From 2b7b40e53386af5052885b361ccff2d439d2b0a5 Mon Sep 17 00:00:00 2001 From: Rom168 Date: Wed, 14 Jun 2023 11:33:03 +0200 Subject: [PATCH 01/18] multi thread --- Projet_algo.ipynb | 191 ++++++++++++++++++++++++++-------------------- 1 file changed, 110 insertions(+), 81 deletions(-) diff --git a/Projet_algo.ipynb b/Projet_algo.ipynb index 8af40fa..3056a29 100644 --- a/Projet_algo.ipynb +++ b/Projet_algo.ipynb @@ -256,7 +256,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 1, "id": "c177ac22", "metadata": {}, "outputs": [ @@ -264,53 +264,53 @@ "name": "stdout", "output_type": "stream", "text": [ - "[[0. 2. 2. 2. 3. 1. 3. 2. 3. 3. 1. 3. 2. 1. 2. 2. 3. 2. 2. 2. 1.]\n", - " [2. 0. 3. 3. 2. 3. 3. 3. 3. 3. 1. 2. 2. 2. 1. 1. 2. 2. 3. 3. 2.]\n", - " [2. 3. 0. 2. 3. 3. 3. 1. 2. 1. 2. 1. 2. 1. 2. 2. 2. 2. 2. 2. 1.]\n", - " [2. 3. 2. 0. 2. 1. 2. 3. 2. 2. 3. 2. 1. 1. 2. 2. 2. 1. 1. 2. 2.]\n", - " [3. 2. 3. 2. 0. 2. 1. 4. 3. 2. 3. 2. 1. 2. 1. 3. 3. 2. 3. 2. 3.]\n", - " 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", + "image/png": 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", "text/plain": [ "
" ] @@ -784,7 +784,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 2, "id": "8266e414-d350-4101-8f15-9cc05ee02934", "metadata": { "scrolled": true @@ -796,28 +796,28 @@ "text": [ "20\n", "Client 0 : (0, inf)\n", - "Client 1 : (28, 47)\n", - "Client 2 : (96, 116)\n", - "Client 3 : (49, 79)\n", - "Client 4 : (78, 91)\n", - "Client 5 : (13, 51)\n", - "Client 6 : (17, 55)\n", - "Client 7 : (95, 132)\n", - "Client 8 : (24, 44)\n", - "Client 9 : (75, 116)\n", - "Client 10 : (15, 32)\n", - "Client 11 : (21, 65)\n", - "Client 12 : (72, 118)\n", - "Client 13 : (45, 84)\n", - "Client 14 : (2, 46)\n", - "Client 15 : (26, 38)\n", - "Client 16 : (83, 107)\n", - "Client 17 : (9, 43)\n", - "Client 18 : (21, 33)\n", - "Client 19 : (58, 89)\n", - "Client 20 : (62, 109)\n", + "Client 1 : (19, 60)\n", + "Client 2 : (71, 111)\n", + "Client 3 : (51, 73)\n", + "Client 4 : (96, 127)\n", + "Client 5 : (88, 109)\n", + "Client 6 : (69, 113)\n", + "Client 7 : (24, 67)\n", + "Client 8 : (19, 36)\n", + "Client 9 : (82, 110)\n", + "Client 10 : (43, 66)\n", + "Client 11 : (42, 59)\n", + "Client 12 : (65, 104)\n", + "Client 13 : (79, 90)\n", + "Client 14 : (53, 103)\n", + "Client 15 : (60, 110)\n", + "Client 16 : (65, 102)\n", + "Client 17 : (63, 76)\n", + "Client 18 : (28, 56)\n", + "Client 19 : (27, 73)\n", + "Client 20 : (41, 87)\n", "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20]\n", - "[(0, 5), (0, 13), (0, 10), (0, 20), (1, 10), (1, 14), (1, 15), (2, 13), (2, 20), (2, 7), (2, 9), (2, 11), (3, 13), (3, 18), (3, 5), (3, 12), (3, 17), (4, 14), (4, 12), (4, 6), (5, 12), (6, 17), (6, 19), (7, 20), (8, 9), (8, 17), (8, 19), (9, 16), (9, 12), (10, 20), (11, 16), (11, 14), (11, 18), (12, 14), (13, 14), (13, 19), (13, 15), (13, 18), (15, 16), (15, 17), (16, 17), (17, 20)]\n" + "[(0, 2), (0, 1), (0, 8), (0, 15), (0, 16), (0, 18), (1, 6), (1, 3), (1, 8), (1, 17), (2, 4), (2, 13), (2, 9), (3, 8), (3, 18), (3, 13), (3, 17), (3, 19), (4, 8), (4, 14), (5, 15), (5, 9), (5, 6), (5, 11), (5, 16), (6, 9), (7, 15), (7, 17), (7, 10), (8, 10), (8, 20), (9, 19), (10, 11), (11, 13), (12, 19), (12, 16), (13, 18), (13, 20), (14, 18), (15, 16), (19, 20)]\n" ] } ], @@ -860,26 +860,18 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 11, "id": "901e6b93", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Meilleure solution : [[9, 15, 10, 8, 3, 0], [13, 17, 14, 18, 6, 0], [1, 5, 11, 12, 19, 0], [16, 20, 2, 7, 4, 0]]\n", - "Distance totale : 51.0\n" - ] - } - ], + "outputs": [], "source": [ "import concurrent.futures\n", "import random\n", "import numpy as np\n", "import time\n", "\n", - "num_trucks = 4 # Nombre de camions disponibles\n", + "num_trucks = 3 # Nombre de camions disponibles\n", + "\n", "\n", "\n", "# Fonction d'évaluation de la qualité d'une solution (ici, la distance totale)\n", @@ -983,10 +975,47 @@ " return truck_solutions, best_distance, best_waiting_times\n", "\n", "\n", - "best_truck_solutions, best_distance, best_waiting_times = ant_colony_optimization(distance_matrix, num_ants, num_iterations, evaporation_rate, alpha, beta, num_trucks)\n", "\n", - "print(\"Meilleure solution :\", best_truck_solutions)\n", - "print(\"Distance totale :\", best_distance)\n" + "\n", + " \n", + " \n", + "#best_truck_solutions, best_distance, best_waiting_times = ant_colony_optimization(distance_matrix, num_ants, num_iterations, evaporation_rate, alpha, beta, num_trucks)\n", + "\n", + "#print(\"Meilleure solution :\", best_truck_solutions)\n", + "#print(\"Distance totale :\", best_distance)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "f24a5980", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Meilleure solution : [[15, 19, 8, 10, 2, 3, 6, 0], [16, 4, 7, 1, 20, 18, 11, 0], [9, 17, 12, 13, 5, 14, 0, 0]]\n", + "Distance totale : 49.0\n", + "Meilleure solution : [[10, 20, 8, 7, 18, 12, 11, 0], [1, 19, 3, 15, 13, 2, 5, 0], [17, 16, 9, 4, 14, 6, 0, 0]]\n", + "Distance totale : 48.0\n", + "Meilleure solution : [[12, 18, 19, 1, 8, 7, 20, 0], [2, 16, 11, 15, 6, 4, 14, 0], [10, 9, 3, 5, 13, 17, 0, 0]]\n", + "Distance totale : 46.0\n", + "Meilleure solution : [[6, 13, 5, 19, 8, 1, 7, 0], [14, 18, 20, 11, 2, 10, 15, 0], [3, 17, 16, 4, 9, 12, 0, 0]]\n", + "Distance totale : 46.0\n" + ] + } + ], + "source": [ + "num_thread = 4\n", + "\n", + "with concurrent.futures.ThreadPoolExecutor(max_workers=num_thread) as executor:\n", + " futures = [executor.submit(ant_colony_optimization, distance_matrix, num_ants, num_iterations, evaporation_rate, alpha, beta, num_trucks) for _ in range(num_thread)]\n", + "\n", + " for future in concurrent.futures.as_completed(futures):\n", + " best_truck_solutions, best_distance, best_waiting_times = future.result()\n", + " print(\"Meilleure solution :\", best_truck_solutions)\n", + " print(\"Distance totale :\", best_distance)" ] } ], From 286d49fb209edcf667fa77eed1530b08effdcd7b Mon Sep 17 00:00:00 2001 From: Louis Date: Thu, 15 Jun 2023 15:28:27 +0200 Subject: [PATCH 02/18] Ajout du code pour VRP --- VRP.ipynb | 610 ++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 610 insertions(+) create mode 100644 VRP.ipynb diff --git a/VRP.ipynb b/VRP.ipynb new file mode 100644 index 0000000..6eccfb4 --- /dev/null +++ b/VRP.ipynb @@ -0,0 +1,610 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Importing necessary libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.cluster import KMeans\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import random, time, math" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Function to gereate cities :" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def generate_cities(howmany, max_coordinates=1000):\n", + " return [random.sample(range(max_coordinates), 2) for _ in range(howmany)]" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Function to split citites into multiple clusters depending on the number of trucks" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "def split_tour_across_clusters(cities, nb_truck):\n", + " if nb_truck == 1:\n", + " return {0: list(range(len(cities)))}\n", + "\n", + " # clustering initial\n", + " kmeans = KMeans(n_clusters=nb_truck, random_state=0).fit(cities)\n", + " clusters = {i:[] for i in range(nb_truck)}\n", + "\n", + " # assignation des indices des villes aux clusters\n", + " for i, label in enumerate(kmeans.labels_):\n", + " clusters[label].append(i)\n", + "\n", + " while True:\n", + " # calcul des tailles de clusters\n", + " cluster_sizes = {i:len(clusters[i]) for i in range(nb_truck)}\n", + "\n", + " # identification du cluster le plus grand et du plus petit\n", + " max_cluster = max(cluster_sizes, key=cluster_sizes.get)\n", + " min_cluster = min(cluster_sizes, key=cluster_sizes.get)\n", + "\n", + " # s'il n'y a pas de grande disparité, on arrête la boucle\n", + " if cluster_sizes[max_cluster] - cluster_sizes[min_cluster] <= 1:\n", + " break\n", + "\n", + " # calcul du centre de chaque cluster\n", + " cluster_centers = {i:np.mean([cities[index] for index in clusters[i]], axis=0) for i in range(nb_truck)}\n", + "\n", + " # calcul des distances entre le centre du cluster le plus grand et les autres\n", + " distances = {i:np.linalg.norm(cluster_centers[max_cluster]-cluster_centers[i]) for i in range(nb_truck)}\n", + " del distances[max_cluster] # on supprime la distance vers lui-même\n", + "\n", + " if nb_truck >= 3:\n", + " # on identifie les 2 clusters les plus proches\n", + " closest_clusters = sorted(distances, key=distances.get)[:2]\n", + "\n", + " \n", + " # parmi les deux clusters les plus proches, on choisit le plus petit\n", + " if cluster_sizes[closest_clusters[0]] <= cluster_sizes[closest_clusters[1]]:\n", + " target_cluster = closest_clusters[0]\n", + " else:\n", + " target_cluster = closest_clusters[1]\n", + " else:\n", + " closest_clusters = sorted(distances, key=distances.get)[:1]\n", + " target_cluster = closest_clusters[0]\n", + "\n", + "\n", + "\n", + " # si le transfert va créer une plus grande disparité, on arrête la boucle\n", + " if cluster_sizes[target_cluster] >= cluster_sizes[max_cluster]:\n", + " break\n", + "\n", + " # calcul des distances entre le centre du cluster cible et les villes du cluster le plus grand\n", + " distances_to_target = {index:np.linalg.norm(cluster_centers[target_cluster]-cities[index]) \n", + " for index in clusters[max_cluster]}\n", + "\n", + " # on identifie la ville la plus proche du centre du cluster cible\n", + " closest_city_index = min(distances_to_target, key=distances_to_target.get)\n", + "\n", + " # on transfère la ville du cluster le plus grand au cluster cible\n", + " clusters[target_cluster].append(closest_city_index)\n", + " clusters[max_cluster].remove(closest_city_index)\n", + "\n", + " # Ajout du point de départ et d'arrivée pour chaque cluster\n", + " depot_index = 0\n", + " for cluster in clusters.values():\n", + " if cluster[0] != depot_index:\n", + " cluster.insert(0, depot_index)\n", + " if cluster[-1] != depot_index:\n", + " cluster.append(depot_index)\n", + "\n", + " return clusters" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Usual function to calculate distances" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "def distance(city1, city2):\n", + " return math.sqrt((city1[0] - city2[0]) ** 2 + (city1[1] - city2[1]) ** 2)\n", + "\n", + "def total_distance(cities):\n", + " return sum([distance(cities[i - 1], cities[i]) for i in range(len(cities))])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Function to show graphics" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "previous_route = None\n", + "\n", + "def draw_cities(cities, previous_route, color='b', title=' '):\n", + " plt.title(title)\n", + " \n", + " # If there's a previous route, we remove it.\n", + " if previous_route is not None:\n", + " previous_route.remove()\n", + "\n", + " x = [city[0] for city in cities]\n", + " y = [city[1] for city in cities]\n", + " x.append(x[0])\n", + " y.append(y[0])\n", + " \n", + " # We plot the route with the specified color and keep a reference to the Line2D object.\n", + " previous_route, = plt.plot(x, y, color=color, marker='x', linestyle='-')\n", + " \n", + " plt.draw()\n", + " plt.pause(0.005)\n", + "\n", + " # We return the reference so we can remove this route when a new one is found.\n", + " return previous_route" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Function to calculate heuristic for each cluster" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "def simulated_annealing(cities, color='b', temperature=100000, cooling_rate=0.9999, temperature_ok=0.001):\n", + " interration = 0\n", + " plt.ion()\n", + " current_solution = cities.copy()\n", + " best_solution = cities.copy()\n", + " previous_route = draw_cities(best_solution, None, color, 'Initial solution')\n", + " while temperature > temperature_ok:\n", + " new_solution = current_solution.copy()\n", + " # Swap two cities in the route\n", + " i = random.randint(0, len(new_solution) - 1)\n", + " j = random.randint(0, len(new_solution) - 1)\n", + " new_solution[i], new_solution[j] = new_solution[j], new_solution[i]\n", + " # Calculate the acceptance probability\n", + " current_energy = total_distance(current_solution)\n", + " new_energy = total_distance(new_solution)\n", + " delta = new_energy - current_energy\n", + " if delta < 0 or random.random() < math.exp(-delta / temperature):\n", + " current_solution = new_solution\n", + " if total_distance(current_solution) < total_distance(best_solution):\n", + " best_solution = current_solution\n", + " previous_route = draw_cities(best_solution, previous_route, color, 'Current best solution, total distance = ' + str(total_distance(best_solution)) + ', iteration = ' + str(interration))\n", + " # Cool down\n", + " temperature *= cooling_rate\n", + " interration += 1\n", + " plt.ioff()\n", + " return best_solution" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Main code" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8\n", + "8\n", + "9\n", + "\n", + "---- TIME ----\n", + "generate cities time: 0.0009984970092773438\n", + "split cities time: 0.12865757942199707\n" + ] + }, + { + "data": { + "image/png": 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", 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Gzpw5sXLlSrRo0QIbNmzAW2+9ZXT8tGnTYGNjgxEjRiAqKgozZsxA586dcfjw4Ze+PtlxHQoPD0//311amxCjoqIUANWyZcs0Hf+yrio819w9YcIEBUB17NgxxbEBAQEKgNq+fbvR/ilTpihXV1f177//Gu0fM2aMsrW1VdeuXTOKI2fOnEZjPH788UcFQG3evNmwLyPdxHhujE1UVJTy8/NTFSpUSHesQ4YMUR4eHiohIeGFj5mebuIHDx4oAOrTTz994TF37txRDg4OqlGjRkbdHJ9//rkCoL766ivDvue7iXft2pVqLKn97l/22j7/99CqVSvl4OCgLl68aNh369Yt5e7ururUqWPYt3z5cgVAhYSEGHV3DRs2TNna2qrIyMgXPu8XeVH3RlxcnMqTJ48qXbq00di7LVu2KABq/PjxaXquzw9xiIuLU6VLl1YNGjQw2p+WbuJNmzYpAGrGjBmGfQkJCap27dopnoP+f0xv9uzZCoD677//Xnj+l3X1pDZUY+rUqUqn06mrV68a9nXr1k0BUJMnTzY6tkKFCqpSpUqG27/99luqY7aUUobf7ZUrV5Stra36+OOPje4/deqUsrOzS7H/efq/17R8padb6VVdeA8fPlTt27dXOp3OcH4XFxe1adOmFMdu2bJF+fn5GcXSuHHjFF1Bz8pIV1hERIRq2LCh0ePkypVLHTx4MEPPU3/f879npZT64osvFAD1zz//pHreF3UTJyYmKi8vL9WwYUOj/Xfv3lWurq4KgPrzzz+VUkrNmjXLcJ2vWrWqWr16tVqwYIHy8fFR3t7eRsOaEhIS1MCBA5W9vb3hudva2qqFCxcaPU56zpmaKVOmKABq586dLzzmVd3EemntJi5evLjhObm5uakPP/ww1XGAhw4dMvrdFy9e/LWGHtWtW1fVrVvXcPtF146kpCRVtGhR1bhxY6Nr9uPHj1VgYKB64403DPtelhekdv359ttvFQC1d+9ew76X/W88f40dOnSoAqD27dtn2BcTE6MCAwNVwYIFDa+j/jpSokQJo+ELc+fOVQDUqVOnUr5Az8iq65De3r17lU6nU+PGjUvXz6U55dR3YbxO18SrvPvuu6nuDwwMROPGjY32rV+/HrVr14a3tzfu3r1r+AoJCUFiYiL27t1rdPzbb78Nb29vw239p5XUZrqlh7+/v9EnBg8PD3Tt2hXHjx9HeHh4umL18vLCo0ePEBYW9lox6Tk7O8PBwQG7d+/GgwcPUj3m119/RVxcHIYOHWr0CaRPnz7w8PBIdXZhVkpMTMQvv/yCVq1aoVChQob9fn5+6NSpE/bv32/4W9Tr27evUZdT7dq1kZiYiKtXr2ZaXH/++Sfu3LmD9957D05OTob9oaGhCAoKSvPr9Gwrx4MHDxAVFYXatWvj2LFj6Y5p69atsLOzM2pds7W1xaBBg175s/oWtB9//DHFUIW0ePZ5PHr0CHfv3kWNGjWglMLx48dTHP/8/3bt2rWN/ve+//576HQ6TJgwIcXP6n+3P/zwA5KSktC+fXuj/yNfX18ULVoUu3btemnM5cqVQ1hYWJq+fH190/V6vIyjoyOKFSuGtm3b4ttvv8WqVatQuXJlvPPOOymGPuTOnRsVKlTAxx9/jE2bNmHixInYt28fevTokWnxANKyVrx4cXTr1g3r16/HV199BT8/P7Ru3TpDXV364QHPdoXr6f9f0ltpwsbGBv369cPOnTsxduxYnD9/HkePHkX79u0RFxdndE79TFidToedO3eiU6dO6N+/PzZt2oQHDx4Yhm4A8j9SuHBhNG7cGCtXrsR3332H5s2bY9CgQdi0aZPhuPSc83l79+7FpEmT0L59ezRo0CBdz/t1LF++HNu3b8eCBQtQokQJPHnyJNUZ0iVLlkRYWBg2bdqEUaNGwdXVNVNnE7/IiRMncP78eXTq1An37t0z/A8/evQIDRs2xN69e1Ncj1LLC569/jx9+hR3795F9erVASBD11JArqdVq1Y1dEUDgJubG/r27YsrV67gzJkzRsf36NHDaPhCWnOKrLwO3blzB506dUJgYCBGjRqVrp9Nczexh4cHAJlmn1UCAwPTvP/8+fM4efLkC5t879y5Y3S7QIECRrf1ieGLkqS0KlKkSIqxL8WKFQMgY+d8fX3THOt7772HdevWoUmTJsibNy8aNWqE9u3b480338xQbI6Ojpg+fTqGDx8OHx8fVK9eHc2aNUPXrl0Nf2T6hKl48eJGP+vg4IBChQplakKVFv/99x8eP36cIh5Auh+SkpJw/fp1lCpVyrA/q363z3rR6wTIuKj9+/en6TxbtmzBRx99hBMnThiNP8pIDcCrV6/Cz88vxZiR1GJ83ttvv42lS5eid+/eGDNmDBo2bIjWrVujbdu2aeqWuHbtGsaPH4+ffvopxev8fBeIfvzfs7y9vY1+7uLFi/D390eOHDle+Jjnz5+HUgpFixZN9f5XDWfw9vbO1K7WtBo4cCB+//13HDt2zPDatm/fHqVKlcKQIUMM3UqXLl1C/fr18fXXX6NNmzYAgJYtWxrGNm3btg1NmjTJlJjatWsHOzs7bN682bCvZcuWKFq0KP73v/+le4iF/s05tTF1T58+NTomPSZPnoy7d+9ixowZmDZtGgCgUaNG6NWrFxYtWmT429efu3nz5kb/D9WrV0dgYCAOHjxo2Ddt2jTMnTsX58+fNxzbvn171K9fHwMGDECzZs1gZ2eXrnM+659//sFbb72F0qVLY+nSpel+zq8jODjYsN2hQwfDEKKZM2caHefh4WH4X2jZsiXWrFmDli1b4tixYyhXrlyWxXf+/HkAeOlQlqioKKOGm9Te/+/fv49JkyZh7dq1Kd7r09oF+7yrV6+mGIIEJA/Dunr1KkqXLm3Yn9H3nay6Dj169AjNmjVDTEwM9u/fn+J94VXSlQz6+/unWrcoNS96c0vtU4reiy4Wqe1PSkrCG2+88cLsV5+Q6dna2qZ6nHpmbGJWSWusefLkwYkTJ7Bjxw5s27YN27Ztw/Lly9G1a1esXLkyQ489dOhQNG/eHJs2bcKOHTswbtw4TJ06Fb/99hsqVKiQ4ecEZOx3nBW0/N2mx759+9CiRQvUqVMHCxYsgJ+fH+zt7bF8+XKsWbMmW2NxdnbG3r17sWvXLvz888/Yvn07vvvuOzRo0AC//PLLC19TQH6/b7zxBu7fv4/Ro0cjKCgIrq6uuHnzJrp3757ik/3LzpUeSUlJ0Ol02LZtW6rnfNXFLy4uDvfv30/TY+XOnTtT4o6Li8OyZcswatQooyTb3t4eTZo0weeff464uDg4ODhgxYoVePr0aYpC9i1atAAAHDhwIFOSwUuXLmH79u1YvHix0f4cOXKgVq1aKQbyp0WOHDng6OiYal09/T5/f/90n9fBwQFLly7Fxx9/jH///Rc+Pj4oVqwYOnXqBBsbGxQpUsTo3M9PvgHkuvrsG/SCBQvQoEGDFH8vLVq0wPvvv48rV66gSJEi6Tqn3vXr19GoUSN4enpi69atWdqT9ire3t5o0KABVq9enSIZfF7r1q3RpUsXrF27NkuTQf214dNPP33hmMvnfy+pvf+3b98eBw8exMiRI1G+fHm4ubkhKSkJb775ZoZ6OjIio+87WXEdiouLQ+vWrXHy5Ens2LHDKGlNq3RNIGnWrBkWL16MQ4cOGX0CSY0+S35+dlJmtTQVLlwYDx8+zNQMOyOtMxcuXIBSyuhn//33XwDJM7TSE6uDgwOaN2+O5s2bIykpCe+99x6+/PJLjBs3LtVWyLQoXLgwhg8fjuHDh+P8+fMoX748PvvsM6xatQoBAQEAZJLOs92ycXFxuHz58ktjTs/vOK1x586dGy4uLjh37lyK+/755x/Y2Nggf/78aTpXRrwozmdfp+e7fc6dO2e4/2Xn+P777+Hk5IQdO3YYdactX748Q7EGBARg586dePjwodEFNLXXLjU2NjZo2LAhGjZsiFmzZuGTTz7B//73P+zatQshISEvfB6nTp3Cv//+i5UrV6Jr166G/a8zvKFw4cLYsWMH7t+//8LWwcKFC0MphcDAwBQf9tLi4MGDqF+/fpqOvXz5cqastnPv3j0kJCSk+gEpPj4eSUlJhvsiIiKglEpxbHx8PAAZ9J8ZIiIiAKT+oS0+Pj5Dj2NjY4MyZcqkWuz28OHDKFSo0GslRj4+PoakLDExEbt370a1atUMf/eVKlUCAKOZ/Xq3bt1CUFCQ4XZERMQLnzuQ/Dqn55yA/K4bNWqE2NhY7Ny5M9WKG9ntyZMnaWopi42NRVJSUoZb1Z73omtH4cKFARi3TKbXgwcPsHPnTkyaNAnjx4837Ne3OqYljtQEBAS88H1Hf39myOzrUFJSErp27YqdO3di3bp1qFu3bobiStc0Ff3Ygt69exsuKM+6ePGioQyKh4cHcuXKlWLs3oIFCzIU6PPat2+PQ4cOYceOHSnui4yMzNAFzdXV1fDzaXXr1i1s3LjRcDs6Ohpff/01ypcvb+iKTWusz06LB+QCW7ZsWQDJ3S/pifHx48eGLhq9woULw93d3XC+kJAQODg4YN68eUafaJYtW4aoqKiXznANCAiAra1tmn7HaY3b1tYWjRo1wo8//mhU/iYiIgJr1qxBrVq1DEMWssKL4qxcuTLy5MmDRYsWGXWFbdu2DWfPnjV6nV50DltbW+h0OqM3oitXrhiNU0qPpk2bIiEhAQsXLjTsS0xMxPz581/5s6l9MtV/Un/V35r+k+qzfy9KKcP/fka0adMGSilMmjQpxX36x2ndujVsbW0xadKkFJ++lVIp/n+ep8WYwTx58sDLywsbN240jHMDZDza5s2bERQUZGj5KFasGJRSKcqwfPvttwCQ4Zb8ixcv4uLFi4bbRYoUgY2NDb777juj1/HGjRvYt29fhh+nbdu2OHLkiFFCeO7cOfz222+GkliZYebMmbh9+zaGDx9u2Fe8eHGUK1cOP/74I+7evWvY/8svv+D69euGyg6AvM5hYWFGfy+JiYlYt24d3N3dDQlLes756NEjNG3aFDdv3sTWrVtfOJQhqzzfVQrItWXnzp2GmfhA8mzj5+m7s5899nW86NpRqVIlFC5cGDNnzkx1jGJaSoKldv0BkKKCyMviSE3Tpk3xxx9/4NChQ4Z9jx49wuLFi1GwYEGULFnyledIi8y+Dg0aNAjfffcdFixYgNatW2c4rnS1DBYuXBhr1qzB22+/jRIlSqBr164oXbo04uLicPDgQaxfv96obk/v3r0xbdo09O7dG5UrV8bevXsNrWava+TIkfjpp5/QrFkzdO/eHZUqVcKjR49w6tQpbNiwAVeuXEn31Gr9J8HBgwejcePGsLW1RYcOHV76M8WKFUOvXr1w5MgR+Pj44KuvvkJERIRRa09aY+3duzfu37+PBg0aIF++fLh69Srmz5+P8uXLG8YtlC9fHra2tpg+fTqioqLg6OiIBg0aIE+ePCli+/fff9GwYUO0b98eJUuWhJ2dHTZu3IiIiAjD88qdOzfGjh2LSZMm4c0330SLFi1w7tw5LFiwAFWqVME777zzwufu6emJdu3aYf78+dDpdChcuDC2bNmS6oUpPa/tRx99ZKiB995778HOzg5ffvklYmNjMWPGjJf+Pl5EXxZm+fLlL136qnDhwvDy8sKiRYvg7u4OV1dXVKtWDYGBgZg+fTp69OiBunXromPHjobSMgULFsSwYcNe+VxDQ0Mxa9YsvPnmm+jUqRPu3LmDL774AkWKFMHJkyfT/ZyaN2+OmjVrYsyYMbhy5YqhxmVaPt1PnjwZe/fuRWhoKAICAnDnzh0sWLAA+fLlMwygftFrERQUhMKFC2PEiBG4efMmPDw88P3337/WGM369eujS5cumDdvHs6fP2/o7tm3bx/q16+PgQMHonDhwvjoo48wduxYXLlyBa1atYK7uzsuX76MjRs3om/fvhgxYsQLHyOzx+p88803uHr1qmFZsr179+Kjjz4CAHTp0sXwYWnEiBH48MMPUb16dXTt2hWJiYlYtmwZbty4gVWrVhnO1717d8ycORP9+vXD8ePHUapUKRw7dgxLly5FqVKljCaqRUVFGZJ+fbfu559/Di8vL3h5eWHgwIGGY/WlRfQfrnLnzo2ePXti6dKlhrGiMTExWLBgAZ48eYKxY8em+3kCMuZ5yZIlCA0NxYgRI2Bvb49Zs2bBx8fHKHEDpEzZX3/9BUBa5E6ePGk4Z4sWLQwfgletWoXvv/8ederUgZubG3799VesW7cOvXv3Noyr1Js9ezbeeOMN1KpVC/369UNUVBRmzZqFYsWKGU2yGjNmDN555x1Uq1YNffv2hbOzM7799lscPXoUH330kdHY07Ses3Pnzvjjjz/Qs2dPnD171qjGm5ubG1q1amW4ffLkSfz0008ApGcpKirK8NzLlSuH5s2bp/u1L1OmDBo2bIjy5cvD29sb58+fx7JlyxAfH28YawlIjbzBgwejbdu2KFq0KOLi4rBv3z788MMPhklNz9LpdKhbt+5La9mm5mXX0aVLl6JJkyYoVaoUevTogbx58+LmzZvYtWsXPDw8jMaxpsbDwwN16tTBjBkzEB8fj7x58+KXX37B5cuXUxyrvxb/73//Q4cOHWBvb4/mzZsbksRnjRkzBt9++y2aNGmCwYMHI0eOHFi5ciUuX76M77//PtNKTWXmdWjOnDlYsGABgoOD4eLiYnQ9AYC33nor1eeaqnTPW1ZK/fvvv6pPnz6qYMGCysHBQbm7u6uaNWuq+fPnG1XZf/z4serVq5fy9PRU7u7uqn379urOnTsvLC2TWpmLl63yERMTo8aOHauKFCmiHBwcVK5cuVSNGjXUzJkzDRXe9WVOUiuv8nwcCQkJatCgQSp37tyGMhAvo49tx44dqmzZssrR0VEFBQWp9evXZyjWDRs2qEaNGqk8efIoBwcHVaBAAdWvX78UyxktWbJEFSpUSNna2r60zMzdu3fVgAEDVFBQkHJ1dVWenp6qWrVqat26dSmO/fzzz1VQUJCyt7dXPj4+qn///urBgwdGx6S2Asl///2n2rRpo1xcXJS3t7fq16+f+vvvv1OUFXjZa/v870EppY4dO6YaN26s3NzclIuLi6pfv36Kshf60jJHjhwx2p9ayZv58+enWqIoNT/++KMqWbKksrOzS/E8vvvuO1WhQgXl6OiocuTIoTp37qxu3Lhh9PMve67Lli1TRYsWNfytLF++PEXZF6XSvgLJvXv3VJcuXZSHh4fy9PRUXbp0UcePH39laZmdO3eqli1bKn9/f+Xg4KD8/f1Vx44dU5Q/etFrcebMGRUSEqLc3NxUrly5VJ8+fdRff/2V4nG7deumXF1dU8Sd2nNOSEhQn376qQoKClIODg4qd+7cqkmTJuro0aNGx33//feqVq1aytXVVbm6uqqgoCA1YMAAde7cuVe+Xpmpbt26LywJ8fz/5OrVq1XVqlWVl5eXcnZ2VtWqVVMbNmxIcc4bN26onj17qsDAQOXg4KD8/PxUnz59Ulwb9de11L6e/x8NCAhIsS8+Pl7Nnz9flS9fXrm5uSk3NzdVv3599dtvv73W87x+/bpq27at8vDwUG5ubqpZs2bq/PnzKc6pLzmU2tezfz+HDx9WderUUd7e3srJyUmVK1dOLVq0yKgsybPCwsJU9erVlZOTk8qRI4fq0qVLiuunUkpt375d1a1bV+XKlUs5ODioMmXKqEWLFmX4nPoyY2n5feivW6l9Pf8/n9bXfsKECapy5crK29tb2dnZKX9/f9WhQwd18uRJo/NduHBBde3a1bBUnZOTkypVqpSaMGFCitU9YmJiFADVoUOHVF+X5+N8trSMUi+/jh4/fly1bt1a5cyZUzk6OqqAgADVvn17ozI8L8sLbty4od566y3l5eWlPD09Vbt27dStW7dSfS+ZMmWKyps3r7KxsTEq15LaNfbixYuqbdu2ysvLSzk5OamqVauqLVu2GB2jf395/n0+s1Z+So+X/R89+1zTQqeUiY2yJ8oC7du3x5UrV/DHH39oHQoRkcnbunUrmjVrhr/++gtlypTROhzKYunqJiYyR0op7N69O0UTOhERpW7Xrl3o0KEDE0ErwZZBIiIiIiuWOSMiiYiIiMgsMRkkIiIismJMBomIiIisGJNBIiIiIivG2cRpkJSUhFu3bsHd3T1Dy8ERERFR9lNKISYmBv7+/plWONoSMRlMg1u3bmXperhERESUda5fv458+fJpHYbJYjKYBvoF1q9fv56l6+ISERFR5omOjkb+/PkN7+OUOiaDaaDvGvbw8GAySEREZGY4xOvl2IFOREREZMWYDBIRERFZMSaDRERERFaMySARERGRFWMySERERGTFmAwSERERWTEmg0RERERWjMkgERERkRVjMkhERERkxZgMEpmAiROBKVNSv2/KFLmfiIgoKzAZJDIBtrbA+PEpE8IpU2S/ra02cRERkeXj2sREJmDcOPk+fnzybX0iOHly8v1ERESZjckgkYkYNw5QKrmFMD6eiSAREWU9dhMTmZC33pLv8fGAnR0TQSIiynpMBolMyA8/JG8nJAC1agFJSdrFQ0REls/kk8GYmBgMHToUAQEBcHZ2Ro0aNXDkyBHD/UopjB8/Hn5+fnB2dkZISAjOnz9vdI779++jc+fO8PDwgJeXF3r16oWHDx9m91Mhein9rOHBgwFnZ9l34ABQtizw5ImmoRERkQUz+WSwd+/eCAsLwzfffINTp06hUaNGCAkJwc2bNwEAM2bMwLx587Bo0SIcPnwYrq6uaNy4MZ4+fWo4R+fOnXH69GmEhYVhy5Yt2Lt3L/r27avVUyJK4dnJInPnAtOmJd93+jRQvDjw33/axUdERJZLp5RSWgfxIk+ePIG7uzt+/PFHhIaGGvZXqlQJTZo0wZQpU+Dv74/hw4djxIgRAICoqCj4+PhgxYoV6NChA86ePYuSJUviyJEjqFy5MgBg+/btaNq0KW7cuAF/f/9XxhEdHQ1PT09ERUXBw8Mja54sWbWJE6V8jH6MYFISEBIC7NqVfEzhwsDWrUCxYpqESERkdvj+nTYm3TKYkJCAxMREODk5Ge13dnbG/v37cfnyZYSHhyMkJMRwn6enJ6pVq4ZDhw4BAA4dOgQvLy9DIggAISEhsLGxweHDh1N93NjYWERHRxt9EWWliRONJ4vY2ABffQW4uyfvu3gRCA4G9u/P9vCIiMiCmXQy6O7ujuDgYEyZMgW3bt1CYmIiVq1ahUOHDuH27dsIDw8HAPj4+Bj9nI+Pj+G+8PBw5MmTx+h+Ozs75MiRw3DM86ZOnQpPT0/DV/78+bPg2RG9XMGCwOzZybfd3YH794GGDYG1azULi4iILIxJJ4MA8M0330Aphbx588LR0RHz5s1Dx44dYWOTdaGPHTsWUVFRhq/r169n2WMRvUzPnkDTprKdLx/QrBkQFwd07CjjCk13kAcREZkLk08GCxcujD179uDhw4e4fv06/vjjD8THx6NQoULw9fUFAERERBj9TEREhOE+X19f3Llzx+j+hIQE3L9/33DM8xwdHeHh4WH0RaQFnQ5YsgTw9gbOngUqVgSGDZP7xo4F+vaVmoREREQZZfLJoJ6rqyv8/Pzw4MED7NixAy1btkRgYCB8fX2xc+dOw3HR0dE4fPgwgoODAQDBwcGIjIzE0aNHDcf89ttvSEpKQrVq1bL9eRCll78/sGCBbH/yCdC5MzB/vowrXLpUWgs5rJWIiDLKpGcTA8COHTuglELx4sVx4cIFjBw5Ek5OTti3bx/s7e0xffp0TJs2DStXrkRgYCDGjRuHkydP4syZM4aJJ02aNEFERAQWLVqE+Ph49OjRA5UrV8aaNWvSFANnI5HWlALefhtYvx4oVQr4808gLAzo0AF4/BgoU0ZmGufLp3WkRESmg+/faWPyLYNRUVEYMGAAgoKC0LVrV9SqVQs7duyAvb09AGDUqFEYNGgQ+vbtiypVquDhw4fYvn270Qzk1atXIygoCA0bNkTTpk1Rq1YtLF68WKunRJRuOp20DubJI3UHJ0wAmjcH9u4FfH2BU6eAatWAEye0jpSIiMyNybcMmgJ+siBT8dNPQMuWkhzu2wfUrAlcvQqEhkqS6OYGrFsHNGmidaRERNrj+3famHzLIBEla9EC6N5duo27dQMePQICAqT2YIMGwMOH0mL45ZdaR0pEROaCySCRmZkzB8ifX4pQjx4t+7y8gG3bJFFMTATefVfuS0rSMFAiIjILTAaJzIynp6xOAgBffAH8+qtsOzjI/smT5faMGTLB5MkTbeIkIiLzwGSQyAyFhADvvSfbPXsCUVGyrdPJsnbffAPY28vs45AQ4O5d7WIlIiLTxmSQyEzNmAEULgxcvw4MHWp83zvvAL/8It3HBw/Kmsbnz2sRJRERmTomg0RmytUVWLlSWgNXrJCZxs+qV08SwYIFgQsXJCHcv1+DQImIyKQxGSQyYzVrAiNGyHbfvim7g0uUAH7/HahaFbh3D2jYEPjuu+yPk4iITBeTQSIzN3myrEoSESHjCJ+vHOrjA+zaBbRqBcTFyaSS6dNTHkdERNaJySCRmXNyku5iOzuZMJJay5+LC7BhQ/LYwjFjgH79gPj4bA2ViIhMEJNBIgtQqRLw4Yey/d57wO3bKY+xtQVmzwbmzQNsbIAlS6RAdXR09sZKRESmhckgkYX44ANJCh88AHr3fnE38KBBwMaN0lq4YwdQuzZw40b2xkpERKaDySCRhbC3l+5iR0dg69bkwtSpadEC2LNHxhOePAlUqwacOJFtoRIRkQlhMkhkQUqVAj76SLaHDgWuXHnxsZUrA4cPAyVLArduSQvhtm3ZESUREZkSJoNEFmbYMCk58/ChrE7ysvWJAwKAAweABg3k+ObNgcWLsy9WIiLSHpNBIgtjaytFqF1cpKTM55+//HgvL2kR7NYNSEyUWcajR788iSQiIsvBZJDIAhUpAsycKdujRwPnzr38eAcHYPlyqVkIyFJ3HToAT59mbZxERKQ9JoNEFurdd4E33pCErnt3ICHh5cfrdMC4ccDXX8tklPXrZcWS51c1ISIiy8JkkMhC6XTAsmWAh4csSadvKXyVLl2AX36R7uODB2VN4/PnszRUIiLSEJNBIguWP78UmQaA8eOljExa1KsniWDBgsCFC5IQHjiQVVESEZGWmAwSWbiuXYGWLWXpua5dZX3itChRQloUq1QB7t2TLuPUlrojIiLzxmSQyMLpdMCXXwI5cwJ//QVMmZL2n/XxAXbvBlq1AmJjZVLJ9OkvXt2EiIjMD5NBIivg4wMsWiTbU6cCf/yR9p91cQE2bJAi1gAwZoxMTnnVhBQiIjIPTAaJrETbtkDHjlJLsFs34MmTtP+srS0wezYwd660NC5eLAWqY2KyLl4iIsoeTAaJrMjnnwN+fsA//wD/+1/6f37wYGDTJmkt3L5dlrC7cSPTwyQiomzEZJDIiuTIASxdKttz5gB79qT/HC1ayM/5+MgYxGrVgBMnMjNKIiLKTkwGiaxM06ZA794yCaR794x19VauLDONS5QAbt2SFsLt2zM9VCIiygZMBoms0GefAQEBwJUrwIgRGTtHwYJSi7B+feDhQ6BZMxlLSERE5oXJIJEV8vAAVqyQ7cWLM96q5+UlP9u1q0xM6ddPZhsnJWVWpERElNWYDBJZqXr1gCFDZLtXL+DBg4ydx8FBEstJk+T29Okya/np08yIkoiIshqTQSIr9sknQLFiMu5v0KCMn0enk+XuVq4E7O2BdeuAkBDg7t3Mi5WIiLIGk0EiK+biIgmcjQ2wejXw/fevd76uXYEdOwBPT1nLODgYOH8+c2IlIqKswWSQyMpVry7j/ABZWeTOndc7X/36MrEkIAC4cEESwgMHXj9OIiLKGkwGiQjjxwNly0q3br9+r7/2cMmSUnqmcmXg3j2gYUPpOiYiItPDZJCI4OgIfP21jPfbtAlYter1z+nrC+zeDbRsCcTGAm+/DcyY8fqJJhERZS4mg0QEAChXDpgwQbYHDcqcZeZcXWUcon7W8ujRQP/+QELC65+biIgyB5NBIjIYPRqoWhWIipJyM5nRimdrK0vfzZkjs46//BJo3jxjK58QEVHmYzJIRAZ2djK72MkJ+OUXSdwyy5AhwMaNgLOzFKquXRu4eTPzzk9ERBnDZJCIjAQFAVOnyvaIEcDFi5l37pYtgT17AB8f4K+/gGrV5DsREWmHySARpTB4MFC3LvDoEdCjhyw1l1mqVJGZxiVKSMtgrVpSm5CIiLTBZJCIUrCxAZYvB9zcgH37gLlzM/f8BQtK7cH69YGHD4HQUFkjmYiIsh+TQSJKVWAgMGuWbH/wAXDmTOae39tbxg527Sotj/36AWPHAklJmfs4RET0ckwGieiFevcGmjSROoHdugHx8Zl7fgcHYMUKYOJEuT1tGtCpE/D0aeY+DhERvRiTQSJ6IZ0OWLpUWvH+/FOStax4jAkTJCm0twe++w4ICZHVUIiIKOsxGSSil/L3Bz7/XLYnTwaOH8+ax+nWTbqNPT1lPGGNGrK2MRERZS0mg0T0Sh07Am3ayMohXbtKt3FWaNAAOHgQCAgAzp8HqleX20RElHWYDBLRK+l0wMKFQJ48wN9/Jy9blxVKlpTSM5UrA/fuSYK4fn3WPR4RkbVjMkhEaZI7d/KKJJ9+mrUtdr6+wO7dUqQ6NhZo3x6YMSNzlscjIiJjTAaJKM1atQLKlpXyL926SVHqZ02Zkjwz+HW5ugLffy8FsAFZN/m996SrmoiIMg+TQSJKl2bN5PuFC8CYMcn7p0wBxo8HbG0z77FsbaXg9Zw50lW9aBHQogUQE5N5j0FEZO10SrHj5VWio6Ph6emJqKgoeHh4aB0Okea6dQO+/lq2f/1VuozHj5fZxuPGZc1jbtokNQifPAHKlQN+/hnImzdrHouILAPfv9OGyWAa8I+JKKWqVYEjR6TFTqmsTQT1jhyRlsk7dyQR3LpVuq2JiFLD9++0YTcxEWWIvrtYKVlJJKsTQQCoUkVmGpcoAdy8CdSqBezYkfWPS0RkyZgMElG6PXqUvBqJnR0QFydjBrNDYKAUpa5XT8YOhoYCS5Zkz2MTEVkiJoNElG7t2snYPW9v+T55sowZzK6E0NtbWgS7dAESE4G+fYEPPpBZzkRElD52WgdAROZl4kRg2zbZnjpVWgb1XcTjx8v37OgydnAAVq4EChUCJk2SWC5fBpYvB5ycsv7xiYgsBZNBIkoX/drEvr4yq1hPnwAmJmZfLDqdJKeBgUDv3sDatcCNGzLzOGfO7IuDiMicMRkkojRLTATOnZPt999P2QKXHS2CqenWDcifH2jdGti/HwgOlpnGRYpoEw8RkTkx6TGDiYmJGDduHAIDA+Hs7IzChQtjypQpeLYajlIK48ePh5+fH5ydnRESEoLz588bnef+/fvo3LkzPDw84OXlhV69euHhw4fZ/XSIzN6mTZIMenkB/fppHY2xBg1kYkmBAsD585IQHjqkdVRERKbPpJPB6dOnY+HChfj8889x9uxZTJ8+HTNmzMD8+fMNx8yYMQPz5s3DokWLcPjwYbi6uqJx48Z4+vSp4ZjOnTvj9OnTCAsLw5YtW7B371707dtXi6dEZLaUSp5BPGAAYIolu0qVAg4fBipXBu7eBerXB9av1zoqIiLTZtJFp5s1awYfHx8sW7bMsK9NmzZwdnbGqlWroJSCv78/hg8fjhEjRgAAoqKi4OPjgxUrVqBDhw44e/YsSpYsiSNHjqBy5coAgO3bt6Np06a4ceMG/P39UzxubGwsYmNjDbejo6ORP39+Fq0kq/brr8AbbwDOzsDVq0Du3FpH9GKPHslqJT/9JLdnzABGjJAxhkRkPVh0Om1MumWwRo0a2LlzJ/79918AwF9//YX9+/ejSZMmAIDLly8jPDwcISEhhp/x9PREtWrVcOj/+4cOHToELy8vQyIIACEhIbCxscHhw4dTfdypU6fC09PT8JU/f/6seopEZmPqVPneu7dpJ4IA4OoK/PADMGiQ3B41CnjvPSAhQdu4iIhMkUkng2PGjEGHDh0QFBQEe3t7VKhQAUOHDkXnzp0BAOHh4QAAHx8fo5/z8fEx3BceHo48efIY3W9nZ4ccOXIYjnne2LFjERUVZfi6fv16Zj81IrPyxx/Ab79JGZnhw7WOJm1sbYF584A5c6RFcNEioGVLKVRNRETJTHo28bp167B69WqsWbMGpUqVwokTJzB06FD4+/uj27M1LTKZo6MjHB0ds+z8ROZGP1awUycgIEDbWNJryBCJuVMnmWFcpw6wZYusbUxERCbeMjhy5EhD62CZMmXQpUsXDBs2DFP/v7/K19cXABAREWH0cxEREYb7fH19cefOHaP7ExIScP/+fcMxRPRiZ88CGzfK9ujR2saSUa1aAbt3A3nyACdOANWrAydPahwUEZGJMOlk8PHjx7CxMQ7R1tYWSf+/5lRgYCB8fX2xc+dOw/3R0dE4fPgwgoODAQDBwcGIjIzE0aNHDcf89ttvSEpKQrVq1bLhWRCZt+nT5XurVkDJkpqG8lqqVgV+/x0ICpLC1LVqAb/8onVURETaM+lksHnz5vj444/x888/48qVK9i4cSNmzZqFt956CwCg0+kwdOhQfPTRR/jpp59w6tQpdO3aFf7+/mjVqhUAoESJEnjzzTfRp08f/PHHHzhw4AAGDhyIDh06pDqTmIiSXbsGrF4t22PGaBtLZggMBA4eBOrVk7GDTZsCS5dqHRURkbZMeszg/PnzMW7cOLz33nu4c+cO/P390a9fP4zXL4AKYNSoUXj06BH69u2LyMhI1KpVC9u3b4fTM0sjrF69GgMHDkTDhg1hY2ODNm3aYN68eVo8JSKz8tlnMgO3fn3AUhrSvb2B7dtlVvSqVUCfPrKm8ZQpgI1JfzwmIsoaJl1n0FSwThFZo//+k4kXT55Id+obb2gdUeZSStY1njxZbnfoACxfnnKJPSIyX3z/Tht+DiaiVM2bJ4lgpUrAM6U8LYZOB0yaBKxYISVz1q6VhPfePa0jIyLKXkwGiSiFmBjg889le8wYy165o1s36Tb29AT275c1jS9e1DoqIqLsw2SQiFL48ksgMhIoVgz4//laFq1hQ+DAAaBAAeD8eSk98/+LGBERWTwmg0RkJDYWmDVLtkePlpU8rEGpUlJ6plIl4O5dmTSzYYPWURERZT0mg0RkZOVK4PZtWaHjnXe0jiZ7+fkBe/YAzZtLUtyuHTBzpkw2ISKyVEwGicggMRGYMUO2hw8HHBy0jUcLrq6y4srAgXJ75EhgwAApsUNEZImYDBKRwYYNMnkiRw6pv2etbG1lNvXs2TJ5ZuFCoGVL4OFDrSMjIsp8TAaJCIB0hf7/st8YPBhwc9M2Hq3pdMDQocD33wPOzsDWrUCdOsCtW1pHRkSUuZgMEhEAKa/y11/STarvIiWZTb1rF5A7N3D8uKzEcuqU1lEREWUeJoNEBACYNk2+9+0L5MypbSymplo1mWkcFATcuAHUrCmrshARWQImg0SEgweBvXsBe3vg/fe1jsY0FSokr1PdulKUu2lTYNkyraMiInp9TAaJyDBWsGtXIF8+bWMxZd7ewI4dUnInMRHo3Rv43/+ApCStIyMiyjgmg0RW7tQpYMsWmTAxcqTW0Zg+R0fg66+BcePk9iefSHIYG6ttXEREGcVkkMjKTZ8u39u0AYoX1zYWc6HTAZMnA8uXA3Z2wLffAm+8Ady7p3VkRETpx2SQyIpdvgysXSvbY8dqG4s56t5dZmF7eAD79gE1akidRiIic8JkkMiKffqpjH1r1AioWFHraMxTw4bAgQNAgQLAv/8C1asDhw5pHRURUdoxGSSyUhERwFdfyfaYMdrGYu5Kl5bSMxUrAnfvAg0aSLFqIiJzwGSQyErNmSOTHqpVA+rV0zoa8+fnB+zZAzRrBjx9CrRrB3z2mazsQkRkypgMElmhqChgwQLZHjtWJkTQ63NzAzZtkhVclAJGjAAGDAASErSOjIjoxZgMElmhBQuA6GigZEmgeXOto7EstrbAvHnA7NmSZC9cCLRsCTx8qHVkRESpYzJIZGWePJEuYgAYPRqw4VUg0+l0wNChwIYNgJMTsHUrUKcOcOuW1pEREaXEtwEiK7N8OXDnDhAQAHTsqHU0lq11a2D3biB3buD4cZlpfOqU1lERERljMkhkRRISpJwMIOPZ7O21jccaVKsmM42LFweuXwdq1gTCwrSOiogoGZNBIiuydi1w5Yq0VPXsqXU01qNQIeDgQaBuXSAmBmjaNLmsDxGR1pgMElmJpCRg2jTZHjIEcHHRNh5rkyMHsGMH0LmztND26gV8+CFLzxCR9pgMElmJn38GTp8G3N2l3AllP0dH4JtvgHHj5PbHHwPvvCP1HomItMJkkMgKKAVMnSrb/fsDXl6ahmPVdDpg8mTpJrazA9asAd54A7h/X+vIiMhaMRkksgJ798p6uY6OUvKEtNejB7BtG+DhAezbB9SoAVy8qHVURGSNmAwSWQH9WMHu3WXZNDINISHAgQNA/vzAuXNSeub337WOioisDZNBIgt3/DiwfbsUlx45Uuto6HmlSwOHDwMVKwJ37wL16wPff691VERkTZgMElk4favg228DhQtrGwulzs8P2LMHCA0Fnj4F2rUDPvuMM42JKHswGSSyYOfPy5JoADBmjLax0Mu5uQGbNslMb6WkKPjAgVKGhogoKzEZJLJgn34q9QWbNgXKltU6GnoVOztg/nxg1iyZdbxgAdCqFfDwodaREZElYzJIZKFu3QJWrpTtsWO1jYXSTqcDhg2TFl0nJ6kPWaeO/D6JiLICk0EiCzVrFhAXB9SqJV9kXlq3BnbtkqUDjx+XmcanTmkdFRFZIiaDlCETJwJTpqR+35Qpcj9p5/594MsvZZtjBc2XvtRM8eLA9euS1P/6q9ZREZGlYTJIGWJrC4wfnzIhnDJF9tvaahMXiS++kHFmZcvKeEEyX4UKAQcPSldxdDTQpImsXkJElFnstA6AzJN+bdXx42Xm43vvAQsXyu3Jk5Pvp+z36BEwd65sjxkjY9DIvOXIAfzyC9Czpyxf16sXcOmSfPji75eIXpdOKVayepXo6Gh4enoiKioKHh4eWodjUt59N7k7EgDatAFWrZKB76SNuXNlyblChWRVCzt+5LMYSskHro8+ktudOkkroaOjtnERmSq+f6cNu4kpQx4+BN5/H1iyxHj/998DefPKbMgzZ7SJzZrFxUmxYkBWG2EiaFl0OmkNXLZMfrdr1gCNGskYUSKijGIySOm2bZssoTV7ttSwAwB7e/nu6SlvTHPmAKVKyYD3r78GHj/WLFyrsmaNTDTw9ZV1iMky9ewp/4ceHsDevUCNGtJtTESUEUwGKc3u3JFuqaZNgatXJfEDZIxgXJx8j4oC3nlHCuXa2gIHDgDdugH+/sCgQcDJk5o+BYuWlARMny7bw4axq97ShYTI/1f+/DIcQD/zmIgovZgM0ispBSxfDgQFAd9+C9jYSEtEVJTxZJFx4+T2qlVAxYrSQvXxx0DBgnLs558D5crJm9ZXX8lEB8o8mzYB//wjSfq772odDWWH0qUlAaxYEfjvP6B+feCHH7SOiojMDZNBeqkLF6QFomdP4MEDoHx54PBh4I03Up81rE8IExMBPz/ggw+AixdlJmTbtjLO6fBhmQ3p5wf07y8Fden1KAVMmybbAwZI9yFZB39/YM8eIDQUePpU/s9mzZK/CSKitOBs4jSwxtlI8fEyEWHSJHmDcXaW7aFDk8cHZkREhCyRtmSJJJp6lSoBffsCHTsC7u6vHb7V2blTknYnJ+nCz5NH64gouyUkAEOGyHrGgHwomDOHk4jIulnj+3dGsGWQUvjjD6ByZVnP9ulTSTJOnZLZqa+TCAKAjw8wapSMcdq5E+jQAXBwAI4eBfr1k9bCPn2AI0fYspEeU6fK9969mQhaKzs7GYrx2Wcy6/iLL4C33pKZ/0REL8OWwTSwlk8WDx8CH34IzJ8vkxFy5pTupi5dsraw7d27MuN48WJJEvXKl5fEsHPn5MkqlNKRI0DVqjJh5+JFICBA64hIa99/LxO5nj6V8YRbtsgHLSJrYy3v36+LLYMEANi6VUrBzJ0rieA77wBnzwJdu2b9Cge5cknNwrNnZezTO+9IEd0TJ6Sry88P6NEDOHSIrYWp0Y8V7NSJiSCJNm2AXbuA3LmBY8eAatWAv//WOioiMlVsGUwDS/5kEREh44y++05uFywILFoENG6saVi4fx/45htpLXy2eHXp0tJa2KUL4O2tXXym4p9/gJIlJUn++29J6In0Ll6UUlD//iuTir7/XoZ9EFkLS37/zkxsGbRSSkl5lxIlJBG0sQFGjJCEQutEEJC1WIcMkXj0tQqdneX2kCEyg7JrV2DfPutuLZw+XZ5/y5ZMBCmlwoWlRb12bSA6GmjSRMpEERE9iy2DaWBpnyzOn5eZu7t3y+0KFYClS2VskSmLjARWr5bWwmeLVwcFyfPp2lXGOVqLa9fkzT4hQd7wq1fXOiIyVbGxUh5qzRq5/eGHUgIqq4eAEGnN0t6/swpbBq1IXBzwySdAmTKSCDo7AzNnyuxhU08EAcDLS8YQnjiRXKvQ1VW6St9/X1oLO3WSsVLW8BFn1ixJBOvVYyJIL+foKMXgP/xQbn/0kQy1iI3VNi4iMg1sGUwDS/hkcfiwlB3RDyJv1EjGBgYGahvX64qOllVRFi+WgfJ6RYvK2MJu3Syz1MrduzJZ5PFjYMcO+X0SpcWyZVLGKTERqFMH2LhRhmUQWSJLeP/ODmwZtHAxMcDgwUBwsCSCuXLJxIzt280/EQRkUHy/flKn8M8/ZdvNTbrCR40C8uUD2rcHfv1VZklbinnzJBGsWFFWgyFKq169gG3b5H9n715ZWvLSJa2jIiItsWUwDcz1k8WWLcB778kawYCMqfvsM0kILdnDhzIpZvFi6QLXK1RIWkd79AB8fbWL73XFxEir4IMHwPr1svwYUXqdOiVL2F2/LiVoNm+WEjRElsRc37+zG1sGLVB4uLSGNW8uF/pChWRt4JUrLT8RBKRlsFcv6RrX1yr08JDWjw8+APLnB1q3ltbRxESto02/xYslESxWTFaYIMqIMmWA33+XCWT//SdjT3/4QeuoiEgLJp0MFixYEDqdLsXXgAEDAABPnz7FgAEDkDNnTri5uaFNmzaIiIgwOse1a9cQGhoKFxcX5MmTByNHjkRCQoIWTyfLJSXJmr8lSkiLka2tLCF36pT1diWWKydLdN2+DaxYIV1iCQkyTqpJE0mUp0wBbt7UOtK0iY2ViSOAdIPb2mobD5k3f3/pKg4NldVK2rYFZs+2jglYRJTMpJPBI0eO4Pbt24avsLAwAEC7du0AAMOGDcPmzZuxfv167NmzB7du3ULr1q0NP5+YmIjQ0FDExcXh4MGDWLlyJVasWIHx48dr8nyy0rlzQP36UmIlMhKoVEmWKZsxA3Bx0To67bm4yGSSAwckOR48WIpWX7sGjB8PFCgAtGghXeum3Fr49dfArVtA3ryyUgvR63JzAzZtAvr3lyTw/ffl/8OU/w+IKJMpMzJkyBBVuHBhlZSUpCIjI5W9vb1av3694f6zZ88qAOrQoUNKKaW2bt2qbGxsVHh4uOGYhQsXKg8PDxUbG5vmx42KilIAVFRUVOY9mUwSG6vUlClKOToqBSjl4qLUZ58pFR+vdWSm7/Fjpb75Rqk6deS103/ly6fUhAlKXb2qdYTGEhKUKlJEYvzsM62jIUuTlKTUzJnJ/wfNmikVE6N1VESvx5Tfv02JSbcMPisuLg6rVq1Cz549odPpcPToUcTHxyPkmbWVgoKCUKBAARw6dAgAcOjQIZQpUwY+Pj6GYxo3bozo6GicPn36hY8VGxuL6Ohooy9TdOiQzCYdN066D998Ezh9Wj7Z29lpHZ3pc3aW1rU9e2Rd5Pffl6LVN24AkybJ0nyhodJqEh+vdbSylNiFC1IGpG9fraMhS6PTAcOHyxATJydpJa9bV4ZYEJFlM5tkcNOmTYiMjET37t0BAOHh4XBwcICXl5fRcT4+PggPDzcc82wiqL9ff9+LTJ06FZ6enoav/PnzZ94TyQTR0cDAgUDNmpL85c4tK3Ns3SoJDKVfUJDMtL55U+oWNmgg7SNbt8okjYAAKdh7+bI28SkFTJ0q24MGSdceUVZo21YKt+fKJbU7q1eX6wwRWS6zSQaXLVuGJk2awN/fP8sfa+zYsYiKijJ8XdfXZjEBP/0ElCwJfPGFJAjdu0urVqdOXFoqMzg6Ah06ADt3Av/+K5M0cueW1pGPP5bl3xo3lla67Gwt3LFDZka7uEgySJSVqleXmcbFism42ho1pFYnEVkms0gGr169il9//RW9e/c27PP19UVcXBwiIyONjo2IiIDv/xeR8/X1TTG7WH/b9yWF5hwdHeHh4WH0pbXbt+UTe8uW0npVuLBcnJcvt671eLNT0aLA9OnSbbx+vczIVkrK9LRtKwWtx4yRrtusNm2afO/bl79vyh6FCwMHDwK1a0tvRJMmcr0hIstjFsng8uXLkSdPHoSGhhr2VapUCfb29ti5c6dh37lz53Dt2jUEBwcDAIKDg3Hq1CncuXPHcExYWBg8PDxQsmTJ7HsCryEpSerKlSghrVG2tsDo0TIjtmFDraOzDg4Okvz98gtw8aLUKvT1Be7ckWSxaFH5XXz3Xdas9XrokIxrtLeXMV1E2SVnTiAsDOjYUUoy9ewps+9ZeobIwmg9g+VVEhMTVYECBdTo0aNT3Pfuu++qAgUKqN9++039+eefKjg4WAUHBxvuT0hIUKVLl1aNGjVSJ06cUNu3b1e5c+dWY8eOTVcMWs1GOntWqdq1k2f3Vami1IkT2RoCvUBcnFIbNyrVpIlSOl3y7yhXLqWGD1fqn38y77GaN5dz9+yZeeckSo/ERKX+97/kv/N33lHq6VOtoyJ6Nc4mThuTTwZ37NihAKhz586luO/JkyfqvffeU97e3srFxUW99dZb6vbt20bHXLlyRTVp0kQ5OzurXLlyqeHDh6v4dNZdye4/pthYpSZNUsrBQS68rq5KzZ4tpUXI9Fy5otT48UrlzWtcoqZOHaVWrVLqyZOMn/vUKTmXTpe5CSZRRixZopStrfxN1q2r1P37WkdE9HJMBtOGaxOnQXaubXjggIwLO3NGbjdtCixYILNZybQlJMgSd4sXAz//LF38gBS37toV6NMHKFUqfefs0gVYtQpo0wbYsCHzYyZKL/2Y2ZgYmYW/dSsQGKh1VESp49rEacNkMA0y849p4kQZ9zdunPH+qCiZoHDkiNzOkweYOxd4+23OEjZHN24AX30FLFsmszH1ataUpLBdu1evDHP5soxHTEwE/vxTVpUhMgWnTskH1Rs35Fr1009AtWpaR0WUEpPBtDGLCSSWxNZWBmBPmZK8b+NGIH/+5ESwZ08pF9OhAxNBc5Uvn/yeL11KrlVoaystv927y5qwAwcCJ0+++BwzZ0oi+MYbTATJtJQpAxw+DJQvLxOp6tWT6xgRmSe2DKZBZn+ymDJFEoUxY2RNYf1FNEcO6QqsX/+1H4JM0O3bUppj6VLj4tXVqklr4dtvJxeTjoiQAuJPnwK//ca/CTJNMTHyoXXrVvng+tlnwNCh/BBLpoMtg2nDZDANsuKPSZ8Q6tWuLYWFnZ0z5fRkwpKSpKj14sWy1F1Cgux3dwc6d5bEcMMGWXGkalUp/ss3VzJVCQlSCH3RIrk9aBAwe7a0hBNpjclg2jAZTIOs+mOys5NuQJ0uebIBWZeICGDlSmDJktSLV3/9tUwiITJlSkmr4MiRcrt5c1nW0dVV27iImAymDccMamTKFEkEAbmQTpigbTykDR8fWfLu3DnpDu7Qwfj+d9+VlsIjR1jol0yXTgeMGCEr9Tg5AZs3A3XrytAIIjJ9TAY1oO8injRJkgEAmDzZeFIJWRcbGxkX+NVXxt1rjx/LGMOqVYEKFaTMUFSUdnESvUzbtvKhJlcu4OhRWeP49GmtoyKiV2EymM30ieDkyfK9QQPZX7duylnGZH1WrJAW4wIFZGm7vXuBd94BHB2Bv/4CBgwA/PyAHj1kmTq2FpKpCQ6Wca5Fi0pZpZo1ZYwsEZkuJoPZLDFREkF9nUH9+sIJCbJf33VM1ichAfj0U9keMULWRK5dG/jmG+DWLak7WaoU8OSJJI01akiJj3nzgAcPNA2dyEjhwvJhpVYtacl+8035myUi08QJJGmQlQNQL18GChWSySQPHiSXFiHrs3q1tALmzg1cuZJ6UWql5E12yRLgu+8kMQRknFbbtrJ6Ta1anH1MpuHpU2nFXrtWbo8fL4X3+fdJ2YUTSNKGLYMaCwyUr4QEYN8+raMhrSgFTJsm20OGvHh1Ep1OWgSXL5fWwi++AMqWlTfdVauAOnWAkiWBWbOAu3ezL36i1Dg5yYecDz6Q25MnA926yRAIIjIdTAZNgH7c4G+/aRsHaefnn4G//5aW4ffeS9vPeHnJsSdOyGoQvXtLKY9//gGGDwfy5gU6dgR27eLYQtKOjQ3w8cfSmm1rK8Me3nyTQxuITAmTQROgTwY5yNo6KSUFpgGgf3/A2zt9P6/TyWzjJUuktXDRIlm+Li5OuucaNACKF5fxiHfuZH78RGnRu7esVOLuDuzeLS3cz67EQ0Ta4ZjBNMjqMQfh4TJDVKcD/vsPyJkz0x+CTNjevTKb3MFBxgr6+WXOeY8elQRxzRpZNgwA7O2BVq2kdmHDhtJqQ5SdTp4EQkOBGzeAPHmkJmHVqlpHRZaKYwbThm8FJsDXV8Z5KSWfmMm66McKdu+eeYkgIK2DixZJa6G+VmF8vBQGbtQIKFJEWiRZGJiyU9myUnqmfHlpqa5XL3l9diLSBpNBE6EvMcNxg9blxAlg2zZpoRs1Kmsew80N6NVLxhWeOCG1Cj09pYvugw+A/PmB1q0lDpY2ouyQN6+0iDdtKjPi27QB5szROioi68Vk0ERw3KB10rcKtm8vtdmyWrlywOefS2uhvlZhYqK0zDRtKmWOpkwBbt7M+ljIurm7Az/+KEsuKgUMGwYMHswPJERa4JjBNMiOMQeRkTJWMClJxtLkzZslD0Mm5MIFmdiRlCQtduXKaRPH6dMytvDrr5NneNrYyLiuvn1l5qednTaxkeVTCpg5M7llvHlz4NtvZWY80evimMG0YcugifDyAipWlO1duzQNhbLJp59KItikiXaJICCrmsyZI62B+lqFSUkysL95c6BgQWDCBFlajCiz6XTAyJHAunWy7OLmzTKhKjxc68iIrAeTQRPCrmLroe+mBYCxYzUNxcDZGejcGdizBzh7VmoV5swpSeLkyZIUNm0KbNokE1GIMlO7djJmOlcumQlfvbq0WhNR1mMyaEKenUTCznvLNnu21AGsWVPWHzY1QUHSdXfzZnKtQqVkkslbbwEBAcD//sc6cZS5atSQ5RaLFgWuXpX/D06qI8p6HDOYBtk15uDRIyk4HB8PnD8vpT/I8jx4ABQoADx8CGzZImPzzMGFC1KiZvly4+LVjRpJ3cIWLaRWItHrundP6mHu3y/jVZculWXsiNKLYwbThi2DJsTVFQgOlm1+GrZcX3whiWCZMtLtai6KFJHZz9evAxs2SBIIAL/8Il18+fMDY8ZI0kj0OnLmBMLCgA4dZN327t1l3CqbLoiyBpNBE8Nxg5bt8WNg7lzZHjNGBs+bGwcHqQu3Ywdw8aLUKvT1ldbC6dOli69hQ+lejo3VOloyV05OwOrVyWNqJ0+W1sG4OG3jIrJETAZNjH7c4K5dMqOTLMvSpcDdu1LPr317raN5fYUKAR9/LDON9bUKdTpp2e7YUUokjRgBnDundaRkjmxsgE8+ARYvBmxtgW++ARo3Ti6BRESZg8mgialaFXBxkTWKOZPOssTHy6QMQEppWFLtPv2axz//LJNKxo+XRPDePeCzz2RCSt26UrrmyROtoyVz06eP/G25u8uSnTVqcPISUWZiMmhiHBySZ5eyq9iyrFkj4+18fGQMlKUKCAAmTQKuXEmuVWhjI8uPdekiSeLQofywQ+nTuDGwb5/8/fzzj5Se+eMPraMisgxMBk0Q1ym2PElJMp4OkGW3nJy0jSc72NkBzZoBP/0kZUImT5ZZ1A8eyLjJ0qWldMjKlTKWkuhVypWTNbbLl5cxqvXqSd1LIno9TAZNkH4SyZ49MpOOzN+PP0ohZ09PoH9/raPJfvnyAePGAZcuJdcqtLUFDh6UVlJ/f2DgQOCvv7SOlExd3rzSytykiQw5aN06eVIWEWUMk0ETVL681BuMjpZK/GTelJKSLAAwYABgzaWubG1lreMffpAu808+AQIDgagoKblTvjxQrRqwbJmU3yFKjbu7tDj36yf/X0OHAkOGAImJWkdGZJ6YDJogW1vp/gA4btAS7NolY5ucnOQNi4Sfn5QNuXBBasq1aycTUf74A+jdW1oL330XOHZM60jJFNnZAQsXAjNmyO1586SV8NEjbeMiMkdMBk0Uxw1ajqlT5XuvXkCePNrGYopsbICQEGDdOuDGDXlzL1IEiIkBvvwSqFQJqFxZtqOjtY6WTIlOJzPz160DHB2ltbBePSA8XOvIiMwLl6NLAy2Wszl7FihZUlqTHjywjgkHlujPP4EqVaS198IFoGBBrSMyD0pJCZElS4Dvv08uNOzqKvUL+/SR19Uci3ZT1jh4UJZEvHdPZrRv3SrXULJuXI4ubdgyaKKCgqQb7elTWbidzJN+rGCnTkwE00OnA+rXl3I8N28m1yp89EgKd1erBlSoIOMMIyO1jpZMQY0awO+/ywo4V6/KbfasEKUNk0ETpdMlzyrmBc08/fOPTJQAgNGjtY3FnOXKBbz/PnDmTHKtQkdHmXk8cKCMLezRQ1qG2M9h3YoUkQ/PNWvKpKQ33wS+/lrrqIhMH5NBE8Z1is3bjBmSnLRoAZQqpXU05k+nk4LsX38N3Lol5URKlZLyIitWSAJQpoxMJLh/X+toSSs5cwK//gq8/bas+tOtGzBxIj8oEL0MxwymgVZjDq5ela5FW1sZN+junm0PTa/p+nVZtzchQVoqqlfXOiLLpJR0DS5eDHz3XfJSd46OMju5b1+gVi2OLbRGSUnA//6XPFSjSxcZYuDgoG1clL04ZjBt2DJowgICJKFITJRlmMh8zJoliWDdukwEs5JOBwQHA8uXS2vhF1/IKhWxsbIOcp06Molg1izg7l2to6XsZGMjM/kXL5YP1N98I93GDx5oHRmR6WEyaOL0JWbYVWw+7t6VNyBA6uhR9vDyAt57Dzh+PLlWoaurjN0cPlxWrujYUeo+sj/EevTpA/z8M+DmJr/7mjVl3WwiSsZk0MRxEon5mT9f1tqtUAFo1EjraKyPTidlZ5YsAW7fTq5VGBcHrF0r/1PFismYzjt3tI6WskPjxsD+/fKB4OxZmY1+5IjWURGZDo4ZTAMtxxxERAC+vrL9338ys5JMV0yMdO8/eCCFcNu10zoi0jt2TBLE1avl9wTIiictW8rYwoYNpWuRLNeNG0CzZjIT3dkZ+PZb+f2T5eKYwbThpc/E+fgApUvL9u7dmoZCabBkiSSCRYvK0lhkOipWlOXLbt1KrlUYHw9s2CAtuEWKyFrJt29rHSlllXz5ZPz1m2/KZKO33pJZ6UTWjsmgGWCJGfMQGyvFkQFg1CgZtE6mx81Nlgb8/ffkWoWensDlyzL7NH9+SRK2bZPJW2RZ3N2BzZulNVgpYOhQWTOcv2uyZkwGzQDXKTYP33wjrU7+/lLGgkxf2bIyxvPWreRahYmJwKZNQNOmMpt/yhRZBYUsh50dsGgRMH263J43D2jTRla4IbJGHDOYBlqPOYiMlEKqSUlSvy5fvmwPgV4hMREoUQI4f15aB99/X+uIKKNOn5bu/q+/Ti5DYmMDhIbKzNQmTSSZIMuwbh3Qtau07FeuLK2G+nHaZP60fv82F2wZNANeXnKRAtg6aKp++EESQW9vSRjIfJUqBcyZI62F+lqFSUmSJLRoIYXgJ0wArl3TOlLKDO3byxCcnDmBP/+UuqBnzmgdFVH2YjJoJlhixnQpJcVtAWDQIK4UYymcnIDOnYE9e6QcyfDhMpv/5k1g8mRJCps2lS7l+Hito6XXUbOmrBRUpIis/FSjhtQkJLIWTAbNxLOTSNixb1p++UUKHbu4AIMHax0NZYWgIGDmTClNoq9VqJRMMnnrLaBAAZl8cvmy1pFSRhUtKglhzZpAVJTUJvz6a62jIsoeTAbNRM2asqbmjRvAhQtaR0PP0q992revdDWR5XJ0BN5+Wz6UnT8PjB4N5MkDhIdLWZpChaRMzYYNUuSazEuuXMCvv0rXcXw80K0bMGkSP4CT5WMyaCZcXGQNVoAlZkzJ779L/Ud7e04asTZFisgHgevXk2sVAkBYmBQbz59fksXz57WNk9LHyUmKUY8eLbcnTgS6d2dyT5aNyaAZYYkZ06MfK/jOO/LmT9bHwUHKkuzYAVy6JN3Ffn6y1N2MGbL0XYMG0r0cG6t1tJQWNjaS6H/5pdQL/fprKVQdGal1ZERZg6Vl0sBUpqYfOADUqiVdGRERXDpLa3//DZQpI2vhnj0LFC+udURkKhISgJ9/BhYvlnGF+qtszpzS9dinj4xDJNO3fbu09D58KOWjtm6VyUNkHkzl/dvUMZ0wI1WrAq6uwN27wKlTWkdDM2bI99atmQiSMTs7WfP255+BK1ekFE2+fMC9e8CsWZJU1K0rpWuePNE6WnqZN98E9u8H8uaVD33Vq0sJGiJLwmTQjNjbS80zgF3FWrtyBVizRrbHjNE0FDJxBQrIuLPLl5NrFdrYAHv3yko1efPKkminT2sdKb1IuXIyPrhsWemVqVsX+PFHraMiyjxMBs0M1yk2DTNnyqojISHJBcGJXsbODmjWTJKIa9dkmbsCBWSVk7lzgdKlpWrAihXA48daR0vPy5cP2LdPSs48fiwlhebN0zoqoszBMYNpYEpjDo4fBypWBNzcgPv3pbWQsldEhIwZevpUknJ9gk6UXomJMvt48WLgp5/kNgB4esqkpD59pFWKTEd8PDBwoPzOAGDIEFmC0tZW27godab0/m3KTL5l8ObNm3jnnXeQM2dOODs7o0yZMvjzmQEbSimMHz8efn5+cHZ2RkhICM4/V8vh/v376Ny5Mzw8PODl5YVevXrh4cOH2f1UMkW5ckCOHDKYmeNWtDFvniSCVasC9etrHQ2ZM1tbGZP2ww9SokZfqzAqCvjiC6B8eaBaNWDpUvmfJ+3Z2wOLFgHTp8vtuXNlNvmjR9rGRfQ6TDoZfPDgAWrWrAl7e3ts27YNZ86cwWeffQZvb2/DMTNmzMC8efOwaNEiHD58GK6urmjcuDGePn1qOKZz5844ffo0wsLCsGXLFuzduxd9+/bV4im9Nhub5ASE4wazX3S0vEkDMlZQp9M2HrIcfn7A2LFSl1Bfq9DeHvjjD2kh9PMD3n0XOHZM60hJpwNGjZJyQY6O0vVfv770GhCZJWXCRo8erWrVqvXC+5OSkpSvr6/69NNPDfsiIyOVo6Oj+vbbb5VSSp05c0YBUEeOHDEcs23bNqXT6dTNmzfTFEdUVJQCoKKiojL4TDLXF18oBSjVoIHWkVifadPktS9RQqnERK2jIUsXEaHUjBlKFSkif3f6r4oVlVq0SCkTuSRZtf37lcqZU34vBQsqdeaM1hHRs0zt/dtUmXTL4E8//YTKlSujXbt2yJMnDypUqIAlS5YY7r98+TLCw8MREhJi2Ofp6Ylq1arh0KFDAIBDhw7By8sLlZ8Z5R8SEgIbGxscPnw41ceNjY1FdHS00Zcp0Y9RO3CAZSmy05MnwOzZsj16NOs8UtbLkwcYORL4919g1y6gY0cpcn3smLQS+vsDvXtL6yFHf2ujZk1Z07hIEakyUKOG/K6IzIlJv51dunQJCxcuRNGiRbFjxw70798fgwcPxsqVKwEA4eHhAAAfHx+jn/Px8THcFx4ejjx58hjdb2dnhxw5chiOed7UqVPh6elp+MpvYktLFC8ubwKxsXIRouyxcqV0A+XPD3TqpHU0ZE10OqBePSlndPOm1CoMCpJxasuWybjC8uVlCANXych+RYvKtbhGDXn9GzcGvvlG66iI0s6kk8GkpCRUrFgRn3zyCSpUqIC+ffuiT58+WLRoUZY+7tixYxEVFWX4un79epY+XnrpdCwxk90SEpKLTI8YwVncpJ1cuYBhw4AzZ6TUSZcusp7uyZMyy9XfX9bSPXiQrYXZKVcuuR63ayczjrt2BSZP5u+AzINJJ4N+fn4oWbKk0b4SJUrg2rVrAABfX18AQMRzo3YjIiIM9/n6+uLOnTtG9yckJOD+/fuGY57n6OgIDw8Poy9Tw3WKs9e6dVI0OFcu6ZYj0ppOJ8tTfv01cOuWzHIvXVqGM6xcKd2XZcrIbNf797WO1jo4OcmkktGj5faECUCPHkBcnLZxEb2KSSeDNWvWxLlz54z2/fvvvwgICAAABAYGwtfXFzufaR6Ljo7G4cOHERwcDAAIDg5GZGQkjh49ajjmt99+Q1JSEqpVq5YNzyJr6FsGjxyRGa6UdZSSResBqSnm4qJtPETP8/YGBg2S1sFDhyQBcXaWVU2GDpXWwi5dZNUTtlRlLRsbuV4sWiSlg1auBJo0Yfc9mTitZ7C8zB9//KHs7OzUxx9/rM6fP69Wr16tXFxc1KpVqwzHTJs2TXl5eakff/xRnTx5UrVs2VIFBgaqJ0+eGI558803VYUKFdThw4fV/v37VdGiRVXHjh3THIepzkbSzzDcvFnrSCzbli3yOru5KXX/vtbREKVNZKRUHihXzngmcvHiSs2cqdR//2kdoeXbulWuG4BSJUsqdfmy1hFZH1N9/zY1Jp0MKqXU5s2bVenSpZWjo6MKCgpSixcvNro/KSlJjRs3Tvn4+ChHR0fVsGFDde7cOaNj7t27pzp27Kjc3NyUh4eH6tGjh4qJiUlzDKb6x9S3r1xkhg3TOhLLVrOmvM4jRmgdCVH6JSUp9ccfSvXpo5Sra3JS6OCgVIcOSu3cyTJJWen4caX8/eU19/FR6pkqZ5QNTPX929RwObo0MNXlbL77DujQQRZP/+svraOxTPv2AXXqSDmPy5elu43IXMXEAN9+CyxZYryCUZEiUti6e3cpZ0OZ68YNIDRUuvFdXOR30KKF1lFZB1N9/zY1Jj1mkF5OvxLJyZPAf/9pG4ul0o8V7N6diSCZP3d3oG9fGWt89KjUKnR3By5ckEkPefPKbNiwMCApSetoLUe+fPLBsnFj4PFjoFUrYP58raMiSsZk0IzlySOzBQEWOc0Kf/0FbN0qA8JHjtQ6GqLMVbEisHChzETW1ypMSAA2bAAaNZLWwk8+AW7f1jpSy+DhAWzeLC2wSgGDB0uJoMRErSMjYjJo9lhiJuvoWwXbtZM3RiJL5OYG9OwJ/P67fAAaOBDw9JRhEf/7nxRZf+stYNs2Ji6vy94e+PLL5GvLnDlA27bSWkikJY4ZTANTHnOwebOMPSlSRBa4p8xx4YKs9JKUBBw/Lqs7EFmLx4+lhXDxYln2Uq9AAaBXL0ke8+XTLj5L8N13Upg6Lg6oUkWu5c8tpkWZwJTfv00JWwbNXN26UsvqwgXg/2txUyaYOVMSwSZNmAiS9XFxkURl//7kWoXe3nKNmTABCAgAmjeXBCYhQetozdPbb8uKJTlyyBjO6tWBs2e1joqsFZNBM+fhAVSuLNscN5g5bt8Gli+X7TFjtI2FSGslSwKzZ8vYwtWr5QNoUhKwZYv0ShQsCIwfD1y9qnWk5qdWLemeL1wYuHJF1jbevVvrqMgaMRm0AFynOHPNni1dNzVqALVrax0NkWlwcgI6dZJk5Z9/ZI3uXLmAmzeBKVOAwECgaVNg40ZZm5fSpmhRWTUmOFhWKWnUCPjmG62jImvDZNACPDuJhCNAX8+DBzLDEgDGjpX1X4nIWPHiwKefSv28tWvlGqSUTDJp3VrGFn7wAXDpktaRmofcueXDfLt2kkh37QpMnszrOWUfJoMWoEYNwNFRPqH/+6/W0Zi3BQuAhw+B0qWlSCwRvZijo4x9+/VXmcA2ZoyUvAoPB6ZOle7PRo1kMkpcnNbRmjZnZ0msR42S2xMmyEQdvm6UHZgMWgBnZ0kIAZaYeR2PH0upB0De1NgqSJR2RYpIAnj9uiR/jRvL/1BYmLR45csnha1Z9eDFbGyA6dOld8LGBlixQiaxRUZqHRlZOiaDFkI/bpDJYMYtWwbcvStjn95+W+toiMyTgwPQpg2wfTtw8aLUKvTzk1WSZswAihWT69XatUBsrNbRmqZ335UJOm5uck2vWZMTdChrMRm0EPpxg7t2cRmpjIiPl3IygKw2YmenbTxEliAwEPjoIylJs2mTTDDR6eQ61bGjLH83fLhMSCFjTZrIEnb+/sCZM1J65tn1pIkyE5NBC1G5snyKvHdP1iqm9Pn2W3nD8vEBevTQOhoiy2JnB7RsCfz8s5RQmTBBuo3v3QNmzQJKlADq1AFWrQKePNE6WtNRvjxw+DBQtqyMw6xbV2o7EmU2JoMWwt5eLqYAS8ykV1JS8vJQQ4dKCQ0iyhoFCgATJ0pSqK9VaGsrrWBdukhr4ZAhwN9/ax2paciXT16bxo1lXHOrVsDnn2sdFVkaJoMWhOsUZ8xPP0nlfw8PoH9/raMhsg62tjJj/8cfZTzclCmyssmDB8C8eUCZMjIxbsUKrt3r4SEtgr17y4fXQYOAYcO4VjRlHiaDFkQ/iWTvXhZ9TSulZAYkAAwYAHh6ahsPkTXKmxf48EOZcKKvVWhnJ8WYe/SQcXMDBgB//aV1pNqxt5e1ovXXqzlzgLZtmShT5tApxbKWr2IuC10nJUmNr3v3ZHF5fbkZerFduySJdnKSbisuFE9kGsLDpVVwyRLj4tVVqgB9+wIdOsg4aWu0di3QrZvUIKxaVXo3eO1Knbm8f2uNLYMWxMYGqF9fttlVnDb6T9k9e/JiSmRKfH2l3uf581KrsH17aR07cgTo00fK1bz7LnD0qNaRZr8OHaTQd44cwB9/yEzjs2e1jorMGZNBC6MfN8hJJK929Ki8ydjaSjkZIjI9NjZASAjw3Xey/N2nn8p6vg8fAl9+KZUUKlWS7ehoraPNPrVrSzd64cLSq1GjhqwbTZQRTAYtjH7c4MGDLNHwKvoZxB07AgULahoKEaVBnjzAiBHAuXMyxKNTJylyfeyYtBL6+ckki8OHrWNd32LFJCEMDpZVSho1kvI8ROnFZNDCFC0qg7Hj4mTcIKXu3Dng++9le/RobWMhovTR6YB69YDVq2VNdn2twsePZSWh6tWlRt8XX1j+Um65c0tPUNu2MnGwSxeZmW0NyTBlHiaDFkanY4mZtJgxQy6WzZsDpUtrHQ0RZVSuXFJm5fTp5FqFTk5SfH/gQJmJ3L279JZYaoLk7Czd6PrhLuPHyzjouDht4yLzwWTQAum7ijluMHU3bgDffCPbY8dqGwsRZQ6dDqhVC/j6a+DWLalVWLq0DJdZuVLW9y1dGpg7F7h/X+toM5+NjXzIXbBAtleskOX/LL1llDIHk0ELpE8G//wTiIrSNhZTNGuWdKfUrStjbYjIsnh7S2HmkyeTaxU6O8sav0OHSmvhO+9ITVZLay3s318KVLu6SoNArVpS1JvoZZgMWqD8+WXsYFKSXOwo2b17UrgVkLIVRGS5dDoZP/jVV8Dt29JqVr48EBsr4w3r1pWxhp99Bty9q3W0madpU+ky9/eX7vPq1a2zBA+lHZNBC8USM6mbPx949AioUEHW+iQi6+DpKa1mx44l1yp0dZXJZCNGyMS7Dh1krHVSktbRvr4KFYDff5dl/cLDZe36zZu1jopMFZNBC6XvKuYkkmQPH8o4IkBaBXU6beMhouyn00ltwsWLpbVw8WK5HRcnkzAaNgSKFwemTwciIrSO9vXkzw/s3y8lZx4/Blq1khnWRM9jMmih6tWT76dOAXfuaBqKyViyBHjwAChSBGjTRutoiEhr7u7SQnjkiLQY9u8v+y5ckA+M+fIB7doBv/xivq2FHh7Ali1SfzEpSWZYv/8+kJiodWRkSpgMWqjcuYFy5WR71y5tYzEFsbEyLggARo2SVUeIiPQqVJAxhbdvyxjD6tWBhARgwwYZUlKkCPDxxzJT2dzY20sL6CefyO3ZsyXJffxY27jIdDAZtGAsMZNs1SopTuvvD3TtqnU0RGSqXF1l9vGhQ8Bff0lLmqcncPky8OGHQIECwFtvAVu3mlfrmk4npbTWrJFVWzZulLXs2XNEAJNBi8bi0yIxUcb/ANI94uiobTxEZB7KlpVJZ7duSa3CWrXkerJpExAaCgQGApMnS+1Sc9GxI/Drr0COHMAff0gL6D//aB0VaU2nlKVVWcp80dHR8PT0RFRUFDw8PLQOJ82io+UfPjFRFjIPCNA6Im1s2CBdIt7eUm/L3V3riIjIXJ05I+OPv/46uXi1jY2Uc+nbF2jSBLCz0zbGtDh3TmK+dAnw8pIEt25draPKfOb6/p3d2DJowTw8gKpVZdtaWweVAqZOle2BA5kIEtHrKVlSxtzdvJlcqzApSSZptGghH7rHjzf9Qs/Fi0vpmerVZZWSN96Q50PWicmghbP2EjNhYTJL0MUFGDxY62iIyFI4OQGdOgG7d0s364gRsk7yrVvAlCnShdykiYzNi4/XOtrU5c4t7w1t20qM77wDfPSR5a3KQq/GZNDCPTuJxBr/wadNk+99+siFmogosxUvDnz6qYwd1NcqVArYvh1o3VomnXzwgXTJmhpnZ4l55Ei5PW4c0KuX6SawlDU4ZjANzHnMwdOnMh4kNhY4exYICtI6ouxz+LB0gdjZyUU4f36tIyIia3HxIrB0KbB8uXHx6pAQGVvYsqXM6jUlCxbIms5JSRLnhg0yk9qcmfP7d3Ziy6CFc3ICataUbWsrMaMfK/jOO0wEiSh7FS4s16Dr14Hvv5dahTqdzORt314KWo8aBZw/r3Wkyd57D/jpJymv8+uv8t5h6mMfKXMwGbQC1lhi5vRp4Mcf5eI7erTW0RCRtbK3l67i7dulh+LDDwE/P+C//6RruVgxGc7z7bfSg6O10FBg3z6J8fRp6V05elTrqCirMRm0Avpxg7t2me+SSuk1Y4Z8f+st6+oaJyLTVbCgTC65di25VqGNjVybO3UC8uaVWqhnz2obZ4UKMsymdGkgPByoU0dmS5Pl4pjBNDD3MQcJCVJvMCZGPuFVrKh1RFnr6lVZOiohQYqqVqmidURERKm7fl2Wv1u61Lh4de3aMrawTRuZ5KGFqCip0RoWJknrvHnAgAHaxJJR5v7+nV3YMmgF7OySi4laQ1fxzJmSCDZsyESQiExb/vzAhAmyMMCWLTKxxNZWumq7dJElNIcMAf7+O/tj8/QEfv5ZZhcnJUmt1uHDraeHyZowGbQS1rJO8Z078gkbkHU4iYjMga2tdBtv2iS9G1OmSAHryEhpkStTBqhRA1ixAnj8OPvisreXFVc+/lhuz5olrYXZGQNlPSaDVkI/iWTfPiAuTttYstK8eVJOp0qV5ASYiMic5M0rE00uXUquVWhnBxw6BPToIZM7BgwATpzInnh0OqmTuGaNlMP54Qe5vt65kz2PT1mPyaCVKF1aii4/eiTj6CxRdDTw+eeyPWaMXMCIiMyVjY2UpPn+exlbOHUqUKiQXOsWLJCJHlWrSm/Iw4dZH0/HjlJyxts7uY7rP/9k/eNS1mMyaCVsbCx/abpFi2TAc1AQ0KqV1tEQEWUeX1/5kHv+fHKtQnt74MgRWWHJzw/o1y/ry8DUri0tlIUKAZcvS9f13r1Z+5iU9ZgMWhFLTgafPpXF4wGpK2jDv2wiskA2NjLs57vvgJs3pVZh0aLSMrh4MVC5MlCpknw4jo7OmhiKFwd+/11aBh88AN54A1i9Omsei7IH3zKtiH7c4KFDljf4d+VKqYeVP7/U6yIisnS5cwMjRgDnzgG7d8u1z8EBOHYM6N9fWgt79ZIu3cwuIpc7tzQstGkj49DfeQf46KPMfxzKHkwGrUjhwpIsxcUBBw5oHU3mSUhILjI9fLjprfdJRJSVdDopH7Z6NXDrlvSSlCghH/q/+kpa8MqXlzHVkZGZ97jOzsC6dZKQAsC4cUDv3kB8fOY9BmUPJoNWRKezzBIz69fLrLucOeVCRERkrXLmBIYOlaXk9u0DunaVNepPngQGDZK6hd27S4NAZrTi2dhIV/UXX8j2V18BTZvK+G0yH0wGrYylrVOsFDBtmmwPGSILrBMRWTudDqhVS4bQ3LoFzJ8vtQqfPJF9tWpJlYm5c4H791//8d57D/jpJ7kG//qrnP/atdc/L2UPLkeXBpa0nM3Nm0C+fPIJ7t49wMtL64hez9atUqjVzU0uPN7eWkdERGSalJLxg0uWAGvXJo8dd3QE2raVWcl16rxeWa5jx4BmzYDbt2UG9M8/a7sEqiW9f2cltgxambx5ZSZYUhKwZ4/W0by+qVPle79+TASJiF5Gp5Pxg8uWSWvhggUyljA2VsYb1qsnYw0/+wz47z/5mYkTZTWU1EyZIvc/q2JFmWlcurRM6qtTR5bZI9PGZNAKWUqJmf375cvBAXj/fa2jISIyH56eMuP42LHkWoVubjIzecQIaTjo0EGWxhs/PmVCOGWK7Le1TXnuAgXk2vzGG7LQQcuWkniS6WIyaIUsZRKJfqxgt24yKJqIiNJHp5PahIsXS2uhvlZhfLzUMlyxQnpdxo+XGq5AciI4ebLMIE6Np6d0EffsKT1RAwZIkpmUlG1PjdKBYwbTwNLGHNy7J0vTAdKM7+OjbTwZcfIkUK6cjH08dw4oUkTriIiILMfx4zK2cPVq4+LVNjbJyd28ea8u8K8U8MknstYyIHUJv/lGytJkB0t7/84qbBm0QjlzyjgRwHy7ivWtgm3bMhEkIspsFSpI1+6tW8m1CoHklr0vvgDy5AFatwbmzJHkMTEx5Xl0OuB//5Ok0sFB1llu0AC4cyfbngqlAZNBK2XOJWYuXpTuC0DW6iQioqzh6gr06CG1A4HkMYL29tLLtHEjMGyYTBzJmVNmEn/6qcxafrb4dKdOQFiYdDnrl7I7dy77nw+lzqSTwYkTJ0Kn0xl9BQUFGe5/+vQpBgwYgJw5c8LNzQ1t2rRBRESE0TmuXbuG0NBQuLi4IE+ePBg5ciQSEhKy+6mYHHOeRDJzpnw6ffNN+fRKRERZ59kxggkJ8j0+XiadTJsGNGkCuLtLoemffwZGjZJkz9sbaNwY+PhjmVBSrZoshxoYCFy+DJQsCezdm/LxChUCChbM9qdp1Uw6GQSAUqVK4fbt24av/fv3G+4bNmwYNm/ejPXr12PPnj24desWWrdubbg/MTERoaGhiIuLw8GDB7Fy5UqsWLEC48eP1+KpmJTatQE7O1m548oVraNJu/BwYPly2R47VttYiIgsXWqTRcaNk9tLlsjyplu3SuHqP/+UsjQtW0oi+OgR8MsvMl6wdm2pa/vuu5I8AvKhvm5dYM2a5McrVEgSxVeNRaRMpkzYhAkTVLly5VK9LzIyUtnb26v169cb9p09e1YBUIcOHVJKKbV161ZlY2OjwsPDDccsXLhQeXh4qNjY2DTHERUVpQCoqKiojD0RE1WjhlKAUsuWaR1J2o0aJTEHByuVlKR1NERElm3CBKUmT079vsmT5f7UJCYq9ddfSs2fr1TbtkrlySPX7hd91a6tVECAbAcGZl78lvr+ndlMPvc+f/48/P39UahQIXTu3BnX/n99m6NHjyI+Ph4hISGGY4OCglCgQAEcOnQIAHDo0CGUKVMGPs9Ml23cuDGio6Nx+vTpFz5mbGwsoqOjjb4skbmVmImMBBYulO2xY1+vSj4REb3axIkvLh8zblzKotN6NjZA2bLAwIGyfnx4OHD2LLBoEdCxY8pyYPv2SU3DwEDpsaLsZdLJYLVq1bBixQps374dCxcuxOXLl1G7dm3ExMQgPDwcDg4O8HpuPTUfHx+Eh4cDAMLDw40SQf39+vteZOrUqfD09DR85c+fP3OfmIl4dhKJORQYWrAAiImRyvahoVpHQ0REaaXTAUFBslrUmjXAjRvAhQsyU/lZTAS1Yad1AC/TRD+wAEDZsmVRrVo1BAQEYN26dXDOwiJFY8eOxfvPLGkRHR1tkQlh9eqAk1PyJ7aSJbWO6MUeP5byBYDMIOZ4EiIi86XTAYULyyolzypUiAmhFszqLdXLywvFihXDhQsX4Ovri7i4OERGRhodExERAV9fXwCAr69vitnF+tv6Y1Lj6OgIDw8Poy9L5OQE1Kol26Y+q/irr2StzIIFgbff1joaIiJ6XfrJIoGB0juln2VcqJDWkVkfs0oGHz58iIsXL8LPzw+VKlWCvb09dj4z4O3cuXO4du0agoODAQDBwcE4deoU7jxT3TIsLAweHh4oacrNYNnIHErMxMdL3SoAGDlSZkETEZH5ejYR1LcEXrrEhFArJv22OmLECDRv3hwBAQG4desWJkyYAFtbW3Ts2BGenp7o1asX3n//feTIkQMeHh4YNGgQgoODUf3/S6U3atQIJUuWRJcuXTBjxgyEh4fjww8/xIABA+Do6KjxszMN+nGDu3ZJ9fjUFh3X2tq1wLVrUu2+Rw+toyEioteVlJT6ZJFLlyQR5BrG2cukk8EbN26gY8eOuHfvHnLnzo1atWrh999/R+7cuQEAs2fPho2NDdq0aYPY2Fg0btwYCxYsMPy8ra0ttmzZgv79+yM4OBiurq7o1q0bJk+erNVTMjkVKwIeHjJT98QJoFIlrSMylpSUvPTcsGHZt54lERFlnZfVt+WYweynU8oc5pFqy9IXum7RAti8GZg+XSrHm5IffwRatZKE9do1wNNT64iIiMhcWPr7d2YxqzGDlDVMdZ1ipYCpU2X7vfeYCBIREWUFJoNkmESyb58sLWQq9uyRxc4dHYGhQ7WOhoiIyDIxGSSULg3kzi21/A4f1jqaZPpWwZ49gedqhxMREVEmYTJI0OlMr8TM0aOywLmtrZSTISIioqzBZJAAJI8bNJV1iqdPl+8dOkj5ASIiIsoaTAYJQHLL4O+/A48eaRvLv/8CGzbI9ujR2sZCRERk6ZgMEgAp8lmggKz2sX+/trHMmCEziZs1A8qU0TYWIiIiS8dkkADIuEFTKDFz4wbw9deyPXasdnEQERFZCyaDZKDvKtZy3ODs2dI6WacOUKOGdnEQERFZCyaDZKBPBo8dAx48yP7Hv3cP+PJL2WarIBERUfZgMkgG/v5AUJCM19uzJ/sf//PPZfJK+fJA48bZ//hERETWiMkgGdGqxMzDh8C8ebI9ZoyMYSQiIqKsx2SQjGhVfHrpUuD+faBIEaBt2+x9bCIiImvGZJCM1KsnrXJnzgC3b2fPY8bFAZ99JtujRsmqI0RERJQ9mAySkRw5gAoVZHvXrux5zFWrpKSMnx/QtWv2PCYREREJJoOUQnaWmElMTF567v33AUfHrH9MIiIiSsZkkFLIzuLTmzbJ8nPe3kC/fln/eERERGSMySClUKsWYGcHXLkCXL6cdY+jFDB1qmwPHAi4u2fdYxEREVHqmAxSCm5uQPXqsp2VXcW//gocPQo4OwODBmXd4xAREdGLMRmkVGVHiRl9q2CfPkDu3Fn3OERERPRiTAYpVc8mg0pl/vkPH5bZynZ2wPDhmX9+IiIiShsmg5Sq6tWl+zYiQmoOZrZp0+T7O+8ABQpk/vmJiIgobZgMUqocHWUiCZD5XcVnzsgsYp1OikwTERGRdpgM0gtl1TrFM2bI91atgBIlMvfcRERElD5MBumF9OMGd++W4tCZ4do1YPVq2R4zJnPOSURERBnHZJBeqGJFwNMTiIoCjh3LnHPOnAkkJEiiWbVq5pyTiIiIMo7JIL2QrS1Qr55sZ8a4wf/+A5Yule2xY1//fERERPT6mAzSS2XmOsXz5gFPngCVKyePRyQiIiJtMRmkl9Inbfv3A7GxGT9PdDTw+eeyPXaszCQmIiIi7TEZpJcqWRLw8ZEWvcOHM36eL78EIiOB4sVlFjERERGZBiaD9FI63et3FT99CsyaJdujRwM2/KsjIiIyGXxbpld63XWKv/4aCA8H8uUDOnfOvLiIiIjo9TEZpFfSjxv8/Xfg4cP0/WxCQnKR6REjAAeHzI2NiIiIXg+TQXqlwECgYEFJ7PbvT9/PbtgAXLwI5MwJ9O6dJeERERHRa2AySGmSkXGDSgHTpsn24MGAq2vmx0VERESvh8kgpYm+qzg94wa3bwf++gtwcwMGDsyauIiIiOj1MBmkNKlfX74fPw7cv5+2n5k6Vb736wfkyJE1cREREdHrYTJIaeLnJzUHlQJ273718QcOAPv2Afb2wLBhWR4eERERZRCTQUqz9JSY0bcKdusG5M2bdTERERHR62EySGmW1kkkJ08CP/8sxaVHjcr6uIiIiCjjmAxSmtWrJyuS/PMPcOvWi4+bPl2+t20LFC2aLaERERFRBjEZpDTz9gYqVpTtF3UVX7oErF0r22PGZE9cRERElHFMBildXlViZuZMICkJaNwYqFAh++IiIiKijGEySOny7LhBpYzvCw8HvvpKtseOzd64iIiIKGOYDFK61Kol5WKuXZMu4WfNmQPExgLBwUCdOpqER0REROnEZJDSxdUVqF5dtp/tKo6MBBYskO0xY2SiCREREZk+JoOUbqmVmFm4EIiJAUqVApo10yYuIiIiSj8mg5Ruz04iUQp48kS6iAFpFbThXxUREZHZsNM6ADI/1aoBLi7Af/8Bf/8N7N0L3LkDBAQAb7+tdXRERESUHmzDoXSZOFGKSteuLbd37AA+/VS2S5cGPv5Ys9CIiIgoA5gMUrrY2gLjx0stQUCSv6tXZWLJzz/L/URERGQ+2E1M6TJunHwfP16+R0bK90ePgMmTk+8nIiIi88CWQUq3ceOku/hZH3zARJCIiMgc6ZR6fh0Jel50dDQ8PT0RFRUFDw8PrcMxGba20l1sawskJGgdDRERkTG+f6cNWwYpQ6ZMkUTQzg5ITJTbREREZH6YDFK6TZkiYwYnTwbi4+X7+PFMCImIiMyRWSWD06ZNg06nw9ChQw37nj59igEDBiBnzpxwc3NDmzZtEBERYfRz165dQ2hoKFxcXJAnTx6MHDkSCezXzJBnE0H9GMFx45gQEhERmSuzmU185MgRfPnllyhbtqzR/mHDhuHnn3/G+vXr4enpiYEDB6J169Y4cOAAACAxMRGhoaHw9fXFwYMHcfv2bXTt2hX29vb45JNPtHgqZi0xMfVZw/rbiYnZHxMRERFlnFlMIHn48CEqVqyIBQsW4KOPPkL58uUxZ84cREVFIXfu3FizZg3atm0LAPjnn39QokQJHDp0CNWrV8e2bdvQrFkz3Lp1Cz4+PgCARYsWYfTo0fjvv//g4ODwysfnAFQiIiLzw/fvtDGLbuIBAwYgNDQUISEhRvuPHj2K+Ph4o/1BQUEoUKAADh06BAA4dOgQypQpY0gEAaBx48aIjo7G6dOnU3282NhYREdHG30RERERWSKT7yZeu3Ytjh07hiNHjqS4Lzw8HA4ODvDy8jLa7+Pjg/DwcMMxzyaC+vv196Vm6tSpmDRpUiZET0RERGTaTLpl8Pr16xgyZAhWr14NJyenbHvcsWPHIioqyvB1/fr1bHtsIiIiouxk0sng0aNHcefOHVSsWBF2dnaws7PDnj17MG/ePNjZ2cHHxwdxcXGI1K+J9v8iIiLg6+sLAPD19U0xu1h/W3/M8xwdHeHh4WH0RURERGSJTDoZbNiwIU6dOoUTJ04YvipXrozOnTsbtu3t7bFz507Dz5w7dw7Xrl1DcHAwACA4OBinTp3CnTt3DMeEhYXBw8MDJUuWzPbnRERERGRKTHrMoLu7O0qXLm20z9XVFTlz5jTs79WrF95//33kyJEDHh4eGDRoEIKDg1G9enUAQKNGjVCyZEl06dIFM2bMQHh4OD788EMMGDAAjo6O2f6ciIiIiEyJSSeDaTF79mzY2NigTZs2iI2NRePGjbFgwQLD/ba2ttiyZQv69++P4OBguLq6olu3bpg8ebKGURMRERGZBrOoM6g11ikiIiIyP3z/ThuTHjNIRERERFmLySARERGRFTP7MYPZQd+TzpVIiIiIzIf+fZsj4l6OyWAaxMTEAADy58+vcSRERESUXjExMfD09NQ6DJPFCSRpkJSUhFu3bsHd3R06nU7rcCxWdHQ08ufPj+vXr3Ogrwb4+muHr722+PprKytff6UUYmJi4O/vDxsbjox7EbYMpoGNjQ3y5cundRhWg6u+aIuvv3b42muLr7+2sur1Z4vgqzFNJiIiIrJiTAaJiIiIrBiTQTIZjo6OmDBhApcJ1Ahff+3wtdcWX39t8fXXHieQEBEREVkxtgwSERERWTEmg0RERERWjMkgERERkRVjMkhERERkxZgMEhEREVkxJoOUpfbu3YvmzZvD398fOp0OmzZtMrpfKYXx48fDz88Pzs7OCAkJwfnz542OuX//Pjp37gwPDw94eXmhV69eePjwYTY+C/M0depUVKlSBe7u7siTJw9atWqFc+fOGR3z9OlTDBgwADlz5oSbmxvatGmDiIgIo2OuXbuG0NBQuLi4IE+ePBg5ciQSEhKy86mYpYULF6Js2bKGVRWCg4Oxbds2w/187bPXtGnToNPpMHToUMM+/g6yzsSJE6HT6Yy+goKCDPfztTctTAYpSz169AjlypXDF198ker9M2bMwLx587Bo0SIcPnwYrq6uaNy4MZ4+fWo4pnPnzjh9+jTCwsKwZcsW7N27F3379s2up2C29uzZgwEDBuD3339HWFgY4uPj0ahRIzx69MhwzLBhw7B582asX78ee/bswa1bt9C6dWvD/YmJiQgNDUVcXBwOHjyIlStXYsWKFRg/frwWT8ms5MuXD9OmTcPRo0fx559/okGDBmjZsiVOnz4NgK99djpy5Ai+/PJLlC1b1mg/fwdZq1SpUrh9+7bha//+/Yb7+NqbGEWUTQCojRs3Gm4nJSUpX19f9emnnxr2RUZGKkdHR/Xtt98qpZQ6c+aMAqCOHDliOGbbtm1Kp9OpmzdvZlvsluDOnTsKgNqzZ49SSl5re3t7tX79esMxZ8+eVQDUoUOHlFJKbd26VdnY2Kjw8HDDMQsXLlQeHh4qNjY2e5+ABfD29lZLly7la5+NYmJiVNGiRVVYWJiqW7euGjJkiFKKf/9ZbcKECapcuXKp3sfX3vSwZZA0c/nyZYSHhyMkJMSwz9PTE9WqVcOhQ4cAAIcOHYKXlxcqV65sOCYkJAQ2NjY4fPhwtsdszqKiogAAOXLkAAAcPXoU8fHxRq9/UFAQChQoYPT6lylTBj4+PoZjGjdujOjoaEMLF71aYmIi1q5di0ePHiE4OJivfTYaMGAAQkNDjV5rgH//2eH8+fPw9/dHoUKF0LlzZ1y7dg0AX3tTZKd1AGS9wsPDAcDon11/W39feHg48uTJY3S/nZ0dcuTIYTiGXi0pKQlDhw5FzZo1Ubp0aQDy2jo4OMDLy8vo2Odf/9R+P/r76OVOnTqF4OBgPH36FG5ubti4cSNKliyJEydO8LXPBmvXrsWxY8dw5MiRFPfx7z9rVatWDStWrEDx4sVx+/ZtTJo0CbVr18bff//N194EMRkksgIDBgzA33//bTRmh7Je8eLFceLECURFRWHDhg3o1q0b9uzZo3VYVuH69esYMmQIwsLC4OTkpHU4VqdJkyaG7bJly6JatWoICAjAunXr4OzsrGFklBp2E5NmfH19ASDFDLKIiAjDfb6+vrhz547R/QkJCbh//77hGHq5gQMHYsuWLdi1axfy5ctn2O/r64u4uDhERkYaHf/865/a70d/H72cg4MDihQpgkqVKmHq1KkoV64c5s6dy9c+Gxw9ehR37txBxYoVYWdnBzs7O+zZswfz5s2DnZ0dfHx8+DvIRl5eXihWrBguXLjAv38TxGSQNBMYGAhfX1/s3LnTsC86OhqHDx9GcHAwACA4OBiRkZE4evSo4ZjffvsNSUlJqFatWrbHbE6UUhg4cCA2btyI3377DYGBgUb3V6pUCfb29kav/7lz53Dt2jWj1//UqVNGCXlYWBg8PDxQsmTJ7HkiFiQpKQmxsbF87bNBw4YNcerUKZw4ccLwVblyZXTu3Nmwzd9B9nn48CEuXrwIPz8//v2bIq1nsJBli4mJUcePH1fHjx9XANSsWbPU8ePH1dWrV5VSSk2bNk15eXmpH3/8UZ08eVK1bNlSBQYGqidPnhjO8eabb6oKFSqow4cPq/3796uiRYuqjh07avWUzEb//v2Vp6en2r17t7p9+7bh6/Hjx4Zj3n33XVWgQAH122+/qT///FMFBwer4OBgw/0JCQmqdOnSqlGjRurEiRNq+/btKnfu3Grs2LFaPCWzMmbMGLVnzx51+fJldfLkSTVmzBil0+nUL7/8opTia6+FZ2cTK8XfQVYaPny42r17t7p8+bI6cOCACgkJUbly5VJ37txRSvG1NzVMBilL7dq1SwFI8dWtWzellJSXGTdunPLx8VGOjo6qYcOG6ty5c0bnuHfvnurYsaNyc3NTHh4eqkePHiomJkaDZ2NeUnvdAajly5cbjnny5Il67733lLe3t3JxcVFvvfWWun37ttF5rly5opo0aaKcnZ1Vrly51PDhw1V8fHw2Pxvz07NnTxUQEKAcHBxU7ty5VcOGDQ2JoFJ87bXwfDLI30HWefvtt5Wfn59ycHBQefPmVW+//ba6cOGC4X6+9qZFp5RS2rRJEhEREZHWOGaQiIiIyIoxGSQiIiKyYkwGiYiIiKwYk0EiIiIiK8ZkkIiIiMiKMRkkIiIismJMBomIiIisGJNBIiIiIivGZJCIiIjIijEZJCIiIrJiTAaJiIiIrNj/AQydb0nFrIV7AAAAAElFTkSuQmCC", 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VsxzrsGHDhJOTk85YkYyy0lX95MkTAUB89dVXme4TExMjrKysRNOmTXXGOcyfP18AED/99JN2W8au6t27dxuMxdDv/lXnNuP7oW3btsLKykpcvXpVu+3evXvC0dFRvPvuu9ptmu664OBgnW6nESNGCHNzcxEbG5vpcWcms+7Z5ORk4ebmJipXrqwzDmrLli0CgBg/frxRx5qxqyU5OVlUrlxZNG7cWGe7MV3VGzduFADErFmztNtSU1NF/fr19Y5B8zemMXv2bAFAPHjwINPnf1VXtaEuo+nTpwuVSiVu3ryp3aYZazV58mSdfatXry5q1Kihvb1r1y4BQAwdOlTveTW/2xs3bghzc3Mxbdo0nftPnz4tLCws9LZnpHm/GnPJSnfP67pwExIStGPQNM9vZ2cnNm7c+MrnfVVX9erVq0Xv3r3Fzz//LDZs2CC++OILYWdnJ4oVK6b9PMnMiRMntJ+J7u7uYsGCBWLlypXinXfeESqVSmzbti3Lx/n48WPtczo4OIivvvpKrF69WjRr1kwAEIsWLdLZf8uWLcLT01PnnIeEhIinT5/qvJ5m3F56Fy5c0D7m4cOHufacYWFhwtzc3OC5KF68uOjSpYvB+zT69OkjzM3N9T73hZDd+unjrFChgsHP9Pnz5wtnZ2cRExMjhBAGu6p///13AUD8+uuvOts14zMrV678yjh//fVXAUAsXbr0lftlJiuf9/v37xcAxMqVK3W2//XXX3rbM/vuF8Lw509ISIgoU6aMzrbMuqozfndl5fPd2M+0zGge/7pLVrvYjemqNvZ99zpG/0ut6Qp4k2bR1/n4448Nbvf19UVISIjOtrVr16J+/fooUqQIHj58qL0EBwcjLS0N+/bt09m/c+fOKFKkiPa2pgXl2rVrbxSzl5eXtksCAJycnNCzZ0+cPHlS+x+nsbG6uLjg2bNniIiIeKOYNGxtbWFlZYU9e/bodQNo7NixA8nJyRg+fLhOC0u/fv3g5OSk0x2TF9LS0vD333+jbdu2KFOmjHa7p6cnPvjgAxw4cED7XtTo37+/TldI/fr1kZaWhps3b+ZYXP/88w9iYmIwaNAg2NjYaLeHhobC39/f6POUvlXgyZMniIuLQ/369XHixIksx7R161ZYWFjo/Idrbm6OIUOGvPaxmv+eN23apDdcwhjpj+PZs2d4+PAh6tSpAyGEtqUmvYx/2/Xr19f52/v999+hUqkwYcIEvcdqfrfr16+HWq1Gp06ddP6OPDw8UK5cOezevfuVMb/11luIiIgw6uLh4ZGl8/Eq1tbWKF++PDp06ID//e9/WLFiBWrWrInu3bvrDb8wVqdOnbBs2TL07NkTbdu2xZQpU7B9+3Y8evQI06ZNe+VjNV3Ijx49wqZNmzBw4EB88MEH2LlzJ4oWLYqpU6dmOZ70z/njjz9i1KhR6NSpE/78808EBAToPWfx4sVRvXp1TJs2DRs3bsTEiROxf/9+fPjhh9p9ihUrhk6dOuHnn3/GN998g2vXrmH//v3o3LmztlUq/dCInH7OFy9e6HXratjY2LyygsiqVauwdOlSjBw50mALcEBAACIiIrBx40aMGTMG9vb2el37jx49wvjx4xEeHo7ixYtn+lotWrSAj48PRo0ahfXr1+PmzZtYs2YNPv/8c1hYWLwyzgsXLiAsLAxBQUFG9VS8qbVr18LZ2Rnvvfeezt9wjRo14ODgoPc3bOi7H9D9/ImLi8PDhw/RoEEDXLt2zehehfSy8/n+us+0zIwZM8aoz6Bvvvkmy8fxOsa874xhdFe1k5MTADmeJrf4+voavf3y5cv477//Mv2DiomJ0bnt7e2tc1uTRGaWUBmrbNmyemOSypcvD0CO/fDw8DA61kGDBmHNmjVo3rw5SpQogaZNm6JTp05o1qxZtmKztrbGzJkzMXLkSLi7u6N27dpo2bIlevbsqf1i1CRXmi4ADSsrK5QpUyZHky9jPHjwAM+fP9eLB5Ddp2q1Grdv39bpVsmt3216mZ0nAPD398eBAweMep4tW7Zg6tSpOHXqlLaLCUCWx7VpYvL09ISDg4POdkMxZtS5c2f8+OOP6Nu3L8aOHYsmTZrg/fffR4cOHYzqor116xbGjx+PP/74Q+88Z/zg1oxXTK9IkSI6j7t69Sq8vLzg6uqa6WtevnwZQohMu2JfN6SiSJEi2i7LvDR48GAcPnwYJ06c0J7bTp06oVKlShg2bBiOHDmSI69Tr149BAYGYseOHa/cT/Ol6+vrqzPsw8HBAa1atcKKFSuQmpoKCwvjRzJpntPS0hIdOnTQbjczM0Pnzp0xYcIE3Lp1C97e3rh27RoaNWqEX375Be3btwcAtGnTRlu7dNu2bWjevDkA4IcffsCLFy8watQojBo1CgDQvXt3+Pn5Yf369dr3fm48p62tLZKTkw0eb2JiosHubkCOOezTpw9CQkIyTeKdnJy078U2bdpg1apVaNOmDU6cOIG33noLAPDFF1/A1dX1tf8I2tjY4M8//0SnTp20x25tbY1Zs2Zh2rRpep8PGlFRUQgNDYWzszPWrVsHc3PzV75OTrh8+TLi4uLg5uZm8P6M39uZ5QQHDx7EhAkTEBkZiefPn+vcFxcXl+Uu3qx+vhvzmZaZgIAABAQEZCm+nGLM+84YWUocvby8cObMGaP2z+yL8FWDRzP7QzS0Xa1W47333sOYMWMMPkaTvGlk9kch0o2lzC3Gxurm5oZTp05h+/bt2LZtG7Zt26ZtVfj555+z9drDhw9Hq1atsHHjRmzfvh3h4eGYPn06du3aherVq2f7mIDs/Y5zg5K/26zYv38/WrdujXfffRcLFiyAp6cnLC0tsWzZMqxatSpPY7G1tcW+ffuwe/du/Pnnn/jrr7+wevVqNG7cGH///fcrv0TS0tLw3nvv4fHjx/j000/h7+8Pe3t73L17F71799ZrwcypLyS1Wg2VSoVt27YZfM7MviA1kpOT8fjxY6Neq3jx4jkSd3JyMpYuXYoxY8boJOSWlpZo3rw55s+fj+Tk5ExbtrKqVKlSuHjx4iv38fLyAmB4vJebmxtSUlLw7NmzLH35urq6wsbGBi4uLnrnTZMkPHnyBN7e3li+fDkSExP1Fk9o3bo1AJkUaJI8Z2dnbNq0Cbdu3cKNGzfg4+MDHx8f1KlTB8WLF9e2nOfGc3p6eiItLQ0xMTE6iU5ycjIePXqkPY/p/fvvv2jdujUqV66MdevWGZ18v//+++jRowd+++03vPXWW7h8+TIWL16MOXPm4N69e9r9EhMTkZKSghs3bsDJyUn7j1alSpVw5swZnDt3Dk+ePEFAQABsbW0xYsQINGjQQO/14uLi0Lx5c8TGxmL//v0GjyU3qNVquLm5YeXKlQbvz5iMGfruv3r1Kpo0aQJ/f398++23KFWqFKysrLB161bMnj07Wz0oWfUmnw1xcXFG1bu2srJ65T/SOSHj+85YWZoc07JlSyxevBiRkZEICgp65b6aVp+Ms3VyqgXLz88PCQkJOdqCkJ1WnytXrkAIofNYTTFVzeSTrMRqZWWFVq1aoVWrVlCr1Rg0aBB++OEHhIeHG2zdNIafnx9GjhyJkSNH4vLly6hWrRq++eYbrFixAj4+PgDkIOT0XcPJycm4fv36K2POyu/Y2LiLFy8OOzs7g19+Fy5cgJmZGUqVKmXUc2VHZnGmP0+NGzfWue/ixYva+1/1HL///jtsbGywfft2nRm2y5Yty1asPj4+2LlzJxISEnSSptclDhpmZmZo0qQJmjRpgm+//RZffvklPv/8c+zevRvBwcGZHsfp06dx6dIl/Pzzz+jZs6d2+5sMsfDz88P27dvx+PHjTD8s/fz8IISAr6+v3j+Gxjh06BAaNWpk1L7Xr1/PkVWSHj16hNTUVIP/TKWkpECtVufoP1rXrl17ZbcmIBNHDw8PvdmigCz6bmNjk+UhSWZmZqhWrRqOHTumlwhrEh9NXNHR0RBC6B13SkoKAOgVrQZkr4KmZyE2NhbHjx/Xtq7l1nNWq1YNgOzGbNGihXb7P//8A7Varb1f4+rVq2jWrBnc3NywdevW1/4jk15SUhLUarW2tf7u3btQq9UYOnQohg4dqre/r68vhg0bpjMJVKVS6fTEbN26FWq1Wu8zPDExEa1atcKlS5ewY8eOXGn9yuyzw8/PDzt27EDdunUzbSh6nc2bNyMpKQl//PGHTm+ToaEqxn7vZOXz/U0NGzbMqIagBg0a5PrKNhnfd8bK0rRBTZ943759ER0drXf/1atXtaVjnJycUKxYMb2xhgsWLMhSgJnp1KkTIiMjsX37dr37YmNjDX5QvI69vb328ca6d+8eNmzYoL0dHx+PX375BdWqVdN2Bxsb66NHj3TuMzMzQ9WqVQG8nDmXlRifP3+uN3vLz88Pjo6O2ucLDg6GlZUV5s6dq9NCt3TpUsTFxb1ypq+Pjw/Mzc2N+h0bG7e5uTmaNm2KTZs26ZQMio6OxqpVq1CvXj3tsInckFmcNWvWhJubGxYtWqTTxbxt2zacP39e5zxl9hzm5uZQqVQ6X243btzAxo0bsxVrixYtkJqaqlOGIi0tzeDKFhkZannTfBG+7r2m+W87/ftFCKH928+O9u3bQwiBSZMm6d2neZ33338f5ubmmDRpkl5rshBC7+8nIyXGOLq5ucHFxQUbNmzQ6fZMSEjA5s2b4e/vn60vUEPlprZu3Yrjx4/rDW25evUqrl69qrOtc+fOuH37tk6y//DhQ2zatAmNGzfO1ozyzp07Iy0tTedLMTExEStXrkRAQIC2Vat8+fIQQujNKP/f//4HAK/tCRk3bhxSU1MxYsQI7bbceM7GjRvD1dVVr8zLwoULYWdnp/M3HxUVhaZNm8LMzAzbt2/PNHmPjY3VJrPp/fjjjwBezuCuXLkyNmzYoHepVKkSvL29sWHDBvTp0yfT43nx4gXCw8Ph6emJrl27arenpaWhc+fOiIyMxNq1a1/bAJRdmX12dOrUCWlpaZgyZYreYzQzfl/H0OdPXFycwX/A7e3tjXrOrHy+vyklxjga+74zVpZaHP38/LBq1Sp07twZFStWRM+ePVG5cmUkJyfj0KFDWLt2rc4SWX379sWMGTPQt29f1KxZE/v27cuxpY1Gjx6NP/74Ay1btkTv3r1Ro0YNPHv2DKdPn8a6detw48YNg2UQXqVGjRoAgKFDhyIkJATm5uZ6tbEyKl++PPr06YNjx47B3d0dP/30E6Kjo3XexMbG2rdvXzx+/BiNGzdGyZIlcfPmTcybNw/VqlXTltypVq0azM3NMXPmTMTFxcHa2lpbzyqjS5cuoUmTJujUqRMCAgJgYWGBDRs2IDo6WntcxYsXx7hx4zBp0iQ0a9YMrVu3xsWLF7FgwQLUqlXrleUmnJ2d0bFjR8ybNw8qlQp+fn7YsmWL3jiVrJ7bqVOnamsMDho0CBYWFvjhhx+QlJSEWbNmvfL3kRlNqYVly5a9cg1oPz8/uLi4YNGiRXB0dIS9vT0CAwPh6+uLmTNn4sMPP0SDBg3QtWtXbbmG0qVL63zhZHasoaGh+Pbbb9GsWTN88MEHiImJwffff4+yZcviv//+y/IxtWrVCnXr1sXYsWNx48YNbQ1RY/57nDx5Mvbt24fQ0FD4+PggJiYGCxYsQMmSJbU1VDM7F/7+/vDz88OoUaNw9+5dODk54ffff3+jMaWNGjVCjx49MHfuXFy+fBnNmjWDWq3G/v370ahRIwwePBh+fn6YOnUqxo0bhxs3bqBt27ZwdHTE9evXsWHDBvTv3187Zs2QnB7j+Ouvv+LmzZvaMVb79u3TTgLp0aOH9h+rUaNG4YsvvkDt2rXRs2dPpKWlYenSpbhz5w5WrFih85ybN2/WLvmXkpKC//77T/ucrVu31v4jWadOHVSvXh01a9aEs7MzTpw4gZ9++gmlSpXS1uLUaNKkCQDo/CM2btw4rFmzBu3bt8cnn3wCZ2dnLFq0CCkpKfjyyy+zfJyALLPy448/IiwsDJcuXYK3t7f2sZs3b9Y+X+/evfH1119jwIABOHnyJCpVqoQTJ07gxx9/RKVKlXQmG86YMQNnzpxBYGAgLCwssHHjRvz999+YOnWqts5obj2nra0tpkyZgrCwMHTs2BEhISHYv38/VqxYgWnTpum0jDdr1gzXrl3DmDFjcODAAZ0xce7u7trSbHv27MHQoUPRoUMHlCtXDsnJydi/fz/Wr1+vnTAFyEk8bdu2RUaaFsaM93Xq1AleXl4ICAhAfHw8fvrpJ1y7dg1//vmnTuvxyJEj8ccff6BVq1Z4/Pix3vsv/ee9sZ+ZhmT2GdigQQMMGDAA06dPx6lTp9C0aVNYWlri8uXLWLt2Lb777judMbKGNG3aVNszN2DAACQkJGDJkiVwc3PD/fv39eJYuHAhpk6dirJly8LNzU2vRRGQQ0eM/Xx/Uzk5xjEuLk7bUKAppTZ//ny4uLjAxcVFWwbL2Ped0bI8D1vISvP9+vUTpUuXFlZWVsLR0VHUrVtXzJs3T2d1hOfPn4s+ffoIZ2dn4ejoKDp16iRiYmIyLcdjqDTIq1Znefr0qRg3bpwoW7assLKyEsWKFRN16tQRX3/9tUhOThZCvCwVYKgkTcY4UlNTxZAhQ0Tx4sW1pTNeRRPb9u3bRdWqVYW1tbXw9/cXa9euzVas69atE02bNhVubm7CyspKeHt7iwEDBoj79+/rPNeSJUtEmTJlhLm5+StL8zx8+FCEhYUJf39/YW9vL5ydnUVgYKBYs2aN3r7z588X/v7+wtLSUri7u4uBAweKJ0+e6OxjaOWYBw8eiPbt2ws7OztRpEgRMWDAAHHmzBm98gyvOrcZfw9CyJIhISEhwsHBQdjZ2YlGjRqJQ4cO6eyT2eoZhsoEzZs3L9PSDhlt2rRJBAQECAsLC73jWL16tahevbqwtrYWrq6uolu3buLOnTs6j3/VsS5dulSUK1dO+15ZtmyZXqkcIYxfOebRo0eiR48ewsnJSTg7O4sePXqIkydPvrYcz86dO0WbNm2El5eXsLKyEl5eXqJr1656pUMyOxfnzp0TwcHBwsHBQRQrVkz069dP/Pvvv3qv26tXL2Fvb68Xt6FjTk1NFV999ZXw9/cXVlZWonjx4qJ58+bi+PHjOvv9/vvvol69esLe3l7Y29sLf39/ERYWJi5evPja85WTGjRokGkpjYx/k5pyNy4uLsLW1lYEBgaKdevW6T3nq0p1pD+vn3/+uahWrZpwdnYWlpaWwtvbWwwcOFBERUXpPaePj4/BFZ+uXr0q2rVrJ5ycnIStra1o3LixOHr06BsdZ3R0tOjVq5dwdXUV1tbWIjAw0ODf3J07d8RHH30kfH19hZWVlfD09BT9+vXT+w7YsmWLeOedd4Sjo6Ows7MTtWvXNvj5lVvPKYQQixcvFhUqVBBWVlbCz89PzJ49W6f8lxDC6LIqV65cET179hRlypQRtra2wsbGRlSqVElMmDAh09XS0jNUjkcIIWbOnCn8/f2FjY2NKFKkiGjdurU4efKkwce/Ktb0jP3MNFSO53XfpYsXLxY1atQQtra2wtHRUVSpUkWMGTNGZ0W6V333//HHH6Jq1arCxsZGlC5dWsycOVO7SlD6cjRRUVEiNDRUODo66vwuMislZ8zne1Y+03Kb5twbuqT/m3/T911GKiHy2QwColzQqVMn3LhxA0ePHlU6FCKifI+fmZSZLHVVE5kiIQT27Nmj1y1DRET6+JlJr8IWRyIiIiIySs4sxkpEREREBR4TRyIiIiIyChNHIiIiIjIKE0ciIiIiMgpnVWeTWq3GvXv34OjomK1lAImIiCjvCSHw9OlTeHl5ZWuVpMKOiWM23bt3L1fXTCYiIqLcc/v2bZQsWVLpMEwOE8ds0izjdPv27VxdO5mIiIhyTnx8PEqVKqWzHCMZj4ljNmm6p52cnJg4EhERmRgOM8sedu4TERERkVGYOBIRERGRUZg4EhEREZFRmDgSERERkVGYOBIRERGRUZg4EhEREZFRmDgSERERkVGYOBIRERGRUZg4EhEREZFRmDgS5VMTJwJTphi+b8oUeT8REVFeYuJIlE+ZmwPjx+snj1OmyO3m5srERUREhRfXqibKp8LD5c/x41/e1iSNkye/vJ+IiCivMHEkysfCwwEhXiaLqalMGomISDnsqibK50qUkD9TU2X39BdfKBsPEREVXkwcifKxq1eBgQNf3k5LA956C0hKUi4mIiIqvEwycXz69CmGDx8OHx8f2Nraok6dOjh27Jj2fiEExo8fD09PT9ja2iI4OBiXL1/WeY7Hjx+jW7ducHJygouLC/r06YOEhIS8PhSiTKWmAo0aASkpQOnSwJIlgJkZcPo0UKEC8Pix0hESEVFhY5KJY9++fREREYFff/0Vp0+fRtOmTREcHIy7d+8CAGbNmoW5c+di0aJFOHLkCOzt7RESEoLExETtc3Tr1g1nz55FREQEtmzZgn379qF///5KHRKRnpAQ4PZtwNoa2LMH6NsX+OsvefvmTaB8eeDaNaWjJCKiwkQlhBBKB5EVL168gKOjIzZt2oTQ0FDt9ho1aqB58+aYMmUKvLy8MHLkSIwaNQoAEBcXB3d3dyxfvhxdunTB+fPnERAQgGPHjqFmzZoAgL/++gstWrTAnTt34OXl9do44uPj4ezsjLi4ODg5OeXOwVKh9c8/wDvvyIkxv/4KdO/+8r7Tp4F69YD4eKB4ceCPP4DatZWLlYjIlPD7+82YXItjamoq0tLSYGNjo7Pd1tYWBw4cwPXr1xEVFYXg4GDtfc7OzggMDERkZCQAIDIyEi4uLtqkEQCCg4NhZmaGI0eOGHzdpKQkxMfH61yIcsPz5zJRFALo1Ano1k33/ipVgPPngbffBh48kN3Zv/+uTKxERFS4mFzi6OjoiKCgIEyZMgX37t1DWloaVqxYgcjISNy/fx9RUVEAAHd3d53Hubu7a++LioqCm5ubzv0WFhZwdXXV7pPR9OnT4ezsrL2UKlUqF46OCBg9Grh4Uc6mXrgQUKn09/HyAvbuBUJDgcREoGNH4NtvZbJJRESUW0wucQSAX3/9FUIIlChRAtbW1pg7dy66du0KM7PcO5xx48YhLi5Oe7l9+3auvRYVXtu2AQsWyOvLlwOurpnv6+AAbNwIDBokE8aRI4EhQ+SkGiIiotxgkomjn58f9u7di4SEBNy+fRtHjx5FSkoKypQpAw8PDwBAdHS0zmOio6O193l4eCAmJkbn/tTUVDx+/Fi7T0bW1tZwcnLSuRDlpIcPgY8+kteHDQPSjbbIlIUFMH8+8M03smXy+++Bdu0AFgggIqLcYJKJo4a9vT08PT3x5MkTbN++HW3atIGvry88PDywc+dO7X7x8fE4cuQIgoKCAABBQUGIjY3F8ePHtfvs2rULarUagYGBeX4cREIA/fsDUVFAQAAwfbrxj1WpgE8+AdauBWxsgC1bgHffBe7dy714iYiocDK5WdUAsH37dgghUKFCBVy5cgWjR4+GjY0N9u/fD0tLS8ycORMzZszAzz//DF9fX4SHh+O///7DuXPntJNqmjdvjujoaCxatAgpKSn48MMPUbNmTaxatcqoGDgri3LSsmWytdHSEjh6FKhWLXvPc/gw0KqVbL0sVQrYuhWoXDlHQyUiMmn8/n4zJtniGBcXh7CwMPj7+6Nnz56oV68etm/fDktLSwDAmDFjMGTIEPTv3x+1atVCQkIC/vrrL52Z2CtXroS/vz+aNGmCFi1aoF69eli8eLFSh0SF2LVrwNCh8vqUKdlPGgFZlufwYVnj8fZtoG5dYMeOHAmTiIjINFsc8wP+x0I5IS0NaNAAOHgQqF8f2L1brkf9ph4/Btq2Bfbvl+MgFy8GPvzwzZ+XiMjU8fv7zZhkiyNRQTFzpkwaHR2BX37JmaQRkLOxIyKArl3lLOuPPgLCw1muh4iI3gwTRyKFnDgBTJggr8+bJ9ejzknW1sCKFcDnn8vbU6cCPXoASUk5+zpERFR4MHEkUsCLF3J1mNRUoH17oGfP3HkdMzOZMP74o2zNXLkSaNpUdmUTERFlFRNHIgV8+qlcNtDTE/jhB8Orw+SkPn3kDGtHR2DfPqBOHTkph4iIKCuYOBLlsb//ll3TgCzDU7Ro3rxu06ZyPGWpUnJJw9q1gUyWZiciIjKIiSNRHnr0COjdW14fPBgICcnb169SRZbrqV4dePAAaNgQWL8+b2MgIiLTxcSRKI8IAXz8MXD/PuDvL2dUK8HLS3ZXt2gBJCYCHToAs2dzxjUREb0eE0eiPPLrr8C6dbKu4sqVgJ2dcrE4OACbNgEDB8qE8ZNPZBHytDTlYiIiovyPiSNRHrhxQ3ZNA8CkScDbbysaDgCZwH7/PfD11/L2/PmyaHhCgqJhERFRPsbEkSiXpaXJcjtPn8olAD/9VOmIXlKpgJEjgbVrARsbYMsWuZLN/ftKR0ZERPkRE0eiXPb113LpPwcH2V2dU6vD5KQOHYBdu4BixWRh8tq1gbNnlY6KiIjyGyaORLno5Em51B8AzJ0L+PoqG8+rBAXJGdflywO3bslajzt2KB0VERHlJ0wciXKJZnWYlBQ5dlBThic/8/MDDh0C6tUD4uOB5s1lrUkiIiKAiSNRrhk3Djh3DnB3BxYvzv3VYXJK0aJARATQtatcEvGjj4Dx41muh4iImDgS5YqICOC77+T1n34CihdXNp6ssrEBVqwAPv9c3p4yRU7wSUpSNi4iIlIWE0eiHPb48ctu6YEDZaFtU2RmBkydCixZIif0rFghV7p58kTpyIiISClMHIlykBAyWbx3T04y0dRINGV9+wJbtwKOjsDevXLSzPXrSkdFRERKYOJIlINWrQLWrJHFtVesUHZ1mJzUtClw8CBQsiRw4YIs13PkiNJRERFRXmPiSJRDbt0CwsLk9fHjgVq1lI0np1WpIpPFatWAmBigYUNgwwaloyIiorzExJEoB6jVQK9eQFycbI0bN07piHKHlxewb58ct5mYCLRvD8yezRnXRESFBRNHohzw7bfAnj2Avb3sorawUDqi3OPoCGzaBHz8sUwYP/kEGDpULq1IREQFGxNHojf0338vy9bMmSOLaBd0FhbAggXAV1/J2/PnA+3aAc+eKRsXERHlLiaORG8gMRHo1g1ITgZatwb69FE6oryjUgGjRsnJQNbWwObNQIMGwP37SkdGRES5hYkj0Rv4/HPgzBnAzU3WOzSV1WFyUseOwK5dQLFiwPHjcozn2bNKR0VERLmBiSNRNu3aJcc2AsDSpTJ5LKzq1AEOHwbKlZOzy+vUAXbuVDoqIiLKaUwcibLhyRM5ixoA+vcHWrZUNp78wM8PiIwE6tUD4uOBZs2A5cuVjoqIiHISE0eibAgLA+7cAcqWBb75Rulo8o+iReU63V26AKmpwIcfAhMmsFwPEVFBwcSRKIv+9z950azf7OCgdET5i40NsHIl8Nln8vbkybJ1NilJ2biIiOjNMXEkyoLbt+Va1ADwxRdAYKCy8eRXZmbAtGlywpC5OfDrr7Lr+skTpSMjIqI3wcSRyEjpV4d5552XtRspc337An/+KYuG79kjJ81cv650VERElF1MHImMNGcOsHs3YGcnu6gtLZWOyDSEhAAHDgAlSwIXLshyPUePKh0VERFlBxNHIiOcPv1y/elvv5VlZ8h4VavKcj3VqgExMUDDhsCGDUpHRUREWcXEkeg1kpKA7t3l6jAtW8ryO5R1JUoA+/YBzZsDL14A7dvLVlwiIjIdTByJXiM8XK5HXbw48OOPhXN1mJzi6Aj88Qfw8ceyRM+IEcDQoUBamtKRERGRMZg4Er3C3r3A11/L6z/+CLi7KxtPQWBhASxYAMyaJW/Pmwe0awc8e6ZsXERE9HpMHIkyERcH9OwpW8b69gVat1Y6ooJDpQJGjwbWrAGsrYHNm4EGDYCoKKUjIyKiV2HiSJSJwYPlust+fsDs2UpHUzB17CjX/C5WDDh+XM64PntW6aiIiCgzTByJDFizRpbcMTOTxau5OkzuqVNHrnFdrhxw8yZQt65MJomIKP9h4kiUwd27cvIGIJfNCwpSNp7CoGxZmTzWqyeHCISEAD//rHRURESUERNHonTUaqB3b7k0Xs2awPjxSkdUeBQtCkREAF26AKmp8vcwYYIcY0pERPkDE0eidObNA3bsAGxtuTqMEmxsgJUrXxZbnzxZLvOYnKxsXEREJDFxJPp/Z88Cn34qr3/9NVChgrLxFFZmZsCXXwKLFwPm5nKMaUiIbAUmIiJlMXEkgmzR6t5drhLTvDkwcKDSEVG/fsCff8qi4Xv2yEk0168rHRURUeHGxJEIcizjqVNynN3SpVwdJr8ICQH275fLFV64IMv1HD2qdFRERIUXE0cq9Pbte7mKyZIlgKensvGQrrfeAo4cAapVA2JigIYNgY0bFQ6KiKiQYuJIhVr61WE+/FAufUf5T4kSMsFv3hx48QJ4/33gu++UjoqIqPBh4kiF2tChsui0ry8TkfzO0RH44w9gwACZ6A8fDgwbBqSlKR0ZEVHhwcSRCq1164Bffnm5Ooyjo9IRma6JE4EpUwzfN2WKvD8nWFgACxcCM2fK23PnytbHZ89y5vmJiOjVmDhSoXTvnmy5AoCxY+Uyd5R95uZyglHG5HHKFLnd3DznXkulAsaMAVavBqytZStkw4ZAVFTOvQYRERlmoXQARHlNCOCjj4DHj4G335ark9CbCQ+XP8ePl6u+jB0ra2GOHy+LeGvuz0mdOgElSwKtWwP//CNnXP/5J1CpUs6/FhERSSohuKBXdsTHx8PZ2RlxcXFwcnJSOhzKgvnzgSFD5ColJ04AFSsqHVHBcOMG0K0bcOjQy225lTSmd+WKnDRz5Qrg7AysXw80bpy7r0lEpovf32+GXdVUqJw/D4weLa/PmsWkMSdERgIdOwJ+frpJo5VV7ieNAFC2rIyhbl05Sz4kBPj559x/XSKiwoiJIxUamtVhEhOBpk2BsDClIzJdqalyjGHt2nJFl3XrALUaKFZM3m9lJc93ZhNmclqxYnKN8c6dZWy9e8sJOexPISLKWUwcqdCYNEl2Tbu6AsuWydnUlDWxscBXXwFlygBdusjC3AAQECBbHR8+lN3TSUnyp6EJM7nFxgZYtUqOrwTk77tXL5nAEhFRzuDkGCoUDh4EZsyQ13/4AfDyUjYeU3P1qqxz+dNPuqVvKleWyeH583KSUfoxjeknzKS/nZvMzIDp02ViO3CgLLN05w7w++9AkSK5//pERAUd21yowIuPB3r0kF2pPXsCHTooHZFpEEKu1tK2LVCuHDBv3suksUoV2T3977+ypVGtNjwRJjxcbs/rIt39+skZ1g4OwO7dcvzjjRt5GwMRUUHEWdXZxFlZpuOjj2TXtI+PTHScnZWOKH9LTgbWrAFmz5Zd++m99ZZsQWzb1jS6+v/9FwgNBe7eBdzcgC1bgFq1lI6KiJTE7+83YwIf/brS0tIQHh4OX19f2Nraws/PD1OmTEH6/FcIgfHjx8PT0xO2trYIDg7G5cuXdZ7n8ePH6NatG5ycnODi4oI+ffogISEhrw+Hctn69TJpVKlktyWTxsw9egR8+aVcfrFHD92ksVo1YMMGue39900jaQRkonv4sPwZEwM0aABs2qR0VEREpstEPv5fmjlzJhYuXIj58+fj/PnzmDlzJmbNmoV58+Zp95k1axbmzp2LRYsW4ciRI7C3t0dISAgSExO1+3Tr1g1nz55FREQEtmzZgn379qF///5KHBLlkvv3Ac2vdMwYoH59ZePJry5elOMBS5UCPv9crqqjUb06sHGjTBhNpZUxo5Ilgf37gWbNgBcvgHbtuC45EVG2CRMTGhoqPvroI51t77//vujWrZsQQgi1Wi08PDzEV199pb0/NjZWWFtbi//9739CCCHOnTsnAIhjx45p99m2bZtQqVTi7t27Bl83MTFRxMXFaS+3b98WAERcXFxOHyLlALVaiObNhQCEqFZNiKQkpSPKX9RqISIihGjRQp6jjJcaNYT44w+5X0GRkiJE//4vj3HoUCFSU5WOiojyWlxcHL+/34DJtR/UqVMHO3fuxKVLlwAA//77Lw4cOIDmzZsDAK5fv46oqCgEBwdrH+Ps7IzAwEBERkYCACIjI+Hi4oKaNWtq9wkODoaZmRmOaOqLZDB9+nQ4OztrL6VKlcqtQ6QcsHAhsG2bXMt4xQpZV5BkDctly2TX7XvvAVu36t5fs6YcB3jsGNCqleziLygsLIBFi4CZM+XtuXOB9u11Z4kTEdGrmVw5nrFjxyI+Ph7+/v4wNzdHWloapk2bhm7dugEAoqKiAADu7u46j3N3d9feFxUVBTc3N537LSws4Orqqt0no3HjxuGTTz7R3o6Pj2fymE9dvAiMGiWvz5zJtYsBOb5v4UJgwQJ5PaN33pHldJo3L1jJYkYqlRy2ULq0nGG/aRPQsCGweTPg4aF0dERE+Z/JJY5r1qzBypUrsWrVKlSqVAmnTp3C8OHD4eXlhV69euXa61pbW8Pa2jrXnp9yRkqKXB3mxQsgOFiuSV2YnTkjZ0evXCmLcmcUGChXWAkJKdgJY0adOgElSgBt2gD//CNXwNm6VRYyJyKizJlcV/Xo0aMxduxYdOnSBVWqVEGPHj0wYsQITJ8+HQDg8f/NBtHR0TqPi46O1t7n4eGBmAzNLqmpqXj8+LF2HzJNU6bIRMDFpfCuDqNWy276pk1lvcWfftJPGoOCgL/+kms8N2tWuJJGjbp15fGXLQvcvCmXTty9W+moiIjyN5P7Wn3+/DnMMmQD5ubmUKvVAABfX194eHhg586d2vvj4+Nx5MgRBAUFAQCCgoIQGxuL48ePa/fZtWsX1Go1AgMD8+AoKDdERgLTpsnrixbJ2bSFyfPnclWcSpWAFi2AiAj9ferWBf7+W66kU9haGQ0pV06+b+rWBeLi5Dn55ReloyIiyr9Mrqu6VatWmDZtGry9vVGpUiWcPHkS3377LT766CMAgEqlwvDhwzF16lSUK1cOvr6+CA8Ph5eXF9q2bQsAqFixIpo1a4Z+/fph0aJFSElJweDBg9GlSxd4cS06k5SQ8HJ1mG7dgM6dlY4o79y/D3z/vUyWHz0yvE+9erJLunFjJosZFSsG7Ngh17Ves0b+vH5dFjrnuSIiykDpad1ZFR8fL4YNGya8vb2FjY2NKFOmjPj8889FUrp6K2q1WoSHhwt3d3dhbW0tmjRpIi5evKjzPI8ePRJdu3YVDg4OwsnJSXz44Yfi6dOnRsfB6fz5S9++ssRKqVJCPHmidDR54+RJIXr2FMLS0nBJHUCId98VYufOglVWJ7ekpQnx6acvz13PnizjRFQQ8fv7zXDJwWzikkX5xx9/yEkOKhWwa5ecJVtQqdWyXM7s2cCePZnv16CBbGEsyOcityxeDAwaJNfXbtRIrj7k4qJ0VESUU/j9/WZMbowjUXrR0UDfvvL6yJEFN1FKSJDd0RUqyCQ5s6SxUSN53549Bfdc5Lb+/WVy7uAgJ8vUqQPcuKF0VERE+QMTRzJZQgB9+gAPHgBVqwJTpyodUc67fRv49FO5HODgwcCVK4b3a9IE2LdPtrg2aJC3MRZEzZoBBw7Ikj3nz8tyPf/8o3RURETKY+JIJmvxYuDPP+WqMCtWyFViCoqjR4GuXQFfX2DWLCA21nBpoeBguQ7zjh1cizunvfUWcPiw/KckOlom5Js2KR0VEZGymDiSSbp0CdAs5DN9uqxXaOrS0oDff5czoAMDgd9+k9tKlQKKFpUtrBpNm8qSOhERcn/KHSVLysQ8JESWO2rXTi5VSERUWDFxJJOTkiJL7zx/LsvLDB+udERvJj5eTnYpWxbo0EEmhJaWskh31arAvXuyzI4QMoE5dAjYvl2OvaPc5+QklyTs31/+DoYNk++5tDSlIyMiynsmV8eRaNo02ZXr4gIsX266q8PcuCFbr378EXj6VG4rWlSOV3z8WI5X/P+69mjeXK4lzfr0yrC0lHUy/fzkmNPvvpO/v5UrAXt7paMjIso7TBzJpBw58nISzIIFshvXlAghVyr59ltgw4aXiaG/v1zt5eZNYN26l9tDQ2Uh6nfeUS5mklQqYMwYwMdHFgnftEnOYt+8GXB3Vzo6IqK8wcSRTEZCAtC9u+wi7NpVXkxFSoocvzh7tmwt1XjvPdmaeOwYMGfOy4SxZUuZMNaqpUi49AqdO8vZ1m3ayN9b7drA1q1AxYpKR0ZElPtMtJOPCqORI2U5mpIlZU1DU/DkiZwVXaaMTHSPHpWzv/v0kcvbFSsmj+t//5NJY+vWsuzL5s1MGvOzevXkjOuyZWWXdZ06suYjEVFBx8SRTMLmzbL8DiDHNRYpomg4r3XlCjBkiOxK//RT4M4dwM1Nruby11+y9bRzZ5kwCiFbr44fl92fNWooHT0Zo1w5OeygTh1ZLikkBPjlF6WjIiLKXUwcKd+LiXm5OsyIEXLySH4khFyxpU0boHx5YP584NkzWSrop59kzcmzZ+VM8NWr5f7t2gEnTwIbNwJvv630EVBWFSsG7NwJdOwohyP06gVMnqxbOomIqCBh4kj5mhBAv34yeaxcGfjyS6Uj0pecDPz6q2wpbNRIrp0thJzsEhEhi5Nv3Sq7nteulfe1bw+cOiXXQa5WTekjoDdhYyNrbn76qbw9YQLw4YfyfUFEVNBwcgzla0uXykRMszqMjY3SEb308CHwww9yvOX9+3Kbra1sdRo2DEhKkq1P69e/fEyHDkB4uKzPSAWHmRkwY4Zc6ScsDPj5Z+DWLfm7d3FROjoiopzDxJHyrStXXhb3njpVLgGXH5w/L2dA//ILkJgot3l6yrWkBwyQ60t/9pkstwPIMi4dO8qEsXJlxcKmPDBgAODtDXTqJCfL1K0rhyiULq10ZEREOYNd1ZQvpabK1WGePZNrBGuWF1SKELLbuUULICBATtRJTASqV5fd1DduyLI6ffrIbRs2yISxSxfg9Gk5ppFJY+HQvLlcptDLCzh3Tpbr+ecfpaMiIsoZTBwpX5o+XZY7cXKS3X7m5srEkZgoJ7ZUrSrXh962TSaEbdrIiTDHj8v6fR06yMktmzbJ+7t2Bc6ckbOmK1VSJnZSTrVqslh91apAdLT85+ePP5SOiojozTFxpHzn2DFg0iR5/fvv5UodeS06WpbO8fGRrYhnzsil5YYMAS5dkrOg7e1l3cWaNWW5IDMzoFs32cq0apVsmaTCq2RJ2fIYEiLXVW/bFpg3T+moiIjeDBNHyleePXu5OkynTjIRy0unT8tE0dtbJq8xMbIW46xZshbj3LlyHenQUDlLessWmTB27y4TxhUr5PKBRIBsMd+8WVYGEAIYOlSWlEpLUzoyIqLs4eQYyldGj5YteiVKAAsXym7f3KZWy6Lcs2cDO3a83B4YKL/k338fsLSUXY+TJsnuauBlwvj557JuI5EhlpZy9r2fHzB2rJxYdeMGsHIlYGendHRERFnDFkfKN7ZulckiACxbBri65u7rPX8uv9ArVZItiDt2yGSwQwfg0CE5xrJzZzmxoVkzOclh2zY53rJ3b+DiRTn+kkkjvY5KJes8/vabLC21cSPQsKEcEkFEZErY4kj5woMHwEcfyetDhwLvvZd7r3Xvnhw7uWiR7HYGZJdi375yDKOmdMrBg7KFMSJC3jY3B3r2lC2Mfn65Fx8VXJ07y9b0Nm3kWN7ateU/TBUrKh0ZEZFxmDiS4oQA+veXrS8BAbKQcm44cUJ2R69eLZeHA2TB5mHD5EofTk5y24EDMmHUdFtbWMii3p99BpQpkzuxUeFRr55szW7eHLh6Va51vWGDbIEkIsrv2FVNilu2THbdWVrKySW2tjn33GlpskROw4ZyScAVK2TSWK8e8PvvwOXLMnF0cgL27ZPrYNevL5NGCwvZCnnpEvDjj0waKeeUKwdERgJBQUBsrCz19OuvSkdFRPR6TBxJUdeuycQNkMvzVa+eM8+bkCBLn1SoIMug7N0rE8EPPpBdhPv3y0kv5uayHmOjRrLW3q5dMoHt318mlUuWyFZJopxWvDiwc6dcVSglRQ6DmDxZtsATEeVX7KomxWhWh0lIkK18o0e/+XPevi0TxsWLgbg4ua1IEZkIDh4sa+sB8st5zx7ZJb13r9xmaSlL8Ywdq0ztSCp8bG3lhBlfX1nyacIE4Pp1OWnLykrp6IiI9DFxJMXMmiVnLzs6ynWf32R1mKNHgW+/Bdate1kjr1w5udZ1r16yWDcgE8bdu2Vx7/375TYrq5cJo7f3mxwRUdaZmQEzZ8rkMSwMWL4cuHVLDqVwcVE6OiIiXUwcSRHHj8vWFUC2EGpmMmdFaqocGzl7tkxANRo1kvUXQ0PllzIgE8adO2UL44EDcpuVlRzDOHasLPJNpKSPP5Yt3Z06ySETdevKGdds/Sai/ISJI+W5589l4ezUVKB9ezm2Kyvi4oClS+UqLjdvym2WlnL84vDhcp1gDSFkOZ1Jk14ml9bWciWPTz992XVNlB80by5bwkND5UpEtWvLlWdq1lQ6MiIiiYkj5blPPwUuXAA8PeVYLmNXh7l+XSaLS5cCT5/KbUWLAgMHAoMGyefTEAL4+2/ZJX34sNxmbQ0MGCBf38srRw+JKMdUqyZXKQoNBf77T07a+u03oFUrpSMjIuKsaspj27cD8+fL68uWycTvVYSQXcvt2wNly8rl2p4+lQWTFy+Wk2GmTHmZNAohV3cJCpKrvRw+DNjYyJnb164B333HpJHyv5IlZctjSIhsoW/b9uXfDRGRkpg4Up559EgW2gbkDOeQkMz3TUkB/vc/4J135Izr9evlmtJNm8rE8OxZ2d2sqfkohBwPVrs20KKFbLGxtZVjHa9dkwknE0YyJU5Ospu6b1/53h8yRL6fNZO/iIiUwK5qyhNCyG7i+/cBf385i9SQJ09kS+L8+cCdO3KbtbUs2zN8uFxXOuPz/vmnHMP4zz9ym62t7L4ePRrw8Mi1QyLKdZaW8u/Bzw8YN07+A3TjBrByJWBnp3R0RFQYMXGkPPHLL7K8iIWFXL0l45fepUuyG3n5ctk1BwDu7rI8yccfy2LJ6QkhW2MmT5YztAH5nIMGAaNGyccSFQQqlZz5X7q0LC21caOsHPDHH3yfE1HeY+JIue76ddnNBsjJKjVqyOuaItyzZwNbtrxcMaNqVdkl17WrbG1MTwj5hTlpEnDypNxmby8TzJEjATe3vDgiorzXpQtQooQc73j0qByWsXWrHO9LRJRXmDhSrkpLk+V2nj4F6tSRM5qTk+Us0dmzgVOnXu7bsqVMGBs10p9prVbLNacnT375GHt7OVZy5Ej9Fkmigqh+fbnGdYsWwNWr8m9qwwa5FjsRUV7g5BjKMRMnyhnO6X31lZwVbWUFBAQAM2bIgsa9eskEUDMe8cIF2fXcuLFu0qhWy4kx1avLtaVPnQIcHOR4rxs35PMxaaTCpHx5mTwGBQGxsXLC2IoVSkdFRIUFWxwpx5ibA+PHy+vh4bIrWXM7OVmOX0xNlbe9vGT3df/+gKur/nNpEsbJk4HTp+U2R0dg6FDZKvm6Mj5EBVnx4nIlpJ495TKbPXrIISFffGF8XVQiouxg4kg5Jjxc/hw/XpbTWbdO/tRITZXjG0eMADp2lK2QGanV8nFTpgBnzshtTk4vE0ZDSSZRYWRrC6xeLSfOfPWV/Lu7dk0W1Tf0t0VElBOYOFKOSp88pteunUz86tUz3CKSliYTxsmT5VJrgEwYhw+XlyJFcjNqItNkZgbMmgX4+srxvsuXy6L469YBLi5KR0dEBZFKCM1cVsqK+Ph4ODs7Iy4uDk5OTkqHk+9YWsoWRjMzWWrHz8/wfmlpwJo1soXx/Hm5zdlZJovDhjFhJDLW1q1Ap07As2ey3umff8rxxESki9/fb4aTYyjHTZkik0YrK9n1vGqV/j5pabKIceXKwAcfyKTRxUWW2blxQ060YdJIZLwWLeQyhV5ecmWl2rVfFsUnIsopTBwpR02ZIrupJ08GkpLkz/HjX862Tk2VM0ADAoDu3eVs6iJF5H43bsh92cVGlD3Vq8v12atUAaKigAYNZLUCIqKcwjGOlGPSJ42asY7pxzyeOiVnSF++LLe5ugKffCJnV7O3gChnlColS2B17Aj8/bcsGD53riyST0T0ptjiSDkmLU03aQRkC6O3t0wS16+XSWPRosCXX8oWxs8/Z9JIlNOcnORqTH37yuEigwfLf9LS0pSOjIhMHSfHZBMH175aSorskp42Ta5wAciEcdQo2fLh6KhsfESFgRCySP5nn8nb7doZXiueqDDh9/ebYYsj5aiUFGDpUqBCBeCjj2TSWKwYMHOmbGEcO5ZJI1FeUankKkurVsnJahs2yCU9Y2KUjoyITBUTR8oRycnAjz/K5dD69pWrWLi5ycLEN24AY8bIpQKJKO917Qrs2CGHjBw9KmdcX7igdFREZIqYONIbSU4GFi+WCWO/fjJJdHMDvv5armIxahRgb690lERUvz5w6BBQpoz8xy4oCNi7V+moiMjUMHGkbElKAhYtAsqVAwYMAG7eBNzdgW+/lV9KI0cyYSTKbypUkOV6atcGYmOB996T9VSJiIzFxJGyJCkJWLhQJowDBwK3bgEeHsDs2bKFccQIDrwnys+KFwd27QI6dJBjkrt3B6ZOlRNpiIheh4kjGSUxEfj+e6BsWWDQILkerqcn8N13MmEcPpwJI5GpsLUFVq8GRo+Wt8PDgT59ZCJJRPQqTBzplRITgfnzZcI4eDBw5w5QogQwb55MGIcOlV9CRGRazMyAWbOABQvk9WXL5LKFcXFKR0ZE+RkTRzLoxQu52oSfn1zZ5e5dmTDOnw9cuSKTSBsbpaMkojc1cKBcltDeXs68rltXjlkmIjKEiSPpePECmDNHzrwcNgy4dw8oWVK2Sly9Kot3M2EkKlhatAD275fDT86elZNnjh9XOioiyo+YOBIA4PlzOcGlTBk5wSUqSq55u3ChbGEcOBCwtlY6SiLKLdWrA0eOAFWqyL//d9+VyxYSEaXHxLGQe/YM+OYbmTB+8on8wvDxAX74QSaMH3/MhJGosChVCjhwQJbpef4caNNGToojItIwucSxdOnSUKlUepewsDAAQGJiIsLCwlC0aFE4ODigffv2iI6O1nmOW7duITQ0FHZ2dnBzc8Po0aORmpqqxOEo5tkzWaS7TBlZpDs6GihdGliyBLh0CejfXy5RRkSFi5MT8Oefcpa1Wi3HM48cKa8TEZlc4njs2DHcv39fe4mIiAAAdOzYEQAwYsQIbN68GWvXrsXevXtx7949vP/++9rHp6WlITQ0FMnJyTh06BB+/vlnLF++HOPHj1fkePJaQoKcSenrK0txxMTI6z/+KBPGvn2ZMBIVdpaW8p/IadPk7W+/BTp2lK2QRFS4qYQw7bKvw4cPx5YtW3D58mXEx8ejePHiWLVqFTp06AAAuHDhAipWrIjIyEjUrl0b27ZtQ8uWLXHv3j24u7sDABYtWoRPP/0UDx48gJWRWVN8fDycnZ0RFxcHJyenXDu+nPL0qexy+uYb4OFDua1MGeCLL2QBYEtLZeMjovzpf/8DeveWy4sGBgJ//CGXFSUyVab2/Z3fmFyLY3rJyclYsWIFPvroI6hUKhw/fhwpKSkIDg7W7uPv7w9vb29ERkYCACIjI1GlShVt0ggAISEhiI+Px9mzZzN9raSkJMTHx+tcTMHTp8D06bJVcdw4mTT6+cmabRcuAB9+yKSRiDLXtass01OkiJw8U7u2/OwgosLJpBPHjRs3IjY2Fr179wYAREVFwcrKCi4uLjr7ubu7IyoqSrtP+qRRc7/mvsxMnz4dzs7O2kupUqVy7kByQXy87GYqXRr47DPg0SO5TODPP8sP/d69mTASkXHq1wciI2UvxfXrQJ06wL59SkdFREow6cRx6dKlaN68Oby8vHL9tcaNG4e4uDjt5fbt27n+mtkRFwdMmSITxi++AB4/BsqXB379FTh3DujZE7CwUDpKIjI1FSoAhw/LFscnT+TM65UrlY6KiPKaySaON2/exI4dO9C3b1/tNg8PDyQnJyM2NlZn3+joaHh4eGj3yTjLWnNbs48h1tbWcHJy0rnkJ7GxwOTJMmEcP15+sFeoAKxYIRPG7t2ZMBLRmyleHNi1C2jfXo557N4dmDoVMO2R8kSUFSabOC5btgxubm4IDQ3VbqtRowYsLS2xc+dO7baLFy/i1q1bCAoKAgAEBQXh9OnTiImJ0e4TEREBJycnBAQE5N0B5JDYWGDiRJkwTpggb/v7A6tWyRUgunUDzM2VjZGICg5bW2DNGlnGCwDCw2U1hpQUZeMiorxhkm1QarUay5YtQ69evWCRrhnN2dkZffr0wSeffAJXV1c4OTlhyJAhCAoKQu3atQEATZs2RUBAAHr06IFZs2YhKioKX3zxBcLCwmBtQpWunzyRSwN+953sngaAgAD5Id6xI5NFIso9ZmbAV1/JSXdDhgA//QTcugWsWwc4OysdHRHlJpNMHHfs2IFbt27ho48+0rtv9uzZMDMzQ/v27ZGUlISQkBAsWLBAe7+5uTm2bNmCgQMHIigoCPb29ujVqxcmT56cl4eQbY8fy6UB586VE2AAoFIl2T3doYP8QCciyguDBsmVpjp3ljOv69YFtm4FvL2VjoyIcovJ13FUSl7XgXr0SBbhnTdPltgBgMqVZff0++8zYSQi5Zw4AbRsCdy/D3h4yJVn3n5b6aiIDGMdxzfDdCOfmDhRzobO6OFD4N13AU9P4MsvZdJYtarsEvr3X7YyEpHy3n5bzriuXFmud//uu8CWLUpHRUS5gSlHPmFuLrubNcnjgwfA2LGAlxewf78ceF6tGrB+PXDypJzVyISRiPILb2/gwAFZpufZM6BNGyDdKCEiKiBMcoxjQRQeLn+OHw/8/bdMDp89k9s8PYGFC4HWrQGVSrkYiYhexdlZdlN//LGcMBMWBly7BsyaxX90iQoK/innI+HhcpzQgQMvk8YPPgDu3pX/vTNpJKL8ztIS+PFHWd8RAL75BujUCXjxQtm4iChnMHHMZ/r3f3ndykquzMCEkYhMiUoFfP65/PyysgJ+/x1o3BhIVz6XiEwUE8d85vDhl9eTkw1PmCEiMgUffABERABFirxcrvDiRaWjIqI3wcQxH5kyRc6cLllS3m7XTnfCDBGRqXn3XSAyEihTBrh+HQgKAvbtUzoqIsouJo75xJQpMkmcPBno0UNuc3SUt5k8EpEpq1BBJo+BgXLVq/fek8uiEpHpYeKYT6SlySQxPBxo0kRu27UL+OILuT0tTdn4iIjehJsbsHu3XLAgORno1g2YNg3gEhREpoUrx2RTblaef/FCjglKSpLjgcqXz9GnJyJSjFoNjBkjZ1sDwEcfAYsWydnYRHmBK8e8GbY45kO2tkCdOvL6rl3KxkJElJPMzICvvwa+/15e/+knIDQUiItTOjIiMgYTx3yqcWP5c+dOZeMgIsoNgwYBmzYBdnZy5nW9esCtW0pHRUSvw8Qxn9Ikjrt3y64dIqKCpmVLuaSqpydw5ows13PihNJREdGrMHHMp2rVAhwcgEePgP/+UzoaIqLc8fbbssZj5crA/fuyfM+ffyodFRFlholjPmVpKT9AAY5zJKKCzdtbLrUaHCyXW23dGliwQOmoiMgQJo75WPqyPEREBZmzM7B1q5xlrVYDYWHA6NEcqkOU3zBxzMc04xz37gVSUpSNhYgot1laAj/+CEydKm9//TXQqZMsUUZE+QMTx3ysalWgaFEgIQH45x+loyEiyn0qFfD558CKFYCVFfD77/Kf6JgYpSMjIoCJY75mZgY0aiSvsywPERUm3boBf/8tF0M4fFiucX3xotJRERETx3xO013NcY5EVNg0aAAcOgT4+gLXrsnkcd8+paMiKtyYOOZzmgkyhw5xnA8RFT7+/rLFMTAQePIEeO89YNUqpaMiKryYOOZz5coBJUrIdasPHVI6GiKivOfmJntd2rUDkpNlN/aXXwJCKB0ZUeHDxDGfU6lYloeIyM4OWLsW+OQTefvzz4F+/VhxgiivMXE0AVy3mogIMDcHvvkGmD9fTh5cuhQIDQXi4pSOjKjwYOJoAjSJ47Fj/IAkIgoLAzZtkq2QERFA/frA7dtKR0VUODBxNAGlSsmxjmo1ZxQSEQFAy5by89DDAzh9Wk6eOXFC6aiICj4mjiaCZXmIiHTVqAEcOQJUqgTcvw+8+y7w559KR0VUsDFxNBGaCTIc50hE9JK3N3DwoPyMfPYMaN0aWLhQ6aiICi4mjiaiYUP58/RpLr1FRJSeszOwdSvw4YdySM+gQcDo0fI6EeUsJo4monhx4K235PU9exQNhYgo37GykrOsp0yRt7/+GujUiQsnEOU0Jo4mhGV5iIgyp1IBX3wB/PorYGkJ/P67/Nx88EDpyIgKDiaOJoSFwImIXq97d1mmp0gRuVxh7drApUtKR0VUMDBxNCH168sCuFeuALduKR0NEVH+1aCBXKbV1xe4dg0ICgL271c6KiLTx8TRhDg5AbVqyetsdSQiejV/f9ni+M47wOPHQHAw8L//KR0VkWlj4mhiWJaHiMh4bm7A7t1Au3ZAcjLwwQfA9OmAEEpHRmSamDiamPSFwPnBR0T0enZ2wNq1wCefyNuffQb06wekpCgbF5EpYuJoYurUAaytgXv3ONibiMhY5ubAN98A8+YBZmaydE9oKBAfr3RkRKaFiaOJsbEB6taV19ldTUSUNYMHAxs3ylbIiAigXj3g9m2loyIyHUwcTRDL8hARZV+rVsC+fYCHh1yNq3Zt4ORJpaMiMg1MHE2QZpzj7t1cUouIKDtq1JAzritVkkN/6teXyxYS0asxcTRBNWsCjo6yvMS//yodDRGRafLxAQ4ckL04z57JlshFi5SOiih/Y+JogiwsZHFbgOMciYjehIuLbGns3Vv24AwcCIwZw94coswwcTRR6cvyEBFR9llZAT/9BEyeLG9/9RXQuTPw4oWycRHlR0wcTZRmgsy+faxFRkT0plQqIDwc+PVXwNISWLdOfs4+eKB0ZET5CxNHE1W5MlCsmByXc/So0tEQERUM3bsDf/8tu7AjI+Ua16yZS/QSE0cTZWbG7moiotzQsCFw6BBQujRw9apMHvfvVzoqovyBiaMJ0ySOnCBDRJSzKlaU5XreeUdWsAgOBn77TemoiJTHxNGEaRLHyEjg+XNlYyEiKmjc3WW93HbtgORkoGtXYPp0QAilIyNSDhNHE1a2LFCqlPxAO3hQ6WiIiAoeOztg7VpgxAh5+7PPgP79OSmRCi8mjiZMpeI4RyKi3GZuDnz7LTB3rhxf/uOPQMuWQHy80pER5T0mjiaO61YTEeWNIUOADRtkK+TffwP16gG3bysdFVHeYuJo4jQtjv/8A8TGKhoKEVGB17q1rJ/r4QGcPg3Urg2cOqV0VER5h4mjiStRAqhQQS6PtW+f0tEQERV8NWrIGdcBAcC9e0D9+sC2bUpHRZQ3mDgWACzLQ0SUt3x85KTExo2BhASgVStg0SKloyLKfUwcCwBOkCEiynsuLrKlsXdvIC0NGDgQGDNG9gARFVRMHAuARo3kzzNngOhoZWMhIipMrKyAn34CJk+Wt7/6CujSBXjxQtm4iHKLSSaOd+/eRffu3VG0aFHY2tqiSpUq+Oeff7T3CyEwfvx4eHp6wtbWFsHBwbh8+bLOczx+/BjdunWDk5MTXFxc0KdPHyQkJOT1oeSIokWBatXk9d27FQ2FiKjQUamA8HDgl18AS0tZ97FJE+DBA6UjI8p5Jpc4PnnyBHXr1oWlpSW2bduGc+fO4ZtvvkGRIkW0+8yaNQtz587FokWLcOTIEdjb2yMkJASJiYnafbp164azZ88iIiICW7Zswb59+9C/f38lDilHsCwPEZGyevSQZXpcXOSKXkFBwKVLSkdFlLNUQpjW4kljx47FwYMHsT+TFeeFEPDy8sLIkSMxatQoAEBcXBzc3d2xfPlydOnSBefPn0dAQACOHTuGmjVrAgD++usvtGjRAnfu3IGXl9dr44iPj4ezszPi4uLg5OSUcweYTVu3AqGhQJkywNWrSkdDRFR4nT8PtGgB3LgBuLoCmzbJmo+UP+S3729TY3Itjn/88Qdq1qyJjh07ws3NDdWrV8eSJUu091+/fh1RUVEIDg7WbnN2dkZgYCAiIyMBAJGRkXBxcdEmjQAQHBwMMzMzHDlyxODrJiUlIT4+XueSn9SvD1hYANeuyQ8rIiJSRsWKslxPrVrA48eyR2j1aqWjIsoZJpc4Xrt2DQsXLkS5cuWwfft2DBw4EEOHDsXPP/8MAIiKigIAuLu76zzO3d1de19UVBTc3Nx07rewsICrq6t2n4ymT58OZ2dn7aVUqVI5fWhvxNEReOcdeZ3d1UREynJ3B/bsAdq2BZKT5YSZGTMA0+rjI9JncomjWq3G22+/jS+//BLVq1dH//790a9fPyzK5QJa48aNQ1xcnPZyOx+uM8WyPERE+YedHbBuHTB8uLw9bhwwYACQkqJoWERvxOQSR09PTwQEBOhsq1ixIm7dugUA8PDwAABEZ6hLEx0drb3Pw8MDMTExOvenpqbi8ePH2n0ysra2hpOTk84lv0k/QYb/1RIRKc/cHJg9G5g7FzAzA5YskcXC89loJyKjmVziWLduXVy8eFFn26VLl+Dj4wMA8PX1hYeHB3amW0YlPj4eR44cQVBQEAAgKCgIsbGxOH78uHafXbt2Qa1WIzAwMA+OInfUrg3Y2AD37wMXLigdDRERaQwZAmzYIFsht2+X49Lv3FE6KqKsM7nEccSIETh8+DC+/PJLXLlyBatWrcLixYsRFhYGAFCpVBg+fDimTp2KP/74A6dPn0bPnj3h5eWFtm3bApAtlM2aNUO/fv1w9OhRHDx4EIMHD0aXLl2MmlGdX9nYvJy5x+5qIqL8pXVrYO9eOf7xv/+AwEDg1CmloyLKGpNLHGvVqoUNGzbgf//7HypXrowpU6Zgzpw56Natm3afMWPGYMiQIejfvz9q1aqFhIQE/PXXX7CxsdHus3LlSvj7+6NJkyZo0aIF6tWrh8WLFytxSDmK61YTEeVfNWvKGdcBAcC9e7Llcds2paMiMp7J1XHML/JrHagjR2SXdZEictUCc3OlIyIiooxiY4H27WXvkLk58P33cuIM5b78+v1tKkyuxZFerUYNwMkJePKEXSBERPmVi4tsaezVC0hLAz7+GPj0U0CtVjoyoldj4ljAWFgADRrI6xznSESUf1lZAcuWAZMmyduzZsl6j+lWxyXKd5g4FkBct5qIyDSoVMD48cAvvwCWlsDatfIz/OFDpSMjMoyJYwGkmSCzb59csYCIiPK3Hj1kmR5nZ+DQISAoCLh8WemoiPQxcSyAKlcGihcHnj8Hjh5VOhoiIjJGo0YyafTxAa5ckcnjwYNKR0Wki4ljAaRSsSwPEZEpCgiQ5Xpq1QIePZLd1qtXKx0V0UtMHAsorltNRGSaPDyAPXuANm2ApCQ5YWbmTC4lS/kDE8cCSjNBJjISePZM2ViIiChr7OyA338Hhg2Tt8eOlSV7UlOVjYuIiWMBVaYM4O0NpKRwjAwRkSkyNwfmzAG++04OQVq8GGjZEoiPVzoyKsyYOBZQKhXL8hARFQRDhwIbNgC2tnLmdf36wJ07SkdFhRUTxwKME2SIiAqGNm2AvXsBd3fgv/+AwECuDkbKYOJYgGkSxxMn5BKERERkumrVkjOuK1YE7t2TLY/btikdFRU2TBwLMC8vwN9frn26d6/S0RAR0ZsqXVrWemzUCEhIAFq1kmMfifIKE8cCjmV5iIgKFhcX4K+/gJ49gbQ0YMAAOetarVY6MioMmDgWcJoJMhznSERUcFhZAcuXAxMnytszZwJduwKJiUpGRYUBE8cCrmFDOcP63DkgKkrpaIiIKKeoVMCECcDPPwOWlsCaNbKx4OFDpSOjgoyJYwHn6gpUry6v796tbCxERJTzevaUXdfOznL8Y1AQcPmy0lFRQcXEsRBgWR4iooKtcWOZNPr4AFeuyOSRiz9QbmDiWAiwEDgRUcEXECDL9dSsCTx6JD/7V69WOioqaJg4FgL16gEWFsD16/JCREQFk4cHsGePLBielAR06SInzgihdGRUUDBxLAQcHOQqAwBbHYmICjp7e+D334Fhw+TtsWOBgQOB1FRl46KCgYljIcGyPEREhYe5OTBnjryoVMAPP8hi4U+fKh0ZmTomjoVE+kLg7LIgIiochg0DNmwAbG3lzOv69YE7d5SOikwZE8dConZt+cERHQ2cP690NERElFfatJHLzrq5Af/+K78P/v1X6ajIVDFxLCSsreUkGYDd1UREhU2tWsCRI0DFisDdu/L74K+/lI6KTBETx0KEZXmIiAqv0qVlbceGDYGEBKBlS2DxYqWjIlPDxLEQ0Yxz3LMHSEtTNBQiIlJAkSLA9u1Ajx7ye2DAAGDcOECtVjoyMhVMHAuRt9+WS1LFxgInTyodDRERKcHKSq5vPXGivD1jBvDBB0BioqJhkYlg4liImJvLLgqA4xyJiAozlQqYMAFYvlwuELF6NRAcDDx8qHRklN8xcSxk0pflISKiwq1XL9l17ewsxz/WqSPXuibKDBPHQkYzQWb/fiA5WdlYiIhIeY0bA4cOAT4+wOXLslzPoUNKR0X5FRPHQiYgAHB3B168AA4fVjoaIiLKDwIC5HdCzZrAo0cymVyzRumoKD9i4ljIqFTsriYiIn0eHrLqRuvWQFIS0LkzMGsWVxsjXUwcCyFN4sgJMkRElJ69PbB+PTB0qLz96afAwIFAaqqycVH+wcSxENIkjocPA8+eKRsLERHlL+bmwHffAXPmyF6qH34AWrUCnj5VOjLKD5g4FkJlysgVBFJT5SQZIiKijIYNk62PtrZyecL69eVyhVS4MXEspDjOkYiIXqdtWznu0c0N+PdfIDBQ/qTCi4ljIcV1q4mIyBjvvCOHNlWsKFsc69WTtR+pcGLiWEg1aiR/njgBPH6sbCxERJS/+frKAuENGwIJCUBoKLBkidJRkRKYOBZSnp6ybpcQwN69SkdDRET5XZEisqWxRw8gLQ3o3x8YNw5Qq5WOjPISE8dCjGV5iIgoK6ysgJ9/lutcA8CMGcAHHwCJicrGRXmHiWMhxgkyRESUVSoVMHEisHw5YGEBrF4NBAfLFWeo4GPiWIg1bCg/AM6fB+7fVzoaIiIyJb16yTI9zs5y/GNQEHDlitJRUW5j4liIFSkCvP22vM5WRyIiyqomTWTS6O0NXL4M1K4NHDqkdFSUm5g4FnIsy0NERG+iUiXgyBGgRg3ZXd24MbB2rdJRUW5h4ljIpZ8gw4XsiYgoOzw8ZIWOVq2ApCSgUydg1ix+rxRETBwLuXr1AEtL4OZN4Pp1paMhIiJTZW8PbNgADBkib3/6KTBokFzelgoOJo6FnL29HJMCsCwPERG9GXNzYO5cYPZsOfly0SKgdWvg6VOlI6OcwsSRWJaHiIhy1PDhwO+/A7a2wLZtwLvvyuUKyfQxcSSdCTIcj0JERDmhXTtgzx7AzQ04dUr2bv33n9JR0Zti4kgIDATs7ICYGODsWaWjISKiguKdd4DDhwF/f+DOHTmufvt2paOiN8HEkWBlBdSvL6+zu5qIiF5l4kRgyhTD902ZIu9Pz9dX1nZs2FCOdQwNBX78MZeDpFzDxJEAcN1qIiIyjrk5MH68fvI4ZYrcbm6u/5giReQqM927A2lpQL9+wGefAWp13sRMOcdC6QAof9Akjnv2yNIJFnxnEBGRAeHh8uf48S9va5LGyZNf3p+RtTXwyy9AmTJyv+nTZRm4ZcsAG5u8iZ3enEoITofIjvj4eDg7OyMuLg5OTk5Kh/PG0tKAYsWA2Fi5AsA77ygdERER5UfPnwPnzwPTpsm6jWZmsuVwwABg/nzjGh6WL5etjqmpctzjxo1A0aK5HblU0L6/8xq7qgmA7Fpo2FBe5zhHIiJKTZUJ4tq1sjXx/feBcuUABwegZk2ZNAIvu5t/+AFwdQWaNwdmzAAiI4HkZMPP3bu37Lp2dgYOHACCgoArV/LksOgNscUxmwrifyzz58uK/++9B/z9t9LREBFRXhACuH0bOHMGOH365c/z5zNP/IoVAxwdZVezubnstbK2lssNpmdnJ5PCBg1kLcfAQN1u6bNngRYtgFu35HP+8YfcPzcVxO/vvGRyLY4TJ06ESqXSufj7+2vvT0xMRFhYGIoWLQoHBwe0b98e0dHROs9x69YthIaGws7ODm5ubhg9ejRSuSaSdpzjgQP6f/xERGT6Hj2SY9nnz5ddy3XrAi4ugI+PnO08diywYgXw778yabS3l0OX+vSRq8Hs2AFERQFDh8qkcfJk2TI5ebL83hg4UO7Xrp3sen7+XE66HD9e9mq5uMgkMjxcPlfp0rJcz9tvAw8fAnXqAOvW6cddpozcl5RnklMgKlWqhB07dmhvW6QbUDFixAj8+eefWLt2LZydnTF48GC8//77OHjwIAAgLS0NoaGh8PDwwKFDh3D//n307NkTlpaW+PLLL/P8WPKTihXlQvVRUfIPuUEDpSMiIqLsePYMOHfuZQuiphUxKsrw/hYWstZi5cpAlSovf/r4yDGM6RmaCJN+wszkycD69bIL+9w5YN8+YO9eeYmOlrf37QOmTpWvW7OmbGU8cUI+R8eOwKxZwKhRctnCMmVkkurrmzvnirLG5LqqJ06ciI0bN+LUqVN698XFxaF48eJYtWoVOnToAAC4cOECKlasiMjISNSuXRvbtm1Dy5Ytce/ePbi7uwMAFi1ahE8//RQPHjyAlZWVUXEU1Kbubt2AVavkh8DkyUpHQ0REr5KSAly6pJscnjkDXLuW+Upgvr4vk0NNgli+vKzpa4yJE2X3tKHZ01OmyG7rjLUcARnP5csygdQkk7dvZ/46np6ApaXsxvb1lceUEwrq93deMckWx8uXL8PLyws2NjYICgrC9OnT4e3tjePHjyMlJQXBwcHaff39/eHt7a1NHCMjI1GlShVt0ggAISEhGDhwIM6ePYvq1asbfM2kpCQkpeu/jY+Pz70DVFDjxjJx3LWLiSMRUX4hBHDzpv44xAsXZPJoiLu7bnJYuTJQqZKc3PImDCWFGpmV4gFk62H58vLSr588phs3XiaR+/YBV6++3P/+ffkzJ5NGenMmlzgGBgZi+fLlqFChAu7fv49Jkyahfv36OHPmDKKiomBlZQUXFxedx7i7uyPq/9vno6KidJJGzf2a+zIzffp0TJo0KWcPJh/SrFt95AiQkPDmHzBERJQ1Dx7odzGfPStXXTHEwUG/i7lyZaB48byNO6tUKpkU+voCvXrJbXfuyASyW7eX+zFpzF9MLnFs3ry59nrVqlURGBgIHx8frFmzBra2trn2uuPGjcMnn3yivR0fH49SpUrl2usppXRp+Ud8/Tqwf78sq0BERDkvIUEmhBlbEWNiDO9vaSnHomdsRfTxkUlYQVCyJPDFF7rbypRh8pifmFzimJGLiwvKly+PK1eu4L333kNycjJiY2N1Wh2jo6Ph4eEBAPDw8MDRo0d1nkMz61qzjyHW1tawtrbO+QPIh5o0keuI7trFxJGI6E0lJ8txiOmTwzNn5D/ohmgmhGRsRSxXTiaPBVn6iTDXrr28zeQx/zD5xDEhIQFXr15Fjx49UKNGDVhaWmLnzp1o3749AODixYu4desWgv6/MFRQUBCmTZuGmJgYuLm5AQAiIiLg5OSEgIAAxY4jP2ncWCaOXLeaiMh4arUcs5c+OTxzRo5DzKzim4eHfhdzQIAsg1PYZEwaASaP+ZHJJY6jRo1Cq1at4OPjg3v37mHChAkwNzdH165d4ezsjD59+uCTTz6Bq6srnJycMGTIEAQFBaF27doAgKZNmyIgIAA9evTArFmzEBUVhS+++AJhYWGFpkXxdTT1HE+dkjW/8moZKCIiUxEdrd/FfPasLINjiJOTbnKouRQrlrdx52dqteGJMJrkUbNCDSnL5BLHO3fuoGvXrnj06BGKFy+OevXq4fDhwyj+/6OAZ8+eDTMzM7Rv3x5JSUkICQnBggULtI83NzfHli1bMHDgQAQFBcHe3h69evXCZE4h1nJ3lzPvzp6VhWL/v/GWiKjQefpUv9TNmTNyAoshVlayxTDjOMRSpQrOOMTccuNG5vexpTH/MLk6jvlFQa8DNXQoMG8eMGgQ8P33SkdDRJS7kpKAixf1ZzPfvGl4f5UKKFtWfxxi2bKyqDXlXwX9+zu38e1NBjVpIhNHjnMkooJErZbj5TJOVLl0KfNxiF5e+gWzK1aU6zATFTZMHMmgBg3kMlMXLwJ37wIlSigdERGR8YSQy+tlHId47pxcP9kQZ2f9iSqVKwOurnkbO1F+xsSRDHJxAWrUAI4dA3bvBrp3VzoiIiLD4uIMj0N89Mjw/tbWchxixiSxRAmOQyR6HSaOlKnGjWXiuHMnE0ciUl5ioixtk7EVMbP1js3MZO3DjC2IZcvKtZaJKOuYOFKmmjQBZs6UhcCF4H/iRJQ30tLkLNqM4xAvX5b3GVKypP44RH9/IBcXFCMqlJg4Uqbq1pWrFNy6JReeL1tW6YiIqCARArh3T7+L+dw54MULw48pUsTwOMR0i4URUS5i4kiZsrMDgoLkgvO7djFxJKLse/JE1obN2Ir45Inh/W1tdcchahJFT0/2fhApiYkjvVKTJjJx3LkT6N9f6WiIKL978QI4f15/HOLdu4b3NzcHypfXL5hdpgzHIRLlR0wc6ZUaNwYmTJAzq9VqOdiciCg1VQ5hyVgw+8qVzJeG8/bWL5hdoQJgY5O3sRNR9jFxpFd65x3A3l4ur3X2rPygJ6LCQwjZWpixi/ncObnaiiFFi+qPQ6xUSdZJJCLTxsSRXsnKCqhfH/jrL9ldzcSRqOB6/Fi/i/nMGVkn0RA7O5kQZhyH6O7OcYhEBRUTR3qtJk1k4rhrFzB8uNLRENGbev5cthhmnM18757h/c3NZZdyxlZEX18OXyEqbJg40ms1bix/7t0rxzVZ8F1DZBJSU2Xtw4ytiFevyi5oQ0qX1i91U6GCXG2FiIgpAL3WW2/J2mlPngDHjwOBgUpHRETpCSFXT8nYxXz+PJCcbPgxxYvrdzEHBABOTnkbOxGZFiaO9Frm5kCjRsD69XKcIxNHIuU8fGh4Xeb4eMP729vrl7qpUgVwc8vbuImoYGDiSEZp3Fgmjrt2AZ99pnQ0RAXfs2dyHGLGVsSoKMP7W1jIJfYyjkP08eE4RCLKOUwcyShNmsifBw8CiYmsu0aUU1JSgEuX9MchXr+e+TjEMmX0xyGWLy+rIBAR5SYmjmSUChXkUl/37wORkbLrmoiMp1bLdd8zFsy+cEEmj4a4u+t3MQcEAA4OeRs7EZEGE0cyikolWx1XrJDd1UwciTIXE2N4HGJCguH9HR31xyFWriwnsBAR5SdMHMlojRvLxHHnTmDKFKWjIVJeQoJcUSnjOMSYGMP7W1oCFSvqz2b29mbBbCIyDUwcyWiaeo5HjwJPn8pWEqLCIDkZuHhRvxXx+nXD+6tUchxixokq5crJ5JGIyFQxcSSj+fgAfn6yePC+fUBoqNIREeUstRq4cUN/osrFi7KYtiGenvrjECtWlGVwiIgKGiaOlCWNG8vEcdcuJo5kuoSQ3ckZu5jPnpVlcAxxctJvQaxcGShaNG9jJyJSEhNHypImTYAlS2TiSGQK4uN1xyFqEsWHDw3vb20tWwwztiKWLMlxiERETBwpSzSzqU+dkl+8xYopGg6RVlKS7FLO2Ip486bh/VUqoGxZ/VbEsmW5HjsRUWb48UhZ4uYmv2BPnwb27AE6dFA6Iips1Grg2jX9UjcXLwJpaYYfU6KEfhdzxYqAnV3exk5EZOqYOFKWNW4sv7B37mTiSLlHCLm8XsYu5nPngOfPDT/GxUW/i7lSJcDVNU9DJyIqsJg4UpY1bgx89x3HOVLOiYvTL3Vz+jTw+LHh/W1s5AoqGZNELy+OQyQiyk1MHCnLGjQAzMzk+rp37shJA0TGSEyUS+xlHId4+7bh/c3MZO3DjAWz/fwAc/O8jZ2IiJg4UjY4OwM1a8pC4Lt2AT17Kh0R5TdpabJsU8ZWxMuXMx+HWLKk/kSVihVl6yIREeUPTBwpW5o0YeJIchzivXv6XcznzsnWRUOKFJGJYcZxiC4ueRo6ERFlAxNHypbGjYHp0+UEGSE4rqwwePJEvwXxzBm53RBbW5kQZpzN7OnJ9wsRkali4kjZUrcuYGUlxzheuSLHoVHB8OIFcP68/mzmu3cN729uDpQvrz9RxdeX4xCJiAoaJo6ULba2QJ06spbjzp1MHE1Raqoch5hxosqVK7JWoiHe3vrjEP395WorRERU8DFxpGxr3Fgmjrt2AR9/rHQ0lBkhZMtwxnGI58/L1VYMKVpUdxxi5cqy29nZOW9jJyKi/IWJI2VbkybA+PHA7t2yhcrMTOmI6PFj/S7mM2dknURD7OxkQpixFdHdneMQiYhIHxNHyrZatQAHB7lm9enTwFtvKR1R4fH8uZy5nLEV8f59w/tbWAAVKuiPQyxdmgk/EREZj4kjZZulJfDuu8DWrbK7moljzktNlbUPM45DvHpVdkEbUrq0fgtihQpyMhMREdGbYOJIb6RxY5k47twJjBihdDSmSwjg1i39Lubz54HkZMOPKV5cP0GsVAlwdMzb2ImIqPBg4khvpHFj+XPvXiAlRbZC0qs9fKjfxXzmDPD0qeH97e31u5grVwbc3PI2biIiIiaO9EbeegtwdZWTMv75BwgKUjqi/OPZM+DsWf0kMTra8P6WlrK0TcaC2T4+HIdIRET5AxNHeiNmZkCjRsDvv8txjoUxcUxJAS5d0k8Qr1/PfBximTL6rYjlynEcIhER5W9MHOmNNWnyMnH8/HOlo8k9arUch5ixi/nCBZk8GuLurt/FHBAgZ6MTERGZGiaO9MY04xwPHpTL1dnaKhtPToiJ0W9BPHsWSEgwvL+jo34LYqVKcgILERFRQcHEkd5Y+fJAiRJyLePIyJeJpCl4+vTlOMT0iWJMjOH9rayAihVfjj/UJIre3iyYTUREBR8TR3pjKpVMFn/9VZblyY+JY3IycPGifivijRuG91epAD8//VbEsmU5c5yIiAovJo6UIzSJ465dysahVstkMOM4xIsXZTFtQzw99cchVqwoy+AQERHRS0wcKUdoWhmPHQPi4wEnp9x9PSFkWZuMXcxnz8oyOIY4O+t3MVeuDBQtmruxEhERFRRMHClHeHvLbtwrV4B9+4CWLXPuuePjZUKYsRXx4UPD+1tbyxbDjK2IJUtyHCIREdGbYOJIOWLiRMDFRV7ftUs3cZwyBUhLk/u8SlKSLG2TPjk8cwa4edPw/mZmMlnNOA7Rzw+w4DubiIgox/HrlXKEublcOQaQE2Q0pkwBxo8HJk9+uS0tTRbHTp8cnj4ti2inpRl+/hIldLuXq1SRrYoFofQPERGRqWDiSDkiPFyOLZw5E/jvP+DBA2DhQmDCBKBnTznR5MMPX45DfPHC8PO4uOh3MVeuDBQpkqeHQ0RERAaohMhsUTR6lfj4eDg7OyMuLg5OuT0TxIR4eMhJKypV5svtAYCNjVxBJWOS6OXFcYhERJR7+P39ZtjiSDmqRw/g669fJo1mZrJAeMbZzH5+snubiIiITAcTR8pRmuLYFhaybuIXXwCTJikbExEREeUMM6UDoIJjyhRg+nQ5ESYlRf6cPFluJyIiItNn8onjjBkzoFKpMHz4cO22xMREhIWFoWjRonBwcED79u0RHR2t87hbt24hNDQUdnZ2cHNzw+jRo5Ga2dIi9FrpZ0+Hh8tt4eHy9vjxTB6JiIgKApPuqj527Bh++OEHVK1aVWf7iBEj8Oeff2Lt2rVwdnbG4MGD8f777+PgwYMAgLS0NISGhsLDwwOHDh3C/fv30bNnT1haWuLLL79U4lBMXlqabtKoobmdWZkdIiIiMh0mO6s6ISEBb7/9NhYsWICpU6eiWrVqmDNnDuLi4lC8eHGsWrUKHTp0AABcuHABFStWRGRkJGrXro1t27ahZcuWuHfvHtzd3QEAixYtwqeffooHDx7Aysrqta/PWVlERESmh9/fb8Zku6rDwsIQGhqK4OBgne3Hjx9HSkqKznZ/f394e3sjMjISABAZGYkqVapok0YACAkJQXx8PM6ePWvw9ZKSkhAfH69zISIiIipMTLKr+rfffsOJEydw7NgxvfuioqJgZWUFF836d//P3d0dUVFR2n3SJ42a+zX3GTJ9+nRM4vRgIiIiKsRMrsXx9u3bGDZsGFauXAkbG5s8e91x48YhLi5Oe7l9+3aevTYRERFRfmByiePx48cRExODt99+GxYWFrCwsMDevXsxd+5cWFhYwN3dHcnJyYiNjdV5XHR0NDw8PAAAHh4eerOsNbc1+2RkbW0NJycnnQsRERFRYWJyiWOTJk1w+vRpnDp1SnupWbMmunXrpr1uaWmJnTt3ah9z8eJF3Lp1C0FBQQCAoKAgnD59GjExMdp9IiIi4OTkhICAgDw/JiIiIiJTYHJjHB0dHVG5cmWdbfb29ihatKh2e58+ffDJJ5/A1dUVTk5OGDJkCIKCglC7dm0AQNOmTREQEIAePXpg1qxZiIqKwhdffIGwsDBYW1vn+TERERERmQKTSxyNMXv2bJiZmaF9+/ZISkpCSEgIFixYoL3f3NwcW7ZswcCBAxEUFAR7e3v06tULkydPVjBqIiIiovzNZOs4Ko11oIiIiEwPv7/fjMmNcSQiIiIiZTBxJCIiIiKjFMgxjnlB08PPFWSIiIhMh+Z7myP1soeJYzY9ffoUAFCqVCmFIyEiIqKsevr0KZydnZUOw+Rwckw2qdVq3Lt3D46OjlCpVEqHU2DFx8ejVKlSuH37NgcxK4DnX1k8/8ri+VdObp57IQSePn0KLy8vmJlxxF5WscUxm8zMzFCyZEmlwyg0uFqPsnj+lcXzryyef+Xk1rlnS2P2MdUmIiIiIqMwcSQiIiIiozBxpHzN2toaEyZM4FKQCuH5VxbPv7J4/pXDc59/cXIMERERERmFLY5EREREZBQmjkRERERkFCaORERERGQUJo5EREREZBQmjkRERERkFCaOlOf27duHVq1awcvLCyqVChs3btS5XwiB8ePHw9PTE7a2tggODsbly5d19nn8+DG6desGJycnuLi4oE+fPkhISMjDozBd06dPR61ateDo6Ag3Nze0bdsWFy9e1NknMTERYWFhKFq0KBwcHNC+fXtER0fr7HPr1i2EhobCzs4Obm5uGD16NFJTU/PyUEzSwoULUbVqVe2KGEFBQdi2bZv2fp77vDNjxgyoVCoMHz5cu43nP/dMnDgRKpVK5+Lv76+9n+feNDBxpDz37NkzvPXWW/j+++8N3j9r1izMnTsXixYtwpEjR2Bvb4+QkBAkJiZq9+nWrRvOnj2LiIgIbNmyBfv27UP//v3z6hBM2t69exEWFobDhw8jIiICKSkpaNq0KZ49e6bdZ8SIEdi8eTPWrl2LvXv34t69e3j//fe196elpSE0NBTJyck4dOgQfv75Zyxfvhzjx49X4pBMSsmSJTFjxgwcP34c//zzDxo3bow2bdrg7NmzAHju88qxY8fwww8/oGrVqjrbef5zV6VKlXD//n3t5cCBA9r7eO5NhCBSEACxYcMG7W21Wi08PDzEV199pd0WGxsrrK2txf/+9z8hhBDnzp0TAMSxY8e0+2zbtk2oVCpx9+7dPIu9oIiJiREAxN69e4UQ8nxbWlqKtWvXavc5f/68ACAiIyOFEEJs3bpVmJmZiaioKO0+CxcuFE5OTiIpKSlvD6AAKFKkiPjxxx957vPI06dPRbly5URERIRo0KCBGDZsmBCC7/3cNmHCBPHWW28ZvI/n3nSwxZHylevXryMqKgrBwcHabc7OzggMDERkZCQAIDIyEi4uLqhZs6Z2n+DgYJiZmeHIkSN5HrOpi4uLAwC4uroCAI4fP46UlBSd34G/vz+8vb11fgdVqlSBu7u7dp+QkBDEx8drW87o9dLS0vDbb7/h2bNnCAoK4rnPI2FhYQgNDdU5zwDf+3nh8uXL8PLyQpkyZdCtWzfcunULAM+9KbFQOgCi9KKiogBA54NBc1tzX1RUFNzc3HTut7CwgKurq3YfMo5arcbw4cNRt25dVK5cGYA8v1ZWVnBxcdHZN+PvwNDvSHMfvdrp06cRFBSExMREODg4YMOGDQgICMCpU6d47nPZb7/9hhMnTuDYsWN69/G9n7sCAwOxfPlyVKhQAffv38ekSZNQv359nDlzhufehDBxJCrEwsLCcObMGZ1xRpT7KlSogFOnTiEuLg7r1q1Dr169sHfvXqXDKvBu376NYcOGISIiAjY2NkqHU+g0b95ce71q1aoIDAyEj48P1qxZA1tbWwUjo6xgVzXlKx4eHgCgN5MuOjpae5+HhwdiYmJ07k9NTcXjx4+1+9DrDR48GFu2bMHu3btRsmRJ7XYPDw8kJycjNjZWZ/+MvwNDvyPNffRqVlZWKFu2LGrUqIHp06fjrbfewnfffcdzn8uOHz+OmJgYvP3227CwsICFhQX27t2LuXPnwsLCAu7u7jz/ecjFxQXly5fHlStX+N43IUwcKV/x9fWFh4cHdu7cqd0WHx+PI0eOICgoCAAQFBSE2NhYHD9+XLvPrl27oFarERgYmOcxmxohBAYPHowNGzZg165d8PX11bm/Ro0asLS01PkdXLx4Ebdu3dL5HZw+fVongY+IiICTkxMCAgLy5kAKELVajaSkJJ77XNakSROcPn0ap06d0l5q1qyJbt26aa/z/OedhIQEXL16FZ6ennzvmxKlZ+dQ4fP06VNx8uRJcfLkSQFAfPvtt+LkyZPi5s2bQgghZsyYIVxcXMSmTZvEf//9J9q0aSN8fX3FixcvtM/RrFkzUb16dXHkyBFx4MABUa5cOdG1a1elDsmkDBw4UDg7O4s9e/aI+/fvay/Pnz/X7vPxxx8Lb29vsWvXLvHPP/+IoKAgERQUpL0/NTVVVK5cWTRt2lScOnVK/PXXX6J48eJi3LhxShySSRk7dqzYu3evuH79uvjvv//E2LFjhUqlEn///bcQguc+r6WfVS0Ez39uGjlypNizZ4+4fv26OHjwoAgODhbFihUTMTExQgiee1PBxJHy3O7duwUAvUuvXr2EELIkT3h4uHB3dxfW1taiSZMm4uLFizrP8ejRI9G1a1fh4OAgnJycxIcffiiePn2qwNGYHkPnHoBYtmyZdp8XL16IQYMGiSJFigg7OzvRrl07cf/+fZ3nuXHjhmjevLmwtbUVxYoVEyNHjhQpKSl5fDSm56OPPhI+Pj7CyspKFC9eXDRp0kSbNArBc5/XMiaOPP+5p3PnzsLT01NYWVmJEiVKiM6dO4srV65o7+e5Nw0qIYRQpq2TiIiIiEwJxzgSERERkVGYOBIRERGRUZg4EhEREZFRmDgSERERkVGYOBIRERGRUZg4EhEREZFRmDgSERERkVGYOBIRERGRUZg4EhEREZFRmDgSERERkVGYOBIRERGRUf4PhOWNZfF4UEIAAAAASUVORK5CYII=", 