From d694984e42552f3885d1c053903781e07e67593e Mon Sep 17 00:00:00 2001 From: Dario Mantegazza Date: Sun, 22 Nov 2020 20:12:54 +0100 Subject: [PATCH] Fixed bug in lect 1 and added NN solution for lect 2 --- Lectures/Student_lecture 1.ipynb | 183 ++++++++++++++++++++++++++----- Lectures/Student_lecture 2.ipynb | 60 +++++++--- 2 files changed, 198 insertions(+), 45 deletions(-) diff --git a/Lectures/Student_lecture 1.ipynb b/Lectures/Student_lecture 1.ipynb index e404338..2148b1f 100644 --- a/Lectures/Student_lecture 1.ipynb +++ b/Lectures/Student_lecture 1.ipynb @@ -158,12 +158,11 @@ "metadata": {}, "outputs": [], "source": [ - "def distance_euc(point_i, point_j): # TODO\n", + "def distance_euc(point_i, point_j):\n", " rounding = 0\n", - " x_i = point_i[0]\n", - " y_i = point_i[1]\n", + " x_i, y_i = point_i[0], point_i[1]\n", " x_j, y_j = point_j[0], point_j[1]\n", - " distance = np.sqrt((x_i - x_j) ** 2 + (y_i- y_j) ** 2)\n", + " distance = np.sqrt((x_i - x_j) ** 2 + (y_i - y_j) ** 2)\n", " return round(distance, rounding)" ] }, @@ -215,7 +214,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -251,7 +250,7 @@ " # TODO\n", " self.points = np.zeros((self.nPoints, 3)) # this is the structure where we will store the pts data \n", " for i in range(self.nPoints):\n", - " line_i = self.line[7 + i].split(' ')\n", + " line_i = self.lines[7 + i].split(' ')\n", " self.points[i, 0] = int(line_i[0])\n", " self.points[i, 1] = line_i[1]\n", " self.points[i, 2] = line_i[2]\n", @@ -291,7 +290,7 @@ "\n", " def create_dist_matrix(self): # TODO\n", " self.dist_matrix = np.zeros((self.nPoints, self.nPoints))\n", - " \n", + "\n", " for i in range(self.nPoints):\n", " for j in range(i, self.nPoints):\n", " self.dist_matrix[i, j] = distance_euc(self.points[i][1:3], self.points[j][1:3])\n", @@ -308,7 +307,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -318,9 +317,45 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "#############################\n", + "\n", + "name: eil76\n", + "nPoints: 76\n", + "best_sol: 538.0\n", + "exist optimal: True\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "'\\n#############################\\n\\nname: eil76\\nnPoints: 76\\nbest_sol: 538.0\\nexist optimal: True\\n\\n'" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "p_inst.print_info()\n", "p_inst.plot_data()\n", @@ -338,11 +373,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": { "scrolled": false }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "p_inst.plot_data(show_numbers=True)" ] @@ -359,18 +407,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ + "import random\n", "def random_method(instance_): # TODO\n", + " n = int(instance_.nPoints)\n", + " solution = np.random.choice(np.arange(n), size=n, replace=False)\n", " return solution\n", - "available_methods = {\"random\": random_method} # this is here because the SolverTSP will check for the available methods" + "\n", + "def marco_random_method(instance_):\n", + " solution = list(range(instance_.npoints))\n", + " for i in range(len(solution)):\n", + " rand = random.randint(i, len(solution))\n", + " solution[i], solution[rand] = solution[rand], solution[i]\n", + " return solution\n", + "\n", + "def numpy_random_method(insta_):\n", + " return np.random.permutation(np.arange(insta_.nPoints)) \n", + "available_methods = {\"random\": random_method,\n", + " \"marco\":marco_random_method,\n", + " \"numpy\":numpy_random_method}" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -418,6 +481,7 @@ " return True\n", " else:\n", " return False \n", + " \n", " def check_validation(self, node , solution):\n", " if np.sum(solution == node) == 1:\n", " return 1\n", @@ -426,9 +490,12 @@ "\n", " def evaluate_solution(self, return_value=False):\n", " total_length = 0\n", - " from_node = self.solution[0] # starting_node\n", + " from_node_id = self.solution[0] # starting_node\n", " # TODO\n", - " # [...] compute total_lenght of the solution \n", + " for node_id in self.solution[1:]:\n", + " edge_distance = self.problem_instance.dist_matrix[from_node_id, node_id]\n", + " total_length += edge_distance\n", + " from_node_id = node_id\n", " self.found_length = total_length\n", " if return_value:\n", " return total_length\n", @@ -449,21 +516,66 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "### solving with random ####\n", + "### solved ####\n", + "the total length for the solution found is 2522.0\n", + "while the optimal length is 538.0\n", + "the gap is 368.77%\n", + "the solution is found in 0.0 seconds\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "'\\n### solving with random ####\\n### solved ####\\nthe total length for the solution found is 2424.0\\nwhile the optimal length is 538.0\\nthe gap is 350.56%\\nthe solution is found in 0.0 seconds\\n'" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "solver_name=\"random\"\n", + "\n", "# here I'm repeating this two lines just to remind you which problem we are using\n", "example_problem = \"../problems/eil76.tsp\"\n", "p_inst = ProblemInstance(example_problem)\n", - "\n", + "available_methods = {\"random\": random_method,\n", + " \"marco\":marco_random_method,\n", + " \"numpy\":numpy_random_method}\n", + "solver_name=\"random\"\n", "# TODO\n", - "# create an instance of SolverTSP\n", - "# compute a solution\n", - "# print the information as for the output\n", - "# plot the solution\n", - "\n", + "# 1. create an instance of SolverTSP\n", + "solver = SolverTSP(solver_name, p_inst)\n", + "# 2. compute a solution\n", + "solver.compute_solution()\n", + "# 3. print the information as for the output\n", + "# print(\"the total length for the solution found is\" + solver.solution)\n", + "print(f\"the total length for the solution found is {solver.found_length}\",\n", + " f\"while the optimal length is {solver.problem_instance.best_sol}\",\n", + " f\"the gap is {solver.gap}%\",\n", + " f\"the solution is found in {solver.duration} seconds\", sep=\"\\n\")\n", + "# 4. plot the solution\n", + "solver.plot_solution()\n", "# this is the output expected and after that the solution's plot\n", "\"\"\"\n", "### solving with random ####\n", @@ -485,9 +597,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "solver = SolverTSP(\"optimal\", p_inst)\n", "solver.solved = True\n", @@ -517,4 +642,4 @@ }, "nbformat": 4, "nbformat_minor": 1 -} \ No newline at end of file +} diff --git a/Lectures/Student_lecture 2.ipynb b/Lectures/Student_lecture 2.ipynb index 9d3fe1d..7953606 100644 --- a/Lectures/Student_lecture 2.ipynb +++ b/Lectures/Student_lecture 2.ipynb @@ -35,6 +35,7 @@ "import glob\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", + "\n", "from time import time as t" ] }, @@ -97,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -158,7 +159,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -176,7 +177,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -188,7 +189,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAHiCAYAAAAwHB+eAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydd5gTxRvHv3NHr9IE6dJFFKRXQWkC0otUARFBBMRKVbBg4yf2TrNiQVA4sNMFQUCp0qX3ctxxB9cyvz++GTfJpWySTXI55vM8ee6S7M7ObnbnnbeOkFJCo9FoNBpNeImJdAc0Go1Go7kW0QJYo9FoNJoIoAWwRqPRaDQRQAtgjUaj0WgigBbAGo1Go9FEAC2ANRqNRqOJAFoAB4gQYpIQYpb9/4pCCCmEyBHpfins/akSgnYPCSHaBNnGD0KIwV6+nyeEeN5kW+WFEJeFELFWbGv/vpKJtpx+c1/nFAhCiGlCiM+CbGOAEOJnL9+3EkIcC+YYViKEGCKEWBvpfnjCit9Eo1FoARwgUsoXpJT3u/tOCLHTPpCrV7oQYonD97FCiOeFECeEEIlCiL+EENeFr/eRRUrZQUr5MRD8gCulPCKlLCClzPB3WyHESiHE/S7bFJBSHgygH/+dU1ZCSvm5lLKdeh+qiZkm+yCEuEMIsV0IES+EOC+EWCSEKOOyTRshxBYhRJIQ4qgQoo/Ddx8KIfYIIWxCiCE+juVrrDTdVjSiBXAIkFLebB/ICwAoCOAIgG8cNnkGQFMATQAUAjAIwNWwd1SjCQJB9BhiAWYsOGFkF4D2UsrrAJQGsA/Ae+pLIURNAF8AmAygMIA6ADY77L8VwCgAW3wdyMRYabqtaEQ/PF4QQpQWQnwrhDgrhPhXCDHW4TuzpqjbAVwP4Fv7fkUAjAMwXEp5WJIdUkq3AlgI0VEIscuuKR8XQjzu8N1wIcR+IcQFIcRiIURpN/s3FkKccnzAhRDdhRDb7P/HCCEmCCEO2Ge7XwshijpsO0gIcdj+3WQv1+pG+4w5xv5+lhDijMP3nwkhxtn/XymEuF8IcROA9wE0sc9+4x2aLCKEWGo/7w1CiMoejutqCl4phHhOCPG7fd+fhRDFXbcVQkwH0ALA2/Zjv23f5j8NUQjRyW6dSLDP8qd5Of//tGkhxFaXWb0UQrRy+D3W2a/VVvW5wzVcZe/3LwCKezneKiFET/v/ze3H6Gh/30YI8bf9//8sDEKI1fbdVf/ucWjvMSHEGSHESSHEUB/nOV0I8TuAZACVhBBDhRD/2Pt9UAgxwmH7VkKIY57aF0IUs9+7CUKIjQAquxyvqRDiTyHEJfvfpi59ed5+PS8LIZbY2/vc3t6fQoiKHs4jj/2ePG//Lf4UQpS0f1fa3qcLgs/XcA9t/CiEGO3y2VYhRA/7/zWEEL/Y29kjnLXEeUKI94QQy4QQSQDu8HTNHfZpZ2/nkhDiXfs9oO65ykKI5fbzOWe/Btc57HtICDFRcCy5KISYK4TI4+44UsrTUsoTDh9lAHC0mkwB8IGU8gcpZbqU8ryU8oDD/u9IKX+D/0qF01gZZFvRgZRSv9y8wMnJZgBPA8gFoBKAg+DMEACmAfjM/n9FABJADjftzAEwz+H97QDiAYwHcArAXgAPeenHSQAt7P8XAVDX/v+dAM4BqAsgN4C3AKx22E8CqGL//wCAtg7ffQNggv3/cQD+AFDW3s4HAObbv6sJ4LK9z7kBzASQDqCNh74eAVDP/v8e+/W6yeG72+z/rwRwv/3/IQDWurQzD8AFAA0B5ADwOYAvPRzT6drb2z4AoBqAvPb3L3nZ9n6X9hyvWysAt9jvhVsBnAbQzWxb9s8fALAbtHSUAXAeQEd7m23t70vYt11vv8a57dc8EfZ7zE27zwJ4y/7/JPs5v+zw3Rvurq/j+TmcY7p9n5z2viUDKOLhuCvtv+XN9t8mJ4BOoOAUAFra969rpn0AXwL4GkB+ALUAHFf9BVAUwEXQQpQDQD/7+2IOfdlvP3ZhUHPbC6CNfftPAMz1cB4jACwBkA9ALIB6AArZv1sF4F0AeUDt7iyA1m6e+3sB/O7QZk3w2c5tP5+jAIba+1IXfF5vdrjHLwFoZr8X8vgYj4oDSADQw97ewwDSYDxHVcD7KTeAEgBWA3jdYf9DAHYAKGe/rr8DeN7L8crbz8VmP84Qh+8OAngOwHZwfPoMQFE3bax13M/EmOs0VgbTVrS8tAbsmQbgwPislDJV0i/4EYC+ZhsQQuQD0At82BRlwcGiGoAb7d9PE0K09dBMGoCaQohCUsqLUkplihkAYI6UcouUMgXARFCTrOimjfng4AUhREFwEJxv/24EgMlSymP2dqYB6CWoUfYCECelXG3/7inwgfTEKgAthRCl7O8X2N/fCAqgrV72dWWhlHKjlDIdFMB1/Nh3rpRyr5TyCji4+7Pvf0gpV0opt0spbVLKbeA1a2l2fyFEcwDPA+gipUwAMBDAMinlMnubvwDYBKCjEKI8eM89JaVMkVKuBgWEJ1Y59OV2AC86vG9p/94saQCelVKmSSmXgZOu6l62nyel3Cmp/aRJKZdKKQ9IsgrAz6B1wWv7glaZngCellImSSl3AHD0o3cCsE9K+an9WPPByUxnh23m2o99CcAPAA5IKX+13zffALjNyzkXAycjGVLKzVLKBCFEOQDNAYyXUl6VUv4NYBY4CXBlEYA6QogK9vcDwPs2BcDdAA5JKefa+74F1Ox6Oez/vZTyd/u94EvD6whgp5Ryof3c3gQn8AAAKeV+KeUv9nvnLDiRc71X35ZSHpVSXgAwHfYxwR2S8RLXgYJ/CnjdFWXt16MngKrgRPctH/33ioexMtujBbBnKgAobTdPxQuaRycBKOlHGz1ATc5xMLxi//uslPKKfWD/EnzA3NHT/t1hu8mpif3z0gAOq42klJdBbapM5ibwBYAeQojc9j5tkVKqfSsAWORwjv+AJqeS9mMcdThGkv0YnlgFajy3gzPwleAg0BLAGimlN+HtyimH/5MBFAjTvv8hhGgkhFgh6IK4BGAkvJiFXfYtBwr/wVLKvfaPKwDo7XJPNQdwA3itL9qvseIwPLMeQDW72bQOqO2VEzS3NwSvv1nO2wd1ha9rdtTxjRCigxDiD7upNR68Xx2vk6f2S4DanGN7judcGpmvwWE43+OnHf6/4ua9p/P4FMBPAL4UDIZ8RQiR037MC1LKRC/HBADYt1kKY1LeF5wsAvytG7n81gMAlHJowuk6+sD1WZQA/oteF0JcL4T4UtBNlQBqpa73qut1zuSycsUurD8G8L0wsjyuwJjkXgbwAjyPX2ZxN1Zme7QA9sxRAP9KKa9zeBWUUvpzow0G8In9YVFss/81tQyVlPJPKWVX0DfyHTioA8AJ8CEHAAgh8oMz+uNu2tgFPnAdAPQHBbLiKIAOLueZR0p5HDQvlXM4Rj77MTyxCtR8Wtn/Xwua2LxpZJFcjsvXsb8AsBhAOSllYdBfLXw1KoTIC/5Wr0spf3D46iiAT12udX4p5UvgtS5i/x0V5T12XMpk0EXyMIAdUspUAOsAPApqged89TMI/rtu9kndtwD+B6CkXWtaBhPXCTTtpsPhHoPzOTvd4w7fZ7rH/cWujT8jpawJBkTeDZqUTwAoarcUmTnmfAD97BPjvABW2D8/CmCVy29dQEr5oGM3/OjySVDzBMAAOMf3oAVEArhVSlkItLa4/gau1/kEzJEDHH8K2d9vg/XPrbuxMtujBbBnNgJIEEKMF0LkFUwdqiWEaGBmZyFEWTCwwik1RTJYYQ2AyUKI3IKBSPcAiHPTRi7BPM7CUso00Aek0m2+ADBUCFHHPgi+AGCDlPKQhy59AWAsqJ06Rhm+D2C6MqMJIUoIIbrav1sA4G7BIJ9coB/P4z0jpdwHzo4Hgv7oBFAj6QnPAvg0gLL29sPNadC374mCoDZ0VQjREJy8mGEOgN1SyldcPv8MQGchRHv7/ZRHMEiprN0isQnAM/bfvTmcTa3uWAVgNIxru9LlvTt8nbO/5AL9jmcBpAshOgBo530XIpkOthB0weQTjK51zKVeBmr5/QUD5+4B/ayZnhV/EUy1ucVuBk8ATdIZUsqj4ETmRfvvcyuAYTA0W1eWgZOEZwF85WDlibP3fZAQIqf91cD+vHvq0xAhxCEPXy8FcIsQoptdE30Iztp0QdC0Hy+YMvSEmzYeEkKUFQyynATgKw/96CGEqC4YoFkCNGf/ZdeGAWAuOPZUsk/Kx8PhN7Hfv3nACUBO+3X0OG54GisDaSvayDYnYjX2waEzaN77FwygmAX6b80wCMB66RAd6EA/8KE9Dz5YT0lG+nlq55DdrDQSFG6wb/8UqH2cBANRvPmn54Oa6XIX7egNUMv7WQiRCAZkNbIfYyf4oH9hP8ZFOJi9PLAKNDkecXgvAPzlYfvlAHYCOCWECKXW5o43QH/3RSHEm26+HwXgWft1eRqG9cEXfQF0F86R0C3sg3tXcPA7C2pJT8B4DvuD1/4CgKmgWdkbq8CBd7WH9+6YBuBju1m0j5ftTGE3w44Fr81F8BwW+9HEaNBMfAr0/811aPs8qJk+Bj4rTwK42yLtvhQ4wUwA3S6rwAkSwOezIqghLgIwVdJfnwm7v3chGPj1hcPnieBEpK+9nVMAXgYnK54oBwZHuTvOOQC9AbwCXoua4IQtxb7JM2Cg1yVwTFnoppkvQP/8QfvLU7GbMgB+BIMAt4NxH90d+jIHvDc3gJa1FPAeUPwMTsSbAvjQ/v/twH+FYXa6HM/bWOmxreyAuMY0fo1Go8mSCFYse1hK+Y+JbWPAyfAAKeUKE9sfAiOmfw26oxrLyDKlEzUajeZaRjpULHOHEKI9qHVeAS0nArRYaaIUbYLWaDSa6KAJmO99DnSPdZNMtdNEKdoErdFoNBpNBNAasEaj0Wg0EUALYI1Go9FoIkBYg7CKFy8uK1asGM5DajQajUYTMTZv3nxOSlnC3XdhFcAVK1bEpk2bwnlIjUaj0WgihhDCY0lZbYLWaDQajSYCaAGs0Wg0Gk0E0AJYo9FoNJoIoAWwRqPRaDQRQAtgjUaj0WgigBbAGo1Go9FEAC2ANRqNRqOJAFoAazQajUYTAbQA1mg0Go0mAmgBrNFoNBpNBNACWKPRaDSaCKAFsEaj0Wg0EUALYI1Go9FoIoAWwBqNRqPRRAAtgDUajUajiQBaAGs0Go1GEwG0ANZo/ETKSPdAo9FkB7QA1mj8IDUVqFEDGDNGC2KNRhMcOSLdAY0mmli9Gti7l6/ixYGpUyPdI41GE61oDVij8YO4OCBPHqB/f2DaNOCjjyLdI41GE61oDVijMYmUwJIlwJ13AvPmARcuACNHAqVKAZ07R7p3Go0m2tAasEZjkt27gYMHKWxz5gS++QaoWxe45x7gjz8i3TuNRhNtaAGs0ZgkLo5/O3Xi3wIFgKVLgdKlgbvvBvbsiVzfNBpN9KEFsEZjkrg4oHZtoFw547Prrwd++gmIiQHatwdOnoxc/zQaTXShBbBGY4ILF4Dff3fv661cGVi2DDh3DujQAUhICH//NBpN9KEFsEZjgh9/BDIyaGp2R/36wIIFwM6dQI8ezBfWaDQab2gBrNGYIC6O5uYGDTxvc9ddwKxZwG+/AUOHAjZb+Pqn0WiiD52GpNH4IC0N+OEHoHt3+nq9MXgwcOIEMGkSg7NmzAhPHzUaTfShBbBG44N164D4eM/mZ1cmTACOHQP+9z+gTBlg3LjQ9k+j0UQnWgBrND6Ii2Peb9u25rYXAnjzTeDUKeCRR4AbbmCusEaj0TiifcAajQ/i4oBWrYCCBc3vExsLfPYZ0Lw5cO+9wIoVIeueRqOJUrQA1mi8sH8/K2AFUmoyb15g8WKgShWgWzdg61br+6fRaKIXLYA1Gi+4Vr/ylyJFmMJUsCBzhA8ftq5vGo0mutECWKPxQlwcULMmUKlS4G2UK0chnJzMVKULF6zrn0ajiV60ANZoPHDpErBqlTUrHdWqBXz/vbGYw5Urwbep0WiiGy2ANRoP/PwzkJ5uPv3IFy1bAp9/Dqxfz/WEMzKsaVej0UQnWgBrNB6IiwOKFgUaN7auzV69gDfeAL77Dhg9mmsMazSaaxOdB6zRuCEjgwssdOgA5LD4KRkzhoU6XnmFhTqmTLG2fY1GEx1oAazRuGHDBq5uZIX/1x0vvsiSlU89xZKV990XmuNorg3S0lgsRhNdaBO0RuOGuDgW02jfPjTtx8QAs2cD7doBDzwALF0amuNosj+rVwPFijG2QBNdaAGs0bghLg5o0QK47rrQHSNXLi5hWLs20KcPsHFj6I6lyZ4cOcK4guuuA266KdK90fiLFsAajQuHDwPbt4fO/OxIwYLUfkuWZLGPfftCf0xN9iA5mSt0nTvHsqehnCxqQoMWwBqNC6r6lVXpR74oVQr46Sf+3749cPp0eI6riV6kBIYPB7ZsASZOBG6/PdI90gSCFsAajQtxcUDVqkC1auE7ZtWq1IRPnwY6dgQSE8N3bE308eqrwBdfAPXrA9OmRbo3mkDRAlijceDyZWD58vBpv440bAh8/TUXbejVC0hNDX8fNFmfn34Cxo8H8uVjYRcd/Ry9aAGs0Tjw668UfOHw/7qjUyfgww9Zhev++3WhDo0z+/cDffsCNhsLuoTTSqOxHp0HrNE4EBcHFCrEdXwjxX33AcePA08/zRzhl16KXF80WYfERKBrVyA+nsFXw4ZFukeaYPEpgIUQ1QF85fBRJQBPA/jE/nlFAIcA9JFSXrS+ixpNeLDZ6Ie9667Im/WmTKEQfvllVssaMyay/dFEFpsNuPdeYNcuTso++ggQItK90gSLTxO0lHKPlLKOlLIOgHoAkgEsAjABwG9SyqoAfrO/12iils2bgVOnImd+dkQI4J13qPE8/DDzhTXXLs89x/rhAPDxxyy8oYl+/PUBtwZwQEp5GEBXAB/bP/8YQDcrO5ZVuHo10j3QhIu4OFaouuuuSPeExMYC8+cDTZoAAwey4pEmPKSkRLoHBt99Z0Q6P/YY0KZNRLujsRB/BXBfAPPt/5eUUp4EAPvf663sWFbg/Hkmt7/8cqR7ogkHcXEUdsWLR7onBnnzAkuWADfeCHTpAuzYEekeZX8++QQoW5ZVpiLNzp3AoEH8v3ZtYPr0yPZHYy2mBbAQIheALgC+8ecAQogHhBCbhBCbzp4962//Ikp6OmfCEyZoE2B25/hxFjXICuZnV4oWBX78Ecifn9r50aOR7lH25uabWV1q2DD6XiPFxYtAt25MjcuTh3m/uXNHrj8a6/FHA+4AYIuUUtXpOS2EuAEA7H/PuNtJSvmhlLK+lLJ+iRIlguttmCla1Ph/0CDgzz8j1xdNaFGLIUQi/9cMFSoAP/zASNi77uLgrAkN9eqxstSvvwLvvx+ZPmRkAP36Me0IYOGNmjUj0xdN6PBHAPeDYX4GgMUABtv/Hwzge6s6lVXImZO1evv1Y7nALl2yhllKYz1xcUDFill7kLv1VmDRItaL7tpVxyeEkkcf5d8nngAOHAj/8SdNMsqTduoEPPhg+PugCT2mBLAQIh+AtgAWOnz8EoC2Qoh99u+yZbZisWIMhlm6lMXPO3fWZQKzG1euUNu5++6sn9px5530Ua5ZAwwYQE1JYz133w1UrsxnfujQ8Jqi588HXnmF/19/PTBnTta/LzWBYUoASymTpZTFpJSXHD47L6VsLaWsav97IXTdjBxFiwIXLlAz+uYbBkX0