5TAPXwID8RL0V3k682L28gEabG402D1xeHukGJZJ1cnBdePEJhKDa7ESxyYaSBjsEQnB+XgKGpuqidnpyCQujVg4px0LKMZD4/0o5NjjwlPj/tzi9KDXZ0WDtXJyzwMTL7PSi1ekN/k3RKTA0TdcjL3mnl4dCwnbYuWsVEtjbWX2OhVS9AiMyDZ22FAEAi8OL4kYbypvs7Q66O0It55CqVyJVL67k91fXR0EgqPXHYotXyaIqZ3qL+lYXKpsdiPNPLs+EfIGBWVWLE/UWV8QBVVdgGCBRIyq+suJV4FgGlS0OlDfZUd/qRnfeli4vD6vbC7uLF63NPD7YXX7LM/cpyzO7h0eKTo7JA40YnKyN+vxKWKbDdhOIVht6pbRdixGVTHSblnAMvLwAL0/g5QX4/H89bb9HGcB2BC8IwYlfYMLX6vTBw/MYlKzFwCRNl/r4tjS0ulDaZA9a+1hdolWf1e2FzeXD6a8hjmGglHFQyTgoZRyUUvG7SsbBUbYXrKMZ7rTRKPnuI2QWTcLciyYiLkIflx6nxKBkDfRK6RlVNrVVckWbLMeppEjzK756UqnTEXa3D6WNdpQ12cMUoLFMvCPh4wWcaLDhaF1rt94NpyOXsEjRK5BmEN8XXZlourx8cBGvM+Ob7hKw5JNyDCSsOBaRScSJo1zCQSEV/8olLORtv0tYNNs9QQuuzirHFVIWeUYN8pM0vbKw1OryYn+lBRXNDiikLBI1oiWcUStHfB+x9LY4vChrsgcVWzZX98ZVPYGEYzAoWYuCFG3wPre7fTheb0Wxyd5pBa0gCGh1+2BxemFxnLKotHt42FxeUbnlFq3UnN7I95hSyp3qd9v0uQCDEw1WNNo8kEtYDEnRojBdH9E1szskaGQYkKhGVoLqjFhSRsPq8uJQTasYQ7PNfcEwQLJOjqx4NTLjlWdNJpeXR2WzA5UtDjS0utu9V2XwIUduR25uDjQqFaR+xbsgCLBYLPD6fOLYwUfgI6JiKBYkDAOJhI3Z5ZTjOOj1+nYVXj5eEJWn/nu70WTCX//yGNav+xqmhnoY4uIwoqgIjz76KCZNmhSyr0AIvD4Bbl6AjxfCxnw9pewymUxQq9XBGGg9CVV2hdPvlF0ejwcqlQoffvghrrjiiuD2RYsWwWw249NPPw3bx+12w+0+payorq7G0KFDf7HKLkII7nlvDyQcg9wENYw6eTAmV9R9QLCnwozP99VAKeWwYGwGchM1UcvrlBIkqEWXsgSNHAalNDjYcHjE4OjFDfaokyICglanF402D0xWF0xWD0w2Nxqtbpid4StMEo5BukGJrHgVMuNUyIxXQq8Mn3QQEDS0ulFssuFkgw2ljXa4fQJkHIPcRDVcPgHlTQ4kamS4cKARI7MMPbp6dDpeXsDROitqLc7g4MDiElf52k5WWAZQyySwun3QyDmMzorH+Nz4TiuPnF4eB6st2FPRgrImBwwqKcZkxWFMThwMEc5XRwiEoLTRjt0VLSg12TEsXYcpg5OgjjKhy4xXoiBFBwnLQCAEAhHvR4HA/z+BIIjf3T4BZU12NNl63kqGZQIKWtGN5Wy4Ypxpmmxi/LTyJkeIhaRcwiJOLYVBJbp3xqmk0CmkZ3Xw7/EJKG2040SDNWyia1BJkeqfWBo18i7LZXV5UdUiKrgabd1TPMUKyyCmyYqXF2BxemBx+mB2eMRn3emF2eENfj/dqpVhAI1MArVCAo1cAo2Mg1ohgUrK4Wi9FZXNThi1ckzOT+x0P2V3e7Gn0oydZS1osLohl7AYkx2H8wckIEEj77iCbuDheZyoF/vfgBJfdDMLnfhwDAOdUgIGDJodHqhkHIan6zEy04Cs+NhcygkI6ltdOFjdigPVFpisbrAMoJFLoFVIofWfW60i8JFCo5BAK5dCo+Ag5dio78af1q+BzhCHAYWjseGbtTja4IQlZTSmFSRjUn5i1Osh5RjolVLxo5IGv3dHCRaLkisScgkrKr4MSuiVUqjlXI+6PIpxIkXr8VgWfKSBiXdq+0qvs2kNHlBwZ8SJCsKOwja4vDyO1LbiRIOt09Y5giDA7PRBwjExhYfoizAMkG5QIi9JA61CArmEhYzreFGtqzg9PA5UW1BiskXtiyUsgwSNLKgAS9TEtiDbU1gcXhyotqCyxXFG3kuBxVFxgUBcJLC6vGh1iUonm8uHFL0CUwYZo/bvEpZBXpIadjfvT4IU/XiNNjcaWl0wO72nvcs8aHX5QvblWAYaOQe1XAK1TOxv1XIOarkUapl/u5yDWiaBUsZBIeVCFtsjtbWh1Y2D1RYcqrGgrtUd7DeGpekwOEXXY1ZQHAukG1RINSggYRmw/jhgXJvvLCN+5xgGcinbpWNHU3JFgmWAZL0C2X5L80j3MSEELq/gt5TzBS2SeUKC7ZBwoswcG/5psXtR0ezo1DgqoOxKz8yGTC4HGEDKsmAhoKm5BTzQ4TyzXRhAyrCQBPuT8CIBC7K4uLhgVsm28AKB0+ODmw9Vts2ZOR1ejxd/Xv4YcnJyYWpowHebN6Fg6FDMnTsPEk48Z+JCX7iCqy06pRQSlgHP85BIOv9OD7hLnkmosiucfqfsqqmpQXp6OrZv347zzz8/uP33v/89tmzZgh9//DFsn2XLlmH58uVh23+pyi5AdGPcdrKp0/u12D1YvasSZU0OTB6YiEuGJsc0yQq4lalkElS1OKJ26C12D7acMGFfpTk4iGUZIEHtd0nTiOb7Rq0ciVo5ZByLGrMTlS0OVDaLJrYBZZhOIfErvkTXo2KTDSUmO2xuHziGQVa8OCDLS9Igw6AMWg2UN9ux9bgJh2ut0MglmJifiPG58VD20AuUgKC8yYHd5S04UG2B2ydAr5RAr5T5Jz5tvvsnQxq5BCzDoKHVhZ/KmrG7vAUun4D8JA0m5MajIEUb1erBJwg4UW/DnsoWHKm1QhAI8pI0KEzToarFgQNVlmBstjHZcRiaqutwZaK+1YU9FWbsrWxBq8uHBLUMuYlq7K8SA4xOyk/EpIGJZ3QFyuryYm+lGdVmJ1L1YirqjDglZBFech2hlnNI0YkKl3i1TBzAsAgOBvpqQEeHx28t0egIy0baHiwjusME4sEk6xTQnIHVeLPDg+P1NpQ1Rldst0XCMUjWKZCmVyDVoAzK5PEJcPl4uLw8XJ5T350eHi6fAJt/UN9ZfIIAi8OLZrsHzQ4PWuxetDhE5eqQVC0KujFwbrF7sK/KjH2VZtSfNtFXy7jgs21QSv3PuwRa/7OukUuglHJR77tAH/LdcROO1on91AV5CZiQmxDVUk4QBBxvsGFXWQuO1LWCAYOhaTqMyNCjssWJn8ua4fDwGJyixQUDEpCfrOne4LQNVpcXR+usOFLbipMNNvgEgkT/5FOnlEKnkECnkEKnFBVOeqUUShkHBgwICOosLuytNGN/lRkWpw8GpRQjMg0YmWlA8mku0oHyB6otOFhtCVoBDPUnVRmY3DPuLxs+eBNDRp+HpIwBqC07iWP7foR36GXYVtICo0aOeSPTMKCdBaHTCSjBdEpRCaeVi+dDI5dEVUB1VcnVHnIJC7Wcg0omCf7VyCV+6woJGEacNAQWJvjgIgUBTwh4gcDHixbT1S3OLln5RbI2adveWK3BfYKAFocHTTYPmu3i3ya7G26vgFyj6D6ZFaeM2e0FEC2d0+PEd41RIw8+o04Pj8O1lnYX8QAxQUSz/ZQ8zQ7xe7PNgxanJziRilfJkJ2o8lvdq5Cg6XhR8kxBQFDd4sT+KjOO1VmRolfivAHxyElUxyQTwwAyjg1amMn8VmZyKQuFhEOiVoZEdecWOjw+AYdrW3G8ztrpe4xhAINSikTtqfHkmbBGMzs8OFjdiopmR7fq8fA8zA4vzA4PWvwLJGa7J6hsanX5wJ92DtQyDlqlFHqFBGq5BMfrbbC7fRiRocfUgiQkaTs3yRUEAUfqrNhe3IjSRrE9HMP432MSGJSykHeaQSWDTimFQhp9waAnaLS5cLCmFYeqW1FtdoJjxIVreUAJxCCoGDldDrmERWG6DgONmk71Ae2hlnMwauQxxY+1urw4WN2K8qaOlVyR4FggVa+EWs4F3T8D46IzbTFIQELOZ5iyyw/P82i1mMFxHNgoY3NeIHB7haAVaiwErVbbWHzxPA+e58OUXYJA4PTycPv4MEWVxWxGXmYKPl37DSZOujDsOBXlZRg9rACbtv2I4UUjQvZZ89U6TJo8Bd9v3YIrLpuJ/334Kf76xDIcPnQQ33zzDTZv3ow1a9bg//7v//DEE0+gqakJc+bMwZtvvhkMXn/zzTfDbDZj3LhxePXVVyGXy1FaWhrixkgIwfLly/Hvf/8b9fX1SEhIwPz58/H3v/8dgGiQ86c//Qn/+9//YDabMWzYMDz99NOYOnVqxHNHlV3h9H5whz7Aww8/jN/+9rfB/wOWXf0dpYyFQSVDrdkV3BanluG2yQOw9UQjNhyuw4kGG64Zmxk24TgdXgAabR4Aka10GqwubDluwt5KM1RSDhPzE5ERp0SiRo54lTTsRWQymbDj+x0hQS0n5WcBEM3ZK5sDyi87Nh6th48nSDcoMTorDnlJauQkqKMqdLLj1cg+Tw2TzYXvTzRiw+F6bD7WgPG58ZiYlwhdF/35W+we7K5owZ4KM5odHhiUUkzMS8DIrDgkxmhNkaRTYE5RGmYWpuBAtQU/ljbh3R8roJVLMDYnDuNy42FQykBAUNnswJ4KMw5UW+Dw8EjRKzBjaDJGZBqCq8YTchMwpygNB6ot2FXegg9+roRCwmJklgFjs+ORalAEX2hWlxf7qyzYXdGCWosLShmHonQ9RmUZkBmvAgMGMwuTseW4CZuPm/BDSROmDjZiQm5Cj5mY+wQBx+qs2FXegmP1VrBgkGpQ4GhtKzw8AQMgRa9Apt/NLDNeiUS1vENlld3No9hkR7HJHvF3NrCCxzLgWPG7jGP9pvaSoJm9yr86qZb1rIVEW3y8gKoWJ0ob7ahrdXVppVggQIvDixaHFyX+NqvlHJK0CiTrROVXVwf/gj81+IkGW0jWz1jw8eKkau/xCuw/sB+tzY0wxCdg2PAR3QpaKwgCyvwWJs12D1r8yq1Wpy+4wBeYAMWpZfD4BKzaWQWOYTAwWYNh6XoMSdV1qPC2ub04WG3BXr87jZRjMDRVh0kDE2FQyWDwKzO6+zwwYJCToEbO+YF+qgkbjzZg87EGjM0R+6mAO12TzY2d5S3YXdECq8uHFJ0clw1PxchMQ9CaaGiaHhcVJGFfpRnbS5qwcnsZjP4EJKOy4rqktG6wunCk1oojtRZUNDvBAMhOUOGSockYmqqL2YKMAeN3P1bi0sIUlDbZsa/SjB9LmrDluAkpOjlGZsYhK16FY/VWHKyxoMnmgcKv4Jo9PLXH47sAQGuzCTpDAhiGQWJaJn5c/zGunp+MUdkJ+HRvNf65tRSjsgyYNSwFGnnH7wwvL8Y6a4xgyaqScUHLs4AVWqPN066Sq8bsxNYTJkg4BgUpOuQnaWK6jm6fGMekM7EZOwsBQVWLE8UNNgxN1YXFdPTxBIdrREVGfrIGuQlqlDTaUexXlEai1enF/mozGm2i4qjR7obF4Q0+3xKWQbxahgSNOAn/qbQZm4+ZIJewyE/SiK6yyZoOLZytLh+O1lpxtNYKuYT1W32wKG20RU380GB1YfMxE07UW2FvE1NOxjGI949xCtN1iFfLEK+Swe23hC1rsmNvhRkEgEbOITtBHLvkJqqRole0awHTXQgIas0u7K+y4EC1WUwEI+cwOFmL8mYH3txaimStHBPyEjAq09DuvUXIqfvKGqWMhGOQpJUjRa9Aii66tTUvEByrs+JwbWuXY6CRNu+/E/U2AKeUFAEFmEEl7fIiV1eUXA6PDyabG6ZWN0w2N5psoheD2eENiUPIQPScCLxPMuNVopJcIYVWKS4aaBWSsP7OywvYVd4sjrM3nMDwdD2mDjZ2mG3c4fHh57IW/FjSBLPTi6x4Fa4Zl4kBiWpo5JJeXwhM1CgwdZACUwclobiyDt8dLEFDfSskMhk0Gm3QSiak1/D/U2dxYmd5C7RyCUZmGTA6K67DuUxHiEkExEzJgNjvxPn7HaNGXLD3CUK7Si4CguIGO6wuLwpSdFEXsOrqTfhmw9kL7u/heRyrs+FgtQXH6lqhU4pJcYam6pAX3zlrJIEQuDyi9ZmXFzMbE4hWcwqp6L4q4aLfWz5BgE8QF0BYhoGUZcEwApg2A2KBEHGB1BsaMywAASBVqqDWaPDVF59j7LgJkMs7Z9lOAHj8WbOXPvJHPPDIE5g2dhgSEuKxefNmnDx5EqtWrcLnn3+O1tZW/PrXv8Zdd92Fd999N1jHxo0bodPpsH79+ojH+Oijj/DCCy/g/fffR2FhIerq6rBv377g7/fccw8OHz6M999/H2lpafjkk09w6aWX4sCBAxg4cGCn2nOu0u8su7rixng6v/SYXUBkyy4JyyBJJw42UnXKYOr0+lYXdpQ0hcVwqDE7sWpnJZrsHswYmoxRWYaYBvWn17H5eAMOVrdCp5Bg8kAjxufGtzsZNJlM+PLLL0AIYDDog+mKZ8+eE7GjFwQBXoF02crI6vJie3ETdpQ0wccLGJFpQFGGHgopF1ydDMS9OH3w6fK7De72uw3KOAbD0/UYlRWH3ER1jwwUai1O/FTajL2VZnh8AvKSNGixe9Bk90CnkGBEpgGjsgxI0XWcGbHR5sKucjN2l7fA6hZN34en6VDR7MDxBhtYAAUpOozMMmBwijbqBNLs9GDT0YbgQGL6kGSMzjJ0OeZOrcWJXeUt2Fdpht0jxmkbk21AUYY4YRcIQYPVhcpmJyqa7ahsdgbdZpRSDhlxSuQkqDAwWYt0g/KsDNCkHAOVTBIMnp2okSNeLet0qmsfL6DZb53QZPOg1uI8KzFgNAoJkvxWX0atHAwAn0Dg48WYTIGYTT5BjOHk4wncPh4V/oxd0RAEAXVWN4waecTnvLPPdzS8vOjqdKS2FUfrrHB4eChlHBLUMnFSqRZXXQMTTL1SEqJUNzs9OFTdioPVFpQ3O8AxQF6SqPgamqoLKorcPh6Ha1qxt9KMkyYbGAADk7UYmaFHQarurMXXsLq82FHShB2lzXB5eQxL04tZIZsckEtYjMwUFdhpcYp2V9oJCMobHdhe0ohD1a2QSViMzYnDeQPEzLsuLy9OXL2ihZ078L9PHFRaXb5gXBUJx2BQkgZDUnUoSNFC3cn3Q3v4BAHH66zYV2XBkdpW+AQCpYzD0FQxC+IAY88ruAJwLPD+C4/ihrt+By8jgddHsOqVx3HNfcvASeUghGBneQu+PlQHEGBmYQrG5cSdlX6nxuzEhiP1OFpnDfY3JqtbtHgwqlGQIlosdiV+YndpcXiwt1Jc8Gm0eYJuwMPT9ZhWYIzpHRVWp98afFdZi+hyqJUjQS3GDhVjiPoVXIpQ5YVACGrMThyvt+J4vQ2VzQ4QiMkoBiVrMChZzMDcHcV0rcWJTcfE8Y1eKcGYrDgkauXi5FctJk3pyOrF5eVR0WxHmT+ZUNtEQvFqWTDelkzCQSZhIJdwkPmtpxT+7UopB5XfVUwtl7RrbVPf6sL+KjP2V4tKY5WMQ2GaDkUZBuQmqMCybHAyvqOkEUdqrZBJWIzKMuC83IQeSUYDiIutyVoFkv3KL5WMQ7HJjoP+xbvTIYQE5U7WKZCdoEJWvLrLFvlSjgm+s1V+97pAHCmFhItorWN2eER3xWZnxDoJCCxOLxpa3TBZRaVWQ6sLjTZ3iBt3vEq8Zw0qGQyqU4otg0oGnULSrdiFPkHA7nIzNh9vgNnhxdBULaYNTkZ6XOizV2tx4ofiJuytFJWtIzL0uCAvEWldyLDdEzCMaEkWTdndlXEDAUFNiwu7K1qwr8oMR4Sx5dmEgOBEvRUbjjSgqkW8hzhGHE8MzxDHHYHxRE+NkzpCtKYVx0HH68XFhlS9AkNSdbA4PThaKyrwBybI8MgUI7Kzc6BWK4O9S1vLLoblRMszrwCPjwcD0fVTKWUhk3L+WFoCXB4eAiGQciyUUg4KWfjcKhICz0MQeMTHxUMmlcDti6zkAgCHh4fV5YVPINjw1Wd47KH74HK5MLxoJCZOnoyr5i9E4bDhES27zGYz8jNT8M5HX2LE+In46YetuG3hXLzx9vu44Zqrg/fNsmXL8MQTT6C8vBzp6ekAgK+//hqzZ89GdXU1UlJScPPNN+Prr79GRUVFiPtiW8uu559/Hq+//joOHjwIqTR0DFVRUYEBAwagoqICaWlpwe0XX3wxxo8fjyeffDL8mp5By66//vWvePjhh3HffffhxRdf7NG6zyT9TtkFiAHqx48fj5dffhmAOPnKysrCPffcc04EqAdEZdf24ibEq2ViwG6dAontxMvx+ATsLGsOrlYE8PIC1h2qw/ZiUXFmUEmDMbMy41RIMygjDhbLm+3YfLQBx+ptiFfJMGWwEaNijDuz8duNqCivwKhRI8GyLARBwJ49e5CVnY3pF03vwtk4BcMgqqWMy8vj57JmbDvZiNYoGRUlHAOFX/Elk7Aw2dzw+V0ER2UZUJim65KbXSy4fTz2V1mwt6IFcWpZUKHWldXfti5PR+takR6nxKisOAxP13dqANBoc2PDkXrsr7IgQS3DxUOSUJRhiGnS5/D4sK/SjF0VLagxu6CWcRiVZcDo7Dik6JQdpqx2enlUtTj8Vn7iSpvbJ0At4zAwWYvByRrkJ2ujxhc7EwRSySf6EzkkauWoryoPSfc89ZJZ0BrT0GT3iKu7jtiyiwVcTbYdq8HhOjsg8NBJBeSlxCMvLUFMIHEWA1KfjtXlxc6yZvxU1gyLPy5NIBPboGRN0E2nO8+33ePD0dpWHG4TMydJK8fQNB2GpOqQ0UVFZ6vTi4M1oltcWZMDLAMMMGqglHJBRUtOggojMg0Ylq4/Y/cUxwIKqeiyEK2f8vA8dpW14MfSZmj8Fp+FafouTdrNTg9+LGnGjpJGuH3t34QcA8j9K7K5iWoMSRWtic5GIgiXl4fJ6kJaG3f0ziCXsP7JrPg3sLIs88cHCfTngf8lHIs777wTjz32GBiJDIdqLHjxL0sx77YHoNCcylhsd3vx9cE67KowQ6+UIFWvDLoNJ2nlSNLJe+x90FbJlaCR4aLBSRiRIQbqbbK7caxOzAhYarKBJ2LMQlHxpUV2vKrH3HhOx9UmTmRpk2jtOCxNj5FZBuQkqLG30oxNx8SJd2GqDtOGJCGtA2sTwG8NfsyEvVV+a/CBiTgvN6HLbsdOD4+TJhuO17WKWR3dPsg4BvldUNZWtTjw7dEGHK2zIk4lxdTBSTGNbzp6pwGisuJQaS12HisX+1G5AmqtAQwnhcuf4czjD6Ds8QrgI3QULAPRTTUYM0lUgJU3OdBgdUMhYVGYpsPwDAPyjOp2nymz04OfS5vxc1kLbG4fchNVOH9AIoakRg+t0BWkHBNxkSegIFh3qB61Fhcy4pQw+wOjA0CKTu63iFMhO1Hdpdikp8MwYp8RVIJJObh8Aqpboii5CMGhmlZ8e7Qeda3iIhzHMjBqZDBqxb4gEEw/McoiUE/DCwL2Vpqx+bgJTTYPBidrMHVwEqwuH7YXN6KsyQG9UoIJuQkYlxPXowsVEpY5tUjsd2U9lUThVF8bVNz6XWAJITDZ3KhsdqKqJTSJQnfnBW29Bo7XW8FAXNgdnR2HQcndT47SHgQEx+ut2OhXcmXGK3FxQTKS9Qoc8FtWVjQ7IWEZDE7WYnimHnVHd6G6Irb21jc0YNf+Q2gxWxBv0GN44VCkJBvFEB0RlN4Ojw+Ha1txqKYVJ+tt4AlBRpwSw9L0GJauD1koEYjoRVLb3Ior8qVISMkAK5VD4X+nSlmCppYWeATAyzMghPgV8OLvkYZjAWspp5eH2yuAoM0+Mi7q8oDgd2PU6Q0RY3YB4vuo1SUGy1dKxf7PJxBYbXZs374Ne3f+jG2b1+Pg3t148oVXMHnyFFwwaii+3fYjBg4ZBqeHR0NTMyYV5uA/H36BKVOnYveObbhqzkwcOFaMwXk5wed32bJlePvtt1FSUhI8vsVigcFgwObNmzFlyhTcfPPNqK6uDrPqaqvsqqysxMSJE0EIwaWXXorLLrsMc+fOhUQiwZdffok5c+ZArVaH7O92u3HVVVfhgw8+CD8HZ0jZ9fPPP2PhwoXQ6XSYNm0aVXb1Nh988AEWLVqE119/HePHj8eLL76IVatW4ejRo0hOTu5w//6g7AqYfnY2SGd5kx0/l7WEmY+bnR5UNDtQ5XcfrDaLsTpYxu9WFoidJeXw/UkTShsdSNLKMXWwEUXp7WfOaIuUY/DxB+9CyQFjRxRCwgI2L7Dr4HE4eWD+/AWdao9aziFZJyr7knUKCITgaF37wfN5QUCryxeMI+T2ioPLgMWDxyfGEXL7BMSpZBiZqY8YLD8aEpaBSh7IRBOIm8JBKZOg0epGSaOt25mnGH8cNIvT26GVECEkJgWBhGOiutTUWpxYf/jUREwt48AL4rnkiej6xvtjvgS+u/2mzYNTtBiTFYfBbeKSdWVVixcEVDY7caxejHFTaxHdczPilBjkV36lx6nOqGvI6ZhMJqz94lNIeRfiExJR22IDWK5Tq3OtTjHY+O6KFtGCQ/BA62mGQiFDq5eFm1OBZ8X7T8YxopuIPytlIDD8mbKACVgJ7ShtwqFqCxiWwcgMA4Zn6FFnceF4vRVljQ7whCBeJcPAZA1MxfthYN0YlJcbrKe4uBg8zwefb0EQYPPwsLl8sLm9aLC6caSmFWVNonVGVrwKQ1N1GJqmRaKmZ1euxGCyFhysboXbJ2BYuh4jMvVdnkSxDPyur4EAvYGsaVxQCaPwDwwDgyiry4tjdVaUmGKLhRYNCcsgzaBEs8MDWxQFvslkwudffgWbRA+VWg2nzQoOPKZMmoiUpAQoJCzkUq7L9xDDiJncxAxckmAGroAVBccwqGwRLTa70+9JWNHlOUWnCGZWVLZjpdEePM/j7rvvxmOPPRYcLP7txZeQPGQ84rKGhJUvb7bjcE0rGlpdqG8NTbJiUEmDyq9knQJGjQyJGkXMWUqrW5zYeDSykisSbh+Pkw02HK1txbF6G2xuHxT+7IOiJYkUBqX/r0qKOJUMUo6NSRETQBAEnDDZsKfCjMM1ojI436jBSP+Cz+nWjrwgYE+lGZuPmdBs96AgRYvpBeHWJgBQY3Fi87HOWYMHiLUNgbhvooKwFRV+S53seBUKUnUYkqr1W7uG3jflzXZ8e6QBJxpsSNTIMNV/LWKZKMf6TuvMu89kMmHv/v1obLFApY9HZm4+pEot7P5Mrw4PD7vHB4db/JusU6AoQ4/8Lrj9+gQBh2pasaOkCeVNDmjkEiTr5GFu/qe+B+LCSbqsoKxsceDrg7UobXQgTStFqtAA0lqPuLh4ZA0cilYiR3mTmC3X5HcP1islp5RfCWok686cOyghBAdrWvHtkXrUW93IM6px3oAEpOqVMKikZ3WsEQ1BEHCg2oJvj5mCYQdyElS4IC8RQ1O1nVKCyyQs1DIOKvmp6xxYPAi+yyRsl0I8FBcXhywKzpkzB3EpmajwL2au/O//wHEc8vLyQvZpO26IFZvbi32Vp0J2BLKsc/4wFhzDin9ZBhzLBkNbqGQcMvxznYy4jrMmEhAcr7Ni41FRyZUVr8T0guSI8TJbHB4crLZgf5UF1WYnGMIjjnFgaIoaWing9AHltSa4BQZZ+QXBRAUtDreoFIxyr52eSZ5jGZj8gelzElSiJXuarsPxTSBmV0pGFnyMBC5/tkNB4GFvbYVcJoVaLo3ZSit4jgj81mBifYx/3qrwZ5NtW1d7yi63T0Cr0wsPL0Au4aCWMvB5XPD5fJBIJFAqlZBIJOLcwyfggcX/h++3bMLKj77EpecV4YO1W1AwrAhSjoWztRljCnLDYnYVV9YhM9XYaWWX2WzGmjVrQuRtq+wCAKfTiQ0bNmD9+vVYvXo1cnNzsWXLFnz88ce44YYbcOjQobA2azQapKSkhJ3TM6HsstlsGD16NFasWIEnnngCI0eO/EUpu/plzK5rrrkGJpMJjz76KOrq6jBy5Eh8/fXXMSm6+gtdHVxkJ6hh1Mqxo6QJdZZT8XgMShkM6TIUpRsAiIPX+la3P3C8AyWNdvxY2gxAzNRzw4QsDE3VRVWiqOVcMFhvIHixViEGLa7ZpsSuXbuQdl4BOI4Dz/PYW7MPk0aPwbQCI5psHn/MA0+YUk4uYUXlll6cWGgjZDwakx2PYel6nKi3Rcz2xLEs4nooe59aLlpBJGjkUPvT27f3gkw3KDE8XY+qFidOmqwh1yAWDCqpGOsnUQWVTAIfL6CyxYkSkw31rZHrak/RJZOwyE5QISdBjUSNDOVNDuyvtoRNnFP1Stx0fg7Km+3YVdYCQghYloWEBVh/dhiOPZUdhmUYKGUchqRqI7rG7j+wH4QgbFVr/4H9UVfxOJZFTqIaOYlqzCxMERUG9VacqLdh28lGfHu0wT9YUULKsuA4BhKWgYRjwfmz10hY8cOx4sBNr5RApwwNqN0Z9h/YDx4cisZOBMuySI6hHYBoUXmoxoLdFWYUN9jAsWKw8XS+Hvaak2HnJSUzF/lFY1FncaHW7ER5ox0/lzWDEFEJkJWgQl6iGgOMGqTHdV/55fbx2FNpxo/FTai3upGgkeHSYakYnRUXnMQPTNJi8kAj3D4epY120Z2ozoZmNgMgAqqqAaOSgYcnqHXHQ6rS4MUNx2Fz+8LcWDiGQX6yBleMSkdBijbic91TaBVSnDcgEecNSIypPMcCBpUMapkk6Ep0eoy3rsgwNkfsp0422HC83tqu6+jpxKtlyDOqkZ2gDq6YV/tduk7vU/Yf2A+GCLhwWLb/nkrEnj17UFd6BIW5nbek1SulSI8Ts6B2FIg/QJJOgdFZBtS3ulHWZEdlsyMmV96AMi8rXoU0g6LH4ug1NTUhLi4uZCI4dNBAEF8zijJ0OFQTGjQ7O16N7PhTK69uHw+T1Y0Gqxv1rS40WN04UG3B1hONwTIqGRfMZnzqr+iiJ5dwIUquRI0MC8ZmYEQMC0dyCYfCND0K0/TB636szgqTzY0WuweljbaQWHYAoJQwEFw2SIgUMmk6jjb68MOmY4hLaALDiRMEn0DA+92aA/GZkrRyXDwkGSM6WPDhWBZjs+MxOtOAvVUWbDrWgFc3n8TgFC0uKkhCZpxKtAY/ZsKxOiviVTJcOSo9ZmtwIFxJVFFejsqKiohKorZx4kRrF29Q8fXt0XqsO1SHBLVMTGKRqgMhwKZjDSgx2ZGkleOasRkYnmHo1KTu0IF9kAhuTDl/AgjDwuIWsHN3+Lsg1nff6e1tripBS3Wp2N70rrs5cSwixiaTsCxGZBgwIsOAWosTeypaYHH64PD40Ghzw+ER++1Iz61RI0N+kgYDjJqgxWx7mGwufHOoHodqWpGslePyoQYc/mEDWgPXtqIclZXitR2TLS5I291eUfHVLCq/vqy2gCfimDArXoWcBBWyEtTIiu+e6yogWrscrLbg26MNaLC6kZ8kvpuyE9Qd79xJpBxzyr1S6n+nSAMLpH6lvpRDg1XMYHh6VlSWZTEiMw5FGQacaLBBo5C0a1nJMPBbicvFRZpAMoszGKe0uLgYjz/+OAghSEtLw65du7Bnzx488sgjGJmXh5GZBhz+VoYdB09CMTAXLkF8LsxmM7Kyszt9PI1cion5iZiYn4haixMlJru4GCsI/kVZ/0KtP0EHz4uLtlaXF1uOm+D2CWHxY7PiVUjQyIJJV47VWfHtkQZUmZ3Iilfhlok5yE+KnhQmTiXD5IFGTB5oRJPNjTXf7UalncP3dW3PeTIkrACh0Q6tQooUvQJSZyPsThMG5WZCwopuoCdLShGfmIRBg4eIGQYFMSRFIDTF+XkJGJqq69I4imMYKOUSaOVieBGnywuFIINcKokaoL49GP9ioFLGBeN8uXy8mJDICUi5QBgZBpFCfHl4Aa1OH9w+HjKORaJGDg4CLBaLKC/HwePxwOPxQK/XQyIRx2fDhxVi49dfYkiu2H84zI1I1olZOTf/fChm+SsqKlBTUxN0MdyxYwdYlsXgwYM7dR6USiXmzp2LuXPn4u6770ZBQQEOHDiAUaNGged5NDQ0YPLkyZ2qMxputxtud2g/IZfL241ndvfdd2P27Nm4+OKL8cQTT/SIHGeTfqnsAsSAbvfcc09vi/GLRCWT4KKCZByrs2JvZUvEgQ/HiinN0wxKTMhNACBq5y1OL5J00bMKJWpkKEzXI72duABz5szBnj178PHHHyM9PR3V1dVgWRaXz50THKAGaHV5g0qvZJ08atDT05FLOAxL16MgRYvSRjuO1Flhc/k6tbodDQnHICtehQGJ6i7Ft2D9yomsBBWsLi9ONohZJqOlYFfKWGQnqDEgUR3WfgnHIjdRDHhrc/tQYrKhtNEeFp8t5PgMkGZQIjdRjXSDMsQqIidRHCyWNNpwsLo1RClhMplw8sB+CD0QTLOluRkpBhUGGljoZIDdy6LZIIO9uT4YB6YjtAopxmbHY2x2PARBQEWLONmvb3XBwwvgvf4JXCBOFQlM5sT/3T4hZEIo8WdT0/uzyen8mTWNWgXSDcqICuaW5mYYDKcmqCzLwmAwoKW5OaysGLvFgQPV5qBVUU6CCleOSsewdDGG3Icf/hixPru5EQOTtBiYpA3W5+UF1Le6UNZkR4nJju9ONGL9kQZIOSZ4vwwwqiH32XHw4IGo9zyBGK/L4+Nhcfqws7wZeyrE+HFDUrWYXZSGPKMYn85kMmF7hOenIEWHghQdyAiCExV1+PL73bD5dGh2acD4vJBwMqTF6ZCgE9PZa+QSaE7721kFnUzCQiPnoJFLoZZz0MglaKqrxnffrkdVdTU0KTnIHzEBCl1Cp+oFxAFaij9uTLT04D2BQsoFg+eXNtpwpNYKaxQLLbmERU6iCnlGTVg/wDAMMuJEWS0OUQkcyKDZmXs0EgwDGDXyYAa7WAfQkVby8/LykKJXYFxOPGrMYpKGWosz5B0kYRmkxwXc6HtOwdWW2tpaGI3GECVdXl4e1q9fj/nz1chJ1GBXeUsw7srpyCVc8Hy3xe3j0eQPrt5kdaPR7kGjzY2jdVY42/SlGrkENrcPiRoZFo7NQFEExUos76q2170tvCBOEFqcHlgcXuw6eBSNvBMqQwIABgoVgdVsBu+wIj09BRJWtAgIZMiSciwGJmlCEpzEAsuyGJ0Vh5EZeuz3Kwv+sbkYCRoZmmweGLXymJV6Uo7x9xViwO6Pv/8CCa4aXDlnFqQSDs1OHp9t+A5HD+6Fcdol7dYVUC6PzYmHlxdQbBKftX2VFnzvj32aqld0uIinlLHQyMWMq6f3Y7tXH8aIeCmGJojtIoSF28DD2lSGzHglTFY3XF4h5uexKwtC0ZBwDDLilMhOUCNVp0CLP8tuRbM94vgvVa9E6vDIYzgvL8AZsCjzx80pbXTgWJ0NP5Q0gwGQHqdEfpIGeUYNshNUwb691enFxqP12FneAr1CivljMjAy04BNm74FOmirWi7F0DQ9hqbpg3JUtTiCll/fnWiE+0hDcHwTsPxKj1NCJ5fEZOEkECJaSR1tgMnqxsAkDa4cnR6i6O4MDIOgq1XAYirwV+NfPIlVMSdadCvQ0OrCwRpL2KIGw4gZUKMh5RjkJWkwMElzRheTIvHFF1+AEIIrr7wyuMD98ccf44svvsB9990HAJg/7zIc2fc4SrZ8hOS0TFTX1iKZZXHfFdcjNzc1pL7AuM3tFcR4eI2OqOPn0+cUHRESP7bJjlKTDT/5F/pVMg6Z8SrYXD5Um53Ijlfh1om5yEuKLatpgASNHPPG5ePLL7+Am5FDqYuDs7UZUuLD3NmXhfTzH374AxJVHDI0gfoZuNUEvK0G43MnxnzMtphMJhw9uBcNTS0wxCegaHgR0o1xYeVYhoFCxsHjjN42hgGkLAspx4IXCDy8ACGKQxnL+L1e5Jw/6QUPt4/A6fHB5iYAIZBAgFTJQyZjYHP54PTykHIsEtSy4BjcahWTMqlUKrQ0N+PO227GFVcvwLDhRUhOTsbePbvxyovPY9bsOVCrVBg7bgJef/l5DM7Pg6mxAU8+vjyifGLm9tBtCoUCixYtwt/+9je0trbi3nvvxcKFCyNaXEXjrbfeAs/zmDBhAlQqFf773/9CqVQiOzsbCQkJuOGGG3DTTTfhueeew6hRo2AymbBx40YUFRVh9uzZMR8nwFNPPYXly0PbuHTpUixbtixi+ffffx+7d+/Gzz//3Olj9RX6rbKL0n0Gp2iRolfgh+LGmDI3BcyZI5Gil6MwTR9TJpS8vDw88sgjwYnQmDFjghOh09EppMHMg11BwrEYmKxFfpIG3+89inc//wgeRt7hyvDpBCa/uYlqZMQpe2wCplVIMSorDiMyDKhsceBEvQ0NVjckHIPMOBVyE9VI1nWcjRAQJ1BFGQYMT9ejrtWFEpMdVS2O4GA2QSPDgEQ1shJU7VqfsSyD/CQtchM1OF5vxeGaVlTV1se8qt4eShmLnAQ1JqTJcGjPzzCeNxAcx0HO8PDUHMV5Y8ZgwdhMNNndwYDu4qpydOWdKLNYb04nVl4FQYDNzcPi9MDi9PlTgIupwJsdHpQ22WF1ehFYyE7WyttkiVQhSStHXHw8KsrLIQhCcJBuNpuRmZWNGosTlX7X4IoWZ9DFIF4lw6T8RIzKigsLMh2tvkirm1KODU50J+UbgwGbS0x2lDTasPlYA745TMAIPih5OWTSDLgbBXy/uRgqrQk8YUS3XV4IiR+lkUswMS8BY/2ZQQPEYlnBgMGgrFTEXTLeP1E/ibiE7mcZUspYpBtUSNEpgpPL0xVQxcXFeO2FvwZXj6v2b0fNwR24/6E/gtMlo6rF0WE/l6CRISdBjewEVZetZ7sC53/m8pO0qGx24GidFSarW+x39ArkJWqQEReqmI6GXiXF+Nx4jMjUo8Rkx9YEA06WVcZ0TwWQsKK7bEacuODR2XPR3kp+Xl4eOJZBpv858vgEVDQ70GRzI80guueeKQuDALW1tUhKSgrpV3NyclDuf/bUcjkuHGREtdmJnWXN7S4etEUu4YKLRKcTsJAR+zU3jFp5VOshk8mEDZ+tgsbbguzkFJSdrMQ3ZScxY+5VMT1HHMsiTi0LZvQs/qkKCXIOeWkJCEwVix1N4N0NuHr0uJja1hYJyyAjXpxEljXagy7lAViWxUi/tcmBagsO17Ti0sKUdhVJ8Wop8pO00CtF5dbp99w7tSXISYkPWlImqTkMNcrhbTyC2UU3odbiRK3ZhQarK2pWRUDsN4PK+ZFpqDY74fEJyDVGn7Cm6hUoTAvPOtmWzMxM7Nq1CzzPg+M4CAKPxppyjBkzBpMHitfM4vTi2PdK7DlSDGl+Lrwk+vPYXSV1QGksWkUqQxKrJGjkOF8jx+hsA0pMdpxosEV1gz4dKcdCqmRDslqPzBQnyi12D06abDjZYMPP/myZEk7MPBunkmFPRQtkEhaXDUvFhAHxQSVYV9oq5VjkJmqQm6gBILoc1ltdKGtyoKLRjoPVrUFFJgPxvaZTSoNZUXWKU//rFFKYrC5RyWXzYGCSBlePTkdWjEoupYwVx6r+rIo6pXgMlbTzLtYdkaRT4CKdAiarGwdrLCHZ1iOhV0oxOEWDnAT1Ge9Xo1FZWYm0tLSgmxbHcUhPT0dlZWWwzOnzggmjR0SdFwRRiLELR2XGodq/eFJjdsa0WBoNlmGQolMiRafEuJx4AGI8wMoWOyqanahodkAp4/DrSbkYEKXPYBkgN1ENjUKCyubI4w6j0YjZs+cEFzTSM1MijpM6MybsCJ1SAtbRjC8/eh0SwY381DSUHj+JTSWHcMXC6wBjdGMCgRCAP/UelLIsJP7YbOIZIOA4QMax8PJiaBifEDq2PB0ZC8hkDCCTwCcIcLrFcDItTg9YNw+OZRCnEhNMtMXn84kB8wHotGqMHj0G//n3P1FRXgbe50NaegZuvPkWLHnwIQDA31e8jvvuvhPTLzwf+QMHYenjf8H8y+cA8GeP9M+H9CpZ2KJrfn4+rrrqKlx22WVobm7GnDlzsGLFipjPOQAYDAb89a9/xW9/+1vwPI/hw4fj888/R0KCuBC7cuVKPPHEE3jggQdQXV2NxMREnHfeeZgzZ06njhPg4Ycfxm9/+9uQbdGsuiorK3Hfffdh/fr1PR7s/mzSL2N2dZf+ELMrFqKtrJ/OiZMn8Z8161Fab4Y6PhmFw0fEPDFNj1OiME2HxBjT0PcmL730Enbv3o2LZl+JVh8Hr0/Apu+2In/QYMyZO080Bz4tO51OKQlaTnUns0us1wIQTanFtL3RByax1uf28ahucSJRK++y0tDLC1j6whvYdbIWI0aN7nTwUJYR75MBRg3S9AowDBOcDAuCEGLdF5gMn47D44PJ6kaN2YVaizOiy1dPWO2dzqmAqg4x7lCTHfWtbhD4XWo1EtjqyiD32aDWaNHoAtwSDbwyLXzCKSVpQEGWGa9Eoia6ZWRAocQIPhji4tFstnQ5Qw8vCPh0w1aUNjogS0gDCwYcQ2BuboRBq0b+gNxgMFm5P4isQsYhK14V0coqEEB23JiRSFCwaPUI2P5zzySWiIROKfEr85Qx9S+B5/v01eMxY8YEV4+tLq8/RogTzXZP8DgBBdfZXvFujyab2+/e0r01q5MnT+JPTz0PO6tBXIIRLU0msAxwy003IjsrQ1yVlYhWPTJOjKORqJF3OutoW2K5Fr3JypUrkZqaivPOOy/E4mPJkiV49dVXoVSeUlb5eAEHa1pxvN4aNaZhT5Iep8QPX76PI3t3hp2/olFjcfn1t6Da7ERDqxs+gcTU74nPbjlGjRrV5aQwDAMk6+TISVAj8zRXsUab6MbZ0cQ7ErFYgwPiPbVr1y5cddVV7d5TPl5Ag9WNWosTNWZXVEvJWEgzKDAsXR9T/xPrO+30cpXVNWBYCR586CFkZuXAx4vZp//5r3/jwKHDuOjiS0DAwe0TsOm77zFg4CDMvGyOaBXhFUIm9oG4dtnx6k5bRQYyW9ZaXGho6P67lBCCulYXiv3Kr/pWF0ZnxWHyQGOYIlO8P8swe+JopGlY2Dw8PvtmM7IGDcMF02Z0WXlhdnpQZ3Gh1elDq8sLq8sLq0v83ur0BYPgBxicrMFFQ5KReZqlZACOBZJ1ijaW36Jy60xZ/sZCk82NQzWtIVaoDCOGzBicoo1pAfpME+uz2xO4vDzKmxwobbThWFlNj48J2yOg5FK5m/DtN2tPJS2aMQucLhnlTQ7Rfa8TnFpkJDAYDJ3O2hinkgYXlvRKadR388SJkzBx0iSkZ2aBkcjA+x86QRBgs7aKSnyGgVTCBmODBXC73bBarfB6vZBKpdBqtZDL5RCI6Frp9YnzqljgOA4qjRY8Ydoo0kKxWq3wuR2I12vBMmLQ/BazGQqlGob4+GCW8WjaD45lQpLVRGPZsmVYs2YN9u7dG5PsZ4uejNm1Zs2a4L0QgOd5MAwDlmXhdrujJgvoS1DLrnOUjlbW25b7yxNPgBCCrLQ0VB05gp+O/4Db77kfqvgUNNncsDhDs8kxjBhAujBNF7NbYV8gsLoUr+QgrtewMBml8DYcw/Qh4fHeYg3s3hGxXosAHU24O1OfXMJhgFHTLfmlHAtP3UmMMMiQoWVR5wDQZuWVY0UTepZhwDLiypgYtJqLaiXTGes+QHS9zU6QBGNmNNs9qDE7UWsR0343NMQez6UzMAyDJK0CSVoFxvgX0tw+HlUtotVWRbMDJk06mv2Z7uRKHzLj1RiYGofMOBXS4yJnM42EhGUwriAbEzKvwY5N61BVVYmxg7MwcdoM6IypaHF40OLwxrwCz7EshNYGDFByyEsFghYddgt4ZzMuHnJep86Fo7kegwwMxiez/tgKLOwGL1qbSpERp0Rdq6vbyoAEjQwZcUpkxIkDs84Qy+qxViENxjuyuX3w+oSg9UtfI6GHFhDy8/Px5B8fCD5rY4e1r2zvCWK5Fr1JfX09ioqKwvp3hUIBq9UaouyScCxGZhowMtMAu1u0AG37aY0hSUgspMeJ8Rzj1TJ8/kZ5xPNXV12BgclaDEzWwscL+Ongcaz69D24WBW0cQlR+72i4UWorKjAnj17QiZMRcOLOpRLr5QiJ1HV7oJPokaOaYOT0ORXetXEoPTqjDU4ED38wemr3xLuVAiGMdmiNVV1i5h0p9EfuLkjMuKUYVnLOiLWd9rp5caNGR2x3K+uuBSPH/gZO74+1d4ElsW98+9EXt4pt65Aoh2PT4BeKe1yvKrAOTtw5DiWvvlf2DktdIb4Lr9LGeZU3LRJ+dH3Yxhg9uSx+Pj499i9vhT1/rYaWBb3zZ+GnFzR0ttkFT+NEWK5RsOglLUbmDtg3d3q8kLGsVEt9ySs6AI4NFXXpRiNZ5IEjWiFanZ4cKimFSoZh0HJWqjlfWf6F+uz2xMopBwGp2ghsTfgnY9eg4PTQJWYgeqyYlSXl+Lyy69AolG0hBdI9OztnSGg5CpM16O+qhyPP/1kxPH57KI8WBxelDfbUd7kiEkRn5GajOuunof9u3aisbEBhbnpGDtuPIzJyRD8sRYFIi7OBxJExall/qRi4WEHor2b6+pqwbEMlDIJFAqZuOjvE+DlWSji4yDjmIiKIZfLBYvFAqlUCpVKBa/XC5fLBYPBEKKI4QUxVIbbJwQVaZEIKFki3b1iFlUOqjgN6mqtsJjNkEql8Hq9YADEG3RQ+N9RhJwKWeIVxPMSi4LrXGP69Ok4cOBAyLZbbrkFBQUFeOihh34Rii6AKrvOWWLxkW+v3L7v1wfL+XgBzQ7Rpczp5ZGfpOmWa+GZIBZLp9PdDHieR3V1NcaMGROxzp5QdAGxX4veqi8WAufugvN4ZGv8527rbowdMwbXjMvqUp15eXldljdeLUO8WoZh6Xp4fAKeeulzKH1WDB8/GT60H9+kuxZgcgmHPKMYjwQQY16Z7V5wLBPi2hErSVp5MFaauEKciPNGFEQt7+UFmB1emB0eNNvFZA6tzsiDpu6awHMskBWvxqBkDUw7lNi16zAgFAH++66hRpzUXTjICEEQreBq/UH0WxzhK5gsg5DshIGPRi5BukHZrYlEZ59vjVwCnGWD1M5YePZkfd151rpCZ6/F2aaurg6JiYlhfXxOTg6Ki4uRlJQUcT+1XMw+d7qbosPja6P88gUtSDpyvwZClVwBYjl/Eo7Fz5vXQe9pxM1XXgnCcHB4eXz65ddoOvojpoy4Hna3D3a3DypZCubMmYN9+8V+Lys7O6zfC2QkY/2r9+kGBXITNZ1S+CRo5Jg6OAnNdjHzWKSYZ121Bu/sAkkAvd8CZ2iaDi4vjxqzE1UtTtRZXCFJCHpiES/W5yyWcrG2V+a3zo2FWPqLb79ZC62nGTdeMQWE5eD28vj0iy/RenwH5k5YBA8vwO0V/JmrBTi9PFrsni5llc2IU2JEhgF6VRZGpP4xalsDC04BzA4xvEGDXwEWq5vx6bAsC91pLplt6ctKrtMxqGSYmB9b0pWzTVef3e7wxRdfQCJ4sOjyKSHjZM/xrVgw69SzR/xKL4EQuLxizEVRueqB2eFp16owoOQalq4PKhf/1cH4XK+SokhlQFGGAc12DyqaHbC7fcEkBSqpBAoZK2Y+DbrBZgAXj+qR8xLt3TJp0qSQchKWhUTGoqNoZzabLeh2zPitrMxmM2w2G9TqU27AHAfIpBJoIHodeHkSk6sjAIAB5BwLpYzzZ8aVIDU1FRaLBR6PByqVCnq9PkS5xjBMMFNl7BHbzj20Wi2GDRsWsk2tViMhISFsezSKi4uxcuVKFBcX46WXXkJSUhLWrl2LrKwsFBYWngmxw6DKrnOUWFfWYykn4diwwUZfIlZLp7O5utSWnrZy6A2riUjnjjsL5y4WZBIW1tpSDE2UYkIKCw8PCIQFb/DB23QMMwuv9694ASVlZfj0k3+BECAlKQW1JyvxbelhLLzuV9DFG+H08J0etDNgOm0dpFFIkJugRq5RLSpdOoGUY2HUymHUnposOj08Gqwu1LeK2eECK4ZdtejQKCQYmKQRA9z74xl09PywLINknQLJOgVGZhrg9PBotLn9aaY5KGRsh6m8u0NvPd+x0lkLz7NdX0/S16+Fy+WKaP4/YMAAFBcXY/z48Z1a0VTJJFDJJGGBkH28AKvLF3SdEr+LfxO18jAlV4BYz9/p7wKdnENeShwcdSUYmWkIKSuMSIPz4hEgEDNuMQyCGXR7Oq5QvFqGCwcZ0WL34GCNBdUtTmT2gDV4d5W2CikXzBjICwT1rS5Um53w8QRD03SdtiY90/SkkjrW/iJwT0n8fbVUziE3NRGWmtKoVuK8QNBoc6PO4kJdqwvNdk+7E1ijVo6RmYaQd1hn2mpQyWBQyZDvT9ji8PjQaPXAZHPBZHWjxeHtlsWOhBWzAw9N1Z3V2I39mbO94BLrOJlhxCyAHETFiFYhRU6iqKQJLPQ3WkXlapPdDadHAMsAA4waFKbpwizoOjM+Dyzank2ivVumTp0Knu+80tjj8UAqlQYXjhiGgVQqhcfjiboPx7LgWLE/JgFXR382ydOtvmQSNmJYF4VCccZjTC1btixqUHeKyJYtWzBr1ixMnDgR3333Hf7yl78gKSkJ+/btw7/+9S98+OGHZ0UOquw6R4l1Zb2vr8DHQqyWTr2xugT0/DnujWvWW+cO6LzVnsx/Tkw1FRgzZkyIO9gHm9dB4bOH3SuN+zfjBv+94vbxcHp4OPwfi9OLRpsbZoen3cDH7cGxYurpRK0cGXHKHlEcRzov4/3nxenhUd/qQr1RDZVsHnbs2hti0ZGanCRmX/OvfElY8a9cKgb6jxRgu7P3gNKfuehs0Zv3aCz0BwvPWOnr1yJaKNO8vDx8/vnnEAShR8z3JVxooPhYifX8deZdwLLMWXdtilPLMHmgEV5e6LJ73ZmCY5moyQT6I7H2F10ZX3BtFjpGQHStrG91ob5VVH4FLI8NKilGZBo6jM/WHtHGA1kJEmQliO8bLy9g18Hj+PSbzahsaIYhIQnDRo6GLq59y6e+qOTqaWvgc4WeGCdHWui3u31gGER16e7rc6po75b09HSUlpZ2uj6ZTAaHwxEM+0IIgdfrhUoV29iPYRjIJBwCp9PHC0Gll1wae7ZSSs+xefPmmMv+4Q9/wBNPPIHf/va30GpPZYO96KKL8Morr5wB6SJDlV3nKLGuDPf1FfhY6MxKytleXQJ6/hyfiWsWy4CqN85dT1vtxXKvyCUc5BIOhtPe1YJAgu68jTY3Gm3R3Se0CgkSNDIkauRI1MhhUEp71Hqio/OilHHISVQjJ1GNCQMS8KupRSAgkLAspBzTZRfd3rgHOkNflq8/WHh2hr56LXw+H1iWjfgMZGdno6qqCkKbYLqxTjZ7elIay/nrzfd3Z9p7ticsVEEQTqz9RU/cUzIJGwyKDZxy803RKboVHiLW8UBFWWkwM29mWhqqDx/FjqPf409//jPSs3Lg8IgLWi4vD6dXXNRSSDkUpGj7jJIL6NvWu71JLM93Z+7jzvQXHS0Y/BLmVJHeLS6XGGexsznt9Ho9HA4HzG3iZwW2dwUJjanVIX0p7+CBAwfw3nvvhW1PSkpCY2PjWZOD3jHnKAHt/ZgxY+D1ejFmzJiIL8hYy/VlMjMzUV1dHTTBDaykZGZm9rJkIj19jnu6vsCAavfu3ZBKpdi1axcef/xxFBcXd6m+nqTtavQFF1yAq666CoIg4IsvvggpF+s56c69wrIMEjVyDE7RYmJ+Ii4fmY6rRqdj8sBEDE3TYXi6HlMHG3H1mHTMHZGGC/ISMShZi3i1rMfdhGI9LwECWf1kksiTfMqZp6f7qb7e7/VVGhoakJCQEJKFMYBEIoHP5wsqu2LtG3urD+2t93dffmf0Zdl6k1j7izNxTwVcfLv77on1vRet3FdffgmVTIJEjRyZ8SoMTNaiKMOA8wYkYGSmoU8puoDOv+fPBWJ9vmO9j3u6v/ilzqmkUtGF2+FwdGo/hUKB1NRUqFQqEEKgUqmQmpp6xl0Mz2UCLqJ9IXi8wWBAbW1t2PY9e/YgPT39rMlBLbvOYXoyWGpf5pe6ktJX6uvL7lA9bbXX06t9CikXsoJ9tujrVj2UcH4JFp7nArW1tTAajaisrMTmzZtRU1ODtLQ0XHzxxcjOzoZarYbFYoFSqex2opez0Yf2xvu7L78z+rJsvUln+otY76mzbUHXk7Fofwn0l3b0JJ15vmO5j89Ef/FLnFNxHAeDwYCGhgYAgEql6pRy+nRLroClWFvcbjesViu8Xi+kUim0Wi3k8rOcJegXjiAIMJlMUKlUkEh6X8Vz7bXX4qGHHsLq1avBMAwEQcC2bdvw4IMP4qabbjprcvT+maBQzjB9PT5MX6cvD6h6Ov5BrPdKX3cf6OtxISjh9HQ/Rfu9rlFXVweWZfHKK6+AEILk5GTs378fBw8exJIlS5Cbm4sTJ04gOTn5nJtcx0pfbm9flq036en+ojfekedSLFqg/7SjJznXwgGcTVJSUgAgqPDqSbxeLywWCwAE72VAVJIFrMooscGyLLKysvqEl8aTTz6Ju+++G5mZmeB5HkOHDgXP87j++uvx5z//+azJQZVdlHOCX+JKSl+hLw+ozoT1Sm+t9vUk1Krnl0lftvA8V6irq0NFRQUIIZg1axZYlhVdnL76Chs2bAhmZLzgggvOucl1rPTl9vZl2XqbX7pF+LkUixboP+3oSfpDwqe+CsMwSE1NRVJSUjD2Vk/x9ttv4/Dhw7j44ouD53n9+vUoLCw8qxZA/QGZTBYxDENvIJPJ8Oabb+LRRx/FgQMHYLPZMGrUKAwcOPCsykGVXRQKpV368oCqt6xX+vpqH7XqoVC6Rm1tLex2O5KTk4MDRpZlkZKSgpqaGlxyySVYtWoVBEE45ybXsdKX29uXZetP9MY7Mtb3Xn95P/aXdvQkNBzAmYfjuB6PB3X8+HEolUoQQuDzidlZVSoVjh8/TuN79QMyMzOD1l0HDhxAS0sL4uLiztrxGdKXwvb3EaqqqpCZmYnKykpkZGT0tjgUSq9Ds1eF8tJLL2HXrl246qqrQlatx4wZQy1pKJRfMIsXL0ZmZiaOHDmCyy67LMSyq6ioCDfffDN+97vf4dVXX4VcLu+1bIx9nb7c3r4sW3+BviMpvUVPP9+0vzjz0P6if7JkyRIMHz4cv/71r8HzPKZMmYLt27dDpVLhiy++wNSpU8+KHFTZFQGq7KJQwvnoo49w+eWX94mgh71NIB6JIAghq319JWYXhULpGnfeeSduv/12rFixAoIgICUlJRjHa8mSJcjOzsaSJUvw6quvQqlU9ra4FEqfhL4jKRRKrND+on+SkZGBNWvWYOzYsVizZg3uuusubN68Ge+88w6+/fZbbNu27azI0TecOikUSp/Gbrfj8ccfR0tLS2+L0if4paaPplAo7UMIQUZGBpYsWYKioiL4fD4UFRUFFV0AoNPp0NTU1MuSUih9F/qOpFAosUL7i/5JY2NjMLHBV199hYULF2LQoEG49dZbceDAgbMmBzXRoFAoHbJr1y6oVCoUFxfDaDT2tjh9Ahr8m0LpX3g8HkgkErAsi+zsbPz617+OWG7AgAE4fvw40tPT+0TGIwqlL0LfkRQKJVZof9H/SE5OxuHDh5Gamoqvv/4a//jHPwAADoejx+O+tQe17KJQKB3y448/Yu7cuSguLg6mBKZQKJT+RENDAxITEztUYA0YMAAlJSUQBOEsSUahUCgUCoXyy+GWW27BwoULMWzYMDAMg4svvhiAOKcsKCg4a3JQyy4KhdIhx48fx6233or169dDEISzqpGnUCiUs0FtbW1Myq78/Hxs376d9oUUCoVCoVAoEVi2bBmGDRuGyspKLFiwAHK5HICY0fMPf/jDWZODKrsoFEq7tLa2QqVSISsrC1VVVdSagUKh9Etqa2thNBo7VHalpKSgvr4ePM9DKpWeJekoFAqFQqFQfjnMnz8/bNuiRYvOqgxU2UWhUNpl586dKCoqgkKhgM/no8ouCoXSL6mtrUV+fj5Ytv0IDyzLghBCXbopFAqFQqFQ/Pz973/Hb37zGygUCvz9739vt+y99957VmSiyi4KhdIuO3bswIwZM8BxHNRqNcxmM5RKZW+LRaFQKD1KXV0dzjvvvJiCzsfHx8NkMkGtVp8FySgUCoVCoVD6Ni+88AJuuOEGKBQKvPDCC1HLMQxDlV0UCqVvUFJSgoyMDLAsiwEDBuDkyZNISUmhWcgoFEq/wmQyxRSzCziVkTE7O5v2hRQKhUKhUM55SktLI37vTWg2RgqFEpWWlhbodLqgW09A2UVdGSkUSn/D6/VCIoltDZBmZKRQzg2sViu2bdsGQkhvi0LpBFVVVfSaUSi9hNfrRV5eHo4cOdLbovScsuuJJ57oqaooFEof4aeffkJRUVEw41h+fj6d4FEolH5JZyZGgb6Qxu2iUPo327dvxzPPPAOPx9PbolBixGw244477oDb7e5tUSiUcxKpVAqXy9XbYgDoohvj73//+5D/CSH45z//idbWVgDAM888033JKBRKr/Pjjz9i7ty5QWVXeno6ampqqLKLQqH0K1wuF+RyeYfB6QMYjUY0NjbSvpBC6QEOHjyIoUOHxvz8nU127twJg8GAY8eOoaioqLfFocTAkSNHUFlZicbGRmRkZPS2OBTKOcndd9+Np59+Gv/85z9jtpo/E3TpyKtWrcL555+PWbNmBVdCJRIJCgsLe1S4rpCTk4Py8vKQbU899RT+8Ic/9JJEFMovl4qKCqSmpgYHoDQLGYVC6Y/U19fHHK8LQLCcz+c7k2JRKP2eH374Affeey82btwInU7X2+KEUVZWhhtvvBFr165FYWFhcPGP0nc5dOgQJk2ahL179yI9PZ3GVaRQeoGff/4ZGzduxDfffIPhw4eHJfT5+OOPz4ocXVJ2HTlyBH/5y1/w+eef46mnnkJ+fj6WL1+ORYsW9bR8XeKxxx7D7bffHvxfq9X2ojQUyi8Tk8mEuLi4sJVWg8GAhoYG5OTk9I5gFAqF0sPU1tbCaDR2alKUlJSE2tpaDBw48AxKRqH0X1wuF1577TXMnDkTx44dw7hx43pbpBDsdjuUSiWGDx+O//znP/B4PH0uG7XdbodMJoNUKu1tUfoMR44cwbx587Bnzx5ceumlvWpVAgA8z8Pr9faqDJRzA5lM1mcsZA0GA66++ureFqNryi6lUoknnngCJ0+exIMPPojBgwf3KUsPrVaLlJSU3haDQvlF89NPP2HEiBFhq5iBIPU0CxmFQukv1NTUwGg0dmqQGOgL8/PzaV9IoXSBFStWYP78+fB4PDh48CBGjx7dpyyn9uzZgyFDhkAikWDw4MHYu3cvzj///N4WK4SXXnoJarUaixcv7jOT3N7GarVixIgRWL16NXie7zVlFyEEdXV1MJvNvXJ8yrkHy7LIzc2FTCbrbVGwcuXK3hYBQBeVXQHy8/OxZs0afPbZZ33q5fTXv/4Vjz/+OLKysnD99dfj/vvvb7ejc7vdIUEMrVbr2RCzT/DnP/8ZDz/8cJhpIYXy448/Yv78+WHPdl5eHoqLizFt2rQ+9dxTKBRKV6mrq8PQoUM7pbQaMGAAjh071quTKQrll8rRo0dRVVWFG264AVarFa+99hoEQehT44qdO3dizJgxYFkWM2bMwFdf/T975x3WRNbF4V8SQofQewfpHRG7CPbe22fvHXtbUbGuuq51rbsLtrX33hUrCAKigCLSFBGQ3iGZ7w82WSMtCQEC3vd58iiTm5k7M7ece+4p1+Hu7i5R/Z2bITstLY1s9APIz8+HrKwsGAwG6HQ6Lx5jY8BVdGlpaUFeXp5siogBDoeD2NhYWFpakuf5AxwOBykpKfjy5QuMjIwk5vmkpaXh3bt3AAArKytoaWk16PWFGq2Tk5NhaGhY6Xi/fv3Qr18/sVWqLsydOxeurq5QU1PDs2fPsHz5cnz58gW///57tb/ZtGkT/Pz8GrCWkkFeXh6uXr0KLy8vdO7cWWI6BUEySElJgba2dqWdQgsLCzx69EjihFJC/bNjxw7MnDlTInaMCARxkpqaio4dOwo1D5qbm+P69eskSD2BICRsNhu//fYbFi1aBCaTCS0tLWRmZoLNZkuUO15MTAyGDRsGBoMBKysr7NmzByUlJRKj7Pr06RN0dXXRrl07/PXXX1i2bNlPL5fFxMTA3NwcDAYDFhYWiI6ORuvWrRu8Hmw2m6foUldXb/DrN0cSEhKwadMmfPr0CSdPniRhiqpAU1MTKSkpKC8vb/SxNDc3F7NmzcLJkyd5HoAMBgPDhw/HH3/8ARaL1SD1EMre1djYGBoaGvD29sbChQtx9OhRREZGIjQ0tF7jdS1btgw0Gq3GT0xMDABgwYIF8PT0hKOjI6ZPn45t27Zh9+7dNaafXb58OXJycnifqKioersXSSIkJATdunXDs2fPJMoNldD4pKamVhusWUtLC+np6aTN1AOvX79GWlpaY1ejSkpLSxEQEIC3b982dlUIBLGTkZEBdXV1oZRd6urqyM7OJsquKoiNjcWoUaMwdepUbNu2DYGBgSgoKGjsahEkhGPHjqFjx45QU1PjKY7k5eUlyt2rtLQUAHj1o9FocHJywosXL3jJuRqbJ0+ewM3NDR4eHkhISMDnz58bu0qNztu3b9GiRQvQ6XTY29sjIiKiUeRVbowueXn5Br92c6OsrAwHDx7E1q1bMXv2bLRt2/anWasLC3czWhLWaFOmTEFQUBCuXr2K7OxsZGdn4+rVqwgJCcG0adMarB5CbU3Ex8cjLCwM4eHhCAsLw+nTp5GSkgIA9ZpBZeHChRg/fnyNZczMzKo87uHhgfLyciQkJMDKyqrKMjIyMnwmrrm5uSLXtSkRFBSEwYMHY+/evSgvL5eYnar6Ij8/H6mpqbCwsGjsqkg8QUFBVcbrAv7LQiYJA2lzw9/fH+7u7hgxYoTExd6IiYmBmZkZXr58CUdHx59+97i+OHToEAwMDNCjRw9ibduAcDgckfocjUZDWVkZZGVl66FWTZPY2Fhs2LABfn5+UFBQQFxcHF6/fo2TJ0+irKwMlpaWcHd3h5ubG9mZ/wlJSUnBs2fP4Ofnxyd7W1tbIzIyEtra2hIx9kVHR/OUJly6deuG48ePo2PHjo1uNQH8l8lSSkoKY8eOxYEDB+Dn59fs5fmaiIqKwoQJE0Cn0+Ho6IibN2+CzWY3iMxSVlaGgoICqKio8I5JQltuykRFReG3335Dt27d4OvrC2lpabi6uuLVq1do2bIlkUV/QJLa29WrV3Hr1i20b9+ed6x79+44dOgQevTo0WD1EGo0NDY2hrGxMQYMGMA79vz5c4wbNw5r164Vd914aGpqQlNTU6TfhoeHg06nN7h/aFPgw4cPGD9+PLS0tJCcnNzsM0qdP38er169wtatWyVCSJFkgoKCMHr06GoFJq6ZbHNvMw0JRVFISkqCjIwMhg4dKnHKrvDwcIwYMQIPHz5sMMHxZyQ4OBjPnj1D586diQKlARHVUkNXVxefPn2CjY2NmGvUNPnw4QM2bNiAFStWQE1NDUwmE05OTrC3tweHw0FJSQni4+Px+vVrnD17FsXFxWjVqhUmT54scWMeQfxQFIVNmzZh+vTpYDKZfAsze3t7hIeHo3PnzhKhrHn58iUcHBz45jpjY2N8/foVRUVFjS5HlpaWori4GIqKijyrs5MnT+Ljx4+wtLRs1Lo1JllZWVBVVQWNRgOLxUJ+fn6Dbc7u2rULCQkJNYbOIQhGcXEx9uzZg9TUVCxbtgwqKiqQkZHhtfUrV64QWVTCUVdXr9JVkcViQVVVtcHqUWfJok2bNti5cyd+++03cdSnTjx//hw7duxAREQEPn78iOPHj2P+/PkYPXp0gz7UpkB2djYUFBRAp9PRpk0bPH78uNm7Yjx+/Bjfvn3jmaYTqictLa1Glx5uFjJJMeVvDiQnJ8PW1hZfv36VSKu5yMhIuLi4oKioiKTQricyMzOhqKgIMzMziXKVae4UFBRAVlZWJGULdywU5/z54cMHiXVnronvFV3q6up8ygAGgwEmkwlFRUU4ODhg5MiR8PPzw/r16xEdHY337983Ys0JDcX169dhYWEBfX39SsoiGxsbvHv3TmJk0YiICFhZWVUaF9zd3REYGNjo43N4eDhsbW35FvsTJ07EgQMHUF5e3og1azyKi4srKVE1NDR4Xkj1SWhoKNLS0lBeXt4kx29JIigoCNOmTYOVlRUWL14MTU1NyMrK8t6roqIiioqKxNbOPT09MW/ePLGci/AfK1euxIIFC5Camso7lpqaisWLF8PX17fB6iGUZFedkqBFixYSEcdFRkYGJ0+eRKdOnWBnZ4cNGzZg/vz5OHjwYGNXTeIICQnhuSK1bt0aL1++bNaT46dPn6Curg5LS0uJaKuSzKdPn6Cjo1Pjwo+bkVESlTJNlZCQEDg4OEBeXh5ZWVmNXZ1KZGdnQ1lZWWLG++bI06dP0bJlSwwdOhSnTp1q1mOyJJGamgpNTU2RzP/NzMwQFxcntgV6UVERlixZgn/++adJja8fPnzA+vXrsXz58kqKrqqg0+lgMpmQl5fHoEGDcO7cOYm834yMDCQmJjZ2NZoF2dnZOHv2LAYPHlxlkhM5OTkUFxdLxLjH4XBQXFzMt8Dm0rVrV9y9e7fR6/n48eNKblwtWrQARVE/bTyj9+/fw8zMjE9+dXBwQHh4eL0qUQsKCrBr1y5MmzYNXbt2xdWrVyVGaSss48ePrzI2dkO4neXl5WHNmjW4du0a1qxZg9atW/Mya/5IdHQ0fHx86r1OBNHZt28fXrx4ASMjI1hYWMDCwgJGRkZ49uwZDhw4AFdXV96nPhHKTlhRURG2trZwcXGBs7MzXFxcoKenh927d6NLly71VUeBcXV1xYsXLxq7Gk2CoKAgdO/eHQwGA4qKiigrK0NhYWGzzbJ2/fp1eHp6gsFg4NmzZ3BzcyOmr9VQU7wuLubm5rh27VqTncwlkdDQUIwaNQrfvn1DREQEdHR0JMb3PjMzEywWC3Q6HW5ubnj58iXpQ/XAkydPMGHCBOjo6EBJSQnR0dFwdHSs0znPnTsHLy8vYt1cA1++fBFZ2WVubo4LFy6IbSzcsWMHJk2ahNOnT6O8vLxJ9DGuoqsqiy5BcHR0xJ9//omCgoJ6jf8qDB8/fkRAQAAyMzNRWlqKPXv2NFv5qKH47bffMGHCBMjJyVW7maatrY3k5ORqY+w2FB8/foSxsXGV9dTW1kZeXh5yc3MbNctedHQ0Ro0aVWmMmDhxIvbv34/t27c3uqtlQ/P27VtYWFjwvTcnJydcuHAB/fr1qzdX6a1bt2LMmDFQVlZGx44dsXDhQowYMaJertUQ9OjRA/7+/nzHvo+vVx+UlZVhzpw5GDt2LOzs7CAtLV3j/CctLY2srCziyijBfB/2qjERqtffv38fU6ZMAZPJxPHjx9GjRw9YWlpi9+7dYLPZWLVqFc6cOcPLjEiQXBISEmBgYMAb+J2dnREcHNzoZtn1RVBQEBwdHeHi4oI3b940+o6cJMN9VjVNHmpqasjJySHKLjGSlpYGDQ0NODo64vXr1xJl5RAREQFra2vQ6XQ4OztLXP2aAxwOB5mZmVBVVQWdTseIESNw7NixOo1ViYmJ+P333/HkyZNmO7aLA65llygLIRaLhby8PLGMhSEhIcjLy0PLli2hp6eH2NjYOp+zvomLixPKoqsqaDQaOnTogNu3bzfqnEJRFEJCQuDj44ODBw+ib9++8PX1haqqKpFr68iLFy8gJSUFKyurGtuInZ0dIiMjG122ePnyJezt7auVgzp06IB79+41Wj3T09OhoqJSZf2MjIzAYrEQGhraCDVrXKKiomBhYVEpzlpSUlK9ySwPHjwAg8GAg4MDmEwmpKWlYWxs3KSt62RkZKCjo8P34W6YPXz4ENLS0nj8+DGv/JYtW6ClpYWvX78CqHALnD17NmbPng0WiwUNDQ34+vryySElJSVYtGgR9PX1oaCgAA8PD5iZmcHe3p5nzfXy5UsMGTIEFhYWsLW1xahRo5CTk4P58+cjIiICYWFhPOvLhIQEAMCbN2/Qs2dPKCoqQltbG2PGjEFGRgbvugUFBRg7diwUFRWhq6uLbdu21fo81qxZA2dnZ/z9998wMjKCoqIiZs6cCTabjS1btkBHRwdaWlrYsGED3++ys7MxefJkaGpqQllZGV5eXoiIiOB9HxcXh/79+0NbWxuKiopwd3fH3bt3+c5hYmKCjRs3YuLEiVBSUoKRkVGT8Fhjs9no3LkzfHx8sHr16lo/9YlQkl379u0xa9YsHDx4EMHBwcjPz8fbt29x/PhxODg4IDg4GHPnzoWdnV191ZcgBrKysqCoqMgn2Ldr1w5PnjxplgvYDx8+wMDAAFJSUpCWloaUlNRPk3FTWCiKQmZmJlRUVASyciCxm8QDV3Cl0WiwtrZGbGysRPVFrrKLwWBATk4O5eXlKC4ubuxqNStiYmL4dqQtLCyQl5eHT58+iXzO7du3Y8mSJQgNDSUK/hqoi2UXUBGPqq6xIIuKirB7925MnjwZ0tLS6NKlC27fvi1R48CPxMXFYd26dVi+fDk0NDTqZEXSs2dP3Lp1q1HaaXl5OW7evIkpU6bg3r17mDFjBhYsWABzc3PIyclh8ODBOHPmDOlDIlJcXIx9+/Zh/PjxtVrH2dnZ4e3bt43e7sPCwmBnZ1etssvLywsPHz5stDbx9OnTGq2rx48fj7///vunk9G+fv1aKd4s12W6oKBA7NfLysrC4cOHMX78eF7wdADo06cPrl271ujtuD7gxrcaM2YMcnJyEBYWBl9fX/z555/Q1tbmlTt8+DCkpKQQHByMnTt34vfff8eff/7J+3727Nl4/vw5Tp48iaCgIKipqeHAgQNISUkBjUbD27dvMXz4cFhaWuLy5cu4ePEiunbtCjabjbVr18LV1RW6urqIjY3Fly9fYGhoiOzsbHh5ecHFxQUhISG4efMmvn79imHDhvGuu3jxYjx69AiXLl3C7du38fDhQ7x69arW+46Li8ONGzdw8+ZNnDhxAn/99Rd69+6NT58+4dGjR9i8eTNWrlyJoKAg3m+GDh2KtLQ03LhxA6GhoXB1dYW3tzcyMzMBAPn5+ejVqxfu3buHsLAw9OjRA3379kVSUhLftbdt24aWLVsiLCwMM2fOxIwZM/Du3TuR32FDwGAw0K1bN4kIy1KndCd0Oh02NjawsbHByJEjece5ml2CZBIcHFzJTc3MzAwJCQkoLy+XiCw44oTrwsi9L1dXVwQFBaF3794S4yYmKSQmJkJfX18gCwd9fX0kJSUR5bYYCA0N5e0iM5lMcDgclJaW1rvZuKC8f/+eL0OktbU1IiIi0KFDh0auWfMhMDAQLVu25Bt/hw4diuPHj2PZsmVCm+k/f/4cWlpaaN26NS5evAg2m/3TubQISmpqKjQ0NER2cdHX10dCQkKdXE537NiBESNGQElJCQwGAy4uLjhy5IjEujJ+/PhRbIouAFBSUoKamhrevXsHBwcHMdWyZgoLC3Hu3Dncu3cP7dq1w8qVKyEvLw8mk8n3zK2trbF//37k5OQ0qttaU2Xv3r0YMmQIFBQUam3LpqamSEpKanTLrqysLCgrK1crI6qoqICiKHz79g26uroNXLsKZdeUKVOqlde1tbVhbGyMwMBAeHl5/RSybmlpKRgMRpXjuLW1NSIjI9GpUyexPQuKorB+/XpMnTq1kmuutbU1du/ejZKSEr7fFJWyEZeeL5brC4O5piLkpAWfR65evQpFRUW+YytWrMCKFSsAAOvXr8edO3cwdepUvHnzBuPGjUO/fv34yhsaGmL79u2g0WiwsrJCZGQktm/fjilTpiApKQn+/v5ISkqCnp4e9u7di7lz5+LgwYM4ffo0li1bhr1798LR0REbN27knfP7LKNMJhMyMjIoKiqCiYkJAGDPnj1wcXHh+83ff/8NQ0NDvH//Hnp6evjrr79w7NgxeHt7A6hQyhkYGNT6TDgcDv7++28oKSnB1tYWnTt3xrt373D9+nXQ6XRYWVlh8+bNePDgATw8PPDkyRMEBwcjLS2NJ8v/9ttvuHjxIs6ePYupU6fCyckJTk5OvGusW7cOFy5cwOXLlzF79mze8V69emHmzJkAgKVLl2L79u148OBBo7t714a9vT0+fvwIU1PTRq1HvWg1vtfsEiSPoKAg9O3bl0/ooNFoMDAwQFxcXLNSXlAUhbCwMAwdOpQnFHh4eODs2bPo3r07Wfz9wIsXL+Ds7CzQ4srMzAyxsbGwsbEhKePrSEhICHr27Ml77qampoiNja33oI2CwOFwUF5eztdXWrZsiZCQELRt21YiF+JNkbCwMPTt25evL7m5ueHIkSPIysqChoaGwOdis9k4dOgQVq5cCRkZGSgqKiIjI0Mgge5nhOs+KircsdDe3l6ksZDrvujq6sqzfJGSkoKenh4+fPggcXPyx48fsXbtWixbtkwsii4uAwYMwLlz52BjY1Pvm24pKSlYsmQJBgwYgI0bN4LJZILJZFb7/rp164YrV65g7NixZL4TgpiYGHz69An/+9//BIp5xp1PiouLG22zJyUlRSC35k6dOuHOnTsYPXp0g7YJNpuN7OxssFisGhU3Y8aMwapVq9C+fXuJ2TirT+Li4qqNs8YND9GhQwexySyXL1+GoaEhLCwsqmzbrVu3RnBwMGxtbf+rY3o++ux+IpbrC8PVOe1hr88SuHznzp2xb98+vmNqamq8/0tLS+P48eNwdHSEsbExtm/fXukcrVu35mufbdq0wbZt28BmsxEZGQk2mw1LS0vQ6XRoaWmhrKwMubm5YLEq6vn27Vv07du3xnqqqKggNDSUlzU1IiICDx48qKSoAyraR1FREUpLS+Hh4cF3X4IojUxMTKCkpMT7W1tbu5JyVVtbm5eJMyIiAvn5+ZU2SIqKihAXFwegwrKLG5D/y5cvKC8vR1FRUSXLru830mg0GnR0dJpExs/169dj0aJFWLduHdzc3KCgoMD3fUPF6GxeJjwEgUhKSoKurm6lCaFt27Z48uQJz12pORAVFYUWLVrwCc4mJiZITk4mlg5VEBwcjBkzZgj0/i0sLBAcHAwOh0OE/zryo0Wdvb09wsPDa00U0BDEx8fD0NCQ7x3b29vjn3/+kVirk6ZGbm4uZGRkICUlxScc0mg09O3bF6dPn8b06dMF7mdnzpxBp06doKSkBDqdzjPp19PTI321CiiKqtNuf5s2beDn5wdLS0uhrZK47ourV6+GtLQ0Xz28vb1x+/ZtiZuTf/31VyxbtgyamppinUPt7Oxw4MAB5OXl1XtChQsXLmDcuHFwdnau9NyrwtvbG4sWLcKIESMgKytbr3VrTuzcuRM+Pj5gMpkC9zFzc3O8e/cOrVq1qufaVQ3X0loQZdeqVaswYsSIBk1e8PbtW1haWtY6JqioqMDR0RG3b99Gnz59mr1119u3b9GiRYsq35udnR3Onj0rtmDmX758wZUrV7B27dpq333Xrl2xfv16jB49mnfMXFMRV+e0r/P1hcVcs7LypyYUFBRgYWFRY5lnz54BqNgsyszMrKTIqIn8/HwwGAyEhobC398fzs7OsLS0hJSUFO88goyzqqqqCA8Px/Dhw0Gn05Gfn4++ffti8+bNlcrq6uriw4cPAtfxR36c62g0WpXHuFap+fn50NXVxcOHDyudS0VFBQCwaNEi3LlzB7/99hssLCwgJyeHIUOGVAqLUNN16pNNmzbh/PnziImJgZycHNq2bYvNmzcLbFHWq1cvAEC/fv34xh+uzNVQbr5E6v3J+PbtG1RUVKqcDNzd3REaGipy4ysvL8cff/whUXEtrl27xufCCFQMElpaWpU05z87FEUhLy+vRtP97zE1NUV8fHyjuxs0dfLz8yuZwDs5OeHNmzcSEe/h++D0XLi7xIWFhY1VrWbF8+fP4erqWqU1S+fOnfHs2TOB443k5eXh1q1b6Nq1K08Ib9myZZ3G9uYMRVHgcDh1Wghqa2tjzZo12LZtGwIDA4VKBvCj++L3uLq6Ijw8XKLm1G/fvkFRURFqamr1slnUuXNn3Lhxo17nFYqieAHIBVF0ARVjnqWlJUJCQuqtXs2NhIQEqKurQ1VVVShLPW6Q+sYar74PK1ATCgoKkJOTQ0pKSgPVrILAwECBsyGPGDECp0+fRlFRUQPUrHGpKjg9F3l5eRQXF4tlLOVwOFi3bh1mzZoFGRmZapWiqqqqYDAY+PLlC++YnDQD9vqsBv8I48IoCHFxcZg/fz4OHToEDw8PjBs3rtKY/X3sKqDCc6RFixY8N302m43o6GgUFBSgc+fOsLCwgImJCTQ1NQEAtra2fEHwf4Rrjfvt2zfeWOHq6oq3b9/CxMQEFhYWfB8FBQWYm5uDyWTy1S0rKwvv378X16Ph4erqitTUVEhJSVWqC9dS/+nTpxg/fjwGDhwIBwcH6Ojo8ALtSwKPHj3CrFmz8OLFC9y5cwdlZWXo1q2bwPLogwcPeJ/79+/zPty/Gwqi7PrJCAoKqtZaRE5ODjQaTeTg7devX8eFCxcQHBxc12qKBQ6Hg+joaJiZmVW6Xw8PDzx