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", 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", 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trS3efPPNXOPI6zVes2YNli1bBiEEatSogSlTpuCtt97Ktl1kZCTmzp2Lb775RmfML2rt2rUYNGgQXnnlFU0XiipVqgAAYmJi0LhxY02/TxcXF+zcuRMDBw5EQkICRo8erfVYYWFhsLKywrhx4/D8+XNYWVnhwoUL2Lp1K3r06AFvb2/ExMRoTuFeuHABnp6eeX5+ZSWEQJcuXXDgwAEMHDgQdevWxe7duzF+/HjcvXsXn332mdb2R44cwc8//4xhw4bBwcEBixcvRrdu3RAZGYmyZcvmenx09d/VxcHBAdbW1jmur1KlCipUqIBPP/0U1atXR7169RAVFYUPP/wQ3t7eWt1C8svW1hb+/v5Ys2YNAgIC0Lx5c8TFxSEsLAylS5fO1iUmT/nNROPj4wUA8frrr+dr+8K0YPbp0yfbtl5eXgKA2LVrl9bysLAwYWdnJ65cuaK1fOLEicLc3FzToqGOo2zZslqnmH755RcBQPz666+aZYU5RQ5Aq8UyPj5eeHh4iHr16hU41lGjRglHR8ccf80LUbBT5I8ePdL5Cyez2NhYYWVlJdq2bavVmvrFF18IAOKbb77RLCtsC6YQuR/brO+Hrl27CisrK3H9+nXNsqioKOHg4CBatGihWaZuwQwKCtL6lTlmzBhhbm4u4uLictzvnOR0WiU5OVm4urqKWrVqabUQbN++XQAQoaGh+drXrC18ycnJolatWqJNmzZay/PTgrl161YBQMyfP1+zLDU1VTRv3jzPFszPPvssz9O2uZ1i0nVqc86cOUKlUmmdzlS36M6cOVNr23r16okGDRpo/laf1tF1Ckb92t68eVOYm5uLjz/+WGu9+jRv1uVZ5dSqoeuStYU/N3m1YC5atEgMHz5crF+/Xvz0009i1KhRwsLCQlStWlXEx8drtgsJCRHm5uY6H8PFxUX07t07xxjGjh0rAIgLFy7kK+akpCRRqVKlbC3WObVgDh06VHNszMzMRPfu3bU+T//66y/N56ybm5tYtmyZWL9+vXjllVeESqXSat3p0qWLZtvg4GDx008/ialTpwoLCwvRpEkTzeutfv9999132eIZP368ACCePXsmhBCiY8eOwsfHJ9t2T548EQDExIkTde5XXp/5f//9tzA3Nxe7d+8WQuju7nD//n2hUqnEwIEDte576dIlzTH777//dD7+gwcPhJWVlejZs2eOMajl9ho3adJELFq0SPzyyy9i+fLlolatWgKAWLZsWbZtu3fvrtWqCj23YAqR8ynygQMHCg8Pj2zHo3fv3sLJyUnzuaJ+P/r4+GT7rHn27Fm2M383btwQ1tbWWp8zuX1+Zf0uU3+Wzpo1S2u77t27C5VKJa5du6ZZBkBYWVlpLfv7778FALFkyZJsz5VVfj+D8nNqPyIiQlSpUkXrfg0aNBD37t3L8T555RBXr14V9evX13pMHx8fcenSpTzjySrfLZgJCQkAZFZdVN577z2dy729vdGuXTutZZs2bULz5s1RunRprV8EQUFBmDt3Lg4dOoTg4GDN8l69eqF06dKav9W/aP79998XitnT0xNvvPGG5m9HR0f069cP8+bNQ3R0NNzd3fMdq7OzM548eYI9e/agffv2LxQXIH+NWFlZ4Y8//sDAgQO19l9t7969SE5OxujRo7V+YQ8ePBgfffQRfvvtNwwYMOCFY8mvtLQ0/P777+jatSt8fHw0yz08PPDWW2/hyy+/REJCAhwdHTXrhgwZojUStHnz5vjss89w69Yt1K5dWy9xnTx5ErGxsZg+fbrW6N+OHTvC19cXv/32G2bMmJHn42RuMXj06BHS0tLQvHlznaNd87Jjxw5YWFhotQKam5tjxIgROHz4cK73Vbf0/fLLLxgwYECBW+sy74e6datJkyYQQuD06dOoVKmS1vZZ/7ebN2+u1cK7efNmqFQqTJs2LdtzqV/bn3/+Genp6ejZs6fW/5G7uzuqVq2KAwcO4KOPPsox5jp16mDPnj352j93d/d8bZcfo0aN0vq7W7dueOWVVxAcHIxly5ZpBkg8ffpUa9BKZjY2NjlW6EhPT8fGjRtRr169XM9mZDZ37lykpKTkerwyGz16NLp3746oqCj8+OOPSEtLQ3Jysma9ejDKgwcP8Oeff2rOMnTp0gXe3t6YNWuW5jNNvW2jRo2wbt06APKYlCpVCpMmTcK+ffsQFBSk2V9drTjq/8GnT5/C2tpac53bdoUxcuRIdOjQIdeBU+XKlUPPnj3x7bffokaNGnjjjTdw9+5djBgxApaWlkhJScnx+X/66SckJydrfVfpktdrrD7zoPbuu++iQYMG+Oijj/DOO+9o/l8PHDiAzZs3IyIiIq9d1zshBDZv3oyePXtCCKH1P9yuXTts3LgRf/31F5o2bapZ3r9//2ytrJlf57S0NMTFxcHe3h7Vq1fHX3/9VajYduzYAXNzc4wcOVJr+dixY/HTTz9h586dWiPtg4KCNK2yAFC7dm04OjrmK5/I72dQzZo189ymdOnSqFu3Lnr06IHGjRvj2rVrmDNnDnr06IE9e/bkWKkiNw4ODqhZsyYCAgIQGBiI6OhozJ07F127dsXhw4dRrly5fD9WvhNM9Rf648ePCxxwfnl7e+d7+dWrV/HPP//AxcVF532yjlrM+oWnTrYePXpUmFA1XnrppWxlLqpVqwZA1iN0d3fPd6zDhg3Djz/+iA4dOqB8+fJo27YtevbsWehk09raGvPmzcPYsWPh5uaGxo0bo1OnTujXr5/mC/TWrVsAgOrVq2vd18rKCj4+Ppr1xeX+/ftISkrKFg8gT9ump6fj9u3bWv98RfXaZpbTcQIAX19fHDlyJF+Ps337dsyaNQtnzpzRnFoDkO9SKVlj8vDw0BqZnFOMWfXq1QtfffUVBg0ahIkTJyIwMBBvvvkmunfvnq9kMzIyEqGhodi2bVu245z1NLS6bEtmpUuX1rrf9evX4enpqTk9qsvVq1chhMixDE9eXTlKly6NoKCgXLcpLm+99RbGjh2LvXv3ahJMW1tbraQts2fPnuV4OvPgwYO4e/cuxowZk6/nvnnzJhYsWIClS5dme+/kxNfXF76+vgCAfv36oW3btujcuTMiIiKgUqk0sXl7e2t1YbG3t0fnzp2xbt06pKamwsLCQrNtnz59tJ7jrbfewqRJk3Ds2DEEBQVptsv8f6L27NkzABk/dGxtbfO1XUH88MMPOHbsGM6dO5fntitXrsTTp08xbtw4jBs3DgDw9ttvo0qVKvj5559zPM7r169HmTJl0KFDh1wfv6CvsZWVFYYPH4733nsPp06dQrNmzZCamoqRI0eib9++aNSoUb4eR5/u37+PuLg4rFq1KsdKM1m/t3V996enp+Pzzz/HsmXLcOPGDaSlpWnW5XV6Oie3bt2Cp6dntgY0dTKf9Xsw63cOkP0zLSf6+gyKj49H8+bNMX78eIwdO1azvGHDhmjVqhVWr16t1fiQH6mpqQgKCkKrVq20yqMFBQWhZs2aWLBggab7Xn4UKMH09PTM1z8bkPMXZuY3Q1Y5fQjoWp6eno5XX30VH374oc77qJM8NV0lQQBo9fUsKvmN1dXVFWfOnMHu3buxc+dO7Ny5E6tXr0a/fv3w7bffFuq5R48ejc6dO2Pr1q3YvXs3pk6dijlz5mD//v25lrDIj8K8xkVByde2IA4fPowuXbqgRYsWWLZsGTw8PGBpaYnVq1djw4YNxRqLra0tDh06hAMHDuC3337Drl278MMPP6BNmzb4/fffczymgHx9X331VTx8+BATJkyAr68v7OzscPfuXbzzzjvZyn/k9lgFkZ6eDpVKhZ07d+p8zLySpeTkZDx8+DBfz+Xi4qK3uHNSsWJFrXg8PDyQlpaG2NhYuLq6apYnJyfjwYMH8PT01Pk469evh5mZWbaELSehoaEoX748WrVqpel7GR0dDUAmATdv3kSlSpVy/aHRvXt3DB06FFeuXEH16tU1sWXuU6rm6uqKlJQUPHnyBE5OTjluq95n9Ze0h4cHAFnDL6t79+6hTJkymtYsDw8PHDhwAEIIrc8l9X1zOna5GT9+PHr06AErKyvNcYqLiwMA3L59G8nJyZrHdXJywi+//ILIyEjcvHkTXl5e8PLyQpMmTeDi4qKzb3BkZCQOHz6MIUOG5PnjqKCvMSDfXwA077HvvvsOly9fxsqVK7P1uX38+DFu3rwJV1dXlCpVKt/PURDqz4W33347x37iWc846frunz17NqZOnYp3330XYWFhmv7So0ePLrbSQy/ynaP+X8uLk5NTrj+MNm/ejJiYGHTp0kVrecuWLeHo6IijR48WOME8dOgQzp07h4ULF2otr1q1KmrUqJGtpTwvBRrk06lTJ6xatQrh4eEICAjIdVt1K5L6H1JNXy1iVapUQWJiol5bJArTinTt2rVsH2rqumrqQTQFidXKygqdO3dG586dkZ6ejmHDhmHlypWYOnWqztbS/KhSpQrGjh2LsWPH4urVq6hbty4+/fRTrFu3TqtOVuZT0snJybhx40auMRfkNc5v3C4uLihVqhQuX76cbd2lS5dgZmam+eAsCjnFmfk4tWnTRmvd5cuXNetze4zNmzfDxsYGu3fv1jrNs3r16kLF6uXlhX379iExMVErudJ17HQxMzNDYGCgpnbf7NmzMXnyZBw4cABBQUE57sfZs2dx5coVfPvtt1p19/J76keXKlWqYPfu3Xj48GGOrZhVqlSBEALe3t7ZfkDmx7Fjx9C6det8bXvjxo0irTMrhMDNmze1fuSpa/WdPHkSr732mmb5yZMnkZ6errMW6fPnz7F582a0atUq30lUZGQkrl27pvX/rjZs2DAAMsnLbcCU+pSvurXa09MT7u7uuHv3brZto6KiYGNjo2kdatCgAb788sts20ZFRQGAprW7fPnycHFxwcmTJ7M95vHjx7WOR926dfHVV1/h4sWL8PPz0yxXnwouTB3X27dvY8OGDTp//NWvXx916tTJVsS7UqVKmtatuLg4nDp1Ct26ddP5+N9//z2EEHmeHi/MawxkdP9SH8/IyEikpKRonYJW++677/Ddd99hy5Yteqldqeuzw8XFBQ4ODkhLS3uh7+2ffvoJrVu3xtdff621PC4uTuv0bUG+K728vLB37148fvxYqxXz0qVLmvX6ov7hlJfVq1fnOptbTEwMgOwNOkIIpKWlITU1tcCx5fSYgBwkWdDHLFDHqw8//BB2dnYYNGiQJpDMrl+/js8//xyAbPEsV64cDh06pLXNsmXLChRgTnr27Inw8HCdBY7j4uIKdXDt7Ow098+vqKgobNmyRfN3QkICvvvuO9StW1dzGjq/sT548EBrnZmZmeYXnfr0T0FiTEpK0pwiUqtSpQocHBw0jxcUFAQrKyssXrxY69fX119/jfj4+FxHNnt5ecHc3Dxfr3F+4zY3N0fbtm3xyy+/aP3KjomJwYYNG9CsWTOt/pf6llOcDRs2hKurK1asWKF1Km7nzp24ePGi1nHK6THMzc2hUqm0/nlv3rxZ6BkvXnvtNaSmpmL58uWaZWlpaTpnfslKV0ue+ks4r/ea+td75veLEELzv18Y3bp1gxBCZz9W9fO8+eabMDc3x4wZM7K1FAghsv3/ZKXug5mfiz77YOqadWb58uW4f/++VveXNm3aoEyZMlqvp3rbUqVK6fxf3LFjB+Li4nJNUi5duoTIyEjN37NmzcKWLVu0LurR0R9++CG2bNmiee2znrIE5BfNd999B1tbW61krlevXrh9+7bWD43//vsPv/zyC9q0aaNpEX399ddhbW2N1atXa7U4ffXVVwCgqb4ByPfF9u3btQqw79u3D1euXEGPHj00y15//XVYWlpqffYIIbBixQqUL1++UJVPsh6jLVu2aEbOf/fdd9lGFmc1adIkpKam5nhae8OGDahUqVKeo9vzeo11vb8eP36MRYsWoVy5cmjQoAEAoHfv3jr3CZCfJVu2bMlWoaOw7OzsdH5udOvWDZs3b9Z5JlTXfuhibm6e7f9/06ZN2X6wFOS78rXXXkNaWhq++OILreWfffYZVCpVnl0YCiK/n0FZx51kpf6RvXHjRq3l27Ztw5MnTwp1hjKnx/zrr79w+fLlAj9mgVowq1Spgg0bNqBXr16oUaOG1kw+x44dw6ZNm7Qy7kGDBmHu3LkYNGgQGjZsiEOHDuVr1oT8GD9+PLZt24ZOnTrhnXfeQYMGDfDkyROcPXsWP/30E27evFmgzqgANP+II0eORLt27WBubp7nUP9q1aph4MCBOHHiBNzc3PDNN98gJiZGq1Uqv7EOGjQIDx8+RJs2bVChQgXcunULS5YsQd26dTV9QerWrQtzc3PMmzcP8fHxsLa2Rps2bbROqalduXIFgYGB6NmzJ/z8/GBhYYEtW7YgJiZGs18uLi6YNGkSZsyYgfbt26NLly64fPkyli1bhkaNGuVYFgWQTfg9evTAkiVLoFKpUKVKFWzfvl3nl1JBju2sWbOwZ88eNGvWDMOGDYOFhQVWrlyJ58+fY/78+bm+HjlRlxjK61dhlSpV4OzsjBUrVsDBwQF2dnbw9/eHt7c35s2bhwEDBqBly5bo06ePpkxR5cqVtb5EctrXjh07YuHChWjfvj3eeustxMbGYunSpXjppZfwzz//FHifOnfujKZNm2LixIm4efMm/Pz88PPPP+erFM/MmTNx6NAhdOzYEV5eXoiNjcWyZctQoUIFzRdeTsfC19cXVapUwbhx43D37l04Ojpi8+bNL9TntXXr1ujbty8WL16Mq1evon379khPT8fhw4fRunVrDB8+HFWqVMGsWbMwadIk3Lx5E127doWDgwNu3LiBLVu2YMiQIZr+b7rouw/m2rVrcevWLc0sOIcOHcKsWbMAAH379tW0enh5eaFXr154+eWXYWNjgyNHjmDjxo2oW7cuhg4dqnk8W1tbhIWFISQkBD169EC7du1w+PBhrFu3Dh9//LHOlt3169fD2to6x1YyQPYja9mypWZqOF0Jjbq1slGjRlotWEOHDkVCQgJatGiB8uXLIzo6GuvXr8elS5fw6aefarWcT5o0CT/++KNmFiInJyesWLECKSkpmD17tmY7d3d3TJ48GaGhoWjfvj26du2Kv//+G19++SX69Omj1T/wo48+wqZNm9C6dWuMGjUKiYmJWLBgAV5++WWtwYcVKlTA6NGjsWDBAqSkpKBRo0bYunUrDh8+jPXr12ud0rx165ZmgJm6dVT9unl5eaFv374AoLMlT91i2aFDB63vl7lz5+LcuXPw9/eHhYUFtm7dit9//x2zZs3S2d/x3Llz+OeffzBx4sQ8W9ryeo2XLl2KrVu3onPnzqhUqRLu3buHb775BpGRkVi7dq1m4FjmfrRZeXt7Z9tfdVm4wnQ1atCgAfbu3YuFCxfC09NT0zd37ty5OHDgAPz9/TF48GD4+fnh4cOH+Ouvv7B37958dWHp1KkTZs6ciQEDBqBJkyY4e/Ys1q9fn61FPrfP8qw6d+6M1q1bY/Lkybh58ybq1KmD33//Hb/88gtGjx6tNaDnRenrM6hz586oWbMmZs6ciVu3bmkG+XzxxRfw8PDAwIEDtbZXv8fV00iuXbtWM3ZgypQpAOTr9uqrr+Lbb79FQkIC2rZti3v37mHJkiWwtbXNVkYqTwUedy6EuHLlihg8eLCoXLmysLKyEg4ODqJp06ZiyZIlmrIRQshSGAMHDhROTk7CwcFB9OzZU8TGxuZYpkhXyZTcZst5/PixmDRpknjppZeElZWVKFeunGjSpIn45JNPRHJyshBCu9B6VlnjSE1NFSNGjBAuLi5CpVLlWbIoc6H12rVrC2tra+Hr66uz1Ed+Yv3pp59E27ZtNQVoK1WqJIYOHZqt5MCXX34pfHx8hLm5ea7lBv777z8REhIifH19hZ2dnXBychL+/v7ixx9/zLbtF198IXx9fYWlpaVwc3MT77//fp6F1oWQJTq6desmSpUqJUqXLi2GDh0qzp07l63MQm7HNuvrIIQse9KuXTthb28vSpUqJVq3bi2OHTumtY26TFHWQty6yictWbJEZ7krXX755Rfh5+cnLCwssu3HDz/8IOrVqyesra1FmTJlshVaz2tfv/76a1G1alXNe2X16tU6y3zkt9D6gwcPRN++fTWF1vv27ZuvQuv79u0Tr7/+uvD09BRWVlbC09NT9OnTJ1sprZyOxYULF0RQUJCwt7cX5cqVE4MHD9aU6sj8vOpC61np2ufU1FSxYMEC4evrK6ysrISLi4vo0KGDOHXqlNZ2mzdvFs2aNRN2dnbCzs5O+Pr6ipCQEHH58uU8j5c+tWzZMscSI5nfe4MGDRJ+fn7CwcFBWFpaipdeeklMmDBBJCQk6HzcVatWierVq2smZPjss890FmePj48XNjY24s0338w1TgCiZcuWuW6TU5mi77//XgQFBQk3NzdhYWEhSpcuLYKCgsQvv/yi83GuX78u3njjDeHo6ChsbW1FmzZttCa0UEtPTxdLliwR1apVE5aWlqJixYpiypQpms/CzM6dOyfatm0rSpUqJZydnUVwcLCIjo7Otl1aWpqYPXu28PLyElZWVqJmzZpi3bp1Oe6rrktexymn76rt27eLV155RTg4OIhSpUqJxo0b6/ycVZs4caIAIP75559cny8/r/Hvv/8uXn31VeHu7i4sLS2Fs7OzaNu2rdi3b1+uj62GHMoUNWjQQLi7u+d5f13/y5cuXRItWrQQtra2AtAutB4TEyNCQkJExYoVhaWlpXB3dxeBgYFi1apVmm1yK5v17NkzMXbsWOHh4SFsbW1F06ZNRXh4uGjZsmW21y+nzy9d32WPHz8WY8aMEZ6ensLS0lJUrVo110LrWb3I7GuF9fDhQzFmzBhRrVo1zeQUvXv3Fv/++2+2bXN6z2d97ZKSksTMmTOFn5+fsLW1FU5OTqJTp07i9OnTBY5P9f8nJjJpPXv2xM2bN3H8+HGlQyEiMmiPHz9GmTJlsGjRIoSEhCgdDhmpAp0iJzJGQgj88ccfmpp7RESUs0OHDqF8+fIYPHiw0qGQEWMLJhERERHplX4n2yUiIiKiEo8JJhERERHpFRNMIiIiItIrJphEREREpFccRa5H6enpiIqKgoODQ6GmdCQiIqLiJ4TA48eP4enpqZl1il4ME0w9ioqKKtJ5somIiKjo3L59GxUqVFA6DJPABFOPHBwcAMg3aFHOl01ERET6k5CQgIoVK2q+x+nFMcHUI/VpcUdHRyaYRERERobd2/SHHQ2IiIiISK+YYBIRERGRXjHBJCIiIiK9YoJJRERERHrFBJOIiIiI9IoJJhERERHpFRNMIiIiItIrJphEREREpFdMMImIiIhIr5hgEhmR6dOBsDDd68LC5HoiIiKlMcEkMiLm5kBoaPYkMyxMLjc3VyYuIiKizDgXOZERmTpVXoeGZvytTi5nzsxYT0REpCQmmERGZupUQIiMpDI1lcklEREZFp4iJzJC5cvL69RUwNKSySURERkWJphERub6deD99zP+TkkBpk1TLh4iIqKsTCbBfPz4MUaPHg0vLy/Y2tqiSZMmOHHihGa9EAKhoaHw8PCAra0tgoKCcPXqVa3HePjwIYKDg+Ho6AhnZ2cMHDgQiYmJxb0rRDlKTQVat5ZJZaVKgKurXD5zZs6jy4mIiIqbySSYgwYNwp49e7B27VqcPXsWbdu2RVBQEO7evQsAmD9/PhYvXowVK1YgIiICdnZ2aNeuHZ49e6Z5jODgYJw/fx579uzB9u3bcejQIQwZMkSpXSLKpl074PZtwNoaOHwYWLUqY52u0eVERESKECYgKSlJmJubi+3bt2str1+/vpg8ebJIT08X7u7uYsGCBZp1cXFxwtraWnz//fdCCCEuXLggAIgTJ05ottm5c6dQqVTi7t27+YojPj5eABDx8fF62CsibSdOCKFSCQEIsXZtxvL+/eWy0qWFmDRJsfCIiIwWv7/1zyRaMFNTU5GWlgYbGxut5ba2tjhy5Ahu3LiB6OhoBAUFadY5OTnB398f4eHhAIDw8HA4OzujYcOGmm2CgoJgZmaGiIgInc/7/PlzJCQkaF2IikJSEvD223L0eM+eQHBwxrpFi4AKFYBHjwC+BYmIyBCYRILp4OCAgIAAhIWFISoqCmlpaVi3bh3Cw8Nx7949REdHAwDc3Ny07ufm5qZZFx0dDVd1h7b/s7CwQJkyZTTbZDVnzhw4OTlpLhUrViyCvSMCxo8HLl+Wo8eXLwdUqox1zs7A11/L20uXAnv3KhIiERGRhkkkmACwdu1aCCFQvnx5WFtbY/HixejTpw/MzIpuFydNmoT4+HjN5fbt20X2XFRy7dwJLFsmb69ZA5Qpk32btm0zRpa/+y4QH19s4REREWVjMglmlSpVcPDgQSQmJuL27ds4fvw4UlJS4OPjA3d3dwBATEyM1n1iYmI069zd3REbG6u1PjU1FQ8fPtRsk5W1tTUcHR21LkT69N9/MmEEgFGjgEy9PLKZPx+oUkUOAho9uljCIyIi0slkEkw1Ozs7eHh44NGjR9i9ezdef/11eHt7w93dHfv27dNsl5CQgIiICAQEBAAAAgICEBcXh1OnTmm22b9/P9LT0+Hv71/s+0EkBDBkCBAdDfj5AXPm5L69vb1s4VSp5PW2bcURJRERUXYqIYRQOgh92L17N4QQqF69Oq5du4bx48fDxsYGhw8fhqWlJebNm4e5c+fi22+/hbe3N6ZOnYp//vkHFy5c0AwO6tChA2JiYrBixQqkpKRgwIABaNiwITZs2JCvGBISEuDk5IT4+Hi2ZtILW71atl5aWgLHjwN16+bvfuPHA598Ari5AefOAeXKFWmYRERGj9/f+mcyLZjx8fEICQmBr68v+vXrh2bNmmH37t2wtLQEAHz44YcYMWIEhgwZgkaNGiExMRG7du3SGnm+fv16+Pr6IjAwEK+99hqaNWuGVZkLDRIVk3//BUaOlLfDwvKfXKq39/MDYmKAYcNkSygREVFxMpkWTEPAX0CkD2lpQMuWwNGjQPPmwIEDgLl5wR7j1CnA318+1vffA717F02sRESmgN/f+mcyLZhEpmL+fJlcOjgA331X8OQSABo0AKZMkbeHDQPu3dNvjERERLlhgklkQP76S075CABffAFUrlz4x5o8GahfXxZgHzyYp8qJiKj4MMEkMhBPn8rZelJTge7dgb59X+zxLC1lC6iVFfDbb8A33+gnTiIiorwwwSQyEBMmABcvAh4ewIoV2rP1FFbNmsCsWfL26NHAzZsv/phERER5YYJJZAB+/x1YskTeXr0aKFtWf4/9wQdAkyZAYqIse5Serr/HJiIi0oUJJpHCHjwA3nlH3h4+HGjXTr+Pb24OfPstUKqUHJG+dKl+H5+IiCgrJphEChICeO89Ocrb1xeYN69onuell4AFC+TtCROAK1eK5nmIiIgAJphEilq7FvjpJ8DCAli/XrYyFpX33pNzmT99CvTvLwcTERERFQUmmEQKuXlTnhIHgBkzZEmhomRmJkeSOzoCf/4pp5MkIiIqCkwwiRSQlgb06wc8fgw0bSpPWxeHihWBxYvl7dBQ4OzZ4nleIiIqWZhgEingk0+Aw4cBe3t5mrwws/UUVr9+QJcuQEqKrLWZnFx8z01ERCUDE0yiYnb6NDB1qry9eDHg7V28z69SAStXylJIf/8NhIUV7/MTEZHpY4JJVIzUs/WkpABvvJFRnqi4ubsDy5fL23PmAMePKxMHERGZJiaYRMXoo4+ACxdkgrdqlX5m6ymsHj2APn1kf9D+/WXyS0REpA9MMImKyd69wKJF8vY33wDlyikaDgDgiy9ksnvpEjB5stLREBGRqWCCSVQMHj7MOB0+bBjQoYOi4WiUKQN89ZW8vWgRcPCgouEQEZGJYIJJVMSEkEnl3btAtWoZM+oYio4dgYEDZZwDBsjSSURERC+CCSZREduwAfjhBzlbz7p1RTtbT2EtXAh4eQE3bgDjxikdDRERGTsmmERFKDISCAmRt0NDgUaNlI0nJ46OwOrV8vaqVcCuXcrGQ0RExo0JJlERSU+Xo7Pj44HGjYFJk5SOKHetWwMjR8rbAwcCjx4pGw8RERkvJphERWThQuCPPwA7O3lq3MJC6YjyNmeO7CcaFZWRbBIRERUUE0yiIvDPPxllfxYtAqpUUTScfCtVCvj2W8DMTCbFP/+sdERERGSMmGAS6dmzZ0BwsJzju0sXebrZmDRuDEyYIG8PHQrExiobDxERGR8mmER6NnkycO4c4OoKfPmlsrP1FNa0aUDt2sB//8kkUwilIyIiImPCBJNIj/bvl30vATlbj6ursvEUlrU18N13gKUlsHUrsH690hEREZExYYJJpCePHslR44Bs9evYUdl4XlSdOrIlEwCGDwfu3FE2HiIiMh5MMIn0JCREJmFVqwKffqp0NPoxYYKs3RkfnzHbDxERUV6YYBLpwfffy4u5uRx9bWendET6YWEhT5Xb2AC//y6LsBMREeWFCSbRC7p9W841DgBTpwKvvKJsPPrm6yvrYwLA2LHAv/8qGw8RERk+JphELyA9HXjnHSAuDvD3z6h9aWpGjgRatgSePJH7m5amdERERGTImGASvYDPP5cjx0uVAtauNY7ZegrDzEzOVW5vDxw+LPebiIgoJ0wwiQrp3LmM+cUXLpSDe0yZt3dGCaaPPgIuXlQ2HiIiMlxMMIkK4flzOVvP8+dAp07AkCFKR1Q8Bg0C2reX+92vH5CaqnRERERkiJhgEhXC1KlyvnEXF+Crr4xztp7CUKnk/jo7AydPZgz+ISIiyowJJlEBHTwIfPKJvP3VV4Cbm7LxFLfy5YEvvpC3Z84ETp9WNh4iIjI8TDCJCiA+Xp4aFkKeLu7SRemIlPHWW0C3bvIUeb9+8pQ5ERGRGhNMogIYPhyIjASqVAE++0zpaJSjUgHLl8suAufOAdOnKx0REREZEiaYRPn0449ylh4zM1mSyN5e6YiU5eKSMbPP/PnAsWPKxkNERIaDCSZRPty9C7z3nrw9eTIQEKBsPIaia1d5ijw9HejfXxZiJyIiYoJJlAf1bD2PHgGNGskR5JTh88/lwJ9r1zLqghIRUcnGBJMoD0uWAHv3Ara28tS4paXSERkWZ2fgm2/k7SVLgH37FA2HiIgMABNMolxcuABMmCBvf/opUL26svEYqrZtM7oQvPuuHG1PREQlFxNMohwkJ2fM1vPaaxkJFOm2YAHg4yNH2X/wgdLREBGRkphgEuVg2jTgzBmgbFng669Lzmw9hWVvD6xZI4/TN98A27crHRERESmFCSaRDocPA/Pmydtffgm4uysbj7Fo3jyj9XLwYODBA2XjISIiZTDBJMoiIQHo21fO1jNgAPDGG0pHZFxmzQJq1ACio4GQEKWjISIiJTDBJMpi5Ejg1i3A21uW4KGCsbEBvvsOMDcHfvhBXoiIqGRhgkmUyebNwLffZszW4+CgdETGqWFDoGlTeXvYMNmamVlYGKeXJCIyZUwwif4vKgoYMkTenjgxI0GiwmndWl4/fCj7Ywoh/w4LA0JDZQsnERGZJgulAyAyBELI+o0PHwL168sR5PRipk8H/vsPWLpUjihfswa4c0cmlzNnckYkIiJTxgSTCDIJ2r1b9h9ctw6wslI6ItPwxRfAlSvAnj0ygQeYXBIRlQQ8RU4l3sWLwPjx8vaCBXIENOnPzp3aNUStrDJOlxMRkWligkklWnIy8PbbwLNnQLt2LKtTFGbPlgml2f8/bSZOlMf86VNl4yIioqLDBJNKtBkzgL/+AsqUkbPPcLYe/VIP6Jk5E0hNBTp2lMs3bABatADu3lU2PiIiKhpMMKnEOnoUmDtX3l61CvD0VDYeU5M5uZw6VSbv27cD77wj1588KcsZ/fmnomESEVERYIJJJdLjx0C/fkB6OtC/P9Ctm9IRmZ60NN0DelavBkaPBlxcZH3Mli1l7VEiIjIdKiHY3V5fEhIS4OTkhPj4eDg6OiodDuVi4EB5StzLC/jnH4AvV/FTJ/lbt8q/P/hAzv9uwdoWRFTM+P2tfybRgpmWloapU6fC29sbtra2qFKlCsLCwpA5dxZCIDQ0FB4eHrC1tUVQUBCuXr2q9TgPHz5EcHAwHB0d4ezsjIEDByIxMbG4d4eK2NatGf0t165lcqkUBwc5c5K6hXPhQtlH89EjZeMiIqIXZxIJ5rx587B8+XJ88cUXuHjxIubNm4f58+djyZIlmm3mz5+PxYsXY8WKFYiIiICdnR3atWuHZ8+eabYJDg7G+fPnsWfPHmzfvh2HDh3CEPXULmQSoqPlrDIA8OGHQPPmysZT0pmZydPoP/4I2NoCv/8O+PvL0lFERGS8TOIUeadOneDm5oavv/5as6xbt26wtbXFunXrIISAp6cnxo4di3HjxgEA4uPj4ebmhjVr1qB37964ePEi/Pz8cOLECTRs2BAAsGvXLrz22mu4c+cOPHWMAHn+/DmeP3+u+TshIQEVK1ZkE7uBEkK2kO3cCdStC0REsKC6ITl9Gnj9deD2bdmq/P33wGuvKR0VEZUEPEWufybRgtmkSRPs27cPV65cAQD8/fffOHLkCDp06AAAuHHjBqKjoxEUFKS5j5OTE/z9/REeHg4ACA8Ph7Ozsya5BICgoCCYmZkhIiJC5/POmTMHTk5OmkvFihWLahdJD1askMmltTVn6zFE9erJkeXNmgEJCUCnTsD8+SzKTkRkjEwiwZw4cSJ69+4NX19fWFpaol69ehg9ejSCg4MBANHR0QAANzc3rfu5ublp1kVHR8PV1VVrvYWFBcqUKaPZJqtJkyYhPj5ec7l9+7a+d4305PJlYOxYeXvePKBmTWXjId1cXYF9+2Q3BiGACROAvn1ZlJ2IyNiYxHjNH3/8EevXr8eGDRtQs2ZNnDlzBqNHj4anpyf69+9fZM9rbW0Na2vrInt80o+UlIyZY4KCgBEjlI6IcmNlBaxcCdSpA4waBaxfL38gbN0KlC+vdHRERJQfJtGCOX78eE0r5ssvv4y+fftizJgxmDNnDgDA3d0dABATE6N1v5iYGM06d3d3xMbGaq1PTU3Fw4cPNduQcQoLk6deS5cG1qzJmLKQDJdKJaft/P13OcsSi7ITERkXk/iqTUpKglmWrMHc3Bzp6ekAAG9vb7i7u2Pfvn2a9QkJCYiIiEBAQAAAICAgAHFxcTh16pRmm/379yM9PR3+/v7FsBdUFMLDgY8/lrdXrGALmLFp0wY4cQKoVYtF2YmIjIlJJJidO3fGxx9/jN9++w03b97Eli1bsHDhQrzxxhsAAJVKhdGjR2PWrFnYtm0bzp49i379+sHT0xNdu3YFANSoUQPt27fH4MGDcfz4cRw9ehTDhw9H7969dY4gJ8OXmCj776Wny1PkPXsqHREVho8PcOyYHGGenCynmhw7Vs5tTkREhskkyhQ9fvwYU6dOxZYtWxAbGwtPT0/06dMHoaGhsPr/UGEhBKZNm4ZVq1YhLi4OzZo1w7Jly1CtWjXN4zx8+BDDhw/Hr7/+CjMzM3Tr1g2LFy+Gvb19vuJgmQPDMngw8NVXQKVKcrYeJyelI6IXkZ4OTJsGzJol/27bFti4UXZ9ICJ6Efz+1j+TSDANBd+ghmPbNtnipVIBBw7IU6tkGjZtkvPHP30KVK0qX2tfX6WjIiJjxu9v/TOJU+REmcXEAIMGydvjxjG5NDU9egBHjwIVKwJXr8qZf3bsUDoqIiLKjAkmmRQhZHJ5/74scxMWpnREVBRYlJ2IyLAxwSST8uWXwPbtspbiunVy1h4yTSzKTkRkuJhgksm4ehUYM0benjNHlrYh06Yuyv7FF4C5uSzK3qIFcPeu0pEREZVsTDDJJKSmytarpCRZO3H0aKUjouLCouxERIaHCSaZhI8/BiIiAGdnztZTUqmLstesyaLsRERK49cwGb2IiIzBPMuWydHFVDL5+MjZm1iUnYhIWUwwyag9eSJPjaelAX36yAuVbA4OwM8/A1OmyL8XLpSjzB89UjYuIqKShAkmGbWxY+XgngoVgKVLlY6GDIWZmWzV/vFHwNYW2L1b1su8dEnpyIiISgYmmGS0tm+XI4gB2deOUwZSVizKTkSkDCaYZJRiY4GBA+XtDz6QAzyIdGFRdiKi4scEk4yOELK4dmws8PLLcgQ5UW7URdkHDWJRdiKi4sAEk4zO118D27ZlzNZjY6N0RGQMrKyAVauAJUtYlJ2IqKgxwSSjcv16RhH1jz8GatdWNBwyMioVMHx49qLsERFKR0ZEZFqYYJLRUM/W8+QJ0KqV7HtJVBi6irJ/953SURERmQ4mmGQ05s6VRbQdHeWocc7WQy8ic1H258+B/v1ZlJ2ISF/4FU1G4eRJYMYMeXvpUqBSJWXjIdPAouxEREWDCSYZvKQk4O23ZctSz55AcLDSEZEpYVF2IiL9Y4JJBm/8eODyZaB8eWD5cjlQg0jfWJSdiEh/mGCSQdu5E1i2TN5es0aO/CUqKuqi7E2bsig7EdGLYIJJBuu//4B335W3R40CgoKUjYdKBldXYP9+FmUnInoRTDDJIAkBDBkiS8j4+QFz5igdEZUkuoqyt2zJouxERPnFBJMM0po1wJYtgKWl/HK3tVU6IippshZlP3ECaNSIRdmJiPKDCSYZnH//BUaOlLfDwoC6dRUNh0q4zEXZ791jUXYiovxggkkGJS0N6NcPSEwEmjcHxo1TOiIiFmUnIiooJphkUObNk6ViHBxkK5G5udIREUksyk5ElH9MMMlgnDoFTJsmb3/xBVC5sqLhEGXDouxERPnDBJMMwtOnGbP1dO8uy8IQGSoWZSciyh0TTDIIEybIViAPD2DFCs7WQ4avXj05+CdzUfYFC1iUnYgIYIJJBuD332W9QQBYvRooW1bZeIjyy81Nuyj7hx/KQWosyk5EJR0TTFLUgwfAO+/I28OHA+3aKRoOUYFlLcq+bh2LshMRMcEkxQgBvPeerC3o6ytHkBMZIxZlJyLSxgSTFLN2LfDTT4CFhZytp1QppSMiejEsyk5EJDHBJEXcvClbfABgxgygfn1FwyHSGxZlJyJigkkKUM/W8/ixHIE7YYLSERHpF4uyE1FJxwSTitT06bIwdWaffAIcPiwHRzRowNl6yDSpi7L/8ENGUfbGjYHLl5WOjIio6DHBpCJlbg6EhmYkmadPA1OnytvJyUC5csrFRlQcevbMKMp+5QrwyivAzp1KR0VEVLQslA6ATJs6mQwNBVJSgM2b5TUg+16q1xOZMnVR9m7dZLLZsaOsmjBuHCcVICLTpBKC807oS0JCApycnBAfHw9HR0elwzEoo0cDn3+e8ffEicCcOYqFQ6SI5GQgJAT46iv599tvyxqatrbKxkVU0vH7W/94ipyKVEoKMHu2nP5RzdKSySWVTCzKTkQlBRNMKjIREXIQz+TJslwLIL9gU1KyD/whKilYlJ2ISgImmKR3jx8Do0YBAQHA2bMZBdRnzJCJ5syZ2gN/iEoiFmUnIlPGBJP0avt2+YW5eLGcCrJOHSApKSOpBOTAHiaZRBlF2bt0ySjKPm6crBVLRGTMmGCSXkRHA716AZ07A7dvA97e8hRg164ymcw6WlydZPKLlEo6Bwdgy5aMouyffiqLssfFKRoWEdEL4ShyPSqJo9CEAL7+Ghg/Xn4hmpsDH3wgC6xzbnGigvnxR+Cdd4CnT4Fq1YBt24Dq1ZWOisj0lcTv76LGFkwqtCtXgNatgcGDZXJZv77sUzZ/PpNLosJgUXYiMhVMMKnAkpOBjz8GatcGDh6UyeSnn8pRsPXqKR0dkXFTF2Vv2hRISJBF2RcskGcLiIiMBRNMKpA//5Slh6ZMkYMS2rUDzp2Tp8UtOC8UkV64uQH79wODBsnE8sMPgX795KlzIiJjwAST8uXxY2DECKBJE5lQurgA69fL03fe3kpHR2R6WJSdiIwZE0zK07ZtgJ8f8MUXsjWlf3/g4kXgrbc4jzJRUWJRdiIyVkwwKUf37gE9egCvvw7cuSNr9u3ZA6xZA5Qtq3R0RCUHi7ITkbFhgknZpKfLU3M1agA//SRPz02YIGflCQpSOjqikolF2YnImDDBJC2XLgGtWgFDhwLx8fJ03KlTwNy5LD1EpDQWZSciY8EEkwDI0kNhYXJqx8OHATs74LPPZItJnTpKR0dEamZm8n/1hx8AW1tg1y7A3x+4fFnpyIiIMjDBJBw7JmvvhYbKRLNDB+D8eWD0aHl6nIgMD4uyE5EhY4JZgsXHAyEhQLNmwIULgKsr8P33wG+/AV5eSkdHRHlhUXYiMlQmkWBWrlwZKpUq2yUkJAQA8OzZM4SEhKBs2bKwt7dHt27dEBMTo/UYkZGR6NixI0qVKgVXV1eMHz8eqampSuxOsdi6VZYeWrZMfhkNGCBLD/XuzdJDRMaERdmJyBCZRIJ54sQJ3Lt3T3PZs2cPAKBHjx4AgDFjxuDXX3/Fpk2bcPDgQURFReHNN9/U3D8tLQ0dO3ZEcnIyjh07hm+//RZr1qxBaGioIvtTlKKigG7dgDfekLdfegnYtw/45htZZ4+IjA+LshORoVEJYXonU0aPHo3t27fj6tWrSEhIgIuLCzZs2IDu3bsDAC5duoQaNWogPDwcjRs3xs6dO9GpUydERUXBzc0NALBixQpMmDAB9+/fh5WVVb6eNyEhAU5OToiPj4ejo2OR7V9hqEsPTZggT6VZWADjxwNTp8qBAkRkGvbtk/0zHz4EPDzkqHN/f6WjIjJshvz9baxMogUzs+TkZKxbtw7vvvsuVCoVTp06hZSUFARlKuDo6+uLSpUqITw8HAAQHh6Ol19+WZNcAkC7du2QkJCA8+fP5/hcz58/R0JCgtbFEF28KFsz3n9fJpevvCJLD82ezeSSyNQEBgLHj7MoOxEpy+QSzK1btyIuLg7vvPMOACA6OhpWVlZwdnbW2s7NzQ3R0dGabTInl+r16nU5mTNnDpycnDSXihUr6m9H9OD5c2D6dFlm6MgRWXro88/lqPHatZWOjoiKSpUqLMpORMoyuQTz66+/RocOHeDp6VnkzzVp0iTEx8drLrdv3y7y58yvI0fkCNMZM4CUFDm69MIFYORIlh4iKglYlJ2IlGRSCeatW7ewd+9eDBo0SLPM3d0dycnJiMvyqRoTEwN3d3fNNllHlav/Vm+ji7W1NRwdHbUuSouPl6fCmzeXp8bd3GRB5l9/BSpVUjo6IipOLMpOREoxqQRz9erVcHV1RceOHTXLGjRoAEtLS+zbt0+z7PLly4iMjERAQAAAICAgAGfPnkVsbKxmmz179sDR0RF+fn7FtwMv6Oef5fzhK1bIvwcOlElmz54sPURUkrEoOxEVN5NJMNPT07F69Wr0798fFhYWmuVOTk4YOHAgPvjgAxw4cACnTp3CgAEDEBAQgMaNGwMA2rZtCz8/P/Tt2xd///03du/ejSlTpiAkJATW1tZK7VK+3b0ryw516yY79VetChw4AHz1FVC6tNLREZEh0FWU/ZNPWJSdiIqGySSYe/fuRWRkJN59991s6z777DN06tQJ3bp1Q4sWLeDu7o6ff/5Zs97c3Bzbt2+Hubk5AgIC8Pbbb6Nfv36YOXNmce5CgaWny0LpNWrIwukWFsDkycA//wCtWikdHREZGnVR9oEDZWI5frwsyv7smdKREZGpMck6mEopzjpa588DQ4bIEeGA7Ff15ZfAyy8X6dMSkQkQAvjiC2DMGDmy/JVX5ICgYhgbSWSQWAdT/0ymBdMUTZ8uO+hn9uwZEBoqywwdOwbY28vZO44eZXJJRPmjUgEjRgC7d8sZvI4fBxo2BCIilI6MiEwFE0wDZm4uk0l1knn4MFC3rvw7PR2oXl2WHho+nKWHiKjgWJSdiIoKE0wDNnUqMHOmTDIbNQJatMgoL9KrlxwhbmC13YnIyLAoOxEVBSaYBm7qVDna8+TJjGWTJgEbN7L0EBHpB4uyE5G+McE0AkOHZty2spJziBMR6ROLshORPjHBNAJ//plxOzk5+8AfIiJ9yVqU3d+fRdmJqOCYYBq4sDDZYlmhgvz7jTe0B/4QEelb5qLs8fHydDmLshNRQTDBNGBhYTKZnDkT6NtXLrO3zxj4wySTiIqKmxuwb58syp6ezqLsRFQwTDANWFqaTCanTpXlRAA5C8eUKXI5R3kSUVGytpYTOCxeLEuhrVsnSxlFRSkdGREZOs7ko0dFORPA06dyXvHnz4FLl2QNTCKi4rJvn+yf+fAh4OEhR537+ysdFZF+cCYf/WMLppGwtQWaNJG39+9XNhYiKnlYlJ2ICoIJphFp00ZeM8EkIiWwKDsR5RcTTCOiTjAPHJCd7omIihuLshNRfjDBNCKNGslR5A8eAP/8o3Q0RFRSqYuyb9zIouxEpBsTTCNiaSnnIwdkh3siIiX16gUcOcKi7ESUHRNMI5O5XBERkdLq12dRdiLKjgmmkVH3wzx0CEhJUTYWIiKARdmJKDsmmEamdm2gbFkgMVG2GhARGQIWZSeizJhgGhkzM6B1a3mbp8mJyJCoVMCIEcDu3UCZMrJuZsOGQESE0pERUXFjgmmE1KfJOdCHiAyRrqLsa9cqHRURFScmmEZIPdDn2DE5hSQRkaHJWpS9Xz/ZN5NF2YlKBiaYRqhqVaB8eSA5GTh6VOloiIh0UxdlnzxZ/v3JJyzKTlRSMME0QioVyxURkXEwMwNmzWJRdqKShgmmkWI/TCIyJizKTlSyMME0UuoE8+RJWdyYiMjQsSg7UcnBBNNIVawo+2Kmp8ui60RExoBF2YlKBiaYRoynyYnIGLEoO5HpY4JpxDjQh4iMVU5F2Y8fVzoyItIHJphGrFUreX32LBAbq2goRESFoi7K7ucni7K3aMGi7ESmgAmmEXNxAerUkbcPHFA2FiKiwlIXZe/cmUXZiUwFE0wjx36YRGQKHB2BrVtZlJ3IVDDBNHLsh0lEpoJF2YlMBxNMI9e8uRyFef06cOuW0tEQEb04FmUnMn5MMI2coyPQqJG8zVZMIjIVLMpOZNyYYJoAniYnIlOkqyh7//4syk5kDJhgmoDMA334656ITEnWouxr17IoO5ExYIJpApo0kR/C9+6xMzwRmZ7MRdlLl2ZRdiJjwATTBNjYyH5KAMsVEZHpCgyU/TJZlJ3I8DHBNBHsh0lEJQGLshMZByaYJkLdD/PAAdkZnojIVLEoO5HhY4JpIho2BBwcgEePgDNnlI6GiKhosSg7kWFjgmkiLCzkyEqAp8mJqOTQVZR91y6loyIiJpgmhPOSE1FJlLUoe8eOwKefsmwbkZKYYJoQ9UCfw4eB5GRlYyEiKk5Zi7KPG8ei7ERKYoJpQmrVAsqVA548YX04Iip5WJSdyHAwwTQhZmYZp8nZD5OISiIWZScyDEwwTQwTTCIiFmUnUhoTTBOjTjDDw4GkJGVjISJSEouyEymHCaaJeeklWa4jORk4elTpaIiIlMWi7ETKYIJpYlQqlisiIspMV1H2xo1l3UwiKhpMME0Q5yUnIsouc1H2y5eBV15hUXaiosIE0wSpWzBPneJpICKizNRF2Zs0YVF2oqLEBNMElS8PVK8uiw0fPKh0NEREhsXNTZ7hYVF2oqLDBNNEsVwREVHOWJSdqGgxwTRRHOhDRJQ7FmUnKjpMME1U69by+vx5ICZG2ViIiAwZi7IT6Z/JJJh3797F22+/jbJly8LW1hYvv/wyTp48qVkvhEBoaCg8PDxga2uLoKAgXL16VesxHj58iODgYDg6OsLZ2RkDBw5EYmJice+KXpQtC9StK2/zNDkRUe50FWX/8EMWZScqLJNIMB89eoSmTZvC0tISO3fuxIULF/Dpp5+idOnSmm3mz5+PxYsXY8WKFYiIiICdnR3atWuHZ5l6dQcHB+P8+fPYs2cPtm/fjkOHDmHIkCFK7JJesFwREVH+ZS3KvmCBTDhZjYOo4FRCGH9xhokTJ+Lo0aM4fPiwzvVCCHh6emLs2LEYN24cACA+Ph5ubm5Ys2YNevfujYsXL8LPzw8nTpxAw4YNAQC7du3Ca6+9hjt37sDT0zPPOBISEuDk5IT4+Hg4OjrqbwcLaccOWYLDxwe4fl3paIiIjMcPPwADBgBPn8qqHNu2AdWqKR0VFRVD+/42BSbRgrlt2zY0bNgQPXr0gKurK+rVq4cvv/xSs/7GjRuIjo5GUFCQZpmTkxP8/f0RHh4OAAgPD4ezs7MmuQSAoKAgmJmZISIiQufzPn/+HAkJCVoXQ9K8OWBhAfz7L3DzptLREBEZD3VR9goVWJSdqDBMIsH8999/sXz5clStWhW7d+/G+++/j5EjR+Lbb78FAERHRwMA3NzctO7n5uamWRcdHQ1XV1et9RYWFihTpoxmm6zmzJkDJycnzaVixYr63rUX4uAgPxQBniYnIiqo+vWBkydZlJ2oMEwiwUxPT0f9+vUxe/Zs1KtXD0OGDMHgwYOxYsWKIn3eSZMmIT4+XnO5fft2kT5fYbBcERFR4bEoO1HhmESC6eHhAT8/P61lNWrUQGRkJADA3d0dABCTpV5PTEyMZp27uztiY2O11qempuLhw4eabbKytraGo6Oj1sXQZB7ow1/dREQFx6LsRAVnEglm06ZNcfnyZa1lV65cgZeXFwDA29sb7u7u2JepGS8hIQEREREICAgAAAQEBCAuLg6nTp3SbLN//36kp6fD39+/GPaiaDRuDNjYANHRwMWLSkdDRGScWJSdqGBMIsEcM2YM/vzzT8yePRvXrl3Dhg0bsGrVKoSEhAAAVCoVRo8ejVmzZmHbtm04e/Ys+vXrB09PT3Tt2hWAbPFs3749Bg8ejOPHj+Po0aMYPnw4evfuna8R5IbKxgZo1kzeZj9MIqIXo6so+7p1SkdFZHhMIsFs1KgRtmzZgu+//x61atVCWFgYFi1ahODgYM02H374IUaMGIEhQ4agUaNGSExMxK5du2BjY6PZZv369fD19UVgYCBee+01NGvWDKtWrVJil/SK85ITEelP1qLsffuyKDtRViZRB9NQGGodrYgIearc2Rn47z/Zh4iIiF5MejoQGgp8/LH8u0MHYMMG+VlLxsVQv7+NmUm0YFLuGjSQM1TExQFnzigdDRGRaTAzA2bNAjZuBGxtgZ075Y/5K1eUjoxIeUwwSwALCzniEWC5IiIifWNRdqLsmGCWEJyXnIio6LAoO5E2JpglhHqgz+HDQHKysrEQEZkiXUXZ33mHRdmpZGKCWULUqgW4uABJSXLQDxER6V/WouzffQe0asWi7FTyMMEsIVQqlisiIioOWYuyR0QAjRrJ+plEJQUTzBKE85ITERWfzEXZo6KA5s1ZlJ1KDiaYJYh6oM+ffwJPnigbCxFRScCi7FRSMcEsQXx8gEqVgJQUWVKDiIiKnqMjsHUr8NFH8u8FC2TCGRenZFRERYsJZgmiUrFcERGREszM5Iw/33/PouxUMjDBLGHYD5OISDm9e7MoO5UMTDBLGHWC+ddfwKNHysZCRFQSsSg7lQRMMEsYT0/A11d+kB08qHQ0REQlE4uyk6ljglkC8TQ5EZHyWJSdTBkTzBKIA32IiAwDi7KTqWKCWQK1aiU/1C5cAO7dUzoaIiJiUXYyNUwwS6AyZYB69eTtAweUjYWIiCQWZSdTwgSzhGI/TCIiw8Oi7GQqmGCWUOyHSURkmFiUnUwBE8wSqlkzwMICuHkTuHFD6WiIiCgrXUXZd+9WOiqi/GGCWULZ2wP+/vI2T5MTERmmrEXZX3sNWLiQRdnJ8DHBLMF4mpyIyPBlLco+diyLspPhY4JZgqkH+uzfz1/DRESGjEXZydgwwSzBGjeWHchjYmRNTCIiMlzqouy7drEoOxk+JpglmLW1HOwDsB8mEZGxCAoCjh9nUXYybEwwSzj2wyQiMj4vvcSi7GTYmGCWcOp+mH/8wQ8mIiJjoqsoe5cucrQ5kdKYYJZw9esDTk7yA+mvv5SOhoiICiJrUfYdO2QJOhZlJ6UxwSzhzM3lSESAp8mJiIwVi7KToWGCSZyXnIjIBLAoOxkSJpikGehz5IjsLE5ERMZJXZT93XdZlJ2UxQST4OcnP5SePgX+/FPpaIiI6EVYWwNffQV8/jmLspNymGASVCrtWX2IiMi4qVTAyJEsyk7KYYJJAJhgEhGZIl1F2devVzoqKgmYYBKAjATzzz+BxERlYyEiIv3JWpT97beBCRNY+5iKFhNMAgD4+ACVKwOpqXKwDxERmY6sRdnnz2dRdipaTDBJg+WKiIhMF4uyU3FigkkanJeciMj0sSg7FQcmmKTRurW8Pn0aePhQ2ViIiKjosCg7FTUmmKTh4SFHGgoB/PGH0tEQEVFRYlF2KkpMMEkLyxUREZUcORVlv3dP6cjI2DHBJC0c6ENEVLLoKsresCGLstOLYYJJWlq1kh82ly5xWjEiopKERdlJn5hgkpbSpWXnb4CnyYmIShoWZSd9YYJJ2bBcERFRycWi7KQPTDApm8z9MFmygoio5MlclN3GhkXZqeCYYFI2zZoBlpZAZCTw779KR0NEREphUXYqLCaYlI2dHdC4sbzN0+RERCVbgwZyRDmLslNBMMEknViuiIiI1NzdsxdlHzCARdkpZ0wwSafMA334K5WIiLIWZf/2WxZlp5wxwSSd/P2BUqWA+/eBc+eUjoaIiAwBi7JTfjHBJJ2srGSRXYD9MImISFvWouwBAUD37rq3DQsDpk8v1vDIADDBpBxxXnIiIspJ5qLsaWnA5s2yYSJzUfawMCA0VJ5Sp5KFCSblSJ1g/vEHkJqqaChERGSAshZlP3IEqFFDjjZXJ5czZwJTpyoaJinAQukAyHDVqwc4OwNxccBff8n6Z0RERJmpi7LXqgX06wdcvSr7ZwoBDB0KTJqkdISkBLZgUo7MzeUIQYDlioiIKHd9+gB//ilvq6uPrFwJlCkja2fOnStPqaekKBcjFR8mmJQrzktORET5tWOHvFb3ubS2Bh4/BnbulC2ZTZrIM2NBQfIU+qFDrKVpqkwiwZw+fTpUKpXWxdfXV7P+2bNnCAkJQdmyZWFvb49u3bohJiZG6zEiIyPRsWNHlCpVCq6urhg/fjxS2fFQ0w/zyBF+CBARUc4y97lMTZXXz58D778PLFoEvPEGULYskJQkz4qFhgItW8qEs2VL2U9z717gyZOMx6xcGfDx0f18Pj5yPRkmk+mDWbNmTezdu1fzt4VFxq6NGTMGv/32GzZt2gQnJycMHz4cb775Jo4ePQoASEtLQ8eOHeHu7o5jx47h3r176NevHywtLTF79uxi3xdDUqOGnMEhOlqe+lCfMiciIlLTNaBHfa1e/vPPchagixeBgwdl6+XBg/L75dAheZk1C7CwkLU1W7aUDRsxMTKZ/PffjOfz8QFu3AC8vYt/Xyl/TCbBtLCwgLu7e7bl8fHx+Prrr7Fhwwa0+X9z3OrVq1GjRg38+eefaNy4MX7//XdcuHABe/fuhZubG+rWrYuwsDBMmDAB06dPh5WVVXHvjsFQqWQr5oYN8jQ5E0wiIsoqLU33aHH13+rSRWZmQM2a8jJsmOyrefVqRrJ58CBw+7Zs0FD35wRkMlmqlOznuWuXrL3p7a2ddJJhMYlT5ABw9epVeHp6wsfHB8HBwYiMjAQAnDp1CikpKQgKCtJs6+vri0qVKiE8PBwAEB4ejpdffhlubm6abdq1a4eEhAScP38+x+d8/vw5EhIStC6miPOSExFRbqZPz7kU0dSpORdaV6mAatWAQYOA776Tg4C++UYWbs/q6VO5jsmlcTCJFkx/f3+sWbMG1atXx7179zBjxgw0b94c586dQ3R0NKysrODs7Kx1Hzc3N0RHRwMAoqOjtZJL9Xr1upzMmTMHM2bM0O/OGCD1QJ/jx2VnbQcHZeMhIiLj9fgxcOWKvFy+LC/qvxMT8/cYTC4Nn0kkmB06dNDcrl27Nvz9/eHl5YUff/wRtra2Rfa8kyZNwgcffKD5OyEhARUrViyy51NK5cry1+KNG8Dhw7LcBBERUU5SU+V3RtYk8vJl4N69nO9nbi6/b6pXly2b1avLS//+wP9PTALI3ieTDI9JJJhZOTs7o1q1arh27RpeffVVJCcnIy4uTqsVMyYmRtNn093dHcePH9d6DPUoc139OtWsra1hbW2t/x0wQIGBwFdfyX6YTDCJiEgIIDY2I3HMnExev577DHCurtmTyGrVZOKYddiDj49MLtWnxdUDfJhkGjaTTDATExNx/fp19O3bFw0aNIClpSX27duHbt26AQAuX76MyMhIBPy/k0dAQAA+/vhjxMbGwtXVFQCwZ88eODo6ws/PT7H9MCRt2sgEk/0wiYhKlqQkORAncxKpvo6Pz/l+trYyaVQnkZmvs/Ray1Hm0eLqZJJJpnEwiQRz3Lhx6Ny5M7y8vBAVFYVp06bB3Nwcffr0gZOTEwYOHIgPPvgAZcqUgaOjI0aMGIGAgAA0btwYANC2bVv4+fmhb9++mD9/PqKjozFlyhSEhISUmBbKvKgH+pw5Azx4IGuZERGRaUhLk62EupLI27dzvp9KJbtRZU0iq1cHypeXo8ZfRHq67gE96iQzPf3FHp+KjkkkmHfu3EGfPn3w4MEDuLi4oFmzZvjzzz/h4uICAPjss89gZmaGbt264fnz52jXrh2WLVumub+5uTm2b9+O999/HwEBAbCzs0P//v0xc+ZMpXbJ4Li5ybIS588Df/wB/L8xmIiIjMiDB7qTyGvXZFH0nJQtqzuJrFIFsLEpunhv3sx5HVsuDZtKCPWMofSiEhIS4OTkhPj4eDg6Oiodjt6NHAksWSJnZciUnxMRkQF59kwmjLr6Rj58mPP9rKyAqlWzn86uXt30z1qZ+ve3EkyiBZOKR2CgTDA5LzkRkbLS04E7d7InkVeuyFa/3JqOKlbUnURWqpQxhzjRi2KCSfnWsqXsT3P5MnD3ruxfQ0RERScuTncSeeWKLDyeEycn3UnkSy8BdnbFFj6VYEwwKd+cnYEGDYATJ2QrZt++SkdERGT8kpNlf0JdfSNjY3O+n4WF7AOZucyP+trVVQ7AIVIKE0wqkDZtZIK5bx8TTCKi/BJCFhjXlUTeuJExV7cuHh66k0hvb5lkEhkivjWpQAIDgXnzZAumEPyFTESUWdZpEDNf5zYNor297nqR1apxel4yTkwwqUCaNgUsLWVdtOvXZX8eIqKSJDVVDqTJOgXilStAVFTO99M1DaL62sODP9jJtDDBpAIpVQoICAAOHZKnyZlgEpEpEgK4f193Enn9OpCSkvN9XV2zT4FYvbruaRCJTBUTTCqwwECZYO7fDwwdqnQ0RESFp54GMXOtyPxOg6iuGVnYaRCJTBkTTCqwNm2AadNkgpme/uJTgRERFSX1NIi6ksi8pkH08tKdRFaowM8+otwwwaQCe+UVWUftv/+Ac+eA2rWVjoiISE6DqCuJzGsaxDJlsk+BWK2a7AJUlNMgEpkyJphUYFZWQPPmwK5dsh8mE0wiKi7Pnsk+kLr6Rj54kPP91NMg6uobaerTIBIpgQkmFUpgoEww9+8HxoxROhoiMiXp6XK2sKzzaOd3GsSsI7Q5DSJR8WOCSYXSpo28PnhQluxgsV8iKqj4eN1J5NWrcvBNThwds7dCchpEIsPCtIAKpU4doHRp4NEj4ORJoHFjpSMiIkOkngZRV9/I/E6DmPW0NqdBJDJ8TDCpUMzNgdatgZ9/lqfJmWASlVzqaRCzzl5TkGkQsyaRnAaRyLjx35cKrU0bmWDu2wd89JHS0RBRUXv8WJ6+1nVaO7dpEO3sdM9ew2kQiUwXE0wqtMBAeX30qBzZyXIeRMYv8zSIWVsk8zMNoq4BNpwGkajkYYJJhab+4rh3Dzh2LGPgDxEZtszTIGZNIgsyDWLm6ypVOA0iEWVggkmFplLJVsx162Q/TCaYRIYl6zSIma/j4nK+X+ZpEDMnkdWqycF9RER5YYJJL6RNm4wEk4iKX9ZpEDNfR0bmfL/M0yBmbZHkNIhE9KKYYNILUbdaHj8OJCTI+nREpH+Zp0HMfH31asGmQVRfV6kiWyqJiIoCE0x6IV5e8ovq+nXg8GGgY0elIyIyXs+fy3mzdfWNzGsaxJdeyl58vFo1oFy54oufiEiNCSa9sDZtZIK5bx8TTKK86JoGUX1965Zcn5MKFXQnkV5enAaRiAwLE0x6YYGBwJdfsh8mUWZZp0FUXxdmGsRq1eSgG06DSETGggkmvbDWreX133/L0icuLsrGQ1Rcsk6DmPk6Jibn++maBlF9zWkQicgUMMGkF+bqCrz8MnD2LPDHH0CPHkpHRKQ/QgDR0dnn0b5yRSaXeU2DmHUKxOrVgcqVAUvLYtsFIqJixwST9KJNG5lg7t/PBJOMU2KiTBqzToF45YqcIjEndna6k8iqVVlVgYhKLiaYpBdt2gCffy4H+hAZKvU0iFmTyLymQTQzk9Mg6uob6enJU9pERFkxwSS9aNlSfglfvQrcvg1UrKh0RFRSqadB1JVE5jUNoouL7iSS0yASERUME0zSCycnoGFDWXB9/36gf3+lIyJTl5SUvWZkfqZBtLHJmPYwczLJaRCJiPSHCSbpTWAgE0zSr7Q02SKuK4nMzzSIWUdocxpEIqLiwQST9KZNG2DOHJlgCsF+aZR/Dx/qTiLzmgaxdOnsp7Q5DSIRkfKYYJLeNG0q+6nduSMTg2rVlI6IDIl6GsSsNSMLMg1i1tPanAaRiMgwMcEkvbG1BZo0kbUw9+9nglkSqadB1JVE5ncaxKyntTkNIhGR8WGCSXrVpo1MMPftA957T+loqKjEx+tOIvM7DWLWJJLTIBIRmRYmmKRXgYFAaChw4IBsreJgCuOVkiJnqtHVNzI/0yDqGmDDaRCJiEoGJpikV40aAfb2sk/dP/8AdesqHRHlJvM0iFlbJAsyDWLmJJLTIBIRERNM0itLS6BFC2DHDtkPkwmmYcg6DWLm6/xOg5j5ulo1ToNIREQ5Y4JJetemTUaC+cEHSkdTcmSdBjHz9d27Od8v8zSIWZNJToNIRESFwQST9K5NG3l98KDsx8fTpfqTdRrEzNfXruVvGsSsSSSnQSQiIn1jgkl6V6cOUKaMLJ598iQQEKB0RMbn6VM5IltX38i8pkGsWlX3fNqcBpGIiIoLE0zSOzMzoHVrYPNmWa6ICaZu6elyukNdSWRe0yBWqqQ7iaxYkSP3iYhIeUwwqUgEBsoEc/9+YMoUpaNRVtZpENXXhZkGsVo1OasNp0EkIiJDxgSTioS6H+axY/J0r6knRM+fA9eva9eKVF//91/O99M1DaL6umxZDrAhIiLjxASTikS1akD58nL08rFjskXT2Akh90dXEnnzZt7TIGadR5vTIBIRkaligklFQqWSrZhr18rT5MaUYKqnQcw6e82VK7lPg+jgkJFAchpEIiIqyZhgUpFRJ5j79gEff6x0NNrU0yBmTSIvX857GkQfH919I93ceEqbiIgIYIJJRUjdD/PECdkq6ORUvM+vngZRVxKZ1zSI7u7Zp0CsVk0WJGddTyIiotwxwaQiU6mSHMBy7Rpw6BDQuXPRPE9iYvaakQWZBjFrEslpEImIiF4ME0wqMtOnA87O8vb+/doJZliYbEGcPj1/j5WaCty6pTuJzM80iFlHaHMaRCIioqLDBJOKjLm5nMkHkP0w1cLCgNBQYOZM7e2FkCV9dCWR+ZkGUVcS6eMDWFvrf9+IiIgoZ0wwqchMnQo8eQLMmwecPQvExgIrV8rkctgwoEYNOfinMNMgZj2tzWkQiYiIDIdKCCGUDsJUJCQkwMnJCfHx8XBkJz4Nd3c5Mlulkq2Uuck8DWLWFklOg0hEREWB39/6xxZMKnJ9+wKffKKdXKqnQcyaRHIaRCIiIuPHBJOKnLqsj4WFHKwzcSIwezYH2BAREZkqnnCkIhUWBsyZIwf0pKTI67lzgVmzlI6MiIiIiopJJphz586FSqXC6NGjNcuePXuGkJAQlC1bFvb29ujWrRtiskzZEhkZiY4dO6JUqVJwdXXF+PHjkZqaWszRm47Mo8WnTpXLpk6Vf4eGyvVERERkekzuFPmJEyewcuVK1K5dW2v5mDFj8Ntvv2HTpk1wcnLC8OHD8eabb+Lo0aMAgLS0NHTs2BHu7u44duwY7t27h379+sHS0hKzZ89WYleMXlqadnKppv47t5l0iIiIyHiZ1CjyxMRE1K9fH8uWLcOsWbNQt25dLFq0CPHx8XBxccGGDRvQvXt3AMClS5dQo0YNhIeHo3Hjxti5cyc6deqEqKgouLm5AQBWrFiBCRMm4P79+7Cyssrz+TkKjYiIyPjw+1v/TOoUeUhICDp27IigoCCt5adOnUJKSorWcl9fX1SqVAnh4eEAgPDwcLz88sua5BIA2rVrh4SEBJw/f17n8z1//hwJCQlaFyIiIqKSzmROkW/cuBF//fUXTpw4kW1ddHQ0rKys4Kyet/D/3NzcEB0drdkmc3KpXq9ep8ucOXMwY8YMPURPREREZDpMogXz9u3bGDVqFNavXw8bG5tie95JkyYhPj5ec7l9+3axPTcRERGRoTKJBPPUqVOIjY1F/fr1YWFhAQsLCxw8eBCLFy+GhYUF3NzckJycjLgs8xDGxMTA3d0dAODu7p5tVLn6b/U2WVlbW8PR0VHrQkRERFTSmUSCGRgYiLNnz+LMmTOaS8OGDREcHKy5bWlpiX379mnuc/nyZURGRiIgIAAAEBAQgLNnzyI2NlazzZ49e+Do6Ag/P79i3yciIiIiY2USfTAdHBxQq1YtrWV2dnYoW7asZvnAgQPxwQcfoEyZMnB0dMSIESMQEBCAxo0bAwDatm0LPz8/9O3bF/Pnz0d0dDSmTJmCkJAQWFtbF/s+ERERERkrk0gw8+Ozzz6DmZkZunXrhufPn6Ndu3ZYtmyZZr25uTm2b9+O999/HwEBAbCzs0P//v0xc+ZMBaMmIiIiMj4mVQdTaayjRUREZHz4/a1/JtEHk4iIiIgMBxNMIiIiItKrEtMHszioextwRh8iIiLjof7eZq9B/WGCqUePHz8GAFSsWFHhSIiIiKigHj9+DCcnJ6XDMAkc5KNH6enpiIqKgoODA1QqldLhmKyEhARUrFgRt2/fZmdsBfD4K4vHX1k8/sopymMvhMDjx4/h6ekJMzP2HtQHtmDqkZmZGSpUqKB0GCUGZ09SFo+/snj8lcXjr5yiOvZsudQvpulEREREpFdMMImIiIhIr5hgktGxtrbGtGnTOIWnQnj8lcXjrywef+Xw2BsXDvIhIiIiIr1iCyYRERER6RUTTCIiIiLSKyaYRERERKRXTDCJiIiISK+YYBIRERGRXjHBJINw6NAhdO7cGZ6enlCpVNi6davWeiEEQkND4eHhAVtbWwQFBeHq1ata2zx8+BDBwcFwdHSEs7MzBg4ciMTExGLcC+M1Z84cNGrUCA4ODnB1dUXXrl1x+fJlrW2ePXuGkJAQlC1bFvb29ujWrRtiYmK0tomMjETHjh1RqlQpuLq6Yvz48UhNTS3OXTFKy5cvR+3atTUzlAQEBGDnzp2a9Tz2xWfu3LlQqVQYPXq0ZhmPf9GZPn06VCqV1sXX11eznsfeeDHBJIPw5MkT1KlTB0uXLtW5fv78+Vi8eDFWrFiBiIgI2NnZoV27dnj27Jlmm+DgYJw/fx579uzB9u3bcejQIQwZMqS4dsGoHTx4ECEhIfjzzz+xZ88epKSkoG3btnjy5IlmmzFjxuDXX3/Fpk2bcPDgQURFReHNN9/UrE9LS0PHjh2RnJyMY8eO4dtvv8WaNWsQGhqqxC4ZlQoVKmDu3Lk4deoUTp48iTZt2uD111/H+fPnAfDYF5cTJ05g5cqVqF27ttZyHv+iVbNmTdy7d09zOXLkiGYdj70RE0QGBoDYsmWL5u/09HTh7u4uFixYoFkWFxcnrK2txffffy+EEOLChQsCgDhx4oRmm507dwqVSiXu3r1bbLGbitjYWAFAHDx4UAghj7elpaXYtGmTZpuLFy8KACI8PFwIIcSOHTuEmZmZiI6O1myzfPly4ejoKJ4/f168O2ACSpcuLb766ise+2Ly+PFjUbVqVbFnzx7RsmVLMWrUKCEE3/tFbdq0aaJOnTo61/HYGze2YJLBu3HjBqKjoxEUFKRZ5uTkBH9/f4SHhwMAwsPD4ezsjIYNG2q2CQoKgpmZGSIiIoo9ZmMXHx8PAChTpgwA4NSpU0hJSdF6DXx9fVGpUiWt1+Dll1+Gm5ubZpt27dohISFB0xJHeUtLS8PGjRvx5MkTBAQE8NgXk5CQEHTs2FHrOAN87xeHq1evwtPTEz4+PggODkZkZCQAHntjZ6F0AER5iY6OBgCtDxD13+p10dHRcHV11VpvYWGBMmXKaLah/ElPT8fo0aPRtGlT1KpVC4A8vlZWVnB2dtbaNutroOs1Uq+j3J09exYBAQF49uwZ7O3tsWXLFvj5+eHMmTM89kVs48aN+Ouvv3DixIls6/jeL1r+/v5Ys2YNqlevjnv37mHGjBlo3rw5zp07x2Nv5JhgEpGWkJAQnDt3TqsfFBW96tWr48yZM4iPj8dPP/2E/v374+DBg0qHZfJu376NUaNGYc+ePbCxsVE6nBKnQ4cOmtu1a9eGv78/vLy88OOPP8LW1lbByOhF8RQ5GTx3d3cAyDZyMCYmRrPO3d0dsbGxWutTU1Px8OFDzTaUt+HDh2P79u04cOAAKlSooFnu7u6O5ORkxMXFaW2f9TXQ9Rqp11HurKys8NJLL6FBgwaYM2cO6tSpg88//5zHvoidOnUKsbGxqF+/PiwsLGBhYYGDBw9i8eLFsLCwgJubG49/MXJ2dka1atVw7do1vveNHBNMMnje3t5wd3fHvn37NMsSEhIQERGBgIAAAEBAQADi4uJw6tQpzTb79+9Heno6/P39iz1mYyOEwPDhw7Flyxbs378f3t7eWusbNGgAS0tLrdfg8uXLiIyM1HoNzp49q5Xo79mzB46OjvDz8yueHTEh6enpeP78OY99EQsMDMTZs2dx5swZzaVhw4YIDg7W3ObxLz6JiYm4fv06PDw8+N43dkqPMiISQo7gPH36tDh9+rQAIBYuXChOnz4tbt26JYQQYu7cucLZ2Vn88ssv4p9//hGvv/668Pb2Fk+fPtU8Rvv27UW9evVERESEOHLkiKhataro06ePUrtkVN5//33h5OQk/vjjD3Hv3j3NJSkpSbPNe++9JypVqiT2798vTp48KQICAkRAQIBmfWpqqqhVq5Zo27atOHPmjNi1a5dwcXERkyZNUmKXjMrEiRPFwYMHxY0bN8Q///wjJk6cKFQqlfj999+FEDz2xS3zKHIhePyL0tixY8Uff/whbty4IY4ePSqCgoJEuXLlRGxsrBCCx96YMcEkg3DgwAEBINulf//+QghZqmjq1KnCzc1NWFtbi8DAQHH58mWtx3jw4IHo06ePsLe3F46OjmLAgAHi8ePHCuyN8dF17AGI1atXa7Z5+vSpGDZsmChdurQoVaqUeOONN8S9e/e0HufmzZuiQ4cOwtbWVpQrV06MHTtWpKSkFPPeGJ93331XeHl5CSsrK+Hi4iICAwM1yaUQPPbFLWuCyeNfdHr16iU8PDyElZWVKF++vOjVq5e4du2aZj2PvfFSCSGEMm2nRERERGSK2AeTiIiIiPSKCSYRERER6RUTTCIiIiLSKyaYRERERKRXTDCJiIiISK+YYBIRERGRXjHBJCIiIiK9YoJJRERERHrFBJOIiIiI9IoJJhERERHpFRNMIiIiItKr/wH4UL/EuLDHJAAAAABJRU5ErkJggg==", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Final solution for cluster 0 : [[214, 814], [477, 508], [500, 500], [500, 500], [80, 410], [30, 684], [82, 731], [169, 908]]\n", + "Total distance: 1507.4366001497751\n" + ] + }, + { + "data": { + "image/png": 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N5E7kHX48+iMAP7v/TEHTgmqGKES2kARFCCEM1NGgo/Ta0AutomVArQH87PEzGo2Gz30+Jz45HrcybvSs1lPtMIXIFpKgCCGEAboYdpHOazoTlxxHp4qd+OudvzDSGHHg9gE2Xd2EkcaIBe0XpFtvR4i8QhIUIYQwMIFPAvHw8iAyPpKmzk1Z32s9psamJGmTGOs9FoCP639MTceaKkcqRPaRBEUIIQxIWGwY7l7uhMSGUNOhJjv67dCPMVl4eiGXH17GvoA937T6RuVIhchekqAIIYSBiIqPosOqDtyMuEkZ2zJ4D/CmcIHCADx8+pCph6YC8F3r77ArYKdmqEJkO0lQhBDCAMQnx9N1bVfOhp7FoZAD+wbuo7hVcf3+rw5+RVRCFHWc6jCs3jAVIxUiZ0iCIoQQKkvWJdNvUz/87vphbW6Nd39vKthV0O8PeBDAn2f+BOCXDr9gbGSsVqhC5BhJUIQQQkWKojBi5wi2XtuKubE52/puo26xumn2j9kzBgWF92q+R7NSzVSMVoicIwmKEEKoaNKBSSw5uwQjjRFre67FrYxbmv2rLq7C/54/hUwLMavtLHWCFEIFkqAIIYRKfj72s/6OsL93/p1uVbql2R+TEMMX+74A4KvmX1HCukROhyiEaiRBEUIIFSw/t5zP930OwA9tfmBovaHp2nz393eExIZQvnB5PnX9NKdDFEJVkqAIIUQO23F9B0O3pyQkn7l+xhdNv0jX5sbjG8zxnwPAXI+5WJhY5GiMQqhNEhQhhMhBf9/9m94be6NVtAyqPYjZ7WZneLv6T/d+SpIuifYV2tO5UmcVIhVCXZKgCCFEDjkfep4ua7oQnxxPl0pd+POdPzNMTnb9s4tdN3ZhYmTCPI95st6OyJckQRFCiBxw+8lt2q9qT1RCFM1LNWddz3WYGJmka5eQnMCne1PGm4xrNI7KRSrndKhCGARJUIQQIpuFxobSbmU7QmNDqeVYi+39tlPAtECGbeefmM+NiBs4FnJkSsspORypEIZDEhQhhMhGkfGRtPdqz+0ntylXuBze/b2xtbDNsO2DmAfMODwDgB/b/oi1uXUORiqEYZEERQghsklcUhzvrHmH82HncSzkiM8AH4pZFXtp+4n7JxKbGEujEo0YWHtgDkYqhOGRBEUIIbJBsi6Zvpv68nfQ3ynr6wzwprxd+Ze2PxZ8jJUXVgIp6+0YaeTjWeRv8hsghBBZTFEUPtzxIduvb8fCxIId/XZQx6nOS9trdVo+2fMJAB/U+YAGJRrkUKRCGC5JUIQQIot9uf9Llp1bhrHGmHU919GidItXtl96bikBIQFYm1vzfZvvcyhKIQybJChCCJGFZh+dzexjswH4850/eafyO69sHxkfyaQDkwDwbOmJo6VjtscoRG4gCYoQQmSRpWeX8sX+lNvWz243m8F1Bv/nazx9PXn07BFVi1RldMPR2RyhELmHJChCCJEFtl3bxrAdwwD4oskXfN7k8/98zeXwy/zv5P8AmN9+PqbGptkaoxC5iSQoQgjxlvzu+NFnYx90io4hdYbwQ9sf/vM1iqIw1nssWkVLtyrdaFe+XQ5EKkTuIQmKEEK8hbMhZ3ln7TskaBPoWrkrv3f5/bXWztlybQsHAg9gbmzOz+4/50CkQuQukqAIIcQbuhlxk/ar2hOdEE2L0i1Y02NNhuvrvCguKY7xe8cDMKHJBMoVLpfdoQqR60iCIoQQbyAkJgT3le6EPw2njlMdtvd9+fo6L5p9bDZ3o+5S0rokE5tNzOZIhcidJEERQohMioyPpP2q9gRGBlK+cHm8+3tjY2HzWq8NigrihyMpY1R+avcThcwKZWeoQuRakqAIIUQmPEt6Rpc1XbgQdgEnSyd8Bvpk6t4lE/ZNIC45jhalW9C7eu9sjFSI3E0SFCGEeE1J2iT6bOzDkaAj2JjbsHfA3kyNH/G948v6y+sx0hixoP2C1xpMK0R+JQmKEEK8Bp2iY9iOYez8ZycWJhbsfG8ntRxrvfbrk3XJ+vV2RriMoLZT7ewKVYg8QRIUIYT4D4qiMMFnAivOr8BYY8yGXhtoVqpZpo6x+PRiLoZfxK6AHdNbTc+mSIXIOyRBEUKI//Dj0R+Zc3wOAH91/YvOlTpn6vWPnj1iyqEpAHzb6lvsC9pneYxC5DWSoAghxCv8eeZP/WJ+P7v/zPu138/0MaYcnMKT+CfUdqzNcJfhWR2iEHmSJChCCPESm69u5qOdHwEwselExruOz/QxzoacZXHAYgAWdFiAsZFxlsYoRF4lCYoQQmTgUOAh+m3qlzI4tu4wvm/zfaaPoSgKn3h/goJC3xp9aVG6RTZEKkTeJAmKEEK84EzIGbqu7UqiNpF3q7zLws4L32hK8NpLazkSdIQCJgWY1XZWNkQqRN4lCYoQQjznxuMbtPdqT0xiDK3KtGJ1j9Wvtb7Oi2ITY5mwbwIAk5tPxtnGOatDFSJPkwRFCCH+34OYB7h7ufPw2UPqFavH1r5bsTCxeKNjzfx7Jvdj7lPWtiyfN/k8iyMVIu+TBEUIIYAncU/w8PLgTuQdKthVYE//PVibW7/RsW5F3OIn/58AmOMx542THCHyM0lQhBD53rOkZ3Re05lL4ZcoZlmMfQP34VDI4Y2PN95nPInaRNqVa0fXyl2zMFIh8g9JUIQQ+VqSNome63tyLPgYtha2+Az0oYxtmTc+nvdNb7Zf346JkQnz28+X9XaEeEOSoAgh8i2domPItiHsubmHAiYF2PXeLmo41Hjj4yVqExnnPQ6AMQ3HULVo1SyKVIj8RxIUIUS+pCgK4/eOZ9XFVZgYmbCx90aaODd5q2P+cuIXrj++jkMhB6a1nJZFkQqRP0mCIoTIl2Yemcn8E/MBWNZ1GR0rdnyr44XGhvKN3zcpx24zExsLm7eOUYj8TBIUIUS+83vA73x18CsA5nnMo3+t/m99zEkHJhGTGEP94vUZXGfwWx9PiPxOEhQhRL6y6comRu4aCcBXzb9ibOOxb33ME/dOsOzcMgB+6fALRhr5aBXibclvkRAi3zgYeJD3Nr+HTtExvN5wZrSa8dbH1Ck6xuwZA8Cg2oNoXLLxWx9TCCEJihAinzj94LR+fZ0eVXvwW6ffsmQK8PJzyzn14BRWZlbMbDMzCyIVQsBbJig//PADGo2GcePG6bfFx8czatQo7O3tsbS0pEePHoSFhaV5XVBQEJ06daJgwYI4ODgwYcIEkpOT3yYUIYR4qeuPrtNhVQdiE2NpXbY1q7qvwtjI+K2PGxUfxcQDEwGY2nIqxayKvfUxhRAp3jhBOXXqFIsXL6ZWrVpptn/66afs2LGDDRs24Ofnx4MHD+jevbt+v1arpVOnTiQmJnLs2DGWL1/OsmXLmDp16pu/CyGEeIl70fdw93Ln0bNHuBRzYWufrZibmGfJsaf7TSf8aTiV7CvxSaNPsuSYQogUb5SgxMbG0r9/f/744w8KFy6s3x4VFcWSJUuYM2cOrVu3xsXFhaVLl3Ls2DGOHz8OgI+PD1euXMHLy4s6derQoUMHZsyYwa+//kpiYmKG50tISCA6OjrNQwgh/svjZ4/x8PIgKCqISvaV2NN/D1bmVlly7KsPr7Lg5AIA5refj5mxWZYcVwiR4o0SlFGjRtGpUyfatm2bZntAQABJSUlptlepUoVSpUrh7+8PgL+/PzVr1sTR0VHfxsPDg+joaC5fvpzh+WbOnImNjY3+4ewsy5YLIV7taeJTOq/pzJWHVyhhVQKfAT4ULVQ0S46tKArj9o4jWZdMl0pdaF+hfZYcVwjxr0wnKGvXruXMmTPMnJl+MFhoaChmZmbY2tqm2e7o6EhoaKi+zfPJSer+1H0ZmTRpElFRUfpHcHBwZsMWQuQjidpEem7oyfF7xylsUZi9A/ZS2rZ0lh1/+/Xt+NzywczYjDkec7LsuEKIf5lkpnFwcDBjx45l3759WFjk3PLh5ubmmJtnTc1YCJG36RQdg7cOxvumNwVNC7K7/26qO1TPsuPHJ8fz6d5PAfjM9TMq2FXIsmMLIf6VqR6UgIAAwsPDqVevHiYmJpiYmODn58eCBQswMTHB0dGRxMREIiMj07wuLCwMJycnAJycnNLN6kl9ntpGCCHehKIojPMex5pLazAxMmFT701Zfl+Sn4/9TGBkIMWtijO5+eQsPbYQ4l+ZSlDatGnDxYsXOXfunP5Rv359+vfvr/+3qakpBw4c0L/m+vXrBAUF4erqCoCrqysXL14kPDxc32bfvn1YW1tTrVq1LHpbQoj86NvD3/LLyV8AWNFtRZaPDQmOCub7I98DMLvdbCzNLLP0+EKIf2WqxGNlZUWNGmmXIi9UqBD29vb67UOHDmX8+PHY2dlhbW3NmDFjcHV1pXHjlL9i3N3dqVatGgMHDmTWrFmEhoby9ddfM2rUKCnjCCHe2MJTC5nqm3K7ggXtF9CvZr8sP8cX+7/gWdIzmjo3pV+NrD++EOJfmUpQXsfcuXMxMjKiR48eJCQk4OHhwW+//abfb2xszM6dOxk5ciSurq4UKlSIQYMGMX369KwORQiRT6y/vJ5Ru0cBMKXFFMY0GpPl5zh89zBrL61Fg4ZfOvySJXehFUK8nEZRFEXtIDIrOjoaGxsboqKisLa2VjscIYSK9t3aR6fVnUjSJTHCZUSW3cL+ecm6ZFx+d+FC2AU+cvmIRZ0XZenxhcgvMvP9LWvxCCFyrZP3T/LuundJ0iXRu3pv/tfxf9nSs/FHwB9cCLuArYUt37b+NsuPL4RITxIUIUSudO3RNTqu6sjTpKe0LdeWFd1WZMn6Oi+KiIvg60NfAzCj1QyKFCyS5ecQQqQnCYoQItcJjgrGfaU7j+Me06B4A7b02ZJl6+u8aOqhqUTERVDDoQYj6o/IlnMIIdKTBEUIkaukrq8THB1MlSJV2N1/d7ZN970QdoGFpxcCKTODTIyyfF6BEOIlJEERQuQasYmxdFzdkauPrlLSuiR7B+zNtpKLoih8sucTdIqOXtV60apsq2w5jxAiY5KgCCFyhURtIj3W9+Dk/ZPYFbDDZ4APpWxKZdv5NlzZgN9dPwqYFGB2u9nZdh4hRMYkQRFCGDytTsv7W97H55YPhUwLsfu93VQtWjXbzvc08Smf+3wOwMRmE7N0oUEhxOuRBEUIYdBSSy3rLq/D1MiUzX0206hko2w9549HfyQ4OpjSNqWZ0GRCtp5LCJExSVCEEAbtG79v+O30b2jQsPLdlbiXd8/W8wU+CWTW0VkAzPGYQwHTAtl6PiFExiRBEUIYrF9P/so3ft8A8L+O/6NPjT7Zfs7PfD4jQZtAm7JteLfKu9l+PiFExiRBEUIYpLWX1jJmT8qaOp4tPfm4wcfZfs59t/ax5doWjDXGzG8/X9bbEUJFkqAIIQyOzy0f3t/yPgoKoxuMZmrLqdl+ziRtEmO9xwIwuuFoqjtUz/ZzCiFeThIUIYRBOXHvhH59nb41+jK/Q870ZPx66leuPrpKkYJF8HTzzPbzCSFeTRIUIYTBuPLwCh1Xd+RZ0jPcy7uzvNtyjDTZ/zEV/jScab7TAJjZZia2FrbZfk4hxKtJgiKEMAhBUUF4eHkQERdBoxKN2NR7E2bGZjly7skHJhOdEI1LMReG1BmSI+cUQryaJChCCNU9fPoQ95Xu3Iu+R9UiVdn13q5sW1/nRafun+Kvs38BsKDDgmxZEVkIkXmSoAghVBWTEEPH1R25/vg6ztbO7B2wF/uC9jlybp2i4xPvT1BQGFhrIE2cm+TIeYVQk6evJzP8ZmS4b4bfDDx9PXM2oJeQBEUIoZqE5ATeXfcupx+cxr6APT4DfXC2cc6x83td8OL4veNYmlnyQ9sfcuy8QqjJWGPMVN+p6ZKUGX4zmOo7FWONYfQiytrhQghVaHVaBmwZwIHAAxQyLcSe/nuoUqRKjp0/OiGaL/d/CcCUFlMoblU8x84thJqmtJwCwFTfqfrnqcnJdLfp+v1qkwRFCJHjFEVh9O7RbLyyETNjM7b23UqDEg1yNIZvD39LaGwoFe0qMrbR2Bw9txBqeZb0jPOh57G1sKWOUx2m+k7VJyqGlJyAJChCCBVM853GooBFaNCwqvsq2pZrm6Pnv/7oOvOOzwNgXvt5mJuY5+j5hcgJcUlxnA87z+kHpwkICeD0g9NceXgFnaJL19bEyMSgkhOQBEUIkcMWnFjAjMMpte/fOv1Gz2o9c/T8iqIwbu84knRJdKzYkY4VO+bo+YXIDnFJcVwIu6BPRgJCArgcfhmtok3X1snSCZdiLjxNeorvHV8AknXJzPCbYVBJiiQoQogcs/riav3t5Ke7TWdE/RE5HsOuG7vwvumNqZEpcz3m5vj5hXhb8cnx/yYjD1KSkUvhlzJMRhwLOeJS3IX6xerjUtwFl2IuFLcqzreHv2Wq71TqOtXlbOhZ2pVrl2ZMiiGQBEUIkSP23NjDoK2DABjTcAxft/g6x2NISE5gnPc4AD5t/CmV7CvleAxCZEZ8cjwXwy6m6Rm5FH6JZF1yurYOhRxwKeZC/eL1cSnmgktxF0pYlUi3VMTzA2IfxDzgbOhZmjo3pXmp5gaVpEiCIoTIdv7B/vRY34NkXTLv1XyPee3nqbJS8Nzjc7n15BZOlk6qJEhCvEpCcgIXwy8S8CBAn5BcDL+YYTJStGDRdD0jJa1LvtbvlVbR6gfEpibs8cnxzGw7U7/fEEiCIoTIVpfDL9NpdSfikuNoX6E9S7suzZH1dV50P/o+3x7+FoBZbWdhZW6V4zEIkSpRm8jFsIv6wasBIQFcDLtIki4pXdsiBYuk9Iik9o4Ud8HZ2vmNk/znF8O0MLEAIEGbABhGz0kqSVCEENnmTuQd3L3ceRL/BNeSrmzstTHH1td50Zf7v+Rp0lNcS7rSv1Z/VWIQ+VOiNpFL4ZfS9IxcCLuQYTJiX8Be3yOSWqopZVMq23ocUxOU+OT4bDn+25AERQiRLcKfhuO+0p0HMQ+oXrQ6O9/bSSGzQqrEcjToKKsurkKDhgUdFqjSgyPyh0RtIpfDL6fpGbkQdoFEbWK6tnYF7NL1jJS2KZ2j5U9z45Qp9gnJCTl2ztclCYoQIsvFJMTQcVVHbkTcoLRNafYO2ItdATtVYtHqtIzZMwaAoXWHUr94fVXiEHlPkjaJyw8vp+kZOR92PsNkpLBF4XQ9I2Vsy6gyFut5+h4UrfSgCCHyuPjkeLqt60ZASABFChbBZ6APJaxLqBbPkrNLOBt6FhtzG75r851qcYjcLUmbxJWHV9L0jJwPPa8fu/E8WwvbdD0jZW3Lqp6MZCT1JoVS4hFC5GlanZb+m/tzMPAglmaWePf3VnUq75O4J0w+MBmAb9y+waGQg2qxiNwjWZeckoy80DOS0Ze4jblNup6RcoXLGWQykhH9IFkp8Qgh8ipFURi5aySbr27GzNiMbX234VLcRdWYpvlO43HcY6oVrcbHDT5WNRZhmJJ1yVx9eDVdz0hccly6ttbm1ul6RsoVLperxzTJIFkhRJ739cGv+ePMHxhpjFjdfTWty7ZWNZ6LYRf57dRvAMxvPx9TY1NV4xHqS9Ylc+3RtTQ9I+dCz2WYjFiZWaXrGSlvVz5XJyMZ0Q+SzaBUpTZJUIQQb23e8Xl8f+R7ABZ1WkSPaj1UjUdRFMZ6j0WraOletXuOL0Yo1KfVaVOSkZCAlIQk5DTnQs/xLOlZuraWZpbpekYq2FXIc8lIRqQHRQiRZ608v5JP934KwHetv+NDlw9Vjgg2Xd3EoTuHsDCx4Gf3n9UOR2QzrU7L9cfX9evSnH6Qkow8TXqarq2lmSX1itVLk5BUtK+YL5KRjMggWSFEnrTrn10M2TYEgHGNxjGp2SSVI4JnSc/4zOczAL5o8gVlbMuoG5DIUlqdln8e/5OmZ+RsyNkMk5FCpoX+TUaKpyQjlewr5dtkJCMySFYIkeccDTpKrw290CpaBtQawM8ePxvEzIXZR2cTFBWEs7UzXzb7Uu1wxFvQKbqUZOS5npGzoWeJTYxN17agacF0PSOV7CthbGSsQuS5R+oYFOlBEULkCRfDLtJ5TWfikuPoVLETf73zl0H8VXo38i4/HP0BgJ/df6agaUGVIxKvS6fouPH4RrqekZjEmHRtC5oWpK5T3TQ9I5XtK0sy8gZeXIvHkEiCIoTIlMAngXh4eRAZH0kT5yas77