2023-06-15 15:28:27 +02:00

611 lines
1.2 MiB

{
"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": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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AgI2NDZo2bYoTJ07A2toar7/+OiIjI+Hm5gYAuH37NhISEnJtDwB48cUX8fvvv2utv4ODQ67fwhdffFEzv2XLlnpvm+ymTJkCb29vDBs2DLNmzco1Py0tDQBgZ2eXa56dnR1OnjwJlUqV5+dp3bp1sLOzQ7du3fKNo6D3ePXq1YiMjIQQAnXq1MFHH32Evn37FrR6xW7RokUYPXo0HB0dNbGqP+eF3W+vWrUKT58+xdChQ2FjYwM3NzckJydj5cqV6NOnD4YMGYJHjx7h66+/RocOHXD06FE0bNgQHh4eWLZsGUaMGIHXX39ds23r16+fZ9yDBw/GmjVr0L17d4wfPx5HjhzBnDlzcP78eWzevFlr2StXrqB79+4YNGgQBg4ciG+++QZvvvkmmjRpghdeeCHf7fPw4UNkZWUVuB3t7e1hb29f4HL6fI/T0tJ0fj7t7e2Rnp6Os2fPonnz5gW+lj7i4uLg7u6uc15iYiIyMjIQFxeHRYsWITk5WatLjF70zW6TkpIEAPHaa6/ptXxRWlr79OmTa1n1v7YdO3ZoTZ81a5ZwcHAQly5d0po+adIkYWFhoWl5UcdRvnx5rcNrW7ZsEQDEr7/+qplWlO4BALRaVpOSkkSFChVEo0aNCh3rmDFjhLOzc56tDkIUrnvAw4cPNf9W85KQkCCsra1F+/bttf7p/u9//xMAxDfffKOZVtSWViHy37Y5Pw9du3YV1tbW4urVq5ppsbGxwsnJSbRu3VozTf0PPzQ0VKv1aty4ccLCwkIkJibmud55yeuQeHp6uvD09BR169bVasnYtm2bACCmTp2q17rmbIlMT08XdevWFcHBwVrT9Wlp/eWXXwQAMX/+fM20zMxM0apVqwJbWhcuXFjgIev8ugfoOqw7Z84cYWZmpnUoV93yPHPmTK1lGzVqJJo0aaK5v3v3bgFAvPPOO7meV/3eXr9+XVhYWIiPP/5Ya7760FjO6Tnl1Xqs61KY1qeCWloXLVokRo0aJdatWyd+/PFHMWbMGGFpaSlq1qwpkpKSNMtFREQICwsLnc/h4eEhevfunWcM48ePFwDEv//+q1fMqampokqVKrla1vNqaR02bJhm25ibm4vu3btr/Z7+/fffmt9ZLy8vERkZKdatWydefPFFYWZmJrZv365Z9tVXX9Us269fP/Hjjz+KKVOmCEtLS9GiRQvN+63+/H377be54pk4caIAoGkFCwsLE9WqVcu13OPHjwUAMWnSJJ3rVdBv/j///CMsLCzEzp07hRC6u3rcvXtXmJmZiUGDBmk99sKFC5ptlv2wbHb3798X1tbWomfPnnnGoJbfe9yiRQuxaNEisWXLFrFs2TJRt25dAUBERkbm+Xwl1dIqRN7dAwq733Z2ds511CwzMzNXN4GHDx8KLy8v8fbbb2um5fe9zPl7eOrUKQFADB48WGu5CRMmCABarbjq/f7+/fs10xISEoSNjY0YP358rtfKSVdLtK6LPt0a9P0e16tXT9SqVUsrt0hLSxNVqlQRAMSPP/6o8/kL29K6f/9+YWZmJqZMmaJzfu3atTXr5+joKD766KNcR5sLondTQnJyMgDAyclJ34cU2vDhw3VO9/PzQ4cOHbSmbdq0Ca1atUK5cuVw7949zSU0NBRZWVnYv3+/1vK9evVCuXLlNPfVLUf//fffc8Xs4+OD119/XXPf2dkZAwYMwMmTJxEXF1eoWF1dXfH48WNERUU9V0xqdnZ2sLa2xt69e/Hw4UOdy/z5559IT0/H2LFjtVoChgwZAmdnZ/z222/FEou+srKy8Mcff6Br166oVq2aZnqFChXQt29fHDx4UPNZVBs6dKjWGcCtWrVCVlYWbty4UWxxHT9+HAkJCRg5cqTWWd9hYWHw9/fXeztl/7f78OFDJCUloVWrVvj7778LHdPvv/8OS0tLrdZKCwsLjB49usDHqlskt2zZApVKVejXzr4ejx8/xr1799CiRQsIITQthtnl/G63atVK67v3008/wczMDNOmTcv1WPV7+/PPP0OlUqFnz55a3yNvb2/UrFkTe/bsyTfmBg0aICoqSq+Lt7d3obZHfsaMGYMlS5agb9++CA8Px6JFi7BmzRpcvnwZkZGRmuWePHmidWJRdra2tnmOzKJSqfDDDz+gUaNG+R51yW7u3LnIyMjABx98oNfyY8eORVRUFNasWYNOnTohKysL6enpmvnqE4bu37+PLVu2YMSIEejbty927dqF8uXLY/bs2bmWbdasGdauXYvw8HDMnDkTs2bNwuHDh7Fr1y4A0Kxv9hN81NTfQfUyT5480Wu5wnrnnXfQqVOnfE9uc3d3R8+ePbFmzRp89tln+O+//3DgwAH06tVLc5Qqr9f/8ccfkZ6ejn79+uUbR0Hvsfpo3Kuvvorhw4fjxIkTqFu3Lj744AODGtGnsPvt8PBweHh4aE2zsLDQfE9UKhUePHiAzMxMNG3atEi/owA0rfbvvvuu1vTx48cDQK7f94CAAE0OAQAeHh6oXbu2XvnEunXr9PoNynlSnS76fo9HjhyJS5cuYdCgQfj3339x9uxZDBgwAHfu3AFQ9O9HdgkJCejbty/8/Pzw3nvv6Vxm1apV2LFjByIjI1GnTh08efJEr1bn7PTuHuDs7AwAePToUaFeoDD8/Pz0nn758mWcPn061wdaLefZqlWqVNG6r05g80rm9FWjRo1cQ6bUqlULgBwv09vbW+9YR44ciY0bN6JTp06oWLEi2rdvj549e6Jjx45Fis3Gxgbz5s3D+PHj4eXlhebNm6Nz584YMGCAZqesTuyynz0IANbW1qhWrVqxJn76uHv3LlJTU3PFA8hD1iqVCjdv3tQ6BFNS7212eW0nAPD398fBgwf1ep5t27Zh9uzZOHXqlOawIgC9h93JGVOFChW0zkjPK8acevXqhZUrV2Lw4MGYNGkSQkJC0K1bN3Tv3l2vw+IxMTGYOnUqtm7dmms75zwErx4CKLty5cppPe7q1avw8fHRHBrW5fLlyxBC5DmkU0HdWMqVK6d1RquS+vbti/Hjx+PPP//UnMVsZ2enlQhm9/TpU52H9wBg3759uH37NsaNG6fXa1+/fh0LFizA0qVLc3128uLv7w9/f38AwIABA9C+fXt06dIFR44cgZmZmSY2Pz8/re47jo6O6NKlC9auXYvMzExYWlpqlu3Tp4/Wa/Tt2xeTJ0/G4cOHERoaqlku+/dE7enTpwCe/Xmys7PTa7nC2LBhAw4fPqzXsDwrVqzAkydPMGHCBEyYMAEA8MYbb6B69er4+eef89zO69atg5ubGzp16pTv8xf2Pba2tsaoUaM0CWxRu0YUt8Lut/PKCdR/EC5cuICMjIwCly/IjRs3YG5ujho1amhN9/b2hqura679YM59DpD7Ny0vL730UpFizKkw3+Phw4fj5s2bWLBgAdasWQNAdkN677338PHHH+v9O5CXx48fo3Pnznj06BEOHjyY5/MFBQVpbvfu3VvzB+zTTz/V+7UKlbT6+PjoPa5WXjvh/LLqvH5YdE1XqVR4+eWX88zo1Ymjmq7hZQBo9Z0tKfrG6unpiVOnTmHnzp3Yvn07tm/fjlWrVmHAgAGaD1phjR07Fl26dMEvv/yCnTt3YsqUKZgzZw52796daziUwirKe1wSlHxvC+PAgQN49dVX0bp1a0RGRqJChQqwsrLCqlWrsH79+lKNxc7ODvv378eePXvw22+/YceOHdiwYQOCg4Pxxx9/5LlNAfn+vvzyy3jw4AHef/99+Pv7w8HBAbdv38abb76Zq+U2v+cqDJVKBTMzM2zfvl3ncxb0w5ueno4HDx7o9VoeHh7FFndeKleurBVPhQoVkJWVhYSEBHh6emqmp6en4/79+3kOP7Nu3TqYm5vnSgLzMnXqVFSsWBFt27bV9IFTHxW6e/curl+/jipVquT756V79+4YNmwYLl26hNq1a2tiy95HV83T0xMZGRl4/PgxXFxc8lxWvc7qHX+FChUAQNMalN2dO3fg5uamaV2tUKEC9uzZAyGE1u+S+rH5Dd2Tl4kTJ6JHjx6wtrbWbKfExEQAwM2bN5Genq55XhcXF2zZsgUxMTG4fv06fH194evrixYtWsDDw0NnX+uYmBgcOHAAQ4cOLfAPV2HfY0B+vgDo/ZkvDYXdb+va969duxZvvvkmunbtiokTJ8LT0xMWFhaYM2cOrl69+lzx6dt48Dz7nLt37+q1j3R0dMz3N62w3+OPP/4YEyZMwLlz5+Di4oJ69eppWmhzbvfCSE9PR7du3XD69Gns3LkTdevW1etx5cqVQ3BwMNatW1cySSsAdO7cGV9++SWio6O1Mua8AgKefcnViqvlrnr16khJSSnWlpOitHZduXIl1w+letw/9YlOhYnV2toaXbp0QZcuXaBSqTBy5EisWLECU6ZM0dmqq4/q1atj/PjxGD9+PC5fvoyGDRvis88+w9q1a+Hr6wtAnuyW/XB8eno6rl27lm/MhXmP9Y3bw8MD9vb2uHjxYq55Fy5cgLm5uebHuCTkFWf27RQcHKw17+LFi5r5+T3HTz/9BFtbW+zcuVPrUOaqVauKFKuvry927dqFlJQUrR83XdtOF3Nzc4SEhGjGlvzkk0/w4YcfYs+ePQgNDc1zPc6cOYNLly5hzZo1WoewnqdbS/Xq1bFz5048ePAgz9bW6tWrQwgBPz+/Iv3IHj58GO3atdNr2WvXrpXoOMhCCFy/fl3rj6N6LNzjx4/jlVde0Uw/fvw4VCqVzrFy09LS8NNPP6Ft27Z6J2YxMTG4cuWK1vddbeTIkQBk4pjfSW3qw4nqVnUfHx94e3vj9u3buZaNjY2Fra2tpmtZkyZN8NVXX+VaNjY2FgA0rXAVK1aEh4eHzsHK1SfcqDVs2BArV67E+fPnERAQoJl+5MgRzfzCunnzJtavX6/zD2Xjxo3RoEGDXOOcVqlSRdMKl5iYiBMnTiA8PFzn83///fcQQhTYNaAo7zHwrOtbXq2aJSmv347i2G//+OOPqFatGn7++Wet18nZtagw+0pfX1+oVCpcvnxZq/tFfHw8EhMTtX7fn1ezZs30yoOmTZuW71jfRfkelytXTqvV/c8//0SlSpU0R1EKS6VSYcCAAdi1axc2btyINm3aFOrx6pM7C6NQp8e+9957cHBwwODBgxEfH59r/tWrV/HFF18AkC2z7u7uufqoZO/D9Tx69uyJ6OhonYN6JyYmIjMzs9DP6eDgoHm8vmJjY7XOLExOTsa3336Lhg0bag7B6xvr/fv3teaZm5trznZUH/oqTIypqamaw2Nq1atXh5OTk+b5QkNDYW1tjcWLF2v9S/z666+RlJSU7xntvr6+sLCw0Os91jduCwsLtG/fHlu2bNE6EzI+Ph7r169Hy5YtNV1VSkJecTZt2hSenp5Yvny51mHI7du34/z581rbKa/nsLCwgJmZmda/7