768HvuzE8uUUwlnR/+uOvn2BmTOBhQuZoqSrZVlPbCwwbhz/X7OGVafCwV9/ORfYmDePQliTPdGlKH1QrBijoQEunv7WWzRXPvFEZPulsY64OAY4tWwZ6Z6Y55FHmJLyzjs6Sj9UDBliLPE3cSKwe3doj3fmDIOurlzh+zFjgA4dQntMTWTRAtgHSgNWPPggtY7XXgM++CBy/dJYg5QUwO3aRV+E6Suv0BozcSLN0hprKVAAGDGC/6ekAIMHMzMiFKSlAb17GzEmN9+sJ1bXAloA+8BRA1a8+iqXjHvoIfoONdHL1q3AsWPRY352JCYGmDsXaN2aZssff4x0j7Ifo0cDOXKw/OPGjcCMGaE5ziOPGIVWcuXiKkd584bmWJqsgxbAPihalCkfjkEYsbHAl1/SL9yrF/DPP5HrnyY44uL4t2PHyPYjUHLloi+4Vi3ei5s2RbpH2YuyZYE+fRh42b49MHUqsG2btceYPZuuhAIF+P6ll1h0Q5P90QLYB8WK0UwZH+/8ecGCHLzz5GHE5LlzkemfJjji4rgOb8mSke5J4BQqBCxbxgpenTpFJm0mO/PIIxTAdesCRYrQFG3VWs3r19OtVb4822zbli4uzbWBFsA+UMU4LriJ8S5fHli8GDhxgsuDZaX6sRrfnD5Ns2JWLb7hDzfcwLzR9HRqamfclsXRBEL9+kCLFqxE9e67wN9/W1MS8vhxoEcP1hiIieGkft48/q+5NtA/tQ/UqiOufmBFw4ZcnWTtWr2AerSxbBl/r2j0/7qjenVq9CdOUBO+fDnSPco+PPoocPgwXVGDBlEAb94ceHtXr1L4JiYCt9wCHDoEzJpFX7Pm2kELYB9404AVffpwubDPPgNeeCE8/dIET1wc19rNTv62Jk0Yn7BlC+/LtLRI9yh70LkzC3PMnMmc4JIluT5vINXIpKTZeeNG4L77WGL0gQeYgqS5ttAC2Ae+NGDF5MmcGU+ZAnz9dej7pQmOlBTg55+jo/qVv3TpwhrGamDXVpngUYU5/viD+cCzZwO7djEoy1/eeoum5jFjGEBXtSoFu+baQwtgH5jRgAEO4h99BDRvziCNDRtC3zdN4KxaRRNtdjE/uzJ8OIXDvHnAU09FujfZA1WY47XXuCDG8OHA//4HrFtnvo3ly2nO7tqVroLTp+lbzp8/ZN3WZGG0APaBqoTjSwMGWMhh0SL6cbp2pc9IkzWJi2Oe5Z13RronoWPqVAqJ6dOB996LdG+inwIFaFH49lv6bF99FShXjoI5Odn3/v/+S7dAtWq87779Fnj+ea6+pLk20QLYBzlyUAj70oAVxYtzcL96ldpVQkJo+6fxH1X9qnXr7F3sQAhG7XbuzKIxixZFukfRz5gxjFJ+801GLc+dy9WpJk70vl9SEn28GRk0N0+eDLRqBTz+eFi6rcmiaAFsAtdylL646SZgwQL6iPr10ws3ZDV27aI2kh3Sj3yRIweDsho14r24dm2kexTdlC3LkpGzZnFyfccdFMpvvgmsWOF+HykZbLVjB/Dpp8C0afxdPvmEvmXNtYsWwCZwV47SF23asLrNsmUsmq/JOqjqV9eCAAaAfPmAJUuAChWoDe/aFekeRTePPsr0odmz+f7FF4EqVShk3S1V+vLLDMx88UVGPm/YAHz4Ic3XmmsbLYBN4K8GrBgxglV03nhD++CyEnFxwG23MQXpWqF4cdaKzpOHAUTHjkW6R9GLKszxxhssfJI/P4PdDh/ObFJetgyYNInWh6ZN6Y8fPJhatEaTI9IdiAaKFaOfJxBmzAD276eZqlIlVinSRI7z5xm1OnlypHsSfm68kQKhZUsuc7dmjRFk6MrFi9FXTev661kqMhw88ggLaXz3HWtwN2tG4TtjBj9v3x7Yu5erVdWpw4CtJk2AihVprtZoAABSyrC96tWrJ6OR0aOlvO66wPdPTJSydm0pCxWScscO6/ql8Z9PP5USkHLjxkj3JHL88ouUOXNK2aqVlFevZv7+yhUpb7iB1ymaXiVKSJmeHp5rmJ4uZaVKUjZp4nzdataUskwZKQ8flrJGDSmLF5fy0CEpBwyQMjZWynXrwtM/TdYBwCbpQSZqDdgExYpxMYb0dAZP+EuBAvTBNWxIv+PGjUCJEtb3U+ObuDhWMbqWUz/atKHJdMAAVnOaP9+5/vAXXwAnT9JnWaFCxLrpF3/8Qc1yzx6uUhZqVGGOsWN57MaNad7/+GM+5xUqcKz49VcGvn3+OfDMM9SCNZr/8CSZQ/GKVg34jTc4wz57Nrh2Nm6UMm9eKZs25WxZE15SU6UsXFjK++6LdE+yBjNm8L5++GEpbTZ+ZrNJecstfKnPooEdO3gun3wSvmMmJvJ+6tPH+XOlkbdrJ+W//9Ly1bSplGlp4eubJusALxqwDsIygdlylL5o0ICpB+vWcQF1XSIwvKxdC1y6dO1EP/visceoxb3xBis6AUyl2b6dn0dTic4aNRjtHc71kFVhjgULWJgDYHENxZYt9LVLyTrxgVjPNNkbLYBNYLYcpRl69eKCDV98wQUcNOEjLo4L2LdtG+meZA2EYHDQPfcATz5JIfH664yY7t8/0r3zj9hYRrYHs0JRIIwZw+v41lucuAweTHP0xo1cI3z3bhZDufHG8PZLEx1oAWwCqzRgxYQJfFCnTmWRBE14iItj4YQCBSLdk6xDTAz9lq1acTGRJUu4Uk+ePJHumf/Urw/89Vd4C9+UK8fykjNnsrxkoULUgh2tW7ly+dfm++8zWl2T/dEC2ARWasAAZ8wffMBcwiFDGMShCS179/Klzc+ZyZ2b6TSKxo0j15dgqFePNZl37w7vcceO5d9z51jus1AhWhBKl2bd51GjuOiCGb78khMgvaLatYEWwCawWgMGOOgtXMjSdl27Gj4kTWi41qpfBcN997FUZ7RRvz7/htsM7Sgs69UDHn6Y1+/LLzmxuXzZ3LKQ27czNgSgT1uT/dEC2ASFC9NUZ5UGrCheHFi6FEhN1Qs3hJq4OKBWLRZC0GRmzhz+/fRT3o/t21OjiyaqVWNVqnAGYn3yCZcnLFuW7wcN4rWcOJEWrptuYvWrxYt5bT0RHw907w5cucL34Uil0kQeLYBNEBPDCjtWasCK6tUZRbl7N4Nh0tOtP8a1Tnw8qz5p7dc9GRnMoW3eHBg4kH7go0d5vZKSIt0784Q7EOvPP6nZ3nEHq93lzk2tt0EDxncoxo1jpayxY92XALXZeN2PHKH1AdAC+FpBC2CTBFoP2gytWzNS8scfWeIuGJKTgbQ0a/qVXfjpJ05sOneOdE+yJosX0wUybhzfN2vG4hx//gn07Rtdk0IViBXqPp86RY21VCmaoGjwfAkAACAASURBVHPmBFJS+N3YsXyviI1l4ZO0NOD++zObop97jpaw115jadA8eXTUdKRITDS3trNVaAFskkBWRPKH4cOZl/n223wFSteuNHvpYvsGcXH8/Ro1inRPsiavv87KTV27Gp9168bVvOLigJEjoydnvV49mnFDGYiVmsp0wgsX6OMtXpzpXIolSzLvU6UK8MornAx+9JHx+dKlrJB1770M1tq1i/5fvUxh+Dh7lstLduzIcWLAgDAe3FOFjlC8orUSlpRSduwoZd26oT1GerqUXbpIGRMj5Q8/+L//0aNGFZ4qVaQ8ftz6PkYb6elSFi0q5aBBke5J1mTLFt4v//uf+++nTOH3Tz8d3n4Fyj//sL/z5oXuGA88wGN8+SXfb97M2to9ekj5+ON8fg8dyrxfRoaUd94pZYECrJC1bx9rzNepI2VyMrepUEHK/v1D13cNOXpUyjffZD30mBhj3Lz+eik3bLD2WPBSCUsLYJMMGiRlxYqhP05iIh/IggWl3L7dv33ffJO/6Jw5fMirV5fy5MnQ9DNaWLuW1+SrryLdk6zJ4MFS5s8v5cWL7r+32aQcOpTX8P33w9q1gMjI4L0/enRo2n//fV6LCRP4PimJz1np0lKeOyflkSNcdOGxx9zvf+gQn+0GDaS8+WZODg8e5HeJiWz7+edD0/drnX37pHz5ZSkbNTIEbs2a/O0All91N3EKFi2ALeDhh/nghIOjR7kaTYUKUp46ZX6/22+XslYt/r96tZT58kl5001Snj4dkm5GBePHS5kjh5Tx8ZHuSdbj5Ekpc+XyLaxSU6Xs0IGawnffhadvwdCihfMqRVaxZg3vpQ4djFWXRo7kKPrrr8Z2ffuy/vOlS+7bmTXLEAA//WR8vnEjP1u40Pq+X4vYbFJu2ybltGlS3nqrcc3r1ZNy+nQqOKNG8bPOnaVMSAhNP7QAtoBnn+XVSk0Nz/E2beLCDY0bG+Ypb5w6JaUQUk6dany2YgXbqFVLyjNnQtXTrM3NN9Psp8nM1Km8p/fu9b3t5cvU2vLkyfpL6j3yCO97Kxc/OHKE5slq1Qxrwfff8/o9/rjzths28PPXXnPf1syZhjDYs8f4fN68zJ9p/MNm4/UfP17KqlV5PYWQsnlzXnel4V68KGXbtvz+iSdCu4ylFsAW8PbbvFr+aKTB8u23PGbfvr5XplGmsW3bnD//9VcOmrfeShPZtcTBg7wmM2dGuidZjytXKFA6dTK/z5kzjC0oWpS+1qzKZ5+5fxYCJTmZWlPBglLu2sXPTp7kWr916rhfU7lZM7qsXAf2lStpom7UiP7fJk2MbZ58khYJvWqSf6Sn87qOHStl2bL87XPkoIB9773Mbrh9+7hWc86cUs6eHfr+aQFsAfPn82qpBzBcvPQSj+uo2bqjTRvOzt0J6p9+kjJ3bg4W58+HpJtZEuUT37cv0j3Jesydy2vzyy/+7XfgAAV3hQpZN8hv926e29y5wbdls0k5cCC1qMWL+VlGhpTt23Ni62k8UJPnBQuMz44e5bWrXp3maTVReOUVft+pE/2QGt+kpDBQdfhwKUuU4HXMnZtBrPPmeR7nVq7kBLJoUf4fDrQAtoCffuLVWrMmvMe12bh+LSDl55+73+bcOc6qJ0703M6yZZxd16vnOeAmu9GuHQc7jTM2m5S1a9M8H8iav5s2MdCpdu2s6VvPyKC2+tBDwbf16qt89p57zvhMrQ/+7rue90tPl/LGG7kOsJTUkhs14nVTQttmk7J7dz6XO3Zw+3vuCb7P2ZWkJPrHBw7kOswAr+c99zDIMjHR+/6zZlHrrVFDyv37w9NnKbUAtoQ//+TV+v778B87JUXKli35oP7+e+bvZ89m3zZt8t7O4sW8ARs2zJoDp5UkJPB6eYpGvZZZsYL3y0cfBd7GTz/RzHfnne5NsJHm9tsZPxEMP//MwLOePY2JyrZt1LTuvtv35EUJ6j/+kHLEiMwasZQMkCxenMGSAGNNNAaXLlHx6NmTQaWAlEWKSDlkCMezK1d8t5GeznEA4KQ83AqIFsAWoPyJc+ZE5vjnzjGooEQJI21B0bEj/U1mtJlFizhwNmkSuqi/rMDChfy9VqyIdE+yHt26SVmsmLngPm988on8L0YhI8OavlnFo4/SRByoP3X/fg70tWoZmtWVK3xfsqS5zIKEBEZDq4Cr8ePdb/fNN8Y2rgL6WuTsWSoVHTtyEg1IWaqUlA8+SJeJP4GwCQmcLAGM9o+Ef10LYAuIj5deCxaEgz17OCjUrGlosPHx1Gr90fQWLKDJunlz32abaGXoUAa5hCtqPVo4cID+zMmTrWlPxSg8+qg17VnF55+zX1u3+r9vYiIFbZEizqbKhx9mm/4UyWnVivtUrep98FcC2JObKbtz7BgDXe+4wyiMUbEi76u1awOb4B06RJ96bKyU77xjfZ/NogWwBdhsvv2s4WD5cmqw7drxgf70U/6K69f7185XX/FGv/12pphkJzIyGOzSt2+ke5L1GDeO949VAVQ2GzULgP7SrMKePYFZrDIyWNEqJsY5QO2HH9je2LHm2zpzxhCsQ4Z431ZV16pRI2ua9EPBgQNSzphBV4G6TjfdxMnh5s2BxSco1q3jGFC4MF0JkUQLYIsoUYK+nEijfL6jRtGcWKZMYDPEzz/nQHPHHQxwyC6oPMzPPot0T7IWly4xOMnqUofp6VL26sVrPn++tW0HigrEGjXKv/1Uvr/jZOLMGZqda9Uy53OUkpPj1q3pL65ShaZoby6fLl0MITRpkn99jhZsNgabPfssA/jU+daty+pfVmWYfPYZr3vlylkjXU4LYIuoUYMDTVbgySeNG3jMmMDb+eQTmiTbtjU/uGR1pkzhxOJaSrkyw+uv836xutatlLx3br+d7pDffrO+/UBo1YqRx2ZRhTUGDjS0L5uNVZJy5fLPnK2ez7lzjQnh66973r5KFSl796brJCaGgVvZAZuNAawTJzJNUhXGaNaMkxzXeJZgyMgwape3bJl16h5oAWwRTZtmnapKGRmGAH7yyeDamjOH7dx1V/Ywf9Wpw3KEGoP0dCkrVTLSYkLBhQtMbSpYUMq//w7dcczy2GPUhMzEAezaxX7Xr+8cnPbee9JrVSt3fP0193nwQeOzZs2YZuSu4lJyMoXu1KmM6ShXjulzwQbJRYr0dJbCHTdOyvLleS1iY1mr4N13pTxxwvpjJiUZVphhw5g5klXQAtgiOnem6SSr0KkTf8F8+YKv+vPhh2yrU6foFsJqRaiXX450T7IW333H6/L116E9ztGjrEZ0ww1c8SeSfPEFz9nXZODiRQZJXX89S04qdu1iSct27cy7eHbu5OIWjRs7CwFVmOPbbzPv89df/E4tGPLLLzJLBrZ5IzWVqWkjRtBcrwpjdO5MK0AotdFjx1jfQAhq1cH4jkOBFsAWMXgwZ6dZgeRkPuidO3M1j/Llg1/5SM32u3bNWjNIf1AlOXfujHRPshatWvHeDUcaxo4djECvXj2yZsC9e3kvzJrleZv0dFp+cuZ0LrJz9SotKcWKmdfY4uNpZi1ZkkLB9Tg33khN2BUVse24+tmDD1KgrF5t7tiRIDmZE7t77+XvDXBM6tOHSzWGI81x0yaOfwUKSLlkSeiPFwhaAFvEo49S28wKLFok/ysluHkz+9WoUfBmq7feYrs9ekRnCk+nTjS1ZrVZcCT5+2/pVPIwHKxeTQ2oSZPIBfhlZDD4ydEU7Mr48bw2rkstPvEEPze7+lNGBieusbFSrlrlfhvlg3f1706ezP0cJ72JibyPK1XKWqmCly4x0K53bwpbVRhj8GD60MNpNl+wgBaK8uUDSzcLF1oAW8Tzz/OKZYVgpYEDWc9UCclFizhj7tMn+KIIr73G8+zdO7oKwyclsfiCP6ki1wJDh3KCduFCeI/77be8J7t0idx9dMcdrPzmji+/5H3umtnw22/stz8ZD9OnS5+BVqowh2u5ye7dGeDpyqpV7Ie/kdxWc+4c40TuvtsojFGyJJdi/Pnn8E/UbTZjLG7SJLwL5ARC0AIYwHUAFgDYDeAfAE0AFAXwC4B99r9FfLUT7QJYmWgjXYT+6lU+yPfd5/z5K6+wf089FfwxZsxgW/36hXapLitZsoR9jnTeX1bi9GkOmt60wFCiLCoPPBAZq8Tjj7sPxPrrL2pPzZs7a57nzzOtr3p18/nxP/5IQdm/v+9zfOwxaruHDxufVatGi5M7HnnEsHSFk+PHWbyidWv2F6Cm+cgjNNVHaky4ckXKAQPYnwEDsoYy5AsrBPDHAO63/5/LLpBfATDB/tkEAC/7aifaBfBXX8lMvppIsHQp+7F0qfPnNhsjAAEW6AiWF19kW4MGRYcQfuAB+oKi1X8dCp55hr9hJPMhJ0yQEatzrFYx++sv47MzZ7iaU9myztqTzcaawzlz0q1jhoMHaYK99VZzAvvQIQo0tYbw1auMgJ4yxf32ycmcDJQrF/r67QcPstJf06acUAA89qRJ9LVG2q1z6hQ1XoAacKT7YxZvAjgHfCCEKATgdgBDAEBKmQogVQjRFUAr+2YfA1gJYLyv9qKZYsX498KFyPZjwQKgUCGgdWvnz4UA3n0XOHgQGDYMqFgRaN488ONMmACkpwNPPQXExgKzZwMxMUF1PWRICcTFAe3bA7lyWdPemTNAyZLBtxUIaWnA1q3sR6CkpABTpwLFiwOJicCff5rfNyYGqFOHv3uwvPACcOIE8PTTQOnSvDfDRf36/LtpE88nLQ3o0wc4fRpYs8b59503D/j2W+Dll4G6dX23nZwM9OjB32jhQiB/ft/7VKgA9OoFfPghr8ehQ4DNBtx8s/vt8+YFPv4YaNoUePRRPoNWsmsX+75wIfDXX/ysTh3g2Wd5bjfdxHEl0mzfDtx9N3D2LPDNN7yG2QJPklm9ANQBsBHAPAB/AZgFID+AeJftLvpqK9o14C1bOPtauDByfUhNpe934EDP21y4QLNW8eIs9xYsU6fyvO+/P+sV3Veo38aKNWClpP8NYKH8cGOzGSlmkXxZGbSVmso1dGNjpYyLs65dX9hsLEc4ciTfjxnj3kK0bx+Diu64w9w9brPRMiQEl/r0hz/+YB/eeMPwQ/sKIpo4kdsFe+1sNmqzkybR76x+6yZNqP1aMV5YzZIltGyVLs2iHtEGgtGAAeQAUBfAGCnlBiHEG6DJ2RRCiAcAPAAA5cuXNz0xyIpkBQ141Soev2dPz9sUKUJtsHFjoFMnYP164LrrAj/m1KnUhKdPp0b03ntZY1bsyJIl7FPHjta0V6oU/w4bBtx2G1C5sjXtmmHZMmDpUuDxx4FWrQJrQ0qgc2f+r66NWWbOBFauBDp0COzY7siZk5abVq2A3r2BFSuARo2sa98TQgD16gGbNwNz5wJvvUVNcuBAY5u0NGDAAFpOPv7YnJXnnXeATz+lpujvdWrUiBrt668D/fvzeNWqed9n6lQ+08OHAzt2AEWLmj+ezQasW2douocP8zlu2RIYMwbo1o2WiayGlMBrr/E5qFsX+P57oEyZSPfKYjxJZvUCUArAIYf3LQAsBbAHwA32z24AsMdXW9GuAScmyogXeRgxgjN1M+H+K1fSn9W2bfCRijabkbLx0ENZz//SoEHw6786olJYACb5h6s4SUoKi0LUqBHcb7Z6Nfv+wQf+7XfwIIO2XAP8rOLUKdboLVaMCyaEA5VSpEquukZkq/KFZouUrFnDBS06dw7cIrRgAY8ZE8Pf2wxbtvC4Zmp5p6YyGHHkSC7lB/B37dSJEc1nzwbW73CRkkKLG0C/fDTXqocFQVhrAFS3/z8NwAz7yzEI6xVf7US7ALbZeBN7Wtcz1KSns1pPnz7m95k7l7/yyJHBC02bjbnQAJdmyypC+ORJ+V9ghpXccQcnMED4Upv+9z8ez58l79zRowddFf4OXP37Mzr46NHgju+Nffu4sEnFisEXjzGDSqsDMtcHX72aQnDoUHNtHT9OgVa1anBBUaowhyp8YxYVVOeuotaVK8zFHTyYgWGqSl6vXgxGu3Qp8P6Gk3PnWMsZYI50VnV7mcUKAVwHwCYA2wB8B6AIgGIAfgPTkH4DUNRXO9EugKXkw3f//ZE5tvJLqpJ1ZlFRqP7Us/WEzUZhBDClIisIYbU6lNX1h594ggJ41CjPg56VnDpFrbtjx+DaOXiQQmXCBP/227SJ5xmO1Xg2bqRwuO220AqGq1cp7IHMi5ZcvMjUmsqVzVVtSklhhHC+fNZkQqi0wTZtzO+TmkqLTIkSTDFLSKAfuU8f+kkB+rwHDWIRkWirJ/3PP/w9cuWyJpMjKxC0ALbqlR0E8M03e87ZCzVjxrDQhL+VcdQap0JYU67NZjOE0vjx4RfCX31FjeWTT6iRdOvGNA2r+6HSztatYzGHwoWtXb3Flfvvp4lx9+7g2nn0UQY7+aPF2mzU+IsXD326i2LZMqNIfyhSx2w2mtKV9utaWKN/fx7f7Fraat3jL7+0pn/r1xt98wflXgCY4wzQMvbAA6zHHK1peD//zGfs+uv5zGUXtAC2kBYtaB4JNxkZLBDQrVtg+yclceacP781mmJGBgc0ZSYKpxCeNMkYgBxf339vrfA4cIDtvv8+BW/hwvQ1h2KA27KFE6RgC/Crakt9+/q337JlPNc33wzu+P6iXCQDB1pvalRFQKZMYUEJx+Hns8+kX7nJH39sWH2sQq2aBDgX5nDHyZNcSahNG6MwBkBNeNWq6MjT98Y77/C8brmFudLZCS2ALaRbN94k4WbdOuk2fcIfjh9n8YFy5axZEiwjwyj8MW1a8O2Z5fRpo/Z1mzbOQjg2likVU6YwCC2Y4CmbjX5U5XJYuJDHGDfOmvNwPE6LFhxML14Mrq0332Qf/VlPNj2di81XrhwZ7UmVFQx2WU1HVqzgvaACpZ58kmbNlBSu0lSoEBdGMFMic8sWWp5atbK2pOa0acZ9+8QTmb//918pZ85kP1VhjKpV6VpYv55Bh0WKRL4yXzCkpRmWhbvvDs8CDuFGC2ALue8+5qOFm8ceoz8yWA3vr7+oBTdoYE1kYUaGlEOGyJAEQXnjiSfo52zdmsI4Pp4Cd8oUDkxKS8iXj/mnM2bw3P3Vstq146o4CuX/Nluk3wzK1P3hh8G1k5HBhd39jQZX60GHeqlCTzi6NN54I/j2Dh2iKb1GDcO/rLTNDRso0AoVMrdc4rlzDBYrW5YTPyvp04eTnj59aF1JSKAPdPp0KevWNYRz7doMvtq+3dnStGcPA+Y6dcoasRj+cvEiny9lWYh2Ld4TWgBbyOOPczYcTmw2DgLBBucoFi/mjLpXL2vMfunpNCECUr70UvDtmeHMGWM1li5dMn8fH0+T9JgxUt50kzGYFS/OAe/DD835cydNojBXwSxXr9KUed111qx3m5TEQKDatYMfgFQtbH98lElJdG00bBjZQTw9nYsSCOF/kKEjSUmcMBUu7JzmpNwJ5crx72efmetTu3bUnDdsCLxPnqhVi1qfqjHv+GrcmEFa+/Z5b0OtsDR7tvX9CyX793OClCOH9+UiswNaAFuIqo8czrw0FZ06Z451bb76qrQ04jUtjX5HgKk04UBVizJjEj5+nEFb995LC4Ya6CpVknL4cA767nIjldnZMVDnwAFqUI0aBW+yVWklK1cG146UtAaULetf/vALL/D4npbQCyfJydROc+WiCdlfbDauNCSE+zrp6jc3k0crpRFr8NFH/vfFGxkZ/L3dxTG8/rp/wXMZGYxJKVjQtx85q7BqFfPAixYN7HeONrQAtpAPPuBVC2WepCsTJ1ILs3Jxc5uNggeQct48a9pMS+MShmogCTWPPcZjtWjh3342G019b73FHExVcANgWszjj3OFm6QkKY8c4edvveXcxjffyKCDco4coQmxd+/A21Bs28b+vPii+X3OnOHA7c6CECnOn6fFonBhnpM/vPSS52uQkGD8xmb87GriNXy4f33wRFqalL/+SlP7DTc4C91ZsxhgBQRW5vbgQaYgtWmT9XNm58yhK616dd/afXZBC2ALURVsrM459YTNxsALf3IFzZKaSq0pZ06mNljVZvfuvEZvv21Nm55o2pTHEULKHTsCbyctjUFLzz/PQBu15mmuXEZBgOrVMwfgPPQQvws0tat/f7ozrDBlDxtGYe7PJG3sWE7sIrlSkjsOH6ZZvHRp81rdsmW8D+65x70pfehQQ+D5Csz75x9OTBo2DC6I78oV3htDh1LbUzEJPXvyBdC6JSXvrYoVuTxiILz/Ptt7553A+xtK0tM5sQVYjSzYYMNoQgtgC1m+nFdt+fLwHE9pNu+/H5r2L1ygcClWzLoZaUoKtSqA/q1QcPYsB9zRozlYWqFFKpKSmE/5xBPUiNXAXagQz+vNN6XctYsD7G23cXD11/y3di3btGLt5jNnmA/qzwLy+/bR/+bPPuFk2zZe75o1M1evcmXvXmrMtWu7XxJQBWCpxQeU0HNHQgK3K1GCFgp/SUzk8fr25X2pCmMMHEjtVrmunnuO3zn2V1Xs2rjR/+PabPRX58tH/2pWIjHRGA9GjbI2kjwa0ALYQrZu5VUL1yo5U6dS0DiuW2o1+/dTAFevToFsBVevGj5aq31oUtKfC3B1lMmT+b+/JkuzKE13wABGrSqBXLq0sT5phQrmfa8ZGQzkKlPG/KLv3lCD+c6d5vfp04dBbOEoBRkoK1bQCtG8ueeKTpcu0WRdvLh7S8KRIwyYa9iQgtrbZFatBxwT498E+8IF5gl37UqLhsrPHT6cJUXdxQn060eN1/VcChbkd4Fw5AiFfYsWWSei+PBhrpUcGxt6i1hWRQtgCzl6lFfN3yL3gXLzzeEp/LF6NU3Rd94Z/MINiitXmAIkhHXLBCp696YvLSODGlKhQhw8Q4GKLlZm+oMHOam45x4O/I7+vNGjmaLkLV1Mpf2YicT1RUoKy6O2b29+H7Uc3tSpwR8/1Hz1Fe+f7t0zC5WMDGpWsbHug3nS0+lSyJ+fGr/NxrxZT37dl1+WpoMIT56kIG/XjpYEgAFwY8cywMqXALz1VvdZDaqKWSDat5SM5wAYZBlp1q9nVatChWhRulbRAthCkpN51V54IfTH2r2bxwpXdSJV7Wf4cOtSUpKT6b8WwrrarikpfKgda3I/9ZQMmW/+xAm2PXNm5u8yMnhM12jWmBimkkyeTOGgfImXLklZsiQ1ZyuusaroZHbxBptNyttvZx+ipeiBSrUZNcr5mj39tPfnQwlUx+yBtm3pNnDll1/4m/Xp4/l3OXSIZuIWLYzCGFWqsBzrhg3mA6DS0ugyePxx47OMDMYxKGtOoNkJNhuLj+TOHT7f/tdfS/ngg87n//nn7EOlSnTXXMtoAWwxefI4PzyhYvp0/kLHjoX+WAqVemHlDDopiXWGY2Kk/OKL4Nv77Tf20bEYxoULNL917x58++4oU8Z7+sqVK/RBFizIweeppyhkVUGQvHmppcbE8L0/lao8YbNJWb8+fZZmB//Fi2VIffOhQi0pOH0633/7Ld8PHepeYG7aRItOz57O30+YwM8dg6sOHaIL5uabM9dZ372bk+369Y3J1S23sIrVtm2BTaKUKXz0aE7qunXj8R1dG5984n+7ipMnGZfQsGFo/a1nzrCWgJqI2Gy8D9Vk+Pbbs/6yh+FAC2CLKVMmdOulOnLbbRzEw0lGBh8qIVjIwiouX+YDGRMTXKEFKaV85BHOrl39p1On8o7+66/g2ndH165SVqvmfZs9e5gO0ry5MfBdukShN3asUTgf4IDbuzddGQcOBNYnFcj17rvmtk9Lo7+0enXr3AzhIiODPniAk9/8+ZmH7S5K+fJlnmOZMpkDuFQWw59/8n1yMqtOFSpEwWiz0aLx1FMUyOr3atiQGvXevYH1PyVFyt9/N/KuHV+VK3MiMXcu7wUrLCNffhlaS93XXxvuFyF4LyYlGWmIQ4dG76IQVqMFsMXccot/a3gGgqrcE66iFo4kJbFUZf781gqzxEQWWoiN5UAYCDYbZ9sdOmT+7uJFasGh+G1UvWJfpUC/+ILbTZyY+buuXfndK69wzdYyZYxB+MYbaVL/8ktqFmbo1YsBRmYDuT78kMdatMjc9lmNlBQGr6lr5qkG8ogRFAq//Zb5u3//NSwANptRRnXSJAr2SpXkfy6Eli1ZGjMQf2xSEo8/dSqtPyo4y/H1wQehtW717k1tf+tW69o8e5ZmenWNAJrgjx+nlUAIln2NxtKYoUILYItp1cr/4g/+otYKDeXyd944eZJl+8qUsbbYe0ICtfocOQKrp6z84p7yHVVlqc2bg+unKz/+KE2nn6kCJz/+aHz288/8zLFIhM3G83n7bZohCxc2Buc6dVjk44cf3AvYQ4c4AJpdwODyZQZrNWsWvYNjWhr96uoauUvX+f57fuducQMpee7FilHwKkGiXjlzSnnXXZyo+Fv3OT6e1bfGjzfubyWk6tZltbaFCzm5GjCAz1aoOXuWQVB16lijjS5YwOjunDkZLFa8OJWRdes4TuTPb63VLLugBbAPUlP9MwP26MH8xFDSqBF9ipFcmuvvv2lSrVfPmnQZRXw8TXo5c/pfxOJ//+Nd6+m6xMdTK+zcOfh+OnL2LI/78su+t01O5sBUvDg1nLQ03i+VKtFX7Im0NAbzTJ9OrUkVBMmZk+b7Z5/lYJeWRm0tNtZ8/vGzz7KtaF5nVVU+mz6dKTwlSjjnrp84wWt+223uTdNXr1JIumqiXbsyQNCf4hBnztAP/fDDPJ7SBnPmZIGYCRNYHMSdxeS22yjow8F337FfTz8deBvnzhllZuvWpe9baddPP834hnLlwlecKNrQAtgHH33EK9Gvnzlz0/Dh1CZChSp/qHJM+/aN3JJjS5ZwcOnRw9oydxcvUrDnymU+gldKmgVvvdX7NiovVvn5rKJiRfMFP/75hxrB7bcbUbz+Of1J8wAAIABJREFUmn6Tkqg5P/kkBz4VeasGe5X760ujPXWKE6lQpWmFAxXt/dBDfL9nDzXZypWprWZkMCUob17nqNvLl6m59etnFMZwfJktKXvsGN0LI0dyMqX2z5OHk6Vp02gd8VUjPj2d+wS77rM/DBrEyVogz8PChdSic+bkc5WaarhZChTg38aNs3Y+eaTRAtgH//7rHK36zDPeH6Tx43lDhsqUpwbs7ds5wwY4eMycGZkqMqpCz4QJ1rZ7/jzNY7lzU9D44sIF/k6+UjQuXWIUaKdO1vRT0asXfbVm+fRTY6Bu3Tr4++XcOaMGtePrhhtYaWnePPcCZdQomkQdVweKJjZtotBq2dI5eOyPP/i81q9v+Ojfe4+Tu08/pVlf+V6LFWO5TmWiBjwXiLHZWJxmzhyaqpVfWD2HHTrQlfD77/6bdvfvZzvhXAHowgVGVtes6d0C48i5c4z6V+4Q5Uc+dozVttT16NfPfJvXKloAm0CZWNq3599y5RgQ427QVP5Z15QFq2jRgiZMxbJlzNtUKRBr1oTmuJ6w2Tjzd82ptIJz56jR5snjPmjGkfnzpWkzqkrhsnIZOZVX6k+9ZTVQucshDoSMDEZjN2zIieOsWbx3S5QwjlWjBjXFRYt4/rGxhuYYbZw6xQIX5cu7D05TRVLUq317w/9aujRTfZYvNyau48YZ26rocZWD++67vJaOq2UVK8bUttdeY1xBsBWmVBpYuF0BP/zA45qJGfjuO443OXJQGVGTHpvNeZ3i556L3niCcKIFsAk2b5b/RaiuWsVZH8CUEteAnlmzpFc/ZDCcPElT47Rpzp+fPm2UdgQ4M7d6gXBvpKayiEHOnNYsnefImTNM+cib13vbAwZQ0JgZBBMSOHi6i5YOFJV/bLaqz/btxu9VogR9lMGifJiff+78eUYGtZRXX+U5O2opACOsly8PbnGBcJOSwucvb14pt2zJ/P2RI8YKSI7R5E88wSpMri6Tzz+X/5mx1fbucnD79aMmvXOn9asLqf76iqYPBcOH033x++/uvz9/3ljXu3btzBkQjtft669D39/sghbAJrnzTkbzpaRwkP/wQw6cQnAAU/WYFy3ilXM3KASLWpbM3eo+NhsjZpVZ7brruH246r5evMg80qJFA8+H9MSpU2w7f373Gn5aGssIDh5svk21drPjWr7BcPGi/C8IyBc2G83ORYqwhGW+fIyeD/a3atuWQsKX6TMlxVk4ObpY2ralNr95c9Zevk5ZXRyLt+zdy/Nq0MBZ8KqXu/SvlBTnRe/z5jX+r1SJk9k5c2geDrVGd++9HGMiQUICa5ZXrZrZxbZ4MeNacuRg6pTr/aXcYp6izzWe0QLYJMuW8Yo4ro8bH8/oyxw5mKw/YwbL1gH8azWtW7OIgLeBYMcOmm3VA1G/fvgeigMHGGlarZrvVWr85cQJtlugQGYT3erVPFd/FsFITGRf/amT7IuqVak1+UJFn6oyiapGbzDRqDt2+DcBaNqU/uHLl+kXX7KEMQWOBSaKFaNv+/33wyOAzKLW3X7ySWr2U6dKWauW0e8GDRjgBvCcbDYpH3jAsGI55uA6CuiiRSnYb7yR7z0t8hAq6tfnBChSqNXcxo7l+wsXOClQ7i1XpcJm45inrp8VFdyuNbQANonNxoe8Vq3MA9Hu3c4mYIA+Yis5e5aayuTJvre9coUVoVRfhODAYrVQdMfatYxevuMO66vdHDvGQhsFCzo/7E8+SfP3pUv+taf8tlb53Pr1o0/SG1evMjq3Zk3noKHBg/k7/fprYMcePpzWDzPl/dSC8p4CjU6cYGTxkCE8H3UfVazIYKX588Pr4nBkzRqjP0pQCmFElB8+zL6VLMln9fRpTp7VerPqFRNjuJIAankKdX3CKVAyMmgJefjh8B3THWPG8Nwff5zWlNhYVv5yfZZTUoycdoAWQY3/aAHsB0pT8ZQa88MPzgUTrCw0rnzL/pi2f/yRpiPVn+LFaU4LtWlRRfgOG2a91nT0KE2DhQsbqRM33cRFHfzl8mW6EazSOl59leftLe1CCX3XyO7Ll3keJUv6n7Zx9iyFr6eVfBxJTaUloWZNc1HzqiDIO+8w4Mjx/q5dmykzy5aFLuhQSprmV6zg8V2Dqj74wHk5zjNnjO9z5jTSsnLkYH/Vd3FxxoINrrWvDx/m5+FcwF5V4QrXSmqeOH7cecLlbn3k8+fpMlHbudbU1phHC2A/SEmhj+bOOz1vc/mycWPGxtKcY8U6uh06cMbv741+5gwLTzgOXE2bhj4xfsoU+Z/Jz2oOH+bgcN11RurN668H1pYyoa1dG3y/lCk8Ls799ydP0oTepYv773fsoA+ydWv//MGqhrC72ABXVByBv0VOFOnpdGm88AKfA9eCIM88w0CeYOtJp6RQsN9/v3MUN8CUN/VMecrBBWiFmTqVJmfl1zx3jm4ctY27BRtsNh4zHDXdFSqAzor7MFCWLXMugTpkSOZtdu+mFUptU7KkXlQhGLQA9hOVZuStnGH+/ExwHzmSM/BixTjwBZqne/EiBzhPJfR8YbPx+I41Z2NjmXbhr9nWLBkZLOcnRGjqC//7L9NP1Pns3x9YO5cvs5hA69bB9ykx0X2UumLoUP6O3oLUZs/m+TzzjLljpqbSVGhGi09I4Lm2bGntkpK//ML893r1jIIgBQtKeffdnBjt2GHueElJrCA1YABjKlQ7ffsakdszZ3rOwa1Y0fjfW/6pKv0JOFfLcuSuu3wXdbESNREMh5vIlfh43psAYwD+/NNYYcqxZOovv3DSW6KE4WMPdCKnIVoA+0l8vDEoeKJ8eSMi9++/DXPNLbf4zmd1xyefSEt8Urt2OZvhAAbifPFFaExIycksm5kvn/X1l6U0ChcATOsJFGU6Xr06+D7VrEnB48qff/IYviZRNhvTPWJi3C8k74qqPLR0qe9t1VJwVuY/u3L+PKtLjRzprCmVKkXBOneuc0W5+Hj6m3v0MCKQixalQFiyhPeNo8bqGCDWrRsF8ubNFN516tDN4i2lKzHROdCsVi33ZSYnT+YkNVyBWEOGhLaCnid+/JF+/pgYRomrVLQrV3gvlynD6/Pee7wetWrxnouJcV5zWxMYWgAHgKq1+++/7r+vU8d5ELbZOLNXM/Tu3f2rL92lCx8SK3y3V68adXOVb0yZ60KxOPapU5yQlC5t/eouly4Z51GiBHMzAyEpiaa0O+4Ivk/33su2HCc0Kur4+uvNWRwSEyl0SpVy9m+6YrMx4rdaNd/3xvHjnAjdc4+587CKQ4eo1ffrx/N3FaSOE8ERI6gJzpjBZ0QtaadeffrQkrNjR+bzVRqbt4L/NhvPPyaGWvBvvxmmc1eNWaUTWpWm5ouGDb27tqwmPp4xGgBjD9xNytSkUb06deLkpnJljmUJCeHrb3ZFC+AAOHqUgkuF67ty550ccF25coVpIvnz03c2caLvmzghgeUYrY6O/PlnDnqxsUyfKVyYg9H48dYuriAlC7QXKMBC81a2rdZv/fBDCr2SJVlnORBUSc1gC4m8+SbbcSz7qLTU2bPNt7NtG10Gbdt6Fq7r1rHdt9/23d7w4fx9AzXVB8vRo1y+z7GwhbdXpUqGmTNPHu/Pya+/cruRI733QVk6XnrJ+ExVUOvVy9nvrmqum7m2wWKz8fkYMyb0x5KSxWLKleNEZPx4z+b6+Hjj96hcmdfnwQfpZli1Kjx9ze5oARwggwZRo3Dns+ndmxqMJ44fN/LrSpVidLWnQVYtnm2FedSVs2eNdWjr1DFKbZYvz1QMK83SS5fyge/Wzboo7CFDWMwiLY3a7/XXc1IRSCGQ5GTu27JlcH1SQlH5vS9fpvWiXj3/z1ut0fv88+6/79OHEydfEcg7d/LahzvFZd8+Rn03apRZwBYtahQAcfdSi40A3n/Pc+doJq1e3XuN9uXLeTx3EbtKMI8ZY3xns/F+Gjo0+OvgCyXsXaOxrebSJSN1qEYN7y6tAweoGTsGW6lFLx57LLT9vJbQAjhAtm71PDiOGEGTqC/++MMYnBo0cJ+P2qsXhXSoKlrZbEx9yJuX2skTT9BXDTDy2kqN6Y03pCk/qBnS03mN+/c3Ptu+nWbLMmUC67fqn5l1fT2RnOycr61SXQKp0W2z8fxiYjJrHIcP8ziPP+67nc6dGdQU6mhVm42/wbRpzsVgXF9C0Bry8MN0zaic4oQERpCrRUYchXXPnhRQ+/Y5C8mePanZe4sxOHKE90qNGp416Ucf5bEcl5Ts0MG57nqoULWYQ6lV/vILJ9YxMXz+vAWprV7NsaBIET4LaqwD/Fu0QeMbLYCDoH17zgxdb8hJkzg4mtEgMzIYZHXDDbziAwcavtKkJGrZDz5ofd9d+ecfDooAfUPPP0+zWO7cTOWw4qGz2bj6DhD8ii/r17Mdx1KEUnKwKFqUJraDB/1r88oV+qpbtAhO+69dm/fGoUM0n3oL2PNFQgJ9vKVLOy848OSTHEx91RxfuZLX6cUXA++DN2w2piWNH88B253AzZGDGu348bSE+FpbV61e9NhjrNE8dCh/T9VehQpMEWrThu+9pbpducLJbcGC3t0TGRn0UwN8HqVk0FpsrO9lBINFaeChmCAlJFAhAGgl8OXTnjuXE5pq1ZwtD+rajx9vfR+vZbQADgLle3KtKKQWhvenqHpiIrWm3LkpdJ97zigQH2h1JH+5etUIZqlRg9qIWgmqUiVzkbaeyMjgRGL2bGNVmmA0TRWl6i7HessWCoMKFfxfFOOtt4K/5sOGUYPo04eWhcOHA29LSkbS587N65aRQbN2kSK0jnhDBWmVLWttNG96OrW1Xr08a7mtWlH7/+03//z+S5ZQQx4wIHMg2969DMLq0cP5WLVqsfLb0qWZzfHK5Lpwoe9jX73K+I0cOegnVSVDQ7060bBhNHdbza+/8hkQgpMZb/dAejondQAnNo7P1VdfGde6WDG9vq+VaAEcBDYbtcbq1Z39e3Pn8ur5q4FJyX169nQeYIItauAvv/5KjStnTkak/vyzkQrSvXtgAkX5uQAKkhtuoBAJdB3aW2/17q/dtIn+0UqVnNNefHHlCk3YzZoFrgU7Fvf3lBMcaJsvvmj876togxo4584N/vgpKRR+OXO6F7gNG7I4x9q1ga+q9M8/1FTr1vUuLFJTjaXvHnqIOdy5cxvadosWvO6DB/MzX2tEOxIfz3urQAFjfeC33grsfMzSpAknLFaRmMjJLsAAS08rHDlu36ULt3/wQefx5sQJWpQaNqR7IXdubqsrX1mDFsBBoiJcHdMf1IOrSiUGgvILAYwGdV3+K9ScO2eU/mvThilXL7xAjS5fPgoCf2o9//EH2+rSxUh9Apgr6s8aulIapQJnzPC+3YYN9H1WqeJfCtQ777B913KRZlHnClhnvnRMoQEY1OVtEExJ4eTjllsCix+w2Xj/qsA8d69nn+VEJ9ACM45cvEizZ4kSvid4kyfz+AsWGJ8lJ3PiOGECFzVw7GeHDoxy377dnOA4fpyao0qb8meVLX+x2ThRHDXKmvaWL2eKkBC0Cvi6/w4fpsskJoYR/K5Wh44d6UbZvZufKevexx9b099rHS2AgyQtjQ9r8+bGZ2vX8uqZXRvWHWox8a5dafYRgiu6uFt4PFTYbDSv58vHWfCiRTTpdusm/zNTmy0sovIqN2/mwF6tmjFANmninzBX5RTNpBytW0dtplo182vuXr1Kn2OTJoHN9N9+m/0rX97/fb3hmPf82mvet1UBZZ7qlruSnk7T/bPPeha4HTpQ4FpdSzw9nQN9jhy+o/1XreKz4K1M5OnTTPUD6AaoWtU4h5IlGdg2Z453Qf/PP7zn1T6h4tgxHiPYdKfERGNN3ipVzAX9/fEHz61QIff3yUcfsT21apeU/K2aN+ekwTHVThMYWgBbgFoPUwU47Nol3QYI+cOQIbzJU1Lojxk3jgNU4cIM2rB6pSFv7N5NjQvgJODyZfqH1Wo0/fr5Fm5Kq1T+o8uXjeAQJYTNCruOHZmXaHb7NWs4INeo4b2whSPKzOtYis8M8fFG7WIrCnu4orSyNm08C8L4eE7a2rTxfI1SUjg5eeklmhfdCdzcuXkdQu0CmTiRx3v3Xe/bXbzISU2VKp5Tr9LSeN3z5HGOjD58mEK3f3/ngiBVq9Ls+u23meMJfv/d2C5UE19VFjOYeIiVK/ksCsFxwozVZf58/r6VKrkvYHPgACeurVtnvs/27+ekvH17bYoOFi2ALSAxkTVSe/Tg+9Ong5vVpqbSPzpokPPn//zDGrUANbpggqL8JSWFEZBC0B+8eTPNfk8/zQe5YEFqZZ7MkSpoytUcqgJdAFoSfD3Qly/zeOPG+df/Vas4aNSsaW4pvZQUDvaNGvk3yDz2GK9RgwacLFmpLe7cyeukIuY9Rf8qgea4clZSEgf5adMYaORJy+3dmxacUK+YpVB+6uHDfV/nfv14D3nLX1XLDjqu2+2KzcZCJ6+9xupOSlsWgubrCRNozr5yxagWpfLNrUZN3gNZ3vHyZWP5wMqVzdUKsNmM1LgWLdxHXqen87vChT3HTygrT6RXb4p2tAC2iIkT+QDv3UsBCpgvqO/KTz/JTH5lR5YuNUy4HToEXv0pEJYvZ5BSzpzMmczIYG6mmhjceqv74KChQxnY5Q7HJdB8DUbKvx5IlPLy5fRh33KLuZQPtfD7smXm2t+zh9dl2DBj+chAioJ4YsQITj7OnGEEcmxs5gCbo0ep/XXpwn5PmMCqbJ6Cp4oV4+Ro8+bwazN//81JUdOmvi06qgjEc8953kYJ84ce8q8fqam8Z6dNo3lVxSjkyeNcjGLIEOuv0QMP8Dfwt91Vqyh0AVbkMxNpnpxMk7w6F0/BcmphCG9+3owMascFCnguyavxjRbAFnHiBMtLqpzdQoUCrzz0wAO8sb3l3qak0BRdqBAHjHHjfOdXWsX580ak9p13ctBX9a7VAu5Dhzqb7e66i9qFJ5KTnQWDJ+1++HCec6Am+F9+oRCrU8f3yjMpKdTKGzQwN0DefTctAadOUbgATCWzgvPnOXkYNozv4+NpPixXjkFsZ88afnZfr7p1mWsbitrfZjl7lsFCZcr4Tms5eJC/efPmngPKtm+nJmtGmPsiIYH33yOPMMXJ9fq9+y4nVlYI42bNqG2aJSmJ44oQ/P3Nlk49cYL3sRC0nHjq+/btHMe6d/d9focP835v1Sp8FpPshhbAFjJsGGfNZ85wcBk40P82VIUns0XzT5+mUBKCVaDefz90VbMcsdmY05s/P81z337LzxMTmU+YIwc/f+899ufWWz2vg6s4dcp5oHvoIed0lIwMml979w6u7z/8wEGmbl3fazWrQBRPa/w6tgkYkdmpqbwXHnkkuL4qXnqJ7W/bxvfHjzsvquHtJQQH+ldfDSw1zmrS0jhxy52bRTx8bdusGQWwJ03r4kX6ckuV4nWxGteoavUqX54Tzc8/Nx9b4IjNxmdkxAhz269ZY6wwNXq0+fzqLVs40cmfny4fT6SkMK3y+uvN+7yVpeeNN8xtr3FGC2ALUcFXU6cyaKljR//bWLGCbXzzjX/7bdliFK+vXdvcUnZWsHevMUANG2YEx+zcaSzDqL43M9CoGbga5G66yUjB2rRJ+jSNmSUujmbZBg28F0xJTWWAS/36njWC1FQGeFWp4qx9NW7sn3bjrQ/qegwdapgevb1iYxmE9e675qO/w4UqNWnmd1RR2Z4sCRkZLLWZI0dg5T7NMHUq03Ti4+kzBhiA1LOnc/WvWrVoiYqLM7dS0MmT3M8xytgdSUmcyAnBib0/z/bChTTzlyvnO5VxyhT2x5uQdkWlKuXNG3hO/7WMFsAW07kzfTrNmzOAx19Gj+bNHMiqQTablF9/bSxU37NneDSe1FTDB161qpH/bLNx4FTpHIBvjVNKapMxMbwOJUsaBUGefprHsCoi9fvvOXA3bux9mcDZs9n3xYvdf68CaVy/HzOGWoe/FgmbjZO5999n1K6jYC1alKlpL7/MvGwVJOT4mjvX/9zqcDFvHvtoJohu/XpOJAYM8LyNEtChLJaxeDGPsXYtn8uGDWndWLuWv+2ff9JC0aaNc0GQZs0ovNescR9J/ttv0mc8w++/G2lUo0b5XnhDYbMxVx/gOOTLzL9+PZ+5IUPMte/I8eOciDRpEh7rW3ZCC2CLWb3aGAirVvVvX2ViVdHUgZKczGCVfPk4IEyebP7BDYaVK+kDzpGDD796GLdtM65JiRIUEL58Rqok5JAhRkEQZfazkoULOcg3bepZa0lNpb+tbt3MWvDZs4yAb9cu83cff8w++1qnWOXgvv46f3vHdXBLlTL+37qV123uXB4ToIBXNZGBrKftOrJhA+/H1q19RxQnJPCaV6jg2UKxdCknZIMGhTaATAUJKjPrmTN8tosUyexHVwVBJk40fK4AYzo6dpRy5kw+DzabsXSlu98sOdmIqK9QwXy+vZQMrlKrrfXr57sMaVISgzrLl/evfK4jKkjOW11uTWa0ALYYm81Y4ahwYf/2VXmHVgXuHD1K7QFgBPKnn4Y+WOLCBfpoAZqgjxwxFk6YPt1YZq5ZMwoUb4wezW0/+MC5QIS/5nlffP01hXCLFp4tD6q8qKt57sEHua87IavShlxNrY45uB070r+pzu3GG1l5afZsRpera6fMlMeOUeg2bkwNPjnZqBkOUDvOirmZJ07wHrzxRnPa+ZAh1Mg8mZX37+ckpHbt0C+WICUnxo5pgQcP0jpTvrx3v/P584yPGDXKufhMyZLG/671ytetM0q/jhzp38L3Z87w2QKYhWHmXlCpTMHkIttsnCjnyiXljh2Bt3OtoQVwCPjmG+Ph8kfgPfoob2Bv5tBA+P13ww/bqJH3PEorsNkosFSAllplZssWXo/Zs2mmj42lKdLT+aalMc0qRw5jUYg8eQzN2J+ByRfz53PAv+MO9wN6Whp9vHXqGIPa1q3cZ+xY922mp/MaDBtGv90zz1D7y5fPuD9q1Pg/e9cdHkXVvU96IIQSeu+9SAeRooBUA4QiSO8igkgTEBCsiF0/K6IfigoKit8PUVFRERCRjtIhlEhvSSB1d2d+f7wc753Z2d2ZLSmw7/PMk83ulDvtnv4eZL1/+qlxzeWgQRDQfK7DhuEZOX4c/2dmwkJq0kR01fHEkpXTyMyE4lWwoGelS1VFOdH8+ca/p6Uhqa9YMXEdAo377kMNuYxdu2DZNmpk3nJkQhBWjGVv2ciRgtymUiVk7FvBX38hRhwdjWtoBj/+qJoOCXjChQvw3jRrlvP89fkVPgtgIjpJRH8R0R7eGRHFEdGPRHT05t9invZzKwlgu128WJ5KXRiKgon0vvsCMyaHA/E3dmkOHx6YjFEZR49qWZbkHr2XLyMpKyQE1sWKFcbaekqKthQkOxsu9dBQuCg9tVezguXLMZ7OnY3dduxS/uorjPWeexCT1d/jlBTEsZkQQ85GbtwYAnv1as/kC0lJUD6mTcP/zDE9e7ZYh4XuTz9hTL17I2buKbs4p6Aoqjp2rHnPxenTsGxbtTKexLlHckiIeZpNf2DhQhxTH8r54Qfco3vusd6EonhxKCavvirY03ipVQvENz/+aK6T1bp1KAkqUwaufjO4dg0hozp1/Ncta/VqjP+pp/yzv1sd/hLAJXTfvUBEs29+nk1Eiz3t51YSwKoKFyERtF0z2L5d/TeBJpBITcUEHhkJ6+zZZwPbYFvO4K1WzXly2LZNdLbp2NGYVOTgQbEPJtDYtAkKS1gYLEt/sRQtW4aJtmtX5+tis8FSadRITDRvvSVqcKdOhfbPDRPkphNr1liv054zB/tKTIQC1aoVJli2hq9ehRXYrZvY5soVWE9VquRcXbg7MAXp3Lme17Xb0eGqUCGtsiaDOa6fecavw/QI5mY3colz/HPgQPMeL2bLW7RI9HYuWxZJW08+iXAIPz9RUXg3nnsOipWc6KQoEOChoVDurPAzDxuG98eXpjFGeOABjF1mYgvCGIESwIeJqOzNz2WJ6LCn/dxqApjd0GaJ3GfNwkNr1mL2FceOiaYKVaogThWo2OHIkcKtFh4OoS9PInY7JuoiRWC9zZ6tjcV++60QZO3aCUsjOVm48tq08Z87kmsbe/RwtmqWL9daKhyr44myQwdka//0E86Bu2Xt2WNtDGlpsK4TEvD/xx9jPzLF4syZUBb0bt2tW3Gd+/bN3Xjwxo0YR8+e5gQT1zq7UkJ5f7175zzxw9mzGNvzzxs/Zy+8gN/N1n1zuSEvY8c6h2KuX4dlO20alD55/YQEJO1xqV9CgrXKiS+/xHYLFpjfxiyuXIGi2LCh960pbxf4QwCfIKJdRLSTiMbf/C5Zt841F9uOJ6IdRLSjkr/TW3MZnDxD5JlxSFEQX+zSJWfGJuOnn4SL9557zMXorKJrV2SEXrsGK4EINcv6bjQXLogerpUqwWpUFCSwxMSIRKjhw7WC5bPPILxjY+Em9ofQYRrK+Hhtba8cXiDCuT37LCwjo8nmyBGst3Spd8ffuBETcdmyuIYseE6ehMB3VTbCbeM81ZgGCqdOwa1au7a5+OiOHRCu/fsb379//oEyW6uW95m6voLdxNHRzolkioLQAhGuvTtkZorEu5AQzw0/7Ha8C/XqiecuNlb7HA4fDkvcU7mRqoI0JNCx2m++wbis9GK+HeEPAVzu5t9SRLSXiNqbFcDycqtZwIcPi5eD6QNdYe9erJdbxOY2GyzQuDi4siZMMMeVbBYNG8JqUVVMVB99BDdj0aLGySK//SaUgh498LdPH/z25JP4/7nntNucPCmISO6/31y9sSew+zQhQUxUet5qTwxIDgeUgwkTzB9XUUBA0qQJPj/+OI71++9inWHDIAhckeUrCvIJIiMh3HISaWkYe+HCoo+sO9y4AUFdvryxBygzEyGdmBjPJV2BhHzf333X+XcOoXQxAAAgAElEQVSHQ1QAuKpk2L5dVevXF/txFya4dg0xfk7MqlgRSsrdd4va4DZtoLTItfb164PsZO1a50RFRYFSGRUVeCrSUaMwnwQ66TM/w69Z0ES0kIhmBF3Q0JD5hYiMdF+fOX8+HlRvOqL4E1euoCQhLAzC8bXX/KMhFy8uOLIZx46JOPmIEc4TRXa2SDDiyScjAxMIu531ST12OwRzeDiSS3wpq2BwzLF/fygqw4drY7vsInaHjh1hbZgFN+P46CPEf6OitGQUu3bBcpKTsYxw+TKuW7VqOWc1KgpigCEhnuk7GZyM5+p+PfSQ8f3OSbz7rvZZbN/eeL2MDIQhIiK0BBuZmVCkwsKgaBDh+TfCoUPC68Nhl1WrsG8eQ4kS2ni03Q5Fa/FiVb33XlEtEB4OIf3EE1Bs+TxeecVvl8YlkpNxrWrX9l+S160GnwQwEcUQUaz0+Xci6kZEL+qSsF7wtK9bTQCzq3LIEEwuc+a4XrdePWi1eQX79+MlJkKGpC/ZppmZ2I9RVmR2tlA+qlUz1pQnThSTTvXqiAdnZGBSiY42zvbdvh2uypAQJLj4Ss7PigBbIrNnI2ubx/XFF+63f+wxTMhm42Hdu8PdmpkJNrOCBbXJNffeC6XGjFDdsgWTvivXrr/BsdBnnzW3PrejfOwx498//ND97zmB337TKl1duuCvK+/DtWvw+sTGgv5xxw7h0Rk1Cr+XKqWqo0eLbRwOvGfcVSwyEoqp3NN4/nwxBk8MdxkZIO94/HFUInBiIC8vviiIXQIJLnPiTP4gtPBVAFe76XbeS0T7iWjuze+LE9GGm2VIG4goztO+bjUBrKqwIidNQjJM0aLGdavMHx1IKj1voCig4GPy9549veN6PXlS9RgDlTOan35am6B1552oYf7xR5Hw1LcvJrUqVZDsoY8lqyrcmuPHY/2mTX1v2cgJQuw2tNvFeIoXd0+P+cUXWM9MtumhQ1j3ySdhERJpW/Cxdfzaa+bHvngxtnnrLfPbeIPvv8dEP2CAOWF/9iyuXdOmxkrSjh0iAzgQvXjN4ORJEcvme8MEMe5Ynzhmzc9MuXKiw9elS+q/seLr13Ff+FkqUwb3Xg5t2GyCP5sICXlWceWK2J7pMomgCAwahPdTTwjiLzz0EJRhM/2KbzcEiTgCiOrVUbPICVlGk+bTT+O3QNfkeovMTEw0sbGwAqZPt+bO/P13nJ+nnrrXrgnCjrZtMRlcuIAXl/sqZ2bCsipQAFbh8OH43KiRa1KOr7/GJF+gABoTeGsFytnPw4dDADNhBBEmMVc4cQLrvPOO5+NMnChCFo0aQTFh953dDuanatWsWfUOB6zqyMjAlYYcPQols1Ejc9m4DgcsyQIFjJWjS5dw7hUr+o/72yrS0lDaI8eyy5eHV6tVK/zmCjt3aq3mo0fFb0xXW68e8gOIoGQuX+58X5OTce+IRNzXbJ2vjFdfxbZcFnn6NJIahw7V0p1Wr46QwKpV/uMTv34dz2y1ajlDiZufEBTAAUSLFsiSVVUIlcqVnTX5xo3hTs3rOH8eyWQhIbAIliwxR7zO9bKeOrEwli+HsC9SRLjjZDecqkKg9e4tJg0iJBy5Gs/Zs7gPvJ7VWPv167BgWrRA2QYR3Ic2m5YkZM0a4+0VBUqAp2S8q1ehWIwcCWGtj3tyI4OVK62NX1Uh0MqXxwTrb6a11FQIk+LFzTf/YIFglMxkt4vGBv6uUTULRUHGfkiItjd1r14Iy3BugD4pLCsL8dbwcGSuz5qFUEnr1hDo+vKjgQOhpBophomJuK7h4UjQ5NaYRh4fd9i/H9eyVy/j4ygK6CNfew0JWpxhHRIC78Rjj4FwxJc47saN2N/Eid7v41ZEUAAHEN26YdJWVfD2EqFkhnHsGL57+eXcGZ832LFDcM02bowXyx24qYIVoXf8uOCMJnJtcX/zjYjLEsGCdgWHA5NmVBTcbp4schlz52L/nIXMsbjx44V7mQguR1d13F27wnp1B46f/vILhFmHDmLCTE9HYplcimQVmzbBzT9woP/iwQ4HMtTDwsw3DNi7F9a4K4Ewezauwwcf+GeM3uDZZzGGxYu13z/1FATJkSNwt8+bJ37bvRv3mAhZ6vwscC24fnEVQ1ZV3KsSJUC0wteV+dCteD+ys5EAWKKE+Z7F2dnIHXjySSSbRUSo/7qu77kH12bbNuudj6ZOxX6sUmzeyggK4ABi8GC4XVQVE1WdOqK0RFVFbC5QsZdAQVFghVWsiPEPGOD6HObMgQZvVWikpYmJqmpVbQmOjPR0bXJK3bru44X79iFBhmN5nrR6oyxkRRFC4qGHxP64M48R5s6FkHLVOMBmw/W8+27w8oaEaL0GHIP2tc/zc8+5tjy9wcKFqqWYdHo6ymTKlDF2LbPHxGyT+kDg//4P13/wYGcFYd06jG/jRiTDcThg4UI852XKQNlWVcSBH39c290qNBTKJSvmRli2DEKvVi1t3sVDD0ExswL22KxebW07GdevQ2GdPl0oGEQIOfTpo6pvvgkXvSelLj0dse6KFXOvljuvISiAA4jJk/GQMtiFxOUJLVsi9pNfkZaGiadAAbjZ5s93jv+NGAHLzSo4e3LWLCRbeaKclOkqiaDBu0JGBoQcx+HcuceNspBVFZPNjBnYR4UKQlEgMi6/WbNGa0XrwZb0okWYyMePF79duoQ4pD94wh0OWONRUdbZufTgcxoxwrxFzZ13jMgnDhxAfXirVrnHoLR/P1ywzZoZK2fnz2P8r7wiiGF4GTIEVu/WrcgJCA+HIO/dGwl1XM9NZEyg4nDgeSdC4pm+lj0hAcqLWWzfjvfGlVLoLS5cQBXA2LEIq/E5VaiAZ2H5ctdll3/8ASVEzgC/nREUwAEEa58sNDIy4Kbs2hVxHCJYNvkdp06JbkXly2vjll26QNGwiilTINTT0rSUk3fdhRiwEVJTtRPi6NHuE3jWr0ecLjISGal6K53jdXIWsgxFEYKcCOxddesiXqwnWEhKwjqumKnatIE1de+9iH/L4370UUxa/mrzduECxlizpvcdpf7+G8KyZUvzXOJsPRp13klJgXVUqpQ1PmN/4upVZP2XLu1+DBUqgOyFFTAiKFCffCKajxQuDJerTFvJzTI4oUrG9euCGvbBB43r71u3RmzcDNLT4XGrUCGwnOCKglDau+/CEyYTgtSrB3awX3/VbsNNSszWid/KCArgAIIbbsusUhxbGjVKdcqOzO/YtAlZsGFhIv7VoIFgsTILRYEw6tFD+/0nn2BiK1wYn41w6pQgMCBCDO3dd127wC9dEhNfp05wG6oq4lv6LGRXY+WyFCJBZKLX8BUF7snhw5338eef2JZrr2WShOPH4Y4cO9b1GLzBxo0Q6kZuVk9gQVWmjLhennDhAoRrw4bOAluOI+sn65yCzYbrHxHh3nuiqkhk08dzS5XC31q14JJ1le37669im7Vr8d3p08inCA1FnoKr+1G5snlrlhXDnI63OhxQbOvWFedZoIA2XpyZieegbNmc477PqwgK4ACCu6TIdHxXrggB0ahR7o0tUFiyBOfGE3NcnPXMR66NNirbSUyEtcguP6NY0rZtsJ7j4gTbVosWrikZFQXhgYIFIbBXrxaMQWbYlxQFVJM84bBlpHezGvWUVVWcR3Q0BFrt2tokm0GDMIEFokyNS+Def9/8NnY7vBpmBBVDUVBHHhWFnrV6cFw6N/sYT5uGMbirV7fZ0IWJ73NIiPgcGoo4qadcB34/uDTujTdw32Nj3ScGKgqu38yZns+F68cnTfK8rr9w9SqS5rp0gSLFysj8+cZ0pLt2wUU/eHDOjTEvIiiAA4jvvlMN437MFyvH+W4VyAKYqfNcuXBdgbOBXWWJ2myIB4eFIT68ebPzOlyjO3QoYlKlS4syCFc