XeYGbIfL7vc+KT43Er40bPaj3VDke8hE7RcSviln4mzekHpzkTcibDZKSASQHqONXRz6SpX7w+VYpUkWQki8ggWSFEnhAWG4a7lzshsSHUcKjBzn47DaaX4mDgQTZe2YiRxogF7RcYRLlJpMyouvXk/5OR/+8ZORNyhuiE6HRtLUwsUpKRYvX1PSNVilTBxEi+qrKLDJIVQuR6UfFRdFjVgZsRNyljW4a9A/ZSuEBhtcMCUu5v8cmeTwD4uP7H1HSsqXJE+ZOiKNx+cjtdz0hUQlS6thYmFtR2rJ2mZ6Rq0aqSjOSw1B6URG0iiqIYVGIvPwlCiP8UnxxP17VdORt6FodCDvgM8KG4VXG1w9JbeGohlx9exr6APd+0+kbtcPIFRVEIjAxM1zMSGR+Zrq25sTm1nWqn6RmpWqSqwZQG87PUQbKQMg4lNWExBJKgCCFeKVmXTL9N/fC764eVmRXe/b2paF9R7bD0Hj59yFTfqUDKfVjUWjU5L1MUhTuRd9L1jDyJf5KurbmxObUca6XpGalWtJokIwbq+YQkIVkSFCFELqEoCiN2jmDrta2YG5uzvd926harq3ZYaXx98Gsi4yOp41SHYfWGqR1OrqcoCnej7up7RgJCUh4RcRHp2poZm6UkI8/1jFQvWl2SkVzEzNhM/+/45HhssFExmrQkQRFCvNTkA5NZcnYJRhoj1vZci1sZN7VDSuNMyBn+OPMHAL90+EVmdmSSoigERQXpe0ZSp/g+jnucrq2pkWmanhGX4i7UcKiR5gtO5D4ajQZzY3MStAkGN9VYEhQhRIbm+M/R31Pk986/061KN3UDeoGiKIzZMwYFhfdqvkezUs3UDsmgKYpCcHRwmp6R0w9OvzQZqelYU98z4lIsJRlJnfEh8hYLEwsStAkGN5NHEhQhRDorzq/Q3y7+hzY/MLTeUJUjSm/1xdUcCz5GIdNCzGo7S+1wDIqiKNyLvpemZ+T0g9M8evYoXVsTIxNqOtRM0zNS06GmJCP5iLmJOSQY3lRjSVCEEGnsuL6DD7Z9AMD4xuP5oukXKkeUXkxCDBP2TQDgq+ZfUcK6hMoRqUdRFO7H3E+ZSfPcINaHzx6ma2tiZEINhxr/rtpbzIWajjUNamCkyHmGuh6PJChCCL2/7/5N74290Spa3q/9PrPdZxvUfRFSff/394TEhlC+cHk+df1U7XByjKIoPIh5oE9CUv8b/jQ8XVtjjXHaZKS4C7Uca0kyItIx1LvJSoIihADgfOh5uqzpQnxyPJ0rdebPLn8axPo6L7rx+AZzjs8BYK7H3Dz9hfsg5kG6npGwp2Hp2hlrjKnuUD1Nz0gtx1oUMC2gQtQit0m9F4oMkhVCGJzbT27TflV7ohKiaFaqGet7Gs76Oi8a7zOeRG0i7Su0p3OlzmqHk2VCYkLS9IwEPAggJDYkXTtjjTHVilZLmdb7/4NYazvWlmREvDHpQRFCGKTQ2FDarWxHaGwotRxrsaPfDoP9stt9Yzc7/9mJiZEJ8zzmGWT56XWExoam6RkJCAngQcyDdO2MNEYpychzPSO1nWobzPpHIm8w1PV4JEERIh+LjI+kvVd7bj+5TbnC5fDu742tha3aYWUoUZvIOO9xAIxrNI7KRSqrG9BrCosNS9czcj/mfrp2Rhojqhapmq5npJBZIRWiFvmJDJIVQhiUuKQ4uq7tyvmw8zgWcsRngA/FrIqpHdZLzT8+nxsRN3As5MiUllPUDidD4U/D09xjJCAkgHvR99K106ChatGqaXpG6jjVkWREqEJKPEIIg5GsS6bvpr4cvnsYa3NrvAd4U96uvNphvVRITAjTD08H4Me2P2Jtbq1yRClrAKX2iJwOSbn5WXB0cLp2GjRUKVIlTc9IHac6WJpZqhC1EOnJIFkhhEFQFIXhO4az/fp2zI3N2dFvB3Wc6qgd1itNPDCR2MRYGpVoxMDaA3P8/I+ePUrXMxIUFZSunQYNlYtUTtczYmVuleMxC/G6pAdFCGEQvtz/JUvPLcVIY8S6nutoUbqF2iG9kn+wPyvOrwBS1tvJ7qnPj589TtczcjfqboZtK9tXTtMzUtepriQjItdJ7UGRBEUIoZrZR2cz+9hsAP7s8iddq3RVOaJX0yk6xuwZA8AHdT6gQYkGWXr8iLiIdD0jdyLvZNi2kn2llFvB/3/vSN1idQ2i1CTE28oTg2QXLlzIwoULuXPnDgDVq1dn6tSpdOjQAYD4+Hg+++wz1q5dS0JCAh4eHvz22284OjrqjxEUFMTIkSM5dOgQlpaWDBo0iJkzZ2JiIrmSENlp6dmlfLE/5bb1s9rOYkjdISpH9N+Wnl1KQEgA1ubWfN/m+7c61pO4J+l6RgIjAzNsW9Guon6RvPrF61PXqS42FoazDL0QWSlPlHhKlizJDz/8QMWKFVEUheXLl9O1a1fOnj1L9erV+fTTT9m1axcbNmzAxsaG0aNH0717d44ePQqAVqulU6dOODk5cezYMUJCQnj//fcxNTXl++/f7sNHCPFy265tY9iOYQBMaDKBCU0nqBzRf4uMj2TSgUkAeLb0xNHS8T9e8a8ncU84E3ImTc/I7Se3M2xbwa5Cup4RQ51qLUR2SL0PSq4eJNulS5c0z7/77jsWLlzI8ePHKVmyJEuWLGH16tW0bt0agKVLl1K1alWOHz9O48aN8fHx4cqVK+zfvx9HR0fq1KnDjBkz+PLLL/H09MTMzCzD8yYkJJCQ8O+Fi46Ozuz7FCLf8rvjR5+NfdApOobUGcKPbX9UO6R0PH09MdYYp5k+/I3vNzx89pAiBYsQERfx0tdGxkemJCPP9YzcenIrw7blC5dP0zNSr1g9SUZEvpcnelCep9Vq2bBhA0+fPsXV1ZWAgACSkpJo27atvk2VKlUoVaoU/v7+NG7cGH9/f2rWrJmm5OPh4cHIkSO5fPkydevWzfBcM2fO5JtvvnnTUIXIt86FnuOdte+QoE2ga+Wu/N7ld4O8+6qxxpipvlMBmNJyClceXuGXk78AKTNozIxT/niJio9K1zNyM+Jmhscsa1tWP5MmNRkpXKBwzrwhIXKRPDNI9uLFi7i6uhIfH4+lpSVbtmyhWrVqnDt3DjMzM2xtbdO0d3R0JDQ0FIDQ0NA0yUnq/tR9LzNp0iTGjx+vfx4dHY2zs3NmQxciX7kVcYv2Xu2JToimRekWrOmxBhMjwxzrldpzMtV3KgoKh+8eRqtoAfAo78HVR1ep9EslbkTcyPD1ZWzLpEtG7ArY5Vj8QuRm+kGyubnEA1C5cmXOnTtHVFQUGzduZNCgQfj5+WVHbHrm5uaYm5tn6zmEyEtCYkJot7IdYU/DqO1Ym+19txvs+jqpnk9Snrf31t40z0vblE6XjNgXtM+xOIXIa/JMicfMzIwKFSoA4OLiwqlTp5g/fz59+vQhMTGRyMjINL0oYWFhODk5AeDk5MTJkyfTHC8sLEy/Twjx9iLjI2m/qj2BkYGUL1we7wHeuWYGypSWU/jG7xt970kpm1LpkpEiBYuoHKUQeYt+kKyBTTN+6zse6XQ6EhIScHFxwdTUlAMHDuj3Xb9+naCgIFxdXQFwdXXl4sWLhIeH69vs27cPa2trqlWr9rahCJHvPUt6Rpc1XbgQdgEnSyd8BvrgZJl7kv8ZfjPQKlpMjUwBGFZ3GJt6b2Jy88m4l3eX5ESIbJAnelAmTZpEhw4dKFWqFDExMaxevRpfX1/27t2LjY0NQ4cOZfz48djZ2WFtbc2YMWNwdXWlcePGALi7u1OtWjUGDhzIrFmzCA0N5euvv2bUqFFSwhHiLSVpk+izsQ9Hgo5gY27D3gF7KVe4nNphvbYZfjOY6juV6W7TmdJyiv45YLCLAwqRF+SJQbLh4eG8//77hISEYGNjQ61atdi7dy/t2rUDYO7cuRgZGdGjR480N2pLZWxszM6dOxk5ciSurq4UKlSIQYMGMX369Kx9V0LkMzpFx7Adw9j5z04sTCzY0W8HtRxrqR3Wa3sxOYH0Y1IkSREie+SJQbJLlix55X4LCwt+/fVXfv3115e2KV26NLt3787MaYUQr6AoChN8JrDi/AqMNcZs6LWB5qWbqx1WpmgVbZrkJFXq89QxKUKIrJcnSjxCCMPz49EfmXN8DgB/df2LzpU6qxxR5nm6eb50X1b0nGR0I7hUqeNeXhWDEHlZnh0kK4RQz59n/tTfDv5n9595v/b7KkdkmFJvBDfDb0aa7amlJWONsUqRCaE+6UERQmSpLVe38NHOjwCY2HQi413H/8cr8q/nx7Pci75H45KNCY4OZprvtAxLS0LkJ3likKwQwjD43vGl36Z+6BQdQ+sOfeuVfvODyc0nc+jOIX4/8zu/n/kdQJITITDcQbJS4hEilzkTcoZ31qSsr9OtSjcWdV5kkOvrGJLQ2FDcvdw5dOdQmu2Tmk9SKSIhDEfqGBRD60GRBEWIXOTG4xu092pPTGIMbmXcDHp9HUNxMPAgdRbV4WDgQf0N4FL129hPpaiEMBypPSjJumS0OsOZMScJihC5xIOYB7h7ufPw2UPqOtVlW99t+g8WkZ5Wp8XT15O2K9oS9jQMh0IOJOmSmO42nRmtUgbLbry6kel+ch8mkb89/zliSGUeSVCEyAWexD3Bw8uDO5F3qGBXgT3992Btbq12WAYrNDaUdivb8Y3fNygouBRzIfxpuH7MyeiGo7EyswJgmu+0dLN7hMhPUgfJgmGVeSRBEcLAPUt6Ruc1nbkUfolilsXYN3AfjpaOaodlsA7cPkCdRXU4dOcQhUwL4fWuF50rdU4zINbWwpZRDUYBUMKqBMm6ZDVDFkJVJkYmGGlS0gFDuheKFK+FMGBJ2iR6ru/JseBj2FrY4jPQhzK2ZdQOyyBpdVqm+01nxuEZKCjUdKjJhl4bqFykcobtP3X9lHkn5nE/5j4tSrfI4WiFMBwajQZzY3PikuOkB0UI8d90io4Ptn/Anpt7KGBSgF3v7aKGQw21wzJIITEhtFvZjumHp6OgMLzecE4MO/HS5ATAoZADH9b7EIDv/v4up0IVwiAZ4lRjSVCEMECKovDZ3s/wuuCFscaYjb030sS5idphGaT9t/dTZ3FKScfSzJJV3VexuMtiCpgW+M/XTmgyARMjEw7dOYR/sH8ORCuEYTLEu8lKgiKEAZp5ZCbzTswDYFm3ZXSs2FHdgAyQVqdl2qFpuK90J/xpOLUca3H6w9O8V/O91z6Gs40z79dKWR7g+yNyszuRfxnivVAkQRHCwPwe8DtfHfwKgLkecxlQa4DKERmekJgQ2q5sqy/pfOTyEceHHn9lSedlJjabiJHGiJ3/7OR86PlsiFYIw6cv8RjQIFlJUIQwIJuubGLkrpEATG42mXGNx6kbkAHad2sfdRbXwfeOL5ZmlqzuvppFnRe9VkknIxXtK9KrWi8gpedKiPzIENfjkQRFCANxMPAg721+D52iY3i94Xzb+lu1QzIoWp2WqYem4uHlQfjTcGo71iZgeAD9ar793WAnN58MwPrL6/nn8T9vfTwhchsZJCuEyNDpB6fpurYridpEelTtwW+dfpP1dZ7zIOYBbVa00U8h/sjlI/yH+lPJvlKWHL+WYy06V+qMgsKPR37MkmMKkZvIIFkhRDrXH12nw6oOxCbG0rpsa1Z1X4WxkbHaYRkMn1s+1FlUB7+7fliaWbKmx5q3Kum8zFfNU8b9rLiwgqCooCw9thCGLnWQrIxBEUIAcD/6Pu5e7jx69giXYi5s7bNV/0GR3yXrkvn64Ne092rPw2cPqe1YmzPDz9C3Rt9sOV/jko1pVaYVybpkfjr2U7acQwhDJT0oQgi9iLgI3L3cCYoKopJ9Jfb034OVuZXaYRmE1JLOd39/h4LCCJcRHB92nIr2FbP1vKm9KH+c+YPwp+HZei4hDIkMkhVCAPA08SmdVnfiysMrFLcqjs8AH4oWKqp2WAYhtaRz+O5hrMysWNtjLQs7L8yRlZtbl21NwxINiU+OZ67/3Gw/nxCGQgbJCiFI1CbSc0NPjt87TmGLwvgM8KG0bWm1w1LdiyWdOk51CBgeQJ8afXIsBo1Go+9F+fXUr0TGR+bYuYVQk5R4hMjndIqOwVsH433Tm4KmBdn13i6qO1RXOyzV3Y++T+vlrfUlnZH1R+I/1D/bSzoZ6VypMzUcahCTGMP/Tv4vx88vhBpSSzwySFaIfEhRFMZ5j2PNpTWYGJmwqfcmXJ1d1Q5LdXtv7qXO4jr8HfQ3VmZWrOu5jt86/ZYjJZ2MGGmMmNws5b4o847P42niU1XiECInSQ+KEPnYt4e/5ZeTvwCwvNty2ldor3JE6krWJfPVga9ov6o9j549oq5TXc58dIbe1XurHRq9qveifOHyPI57zO8Bv6sdjhDZTtbiESKfWnhqIVN9pwKwoP2CTC1olxellnRSF+j7uP7HHBt6jAp2FVSOLIWJkQkTm00E4Cf/nwyq21uI7CCDZIXIh9ZfXs+o3aMAmNJiCmMajVE5InV53/ROU9JZ33M9v3b6VbWSzssMrDWQElYleBDzgOXnl6sdjhDZSko8QuQz+2/vZ8DmAfp7eXzj9o3aIakmWZfM5AOT6bCqQ5qSTq/qvdQOLUPmJuZMaDIBgB+P/kiyLlnliITIPvpBstKDIkTed+r+Kbqt7UaSLome1Xryv47/y7fr69yLvker5a30qwWPajDKoEo6LzOs3jCKFCzC7Se3WXdpndrhCJFtpAdFiHzi2qNrdFjVgadJT2lbri1e73rl2/V19tzYQ51FdTgSdARrc2s29NrA/zr+z+BKOhkpZFaITxt/CsDMIzPRKTqVIxIie8ggWSHygeCoYNxXuvM47jENijdgc+/N+XJ9nWRdMpP2T6Lj6o48jntMvWL1ODP8DD2r9VQ7tEz5uMHHWJtbc/nhZbZf3652OEJkC/0gWQMaEC4JihBZ6PGzx3h4eRAcHUxl+8rs7r87X66vk1rS+eHoDwCMbjCaYx8co7xdeZUjyzxbC1tGNxgNwPd/f4+iKCpHJETWkxKPEHlYbGIsHVd35Oqjq5S0LonPQB+KFCyidlg5LqOSzi8df8nVvUjjGo+jgEkBTj04xf7b+9UOR4gsJ4NkhcijErWJ9Fjfg5P3T2JXwA6fAT6Usimldlg5KkmbxMT9E/UlHZdiLrmypJORooWKMtxlOID+3i1C5CXSgyJEHqTVaXl/y/v43PKhkGkhdr+3m6pFq6odVo4Kjgqm1fJW/Hj0RwDGNBzD0Q+O5sqSzst83uRzTI1M8b3jy7HgY2qHI0SWkkGyQuQxiqLwyZ5PWHd5HaZGpmzus5lGJRupHVaO2n1jN3UX1+Vo8FGsza3Z2GsjCzosyNUlnYyUtC7JoNqDgJSxKELkJTJIVog8ZrrfdH47/RsaNKx8dyXu5d3VDinHJGmT+HLfl3Ra3YnHcY+pX7w+Zz86S49qPdQOLdt82exLjDRG7Lqxi3Oh59QOR4gsIyUeIfKQ3079hqefJwC/dPiFPjX6qBtQDgqOCsZtuRuzjs0C4JOGn3BkyBHKFS6nbmDZrIJdBfpUT/n/nHrTOSHyAhkkK0QesfbSWkbvTpl6Oq3lNEY1HKVyRDln1z+7qLO4DseCj2FjbsOm3puY32F+nivpvMykZpMA2HB5A9cfXVc5GiGyxvM9KIYylV4SFCEyyeeWD+9veR8FhVENRjGt5TS1Q8oRSdokvtj3BZ3XdCYiLoL6xetz5qMzdK/aXe3QclRNx5q8U/kdFBT9oGAhcrvUPzB0is5g1p2SBEWITDhx7wTvrnuXJF0Sfar3YUGHBflifZ2gqCBaLmvJ7GOzARjbaGy+KOm8zORmkwFYeWEldyPvqhyNEG/v+aUnDKXMIwmKEK/pysMrdFzdkWdJz3Av786Kd1dgpMn7v0I7/9lJ3cV18b/nj425DZt7b2Ze+3n5pqSTkUYlG9GmbBuSdcn8dOwntcMR4q2ljkEBwxkom/c/XYXIAkFRQXh4eRARF0GjEo3Y1HsTZsZmaoeVrZK0SUzwmUCXNV2IiIugQfEGnP3oLO9WfVft0AzC5OYpvSh/nv2TsNgwlaMR4u0YGxljYmQCGM5UY0lQhPgPD58+xH2lO/ei71G1SFV2vbcLSzNLtcPKVqklnZ/8U3oHxjUax5EPjlC2cFmVIzMcrcq0onHJxsQnxzP3+Fy1wxHirRnaVGNJUIR4hZiEGDqu7sj1x9dxtnZm74C92Be0VzusbLXj+g7qLKqD/z1/bC1s2dJnC3Pbz83zPUaZpdFo9GNRfjv1G0/inqgckRBvJ7XMIwmKEAYuITmB7uu7c/rBaewL2OMz0AdnG2e1w8o2SdokPvf5nHfWvsOT+Cc0KN6AM8PP0K1KN7VDM1idK3WmlmMtYhJj+N/J/6kdjhBvRX83WRkkK4Th0uq0DNwykP2396esr9N/N1WKVFE7rGxzN/IuLZa14Gf/nwEp6bwujUajvy/KvBPziE2MVTkiId6coa3HIwmKEC9QFIXRu0ez4coGTI1M2dp3Kw1LNFQ7rGyz4/oO6i6uy/F7x6Wk8wZ6VetFBbsKRMRF8HvA72qHI8QbM7T1eCRBEeIF03ynsShgERo0rOq+irbl2qodUrZI1Cby2d7P9CWdhiUacvajs1LSySRjI2MmNp0IwE/HfjKYvz6FyCwZJCuEAVtwYgEzDs8A4LdOv9Grei+VI8oedyPv0mJpC+YcnwPA+Mbj+XvI35SxLaNuYLnUwNoDKWldkpDYEJafW652OEK8ERkkK4SBWn1xNWO9xwIw3W06I+qPUDmi7LH9+nbqLK7DifsnsLWwZWufrfzs8bOUdN6CmbEZE5pMAODHoz8azK3ChcgMGSQrhAHac2MPg7YOAmBMwzF83eJrlSPKeqklna5ruxIZH0mjEo04+9FZulbpqnZoecKwesMoWrAogZGBrL20Vu1whMg0GSQrhIHxD/anx/oeJOuSea/me8xrPy/Pra9zJ/IOzZc215d0PnP9jMNDDktJJwsVNC3Ip40/BWDmkZnoFJ3KEQmROTJIVggDcjn8Mp1WdyIuOY72FdqztOvSPLe+zrZr26i7uC4n75+ksEVhtvXdxk/uP0lJJxt83OBjbMxtuPLwCtuubVM7HCEyRQbJCmEg7kbexcPLgyfxT2hcsjEbe23MU1/aidpExu8dT7d13dKUdN6p/I7aoeVZNhY2jG44GoDv/v4ORVFUjkiI1yeDZIUwAA+fPsTdy537MfepVrQau97bRSGzQmqHlWVSSzqpa8SklnRK25ZWObK8b1zjcRQ0LUhASAD7bu9TOxwhXpsMkhVCZTEJMXRY1YF/Hv9DKZtS7B2wF7sCdmqHlWW2XtuapqSzve92KenkoCIFizC83nAgpRdFiNxCelCEUFF8cjzd1nUjICSAIgWLsG/gPkpal1Q7rCyRqE1knPc43l33LpHxkTQu2ZhzI87RpXIXtUPLdz5v8jmmRqYcvnuYI0FH1A5HiNeSqwfJzpw5kwYNGmBlZYWDgwPdunXj+vXradrEx8czatQo7O3tsbS0pEePHoSFhaVpExQURKdOnShYsCAODg5MmDCB5GS5b4DIXlqdlv6b+3Mw8CCWZpZ49/emkn0ltcPKEoFPAmn2VzPmn5gPwOeun3N48GFK2ZRSObL8qYR1CQbXGQzA939/r24wQrymXD1I1s/Pj1GjRnH8+HH27dtHUlIS7u7uPH36VN/m008/ZceOHWzYsAE/Pz8ePHhA9+7d9fu1Wi2dOnUiMTGRY8eOsXz5cpYtW8bUqVOz7l0J8QJFURi5aySbr27GzNiMbX234VLcRe2wssSWq1uou7gupx6cwq6AHTv67WC2+2xMjU3VDi1f+7LplxhpjNhzcw9nQ86qHY4Q/yn1PiiGMgYF5S2Eh4crgOLn56coiqJERkYqpqamyoYNG/Rtrl69qgCKv7+/oiiKsnv3bsXIyEgJDQ3Vt1m4cKFibW2tJCQkZHie+Ph4JSoqSv8IDg5WACUqKuptwhf5yOT9kxU8UYy+MVI2Xt6odjhZIiE5QRm7Z6yCJwqeKK5/uip3I++qHZZ4Tv9N/RU8UXqu76l2KEL8p5+P/azgidJ/U/9sO0dUVNRrf3+/1RiUqKgoAOzsUgYYBgQEkJSURNu2/y6uVqVKFUqVKoW/vz8A/v7+1KxZE0dHR30bDw8PoqOjuXz5cobnmTlzJjY2NvqHs7Pz24Qt8pl5x+fx/ZGUbvaFnRbSo1oPlSN6e7ef3KbpX031JZ0JTSbgN9hPSjoGZmKzlEUEN13ZxLVH11SORohXyzODZHU6HePGjaNp06bUqFEDgNDQUMzMzLC1tU3T1tHRkdDQUH2b55OT1P2p+zIyadIkoqKi9I/g4OA3DVvkM14XvPh0b8rdPb9t9S3DXYarHNHb23x1M/UW1+P0g9PYFbBjZ7+dzGo3S0o6BqiGQw26VemGgsIPR35QOxwhXinPTDMeNWoUly5dYu3a7F9zwtzcHGtr6zQPIf7L7hu7GbJtCABjG41lcvPJKkf0dhKSExi7Zyw91vcgKiGKJs5NOPfROTpV6qR2aOIVJjdL+bnzuuDFncg76gYjxCvk6kGyqUaPHs3OnTs5dOgQJUv+O0XTycmJxMREIiMj07QPCwvDyclJ3+bFWT2pz1PbCPG2jgYdpef6niTrkhlQawBzPObk6vV1Uks6C04uAOCLJl/gO8gXZxspdxq6BiUa0K5cO7SKltlHZ6sdjhAvpR8kmxunGSuKwujRo9myZQsHDx6kbNmyafa7uLhgamrKgQMH9NuuX79OUFAQrq6uALi6unLx4kXCw8P1bfbt24e1tTXVqlV7m/ciBAAXwy7SeU1n4pLj6FixI3+981euXl9n05VN1F1cl4CQAOwK2LHrvV382O5HKenkIqm9d0vOLiE0NuNSthBqy9U9KKNGjcLLy4vVq1djZWVFaGgooaGhxMXFAWBjY8PQoUMZP348hw4dIiAggCFDhuDq6krjxo0BcHd3p1q1agwcOJDz58+zd+9evv76a0aNGoW5uXnWv0ORrwQ+CcTDy4PI+EiaODdhQ68NufaLPCE5gU/2fELPDT2JTojWl3Q6Vuyodmgik1qWbkkT5yYkaBOY4z9H7XCEyFCuHiS7cOFCoqKicHNzo1ixYvrHunXr9G3mzp1L586d6dGjBy1atMDJyYnNmzfr9xsbG7Nz506MjY1xdXVlwIABvP/++0yfPj3r3pXIl8Jiw3D3cickNoQaDjXY2W8nBU0Lqh3WG0kt6fxy8hcg5Z4aUtLJvTQajX4sysLTC4mIi1A5IiHSM7RBshpFyX3LbUZHR2NjY0NUVJQMmBUARMVH0Wp5K86GnqWMbRmOfnCU4lbF1Q7rjWy8spGh24cSnRCNfQF7Vry7QnpN8gBFUai7uC7nw87j2dKTaW7T1A5JiDRO3T9Fwz8bUsqmFHfH3c2Wc2Tm+zv3FuaF+H/xyfF0XduVs6FnKVqwKD4DfHJlcpKQnMCY3WPotaEX0QnRNHVuytmPzkpykkdoNBr9WJT5J+YTkxCjckRCpJWrB8kKYWiSdcn029QPv7t+WJlZ4T3Am4r2FdUOK9NuRdyi6V9N+d+p/wEwselEDg06JCWdPKZH1R5Usq/Ek/gnLA5YrHY4QqSRqwfJCmFIFEVhxM4RbL22Vb++Tr1i9dQOK9M2XtlIvd/rERASgH0Be3a/t5uZbWfm2sG94uWMjYyZ2DTl7rI/+/9sMF8EQkAuHyQrhCGZfGAyS84uwUhjxNoea2lVtpXaIWVKfHI8o3eP1pd0mpVqxrkR5+hQsYPaoYlsNKDWAErZlCI0NpSlZ5eqHY4Qes8PkjWE4amSoIhcaY7/HH44mnLr8MWdF/Nu1XdVjihzUks6v576FYBJzSZxaNAhSlqX/I9XitzO1NiUCU0mADDr2CyStEkqRyREitQEBSBRm6hiJCkkQRG5zorzK/jM5zMAZraZybB6w1SOKHM2XN5Avd/rcSbkDEUKFmFP/z183+Z7TIxM1A5N5JChdYfiUMiBO5F3WHNpjdrhCAH8O0gWDGOqsSQoIlfZcX0HH2z7AIDxjcfzZdMvVY7o9cUnxzNq1yh6b+xNdEI0zUs159xH52hfob3aoYkcVsC0AOMbjwdg5pGZ6BSdyhEJ8e8YFDCMcSiSoIhc4++7f9N7Y2+0ipb3a7/PbPfZuWZ9nZsRN2mypAm/nf4NSFlA7uCgg5SwLqFyZEItIxuMxNbClmuPrrHl6ha1wxECjUaDmbEZIAmKEK/tfOh5uqzpQnxyPJ0rdebPLn/mmvV11l9eT73F9TgbelZf0vmuzXdS0snnrM2tGdNwDADfH/neIAYlCqEfKGsA90LJHZ/wIl+7/eQ27Ve1JyohimalmrGu57pcMQU3Pjmej3d9TJ+NfYhJjJGSjkhnbKOxFDItxJmQM+y9tVftcIQwqKnGkqAIgxYaG4r7SndCY0Op6VCTHf125Ir1dW48voHrElcWnl6IBg1fNf9KSjoiHfuC9nzk8hEA3//9vcrRCGFY6/FIgiIMVlR8FO292nPryS3K2pZl74C92FrYqh3Wf1p3aR0uv7twLvScvqTzbetvpaQjXspYY8zfQX/z992/02yf4TcDT19PdYIS+ZIh3U1WEhRhkOKS4nhn7TucDzuPYyFHfAb6UMyqmNphvVJ8cjwjd46k76a+xCTG0KJ0C859dA6PCh5qhyYMmK2FLVpFC6SMRUk1w28GU32nYqwxVis0kQ+lTjU2hARF/qQTBidZl0zfTX05fPcw1ubWeA/wpoJdBbXDeqUbj2/Qe2NvzoWe05d0prlNk14T8Z+mtJxCRHwE847Pw/umNwEPAth9YzdTfacy3W06U1pOUTtEkY8Y0iBZ+fQUBkVRFIbvGM7269sxNzZne9/t1HGqo3ZYr7T20lo+3PEhsYmxFC1YFK/uXriXd1c7LJGLzPWYy8HAg1wIu0CDPxqgoDCqwSi+bvG12qGJfEYGyQrxEl/u/5Kl55ZipDFiXc91tCzTUu2QXiouKY4RO0fQb1M/YhNjaVm6JedGnJPkRLyRtT3WAqCQMt3411O/4vSzE/029eOPgD+4FXFLpiKLbGdIg2SlB0UYjNlHZzP72GwA/uzyJ12rdFU5opf75/E/9N7Qm/Nh56WkI7LExisbgZQBs1pFi4mRCeFPw1l7aS1rL6UkL6VtStO6bGv9o7hVcTVDFnmQIQ2SlU9TYRCWnl3KF/u/AGBW21kMqTtE5Yhebs3FNQzfOVxf0lnVfRXtyrdTOyyRi6UOiE0dc5L6/IO6H+Bs7czBwIMcv3ecu1F3WXpuKUvPpayCXKVIFVqXSUlW3Mq4YV/QXuV3InI7GSQrxHO2XdvGsB0pC/597vo5E5pOUDmijMUlxTHOexy/n/kdALcybqzqvkr+ihVv5cXkBND/N3X74SGHeZr4lCNBRzgYeJCDdw4S8CCAa4+uce3RNX47/RsaNNRxqqPvXWleqjlW5lZqvjWRC8kgWSH+3+G7h+mzsQ86RcfgOoOZ1W6W2iFl6Pqj6/Te2JsLYRfQoGFKiylMbTkVYyOZAirejlbRZjhbJ/V56hTkQmaF8KjgoZ+2/iTuCX53/VISlsCDXH54mbOhZzkbepaf/X/GWGNMwxINaVO2Da3LtsbV2VX/5SPEyxjSIFmNkgtHXUVHR2NjY0NUVBTW1tZqhyPe0LnQc7Rc1pLohGjeqfwOm3pvMsgxHM+XdBwKObCq+yralmurdlhCpBEaG4rvHV8O3D7AwTsHuf3kdpr95sbmNC3VlNZlWtOmXBvqF69vkL9vQl0f7/qYhacXMq3lNDzdPLP8+Jn5/pafTqGKWxG3aO/VnuiEaFqUbsHaHmsN7sMyo5LO6u6rDf6GcSJ/crJ0om+NvvSt0ReAO5F3OBR4iAOBBzgYeJCQ2BB9b8vXh77GysyKFqVb0Lpsa9qUbUNNx5q5ZgFOkX1kkKzI10JiQmi3sh1hT8Oo7Vib7X23U8C0gNphpSElHZHblbEtw5C6QxhSdwiKonD98XV9gnLoziEi4iLYdWMXu27sAsC+gD2tyrbS97BUtKuIRqNR+V2InGZIJR5JUESOioyPpP2q9gRGBlK+cHm8B3hjY2GjdlhprLqwio92fsTTpKdS0hF5gkajoUqRKlQpUoWPG3yMTtFxPvS8fsDt4buHeRz3mI1XNuqnO5ewKpFmSnMpm1IqvwuRE2SQrMiXniU9o8uaLlwIu4CTpRM+A31wsnRSOyy9uKQ4xnqP5Y8zfwDQqkwrVnVfJSUdkecYaYyoW6wudYvV5bMmn5GkTeLUg1P6HpZjwce4H3OflRdWsvLCSgAq2FXQT2luVbYVDoUcVH4XIjvopxlrpQdF5BNJ2iT6bOzDkaAj2JjbsHfAXsoVLqd2WHrXHl2j94beXAy/iAYNU1tOZUqLKVLSEfmCqbEpTZyb0MS5CV+3+Jq4pDiOBR/T97Ccun+KmxE3uRlxUz8mq6ZDTX3vSovSLXLFSuPiv0kPishXdIqOYTuGsfOfnViYWLCj3w5qOdZSOyy950s6joUcWdV9FW3KtVE7LCFUU8C0AG3KtdH/HkQnRHP47mF9D8v5sPNcDL/IxfCLzD8xHyONES7FXPRTmpuWakpB04IqvwvxJmSQrMg3FEVhgs8EVpxfgbHGmPU919O8dHO1wwJSSk6f7PmEJWeXANC6bGtWdV9lUGUnIQyBtbk1nSt1pnOlzgA8evaIQ4GH9D0s/zz+h1MPTnHqwSl+OPoDpkamuDq76hOWhiUaYmZspvK7EK9DBsmKfGPW0VnMOT4HgCXvLKFL5S4qR5Ti2qNr9NrQi0vhl9CgYVrLaXzd4msp6QjxGooULEKv6r3oVb0XAPei7+mnNB8IPMC96HscvnuYw3cPM813GgVNC9K8VHN9wlLHqY78rhkoWSxQ5AtLzixh4oGJAPzU7icG1RmkckQpvC54MWLnCH1JZ3WP1bQu21rtsITItUpal2Rg7YEMrD0QRVG49eSWvhx0MPAgD589ZO+tvey9tRcAWwtb3Mq46ac0Vy1SVaY0GwhZi0fkeVuubmH4zuEAfNn0Sz5r8pnKEaUv6bQp2wav7l5S0hEiC2k0GirYVaCCXQWGuwxHp+i4HH5ZXw7yveNLZHwkW69tZeu1rQA4FnLUD7htU7YNZQuXVfdN5GOGNEhWbnUvspzvHV/ae7UnQZvA0LpD+aPLH6r/dXT14VV6b+ytL+l4unnyVfOvpJtZiByWrEvmTMgZfe/KkaAjxCXHpWlTxraMfkpz67KtZap/DjoYeJA2K9pQvWh1Ln18KcuPn5nvb0lQRJY6E3IGt2VuxCTG0K1KNzb02qD6LexXnl/JiF0jeJb0DCdLJ1Z3X02rsq1UjUkIkSIhOYHj947re1iO3ztOsi45TZuqRarqkxW3Mm7YFbBTKdq872jQUZotbUYFuwrcGHMjy48vCYpQxY3HN2j6V1MePnuIWxk39vTfo+rqqc+SnjFm9xj+OvcXAG3LtcXrXS8cLR1Vi0kI8WqxibEcCTqi72E5E3IGhX+/pjRoqFusrr6HpXnp5liaWaoYcd4S8CCA+n/Up6R1SYI/Dc7y40uCInLcg5gHNP2rKXci71DXqS6+g32xNlfv/82Vh1fovaE3lx9exkhjhGdLTyY3nywlHSFymSdxT/C946vvYbny8Eqa/SZGJjQs0VA/Q6hxycaq/mGU210Kv0TNhTUpUrAIDyc8zPLjS4IictSTuCe0WNaCS+GXqGBXgSNDjqjaS7Hi/ApG7hopJR0h8qCQmBAO3Tmk72EJjAxMs9/CxIKmzk31CYtLcRfVy8y5yc2Im1T8pSJWZlZET4rO8uNLgiJyzLOkZ7Rb2Y5jwccoZlmMox8cVW0E/rOkZ4zePZql55YCUtIRIj8IfBLIoTsp92A5GHiQ0NjQNPutzKxoWaalPmGp4VADI42RStEavnvR93Ce64ypkSmJUxKz/PiSoIgckaRNotu6buy+sRtbC1sODz5MTceaqsTyYknnG7dvmNRskpR0hMhHFEXh2qNrHAw8yIHAA/je8eVJ/JM0bYoULEKrMq30U5or2FVQfZahIXn49CEOP6UsBKmdqs3yZE4SFJHtdIqOQVsH4XXBiwImBdg3cB9NSzVVJZbl55bz8e6P9SWdNT3W4FbGTZVYhBCGQ6vTcj7svL4cdPjuYZ4mPU3TpqR1yZQZQv9/07iS1iVVitYwxCTEYP1Dyvfqs8nPKGBaIEuPLwmKyFaKojB+73jmnZiHscaYbX230alSpxyP42niU0bvGc2yc8sAaFeuHSvfXSklHSFEhhK1iZy6f0o/4PZY8DEStWnLGBXtKuqnNLcq04qihYqqFK06ErWJmH+bcjfZiC8iKFygcJYeXxIUka2+//t7vjr4FQAr313JgFoDcjyGKw+v0GtDL648vIKRxojpbtOZ1HyS1JaFEK/tWdIzjgUf0/ewnHpwCp2iS9OmlmMt/ZTmFqVbYGNho1K0OUNRFIynG6OgEPJZSJbfaVsSFJFtfg/4nY92fgTAXI+5jGs8LsdjWHZuGaN2j+JZ0jOKWRZjTY81tCzTMsfjEELkLVHxURy+e1jfw3Ih7EKa/UYaIxoUb6DvYWni3ISCpgVVijb7FPyuIHHJcQSODaSMbZksPbYkKCJbbLqyid4be6NTdExuNpnv2nyXo+d/mviUUbtHsfz8cgDcy7uz8t2VOBRyyNE4hBD5Q/jT8H/vwRJ4kBsRae+samZsRhPnJvoeloYlGmJqbKpStFmn8I+FiYyP5Nqoa1QuUjlLjy0JishyBwMP0mFVBxK1iXxY70MWd16coyPfL4dfpteGXlx9dBUjjREzWs1gYrOJUtIRQuSY4Khgfe/KgdsHuB9zP83+QqaFaF66uX5Kc23H2rlyJmGxn4sRGhvKuY/OUdupdpYeWxIUkaUCHgTgttyN2MRYulftzvqe63P0l27ZuWV8vOtj4pLjKG5VnDU91tCidIscO78QQrxIURRuRtzUT2k+dOcQj549StOmsEVh3Mq46ROWKkWq5IopzWXmleFu1F2ODz1Oo5KNsvTYmfn+ltvriVf65/E/dFjVgdjEWFqVacWq7qtyLDl5mviUj3d/zIrzKwAp6QghDIdGo6GifUUq2lfko/ofoVN0XAq/pE9Y/O748ST+CVuubWHLtS0AOFk66e+/0rps6ywf35FVUpcKSNAmqBqHJCjipe5H36fdynY8fPaQesXqsbXv1hxb4+JS+CV6b+gtJR0hRK5gpDGilmMtajnWYlzjcSTrkgl4EKBPWI4GHyU0NpTVF1ez+uJqAMraltUPuG1dtnWWz5h5U+YmKdOM45PjVY1DSjwiQxFxETRf2pwrD69Qyb4Sfw/5O0d6LhRF0c/SkZKOECKviE+O5/i94/oBtyfunyBZl5ymTbWi1fQDbt3KuGX5PUheV6M/G3Hy/km2991Ol8pdsvTYUuIRb+Vp4lM6re7ElYdXKG5VHJ8BPjmSnMQmxvLxro9ZeWElAB7lPVj57sp8d6MkIUTeY2FigVsZN9zKuDG91XRiEmI4EnREP+j2bMhZrjy8wpWHV/jfqf+hQUO9YvX0vSvNSjXD0swyx2IF9XtQJEERaSRqE+m5oSfH7x2nsEVhfAb4UNq2dLaf91L4JXpt6MW1R9cw1hjzbetv+aLpF1LSEULkSVbmVnSo2IEOFTsA8PjZY/zu+ul7WK4+ukpASAABIQHMPjYbEyMTGpdsrO9haVyysb4Uk9XMjQ2jxCMJitDTKToGbx2M901vCpoWZNd7u6juUD1bz6koCn+d/Ysxe8YQlxxHCasSrOmxhualm2freYUQwpDYF7Sne9XudK/aHYCQmBB9snIg8AB3o+5yJOgIR4KOMP3wdAqYFKBZqWb6HpZ6xephYpQ1X+kySFYYFEVRGOc9jjWX1mBiZMLGXhtxdXbN1nPGJsYyctdIvC54AdC+QntWdFshJR0hRL5XzKoY/Wv1p3+t/gAEPgnkQOABfdIS9jSMfbf3se/2PgCsza1xK+Om72Gp7lD9jXugDWWQrCQoAoBvD3/LLyd/AWBZ12X6bsfscjHsIr039taXdL5r/R0Tmk6Qko4QQmSgbOGyDCs8jGH1hqEoClcfXdX3rvje8SUyPpLt17ez/fp2AIoWLEqrsq30U5rLFy7/2vdg0fegJEsPilDZotOLmOo7FYD57efrM/bskFrSGb1nNPHJ8ZSwKsHanmtpVqpZtp1TCCHyEo1GQ7Wi1ahWtBqjG45Gq9NyLvScPmH5O+hvHj57yPrL61l/eT0AztbO+nuwtCrbipLWJdMd19PXE2ONMRbG6QfJzvCbgVbR4unmmSPvESRByfc2XN7Ax7s+BuDr5l/zSaNPsu1csYmxjNg5glUXVwHQoUIHVry7giIFi2TbOYUQIq8zNjLGpbgLLsVdmNB0AonaRE7eP6lPWPyD/QmODmb5+eX6tcwq2VeidZnWtCnXBrcybhQpWARjjTFTfafSsERD4N8EZYbfDKb6TmW62/QcfV9yH5R8bP/t/XRc1ZEkXRIfuXzEwk4Ls+02zBfCLtB7Q2+uP74uJR0hhMhBz5KecTToqD5hCQgJQKfo0rSp7Vib1mVbE/40XP9H5IQmE7Ays9InJ1NaTnnrWGQtHvGfTt0/RavlrXia9JSe1XqytsfabLmFvaIoLDm7hDF7xhCfHE9J65Ks7bGWpqWaZvm5hBBC/LfI+EgO3z2sH3B7Mfxihu2MNEboFF2WJScgCYr4D9ceXaPZX814HPeYtuXasrPfzmyZTx+TEMOIXSP0t3XuWLEjy7stl5KOEEIYkLDYMHzv+OpvGncz4qZ+n5mxGQlfZ91g2cx8f2e6f/3w4cN06dKF4sWLo9Fo2Lp1a5r9iqIwdepUihUrRoECBWjbti03btxI0yYiIoL+/ftjbW2Nra0tQ4cOJTY2NrOhiDcQHBWM+0p3Hsc9pkHxBmzuvTlbkpMLYReo/0d9Vl9cjbHGmB/b/siOfjskORFCCAPjaOlInxp9WNxlMTfG3GC863ggJTlJ1CYyw2+GKnFlOkF5+vQptWvX5tdff81w/6xZs1iwYAGLFi3ixIkTFCpUCA8PD+Lj/x0N3L9/fy5fvsy+ffvYuXMnhw8fZvjw4W/+LsRrefzsMR5eHgRHB1PZvjK73tuFlblVlp5DURT+CPiDRn824p/H/1DSuiR+g/3krrBCCJELzPCbwRz/OUx3m07C1wlMd5vOVN+p6iQpylsAlC1btuif63Q6xcnJSZk9e7Z+W2RkpGJubq6sWbNGURRFuXLligIop06d0rfZs2ePotFolPv372d4nvj4eCUqKkr/CA4OVgAlKirqbcLPV2ISYpSGfzRU8EQp8XMJ5W7k3Sw/R3R8tPLepvcUPFHwROm0qpPy6OmjLD+PEEKIrDfdd7qCJ8p03+mvtf1NREVFvfb3d5b+SRsYGEhoaCht27bVb7OxsaFRo0b4+/sD4O/vj62tLfXr19e3adu2LUZGRpw4cSLD486cORMbGxv9w9nZOSvDzvMStYn0WN+Dk/dPYlfADp+BPpSyKZWl5zgfej5NSWdW21ls77cd+4L2WXoeIYQQ2UOraDMcEDul5RSmu01Hq2hzNJ4svQ9KaGgoAI6Ojmm2Ozo66veFhobi4JB2ZVwTExPs7Oz0bV40adIkxo8fr38eHR0tScpr0ik63t/yPj63fPTr61QrWi3Ljq8oCn+c+YNP9nxCgjYBZ2tn1vZcSxPnJll2DiGEENnvVTdhy6pZPJmRK27UZm5ujrl59qzamJcpisInez5h3eV1mBqZsrn3ZhqXbJxlx49JiOGjnR+x5tIaADpV7MTybsul10QIIcRby9ISj5OTEwBhYWFptoeFhen3OTk5ER4enmZ/cnIyERER+jYia0z3m86vp35Fg4YV767Ao4JHlh37fOh5XH530S8uOLvdbCnpCCGEyDJZmqCULVsWJycnDhw4oN8WHR3NiRMncHVNWRnX1dWVyMhIAgIC9G0OHjyITqejUaNGWRlOvvbbqd/w9PME4JcOv9C3Rt8sOa6iKCw+vZhGfzbiRsQNnK2dOTz4MJ83+Vxm6QghhMgymS7xxMbGcvPmvzdxCQwM5Ny5c9jZ2VGqVCnGjRvHt99+S8WKFSlbtixTpkyhePHidOvWDYCqVavSvn17PvzwQxYtWkRSUhKjR4+mb9++FC9ePMveWH629tJaRu8eDcC0ltMY1XBUlhw3OiGa4TuGs+7yOgA6V+rMsq7LpNdECCFE1svsFKFDhw4pQLrHoEGDFEVJmWo8ZcoUxdHRUTE3N1fatGmjXL9+Pc0xHj9+rPTr10+xtLRUrK2tlSFDhigxMTGvHUNmpinlN3tv7lVMp5sqeKKM2jVK0el0WXLcsyFnlQoLKih4ophMN1F+OvpTlh1bCCFE/pCZ72+51X0ecuLeCVqvaM2zpGf0qd6H1T1Wv3XZRVEUFgcsZpz3OBK0CZSyKcW6nuuydLCtEEKI/CEz39+5YhaP+G9XHl6h4+qOPEt6Rrty7Vjx7oq3Tk5eLOl0qdSFZd2WYVfALitCFkIIIV5KEpQ8ICgqCA8vDyLiImhYoiGb+2zGzNjsrY55NuQsvTf25mbETUyMTPix7Y982vhTNBpNFkUthBBCvJwkKLnco2ePcF/pzr3oe1QpUoVd7+3C0szyjY+nKAqLTi9i3N5xJGoTpaQjhBBCFZKg5GIxCTF0XNWR64+v42ztjM8An7daLTg6IZoPd3zI+svrAXin8jss7bpUSjpCCCFynCQouVRCcgLd13fn1INT2Bewx2egD842b377/7MhZ+m1oRe3ntzCxMiEWW1nMa7xOCnpCCGEUIUkKLmQVqdl4JaB7L+9n0KmhdjdfzdVilR5o2MpisLC0wv5dO+nJGoTKW1TmnU919GopNw0TwghhHokQcllFEVh9O7RbLiyAVMjU7b23UrDEg3f6FhR8VF8uONDNlzZAEDXyl1Z2nUphQsUzsqQhRBCiEyTBCWXmeY7jUUBi9Cgwau7F23LtX2j45wJOUPvDb31JZ3Z7WYzttFYKekIIYQwCJKg5CILTixgxuEZAPza8Vd6V++d6WMoisJvp35jvM94KekIIYQwWJKg5BKrL65mrPdYAL5x+4aRDUZm+hhR8VEM2zGMjVc2AlLSEUIIYbgkQckFvG96M2jrIABGNxjNlBZTMn2MgAcB9N7Ym9tPbmNqZMrsdrP5pNEnUtIRQghhkCRBMXD+wf70WN+DZF0y/Wr0Y36H+ZlKKhRF4ddTv/KZz2ckahMpY1uGdT3XvfHAWiGEECInSIJiwC6HX6bT6k48S3qGR3kPlnVblqn1daLioxi6fSibrm4CoFuVbvz1zl9S0hFCCGHwJEExUHcj7+Lh5cGT+Cc0LtmYTb03ZWp9nRdLOj+5/8SYhmOkpCOEECJXkATFAD18+hB3L3fux9ynWtFq7HpvF4XMCr3WazMq6azvuZ4GJRpkc9RCCCFE1pEExcDEJMTQYVUH/nn8D6VsSrF3wN7XXgsnMj6SoduHsvnqZgDerfIuf3X9C1sL22yMWAghhMh6kqAYkPjkeLqt60ZASABFChbBZ4APJa1LvtZrTz84Te8NvQmMDJSSjhBCiFxPEhQDodVp6b+5PwcDD2JpZsme/nuoXKTyf75OURT+d/J/fObzGUm6JMralmVdz3VS0hFCCJGrSYJiABRFYeSukWy+uhkzYzO29tlK/eL1//N1L5Z0ulftzpJ3lkhJRwghRK4nCYoBmHJoCn+c+QMNGlZ1X0Wbcm3+8zWn7p+iz8Y++pLOHI85jGowSko6Qggh8gRJUFQ2//h8vvv7OwAWdV5Ez2o9X9leURQWnFjAhH0T9CWd9b3Wv1aPixBCCJFbSIKiIq8LXozbOw6Ab1t9y3CX4a9s/yTuCR9s/4Ct17YC0KNqD/58508p6QghhMhzJEFRye4buxmybQgAYxuNZXLzya9sf/L+Sfps7MOdyDuYGZsxx30OHzf4WEo6Qggh8iRJUFRwNOgoPdf3JFmXzIBaA5jjMeelicaLJZ1yhcuxvud6XIq75HDUQgghRM6RBCWHXQy7SOc1nYlLjqNDhQ789c5fL11f58WSTs9qPfmzy5/YWNjkYMRCCCFEzpMEJQcFPgnEw8uDyPhIXEu6sqHXBkyNTTNse/L+SXpv6M3dqLtS0hFCCJHvSIKSQ8Jiw3D3cickNoTqRauz872dGa6voygK80/M54t9X+hLOht6baBesXoqRC2EEEKoQxKUHBCdEE2HVR24GXGT0jalX7q+zpO4JwzZNoRt17cB0KtaL/7o8oeUdIQQQuQ7kqBks/jkeLqu7crZ0LMULViUfQP3UcK6RLp2J+6doM/GPvqSzlyPuYysP1JKOkIIIfIlSVCyUbIumfc2vYfvHV+szKzwHuBNRfuKadooisK84/P4Yv8XJOuSKV+4POt7rZeSjhBCiHxNEpRsoigKI3aOYMu1LZgZm7Gt77Z0SUdEXARDtg1h+/XtQEpJ5893/sTa3FqNkIUQQgiDIQlKNpl8YDJLzi7BSGPE2h5raVW2VZr9x+8dp8/GPgRFBWFmbMY8j3mMqD9CSjpCCCEEkqBkizn+c/jh6A8ALO68mHervqvfpygKc4/P5cv9X5KsS6aCXQXW91xP3WJ11QpXCCGEMDiSoGSxFedX8JnPZwB83/p7htUbpt8XERfB4K2D2fHPDgD6VO/D711+l5KOEEII8QJJULLQjus7+GDbBwB82vhTJjabqN/3fEnH3Nicee3n8ZHLR1LSEUIIITIgCUoW+fvu3/Te2ButomVgrYH85P4TGo0GRVGY4z+HiQcmSklHCCGEeE2SoGSBC2EX6LKmC/HJ8XSq2Ikl76QMjn387DGDtw1m5z87ASnpCCGEEK9LEpS3dPvJbTy8PIhKiKJZqWas77UeU2NT/IP96bOxD8HRwZgbmzO//XyGuwyXko4QQgjxGiRBeQuhsaG4r3QnNDaUmg412dFvBxYmFvx07CcmHZhEsi6ZinYVWd9rPXWc6qgdrhBCCJFrSILyhqLio2jv1Z5bT25R1rYsewfsRavT0nVtV31Jp2+NvizuvFhKOkIIIUQmSYLyBuKS4nhn7TucDzuPQyEHfAb6EBgZSN+NffUlnQUdFvBhvQ+lpCOEEEK8AUlQMilZl0zfTX05fPcw1ubW7Om/hy1XtzDpwCS0ipZK9pVY33M9tZ1qqx2qEEIIkWtJgpIJiqIwfMdwtl/fjrmxOUu7LmXqoansurELgH41+rG482KszK1UjlQIIYTI3SRByYQv93/J0nNLMdIY8UmjTxjrPZZ70fcwNzbnlw6/MKzeMCnpCCGEEFlAEpTXNPvobGYfmw1ARbuKzPGfIyUdIYQQIptIgvIalp5dyhf7v9A/v/74OgDv1XyPRZ0WSUlHCCGEyGKSoPyH7de38+GOD9NsszCx4JcOvzC07lAp6QghhBDZQBKUVzh89zC9N6Ssr5Oqkn0lNvTaQC3HWipGJoQQQuRtRmoHYAg8fT2Z4TcjzbZzoefosqYLCdoE/bb+Nftz+sPTkpwIIYQQ2Ux6UABjjTFTfacCMKXlFG5F3KK9V3uiE6IBMDEyYVGnRXxQ9wMp6QghhBA5QBIUUpISgKm+U4lJjGHjlY2EPQ0DwL6APQcHHZReEyGEECIHSYLy/6a0nEKCNoHv/v5Ov62WYy2OfnAUSzNLFSMTQggh8h9JUJ7TsERD/b9NjEw499E5KekIIYQQKpBBss85/eA0AKZGpiTrkvn28LcqRySEEELkT5Kg/L8ZfjOYcXgG092mkzglkelu05nqOzXd7B4hhBBCZD8p8ZCSnEz1ncp0t+n6AbPPD5x9/rkQQgghsp8kKIBW0aZJTlKlPn/+Rm1CCCGEyH4aRVEUtYPIrOjoaGxsbIiKisLa2lrtcIQQQgjxGjLz/a3qGJRff/2VMmXKYGFhQaNGjTh58qSa4QghhBDCQKiWoKxbt47x48czbdo0zpw5Q+3atfHw8CA8PFytkIQQQghhIFQr8TRq1IgGDRrwv//9DwCdToezszNjxoxh4sSJadomJCSQkPDvmjjR0dE4OztLiUcIIYTIRQy+xJOYmEhAQABt27b9NxAjI9q2bYu/v3+69jNnzsTGxkb/cHZ2zslwhRBCCJHDVElQHj16hFarxdHRMc12R0dHQkND07WfNGkSUVFR+kdwcHBOhSqEEEIIFeSKacbm5uaYm5urHYYQQgghcogqPShFihTB2NiYsLCwNNvDwsJwcnJSIyQhhBBCGBBVEhQzMzNcXFw4cOCAfptOp+PAgQO4urqqEZIQQgghDIhqJZ7x48czaNAg6tevT8OGDZk3bx5Pnz5lyJAhaoUkhBBCCAOhWoLSp08fHj58yNSpUwkNDaVOnTp4e3unGzgrhBBCiPwnV97qPioqCltbW4KDg+U+KEIIIUQukXofs8jISGxsbF7ZNlfM4nlRTEwMgNwPRQghhMiFYmJi/jNByZU9KDqdjgcPHmBlZYVGo1EtjtRMUHpyXk2u0+uR6/T65Fq9HrlOr0eu0+vJiuukKAoxMTEUL14cI6NXz9PJlT0oRkZGlCxZUu0w9KytreWH+jXIdXo9cp1en1yr1yPX6fXIdXo9b3ud/qvnJJWqqxkLIYQQQmREEhQhhBBCGBxJUN6Cubk506ZNk9vw/we5Tq9HrtPrk2v1euQ6vR65Tq8np69TrhwkK4QQQoi8TXpQhBBCCGFwJEERQgghhMGRBEUIIYQQBkcSFCGEEEIYHElQhBBCCGFwJEF5weHDh+nSpQvFixdHo9GwdevWNPsVRWHq1KkUK1aMAgUK0LZtW27cuJGmTUREBP3798fa2hpbW1uGDh1KbGxsDr6L7Ddz5kwaNGiAlZUVDg4OdOvWjevXr6dpEx8fz6hRo7C3t8fS0pIePXoQFhaWpk1QUBCdOnWiYMGCODg4MGHCBJKTk3PyrWSrhQsXUqtWLf2dF11dXdmzZ49+v1yjjP3www9oNBrGjRun3ybXKoWnpycajSbNo0qVKvr9cp3+df/+fQYMGIC9vT0FChSgZs2anD59Wr9fPs+hTJky6X6eNBoNo0aNAlT+eVJEGrt371a++uorZfPmzQqgbNmyJc3+H374QbGxsVG2bt2qnD9/XnnnnXeUsmXLKnFxcfo27du3V2rXrq0cP35c+fvvv5UKFSoo/fr1y+F3kr08PDyUpUuXKpcuXVLOnTundOzYUSlVqpQSGxurbzNixAjF2dlZOXDggHL69GmlcePGSpMmTfT7k5OTlRo1aiht27ZVzp49q+zevVspUqSIMmnSJDXeUrbYvn27smvXLuWff/5Rrl+/rkyePFkxNTVVLl26pCiKXKOMnDx5UilTpoxSq1YtZezYsfrtcq1STJs2TalevboSEhKifzx8+FC/X65TioiICKV06dLK4MGDlRMnTii3b99W9u7dq9y8eVPfRj7PFSU8PDzNz9K+ffsUQDl06JCiKOr+PEmC8govJig6nU5xcnJSZs+erd8WGRmpmJubK2vWrFEURVGuXLmiAMqpU6f0bfbs2aNoNBrl/v37ORZ7TgsPD1cAxc/PT1GUlOtiamqqbNiwQd/m6tWrCqD4+/sripKSDBoZGSmhoaH6NgsXLlSsra2VhISEnH0DOahw4cLKn3/+KdcoAzExMUrFihWVffv2KS1bttQnKHKt/jVt2jSldu3aGe6T6/SvL7/8UmnWrNlL98vnecbGjh2rlC9fXtHpdKr/PEmJJxMCAwMJDQ2lbdu2+m02NjY0atQIf39/APz9/bG1taV+/fr6Nm3btsXIyIgTJ07keMw5JSoqCgA7OzsAAgICSEpKSnOtqlSpQqlSpdJcq5o1a+Lo6Khv4+HhQXR0NJcvX87B6HOGVqtl7dq1PH36FFdXV7lGGRg1ahSdOnVKc01Afp5edOPGDYoXL065cuXo378/QUFBgFyn523fvp369evTq1cvHBwcqFu3Ln/88Yd+v3yep5eYmIiXlxcffPABGo1G9Z8nSVAyITQ0FCDN/4jU56n7QkNDcXBwSLPfxMQEOzs7fZu8RqfTMW7cOJo2bUqNGjWAlOtgZmaGra1tmrYvXquMrmXqvrzi4sWLWFpaYm5uzogRI9iyZQvVqlWTa/SCtWvXcubMGWbOnJlun1yrfzVq1Ihly5bh7e3NwoULCQwMpHnz5sTExMh1es7t27dZuHAhFStWZO/evYwcOZJPPvmE5cuXA/J5npGtW7cSGRnJ4MGDAfV/70ze6tVCkPJX76VLlzhy5IjaoRikypUrc+7cOaKioti4cSODBg3Cz89P7bAMSnBwMGPHjmXfvn1YWFioHY5B69Chg/7ftWrVolGjRpQuXZr169dToEABFSMzLDqdjvr16/P9998DULduXS5dusSiRYsYNGiQytEZpiVLltChQweKFy+udiiA9KBkipOTE0C6EcxhYWH6fU5OToSHh6fZn5ycTEREhL5NXjJ69Gh27tzJoUOHKFmypH67k5MTiYmJREZGpmn/4rXK6Fqm7ssrzMzMqFChAi4uLsycOZPatWszf/58uUbPCQgIIDw8nHr16mFiYoKJiQl+fn4sWLAAExMTHB0d5Vq9hK2tLZUqVeLmzZvyM/WcYsWKUa1atTTbqlatqi+Hyed5Wnfv3mX//v0MGzZMv03tnydJUDKhbNmyODk5ceDAAf226OhoTpw4gaurKwCurq5ERkYSEBCgb3Pw4EF0Oh2NGjXK8Zizi6IojB49mi1btnDw4EHKli2bZr+LiwumpqZprtX169cJCgpKc60uXryY5gNg3759WFtbp/tgyUt0Oh0JCQlyjZ7Tpk0bLl68yLlz5/SP+vXr079/f/2/5VplLDY2llu3blGsWDH5mXpO06ZN09364J9//qF06dKAfJ6/aOnSpTg4ONCpUyf9NtV/nt5qiG0eFBMTo5w9e1Y5e/asAihz5sxRzp49q9y9e1dRlJRpaba2tsq2bduUCxcuKF27ds1wWlrdunWVEydOKEeOHFEqVqyYp6alKYqijBw5UrGxsVF8fX3TTFF79uyZvs2IESOUUqVKKQcPHlROnz6tuLq6Kq6urvr9qdPT3N3dlXPnzine3t5K0aJF89R0x4kTJyp+fn5KYGCgcuHCBWXixImKRqNRfHx8FEWRa/Qqz8/iURS5Vqk+++wzxdfXVwkMDFSOHj2qtG3bVilSpIgSHh6uKIpcp1QnT55UTExMlO+++065ceOGsmrVKqVgwYKKl5eXvo18nqfQarVKqVKllC+//DLdPjV/niRBecGhQ4cUIN1j0KBBiqKkTE2bMmWK4ujoqJibmytt2rRRrl+/nuYYjx8/Vvr166dYWloq1tbWypAhQ5SYmBgV3k32yegaAcrSpUv1beLi4pSPP/5YKVy4sFKwYEHl3XffVUJCQtIc586dO0qHDh2UAgUKKEWKFFE+++wzJSkpKYffTfb54IMPlNKlSytmZmZK0aJFlTZt2uiTE0WRa/QqLyYocq1S9OnTRylWrJhiZmamlChRQunTp0+ae3vIdfrXjh07lBo1aijm5uZKlSpVlN9//z3Nfvk8T7F3714FSPfeFUXdnyeNoijK2/XBCCGEEEJkLRmDIoQQQgiDIwmKEEIIIQyOJChCCCGEMDiSoAghhBDC4EiCIoQQQgiDIwmKEEIIIQyOJChCCCGEMDiSoAghhBDC4EiCIoQQQgiDIwmKEEIIIQyOJChCCCGEMDj/B2j+q8f7aktMAAAAAElFTkSuQmCC", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Final solution for cluster 1 : [[421, 284], [500, 500], [500, 500], [685, 360], [692, 106], [473, 167], [85, 13], [389, 296]]\n", + "Total distance: 1810.3866608133385\n" + ] + }, + { + "data": { + "image/png": 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", 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6pRNHiRIlRExMjPa4bdu2CQDit99+0257kS5aAGLz5s3abXFxccLX11fUrVs3z7GOGjVKuLu759gEm5cu2idPnuTavfLgwQPh4OAg2rVrJ9LT07Xbv/32WwFA/Pjjj9ptWbtoNV0IWWMx9LfP6bXN+n547bXXhIODg7h69ap2271794Sbm5to0aKFdpummyokJESn+2vMmDHC1tZWxMbGZvu8s5NdN0RKSoooXbq0ePnll8WzZ8+023fs2CEAiEmTJhn1XLMOL0hJSREvv/yyeOWVV3S2G9NFu3XrVgFAzJ07V7stLS1NNG/eXO85aP7HNObPn59r11dOXTKGhknMnj1bqFQqcfPmTe22AQMGCABi2rRpOsfWrVtX1K9fX/v7gQMHBACDXVyav+2NGzeEra2tmDlzps7+f/75R9jZ2eltz0rzfjXm8iLdP4cOHRIqlUpMnDhRu+3hw4dCpVKJwYMH6xz733//aR/r0aNHBu8vpy7aDRs2iIEDB4pVq1aJX3/9VXz22WeiWLFiomTJktrPk7zo3r27cHR0FE+ePNHZfvPmTdGuXTuxePFisX37dvH111+LcuXKCRsbG7Fjx45s7y+3z9KzZ88KW1tbsWfPHiFE9l2xX3/9tXj//ffFmjVrxKZNm8SoUaOEnZ2dqFy5soiLi8v2/h8/fiwcHBxEz549c3zeuXX3denSRXz++edi69atYvny5dr/rY8++kjnOHd3d1G8eHHh6OgoJk6cKDZt2iT69OkjAIjx48fr3W94eLjO+61KlSp6n6NHjx4V3bt3F8uXLxfbtm0Ts2fPFiVKlBBOTk7i77//1h63ZcsW7TmucuXKYsWKFWLFihWicuXKwsHBQZw9ezbH1yA7LVu2FC1bttT+nt3ngVqtFpUrVxbt27fX+RxOSkoSgYGBOl3kOZ3rDX2mrFu3TgAQhw4d0m7L6W+W9XNz9OjRAoA4fPiwdltCQoIIDAwU5cuX157zNJ8N1apVE8nJydpjFyxYIACIf/75R/8FysSUny2dOnUSFSpU0Nv+9OnTbN9P2TG6BS8+Ph4A8ty0nRfZzUwKDAxE+/btdbZt3LgRzZs3R/HixXVmXoWEhGDOnDk4dOiQzrfRN998E8WLF9f+rvkGcu3atXzF7Ofnp/MtwN3dHf3798fnn3+OqKgo+Pj4GB2rp6cnnj59irCwMHTo0CFfcQGyhcDBwQF//PEHBg8erPP8Nfbt24eUlBSMHj1a51vF0KFD8cknn2Dnzp0YNGhQvmMxVnp6Ovbu3YvXXnsNFSpU0G739fVFnz598MMPPyA+Ph7u7u7afe+8845Ot1bz5s0xf/583Lx5E7Vq1TJJXCdPnsSDBw8wZcoUnUHxnTp1QtWqVbFz505MnTo11/vJ3JLz5MkTpKeno3nz5i80Q2rXrl2ws7PTaQWztbXFiBEjcPjw4Rxvq2np2rZtGwYNGpTnFqTMz+Pp06d49uwZmjRpAiEETp8+jXLlyukcn/V/u3nz5jotnJs3b4ZKpcLkyZP1Hkvzt92yZQvUajV69uyp83/k4+ODypUr4+DBg9ouZkNq166NsLAwo56fj4+PUcdpPHjwAH369EFgYCA++ugj7faSJUuiZ8+eWLVqFapVq4Zu3brh7t27GDFiBOzt7ZGamvpClQd69uyJnj17an9/7bXX0L59e7Ro0QIzZ87EkiVLjL6v+Ph47Ny5Ex07dtRrAS1Xrhz27Nmjs61fv36oXr06xo4dm+dWZ42RI0ciNDQ011bArC1l3bt3R6NGjdC3b18sWrQo24lDmzZtQkpKSrYtksbavn27zu+DBg1CaGgovvrqK4wYMULbnZ2YmAi1Wo05c+bg448/1sYaExODBQsW4JNPPtE5d1avXh1hYWF4+vQpjh07hn379unNom3SpIlOb9mrr76KN954A7Vq1cKECROwe/du7WMDshv39OnT8Pf3BwC88sorqFSpEubOnYvVq1fn63XIyZkzZxAZGYnPPvtMpzsVANq0aYOff/5Zr5Xa0Lk+82fK8+fPkZiYiMaNGwMA/v77b+05Oy927dqFRo0a6bR4ubq64p133sGECRNw8eJFvPzyy9p9gwYNgoODg/b3zHlC5uOyMuVny7Nnz+Do6Ki3XXPeycvnhdEJnuaEmpCQYPSd51XW2WA5bY+MjMS5c+eybZp98OCBzu9ZTziaZOfJkycvEqpWpUqV9MbMaGZY3bhxAz4+PkbH+t577+GXX35BaGgoypQpg3bt2qFnz54vnOw5Ojri888/x9ixY+Ht7Y3GjRujc+fO6N+/v/ZNdvPmTQBAlSpVdG7r4OCAChUqaPcXlocPHyIpKUkvHkB2E6jVaty+fRs1atTQbi+ov21m2b1OAFC1alUcOXLEqPvZsWMHZsyYgTNnzmi77wDkedyVJiZfX1+9sWCGYszqzTffxLJlyzBkyBCMHz8ebdq0weuvv4433njDqGTv1q1bmDRpErZv3673OmftqtCMp8usePHiOre7evUq/Pz84OXlle1jRkZGQgiRbRdkbkMJihcvrjO71VSePn2Kzp07IyEhAUeOHNH7e3z//fd49uwZPvzwQ3z44YcAgLfeegsVK1bEli1b9I5/Uc2aNUNQUBD27duXp9tt3rwZz58/NzoZ8vLywqBBgzBnzhzcuXMnzzM0N2zYgGPHjuH8+fN5up1Gnz59MHbsWOzbty/bBG/NmjXw8vJCaGjoCz1GdlQqFcaMGYM9e/bgjz/+wFtvvQVAJidPnz5F7969dY7v3bs3du/ejdOnT6NFixba7e7u7tr3YteuXbF27Vp07doVf//9N2rXrp3t41eqVAldu3bFli1bkJ6eDltbW21i1LRpU21yB8jPxWbNmuHYsWMme/6GREZGAkCOQ0Pi4uJ0GhgMndNjYmIwdepUrF+/Xu/8bWz3Z1Y3b97UG9IDZAxrunnzpk7i9qLnElN+tjg7O+ucGzSeP3+u3W+sPCV4fn5+Rv9TZnfCymkwcHaBG9quVqvRtm1bnW/LmWWdxp51Wr2GyMNA2BdlbKylS5fGmTNnsGfPHvz+++/4/fffsWLFCvTv3x+rVq16occePXo0unTpgq1bt2LPnj2YOHEiZs+ejQMHDqBu3bov/JyAF/sbFwQl/7Z5cfjwYbz66qto0aIFFi1aBF9fX9jb22PFihVYu3Ztocbi7OyMQ4cO4eDBg9i5cyd2796NDRs24JVXXsHevXuzfU0B+fdt27YtYmJi8PHHH6Nq1apwcXHB3bt3MXDgQL2JQzndV16o1WqoVCr8/vvvBu8zt0QpJSUFMTExRj1WqVKljIo7JSUFr7/+Os6dO4c9e/YY/Jbv4eGBbdu24datW7hx4wYCAgIQEBCAJk2aoFSpUkaVNTGWv78/Ll26lKfbrFmzBh4eHnkq2q5JJGJiYvKc4I0bNw49evSAg4ODdnC8ZnLB7du3kZKSAj8/v1wfP7u/5a1bt3D48GG88847+R4/nN1jA9B5fD8/P0RGRuqNCyxdujSA3BOE119/Hf369cP69etzTPA0j6+Z9KE5LwMwOCaxdOnSOH36dO5PKh80/+/z5s3LtnxK1v9NQ+f0nj174tixYxg3bhzq1KkDV1dXqNVqdOjQQe8zpaC86LnElJ8tvr6+OHjwIIQQOudYTdmk3P43MsvTJIvOnTtj6dKlCA8P16uBlJUm8806K8hULUIVK1ZEYmKiSb+Rv0grypUrV/T+EJr6T5pJDHmJ1cHBAV26dEGXLl2gVqvx3nvv4fvvv8fEiRMNthYao2LFihg7dizGjh2LyMhI1KlTB19++SVWr16NgIAAAHIiS+Yu0ZSUFFy/fj3HmPPyNzY27lKlSqFYsWIGT1L//fcfbGxsdL6lmlp2cWZ+nV555RWdfZcuXdLuz+k+Nm/eDCcnJ+zZs0enCX7FihUvFGtAQAD279+PxMREnQ9QY0/wNjY2aNOmjbY+26xZs/Dpp5/i4MGDCAkJyfZ5/PPPP7h8+TJWrVqF/v37a7cb20VhSMWKFbFnzx7ExMRk24pXsWJFCCEQGBhosA5Zbo4dO2b0gPPr16/nWmdSrVajf//+2L9/P3755Re0bNkyx+PLlSunbSGIjY3FqVOn0L17d6PiMda1a9ey7Skw5P79+zh48CAGDhxosFsop8cBsh/cnpPbt29j7dq1Br/U1KtXD7Vr186xNp0QAjdu3Mj2C+q6desghMh392x2DD33+vXrIzIyEnfv3tX5HL13757esYYkJydDrVYb1VJ17do1ODk5af/na9asCXt7e53Z/Jkf/0X+RoZk93lQsWJFALqtknn15MkT7N+/H1OnTsWkSZO02zWtg8bEYUhAQEC25xLNflMw5WdLnTp1sGzZMvz777+oXr26drtmokdeahDmaeDNRx99BBcXFwwZMgTR0dF6+69evaot6eHu7o6SJUvi0KFDOscsWrQoLw+ZrZ49eyI8PFxvfAggPzyzm1KeExcXF+3tjXXv3j38+uuv2t/j4+Px008/oU6dOtpuUGNjzTp+wcbGRjuGTNNkm5cYk5KStM26GhUrVoSbm5v2/kJCQuDg4ICFCxfqfEtZvnw54uLichxjExAQAFtbW6P+xsbGbWtri3bt2mHbtm06pVyio6Oxdu1aNGvWTGf8nallF2eDBg1QunRpLFmyRKf5/Pfff8e///6r8zpldx+2trZQqVQ6LZw3btzA1q1bXyjWjh07Ii0tDYsXL9ZuS09PxzfffJPrbQ1929R8cOT2XtN8+8z8fhFCaP/3X0T37t0hhDA4jlHzOK+//jpsbW0xdepUvW/UQgi9/5+sNONkjLkYMwZvxIgR2LBhAxYtWpTnmZoTJkxAWloaxowZk6fbaRgqA7Rr1y6cOnVKb0jH1atXcfXqVYP3s379eqjV6myTIUOPc/fuXfz444+oVauWwXJZufn111/1Lm+++SYA4KeffsL8+fNzfPzFixfj4cOH2Q5dWbt2rbZ7Mj9iYmL0eiNSU1MxZ84cODg46JzQNfEvX75cu02tVmPFihXw8vJC/fr1Acj/pdTUVL3HWrZsGQDozI419NzPnj2L7du3o127dtqhFG5ubujYsSOOHTumTVwAWYHh2LFjOiuT5Ed2nwf169dHxYoV8cUXX+iNI8zueWRl6DMFgF41jJziMKRjx444fvy4TmmRp0+fYunSpShfvrxOApUfpvxs6dq1K+zt7XXOo0IILFmyBGXKlMlTFZM8teBVrFgRa9euxZtvvolq1arprGRx7NgxbNy4UacGzZAhQzBnzhwMGTIEDRo0wKFDh4yqbm6McePGYfv27ejcuTMGDhyI+vXr4+nTp/jnn3+wadMm3LhxQ6dcgTE0/4QjR45E+/btYWtrm2vV6JdeegmDBw/GiRMn4O3tjR9//BHR0dE6rTLGxjpkyBDExMTglVdeQdmyZXHz5k188803qFOnjnbMQJ06dWBra4vPP/8ccXFxcHR0xCuvvKLtCsjs8uXLaNOmDXr27Inq1avDzs4Ov/76K6Kjo7XPq1SpUpgwYQKmTp2KDh064NVXX8WlS5ewaNEiNGzYUDvGxBAPDw/06NED33zzDVQqFSpWrIgdO3bojZ/I62s7Y8YMbY229957D3Z2dvj++++RnJyMuXPn5vj3yI6mxMmKFStyXKuwYsWK8PT0xJIlS+Dm5gYXFxcEBQUhMDAQn3/+OQYNGoSWLVuid+/e2jIp5cuX1zlRZ/dcO3XqhK+++godOnRAnz598ODBA3z33XeoVKkSzp07l+fn1KVLFzRt2hTjx4/HjRs3tDUYjWkFmDZtGg4dOoROnTohICAADx48wKJFi1C2bFntiTG716Jq1aqoWLEiPvzwQ9y9exfu7u7YvHlzvsY8tm7dGv369cPChQsRGRmp7ZY5fPgwWrdujffffx8VK1bEjBkzMGHCBNy4cQOvvfYa3NzccP36dfz666945513tGPcDDHlOJmvv/4aixYtQnBwMIoVK6Y3iL1bt27aE9GcOXNw/vx5BAUFwc7ODlu3bsXevXsxY8YMvRUKfvvtN5w9exaATCbOnTuHGTNmAJCD7DVf+Jo0aYK6deuiQYMG8PDwwN9//40ff/wR/v7+ehNNNKs4GFqOa82aNfDz88t2zdGPPvoIV69eRZs2beDn54cbN27g+++/x9OnT/US+ps3b2onzmhqF2piDwgIQL9+/QDICSFZaVrsQkNDdT63AwIC8Oabb2prIx45cgTr169HnTp18O677+rdz/nz53Hu3DmMHz8+25aeuLg47ZcgTVmgb7/9Fp6envD09MT7778PQE6wmDFjBt544w0EBgYiJiYGa9euxfnz5zFr1iydE3XXrl3Rpk0bzJ49G48ePULt2rWxdetWHDlyBN9//722dfSPP/7AyJEj8cYbb6By5cpISUnB4cOHsWXLFjRo0EDn8/bNN9+Es7MzmjRpgtKlS+PixYtYunQpihUrhjlz5ug8p1mzZmH//v145ZVXMHLkSADAwoUL4eXlpfd+UKlUaNmyZY71Uw3J6bNx2bJlCA0NRY0aNTBo0CCUKVMGd+/excGDB+Hu7o7ffvstx/t2d3dHixYtMHfuXKSmpqJMmTLYu3cvrl+/rnes5vP1008/Ra9evWBvb48uXbpo/98yGz9+PNatW4fQ0FCMHDkSXl5eWLVqFa5fv47NmzebbNULU362lC1bFqNHj8a8efOQmpqKhg0bYuvWrTh8+DDWrFmTtyEvRs+3zeTy5cti6NChonz58sLBwUG4ubmJpk2bim+++UY8f/5ce1xSUpIYPHiw8PDwEG5ubqJnz57iwYMH2ZZJMVSyIadK4gkJCWLChAmiUqVKwsHBQZQsWVI0adJEfPHFFyIlJUUIkXMl9qxxpKWliREjRohSpUoJlUqVa8kUTWx79uwRtWrVEo6OjqJq1aoGK48bE+umTZtEu3btROnSpYWDg4MoV66cePfdd8X9+/d17uuHH34QFSpUELa2tjmWTHn06JEYPny4qFq1qnBxcREeHh4iKChI/PLLL3rHfvvtt6Jq1arC3t5eeHt7i2HDhumVTDC0ksXDhw9F9+7dRbFixUTx4sXFu+++K86fP683nT6n1zbr30EIIf7++2/Rvn174erqKooVKyZat24tjh07pnNMdtX8DZVv+eabbwyW2zFk27Ztonr16sLOzk7veWzYsEHUrVtXODo6Ci8vL9G3b19x584dndvn9FyXL18uKleurH2vrFixQq+EiRDGr2Tx+PFj0a9fP+Hu7i48PDxEv379xOnTp3Mtk7J//37RtWtX4efnJxwcHISfn5/o3bu3Ximf7F6LixcvipCQEOHq6ipKliwphg4dKs6ePav3uAMGDBAuLi56cRt6zmlpaWLevHmiatWqwsHBQZQqVUqEhoaKU6dO6Ry3efNm0axZM+Hi4iJcXFxE1apVxfDhw8WlS5dyfb1MRVP+JbtL5lIIO3bsEI0aNRJubm6iWLFionHjxgb/B3O738yv66effirq1KkjPDw8hL29vShXrpwYNmyYiIqK0rvPgIAAgyvQaEq1fPDBB9k+z7Vr14oWLVqIUqVKCTs7O1GyZEnRrVs3vb+JEDmXishcbsOQ7M4BQ4YMEdWrVxdubm7C3t5eVKpUSXz88cfalSiyGj9+vAAgzp07l+1jac4Jhi6ZX6eTJ0+KLl26iDJlyggHBwfh6uoqmjVrlu3fLiEhQYwaNUr4+PgIBwcHUbNmTbF69WqdY65cuSL69+8vKlSoIJydnYWTk5OoUaOGmDx5st6KDgsWLBCNGjUSXl5ews7OTvj6+oq33npLREZGGnz8U6dOiZCQEOHi4iLc3NxE165d9f6fExISBADRq1evbF8fjaxlUoTI+bPx9OnT4vXXXxclSpQQjo6OIiAgQPTs2VPs379fe0xO5/o7d+6Ibt26CU9PT+Hh4SF69Ogh7t27Z/D8MH36dFGmTBlhY2Oj8/9m6HPz6tWr4o033hCenp7CyclJNGrUSK/ET3arhphqVaC8Sk9PF7NmzRIBAQHCwcFB1KhRQ++9ZAyVEGY2Ep2oAPTs2RM3btzA8ePHlQ6FiEgRu3btQufOnXH27FnUrFlT6XCogJnHCu9EBUgIgT/++KNAa0EREZm7gwcPolevXkzuigi24BERERFZGdOMMCQiIiIis8EEj4iIiMjKMMEjIiIisjJM8IiIiIisDGfRZqJWq3Hv3j24ubm90JJgREREVPiEEEhISICfn5/JChhbOiZ4mdy7d69A1zklIiKignP79m2ULVtW6TDMAhO8TNzc3ADIN0hBrndKREREphMfHw9/f3/teZyY4OnQdMu6u7szwSMiIrIwHF6VgR3VRERERFaGCR4RERGRlWGCR0RERGRlCiXBO3ToELp06QI/Pz+oVCps3bpVZ78QApMmTYKvry+cnZ0REhKCyMhInWNiYmLQt29fuLu7w9PTE4MHD0ZiYqLOMefOnUPz5s3h5OQEf39/zJ07t6CfGhEREZHZKZQE7+nTp6hduza+++47g/vnzp2LhQsXYsmSJYiIiICLiwvat2+P58+fa4/p27cvLly4gLCwMOzYsQOHDh3CO++8o90fHx+Pdu3aISAgAKdOncK8efMwZcoULF26tMCfHxEREZE5UQkhRKE+oEqFX3/9Fa+99hoA2Xrn5+eHsWPH4sMPPwQAxMXFwdvbGytXrkSvXr3w77//onr16jhx4gQaNGgAANi9ezc6duyIO3fuwM/PD4sXL8ann36KqKgoODg4AADGjx+PrVu34r///jMqtvj4eHh4eCAuLo6zaImIiCwEz9/6FB+Dd/36dURFRSEkJES7zcPDA0FBQQgPDwcAhIeHw9PTU5vcAUBISAhsbGwQERGhPaZFixba5A4A2rdvj0uXLuHJkycGHzs5ORnx8fE6FyIiIiJLp3iCFxUVBQDw9vbW2e7t7a3dFxUVhdKlS+vst7Ozg5eXl84xhu4j82NkNXv2bHh4eGgvXMWCiIiIrIHiCZ6SJkyYgLi4OO3l9u3bSodERERElG+KJ3g+Pj4AgOjoaJ3t0dHR2n0+Pj548OCBzv60tDTExMToHGPoPjI/RlaOjo7aVSu4egURURE3ZQowfbrhfdOny/1EFkLxBC8wMBA+Pj7Yv3+/dlt8fDwiIiIQHBwMAAgODkZsbCxOnTqlPebAgQNQq9UICgrSHnPo0CGkpqZqjwkLC0OVKlVQvHjxQno2RERksWxtgUmT9JO86dPldltbZeIiegGFkuAlJibizJkzOHPmDAA5seLMmTO4desWVCoVRo8ejRkzZmD79u34559/0L9/f/j5+Wln2larVg0dOnTA0KFDcfz4cRw9ehTvv/8+evXqBT8/PwBAnz594ODggMGDB+PChQvYsGEDFixYgA8++KAwniIREVm6iROBadN0kzxNcjdtmtxPZClEITh48KAAoHcZMGCAEEIItVotJk6cKLy9vYWjo6No06aNuHTpks59PH78WPTu3Vu4uroKd3d3MWjQIJGQkKBzzNmzZ0WzZs2Eo6OjKFOmjJgzZ06e4oyLixMARFxcXL6eLxERWZDUVCFu3xbi2DEhNmwQokMHIQAh7O3lz2nTlI6QcsHzt75Cr4NnzlhHh4jIyqSnA/fvA3fuALdvG/557x6gVhu+vYMDkJxcuDFTnvH8rc9O6QCIjDJlihz/YqiLZPp0+SHOAdBERUt6OhAVlX3idvu2TO7S03O/L1tboEwZwN8fiIkB/v1Xbk9JkZ8x7J4lC8MEjyyDZvAzoPtBm3l8DBFZD03yllvLW16St7JlZQJn6Ke3tzxO85ni6QnExgJ9+hj+7CEyc0zwyDJoPlgzf9By8DORZUpPB6Kjc255y0vy5uenn7Rlvq5J3nKT+TPl3j1gyRKgePGMiRcAP2vIYjDBI8uROcmbMkWOmWFyR2Re1Grjkre0tNzvy8ZGJm/Ztbr5+wM+PqYrX5KenvGZsnWrTPD27gUuX87YT2QhOMkiEw7StBA2NoDmbTtrFvDhh4C9vbIxERUFmuQtp27Tu3fzlrzl1G3q4wPYKdQOERcHlCghk7pr14DAQGXiIKPw/K2PLXhkWaZPz0juAOCTT4ANG4Bly4AGDZSLi8jSqdXAgwc5t7zlJXnz9c295U2p5M0YHh5AcDBw5AiwZw/wv/8pHRFRnpjxfxdRFpnHxzRuDHToIE9KZ88CQUHABx8AU6cCxYopHSmRedEkb7m1vGVaCShbmuQtp5Y3X1/zTt6M1b49EzyyWOyizYRNvGbM0ISKn34CBgzQPa5CBWDpUqBNm8KPkUgJajXw8KF+0pa15c2Y5E2lMq7lragMiThxAmjUCHBzAx4/LjrP2wLx/K3PCr5iUZGQefCzRv/+8uT12WcZ265dA0JCgEGDgC+/lDPgiCyVWg08epR7t2lKSu73pUnecmt5YxKToV49OQ7v8WMgIgJo1kzpiIiMxha8TPgNwAIJAbz7LvDDD/L3Bg2AU6fkdm9v4Ntvge7d5cmNyJwIYbjlLfPPO3eMT958fHIuFcLk7cX06iXH+X72Wcb6tGR2eP7WxwQvE75BLFRaGtC1K7BrF1CypGy5mzMnoxJ9167Ad9/JQqdEhUEI41rejFkCS6WSX1Zy6jb19ZVLapHprVgBvP020LAhcPy40tFQNnj+1scELxO+QSxYYiLQqpVsvatYEfjjD9mqN3u2HHvk7g7MmwcMGSIHiRO9KCFkl52hpC1zy5ux65caannL/NPPj8mbku7elX8HlUpOVClZUumIyACev/UxwcuEbxALFx0tyxpcvy4HRh88KMfkDRkix88AQMuWchLGSy8pGyuZJ03yllu36fPnxt1fbi1vTN4sQ82awPnzwLp1ssuWzA7P3/o4yYKsh7c38PvvQJMmsiuld29gyxbg6FE5Fu+TT4A//wRq1ZIrYYwdyzFJRYkQchH5nLpN85q85dTyVqYMkzdr0b69TPD27mWCRxaDLXiZ8BuAlTh6VJZJSU4Ghg2T4+9UKuDGDTkhY+9eeVydOrJAcv36SkZLpqBJ3nJreXv2zLj7K10695Y3R8eCfU5kPvbulUmen598H3HSltnh+VsfE7xM+AaxIps3Az16yBP/nDnAxx/L7UIAq1cDo0fLhMDGRrbkTZnCAsnmSgjgyZOc67zlNXnLreWNyRtl9uwZ4OUlW3f/+Qd4+WWlI6IseP7WxwQvE75BrMyCBTKRA4A1a4A+fTL2PXgg961bJ3+vWFGOzXvllcKOsmgTAoiNzb3bNCnJuPsrVSr75E3T8ubkVKBPiaxUhw5yRYsvvpBfCsms8PytjwleJnyDWKEPPgDmz5dj7fbsAVq31t2/Y4fsxr1zR/4+eLCcbcsCyfmnSd5yStxu3zY+eStZMudu0zJlmLxRwZk/X36etG2bMcyDzAbP3/qY4GXCN4gVUqvloOiNG+Xi4UeO6HevxMfLCRjffSd/9/HJKJBMhgkBxMXl3vL29Klx91eyZM7dpmXLMnkjZV28CNSoIbvvY2I4pMPM8PytjwleJnyDWKnnz+W37iNHZKLw11+Gix4fPSpLqvz3n/y9WzeZ6Pn5FW68ShNCJr2Gxrll/mls8laiRO4tb87OBfuciPJLCPl+vXsX2L1bTrogs8Hztz4meJnwDWLFYmKApk1l8larFnD4sCx+nNXz58CsWbJAclqabPWbN0923VpLgeS4uNy7TRMTjbuvEiVyb3lj8kbWYvBg4McfgTFjgK++UjoayoTnb31M8DLhG8TK3bgBNG4sCyKHhAA7d2Zfp+yff2RrnmZpolat5CSMypULK9oXo2l5yymBS0gw7r68vHJveWM3FRUlv/wCvPkmUL06cOGC0tFQJjx/62OClwnfIEXAqVNyNYunT4H+/YGVK7OvaZWeDnzzDfDpp3IigJOTLKfywQfKFEiOj8+95S0vyVtuLW9M3oh0xcTImdpqNXDrlvx/IbPA87c+JniZ8A1SRPz+O9Cli0zgPvsMmD495+OvX5cFksPC5O8+PsBrrwGLF+sfO326vN8pU/IWU0JC7i1v8fHG3Vfx4rknby4ueYuPiKTGjeXSh8uWyS5bMgs8f+vjUmVU9ISGAkuWAEOHAjNmAOXKyevZCQyUJVZ+/lmOvYmKkrc/f15u17R0TZ8OTJoETJume/vExNyTt7g442L39My525TJG1HBatdOJnh79zLBI7PGFrxM+A2giJk0SSZltrbA9u1Ax4653yY6Ghg1CtiwQf5evLjs5t28GfjpJ1lnr1Il3QQuL8lbbi1vrq4v+myJyBSOHgWaNZP/+w8fys8PUhzP3/qY4GXCN0gRIwQwaBCwapVshfvzT6BBA+Nu+9tvwFtvGd9t6uGRe8sbkzci85eWJus2xsXJkktBQUpHROD52xB20VLRpVIBP/wA3Lsnx9d16iQ/sAMDc79tly6yda54cTngWqWSdbGya3lzcyv450NEBc/ODmjTBtiyRQ7RYIJHZooJHhVt9vbApk1AixbA2bNyfN7Ro7K+W24WLJDJnYMDkJICNGkCTJxY8DETkbLat89I8CZNUjoaIoOspHIrUT64uwO7dskWt0uXgK5dgWfPcr5N5gkVycnyp2ZMHxFZt3bt5M+ICLneMpEZYoJHBMjlyH7/XY6VO3oU6NdPts4Zkjm507TYTZzIJI+oqChfHnjpJVkS6cABpaMhMogJHpFGjRrA1q2yy3XzZmDsWMPHpafrJncamiQvPb3AQyUihWnWot2zR9k4iLLBWbSZcBYOAQDWrwd695bXv/pK1r4jIsps506gc2cgIEAWQ89uRRwqFDx/62MLHlFWvXoBc+fK62PHAhs3KhsPEZmfVq1ka//Nm8Dly0pHQ6SHCR6RIR9+CAwfLmvl9esHHDmidEREZE5cXGTBY0CuakFkZpjgERmiUskyKF27ylmyr74K/Pef0lERkTnRzKblODwyQ0zwiLJjawusXSsXF3/yBOjQQa5DS0QEZEy0OHhQfhEkMiNM8IhyUqyYXKe2UiU51qZTJyAxUemoiMgc1KoFeHsDSUmyvBKRGWGCR5SbUqVkjbySJYG//wZ69pTrURJR0WZjw25aMltM8IiMUakSsGMH4Owsk71hw+QEDCIq2jTdtJxoQWaGCR6RsYKCZI08Gxtg2TJgxgylIyIipbVtK3+eOQNERysaClFmTPCI8uLVV4Fvv5XXJ00CVq5UNBwiUljp0kDduvI6W/HIjDDBI8qrYcOAjz+W14cO5Yc6UVHHZcvIDDHBI3oRs2YBffrIyRZvvCG7Z4ioaMo8Dk+tVjYWov/HBI/oRdjYAD/+KJcrSkgAOnYEbt1SOioiUkKTJnJli4cPgbNnlY6GCAATPKIX5+gI/PorUKMGcP8+EBoqCyITUdHi4AC0bi2vs5uWzAQTPKL88PSUZVP8/ICLF4Fu3VjRnqgo4jg8MjNM8Ijyy98f2LULcHMD/vwTGDiQ43CIihpNgnf0KFe7IbPABI/IFGrXBrZsAezsZK28CROUjoiIClOlSkBgIJCaKtemJVIYEzwiUwkJAZYvl9fnzgW++07ZeIio8KhUXNWCzAoTPCJT6t8/Y4WLkSOBbduUjYeICg/H4ZEZYYJHZGqffCILIKvVQO/ewF9/KR0RERWG1q0BW1sgMhK4fl3paKiIY4JHZGoqFbBokayN9+wZ0KULcOWK0lERUUHz8ACCg+V1tuKRwpjgERUEOztgwwagfn3g0SOgQwdZBJWIrBu7aclMMMEjKiiursDOnXJm3dWrQOfOQFKS0lERUUHSJHj798sZtUQKYYJHVJC8vWUhZC8v4PhxOSYvPV3pqIiooNSrB5QoIZcwjIhQOhoqwpjgERW0KlWA7dvl0mbbtwMjRgBCKB0VERUEW1tZMglgNy0pymwSvISEBIwePRoBAQFwdnZGkyZNcOLECe1+IQQmTZoEX19fODs7IyQkBJGRkTr3ERMTg759+8Ld3R2enp4YPHgwEllRnMxB06bAmjVyAsbixbJOHhFZJ47DIzNgNgnekCFDEBYWhp9//hn//PMP2rVrh5CQENy9excAMHfuXCxcuBBLlixBREQEXFxc0L59ezx//lx7H3379sWFCxcQFhaGHTt24NChQ3jnnXeUekpEurp3B+bPl9fHjwfWrlU2HiIqGO3ayZ8nT8pJVkRKEGYgKSlJ2Nraih07duhsr1evnvj000+FWq0WPj4+Yt68edp9sbGxwtHRUaxbt04IIcTFixcFAHHixAntMb///rtQqVTi7t27RsURFxcnAIi4uDgTPCuibIwZIwQghL29EAcOKB0NERWEl1+W/+f/f46igsXztz6zaMFLS0tDeno6nJycdLY7OzvjyJEjuH79OqKiohCiGdcAwMPDA0FBQQgPDwcAhIeHw9PTEw0aNNAeExISAhsbG0RkM9A1OTkZ8fHxOheiAvfFF0CPHnKGXbduwPnzSkdERKbGZctIYWaR4Lm5uSE4OBjTp0/HvXv3kJ6ejtWrVyM8PBz3799HVFQUAMDb21vndt7e3tp9UVFRKF26tM5+Ozs7eHl5aY/Javbs2fDw8NBe/P39C+DZEWVhYwP89BPQrBkQFweEhgL/PxSBiKyEppt2zx5OqiJFmEWCBwA///wzhBAoU6YMHB0dsXDhQvTu3Rs2NgUX4oQJExAXF6e93L59u8Aei0iHk5Ncp7ZqVeDOHbnqBVuQiaxH8+by//zePeDCBaWjoSLIbBK8ihUr4s8//0RiYiJu376N48ePIzU1FRUqVICPjw8AIDo6Wuc20dHR2n0+Pj548OCBzv60tDTExMRoj8nK0dER7u7uOheiQuPlJWvkeXsD587JSRgpKUpHRUSm4OwMtGwpr3M2LSnAbBI8DRcXF/j6+uLJkyfYs2cPunbtisDAQPj4+GD//v3a4+Lj4xEREYHg/1/3Lzg4GLGxsTh16pT2mAMHDkCtViMoKKjQnweRUcqXl6tduLgA+/YBQ4eyO4fIWrBcCilIJYR5nE327NkDIQSqVKmCK1euYNy4cXBycsLhw4dhb2+Pzz//HHPmzMGqVasQGBiIiRMn4ty5c7h48aJ2ckZoaCiio6OxZMkSpKamYtCgQWjQoAHWGlmOIj4+Hh4eHoiLi2NrHhWu338HunSRq1x89hkwfbrSERFRfl28CNSoIYucP3kiW/WoQPD8rc9sWvDi4uIwfPhwVK1aFf3790ezZs2wZ88e2NvbAwA++ugjjBgxAu+88w4aNmyIxMRE7N69W2fm7Zo1a1C1alW0adMGHTt2RLNmzbB06VKlnhKR8UJDgSVL5PUZM4AfflA2HiLKv2rVgDJlgORk4NAhpaOhIsZsWvDMAb8BkOImTwamTZPLHW3fLidfEJHlGjwY+PFHYMwY4KuvlI7GavH8rc9sWvCICMCUKcDAgbKrtkcPWQmfiCwXx+GRQpjgEZkTlQpYuhRo2xZISgI6dQKuX1c6KiJ6USEhsvblxYsAS3FRIWKCR2Ru7O2BTZuA2rWBBw/k+LzHj5WOiohehJcX0LChvB4WpmwsVKQwwSMyR+7uwK5dgL8/cOkS0LUr8OyZ0lER0YtgNy0pgAkekbny85PlUzw8gKNHgX79ALVa6aiIKK80y5aFhcnxtUSFgAkekTmrUQPYuhVwcAA2bwbGjlU6IiLKq6Ag+UXtyRNOnKJCwwSPyNy1agWsWiWvf/01MH++ktEQUV7Z2QFt2sjr7KalQsIEj8gS9OoFzJ0rr48dKydhEJHl0IzD27tX2TioyGCCR2QpPvwQGD5crlX71lvAkSNKR0RExtKMw/vrLyAuTtlYqEhggkdkKVQqYMECOaM2ORl49VXgv/+UjoqIjFG+PPDSS3KSxf79SkdDRQATPCJLYmsLrF0LNG4sB2yHhgJRUUpHRUTGYLkUKkRM8IgsTbFicp3aSpWAGzfkaheJiUpHRUS5yZzgcRl4KmBM8IgsUalSskZeyZLA338DPXsCaWlKR0VEOWnVSpY8unkTiIxUOhqyckzwiCxVpUrAjh2As7NM9oYNY6sAkTlzcQGaNZPX2U1LBYwJHpElCwoC1q+Xi5kvWwbMmKF0RESUE81sWiZ4VMCY4BFZuldfBb79Vl6fNAlYuVLRcIgoB5pxeAcPytnwRAWECR6RNRg2DPj4Y3l96FAWUyUyV7VqAd7eQFKSXGOaqIAwwSOyFrNmAX36yMkWb7wBnDmjdERElJWNTUY3Lb+IUQFigkdkLWxsgB9/BFq3BhISgI4dgVu3lI6KiLJiPTwqBEzwiKyJoyOwZQtQowZw/74shPzkidJREVFmbdvKn2fOANHRioZC1osJHpG18fSUZVP8/ICLF4Fu3TiYm8iclC4N1K0rr7OblgoIEzwia+TvL5M8Nzfgzz+BgQMBtVrpqIhIg920VMCY4BFZq1q1ZHetnZ2slTdhgtIREZGGJsHbu5dfvqhAMMEjsmYhIcDy5fL63LnAd98pGw8RSU2aAK6uwMOHwNmzSkdDVogJHpG1698/Y4WLkSOBbduUjYeI5Jq0rVvL6+ympQLABI+oKPjkE1kAWa0GevcG/vpL6YiIiMuWUQFigkdUFKhUwKJFsjbes2dAly7AlStKR0VUtGnG4R09CiQmKhsLWR0meERFhZ0dsGEDUL8+8OgR0KGDHP9DRMqoVAkIDARSU+XatEQmxASPqChxdQV27pQnlatXgc6d5ZqYRFT4VCrd2bREJsQEj6io8faWNfK8vIDjx+WYvPR0paMiKppYD48KCBM8oqKoShVg+3a5tNn27XJ2rRBKR0VU9LRuDdjaApGRwPXrSkdDVoQJHlFR1bQpsGZNxgSMefOUjoio6PHwAIKD5XW24pEJMcEjKsq6dwfmz5fXP/4YWLtW2XiIiiJ201IBYIJHVNSNGgWMGSOvDxzI2XxEhU2T4B04IGfUEpkAEzwiAr74AujRQ55cunUDzp9XOiKioqNePaBECSA+HoiIUDoashJM8IgIsLEBfvoJaNYMiIsDQkOBu3eVjoqoaLC1letGA+ymJZNhgkdEkpOTXKe2alXgzh256kV8vNJRERUNHIdHJsYEj4gyeHnJGnne3sC5c3ISRkqK0lERWT/NurQnT8qVZojyiQkeEekqX16uduHiAuzbBwwdyhp5RAWtTBng5Zfl/9r+/UpHQ1aACR4R6atfH9i4UY4N+uknYNIkpSMisn7spiUTYoJHRIaFhgLffy+vz5gB/PCDsvEQWTtNN+2ePWw1p3xjgkdE2Rs8OKP1btgwYNcuZeMhsmbNm8vJTvfuARcuKB0NWTgmeESUsylTZAHk9HRZK+/kSaUjIrJOzs5Ay5byOrtpKZ+Y4BFRzlQqYOlSoG1bICkJ6NSJi6ITFRTNOLy9e5WNgyweEzwiyp29PbBpE1C7NvDggRyf9/ix0lERWR9NgnfoEPDsmbKxkEVjgkdExnF3l2Pw/P2BS5eArl15AiIytWrVgLJlgefPZZJH9IKY4BU1U6YA06cb3jd9utxPlB0/P1kI2cMDOHoU6NcPUKuVjorIeqhUurNpiV4QE7yixtZWzorMmuRNny6329oqExdZjho1gK1bAQcHYPNmYOxYpSMisi6sh0cmwASvqJk4EZg2TTfJ0yR306bJ/US5adUKWLVKXv/6a2D+fCWjIbIuISGAjQ1w8aJcF5roBTDBK4omTgQmT5ZJnY2N/DllCpM7yptevYC5c+X1sWPlJAwiyj8vL6BhQ3mds2npBTHBK6rGjZM/NdXSV6wAvvoKiItTLiayPB9+CAwfLt9Hb70FHDmidERE1oHdtJRPTPCKqq++kj81Y+5u3pStMGXLAqNHA9euKRYaWRCVCliwQM6oTU4GXn0V+O8/paMisnyaiRZhYbLIOFEeMcErijKPuUtLAz79VG738AASE+UJu1IloFs3OU2fayJSTmxtgbVrgcaNgSdPZI28qCiloyKybEFB8jP5yROuHkMvhAleUWNoQsWMGfL3uDi5FFW9ejKp27pVLpvToAGwejWQkqJo6GTGihUDtm+XXwxu3JCrXSQmKh0VkeWyswPatJHX2U1LL4AJXlGTnm54tqxmdm316vLb4oEDQMeOct/ff8t6Z+XLAzNnAo8eFXrYZAFKlZI18kqWlO+Znj1lCzERvRguW0b5oBKC/W8a8fHx8PDwQFxcHNzd3ZUOxzxcuAB8+aVswUtNlducnID+/eVYvWrVFA2PzFBEBNC6tVzlYsgQuY6tSqV0VESW58YNIDBQDoN4/Fh22ZJBPH/rYwse5axGDeDHH+UHzYQJgKenXEJn6VLZ2hcaKr9d8nsCaQQFAevXyxI8y5bJIQBElHflywMvvSR7XvbvVzoasjBM8Mg4fn7ArFnArVuysG1AgNy+e7fsRqhZU57MuTYpAXI27bffyuuTJgErVyoaDpHFYrkUekFmkeClp6dj4sSJCAwMhLOzMypWrIjp06cjc++xEAKTJk2Cr68vnJ2dERISgsjISJ37iYmJQd++feHu7g5PT08MHjwYiRzobVpubsCoUcCVK8C6dXJCBiC7cocOBcqVk+P57t9XNk5S3rBhwPjx8vrQoRxHRPQiMid47CmhPDCLBO/zzz/H4sWL8e233+Lff//F559/jrlz5+Kbb77RHjN37lwsXLgQS5YsQUREBFxcXNC+fXs8f/5ce0zfvn1x4cIFhIWFYceOHTh06BDeeecdJZ6S9bOzkysZZJ2Q8eiR7JILCAAGDADOnFE0TFLYzJlAnz5yssUbb/D9QJRXrVrJdZ9v3gSyNGoQ5UiYgU6dOom3335bZ9vrr78u+vbtK4QQQq1WCx8fHzFv3jzt/tjYWOHo6CjWrVsnhBDi4sWLAoA4ceKE9pjff/9dqFQqcffuXaPiiIuLEwBEXFxcfp9S0XT+vBCDBglhby+E/K4pLy1bCrF1qxBpaUpHSEp4/lyI1q3le8HXV4ibN5WOiMiyvPKK/P9ZuFDpSMwWz9/6zKIFr0mTJti/fz8uX74MADh79iyOHDmC0NBQAMD169cRFRWFkJAQ7W08PDwQFBSE8PBwAEB4eDg8PT3RoEED7TEhISGwsbFBRESEwcdNTk5GfHy8zoXyQTMh4+bNjAkZAPDnn8BrrwFVqgDffMP6aEWNoyOwZYt8f9y/LyfmPHmidFRElkOzqgXH4VEemEWCN378ePTq1QtVq1aFvb096tati9GjR6Nv374AgKj/r4rv7e2tcztvb2/tvqioKJQuXVpnv52dHby8vLTHZDV79mx4eHhoL/7+/qZ+akWTr6/hCRlXrwIjR8rl0MaNk/upaPD0lDXy/PyAixflKinJyUpHRWQZNOPwDh7k/w0ZzSwSvF9++QVr1qzB2rVr8ffff2PVqlX44osvsGrVqgJ93AkTJiAuLk57uX37doE+XpGT3YSMuDjgiy+AChVkMdz/b4UlK+fvL5M8NzfZqjtwIKBWKx0VkfmrVQvw9gaSkoCjR5WOhiyEWSR448aN07bi1axZE/369cOYMWMwe/ZsAICPjw8AIDo6Wud20dHR2n0+Pj548OCBzv60tDTExMRoj8nK0dER7u7uOhcqAJknZBw8mDEhIz0d2LgRaNJErmO6YQNXPrB2tWrJ7lo7O1krb8IEpSMiMn82NhndtJyNTkYyiwQvKSkJNja6odja2kL9/9/uAwMD4ePjg/2ZCj3Gx8cjIiICwcHBAIDg4GDExsbi1KlT2mMOHDgAtVqNoKCgQngWlCuVSs4I27kTOH8eePttOTsMkKsf9OolW/XmzQNiY5WMlApSSAiwfLm8Pncu8N13ysZDZAlYD4/ySulZHkIIMWDAAFGmTBmxY8cOcf36dbFlyxZRsmRJ8dFHH2mPmTNnjvD09BTbtm0T586dE127dhWBgYHi2bNn2mM6dOgg6tatKyIiIsSRI0dE5cqVRe/evY2Og7NwFHDvnhATJgjh6ak789bFRYjhw4W4fFnpCKmgzJgh/9Y2NnKWNRFlLzo64/MxKkrpaMwOz9/6zCLBi4+PF6NGjRLlypUTTk5OokKFCuLTTz8VycnJ2mPUarWYOHGi8Pb2Fo6OjqJNmzbi0qVLOvfz+PFj0bt3b+Hq6irc3d3FoEGDREJCgtFx8A2ioIQEIb7+WoiAAN1ET6USoksXIQ4cEEKtVjpKMiW1WoihQ+Xf2dlZiPBwpSMiMm9168r/l59+UjoSs8Pztz6VECyNrcHFis1AWhqwebPsps3U3Q4AqF0bGD0a6N1blt4gy5eWBnTtCuzaBZQsKSfcVKqkdFRE5mnCBGDOHKBvX2D1aqWjMSs8f+szizF4RFp2dsCbbwInTsgJGZ06Zew7exYYNEiWXZk2DXj4ULk4yTTs7OTkmvr15SooHTrw70qUHc04vLAwzkCnXDHBI/OkmZCxY4f+hIzoaGDyZFl2Y8gQuZ8sl6urnHgTGChrJXbuLMtBEJGuJk3k/8uDB/ILL1EOmOCR+atRQ866vHFDd4WM5GS5vWZNWUJg1y5+q7VU3t6yRp6XF3D8uOyGT09XOioi8+LgALRuLa9zNi3lggkeWQ7NChm3bwMLFgDly2fsCwuT3bk1agBLlrAFyBJVqQJs3y7HV27fLlc94RBhIl1ctoyMxASPLI+rqzz5R0bKYrn162fs++8/YNgw2X37ySfA3bvKxUl517QpsGaN7KJftEhOtiGiDJpxeEePcl1vyhETPLJcOU3IiIkBZs+WrXxvvSVX0SDL0L07MH++vP7xx8DatcrGQ2ROKlWS41VTU4E//lA6GjJjTPDI8uU0ISMtTbYINWwING8ul8ni2C7zN2oUMGaMvD5woEzgiUh+3nFVCzICEzyyLtlNyACAI0dk61DlysDXXwPx8QoFSUb54gugRw/ZUtGtG2dLE2kwwSMjsNBxJiyUaIUSE4Eff5Rdfjdu6O5zcwMGD5bj+QIDFQmPcvH8OdC2rUzO/f1lIeQyZZSOikhZcXFAiRKyN+LaNX5+gedvQ9iCR9YtpwkZCQmyJa9SJdmyd+QIZ22aGycnYNs2oGpVOXu6Y0e2vBJ5eADBwfI6W/EoG0zwqGjIaUKGWi3H5jVvDjRqJAf1p6YqFyvp8vKSNfJ8fIBz52QynpKidFREytJ00+7dq2wcZLaY4FHRknlCxoULuhMyADnbtm9fOft29mw5G5eUV768XO3CxQXYtw8YOpStrVS0aRK8/fv5hZQMYoJHRVf16hkTMj75RHdCxr17clvZsrKu3n//KRUladSrB2zcCNjaAj/9BEyapHRERMqpV0+Ow4uPByIilI6GzBATPCJfX2DmTMMrZDx7JlfGqFZNjv8KC2PLkZJCQ4Hvv5fXZ8wAfvhB2XiIlGJrC4SEyOsch0cGMMEj0shpQgYgx4G1awfUqiVb/p4/VybOom7w4IzWu2HD5BrEREURy6VQDlgmJRNOsyYdQgCHDsnlsnbu1N9fqpRMMN57D/D2Lvz4ijIh5PjJlSuBYsWAP/8EGjRQOiqiwnX3rhxGolIBDx/KLtsiiudvfWzBI8qOSgW0bJkxIWPwYN0JGQ8fAtOmAeXKydUWzp5VLNQiR6UCli6VNfKSkuSs6OvXlY6KqHCVKQO8/LL8wrNvn9LRkJlhgkdkjOrVgWXLMiZkFC+esS8lBVi1CqhTB3jlFeC332TpFSpY9vbApk1A7drAgwdyfN7jx0pHRVS42E1L2WCCR5QXmgkZt27pT8gAZI29V1+VhXm/+06upEEFx91djsHz9wcuXQK6dpUTY4iKiswJHkdcUSZM8IheROYJGRs26I//iowE3n9fJh4ffyxn6FLB8POTE2A8PICjR4F+/diCSkVHs2ZyxZd79+RQEqL/xwSPKD/s7ICePYHjx4E//gA6d9bdHxsLzJ0r14rs1Yv1qgpKjRrA1q1yjOTmzcDYsUpHRFQ4nJ3lWGGA3bSkgwkekSloJmT89pvhCRnp6bKlr3FjoEkTWbA3LU25eK1Rq1ZyLCQg1xieP1/JaIgKD5ctIwOY4BGZWk4TMgAgPFy2+lWsCHzxhWzlI9Po1Uu2mAKyFW/TJmXjISoMmgTv0CGOQSUtJnhEBSXzhIyFC/UnZNy6BYwbJ8fpjRwJXL2qSJhW58MPgeHD5YDzt94CjhxROiKiglWtmqyH9/y5TPKIwASPqOC5ugIjRmQ/ISMxEfjmG6ByZeC112TRXs6Ge3EqlZzh3LUrkJwsZzVzLWGyZiqVXGUH4Dg80mKCR1RYcpuQIQSwbZscS1a/PvDTT7LGHuWdrS2wdq0c8/jkiayRFxWldFREBYf18CgLJnhEhS23CRkAcPo0MGAAEBAAzJgBPHqkTKyWrFgxYPt2oFIlOR6yUyfWJSTrFRIC2NgAFy8Cd+4oHQ2ZASZ4RErSTMi4eRP49FP9CRlRUcDEiXKc3tChrHOVV6VKyRp5JUsCf/8tW1A5e5mskZcX0LChvM7ZtAQmeETmwcdHttRlNyHj+XOZCL78suyK2b2b4/SMVamSXE/Y2Vkme8OG8bUj68RuWsqECR6ROcltQgYgv52HhsrivkuXsiyCMYKCgPXrZRfWsmVydjORtdFMtAgLk7U3qUhjgkdkjjJPyPjzT/0JGQDw77/Au+/K7ttPP5VLFVH2Xn0V+PZbeX3iRGDlSkXDITK5oCC5ZN+TJ8DJk0pHQwpjgkdkzlQqoEULOSHj4kXDEzIePwZmzZLduv36ybFmZNiwYcD48fL60KEcq0TWxc4OaNNGXud7u8hjgkdkKapVy3lCRmoqsHq1LLHSsqVcm5XdNPpmzgT69JGTLd54AzhzRumIiEyH4/Do/6mE4Ghjjfj4eHh4eCAuLg7u7u5Kh0OUs6dPgR9/BL76SpYBMaRCBblKxttvA25uhRqeWUtOluMYDx6UK4789RdQrpzSURHl340bQGCgrAX5+LHssi0CeP7WxxY8Ikvl4pL7hIxr14DRo+UyRmPHZp8IFjWOjsCWLXKiyv37Mtl78kTpqIjyr3x54KWXZOv9/v1KR0MKYoJHZOmyTsjo0kX/mPh42dJXsSLQowdw9ChLhXh6yrIpfn5yfGO3brJlj8jSsZuWwASPyHpoJmRs3y4TliFD9CdkqNXApk1As2Zyxt26dXLsXlHl7y+TPDc3mRwPHChfIyJLljnBK+pf5IowJnhE1qhaNeCHH7KfkAEAJ07IyQYVKgCff150uyhr1ZLdtXZ2slbehAlKR0SUP61ayS93N2/KIRxUJDHBI7JmmhUybt82vEIGINetHD9ejtMbPhy4fLnQw1RcSAiwfLm8Pncu8N13ysZDlB8uLrKVHmA3bRHGBI+oKMg8IeOXXzLWrMwsKQlYtAioUkUWVt6/v2h17/TvL5NhQM483rZN2XiI8oPj8Io8JnhERYmdnZxkERGR/YQMANi5U7Zq1akDrFgh18ItCj75RBZAVquB3r1l+RQiS6RZtuzgQU4eKqKY4BEVRcZMyACAc+dkDb2AAGDqVCA6uvBjLUwqlWzF7NhRrvHbpQtw5YrSURHlXa1agLe3bJk/dkzpaEgBTPCIijpjJmQ8eABMmSKLAb/9NvDPP4UeZqGxs5N1BevXBx49Ajp0AB4+VDoqoryxscloxWM3bZHEBI+IpMwTMr75RlbDzyolRXbZ1qolu3B37rTOsiKurvK5BQYCV6/KMYlJSUpHRZQ3HIdXpDHBIyJdLi7A++/L2bTZTcgA5CSMzp1lC+CiRXLpNGvi7S1r5Hl5ySLSvXtzbV+yLG3byp9nzlj/8ArSwwSPiAwzdkLG5cuyvIq/vyy3cudO4cZZkKpUkeMUHR3lz5Eji9bMYrJspUsDdevK63v3KhsLFTomeESUs8wTMv79N/sJGU+eyILJgYGygPKJE4Ufa0Fo2hRYsyZjAsa8eUpHRGQ8TTctE7wihwkeERmvatXcJ2Skpckl0Bo1ksnRpk1ymyXr3h2YP19e//hjYO1aZeMhMlbmBM8ax8tStpjgEVHeGTMhA5DlGXr0ACpVAr76CoiLK9w4TWnUKOCDD+T1gQNlfTEic9ekiZw09OABcPas0tFQIWKCR0QvTjMhI6cVMgDZ4jd2rFwObfRo4Nq1Qg3TZObNkwlrairQrRtw/rzSERHlzMEBaN1aXuds2iKFCR4R5Z+trXETMhITgQULZItet27AoUOWNWnBxgb46Se5zmdcnCyIfPeu0lER5Yz18IokJnhEZDpZJ2QMHSpnoGYlBLB1K9CyJdCgAbB6tayxZwmcnOQ6tVWryi7qjh2B+HiloyLKnmYc3tGj8ksWFQlM8IioYFStCixdKrtnP/tM1pMz5O+/gX79gPLlgZkz5eoR5s7LS9bI8/GRy7l17245CSoVPZUqyXGyqanAH38oHQ0VEiZ4RFSwvL2B6dOBW7dynpBx/75MBP39gXfflS2A5qx8ebnahYsLsG+fbK20pO5mKjpUKq5qUQQxwSOiwmHshIznz2XLX/XqQGioLO9grolTvXrAxo1yDOJPPwGTJikdEZFhTPCKHCZ4RFS4Mk/IOHQo+wkZALB7tzwx1awJLFsGPHtWeHEaKzQU+P57eX3GDFknkMjctG4t//ciI4Hr15WOhgoBEzwiUoZKBTRvnvOEDDs7OXP1wgW5v1w5YOJE2Z1rTgYPzmi9GzYM2LVL2XiIsvLwAIKD5XW24hUJZpHglS9fHiqVSu8yfPhwAMDz588xfPhwlChRAq6urujevTuisyycfOvWLXTq1AnFihVD6dKlMW7cOKRZevV8oqIiuwkZaWkywXNxAZyd5QSMGTOAgABgwAC5iLq5mDJFFkBOT5ctlCdPKh0RkS4uW1akmEWCd+LECdy/f197CQsLAwD06NEDADBmzBj89ttv2LhxI/7880/cu3cPr7/+uvb26enp6NSpE1JSUnDs2DGsWrUKK1euxCSOhyGyLIYmZKSlAU+fyhmAXl5AyZLy+k8/yYXUW7WSZUvS05WNXaWSSWrbtkBSEtCpE7vCyLxoErz9++X/EFk3YYZGjRolKlasKNRqtYiNjRX29vZi48aN2v3//vuvACDCw8OFEELs2rVL2NjYiKioKO0xixcvFu7u7iI5Odnox42LixMARFxcnOmeDBG9uLQ0ITZuFKJRIyHkVAshVCohfH2F8PcXwtY2Y3vFikIsXChEQoKyMcfFCVG7toypShUhHj1SNh4ijbQ0IUqUkO/Nw4eVjsakeP7WZxYteJmlpKRg9erVePvtt6FSqXDq1CmkpqYiJCREe0zVqlVRrlw5hIeHAwDCw8NRs2ZNeHt7a49p37494uPjceHChWwfKzk5GfHx8ToXIjIjtrbAG28Af/0lJ2S8+qpM5+7fl0WGfX1ljS93d+DqVWDkSLkc2rhxshVQCe7ucgyevz9w6RLQtat5Tg6hosfWFtCcSzkOz+qZXYK3detWxMbGYuDAgQCAqKgoODg4wNPTU+c4b29vREVFaY/JnNxp9mv2ZWf27Nnw8PDQXvz9/U33RIjIdDQTMrZt052QcecOcOUKUKwYUKOGTO7i4oAvvgAqVAB69gT+/4tgofLzk4WQPTzk6gH9+gFqdeHHQZQVy6UUGWaX4C1fvhyhoaHw8/Mr8MeaMGEC4uLitJfbt28X+GMSUT4ZmpARFSVn2j59KmvT1awpx+Rt3Ag0aQI0bgxs2CDH8xWWGjXkcmwODsDmzcDYsYX32ETZ0axLe/Ik8PixsrFQgTKrBO/mzZvYt28fhgwZot3m4+ODlJQUxMbG6hwbHR0NHx8f7TFZZ9VqftccY4ijoyPc3d11LkRkITJPyPj2W9li9+SJXPrs8mWZ1DVpIhOsiAigVy95zNy58rjC0KoVsGqVvP7118D8+YXzuETZKVMGePllOdRh3z6lo6ECZFYJ3ooVK1C6dGl06tRJu61+/fqwt7fH/v37tdsuXbqEW7duIfj/a/oEBwfjn3/+wYMHD7THhIWFwd3dHdWrVy+8J0BEhc/FBRg+XCZ1GzcCjRoBycly3N6xY7JFr00boFQpOW7v44/l+DjNqhoFrVcvmVQCshVv06aCf0yinLCbtkhQCWEeawCp1WoEBgaid+/emDNnjs6+YcOGYdeuXVi5ciXc3d0xYsQIAMCxY8cAyDIpderUgZ+fH+bOnYuoqCj069cPQ4YMwaxZs4yOIT4+Hh4eHoiLi2NrHpGlEgI4ckSOw9u+PWN7nTpybNyNG8DFi3KbSgV07gyMGSNb21SqgotpxAjgu+/k2MF9+4BmzQrmsYhyExYmu2r9/OQ41oJ63xcinr/1mU2Ct3fvXrRv3x6XLl3CSy+9pLPv+fPnGDt2LNatW4fk5GS0b98eixYt0ul+vXnzJoYNG4Y//vgDLi4uGDBgAObMmQM7OzujY+AbhMjK/Pcf8NVXsmZecrLcVqECULs2EBsLHDyYcWzt2sDo0UDv3voraphCejrQvbucKFK8uGxdrFrV9I9DlJtnz+TY1efPgX/+kV22Fo7nb31mk+CZA75BiKxUdLQcp7doERATI7d5ecmSEenpcsZrUpLc7u0NvPeeXHKsVCnTxpGUJLuL//oLKF9ezvDNYZwwUYHp0EF20X75JfDBB0pHk288f+szqzF4REQFwtCEjJgY4JdfgB07gI4d5TJjZcrIZHDyZDlOb8gQ4Px508VRrJjsNq5USXYVd+oEJCaa7v6JjMVxeFaPLXiZ8BsAURGRng78+iswbx5w/HjG9tBQuTzaiRPyotG2rey+7dBBro2bX1evyoXfHz6Uj7l9O5CH4SRE+Xbxoizl4+Qkv+w4OysdUb7w/K2PLXhEVPQYWiEDkF21ixbJJG7MGOC11+T1sDDZ2lajBrBkSUZ37ouqWFG2HDo7y8ccNkxOxCAqLNWqycLgz5/L/wGyOkzwiKjoyrpCxjvvyAkWERGyZt25czLRe/dduQTZf//JZMzfH/jkE+Du3Rd/7EaNgPXrZQK5bBkwc6bpnhdRblSqjKLH7Ka1SuyizYRNvESE6GhZzuS773QnZPTrJ2vurVsHXL8ut9vZyeXQxowBGjR4scdbvFhO6gCAlSuBAQPy/RSIjPLLL8Cbb8qWaVOONVUAz9/6mOBlwjcIEWk9fSoTrq++Aq5dk9scHYG+fYHKlYFdu4DDhzOOb9ZMJnpdu8ou4LyYMAGYM0cmjLt2yTF/RAUtJkbOFFerZRHwsmWVjuiF8fytj120RESGZLdCxo8/yoSseHHZjdu3r0zMjhyRde4qV5bLksXHG/9YM2cCffrItXK7dwfOni2wp0Wk5eUFNGwor+/dq2wsZHJM8IiIcpJ5QsbhwxkTMrZvly12V67IWmIffyxPmNevy+1ly8qfmu7cnNjYyMSxdWsgIUGWbbl1q2CfFxHAcilWjF20mbCJl4iMcumS7LpdtUp3hYz//U+25i1dKidkADJ5e+01mew1bZrzslCxsbKr98IFoHp12SpYvHhBPxsqyo4ele+54sVl2Z68Di8wEzx/62OClwnfIESUJ9lNyBg2DHjpJWDNGt2urwYNZKLXowdgb2/4Pm/fBho3Bu7dA1q2lC0rBbF0GhEghwWULAnExcnZ440aKR3RC+H5Wx+7aImIXpS3NzBtmv4KGTNnypIrAQHApk1yRQxHR+DkSTlmr3x5YPbsjKQwM39/WRvPzQ3480+5woZaXdjPjIoKOzu5fB7AblorwwSPiCi/Mk/I2LQJCAqSXbc//CDH7z14AKxdK5NBb2/ZOvfJJ3Kc3rBhGd25GrVqAVu2yJPv+vVyUgdRQeE4PKvELtpM2MRLRCYhhBzb9MUXcjKG5mO2USNg5EggJQVYuBA4cybjNqGhsvs2JCRjnN5PP2XUxfv2W5lEEpnajRtyiT5bW+DxY8DDQ+mI8oznb31swSMiMjWVSg5c37pVd4WM48eBt94CZswABg8Gdu6Us3JVKtkt266dbL1bvlwuIdW/vzwWkInhtm2KPi2yUuXLyzGj6enA/v1KR0MmwgSPiKggVakCfP+9HKc3caKchHHtGjBihFwdo1YtWX7l/fdlV+/583LMXrlywOTJMhEcOlSOw+vdW5ZrITI1TTct6+FZDSZ4RESFoXRpwxMyZsyQg9yTk4F9+4B582Ry9/ChPD4gAEhKkuP1nj0DunSRtfeITCnzODyO3LIKHIOXCfvwiajQpKfLLtx582R5Co0uXeRYvIcP5UoZhlrsKlSQ20uVKrRwyco9fSpbl1NSZJ3Hl15SOqI84flbH1vwiIiUYGsrlyULD5ddtF27yrF4v/0GvPKKXB3jgw/kZI0339QtQHvtmmwRfPhQufjJuri4yHGjAGfTWgkmeERESsppQkbPnnJSRrNmcmzeuHG6ty1dGvjwQ1kcmSi/WC7FqjDBIyIyF5knZEyaBJQoIdeyHTFCLnPm6CjH3/XqlXGbL7+UJS569dLt6iXKq3bt5M+DBzOW4COLxTF4mbAPn4jMSlISsHKlXPf26lW5zdFRlk8pV07Oys0qOFiO4bt4UQ6WnzKlMCMmS6ZWA35+cgm+AweA1q2VjshoPH/rYwseEZG5KlYMeO89Oeg96woZEyfqjstzcJCX8HDZtTtlirweG6tU9GRpbGwyWvHYTWvxmOAREZm77CZkpKdnHJOWBqxaBbRsmbFt715ZXmXkyIwWQKKccBye1WAXbSZs4iUii3HpkiyjsnKl/nipiRNl/bz584ELF+Q2lUqumjFmDNCiRcZyaESZPXgg10sGgKiojOtmjudvfWzBIyKyRFWqAEuWZEzI0LC3lwWSBw8G/vlHtuKFhsrxeNu2Aa1aAfXry3VuU1IUC5/MVOnSQN268jpXtbBoTPCIiCxZ6dKAnZ287uAApKYC06fL31UqoG1bYNcuOenif/8DnJ2B06eBAQNkK9+MGcCjR8rFT+aHy5ZZBSZ4RESWbPp02YI3bZrsqp02Tf6uSfI0qlUDFi+WNfNmzZKzJaOiZHeuv79c71bTnUtFW+YET61WNhZ6YUzwiIgsVebkTlMyZeLE7JM8QNbWmzBB1tdbvVp21z5/DixbBrz8sjy5797N9UiLsiZNAFdXOR7v7Fmlo6EXxASPiMhSpafrJncamiQv8yzbrBwcgL59gRMngEOHgG7dZJeuZsxejRrA0qXAs2cF+xzI/Dg4ZNTA42xai8VZtJlwFg4RFWnXrgHffAMsXw4kJMhtJUoA774LDB8uu3WpaPj2W7mCSqtWcmULM8fztz624BERkVShgiytcueOXD2jfHng8WM5Zq98eaBfP+Dvv5WOkgqDZhze0aNAYqKysdALYYJHRES63N1lvbwrV+QKGk2bytm5mjF7LVsCW7fm3AVMlq1SJbnGcWoq8McfSkdDL4AJHhERGaZZQePIEeD4caBPH1mSRTNm76WXgAULMrpzyXqoVFzVwsIxwSMiotw1bAisWSNn344fDxQvLsfsjR4tl0MbOxa4cUPpKMmUmOBZNCZ4RERkvLJlgdmzZT29xYvlihrx8XLMXsWKQI8ectwW5+9ZvtatZStuZKRM7MmiMMEjIqK8c3GRK2NcvAjs3AmEhMiiuJs2Ac2aAUFBwLp1cgwXWSYPDyA4WF7nqhYWhwkeERG9OBsboGNHICwMOHcOePttwNFR1tfr00fOzP38c+DJE6UjpRfBblqLxQSPiIhMo2ZNWUPv1i1g6lS5Tu6dO3LMXtmyspbe5ctKR0l5oUnw9u9na6yFYYJHRESmVbq0XCrt1i1gxQqgVi0gKQlYtEiO2evcWSYMHKdn/urVk8Wu4+OBiAilo6E8YIJHREQFw9ERGDgQOHNGJnSdO8vtmjF7derIBPD5cwWDpBzZ2gJt28rr7Ka1KEzwiIioYKlUwCuvAL/9Bly6JLtqixXLGLMXEABMmQJERysdKRnSrp38yYkWFoVr0WbCteyIiArJkyfADz/ItW/v3JHbHByAvn3lKho1ayobH2W4e1eOoVSpgIcPZZetmeH5Wx9b8IiIqPAVLw589JEslrxuHdCoEZCSkjFmLyREduWq1UpHSmXKAC+/LMdM7tundDRkJCZ4RESkHHt7oFcvOYD/2DFZKNnGJmPMXrVqcnLG06dKR1q0sVyKxWGCR0RE5iE4GPjlF9mqN3Ys4O4uy6oMHw74+8tyK5ruXCpcmRM8juyyCEzwiIjIvAQEAF98IZO5BQtkseQnT2TB5MBAWUD5xAmloyxamjUDnJyAe/fk6iVk9pjgERGReXJzA0aOlK14W7cCLVsCaWkZY/aaNpVLo6WlKR2p9XN2lq8/wG5aC8EEj4iIzJutLdC1K/DHH8CpU0C/fnLsnmbMXqVKwFdfAXFxSkdq3TgOz6IwwSMiIstRrx7w00/AzZvAp5/Kkh03b8oxe2XLAqNGAVevKh2lddIkeIcOAc+eKRsL5YoJHhERWR5fX2DGDOD2bWDpUqB6dSAxEVi4EKhcGejWTSYinBBgOtWqyST6+XP52pJZY4JHRESWy9kZGDoUOH8e2L1btjIJkTFmr0EDYPVqWWOP8kel4qoWFoQJHhERWT6VSiZ3u3cDFy4A77wjZ33+/bccs1e+PDBzJvDokdKRWjaOw7MYXKosEy51QkRkRR49Ar7/HvjuO+D+fbnNyQno3x8YPVp2OVLexMQApUrJFUZu35ZdtmaA5299bMEjIiLrVLKknIhx44acmFG3rhw/phmzFxoquxrZzmE8Ly+gYUN5nd20Zo0JHhERWTcHB9lNe+oU8OefwGuvyS5dzZi9mjWBZcs4M9RY7Ka1CEzwiIioaFCpgBYtgF9/BSIjZRFlV1c5Zm/oUKBcOWDixIzuXDJMM9EiLAxIT1c2FsoWEzwiIip6KlaUy6DduQN8+aVcHu3RI1l6JSAAGDAAOHNG6SjNU1AQ4OEhl487dUrpaCgbTPCIiKjo8vAAPvgAuHIF2LgRaNIESE3NGLPXqhWwbRtbqjKzswPatJHX2U1rtswmwbt79y7eeustlChRAs7OzqhZsyZOnjyp3S+EwKRJk+Dr6wtnZ2eEhIQgMjJS5z5iYmLQt29fuLu7w9PTE4MHD0ZiYmJhPxUiIrI0dnbAG28AR48CERFAr15yiTTNmL0qVYBvvpHFlInj8CyAWSR4T548QdOmTWFvb4/ff/8dFy9exJdffonixYtrj5k7dy4WLlyIJUuWICIiAi4uLmjfvj2eP3+uPaZv3764cOECwsLCsGPHDhw6dAjvvPOOEk+JiIgsVaNGwLp1wPXrwMcfA56ecvmzkSNlWZBx44Bbt5SOUlmaBO+vv7gGsJkyizp448ePx9GjR3H48GGD+4UQ8PPzw9ixY/Hhhx8CAOLi4uDt7Y2VK1eiV69e+Pfff1G9enWcOHECDRo0AADs3r0bHTt2xJ07d+Dn55drHKyjQ0REep4+BVatAr7+Wk7OAGTr3uuvA2PGAMHBioanmKpVgUuXgM2b5WuhIJ6/9ZlFC9727dvRoEED9OjRA6VLl0bdunXxww8/aPdfv34dUVFRCAkJ0W7z8PBAUFAQwsPDAQDh4eHw9PTUJncAEBISAhsbG0RERBh83OTkZMTHx+tciIiIdLi4AO+9B/z3H/Dbb8Arr8gxeZoxe40bAxs2AGlpSkdauLhsmVkziwTv2rVrWLx4MSpXrow9e/Zg2LBhGDlyJFatWgUAiIqKAgB4e3vr3M7b21u7LyoqCqVLl9bZb2dnBy8vL+0xWc2ePRseHh7ai7+/v6mfGhERWQsbG6BzZ2D/fjnDduBAWWNPM2avQgVg7lw5u7QoyDwOT/nOQMrCLBI8tVqNevXqYdasWahbty7eeecdDB06FEuWLCnQx50wYQLi4uK0l9u3bxfo4xERkZWoXRtYsUKOxZs8WS7fdfu2HLPn7w+8/35Gd661atVKJrg3blj/c7VAZpHg+fr6onr16jrbqlWrhlv/P4jVx8cHABAdHa1zTHR0tHafj48PHjx4oLM/LS0NMTEx2mOycnR0hLu7u86FiIjIaN7ewJQpMtFbvlyuivH0qVz/tkoV4NVXgYMHrbOFy8UFaNZMXudsWrNjFgle06ZNcenSJZ1tly9fRkBAAAAgMDAQPj4+2L9/v3Z/fHw8IiIiEPz/g1uDg4MRGxuLU5mKLh44cABqtRpBQUGF8CyIiKjIcnIC3n4bOHsW2LcP6NRJJnWaMXt16wIrVwLJyUpHalosl2K2zCLBGzNmDP766y/MmjULV65cwdq1a7F06VIMHz4cAKBSqTB69GjMmDED27dvxz///IP+/fvDz88Pr732GgDZ4tehQwcMHToUx48fx9GjR/H++++jV69eRs2gJSIiyjeVShYB3rFDTsoYNgxwdpaJ36BBcpWMadOALD1OFksz0eLgQetLXi2cWZRJAYAdO3ZgwoQJiIyMRGBgID744AMMHTpUu18IgcmTJ2Pp0qWIjY1Fs2bNsGjRIrz00kvaY2JiYvD+++/jt99+g42NDbp3746FCxfC1dXVqBg4zZqIiEwuJgZYuhT49lvg7l25zdEReOstYPRo4OWXFQ0vX9RqwM8PiI4GDhwAWrdWJAyev/WZTYJnDvgGISKiApOaCmzaBMyfD5w4kbG9bVuZ6HXoIGfqWpr+/YGff5YTTObMUSQEnr/1WeA7iYiIyALZ2wO9e8uyKkeOAN27y4QuLEyO2atRA1iyBEhKUjrSvOE4PLPEBI+IiKgwqVRA06ayNe/KFbkahptbxpg9f3/gk08yunPNXdu28ueZM7KrlswCEzwiIiKlBAYCX30F3Lkjl0ILDJRj9mbPBsqXB/r2BU6eVDrKnJUuLWcJA7I1kswCEzwiIiKlubsDo0bJgsFbtgDNm8ulz9auBRo2lL9v2SKXSDNH7KY1O0zwiIiIzIWtLdCtG3DokGy5e+stwM4uY8xe5cqypc/c1k7XJHh798qZtaQ4JnhERETmqH59OTv15k05Js/LC7h+XY7ZK1tW/rx+XekopSZNAFdXWd/v7FmloyEwwSMiIjJvfn7AzJlyrdslS4CqVYGEBNmSV6mSbNk7ckTZ5dAcHDJq4LGb1iwwwSMiIrIExYoB774LXLgA7NolV5FQqzPG7DVqBKxZI+vtKUGzqsXevco8PulggkdERGRJbGyA0FDZUnb+PDBkiFwZQzNmr3x5OQs3JqZw49KMwztyBEhMLNzHJj1M8IiIiCxVjRrADz/I7ttp0wBvb+DePTlmr2xZWVfvv//ksVOmANOnG76f6dPl/vyoVEmWeUlNBf74I3/3RfnGBI+IiMjSlSoFTJwoJ2SsWgXUqQM8eybH7FWrBnTsKCdkTJqkn+RNny6329rmLwaViuVSzAgTPCIiImvh6CjXhv37b+DgQeDVV2Xi9fvvwE8/yaLEkyYBkyfL4zXJ3bRpMkHMLyZ4ZkMlhJLTbswLFysmIiKrExkpx+StXKk709bWVhZONlVyB8j6fF5e8n6vXZNdtoWA5299dkoHQERERPmQnCzXrb19G7h1S/7MfLl1C4iN1b9derosb2Kq5A6QK3IEB8uJFnv3ylm/pAgmeEREROYqPR24f99w0qa5Hh1t3H15eAD+/jIhjIyUK2SkpMhuWlMmee3bywRvzx4meApigkdERKQEIYBHj7Jvebt9W7bMGbP+rJOTTN78/YFy5TKuZ764u+uPudP8DpguyWvfXt7X/v1yRq29vWnul/KECR4REVFBiIvLueXtzh3g+fPc78fWVpY8MZS0aZK5EiXkZIqcGJpQoflpyiSvXj0Zz+PHQEQE0KxZ/u+T8owJHhERUV49eyYTtOxa3m7dksuJGcPHJ+fWNx+f/JcwAbKfUKH53ZiWQmPY2gJt2wLr18txeEzwFMFZtJlwFg4RESE1VRYLzq7l7fZt2bVqDC+vnFveypSREx2szYoVwNtvy+XTIiIK/OF4/tbHFjwiIio61GrgwYOcW96iouRxuXFxyX3cm4tLwT8nc6RZl/bECdlVW6KEsvEUQUzwiIjIOggBPHmSc8vbnTuyhS43Dg6Gx71lTuQ8PXMf91ZUlSkDvPyyXCt33z7gzTeVjqjIYYJHRESW4enTnGu93b4NJCXlfj82NoCvb/atbv7+csUHGy72lC/t28sEb88eJngKYIJHRETKy1ysN7vWtydPjLuvUqWyb3Xz9wf8/GQNOCpY7dsDX34pEzwh2NpZyPgOJyKigpWeLse15TTuzdhive7u2Y95K1dOdqs6ORXs8yHjNGsm/xb37gEXLwI1aigdUZHCBI+IiF5c5mK92bW83bsHpKXlfl+Zi/Vm1/rGGZKWw9kZaNlStuDt2cMEr5AxwSMiouzFx+fc8paXYr1lymQ/7q1cOeOK9ZJlad8+I8H74AOloylSmOARERVVmmK92bW83b4tEzxjZC7Wa6jlzVTFesmytG8vfx46JN9vzs7KxlOEMMEjIrJGhor1Zk3kjC3WW7x4zi1v1lqsl/KvWjU5LvLOHZnkaRI+KnBM8IiILI2mWG9OLW/37+e9WG92kxeKarFeyj+VShY9/vFHuWwZE7xCwwSPiMicGCrWmzWRu3sXSEnJ/b7s7bOv86ZJ5Fislwpa+/YywduzR5ZNoULBBI+IqDBpivXm1Pr29Gnu96Mp1ptTyxuL9ZI5CAmR78MLF2RXbdmySkdUJDDBIyIylZQU3UkLhhK5Fy3WmzWR8/WVLXRE5s7LC2jYEIiIkN20b7+tdERFAhM8IiJjaIr15tTyFh0tu1hzoynWm13LW9mynG1I1qV9e5ng7dnDBK+QMMEjIjJUrDdrIpefYr1ZEzkW66WiZMoU+f8DAPv2yS9LmpI506fL36dMUSo6q8UEj4isX3x8zi1vt2/nrVhvdi1v/v5AyZKctECUma0tsGwZ4OgIxMQAp04BjRrJ5G7SJGDaNKUjtEpM8IjIsj1/nnPLW36K9WZN5FislyhvUlOB996TY0/nz5fbNCtbaJK7iROVjdFKMcEjIvOVlpZRrDe7lreHD427r+LFc255K1NGtjAQFXVCAMnJ8otRbpe4uJz3G2oZnzxZPgaTuwLFBI+IlJG1WK+hlrcXLdZrKJFjsV6ydkLIEjvGJGa5XVJTTRtbsWJy7KlmIpKDA5O7AsYEj4hMTwggNjbnlrc7d4wv1lu2bPatb+XKsVgvWbb0dCAhIf9JWUKCcV+IjKVSAW5uMjHLz8XNDbCzyxhz5+Ag//enT2eSV4CY4BFR3mUt1muo9e1FivUaan1jsV4yVykppmktM+Z/JS9sbXNOuDw8jEvMXFxM97+XeULFxIkZvwNM8goIEzwi0pWSIpfCyqn1LSbGuPsqWTLncW9+fizWS4VLCDkuLD8JmWbcWXKyaWNzdMx/a5m7u6yhaE4t2lmTOyDjJ5O8AsMEj6goyVqs11DL24sU6zXU8sZivWRKarXpxpcZU88wL1xcTNONaa2TfNLTDU+o0Pyenl74MRUBKiGM+SQvGuLj4+Hh4YG4uDi4sxApWRohgMePc255u3vXuJObo2POLW/+/rKbhyg3aWmmG19mytOVSmWa1jJXVzm+jBTF87c+viuJLEXmYr2GWt7u3AGePcv9fjIX681uximL9VJ248tyK4uR9ZKUZNq47OzynoQZGnNWrBjHdpJVY4JHZA6eP5cJWnYtb7duyZOlMby9s295K1eOxXqtmRAyyTdFN6apx5c5OZmmxczJiV8+iIzABI+ooGUu1pvdcll5LdabXcsbi/VaJrUaSEw0TWJm6vFMrq6mGV/m4GDauIgoR0zwiPJDrZbJWU4tb8YW6y1WLOeWt7Jl5cmWzEdammmSsoQE08ZlY2O68WVs7SWySEzwiLKTuVhvTuPe8lqsN7vJC8WLs+upsJhqGSZjxjzmhZ2d8TXKchpvVqwY30tERRwTPCq6kpJynnF665ZxBUhVKlnPLbuWNxbrNQ0h5N/MFC1mxiTleeHsbJoWM0dHJmZEZBJM8Mg6ZS7Wm924t7wW682u5Y3FenOWnm668WWmXIYJMN0yTPz7E5GZYYJHlic9XRbjzanlzdhivW5u2a9vWtSL9aammiYpS0w0bVw5jS/LS/emqytbVYnIajHBI/OSuVhvdi1veS3Wm1PBXmsr1iuE8ePLcruYenyZvX3+x5e5u3N8GRGREZjgUeFKSMi55S0/xXqzJnKWVKxXCNMtw5SaatrYihUz3fgyIiIqFEzwyHQ0xXqza3m7fVvOSjSGt3fOrW++vuZRviE93XTLMJlyfJlKZbrxZVyGiYjI4vCTm4xjqFhv1kTuRYv1Zk3kCqNYb0pKzomZscsxGTPLNi9sbfNeEsPQdhcXji8jIirCmOBRRrHenFre7t0zvlhvbuPeXrRYrxCyldAU3ZjPn79YDNlxdDRNN6azs+V0KxMRkdligmfthJCtUbmNe3uRYr2GEjlDxXrV6ozxZbdv5y8xM2ZyRV64uJimG5Pjy4iIyIwwwStI5cvLbrJr1/T3VaggE58bN/L3GJpivTm1vhlTpkKlkuPaMidsfn6yC1BzcXbWr2cWHQ1ERuY+vsyYkiXGUqlM01rm6srxZUREZJXM4uw2ZcoUTJ06VWdblSpV8N9//wEAnj9/jrFjx2L9+vVITk5G+/btsWjRInh7e2uPv3XrFoYNG4aDBw/C1dUVAwYMwOzZs2Gn5Ancxga4fl0mc5mTvAoV5PbAwJxvb6hYb9ZEzthivVnZ2QGenhnJm4uLnL365Alw86ZMzJKSXuy+c3rM/CRkmvFmxYpxfBkREVEOzCLBA4AaNWpg37592t8zJ2ZjxozBzp07sXHjRnh4eOD999/H66+/jqNHjwIA0tPT0alTJ/j4+ODYsWO4f/8++vfvD3t7e8yaNavQn4vWtWsZyZwmycuc3B05AkREZCRsly4BFy7IS2xswcaWlgY8eiQvuXFyMk2LmZMTx5cREREVApUQpuw7ezFTpkzB1q1bcebMGb19cXFxKFWqFNauXYs33ngDAPDff/+hWrVqCA8PR+PGjfH777+jc+fOuHfvnrZVb8mSJfj444/x8OFDODg4GHzc5ORkJCcna3+Pj4+Hv78/4uLi4O7ubron6OcH3L9vuvszlquracaXZfP6ERERmYP4+Hh4eHiY/vxtwcymBS8yMhJ+fn5wcnJCcHAwZs+ejXLlyuHUqVNITU1FSEiI9tiqVauiXLly2gQvPDwcNWvW1Omybd++PYYNG4YLFy6gbt26Bh9z9uzZel3DBWLmTODtt/N+u9KlZYufphs1r+PLzKFOHBERERU6s0jwgoKCsHLlSlSpUgX379/H1KlT0bx5c5w/fx5RUVFwcHCAp6enzm28vb0RFRUFAIiKitJJ7jT7NfuyM2HCBHzwwQfa3zUteCY3aZLu725uwIwZQJUqctZp1vpl7MYkIiKifDCLBC80NFR7vVatWggKCkJAQAB++eUXOBfgQu+Ojo5wLOjyFhUqyDIkgYG6Y/C+/trw7FoiIiKifDLLqYienp546aWXcOXKFfj4+CAlJQWxWSYdREdHw8fHBwDg4+OD6Ohovf2afYrJPKFCk8xduyZ/10y8ICIiIjIxs0zwEhMTcfXqVfj6+qJ+/fqwt7fH/v37tfsvXbqEW7duITg4GAAQHByMf/75Bw8ePNAeExYWBnd3d1SvXr3Q49dSq3WTOw1NkmfKtUeJiIiI/p9ZdNF++OGH6NKlCwICAnDv3j1MnjwZtra26N27Nzw8PDB48GB88MEH8PLygru7O0aMGIHg4GA0btwYANCuXTtUr14d/fr1w9y5cxEVFYXPPvsMw4cPL/gu2JzkVMSY3bNERERUQMwiwbtz5w569+6Nx48fo1SpUmjWrBn++usvlCpVCgAwf/582NjYoHv37jqFjjVsbW2xY8cODBs2DMHBwXBxccGAAQMwbdo0pZ4SERERkWLMog6euWAdHSIiIsvD87c+sxyDR0REREQvjgkeERERkZVhgkdERERkZZjgEREREVkZJnhEREREVoYJHhEREZGVYYJHREREZGWY4BERERFZGbNYycJcaGo+x8fHKxwJERERGUtz3ubaDRmY4GWSkJAAAPD391c4EiIiIsqrhIQEeHh4KB2GWeBSZZmo1Wrcu3cPbm5uUKlUJr3v+Ph4+Pv74/bt21xGpRDw9S58fM0LH1/zwsXXu/AZ+5oLIZCQkAA/Pz/Y2HD0GcAWPB02NjYoW7ZsgT6Gu7s7PxgKEV/vwsfXvPDxNS9cfL0LnzGvOVvudDHNJSIiIrIyTPCIiIiIrAwTvELi6OiIyZMnw9HRUelQigS+3oWPr3nh42teuPh6Fz6+5i+OkyyIiIiIrAxb8IiIiIisDBM8IiIiIivDBI+IiIjIyjDBIyIiIrIyTPCIiIiIrAwTvHyYMmUKVCqVzqVq1ara/c+fP8fw4cNRokQJuLq6onv37oiOjta5j1u3bqFTp04oVqwYSpcujXHjxiEtLa2wn4rFuHv3Lt566y2UKFECzs7OqFmzJk6ePKndL4TApEmT4OvrC2dnZ4SEhCAyMlLnPmJiYtC3b1+4u7vD09MTgwcPRmJiYmE/FYtQvnx5vfe4SqXC8OHDAfA9bmrp6emYOHEiAgMD4ezsjIoVK2L69Ok6C6jzPW56CQkJGD16NAICAuDs7IwmTZrgxIkT2v18zfPn0KFD6NKlC/z8/KBSqbB161ad/aZ6fc+dO4fmzZvDyckJ/v7+mDt3bkE/NfMm6IVNnjxZ1KhRQ9y/f197efjwoXb///73P+Hv7y/2798vTp48KRo3biyaNGmi3Z+WliZefvllERISIk6fPi127dolSpYsKSZMmKDE0zF7MTExIiAgQAwcOFBERESIa9euiT179ogrV65oj5kzZ47w8PAQW7duFWfPnhWvvvqqCAwMFM+ePdMe06FDB1G7dm3x119/icOHD4tKlSqJ3r17K/GUzN6DBw903t9hYWECgDh48KAQgu9xU5s5c6YoUaKE2LFjh7h+/brYuHGjcHV1FQsWLNAew/e46fXs2VNUr15d/PnnnyIyMlJMnjxZuLu7izt37ggh+Jrn165du8Snn34qtmzZIgCIX3/9VWe/KV7fuLg44e3tLfr27SvOnz8v1q1bJ5ydncX3339fWE/T7DDBy4fJkyeL2rVrG9wXGxsr7O3txcaNG7Xb/v33XwFAhIeHCyHkm97GxkZERUVpj1m8eLFwd3cXycnJBRq7Jfr4449Fs2bNst2vVquFj4+PmDdvnnZbbGyscHR0FOvWrRNCCHHx4kUBQJw4cUJ7zO+//y5UKpW4e/duwQVvJUaNGiUqVqwo1Go13+MFoFOnTuLtt9/W2fb666+Lvn37CiH4Hi8ISUlJwtbWVuzYsUNne7169cSnn37K19zEsiZ4pnp9Fy1aJIoXL67zufLxxx+LKlWqFPAzMl/sos2nyMhI+Pn5oUKFCujbty9u3boFADh16hRSU1MREhKiPbZq1aooV64cwsPDAQDh4eGoWbMmvL29tce0b98e8fHxuHDhQuE+EQuwfft2NGjQAD169EDp0qVRt25d/PDDD9r9169fR1RUlM5r7uHhgaCgIJ3X3NPTEw0aNNAeExISAhsbG0RERBTek7FAKSkpWL16Nd5++22oVCq+xwtAkyZNsH//fly+fBkAcPbsWRw5cgShoaEA+B4vCGlpaUhPT4eTk5POdmdnZxw5coSveQEz1esbHh6OFi1awMHBQXtM+/btcenSJTx58qSQno15YYKXD0FBQVi5ciV2796NxYsX4/r162jevDkSEhIQFRUFBwcHeHp66tzG29sbUVFRAICoqCidE59mv2Yf6bp27RoWL16MypUrY8+ePRg2bBhGjhyJVatWAch4zQy9pplf89KlS+vst7Ozg5eXF1/zXGzduhWxsbEYOHAgAPA9XgDGjx+PXr16oWrVqrC3t0fdunUxevRo9O3bFwDf4wXBzc0NwcHBmD59Ou7du4f09HSsXr0a4eHhuH//Pl/zAmaq15efNfrslA7Akmm+VQNArVq1EBQUhICAAPzyyy9wdnZWMDLrpFar0aBBA8yaNQsAULduXZw/fx5LlizBgAEDFI7O+i1fvhyhoaHw8/NTOhSr9csvv2DNmjVYu3YtatSogTNnzmD06NHw8/Pje7wA/fzzz3j77bdRpkwZ2Nraol69eujduzdOnTqldGhEL4wteCbk6emJl156CVeuXIGPjw9SUlIQGxurc0x0dDR8fHwAAD4+PnozDjW/a46hDL6+vqhevbrOtmrVqmm7xTWvmaHXNPNr/uDBA539aWlpiImJ4Wueg5s3b2Lfvn0YMmSIdhvf46Y3btw4bStezZo10a9fP4wZMwazZ88GwPd4QalYsSL+/PNPJCYm4vbt2zh+/DhSU1NRoUIFvuYFzFSvLz9r9DHBM6HExERcvXoVvr6+qF+/Puzt7bF//37t/kuXLuHWrVsIDg4GAAQHB+Off/7ReeOGhYXB3d1dL5EhoGnTprh06ZLOtsuXLyMgIAAAEBgYCB8fH53XPD4+HhERETqveWxsrM438wMHDkCtViMoKKgQnoVlWrFiBUqXLo1OnTppt/E9bnpJSUmwsdH9WLa1tYVarQbA93hBc3Fxga+vL548eYI9e/aga9eufM0LmKle3+DgYBw6dAipqanaY8LCwlClShUUL168kJ6NmVF6loclGzt2rPjjjz/E9evXxdGjR0VISIgoWbKkePDggRBClpAoV66cOHDggDh58qQIDg4WwcHB2ttrSki0a9dOnDlzRuzevVuUKlWKJSSycfz4cWFnZydmzpwpIiMjxZo1a0SxYsXE6tWrtcfMmTNHeHp6im3btolz586Jrl27GpxuX7duXRERESGOHDkiKleuzHIGOUhPTxflypUTH3/8sd4+vsdNa8CAAaJMmTLaMilbtmwRJUuWFB999JH2GL7HTW/37t3i999/F9euXRN79+4VtWvXFkFBQSIlJUUIwdc8vxISEsTp06fF6dOnBQDx1VdfidOnT4ubN28KIUzz+sbGxgpvb2/Rr18/cf78ebF+/XpRrFgxlkmhF/Pmm28KX19f4eDgIMqUKSPefPNNnZpsz549E++9954oXry4KFasmOjWrZu4f/++zn3cuHFDhIaGCmdnZ1GyZEkxduxYkZqaWthPxWL89ttv4uWXXxaOjo6iatWqYunSpTr71Wq1mDhxovD29haOjo6iTZs24tKlSzrHPH78WPTu3Vu4uroKd3d3MWjQIJGQkFCYT8Oi7NmzRwDQex2F4Hvc1OLj48WoUaNEuXLlhJOTk6hQoYL49NNPdUo/8D1uehs2bBAVKlQQDg4OwsfHRwwfPlzExsZq9/M1z5+DBw8KAHqXAQMGCCFM9/qePXtWNGvWTDg6OooyZcqIOXPmFNZTNEsqITKVSCciIiIii8cxeERERERWhgkeERERkZVhgkdERERkZZjgEREREVkZJnhEREREVoYJHhEREZGVYYJHREREZGWY4BERERFZGSZ4RERERFaGCR4RERGRlWGCR0RERGRl/g/yfmta+uDjwwAAAABJRU5ErkJggg==", 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", 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", 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Final solution for cluster 2 : [[500, 500], [500, 500], [804, 655], [955, 570], [987, 536], [894, 990], [628, 950], [590, 983], [540, 817]]\n", + "Total distance: 1836.8325428173955\n" + ] + } + ], + "source": [ + "start_time_generate = time.time()\n", + "cities = generate_cities(20) # generate 100 cities\n", + "cities[0] = [500, 500] # placing depot at the center\n", + "stop_time_generate = time.time()\n", + "\n", + "nb_truck = 3\n", + "\n", + "start_time_split = time.time()\n", + "clusters = split_tour_across_clusters(cities, nb_truck)\n", + "stop_time_split = time.time()\n", + "\n", + "for cluster in clusters.values():\n", + " print(len(cluster))\n", + "print(\"\\n---- TIME ----\")\n", + "print(\"generate cities time: \", stop_time_generate - start_time_generate)\n", + "print(\"split cities time: \", stop_time_split - start_time_split)\n", + "\n", + "# create new figure for annealing paths\n", + "plt.figure()\n", + "colors = ['b', 'g', 'r', 'c', 'm', 'y', 'k']\n", + "\n", + "for i, cluster_indices in enumerate(clusters.values()):\n", + " # Sélection d'une couleur pour le cluster\n", + " color = colors[i % len(colors)]\n", + " \n", + " # Récupération des coordonnées de la ville\n", + " cluster_cities = [cities[index] for index in cluster_indices]\n", + "\n", + " # Appel de la fonction simulated_annealing avec la couleur choisie\n", + " best_route = simulated_annealing(cluster_cities, color)\n", + " print(\"Final solution for cluster \", i, \":\", best_route)\n", + " print(\"Total distance: \", total_distance(best_route))\n", + "\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.3" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} From cff833f61d1b66f19a5b9b493a3d563a822a2852 Mon Sep 17 00:00:00 2001 From: Louis Date: Thu, 15 Jun 2023 15:51:51 +0200 Subject: [PATCH 03/18] =?UTF-8?q?Ajout=20des=20codes=20de=20tests=20et=20v?= =?UTF-8?q?aleurs=20d=C3=A9mo?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- tests/01_cluster_splitter.py | 64 +++++++++ tests/02_cluster_recuit_live_animation.py | 108 ++++++++++++++ tests/03_cluster_recuit_no_animation.py | 115 +++++++++++++++ tests/04_cluster_ant_colony_no_animation.py | 133 ++++++++++++++++++ tests/clustering.py | 81 +++++++++++ tests/data_sample/15_cities_minimum_293.txt | 1 + tests/data_sample/48_cities_minimum_33523.txt | 3 + 7 files changed, 505 insertions(+) create mode 100644 tests/01_cluster_splitter.py create mode 100644 tests/02_cluster_recuit_live_animation.py create mode 100644 tests/03_cluster_recuit_no_animation.py create mode 100644 tests/04_cluster_ant_colony_no_animation.py create mode 100644 tests/clustering.py create mode 100644 tests/data_sample/15_cities_minimum_293.txt create mode 100644 tests/data_sample/48_cities_minimum_33523.txt diff --git a/tests/01_cluster_splitter.py b/tests/01_cluster_splitter.py new file mode 100644 index 0000000..08ed30d --- /dev/null +++ b/tests/01_cluster_splitter.py @@ -0,0 +1,64 @@ +from sklearn.cluster import KMeans +import matplotlib.pyplot as plt +import numpy as np +import random, time +from clustering import split_tour_across_clusters + +def generate_cities(nb, max_coords=1000): + return [random.sample(range(max_coords), 2) for _ in range(nb)] + +def plot_clusters(cities, clusters): + # Création d'une liste de couleurs pour les différents clusters + colors = ['b', 'g', 'r', 'c', 'm', 'y', 'k'] + + # Création d'un nouveau graphique + plt.figure() + + # Pour chaque cluster + for i, cluster in clusters.items(): + # Sélection d'une couleur pour le cluster + color = colors[i % len(colors)] + + # Pour chaque ville dans le cluster + for city_index in cluster: + # Récupération des coordonnées de la ville + city = cities[city_index] + + # Ajout de la ville au graphique + plt.scatter(city[0], city[1], c=color, s=20) + + # show first city in black and twice bigger + plt.scatter(cities[0][0], cities[0][1], c='k', s=200) + + + # Affichage du graphique + plt.show() + + +nb_ville = 100 +max_coords = 1000 +nb_truck = 4 + +# Define the coordinates of the cities +# And set depot at the first city in the middle of the map +start_time_generate = time.time() +cities = generate_cities(nb_ville, max_coords) +cities[0] = [max_coords/2, max_coords/2] +stop_time_generate = time.time() + +# Split the tour across clusters with nb_truck trucks +start_time_split = time.time() +clusters = split_tour_across_clusters(cities, nb_truck) +stop_time_split = time.time() + +# show the number of cities in each cluster +for cluster in clusters.values(): + print(len(cluster)) + +# show the time +print("\n---- TIME ----") +print("generate cities time: ", stop_time_generate - start_time_generate) +print("split cities time: ", stop_time_split - start_time_split) + +# show the clusters +plot_clusters(cities, clusters) \ No newline at end of file diff --git a/tests/02_cluster_recuit_live_animation.py b/tests/02_cluster_recuit_live_animation.py new file mode 100644 index 0000000..ca46ddf --- /dev/null +++ b/tests/02_cluster_recuit_live_animation.py @@ -0,0 +1,108 @@ +from sklearn.cluster import KMeans +import matplotlib.pyplot as plt +import numpy as np +import random, time, math +from clustering import split_tour_across_clusters + +random.seed(1) + +def generate_cities(nb, max_coords=1000): + return [random.sample(range(max_coords), 2) for _ in range(nb)] + +def distance(city1, city2): + return math.sqrt((city1[0] - city2[0]) ** 2 + (city1[1] - city2[1]) ** 2) + +def total_distance(cities): + return sum([distance(cities[i - 1], cities[i]) for i in range(len(cities))]) + +previous_route = None + +def draw_cities(cities, previous_route, color='b', title=' '): + plt.title(title) + + # If there's a previous route, we remove it. + if previous_route is not None: + previous_route.remove() + + x = [city[0] for city in cities] + y = [city[1] for city in cities] + x.append(x[0]) + y.append(y[0]) + + # We plot the route with the specified color and keep a reference to the Line2D object. + previous_route, = plt.plot(x, y, color=color, marker='x', linestyle='-') + + plt.draw() + plt.pause(0.005) + + # We return the reference so we can remove this route when a new one is found. + return previous_route + + +def simulated_annealing(cities, color='b', temperature=100000, cooling_rate=0.9999, temperature_ok=0.001): + interration = 0 + plt.ion() + current_solution = cities.copy() + best_solution = cities.copy() + previous_route = draw_cities(best_solution, None, color, 'Initial solution') + while temperature > temperature_ok: + new_solution = current_solution.copy() + # Swap two cities in the route + i = random.randint(0, len(new_solution) - 1) + j = random.randint(0, len(new_solution) - 1) + new_solution[i], new_solution[j] = new_solution[j], new_solution[i] + # Calculate the acceptance probability + current_energy = total_distance(current_solution) + new_energy = total_distance(new_solution) + delta = new_energy - current_energy + if delta < 0 or random.random() < math.exp(-delta / temperature): + current_solution = new_solution + if total_distance(current_solution) < total_distance(best_solution): + best_solution = current_solution + previous_route = draw_cities(best_solution, previous_route, color, 'Current best solution, total distance = ' + str(total_distance(best_solution)) + ', iteration = ' + str(interration)) + # Cool down + temperature *= cooling_rate + interration += 1 + plt.ioff() + return best_solution + +nb_ville = 100 +max_coords = 1000 +nb_truck = 4 +temperature = 10000 +cooling_rate = 0.999 +temperature_ok = 0.000001 + +start_time_generate = time.time() +cities = generate_cities(nb_ville, max_coords) # generate 100 cities +cities[0] = [max_coords/2, max_coords/2] # placing depot at the center +stop_time_generate = time.time() + + +start_time_split = time.time() +clusters = split_tour_across_clusters(cities, nb_truck) +stop_time_split = time.time() + +for cluster in clusters.values(): + print(len(cluster)) +print("\n---- TIME ----") +print("generate cities time: ", stop_time_generate - start_time_generate) +print("split cities time: ", stop_time_split - start_time_split) + +# create new figure for annealing paths +plt.figure() +colors = ['b', 'g', 'r', 'c', 'm', 'y', 'k'] + +for i, cluster_indices in enumerate(clusters.values()): + # Sélection d'une couleur pour le cluster + color = colors[i % len(colors)] + + # Récupération des coordonnées de la ville + cluster_cities = [cities[index] for index in cluster_indices] + + # Appel de la fonction simulated_annealing avec la couleur choisie + best_route = simulated_annealing(cluster_cities, color, temperature, cooling_rate, temperature_ok) + print("Final solution for cluster ", i, ":", best_route) + print("Total distance: ", total_distance(best_route)) + +plt.show() \ No newline at end of file diff --git a/tests/03_cluster_recuit_no_animation.py b/tests/03_cluster_recuit_no_animation.py new file mode 100644 index 0000000..3c07ce2 --- /dev/null +++ b/tests/03_cluster_recuit_no_animation.py @@ -0,0 +1,115 @@ +from sklearn.cluster import KMeans +import matplotlib.pyplot as plt +import numpy as np +import random, time, math +from clustering import split_tour_across_clusters + +def generate_cities(nb, max_coords=1000): + return [random.sample(range(max_coords), 2) for _ in range(nb)] + +def distance(city1, city2): + return math.sqrt((city1[0] - city2[0]) ** 2 + (city1[1] - city2[1]) ** 2) + +def total_distance(cities): + return sum([distance(cities[i - 1], cities[i]) for i in range(len(cities))]) + +previous_route = None + +def simulated_annealing(cities, temperature=10000, cooling_rate=0.9999, temperature_ok=0.001, cluster_index=0): + interration = 0 + current_solution = cities.copy() + best_solution = cities.copy() + while temperature > temperature_ok: + new_solution = current_solution.copy() + # Swap two cities in the route + i = random.randint(0, len(new_solution) - 1) + j = random.randint(0, len(new_solution) - 1) + new_solution[i], new_solution[j] = new_solution[j], new_solution[i] + # Calculate the acceptance probability + current_energy = total_distance(current_solution) + new_energy = total_distance(new_solution) + delta = new_energy - current_energy + if delta < 0 or random.random() < math.exp(-delta / temperature): + current_solution = new_solution + if total_distance(current_solution) < total_distance(best_solution): + best_solution = current_solution + # Cool down + temperature *= cooling_rate + interration += 1 + # Print every 1000 iterations + if interration % 1000 == 0: + print("Cluster", cluster_index, ": iteration", interration, "with current total distance", total_distance(current_solution)) + return best_solution + + +nb_ville = 20 +max_coords = 1000 +nb_truck = 4 +temperature = 10000 +cooling_rate = 0.999 +temperature_ok = 0.001 + +start_time_generate = time.time() +cities = generate_cities(nb_ville, max_coords) +cities[0] = [max_coords/2, max_coords/2] +stop_time_generate = time.time() + +start_time_split = time.time() +clusters = split_tour_across_clusters(cities, nb_truck) +stop_time_split = time.time() + +for cluster in clusters.values(): + print(len(cluster)) +print("\n---- TIME ----") +print("generate cities time: ", stop_time_generate - start_time_generate) +print("split cities time: ", stop_time_split - start_time_split) + +# create new figure for annealing paths +plt.figure() +colors = [ + '#1f77b4', # Bleu moyen + '#ff7f0e', # Orange + '#2ca02c', # Vert + '#d62728', # Rouge + '#9467bd', # Violet + '#8c564b', # Marron + '#e377c2', # Rose + '#7f7f7f', # Gris + '#bcbd22', # Vert olive + '#17becf', # Turquoise + '#1b9e77', # Vert Teal + '#d95f02', # Orange foncé + '#7570b3', # Violet moyen + '#e7298a', # Fuchsia + '#66a61e', # Vert pomme + '#e6ab02', # Jaune or + '#a6761d', # Bronze + '#666666', # Gris foncé + '#f781bf', # Rose clair + '#999999', # Gris moyen +] + +best_routes = [] + +for i, cluster_indices in enumerate(clusters.values()): + # Sélection d'une couleur pour le cluster + color = colors[i % len(colors)] + + # Récupération des coordonnées de la ville + cluster_cities = [cities[index] for index in cluster_indices] + + # Appel de la fonction simulated_annealing + best_route = simulated_annealing(cluster_cities, temperature, cooling_rate, temperature_ok) + best_routes.append((best_route, color)) + + print("Final solution for cluster ", i, ":", best_route) + print("Total distance: ", total_distance(best_route)) + +for i, (route, color) in enumerate(best_routes): + x = [city[0] for city in route] + y = [city[1] for city in route] + x.append(x[0]) + y.append(y[0]) + plt.plot(x, y, color=color, marker='x', linestyle='-', label=f"Cluster {i}") +plt.legend(loc="best") +plt.show() \ No newline at end of file diff --git a/tests/04_cluster_ant_colony_no_animation.py b/tests/04_cluster_ant_colony_no_animation.py new file mode 100644 index 0000000..bbde84f --- /dev/null +++ b/tests/04_cluster_ant_colony_no_animation.py @@ -0,0 +1,133 @@ +from sklearn.cluster import KMeans +import matplotlib.pyplot as plt +import numpy as np +import random, time, math +from clustering import split_tour_across_clusters + +random.seed(2) + +def generate_cities(nb, max_coords=1000): + return [random.sample(range(max_coords), 2) for _ in range(nb)] + +def distance(city1, city2): + return math.sqrt((city1[0] - city2[0]) ** 2 + (city1[1] - city2[1]) ** 2) + 1e-10 + +def total_distance(cities): + return sum([distance(cities[i - 1], cities[i]) for i in range(len(cities))]) + +class AntColony: + def __init__(self, cities, n_ants, alpha=1, beta=2, evaporation=0.5, intensification=2, max_time=0.1): + self.cities = cities + self.n = len(cities) + self.n_ants = n_ants + self.alpha = alpha + self.beta = beta + self.evaporation = evaporation + self.intensification = intensification + self.max_time = max_time + self.pheromones = [[1 / self.n for _ in range(self.n)] for __ in range(self.n)] + + def choose_next_city(self, ant): + unvisited_cities = [i for i in range(self.n) if i not in ant] + probabilities = [self.pheromones[ant[-1]][i] ** self.alpha * ((1 / distance(self.cities[ant[-1]], self.cities[i])) ** self.beta) for i in unvisited_cities] + total = sum(probabilities) + if total == 0: + probabilities = [1 / len(unvisited_cities) for _ in unvisited_cities] + else: + probabilities = [p / total for p in probabilities] + return np.random.choice(unvisited_cities, p=probabilities) + + def update_pheromones(self, ant): + pheromones_delta = self.intensification / total_distance([self.cities[i] for i in ant]) + for i in range(len(ant) - 1): + self.pheromones[ant[i]][ant[i+1]] += pheromones_delta + + def run(self): + best_ant = [] + best_distance = float('inf') + start_time = time.time() + while time.time() - start_time < self.max_time: + ants = [[random.randint(0, self.n - 1)] for _ in range(self.n_ants)] + for ant in ants: + for _ in range(self.n - 1): + ant.append(self.choose_next_city(ant)) + ant_distance = total_distance([self.cities[i] for i in ant]) + if ant_distance < best_distance: + best_distance = ant_distance + best_ant = ant.copy() + self.update_pheromones(ant) + self.pheromones = [[(1 - self.evaporation) * p for p in row] for row in self.pheromones] + return [self.cities[i] for i in best_ant] + +nb_ville = 200 +max_coords = 1000 +nb_truck = 4 +max_time = 5 + +start_time_generate = time.time() +cities = generate_cities(nb_ville, max_coords) +cities[0] = [max_coords/2, max_coords/2] +stop_time_generate = time.time() + +start_time_split = time.time() +clusters = split_tour_across_clusters(cities, nb_truck) +stop_time_split = time.time() + +for cluster in clusters.values(): + print(len(cluster)) +print("\n---- TIME ----") +print("generate cities time: ", stop_time_generate - start_time_generate) +print("split cities time: ", stop_time_split - start_time_split) + +# create new figure for annealing paths +plt.figure() +colors = [ + '#1f77b4', # Bleu moyen + '#ff7f0e', # Orange + '#2ca02c', # Vert + '#d62728', # Rouge + '#9467bd', # Violet + '#8c564b', # Marron + '#e377c2', # Rose + '#7f7f7f', # Gris + '#bcbd22', # Vert olive + '#17becf', # Turquoise + '#1b9e77', # Vert Teal + '#d95f02', # Orange foncé + '#7570b3', # Violet moyen + '#e7298a', # Fuchsia + '#66a61e', # Vert pomme + '#e6ab02', # Jaune or + '#a6761d', # Bronze + '#666666', # Gris foncé + '#f781bf', # Rose clair + '#999999', # Gris moyen +] + +best_routes = [] + +for i, cluster_indices in enumerate(clusters.values()): + # Sélection d'une couleur pour le cluster + color = colors[i % len(colors)] + + # Récupération des coordonnées de la ville + cluster_cities = [cities[index] for index in cluster_indices] + + # Appel de la fonction AntColony.run + ant_colony = AntColony(cluster_cities, n_ants=10, max_time=max_time) + best_route = ant_colony.run() + best_routes.append((best_route, color)) + + print("Final solution for cluster ", i, ":", best_route) + print("Total distance: ", total_distance(best_route)) + +for i, (route, color) in enumerate(best_routes): + x = [city[0] for city in route] + y = [city[1] for city in route] + x.append(x[0]) + y.append(y[0]) + plt.plot(x, y, color=color, marker='x', linestyle='-', label=f"Cluster {i}") + # add title with nb_ville, nb_truck and max_time + plt.title(f"nb_ville = {nb_ville}, nb_truck = {nb_truck}, max_time = {max_time}") + +plt.show() \ No newline at end of file diff --git a/tests/clustering.py b/tests/clustering.py new file mode 100644 index 0000000..fb8c959 --- /dev/null +++ b/tests/clustering.py @@ -0,0 +1,81 @@ +from sklearn.cluster import KMeans +import numpy as np + +def split_tour_across_clusters(cities, nb_truck): + if nb_truck == 1: + return {0: list(range(len(cities)))} + + # clustering initial + kmeans = KMeans(n_clusters=nb_truck, random_state=0).fit(cities) + clusters = {i:[] for i in range(nb_truck)} + + # assignation des indices des villes aux clusters + for i, label in enumerate(kmeans.labels_): + clusters[label].append(i) + + max_iterations = len(cities)**2 + iteration = 0 + + while True: + iteration += 1 + if iteration > max_iterations: + print("Le nombre maximum d'itérations a été atteint. La boucle a été interrompue.") + break + # calcul des tailles de clusters + cluster_sizes = {i:len(clusters[i]) for i in range(nb_truck)} + + # identification du cluster le plus grand et du plus petit + max_cluster = max(cluster_sizes, key=cluster_sizes.get) + min_cluster = min(cluster_sizes, key=cluster_sizes.get) + + # s'il n'y a pas de grande disparité, on arrête la boucle + if cluster_sizes[max_cluster] - cluster_sizes[min_cluster] <= 1: + break + + # calcul du centre de chaque cluster + cluster_centers = {i:np.mean([cities[index] for index in clusters[i]], axis=0) for i in range(nb_truck)} + + # calcul des distances entre le centre du cluster le plus grand et les autres + distances = {i:np.linalg.norm(cluster_centers[max_cluster]-cluster_centers[i]) for i in range(nb_truck)} + del distances[max_cluster] # on supprime la distance vers lui-même + + if nb_truck >= 3: + # on identifie les 2 clusters les plus proches + closest_clusters = sorted(distances, key=distances.get)[:2] + + + # parmi les deux clusters les plus proches, on choisit le plus petit + if cluster_sizes[closest_clusters[0]] <= cluster_sizes[closest_clusters[1]]: + target_cluster = closest_clusters[0] + else: + target_cluster = closest_clusters[1] + else: + closest_clusters = sorted(distances, key=distances.get)[:1] + target_cluster = closest_clusters[0] + + + + # si le transfert va créer une plus grande disparité, on arrête la boucle + if cluster_sizes[target_cluster] >= cluster_sizes[max_cluster]: + break + + # calcul des distances entre le centre du cluster cible et les villes du cluster le plus grand + distances_to_target = {index:np.linalg.norm(cluster_centers[target_cluster]-cities[index]) + for index in clusters[max_cluster]} + + # on identifie la ville la plus proche du centre du cluster cible + closest_city_index = min(distances_to_target, key=distances_to_target.get) + + # on transfère la ville du cluster le plus grand au cluster cible + clusters[target_cluster].append(closest_city_index) + clusters[max_cluster].remove(closest_city_index) + + # Ajout du point de départ et d'arrivée pour chaque cluster + depot_index = 0 + for cluster in clusters.values(): + if cluster[0] != depot_index: + cluster.insert(0, depot_index) + if cluster[-1] != depot_index: + cluster.append(depot_index) + + return clusters \ No newline at end of file diff --git a/tests/data_sample/15_cities_minimum_293.txt b/tests/data_sample/15_cities_minimum_293.txt new file mode 100644 index 0000000..9e077dd --- /dev/null +++ b/tests/data_sample/15_cities_minimum_293.txt @@ -0,0 +1 @@ +[[-0.0, 0.0], [-21.5, -7.3], [-28.9, -0.0], [-43.1, -14.6], [-50.5, -7.4], [-64.7, -21.9], [-72.1, -0.2], [-79.3, 21.4], [-65.1, 36.1], [-57.6, 43.3], [-50.6, 21.6], [-36.0, 21.6], [-29.1, 43.2], [-14.7, 43.4], [-0.1, 28.7], [-0.0, 0.0]] \ No newline at end of file diff --git a/tests/data_sample/48_cities_minimum_33523.txt b/tests/data_sample/48_cities_minimum_33523.txt new file mode 100644 index 0000000..7ae51b2 --- /dev/null +++ b/tests/data_sample/48_cities_minimum_33523.txt @@ -0,0 +1,3 @@ +[[6734.0, 1453.0], [2233.0, 10.0], [5530.0, 1424.0], [401.0, 841.0], [3082.0, 1644.0], [7608.0, 4458.0], [7573.0, 3716.0], [7265.0, 1268.0], [6898.0, 1885.0], [1112.0, 2049.0], [5468.0, 2606.0], [5989.0, 2873.0], [4706.0, 2674.0], [4612.0, 2035.0], [6347.0, 2683.0], [6107.0, 669.0], [7611.0, 5184.0], [7462.0, 3590.0], +[7732.0, 4723.0], [5900.0, 3561.0], [4483.0, 3369.0], [6101.0, 1110.0], [5199.0, 2182.0], [1633.0, 2809.0], [4307.0, 2322.0], [675.0, 1006.0], [7555.0, 4819.0], [7541.0, 3981.0], [3177.0, 756.0], [7352.0, 4506.0], [7545.0, 2801.0], [3245.0, 3305.0], [6426.0, 3173.0], [4608.0, 1198.0], [23.0, 2216.0], [7248.0, 3779.0], +[7762.0, 4595.0], [7392.0, 2244.0], [3484.0, 2829.0], [6271.0, 2135.0], [4985.0, 140.0], [1916.0, 1569.0], [7280.0, 4899.0], [7509.0, 3239.0], [10.0, 2676.0], [6807.0, 2993.0], [5185.0, 3258.0], [3023.0, 1942.0]] \ No newline at end of file From 72cae7b4c65cac0fbd73f48d907790214307ea2d Mon Sep 17 00:00:00 2001 From: Rom168 Date: Thu, 15 Jun 2023 16:14:12 +0200 Subject: [PATCH 04/18] last modifications --- Projet_algo.ipynb | 822 +++++++++++++++++++++++----------------------- 1 file changed, 410 insertions(+), 412 deletions(-) diff --git a/Projet_algo.ipynb b/Projet_algo.ipynb index 3056a29..3ba4aff 100644 --- a/Projet_algo.ipynb +++ b/Projet_algo.ipynb @@ -128,10 +128,13 @@ "id": "637eb295", "metadata": {}, "source": [ - "$V=\\{0,1,2,...,n\\}$ : l'ensemble des villes, où 0 est la base (ou le dépôt) et $1,2,...,n$ sont les villes de livraison.
\n", + "$V=\\{0,1,2,...,n_v\\}$ : l'ensemble des villes, où 0 est la base (ou le dépôt), $1,2,...,n_v$ sont les villes de livraison. $n_v+1$ sera le dépot pour le retour.
\n", "$K=\\{1,2,...,k\\}$ : l'ensemble des camions.
\n", - "$d_{ij}$​ : la distance (ou le temps de trajet) de la ville ii à la ville $j$.
\n", + "$E$ représente les arcs entre deux clients $i,j \\in V$
\n", + "$G=(V,E)$ : le graphe
\n", + "$d_{ij}$​ : la distance (ou le temps de trajet) de la ville i à la ville $j$ (coût de déplacement)
\n", "$[a_i,b_i]$ : la fenêtre de temps de livraison pour la ville $i$.
\n", + "$t_{ij}$ : le temps de déplacement de la ville i à la ville j.
\n", "$M$ : une grande constante." ] }, @@ -178,73 +181,31 @@ "id": "a1465000", "metadata": {}, "source": [ - "### Contraintes:\n", + "### Contraintes et modèle mathématique du VRP:\n", + "\n", + "L'objectif est de minimiser la distance totale parcourue :\n", + "\n", + "$$\\min \\sum_{k∈K} \\sum_{⁡i∈V} \\sum_{⁡j∈V} d_{ij} x_{ijk} $$\n", + "\n", "Chaque ville est visitée une fois et une seule fois : $$\\sum_{⁡k∈K} \\sum_{⁡j∈V} x_{ijk} = 1, ∀i \\in V∖ \\{0\\}$$\n", "\n", "Si un camion se déplace de la ville ii à la ville $j$, alors le moment d'arrivée à la ville $j$ doit être plus grand que le moment d'arrivée à la ville $i$ plus le temps de trajet : $$t_{ik}​+d_{ij}​ \\leq t_{jk}​+M(1−x_{ijk}​),∀i,j \\in V,i \\ne j,∀k \\in K$$\n", "\n", - "Les fenêtres de temps de livraison doivent être respectées : $$a_i​ \\leq t_{ik}​ \\leq b_i​, ∀i \\in V∖ \\{0 \\},∀k \\in K$$\n", - "\n", "Les contraintes de flux pour garantir que si un camion entre dans une ville, il doit également en sortir :\n", - "$$i \\in V,i \\ne j∑​xijk​=i∈V,i \\ne j∑​xjik​=yjk​,∀j∈V,∀k∈K$$" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "286caeb7-26cb-486a-b5f0-94a3f24811fd", - "metadata": {}, - "source": [ - "Nous allons représenter notre problème par un graphe
\n", - "$G=(V,E)$\n", - "\n", - "$V$ représente les sommets du graphe qui correspondent aux clients\n", - "\n", - "$E$ représente les arcs entre deux clients $i,j \\in V$\n", - "\n", - "\n", - "\n", - "On a un ensemble $C=\\{1,2,...,n_c\\}$ de clients qui doivent obtenir leur livraison qui provient du dépot.\n", - "\n", - "\n", - "L'ensemble des emplacements des clients est défini comme :\n", - "$V = C \\cup \\{0, n_c+1\\} $\n", - "\n", - "$0$ et $n_c+1$ représente le dépot, puisqu'on doit revenir au point de départ le dépots est le dernier client plus un. \n", - "\n", - "\n", - "On a un ensemble $V=\\{1,2,...,n_v\\}$ de véhicule disponible et chaque véhicule possède une capacité $Q$.\n", - "\n", - "\n", - "\n", - "# Variables de décisions: \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", + "$$i \\in V,i \\ne j∑​xijk​=i∈V,i \\ne j∑​xjik​=yjk​,∀j∈V,∀k∈K$$\n", "\n", + "Les $t_{ik}$ doivent être continues :\n", "\n", + "$t_{ik}\\le 0 $\n", "\n", "\n", "\n", "\n", + "### Dans le cas ou l'on veut rajouter les contraintes de fenêtres de livraison (Time Windows)\n", + "Les fenêtres de temps de livraison doivent être respectées : $$a_i​ \\leq t_{ik}​ \\leq b_i​, ∀i \\in V∖ \\{0 \\},∀k \\in K$$\n", "\n" ] }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "5a3512bc-02da-4e2d-b8f6-65e70c3fe686", - "metadata": {}, - "source": [ - "Variables de décision:\n", - "- Un ensemble de k véhicule\n" - ] - }, { "attachments": {}, "cell_type": "markdown", @@ -256,67 +217,21 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 17, "id": "c177ac22", "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0. 1. 1. 2. 2. 2. 2. 2. 1. 2. 2. 3. 2. 2. 2. 1. 1. 2. 1. 3. 2.]\n", - " [1. 0. 2. 1. 2. 2. 1. 2. 1. 2. 2. 3. 3. 2. 3. 2. 2. 1. 2. 2. 2.]\n", - " [1. 2. 0. 2. 1. 2. 2. 3. 2. 1. 3. 2. 3. 1. 2. 2. 2. 3. 2. 2. 2.]\n", - " [2. 1. 2. 0. 2. 3. 2. 2. 1. 2. 2. 2. 2. 1. 2. 3. 3. 1. 1. 1. 2.]\n", - " [2. 2. 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generate_weighted_adjacency_matrix(graph)\n\u001b[0;32m 43\u001b[0m \u001b[39m# Afficher la matrice d'adjacence pondérée\u001b[39;00m\n\u001b[0;32m 44\u001b[0m \u001b[39mprint\u001b[39m(weighted_adjacency_matrix)\n", + "Cell \u001b[1;32mIn[17], line 36\u001b[0m, in \u001b[0;36mgenerate_weighted_adjacency_matrix\u001b[1;34m(graph)\u001b[0m\n\u001b[0;32m 34\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mgenerate_weighted_adjacency_matrix\u001b[39m(graph):\n\u001b[0;32m 35\u001b[0m \u001b[39m# Créer une matrice d'adjacence pondérée à partir du graphe\u001b[39;00m\n\u001b[1;32m---> 36\u001b[0m adjacency_matrix \u001b[39m=\u001b[39m graphmatrix\u001b[39m.\u001b[39;49mto_numpy_matrix(graph, weight\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mdistance\u001b[39m\u001b[39m'\u001b[39m)\n\u001b[0;32m 38\u001b[0m \u001b[39mreturn\u001b[39;00m adjacency_matrix\n", + "\u001b[1;31mAttributeError\u001b[0m: module 'networkx.linalg.graphmatrix' has no attribute 'to_numpy_matrix'" ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ @@ -325,6 +240,9 @@ "import numpy as np\n", "import networkx as nx\n", "import matplotlib.pyplot as plt\n", + "import time as time\n", + "\n", + "from networkx.linalg import graphmatrix\n", "\n", "def generate_graph(num_nodes):\n", " G = nx.Graph()\n", @@ -346,37 +264,43 @@ " distance = random.randint(1, 10)\n", " G.add_edge(node1, node2, distance=distance)\n", "\n", - " # Assigner des positions aléatoires aux nœuds\n", - " pos = {node: (random.uniform(0, 10), random.uniform(0, 10)) for node in G.nodes()}\n", - " nx.set_node_attributes(G, pos, 'pos')\n", - "\n", " return G\n", "\n", - "graph = generate_graph(20)\n", - "A = nx.adjacency_matrix(graph).todense()\n", + "graph = generate_graph(12)\n", + "A = nx.adjacency_matrix(graph)\n", + "\n", + "def generate_weighted_adjacency_matrix(graph):\n", + " # Créer une matrice d'adjacence pondérée à partir du graphe\n", + " adjacency_matrix = graphmatrix.to_numpy_matrix(graph, weight='distance')\n", + "\n", + " return adjacency_matrix\n", + "\n", + "# Générer la matrice d'adjacence pondérée\n", + "weighted_adjacency_matrix = generate_weighted_adjacency_matrix(graph)\n", + "\n", + "# Afficher la matrice d'adjacence pondérée\n", + "print(weighted_adjacency_matrix)\n", + "\n", "\n", "def generate_distance_matrix(graph):\n", - " distance_matrix = dict(nx.floyd_warshall(graph))\n", " num_nodes = graph.number_of_nodes()\n", - " distance_array = np.zeros((num_nodes, num_nodes))\n", - " for i, row in distance_matrix.items():\n", - " for j, distance in row.items():\n", - " \n", - " distance_array[i][j] = distance\n", + " distance_array = np.full((num_nodes, num_nodes), float('inf')) # Initialiser avec l'infini\n", + " for edge in graph.edges(data=True):\n", + " i, j, data = edge\n", + " distance_array[i][j] = data['distance']\n", + " distance_array[j][i] = data['distance'] # Pour un graphe non orienté\n", + " np.fill_diagonal(distance_array, 0) # Remplir la diagonale avec des zéros\n", " return distance_array\n", "\n", - "\n", - "\n", "# Générer la matrice de distances\n", "distance_matrix = generate_distance_matrix(graph)\n", "\n", + "\n", "# Afficher la matrice de distances\n", "print(distance_matrix)\n", "\n", "\n", - "print(A)\n", "\n", - "pos = nx.get_node_attributes(graph, 'pos')\n", "# Dessiner le graphe\n", "nx.draw(graph, with_labels=True)\n", "plt.show()" @@ -388,199 +312,12 @@ "id": "9aac4453", "metadata": {}, "source": [ - "# ACO appliqué sur notre graphe\n" + "# On applique l'algorithme des fourmis (ACO) sur notre graphe\n" ] }, { "cell_type": "code", - "execution_count": 47, - "id": "301fb5e8-9804-4592-9193-5915f1b9ecad", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Meilleure solution : [0, 10, 1, 15, 13, 14, 4, 6, 19, 8, 9, 12, 5, 3, 18, 11, 16, 17, 20, 2, 7, 0]\n", - "Distance totale : 22.0\n" - ] - } - ], - "source": [ - "import time\n", - "\n", - "# Fonction d'évaluation de la qualité d'une solution (ici, la distance totale)\n", - "def evaluate_solution(solution, distances):\n", - " total_distance = 0\n", - " num_nodes = len(solution)\n", - "\n", - " for i in range(num_nodes - 1):\n", - " current_node = solution[i]\n", - " next_node = solution[i + 1]\n", - " total_distance += distances[current_node][next_node]\n", - "\n", - " # Ajouter la distance de retour au dépôt\n", - " total_distance += distances[solution[-1]][solution[0]]\n", - "\n", - " return total_distance\n", - "\n", - "\n", - "# Algorithme ACO\n", - "def ant_colony_optimization(distances, num_ants, num_iterations, evaporation_rate, alpha, beta):\n", - " num_nodes = len(distances)\n", - " \n", - " pheromone = np.ones((num_nodes, num_nodes)) # Matrice de phéromones initiale\n", - " best_solution = None\n", - " best_distance = float('inf')\n", - "\n", - " start_time = time.time()\n", - "\n", - "\n", - " for iteration in range(num_iterations):\n", - " # Construction de solutions par les fourmis\n", - " solutions = []\n", - "\n", - " for ant in range(num_ants):\n", - " visited = set()\n", - " current_node = random.randint(0, num_nodes - 1)\n", - " visited.add(current_node)\n", - " solution = [current_node]\n", - "\n", - " while len(visited) < num_nodes:\n", - " next_node = None\n", - " probabilities = []\n", - "\n", - " # Calcul des probabilités de choisir chaque prochain nœud\n", - " for node in range(num_nodes):\n", - " if node not in visited:\n", - " pheromone_value = pheromone[current_node][node]\n", - " distance_value = distances[current_node][node]\n", - " probability = (pheromone_value ** alpha) * ((1 / distance_value) ** beta)\n", - " probabilities.append((node, probability))\n", - "\n", - " total_probability = sum(prob for _, prob in probabilities)\n", - " probabilities = [(node, prob / total_probability) for node, prob in probabilities]\n", - "\n", - " # Choix du prochain nœud basé sur les probabilités\n", - " roulette_wheel = random.random()\n", - " probability_sum = 0\n", - "\n", - " for node, probability in probabilities:\n", - " probability_sum += probability\n", - " if probability_sum >= roulette_wheel:\n", - " next_node = node\n", - " break\n", - "\n", - " visited.add(next_node)\n", - " solution.append(next_node)\n", - " current_node = next_node\n", - "\n", - "\n", - " # Ajouter le retour au dépôt central à la fin du trajet\n", - " solution.append(0)\n", - "\n", - " solutions.append(solution)\n", - "\n", - " # Évaluation des solutions et mise à jour de la meilleure solution\n", - " for solution in solutions:\n", - " distance = evaluate_solution(solution, distances)\n", - " if distance < best_distance:\n", - " best_solution = solution\n", - " best_distance = distance\n", - "\n", - " # Mise à jour des phéromones\n", - " pheromone *= evaporation_rate # Évaporation des phéromones existantes\n", - "\n", - " for solution in solutions:\n", - " delta_pheromone = 1 / evaluate_solution(solution, distances)\n", - " for i in range(num_nodes - 1):\n", - " node1 = solution[i]\n", - " node2 = solution[i + 1]\n", - " pheromone[node1][node2] += delta_pheromone\n", - " pheromone[node2][node1] += delta_pheromone\n", - "\n", - " return best_solution, best_distance\n", - "\n", - "\n", - " \n", - "num_ants = 10\n", - "num_iterations = 50\n", - "evaporation_rate = 0.5\n", - "alpha = 1\n", - "beta = 1\n", - "\n", - "\n", - "best_solution, best_distance = ant_colony_optimization(distance_matrix, num_ants, num_iterations, evaporation_rate, alpha, beta)\n", - "\n", - "\n", - "\n", - "print(\"Meilleure solution :\", best_solution)\n", - "print(\"Distance totale :\", best_distance)\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "7e878834", - "metadata": {}, - "source": [ - "# Tracé du chemin" - ] - }, - { - "cell_type": "code", - "execution_count": 96, - "id": "2a019d78", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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gan7Gpn4vm5OmXg+LJCZqfm10f10qKir47LPP9Lbr27cv7du3Z/Xq1bUutmZfb29vRo8ezdq1aw1+wXTTlQwxdepUFAoFn3/+uXaZUqnk448/rrVthw4duHr1qt4xL1y4UCvdyxgODg4NroaTyWS1foU//vjjer3yfv360aFDB1atWkVRUVGt9brvQZPvbMrYGnJcc/H9999TWFiofb1161ZSU1OZMmWKSft36NChVux23bp1TXqyMfZZ3n777Rw7doxdu3bVWpeXl4dCoaj32CkpKfzyyy/a1wUFBXz//ff07t0bX19fwPB9sWXLljpjmo1BJpNx2223sW3bNi5dulRrve7nXTPcZG1tTbdu3RAEgcrKygafe+rUqZw8eZJjx45plxUXF7Nu3TpCQkLo1q0bUO0k6H7GSqXSaIjFUpjjeljEQx46dChubm4sXLiQJUuWIJFI2LBhQ60bTCqV8vnnn3PrrbfSu3dv7rvvPtq1a8fVq1eJjIzU3vSffvopw4cPp0ePHixevJjQ0FDS09M5duwYSUlJtXIzdbn11lsZNmwYK1euJC4uTpvzaSg+e//99/PBBx8wadIkFi1aREZGBl988QXh4eEm5XX269ePzz//nDfeeIOwsDC8vb0ZO3ZsnftMmzaNDRs24OLiQrdu3Th27Bi7d+82GCesee2++uorpkyZQnh4OPfddx/+/v4kJyezb98+nJ2dteJL/fr1A+CFF15g3rx5WFlZceuttxosTGnIcc2Fu7s7w4cP57777iM9PZ3Vq1cTFhbG4sWLTdr/gQce4OGHH+a2225jwoQJXLhwgV27djXJkzT2WT799NP8/vvvTJs2jXvvvZd+/fpRXFxMREQEW7duJS4urt7zdurUiUWLFnHq1Cl8fHz45ptvSE9PZ/369dptpk2bxmuvvcZ9993H0KFDiYiIYNOmTdonRnPy9ttvs2/fPgYNGsTixYvp1q0bOTk5nD17lt27d2vzcSdOnIivry/Dhg3Dx8eHK1eu8Mknn3DLLbfoTcqaysqVK/nxxx+ZMmUKS5Yswd3dne+++47Y2Fi2bdumndQMDw9n8ODBPPfcc+Tk5ODu7s7mzZtN+vFrTsxyPRqbnmEs7c1Y2seRI0eEwYMHC3Z2doKfn5/wzDPPCLt27aqVpiIIgnD48GFhwoQJgpOTk+Dg4CD07NlT+Pjjj/W2uXHjhrBgwQLB19dXsLKyEvz9/YVp06YJW7durXfs2dnZwvz58wVnZ2fBxcVFmD9/vnDu3LlaaW+CIAgbN24UQkNDBWtra6F3797Crl27TE57S0tLE2655RbByclJALQpMpq0nVOnTtXaJzc3V7jvvvsET09PwdHRUZg0aZJw9erVWilbhlJ8BEEQzp07J8yePVvw8PAQbGxshODgYOH2228X9uzZo7fd66+/Lvj7+wtSqdSkFDhTjqtJe8vMzNTbd+HChYKDg0OtY9a8XzTv6ccffxSee+45wdvbW7CzsxNuueUWIT4+vs59dVEqlcKzzz4reHp6Cvb29sKkSZOE6Ohoo2lvNT8HQ9fW2GcpCOrUrOeee04ICwsTrK2tBU9PT2Ho0KHCqlWrhIqKCqPXVBDUaW+33HKLsGvXLqFnz56CjY2N0KVLF2HLli1625WVlQlPPfWU0K5dO8HOzk4YNmyYcOzYsVqpV5qx19y/LjCQJpieni489thjQmBgoGBlZSX4+voK48aNE9atW6fdZu3atcLIkSO190SHDh2Ep59+WsjPzzfpnDXT3gRB/b2eM2eO4OrqKtja2goDBw4U/vzzT4PbjR8/XrCxsRF8fHyE559/Xvj3338Npr0Zuk80aW/vvfee3nJj18/QvVLz2jflemiQCEITZlVEWow9e/Ywfvx4Dh06pJcm1JbZv38/Y8aMYcuWLcyZM6elh2MRQkJC6N69O3/++WdLD0WkFdB6ittFGoQmfm7OCR0REZGWxSIxZBHzUVxczKZNm1izZg0BAQFmS6sSERFpeUQPuY2RmZnJE088gZ2dnd5Eh4iISNtHjCGLiIiItBJE90pERESklSAaZBEREZFWQpuY1FOpVKSkpODk5NSocmQREZH/NoIgUFhYiJ+fX6ued2kTBjklJaWW+pKIiIhIQ0lMTNR252mNtAmDrCk7TExMxNnZuYVHIyIi0tYoKCggMDCwUSXdlqRNGGRNmMLZ2Vk0yCIiIo2mtYc8W28wRUREROQ/RpvwkEVEGktxuYK47GIqFCqs5VJCPBxwsBFve5HWiXhnitx0RKUXsulEAvuuZZCQU4Ju5ZMECHK3Z0xnb+4eFERHn9YdUxT5b9EmKvUKCgpwcXEhPz9fjCGLGCUxp4Tnf4ngUHQWMqkEpcr4ra1ZPyLMk7dm9SDQ3d6CIxWxNG3FhogxZJGbgs2nEhj/4QGOxqi7NtRljHXXH43JZvyHB9h8KqHZxygiUh9iyEKkzfPJvihW/XO9UfsqVQJKlcDK7RFkFZXz+JiO9e8kItJMiB6ySJtm86mERhvjmqz65zo/iZ6ySAsiesgibZbEnBJe/j3S4Lry1OsUR+yhLCECRX46UjtnbPw64zpyPlbu/kaP+dLvkQzt4CnGlEVaBNFDFmmzPP9LBAojseKC41spuXYU2+BeuI1/EMdekyhLvETq+qVUZMYZPaZCJfD8LxHNNGIRkboRPWSRNklUeiGHorOMrncaMAvP6U8jkVpplzl0GUHKN49TcHwrnreuMLifUiVwKDqL6IxCwrzFlDgRyyJ6yCJtkk0nEpBJjZfB2gZ01TPGAFbu/lh7BlGZlVjnsWVSCRuPi7FkEcsjGmSRNsm+axl1p7YZWCUIAsriPKR2zgbXa1CqBPZdz2j6IEVEGohokEXaHEXlChJySoxvYMTYFl/ej7IoG4euI+rcDiAhu4TickXjByki0gjEGLJImyM+u7guW2qQyuxEcv75HBu/Ljh0H1fv9gIQl11MuJ+LyecQdTNEmop4t4i0OSoUqgZtryzKJWPrq0htHPCc+RwSqcxs5xF1M0TMiWiQRdoc1nLTI22q8mLSt7yMqqwYn7vfQe7kYZbzmKKbIQDxOSVsOBHPt8fiRN0MkXoRY8gibY4QDwdMkRkXFBVkbH0NRW4y3nNewtozyORzSKrOYwhRN0OkuRANskibw8FGTlBdXqYEBJWSzN/eoTzlKl4zVmLj39XgdsYI8rA3GP/9ZF8UK7dHUK5Q1WuIa6JUCZQrVKzcHsEn+6IatK/IfwMxZCHSJhnT2ZsNJ+KNGsXcfV9TGn0Cu7CBKMuKKIrcp7fesfsYo8eWSSWM6eRda7m5dTO8HG24Y4DpXrvIzY9okEXaJHcPCuLbY3FG11ekxwBQGn2S0uiTtdbXZZCVKoF7BusbysScEp794hdyz/9rkj5GZVYiOXu+pDzpMhKZHLsOA3Ab9wAy++qsDVE3Q6QmokEWaZN09HFiRJgnR2OyDXrJvne/Ta2UBxMiDDKphKGhHrXKpp//JYLsI1soS7qMfZfhWHmHoCzKpfDsn6SuX4rvglVYe4UAoCjIIm3Ts0htHHAdtQChooyCk9upyIyj3cIPkMjUFYQa3YwNiwY18iqI3GyIMWSRNstbs3ogN1Y+XZ/xNbJeLpXw1qweess0uhmOA2bi/+g3uE94CKdek3AdNg/fu99BUCkpOL5VfUwB8o/9jFBZjs+db+LcfzouQ2/Hc+ZKKjNiKYrYoz2urm6GiAiIBlmkDRPobs+r08Pr37ABnd9fmx5eK4Sg0c2wDeiq9W41GNLHKLl2FLsOA5A7e2sNv11Ib+Tu/pRcOaS3v6ibIaKLaJBF2jTzBgSxYmIn0zauxzA/PbGzwUm2unQz9PQxAEVhFqqSPKzbhelspP7Ppl0nbWxbg6ibIaKLaJBF2jyPj+nI27N7YCOX1qkAVwtB7aHayKW8M7sHj40Jq7VJfboZxZH6+hjKolwAZA7utc/l6IaqrBBBUam3StTNENEgGmSRm4J5A4LYvXwUQ0M96o4f17DXQ0M92L18lNH0s7p0MwzpYwiKcvVpaoQ21Mus9bbRoNHNEBERDbLITUOguz0bFg3izZndAfUEnaSGAZYAHo5qw+jrYst39w2sM+3MmJ6FsiiXjC219TEkchsABGVlrX0EZYXeNqacR+S/hZj2JnLTkZRXCsCsPv68Mj28lgKbVCJh4Ju7Scsv40RsDkM6GNe3MKRnoSorJv1nw/oYMkc3AJTFObX2UxblIrV1QiKv7T03RJ9D5OZFvAtEbjpOxqqN4cD27jjYyAn3c6FPkBvhfi442Mixs5YxrVc7ALaeSarzWDV1M/T0MebW1seQO3kitXehIjW61rHKU69j7dO+1vK6dDNE/luIBlnkpqK0QsnFpDwABrU37vnO6RcIwI6IVIrqmFDT1c0QVEoyf63Sx5hZpY9hYA7RvtNQSm+cQlGQWT2u+PMocpKx7zK81vbGdDNE/nuIBlnkpuJcYi6VSgFfZ1sC3e2Mbtc3yJVQLwdKK5XsuJha5zHHdPZGJpWQu7dKHyO0H8rSIoou7VP/i9ynp5XhMuR2JFY2pP/4PAVn/iD/+M9k/fo2Vl4hOPaYoHdsY7oZIv9NxJ9lkZsK3XCFpOaMng4SiYQ5/QJ49+9rbDmTyO0DAo1uq9HNqFcfI1ytjyF39sLnzv8jd+9X5B34FolUjl3YANzGLqoVPzakmyHy30U0yCI3FboGuT5u6xvAql3XOBWXS2xWMe09DcdxtboZ89/RLxCpI73O2jsYn3mv13l+Y7oZIv9dxJCFyE1DhULF2QR1YcYgEwyyj7MtIzt5AbCtnsm9OnUzGokh3QyR/zaiQRa5abiUkk9ZpQp3B2vCvB1N2mdu1eTetrNJdQrO19LNqLlpI2y1Id0Mkf82okEWuWnQhCsGhLjVGT/WZXw3b1zsrEjNL+NIdFad2zZIN6MejOlmiPy3EQ2yyE1DdfzY9EamNnIZM3r7AbClnrAFqHUzXqupMGeid1yfboaIiGiQRW4KlCqBU3Fqg2xK/FgXTdhiV2Qa+aW1S55rUlimzlu2raquq0/QSLO+Pt0MERExy0LkpuBqWgGFZQocbeR0befcoH27+zvTxdeJq2mF/HEhhXsGBxvdNre4gi/23wDg7dt6Eu7nzKYTCey7nkF8lr4qnAR10ceYTt7cMzhIzKYQqRfRIIvcFGjCFf2C3RomwUl1TvIbf11hy5mkOg3yZ/ujKSxX0LWdM9N7+SGVSnhlejivEM7llHymfnQYOysZWx8ZQoiHg1iBJ9IgxJCFyE1BQ/KPDTGzjz9yqYQLiXlEpRtuqZScV8p3R+MBeGZyZ6Q1DL+TrbroQ0DQ6maIiDQE0SCLtHkEQdAa5IbGjzV4Otowpou6hNnY5N6H/16nQqlicKg7o6vyl3Wxkqm/TgqlCd1URUQMIBpkkTbPjcxisosrsJFL6RHg0ujjzO0XAMD2s8kolPr6xNfTC9l+Vm2on53cxWBanSZUolAJCIJolEUajmiQRdo8Gu+4T5ArNnJZo48zpos3no7WZBWVc+B6pt66d/++hkqAyeG+9AlyM7i/lazaSNdVZCIiYgzRIIu0eU7GZgMNyz82hJVMysze/gBsOV0dtjgdl8PuK+lIJbBiUmej++tOJipEgyzSCESDLNKmEQSBE02MH+syp786bLHnajo5xRUIgsDbO68CcHv/wDpLsjUxZBANskjjEA2ySJsmKbeU1Pwy5FIJfYJcm3y8Lr7O9PB3oVIp8Ou5ZPZcyeB0fC42cinLxtddNq0rPlQzBi0iYgpiXo5Im0YTP+4R4IK9tXlu57n9A4hIzufn04moqibn7hvWHl8X2zr3E0MWIk1F9JBF2jSacunG5h8bYnovP6xlUq6mFXI9vQhnWzmPjOpQ734SiUTrJYupbyKNQTTIIm2apuYfG8LV3lqrkwzw6JgwXOxrd4o2RHXqmxiyEGk4okEWabNkFJYRk1WMRAL9gs1nkAHKFUrt33cNMl0MSCwOEWkKokEWabOcilV3B+nq64yLnWkerCkUlFVyPjFP+/pIVN06ybroFoeIiDQU0SCLtFmq84/N6x2vOxCjldgE2GqCTrIGTXFIWwhZFJcriEzJ51xCLpEp+RSXK+rfSaRZEbMsRNosJ5ooKGSIjIIyvj4cC6hLpN/5+yr7r2eSUViGt1PdWRYAcmnrDllEpReq5UKvZZCQU6LXiUoCBLnbM6azN3cPCqKjjygXamlED1mkTZJXUsG1KlW2ASHmM8gf7Y2itFJJnyBXHh4VSr9gN5QqgV/OJpu0f2sNWSTmlDD/6xNMWH2QDSfiia9hjEHdJjA+p4QNJ+KZsPog878+QWJOiaHDiTQTokEWaZOcjstFECDUywEvJxuzHDM2q5jNJxOBagGhOVWCQ1vOJJkkGKQNWbSiwpDNpxIY/+EBjsaoQzz16Wxo1h+NyWb8hwfYfCqh2ccookY0yCJtkpONbNdUF6v+uYZCJTC6sxeDQ9W6GNN6tsPWSkp0RpHeRJ8xWpuH/Mm+KFZuj6BcoWqw4JFSJVCuULFyewSf7ItqphGK6CIaZJE2ibnjxxFJ+fx1MRWJBJ6Z1EW73MnWiind2wGmTe61prS3zacSWPXPdbMca9U/1/lJ9JSbHdEgi7Q5issVXErOB5qu8Kbhnb/VAkIze/vTzU+/J59GJ/n3CymUVSpr7atLaykMScwp4eXfI03ePv/oT8S/PY2Urx41us1Lv0eKMeVmRjTIIm2Oswm5KFUC/q52+LvaNfl4h6OyOBydhZVMwpMTagsIDQ71wN/VjsIyBbsi0+o8lryVeMjP/xJhcthEUZBF/rGfkVjVnUWiUAk8/0uEOYYnYgTRIIu0OcxZLq1SCVrv+O5BwQS629faRiqVcFuVl1xf2ELeCmLIUemFHIrOqj9mLKj/5e79Ghu/zlj7htW5uVIlcCg6i+gMwz0HRZqOaJBF2hzmjB/vuJRKRHI+DtYyHh9r3CBpwhaHo7NIzis1up28FYQsNp1IqL/zdpWtLku8RMm1I7iNe9CkY8ukEjYeF2PJzYVokEXaFOUKpTbboakGuVKpYtWuawAsHhmKp6Px9LlAd3sGh7ojCPDLWeNecmuY1Nt3LaNu77hqlaBSkvPvFzj2moi1V0it9YZQqgT2Xc8wyzhFaiMaZJE2xcWkfCoUKjwdbWjv6dCkY20+lUhcdgmejtY8MCK03u3n9gsE1GELYznJLZ32VlSuIKGuiTedYRWd34miIBPXEfPr3K4mCdklYpl1MyEaZJE2hW782FDnZ1MpqVDw0R51bu0TYzviaFO/isCUHr44WMuIyy7hVFyuwW1aujAkPru4LluqRVlaQN6hTbgOvQOZfcM6dQtAXHZxo8YnUjeiQRZpU5grfvzN4VgyC8sJcrfnzoGmyWvaW8u5pac6J3nL6USD27S0h1yhMO2HIO/gBqR2jjj1u7VZzyPSMESDLNJmUChVnDFDh5Cc4grWHogB4KmJnbCWm/41mNtfHbb4KyLV4GN7ddpbyxgsU95LZU4yRRd24dRvOsqiHBT56Sjy0xEUlQgqJYr8dJSldWdSNOSaiZiOqPYm0ma4nFpAcYUSZ1s5nZugRPbpvmgKyxV0a+fMrT39GrRv/2A32ns6EJtVzM5LaVqtCw0tnfYW4uGAhDpDwCiLskFQkbt7Lbm719Zan/zFIpz6Tcd9guHMC0nVeUTMj2iQRdoMmvjxgBB3pPWldRkhKbeEDcfiAXh2SpcGH0cjOPTermtsOZ1owCBXecgtZJAdbOQEudsTb2xiTwJWnsF4zXqh1qq8QxtQVZTiPu5B5G7tjJ4jyMMeBxNi7iINR7yqNynF5QrisoupUKiwlksJ8XBo818ic8SPP/w3igqliiGhHozs6NmoY8zq48+qf65xIjaHhOwSgjyqi0k0HnJDhXzMyZjO3mw4EW90DDIHF+w7Dam1vOD0bwDYd669TruvVMKYTt7mGahILdr2N1REj5tZfFylEprcYfpaWiHbz6lziJ+d0qXRWRp+rnYMD/PkUFQWW88k8uTEztp18qosi8oWlN+8e1AQ3x6Lq3uj+uIaRlCqBO4ZbHqPQZGGIRrkm4DEnBKe/yWCQ9FZyKQSg56Rrvj4t8fiGBHmyVuzehgsFW6NRGUUkVdSiZ2VjO7+DUvT0vDerqsIAkzp7kvvQNcmjWdu/0AORWWx7Wwyy8Z30oY+WkNhSEcfJ0aEeXI0JrtBnrrv3W/XuV4mlTA01IMw77b1Y96WEKdK2zj/FfFxTf+8fsFuWqPXEE7F5bD7SgYyqYQVkzrXv0M9TOzmg7OtnOS8Uo5VXXto+bQ3DW/N6qENn5hMPUOWSyW8NatH4wclUi+iQW7D/JfEx5sSPxYEgbd3qgWEbu8fQAcvxyaPx9ZKxvTe6gwN3ZxkeSvpGBLobs+r08PNeszXpoe3mSeqtopokNso/yXxcUEQtBkWjTHIu69kcCY+F1srKUvH1ZbXbCxzqkqpd15Ko6CsEmj5tDdd5g0IYsVE87zfpyd25o4BYuy4uRFjyG0Qjfi4qqKUghPbKU+5RkXqdVRlRXhMXYZjz/F628e/Pc3osWxDeuMz7w1e+j2SoR08W6UHFJ9dQkZhOdYyaYNjv0qVwHu71N7xfcPa4+tSf+doU+kV4EJHb0eiMor480Iqdw0K0kl7ax2VbI+P6Yinow0v/x6JQiU06ElKJpUgl0p4bXq4aIwthGiQ2yAa8XFVSQH5R35E5uyFlXd7yhMMi4d7THuq1rKKtCgKT/+Obfs+QLX4+IZFg5p17I1B4x33CnTB1krWoH23n03ienoRLnZWPDyqg1nHJZFImNs/gLd2XGXrmcQqg9zyaW81mTcgiGEdPOud+NWgWT801KNNTfzeDIgGuY2hER8HkDm6E/D4BmSObpSnRpH23fLqDXW+b47hY9R/6MzxZCdEABIcuo4C9MXHW9ssemPjx2WVSj78Vx3WeXR0B1zsrMw+tpl9/Hnn72ucTcgjOqNIWzpd2Qp66ukS6G7PhkWDqlMjr2cQn1W7eCTYw54xnby5Z3BQq7sP/guIMeQ2hq74uERuhczRrfZGxmyBRgdXUUnJtSPYBHVH7lxdHNFaxcer848b1j9vw7F4UvLLaOdiy8KhIc0wMvB2smVMZy9ALcupjSG38KSeMTr6OPHK9HAOrBjDY2P0nxjm9AvgwIoxvDI9XDTGLYRokNsY9YqP14cApTdOoSovxiF8tN6q1ig+nppfSkJOCVKJOuXNVArKKvl0fzQAy8d3anCooyFoyqe3n01CU2vSGib16kPzm+FUVcGZXVTegqMRAdEgtynqFR83keLI/SCzwqHzsFrrWpv4uCZ+3N3fxSTNYg1rD9wgr6SSMG9HZvf1b67hATC2iw/uDtZkFJZz7IY6J7mlm5yagqaDdkiV0H9qfllLDkcE0SC3KUwVH68LVXkJpTGnsevQH6lt7Xzc1iY+risoZCoZBWV8fTgWgKcnddbGdZsLa7mUGVU5yXuuqp8w2oKHXK5QG+TgKi2O9ALRILc0okFuQ5hDFLzk2hEERQUO3UY363nMRWPyj9fsiaKsUkXfIFcmdvNprqHpoWnvpKG1pL3VRWmF2iBrWmHlllRqvWaRlkE0yG0Ic4iCF1/ej8TGAfsOA5v1POYgu6icqIwiwHQPOSaziM2n1JVzz05uvIBQQ+nm50y4n7P2dWtKezNGWaX6R8Pb2Ra7qhi76CW3LK3jmydiEhrx8caiKMqhLCEC+05Dkcit1PGJGnajNYmPa/rWdfJxxN3B2qR93v/nOkqVwNgu3gwKbVhWRlPR1UZuSbU3UymrClnYyqXaghkxjtyyiAa5DaERH28sJVcOgqCqlV2hNcxC6xIfb2i44mJSHn9FpCKRwDOTmy4g1FBm9K6ePIxMLrD4+RuKJjxhayXD11ltkEUPuWVpHd88EZOpKT5ecOYPVGXFKIvUxqs0+iSKQnXhiHO/W5HaVHu7xZf3I3N0xzbIuGKXt6MN+aWVzVJE0VBOxqkzFkzNP37nb3WJ9Kze/nTxda5na/Pj7mCNlUxCpVKgsBVlqhijtCpkYWclEz3kVoLoIbcx7h4UpBefLDjxC/mHNlJ0bgcAJdePkn9oI/mHNqIqK9JuV5mdREVaNPZdRyKRGP/YT8XlMuT/9vDir5eIzigyul1zU1BWyeUUtZc50IT48aGoTI5EZ2Mtk7J8gvkEhBqKbgfr1h62KNf1kKsMcppokFsU0UNuY9QUHw949BuT9rPyDCB45Z/6C43MO5VUKNlwPJ4Nx+MZ0dGT+4aFMLqTd6P72DWGM/G5qAR1SlZ9gkAqlaD1ju8eHNSi2gtjunjzfVXPvr1XM5gU7ttiY6mP6pCFVBuyEA1yyyJ6yG2QRomPG8LIIazlUsK8HZFI4FBUFvd/e5qx7+/nm8OxWpnJ5kYbPzbBO/4zIpVLyQU42sh5fEyYSccvLlcQmZLPuYRcIlPyzVYMYyuvrgjccjrJLMdsLjRZFnoeshhDblFED7kNohEfX7ndsLpbg6gyyq9PDyezsJwvDsZQoVARn13MLT3a4WJnxe8XUojLLuG1Py/z/j/XmNMvgAVDQ8wi9G4MUyf0KhQq3v/nGgAPjgzFw9HG6LaW6DmoEagHdZl7ZmE5Xk7Gx9SSlBqY1BM95JZFNMhtlHkDgsgqKjeLSP3TEzszf0gIALP7BvDqH5Hsu5bJnxdTaediy8u3hlNaqeS7o3FEZxTx3bF4vjsWz6hOXtw7LIRRHb3MGs4orVByMSkPgEH1TOj9dCqB+OwSPB1tWDS8vcFtLNlzUPfJRakS+O18Mg+MCG3QMSyFbsjC2VZtkDOLylEoVc1e3ShiGPGqt2EeH9ORt2f3wEYu1SrAmYpMKsFGLuWd2T14TOcxP8TTgW/uHcCXC/oT4GZHan4ZK7ZcYNelNL64px8bFw1ifFdvJBI4cD2T+9afYtwHB/j2SCyFZgpnnEvMpVIp4OtsS6C7ndHtissVrNmjFhBaMi7MYLqepXsOagTqNWw5nYQgtL4iEUFQt/ACtYfs4Wij/bHKKqpo4dH9dxENchtn3oAgdi8fxdCqIoj6DLNm/dBQD3YvH2WwE4REImFCNx92PzmKJeM6Yi2Xcjg6iylrDnI4Oos18/qwf8VoFg1vj5ONnNisYl754zJD/m8vr/weSWxW07QwTsWqC0IGtnevs9Lum8OxZBWVE+RuzzwD76Mleg5qQhY2cik2cinX0guJSM5v0LktQblOebydlQyZVIJPVWhFjCO3HKJBvgnQiI//u2wk8wcFE+xhX2u+ToI6Y2H+oGB2Lx/JhkWD6n0ct7WS8eSETvy7fCRju3hTqRT44sANxn9wgEvJBfzvlq4cf34cr88IJ9TLgaJyBd8ejWPMqv3ct/4kB65nompECXF1/rHx+HF2UTlrD8YA8NTETrXKvVuq56AmZGFvLdNmWLTGyT2NjgWglSb10aa+lbbImETEGPJNhUZ8/BXCKS5XEJddTIVChbVcSoiHQ6Mr8II91GGM3ZfTeeWPSJJyS3nsh7MMC/Pg1endmT8khLsHBXM4Ootvj8ax92oG+65lsu9aJqFeDtw7NITZfQNMks+sUKg4E1/tIRvj0303KCpXEO7nzK09/fTWaXoOGjx+Zjz5h3+gIi0aZXEeEisbrDwCcR40G/uOxttXmdpzUBN7VSgF5vYP4PcLKfx+IYUXbunarJrMDUVTNm0lk2ifmtq52HIOcWKvJRE95JsUBxs54X4u9AlyI9zPxSzl0OOrwhhLq8IYR6KzmbLmIP+38wqllUpGdvLim3sHsG/FaO4bFoKjjZyYzGJe+i2SIW/t4bU/LhNfj7TnpZR8yipVuNlbEWYkiyMpt4SNx9W5vs9O7lJrQlHTc9AQyoIMVBWlOPQYh9v4xbgMvQOAzG2vU3j+b6Pj0vQcrA+Nh1ypUjG0gyd+Lrbkl1ay+0p6vftaEm3Km06ank9VpkWqGLJoMUSDLNIgbK1kLJ/Qid3LRzG+qzqMsfZADOPeP8CfF1MQBIH2ng68fGs4x58fx6vTwwn1dKCwXME3R2IZvWo/i749xaGoTIOTXbr6x8YyNz749zoVShVDO3gwoqOn3jpNz0FjMWO7DgPwueM1XIfdhVOvyTj3n4HPnW9h5d2egpO/Gn3fuj0H60ITQ1aqBGRSCbdVCQ61trCFNsPCutogt6sKWaSLHnKLIRpkkUYR5GHPVwsH8PXC/gS625FWUMbjP5zj7q9OaI2Wo42chUND2P3kKL69bwCjO3shCGoR9/lfn2TChwfZcDxeryijvvzjq2kF/HIuGTAsr6nbc9AoNRXupDLkTp6oyusuFTel56Amy6JSKSAIArf1VRvkQ1GZrSoUUKqT8qZB6yG3onH+1xANskiTGNfVh3+Xj2LZ+I7YyKUcvZHN5NWHeGvHFYqqDK1UKmF0Z2++vW8ge58axb1DQ3CwlhGdUcSLv15i8P/t4Y0/LxOXVaxtaGos//i9v68hCDC1hy+9Al1rra+352DVKlVFGcqSfCpzUyk49SulMWewDe5lvEEspvUc1M1DVgnqNMKBIe6oBNh2tvV4yVoPWa7rIatTDEXFt5ZDNMgiTcbWSsay8Z3Y/eQoxnf1QaESWHcwhnHv7+f3Cyl6oYlQL0dema4OZ7x8azdCPOwpLFPw1WF1OKOwTG3Eu7arXSl3MjaHPVczkEklrJhYW16z3p6DOsY2d99XJH18NynrFpO77xvsOw3BfcIjtbarSX09B3Ur9TTiQnP6q73kbWdaT05yuU7ZtAZfHQ+5tYzzv4ZokEXMRqC7PV8t7M839/YnyN2e9IJylvx4jru+PEFUun7s1cnWivuGtWfvU6NZf+8ARnby0ls/9aNDbDoRT0mF2vgJgsDbO68AcMeAQEINTPg1pOegc/8ZeN/xBh63LMcutB+CoAJl/YUt9fUc1C0M0Xjqt/Roh721jJisYs4m5Jo4wuZF4yHb6Rhkb2d1HnK5QkV+qWU0S0T0EQ2yiNkZ28WHf5aPZPn4TtjIpRyLyWbKmkO8+ddlbRhDg1QqUSuk3T+QTj7VRvZ6ehEv/HKJwW/t4a0dV1h/JI6zCXnYWklZOq6jwfM2pBeglUcgdiG9cew+Du85LyNUlJGx7TWTPMO6zqPrIWs6TzvYyJnaox3Qeib3NDFkG50Ysq2VTNuZRYwjtwyiQRZpFmytZCwd35HdT45iQjd1GOPLQ7GMe38/v51PrmX4BEEgu6pkd/29A3hxWjeC3O0pKFOw7mAMr/15GYCu7ZzxNiLW05RegPadh1GRGoUiJ7nebes6j24MuVKn0ammvdOfF1O1Xn9LUmYgZAHVYQuxWq9lEA2ySLMS6G7Plwv6s/7eAQR7qMMYSzef584vj3NdJ4xxI7OY7OIKbORShoZ5sGh4e/atGM3XC/vrHe9cQh6TVx/ix5MJetVm0LSeg4KiHABVed150vX1HJRIqgstdCcXB7V3J8jdnqJyBX9fSmvkKM2HbvsmXUSh+pZFNMgiFmFMF292LRvJUxPUYYzjMTlMXXOIN/68TGFZpTbdrU+QKzZVM/8yqYRhYZ7a/FhQxzyvpRfy3PYIBv/fHv5v5xWSctUTefX2HJSAsjiv1mJBqaD40l4kchusPIOM6kSDaT0HNQZZt2OIRCLReslbz7R82EJTqWdnpW8CRIPcsoil0yIWw9ZKxhPjOjKzjz+v/3mZfy6n89XhWH6/kEJmkdpDrdk/7/tjcaTml+HnYsveFaMpr1Sx5Uwi3x2LIzGnlLUHYvjyYAwTu/ly77AQRnfyYuPJBKOpb9m7PkGoKMEmoDsyJw+UxbkUR+5HkZOE25hFSG2Mq8vJpBLGdPKu931aSSVUUFtZ7rZ+AXy4+zpHb2STmFPSop1NyiqMeMiiLnKLInrIIhYn0N2edQv6s/6+AYR42JNRWI4mpOyq01w1v7SST/fdAGDZhE7YWslwsbfigRGh7F8xhi8X9GdYmAcqAf6OTGPeuuMcispCqRSMpq45dBkBSCk8v4Ocfz6j8NSvyJ088Zr9Is4DZ9U5bqVK4J7BtVXlaqLRs6hU6g/C39WOYR3UlYUtnZNcpjASQxY7h7Qooocs0mKM6ezNkGUevPpHJD+eTATgtT8vk5xXyrLxHVl74Ab5pZV09HbUVrxpkEnVEqETuvlwLa2Q747Fsf1sEjG60p8ae6gTgnDoNgqHbqP0l+vaTQGDIQuZVMLQUA/CvOvvJCI3EEPWMKdfAIejs9h6JoklYztatE+hLtWFITVCFqKH3KKIHrJIi2JrJWNAjb55Xx+Opccr//DZfrV3/PSkznWWQ3f2deKtWT04/tw4np/aRWtUtAg6/xqJXCrhrVk9TNtWVjuGrGFSuC9ONnKScks5Hpvd+AE1EUNaFlCtZyF6yC2DaJBFWhzNhN5DI0P5tiqMoUuQh2mxVld7ax4c2YEjK8cy34TQgpaatt6A4X5terjJMV9NcYghD9nOWsa0Xmq50Jac3Cs1oPYG1ZrI+aWVtbJYRJof0SCLtDi6gkKjO3vzxfx+eutv+egwr/1x2eSO1zKphNdn9mDFpE51b2iix/z0xM4GO6sYQ+MhK1Qqg92t51aVUu+MSKtVKGMpjKW9OdnIcajymkUv2fKIMWSRFiWjsIyYrGIkEugfrA5dfLRH3TKpi68TIR4O/B2ZxjdHYquE3rsws7d/na2dNDw+piOejja8/HsklUoVKkMFdkaMslQCVjIpr00Pb5AxBrRdUh7ddFY9YamzTgIEutnhYmdFfmklf11MafDxzUGZAbU3UKfn+bjYEpNZTGp+Ke09jedci5gf0UMWaVE0/fO6+DrjYm/FhcQ8dkSkIZHA6nm9+WJ+P76/fyChng5kFZWz/KcL3LH2OFdSC0w6vqbnYB8DynB10dnHyWjPQWMk5pQw/+sTJOaqWyClF5TXsvcCkJBbqvX23/zrCol1CSI1ExpxITsDXUy0usiih2xxRIMs0qKcrJrYGtTeHUEQeOfvqwDM6uNPF19nAEZ28mLnshE8PakzdlYyTsblMO3jw7z6R6RJYYxAd3uGh6nFiwLc7Aj2tKc+BzuvpJIAN+M5yTWp2d26PjRpfgVlCsZ+sL/B3a2bSqmRkAWIusgtiRiyEGlRTujEjw9FZXH0RjbWMilPTtCP/9rIZTw2JoyZffx548/L7LyUxvojcfxxIZXnpnRhdl/jYQxBEPjjYgqgbog6q0+AXs/B0kolJ2Nz+OlUotYIpeaXMeDNPayd34++Qa51hkg+2RfV8IaqErThkkqFwMrtEWQVlfP4GMPCSeamzIC4kAaxc0jLIXrIIi1GXkkF16r0LPoHu/H2TrV3fM/gYALcDGc0+Lva8fk9/diwqDqM8dSWC9y+9hiXUwyHMS6nFhCTWYyNXMr4rj6Afs/BoR08WTa+E4eeGcNnd/fV7pdVVM5tnx9lxqdH2H42iXJF7awDs3W3FhrW3bqpaEqnDXnIvqKH3GKIHrJIi3E6LhdBgFAvB47FZHM5tQBHGzmPjw2rd98RHdVhjK8Px/LxnmhOxeUy7eNDLBgSwvIJnXDRqfj740IqAGO7eONka2XskMhlUqb2aMehZ8Yw4t192uUXk/J58ucLvLXjKncNCuKeQUF4O9vW2d26LOEi6T8+b3Cd7/xV2Ph3MbjO1O7WTaWsjhiyr9g5pMUQDbJIi3Gyql1Tn0A33q/yMh8aGarV5K0PG7mMR0eHMbO3P2/8dZkdEWl8ezSOPy+msHJKV2b38UcigT8uqMMVt1bl/9ZHoLs9M3v78ev5FIaEejC8oycbjsWTVlDGR3ui+Hx/NFN7tCMuu9hod2sNTv1uxbqdfvhF7qbWRtYNW2jQdLfesGiQSWNtLMa0LED0kFsS0SCLtBia+HFMVhEJOSV4OtqwaET7Bh/Hz9WOz+7ux6GoTF7+PZKYzGJWbLnA5pMJzOrrT3JeKQ7WMsZ0rl8YSMPDozvw6/kUTsRm89bsHjw4MpRdkeq49Zn4XH47n1J7JwNhZpuAcBy6DK93OwAE/e7WppRpN5bqkEXtqKVGzyKzqJxKpQormRjZtBTilRZpEYrLFVxKzgfUGscAS8eFYW/deB9hREcv/l46kpVTumBvLeN0fC4v/HIJgMGhHthZ1/YGjdHF15mxXbxRCbDu4A2sZFKm9fRj2yND+f3xYXTwMpCfa6Q8W1VegqBS6m9XB6Z0t24KSpWgFT6qWakH4OFgjZVMgiBAZmF5s41DpDaiQRZpEc4m5OqVFgd72DNvYNMLJKzlUh4e1YE9T41iSndf7fI9VzPYcjpRW7RhCo+M7gDAtjPJevHUngGu9YYqNGTvXEPi6ttJWDWLtB+fozxVXfRiSPhIgyndrZuCJsMCMPgjJZVK8HYSNS1aAtEgi7QImnJpDSsmdjbro3E7FzvmDwnWW/b01ovM+eKo1jOvjwEh7vQPdqNCqeKbw7Ha5dru1hKMhx+kVth3Gor7uMV4zX4R15HzqcyMJ/2HZ6lIV4smGfSUq5bV1926KZTqGGQbI+2oRKH6lkE0yCItgq5B7u7vzC1VTUDNiSa7YnZff56rCmOcTchj+ieHeem3S+SX1F9UovGSNx6P125fq7u1hFrG2TagK16znsex50TsOw7CZfBcfOevAiTkHvhO/yQGjHp93a2bgjYHWS41ml8tGuSWQTTIIhanXKHUTugBPDu5i9l1gSuVKnZeUhvk2/oG8FBVGGNaz3aoBPj+WDxj39/Pz/WEMcZ09qazjxPFFUo2nogH6uluXcfbsHLzw67jIMoSLurHlGtSNZyGdNFuCMYanOoiNjttGUSDLGJxLiZVhwyGdvBgREcvs5/jcHQWeSWVeDraMDhU3RaqnYsdn9zVl00PDCLM25Hs4gqe2XqR2+oIY0ilEh4eHQrAN4djKatUNqm7tdzJE5QKhMr6J8uacp660HjIhnKQNbQTPeQWQTTIIhbnu6Nx2r9XTjFcINFUNLnHt/TwrSVuPyzMkx1LRvD8VHUY41xVGOPFXw2HMab19MPf1Y7s4gq2nE5sUndrRV4aErk1EusaIvqS2i/r6m7dFIwpveniI3YOaRFEgyxicf68mKr9u2eAq9mPX1ap5J/IdMB4MYi1XMqDIzuw96nR3NrLD5UAG47HM+b9/fx8Sj+MYSWT8uBItZe89mAMNnJp3d2tAWVJbY+7IiOGkuiT2Ib0QSKR1hne8Hezq7e7dWMxJWTRWjuHGNKXvpkQC0NELMrR6Czt37q6EeZk/7VMisoV+LnY0jfIrc5tfV1s+fjOPtw5MJCXfoskOqOIZ7Zd5IeTCbwxszvd/V0AuL1/IGv2RJGUW8pfEamM6ezNhhPxtbuCVL3M/O0dpHJrbPy7IrV3oTI7kaILfyOxssFt1L2GjbFO5V67mm2ozEi1sJBxg+yjE0MWBMEk/enmIiq9kE0nEth3LYOEnJJa+tJB7vaM6ezN3YOC6OjTfMU0lkD0kEUshiAILPjmpPb1pHDfOrZuPBplt2m9/EyeLBzawZOdS0fwwtSuOFjLOJ+Yx62fHOZ/v0aQV1KBnbWM+4aGAPD5/hvcNTDQqDEGsO84GGVpAQWnfiXn388puXoI+05DabfwQ6y8AusdT05xhUnjbgyaKj07E0IWFQoVuSZkozQHGn3pCasPsuFEPPE1jDGoL3l8TgkbTsQzYfVBtR51C+hLmwvRQxaxGP9cTtcWVPTwd6mzcWljKS5XsOdKVbiip2naFRqsZFIWjwxlem8/3vzrCr9fSGHj8QR2RKTxzKTO3DM4mC8O3OBqWiHJeWWMCPPkaEy22jDXsBTO/afj3H96nWEJQ0ilaq3kG5nFXErO13ro5qS0Dh0LDdZyKZ6O1mQVVZCaX2qyvoi52HwqgZd/j9TeL4b6E+qiWX80JpvxHx7g1enhzGuBTixNRfSQRSyCQqnivV3XtK+n9TR/3jHA7ivplFWqCPGwp7u/c6OO4eNsy0d39uHHxYPp6O1ITnEFK7dHcN+3p+gRoDaQn++/wVuzeiCXSprUzbomVjKpVnOjuZqglikMNzitiW8LdQ75ZF8UK7dHUK5Q1WuIa6JUCZQrVKzcHsEn+6KaaYTNh2iQRSzC9rPJRGcUaV8PbO/eLOfRFIPc2suvyXHPIR082LF0BP+7pSuONnLOJ+ZxPEadP30yLof0gjJeubVbk8esy2vTw1lQVWH46/lkgxrMTaXchCwLaBnVN7PpS2NZfWlzIYYsRJqdskolH/xb/SWzs5I1y6N4fkklB6o0IEyV2qwPK5mUB0aEcmsvP97acUVP5W3OF8d4cVoNg2xAUtNUNN2tlSoBX2db0grK2HMlg6lmrmLU5iHXI7bka+HOIbr60qqKUgpObKc85RoVqddRlRXhMXUZjj3H19qvMiuRnD1fUp50GYlMjl2HAbiNewCZvYtWX9qljVg60UMWaXa+Oxqnlz7VL9itWSQdd11Oo1Ip0NnHiU5mnm33cbZlzbw+bH5wMFayas/79T8vA+p8ZxsraYPj4jKpBBu5lHdm9+CxMWHaZbP7+gPNE7Yo1ZZO12OQLewhP/9LhDZmrCopIP/Ij1RmJ2LlbVySVVGQRdqmZ1HkpuI6agHOA2dTeuMU6Zv/h6Cs1OpLtxWa1SA/88wzVFQ032yxSOsnv7SSz/bf0FvWfOEKjRB988SnQS3jefm1ybWWO9tZs+3hoQytqgqsD43hHhrqYbC79Zx+AQDsv5ZBhpljuKbkIUN15xBL5CJHpRdyKDpLGzOWOboT8PgGAh5dj9uY+6s3FPT/5R/7GaGyHJ8738S5/3Rcht6O58yVVGbEUhSxR6svfSOzsNnfgzloVoO8bds2+vXrx/nz55vzNCKtmC8O3CC/tJJOPo54Oqpn6pvDIGcVlXP0hrrj87QGZlc0lJLy2nHdH08mcM/XJ5jaox2PjVELEtlby2olWUhQS43OHxTM7uUj2bBokMF2TaFejvQPdkMlwPZzyWYdvymVeqCjZ2EBD3nTiQS9pwuJ3AqZY9055AAl145i12EAcpfq5gN2Ib2Ru/tTcuUQoP7x+/lU80yQmptmjaxERETw9NNPM2TIEF544QWef/55pFIxSvJfIS2/jPVH1LKVt/cP5I2/rmAtk9I70NXs59p5KQ2lSqBngAshns1TcgzqbJHHfzyrt6xrO2dUKoFr6YU8t7368XhoB0/WzOut7W5tLZcS4uFgcgXenH4BnI7PZcvpRB4aGWq24oy6+unp4mvBar191zIanFGhKMxCVZKHdbswtcesc3ls2nWi9MZpQJ15cTA604yjbT6a1Tra29vz6aefsmPHDr755huGDBnCL7/8wu+//673T+TmZM2e65RVqugf7IZzVXPRngEu9T4qN4Y/qibbGpp73FDe+OsKh6KysLOS8b9bugIQm1XEhkUDeXFaN5x0jO3uK+mUK1Ta7tbhfi4NKoe+pWc7bK2k3Mgs5lxintneQ7WHbJpBLixTNGuJslZf2hhG7LSyKBcAmYN7re1kjm6oygoRFOqilqScUnMMtdmxiLs6ZswYVq9ezZkzZ7jtttuYOXOm9t+sWbMsMQQRC3Mjs4ifT6sfE5+d0kXb0LQ5whWp+aXa49/STPnNAD+cSODbKmGkD+/ozaLh7ekZ4EJZpYqNx+NZNLw9e1aM0ttn7Pv72WSoxNoEnGytmNpd/X7MOblnasjC0Uau/YFpTi+5lr60iQgKtWKeRFa7k7hEZq23jRlTxZuVZjfIpaWlLFmyhNtvv50XX3yRyspKVCqV9p9Saf48S5GWZ9WuayhVAuO7ejMgxF0rSN8cBvmvKrGigSHu+Lnamf34AMdjsnnpN3V/vhUTOzG5uy8SiYRHRqnjxd8di6eoXIG3k7qoRENeSSUv/HKJWZ8d4XwjvNw5/dWTe39cSNFrvdQUqhuc1v+k4mMBGc7G6j5L5DYACMrapd2CskJvm7ZCsxrko0eP0rNnT/bu3cuRI0d4+eWXkcnM/7gq0ro4n5jHzktpSCTw9KQupOaXkpBTglSiTnkzN82dXZGYU8IjG8+gUAnc2stPm54GMDHcl1BPB/JLK/nxhLoIwapqcqpPkCsvVYUxLiblM+uzI6zcdrFBOhWD23sQ4GZHYZmCXZFpZnk/pmZZgGV0kRur+6yZ9FMW59RapyzKRWrrhERe23tuzTSrQR49ejQzZszgzJkz9OvXrzlPJdJKEASBd3ZeBWB2nwA6+zppveNwPxecbM37BYnPLuZCUj5SCUxphjZQhWWVLPruFLkllfQMcOG9OT31JtdkUgkPjVJLc351OIZyhVIvW+D+qjDG7L7+CAJsPpXImFX72XjctDCGVCrhtr5qL3nLafOELUzRstDgY4HOIXXqS9dxieROnkjtXahIja61rjz1OtY+1fnLLadV1zCa1SDv3r2bVatWYWPTth4bRBrPwagsjsVkYy2TsnxCR4BmDVdotJWHhXni6Wje+0ypEli2+TzX04vwdrJh3fz+Bo3YzD7++DjbkF5Qzq/nkrVFLwql2pp4O9nywe292fLwELr4OpFfWsn/fr3EzE+PcC4ht95xaHKSj9zIIjmv6ZNT2pCFCZ6pJTxkBxu5YX1pEwK/9p2GUnrjFIqCTK3VLY07jyInGfsuw7XbBbg3TyjL3DSrQR45cmRzHl6klaFSCbxd5R0vGBJMgJv6S9acBlkbrmiG7Ir3dl1jz9UMbORS1i3or806qImNXMYDw6sE7A/EoHGgFTU84AEh7vz5xHBeuVUdxohIzmfWZ0d5dutFsouMt3QKdLdnSKgHggDbzTC5V96AkIWPhar1xnT21q9yFKDgzB/kHd1MUcS/AJRGnyTv6Gbyjm5GVa5uAOsy5HYkVjak//g8Baf/IP/Yz2T9+jZWXiE49pgAqJ9iRoaZv01YcyAmBYuYjT8upnAltQAnG7k2zppdVE5UlajQgBDzGuTr6YVcTSvESiYxu7byL+eS+OKAusLw3Tk9682dvnNQEM62cmKyitl7Va2noVDWnqySy6TcO6w9e1eM1oYifjqdyNj3D7ChjjDG3KrJva1nkxCEpuUMlJqoZQHVHnJzK77dPSioWsa06u0VnPyF/EMbKTq3A4CS60fJP7SR/EMbUZWp7ym5sxc+d/0fcjdf8g58S8Hxbdh16I/PvNe18WOlSuD2AQHNOn5z0UYkN0RaOxUKFe9XqXQ9NCoUtyr93FNx6kfyTj6OZtfU/bPKOx7VyQsXe/PFps8m5PLsNnWBx2NjOjCjt3+9+zjayFk4NISP90bz/TF1d+qaHrIuXk42vH97L+4cGMiLv0VyJbWAF3+9xE+nEnhtRvdanU4md/flpd8iic8u4WRsDoNMLNE2hDbtrR4tC7Cch9zRx4n+QW6cjq8O4QQ88o3+RkYCwdZewfjc8brBdTKphKGhHnTwahudREQPWcQs/HgygYScErycbLh/ePVkSnOFKwRB4I+L1VKb5iIlr5QHvz9DhULFhG4+PDWhs8n73js0RC+3V6GqP52rf4g7fzw+jFenh+NkK+dScgGzPzvKM1sv6IUx7K3l3FI1abmlCWELQRBMzkOGag85u7i80elppoxp65kkIlMKjG/UyFk5uVTCW7N6NG7nFsBiBlmhULB7927Wrl1LYaFa6CMlJYWioqJ69hRp7RSVK/h4r1oMfMm4jthbVz94nYxT60sMbN94j84QkSkFxGYVY2slZXxXH7Mcs7RCyYMbTpNVVE4XXydW39Hb5BZQAB6ONtzRv7o9k2ZSrz7kMikLh4aw96nR2gm8n08nMWbVfjYci9OGMTRhix0RqY2unKtUCmgc97p66mlwd7DGWiZFECCj0Pxecn5pJUs2n2fFlgvaUEotmpAi8dr0cINaIa0Vixjk+Ph4evTowYwZM3jsscfIzFTXlb/zzjusWLHCEkMQaUa+OhRDVlEFIR72zBtQbZAKyiq5XOX1DDRz/FgzmTeui49ZujMLgsCKLRe4lFyAu4M1Xy7o36jjPjAiVPt3Qx/zvZxsWDW3F9seGUK3ds4UlCl48bdIpn9ymDPxufQLdiPU04GSCiU7IlLrP6ABdI1efVoWABKJBB8XdfaKuePIp+JymLrmEH9cSEEmldDJx9HAABp/fI2+dFvCIgZ56dKl9O/fn9zcXOzsqtNPZs2axZ49eywxBJFmIquonC8PxgCwYlJnPZ3jM/G5qAS1upmxDIXGoFIJ2nQ3cxWDfLQnmr8iUrGSSfjinn6N9qoC3RvfOkpDv2B3/nhiOK/NUIcxIlMKuO3zozyz9SJjuqhVzRobttB0C5FK0NN1rgtz6yIrlCo++Pc6d6w9RnJeKUHu9twzKEjbUeb2/gG8Nbu72fSl2xIWmdQ7dOgQR48exdpaf1InJCSE5GTzSguKWJZP9kZTXKGkh7+LVndBgzZ+bGbv+FxiLsl5pTjayBnd2bv+HephR0QqH+5WT0i+MbN7k+Pdj48J4+GNakW4mMwiQr0MeH71IJNKWDAkhKk92vHOzqtsOZOkZ4RPxuYQn11MsEfDlO10q/RMVY9T6yLnmiUXOTGnhKWbz3E2IQ+A2/oG0CvQhZd/j0QQ4M6Bgbw5swdSqYQRYV48/0sEh6KzkEkldRbSaNYPDfXgrVk92lSYQheLeMjGNCuSkpJwcmobs58itUnMKWHTCXVGwbOTu9SKt2oM8gAzT+hp+uZN7ObTZOW4S8n5PPnzeQAWDW9vlkfccL/q9lTrqp4eGounow3vze3FtkeGEu6n73nrSn2aSkN0LDT4OqtDFk01yL+dT2bqmkOcTcjDyUbOR3f2YVCou9YY3z0oSGuMQf20sWHRIP5dNpL5g4IJ9rBvtL50W8EiHvLEiRNZvXo169atA9RxqaKiIl5++WWmTp1qiSGINAMf/HudSqXA8DBPhnf01FtXVqnkYlIeAIPMaJCVeuGKpmVXZBSW8eD3pymrVDGykxfPTelijiHqPWZvO5vEsvGdmhyy6Rfsxu+PD+eHE/G8+Ju679zRG9k8+dN5npvaFS8n06oUNWXTpsSPNTS1c0hhWSUv/RbJL1VC+/2D3fjwjt4cvZHFyu0RCALMHxzMazPCDXrtHX2ceGV6OK8QTnG5otH60m0Bi3jI77//PkeOHKFbt26UlZVx1113acMV77zzjiWGIGJmLqcU8Ot59Rfs2cm1Ddm5hDwqlQI+zjaGy2IbyYmYbLKKynG1t2JYmGf9OxihrFLJQxvOkJJfRqiXAx/f2Qe5mfr8yXVis5VKgW+qRPqbikwqYf6QEI6uHKtdtv1cMmPf38+3R2INFqLURJPyZmNCypuGpnQOOROfy9SPDvHLuWSkElg2viObHxzMoagsnt2mNsb3Dg0xaoxr4mAjb7S+dFvAIu8mICCACxcusHnzZi5evEhRURGLFi3i7rvv1pvkE2k7vLvrKoIA03q2o0dA7Q7S1fnHHmbrdAHwe1V2xZTuvo1WCRMEdePLcwl5uNhZ8fXCAbjYma+wRF6jK86m4/E8NjrMbMUrfq52zB8czIbj6nBRYZmCV/64zE+nk3h9Rjj964jZl1XlEptSFKKhMZ1DlCqBT/dFs2ZPFEqVQICbHWvm9aZfsDsbjsfz4q9qKdP7h7XnxWldzXqPtGUs9vMil8u55557LHU6kWbkeEw2+69lIpdKWDHRcOFEdf6x+cIVFQoVOy+pJSibol2x7mAM288mI5NK+PSuvrQ3c8snXQ+5vacDsVnFbDgex+NjO5rtHHP6BbDheDxWMgnLJ3Ri7YEYrqQWMOeLY8zu689zUwyHMcoaUDatwVenfFqlEurNzU7OK2X55vPapgEzevvx+szuONta8f2xOF6qCrksHtGe56eKxlgXixWGbNiwgeHDh+Pn50d8vPqX/cMPP+S3336z1BBEzIAgVAsIzRsYaLB/XYVCxZmqElhzxo8PR2eSX1qJp6NNo0uH915N5+2/1eN/aVq3WrFvcyDXMViLq/KS1x+J08ZvzUHPABc6+ThSqRRwsbNi71OjtEUp288mM3bVftYbCGM0pEpPg7eTDRKJOvySU1K3lvMfF1KYvPogJ+NycLSR8+EdvVgzrw/OtlasPxKrNcYPjQoVjbEBmsUg79q1i/z8fO3rzz//nCeffJIpU6aQm5urzbhwc3Nj9erVzTEEkWZiV2Q65xPzsLOSsWScYY/vUko+ZZUq3OytCGtEypcxNNkV03q2a3B+KqjFiJb8eB5BgLsGBbFgSLDZxqaLbshicndfAtzsyC6uYMuZRLOdQyKRMLef2gBvPZOEh6MN78zpyS+PDqWHvwuF5Qpe/eMy0z4+rA0fQcN0LDRYyaRaaVNjceSicgUrtlzgiR/PUVimoE+QKzuWjGBWH3V14VeHYnj1j8sAPDq6AysndxGNsQGaxSCnpaUxbNgwkpLUeZMff/wxX375JS+88AJyeXWUpH///kRENDx1R6RlUChVvLdL7V0uGt4ebyfDmQPadLcQ9waVHtdFWaWSf6o6ZjQmuyKnuIIHvjtNUbmCwaHuvDrdtEmkxqDrIQuCwEMjq6U5K02YeDOVmX38kUklnEvIIzpDLUfQJ8iNXx8bxpuzuuNiZ8XVtEJuX3uMJ386T0ZhWYO6hehSly7y+cQ8bvnoEFvPJCGVwJKxYfz80BCCPNSTuesO3uCNv64A8MTYMJ6e1Fk0xkZoFoO8cOFCXn31VSZNmgRAbGwsffr0qbWdjY0NxcXFzTEEkWZg65kkbmQW42ZvxYOjQo1u1xyCQvuuZlBcocTf1Y6+Qa4N2rdSqeLRTWdIyCkhyN2ez+/up1dRaG6kUgkam6xUCcztH4iHgzXJeaXa/n/mwMvJhjGda1fuyaQS7h4UzL4Vo7lzYCASiTobY9yqA3y+Xy0p2lCDrFV905nY00zczfn8KPHZJfi52LL5wSE8ObG6YvPz/Td4a4f6R3zpuI48OaGTaIzroNnuyttuu43ff/8dgPbt23P+/Pla2/z999907dq1uYYgYkbKKpWs3q0WEHpsTBjORloxKVUCp6omcwaZUVDoj4vq7Ippvdo16AstCAIv/x7J8Rh1TPOrhf210qDNiSaFrlIlYGsl0yrgfb7/RpP1jHXRiBFtP5tcK17s7mDN/83uyS+PDqNngDqMocmUiEjOa9B5tLrIVR5ySl4pd315nPd2XUOhErilZzt2Lh2p9yP86b5o3qmK1y8f34nlojGul2ad1OvQQd2R98knn+Sxxx7jp59+QhAETp48yZtvvslzzz3HM88805xDEDET3x6NI62gDH9XO+4ZbDz2ejWtgMIyBY42crq2M08VZlG5gj1X1KLvDc2u2HA8nh9OJCCRwJp5venkY5nKUE3YQmMk7xkcjKONnGvphey7lmG284zt4o27gzWZheUcjMo0uE3vQFd+eXSYngzl9fQilv90ngwTU9l0dZF3RqQyZc0hTsTmYG8t442Z3XlkVCgxWUVEpuRTXK7goz1RvLfrGqDu0r10vPkyTG5mLJL29sADD2BnZ8f//vc/SkpKuOuuu/Dz82PNmjXMmzfPEkMQaQL5JZV8tk/dSHL5hE51Pu5qwhX9gt3MVmix+3I65QoVoZ4OtcqH6+JwVJZ2Imnl5C6MM5NMpyloDXKV/oKLnRV3Dwpi7cEYPtt3g7FdzDMWa7mUmb39+eZILFvPJBk9rkwq4a5BQZyMzebX8+qnjV/OJfPv5XSWT+jEwiHBdX5eGg9529kktp1Vh0c8HKyxsZLy4m+X9Nvf6bxYNCzErOl+NzsWS3u7++67iYqKoqioiLS0NJKSkli0aJGlTi/SBD4/cIOCMgWdfZyY1afu7hnNET/WSG1O6+Vn8iNvbFYxj246g1IlMLuPPw+ONB7zbg7kNRqdgroDtbVMyun4XG1YxxxodJJ3X84gt7jutDRN/vGEbj70DHChqFzB639e5paPDnMiJtvoflkGev7lllaQkl9WbX912i8BSCTw9dE45n99gsSckoa8pf8sFu8YYm9vj7d30xW6RCxDan4p66tKf5+e1LnOdDNBELQG2Vz5x3klFdpH8Vt7mia1mV9ayaLvTlFQlX711uweFo9dVnvI1XFdH2dbbuun/kHTTK6Zg67tnOnu70yFUsVv5+tWT9TkQg9q764NY7jaW3EtvZA71h1n2eZzemEMlUpg7YHqiTkAqRSQgJ74moGwuGbR0Zhsxn94gM2nEhr5Dv87WMQgp6enM3/+fPz8/JDL5chkMr1/Iq2XNbujKFeoGBDixriudf+Q3sgsJru4Amu51GA5dWPYFZlGpVKgi68THU2I/yqUKp748RwxmcW0c7Fl7fx+TVaEawzVMWR9S/XgyA5IJLD3agZXUutoWdRA5lQ1TK1PJ1mT9mZjJdOGMfY9NZq7BgUhkcCv51MY+/4BvjoUQ3JeKfO/OcH/7byqd4xanakMzVHq/P4pVQLlChUrt0fwyb6ohr61/xQWiSHfe++9JCQk8OKLL9KuXcNmyUVajuiMIn4+rS5mWDml/kR+jXfcJ9AVmwYUHmgwpOSlKQYxNff4/3Ze5eD1TOysZHy5oL/RXOnmRhuyqKHh297Tgand2/FXRCprD9xg9bza6aCNYUZvf97acZXIlAIupxTQzUisXSu/qaMD4uZgzVuzejBvQCAv/nqJC0n5vPHXFW3usJVMQqWxdlT1GOOarPrnOl6ONm2uk4elsIhBPnz4MIcOHaJ3796WOJ2ImVi16xoqAcZ39aFfcP0hiOp0N9PDFVHphWw6kcC+axkk5JQYnRzqYcJk3s+nEvn6sDq88v7tvejubx4vvTFo9CwMKbA9PKoDf0Wk8sfFVJ6a2Nks+r1uDtaM7+bNjog0tp5J4iW/bga3q0vLomeAKz8sHkyvV//R+yFRqARUFaUUnNhOeeo1KlKvoyorwmPqMhx7jNc7RnnqNYoi9lCRco2KzDhQKQle+afeNi/9HsnQDp5tWre4ubBIyCIwMNCsuZcizc+5hFz+jkxDKoFnJpvWeVlX4a0+EnNKmP/1CSasPsiGE/HE1zTGNVjw7ak6J4dOxeXwwq/qqs9l4zsytYd5Wjs1Fk3IwlCXix4BLozo6IlSJfDloaYJ2OuiKaX+9Xyy0Q7RpZXG1d4iU/KZ8emRWl69IICqtID8oz9SmZ2IlXf7WvsCIIHSG6cpuvAPSCTIXX0NbqZQqdX2RGpjEYO8evVqVq5cSVxcnCVOJ9JEdAWEZvcNMCl3Nym3hOS8UuRSCX2DXevcdvOpBMZ/eICjVbP6dbXm0cXY5FBiTgkPbzhDpVLglh7tWNIK0qw0ehaVRt7bI6PUOfo/nUo0mMHQGEZ09MTbyYac4gr2XjWc61xeWbtjiEol8NWhGGZ9epTojCK8nWzYuGgQ/y4fqd1G5uBOwGMbCHhkPW6j7zc8AAGc+kwlcNlPtLt3NXYhvQ1uplQJHIrO0pZ7i1RjEYN8xx13sH//fjp06ICTkxPu7u56/0RaF/uvZ3IiNgdruZTlEzqZtI/GO+7u74K9tfFI2Cf7oli5PYJyhapuQ2xglaHJoeJyBYu/P012cQXd/Z1ZNbeX2fQzmkJdIQuAIR086BXgQrlCxbdH4sx0Timz+qqzOLYaETKqqfaWUVjGvd+e4o2/rlChVDG+qw9/LxvJ8I6ebDqRgKzqfUjkVsgc3eodg8zBDamVjeHYsu52Ugkbj4tZFzWxSAxZVHRrO6hUAu/+ra6wWjgkGH9X0xoImJLutvlUAqv+ud7wQRmwr6v+uY6HgzV7r2ZyNa0QT0cb1s3v3yCd3+akZmFITSQSCY+M7sDDG8/y/bE4HhoVipORcvSGMLdfIGsPxLDvWiYZhWW1JjV1xYX2Xk3n6S0XyS6uwEYu5cVp3bh7UJB28nbftQz1j6bm+psx6qhUCey7nsErhJvvoDcBFjHICxcutMRpRMzA7xdSuJJagJONnEdHm95Gvb6CkMScEl7+PbJ6ciilxuRQz/EG9wMQlApSv3mCyuxEXMfcj8ug2QD879dLKFXqarV1C/rhZ+KPhyXQhCxqpr3pMrGbL6FeDsRkFvPjyQQeHNmhyecN83akT5Ar5xLy+O1cCotrFMSUVnnIb++8yuHoLECdx/zRvN56aYVF5QoSdOP1zTAFlJBdQnG54qZrw9QULFYYolKpuH79OocPH+bgwYN6/0RaBxUKFe//q/aOHx7dwWQRnozCMmKyipFIoL+RbIznf4lQz9aXFJB/pJ7JoRpf/sIzf6AoyKy1jSYa8PbsHvQNqv9x2pJoQxa1knarkUolPFxlhL86FEu5wjwC9prJvS1nEmtNpueXVgJojfGi4e359bGhtXK847OL9SvwmgEBiMsW1R51schP0/Hjx7nrrruIj4+vdYNIJBKtYL1Iy/LDiXgSc0rxcrLhvmEhJu93KlbdHaSLr7PBvnFR6YUcqjIAMkd3Ah7fgMzRjfLUKNK+W169oaG4cUkeeUc24zz4NvIPbTK4XU8zFaGYE5mRwpCazOjjxwf/XietoIxfziYzb2DT83On9WrHq39Ecj29iItJ+fQKdEUQBL49GqfdRiKB9fcOYHRnw8U+2iyNZk6OMpYN8l/FIh7yww8/TP/+/bl06RI5OTnk5uZq/+XkmK+mX6TxFJUr+HivWkBo6biOdU7M1eRkrDpbwlj8eNOJBK2BMjo5ZOSLn7v/W6zc/XEIH2NwO6mUVjk5pNEDri+DxEYu44ER6ieFtQdjTM44qQtnWysmd1ennG05o87iuP/bU1qhJYADK8YYNcagDgM1tzHWnkdEi0WuRlRUFG+99RZdu3bF1dUVFxcXvX8iLc+XB2PILq6gvacDdwwIbNC+J+qJH2snhxpIeco1ii/txX3cYiRGyr9UAuy7bj45S3OhmdSrrCNkoWHewCBc7KyIzSpmV1VXlKaiCVtsPJ7AmFX72XdNP+Tj71Z3vD3AUDzezMkrEiDEw7wNZts6FjHIgwYNIjo62hKnEmkEWUXlfFVVoLBCp9uDKeSVVHAtXZ1POsBA+/lak0MmIggCObvXYt9lBDb+RpoYVBkIzeRQa0ITQzblh8jRRs7CoSGA+QTs+4dUP4UUVin1fXvfAEBdCl2XSJRCqeKFXy/pL2yGTMIgD3txQq8GFrkaTzzxBE899RRpaWn06NEDKyv9OGPPnj0tMQwRI3yyN5riCiU9A1yY2sNwdZUxTsflIggQ6uVgsO283uRQAyiO2E1lZjxeM58zvIGOgdBMDoX7tZ6nLW1hSD0xZA33Dg1h3cEbRCTncyQ6u0ndsKPSC1my+bzest8eH0ZqVbePuhqcVipVLN18jh0R6ipNXVW3gjN/oCorRlmkfiIqjT6JolA9N+Dc71akNg4o8jMoitwLQHma2gnLO7IZALmLN47dxwLqGPuYTqLqY00sYpBvu+02AO6/v7rCRyKRIAiCOKnXwiRkl7DpRDwAzzaiE/DJKv2KgQa8Y2jcpI2qvITcg9/hPHA2cmev2hsYGGJrmxyq2TGkPtwdrJk3IIhvj8bx+YHoRhlkQRDYeCKBN/68TLnO9ZBIILekorooxEiudoVCxZIfz/F3ZBrWMin/u6UrL/0RqV1fcOIXlAXV4aGS60fh+lEAHMPHVBnkNPIPbdQ7rua1TWB3rUFWqgTuGSwKDNXEIgY5NjbWEqcRaQQf/HuNSqXAiI6eDAtruBGoL37cmEmbgpPbQanAvusIFPnpAFpPTFVehCIvHZmTOxJZ9ZNWa5scqk57M/354IER7dl4PJ4j0dlcSMyjV6CryfvmFFfwzNaL7L6ivl4jO3mxam5PHv/hHCdjc9h+NpkhHdQaI5oqPV0qFCoe++Es/15Ox1omZe38fozp4s2/V9I5GpONUiUQ8Og3+hN9Emq9tg3uWUtMqCYyqYShoR6EeVumnVZbwiIGOTjYeA82kZYjMiVf287n2cldGrx/cbmCS8n5gHGDHOLhUOt7Wx+KgkxUZUWkfv1orXUFx36m4NjPtLvvI6x91EUPrXFySGZCYUhNAtzsmd7bj+1nk/niwA0+v6efSfsdjsriyZ/Pk1FYjrVMyrNTunDf0BCkUglz+wVwMjaHrWeS6FNl4GuGLMoVSh7bdJbdVzLURTbz+2kzMN6a1YPxHx4wS/aHBrlUotffT6Qai0XUb9y4werVq7lyRa2x2q1bN5YuXapthCpieTQl0rf28muUVOW5hDyUKgF/VzsC3AxLKTrYyAlytye+ARN7Tv1uxb7jYL1lypJ8cnZ9gkOP8dh3HITcpbp3XGucHLLSTuo1LJTy8KgObD+bzN+RadzILKKDl6PRbSsUKlb9c411B9UTsmHejqyZ11svlj61Rzte/j2S2Kxijt5QpyfqCguVVSp5dNNZ9l7NwEYu5csF/RnZqTpMFOhuz6vTw1m53YA6WyNt9GvTw0XpTSNY5C7etWsX06dPp3fv3gwbNgyAI0eOEB4ezh9//MGECRMsMQwRHY7dyObA9UzkUglPmSggBPoi8n9GqL3r+vrnjenszYYT8Vovq77JIRvfMPDVL9vWhC6sPIOw7zREu7y1Tg7JtGlvDbNanXycGN/Vh91X0ll3IIZ35hie8L6RWcSSH88RmaLuOnL3oCD+d0u3WloeDjZybunRji1nkvj+WBwAdlUGuaxSyUMbznDgeia2VlK+WjDAYOx63oAgsorK69YhMXHq4emJnUVx+jqwiEFeuXIly5cv5+233661/NlnnxUNsoURBIG3/1bLa945MIgQz7of942KyFf9ceB6Jq/8Hsndg4IMtlm6e1AQ31YZAzBtckiPOr7srXVyyNTCEEM8MroDu6+ks/1cEssmdKSdS3VOsCAI/HQqkVf/uExppRI3eyveua0nE8ONZ8fM7R/IljNJFJSpUwNtrKSUVSpZ/P1pDkVlYWsl5ZuFAxhaxxzC42M64ulow0u/XaJC0bD3JJNKkEslvDY9XDTG9WARg3zlyhV+/vnnWsvvv/9+UQmuBdgVmcaFxDzsrGQ8Mc64gFBiTgnP/xLBoegsZFKJvnHR+TOnuIINJ+L59lgcI8I8eWtWD71H0o4+TowI89SfHDKGke+63NWn1mRRa54c0haGmJhloUu/YDcGtnfnZGwOXx+K5X/T1N0/8koqWLktgr+rikeGhXnwwe298XGuu03VgBA3gj3sic+uDhs98N1pDkdnYWclY/19AxgcWn9TgXkDghjWwZNx7x+gwoT3pblnhoZ61LonRAxjkalpLy8vzp8/X2v5+fPnxQ7UFkahVPHuLnXs+IER7Y32nGuoiLxmvTER+bdm9dAaKaM00JlszZNDxpqcmsojo9VzKz+cTCCvpIKjN7KYvPoQf0emYSWT8NyULmy4f1C9xhjUKaaaJqgAh6KyOBydhb21jO/uH2iSMdYQ6G5P13raaUmAYA975g8KZvfykWxYNEg0xiZiEQ958eLFPPjgg8TExDB06FBAHUN+5513ePLJJy0xBJEqtpxJIiazGDd7Kx6sIc2o4ZN9UQ3TLa7RYVipEli5PYKsonIeH6Pu3lHn5BDUbYwFDIYtWvPkkLEmp6YyupMXXXyduJpWSO/X/kUiUbdSCvV0YM28Pg3u6n1bvwDe/7f6M3WoMsb9jeSP14Wvsw0XdF4ff24s2cUVes1pW9ska1vBIlftxRdfxMnJiffff5/nnlNXXvn5+fHKK6+wZMkSSwxBBCitULJ6t/pL+fjYjgYF0RstIm+Amh2GjU4ONcJmtfbJIVkDC0NqIpFImNqjHVfT1GXpggDzBgTy0q3dGiT8pMHFTv+z/n7RQJMa1xpCN6Yd4mGPr4sdvi6tR4u6LWMRgyyRSFi+fDnLly+nsFB9gzk5tb64383Ot0fjSC8ox9/VzuBEmEZE3hjladHkH/6B8qTLCIpK5K4+OPaajPOA6Ub3qdlhWDM59PLvkSiqvOlaGOlQ0ZYmh6waoGVRE0EQ2HImiU/3Veu/DGrvztu3NU5ioKhcwb3fnNRb1iew8frRumGS8Bbs7H0zYvHyJicnJ9EYtwD5JZV8vl/9BX9yQidsDOgZaETkDVEae5a0DStQluTjMnQebuMWY9dhIMqqdDVjGOowPG9AELuXj2JoqEdt77iOMPPQUA92Lx/V6o0xVBeGNDTtLb+kksd/PMczWy/qlT8n5ZY2aoKwsKySBV+f4HR8rt7y41VzA42hnUu1Qe7eivRDbgaazUPu06ePyboIZ8+eba5hiFTx2YFoCqpUv2b28a+1XldEviaq8hKy/vwAuw4D8Jr5HBKJ6b/juh2GdbMhAt3teWR0B45EZ6ESwNXeivzSSqPRi+/uHcCoOvR7WxuNKQw5GZvDss3nSMkvQy6VsHxCJ+4bFsLId/eRnFfKHxdSmK0zOVcfBWWVLPzmJOcS8nC2lePnaqcNgWw9k1Rnmltd6HrIPUQP2aw0m0GeOXOm9u+ysjI+++wzunXrxpAh6qT+48ePExkZyaOP1i6PFTEvqfml2s7Gz07pbFB6USMib+gRu/jyflTFebiNWIBEIkVVUYbEyrraMBuZdNOg6TD8yvTqhpbx2cU8uuksKgFm9PZj9R29KalQaotONJNDD204w+HoLK6lF7Ypg6wtDDEhy6JSqeKjPVF8ui8alaCOy66Z10erZXHfsPa8t+saXxy4wcze/iZ11c4vrWTBNye5kJiHi50Vmx4YxNqDMVqDvONSKq/OCG9UY1VHnQm78HoyLkQaRrMZ5Jdffln79wMPPMCSJUt4/fXXa22TmGi4XbmI+Vj9bxTlChUDQ9wZY8So1SUiXxZ3Hom1PYqibDJ+eQNFTjISK1scwseoxePl1nUa5ZodhgvLKln03WnySirpFejKO7f1RCKR4GAjryWhOTHch8PRWeyKTDdLE1BLYSU1rTAkIbuEpT+d41xCHgBz+gXwyvRwPaN3z+BgPt9/g+vpRey9msH4bj5GjqYmv6SS+d+c4GJSPm72Vmx8YBDhfi5atTdQd5/+62Jqo1pGZRWXa/825cdBxHQsEkPesmULCxYsqLX8nnvuYdu2bZYYwn+W6IxCtpxR/+g9O8WwvGZ9IvKVOSkgKMnc/jp27fviNfN5HHtOoOj8TrJ2rK7esA7boxGRV6oElvx4juiMInydbflyfj89bYWaTKgyPmcTcskoLKv7zbYiNGpvdcV9fzmXxNSPDnEuIQ8nWzkf39mHVXN76RljUGdI3F01CfvZ/ug6BezzSiq4++vjXEzKx93Bmh8WD9b+yGkMchdfdehoy5mkRr23GxlF2r/TC9rOZ9IWsIhBtrOz48iRI7WWHzlyBFvb+hPbRRrPe7uuoRLUhq1fsOGZ9fpE5IXKMoTKchzCx+I+/iHsOw/FffxDOPaeTMmVg1TmJNc7Do2I/Dt/X2XftUxs5FLWLeiHdz2FDe1c7OgV4IIgwO7Lra9VkzHqanJaUFbJ0s3nWP7TBYrKFQwIcWPn0hHc2svP6PEWDWuPtUzK2YQ8TsXlGtwmt7iCu748waXkAjwcrPlx8WC6tqsOKZRXqn8c7hwYhEwq4Ux8Ljcyiwweqy40Cn+AVvRexDxYxCAvW7aMRx55hCVLlrBx40Y2btzIE088wWOPPcby5cvrP4BIozibkMuuyHSkEnhmUmej29Un7i6RWwPg0G2U3nKHbqMBKE+5atJ4/r6UplUmWzW3Fz0DXE3aT6PT8M9l8/SbswTGtCzOxOcwdc0hfjufgqxK2Gnzg0OMquVp8Ha25bZ+6gk9TbaMLtlF5dz55XEupxbg6WjNjw8OprOvfjZTaZWHHORuz6gqRbdtjfCSI3QMcrpokM2KRQzyypUr+e677zhz5gxLlixhyZIlnD17lvXr17Ny5UpLDOE/hyAIvL1TbSjn9AswKPqjoT5xd5mjurRWZu+qv9xe/SisKjPByxLU/eIAlowNq9MbrMmkcHXY4mh0NoVllSbv15JUq72pf+wUShWrd1/n9rXHScotJdDdjp8fGsIT4zrW2d9Ol4dGhiKVwL5rmVxJLdAuzyoq564vT3A1rRAvJxs2PziYTgY+b03IwsZKytwq4779bHKDcqWLyxXEZBVrX4sesnlpdoOsUCh47bXXGDp0KEeOHCEnJ4ecnByOHDnC7bff3tyn/8+y/1omJ2NzsJZLWTa+bnlNjYi8Max91ZNpiiL93FVFlXymxjAbper7rlAJTA73rXc8NQnzdiLUy4EKpYr9Nbont1Z0C0MSc0qYt+44q3dHoVQJzOrjz44lI4yGkIwR4unA1B7tAPjigPrHLbOwnDvXHedaeiHeVcbYmNhSmaKqhZOVjHFdfXCztyKtoIxDUaZf08upBeiGsNPEGLJZaXaDLJfLeffdd1EoWldX4JsZlUrgnSp5zXuHhuBnqKW7DhoReaPru4wAoOjiP3rLiy78A1IZNoFVAj+GrLrOl7drO2c+uKNXo2bmJ3bThC3SG7xvS6ApDLmYlM/UNYc4HZ+Lo42c1Xf05sM7ejcq3QzUAvYAf1xI4Ux8Lnd+eZyojCJ8nNXGuC5B+7KqGLKdlQxruZQZvdX56A2Z3NONHwOk5Zc29C2I1IFFQhbjxo3jwIEDljiVCPDbhWSuphXiZCvn0dGmpYqN6ext9NHZ2rcDDj0nUHL5AJm/vUPh2b/I/PVtSq4cUDcidfKo1xjbWkn5ckG/RukwQHXYYt/VDMoVrb8pbrlOillhuYK+Qa7sXDrCYFFOQ+ju78LITl6oBLjt86NEZxTRzsWWnx4cQmgdxhigrKLaQwZ1KAvg38h08koqTDr/pWR1qKRPkCsAaQXldWwt0lAsomUxZcoUVq5cSUREBP369cPBQV+AfPp041oIIg2jXKHk/SrxnodHdcDV3tqk/WqKyNfEY9JjyJ29KLq4m5Lrx5C7eOE2djHOA2aY1C3indt61DtxVRe9AlzxdrIho7CcYzeytT3fWiPnEnJ5cMMZ7esl4zqyZGyYVgGuqczu48/B6+owg7VcyuYHBxNsQk/B6pCFehzd/V3o2s6ZK6kF/HEhhflDQuo9hsZDHt/Vh3MJeaKHbGYsYpA11XgffPBBrXUSiQSlsvV7PG2FH04kkJRbireTDfcPa2/yfjVF5GsikclxHX4XrsPu0llYxwF1DtHJx5EZvU0v+TWEVCphQjcfNp1IYFdkeqs0yEqVwOf7o/lwd5Te8icb0CKrPlLzS7WKfQCTw31NMsZKlaCtGtRtcjq3XwCv/XmZLWeS6jXIpRVKojLUlX7ju/rw3q5r5JZUUlaprDOXXMR0LBKyUKlURv+Jxth8FJZV8vFedUrUsvGdavVXqw+TRORNQccYy6Tw9cIBTT8mMKkq/e3fy+mozNgF2Ryk5JVy55fHWfXPdZQqgRAP9dOAn4v58uyT80q5Y+1x4nQ6f+y7lmFS5olulZ7ufTGzjz9WMgkXk/K5VlVWbYyraQWoBPB0tKGTj6PW0xaLQ8yHxdXeRJqPLw/FklNcQainA7f3b7hHqhGRbxI17OQbM7ubTUR+cKgHTrZysorKOZdouDiiJfjrYiqTVx/kZGwODtYy3p/bi0/v7gs0XO3NGEm5Jcxbd4yEnBKC3O059MwYOng5UFim4IcTCfXuX6pjkG100hzdHawZ20X9tLHldN0yBppwRXd/ZyQSiVYXOU1MfTMbFjPIBw4c4NZbbyUsLIywsDCmT5/OoUOHLHX6m57MwnK+OqQuulgxqXOj45XzBgSxYmIjH7Fr2J4lY8O4c2Bw445lAGu5VGs8/ols+WyL4nIFz2y9wGM/nKWgTEGvABf+WjKC2/oFNKnJaU0Sc0q4Y+1xEnNKCfawZ/ODgwl0t9dmXHx1OFbPAzaENgdZLq1VPj+3XyAAv55PrrPUWzOhp5Hc9HG2AcTUN3NiEYO8ceNGxo8fj729vbYwxM7OjnHjxvHDDz9YYgg3PZ/sjaKkQkmvABemdDfegdgUHh/Tkbdn98BGLjW5aKGmMX56UieenGi8OrCxaNLfdkWm1anp0NxcTMpj2seH+fl0EhIJPDamA1sfGart4C1rQpNTXRKy1TnMyXmltPd04KcHh2jTGGf09qediy2ZheVsP1t3+bom5c1QrHd0Zy88HW3IKqqoM8/7UorGQ1YbZNFDNj8WMchvvvkm7777Lj/99JPWIP/000+8/fbbtRTgRBpOfHYxP5xUP7Y+O9mwgFBD0RORh3oNs+4pV9/Rm8eqeumZm1GdvbCWS4nLLiEqo+E6DE1FpRL44sANZn92lNisYtq52PLj4sE8PamL1isG09Xe6iIuq5g71h0jOa+UUC8HNj84GF+dmLS1XMoDI9R9EdcevFHnuTQesp0BgyyXSZndtyon2UjYolyh5Hq6Osbc3V+tj6HRRRar9cyHRQxyTEwMt956a63l06dPJzY21hJDuKl5/5/rVCoFRnbyarTouCEC3e3ZsGgQ/y4byfxBwQS51y4wkQBejtba6q3XZ3Zvcq5tXTjayBle9R7/ibSstkVafhn3fH2Ct3deRaESmNrDl51LRxjs2iyTNa3rdGxWMfPWHSc1v4wOXg5sXjzYYIfpeQMCcbW3Ij67hJ2XUo0eT2OQNRNxNdHkJO+9mkFWUe3c4utpRVQqBVztrfCv8tA1nUPEST3zYRGDHBgYyJ49e2ot3717N4GBgZYYwk3LpeR8fr+QAtQtINQUOvo48cr0cP5eOlK77MfFg/jrieFsf2QoJeXqL/v8wcHMH2y+mLExNEUiuywYR/77UhqT1xzk6I1s7KxkvHNbDz69q6/RPG8rjdpbAzqGaLiRWcQda4+RVlBGR29HNj84xKgqnoONnIVV6Wqf779hNIxTV8gCoJOPE70CXFCoBH49Vzv8oQlX9PB30T6BiR6y+bFIHvJTTz3FkiVLOH/+PEOHDgXU0pvffvsta9asscQQblre3XUNgOm9/LSxveaitKJ64mhQew9ySyqY8ekRiiuUDAn14KVbuzXr+TWM6+qDRBJBRHI+KXml9ZaGN4WSCgWv/3mFH6tCQj38XVgzr3e9VXGaSVWVoA5zmFouHp1RyJ1fniCzsJzOPk5sWjwIT0ebOvdZODSEdQdjiEwp4FBUFiOrlNx0qRYWMp4KOad/IBeS8tl6JolFw9vrhb40Cm+6DQRED9n8WMRDfuSRR9i8eTMREREsW7aMZcuWcenSJX766SceeughSwzhpuTojSwOXs9ELpXwVGMzIxpAqc5MvUIl8MjGsyTlqmf+P7u7r14MtTnxdLShf5UwT3OGLS4l5zPt48P8eDIBiQQeGhXKtkeG1muMQT/mXmmilxyVXsi8dWpj3MXXiR9MMMagTl2bN1D9pKlR1KtJqTaGbPwzmt7TD2u5lKtphUSmFOiti9RJedOgiWdnFJabJZtExIJpb7NmzeLw4cNkZ2eTnZ3N4cOHmTFjhqVOf9MhCALvVMlr3jUoyKRqraZSHYeU8dJvlzgZl4OTjZyvF/bHzcG0Em1zMSm8+cSGVCqBLw/GMOuzI8RkFuPjbMPGRYN4bkrXeqVKNWjU3sC0ib1raYXMW3ecrKJyurVz5ofFg/EwwRhreGBEKHKphGMx2ZxLqJ2jrfvZGcPF3kp7XXUn9yqVKq5UFY3oNjX1dLTR9mE0FHcWaTgWLQw5c+aMVqD+3Llzljz1TcfOS2lcSMrH3lrGE2ObJ6OhJpo4ZH5pJZtPJSKVwEd39TEq99icaNLfTsTmmCyMYwoZBWUsXH+SN3dcoVIpMLGbD38vHcmwBk6W6nnI9UzsXUkt4M4vj5NdXEG4nzM/LB6EewN/4Pxd7bTqbRppTl3KqpoQ6JZNG0Kjk/zbhRStiFNUehEVChVOtvqqgDKpBG8n9Y+GGEc2DxYxyBkZGYwdO5YBAwZo09769evHuHHjyMxsG/q2rQmFUsWqqtjxAyNC8XIy3ZNqCqU1ig+em9LVaNPU5ibIw54uvk4oVQJ7rpintdPuy+lMXnOIQ1FZ2FpJeWtWD9bO79co71+T9gZ1e8iXUwq468vj5BRX0MPfhR8eGGyyIFRNHh6lToHbFZlOdIZ+GXR5PVkWGoaFedLOxZa8kkptyyzNhF64n3OtlEpN2ELMRTYPFjHITzzxBIWFhURGRmoF6i9dukRBQQFLliyxxBBuKn4+nURMVjHuDtYsHmG6gFBTuawTV5zTL4AHLHhuQ5irtVNZpZIXf73EA9+fJqe4gm7tnPnzieHcNSio0TndUqlEm5utMFIccik5n7u+Ok5uSSW9AlzY+MAgXOwbp5MM6mwYTVPYtQdi9NZpJmTr0zeRSSXanOStVc1xNfHjHgYmjX2dNQZZVH0zBxYxyH///TefffYZXbt21S7r1q0bn376KTt37rTEEG4aSiuUWrWvx8eENVrovKHkl1Ty8u+R2tdvzupulgKUpqBJfztwPVMvA6QhXEkt4NaPD7PheDwADwxvzy+PDTVLGEbjJSsMeMgRSfnc/dUJ8koq6R3oyoYHBuFi1/TP8pEq/etfzyeTkldtJDXSmzb1hCwA5lSVUh+4nkl6QZk2w8JQFo/WQxZ1kc2CxdTerKxq32xWVlaoGpGn+V9m/dFYMgrLCXCz07aGb24UShWP/3hW+7qTj6NJX+zmpls7Z/xd7SirVDWoDRGoJ0XXH4llxqdHiMoowsvJhu/vH8j/pnUz23sz1nn6QmIed391nPzSSvoGubJh0UCczfTD2jfIjUHt3alUCnx9uLroqr48ZF3aezowIMQNlQBbzyRxuap/n27KmwbRQzYvFjHIY8eOZenSpaSkpGiXJScns3z5csaNG2eJIdwU5JVUaNOanpzQyWJG8Y2/rnAoKkv7OrAJQvPmRCKRMLERRSKZheXc9+0pXv3jMhUKFeO6ePP30hEG83ebglxWuzjkXEIu93x9goIyBf2D3fh+0SCzP+U8OiYMgB9PJpBbrJ7wrK9Sryaayr33dl2jrFKFg7WMUM/amTzVHrIYQzYHFjHIn3zyCQUFBYSEhNChQwc6dOhA+/btKSgo4OOPP7bEEG4KPtt/g8IyBV18nbQz6s3NjycT+PZoHABDqkqEbRuos9ycaNK09lxNNxqr1WXf1QymrDnI/muZ2MilvDYjnK8W9m9QipmpaPKyNSGLM/G5LPj6JIVlCgaGuPPt/QNxtDF/bdbIjp50a+dMSYWS74+pQzGldWhZGOKWnn5623bzczZY3FLtIYsG2RxYpFIvMDCQs2fPsnv3bq5eVefOdu3alfHjx1vi9DcFKXmlWsP47OQupquwNYHjMdm8+OslAJ6a0AkruZRjMdn1pk5Zkv7BbrjZW5FbUsmpuFyGdKitKwFqD/HtnVe117CzjxMf3dmHzr7Nl7Knq/h2Jj6Hhd+coqhcwaD27nxz7wAcmsEYg/rJ4ZHRHXjix3N8ezSWxSPbU96AkAWoNUOm9PDVqsgZCleAjuJbQRmCILT4vEJbxyIGGdQ3yYQJE5gwYYKlTnlTsXr3dSoUKga2d2d0Z/M+WhsiMaeERzaeQaESuLWXH4+PDWN1VWsiO+vW09dALpMyvqsPW84ksSsyzaBBvp5eyJIfz3G1qrjh3qEhrJzSpdnbDmn0LI7H5PDBP9e0JeZf39u/0c1eTWVKd1+CPeyJzy7hp1OJDQ5ZgFonWWOQw7wNVyd6V2kil1WqyC+tbHTKnoiaZv1m7d27l27dulFQUFBrXX5+PuHh4aJIvQlEpReytapV+8op5pHXrIvCskoWfXeK3JJKevi78O5tPZFIJHVKOLYkE3VaO+mK6wiCwIZjcdz68WGuphXi6WjN+nsH8Mr0cIv0gNMovr3+52WKK5QMD/Pkm3sHNLsxBvUP1YMj1XnJXx6MobBcAZjuIQMMbO+u/Ts5z/Ckna2VTFvEIsaRm06zGuTVq1ezePFinJ2da61zcXHhoYceMtj4VESf93ZdQyXAxG4+9A1ya9ZzKVUCy386z/X0IrydbPhyQX9t7mpD45CWYkRHT+ysZCTnlWo1GLKLyln8/Wle/C2ScoWKUZ282Ll0JGO6WK6QJTGn2oiN6OjJVwv7N7jPYVO4rW8Ano42pOSXcTI2B2iYQY7PLtb+fTbeeMssUfXNfDSrQb5w4QKTJ082un7ixImcOXPG6HoROBOfwz+X05FK4JnJzSOvqcuqf66x+0oG1nIp6xb01xNEN0UxrCWwtZIxqipD4p/INA5ez2TymkPq9yGT8tK0bqy/d4DFKhoBjkRXZ6VYy6V8uaC/xTsz21rJWDS8fa1lpnJJpxDoZFwOSbklBrfTqr6JBrnJNKtBTk9PN5h/rEEul4ul03WgFhBSl0jP7RfY7JoRv5xL0qbVvTenJ70DXfXWl1ZNDLU2DxlgUnd1+ttHe6NZ8M1JMgvL6ejtyK+PDeP+4e1Nlr80B4eiMrn/21Pa15/e1dfixljD3YODcNKZPLQ1URwJqpuaAggCRttEiR6y+WhWg+zv78+lS5eMrr948SLt2rVrziG0afZdy+BkXA42cinLJjSvgNDZhFye3RYBwKOjOxhMqzO1/LYlCHLXz5GdPziYP54YTje/2uGy5uTA9UwWfXeackV1Cp6FVEkN4mxrxT1DqpsGNMhDrjLImnTHrWeSUBmoOhR1kc1Hs94qU6dO5cUXX6SsrPYHVVpayssvv8y0adOacwhtFqVK4N2/1d7xvUNDtOlFzUFqfikPfn+GCoWKCd18WGGkOWlrnNQTBIFNJ+K5+6vj2mUD27vz+szuFvdK913LYPH3p7XXUaMd3Ng2TubivmEh2r8v6ni9dSEIgtYgr5jUCUcbOQk5JZyMy6m1ra/oIZuNZjXI//vf/8jJyaFTp068++67/Pbbb/z222+88847dO7cmZycHF544YXmHEKb5bfzyVxNK8TZVq7VJ2gOSiuULP7+NFlFalH0D+/obfTxvjGpU81JbnEFD204wwu/XNKWBgMGvbjmZs+VdB6q+lGbFO7Dp3f1xd5KHSowpGVhSbydqucB1h8xrYdlYk4pBWUKrGVSevi7Mq2n+kl2y+mkWtv6ih6y2WjWb5aPjw9Hjx6le/fuPPfcc8yaNYtZs2bx/PPP0717dw4fPoyPj09zDqFNUq5Q8v4/agGhh0d3aLbcTkEQWLHlApeSC3B3sObLBf3rrBwrNUHk3FIcjc5i8pqD/HM5HSuZhBemduXIyrEAnEnIJbPQcmI3/15O5+GNZ6hQqpjS3ZdP7uqLtVyqVxjSkuimAsZkFhOZUr+XrJHc7OzrhLVcytz+6lLqHRGpFFWl0GnQGGTRQ246ze7qBAcHs2PHDrKysjhx4gTHjx8nKyuLHTt20L59y8o3tlY2Hk8gOa8UH2cb7hvafNfooz3R/BWRipVMwhf39CPQvW6NitaQ9lahUPF/O69w99cnSC8oJ9TLgV8eHcbikaH4u9rRK8AFQYDdVyzTAHVXZBqPbjpDpVLglh7t+OjOPtqSaY2WRUu3N6opkP9FDWlOQ1yqofDWN8iNUC8HSiuV7IjQ726tMcj5pZWNVt0TUWOxZ083NzcGDBjAwIEDcXNr3lzatkxhWSWf7osGYNn4Ts02gbYzIpUPq2Q835jZXa8IwBhlLTypF5NZxG2fH2XtgRgEAe4cGMSfTwzXk4XUaiQ3Y689DTsjUnls01kqlepqxjXzeuv1FZQbUXuzNDUbC/x1MUUvx9gQETV66EkkEq3g0NYaYQsnGzn2VfeEWBzSNFpHMFBEy5cHY8gpriDUy0HbTsfcXErO58mfLwBw/7D23DHANBlPbRsgC3vIgiDw86lEbvnoMBHJ+bjaW/HFPf34v9k9alW9aTSSj0RnU1hW2Wxj+utiKo//eA6FSmBGbz8+