//pwoar4jLi4ORkZGAlt+KCkpoaCggDzDOhIeHg5bW1u+Nqqurs5LqdzYREREwMrKqlIfsrOzQ1hYWL1n+SsrK8OpU6ck4lnUF48fP6528SIlJQVPT09cu3ZNoL62b98+jBo1im8Rb2xszLNmJfCTl5cHBQWFOls9cDMxnTp1CmfPnhXoXYWEhCA3N5fPffF7vndllBSePHmCli1b1pulWffu3XH37t16DawdGhoKBweHSpaUtTFo0CCcO3euWQf9FucYcfHiRXTp0kVopaiDgwOioqIabbz6/PkztLS0BJKFvL29cfPmzQaVg16/fi2wtaeioiLat2+PK1euNHtZ7dOnT9DW1q62T+vr6yM+Pr7O1zl27BhatmwJfX39Wtt2u3btcP369SY395aUlCA1NZXvw81oyGazMXr0aHTv3h0TJkyAv78/Xr9+XSmrYVJSEhYsWIB3797hxIkT2L17N3x8fABUxN763//+h6VLl8Lc3Bxfv35FeHg49uzZg3v37gGoCGAfERGBFStWIDo6GnFxcThy5AgvuLuhoSHCwsIgJyeHt2/fgsPhYNasWcjMzMTIkSPx8uVLxMXF4datW5gwYQLYbDYUFRUxadIkLF68GPfv38ebN28wfvz4erF479KlC9q0aYMBAwbg9u3bSEhIwLNnz/DLL7/wNk1atGiB8+fPIzw8HBERERg1apRE9dObN29i/PjxsLOzg5OTEwICApCUlCRwptdOnTrV+GkoiLLrJyM4OBiOjo7VTpJubm54/vy50AtYiqJw8eJFbN68GcePH5cIYTAsLKza3blWrVohJCREonbMs7Ky6pzRqy4IE6+Li5SUFMnKV0dCQkKqdJlgsVhIT09vpFr9x5cvX6ClpVVJgHRzc0NISEi9C3EvX77Evn37cO/evXpXrDUGFEUhNTW1xsVVv379cP369VrHh8TERHz69AmOjo58QjiNRgOLxWoSMR4amq9fvwoUn0cQlJSU4Ofnh9evX2PPnj019g2u++KUKVNqtC7iujJKymKJmwWuvmJqycvLQ09PD1FRUfVyfqBCCePt7S30Pejr66O4uBipqan1VLPGo7y8HP/88w969uyJsLCwOp+Pw+HwrIKFfc4aGhrIzMxslEVfdnZ2pWzlNdG2bVsEBwc3mMybk5MDOTk5oeS0gQMH4sqVK83aEpvNZoNGo9WovHZ0dER4eHid2lVcXBxevHiBXr16CRQHzdHRES9fvpSINZEw3Lx5E7q6unyf9u0r3C83bNiAxMREHDhwAECFe+DBgwexcuVKRERE8M4xduxYFBUVoVWrVpg1axZ8fHwwdepU3vcrVqyAhYUF/P394enpiYkTJyI8PBz6+voAKmJhnjhxAlFRUejduzf69u2LW7du8caT6dOng8Fg4Nq1a+jTpw8SExOhp6eHp0+fgs1mo1u3bnBwcMC8efP4PJq2bt2KDh06oG/fvujSpQvat28PNzc3sT9DGo2G69evo2PHjpgwYQIsLS0xYsQIJCYm8mKb//7771BVVUXbtm3Rt29fdO/evd5j9ZaUlCA3N5fv82MiherIyckBwB+/rSYCAwNr/DQUJGbXTwZ356O6ibxt27b4559/0KNHD6F24x4+fAgXFxcYGRlBTk4O0dHRdcpMJQ6uXbuGXr16VSlosVgs5Ofno7S0tEFjLdTE8uXLwWAwsHnz5iqDK9Y3ISEhmDNnjlBClKGhIeLj4+Hi4lKPNWvexMTEYNiwYZWeu4ODAyIiImBgYNBocZYKCwshLS1dbQwMf39/sNnseg0mfffuXWzcuBF//PEHXFxceCbuzYWagupykZWVhYODAwIDA9G1a9dqBfodO3Zg4sSJVcbHcXV1xcuXLxu1PUki3GDU4opnIy0tjQULFuD48ePw9fXF6tWrq1wU7dy5s1r3xe9xdXXF0aNHJSI+HofDQVZWFlRUVOo1/g83UD3X+kqcFBYWIj09Hbq6uiI9zz59+uD8+fOYPXt2o78PcfHkyRP89ddf8PLywtq1a3Hq1Kk6P/uqsn4Lg4KCArKysho802FYWBjs7OwErreMjAw0NDQQHx8Pa2vreq5dRZyk6lzeq0NWVhbdunXDmTNnMG7cuGY5/nNji9b03hwdHREQEIBhw4aJ9AzKysqwadMmLFiwQGD3ZykpKbRo0QJhYWFo06aN0NcUNwUFBZCVla3xOQUEBCAgIKDa71etWoVVq1bxHRs0aFAlhQmTycSOHTsqBbrncuDAAfz666/Q19evtj1zs0lXhZmZGS5fvozk5GQcP36cl4CHay1VHYqKijh69CiOHj3KO7Z48eJqywPAmjVrsGbNGr5jVT2jH+NzKSkpYdeuXdi1a1eV5zUxMankzjdr1iy+v6tyawwPD6+xvjWxadMm+Pn58R1bvXp1pfv7EQ6Hg3nz5qFdu3awt7cX6Fqenp6Vjn3fb0jMLoLYSUtLg6qqao2DvJGRET5//iy0xdOJEyfQu3dvMJlMjBo1iiecNxbl5eVISEiocfKzsbHh24VoTMLCwmBgYIBevXph/vz5yM7OrvM5hbGC4XA4KCgogKKiolCLGHNzc3z48EHonTKKohAUFCRR5rqNQWlpKWg0WpVt1MHBAa9fv27UZ1RTIFwpKSkwmUzk5eXV2/UpikJCQgLMzc0xZcoUbNmyRaKsMcXBo0ePBHILGzp0KM6cOVPtDvGLFy+gqakJPT29KgVHNzc3ErerCrhWdeJU3jAYDIwZMwZOTk6YP39+pdAAoaGhyMnJqdZ98XskyZXxzZs3vJgr9YmlpSVSUlJEDqlQE3fu3EH79u1FVuS0bdsWL1++bBYWzXFxcZg7dy6ePXuG1atXo0ePHrCxsUFGRgbPVUhULl26BC8vL5HjutnY2CAyMrLBrXm5ltbCtPEuXbrg5s2bDTK2PnnyROB4Xd/Tu3dv3L9/n2eZ0dyoKTg9F11dXXz9+lXk97R//350794dGhoaQo0fvXr1wuXLlyVCdlm/fj0OHTokNrnyzZs3Asdv+p7Q0FBoaGhAW1u7zhsaBgYG+PLli8jvNTc3Fxs3bpSI99MQLF++HDk5OXyf5cuX1/q7WbNm4c2bNzh58qTA18rKyuL7pKWl4ebNm3B3d8ft27frchtCQZRdPxE1xev6HhMTE7x7907g84aGhsLU1JRn+m1hYYHCwsJGDQAviEueh4cHXrx4IREDnL+/PwYPHoy2bdtixIgRmD9/Pr59+yby+R4/fozhw4fjl19+EUhofffuXZWxzWrD3NwcHz9+FHrijIiIwJw5c+p0j9/z4cMHrF27ViLepTBERkZWq0yysLDAx48fG1U5UVVw+u9xcnJCSEhIvS1IuMo2Op0OV1dXKCkp4datW83KnTEkJAQODg619j01NTVoaWnh9evXlb5js9k4ePAgRowYUe3i0tDQsE4CYXPly5cv0NDQELulEo1GQ48ePTB48GDMnTsXnz9/BlDhvrhr165a3Re/x8vLSyJcGQMDA+Hu7t4gFk3e3t64evWq2JX9t27dqpOyi8FgwMPDAw8fPmyy41B2djY2bNiAvXv3YvLkyRg/fjxUVFQgIyMDGo2Gnj174uLFiyI/+4KCAmRmZtboRVAbdnZ2ePv2bYO3+Q8fPtRqafsjLVu2xKtXr+pd/uC6vIvids1kMjFw4EAcPny4WW4yRkVFwdzcvMbnQqPRIC8vj6ysLKHP/+HDB3z8+BEdO3YUyH3xe0xNTZGamlqvG4OCUFpaivT0dLx48QJfv36t8/kyMzOxYcMGzJw5U6ig6hRF4cCBAzXKK8JAo9GgpKTEiykmLJcvX0Z0dDTOnDnTLPvGj8jIyEBZWZnvU1ubnj17Nq5evYoHDx7wLOgEgcVi8X00NDTQtWtXbN68GUuWLKnrrQgMUXb9RAiq7Grbti2ePHkisJBx+PBhDBw4kG/QGj58OI4ePdpowvn169crZWH8kcYOgsolKioKKioqUFdXB4PBgLu7OyZNmoQFCxYIHRuktLQUmzdvxt27d7Ft2zZ4eXnBx8en1kUDt20IK0CZmpoiISFB6Gd49uxZDBs2TOCg27Xxzz//ICIiosGzItWVmhQdUlJSoNPpjWpB8ObNG56yqSrqO27X3bt30bZtW14/njZtGk6cOCEWQU0SKCgoAJ1OF1jpMXLkyCpjIp47dw4dO3as0SWORqNBRUWlWcYbqgu1xUurCzQaDe7u7pg9ezaWLl2K6Oho7Ny5E8OHD6/VffF7JCUrY2RkZJXJKuqDrl274v79+2KNdZOSkgIFBYU6JyTo27cvrly50uTi8JSWluLw4cNYtGgR2rVrhyVLlsDAwACysrJ87d/T0xNPnjwROYbonTt30KFDhzpZbNjY2ODdu3cNKp8VFxfz5l1hkJKSgrGxcb3GmQOA2NhYmJiYiDxWeXl54fXr1zzFe3MiMTER+vr6tT4be3t7vH79WmhF9aFDhzBu3LgqQwQIQocOHXDnzp1GVaYEBwfDxcUFo0ePxr59++rct3bu3ImZM2di/vz5WLVqFR4/fsx7rg8fPsSOHTuq/N39+/dhZ2cHFosltrnEyckJr169Eine9P3797FhwwbcvHkTycnJYqlPc4GiKMyePRsXLlzA/fv3YWpqKpbzamtrC2VUU1eIsusnQlChXhjB+t27d1BWVoaamhrfoOXs7IykpKRGCYjM3b2obVdRSkoKMjIyIu3yiJM///wTQ4cO5VMWOjo6Yvbs2Vi0aJHAg29SUhJmzpwJKysrzJw5E4qKinB3d8fmzZsRHR0NHx+faoWc0NBQoeJUcJGVlUVpaalQE3hBQQHS09MxfPhwPHjwoM4LhoKCAiQnJ2PChAk4e/ZsoysvhYG7eKyunVpYWNS7AF0TBQUFvCytVWFlZYW4uLh6e+aRkZF8blNycnKYPn06fv3113pf+D969AgBAQH1KpwGBwcLlRTCyMgI5eXlSExM5B3Ly8vDzZs30a1bt1pd4lxdXREcHPxT7F4KSlZWFpSUlOr1GpaWlli1ahU2bdqE7OxsuLm5CRUrkslkQldXt1FdGbOzsyEvL1+v8fm+R1ZWFiYmJmINNXDp0iV07dq1zvegpqYGBQUFxMXFialm9U9oaCimTp0KaWlprFu3Dg4ODpCTk6vyWTCZTNjb24uUrAgAbt++jXbt2tXpOcvJyaGkpKRB5/PXr1+LrMzt1q0bbt68Wa/zUmBgYJ0yodLpdEyYMAH79+9vdMW5OOFwOKAoSqDnwg0PIUy7SkxMBJvNhq6urshtulu3brh7926jPvebN2+iQ4cOaNmyJbKysuqkbHj79i1KSkpgaWkJMzMzbNy4EWfPnuXFca0ONpuNY8eOYcCAAWKNl+zi4oKwsDChx4tXr17B2toasrKymDNnDjZv3tzkNjHqk1mzZuHYsWP4559/oKSkxMvMWVRUJNDvX79+zfeJiIjAzZs3MX36dDg7O9dv5b+DKLt+ElJTU6GhoSHQjpCMjAyYTKZAcaP+/vtvDBkypEpT1EGDBuHEiRMNrnx4/PixwK4WLVu2xIsXL0QS6NLT0+ucLe/Dhw+QlpaGtrZ2pfpaWVlh0aJFWL58ea1C9bVr17Bu3Tr4+Pigbdu2fAEoFRUVMWXKFIwZMwa+vr44cuQI34RbXl6OkpISyMrKirRjJS0tjfz8fIHL37x5E506dYK8vLxYFjPXr1+Hl5cXWrVqhVevXjVoxqELFy7g/PnzIikP2Gw2SktLea4jVSGKYCYuBBkz6HQ65OTk6kVhnJiYWGUQaUdHR2hra+PKlSv15kYUExOD48ePIyQkBK9evaqXawAVY5Wwi5fhw4fj2LFjvD7MdQcQxDqM627TlBTCDUF9BlvnoqOjg82bN2PWrFkCW/J9T2NnZXz69ClcXV0bNCj7wIEDce7cObEsECmKQnBwsEAuw4IwYMCAJrO5QlEU9uzZAz8/P3Tp0gXy8vK1ug/1798fFy5cEPrZi8t6DqjoMw0ZDkNQl/KqcHR0RHR0dL0ulENDQ+vcfp2cnFBQUNCom2ji5tOnT9DR0RGovdnY2OD9+/dC9dvaQgQIgrKyMuTl5RstvEt5eTlSU1N5RgBTp07FH3/8IVJ7pSgKO3bswIQJE3gKK2VlZaxevRq5ublYsWJFtXL4xYsX0bFjR8jLy4vVmtrMzAwJCQlCj1enT59Gz549wWQyYWlpiRYtWuDcuXNkQ/Bf9u3bh5ycHHh6evJl5jx16pRAv3d2doaLiwucnZ15/+/VqxdKS0vx559/1nPt/4Mou34ShHVTc3d3x7Nnz2rs8MnJySgvL682q1G7du0QHh5eL0Fma4K7eyHIDoyHhweCg4NFEqY3bNiAX375ReCUrVVx6NAhjBgxotq6mpmZYcWKFVizZg2io6MrfV9YWIiVK1ciKioKfn5+0NPTq1JpRafTYW1tjc2bN6O4uBjTp0/nnS86OhoWFhYiC1AmJiZC7XB/HzNlwIABOH/+fJ0WM9z3LSMjg/bt2+POnTsNEkslKysLly9fxsWLF0Vy9xDEJcHBwQFv3rxplAVVbfG6uDg7O+Ply5dif+b37t3jc2H8nsmTJ+P8+fP14raanp6OTZs2YfHixfDx8cGOHTvqbQxLSkqCnp6eUEKfo6MjkpOTkZGRgaSkJCQlJcHJyUkgQVxfX79OAXqbGxRFgaKoBlF2ARUZ5kR13XB1dUVERESjWQaIopitK6ampvj27Vudg6UDFUlgbG1tISUlJZb37ejoiNjY2AaXb0QhODgY9vb2kJeXr3Fz5Xt0dXXBZrOFHmPFZT0HVMTtasgkLYIEOa8OGo0GGxubetscEdblvSamTJmCffv2NRsLFu57E2RsYjKZ4HA4Astsnz9/RmFhIQwNDevcprmB6htj/n358iUcHR15z8jY2Biampp4+vSp0LLb5cuX4ebmBlVVVb5nLiUlhfHjx6N9+/aYOXNmJa+U4uJiXL58WSArdGHhbrwKk4AhKysLBQUF0NLS4t3HmDFjcP369Wbp6isKXBnpx8/48eMF+n18fDw+fvyI+Ph4xMfHIzExEYWFhXj27FmDZK/lQpRdPwlBQUFwdHQUeLBu27Ytnj17VuOgXJNVF1Ax+PTs2RNnz55tMGGlsLAQeXl5UFNTE0hgMTQ0REpKitCTT2hoKNTV1eHi4oJjx46JdH+CmkYbGBjA19cXmzZt4rOCiomJwYwZM9CpUyeMHTtWoN1aGRkZDB8+HPPnz8eePXuwfft2BAYGCuVK9SNmZmYCB6n/+PEjtLS0eAo5c3NzpKWliZx98s2bNzA1NeUJgH369MH169cbRIjbvn07JkyYAHt7ezx58kRogYGb9ammdspisZCfn98owtHr169hbW1da7twd3evlyx/3DGrquvLyMhg9uzZ2LRpk1jfdXFxMVasWIG5c+dCVVUV2traGDp0KHbu3Cn2+0tMTBRa0cVl4MCBOHXqFLZv346JEycKFUdETU2tycW2qy9ycnKgrKzcYMquusBkMqGjo9MornMcDgcZGRkCz6vipHv37rhy5UqdZYjz58+jS5cuYnPDpNFo8Pb2xo0bNyTeCuD7bNnC0K9fP5w7d07gsY9rPSdsNsPqsLe3b7C4qmw2G+Xl5XVSJvXt2xf79u1DWFiYmGtXobAUJOauIBgaGkJPT48vxlJTJioqChYWFgKPTSYmJoiNjRWo7KFDhzBs2DCxBFJ3d3fHq1evRI6FVxeqSswxYcIE/P3330Jt2BcUFODChQvo06dPlQorOp2Ojh07wsfHB7/88gueP3/O++6ff/5B3759BVa4C4uDgwPCwsIEbtMXL15Et27d+J6JtLQ05syZI3bZ8mfj+fPnuHr1KoyNjXmfR48eoWPHjjAyMsLUqVPrZCgiLETZ9ZOQlpYmVMYpPT09pKenV9vZMzIykJaWBjMzsxqFx27duuHhw4cN5lr24MEDtG7dWiiBVk9PDx8/fhS4PEVR2L9/P0aMGIGhQ4fi+fPneP/+vdB1PXToEIYPHy7QJKqjowM/Pz9s374dQUFBOHbsGHbv3o2VK1fC2dm5UoDZmqDRaDA0NMTatWuhr6+PGzduwMbGRuRFjLm5ucBxm86dO4fu3bvzvZ8uXbrg+vXrIi0YTp06hV69evGeobKyMjQ1NevdRD8yMhJlZWWwsrLCkCFDRLJOe/XqFWxtbWsVXjU0NBpFOfHhwwcYGhrW2i5ENR+viW/fvvGUt9WNWTY2NjA1NRXZjfRHKIrCqlWrMGTIEBgaGvIEOU9PT+Tm5oq0A1oTdcls165dOzx58gTq6urQ09MTarxzc3NDUFCQRCzQs7OzsXDhQhw5cqRR4jt++fJFpMxmjUVjZWWMiYkRajEpTjp37ozAwMA6LRCLioqQlpYGPT09sVqm9ejRA7dv35boRdGnT58gJSUlkqKyVatWCAsLEzg+C9caWNQg3j9iYmKCpKSkBhmruBmp69LGjYyMsGbNGgQEBGD79u1iXcwJE55DECZMmICAgIBGTYAjLuLi4gSSVbg4ODggPDy81nH069ev+PbtW63rHEFhMBhwcHBAUFBQgyoZ2Ww2kpOTKwXwV1VVRZs2bXDhwgWB+9i+ffswcuTIGtcc3I3sDRs24J9//sGRI0eQnZ2Np0+fol27dmJRHFaFs7OzwHG7KIrixcD78d1aWVnBwsJCqOdC4Gft2rV4+/Yt7+/IyEhMmjQJXbp0wbJly3DlyhVs2rSpwerTNCQ8Qp34/PmzSNmmLCws+Brr9xw5cgSDBg2qdQJgMpno1KmT2LLu1cbt27fRvn17oQSCVq1a4fnz5wIvIG7fvg1nZ2ewWCxIS0tjwYIFPPdAQUlJSUF+fj6MjIwEnkTV1dWxbt06BAQEID8/HytXroS6urrIuyRMJhPdu3eHv79/jUHIa8PY2BjJycm1vt+ysjJER0ejRYsWlZRdomTdys3NRUZGBvT19fne9+DBg3H69Ol6c/fhcDjYuXMnJk6cCGlpaWhoaEBOTk6o4NEURSEvLw9KSkq1Pnd7e3uEh4c36KTLfXaC9CMajQZlZeU6x6/7ngcPHqBNmza19o1x48bh+vXrYsmg88cff8DGxgbOzs58aZhpNBp8fHxw8OBBscYmCw4OrtZyrTYYDAYWLFiAkSNHCi04urm5iRy3i6IoLF26VCzWRWw2GytXrkTfvn0hLy+PDRs2YPr06Th9+nSDJQ3hKruagmUXUPHuwsLCGtyVkauYbajg9N8jLS0NS0tLhISEiHyOO3fuCC0XCIKcnByMjY3x+vVrsZ5XnBw/fhz9+/cX6d0xGAy0adMG9+7dE2hxfuHCBbFaz9Hp9AbLSBwSEgI7O7s6K3S1tLSwevVq6OjoYNq0aVWGnxCFhIQE6Orqik3hrKysjHbt2jX5BT1FUSgvLxdqHnRyckJkZGStc+Cff/6JYcOGiXXc6927N65du9agY/irV6+qtbYcOnQorl69KpD7X0JCApKTk+Hs7CzQ82axWFizZg3S0tIwatQoDB8+XCxuuNVhZWWFDx8+CCTbcD0HqlPMjx07FlevXiXujCISHh4Ob29v3t8nT56Eh4cHDh06hAULFmDXrl04ffp0g9WHKLt+Al68eAFnZ2ehJ8m2bdviyZMnlQaOvLw8REdHw87OTqBJoF+/frh27Vq9m+7m5OSAzWZDWVlZqHtt1aoVQkJCBBogS0tLceLECfTr149n+WFgYIBOnTrhr7/+Elho4E6iwi5UWSwWNmzYgEGDBlWbSUkYaDQaZGRk6uQ/z2QywWaza733R48ewcPDo1KdZWVlYWhoiDdv3gh13cuXL1cpWFtaWuLr169iifNSFefOnUPbtm35Yu8MGTIEp06dEliASU5Oho6OjkDtVFDBTJzExsbC1NRU4MWhuLP8PXr0CG5ubrW2b2lpacydOxebNm2q0/hy7do1fPv2Db169aoy5p2ysjLGjh2L3377TSzvoaSkBOXl5XVSMtvZ2UFdXV3oBbyuri7S09NFuo+goCDQaDSsWbMGGRkZQv/+e3bu3Il27drB1tYWXbt2xapVq7Bs2TKUl5fjl19+wZw5c3Dp0iWhkl8Iy5cvX6ClpdVklF2N5coYFhYmUPy++oIbLF1UCyquC099WBQMGjQIZ86ckcjsdgUFBfjw4QMsLS1FlhX69OmDa9eu1frsS0pKkJKSAgMDA7EqFRsqI3FYWBhsbGzEUncpKSn06tULS5Yswc6dO/Hnn3/WqX0kJiZW2tQTB0OGDMH169eFinNUnzx58kRoGSI1NVXoDQt1dXVkZ2fXOAdmZGTg8+fPsLS0FOu4YWRkhMzMzAZ95tzxr6r2Iy0tjaFDh+Lvv/+u8XlQFIVt27Zh0qRJQlluMplMTJ48GX5+fnBycqrXDRMpKSkwGAwUFBTUWvbMmTPo3r17te9WWloas2fPJtkZRSQrKwva2tq8vx89eoSePXvy/nZ3dxfLJrWgEGXXTwDXgkDYQYa7yP5xkj558iT69u0r8IAnLy8PJycnPHz4sF5Nd+/evSvS7q2ioiJKS0sF2j08deoUunXrVsmEd8CAAYiMjBRIYZOWloa0tDSYm5uLNPBLSUkJ5bbYEMjLy9c6eV++fBleXl5V3rOwgeopisL9+/erdVnt1asXLl68KPYdy+zsbNy4cQM9evTgs/6xs7NDYmKiwLHHhMn6xHXlaEhlV3h4uFCL25YtW4otbldBQQHKy8sFsnoDgBYtWsDW1hanTp0S6X1HRETgxo0bmDJlSo1WklxF7d27d+s8jnHff137sKi/19LSEknQOHbsGCZMmICpU6di+fLlIrun3759G3l5efDy8uI9cyaTCTU1NfTu3Rvr1q3DvHnzkJWVhYULF2LBggVidyMFKhZK6urqEjWW1kZDZ2XMzc2FrKys2AK7i4KRkRHy8vJEUrB++fIFcnJyUFRUrJf6m5qaIisrC9++fRP7uevK5cuX6xwsXkVFBSwWq9YYR/fu3UObNm3ErpCxs7MTKUmLMGMTRVHIz88Xaxuh0WgwMDDAhg0bAAAzZsxAQkKCSOd68uRJvSSHYDKZGDJkCPz9/Rvduuvu3bvw9fUVepwXNakAi8Wq0XXe398fQ4YMqRflTOfOnXHz5s0GeeYcDgdxcXEwMjKqtv14enoiKioKnz59qvY8Dx8+hJGREXR0dAR6Jr///ju6desGoEJOsbKyEjnjuzDY2toiIiKixjaUkZGB8vLyWud+a2trmJqa4uLFi80itl1Doq2tjfj4eAAVRiKvXr1C69ated/n5eXVmztrVTQdCY8gEhRF4du3b1BTUxN6kGEymZCXl+cTMIuLi/Hs2TOhXRqGDh2KM2fO1KuG/N69e1VaDgmCra1trYEN8/LycP/+fXh6elayhKLT6ViwYAF+++23WncV/P39MXTo0EZxCakvzMzMEBsbW+3zS0tLA4PBAIvFqnJyadGiBVJSUgTObPXq1StYW1tXaxLt6emJx48fi92acNeuXRg7dmyVSpFevXoJ7BIQGhoKOzs7gYRXOp0OKSkpkRQLok7Qggan5yJqooeqePr0qdCxSf73v//h/v37Qi8mUlJSsH37dixcuLBWBTKNRsOsWbNw9OjROseX4ma2a6wxQBRLvOjoaKipqUFVVRVOTk7o2bMn/Pz8hLZY+PDhA86ePYvJkydX2Y+4ii9NTU0MHDgQGzduxJQpU3Dy5EmB3akEJTU1tUlZdgEVrozh4eENZkn07NkzuLi4NPp81atXL1y6dEnoBaI4swNWR31trtQFiqJw+/ZttGvXrs73PnDgQJw9e7bGNnfjxg107NhR7M9ZlCD1z58/R79+/QQeL0TJiisoTCYTQ4cOxcyZM7F27VqcOHFC6HnyxYsXYgtO/yOenp54+/ZtjYqO+iYzMxPHjx/Hnj174O/vL5TcFhUVBXNzc6GfjaOjY7XhIbKzs/HhwwfY2dnVy4K8S5cuePDgQYOM4a9fv67VPZdOp2PSpEnYu3dvlXUqLS1FQEAAzw1RVBpinnV2dq41Htu5c+fQo0cPgcaqcePG4cqVK43aP5oivXr1wrJly/D48WMsX74c8vLy6NChA+/7169fw9zcvMHqQ5RdzRyuu5Sog0zr1q3x9OlT3oRw8eJFdO3aVegApCoqKjA0NKxT3I2ayMjIgLS0NBQUFES6Vw8PD7x48aLGAfLPP//EiBEjqlWw6OjooFevXti3b1+1Qm9mZibi4+N5QVybC2ZmZvjw4UO1983NelKTQOLt7S1wbLfTp0+jV69e1U5WTCYTzs7OImVJrI6oqCgUFBTAxsamynfn5eWFwMBAgYLSCpswwtraGpGRkULdC4fDwbhx4xAcHCzwb7hkZGRAVVVV4PrRaDSxZfm7d+8eWrduLZTwymQy4ePjg1WrVmHNmjW4f/9+rUGV8/Pz8csvv2DhwoVQVlYWSPCRk5PDtGnT8Ouvv9ZJUP3w4QOMjIwazaKImxVKmEVXQEAABg8ezGv73t7eMDIywt69ewVe5Ofl5WH9+vUCKReB/xRf+vr6+OWXX/DPP/8gPDxc4DrXRm5uLhQUFMR2voaAyWRCW1tbqKQqdYGrmK2PhbYwdOjQAc+ePUNoaKjAv6EoCkFBQQJb0YpKx44d8eTJk0bJslYdT58+hZOTk1hi5Njb2yM+Ph55eXlVfp+RkQEGgyF0CAlB4LqcCTrGFBQUYP/+/di7dy+uXLmCI0eO1Ppbbmbk+moj3IDdv/76K9LS0jB37lyBYwGVlpaitLQU8vLy9aIsoNPpmDhxIvbt29corrgURWHDhg2YOnUqdHR0YGlpKZQXyPv372FiYiJ0u3N0dERkZGSVbePw4cMYPHhwvSnI5eXloaam1iDu6Ddv3qyUhbEq7O3tUVZWxos/WFJSgrlz50JLSwvGxsaIjY1FXFwc6HQ6Tp8+DRsbG77f37p1C/r6+gAq5PNt27bh7du30NfXh76+Pi8+U25uLpYuXQonJyeYmZnBy8sLd+/e5Z3n+vXr6Ny5M0xNTeHh4YEDBw7wXcfDwwM7d+6Ej48PWrRogVatWuH27dvIzMzEhAkTMHz4cAQEBFRaaz558gQdOnSAnJwctm/fjps3b/IZXxw+fBjt27eHmZkZnJycMHXqVADEnVFU1q1bBykpKXTq1AmHDh3CoUOH+BSlf//9N8/yryEgyq5mTlBQEJydnUWexNu0aYNnz57x0jLfuHEDnTp1EklRM3LkSBw/frxeBoxbt26hY8eOIt+nnZ0dYmJiql38paamIjY2ttbAjD169EBSUhJevXpV5ff1PYk2FhYWFoiPj69ScKAoCs+fP6/VX79r16548OBBre0jKysLhYWF0NTUrPF9C+saWRMcDgfbt2/HhAkTqt3ZYjKZcHNzQ2BgYI2CWnp6OlRUVIQSXGsSzKrj2rVrsLa2xoEDB4TKCsVVAAgrWLu5udU5bldZWRkyMzNFci0zMzPDjh070KdPH8TExGDevHmYPXs2/vnnn0pKODabjRUrVmD8+PHQ0dEROrittrY2Ll++LJIiNSUlpdEzAGpqauLbt28C941Pnz6hvLwcOjo6vD5Ho9Hwv//9D1+/fhXIzJ/D4cDX1xeTJk2Cmpqa0HOIvLw8fH19sW3bNpHdgX6ERqM1KRdGLg3lykhRFL5+/dro7RWoGF/XrVuHgwcP4saNGwL1vfDwcN7mRH1aFXA3V2ob+xuSU6dOoWfPnmLbVPPy8qp2M+rKlSvw9vauN2WRoqKiwDE4f//9d4wePRpqamrw9fVFSkoKNm7cWKMi8tWrVwJbWtcFWVlZjBs3DmPHjsWmTZuwePHiWpMbhIaGisXlvSYcHBxQUlJSbUKq+uTy5cswNDSEubk5mEwmRo8ejX/++UdgxXFpaalI1kbm5ub4+PFjpTE0NzcXb968ESn0izD0798fx48fF2gOjouLw86dO7Fo0SLs3LlTYCUZRVE8ZaAgbXvatGnYv38/SktLsWTJEpw7dw47d+6El5cXbGxsMHbsWIFCdfTr1w/Tp0+HlZUVwsPDER4ejn79+oGiKIwePRovX77E7t278fDhQ6xYsYJXt8jISEybNg39+/fHvXv3sHDhQmzdurVSIPNDhw7B3d0dt2/fRpcuXTB37lzMnTsXgwcPxq1bt3ibktyxOC4uDj169MDgwYPh7++PAQMGIDQ0FCtXrgRQYWXk6+uLxYsX4/Hjxzh+/Dify521tTWMjY1x6dIliRnfJR0NDQ0EBgYiKysLWVlZGDhwIN/3Z86cwerVqxusPk1PyiMIRV0yfgEVi6KcnByUlJTwdghE3SnU1dWFvLy82LLTfE9gYCBatWol8uTEYDCgqKhYbUyQPXv2YMyYMbXGLaHT6Zg3bx527NhRaRc0JycHUVFRcHBwaHbKLj09PaSkpFQpCHNd9mpbcMjJyUFXV7fWYLTnz59H9+7da32GmpqakJaWFsvC+OLFi3B3d4eamlqtCrbaAimHhoYKvYtsZ2cnlCtHUVERzp49i7Fjx8LGxgZ37twReJKOjIyElZWV0GOGOOJ2cQV7Uccrbua2UaNGYcOGDVi4cCGYTCa2b9+OiRMnYtu2bQgJCcGWLVvQrl072NjY8MVeE5RJkybh4sWLIpm2S4qljI6ODhITEwUq6+/vz2fVxYVOp2P+/Pm4desWXrx4UeM59u3bBzc3N1hZWYn0zIEKK4/Fixdj1apVdY6RJEkuZ8LCzahZ35YY79+/h6mpaaMrurioqqpi/fr1uHv3Lg4fPlzrO7xw4UK9uzByGTp0KI4cOdLgyQOqIjExEfLy8lBVVRXbu+vevTvu3r1b5dz25MkTuLq61ttztrGxEciyOSgoCGVlZbwsa0wmEzNmzICRkREWLlxYbZiE9PR0qKurN4ibFZ1Oh42NDfz8/DBy5EicPXsWU6dOrVZ5/fjxY7i5udX7fDFlyhTs27evQa1XUlNTceXKFQwbNoynsFJWVoarq6tACm3uxqEobZzBYIBOp1eyAD9+/DgGDBhQ7wpyR0dHFBQU1KrsjIuLw7p16/Dq1SswmUyEhoZi3bp1Ao0zb968gaWlpcBtR1dXF2ZmZrh+/Tr27duHrVu3Ijw8nJcESFZWFidOnKj1PLKyslBQUICUlBQ0NTWhqakJWVlZPH78GGFhYfjzzz/RsWNHGBkZoUuXLujcuTMA4MCBA2jfvj3mzZsHMzMzDBs2DBMmTMC+ffv4zu/l5YXRo0fD1NQU8+fPR15eHpydndGnTx+YmZmhbdu2+Pz5M75+/QoA2LRpE/73v/9h3rx5ePHiBcaPH481a9bgzJkzKCkpwefPnyEvL48uXbpAX18f9vb2mDhxIt81J0yYgMuXL4vFe+Fn4vtEXt+jpqZWJ5dYYZEMCYZQL1AUhaysLLBYrDoN2tbW1oiIiOApGeqyUzhy5EgcPXpUrEJ6ZGQkVFVV62yu37JlS7x48aKSAP3+/XuUlZXBzMxMoHvX0NDAkCFDsGvXLj7h5fjx4xg4cGC9T6KNAYPBAEVRVQpr586dQ7du3QQShPv371+jNRaHwxFKsB44cCDOnDlTJwVMbm4urly5gj59+tQ6OKupqUFJSQnv37+vtowoLhMKCgooKioSuN8EBARg4MCBkJWVxf/+9z+cPHlS4Jhfwgan56Krq4u0tLQ6Peu7d++ibdu2dRbs6XQ6pKWloa6ujm7dumHZsmXYuHEjWrZsiQcPHkBdXR2enp4iK11kZGQwZ86cWi0GquL58+dwdnZudIW3oJZ4mZmZ+PLlS7UJNaSlpeHr64u9e/dWG8T6wYMH+PLlC7p16ybyM+diamqKSZMmYcWKFSIHyAcq7quuc2Nj0VCujIGBgULHz6tv5OTk8MsvvyAlJaVG15Li4mKkpqZCT0+vQeqvoqKCFStWYM2aNY2erv748ePo37+/WMcYOTk5mJiYVHIjjo6OhrGxcb3KNYIEqS8sLMS+ffswceJEPlmQTqejf//+6Nu3L+bOnVtpgyI9Pb1RxgEmkwkLCwvMnz8fy5YtQ0xMDCZMmIAjR47wZaB99+4dzMzM6r0N6+vrw9DQsN4TSXGhKArr1q3DjBkzICMjwydvDB8+HGfPnq01FEF0dLRIwem5WFlZ8SWVKigowMuXLwXKBC0OZsyYgT/++KNGy/urV6+CoigMHDgQbdu2xaBBg8DhcHD16tVaz3/r1i106NBBqHsZO3Ysjhw5AqBiTJOVlYWJiQlkZWXh7OyMDx8+CHyuH3nz5g1PoVYVsbGxcHd35zvm7u5eyWvkexdKTU1NABXrVC4tW7aEnJwcUlNTAVQkIQoICACLxcKVK1fQrVs3jBo1ChwOB8nJyejYsSMMDAzQunVrzJ07FxcuXKjU9qSlpTFr1iyJzbxLqJkmpezasGED2rZtC3l5eaioqFRZJikpCb1794a8vDy0tLSwePHin7ZhJiQkQF9fv847e23btsXOnTvh6OhY5yyAFhYWKCwsRFJSUp3qxOX9+/fYvn07pkyZUufJycPDA0FBQZUEqt27d2Ps2LFCKfk6d+6MzMxMBAUFAaiYRENCQup197OxYbFYSE9P5zuWn5+P7OxsaGtrCySsWVtb49OnT9XGBuEqCgQVrJ2dnfHu3btqzycIu3fvxujRoyEtLS1Q2x86dChOnjxZ7bjDTSMubD/S09MTyBInPT0d4eHhaN26NZhMJhQUFODt7Y0zZ84IZM0SHR0NCwsLkYRrXV1dga2FfoSiKHz8+FHsqeu5cZ/k5eXh4uKCyZMnY9CgQTVmXhQEKysr2NjYCJUFsqysDEVFRfWWGU4YWrZsKVDcrmPHjtW6cFZWVsby5cuxdu3aStaxCQkJOH78OKZPny6W+EEA4OLigu7du4sUIJ8LN2W9pFgtCUtDuDKGhobC1tZWopRdQEVG4pkzZ0JLSwtLly6tUukpLsW5MBgYGGD+/PlYvnx5o2VnzM/PR0JCgsjZnmti0KBBlQLVfx/Htb6wsbFBbGxsjW19+/btGDVqFBQVFSu9cxqNBg8PD8yZMwfLli3js6Z59epVvcbrqg0GgwENDQ2MHTsWmzdvhpSUFObMmcOzqmkoizMAGD9+PI4cOVKrkkkcnDx5Ek5OTjA0NKzUduTl5dGxY8daE1K8ffsWFhYWIo/h3PAQ3HZ14sQJ9OvXr8Eyz+ro6MDR0bHGkAjJycl8CnsGgwF9ff1asylTFCVS8H5FRUW0atUKGhoaOHbsGMaMGVNlQq4f6yuIRaCcnJzA9aiJqsaa749ZWVlBWlqaN07l5+dj2rRpWLRoEdauXYtLly7h7t27ePr0KYyNjaGgoIBbt25h79690NbWxtatW9G1a9dKlqA2NjYYOXJkg2ZGJ4iHJiXllZaWYujQoZgxY0aV37PZbPTu3RulpaV49uwZDh8+jICAAKxataqBayoZvHjxok7xurjY29sjJycHffv2FYvZ4fDhw3Ho0KE6m0t//PgRGzduxPLly6GiolJnwU5PTw9paWl89Xr+/Dn09fWhqakp1PlpNBp8fHywd+9eZGdn4+TJkw06iTYG3CD130+C165dQ+fOnYV6dp6enrhx40aVQs65c+eEsi6k0Wjw8vLC9evXRXJbevfuHbKysmBvby/wNa2trfHly5cqY4zk5+dDTk5OJOHM3t6+2uxB37Nr1y6MGzeOTyHIzUxVW7wFiqJQUlIicj8XJcsfl7oo2YSBwWAIrLisDW4WyNpcEbiEh4dLjPJAXV0dOTk5NY7DhYWFiIiIqDXeHlCx0J82bRqWL1/OUz4UFBTAz88PCxYsgJycnFjv29vbG8bGxti9e7dI7e3Lly/Q1NRssuNxy5YtERYWVm+befn5+TxXMEl8RnQ6HUOGDEGnTp3g4+NTSbnEzQ7Y0IlgWrRogSlTpmDJkiUCZxcWJxcuXBDIzV8UTExMkJOTw1Nol5WVITY2tt4tj2RlZVFSUlLtIvPly5coKiqCk5NTte+bRqOhRYsWWLNmDXbs2MFz7a/v4PSCQqfToaCggN69e2PLli1wcXHBwYMH6xSLVliUlJTQsWNHnD9/vl7dvJOSkvDw4UP07du3WkvfQYMG4dq1azVmN+davYk6l9vb2+Pt27dgs9koKirC06dP4eHh0aBjxqhRo3Dp0iVkZWVV+b2hoSE+f/7Ma/tsNhufP3+GoaFhjeeNiYkRKUslAIwZMwZKSkrQ1tbmuaGVl5cjIiICLVq0gLq6OvLz8/mUoj/Ge2MymZX6q42NDb58+VKtRXKLFi3w8uVLvmMvX74U+h3LycmBRqPx5kZXV1e8ffsWHz9+hLe3N8zMzGBiYgITExPeu2YwGOjQoQN++eUX3Lt3D8nJyXj69KnA1yRINk1K2eXn54f58+fDwcGhyu9v376NqKgoHDt2DM7OzujZsyfWrVuHP/74Q6Ky5DQUISEhYgm6yWAwEBAQILZMO87OztDR0YGvr6/IbihJSUnw8/PDsmXLRAp2XB1GRkY8M10Oh4M///yTL56AMKioqGDUqFH49ddf8fjx4wafRBsac3NzxMXF8QlJd+/eRZs2bYQSvLmxQX5cxKWlpYGiKKHjkPTo0QO3b98WWrlKURR+//13TJo0SegFX+/evasUGMPCwkRWdjg6OtbqyhEdHY2ysjJesFcu3PTn/v7+Nf4+OTkZurq6Ivdzd3d3hIaGirQA51piNCXLRyaTicWLF+PEiROYNGkS/P39kZaWVm15SYnXxUVPTw/x8fHVfn/u3Dn07NlTYCW9o6MjevbsiTVr1qCsrAyrVq3CuHHjoKmpKfaxjxsgPysrC6dPnxZ6cZaSkiJURlRJg8lkQldXF8eOHasXKyLuZpkk90cajQZPT0+MHTsWPj4+vPiMqampkJWVbTQLSicnJwwdOhTLli1rECsZLhwOB/fv3xd6zhWGnj174uLFi7yQAg3l5lqd1XBRURH++OMPTJo0SSDLUS0tLWzcuBE3b95EQECA2DwgxAWNRoOMjAxatWqFdevW1SkWrSgMGjQIN2/eRFBQUL0ovNhsNtavX4/Zs2fX+L6kpaXRrVu3Gi3Si4qKICsrK3IfV1JSQn5+PsrLy3HmzBleQoeGHDNkZGQwatQo7N+/v0rZrE+fPqDT6Th//jyePXuG8+fPg06no0+fPjWe99atWwJlYawKJSUldOnSBbdv38azZ88QGxuLxYsXo6ioCCNHjoSLiwvk5OSwadMmJCYm4uLFi5WCyBsaGiIpKQlv375FZmYmSktL0bp1a7Ru3RpTpkxBYGAgkpOT8eDBAzx8+BAAMH36dDx58gQ7duzAx48fcebMGfj7+2P69OlC30NZWRnPg2jp0qWIiIhAZmYmYmNjkZCQgNu3b/MC1N+9exd///033r59i8+fP/PanLm5udDXJUgmkjG6i4nnz5/DwcEB2travGPdu3dHbm5ujVlGSkpKkJuby/vUxeVJUqAoCjk5OWKLRaCgoFDnWCvfM27cOLRp0wazZs0SOr5FSkoKfH19sWTJEmhoaIh1EdWqVSu8ePECbDYbV69ehYeHBxQVFUUWhNq1awcZGRn07dtXYnfIxYWFhQU+fvzIE0xiY2Ohp6cntLuYvLw8tLW1KyUyOHv2LG/hLQxycnIwNTWtNkNmdVy5cgXOzs5QV1cX+pqdOnXCkydPKi10uLvIorQnAwMDpKSkVKusoiiKZ9VVlXK2Y8eOiIqKqjHAZkREBKytrUVevKirqyMrK0skZVdERIRIgfEbGwMDAyxduhR+fn5gsVjYsGEDZsyYgXPnzlWaS6Kjoxsk/oqguLq64uXLl1UuJsrKynDv3j20bdtWqDGWa3E1ZswY2NnZwdbWVqxzx/dwLWifPHmCR48eCRVrRlKyDNYFHx8fKCoqYvXq1Zg9ezYuXbrEF++nLkhivK6qoNFocHJywpIlS7By5UqEh4fj8uXL6Nq1a6PWvU2bNvDy8sKqVasaLOj348eP4erqWq+yRseOHfHkyRMUFxfjypUrQltui4qtrW2VGYl37tyJ4cOHV+m+WB3y8vL45Zdf8O3bN8jLy0vsGMBkMuukzBH1msuWLcPjx48xceJEbNq0Ca9fvxZbHK+AgAB06NAB2tratc4rvXv3xv3795GTk1Ppu5ycHCgoKNT53eno6CA+Ph73799H+/btG2VDul27dvj8+TPevXtX6Ttzc3P4+vrCzc0NZWVlcHNzg6+vb42KGIqi8Pr1a6GC0//ImjVreJkOu3fvjvj4ePzzzz9gsVhQUVHBnj17cP/+fXh7e+PixYtYuHAh3+979eqFzp07Y+jQoXBwcMDFixcBVGRSdHZ2xqxZs+Dp6Yn169fzZFp7e3scOHAAly5dgpeXF7Zu3YpFixZh2LBhQte/pKQE7969A5vN5m3ClZeXY9iwYejWrRu2bt3K0xWwWCxcv34dw4YNQ6dOnXD06FHs3bsXlpaWIj07guQhuVt2IpCamsqn6ALA+5sbqK4qNm3aBD8/v3qtW0MTFxcHIyMjiZ3E6XQ6PD09YWBggGXLlmHu3LmVAhNWRVpaGpYvX45FixZBW1tb7Nkc3NzccPXqVYwcORLnz5/Hhg0b6nQNGo2GefPmoaysrFlbdQEVO6bp6elgs9lgMpk4e/asyO4U/fv3x4ULF2BnZwcpKSmUl5fj5cuXGDhwoEjn46YcbtmypUDvITMzExcuXMD69etFev9MJhMeHh54+PAhevXqxRNWY2JiMHz4cJEEEBqNBllZWeTm5kJWVrbS9/fv34elpWW1GSPpdDrGjx+P/fv3w8/Pr8rnGBERgV69etVp3DAyMkJcXFy1FrhVkZycDB0dHYlfWFeHlJQUlJWV4e3tjU6dOiE3NxeBgYFYtGgRFBQU0LNnT9jZ2UFFRUWi7rFly5b4/fffMWrUqErt/Pr16zw3MGEWW1yLK1NTU7i6utaboosLk8nEL7/8guXLl0NDQ0PgdpeamgotLa0mvQEhLy+PHj16oEuXLsjOzkZgYCAWLFgAJSUl9OrVCx06dBBp/KIoCp8/f4a2trbEyhA/YmJignXr1mHdunXIy8vDzp07G9UqjUajoWvXrsjLy8OmTZuwYsWKeq/PmTNn4OPjU6+yBpPJhIuLC27duoXS0lKxZnysCQcHB5w/fx4DBw7kXe/Vq1fIycmBq6ur0O1cSkoKkydPRklJiURbLzYGRkZGmDJlCsrKyvD+/XtcvnwZ27Ztg5OTE/r06SOyEiA2Nhbh4eH45ZdfBJoXmEwm+vfvj3/++QczZszga2fcsAd1bXv29vbYtGkTevXqJbaYksJCo9EwY8YM7Nq1C7t27arUls3NzeHj4yPw+eLi4mBsbFyndi0jI8MbT6uie/fu6N69O9+xUaNG8f4vLS2NgwcPVvqdiooKtm3bVu11e/XqhV69elX7PTcO8vf8aDBhYGCAly9fYvPmzWCz2fjy5Qt0dHSwbdu2KmVnd3d3nD17ttprEpo+jS7FLFu2DDQarcZPTExMvdZh+fLlyMnJ4X2ioqLq9XoNQVBQEJycnCRqYfUj3BgK69evx99//42TJ0/WaDadmZmJpUuXYt68edDR0amXtKUKCgooLy/H4cOH0adPn0pZYkSBwWA0+O5cY8C9PzabjdLSUnz48EHkILm2traIj4/nWSk8fvyYZ84vynM0MjJCQUEBLxVxVXDjdyxduhS+vr6YMmVKnd5///79cfHiRd6ufmlpKeh0ep36pJ2dXZW7rKWlpTh69CgGDx5coxDp5OSE/Pz8KncQgQr34Lq6dLi5ueHly5dCBfHkWhA19UUHNxi+uro6BgwYgI0bN2Ly5MmIjY3FwoUL0aZNG4kak1VVVZGTk1PJEo+iKFy6dAldu3YVaZyl0+lo164dL3ZGfaOgoABfX19s3ry5Ura16igsLBRbwNzGhNvmNDU1MWjQIGzatAkTJkxAdHQ0pk2bhlWrVgkdR4+7WGoqii4u6urq2LBhA2bPni0RltQ0Gg2DBg0Ci8XCnj176jUO0sePH6GsrAwWi1Xv761///7YsmVLg1l1AYCxsTGSk5N580pxcTF27dqFKVOmiKykoNPpkJOTa/LzTn3AlVsdHR0xa9YsbNmyBU5OTjhy5AgmTJiAffv2CZWMprS0FJs2bcKsWbOEel9dunRBUFBQJVftt2/f1ikTIxcnJyekpqaiU6dOjbohbWRkBFNTU9y+fbvOVnQ3b95Ehw4dJErWaGhYLBYKCgpQXl6O06dPo3fv3qSf/8Q0uiSzcOFCREdH1/ipLk3pj+jo6FRazHL/1tHRqfZ3MjIyUFZW5n2UlJREvyEJISIiQiKCbgqCqqoq1q5di48fP2L9+vUoLi6uVCY7OxuLFi3CzJkzYWBgUK/WAvb29nj8+HGjmTQ3ZTQ1NfHlyxc8ePCgzgt7T09P3Lp1CxwOB+fPn0eXLl3q9D769u2Lc+fOVVLCZGVlwd/fH5MmTcLDhw/xv//9D6tWreJldBEVFRUVqKur89wxIyMj62RWDlS0ze+zB3H5559/0KNHD4GC30+ZMgX79u2r5FpTWloqlvHCzc1NoCx/3/P8+XOJV84LC1cJYWBggFGjRmH37t1o166dxAlc38cp5PL48WM4OTnVKWMld7OqodDU1MTChQuxatUqzJ07F3/99RciIiKqdamlKKrRlSHihtvmjIyMMHr0aGzduhV9+/bFrVu3sGzZMoFjZDYVF8aqUFBQgJOTU71shokCjUbDuHHjkJubiyNHjtSbwkuQrKniQktLC2PGjGnQeFLcjSKufLhr1y4MHToUSkpKTbKdNiUYDAbk5OTg7u6OBQsWYOPGjTAxMcG+ffswefJkzJs3D3/++SeCg4OrHWP279+PXr16QU1NTag2w2AwMGzYMBw+fJhPpuCuDeuq7DIyMsKePXvqnJ1ZHIwbNw4nT56sc2KLsLAw2NjYSJys0dDo6+vj/fv3iIyMhLW19U//PH5mGv3Na2pqQlNTUyznatOmDTZs2IC0tDRoaWkBAO7cuQNlZWXY2tqK5RpNhTVr1iAvL6/RB29BkZGRwcyZM3Hr1i3MnTsXGzZs4LWL/Px8LFq0CFOmTIGJiUm9u8X07t0bbdq0kYid4aaGmZkZYmNjce3aNcyfP79Ok0v37t3h6+sLDw8PyMrK1nnHum3btjh58iSKi4shLy+P4OBgnD17FsXFxejatSvWr18PJpMJKSkpsQnPQ4cOxcmTJ2FnZ4eQkBA4ODjU6dy2trY4ceIE2Gw279lmZ2fj8ePHArtcGhkZQV1dHS9evECHDh14x8WVDZHFYoHFYmHLli3w8fGpdfMgMzMTcnJyzbq/0el0iVl8/4irq2ulZCYnTpzAwoULJbbO1WFubo6tW7ciNzcX0dHRuHnzJv744w8wGAzY2dmhZcuWPEVIc21rXLhtzsrKChYWFnj8+DFmzZqF9evXQ19fv8bfhoSEYMWKFU1WiSBpFml0Oh1z5szBxo0bcfHiRQwcOFCs7S83NxcpKSkwMTFpsAXdqFGjwOFwGrQfWVhYIDo6GnJycsjMzETLli2b3BjV1JGSkoKUlBTatm0LDw8PsNls5Obm4v3793j69CkCAgJQWloKXV1dODo6wtHRESUlJUhMTMTw4cNFkt/bt2+Pc+fOIS0tDbq6ugCAvLw8KCkp1bn90Wg06Onp1ekc4kJeXh4DBw7EX3/9hXnz5ok0jsXHx0NfX7/Jjt3ixMXFBbt27ZLITUZCw9Kk3n5SUhIyMzORlJQENpuN8PBwABUToKKiIrp16wZbW1uMGTMGW7ZsQWpqKlauXIlZs2bVu4JE0pA0YU8Q6HQ6evToAUNDQyxYsABLliyBubk5FixYgHHjxsHc3LxB3qO2tjY0NDTIZCEC5ubmCAwMhIyMDJSUlOrUDhUVFaGhoYHffvsNgwcPrvNkxWAw0Lp1a/j5+SE9PR2Ojo4YP348NDQ0eAKcuAX3Fi1aICMjA+np6YiMjKxzPCxZWVmUlZWhrKyM1xf++OMPjB49WqgF/IQJE+Dn54dWrVrxzhMeHl6n4PTfs2jRIjx9+hQzZ87ExIkT4enpWW3duFaARBhpHNzc3LB582aMHj0aDAYDr1+/hp6entiy7zY0XDfSdu3aoU2bNmCz2SguLsa7d+/w4sULBAQEoKSkpE5ZR5saDAYDnTp1gp6eHpYuXQofH59qY2QWFBSARqP9FArBhoTBYGDJkiXw8/NDdnY2hg0bBkVFRbGc+/z58+jRo0eDjqF0Or3B+4+trS1evXqFly9fwtfXl7TRRoRGo/HkJk1NTWhoaKB169bgcDgoLy/H169fERMTg9OnTyMlJQULFiyok7vp6NGj8eeff2LFihUoLi5utms6b29vLF68GPHx8SJlA6xLFsbmhouLCzZu3IiVK1eS5/GT06Te/qpVq3D48GHe3y4uLgAqFkuenp5gMBi4evUqZsyYgTZt2kBBQQHjxo3D2rVrG6vKBCGh0Wiwt7fH6tWr8euvv6K4uBgTJ06ElZVVlYEF6wui6BINrnJy69atYnmGAwYMwIYNG8Rmkj1gwACEh4fDxcUFTCYTTCaz3gX2vn374syZMygtLRWLqbyhoSHi4uLg5OSEjx8/4tu3b7C1tRXKxVNNTQ3Ozs64ceMG+vfvDxqNhsjISEybNk0sz4PBYKBDhw5wcnLCX3/9hevXr2Px4sU8i9vvCQwMxNy5c4kw0kiwWCxe+nVpaWkEBARg0qRJTd6Fm0ajgcFggMFgQFpaGu7u7nB1deXFFCwvL/9plF1AxfOwtLTEunXrsHnzZsTHx2PIkCGVnkFwcDCcnZ3JHFgPyMjIYPXq1bh79y58fHxgamqKUaNGCRyqoyrYbDYePXqEDRs2NPsx1MHBAWvWrMGaNWugrKxM2qgE8f14y2QyYWJiAmNjY3Tp0oVnAViX99WyZUucOnUKnz59QkZGhlis0BsKYWJw0el0TJ8+HTt37sTvv/8udJ8OCQlBv379msyzqU80NDSwbds2sWTtbEqIK3Nqc6JJvf2AgABQFFXp4+npyStjbGyM69evo7CwEOnp6fjtt9+avQDQHNHS0sLGjRuxaNEi2NvbN9tdnOaGmpoaWrVqBQcHB7H0Ozs7O+zatUtsfVhJSQnt2rWDgoKCWJIPCEL79u1x7949mJiYiOV6jo6OiIiIAIfDwc6dOzF+/HiRFBMjRozA2bNnUVBQAKAilbeysrLYdsppNBpYLBbmzZuHvn37YvHixTh79ixf3I2ioiKUlZWJxR2BIDomJiZ49+4d4uPjecHOm6OwzFV8KSoqQkVF5aeUDdTV1bFu3Tq8e/cOmzZtQklJCd/3gYGBaNmyZbN8/5KAjIwMevXqhS1btqBTp07Yt28fZs2ahQcPHggV55CiKKSmpuLIkSNo1apVs3YD56KmpoYlS5agVatWxH2xCcC1/pKWlq7z5gmNRsPYsWNx8OBBREZGiiUTY33DveeioiKhfteiRQuoq6sjMDBQKMVFcnIytLS06sVLoani7OzcoIYSkkBpaSkAYrTxPTSKqAAr8enTJxgaGiI5ORkGBgaNXR2RKC4uRk5OTpPPNtUcgwg3d0pLS3mBkgkVXLp0Cbq6unB1da3zAvvr1684dOgQ+vTpg6dPn2LSpEkiT+aXLl1CSUkJ+vfvj82bN2PJkiX1JhgUFRXh5MmTiI6OxtKlS2Fqaoq7d+8iMTERAwYMIO2lEXn06BG+fPmC5ORk9OvXT+QsqoSmA4fDwbVr1/D48WNs2LAB6urqoCgKkydPxsaNG5u87NBUKC8vR0ZGBq5du4bw8HB4enpi8ODBUFZW5iuXkZGBN2/e4M2bN4iJiUFpaSk0NDRgaWmJzp07N0gWRkmAG+D/Z7hXQmWWL1+OnJwcrFy5Erq6uhK/PkhLS0Nubi7U1dWFyk6cl5cHX19f7N69G/Ly8gL95vDhw9DV1YW7uzuZv+uJ4uJisFgsiVW2czgcpKSk8BLVSHr/aCiIsqsKiLKLQCCIE4qiUFpaKrYYI7NnzwadTsfq1auhqqoqsuBfXl6OefPmYcCAAcjKyqp3pROHw0F8fDz27dsHNzc3xMXFYdy4cdDX1yeLl0YkLy8PixcvhpqaGnx9fcm88ZNAURRev36NAwcO4JdffoGcnBz8/f0xe/ZsYk3dwHA4HBQVFeHx48e4c+cODAwMoKWlhZiYGBQWFkJFRQVWVlZo0aIFzMzMIC0tzYubxWAwyPhJ+CmIjY3F4sWLceLEiSYzT3EVXsLy6NEj5OfnY9CgQQL173Xr1mHmzJlCKdUIwlFaWgp5eXmJ3pyl0+kwNTWVWIVcY0BUvwQCgVDP0Gg0sS4elZWV4ebmBkVFxTotcqSkpDBy5EisW7cOW7ZsqXezZzqdDnNzc2zcuJHnbq6hoUEWao2MkpISiouLxZIIgtB0oNFocHJywsqVK7F582YoKSmhW7duxP2hEaDT6VBQUED37t3h7e2N9+/fo7CwEL169YKsrCxRbBEIqHDx2717d5NS5mhpaUFDQwNlZWVC/W7UqFFYunQp0tPToaGhAVlZWcjIyEBWVhaysrJ87opfvnyBnp4ejI2Nfzq3vYZE0i27APA2Qgj/QSy7qqC5WHZlZ2c3qQmBQCAIRlZWFpSUlMBgMMTSx/fu3YupU6c2uKKDG6OGLK4bn4yMDKiqqpJ38ZNSVFSEU6dOYcSIEWSxJCGQMA4Ews9NYmIiHj16hLKyMpSUlKCkpASlpaUoKSlBWVkZb3woLi7GuHHjxJZRm1A9KioqxPK5iUGUXVXQHJRd5eXlvCB1BAKBUBNsNhsURRGrHgLhJ4bD4YCiKLJYIhAIBAmBK58JApHh6hcajQZpaWkyRzYxSK9opkhJSZFBj0AgEAgEAoFAIBAIBMJPB3HqJBAIBAKBQCAQCAQCgUAgNBuI6U8VcFMbf/nypZFrQiAQCAQCgUAgEAgEAoFQN/T09H6qIPZE2VUFX79+BQC0atWqkWtCIBAIBAKBQCAQCAQCgVA3mnJMclEgAeqroLy8HGFhYdDW1pY4zWdeXh5sbW0RFRUFJSWlxq4OgSARkH5BIFQN6RsEQmVIvyAQqob0DQKhMs2pX/xsll1E2dXEyM3NBYvFQk5ODpSVlRu7OgSCRED6BYFQNaRvEAiVIf2CQKga0jcIhMqQftF0+XnUegQCgUAgEAgEAoFAIBAIhGYPUXYRCAQCgUAgEAgEAoFAIBCaDUTZ1cSQkZHB6tWrISMj09hVIRAkBtIvCISqIX2DQKgM6RcEQtWQvkEgVIb0i6YLidlFIBAIBAKBQCAQCAQCgUBoNhDLLgKBQCAQCAQCgUAgEAgEQrOBKLsIBAKBQCAQCAQCgUAgEAjNBqLsIhAIBAKBQCAQCAQCgUAgNBuIsotAIBAIBAKBQCAQCAQCgdBsIMouAoFAIBAIBAKBQCAQCARCs4EouwgEAoFAIBAIBAKBQCAQCM0GouwiEAgEAoFAIBAIBAKBQCA0G4iyiyB2PD094enp2djVIBAIBAKBQCAQCASChJKQkAAajYaAgIDGrgqhGUKUXbUQGRmJIUOGwNjYGLKystDX10fXrl2xe/duvnIbN27ExYsXRb5OVFQU1qxZg4SEhLpV+AcePnwIGo0GGo2G0NDQSt+PHz8eioqKYr2muFmzZg3vHr7/yMrKNnbVCAQCgUAgEAgEAkEiEHTtSqia0NBQ9OnTBzo6OlBUVISjoyN27doFNpvNV664uBibNm2Cra0t5OXloa+vj6FDh+Lt27dVnvfu3bvw8vICi8WCkpIS3NzccOrUKYHqdPr0abRu3RoqKipQV1dHp06dcO3atUrlPnz4gCFDhkBVVRXy8vJo3749Hjx4IPxDaEZINXYFJJlnz56hc+fOMDIywpQpU6Cjo4Pk5GS8ePECO3fuxJw5c3hlN27ciCFDhmDAgAEiXSsqKgp+fn7w9PSEiYmJeG7gB9asWYMrV67Uy7kbgn379vEp5hgMRiPWhkAgEAgEAoFAIBAkA2HWrpKCsbExioqKwGQyG7sqCA0NRdu2bdGiRQssXboU8vLyuHHjBnx8fBAXF4edO3fyyv7vf//D5cuXMWXKFLi6uiIlJQV//PEH2rRpg8jISBgbG/PK+vv7Y9KkSejatSs2btwIBoOBd+/eITk5udY67d69G3PnzkXv3r3x66+/ori4GAEBAejTpw/OnTuHQYMGAQCSk5PRpk0bMBgMLF68GAoKCvD390e3bt1w7949dOzYUfwPrAlAlF01sGHDBrBYLLx8+RIqKip836WlpTVOpUTE2dkZV69exatXr+Dq6trY1RGJIUOGQENDo7GrQSAQCAQCgUAgEAgSRUOtXQsKCqCgoFCnc5SXl4PD4UBaWlpivHUOHDgAAAgMDISamhoAYNq0aejUqRMCAgJ4yq7Pnz/j/PnzWLRoEbZu3cr7fYcOHeDl5YXz589j/vz5ACrcNGfNmoU5c+bwKcsEZffu3XB3d8eVK1dAo9EAABMnToS+vj4OHz7MU3b9+uuvyM7Oxps3b2BlZQUAmDJlCqytrTF//vwqPbx+BogbYw3ExcXBzs6u0mABAFpaWrz/02g0FBQU4PDhwzwXu/HjxwMAEhMTMXPmTFhZWUFOTg7q6uoYOnQon7tiQEAAhg4dCgDo3Lkz7xwPHz7klblx4wY6dOgABQUFKCkpoXfv3tWaSVbFnDlzoKqqijVr1ghUfu/evbCzs4OMjAz09PQwa9YsZGdnVyp38OBBmJubQ05ODq1atcLjx4+rPF9JSQlWr14NCwsLyMjIwNDQEEuWLEFJSYnA90BRFHJzc0FRlMC/IRAIBAKBQCAQCITmjqBr15riZNFoNL71IjecTFRUFEaNGgVVVVW0b98ewH/hcD5+/Iju3btDQUEBenp6WLt2Ld96jXu93377DTt27IC5uTlkZGQQFRVVZV1SU1MxYcIEGBgYQEZGBrq6uujfv3+lcD+CrI/LysoQExODL1++1Pr8cnNzISsrW+n56erqQk5Ojvd3Xl4eAEBbW7tSOQB8Zffv3w82m421a9cCAPLz84Vay+bm5kJLS4un6AIAZWVlKCoq8l3n8ePHcHFx4Sm6AEBeXh79+vXDq1evEBsbK/A1mxNE2VUDxsbGCA0NxZs3b2osd/ToUcjIyKBDhw44evQojh49imnTpgEAXr58iWfPnmHEiBHYtWsXpk+fjnv37sHT0xOFhYUAgI4dO2Lu3LkAgBUrVvDOYWNjwzt/7969oaioiM2bN8PX1xdRUVFo3769wDG+lJWVMX/+fFy5cgWvXr2qseyaNWswa9Ys6OnpYdu2bRg8eDAOHDiAbt26oaysjFfur7/+wrRp06Cjo4MtW7agXbt26NevXyWTTA6Hg379+uG3335D3759sXv3bgwYMADbt2/H8OHDBao/AJiZmfH8nEePHo2vX78K/FsCgUAgEAgEAoFAaK4IunYVhaFDh6KwsBAbN27ElClTeMfZbDZ69OgBbW1tbNmyBW5ubli9ejVWr15d6Rz+/v7YvXs3pk6dim3btvGsp35k8ODBuHDhAiZMmIC9e/di7ty5yMvLQ1JSEq+MoOvjz58/w8bGBsuXL6/1Hj09PZGbm4tp06YhOjoaiYmJ2L9/P86fP8/3e3NzcxgYGGDbtm24cuUKPn36hODgYEyfPh2mpqYYMWIEr+zdu3dhbW2N69evw8DAAEpKSlBXV4evry84HI5Adbp58yZ2796NhIQExMTEYNasWcjJyYGPjw+vXElJCZ/yi4u8vDwA/LSWXaAI1XL79m2KwWBQDAaDatOmDbVkyRLq1q1bVGlpaaWyCgoK1Lhx4yodLywsrHTs+fPnFADqyJEjvGNnzpyhAFAPHjzgK5uXl0epqKhQU6ZM4TuemppKsVisSsd/5MGDBxQA6syZM1R2djalqqpK9evXj/f9uHHjKAUFBd7faWlplLS0NNWtWzeKzWbzju/Zs4cCQP39998URVFUaWkppaWlRTk7O1MlJSW8cgcPHqQAUJ06deIdO3r0KEWn06nHjx/z1W3//v0UAOrp06c13sOOHTuo2bNnU8ePH6fOnj1L+fj4UFJSUlSLFi2onJycGn9LIBAIBAKBQCAQCM0dQdeu8fHxFADK39+/0jkAUKtXr+b9vXr1agoANXLkyEplx40bRwGg5syZwzvG4XCo3r17U9LS0lR6ejrf9ZSVlam0tLQa65KVlUUBoLZu3VrtfQqzPuaev6p1+o+Ul5dTs2fPpphMJgWAAkAxGAxq3759lcoGBQVR5ubmvHIAKDc3N+rLly985ZSVlSlVVVVKRkaG8vX1pc6ePUuNGjWKAkAtW7as1jp9/fqV8vb25ruOhoYG9ezZM75yffv2pVRUVKjc3Fy+423atKEAUL/99lut12qOEMuuGujatSueP3+Ofv36ISIiAlu2bEH37t2hr6+Py5cvC3SO7zWsZWVl+PbtGywsLKCiolKrhRUA3LlzB9nZ2Rg5ciQyMjJ4HwaDAQ8PD6EyLLBYLMybNw+XL19GWFhYlWXu3r2L0tJSzJs3D3T6f81jypQpUFZW5mV+CAkJQVpaGqZPnw5paWleufHjx4PFYvGd88yZM7CxsYG1tTXfPXh5eQFArffg4+OD3bt3Y9SoURg8eDB27NiBw4cPIzY2Fnv37hX4/gkEAoFAIBAIBAKhOSKOtWt1TJ8+vdrvZs+ezfs/jUbD7NmzUVpairt37/KVGzx4MDQ1NWu8jpycHKSlpfHw4UNkZWVVWUaY9bGJiQkoiqrSZfNHGAwGzM3N0b17dxw+fBinTp1C3759MWfOHFy8eJGvrKqqKpydnbFs2TJcvHgRv/32GxISEjB06FAUFxfzyuXn5yMrKwt+fn5Yu3YtBg8ejOPHj6NHjx7YuXMnzyWyOuTl5WFlZYVx48bhzJkz+Pvvv6Grq4tBgwbhw4cPvHIzZsxAdnY2hg8fjrCwMLx//x7z5s1DSEgIAKCoqKjW+2+OEGVXLbi7u+P8+fPIyspCcHAwli9fjry8PAwZMgRRUVG1/r6oqAirVq2CoaEhZGRkoKGhAU1NTWRnZyMnJ6fW33P9a728vKCpqcn3uX37ttDBBn18fKCiolJt7K7ExEQA4PP3BQBpaWmYmZnxvuf+26JFC75yTCYTZmZmle7h7du3lepvaWkJQLSAiaNGjYKOjk6lQZRAIBAIBAKBQCAQfkbqunatDlNT0yqP0+n0Sms/7hrvx3A71Z3je2RkZLB582bcuHED2tra6NixI7Zs2YLU1FReGXGvj7YLtL8AAQAASURBVLn8+uuv2Lx5M06cOIGxY8di2LBhuHDhAtq3b49Zs2ahvLwcAJCTk4MOHTqgTZs22LRpE/r374+FCxfi3LlzePLkCfz9/Xnn5Bq+jBw5ku9aI0eORFFRUbUGKFyGDh2KpKQkBAQEYMiQIZgwYQIePnyI0tJS/PLLL7xyPXv2xO7duxEYGAhXV1dYWVnh2rVr2LBhAwBAUVFRpGfS1CHZGAVEWloa7u7ucHd3h6WlJSZMmIAzZ85U6Y/8PXPmzIG/vz/mzZuHNm3agMVigUajYcSIEQL56XLLHD16FDo6OpW+l5IS7hVyrbvWrFlTa+cSFxwOBw4ODvj999+r/N7Q0FCk8xoaGiIzM7MuVSMQCAQCgUAgEAiEZkVNa9fvg51/D5vNrvZ8VcWDEhZBzzFv3jz07dsXFy9exK1bt+Dr64tNmzbh/v37cHFxEfv6mMvevXvh5eVVSTHUr18/LFiwAAkJCbCwsMC5c+fw9etX9OvXj69cp06doKysjKdPn2LGjBkAAD09PcTGxlYKZs9NGFCd9RoAfPz4ETdv3sTBgwf5jqupqaF9+/Z4+vQp3/HZs2djwoQJeP36NaSlpeHs7Iy//voLwH8KyJ8NouwSgZYtWwIAX1aH6gaNs2fPYty4cdi2bRvvWHFxcaXMhtX93tzcHEBFh+jSpUtdqs1j3rx52LFjB/z8/CplmzA2NgYAvHv3jk9LX1paivj4eF4duOViY2N57ohAhatmfHw8nJyc+O4hIiIC3t7e1d6nsFAUhYSEBLi4uIjlfAQCgUAgEAgEAoHQ3Phx7aqqqgoAldajXM8dYeBwOPj48SOfMuX9+/cAKlwIRcXc3BwLFy7EwoULERsbC2dnZ2zbtg3Hjh2rl/UxAHz9+rVKhR83QRvXsoubJO3HshRFgc1m88oBgJubG2JjY/H582e+tXVKSgoA1OjWWd11uHX6/jpcFBQU0KZNG97fd+/ehZycHNq1a1ftdZozxI2xBh48eFBlatDr168D4Hf1U1BQqDRgABW+vz+eY/fu3ZUarYKCAoDKg0737t2hrKyMjRs38mVC5JKeni7QvXwP17rr0qVLCA8P5/uuS5cukJaWxq5du/jq/ddffyEnJwe9e/cGUDFoampqYv/+/SgtLeWVCwgIqHQPw4YNw+fPn3Ho0KFKdSkqKkJBQUGN9a3qHvft24f09HT06NGjttslEAgEAoFAIBAIhGaNoGtXZWVlaGhoIDAwkK+cqLGQ9+zZw/s/RVHYs2cPmEwmvL29hT5XYWEhX8wroELxpaSkhJKSEgDCrY/LysoQExPDZ6RSHZaWlrhz5w6+ffvGO8Zms3H69GkoKSnxlGxcxd7Jkyf5fn/58mUUFBTwGWMMHz4cAHgWVkCFgtDf3x9qampwc3PjHY+Li0NcXBzvbwsLC9DpdJw6dYrvvX769AmPHz+u1ejj2bNnOH/+PCZNmlQppvbPArHsqoE5c+agsLAQAwcOhLW1NUpLS/Hs2TOcOnUKJiYmmDBhAq+sm5sb7t69i99//x16enowNTWFh4cH+vTpg6NHj4LFYsHW1hbPnz/H3bt3oa6uznctZ2dnMBgMbN68GTk5OZCRkYGXlxe0tLSwb98+jBkzBq6urhgxYgQ0NTWRlJSEa9euoV27dnwDjKD4+Phg+/btiIiI4CnagArt8vLly+Hn54cePXqgX79+ePfuHfbu3Qt3d3eMHj0aQEVsrvXr12PatGnw8vLC8OHDER8fD39//0p+22PGjMHp06cxffp0PHjwAO3atQObzUZMTAxOnz6NW7du8XYcqsLY2BjDhw+Hg4MDZGVl8eTJE5w8eRLOzs6YNm2a0PdOIBAIBAKBQCAQCM0JYdaukydPxq+//orJkyejZcuWCAwM5FlkCYOsrCxu3ryJcePGwcPDAzdu3MC1a9ewYsWKWoPRV8X79+/h7e2NYcOGwdbWFlJSUrhw4QK+fv2KESNGAKhQ1gm6Pv78+TNsbGwwbty4WoPUL1u2DKNHj4aHhwemTp0KOTk5nDhxAqGhoVi/fj2YTCYAoG/fvrCzs8PatWuRmJiI1q1b48OHD9izZw90dXUxadIk3jn79+8Pb29vbNq0CRkZGXBycsLFixfx5MkTHDhwADIyMryyXOUgN9aZpqYmJk6ciD///BPe3t4YNGgQ8vLysHfvXhQVFWH58uW83yYmJmLYsGHo168fdHR08PbtW+zfvx+Ojo7YuHGj0O+h2dBoeSCbADdu3KAmTpxIWVtbU4qKipS0tDRlYWFBzZkzh/r69Stf2ZiYGKpjx46UnJwcX3rTrKwsasKECZSGhgalqKhIde/enYqJiaGMjY0rpUA9dOgQZWZmRjEYDAoA9eDBA953Dx48oLp3706xWCxKVlaWMjc3p8aPH0+FhITUeA8PHjygAFBnzpyp9B03layCgkKl7/bs2UNZW1tTTCaT0tbWpmbMmEFlZWVVKrd3717K1NSUkpGRoVq2bEkFBgZSnTp1ojp16sRXrrS0lNq8eTNlZ2dHycjIUKqqqpSbmxvl5+dH5eTk1HgPkydPpmxtbSklJSWKyWRSFhYW1NKlSyulViUQCAQCgUAgEAiEnxFh1q6FhYXUpEmTKBaLRSkpKVHDhg2j0tLSKADU6tWreeW468X09PRK1xs3bhyloKBAxcXFUd26daPk5eUpbW1tavXq1RSbzeaVi4+PpwBQW7durXQO7nf+/v4URVFURkYGNWvWLMra2ppSUFCgWCwW5eHhQZ0+fbrSbwVZH3PP/+O6uzpu3rxJderUidLQ0KCkpaUpBwcHav/+/ZXKZWZmUvPnz6csLS0pGRkZSkNDgxoxYgT18ePHSmXz8vIoHx8fSkdHh3fOY8eOVSpnbGxMGRsb8x0rKyujdu/eTTk7O1OKioqUoqIi1blzZ+r+/fuV6tO/f3/eNUxNTcl6maIoGkVVYetIIBAIBAKBQCAQCAQCgVAF48ePx9mzZ5Gfn9/YVSEQqoTE7CIQCAQCgUAgEAgEAoFAIDQbiLKLQCAQCAQCgUAgEAgEAoHQbCDKLgKBQCAQCAQCgUAgEAgEQrOBxOwiEAgEAoFAIBAIBAKBQCA0G4hlF4FAIBAIBAKBQCAQCAQCodlAlF0EAoFAIBAIBAKBQCAQCIRmA1F2VQGHw8GnT5/A4XAauyoEAoFAIBAIBAKBQCAQCAQhIMquKkhJSYGhoSFSUlIauyoEAoFAIBAIBAKBQCAQCAQhIMouAoFAIBAIBAKBQCAQCARCs4EouwgEAoFAIBAIBAKBQCAQCM0GouwiEAgEAoFAIBAIBAKBQCA0G6QauwIEAoFAIBAIBAKhDlCc/z6o7v8U/7+876n/yvG+o374rqp/vz9fNcd533GP4YdyFH89+er2Xb0oCr47r2DVyuVgqts3zDMlEAiShzBjHd+4V9M4SFXx7w/jIgAoWwNSCg1/zwSRIcouQs1QFMAuBsoLAKYiwJBt7BoRCAQCQRgoCqDYAFX+779sgPPd//mOs787zkaFoPfDce4xil0hBHLKK87BKfvvXJwyQMUeUHNr7LsnEMQP5/t+U15Fn6rlw6miH/H1wbL/+hXv/NzjbABV9eF/lUffK5e4SiW+76pSQlX1238XdxQHAI3//mm0iq9pFEDRKr6mKO6X//32+7Kg/v0/hUrQaN/9lvs3/7HCEjYevYhCWcojMNVsARpxTiEQ6hWe7PCDrMA3/nH/z0G1Y10l2YHDfx6e7PCd/MAbJ78f67j/CjqWVfU9KurBVxbflf9uDKIo/rGOxgRMxwKqjg31BghigCi7miFxcXG4evUqkpOTYWhoiD59+sDc3LzKctevXkJ6ygeYGGigi2cbGOmqA+X5QFkOUPINKM0C2EUApwRQcwcMB9T5mpJcTlB+tvo1xjVJOclqA4KUk/RnJ7HlKA7AKcPHuHe4ffMaUlOSYaCvja7enWFsqM8vCHLK8Ck5Ac+fPca3tFRoa6mjdStX6GqpA5zSirGaUwZwSpGRloLoqNfIy8mCCksJVlaWUFdTATjf73BykJWVibi4D8jPy4WykiLMTI2hwlL5r37/Cn3ZubmI//gRefl5UFJUgqmpSUU57sKURuf96/dXOJZP7QJpll2VmySk/5By9XXNT8lJMDLUQ++e3WBmYvjvQqmM14+SEuIQ+PAe0r6mQFdHEx3atYGBns5/fYxdBnBKkPolCeGvgpGblQ4NNWU42FlDU41Vca7vLAkyMzMQ+/4d8nJzwFJWgoWFOVRZyuC3IqCQnZOD+Pj47/qPGVRUWP8uuLgKIgrZObn4GJ+A3Nx8KCkrwczcAqoqat8pgCr6WGZWNt7HxiInJw/KLBYsLa2grq4OgA7Q6byyGZlZiI6ORlZWDlRUVWBjaw9NDc1/z/PfOdMyvuHNmzfIzMyGmpoq7B0coaWp9Z0iqoK09HREvn6NzMwsqKmpwsHREVqampXeh9jLfc5CZl4pirM+Qj7/I6BkUee2IqnjRWNdV5LLSXLdGq0cxUHch3e4df0KvqQkwVBfF926doaJkcF/SqR/x71PSQl4+uQhMtJSoaOtgTat3aGnrfWvzFDCkx/SUj8j6m048rIzoaaiBGtrS6irqgJgg+JQKKekwKYYyMnNQXJiIgoL86GgIA9DQ30oKyn9p8ymVYxpubn5+PTpEwoKCqCgoAADAwMoKymiQvnNHafoyMnLQ3JyMvLzC6GgoAhDE2OoKLPw3zhFR1ZOHhISEpCXlw8lRSWYmJlDVUWlogz9v7EsMycHcR8+/DuGKsOiRQuoqaryvv+3gviWnY3Y9++RnZ0HlooyLC2toa6mWuldfMvMwvv37yBVHIvUV5fh1FEWRkZGlcpJAkwmEwwGo7GrIVHQKKqqLZafm0+fPsHQ0BDJyckwMDBo7OoIRVxcHNatWweKoqCnp4fPnz+DTqfD19cX5mZmFUqs4q/4HBeGK6f2Qk02DxosORQX5ECKwUGrVh5QYbEAOgOgy1R8GNI4fzcK/bxsIWW7EGDICH7N7wZmSS8nlmfcDOsnyc/kZysnye9D0p9dfZRbv24tGLRyGOppIe3rJ0gzgHlzZ8HYUPdfwbEUn5LiceTwn2CADW1NFeRlpUFGioMB/XpAS00ZYFcImd++pSPw0X3QaRSUlRRRkJ8LOp1C29YeUGEp83YYs7OzERQcDFAUFBQUUFCQD4COVq3bQFVVDQC9YiGcnYvAwCfgAFBUVEZObh4AOjp7e0NDXfNfIZOO9G+ZuHnrDigKUFJWQXZ2NkCjo3efPnwLzrT0dFy7eg0ABRZLBdnZWaDR6Ojdp3elhSlFUWjzv/24ua0TVOwnAKpOjd4+haEptL2mXq7qMjT4/rIU5iaGFf2HXYLEhFjs3bMDDBobulrqyMxIBZMBjB/7P+jpaADlhQCnGGlfknDz+gUwaWyoshSQn5cDBh3o1KkD1FSU/7US4CArOwPBQc9BowB5BQXkFxSABho8PFr9q7itUDxl5eTi+fNgUBQgr6CE3Lx8UKCjQ6dOUFfTqFh80RjIyMzC3bsPQFHUv/0nBxSNge49evyrKKroZ2kZGQL1H0H72c9WDgCCXidhyppLOOnXFrZu3QCjwXzfN5fxorGuK8nlJLluopQDxYGhvja+fkmGtBSwaMFcmBjq8eSG5KQ4BPx1EAwaG1oaqsjO/AppKQ6GD+4HbQ1loLwYYBfjW0YqHj64Bxo4YCn/KzfQgHZtW0OVpQSuZWd2TjaCg16CAgUFRQUU5BeARkPFmo8nNzCQmZOLJ4+fgkMBCorKyM3NA0Wjw7OzF5TVDPCl3AKFNA2wORSKi4tBAaDT6OD8axElJycHBv0/i0s2h4OioiKAW47DBmiilRPnuUQtx6RTKCpjoJyig8VigclkQtKg0WgwMDCAoqJiY1dFYiCWXc2Mq1evgqIoDBw4EEw6G1LlZnh2/yLe3P4V5p3tK6y1yvOQFhYKI6VvMLF0BIcmh3JKCq/CIsD4UARv77aVzrvrzDt0c9eCYmFypd2076/JYDDAZrNx/vx5XL16FT4+Pk2mnCjP+GeonyQ/k5+tnCS/D0l/djWWmzOzQunELsbD68egKZeDHl07g0lnA2wWnjy+j9e3tsK8T9cKl+7yAnx+eAu9TBJhb2sNOv0LwKEQ+z4aGc/9YFzs9K9yCkgPC4ebZhosLMwBWgk4lArevf+AxDcPoNWqDUBjADQGYt69RymbAVt7R9BoDKhRNISHv8ar2Dx4eXnwrCtCQ+4hJZ8FZxcX0Gk0KFAUwl69wqvYfHh7e/DuNyzoHrJK5HnlNP8tFxGVBG/vFrxyr98GoZxD55Xj/Fsu8vVreHt788pFvn4NgKq1HADkF5Yir6AUaVnlUMkMAVQc+axDSP9p3uWuXb0MJr0UA/r2gDSdA4ptjPt3buDFjf0wHzEE4JTg9a2TcNFIRLvWzmDSckF3kUJ0VBi+PlwEcw93nstKekgwOht8QQsLc9BoGeBwpBAX9wFfXx2CnrNzxcYcTQqJb15BRboILaxsQKMxwIYh3rx5i7fvEtGhg2eF0onGQNjLj//2H1e+/hP6g+zzKuQevhYq8dq7yr/lwmO+wtv7v3hREVERKCpn8srpc/vFmxh4e+vzygnaf5ptOQ4bEeFhePv6FbQ8O4EbCyfm9UvIMkrhYG8HOh2gOOp4G/UWHyKfQatNa3zvipT6ORkWBiyk5snAJus1aNqegIx6vbVjQWku15XkchJbNw4b4BTj7rVTUJEuQK8eXmDSOQBHA4EP7iLs1g6YD+zLkxsS7l5BN6OPcLK3AoOeAnA4ePcuGulPfGHi5gKuO3JGeDha6aTB3NwcdFo+OJQC3sd+QHLkVWi39ODJDe9j3oJDATZ2ThXjHkVDRMRrhMdmonNnl3/HPTpCQ+/hc0FluaFizWfNu9+w4Hv4VqzAK6fBlRtiUmDgMQAMORXoqbNQWlKM8vIyyMrI8oxSi4uLwZRmQlHhPyVLfkE+ysrEU06c5xK1HANlKKUpIjuvGLKystDQ0KiqazYaFEUhPT0dnz59QosWLYiF178QZVczIzk5GXp6emAhBTqlLyBF5UPR8ivYxV+AEm2AqQTI6eBD+lswmEYoo6sBqFiHqKioITMzq9I5C4pKkZ5ViLTMQijmx1dSdnGvye1UDAYD+vr6SE5OblLlBOVnq19jXJOUq+VdcNgAKIBe9RDeGPWTpGdnqK+LtM9xQHFahRt2eRHYGSFobQFoU2/AKCuCFIowyOErGCXngag8nquTWdltWFoD+uw7ALvCsaijaSY4JRlAhgJAkwJoDBTlfgVLWQkUnYly0EHRGeDI6CEhnYKbsjUvnsyH9GgwpEyQzzDm1blUuhQJGWy4KxjyjqV8KwNTQRsc+r+BT2mAEksd3zJz+BRFmZlZYLFUQP/3GJ1Gg4qKaqWxu37LUZCisaGppojCnK8V7u68uF3l+JqcBSkGDSn5smiRGwtaYRKg8N/9N3r/qQVJassSUY7iAOwifEt5BxtjBSjTvoDBLgUdpWhvWQ5aziMgUQcoywPK8mBReg62DjQYsa+CxmaDTrGhYPMZnPJkIKEUAKBe8hwahkyoUIngUAxQNDpUlBWRlZ0HSMn/28+kkJhBA03K+L/+QwcKpMrxIZ0NFxU73j0kZISDIaOPUsZ/iw+mgg5SvxVXxBv9l2+ZuWCxVBu5//xQjhfrphwFOV+hoyYLWeSBRnFAAxsmmnSgIB7Iff9vH2NDtigGtjo0qHHegw4KABuu+rlAWTiQUo6KwYsNPfZbGBoBKuxnoIEDGjhQMc0BOElAXCIvfo4VIxm2ZoBC2WfQ/nWnNGxRAFAxwJsgcF0y3WWy0MoSkC6NAsABDRSsrctAwysg9CqvXCeFctBsKNBLX/CchlzsACAYCD3Pey4dlQBYAygP5R2zswSAcCDyOt8z/BqjCVs1BaSmW4BTTIGREwVodeB931zGi8a6riSXa6hrfkpOBMryK+QGdhGK0yLgZsaABmJBLy8BgypBT9scSBVeBaLZFeWoMpiX3YSVLWDIvgkau8JhyrtFBjilX4HPdJ5SnspPgJaqDBg0DjhggKLLgyGnhU/fKLgrmv6rxKJXyA0MExR8JzcUM8sRn85GS0VT3rFP39hgyOuATVeqOEADFJQ1kZGZxycf1nWcyi0CODQZGGqpQV5OGpllxZCSYUJG5nsZlAmKAmRl/rN2Kiys+Pv7cjQwQVEUZKXp4MbLKiliQ1qWAWkmeMekaDQA5ZCVKgMoCuWMMshJAUypcl4ZGToFoASy9O/iAkoVA0yAwSj+dywD5BlsAOWQwb+/pQA6sww0aYBOK/+3ZhSUpCrOJ8Up4h1jSnMAaQo0WgkAoICuClnZCsWSrKzkxbHW1NREQkICysrKiLLrX4iyq5lhaGiI0NBQ0NmqkKEykQcdvEtNgbGxMaDwn3+xmpoqEhMTwaEo3u5cdnYWjI2NKgb60syKBUxpJtKS08CgA8nfymGa/QY0HW++wKDca7LZbN7Ox+fPn+Hm5lZl3SS1nLDP+GepX2Nc82ctxykvgTSjDLTyIpRlRcPF3grIeFHhqlOWB5RlAaU5FXH1pNUA80kAQ1oi3kdDXDM1JQkebvZA4eeKZ8IuQCvTcsR/iIBWCQcytEIw2PkolgmHob42ELPjX7eAMnQ2TkRaWjo0y/7P3nnHt1Hf//912pIlS/KQ5CF5Zu+dsDdhtUAKhZbZfqGsUjYJIySMMlp2W/gVCumgQBkdrAAJJIxAFlmQ7W1reMq2ZFvr9Pvjfadhy7amR3LPx+Ms6XTWfXS6z+fz/rwnhckEgmIwvU3IL+BC1SVKgMkGk2XG4bpGqIvMobHxoKOFxtDsSaH2STQW1NXVId+iDh3X2tFNx0WMj4OPtSVR3zfR44JsAGJRAAzrg7/HDkuRCXDXAQEvEPRhYr4bHW3N0Pv7IGICYIJ++KUNyMnXAPVvh/J6HVfYCE+PC3rvXogQAIMACnO6oZBLgF27Qnk/zjf3AfBD4kFIgJxRyDVq58aoNtqqsjDJUAC7tQFspRHijt1Ryq4xMYYGvDH7zmi2b8SPYwNAwI1JJdk48MN3yPIZIRX5wAR6YfB9g6mVRcCB52nsCXpxbuVhtDiaYPE0QMQwCLIsekRVMJgMQNtWQCQFRFLotNloaLLBWKwCGCkCEOGA3YaSkgqAU1D5VHbU1dVBXWQK3e+NrXV0v8vCOVN0+ryM9J+Ysk/AGwojKsoTo8XWBGVAATFD/UwfPAyDIQdwbORygHkxz9QEd3cHTL4GiBgWDOtHtqYNapUc2N8YypeztLgDAZ8HSs9XEIGUWFMLfBCLgsDWT0Pt+xGfOcMbbvMkI/dk/9bQvmMN3BN/+LhCLYMgIwJsDSHPj9JsH3y+AGSBDgQZEYJBEVimFzKlguQ8LnxJIZXA3dsLBTQAI0IwyKCjx4OsLA2QVcyNaWJ0OBvQ2emC0WgCGBHYIANbmx1anR4VBRM4TxIGVQcPo629A8XmEjAMAzYI1NXVIyc3H9OnzeDCQEXYtXsPWlpaUVZRAYYRgw0Chw4dhtFowty587j20bGOLXswtXg/mhsPICg9FWjbAuQuCvXjo0nmysR5x/JxqX7W/HmzSXYK9AB+N+aUinH4wE7ovUrImF6IAy5ME3+LsjIjsP/33FjgxxllVWhubobJ0wxGJEIwGESrvwr5xiJKCyOSACIFZBoj6uqboCsygRFJSG6wN6OkpDw05gEAo65DXV0dcs260PjT3O6mcUoUVhJlSm6g4wCwPvR1t1DKhV57aNyrzPeircUGrd8PMcMCQR/6xHXQ509CINALUaAL8IqglnrBsgFIWE9IHpCK/WAYEdDbC16hpJNRMnmGK8LKAFDxX7OnO9Q+Lb8vIrGSgtdQ9PUAANSS8DFB7tMkIkrvAJ+fPp0BpGKWHOtDlV8ZMAhAxIjCCegZgGFEYFkWjFgUSkLvY/0QiyQRsgEDf8CLQCAAiVQKEVgEAfh8PqhUKoxFmH45FgUEZdcRx7nnnosdO3bg8w2f47QJrThobwXDiDBjZnTliJnTJ8HftgfBhvegVQchY7tx4QQvshXbgR1vhQ9kxLDVGzDJmAVrkw1sbx7EvTZAVTTgnO+++y6KiopCsernnntuzLaN1eMAkPDv76aFtLJgQGLWUW9fHIzGecf6bzsWjjMXFaDNUYccZQAXnDoNaP+OXNt9XbhkkR95bfvh3bUbam0WelydOM0SxOIpWqD2dfowRgSIZNwmAboPAd0HqeLdGPg9Uv6ss88kBbvPBfhdWHZSCXprP0LNV8/AnK+Cz+3AueUsTp6pAw48R8JZkMUZkzuxpasRbQcaoczSwdnpBsOIUTl5FqDIp+o5IgmKphmws+YDNO1shU6nh9PZDIbJxpLpx9NxHFNnzkNNvR07vvuOO64j5hg6Y+ZM1Nc3xHVcU0Md9u3agly9Cr0uJ0xZLOZVKoC2bQDbBwQ8WGRuQ76nAVJbDVQKCVh/H84oYWHIswPffxtKIntytgfs1D5IfJtD55g+kXvyw9rQvlkqACoAgcMIsAz8rAj6HAYyhQtwtpNgzUiRqxbD0ceio7MbYokcfR4/AsEsWIzlQFY2ediIJPD0ePD93gMIBBnIFVlwufsQBIM58xZCp8vhPo+s147mBkwv+Q6OhkMIyqYBHTsAwwmATDsi96e1qQEqKYsfn7GAvGH8Lk5ZzBVe8bSREq/4R4B2KvozFsaLlI8Lsjhv6Ymo2fs1Nn38KsymHHS1WzHbEMAli2ZxSqwugPXiJ9Md2Nx9CL79+yFTa+B2dWNKjggLJk0C+hzcmKNA2ZT5OFDXiS92NkOny+HueT3mTDsDyA73ocoZchyo+wBbd+yP6BviqL6RSP/pf5xYBMyaNgHwtFO16EAv5lUqIXJ2oLv6Y2jVMgQ8LswzBjGhSATU/J07zoPj812YKW6GpGs3ZJIgREE/pk9lIRFtBraHZZ9jsgBUAvDvCe0r5x0x63jFngwlKhFc8MLv7gQjksLjZyETiZCdnQ2IlYA0GxBJIBYZUVdTj0AXA6lCBXePB2xQhKnTZ0CTrQ95sjm73diy9TsEWECVlY2ubjdYiHHcCSciNyefxn5GjNZ2Jz7+ZB0CASBbq0e7szNmrqtuLidWMMhGXedzzj0HiDiObWnBZ+9/gGB95HF5A45TZnHHOSKPM+OcxdHH6cWzsOn9D7C/vS/iOCMmH38OkBc+rmCaGd+9/wHqd7ZHHKfHvGmnRd1TANDS/QPOmTsVez7+Aawkm4weEXNgRmQfnwvwNNPcpJkU5SWY6OeNdVlvLB835DFsgMZ4vwsXnDoV7YfX4YfPX0CxUYO+LivOLPVj6Zw8YN+TQNALBLw4Z0obNnfVwX2gFsEsDZxdbqhlEkyePAEQKQBJNiCSomiqBjtrPkLTrtaI+1OHBdNPAlTh+3PyjIWoqvsA3+3YlTa5ob6+Abt2bEeeXo0eVztylCzmTtQBzh9CcsPCEjd0PVaImuqhVkgR8PfiJDOLIoMT2LeTywnqwYm6XviVbkj6tpCCCMCsKdzJ9rwfOu8cFYASAIGDAIAAy8BoEMEvV6GO9XDjqAgSEQN/kAXLBgEwCAaBIESQSWXkxcYlgg8GWfT1eRAMAiKRCAGWzq1UqSARS0LH+QMBuFxuBEFedv5AAAADjSYbUgkd5wsE0NnZCQQBsUSMgD8AMCBPNElYncH6/ejsdMY8DhHHQexHd6cT8EYeJx5wnEjEHecDFFIRuvu6AEig1WohMD44YhPU//GPf8Tvfvc72O12zJo1C88//zwWLlwY1/+O5wT1ACVA3Lr2Dyj0fgGfqpIq2+izgO7D4QWyuw5AEF5Whm6fEn6RBppcC1S6IvIYkenpUarBu+v344dt66BSKvCby46BpPwSIP+YAeccs9VK+h1XYi7EuWeegLLiXFr8+LoATwcJ9Z5WcksWSYGSS4HsCQM+azS/R7wI1RhH4bhzzkZFiZHuJy6cB/5u2Ov3Yt+ODejtciBXl4WJlaXQZyvDFWvAAGIZ2jt7sP9gNdqcbmi0OZg6Yw4MBtPgF7zrAKCdAZRfGVMpO+aqJbF+TunQhYbqH/DNFx/D2doAi0GJ+TPKkKeThwQzBLygqmSdqK6pRUdnD7Ky9aicNB15eSayuolkpFxBpquD6TBz2iTk61WcN1lP6LG7sxkttnoEPF1QK8XI0SohF7OhBXhoCwYG/x0BgJEBYjn8kKLXE4DHBzASBbKyc6FQaui7irmCISIZunu8aLA60OXyQKnSoqS8Ejp9foQylLaW9k7s/n5fqLraSFVN+8Pr38KkbMf273Zh9Z1XQxZopfE0f0l890oEwx7H+gFPCxoObce2rz6Av7MKhbkyTJlUhpxsFd1PfF9jGK7oioIWr/q5Y6r/JHTc4UP45MN30WqrRklRDk45fgGKjTry1ulrpUfWg442O2qr9kdUACyDLsfA3SNyri/J0dzeiT179o5MhT3WB/jdaG9pRPWh7+FxtUOnkcNSlA+NUkx9jAs/RqAHvr5ueHs7IQp6IRUHIGGG7k9+lkEAUoilKkhkyohiO/TY6w2ipa0T7l4/pAo1jIVmaLJzBvSf9i43DhyqQYfTBU12DiZPm4l8Q2HIeymt10Q4btjjrn/wf1h57TF44IlX8PxtCyHXGAH9bOrDHCn1s5ICwNMC9LWQPOiqAbytpPBifYD5QsB44oDPSvm8Y0jWG5PHBVnA70Ltod348rMP0NFcB7NJhyXzJ8Gkk5DHFq+IYT1wOp2oqalGV7cbKrUOFROmICfPFNG35YBInPn7eMYMGHJ1QMBNMgPnjd7V4YC9sRq+vk5olBLk52qglAa58S68sf5eiCJdN2PBSMAyMvT5GXj9DCCSQanWQa7QRI3vEMng6vOjydaKbrcHCpUGxSUVJDcwMu44UuC3dnTh+x8Ooq29E7qcXMyYORPZOcWo8UxBWUlxKEzR5/ejt7cHXi+FyymVSk4xFQ0d1wu/PwCJJLXj/IEAPJ6+iGNUQ3xWT9qPY1gPvEw2srLzxmQII0B5x2pqalBWVjZm2zjSHJHKrjfffBNXXHEFXnzxRSxatAjPPPMM3nrrLRw4cAAGg2HY/x/vyi4AgHUtcOAPNGi6DgI9jbRfqgU0EwHNBCB7IqAwxRT0I3nhzS0okDfiy22H8eitP4IsdypQ+X8j8CVShPXRgsbDhWR6WsgS6G0PTygsN5EwIrLCihX02NMI5B8HlFw0ut9BYGwRZDllVicJWD4neYn0tQDeNk7JQRa3kD+2SEL3FL/Y4pUWEaFuSeHronNPuD4qRHlUYf3ctengrhPXxj7OMh7oDSu0APCKvsiFKD3KUr8+MdvHAgHOy8fvDlmDQ899/fbxQioGmSZFcsovJFZFjx+hR2X4tURJFmMxv8nptUgOiDLwXUeR+59fh4vOnIk//L+/4fkbyyE3zCFP2Qk3DJpnLi6CQepzfc209TSQ4cbXxf1O4H4PJdfXFIP3tVD/uS4qxHJMwXsa82OOr4vmM08zjTmhhZEn/D8iSVihx99j4jSMN7EIBmm887u4drrCXnShftTD9SN+66EQwFgw3FgZ+g37PQ/1LW6L6k8Rr0VCnpIjkese/B9W//os3PPbl/GHn7VDOfVGGg8m3hgVbZAQXQdJqeWuJQWXz0VeMxDRvSfNBiRqek+qBibeTGO5QHrhZQd+nPN1AV4njfO8EXrAWCcNj/HplK1iEWQ5hZUrWnbgx7yo/dxYF+gZ3NDFyOg+Co1zyn7j3GBjXr+xfYTGur6AfICyCwBYlkVnlwuBwDAGvTQhFouhzVZDNFoyU6AXkOfR2JACpaWluOWWW3DLLbekp10RCMqugRyRYYxPPfUUrrnmGlx99dUAgBdffBEffPABXnnlFSxfvnyUWzcCeNqADWfRc3keKbaMp5CSS543rHKrP/bWbhx38gy8t/EwWG8n4K4ngVuek4HGJwG/APK0cYqtNlJq9TkiJhwurlusoklFpgPEBVEx8tGf6QecewDjSVEhTmMC1kcTqFgYxDKGv4dT2HSSwOXtAPrsJHj5Oa8DlluwMaKwckOion6RToEryNJ97O2MEAa7gZx5tL9j18gruwJ93HVxhvter41LCM9ZMINcDgWRmFuEciE9CgWnzEpTXgE2APi7Iq5PN7328UqC7rDCwO+K/RmSLECcRYsZiRpQmuhRksUpslT02/KKLUkWp8AUFtWxaHP2ID8vGwGJFmzrFqD4NMBVS97F2snD/n9Mmr+k0F+uojCCLI3fUg0gzweyVIn1OWk2zWUdu0Zf2cX6wuOMtz3cnzwtYWs/yyVxYph+401uepXD/HjDLzj5PhW5COX7kt8VezEnVgASDdeHVOQpriymfiNRhftb6Dk3Lw82HwtkBj6nDVcZMfZzbhvwHLGPG/B/iHgv8jX6fW7k637HAAgEWDCBHip2IdWA7T0A9NnCsloyyi53PVD7T+pzkiwaS7KKY8tWShPQdQjo2gfkzE38XAKEv5dkBl5+8LZHyw4DjND9xzp5GmUHlpMNOsOygq8rwsDQb18so5dYyY1z3CY30FwUGtci5YeIfakYfcYQwWAQgUAAjEhEObEyCBtkEQgEkKiPTktLK1Y+9Dg++GgdHM0t0Ou1mDVjGlauuB3HHrOADor6yFifn16/oK1btyIrKyutnykwOEdGb4vA6/Vi+/btWLFiRWifSCTCaaedhm+++Sbm/3g8Hng8YWtBd3d3zOPGDfJcYPYTQNd+IG/R8McPQ2uHG3kGMxiRFEFXLaDMIivYaCm7Al7Osu0AeqyAq5osP353WPCWKEmYludxiacTXJTKcoCe7wHn94Dp5PR/h3jxddPCx9tGoSm9jZRMUqYDKq4ZNMGyQJwEPOEFpreD8xbhvP/8blLqAAAYQKIgQUWaDSiM6bn2IaURXxCig1MgcZ5j/k7A24XQooKjzS2BrqAG4tILgI7vqCKVTJd6e2IRDFL7eppoceCu5by0OME0SDkbQpZJmY68eFJduAaDnJKPvzacJ12kV53XyQmh/ZCoaeEi0dDvpSyk11LutUTDLbzV9JseYZ5VCRFkwwvcYCDiOf/Ibfy+IAtalA7+GPC5IeppACRZYP19QOceQKonZVUyyq6uA4CVq8wm09HCM9HFgr+HM4Zwm1QDqMzUf/KPG5n5LBjkxnPe27gN6LXSXMYricECwYj+JFWTwSUdCuJIJbW3o9+ik3vt68IAwV4kp37DbwoD17ciFnmRr4+QhVxSRPWbWH2IHaTvsNF9b7D+xSuEQsmXwSVXjgjVjYiQpzZFvI5cKDIM+Jw5MZ9H7gMiFKr9jwOAyPf4Y5nwPRt6LYp+DlFEWGjkMUz4OIjQ1u6CPrcBInUJlPKt6BYVIKt5I+Xda99OfThGPq1BCfQB1o/ono+R93IAIikgllIhBv3szHgPHUkEPBFjXTvQ66Cxzscnieer3fWTHYYyQieCv5c7t5Mb5zqjxzvecNh/rBMrw3KDVENjHS8zSDkFPj/OibOOcoNXWIktYgCxGP2U2TGeBwfZP+BzY8CyCLABTi6Pv/8tu+QqeH0+/PX/PYnyMgscza1Yv+ErtLU6wkbrAcSaaxlAJEUQDAJ+PyQxwh2Hw+v1QiaTIT9GGKxA5jjiJJLW1lYEAgEYjcao/UajEfv374/5P48++ihWr149Es0bOQwn0OI0XthAKOEhxb5zj6wfAU83RD01kEjl6G3bD2X+TKC7auSsW74uUvD0OShkhQ9bCfQCENHEI83mFkBJTJL+Hi4spoUs6Z5mIKsc0JQB7Vspz8xIeFH5uug387RxirwGbjHvCg/IYgVZhboPkzJTP3PIjxTgCAa55NSttPW1kOKwrzVikQkSYHnvA2VhauE/QZbO2cedM6LCaUjBFeiN/h+JhgQ+qZYszJJplNRbmk37pFpApsWTT7yBCyb8gAWlYrpnnd8DhuNSuULR8PdiTyMpGvoctI9hwtZJhYEEw2SvD+uLVj5428Mhx/zzqHAnhrsOOromWaWAXkevuesCqZZbbB8BAmgwwC2MA/2e99sHfh8bfi9qsQ1ErXr5xWfk4phfcEZUPou5EGUiN3EoqTafNJseJQiK9wHZE6BWfIdOyRRkOTZQuG3XXhrLlUPkouuPz0WLUtZHofeDwbLkfdnTSMaB/vdWSHHNwwAzHwL62oDOH0hhnAl8LmpTTwON2bzHMV8VSqKk/iTLIe+nZO/dIEvGEW8bfScvt9CMHHv6XwMx53Ul09F4I53OjTPZ0ZtYnupVGH0G6z98f2EDiO5LgRj9ifvNgAgFE4NQv+I9yAcocvopd0TcY0ixE91/oh/FAMMVfwgVgYh83r+v9nse+Rox+nYsBVRUe4d65McFJnr/gGMilF5J4ujZg9wSDxjjyTDmfgxbYBpMHe8Dlp/QmNK1D8hdEP8HNn9J/V4TY0xhfZxxp46MO+46kgkqf8Xlvq0aNJ9rWgj0cfNvA8kqRWfTvDsW4eUcPrLC08q1u5kLX+ZkHJEk7MEpNZEsm7TsEOA8yvvLDkOM9xJ1hOzAj3W6sNzAK7eOBO/ShOWGWGNdf1lBC0gquTQdEXnEAkHyOmYk/X5Ppt8jONmi33shhToi3otUoke8FrGAyM8pRcUDP7v/+cDA6XTiy01bsGH9JzjxRJrjSyYyWHjcGQCA2to6lFVOwo7tWzB79mwAgNPphD7XgM/Xr8NJJ52IDRs24uRTT8OH77+H+1Y+gD179uCTTz7Bhg0b8J///AfXX389Hn74YbS1teHcc8/FSy+9FEpef9VVV8HpdGLBggX44x//CLlcjpqamqgwxmAwiNWrV+OVV16Bw+FAbm4ufvKTn+C5554DQA459957L15//XU4nU5Mnz4djz/+OE466aTh7gQBjiNO2ZUMK1aswG233RZ63dTUhKlTB1ZoOmIIBskbwusk4RggoSmUM0dBnivyPECmR1BpB4wnwpi3HdbWeuSwXhLa/T0pxy0Piq+LFtkdO2jS93UhHLaSTZ4jYmX8AlTAQ67SfGhIH6fU4l2neSRZFHLVth2Y9RBZorr2kyUv3QRZEtLcdVzRgBr6TYJBWvCIs6g98ryBXkS+LlLE6aYLFsb+hPL68IotG11j/n4PBhAOaU1RaeNzcwrS1oitjVtgtiEqxEei5haWegot5p+HNl3cgpa1W4G6zizMa/4Cotx5XAn2hcl7m7F+uka9TRSq0dtAltBggGu3jsJEErlGwSApannloqeVu1bcc29H9PGSbPKukekB7XTueU64WIZEM/Y9sNgAEPRzwiP3yPZ7ze8Dyz1GCmzcnyAbXtSGFrT9n0vI04BPussn7Q8l4OUTzkrCx4cWyhHPI/f330TcI0Qx2hN77O3r64Nctw0i0+kw5X8Mmz8XhT3fhb0Bnd/Hr+wKBgHHZ1z4Y7852dtJY6arJpxzh88FJ1aF7x/NRHrkX8tzEYAMzV/dj4LmL2iB3LaZ6z9pUOqwPpo3ehqpIAw/9gRZzjCjA5RFySm1Ap6IuYt75Mccb3v0eCNWhr4vNJOjxxmZjtox1j2Dgyz1m1C/4vtUv/4UtXEKqJAXU4QyihED4O9rEfece2READNEXxLLOQWTpF8fGqxfxbvxfSs1ZdCRjt1uR15eHhiVEcZCM+w9HWB1MoiavwZ006iyrX5ufP2quwpo3khzPyPhFFu11FddtWQICwYAiGjeUxYA7dvoPZGY5NJ0KruCLOdV3gi4qmi887aHjZxZlrREaaRMMEiyZ18zjT09jeTt7euKiKzgFPgSNecBn6Rs5e8Nywu8/MAbpL3tiPL+iTne54bHPK4i6pgmalzrLzvwW6QM0S98PMq7UxQxvkXM4aGxThwhI8giZIXIsU4WPab5xUCbgq6nXI6QoioQAHqlVL1QHDmORSqxYimikiAQAJgAKSXF8c2fap0UarUa/3nvQyw+9gTI5f3meH4OFEnD8nfokfv+3Jiy/J578fvf/x7l5eXQ6/XYsGEDDh8+jH/9619477330NXVhV/+8pe44YYb8Nprr4VOsX79emRnZ+PTTz+N2cZ33nkHTz/9NN544w1MmzYNdrsdu3btCr1/0003Ye/evXjjjTdQWFiIf//731i6dCn27NmDCRMyqHQ/ghjjvT9x8vLyIBaL4XA4ovY7HA6YTLEFbLlcHtUBurq6MtrGUSHQGw4F4hewCgOQfyxN5JEx55Jw7pO+vj7Isv4DkX4GCguL0NRZjWnuWjBiOU1yyeZfiQXrp0VL5w+AczdNbmIFTVwKQ3yKANYfDm/sbeI2K30Wj1RLOV6UhYBuFoWIKAy0T6KisLFdy8ldPauEhCjdzPQolfy9QE89CU1de7kcUC6aZOQ5VNo6HmFNWUSJVd21gLo89XYNh89FgqA0G8gyZ/58ieDvIY8O3k2eX1zy+WQYUdjtPN77KJKAlxO4HAM3vzt8nFgByPJIOambQY/yfECRS/vTuLB0tPWgoagErGMTRAVnUF9MxdPPuhZo3kDCtVhBi2HNhPgERNZH177Pxnlg2ui1pyUiET24fBbc9VFXUr+T53EKLd3YsaiyAfIoY33cQtvPvfZHvPZHLKqDQJBfUHOLX17AZCIWxBJNvwT23HNeyOI3JvI5793BKa1Ci21+/9hT/vGWSUamgbG4ArauRrCmPIiaNwAFS2nRmH9MfIaSrn1Ay1eAqpjGze6qsILL207HSLIBdRlQeDY9qizDJpA+WN2Ml7+cgsc030JacCbndbUveaNGMEh5g1xVZKTxcF6bfH7IePsSwPUne9gYw2+eFi7shkMk5+atPEA/C5Dlcgs8bqGXKUNUooQWbf5h+hQ78H95RRDv6RTZp0KFH/h+xIWZR1QVo34S2ZdiPEb1s7HXnwSI0LjCMDCap8NR8xmC5YuAli8B48mUzsJdA2gqh/4gfw95ivIe/d8/FM6HpywAVKVA3hJAXUrjjkgKNsCis60ZesdnQNnl1NcNJyTmodofnytcYIP3nva76F6U6YGsMrqXXTVA67cUSTHScySvcOprJkOxq5rGXd5oKJJwHlNJRlYEvBHylJ0b9ziFVn/ZSp7P5Wacxz2PMGCMlfy1wQCNcVHjWyA87sUa60IeoYONddw15guuhMY6ZfRYF5IdBpMX+r2X6FjX1wc4azhFZuT1DgDiXk4xNPY86iUSCdasWYNrrrkGL774IubOnYsTTzwRl1xyCWbOTExefvDBB3H66adH7evr68Pf/vY3FBVRzsDnn38e55xzDp588smQziErKwsvv/wyZLLYa4D6+nqYTCacdtppkEqlsFgsWLhwYei9V199FfX19SgsLAQA3HHHHVi7di1effVV/Pa3v03oOxytHHHKLplMhnnz5mH9+vU4//zzAVC1iPXr1+Omm24a3caNNEEfKURYLw2Ocj3lNVCXUriEIn/YAc/hcJA1TaZFYbEFTQfywDp/gFhTSRNfOpRdfS002bdvp8mf9QGKPEA7BUPm2mJ9tMh3VZPSp7eJFtl8fiOpDlAVAvo5pNhSFVH1yWGs9/ubPHA45uAE6QYwU+8OW+fVZcl9P9ZPyrvuQ/R78BZ4aTZN2vF8LhugxY+7kZQJuYvInbj9u8wpu7wdXFLpA9RuTxst2iZcN3pWMj4csddOwpGrmqyLvi66HxgRl5dJnXheH38vKct6m0hZ2sclTeUX1QAJGAojbdrptNhUGEiZJVGNiHWeZYPQZMnR5FKBDfQCHTupL7dvIyVbom3oOgi0fk0LZHnuECcOkMKh18p5SXKKrUhFskRD111dRpbokMIvj67dSBMMcgKmlxNCfeHnIYVWpNIKCIUIRQmNSkDGJ5vlEtmLlWHPj1B57whPq/5W06PEc8NutyM/Px8Mw8BUMgPWH+oRnLoYcHwEFF9A907X/uHD4H1dpIQFyPDQ+C4J7VmlVJxBXUYLQpk+4WvbaO9CvVOBgN8Laft3dM+mYtTo/B6ofY3uLZkWyCoa/n7nlcS91og+ZaWFHu+1IFZSwmOFAciexPUlA/V3iWZ07qmY/cgf8by/x4EoYoEVEaInzQ7nzeNDx2P2nQhPg6j+JCimjiYcDgcqKyshEolgLJ2O/bu/BKuZBHHbFyQ/SlRUbGI4ZZfjc5Jp5Abg8AtA9mTAdDp5Tw2iNNlb3YJ/fF6Gh076CtJALxnTnLuTV3b12oGav5OsEQxyRTZyybjav08rC0i+7ToQX26xVAiyNAa5auh8vTZSbPHVKaXqcB6rRBRbfCoSXm7jFVvetvAxEg3JVbwRmpcb5Pk0PoyFsS405vHjXT8FPSOKVqDzSiaplhvjsiLGOnmE7CCjMVI8mOwgjHWpsGzZMpxzzjn48ssv8e233+Kjjz7CE088gZdffjmhUMD58+cP2GexWEKKLgBYsmQJWJbFgQMHQsquGTNmDKroAoCLLroIzzzzDMrLy7F06VKcffbZOO+88yCRSLBnzx4EAgFMnBgdbu3xeJCbO4S8LhDFEafsAoDbbrsNV155JebPn4+FCxfimWeegdvtDlVnPCoQy8n7R1VMk7+qCFAUJOxdErlwKSqbgV3bvwLr/h5ihgE69wIFZySn+Ah4SPnTsZsWPt4OrhKOefBFgreTLOeuanp013GeO1ISEjQTAcPJNFkqCwFpcjkOvttnRU1dAY7J2wGpu44m2Y7dySu72rYADe+QUCPX0+8xlKDgd4fzJfU00GOvlSZYAABD75dcRO0ynEDCR6oEg6TccdfSb+KqJqGOEYUFMVc1hVz2DynKJH0t4QVh92F67efCWvkKf1ml8d/bAS8paULef9xnh8LqGE6hZaLQJoUhrOCSqEdG6AoGogWsgJd77UVrmwsVJgmanS6w2TMozGvSLfS79NQnVlnO3wPYPqbP7q/oCrJ0jbr20f3QfSjsqSXLJSFcP4cEfoWJxpck+1zCsIHQ9aDNE/GcX2xz3lYhrylOcIxMPivVcN4gEaW8Yz4fI15n4wA+3EgkEsFUMg07vv0UrCoPYjBA27ekMB8uyXMwCNjX0Xgj0wFN/wWMpwLmZWmxHjc2d8He1kP9p/kzYPLtnFGjNnHjga8LsH1Cz7VTYh8TZGkc79zLGWasNNbySi1JNs1Z2umAqoCeK0yJJdxOhSDLjTOefgs7b0QCX74/ScKLM5GUFMFyddjDQ6qJ6DvcJpJHpEngQ2SEBZxA/DQ3N5PhlWFQUGhGs0uKoEgBqCeQV3LF1aSAMp40uNGmcz95gikKSNkkVgDlVw/rBdlg70R9uxgBsR5Sx+dU3bxtK5B3TOJ9lA0A9k9JtsuePLj8zMtjkiwADMmR2mnplz/YAMlBrhq6fr1W8jqTcMV4BqtOGfOzfKQg62miUNCeRnoeKiLDcFEVJjJYhGQH08jJDgPGusiNSyvAG776j3V89Euo+E3WwLGu/3iXzsrTAkmjUChw+umn4/TTT8f999+P//u//8MDDzyAL7/8EgCiKjz6fLGT1idbPXG4/zObzThw4ADWrVuHTz/9FDfccAN+97vfYePGjXC5XBCLxdi+fTvE/UI31eoRkg+OAI5IZddPf/pTtLS0YOXKlbDb7Zg9ezbWrl07IGn9EY1uJoXEDRPOMRyRC5eislmwdSnAQkSLYJGMJslEy7azAaD2dcC5C6RYMJAHVn/h19NOx3Rzyi3eCiTLoQVJzgJAU5FaUt8YNDq6UNfiB6ssBZo/B0ouBZw7AOMJ5EWQCH3NtGiTqAcvje3tJM8A555wpTuAPEyUhaSwzFtElcOURVQ9rPY1Wvj5OoCOPUDBqcl/YV8XKc06vw97SYlk5JWjLRj4u7RuAbKnZHYC93aQYsv5PS14fVxocagYQUF8v3mgF3BzoQLueqCnjlzmeWS5dI1zF4WVpMkWOoiXYKBfIQgveelFVoVhRNHWPUkWIC0EZDo0trXDWKJGs3MnWO1coOkvpLxjfWTZTqQ/Nn9Jnl28h2ZfKym2eAUXH1ahqaQwsexJdA9mMtcP64+4NhFFMyI9RkLXh7OMSnVcLiJ9PwWWMrzxFZ8ExVVGcTgcqKiooEVpQQEcXSIEGSmQM5/y5OQdxxkragdXLDn3AC2baGw//CeaI8wXJD7O9+9rgT6A9aCpoRYFOTK0S6dA5dxKC89gEGjfkbiyy/45ecAOyCnWAXTuIwVX1z4uXF1G3mjZU0h5l6JhJi5ijTeshxToPAyDqBwu/HgjzaZ+JVFxfYrvRxH9S1jMCYwAnZ2docWdTqeD0x0EK8sBcucBdW8Avl7K1dn5AxkA++PrBmxrOU/7PUD3fjISxRHu22hvh7W5E2zeMUDrR0DRj8iw1PlD4rm0Or7jPPLLBiq6/L00VnTupc/2tlPI/4TrydPKXZMeT37WT2NedzXJfb1WLuxaHX+0gc9FY3gPp9TiK4XzCnx5Ho3fhhO4vGeF9NmZjAqIOd57+8lW/cc6DRmh+ST1/Ngm4cc4VYQcMcZzHArEzdSpU/Gf//wnVBXRZrNhzpw5AICdO3fG/Tn19fWwWq2hEMNvv/0WIpEIkyZNSqg9SqUS5513Hs477zzceOONmDx5Mvbs2YM5c+YgEAigubkZxx+foSI6RwFHpLILoIRuR13YYiSMKGVFF0DKrgkTJoBhGChzLOgLSBFUltCErDSREiFRZVfnHqBzN7mN968ww/pJwdXyNU32jJhysOhnk2JLXZ64wikWwWBYyRDo5bY+IMjC2tiIHrcPrH4BYH+D2uRtA5w/JFbxLsgCtnUU5qWdFr3fXUcCl3MPCU1AWIGnModDLmMt7nIXAw3/Jmtm/rFA+xYgf3Fy1XrYAND4X6B1czgZvso8+OJFVUS/vbs2eU+3wfB10yLY+QN5KXk7SBhRGOJLju7v4RRa9WHllqeZ3mOkpDTMnkLeiEou6Wwmcj2EKptGbh6AL9McWQxCJAeUkXl2ssLVDvkFJi90cTTtfg/GMi0OHKqF26+ASlkA2D+jqlQd31Gosjxn+Ha6qjkrtwFo/A8t9L1tABjylMs/nizPmor0KohYX/S1YfuiF968NVUsJ68RRSGXi0jHXY+s6GsjyRIUWGMIu92ORYsWgWEYZGVloccnAqsw0RjY9i31cZGMFLOxFm5eJ3kbMmIKr+1pBKatGPo3DgZo8eXv5vLJcOEljCi6r6ksgCIP9p4mzJ5ZhLrmAIq1xdR/Si8hzwbDiRQ+Ew+d+4HWTeT9EAwATl65tZc8HABAVUJ9STuVvm+6F3usP6TEi3qMTFbMexuIZOHxRqrjchlmRW9i1ZFRfVHgiIPh5BKGYQBGgmD2NCDQSoqKlo2kWGnbSjJSpGKC9xTtrqJ7v+Ed6uexPDFZH40hfheNKUwQTU02GPRKdKEYKrDU57MnkrdVzrz4+7SnjTN+cn2NZcNKs84faE5GkEIsdbNofrN+QKHN6Uhb4XMBrd9wHlwOmnv5fFtDyY98yhB3bbgYiKeF3hPJuQiSiYDhFJLVVEUZkq38YZk9smp81FgXUWhLbggXveFlhUi5QRjr0gbLxsi5OAbO0dbWhosuugi/+MUvMHPmTGg0Gmzbtg1PPPEEfvzjH0OpVGLx4sV47LHHUFZWhubmZtx3331xf75CocCVV16J3//+9+jq6sLNN9+Miy++eNAc4bFYs2YNAoEAFi1aBJVKhX/84x9QKpUoKSlBbm4ufv7zn+OKK67Ak08+iTlz5qClpQXr16/HzJkzcc455yR8TY5Gjlhll0B6cDgcWLx4MSdkMIA4C6y8GOj6Cig4nRQT+cfHb9n19wKODaR8iJxce5pIwdW2mYSMrDKg9HKy2qWS6yfI0sTo76HwwEBPeGIUycLW6awyrgKlHr3iFijVLnjEuVBKskghkLco8Yp3Hbsoj1JWKU3QXXs5Bdf3tCgTK2kBaDqVwlfidYcXy0hQc3xGJaldtfQ75C1M/Po4d1FlIU1FbGHH30vtde4gIWfiTZzQtT09yi5/Lwl4vDXT00aLXEU+LQ6HCnPytJL3l+swF95op/cYGS0+tdOArLNJqTqY4jBZWC+1vZ+ilM4vCt9XEg1dJ3k+Zznki0DwC8ushNtltVpRWVmJQksFGtq7kW86Bmh4lzz9+to4y/YwFqBAH2D9mPqEey9gXx8W/jUTU0tuHQxygih/bbjnoX4n4TxC5Fxejnxu8a2JyOGj5vJijUweNIH00dzcjJycnNDCFBCB1c0FvI00zjo2AGWX0dhjODFaMRtkKSTQXU+/v/UD8iiMNKgEg3Q/+bppHA146B6RaGhRwxcdkWjC9xHf57jxxC9eB0vlNDS0bwZbcQxEDf8CAj/hvIn3AKaTh/+ifjdg/4SUXK3fAk3v0XOZjsaewnNIuZ6OUETWFx5n+H7Fezoy4nC4rUQNyC3Ur2S6fmE3XH8ag0mEBQTigYmYCxiGgV89BejeSvKZYwNQdB5XBfVgdH6rzu85T9FCoOol6hvmZfSe380lXecK2vCh7goj5/FtgsP7R8yeXYkauwsmwwLO0Hg8l9P00ODhy5EEWVJ09VoBsRo4/BLn8emmuTB7CkURaKeFle0sS3KnfR1gvpBkyvzjAWWSUSqOz2h8lelJITWYQbyvhWQqvhhITyMAlsuZaKHcoFlllP9Xnp++OXqAEZp7DMlW4rBsJdUB6jwyhEmzo+WGfuO9QOZgGAZisRiBQACBQGD4f0gRsVgcNQ4Mh1qtxqJFi/D000+jqqoKPp8PZrMZ11xzDe655x4AwCuvvIJf/vKXmDdvHiZNmoQnnngCZ5xxRlyfX1lZiQsvvBBnn3022tvbce655+JPf/pTQt9Jp9Phsccew2233YZAIIAZM2bgvffeC+XkevXVV/Hwww/j9ttvR1NTE/Ly8rB48WKce+65CZ3naEZQdgkMSWSeBADI0ujRKdJCFdxAC2uxiiw88eaMat9Kyo3sSTSJtW0lJZe7liaovMVA3rEU1pgIwSBZqSKVWvxigPcC4T2m+MlRms0ljtRELwCkr8GYn4fGVh90uUuA1q+AwqWxhajB8HZSXgaxHGj6H4WLgSVvorwlJCyoK5JfeBhPooVW67dk6WvbzFXrSaBLeztJiBLJoxVd3k5OCbaTQtmCAfKIYH3kcVH849SFLgBo/oIqrfVxFkJ5LpfDIsY1YQPkdu86TNbZ7sOUtwsgAVYzkSq9qUsAuQlUYjlF2ECEwqaXu6e4nA4iadi1nVeUynRcHqhsLp+Dht5Ps7LGarXimGOOQXHpZDR07sPsUilEYiXQ8gUpY9s2c0rZISyWLZtI+SrV0iLddDpgWZZYQyIVyYFervQ4J5SK5dz14fqdPD8cYijNphxFUo1gVT0C8fl8UdWNRSIRPIoKqGR68lxt+BctaLztpOCO9Jbt2EVepqoi4OBz9Fh4Nr3X5yBleDDIVYTSkJEgy8JVJeSs+MMscILBIILBIIrLZ2Druh1gZXkQSdQUYmngPGXzFg/vGd38BS10RUryjjWcQLl8FMbk+nyQ5RZ3PVyfipjDeAWxWBnO5yXP5RTomoyONwICo43L5YJSqYxa5GZnZ6PDq4FGXUGKKnYdGeGUhfTI57fyOqnQBSOivu2uBabcSXOP300Kq6wSQD+X5DPeACPNDp2LZeQwV8xCQ9s3WDRxNkRt31IYpFhFBs14lF3O70lxJcsH9v+e+mr+CdROdXlsuUckImNo3ZtU3MPrJNlMGd9CPIruw+TVpSoe6PkdDJISjg+x7LXSfoWJ8/I+lh5VxenxTA0GIoyF3HjHyw5RRmgLJ1vlhGUHfhsrFRiPckQiEbRabVTOq0zCMAxECcj3crkcjz76KB599NFBj5kyZQo2bdoUtS/y+5x00klDfr/rr78e119/fcz31qxZE3N/bW1t6Pn5558fKqgXC6lUitWrV2P16tWDHiMwNIKyS2BI/H4/pNJw+EihuQwNbicK5Hmk+JFpKWQsHmWXpx1wfEHKldrXgLbtVL1JOw2o/BXlGYu7PLufrPreTiDgpslarOBC8fJpUlYYaYHNuzHHMTm63W4olUoUl01CXcdBTDVPhMixnkK8FMZoIWowgkGyoPU0kNdB80ag6FxKZjpUtbvBCHjpO/pdgN+N1z6uxanzDTDp51H4zbRjyPqWaOJ4xwZqo3Yq5Rbr2EleXq5qAAwlkjb/hEJI5Tnk/VP/NlD0YxK6OnYAyqWJfx+ABEzbx9x5BknY7+2k692xC3BX0wKZr8aWfwzlstCUJxe+GUmQ5RaXbk5Z2gsKNxSFF5gKEycI59E9L+W37MzmoIhBS0sL8vLyYDabcXB3HdigF6K8JaQ4LFhKv2nXfkA/K/YHuOupIpUsD6j9GwmSRecNfdIgS540vk5aWICrYMjn7+Gvj8LAKf10dJ0kasG6ehQSKRjm5+fD0eGFXjeDFFwSNSmK8pZEe8t62mhMEMvo/uxrBqbdS/3L20mb8RRSnioMNM4nkUOlq6sLarUaFosF/24PggVDY3PzRvKUddeTIjhn3uAf4qomA4Y8Hzj8/6hNlp/GZ7wIBjmllnugUmtAf8qPNsxIs4WQXYGjjlBV8Ai5y2g0wmazwzJhPinN9bPI42rybVwlwSZSfNk+IRlVqiPDTsEZ5MkeZEluyl1AHlWDzOP8WGYurcS2jTvBgoFIM4EMhZXXUV6+nkaSOQeDL2LBSAD7Wio2NOV2miuHI+8YoPF/lD82/1guMf4SUv7ES8BD5w94AXUO/8UohLKdU3B5mklG1s2knGTZk1Lz8AY4pZY7wgjdR/sZJmwMUxREjHU6Tn7gPLVGq+q3QEIkonwSEBgNhJFEYEh4KzhPYZEZVncArKEEos7vgdwllOA6d8HwH9byFVnn27YBnbuAwrOA/CXx5eDy95LA4O+iCZsRcbkGCrkk9QWUbFyek5Lyo7GxESaTCSUlpajd2wQWfoi0M0nQmHQLKRF6m4YWbLoOkMeVLBc48AwJD4XnDm9xDwY5K5eLEwy40K9QwmAK0flsby3y8gHjjLlg2reELYxtW+NPHN91EGj7BpDmAHufIGsnIyHFV9mV1Ob+4Tf5x5Kw2Pw55YXihS6ZdvjzRcL6AMd6EoD6W0T9PaREa9tC15ERkbdX4bmkFMuypLbYC/SFr6+fU5KC4XI4qMhLS1XM5YjSc4KXdkx5IAUCAYhEIhQXF+Oz9X0IKosBxk8K1vbtlH+jfRt5D/ZXNAW8pFDwuyinkKuaKtHFUhr43aTU9HYC4Muj55PXiyzi+sh0gpVVAAB5dYlEogGLUrvdjklzZoJp20z5dFq+JI8t3ltWO5Xuy94mqm5l/xQoPp88u9gALcqMJ5NSNkXPJavVCpPJBK1WC1cfA1ZRDIgDtHht20JeHq1bAN3s2MqrQB95igT6uOTOdmDaPUMruvxuykHo6yQ9ccgww+UjVBi4/sTnl0k936aAwJECXygp1rjCzjkVIqWRZJaOHTSvBf3kSdXXzHmKmoGDfyAlMm/YcdfTXFmwdEilSmtrK/R6PcxmM/7d4gcryaXwxtp/cH26G2jfObRMaP+ck7FE5F1Vevnwiq5AHxkH/L0kbzVvBArOos9x7iGDX7y0bSbZVV1JnvEdO0jB5eWiM/SzAcvFVKgmWfkqJFv1hL28GSacmiB7Ml1vWU6EQUw3pmQrAQGB0aGqqgqvvvoqqqqq8Oyzz8JgMOCjjz6CxWLBtGnThv+AYRCUXQKD4vV6IZFIorT2hYWFOLC7GmxZBUTO7WSddh2mCX8oS5O7niZcBIH2b4GSnwHGEwc/PsjSQruvmQQXsZKUW7pZtBhRGDnPrQQVLcPQ0NAAo9GIkpISfLHxMwRl+UDObKDmr6SoC3jJ02gwwcbfE87j4viMBIDSnw2+QGP9JDB520kJxAsG6kou/Cs3vEk0AMOgwfFnVLWVIsD4IVFXksfVhF+RMNPTQAqhoQj0kZWP9QFtX1Ouq8prKSRoKMFDrKBQHccGTuiqJqErkaT9AAlZHbvJKwuga+rcTcqzzj107TSTgNLLAP2c5CuVBXq5pNWcAAbe+0/NVbk0c55a3AJTph/z1XZ4xTPDMDAajWhpbQOrXwrY66hvOD4DJt9Bykx33cC8am2b6TeT6oGGPwGGkyjRLsAJ1066H4MBUv7J8sjDJcvCVVPKEzy1BAalpaUFubm5UXOGyWSCzWYDe9yxEGeV0ULIsZ48SRVGCp0J9JIRRFkM7H+KvDdNp9MHuGtICW06LS0heo2NjTAajVySawasfi7QXEthTI7PgSnLKYm+qxrInhDjS26iXDuSbMD6IVBwJpBljj6G9Yb7EuuL6EsLqC/J88JJkwUEBIbE4XAMGFeMRiMaGxvBihQQ5cwHemxk9HRsAMw/JsMPn7C8eSNVLJ7KFbrwddN8Z1lGHkVDwBtAdTodXL0+sOrJQNBFBh/HejLEdXxHclAsBRZfxEJhAA48R7JN/rEDjwsGOA/WDjJ6ihRodivAQIJ87VQ6V+s35HHfupmq28Yjr/TaSS6Qasn46q4hWVI/h1JfaCYmnk6Dz5nIX0eAyxmYRWO6ykLXVZ4blq8ELy2BI4xVq1Zh1apVo92Mcc/GjRtx1lln4dhjj8UXX3yBRx55BAaDAbt27cJf/vIXvP322ymfQxh9BAalf74uACguLsaGz3oR1Ewmi5C7hhRR7rrBc1kFWXIv97nIeq8sIEtVLAK9NDn7XbQgz11Ak7vSRFbwDCsjmpqaYDKZOEVCB1jt8YC/hROiPidvg/bvKAF4RE6HEC1fAV2HKAF/y5dAySUDPdf8PaTc8naSMCbT00JLM4HzKsob9Ht6vV7o9XrU2L1gRRpyca/9G4WI+t20gBxO2dWyibwpIKL2lvxs6JAdHp+LPLns67hqRJOoulru/Pg9ezztJHhJ1GRhbNtCbWY9VLXMfCEJcfG490cS8HCef91cGCLCiq2sMk5Bmk+eSfK8ces54XQ6kZ2dHUoKyrIsWM0koCOPBNfqV6gEeJCl6xqp7OqxkmJUpgfq/kWee+YL6D1XDS3K5TnkuZVVxnmcGAUhVSBuYoUbFRQUYPv27QiCofG8+wDAe8tOvIUWg+56UvzYPqGxceKNtADzdnAfcmbs8TYJGhsbUVhYCJFIhOzsbLQFjFDJ86n/dGwD3FW0IO7YPlDZ5a6nxbQsjwwg8nygiKuG5O3kPDHc9P9SHY2r6gourD7NRTIEBI4SmpubMXny5KhxxWQyYdu2bWQA0k4nhVbOIqDpv1SZuM8GBDmvbdtaCs3LMpNSyVVLyin9nGHPzRtA+XOz2hmAeyfJsNb3geILac7t/GGgEiuyiEXzFySjTL41rLT3uQBfB+DtAsCQ8VZTSV5QqmL8958fg3HX4epj/BDr55PCK+84kru79g2eqoAnyJKXrKc9XE1xwk2UiiPe0DO+OqWviyvwxHLGZw15gqlKuFQhvFFWUOALCAjEz/Lly/Hwww/jtttug0YTdpo55ZRT8Ic//CEt5xBWMQKDEst13GAwoLm1A6z6eFoQO/dQCIqrenBlV+de8obydZIX2MSbo4X+YADoa6XqeiIpKWv0c2nCj7cEfJpobGzEzJkzIZFIEAwGwWZPBTq/odCbxv9wFe8c9J3yFkf/s7uey+OSS3lcssqAfM57zdtBOWn8vSQMyPPJFV5dRlawOCt2Wa1WTJ06FXV1dWA184Hu3rCFseg8sjDmHzcwASlPTxMJhTIdVQNSlw9euS/IkoDjaaV2SzWkTNIvABzruGpE1XQtcuYO3/hgkJSePVa6hg1v0QKw4ExaBMdb5IAP9/R1UvtYP4V6SrXcwpJTbCk4xdYRFGJntVphMBhCFm6xWAxPUAmlfg4VjFAWkTLRcjEpuwwn0P3I+jlFQgcJvt37gUm/oWvj7SSBtuSnFAoihBUIJEmsOcNkMlG4EctS2LLCSIu02r8BHgfde34XhVE3fwZYLiLjBusH3I1U9TeRXITD0NTUhDlz5oBhGBQXF6OuqR3m0rk0zmWVUf8pu5Iq3Boc4SIcAS8tHP1dlMDZXQNMuYvmLE87FWrRVFIouaqY+uI4VaoLCIwlHA4HjjnmmAHjSnNzM40rqkLqd95OkgVaNlFidwDY+zgZuwrOpNeuWlJ6FZwRl5dyU1MTJk+eHErE3ebVQaWuoPBqRkJGTd1MzttqQbShsvlLroiFnGQ0M+dJFugjo6iUyzGbu5jaqCqOMvTV1TfC19eHgDQH4tz5QPtmCp2WaclQGCtVQSQduyjfrERDlW1NpwP6GUN/YdZH45m3nWRAkYT+X1lI8qLSFJEzUZAVjjZGKhG9QPKMt99oz549+Oc//zlgv8FgQGtra1rOISi7BAbFZrMNWLhIJBIEAgGw6goKNen6gSbEzr2U+6C/R1LAQx5RQZYmW+00QMfF3/q6KYQu4KUFufEUei+rdNS8SWw2G/Lz88EwDBQKBVyBbCg1k8gCJ5ZT5Uj9LBI0cuaH28n6SJng7yaPJU8Ll1xZRAom1kOeW9lTwiFhSXzH2tpaFBUVoa6uDn7NDMC1h5RVjf8jr7NeBykgY4WIsn5arHmdtFDrawam3xctLAUDYcUc6yMFkmYC/W4yPVD7OpC3kEJRnbvod2v9lkLohvNa6D5IAqFMS+W/DSdSYthhc5mxYcuirxsAS+7yMh2QPZWr2GOiRfQRvrhsamqKsjIbjUY0NTVBVzqLvO3yjwHq36LCAp52sjYbTqAQ0Y4dpASt+jN5BGqn0rV119MxOfOFSm4CKWG321FQUBAVbpSXl4e2tjYSwGQaUoz32qnPOjYAFb+k8fH7h2msMZ5C/+iqpnyMxlPSel9GKuTMZjMaGhoQmH0sxK2baNFZ/zop9/tXPmvbQuHXUi3Q8AJgOIXax/ppjC84EygWSoELCKQbPjw6UhbNyspCT09PeGGXM5e87nMXkgKq6BwqqBPlKdpJMk7B0vhyxYLm3BNPPDGkHK+prYd52gLKKZq7iIyHxlMpuqFrP6CfSf/oqiZvLnkeV8SihI7j38uZTe0YwuOzpaUFPp8PrPY4oGMjoJlMMtykm0lZ5qomBXssfF1ctW0ZGWql2VQoKRasl2Q+bwcAhuS6vGM4j1QDbYkkxBc44uALlfX09ECpPLLl7PGO1+sFQMbw8YBOp4PNZkNZWXTalR07dqCoqCgt5xCUXQKD4nA4UFpaOqDSBsMwCMgKAN1Ucg/vaaQJtaeBhP9I2reTZctdT5PpxJtof+c+8irRTOC8uCamLUwlFXw+X2hQLy4uRm1dHfInzKNFT84iEqJMnGDTfZjcuAFSJjj3cC7zHwGmMykMLNBHAoTl4sRzW8Wgrq4ORUVFMBgMsHapMFFdCoAl74LmL0hh0baZBL7+ip+OHWTpk6i4XDNnUBt5zzpvO3lNyXXk3p89mRSPnHed0+mELmc24NhIihL7J5Tc3FVFvzF/LWIR6ANs6yj/mm093S/F5w++iOVztnlaaDEpzSYBLHchF17HWRePshC7pqamUAgWQPdoY2Mjpk45HYxmMuDrIUVg80YKOW3dTL+h/VO6hvXvAIyMwjwAuo+zisl7RlB0CaRIc3MzZsyYEbUoDYXbslxped0M8njIXQQ0/Y8MBE3vk3fX5NtJ+e5pozGt8Ky4vV7jJXKMN5vN+PLLLxFUFNL45XeTMqv5c1KytW+jRZ/fRZ4ZUi1Qz4cA/5g+0F3DKeVOSms7BQQEiP5VwXkYhgmPK+pK8tjyu0hOq3uDHi0Xc56iAZJDTSfTGBQnra2tyMnJAcMwsFgsqK+vR2Dx+RArC0h2avkCcO4kpVb7VopwYL2A9WOSe5x7yAg57V5SavU6KN+fiZO/4sCnngpF9zYKk6z+C5eE30fj02DKLsdG+r5+N1WXnXBTtCdWwEPerF4nwIhJzjOcTKHbWaVCOKJAFGKxGDqdDs3NzQAAlUoVNc8LjA1YlkVLSwtUKhUkkvGxPrrkkktw991346233gqN6V9//TXuuOMOXHHFFWk5x/i4EgKjgt1ux/z58wcMaDk5OXA4A1BnldGk2PkDWYBctdHKLq+TFDCMBLB/TJ48ygLyKJJogLLLaaIeIwNm/8qTvGAzb/Y5EKmKSXBp2UhVfqRasiJqJ9P3sa8jZULdP0noKTqbPsRVQ4JV7sK0tLGhoQGzZs1CeXk5qmpqMWH+QjDdh2lB1vwFCVDuWhJuIvNweTsoX5NYCTS8Q0lDC7lcM10H6XX+saR8zCqNmfj/sssuwz9ffgLZki1A3rHkneWuA8AA7Vsoh9dgv2XrZsrVwwZIAVr+i4HCVDBIoYmeFhLEZHpSummnhZP1j5F7ZbRoamrC7NmzQ32yuLgYDQ0NYINBiHM5pWzeMVy1u7NIAd30Pgm1PjcVAJhwPSnEfC7yqjSdkXiONAGBGMQKYwT6LUqVRTRW+LiQo6pXaWwo+TktuFgfhQkWLKXj0gg/xvPts1gslOSaZclQ0L6Txjb7p5Tjp6eeFqvdB8OeD90HIkKAnZQXqOCMtCvlBAQEiP6yGQ/DMPD5fPRCLKMwQlc1oJ5Ic6BmElVxBcgop0680EX/8WL9+vVgGTnEOQvIozN7OslWk24NF4Zx1XJFLNRk/CxYSkYl1kvyTfH5A4ta9MPtdkOpVCIvLw/1LQFM006hnLYKE8mbpZeQLJpvpTDOSLoPk6e3XE+5BXPmUfhiMECKMq+TjAkKA10zTSWgLj2iUj4IpB+TyQQAIYWXwNhEJBLBYrGMG2Xkb3/7W9x4440wm80IBAKYOnUqAoEAfvazn+G+++5LyzkEZZfAoPAVcPp3mKKiIjQ2NaF88lQwWWbyIik6h3IJmE4Oh8W1bCJhwLkbAEM5pYIBsmwVnRO70tUo0tnZiezs7JDXTElJCbZu3QqWkUCUu5CUSNlTKCxz4vWkUOqxUiiOp4VyJrmqyTtBJAX6WkipYDo9bYn1+ZxNFRUV2L9/PwKnHAuJsoDebN5AiiRVIdC6BdDNJktiMEjCWE8TLTC7D3KLNRmneFQD5VdQzohBcLvdqKmpwWFrH+bqplA+KGUxLQrLryJPvZ762J/R66C2STSkINNMilb++VyAp5mUMTIteZRpZ5AANljusaMUu90eCrMFyDNl27ZtYFkWYs0kUgqyPhKG27eRYqFzLwm11a/Qgl4/mzznXDUU9jhcklsBgTgZLMQhKysLTqcTWVlZtNDMmUdjSO4CKpKRPTWcO7C7OnqRmkY6Ozuh0WhC/Uej0cDtdpOySzOBFnxBP3mttm7iKp99Qx4Sslyg6mXymNROpbmsp4HamT0l7W0VEBAgT0yxWBxz4ZaXl4eWlhZotZxxTjcNcOQC+Uso8XvZFZynaDt5LxWelVAEQSAQAMMwUcqupqYmUrzpZ3Ae1AuA6leBPit5oTd/ScomWQ5Q8zeuiAVn/OyuJvkm/5hhz8178efm5uLgoUOYcvJ8iNp3ktG4/k0gcCHJcx07o5VdAQ9g+5QeW74mDzDLxfSeq5oKPxWeTflNs0rGfAVqgbEDwzAoKCiAwWAIK5kFxhwymWxARNZYRiaT4aWXXsLKlSuxZ88euFwuzJkzBxMmpE9HICi7BAbF5/NBLh+YgLKgoABNTU1g5y6BOHsKKTJ6mykJZ6+dJt4eKy0SwJCFzbyMLN/uenLdzlsy4t9nOPgS0/wgYbFY8O6773KJlaeRZ5F+HlD3D8DTQe7hto/J8i/T00Io/zgKyWR9lI+s8FxaQKWJQCAAsViM8vJyfPjhh2AZBVnmGv9DebMc64Epd5IV01VFbenaT/lm5Dmk8MhdSIs11keJ4ovOG1LRBVCuMLPZjH379mH22fMhcu6mvGC1r1EeLb+bPN36f06QJUWbp41ymXnbKZSVYehe8bSQsk1lIaWLujKcEFpgAH6/HzJZWDgtLCyEzWaje1QqB/IWUViVfg4pZaffT9bk2tfoH0ouoceeRgrtMJ0eV5JeAYF4iFwYRlJQUACr1RrOv6CZSIrZgJfy6JT9nMaEvhYKtSlcmpEwGqvVGjXG87AsC4gUNDZ2H6YxtXkDjeddB8hbt/Hf5KVsvoj+yV1H45bx1KPe41RAIFO0trZCr9fHXLwZDAZYrVZUVFTQuCPTkxzk6QBmPkT9kvWFc+ppE1NK89Vl+XOrVCr09vbSeKEwUH4uXydFLNg/o/QAnT9QFECfjSticSdXxKKVPKcKzozLg6qmpgbFxcUoKirC5s2bwZ5zFkTqCvpOEjXJenyodf4xYe/sts3kVcaIIyqC6yiHVzAIFP84nDdXQCAJxGLxuMkHJTB+MJvNIe+uPXv2oKOjA3p9fLkVh0NY5QgMymCu48XFxbDZbAjKC6g6i6KAQjv8bloA8FX3fJ1A83paKBhPooWNr5ssUzHC5EabhoYGmEym0GJNp9Ohs7OTBBt5DnlKyfRk4W/eQPs6f6DFWeN7ACMFzBfSh7lqyCtgsEqHSeD3+0OLydzcXDidTmqbfia1JWchKdjcteR10LYN8PeQ91WQJcUcQNXO+DaqK2lBNwyHDx/G6aefTt5kWRVkFZSbAKmOvIiUJrIw9vVzb3Z+TxUixSoKZTWdQcf6XLTILTqPksdOuI7CKAVF15D075MymYwS2PIhYtppZEnOmUuKzK6DlMi2fTtguYSrqOmmreCMEa92KnDkwrLsoFWAjEZjuCIjQN4EuQtI0TrxBhpXWS/ds4YTB89DkyKNjY1RBR4AIDs7G21tbfRCOy1cLZIPWdTPJKW8cxdQ+jOqoObrpkV0wRljci4TEDhScDgcUd7MkRiNRjgcjuhxRz+LZLJAD73uriajn+mUhM/dvyAMj9/v5841h86Vdyzl7QqyXGVoHdDwX8BwEo1lrB/osXGpIir6nyYmtbW1KCwsRGVlJWpqasBCRMYs1k9yZcsmQJzFjU3f0z/12qmarFRL3l9ZpVQRPMiSbJ67KK2VbQUEBI5sVq1aFVp38tvkyeH8zH19fbjxxhuRm5sLtVqNZcuWweFwJHSOW265BX/5y18AkEPHiSeeiLlz58JsNmPDhg1p+R6CsksgJrzreCxrWlFREXl2QcRVTyyhEEZGQhalrgOU+8TfQyFU5mVk2XLXkkU/Z+6If5944BdCMa3+AAlREiXlRGrfRgocqYZc5J07gdJLKWzR66RFnOn0tHon2Gy2Ae3z+/1Uylo3E5DIqeKPfT0plLp+oHxNXYfIpb1tM1kepdmkaIKIEpPH0caqqiosWbIETU1NCLAgoSvoIyVm22YAEvLa6tgZ/iefixRhYICm/5IAWHg2KUPdtXQfmE6jfG+Cd9Gw8Dk8YhaMCATohUzHCeAK8jqxfUReXbqZpFwIslwlqLlUGEJAIE20t7dDp9PFnDN4ZVfUopT3lvVwiqbuKgrxiVVJNk30994FyJpYW1tLL6QaCrEUSchYYf+Mxs6616lf5czlFo611J8SSHQtICCQOLx3VSxll8lkgsPhCMtoACl41BWU9y/kKXpWUrJYQ0PDAGVXbm5ueDGnLqNxQllI8mDzRpJnGvgiFhfQca7Ei1jU1dWhsLAQarUafX19NMdrp1FkhGYygCDQ+iUptlq/5Qyb6zh59HtSfJVeFq4IrjCRwk/wQhUQEEiAadOmwWazhbavvvoq9N6tt96K9957D2+99RY2btwIq9WKCy+8MKHPf/vttzFrFqVTee+991BdXY39+/fj1ltvxb333puW7yCsMAViEqvUM0+Ux1NWGU3igT5yk3bXAY51QNAL2D7kqi3OJsUHgjTZiweGRo4FYlnxtFpt2OqfVUJWuiwLABGFaUp1ZEHTzSTlQZCr+JO3mBZuaYTP4cC3z2QyobGxkd7MmUvJ5/OPo1xi/l76PZy7KXdE/Zv0W+Qdwy3W6oG8hXHnmqmtrUVxcTEYhqGytnzSeHUFKTmbP6eFa9tW8noAKF+Eq4YWs137gZJLuTxhdvJEM50qKLkSwGq1xlTG5ubmwm63h3foZ1OYQ94SqpIZ9JJHCsPQAkCeTx52g5Q7FxBIhqEWpQUFBQMXpfIc8prqayaPLomalOEZTJLM96HINvIVTUMKY/0sWkDmLgJch4FDf6JxveRSer+nkRa3QgiwgEDGsdvtyM3NHVSJPsCzixEBufMpkqDPTjJnkp6iVqsVBQUFMZXjwWCQOxfnoZp/LND6NaUP6NoPlP48XMSC4YpYSLLiPjefQxYA5HI5XC4XZ2xdTF6luYsA++cUOdHTCDS9R6kkJBrA+j4ZErPMlNTe103yljw3qesgICBw9CKRSGAymUJbXh5FhHR2duIvf/kLnnrqKZxyyimYN28eXn31VWzatAnffvtt3J/f2toaKn7w4Ycf4uKLL8bEiRPxi1/8Anv27EnLdxAkNYGYDFZVC0BoXzAYJMWPZhJ5C3VX0cTedYgsSb02SozJMKQE089OOGfCSNLc3DzgO5vNZtTU1IQFm5z5lAshdwFZ8RreJkVfyaXc92wgAcOYfgsab+njBa+ysjJUVVVxSsdSqlwmz6OFmmM9KaOCASqH7W0nKx/DkGCkKkyojR6PB3K5HBaLBdXV1STE5S0GWA8p2Jo30nn7HJTDzF1PiadlOqr+qJ9DCV1ZL+WuMJxE3mcCcRMrBAsgT8uGhoawwK8qJkWrwkjKyJKfU5iYv5c8+kynC+GiAmmnf/GESGJ6YACUX0ckpyIWxpPTmt9wsDbGGuOj+o+ygBLmy3Joc1XRPCbThkOATacJC0cBgRGgubl5UMOr0WhES0vLwHElewrJONppgOGEpM8dy9vfYrFQBWT+nNmTOW+rSeQFWv8mKaJ008NFLPKWJFTEon84eFlZGQ4dOkQvdDMo/UDOXMDfBXTsIiOi83uKoGj6D8njRefR8a5qkr0iq3MLCAgctXg8HnR1dUVtHo9n0OMPHTqEwsJClJeX4+c//znq6+sBANu3b4fP58Npp50WOnby5MmwWCz45ptv4m6P0WjE3r17EQgEsHbtWpx++ukAqOBRunLDCcougZgMtXABAKlUit7eXnINz55MypbOPWSdFyspfCpvCSnDPG0UHmI4cUxbwvnk75FYLBbU19f3E2w4IcrnJIVO8fnkpeB3A2wfKRP4ZKFppL6+PsrKWF5eHlZ2MQxnYWSA/OPJrZ0R00LS9jG58StN5Oruc1FS5TgrHfp8PohEolCs9t69e+mcuhmA3EBebYE+oHUz/f6t35I7va+LvLtYD1DyU/owVy0JhXmL0359jnT4Spz9+6TZbEZjY2P4HuWr3TFiqrqZt5BCR11VpHTMXTAKrRc40hnKQJKVlYWenp6BOb3UnGewbgZ5RmQYv98PiSS6Lk9JSUl0/wGAXC6UsfjHgOFkmsuCQfJUFUKABQRGjFhGSB6ZTAa/3z9wXJGogOILKYdqCp6iHR0dIe8qngEyoVhByi0GgH4+eVbx1Q9DRSwSM346nc6oyuCVlZU4dOgQeZ/K9FQoCQC00yknq7KYy3nYSqlDSi6lCIq+FmqP6XRShAkICBz1PProo9BqtVHbo48+GvPYRYsWYc2aNVi7di1eeOEF1NTU4Pjjj0d3dzfsdjtkMhl0Ol3U//BpK+Ll6quvxsUXX4zp06eDYZiQ8mzz5s1R+cFSYexqHgRGFX7hMlj5UpPJBKvVSi80lUBWOeBtowVCx3fkZl18PoXM9VhJGMiyjNwXSBBecOkvUA2w4kmUVKlLJKe8CeoK8lLiF0L6ueTBlgH6h1lWVFRQ4lK+bZpJdI3VlQAY8raq/Tvl9CpYSse4aqh9CeRNa2hoCHmUTZ48GQcOHOCELi0pTlgfCXn2deRN1NMAdOyme6F5A1kYZXryKmLE5BWRwVClI5WmpiYYDIYBfbKoqGjgYl0zke6FXhu97rORl0rBGfS7CAikmaHCjQAaWwd4YDAiyulYcknGw9v54g79x3i1Wg232x3dNnUlV4QjHyi9JCIEOI9bOAohwAICI4HL5YJKNXi+rWAwOHBcAYDsCVQxMUX6j2d8gaaoc+qm09hQdDYwYxXl6woVsTg94SIWNTU1KCoqCp17woQJYcMmAOTMDqcq6G2iqo9KE9DwFudFP5MS2ffZyfg5hmVvAQGBkWXFihXo7OyM2lasWBHz2LPOOgsXXXQRZs6ciTPPPBMffvghnE4n/vWvf6WtPatWrcLLL7+Ma6+9Fl9//TXkcpIFxWIxli9fnpZzCMougZgMZaUHKAdLaIGdVULhiYyMFB6Oz0i5ItPRYlthHBGrfSq0tbVBr9cP+L4lJSXRyi6ABBuZnvIgTb6dEoBGLoQy5L3m8/kglYatc3q9Hl1dXf0qnC0CEAByFwNNH5ALe+llZNXrdVCoYcHpCSk8qqqqYLFYIBKJBnpB6GfT75y3iJSdnT+QYCfTA/XvUG4b4ynhPGG5CyjcUiBhhvLsslqt0dZtsQzIXQj4XeTN5+mgnB2qwhFutcDRQnNz85DewGKxOLarvCJvRCoadnZ2QqPRDNq+UIU1gJRZuQso3w3rp0evkxT1Qvi1gMCIEUtBHYlMJqMogzTDe7T3Ry6Xw+v1RsuEMj0ZOr3tpOgKsuTFnruAPN8TpLa2Nio/a3FxMRWF4s+pKiavLrGKnts/BRr+Td5dvBe9u5Yzxg5fbVtAQODoQS6XIzs7O2rjFUzDodPpMHHiRBw+fBgmkwlerxdOpzPqGIfDEcrBFS8/+clPcOutt6K4uDi078orr8SPf/zjhD5nMAQTv0BMhko2DACFhYXhBbY8h7y71KVA6yZSfphOJ6uWt51cuuMMmRstGhoaBlTpAgCFQgGv1xutSFAYSOHVuolyHwX6qEy95eKM5ULikyfH+j18Ph8UCs5TSjcdsOdTkuXWLykhffZE+i08zUDxBZRfIgGqqqowceJEiESi0PXxer00OCpNJMy1fEWeZbZPgGkryKuspw6YchctHN0NdGwGcpkdLfT19UGpVA7Yz4eIDcyHxN0Lzu9JGZm7aIRaKnA04nQ6oVarB30/Pz8fDocDer1+BFsVxmq1xhzjASpE0tHREd1+7TRS1vc5SNGlnymEAAsIjCCDeWNGYjAYYLPZkJub3hx6drs9pic1QN5eUcpxgJO5NlH6Bq+Tk3dOS8r4WVtbiyVLloTOLRaLEQwG4ff7w4vS3PkURZF/AlD3T9pnuYQUb74uUriZTksoKb6AgIDAULhcLlRVVeHyyy/HvHnzIJVKsX79eixbtgwAcODAAdTX12PJkiVDfs5zzz2Ha6+9FgqFAs8999yQx958880pt1tQdgnEhE9IPhjFxcXYuXMnWJalPFfZkwFVCdB9kBQqYhklrFdXUFL3MQ5fkn6whPxRCiWAXMXbtpDXjLuOFka5CzPWPofDgfz8/AGCV0FBARoaGjB16lTaIc2mBVnTB8C0eynZMkAeXppJ5PaeINXV1Tj11FND18ZsNqO6ujpUKha584H2beQuX/0y0L4daPwPJa6PrNRZdM6YV3qOZQbkJelHqJocjzSbC1cNAgVnUp8UEMggQy1KjUYjbDYbJk2aNORxmWKwAg8AzWeRFWcBUN6fnAWUcFphoj4k5L0REBgxurq6kJWVNayyy+FwYNq0aWkdV4aSCQ0GA5qamqLzyajMJAe3baUK1UU/Iq/VJKivr8eyZcui5L3c3Fw0NzejrKyMdqgrqMJ2kKWq4FIt5cUNsiST5h9PcqmAgIBAktxxxx0477zzUFJSAqvVigceeABisRiXXnoptFotfvnLX+K2225DTk4OsrOz8etf/xpLlizB4sVD52V++umn8fOf/xwKhQJPP/30oMcxDCMouwQyx3AL68LCwui8BVkllEdAVcyFT/WQN5HxJMpzNcZpbGzE1KlTY1rx8vPzYbPZoNFowjvV5bQ5d1FelwwrE+rr61FYWDhA8CovL8fhw4cxefLkcNv1s8jTSqqhxZm3g4SvgtOT+i34Etj8uSdNmoS9e/dixowZdM6sUqo05NxFyrWql8maWHwBfYCrhryMhGpASePxeCCVSgfNh5SdnY329nZkZfWz4hqOD+fvEhDIEPx8EY+yK2QgGWEaGxtRXFwcsw+ZzeZQ0umotulnAB3bgJyFNLcJCAiMGHxy+sHmPSBz40qsSow8xcXFqKuri1bcMwwZdp17qOBGAnlR+9Pb2zvAi7u8vBwHDhxAaWkpnVMkJlm7cy8w+TYybolElDNVIXjRCwgIpE5jYyMuvfRStLW1IT8/H8cddxy+/fZb5OfnAyCllUgkwrJly+DxeHDmmWfiT3/607CfW1NTE/N5pkhLcqHvv/8ef/vb37B9+/Z0fJzAKOP3+0PV9wZDqVTC4/FEl2tXFlFOIEZEliXddEA7Y4RanRr9k79HYjabUVtbG60A5HO6SLRkQVOXZrR9dXV1UQlLecrLy1FdXR0dwqYsoGvfa+NKXzdS9cMkcmXFUnpOmTIF+/fvD3sS8ZUgwVCyfgSpCpJUDXhaqTqn6TTBKyIFbDZbzHxdPEVFRWhoaBj4hjSbEvUKCGSQ7u5uqNXqIeeMwsJCOByOYQ0pmcJqtQ45xjc2Ng5sm8JAOQ8Nx49QKwUEBHj43LFDYTKZ0NzcnPZxZSjPrpKSkuiKjDzZE0nWKTwr6UIwg30PPkl9lAe3dgqQZaaK1xIll1Kjm/JzJulVJiAgIMDzxhtvwGq1wuPxoLGxEW+88QYqKipC7ysUCvzxj39Ee3s73G433n333YTydfl8PlRUVGDfvn2ZaH6IpJRdp556auj5P//5T1xyySX4/vvv8atf/Qp/+MMf0tY4gdGhra0NOTk5Q1rTeMIKDxG5TPu6yJNIrCCvrnFStWqwBPUACTZ1dXUDBRvtNKq+MwILobq6OhQUFAz4TQZUZOTRzwMYKdB1kDwSjCcndV673T4gfHJAknqAFGnqcnLln7qccoWxAaDHRs/VZUmdX4AYKgQLGKQio4DACOFwOIasxAjQotThcIzaPTpU0ZWYYxqPqkioYCogMArwuWOHG1eam5vTPq40NTUNmuNvQJVuHpEUKFyaUhVI3put/zhVWVmJw4cPR59TrKBiRL5OLil+NXmjCl70AgIC4wCpVIq+vr6MnycpZVd7e3vo+bPPPot169bhiSeewIYNG/DnP/85bY0TGB2Gq8TIo1ar0dnZGbGjlCZ7dz25c6vLM9vQNDPY941ZkRGgnC7Gk+gxwzQ1NaGgoGBAG7VaLVwu18C2aSqoaACCZGmU6ZI6b1VVFcxmc5TAxydL9fl84QNFEvIeC/SSco1hgJ56Cm81npDUuQXC8F4pgwn9vGeKoOwSGA3imTNyc3PR1tY2ap5dfr8fEklspdWgRR4EBARGjeEKJQGZG1e6u7sHpgXgKCwshN1uz8h4wVdi7D/X5+TkoLOzM0YhmhmA3AB07gMkasGLXkBAYFxx44034vHHHx9Y9CONJKXsCgaD6O3thdvtBsuyIZc1tVo9Krk4IuHj2SO3xx57bFTbNN7gvXmGU3YVFBSgsbExvENlBuR5ZNUyjB8FB9/BBvu+BQUF0fnJRoGhCgYwDAOv19tvp4iSlRpOAnSzkz5vVVUVLBbLAMHLbDYPjLPWTiUviF474HeTa73pVAqlE0gJq9U6ZBhjcXGxoOwSGDXimTPEYjFYlh2VezSeqm4AMipsCQgIJIbD4UBOTs6ojSuDnVcikSAQCGTknDU1NTGVXQB9V4/HE71TpqU0EkGWigJllaS9TQICAgKZYuvWrXj33XdhsVhw5pln4sILL4za0kFSvvlOpxPTpk0LCY82mw0FBQVwuVyjZrWN5MEHH8Q111wTeh2VWFxgWIYquRxJYWEhmpqawLIsHSuWk2JFogIU+SPT2DTQ3Nwcs9Ihj0QiGbVFGhBeqA1GYWEhGhoaMG1av8o72sm0pUB1dTXmzZs34NrwSeqnTZsWfk+iomqPdW+RW33uAkA3M6XzCxDDeXbp9frYVl8BgRHAbrdj9uzZwyqTGIYZWDV0BOjs7IRGoxmyfVqtFu3t7VCr1SPYMgEBgcFob28fVtkF0LiSzrmPLwgznJLN4/EMSCSfKnV1dTj11FMHLaRRU1OD2bNnR7+RM5+KQgm5BccsgUAgOhpCQCBDyGSyuNIQjRV0Oh2WLVuW0XMkpeyqra2NuV8kEuHf//53Ku1JCxqNJqEEaQLR2O32uMo4FxUVYd++fWFlFwAUnTUCLUwvDQ0NgyYi5ZFIJOjr60u7YBMPra2tQwp8ZWVlOHToEKZMmZL2Ac7hcMT02JgyZQr+97//IRAIRJ9TNwNwbKDE+MZTx03OtrEOX4J9MHgvVkHZJTAaxJOzC6C52el0jrhCyWq1Dpp/h4cvRGI2m4ed+wQEBDKP3++PK1pEpVINO0cmwlDFLHh4I6NOp0vLOXmGkkcrKipw8OBBzJw5M3osU+QBlvR4QAikl2AwCLvdDqfTOdpNEThKEIlEKCsrg0wmG+2mxMWrr76a8XMkpOxqaGiA2Wwe9H2VSoWystFPRP3YY4/hoYcegsViwc9+9jPceuutg+bqAMiKE+ka3N3dPRLNHLPEm7OrqKgIn3322Zjw5ksFvurOUAuhoqIi1NfXQ6/Xj2DLiLq6OhQWFg7avoqKCmzfvj1a6ZgmBgv9KS0tjV2NSKan6pQiGVXmFEgbw/22crkcbrcbKlXmc8gJCETS3t4e19hoNBphtVpRXFw8Aq0KM1yBB4BCgfkxbbTTMQgICMQPP64UFBSk5fMaGhriGi/q6uqivdvTgM/ng1QaO+fWhAkTsH79+ozIegKZgVd0GQwGqFQqwZAikFFYloXVaoXNZoPFYhlX91tzczMOHDgAgKKHDIbkC330JyFlV0lJCXJycjBr1izMnj07tHm9Xjz33HP461//mraGJcvNN9+MuXPnIicnB5s2bcKKFStgs9nw1FNPDfo/jz76KFavXj2CrRzb9Pb2xuXBZDAYMlIFZ6RpbGzE/PnzhxwULBYLamtrMWPGjBEXMurq6gbN4QAA5eXlePvtt9P+O/AeGLGuS2SS+gG5xEzJVX4UiI3f749rwuIVsvn54yeEWODIYICH5yCYTKZQYueRHEcbGxtRXFw85DktFgs2bNggKLsEBMYAXq8XYrE4rnHCaDSGKr2mY1wZqhIjj8ViQVVVVVrHMr/fD5FINKQXf21tLQKBwJAGfIGxQSAQCCm6cnNzR7s5AkcJ+fn5sFqt8Pv9gyrOxxJdXV248cYb8cYbb4TSXIjFYvz0pz/FH//4R2i12pTPkdAIXVNTg5dffhnHH388Dh8+jHvuuQezZ8/GwoUL8b///S/lxgzG8uXLBySd77/t378fAHDbbbfhpJNOwsyZM3HdddfhySefxPPPPz8wqWMEK1asQGdnZ2jbu3dvxr7LeCCeRL7A6OeyShdNTU1D5kMCSNEb05NpBKirq4tZiZEnOzs7VCwincSqxBhJUVHRoCHNAumDL0U+nEBdVFQUu2qogECGide7l1+UjrQ3MD/GD2fQaGxsHPeeygICRwItLS1x5esCaFyx2+1p67u8J+hwyq76+vq0jhfD5eaUy+Xw+XzCHD9O4HN0Cd72AiMJH744GvlRk+Gaa67B5s2b8f7778PpdMLpdOL999/Htm3b8Ktf/Sot50jYs6ukpATnn39+aN8333yDK6+8Eg8++GBaGhSL22+/HVddddWQx5SXl8fcv2jRIvj9ftTW1mLSpEkxj5HL5VHeKV1dXUm3dbzDsmxCbo8Mw4z7CladnZ3D5pCxWCz46KOPRkXIqK+vx7Jly4YUvEQiEbxeLxQKRdrOy1diHOx+mDx5Mvbu3YupU6cKLvUZJJ6FOkBhFQNy6AkIZJje3l4oFIq47rmCggJs3bp1xL2n4gnNz8rKQk9Pj7CQFBAYA8SbTgMgZdcPP/yQtnGF9+wa6twmkwmtra1pHS9qampQXFw85HlVKhU6OztHJX+sQHKMp1AygfHPeLvf3n//fXz88cc47rjjQvvOPPNMvPTSS1i6dGlazpGyH+ySJUvw7LPP4v7778cll1ySjjYNID8/P+nQnJ07d0IkEqU19vNIpq2tDTqdLu7Fcm5uLhwOx7iveDnc983Ly0NbW9uoLITiSYzPe1nNnJm+6ofV1dU47bTTBhUep0yZgg8++CDuECaB5GhsbIyrOqrZbMa6deuExbrAiMJ7HsYjYJlMplEJfff7/XGH/Yx3442AwJGAw+GIe1wpKChAc3Nz2ryseAX+UIhEorRHNtTW1g6ZsgIIJ6mPxwAmICAgMNbJzc2NGaqo1WrTlic7oRWq1+uNuX/ChAn44Ycf0tKgVPjmm2/wzDPPYNeuXaiursZrr72GW2+9FZdddtmoJBYfjwxWfW8wCgsLx3Xoh9frjWsRNFrV7oLBYGgbirKyslD+iHTR0NAwZPhkaWkp6urqBOVKhomnMhRAOfRaW1vHbV8UGJ8k4oGhUqnQ29s7ovcoP37G0z6dToe2trYRaJWAgMBQxFvhFaBUDp2dnSMui8hkMrjd7rR93nD5WQGgsrIShw4dEuQuAYE0ctJJJ+GWW24Z7WYcldx333247bbbYLfbQ/vsdjvuvPNO3H///Wk5R0LKLrVajdmzZ+Pqq6/Gs88+iy+++AKHDx/G888/j9NOOy0tDUoFuVyON954AyeeeCKmTZuGRx55BLfeeiv+/Oc/j3bTxg02my3uhQtAyq6mpqZxO/Farda4vGYAQKlUjniIa0dHB7Ra7bDtq6ioQHV1dVp/h+GSoPI52wRPiMzC36PD9clMWJoFBIaDV3bF69050kaDzs5OZGdnxzWnFRcXo7a2VlAYCwiMMol4jPLHpKPfut1uyOXyuMazoqIi1NXVpXxOnnjk7wkTJqTdsCkgEMlVV10VMzd2ukLK0oWgoDoyeOGFF/Dtt9/CYrGgsrISlZWVsFgs2LRpE/7f//t/mDt3bmhLloTCGD/77DPs2rULu3btwmuvvYYVK1agr68PALB06VKsXLkSM2bMwIwZMzB58uSkG5Usc+fOxbfffjvi5z2SSMRKD9Bkv2nTpnG7OGhsbBzSeykSi8WCmpoamEymEWgZUVdXh8LCwmEFr7KyMrz55ptpE4D6+voglUqHvS4FBQWora3FtGnT0nJegYG0t7fHnahXIpHA4/EI+TwERgy73Y4JEybEPWeIxWJ4PJ4RS9obT2U1HrPZHCryIFRkFBAYPXjPrnjHFZFIlBbDm9VqHTZfF4/ZbEZ9fT3mzJmTllQOwWBw2HGnoKAADocDgUBgXFRaExifLF26FK+++mrUvgGV1wUE0kBkHvhMkdDofNxxx+HGG2/En//8Z2zZsgUulws//PADXnvtNcyYMQNbtmzBzTffLCx8xzGJWumLi4thtVrHrZUpnqo7PLxgM5LflVd2DSd4aTSatFZkrKmpGdadHggnqR+vv/94IBFFsslkQmNjYwZbIyAQTaKL0vz8/Ch39UzDj/HxGjQaGxuF8UxAYJTp6elJSCGu1WrTEoLc2NgYt3K8pKQkbRWQPR4PJBLJsOMUwzAIBoPjptKawPhELpfDZDJFbXw6oA0bNkAmk+HLL78MHf/EE0/AYDDA4XAAIK+rm266CTfddBO0Wi3y8vJw//33R8mzHo8Hd9xxB4qKipCVlYVFixZhw4YNUe34+uuvcdJJJ0GlUkGv1+PMM89ER0cHrrrqKmzcuBHPPvtsyPOMrw7//fff46yzzoJarYbRaMTll1+O1tbW0Ge63W5cccUVUKvVKCgowJNPPjns9Vi1ahVmz56NV155BRaLBWq1GjfccAMCgQCeeOIJmEwmGAwGPPLII1H/53Q68X//93/Iz89HdnY2TjnlFOzatSv0flVVFX784x/DaDRCrVZjwYIFWLduXdRnlJaW4re//S1+8YtfQKPRwGKxHDERa4FAACeffDJ+85vf4IEHHhh2S5aUTBEikQhTpkzBpZdeiscffxxr166FzWaD1WpN5WMFRhGHwxFXyBSPVqsdlVwJ6SJRwWaklV319fVxKZ0A8pjgPS1TpaqqCiUlJcOed8qUKThw4IAgeGUI/l5LxNMyXcK3gEA8NDc3J6TsMplMsFqtI+YNnKhBo6mpadx6KgsIHEkkkoDdaDTCZrOlfM6GhoaEPLvSNd/yOVLjGacMBgOamppSPqeAQDLw4YOXX345Ojs7sWPHDtx///14+eWXYTQaQ8f99a9/hUQiwZYtW/Dss8/iqaeewssvvxx6/6abbsI333yDN954A7t378ZFF12EpUuX4tChQwCowNypp56KqVOn4ptvvsFXX32F8847D4FAAM8++yyWLFmCa665BjabDTabDWazGU6nE6eccgrmzJmDbdu2Ye3atXA4HLj44otD573zzjuxceNG/Pe//8Unn3yCDRs24Lvvvhv2e1dVVeGjjz7C2rVr8frrr+Mvf/kLzjnnHDQ2NmLjxo14/PHHcd9992Hz5s2h/7nooovQ3NyMjz76CNu3b8fcuXNx6qmnor29HQDgcrlw9tlnY/369dixYweWLl2K8847D/X19VHnfvLJJzF//nzs2LEDN9xwA66//nocOHAguR9wDCEWi3HGGWego6Mjo+dJuRpjLCJvdoHxhcvlSsials5cCaMBr+yK1+o/0oqE+vp6nHvuuXEJQHy+mdmzZ6d83qqqKsybN2/Y85aXl6OmpkZQrmSIRKujFhcXj+uCEQLjD7/fD5lMFvfxJpMJdrt9xEIFrVYr5s+fH9cYn5WVhZ6eHmE8ExAYRZKZv4xGIxwOB1iWTSmksKmpCVOnTo3rM/Ly8tDe3p6W8aKmpgbFxcVxnbeyshIHDx5EZWWlUAl7vOHvAbr2j/x5sycDkvjXdu+//z7UanXUvnvuuQf33HMPAODhhx/Gp59+imuvvRbff/89rrzySvzoRz+KOt5sNuPpp58GwzCYNGkS9uzZg6effhrXXHMN6uvr8eqrr6K+vh6FhYUAgDvuuANr167Fq6++it/+9rd44oknMH/+fPzpT38KfWZk5JhMJoNKpYpKLfOHP/wBc+bMwW9/+9vQvldeeQVmsxkHDx5EYWEh/vKXv+Af//gHTj31VACklCsuLh72mrAsi1deeQUajQZTp07FySefjAMHDuDDDz+ESCTCpEmT8Pjjj+Pzzz/HokWL8NVXX2HLli1obm4OhYD+/ve/x3/+8x+8/fbbuPbaazFr1izMmjUrdI6HHnoI//73v/G///0PN910U2j/2WefjRtuuAEAcPfdd+Ppp5/G559/jkmTJg3b7rHO9OnTUV1djbKysoydIyPKLoHxTaLljKVSKXp6esZlnqB4SkzzpDtUMB5cLheysrLiOra8vBxVVVWYOXNmygJQbW0tzj///GE/RyKRIBgMwu/3C/H8GaCpqSmhEuNmsxmbN28Wcg4JjBjxVIuNxGQyYcuWLSOmkE00DyUAoeiGgMAo0tnZCY1Gk7BnV21tbcrKrnirHwNhWTkdMmFtbS3KysriVnbt3Lkz5e8qMAp07QfWzhv58y7dDuTEn+D75JNPxgsvvBC1LycnJ/RcJpPhtddew8yZM1FSUoKnn356wGcsXrw4qh8tWbIETz75JAKBAPbs2YNAIICJEydG/Y/H40Fubi4A8uy66KKL4m4zAOzatQuff/75AEUdQEb83t5eeL1eLFq0KOp7xaM0Ki0thUajCb02Go0Qi8VRfdBoNKK5uTnUFpfLFfo+PL29vaiqqgJAa7xVq1bhgw8+gM1mg9/vR29v7wDPrpkzZ4aeMwwDk8kUOs945+GHH8Ydd9yBhx56CPPmzRuw5s3Ozk75HIKySyBEoosWHj4spX+HPlIZyYVQIr9HeXk5Nm3alBYBqLe3N27lZUFBAerr6zFlypSUzikwkESS5QJUHZX3mhEQyDQ+n2+AsDccJpMp5IExEvj9/iGryvZHr9ejpaUlprAsICCQefg8gImOK5s3b05Zie71ehMy3PFVulMtuFFbW4vjjjsurrm+srIS7777rjDPj0eyJ5PiaTTOmwBZWVmorKwc8phNmzYBoCJK7e3tcRvmAVLyiMVibN++fYBhlp97k3GgcLlcOO+88/D4448PeK+goACHDx9O+DN5+heEYBgm5j6+X7pcLhQUFAzIQwYAOp0OAHmzffrpp/j973+PyspKKJVK/OQnP4HX6x323EdK/z/77LMBAD/60Y+ixr9gMAiGYdKSJkdQdgmE6OjogFarTdizq7CwEI2NjZg2bdq4sjK53W4oFIqE2pyTkzNiCyGn0wm1Wh13+8rLy/HPf/4z5QEwUWXepEmTsHfvXkyaNGlc/f7jgaamJpSXl8d9XaVSKfx+/xEzCQqMbVpaWhLK1wWEQ39GwrOLN+Ak0r7i4mLU1dWhtLQ04blQQEAgdWw2W8LemLxHRapzX6JGX7PZjLq6upSrdLe1tUGv18f1nbOzs+FyuYR5fjwiUSXkYTVWqaqqwq233oqXXnoJb775Jq688kqsW7cuSlaNzF0FAN9++y0mTJgAsViMOXPmIBAIoLm5Gccff3zMc8ycORPr16/H6tWrY74vk8kGKELmzp2Ld955B6WlpTGNXBUVFZBKpdi8eTMsFgsAWvsePHgQJ554YkLXYDjmzp0Lu90OiUSC0tLSmMd8/fXXuOqqq3DBBRcAIAUZn2j/aOHzzz/P+DmElalACIfDkVAlRp7CwsIRTTicLhJxV+exWCyora0dke/a0NAQd3J6gCwxfX19KWvBm5qa4k7aD1BFxv379wuCVwawWq3Iz89P6B5NVwl2AYHhSCZEUCQSgWXZERkvOjs7kZ2dnVD7zGazUJFRQGAU4WXRRPqtSqVCb29vSrJZV1dXQgZGIKzsSoeSLZHzSqVS9Pb2pnROAYHB8Hg8sNvtURtf0TAQCOCyyy7DmWeeiauvvhqvvvoqdu/ePaCqYX19PW677TYcOHAAr7/+Op5//nn85je/AQBMnDgRP//5z3HFFVfg3XffRU1NDbZs2YJHH30UH3zwAQBgxYoV2Lp1K2644Qbs3r0b+/fvxwsvvBBqR2lpKTZv3oza2lq0traCZVnceOONaG9vx6WXXoqtW7eiqqoKH3/8Ma6++moEAgGo1Wr88pe/xJ133onPPvsM33//Pa666qqMGOpPO+00LFmyBOeffz4++eQT1NbWYtOmTbj33nuxbds2AMCECRPw7rvvYufOndi1axd+9rOfHXWyx4knnjjklg4Ezy6BEDabLeGFNUAV4Hbs2DHu8gTxVXcSGeQsFkuoImOmv2tdXR0KCwsT+j0kEgn6+vpSyp92+PBhWCyWuM9bWVmJP//5zwgEAgmFCwkMT3Nzc8JCf15eHhwOR1RuAQGBTJCMsotnJCq48jnvEl28rl+/ftzNZwICRwoOhwNz5sxJeFxJNbQnUUMfQDIhnycz2QWzy+WCUqlM6PuWlJTg8OHDWLBgQVLnFBAYirVr16KgoCBq36RJk7B//3488sgjqKurw/vvvw+AwgP//Oc/49JLL8UZZ5wRSrh+xRVXoLe3FwsXLoRYLMZvfvMbXHvttaHPe/XVV/Hwww/j9ttvR1NTE/Ly8rB48WKce+65AEgh9sknn+Cee+7BwoULoVQqsWjRIlx66aUAKATwyiuvxNSpU9Hb24uamhqUlpbi66+/xt13340zzjgDHo8HJSUlWLp0aah//u53vwuFO2o0Gtx+++3o7OxM+zVkGAYffvgh7r33Xlx99dVoaWmByWTCCSecECrk99RTT+EXv/gFjjnmGOTl5eHuu+9GV1dX2tsylvniiy+GfP+EE05I+RzCylQgRCrKLpvNNu600YlUYuQpKSnB7t27R0zZNWPGjIQEqOLiYtTU1ECv1yd93qqqqoRC5yQSCViWFZLUZ4BAIJDwfVZUVIS6ujpUVFQIYVgCGcXhcKCwsDDhRZ5Wq0VHR0fGw8EbGxtRUFCQsGdXU1PTuPNUFhA4Umhubk44ZxdAXqMejyfp/FmNjY1Jefu//fbbKcm/9fX1cVdi5KmsrMThw4fjqpotIJAIa9aswZo1awZ9f+XKlVi5cmXUvgsvvBAejydqn1QqxTPPPDMg0X3k+6tXrx40TBEgr5+vv/465nsTJ07EN998M2A/7y01GGq1Gn//+9/x97//PbTvzjvvHPR4AFi1ahVWrVoVtS/WNeqfn0uj0eC5557Dc889F/NzS0tL8dlnn0Xtu/HGG6Nexwpr3Llz55DtHU+cdNJJA/ZFjsHpMIwKI6RACLvdnpSAoVAo4PF4xt3iIBmrf3FxMZqamkZEsVdfX4+CgoKE2sdXZEylfTU1NTCbzQmd12g0oqGhIelzCgwkmXxDAN2jQhiWwEiQTLgRQOOFzWbLUKvCNDY2wmAwJDSWZWVlobe3V+g/AgKjRHt7e1IGu7y8PLS0tCR93mS8/XU6Hbq7u1OWuYqKihIaRysrK1FVVTUiHrICAgICmaKjoyNqa25uxtq1a7FgwQJ88sknaTmHoOwSCOFwOGAwGJL2Bhlvk67Vak34+8pkMvh8vhHNN5MI5eXlqKmpSal9HR0d0Ol0CV2XyZMn44cffhAWiGkkmfLrgKDsEhg5eANJssquTN+jiVYzjUTIeycgMDokGxJoNBpTyh+bTB5XnnQouxL5zqWlpaGUGgICAgLjFa1WG7Xl5eXh9NNPx+OPP4677rorLecQlF0CIbq6uhIqHRuJWq2G0+lMb4MyTKIlpnlEItGAsrCZIBmvnvLyctTW1iYtAAWDwaT+d8qUKTh48KAgeKURm82WsOchQMqu8RhWLDD+SDY/oMlkgt1uz/g9mqznmV6vT8lDREBAIHmSVValWpHRbrcnlcojOzsbbW1tSZ0TIC/+RJVdEolEqLwsMGbZsGEDnnnmmdFuhsA4xmg04sCBA2n5LEHZJRBFsl5dBQUFaGxsTHNrMkuiJaZ5TCYTmpqaMtCiMC6XCyqVKuHfQ6lUwuPxJO1l19LSgpycnIQVLBUVFaipqRl33n1jGT4EK9F7IB1VqQQE4iEZhTxA84XD4cj4Per3+5PKrchXWBP6kIDAyOLxeCCVSpPy7DKZTCmNKz6fL6kiO2azOWZenXjp7OxMKn9hqko2AQEBgdFm9+7dUduuXbuwdu1aXHfddZg9e3ZaziEkqBcAkHx+IJ6ioqJQLqvxkCyTDxFLpq38Qmjy5MkZ+64NDQ1JJX4GwiWpk/G4qKqqgsViSfi8UqkUfr9fSFKfRviccsn2SSEMSyCTsCyb9L3JL0oz6ZWQypxWXFyMhoYGoSKjgMAIwyenT6bfGo1GrFu3LqlxJR3jRTIFZZI1ugJkZDxw4EDC+b4EBAQExgqzZ88GwzADxsHFixfjlVdeScs5xr5WQmBESDY/EE9hYSGsVuu4calOpsQ0T0lJScat/rW1tQlXEeMxm82orq5O6rzJKrsAwGAwjDvvvrEMnz8kmd+Cr3YnIJAp2traoNPpkro/lUol+vr6MjqG8jkPkxlDLRZLSNklICAwciQbegyQDNLS0pLUuNLR0QGtVpvUeUtKStDQ0JDUeZ1OZ9LjKF+RURinBAQExis1NTWorq5GTU0NampqUFdXh56eHmzatAmTJ09OyzkEZZcAgLCAkaynUlFRUUqJQUcavupOKoJNJgWM+vr6pD27ysrKUF1dnVT7qqurk1Z2TZo0Cfv27RMErzSRbP4QgCzNdXV1GWiVgADR3Nyc9KKUJ5NjRTLVdnnMZvOIVd0VEBAIY7PZkh5XpFIpWJZNqt+mYgBNRTleU1OTtKw3YcIEoSKjgIDAuOSbb77B+++/j5KSktC2ceNGnHDCCbBYLLj22mvh8XjSci5B2SUAgASMZBfWALmPt7S0jJvFQWNjY9ILoVSToMZDXV1d0p5dFRUVSSu7bDZb0hU5p0yZIii70ojP50s6JLSoqEioyCiQUVKdM6RSKfr6+tLcqjCpGDRUKlXGPc8EBAQGwocxJmt4TVbZlcp4kZWVhd7e3qTOW1tbi+Li4qTOm5+fj9bWVmGeFxAQGHc8+OCD+OGHH0Kv9+zZg1/+8pc47bTTsHz5crz33nt49NFH03IuQdklAIC8SFKx0ovF4qSFjNGAt+Il831H4ru2tbVBr9cn1b6ysjLU19cnZe1LJedaZWWlkKQ+jbAsm/Riu7i4WPBMEcgodrs96dw6AC3UbDZbmlsVpqmpCQaDIaW8ikLeOwGBkSWVMEYAkMvl6OnpSfj/Ghsbk/bs4klmvKitrU24EiMPwzBgGAY+ny/h/xUQEBAYTXbu3IlTTz019PqNN97AokWL8NJLL+G2227Dc889h3/9619pOZeg7BIAEFZ2pTLRj6dJNx0ClcvlSnOrokn2t1AoFOjr60tY0dHd3Z1UBUgemUwGn88nKLvSgNvthkKhSPoesFgsgrJLIKOkGvpuNBpht9sz5j2VikEDAHJyctDc3JzmVgkICAxFKgnqAcrblYwSnVeOj/R4UV9fn7SyC6B8ufX19Un9r4CAgMBo0dHRAaPRGHq9ceNGnHXWWaHXCxYsQENDQ1rOJSi7BADQwiWViR4AcnNzx83iINmS9DzFxcUZEzB6enogl8tT+i1kMlnC1s1U8nXxGAwGNDU1Jf3/AkQq4aQAlSTv7OwUlF0CGcPhcKQUxlhQUACbzZaxezRVgwY/xguhjAICI0dfXx8UCkXS/280GuFwOBLut6nmIOSrdCd63t7e3pS+b0VFBQ4dOiTM9QJjilWrVmH27Nmj3QyBMYzRaERNTQ0AwOv14rvvvsPixYtD73d3d0MqlablXIKySwAAaVg1Gk1Kn1FYWIjGxsYxvzhIpcQ0Dy/YZELAaGxsTDpfF4/FYkFVVVVC/3P48GGYzeaUzjtp0iTs3btXELxSJNWQCv43FH4HgUzR1dWFrKyspP/fZDIltSiNl1QNGhaLBfX19UIfEhAYQVKVzUwmE+x2e8L9NpUUDkBy4wXLsil9V4CS1AsVGQUEBMYbZ599NpYvX44vv/wSK1asgEqlwvHHHx96f/fu3aioqEjLuQRll0CIVCfdwsLCcRE6lUo+LJ6SkpKMLYTq6uqSrs7DU15ejqqqqoTaV11dDbPZnNJ5p0yZgv3794/5e2CsY7VaYTQaU7pHlUoluru709gqAYFoUl2UOhyOjIwV6TBoFBcXZ7zqroCAQJh0KH/4AkKJKNH586ZqYEx0vEg1GT+QWkEiAYHB8Hg8uPnmm2EwGKBQKHDcccdh69atAIA1a9ZAp9NFHf+f//wn1H/WrFmD1atXY9euXaF+tWbNGgCA0+nEr371KxiNRigUCkyfPh3vv/9+6HPeeecdTJs2DXK5HKWlpXjyySejzlNaWoqHH34YV1xxBdRqNUpKSvC///0PLS0t+PGPfwy1Wo2ZM2di27ZtUf/31Vdf4fjjj4dSqYTZbMbNN98Mt9sdev9Pf/oTJkyYAIVCAaPRiJ/85CfpupQCg/DQQw9BIpHgxBNPxEsvvYSXXnoJMpks9P4rr7yCM844Iy3nEpRdAggGg2kRMoqLi2G1Wse8Z1c6EpFm0uqfLmVXosni6+rqUsodAVCS+sOHDwt5u1LEarUiPz8/pd9CyOUhkCnSoUzKzc1FR0dHRuYLp9MJrVab8uLVarUKi0gBgRGio6MD2dnZKc17fBhjIv22tbUVer0+pfMmUxSGT06fyjjFV44VZK4jl6qqKjz77LO444478OyzzyYctZEMd911F9555x389a9/xXfffYfKykqceeaZaG9vH/Z/f/rTn+L222/HtGnTYLPZYLPZ8NOf/hQsy+Kss87C119/jX/84x/Yu3cvHnvssZAH9vbt23HxxRfjkksuwZ49e7Bq1Srcf//9IUUZz9NPP41jjz0WO3bswDnnnIPLL78cV1xxBS677DJ89913qKiowBVXXBGSLaqqqrB06VIsW7YMu3fvxptvvomvvvoKN910EwBg27ZtuPnmm/Hggw/iwIEDWLt2LU444YT0XlCBAeTl5eGLL75AR0cHOjo6cMEFF0S9/9Zbb+GBBx5Iy7kkafkUgXGNy+WCWq1OWdlVVFSU0Rws6YJXdqXyffV6fcZyItXX12Px4sUpta+srCzhMEufz5dyfLRcLkd+fj4+/PBDnH/++SnfU0crVqs15XvUbDajsbER8+bNS0mIFxDoT1dXV8pzhkgkylhV26amJhiNxpTue6VSib6+vjFvvBEQOFJINW8WkJwSvbGxMWVPaoVCAa/Xm7Cyq7i4OOX5mS+YpFQqU/ocgbFHVVUVHnroIQSDQRQWFmL79u3YsWMH7r///rSFePXH7XbjhRdewJo1a0IJw1966SV8+umn+Mtf/oL8/Pwh/1+pVEKtVkMikcBkMoX2f/LJJ9iyZQv27duHiRMnAiDDPM9TTz2FU089Fffffz8AYOLEidi7dy9+97vf4aqrrgodd/bZZ+NXv/oVAGDlypV44YUXsGDBAlx00UUAgLvvvhtLliyBw+GAyWTCo48+ip///Oe45ZZbAFDo73PPPYcTTzwRL7zwAurr65GVlYVzzz0XGo0GJSUlmDNnTmoXUSButFptzP05OTlpO4ewAhJIuaoWj1arhc1mg9frTVPLMgMv2KRaeRLITE6kdAh8crkcPp8v7vZ5PB5IJJK0KKduvfVWfPLJJ/jiiy+EhWKS9PT0pJS0FiBLc2Nj45hXPguMP/gxKh1K1Ex4JKTDoMHj9/vT0CIBAYHh4KuCp6pE56MV4iVd44VIJEpovKitrU3Zix8ghcGuXbtS+gyBscn777+PYDCICy64AMcccwwuvPBCsCwbFfqXbqqqquDz+XDssceG9kmlUixcuBD79u1L+nN37tyJ4uLikKKrP/v27Ys6JwAce+yxOHToUJScMHPmzNBzvprfjBkzBuzjC6bt2rULa9asgVqtDm1nnnkmWJZFTU0NTj/9dJSUlKC8vByXX345XnvttYQLfAmMbcaVsuuRRx7BMcccA5VKNSBemKe+vh7nnHMOVCoVDAYD7rzzTkFYHQabzZaygAGQAuj888/Hww8/PKavOW/1T/X7ajQatLW1palVYYLBYFoWkRqNJu6JKR0hjDxyuRz3338/Xn31VezevTvlzzsaSYeSMJmwCgGBeEjXnKHVauMKi0iUpqYmGAyGlMeznJyccVNhWEBgvGO325Gbm5sWJXUiSvSmpqaUU1sAQH5+PqxWa9zHp0vJ9pOf/ARr1qzB3r17U/ocgbFHQ0MDCgsLQ6F+YrEYRUVFaGhoGLU28QrlSHw+37D/ly7Pw8gIFL7vxNrHy74ulwu/+tWvsHPnztC2a9cuHDp0CBUVFdBoNPjuu+/w+uuvo6CgACtXrsSsWbPgdDrT0l6B0WdcKbu8Xi8uuugiXH/99THfDwQCOOecc+D1erFp0yb89a9/xZo1a7By5coRbun4wmazpVRCPpKlS5eirKwMv//978dsDoHW1ta0CFQWiwW1tbVp9V7iPazSwS233IJnn30WO3bsGPbYw4cPw2KxpC3cTa1W4/7778fvfve7UGlZgfjwer2QSCRpEbzb2toE7zqBtGO329MyZ5hMJthstjS1Kgy/eE21fXzVXaEPCQhknnRFGajVanR2dsZ9fDrCGIHExwu/359y6giAQjcfeOABPProo9i/f3/KnycwdjCbzWhqagqtpwKBAJqammA2mzN2zoqKCshkMnz99dehfT6fD1u3bsXUqVORn5+P7u7uqATvO3fujPoMmUw2YA04c+ZMNDY24uDBgzHPO2XKlKhzAsDXX3+NiRMnplRZee7cudi7dy8qKysHbHxCdIlEgtNOOw1PPPEEdu/ejdraWnz22WdJn1NgbDGulF2rV6/GrbfeGuWuGMknn3yCvXv34h//+Admz56Ns846Cw899BD++Mc/Dhla5/F40NXVFdqOtgpm6XAd52EYBpdccgkAqqQwFr1KUk2szDNv3jy89tprab1fGhsbUVBQkBalU25uLlavXo1nnnlmQGWS/lRXV6dV2QWQsmX58uVYuXKl4B2RADabDQaDIS0hFZnKiSRwdJMuDwyj0ZiRPI/8ojkdi9dMFSIREBCIhq9OmK5xJV7a2tqQk5OTlvEi3sqIfr8/5QqQkRiNRtx333146KGHcOjQobR8psDoc+6550IkEuHdd9/Fpk2b8O6770IkEuHcc8/N2DmzsrJw/fXX484778TatWuxd+9eXHPNNejp6cEvf/lLLFq0CCqVCvfccw+qqqrwz3/+c0AS+dLSUtTU1GDnzp1obW2Fx+PBiSeeiBNOOAHLli3Dp59+ipqaGnz00UdYu3YtAOD222/H+vXr8dBDD+HgwYP461//ij/84Q+44447Uvo+d999NzZt2oSbbroJO3fuxKFDh/Df//43lKD+/fffx3PPPYedO3eirq4Of/vb38CyLCZNmpTSeQXGDuNK2TUc33zzDWbMmBGK1wWAM888E11dXfjhhx8G/b9HH30UWq02tE2dOnUkmjtmSJc1jYdhGPzqV79CVVUV3nnnnTFlFectDekQMGbPno0LLrgAv/nNb+BwOFL+PCA9lRgjycnJwerVq/GHP/wBW7ZsGfS4mpoamM3mtCcyt1gsuP7667F8+XJ0dXWl9bOPVKxWa1qszAC5dmci1Fbg6CZdObtMJhPsdnvalUl+vz8lSzDPtGnT8OmnnwpVTQUERoCOjo5BU5QkgsFgyMi4Mhzz58/H9u3b8dFHHw0r96ajiEZ/CgoKcO+992LVqlWCR/0RQkVFBe6//37MmzcPPp8P8+bNy2hyep7HHnsMy5Ytw+WXX465c+fi8OHD+Pjjj6HX65GTk4N//OMf+PDDDzFjxgy8/vrrWLVqVdT/L1u2DEuXLsXJJ5+M/Px8vP766wCAd955BwsWLMCll16KqVOn4q677gqty+bOnYt//etfeOONNzB9+nSsXLkSDz74YFRy+mSYOXMmNm7ciIMHD+L444/HnDlzsHLlShQWFgIAdDod3n33XZxyyimYMmUKXnzxRbz++uuYNm1aSucVGDscUdUY7XZ7lKILCCeqs9vtg/7fihUrcNttt4VeNzU1HVUKr/b2duj1+rR+plgsxh133IFVq1ZBr9fj1FNPHROV+dKZWJlhGCxevBharRa33347Vq9enfIExCu70nmtcnJy8OCDD2LVqlUIBAJYsmTJgGPcbjdUKlXazhnJ9OnTcfHFF2PFihV48sknU068fqSTrnxDAHDFFVdg+fLlWLFihTBxC6SNtra2tMwZJpMJ3377bVoNIsFgMG3euyaTCXfffTceeOABXH/99THHTgEBgfSQzn5rt9vjGlfSaQBVqVR45JFH8NRTT6Gurg7XXXfdoEr32tpamM3mtMvFxcXFWLFiBe6//3488sgjKCkpSevnC4w8FRUV+M1vfjOi51QoFHjuuefw3HPPxXz//PPPx/nnnx+175prrgk9l8vlePvttwf8X05ODl555ZVBz7ts2TIsW7Zs0Pdra2sH7Ovfz0tLSwfsW7BgAT755JOYn3ncccdhw4YNg55TYPwz6p5dy5cvD7nyDrZlOgZdLpcjOzs7tGk0moyeb6yRLgGjPzKZDPfddx/eeOONYcPoRop05WbgYRgGU6dOxfLly7Fq1aq48mMNRX19fVo9u3h0Oh1Wr16Nl156CV999VXURJBOYW8wlixZguOPPx4PPvjgmC5eMBbglV3p+D2mT5+OBx54AE899RT++9//jikvS4HxS7rmjIKCAjgcjrR6YDidTmi12rSNZyUlJXjkkUfw97//Ha+//roQ0iggkCHSNT+ZTKa4x5V0RzYoFArcddddCAaDuPfee9HX1xfzuHRVYoyFxWLBXXfdhXvvvXdUE5kLCAgIjAVGXdl1++23Y9++fUNu5eXlcX0WP8FFwr82mUxpb/uRQqaUXQBZulauXInnn38+pZK16aKhoSEtVXf6Y7FY8NBDD+H555/HZ599lrTQlq7Ez7HQarV46KGHsGbNGnz55ZehNvJhc5kQungYhsFZZ52FoqIiPPfcc8KCcQisVmta71Gj0YhHH30U3333HR577DF4PJ60fK7A0Uu6FqUKhQLt7e1pNWhlIjxIq9XiwQcfRFVVFX77298OmQNUQEAgcXp7eyGTydLSb/mcXfGMU+mqiBiJRCLBZZddhoULF+LXv/41WlpaBhxTW1ubtgrYsSgtLcUdd9yBFStWJFQhUkBAQOBIY9SVXfn5+Zg8efKQG18tYTiWLFmCPXv2RCXD/vTTT5GdnX1UhSUmgtvthlKpzKhXj06nw3333YdHHnlk1HOfpKtKVyxycnLwyCOP4N///jfeeuutpBQ6LMtmVOmk0Wjw4IMP4u9//zs2bNiAYDCIqqoqWCyWjIeZMgyDyy67DN3d3XjttdcEhdcgdHV1Qa1Wp/UzFQoFbr31VlgsFtx8880xhW8BgXjo6emBXC5P2zi1evVqvPLKK3j88cfhcrlS/rxMLF4B8lS+6aabUFpait/85jfo6OhI6+cLCBzN8Ckm0tFvNRoNcnNzcc899wyr6OHHi3TLXSKRCKeeeiquvPJK3HrrrQMq0Nnt9rR5cA9GeXk5brnlFtx9991DpnIREBAQOJIZdWVXItTX12Pnzp2or69HIBDAzp07sXPnzpCAfMYZZ2Dq1Km4/PLLsWvXLnz88ce47777cOONN0Iul49y68cm6apaNRwmkwl33HEH7r333lFdaGfC6h9JVlYWHnjgAezevRsvvPDCgNK7Q+H1eiESiTL+W6jVajz44IN444038Nlnn6GqqiojyeljwTAMfv3rX2PHjh145513jrrKp/EQDAYz8lvwFXx44XvXrl1pP4fAkU86F6UAhTI+8MADmDx5Mq6//vqQEj5Z0pnzrj8ikQjnnXcefvrTn+Lmm29GVVVV2s8hIHA0ku6q4LfccgsuvPBC3HfffXjppZcG9WjmZcJMyF0Mw2DmzJm499578cgjj0R51GcyoiKSiRMn4qabbsJdd90lVMUWEBA4KhlXyq6VK1dizpw5eOCBB+ByuTBnzhzMmTMnlA9KLBbj/fffh1gsxpIlS3DZZZfhiiuuwIMPPjjKLR+72Gy2jIXN9ae8vBzXXXcd7r777lGrzOd0OpGdnZ3Rc8hkMtx+++3w+/148MEH4w55sdlsGbEwxiIrKwurVq3CW2+9hffee2/ElF0AufgvX74cjY2NuPfee3HNNdfguuuuw+rVq/H3v/8dX3/9ddzJZY80+HLkmYJhGEyfPh2rV6/GH//4R7z99tuCh51AQmTCQCKRSHDSSSfhkUcewYYNG3DXXXclXeE2k967APWhuXPnYvny5Vi9evWAHIgCAgKJ43A4kJubmzY5RCQSYfr06XjiiSegUChwzTXX4Ouvvx7QVzPl2RVJUVERHnnkEbz55pt488030dvbC4lEMmJFm6ZMmYLrr78ed955Jz755BMcOHAAPT09I3JugfSF/QsIxINwvw2ECQpXZQCNjY0wm81oaGhAcXHxaDcno7zzzjsAgFNOOSUtpdrjYdOmTfjrX/+KadOmoaSkBBaLBSUlJSgqKoJUKs3oua+77jo8+OCDI1IRkGVZvPfee9i6dStuvvlmFBYWDlnxcOPGjTh06BAuuOCCjF8Hnp6eHvztb3/DFVdckbFqjIPBsiwCgUDosbm5GfX19WhoaEB9fT1aW1vBMAzUajVyc3ORl5cX8zHeMOfxgNVqxZ/+9CfccsstGf9eHo8HL774IoLBIO666y6hSqZAXPznP/+B1+vF6aefnpE5g2VZ7NmzBy+//DLOPvts/OQnP0noPDfeeCPuvffetIcCx6KrqwuPP/44Fi1ahJ/97GcjZjAQEDjSeOmll1BWVob58+envR8Fg0G0tbVhzZo1cLvduP3221FYWAiAZMJVq1aNiPzj8/nwpz/9CW1tbTAYDLj22mtHVH6pqqrCzp07YbPZYLPZ4PF4wDAMsrOzUVxcjOLiYpjNZlgsFuTl5UEikYxY245EAoEADh48CIPBgNzc3NFujsBRQmdnJ6xWKyorK0dsLTnWEUayoxy73Y4ZM2YMaWGqq6vDunXrYLVaUVhYiNNOOy2lcsZLlizBrFmzYLPZYLVacfDgQXz++edwOBwIBAIQi8UoKCiAxWJBYWEhdDodtFottFotsrOzk84xxocJDkU6v6tIJMKPfvQjGI1GvPbaa2hra0NfX1+oyqhGo4HBYEB+fj4MBgN27tyJ2bNnD9nGdP8WKpUK11xzzbCWgHSfF6DrE/ldS0tLUVJSApZlo7aenh50dHSgo6MDTqcThw8fxrZt20Kv+eqODMNAJBJBo9FAo9FEVVjNzs4O3UMajQZZWVlQqVRjTpjjiwWMRH+Uy+X49a9/jY8//hjXX3895syZg5ycHOTk5ECv1yMnJwe5ubnQ6XRj7joJjB4OhwMTJ07M2D0qEokwa9YsPPHEE3jrrbdwww034M4770RlZWVc/+/3+4dUjqVzLMvOzsaqVavw8ssv45prroFcLoder0dubm6o//BK+fz8fGi1WkEhJiAQA4fDgfnz5w86rqTSbxmGQV5eHm699Vbs27cP9913HxYtWoSrrroKAEZM5pJKpfj1r3+N//73v8OGWmdC5qqoqEBZWVlItgoGgwgGg+jq6oLNZoPdbse3336Lf//733A6nVFe3wzDICsrCzqdLmrTaDRQq9VQq9Uh2SorK0tYZIOijXQ6XSh8VKVSjZg3n8DRCcuyaGlpSfv65o9//CN+97vfwW63Y9asWXj++eexcOHCtH1+phE8u2JwNHl2rVy5Ej/96U9RXFwccxCuq6vDM888g2AwCKPRCLvdDpFIhFtuuSXliRcgi1vkxMuyLPx+P1paWmC1WuFwOOByudDd3R3a+NwLvNKIYRgolUqoVCoolcqoLXJfT08PvvvuO9x0000xrWmZ+q7BYBB+vz8kWPDf0+12o62tLbS1t7fj7LPPHjSsNNO/xWCM1nn7E3n9Btt45VhXVxdcLlfU5na70d3dDZfLhb6+PvT29obuu8jrzTAMpFIpVCoV5HI5FAoFFApF1HOlUhnax28ymQwymSzqeeQWj3fKf//7X3g8Hpx22mkxJ6pM/BbBYBDNzc2w2Wzo7OwcsHV1dSEQCIT6GkBCXP++xl8XlUoVujaR12OwayWVSiGRSEbMs1QgNVavXo3zzz8fpaWlGR+nWJZFXV0dXnzxRRQWFqKwsDCkqOYXVfxrtVoNlUqF22+/HQ8//HBMT8VMjWUsy8Lj8YBlWXR2dqK9vR1OpzOkkOe3rq6uUE6+yHFHJBJBoVBApVJFzVl8f+k/1kSOSXwf4jeZTBbqU8LCSmC8cPPNN+OOO+6ATqcb8F66+63X68VHH32ETz/9FGq1GqtWrRrR8SIYDMLn80EqlY4pWS9SDo8lX/GyFb91d3ejp6cntLnd7tBzPiUDwzBRY51EIomSFyLlB5VKFVNWiBz3eNkhcswTi8VjdqwLBoOw2+1wOp2j3RSBowSRSISysrK0eY2++eabuOKKK/Diiy9i0aJFeOaZZ/DWW2/hwIEDMBgMaTlHphHM9Ucor7/+Og4fPhxzwRn5ePjwYej1+kEninXr1iEYDOKss86CSCQCy7L48MMPsW7dOvzyl79MuZ0Mw0AsFg9Y6KrVapSWlkZNusBAhQfDMGBZFr29vejr6wspMTweT+g1r1Tq6+vDWWedNeLflVee9EelUiE/Pz9KuIhUKIxU+4ZjtM7bn6GuTSRZWVmh6woMvGf4fZHvRe5jGCZ0/3g8ntDm9XqjXre1tYX2+Xy+qM3r9Q543d+uEOu7OJ1O3H777YNafDPxWzAMA6PRCIPBMOi16t/nfD5f1DWK7HMejwc9PT3o7OyMuhZer3fAc6/Xi0AgAJ/PN+T1GSyZb+Q+fhwRi8UQiUSQSCQh78H+7/HCceQjf2z/jfcYjPWavycjC0vE2j/Yxn+H4Y7pf1zk6/7XI/L9oY4b6rH/88jXtbW1yM3NHZFxihfaHn74YRw4cAAulwu9vb3o6elBW1sbent7Q6/7+vrQ09ODRYsWjfgYKhKJoFQqAdD4U1hYGKWA5+/tyOf8PR0MBhEIBOD1etHT0wOPxwO32x3VR7xeLzo7O6PGm8jnfr8fXq8Xfr8/9Jr3eOXPFa9HWeS9wCuhh+pbfH8a6nVkv+Ef+WMG6ytDvea/S//3++/r3wcir8Fgx8W6DkM9Dnf8cPvifT4UqRwX775UiOfzuru7By0kle5+K5PJ8KMf/QjHHXccbDbbiM63AF2PoRaioyVz8ddhMMOTSqVCXl7eoPIB/zrWfgBRskNvby+8Xu8A2cHn84XGv6HkhsixLrIQVDxyA38cP/5GygX95YT++/pv8coOke2JJUP03yLHs1jyReR3GEqm6P99h5IbYv1P/+fDjU/xjn9Dkco4lcrYFc//Zmdnj3kFj0wmS6sH+VNPPYVrrrkGV199NQDgxRdfxAcffIBXXnkFy5cvT9t5Momg7DpCOeWUUzBjxoyohXjkRMFPKBdeeCEkEgl6e3tjfg4fVsUL5ABVVrRarYP+z0jCTx68RTwe+i8EeMb6dx2t9o3165JugsFgyHo40vCT7WCVo8bCbxEMBiH5/+ydd3gTV/b3vzOjLtmSe28YsDHY9A6hBlhaSELqJoH0RurmzS8dCAnZ9ISw6QmbZbObQhI2gUACphOqQzc24N57lWyVmXn/kGYs2bIt2TKWzf08jx7Lo5l779x+zz33HIkEEokEarX6ssQJtL+4FNJkb/9N0Ba1/25/jWVZB2GE/af1NcD5jreza4DVLouQJvvnhe/tCRNbf2/vXmfP2N/f3n3t3dP6urPf7Jk6dSpkMtllHzPi4+NdvlfYALlcaesqQj7ba0peTtprU87ahdBuhDZl3+bs7wHgcL11WxF+b68Ntf60bnP26WtPIO+sHdjf1/p76zDsr3X019l9wgK6vTCc4ey3rrZPd+K4HPe5yvTp00FR1GVttyqVCvHx8WBZ1qv6C2/rpzxFb80dgI77Ovv+yH4eIVxvPbdo/Uzr+YNQZs76OGdziNYf+/lJ636vo7lD67+d3ees/3P2m/099t/d6es8fc0Znn7WGUlJSfjLX/7Sp4/pChv29gjak60xmUxIS0vDs88+K16jaRqzZ8/GoUOHejytnoIIu/opQUFB8PPzc7jW3uLIfqegNREREThx4gTGjh0LhmHAsiyKi4sxcuTINuH3dbz9XXsrfd6eL1cSpCx6np5c7Hl6gejp8Fyltb09e7y5jnpz2vorrtTRrtbj/tKevI3eygdBS6Y1V9rch/RTfZOemjv0VHsk/V0LruaFs5NIfY3XXnsNq1evdri2cuVKrFq1qs29lZWVYFkWISEhDtdDQkKQkZHRk8n0KETY1U+hadojmimLFi3CyZMnsXnzZkRERKCoqAg0TWPRokX9ygse4P3v2lvp8/Z8uZIgZUHwdry5jnpz2ggEgnOutLkP6acIBEJP8eyzz+LJJ590uNbeEfL+AjFQ74QryUC9K2RlZWHLli0oKChAVFQUFi5c6NaRkr6Et79rb6XP2/PlSoKUBcHb8eY66s1pIxAIzrnS5j6knyIQCL2NyWSCSqXCpk2bsGTJEvH6smXLUFtbi//973+9lzg3IMIuJ+Tn5yMmJgZHjx5FWFhYbyeHQCAQCAQCgUAgEAgEAqHLhIeHu2zEfvz48Rg3bhw++OADAFabqNHR0VixYgUxUN+XKSsrAwCMGzeul1NCIBAIBAKBQCAQCAQCgdA93Dm59uSTT2LZsmUYM2YMxo0bh/feew96vV70ztgXIMIuJ4wcORJHjx5FSEiIR913eoKGhgYkJSUhPT0dPj4+vZ0cAsErIO2CQHAOaRsEQltIuyAQnEPaBoHQlv7ULsLDw12+96abbkJFRQVeeukllJaWYsSIEdi+fXsbo/XeDDnG2Meor6+HVqtFXV0dfH19ezs5BIJXQNoFgeAc0jYIhLaQdkEgOIe0DQKhLaRd9F28S22JQCAQCAQCgUAgEAgEAoFA6AZE2EUgEAgEAoFAIBAIBAKBQOg3EGFXH0Mul2PlypWQy+W9nRQCwWsg7YJAcA5pGwRCW0i7IBCcQ9oGgdAW0i76LsRmF4FAIBAIBAKBQCAQCAQCod9ANLsIBAKBQCAQCAQCgUAgEAj9BiLsIhAIBAKBQCAQCAQCgUAg9BuIsItAIBAIBAKBQCAQCAQCgdBvIMIuAoFAIBAIBAKBQCAQCARCv4EIuwgEAoFAIBAIBAKBQCAQCP0GIuwiEAgEAoFAIBAIBAKBQCD0G4iwi0AgEAgEAoFAIBAIBAKB0G8gwi6Cx5k+fTqmT5/e28kgEAgEAoFAIBAIBEIfJzc3FxRF4Z///GdvJ4XQhyDCrk44c+YMli5dipiYGCgUCkRERODqq6/GBx984HDf2rVrsXnz5i7Hk56ejlWrViE3N7d7CW7Fnj17QFEUKIpCWlpam9+XL18OjUbj0Th7im+//RYTJ06EWq2GTqfDpEmTsGvXrt5OFoFAIBAIBAKBQCD0GVxd4xLaZ+fOnZg5cya0Wi18fHwwevRofPvtt+3en5WVBYVCAYqicPz48U7DLy4uxm233YaEhAT4+PhAp9Nh3Lhx+Oqrr8DzfJv7v/nmG4waNQoKhQJBQUG4++67UVlZ2a137OtIejsB3swff/yBGTNmIDo6Gvfeey9CQ0NRUFCAw4cP4/3338cjjzwi3rt27VosXboUS5Ys6VJc6enpWL16NaZPn47Y2FjPvEArVq1ahV9++aVHwu5pVq1ahZdffhlLly7F8uXLYTabcfbsWRQVFfV20ggEAoFAIBAIBAKhT+DOGtdbiImJQVNTE6RSaW8nBQCwYcMG3H333bj66quxdu1aMAyDzMxMFBQUtPvME088AYlEAqPR6FIclZWVKCwsxNKlSxEdHQ2z2YwdO3Zg+fLlyMzMxNq1a8V7P/roIzz00EOYNWsW3nnnHRQWFuL999/H8ePHceTIESgUim6/c1+ECLs64NVXX4VWq8WxY8eg0+kcfisvL++dRHWRESNGYMuWLfjzzz8xatSo3k6OWxw+fBgvv/wy3n77bTzxxBO9nRwCgUAgEAgEAoFA6JNcrjWuXq+HWq3uVhgWiwUcx0Emk3mNwCY3NxcPP/wwHnnkEbz//vsuPfPbb7/ht99+w9NPP41XXnnFpWdSUlKwZ88eh2srVqzAokWLsG7dOqxZswYMw8BkMuG5557DVVddhR07doCiKADApEmTsGjRInz22WdeKcC8HJBjjB2QlZWFoUOHtukEACA4OFj8TlEU9Ho9vvrqK/HI4PLlywEAeXl5eOihh5CQkAClUomAgADccMMNDscV//nPf+KGG24AAMyYMUMMw75yb9u2DVOnToVarYaPjw8WLFiAc+fOufwujzzyCPz8/LBq1SqX7v/www8xdOhQyOVyhIeH4+GHH0ZtbW2b+z799FPEx8dDqVRi3Lhx2L9/v9PwjEYjVq5ciYEDB0IulyMqKgpPP/20S5Lt9957D6GhoXjsscfA8zwaGxtdegcCgUAgEAgEAoFAILTg6hq3IztZFEU5rCtXrVoFiqKQnp6OW2+9FX5+fpgyZQqAFrM52dnZmDt3LtRqNcLDw/Hyyy87HMcT4nvrrbfw3nvvIT4+HnK5HOnp6U7TUlpaijvvvBORkZGQy+UICwvDNddc08YskCvraLPZjIyMDJSUlHSafx9//DFYlsXLL78MAGhsbHR6rNA+7MceewyPPfYY4uPjOw2/M2JjY2EwGGAymQAAZ8+eRW1tLW666SZR0AUACxcuhEajwTfffNPtOPsqRNjVATExMUhLS8PZs2c7vG/jxo2Qy+WYOnUqNm7ciI0bN+L+++8HABw7dgx//PEHbr75Zqxbtw4PPPAAUlNTMX36dBgMBgDAVVddhUcffRQA8Nxzz4lhDBkyRAx/wYIF0Gg0eP311/Hiiy8iPT0dU6ZMcdnGl6+vL5544gn88ssv+PPPPzu8d9WqVXj44YcRHh6Ot99+G9dffz0++eQTzJkzB2azWbzviy++wP3334/Q0FC88cYbmDx5MhYvXtxGfZPjOCxevBhvvfUWFi1ahA8++ABLlizBu+++i5tuuqnTtKempmLs2LFYt24dgoKC4OPjg7CwMKxfv96ldycQCAQCgUAgEAgEgutr3K5www03wGAwYO3atbj33nvF6yzLYt68eQgJCcEbb7yB0aNHY+XKlVi5cmWbMDZs2IAPPvgA9913H95++234+/s7jev666/HTz/9hDvvvBMffvghHn30UTQ0NCA/P1+8x9V1dFFREYYMGYJnn32203fcuXMnEhMT8euvvyIyMhI+Pj4ICAjAiy++CI7j2tz/3nvvoaamBi+88EKnYTujqakJlZWVyM3NxVdffYUNGzZg4sSJUCqVACAqjwj/26NUKnHixAmn6boi4Ant8vvvv/MMw/AMw/ATJ07kn376af63337jTSZTm3vVajW/bNmyNtcNBkOba4cOHeIB8P/617/Ea99//z0PgN+9e7fDvQ0NDbxOp+Pvvfdeh+ulpaW8Vqttc701u3fv5gHw33//PV9bW8v7+fnxixcvFn9ftmwZr1arxf/Ly8t5mUzGz5kzh2dZVry+fv16HgD/5Zdf8jzP8yaTiQ8ODuZHjBjBG41G8b5PP/2UB8BPmzZNvLZx40aepml+//79Dmn7+OOPeQD8wYMH201/dXU1D4APCAjgNRoN/+abb/LffvstP2/ePB4A//HHH3f4/gQCgUAgEAgEAoFAsOLqGjcnJ4cHwG/YsKFNGAD4lStXiv+vXLmSB8Dfcsstbe5dtmwZD4B/5JFHxGscx/ELFizgZTIZX1FR4RCfr68vX15e3mFaampqeAD8m2++2e57urOOFsJ3tp5vja+vL+/n58fL5XL+xRdf5Ddt2sTfeuutPAD+mWeecbi3pKSE9/Hx4T/55BOe53l+w4YNPAD+2LFjncYj8Nprr/EAxM+sWbP4/Px88feKigqeoij+7rvvdnguIyNDfKaystLl+PoTRLOrA66++mocOnQIixcvxqlTp/DGG29g7ty5iIiIwM8//+xSGPYSVrPZjKqqKgwcOBA6na5TDSsA2LFjB2pra3HLLbegsrJS/DAMg/Hjx2P37t0uv49Wq8Xjjz+On3/+GSdOnHB6z86dO2EymfD444+Dpluqx7333gtfX19s3boVAHD8+HGUl5fjgQcegEwmE+9bvnw5tFqtQ5jff/89hgwZgsTERId3mDlzJgB0+A7CkcWqqip8/vnneOqpp3DjjTdi69atSEpKcvnMM4FAIBAIBAKBQCBc6XhijdseDzzwQLu/rVixQvxOURRWrFgBk8mEnTt3Otx3/fXXIygoqMN4lEolZDIZ9uzZg5qaGqf3uLOOjo2NBc/zTo9stqaxsRE1NTVYvXo1Xn75ZVx//fX4+uuvMW/ePLz//vtoaGgQ7/2///s/DBgwAPfcc0+n4bbHLbfcgh07duA///kPbr31VgBWbS+BwMBA3Hjjjfjqq6/w9ttvIzs7G/v378dNN90kGvS3v/9Kggi7OmHs2LH48ccfUVNTg6NHj+LZZ59FQ0MDli5divT09E6fb2pqwksvvYSoqCjI5XIEBgYiKCgItbW1qKur6/T5ixcvAgBmzpyJoKAgh8/vv//uthHBxx57DDqdrl3bXXl5eQCAhIQEh+symQwDBgwQfxf+Dho0yOE+qVSKAQMGtHmHc+fOtUn/4MGDAXRsCFEQFkqlUixdulS8TtM0brrpJhQWFjqoqhIIBAKBQCAQCAQCoX26u8Ztj7i4OKfXaZpus0YU1oKtzfK0F4Y9crkcr7/+OrZt24aQkBBcddVVeOONN1BaWire4+l1tICwPr3lllscrt9yyy1oamoSlUoOHz6MjRs34t1333VQInGXmJgYzJ49G7fccgu+/vprDBgwALNnz3YQYH3yySeYP38+nnrqKcTHx+Oqq65CcnIyFi1aBADQaDRdjr8vQ7wxuohMJsPYsWMxduxYDB48GHfeeSe+//57p+eM7XnkkUewYcMGPP7445g4cSK0Wi0oisLNN9/s0tlZ4Z6NGzciNDS0ze8SiXtFKGh3rVq1ql3tLk/DcRySk5PxzjvvOP09Kiqq3Wf9/f2hUCig0+nAMIzDb4IBxZqaGkRHR3suwQQCgUAgEAgEAoHQz+lojWtv7NwelmXbDc+Z3Sh3cTWMxx9/HIsWLcLmzZvx22+/4cUXX8Rrr72GXbt2YeTIkR5fRwuEh4fj4sWLCAkJcbhuvzYFgKeffhpTp05FXFycKNCrrKwEAJSUlCA/P79La9ilS5fis88+w759+zB37lwA1jX+//73P+Tn5yM3NxcxMTGIiYnBpEmTEBQU5NQZwZUAEXZ1gTFjxgCAg7eG9jqDTZs2YdmyZXj77bfFa83NzW08G7b3vOCxITg4GLNnz+5OskUef/xxvPfee1i9enWbih8TEwMAyMzMdJC+m0wm5OTkiGkQ7rt48aJ4HBGwHtXMycnB8OHDHd7h1KlTmDVrVrvv2R40TWPEiBE4duwYTCaTw5HJ4uJiAOhUzZVAIBAIBAKBQCAQCO3Teo3r5+cHAG3WrcIJH3fgOA7Z2dmiNhcAXLhwAYD1CGFXiY+Px9/+9jf87W9/w8WLFzFixAi8/fbb+Pe//90j62gAGD16NC5evIiioiKH9XLrtWl+fj7y8vKcaqotXrwYWq22Td66gqDR5eyUWHR0tChAq62tRVpaGq6//nq34+gvkGOMHbB7926nbkR//fVXAI5H/dRqtdPKyjBMmzA++OCDNhJxtVoNoG1nMnfuXPj6+mLt2rUOnhAFKioqXHoXewTtrv/97384efKkw2+zZ8+GTCbDunXrHNL9xRdfoK6uDgsWLABg7QyDgoLw8ccfi25PAeCf//xnm3e48cYbUVRUhM8++6xNWpqamqDX6ztM70033QSWZfHVV1+J15qbm/H1118jKSkJ4eHhrr46gUAgEAgEAoFAIFyxuLrG9fX1RWBgIPbt2+dw34cfftileNevXy9+53ke69evh1QqxaxZs9wOy2AwoLm52eFafHw8fHx8RO+E7qyjzWYzMjIyHJRZ2uOmm24CYF0fC3Achw0bNsDf3x+jR48GAHz66af46aefHD6PPPIIAOCtt97C119/LT5fV1eHjIwMBwFWe+v8L774AhRFYdSoUR2m89lnn4XFYsETTzzR6Tv1V4hmVwc88sgjMBgMuPbaa5GYmAiTyYQ//vgD3377LWJjY3HnnXeK944ePRo7d+7EO++8g/DwcMTFxWH8+PFYuHAhNm7cCK1Wi6SkJBw6dAg7d+5EQECAQ1wjRowAwzB4/fXXUVdXB7lcjpkzZyI4OBgfffQRbr/9dowaNQo333wzgoKCkJ+fj61bt2Ly5MkOHYerPPbYY3j33Xdx6tQpUdAGWCXRzz77LFavXo158+Zh8eLFyMzMxIcffoixY8fitttuA2C1ofXKK6/g/vvvx8yZM3HTTTchJycHGzZsaHMe+/bbb8d3332HBx54ALt378bkyZPBsiwyMjLw3Xff4bfffhN3Epxx//334/PPP8fDDz+MCxcuIDo6Ghs3bkReXh5++eUXt9+dQCAQCAQCgUAgEK5E3Fnj3nPPPfj73/+Oe+65B2PGjMG+fftEjSx3UCgU2L59O5YtW4bx48dj27Zt2Lp1K5577rkundK5cOECZs2ahRtvvBFJSUmQSCT46aefUFZWhptvvhmAVVjn6jq6qKgIQ4YMwbJlyzo1Un/NNddg1qxZeO2111BZWYnhw4dj8+bNOHDgAD755BPI5XIAwJw5c9o8KyiFTJs2zWH9+9NPP+HOO+/Ehg0bsHz5cgDAq6++ioMHD2LevHmIjo5GdXU1fvjhBxw7dgyPPPIIBg4cKD7/97//HWfPnsX48eMhkUiwefNm/P7773jllVcwduxYt/O339CbriC9nW3btvF33XUXn5iYyGs0Gl4mk/EDBw7kH3nkEb6srMzh3oyMDP6qq67ilUqlg9vSmpoa/s477+QDAwN5jUbDz507l8/IyOBjYmLauDb97LPP+AEDBvAMw/AA+N27d4u/7d69m587dy6v1Wp5hULBx8fH88uXL+ePHz/e4Tvs3r2bB8B///33bX4TXMSq1eo2v61fv55PTEzkpVIpHxISwj/44IN8TU1Nm/s+/PBDPi4ujpfL5fyYMWP4ffv28dOmTeOnTZvmcJ/JZOJff/11fujQobxcLuf9/Pz40aNH86tXr+br6uo6fAee5/mysjJ+2bJlvL+/Py+Xy/nx48fz27dv7/Q5AoFAIBAIBAKBQCBYcWeNazAY+LvvvpvXarW8j48Pf+ONN/Ll5eU8AH7lypXifcK6sqKiok18y5Yt49VqNZ+VlcXPmTOHV6lUfEhICL9y5UqeZVnxvpycHB4A/+abb7YJQ/htw4YNPM/zfGVlJf/www/ziYmJvFqt5rVaLT9+/Hj+u+++a/OsK+toIfzW6/P2aGho4B977DE+NDSUl8lkfHJyMv/vf/+70+c2bNjAA+CPHTvm9LrwfjzP87///ju/cOFCPjw8nJdKpbyPjw8/efJkfsOGDTzHcQ7Pb9myhR83bhzv4+PDq1QqfsKECU7z4kqD4nknOowEAoFAIBAIBAKBQCAQCN1g+fLl2LRpExobG3s7KYQrDGKzi0AgEAgEAoFAIBAIBAKB0G8gwi4CgUAgEAgEAoFAIBAIBEK/gQi7CAQCgUAgEAgEAoFAIBAI/QZis4tAIBAIBAKBQCAQCAQCgdBvIJpdBAKBQCAQCAQCgUAgEAiEfgMRdjmB4zgUFhaC47jeTgqBQCAQCAQCgUAgEAgEAsENiLDLCcXFxYiKikJxcXFvJ4VAIBAIBAKBQCAQCAQCgeAGRNhFIBAIBAKBQCAQCAQCgUDoNxBhF4FAIBAIBAKBQCAQCAQCod9AhF0EAoFAIBAIBAKBQCAQCIR+AxF2EQgEl6ipqentJBAIBAKBQCAQCAQCgdApRNhFIBBcYvny5aivr+/tZBAIBAKBQCAQCAQCgdAhkt5OAIFA8H54nkdeXh4yMzMxduzY3k4OgUAgEAgEAoFAuIywLAuz2dzbySC0g0wmA00TXSZ7iLCLQCB0SnV1NdRqNc6dO4dRo0aBYZjeThKBQCAQCAQCgUDoYXieR2lpKWpra3s7KYQOoGkacXFxkMlkvZ0Ur4EIuwgEQodwHI+i4mJMmjwZ6enp4DiOCLsIBAKBQCAQCIQrAEHQFRwcDJVKBYqiejtJhFZwHIfi4mKUlJQgOjqalJENIuzqp7AcDzPLQajnFCi777a/FAUKgInlYGY5mFnrMyZLq/9ZDhzHQ6OQQKuUQquUQiXretVpNrMwWjioZQwkjGdULU0WDizHw8Jx4DiA5a3fWY4Hy/HgOMDCcaAoCnIJDbmEhkxCQy5hIJO4lgYzy8Fo4WC0pd9o4WBhObC8NXyO58Hxtvh4HhxvFRSxPA8KFBiaAkMDNGX9LvyV0BRomgJDUeLzZtaafgvHw8LysLC27xwHC8uDolrCktA0aBpghHCFMG3hiWHYnrXmU0uYQh7xsL4DeIjpF8j88yxYnwhcPH0Ev50tgk6jgUYhgUbOQCOXQi1noJZJQNOe6VjNLAeDiUWTiYXJwkEqocSykjG0y2XWk3Acb60DHAeasuY3RUEsW5pCm4GG43iYbeVgYVu+m4Xytf3leB68XTmwHA/e/jt4yCUMNHIJ1HLhrwRSD7Wn/kjr/qF1ntq3X952DYDYpmjK2sZooe1SlLXd0RR4Hm3KU4jPbFfWHGfrF/iWMmadlDdNQewTrP2Gkz7Drr8Q6o74Xahjtv8VElqsI2q5BD4K61+VlPFYmxXgOB56kwVGCweFlPFIHGaWQ7OZFfsqoc+1/uUdyg+goJYzUMkk0MglYDz8fq3heWs/IIyT9vVJ7Fv5ljonpFMYM4TfrN9bxg2ZrcxUcut7eHK8bA+W43s8v+zheV6cZwhl6aw9CnkFACoZY627MqbLE3mO42EwW8cWoZ+mKTj047TdNQCd9ttmtlX5Cu3Z9k683TUJQ4ntUWyX3Xif9rAIcxaLtf1YWFue2uoaa8tXhzmLkzTbp12oszx4KKSMw3to3CiXZjOLZjOLJjMLg22cV0oZqGxzia6Ur1CuTSYWZtYanlou6dZ8geN4NNnmfPbjB2fXxjlbXrbtyx3ngk7zErZrHMQ5WEu+A1JbXdEouldfeNtcUBjDugPP82g2c2gys+Ic2L6div1yq/GU66A+CX9pYVylKEiYljFP/FAUKIoSx1dxvuxk/ON461zZfo4tjKP2YUtoCkoZA5WMgVLKQGH7eBqjhUWzmYPRwsJotq6z7Od49uOCfRtlaEAuYWxrFwZyKd3yXUK3KU9hbmqy2OKyCP0AK66VWs8rHeorZ78GsJUZxyKYr0FocDBopQ+aeQC2OksBLetLCrCuONFm/UnZ9bFif+tCXWzbJ7WsTxzXta3WuZSQtvbn5K7A2dVdoS55M0FBQSguLobFYoFUKu3t5HgFRNjVD8nKysK/N2/HqdJm+Pn7IyU5BUFBQW3uq6iowOkzp1FTXd3hfc6QMpQo+NKqpKgtK8aBXb+jtCgfYZHRmDZ7LoLDotBotEBvslj/Gi0wGFlY7KQocgltE5o4TpjKi/Ox67dtKCwsQERkFGbO+QuCI6KgN7IwmCzi3+yCYhxNO4Gq6hq330GApmAbPBhUV5Tjz+NHUFFRAf/AYIwYPQZ+AcEwWliwnGfyzhm9FZ6r99VXV8DHzx8SqRyllXWoN7WdPNIUoJRZJ78ShoaUpiBhaEgY62RCQtOQMhSKiwqxd/culJYUIygsAuMnXwX/4DA0mayTXoPJAjPLtwm/dVxSm9BLJggvGbpl0UJTdouYloGVsvtLoeUeyjYo0hSFgoJ87N61C8UlpQgKDceEKVMRFBIuCmmFSXpnaQSsA3FlRQXOnD6Fquoa6HqoPQrIJbRN+CWFyiYE43nYhNecOCk0tfouTAwB6+QFtlfjbV9sMlBQsLYVhYSBQsZAIWGgFCeItPWv7bonJgVZWVnYsmULCgoKEBkZhav/Mh/hkTFotlgXNM1mDs0WFtm5Bdh/6AjKK6vgFxCEESNHIjAo2GEh4qk8tsfT7czT8Qo0AqhsNLW5TlFW4YG9sFTKCAsAa9uV0jQYhoKUplCQn4edO35HflEJgsIiMXHqNPgHh9kE09Z+2Wjh2sShkNJQySTWRaxtMVtZWoj9u3eitKgAoRFRuGrG1QgKi7D1ASyazBYYTCzyCkvw56mu551CStsWhy2CYZVcAoWEFqq5WPdhq+c8D+Tm5mJnaiqKiksQFBqOiVOnISgkTFysNJutfUFRaRlOnb48dUB4l5bxkoGMYcTysS83YRGXl5uDLVu2IL+gACER0Zg2aw6CwiJtecxax2VTi8CBoQGlzLqYVtnyTCV8l0mglLVsEAlCHpOFEzfNhM2y7Lx87Nm7HyVlFQgIDsGYceMRGBwq3mNiOZSUlnc5T4Txxlqu1nRWlxXj4N5dKC0uREh4FCZPm4Gg0AhxXBHGmNZ1tD0uZ/u2Hz+FMpYyNHhYhQAAWv7aam5BQSH279+H4tIKBASHYvS48fAPCrGOVWZOnGtd7vdQ2epmXWU5jh0+iOLScvgHh2LE6HHQBgTZBNeu5YfQZ9RWlOLIwX0oLylGcFg4JkyeBv/gUDTZhFsdlauUoaCy63vUcgZVpcU4sCcVpcWFCA6PxJRpMxFoV1eabUK4guIyj+ZdV/LYWd9tX180cutGo/0YbxaFsS0bLgJyCQ2lzDpmtx7Ly4oKsGfXDhQWlSAoLAITp05HQEi4LY8tYn6XlV/+sc/T42hHMDSgkFrnNiqZBEqZdY0gCHqBlnmR9TuPwsIiHDx4AKVlFfAPDsGoMePhHxSMZptgXVj6ePo9aqoqcO70SVRWVUHnH4ihycM9XkfDg/wAOSCRK8BxjnNf+zmj3RWXaJmTU2AtZhj0epjMFkgkEihVajASCXje9fA6QxR62YSeFrMZ+sYGWMxmSKRSqDU+YCQSB8GaffS+SiloeLewSzi+yLIsEXbZoHhP1qJ+QmFhIaKiomwLrMjeTo5bZGVlYc2aNTDQKvDBg1FbWwuKorBgwUKHTq2iogJbt24BzwM6nbbd+1zBPiw/nRY13QjLPjzwgJ/OF9W1dT3+Du6E11vx9uZ7pH77ORJHjUfWmT8ROSgJccPGdGmHxNPv6mn6Qln0JQTBo8RuZ1bQShJ2Vu01mux3tUtKSrHpxx+teeLnj6pu9gP9pWx7q6701Jjhje3C0+nr7fcAz0Or03ksXglNtdH+dRZvR+/r7e2ir5Stt9bR3ugvPB2et+exp/Hm973S8q634m3vvqWLF2JUmAwRUTGQyeXdyywnWCwW1NXVAQAYhgHLsgAArVYLiaRn9HK6EqevUur1Jyiam5uRk5ODuLg4KBSK3k6OV+DdJUZwmy1btoDnecyZMwfx8fEYOXIkeJ7H6TOnHe47feY0eB4YOXJEh/e5gn1YA7oZln14I0aOQFz8wMvyDu6E5068FRUVSN2Vik2bvkfqrlRUVFR0OV5Ph+dOvPU1FfDR+SM8bhBKci62bDG7iafLzNP0hbJwFVfS5859XYHjrcf7ms0c9EYW9U0WVOvNqGw0obTOiOLaZpTUNaOs3oiKBiOqGk2o1ptRazDjj7STsECClFFjEOuBfqAvlK2n+wsAOHMoFYaGOqe/uUNPjRmXu130Rvp6+z1GjBzp0X7lt5078d333aujvTV+C+/gzX23K3h7He2N/sLT4Xl7HgOeHb978307ew9Pt29P4+3trLv3ZV7IbBO3xWJBQ0MDampq0NDQAIvF0qV3AICmpiYAgEqlglwuh0qlcrjem3ES+j799hjjP/7xD7z55psoLS3F8OHD8cEHH2DcuHG9nawep6CgAOHh4aBp63lzmqah0+lQU13tcF9NdTV0Oq3ontTZfRzPw2g7qmFmOfipZU4l2q6E5Q6uhucN8fI8wFM0fHT+qKiuQ0Oz2WoXi+dQUVmNvfv2gwMFHx8NKgsqkFW4E7NmzEBwUID1iB9NobpVvJQtvPLqelTpjeKRj4rKGhw6egw8aKjUWpQU1yGjeD8mThiHAH8/SG3HV0qrG6DW+cPM0+AsgIWnIdOFoKC6CZfKG2GyWMvzYg0LXheD83W0TWWXQYMuHmdqeDSdLgbP82B563n1grJq7Mmuh5zSojDzPELG1SPAVwWtUiraNPFkHvcWrqav9e5Xfl4eCvLz2+ySuVunKIoGywMsaGh0ASivrkeNwSTaJRJsYLA8D7WMgVbpvE26mj5X7+sNPN0P9EbZ8uBRVV0Ltc4fBpYGawE4noZUF4rC6ibkVDZaBYIch5raOhw7lgYegFqtRUlRLTKK92HyxAkI9PeD1NZflFfXQ6PzBwcaFg6wcDQUuiAUVRuQW6UXj5EJ/Ubazm0orjNh8Oip8NfI4KuQdkkr05Ntt6f6eOF4CdXNYwY9WfeEMcPXNmY0Gs1WO0CcddwQbP8opAy0SgmYbrgQ93R/68m20Vvjd0/03VqdFhxomFhr+1bqglBS3Yiy+mY7e0ZWe0Icx0MmpeGnksFHLumynS5P1FF7m3/l1XVQ6gKgZ63zBp6nIdWFoLC6CblVevEdBHtMPACNXAI/tfP3cKd8eViP2UkYymnb9Ya5Xmf3CXXAwgEcR0OlC0RpdQMqG43imF1YbQCjC0Gl0TbnAg3oIpBTY8KZojpwHCfOuVieR2NlKRQyCSIiI+GvksFH4ZjPnh6/PZkvPHhUV9fAR+cnzkU53jpWlVQ3oqSuyWb/jENVdS0OHT4Mngc0Gg3KC6twsTAVM6ZfheDAQEhoCpXVtfDV6UBRtv6QoqGxzZMrG40w2ca8iqpqHD6aBp6ioFD5oai4EenFBzF27GgE+OnEebLVvIb1u4yxHuvszrjRnbzT6nSoqq612tUTbQ1D/M7QFNRyCZRSps1829V4q6ur4aPzazMPKahuQnZFo1hHc2pMoHQRyNe31FGTLgY59VY7YAaTBUYw4FgOzc3NtrKm0Ww0o9FohkqhBMMwNhtdlJ3trBY7w84wmYygKAqcTbsKsB5xNJmMYFmrEMpisaC+vh4UTYNmJGg2mWE0meHr6wupRCLa6HIVi8XSxtkWwzAdC9DIWbg+Sb8Udn377bd48skn8fHHH2P8+PF47733MHfuXGRmZiI4OLi3k9ejREVF4Vjan6iP4FDaTIPlgAKDAjo/P6SeLxPt11Qqo1BX34iqcoDlKZhYHjXmUDByBV7fft5qGNyJTSI/lRQhvgoE+cgR4qtAsI8cvjp/FBXkgeM40DQNjuNQW1uL6JgYGC0sagwm1OjNqDGYUGv7bjBboFXK4K+WwU8lhZ/a+t1XIYWfvz/y85yHx/M8Go0W1BpMMGtCkV/VgNoKwMhRsHA8as1BkClU+HD3pRZbBZzVqLzJwgI8DxnNw1etgFalsNolsRn71KvDUVdVDrWeB01TaLbwyDVI4eMXhi2ni2EwWe2blMri0WRi8Wc2BZYXutZ4gAFOb8twzDCfpJbvvtY/XxyvAGC308QkAjyHE9kUeMAWpjW8M79fcAxPPdDuu/XPpjM1AGrswosHAJzMtX8wGmCACwdzWi7RYaA4C8prbWfYAZhYFWQSCS6VN4oGPSnKavOp1mBETTMFfVUd/n0oByZIwFCATiUTy89fJYNOLYXCZjhTsKklY2jIpTT8/PyRn99StizHobJOj8DwaKQX16G+2Yy6JgvqmsyorDegqt4AEwfIaECrVsBHpbDZj2GglFkHf9ZoQGlhHgwNdfD19cHgQYMQGODnaNiUolBTXY3z6WdRV1sLfz8dUlKSERzk2B+0rnsW1pq+oIgoXCxvgN5otUt0NjMLNYoYaPwC0MBToJQ86uvq8PXhXISHNYOhAIahUa6MRmN9PRoqAR4UzByPcqM/5GoNPtuXBaPNgHCDZBDMLI9j2fYL2wHWOvBb2x01hyqmkMBPJYO/SgqdrQxyMs/DRMkwZngSaJqGkeVw6sw5/HHyHIaPGgujmUWzhcOpsxdQLQtBcFgE9KDAaHmUlZXhh6NZiImxgOd50YaRoMynljPwUUihsRk6F2zuSdxYlLtiO6KjfkDAaGGh0AYiv6QC0gYeJp4CywH5BgW0fn74Pb3UareE5VGiiEFDowHFJQAHq4HbenMIZAolPth1UVz06Q0GWHxSQDNWWwd0AGAxm/DxwUL4aGqsRzEZCg2yATA1G1BYDICiYGF51FvCwUjleG3beauwycKBZwYDAE7m279dFMAAmftz4IA6vuW7JgwA8N3pagB2E1fG2geccHg0FmCAjH3ZDsFRAFSVlTh+4iT2N4WDAw2GoqBTS611Ri2Dn0oGP9v/SqmjEwj7iWnr8mA5DlW1DQiKjMGFsnqx3dY1mVDXZLXRqJFbnZroVFLoVDLxu9bPH4X5bcs2KjoGdU0m1DeZUd9sQaM6AuW1jSgrA4ystcwaLOGQymR4Z0dmixF+0YEHD5oCtErr++hUUtv7yaCzXTPpa3H27Bm36p71XRsRHBmN7MpGGIwsGo1m1KiiUF2vR0kJYOaF9IVBKpPj3R2ZYpqamMFgOQ7HsyjwaDVm/NpqzGhVftZ3aWnbfmrrewnjZUebDe22oegYGExCeZlR22RGncGM+mYzFBLGWkYqKXRKKXRKGTQKCWiKctj1F8I7ceIETp85jVkzZ7XE6+ePnPxChJg4WHgaJpZHYSMP/6AwHM6uRLOZQ5UyCrUNepSWAhZeaI+hkCkUWLfrIlg7ByrCXwDwVUjEMUcoX51KahUuFOQ4vGtNbS3CouJQXNtkG1vMOH0+C1WKGKh0AajiKFAhPAyNjfjqUB6CAhttYwaNCnks9HrrHAm2vrvKNr9Yv/ui1QC0mYOBGQyWp3A8x74crO0xPfViu2UDWJ1b+NnVUaEtUiY9CrMy0VhbDZ2fH4YNG4bAwCDRfhfPAz66AOvmpoUDy9Nosljz2C8oHPsuVIi2UvPlcWhsNuNcHmXdSOEAlhsAnqHx5+azdokZBAA47dBPWecNma36lY7eQ+hTzJpQVJQXIcxsrQMGM498PQMf/1BsOV2MhmYL6pvNaGiy/rVwPGQMZS1bob9QSeGnlIL2DUFlcT5iOQ6MOG9oRFBEDM6X1NvCMaOu2Yz6Jgsams1oNnPwFfoboQ3Z+iAfXQCKC3Lb1JXwqFiU1DWJ/U+NKgpV9XoUFAMmzpp/BjYSjESKtb+eb3FCwiQAoHDcoU+OAxjg3A67ORwTCwDIKLa/LxyggeyjDhkPCoDs0m7QEimaYyeBB92mvlQX50Ev8cOwQTFgaBo+YTwyLmZhZ1oGBiUyolFywUC5ycxCKmHgI2egUUjEcdz6XeK0v6iurUdwZCyyKhpRb+svypXRqGk0IqvA2nY5HmjiokFLJDj3y7mW9sokAAD+zLV/s1hr29h1ybESqQe3fPex/vkqrQpAlS3vrL+nZQMUeFs/apsn72g9T7YbR23z5J/TawHUoj0YmoKvQgJfhRS+Sil8xO8ScEY9inIuQV9XDa1Oh6SkJPj7B4i2qjjwUOoCUVRUhCAjB56i0WTmUaCnoA0IR+r5MuhtNi0LZXHQG1mczqVg4QDrMmsQwAAnt6S3mz4BYf4r2LKrU0SjqaEORtsSwMgCJUYd5GoffLovS7THqGcSwIPCn07mIRcO2K8LrKZ7ssrtbuMDYaElVhuPJhY0Z50bgpYAPA+DvgGshQMPoK6xucP0U7Day2JaOfyxmI1gLRbIZdYjkhwAo9kEmpagoakCHHiYLTwohoZKrQIFGrDJqSr0ZgBmx3ioFiP54lqAanHixVAUKEYKi9kEmS1dPG9d60ikMhhMrIOTGQvHgWV5FMOAYKkJWq22W0cEY2Nj8fjjj+Pxxx/vchgE1+mXNrvGjx