80YcPIybPk2rTpuatQ4dDEC+UKgULoGJFbcmPUU/ZM2e09aJyyQtbxnKmrT9htwvaQrNNOGbOtC60mVP79dedf1u/Htdk0KDc69zEfZ4nT3a9zl9/wUrVW76jR6suY7pGePRRKHocS+bFU3jh6lVn74gRUlIQCqlVy3XCn7+QkgJSkJ49RaZ01apIUNy92/P9ZF73L78M7DjzMoICOIDYtk3VuJoYPIn17Jk74wokZAHMBBRWy0nat/dcsqOqUGyqVoX1sWCBc4IWW3hPPw1L+ZFHsG7Jksg0NZog5P7FRNaI5OVOSV27isYWDO4QI5ducYkTEQgXGIqCMqSSJf1ftyvj/HlheXsiSfj0U4zTikfjwAEI+G7dnK/3iRPwUjRoYK2Vnj/xxx+Cbcso7mqzifeVl4IFtYrRqFGwYM3UyXbpAsWO80OI4BFzxxWvqkgOI9KWMRoh0A0QbtxAAlafPoJRq2JFZEj/+ac1JYpLpEqWzH0e/NxCUAAHEFzn+9FH2u/vuQffx8beeun4sgDesgWfrXBJX7kCy9as1ZeSgrgYEco79Ekv/Bt3Xdq1S7il27ZFWZKMgwdhkdatK+gx3WVf68H13vLCdZznzuF/rvtOT4crkgjHlBmhWFi/+aa54/qCn3/GpD1smOsJdOdOCNL27c036MjMhNVYooRzm7z0dJTkFSmSe3kQZ84gDlm1qjHrE5dEyUlFX30FRatiRVF3zhn7Zkp9+H4TIWN4yxYI4MaN3StaGzZgG3dlaMyr7W+PSXo6zm3AALjNiXDdHnkE4/eFT/rvv5EEmdu9q3MLQQEcQBi5jS5exGTHbfbc8cnmR8gCeNUqfLZS7sJWllUNXu4J/PHH4mXOzISgjY4W+3Q4EOsrXhwCdupUkQ3cvbvIQpazr9u0McfypCiwcOSJu2pVYV1WqCAmbi5LI9I2crfZMNnXrBm4fq16cD0vUxXKuHABAqdiRWuWCsfC/+//tN8rCpLRiHIvEzYjAxnLMTFaJczhcFaiuKmCjIQEuHlVFQK5dGkIEXdgLmkiVD/wM/rdd1DAOnVyTbJhlE8i48IFWJJNmvjefERV8d7873+I0RYqpP4bWpk4ER4cqyQc7sB8CK5aON7KCArgAMLhcGbLYQG1ezfcXuXL++eFySuQBTBngVvh8n3gAUwk3mjVJ09C2BJhP1x+cekSsqpLl9YShly+jDh8SAjKclgo6ONsn36KzOvYWHgzPGnqXG4jLxxfTEiAYFUU0Re2RAltqcjSpeYtKn/BbsfzWKCANh6ZnQ2rNzraWl9htgr1bShVVcSEFy70fdzeQFFgfRLBolVVKGD8vJqJzXIyFnuwpkyBS9ZVyc/u3WKfRjWwTDM6eLDxs//SS9rj6c8nIQGWpFGSm1lkZeHZHT4czzsRQgTjxoG7IFANMex2eK+KFcu7nPiBQlAABxj6Xrhdu6KMQVFEktayZbk3Pn9DFsCzZyM5w6wwtdlAXGI2ocUIdjtivmFhcCFzz9QDB2DZNmzo7Or74w8tp7PRJHbiBPqyEoHK0VUil6ri3rZqBaEeHy/2+9tvogxNdm++957Y9sYNbHfnnTnvkjt3DkpK3boiJsvtIK1YJ5cv4xzq1HFOBNqyBdbeffcFvhWeK7zyilAAjh1DYpRcukaExD1315/fXXYJc76HkQfh66+1+z92zHifnA0+Y4bzb9OnQzkyGtPHH2O7F1/0eOpOsNnA8zxmDAQgEd6TkSNxjjnlgTl8GOfXo8ft5YoOCuAAo1YtTNiqikk7PFz0NlUUTPwNGtw6D50sgIcPh9vSLLhG0h9ZkX/8AauXPRDZ2bDKwsLwkuu1ec68JoLSMGeOs/Cw2yFAw8NxXu7icTxB/+c/or6XSLBHcQlLnTpadx5bVkaZ3TmBn37C2EaOFC5yI4HgCmyNRUQ4d146exaxw+rVA0sO4Q7r1+OZKFoUSoBcSkSEsZvhTL54USv0FAXnJRNlKApczSEhcHcPHgxPgiv3raKo6sMPY7/6kiyZ1lbG6dOwVtu1M+8Wttvx7E6YAG8TEdzMQ4YgXJBbLGTc4CI3OcBzGkEBHGC0bo0JWFWFm0luJ8bfWWkOkJchC+DOnWEJmsWMGZi4vWVn0iM1VbgaW7USjD1ESCBhXLgArb97d0y+7IquXBnWi145+vNPuJFDQkAdaBRCUBTc+4oVMQ69hcWLLMQvXICbOyHBP+fvLZ54QoyvSxdr8T52n+utsawssJgVLOic+JZT2LtXe+3j4kRSUVwc8gisKMKVKmnbUM6bB+F+9iyEGD97AwcikalbN/ctDFUV17pfPzxbnDioqggP6LumORyIGxcqpE0+NILDAaVu8mTRfrBgQTB6ffmlb52O/AWHA1zosbHWOz7lVwQFcIDRsyeSclQV7siKFbUveVYW4sAdO+bO+PwNWQDXr29NmNSpI5QVf2LlSgjYQoWg8HBXFm5QP368cxbyxo0iRtuzp/MEd/06YmNEuL9GPW3Xr8fvb7+NCVkvfNu21a4/aRIsdFeJNjkFpkklMk+2oaroEFSwIJ5lvXuZOaBXrPDvWM3g9GnhSmcX6+zZIlmud2/nLG0z6NtXSynJBDJz54pchAULxPteqZI54omMDFi0kZHIUFdVhAX69dOuxzHrJUuM96Mo8ARNnSr4yqOiMO6VK3Ov9MsdEhPxnnbunHshipxEUAAHGMOGgSwiJQUPvxEPLrs/9X1v8yNkAVysGFxqZnD0KLZzxZXsK06dQjIRkar2748JMiwMGZghIdosZEZ2NpJfChWC6/DJJ51pFNesEaxG77yjVa4UBVZLhQoQwOy25EXmtD5yBEqAUdJSTiIjA6xhPMb69c0ROmRmQqAVK+ZMT7l8OfZldI0DBUWBxTdggNbNvGABysCiozHWTz7xPvzD8Xw5MYoJKaKjtcoG85Q/84y5fV+9imtfuDAs96JFtcxWhw4Zx0wVBfPIY49h3uGQSnw8ztVf3qVAgr1UrCDfyggK4ADj0UfhUuGeoEaxveRkrCO7s/IrWACzQDU74XCDdk+uNF8gx3A54YQXdzHJf/6Bq44IHMj6uuYzZ+CqJcJEJ2d9czYw1/PKrFcyM1T//nBTm+3ZGgjI2cFr1giWKjOda9ir8PXX2u9374ag6NAhZxJ6MjORlNSsGcZTtKi43lOmiF7W8fGeyS884fvvsS+2Ujnub5S0xqxma9aY3//p0/COcYMDfpdsNsSU4+JwDooCt/7cubDIifCcdeuGjk25FW/3FoqC96lgQdcJa7cKggI4wOAm2r16IQHFlVtlxgxYZK46/eQXsADetEl1mRVqhE6djHmSA4Ft2yBIZQFspr71hx/EBNevn5Yq0+GAEhEVhUxijukrCqztcuWcuzURwRW4dSs+P/lkYM7XLDgJZsEC8R0zdS1f7nq7tWuxjp7K8coV1ECXLx94xeLcOYyb6UDr1oVH4sMPxbUuUAACWa4T9wWXLmG/L7yAaxcaKog2nnpKuy63LpT7+5rBX3+J8XNcnRnennoKmdzc+CA0FO/RkiXGxCL5CUlJCBVYSS7LjwgK4ACDax6J3FP4JSVBa5WTg/IjWAAzF7NR31c9UlJw7rNmBX58DL07uGRJc231MjNhiRQoAIt18WJtEta+faKkadIkJLcwixEvMt80L2XKeKaCDCQ2bIAC2KePVkm02TAJxsQYx7n/+QdCp3Fj7fWz21FyFxkZOFpEVUVt8rBhwvXbowcsd0VBFrZ8je+7z/91puXLi/336YN72L49qD1lIT9zJq6FN7W0zz8vjsG81byEhMC78NZbues9CQQ4QZWZ425FBAVwgLFihXhZ2FXlCsOHw+2Sn1t0sQBml7IZkn9uRs81uzkBtiK47IMXs5bRiRPwarC1JWczZ2TA3UkEq37PHi07ls3mLIBlHuicRmIihGi9esYxwn/+AVlIw4babFm7HZN/TIxz4ti8eTgvucbZX7DZ8MywO7lQISg7snXJtJ+8uOL+9gXMdEcE5ZEVF45hymVYPXvi+nkDfpfkpW5dWN23MnGFouAdi4oyVv5uBQQFcIDxww/aidcd9u1TLcVN8yJYoDF9ndwL2RWGD0c8K1BMO3okJUHR6d8f/58+rZ3c3JFs6PF//yeSXYYM0WbTfv89LNvISO3+VRXZsHpLRk/ZmBO4cQNtMYsWdc/JzPHNcePEd0xfqec6Z07iMWP8K/QuX1bVRYtERm+1ahBOenaogwfFdbXSs9gKjhxBjb9RDsHly/DoyPXTVatay/FISgJhSKtWzsLXSm19fse5c5gbWrbMufkhJxEUwAHG5s24kqVLm1u/a1esa8YdmhcxZ452spg92/0EaLfDuhoyJOfGOGQItGo53i53MiJyT7KhR1oaLL7ISGStvv66mCwuXdKybBHBitRbNXfcge3ldoSBhqIgSzg01FyoYPZsjPWzz0Cawg0cZBw6hITC5s399wz/9RcEP9fsduwInmJ9bNDhAPEJX9MuXQJDcLNhA5L4ihdHv1si0XCDcd99UBQcDig5ISHOcWE9zp3D+LmEiQiufXav8+KpI9KthpUrcd7PPZfbI/E/ggI4wOBaPbPa708/YX0r/VbzEtgFLS/h4ejLa1RmxR2TVq7MmfHx8ebOdf4tM1O0mmPlwQpP95EjIhu6cWPRB1pvxbRtq82YJUIWcZMmUAzMCEN/gKkPzTYEsdmE25cICWmyyzo1FW7sEiV8J1Kw2yFkO3bEsaKjVXXsWNckHomJIHHgsQ0d6tvxXeG99/A816uHjP3Ll3G8xYu163HVw8aNiFMTGXN7X7oEl/U990ChIUL50VNPCZe6rMDl1HuS13D//VBEzPatzi8ICuAAIyHBmvamKJiIa9fOn4XoegFcqxZqW9kl3aEDJlY+tzlzkPyTE6USDgcss3LlXCc8XbokmIKIsL6VzFVFQRcoTs5h9zSRcZOGbt2gnEVEwKq84w4Im59+8s85u8I338Aqe+ABa1aiTNLBCoaqYh/9+0OI6K1BK0hJgXegWjUco0IFuJ1dZfU6HEhAkpnGevb0f+as3Y6SQr5nstu7ShUICBk3bkCZe/BBwdV84AB+u3oVdItduuDZ5/dk/nzn5g9cxkYE6/h2xaVL6MbUuPGt1bwmKIADiKwspNITQdCYBWvP//tf4MYWKLAA5vPm2OjVqyijqFgR39WogdrYatVgueQEOKvSXUmNqsKNyvWjYWGYSJcutSaoUlPFhM2Lw4FEPPm7EiUwuZQsidrVc+eQrFOggDU3uBUcOgRXeZMm5kg2ZLz2mhj7hAnieyaT8ba95pEjKGNiRa1NG2TSu6sdPnFC9NauXRt/69Txf4/tlBTRPnTKFOdYZP/+xjzNgwcjfjltGrb98EMoB+xSrlYN88KePcbPllxCxbkDtzM4t+CJJ3J7JP5DUAAHEFyoTwRN2CxsNvAQ66kK8wNkC3jSJOHmfPRRTDLZ2XCjtWwp1ouIQNJJIJGaCsu2dWtznoWffoKrsWFDwaDVr5+1DPU339ROoC1bCnekvDz5pJhsFy1CTXK9ehD8v/3m/TkbITkZwqpkSetu4h07cK969RK9fj//HBZvaCgEkRUlRVFQMsTCLSICMeXt2z1v9847ENaxsVAKGjWC0me1ztYTEhPhEg4Lg6vYCIsWYfz65D2OXcpLpUq4dtu3u75WiiKyyGUlNgg8H2Fhnp+R/IKgAA4gxo7FJFG1qsi4NQu2NLZuDczYAgVZAD/7LCYTLslZtEispyii2T3HiQcPDtyLxQlEciMMT+BzmTgRll1EBFzLnsrJVBWCmhmMGjSA1c0kEbzIXgK2/NhVee4cBGVMjP86IzkcSA4KD4e72wpSU+G1qFAB7uDsbLRM5DG7KmEywo0bEKBMIFGqFEg0zPAxnzwJsgki8AWfPClc3/6OnW/eDA9F0aLuQwLsJv7pJ3gUVq3CmGTWM3bZe1L+MjO17wUvjz/u33PLr7h6Fe9gvXr5N1FVRlAABwg2G17eBx5A4orVZgvXryPTsm/fwIwvUJAF8H//i+8cDlF2I7ca69YNiTyJiYKykwjED1995b843rFjyDAePtz6ttOnq//G33bsQKzOXRckBjcfkM/52jXniZUIJA2jRmm/e+01Vd2/H9cnNtY/ihizWjEtplmwshQaqrXIDx8W4zWTHHPyJM6V3ftNm6KEyUz7O0VBAlShQljeew/fcT23N71w3eHjj/HM1KzpuTnG2bPiOnAsulQpKG5Vq+L/6dM9H/PKFeFt4UYgTPF5O8d/9eAERm7rmp8RFMABAsf6Vq8G7+wdd1jfx+OPY7I/csT/4wsUZAG8fr34PisLJVahoYhtX7+OCU4m6E9OButN5crqvzGyN97wnSGqTx9MjN6QFtjtcLmGhuLFv3ED3ZOIELM1mpz//lsk15QoITT1337Dd/37a4Vtr174PSVFTMBESMbiGGdsLPiEvcWqVdiPN7W5TKMol9EoCjiieayumm4oCjKB+/bFNQwLQ+nTpk3mx3HqlOip3KkTBLmqipjg0KH+KzdyOEQp3T33uA45ZGUhqW74cMTT+TqMGwdLmOPEXAXRu7f74x4/Do9HZCSUiaJFEQffuVPMI0EIjBuHudFKt668iKAADhAmTkQMLy0Nzc29KZ4/exYvpJzsktchC2B9ycj164iDRkeLxBQjdy4zHbGLs0gRWE4y97JZcFmXLzWE168j+zI2FjWpqgoLPS4O93jJEiEAFEUICyLE8vj7Vq2QgZ2WholeFsLTp8OFy+w/7GKVJ3ci50YQZrB3L8Z5553Wm60fPIht77lH65F47z1xfnwvV60Sv2dkQHA3bozfihWD18BK3FlRUI4XGwsFSu429fffsIRbtPBfL9sbN0TVwvjxzglgNhuUyjFjRDOPIkXwfsfGwj2vB3eCqlLF9XG3bkVMvlgxKCvciODoUWHt+SsMcasgNRXXtGZN64mEeQlBARwAOBxI+OH+ndOmYQLxBmPGQGDJHXbyMmQBbFQ6cukSMlV5HU8dcrZuRYkHW0+DBpmP45I7xSQAACAASURBVNpsiL9Wrep7vCgpCc00KlcWnLtnzoh4ZEICzvd//xPnFhEhrG62QGUX/LZtWuFarhySms6cgQXUti2E/7Jlgv2JCJPO+vXmkskuX8b5lytnvftPRgaSm0qU0HoPtm7FuXXrBqGclQXFqnBhWLbz50OgsCv1vfesT5KnT8NjwpZoYqL47coVVa1e3b8sV0lJyAoPDUUZFAt6ux1K4oMP4jqwN2LoUDShYIWG+Zr1FvPjj4v7ZsQKt3o13u9q1eBNefttrPvOO/idvQ+B7BKWX8FexvzMn39bCeAbN2CF1K6N7NamTZEV2749rI0ePeCuHDAAMa9Ro/DiTZ4MC2X2bKTAP/MMknJeew0vzPvvI5a1YoWqfvklNH3Wojdvxj6J0Jrt2DFYAefO4WW9fh0TmCsXGjf5ljvU5GXIAtjVOZ08KdaRJ1Z3OHkS94AtwrvuwrV2FyfmRhhffWX9PIywYwfKg1q3FlaXw4GewRERYoIuVw6TKpNBZGUhgal+fefx8nV47z0IACJY0Dxxyy0Lv/lGK7ArV4Zb2FUGuc2G3ANvGyIwrajMznX+PJJgqlbVChvm8+YlPh7eB6uuYUVByVfhwlBa33rLuTlE5844J38lKP75J4R5bCzO1eGAIjFpkqgJL1hQVQcOxLNkZHGzp+XHH7Xf87svC1U+z5deghu1dWso2EeO4Dhdu4rrxlUE+dnKCyQ418JMYmRehDsBHILfcwbNmzdXd+zYEdBjpKYSFStGVKUK0R13EGVni8Vm0/7v6nubLXDjCw8niox0XhIT8XvdukRFi4rvIyKM18+J7yMiiEJCnM/h/feJxo/H79nZxue5YwdRixb4XKMG0ZYtRKVKmbtGqalEH35I9PrrRCdPElWtSvTII0SjRxMVLizWu3qVqGZN3OcNG4zH6g2++oqoXz+iQYOIPvtM7Hf3bqKmTbXr7thB1KwZ0ZtvEk2eTLRuHVGPHtp13nuPaMIEokaNiHbtInrnHaJ584jS08WzduwYUfXq4vOddxJdvkxUtizRuXNEoaHY77hx+BsejnWnTiV67TWi//6XaORIa+e5Zg1R375E06cTvfQSvrPZiO69l+jPP4m2biWqV4/oyy9xL/74Q2zbowfO1Sr++Qfn8P33RHffTfTBB0TVqmnX4XP68EOiUaOsH0OPL74gGjGCqHRpoieeIPr7b6JVqzCW6Gicy8CBRD17EsXEuN7PtWtEcXFEixYRzZ4tvq9dm6hBA6JDh4iKFyf67Tciux3P7DvvEPXvT/Txx3iv2rUjOngQYyhfHttPmUK0bBlRSorv53orIj2dqHFjPJv79hHFxub2iKwhJCRkp6qqzQ1/u9UEMBEmxMKFiX75xbvtVRU325XAzs7GA1G8ONHq1fj/00/xks2bR1SrlnXBv2EDJloiTIBmFAVe7Hb/XTs9jAR0UpL4vXlzY2G+Zg1+L12a6MIFfB4/nqhECfNKQVgY0bffEr31FpGiYB89e0Jg1KxJNGMG0eefQ1A0awah5C8hvHgxJtkFC4gWLsR3588TVahA5HCI9Q4eJCpXDsKzYUNjRSA7mygqCp+Tk4mKFME1mTmTaPlysZ7DAUFLRHTkCFGHDjjvDz8k+v13CNlz5yCUR43CNVq4EBP9669bO79Tp/AMs3IUGYnvp00jevVVLGlpRG+/TXT2LNabPBlC/okncLwvv4QANwNVhZCZOhXP8eLFRBMnivNlLFuGc5syBULYF6gq0dNP4x4SQbimpeFcu3aF0O3Vy9qEXqMGUZMmEOBERFlZRAULEs2di3s8bx7R/v24t99+i7/PP4/zfP55ojlzoNQ98IDY5/33Q7AcOuTb+d7K+P13KC9jx0KhzU+47QTw1KlE776LyY4nPn/izz+JWrXCZDFiBL7bsIGoc2eijRuJ2re3vk9VFVbP4cMQPla2NRLOZi1+q+v+97/i2D16GK//11/4vXx5ojNnrF8Pb+Evb0BEBNEbb2CftWpB8Dz+OP6vXp3o+HHnYy9aRNSmjfH+2cqbNg1CgRWMTZsgaBmJibD4iTAh3303BPqvv+K469bBAyFbn598AivL7LNus2G/f/0Fq54t75UrhWCIioJwufdeCMPu3YWwzM4muusuoqNHsT2P1xXOnIHy9e23eDc+/FAcU8bWrRhX+/ZE330nrHyrUFWi7dvxjsro3h1Ct3dveJm8wcCBeP9PnMD/f/0Fz8aKFUQtW4rzCg2F4jhhAv7fuxceoYQEXGdZSWvXDufqrcFwu+Cxx4hefBHek65dc3s05nHbCWB2rW3ejInC35g1i+iVV4guXoS7m4hozx5oxl99hZfMG3z5JSbSVavwN6+CXdB9+2LMepw5A0tRdtUtX040fDjOa8UKWHtWBX92NgTfyy/j2jNatIBlrCi+KRb672/c0Fq7/kZIiLA8s7K0v1WvTlSoEIRcerr4rl49uN63bDHeZ79+EAjulIsnn4SVNnYs0bBhUARefll4LYiI4uPhaWjcWGwnK4WJiXDH16qF94zPQ4aqwiv06KM4v+efJ5o0ydnqJcIz07w5rMnt2+HqtYqDB+EReeMNuIsZ77+Pd7J4cev71OOFF/D+X76M/bHSsncv7mejRlhPDkVkZeEZvXQJrmf9OGrWxLmvWOH7+G5lZGbC05WSguvorRKV03AngL3UMfM22rXD340b/S+AVRVCp1MnIXyJxIRx9ar3++7TB5Psiy9iIvWXO9XfSEvD37JljX9n6yw+Xnw3bBgmoOnTiUqWhHXgrXeibl24DqtXF9bOxYuw1MaM0caJfcWVK7BsOEb/5Ze4N5Mm4XhDhxJt2ybWnzMHFq1esL/7roihFiyI9WShf/Qo0dq1Yj/HjxMVKACLcOdOnN/x43BBs0Am0rr4eXxGSpERli7FYoS1a7XjIYLglAV5SgqufVQUFANZ4F++rHWptmiB+PeECc4KgcMBZY0Iv69ejck1IQHrucOxYxC6n38uvC6Md98levBBc9fCDNLTxfu9cydRly5EBw7gupw6RTRkiFi3cmXxecECjG3dOmMlgMMKQbhHdDTRRx8RtW6Nd++jj3J7RH6Aq+ysQCw5WYZUvz4yDf2N3buRkadvJXjjBr7XtyyzCs7q3bjRt/0EEo89hjE++6zx7/HxqN8zyo7lbRcu9O7YmZnINq5bF+VNdruqrlkDZi0uH3n0UfOZ12bw5JMiy5UJP65eRb1waCiIRnbvFrSL06Y51+Lu3Sv2UaSIcWcovvcDB6IMiQk9kpKwf65LJUIpkx4XLiBzv3p1rBMSgvKudeuQYb5pk9iexyovkyer6qefoiRqyRKwab3yCspvnn4apUezZuF8H34YRAlyOVavXqKsSF7q1sX5VK6M7PESJZABHR2NMerX58VVx6UTJ/CeNW0q1m3TRpSLlS+vqrt2+XrXBc6fRy108eLieFxz3q8f/g8LQznXjh14JrgV5ubNOMdx44z3nZrqn3njdgL3Z84vjWzodipDYnB7PH1XE18xbx5eMH3NrqKgbGLWLN/2n5aGCSo+3rf9BBLDhuHJYRpKGenpKOOZNMl4W0URlIxvv2392NyRx4gTePt20GGGh+Me9esHFh1fGJTS0rT1uUSi6UbPnhCmXAudlgZyFiKQU3BrOlXFc1iggGC9Mur24nCga1Thwihle/ppCKmYGJz3yJFiDO7ILhQFPNBDh6L3MI9HPofISFUdMQLsTUQQ/t4gMxOCsGhRlEExwchdd5ljd3vpJaw/dy5Ywi5dQu0tkap++61YLykJyoDcd7lFC2x/6hQEWEgIWkt6w4ZmhP37UaMfFYV9y+Qr/fppiVa6dsX4VRUkG1WrQrhWry4+G+HIEWz/8cf+GfPtgKwsPM+lSxvXXec13JYCeMUKnJ2/if/r1MEkaoSyZdGcwVcsWICxyxN4XgJbGkZCkPvhyhSVethsUDBCQlBbahbnz8PCve8+9+slJUERYj7iVq3QtcYbZYzvxaZNos1i586CIMDIclm7FkpUdDSUDFYA2rQB8UbfvhCy+s46qgrBW7Ag6tUVBZZ8fLxWeBYqhIndTHep06e1pCi8fP21EHQjRvimpBw7JvYbFgaqUTMc399/b9xh6Y8/sK8PPwQ/ctu2Yv9NmsAiZ9KKrCyh0N1/v++1tIoCy7t7d+wzOhrK/OHDOBaPg0l4+H+ZbIZbYjZujGfcXberjRuxrr62OAj32LsXXhd9j+a8iNtSAJ85g7N76SX/7XP/fvfWQv36/mmscPEiXvwxY3zfVyDA7ks9DaWqglIzJsYzHWJaGqykyEjzjenHjMFLZ7Yd3fXrmMBr1MB4K1UCB6+R+9cIp07hPgwciPMpVUorxCpWdE2ReO6ccMfGx+OePvIIhCuHMZjCUg/ukvXRR/j/9Gntcdk9XbOma2svMRGucLkbExF4jeXG9kS+MU2dO6clojDruTl8GGO74w6EbxgXLzo3rWjQAN4A/X2/dEmEHhYsMMca5grZ2aCUZE9BqVIgQNFbWHJHK170vadTUsRvM2e6Py63M2T60yDM49lnVZfhmLyE21IAqyomXibB9weeegoarSu6v/btVbVDB/8c66GHIJysUgvmBNiy1FtgigJ3bUKCuf1cvYrJtVAhxM7cYccOXPsZM6yP126Hxdehg7Agp0zxTP03aBAE8KlTwqpZv15MrgMHut/e4YAwjYyExTR0KLb7+29YfbGxxo0AHA4oJ0WLYoxNm8Ji3rULQjsyUoyhRg3R4k9RYJn37o1rFRYGKkkixF9Z8Th3TitAoqLQ0evnn81bwoqiqp99Bq7sqCgoNtzAYu1a99smJ8MqL1EC8dwrV8CMde+9osEFu5j37zfex/79oHaMioK3y1skJ8O9z2GGunUxFle0pnpPBJFzvPnKFbGOrFwYgZUtI0rXINzDZgM9avHi5tpc5hZuWwE8ejQSV3zRjGU0agR3mCv06QP6S3/g6FFMonPm+Gd//oQry2nPHvVf16FZnDkD4VCypOuYoaJAIJUqhQnTF+zcCUHIceK+fY279nBXowUL8FvjxvBwyJZwwYLmWvTt3StazxGh6ftff+H+uuoBe/iwiN+GhGiF2uHD2ngkEZKCGjXC5+LFsd+kJFCuhoUJSkdFgWIREgJlYs8exOtZqapRAy5edxPa+fO4buzeP3gQ32dk4DrFxbluqmG3I3ZOhPezRw94NYggUOfMEU0g5BiwjO++g0JSurR39JuqCsH/6KNCiHbsKCgqXWHLFu01j4zEddR7QQYNEuu4C8WoKkIlERH+6/R0u+HAAbwno0bl9khc47YVwGy1GLlKrYKTJV591fU6Y8Ygy9Nf6NcPE6PZJug5BVcCmPu2ciMDszh8GNZQlSrGLlWO5+szz33BP/9gsufM4hYtYNFxZnWTJrCK0tKQ0ESEzOBXX8Xn//4X97pSJXPad3q6SNBiK/j++yEAXCWSlC2LdevXd/5NUcRYZIGwdKkQCCzInn9ebMfb6DtHpafDlcqtEsPD4cn49lttPPfzzyHgo6IQ/9bHeo8cwTm1aePchOP6ddxjecyVKsGrsX27EEIcA9YLYEVB67/QULiurXRdYvz5JzwXYWE4xyFDzGVMf/GFUIhKlhRhgOrVteuxS3nePLjYR4xwv98RI7zrohYEoCh4Tx54ILdH4hq3rQA+cQJnaLU5uREWLcK+3L30M2fCZekvbN3qWejnBlwJ4Fat4BLyBtu3Y+Ju2FAbo+Us5CZNzCX2WMWNG0iU4gm1QgVVrVULn9m12acPhM7Zs7DuunTB9zt3wgpu1cp8uzy+dtHRQiDPnu28nuzqjosTSo2iqOrvv8PKCg/XCjMWtg4HLOzoaIyVrbpff4XgSUhwb3EdOgShyN2OKlXCWDkDuWVL9wmCrDA99hju36pVzv2Rp0zBeRiNw0gAZ2cjLEOEsJKV/tEOB0pWWLkoXNh860tFgaJBBKWiY0c0emErV455nzmDe9WqFdyjo0cjzODu2ejSxft3Jgh4X/ytnPsbfhHARBRGRLuJ6Jub/8cR0Y9EdPTm32Ke9pHTAlhRoF0OGOD7vpo39/yisJD2Z1eTtm0xAXpq6ZeTMBLA58/DHSc3dLeKH3+EO65dOzFpLVyIY7nLJPUHHA64eZs1E+f38MMQhOwqnjULn3fvFtutWSPqbc2EOqZPx747d9YKJLms7dgxWOYNG8Jii4xEXPeTT2CpE8G6mjZN1Du//LLYF8czS5cWgjspCa7z2rVFuYwnZGWJFovysmqV++cxIwPH1m/Hi6e2kXoBfPWquF4zZ5pXxNLT0Z2IFapKlVDKZPb8bTaUnBHh/mZkQAkoUUK865woqSjInC5QQCSLcfckuYeyHg0b+jdP5XYD187n5VaO/hLA04joM0kAv0BEs29+nk1Eiz3tIzf6AQ8ZgsnAlxgLt9bzVCzPbfrMlIeYBfee/ewz/+3TF1y/biyAP/wQ38nCyRt8/jkEWq9eEC4FCnhOdvInZs5U/3X7cmyS731UFLKI9eDaZFdZzTLYOty1C20Ief+NGuH31FQcOy4Ok8qFC7Cyeb1ateDRMbIAuQSMlzp14E3IzIRVVqiQtdK2ixcheNjt2rcv3O4s3GfNQq6CqkJYf/MNasS5nSQvL74o3PUXLng+riyAjxyB0hARYT634MIF1Flz68jmzXHdrZShpaaKBLZZs4RyNXcuXOA88Q8ejO/Z3f+f/4h92O1IvnOXlFiypKgrD8I6+vVDDklejqH7LICJqAIRbSCijpIAPkxEZW9+LktEhz3tJzcEML8YZktXjMDWxbFj7tdbvRrr7dnj/bH0cDgwkTZpkjceMo6F6wVw375gIPLHGN98UxyDs5BzAkeOYKIfPRr/Hz7sbL0995yz9acosISIPBMqHD2qalxm+/aJfQ8aBCsqNBRCa+RIbcaz3lI2Amda81K6tBDgX35p/lqsWwfhEBGBc2bhZbPBU8CEG/qlaFEkxHz/PeLcPP6ICPPsVCyAH3sMnoDixc15QA4eBOMUx2p79UKdrdVnku9JWBiUahmvvILfOJaekABFKSYGVrreC/Loo7gGRqVv2dnYh7escLc7HA4oqiNH5vZI3MMfAng1ETUjorslAZysW+eai23HE9EOItpRqVKlnDvrm/BHjKBNG2R3esIvv+BY/m4c/f772K/ZetlAgokDZAGcmQnryp+aPDNGEflvn54QH4+YHSdVsYX6xhtaIVO+PFyQcglRVhbGHBmJrGpXUBS4j+Vrxdnj+iUmBrHXgwchFCIi3CebHD+utT6jo7X7s1JryvW1jRsjNMBCzG7H882uWf3y0EMQvHyuLPz1yUruwAKYCGVB7tyLXHrFmdXR0RjboUPmjydDvhdGuSOc2MmsZJ06IUxUpIhxTPnPP7HeBx84/5aUhN/efde7sd7u4HuV11nEfBLARHQfEb1987NlASwvuWEBKwpiX0OHerf9P//gKj39tOd1me939WrvjuUKHFMLBLe1VbALVRbAP/yA/7/5xj/HcDi0PL85kYT2/fc41gsv4H+7HULjzjtx3ePiIHDXrRNMYAULQkCyd+XqVbiIS5RwLzQ6dUKsmSHXjfJSubIzUxZzUn/9tfM+s7IQHy5aFMmH7I3hpUgRJG3NmGEugenyZVV95hltLLdoUVwHPvdBgxADT0uDkL7/fuG2v/NObTydyJg5TQ+7HQovb+Oq7Cw7G7zV/JyULInr48lD4A7ffacl2pgwwXkdZg9jvm1e9GQcDEVBaVenTs6/bd+ObfMLp3FeA3sj/BnyCwR8FcCLiOgfIjpJROeJKJ2IPskvLmhVRQamt8b3f/6Dq8S1ju7Awvq997w7ljsw64uZutNAQk72YQE8eTJitWYzgT3hgw/EpMZ0f5984p99GyE7G5ZWjRqCwYtj72PH4u8rr2i32bNHuIhDQmA9//IL3NhxcSL+agSu/dy1y9mSDA8Xscfu3bUlXdnZKL8pU8ZZOM+YoVX+Ll4U+2zQAG58Ppfy5VFW4841qyjIwufMY3lxx7d86ZL2GSESbvESJdyzbqWkCEuWSFX/7/+c10lOhnueaUHr1IGb2Ndn77334HLm0q/CheHK1pfU6WuBieAtcHct5883JvD5v//D9n/+6dvYb1fcdx+qF/I6/FaGpLOAX9QlYb3gafvcEsDsQjx50vq2d9+tqvXqmVs3PR3HWbTI+nE84coVuCSHDfP/vq2As3hZACsKyOY98TObRUoKPBZ33YV9Z2TAtRseDgslEODnQ7ZE7rkHgqpBA9SuuqLWPHcOEywn/DRuLOLBnTs7x4sdDmeqRV46doQic/Ys3J/R0bDsZM/Czp0QFHJ96bffqv+6f1UVcdqOHSFApk9HTLljR1iqW7cin4AIZB5yboSigHFs5kxY4ERQMHr1ggL0xRfC+mc2sRMnnK9JYqLoHJSQgHOSz9OI9enECVxrPjcibRnSqVPI+o6NxW933w1r1FeSHYcDChErPBzu+eQTCE3uasQ4dMj5vnlygR44oBp6cjg/xUw5VBBa2GxQkvJDAlugBHDxm4lZR2/+jfO0fW4JYG9jBRcuYPKaP9/8NgUKeEeXaAaPPAJBlJsv7ODBWgHM/Nj+imPNnImJT6amTEmB0ChY0HvmI1e4dAmu1XvvFVYMPy8NG+KvmQz09HRYYvo2fwMGYL+pqRD0XG9MBGureXNYw5s3I0ErLAyJO6qKWCqPYdIkYeXNnSsE1JkzEP6NGonfueUjd6v66CPRzScjA27e//wHExgL2KlTBWd2eDiE0bJlxlb87t1aNrH771fVbdvw2/XrGHPRooLZ7No1kTXMy4gROGdFgVVZsiS2+fFHbRb0jh2Ie4eFYRk82DNtqVlkZIgs7wkTMKmPH4/rYrMJIhzZZS97FngxE55q0gQhAhkcUsjK8s/53E7Ytg3XLq/zQKuqHwWwr0tuCWCHAy+S1eYGrKFacfuWLy+yaP2NEycwCU2fHpj9m8Hdd2sF8PPPi8++grOQjWjlzp9H3C0uzr9doubNw/gHD0bylM2G44eGwtpq1syaleVwwFLXU0Xy0ro14uhykwQ5ZDFyJCxfdldmZEAgE6E8ae9eWOP160OAN2sGxYSvyRdfaK1hBpeJdeuG7Q8cgNDRj+/9983zEiclQdjzudx1l+ByNqJgVBShUOiXYsVE4tTvv2t/i43FM+/PbPhLl0Ss+YUXhPJVo4Yg12BFQLZcbTYxrgYNUCLVu7fn4734IraR6VYnTIDyFIR1cB22mbK23MZtL4BVFS+V1XhBly54Ia2UMTRqZO6F9BaDBmFC8pUT2VswqQEL3bZtod37A/HxcG26onY8fhzxzwoV/OcF+PVXNGmQmwDIizcZ7YqCjHV24/JSsiRa3SmK+E6f6HPsGMbyyCPa77/7DglRUVEg8GcLgEjUx+7fjzBF69bGVhVbxryEhEChGjhQsF7FxwtyD7NITXWmxXz7bWNCmhs3ENLRu6WJ8N6wRcrLSy/5/1k/cgTvdVSUth0md52S4/0dOiDezKGEGze0z//gwXgePSEpCdf7ySfFd336QIgHYR1duuSfaxcUwKrQQM12F7pyBS62WbOsHefuu5GUESjs3Cm09txAbKwoLdm717qL3hWYetET2cmePXAR1q3r3w4yycnGrE/Nm4PU4Y8/PDMwpaXBDd2ggRC406cbU0byYiRcRo+GcNB7FS5eRKydY7C8jx9+wH5q1YKQlrc7cQJeCo77yotsUWZn4x2JiYEF/swznltKyvjqK+yzQAHB1lW8OJ4NfSITl+YQwdsg027KSyDKczZtwrhKlIDrW8ZHH+G4ch0/k5tw+Orhh8X4VFVk4prhP+/QARYzK/StWsFTEoQ1ZGXhOdMrqXkVQQGsWo8Z/Pe/WH/7dmvH6dfPfNKWt+jYEa7unI4dpabimnAJBnPk+prFmZ2Na1a9urlJ/9dfIaBat/bc7s0KMjNhYfMEO2gQ3JShofi/RAnEPj/7TCv8T5+GosYlOo0b4/lhysUzZ2AllSiBxCVZyHTv7tyMITERQnvSJOcxKgqEo7yPihXxTISHg7AiKQmZyC1binVatsR3p0+LzP5+/ZyTxJKSBG9zrVoQ7p6wbx8Ed6tWOGdFwTi4LWJUFMI/+/dDOZBLzIgEcUbnzojBytZx795IQvMHD/iKFYh516xpTKozYgSEsxxyUBQoVA0aOCsKqirq4tet83x8Dmnt3In/K1XK/aTK/AjuVGZUjpcXERTAKmI3MTHQYM2gZ0/vKM7GjcMkHkh89x3u3LJlgT2OHswMxSQNbdvC4vI1E9UoC9kT1qyBYOze3X882R9/LCZXOY5/+TKE7tChItuZhbLszu3b1zXz0u7dWlarSZPE5+hoCB45tj12LNY36rncp4+xxVijBuKw/H+TJrB+jVzKbLndf78xReP334uEsQEDXNdaXr6MLPiyZY1Lkw4fhptdTwoSEiI+V6+uLfPj2GujRqIOuXx5WNPeVDIoiogZtm1r7DlRFAjE/v2df5Ofi9q1tQI4NdU8B/rly8hxmD4dx4uMRFggCGtYuBDXXF+Kl1cRFMA3YTZukJKCl2PaNOvHmD0bL5k/GzLowcksDRrkLD0lM30NHGgsqLyBURayWXDJyNChvisBiiLctNHRrgWOvq2gvIwaBTe2q5ilHBN2OCC0mjaFsGUrsHt3ZAKfOAGLduJE7T7Yen3lFcGkJC8NGiAr11VvZRkclnngAWMLMzMT+4qOhvL64otaZSc7W5Q7ecpO53HLS9myoq+vHPeXs6Czs+He7t4dk25ICIhRVq0y5wHKzhb1zw884LoRxLFjWOett4z3wWP+/HOtAFZV1CKbbagQH4/ryaVjea3TWX5Ahw5aIpu8jqAAvgl23XmKHX76KdbTx4jMgLNNixRBjMKfGbsyOF7lqml5IPDZZzjm1KliEvrqK9/2OXEiko6YIe28TAAAIABJREFUvtAqmKBk6lTflBF2axGh85Ee586p6oIFwiKrWxeddhITcS8GDhRN7cPDMUksXgz6R0UR5CJs+T3+OCbjunWx/wsXkKBTqhR+b9hQsEpxwtnu3WKM+m5KvDz9tDVlhC3DYcNcu3kTE0XsuX59WPmqiuebCOfvCsnJwjVPJGLE+r7AzZuL47vqB3zqFO4Bk3CUKoWyNVc87ykpULqJULrl7rpwIxUjwh05N4BLwGQBPGQILHQ9LlyA0vrWW/C8yfSqvBhliwfhGmlpMI5mzsztkZhHUADfhNnYQUICurd4Y1Vx/GvwYOFyvPtuNOr2Z8w2Kwsv/T33+G+fnvDSSzgf7v5DZK0vqx779sGVaxTrNAtFEYJAbjxvFQkJ2EfBgloLdscOCCcWhj16YNI0EvY2G5J85swBY5WRgLx2DWEKIlWtVg0COTVV7CMjA0qcvlyH2zLK1iN/Pn4cjRb4/y5dzCcbqiqENlvw7p75//3PObPblZfo9GltwhIRBBnv3+FA3FQvlE6edC2AGXY7fktIEAluHTqAOY1roU+fxjUMC1PVpUs9X4NBg3BN9ff13DnEhevU0Sa+EWEciiKIPObOhbu9fXsRquClcGHkLLD3qGLFvE+hmBfx4485b3j4iqAAvonMTLjL3LmWb9yAlu6LUGBcuAChULUqrnTp0rB8jNiDvAELQn8RE3jCtGm4NpxM4ksZgKLAfckcy77A4YB7kciY9N4TTpwQE+Ubb0CQfv65qBMtVAh0m2bcujL++QexQXkijoyEsJC/Y4tSRmoq3Pt6AV6oEO730KEQ3vJEJMeVixe3FlNfsADbjR3rXginpWmF5muvaS3nnTu1ZC1EEJTuvBOc2c8LW8dmJtlz52DFc2Jg0aKI87LQM5NEpih4N7m1oPw9u4wPHBANGHipUwf1y/J3RYsiDj9uHNzL69cLxjjGkCHYLkjAYR2PPw6lS1Za8zqCAliCp/gBu5t++cV/x2Ryhl69YPGFhCDJy9fszuRklAUNGuS/sbrDAw9gomPe4dmzvd/XmjXYh1HHGW+QlYXYYGiodXJ7JroggsDkhvbVqmES9bYONSMDmcExMRAyP/+Ma1evnrNg/fZbhEa++ALZyfqkJaNFrilVVXgjWNnjZKEJE8zlIygKJjfexpXATEoSbnhuttC4MRKkZJIWXsw2JklN1fY95uV//zPniXI4cH1lgpOCBZEn4MlLw2xuS5fivE+fxvtav77Yl7xfXsqUARXic895vm4yuLTJiOs6CPdo3RqKcX5CUABLmD8fk3RKivHvTErgj7IHI5w6hTFwuUvlyohjmqkjNMKMGXCz+cuqdocOHWBdMN3i5s3e7ScjA8Ktfn1rTdI94fp1lNtER5vrH6uqorRKXjp1wuToyzOgKILz2agP74kTWl5t/dK9O85B5h7etk00aiDCfVi6VJtY9NNP+G3yZKEo1aljrhevogiyjkmTnIVJejqEbmwshFZ6ujPjF9dAlysnym3MYu9e3Ds5Q5oI5VDvvuu54cLbb+PdrlwZ58ECtFAhWKTbtolzcjhwD9atE271kiWd3cxEcClPnOicSLZ1qzh23bqCQcsTsrPhocgpxflWQWoq5jo9P3deR1AAS+AYghGxf3o6XsDx4wM/juxsWNtMbh8RgZKQX36xlkyUlASXTE4UpdesqWUq8pZ+khN/fvzRv+NTVWRV164Ni8UdhajdLjoe8TJ2rLWeue7ApVVGJCVZWfB+DBvmWgDLrlheevaE4lapEnoVc5y5ZEm4kFmJGz8egmjrVlzjcuXwfL34omdrUlEQaiDCM8XPoqLARRsSghi1nDBWo4a2fprI+/gmhzfYQlyxAglaRIirPvGEM/2gwyGUjZ49hcWrKFAS27d3f51lxWvyZCRNsRIglz3JoQoibe3v0KG4zmbx0EMI5/iSQ3G7gT0HGzbk9kisISiAJdy4AYE1Z47zb19/jSuS05mJhw4hi5fjSXXrYoJ11c5Oj+HD4W7zNZbqCYUKaeNg3gjgs2fhkg0kXeepU0hQK1vWuQY2ORlu5WrVtJPpmjX+O/7PP0NT79VLCLzsbNTWjh4t7jNnTfMybhyExpEjuP+uBAUrj4qCyYgzlCMjsf8tW5DkU7curOPLl0XtcOfOrlsJMhRFuOUnTsQ5yIl37B7v0QPnmpXlHK9u3RpZ21bB3bWIRIhDURAnj4/H91FRuFYHD0Jp5paV994Ll/ezzyLO2qSJMeWlvHBlhMw/zjXS3MyC8c032m3lkqXXXsN3ZpPfNm3C+oFss3mrYfp03Ht/tT3NKQQFsA6u4gjDhmFy9Bexg1Wkp4Nco1Ur3JkCBTCxeWLj2rdPTCaBArtq5Sbr3ghg7qF79Kj/xyjj779xL2vWhMV05AisG3Yx3nUXBAifi79w4gTci3XrgihgwwZYpNyeLzYWz9k330Bw/fADvud7/tJL2A9b5+PGiSbwelfvY4+BFSw7G0rchAnOAkcWYkuWQFGLi/OscCiKsCrlJTISnoL9+7HepUvCwpw/H56Fjz6CdRwaimtuNYbO14QI9Jsy/v7bOYnNaKlUCe76adPgpv/9dzGOXbtggRYuLNa/4w4ca/9+TPK9ezt7olgJ4XI8ucc4C9S1a82do8OB7Xv0sHZtbmc0aZKzVR/+QlAA6/DYY85kGVlZcFuOHJl745Kxaxcm7pgYIfiWLnVNvditG5JjXBEN+AqjPqhWBTBzAFvl1/YWmzdrxxsRAeHHWeP8vZVuV+6Qlgb2JiKUAnGyUkwM4n1r1jjfnytXsM5zz4GFKSQEiWlxcSDpyMyEUiafx0MPCepJIgiS/v3hGv77b1iAcpnSgw8Kq+HQIUEFOX686+fJZkPpnHzcqVO1uQoHDsCTEBWF2nkZ166hDCk0FNdh+XLzoRUuQ+LliScQ+qhfX5SDGS333ot7bjZDVr5f+sWoIcjIkXC12+1iPc5kvn4d57pwobljqyreg7AwZyUjCGdcuWKecSyvISiAdWBXktzphplpzGqwOYXkZEzInFBSpAisCrZAGJx8s2RJYMbx88++CWBFgeehTJnAlxDcuAGSDH1vXjmex1nY/rB+FcW5hV50NFyjX3zhOQu5enWsm5am5Uk+cgSJTNHR0PxPn8ZnVhJTUkCEMnYs4o+8XdOmICrg0iwW0vPnQ7BkZUEJDQlBvFxOlkpNhQtWX+9LpCXrWL8ez2KpUjh3V9i5U3BSd+jgTLiSmQkPzooVGB+7k/VL9epwQc+aJZitChZEzsSSJSLru2JFax2UevZEkteBA9rjVamC+mj5GW/ZEnFiVRXrySQk9eohHGAWe/diH2+/bX6b2xXc7MPbxM/cRFAA65CcjMlH1lbHjIF70EoHmJyEosDNJRN8dOiAiSsrS1Ap1q7tOy2jEZgdjEiwMFkRwJ98gm24dV4gcPIk3KYcW23WDDy+TFk5YIAQIHwu3jJwKQpCAzNnOgurTz+1pmQMHIh9qKog6SCCYKpcGUKFraRHH4XVpHfhKwq6+CxaBK5uV+0VIyMhwPfuhXu8fHlYlZMnI8Ym9/YlglX322+invmBBxDvDAsD0YUZbmaHwzmm3bkzBJ/MqR0aipABW++DBws+6k2bsK9PP8U51K4NAhL5GGvXilKo2Fi4n931EM7ORkhiwgR4Z8LCcC9WrhTJkaGhEKpffw3lZ/JkbMt1x/Xri/dt2DCM3SwUBdu3bWt+m9sVkybBk5Qfa6eDAtgAcjzBZkOMTl+In1dx8SJoDjmRqFQpJJVxdrHVOlgzYN5gIkFOb5Z56sYNTPRWm9ubASfo9O2LyTIsDIJ282aty5NZvCZO1CbTWD3Wnj241jwBh4cLIdK9u3d0mHxtv/gCiqE+eUjuNnXuHH4bPtz9Pq9eBZnIiBHGgpgIzz9nPPNy110o1+FyJLklIDNm8bkaKRlpaXDxf/wx4s+9eiFLWt+8gpd586BE7t0r3PMyE1ZyMq51+fIiMaxDB/cJhzt24F0OC8PywAPGZDVbt6r/WrG1a0PRkRMfjx9HbbTszi9eHIl9HLMnwvOkqkLJ8JTkJoOpVL1pMnE7oV491PnnRwQFsAGmTIFGm5Ul3Le+8hrnNBwOZNb27u08wfm7jpn5n++5B0JmwAAIC6NyLj3mz8e23nBru0JGBrJUGzfGvuPi4J5k3mQjzJypvUbbtpk71v79iEOymzMsDPHGpUshLIoUwTi8bcDBTS6IcIzr17WxSb3SMm0a7rcrDmQ9Ll0S+9K3AtQvxYoJN/BDD4l9XLumrfnt1AlKzrJluK49eyJ7Wa7hjYiAhTdgAMqkPv8cHodffxX3rUsXZ4YxPRWlHBMePNi8l+rUKVj1sbFCcK9dK64nE2gwc9dPPxnvx2aDlWx0vcqUQRKaqoqcAysEG4mJ1pTZ2xHnz+MaeeoVnlcRFMAGYO7cLVsw0RQsGNgORoHG6dMQEvLk8Mwzxskk3oA1/ldewf83bkBIFCninqLxxAkoOv7yLpw5A6upZEn1XxfgkiXm2Z54MvZk/R45AouPiSVCQuDefOcd4Q5OSUGcuUQJ3yyY5GQxpt27RbyLFz3j2PnzsIKHDjV/DN5n1aqiftfTcu0axrZ8ufv1IiPhjh40CK7q1asRU3VXTWCzwWIsXBjbz58vEsX0FrDceMKbSTg5GR4QbuJQuzbqjeXWjexadoWXX8Z6e/Y404sSQRm8cQOK0YIF1sZ35514l4IwxooVuMZWe7PnFQQFsAEuXhRCqnRp4z6g+RHXrmknhvBwZJD+/LNv3YJ4f3LsMTFRlNy4YhYbMADKja/E89u2QYiHh0MYxsfDYrFyTjab9tqsWqX9PTERlgi3JWSX7BtvONd3OhwYQ1iY77SlPLkTobY1NhYJP5mZwvLSx85nzMBkf+iQ5/1fuqQVGuHhEKpZWfCUbNniOhtYvzRujPvASV81arjOpDaDs2dRs8vKwdq1QgC/+y4UrPBwnH/fvrje3npSsrNRQqT3AsTFeVbgRo+G4sJg3m2ZmYw5qDt2tDYuZtjyFwnMrYZx46DoB4qdMNAICmAXqFdP1IWuXJnbo/EfHn8cQmrdOrgrmfihTh0k0HjTyNqV1bhhgzPpBOPXX7GNt6UD2dnQflu3xn5iYxEHPHbMu/3JLEtt2sDyWrYMApAzdYnw+eWX3buz2a3+n/94NxbGn3+K0prYWNyjkiXFsbOz4fqNiMD1ZFy4AMXGnWfhyBHBuESENoB8jm++CauvUydtjNPd8vzzcMez0sPXs0sX38kRfvlFcGSze5oIFjK7hq9dg5CuWNFzS1F3UBQwecnnNn68e2WmdWt4QBi8vc2GbfXXauJE80Qk58/jHTJqgxkElDyz/ZbzIoIC2AXYushv3TU84dw5CJcJE/B/ejoSTViQFSgA5h85uccdZL5kIzAL0BNPiO/sdpAbVKpkfXK+eBGeCdnKeuMN3+7RjRviHObNc56AmzaFe1PPnGUEDl+MHu2bVyElBYl0lSppwwdyeZyqQvDUrQtLTXb3cymR3HOas+W5kxMvpUo5u55jYiCU5UStxYsh9MeMcS2IK1eGYF+7FgpISAgEua8hnKwsHF8+lj5Lfft2KCPx8b5de6bxvPdeWFhRUfg/Ph6KjrxvRYEiMHGi+I6t1osXoQxFR6M8qn9/7fibN4ei4spDxOjaFaVPvpxTbiAlBUrxnXcGhqHq1Clcx9de8/++cwpBAewCXBpToUJuj8T/GDMGk4KeN3f3bhAzyAQf77/v3o3IRBA9exr/rihiEufGA2wdff65+THv3QuhxpNhly7IMPVH5rTcqo8XZqciMt9qcN8+XLtWrXwrWVMUxEzDwpC8wzSLspUl4/hxxJpr1hQZwBxGKVUK9Jpy43t54V60o0cj45q7DrHgZt7qefOg5DC15aRJmFS5qb3RwveKCJnKvnIbv/mm2J+ruDorfC+/7N0xLlwQx+CylgsXELvlPr7NmsH7YrOh3I5ISz3JbFgHD+L/hx6C0svK2bJluK7c1zkmBtd/61ZjIfvRR1jPXU11XoKiwGsoe0/MKvRWwHPPvn3+33dOISiAXYBfliZNcnsk/gcTC8hWqYyUFEwonGRUuDAmXKO62DvvFJOKK2RkwHUbEwOBUrIk6lE9afR2OxKEmF6wYEFY7nqiEW9w5QqUC318c8ECIXwOHcKkW6WKZx7fK1dgsZYta63UxAgffICxPPuslnrRqHmDokAIcM9edifre9HKyzPPgCwjKcm4yXxcHITyDz9ACejdG9Y/N7GXhY2qIvavP0bp0rhvdepovx81Ctn5VljZ7HaRaR8f714hVBRwW4eHazsSmYGiCIXCSKFMT0fsuVYtrMOUlkTaWP/33+M7jkcfPYqY/COP4C+/d4qC/IWxY4XS26ABlAi5lColBQqzP/qQBxqHD4vEuKZNBUdAIGr8R4zA+xkIboOcQlAAuwBz3bqyOvI74uNh5blzDXLHmCFDBMFH+/bQ8DMz8eC7co3q8c8/2q447lrgXbuGzFTu+FOpErh2vYlPy0hOhqLQvbugapQXI2KGP//E5NiokesGGDYbJp3ISOuTvh4HDiAM0KkTLNvixTEpV6kCAfjdd7DuxoyB8mPUi9Zo+eor84kqcmZz/foQ1qVK4ViumthnZ6MVnP64HTrAAm/XTvt9gQKwpt9+2327zLQ0VU1IwDaTJ5s7h6tXcb0qV7b2zMi0nu5K6BwOlBPJvNPDh4vY/Pbt+E4uORowANevcmVjjufUVGTsc75BVBRi+NwBbcAAKK7+bNHpT6Snw0sSGYnzfPNN3Cu7HcrDtGn+PZ6iIN4/YIB/95vTCApgA8hdV+Li8reG5Qq//aY6uc7c4eJFCEEm+ChZEhmdPAGZybj98EOxvtFEcvAgYmlsDbRrh7IVXyad1FRo4b16CSWCe8Kyq5DI/Yv8ww+ILbZrZxzLYsKKDz7wfpyqin0zrajsbjWyZkuWhHI4cSLW/flnrbXM59SpE+KwVrJo5bj+sGG4btWrC5eqO2zcKEp64uLgeiZCrF5+XoYM0XadqlcPSi93UFJVJCC1bInxW43z/fEHlCyjxglGOHVKNGAIDTXvLues+LAwHG/wYDyzeq8QC2X2Drgb0969sHaZta1GDZGj8f335saVk/jmGzFfDhvm3L+8aVN4FvwJ9rq8845/95vTCApgA+zahbPn0oFbsQRAURCrrF7dWgo/E3xwCztePvnE837kDkPTp4v9ffstEk2IBB2imSbxrpCWBuaofv1Ee7zy5eHG/OMPMfn17SvG46l8ZeVKCILevbUKATN/eesevHoVsdfhw52FLC8dOwr6yOXLtQT9igJrjd1+HMMlAqf1lSvIoDZbSudwCIuTl/btrWUWX70qekO3aYPzk9mhWAhduQLF7dVXkfDEClKhQlrXtbftILmEy5PwdjhwjQsVgqV/113mj3HXXVDMTp7E8yXXknfqpFXeZQXETOldejrut75nsb8ahPiKU6fEPFC3ruuSu2HD8P75E5xHYkbxz8sICmADPP44Jjzu0GPWSsxvYE1dX/NqFpyUwkvFiiCoMCL44IYWL70Eq40ILlRmkCpTBiVJ+sQws8jIgJt14EAhhEqXhmDctMnZi7Flixh3ixbmrCTObh0zRvA9R0XBEvWmTeWGDUjy0wtctqpkob5tG77jRLbMTFjcbDGXK4dSoKtXMXG3aoXrsHMnXINmJ245lswLE6xYgaLAAixUCJbc558jiUifCSy7eq9fB1UqPxO83HEHKD43bbLmDVEUhFoiItwnATFN5Msvw/qdN8/8/osVExUFqoowh9wfuU4d5BpkZIjYMBH4o83CbtfelwcfNL9tIJCVhWetYEEsixe752Hm7HVfQ0gyBg3CM5/fMsP1CApgHRQFE0CnTvhcoQIm9VsRdjvcWy1bWn+Qk5LEhFClCgQDW2Hh4ZhoN2zAfrOzcU1r1oTGOnmy2DYsDC5ib4jUs7JQ7jJ0qLA8SpTABPXzz64tckXRluLo2+W5A9f4jhmDZ6NyZest4zIyhNu6dm0oQEWKQGhu3AiB0aOHVmnIyMB1HT8eSVQcT2/UCFmy+ut3/jxi5+XKwYNTuDAsfndghYwI1v5LL8EzERNjrgTLCMeOCet3xAi4txMTheJAhKQmjlEvX47zr1MHMdTFi6HgcMy+aFFY18uWObs6jXDlCq5DlSrGMfyDB+El6dkTxyPynM/AOHsW67/xhvNvRYvimrMyVaoUGrxwOGHuXM/7z85G2IabTvDy2WfmxhcI/PKL6CSWkOC+oQVj3Tqsz00zfIWi4HpaYXvLqwgKYB3+/htnzm3ABg/GZJffNS1XePttnO/Gjda2e/ddbFe8uOC7VVWU7EyfLspeatfGBMiCOSQEf7mjTIUK5iZSRnY2LIlRo0SMrGhRlHGsX2/OQpLpHMuVsyb8FQXH5u3NEiow9u0T5ScTJ8Jiat0ak/Xvv2M81ao5Wwv6TONu3VT1xx/dP5f79sECbdIE98TdePfuFZ6DQoVE683Tp6HcdOzo/TuQnQ3FJTQU5/bHH/heT6vJS/PmzuefnAwFYfRobTJf8+bIKv7jD9cK1++/45nr21d7DjYbvB/Fi8NrM3UqPBpmM7SZJ96IJ7p2bSgKigKBLodfeHGFjAzENrmTVpMmUHCzs5Fl36ePufH5E+fOQeARId7LTSbMgOt1/RWv5Tna15yLvICgANZh4UIICXajsqAxWwua35CWBqvRSq9SVYXFUK0alkGDnH9PT9eyS/HSubNoVbhzJ7Jh27VzLwTtdljT48eL+tzYWMSWvvnGmgDNzhZlJEQo9bEKuS3gJ5+Y28bhgIszMhKu8XXr8P3s2eq/Vni7drgesqt4yxZYGnIjAyt1j+vWQfDdfTeumdHkfemSNuNc76rm+yh3P/IGv/2G/YeFIVRht8Oi0jcLKVAACVmurCuHAzkCzzwDTwZvX6IEhMRnnznHrNktLFurTMHJIZjGjUUXNDPgGmmjErU2bUR/YMb+/chv4PPs1QuKLysFaWmIhzPJTKtWeL5lpWHqVDxD/nTnuoPdjiS/IkVw3HnzrJOqMM/6ww/7Z0wcCnKXPZ9fEBTAOjRsiImQwTWzS5fm3pgCDY4vma2vTUsT/U8LFHAuMUhKQhxdJrNgdzNr9EuWoJ6TM5Hl7jqqikl240ZYiczSFBOD9nFff22tjlQGW/zlyuEcLl2ytj0Lo0cfFa5RT12fTp8WCTi9ewuX9fr1+G78eHTgYkFst0MocOZrsWK4nszQJfe6NQN9v105wS07W/TJvfNOY2+EokCYxMaaczm6w7VruIdESHLcs0ckXxEhee7++0W7wIEDPXemunwZz9HQoSIvITQU5/P001D07HYojZGRaD+4Ywfu3ZAhYh9EWN8sJkzAvTHyDNx3n2sOAfbcyHHixo2Fe7pDB9dc5pxNnRPz0bZtghu7c2ffEp70dJ2+ICEBVvitgKAAlnD4MM5azppUFJR8eOqxmp9x8SKE0Zgx5tZfu1ZYDkSIFSoKXH0DBwpXM5cmPPIItktJgQBkF2zhwtCK2T333nvYx5QpwgooUADx5FWrfKczTE2FMG/QQNADWsHmzYhPdu+OCT0lBRNnwYLCrarHihWYcGNiMGnypHruHMZSvz6SdIgwntdfF9etenVYH0w8wdn5VrnJFUUkvrHlxWDmqCFD3Cs1J07gHLp08T0coygie5yXhx6CgK9aFRnFJ0/Cbc6lQXfdBRe0p0x7ux2CY8ECLb91mTI4b1bkypfHwpYkx7+tNHNo1851xvSIEbD2jcCuax6XfB369nVPq6oooqQrULh6FcpFSAhc3itX+n7Px46FQu7rfhwOKCqjR/u2n7yCoACWwD1A9UT7/fohHnMrg+nyPDE+qSqSnAoVgvVCBAHKk12RIrCIExOh8RYv7uwuUxRMdEOHaq0fXiIjYSl+9pnv9IUymFOZSyeslJclJcF1XLOmNpnn/HkIyrg4Le/ytWuil2zr1tpOUQ4Hym4KFBBMQRx7JYL78ssvnYVNVhZilDNmWD93m02UehGJJvR//w03upmJkWuT/RF7k+tiiaDg/vijIKvgpK/UVCgJrJRUrQo3rSf+ZMb580hSGzjQ2fLs2BHPgKJAEYyJMZ/Nrii45+PGGf8+dSrupxE4JspLfDySspispEgR9FF2Var0xBMQjr4yrunBmeslS8L7MHWq+evsCazoWcn3MAIroWZDP3kdQQEsoVkzxF30YBeeL31d8zqOHsVLPWeO+/UUBZZDu3ba+sTatVGuxQKTLQqjxAtFgfCeM8eYySk+3rqb1RPOnIGl2rcvrOvOnc1vm56OZJ/YWK2QZRw/DuFcsSKUt19+weewMMQZ9YlhixYJq1M+7379PPP9tmzpvSsvOVmUPdWqZX17hwPu0SJFRBzfG3z9Ne5FlSqIZz/xhEjQevNNWDgVK2qVFrsdSgnX5hcuDEXPyjtpsyHmr3/e5FIwswofc0a/+qrx708/jd/l/IR//kHogjtQEeF+yti2DS740FB4koYOdU6cO3gQ23pTHuYKf/0lFIA778T76U+4S1izgpdewn78rXzkFoIC+CYSE3HGL7zg/Nvu3fht+fKcH1dOol8/WAnuXGDMUywvr7+uLZlJT8fk2qiR1orbvx+TLdd5hoXBEly6FDG4V1/V7rdbN9SF+qPX57hxcB8/8wz2bTaLU1GQ7EWEsbjC7t3a5gM1axrHLuX6Y15atDCvcEycCEXAW3Y2fs6JvGNVOnoUAqRnT+/cia+/DkWvRQutNbR5MyzfsDDE+IoWhaJ0+LDzPrZtE80qQkPB+GWGAjQlBc9l9epCeXz4YcFnzt6Xzp0h3A4dcn2Ov/yC9devN/6dcw3OnYP7fsIE7DssDNY+l8G58jqdOAFhzV6Rjh1RS8/jadoUSqGvuH4dHpWwMHirPvggMMx/58/NiaXCAAAgAElEQVSrTuE9b9CjB2LmtwqCAvgmWLMymgjtdkwIrtxNtwq42bleq7fZYNHKfL79+4tyHL3AZiH388+YQJ96SjR2CAlBpuk77xjXz65ZI47BceCKFbEPM+5xI+zfj4l6yhR4OGrWND/JvPIKxuCpb/Fff2mFqp5QJDPTWcEgsp6FzXSeviTEyIQQ3tRf83l8/LH5bex2kWjWp49xPD85WbjtOfZbpoyx10FV4W2YOVN4UVq3RhKXq1K0MWPwHPz+O569cuUQT+VKhxdfhDDi3sNEsMonTUI2uTzmt97C7648AStXqv9auOHhUP7GjxfzC29PpKqzZrm+bteuoRaaKT3r1YPCyu+YkYJiBoqCd5qt/3HjfOujbOZ4xYv7NodmZ0Mh0Sds5mcEBfBNtG7tvvPRfffBcrvV0a4dkkeys0FisHixqOPlUhXWQKdMcY5zcXs2Im3z9LZtUT5gxJKlB2dlv/giakXv/X/2rjM8iqoLnySEEHondBDpXUIXQUHpINKkSu+9SBUU6aCAoCjlA8UCIioq0qVJD9J77y0kgYS0zc58P16Pd3azOzuzO1sS8j7PPJDdKXfuztzT3/Mm/maCD3sZovbQsiUWdE4eW7JE23Hbt2PBfucd+wLbbIZACgpC7KxXLxzTtKmYwxkzLJNtmCu5Z0/9VuSpU7IhMTBOhCtXTv8YkpJgweXIoU0piolBTJ8IVp0jj8a331pSOubNqx6vj45GSVCJEti/aFGUfEVFiX2YZEMZYtmzR5QwZctmOa4bN6Aktmwp6qMzZMDvungxvDNZs9qeu9On8Szw+IcNSx7PZWU3MBDncRRrTUiAB457FfM2dKj6cbZw+bLo4lS5sufaHNavD2+Dszh4EGN2lrnPF5EmgGXB6qRmjXAdoRYBkpKxcaOwQDhW1aABLFMWrtOnY9/27UUs8dYt4UXgrWZNWJBaeG+VMJthJQUEiJjR5cuwTri0qVQpnFvZts0Wdu/G/rNmIREnWzZtcb6rV5FkU6GC/f3v3BHsXy1bCqt32TIxB8p4H1saWbMi38CZJuUmEwTC8OH6j1VC2XBh9mz9x58/D6Xj7bfVBfj9+3CV+vvbZoyyh2vXLNnK0qd3HJdMSsJzyu7lLFkg8I8eRYy+cuXkFr8yJmwPcXFwNQ8fnpyVauRIKGrx8Uhss+bRtlc7HRsLhZIF4bx52uZFkvBONG0qrjFwoDaegrg48BwEBWFuFi3ybHelwYNxXWczofm30ls66MtIE8CyKKhXc+uxxvrjj54blydhNiMuygxVRHDZKUkZOP7LCyF3s1EulGypulok/+wZrLOcOS3DAnFxsAT4mhkyoORD2WSBIUmINRYqBFddQIBoAqGG6GgI3hw5QKVoC+vW4fuMGSFw+doHDlg2eWBrNSgI3oWyZaFEuJLQV7euvoYB9sDJYESCY1oPmOP3hx9sf3/2LKzRjBnV4+f2YDJBYCjnUmuTjrAwJLkp204uXZr8GVHGxLUmHl26JI5Rxv1569EDtcdE6hnjlSsjM71hQ7jD4+O1XZ/BLn0O7bz9NugebQm4zZuFh+Ddd72TxLR0Ka7vbC15w4bIK0lNSBPAMjTm8uXV90lMRJlCSmiKrQfPnkETfvll/OJMhUiUPGOxTRssOJ9/btkLtVIlZH3mzIm6QaNKhy5fRuy9YkXb5zx5Eto/J6pUrYpaYt533Tp8vmoV4mz+/o4VA0lCMpq/v+3et1FRIimrRg0sxklJiKdxMk/27GC4UjYeCAmBJ8HfHxaTKxg+HELNVeslOlrMXXAwLEU9YCrH3LmTx/N37oS3ISRElDw5C+vENT09l2fPtjy2Rg3EZ3nuVq0S35UsqZ6AyHj8GPu3aJG8yxNvTCPZvLn90qbevTF3HJPX27T+yRO4sDt3BkMV07/WqCFi4bdvi+ewVCnXnz1XsG8fxsEscHoQHw9le8QI48flTbzwAvjBA2iPU6c63vfNN1OPBnblChZyjrXVrg1LJjERVma+fNDOZRnJGUz/xhu3i+Pm4l9/jb/1JOZowZYtEFrt2tl3XT17Bu26UiX5P9cj00VWrIjvc+SAYHUELh+ZPz/5d3v3ikzdqVMhjBcvFgpL8eLwprACYDYnX5jnzHF2JgTWrMG5jGiTqezckz+//nDBmTNwD3foID5bvRqWZ/nyxpXuPX1qmQRoz+pW4vZtKAF16+L4JUuEolm4MNy+LVsiXvvXX3jOOndWd5FKkqAPZcXqk08Q55YkJIzNn49EQ94na1Y8v//7n2XMnDOlb9xAvkTZsvozkFu1gtKclIQxfP65uEflNmOGfgvbaEREYCy2Kk0cgUNJv/1m/Li8iRdeAHMGpBZ+3Y8/hrB2FHf0VUgSNOAWLXAfgYFw09lq1fb++5iXggUt3XivvIK54pfpk08g4PLnh+btjhIGFhIce1a7vwMHhIXKGy/cjrqxcKJO166Wi3BCAhZdPz+48X7+Gck8TB1Yq5ZtliYlyQbHMY1o6sF1oKtWuX6umBgkOeXPD8WlShX9HgzOyP3pJ0F20rCh7e5DrkJp0aplw0oSFOZMmSzDCGYz3OFMv8nb1auCG3r58uTnM5vxuzM1IxHeEbU4fsaMsHD79BFZzPwOTZokyCk2bBCUrHpd9ZxtrezgxMJKuY0b51rttlEoUMA5VkGuFVcm1qUGvPACuFEjuGa0LIx79jj3kngbz5/DNcst4PLkQXca6wzWZ88Qr2zZ0vLlff99xFyDgwVd4dmz+O777yGM9LoG9UCSwB/s5ye69KghKkqMneNeRChZsRfTPXcOAsg6OersWdFSrlYtWDKBgRjLO+/Ypy68fBnnK1oU+/MY9u7VffvJYDYbS27PyXOTJmGRa9VKX+11YqJle8EePZwrb9KKv/8W1ypUyPaizGU+ag0kWHhxDLV1a4RYMmQQCnlSEqxtLqMrUQKCVYsyVa6c8LpIEkIms2ZBIWRedN5WrYKyoDe2//w5juvTB2EAbvZQpAjWqUOHkCzJxB7duhlPsqEHb70FBUQv6tVDuCO14YUWwOHheBEcsT8x4uLwgmpJ5PEF3LoFzZdjQ1Wq4EVXcv7GxCBW+s47WHjY6h05Em7pgACcp2hRSw7h7dvl/+JWQUF4sd2J588hCLNkgQWoBlYIjh0DeQEvcrzoNW4MNiaOA0ZGIv6XN6+gITWb4U62TrLJmBGCT8nSZI2EBAjyjBnhosySBdZ36dJwiVp3G3IGDRokZ1FyFs+fI+Twxhsi1KDnGY+IEM8YkWdadyr7UVt7Ny5dgrLYpIn6WNj7tWsXnhnlPRChvIyznsuWhXJqMsG61zL3r75qn7UsIkLkKFhvb70Fr5RWbxLXTmfMCGVvwgTBH864dg0hp0yZsG+jRkjM8nSb1VGjsM7oUfBiYnBfavXSKRUvtADmrF49SSKvvebbmpgkYTFq314wBbVtC8uLX7bYWLjTOnYUNY4hIUgw27dPvPjXr+MczCG8bJm4Dsd8K1bES+0J99bNm7DeS5Wy74q6fRsvOHe5adIE95aQgDF++KFwBxYqhFhulSqwDtg6vXs3uYsyJARxNC3hh1Gj5P88DUSYa1lGrK9gQbh7nW1wzxgzBsqBUZYmE47s2YPnwPr3todr15APEBgoYo+eitMxuxJvH3wA5bJWLYQHHGX6duiA30PZDpDdwspt+XJLYRgSAkvTEVq3dpwz0qcPxnr0KASM8rp588Jdu3at/faDnG3Nmz3SEkZEBNz4THJTvjyUaE/Fh5lIRk97V+4aZo91LCXDJQFMRBmI6AgRnSSis0T00b+f5ySi7UR0+d9/czg6lzcEcLNmIJfQowVOngyhpCVb0pOIj4dQ5BhV9uxwuXISTHw8FsYuXUTiVe7coMjbtcu+Rvruu+LlVi5oylicMz11ncWePRCWzZvbHnPPnnAPXr8uWklas1iZTKgXfesty8Vr+3bRmYg3vQvUH3/gOLacJ060/P7MGSy4JUsmZ8vSA3afai3LcYTYWJGpbTKhzjRdOnXu3sOHISRy5EDcMSEBAid/fs/1q330SBDEKDdHSVrc5Yw9Nyx8WTApN65+uHwZChiRtkSinj0h4NXApTmcnc8x9EmTYNmyVe7vD4t65ky4kCMjMSZ/f1Ebr0yEc4SEBKwXnLgYEoJYvjvZsGQZzwwR3j+tGDcOCp61VZ8a4KoA9iOizP/+P5CIDhNRLSKaS0Tj//18PBHNcXQuTwvgqCj8qHrdydu2YWac4dF1B+7fhxWXL5/8n6vsyy/xsCYmws3Uo4eg68uRA+UP27ZpK2NRathKDBuGz4oVc743r7Pg+J61cDt1CrE8/k0HDIAgtCfo7LkAedHdskWfcnbnjuhHy65EW0rC/v1wkVar5rwid+WKditVK9j627ULWcMVKuC5seXy//ln3EPx4pbfHzsGBVWLhWgUHj+2ZF0jgnBR++2YOnTRIiiT7K2oXx+KWFKSyGQODRVxf/59teQijBmDOVIDd4X66Sf8/egRjuF2e0lJSCycPBnPi/VzWrAgwiaDBuE4vc8TJ2YyIQiHWOzlSriK6GhcR0/f5Ro1oHykRhjmgiaijET0DxHVJKKLRJT/38/zE9FFR8d7WgBzKYdeGrboaCww1ou/p3H0KLJ1OcGneXMhVHfsQBkOa8ZZs8KVtWmTfpcl1zwSWR7LtYW8cHgSkgTXHZElMUrTprD8nzzBplzIrHHiBBabdOnEPCm3oCDM2cGD2oRwUpKl27pYMXVr4o8/8Bw1bOic+0+ScK/9+uk/1h5iY2G9vvYazn/9OizcEiUE+5AkwV3t54caWFvKzcSJmIM//zRubI5w717y37BjR/uZ2B99ZLlv48bJE+Tu3cP9ly0LgTR5stg/Z07EhNXeJ25vqpYpHR+Pd3j8ePHZ4MH4zNqFfu6cKP9TbunSibaeEyY4H9c9fVp4kPz8UPevpz+yVhQvjt9GC6KiYOVPmWL8OHwBLgtgIgogohNEFMOWLhFFWe0TaefYfkQURkRhRex1r3YT3n4b2qMzZTM1a3pHI0tMhNXGLFCZM4ML9sIFuGYHDcKCwRZcp05INnLFQlU2Tl+9Wnw+bBhiXJ5O4mDExyNJLGNGCFNud8aUfuwit5XwxK3krDcW5tYEH5Urw6ugVp6jXNAzZNDmGuY4evv2znV8atTIuYxSNTAr3M6d+PvAAcHi9fy5iA+/847thgqyjN+mXDn7GcruAJfNEUF4VK0KBadIEbwbjEePRJIeERILbZXhMbZvx/nYorduqFGgADKbbeUGfPUV9nGUH1G1KkqmGFevQui8/z7+jomBgE6XDh6sL7/EupWYiHsbN84yC71oUTy/v//unNv23j0oUcoyu/XrjelKJsuosnBEfMTg0sBdu4y5tq/BSAs4OxHtIqIKWgWwcvOkBRwdjUXSGSJzWUZsNX1657h8nUF4OF5y7lxSogQWgi1bkNnIcavgYFim69fbXxz1okMHxIcqVMCmFLjeEr6Me/dw70WKYNEpWhTKRmIi5uqNNyz3j4mxnWTToYNt192zZ1jsmAA/SxYsbNY140pSfyJ9ZCTz5uGYQYP0z+eECViUjQwBxMVBMX31VTGeH36wnK/Rox0rrocOYU480UFs3z4IyX794DqvUwfCd9QovCv+/rDshgyx5ObWmkzJlu/q1ZifkiVBvrJhg+ACz5gRv6GyO9H69fjOEcdA374Qdsrfv2NHeK6+/lo0Q+nZ03YHMQb3l65TR2Q7BwXBul+4UF/ikyzjfVmyRJTyWRPNOAt+brV440aOxFrt6TCXp2BoFjQRTSWiMb7ugubYn1Iz1gPuquNurez0abhauTyoYUO4YkaOFC8lE+J//71xFJCMhAQsAn36CGvNk25FLeCkDqWFzr8vZ+Pev4+kFusyk+zZRYayGiQJruju3UVyVd26CGPcuWNJsuAMVemYMTj2o4/0HbdhA46z1XfYFSxZgvMybaHSvVuokPbz8H25k/4wOhrC8KWXxPP/7Bksdn9/S9YqFk7ffov/f/edtmuYTHDLZ8yIuvCdO3H85Mn4/uRJS9dty5YgxuD9HK0TXA6lzIzn35YIiq8jEhlZFp2yPv8cXogdO6CEKN3WL78M79WWLdqFWlISxsOeN6ZadZZPmuf/zBnH+1aujHUvtcLVJKw8RJT93/8HE9E+ImpBRPOskrDmOjqXJwVwhw5w1TrrUomMxIumd8HUgqQkFNC/8YawamvUwEvNlIeBgYj5fvONe118vID8+iuEccGCSEzxJcTHi8WFPRq1a0NrP3UKMWBeGJULcZMmzvUXDg8H+5d1Vxxe3J0pCzKb0VCCCFmxWnHzplhwjUR8PARtnTpQAosUgfDJnl22cNU7QmwsSsaKFnVf1UD//vhtrQXU8ePJlS0O23C/Xz2//927SNQqXx7epW7d8B4qy37u34eCzIla7BVxlJEdFob91q/H3E+fLpRuIn1u5AoVbJN5XL0KxapZM3Hu4GCw4n3xhfbmKQcOCK70wEA8t3rr2k+cwPXXrlXfj/NPHDHgpWS4KoArEdFxIjpFRGeIaMq/n+ciop3/liHtJKKcjs7lKQEcGwv3TP/+rp2nShVjNbOoKLiVWciydcsvc0AAsmpXrvRcicfIkRgDLwDsLnWVXN9IfPKJsBLYlUsksr6Dg/FZ27ZiXhcudN19bjYnZwyrWBHlFc40SUhMhFLl56e93ymX0vTsqf96jsA8xURIzDp2DBZTnTpYwNXipkr8/TfuadAg48fIJCscK5VlWFWdO1uGBIjQxP7WLcsmInrfI26a0Ls38ghy5MD5rJ+l2FiUsyl7Gs+YYT8pjxOxQkOhsHBeANfMqnVUsgYnfqkJ1NhYzN3QoZbrTdmyCC/s3OlYkbx6Fcezq/vNN7VXDcTFYT1jD4I9/PQTzu2pfsXewAtHxPHLL7IhbrFhw7C4u0qEcPEi3Jac8KPc/P1hcX75pXrsx10oWRKZxYyoKCwqWjMY3Y2ICCyCTZpA6LHXgAhlWR9/jIVI2Tv177+NufaxYyLzlAjKEbuiCxYE4YdecpLnzyHg0qcXSVCO0LQpBL/R4PpUIsv2cQ8fIsM7JER7Wzlum2dkyCY8HIpBhQoQYMeOiTaQmTIhT+P+fQgbLrFZuhSLv9Kdvnu3vutyAteaNaJm3B4nd0yM5fscHIzSOOu2p3fvin1eflmUOEoSErRKl9aeLMrtFWfN0ra/JGENWrAAQpSf6cyZkQW9fLn6c/zkCYR+/vxCCV21ynFmf5kyCJ2pYdAgjMNeN6nUgBdOAHftiligqz+qK9qZJIHVpVmz5EKXCAkwixdjAfEWLlyQbbo3x4zR1tbPExg7FtYVu8CUJVPXr6OEQhmfNcpyf/bM0gW9eDE+N5ngrmfmsIAACIVt27QvoBERcHNmzgyh4ggffIDfw6ikO0myLLchQi25EmfPIjegUiVtruWYGBGnNYpMoWNHWI1ffCHeo2zZMB/WlmZcHLwLRKgMIELmcMmSeH4mTNC+HphMeD8zZYL7uW5dlLHZaxKfIQOe09OnYTlzDkHz5lgDFiywtJStEzs5Ae7XX7XPTZ06zitl0dEIgfXvj45RPK7KlTFPe/fa9vDExyMHo2JF+T+vycyZ9pnj2rXD/KuhTBlLAyA14oUSwPHxWDiMcNlxKcvs2dqPiYmBFl62bHKhW7Mm6iv1toNzF5ig37qd3O3byGAcNsw742LcuIHFzJrw4cQJy+YHvGl16zqCJEGJ4/N262bb7XblClyjHEJ4+WXMqRamoTt3EHfNm1edc1qWRZmGEZZ9fLzgFe7dG89r0aLIQbC+x61boWDYYySzxq5dOK8R/Vyts7Jz5UKcUK37UkICyub4mPBwCJvevfF3aKj2LOHbt3HNihVRj58unX3ikQIFcA3Gw4fwjlg/nyNG4N+rVy2PN5ngcahTR9vYZFkk0Wnp8KYGSYJLf+5c1LhzV7Ts2ZFHs3o16ECtj9m6VbDMZcwID581scfUqVB+7FWSsFeAywpTK14oAbxpE+7KmYbQtlC2rOiHq4YbN2A5ciIIb9Wq4eH2BWvSGg0a2Oex7d4dL5Y32zJ26wbrgpsnMC5eTL64TZpk3HVXrxbnrVLFseUZH4+sz1dfxTHcuOLAAfV42YULEN7Fi6snC/FCtXChc/fDePIEmb4cr+SxLVtm/53hOLFWoTpoEBZdZ5UFSRL87USYn/nztWf/JyaKY5V9mX/6CaGMTJlwfi1xTI4/9+0rMq1tubMrVrR0tYaHCxIZW9sXXyQ/BzfI0DpvDx/qazKjFVFRmKtevRCC4DGHhiL57NAhS2Xs5EkkaQUGCk569hhyiZY9Lw+38tTiBUrJeKEEcM+esICNIh7v3x/ns2UBSBLKnN55xzIhpFIlLHCOLBtvIiJCne2Lyx28lZ34zz9YyJXsQZIE70JwcPJyI6N6FF+4IJpX5Mihv6HCqVMQQuxyrFwZY7bnxj1yBEKhUiV1665AAVjlzuLKFcQZ06dHOZsSiYmwwEJDbQsmju9qyd6OjoZFXaqUvhp6sxm5G0oqxuHD9dfhc/IPn0PJYX77tqCebNtWm3LJ5B8rVkBRKlMm+dpSvz4UG7MZ++XKBUty7FjMhyQhRKHMX+jXzzK7OiYGx7Vsqf1emzTBXLurVl+S8B5Onw7rnNe43LnxLH7/vfD23L0LZYANkNq1MfdEKG+0hd698Y4ZRf7hq3hhBHBiIhZmVxYqa9jT0nbutOSmLVsWbidHbfR8BeziU4tvN2mCRCdvFMi/+SYWJC7BevBAxPjeegvjVgphZ+u9lYiLE4Qcfn6ucYFHR4MliZ+RzJmRnGOrnGPbNlgQr71mX+C0aoXF3xkcPIhFM2dO+72KV6zAOG3xHyclwQsUEICxOgK3sRw71vG+SUkoVeG4Im+ffur4WFtgN/gvvwjSCmUpYVISLON06ZA7oGxybwuJiRA+mTMLBjFrjmNODKtdG//Wq4d4sC2wcsdlQk2bYk4lSbitz57Vdq/MYOcOKklbePIE60a3bpZlWLVrY06OHYOi+dlnUFb4t8yY0XZeQPHijpO0UgNeGAHML76eLhyOwD1JFyyw/HzAAGj5kybB6vE2Y5RedOmCl0hN++QaYSObAWgBtyZjl+vGjSjFyZABL3dMDDJHs2YFQUWpUvhea8auPTAFo7Xl5AokCW67994Ti26dOsiwVSo2P/wAof/227YTYKZNw/dPn+q7/k8/4bolSlgyOFkjMREJVNWq2X6Wnz2DkMyWzXE7PFmG29bfH/du73qrV4uSnDJlIICCgqB8OevR4IS1qCg821x7PXmy5X2FheHafn5I1lKrdLh1C8pL5cpQhIKChHfr6VPxzOTJ47hBRP/+sBIfPsRvyg1WKlZEqIoZvbTg2TP8toMHa9vfSCQl4d2bOhVsYzwHISEY/9q1lqGEHDngbeNQy/Xr+Pyzzzw/dk/jhRHA/fvDnWc0feRLLyFdP7XAZMIL8d576vtJEniI9ZRIuIqkJCx0L70EjbtvX/m/WOzZsxhTp05YODlmef48hPErrzifKcyla0RI5HHH/T55YknwkSsX8gZ4MWcLq3fv5Iv45s2y3RikLUgSklv8/GChaClx45rUjRttf3/zJgRG8eKOzxcVhRKgcuUsXbbx8Si54/aClSsjVpiYiGzjbNlcS1KsWxcJZQyzWSRhjRtnOa8xMeL5qlYteemQEsyM17o1nrVGjaA0cWkOkbaaY463c8JSfDxKeqw9AMePa7vfDh0g+L1dxvPgAZSPjh2FG1oZCuBs9PTpkczG/bS1MGWldLwQAjgpCRmlevplakWPHlgsU5qVaw979+KX15I1/P332FdPiYQrYDrMESOQVWxtocydi+9nzrQ87vffsW/nzvp/p5s3BSl9qVLuby4gSaAQbNdOZJ2++SYoMznZxzo2/+gRPteSMWoygc+aCGQPWhVSkwmWctWq9ufw0CFYXXXrOs6zYKVh4kTRi5dLxmrUQHY3X2fOHHz+7bfaxmoL0dGYT2XegCxDCA8YgPOPGpX83n7+GRZuxowQkPbuffRoYeWxYKlWTXQN01J+9c8/2NeaIYqfCWbwYkXMkYD69Vfsa11G5k2YTEgm445ZatvWralnXbWHF0IA79mDu1m3zvhzs2WQWrS1999HzFGLO9NkQqKHJzpDcas8ji1Zd7nZsgWfd+hg+6WdPl27kGKYTBAmRPCeaI2/GYV79+CK5CYcymbx1lnPRYs6JkiJjhY1s++/r9+S5wxwtTAO83B37ep48VSykxEhzs0xT8bJk7CM2rZ1bTFmFqutW5N/J0kixDBsWPLr3LkD1jsieLtslZIp3c28hYeL+LmWEEhCAu5VLT5etarlNRo3ts9AFR8Pi7NbN8fX9ga4hK53b8TKlfXQvFWqBMXbVcIjX8ULIYCHDoVmbnSzAlkWjdFtlQ+kRJQrBxeaVnB3oYMH3TcmWRauQiIsKEpL9PJlLDSVK9u3NCQJ1oi/v/YEqkmTxDWNqiN2BiYTXL/M6MTbe+8JIdq2LSxUe7h7F4u3v78+vmnrcZQsiXlWE94ffyzbTEhiREQg+UnJz71jR/L9EhJwrXz5XGeCY8VS7fkYORJjGTgw+f2ZzVDeAgOhCCnH+/vvlolFvPXvDwtaj9u4evXkXbyUYCt5zBgolWxxly8P1irrpMg+fZAkZhRRi5Fg1i7OI0lIEC0crTdu++gpGl5PIdULYLMZri13ZdRJEs7/7rvuOb8ncfWqbetKDdHRcNG+8457xiRJgt/Wlhfj2TMoDblyOa6njo5GPC17dsdlYDt2CAGh5Br2Nq5eFaU/vM2dK1ygthaoU6dgRWfO7Ho3K86u3bDB/j6SBCXJ+vfiXrxs6bRsKZScqVOTn4fdlNzVyhWEhiIDWQ2SJEqL+va1rWQcO4a8Bz8/eFvYo1C2LLKs2e3LG/eltqVg2MKAAXJ+VwIAACAASURBVIh1q1n7b74JwRsfj+3rr0VGfZ48mEsmyPjrL9vvjS/AbIZnafhw8RlToF66BP6EpUvxnHCGeEiI92PaRiLVC+ADB3Ana9a45fSyLCPxp0CBlB+vWLRItkgC0YqJE7Eg6e036ggPH1o2PLB2H5rNSHwJCHBcMsK4dg0xvXLl7NffPnwoLIuGDZ1rruBucNzXevvwQ8vncOtWCLwCBbRbYWowmRALr1hR3QqOj0doIkMGuKxHjcIi6ueH2LNyLJ07Iz574oT47MABWOtKFilnERmJc9kS8taQJCH4e/a0XQkQGWk55z17WrpI2ZImEkqc1g5SzC+tpiByRcfy5Zbj/usvdDcigiu7Z0/MaYECeE98EdWrWza1ad8eyqL1WhoXh2dZawvJlIJUL4BHj4bbyJ3JM6y16RVcvoY333SunvT+fbzwAwYYN5bff0fiHC9kvXol32fqVHy3aJG+c+/YAaH99tu2XY3s6i1SxDtNMLTi/n3RzUZJUlGxIkIin36K+6xUyViKU+7n6sgtz232lKEDW2VK4eH4ratWhXUTE4Mku2LF9JdW2cLGjbi+nixxfra6dbMUwrt2CSpZJp8IDkb2NguNhAQkkinvXavbn9soqrUw5AqEUqVsK0EXLsCNHhxsOQZvMtfZQ8+eCDHIMu4lTx4w7b0oSNUCWJLwEmuhi3QFZ89itvS0DfM1PH0KRUULQYIt9OkDa+fhQ9fGEROD2BknYFSogIXEuvk3x9Z69HDO87BggbAYleCWi0FB4Pn1dVy5ggVMSZyvJIEh0tbMXQ+SkqCoVahgWwBcvgyFibO4iWD9qglTbm4yfbqgrNTbqcgehg/Hs6mXAY9j2e++i0Qs5gAvXlyW//gD+9y9C8WVCFYmN2W4dk20xGSXthYkJuLZGzNGfb+1a3FetYS48HDL8A0RYqxGl2K6Am4n+uiRYNiz110qNSJVC2DWwN0tGCUJxBWOamd9GbwAOssadf48jp8yxfkxHD4sagLHjoXgIEreN/TMGcQza9RwnolLkgQRAy9ihw8LofG//zl/H57GP/+IuGq6dMiG5gWX76d2bcQKjWIu4xI0ZWzx7FmQuPj7Q+ANHQqiiu3bYYk3a6buzm/fXox71ChjxinLUOT0JBYqwZSJ7E7+4IPkAsxshiBJnx6Z+swIxkoib1oVxRo1QIupBpMJikCtWo7Pm5BgOY7cufFOebPbGoOJdXbtEgmd1g1gUjNStQCeMAEvvpYONK7inXfwQqRU9OiBZCpX4p0tWyIZSm/GpcmErNiAAFhyu3ZhUalfHy4ppeX05AmyfUNCklvFehEXhxhU5syIOXIma//+rp3XG2CaRd7mzMEcPnkCa790aXyeMyfCMnrj9ZIk3MMREZj7zJlhra1ZA5cxX7taNZQs/fYbFLvvvxdUjAEBcI3Pno0SqylTBMmFspGGURULHCt3hr3s8GG4enlM5curl8McPy7c06NGweIeNkwc/9NP2q47cCAIPRyViXHXI3sUokpw96HvvoOlzsQX771nGXv3NLiZyJIlGJdaJn9qRKoVwJIEa8pZzVcvWHuz7s6TEsCxl86dXTsPk3hY9xBWw5Ur0OKJcH1uOvDHH+LFZJhM4HpOn965Psy2cPu2oPwjQltIo5p1aEFSEiyqqCgIizt34L68cAEuubAw3Ovu3bCs/vgDltXatchIXrEC8V4lVSYRCCdGjcLn/fphoVWSRCi3qlXhti5XDoK0SBHsmzMnhCw3aXfXNm0a5oL5mYmQ2W0EfvwR59NTJhcRgXwGPz9YtOvWiQTFli3Vn4/nzwXRSZUqEG4NGuDvAgW0xbSZptGRkvT8OazZFi0cn5P7e3/yCf6+dAnPBmcXN2yIZ8tTrHYMSUJVQt++cNlrddWnFqgJYD987xmEhobKYWFhhp3v9GmiSpWIvvySqH9/w05rF8ePE73yCtG33xJ16eL+6xmJQ4eIatcm+v57ok6dnD+PLOM84eFEFy8SBQSo7/u//xENH06ULh3R0qXi2klJRJUrE5lMRGfPEgUG4vOxY4nmzydavpyoTx/755YkosRE9c1kEv/v3Jno0SMcO2MGUf78jo83apMk5+dbDenT29+ePCF6+DD5MbVqEb30kvqxgYFEBw8S/fqr5bErVhCFhKgfGxBA1KED0eHDRL/8QnTmDNEHHxCdP4/3tUMHoo8+wru0eTPRyZNEpUu7Ng+DBuGdjIjAc6YGWSb65hs8ZxERRMOGEX34IVHWrPh+6VKcr1kzog0biDJksH+u338n6tWLKCaG6NNPiapVw/wOGUL02Wfq4zh5kqhKFW3v47RpRFOnYi7Ll1ffNzQU/yqX2chIomXLiBYvJrp7F/M9YgRR9+5EGTOqn88o1KuHMcXHu74GpTT4+fkdk2U51OZ3KVkAf/ghHs7794ny5TPstHZhNhPlykXUsSPRV1+5/3pGYvJkotmziR4/JsqRw/Y+smwptOxtP/xAtHAhUe/eRK1a2d7n7l1cj/Huu/iN+PuVK8V3zZvjs+3bxWcVK6qPwWx2zzwFBqoLGG9sv/5KNHo0nr0dO7AIp0tH5Ofn+H7MZqI//4Rg2bKFyN+fqGVLogEDiN58E38zZJlo2zai6dOJ/v4bv9eYMbhur15E330HRcYRoqOJXn2V6No1CKcGDfDMVKgA4b9/PxSEcuWIypYl2rtXXZFzhDJliEqUINq0SX2/M2cgXPftgxK5dCmUQGssX07Urx/RW29h7oOD7Z/z/n2iHj0wby1bYt/164mOHBHC0BZMJqIsWSCs589XH/eTJ0RFikB5WbVKfd9PP8WzcuFCcsXGZMLYPv2U6Ngxopw58RwMHkxUoID6eV3FwIEwlIgwZyEh7r2eLyHVCuAKFbA47Nlj2CkdokULoqtXodFrgSxjEfSUtWVv278f4ylbVt1idAf8/GBJsEAxmYiiovBdhQpEQUGwjhIT8dlbbxFlymSM8EpKwsJIRPTee0TXr2PBnzULC6e15adFqHkKskw0bx7RuHFEdetCGOTO7fz5rl+HJbRyJRSxEiXgOXrvPVi806fDSilUCNfs3RsCRZJgrSUmwluhRVjevg2hQUS0aBGUqx07YPmWKYPP16yBFbZgASwyZ3D3LsY7fz4Ejy3ExMDqXrCAKHt2orlz8dsrlQ9rrFqF+3/9daLffsPzaA+SBIt33DjMTVwcPGWHD6tb5LVq4b3YvdvxfQ4bBgF27Rru1x7u3iUqXJhoyhQYKLYgy1CwFizAM5UuHRTkkSOJqlZ1PBZn8PnnUDayZRPv/ouCVCmAL17EizxzJlyVnhJkv/2G65cqhZfZ2tVpa3PHFPv5aRdCDx4QXb6M49q3N0awrVxJtHYtXuJGjYSwmzQJL3XRokQ//gi3nPWCPWMGLPJ9+2ApPXpk6TrLm9e4eerfH0KnUydYcCYTUcOGuM7+/VgofRFJSViwvvoKHpfVq9XdoXqQkED0889YFFkxYyxbBoGcPr3l5xs2ELVrB6HZtau26xQqBIHAWLQIgoQhy1CO/vqL6NQpopdf1n8v335L1K0b0T//JBcesoz7HD4c4+jbF4pXrlzazr1mDQT1q6/Cus6cWX3/kyfhITh3Dn/PmUP0/vv29x88GNeIilJXBoiIbtzA/IwY4dhifuMNojt3sEY6UiivXoXysHIl0fPn8FaMGgWvlKMx6cH27VCsS5YkunTJuPOmBKRKAfzFF3iAjYYjwXPihNi3SRPPuSGtXaMBAdqtNY5rnT8vrA9XERcHC6dWLcTCwsKwMF+8iBd4xgzbAuPRIywkDRsiRpiYCAEeFgat3EiB+OOPEF4VK8LCYyvm4UMIfD8/4wW+EYiOhrtxyxai8eMxl0YuhiYTXMIzZ+L3UqJiRbglu3YVcVEiWHlVq+J3P3fOcaz17l0oYbIsYuBJScmVsbt34VKvXJlo1y7999m7N56j8HDLY69cIRo6FHNYpQregVq19J2bCPPUrRuO/fNPyzmxhbg4uO2/+AJ/b9lC1Lix7X1XrYJr/+JFKPSO0KULDIDbt6H828OKFVA2jh5Vd4MrERWF4z77DOcvWRLC/r331K1/rdi4kejtt+HJ+ftv18+XkqAmgFNsFvS9e7I8fz7KHZYsAdn36tUoh/jpJ5RHbNkC6ra//5blI0eQrXjuHLJyb90Cl2pEBMouEhO11fAlJiKrcOhQw27F7WjWDKn/RtNofvghsiu7dEEtasGCjvlwhwxBmcr58/h70CCc4/vvjR3btWso88ie3TZ7WVgY6lhfe823eGdv30ZzgoAAQWBvFOLjQdLApViVKiGDOCkJ78Dy5aIkJ1MmZFYr6SS55vXrrx1f66OPRFYwZz1/9JHtfTkjWJkNrxXFiln26o6Lw3MZFIS66UWLXKcZ/fFHPN+1amln2+Peznxftt69kyfxvVbqRWbQmjVLfb+ICBDujByp7bxKJCaCoat6dVwrRw5k29+5o/9cSjDhSatWrp0nJYJSaxmSt9CoERbJlICYGCxGI0YYf+7Dh8Ui07Gj4y4mly5hIWM6S+bEdZaZyx4SE0F04Ocny5s22d+P6RYHDzb2+s7i+HEIrCxZtHdz0oLnzyGIuBdv9eqWvXiVkCQoqz17QkEhguD5+mucp0oVlDGpCTWTSbRXZNYjJkSxRb8oSSg9y5QJipNWcKedxYvx9+bNUDSJwN1+7572cznCzz9DqFWvrr1bz4gRYg6aN0/OIGcyYY71EJK89RZK6hyRrbRujfIqWzzXWiBJMFzatgXpSrp0ULTDwpw73+uvi2fvRUOaADYY06ZhcU8JbbOYI1drpxYtkCSwSGXOLBYYLYtdu3ZYZO/fl+X9+7GgNW7s/CJhD2PHYkzWFJS2wB2GVqwwdgx68eefmM9ChWAZGYFnz1Bry3zb9eol78WrhogI1L4rCT6YjEONSpB7wBKBi1uSYH3Xqwdl0FZ9982buP+GDbWPjy3nrVvxbBFhrEY+60r89hvqpV95RRvxT2Ii6q55LvLlg5KgRK1a8MJoxc6dOJcj7wj3bN65U/u57eHaNSgT/L6/9ho6Qml9b+Pi8LsTwXvo6TpkbyNNABuM3bsxc7//7u2ROEbfvnDFGtXs+vFjMIIRgcVq504oIxMmqB938KAQinfugATi5ZeNV2I2b8Z1WrTQ9qKbTOD5DQw0jvhDL776Ci7nKlVcd/XJMohOpk2DwCTC/TlLPyrLogtP+/YYJwuUH36w7b5n3uTs2S2tvsePYaHmyWO7rSQ3PPnqK23j6tBB/s9dniEDmLDcTbCyaROESeXK2pp4/P03xti4MVi2iMCcxRbs4MHweGgVSpIEFrJSpdQF4PPnEJhGdJpiREUh7FekCO6jRAl4HxwxmnG7xLffxr96vBypAWkC2GDExkITdkSm7m1IEtxQ7dsbc74tWyA4AwNhWfEC0LYtFlt7rf8kCW3rQkJgOTA15JkzxoyL8egRFvcSJQTblhY8eYKOQyEhxghArTCbRW/apk3tz59WPHqENntZs8r/MTodOmTMWBn37wtWMyI8Xx98INjhbtwQ39lqInDhAp6V8uWTx1PNZrgqs2SBRawGZmRjZcuTi/rWrRD4FSpoa0zSty8Ul0OHkDtChGNPn4YngUhQdWoBW7dq/ZplGV2esmUzXikxmRAX5+cge3YofPY8F5Mn4/6ZE9qI3s8pCWkC2A2oVw9xRl8GN6rQkjSjhthYQYNYvnzynrOHDuG7BQtsH88NzL/8UsQCf/3VtTHZwtmzWNhOndJ/7OnTsKRcaf6gB7GxojHBgAGuJQrdu2fZi7ddO2P6AtuDJIHakq1rPz/ECVu1EkKxQQP7x+/YgZhikybJ7/vqVdxH48a2F/SHD8FprhS+3sCOHejgVbas4/DLkydQDGvWhJKxaRPCAkFBEM5EyEfQCpMJCmONGuruevYGqXVTchX79kEZyZHDvkVepw7u/elTjGfmTPeNxxeRJoDdgEmToNUZRSjvDnz4IRZHV/rdHjsmyOeHD7ff5qxePbimrF2SJhPicmXKwH2lNTbrDbja/lArHj/GokSE1ojOXuvmTbgwg4IgALt2hRLiCTCP9/LlsD4nTBBJW0T4W+25W7YM+w0Zkvw7ziBWdqtKSoKLOnt2eGCyZ8c+ak3t3Y3du6G0lSrl2HOyZg3G+8UX+PvBA1Qn8Hzp5Wj/4gscpxZaSEyE4DfKA2YL3EnKXiZ3dDSULQ5RFSniOh99SkOaAHYD2J3Cbcl8EaGh6FDjDJKSoKmmS4fMXEf3yYk31i/il1/K/8W9AgIQB/LlJIwpUzDeRYvcc/5LlxD7zpDBcbN7e7h8GbG9dOkgjPr08bwgkiRYYEWLivwCTvbiLX16LLZ799pWMjgBjrOYGWYzFLps2dBJJywM1yKCi/rcOVj5hQu7V1HSgn37EE4pUUK9SYskIcEsWzbRIlCScO88X9x/WAtiYyFcmzdX32/wYDxrWhpE6MU//+AZ7NDB/u/AVvj27fi7WTOUv71ISBPAbsCzZxAokyZ5eyS2ce+e7LS75/p1xGyJoD0/eeL4GLMZVm6VKuJljI5G5mehQkgIKl/e9Tinu2E2o4QjIMCYDFIl9u3DPOTO7VzC19mzsHL9/WH1DhniOFbqTvz5p/xf0tSOHUKQmEwY69ChIh5doQLqYZWCICkJbmt/f5xLiUuXxPn8/PAcffcdni2zGS0xfaU398GDuM/ixdX73F68CKXk3XctP+dOSuwRsOdlssa0aTjm9Gn7++zfLxsShrJGXBwyvPPnV18fxo6FksjtS8eOxRy4WpudkpAmgN2EGjWgqfsiuMZWTzxUkvCiZsmC7Ztv9FkYfE3WdpmogxM1vOku1IOnT+F2z5XLuOSeH37AwlOqlG1iEDUcPw6Lz88P8dHRo42tcXUWkoTYXrZs4nceP95yn5gYlHhVqyb/l7Hcty+sJ1mGklalCp43FiSSJGq0ufxJmbDFBBZGCxVXcOQInvGiRRHHtgcmKNm6VXy2erX8X6Y051loKUULD8fz0L27/X0kCWQljRtrvhVNGDkSY3VUrx4aallm9fXXOI6JeF4EpAlgN2HMGCyqnkja0YvWrRFv0SpAnzwRSUH16tkuE3GEuDhYKo0bw82WKRPO5+9vueCkBFy6hAW1UiUIEWchSfBC8LxqqR9lHDqEJCMiWFiTJiF+7EvYskUISiL1WOiRI7LcqxeSl4ggvFetwlznzw/htWuXsAhDQ2Hp58wp3LayjGQ/It/ry33sGJKRChWyr2zGxyMn4qWXhKV7+jTuZ80auGzz5cN9L1zoOFwzfDjcwGpzMWECPDpaMra1gMuKBg1S3y8iAu++Mufj2DEc62z4JSUiTQC7CRz3dKXG0h2Ii4NmrJXhads2xHkDA0Fz5woxBidlcJIRJxqlRGzejAWkfXvnYo2JiYjPcpKN1nKQ3bvBtsbW38cf6yur8iQ4cY1LqbSACT7KlMFxOXIIC5kIAvqrryB8zp+HMHrnHfEbtGyJOLov4sQJeE4KFLBfWsQCbOJE/G0y4X1ltrqHD4XixcqsPdy4AeGqxqbFAt4Zqk9rREUh9l6qlGPFlKsflOtjbCw8OVOnuj6WlII0AewmRETgYZo2zdsjsQTH5qxZd6wRG4vkKCK4XI8dc/3aERGWFlHnzt5PlHEFc+bITsXSnz4FbSAR6iAdzYEkwUtQrx6OyZcPiosvZ9k/fIhEIP6t9fL8ShIsXmX2NG9K4pjZs/HZunUQVlmzgqfaV3HqFOYlJMR+Vnr37lB4+fs6dZB3wZAkWf78c8xN7tzqpD9duiARTI3UpmJFXMNVdOsGgX/4sON9hw2DMmWteJYsCe6AFwVpAtiNqFwZ1oovYdAgaNRqrvHjxwVN3tCh2hM/tIAX0Tx5RPJFSoUkIWnGz097luqtW1jw0qUDXaKj82/cKMjvCxVCGY6Rv4c7IEkIcwQFiezn/Pn1hWOuXROWXt68lmU5rLjcugWhW706BNGmTfjOFqe0L+HsWShRefLYTpJ69AjejXr1YOkPHYqQjbX36cwZhEHY5WvrfTpxAt/PmGF/PLNmYR9XchrWr8c5pkzRtn/FiqgTt8bbb8P78aIgTQC7EUOHQtj5SkcdSULst3Vr298nJcGqCwzEgmkk6b8sI9OXF1B31h96EtyEIGtWx4xF//yDec2aVb10KykJFh0vrsWLozbW3VSKRoEZnJhIgl3m1iVFthAfL8vTp8O6y5xZlj/5RLw/SUkQXPwM+fvD5TxvniUN5oMHbr09Q3DhAlzRuXNDSFpjxQrcy8qVIjnJlsUcHy+SnsqWtX2uJk2gxNhTgK5fd86Tw7h3DwpDaKi2te7hQ/vXY2YsX8ydcQfSBLAbwVqh0ZR/zoIzRG01F7hxA/zNRIip6UkI0oratUVrwixZtLdv83XcuIGFtEwZ+zWVmzbBiilc2H72ucmExZYbHJQujb99RYHTghs3oGDUry+SgB48gDVXoID6wrp9O+KHrKDdvp18n4QE8Zw2aJC8vpjIXXdmPC5fFmV41iEernfOmROueCJUHtjD1q1wa6dPjzasygQtjiur8WjXrYtyML2QJMT3M2TQnr3MdJm21sW1a/GdLUUiNSJNALsRDx5gFufM8fZIAE6CUpapcFlH1qywOFatcl9ctm5daPSc7egr82IEdu2C5t6yZfLs1M8/h7X2yisgj7BGfDwsXO7FW7EiFimjO0G5G8zXnDkzFuOcOYWng4WALRKTu3fRspIICVSOPC/h4YgV5skDS3LtWuGm5+QkewQfvoarV+GVyp4dmeBKnD0Lb1SXLvCkDR+ufq5HjwTl51tvifdckmCdvvyy/Wfq889l3aWJsizIdD77TPsxAwZAAbdV73vmDM6nh34zJSNNALsZZco4ZqTxFGrXxovIiIgQC1/duuo1ikbjjTdgERnVickXwMxFkyfjb7MZ5WhEeAask6ZiY7FwcX/c0FDEfH2ZDUwNCxfK/7lNv/kG/1cSltSvDyuNY9gmE47JkgXx4o8+0u56vHgRGdLlysGTogxv8Fa+PH4TX/e0XL8O5StrVhB3KDFxorifunUdn0uSQMsZHAyvzMaN+PzHH3GOn36yfdyjR1AgrWu11XDpEhSDN9/U98yWKmWfpzshAUqHnnGkZKQJYDejXz+QEXjbmnn0CMlCH32Ev3fsgCs4XTpYxp4eH9PQrV7t2eu6E5KEWlau22zbFv8fPNhS24+ORtyS45mvvgoXYkqw2Ozh3Dm4IVu0wH3UrQsrVXlP3KpzwQKwfVWujL+bNNFPQCLLsKrTpYO198EHeL65MUibNlBoiCAk+vQxJpPfXbh1C5SVWbKgTSEjNhZ1wUS4V63v6blzyE0ggsX57BnOX726/eesaVPUW2tt1VmrFix3PV3C7tzBmD75xP4+5cvDk/QiIE0AuxnM2uPODjRawIw6+/eLpI3SpcGl6w1IElytFSqkbMFjjfh4LHRstXz6qbi/yEjU7XIv3kaNIJRSOhITIexy5UJdKteW2qrx5sQyzuresMG135+TlYjQhSkhAc9UgQKY76NHwY3NBB81aqCRgy9m4N+5A+swUybL50JJaKKnTWd8vODULltWlvv3x//tPXPcFEKpANjD9OmyUxnnfA219bBjR3gEXgSkCWA349Yt2W7sy5No107+zy3HVpm3FyHO7rTm+k3JuHDBsnY1PBwMVZMmCe7jFi2SuxpTMphCkd2bQ4YgGUjJzGU2WwpLI7uFsdUbGIi/jx7F+Xv2FPtERsLdz927smcHuYWv0R7eu4cxBgdbuu9ZceHwhh5s347se577Jk1s7/fsGa7riMUqLAzWuDVvtRb07AkFVM3K/vhjjNOX69yNQpoA9gCKF0dmsbcQFydevnz5kJHrC0hIgBv89de9PRJjsGcP4pJ58kDh4jkPChK9eJnnOLXg6FEsxl274u+YGCgayrZyJ04g/4AImb0hIchedoXGU4lt28Rccz32+PH42zqhS5KgCGTMiO/9/LRxK3sSDx7Ais+QQZSrseuWyDmPwePHKD/kc9hLdOvYEbFje5n3sbFQEAoU0NaIRQkug3S0Fv7yC8aohdAjpSNNAHsA772Hh9obrla2wNnqcKX/rzswbx7G5i1XuFH47jtYfaVLw8XHVhlvnurF60nwYlywoKDDXLkS97t3L0qyRoxABniePPB4SBJcnPZc1M5g0iScr2RJZGCfPAmls2xZlH09fYrna/Jk4QFil/X06b5ZX/3oEazeoCDhIeJxr1nj3DklSTCHEUHQWWPjRnWv1PDh+N6ZVqtXr+JYR7SXly/L/yXzpXa4JICJqDAR7SKi80R0loiG//t5TiLaTkSX//03h6NzpWYBzIvSuXOeve7331t2ozHK4jAST5/CYurY0dsjcQ6SJFxmhQpBuw8MhFXYuzcSW4h8qzuPUeBcAuViXL06BN8PP8Dt6ecnywMHJqdCfPNNCGUjnsnatZEQdOcOLLPChVFDzAxPvPn7IxN7wQLnGop4GuHhUBLSpwe3PFPD5syp3/pUokkTMSf9+ln+BgkJ8OKwR0MJbis5ZIhz1+UQhKN1MCkJ1r8ah3VqgasCOD8RvfLv/7MQ0SUiKkdEc4lo/L+fjyeiOY7OlZoFMGt0X37pmetFRspyp064Jrv+mjXzzLWdwZgxWByNau/nKSQmIqalXOSDghBf5168iYlwsQcFJa/zTMnYtQvCVdnUg+u7eatWzf49HziAfVytBefe2xMnwiKfOtVyDLx17ep73h8tiIhAgltgoMiqJwLLmLO4eVOcx88PXhtlhnjfvkgEU+aIREZCwSxd2vnckc6dEX7Q4gl85RVkt6d2GOqCJqKNRPQmEV0kovyyENIXHR2bmgWwJEEz79TJ/df66y9YAAEBaATBGalLl7r/2s7i9m1YjEOHensk2hEVZdlsIDgYGrstoo3Hj1HeRVWdSQAAIABJREFUUbCgevealIKnT3E/JUsK6+n5c0uB9/nnjktmGjdGaMaVZJvvvsP1smYVcV2lxfvwIcZZrFjKTeqJjER7Rr4vfu60ZCvbQ9euELLr14tuZ3PnIjmKmbfWrhX7d+mCNcVZJVKSIHy1roHdu2NcqR2GCWAiKkZEt4goKxFFWX0X6ej41CyAZRkZgwULui8OHB8PS9LPDwsOJzDMnYtf0tf6o1qje3csoK641jyF48ctF/qJEx1bV8ePQ0jXrZvyyUf69cN9z5oF4fD77yhB4vnQysV86JA4jx7cvo04YsOG4po5csDVvW0b5pef+8mTQdLBNcIpFU+f4tkhgtelSBEkajlLU8q0tNOnw9Xdpg3+fuMNrBUFC4oOVkzioezdqxfnz+Mcy5dr259/P7UuTqkBhghgIspMRMeI6J1//9YkgImoHxGFEVFYkSJFPHbT3sAXX2BG3cE2deqUKFMYMMAypvPaayA88HWcOiUWBF9GWJil8K1ZE71NtRAkMM+tL7fL04L27S3nQLnNnKmvP3HTpohpPnumvt+5czi3knKSeaMzZEhe1iJJiMETgZWL46e+1p9bD6KjIRRnzRL9xvUqL0o0bYps9NhYzNfy5VCCc+YE+UdgIOqOc+ZE/bQrnORMdamVcIXbpu7b5/w1UwJcFsBEFEhEW4lolOKzNBe0FZjjdNUq485pNoPogdu+WfcFffIEbiNnage9gSZNUCblq51QfvsNC1SRIsjynT0b7n4ilJp98olj2kMuj/HlkIAjJCQIik17W4kSstyhA2K8O3faF8qHD2N/63Z5ZjMs5PHjRXMKIgjgmTMhkLnnNrO72Rrn668jiWnLFvxGJUp4v/7dKLRpA6+Ks7kT7GpWPosXLyJ2r/wtg4PxuSto2xbvjVYPIMepU/J7ogWuJmH5EdE3RLTQ6vN5VklYcx2dK7ULYLMZbroePYw53+3bwgXXqhViXdbg+JivdGNyhJ07Md5ly7w9kuRYvBgxxdBQyziuyYQ42quvYuyZMiExyd6ClZQEyyNdOgjxlIZduwSZRZs2WChZiE6bBkE3YwaywYsWtS+Ud+wQ7sXmzeFCDg+HC3nQIMT/iKBANmwIl7N1dySuF1Wbx4gIWMq5csHCI0L2dmrA7dsou2ra1LnQliRBoSlRwtKDk5Agy+PGid9NSWjiDJxZ+yQJtJzKJL/UCFcF8KtEJBPRKSI68e/WjIhyEdHOf8uQdhJRTkfnSu0CWJaxYL30kuvnWbcOTD4ZM0JY2Xv5OnVCwkZKIfeXJGQ/li7tO2NOShLlNq1aqZfNHDuGWHb69Ni/aVMIJOvfJzISQiFvXt+PzTPu30fiDlv7THghy1igM2Wy3Yrx8WPwXNsTyiEhya3n4GC8K998o54TMHQo9nUUU790CW7UMmWQi+HnB0rW1IAFCzBnP/7o3PHcMnX9esvPL160/E1mz3aeL/7ECfm/UIAe1K6NsrHUjDQiDg+CXxZbfU61ICpKLII1a2JhsYWEBMRrsmc3zuL2FH74Aff366/eHglclZycMmyY9gXowQO4RVm4lCmDHABlFu65c9Dwq1UT3YF8EUlJsD6zZYNi8cEHluONjIQQ1FMWc/48BKE993X+/LYtZWuUL6+9VGX3bsQ0a9aEdV26tG/Pu1aYTKgVzp/fua5PSUloU6hs0mAyIeZr/bs0aODc2vXpp86te337wnJOTVzx1kgTwB4E10l+/73+Y/fsQQwlIADZiLZ6acoyLI4sWcRLU7QoNM/Tp+0f40swmTBmLa3X3IkHD7AI+fmhZZ4zSEgAaxF35cmWDeT4TALBiTRdu/rmInP4MDwSRGgcYcut/tln+N4Rk9mNG5jH+vXhyidC/HzYMJTOcdJNcDDihdaW8ksvIfmLhfKFC8Iy04pVq8S5iGT5/fd1TIYP4+hRzKmzWd7c0/evv/D3tGn4e906PLtVq6KBRaZMCBXYa2loDy1aoDJDL5jOVWtWfUpEmgD2IJKSUK/Yv7/2Y+LjsVD4+UFTdRTP/fln+5ZFUBBeqL59YZEdPOibCSncV/bAAe9c/9w51I0GBxtjiUsSXJ4dOkCB8veHZb17t1js1NqzeRpPnuAZ9fODtbhunW0FQZJghSp7TCu/O3UK91e1qngGy5dHUmBYWPJztm4NJYUTtth9PXMmhHKxYsmf6WLFIITVLGUlOAmOCL9DauEbHjoUv5cz9xMbi3BIkyaikQVzebP1ev48PG6chd6rl7a6apNJ/5rHYOatHTv0H5tSkCaAPYxmzZDEogVnzoienv36aXvgR4+GoC1eHHR/JhN4iL/9Ft81bCja4fEiVKYM4sVz56JzirKLjTcQHQ1N2xsNLHbtgus+b173MFfduiXLEyaIulllez5n+HWNhCTBSsydG4vwyJG247qMffsw7hUr8HdSEsghRo8WLRn9/BDLmzvXfsiEwfXVU6fa3yc8HEKZ54yz0K0t5dmz8SxbC2WzGc8V71+unG9yQevF06dQlqpUcc7Txe0FiVADzPN29y5+wylT8HdiIure2SBw9I5wgp6S1EMrHjzAsc56oFIC0gSwh8Fk6LaylhlmM9wvQUFIotq4Ufv5a9USscfPPrO9jyQhe/XXX+HObt0a7m3lQlaoEJpiT5mCbNPr1z3rJuWX3NGibSS++QZxwrJl3c8VHBuLrNwKFSzn3VuZ0adOiUzuOnWQOOMIXbviGV2/Hl6VfPlwfGAgrKkvv0R7PT1o0wYWkyNrtmRJ0bSds6ftWcrWQvnOHctSm0mT9I3RV8EJVZ9+qv/YiAgxH9u3W373xhsQtsr3f/duKD/p0mHe7eVHMB+3M25kSYIy2KeP/mNTCtIEsIfBHLgbNtj+/u5dWK5EKM/Q8+DGxmLxCwrC8XpJP8LD4e6ZPx/Uc+XKiXgdEazS118H5aK748r37yPpZ8AA95xfCUkSPW1ff10fkYQR196501IQt2zpuX7B0dGo6Q0IgFW+cqXjDPSnTwWxAm+ZM8PF/sMPziUDMZih6YMP7O/DHb7UBA0L5VmzbAtlZc/m1OLmlCR42DJl0p9dr2zpeOOG5XfcRMHa2o2IwG9OhNi+rWu+9RaebWfRoAGMitSKNAHsYSQkILY4fHjy79avh3s4OBgF6Hotzj17xEtUrpwx433+HG6kL79EHKdGDcvFK0MGxIXcEVfu0wfnV/MWuIqEBLSLJEIJkTdpIjkZhrcaNVDL7Y4xSRKSaQoWxLX69oXQsocHD2T5q69QWsVlVkTIKt60yVjylLZtkUhorwTp669xbS1WuhJKodyuneVcs9dHaSmnBFpUa1y/jvXj7be1HxMRgecgUybMg/XaFBGB33zEiOTHSpIsr14NBSx7duQLMHitc4XjfcgQPAu+mKRoBNIEsBfQsCFiNYynT7H4E0GYOcs6M3OmWEzcmeHpqbgy88dy/MloREbC4iWCBewLL/knn2A8+fLBzUqEEpOPPzaum8/ly6IlXZUq9q3tK1fQs7duXYQDiJBbwHXRNWsaMx5rMC2pPddwjx6w1o2oFefMaN6KF0/+d7t2KUsoz5mDsWtNIOzUCa7ko0dluVs38AtYK2Nvv43Qlj1X8+XLonSpRw9Qi+7di79t9R3WiqVLcQ7uLpbakCaAvYCPPsKCFhmJh7RYMQitKVNc41tt3lwsHJ7mUFXGladONS6u3KoVFlujs7WvX4eXIDBQP0GAOyFJotb7l19gXTZujL+DgkB6cfy4c+eOi0PMPygIVsWiRZYhBEmS5X/+gftX6RKvUgXP7MmT2Oevv/C5O3sct28Pq8paEEgSnqu2bY271vz54l5PnUpuKdsTyrNm+aZQTkyU5YoVEaN1lLjJ/OTTpuFvVn4+/thyP27IoOaqT0xEhru/P5LwmjXDOudKQwVO9Nu0yflz+DLSBLAXwByslSrhAX3pJddLbsxmxGiJYI36Ss0vx5XnzXMcV16zJnlcmbXoJUuMG9ORI7Aws2fHb+FriI1FaU+WLKJ5+blz6PbDLfdeew15BFrJQTZvFpnJnTqJ5CiTCQk1w4eL2lt/f5x/wQLbPMMdOuB3cyeRxZkzeDcmTLD8/MoVjPHzz427liRZZkbbeneePIGw1SKUt23zvlDevx/jUmtqf+cOfseaNS3vuVkzJH8qf9/YWChEvXo5vvbevZbKt7MMWrIsksNc7Rvtq0gTwF7AP/+Ih7N3b8edYLTg7Flxzi5dXD+fO/H8OeqZHcWV+/UTXaTU3F968OuviEsVKyaEmy/i1i2UQpUsaZkUFhEBZYaFZdGi+NuelXHrlmjkXro0lKHYWGTW9+wpyqGCgkCYsHKluqv7wQN4DWzFA41Gx45Y9JXhi2XLMN7z5429VmKieP6aNtV2DAvl2bN9Uyj364fkOlseE0lCglTGjMkrDXbvxvi/+MLy8+7dUaetJd5/966Yh3r1kid26UHBgnCNp0akCWAPQpJA6q8UNkaBFyYi52ruvA3ruPIbbwiLXrkp48pqSUO2sHAhrKrq1VMGu86+faKkx1r5MJlgAdevj3nJmBEWMgumxEQI5kyZoHCMGQPh2ratSLbJlg3K2vr12pvVc1mJJ5SXs2fxe40bJz7r1AkxcXfE65WlOL/95tw5lEK5fXvBusVbsWKeE8oREVDiatRI/vwsWWJbyMoy5rZGDYxdedyWLTjm558dX3v7duz77rtQorJlQ4a8M2jcGIxsqRFpAtiDYJ5j5bZvnzHuYs7kDQjwbBmNO8FxZSW7lzXxgpa4clKS6Afbpo1vsn/ZA2dGK4WQNY4fhzXL5WfBwZZz9PLLSLLhhK6BA0FmoTe72mzGouxJgvxOnaAwPHqE3zVfPsHS5A6w65bIOEIaLUK5bVv3CGXuiKZ02V+4gGekSRP7isyGDThOmdVsMsE13a6d4+tOnIhn7tkzhA1q1cL5undXJ3exhVGjYLQY4QHzNaQJYA8iMhKxjNatLV/ATJlQ7zZ+PFyDzpTdvPwyztWggfHj9gWwK3rPHn1x5S+/FLHPkSNT5kvcvz/G78iC4J7T1luBAhDgBw+6ljnMDFTOcJk7i/Pn8duOHSvCLMy85S4MGCDmzpWkSDVEROAZdiSUZ86EUNbr7WFIEni8s2aFWzgxER6gnDnVSVKSkhD+qFbNUkgPGQJFz5EQrVULDGiMxEQk9/n741711Ln/73+YE0+S8ngKaQLYS3j2DDNcogTq5EJDhZVChIe0Sxe4rMPC1BcCpmwj8i1OYSMRGwtWnBYtbH/PceWlS0Vc2VoQcVx56VLf5cG2hYQEsFQFByeP55nNuBdb7nresmZFzFYvMYs12rTBb+Bp6sYuXeBinzIF9+NsA3qtkCQxd/Xre648jYXynDmOhfLWrdqF8uXLEJodOiALnkhb+8KvvsK+O3eKz5hIaPVq+8c9ewZPnK0ysn37kLcQEIDMei3evyNHZM2u75SGNAHsRVSvjmxTRmwsHtC5c5GVmT+/ePmCg5HM8P77eBCVTeHZXUTkfA1xSgAvHmfPOt73zBlBMtGxo+24sr8/aCc7d3Y+ruwpPHgAd3vRorBctm9Hs3JrYTt4sCUj0aFDos7Tzw9lXTt36hcqd+9i0Rw71tDb0oSLF4WHo2hRz1zz3j0xp3PneuaatqAUyh06OC+UuekHEcrctCAuDi7/xo3FZ5KEa6q1gdy0KbngViIyEs8kEWrMHdG+xsRgXy6VSk1IE8BeBDdOsJdVyDHQtWthwdSsiaQcfpGKFkWSA1vOnlqcvIXHjxELclQKsXMnkj5CQpK3ybOuV27VKnlcuXBhy7jyjRveJ+mIiUFczZ6Vu3ix+hjv3IFFkjs39q9YEVzUWkuJeAG/fNmY+9GLLl1wfa0ZykZASdLhC/2pGdZCmUMsynXBWihHRorv9fBzM7mP0vMycSIUInuJjKNHgznL0bO1Zg1K7bJmRaxaDS+9BEU6tSFNAHsRGzdilvUQ8MfFwQ30ySdwUxUqZPny1amDF+Cnn7DopjYMHIiX294isno1FJLy5fWVPijjyp07669XdgceP4YQaNUqOXcxb0OH6uNejotDTK1yZRyfMydyD9SapSclQSlp1MjlW3IaTASRJ4/nrilJyKnguf7nH89dWy8cCWXlVq2adk9PRASymJWJb5xrYK/ZS9Wq2nNRrl1DrJgtc3vPcsuWeKdTG9IEsBfx5AncgtOnO3+O2FjxYlWtCgHM2bBszXXoAOL6gwdTfuu1y5cxZ+PHW34uSSJG2LChaw0BGLbiyvbqlY2KK9+4AYaqBg0sG9cPHQoGKpMJrvg33pDlY8ecv44kod6zTRtcJyAAz8n+/ckt6d9/xzj0NmI3EkzRqdeCcxW3b4vrFigAV3xKQUQEvEENG9oWxEWLItQ1Y4a6+3rUKDwfSldxpUqWSVYMXtP0uIv5mfb3h3t7//7k+0yYAMXam1zt7kCaAPYyKlVSj6c4AjdgyJpVJGrFx0NwLFwIt42SlSZ9emQojhiBEoNbt7zvXtWLtm3BYsUEJvHxKNQnQjmOO19SkwkWwJo1xsSVJQnW9LRpqHXk85QvD5exrcb1RuP6ddxLtmy4dmgo7o/nsUULuPPdlRGsBc2bQwgEBNhuZOJOLF9uaT3GxHj2+q7gyRMoDmXLQlm/fFncS/v2tt3XLJS3bIEX5tYtCL9hw8R5ua2qdWIflww6Q4W7f7+g5Z061dLDxOVUp087Mwu+izQB7GUMGYIyJGcXN47RdOigvt/du0jWGjsWGbVKS65AAQi1efPQUN3IzjbuwKFDGPeCBdDymYxi+nTvKBOSBMvVUVy5VStY6Rs2oJRnzBhRPkYEi2LOHO+VW0RHo9yrTBmMJyQE8XYi7/bMNZkQKxwwQNQ7e9ISlSTRIpQIAsqIRhCeAOeIKL0lXNazfDn+joyEpTx3LhR2W0KZ///ddxDKN27g7xkzLK83ZAgy1p1VgqOiBBd67doi453bVDpL5uGrSBPAXgbHtg4fdu54bsCwZo2+4xIS0P3ks89grSlp9AID4VodNgyCQkvTBE+jXj2M9eWXYdV/+623R5QcyriyrfZ3vGXKhMXvzBnf4PA2m2H9NG0qxli/vmsub1fACtePP8LiSpfOtRZ3zuDGDcRCeT7UiFF8Bd9/LxRTJSQJ1Rc5ctjnHLAWytbPrNKrxpayLCN3Qpk17Sy++w5evSxZsLbFx8P7MXmy6+f2JagJYD987xmEhobKYWFhHruer+DBA6L8+YnmzSMaM0bfsZJElDs30dOnRA8f4v+ujuXwYaKDB4kOHSI6epQoNhbfhYQQ1apFVLs2/g0NJcqY0bXruYIPPiCaPh3/372bqH59743FHqKjiTZvJvrlF6I//yR69ozI35+ocGGiokXxu1+/TnTqFFF8PI7JkIGoYkWiqlWxValCVKmSd+baZCJKnx7/z5SJ6PlzoldfJRo2jKhNG6J06TwzjlmziCZOJHr0iChPHqI+fYi+/Zbo6lWiggU9MwYioqVLiQYNEn9/+CFRz56eu74e3LlDVLcu5mfv3uS/1fnzRE2a4L355htt52zenOjMGaKPPiI6d45o3TrL74OCiBISiLJlw3fVqrm2Jt24QdS1K9H+/USdOxPt2kVUsybep9QCPz+/Y7Ish9r80p5kdsf2olrAsgyS/JYt9R/H2Yh16xo/JlmGNXbsGGjsuna1dJemS4d42ODBsD6vXPGclfzzz5a0i75knT94ANdes2aicX2ePGi68ccftt37euLK8+Z5rl6Z43kbN8I1+OmnwlNSuDDigJ5oMNCoEcqmGNev4/kbPNj911bCbLbMin5Rtz/+wHw8foy/a9SApWxr3yJFkOg3fbqlpawVJhPyIwICxDlTEyjNAvY++vUjWr+eKDycKCBA+3HLlhH17w8LYfx4941PicePYR0fOgRL+cgRWEZERHnzwjpmS7l6dVhORkGWiRYuJBo9mqhGDaLWrWEZbd9O1KiRcdfRi2vXiH79FZr5/v0YZ7FisBLbtCGqU0ff70qEc9y6RXT8ONGJE/j3+HGi27fFPoULCyuZLeYiRYj8/Iy5r8aNYelcvy4sKLOZ6I8/iBYtgkUSHEzUrRus4vLljbmuEgkJRDly4B1ZuFB83q8f0ddfE125gnnwFJ4+Jdq4Ee/q6NH4bPx4opIlPTcGR1i8GM9MjRpYH+whLo5oyBD8//PP4X1xhAwZ8EwHB+NvtoqvXycaMIDoxx/hmTh1iujYMaKwMPx75Yo4R5EisI6VW5486tc9eBDvERHmffZsz3lg3Ik0C9gHsGYNNLsTJ/Qd1707jjtzxj3j0oKkJIz7yy/REKJUKaGpBgSgmfvAgWjefumS89aqySSYn9q2RUYnM/W4kkXuDCQJxARTpiCLne+3cmWUU5w44T6r/PFjWMBcr1y2rHq9srNx5atXcb4PP7S/z8mTstynj0joa9gQXYSMTFDiLH9rIowbN5CrMHCgcdfSi6tXQWxSsqT3+/8yzp/H79GsmbZncNs2zO/Uqc5d79tvcfy+ffCQtWple7/ISJTRzZuHxDClN83aUt682XZLTE4eI0Ilx5Urzo3Zl0BpSVjex82bmG17he32UKIE0vZ9yQUry3CPbtoE8vVGjZBIwS9OrlxIHJs+HQlKWnohR0ejFIYImcPKBX7GDOeUF71ISoIwGDECc06Eesd69eCadZVn2RUo65X79UMCnVq98qFDjuuVx42DYFcj6GA8foxsfKb+LFECJXB6u97YwtSpGIetDl/9+0MI37zp+nWcxd9/I9TQoIH3a1QTExEWypXLkqrWETp1wj1cuKD/mtHRCANxMuiCBdqPtRbKJUtaCuXChS2F8r59+LxpU5TMZc4Mxd7X1j89SBPAPoKiRbW1+WJwA4YhQ9w2JMOQlIT6vWXLUNZStqx4yfz9YUX26wfWp/PnLQXsvXuoj/X3t2ypxoiIQBaxOxp2x8WBhKJXL0HhGBSExWbFCue6VnkKyrjyqFH64soJCegj27q1vmsmJoI2tU4dXCNLFmTSu0Jf+dprqEu2hZs3IYD793f+/EaAPVi9enlXGDARjV7ClPv3IdDeeMO58b/7rniuTp7Uf7wSUVHqQpm3vn1R7kSELO2U2oI1TQD7CLp3x6Kn9QXgBgxbt7p3XO5CRASSMqZOhQuZSSDYjdqkCYgCrBM/bGH4cCTlKJsQOIvISLjV2rUTjeuzZoWg+vFHbRa7r4LrlX/5BYu1vXpl/n///s7zYB85gsS9wEB4Clq0gLtTz7meP8fxag0gBg7EPnpoR92ByZMxZ95q3HDoEEI+3bs7d/zSpRj/N9/oP/a338Qz44766KgoWd61S5bnz7ctjNmFnRJd0mkC2EewYgVm/Px5bfsfOoTM6ZROLckwm9HlaOVKxBWtX7Dy5ZFJvGIF9lO+6DduYPEZPdq5a9+9CwKKt94SjS1CQkD8sGWL912L7oZ1XNl67nPkgHXkTFz53j0I+7x5ca5y5ZAvoIWyk+OTmzfb3+f2bbhP+/bVNh53wWwGGY6fHxQcTyImBpZikSLOU7CazYir5s6tP8M+IUE8K+5Gly5QEpVCuVMn0PA6w77lbaQJYB/BpUuY8a++8vZIvI+VKyEIixTB/6dNQ9xH6ULNlg0Cc8oULNBNm8LlqXUBungRZTS1aolzliyJdo+uNq5PybhwAXMxaRLmwai4cnw8GmVUrSqE+vvvq8dvmf83Olp9zIMHYz939wl2hNhYdCzLmNGzpCWDBkHw79rl2nlOnoQi27u3vuOU9JbupumcNQvXMYLr3ReQJoB9BJIEq6tLF2+PxHuQJCz8RBCu1kk8ZjMExKpVcI9WqmSZAczbV1/J8qlTiD0rz330KFqpKWPQ1aohyePs2ZSdzGEURo2CMLOVxGMdV379dfW48o4dya0pSYKl0q4d9vf3R1b73r3J579mTcSTHeHOHcTm9QoOd+DBAyiOBQp4phvZ5s2Y+1GjjDnf2LE4n54ObV99JZ4Bd1NFcmOQAwfcex1PIU0A+xA6dkR7wRdREMTHC/dnnz7aubGfPQNl3vTpyQVxcDAsA+VnAQFwp372mTEx49SEuDi0J9STDGgdV27Z0j4P9tSplv2Vb96EFcxCvGpVWMnx8bBw/P21Uw8OHYrf1pvZ6IxTp5ChW7WqY+vdFYSHy3L+/AjPGMXfHhODhNBy5bSHXt59F8ZDwYLOEQrpwbVreFaWLXPvdTyFNAHsQ/j8c8y6t11pnkZ4uOB2njnTeQWErYHmzZMLXmUZVPfucJueOOEb3Mu+As7m3bHD9XNxXHnuXNv1yjlzQhEaPRoW1LBhooY8b17Bnf3XX9qud/cu3OI9e7o+diOwaRPut3Vr94QzJAlJioGBxvcpZitz5kxt48ibF567MWPgPXEnS5vZjORIZWemlIw0AexDOH0as756tbdH4jlcuYKFN316191XkiSIMXLkgKD95RcU9e/ejfhRq1aghmRBkCkTXKkTJiCb0xYBwIuCV18FQYK74t/PnzuOK1srTHoILoYPhxXsStmTkVi0CPeglsXtLJgAQ4uQdAbvvIPfw5FHgelwV65E3NsTeSw1akB5Sw1IE8A+BLMZlkGvXt4eiWdw4ACyLnPm1BdzUsP16xC2ai5sScLC8t13qKOuVk1kPxOBSKJrV1lesgSLijf74HoKvJDOm+fZ65pMUDyVceXs2cVvoSWuzLh3D0Ljvfc8egt2IUlIkCISrf+MwK1bSEKsU8cyz8FI3LmDpMbGjdU9UosX4/64Y1rp0uic5U706gWrOzUgTQD7GN5+G1ZIasf69VgsS5RARrK38fw5lIC5c8G+ExIihEDGjCCEGDcOFvWDB94erfEYOhReCL1k+e6ArbhyoUKWlrEyrvzrryKuPHIkhLa3eipbw2QS5W07d7p+PrMZlJ+ZMrm/7pUt+LVr7e/Tpg2Y4RgffYTwjzvzKz79FONKDd4GYKXgAAAdoUlEQVSqNAHsY+CHy5MNxz0JSYIlQ4SG2776ErEQ+OEHxJtq1EC8jQVAsWKoP/zsM5BOpORa4efPYVF17uztkahDGVfu1Ml2XLl8eWE5+0p/5agoJDVlz+4c3aMSCxfKHktCSkqCdygkxDbTlNmMUI/SY8fllO70pGzdimu4WnblC0gTwD6GsDDZI+n83oDJBOYiIiSQxMZ6e0T6EBsry/v3o/i/bVuUmijjl3XrIhFlw4aUpUAxyf2ePd4eiX7ExCCu/MUXIq6stJQzZIDy1L+/dh5sd+DaNeQevPyy80lK587hflq08FylRFgYlJlBg5J/988/mONvv7X8vHp1ZIC7C3fv4rqLF7vvGp5CmgD2MZhMiL14s8uLOxAdjQ4tRHDlphaii1u3QFE5ciRIPbgHMBHqQTt0AEH9oUO+y1pWowasydRS/sYLNNfH2oorlyunLa5sJPbvR71y/fr6PSYJCeBEz53b8yGQYcPgVj50yPJzpoa0VjYXLMDn5865ZzySBMvb2xzgRiBNAPsgmjaFKy214M4dtCUMCAANYWpGfDwssgULIHyVNbFBQXC7jxoFoa2l05C7cfw4xrZwobdHYizGjoWgZWpXSUKikDNxZSPx3Xe4Vo8e+s7NXNM//2zseLTg6VN4eypXtnTpN2uGpCtr3LsHgf3BB+4bU7168DildKQJYB8E0635QkKMqzh5Egtd5syy/Oef3h6Nd3DnDjrUjBmDRSMoSCz6BQui5vWTT2AhGUWooBUDBsCtGRHh2eu6G48eIVGpUyf1/azjymXKWNaQK+uVXemvrMTUqTj3rFna9j94EMpEjx6uXdcVcPOX+fPxd2Ii3ml7nrqGDZFg6S6vysCB8GqkdK9NmgD2Qezf7z1t10hs2QJ3esGC7u/Xm5KQkIDErUWLsOhzf2EiJHrVqIGa1rVr3WOFMZ49wyLqK2U7RmPcOAjTs2f1HaeMK/fti5imUmlyNa4sSaKFn6PWgTExiBsXLWpMf2VnIUmIPWfMCAazgwcx/h9/tL3/ypX4/vBh94xnyRKc3xN0n+5EmgD2QSQkgEZxxAhvj8R5LFsGl3OlSr7havV13L8P9+j776PkKThYLPj586PcY+5c8CgblbzGHL4HDxpzPl/D48dQMDp2dP1cXK/8zTfqceUuXURcWY1EJC4OOQPBweAot4cBA6BE7N7t+j24ihs3IIBbtZLlGTNk1VKgyEjkQwwf7p6x7N6N62/Z4p7zewpqAtgP33sGoaGhclhYmMeu5+to2JAoKoro2DFvj0QfJIlo0iSi2bOJmjQhWreOKGtWb48q5cFkIjp9mujgQWyHDhFdvYrv0qUjqlKFqFYtotq18W/x4kR+ftrPL8tE1aoRmc1EJ07oOzYlYeJEPIunTxOVL2/suWWZ6OZNouPHMYfHj2O7c0fsU6QIfquqVcVWuDDm++FDopo1iRITiY4cISpUyPL8mzcTNWtGNGYM0bx5xo7dWcybR/T++/h/pUpEJ0/a3/edd4gOHCC6e5coIMDYcYSHE+XJQzR/PtHo0cae25Pw8/M7JstyqM0v7Ulmd2xpFrAlPvwQWnVKarsVFwdrgwglIb5Qg5ma8PAh6DInTJDlBg0Q42QLLG9e8A7PmgXrwFFbuCNHcNwXX3hm7N5CeDjCIO3be+6aeuLK48fjswoVLBs3PH6M+tsKFTyfF6CGxEQkXhE57j61fj32277dPWMJCfFuXNwIUJoL2jfx11/4BTZt8vZItOHxYyQYEcnynDkpPzkiJcBkQhbz0qXgvS5ZUizyAQGoxRw0CG7Ty5ctf5NevSDAvRlX9BS4xeWpU94bg3VcOTTUMq7MW58++D05e94Xcyc4SbRECfX9YmOh/LirQUajRojPp2S4JICJ6H9E9IiIzig+y0lE24no8r//5nB0HjlNACfD8+dIyBk3ztsjcYxLl5AoEhQky+vWeXs0LzYeP5blP/6A0GnYEDFQXtxz50YiDfd8ffddb4/WM3jyRJazZgV5ii9BGVdW1o8rNz1xZU9hyhQxvmPH1Pd97z3MvTus+OHDEZNOyZwCagLYYQzYz8/vNSKKIaJvZFmu8O9nc4koQpbl2X5+fuP/FcDjHPnC02LAyfHqq4ipHjjg7ZHYx/79RK1b4/+//UZUp453x5MGS5jNROfOWcaSL1wQ31eubBlLLlUqdcaDp0wh+vhjxGorV/b2aGxj6FCiJUvE3xMnInatJ67sCbz2GtGDB0TPnuG6hw7Zj/Fu20bUuDHRhg2ICRuJFSuI+vZFbsRLLxl7bk/B5RgwERUjSwv4IhHl//f/+YnoopbzpFnAyTFhAkjcvUGdpwXr1sHqLVnSd1rApUEdkiQoNKdMQaOArFkt45PNmsnytGmI3aUWF3XE/9s79+goyvOPf18kQFAQCUjD/X7zkiUikFZRVCwUitBK+Uml3g7YHqooClILgiIV8GgBUdEit2qgWAEVKAJB7pdfMYkShASqgVBiEgIEEoFA9v398d35zW4Scp3d2ck8n3P2ZDOzO/M+s7vzvO9zPc1618OG2T2Sq1NYaH4OxbsnZWdrvXFjxfzKH37I1KtgxGDk59MyN3Gi1vHxutySkJcvMz4hGNYHIxXq00+tP3aoQHV9wKUo4LPF9p+pyHFEAZfEaDBvRYN0K/F6tZ45k2O7447QlPETrGHnzpI3+KIiFphYuJCBNTfdZN7clWIg0OjRzO389lvnmvyMAhhJSXaPpHRefNFUqNdfX36Oa3l+5chIM195wQJr6mAbjRA2bOB9oH9/+nnLqn3+1FMcl9UBpXl5HMuMGdYeN5TYqoABjAGwH8D+1q1bh0pmx5CXx0jol16yeyQmly8zwtnwIYZThKZQPqNG8YbpH3FbGmfO8Gb78staDxgQmPPaqBH7xE6bxhtxaZ1ywpEzZ6jYHnjA3nEUb7c4eHBJ32+nTlVrN1hYaPqVn32W0fLVyVcuzqRJtMoZUfZHjlC5Pvjg1d9jrFQXL668POXRpk34d/Eqi7IUcIXygJVSbQGs1aYPOBXA3VrrTKVUNICtWusu5R1HfMCl07Mn0KAB8OWXdo+EPp/f/Ab44gvgT38CXn0VqFXL7lEJFSU3F2jRAnjiCeDttyv3Xq8XSEsz/ch79gApKbytA0C3bvQjG77k7t3D87vxyivA1KnMr4+NDf75iop43YwcYeNx+jT316oFdOgAHDnC/1esAO6/H7jhBuvGoP3ylY1HcnJJv3KPHoG+5dL8yr17AxERwM6d5rYZM4DJk4F165i3XNr5O3QAOnakT9hKBg2iHGXlI4czwfABvw5gku/5JACzK3IcMUGXzvjxLH1ndyedjAxWtbrmmpL+KcEZGL2mv/7amuPl5XEFNX261oMGaR0VZa60GjZkmsiUKawBHg7Ru1rTDNqoEZsxWM3Fi4wKXriQ6V9xcYzSNa5JnTrsrzt6NM3Ge/bQJGyYntessX5MZWH4lWfNqphfefdubi/eZOHSJXbTatv26ibuP/+Zq+/MTGtlmDiR17Ww0NrjhgpUMw1pOYBMAJcBnADwBIAoAAlgGlICgMblHUeLAr4qa9bwk9ixw74xJCUxcKdBA+eXfnMrXi8LKMTFBfccaWlaL13KEooeD2+6xg29SxempSxYwEnAlSvBG0tZTJ/O8ZRVArI8zp3jb3LePOa5xsQwOMmQtUEDdux5+mmtlyyhvKUpiV27eI38m9rbSX4+FW15+cqGX3nfPub7btvG7VdLmzx4kPvnzrV2vMuW8bjBan0YbMpSwFKKMgzIzQWaNKGZ58UXQ3/+f/2LZudGjWhiuvXW0I9BqD5btwL9+gFLlgCPPBK68+bnA/v3m2lQe/awjCAAXHcd0KtXYBpUkybBH9O5cyzdGRcHrF1b/utzckqakI8cMc3vTZvSnG2YbmNjmRZTngk+P58m36IimlDDtWTr5ctAaiq/P6dO8bodOsRSuQDl7NqV6W4AMGcOMGoU0Lhx4HE8HqBePbowrCIpidf744+BBx+07rihoiwTtCjgMOGWW+i727AhtOd97z1g7Fief906oHnz0J5fsI6HHuL35+RJIDLSvnFoDXz3XaAv+euvqYQA+gkNZRwXx+9e7drWj+Mvf2HN8n37OAkwxpaRYSrZxMSSObht2phK1lC4zZtXLQf3ySeBv/0N2LYNuPNOa+QKJh4PEBUFJCSU7lfevBm4eNF8fXG/8qZNjD04epQ+YSu4cIETuSlTgGnTrDlmKJFa0A5g7FhWNApVbeWiIvpWAOaEnjsXmvMKwSEri+bRYHWmqS4FBTRhzpyp9dChWjdrZpo669fX+q67GH27Zg1lsYKzZ81zTJhAf7W/D7tWLfo1R45ktHBCgrV+7LVreZ6JE607ZjDJyeF4X3217Ne9/jpf17EjsySK+5WNh3++cnVdEZ06hV+Vs4oCMUGHPytXAiNGsGPK7bcH91wXLtBE+fHHwB/+AMybF5wViBA6Zs8GXniBJsJu3eweTfkYqyv/VXJSEnDlCve3bx9oto6JYWTu1SgsBA4eNFe0SUlcdRcUmK+57bbAylK33gpce21w5Dt1Crj5ZqBZM/6m69YNznms5JNPaOLdvZvX/WpoDdxzD6OsDx+mjAUFwDff8LqPHcvX1a0LXLrE55GRtHT4X/9bbqm4peZXv+J327/Cm1MoawUst90wwTBPbd8eXAWck8Oyknv2sM3X+PE1syyhm/B66Uro29cZyhfgd65tWz4eeojbLlygAjWU8tatQHw890VGMl2vTx/euOvXBzIzTYV78CD9mADNlR4P8PjjLLv51FNUGAkJoZFNa5qez5xhSo4TlC8AbNnCCUnP0o2l/49SwLvvcgLz3HPAhx/yfUaKWq1anNjv3EnZ/ds4/uMf/K4Cpl/ZXyl7PCX9ygAnM59+SvN3vXrWy24bV1saB+MhJuiy6dSJjbCDRWoqu5vUq8c2YkLNYONGmvzi4+0eibV4vVonJrJ7UGlNDPwf/foxWjYtrWQVr1mz+Jrdu0Mz7qVLeb7Zs0NzPqvo2lXrgQMr/vopUyhn8VaEOTks5FGa6d3r1fr777VetYrvHzxY6xYtAj/L1q1ZSGXaNLokjh3TesUK7gvHzlHlATFBO4PRo2kGOnXK+gIHO3YAQ4fyuJ9/zpWEUDP49a9pOTlxwjmrreJozfH7B0YlJTFgyqB1axb/UIoroUuXgOPHzQCqunVpZvYP8GrRgubRdu24urK6SERxjh3jCt3jYWEdq5vUB4vMTAaavf468PzzFXvPxYuUFWBDCf+V6eDBNEmnp1fsXpaTE7hSTkpicRNDPUVG0kLy978DDz9cKdFsR0zQDqFvX3b/SEmxNhVo+XLg0Udp7lu/3rroRMF+Tp6kaW78eOcoX6+XKT7FI5Fzc7lfKaBLF3YKM6KRjejc0vjvfwN9yfPnA2+8wX0tW1IRR0QwQnfLFpqjgyXXo4/y+bJlzlG+gFmFr1+/ir+nXj2aovv3Z8T5K6+Y+0aOZFbFrl0Vi/5u2pTH6d/f3ObvV05O5nema9eKj88JiAIOI/r25d/t261RwFoDr73GVIw77wTWrCndvyI4l0WLmN4zZozdIymdwkIGz/ivapOTzeCoiAiuooYODQyOuu66ip+jRQsGDxk5ooWFPIe/Uj55kvvuvZelFv1LalrV5m/OHPqtFy3iZNdJbNnCOgAeT+Xed999wG9/C8ycSaVrKMghQ+inj4+vevqVv1+5piIm6DCjTRveIFaurN5xLl9mIMQHH/CHsWiRc1ZIQsUoKmK0cOfOXN3ZTUEBI4/9V7UpKYHBUTExgfm13bsDdeoEf2yZmcwy2LGD/9erZ+azNm9umqzj4ji+yuZRp6TQ/P2LXwCrVjkvsLF9e342q1dX/r1ZWVS8MTFcSRuyjxzJmvKZmaH5jMMVMUE7iLvuop9K66r/iPPygOHDeVOePJmmIafdEITy2bCBPlDD3BpKcnMD/XWJiYE+uyZNqGCffdZUuB072te8ITqa16t9eyr9L77gZMFYIe/dS8UJcFXu8QQq5TZtrv4bKiykX7JRI+D99533W0tPB77/Hnjmmaq9v1kzYNYsRn4vW2ZWYRs5ku6vTZvYUEEoiayAw4yFCxmMlZrKlU1lycjgl/3QIYb7P/649WMUwoMhQ5hjmpFRdo5sddCaPtbiwVHHj5uvadUqcFXbowd9r+GoiObM4aRg61ZOdv3JymLVLKOc5r//Dfz4I/c1axYY3NWzJ02sAMvHvvYa8NlnwC9/GVJxLGHxYt4nDhxguk9V8Hppak5LY65uVBQnJtHRwIABwEcfWTtmJyGlKB1EWhoDUN5/n4q4MiQmMvqwoIDR1PfdF5wxCvaTkUE/46RJrCFuBV4vSwgWD44y6jorxUmhf5lGjyc0tZ2t4sIFBiF27kwlXBZXrlApGavkPXt4fQAGWMXE8JolJzN4KSEhPCcd5TFqFC0CWVnVG/+BA/xe/O53dH0BwO9/z8jl7OzgFT0Jd0QBOwitOWvs359f3Iqybh19XI0bM9K5qjNZwRlMnQpMn86ay1UJ+DGCo4r3j83P5/6ICH6H/JsPVDY4KlyZNw8YN46BR5WJ+gU4Gdm7l49Nm2iBMGjaNNBs3bNn+F8vrWnBuOMO9imuLi+8wKps27YxqHT7dloa4uPNgituQxSwwxgxgj/wY8cq9vp33mG1H4+HnV+io4M7PsFerlyhTzImhpOt8jDSOfxNyCkpVMIAVybFg6NuuqnmBs5cvMhVcIcOVBRVXfWNHk2X0dtvc0VsrJRTU7m/Vi1OWvyVcseO4bVKNixuCxbQh1tdCgo4cYuM5ISudm1+Vz0e1h9wI9KMwWHMn8+qL+npZb+uqIgFzwFWlDl/PjTjE+xl9Wp91ebuublab97MgvkjR7K6kX+/3qgoNiWYMEHr5cu1PnzYvp69dvLWW7wemzdX7f2ffcb3T5pUcl9urtbr17PSU//+WjdsGHj9Bw1iv+LNm7XOy6ueHNXl3Xc5rrQ06465bl1gU4cJE1gZ69Qp687hJCCVsJzFgQOcOS9dSn9Kafz4I303q1YBf/wjg0uclPgvVJ2BA/kd2bXLLFRgPPytJq1aBQZG9ehhXc6r07l4kavRtm2ZmlSZa5KTw1VedDRN0OVZCoqKGBTpH3Ft9NVVisfyD/Dq3Dl00eIjRrD5wvHj1n4vhg+nNS4lhb2ZY2OtW2U7DTFBOwyvl/6kYcNo4ipOdrYZAfvmm/RnyU3VHWRk0KTn/7NVCujUqWQPWycFR9nBO++wc8/GjYEVmMpCa3bmWb8e+OqrqsdanD3LiGtDKe/bx20AcMMNZrGQPn34/Prrq3aesvB6gZ/8hFHKy5ZZe+yTJ5kbHBfH9K/u3YEbb6TJ322IAnYgQ4dylpyWFrj98GEm+//wA0P7hw2zZ3yCPeTksNxhs2aBwVENGtg9Mudx6RInLi1b0ppQkUnskiXAY4+xk9hzz1k3Fq+XvmP/6l0HD5r1ALp1C6ze1a1b9VfJhqVt8WKzhKaVvPUW8PTTDMA6ehR46SWutFu1sv5c4YwoYAfy5pv8gZ88aQZVbd9OxRwRwYCGXr3sHaMgOJ0FC1gxbsMG4Oc/L/u16elUWLGxjKAOtpk4L4+5yIZS3rsXOH2a+xo2DCyp2bs3V86VYe5cFt9IT6dVxWqKijhZyMigOfr22xkhPWGC9ecKZ0QBO5D9+/mFXbGCfpqPPmKyfPv2NH+1a2f3CAXB+RQWchUcHU1Fd7VVcFERmzgkJXHlGAyFVR5asyGBkZO8dy/H4vVyv2HyNXzJ3buXHRcydCjf/5//BG/MiYm8j40Zw+eFhbyGbkJKUToQj4dmxW3b+KObMgW4+24GXVV2pisIQunUqcNmJU8+yVXwwIGlv+6vf6UFaskSe5QvYBZC6dzZLPd4/jwn64ZS/vxzmpQB3j969TKVcp8+ZkepoiIWIhk+PLhjjo2lGXruXC4kVqyga6179+Ce1ynICjiMGTgQ2LyZeZ+jRjEgq6bmZgqCXRQWUqndeCODoYqvgg8cYFGNQYNYYS6cAx615orWv3rXN99Q4QJc7cfF0Q87Y0ZoCmScP0+FW1jIANLJk1lExi2ICdqhGH7gqVP5COcfviA4GaMG+9q1gY0DLl3iKjIri4q4aVP7xlhVCgq4SvZXytnZNE+fOMFI6GCzejWjxwG60Y4edc/9TBSwQ7lyhebnbt3sHokg1GwuX2ZFqKgopvcZymHSJHb6Ka6YnYzWDLzKz2cv5lCd84EHzGpYe/cycMwNlKWAbWoOJlSE2rVF+QpCKIiIoGl0/34qW4AFOmbPZgBRTVG+ACcX7dqFTvka55w/32zIEB8funOHM7ICFgRBAFfBXbuyr++XXzIQslYt1jQO96YKTuGNN4Dnn2ce+4kTXGTUdGQFLAiCUA4REcw2SExkB59jx1ghSpSvdYwbx8YfWVmc5LgdUcCCIAg+Hn6YNaKTk+n//elP7R5RzaJ2beC992iStqL9odNxgQFAEAShYhgKYsUKZh4I1tO7N03RkZF2j8R+xAcsCIIgCEFCfMCCIAiCEGaIAhYEQRAEGxAFLAiCIAg2IApYEARBEGxAFLAgCIIg2IAoYEEQBEGwAVHAgiAIgmADooAFQRAEwQZEAQuCIAiCDYgCFgRBEAQbEAUsCIIgCDYgClgQBEEQbEAUsCAIgiDYgChgQRAEQbABUcCCIAiCYAOigAVBEATBBkQBC4IgCIINiAIWBEEQBBtQWuvQnUypHADHQnZC62gC4JTdg7AJkd29uFl+N8sOuFt+q2Vvo7VuWtqOkCpgp6KU2q+17mn3OOxAZHen7IC75Xez7IC75Q+l7GKCFgRBEAQbEAUsCIIgCDYgCrhivG/3AGxEZHcvbpbfzbID7pY/ZLKLD1gQBEEQbEBWwIIgCIJgA6KA/VBKLVJKZSulUvy2NVZKbVJKHfH9vcHOMQYLpVQrpdSXSqlDSqmDSqlxvu1ukb+eUup/lVJf++R/2bfdFfIDgFLqGqVUklJqre9/N8merpQ6oJRKVkrt921zhfxKqUZKqX8qpQ77fv9xbpBdKdXF93kbj3NKqWdCKbso4ECWABhQbNskAAla604AEnz/10SuAHhOa90NQB8AY5VS3eEe+S8BuEdrHQPAA2CAUqoP3CM/AIwDcMjvfzfJDgD9tNYevxQUt8g/F8AGrXVXADHgd6DGy661TvV93h4AtwH4EcBqhFJ2rbU8/B4A2gJI8fs/FUC073k0gFS7xxii6/ApgP5ulB9AfQCJAHq7RX4ALX03m3sArPVtc4XsPvnSATQptq3Gyw+gIYDv4YsHcpPsxeS9H8CuUMsuK+Dyaaa1zgQA398bbR5P0FFKtQXQA8A+uEh+nwk2GUA2gE1aazfJPwfARABev21ukR0ANICNSqmvlFJjfNvcIH97ADkAFvvcDwuVUtfCHbL78z8Alvueh0x2UcBCAEqp6wB8AuAZrfU5u8cTSrTWRZrmqJYAeimlbrZ7TKFAKTUYQLbW+iu7x2IjP9NaxwIYCLpf+to9oBBRG0AsgHe11j0AFKAGmpvLQilVB8AQAB+H+tyigMsnSykVDQC+v9k2jydoKKUiQOX7kdZ6lW+za+Q30FqfBbAVjAdwg/w/AzBEKZUOYAWAe5RSH8IdsgMAtNYnfX+zQT9gL7hD/hMATvisPQDwT1Ahu0F2g4EAErXWWb7/Qya7KODy+QzAI77nj4C+0RqHUkoB+ADAIa31m3673CJ/U6VUI9/zSAD3ATgMF8ivtf6T1rql1rotaIrborV+GC6QHQCUUtcqpRoYz0F/YApcIL/W+gcAGUqpLr5N9wL4Fi6Q3Y+HYJqfgRDKLoU4/FBKLQdwN9gNIwvAVABrAKwE0BrAcQDDtdan7RpjsFBK3QFgB4ADMP2AL4J+YDfIfyuApQCuASemK7XWryilouAC+Q2UUncDeF5rPdgtsiul2oOrXoAm2Xit9QwXye8BsBBAHQDfAXgMvt8Aar7s9QFkAGivtc7zbQvZ5y4KWBAEQRBsQEzQgiAIgmADooAFQRAEwQZEAQuCIAiCDYgCFgRBEAQbEAUsCIIgCDYgClgQBEEQbEAUsCAIgiDYgChgQRAEQbCB/wNJQSk7iT7EdwAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -202,7 +203,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "best solution with len 2484.0 \n", + "best solution with len 2665.0 \n", "with a total time of 0.0 seconds\n" ] } @@ -228,14 +229,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -247,13 +248,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "best solution 2146.0 on 1000 trials,\n", - "with a total time of 0.6 seconds\n" + "best solution 2160.0 on 1000 trials,\n", + "with a total time of 0.59 seconds\n" ] } ], "source": [ - "\n", "number_of_trials = 1000\n", "found_lens = []\n", "start = t()\n", @@ -283,13 +283,40 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ + "def alessio_marco_nn(instance_, starting_node=0): \n", + " # TODO\n", + " tour=[starting_node]\n", + " for i in range(instance_.nPoints):\n", + " next_node = np.argsort(instance_.dist_matrix[i])[0]\n", + " index=0\n", + " while next_node in tour:\n", + " index+=1\n", + " if index