vL2XttO0BnkNcaGWQtMtRCqBkZ28UAmw7qBxL1kQBG2BTXcdDYvZfQKQStQ5yXFZ1QZdIpGInUPMhGiQWxGZheV8VaVh+/TEzrW+4OYgo7CMB78/TWmlkpGdvHh+aheT99WmvVnQIOeXVPLYD2d5ZttFSivVWhB/Lx3J5O6+Brfv4OVIqKcDFUoVB643T477HxdSWLL5HEqVwOw+/nxwe2+Dn5XWQ25hzW9dLeRHqyaIt5xJIqPQsPFMzS8jp7gCuVSiJ77k62LLiI7qAhxNKb92nUb1rUDURW4KokFuRXy8N4qSCiW9Al2NGpymUFap5KENZ0jJLyPUy4GP7+xjstEXBMHik3rHY7KZsuYgOyLSkEslPDu5CxsfGKRXPVgTiUTChEZoJJvKb+eTWVpljOf0C+C9ub2MKu9pPeQWDllouoXYWckY1N6dPkGuVChUrD8SZ3B7Tbiio49Trc9aM7m37WySXmy82kMWO4c0BdEgtxLisor54UQCACsnm19ASBAEnv8lgnMJeTjbyvlqQf8GtQzSLXRo7hhypVLFe7uucueXx0nJLyPEw55tjwzlkdEdTJId1Wgk77uaoe2cbA5+OZfE8p/OoxLg9v4BvHtbzzrH01o8ZM2Tja2VTC3NOUrtJW88Fk+BgbCOpodedwNFNeO7+uBiZ0VqfhlHb1SXh4udQ8yDaJBbCe//ex2FSmBUJy+jmr5N4ctDMWw/m4xMKuHTu/sS6mVYTtEYZToTQw0pv20o8dnFzPniGJ/uu4FQZfj+WjKCXjXKuOuid4Ar3k42FJUrOB5Tu5ChMWw9k8STP19AJcCdAwN5e3bPesux5dq0txb2kLUaJOrPbXxXH8K8HSksV7DpeEKt7TUaFj0Camsg21rJmNHbD9DPSW4ndg4xC6JBbgVcSs7njwvq9lbNISC092o6/7dT3RjgpWndtHHAhqAJV1jJJM0S2xYEga1nkpi65hAXEtVe/Kd39eXdOb0aLOQulUq03Zd3mSHb4udTiTy99QKCAHcPCuLNmT1M0sbQXKeWTnvTTsZWNRaQSiU8XOUlf304Vu/HFqpDFsZE6edWNUHdFZlGfqnaw/YRO4eYBdEgtwLe+VttLGf09jP6JWgsanH289o0sQU6ugYNQfex19zkl1ayZPN5Vmy5QHGFkoHt3dm5bCS39Gy8zomuRnJTKvc2n0zgmW0XEQS1PsYbM7ubLFRUnfbW0pN6tdMVp/fyw8/FlqyicradrfZ0MwrKyCwsRypRN5E1RHd/Zzr7OFGuUGkdCU1pf1JuKecScolMyae4RgGJSP1YrGOIiGGORmdxKCoLK5mEpyaY1zvOLa7gge9Oa9sGvTo9vNGx6eYqCjkVl8OyzedJzitFJpWwfHxHHhkd1uQWVUNCPXCykZNZWM65xDz6BTc8933TiXhe+EUtjnXv0BBevrVbg65fdZPT1hGy0C15t5ZLWTwylFf/uMzaAzHc0T8QuUyqrdAL83Y0OlcgkUiY2z+AN/66wsbj8URnFGkLcbKLK5j12VGQgAQIcrdnTGdv7h4UREef5lUrvBkQPeQWRBAE3q7yju8aGESQh/m6OVcqVTyy6QwJOSUEutvx+T39sG5C7LchbeRNQaFU8eG/17lj7TGS80oJcrdny8NDeHxsR7P0C7SWS7Vi9P9cbnjYYsOxOK0xvn9Y+wYbY9Cd1GslBrlGL8Q7BgTiZm9FQk4JOy+pr1FEUu38Y0MMDHFHAlxNK+T743Ek5daezBOA+JwSNpyIZ8Lqg8z/+gSJOYY1lUXUiAa5BdkRkcbFpHwcrGU8Mc588pqCIPDy75Ecj8nBwVrG1wsHaNvsNBZzKr0l5pRwx7rjrNkThUqA2X39+WvJcLN3Q5mkrdrTb+1UH98djePF3yIBWDyiPS9O69qoJ4tWk/Zm5MfU3lrOvVWl+Z/vv6FWeKvykMP9jRvkzacSmLvuGJp3pVKhdoeNoImhH43JZvyHB9h8qvZEooga0SC3EJVKFav+UctrPjAiFE8ztqHfcDyeH04kIJHAR3f2oZMZHhW1MeQmprz9dj6ZqWsOcSY+FycbOWvm9eaD23vjZGt6Cp6pjOrshbVMSmxWMdEZRSbt883hWF7+XW2MHxoVyvNTG2eMofWkvZXVkT++YEgw9tYyLqcWcDAqS6th0cOIQf5kXxQrt0fopUECYMJvjlIlUK5QsXJ7BJ/si2rYm/iPIBrkFuLn04nEZhXj4WDN4qpmlObgSHQWr/5xGYBnJ3dhXFfzqOlVx5Abd8sUllWy/KfzLN18nsJyBf2C3dixdIRBIXxz4WgjZ1iYOoXwn8v1F4l8dSiG1/5UX7tHR3docj64XNo6SqdL65BNdXOw5s6B6tL5N/68rFVsC/GwJzIlX2+CbvOpBFZVqRA2lVX/XOcn0VOuhTip1wKUVihZs1vtITw+NqxOycuGEJtVzKObzmpLeh8yo6Gvy8uqj7MJuSzdfI7EnFKkElgyriOPjwlrlvS5mkwK92XftUx2Rabx2Jgwo9utPXBDmxr4xNgwnpzQqcnFOdpJvRbPsqg7/v/AiPZ8fyyOqKqnCLlUwqD/26Pn9Eow4ATrLFRVlFJwYjvlqdeoSL2OqqwIj6nLcOw53ui4Xvo9kqEdPOtVGfwvIXrILcA3R2LJKCwnwM2OuwaZJuxTH/mllSz67hT5pZX0CXLlrdk9zFrt15gYslIl8NGeKOZ+cYzEnFL8Xe34+aEhLBvfySLGGGBcVx8kEriYlE+KkVb2n+2P1hrjpeM6msUYQ+tRe6uvsYBCKejNMShUQi3jW987UJUWkH/0RyqzE7HyNk0yVqFSV4+KVCMaZAuTW1zBF1WNRFdM7IyNvOmTZAqliid+PEdMZjHtXGxZO7+f2fOFG5r2lpxXyp3rjvPBv9dRqgSm9/Jj57IR9A+pX+bTnHg52dC/KuXtXwNhi0/2RmlbZS0f34nlZjLG0IrU3hTGP7vNpxIY/+EBMosaqUFRdalkDu4EPLaBgEfW4zb6fpN2VaoEDkVnEZ1R2Lhz34SIBtnCfLY/msJyBV3bOTO9l59Zjvl/O69y8HomtlbqdvO6LXvMRWlF1WOvCZN6f15MYfLqg5yMU2d5fHB7L9bM641zM0zcmcLEblXZFjXS39bsjtLGRFdM7MTS8eZtJNtaJvWMFfXoTtA19TdDIrdC5mggS6ae48qkEjYaKN/+ryIaZAuSnFfKd8fiAXWJtDla0/98KpGvqyQ735/bW0+s3ZxoFMNq5rLqUlSuYMWWCzz+wzkKyxT0DnRlx9IRzO4bYHaxpIYwsUr97XhMDnklFQiCwIf/XtcK9D8zuTOPjzV/V+/qGHJLhyzUPwg2Oga51gRdQ2MUDaGOYylVAvuuZ5jxZG0bcVLPgqz+9zoVChWD2rszulPD9SRqciouhxd+Vcfglo3v2KRS4/rQaiFbG/4NP5+Yx9LN54jPLkEigcfHhLFkXEe9DhotRbCHA118nbiaVsieKxnEZRfz8V51V5bnpnThoVHN00S21RSGaH9M1Z9FYk6JNrVPOxmXUmMyrkf1ZJwgqCiO2EvJ9aNUpMegKitE7uKDfdeRuAycjURuQo67gNFc5YTsEorLFQ3WLLkZEa+AhYhKL9RqBjw7penymok5JTy8Qd3LbWoPX5Y0g4eni7FJPaVKYO3BG3zwj1qtzs/Flg/v6M2gUPMr1jWFid18uJpWyFNbLmiX/e+WrjwwwnyZKDVpLWlvNbUsnv8lQjsmVUkB+Ud+RObshZV3e8oTdCbZqoyoUFlO9o7VWPt1xqnPFKT2LpQnXyX/8A+UxV/AZ95bTbqfBSAuu9jsOi5tEdEgW4h3d11DJahbDDW1Iq24XMHi70+TXVxBuJ8zq+b2Mkv4oy4MidOn5pey/KfzWonLW3q2462ZPXCxb5lYcV1MDPfloyqvGODFad1YNLx5m+y2lrS30spqtbeo9EIORVfrGMsc3Ql4fAMyBzfKU6NI+365/s4CSKRyfO5+D9vArtrFTr0nI3fxIf/wJsriL2AX0rtJY6yoWWjyH6Xlnyf/A5yOy+Hfy+lIJfD0JNNbJhlCpRJY/tN5rqYV4ulow5cL+tfqK9cc1MxD3hmRyuTVhzgek4O9tYx35/Tkkzv7tEpjLAgCv51P1r4eHubZ7MYYWo+HXK7z2W06kaCnFWJ0Mk4HicwK24CutWLB9p2GAFCZndjkMTZFZ+VmQvSQmxlBELTymrf3DyTMu2HC8DX54N/r/HM5HWuZlHUL+uHnameOYdaLxssSgJXbLrL5lPpL2DPAhTXz+tDe08Ei42gogiDw+p9X+OZI7P+3d+bhTZVpG79P1rZp070pLbTQhULLaillkU0R1E9QUBQUwUHRb9yZGZXRUVFHHB2VcUacjwERQQQcAXd2KzsFyt6WLnSlpfuSNGnW835/nOY0aZambQIteX/X5WU5e5PT57znee/nfvhlzlpAuRNhL7Pf9BELkJFXY+vP3JXnhTkXTABTSyMAQOhr36bTVRgAA0N75/1zvaEB2cP8erkGp0oaIRUJ8OL0wT061vfnKvBpBvfa/d7c4W4343GGtm1S7/XvOAc0hgH+d0o8lk0f3GtHN4QQvPVjDjYcKwEAzBoZhR/PV+JAbjWMJtbjxSniXmO/2f4wLXOH21rbr6PM3A5G4gffuNTO93GSUYsJ9aMTem3QT8GDmFjCFx08NnFgj0Zm58ub8PK3FwBwpjf3p/Z3yzW6AssSnCxpb4UUKffBxw+NxIT4sOt2DV3F7Hi3sU1m+N7c4ZiX2h9HCmrRqDHgVEmjR1plWdJb3N7M+f/6Fp3b1GzNx7+BtvQcQmY8DYGvP0AAZdaPYHVqmFq4e6W18CSMKi5fLU+dBYGP7ShYKGAwbXCEm66q70MDsgf57mwF8qpVkPuI8PQUxz4KnVHVrMXSjaehM7K4fUgEXu5hHrorVCu1+OM37cqEQF8xdr0wCcE9tPP0JCxL8Pr3l7C5zfHu/bkj8GAa13bo9qEKfJt1FXtzqjwfkHtJYYg5ZeEuKbg69xCaDm2C/4gZCLjlbm4hAyhP7oRJ2a4p1uQfA/KPAQD8U6bZDcgmlmDhOPfYB9wM0IDsIbQGEz7exwnvn56W0O3JLq3BhCc3nUaNSofBCn/8Y/4otxi4u8Le7Cq8sv0CGjXtnYm/+F1arw/Gr313EVtOloNhgL8/MBIPWLxNzEyJ5AJydjXeuKfrpvNdoTfokAkhvFWmO0ysWovPou7nj+EbPwYhdz5jta7/0+vbTmqx0MnHKxQwmBAXioQI2knETO9M/t0EfHWiFBVNrYiU++CxCQO7dQxCCF769gIuXG1GsJ8Y6xalecQ3uCOtehNe23kRT27KQqPGgBSLdvB+PfRD9iQsS/DnHVwwFjDAR/OsgzEATEoMg69YiIqmVmS3dVf2FL2hUs/StzgxIsA2Pnbh0nSVeajd+S6kkYkIu285GIEL94KT44sEDFbOGe76BXgBNCB7AKXWgNVtk28vTk/sttHP6oxC/Hi+EiIBg88eSXVriydH5FQqMevTI9icyfkLPDk5DjuengBZWyB2d089d2FiCV7efgHbTnPBeNVDozD3Fts8u49YiMmDudy3Kx7JPcEse7uRXafNFZYAEOovRYwzq0sno1lDXTlqvn0LosAIhM97EwJxzxsqvD07hVpvdoCmLDzA2kNFaNQYEB8usxmhucruS1W818Db9w7zeL6TZQnWHy3GB7vzoDexiAiQ4qMHR2JSYjgIIe2t5HthQDaxBC/99zx2nK2AUMBg1UOjnBo3zUyJxJ7sauzNrsIf7uiZ8sUZ5tSS4QbK3sxl02Ihw02gJUVgU2ap1UOis8k4gEH1N2+A1bZAnj4XrYWnrM4hDo6ENLq9aMS+ebI1L9yWiIfSaO64IzQgu5kalRbrDnOa15dmJnVLWpVTqcQfvjkHAFg8PtZtnsmOqFFp8af/XsCh/FoAwPShEXj//hEIbWsrZTAR/g+4twVko4nFn/57Ht+dq4RQwOCf80d36ulx25AICAUMLlepUFqvRqyHNLDiXmC/qbWo0gOAR9JjsOF4idU2nU3GAYBJxd0bTb9tsDmHbNjt1gG5I3Z8LP75awG+O1dBO1J3gAZkN/OvA4VoNZgwakAQ32SzK9S16LB042lo9CbcmhCG1+9J9sBVtvPr5Wq89N8LqFfrIRUJ8Jd7krEwPcZqssssmwJ6V8rCaGKx7JvzfFrnXwtG467hnRssBflJMC4uBEcL67E3u9qtLbQs6Q2FIXxRSFvKKVERgEkJYThWVM8/ZPv/fr3zgzBA7PKfunbiTkbJlh2pNxwvwaSEMKycM9zrUxg0h+xGSurU2HKSy70u74aBkM5owv9uykJFUysGhcmw+uFbPFa8oDWY8Ob3l7BkA+eJMSQyAD8+dyseHRdrc93m0luhgOGLHW40BhOLF7ad44Pxpw/f4lIwNuPII9md9IbCEHv99FbOGQ6hs4DZja+4010cnIt2pLaGBmQ38uHePBhZgqlJ4RjXRbczQgj+svMSTpc2IsBHhLWLxnjMFyKvSoV7Pz3KezMvmTgI3z0z0WF3av6PWiS4ob7GZgwmFs9vOYufL1yDWMjg3wtTceewrr2N3JHMeSSfLm1Eraqb3TI6oTd0DOFHyBY+1oW1LZDZ8z9h0K1gDAB/mzscz9/Wfa097UjNQVMWbuLi1Wb8dOEaGAbdKtz4/Egx/pt1FQIG+PThW3rseWEPQgg2Hi/Fu7/kQm9kEeYvwYfzRmJqkvNKqdYO9o03Er2RxXNbzmBPNufn8e+Ft3Srs3ZUkC9G9A/EhavNOJBbjflj3Z+nF/WClIXOosFpjUqLt3/MwU8Xrtlu2IPn7EszkkAAKzc9/pjdeBZ9uDcf4f5Sr5z0owHZTXywhzMQundkFJKjuma2kpFXg5W/5AIAXvufZExxg3l9R+padHj52wv49TI3eTM1KRx/f2AkwgM6ly85agF0vdEbWTzz9Rnsy6mGRCTAmoWpmDak+2W3M1MiceFqM/bmeDYgs4RTsXjaItUe5hHyxYpmTP/oIJRaIwQM8LuJg1Cj0uHH85UQCgAwTJfkeUIBA5GAwduzUzAhPgzTVx10uK2uqhBNhzZCV8Hd49KoIQie9jtIFI5z997akZqmLNzAkYI6HC6og1jI4I8zkrq0b2GNCs9/fRYsAR4aMwBLJg50+/UdzK/Fnf84jF8v10AiEmDFrGR88ViaS8EYaJ+pv5ETejqjCb//KosPxmsXjelRMAY403qA+/5adEZ3XKYVZh0ycOPSFhcqmvmflVojhkcH4odnb8Xr9ySjuK4FALBiVgomtKXYOqsCNa+fEBeK/cum4KG0GCvD+47oqgpRvfllGJuqEDRxAQInzoehsRJVXy+Hof6qw/N4a0dqOkLuISzbbq/5SHpsl57oTRo9nvjyNFQ6I8YODME79w1za45WZzTh/V15vPXkYIU//rlgNIZEdm0E39EL+XqjNXDBOCOvFlKRAOsWj8GkxJ6/RSRE+GNQmAzFdWoczKt1ewsskcUE6PUuDtEaTPj010L8u63DOcCZ8i8eHwuRUAC9kUVeFdfteWpSBB4dPxAF1SpszixDRn4NSuusXeEYcK5s0wZHYOG4GL7cuaPhfUeaj3wFRiRB5KMf8jadsuRpqFz7FJoObkT43Fft7mfZkdqbSqtpQO4hv1y6hosVzZBJhHi2C5MaBhP3+l1Sr0F0kC/+vfAWt9pYFlSr8PzWc8i9xpUHLx4fiz/fPbRbQbXVQfum64HWYMJTm7JwsK2r9ueL0zAxwT0ucwzDYEaKAmsOFmFPdpXbA7LlaNPAsvDF9fn8jhbW4bWdF1FS3x5Ux8QGW5ny51erYDARBPqK0T+Y89ROVARgxewUrEAKnv36DH66cA2Lx8fiwbQBGBgqs2uRaTa8d/TA0ZZnw3dQqpVnssg/BD4DhkFz5SRYfSsEEvue3uaO1Ctmp3Trc+iL0JRFDzCYWHy4h7PXXDo5DmH+rpeTvvNTDo4W1sNPIsS6xWP4IoyeQgjBVydKcc+/jiD3mhIhMgk+XzwGb907rNsjXD6HfJ0n9bQGE5ZuPI2D+bXwFQux/jH3BWMzZvlbxuUat7cRsmzwej38LBrUevzhm3N4ZF0mSuo1UMilGNmf61MXF25d/HKpLZUxLFpu963M/J0P7SdHSlSgQ79iu4b3FhCTAYzY1oyKEUkBkxGGmlKH+3pjR2o6Qu4B206Vo6Reg1CZpEvNMr86UYqNx0vBMMA/HhqFof161nHBTINaj1e2X8C+No+GSYlh+OjBkYgI6FmHDHP5ra/4+j2/W/UmPLHxFP/QWv9YWpelhK4wekAQwgOkqFXpcLyo3q0TqpbpWE9acBJC8G3WVaz8JReNGgMYBnh0XCz+NDMJ6w4V4fzVZpuH8aXKtoDsoLGoUss5/Ml9HUsvW3RG54b3BBCH9IeuMg+ENfFmRMRkgO4aN5AxttRDSjtS83jHb+kBNHojPjnA6SWfuy3BZWvDY1fqsKKtBfufZiRhRjeq+exxpKAOf/jmHGpUOkiEArx8ZxKWTBzklpn9662y0OiNeHzDaRwvqodMIsQXvxuLsYNCPHIugYDBHckKfJ1Zhr3ZVW4NyAzDFdIYTMRjI+Si2ha8tvMSjhfVAwCGRAZgpUU3GUceJBcruFTWsGgHAbmVm+SUO3EXLK1Xd6pqCxh9Nxr2fob6Xf+EPP1+gLBoPraNb/9EjHqn+3tbR2oakLvJ+iPFqFXpMCDEFw+nx7q0T2m9Gk9vPgMjS3DvqCg8PTW+x9ehN7L4aG8e1hwqAgDEh8vwzwWj3XoDa69jDlmtM2LJhlPILG6Av1SEDb9Lw5iBngnGZmamROLrzDLsy6nGO/cOc6s8TSQQwGAyuX1ST2c0Yc3BInyaUQi9kYWPmGsR9vitg6xSJVqLoh4zBhPLzy04DMj8CNlxiLCb4unwawaMvhtGVR2UmTugvnQAACCJTIQ8/X4oj2+DQNz525s3daSmAbkbNKr1WHOQC4B/mpHk0mScSmvA41+eRpPGgJH9A/H+/SN6rKi4UtuCF7aexaW20c7D6TF4/X+S3V7A0XqdVBYtOiOWfHEKJ0u4YPzlkrFIjfV838DxcaEIkIpQo9Lh3NUmt/YqFHnA8e1kcQNe3XkRhTWcbG3y4HD89d5hdu1ZO3pZANx9ozey8JeKEOtAFaRsbQvITkbIEpHApcKP4MmLIB87F4a6UgikMkjCB6Lx4JcAAFFIdKf799aejZ6ABuRusDqjECqdEcn95Jg1wrHNoxkTS/D8lrMorGmBQi7FfxaN6VFwI4Rg26lyvPVjDloNJgT5ifH+/SO6ZWbkCrwO2YOTeiqtAb/74hRXOi4VYePjYzH6OjVxlYgEmDokAj+er8Te7Gr3BuQ26Zs7RsjNGgPe25XLd/wO85fg9XuSMXtklMOHe2sHtzeAqyoFgJQoud23AaOJhbotTRXgYxsiWnRGHMqvxe5LrvuACH38IezfrpbQlp6DMCAM4lDn9rTe1pGaBuQuUtHUyjfOfPnOJJdebz/YfZnX0K5dNAYKefcn2Zo0eizffhG7s7k/hgnxofj4wVEebW3fascPwZ0otQY8tv4kzpQ1Qe4jwqbH0zFyQJBHzuWImSmKtoBchVfuTHKbHlzYVhxi6EEOmRCCH85X4p2fclDXwuVc56cNwPK7hiDIz3k7LXsacnOnFHvpCrXOiIsVTfy/BW2fQ0VTKw7kVmN/bg1OXKmH3tmI3/Kjs/Nrq3MPQX+tAMHTloBhBLQjtQXe85u6iVX78qE3sRgXF+LSBNC3WVf5/O6H80ZiRP+gbp/7+JV6LNt2DlVKLUQCBi/NTMLSSXEeL8nV6s1eFu5/dVRqDVj0+UmcK29CoK8YXz2ejuH9r/8EzpTB4ZAIBSiqU+NKbYvbihHEPRwhlzdo8Np3l3iv6vhwGd6bO8LlSU6tHbc3S8kbgPaCkLwalDVoQCwudfQ7+/iJSUsGhckwfWgEyhtasTe3Co5+PW35JTQf3QKfQaMh8JFDX3kZLRf3w2dQKgLG3Ntpzz1v60hNA3IXyKtSYccZrtzzlTs7t9fMKm3Aqzu48s/nbkvALCddLJxhMLH4eF8+/u/gFRACxIXJ8Mn80dctcHmqMKS51YBF60/ifHkTgvy4YOxoksnTBPiIMTEhFBl5tdiTXe22gMx3Demi7M1gYrHucDE+OZAPrYGFRCjAs7cl4KkpcZB24U2l44SsiSX8CDnMX4pHP8/E4cI6rrjDwSjeMhgPCvPDX+8djomJnB68oFqF3U4sTIUBoYBAAGXmDrD6VogCFQia/CjkafeBETr/PbyxIzUNyF3g73sugyXAXcMiO81vVjS14qlNWdCbWMxMUWDZ9O61CiqpU+OFrWdxvi3vNz9tAN6YlQw/e/aJHsITpdPNGgMeXZ/JN3Dd/MS4LpsyuZsZKZHIyKvF3uwqPDOt+1aSlvBdQ7qQsjhb1og/77iIy22lzePiQrByznDEhXfdAVBrsJa9Fde1oNVggljI4PEvT3EeFAQOg7EVDFDW2IolG0/hrdkpmJ8WY9fw3hJxcD8oHnqny9ftrR2paUB2kVMlDdifWwOhgMGfZjo3ENLojVj65WnUtegxtJ8cHz84qstpBbPY/80fsqHRmxDoK8bf5g7vkgm7u3C3yqJJo8fCzzNxqYKrJNz8RLrbimN6wvShCrzKXMT5q8241tyKfoH2S3q7At81xIURskprwN/35GHTiVIQAgT5ifHa3UPxQGr/bue0zQ9TaVvK4mJbusLlnHaH05pYrp3X8h0XUdeiw7PTErFyznBMX3XQrdI+b+1ITQOyCxBC8P4uzkDowTH9Ee9kpMKyBH/85jxyrikRKpNg7aLULk9KNLca8OrOi/i5zbc2fVAIVj00ClFBPQ8Q3aHVjW5vjWo9HlmXyX8+Xy8dh6TI3jEKCg+QIjUmGKdLG7EvpxqLxg/s8THbPZGdlBcTgj3ZVXjzh2xUKzmz/Lmjo/Ha/wztcUm9ucryXHkTDuTW4PMjxT06niWWvsVvzU7B8h3uc2fz1o7UNCC7wIHcGpwubYRUJMALtztPPfzjQAF2XaqCWMhgzaOp6B/ctZvqZHEDlm07h4qmVogEDJbdMRj/OyW+U1tET9I+qdezgFzfosMj6zJxuUqFMH8ptixN73XNLWemROJ0aSP2ZrsnIJtTFo5Gj5VNrXjj+0vYn8t5NgwM9cO7c4b32LNDqTXgUH4tyhtaAQAf7M6zWs/qW6HM3AHdtTzor+WD1bYg9O4X4T9iuo0yQp17GMpT38FQfxUMI4A4PBby9Pvhl5DG+xbPT4tBXYuO75TeE16akeSV5vQADcidYmIJbz7/u4mDnMrLfrpQiX+2lVOvnDO8SxVmBhOLfx4owOqMQrAEiA31wyfzR2PUdZZ/2cM8yvLpgZdFXYsOj6zNRF61CuEBUmxZOs4jXVF6yh3JCrz7Sy5OFNWjWWPocRstoYPCEBNLsOFYCT7amweN3gSRgMH/TonHs7cldDs1VN6g4aVpmcX1NmmJiAApatraVbGtSjQf2wKhPBziiEHQldkf3SpP/4jG/WvgG58G/6mLQYwGtFzcj9pv30L4nFchHDoRr+68iE2Pp+PZaYkI85fizR+yYWRJtw3vvTUYAzQgd8qOM1eRX92CQF8xfj/FcanzxavN+NN/zwMAlk4ahHljBrh8jrJ6DV7YdhZny5oAAPff0h9v3Zvisj+Gp+mpl0WtSoeH155AQU0LIgKk2PLkOKdpnxvJwDAZkhQByKtW4de8aswZzRUuqHVGlNSroTeykIgEDu0oO2JP9napohl/3nGRz+emxgbjvbnDHfY0dATLElysaMb+3Grsy6nmJwHNxIfLcKVWDQD46vGxWPj5SX6dUBaC/s9ugtA/GLprBaj6chm3okMMVWX9CEm/RIQ/8Aafx/YfcQeurl6MlosH4Jc0wcq3eH5aDCbGh+HVnRfb1RtOArN5/YS4UNp1GjQgO0VrMGHVPu4V7Omp8Q5HSzVKLZZuPA2tgcXUpHAsv2uoy+fYefYqXv8uGy06IwJ8RFg5Z3i35XGeoieytxqVFg+vzURhTQsi5T7Y8uQ4DArr3ZVXM1MUyKtWYXtWBc6XN7frcy22YQDEhPhhWlIEHkmPcZh6aZe9Eah1Rqzal4/1R4vBEq4KbvldQ7AgLcblSV+twYSjhXXY3zYStmzQKmCAMQNDcMdQBW4fGoGYED8kvLYLAPh+j2aNMSMWQyjuvCKR1WsgDom2mlQUSP0gEPvwtpodfYsHhPhh0+PpVob3ZfV2Pj87hvfeDg3ITvjqRCkqm7XoF+iDxRMG2t1GazBh6aYsVCm1vLGPK/lepdaA17+7hO/PVQIA0gYGY9VDo7qcc74eaLvZ5LRaqcWCtSdQVKtGv0AfbFk6DgN7eTAGwBfvHCmsw7GiOrtFDwRAaYMGmzJLseF4CSYlhNkd4ZlzyHuzq/D+rsuoaOJyuveM6Ic3ZiW7ZI1aq9Lh18tcAD5cUMtL2QBAJhFialIEbh8agWlJEQiWtVfuWbalOnqlzqrgw1V8BgyHJu8olKd/hF/CWBCTHsqsn8DqNJCPmQ2g3bd4BayN5C0N77v7huFt0E/EAUqtAZ9mcF10X5yeaPd1nRCC5dsv4Hxbldnni9OcmrGYySptwAtbz+FqYyuEAgYv3J6Ip6fG823jexNGE8vnIrtSOl3VzAXj4jo1ooN8sWXpOLvmN72NrafK8Mb3l/h/syycVpOZX8ePFdVj+qqDvD7XTH1bqbO503N0kC/+OmcYpjnp9E0IQUFNC/blVGN/bjXOlTdZBdOoQB9MT1Zg+lAF0uNCHBaKmB+kAPjJPfsndLwqZPpTYFuVaNy/Bo371wAABL5yKBb8FdLo9jfBznyLZVKR11ho9gQakB3wn4NFaNIYEB8uw/232DdA+b+DRfjuXCWEAgb/fuSWTkd/RhOL1RlX8M9fC2BiCfoH++KT+aOvi6NZd9FaWB+6OkK+1tyKBf85wben2vrkuD6RG/w0o6DbKoGO+tynpyRg88ky5LTZXALAU5Pj8ML0RLtFPQYTi1PFDdiXywXhjgF0RP9ATG9LRST3s9/loyPmgCwRCmy9J1yVIYulEIX0hywgDL7xaSCGVihPfY/aHSuhWPg+xMFR/OG8ybfYU9CAbIcapZbXa740c4jdkeu+nGpefbFiVjImdCJTKm/QYNm2czhdyhlz3zcqCm/fN8ylEfWNxDyhBwBSF2wQK5q4YFzWoMGAEG5k3BvTMB3ZeqrMcTB20tHCHh/uycc3p8pRZhFUF4wdgD/fbT230NxqwMH8WuzPqUZGXg1U2vYUg0QkwMT4UExPVuD2IYpOzaMMJhY1Kh2qmrWoVmpR1azFsStc81GnRkCdUPvd38AIBIh44E1uAQP4Jo5D5Zon0XRwE8Lve4Xf1pt8iz0FDch2+ORAAVoNJoyOCcLMFIXN+stVSry49SwIARaOi8GjnehVfzhfidd2XIRKZ4S/VIS/3jcM943u3Ae2N2DphdDZqOxqowYL1p5AeUMrYkL8sOXJcYi+QcUsXaG8QYM327q42IMYDWg68hXU2RlgtS0Qhw9E0ORH4TtodIcN238sa2iFr1jIT4gmtk1aldVr2ibkqnGyuIErXW4jVCbBbUMiMD1ZgVsTwiCTikAIgVJrRH61ClXNWlQptag2/1/J/b+qWYd6ta5bOWJnGJqqoC3OQsjMZ62WC30DIO2fDF1FjtVyb/It9hQ0IHeguE7N+80ut2MgVN+iwxNfnoZab8L4uFC8OctxR9wWnRFvfH8JO85UAABGxwThk4dG94lcqhl7bmH2KG/QYP5/TqCiqRWxoX7YsnTcDass7Cqv7rxoFRgBcCPitkV1v6yCJu8o5GPuhSgkCuqL+1Hz3xVQLFgJnwFt37+dYDg8Wo5+Qb74/lwl/rbrMradKkdetbU0zV8qQkqUHMOjA9EvyBc1Ki12XbyGL44Wo1rJjXhbLXLBzhALGUQE+CAy0AeRch9cbWrF+fIm2w1dHO2z6sa238125EtYIwjbfl3e5lvsKWhA7sCHe/NgYgmmJYUjvUNTTb2Rxe83n8HVRi7ofPbILVbtciw5V96EF7aeRWm9BgIGeHZaAp6/PbFXTtw5wxXJW1k9NzKuaGrFoDAZtiwd51F/ZndSUK3C4cI6h+t1lXnQ5B5C0NQlCEyfCwDwT7kNlZ8/g6bfvkDkwg8d7nuypBEAF9T0JtYmGAPcQzuzuAGZxQ1OrzPQV4xIuQ8UgT6IlEstfvaBQs4F4RA/iZV87khBHRZ+nokhkQEoqVdbqTOscBCgRcFRACOA+vJh+I+6C4y5DFxZB93VHEj7J/Pbeptvsaegn6AFF6824+c2vebLdw6xWkcIwRvfX8LJtl5v6xaNsZIYmTGxBP/+rRCr9nMTd9FBvlj10CiPNen0NHxRiIMJvZI6NRasPYFrzVrEhXPBuCcG/NebzZllTosXNHlHAUaAgFF38ssYkQT+I+5A06GNMCprIZJ3vzGqSMBAIfeBQi5FZGBbcG0LsOafFXKfbpWttxsLCe2O4JVZP4LVqmFq4R4GrYUnYVRxDyd56iwI/QLhP3w6Wi7sRfXW1+CXNB5E3wrVmV9ADDoEjpsHwDt9iz0FDcgWvL+bm6S7b1S0jfvYhmMl2HqqHAwD/GvBaLuFAJVNrXhx2zmcbBvt3DOiH96dMxyBTlqp93acjZCL69RY8J8TvAZ7y9JxiOhDwRgAMvJq2oOxnaClry6COCQaAql1mknSj/M00dcUuRyQn7stwSbghsokHmswYP7umjV6K7WMGWXmTpiUNfy/NfnHgPxjAAD/lGkQSGUImfkMxIpBaDm/D00HNwLgmpSG3fMH+MQMA+CdvsWeggbkNg4X1OJIYR0kQgH+cIe1gdCh/Fq88xM3gfHqXUMxbYjtaOCXi9ewfPsFKLVG+EmEePveYbj/lmi3tQK6UXT00zVzpbYFC/5zAjUqHRIj/PH10nEID+iZM5mnMLEEdS06flLM/P+rja0ordc431fdAKG/rSxR6M+98ZhHl3axyEM/PTUef5zh3LbV3ZhHyGUN3O/oJxFCZ2L5B1D/p9d3egxGKIQ8dRbkqbPsrvdW32JPQQMyOE8A8+j4kXExVprZK7UteObrM2AJ8EBqfzwxaZDVvmqdEW//mINtp7mJwJH9A/HJ/NF9oiLNFTp2nACAwhoVFqzNRK1KhyRFADYvTUdYD20iu4taZ7RSHlj/rEN1sxa1Lbpue/USox4Q2r7hMCIuXUUMeouFjo/jTq9gV1DrjCiu43wszKeeMjgcv1q+EbgBb/Ut9hReHZDN5Zy/5tbgUoUSMqkQz1p0imjWGLD0y9NQaY1IjQ3Gu3OGWY14L1xtwgtbz6G4Tg2GAX4/JR7L7hjscKKvL9LRnL6gmgvGdS06DIkMwOYn0nvs2WsPE0tQ36LjR7SWEq9qi8CrsigPdoZQwCDcX2o1KWYiBF+dKLPesEODTkYkAUwGm+MRIxeIzX4OnSkXetLk1FWc9cYDgBNF9UiNCcaxonq3ndNbfYs9hdcFZGc3rVpnwtx/H8O0pAjMTxuAd3/JRVGdGlGBPvi/hal8iSrLEvzncBE+3JMHI0vQL9AHHz84CuPjQx2cte/SauGFnFelwsNrT6BerUdyPzm+eiIdIXYmNjtDoze2a2otg6zFshqV66Naf6nI6aRYZKAPwvylNh4j2ZXN+CqzzMFROYSyEJhabAOYOVVhTl10hqmLPfW6QnmDxiV3tUaNAZklztUcXcGbfYs9hdcEZFdvWt4w5lgJAE5/u3bxGD4/WtWsxR++OYdjV7g/0ruGReK9ucM7bcfeVzF7IZfWc2qKBrUeKVFybH4i3eZ3ZlmCOrUO1c06m/SBZcC1rEhzhoDhunhYSrtsAm6gT7dtSgeGyizTvHaRKOKgLLsAVqexmtjTX+Oq+iQRcS6dy+ChlMXWU2W8/zDQeWrEvN7s/CZg4LBjtD2ob7Fn8YqA7PCm7Xgjtg2gLBs+Gts8Z1OiArEnuwqvbL+AJo0BvmIhVsxOxoNjBvT5iTtnmLuFXGhrsgoAD44ZgK2nyq1SCdXN3KjWpsDCATKJkNfR2tPURsp9EOYv8ahuWyYVISbED6UNDib2GMAvaSKUJ3dAdW43r0PmTNr3QdIviVNYOPn6g/zEaNIYXGsi2kW67L1hcZ3mN0Pz10V9i3sHN31A7vJN2+GeNLIEy7dfxNeZZXxQGhYtxyfzR/dak/WuwLIE9Wq9TcrA/PPhAtuiCWdlxgwDhPs7Sx9IoZD7IKCXeHhMS4rApsxSh8FIGp0Ev6Rb0XToS7CaJoiCo6C+dADG5hoo7nrBaTAWChjEh/sjq7QRBjenLJx6b3SD9EEhqGhqpb7FN5ibOiB3ahhjiaN317Zl5mD81JQ4/PGOpD5Rt681mGwC7TUL85lqpQ41Km2XJpziwmQd0gdSq/RBuL+0T1UjPpIegw3HS5xuEzbrD2g6xHlZmLQtkEQMRMT9b/A6XEeYWIK0gcHIKm10q7LB0nuD741Xaac3ngV1P6+C+tIBm2OJQvoj+sn/Q1ZpI/Yvm4IQmYT6Ft9AbtpP2plhjKGhAk2HvoLuag5YbQuE8nDIkqdAPnYOBGLHhQ1iIYOF6bE3PBgTQtCg1ltNitkznWnS2KoD7MEwQKhMisjA9nxttVKH/bnV/DaLxsfirdkpN116JlERgEkJYThWVO8waDIiCYKnLUHwtCUWC50f16zPjWwrlHHWdbqrWHpvsBolmo923huPuygxQu963mqROS9uZAnfG49aaN44btqAbNcwBoBRWYuqL/8ARipDQOo9EPgEQFdxGc1HNkNfVYiI+193eEy27bibHk/32HVrDSbUKG0nxSx/rlHqXLZU9BELEOInQbBMgvAAKQaFyTAg2M9qVBsRILWS6p0ta8Qii/5rADcyvtmCsZmVc4Zj+qqDzkexnc3+dcCszz2YXwvAtslpd+novSH0d603HgAwAiH8h02ze1wTS6x641FuDDdlQHZmGKO+lAFWp0a/Rz6AJDwWANp8ClioL/0Kk7YFQh87uWGmZzctIQSNGkMHTa3tz40ujmoBIMxf0u53YDFBZmRZZBY1IKusEVcbW1Gp1KJSqQWuAQfza616wXW0x8wqbcTi9SfRojNi7MAQMAyQWdzQLS+FvsKAED+8NTsFy3c4GV12pBOPZLM+VySwbXLaEzp6bzAisd1KQkcQ1gRi0NmUggO2vfEo15+bMiA7M4xhddyMulAWZLVcKAsBGAEYQYePpMMfnb2bVme0GNU2a20nyJRcvtZVA2+pSNDppFhEgI9N6sSutK/D9TvrBXe6pAGL15+EWm9C+qAQrH8sDUs3ngbQ/Y7TfYX5aTGoa9G5ZaLMUp9rzqe7S/aW0YNKO2LQoXzVg1xA9vGHX/IUBE99DAIJ91B21BuPcv24KQPygcvVDm9an5jhUGZ+i/pd/0TQrY9A4BsAXUUuVGd/QUDqLAgkHXLIHQ5jMhF8m1WO0no1V5qr1KJBrYerhMokdjS1Uiu5V6CvuMvpge7qUc294B6bMBCbjpdC0+bz/PljY+AnEVn4Id/cARkAnp2WiDB/Kf852nyGTtIWjvS5YqF5hNzzlEWLzsj7UtjFyVcu9A+GPP1+SBTxAGHRWnwGLWd+hqGmGIqH3wMj4L7fznrjUTzLTfOpmyvwDlyuRnmjg4aOBPCNS0XgpIVQHv8vrhVm8qvk4x9C8ORHXTpXi86EjLxaq2USkaCDptY6yCrkPoiQSx02pOwJPe4FZyJYc7AIAHBrQhjWLhrDpyha28yFnPkh30zMT4vBxPgwl4qIQACh0Lk+11wd6I7S6dJ6dVfS2FYET3nM6t+ylCkQh0Sj6dBGaC4fgSx5CgDaG+9G0+cDsqsVeJZ3sihQAemAFPgNngChrxyaK6egPP4NhLIgh65WHXn+tgSMjg3mg3CQX9dHte6gx3rUDh/XncMUVvli3lzoJs4hd2RAiB82PZ7eXmafX2OjzwWAyEAp7kzp51SfKxJwKQt35JDd3bMuIO1eNB3+CtqS83xA9sR5KK7TpwNyV1/TAUCdcxANuz9F1NI1EMm5xqR+SRMAQtB0cANkyVMg9LX2QrY3eTNtSARGx9zYbtHd0aMCACEsWs7uhurcLhgbKsCIpBBHDELI7U/gnZ8FmDI4gh/p8V4WXjJCtiRREYAVs1OwAim8EZXeyGLV/nwcyq/DfaP6Y/ldQ5wewzypZ3SDysLdckuBWAqBbwBMWutOJjda1unN9NlP/tOMAizfcRE6I9t5ILZYrTr7CySKOD4Ym/FLHAti0EFfXdS+kIHDmfTecNPa06Ma6sshjhjkdL/6nz9Bw/41kCgSEDz9KQROnA+RPBwmTTOvRzVj9rLorKfezY5MKkJKVCBGxwRjXuoAAMDenKpO9xMJ3ZeyMHtvuAtWpwGrUULo156eoL3xbix9coTck9d0k6YJAqmtrI2Y2ho2WjRudERvuGm7q0dV5x6G+tIBhM95FX6DJ7SvMPt4dJD28S2cvHCE7IipSeGQCAUoqlV3KoF0Z8rCFe8NexCjHsRkbJe6tW3XfGwrAALfQbfw29LeeDeWPvfJm1/TXX1FV53dDXXObzDUXwWrawHDCGA0VaK19Dx8Y0fy26lzDwKMAOLwgdwCJ0OR3nDTdlePqjz1HST9BsNv8AQQwoIY9BBIrZUlZmnfG/ckQ2f0rkk9VwjwEWNCQih+y6vFnuxq5wHZPEJ2k5eFPe+NznrjsdoWXPviefglT4E4tD8AQFt8Bq1XTsMnLhW+g8cBoL3xegN9LiCbX9NdLRnV1xRBFKiAX8JYCHz8oS27BHX2r6jZ+hcEpN0HcVAkNFdOQluUBf8RMyAKCO3UMKY33LTd0aOyOg301/IRcMvdaDz4JVRnfgLRt0IUqEDQ1McgGzoJQLse9RVje37Umyb1XGFmSiR+y6vF3pxqPGPR1KAj7i4Msee94UpvPN+EsdCWnIX60gEQloU4uB+CpiyCfOxcMEz7KJ72xrux9KmAfKWm/TXd4Ss6YPWaHjrjaatj+I+YAZ+BI1D/8z/Qcm43iMkAUZACQZMXQZ5+f6ceBb3hpu2uHtXYdA0AgTr3MCAQIHjq7yCQ+kF5+gfUff8BBFI/+MalAuD0qPUtOn5fHw/I9foytw+NAMMA58ubUNWsRWSgfQ8Uc2GIu7ws7HlvuNIbL2zWH52up73xegd9aqbmm9NXeV2nw1f0zu57BvBNGAsACEj9H8S+/B2in1yDwAkPghE6DzpCAYNJCWE3/Kbtrh6V1XP6bLZViYi5ryNg9N2QpUyFYsG7EPgGoPnYNn5bAqCglpt9l4gEHuuM3FeJCPDBLW0qm31OJvd4lYUb7TdXzhnOH9dd0N54vYM+FZAPFdR2+9XP1KqESd0E3bUC1P/8DwCAj0UO2RV6y03bXZ0oI+K6nogCFZBGtXdAFkh84ZswFrrKfBCLSc2Wts4eNH9sn5kpCgDAnuxqh9uYc8judHsze2+4E9obr3fQp1IWVxtbwdgxRXFp39WL+WaVAl85gqc/Bd9Bo7t0jN5y03ZXcmfu/ybo4OMBtHl7sEYQvRaMD6cgMXeVoAHZPjOSI7Hyl8s4UVSPZo0BgX62pvtmlYWrnVRcxVPeG5QbS58KyJ0YbDlFMe8tEKMehvpyqHN+AzFou7R/b7ppXekFZw9RQCiEsmCYVLaNLk2qejAiCRgpZzTDAAhua2Dq7RpkRwwMkyFJEYC8ahV+zavGnNH9bbZxZ2FIRzr13nAC7Y3XO/GavzSf2BHwjR8D+dg5CLtvOZqPboEy60en+wgFDKQiAd6fO9zpTPr1xqxHdYiTp5bfkEkwqWrRWny2XXusaYamMBM+sSP4GfeY0PbjUw2yY2a0pS32OkhbtMvePNPkdH5aDPYvm4IJcVzH846dtTtiXj8hLhT7l02hwbiX0adGyO5CHNwPEkUc1Nm/2fWu6AsNHbujRxVIZQgcPw+avCOo/W4l5Gn3QSCVQXVuF2AyIWjyIgDt0j6+bJpK3hwyMyUS//q1EAfza6E1mGweXu4sDHGEK94btDde36BPBWS3lo0a9HxO2ZIBIb64PUnR62/a7upRhbJgKB75AI0Zn0N5+nvAZII0Oglhs/4IiYJraW+W9uVc41QWNIfsmJQoOaKDfFHR1IojBXWYnqywWi8StuuQCSEeNaBy5L1Be+P1HfrUN9Q/2BcVTuS3HSGsCay+1boDCAPoKvNgqC2xcrgCgJgQPxx6yX6Lm95Gd/WoIIA4KBIRc17j/m3HgN+sRz1T2gSApiycwTAM7khWYMOxEuzNqbINyBYpBCNLeH9kT2P23qD0LfpUQJ6cGI5vLrYHoM5e0UEIKj57DH5DJkESFgNG4gNDbQlaLu7nXt8nzuePLRQwuC3pxlfgdQWXesF1EUtpX6vBe53eusKMFC4g78+tgdHEWnXdtvzZaCKgHyXFGX0qID84pj+2nG831OnsFV3oHwL/ETOgLbsATf5REIMeQv8QyIZOQeCEhyAKah/N9IYKvK7SrV5wHeUZHaQrltK+Vi/qFtITxg4MQZCfGA1qPbJKG5HeNsEGdBwhswDoZ0lxTJ8KyPER1q/prryih9zxZKfb9OWyUU/qUdvN6b1GjNMtREIBbh+iwPYzV7Enu9pxQHZjcQjl5qTP/aXRslFbnp2WiL/NHQ6pSNCp7AmATd5YImTsSvv4ETL1segUXv6WUwVC2gOvsEMOmUJxRp8LyLRs1D5d1aMKLL75BWkxdvWoWip7c5nJieHwEQtwtbEVudfaO3AwDOMRPwvKzUmfC8gAF3z+NGOwW47VmyrweopZj7rvxcl4ND0WsaF+NlJBBkBsqB8WjRuIFbOSAQD/zbqKWpXO5ng0h+w6vhIhJieGAwD2ZFubDXnCz4Jyc9KncsiW0LJRx7iqRyWEYOe5Spwvb8LqjEKssHjzUOuMqFZyQbq5VU9bw7vAzJRI7M2pxt6caiy7o33AwBWHsDRlQemUPv0X1qWW7egbFXjuxpkelWEYvDIzCQ+vy8TmzFLcPiQCBy7XICOvBmUNGt5c6D+HirH2cDFiQvwwLSkCj6THIFHR9yZAPc1tQyIgFDDIvaZEeYOGv7/aR8g0ZUFxTp8OyAAtG+0pExLCMCY2GKdLG/Ho+pMQCu0/1AiA0gYNNmWWYsPxEkxKCPOah5qrBMskGDswBMeL6rEnuwpPTOIqH9tzyHSETHFOnw/IZmjZaPfYeqoM56828f82mYjTGnVzsD5WVI/pqw7irdkpmH8Tpn26y8wUBY4X1WNvdrVFQHZv1xDKzUufnNTrDMuW7SlRgTQYO+DTjAIs33GxW05kJpZAZ2SxfMdFfJpR4IGr65vckRIJADhd2oC6thZYfMqCqiwonXBTBmRK52w9Vea4mKSL8fnDvfnYdqqs5xd1ExAd5Ivh0YFgCXAgl7PkpCkLiqvQoaMXUt6gwZs/ZFsvbCuprvt5FdSXDjjcN/qZDRAFhNksf+OHbEyID6M5ZQAzkhW4WNGMvdnVuGdEFJ/mKaxRIbmfnL6xURzCEMuyol6KUqlEYGAgmpubIZfLb/Tl9Hke/TzTyiWOhwC6ilwYmjo07SQEDXtXQxSoQNQTn9k9prn8fNPj6R666r7DvuwqLN2UZXcdw4CqVW4AfSWG0Ee1l1FQrcLhwjr7KxlAGj0U0uihVou1V7NBDDrIkqc6PK6JJThcWIfCGpXXqljKGzScBLPAwecLqlahOIfmkL2MzZllrvldWKDOOQiAsfGP7ohQwOCrE96ZS956qgzTVx3EsaJ6lzopdFSrbKU5eApoQPY6MvJqulTVSExGaC4fgTR6KESBCqcTfiaWICO/xvEGNylmtYrOyHbZm5qqVSiW0IDsRbTojChrcNJyxU4saS0+A7ZVCVnKVKfbmSmr10CtM3b7GvsaTtUqXYSqVSg0h+xFlNaru6po49IVAhH8htzq0vYEQEm92ivaB1mqVVh9K5SZO6CrzIP+Wj5YbQtC734R/sOn2+ynzPoRqjM/w9hUBaGvHH5DJyFo0qMQSHyoWsXLoSNkL0Jv7FphAqtvRWvhCfgOGg2hr+sz0109T1/l1Z0XeW0xq1Gi+egWGOrLIY4Y5HCfxowv0LhvDSRhsQiZ/iT8kiZClfUTane+C4DTKr+6swsdYCg3FXSE7EVIRF17/moKTnSqrnDHefoiHdUqQv8Q9H92E4T+wdBdK0DVl8ts9jG2NEB56jvIUqYhbNYf+eWikCg07lsDTUEm/BLTvV6t4s3c/H85FJ6BoTJXBAA86uzfwEh84ZvouraYaTvPzU5HtQojEkPoH+x0H33FZYA1QTZ0stVy87/VuYcAeLdaxduhAdmLkElFiHGWm7SI1iZNM7Sl5+CXOA4CsY/D7ToSE+rnFZVoXVWrAAAxGQAAjEhqNTHKiKUAAH3VFQDeq1ah0IDsdUxLinCuQ25bpc49xI3mOqYrnOwqFDCYNjiix9fY2+mOWgUARCHRAABtRY7VdrpybmLQ1FLPb+ttahUKBw3IXsYj6TGdj+wYQJ3zGwR+QfAZOMpquTNMLMHCcTe/FWd31CoAII1MgKRfEpSZ29FyYR+MzdVovXIa9btXAwIRiKG9jZZZrULxLm7+d0uKFYmKAExKCLPvZWFBv0Ufdem4Zi8Lb5iI6omKJHzOn1H3/Qeo3/UJt4ARQD72PmjLLsHQUOG281D6JjQgeyEr5wzH9FUHu5wDdYZIwGDlnOFuO15vpicqElFAGCIXfgBDQwVM6kaIQ6Ih9A/G1U8XQRwS5bbzUPom9Bv3QgaE+OEti4am7uDt2SleU8zQVbWKPcQh0fAZMAxC/2Do68pgammwSg95i1qFYg0NyF7K/LQY/GnG4M43dIGXZiTdlN27HdEVtYpTGIAQFk0ZX4ARSxEw6i5+lbeoVSjW0G/ci3l2WiLC/KV484dsGFnSpRSGUMBAJGDw9uwUrwrGZqYlRWBTZqnVZ6bM+hGsVg1TSwMAoLXwJIwqrnhEnjoLAqkMDfvXgBgNkCjiQFgj1DkHoa/MR+g9yyAK5BQq3qJWodhCA7KXMz8tBhPjwzgf38I6CAX2u06bMa+fEBfq1T6+j6THYMPxEqtlysydMCnb9cOa/GNA/jEAgH/KNAikMkgU8VCe/h7qnN8AhoG032AoFrwLn9gR/H7eolah2EI7hlB4CqpV2JxZhoz8GpTVa6ykXQy41+hpgyOwcFyMV6gpOsNh55UeQDuveIa+EkNoQKbYRa0zoqReDb2RhUQkwMBQGc1pdqC8QYPpqw5C50Z5mlQkwP5lU7z2zcNT9JUYQif1KHaRSUVIiQrE6JhgpEQF0mBsB6pWobgbGpAplB5A1SoUd0KHPRRKD6FqFYq7oCNkCsUNzE+Lwf5lUzAhLhQAOm0ka14/IS4U+5dNocGYAoCOkCkUtzEgxA+bHk+nahVKt6EqCwrFg1C1Su+gr8QQemdQKB7ErFahUFyhTwRk8yBeqVTe4CuhUCh9EXPs6O0JgT4RkFUqFQBgwIABN/hKKBRKX0alUiEwsPe+sfSJHDLLsqisrERAQAAYpqfGhxQKxdsghEClUiEqKgoCQe8Vl/WJgEyhUCjeQO99VFAoFIqXQQMyhUKh9BJoQKZQKJReAg3IFEonbNiwAbt27brRl0HxAmhApvRaVqxYgVGjRt3Qa9i+fTs++OADjBs37oZeB8U7oAGZwlNVVYXnnnsOcXFxkEqlGDBgAGbNmoUDBw7c6Eu7IRQWFuIvf/kLdu3aheDg4B4d65dffoFEIsGZM2esln/00UcICwtDVVVVj45PuTnoE4UhFM9TUlKCiRMnIigoCH//+98xfPhwGAwG7NmzB8888wwuX77ssXMbDAaIxWKPHb+7JCQkIDc31y3Huvvuu7Fo0SIsWrQIWVlZkEqlyMnJwV/+8hds2LABkZGRbjkPpY9DKBRCyF133UWio6NJS0uLzbrGxkb+59LSUjJ79mwik8lIQEAAmTdvHqmqqrLa/rPPPiNxcXFELBaTwYMHk40bN1qtB0A+++wzMmvWLOLn50fefPNNQggh7733HomIiCD+/v5kyZIl5JVXXiEjR47k9zOZTOStt94i0dHRRCKRkJEjR5Jdu3bx64uLiwkAsn37djJ16lTi6+tLRowYQY4dO8Zv88UXX5DAwECye/duMmTIECKTycjMmTNJZWWl1TWuXbuWDBkyhEilUpKUlERWr15ttb6srIzMmzePBAYGkuDgYDJ79mxSXFzs9DNWKpUkNjaWvPLKK8RgMJAxY8aQefPmOd2H4l3QgEwh9fX1hGEYsnLlSqfbmUwmMmrUKHLrrbeS06dPkxMnTpDU1FQyZcoUfpsdO3YQsVhMVq9eTfLy8shHH31EhEIh+fXXX/ltAJCIiAiyfv16cuXKFVJaWkq2bdtGpFIpWbduHbl8+TJ57bXXSEBAgFVA/vjjj4lcLidbtmwhly9fJi+//DIRi8UkPz+fENIekIcMGUJ++uknkpeXRx544AESGxtLDAYDIYQLyGKxmEyfPp2cOnWKZGVlkaFDh5KHH36YP89XX31F+vXrR7Zv306KiorI9u3bSUhICNmwYQMhhBC9Xk+GDh1KlixZQi5cuEBycnLIww8/TJKSkohOp3P6GR44cICIRCLy4IMPEoVCQerq6lz6jijeAQ3IFJKZmUkAkB07djjdbu/evUQoFJKysjJ+WXZ2NgFATp48SQghZMKECWTp0qVW+82bN4/cfffd/L8BkBdffNFqm/Hjx5Onn37aall6erpVQI6KiiLvvvuu1TZpaWn8fuaAvG7dOpvry83NJYRwARkAKSws5LdZvXo1USgU/L/j4+PJ119/bXWed955h4wfP54QQsimTZtIUlISYVmWX6/T6Yivry/Zs2cP6Yz58+cTAGTbtm2dbkvxLuikHsVlB6zc3FwMGDDAyuQpOTkZQUFBfK41NzcXEydOtNpv4sSJNrnYMWPG2Bw7PT3datn48eP5n5VKJSorK1069ogRI/if+/XrBwCoqanhl/n5+SE+Pt5qG/N6tVqNK1eu4PHHH4e/vz//31//+ldcuXIFAHD+/HkUFhYiICCAXx8SEgKtVstv44iKigrs3r0bfn5+OHz4sNNtKd4HndSjIDExEQzDeHTiriMymcxjx7acIDSbUbEsa3e9eRvzQ6mlpQUAsHbtWpsHhFAo5LdJTU3F5s2bbc4dHh7u9NqWLl2K1NRUvPbaa7jjjjvwwAMPYMqUKa7+apSbHDpCpiAkJAQzZ87E6tWroVarbdY3NTUBAIYOHYry8nKUl5fz63JyctDU1ITk5GR+m6NHj1rtf/ToUX69I4YOHYrMzEyrZSdOnOB/lsvliIqK6taxu4JCoUBUVBSKioqQkJBg9d+gQYMAALfccgsKCgoQERFhs40za8d169bhyJEj+PzzzzFt2jT8/ve/x5IlS+x+5hQv5UbnTCi9gytXrpDIyEiSnJxMvv32W5Kfn09ycnLIJ598QoYMGUIIIYRlWTJq1CgyadIkkpWVRTIzM20m9Xbu3EnEYjH57LPPSH5+Pj+pl5GRwW8DgOzcudPq/Fu3biU+Pj5k/fr1JC8vj7zxxhs2k3qrVq0icrmcbN26lVy+fJm88sordif1zp49y+/T2NhIAPDnN6ssLNm5cyex/FNYu3Yt8fX1JZ988gnJy8sjFy5cIOvXrycfffQRIYQQtVpNEhMTydSpU8mhQ4dIUVERycjIIM899xwpLy+3+/mWlJSQgIAAsmbNGn6ZWq0m8fHx5Nlnn3X21VC8CBqQKTyVlZXkmWeeIbGxsUQikZDo6Ggye/Zsq2DqLtlbx4BMCCHvvvsuCQsLI/7+/mTx4sXk5ZdftpG9rVixgkRHRxOxWOxQ9tbTgEwIIZs3byajRo0iEomEBAcHk8mTJ1tNel67do0sWrSIhIWFEalUSuLi4sjSpUtJc3Ozze/Fsiy5/fbbyYwZM2zWHT58mAiFQvLbb7/ZrKN4H9QPmUKhUHoJNIdMoVAovQQakCkUCqWXQAMyhUKh9BJoQKZQKJReAg3IFAqF0kugAZlCoVB6CTQgUygUSi+BBmQKhULpJdCATKFQKL0EGpApFAqll0ADMoVCofQS/h8C+OoV5NcHfwAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "x_values = [graph.nodes[x]['pos'][0] for x in best_solution]\n", - "y_values = [graph.nodes[x]['pos'][1] for x in best_solution]\n", - "\n", - "# Création de la figure et des axes\n", - "fig, ax = plt.subplots()\n", - "ax.set_aspect('equal')\n", - "ax.set_xlabel('Coordonnée X')\n", - "ax.set_ylabel('Coordonnée Y')\n", - "ax.set_title(\"Tracé du trajet emprunté par les fourmis\")\n", - "\n", - "# Tracer le graphe sans les arêtes\n", - "nx.draw_networkx_nodes(graph, pos=nx.get_node_attributes(graph, 'pos'), ax=ax)\n", - "nx.draw_networkx_labels(graph, pos=nx.get_node_attributes(graph, 'pos'), ax=ax)\n", - "\n", - "# Tracer uniquement le trajet emprunté par les fourmis\n", - "ax.plot(x_values, y_values, linestyle='-', marker='o')\n", - "\n", - "# Tracer une ligne du dernier nœud au premier nœud pour fermer la boucle\n", - "ax.plot([x_values[-1], x_values[0]], [y_values[-1], y_values[0]], linestyle='-', color='r')\n", - "\n", - "# Afficher le graphique\n", - "plt.show()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "id": "9017d1eb", - "metadata": {}, - "source": [ - "# Avec un nombre de camion disponible" - ] - }, - { - "cell_type": "code", - "execution_count": 48, + "execution_count": 10, "id": "23e32e2a", "metadata": {}, "outputs": [ @@ -588,14 +325,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Meilleure solution : [[10, 1, 15, 17, 20, 7, 2, 0], [13, 14, 4, 6, 19, 8, 9, 0], [16, 11, 18, 3, 12, 5, 0, 0]]\n", - "Distance totale : 21.0\n" + "Meilleure solution : [[6, 5, 4, 8, 1, 11, 0], [9, 3, 7, 12, 10, 2, 0]]\n", + "Distance totale : 81.0\n" ] } ], "source": [ "import concurrent.futures\n", - "num_trucks = 3 # Nombre de camions disponibles\n", + "num_trucks = 2 # Nombre de camions disponibles\n", "\n", "\n", "# Fonction d'évaluation de la qualité d'une solution (ici, la distance totale)\n", @@ -609,9 +346,6 @@ " total_distance += distances[current_node][next_node]\n", "\n", "\n", - " #if solution[-1] == 0 and len(solution) < num_nodes:\n", - " #return float('inf')\n", - "\n", " # Ajouter la distance de retour au dépôt\n", " total_distance += distances[solution[-1]][solution[0]]\n", "\n", @@ -713,7 +447,6 @@ " return truck_solutions\n", "\n", "\n", - "\n", "num_ants = 10\n", "num_iterations = 100\n", "evaporation_rate = 0.5\n", @@ -730,47 +463,277 @@ }, { "cell_type": "code", - "execution_count": 8, - "id": "106d6902", + "execution_count": 11, + "id": "6928bbbd", "metadata": {}, "outputs": [ { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "AttributeError", + "evalue": "module 'networkx' has no attribute 'from_numpy_matrix'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[11], line 114\u001b[0m\n\u001b[0;32m 111\u001b[0m \u001b[39m# Pour chaque solution de camion, nous devons trouver le chemin le plus court du dépôt au premier nœud du chemin\u001b[39;00m\n\u001b[0;32m 112\u001b[0m \u001b[39mfor\u001b[39;00m i, truck_solution \u001b[39min\u001b[39;00m \u001b[39menumerate\u001b[39m(best_truck_solutions):\n\u001b[0;32m 113\u001b[0m \u001b[39m# Créer un graphe à partir de la matrice de distance\u001b[39;00m\n\u001b[1;32m--> 114\u001b[0m G \u001b[39m=\u001b[39m nx\u001b[39m.\u001b[39;49mfrom_numpy_matrix(distance_matrix)\n\u001b[0;32m 116\u001b[0m \u001b[39m# Utiliser l'algorithme de Dijkstra pour trouver le chemin le plus court du dépôt (nœud 0) au premier nœud du chemin du camion\u001b[39;00m\n\u001b[0;32m 117\u001b[0m shortest_path \u001b[39m=\u001b[39m nx\u001b[39m.\u001b[39mdijkstra_path(G, \u001b[39m0\u001b[39m, truck_solution[\u001b[39m1\u001b[39m])\n", + "\u001b[1;31mAttributeError\u001b[0m: module 'networkx' has no attribute 'from_numpy_matrix'" + ] } ], "source": [ - "# Créer une liste de couleurs pour chaque véhicule\n", - "colors = ['red', 'blue', 'green', 'orange', 'purple'] # Ajoutez plus de couleurs si nécessaire\n", + "num_trucks = 2 # Nombre de camions disponibles\n", "\n", - "# Création de la figure et des axes\n", - "fig, ax = plt.subplots()\n", - "ax.set_aspect('equal')\n", - "ax.set_xlabel('Coordonnée X')\n", - "ax.set_ylabel('Coordonnée Y')\n", - "ax.set_title(\"Tracé du trajet emprunté par les fourmis\")\n", + "def evaluate_solution(solution, distances):\n", + " total_distance = 0\n", + " num_nodes = len(solution)\n", "\n", - "# Tracer le graphe sans les arêtes\n", - "nx.draw_networkx_nodes(graph, pos=nx.get_node_attributes(graph, 'pos'), ax=ax)\n", - "nx.draw_networkx_labels(graph, pos=nx.get_node_attributes(graph, 'pos'), ax=ax)\n", + " # Calculer la distance entre chaque paire consécutive de nœuds dans la solution\n", + " for i in range(num_nodes - 1):\n", + " current_node = solution[i]\n", + " next_node = solution[i + 1]\n", + " total_distance += distances[current_node][next_node]\n", "\n", - "# Tracer chaque trajet de chaque véhicule avec une couleur différente\n", + " # Ajouter la distance de retour au dépôt\n", + " total_distance += distances[solution[-1]][solution[0]]\n", + "\n", + " return total_distance\n", + "\n", + "def ant_colony_optimization(distances, num_ants, num_iterations, evaporation_rate, alpha, beta, num_trucks):\n", + " num_nodes = len(distances)\n", + " \n", + " pheromone = np.ones((num_nodes, num_nodes)) # Matrice de phéromones initiale\n", + " best_solution = None\n", + " best_distance = float('inf')\n", + "\n", + " for iteration in range(num_iterations):\n", + " # Construction de solutions par les fourmis\n", + " solutions = []\n", + "\n", + " for ant in range(num_ants):\n", + " visited = set()\n", + " current_node = 0 # Initialiser current_node à 0\n", + " visited.add(current_node)\n", + " solution = [current_node]\n", + "\n", + " while len(visited) < num_nodes:\n", + " next_node = None\n", + " probabilities = []\n", + "\n", + " # Calcul des probabilités de choisir chaque prochain nœud\n", + " for node in range(num_nodes):\n", + " if node not in visited and node < len(pheromone) and current_node < len(pheromone):\n", + " pheromone_value = pheromone[current_node][node]\n", + " distance_value = distances[current_node][node]\n", + " probability = (pheromone_value ** alpha) * ((1 / distance_value) ** beta)\n", + " probabilities.append((node, probability))\n", + "\n", + " total_probability = sum(prob for _, prob in probabilities)\n", + " probabilities = [(node, prob / total_probability) for node, prob in probabilities]\n", + "\n", + " roulette_wheel = random.random()\n", + " probability_sum = 0\n", + "\n", + " for node, probability in probabilities:\n", + " probability_sum += probability\n", + " if probability_sum >= roulette_wheel:\n", + " next_node = node\n", + " break\n", + "\n", + " visited.add(next_node)\n", + " solution.append(next_node)\n", + " current_node = next_node\n", + "\n", + " # Ajouter le retour au dépôt central à la fin du trajet\n", + " solution.append(0)\n", + "\n", + " solutions.append(solution)\n", + "\n", + " # Évaluation des solutions et mise à jour de la meilleure solution\n", + " for solution in solutions:\n", + " distance = evaluate_solution(solution, distances)\n", + " if distance < best_distance:\n", + " best_solution = solution\n", + " best_distance = distance\n", + "\n", + " # Mise à jour des phéromones\n", + " pheromone *= evaporation_rate # Évaporation des phéromones existantes\n", + "\n", + " for solution in solutions:\n", + " delta_pheromone = 1 / evaluate_solution(solution, distances)\n", + " for i in range(num_nodes - 1):\n", + " node1 = solution[i]\n", + " node2 = solution[i + 1]\n", + " pheromone[node1][node2] += delta_pheromone\n", + " pheromone[node2][node1] += delta_pheromone\n", + "\n", + " # Séparer la meilleure solution en trajets pour chaque camion\n", + " truck_solutions = []\n", + " num_nodes_per_truck = num_nodes // num_trucks\n", + "\n", + " for i in range(num_trucks):\n", + " start_index = i * num_nodes_per_truck\n", + " end_index = start_index + num_nodes_per_truck\n", + " truck_solution = best_solution[start_index:end_index]\n", + " truck_solutions.append(truck_solution + [0])\n", + " \n", + "\n", + " return truck_solutions, best_distance\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "num_ants = 10\n", + "num_iterations = 100\n", + "evaporation_rate = 0.5\n", + "alpha = 1\n", + "beta = 1\n", + "\n", + "best_truck_solutions,best_distance = ant_colony_optimization(distance_matrix, num_ants, num_iterations, evaporation_rate, alpha, beta, num_trucks)\n", + "\n", + "# Pour chaque solution de camion, nous devons trouver le chemin le plus court du dépôt au premier nœud du chemin\n", "for i, truck_solution in enumerate(best_truck_solutions):\n", - " x_values = [graph.nodes[x]['pos'][0] for x in truck_solution]\n", - " y_values = [graph.nodes[x]['pos'][1] for x in truck_solution]\n", - " ax.plot(x_values, y_values, linestyle='-', marker='o', color=colors[i % len(colors)])\n", + " # Créer un graphe à partir de la matrice de distance\n", + " G = nx.from_numpy_matrix(distance_matrix)\n", + " \n", + " # Utiliser l'algorithme de Dijkstra pour trouver le chemin le plus court du dépôt (nœud 0) au premier nœud du chemin du camion\n", + " shortest_path = nx.dijkstra_path(G, 0, truck_solution[1])\n", + " \n", + " # Remplacer le premier nœud du chemin du camion par le chemin le plus court trouvé\n", + " best_truck_solutions[i] = [0] + shortest_path + truck_solution[2:]\n", "\n", - " # Tracer une ligne du dernier nœud au premier nœud pour fermer la boucle\n", - " ax.plot([x_values[-1], x_values[0]], [y_values[-1], y_values[0]], linestyle='-', color=colors[i % len(colors)])\n", + "# Calculer la distance totale pour chaque solution de camion\n", + "total_distances = [evaluate_solution(truck_solution, distance_matrix) for truck_solution in best_truck_solutions]\n", "\n", - "# Afficher le graphique\n", - "plt.show()" + "# Afficher les solutions et les distances totales pour chaque camion\n", + "for i, (truck_solution, total_distance) in enumerate(zip(best_truck_solutions, total_distances)):\n", + " print(f\"Camion {i+1} :\")\n", + " print(\"Solution :\", truck_solution)\n", + " print(\"Distance totale :\", total_distance)\n", + " print()" + ] + }, + { + "cell_type": "markdown", + "id": "421c05e1", + "metadata": {}, + "source": [] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "a6ffa6c9", + "metadata": {}, + "source": [ + "\n", + "def ant_colony_optimization(distances, num_ants, num_iterations, evaporation_rate, alpha, beta, num_trucks):\n", + " num_nodes = len(distances)\n", + " \n", + " pheromone = np.ones((num_nodes, num_nodes)) # Matrice de phéromones initiale\n", + " best_solution = None\n", + " best_distance = float('inf')\n", + "\n", + " for iteration in range(num_iterations):\n", + " # Construction de solutions par les fourmis\n", + " solutions = []\n", + "\n", + " for ant in range(num_ants):\n", + " visited = set()\n", + " current_node = 0 # Tous les camions partent du dépôt\n", + " visited.add(current_node)\n", + " solution = [current_node]\n", + "\n", + " while len(visited) < num_nodes:\n", + " next_node = None\n", + " probabilities = []\n", + "\n", + " # Calcul des probabilités de choisir chaque prochain nœud\n", + " for node in range(num_nodes):\n", + " if node not in visited:\n", + " pheromone_value = pheromone[current_node][node]\n", + " distance_value = distances[current_node][node]\n", + " probability = (pheromone_value ** alpha) * ((1 / distance_value) ** beta)\n", + " probabilities.append((node, probability))\n", + "\n", + " total_probability = sum(prob for _, prob in probabilities)\n", + " probabilities = [(node, prob / total_probability) for node, prob in probabilities]\n", + "\n", + " roulette_wheel = random.random()\n", + " probability_sum = 0\n", + "\n", + " for node, probability in probabilities:\n", + " probability_sum += probability\n", + " if probability_sum >= roulette_wheel:\n", + " next_node = node\n", + " break\n", + "\n", + " visited.add(next_node)\n", + " solution.append(next_node)\n", + " current_node = next_node\n", + "\n", + " # Ajouter le retour au dépôt central à la fin du trajet\n", + " solution.append(0)\n", + "\n", + " solutions.append(solution)\n", + "\n", + " # Évaluation des solutions et mise à jour de la meilleure solution\n", + " for solution in solutions:\n", + " distance = evaluate_solution(solution, distances)\n", + " if distance < best_distance:\n", + " best_solution = solution\n", + " best_distance = distance\n", + "\n", + " # Mise à jour des phéromones\n", + " pheromone *= evaporation_rate # Évaporation des phéromones existantes\n", + "\n", + " for solution in solutions:\n", + " delta_pheromone = 1 / evaluate_solution(solution, distances)\n", + " for i in range(num_nodes - 1):\n", + " node1 = solution[i]\n", + " node2 = solution[i + 1]\n", + " pheromone[node1][node2] += delta_pheromone\n", + " pheromone[node2][node1] += delta_pheromone\n", + "\n", + " # Séparer la meilleure solution en trajets pour chaque camion\n", + " truck_solutions = []\n", + " num_nodes_per_truck = num_nodes // num_trucks\n", + "\n", + " for i in range(num_trucks):\n", + " start_index = i * num_nodes_per_truck\n", + " end_index = start_index + num_nodes_per_truck\n", + " truck_solution = best_solution[start_index:end_index]\n", + " truck_solutions.append(truck_solution + [0])\n", + " \n", + "\n", + " return truck_solutions, best_distance\n", + "\n", + "num_ants = 10\n", + "num_iterations = 100\n", + "evaporation_rate = 0.5\n", + "alpha = 1\n", + "beta = 1\n", + "\n", + "best_truck_solutions,best_distance = ant_colony_optimization(distance_matrix, num_ants, num_iterations, evaporation_rate, alpha, beta, num_trucks)\n", + "\n", + "# Pour chaque solution de camion, nous devons trouver le chemin le plus court du dépôt au premier nœud du chemin\n", + "for i, truck_solution in enumerate(best_truck_solutions):\n", + " # Créer un graphe à partir de la matrice de distance\n", + " G = nx.from_numpy_matrix(distance_matrix)\n", + " \n", + " # Utiliser l'algorithme de Dijkstra pour trouver le chemin le plus court du dépôt (nœud 0) au premier nœud du chemin du camion\n", + " shortest_path = nx.dijkstra_path(G, 0, truck_solution[1])\n", + " \n", + " # Remplacer le premier nœud du chemin du camion par le chemin le plus court trouvé\n", + " best_truck_solutions[i] = [0] + shortest_path + truck_solution[2:]\n", + "\n", + "# Calculer la distance totale pour chaque solution de camion\n", + "total_distances = [evaluate_solution(truck_solution, distance_matrix) for truck_solution in best_truck_solutions]\n", + "\n", + "# Afficher les solutions et les distances totales pour chaque camion\n", + "for i, (truck_solution, total_distance) in enumerate(zip(best_truck_solutions, total_distances)):\n", + " print(f\"Camion {i+1} :\")\n", + " print(\"Solution :\", truck_solution)\n", + " print(\"Distance totale :\", total_distance)\n", + " print()" ] }, { @@ -779,12 +742,14 @@ "id": "29df0137", "metadata": {}, "source": [ - "# En rajoutant la contrainte de Time Window pour une instance de VRPTW" + "# En rajoutant la contrainte de Time Window pour une instance de VRPTW\n", + "\n", + "Dans un premier temps on va attribuer des fenêtres de temps pour chaque clients (ville dans notre graphe)" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 7, "id": "8266e414-d350-4101-8f15-9cc05ee02934", "metadata": { "scrolled": true @@ -796,35 +761,33 @@ "text": [ "20\n", "Client 0 : (0, inf)\n", - "Client 1 : (19, 60)\n", - "Client 2 : (71, 111)\n", - "Client 3 : (51, 73)\n", - "Client 4 : (96, 127)\n", - "Client 5 : (88, 109)\n", - "Client 6 : (69, 113)\n", - "Client 7 : (24, 67)\n", - "Client 8 : (19, 36)\n", - "Client 9 : (82, 110)\n", - "Client 10 : (43, 66)\n", - "Client 11 : (42, 59)\n", - "Client 12 : (65, 104)\n", - "Client 13 : (79, 90)\n", - "Client 14 : (53, 103)\n", - "Client 15 : (60, 110)\n", - "Client 16 : (65, 102)\n", - "Client 17 : (63, 76)\n", - "Client 18 : (28, 56)\n", - "Client 19 : (27, 73)\n", - "Client 20 : (41, 87)\n", + "Client 1 : (44, 94)\n", + "Client 2 : (99, 111)\n", + "Client 3 : (80, 125)\n", + "Client 4 : (85, 96)\n", + "Client 5 : (71, 85)\n", + "Client 6 : (34, 69)\n", + "Client 7 : (20, 30)\n", + "Client 8 : (46, 56)\n", + "Client 9 : (90, 109)\n", + "Client 10 : (74, 116)\n", + "Client 11 : (95, 112)\n", + "Client 12 : (93, 131)\n", + "Client 13 : (46, 82)\n", + "Client 14 : (86, 124)\n", + "Client 15 : (87, 129)\n", + "Client 16 : (13, 23)\n", + "Client 17 : (0, 28)\n", + "Client 18 : (77, 108)\n", + "Client 19 : (76, 105)\n", + "Client 20 : (78, 94)\n", "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20]\n", - "[(0, 2), (0, 1), (0, 8), (0, 15), (0, 16), (0, 18), (1, 6), (1, 3), (1, 8), (1, 17), (2, 4), (2, 13), (2, 9), (3, 8), (3, 18), (3, 13), (3, 17), (3, 19), (4, 8), (4, 14), (5, 15), (5, 9), (5, 6), (5, 11), (5, 16), (6, 9), (7, 15), (7, 17), (7, 10), (8, 10), (8, 20), (9, 19), (10, 11), (11, 13), (12, 19), (12, 16), (13, 18), (13, 20), (14, 18), (15, 16), (19, 20)]\n" + "[(0, 19), (0, 16), (0, 5), (0, 10), (1, 18), (1, 8), (1, 11), (2, 18), (2, 6), (2, 3), (2, 9), (2, 10), (2, 14), (2, 17), (3, 7), (3, 8), (3, 16), (4, 15), (4, 5), (4, 13), (5, 8), (5, 7), (6, 16), (6, 19), (7, 15), (7, 19), (8, 13), (9, 20), (10, 15), (11, 14), (11, 18), (12, 15), (12, 17), (12, 16), (13, 19), (13, 17), (13, 20), (14, 20), (14, 15), (15, 18), (15, 20)]\n" ] } ], "source": [ "\n", - "\n", - "# 2. Attribuer les fenêtres de temps aux clients\n", "def assign_time_windows(graph):\n", " # Créer un dictionnaire pour stocker les fenêtres de temps des clients\n", " time_windows = {}\n", @@ -854,13 +817,21 @@ "#paramètres ACO\n", "\n", "print(graph.nodes())\n", - "print(graph.edges())\n", - "\n" + "print(graph.edges())\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "747541f5", + "metadata": {}, + "source": [ + "# On va ensuite réadapter l'algorithme pour prendre en compte les time Windows " ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 15, "id": "901e6b93", "metadata": {}, "outputs": [], @@ -869,19 +840,19 @@ "import random\n", "import numpy as np\n", "import time\n", - "\n", - "num_trucks = 3 # Nombre de camions disponibles\n", - "\n", + "import heapq\n", "\n", "\n", "# Fonction d'évaluation de la qualité d'une solution (ici, la distance totale)\n", - "def evaluate_solution(solution, distances, time_windows):\n", + "def evaluate_solution(solution, distances, time_windows, dijkstra_distances):\n", " total_distance = 0\n", " total_delay = 0\n", " arrival_time = 0\n", " num_nodes = len(solution)\n", " waiting_times = []\n", "\n", + " total_distance += dijkstra_distances[solution[1]]\n", + "\n", " for i in range(num_nodes - 1):\n", " current_node = solution[i]\n", " next_node = solution[i + 1]\n", @@ -901,11 +872,28 @@ " return total_distance, total_delay, waiting_times\n", "\n", " \n", - "num_ants = 10\n", - "num_iterations = 100\n", - "evaporation_rate = 0.5\n", - "alpha = 1\n", - "beta = 1\n", + "# Fonction pour l'algorithme de Dijkstra\n", + "def calculate_dijkstra(start_node, distances):\n", + " num_nodes = len(distances)\n", + " shortest_distances = [float('inf')] * num_nodes\n", + " shortest_distances[start_node] = 0\n", + " shortest_paths = [[] for _ in range(num_nodes)]\n", + " shortest_paths[start_node] = [start_node]\n", + " priority_queue = [(0, start_node)]\n", + " while priority_queue:\n", + " current_distance, current_node = heapq.heappop(priority_queue)\n", + " if current_distance == shortest_distances[current_node]:\n", + " for neighbor, distance in enumerate(distances[current_node]):\n", + " new_distance = current_distance + distance\n", + " if new_distance < shortest_distances[neighbor]:\n", + " shortest_distances[neighbor] = new_distance\n", + " shortest_paths[neighbor] = shortest_paths[current_node] + [neighbor]\n", + " heapq.heappush(priority_queue, (new_distance, neighbor))\n", + " return shortest_distances, shortest_paths\n", + "\n", + "\n", + "dijkstra_distances, dijkstra_paths = calculate_dijkstra(0, distance_matrix)\n", + "\n", "\n", "def ant_colony_optimization(distances, num_ants, num_iterations, evaporation_rate, alpha, beta, num_trucks):\n", " num_nodes = len(distances)\n", @@ -913,7 +901,7 @@ " best_solution = None\n", " best_distance = float('inf')\n", " best_delay = float('inf')\n", - " best_score = float('inf') # Initialize the best_score\n", + " best_score = float('inf') \n", " best_waiting_times = None\n", "\n", " for iteration in range(num_iterations):\n", @@ -950,7 +938,7 @@ " solutions.append(solution)\n", "\n", " for solution in solutions:\n", - " distance, delay, waiting_times = evaluate_solution(solution, distances, time_windows)\n", + " distance, delay, waiting_times = evaluate_solution(solution, distances, time_windows, dijkstra_distances)\n", " score = distance + delay\n", " if score < best_score:\n", " best_solution = solution\n", @@ -959,7 +947,7 @@ " best_waiting_times = waiting_times\n", " pheromone *= evaporation_rate\n", " for solution in solutions:\n", - " delta_pheromone = 1 / (evaluate_solution(solution, distances, time_windows)[0] + 0.01)\n", + " delta_pheromone = 1 / (evaluate_solution(solution, distances, time_windows, dijkstra_distances)[0] + 0.01)\n", " for i in range(num_nodes - 1):\n", " node1 = solution[i]\n", " node2 = solution[i + 1]\n", @@ -971,23 +959,25 @@ " start_index = i * num_nodes_per_truck\n", " end_index = start_index + num_nodes_per_truck\n", " truck_solution = best_solution[start_index:end_index]\n", - " truck_solutions.append(truck_solution + [0])\n", + " \n", + " # Ajoutez le chemin le plus court entre le nœud 0 et le premier nœud du chemin\n", + " dijkstra_path_to_first_node = dijkstra_paths[truck_solution[0]]\n", + " truck_solution = dijkstra_path_to_first_node + truck_solution\n", + " \n", + " # Ajoutez le chemin le plus court entre le dernier nœud du chemin et le dépôt (nœud 0)\n", + " dijkstra_path_to_depot = dijkstra_paths[truck_solution[-1]]\n", + " truck_solution = truck_solution + dijkstra_path_to_depot\n", + "\n", + " truck_solutions.append(truck_solution)\n", " return truck_solutions, best_distance, best_waiting_times\n", "\n", "\n", - "\n", - "\n", - " \n", - " \n", - "#best_truck_solutions, best_distance, best_waiting_times = ant_colony_optimization(distance_matrix, num_ants, num_iterations, evaporation_rate, alpha, beta, num_trucks)\n", - "\n", - "#print(\"Meilleure solution :\", best_truck_solutions)\n", - "#print(\"Distance totale :\", best_distance)\n" + "\n" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "id": "f24a5980", "metadata": {}, "outputs": [ @@ -995,26 +985,34 @@ "name": "stdout", "output_type": "stream", "text": [ - "Meilleure solution : [[15, 19, 8, 10, 2, 3, 6, 0], [16, 4, 7, 1, 20, 18, 11, 0], [9, 17, 12, 13, 5, 14, 0, 0]]\n", - "Distance totale : 49.0\n", - "Meilleure solution : [[10, 20, 8, 7, 18, 12, 11, 0], [1, 19, 3, 15, 13, 2, 5, 0], [17, 16, 9, 4, 14, 6, 0, 0]]\n", - "Distance totale : 48.0\n", - "Meilleure solution : [[12, 18, 19, 1, 8, 7, 20, 0], [2, 16, 11, 15, 6, 4, 14, 0], [10, 9, 3, 5, 13, 17, 0, 0]]\n", - "Distance totale : 46.0\n", - "Meilleure solution : [[6, 13, 5, 19, 8, 1, 7, 0], [14, 18, 20, 11, 2, 10, 15, 0], [3, 17, 16, 4, 9, 12, 0, 0]]\n", - "Distance totale : 46.0\n" + "Meilleures solutions :\n", + "Camion 1 : [0, 9, 9, 8, 17, 7, 1, 13, 14, 0, 14]\n", + "Camion 2 : [0, 12, 12, 18, 4, 5, 20, 19, 15, 0, 15]\n", + "Camion 3 : [0, 10, 10, 3, 2, 16, 6, 11, 0, 0]\n", + "Distance totale : 48.0\n" ] } ], "source": [ - "num_thread = 4\n", + "num_thread = 1\n", + "num_ants = 10\n", + "num_iterations = 100\n", + "evaporation_rate = 0.5\n", + "alpha = 1\n", + "beta = 1\n", + "\n", + "num_trucks = 3 # Nombre de camions disponibles\n", + "\n", + "\n", "\n", "with concurrent.futures.ThreadPoolExecutor(max_workers=num_thread) as executor:\n", " futures = [executor.submit(ant_colony_optimization, distance_matrix, num_ants, num_iterations, evaporation_rate, alpha, beta, num_trucks) for _ in range(num_thread)]\n", "\n", " for future in concurrent.futures.as_completed(futures):\n", " best_truck_solutions, best_distance, best_waiting_times = future.result()\n", - " print(\"Meilleure solution :\", best_truck_solutions)\n", + " print(\"Meilleures solutions :\")\n", + " for i, truck_solution in enumerate(best_truck_solutions):\n", + " print(f\"Camion {i+1} : {truck_solution}\")\n", " print(\"Distance totale :\", best_distance)" ] } From 460ef805530e448059515ae47b18e896fabb9a95 Mon Sep 17 00:00:00 2001 From: Louis Date: Thu, 15 Jun 2023 16:18:39 +0200 Subject: [PATCH 05/18] removing constrains --- Projet_algo.ipynb | 22 +++++++++------------- 1 file changed, 9 insertions(+), 13 deletions(-) diff --git a/Projet_algo.ipynb b/Projet_algo.ipynb index 3056a29..9de1393 100644 --- a/Projet_algo.ipynb +++ b/Projet_algo.ipynb @@ -42,7 +42,7 @@ "id": "d633beb7-8f26-46d4-9cd9-1d0093e5b5c3", "metadata": {}, "source": [ - "## Contraintes choisies :\n" + "## Contrainte choisie :\n" ] }, { @@ -51,9 +51,8 @@ "id": "35fc1c3c-d7a9-4423-a948-aa00ab51dbf4", "metadata": {}, "source": [ - "Les contraintes que nous avons choisi sont les suivantes:\n", - "- Avoir plusieurs camions disponible simultanément pour effectuer les livraisons.\n", - "- Fenêtre de temps de livraison pour chaque object\n" + "La contrainte que nous avons choisi est la suivante:\n", + "- Avoir plusieurs camions disponibles simultanément pour effectuer les livraisons.\n" ] }, { @@ -71,12 +70,11 @@ "id": "c4d6888b-14e6-4745-880f-0a063ebf7476", "metadata": {}, "source": [ - "Soit un graphe $G=(V,E)$, où $V$ est l'ensemble des villes (ou points de livraison) et $E$ est l'ensemble des routes entre les villes. Chaque ville $v∈V$ a une fenêtre de temps de livraison $[a_v,b_v]$, où $a_v$​ est le début de la fenêtre et $b_v$​ est la fin de la fenêtre. Il y a $k$ camions disponibles pour effectuer les livraisons.\n", + "Soit un graphe $G=(V,E)$, où $V$ est l'ensemble des villes (ou points de livraison) et $E$ est l'ensemble des routes entre les villes. Il y a $k$ camions disponibles pour effectuer les livraisons.\n", "\n", - "Le problème consiste à trouver une tournée pour chaque camion, de manière à ce que toutes les livraisons soient effectuées dans leurs fenêtres de temps respectives et que la date de retour du dernier camion à la base soit minimisée.\n", + "Le problème consiste à trouver une tournée pour chaque camion, de manière à ce que toutes les livraisons soient effectuées en un temps minimum tout en partant et en revenant au dépôt.\n", "\n", - "\n", - "Le problème que nous avons avec les contraintes ci-dessus est le problème du VRPTW (Vehicule Routing Problem avec la contrainte supplémentaire de fenêtres d'ouverture)." + "Le problème que nous avons avec les contraintes ci-dessus est le problème du VRP (Vehicule Routing Problem)." ] }, { @@ -99,7 +97,6 @@ "- Tous les clients doivent être déservis\n", "- Un client ne peut être servi que par un et un seul véhicule.\n", "- En quittant un client, un véhicule peut aller que vers un seul autre client.\n", - "- Un véhicule ne peut servir un client que s'il a assez de capacité pour servir le client.\n", "\n", "On va donc affecter chaque client à une tournée effectué par un seul véhicule." ] @@ -128,10 +125,9 @@ "id": "637eb295", "metadata": {}, "source": [ - "$V=\\{0,1,2,...,n\\}$ : l'ensemble des villes, où 0 est la base (ou le dépôt) et $1,2,...,n$ sont les villes de livraison.