+PsWPHYv369QCsrjijoqLwyCOP4Jlnnun0+b5us2vVmrXYH3odKHDWc0TgIZdJIWEYMDTAUDR4noW+oQEUeMgkFDiTETRYxMdEw99XLRqsFLySSGgKlXrrUaOy+maU1xtR29TSuUhYI2RcEzRSwGDiYKblgEIDo6WlegkDtU4lg0rGoM5gRrXBhIbmFik6QwE+cgamhmpIOSOUcgn0Rg4WRgaZ2g+NJhb2MjiKYyHljJBLANZsAg0ekeFh0KiUVk0IhoLJ2IRLFzJBcxzkKhX0zSZwlBRB4ZGwgBENkuqNbFuhPc9DKaWhUcpsBnsZMLwFRbnZoDkz1Co5mvV6UBQwZtQo+PtpRbtE+/bsAcNQiLbVIZYHCoqKYeF4TJw0xepFhuNQU1uPU2fOgONpqFUKNBv0oMFh3JhRCPL3ExefO3/fDhlDIT4uVgwvOzcPFpbD7DnzRI+LldU1OHzkKFhQ8FGrYGioB0PxmD51CkKCAiGTUJBJGNRUV+LXrVvB8zx0Hdhz4TkO372/Ekvu+RsYqQw/f/kuRi74K8wKf1TrTS0fgxnVjUanQlJ7KM4CGhwYmoKJZwCqRUjCUICPUgoVAzRUlYLhzFArJNA3m8FREgSHR4IFI3pwMhgtsHSzB2PsvHFRsAo2AB6gGbBo65FHylCgLEZIKA5alRwMZR0kGw0GcBwQEBQkCpWNJjPqGxrAwSog4S1m0DyHsJAg+KoUkEmtQkGLsRmXMs+D4lloVAoY9HpQ4DFu7Bj4++kchHaCNyG90YJqgwm1BjNq9CarUNlgFTS0wKPDvS6eB0NxNuP+tve3mAGeh4+Pj21XjrIZ77d2JwYTi0Zj250vpYyBj7xF+CWzGTuXMLTN8Ln1/2aDHmdPnwTFc9CoVWjU6wHQGDFqFNQaH3GHsb6+AefOpYMDIFeqoDeyYGkpfPyD0cwCjUbnjgwongXF81AqZJBJGFGDEhyL2uoqUOAgkzKwGE2gKB4xUVHQqJW2/KVxIfM8GBoI9PcHRVnbWWV1DTgOiB80WJz46A3NKCwuBgcKMqkUrLEZNDgMHBALnY9GFPQam/Q4/WcaKM4CHx+12O9Ov+oqBAb6g6Gsi5itW3+BhKERHxcHDtZFaU5ePiwsh5lXz7EKdFgeVTU1OHz0OHhQUKtVaGpsAA0OV02ZhODAALG/kDI0aIrDd++tBM9xmHnXc6g18WJdqdabUGMwo1pvatews4SmxPBocNA31IPiWfBSOUwcA5523C/zETz2KqRQKyRotAmvaw0m6E2sw70MZ4KEM0EhsW4sWGgZOFrm0AczFEBZmiHhTFBKKViMRtDgERcbAx+NCgwtGGanxZ16judQa7BYN1earJsrDvWV5yDhzJAxPFiLNU2+vlowEkY0SmtmWegb9da0MBJYeNqhnxLSppDSsBgawPBmKKQMzLb0xcZGw0etsqaLpmBsMiAz4zzAc1CrFGgSx4yR8NPprOMyTVs9ftrqocFsQa2tfISNoupW70JTgFLKiM46pAwNGUNBaqt7rNmE4oJ8UDwLRqGGwWzNZ16qhH2RUxSgVUihUUhgtHCoM5gc+nGaAnwVUpgNdZBTFgRrfcACMLNAbaMeFp6CRhdgdd5hMxTeXrdMU1bDz1IKaNbXg+ZZyKU0LCYjKLS0R4mtXIXxVPASWWswW8vVYEat3oRm+xfhOUg5E2QMDyNLw0JLHcqNAsDwZsgoFn4qOWSMtYesb2gAxwFhERE2LVqg2WREZVU1eFBWI8lmE2iwiAoPg69GJTpFMRubkHHuDGiehUathKGxERQFTJowAf7+OkePqrbFndHCihuA1s1A6/hZ00FbdAe56H2VgQQcqkoKQfNmqBQyNBuaQFM8UpKHQuvrK7afxsZ6pB07CnAcfHzUaGxoAA1g2lVTERDg7+ANVhgz65vNqNG31FHhXWoM5nbfQ8ZQ0KpkomDBxyZQUMoYNDZb+4oag1UA66x8JRTXpj1SgNVbuC0sX6UUcgmD+mYzag0m1BksqGsytZo7Wqx1RQI0szRYWga+VRtXy6ztW8KZoJLRMDU3g6J4DI6Ph6+PGhJb/Ww2NOLsmTPW8Vutgr6xETQFjB8/rmX8pijU19Vi/769AM9B6+uLhro6UBQw5+qrERwUCIa2eXS2Gez+9at1YKQyDJ9/O2qbWTGfq/XWfC6vM4Cj2vcaKGWoFi9+Ult9ZXk0NFv7kdY29yQ0AHMzJLwZlEQGI8eAa9XHK2UMVBIKTXWVkHBmKOUSa76AR2LCYGh9NFaHRAwNQ2MjTp/6E+A5aNRqGBobQFHA5IkT4e/vJ7aNHb//BglDIyY6Whz78guLYGY5TLlqGiwsj+raWqT9eQIcaChUKjTr9WAoDuPGjG6ZJ0to7PxtO6QMhYEDYkHDKjTJys6BmeXwlwULReP94iYJa9VYqm82iwJYQdhZ39R+PXYVChCdiajkEkh4C8qL8kFzZmiUcjQZ9KABjBw5HH5arW2jlIK+vh6HDx8CxfNQ+/igTt8ElpJi0JBhoKRy6G3z3zp9MyrrGsFSVicFFGsGw1sQGugPP40SSptnU87UhPNnT4HmzPDVqKBvaAANHtOmXYWggADRtmpNdTV27vgNPMfBT+eL2tpa0E5sdtXU1ICiKEglEpu2FQWL2SoE89X62py98OI44OBp0sGjaYsnSmeInjRpwNzcDJ7n4e/vL2pkmc1mmza8WtyQtW7QWv/heaC8ohzv/v1V7N35Gyory+Gr1WHwkGG4//H/h5FjJ4jl1DoFQn9HAWAtJlA8DynNgzHrQQEICwvrssCroqICarVaPDrpSYjNrrb0O80uk8mEtLQ0PPvss+I1mqYxe/ZsHDp0yOkzRqMRRqNR/L+hoaHH09lTxMfHY+ULz+Lfm3/D6TI3vDEGdXKfnbepBckpCAqKg9HCisKv3LIa5JYB9WYeKiWFuCAdwvx9HXakNXIJKisrrXGWVGOgvz9SxqRA5x/gOOnTm1BaI0FpTSOqWR5KFRDt74NgnQ/8VFJoldadXJ1Shoa6Kpw5Y9ulD3T+Dqm7UuHfXNpmNzrawjvsRvPgUVRSjpNnz6O2rg5BOh+MHD6sjfYPAFQM1LbkXbjzeLP9lcjPy4NvXLgYb25tCWJiYjAkzLflxig/JIeqbOFVwS/MeXih/j7Iz8sDjWjQNA2a42CorUR0TAxCfFs6tJgANaJ1cjF90ZHOwwsOCsaCBQtb7ouJcXqfvqEWtEyBQ0cOobauHkaeQeWlsxgzc0EblfrTp0+joqYOPjo/xA9KgNpXJ2q4mCxWbcHq2noUFJfA0NQMrUqGhAHRiA4JhK/S6u2Loiik7kpFviG/0zJL3ZWKvLxCDElJgYW37viez8hESGgYRo0aIx4hOXHyJMorKhEbFwceVuPKubn58A8MwOCEROuxDN46EDc0NKK4tBTGJgO0agUGxUUjIjjA6sVJYfV+lrorFfl5eRgZN9IufemIjonBrKsmtG0/Ql0J6KCdRWvE++LaqVNtwvP3x/DkFAQNiRJ/t3ActqfuQ15JJcLiBlqNwVM88rIuITw0CJMnjofCJmQ7sHcP8vPzMHKk/Xucsr7HzDHO4zVUQ+fnj4GJQyHTaNFomyQ2GC2oqGlAUXkVyk0saKkMUrkSoGjRS5TZpq0B1YCWgG07ryWZdQCstqWECT+tiQbHsqB4FgolEOCrRoCvChq5FBqFIFyTwqyvR+6lDDTUVsHf1T4v2Pl90vJzyM/LQ0KcriVPsrOteZIS3io8nS28snbDAwIwJEgpxhsRGei8Pfprbe07xiq0AYem2gpEx8QgXKsU7xsQpEGsn0IMLzai/ffNuZAJg9ECQ101zh3fj5SRY5EY3/a+gpIypJ09j5o6PdQ+voiIioFcrRGPQgptuL5RhsrqanBGPbRKKQbHRiIyNMCqLSFvOXIn5LOluhph/v5IGWft5+uaTKg1WBe0xVW1yCuphMFogb9SguhQP4QF6OCrtArMfJVSqGQMKisqOy2zljhPiO1idnIKgoKiAdg0U5tM2HPwKIoq6+AfFg0TZ53eVlVWQm6hEBUaZdsFti7km5rkqCivgKm5Eb4qGQbFRiM82B8aOQO1XAqFlAYFyqU6BQBjozSdjhn2eSe8xyi79xDepcZgQl5JBdKz8tFgaIZMqYafTxAkMgXMFhYmlkOzmYPZQkPmHw69oRngTPBR0ogI9kdYgC+0Shm0SomouVUljM211Ujx88fgpGGQqHwdNL8ysxtQ1wQU6q3eyqQUD5PZAl+lAjH+KquHN9smmampEcUFeWhqqIOfVoPkpEREhgY7HFVzaw5ilycT7O5rMrOotQn9C8qrkV1YisZmMwKVUgyIDER4kB98bQJYjZzB7j272/bdBZnW9j0htv1425lfAMDoCLV4X0wH7bGiogInW2u0xjv2Kb/t3IWc4nJExieCBQWe55GXm4fAwAAMGzpU3HygKAr19XXIz8tDk74B/r4qpCQlIjosuI2WbUWFny19le3OLwAt4v0VnfZTzsojJTkFQQNb3oMHjyYTi+yicpy9kIWmhjoEaTUYlTwE4aEh7YT3p9PybTazqGsyI7ekAhnZ+agzmKzzhrhoRIYEwFdp1U4SNBzt0+bv74/ptrB4nkeD7VRAbZMZRRU1yCkqh6HZjAClBHGRWoQH+on9j49cApqmHd81xB8pTj3dBSIlzIU64KdCkHq2eN+A6LAO8zjnYgYACtKQP5CcMqJN352amoqc/CIMSEoBKAoMOGSeP4eYiHBcPXO6eLStdb4k+vsjeUwyNFp/NNrG7sZmMxqMFpRX16OovAoWowERSgkGxkYiMshf7JMFswkt4ZXZ8sXZe/gjKaRl7ItuJ1/C/DXIz8uDMi5SbJPm2lJEx8RgULBNzSvMF4MDlZ32oSG2eTLFR4OiaVAch4Za6/xWp5S1rXfnWve1oQ73/L4zFblFZYhLSIKZp8BzPLKzsxEcHIQRw4eDsp3Toyigvq4O2dnZ0DfUI0CrwYhhQxAZFtzmeGRLe2x/vp967hiUlsY2c2BFbbbDHLh12Xa05hsRru60ffuEh2DR/L+01GXbusDf3w+AXrxPIpHAZDJZjw/Cus7mwUMmk7Y5GshaWJiMzbBYWEgkDNQKJRiJ4z08ALPJgmajERzLQiKhoWx1XwNrQnNzM2Q0IFRtM2uGXGbVSrfHYrGgqakJFosFK+68FSzL4sPPPkdsbBwqysuxd89uoLkROoUEzSYjONtxUYVcDplUIgq5AKtMwMSZoFKpoGQAChJUVVWhrq7ObWGSyWSCTCbrdTMhVxr9TrOruLgYERER+OOPPzBx4kTx+tNPP429e/fiyJEjbZ5ZtWoVVq9e3eZ6X9TsEsir0uPgpapuh9MfvKls2vQ9GIZBfHyLanNWVhZYlsXSpTf0WLwt79ux5lRvhecq5/48gj1bvoN/zFBofH1RUZiL5poSLL3/aQSHhLRKm2fK1tUy8/R9rtJbZeG+R52O0+f+fd33rvb9pu9BM1JEx8aB462CrbzcHPAsi+uuu1bc1e4ter9sPddf/Pj1F+AaayBlANonGLTG32u8Q3kSV+PsrbHAVfqOR6/L1zZ67l29s+/uK3W0sTgLEQnDUVvf4DX9hbd77HMV4T2qzu6HTCqBNmECOPTs+N2beLJNejpPeqs9els/IIMFsXK9qNkleDLkOA5N+kbwFAWapuHr4+sgoGItLOob6gEADM2A5Wza1K3ucwWzyYTa2lpofHwhlUrb9Z5o72VR39iIUcMSsPGbTbh67rw2Xhbz83Ixalgidh88guSU4QCAutpaxEeFYvOvv2HK1GnY/utW3HbT9fjXf7/DW39/FefT0/H111/jjz/+wO7du/Hggw/ilVdeQVVVFRYuXIjPPvsMWq0WALB8+XLU1tZi7Nix+Mc//gG5XI6cnByHY4w8z2P16tX48ssvUVZWhoCAACxduhTr1q0DYFXIef755/Hf//4XtbW1GDZsGF5//XVMnz7daT4Rza62EG+MAJ599lnU1dWJn/T0zs9NXyl4s0cdV/Hz90dtbS04zqqOLNgt8fP379F4g4KCsGDBQkTHxIBlWUTHxHRrcuHp8Fwl/dSfkMhVSBqahJjYGIwYPwmmxlqcPdtznrVcLTNP3+cqvVUWruazq+lz9T5Pelfz9/dHfW01pBQHpQSQURwaa6sR4K+DhKZ7VdAF9F7Zejre02dOw9KkR9ygBMQMHgZ/lcSrvEN5Elfj7K2xwFW83aNXb7QNT7+rt/fdfaWOctUFCPZVeVV/0VtzTE9z+sxpcBwPX18fKBUKpKQkd6s9enu+eLJNejpPeqs9ens/IJFIoNVqIZNKwfOATCp1KsBqbrZ6NlQqlZDJZVAqlQ7X3YFhGGh8fGxx8pDJZG0EXYCjl0U/f3+o1Rrs/H07amtru/CmEDXVXluzGi+9uBKHDx/GwIEDwTAMLl26hO+++w6//PILtm/fjhMnTuChhx5yeD41NRWZmZnYsWMHtmzZ0ib8H374Ae+++y4++eQTXLx4EZs3b0ZycrL4+4oVK3Do0CF88803OH36NG644QbMmzcPFy92bBOS0EK/O8YYGBgIhmFQVlbmcL2srAyhoaFOn5HL5ZDL5eL/9fX1PZpGb4aiHO20NFWXIkKnQLCKRjMLNFl63gOXp6Bs9k/GjBiO4rxsnE47Cn9/f1TW1IGiGaQkp3Q5bClDQS5lIGMom72nFk8j4ocG4oNiMWlYHHi7c+mCTSLBOxPP27w08dZz41KmxQaN1GYTwnqNQkqkFnNGDxKP3Dl46LPzliTERVOUaFdCCEPKtNhBEewZCZ5TaJsxR+GYBEUB31VmI9ZPi6EBNMw8YLRIcZjmYawugU4lRWOzxeNlm5KcgoL8fJz8808E+GlRVVMHiqbblJlw34kTJxx28bp6nzsEBQW1USfvChKaglRiLXMZ41h/HOoTBZirixCtkyFcQ8PMAUaWRoBO6zSfXU2fK/d50rtaT5SFJ6ApiIZLoyNCEBs5B0CLrQl7GxMdIbEZsBfalsTW5iRMi701oTzt2xxNUaAitbh61CDwsGvTPG/z8GpNh4XjRLsXgo0nwauUfZveVZULX+gxKNwfSh8d9v5+GhGDRkJfXQ4JbXXoAfSep7PuIB5ztdnyaKiuQLBOAx8ZDR7WdtGbda/F7g5Ee02C/Y+Wcrfrb233maqLEaWTI1Rt9epm5Gj4O2nfvVlmnur3OkMYT+urKxGo84FKak2biep+ffLEO9i3c2mrsdRZH/57VSFidVLQ1bkwG00IiktAsM4HtdWOGvg9VUelNg90LfWwpQ6K/wt2xez7plZ1dmdVPuK0NI421oKvK4ZfVITtPbpWHnXVVQjWaaCT0zBxgBHdn2MK9u/g4b6ndb8j5GHr9i20aedjuZ2NUKrt/RQF7K7KQYzChAadD/SNjQhWsAjXKdv03YDnxu+uYj9uCsa/aft8EuweUc7zQLg/McwHV6UMAGeb21pY5/NlYQy2n9MK4584d47UYu6YQWAoymF+3DIHB7ZXFyFSJ0eg0uoB29ROX9sT7ZGmALlUsKvpvB3OmTQa/8lJR8axfQgIDEJFVQ1ktATjRg0HQ1vtmrkTl4xpcRolEcvJsSyE+NuWFcBZTDBWN0EtYyBXSGxH/CTwVcqglAI0IwFNW4VCvM1yPw+g0WKGjKYgsdm25WHV8LJY2PaS3C4URUEukUCn00JiJ1Szt9UF8GAtZkhsdmilEgneWfcPPP3kY/jm639j+IgRmDRlKq5deiOGDkt2Fk0bZHLr8dcVjz+JcePH2ez6AgqFAs3NzfjXv/6FiIgIAMAHH3yABQsW4O233xZlDmq1Gp9//jlkMpnT8PPz8xEaGorZs2dDKpUiOjoa48aNE3/bsGED8vPzER5uPSr+1FNPYfv27diwYQPWrl3rThZesfQ7YZdMJsPo0aORmpqKJUuWALBKxFNTU7FixYreTdxlRCljEBuggoRpK+iQ2AYHhrEa93UwbitxVPa7EKlCWloaBk5IAMMwYFkWuftPY8jw0RgZrRO9OdU3mR2MRVOU4DXEaiRVI5cgM1SJjDMnMWJMLORSBgYzi+yyDAwdOhwJoRo0Gq3eDhubLQ6DuYCUoaCyeSBR24wuqm2eFOU2I/qtDcFaicKcwVps2bIFBQUFGJ8UhfkLFiAqJg5Gs723GhbNZquNGp63GnmVS2jRvpFcwohGPlvC7v8opTTMTY1Q0BzUDANOwkEKFgN9WMxPtnqMKzgoxbGTZxA/IhYWnoGJ5XC+Mh+DBiciyl/p4DXNbPvL89Z6qpQyYl1R2pwAqJJDMWewL37f9isKCgowwVZmkdFxMFk4GFnWakdogD+SQhTYtWc/SsrKERcfhokTJyE0LBw8z4sTp3BdFAJvXIIjR4+isrIKiXGRGD16DEJCQmzulXnRODUAUVAolzBQSGnxr1AX7P8ytNUGmBAXLxjh5K0TK0EwaRU8CgbbrW1Qyrh3ZO9YpA/S0tIQO2GI2B4vFJ/A+FGjsSA5DI0mqxe8RqNF9BwJADKJEB/t8F3KtAhihEkOANHGhPB/TpgcZ06fxpBRseAoBkYzi8yKHAxMSEKEnxJNJhYhATpcyi3o0Hsi0LLZ38WBAAEAAElEQVTz2pmtuI6QMpToPEMhpaG0fZdLaIcJtr2gocXQqdA/2AyQOvQVrmE/ceZ43uZWm3K7PHuS5Ch/ZB4pQ2SAD3x91dhnbgJKMzBx5EjcODYKzWaro4GLBxQ4dS4TQUlx4CirB1JDVSkGDBwIX6XE6kiDtbZZoVtmaEAps/a9SlvbVdnacn64DGdO/Inx4611pcnMIqssE0OHpiAh1Ed0BmIwWdBsbpmxyyW0zcuqXXhCfyCVQC6lxT6+dR7n75MjLS0NyRPixXaRt+8kho0cjamDAkVPWJF+SvgqFuPQsROorK5xqHuUzUGD9S8lujGXMC39gMI2BsglLXVPqHcyCW0TFLhfnwT+jNQgLS0NAyYkiu9x0da+/zIs1NquTRacCtbg3IUsKAbFgQMNSzttzRkMDTF/hfE5I0SJjHOnkTw6FjzNoMnE4kJ5NgYOGYpwnUL0ROzMIYRA640yKUNDKqFtRrLtnVTYfpdQDv/TNJzmX/FBGdLS0jBiwoCWst1/CkOHj8bkgQFoNFpEpxl6owUGIwsLx7fMF2TWsmrx4ttSv2QM7dh32/4K13jbQpmy9Scyu/mUu+38UJQv0tLS0NTkB7PZjMEp8UgvPoWrRo/GdaMi0Gib++ijtIjWXYc9Bw+j3DZWjR0zBmFh1rFWiFXsqylAQjsfm+z/emrOMjxKh8OHDyM0JASmmhIk+Fhw3vYe146MEMtBLA8zCxlDi2O9MN4rZAxUUgYVh6VIS0tDkl3bzT9wCsNs5as3srb2ay3nZjMLhS0coX8QvueHy3Dm5J8YNz4WEgkDk4VF/oEzGD58JMbF+Yt9j97WjppMLDje2sbF+iGViN8VUuscU+nhPOyMYVEB2Lt3LyIiIlAvoeBrrgVffA4TR4/GjWOj0GRX3xttH47nxfYkbLAI47t1/D6FlDGxAM2g2cziUvlFJCYlY3CIBs1mDk1ma942mVlYWKtXW6GtKKUMVHJrPqtlEihktLUNSZk+OxcebZtLDbbra7OKT2DCqNFYODwMTSbW+onWIc7/euw98AdKKyoxNC4C48aNQ1h4mF1bpBzaJUNZN8Md1g+2sUIhYdqss5wyOAhjIh8Q1y0jhkVh4cKF4rFGi82Tt+hx08yBogCZsFaRtKzrPEFzczNy6mibUyW7Y4oUIGUYMAwNxklcShmDpqYmyGg5KMpqg9BkaYJSqYRWKXPsb222cx023+0EpRzLgmVp+Crb2gVzSKuMhsFggEptjfOGaxdh6qRxOHXqNDIyzmP79u344L13sP6jTzDlqqsAWMvMKnwE5Db7X0oZY7X3qLIqw0waOwrgOahUKlGjLDo6WhR0AcDEiRPBcRwyMzNFYVdycnK7gi4AuOGGG/Dee+9hwIABmDdvHubPn49FixZBIpHgzJkzYFkWgwcPdnjGaDQiICCgs2Ij2Oh3wi4AePLJJ7Fs2TKMGTMG48aNw3vvvQe9Xo8777yzt5N22Qj2USDYp/tndRcuXIgTJ07gxx9/REREBIqKiiCladxyzTzE2xtZB8QJhDAgth4E1UvmYs2Zo/j155awVDSN5dfOQXyMo2qusBAzWThxUu7SANEO8fHxeOyxx9pcV0gZANIuh3sl4OPjA7PZjG3btiE0NBSlpaXw8fFBcHCwKNhYsmgBzpz8E/t/bSlbP5rGg9fPQrwTg9iuoBs8CEMGty0zpcyxzAYEDcXVY4d2HmBCMP46Y3iX0uItCO1x/fr1GDp0KGpqakDTNBYvWgitSgqtqmfq8s3X/AUXTx9H6paW8tXSNB64frZYvoOU07FmzRoUH8xFSHgkiktLEUgzuHf+zYiMDnTYXbVE6zBr5EBRUCRotrSn8UTTaBFuSWhIPDSB6yqCEM2bWbhwIb777jvs378fISEhqK+vh4+PDxYuXAigJT9vWzIPOWeO4dTOH8SyDaJpPL70XsS3Mp4taI52NIG+YfF8ZJxKw08/tdQVtdjP+zncy3I8jBYWCkn3Fk3OxikJTeOGxfMR5e/o7eiqwUG4c/ZIcBwvTqq9BWfvQdM0rlm0EH5qGfzU1gnzfdfNxpo1h5C9t6XMImgaz95wG6JjI1tcpdsElcJCWFjAt0Z97VysOXsUv/3SEq8vTeP+62YjPr7FQYuZ5WCwLQJpGi1CLScbZT2ZJ1Kaxk3X/AUxAWqnz1hYzuU+gu7IW60HEd7jxIkTUCgU0Ov1oGkaCxcuFNtioMa6qBoanoxrp7imdXC5WbhwIfbt2weetxrq/t///ie+h9ImTAzykXcekF14zsr3xg7Ktz2c9T0ymsYt1/wF8cGaNvcLwszeHk9as3DhQuzYsQP5+fmQSqX4/fffodFoxL7b3XwWxu/tdnNvDU3j7muvRnxs22NxrM1Yd3+mvb528aKF8FVI4atomUsNCRuGxZOGXfY0trduAWDVJGVoqF1var2Cj48PmpqaUF9fD4lEAovFIl4X5ngdegzvAlqtFgaDAbW1tZBKpTCbzVDI5VhyzWIobroRq1auxD333IPXXnkZ+/fvB2D15uqrtJZ5U4N1U0fGMLaTMNb+ITY2Fjqdzu30qNUd92NRUVHIzMzEzp07sWPHDjz00EN48803sXfvXjQ2NoJhGKSlpbUR8Gk0bfs0gnP6nYF6gfXr1+PNN99EaWkpRowYgXXr1mH8+PEuPVtYWIioqKg+baDek2RlZeFf//oX9Ho9oqIcdxe6EpawU9HdsAiXhwceeAD33HMP9u/fj+LiYoSHhyMxMRFHjx7Fc889B6nUOkCQsr08ZGVl4cEHH0RYWBhGjhyJRYsWXZZ8dqV8SR3wLu644w4MHz4cpaWlaGhowIgRI3Dfffc5eOkCPF9uvVEP+kvdy8rKwueff47a2lokJia2+x79ocxcxZvT5g5ZWVl4+OGH0dzcjCVLlly2vtvTfPzxxzh37hzOnDmDxYsX45prrvGautdf6sorr7yCxsZGFBQUQKvV4oknnsCgQYO6HF5/yRdPQvLEddozes6yLGpqasAwTLvaVkaj0erR0OaJ0MfHx8F0kKuwLAuWZeHn59ehZpeQ3rq6OjFOrVbrkO533nkHa9euRUFBAVQqFbZu3Yr58+cDAHbs2IE5c+Zg9+7dmD59Ovbs2YMZM2agpqbGQdi1atUqvPLKKw5HDH/77TfMnz8fRUVFCA0NFQ3Ub9682SF99gbqW5OZmYnExESkpaVBo9EgISEB+/btw9SpU13KJ2Kgvi39UrMLsBp0u5KOLfYkAwYMwK5du/DDDz8gODi48wc6oKOdCoJ3wvM8oqOjcffdd4vXOI7Dpk2bROOZACnby0V8fDxYlsWUKVNw1113dTroezLezsqX1AHvoampCTqdDnfccYfoAejHH38Ey7JthF2eLrfeqAf9pe7Fx8fD19cX4eHheOihh9pt3/2hzFzFm9PmDvHx8YiJiYHFYsF9990HlUrV+UNeSHNzM2655Rao1WosWLCg2wICT5Zvf6krBoMBy5cvR2VlJY4dO4a4uLhuhddf8sWTkDzxHPZrgdZIJFbnOEFBQeLcQ/Ck6Kk4WqNQKKBQKFBVVYUbbrgBd911F1JSUuDj44Pjx4/jjTfewDXXXAOlUokJEybg73//O+Li4lBeXo4XXnjBrXiWLVuGt956C/X19Xj00Udx4403tmsj3Bn//Oc/wbIsxo8fD5VKhX//+99QKpWIiYlBQEAA/vrXv+KOO+7A22+/jZEjR6KiogKpqalISUnBggULXI7nSsa7dHcJXklJSQlMJhMOHjzoVmdD6PuwLOv0mA9t85rX3NzcC6m6smluboZarUZRURFpj4R2EXYWhfYbExODgoKCLk0yCZeXwsJCnD17VjzyQegf6PV6KBQKyOVyNDY29nZyukxBQQHCwsIwePBgZGRkkHGoB6iuroZOp0NoaCjKyspIHhO8EoqiwDCM9UiwTfPK2aempgYGg6HDezr78DwPhmHcMj2g0Wgwfvx4vPvuu7jqqqswbNgwvPjii7j33nuxfv16AMCXX34Ji8WC0aNH4/HHH8crr7zicvgDBw7Eddddh/nz52POnDlISUnBhx9+6FYe6nQ6fPbZZ5g8eTJSUlKwc+dO/PLLL6JNrg0bNuCOO+7A3/72NyQkJGDJkiU4duwYoqOj3YrnSqbfanYRPMeFCxewZMkSHDhwAAsXLmyjFUDov1RWVsLf399pmcfFxeHixYsYM2ZML6TsyiU/Px9jxoxBcXExmQAT2kXw8GPvgUsqlYoLboL3wrIszGYzjEZjl457ELwT4biLyWRCfn5+tzXle4vGxkaoVCokJCTgjz/+EG13EjwHz/OgaRqBgYGoqqpCP7U4Q+jj0DQNrVbbYf3keR4KhQIymQw6na5bdjIpinKrr5HL5Xjttdfw2muvtXvPkCFD8Mcff7RJs8D06dM7fL8HH3wQDz74oNPf/vnPfzq9npubK35fsmSJ6FDPGVKpFKtXr8bq1avbvYfQMWR0InRKZmYmxo0bh8rKSphMpt5ODuEyUlpaavNU1nZwSkpKwrlz54imyGVGOItvNpuJsIvQLoL2hX3bTUxMxJkzZ8jCyYsxmUxgGAYDBw7E2bNnezs5BA+Sm5uLiIgIREREoLCwsM/334MGDUJWVhaZA3gYs9nssEnBcVyfryveCsuy+PPPP8mY2A1omhZtdjn7cBwnOrrq7N7OPkSofuWQlZWFF154AbfccgvKy8sBANu2bcO5c+fcDovUGkKnXLx4EbGxsRgyZAhOnz7d28khXEZKSkraFXYNGzYM586dI5Owy0xOTo7oOIMsMgjtUVhY6KDZBQApKSk4ffo0abNejKD9M3LkSBw/fpy08X5EXl4eIiIiEBUV1Wc1c+vr66FWq0HTNBQKBYxGo0feY8eOHaSu2ygrK3Owb0RRFMmbHqKoqAjvvPMO2cjvQUwmE5RKJcxmc28nhdBH2Lt3L5KTk3HkyBH8+OOP4rH/U6dOYeXKlW6HR4RdhE5paGiARqPBlClTsG/fPmJH5AqipKQEgYGBTndTgoODUVFRQSZhlxlBO8DPzw+VlZW9nRyCl1JSUoLg4GAHQfXQoUORnp5O2qwXIwizU1JSSFn1M/Ly8hAWFiYKu/qiNklBQQHCw8PFOYGvry+qqqq6FaZer8fTTz8t7t5f6QgbFULf7evri5qaml5OVf8kNzcX+fn5pJ/tQQSPiBRF9UkBf3usWrUKJ0+e7O1k9EueeeYZvPLKK9ixYwdkMpl4febMmTh8+LDb4RFhF6FDhCMVFEVh2LBhOH/+PBF2XUEIO4zONLsoioJCoejThnb7IjU1NaK3toKCgj65YCL0PBaLBRKJo1lOlUoFo9HYb/twg8GA//znP3164ZKdnY3IyEio1WqYTCYYjcbeThLBQwhGx4ODg/us0XFBYCfMCQYNGoTz5893axw6ffo0QkJCcOTIkT6ZJ56moKDAQSs3NDQUxcXFvZyq/kl+fj4sFgvq6+t7Oyn9FpPJBKlUCoVCQZxaEVzizJkzuPbaa9tcDw4O7tImPxF2ETokNzcXUVFRoGkaNE0jICAARUVFvZ0swmWitLQUgYGB7RqUTEhIwLlz54jA5TJDURQiIiL6rHYAoWfheR48zzttt5GRkcjOzu6FVPU8GRkZ2Lx5c58+LiFodlEUhUGDBnXJPkV/pT8IQmiahkQi6bN2mPLz8xEWFiYKYhISEnDhwoVuvUtaWhruuOMOHDt2rE8Lqj1Fa82ukJAQlJSU9Mn64u3k5eVhzJgxyMnJ6e2k9Am6UgdNJhMkEgkUCgWamprInLWH6Q/5q9PpUFJS0ub6iRMnEBER4XZ4xBsjoUMyMjIQFxcnTmwmTZqEvXv3Olwj9F+am5s79NwmGKmfMmUKGIa5jCm7MqmtrYVGowFN04iIiMDRo0eJJyxCG6qqqtr1epScnIyTJ08iKSmp39WbjIwMFBUV9elFYU1NDbRaLSiKwsiRI5GWloaxY8de8f2ryWTCHXfcgX/9618Oxxr6Co2NjVAoFGKbpGkaZrMZSqWyl1PmHvn5+Zg2bZr4HgkJCdiyZQtYlu1yHU1PT8dzzz2H33//HSzLQiqVejLJfY6ioiIHza6wsDBkZ2eTsb4HKCkpwbhx45Cfn4/x48eT/G0HmUwGmqZRXFyMoKAg8ViiK5jNZphMJtA0jcbGRtHmH8Hz8DyPiooKUBTVp/vRm2++Gf/3f/+H77//Xjz+evDgQTz11FO444473A6PCLsIHXLhwgVMnTpV7JgmTpyIl19+GbfddlufnHAS3KM97RCBIUOG4JdffunWRJfgOrm5uYiMjBSFXX3VyDGhZyksLHTQvrBn+PDh+PLLL8GybL+bcGZmZiIuLg6VlZWIjo7u7eS4jbAjK/S5w4cPx+bNm0n/CuDSpUvIyMhARkYGUlJSejs5blNQUICIiAixzQUGBqKsrAy+vr69nDL3qK6uhp+fn1hHdTodGhoaujwOCV6FZTIZAgMDUVRUhPj4eE8muc8hCAQEQkND8ccff/QLjQ1vw2KxIDo6mmwcdgJN04iLi0NJSYnbR2qrqqrQ1NQEiqJQXV0tfif0DBRFITIysk/PGdauXYuHH34YUVFRYFkWSUlJYFkWt956K1544QW3wyPCLkKH5OTk4OabbxYHAI1GA5Zl0dDQgICAgF5OHaEnsVgsnQ78Wq0WjY2N5OjBZcL+iJO/vz9qamqIsIvQhoKCAge7OvaEhoaivLy8X2pQlJSUYOTIkcjJyUFUVFSfm1ALWl1Cv6tWq2E0GmE0Gq/4zaVz585h8eLFSE1NxdChQ/vcRD4nJwcRERFinYyIiEB+fj4GDhzYp+opz/Nt5gUymUzUXHOXjIwMxMfHg6ZpjB07FocOHer2yYGmpiZ89NFHePTRR9vYLewLtN5kDA0N7bM23rwZi8UCiqIQHR2NH374geRvJ8hkMkRHR8Nisbg856+pqcGmTZtw9913QyaTYePGjXj00Ufh7+/fw6m1HrlcvXo1nn/++Stq/JRKpX1ufGyNTCbDZ599hpdeeglnzpxBY2MjRo4ciUGDBnUpvL43ChAuK2azuc2CaPTo0Th8+DDmz5/fpyZpBPeoqKhAQECASwKvyspKREVFXaaUXbnk5ORg4sSJoGkaFEWBoiiy20toQ0FBQbvHFCmKglqtRnV1NcLDw3shdT0Dy7LijmZeXh44jutzEz5BmG1fbgMHDkRGRgbGjh3biynrfdLT07FkyRKsW7cOFoulz5VtXl4ehgwZIpZtRESEeOS2r7xLc3OzUwH5gAEDkJmZicDAQLfDTEtLw7Bhw8AwDMaNG4f3338fN910U7eEXQcPHsQ333yDm266qUv2XXoTIY/t59YKhQJms5mM9R6mtLQUwcHB8PX1hcFgIMIuFxCOx7m6UVZaWgofHx/I5XJIpVKEhobiwoULDkehe4ri4mJs2bIF99xzT5eFJITeJSoqStTuOnPmDGpqauDn5+d2OERfk9AudXV1on0ge6ZMmYIDBw70W49eBCslJSUdGqcXSEpKwpkzZ8hE7DKQn5/v4PZdIpGgqampl1NF8DZaGzhuzdChQ3Hq1KkebbOX23mCcEwsJiYGBQUFfXLhkpWV1UbYJdjtutK1Z4uKihAREYHg4GDk5ub2dnLcRjDsbq/Z1deOobd3PHrw4MHIzMzsUh09efKkKAQMCAhAbW1ttx1MpKamYvny5fjtt9/6VP4C1n4zJCSkTd/N83yfexdvJy8vT9S25HmerGl6gNb93pAhQ3D+/PnLUpezs7MxcuRI7N27l7SdPsbjjz+OL774AoB1I3PatGkYNWoUoqKisGfPHrfDI8IuQrtcvHgRsbGxbSY20dHRKC4u7tMerwidI+x6dSbsGjJkCNLT06/4xdjloKmpycGgcWhoKPGOSmhDdXV1uwbqASAlJQVnzpzpsTbb0NCAJUuWID8/v0fCd8b58+cxYMAAxMTEoLCwsE9Obp1pdo0YMQKnT5++ovtX+3efMWMGdu7c2efyw97xAGD1itrXvOm29sQokJiYiIsXL7rd5nieh16vh1KpFPMlNjYWmZmZXU6jxWJBZWUlFi5ciIMHD/a5eWpBQYHTjQqZTAaDwdBLqeqf5ObmipuHAQEBKCsr6+0k9TsKCgocNmiHDBmCjIyMy9J/5+Tk4LrrrsPRo0eJILOPsWnTJgwfPhwA8MsvvyA7OxsZGRl44okn8Pzzz7sdHhF2EdolMzMTAwYMcKpOPnDgwC67RLdYLNi1a1efXIxcSQiaXZ0dJxAmun1t8dHXcNZewsPD++zCntCzdNRuExMTceHChR5rs1u3bsWMGTPwww8/XLZ+QRivlEolTCZTn2wTzmytaTQaNDU19blFuyfJy8sTDe6OHTsWaWlpfW7x0trWlUajgV6v71P1tLWWhkBYWBhKS0vdbutCudrny9ixY3H06NEu9xvCsUiVSgWdToe8vLwuhdNbtKc9FxISgpKSkl5KVf/EXlM+JiYGubm5fUr43BfIz8938CwqOLS4HPOC7OxsDBw4EABQX1/f4/ERPEdlZSVCQ0MBAL/++ituvPFGDB48GHfddRfOnDnjdnhE2EVolwsXLjjV7AKAyZMnY//+/V3qsDZv3oxXX30V6enpnkgmoYcoLS1FUFBQp5pdcrkcJpOJCLt6mLKyMgQFBTm0x8jISBQVFZEJGkFEcPHdEVKpFBzHwWQy9UgaUlNT8cgjj+DEiROX7ZjtpUuXEBUVBZqmQdN0nxQOmc1mp4Z04+LiuqXt0tdJT08XjZjLZDJotVoUFhb2drJcprGx0UF7yZ6+Juyy19IQoCgKNE273Z8cP35ctNclMGrUKJw4caLL84mdO3di0qRJYBgGV199NbZv396n5iaFhYUICQlpV9jVl+qLt1NUVCSeXoiOjhZtPRI8R319fRuPs2q1GrW1tT0et3A6ZezYsThw4ACZJ/chQkJCxBND27dvx9VXXw0AMBgMXbJxSYRdhHYpLS1t12bT8OHDcebMGbd3V5ubm7Flyxa8+eabWLduXY8ttgjdp6yszCWbXYB1Z/dyHlm6EsnNzRU9MQrYGzkmEACrRmZwcHCnAq/4+HhkZGR4PP4LFy4gIiICMpkMEydORGpq6mWZZJpMJlFQFBIS0ueO95rNZjAM47S/HTlyJI4fP96nFu2eJD09HQMHDhTr9LRp0/qUdnh+fj4iIiLatEmVStWnNA462gCLjo5GTk6OW+GlpaW18aypVqthNpvR3Nzsdvp4nkdWVhaioqJELcDjx4/3KS3A9mx2hYWFoaSkhCzYPYi9A66+bOvRm2ntWRQAEhIScPbs2R6vy4I27dSpU3Hw4ME+1Q9c6dx555248cYbMWzYMFAUhdmzZwMAjhw5gsTERLfDI8IuglN4nnfaSQlIpVJotVq31aq//vprLFq0CNHR0YiPj8fvv/9OBm8vxX7x2BmCkXoyUeg5srOz2xz5CA8PJ7u9BAcEGxmdCalTUlJw6tQpjwtQfvjhB8ydOxcSiQQLFy7E1q1be1zLqra2Fj4+PmLbiI6ORm5ubp9qF+0dXwKswq6eKKu+QmtbZpMmTcLRo0f7jPZebm6uaAjbnoiICBQUFPRSqtyHZdl2d9UHDRrktuHpyspK+Pn5tcmXIUOG4OTJk26nLyMjAwMHDhTTKJVKERMT02WTG72B0WiEQqFocz00NBRlZWV9qk/zZgTvvfY29MjGoWfR6/VQKBRO2/f58+d7dDzT6/WQy+WgKArh4eEoKysjyhXd4B//+AdiY2OhUCgwfvx4HD16tN17p0+fLrYt+8+CBQtcjm/VqlX4/PPPcd999+HgwYOQy+UAAIZh8Mwzz7idfiLsIjhF2F3qSDtg4sSJOHDggMuDQ11dHQ4dOoTJkydDKpVi2bJl+Oabb9DY2OipZBM8iDtCyKFDhxIj9T2MsGCyb5NyuZy4JCc4IHhi7EyzKyUlBWfPnvVomzWZTLh06RIGDBgAiUQCnU4HnU6HixcveiwOZ7S2LykcSelL7ULwxOhMSOnr6wuDwdDjO9NVVVVel2eClzR7V/cKhQJyuRzl5eW9mDLXsTeEbU9fsrlosVgchAOtcdd2Z0VFBfz8/Jz2U4LdLnfr+44dOzBp0iRIJBLx2ty5c7F9+/Y+o9XBcZzTNhgeHo7S0tJutc+zZ8+iurq6O8nrN5SVlTloQEulUlgslj7RFvsKwgaOM2FXZmZmj+Z1a3uAiYmJOH36dI/F15/59ttv8eSTT2LlypX4888/MXz4cMydO7fd8ffHH39ESUmJ+Dl79iwYhsENN9zgVrxLly7FE088gcjISPHasmXLcM0117j9DkTYRXBKZmYm4uLiOlwwTZo0CYcPH3Z5EvH555/jxhtvhFQqBUVRUKlUWLRoETZs2EAGGC+joyM1zoiNjUV+fj4pxx6kqKjI6fEGAH1mIk/oeQoKCjrdqAAAPz8/1NfXe1TYtXv3bkycONFB++Paa6/F999/36N1VPDEKLxzbGxsnzuS4swToz0xMTG4cOFCj8VfUVGBxYsX92gcXaG9o3NXXXUVdu/e3SfKWLB15Uyzq69okwj2b9qrn7GxsW7ZPDp+/DiSk5OdhpecnNwlzY9Tp04hISHBof9JTk5GRkZGn9DqaGhogEqlcponWq0WdXV13aorX331FT755BOyKQmrMKR1m5RIJDAajb2Yqv5Fe95bNRoNDAZDj9ZD4SSEUL5Tp07Fvn37yFy5C7zzzju49957ceeddyIpKQkff/wxVCoVvvzyS6f3+/v7IzQ0VPzs2LEDKpWqU2HXunXrxOPr69at6/DjLkTYRXCKYJy+I0NwWq0WTU1NLhkgLisrQ3Z2NoYPH95m1+3kyZN9SpX/SqCiogIBAQGdLpgFhHrSFTsbBNdo7wiJTqcju7UEkaKiIqeu653h5+fnUXfrW7ZswYwZMxz6+KFDhyIvLw8NDQ0ei6c1rTdnQkJC+tyRn86EXSNHjkRaWlqPLBB4nseaNWswZ84cnD171qvyrbW9LoEpU6b0GTssNTU18PX1bdMmIyMjUVxc7FX53R7tCewEJBIJOI5zuTyc2euyD0sqlbplz6ygoAChoaFtwqMoCkOHDkVaWprLYfUWQt/trA8Q8r07ml11dXW4dOmSR/v8voozbcvw8HBie9aDtCfsAqzz1oqKih6Lu/V4OmzYMKSnp/eJ8aKnMRqNqK+vd/i0J+Q1mUxIS0sTbWYBVk/fs2fPxqFDh1yK74svvsDNN98MtVrd4X3vvvsu9Hq9+L29z3vvvefai9pBhF0EpwjCrs4WTCNGjMCRI0c6HYD/8Y9/4K9//SskEolDmDRN47777sO6detIJ+RFlJSUuOSJ0Z64uDhcunSpB1N15WIymdq0HYGIiIjLNkH7+OOPiUDTy2lubnZq88UZycnJOHnypEcW2yUlJZDJZA62swRmzZqFLVu29NiivqqqysH2D8Mw4Hm+TwgRBFq/Q2tGjRqFkydP9oiw67///S+GDRuGq6++GhkZGV6Vb+fPn0d8fHwbIYZGowFN031G0O9swRccHIyKigqvOzrqjI4WrgJBQUEoLi52OTxnRzsFRowYgWPHjrmcN6mpqW2OMArMnTsX27Zt8/o5ZkFBgdNjXwLd8TJrMpnAMAyuu+46bNy48YrX7nJW/6KioohHRg8i9BnO6nNiYiLOnTvXY31fa2EXwzAIDAzsc45reoLXXnsNWq3W4fPaa685vbeyshIsyyIkJMThekhICEpLSzuN6+jRozh79izuueeeTu/NyclBQECA+L29T3Z2tgtv6QgRdhGcotfrodFoOhV2TJ06FQcOHOhw4MzOzobBYEB8fLyD3Q2BpKQkSKVSHDt2rNvpJniG4uJit4VdSUlJHrcBRLDSkfHq8PDwy6IdwHEcvvzyS+zZs6dPLM6uVNwpm5SUFJw+fdojbXbz5s2YO3euU02NOXPmYOfOnT1ylKi9I9dyubzP2YPsSJCg1WrR2Njo8QV7VlYW9u/fj0WLFmHw4MHIzc31qj78woUL7ZpUmDx5Mvbs2ePVi1PhaJqzsZRhGHAc59XpF8jLy+tU2DV48GCXhKWNjY1QKpUdhjVu3DgcO3bM5bp46NAhDB8+3Gn/M2DAABQVFbl0CqE3KSwsbNdUAWA9HtRVbZicnBxER0dj3LhxyMjIQGVlZXeS2udxltcxMTHEHIcHKS8vb3cdkZSU1KN2fvV6PVQqlcO1SZMmYe/evVd8+T777LOoq6tz+Dz77LM9EtcXX3yB5ORkjBs3zuVnzGYz4uPjcf78eY+lo0vCrqamJofKkpqairfffhu//vqrxxJG6D0ELRJXiIuLQ25uboe7Tf/4xz9w++23OxV0Cdx///1Ea8SLKCsrQ2BgoMvHGIEWNeErfSDpCTo64nS5vAgVFBRg/Pjx2Lp1q9fvkF+p1NfXQ61Wu9xuBwwY4BGvhRzH4ejRo0hOTnY6digUCsTHx+PEiRPdiscZwiKu9TtHRkYiNzfX4/H1BLW1tS5tLkVFRXlUe9ZkMmHt2rV49NFHIZfLIZPJwLKsV7Xv5uZm0RNTa6ZNm4b9+/d7VXpbk5+f38axiD00TfcJe1KuHI9OSEhwyfD0yZMnMWTIkA7NZMTHxyMnJ8elsq2qqoJKpRLtwTpj3Lhx2L9/v1dv1HR0jBGwemQsLi7u0jtkZGRgwIABYBgGN954I/797397lVD7cmM2m9t4GyfCLs/C83y77TEhIcEthxbuIJRf67gnTpyII0eOePV4cTmQy+Xw9fV1+LQ3xgYGBoJhmDZHn8vKyhAaGtphPHq9Ht988w3uvvtut9InlUo9LgvokrBrwoQJ4ln61157Da+++ip4nsfHH3+Mp556yqMJJFx+srKyEBUV5dKCiaIoxMbGtmvU9vTp09BoNAgLC+tQgBYQEIAJEybghx9+IAONF9CeUeCOCAkJQXl5+RU9geopcnJy2l0wRUREXBbNroyMDIwZMwYWi4XY/PBSioqKOtW+sIemaUgkEhgMhm7Fe+zYMaSkpLR71BYArrvuOvzwww9dPobTHq2N0wtER0f3mYVLdna2S2OuYLfLU++0fv16LFiwAAEBAeL4HBYW5jV2awQhYHv5otVqYTKZetQeXHcRbAO11y6Cg4NdOg7S2xiNxk6PRw8aNAhZWVmd1s/jx49j6NChHdZ3iqKg0+lcGmv27NmDiRMndjjHnDNnDn7//XevXuh2Nu8Sjg51RdiVmZmJ2NhY0DSNiRMn4syZM33mCLCnaU8YEhQUhMrKyj4xZng7ZrMZNE23W5cVCgVMJlOP5HVZWRmCgoKcGsbnOM4tW4BXOjKZDKNHj0Zqaqp4jeM4pKamYuLEiR0++/3338NoNOK2225zO96HH34Yr7/+usf66y4JuywWC3Q6HQDghx9+wPbt2/HUU09h8+bN+P333z2SMELvceHCBaeLh/aYPHky9u3b10bIwfM8PvroI9x6660danUJ3Hjjjdi2bdsVOwB7E6WlpQgICHBL2EVRVJ88OtQXyM3NRUREhNPy8Pf3R3V19WURdsXHx2PevHn4+eefyYTQC8nPz3fZOL1AQkICzpw50614f/zxR8yePbvDxWZ0dDQaGho8bpQ2IyPD6TG3mJiYPmN/RdDc7KzcBLtdnpgAHjt2DOXl5Zg8ebLDrm5iYqLXaOieP3/eqXF6eyZOnOjVR1MEr2/tvUN4eDgKCwu9WuOI53mX0qdUKmE0Gjvd8BLGko40uwBgzJgxOHLkSKdlu3fvXowePbrD/ickJASNjY1evdC1WCwdvkN4eDhKS0u7VNdzc3NF7XCaprF06dIrVrurvZMLwv/e2pf0JUpKSjr03gpYlRxctfHnDh2Np2PHjsUff/zh1f2tt/Hkk0/is88+w1dffYXz58/jwQcfhF6vx5133gkAuOOOO5weg/ziiy+wZMkS0Q6XOxw7dgw//vgjoqOjMXfuXFx33XUOH3fpkrArJCQEf/zxBwBr5yuc/faG3TXBqLr95+9//3tvJ6tPkZmZiZiYGJeFXaNHj3Y6AT9w4AAGDhwIPz+/Tic1gFV18bbbbsNHH310RQ7A3oTZbG5XrbUjBg8ejPT0dDKQeJiKigr4+/s7HbyFfq6n8/zSpUuIjY3FlClTcPjw4T5x9OZKo7CwsMNjMM7ort2u+vp6NDQ0IDg4uNN+fsGCBfjxxx89upiwX8TZExMTg4KCgj6xcOnME6OAn58f6urqui3sqq+vx/r16/HAAw9AJpM59CtDhgzxGiP17XlitGfatGnYu3ev184ZOhN2RUREoLCw0Cvyuz0qKys7dJ5gj1qt7nDDUhg3XDGVMXbs2E7tdun1epjNZvj4+LhkYzY1NdUr81pwqNHRO4SGhnbZy2xrQdqUKVNw8uRJ1NTUdCm9fZmOPIsqlUqvFoj2FTrz3gpYx5pz5855vD12pCndl7z4egs33XQT3nrrLbz00ksYMWIETp48ie3bt4tG6/Pz81FSUuLwTGZmJg4cOOD2EUYBnU6H66+/HnPnzkV4eHgbg/ru4pphplZ8+eWXWL58OWQyGdRqNYYPH44xY8agvLwcb775ZleC9Cgvv/wy7r33XvF/Hx+fXkxN3yM3Nxd//etfXV4wyWQyKJVKVFZWIiIiAoB1Z2TDhg148cUX25yL74iJEyfil19+QWZmJpKSkrqUfoJn6IrwZOjQoTh37hwmT57skoCT4DodtUeJRIKmpiYolcoei99kMkEqlUIqlWLw4MFIS0vD5MmTeyw+gvsUFBRg3Lhxbml2DR06FD/99BNYlu1Sm/31118xY8YMlxavU6ZMwaOPPoq77rqrjfHYrsDzPFiWdRq3TqdDfX29Vy5sW9OZZzp7IiIikJOTg6FDh3Y5vrVr1+LOO++ERqNpU+YDBgxATk5Ou/l6OcnIyMBVV13VqQfAhoYG6PV68cSBN1FbWwtfX992f4+IiBA16bx1zHTFE6OAYKS+vYXu+fPnMWjQIJfCCgsLQ3l5Ocxmc7unAw4ePIixY8e6lHczZ87Eq6++iiVLlrg1L70c1NTUQKvVdth3BwcHo7y83O25WXV1NXx9fR3ynKZpXHfddfjPf/6DFStWuLVB0tcRNOWdvXN0dDRyc3M7tUfkDjzPw2KxeK1AvifIyspCYGAgzGZzu2PwoEGDsG/fPsycOdOjY83FixexaNEimM3mNkItwWOs4DikPyKVSj0+lqxYsQIrVqxw+tuePXvaXEtISOjWBvyGDRu6/KwzulS7YmNjsWfPHqSnp+PixYu47bbbEBER4fKA09P4+Pi41VEZjUYYjUbxf2/QUOtNOlOldsaECRNw8OBBLF26FDRNY8uWLZgwYYJbxpIBq5bKgw8+iA8++ADr1q1z6fgjwbMIDgq6MvlJSkrC1q1bu7xwJrRF8FzV2Y5vcXEx/P39eyQN9fX1Dh7FFi1ahP/85z8YP358ry+ICS2Ul5e7ffxYo9GgqakJFoulSwvAnTt3YtWqVS7VA4lEgjFjxmD//v2YM2eOW+l0RmVlZbsajwJ9YYFhNBpd1qQdNWoUjh8/jiFDhnSpj966dSuCgoIwZMgQp+UtkUjAcRwsFkuXtHs9SV1dHXx9fTutJ2PHjsWBAwewYMGCbtepnqCjNEVGRqKkpMSrtaFd0dIQEIzUT58+3ekc4Pjx40hOTnZ5fhAZGdmhcDc1NRXLli1zKTytVguaplFRUSFuzHoLrmjlSiQSsCzrtgC/PdMk06ZNw6OPPoqampouHTXqq+Tl5WH69OlO8zoqKgr5+fkYN26cRwSAJpMJJSUl3baL2dc4d+4cJk6ciKKionb7DblcjvT0dGRnZ3t0rZeTkwOj0YjCwkKnv4eGhiI1NRXDhg3zWJzeBEVRiIyMhEaj6e2kdJvy8nJkZmYCsI4twcHBXQrHrVVKQUEBoqKixP+TkpK8Uvvm73//O9asWYPo6GjceuuteOKJJzqciL/22mtYvXr1ZUxhz8NxXJc66traWvj4+Lj97KRJk7Bu3Tpce+21sFgs+PHHH/HKK690afEUHR2NqKgopKamYu7cuV45ee3PlJeXIzAwsEv5rtVqodfrkZubi8GDB/dA6q488vLyOj3iJNh9SUpK6pEd2szMTNGTE2D1wlpRUYG6urorapLs7XRVOyQ8PBy5ubluj+eZmZmIjIxscxSuI6655hq88cYbmDlzZrcnuIKHsY4MmFdVVUGtVncrnp7EYrF0aMi3NaNGjcK6detwyy23uD2+FhcX46effsLq1as7FGQJRuqHDBniVviexGAwuFyvZsyYgc8//xxz5871qg0yQXugoz5ZrVbDYDB4tQZiQUEBRo0a5bJm16+//truhtepU6cwe/Zsl8epsWPH4siRI06Fu2azGdXV1QgICHA5vFmzZuG3337D8uXLvUqbqbCwEGFhYS7Vd3frSnt2DWmaxpIlS/DNN9/gwQcf9Kr86Ek6yuuYmBgcPHiwy2soeziOQ05ODhiGQXh4uFvjZF9Hr9cjJSWlQ61WwKqFFBkZ6VEtK4VCgejo6HYdasybNw9Hjx7F/Pnz+92mPM/zqKioQGFhIQYNGtRn36++vh4PP/wwvvnmG3HDkmEY3HTTTfjHP/7h9lFGt1pyTEwMAgMDMWvWLPztb3/Dxo0bcebMGaSlpWHZsmVuRdxTPProo/jmm2+we/du3H///Vi7di2efvrpDp959tlnUVdXJ37S09MvU2p7jlWrVqGoqMjt5y5cuCB6bHGHwMBA1NXVobm5Gd9++y3mzZsHuVze5cFi+fLl2LhxI/R6fZeeJ3SdkpKSLgu7AKsxw1deeYXYPfAQrhivjoiIQFFRUY9pBzgTKsycORPbtm3z6kXalYQwIehKu01OTsapU6fcLssff/wRc+fOdUu7LyAgAHK5HDk5Oe4msw3teWIUiI6ORnZ2tldrzRQVFSEkJMTlsTIgIAC1tbVu2xxhWRYvv/wyVqxYAYVC0WF8iYmJPWJLxR3ccZQj2I71tLvy7pKXl9fucanWeHM/6s4xW39/f9TV1Tl9H47j0NTUBIVC4XI/NXr0aPz5559O67u7WmKA1W7XwYMHPe4VtrsUFBS41A+o1Wq351YdzetnzJiBI0eOoK6uzq0w+zImk6ndjQJP2noUvA0KNoeUSiUUCsUV8WFZFhqNBnK5vMNPeHg4ysvLPRYvz/NQKBQdxjlq1ChkZmZCIpH0ej55+qNUKhEUFASe572uj3OHe++9F0eOHMGWLVtQW1uL2tpabNmyBcePH8f999/vdnhuSSJycnLw+eefY+rUqbh06RKee+45jBgxAuPGjcPPP//sduSu8swzz7QxOt/6k5GRAcC60J4+fTpSUlLwwAMP4O2338YHH3zgcEyxNXK5HL6+vuKnP9j4mjp1KjZv3uz2EY7MzEynO0CukJycjP3792PXrl2YNm1at2wiaDQaLFiwAP/617+8ehLYHykpKenQ/XVnREVF4eabb8Yrr7xCjEB6gJycnE4XTJGRkSgqKuqxtuJM2DV79mzs2rWrx8uY4zjs37+f9AOdIGhkdqXv7oqRepPJhEuXLmHAgAFuH2VdsmQJNm3a1O0jhoLGYUfCrvz8fK+uO4IxXXf629DQUOTl5bkVzz//+U9MnjwZ4eHhnWo/CUbqe/MI6Llz5xAfH+9yfR45ciQOHTrkVYJNQdjVWdlqNBrU1tZenkR1gYaGBre0I+VyudONyuzsbERHR7vVRwna4s4couzcuROTJk1yS9ilUCig0+ncbj89jSD07qyuCCYL3KGj494Mw2DhwoX49ttvvbqf9BTCO7aXzz4+PmhsbPRoXlwpGnMCgvdWV8a0IUOG4OzZsx7L747ssQkwDAN/f/92jzn2dfqD9uCWLVvw5ZdfYu7cuaJsZu7cufjss8/wyy+/uB2e25pdS5YswapVq/C///0PBQUFOHDgAOLj4/HRRx+5Hbmr/O1vf8P58+c7/AwYMMDps+PHj4fFYkFubm6Ppc8bmThxYpc8pl24cKHLwq4pU6bg1VdfxdKlSyGVSrvd4ObPn4/Dhw973W5tf0cQdnVngJ48eTJCQkLw9ddfXxETqJ7ElcE7LCwMJSUlPZbXzrxxqVQqBAUF4cKFCz0Sp0B2djaefPJJVFRU9Gg8fR3B5ktX+t2IiAiUlpa6JdzYvXs3Jk6c2CU1+ZEjRyIjIwONjY1uP2tPQ0MDNBpNu+8cExPTJ4RdrnhitGfkyJFIS0tz+b3Onz+P06dP4+qrr3bJDteAAQOQl5fXq/l2/vx5DBw40OX6NWPGDOzZs8erNlhyc3Nd0ogSjqH3F+Li4pyOC2lpaRg2bJjbfcbgwYNx7tw5h2s8zyMnJwdRUVFuhzdnzhxs377dq+z5VVRUuKRRHxIS4tZYLxyT7ojZs2fj4MGDV4Q2fkVFhUt2Lb2pH+lruOO9NSkpyaMbK0Kf0FmdnzRpEvbt2+fVc4MrmYCAAKdHFbVaLfz8/NwOr9vi5okTJ+L999/HW2+91d2g2iUoKAiJiYkdftrTIjp58iRomu6yUbO+ikQiQWJiIo4fP+7Wc2VlZW4bOBZISEjAtddei9GjR3vEbgZN0xg2bBiOHTvmVbu1/Z2ysrJuHWMErDsLd955Jw4fPux2HSQ40tjY2OmuukKhgNls7pF2YrFYRA3a1ixcuBCbN2/u0YlhWloapk2bhu+++45MTDqgoKCgUwPH7SEYNF2/fr3LC54tW7a47IXRWXzTp0/H9u3bu1ymzc3NnY4zUVFRParx6AlcEWa3ZvTo0Thx4kSnCwSe5/G///0Pb731Fh5++GGXbcbYG6nvLdx1thAbG4vCwkK3N/h6kry8PJe8GArCLm+spw0NDVAqlW7Vz4SEBKcL2LS0NAwdOtRt4ZRgt8s+vPT0dJe9OrZmzJgxSEtL8yqBhquaMGFhYSgtLXV5rM/Pz0dERESHeS6RSDB//nx8//33XlkHPUleXl6nAuiAgACUl5dfxlT1L9zx3hoXF4fc3FyP1TtXN48mTZqEI0eOeFUfQGjhhRdewJNPPonS0lLxWmlpKf7f//t/ePHFF90Oz61Ror1JxKBBg9rsuvQGhw4dwnvvvYdTp04hOzsbX3/9NZ544gncdtttXZIE9nX+8pe/4Oeff3b53G5n6r2dQVEU7rrrLsjlco+pUc6fPx9bt24lHdJlpDsG6u2RSCR45plnsG7dOocOi+A6gjq4q/f2RDvJzc1FZGSk08lySkoKLly4gKamJo/HK3Dy5EncddddOHLkCLHh1wEFBQUuGzh2xhNPPIHBgwdjxYoV2LhxY4dH/0tKSiCTybrkzETgL3/5C7Zv397lOnvp0qVOtZAVCoVoN8Vb6Up/GxQUhOrq6g7zrqKiAk8++STy8vKwZs0aBAQEuCWY7MpRSU9hNpvBMIzbdXnYsGFIS0vroVS5T11dnUuGdHv6GHp3KCgocNlel0BCQgIuXrzY5n1qamqg0+ncLteUlBScOXPGob7v2LEDkyZN6pKwXSqVIiYmxivWLYB79hZDQ0NRVlbmcl1pzzh9a+bOnYu9e/d2W9vW23FF2BUdHY2cnByyyd5FBGGXqxsrnrQvJcxXO6vvGo0GLMuioaEBADB9+nQ8/vjjHkkDoft89NFHOHz4MKKjozFw4EAMHDgQ0dHR+OOPP/DJJ59g1KhR4scV3JqlajQajBgxAnfeeSfef/997Nu3D5cuXcIHH3yA2bNnd+mFPIlcLsc333yDadOmYejQoXj11VfxxBNP4NNPP+3tpPUKERERqK6udtkWRFFREcLCwrrlvUEikXjU+0N0dDQqKyv7/QDsTZjNZo95tPLz88OKFSvw0ksvkeOoXUCwteHKQkOr1aKmpsbjaejI4x1FUZgwYQJ2797dYxPDqqoqBAQEYMaMGfj111+9ckHoDQj9d1eFTxKJBNOmTcObb74JlmVx7733tqt5tXnzZsyZM6dbfb1arUZERATOnj3bpec7M04vQNO01xtq7UqZBQcHo6CgwOlvv/76K/7v//4Pt9xyC26++WaoVCq3+/QhQ4YgPT29V9qbYNvJ3fo1c+bMy2JH0NN4s7BLEA64I6AKDw9vcyy6tLS0y6cGFAqrVzX7zY4zZ85g8ODBXe6DhKOM3lBXhCOMrvQDgmaXq3XFVUcPEokE8+bNww8//OCV9dBTuCrs8vbj7z3J8uXLndrGnjdvnkvPuysgj4yM7JLDGmcCKldOQgiMHj3a6+w8EqwsWbIETz31FJ5//nncfvvtuP322/H888/jqaeewjXXXOPwcQW3tkR27dqFU6dO4dSpU/j666/x7LPPigvYefPm4aWXXkJycjKSk5ORmJjo/tt1k1GjRuHw4cOXPV5vZvbs2di2bRtuu+22TjuezMxMxMbGep1xuylTpmDnzp24/vrrrzhDj72FJzv/pKQkTJ06Fe+//z6eeuqpPusKtzdwdZcKsC4wCgoKEBUV5dE0ZGRkYMqUKe2mYf78+XjjjTcwb968bjmlcEZ1dTV8fHxAURQWLlyIp59+Gtdcc424+CG0UF9f75YRaWdQFAWlUolrr70WM2fOxKZNm7Bp0yY88MADGDNmDACrBvCRI0ewZMmSLmlV2HPdddfh+++/R0pKitthZWZmYsGCBZ32JyEhISgqKurUBXpvUF9fD5VK1aUxd8SIETh+/DgGDhwots3q6mq89tprCAsLw5o1a6BQKLq8cTFkyBBs27YNLMte9nE3PT3dLeP0AoMGDUJ2djbMZnO362Z3EdqjK+8QFBSEqqoqr1x05efnO9QxVxAWxyaTSeyrBXtdXa1LycnJ+PPPPzFr1ixRc6Q7c4nk5GR8+umnMJlMvV5XCgsLXTJOD1g3CQwGg8t15dKlSy7Pnf/yl7/gsccew9KlS/uFoy5nuKIBHRsbK3onvlLnq/PmzcOGDRscrrli7xGw5vHChQtdbuuCkfqhQ4d2a6xx5yQEYHXktnHjRsydO7fLcRI8D8uymDFjBlJSUqDT6TwSplu1asqUKXj44Yfx6aef4ujRo2hsbMS5c+fw9ddfIzk5GUePHsWjjz6KoUOHeiRxhO4za9Ys7Nmzx6WdbcETo7d17rNnz0ZqaqpX7MD1d4xGI6RSqccXN4sXL0ZdXR22b9/ulRN6b8Ud49Xh4eE9oh2Qk5PTYRr8/f3BMIzbHqJc4cSJE0hKSgLDMFAqlRgyZAjZiWsHV22+uAJFUdDpdLjrrrvw//7f/8NPP/2EJ554AtnZ2Th27JgonOpufAMHDkRFRQWqqqrcftbVY5vR0dEetQniSXJzc10ypuuMMWPGONjt2rFjB/72t7/h2muvxV//+leo1epuaeh62paKO3RV2EVRFAYPHoxTp071UMpcJz8/32XtBpqmwXGcV9bRrh6PjoqKcnAM1VV7XQLjxo3D0aNHwbIsUlNTMXny5G4JqSiK8ppjrwUFBS4LuwBr2l2tKyaTyeVNKKlUijlz5uDHH3/0yrroCYxGY6ebZREREV6raXm5kMvlCA0NdfgI5oD27NkDmUyG/fv3i/e/8cYbCA4ORllZGRoaGrBixQq88MILeOGFF5CYmIjk5GS8+eabDnGYTCasWbMGL730El588UVMnjwZe/bscbjn4MGDmD59OlQqFfz8/DB37lzU1NRg+fLl2Lt3L95//31RuJ6WloaAgABkZWXhtttuw6BBgzB8+HA8+uijqK6uFsNsamrCY489hpkzZ+Lnn3/Ge++912l+rFq1CiNGjMCXX36J6OhoaDQaPPTQQ2BZFm+88QZCQ0MRHByMV1991eG52tpa3HPPPQgKCoKvry9mzpzpMD5lZWXhmmuuQUhICDQaDcaOHYudO3c6hBEbG4u1a9firrvugo+PD6Kjo/v1iTWGYTBnzhyPnlTp1oqWpmkMGTIEt9xyC15//XVs374dJSUlPbLoIXQNhUKBkJAQZGZmdnrvpUuXEBsb63XaUzqdDlKpFCUlJb2dlH5PaWmpR+x1tYaiKDz22GP4/vvvcfHiRY+G3Z9xx3h1Tx2FceVYq2Af0NPerU6cOOGwQFq6dCm+//57IvhuRVNTk0dtJQrQNI2wsDA89dRT+Otf/4p3330XK1euxNVXX+0xbYj58+fjp59+cqveCsJOV9pFTEwM8vLyvFJAmpWVhcjIyC6VW0hICCorK1FdXY1nnnkGJ06cwJo1a5CQkOC2QXFn9KaRencERa3xlqOMQt/tatnSNN2hnbzeoqKiAv7+/m7X0cGDByMjI0Ns14LQrKv1MjExERcvXgTLsjhy5AhSUlK6vTE7d+5cr7AJ6+4RdIZhXKorDQ0NUKlUbuX5ggULsGPHjn5pH9NVzR+ZTAaLxdIjwq4mE4uzRXWX/dNk8tzcTDg+ePvtt6Ourg4nTpzAiy++iM8//xwhISFiHn/33XdgGAZbt27Fyy+/jE8++QT/+c9/xHCef/55pKWlYf369Rg3bhyuu+46zJs3T1wjnDx5ErNmzUJSUhIOHTqEAwcOYNGiRWBZFu+//z4mTpyIe++9FyUlJSgpKYHRaERQUBBuv/12DBs2DNu3b8fXX3+NiooKPPDAA2K8a9aswaFDh7BhwwbMmzcPu3btwp9//tnpe2dlZWHbtm3Yvn07/vvf/+KLL77AggULUFhYiL179+L111/HCy+8gCNHjojP3HDDDSgvL8e2bduQlpaGUaNGYdasWaLwrbGxEfPnz0dqaipOnDiBefPmYdGiRcjPz3eI++233xY3uB566CE8+OCDLq3r+yrDhg1Ddna2x8LrEd3dkJCQngiW0EUWL16MzZs3IykpqcMFil6vh0qluowpc505c+bg119/xX333ed1mmf9idLSUgQFBfXIUValUomnn34aa9aswfr1610y3HulI3jYc6U8IiIi8Msvv3h0glZdXQ2tVtvpZHnChAn473//C5PJBKVS6bH4L168iFtvvVWMPzg4GCqVCpmZmRg2bJjH4unrFBUVuaUZ4C4Mw2Dw4MFYvXo1iouLERQU5LF+eNq0aXjsscdwxx13uDz+FBcXIzg42KX3jYmJwd69e73ySEpOTg4mTJjQZQFAYGAgnnrqKdx3330YPHgw5HK5RzerwsPDkZeXh6SkJI+F2Rkcx4Hn+S6X1dChQ/Hpp5/CYrH06vG03NxcpKSkuFweISEhKC0t9dixDU/SlTqVkJAgHoNtbGx0W+jiLA1qtRqXLl2CWq32iGZpXFwcKisrUVlZidDQ0G6F1R0KCwsxZ84cl/MnKCgIpaWlnTreunDhgkvG6e2RSqWYNm0atm/f3u9Mh1RWVsLPz8+leiMInz05nwGArIpGLPzggEfDdIUtj0zBsAjX59xbtmyBRqNxuPbcc8/hueeeAwC88sor2LFjB+677z6cPXsWy5Ytw+LFi6HX66FUKsHzPMLDw7F69WoAQHx8PM6fP49PP/0Ut956K4qLi/Htt9/i2LFjCAkJwXfffYf77rsPv/32GzZs2IC1a9fijTfewJgxY/Dhhx+KabA/OSaTyaBSqcS2m5qaiszMTCQlJeGZZ54R73vnnXcwZswYZGdnIzQ0FP/973/xwQcfYMqUKVCpVAgICHDQUmsPjuPw5ZdfwsfHB0lJSZgxYwYyMzPx66+/gqZpJCQk4PXXX8fu3bsxfvx4HDhwAEePHkV5ebl4BPStt97C5s2bsWnTJtx3330YPnw4hg8fLsaxZs0a/PTTT/j555+xYsUK8fr8+fPx0EMPAQD+7//+D++++y52796NhIQE1wq0j/HKK6/gqaeewpo1azB69Og2JjrcNUvRuwfVCZeFpKQkfPzxxzAYDO1WEOH4mrcyadIkPPnkk7jrrru8bsHSnygpKUFQUFCPTXAiIyPx17/+FWvWrMFrr73m1XXOGzCbzS4fQQgMDER1dbVHhV2uenKSSCQYOnQojh49imnTpnkkbpPJBJqm27T3m266CV9//TXWrFnT67ZWvIXCwsJuaU24ikQiQXR0tEfDlEqlGDNmDPbt24e5c+e6tBBx1Tg9YPVeVl5e7pVHUvLz87u1oHzggQcgkUigVqs9bi8PsGrTnDt3DomJiZdt0SvU5e54hdbpdCgtLUVsbKxnE+cG+fn5mDt3rsv5FhERgYKCAiQkJHiN3dTu2LOKi4tDXl4eOI7DyZMnu3WEUWDUqFF45513MHfuXI/1/YsXL8amTZvw0EMP9Zpgp7a21q3FW2hoKIqLi5GYmNhhXenIuUxHLFiwAM8//zwWL17ssp2mvkBeXp7LmvKCDVRPC5/jgzTY8sgUj4bparzuMGPGDHz00UcO1/z9/cXvMpkMX3/9NVJSUhATE4N3330XQIsnxoyMDIwePdrh+TFjxuCTTz4Bx3E4f/48WJbFlCnWvBAESOXl5fj/7J13eFTF2sB/Z3eTTd/0Xgkt9N57FUEUFdunF7lYUK6CHUSaHRX1WrBwRbzqVbEgSC+CVKWE0EIghPTee7LZ3fP9sdklIYVsElJwfs+zT7JnZ+fMmZ3yzjvv+46bmxtgtOyaOXNmg8scGxtLVlYWhw4dolOnTjU+j4+Pp6ysDK1Waz7Fr3fv3nz11VeEhYVdM//g4OBqsey8vLxQKpXV2pOXlxcZGRkAnDp1iqKiIvPzmCgtLSUmJgYwWnYtX76cLVu2kJqaik6no7S0tIZlV69evcz/S5JklmtuVG6++WbAOD5XHeNM4Tos9SIRK4W/AZIkMWzYMH7//XduvfXWWifHmJgYAgMD2+wuTtWjoht61KjActLS0q67sD106FDOnz/P119/zYMPPthm21xro9PpUCgUFsXxgOY9XCAqKqrBsXOmTZvGunXrGDZsWLMoMaOioujYsWONBVKXLl3Izs4mIyMDX1/fJt/nRqCxcXXaCrfeeisrV65k3LhxDVLaREVF0bNnzwYtnhUKBbIsN1rZ1Zyx0K6mpKSkSZYDHh4ezViamrRGkPrGxuuqysCBA83HlrfW/FJQUGCRAsPPz4+kpKQ2ZYGYlJSEt7d3o+pQpVKh1+vR6XQcP36cIUOGNPm5Bg0axL///W8WL17cbMqukSNH8sQTT/Dggw/WsGRpSSypY29vb/OJjPXV6cWLF5k5c6bFv5+DgwMhISGcOHGCYcOGWfTdtowlyq7AwEDi4+ObHDT9amytlRZZWLUW9vb2dOzYsd40hw8fBoweADk5Odjb25td0K8lhxYXF6NUKtm+fTtKpZIjR45QWlrKzTffbB43LZ0bU1JS0Ol0TJw4kcWLF9f43MvLq8apj0qlssFeJlfLtZIk1XrNJGsUFRXh4+NTIw4ZYFaiPvvss+zatYt33nmHjh07Ymtry5133olWq73mvdviBl5zsXfv3mbNT6wy/yZMmTKF7du31xmovrE7QC3JlClT2kR8hRuZ1NTURh8P3lAkSeLBBx/kyJEjbTZ+V1FRUavHHkxJScHLy8uiPqlSqZo17ktDLbvAKBzm5eU1W1DJEydOmIPTX82MGTP4/vvvmz1GWHvFFOC4LY/f9eHm5mZ2UWoI0dHRFsWXVKvVFBUVWVyuw4cP8/zzz1+XOac1Tjm0lKrWOS3F+fPna1VyW8KgQYM4duxYq44Plm46+Pv7k5KS0qYWMPHx8fj6+jZaHnB3dyc1NdV80ndT23tAQADPPfccDg4OzSajKJVKRo4cyY4dO1olrp/JgtkSTMqua5U3NTW10TFYZ86cyQ8//NCgw63aC3FxcQ3eFAoMDCQhIaFN9ce2RExMDE899RRr1qxh8ODBzJo1C4PBYLbskmW5RhysEydOmOXJHj16oNfryc7OJjg4mNGjR5ORkUFISIjZLbFXr17s2bOnzjJYW1tXG+P1ej3du3fnwoULBAQEEBwcXO1la2tLcHAwVlZW1crWr18/MjMzm7mGjPmmpaWhUqno2LFjtZe7uztgDMD/4IMPMmPGDHr27Im3t3e1gz3+rowePbrel6W0bUlL0Gw4OztjbW1NUlJSrZ9bunhoDbp160Z0dDSlpaWtXZQblqysrOsSoP5qlEol8+fP55133qmxg9EW+N///scHH3zQqoJebGwsAQEBFv0W3t7edfbxxpCXl4dGo2lwGSZMmMDWrVubRUA8ffp0ne5TQ4cOJSIiolEKjBsRS2JYtVXuvPNO1q9f3yDFUmlp6TVP1KqKv79/owTIrVu3kpOT06DgtZbSGGV2S9MaQeovXbrUZIssU/D+1hq/8/Pzsbe3t+gZ/Pz82pyyqykHBQB06tSJM2fO1OqO3hgkSWLq1KnN7rJ7yy23sGXLllZpL2lpaXh6elpUxz4+PqSnp9fbVkyfNXZO8PPzQ6/Xk5iY2Kjvt0USExMb3J6DgoL+1squ8vJy0tLSqr2ysrIAo1Lp/vvvZ/LkycyePZsvv/yS06dPs2rVKnOcWTDGEl2xYgUxMTFs3LiRtWvX8tBDDwHQoUMHbr/9dp588km2bduGTqcjOjqat99+my1btgCwaNEijh07xuOPP87p06eJiorik08+MZcjODiYv/76i7i4OJKTk7GysuK+++4jLy+Pxx9/nFOnThEfH88ff/zB008/jcFgwM7OjnvvvZdXXnmFQ4cOceHCBX755RfUanWzK7snTJjA0KFDue2229i5cydxcXEcPnyYxYsXc/z4ccA4Rv7yyy9ERERw6tQp7rvvvr9tm6vK/v37631ZStuVsgTNzs0338zGjRtr3e205NS31kKSJAYMGMDhw4fb5MlaNwJ6vb7FXCgCAwPp1asXP/30U5sa3GVZ5s8//yQlJaVVFXGxsbEW90lfX1+Sk5ObpX9otVqUSqVFwvK4ceP4448/mrxokGXZHNS4tvsrFAomTJjApk2b2lTbaS10Ol27j3/XvXt34uPjyc/PrzddUVERtra2FrVLk0uKJW1Fp9ORnp7OM888w+eff97sJ+Vdvny50ScxtiQ+Pj4tutPckNNfG0JQUBAXL15shhJZTkJCgsVjt62tLWVlZW1KtmmOExQ3bdpE586dm02uuDpGTnPg4OBAUFAQJ06caNZ8G4LJVdSSccDNzY3c3Nx624rphMem1Psdd9zBDz/8cMNYUJeVlTXYNc7T05OsrKy/rXyxfft2fHx8qr1M8bVee+014uPj+eyzzwDjHPH555/z0ksvERMTY7ZamjlzJmVlZUydOpUXX3yRhx56iPvvv998j/fee4+ZM2eyYsUKRo0axblz5wgPDzfHBe3cuTM7d+7k1KlTDBo0iKFDh7Jx40azC/Ozzz6LUqmkW7duhIaG4uTkhJeXl3mde++99zJ+/HiWLl2Kk5OTedxYsmSJ2Rrt7rvvZujQoXh6ehIXF9esv7ckSWzdupVRo0Yxe/ZsOnfuzD333EN8fLz5IL93330XFxcXhg0bxi233MLkyZNFqB6MJ35e/Ro7dqz5ZSltV7MhaHYGDx7MiRMnahXa9Xp9uwj2PGXKFPMugKD5aemJ/d5772X79u2t7jJYFZPrXufOnTl9+nSrlaMxCmg/Pz+Sk5Ob5Xe8fPmyxRYWNjY2+Pr6cv78+Sbd23S6YH33njJlCrt27WqTloEtiek49bauNGkIkyZNYuPGjfW23wsXLhASEmLRIi44ONjiXfpjx47Rs2dPPD096dKlC7t3725WRURsbCz+/v5teoMJjAqLyMjIFpkbMjMzcXZ2bpY6GTRoEH/99VerLNRNY3dj+mRbUiw01WK0Y8eOHD9+vMHx9VqTmTNnsn79+ha37jJZwljS5hUKBQaDod4+aZJjmjIv9OvXj6ioKAoKChqdR1vBNE82dAw31XFbUj63FOvWratWX6ZXVFQUAEuXLiUlJaVa4PXbb7+d8vJyHB0dzW1OpVLxxhtvEBUVxblz53jhhReq3UelUvHMM8/w559/EhcXx6xZs3jmmWfo2bOnOc3o0aM5dOgQZWVl5Obmsn37dnO8q86dO3PkyBFKSkrYsGED3bp1Q6FQEBISwn/+8x8iIyO5dOkSf/zxB8uXLzfnaWdnxwcffMClS5eIiIjgscce47fffjNbitXG8uXLiYiIqFFPv/76a7Vr+/bt4/333ze/d3R05IMPPiA5ORmtVktCQgLffPMNAQEBgFE2+f333ykpKSEhIYF58+bVyCMuLo4FCxZUu09ERES1Z7rRyM3NrfbKyMhg+/btDBw4kJ07d1qcX9uWsgTNilKppHfv3vz555/VBvCcnBycnJzaxWLJy8uL4uLiZosLJLhCaWlpsx9dfy2sra2ZO3cuq1atajMKzI0bNzJhwgRGjhzJ/v37W61c6enpeHh4WNQv/f39m03ZZUlw+qrccsst/Prrr02qt/Dw8GsGhlWr1fTu3Zs//vjjbymQmsjNzbXI1bQtM3HiRPbu3VuvArMx7bIx8Vd27NjByJEjUalU3H///Xz33XeUlJQ0+PvXIi4url0ou7p168aFCxdaRAljitfVHHXSv39/Tp482SrKI1Osq8YEBrdUtikrK7tuisimWnrb29ubN47aejv39/enoqKixd32kpKS8PLysnj8vtaJZI3ZFKjtHpMnT77mBkR7IDs722JFup2d3Q2h6GspTPHnGiuLhIWFmU9ptJSmbh4pFAqeeeYZPvroI7ObpKD10Gg01V7u7u5MnDiRlStX8vzzz1ucX9uefQTNzi233MJvv/1WbSF68eLFBgehbguMGzeOHTt2tPvJt63RGOVKc9CjRw9cXFzYs2dPqystdDqduT/07t2byMjIVlN2ybJscZ/09fUlNTW12ZRdjRkXunXrRmxsbJNi6508ebLO4PRVueOOO/jll19uqCC6ltKUE9PaGtbW1vTs2bNeV/ULFy5YfJiKs7MzhYWFDe4Xplg1JoWFvb0948ePZ/369c0276SmprbKeGspwcHBjXbvsHQMiIyMbDZll729PRUVFZSVlTU5L0tpjBsjGBUulsZcXLZsGatXr252eUiv1yNJUpPb58cff2yx23Fr0RpueyZ3Q0vbikajITs7u87PL1261CxxeCdNmsSePXvavQW1JScxmggICBDBwi0gNTW1SXEou3Xrxvnz5xs1lpli3DalvTs7O/Pwww/z6quv/q1lyraMl5cXFy5csPh77V86FliEr68vxcXF5OTkmK+ZdoDay2Jp7Nix7Nu3r81YAt0otObi65FHHuHrr7+u1i5bgz///JN+/fqhUqlQKBR4eHi0SoDW0tJSrK2tLf4tbGxs0Gq1zaI0bIxwaGLgwIEcOHCg0eVoiBsjgKurK66urpw7d65R97kRMJ1+1B4Wkw1hxowZ/PLLL3WO72lpaY06MVaW5QYvYsPDw+nRo0e19nfrrbfy+++/N5tVcWOU2a1BY4PUFxUVMWXKFPbu3dvgceDChQuNsiati+7duxMeHt7imyj5+fk4ODhY/D1TzMWGLvays7MpKSnh9OnTDT7JtKGYNr+a+ltoNBrUanUzler60hpueyUlJQ2OI1UVb2/vesM/lJSUWHSIR11YW1vTp0+fJs3nbYHGnCwaEBBgcazH+Pj4NheHtqWoWsc//fQTK1assOj7pjhpjVE2FxYWNmrMvZp+/foREBDQrBtbAss5ffp0tdepU6fYvn07c+fOpU+fPhbn1/YlLUGzM3HiRDZv3mzuyO3NssvOzg6NRkNsbOx1yd9gMLSpuBkthemY6tZoB3Z2dvzf//0fH374YavW/W+//cbYsWPN8etGjBjBH3/80eKTnukUrMYoMCxZ1F8rj8bG8Zs0aRK7d+9ulELaFIC8oe3wnnvu4X//+9/fVvmdlJTUpCDSbQ0vLy+USiXx8fE1PmuKtYmzs3OD3RN27tzJiBEjqrV/lUrF3XffzRdffNHk/tWYIPutiZ+fn8UWDv/73/+YN28e69atM8d6uRbFxcXY2Ng0W720ZtyuxuDn50dSUlKD55v169dz880389hjj7Fq1apmtb6Jj4+/oZToDaE13PYaq0Dy9vYmLS2t1nKWlJSgVqub7be7/fbb+fnnn9u1tUtjXIsbE+vx888/5+eff26U9Ul7p6kHWgC4u7tbPNdYEoutITz44IP8/vvvDZ63BM1Pnz596Nu3L3369DH/f/PNN6PVavnPf/5jcX43hnQssIgxY8awf/9+88SVmZmJi4tLuxJqpkyZwpYtW5pdiI2NjeXRRx9l4cKFf7vFc1paWqu61QwbNozCwkKOHTvWKvcvLi4mPz+/msJvyJAhHDt2rMXbQlPiDzg5OTXZ+iQzMxNXV9dGtwVvb2/y8/MpLCy0+LunT5+mS5cuDY41EhISQlFREcnJyRbf60YgMTGxUTFf2jIzZsxg/fr1NcZ3k3tYY+LQBAUFERsbe02h2GAwEBMTQ2BgYI37jBgxgujo6CZbe8bFxTXZ5aIl6dq1K+fOnWvwoq+kpIQjR44wcuRIXnzxRV5//XUyMjLq/U5hYWGdp682lu7duxMVFdWiyq68vDwcHBwa9dv6+/uTkpLSoHrW6XQcPXqUPn360KFDB7p06cJvv/3WbIs+04ZLe2mjzUVLuu01JU6qt7d3nSELTC6MzXUogJubG46Ojq12umlz0Jj2HBgYSGJiYoPHvbS0NIqKili4cCHvvPNOs5/g29YxWZk3ZcyYOnWq+TTFhpKVlYWLi0uzjVVWVlY8//zzvPnmmxQVFTVLngLLiI2N5fLly8TGxhIbG0t8fDwlJSUcPnyYrl27Wpzf32sWEwDGwM5BQUGcPXvWPIi3t4XSgAEDOHnyZLMJJHq9ni+++IJ33nmH+fPn4+rqyqZNm9q12balpKWl4e7u3mptQZIknnjiCT7++GOKi4tb/P67d+9m+PDh1aw5TIuvvLy8Fi1LU5Rdvr6+TV6MNzY4fVVGjhzJ7t27Ld4hDw8PN5+q01DuuOMOvvvuu3ZjwdGcZGdnt7vNimvRt29foqKiaihLz58/b3G8LhMNdUk5c+YMYWFhtd5DoVAwZ84cVq9e3SQF+OXLl/H39283v1lYWJhFQerXr1/PtGnTUKlU+Pj48Nhjj7F48eJ6A/yfP3+e0NDQZj21T6lUYmdn16Lu8U1RErm7u5OTk9MgueP3339n6NChWFlZIUkSDzzwABs2bGi24MrNsXBtj5jc9vbv33/d5T+Tu35jxgEfHx/S09NrLWNznMR4NTNnzuS7775rt5vApaWlFruLOjk5UVRU1GAZ5quvvuL222/H39+fQYMGsX79+r/VGqIp7dlE3759OXfunEWKwsacHH4tfHx8uP3221m1atXfUq5sLY4cOcLmzZsJCgoyv/744w9GjRpFYGAgjzzySKOUyH+vWUxgZvr06fz666/ExcXh4+PT5o+FvhqlUklYWBjh4eFNzismJoa5c+eiVqtZsmQJvr6+PPzww/z6668kJCQ0Q2nbB1lZWY2KhdOcuLq6cvPNN/Of//ynxV0Hd+3aVUPZBcb4U4cOHWpRoSUuLq7Rbox+fn5NPpGxKUoFE+PGjWPv3r0WC8emINWWjEkDBgwgMjLyb3tyUntRmjQUSZIYP348W7ZsqdaOGxOc3kRwcHCDdum3b99ew4WxKt26dUOv13P69GmLy2CiqSdHtTTBwcENjl1TXl7Ovn37zIoYMB5CMmnSJF577bU6x4PmDE5flf79+/PXX3+12HwSFxeHn59fo/qkQqHAYDA0qKwbNmxgwoQJ5naqVquZPXs277//frMszkwHX9xoY0tDuP3221vk4JOmHC7i5eVFRkZGrW3FFJqkOeX6rl27kpaW1i5Pqmuqm1tDZJiCggJiYmLo2rUrVlZW3HXXXRw6dIi0tLRG3xfgm2++4ZFHHuGdd95h165d17SQbU10Op15zG8skiTRt2/feg+puRrT5lFzzx1jx46loqKCXbt2/a2Ulq3Jyy+/XC0G75kzZ5gzZw4TJkxg4cKF/Pbbb7zxxhsW59s+JC1Bs9O5c2eSkpI4deoUHTp0aJcCjcmVsbE7TTqdjjVr1vDee++xYMECJk2ahK2tLSqVCmtraxYsWMDrr7/+tzFFNhgMbWLxNWXKFCIjI1s05kFmZibW1tY4ODjU6AsjRozg4MGDLbqjmZ+fj0ajaTVl18WLF5t8kpOzszOSJJGZmdng7+j1evR6PdbW1hbdS6FQMGXKFH744Ye/VVDRioqKJh313ZaZMmUKO3furGa9GxMT02j3P39//2v2C1mWzQe21LdQfOihh/jss88avRiOi4trV8oulUqFLMsNGgN//vlnbrrpphoHbEyaNAk3NzfWrl1b62/QHAr22hg0aBBHjx5tsd35xp7EaEKpVF5T5oiOjsbd3R17e/tq9xkwYAAVFRUcPXq0UfeuSmMsYW4U3NzccHJyuu4xe5qiUFSr1VRUVNS6CDfFTmrueWH69On8/PPP7W6Ozc3NxcnJqVF90tXVtUEyzPfff88tt9xiVj4rlUoee+wx1q1b1+h5YufOnURGRrJs2TKGDBlCfHw8K1euZM6cOTz11FOsXbuW8PDwNrFGMSkUm6PNTZ06lc2bNzdY5r5em0eSJPGvf/2Lb7/91uJTcgWNIyIigvHjx5vff//99wwePJg1a9bw9NNP88EHH7B+/XqL820fkpbgujBy5Ei++OKLZvXtb0lCQ0NJSUlplMtbdHQ0c+fOxd7enpdeegkfH58agXE7duxIv379+Prrr9vd5N4Y2sozKhQK5s+f36IxDzZv3sy4ceNq7Qc+Pj5kZ2e3qEDRlF0kPz+/Bsd9qYuioiIcHR2bLLiMHTuWnTt3Nrgsly5dIigoqFFCy6RJk0hKSmLhwoVN3k1tL6SlpeHp6dlulCaWYGNjQ8eOHTl+/Lj5mlartVgRWjU/rVZbb1uMjIykU6dO15wP/fz8CAwMZN++fY3qq8XFxdjZ2Vn8vdbE19f3moGDtVotO3bsYNSoUTV2+CVJYvbs2URFRbF79+4a9Zabm2tWkDcnAQEBJCcnt5iyqzGBsKvi5eV1zfiD3377LdOnT6+1jh9//HFWr17dpFAApt/m72zNcNddd113t72kpKQGnTpcF7Is1xjPTNeux5wwcuRIjhw5Uq87clukKSdLBwQEXDPWY3l5OUeOHGHAgAHVLII7dOhAUFAQW7ZssbgvnTp1ig0bNjBv3jzs7Ozo1asXd955Jy+++CJvvvkm8+bNw9PTk99//5358+fz0EMPcfDgwVbrs02N81oVb29vSkpKGux+npycfN2sUO3s7FiwYAGvvPJKm1Aq3ujk5ubi5eVlfv/HH38wZcoU8/uBAwc2KkzLjSchCxrMpEmTSE1NbbIFR2sybNgwi442r6io4NNPP+WDDz7gmWeeYcKECWZrrtq4++67OXr0KJGRkc1Z7DaH6RSsttIO/P396d+/f4sd/3vw4EH69u1br+vSyZMnr3s5wBjguLG7kGBZ3JfaKCsra7IpuonRo0dz8ODBBu9shoeH071790Y9u5WVFc888wzTp0/nxRdfZO3atS0SZLg1uV47+G2FO++8k59++omKioom9wswKtLraxM7duyo14WxKg8++CBff/01paWlFpWhrWwqWEpYWNg1g9Rv2rSJ8ePHm+NIXY1SqeT555/nu+++q+aqUF5eXud3mookSXh7e7dYSIKCggIcHBwa/X2TZW5d43dBQQGpqakEBgbW2k5dXV2ZPHky69ata3Rby8nJQaPRtBl5oDXo3LkzWVlZFlkmW0pKSkqTYhyp1eoaSs309PTrFntVpVIxfPjwdufWZVJAN6ZOgoKCrnki48aNG5k4cWKtY9i0adPYvHmzRRtwiYmJvPfeezz33HPY2tqaN18UCgVWVlao1Wo8PT0ZOXIkc+bM4dVXX2Xp0qWsWbOG6Ohoi5+xOWjuAy0mTJhQI4xBXej1+utqsNGpUycGDx7cKuFV/m54eXkRGxsLGDfPwsPDGTJkiPnzwsLCRq1P/r4zmQAnJyfeffddbGxsWrsojWbSpEns3Lmz3sW0Xq/n0qVL/Pzzz8ydOxdnZ2cWL16Ml5fXNY85VygUPPvss7z99tutEjS9pUhPT2/Vkxhr4+6772bPnj3X/ZS96OhoAgIC6l1sjRw5kgMHDjR6l/evv/5qcMDb2NjYJrnBWBL3pTZMJzk1h9BiY2ODRqNp8ELz5MmThIWFNVpwUSqV9OrVi5UrV6JQKHjooYf466+/GpVXeyAxMbHRMV/aA35+fmi1WlJSUoiKimqym1t9VjOyLHP27NkGWXYBODo6MmLECDZs2GBRX2uv1nhdu3atN0i9Tqfjt99+Y/z48fVa39nZ2bF48WLefPNN8wIwOjr6um66DRo0iCNHjrSLhYqfnx9JSUl1lnXDhg3cdNNN9Spkp02bRnh4uHnRYCl/15MYr+bWW2/lxx9/vG5WgVqtFrVa3ejve3l5kZKSUu1ac4yT9TF9+nR+++236x7PrDlpimXXtZRder2erVu3Mnr06FoX4VZWVjz00EO8/fbbDZIf8/PzWbp0Kc899xwajabefi5JEkqlEmtra5ydnXnhhRd45ZVXWvRADhNXH2jx7rvvMmnSpEbnN2bMGA4cOHDNdlZeXo5Kpbrua5c77riD8+fPV7M0FzQ/N998MwsXLuTAgQMsWrQIOzs7Ro4caf789OnThIaGWpzv33smE9CnT58mTbatjaurK4B5902WZVJSUti+fTtvvfUWc+fO5fHHHzfH8lm4cCHjxo2r15rrary9vZk6dSofffTRDXsqR0pKCp6enm1K2WVlZcXjjz/Oa6+9RllZ2XW7z8aNGxk/fny97cF0GlljlF06nY5PPvmEX375hS+++OKabcgUf6Apv0VD4r7URXPHzpk4cSLbt29vUN9pLlcmtVrNjBkzWL58OZs2beKFF14gPT29SXm2RZoS4Li9cNttt/Hjjz8SGRnZ5HYZGBhYZ6B1k8LFEkXrHXfcwbZt28jPz2/wdy5fvkxAQECbGmsbQkhICHFxcXUu+rZu3crIkSNrxOqqDU9PT5544glefPFFiouLOXfuXJNPf62PgQMHcvz48UaN30VFRYSHhzdooyIvLw8HB4cmPUd9seUMBgN79+5l8ODB9c5XCoWCf/3rX6xatapR1q0m5UB7a6PNzfDhwzl69Oh1c9trauB0b29v0tLSqrUVU3D669WXHB0d8ff3JyIi4rrkfz1oivL2WrEe9+zZw+DBg+sd97p3746Li0ut7ttV0Wq1vPDCCzz88MN4enpabMHi7+/PP//5T5YsWdLiVu2mOm6uMcPGxgZfX99rxs1rKcW8QqHgueeeIy4url0petsbr7zyCiqVitGjR7NmzRrWrFlTbfNs7dq1jVKi3rgSsqBBSJLU7hdKEyZM4OWXX+Zf//oXjz76KKtXryYzM5PRo0ezdOlSXnnlFR599FHGjx+Pp6fnNa25amPy5Mmkp6ffsFYiaWlpeHh4tLm20LVrV8aNG8eSJUuuywRjMBjMcXqutXjw9vYmPj7e4nts2rSJUaNGsXDhQvOuXX3Ku6ZadkHtO74NpSEBui1h0KBBDVpoZmZm4uLi0mzCkiRJuLu78+yzzzJt2jQWLVrEl19+eUO5Nposu27kRemgQYM4deoUZ86cafIiLigoiPj4+FoXHNu3b2fUqFEWtXsrKyvuuOMOi1zG2ttJjCaUSmWdQeoNBgO//PILkydPbvACLSwsjOnTp/Pyyy836gRWS3B2dqaoqKhRc8gnn3zChx9+yCeffHJNhX1Tg9OD0bIrNTW11vZ06NAh+vfv3yCXz9DQUEJCQti6davFChWTe3R7a6PNjVKpZPTo0ezYsaPZ3fZM7q5NqWNvb29SU1Orla05Dpe5FnfddRfff/99u1n0NyVGorW1NTqdrtb+KMsyP/74I1OmTLnmuPfII4/wzTffkJ2dXevnsiyzfPlypk6dSmhoaDUjhPj4eL744gteeeUVvvjii3rl0P79+zNw4EDee++9Jm3Ol5eX8+STT5rXTCNGjODYsWMArFu3Dmdn52rp//zzT2677TYUCgXr169n1apVnDt3Dj8/P/z8/MxBxQsKCnjhhRfo3bs3HTp0YNy4cezevducz9atWxk7diwhISH8+uuvvPrqq9XmnODgYF599VX+8Y9/4ODgwE033URRURF5eXnMnj2bTp06MWHChBqnJR87dowZM2YQGhrKwIEDWbJkSbUQBF999RUjRoygQ4cO9O7dm0ceeaRGnbi4uDB69Oh2YSHcXnF3d2f//v3k5uaSm5vLjBkzqn3+448/smzZMovz/XvPZIIbgjFjxvDAAw+wcOFCXnnlFebPn8/NN99Mly5dcHBwwMbGBmtr6yaZukqSxFNPPcXq1atbxUT4epOWlnbd4jw0lcmTJxMWFsbrr7/e7MFijx07Rq9evRq0yBoxYgT79u2zSIDQarVs2rSJyZMnY2try5w5c+jTpw9PPPFEnbFAmmOnytfXl6SkpEYJ6M195LyVlRUBAQHX3KGLiIigW7duzS6kK5VKevfuzcqVK5EkiYcffphTp041W/4HDx7kk08+aRXBv6ysrF27oTcEhULBqFGjOHXqVJOt/upzSYmIiKBLly4Ntvg1MXbsWM6cOdNgd+v2quwCo+VAbUHqd+3axZAhQyyO+zh27Fj8/f3Zt2/fdbcs7tSpE2fPnrXoO8nJySQkJPDGG28gSRJPP/10vVZ8cXFxTbaIMh2kUNvYvX79eosUirNmzeKnn36qc4FdF0LZdYWpU6eyZcuWZh/fTUG1m1LHPj4+NSy7CgoKcHJyuq59KTAwkLKyskZvqLU0TVVUKhSKWi3ljx07RseOHbGzs7vm72hra8usWbN4//33a5UhP/74Y0JDQxk0aFC1OT0+Pp7333+fM2fOoFKpOH36NO+//369Cq8ZM2ZQVFTExo0bG/3szz//PD///DNfffUV4eHhdOzYkcmTJ9e5/qlaP9OnT2fu3Ll06dKFiIgIIiIimD59OrIsc//993Ps2DE+/PBD9u3bx4svvmiWv8+cOcOjjz7Krbfeyp49e1iwYAGnT59m7dq11e713nvvMXz4cE6ePEnXrl357rvvePrpp7njjjvYsWMHQUFBPPnkk9Xq8L777mPq1Kns3r2bTz75hKNHj7J48WLA6Bq3ZMkSnnvuOQ4cOMC3335bLU6UoOXRaDS1rstcXV0bdUiRmMkE7R6VSkXPnj1xcnLC1tYWtVqNlZVVswtqGo2GWbNm8fbbb99w7owmZVdbFG4lSeKOO+7A2dmZDz/8sFl3VTZt2sS4ceMatHgYPHiwxa4wP//8M5MmTTKbuCsUCiZNmsSDDz7IU089xfnz52t8p7y8vMlHvl/L9L4uTG4VzW1hMXnyZLZu3Vpv3YWHh9OtW7frZt1hcm1cunQp77zzDrm5uU3Os6SkhDVr1mBjY8Pjjz/e4sdTt6cgwU1h6tSp3HTTTU1ewHl7e5OZmVmjX8TExBAQENCotqdQKHj00UdZvHgxq1evJisrq970KSkpbS4+YkPp2rVrjSD1siyzfv36Blk3XI0kSdx///0sW7bsus89gwYN4s8//7Ro7v7ggw+YNWsW1tbW3Hfffdxyyy3861//4uLFi7Wmb+pJjCZkWa5RzoSEBGxtbXF2dm5w/jY2NvzjH//gww8/tOi58/LycHR0tKjMNyoODg6EhIQ0e6yexMTEJgWnB6OyKz093TwPaLVai5X1jeX222/nhx9+aPOysKktN8fm4dV888033HrrrQ0e9wYNGoROp+PQoUPV5u5ff/2V3Nxcpk2bVsPzxOT6OGXKFAYMGMDNN9+MwWCoZg11NZIkMX/+fLZt20Z4eLgFT2qkuLiYTz75hLfffpspU6bQrVs31qxZg62tLV988UWd3zM9k42NDfb29qhUKjw8PPDw8MDGxoYDBw5w8uRJ/vOf/zBq1CgCAwOZMGECY8eOBeCzzz5jxIgRLFiwgA4dOnD33XfTq1cvPvnkk2r1dfPNN/Poo4/SqVMnQkNDKS4upk+fPkybNo0OHTowb948oqOjzRvKH374IbfffjsPPfQQISEhDBgwgFdffZUff/yR8vJykpOTsbOzY8KECfj5+dGjRw/++c9/WlxvgrZL21vZ1sNrr73GsGHDsLOzq2FCaSIhIYGpU6diZ2eHp6cnzz333HU9OljQNmiphYNp12X79u031EIzOzvbHP+sLSJJErNmzaK4uJi1a9c2i8KrrKyMrKysBh/9bWNjg0qlIi8vr8H579ixgzFjxlTbiZAkiZ49e7JkyRJWrlxZLY5DcynyTCd6WZpfamrqdVmI9+rVi8jIyHp3x02xjK7noleSJDw8PLjvvvssXgDWxurVq7nnnnuYNm0ac+fOZfHixWzbtq1FxobCwkJsbW3bpIK6uXFwcGDOnDlNPiW0rsMbdu7c2eBTGGsjLCyMd955B39/f1566SUWL15cqyIbjH38ep4cdT3p2rUrUVFR1frNvn376NOnT6PbolKppH///tc9dmjv3r05e/Zsg+XBM2fOmK1STVbhgwYN4sUXX+SNN96otZ83JRB2VZycnGpYUHz33XfccsstFrfRwYMHU1hYaPGitz0qY68Xd999N5988gnvv/++Rafq1UdzHC7i5OREQUGBeTy7fPkygYGBLTInDBgwgLNnz1ps7d7SNIcCOiAgoEasx4sXL+Lk5ISrq2uDx3NJkpg3bx6ff/45BQUFgPHwor179zJnzhzUanWNfmc6sdNUflNIjWtZ1VlbW7N48WLee+89iw95iomJoaKiguHDh5uvWVlZMWjQoFrntcLCQtRq9TXlzbNnz+Lj40OHDh1q/Tw6OpqBAwdWuzZ16lQKCwurWY716tXL/L/JCrZr167max4eHgDmjafIyEjWr19Pp06dzK97770Xg8FAYmIio0aNwt/fnyFDhvDkk0+yYcMGi09ZFrRt2pWUrNVqmTlzJo899litn+v1eqZOnYpWq+Xw4cN89dVXrFu3jqVLl7ZwSQU3KpIk8dhjj/H999+3GxPuhmAwGNq8cKtQKJg3bx4xMTH89NNPTVYM/f777wwdOtSiheeQIUM4cOBAg+793XffMW3atDoDl/r4+PD666+zbds2/vOf/6DX65stdpqfnx8pKSkW19H58+evS6BoSZLo3r07J06cqPXz8vJylEpliyluhg0bRl5eHidPnmx0HtHR0aSkpNCvXz+sra3p1KkTb775Jn/99RfLly+/7qe3JiUl/a1cjaysrJpFSaRWqykqKqp27fjx43Tv3r1J+dvY2DB69Ghee+01br31Vv773/8yd+5cdu/ebV4MlpSUNCpmZFshJCSkmhuoLMv873//M49zjUWSpOteJ2q1GoVCUeO3rw1Zlvn444+5//77azyXn58fb7zxBgcOHGDVqlXVFPiFhYXY29s3uaxXW5KUlpYSHR1N586dLVZ2SZLEv/71Lz766KMGHaRQXFyMra1tu22j1wMfHx/effddunTpwquvvsqzzz7L8ePHm7SpYXJjbEo9m/qNqRwXLly4ricxVkWhULBs2TLOnDnDP//5Tz7//PM2GeIjPj6+yQf+1HawyZdffskdd9xh8QaMRqNh5syZfPzxx0RHR/P555/zzDPP1LlZ4OvrW81V1WAwkJaWhq+v7zXv5erqyoIFC1iyZEmzyiMKhaJa209MTMTJyema8mZjPBYcHBwAqimZTXVe9YCHqr+D6bc2lae4uJj777+fXbt2mV+7d+/m0KFDBAUFYW9vz44dO1i9ejVeXl68/fbbTJw40ayQFLR/2pWUvGLFCp566il69uxZ6+c7d+4kMjKSb775hj59+jBlyhReeeUVPv744xsqKLGgdbGxseGJJ57g9ddfb9Y4Dl9++SV//vlnq1mMtQfhVqlU8swzz3Do0KEmB43dvn07I0eOtGjxMHz4cA4ePHjNnczi4mL279/P8OHD6xWGHBwcWLx4MUVFRbz00ktcuHChyYIZGIWKuuK+1EdUVFSzBqevyuTJk9m2bVutlhXnzp2jU6dOLWbxYloAfvjhh406actgMPDOO+/w0EMPVQsWbW9vz4IFC+jXrx+PPfZYndY9zYFJ2dUe+m1bwt/fn9jYWPP7hIQEvL29m+X4ckmSsLKyomvXrjz33HM8++yznDt3jtmzZ/PVV1+ZA/a2VwWlKUi9ad47fPgwXbt2xd7evl08U69evRqkpNi7dy9du3at02rDzs6O5557Dnd3d+bPn29xTKxr4efnR1JSknmxtnnzZsaNG9fo8dHd3Z177rmHZ555hhdeeIEDBw7UaeGWkJDwt1KiNxS1Ws2wYcNYsWIFDzzwANu3b2fOnDn89NNPjbICSU9Pb5Y4qZIkmdc3UVFR1z04fVU8PDx48MEHWblyJR4eHrz44ossXLiwSZtIDcGSk6aboz0HBweTmJho7o8pKSmUlZXh6+vbqD45ZswY0tPTWbZsGc8//zz29vZ15jNhwgQUCgVbt27l+PHjbN26FYVCwYQJExp0r86dOzN9+nReeeWVBlu1hoaGYm1tzaFDh8zXKioqOHbsGN26dcPDw4PCwkKzAi0+Pp7S0tJq46qVlVUNOTksLIzU1FQuX75c6307depkDoJv4tixYzg5ObF169YayrTs7GycnZ2vqWTr2bOn+bTlq18m+VypVDJy5EgWL17Mnj17SExMrPb8gvbNDTWbHTlyhJ49e+Ll5WW+NnnyZAoKCjh37lyd3ysvL6egoMD8KiwsbIniCtoxXbt2JSwsjM8//7xZXM++//57kpOT+eyzz667oHA1RUVF7Won12SevXHjRg4cONAohVdOTg4KhcLiWA6enp7k5+fXe5oiwH//+19uv/32Bp2apVKpmD17NgMHDuTll19utsVwbXFfrkV0dPR1O7Y8NDSUpKSkWhcG4eHhTbassRR3d3fGjx/PV199ZXEf3rBhA/3798fd3b2GslShUDBmzBhefPFF3nvvPb755pvr4uZhUtKIRallXB2kfseOHRYrvRuCSqXC09OTWbNmsXLlSmxsbHjvvffo2LFju/7N/Pz8zEHqv/76a2699dYmWXW1JIMHD+avv/6qtz9WVFTw3//+lxkzZtT7XEqlkhkzZnDvvfcyf/58Dh482OTYQCaqxlyUZdl8UmhT3HiHDRvGm2++yX333cfx48eZM2cOb775JpGRkdXSmQ5IaS/yQEtiUmaHhIQwb948VqxYQVFREY8//jjvvPOORe5ier2+WeY7d3d3c2yiuLi4Fj/8QqFQYGdnx7hx43jttde466672LRpE//85z/58ccfG7WZVB979uxh2rRp7N27t0GyX3O4Fnt6epKZmWm+31dffWWW7xqD6bCLF154ATc3t3rzCQoKYsGCBfTq1QudTkevXr1YsGABQUFBDb7f2LFj8fLy4ssvv2yQrGNvb89jjz3Gc889x/bt24mMjOThhx+mpKSEOXPmMHjwYOzs7HjxxReJiYlh8+bNHD9+vFreAQEBJCQkcO7cOXJyctBqtQwZMoQhQ4bw8MMPs3//fhITE9m7dy/79u0DYO7cuRw8eJD333+fy5cv8+OPP/Lll1/y6KOP8ueff9YwWjGFvrjWM82bN4/jx4/z0ksvce7cOWJjY9m5cycvvfQSYIyLtnbtWs6dO0dycjI//vgjBoOB0NDQBtfxjc7HH39McHAwNjY2DB48mKNHj9abPi8vj3nz5uHj44NaraZz585s3bq1hUpbk/YrcdVCWlpaNUUXYH5fn5/9G2+8gUajMb+6det2XcspuDH4v//7PzIzMxu1WK7Knj17CA8P56GHHmLp0qW8//779SpnG0JxcTFLlizhu+++u+YumMl1rj0JtzY2NixdupR169bV6RpXH1u2bGH06NGNEjZ79OjBiRMn6hS08vPzOXHiBAMHDmywMKRQKBg/fjzvvvsuPXv2bBZh1dHR0eIg7KWlpdf1dL+BAwfWqqA8c+YMXbp0aXElwPTp0zlx4kSdO421kZuby5YtW5g2bVqdcYYkScLX15fXX3+d7OxsnnnmmWZ18bh48SIHDhwgNDS0XfXbtkBQUFA1l5SjR4/Ss2fP66ZoVSgU2Nvbc9NNN/Hhhx8yYsSIdhuzC4wbPZGRkRw9epTg4GCcnJzajfKuU6dOXL58uV4Lh59++onx48c36IQ1SZLo3bs3y5cv5z//+U+zKRqqxlwMDw+nS5cudbrDNxRJkrC2tiYkJITZs2fz9ttvM3z4cNavX8+DDz7I559/TnJycrMF2b/RUSqVaDQaZsyYwVtvvUWfPn146623eOyxx1izZg1nz56tUy40uV81x9jt5eVFSkqKeXOrpQLUX41JEdixY0eefPJJli9fTklJCY8//jgrV65sFje6gwcP8uuvv/LZZ5/x/fffV4t3WhfN4VpsctszGAzk5eURFxfXKJfiqri4uBAcHNygjYKgoCDmzJnDkiVLmDNnjkWKLjD+Ng8++CBnz57ljz/+aJCS8M033+SOO+7ggQceoF+/fly6dIkdO3bg4uKCq6sr33zzDVu3bqVnz56cOHGCf/7znzWCyI8dO5aZM2fSs2dPfv31VwDWrFlDnz59mDdvHmPGjOHVV181bz706NGDzz77jI0bNzJu3Djefvttnn32We699146duxIREREtTLGxsY2SNkVFhbGzz//TExMDDNmzGDSpEm8/fbbZv2ARqNh69at3HXXXYwePZqvv/6a1atX07lzZwtq+cblhx9+4Omnn2bZsmWEh4fTu3dvJk+eTEZGRq3ptVotEydOJC4ujp9++okLFy6wZs0a/Pz8WrjkV2j12WzhwoVmv/O6Xtc6sr6pLFq0iPz8fPPr6p0ugaA2lEol8+fPJzo6mu+++65RCq+IiAh++uknnnzySdRqNW5ubixbtow333yT6OjoRpUrLS2NJ554gjFjxlBWVsbDDz/M+vXr63TlvV5Bya83Dg4OLFu2jA8++MBid7H9+/czcODARgkrI0eOZP/+/XVaB6xdu5aZM2c2yKqrKpIkERoairOzc7P8FiZXmIZSXFxca4DU5mTSpEns3r272mJTluVWi2WkUCj417/+xapVqxrs6r5q1Spmz57doLqytrZm1qxZ3HbbbTz55JP89ddfTS7ziRMnWLlyJYsXL262tvJ3IigoyOySkpKSgqurq8V9tTGYFoPtyYq2NsLCwoiKiuLLL79kxowZTT40oCWRJAlnZ+c6Nz+LiorYtWsX48ePt8hazdPTk7fffps777yz2ax1cnNzMRgMfPfdd0ydOrVZ61mhUGBjY0Pv3r2ZP38+b7zxBr6+vqxatYoffvhBWHZZgCRJqNVqBg0axNKlS1m0aBF+fn5s2rSJRx55hAULFvDNN98QExNjVgZkZ2fj4uLSLHXs7e1NWloaWVlZaDSaNvG7KZVKnJ2due2223jnnXfo2rUrTz75pNkCrTEcO3aMb7/9lhdeeAFnZ2dWrFjBhg0brnlYVHOFBbG1taWgoIDvvvuO6dOnN4tSsSV/K6VSycKFC1m3bh3ffPMNsbGx9daNjY0NH3zwAZmZmZSVlXHw4MFqweNvu+02oqOjKSkpoU+fPjzwwAPVLButra35/PPPiYyMJDk5mbvuugsAZ2dnVq1axZkzZ4iJiWHPnj2MHz/e/L2bb76ZvXv3EhcXx9GjR5k7dy4A06ZN47fffuPSpUssWLAAMCq7/Pz8SEhIYPLkyeY8TJax3bt3N1/r3bs33333HRcvXiQ6Oppdu3bxxBNPAMZN2J9++olz585x6dIldu3axS233NKE2r6xePfdd3n44YeZPXs23bp149NPP8XOzo61a9fWmn7t2rXk5OTw66+/Mnz4cIKDgxk9ejS9e/du4ZJfodWVXc888wznz5+v91XXyQ1X4+3tTXp6erVrpvfe3t51fk+tVuPk5GR+iSOXBQ1FqVTy7LPPEhERwS+//GKRwisuLo4PPviA559/Hjs7O7OQ7OHhweLFi1m+fDnx8fEWlScyMpKFCxcyf/58evXqxe23386bb75Jfn4+Dz30EL/++muNOGMmZVd73Ml1cXFhyZIlvPbaa8TExDToO7GxsXh5eTV6p7xLly7ExMTUah2QnZ1NVFQUvXv3brQw1FwCkK+vr0UnMppcGK+n1Ym3tzf5+fnVAn+a3GZaq/116NCBTp068dtvv11TMD5+/DhKpZLOnTtbZLXXr18/XnvtNb777jtWr17d6BOCf//9d9auXcuSJUvMShqBZWg0GgoLCzEYDOzcufO6uDDeyAQHB3Po0CF8fHxwcXFpd1ZqAwYM4K+//qp1XPzPf/7DzJkzGzU3mOTI5hjHTPdOT09Hr9fj7u5+3epZqVRib29vjlfzzTffNEssqb8jVlZWODs7M3z4cObOncsbb7zBE088ga2tLevWrWPOnDm88MILfPPNN83mgm5Sdl24cOG6hSBoLCZrwjFjxjBnzhyeeuqpBstpVTl9+jRr1qxh4cKF2NnZoVKpsLOzY9myZWzdupXNmzfXOnfn5+fj4ODQbK7FFy9e5OjRo/Tv379dzhn29va8+uqr2Nra8sUXXzBnzhwWLlzIhg0bSE1NbVLe17vddezYkeTk5GoHjIi4pY3j6tBNBQUFdXoAabVaTpw4US1GnClm3JEjR2r9zqZNmxg6dCjz5s3Dy8uLHj168Prrr7fqqa2tPip6eHjQtWvXel8N3WEbOnQoZ86cqWZat2vXLpycnIRrouC6oVKpeOGFFzh48GCdk+7VZGZmsmzZMp577jmcnJxqTJy+vr688MILLF68uMGnPu7du5d///vfLFmyBH9/f7PliYODA3fddRevv/46qampPPTQQ2zevNk88KSmprZr4dbLy4sXXniB9957jzlz5rB48WLWr1/PxYsXa13Q/Pbbb4wfP75Jyig/P79ahbY1a9Zw7733toilyLWo6grTEEwbC9dbaBk5ciR79uwxl+vkyZMtHq/rah544AF+/fXXeneetVotH3/8MbNmzWpUjCIXFxeWLl2KWq3miSeeqLExcy1+/vlntm7dyosvvoiTk5NQdDUBk8vPkSNH6NOnT7tT2LQmSqWS0NBQ7rzzznbZBk3xRq4WvNPS0rh48SL9+vVrE8+lVCr5/vvvmTp1aossrE2Wh/b29tfVlf3vgCRJqFQq1Go1Hh4eTJgwgaeeeoqVK1cya9YsPDw8GD58eLPICD4+PmZlV0udxGgpkiTRo0cPFi1axPLlyy0KPXH+/Hn+/e9/s2jRIhwdHav1BVtbW5YuXcru3bvZsGFDDdm7OTfSAgMD+eyzz5g0aVKzHGbSWmg0GiZOnMjTTz/NypUreeCBBygpKeHdd99lzpw5LFu2jG3btjU47IJWq22x+XPkyJHs2rXLLDtWVFS0S6Vja3N16CaNRsMbb7xRa9qsrCz0en2tIaLqspC+fPkyP/30E3q9nq1bt7JkyRJWrVrFq6++2uzP0lDa3qhYDwkJCURERJCQkIBeryciIoKIiAizpnfSpEl069aNBx54gFOnTrFjxw5eeukl5s2bV2dsFYGgOTAFTd+5cyc7d+6sV+FVXFzMwoULefLJJ/Hw8KhTsA4ODmbBggUsWrSo3kW4LMv897//ZceOHSxduhQXF5caeUqShJOTE/feey+vvvoqcXFxzJkzh+3bt5OWloa7u3ubFJIaSlBQECtWrOCNN97g3nvvRZIkfvjhBx555BHmzp3Le++9x++//05OTg4RERGEhYU1aZIcOXIk+/btq7ZgSktLIykpibCwsDaxWPL39yclJaXByq6oqKgWEZbHjRvH3r17zdZN4eHhhIWFtarCQa1WM2fOHN599906ra6++uorpkyZgqOjY6PLqlKpuPPOO/nHP/7Bs88+y8GDB6+pHJdlmTVr1hAZGckzzzxj3tkWNB4XFxfOnz+Po6Njk2Mh/R155ZVX8PDwaJdKQi8vL7Kzs2tYOH/44YfMmjWrzSxkvb29OXbsGD169BD9vZ1TVfnl7+/PtGnTCA0NbZbf1cPDg6ysLC5cuNCiJzE2hoCAAF555RU+/fTTa7ofAly6dIm33nqLRYsW1bopDMa5e8mSJRw6dMgcWNyEKTh9c/TnoKAgUlJSmnxQRFugansMCAhg2rRpLFy4kNdff53bbruN1NRUli9fzty5c9mwYUO98daSk5Nb7KCcSZMmsWvXLnQ6HVqtts2M1e2Nq0M35efns2jRombL32Aw4Onpyeeff07//v25++67Wbx4MZ9++mmz3cNS2u6oWAtLly6lb9++LFu2jKKiIvr27Uvfvn05fvw4YNwJ27x5M0qlkqFDh3L//ffzj3/8g5dffrmVSy74O2CadDds2MC+fftqncgrKip44YUXeOCBBwgICLimhUjnzp159NFHef7558nLy6vxuU6n4/XXXycvL48FCxZccyGsUCjQaDTcf//9rFixgvPnz3Py5ElcXFwsft62hpWVFTY2NgQGBjJp0iTmzZvHm2++yZIlS+jfvz/R0dG8/PLLjBkzpsmLtP79+3Py5MlqipHPPvuMe++9t80sTNzd3cnOzm5wzIqWit1mijNlUuCmpaXh6enZ6kJLv379UCgUHD58uEadJScnEx4ezqhRo5p88pwkSXTv3p3XXnuNDRs28O9//7vGwtuEwWDgrbfeMsfes7W1bZcKhrZGYGAg//3vf9t9sPjWwsrKql1vIAYGBlaLiXn+/Hn0en21o+hbm+DgYLNVV2uPjYLmxaRsaA5UKhV6vZ7c3NxmiwN2PXF1deXVV19l586d/Pe//61zMy4+Pp5XX32VRYsW1bqBWxVra2sWLVrE8ePHq8XPbc7DFrp06cKSJUtuyM2RqvEkQ0NDuf3221m2bBkvvPACeXl5PPnkk7z00kscP368hmwUHx/fYq6EGo0GOzs7EhMTWz38RXvm6tBNTk5Odc7nJhf62kJE1RUeysfHh86dO1eTrcLCwkhLS2twbNzmpl21knXr1plPMan6GjNmjDlNUFAQW7dupaSkhMzMTN555502s/gU3PjY2tqybNky/ve//3Ho0KFqE4Msy6xYsYLx48fTrVu3BrsK9OjRgwceeIBnn32WwsJC8/Xi4mKefvppOnXqxN13342NjU2DF24KhQIXFxdmz57Nf//73xuuj5iESWtraxwdHenTpw933303S5YsYcqUKU1e0NjY2KBWq8nOzgYgMTGRvLw8Onbs2GYWSwqFAoPB0CDLLlOalhLixo0bx86dO8nLy8POzq7NCI+PPfYYn3/+ebW4ELIs89Zbb/HII480q3uqs7MzL730Eq6ursybN6+Gu3JFRQWLFy/G19eXu+66CxsbGyHYNRNBQUH8+eef7Tb2iqBpDBo0iD///BO9Xo8sy3z00Uf84x//aLIiuzm57bbbuPnmm9vMfCJou8iyjEKhaDPz6LWwtbXlpZdeIjk5mbfeeqvGZk9KSgpLly7l+eefx83NrUF9wNramhdeeIFz586ZT0g3KWKaY960tramb9++jRojmitIfkuhUCiwsrLCzc2N22+/nZUrVzJjxgx27drF7NmzWb16tTkYfUsrnaZMmcKmTZuIiYlpttNvbzSas71ZW1vTv39/9uzZY75mMBjYs2cPQ4cOrfU7w4cP59KlS9XWHhcvXsTHx6fV5ljRSgSCZsbe3p7ly5ezdu1ajh07Zr7+4YcfEhwczLBhwyzeFR8wYAC33347zz//PKWlpeYTF2+//XbGjBnT6IWw6VSmtiTkXy9ME7harW6WCXLo0KEcOHAAg8HAJ598wn333dfmFiZKpZKEhIRrpktMTMTX17fFrFxGjRrFwYMH24QLY1U0Gg233XYbn3/+udlFdffu3QQGBuLn59fsv69SqeTWW2/loYceYuHChezdu9d8OuXTTz/N0KFDmTRpklB0NTMhISEMGTLkhtylF1yb/v37ExERgV6v5+DBgwQHB1/XIPCNQalUtvuTOwUtg6OjI35+fu1qjlCpVDz++ON4eHiwcOFCSkpKAGM820WLFvHss8/i6elp0ZxrZWXFc889R2xsLF988QUFBQU4OTk1W5ktVSiayl5aWtpsZWhpTIcMdOrUiblz5/Lmm28SFBTEO++8w+OPP86ePXuaTaHYEAYNGsSJEyeIjo4mICCgXbX5lsJkPdVc89nTTz/NmjVr+Oqrrzh//jyPPfYYxcXFzJ49G4B//OMf1dwgH3vsMXJycpg/fz4XL15ky5YtvP7668ybN69ZytMYxJamQHAdcHR0ZMWKFbz00ktYWVlx8eJFioqKzBZYjRFghw8fTnl5OQsWLKCsrIynnnoKPz+/du1O0p4ZPnw47733Hr1796aiooLAwMA2ZyXywAMPsG7dOrPJ8ZAhQxgyZAienp7V0pmC07fUwsrGxgaNRsO2bduYPn16mxJYJkyYwIsvvsj58+cJCQnh22+/5dVXX71uCmFJkujatStvvvkmH3zwAUeOHCE2Npb77ruP7t27mw+aEDQfISEhLFy4sM0ppwUtg729PVqtluLiYtauXcuyZcv+Fhs+ghsTb2/vdmnlolAouPPOO9m3bx/z58/nhRde4LXXXmPBggWNtgJRKpU89dRTfPTRR7WG/mhJFAoFTk5OZg+AG0F5rVQqGThwIP369SM/P5+jR4/i4uLSou5pYWFh/Pbbb4wZMwatVtuidarVaikvL2+z1noGg4HMzMxmje169913k5mZydKlS0lLS6NPnz5s377dHLQ+ISGh2tgTEBDAjh07eOqpp+jVqxd+fn7m/t1aSHJb/cVakaSkJAICAkhMTMTf37+1i9MoysrKyM/Px9bWtrWL8rcmOzubJUuW4OXlxbPPPoutrW2TBBJZlvnrr78ICQnBxcVFCOitzPz583FycmL27NltUtllOnVOr9eTmppqPtQjPz+fkJAQBg8ezODBg1m7di0DBw6ke/fuLSYwHz58mJdeeomNGzfi6OjYIvdsKMnJybzzzjuEhobSv39/+vfv3yJ9Ta/Xs3fvXvz8/AgJCRGKLoHgOvGf//yH1NRUunXrxrRp08SmkaDdcvnyZWxsbFosUHhzI8syp0+f5v3332fhwoUEBwc3uT/q9XqSkpJa1XXKREZGBgUFBa1ahuuFKZxQS7a7tLQ0VqxYwb///e8W/221Wi12dnZteqNMoVAQEhLS6u2+LSGUXbVwIym72nKH/LtQUFBgPvmkOcxKW2NyEdTOunXryMjIYP78+e1isSTLMjqdziwIRkREcPr0aeLj41m9ejX29vYtVpaKigq++eYb7rvvvjZZd99//z0XL140WwC1lNLJpKBsa4pTgeBG4syZM7z55pt88cUXQqksaPcYDIZ2LxOarINuxEW6wWCo8yAageWEh4ebLd9bEp1Oh0ajadNt1Nraut2PBc2NUHbVwo2g7CovL6e4uLjNmloKBDcCZWVlyLIsLChvUGRZFotggeAGRJZlCgoK0Gg0rV0UgUAgELQDJEnC0dFRGJK0M8TW8Q2KWq0WnVEgEAgEAoGgFlxdXVu7CAKBQCBoRwirqfaHUHbdwIgOKRAIBAKBQCAQCAQCgeDvhtCGCAQCgUAgEAgEAoFAIBAIbhiEZVctGAwGAFJTU1u5JAKBQCAQCAQCgUAgEAgETcPX1/dv5f0llF21kJ6eDsCgQYNauSQCgUAgEAgEAoFAIBAIBE2jPR/A1xjEaYy1oNPpOHnyJF5eXm1O81lYWEi3bt2IjIzE0dGxtYsjELQJRL8QCGpH9A2BoCaiXwgEtSP6hkBQkxupX/zdLLuEsqudYToqOz8/Hycnp9YujkDQJhD9QiCoHdE3BIKaiH4hENSO6BsCQU1Ev2i//H3UegKBQCAQCAQCgUAgEAgEghseoewSCAQCgUAgEAgEAoFAIBDcMAhlVztDrVazbNky1Gp1axdFIGgziH4hENSO6BsCQU1EvxAIakf0DYGgJqJftF9EzC6BQCAQCAQCgUAgEAgEAsENg7DsEggEAoFAIBAIBAKBQCAQ3DAIZZdAIBAIBAKBQCAQCAQCgeCGQSi7BAKBQCAQCAQCgUAgEAgENwxC2SUQCAQCgUAgEAgEAoFAILhhEMougUAgEAgEAoFAIBAIBALBDYNQdgkEAoFAIBAIBAKBQCAQCG4YhLJL0OyMGTOGMWPGtHYxBAKBQCAQCAQCgUDQRomLi0OSJNatW9faRRHcgAhl1zU4c+YMd955J0FBQdjY2ODn58fEiRP58MMPq6V7/fXX+fXXXxt9n8jISJYvX05cXFzTCnwV+/btQ5IkJEnixIkTNT5/8MEHcXBwaNZ7NjfBwcHmZ7j61alTp9YunkAgEAgEAoFAIBC0Og1duwpqkpqaysKFCxk7diyOjo5IksS+ffvqTH/48GFGjBiBnZ0d3t7ePPnkkxQVFVVLU1RUxLJly7jppptwdXW1WLG3bt26OtfBaWlp5nRV1/y1vV577TVLq+OGQNXaBWjLHD58mLFjxxIYGMjDDz+Mt7c3iYmJ/Pnnn/z73//miSeeMKd9/fXXufPOO7ntttsada/IyEhWrFjBmDFjCA4Obp4HuIrly5fz22+/XZe8ryfvv/9+jYEjPj6el156iUmTJrVSqQQCgUAgEAgEAoGgbWDJ2rWtEBQURGlpKVZWVq1dFC5cuMDKlSvp1KkTPXv25MiRI3WmjYiIYPz48YSFhfHuu++SlJTEO++8Q3R0NNu2bTOny8rK4uWXXyYwMJDevXvXqzyrj5dffpmQkJBq15ydnc3/h4WF8fXXX9f43tdff83OnTv/tmtmoeyqh9deew2NRsOxY8eqNSaAjIyM1ilUI+nTpw+bN28mPDycfv36tXZxLKI2BeKrr74KwP/93/+1cGkEAoFAIBAIBAKBoG3RUmvX4uJi7O3tm5SHTqfDYDBgbW2NjY1NM5WsafTv35/s7GxcXV356aefmDlzZp1pX3zxRVxcXNi3bx9OTk6A0Rvp4YcfrqZc8vHxITU1FW9vb44fP87AgQMbVbYpU6YwYMCAOj/38vLi/vvvr3F9xYoVdOrUqdH3be8IN8Z6iImJoXv37jUGCwBPT0/z/5IkUVxczFdffWU2FXzwwQcBowXS448/TpcuXbC1tcXNzY2ZM2dWc1dct26duTONHTvWnEdVze+2bdsYOXIk9vb2ODo6MnXqVM6dO9fgZ3niiSdwcXFh+fLlDUq/evVqunfvjlqtxtfXl3nz5pGXl1cj3eeff05oaCi2trYMGjSIAwcO1JpfeXk5y5Yto2PHjqjVagICAnj++ecpLy9v8DNU5X//+x8hISEMGzasUd8XCAQCgUAgEAgEghuFhq5d64uTJUlStfXi8uXLkSSJyMhI7rvvPlxcXBgxYgRwJRzO5cuXmTx5Mvb29vj6+vLyyy8jy3KN+73zzju8//77hIaGolariYyMrLUsaWlpzJ49G39/f9RqNT4+Ptx66601wv00ZH1cUVFBVFQUqamp16w/R0dHXF1dr5muoKCAXbt2cf/995sVXQD/+Mc/cHBwYP369eZrarUab2/va+bZEAoLC9Hr9Q1Of/ToUS5duvS3Ng4Ryq56CAoK4sSJE5w9e7bedF9//TVqtZqRI0fy9ddf8/XXX/Poo48CcOzYMQ4fPsw999zDBx98wNy5c9mzZw9jxoyhpKQEgFGjRvHkk08CRi2xKY+wsDBz/lOnTsXBwYGVK1eyZMkSIiMjGTFiRINjfDk5OfHUU0/x22+/ER4eXm/a5cuXM2/ePHx9fVm1ahV33HEHn332GZMmTaKiosKc7osvvuDRRx/F29ubt956i+HDhzN9+nQSExOr5WcwGJg+fTrvvPMOt9xyCx9++CG33XYb7733HnfffXeDyl+VkydPcv78ee677z6LvysQCAQCgUAgEAgENxoNXbs2hpkzZ1JSUsLrr7/Oww8/bL6u1+u56aab8PLy4q233qJ///4sW7aMZcuW1cjjyy+/5MMPP+SRRx5h1apVdSqW7rjjDjZs2MDs2bNZvXo1Tz75JIWFhSQkJJjTNHR9nJycTFhYGIsWLWq2ujhz5gw6na6GpZW1tTV9+vTh5MmTzXYvE2PHjsXJyQk7OzumT59OdHT0Nb/z7bffAn9zTyhZUCc7d+6UlUqlrFQq5aFDh8rPP/+8vGPHDlmr1dZIa29vL8+aNavG9ZKSkhrXjhw5IgPyf//7X/O1H3/8UQbkvXv3VktbWFgoOzs7yw8//HC162lpabJGo6lx/Wr27t0rA/KPP/4o5+XlyS4uLvL06dPNn8+aNUu2t7c3v8/IyJCtra3lSZMmyXq93nz9o48+kgF57dq1sizLslarlT09PeU+ffrI5eXl5nSff/65DMijR482X/v6669lhUIhHzhwoFrZPv30UxmQDx06VO8zXM0zzzwjA3JkZKRF3xMIBAKBQCAQCASCG5GGrl1jY2NlQP7yyy9r5AHIy5YtM79ftmyZDMj33ntvjbSzZs2SAfmJJ54wXzMYDPLUqVNla2trOTMzs9r9nJyc5IyMjHrLkpubKwPy22+/XedzWrI+NuVf2zq9Pupam1f9bP/+/TU+mzlzpuzt7V1rnseOHauz3uvihx9+kB988EH5q6++kjds2CC/9NJLsp2dnezu7i4nJCTU+T2dTid7eXnJgwYNavC9bkSEZVc9TJw4kSNHjjB9+nROnTrFW2+9xeTJk/Hz82PTpk0NysPW1tb8f0VFBdnZ2XTs2BFnZ+drWlgB7Nq1i7y8PO69916ysrLML6VSyeDBg9m7d2+Dn0ej0bBgwQI2bdpUp8Z59+7daLVaFixYgEJxpXk8/PDDODk5sWXLFgCOHz9ORkYGc+fOxdra2pzuwQcfRKPRVMvzxx9/JCwsjK5du1Z7hnHjxgFY9AwGg4Hvv/+evn37mi3fBAKBQCAQCAQCgeDvTHOsXeti7ty5dX72r3/9y/y/JEn861//QqvVsnv37mrp7rjjDjw8POq9j62tLdbW1uzbt4/c3Nxa01iyPg4ODkaWZYtOQLwWpaWlgNFF8WpsbGzMnzcHd911F19++SX/+Mc/uO2223jllVfYsWMH2dnZ9Z6wuGfPHtLT0//eVl0IN8ZrMnDgQH755Rdyc3M5evQoixYtorCwkDvvvJPIyMhrfr+0tJSlS5cSEBCAWq3G3d0dDw8P8vLyyM/Pv+b3TSaK48aNw8PDo9pr586dFgcbnD9/Ps7OznXG7oqPjwegS5cu1a5bW1vToUMH8+emv506daqWzsrKig4dOtR4hnPnztUof+fOnQHLAib+8ccfJCcn/+07rkAgEAgEAoFAIBBUpalr17q4+iRAEwqFosbaz7TGuzrcTl15VEWtVrNy5Uq2bduGl5cXo0aN4q233iItLc2cprnXx5ZiMmapLfZ0WVlZNWOX68GIESMYPHhwDWViVb799luUSmWjQgbdSIjTGBuItbU1AwcOZODAgXTu3JnZs2fz448/1uqPXJUnnniCL7/8kgULFjB06FA0Gg2SJHHPPfdgMBiueV9Tmq+//rrW4HYqlWU/ocm6a/ny5dfFn7g2DAYDPXv25N13363184CAgAbn9e2336JQKLj33nubq3gCgUAgEAgEAoFAcMNQ39pVkqRav1Nf8PPmUOA0NI8FCxZwyy238Ouvv7Jjxw6WLFnCG2+8we+//07fvn2bfX1sKT4+PgC1Br1PTU3F19f3ut4fjOvnCxcu1PpZaWkpGzZsYMKECXh5eV33srRlhLKrEZiC0VVt4HUNGj/99BOzZs1i1apV5mtlZWU1Tjas6/uhoaGA8QSNCRMmNKXYZhYsWMD777/PihUrapzWERQUBMCFCxeqaem1Wi2xsbHmMpjSRUdHm90RweiqGRsbS+/evas9w6lTpxg/fnydz9kQysvL+fnnnxkzZkyLDCICgUAgEAgEAoFA0J65eu3q4uICUGM9avLcsQSDwcDly5fN1lwAFy9eBIwuhI0lNDSUZ555hmeeeYbo6Gj69OnDqlWr+Oabb67L+tgSevTogUql4vjx49x1113m61qtloiIiGrXrheXL1+u0yV006ZNFBYWCk8ohBtjvezdu7fasakmtm7dClR39bO3t68xYAAolcoaeXz44Yc1NOf29vZAzUFn8uTJODk58frrr1c7CdFEZmZmg56lKibrro0bNxIREVHtswkTJmBtbc0HH3xQrdxffPEF+fn5TJ06FTAOmh4eHnz66adotVpzunXr1tV4hrvuuovk5GTWrFlToyylpaUUFxc3qNxbt24lLy9PdFyBQCAQCAQCgUAgqEJD165OTk64u7uzf//+aulWr17dqPt+9NFH5v9lWeajjz7CysqK8ePHW5xXSUkJZWVl1a6Fhobi6Ohodhu0ZH1cUVFBVFRUrVZYjUWj0TBhwgS++eYbCgsLzde//vprioqKmDlzZqPyTU1NJSoqqtoz1bbW37p1KydOnOCmm26qNZ///e9/2NnZMWPGjEaV40ZCWHbVwxNPPEFJSQkzZsyga9euaLVaDh8+zA8//EBwcDCzZ882p+3fvz+7d+/m3XffxdfXl5CQEAYPHsy0adP4+uuv0Wg0dOvWjSNHjrB7927c3Nyq3atPnz4olUpWrlxJfn4+arWacePG4enpySeffMIDDzxAv379uOeee/Dw8CAhIYEtW7YwfPjwagNMQ5k/fz7vvfcep06dMivaADw8PFi0aBErVqzgpptuYvr06Vy4cIHVq1czcOBA7r//fsAYm+vVV1/l0UcfZdy4cdx9993Exsby5Zdf1vDbfuCBB1i/fj1z585l7969DB8+HL1eT1RUFOvXr2fHjh01jm6tjW+//Ra1Ws0dd9xh8fMKBAKBQCAQCAQCwY2KJWvXhx56iDfffJOHHnqIAQMGsH//frNFliXY2Niwfft2Zs2axeDBg9m2bRtbtmzhxRdfvGYw+tq4ePEi48eP56677qJbt26oVCo2bNhAeno699xzD2BU1jV0fZycnExYWBizZs1qUJD6V199FYBz584BRgXWwYMHAXjppZfM6V577TWGDRvG6NGjeeSRR0hKSmLVqlVMmjSphhLqo48+Ii8vj5SUFAB+++03kpKSAONvZjrcbdGiRXz11VfExsaareKGDRtG3759GTBgABqNhvDwcNauXUtAQAAvvvhijfLn5OSwbds27rjjDhwcHBpU5zc0rXkUZFtn27Zt8j//+U+5a9eusoODg2xtbS137NhRfuKJJ+T09PRqaaOiouRRo0bJtra21Y43zc3NlWfPni27u7vLDg4O8uTJk+WoqCg5KCioxhGoa9askTt06CArlcoaR53u3btXnjx5sqzRaGQbGxs5NDRUfvDBB+Xjx4/X+wx79+6VAfnHH3+s8ZnpKFl7e/san3300Udy165dZSsrK9nLy0t+7LHH5Nzc3BrpVq9eLYeEhMhqtVoeMGCAvH//fnn06NHy6NGjq6XTarXyypUr5e7du8tqtVp2cXGR+/fvL69YsULOz8+v9xlkWZbz8/NlGxsb+fbbb79mWoFAIBAIBAKBQCD4O2HJ2rWkpESeM2eOrNFoZEdHR/muu+6SMzIyZEBetmyZOZ1pvZiZmVnjfrNmzZLt7e3lmJgYedKkSbKdnZ3s5eUlL1u2TNbr9eZ0sbGxMiC//fbbNfIwffbll1/KsizLWVlZ8rx58+SuXbvK9vb2skajkQcPHiyvX7++xncbsj425X/1ursugDpfV3PgwAF52LBhso2Njezh4SHPmzdPLigoqJEuKCiozjxjY2Or1efV1xYvXiz36dNH1mg0spWVlRwYGCg/9thjclpaWq3l//TTT2VA3rRpU4Oe90ZHkuVabB0FAoFAIBAIBAKBQCAQCGrhwQcf5KeffqKoqKi1iyIQ1IqI2SUQCAQCgUAgEAgEAoFAILhhEMougUAgEAgEAoFAIBAIBALBDYNQdgkEAoFAIBAIBAKBQCAQCG4YRMwugUAgEAgEAoFAIBAIBALBDYOw7BIIBAKBQCAQCAQCgUAgENwwCGWXQCAQCAQCgUAgEAgEAoHghkEou2rBYDCQlJSEwWBo7aIIBAKBQCAQCAQCgUAgEAgsQCi7aiElJYWAgABSUlJauygCgUAgEAgEAoFAIBAIBAILEMougUAgEAgEAoFAIBAIBALBDYNQdgkEAoFAIBAIBAKBQCAQCG4YhLJLIBAIBAKBQCAQCAQCgUBwwyCUXQKBQCAQCAQCgUAg+Nug0+k4ePCgOJBMILiBEcougUAgEAgEAoFAIBD8bcjIyGDNmjVUVFS0dlEEAsF1QtXaBRAIBAKBQCAQCAQCgaClSEtLIz09XVh2WYBerxfKwTaMtbU1CoWwZaqKUHYJBAKBoO0hy4Bc83/kyvdUu5ZfUMB33/3Aw48+jlKpbNGiCgQCgUDQIGrMbVD7/Ga6Xk9ai67X9tk1rlX7bl151pfPNfKr8761fbe29PWkqzWv6vmkx58mIyMdXXkB2NrWn/5vjizLpKWlkZeX19pFEdSDQqEgJCQEa2vr1i5Km0EouwQCQcOQDVde1PG/6b2VEyhtWrnArUCD60iuft303nxNvird1X8NVwRm83W59uvm/7nqWpW/sgHQX3VffeV39HWXw3TPau+vvrdcS/moXtaq6WoV9mv5/6o0ybE5HPn9FA9OcEHpOwzsQ0CSLPwBW5D62oqkBJV9a5dQIBAIrtAs89vVc0jV+ay2ea0h89s15p26ylvvfarOb4bKbK9KU9v8VuNaI+a3Gsqcut7LV31cn1KoAUqkestQ33eude/60l0rzTUUVhano1rZ0s/F4WSrICf8Yxx7TACXPkb5tTWp0c/0V7XLuvqgfNXfq/tLbWnqkyOry2hp+SrytHZ4erhjZ6NGkqRrtFW5nmu1XbpGXlXelmp12NjYICntQGHVtmW9FsRgMJCSkkJqaiqBgYHG30gglF03LOU5UJ4JTl1auySCxiBXKhtknfGvQVfH+6tfhso0Vf9W/azyf0NF5ee6yryq/q1yn6r3tETIVLuC+1Bw7gVWjte3rgy6yuepuKpeqvxvqOXa1XVSWx0ZKoAq9W3QATrQ66pfr/r9a9YRNT+vKgjXKxgDmCYv2TjBmz6XpMrsZWMaCeNn1a7XgXlClKq8t/TaNa5LVcte22em67XlV8t3pep/U3PKScsuQc4+AcVnQNMN3IeAYyeQGmHSbdBDWToYyqr0jYorfcegq2xzFWDQ1tKPqrQVc7ur2l7q6U+SClz6gms/sPO1vOyNeVa5wnhfhRALBIJWRzbUM5/Vcb3GfFbPHGeoqHxfcdXcX1GLDNDQ+Y16Pm/i/FYXtc1vElSfC5syv3GNtJXXm3N+k66+/1Xpq+ZR62K2tnI0Mv01v1PL+xrJr7XgrievRuXX8LTpRel06+RLWmYuQQk/QsYBcBsCrn2NcqyllOdAaTLor5IbZB3oyytlhfLK/8uryKdVZYSrZYMqm4S19a1qcmRVOfMa/czUTyQZ5KtlRvlKOkAvWZGnuAVPLzvc7A1AaR0VcI3fxiLlSy19pZLE9FJC/RQoJB0obI2bgwp145Ve5rGxrnGKK/8rbdu0nOTh4UFKSgo6nQ4rK6vWLk6boO3+WoKmURgNabvB/1Zw7lFrkpiYGDZv3kxiYiIBAQFMmzaN0NDQRqVrzrxM6bZu3khqchyB/t7cNHEcwYG+VRaWV/2VdWDnX+fC9nqUb/PmzSQnxhEU4MvNN00kJMi/yuLX+EpMuMyB/b+TlZ6Kt5c7w4cNxs/Hq1JBU145IWrJSEvi7OkTFORl4ebiSLeunXFzdTEOwBjAYNyVyc3J5tKlaIoK83FyciC0QwjOGqfKCfDKIJ+Xn09s7GUKC4twcHSkQ0gIzhrNlQeQFCBJ5OYVEHP5MgUFRTg6OhHaqROuLq5cEbiM6bJz8rhw4SJ5+QVoNBq6dA3D3c29itBXJT2ANgfif4D0fTUEhwbX8aVo9m77H6VZF/DzcmbooL74eDqDrtRYb/oy0JeSnZ3BxQuRFObnodE40rljR1xcKuukipVSXl4usbFxFBYV4ujgSEhICM4a58q7XREE8vLziI2No6CwCEdHR0I6dMTFxcVcF6bnzcnLJzr6krlOOnXuipurmzGNpDDXR1ZODufPR5Gbm4+zizNh3brjYa47hVnQzcjK5tzZc+Tk5OHi6kKPnr3w9PCoUrdGMjIzOXP6NDk5ubi6utCzlylddVojXWuVDSAtL5mcgnIq7Dpha10KuRGQd8ao8HcfCk5diYmNr7/t6YqhOIGU6CNcCt9IRWEaLho7OnQIxtmpcrfXLAhKlW3lMoWFxTg4OhLSIRQXZ5fK319BzbZSiEbjVGdbMbcvfTmk7YDsP8G5N7gNAPtgcztoaB+6fPEsB3f+j6Ksy3h7ujF0UD9jH9KXVr7KzGMQst4oMLoNBpdete5uN2kcDQk2jnkGbXWh36AFK+c6lXoNvWdDuV5zQbsun0HP5ZgLbN/2G6nJCQT6+TBx4liCA/yqL9YMVRQjKjtw7AKq2l1/mlNuAIx9zqAFhXWdC5oWrTvZYJ7nYy9fZNeOraSlJuLv68X4caMJ8ve7SpFUQXJSPH8eOUh2Zjpeni4M6t8bH0+3SllAa5ZpsrNSiTofSUFBLs4aJ7p07oSrswbTXGZalOXm5RB7+RJFhQXGuerqeb5SJjCOU7HV5z5nl6vGHQU5eflcuhRDfkEhTk5OdOrUGVdXN2M+pvFMksjKzeNC1AVy8/Jxdnama1i3WuWBzOwc45yWm4eLiwvde/SsHL+vzHvGuS+rzc4trZvu1FXp3NtY+dq3fAGQnlNMt1Bv0grVGBw7oCjPgKRfIesQuA0C1/7EJBfUPQ4YdFCaAsUJZMTsJ/bsH5QXZVbpj86Y5UtJAklJbn4Bly7FVvYzDR2r9bMrfbL+fnZFXsjMrpQdc/NxcXGu7GeeNfpjU+rPydUfym2ws7MHpdE9rkKno7S0BJ1Oj0qlxNbWDitVTbVCc6fTG2TKK/ToJTUKSTbKbbpSozeJyh6UNpSVl5Ofn49Wq8Xa2hqNRoONTRVvE1kGWYe2rIjSolwwaFEpFajValRK0xryyrpAp9ejLS9HbzCglZywd3Kvnl8bwuS+qNfrhbKrEkmWr7Vt8vcjKSmJgIAAEhMT8ff3b+3iNI6svyDmC6MCKOQBcAip9nFMTAyvvPIKsizj6+tLcnIyCoWCJUuWVBP6GpKuwXlFn+fdlS9jpagg0NeVnMwU1CqZfz74f/h5u0NFIeiKyEyN5fedm1Eq9Dg72VNclI9SguHDhuCicTQKjuYdssqdO9lgHICduhitOZzCzJp3S59VQk+XQEdyM5NRq2QeeWgW/t7uRoG0opD05Bh2bP0Za4UOV409RYX5KBQwesRwo5Kl0oooLy+bo0ePIsvg4GBPUVExIDF48CCjQCopzBPfwUNHkGWwd3Aiv6AQUDJ67Fjc3NwxTmoKMnNy2bVzNwYZHJ2cycvLB0nBlJun4unpZX6OjMxMtmzeAshoNM7k5eUiSQqmTptabWJr7nQ1kPVQmg7l2WDjBi4DiCt0Y/nKz+r+LfRaKEkg5eJh9m78CCfrElydbCgsKkJCwaAhw3BxcQNJCQol2bkF7N23H4Ms4eCgIS+/ACQFEyffhIe7R6WAriAjK5stW7a1eJ38ndK1drtb9dUhjpxK5K1nptDBr3LBpyuGkiSQZTLLNHz4/XGSCjV4+QRUtj2J5QvnEeyhMG4QFEaTlxnL0b/+pKTCCqWtB9l5hcgomTptWsv2H6jcJU41KhScwsBtMDGZCl559fW6+5A2F4rjSY0+wOFta7FXlePoaGcefwYNGXqlD0mqyr/G/oSuGLQFYOMJbgONLh223oAl43wkn7/3Eu42BQR7qSkpyEKt0jNx/GjcXJxqWpHIBrByAKfu4NYfHDoay2LBPc3IstGiWeVgVMZcRXPOexgquHwpkvfefgOVQoeftxvZmalYKWUeeWg2/j6elcoLLehKjMpFQ6mxjM49QdO9htVr48uXhLUSFi98hpAgX7MSMzE+mrVrPkEl6fDycCE/Jx21ysDM22/By93JnC47K40/9v6OJBlwcrSnpKgAhQTDzHOunmpWKCap0c7PON869wRrF4uew5QGWU/XIEcKsxKxVsk89M8HjPKArsTYHvVFUFEM+hJj27HzBdcB4NQVlOom1Z2frw8ZqQmoVTLPPfMEwQE+lYrYMpLiL/H1V/9BJenw8XCiMC8DtcrALTdPwsPFwawgzs7J5OD+P1BgwNHRnpKiQhQKGDJ4wJXNFEkiLy+Pv44eBVnGwd6ewqJiZBQMGTYMF2fXyn6oIDsvnz/+OFApD2jILygAFIyfMBF305wmKcjIymH7th0YZBknjQt5eXltZi5o7nRtuWwiXftsAyYee3kTU0Z3Iz2rgNm39UWlrFxPlGVAWSY5JRJfbT5HbJ4r9u4dSU5Oxs5Kz4sL7ifQRQ8FUVCeSV5OGoeOhFNUYYWVvecN1x8nTbuLAvthhAT5Y6O2okKnIz8/DwClUolepwcJNBrnagqq5k4HUKbVcSkhmw4BbtipKz8zWasCFbKSjJxiKvRKVFbW5mD6Pj7e2FgpzIYGuopSSooKjdOZpEKnNxoNOGk0lfeUapTNRiWTX2aF1qDCx8enTSq8ysrKiI2NJSQkpE2WrzUQll03Mkpb0OZDwk9GhVflogVg8+bNyLLMjBkzjAOLXs8vv/zC5s2bmT9/vkXpTGnuuO1mbBXFKPQ+HNi7nYgd7xF6y0SjlY82l/SDu5kUlERYl1BUUhoGA1yKuUzGiU/x69PPuMCRVMRGnsRaWUHnsB5Ikgq9LHHq1FkionMYO7ZfFUuIq9AVQ8EFKDgP9h3AYyhoujfsWQ069m9dR3fXJG4a4o+NlIZC1nPpUgyZxz7Av08fQAaFFYlnI3C2LqVT125QWb4zZ85xJjqFUaO6mBePJ44nkVzkTJ++fVFIEnayzMnwcE5cKmX8+GHmYocf20NWqYM5nWtluojzyYwf39Wc7vS5E5TrVeZ0hsp0Z86cZfz4K8quM6dPA3LNdKdPM378+OuWrgaS0rgwsfWG8ixI20H6yQv09yiny9D/o1zljd5gYOvGHziybQ2htw2D/EgozyL95FEcrUoJ6jIQWWFnrrvw6ELGjx9kvkXEkT0Uam3MZfOpTHf67EXGjw+48gxnzrZKnbSZdAY9pyJOcu50OJ5jRmOKYxJ1+hi2Si09enRHoQDZ4EZk5DkunTmE59AhmMznY8/+iatNEV26dEGpANlgy8WLF0g4+zue/fsCMknnTuBjn0vHjh1RSCDLblyOiSH13HY8e/XEZF6fHnmGEKdMgoODkKQKkO2Jj48jK3Ijnt3CzKb42VFRdHHJISDAH0kqBllFUlISeed/wlPXkepm5pCelEp3fztS0nMJ8XUyxipQ2RsV4PpS4k9uZLhPKj6jhpNv5YqktycmfBPpB14iuG9Xo3Lc2pXw6MJq/da/tfoPGK0h1a5QUVBpqXaa2GOJBDiUMmD8P1CobNDrKvh96/84vv1DQm/qBcXxoM0j9fQpQMa78wgkhVWVPlTE+PGD67ifO9jpoSwTkrdA5iGjK7JbfzZv3lT3ODrvYSiOg8IYUvd+zhj/y3TqGIws2aCXA4k8f4ELUecZNnwUKO2MdW1ymZSURgVdzjHIDQeHUHAfBE7dGjZ2ywajQrDoMuSdNbqQqBzAtb/RqtnWx/x4ls17Bu65bSwOUjaS3pajh/dycedyQicMh4oiMJSRceQgEwOT6dolFKWUBrKBS5cukXns3/j36Wtum+bnlJTG8uadARsvo9LGpZe5jA0t35bNG3G3KWDGhF44koayr0RU5Gky9r9AyMD+ZrfurJMnGeKdQWjHUBRSEQbZnovRMSSe3YrXgEFmZeeFqPPoZQjr1htJUqKXJSJOnSEiOo+x4/oby301hgooTYP4HyF9L7j0M1rw2vlf+zkq59swl2SmDAvAVkpHoZeJjokh4/hq/Pr0Mc7z1dqJlbEc+ech9wzYBxitEJ17gLVzg+tu6+aNeNgUcNuEnmhIRGkwcDEqksyDSwnu37tywSSRGRFBP88Mo6JMMmCQPYi6EM3lyMN4DB5q/j3PX4ilpEJF957GunOWJU6ePFU5zw833/fE8T2kFGlqyAPhFwsYP36gOV3En3vIL7c1p/OqTHcqMpbx4zuY0505G4VelujTt1/7mIOakK7eNOPGmeeMc6fDUSl09O7VE4VCQjZ4c/bMaS6c+QvP4cOM/VE2cOnsIZysS+gW1rUynSMXoqKIO/sHngMHYJr3Es4ex8sun06dTHOaBzGXLpF8bgeevXtjmtPSzp0i0DGLDiEhSJIBZEfi4uLIiPwNz+7dzOXLOh9JZ+ccAgIDUEilyLI1iYmJ5Jz/GU9958rxQibv4kV6uOXi6+eLRD4EQUpKIoVRP+CpNW1cyxRdjqGPRz7e3t4opEzkQAPpaemURH0DZUGYXNFK4+MZ6FWAp6cHklSCHCiTmZFJedQ6KPY356dNSmKodyHuHu5IUgFyIGRlZVJx4Qso8jXnp0tJYYRvMa6urkhSLnKATE5ODvqLa6DAu7KeQZ+exii/YlxdXEDKggDIzc1BvpgI+V7m+VvOyGRsQEnlJnA6BBitEbkYD7kexvwysxgfUIKTRoNEKgRAQX4+iotxkONmfgZFVjYTA0txcnICko3pCgpQRl+GbDeuaOqNf+ViBZ7afE6luiDLfY0fSQqj3GrjRdTJTfRwTWbKQDcKVQak/q4knNtL1l9vEtinD1hrwNaHE5fiyKgix7el/tMc6S5ejMK77zBzGy0rLUZCxtbWFgkJrGVKS0spLy3CysGhsoplykuLUEoGY3wtQLZWUl5Whra0ACt7e3M6bWkJVgo9anXlBoa1ivLycipK87Gyq249XKHVYa1SUFGhQ1arKo1ElaA0zq/aojwcrCqwcnBAL6mQsaK0KI+KwiRs7GyMzyApKC2rQGtQYmdrBxJYyVBSUkJpaSlWjlcs20tLSwCws7VDiRZHayey80rIz88XyqR2wg2r7Pr44495++23SUtLo3fv3nz44YcMGjTo2l+8oZDAqZNROEz40ajwsnYGIDExEV9fX/OpZUqlEj8/PxITE6vlUFe69OTLxkVVeRZ2efu5rXsxnfWbUOrLUMpa1B0zMZSnQYaVcfdVoSYvrwCVrTvlCg9KUYFKokSl51Kmnr7O3cz3jM86idLGF53C2fwYdk4eZOUUmnf8a0VlD06djbvVJYlw+RLYB6LIOU6Qn0+NZ0hOjDcukAovQd5pQnTb6RxswFpyo0xywyBZUWwuX3fzbWKzzqBU+6FVuJnLp3bwIj27pJpLR05OHhqNM4pKxZxCknB2diEnJ7dasXNycq97OlcXDYV5mcZFWmU8oYrCJALdFdiTiSQbUMgGOnvrkUsvVgoPxtggTuVn6e0r4WE4i6Iy6OXggBzQZ0JiITXiekgqo6LRPqiyfhRGSxEbTzJzT9EvoARPww4KKwJBUjCzVxJq3QVILzVaB9gHcinzNEq1P7LCrmXqrjJGWmFeJh4udqgpQZL1SBgI9FAiF1W2lcpYKdalFwnzlnAxxCBhQIGBPn5FoD0FabLRagU93voz+AWAq/5PwICEAU1wHshJcDkRU/yULooEwjrIOFSkmtP5dyxBIgrOHcPkujJAncvAzjJqbSQgIyHTtWsFEifhxGZMwvxo+wqkMBmF9i+kSqGub3eAo3DiF3O9jHIEugK6E+Zr3TsDRMCZbeZrg+2BUEB3xnytcweASIj6HYB+dkAwoIsypwkNArgAlw6ar/W0BQIA/SXztSB/gMsQe8x8rYsa8JFAH49ph83bC2SSIPl8FXdlo4l+Qa4X3V0rSDsVg+zZG8l7zJUg70pbYjNVWFsFYEsujto/kCWocFeSnlNujO9VmV92TkGD2lRuTg5uLg5YU4pC1iOhJ9BDVaOtqEsvEuYNroYYJIxtqq9fIVRUaStX9yGHYHDuC6bjo62cQOMEuhKUxfuZ3Amc9TspIgB7fRKa7smoKmKgwBqsXUHjQ0zmeZS2PkgKq3qfowaS0izoo82FzIOQcxzv4gj6hvijUsjIgFpRTv9QFc6Fe+B8AWizQZYpKshGa+VLsTL4Sp62RSRn6+qOgWLtYnzpSqE41rhbbueLVW44oQE1x+6kxAQoToCiWMg7bXQjqSgCK3uwdgNdESRtgow/jBZALn3AsXPD5r2yDBQ5f3Fr91xC9dtQyaWAxMDAIipKo6A4wBgQV2FFZm4JCltPyhWeGFCCQlFlzuhW8zlNyJXx4JI3Q+YBo5WXa3+SEuPrLp9BByUJUBhDcPlG+nQtw0euQIcNBkmFvaOGjNxSsPEwKoYUKi5lRqJUBVOsDLryeFY6YjP1DKhi7Z2crUNp541eUWlpJoGDkztZOQW1K7rAWAf2AUbrrvJMSNsFWUdA042yjAj8fb2rPUegvzclGachZTvknyW4YjudQ2RscKEcZ/QqmyryQPfa7wnG5zNojYq2hB8g/Xdw6UdB2jl8fWu2lcTERLPFMIWXCC7fSO/KuqvADr1CjcrOnaRsPQMdOlQqACUuZZ5Hqaxedzp1GQlZegbb+ZmvpWaXo3bwRFbYGu3MJdA4u5KTk1et2C0xz9edToNSMqBAjwoD3m62lBekGOuwMk6QVBxLqKeEk5xklge6+5RBeSRk2mKKKeRWEYGXH7jpwyvHMxn7oByQUyEu05gfekKly3QOAQddFlLlnOYdWoxENJw/hSnwdh/rLPp1krGpuGicq2SZTl3KkTgFETtBlhluW8KIrjJKbXhlXjK9uhmQpL/g2Hrzs451BMKAiivzSM+uAOFw6jfztWH2QCdAd8p8rWtHgDMQuct8bYA9EALoIs3XOgYDREH0AfO1XnZAIKCPNl8LDgC4BJf/Ml/rZgP4gay/DJUzs683yMRD4llMc1mwtQ48JRT6NExzn6u7AeR0SI8zp/NWluHtCipDfuUsL+HoqkOWcyEn68p3FcW4aMBaLgXZeE2tqUCWi6DQFHtJwl7Ow95RQi1nmnVCXvblGORyKJHN+VkbclHbSdiQX6nXknCx0yHr80Frbc5PqS/E0UZCxZX72ttIyLoSo+VmZX6GilJsrBUo0Jvvq7ZSoa8oxxQLTlehxcrKyqhYMWaP0sqK8gpd5RhlvF5WoUdSqjFIVdy3lDaUlMu4mQ5NquwzsiyDpMPLNpuMxBQMUZcgYJLRiloy1nFydgVKZQgGhQ2uuvPIkoIsB2cuZ1rRr8o4VVd/zM3JrrSgNVr56gsTCfYAJznFKGPKerr7lFfpZ8b+6KYz9bMT5v5jH5Rb2c8yMIU4MfUzR10mYECSZXw6FoFc2c8q09Xbz07uxBTAfoRdGYowUGiPV7ZQA727y2jVacRqb4MSBejAUQHYAHIJBoOMLMtYW2FUchZeGYNsAVsVRmOESqxVlemK8s3XbACUVLYLI1bKynTFBeZrkiShK1dha6WkojQP1LaVFtKVspKkoFwnoZCsUaBDKRcaL1vrMegrPYAq01boSozzhcl2QgKlSolOp6cqOp3+SjrZ+MfKygqtVktjCQ4OZsGCBSxYsKDReQgazg2p7Prhhx94+umn+fTTTxk8eDDvv/8+kydP5sKFC3h6erZ28a4/2jwIfxrsgsC5m9GyoeA8JP4MQfeCyo6AgABOnDiBXq8374ImJyfTv3//almZ0il12ThK2ah0OXRV7KFzBze48BEYyhngl0ViajZ62Z0KyRUdKi6mZxIU1AE0Yea81E5+xMfH4xusMu8Y5OXlEhQUVO2erq4uxMfHY5DletMBmPyuQboSMFBpA46hxh3akmRGBCRxMTEKZ60LxVYhKHSFOJcdY2iYPVxcXRkzRgN2AVyIT8HO161ZylcjncFAYX6OMfaYNtc8+YW468nKTMRRB0rJ6NrjrYjD3V0DyVsr3SUqGOITR2lxPh7aS0iScZL0cM7FzsYazl7AFB/kloAiZEMFVuUSCvQoMNDbJJuf3Gsu302mEDlVxutQU0iISxHmawPdwSADOgUyykrBxoCktILsvCsWC6aXrgAy9hoXmT43Gf9WCgC2Gh8uxMfj5OOIRo7FIMvE5BXi5tvRuOCrpe6UkgHJUIa+JJVAP08ouGh2v+nhlUNhbiaeFZkoJR2SrMPWPgNHB1uI/tQcU2WiXxY6bSn25X+hwKiY6OxdjkoBHPsd08mDt5mMwarUSVeT0VzkFaF1pGkY0V1JF+ACBlmCxNhKK0UloU46KnQGrPTZICkwyBKSogwraxvjYldSAkps1ApKSsowoABJhUGWyC8tw85BY1xMVrqy5uclk19QZHRblZQYZEjNTkfj7EyoTyezi0vMxUtk5+QSEBBYeV+Ij0/A1c2DHt17VipRJE6dPktGZhYdQkORKtNFR1/C08ub/v0GYIopdezYcVLS0unSpSsKhRK9Qeb8+Sh8fH0ZOmQYSAoOHT5CcnIy3bv3RFIoMMgyZ86cxc8vgFGjRmGKM7Hvjz9ISEykd+8+SAolBoPMyYgIAgODGD9uvLmt7N2zh/j4ePr2q265EBQUVLtF1G8b8eoWyqWocAwp21Gk7QCvMeA1AaydzG2qKKQjCoUxv9jMLIKCvKsozsDV1ZnSzHN4V6RjI+eiQIuPaz62aiVEhJuDy94ZVNGgtjKilrbi52xcIJAUW6XvqK4oFtJ2gtoDvCca441VxshAZYfBvgMxCZcZ4pODp5yGVlaTmq3Fy78TOHasow/JYChHV5Jm7EOFl6rEvSszBuHXa41WMvaBxgwkqYplWREdPbU4pR/Gr1xCp9Rgq0tGsjp1xYXasRMorLByTCMlPp7AhozfV6OyNT5DpdXQMP8ULidH4VFuR5FVKAa9HqfSEwwNc4CLHxtd21QOxrqq6qpvXdlvtHmQE260GLP1Z3AHLXtPJKDXD642740Y0MXo+p9/FopiGRmQRFJaNuXyQEoldwxAdHqG8Rkcgs23sdP4EB8fj9815rQaSEqw9TW+tLmQ/RfknOCmTonsP1MCuj7G31qnRZsTxfDe3nDh30blhKEcLxc1F+OLcfQPMN83JTvWeN8qp3g2eq6y5DeTFEbFqI2X0ZI85wQTQuI4GxuJo9YDg8oem4pkeljtplOABlK2grUGyd4037pbfk+FtbGdyoZKRdtObupwmRMx57Cr8KNUFYBeX4Eu9zzDe3nBhfeNbkkGLZ4uNlyIL6lWd+k5Jcb7Kq4skJu77lxdXUhMiEMy+BrneUMFlCYT7Fs5p1W6vIZ5FpCXk4GbrhAFBiQqQJ2Mi5MDxH6LKS7oaN9UtGVFaLSnjHOarCfQvQS1tQJOHsMUJ+yOQK0xrk35lbJ0Nxk7nrmyCTHOZPhfcSVdsMlgJvZs5W+tpIcL6PWg0Fsho0BGga11BUqVNRRexBSewdlGS2m5FqWsgEq5obxCh62tvXFxWum2WSbJFBQW427jUTmnSaTnZeDo5EyIeweQFCRfjiMnNw9fP3+QFMiyREJKEi6uboR17WaeW85GniczK5vg4BCkyvkx5nIsHh6e9OnTF1PcsRMnT5KWlkGnzl2QFBIGA0RduIi3tw+DBw0xKzqO/PkXycmphHXrjkKhwGCQOXsuEl8/P0aOGIVJ6bR//wESkpLo1as3CoUCvQFORZwiIDCQsWPHGdMhsWfv78THJ1xzTjtQ39w37Eq6I7WlO1uZbviVdEdrS3emMl3PK+nC60vX/Uq6U/WlC6tiJZRSdzrvrlfSRSbvIf7yVelijOl8uhjTnU+qJa/KNH6dr+R1IbGWdJeN6QI6VZcb8gtKcfTYj0OPMZRs+xFZn2ocZ+2CwPdmcOll7t/lhFChdKwca9OMckMVfN2skQrOEayNxFbOQUEF3X21qBQynNhjTjfJJHdX6WchtfUzZ9DpQam3NvczG2ttZT+LNssNGpsKSsvKUchGWdIAlJUbsLWzM26SVfbHUgkKC4twt/E0y6JpeRk4OTkT4hFqlh0TLl0mJzcPP39/kJTIMiQkJOHs2w2Fyt64KaVWUlJaag6AXlBUis5goEJbjlKpwtb2yqZ/aWkZOl0F1mobTApebXkZKpWV0aKqkpLSUip0FZWWXUYZsLysDJWVNfZ2V9IplSrKkbC1U1ChLUPW5iNVFBjHFJVxXFGplGjLtRisjVZimVnZLH/lLXbv3U9GZjYuLhp69+zOM/Mfo3/fHihlGQU6JFlGqdChVEhQVm62yHS21gMyUuUZHOWSExUVFdhVKZelHDt2DHt7+2snFDQLN6Sy69133+Xhhx9m9uzZAHz66ads2bKFtWvXsnDhwhrpy8vLKS+/IgkUFha2WFmvC5LKKEDnnjQqu2w8jQuRnAijC0nAHUybNo2TJ0/yyy+/GK2cKuNbTJs2rVpWt9w8kZK4rZSdfg+NixX5RcW42FjRqUt3o7CpVOPX3YuI2C1knbyEs7OL2ce7Z69e1fLq2asXCQmJnAwPr5JOolePrsbYNLpi0BUzoIOEbWEG+sTfsLdTYagoYYy/Hj/PXIgMvxJY2VC5UJP1xlM4PEeD9wTjQgeMgqtDMH7d1MSn/ELpxW9Q2bijLc6lr6eBHp3HG3emlcaBuVsvG2IT0q4qn4KePXsa43hUlq9/J3sUeTmUxm3Dyd4KubyYwT4GOvhUwKUYY1p9GaPciimxzsGqOBwrpQEl+krrGiDiV3O9DLAH7AH9FYsYf2+QlNaQftlsReDtIJGjK6W0sAxJaUO5VodetsbFORBsHY3KPoUV+lIt5y/EoDeA2saeopIyDLKS3n37o9G4mN1CcvOLOHT4T/QGCXtHJ/Lyi5BRMHb8RNzdvcyTaUZ2Llu2bEOWDdXqZeq0qdjUEgPBoNOhyD8JqTuMiwy7QPCZDC79zG3g2MmoKnnZMbpX3ysZyDJ9u7jjWnqYgLwzuNsZd3p6dq78POrKzmtXG9B6KKkoS8MgqajQgbNagbNjZUwVyQqsbFE725OakExaiYSVtS0lZVr0spIuYd2wcnA2u8vkF5VyPPwker2Erb0jBYUlyCgYNmIkrq4eZoVEVm4+u3b9jl4GRycXcvLyAUWNuE4FlfEPaqs7qqQzZGayZ/MW5ISq6TxqpLOxr0yXVjVdAFOHVE/nouzN4c1biMopr5LOi64jp4L7lXQ+3QMI37yFxIjsKulc6N99AjhdSRfUw5GzcVs4HJFYJZ09I3qMAFtjuk49h3Ixfgt/RVyskkZN114DjTGZKunWqz+xCWmcOHmmSjolPXv1Niu6oK7xoua4Ymwyxu02Lx9vDp3xR+5xK2TvMR6QkLYHPEbQJ6x/3fnpiiEvEvJPM1ZzBoVjKaXlKvJ0LpSUG9DL9jh4hYKDxjjWKNUUFJcTfuocOr0CW3sn8gtKMCAxbMSoWtuKzgBOGhdycvNBUtYfs6s43th/4r+D5N/Aaxx4jQaVvbleDkUkVz5HJpKkNtafCX0ZA0IVBOov419yAluVUdPWy9SHzu+sfj+FNSBB8kZw7GxUsjn3uKIEtHIgoPsEIuM2URH1J85OdlzK0VKic6Zf94nmNmD63RITEog/dxA3ZzXa0ny6uOrpFeQCib8ax29diVFRpS8xCpRug8BjmHGjAsxWQ77dJnEpaQP5F39BbedCUVEBA7wM9Ooy1mh9prqGsGjtbHzptVCWxsQueVhlXyDh0Lvo7LtSkJ3EKP98bu/lCHHfGu+vdse32yROxm4lo9o41dA5rTKdwVCpGK16GECpUTFn61WljCarthL6dS5An3OW3IiVlKs7oCqNZXxQGcO6OBkVd/b+oLQlpIcXkXFbrtk3TOU7dfIE7i4OlBTl4GZroF9nJ6PLp74U9OUMCirEpTQZVUoC9jYq9BWljAs04OOZDZEnqgRQrzxBzKA3ul96TwCHDlWeRQPWGgLDHEhL20D5hS+ws3egsLgItVJNYNhIcDa6TdU53/boXhm/szJOlylel8kywLX/lTm+iqItpKsd2Zmb0J7/BFntR2lhNuMCyxnaRWP8rn0gKG0aXnc9e5KSFEf0mT9xc7altDgPf0cDAzpIRvdefRnoyxnin4OvNg5Vegx2agWyvpybQwy4uSTAqX3mgxjGOWqRuuuh4qj5Ht07Vf4TdWUx3MMW8ANdRRx6WYnOIGHvpMDOQQfF5ca+IVmhcXIgtbSUjFwtSisbSsvAgIZgr05grzHPacXFZZw+G4nOIGFj60BhUQkySgYOHoKzs5s5XXZeAfv2HUAvg4OjM7l5hSApmDR5Ch4elRsCkkROPXOafZXxTJuZyfYa6XxrzGlWjpn8uXkLcmrVdMFMHXQlnaN1Jvs3b+FMlgFnZ01lGh+mDq+el2e3jhzbvIXYUwVV8nKl95jJ4HwlXUB3N07HbiE9IqVKOkeG9hgN9lfShfYYQVTcFv6KiKmSzoYuPYdcaYNA114DiUnI4PjJc1XSqejeq2+1U9t69upNQkJSg/utSNfrut0TID2nCDcXexQKJZLSAUOXp6H8glEhf+kTsPVhYIcRJCVS+zhVcNHokp5/huEOqejtIL3QkVSDJ4UlFehlJd169MXJ2c04xyrU5BYU88fBP6nQK8z9TLawnzlUafMVmZnsaEA/s25APwPQWGVycPMWzmXrcXZ2qkznzaQREyhQqI0bUiorrGzVlOTnUVqip7hcj0Evo1BaY2/vhFJ5pc3bKNQUFhZQrjWgVCnQ6wygsML2qnS2ChW6wgK0Wr05naRUYWfvYE5nkA3oDQYqdBIODraUlOuNG0a6AmOsUW0BWDlga2OPVqulpKQEpUrJPQ88QkVFBWs//4DOoR1IT09lz+97KSlIw9WmA5IMetm42StJEgpl5cZj5aawrJApKy1HRkKlgILCfHQ6CU21w0Aahilgvse14rUKmpUbLkC9VqvFzs6On376idtuu818fdasWeTl5bFx48Ya31m+fDkrVqyocb1dB6hP2Q6H7jVOtGHPGydmXbHR7cN7AvhNI+ZybD0nDclGa7C0PeQlHef85QySsnS4uro27JSUnj3xdLEzKt20eVBh/FtakEpJXjJKQzE2Kj3WCq3RdPkqZCS0Biu0ehWypEbt4ILaxtG4GFHaXvXXBkqSjS4rsh7ch4HPJKO7Q7XyRVCWn4a9xoNuvfrXXGjKBnKTTlIYtxcbOQtbKwN21gaUhtJK67HqGGSJCoMSg2SNldoBlbV9pcumjfGv0obicj1pGbkUlWhR2zrh6x+Mk7N75cRX+VJak51bxLnz0WTnFeLk7EbPXn3azAk4lqQDeGT5r3y4eDpqlWRsQyk7oDCq0lJlEpl05PTZ89XzcnOuFBxOGV/aPAySmgytF4kFDljbuhLYoRMurt7Vf3eFdYNOcmoPdXcjpGutsuUXlfHKp/t4evYYVny8kw8WTUNtpTCOeen7IH0P6EopdehNRLoXSVk6/N1V9PSXcdBVujIjGw/00PQiF3/CL+aSk5PX4v0nPiUXjaMtzo42RmuU1F2QddgofHmOBO8JZOTrauanUUHuaWP/KYgCWU+FlRdJRa5kFSpQ22kI7NAZZ1fvKv3Hxqi8UyiMCoy8COP9imPBxhu8xxtPU620LKv3OQw6o2VHTjj6nJMo9UXVH0xpW/myMwaPV9oZBWd9mTEemdIGPEaA11hQu5m/ZrpnUV46zs4uhPUaUHvdlaYbLbjKs4zKM8fO1ZSnAMgGslIvkXjxGAWFxWgc7Qjq0BkX705G694qFn6m++bm5ODpak/3rsG4OVqDrtDoJqkrhIoiyoqyKMpPR9KXYqMyYGMNSrlSMVQXmu5GBWYV91nzfTNSiT13mPKiTNQO7nToNhgPr4AaWWRkZBB37g8Mpek4O6gI8HbB3lqu3JQpqnwVY6goRCFfw91CoUYvWVOmldHqJFCqsXN0QW3jYFbuGv8aF2zIOsg8bLSqsg8Bn4ng3KdamIGMzEzOnj5Jbk4uzq7uNdu8LJObdIr8uL04kYytlR61Uld3Wau6U7oOMLZNk6t8lXtGnj6BrigZBycXOnQbjKeXH1eTkZFOwrl9WGkT0dgp8XJzwNZKb64z86uWef9Keawq+5GaCllFUYmOMq2MwsoWjYs7NnYa8wLXNM8XFGuJS0iloKgUOwdnQkI74+LqZVRgKa1BsgaFFRnZeZw5c6ZNjvGtla4tl02ka59t4I/jsUQn5HH7xJ68sGoL7zx3Mxr7SuvOwktGpVf+OXQqV6KLOhCTZUuIWzmhbiXYlMcYNwtUjsYDOpx7kqn14PS5i22y7pqazsnVn9jyMHOAejAGbi8qKiInNx+12go7O3tUypo2NDq9jrKyUvMpizY2to1Kp9cb0Ot1FJbJ+Hk7k5JeQKCPxug6Kusr5+RC/r+9846Pquj6+G97Ntn0spveOxB6aApKkaoodlQsj1hAFLAACoIoIHZ8ffARBWyPHRuPogiKShcIBAJJ2Cypu+m9bnv/mNzNbrJJtpdkvp/PTXbv3ntn7tw7M2fOnDkHWg00HE+0KHmorK5HXOoYHPjfZ7h20gjiKoFZDcQVQlpYgYSMa/DHr99hxPAhEAo90dzUDP/QRPz+y7eYcvVE/PHnYVxz3Y34+rMP8OLm13DhYj727t2LI0eO4LvvvsMjjzyCF198EdXV1Zg7dy527NihU4Tde++9qKurw5gxY/DOO+9AIBBAJpMZLGPUarXYsGEDdu7cifLycgQGBuLmm2/Gtm3bABCDnGeffRafffYZ6urqMGTIELz88suYMmVKjzIEqIN6Yww4ZVdZWRnCw8Nx5MgRjB8/Xrf/6aefxqFDh3D8+PEe53S37CotLUVaWpp7K7uqjgOX/wMU7yHmnSlPkoFFRx3QUgZEXA9IrjV+blslcThb/Q8ADVkeomfeb4BGTfyltHT6UGkt7VJwGQiKLGJSy/cnYeb5vp0Rs0Rkdl63dUbR4gh7DAL6RdUCVPxBLDlUzUQgDr2OWG/1hlZDFIA1p8imrCODHu9EvbyJuuXPSxfe1uw8DnBa2pSYeNd/8MeHD3UJDQDQdIVYqtSeJsKBZCoQMAZoIv7SUHeeDA75gYB/BuCX0bksqg8fbRRKJ3lXqrDn4CU8ePM4PPPaXrz97PUQ8vXqprqd+EaS7++s437kP4tHllp3Cqv6EeWcxSu7/kZSTDDmTUnS+f9ARwPxTVTxB7EUCRxLFPoaDVFu1Z4FWjp9m3knddahYQYKf5PRaoEmKSmruizS5oVMIZZlPB/DY9XtQP0FnfN8qFtJHQ4YSdLnB5B+hy3s8j9mjI5a0udU/EWu4T+iy2rIWDASJp+tctKm1JwmfQ+LD/B9iMLLQ0KsfYPGGY3MSCw/ucbb8Paazj7hH2JlByNikq7/Ehn2WxwhuWdmQobt0fWd7UEUgooDpM/0EBOlV9C4Lqu2vtBqiSKy5hS5544asp/FMdJPiQw/c4SdkzBCnZKG5ElgWT/GONpX/EbuiR9A7iV4koHvyh7nNBV0Li09Q/LP9QJ8h3S+K16d5dj5X/87m0fejcrDpC501JDInZKppL/or6/QaoBGadeyVmUdUUJxvUn58LwATudz7NH3e3aVFfOf9k2UwYrBsLGvIaS2z6/Gz+1vSKo1+tGS637560Xw+QJMHh2Nl3cewb9uHoOESD/Dg5qLgLKfSZvB4BkN+A8FfIcSi9FBMA5oUwt6KLsAQK1Wo7auARwOFxyOfctBp+xq1SIi1B+l5fVdyi4dGqLwUhJ/wiotB/4xk/Cvu27AluefgMDLt6sPBAtXCosQmzIaZ44dwPCMoQCAurp6o8quYUPT8OpLaxCXlAH/4DBs27YNr776KjIzM/Haa6+hoaEBDzzwAMaOHYtPP/0UAFF2ffPNN7jxxhvxzDPPAADS09MNlF1ff/01HnjgAXz++edIT0+HQqHA2bNn8eCDDwIAHnzwQeTk5GDLli0ICwvDt99+i+eeew7Z2dlITExEd6iyqycDchmjuQgEgq4IECCROwYEXB8g+XHg4itA/r+B5GVkSYdGSRpvrohEvWJQtwPVJ4kg2VYJiKINBzedPrB0ii1GucUotTzExDLCK7ZzaYZf13+uj/2FQ64nWWcvngZUHQbkvwIXXiSCdOhM4qwfMFRw1Z4iijmeb2c0qVHE39cg6LzsQVlFAzqUaiiqmuDrpac4EMUAiQ8R6wvFfrI0q+Q78ptXDHk+/hnEJLm3we1AREuiOXVFFeztM3T+A7o+6x+DXn5D12eD7+h5fYNrmbuvj/26NHp5rixW5zGsrvN0+2C4v+skso/FArSAvLASwcJ2sBrzoFW1QqNsAfhdSyfBERDlSchkMhHQWkasaryTuvxhuQhlFQ0QevCh0eg1mXwfIHI+EDaTKIQUvxFn4AAZePsN6Rz0D+l/aV9/sFjEb5Z3ArEsUxwgbal8H1HKBF8FtCmAmjNE0aVVAsJwoujwH0H6AHPrMN8fiLwJCJtD7ktxALi4lbQN4mlEecbmkHeipbhLWdKmIPfvnwGEzyMWU2weUb5UHCKBWYq/BYLGEIUd448M6Fy6qUdHXZeCq6mAKMJ8hwDRE0g/yBV1+gURdUaUtLCPEIwjUQSbpOQ+Cz8nbWHwJJJHjyDD4w36q9NEMcj1JmUSMIpYN7EFjm83WWxS7v4ZRBZQ/AaUfEva9uBJ5H3wCCITYo35JO+1WYCynsgDASNIn2vOpAbXk1iRia8lSl7FATKpxw8gFoHBEw3ff42GTKjUnCLvi7LesK8XxVv+HCn9Y7R/A5gohrrPffZhlvRvffV3Fu7Tpa2/Xz8//dW/7v0bc53++7eu8zr/6PeXLFbXdbr3o93TNbhuf0olffTPRz9tjRm/9dtmmdqmdT+uj/P0fipXyDE8RQxWmwJi7zaUlRYjPtwbLP32yCuqU3aVAy0lgHcy6Y9dBeb9602G1P9ucr0yIiNqvQAtCVpFnPgyp2vI2JCl0Rs3mfJumfP+6aelhlbL6bSc1kCj0YDN0e8/2KSN5/kAqiZw1a3Y/e7LeHDZWrz74bcYOXwoJl81AbffMh/DhvYRCMUIL6x9BtOvvYpEre6cQGtra8NHH32E8HBiQfz2229jzpw5eO211yCREL9uXl5eeP/998HnG5c1i4qKIJFIMG3aNPB4PERFRekC6hUVFWHXrl0oKipCWBhx+Pbkk09i37592LVrFzZt2mTWPQxWBpyyKygoCBwOB+Xl5Qb7y8vLdS/eoMIzHEhcQnwnST8A4hd3RjNqB0p/IL50fFKJMKr4jSx/4fsDfumk4dJqiVBZ+j/S0EMDgEWUEp5RZPDjGdXpS8RFNMgcfqfgezUJZy/fB1x6lQi2nlFA3RkysOH6dA0YRAnuI/RqNWAip5DPWr3PzH6t8d+h1TtO2/O/7ndjHRHL4F+XnNZ1bKmsCqGBQhRLzyMpJAksj2BDxaFQDMTeRQamTZdJuev5vrAZBvettq6MjJWTlvlsAgayZjchk8UC47y26zO7S6g1+rv+d/Tcr9vH1juGDcY5L/nP1jum22ewdL4KgM4INEy0I4NrsLrOY/YZ7O9+ff17Ygqm+z10v2/0cwz5rDj7B4LiPMCKTIfQU4rGykJ4qblE8aI/+GXzgJBJvTwoI2hIZCQmGqYuWiI0uoibXb/pD+w0hv/NeFcqKyvBRws0TRLAO9TQqpbj0TnYv4a0yxwhUdix7dSVe4QAMXcA4dcDlYcAxe8kOiNArK7C5xGlhYeNAr9wBCSoQMjVQN0F0icVvA+U+BHFU8MlYrXF8SRKlsibAd+UnpbHPslk66gn+a38i1gEecUQhVLAKNJPdNQTJUz1P6Q9YnGIwizufnJ9e/Vp+grF9hpi1Vb5N7lf/+FEmcPiGE7IuHJ/5RUFxN9PFJblfxBFY/lB8m62lpLlgfwAYm3tPxLwjrNuQonN6SyLkZ2KtgNEYVjyI4kE7JtOFLE1p8nSFr4fSTtgFLFUd/fJrB4ygLF+ra8+z1ifZooMYARjuhrAsL3Wj5xrk/6N3e2Y7n1Qt/7OoD9k99+/dT/P7P6tv74NhscYO063r59jWd3O6ZGO/m/dr2HkPIPfejm312OMfO+h0DLxN6PfTTnH9HMrNK8jcMgNYIeFQBzzOcqrS6CtzwFLEEB8QuovnRaGkq0/tBrS3mlUXfKCVgMiK2hgKEvoywyd+TNQ0OrtY7Le3arO4J3Vf0+6yX9MmRjURb1zWJ3n6I7rfk1u13ddubAAlpq0x2yeXp/U/V3p8aHnMQbji95+00ANFdhcNcAVgcftgLKjHVw+m0xeGbTrrE6rXW8suPk2zJl7A/46fAzHTpzCz78cwNbX/w/vb38DU66e0C0tRumHbjIfMHpET+VYVFSUTtEFAOPHj4dGo0Fubq5O5zB06NBeFV0AcMstt+DNN99EXFwcZs6cidmzZ2PevHngcrnIzs6GWq1GUlKSwTnt7e0IDAzs5YqU7gw4ZRefz8eoUaNw4MABnc8ujUaDAwcOYOnSpc7NnKNhGlOfRCBhMZC/nTg8jrmTDAIbpUDRN2RQUHOKDOr0LR3aqsisc302UYhF306EWmG4460h9BsdZnZB/7tW3WlBpj+w5RBlXOBYskxOvo8ouvyG22/A0D2fBpum2++aroGzbr9+p9e9w9P7TSdk9Sbcsbsdw++MEMjt2jjMZx7pvNjMf2Y/R+98juH1DD53pVl2bj9GjvZGSZs/NBo1OHUXiP8dodhQcOD7kmfQHxoVsWTQtBt/5t07SGNlpBNueyujzs6bxSP3zeZ1loF+WXRubOY4prxMKJ8e5WUkH8YUUEaVS90FbuYcI4J6D4Fl4KJoOoZRyaPAChgCSfxYlAnSIfGp0fmugmdEZ3hqE1A1A+3VgLJBr+7oPWM2iXpE3gFBl08edmddYvf2rnC6Pevu38nm6V+BqnYlNDxf4seO40EmLfQVL2yuafWHuZ9Ok/6urbMuadToIWB7BBH/evqCI8+LWM1KppOJEWEYaW8thYmiy7TlHIGhworFJstE/IcCzSXE51rDJdIPBYwks+umWAPxfYHwOcRytD6bKGFku4GiL8nApakAAIssZY29lyi4jC15tCeCACBqARA+F6g6RpREl14jv/F8ibWcoxVcBhMF3RS9zHc2v+c7wPfrtECcTSz0ak4Tayv/kcQCzR7tkFcUEH8fUbRV/EmeccUholwLGtdl/eYIBVcPBbipfb/e4JcFQMuCrj7qBrno+sC0HX0qePTblW79GZsLgKMnAzD7u8sAeu1Ujz6M09l3WtK/9dHP9TiG9m8U+1Bd3wZ/SRIg9II48WpcvHAGmtAMsOtOAPU5xN2BMLT/ySRNB9BeS5ZWa9VE1mDzgc7o2uDwDHz3dflB5HfKDIwsoC9HGql3/dbzvupVbzJlL/WsuxKtvQOQyYixhP7SOLUaaOMDHA7Z7AlbDbWqFVyehii7BB1Qsjjw4GjAUne6ImLasG54eHhg+tQpmD51CtauXol/PbIcz2/cir9+2wMA0DIBZMCCsq0ZnTv1lJLEQos8M/Pus7+oi5GRkcjNzcVvv/2G/fv349FHH8Urr7yCQ4cOoampCRwOB6dOnQKnW/mKRKJerkjpzoBTdgHAihUrsGjRIowePRpjx47Fm2++iebmZl10xkGBKJb4qmrII8os/wxiUSP7mJjghs8jM/ON+WRG2TOiS3DVKMmylbKfiOVXwkNE4LaVQKFR6SkvlJ3flWBCZZNBkJ6gpwW6FBKMwobTpbxh8wCWkCyx1KrJwFB/+SWLTSJH+Q8zI4/KzihK3fPY+Vk/j/oZNcinkY3NA9heeh2foNtnPnoqnHr73kc6PTbHCINltb9ixJjJkEql0CQ8CE7DeaD6GIl0x/ftFBx68f/GoG4jyoaOOvLs+P5k4ML2ALhMYALGBw4fTHSqLiVVt7IxKCtGgNcX5PWVDhR3pLy8HEFBQWCz2RCLJVA0ekAz8T6wmy4TBUJ9DrEA8QzvOUDXqomFT0cNefe4noAghCzF8oomy9Z6KLJ4XcpOG9Le3g6+VyBaWlqgjXsQaL9MlAZNMlKHu1uqGUOrIYq69mrix5DnRayCuCI9n016G5vXVY/aKoilU90FQOAHeHQT9Nk8svyzP1StQEcVSZ9R4ndfrqpfV1UtZEAgDO+pbPKKAOIWmV6IWk3P58LmEIsp/+HkHiv+BNrKSZ/oN4KUkTVolHrK+M7+QdNNsaj7rCUDBn6AYT45AuIXLeRqsgwTbMuW1DOKRF3fpd9ndZsw6KHs1FeycIy0kXrtqrKBLCkVBBPLPoN74ZN7EU82sfw6uhwHM3nVyQKdZcnA4pB+pLtFMN8XiJhHlvq2VxO3Cub0e1pNTzlEV3ZKw4k2A+sUdJVfj363e/lxO5fAMoNeZuDLOKfnk3rA0qsbPfr6bvJPn2nS/o1C6Q2NRgN25wSCRCLBoUMN0IqnAOJM4gez6giZZOGKiOzAyK5aLZlE6qjpnBTjkkmLoHHEWtczkpzDKJZp3bMZKpUKfD4fLBYLXB4PSrWWLCtUt3dG8G0D0NGHUopY5aclx+G7H35CcGAAAEBe1YoRgmCAxULWpXPkUL4/6Uf45Bh4iAGhv8HVioqKUFZWpltieOzYMbDZbCQnJ5t1X0KhEPPmzcO8efOwZMkSpKSkIDs7GyNGjIBarUZFRQWuuuoqs65J6WJAKrtuu+02VFZWYt26dVAoFBg+fDj27dsHsVjc/8kDBY8QIOpWEk69MR/wSSKDN2UjMffn+hBB1MfQNBL1OcCVz8hSEck0MituzlIOjYo0NkyIcl24cj1n9SwOEeyZwSObR2ZQePqOdT3R5QyW3zUY0w3M+F2fWVwAWnKf1cc7B7bFgGeYeQ6n1W3kvjvqOoXS3vLY6beFK9Sz6mAGv3pKFyZvOqsPZkZ14FJWVoY5c+bgr7/+gobrB4ROJX7h6s4BlUeNW6potcTsu72a/GfzyWAwYAxZ7uIVbb0fIsqApra2Fn5+fgCA0NBQKBQKolfxSSbWqs0y4qurLpssxxZKyEC2vRaAlijAfFLI5hXVqeSx8yylERQKBUJCQlBaWoqWdjWEgaPJREVDbmfbdokMwoVhhoN9xgKyo5p85vkSRYlPGqk/wjDT7yd4Iimn6mMkXWOWZcZQNpH2U9VEFNPCEOKkniPqUuQbKPeZSHU88kyqT5IIWFoVeT7mtN0aJVkO2F4NMMuwBAGkH+yuXPcIAaJuNvG6ahJJWN3eTRHSbVmqfvuur4BglPJcj04lhwdRmNSf71QodgrTBlZtLPLe9oduUqAeMFhHpu3ZH7G4nUFV9CLZchin6zzDPkx3HrfrXGP/2yuJD67qf8i98H06JzNMtPrW5b8WOgf7zKw817ebo3i9CaKmy0D9RT1FWzcrRDaPvD/9pl3VWXbMRBW75z2y+QDPv9N5vWc3BXH38uL3UmZcw+/UColCcQn047OJxWJUVFRAo9EAAh8S+ThgJIlwXHWkS3bVqolynuvVFQTFK7pTwdVLYA6KzVCpVPD0JBNifD4fTU1NAFhdQWA0jNKrFdB0oLq2Ebfc9RDuv/tWDBuSDG+RCP9kXcDWN/+DG66fB6F/NMaNG4ctr76F2MQ0VFRU4LnnXyCJsTvbb0Z2MtJ2e3h4YNGiRXj11VfR0NCAZcuW4dZbbzXLbdLu3buhVquRmZkJT09PfPLJJxAKhYiOjkZgYCAWLlyIe+65B6+99hpGjBiByspKHDhwAMOGDcOcOXOsLdI+2b59O7Zv344rV64AIM71161bh1mzZtk1XVszYEfeS5cuHXzLFrsjigGibgEK/0ssA0SxZDlHRwPZx+t0cgsQgbPoK7Kc0TsRSHyEKIv6QqMkAxtlE/mv1XQK+IwwLQQ8wohAz/fvjLCktzHRoWziXJelN7C9QgZOdeeItZeHmGj+jaWhr+Bi88mxQROIfy+eT1fUKmc4AHZDmpub4e/vj46Oji5BgudNBtABo8hyUp2lSqfptLqdDGqEocTBNiM49GcBRqF0otVqweqsn6GhoTh37hw0Gg0x+2axiBWrKA5ongRUnyBtA8eDKPxF8UTBZc2yPBtRXFwMsVgMrVaL4uJi4pOBzSP1wjeNLD2vPkmW5LUUE6WWqpHoOgQBnQriROKbqrujc1MRBJByCRxD/B5VHSf1FVrSJzBWs1otmdXuqAaUzcQK2EMC+E8nQUo8I0xX7nuEEKurRinxUVV3nijAdMoMI4o6jbJTWVIDgEWWS4dc1elYv5I4mm/IJ3kQhpq+jFWr7lKcadWkPLgiMsnB9+6a7ND1cx5dkRb1LXaY5SnGaLuGKBRrTnQOogREIdnfEkqD/opHyi1gNLk3XT4Exj/b2rqA8WETNIEo76qOAw2XSXl7hhufoFC3dimZmPwHjiXPzCOElCGnn+iQQeOIH7CaLGKFWH+BvJP9KdoM0tbr6wVBXX1893Jj82m/T6EMQNrb28Hn83WWXXw+HyqVykABBq4X8QEYMIK011XHSJ/rk0T8/wol1GqrE43GRL+kVqahVCrB5RK5gsfjQalUdsl/LFZX+63pAFTNEHmpkDl6ON545wNICwqhVCoRGRmJBx9cjDVr1gBsLnbu3IkHHngAo0aNQnJyMrZu3YoZM2aYlKeEhATcdNNNmD17NmpqajB37lz8+9//Nuu+/Pz8sGXLFqxYsQJqtRpDhw7Fjz/+qPPJtWvXLrz44otYuXIlSktLERQUhHHjxmHu3LnmFaAFREREYMuWLUhMTIRWq8WHH36IG264AWfOnEF6unkO/p3JgFV2UTrxSSJOfAs/J9ZOXpFA9C1kgCR9H+A8RgYVpT8SwS7uPhIpqruAp1GRSEaqJjKwYZahcEVEWAwYRRp+QRDpDBhllsMjRLGIUk8USxQsNafIVn++a7mFpsO4gss7oTOyFVWyWArT6Wi1WqhUKsMfOR6AzlLlElE6gEUG8V7RnctOqOBAMZ/uyq7y8nJDoZXBK5JskmuJ8t3VIjGWlSEkJAQcDgfFxcUYNmyYThgHi038L/okkiWZNf8Q5VDgmE6FXTRRONkKrie5tv8Isqyu6gTQeIn0I2weaUd53kSx5juETK4Iwyyvw/r3FyIny0iqTxIrHq6IXBvobLs7rYE8goCQa8g5XjGGyqLgiaSdqT1NrH6bC0n/ZEx5plWTa7ZVdSm4gsYSH2GiONMVZabiEQRIriGKm4YcUrZNUmI55tFp1cb0nT0UXGIgaDzx4eUV7fx3mO/bOZkxGmi4SNr1hstkhl0YShRJjA88tqAz/xM7l/tEmZ9/ZjmvZwQJNlF3nlg9NlwmykVheFc9ULeSZ6pkFFwSIGhSZ18fRft6CmWQUlFRgcDAQJ3cABA5wqjShuNB+sLAMQ7MoXvAYrHA4XCgVquhVqv7P8FKtFoteDzSbjPpGslUp8sGAQQ8b2ze+gY292FVm5qaiiNHjvRIh2HKlCnG5clOHnnkETzyyCNGf9u9e7fR/YylFADMnz9f52PcGDweDxs2bMCGDRt6PcZezJs3z+D7Sy+9hO3bt+PYsWNU2UVxMfyGAOr5QPHXJHyuMBSIuxfIayJRGgESoSrihp4zy1ot8W3SXklmzj1CgcBOxYRHUGcIVm/XnP30DCdb0HjiKLf6BJkF1gncEywXuCk96Ojo0DlQ9PPzQ1VVlXEHimwe4DeUbBSKlTQ3N0MoFOqEVpFIhKampr5nGs1ZIudASktLkZmZCS8vLxQUFBj4FDHAK4psjC8se8LmEoW0TypRGNWcBlT15LtXbKe/JhvngbEaCp7QpcxoKiDpCILJEnvvRKJg6215JVdIZuT9hwMtRUBtNlB7hijPOEIyOcMokjQqYoEcOIYsZfWON/T7aC+4QjJR5DecKLsYf2ktpURho2ruOSHjqv0VR0DK2m8YeVY1nRZ6HbWkrEOmkGXptrTa5fsRhVfgGKLYrPmHWMo1XyG/sz1IcJSQq8kzpRbDFAoFxM9nd2UXn89Ha2urbpkcpX/YbDZ8fX37VAbZksbGRvB4PIPn1ie0ve9Be3s72tvbDfYJBAIIBII+z1Or1fjqq6/Q3NyM8ePH2zOLNocquwYof//9N8aPH98VvSFwNJlpLf6W+I3wCAYSHyZO6JloRd1RNhGhke8PRNwEBI5yzADA1ngEA2HXAUGZRBAWBLjugMGNKS8vR3BwMNhsNsLDw1FcXIzo6GjTOyUKxQKY907/PWOxWA4xq7c1crkcYrEYAQEB+PPPP/sXIG1Yt06fPo2hQ4fqZk2NpiWKIZuj4PkQhVfAaOKricXttGbqWygzgMUi53hFA+KribKr+h+gpZAovfxHEGWeKM55S1nZHGKF7ZMEhCjIMtuGS2RZvisruIzBYpM8eycQfzaaDmJtZU8feBwBsRj2G0pklroL5NnqFFxU1KVQKF0oFAoEBQUZyA3BwcGQy+W65WMU0zA6IWfHtLqPKRylaBsobN68uYeV2PPPP4/169cbPT47Oxvjx49HW1sbRCIRvv32W6SlmRCoqBOpVIpdu3ZBKpXirbfeQkhICH7++WdERUU5zDqMSgADlPPnz6OhoQGzZs3qahiCJgCqNqBsL1nGIQgg4bq7o1GRGXyNivjTkEwls+zuDt+PLE2h2IWysjKIxWKwWCxERESgpKSky28ShWIn5HJ5D2UXm81Ge3u7283Q1tfXw8vLCwKBAOXl5Q5V2G3duhXr169HSkqKw9I0GQ7ftCiQ/cHzIZMeAaOB1hLy3dWs/IQSsoWa5jPEpenPUbytYbG7/PNRKBRKL5SXlyMyMtJAUSMWi1FeXo709HQ6SesmcLlcqFQqp4wz1q9f36uCyJVZvXo1VqxYYbCvL6uu5ORkZGVlob6+Hl9//TUWLVqEQ4cOmaTwOnToEGbNmoWJEyfizz//xEsvvYSQkBCcPXsWH3zwAb7++mur78cUqLJrACKVStHQ0ICtW7ciNzcX119/PeLj48kMt+QaQNMGyH8lCq/u4bvbKoFWBfF5JZlKZkpd2I+SVCrF3r17UVxcjMjISMydO5fcK8XhnDlzBhcvXsSWLVvA5XLB5XLpjAvF7jD+uT788EPI5XKEhYXBw8MDFRUV8Pd3MUVGP7S0tODTTz+FQqFAcXExpFKpWTNoliKVSpGfn49NmzZh5MiRmDdvnt3bUVu33WZdj80xbs1sRwZKX+WM+xgoZUehUFyDiooKSCQS7Ny5Uyc3eHp6QqFQ0ElaF0WtVkOr1aK6uhpKpRJ8Ph8sFgsdHR26z5T+MWXJoj58Ph8JCQkAgFGjRuHkyZN466238J///Kffc1etWoUXX3wRK1asgLd3l+/Ta6+9Fv/3f/9nfuYtxHW1GBSLkEql2LhxI3JycuDn54e///4bGzduhFQqJQew2EDodYB4ConmpWwi+1WtQH0O8WESPgdIWEyWBbi4omvjxo04ffo0eDweTp06ZXivFIchlUrxzTffoKKiAlwuFyUlJfjrr79w+fJlZ2eNMsC5ePEiDh48iPPnz4PL5eLcuXPIz8/HmTNn3ErZmpubC5lMhpycHHC5XDQ1NeGVV16xe3smlUrx/PPPQ6PRoKWlBadPn7Z7O2rrttvV+wJXz5+pOOM+BkrZUSgU16GgoABff/21gdxw4MAB5OXluZXc4GicWTYtLS1ob29HW1sbWCwWWlpa0NLSgtbWVqflyRWx9zPSaDQ9fH71RnZ2Nm688cYe+0NCQlBVVWXrrPWK62oyKBaxd+9eaLVazJs3D9dffz00Gg20Wi327t3bdRCbC4TNIRGUmmXEmWyTjDiWTXgQCJtp26hedoK51zlz5iA0NBQ33ngjNBqN4b1SHMLevXvR0dGB6dOnY/To0bj++uuhVCqxb98+Z2eNMsA5ffo0+Hw+Zs6cidGjR2P27Nng8Xj466+/3Mpv11dffQU+n6+rQwkJCWhra7N7e7Z37160tbVh+PDh4HK5uOGGG+zejjJt94033ogJEybgpptusipNW1/P1rh6/kzFGfcxUMqOQqG4DiUlJWCz2Zg1a5aB3JCdne1WcoOjYHx5trS0OC0PdXV1YLPZ8PHxgZeXF3x9fcFisdDc3Oy0PLkiHR0dAGAT68TVq1fjzz//xJUrV5CdnY3Vq1fjjz/+wMKFC00638/PD3K5vMf+M2fOIDw83Or8mQpdxjjAKC4uRlhYGDgcDkQiEfz8/CAQCFBcXGx4IIdPoi9qOoDWMiByKomk5EaOXJl7LSsrw59//ol77rlH5xid4liKi4t17xxAfCYJBAKUlJQ4OWeUgU5NTQ0SExN1HTubzUZoaCjKysrcaoZWKpUiMDBQdx+BgYGoq6uze3tWXFwMoVCIiIgInDt3DhwOx+7tqH4/BcDqNG19PVvj6vkzFeY+fv/9d0yZMgVcLtft3hUKhUJpbW1FSEiIzmcXm81GZGQkjh8/7lZyg6PgcDjw8/NDRUUFAMDT09PhywZbW1vBZrPR0dGhS5vNZqOtrU3322BHo9GgsrISnp6e4HKtH89XVFTgnnvugVwuh6+vL4YNG4ZffvkF06dPN+n822+/Hc888wy++uorXeCow4cP48knn8Q999xjdf5MxX00GxSTiIyMxKlTp6BWqwEA48ePx8cff4wFCxb0PJjjAUTdCmiUbmHJ1R3mXgHipFqlUqG0tBSjRo1ycs4GH5GRkThy5IhOSNBoNFAqlQgODnZyzigDHYFAgMrKSmg0GrDZbGg0GjQ1Nek+uwtCoRA1NTW6+/Dz88OlS5cwdOhQu6YbGRmJrKwsDB8+XCc42rsd1e+nKisrERQUZFWa+tfjcDhQq9Uu1Re4ev5MhbmPy5cvIzU1FRKJxKHvijuXHYVCcQ00Gg2EQqEuCAwjK5SXl0MgELiV3OBIJBIScIRReDmaqqoqaLVanaJNq9WitbVVt4KJ+uwisNlsREVF2aQ8PvjgA6vO37RpE5YsWYLIyEio1WqkpaVBrVbjzjvvxHPPPWd1/kyFKrsGGHPnzsWZM2fwww8/ICwsDAqFAlwut/cIWxyBeWHcXQjmXo8fPw4Oh4Nvv/0WPB4Pc+fOdXbWBh2zZ8/Gl19+if3790MsFkOhUEAoFDrEuTZlcBMcHAw2m42ffvoJEokECoUCAoFAJwy5C6Ghoaiursa+ffsgkUggk8nQ0dGBWbNm2TXduXPn4ptvvsG5c+egUqnw3XffwcPDw67tKNN2f/PNN7h48SLS09PBZrMtTpO53p49exAeHo7S0lKrrmdrXD1/pjJ37lz8888/aGhowOHDh8Fisex+HwOl7CgUimtQW1uL2NhYdHR0GMgNbDYbgYGBVNnVCywWC6GhoQgJCYFSqXR4+p999hnq6+vBZrMRHByMyspKXeTtF198ER4eHg7PkyvC5/NdxsqNz+djx44dWLduHbKzs9HU1IQRI0YgMTHRofmgyq4BRnx8PNauXYsff/wRpaWlGDZsGG699Vbs378f06ZNs4lZo6vA3Otjjz0Gf39/iMViPProozRKkxPw8fHBqFGjEBMTA7lcjmHDhiEjIwNKpVI3c0ah2Jq2tjb4+fnhvvvuw6FDh1BWVoZhw4Zh2rRpePPNN91KaG1tbcXDDz+MrKwslJWVYfTo0cjOzkZMTIxd042Pj0d0dDSGDRuGkydPIjg4GI8//rhd21Gm7f7kk09w+vRpJCQk4M4777Q4TeZ6TMS+UaNGuVTEPlfPn6nEx8fj7rvvRk1NDWprazFt2jS7R+4cKGVHoVBcg4qKCsTExGD69On4448/DOSGHTt2oKGhAV5eXs7OpsvC4XCcEq2yqqoK9913H/7++2+UlZUhKipKJ+txuVyq7HJhIiMjddZd2dnZqK2tdWi09IGj+aDoiI+Px8MPP4z6+noIhUIAwM8//4yCggIkJSU5OXe2JT4+HhEREbj55puRk5Nj94EhxTilpaWIi4vD3XffrXNkeerUKZw/f54quyh2o6KiAkFBQYiKisIDDzxg8BuLxdIt53YHampqkJqaarA8a/ny5Q5R2Hl6euKuu+7C+PHjcfjwYYe0o/Hx8Rg/fjzOnTuHYcOGITY21urrPf744zbKne1x9fyZSkdHB+644w788ccfeOSRR8wKYW4pTNnl5eUhMTGRLlehUCgWo1AoEBQUhOjo6B5yQ0hICMrKyhAaGuqk3FF6Q6PRGJX1vL29UVtbq/MZTHEdnnjiCQwdOhQPPPAA1Go1Jk+ejCNHjsDT0xN79+7FlClTHJIPOgIdJCxcuBC7d++GSqVydlZsSnt7O7hcLhITE3H58mW3suQYSJSWlkIsFhsMQiIiIlBaWkqfCcVuKBQKBAcHGx38ent7o66uzvGZsoLu98Fms+3eZtfX18PLywtsNhtxcXGQyWQOq7NSqRTTp0/HpUuXaDvhJhQUFCA6Ohpardah8kRTUxOWLFlicshzCoVCMUZ5eTmCgoKMyg0hISE6X14U16K3Z8IEJKK4Hl9//TUyMjIAAD/++CMKCgpw6dIlLF++HM8++6zD8kGVXYOE1NRU1NTUoLS01NlZsSlFRUUIDw+Ht7c3Wlpa3MqSYyBRVlZmENkGIL6Uqqur3cpvEsW9YGZojVkOSiQStxGAGCGuu/AdGBiI8vJyu6bNtKFsNhuenp5oa2tzWDtaUFCAyZMnQyqVDoq2+6+//sLBgwfduk2UyWSIjIyEWCx2aEREqVQKuVwOhULhsDQpFMrAo7y8HIGBgUblhtDQUJSXl7t1Gz0QaWlpgYeHR6+ynlwupwpKF6SqqkoX2OCnn37CrbfeiqSkJNx///3Izs52WD6osmsQcfvtt+Pjjz8eUIOKgoICREVF6QZq9fX1zs7SoIRRdukP1pkIN7QDotgLhUKBwMBAozO0YrHYbQSgyspKBAQE9BDkIiIiUFhYaFfB+8qVKwgPD9eVIZ/PR2trq93S06ehoQEBAQFQKpUDql/qjaNHj+LgwYNubWHd0tICT09PJCcn4+LFiw6rX7m5uRgzZgyysrLcok5TKBTXhFF29SY3UMsu14NxWWHsmYWGhrqNrDfYEIvFyMnJgVqtxr59+zB9+nQARI5wpN83quwaRIwcORIymcxpYWPtQUFBASIiIsBms5GUlIScnBw6I+MEKisrjQoPPB7PYQNnyuCDsezqTQBSKBRuIQCVlJT0WAYMEGVXSUmJXe+hsLAQYWFhOkVbVFQUpFKp3dJj0L+nkJCQAWd1bIwrV66gpKTEbRV7+s8sOTkZeXl5Dqtf+fn5mD17ts4PJIVCoVhCXV0d/Pz8jP4mkUhQUVFBxxEuhlwu79VlBSPr0Wfmetx333249dZbMWTIELBYLEybNg0AcPz4caSkpDgsH1TZNci4+eab8d///tdthe3uyGQynVWCo4VvShdqtdqoll4ikQyKQSzFOVRUVPQ6QyuRSNxmOUJpaWkPy0jAMcou/WWMAHEGLpVK7d6OyuVyhISEgMPhIDk5GRcuXBjwbbdKpYKXlxdqa2udnRWLYJ4Zm81GQkICCgoKHCZLFBcXY/z48ZDJZANGfqFQKI5Ho9H0GuTC19cX9fX1A74vcjfkcnmfLisqKiroM3NB1q9fj/fffx+LFy/G4cOHdQFtOBwOVq1a5bB8UGXXIIOJfuVujpt7o66uDr6+vjplV25uLhWEHYxWkaP+8AAAVudJREFUq4VWqzUqPISFhdl9sE4ZvKhUKvD5fKO/Mb433OHdk8vlEIvFPQS5yMhIlJWV2fUe6uvrDaIYxcXFOUSJcfnyZURFRYHFYiEtLW3AO6mvq6uDSCRCamoqsrKy3EIJ2x2pVIrIyEiwWCzw+XwolUqHPTONRgM+nw8Wi4W2tjaHpEmhUAYefbW9jBzrju3zQKa8vLxXyy6BQAClUkmfmYty8803Y/ny5YiIiNDtW7RoEW644QaH5YHrsJQoLgGbzca8efPwxRdf4OGHHzaqJXcXujdsAQEBdEbGCdTV1cHHx8doJxQZGYmSkhLaCVHsAqNoNYaHhwfa2trc4t0rLS3FxIkTe9QhoVDo8HuIiYlBYWGh3dtRqVSq87eYkJCAnTt3Qq1Wg8u1XCxpbm7Gnj17cOeddzrUH4Qp5OXlITY2FhkZGTh8+DCmT59u1b06g4KCAkRGRurkhoCAAJSXlyMmJsau6dbU1Oj6mLi4OOTm5mLs2LF2TZNCoQw8Wltbwefz+xz7sFgst/arOBCRy+W46qqrerXI02q1dOznImzbtg2LFy+Gh4cHtm3b1uexy5Ytc0ie3EvSotiEa6+9Fo899hjuuusu+Pj4ODs7FlNVVdXDqTOfz0dTUxM8PDycmLPBhbFIjAyRkZE4duwYNBqNyw0+Ke5NR0cHOBxOvwp7dxCAKisre/U9BsBugjdjbaRfhswsqb3LraCgAJmZmWCz2eBwODZxUn/q1Cm8//77WLBgATw9PW2UU9uQm5uL2NhYpKSk4MMPP7RasecMZDIZRo8erXtfkpKScPHiRURHR/f67tqC/Px8xMTEgM1mY+jQoTh37hxGjRpF+xQKhWIWfTk6Z/D19UV1dTW8vb0dmDNKX1RXVyMgIKDX5+bh4YGmpiaX6/cHI2+88QYWLlwIDw8PvPHGG70ex2KxHKbscl+zHorFcLlczJw5E3v27HGLgWBv6DunZ4iPj0deXp4TczX4KC0thUQicXsn4RT3oqqqqld/XQyOjCxoDX35EPHz80N1dbVd0i0qKjJwTs/g4eGBhoYGu6TJ0D2ohVgsRklJiVXXPH78OGJiYnDp0iVbZNGmMJZd7rwUr7y83GCgmJSU5BDXAfrKriFDhuDChQvUXQGFQjGbvoLaMEgkEsjlcgfmitIfvfkFZpBIJFbLDxTbIJPJEBgYqPvc21ZQUOCwPFFl1yBl9uzZ+O2339DS0uLsrFiMTCYzWFIBkAhRly5dooKwA2GcaxuzsOHxeFCpVFTZRbE5CoWiVx8ODCEhIS4vtDJLFHu7j/DwcBQVFdllKeOVK1d0AT70iYuLs2tERmP3nJycjJycHKvaivz8fNxyyy04cuSIy/UB+uHuExIScOHCBWdnyWw0Go1BO5+UlIT8/Hy7t+/6yq7AwEDU1dXRPoVCoZiNfjvcGyEhIW7j73Ow0J/8wygo6TNzHZRKJeLj43Hx4kVnZ8UyZdcPP/zgFrPllN7h8Xi46qqr8NNPP7lt4yCTyXpYdqWkpCA3N9dt78kdKSsrg1gs7lV4YLPZ1P8BxeaYouxiBCBX9ttVU1OjC7JhDHtGZOweiZEhNjYWly9ftpvCqLq6Gr6+vgbppqWl4eLFixbfZ1NTEwQCATIyMnD27FmXanOYe2KeMZNHV1PI9UVDQwO8vLwM3lORSITW1la73wcTiYtJ28fHB1VVVXZNk0KhDDwY69S+3B+IxWKq7HIhWltbIRAI+nxmzCoSV5b1Bhs8Hs9lLNgtUnbdfvvtiI6Oxh133IHvvvsOHR0dts4XxQHMnz8f//vf/6BUKp2dFYsoKSnpsXxOLBajsrLSrQYR7k5/ZuFBQUEoLy93cK4oAx2FQoHAwMA+BSCJROLyy2gZZXFv92HPIA+FhYVGlzEmJCSgoKDAbuWm75y+e5qWtt2nT5/GkCFD4OnpCTabjaamJltl12qYpd7M/Q4bNgznz593q37qypUrPSypAcDLy8uu0Z2NWQGmp6e7bURLCoXiPLovxTYGE8mZti+ugSnPLCwszOVlvcHIkiVL8PLLLzt98tEiZVdycjJkMhmuv/56fPjhh4iKisI999yD//3vf06/oZiYGLBYLINty5YtTs2TqyIUChEWFubQdbO2RKlU9nDwy2KxwOFw0N7e7qRcDT6USiUEAkGvv4eHh6OwsJAKDhSbYooA5A7KrpKSkj4tIyMjI1FaWmqXe2hoaIBIJDKapr2syQDjyi5mybOlMsTx48cxbNgwcDgcDB8+HMePH3eZNodxTs/cr0gkQktLi9PlJXOQSqWIjIzs8Z4mJSUhJyfHbmVtzBLDHZWFFArF+XT3FWkMsViMiooKl5YbBhOm+Fmjll2uycmTJ7Fnzx5ERUXhuuuuw0033WSwOQqLQgGxWCx4eXnhjjvuwB133IHGxkZ8//33+M9//oN//etfTveR8sILL+DBBx/UfacRNXonMzMTR44cQVJSkltFNmpvbweXyzXa+MXExODy5csYNWqUE3I2+NBqtX12MPrLsNzpHaO4Nqb43nCHGdqysjKjFjMMPj4+aGxsdKjgzeVyodFo7JZmQUEB5s6d2+OeGSf1ycnJZl8zLy8Pd911F9hsNsaPH489e/ZgxowZLhHxMC8vD6mpqQbtX1hYGGQyGdLT052YM9MpKCjAxIkTezyz5ORk5ObmYsqUKXZp3/X9dTEkJSXh/fffd8uIlhQKxXl0dHSAz+f3eYynpydaW1ttKjeo1Wq3XUXjbIqLi+Hv799nlGgul4umpia0tLQMeiUln8/vN0q5o/Dz88OCBQucnQ3LlF3dGwBvb2/cdddduOuuu+wewckUvL29IZFInJ0Nt2Ds2LHYuHEj7r77brdSRPTmawboCoc+YsQIl6nwA5Xm5mZ4eHj0Wc7h4eE6x9Pu9I5RXJu2tjZ4eHj0eYy/v7/LO7MuLS3FmDFj+lTaAbD5PdTV1UEkEvVad729vVFTU4Pw8HCbpgt0BbXofs8pKSnIyclBYmKiWW13U1MTPDw8dO1LbGwsCgsLoVKpXEIZkp+fj1mzZhncb0ZGBrKyspCamuoW/VRhYSFuueWWHnlNSUnBTz/91G+0LEvJy8vroezicrnQarXo6Ojo06qYQqFQ9DFVgcVisWzS52q1WigUCrsu9R7oXLx4EXFxcSgtLe1TTmpra8OVK1cGfZ/AZrN1kZ+dza5du5ydBQAWKru++OKLXn/z8fGxODO2YsuWLdi4cSOioqJw5513Yvny5X0KvO3t7QbL3hobGx2RTZdAJBKhvb0dbW1tLlExTKWgoKDHMhiG1NRUfPnll1Cr1W4xiHBn5HK50UGrPpGRkSgrK3Np6xqK+6HVavtVELFYrH4tD51NRUVFvxZqXl5eaGhogKenp83SLSoqMuqviyEuLg75+fkICwvrt5zNRaPRGO2T09LScODAAcybN8+stpvx18UoW1gsFkJCQlBSUoKEhASb5dtSmpqaejh3z8jIwM6dO3Hrrbe6RT/V1tZmdBDh5+eHhoYGuymU8/PzMWnSpB5lFBMTg/z8fIwcOdIu6VIolIEFs+zZlP6MzWajvb3d6j6XUXSFhITA09PT5n3pYKCjowNpaWmIiIjos/xEIhHEYjH8/f0dmDvXQqPRoKysDHK5HFFRUS7zvlVUVCA3NxcAsQYPCQlxaPpmKbuKi4sRGRmJpKQke+XHapYtW4aRI0ciICAAR44cwerVqyGXy/H666/3es7mzZuxYcMGB+bStRgyZAhOnz6NyZMnu0zF6I+CggKkpKQYHSRERETYzccNxRDG31BfgzXGJJw+D4qtUKvVJrdVbDYbSqUSQqHQzrmyDGO+B7sTERGBwsJCm1osM9FseyvHuLg4SKVSXHXVVTa12GlsbOxV6I+Pj8eOHTvMXp524sQJTJw40SCfmZmZOHz4MOLi4pyqTGpvbzc6kRQaGoqKigqo1WrweDwn5Mx0lEol2Gx2r++KQCDQWdfZmpqaGvj5+fVIe8iQITh37hwyMjKoxTCFQukXpi0xpT8IDAxEZWWlVYoTtVqtU3QFBgZafJ3BTm1tLSQSSb/9S2hoKKqrqxEaGuqgnLkmwcHBKCsrg0qlslq22Lx5M/bs2YNLly5BKBRiwoQJePnll012NdHQ0IAlS5bg888/1ymbORwObrvtNrzzzjvw9fW1Kn+mYpYEGB0djaCgIEydOhUrV67Exx9/jOzsbJw6dQqLFi2yVx6xatWqHk7nu2+XLl0CAKxYsQJTpkzBsGHD8PDDD+O1117D22+/3afD8tWrV6O+vl635eTk2O1eXJHMzEwcP37crZy9ymQyhIeHGxW+mY6Mro+3P6WlpX0619bHnd4vimtTXV2NgIAAk4RWPz8/VFdXOyBX5mOq1Vl4eDiKi4ttqjDuz7LLXhEZZTJZrz7KeDwe1Gq12Y7bjS11y8zMxMmTJ53uBL6goKDX+/X29kZVVZUTcmUepaWlCA0N7fVdiY+P18lgtqQvpfbQoUNx/vx5OolCoVBMwpSgNgxisRhyudwqq3BmDGJLi+zBiEqlMmlCQyKRWP3MBgLM5JotxlyHDh3CkiVLcOzYMezfvx9KpRIzZsxAc3OzSec/+OCDOH78OPbu3Yu6ujrU1dVh7969+Oeff/DQQw9ZnT9TMcuySyaT4cyZM8jKysKZM2fw5ZdfoqysDIB9ly+uXLkS9957b5/HxMXFGd2fmZkJlUqFK1eu9KqJFAgEBub5ruB3zJGkpaW5nbPXuro6+Pr69tpphYeH48qVKxgyZIiDcza4KCsrQ0JCQr9KBx8fH9TU1MDLy8tBOaMMZEyJzsMQGhqK0tJSXaReV6KhoQHe3t791p/IyEicPn0aGo3GZlZKhYWFmDNnTq/XY6Ib2VqZcPnyZaNR/RjEYjGKi4uRkpJi0vWam5shEAh6CMO+vr5oaWnp1bLKUeTm5vZqXTZ06FBkZWX1OnHjKjAKu97yyDipHz9+vE2trEpKShAaGmr0miEhIaiurnYLyzgKheJ8zJEbxGKxLriNtW2zK7ft7oCpyqvQ0FDI5fJB7x/Ylu/bvn37DL7v3r0bISEhOHXqFK6++up+z9+7dy9++eUXTJo0Sbfvuuuuw44dOzBz5kyb5bM/zLbsmj9/PtavX4/vv/8excXF+PvvvxEfH4/t27fbK48IDg5GSkpKn1tvwmxWVhbYbLbD14e6ExwOByKRyC1mmAHTGr7k5GRcvHiRzvrambKyMpMsu8LDw1FUVOSgXFEGOuXl5QgODjZbaHU1ysrKEBISYpKyy9ZLsxsbG/tUPrPZbGi1WptbRkml0l79LQLE4fmFCxdMvtfTp08jPT3dqHCbmpqKs2fPWpVfa8nNze1hdcaQkZGBs2fPurzVa1/WaQB5Znl5eTbvbxmLvd7quZeXF2pqamyaJoVCGZiYY9klkUhQXl5OxxBOhvEVacokn0QiscsE3UCjvb0dDQ0NBltfq9/0qa+vBwAEBASYdHxgYKDRpYq+vr4O9a1m9RTx+PHj8dZbb+HVV1+1RX6s4ujRo3jzzTdx9uxZFBQU4NNPP8Xy5ctx1113DWqHdaYwZswYHD161C0aiaqqqn6XMKWkpCA3N9flBxHuTmtrq0m+kKgfNYotkcvlZll2MbN9rkZJSQkkEkm/9xEQEICamhqb3oMpyj/Gb4ktKSws7DWSLkAUVLm5uSbf6/HjxzFs2DCjyq5x48bh6NGjTl3K2Nf9JiYmoqCgwOX7qYKCAkRERPT6zEJCQlBZWWnz+8jPz0dMTEyvs/Tp6ek4d+6cSyqyKRSKa1FeXm6y+wNXniQbTJijoAwLC4NCobDomU2ZMgVPPPGEBTl0PzZv3gxfX1+DbfPmzf2ep9Fo8MQTT2DixIkmr5p67rnnsGLFCigUCt0+hUKBp556CmvXrrX4HszFLGVXR0eH0f2JiYm4cOGCTTJkDQKBAJ9//jkmT56M9PR0vPTSS1i+fDnee+89Z2fN5Rk3bhyOHTvm8kI30L/gDXSFnnfFAe5AwtROJSIiwuY+hyiDF0YAMnW2z1WFVsayy5SokrYKhQ6QZeCmLJ+MjY1FXl6eTctOqVT2ueyM8RVmal+Ul5eH2NhYo/eSnp6OixcvOrVfU6lUvboH4HA4YLPZaGlpcXCuzKOqqgr+/v69vqcsFgscDsfk2WFTyc/PR3R0dK/pDhkyBOfPn3cLuYVCoTiXiooKky3CQ0JCUFVVNShl1nvvvdeob2xHLjtjUCgUvT6zm2++Gc8//7zuu5+fH+rr6wflMzOH7n7K6+vrsXr16n7PW7JkCc6fP4/PP//c5LS2b9+OY8eOISoqCgkJCUhISEBUVBSOHDmC//znPxg5cqRusydmOWgSiURIS0vDiBEjMHz4cIwYMQJhYWF4++23MW3aNHvl0WRGjhyJY8eOOTsbbolEIkFVVVW/AxFXoC8HxwxcLlfn6NhYuHSK9XR0dIDL5ZqkcIiIiMCePXtoJ0SxCeY6mq2srHTJd6+srAxDhgwxqQ7x+Xw0NzfbxNltf9ZVDPHx8Ton9bbwgdHe3g4ul9vnc+NyudBoNCa13c3NzeDz+b3mjcvlwtPTE9XV1QgLC7Mq75ZQW1sLHx+fPss5OTkZ58+fx1VXXeXAnJmPKYrR/Px8jB492mZpNjc3w8vLq9f3JTU1FR9//LFb+RulUCjOgZnkMQU+nw+VSuWSk2SOYObMmdi1a5fBPmeMpRgrflNkJKafGKzPzFS6+yk3haVLl2Lv3r34888/ERERYfJ58+fPNzN39sEsy66DBw/iwQcfBI/Hw6effoqZM2ciKSkJb7/9NtRqNdatW4evvvrKLlF5KPYnOjoaeXl5zs5Gv5hi2QWQmRkmgALF9sjlcpNnyfz9/emMC8VmNDU1maz04fF4UKlULvnuyeVykyy7AGKibyu/d1euXEFERES/6TLKLltZzjDp9td2SyQSFBcX93u906dPY8iQIX0q4py5RN9YlMjuuLrfrtra2j6DwTAkJSXh0qVLNivnjo6OfhWszICURl6mUCimYI7zbq1W65JygyMQCASQSCQGG+MO6I8//gCfz8dff/2lO37r1q0ICQlBeXk5ALIscOnSpVi6dCl8fX0RFBSEtWvXGiii2tvb8eSTTyI8PBxeXl7IzMzEH3/8YZCPEydO4N1330VKSgrS0tJw5513or6+HsuXL8fRo0fx/vvvIzw8HOHh4SgpKQGbzUZ2djZmzZoFkUgEsViMu+++28AndXNzM+655x6IRCKEhobitdde67c81q9fj+HDh2Pnzp2IioqCSCTCo48+CrVaja1bt0IikSAkJAQvvfSSwXl1dXX417/+heDgYPj4+ODaa6818CMqlUpxww03QCwWQyQSYcyYMfjtt98MrhETE4NNmzbh/vvvh7e3N6Kiohy2Yk2r1WLp0qX49ttvcfDgQcTGxpp8rlqtxjXXXIPHH38czz//fL+bPTFL2TVp0iQsWbIE7733Hk6cOIGmpiZcuHABn376KYYOHYoTJ05g2bJlSE9Pt1d+KXYkMzMTR48edVmhm6G0tNQkPzdJSUnUSb0dMdU5PWD7ZVgUykAQWjs6OkyeYYuIiEBJSYlN7qOwsBBhYWH9Kp2Cg4NtupSjP+f0DMnJySY5qT9x4kSv/roYxo0bh+PHjzulX8vNze11iSXDkCFDcOHCBZftd/tzTs9gaz+ZhYWFJqUbGRmJgoICm6RJoVAGNubIDQKBwOWXmDsDxr/V3Xffjfr6epw5cwZr167F+++/D7FYrDvuww8/BJfLxYkTJ/DWW2/h9ddfx/vvv6/7fenSpTh69Cg+//xznDt3DrfccgtmzpyJ/Px8ACTA3CeffIL4+Hh89913+O677zB9+nSo1Wq88MILGD16NBYuXIisrCxkZWUhLCwMPj4+uP322zFixAj8888/2LdvH8rLy3Hrrbfq0n3qqadw6NAhfP/99/j111/xxx9/4PTp0/3et1Qqxc8//4x9+/bhs88+wwcffIA5c+agpKQEhw4dwssvv4znnnsOx48f151zyy23oKKiAj///DNOnTqFkSNHYurUqbrAKk1NTZg9ezYOHDiAM2fOYObMmZg3b16Pic3XXnsNo0ePxpkzZ/Doo4/ikUceQW5urmUP0AyWLFmCTz75BP/973/h7e0NhUIBhUKB1tbWfs/lcDiYMWMGamtr7Z7P/rDK7pvNZiM1NRWpqam44447dPsZzS7FvRg1ahS+//57qNVqlw7bqlQqTVqykJKSgr///huzZ882yQSWYh6lpaUQi8Uml61AILDZMizK4EWr1Zptpi4UCnVLolwJjUZjlt87xnG7te1ZYWEh5s6d2+91GCW1rRy8X758GSNGjOg33bS0NPz666/93mteXh7uvPPOPo8JDQ1FRUWFU5bo5+Xl4Y477ugzf15eXmhra4NKpeo1qrQzkUqlJlnjRUREoKyszGaKUVOs4gCiLDx37pzJy4EpFMrgo7m5GR4eHmYpu0JCQqBQKBAUFGS7jKhagAYnrH7ySQG4psvee/fuhUgkMti3Zs0arFmzBgDw4osvYv/+/Vi8eDHOnz+PRYsW4frrrzc4PjIyEm+88QZYLBaSk5ORnZ2NN954Aw8++CCKioqwa9cuFBUV6VwMPPnkk9i3bx927dqFTZs2YevWrQgMDMT69et1y0+TkpJ01+fxeBAKhQgODtbtKy0tRXx8PF566SXds965cyciIyORl5eHsLAwfPDBB/jkk08wdepUAEQpZ8rSPI1Gg507d8Lb2xtpaWm45pprkJubi59++glsNhvJycl4+eWX8fvvvyMzMxN///03Tpw4gYqKCt2k5quvvorvvvsOX3/9NRYvXoyMjAxkZGTo0ti4cSO+/fZb/PDDD1i6dKlu/+zZs/Hoo48CAJ555hm88cYb+P3335GcnNxvvq1h+/btAIiCU59du3bh3nvv7ff8IUOGoKCgwCyLMHtgFycH+ppdivsgFAqh0WjQ1NRkclhRR2OKzxeGhIQEfPTRR9Sfh50oLS3FyJEjTRYemGVY+h0ThWIupi6r0kcsFqO0tBQhISF2zJl5NDc3QygUmjxAj4yMxMGDB22iTGhqajJZ8RcSEoLS0lKbCFUymQw33HCDSb7CZDJZn213c3MzeDyeSeUXFRWF/Px8A6HSEVRUVCAwMLDfdzUyMhJSqRRDhw51UM5MRyaT4dprr+23nJnflUqlTXy75OfnY+zYsf2mO2zYMOzatQtqtZoquygUilHKy8tNaov1YZRd6enpZp3XJw2XgH2jbHMtc5h5Cggw3Qn4Nddco1N0MOiPC/l8Pj799FMMGzYM0dHReOONN3pcY9y4cQblNn78eLz22mtQq9XIzs6GWq02UF4BZIwXGBgIgFh2hYaGmjV+q6+vx6VLl+Dj49NjIlEqlaK1tRUdHR3IzMw0uC9T5JuYmBgDn29isVgXZEZ/X0VFBQDg7NmzaGpq0t0PQ2trK6RSKQAii61fvx7/+9//IJfLoVKp0Nra2sOya9iwYbrPLBYLEolEl449sdb/2Ysvvognn3wSGzduxKhRo3rInT4+PlZd31SoBoBiwLBhw/DPP/9g+vTptmvcbUhRUZFJjpUBwMPDAx0dHS65fGkgIJfLIZFITB5ghIeHo7i42CTLDgqlN8yJxMggkUggl8uRkZHhMu+eOf66ACJ4V1ZWWi18mGsZFxcXh8uXLyMxMdHqsmtpaYFQKOz3OFOc1J85cwZDhgwxSRAeN24cjhw50q9/L1vC9DumPN+MjAycOXMG6enpLvN+MhQXFyM0NNSk+4iIiMCVK1dMDkveF1KpFAsWLDDJv1t5eTnUarXLB9ehUCjOgbHQMneSTKFQ2CxACwBiYTXzlG2uZW66ZuDl5YWEhIQ+jzly5AgAoKamBjU1NWZZzjc1NYHD4eDUqVM9ypaxKBMKhWaPQ1UqFZKSkvDvf/+7x3VDQ0Nx+fJls66nT/f+hcViGd3H9P1NTU0IDQ3t4YcMIJEjAWLNtn//frz66qtISEiAUCjEzTffjI6Ojn7Tdoex7ezZswEA119/vcGz1Gq1YLFYDnPfQJVdFAMyMzPxyy+/4Nprr3VJayhTfb4w+Pn5obKyElFRUXbO2eCjtrbW5Mg2gG2XYVEGL+YERmCQSCRQKBQuFaWnpKTErGXAHA4HGo3GagGnrq6u3wiB+sTHx+P8+fNW11uVSmXW+aGhoSgsLERaWprR348fP47x48ebNAhxxhL9kpIShIaGmpReRkYG3n33XZe0TjJn+WdSUhJycnKQlpZm9X20t7ebtKyTxWJBKBSivr4eHh4eVqVJoVAGJoxll7mTZMeOHbOt3MD1NMvCylWRSqVYvnw5duzYgS+++AKLFi3Cb7/9ZlC++r6rAODYsWNITEwEh8PBiBEjoFarUVFR0Wsk4iFDhiA7O7vXZ8bj8XooS4YOHYoDBw4gKirK6MRafHw8eDwejh8/rhsX1tbWIi8vD5MnTzarDPpj5MiRUCgU4HK5iImJMXrM4cOHce+99+LGG28EQBRkV65csWk+nMnvv//u7CwAMNNBPWXgk5ycDKlUajMfLbZGJpOZ5D+EITExETk5OS41yB1ImCM4REZGorS0lD4LilWUl5ebrewKCwvTzdC6CqYG2tCHy+Wivb3dqnQLCwtNto4FuiIyWlt25vr4S0lJQU5OTq/p5ubmmuTTCTBcou8oGOf0pjzfkJAQVFdXu5yT+o6ODpPdBgDkmeXl5Vl9Hy0tLRAIBCanm5aWhuzsbNq3UCgUo1RUVFhk2VVRUeFScoOjaG9v1zkjZzYmoqFarcZdd92F6667Dvfddx927dqFc+fO9YhqWFRUhBUrViA3NxefffYZ3n77bTz++OMAyMTIwoULcc8992DPnj2QyWQ4ceIENm/ejP/9738AgPvvvx81NTXYsGEDLl68CKlUio8++kjn3D0yMhJnzpxBSUkJampqoNVqsXjxYnR0dODee+/FyZMnIZVK8csvv+C+++6DWq2GSCTCAw88gKeeegoHDx7E+fPnce+999plkmnatGkYP3485s+fj19//RVXrlzBkSNH8Oyzz+Kff/4BQMaoe/bsQVZWFs6ePYs777xzQL1vkydP7nNzFK5nukNxKiwWC/7+/lAoFL1qop2JTCbD1KlTzRK+s7OzMW3aNJe0VHNX1Gq12ebFzDKsgdSQUxwP0zaZO0NbUVHhUoPhsrIyJCQkmH0fJSUlOhN4S7hy5QrCw8NNrr/+/v5oaGiwut7m5+cjKirK5HRTU1Oxb98+oxZljL8uc6y0MjIyHLpEPy8vD+np6Sbn0dfXFxUVFS5lhcw4Dzb1HY2NjUVhYaHV70pBQQGio6NNTnfIkCE4c+YMpkyZQvt5CoXSg/Ly8h4+pPojMDBQp0QZbOzbtw+hoaEG+5KTk3Hp0iW89NJLKCwsxN69ewEQK+z33nsPd9xxB2bMmKHzjXnPPfegtbUVY8eOBYfDweOPP47Fixfrrrdr1y68+OKLWLlyJUpLSxEUFIRx48Zh7ty5AIgrmttuuw2nTp3CnDlz4OHhgREjRmD+/PkAgIcffhhPPPEEpkyZgtbWVhw/fhwREREYMWIEOjo6MGPGDLS3tyM6OhozZ87U9SevvPIKmpqaMG/ePHh7e2PlypWor6+3eRmyWCz89NNPePbZZ3HfffehsrISEokEV199tc63+euvv477778fEyZMQFBQEJ555hk0NDTYPC/O4s8//+zz96uvvtoh+aBSAaUHY8eOxZEjR8xaLugo6urqzHJOnZycjG+++YYqWGwMM0tmzvthq2VYlMEN47PLHKHV29sbjY2NLvXuWWLZxfi9s2aZWGFhIUaNGmV23e3o6LBqmZhUKkVCQoLJyp+4uLhendSb46+LYdy4cfjf//7nsCX6ly9fxpw5c0wu52HDhuHMmTNmWS7bG6lUisjISJPzw+VyoVar+/S1ZgqmRmJkSE1Nxeeff+5S9ZtCobgOlZWVZjuoH6wy6+7du7F79+5ef1+3bh3WrVtnsO+mm27qYXXO4/Hw5ptv9nB0r//7hg0bsGHDBqO/y+VyjBo1CqtWrTIqN8TFxeGHH37osV8oFOK9997rEU2SQSQS4eOPP8bHH3+s2/fUU08ZPZZh/fr1WL9+vcE+Y2XU3T+Xt7c3tm3bhm3bthm9bkxMDA4ePGiwb8mSJQbfjS1rzMrK6jO/rkL3KI6AoR9TR1mzu4ZERXEpxo0bhxMnTrjckgpLZldEIhFaWlpc7l7cnbKyMrOcazNwOByrl2FRBjd1dXVm+YpjYLFYLjVD29bWZrbyKDIyEiUlJVbdhzlBPhiYSKrWUFBQgMjISJPbDC6XC61Wa3RJ/fHjx5GRkWGWZVdiYiJkMpnDlugz0TZNJSMjA2fPnnWpgRXzzMx5V0JCQlBWVmZVuvn5+WZZdgmFQrS3t7us+wUKheJclEqlST4Au+MujsAHIpa4rACIr2ZmySXFudTW1hpsFRUV2LdvH8aMGYNff/3VYfmgyi5KDwIDA1FfX98jGoSzqaqqQkBAgNmz3p6ennYxUR3MlJaWWqTsEovFKC0ttVOuKIMFS5ahsdlstLW12SE3lmGJwopRdlkjfDc1NcHT09Osc+Li4pCfn29VuuZa5QJkeYSxWU1zLX8A8s4EBgY6pP1pa2sDj8cz617j4+Nx5coVl5qYkclkZi15BYgvlosXL1r1rpi7fBIgClmZTGZxmhQKZeBibhRiBi8vLzp+cBIKhcJsazyAuHuwdsKFYht8fX0NtqCgIEyfPh0vv/wynn76aYflgyq7KEaJj4/HhQsXnJ0NAwoKCixa4pGYmIiLFy+6lFWHu1NWVmaWs2mGiIgIFBcX02dBsQhGYLVE2RUUFITKyko75Mp82tvbwePxzK4/oaGhVjnat1Tgt9ZJvaXppqam9nBSb4m/LobMzEwcPXrU7jP15vqcAogylsvlOtSJfn/U19ebraBMSUnRRd21FJVKZfZS06FDh+LcuXPUCoNCoRjARAK2RG4Qi8WQy+V2yNXA5o8//sCbb75p1TUsWXoKEGWXXC6nfYELIxaLkZub67D0qLKLYpTMzEwcO3bM5WaZzV1SARC/XdYK3xRDysrKLDIvjoiIsNoyhTJ4aWxshEgkskhoZWb7XEHRKpfLLbKM5PF4UKlUFtcfxrrK3DY0Pj4eMpnM4nQVCoXZPv4AouzKzc016IfOnDmD9PR0i/xujRs3DidPnrT7crdLly4hNjbWovt1laiCliooExISIJVKLZYdGhoa4OnpaXbZDRkyBBcuXHApmYVCoTif6upq+Pv7W+QLUSwWu1wk58GCSqUCj8cz+zxXjL49WDl37pzBdvbsWezbtw8PP/wwhg8f7rB8UGUXxSjDhw/HuXPnXMoHhqWWXcnJyTYJh07porKy0mwn4QBRdpWWltJOiGIRjHN6S4RWV5rtKykpgVgstng5plKptChdJhKjueXn5eWFlpYWi8tOKpWabekEkOh+3ZVsJ06cQEZGhkXvgJ+fHxoaGuy+RN+SZZZAl98uV+irKisrLXIb4OHhgY6ODovflfz8fIvKLjIyEqWlpS5RdhQKxXWwJKgNQ0hICMrLy11iAmKwYemEi0QigUKhoM/MBRg+fDhGjBiB4cOH6z7Pnj0bHR0deP/99x2WD6rsohhFIBCAy+WisbHR2VnRUVJSYnb0MoD4IKurq3OJQe5AwdKlZOHh4S6jcKC4H3K53GKhNTQ01GWE1tLSUouWAQNAcHAwFAqFReleuXIFYWFhFpUfj8dDa2urRelKpVKLovsac1J/6dIlxMTEWLSMESDL7LKzsy0611QsCQIAAOnp6bh48aJLKGwKCgosjsjs6+trsYNgS5VdLBYLAoHApZaBUigU58NYFltqEV5eXk5lVgdjqasHgD4zV0Imk6GgoAAymQwymQyFhYVoaWnBkSNHkJKS4rB8UGUXpVdGjBiBY8eOucTgELDMjwcDn