\n", + "$V=\\{0,1,2,...,n\\}$ : l'ensemble des villes, où 0 est la base (le dépôt) et $1,2,...,n$ sont les villes de livraison.
\n", "$K=\\{1,2,...,k\\}$ : l'ensemble des camions.
\n", - "$d_{ij}$​ : la distance (ou le temps de trajet) de la ville ii à la ville $j$.
\n", - "$[a_i,b_i]$ : la fenêtre de temps de livraison pour la ville $i$.
\n", + "$d_{ij}$​ : la distance (ou le temps de trajet) de la ville $i$ à la ville $j$.
\n", "$M$ : une grande constante." ] }, @@ -1035,7 +1031,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.2" + "version": "3.11.3" } }, "nbformat": 4, From b717c220d26476639c71910a8ef8682887dee66d Mon Sep 17 00:00:00 2001 From: Louis Date: Thu, 15 Jun 2023 16:28:40 +0200 Subject: [PATCH 06/18] suppression contrainte de temps (a finir) --- Projet_algo.ipynb | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/Projet_algo.ipynb b/Projet_algo.ipynb index c54b59e..ec4dffc 100644 --- a/Projet_algo.ipynb +++ b/Projet_algo.ipynb @@ -130,8 +130,6 @@ "$E$ représente les arcs entre deux clients $i,j \\in V$
\n", "$G=(V,E)$ : le graphe
\n", "$d_{ij}$​ : la distance (ou le temps de trajet) de la ville i à la ville $j$ (coût de déplacement)
\n", - "$[a_i,b_i]$ : la fenêtre de temps de livraison pour la ville $i$.
\n", - "$t_{ij}$ : le temps de déplacement de la ville i à la ville j.
\n", "$M$ : une grande constante." ] }, @@ -610,6 +608,7 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "id": "421c05e1", "metadata": {}, From 2fc9639671b522fe50253b5024c1e2bf3d950bc0 Mon Sep 17 00:00:00 2001 From: Louis Date: Thu, 15 Jun 2023 17:11:43 +0200 Subject: [PATCH 07/18] modification pour VRP seulement --- Projet_algo.ipynb | 58 +++++++++++++++++++++++++++-------------------- 1 file changed, 34 insertions(+), 24 deletions(-) diff --git a/Projet_algo.ipynb b/Projet_algo.ipynb index ec4dffc..bd84c61 100644 --- a/Projet_algo.ipynb +++ b/Projet_algo.ipynb @@ -148,8 +148,7 @@ "id": "a6d398fa", "metadata": {}, "source": [ - "$x_{ijk}$​ : variable binaire qui vaut 1 si le camion $k$ se déplace de la ville $i$ à la ville $j$, et 0 sinon.
\n", - "$t_{ik}$​ : le moment où le camion $k$ arrive à la ville $i$." + "$x_{ijk}$​ : variable binaire qui vaut 1 si le camion $k$ se déplace de la ville $i$ à la ville $j$, et 0 sinon." ] }, { @@ -167,7 +166,7 @@ "id": "56652859", "metadata": {}, "source": [ - "Minimiser $Z=max_{⁡k∈K}t_{0k}​$" + "$$\\min \\sum_{k∈K} \\sum_{⁡i∈V} \\sum_{⁡j∈V} d_{ij} x_{ijk} $$" ] }, { @@ -176,29 +175,17 @@ "id": "a1465000", "metadata": {}, "source": [ - "### Contraintes et modèle mathématique du VRP:\n", + "### Contraintes du VRP:\n", "\n", - "L'objectif est de minimiser la distance totale parcourue :\n", + "- Chaque ville est visitée une fois et une seule fois :\n", + "$$\\sum_{⁡k \\in K} \\sum_{⁡j \\in V} x_{ijk} = 1, \\forall i \\in V, i \\ne 0$$\n", "\n", - "$$\\min \\sum_{k∈K} \\sum_{⁡i∈V} \\sum_{⁡j∈V} d_{ij} x_{ijk} $$\n", + "- Si un camion visite une ville, il doit en sortir :\n", + "$$\\sum_{i \\in V} x_{ijk} = \\sum_{j \\in V} x_{ijk}, \\forall k \\in K, \\forall i \\in V, \\forall j \\in V $$\n", + "
\n", "\n", - "Chaque ville est visitée une fois et une seule fois : $$\\sum_{⁡k∈K} \\sum_{⁡j∈V} x_{ijk} = 1, ∀i \\in V∖ \\{0\\}$$\n", - "\n", - "Si un camion se déplace de la ville ii à la ville $j$, alors le moment d'arrivée à la ville $j$ doit être plus grand que le moment d'arrivée à la ville $i$ plus le temps de trajet : $$t_{ik}​+d_{ij}​ \\leq t_{jk}​+M(1−x_{ijk}​),∀i,j \\in V,i \\ne j,∀k \\in K$$\n", - "\n", - "Les contraintes de flux pour garantir que si un camion entre dans une ville, il doit également en sortir :\n", - "$$i \\in V,i \\ne j∑​xijk​=i∈V,i \\ne j∑​xjik​=yjk​,∀j∈V,∀k∈K$$\n", - "\n", - "Les $t_{ik}$ doivent être continues :\n", - "\n", - "$t_{ik}\\le 0 $\n", - "\n", - "\n", - "\n", - "\n", - "### Dans le cas ou l'on veut rajouter les contraintes de fenêtres de livraison (Time Windows)\n", - "Les fenêtres de temps de livraison doivent être respectées : $$a_i​ \\leq t_{ik}​ \\leq b_i​, ∀i \\in V∖ \\{0 \\},∀k \\in K$$\n", - "\n" + "- Contrainte d'élimination des sous-tournées (afin de garantir que chaque camion effectue une tournée complète) :\n", + "$$\\sum_{i \\in S, j \\notin S} x_{ijk} \\geq 1, \\forall k \\in K, \\forall \\; sous-ensemble \\; S \\; de \\; V, 0 \\in S, S \\ne V $$" ] }, { @@ -207,7 +194,30 @@ "id": "7670fdf4-884c-4352-83fa-eed0c8b50074", "metadata": {}, "source": [ - "# Initialisation de la matrice" + "# Algorithme de résolution" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "45133ac2", + "metadata": {}, + "source": [ + "## Import des bibliothèques nécessaires" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "794657d7", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.cluster import KMeans\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import random, time, math\n", + "from tests.clustering import split_tour_across_clusters" ] }, { From d6d62d6f08d9d336efebe9fc7fbe5b67067a2eb4 Mon Sep 17 00:00:00 2001 From: Louis Date: Thu, 15 Jun 2023 18:12:56 +0200 Subject: [PATCH 08/18] Traduction en anglais --- Projet_algo.ipynb | 140 ++++++++++++++++++++++++++++++++++------------ 1 file changed, 105 insertions(+), 35 deletions(-) diff --git a/Projet_algo.ipynb b/Projet_algo.ipynb index bd84c61..ad60941 100644 --- a/Projet_algo.ipynb +++ b/Projet_algo.ipynb @@ -6,7 +6,7 @@ "id": "83c2b1e7-b401-4a15-adf0-d43cebf9ad81", "metadata": {}, "source": [ - "# Projet algorithme # \n" + "# **Algorithm project** # \n" ] }, { @@ -15,7 +15,7 @@ "id": "0b4f92e5-ac40-4491-983d-890c4f0f6694", "metadata": {}, "source": [ - "## Contexte du projet: \n" + "## Project context \n" ] }, { @@ -24,7 +24,7 @@ "id": "5f483b31-1246-4f00-ae39-718ef92ce9eb", "metadata": {}, "source": [ - "L'ADEME a lancé un appel à manifestation d'intérêt pour développer des solutions de mobilité adaptées à différents territoires. CesiCDP, en collaboration avec des partenaires, s'est spécialisé dans la Mobilité Multimodale Intelligente. Dans le cadre de cet appel, l'équipe de CesiCDP travaille sur la gestion de tournées de livraison pour minimiser les trajets et optimiser l'efficacité. L'objectif est d'obtenir de nouveaux marchés et des financements pour poursuivre le développement de l'entreprise. Des contraintes supplémentaires seront ajoutées pour rendre le problème plus réaliste et intéressant pour l'ADEME." + "The French Environment and Energy Management Agency (ADEME) has launched a call for expressions of interest to develop mobility solutions adapted to different territories. CesiCDP, in collaboration with partners, specializes in Intelligent Multimodal Mobility. As part of this call, the CesiCDP team is working on the management of delivery routes to " ] }, { @@ -33,7 +33,7 @@ "id": "fc23daaf-9f25-4c5a-bf6c-300a7ed8d623", "metadata": {}, "source": [ - "Notre but est de réaliser un algorithme permettant de passer par tous les points de livraisons avec un temps optimisé." + "Our aim is to develop an algorithm that will enable us to pass through all the delivery points in an optimized time." ] }, { @@ -42,7 +42,7 @@ "id": "d633beb7-8f26-46d4-9cd9-1d0093e5b5c3", "metadata": {}, "source": [ - "## Contrainte choisie :\n" + "## Selected constraint\n" ] }, { @@ -51,8 +51,8 @@ "id": "35fc1c3c-d7a9-4423-a948-aa00ab51dbf4", "metadata": {}, "source": [ - "La contrainte que nous avons choisi est la suivante:\n", - "- Avoir plusieurs camions disponibles simultanément pour effectuer les livraisons.\n" + "The constraint we chose was the following:\n", + "- To have several trucks available simultaneously to make deliveries." ] }, { @@ -61,7 +61,7 @@ "id": "ba356166-604a-4627-ac0f-93b76eb7a22d", "metadata": {}, "source": [ - "## Formulation du problème" + "## Formulation of the problem " ] }, { @@ -70,11 +70,11 @@ "id": "c4d6888b-14e6-4745-880f-0a063ebf7476", "metadata": {}, "source": [ - "Soit un graphe $G=(V,E)$, où $V$ est l'ensemble des villes (ou points de livraison) et $E$ est l'ensemble des routes entre les villes. Il y a $k$ camions disponibles pour effectuer les livraisons.\n", + "Consider a graph $G=(V,E)$, where $V$ is the set of cities (or delivery points) and $E$ is the set of roads between cities. There are $k$ trucks available to make deliveries.\n", "\n", - "Le problème consiste à trouver une tournée pour chaque camion, de manière à ce que toutes les livraisons soient effectuées en un temps minimum tout en partant et en revenant au dépôt.\n", + "The problem is to find a route for each truck, so that all deliveries are made in the shortest possible time, both to and from the depot.\n", "\n", - "Le problème que nous avons avec les contraintes ci-dessus est le problème du VRP (Vehicule Routing Problem)." + "The problem we have with the above constraints is the VRP (Vehicle Routing Problem)." ] }, { @@ -83,7 +83,7 @@ "id": "6d392f68", "metadata": {}, "source": [ - "## Contraintes du problème" + "## Problem constraints " ] }, { @@ -92,13 +92,83 @@ "id": "f95dba22", "metadata": {}, "source": [ - "Liste des contraintes du problème:\n", + "List of problem constraints:\n", "\n", - "- Tous les clients doivent être déservis\n", - "- Un client ne peut être servi que par un et un seul véhicule.\n", - "- En quittant un client, un véhicule peut aller que vers un seul autre client.\n", + "- All customers must be served\n", + "- A customer can only be served by one vehicle.\n", + "- When leaving a customer, a vehicle can only go to one other customer.\n", "\n", - "On va donc affecter chaque client à une tournée effectué par un seul véhicule." + "We will therefore assign each customer to a route served by a single vehicle." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "c1ca5507", + "metadata": {}, + "source": [ + "## Demonstrating the complexity of the vehicle routing problem (VRP) " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "37632b4b", + "metadata": {}, + "source": [ + "#### **Introduction**\n", + "\n", + "The Vehicle Routing Problem (VRP) is an extension of the Traveling Salesman Problem (TSP), and is known to be an NP-hard problem. We will demonstrate the complexity of VRP based on the Hamiltonian chain problem, which is known to be NP-complete." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "6a63522a", + "metadata": {}, + "source": [ + "#### **Preliminary definitions**\n", + "\n", + "- Hamiltonian chain problem**: the problem consists in determining whether a given undirected graph has a Hamiltonian chain, i.e. a path that visits each vertex exactly once.\n", + "\n", + "- Traveling Salesman Problem (TSP)**: the problem consists in finding the shortest possible circuit that visits each city in a given set of cities and returns to the original city.\n", + "\n", + "- Vehicle Routing Problem (VRP)**: the problem consists in delivering a series of customers with several vehicles while minimizing the total cost, such as delivery time or distance traveled." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "589a1874", + "metadata": {}, + "source": [ + "#### **Proof of the complexity of the TSP**.\n", + "\n", + "The TSP is an extension of the Hamiltonian chain problem. In fact, a special case of the TSP is the Hamiltonian chain problem, in which all edges have the same weight (or cost). In this case, finding the shortest circuit in the TSP is equivalent to finding a Hamiltonian chain in the graph. Since the Hamiltonian chain problem is NP-complete, the TSP must be at least as difficult, so the TSP is NP-complete." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "92658e81", + "metadata": {}, + "source": [ + "#### **Proof of the complexity of the VRP**.\n", + "\n", + "The VRP is an extension of the TSP. In fact, a special case of the VRP is the TSP where there is only one vehicle available to make deliveries. In this case, finding the solution to the VRP is the same as finding the solution to the TSP.\n", + "\n", + "Since the TSP is NP-complete, the VRP must be at least as difficult, so the VRP is NP-difficult. Furthermore, VRP introduces additional constraints, such as multiple vehicles and potentially vehicle capacities and time windows, making it even more complex." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "a4106346", + "metadata": {}, + "source": [ + "#### **Conclusion**\n", + "\n", + "In conclusion, we have shown that VRP is an NP-hard problem by reducing it to the NP-complete TSP problem, which in turn can be reduced to the NP-complete Hamiltonian chain problem. This demonstration highlights the difficulty of solving the VRP, particularly for large instances. In practice, (meta)heuristic and approximate methods are often used to solve the VRP, as we shall see later." ] }, { @@ -107,7 +177,7 @@ "id": "16b3b8a7-4658-4509-a511-7a395654e6f1", "metadata": {}, "source": [ - "## Modélisation mathématique" + "## Mathematical modeling " ] }, { @@ -116,7 +186,7 @@ "id": "b54bfa8c", "metadata": {}, "source": [ - "### Ensemble et paramètres:" + "#### **Set and parameters**" ] }, { @@ -125,12 +195,12 @@ "id": "637eb295", "metadata": {}, "source": [ - "$V=\\{0,1,2,...,n_v\\}$ : l'ensemble des villes, où 0 est la base (ou le dépôt), $1,2,...,n_v$ sont les villes de livraison. $n_v+1$ sera le dépot pour le retour.
\n", - "$K=\\{1,2,...,k\\}$ : l'ensemble des camions.
\n", - "$E$ représente les arcs entre deux clients $i,j \\in V$
\n", - "$G=(V,E)$ : le graphe
\n", - "$d_{ij}$​ : la distance (ou le temps de trajet) de la ville i à la ville $j$ (coût de déplacement)
\n", - "$M$ : une grande constante." + "$V=\\{0,1,2,...,n_v\\}$ : the set of cities, where 0 is the base (or depot), $1,2,...,n_v$ are the delivery cities. $n_v+1$ will be the depot for the return.
\n", + "$K=\\{1,2,...,k\\}$ : all trucks.
\n", + "$E$ represents the arcs between two customers $i,j \\in V$
\n", + "$G=(V,E)$ : the graph with V as vertices (cities) and E as edges
\n", + "$d_{ij}$​ : distance (or travel time) from city i to city $j$ (travel cost)
\n", + "$M$ : a great constant." ] }, { @@ -139,7 +209,7 @@ "id": "1219e4f2", "metadata": {}, "source": [ - "### Variables de décision:" + "#### **Decision variables**" ] }, { @@ -148,7 +218,7 @@ "id": "a6d398fa", "metadata": {}, "source": [ - "$x_{ijk}$​ : variable binaire qui vaut 1 si le camion $k$ se déplace de la ville $i$ à la ville $j$, et 0 sinon." + "$x_{ijk}$​ : binary variable worth 1 if truck $k$ moves from city $i$ to city $j$, and 0 otherwise." ] }, { @@ -157,7 +227,7 @@ "id": "e635cf14", "metadata": {}, "source": [ - "### Fonction objective:" + "#### **Objective function**" ] }, { @@ -175,17 +245,17 @@ "id": "a1465000", "metadata": {}, "source": [ - "### Contraintes du VRP:\n", + "#### **VRP constraints**\n", "\n", - "- Chaque ville est visitée une fois et une seule fois :\n", + "- Each city is visited once and only once:\n", "$$\\sum_{⁡k \\in K} \\sum_{⁡j \\in V} x_{ijk} = 1, \\forall i \\in V, i \\ne 0$$\n", "\n", - "- Si un camion visite une ville, il doit en sortir :\n", + "- If a truck visits a city, it must leave it:\n", "$$\\sum_{i \\in V} x_{ijk} = \\sum_{j \\in V} x_{ijk}, \\forall k \\in K, \\forall i \\in V, \\forall j \\in V $$\n", "
\n", "\n", - "- Contrainte d'élimination des sous-tournées (afin de garantir que chaque camion effectue une tournée complète) :\n", - "$$\\sum_{i \\in S, j \\notin S} x_{ijk} \\geq 1, \\forall k \\in K, \\forall \\; sous-ensemble \\; S \\; de \\; V, 0 \\in S, S \\ne V $$" + "- Sub-tour elimination constraint (to ensure that each truck completes a full tour) :\n", + "$$\\sum_{i \\in S, j \\notin S} x_{ijk} \\geq 1, \\forall k \\in K, \\forall \\; subset \\; S \\; de \\; V, 0 \\in S, S \\ne V $$" ] }, { @@ -194,7 +264,7 @@ "id": "7670fdf4-884c-4352-83fa-eed0c8b50074", "metadata": {}, "source": [ - "# Algorithme de résolution" + "## Resolution algorithm " ] }, { @@ -203,7 +273,7 @@ "id": "45133ac2", "metadata": {}, "source": [ - "## Import des bibliothèques nécessaires" + "#### Importing the necessary libraries" ] }, { From 375b1b91e980ac49ccd520cd9fef29b677d664e8 Mon Sep 17 00:00:00 2001 From: Louis Date: Fri, 16 Jun 2023 13:41:14 +0200 Subject: [PATCH 09/18] updating clustering function --- tests/01_cluster_splitter.py | 2 +- tests/clustering.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/01_cluster_splitter.py b/tests/01_cluster_splitter.py index 08ed30d..e7353b8 100644 --- a/tests/01_cluster_splitter.py +++ b/tests/01_cluster_splitter.py @@ -37,7 +37,7 @@ def plot_clusters(cities, clusters): nb_ville = 100 max_coords = 1000 -nb_truck = 4 +nb_truck = 5 # Define the coordinates of the cities # And set depot at the first city in the middle of the map diff --git a/tests/clustering.py b/tests/clustering.py index fb8c959..02ff6df 100644 --- a/tests/clustering.py +++ b/tests/clustering.py @@ -13,7 +13,7 @@ def split_tour_across_clusters(cities, nb_truck): for i, label in enumerate(kmeans.labels_): clusters[label].append(i) - max_iterations = len(cities)**2 + max_iterations = len(cities) iteration = 0 while True: From 43b8dab5c4c44bd13fb9e38978563e04a71084a1 Mon Sep 17 00:00:00 2001 From: Louis Date: Fri, 16 Jun 2023 13:42:13 +0200 Subject: [PATCH 10/18] add .gitignore --- .gitignore | 1 + 1 file changed, 1 insertion(+) create mode 100644 .gitignore diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..7e99e36 --- /dev/null +++ b/.gitignore @@ -0,0 +1 @@ +*.pyc \ No newline at end of file From 7fa0cc675c5e2495454fa3f24e4e41029223372e Mon Sep 17 00:00:00 2001 From: Louis Date: Fri, 16 Jun 2023 14:08:03 +0200 Subject: [PATCH 11/18] colors list on 01 test --- tests/01_cluster_splitter.py | 27 ++++++++++++++++++++++++--- 1 file changed, 24 insertions(+), 3 deletions(-) diff --git a/tests/01_cluster_splitter.py b/tests/01_cluster_splitter.py index e7353b8..c686b5b 100644 --- a/tests/01_cluster_splitter.py +++ b/tests/01_cluster_splitter.py @@ -9,7 +9,28 @@ def generate_cities(nb, max_coords=1000): def plot_clusters(cities, clusters): # Création d'une liste de couleurs pour les différents clusters - colors = ['b', 'g', 'r', 'c', 'm', 'y', 'k'] + colors = [ + '#1f77b4', # Bleu moyen + '#ff7f0e', # Orange + '#2ca02c', # Vert + '#d62728', # Rouge + '#9467bd', # Violet + '#8c564b', # Marron + '#e377c2', # Rose + '#7f7f7f', # Gris + '#bcbd22', # Vert olive + '#17becf', # Turquoise + '#1b9e77', # Vert Teal + '#d95f02', # Orange foncé + '#7570b3', # Violet moyen + '#e7298a', # Fuchsia + '#66a61e', # Vert pomme + '#e6ab02', # Jaune or + '#a6761d', # Bronze + '#666666', # Gris foncé + '#f781bf', # Rose clair + '#999999', # Gris moyen +] # Création d'un nouveau graphique plt.figure() @@ -35,9 +56,9 @@ def plot_clusters(cities, clusters): plt.show() -nb_ville = 100 +nb_ville = 1000 max_coords = 1000 -nb_truck = 5 +nb_truck = 20 # Define the coordinates of the cities # And set depot at the first city in the middle of the map From 72b9af908cc810ac5aaa332e30f45e799b0242e2 Mon Sep 17 00:00:00 2001 From: Louis Date: Fri, 16 Jun 2023 14:18:19 +0200 Subject: [PATCH 12/18] adding max time per cluster for aco --- tests/04_cluster_ant_colony_no_animation.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/tests/04_cluster_ant_colony_no_animation.py b/tests/04_cluster_ant_colony_no_animation.py index bbde84f..5281194 100644 --- a/tests/04_cluster_ant_colony_no_animation.py +++ b/tests/04_cluster_ant_colony_no_animation.py @@ -64,6 +64,8 @@ max_coords = 1000 nb_truck = 4 max_time = 5 +max_time_per_cluster = max_time / nb_truck + start_time_generate = time.time() cities = generate_cities(nb_ville, max_coords) cities[0] = [max_coords/2, max_coords/2] @@ -114,7 +116,7 @@ for i, cluster_indices in enumerate(clusters.values()): cluster_cities = [cities[index] for index in cluster_indices] # Appel de la fonction AntColony.run - ant_colony = AntColony(cluster_cities, n_ants=10, max_time=max_time) + ant_colony = AntColony(cluster_cities, n_ants=10, max_time=max_time_per_cluster) best_route = ant_colony.run() best_routes.append((best_route, color)) From b21ecce51e4d812c0a96e5e7e185663f5b2c4496 Mon Sep 17 00:00:00 2001 From: Louis Date: Fri, 16 Jun 2023 15:13:14 +0200 Subject: [PATCH 13/18] adding ant number setting --- tests/04_cluster_ant_colony_no_animation.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/tests/04_cluster_ant_colony_no_animation.py b/tests/04_cluster_ant_colony_no_animation.py index 5281194..f75a771 100644 --- a/tests/04_cluster_ant_colony_no_animation.py +++ b/tests/04_cluster_ant_colony_no_animation.py @@ -59,10 +59,11 @@ class AntColony: self.pheromones = [[(1 - self.evaporation) * p for p in row] for row in self.pheromones] return [self.cities[i] for i in best_ant] -nb_ville = 200 -max_coords = 1000 -nb_truck = 4 -max_time = 5 +nb_ville = 50 +max_coords = 10 +nb_truck = 1 +max_time = 1 +nb_ants = 10 max_time_per_cluster = max_time / nb_truck @@ -116,12 +117,11 @@ for i, cluster_indices in enumerate(clusters.values()): cluster_cities = [cities[index] for index in cluster_indices] # Appel de la fonction AntColony.run - ant_colony = AntColony(cluster_cities, n_ants=10, max_time=max_time_per_cluster) + ant_colony = AntColony(cluster_cities, n_ants=nb_ants, max_time=max_time_per_cluster) best_route = ant_colony.run() best_routes.append((best_route, color)) - print("Final solution for cluster ", i, ":", best_route) - print("Total distance: ", total_distance(best_route)) + print("Total distance for cluster", i, ": ", total_distance(best_route)) for i, (route, color) in enumerate(best_routes): x = [city[0] for city in route] From 0da622371f26365254c491f4c8d781f51dd778f9 Mon Sep 17 00:00:00 2001 From: Louis Date: Sat, 17 Jun 2023 18:09:21 +0200 Subject: [PATCH 14/18] moving most used functions to specitic python files --- tests/01_cluster_splitter.py | 2 +- tests/02_cluster_recuit_live_animation.py | 4 +- tests/03_cluster_recuit_no_animation.py | 2 +- tests/04_cluster_ant_colony_no_animation.py | 17 ++-- tests/clustering.py | 81 ------------------- tests/data_sample/48_cities_minimum_33523.txt | 4 +- tests/libs/aco.py | 51 ++++++++++++ tests/libs/clustering.py | 81 +++++++++++++++++++ tests/libs/simulated_annealing.py | 33 ++++++++ 9 files changed, 182 insertions(+), 93 deletions(-) create mode 100644 tests/libs/aco.py create mode 100644 tests/libs/clustering.py create mode 100644 tests/libs/simulated_annealing.py diff --git a/tests/01_cluster_splitter.py b/tests/01_cluster_splitter.py index c686b5b..ce3582a 100644 --- a/tests/01_cluster_splitter.py +++ b/tests/01_cluster_splitter.py @@ -2,7 +2,7 @@ from sklearn.cluster import KMeans import matplotlib.pyplot as plt import numpy as np import random, time -from clustering import split_tour_across_clusters +from libs.clustering import split_tour_across_clusters def generate_cities(nb, max_coords=1000): return [random.sample(range(max_coords), 2) for _ in range(nb)] diff --git a/tests/02_cluster_recuit_live_animation.py b/tests/02_cluster_recuit_live_animation.py index ca46ddf..d9a2a73 100644 --- a/tests/02_cluster_recuit_live_animation.py +++ b/tests/02_cluster_recuit_live_animation.py @@ -2,7 +2,7 @@ from sklearn.cluster import KMeans import matplotlib.pyplot as plt import numpy as np import random, time, math -from clustering import split_tour_across_clusters +from libs.clustering import split_tour_across_clusters random.seed(1) @@ -66,7 +66,7 @@ def simulated_annealing(cities, color='b', temperature=100000, cooling_rate=0.99 plt.ioff() return best_solution -nb_ville = 100 +nb_ville = 200 max_coords = 1000 nb_truck = 4 temperature = 10000 diff --git a/tests/03_cluster_recuit_no_animation.py b/tests/03_cluster_recuit_no_animation.py index 3c07ce2..d678031 100644 --- a/tests/03_cluster_recuit_no_animation.py +++ b/tests/03_cluster_recuit_no_animation.py @@ -2,7 +2,7 @@ from sklearn.cluster import KMeans import matplotlib.pyplot as plt import numpy as np import random, time, math -from clustering import split_tour_across_clusters +from libs.clustering import split_tour_across_clusters def generate_cities(nb, max_coords=1000): return [random.sample(range(max_coords), 2) for _ in range(nb)] diff --git a/tests/04_cluster_ant_colony_no_animation.py b/tests/04_cluster_ant_colony_no_animation.py index f75a771..fb2a4bd 100644 --- a/tests/04_cluster_ant_colony_no_animation.py +++ b/tests/04_cluster_ant_colony_no_animation.py @@ -2,9 +2,9 @@ from sklearn.cluster import KMeans import matplotlib.pyplot as plt import numpy as np import random, time, math -from clustering import split_tour_across_clusters +from libs.clustering import split_tour_across_clusters -random.seed(2) +random.seed(3) def generate_cities(nb, max_coords=1000): return [random.sample(range(max_coords), 2) for _ in range(nb)] @@ -60,9 +60,9 @@ class AntColony: return [self.cities[i] for i in best_ant] nb_ville = 50 -max_coords = 10 -nb_truck = 1 -max_time = 1 +max_coords = 1000 +nb_truck = 2 +max_time = 3 nb_ants = 10 max_time_per_cluster = max_time / nb_truck @@ -123,6 +123,13 @@ for i, cluster_indices in enumerate(clusters.values()): print("Total distance for cluster", i, ": ", total_distance(best_route)) +# calculate total distance for all clusters +full_total_distance = 0 +for route, color in best_routes: + full_total_distance += total_distance(route) + +print("Total distance for all clusters: ", full_total_distance) + for i, (route, color) in enumerate(best_routes): x = [city[0] for city in route] y = [city[1] for city in route] diff --git a/tests/clustering.py b/tests/clustering.py index 02ff6df..e69de29 100644 --- a/tests/clustering.py +++ b/tests/clustering.py @@ -1,81 +0,0 @@ -from sklearn.cluster import KMeans -import numpy as np - -def split_tour_across_clusters(cities, nb_truck): - if nb_truck == 1: - return {0: list(range(len(cities)))} - - # clustering initial - kmeans = KMeans(n_clusters=nb_truck, random_state=0).fit(cities) - clusters = {i:[] for i in range(nb_truck)} - - # assignation des indices des villes aux clusters - for i, label in enumerate(kmeans.labels_): - clusters[label].append(i) - - max_iterations = len(cities) - iteration = 0 - - while True: - iteration += 1 - if iteration > max_iterations: - print("Le nombre maximum d'itérations a été atteint. La boucle a été interrompue.") - break - # calcul des tailles de clusters - cluster_sizes = {i:len(clusters[i]) for i in range(nb_truck)} - - # identification du cluster le plus grand et du plus petit - max_cluster = max(cluster_sizes, key=cluster_sizes.get) - min_cluster = min(cluster_sizes, key=cluster_sizes.get) - - # s'il n'y a pas de grande disparité, on arrête la boucle - if cluster_sizes[max_cluster] - cluster_sizes[min_cluster] <= 1: - break - - # calcul du centre de chaque cluster - cluster_centers = {i:np.mean([cities[index] for index in clusters[i]], axis=0) for i in range(nb_truck)} - - # calcul des distances entre le centre du cluster le plus grand et les autres - distances = {i:np.linalg.norm(cluster_centers[max_cluster]-cluster_centers[i]) for i in range(nb_truck)} - del distances[max_cluster] # on supprime la distance vers lui-même - - if nb_truck >= 3: - # on identifie les 2 clusters les plus proches - closest_clusters = sorted(distances, key=distances.get)[:2] - - - # parmi les deux clusters les plus proches, on choisit le plus petit - if cluster_sizes[closest_clusters[0]] <= cluster_sizes[closest_clusters[1]]: - target_cluster = closest_clusters[0] - else: - target_cluster = closest_clusters[1] - else: - closest_clusters = sorted(distances, key=distances.get)[:1] - target_cluster = closest_clusters[0] - - - - # si le transfert va créer une plus grande disparité, on arrête la boucle - if cluster_sizes[target_cluster] >= cluster_sizes[max_cluster]: - break - - # calcul des distances entre le centre du cluster cible et les villes du cluster le plus grand - distances_to_target = {index:np.linalg.norm(cluster_centers[target_cluster]-cities[index]) - for index in clusters[max_cluster]} - - # on identifie la ville la plus proche du centre du cluster cible - closest_city_index = min(distances_to_target, key=distances_to_target.get) - - # on transfère la ville du cluster le plus grand au cluster cible - clusters[target_cluster].append(closest_city_index) - clusters[max_cluster].remove(closest_city_index) - - # Ajout du point de départ et d'arrivée pour chaque cluster - depot_index = 0 - for cluster in clusters.values(): - if cluster[0] != depot_index: - cluster.insert(0, depot_index) - if cluster[-1] != depot_index: - cluster.append(depot_index) - - return clusters \ No newline at end of file diff --git a/tests/data_sample/48_cities_minimum_33523.txt b/tests/data_sample/48_cities_minimum_33523.txt index 7ae51b2..6c92641 100644 --- a/tests/data_sample/48_cities_minimum_33523.txt +++ b/tests/data_sample/48_cities_minimum_33523.txt @@ -1,3 +1 @@ -[[6734.0, 1453.0], [2233.0, 10.0], [5530.0, 1424.0], [401.0, 841.0], [3082.0, 1644.0], [7608.0, 4458.0], [7573.0, 3716.0], [7265.0, 1268.0], [6898.0, 1885.0], [1112.0, 2049.0], [5468.0, 2606.0], [5989.0, 2873.0], [4706.0, 2674.0], [4612.0, 2035.0], [6347.0, 2683.0], [6107.0, 669.0], [7611.0, 5184.0], [7462.0, 3590.0], -[7732.0, 4723.0], [5900.0, 3561.0], [4483.0, 3369.0], [6101.0, 1110.0], [5199.0, 2182.0], [1633.0, 2809.0], [4307.0, 2322.0], [675.0, 1006.0], [7555.0, 4819.0], [7541.0, 3981.0], [3177.0, 756.0], [7352.0, 4506.0], [7545.0, 2801.0], [3245.0, 3305.0], [6426.0, 3173.0], [4608.0, 1198.0], [23.0, 2216.0], [7248.0, 3779.0], -[7762.0, 4595.0], [7392.0, 2244.0], [3484.0, 2829.0], [6271.0, 2135.0], [4985.0, 140.0], [1916.0, 1569.0], [7280.0, 4899.0], [7509.0, 3239.0], [10.0, 2676.0], [6807.0, 2993.0], [5185.0, 3258.0], [3023.0, 1942.0]] \ No newline at end of file +[['6734', '1453'], ['2233', '10'], ['5530', '1424'], ['401', '841'], ['3082', '1644'], ['7608', '4458'], ['7573', '3716'], ['7265', '1268'], ['6898', '1885'], ['1112', '2049'], ['5468', '2606'], ['5989', '2873'], ['4706', '2674'], ['4612', '2035'], ['6347', '2683'], ['6107', '669'], ['7611', '5184'], ['7462', '3590'], ['7732', '4723'], ['5900', '3561'], ['4483', '3369'], ['6101', '1110'], ['5199', '2182'], ['1633', '2809'], ['4307', '2322'], ['675', '1006'], ['7555', '4819'], ['7541', '3981'], ['3177', '756'], ['7352', '4506'], ['7545', '2801'], ['3245', '3305'], ['6426', '3173'], ['4608', '1198'], ['23', '2216'], ['7248', '3779'], ['7762', '4595'], ['7392', '2244'], ['3484', '2829'], ['6271', '2135'], ['4985', '140'], ['1916', '1569'], ['7280', '4899'], ['7509', '3239'], ['10', '2676'], ['6807', '2993'], ['5185', '3258'], ['3023', '1942']] \ No newline at end of file diff --git a/tests/libs/aco.py b/tests/libs/aco.py new file mode 100644 index 0000000..6fb6f8c --- /dev/null +++ b/tests/libs/aco.py @@ -0,0 +1,51 @@ +import math, random, time, numpy as np + +def distance(city1, city2): + return math.sqrt((city1[0] - city2[0]) ** 2 + (city1[1] - city2[1]) ** 2) + 1e-10 + +def total_distance(cities): + return sum([distance(cities[i - 1], cities[i]) for i in range(len(cities))]) + +class AntColony: + def __init__(self, cities, n_ants, alpha=1, beta=2, evaporation=0.5, intensification=2, max_time=0.1): + self.cities = cities + self.n = len(cities) + self.n_ants = n_ants + self.alpha = alpha + self.beta = beta + self.evaporation = evaporation + self.intensification = intensification + self.max_time = max_time + self.pheromones = [[1 / self.n for _ in range(self.n)] for __ in range(self.n)] + + def choose_next_city(self, ant): + unvisited_cities = [i for i in range(self.n) if i not in ant] + probabilities = [self.pheromones[ant[-1]][i] ** self.alpha * ((1 / distance(self.cities[ant[-1]], self.cities[i])) ** self.beta) for i in unvisited_cities] + total = sum(probabilities) + if total == 0: + probabilities = [1 / len(unvisited_cities) for _ in unvisited_cities] + else: + probabilities = [p / total for p in probabilities] + return np.random.choice(unvisited_cities, p=probabilities) + + def update_pheromones(self, ant): + pheromones_delta = self.intensification / total_distance([self.cities[i] for i in ant]) + for i in range(len(ant) - 1): + self.pheromones[ant[i]][ant[i+1]] += pheromones_delta + + def run(self): + best_ant = [] + best_distance = float('inf') + start_time = time.time() + while time.time() - start_time < self.max_time: + ants = [[random.randint(0, self.n - 1)] for _ in range(self.n_ants)] + for ant in ants: + for _ in range(self.n - 1): + ant.append(self.choose_next_city(ant)) + ant_distance = total_distance([self.cities[i] for i in ant]) + if ant_distance < best_distance: + best_distance = ant_distance + best_ant = ant.copy() + self.update_pheromones(ant) + self.pheromones = [[(1 - self.evaporation) * p for p in row] for row in self.pheromones] + return [self.cities[i] for i in best_ant] \ No newline at end of file diff --git a/tests/libs/clustering.py b/tests/libs/clustering.py new file mode 100644 index 0000000..02ff6df --- /dev/null +++ b/tests/libs/clustering.py @@ -0,0 +1,81 @@ +from sklearn.cluster import KMeans +import numpy as np + +def split_tour_across_clusters(cities, nb_truck): + if nb_truck == 1: + return {0: list(range(len(cities)))} + + # clustering initial + kmeans = KMeans(n_clusters=nb_truck, random_state=0).fit(cities) + clusters = {i:[] for i in range(nb_truck)} + + # assignation des indices des villes aux clusters + for i, label in enumerate(kmeans.labels_): + clusters[label].append(i) + + max_iterations = len(cities) + iteration = 0 + + while True: + iteration += 1 + if iteration > max_iterations: + print("Le nombre maximum d'itérations a été atteint. La boucle a été interrompue.") + break + # calcul des tailles de clusters + cluster_sizes = {i:len(clusters[i]) for i in range(nb_truck)} + + # identification du cluster le plus grand et du plus petit + max_cluster = max(cluster_sizes, key=cluster_sizes.get) + min_cluster = min(cluster_sizes, key=cluster_sizes.get) + + # s'il n'y a pas de grande disparité, on arrête la boucle + if cluster_sizes[max_cluster] - cluster_sizes[min_cluster] <= 1: + break + + # calcul du centre de chaque cluster + cluster_centers = {i:np.mean([cities[index] for index in clusters[i]], axis=0) for i in range(nb_truck)} + + # calcul des distances entre le centre du cluster le plus grand et les autres + distances = {i:np.linalg.norm(cluster_centers[max_cluster]-cluster_centers[i]) for i in range(nb_truck)} + del distances[max_cluster] # on supprime la distance vers lui-même + + if nb_truck >= 3: + # on identifie les 2 clusters les plus proches + closest_clusters = sorted(distances, key=distances.get)[:2] + + + # parmi les deux clusters les plus proches, on choisit le plus petit + if cluster_sizes[closest_clusters[0]] <= cluster_sizes[closest_clusters[1]]: + target_cluster = closest_clusters[0] + else: + target_cluster = closest_clusters[1] + else: + closest_clusters = sorted(distances, key=distances.get)[:1] + target_cluster = closest_clusters[0] + + + + # si le transfert va créer une plus grande disparité, on arrête la boucle + if cluster_sizes[target_cluster] >= cluster_sizes[max_cluster]: + break + + # calcul des distances entre le centre du cluster cible et les villes du cluster le plus grand + distances_to_target = {index:np.linalg.norm(cluster_centers[target_cluster]-cities[index]) + for index in clusters[max_cluster]} + + # on identifie la ville la plus proche du centre du cluster cible + closest_city_index = min(distances_to_target, key=distances_to_target.get) + + # on transfère la ville du cluster le plus grand au cluster cible + clusters[target_cluster].append(closest_city_index) + clusters[max_cluster].remove(closest_city_index) + + # Ajout du point de départ et d'arrivée pour chaque cluster + depot_index = 0 + for cluster in clusters.values(): + if cluster[0] != depot_index: + cluster.insert(0, depot_index) + if cluster[-1] != depot_index: + cluster.append(depot_index) + + return clusters \ No newline at end of file diff --git a/tests/libs/simulated_annealing.py b/tests/libs/simulated_annealing.py new file mode 100644 index 0000000..827d442 --- /dev/null +++ b/tests/libs/simulated_annealing.py @@ -0,0 +1,33 @@ +import math, random + +def distance(city1, city2): + return math.sqrt((city1[0] - city2[0]) ** 2 + (city1[1] - city2[1]) ** 2) + +def total_distance(cities): + return sum([distance(cities[i - 1], cities[i]) for i in range(len(cities))]) + +def simulated_annealing(cities, temperature=10000, cooling_rate=0.9999, temperature_ok=0.001, cluster_index=0): + interration = 0 + current_solution = cities.copy() + best_solution = cities.copy() + while temperature > temperature_ok: + new_solution = current_solution.copy() + # Swap two cities in the route + i = random.randint(0, len(new_solution) - 1) + j = random.randint(0, len(new_solution) - 1) + new_solution[i], new_solution[j] = new_solution[j], new_solution[i] + # Calculate the acceptance probability + current_energy = total_distance(current_solution) + new_energy = total_distance(new_solution) + delta = new_energy - current_energy + if delta < 0 or random.random() < math.exp(-delta / temperature): + current_solution = new_solution + if total_distance(current_solution) < total_distance(best_solution): + best_solution = current_solution + # Cool down + temperature *= cooling_rate + interration += 1 + # Print every 1000 iterations + if interration % 1000 == 0: + print("Cluster", cluster_index, ": iteration", interration, "with current total distance", total_distance(current_solution)) + return best_solution \ No newline at end of file From 394ab244bc676fc5f53247f3ba4358990aaf2743 Mon Sep 17 00:00:00 2001 From: Louis Date: Sat, 17 Jun 2023 18:09:50 +0200 Subject: [PATCH 15/18] adding hybrid resolution --- ..._cluster_ant_colony_recuit_no_animation.py | 166 ++++++++++++++++++ 1 file changed, 166 insertions(+) create mode 100644 tests/05_cluster_ant_colony_recuit_no_animation.py diff --git a/tests/05_cluster_ant_colony_recuit_no_animation.py b/tests/05_cluster_ant_colony_recuit_no_animation.py new file mode 100644 index 0000000..53b4db1 --- /dev/null +++ b/tests/05_cluster_ant_colony_recuit_no_animation.py @@ -0,0 +1,166 @@ +from sklearn.cluster import KMeans +import matplotlib.pyplot as plt +import numpy as np +import random, time, math +from libs.clustering import split_tour_across_clusters + +random.seed(3) + +def generate_cities(nb, max_coords=1000): + return [random.sample(range(max_coords), 2) for _ in range(nb)] + +def distance(city1, city2): + return math.sqrt((city1[0] - city2[0]) ** 2 + (city1[1] - city2[1]) ** 2) + 1e-10 + +def total_distance(cities): + return sum([distance(cities[i - 1], cities[i]) for i in range(len(cities))]) + +class AntColony: + def __init__(self, cities, n_ants, alpha=1, beta=2, evaporation=0.5, intensification=2, max_time=0.1): + self.cities = cities + self.n = len(cities) + self.n_ants = n_ants + self.alpha = alpha + self.beta = beta + self.evaporation = evaporation + self.intensification = intensification + self.max_time = max_time + self.pheromones = [[1 / self.n for _ in range(self.n)] for __ in range(self.n)] + + def choose_next_city(self, ant): + unvisited_cities = [i for i in range(self.n) if i not in ant] + probabilities = [self.pheromones[ant[-1]][i] ** self.alpha * ((1 / distance(self.cities[ant[-1]], self.cities[i])) ** self.beta) for i in unvisited_cities] + total = sum(probabilities) + if total == 0: + probabilities = [1 / len(unvisited_cities) for _ in unvisited_cities] + else: + probabilities = [p / total for p in probabilities] + return np.random.choice(unvisited_cities, p=probabilities) + + def update_pheromones(self, ant): + pheromones_delta = self.intensification / total_distance([self.cities[i] for i in ant]) + for i in range(len(ant) - 1): + self.pheromones[ant[i]][ant[i+1]] += pheromones_delta + + def run(self): + best_ant = [] + best_distance = float('inf') + start_time = time.time() + while time.time() - start_time < self.max_time: + ants = [[random.randint(0, self.n - 1)] for _ in range(self.n_ants)] + for ant in ants: + for _ in range(self.n - 1): + ant.append(self.choose_next_city(ant)) + ant_distance = total_distance([self.cities[i] for i in ant]) + if ant_distance < best_distance: + best_distance = ant_distance + best_ant = ant.copy() + self.update_pheromones(ant) + self.pheromones = [[(1 - self.evaporation) * p for p in row] for row in self.pheromones] + return [self.cities[i] for i in best_ant] + +def simulated_annealing(cities, temperature=10000, cooling_rate=0.9999, temperature_ok=0.1): + interration = 0 + current_solution = cities.copy() + best_solution = cities.copy() + while temperature > temperature_ok: + new_solution = current_solution.copy() + # Swap two cities in the route + i = random.randint(0, len(new_solution) - 1) + j = random.randint(0, len(new_solution) - 1) + new_solution[i], new_solution[j] = new_solution[j], new_solution[i] + # Calculate the acceptance probability + current_energy = total_distance(current_solution) + new_energy = total_distance(new_solution) + delta = new_energy - current_energy + if delta < 0 or random.random() < math.exp(-delta / temperature): + current_solution = new_solution + if total_distance(current_solution) < total_distance(best_solution): + best_solution = current_solution + # Cool down + temperature *= cooling_rate + interration += 1 + return best_solution + +nb_ville = 50 +max_coords = 1000 +nb_truck = 2 +max_time = 3 +nb_ants = 10 + +max_time_per_cluster = max_time / nb_truck + +start_time_generate = time.time() +cities = generate_cities(nb_ville, max_coords) +cities[0] = [max_coords/2, max_coords/2] +stop_time_generate = time.time() + +start_time_split = time.time() +clusters = split_tour_across_clusters(cities, nb_truck) +stop_time_split = time.time() + +for cluster in clusters.values(): + print(len(cluster)) +print("\n---- TIME ----") +print("generate cities time: ", stop_time_generate - start_time_generate) +print("split cities time: ", stop_time_split - start_time_split) + +# create new figure for annealing paths +plt.figure() +colors = [ + '#1f77b4', # Bleu moyen + '#ff7f0e', # Orange + '#2ca02c', # Vert + '#d62728', # Rouge + '#9467bd', # Violet + '#8c564b', # Marron + '#e377c2', # Rose + '#7f7f7f', # Gris + '#bcbd22', # Vert olive + '#17becf', # Turquoise + '#1b9e77', # Vert Teal + '#d95f02', # Orange foncé + '#7570b3', # Violet moyen + '#e7298a', # Fuchsia + '#66a61e', # Vert pomme + '#e6ab02', # Jaune or + '#a6761d', # Bronze + '#666666', # Gris foncé + '#f781bf', # Rose clair + '#999999', # Gris moyen +] + +best_routes = [] + +for i, cluster_indices in enumerate(clusters.values()): + # Sélection d'une couleur pour le cluster + color = colors[i % len(colors)] + + # Récupération des coordonnées de la ville + cluster_cities = [cities[index] for index in cluster_indices] + + # Appel de la fonction AntColony.run + ant_colony = AntColony(cluster_cities, n_ants=nb_ants, max_time=max_time_per_cluster) + best_route = ant_colony.run() + best_route = simulated_annealing(best_route) + best_routes.append((best_route, color)) + + print("Total distance for cluster", i, ": ", total_distance(best_route)) + +# calculate total distance for all clusters +full_total_distance = 0 +for route, color in best_routes: + full_total_distance += total_distance(route) + +print("Total distance for all clusters: ", full_total_distance) + +for i, (route, color) in enumerate(best_routes): + x = [city[0] for city in route] + y = [city[1] for city in route] + x.append(x[0]) + y.append(y[0]) + plt.plot(x, y, color=color, marker='x', linestyle='-', label=f"Cluster {i}") + # add title with nb_ville, nb_truck and max_time + plt.title(f"nb_ville = {nb_ville}, nb_truck = {nb_truck}, max_time = {max_time}") + +plt.show() \ No newline at end of file From a285f3dc29a08db2ccc8348b13c8ad3a4e28b638 Mon Sep 17 00:00:00 2001 From: Louis Date: Sun, 18 Jun 2023 10:39:15 +0200 Subject: [PATCH 16/18] Adding tsp data sample with optimal routes --- tests/data_sample/150_cities_minimum_6528.txt | 3 + tests/data_sample/15_cities_minimum_284.txt | 1 + tests/data_sample/76_cities_minimum_538.txt | 3 + tests/data_sample/ALL_tsp/a280.opt.tour.gz | Bin 0 -> 589 bytes tests/data_sample/ALL_tsp/a280.tsp | 287 ++++++++++++++ tests/data_sample/ALL_tsp/a280.tsp.gz | Bin 0 -> 1331 bytes tests/data_sample/ALL_tsp/ali535.tsp.gz | Bin 0 -> 4202 bytes tests/data_sample/ALL_tsp/att48.opt.tour.gz | Bin 0 -> 211 bytes tests/data_sample/ALL_tsp/att48.tsp.gz | Bin 0 -> 480 bytes tests/data_sample/ALL_tsp/att532.tsp.gz | Bin 0 -> 3617 bytes tests/data_sample/ALL_tsp/berlin52.opt.tour | 58 +++ 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zc--_|hFVwJ7OtJFL{YNQY!6{ZW#a^8L4jpR&1f`+)TxvviFP*DPv6K*V13g_7U*_< zQsIj(fpozRC{CHcM(EgcA_XR?cdCG}n@I9Pr^RCwz$kG91~9S^Pf_0)V)Oas1|>K< zd&eg|=A{mthCE0OL^P|n5%yOF;tQekLG2@x11|@um`72<1R7w1Btd26IJ(;Q*r*%# z)4!v;DFuyl3kGZ^C^M*j+l0f69fxaJ8E(zCGdbvq1Ja64O%+;U`A{8k#yn%<=l|;N z{9c+0!#Ey6b(1qF5Jc*tT?n-dYPq@@l_FMDtcyb?CZs8mkw^qVPKuzLK{C2o!3J5Q zA2tY~vWZ;?HBk)AtpgM5aZVkq85ue~ zTUI-FLpyk_qUALW#&)OVxyK(jb7`Wyy<=8}pj# zyKLJ14I5L+_>eDYyA#^=VEQ%(@h0-ix`!<*lj}h|Iu&E#zLnw)sk>*o7PF&4XK~co z!Yh+N08z)%yG-wrWw)BU>mxhu%-%7I<7{R0Teb__B|=mQgq{sA#j*%c!~R6~V3Gfx z^Q~HkXZ0u})DDPdlP4)G`QjmzS5bXTZ7!b$&FpG{`bFrRSJRx=>MmO<}i zal!IdtZ_ardElCaLKNTYkFVy1Lak!y07r)OR+FCVe$`HzXdFXgV7|oD@aCON)UiIf z^3~!E?w|lB!7G}6ox;4o1G-PRP>WGA24I!E(XXXy@eyj`O84@A4IBVLJW59trU6Aa zDXn;RICpQ;@b&XQ6US@~Cvt55#x1b6%D4T*x##V@^!v13V8a7Ue+NFhj9p;GTTcTQ k#^?VRyv^VIM;s20|Iq%0 temperature_ok: - new_solution = current_solution.copy() - # Swap two cities in the route - i = random.randint(0, len(new_solution) - 1) - j = random.randint(0, len(new_solution) - 1) - new_solution[i], new_solution[j] = new_solution[j], new_solution[i] - # Calculate the acceptance probability - current_energy = total_distance(current_solution) - new_energy = total_distance(new_solution) - delta = new_energy - current_energy - if delta < 0 or random.random() < math.exp(-delta / temperature): - current_solution = new_solution - if total_distance(current_solution) < total_distance(best_solution): - best_solution = current_solution - # Cool down - temperature *= cooling_rate - interration += 1 - # Print every 1000 iterations - if interration % 1000 == 0: - print("Cluster", cluster_index, ": iteration", interration, "with current total distance", total_distance(current_solution)) - return best_solution - - -nb_ville = 20 +nb_ville = 100 max_coords = 1000 nb_truck = 4 temperature = 10000 @@ -99,7 +63,8 @@ for i, cluster_indices in enumerate(clusters.values()): cluster_cities = [cities[index] for index in cluster_indices] # Appel de la fonction simulated_annealing - best_route = simulated_annealing(cluster_cities, temperature, cooling_rate, temperature_ok) + simulated_annealing = SimulatedAnnealing(cluster_cities, temperature=10000, cooling_rate=0.999, temperature_ok=0.01) + best_route = simulated_annealing.run() best_routes.append((best_route, color)) print("Final solution for cluster ", i, ":", best_route) diff --git a/tests/101_analyse_aco.py b/tests/101_analyse_aco.py new file mode 100644 index 0000000..1368928 --- /dev/null +++ b/tests/101_analyse_aco.py @@ -0,0 +1,81 @@ +from matplotlib import pyplot as plt +from libs.aco import AntColony, total_distance + +cities = [[37.4393516691, 541.2090699418], [612.1759508571, 494.3166877396], [38.1312338227, 353.1484581781], [53.4418081065, 131.484901365], [143.0606355347, 631.7200953923], [689.9451267256, 468.5354998742], [112.7478815786, 529.417757826], [141.4875865042, 504.818485571], [661.0513901702, 445.9375182115], [98.7899036592, 384.5926031158], [697.3881696597, 180.3962284275], [536.4894189738, 287.2279085051], [192.4067320507, 20.439405931], [282.7865258765, 229.8001556189], [240.8251726391, 281.51414372], [246.9281323057, 322.461332116], [649.7313216456, 62.3331575282], [352.96585626, 666.7873101942], [633.392367658, 534.9398453712], [488.311799404, 437.4869439948], [141.4039286509, 228.4325551488], [17.3632612602, 240.2407068508], [397.5586451389, 231.3591208928], [565.7853781464, 282.3858748974], [475.8975387047, 468.5392706317], [322.4224566559, 550.3165478233], [397.5586634023, 74.7588387765], [672.8618339396, 432.882640963], [571.2189680147, 530.261699153], [104.6531165914, 482.8224768783], [356.7098388794, 67.6477131712], [400.4070255527, 253.6794479997], [282.3036243109, 426.8380500923], [58.7766988363, 507.1712386832], [189.75062244, 460.3815233617], [659.9124120147, 226.6284156239], [639.0307636033, 467.2302300719], [415.0258357432, 233.3045376118], [547.2662016307, 161.6589278401], [616.6547902644, 339.3409309407], [494.8592427417, 148.1217856389], [629.9980812186, 433.4548164038], [471.101431241, 314.2219307579], [138.2440514421, 137.1679919735], [91.5847556724, 110.0203007516], [390.6972811808, 423.9774318385], [565.1617825137, 429.1598152874], [54.5248980387, 438.5515408431], [334.350832971, 153.796923804], [531.0291024509, 612.3874827889], [475.7345905802, 385.7844618897], [228.8325218994, 410.4461939615], [578.3805347586, 321.3303494537], [358.9170574485, 404.4670352898], [486.4648554867, 593.0429937016], [343.169370767, 509.3123571315], [530.3626972076, 137.6881275684], [498.8065475299, 576.2102674608], [224.31827155, 312.4677490415], [595.836073259, 81.8130051356], [661.5588724308, 217.0456944477], [43.6892045516, 305.4722789165], [79.465345253, 445.9641737689], [210.4163247004, 130.7151137038], [432.2642292251, 629.4092661116], [623.2487161301, 69.189285084], [436.5194739944, 282.935645607], [59.4163265482, 40.1280234442], [630.9230074073, 230.342988813], [579.3265539688, 601.0359410602], [117.862450748, 112.9796833705], [297.7912565664, 166.3131886803], [22.7642703744, 455.5340094037], [259.7095810385, 10.6199925885], [342.3579873647, 599.3880182608], [10.0260950143, +488.9310558282], [315.2926064118, 273.2275475579], [220.7044919297, 270.0819745721], [192.1186059948, 314.1839922798], [271.5042718992, 225.2921989972], [530.7320005441, 504.0670155337], [42.5331441666, 656.3645162886], [396.1274792588, 539.4648066027], [118.6631474021, 508.7129103929], [395.6913876595, 699.5376048429], [559.0157105844, 560.8866941411], [22.6471035906, 526.2470392816], [135.6377085256, 325.8409901555], [141.4507014379, 485.2477927763], [396.7741299332, 460.7557115283], [87.7494562765, 19.6170129082], [350.4245639661, 420.6531186835], [216.7010817133, 466.4816410995], [130.9237737024, 351.1491733079], [72.6329856671, 645.7852219213], [144.6002949996, 457.4224283926], [212.3725077442, 594.9216893413], [49.9186786455, 541.4350825349], [656.6943525585, 558.1109593509], [176.5941623792, 648.5239953299], [500.3825200226, 198.7428378322], [634.317867842, 612.8291643194], [59.7537372726, 551.6321886765], [15.2145765106, 143.0441928532], [283.0054378872, 376.4439530184], [146.5389000907, 39.4231794338], [101.8685605377, 635.098685018], [588.1968537448, 580.5946976921], [457.2628632528, 350.0164047376], [537.4663680494, 472.5842276692], [269.3669098585, 367.4763636538], [239.9045383695, 102.629765339], [88.4677500396, 384.0507209275], [658.9133693395, 583.9575181023], [97.7359146347, 157.4558657632], [506.6191384007, 233.0022156094], [500.2566898239, 64.9136393489], [594.4048565021, 275.874186899], [66.230814661, 24.1317387604], [598.4162993909, 414.5557574275], [172.308833083, 344.3963466366], [299.48128518, 251.829512132], [303.8379894831, 21.052606379], [197.896926984, 512.388896098], [56.0199567669, 243.0663818382], [255.5566183121, 448.8651882442], [608.4256112402, 222.5421309272], [70.2722703273, 77.9227026433], [398.2298999899, 119.557657386], [635.4970237093, 133.3225902609], [378.3484559418, 272.2907677147], [484.8029663388, 677.0730379436], [278.8710882619, 299.9308770828], [381.6537300653, 360.3337602785], [557.6070707573, 595.3185092281], [249.0589749342, 76.6595112599], [562.9048787838, 670.0382113114], [398.550436558, 392.6493259144], [590.893972056, 370.7414913742], [558.2008003726, 0.4198814512], [461.4114714423, 530.5254969413], [354.7242881504, 685.40453619], [193.6611295657, +669.7432521028], [352.3140807211, 140.3273323662], [308.434570974, 115.2054269847], [299.588137008, 530.588961902], [334.2748764383, 152.1494569394], [690.9658585947, 134.5793307203], [48.0798124069, 270.968067372], [91.6467647724, 166.3541158474]] +optimal = 6528 + +n_ants = 10 +alpha = 1 +beta = 2 +evaporation = 0.5 +intensification = 2 +max_times = [1, 2, 5] +iterations = 2 + +best_distances = [] +times = [] +colors = [ + '#1f77b4', # Bleu moyen + '#ff7f0e', # Orange + '#2ca02c', # Vert + '#d62728', # Rouge + '#9467bd', # Violet + '#8c564b', # Marron + '#e377c2', # Rose + '#7f7f7f', # Gris + '#bcbd22', # Vert olive + '#17becf', # Turquoise + '#1b9e77', # Vert Teal + '#d95f02', # Orange foncé + '#7570b3', # Violet moyen + '#e7298a', # Fuchsia + '#66a61e', # Vert pomme + '#e6ab02', # Jaune or + '#a6761d', # Bronze + '#666666', # Gris foncé + '#f781bf', # Rose clair + '#999999', # Gris moyen +] + +for max_time in max_times: + for iteration in range(iterations): + ant_colony = AntColony(cities, n_ants, alpha, beta, evaporation, intensification, max_time) + print("Running iteration number {}/{} ({} sec)".format(iteration + 1, iterations, max_time)) + best_route = ant_colony.run() + best_distances.append([total_distance(best_route), colors[max_times.index(max_time) % len(colors)]]) + times.append(max_time) + +title = "" +title += "Best distance per iterations\n" +title += "Ants: " + str(n_ants) + " " +title += "Alpja: " + str(alpha) + " " +title += "Beta: " + str(beta) + " " +title += "Evaporation: " + str(evaporation) + " " +title += "Intensification: " + str(intensification) + " " +title += "Max time: " + str(max_time) +plt.title(title) +plt.xlabel('Iteration') +plt.ylabel('Distance') +plt.axhline(y=optimal, color='r') + +distances = [x[0] for x in best_distances] # Extractions des valeurs + +max_dist = max(distances) +plt.ylim(0, max_dist+max_dist*0.2) + +values = [item[0] for item in best_distances] +colors = [item[1] for item in best_distances] + +bars = plt.bar(range(len(values)), values, color=colors) + +for i, bar in enumerate(bars): + yval = bar.get_height() + plt.text(bar.get_x() + bar.get_width()/2, yval + 0.05, + "dist: {}\ntime: {}s".format(int(yval), times[i]), + rotation=75, ha='center', va='bottom') + +plt.xticks(range(len(values)), [str(i+1) for i in range(len(values))]) + +plt.show() \ No newline at end of file diff --git a/tests/102_analyse_simulated_annealing.py b/tests/102_analyse_simulated_annealing.py new file mode 100644 index 0000000..3565bff --- /dev/null +++ b/tests/102_analyse_simulated_annealing.py @@ -0,0 +1,76 @@ +from matplotlib import pyplot as plt +from libs.simulated_annealing import SimulatedAnnealing, distance, total_distance + +cities = [[565, 575], [25, 185], [345, 750], [945, 685], [845, 655], [880, 660], [25, 230], [525, 1000], [580, 1175], [650, 1130], [1605, 620], [1220, 580], [1465, 200], [1530, 5], [845, 680], [725, 370], [145, 665], [415, 635], [510, 875], [560, 365], [300, 465], [520, 585], [480, 415], [835, 625], [975, 580], [1215, 245], [1320, 315], [1250, 400], [660, 180], [410, 250], [420, 555], [575, 665], [1150, 1160], [700, 580], [685, 595], [685, 610], [770, 610], [795, 645], [720, 635], [760, 650], [475, 960], [95, 260], [875, 920], [700, 500], [555, 815], [830, 485], [1170, 65], [830, 610], [605, 625], [595, 360], [1340, 725], [1740, 245]] +optimal = 7542 + +temperature = 10000 +cooling_rate = 0.999 +temperature_ok = 0.01 +max_times = [1, 2, 5] +iterations = 2 + +best_distances = [] +times = [] +colors = [ + '#1f77b4', # Bleu moyen + '#ff7f0e', # Orange + '#2ca02c', # Vert + '#d62728', # Rouge + '#9467bd', # Violet + '#8c564b', # Marron + '#e377c2', # Rose + '#7f7f7f', # Gris + '#bcbd22', # Vert olive + '#17becf', # Turquoise + '#1b9e77', # Vert Teal + '#d95f02', # Orange foncé + '#7570b3', # Violet moyen + '#e7298a', # Fuchsia + '#66a61e', # Vert pomme + '#e6ab02', # Jaune or + '#a6761d', # Bronze + '#666666', # Gris foncé + '#f781bf', # Rose clair + '#999999', # Gris moyen +] + +for max_time in max_times: + for iteration in range(iterations): + simulated_annealing = SimulatedAnnealing(cities, temperature=10000, cooling_rate=0.999, temperature_ok=0.01) + print("Running iteration number {}/{} ({} sec)".format(iteration + 1, iterations, max_time)) + best_distance, best_route = SimulatedAnnealing.run() + best_distances.append([best_distance, colors[max_times.index(max_time) % len(colors)]]) + times.append(max_time) + +title = "" +title += "Best distance per iterations\n" +title += "Temperature: " + str(temperature) + " " +title += "Cooling rate: " + str(cooling_rate) + " " +title += "Temperature ok: " + str(temperature_ok) + " " +plt.title(title) +plt.xlabel('Iteration') +plt.ylabel('Distance') +plt.axhline(y=optimal, color='r') + +distances = [x[0] for x in best_distances] # Extractions des valeurs + +for best_distance in best_distances: + print(best_distance) +max_dist = max(distances) +plt.ylim(0, max_dist+max_dist*0.2) + +values = [item[0] for item in best_distances] +colors = [item[1] for item in best_distances] + +bars = plt.bar(range(len(values)), values, color=colors) + +for i, bar in enumerate(bars): + yval = bar.get_height() + plt.text(bar.get_x() + bar.get_width()/2, yval + 0.05, + "dist: {}\ntime: {}s".format(int(yval), times[i]), + rotation=75, ha='center', va='bottom') + +plt.xticks(range(len(values)), [str(i+1) for i in range(len(values))]) + +plt.show() \ No newline at end of file diff --git a/tests/clustering.py b/tests/clustering.py deleted file mode 100644 index e69de29..0000000 diff --git a/tests/data_sample/15_cities_minimum_293.txt b/tests/data_sample/15_cities_minimum_293.txt deleted file mode 100644 index 9e077dd..0000000 --- a/tests/data_sample/15_cities_minimum_293.txt +++ /dev/null @@ -1 +0,0 @@ -[[-0.0, 0.0], [-21.5, -7.3], [-28.9, -0.0], [-43.1, -14.6], [-50.5, -7.4], [-64.7, -21.9], [-72.1, -0.2], [-79.3, 21.4], [-65.1, 36.1], [-57.6, 43.3], [-50.6, 21.6], [-36.0, 21.6], [-29.1, 43.2], [-14.7, 43.4], [-0.1, 28.7], [-0.0, 0.0]] \ No newline at end of file diff --git a/tests/libs/aco.py b/tests/libs/aco.py index 6fb6f8c..f233665 100644 --- a/tests/libs/aco.py +++ b/tests/libs/aco.py @@ -20,7 +20,7 @@ class AntColony: def choose_next_city(self, ant): unvisited_cities = [i for i in range(self.n) if i not in ant] - probabilities = [self.pheromones[ant[-1]][i] ** self.alpha * ((1 / distance(self.cities[ant[-1]], self.cities[i])) ** self.beta) for i in unvisited_cities] + probabilities = [self.pheromones[ant[-1]][i] ** self.alpha * ((1 / self.distance(self.cities[ant[-1]], self.cities[i])) ** self.beta) for i in unvisited_cities] total = sum(probabilities) if total == 0: probabilities = [1 / len(unvisited_cities) for _ in unvisited_cities] @@ -29,7 +29,7 @@ class AntColony: return np.random.choice(unvisited_cities, p=probabilities) def update_pheromones(self, ant): - pheromones_delta = self.intensification / total_distance([self.cities[i] for i in ant]) + pheromones_delta = self.intensification / self.total_distance([self.cities[i] for i in ant]) for i in range(len(ant) - 1): self.pheromones[ant[i]][ant[i+1]] += pheromones_delta @@ -42,7 +42,7 @@ class AntColony: for ant in ants: for _ in range(self.n - 1): ant.append(self.choose_next_city(ant)) - ant_distance = total_distance([self.cities[i] for i in ant]) + ant_distance = self.total_distance([self.cities[i] for i in ant]) if ant_distance < best_distance: best_distance = ant_distance best_ant = ant.copy() diff --git a/tests/libs/simulated_annealing.py b/tests/libs/simulated_annealing.py index 827d442..70752ba 100644 --- a/tests/libs/simulated_annealing.py +++ b/tests/libs/simulated_annealing.py @@ -6,28 +6,36 @@ def distance(city1, city2): def total_distance(cities): return sum([distance(cities[i - 1], cities[i]) for i in range(len(cities))]) -def simulated_annealing(cities, temperature=10000, cooling_rate=0.9999, temperature_ok=0.001, cluster_index=0): - interration = 0 - current_solution = cities.copy() - best_solution = cities.copy() - while temperature > temperature_ok: - new_solution = current_solution.copy() - # Swap two cities in the route - i = random.randint(0, len(new_solution) - 1) - j = random.randint(0, len(new_solution) - 1) - new_solution[i], new_solution[j] = new_solution[j], new_solution[i] - # Calculate the acceptance probability - current_energy = total_distance(current_solution) - new_energy = total_distance(new_solution) - delta = new_energy - current_energy - if delta < 0 or random.random() < math.exp(-delta / temperature): - current_solution = new_solution - if total_distance(current_solution) < total_distance(best_solution): - best_solution = current_solution - # Cool down - temperature *= cooling_rate - interration += 1 - # Print every 1000 iterations - if interration % 1000 == 0: - print("Cluster", cluster_index, ": iteration", interration, "with current total distance", total_distance(current_solution)) - return best_solution \ No newline at end of file +class SimulatedAnnealing: + def __init__(self, cities, temperature=10000, cooling_rate=0.9999, temperature_ok=0.001, cluster_index=0): + self.cities = cities + self.temperature = temperature + self.cooling_rate = cooling_rate + self.temperature_ok = temperature_ok + self.cluster_index = cluster_index + + def run(self): + interration = 0 + current_solution = self.cities.copy() + best_solution = self.cities.copy() + while self.temperature > self.temperature_ok: + new_solution = current_solution.copy() + # Swap two cities in the route + i = random.randint(0, len(new_solution) - 1) + j = random.randint(0, len(new_solution) - 1) + new_solution[i], new_solution[j] = new_solution[j], new_solution[i] + # Calculate the acceptance probability + current_energy = total_distance(current_solution) + new_energy = total_distance(new_solution) + delta = new_energy - current_energy + if delta < 0 or random.random() < math.exp(-delta / self.temperature): + current_solution = new_solution + if total_distance(current_solution) < total_distance(best_solution): + best_solution = current_solution + # Cool down + self.temperature *= self.cooling_rate + interration += 1 + # Print every 1000 iterations + if interration % 1000 == 0: + print("Cluster", self.cluster_index, ": iteration", interration, "with current total distance", total_distance(current_solution)) + return best_solution \ No newline at end of file From c903686d07247fe236d0f828733cbcf26482474f Mon Sep 17 00:00:00 2001 From: Louis Date: Sun, 18 Jun 2023 11:37:12 +0200 Subject: [PATCH 18/18] updating libs simulated_annealing + tests --- tests/102_analyse_simulated_annealing.py | 29 ++++++++++++------------ tests/libs/simulated_annealing.py | 5 ++-- 2 files changed, 16 insertions(+), 18 deletions(-) diff --git a/tests/102_analyse_simulated_annealing.py b/tests/102_analyse_simulated_annealing.py index 3565bff..c59649a 100644 --- a/tests/102_analyse_simulated_annealing.py +++ b/tests/102_analyse_simulated_annealing.py @@ -1,17 +1,16 @@ from matplotlib import pyplot as plt -from libs.simulated_annealing import SimulatedAnnealing, distance, total_distance +from libs.simulated_annealing import SimulatedAnnealing, total_distance -cities = [[565, 575], [25, 185], [345, 750], [945, 685], [845, 655], [880, 660], [25, 230], [525, 1000], [580, 1175], [650, 1130], [1605, 620], [1220, 580], [1465, 200], [1530, 5], [845, 680], [725, 370], [145, 665], [415, 635], [510, 875], [560, 365], [300, 465], [520, 585], [480, 415], [835, 625], [975, 580], [1215, 245], [1320, 315], [1250, 400], [660, 180], [410, 250], [420, 555], [575, 665], [1150, 1160], [700, 580], [685, 595], [685, 610], [770, 610], [795, 645], [720, 635], [760, 650], [475, 960], [95, 260], [875, 920], [700, 500], [555, 815], [830, 485], [1170, 65], [830, 610], [605, 625], [595, 360], [1340, 725], [1740, 245]] -optimal = 7542 +cities = [[6734, 1453], [2233, 10], [5530, 1424], [401, 841], [3082, 1644], [7608, 4458], [7573, 3716], [7265, 1268], [6898, 1885], [1112, 2049], [5468, 2606], [5989, 2873], [4706, 2674], [4612, 2035], [6347, 2683], [6107, 669], [7611, 5184], [7462, 3590], [7732, 4723], [5900, 3561], [4483, 3369], [6101, 1110], [5199, 2182], [1633, 2809], [4307, 2322], [675, 1006], [7555, 4819], [7541, 3981], [3177, 756], [7352, 4506], [7545, 2801], [3245, 3305], [6426, 3173], [4608, 1198], [23, 2216], [7248, 3779], [7762, 4595], [7392, 2244], [3484, 2829], [6271, 2135], [4985, 140], [1916, 1569], [7280, 4899], [7509, 3239], [10, 2676], [6807, 2993], [5185, 3258], [3023, 1942]] +optimal = 33523 -temperature = 10000 -cooling_rate = 0.999 -temperature_ok = 0.01 -max_times = [1, 2, 5] +temperatures = [100000, 1000000, 10000000, 100000000] +cooling_rate = 0.99999 +temperature_ok = 0.000001 iterations = 2 best_distances = [] -times = [] +temps = [] colors = [ '#1f77b4', # Bleu moyen '#ff7f0e', # Orange @@ -35,13 +34,13 @@ colors = [ '#999999', # Gris moyen ] -for max_time in max_times: +for temperature in temperatures: for iteration in range(iterations): - simulated_annealing = SimulatedAnnealing(cities, temperature=10000, cooling_rate=0.999, temperature_ok=0.01) - print("Running iteration number {}/{} ({} sec)".format(iteration + 1, iterations, max_time)) - best_distance, best_route = SimulatedAnnealing.run() - best_distances.append([best_distance, colors[max_times.index(max_time) % len(colors)]]) - times.append(max_time) + simulated_annealing = SimulatedAnnealing(cities, temperature=temperature, cooling_rate=0.999, temperature_ok=0.01) + print("Running iteration number {}/{} ({} temperature)".format(iteration + 1, iterations, temperature)) + best_route = simulated_annealing.run() + best_distances.append([total_distance(best_route), colors[temperatures.index(temperature) % len(colors)]]) + temps.append(temperature) title = "" title += "Best distance per iterations\n" @@ -68,7 +67,7 @@ bars = plt.bar(range(len(values)), values, color=colors) for i, bar in enumerate(bars): yval = bar.get_height() plt.text(bar.get_x() + bar.get_width()/2, yval + 0.05, - "dist: {}\ntime: {}s".format(int(yval), times[i]), + "dist: {}\ntime: {}s".format(int(yval), temps[i]), rotation=75, ha='center', va='bottom') plt.xticks(range(len(values)), [str(i+1) for i in range(len(values))]) diff --git a/tests/libs/simulated_annealing.py b/tests/libs/simulated_annealing.py index 70752ba..fdbc94b 100644 --- a/tests/libs/simulated_annealing.py +++ b/tests/libs/simulated_annealing.py @@ -7,12 +7,11 @@ def total_distance(cities): return sum([distance(cities[i - 1], cities[i]) for i in range(len(cities))]) class SimulatedAnnealing: - def __init__(self, cities, temperature=10000, cooling_rate=0.9999, temperature_ok=0.001, cluster_index=0): + def __init__(self, cities, temperature=10000, cooling_rate=0.9999, temperature_ok=0.001): self.cities = cities self.temperature = temperature self.cooling_rate = cooling_rate self.temperature_ok = temperature_ok - self.cluster_index = cluster_index def run(self): interration = 0 @@ -37,5 +36,5 @@ class SimulatedAnnealing: interration += 1 # Print every 1000 iterations if interration % 1000 == 0: - print("Cluster", self.cluster_index, ": iteration", interration, "with current total distance", total_distance(current_solution)) + print("Iteration", interration, "with distance", total_distance(current_solution)) return best_solution \ No newline at end of file

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