8+nQrCNsMZvEp/Ph1KppJ0QxSIUCoVFy2eBrtk+V3j3LI1mChCFcVFRkUXtsqVKGIBYzljqAFwqlVq0BB0gSxIYJ/XW+OtiYPx22VOhZGlfxUQVtNRyz5ZY88ySkpKQk5Nj0TtqqbILIFbc58+fdxmZhUKhOB9LHZ0DRG6oqKigbYqDscYaj8fjQa1Wu4SsN1g5evQo9u7di+joaN126NAhXH311YiKisLixYvR3t7usPxQZRelV8aNG4cTJ064xFLG9vZ2cLlcixo+gPicycvLs3GuBic1NTXw8fGx+FmwWCyXsFyguB/l5eUWC61BQUGoqalxCaFVLpdbbNllTUTGwsJCs6PcMcTFxeHy5csWpWtpCHGAWGJduHABGo3GKn9dDEOHDsWFCxfs1q9Z2z7GxMTg8uXLNs6V+chkMovcBgBdfjItaecZq0dLym/o0KHIzs6mgxwKhaKjoqLCYvcHPj4+aGhooG2Kg5HL5RbLDAz0mTmPF154wSDIXXZ2Nh544AFMmzYNq1atwo8//ojNmzc7LD9U2UXplZiYGBQWFrqEYsIaiwSAzDRfunTJJe7F3bE0EiNDQEAAysvLbZwrymDAGp9dHA7HZWb76uvr4eXlZdG51ii7mpub4enpaVG6jONxS9K11BIUANLS0nSKE2v8dTHweDwIBALU1tZafI2+yMvLQ1xcnMV5HDZsGM6cOeP0vsoapRPjJ9Pcd0Wr1UKj0VhcdmlpaS6zDJRCobgGjLLLkraMOccVJskGE5YGtWHw8vJCQ0ODjXNFMZWsrCxMnTpV9/3zzz9HZmYmduzYgRUrVmDbtm348ssvHZYfquyi9AqLxYJYLEZRUZGzs2KxzxeG1NRUi4RvSk+sGQQBZBlWcXExFR4oZlNTUwN/f3+Lz3clq0JL27Lw8HCLgjxY6uyVwdLJj9raWnh7e1tl6XTlyhVoNBrk5uYiNjbWqmWMADB69GgcO3bMLv0Bk0dLny8THMbZ76larba4nL29vdHS0mL2PTBR0yx9V0QiEVpbW13CGp1CobgGDQ0NFk8uAaSvpm2KY7HGZQVAlp+WlpbaOFcUU6mtrYVYLNZ9P3ToEGbNmqX7PmbMGBQXFzssP1TZRemTzMxMHDlyxOlKImuWVAAkfHBFRYXTBxADAWucawMkIqOllimUwY1Go7HKrN3b2xt1dXW2y5AFKJVKqyyTPDw8oFQqzVZc1dbWws/Pz+K0LY2yZ2kkRgbGSX1jY6PV/roYJkyYgJ9//tkuAxhLIzEyMAFVnNlXtbS0QCAQWFXXhEIh6uvrzTrHGn9dDGKx2KFCNIVCcX2sacv8/PwsDrgxWFm/fj2GDx9u8fnW+FkDXCv69mBELBbrfLx2dHTg9OnTGDdunO53Rp5zFFTZRemTsWPH4p9//nH6rIZMJkN4eLhVfqLYbLZDHeINVORyucXOtQHrlmFRBjfWLIcDSAdcVlZmwxyZD+O/ypoBffcIhabARGK0VtFmbqAPa61yAWLN9sMPPyAtLc0qf10MYWFhGDlyJD744AObt0OVlZVWWScBgL+/v1OXehcWFlo1uQR0uQ4wRylrraIQAIYMGYJz587R/oVCoeiWRlvTHoeEhFgcAZliGZWVlRYvPQW6AhLRFSTOYfbs2Vi1ahX++usvrF69Gp6enrjqqqt0v587dw7x8fEOyw9VdlH6xNfXF83Nzejo6HBqPurq6uDr62tVh+Uqjn/dHWvCOANE2VVaWko7IYpZNDc3w8PDw6o2wBVm+6xdBgwQv3eVlZVmncM4p7cm3ejoaLPbUGui+jGkpqbi888/t9pflz633XYbLl68iGPHjtnkekCX5aE1ZQwAkydPxieffOI0666CggKrFZSMssucumYLyy7GST214qZQKE1NTfDy8rJabnCVSM6Oor29HcuWLUNISAg8PDwwadIknDx5EgCwe/du+Pn5GRz/3Xff6cp49+7d2LBhA86ePavrD3fv3g2AjOUeeughiMVieHh4YMiQIdi7d6/uOt988w3S09Px008/Yfbs2fjPf/5jkE5mZibeeustPP7440hMTMTYsWPx66+/oqamBvfddx8SExMxbdo0NDY2Gsh6f//9N6666ioIhUJERkZi2bJlaG5u1l333//+NxITE+Hh4QGxWIybb77Z1kU6qNi4cSO4XC4mT56MHTt2YMeOHeDz+brfd+7ciRkzZjgsP1TZRemX1NRUZGVlOS19WylFkpOTcfHixUHVYdkDlUpllfmpl5cXWlpa6HOgmIU1TmYZJBIJysvLXULZZc2APiIiAkVFRWa1jbaw1omPj4dUKjVLkVBcXIzQ0FCrnltKSgrq6ups4q+Lgc1m4+mnn8a///1vyOVym1yTuVdr8zhlyhSoVCrs2bPHKZMCBQUFVr8rKSkpyM/PN+tdsYVVXHR0NORyOc6dO2fxNSgUysDAmqA2DGKx2Klyg1QqxVtvvYUnn3wSb731FqRSqd3TfPrpp/HNN9/gww8/xOnTp5GQkIDrrrsONTU1/Z572223YeXKlUhPT4dcLodcLsdtt90GjUaDWbNm4fDhw/jkk0+Qk5ODLVu26PrLU6dO4dZbb8Xtt9+OiRMnYsmSJXjllVd6ODLfsWMHxowZg19//RXTpk3DsmXLsGzZMixYsAC//PILoqOjsWXLFp2CUiqVYubMmViwYAHOnTuHL774An///TeWLl0KAPjnn3+wbNkyvPDCC8jNzcW+fftw9dVX275QBxFBQUH4888/UVtbi9raWtx4440Gv3/11Vd4/vnnHZYfquyi9EtmZiaOHTvmtKWMVVVVCAgIsHpGf+zYsdi3bx8qKipslLPBia0GX1TZRTEHW4SiDg0NdbppOxPN1Jr7YII8mFOHGMsua5VdBQUFZqVrjaNzhtjYWNxzzz02U3Qx+Pj4YOnSpdiwYYNNlrjn5eUhNjbWassuFouFpUuXYv/+/Th16pTV+TIXWyi7AgMDUVlZabKyiwmgYG3ZsdlsPPfcc3jjjTdcIrgOhUJxHozvJ2tgfP46Q26QSqXYuHEjTp8+DR6Ph1OnTmHjxo12VXg1Nzdj+/bteOWVVzBr1iykpaVhx44dEAqF+OCDD/o9XygUQiQSgcvlQiKRQCKRQCgU4rfffsOJEyewZ88eTJ8+HXFxcZg7d67Ocfnrr7+OqVOn4umnn4avry9uvPFG3Hfffdi+fbvB9a+99lrcddddiI2NxfLly9HY2Ijhw4dj7ty5iIuLw5IlS3D58mU0NjZCq9Vi8+bNWLhwIZ544gkkJiZiwoQJ2LZtGz766CO0tbWhqKgIXl5emDt3LqKjozFixAgsW7bMLmXrjvz555+YN2+ebmXAd999Z/K5vr6+RuW2gIAAA0sve0OVXZR+GTp0KM6cOWO2rxZbYQvBGyB+UB577DGsWbMGjY2NNsrd4KKpqQlCodDqZyESiVBbW2ujXFEGA9aGogZcw7KrrKzMap9dkZGRKCsrM+s+WlpaIBQKLU4TIFYz5ijZbLH0FAA4HA7uvPNOuwhHaWlpyMzMxPbt261+L3JzcxETE2MTpRyfz8ezzz6LN9980+EO15ubm+Hp6Wn1dSZNmoS33nrLJIWXXC632uKRwd/fH08++STWrl1rtpN8CoUycLCFZZcz5Ya9e/dCq9XixhtvxIQJE3DTTTdBo9EYLP2zNVKpFEqlEhMnTtTt4/F4GDt2LC5evGjxdbOyshAREYGkpCSjv1+8eBETJ040sOIfM2YMZDKZQdmnpqbqPgcHBwMglsTd9ymVSmg0Gpw9exa7d++GSCTSbddddx00Gg1kMhmmT5+O6OhoxMXF4e6778ann36KlpYWi+9zoNHc3IyMjAy88847zs6KxbiVsuull17ChAkT4Onp2WO9MENRURHmzJkDT09PhISE4KmnnnK6c3V3h8vl4s4778Rjjz2Gs2fPOjx9mUxmtc8XhtTUVCxYsABr1651uh8yd4SxSrH2WTDLsCgUU2GEVmsjxLW1tTnVsqumpqbX/stUmCAPpt4HYzVjLVwuFx0dHWhtbTXpeJlMhqioKJsof7hcrs0tuxhuvPFGFBcX488//7SqnC5fvmy1zyl9/P398cQTT2DdunUOm2yyld8xgCxnYbFYeP/99/sdKNrCOb0+cXFxWLhwIZ577jna11MogxRbyQ3t7e1OkRuKi4sRFham6/s4HI7OsttZsNnsHmWhVCr7Pc/UyTa5XN7nMzPmRkV/H3Mel8tFS0sLmpqa8NBDDyErK0u3nT17Fvn5+YiPj4e3tzdOnz6Nzz77DKGhoVi3bh0yMjKcHrnbVZg1axZefPHFHksR3Qm3UnZ1dHTglltuwSOPPGL0d7VajTlz5qCjowNHjhzBhx9+iN27d2PdunUOzunAY9KkSVi3bh127NiB7du3O1SBaCvLLoZJkyYhIyMDr776KnViaya2cK4NkGVYNCIjxRxsIbQyOPu9s/YeRCIRmpubTb6Pmpoa+Pr62qQNveWWW7B69WoD5669cfnyZURFRdnkmdkTNpuNlStX4v3330dJSYnF12ltbYWHh4cNc0Ycvd94443YuHGjQ/pdhUKBkJAQm7wrLBYLixcvRlFREb766qs+31dbK7sA4oJh9OjReP3112lfT6EMQsrLyxEYGOi2cgMT0Ilpv9RqNUpLSxEZGWm3NOPj48Hn83H48GHdPqVSiZMnTyItLQ3BwcFobGw0kAG6+3Xm8/k92txhw4ahpKQEeXl5RtNNTU3F4cOHoVAodC4rTp48ibi4OIv6hYCAAJSVlWHkyJHIyclBQkJCj42xFudyuZg2bRq2bt2Kc+fO4cqVKzh48KDZaboD7e3taGhoMNhs4cbBlXErZdeGDRuwfPlyDB061Ojvv/76K3JycvDJJ59g+PDhmDVrFjZu3Ih33nmHzuxZCYvFglgsxoYNGyAQCPDoo486bGahpKQEEonEZgMmFouFm266CQDw8ccfO33g606UlpYiJCTE6mcRERGB0tJSWvYUk2F891n77vH5fJMtk2wNI/zZqi0ztf4UFhYiPDzcJoqEq666CnPmzMGKFSv6tTayRSRGRyESibB8+XJs2LDBovejtbUVPB7PLoq9yZMnIzQ0FDt37rR7m1lQUIDIyEib3QeHw8HKlStx5MgR/Prrr71aRzCKUVu+KywWC/Pnz0dHRwe+/PJL2t9QKIOM6upqm8gNbDbbKQqBuXPngs1mY8+ePThy5Aj27NkDNpuNuXPn2i1NLy8vPPLII3jqqaewb98+5OTk4MEHH0RLSwseeOABZGZmwtPTE2vWrIFUKsV///tfXbRFhpiYGMhkMmRlZaGqqgrt7e2YPHkyrr76aixYsAD79++HTCbDzz//jH379gEAVq5ciQMHDuCzzz7TBWjZtWsXHn74YYvuIzAwEHK5HE8//TSOHDmCpUuXIisrC/n5+fj+++91Dur37t2Lbdu2ISsrC4WFhfjoo4+g0WiQnJxsVTm6Kps3b4avr6/BtnnzZmdny664vgRqBkePHsXQoUMhFot1+6677jo0NDTgwoULvZ7XXctJ/Tn1Do/Hw4IFC/DQQw9h3bp1+P777+1u2qtSqcDlcm16TRaLhUceeQTnzp3rUwCnGMIou2yxjJEquyjmoFKpbLKMLSQkxGbR98ylsrISgYGBNhnQi0QikyIjAcCVK1cQHh5uEwUGi8XCVVddhfnz52PFihV99pdMuu6g7AKAxMREXHvttSb7mdJHKpUiOjraLvfKYrGwaNEi5OTk4Pfff7drf2UPBSWXy8Wzzz6LPXv24PDhw0bzX19fDx8fH5srC1ksFpYsWYK//vqr17QpFMrAxNro4QzBwcEoLy+3QY7MIz4+HmvXrsWoUaOgVCoxatQorF27FvHx8XZNd8uWLViwYAHuvvtujBw5EpcvX8Yvv/wCf39/BAQE4JNPPsFPP/2EoUOH4rPPPsP69esNzl+wYAFmzpyJa665BsHBwfjss88AAN988w3GjBmDO+64A2lpaXj66ad1fe3IkSPx5ZdfIjs7G08//TReffVVPPnkk7j11lstugdG2TVkyBAcOnQIeXl5uOqqqzBixAisW7cOYWFhAAA/Pz/s2bMH1157LVJTU/Huu+/is88+Q3p6uuUF6MKsXr0a9fX1Btvq1audnS27YlsNgpNRKBQGii4Auu8KhaLX8zZv3owNGzbYNW8DCRaLhcTERGzZsgU7d+7E4cOHsWbNGqv90Bijvb0dXC7XLrPlHA4HzzzzDNasWYPg4GCMGjXK5mkMNORyuU0suwIDA1FSUoILFy5gxIgRNsodZSBjq0GqRCKBQqFAenq6w5fX2coyEgCuvvpqvPrqq3jhhRfg4+PT57GFhYXIzMy0mQKDxWJhwoQJYLFYWLFiBV577TWjeWhvb4dAILBJmo5izpw52Lx5M3777TfMmDHD5GeVm5tr8XILU+BwOFi1ahWeeeYZREZG9urk11pkMhlGjhxp8/vw8PDAunXr8Oyzz8Lb2xsZGRm631QqFdhstt3qI4/Hw5o1a7BmzRpIJBIkJibaJR0KheJa2MpfZUhICBQKBZKTkx0uN8THx+Pxxx93aJoeHh7Ytm0btm3bZvT3+fPnY/78+Qb7HnzwQd1ngUCAr7/+usd5AQEB2LlzZ6/pLliwAL///jtWrVplVKY4fvx4j32lpaUG35nJ9EuXLuHAgQPQaDQYM2YMfv31V6NpTpo0CX/88UeveRpoCAQCt5PLrMXp062rVq3SOUPtbbt06ZJd89Bdy5mTk2PX9AYKQqEQjzzyCGbMmIHHHnvMaCNkLUVFRXa1DBAKhVi3bh3eeOMNyGQyu6QxkGhtbbU6ohtABssvvfQStm/f3q8vFwqlvb0dPB7PJu2ARCKBXC53yjtnS2XXtGnTMHv2bCxdurTfMORFRUUICwuz+RKx8ePH45ZbbsGKFSt6RL3r6Oiw20SFPWGxWHjiiSfw6aef4sqVKyafl5eXh+joaLs50QcAT09PrFq1Chs3bjTZqs9c5HK5zl+KrfHx8cHzzz+PV155Bfn5+br9jBNme1oA+vj4YPXq1XjhhRdQXV1tt3QoFIproFQqweFwbNKuiMVip0dyHiyoVCqbRF4ODQ1FeXk5tealOF/ZtXLlSly8eLHPLS4uzqRrMeFh9WG+SySSXs8TCATw8fHRbd7e3pbf0CCDzWZj7Nix2LhxI7788ku89NJLuHDhgs0aF6lUanM/Ht3x9/fHM888g3Xr1lEh2IEEBQXhpZdeQn5+PjZs2IC2tjZnZ4niouiHorYWiUSCvLw8pzisLisrg0QisZnz78zMTDzzzDPYuHEjDh482Gu7aysldW95uP3227FixQqD6EX2nqiwJ56enli5ciVeeOEFk0OQMwpFeyv3wsPD8cADD9g1orA9n1lQUBDWrFmD9evX64IB2MM5vTHCw8OxePFirFmzhoaWp1AGOJWVlTbx1wV0jS+p4sT+2Moaz8fHB2VlZcjOzrZBrgYvTU1NuiiWAHS+2IqKipybMTNwuhQaHByMlJSUPjdTNbzjx49HdnY2KioqdPv2798PHx8fpKWl2esWKCCmqc899xzGjRuHPXv24P7778dzzz2HX375xaSoXb0hk8lsGomxN6Kjo7F48WKsWrWKCsG9YEvrGgYm2MGwYcOwZMmSHubIFApAlqHbStmVkpICX19frFixwuHhu8vKymxqNcNisRAZGYlNmzbh559/xr///e8eSjytVmvX2WgWi4UxY8bgzjvvxMqVK1FbWwvAPg7HHUlsbCzmzp2LxYsX4+WXX8a+fftQVlbWqxCuVqtt7luyN0aOHImxY8fijTfesOmzbWxshKenp90VdhEREVixYgXWrFmD6upq5OfnO0TZBQAZGRmYNm0aNm3a5NCo0hQKxbHYMoJzZGQkjh49SleA2BnGItxWE4KbNm3CRx99hFdeeYWO7Szkn3/+wYgRI3QuZ1asWKHze+YuuJXPrqKiItTU1KCoqAhqtVqnZUxISIBIJMKMGTOQlpaGu+++G1u3boVCocBzzz2HJUuWDLr1qc6Aw+Fg9OjRGDFiBNRqNcrKynDixAk8+eSTAIAxY8ZgypQpJlvqAUTZNXXqVIcshcnIyMCsWbOwfv16bNq0yWEDF3fBVv66usNmszFt2jRER0dj1apVePTRRzF+/HibpkFxb+Ryuc2EVg6Hg3/961+4fPky1q9fj0mTJuGuu+6yiRPb/rClhZo+IpEIq1evxldffaWzSGL8XVRXV8PPz8+uigRG4cVms7Fy5Uq8+uqruHz5MoYMGeK2yi6ALBWdOHEirly5gkuXLuHQoUOorKyEUChEWloahg0bhqFDh0KpVMLPz8+hSzbnz5+P7du3Y/HixQgNDUVKSgpSU1ORnJwMLy8vi64pk8kcFj0zMTERDz74IJ566inw+XzMmzfPYe/KjBkzUFRUhA0bNuCqq65CcnKy20QNpVAopmFLZVdwcDBWrVqFN954A7GxsXj44YfpKiA7YMtnBhBfa+vXr8eBAwfw8MMPY9myZRg9erRNrj1YmDJlittbNLrVaH7dunX48MMPdd8ZLePvv/+OKVOmgMPhYO/evXjkkUcwfvx4eHl5YdGiRXjhhRecleVBB4vFApfLBZfLRWxsLKKjo3HTTTehpaUFZ86cwQcffICysjJER0cjMTERcXFxSEhI6LVxq6urg6+vr8MGEVOnTkVVVRX+9a9/ISoqCgkJCYiPj0diYqLd/Ji4CyUlJRCLxXYpAxaLhaSkJGzatAlbt27FxYsXsWjRIrv6v6G4D+Xl5TZ1/s1ms5GUlIQtW7bg+++/x0MPPYQnn3zS7hbAWq3Wbm0Il8vF7bffjhMnTmDp0qVYu3YtEhMTUVhY6LDlhKNGjQKLxcLKlSvB4/Ewe/Zst1YgsFgseHp6Ii0tDSkpKVCr1dBoNGhuboZUKkVWVha++OILVFdX49prr3XovbJYLDz88MNoa2tDVVUVpFIp/vjjD+zcuRNtbW0QiURITk5GSkoK0tLSTJqokEqliIiIcFg/l5GRgVtuuQXvvPOOXZbZ9gaLxcL999+Ps2fPoqCgAH/99ZcuiFFISAgSExORnJyM5ORkBAQEOCxfFArFdpSXl9skejhDbGwsXnzxRfz111949NFHcdttt7l9H+dqKBQKm4+1OBwOpk+fjhEjRuCdd97Br7/+iscff9ziSSGK+8HSuru6zg6UlJQgMjISxcXFiIiIcHZ2LKKtrQ319fUOFSD7Q6vVQq1WQ6VSoaysDIWFhSgpKUFhYSFqa2vBYrEQGBiIuLg4xMbGIiEhAZs2bcLGjRsdeh9arRZtbW2oqKhAYWEhioqKDPIYHByM+Ph4xMfHIyoqCkFBQfDy8hrwirAvv/wSPB5Pp1i2FyqVCh9//DFKSkqwbt06OntGwYsvvoh58+YhJibG5vVMq9WitLQU27dvR3R0NB599FF4enraNA0mnYcffhgbN26Eh4eHza+vn05JSQleeeUVLFy4EI2NjdBoNLj22msdZq169uxZvPXWWw5XYjgSZnmoRqOBWq2GVquFQCBw2sCne36ampogk8kglUohlUoN/Kl5e3tDLBbrttDQUEgkEnz00UeYOHEiUlNTHXYfWq0WLS0t4PF4NnFKbC76z0+lUqGqqgpXrlyBTCZDQUEBGhsbweFw4O3tjZCQEAQHByMkJERXdiEhIXTlAIXigrz88su45pprbB5BUavVoqmpCV988QVyc3OxYsUKJCcn9ziura0NMpkM0dHRdpEpBiI//PADWlpaMGPGDLvIK2q1GocOHcI333yDpUuXIjMz0+ZpOJvW1lZcuXIFsbGxdpU13Qmq7DICVXY5Bn3hnBE4a2trUVxcjKKiIhQVFSEmJgbz5s1zmjBpLI/V1dU6BVh5eTlqa2vR2tqq60w5HA78/f0RFBSEwMBABAUFISAgAN7e3vDz84O3tzdEIpHbKcfefPNNjBkzBunp6XYfCGk0Ghw9ehSfffYZVq1ahYSEBKcMhCiuwbJly/DUU0/B19fXbmmoVCocPHgQ33//vc462JZ1tKqqCq+88gqefPJJh7RnTU1NePPNN5GTk4M1a9YgLS3NoYqY9vZ2sFgsWm+dSPf+i3H829TUhOrqalRWVqKqqkq31dXVYfXq1fDz83N21p1K93LTaDRoampCTU0NqqqqUF1dbbAplUpd9HAPDw/4+fn12Pz9/eHn54eAgAC37P8pFHdj5cqVWLJkCYKCguxyfY1Gg+LiYuzYsQOhoaFYsmSJzn0A83t+fj44HA6Cg4PB5/Npve+HnTt3IjY2FiNHjrSbvKLValFbW4v33nsP3t7eeOyxxwaMlZdWq0VlZSVaWlqQmJhIV8d04lbLGCkDCxaLBQ6HY1AZPT09ERYWhjFjxuiEc2f6zuotjxERERg3bpzBAILRGzNKu5qaGtTV1aGqqgoymQyNjY1oampCU1MTWlpadEuamM6Pz+dDJBLBy8sLnp6euk3/u0gkgqenJ4RCITw8PCAQCHT/7d2JlpWVQSwWO2TAzGazMWHCBERERODTTz9FbW0tVCoV2Gw2tFot2Gw2fH19dYMIf39/+Pr6QigU9tg8PT0dVkYU+9DR0WF3BRGXy8X06dMxatQovPfee/jpp59w//33IyAgAJ6enlYrbcrKymy6pKI/RCIRVq1ahQMHDjgkyEd3qLWL8zHWfwGAUChEcHAwkpOTe/RhtI00Xm5MmSUlJemUYfrlxmzMRGNDQwMaGxvR0NCA/Px83eeGhgZd0B4Wi2VQ5kKhECKRCCKRCN7e3rr+S78f0//OfBYIBA7xOUihuBNNTU12tahis9mIjo7G+vXrcfToUSxZsgQ33ngjbrjhBnA4HLDZbMTGxkIul6OsrMxu+RhIMIFtSkpK7N4X3XHHHThz5gweeughzJgxAyEhIRAKhfDy8tKNsdxxiSqLxUJERARVdOlBlV0Ul6M3Ad2V6C+PXl5eiIiI6CEUA+j1c3t7O1paWtDW1qb739raitbWVlRVVek+t7a2oq2tDR0dHWhvb9f9188bc239zoJRrPH5fN3G5XLB5/PB4/HA5XJ1/5lN/3tRURFEIpFdytMYLBYL0dHRWLlyZY8y1Gg0aGxsRH19vW5TKBRob29He3s72tra0NbWpvvObN0VjMbSZLPZEAgEuvJhyqF7GXX/z7wP+uXH7OPxeDrhh9nHbMw+JgINh8PR5UP/c28bAN3nvu7NnbFVKOr+YJZSP/300zh16hR2796N1tZWtLS06CK3da9TPB4PHh4eundE/73Q32QyGVJSUhz6fLhcLmbMmOH2zkUp9oHpxyimw7SxvQ2ChEIh/P39AcCoMqy3/h+Arq1paWlBU1MTWltbdXIBY0Gu378xW0dHR48orPr51Yfpj/Q3fRmA6feYPonpu/T7Nf3+Tb/f6mvT77OMfWfeRaYf0+/T9D9TKObgCGUFl8vFpEmTMHLkSHz11Vd46KGHekzSczgcCAQCg4lYfRmTqU/dZXBm069jzHc2m93jN2N1Sr9u6W/6bZmr1LO2tjakpaU5zH1JVFQUJk+ejAMHDuDy5cu69relpQWtra0G4ygWi4WxY8fizjvvdGklGNNmU7qgyxiNMFCWMdbV1bl0haT0j75QzPw3p8p2H5gzPtNUKhU6OjqgUqmgVCqhVCqhVqsNflepVLp9SqUSPj4+GDp0qEs2ot0HEPr/+8NYGTFlwpQB89nYxpSRfvkZ29d9OWz3z8x/Y0uPGJ8yxpYkdf/c1/31VX7WHMdYKOh/1le6WptuaGgoFi9e7HArT0bBZQwm393rkv5/ZmPqV3p6OrUwpFAoJqHfdlorAzD/9ft4pp1i2i/9tqp7P6b/nTm2t/5M/7tKpTK6LNTYpt+f9fa/+331VXb27vu693vGjrPnEMsW/YgjhoDOshj19vbGihUrHCo3MPIaA6NQUqlUaG9v101Wt7W1GcgJTF3Rr2v6MmZv8qKxOtddbtSXLZl9xmRHS+pZf5giB+qXHYfDwfPPP+/wsauxe+8OoxD08/OjlutuBrXsGqBwuVyHWuFQ3B9jgnX3786e9XE2vZVLb98plmNswOCKitbeMFafBqrlHYVCcX/6kgF620exHNoX2B9GgeJqmCJvD2Zc8ZkxuHLeKMahyq4BClV2USgUCoVCoVAoFAqFQhmM0DVuFAqFQqFQKBQKhUKhUCiUAQO17DIC4/dGLpc7OScUCoVCoVAoFAqFQqFQKNYRFhY2qHx6U2WXEcrLywEAY8eOdXJOKBQKhUKhUCgUCoVCoVCsw50D8FkCjcZoBJVKhTNnzkAsFruc5rOxsRFpaWnIyclxWGhWCsXVofWCQjEOrRsUSk9ovaBQjEPrBoXSk4FULwabZRdVdrkZDQ0N8PX1RX19PXx8fJydHQrFJaD1gkIxDq0bFEpPaL2gUIxD6waF0hNaL9yXwaPWo1AoFAqFQqFQKBQKhUKhDHiosotCoVAoFAqFQqFQKBQKhTJgoMouN0MgEOD555+HQCBwdlYoFJeB1gsKxTi0blAoPaH1gkIxDq0bFEpPaL1wX6jPLgqFQqFQKBQKhUKhUCgUyoCBWnZRKBQKhUKhUCgUCoVCoVAGDFTZRaFQKBQKhUKhUCgUCoVCGTBQZReFQqFQKBQKhUKhUCgUCmXAQJVdFAqFQqFQKBQKhUKhUCiUAQNVdlEoFAqFQqFQKBQKhUKhUAYMVNnlRrzzzjuIiYmBh4cHMjMzceLECWdniUJxGJs3b8aYMWPg7e2NkJAQzJ8/H7m5uQbHtLW1YcmSJQgMDIRIJMKCBQtQXl7upBxTKM5hy5YtYLFYeOKJJ3T7aN2gDEZKS0tx1113ITAwEEKhEEOHDsU///yj+12r1WLdunUIDQ2FUCjEtGnTkJ+f78QcUyj2R61WY+3atYiNjYVQKER8fDw2btwIrVarO4bWDcpg4M8//8S8efMQFhYGFouF7777zuB3U+pBTU0NFi5cCB8fH/j5+eGBBx5AU1OTA++C0hdU2eUmfPHFF1ixYgWef/55nD59GhkZGbjuuutQUVHh7KxRKA7h0KFDWLJkCY4dO4b9+/dDqVRixowZaG5u1h2zfPly/Pjjj/jqq69w6NAhlJWV4aabbnJirikUx3Ly5En85z//wbBhwwz207pBGWzU1tZi4sSJ4PF4+Pnnn5GTk4PXXnsN/v7+umO2bt2Kbdu24d1338Xx48fh5eWF6667Dm1tbU7MOYViX15++WVs374d//d//4eLFy/i5ZdfxtatW/H222/rjqF1gzIYaG5uRkZGBt555x2jv5tSDxYuXIgLFy5g//792Lt3L/78808sXrzYUbdA6Q8txS0YO3asdsmSJbrvarVaGxYWpt28ebMTc0WhOI+KigotAO2hQ4e0Wq1WW1dXp+XxeNqvvvpKd8zFixe1ALRHjx51VjYpFIfR2NioTUxM1O7fv187efJk7eOPP67VamndoAxOnnnmGe2kSZN6/V2j0WglEon2lVde0e2rq6vTCgQC7WeffeaILFIoTmHOnDna+++/32DfTTfdpF24cKFWq6V1gzI4AaD99ttvdd9NqQc5OTlaANqTJ0/qjvn555+1LBZLW1pa6rC8U3qHWna5AR0dHTh16hSmTZum28dmszFt2jQcPXrUiTmjUJxHfX09ACAgIAAAcOrUKSiVSoN6kpKSgqioKFpPKIOCJUuWYM6cOQZ1AKB1gzI4+eGHHzB69GjccsstCAkJwYgRI7Bjxw7d7zKZDAqFwqBe+Pr6IjMzk9YLyoBmwoQJOHDgAPLy8gAAZ8+exd9//41Zs2YBoHWDQgFMqwdHjx6Fn58fRo8erTtm2rRpYLPZOH78uMPzTOkJ19kZoPRPVVUV1Go1xGKxwX6xWIxLly45KVcUivPQaDR44oknMHHiRAwZMgQAoFAowOfz4efnZ3CsWCyGQqFwQi4pFMfx+eef4/Tp0zh58mSP32jdoAxGCgoKsH37dqxYsQJr1qzByZMnsWzZMvD5fCxatEj37huTrWi9oAxkVq1ahYaGBqSkpIDD4UCtVuOll17CwoULAYDWDQoFptUDhUKBkJAQg9+5XC4CAgJoXXERqLKLQqG4HUuWLMH58+fx999/OzsrFIrTKS4uxuOPP479+/fDw8PD2dmhUFwCjUaD0aNHY9OmTQCAESNG4Pz583j33XexaNEiJ+eOQnEeX375JT799FP897//RXp6OrKysvDEE08gLCyM1g0KhTKgoMsY3YCgoCBwOJwekbPKy8shkUiclCsKxTksXboUe/fuxe+//46IiAjdfolEgo6ODtTV1RkcT+sJZaBz6tQpVFRUYOTIkeByueByuTh06BC2bdsGLpcLsVhM6wZl0BEaGoq0tDSDfampqSgqKgIA3btPZSvKYOOpp57CqlWrcPvtt2Po0KG4++67sXz5cmzevBkArRsUCmBaPZBIJD2CxalUKtTU1NC64iJQZZcbwOfzMWrUKBw4cEC3T6PR4MCBAxg/frwTc0ahOA6tVoulS5fi22+/xcGDBxEbG2vw+6hRo8Dj8QzqSW5uLoqKimg9oQxopk6diuzsbGRlZem20aNHY+HChbrPtG5QBhsTJ05Ebm6uwb68vDxER0cDAGJjYyGRSAzqRUNDA44fP07rBWVA09LSAjbbcAjI4XCg0WgA0LpBoQCm1YPx48ejrq4Op06d0h1z8OBBaDQaZGZmOjzPlJ7QZYxuwooVK7Bo0SKMHj0aY8eOxZtvvonm5mbcd999zs4aheIQlixZgv/+97/4/vvv4e3trVsL7+vrC6FQCF9fXzzwwANYsWIFAgIC4OPjg8ceewzjx4/HuHHjnJx7CsV+eHt763zXMXh5eSEwMFC3n9YNymBj+fLlmDBhAjZt2oRbb70VJ06cwHvvvYf33nsPAMBisfDEE0/gxRdfRGJiImJjY7F27VqEhYVh/vz5zs08hWJH5s2bh5deeglRUVFIT0/HmTNn8Prrr+P+++8HQOsGZfDQ1NSEy5cv677LZDJkZWUhICAAUVFR/daD1NRUzJw5Ew8++CDeffddKJVKLF26FLfffjvCwsKcdFcUA5wdDpJiOm+//bY2KipKy+fztWPHjtUeO3bM2VmiUBwGAKPbrl27dMe0trZqH330Ua2/v7/W09NTe+ONN2rlcrnzMk2hOInJkydrH3/8cd13Wjcog5Eff/xRO2TIEK1AINCmpKRo33vvPYPfNRqNdu3atVqxWKwVCATaqVOnanNzc52UWwrFMTQ0NGgff/xxbVRUlNbDw0MbFxenffbZZ7Xt7e26Y2jdoAwGfv/9d6Nji0WLFmm1WtPqQXV1tfaOO+7QikQirY+Pj/a+++7TNjY2OuFuKMZgabVarZP0bBQKhUKhUCgUCoVCoVAoFIpNoT67KBQKhUKhUCgUCoVCoVAoAwaq7KJQKBQKhUKhUCgUCoVCoQwYqLKLQqFQKBQKhUKhUCgUCoUyYKDKLgqFQqFQKBQKhUKhUCgUyoCBKrsoFAqFQqFQKBQKhUKhUCgDBqrsolAoFAqFQqFQKBQKhUKhDBiosotCoVAoFAqFQqFQKBQKhTJgoMouCoVCoVAoFAqFQqFQKBTKgIEquygUCoVCoVAoFAqFQqFQKAMGquyiUCgUCoVCoVAoFAqFQqEMGKiyi0KhUCgUCoVCoVAoFAqFMmD4f0/RHjLwL2DzAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if autoconnection_strength == 0.1:\n", " autoconnection_strength_str = \"low\"\n", "else:\n", " autoconnection_strength_str = \"high\"\n", "\n", "_, axs = plt.subplots(figsize=(12, 6), nrows=4, sharex=True, sharey=True)\n", "\n", "two_levels_continuous_hgf.plot_nodes(node_idxs=4, axs=axs[0])\n", "two_levels_continuous_hgf.plot_nodes(node_idxs=5, axs=axs[1], color=\"orange\")\n", "two_levels_continuous_hgf.plot_nodes(node_idxs=6, axs=axs[2])\n", "two_levels_continuous_hgf.plot_nodes(node_idxs=7, axs=axs[3], color=\"orange\")\n", "\n", "for i, p, label, color in zip(\n", " range(4),\n", " [decks[0], decks[1], decks[2], decks[3]],\n", " [\"Deck 1\", \"Deck 2\", \"Deck 3\", \"Deck 4\"],\n", " [\"firebrick\", \"firebrick\", \"seagreen\", \"seagreen\"],\n", "):\n", " axs[i].scatter(\n", " trials, p, label=\"outcomes\", alpha=0.6, s=15, color=\"grey\", edgecolor=\"k\"\n", " )\n", " axs[i].legend(loc=\"lower right\")\n", "# Save the plot\n", "# Add a title to the plot\n", "plt.suptitle(f\"HGF for each deck with Lambda at {autoconnection_strength}\")\n", "# plt.savefig(f\"plots/hgf_nodes_{autoconnection_strength_str}_lambda.png\")\n", "sns.despine();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Response model\n", "\n", "This section simulates participant decisions in the Iowa Gambling Task (IGT) using the response model:\n", "\n", "1. **Parameters**:\n", " - `beta_1` and `beta_2` are inverse temperature parameters set to `1`, controlling the influence of expected values and precision on decisions.\n", "\n", "2. **Extracting Beliefs**:\n", " - `means`: Expected values for each deck.\n", " - `precisions`: Confidence in these beliefs, derived from the model's precision.\n", "\n", "3. **Decision Probabilities**:\n", " - A softmax function combines `means` and `precisions` to compute the probability of selecting each deck.\n", "\n", "4. **Simulating Choices**:\n", " - Participant choices are simulated using `np.random.multinomial` based on the calculated probabilities.\n", "\n", "5. **Observation Filtering**:\n", " - Only outcomes from the selected deck are observed and stored in `observed`." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Simulating choices for the participant\n", "beta_1, beta_2 = 1, 1\n", "\n", "means = jnp.array([\n", " two_levels_continuous_hgf.node_trajectories[i][\"expected_mean\"] for i in range(4, 8)\n", "])\n", "precisions = jnp.array([\n", " 1 / two_levels_continuous_hgf.node_trajectories[i][\"expected_precision\"]\n", " for i in range(4, 8)\n", "])\n", "\n", "decision_probabilities = softmax(beta_1 * means + beta_2 * precisions, axis=0)\n", "\n", "decisions = np.array([\n", " np.random.multinomial(n=1, pvals=decision_probabilities[:, i])\n", " for i in range(decision_probabilities.shape[1])\n", "]).T\n", "\n", "# The participants can only see values from the branch they explored\n", "observed = decisions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Masking non-selected decks\n", "\n", "In the Iowa Gambling Task (IGT), participants only receive feedback on the selected deck. This section simulates that constraint:\n", "\n", "- **Feedback Mechanism**: \n", " - During each trial, the model updates beliefs using feedback solely from the chosen deck.\n", " - Inputs for non-selected decks are masked and remain hidden, simulating the real task conditions.\n", "\n", "- **Belief Updates**:\n", " - For the selected deck, the model processes the feedback to update beliefs.\n", " - For non-selected decks, the Gaussian Random Walk continues in the background, but the precision of belief updates diminishes due to the lack of new observations." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# Re-initialize the model\n", "two_levels_continuous_hgf = (\n", " Network().add_nodes(\n", " kind=\"continuous-state\", n_nodes=4, precision=5.0\n", " ) # replaces \"continuous-input\"\n", ")\n", "\n", "# Add value parents with relevant autoconnection strength\n", "for child in range(4):\n", " two_levels_continuous_hgf = two_levels_continuous_hgf.add_nodes(\n", " kind=\"continuous-state\",\n", " value_children=child,\n", " tonic_volatility=tonic_volatility,\n", " precision=5.0,\n", " mean=0.0, # same as before\n", " autoconnection_strength=autoconnection_strength,\n", " )\n", "\n", "# Add value parents to the value parents\n", "for parent_idx in range(4, 8):\n", " two_levels_continuous_hgf = two_levels_continuous_hgf.add_nodes(\n", " kind=\"continuous-state\",\n", " value_children=parent_idx,\n", " precision=1.0,\n", " )" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# masking the unobserved values (this step is optional as we are already ignoring them in the observed mask)\n", "# using NaNs will cause intermediate updates to fail so we set the input to arbitrarily high values instead\n", "u[~observed.T.astype(bool)] = 1e6" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# note that we are providing the mask as parameter of the input function\n", "two_levels_continuous_hgf.input_data(\n", " input_data=u,\n", " observed=observed.T,\n", ");" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, axs = plt.subplots(figsize=(12, 6), nrows=4, sharex=True, sharey=True)\n", "\n", "two_levels_continuous_hgf.plot_nodes(node_idxs=4, axs=axs[0])\n", "two_levels_continuous_hgf.plot_nodes(node_idxs=5, axs=axs[1])\n", "two_levels_continuous_hgf.plot_nodes(node_idxs=6, axs=axs[2])\n", "two_levels_continuous_hgf.plot_nodes(node_idxs=7, axs=axs[3])\n", "\n", "for i, p, label, color in zip(\n", " range(4),\n", " [decks[0], decks[1], decks[2], decks[3]],\n", " [\"Deck 1\", \"Deck 2\", \"Deck 3\", \"Deck 4\"],\n", " [\"firebrick\", \"firebrick\", \"seagreen\", \"seagreen\"],\n", "):\n", " axs[i].scatter(\n", " trials, p, label=\"outcomes\", alpha=0.6, s=15, color=\"gray\", edgecolor=\"k\"\n", " )\n", " axs[i].legend(loc=\"lower right\")\n", "# Save the plot\n", "# Add a title to the plot\n", "plt.suptitle(f\"HGF for each deck with unobserved values masked\")\n", "# plt.savefig(f\"plots/hgf_nodes_masked.png\")\n", "sns.despine();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Parameter recovery" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total value of Deck 1: -3875.0\n", "Total value of Deck 2: -2500.0\n", "Total value of Deck 3: 2350.0\n", "Total value of Deck 4: 1750.0\n" ] } ], "source": [ "# Regenerate the decks\n", "num_trials = 100\n", "decks = generate_decks(num_trials=num_trials)\n", "\n", "# Create the u vector\n", "u = np.array(decks).T" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Re-initialize the model\n", "two_levels_continuous_hgf = Network().add_nodes(\n", " kind=\"continuous-state\", n_nodes=4, precision=5.0\n", ")\n", "\n", "# Value parents for each of the 4 lower nodes\n", "for child in range(4):\n", " two_levels_continuous_hgf = two_levels_continuous_hgf.add_nodes(\n", " kind=\"continuous-state\",\n", " value_children=child,\n", " tonic_volatility=tonic_volatility,\n", " precision=5.0,\n", " mean=0.0,\n", " autoconnection_strength=autoconnection_strength,\n", " )\n", "\n", "# Parents of those parents (indices 4..7)\n", "for parent_idx in range(4, 8):\n", " two_levels_continuous_hgf = two_levels_continuous_hgf.add_nodes(\n", " kind=\"continuous-state\",\n", " value_children=parent_idx,\n", " precision=1.0,\n", " )\n", "\n", "\n", "two_levels_continuous_hgf = two_levels_continuous_hgf.create_belief_propagation_fn()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "hgf-nodes\n", "\n", "\n", "\n", "x_0\n", "\n", "0\n", "\n", "\n", "\n", "x_1\n", "\n", "1\n", "\n", "\n", "\n", "x_2\n", "\n", "2\n", "\n", "\n", "\n", "x_3\n", "\n", "3\n", "\n", "\n", "\n", "x_4\n", "\n", "4\n", "\n", "\n", "\n", "x_4->x_0\n", "\n", "\n", "\n", "\n", "\n", "x_5\n", "\n", "5\n", "\n", "\n", "\n", "x_5->x_1\n", "\n", "\n", "\n", "\n", "\n", "x_6\n", "\n", "6\n", "\n", "\n", "\n", "x_6->x_2\n", "\n", "\n", "\n", "\n", "\n", "x_7\n", "\n", "7\n", "\n", "\n", "\n", "x_7->x_3\n", "\n", "\n", "\n", "\n", "\n", "x_8\n", "\n", "8\n", "\n", "\n", "\n", "x_8->x_4\n", "\n", "\n", "\n", "\n", "\n", "x_9\n", "\n", "9\n", "\n", "\n", "\n", "x_9->x_5\n", "\n", "\n", "\n", "\n", "\n", "x_10\n", "\n", "10\n", "\n", "\n", "\n", "x_10->x_6\n", "\n", "\n", "\n", "\n", "\n", "x_11\n", "\n", "11\n", "\n", "\n", "\n", "x_11->x_7\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "two_levels_continuous_hgf.plot_network()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "attributes, edges, update_sequence = two_levels_continuous_hgf.get_network()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Process the data sequentially, updating the model's beliefs and parameters based on each decision:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "responses = []\n", "means_list = []\n", "variances_list = []\n", "\n", "# for each observation\n", "for i in range(u.shape[0]):\n", " # the time elapsed between two trials - defaults to 1\n", " time_steps = np.ones(1)\n", "\n", " # the expectations about the outcomes\n", " mean_1 = attributes[4][\"expected_mean\"]\n", " mean_2 = attributes[5][\"expected_mean\"]\n", " mean_3 = attributes[6][\"expected_mean\"]\n", " mean_4 = attributes[7][\"expected_mean\"]\n", "\n", " var_1 = 1 / attributes[4][\"expected_precision\"]\n", " var_2 = 1 / attributes[5][\"expected_precision\"]\n", " var_3 = 1 / attributes[6][\"expected_precision\"]\n", " var_4 = 1 / attributes[7][\"expected_precision\"]\n", "\n", " means = jnp.asarray([mean_1, mean_2, mean_3, mean_4]).ravel()\n", " variances = jnp.asarray([var_1, var_2, var_3, var_4]).ravel()\n", "\n", " means_list.append(means)\n", " variances_list.append(variances)\n", "\n", " # compute the softmax\n", " decision_probabilities = softmax(beta_1 * means + beta_2 * variances, axis=0)\n", " decision_probabilities = np.asarray(decision_probabilities, dtype=float).ravel()\n", "\n", " response = np.random.multinomial(n=1, pvals=decision_probabilities)\n", "\n", " observed = response\n", "\n", " responses.append(response)\n", "\n", " # update the probabilistic network\n", " attributes, _ = beliefs_propagation(\n", " attributes=attributes,\n", " inputs=(u[i], observed, time_steps, None),\n", " update_sequence=update_sequence,\n", " edges=edges,\n", " input_idxs=two_levels_continuous_hgf.input_idxs,\n", " )\n", "\n", "responses = jnp.asarray(responses) # vector of responses\n", "observed = responses" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_data = pd.DataFrame(means_list, columns=[\"deck1\", \"deck2\", \"deck3\", \"deck4\"])\n", "\n", "# Use a seaborn color palette with softer colors\n", "palette = sns.color_palette(\"pastel\")\n", "\n", "# Create a plot\n", "plt.figure(figsize=(10, 4))\n", "\n", "# Plot each deck as a separate line without markers and using the pastel palette\n", "plt.plot(plot_data.index, plot_data[\"deck1\"], color=palette[3], label=\"Deck 1\")\n", "plt.plot(plot_data.index, plot_data[\"deck2\"], color=palette[1], label=\"Deck 2\")\n", "plt.plot(plot_data.index, plot_data[\"deck3\"], color=palette[2], label=\"Deck 3\")\n", "plt.plot(plot_data.index, plot_data[\"deck4\"], color=palette[0], label=\"Deck 4\")\n", "\n", "# Add titles and labels\n", "plt.title(\"Expected Values Across Trials for Each Deck\")\n", "plt.xlabel(\"Trial\")\n", "plt.ylabel(\"Expected Value\")\n", "\n", "# Show legend\n", "plt.legend(title=\"Deck\")\n", "plt.grid(linestyle=\"--\")\n", "\n", "sns.despine()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bayesian inference\n", "\n", "Using the responses simulated above, we can try to recover the value of the autoconnection strength. First, we start by creating the response function we want to optimize." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def response_function(\n", " autoconnection_strength,\n", " input_data,\n", " decisions,\n", " observed,\n", " network,\n", "):\n", " \"\"\"Log-probability function.\"\"\"\n", " # update the autoconnection strengths at the first level\n", " for i in range(4, 8):\n", " network.attributes[i][\"autoconnection_strength\"] = autoconnection_strength\n", "\n", " # run the model forward\n", " network.input_data(input_data=input_data, observed=observed)\n", "\n", " expected_means = jnp.stack(\n", " [network.node_trajectories[i][\"expected_mean\"] for i in range(4, 8)], axis=1\n", " )\n", " expected_variances = jnp.stack(\n", " [1.0 / network.node_trajectories[i][\"expected_precision\"] for i in range(4, 8)],\n", " axis=1,\n", " )\n", "\n", " x = 1.0 * expected_means + 1.0 * expected_variances # (T, 4)\n", " x = x - jnp.max(x, axis=1, keepdims=True) # normalize per row (per trial)\n", " decision_probabilities = jax.nn.softmax(x, axis=1) # (T, 4)\n", "\n", " # decisions expected as one-hot (K,T) or (T,K); adjust as needed\n", " # here assuming decisions is (K, T) to match axis=0 above\n", " surprises = binary_surprise(x=decisions, expected_mean=decision_probabilities)\n", "\n", " surprises = jnp.where(surprises > 1e6, 1e6, surprises)\n", " surprise = surprises.sum()\n", " surprise = jnp.where(jnp.isnan(surprise), jnp.inf, surprise)\n", "\n", " return -surprise" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create a custom Op for sampling." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# fix the value of observed parameters\n", "logp_fn = Partial(\n", " response_function,\n", " input_data=u,\n", " decisions=responses,\n", " observed=observed,\n", " network=two_levels_continuous_hgf,\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "jitted_custom_op_jax = jit(logp_fn)\n", "# Return a single scalar, not a tuple:\n", "jitted_grad_jax = jit(lambda a: jax_grad(logp_fn, argnums=0)(a))\n", "\n", "\n", "class CustomOp(Op):\n", " \"\"\"Custom Op to wrap JAX function.\"\"\"\n", "\n", " def make_node(self, autoconnection_strength):\n", " \"\"\"Create the node.\"\"\"\n", " autoconnection_strength = pt.as_tensor_variable(autoconnection_strength)\n", " out = pt.scalar(dtype=\"float64\")\n", " return Apply(self, [autoconnection_strength], [out])\n", "\n", " def perform(self, node, inputs, outputs):\n", " \"\"\"Perform the operation.\"\"\"\n", " val = jitted_custom_op_jax(*inputs)\n", " # coerce to 0-D float64\n", " val = np.asarray(val, dtype=\"float64\").reshape(())\n", " outputs[0][0] = val\n", "\n", "\n", "class GradCustomOp(Op):\n", " \"\"\"Gradient of the Custom Op.\"\"\"\n", "\n", " def make_node(self, autoconnection_strength):\n", " \"\"\"Create the node.\"\"\"\n", " autoconnection_strength = pt.as_tensor_variable(autoconnection_strength)\n", " out = pt.scalar(dtype=\"float64\")\n", " return Apply(self, [autoconnection_strength], [out])\n", "\n", " def perform(self, node, inputs, outputs):\n", " \"\"\"Perform the operation.\"\"\"\n", " g = jitted_grad_jax(*inputs)\n", " # jax.grad may return DeviceArray scalar or 1-D array/tuple in some setups; normalize to 0-D\n", " if isinstance(g, (tuple, list)):\n", " g = g[0]\n", " g = np.asarray(g, dtype=\"float64\")\n", " if g.ndim > 0:\n", " g = g.reshape(())\n", " outputs[0][0] = g\n", "\n", "\n", "# Instantiate Ops\n", "custom_op = CustomOp()\n", "grad_custom_op = GradCustomOp()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are now ready to sample the model and estimate the value of autoconnection strength." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sequential sampling (4 chains in 1 job)\n", "Slice: [autoconnection_strength]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "06ae04a59e2f444b80ad8ddf2ac13c71", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 4 seconds.\n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as model:\n",
    "    autoconnection_strength = pm.Beta(\"autoconnection_strength\", 2, 2)\n",
    "    pm.Potential(\n",
    "        \"hgf\",\n",
    "        custom_op(autoconnection_strength=autoconnection_strength),\n",
    "    )\n",
    "    idata = pm.sample(chains=4, cores=1, random_seed=77)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(idata);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Paremeter recovery for 50 lambda values" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sequential sampling (4 chains in 1 job)\n", "Slice: [autoconnection_strength]\n" ] } ], "source": [ "autoconnection_strengths = np.linspace(0, 1, 10)\n", "posterior_means = []\n", "\n", "for autoconnection_strength in autoconnection_strengths:\n", " tonic_volatility = -1.0\n", "\n", " # build network (new API)\n", " two_levels_continuous_hgf = Network().add_nodes(\n", " kind=\"continuous-state\", n_nodes=4, precision=5.0\n", " )\n", " for child in range(4):\n", " two_levels_continuous_hgf = two_levels_continuous_hgf.add_nodes(\n", " kind=\"continuous-state\",\n", " value_children=child,\n", " tonic_volatility=tonic_volatility,\n", " precision=5.0,\n", " mean=0.0,\n", " autoconnection_strength=autoconnection_strength,\n", " )\n", " for parent_idx in range(4, 8):\n", " two_levels_continuous_hgf = two_levels_continuous_hgf.add_nodes(\n", " kind=\"continuous-state\",\n", " value_children=parent_idx,\n", " precision=1.0,\n", " )\n", "\n", " # belief propagation function + network bits\n", " two_levels_continuous_hgf = two_levels_continuous_hgf.create_belief_propagation_fn()\n", " attributes, edges, update_sequence = two_levels_continuous_hgf.get_network()\n", "\n", " responses = []\n", " means_list = []\n", " variances_list = []\n", "\n", " for i in range(u.shape[0]):\n", " time_steps = np.ones(1)\n", "\n", " # expectations for the 4 parents (nodes 4..7)\n", " mean_1 = attributes[4][\"expected_mean\"]\n", " mean_2 = attributes[5][\"expected_mean\"]\n", " mean_3 = attributes[6][\"expected_mean\"]\n", " mean_4 = attributes[7][\"expected_mean\"]\n", "\n", " var_1 = 1 / attributes[4][\"expected_precision\"]\n", " var_2 = 1 / attributes[5][\"expected_precision\"]\n", " var_3 = 1 / attributes[6][\"expected_precision\"]\n", " var_4 = 1 / attributes[7][\"expected_precision\"]\n", "\n", " means = jnp.asarray([mean_1, mean_2, mean_3, mean_4]).ravel()\n", " variances = jnp.asarray([var_1, var_2, var_3, var_4]).ravel()\n", " means_list.append(means)\n", " variances_list.append(variances)\n", "\n", " decision_probabilities = softmax(beta_1 * means + beta_2 * variances, axis=0)\n", " decision_probabilities = np.asarray(decision_probabilities, dtype=float).ravel()\n", "\n", " response = np.random.multinomial(n=1, pvals=decision_probabilities)\n", " observed = response\n", "\n", " responses.append(response)\n", "\n", " # step the HGF forward one trial (your updated call)\n", " attributes, _ = beliefs_propagation(\n", " attributes=attributes,\n", " inputs=(u[i], observed, time_steps, None),\n", " update_sequence=update_sequence,\n", " edges=edges,\n", " input_idxs=two_levels_continuous_hgf.input_idxs,\n", " )\n", "\n", " responses = jnp.asarray(responses) # (T, 4)\n", " observed = responses\n", "\n", " # bind the current logp to this dataset/network\n", " logp_fn = Partial(\n", " response_function, # the one you fixed earlier (stacks -> (T,4), softmax axis=1)\n", " input_data=u,\n", " decisions=responses,\n", " observed=observed,\n", " network=two_levels_continuous_hgf,\n", " )\n", "\n", " # rebind global jitted functions so custom_op uses the current logp/grad\n", " global jitted_custom_op_jax, jitted_grad_jax\n", " jitted_custom_op_jax = jit(logp_fn)\n", " jitted_grad_jax = jit(lambda a: jax_grad(logp_fn, argnums=0)(a))\n", "\n", " with pm.Model() as model:\n", " autoconnection_strength_rv = pm.Beta(\"autoconnection_strength\", 2, 2)\n", " pm.Potential(\"hgf\", custom_op(autoconnection_strength_rv))\n", " idata = pm.sample(chains=4, cores=1, progressbar=False, random_seed=77)\n", "\n", " posterior_means.append(idata.posterior[\"autoconnection_strength\"].mean().values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Evaluate the recovery for 50 different lambda values via visual inspection and statistical analysis." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Convert lists to numpy arrays\n", "X = np.array(autoconnection_strengths).reshape(-1, 1)\n", "y = np.array(posterior_means)\n", "\n", "# Plot\n", "plt.figure(figsize=(5, 5))\n", "\n", "# Scatter plot\n", "plt.scatter(\n", " autoconnection_strengths, posterior_means, color=\"#4c72b0\", label=\"Observed Data\"\n", ")\n", "\n", "# Add a diagonal line (ideal recovery line)\n", "plt.plot(\n", " [0, max(autoconnection_strengths)],\n", " [0, max(autoconnection_strengths)],\n", " \"k--\",\n", " label=\"Ideal Recovery Line\",\n", ")\n", "\n", "# Add titles and labels\n", "plt.title(\"Parameter Recovery Plot\")\n", "plt.xlabel(\"Autoconnection Strengths\")\n", "plt.ylabel(\"Posterior Means\")\n", "\n", "# Show legend\n", "plt.legend()\n", "sns.despine()" ] }, { "cell_type": "markdown", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# System configuration" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p pyhgf,jax,jaxlib" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.10" } }, "nbformat": 4, "nbformat_minor": 4 }