OvXr+OXX34pUqyvvPIKMjMzsWzZMs20rKwsnRWUctLV+qLesRf0WVO3MmT/vAghNN/9oggPD4cQQjMYeHbq1+nWrRssLCwwY8aMXC0aQohc35+clOrTqqt607Jly3D37l2trj/BwcFwc3PTej/Vy9rb2+v8Lv7+++9ITEzMN/G5cOECYmJiNPdnz56NzZs3a13UZ8W/99572Lx5s+a9z3m4FpCjMHz77bews7PTShB79eqFmzdvav15uXfvHrZs2YLg4GBNi89rr70GGxsbrFq1SqtVfuXKlQCgGXUFkJ+Lbdu2aRUd2LVrFy5duoQePXpopr322muwsrLS+u0RQmD58uWoWLFikUa8ybmNNm/erBkx4dtvv8XChQvzffzkyZORmZmZ5yH99evXo0qVKgUeui/oPdb1+Xr06BEWLVoEd3d3NGnSJN/nLwkODg46f+uLY7+t6/fnyJEjiI6O1lpOfea9PvtK9Z/EnKMXfP755wBQ6JFd8lNcfVoL8z3WZcOGDTh27Fiu81kKY/To0diwYQMiIyPzHf1C1+/I9evXsWvXLp2jg+SnUC2t1atXx/r169GrVy/UqVNHqyLW4cOHsWnTJq0KGIMHD8bcuXMxePBgNG3aFPv379er+og+Jk6ciK1bt6Jz586aoSYeP36MM2fO4Mcff8T169fzHHYhL+ov9zvvvIMOHTrAwsJCq5KKLrVq1cKgQYNw7NgxeHl54ZtvvkF8fLxW65m+sQ4ePBgPHjxAcHAwKlWqhBs3bmDJkiVo2LCh5t9fw4YNYWFhgXnz5iEpKQk2NjYIDg7WOpyodunSJYSEhKBnz54ICAiApaUlNm/ejPj4eM16eXh4YPLkyZgxYwY6duyIV199FRcvXkRkZCSaNWuW5xA7gDwk1qNHDyxZsgRmZmaoXr06tm3bpvMDWphtO3v2bERFRaFly5YYOXIkLC0tsWLFCqSlpWH+/Pn5vh95UQ9XtWrVqnyrtFSvXh2urq5Yvnw5nJyc4ODggMDAQPj5+WHevHl466230KZNG/Tp00cz5FXVqlW1dkx5rWtYWBg+//xzdOzYEX379kVCQgKWLl2KGjVq4PTp04Vepy5duuCll17CpEmTcP36dQQEBODnn3/W65/rzJkzsX//foSFhcHX1xcJCQmIjIxEpUqVNDvRvLaFv78/qlevjgkTJuD27dtwdnbGTz/99Fx9iNu1a4f+/ftj8eLFuHz5Mjp27AiVSoUDBw6gXbt2GDVqFKpXr47Zs2dj8uTJuH79Orp27QonJydcu3YNmzdvxtChQzX9CXUp7j6t3333HW7cuKGpQrN//37NCUf9+/fXtM74+vqiV69eqFevHmxtbXHw4EH88MMPaNiwIYYNG6Z5Pjs7O8yaNQsRERHo0aMHOnTogAMHDmDt2rX4+OOPdbZAr1u3DjY2Nnm25gGyL3ibNm005Sx1JUnq1phmzZqha9eumunDhg1DcnIyWrdujYoVKyIuLg7r1q3DhQsX8Nlnn2m18E+ePBkbN27UVPNycXHB8uXLkZGRgU8++USznLe3Nz788ENMnToVHTt2RNeuXfHPP//gq6++Qp8+fdCsWTPNsh988AE2bdqEdu3aYcyYMUhJScGCBQtQr149vPXWW5rlKlWqhLFjx2LBggXIyMhAs2bN8Msvv+DAgQNYt26d1uHcGzduaIajU7fiqt83X19f9O/fHwC0toOaumW1U6dOWvuXuXPn4uzZswgMDISlpSV++eUX/PHHH5g9e7bW+qidPXsWp0+fxqRJkwpsESzoPV66dCl++eUXdOnSBVWqVMGdO3fwzTffICYmBt99953WyX1JSUmaP7Xq4e3+97//wdXVFa6urhg1apRm2TfffBNr1qwp0lGHJk2aYNmyZZg9ezZq1KgBT09PBAcHF8t+u3Pnzvj555/x+uuvIywsDNeuXcPy5csREBCgVUFM/adqw4YNqFWrFtzc3FC3bl2dh68bNGiAgQMH4ssvv0RiYqKmUtSaNWvQtWtXvY/Q6KO4+rQW5nu8f/9+zJw5E+3bt0f58uXx119/YdWqVejYsSPGjBmj9RynT5/G1q1bAcgjyUlJSZrvR4MGDdClSxcAMsGPjIxEUFAQ7O3tsXbtWq3nef311zVJc7169RASEoKGDRuiXLlyuHz5Mr7++mtkZGTkKjVcoEKNNfD/Ll26JIYMGSKqVq0qrK2thZOTk3jppZfEkiVLtAbiTU1NFYMGDRIuLi7CyclJ9OzZUyQkJOQ55JWu4Xfyqzr16NEjMXnyZFGjRg1hbW0t3N3dRYsWLcSnn36qqeiQfZDinHLGkZmZKUaPHi08PDyEmZlZgcNfZS8uUL9+fWFjYyP8/f11DhujT6w//vijaN++vfD09BTW1taiSpUqYtiwYeLOnTtaz/XVV1+JatWqCQsLi3yHv7p3756IiIgQ/v7+wsHBQbi4uIjAwECxcePGXMv+73//E/7+/sLKykp4eXmJESNGFFhcQAg5rEh4eLiwt7cX5cqVE8OGDRNnz57NNVRSfts25/sghBxCp0OHDsLR0VHY29uLdu3aicOHD2stox5qJefg87qG4lqyZInOodN02bJliwgICBCWlpa51mPDhg2iUaNGwsbGRri5ueUqLlDQun799deiZs2ams/KqlWrdA50rW9xgfv374v+/ftrigv0799fr+ICu3btEq+99prw8fER1tbWwsfHR/Tp0yfXUDR5bYt///1XhIaGCkdHR+Hu7i6GDBki/vnnn1yvqy4ukJOudc7MzBQLFiwQ/v7+wtraWnh4eIhOnTqJEydOaC33008/iZYtWwoHBwfh4OAg/P39RUREhLh48WKB26s4tWnTJs/harJ/9gYPHiwCAgKEk5OTsLKyEjVq1BDvv/++pjJRTl9++aWoXbu2ZuD1hQsX6ixIkJSUJGxtbXNVtMkJOQZ31yWvoXK+//57ERoaKry8vISlpaUoV66cCA0NFVu2bNH5PFevXhWvv/66cHZ2FnZ2diI4OFiriIuaSqUSS5YsEbVq1RJWVlaicuXK4qOPPtL8FmZ39uxZ0b59e2Fvby9cXV1Fv379RFxcXK7lsrKyxCeffCJ8fX2FtbW1eOGFF8TatWvzXFddl4K2U177qm3btokXX3xRODk5CXt7e9G8eXOdv7NqkyZNEgDE6dOn8309fd7jP/74Q7z88svC29tbWFlZCVdXV9G+fXuxa9euXMvmNeg+gFy/7eHh4cLOzi7XfiAnXUNexcXFibCwMOHk5JRruz7vflulUmneZxsbG9GoUSOxbds2nfunw4cPiyZNmghra2ut/UxexQVmzJgh/Pz8NJ/J/IoL5NSmTZtirwJWWHl9j69cuSLat28v3N3dNfueOXPm6KwwllcRIwBa+6S8CumoL9k/D9OmTRNNmzYV5cqVE5aWlsLHx0f07t27wM+/LmZCGNjZKkQloGfPnrh+/TqOHj2qdChERAbPy8sLAwYMwIIFC5QOhUijUN0DiMoiIQT27t2b6/AFERHldu7cOTx58gTvv/++0qEQaWFLKxEREREZvOItrk1EREREVAKYtBIRERGRwWPSSkREREQGj0krERERERk8jh6gEJVKhdjYWDg5ORWpNCsRERGVPiEEHj16BB8fnyJXk6KiYdKqkNjYWFSuXFnpMIiIiKgIbt68iUqVKikdhklh0qoQJycnAPJD7+zsrHA0REREpI/k5GRUrlxZsx+n0sOkVSHqLgHOzs5MWomIiMoYdu0rfeyMQUREREQGj0krERERERk8Jq1EREREZPCYtBIRERGRwWPSSkREREQGj0krERERERk8Jq1EREREZPCYtBIRERGRwWPSSkREREQGj0krkZGaPh2YNUv3vFmz5HwiIqKygkkrkZGysACmTs2duM6aJadbWCgTFxERUVFYKh0AEZWMKVPk9dSpz+6rE9aZM5/NJyIiKguYtBIZsSlTgKdPZaI6ezaQns6ElYiIyiZ2DyAyYkIAp0/L2+npgLU1E1YiIiqbmLQSGbGvvgK2bXt2Pz0975OziIiIDJnJJa2PHj3C2LFj4evrCzs7O7Ro0QLHjh3TzBdCYOrUqahQoQLs7OwQGhqKy5cvaz3HgwcP0K9fPzg7O8PV1RWDBg1CSkpKaa8KUb4uXwZGjZK369R5Nl3XyVlERESGzuSS1sGDByMqKgrfffcdzpw5g/bt2yM0NBS3b98GAMyfPx+LFy/G8uXLceTIETg4OKBDhw54+vSp5jn69euHc+fOISoqCtu2bcP+/fsxdOhQpVaJKJfMTCA4GMjIAPz8gLNngTfflPPKlWPiSkREZY+ZEEIoHURpefLkCZycnLBlyxaEhYVppjdp0gSdOnXCrFmz4OPjg/Hjx2PChAkAgKSkJHh5eWH16tXo3bs3zp8/j4CAABw7dgxNmzYFAOzYsQOvvPIKbt26BR8fH71iSU5OhouLC5KSkuDs7Fz8K0smbcYMOQ6rrS1w6RJQuTKQlATUqwfcvAk0awa88grHaiUiKizuv5VjUi2tmZmZyMrKgq2trdZ0Ozs7HDx4ENeuXUNcXBxCQ0M181xcXBAYGIjo6GgAQHR0NFxdXTUJKwCEhobC3NwcR44cyfO109LSkJycrHUhKglHjjxrRf3mG5mwAoCLi7wPAMeOAS1aKBMfERFRUZhU0urk5ISgoCDMmjULsbGxyMrKwtq1axEdHY07d+4gLi4OAODl5aX1OC8vL828uLg4eHp6as23tLSEm5ubZhld5syZAxcXF82lsjqTICpGjx8D/fsDWVlAnz7ykl1oKBARIW8PGgQkJpZ6iEREREViUkkrAHz33XcQQqBixYqwsbHB4sWL0adPH5ibl+ymmDx5MpKSkjSXmzdvlujrkWkaP16egFWpErB0qe5l5s0DatQAbt0Cxowp3fiIiIiKyuSS1urVq2Pfvn1ISUnBzZs3cfToUWRkZKBatWrw9vYGAMTHx2s9Jj4+XjPP29sbCQkJWvMzMzPx4MEDzTK62NjYwNnZWetCVJy2bQNWrJC316yRJ1zp4uAg55ubA99+C/zyS6mFSEREVGQml7SqOTg4oEKFCnj48CF27tyJ1157DX5+fvD29sauXbs0yyUnJ+PIkSMICgoCAAQFBSExMREnTpzQLLN7926oVCoEBgaW+noQAUBCgjzcDwDvvitHDshPixbA/59riGHDgLt3SzY+IiKi52VSowcAwM6dOyGEQO3atXHlyhVMnDgRtra2OHDgAKysrDBv3jzMnTsXa9asgZ+fH6ZMmYLTp0/j33//1ZzA1alTJ8THx2P58uXIyMjAW2+9haZNm2L9+vV6x8GzD6m4CAF07Qps3SpHBzh6VI4aUJCnT4GmTYFz54DwcGDTJsDMrMTDJSIq07j/Vo7JtbQmJSUhIiIC/v7+GDBgAFq2bImdO3fCysoKAPDee+9h9OjRGDp0KJo1a4aUlBTs2LFDa8SBdevWwd/fHyEhIXjllVfQsmVLfPnll0qtEpm4r7+WCau1NbB2rX4JKyCX+/ZbwNIS+Okn4PvvSzZOIiKi52FyLa2Ggv/UqDhcuQI0bChHDViw4Nkh/8KYOROYNg1wdZWtrnoONUxEZJK4/1aOybW0EhmLzExgwACZsLZtK/uyFsXkyUCTJnL4q8GDZXcDIiIiQ8OklaiMmjsXiI6WRQPUowEUhZWV7CZgYwNs3y67GxARERkaJq1EZdDx47JUKyDHY61S5fmeLyAA+PhjeXvcOODated7PiIiouLGpJWojElNBd54Q3YP6NUL6Nu3eJ537FigZUsgJQV46y1ApSqe5yUiIioOTFqJypiJE4GLF4GKFYHIyOIbpsrCAli9GrC3B/btA5YsKZ7nJSIiKg5MWonKkO3bZaIKyATTza14n796deDTT+XtSZNkckxERGQImLQSlRH37gFvvy1vjxkDhIaWzOsMHw68/LIsPjBggOyGQEREpDQmrURlgBDA0KFAXJw8aWrOnJJ7LTMzOYKAi4usrjV/fsm9FhERkb6YtBKVAatXA5s3y+Gp1q0D7OxK9vUqVwYWL5a3p08H/vmnZF+PiIioIExaiQzcf/8B77wjb8+aJStglYb+/YHXXgMyMmQ3gfT00nldIiIiXZi0EhmwrCyZMKakAK1aFa1Ma1GZmQErVgDu7sDp08/GhSUiIlICk1YiAzZvHnDoEODkJKtWWViU7ut7eQHLlsnbc+cCR46U7usTERGpMWklMlAnTgDTpsnb//sfULWqMnF07y4LGKhUstU3NVWZOIiIyLQxaSUyQE+ePKt61b277F+qpCVLgAoVgEuXgA8/VDYWIiIyTUxaiQzQ++8DFy7IRHH58uKrelVUbm5yGCwAWLQI2LtXyWiIiMgUMWklMjB//PGshOrq1UD58oqGo9GpEzBkiLz95pvAo0eKhkNERCaGSSuRAbl/XyaEADB6NNC+vaLh5PLZZ7Jv7Y0bwPjxSkdDRESmhEkrkYEQQpZQvXMH8PeXZ+sbGicn2foLAF99BWzfrmg4RERkQpi0EhmI774DfvwRsLSUVa/s7ZWOSLc2bYCxY+XtQYOABw8UDYeIiEwEk1YiA3D9OjBqlLw9YwbQuLGi4RTok0+A2rVlq/Do0UpHQ0REpoBJK5HC1FWvHj0CXnpJjhxg6OzsgDVrAHNzYP162UJMRERUkpi0Eins00+BAwcAR0fZRaC0q14VVWAgMHmyvD1iBBAfr2w8RERk3Ji0Eino5ElgyhR5e/FiwM9P2XgKa+pUoH594N49YNgweTIZERFRSWDSSqQQddWrjAzg9defDXVVllhbA99+C1hZAVu2yJZiIiKiksCklUghkycD//4LeHsDX36pfNWromrQAJg+Xd5+5x3g5k1FwyEiIiPFpJVIAVFRwBdfyNvffAO4uysbz/N67z3ZxzUpSQ6DxW4CRERU3Ji0EpWyBw+edQUYOVKWRy3rLC3laAK2tjIhX75c6YiIiMjYMGklKkVCyDPtY2PlOKcLFigdUfGpXftZFa8JE4CrV5WNh4iIjAuTVqJStH49sHGjbJlcu9Zwq14V1ejRQNu2QGqqbE3OylI6IiIiMhZMWolKSUwMEBEhb0+bBjRtqmw8JcHcHFi1So45e/AgsHCh0hEREZGxYNJKVApUKmDgQHmiUlAQMGmS0hGVnKpVnyWrH34InDunaDhERGQkmLQSlYLPPwf27gUcHORYppaWSkdUsgYNkieYpafLZD0jQ+mIiIiorGPSSlTCTp+WLY4AsGgRUL26ouGUCjMzYOVKoFw54MQJYM4cpSMiIqKyjkkrUQl6+hTo10+2OL76qmyBNBU+PsDSpfL2rFkyeSUiIioqJq1EJejDD4GzZwFPT+Crr8pu1aui6t0b6N4dyMyU3QSePlU6IiIiKquYtBKVkN27ZV9WQFa98vRUNh4lmJkBkZFy3c+dk6MmEBERFQWTVqIS8PChbFkEgGHDgLAwZeNRkoeHbGUGZDGFw4eVjYeIiMomJq1EJSAiArh1C6hZE/jsM6WjUd6rr8okXghgwADg8WOlIyIiorKGSStRMfv+e3mxsJBVrxwclI7IMCxaBFSqJMu7vv++0tEQEVFZw6SVqBjdvAmMGCFvT5kCvPiisvEYEldX2bcXkKMK/PmnouEQEVEZw6SVqJhkr3oVGPhsbFZ65uWXgZEj5e2335bbioiISB9MWomKyRdfAHv2APb2plH1qqjmzZMFFm7eBMaOVToaIiIqK5i0EhWDs2eByZPl7YUL5QlYpJujI7B6tRwOa/VqYOtWpSMiIqKygEkr0XNKS5NVr9LSgM6dgSFDlI7I8LVsCUyYIG8PHQrcu6dsPEREZPiYtBI9pylTgNOn5XikK1eaXtWropo5EwgIAOLj5RBhRERE+WHSSvQc9u0DPv1U3l65EvDyUjaessTWFvj2Wzk02MaNwA8/KB0REREZMiatREWUlCQHyhcCGDxYDqBPhdOkCfDRR/L2yJHAnTvKxkNERIaLSStREY0aBcTEyDPhFy5UOpqy68MPZQGGhw9lf2AhtOeHhABt2yoSGhERGRAmrURFsHGjrHZlbi6Ht3J0VDqissvKCqhbV97+7Tdg1apn80JCgN27ZRcCIiIybUxaiQrp9m1g+HB5+8MPgaAgZeMxBn/9JVusAWDQIOD8+WcJa3AwsGuXsvEREZHyOPw5USGoVMCbb8pD2c2ayZEDqHhcvPisIENAgLxmwkpERGpsaSUqhCVLgD//BOzsZLcAKyulIzIeFhbaXQMAOSwWERERwKSVSG/nzgHvvy9vf/YZULu2svEYo+++077fqhXw9dfKxEJERIaFSSuRHtLTgTfekFWvXnnlWZ9WKj7Z+7CmpMhiDerhxN55B8jMVDpCIiJSEpNWIj1MmwacOgW4u8uWP1a9Kl45T7pycADi4gA/Pzl/yRKgY0fg/n1l4yQiIuUwaSUqwIEDwLx58vZXXwHe3srGY4yysnKfdGVuDvz3nxwOy9xcznvxRdlNg4iITA+TVqJ8JCcD/fvLw9Rvvw107ap0RMZp7968Rwk4c0a2cletKpPY5s2BrVtLMTgiIjIIJpe0ZmVlYcqUKfDz84OdnR2qV6+OWbNmQWQrwyOEwNSpU1GhQgXY2dkhNDQUly9f1nqeBw8eoF+/fnB2doarqysGDRqElJSU0l4dKmHvvAPcuCEPUy9apHQ0pqtePeDYMVkZKyVF/nn4+OPc1bOIiMh4mVzSOm/ePCxbtgz/+9//cP78ecybNw/z58/HkiVLNMvMnz8fixcvxvLly3HkyBE4ODigQ4cOePr0qWaZfv364dy5c4iKisK2bduwf/9+DB06VIlVohLy00/AmjXPql45OSkdkWlzdwf++AMYOVImqx99BPTpA6SmKh0ZERGVBjMhTKutonPnzvDy8sLX2cbRCQ8Ph52dHdauXQshBHx8fDB+/HhMmDABAJCUlAQvLy+sXr0avXv3xvnz5xEQEIBjx46hadOmAIAdO3bglVdewa1bt+Dj45PrddPS0pCWlqa5n5ycjMqVKyMpKQnOzs4lvNZUWLGxsnXvwQPggw9kqx4Zji+/BCIi5IgCjRsDv/wCVK6sdFREZAqSk5Ph4uLC/bcCTK6ltUWLFti1axcuXboEAPjnn39w8OBBdOrUCQBw7do1xMXFITQ0VPMYFxcXBAYGIjo6GgAQHR0NV1dXTcIKAKGhoTA3N8eRI0d0vu6cOXPg4uKiuVTmHtZgqfuvPnggE6Jp05SOiHIaOlT2gXV3B/7+G2jaFDh0SOmoiIioJJlc0jpp0iT07t0b/v7+sLKyQqNGjTB27Fj069cPABAXFwcA8PLy0nqcl5eXZl5cXBw8PT215ltaWsLNzU2zTE6TJ09GUlKS5nLz5s3iXjUqJkuXAjt3Ara2wNq1gLW10hGRLq1by36u9esDCQlAu3YsREBEZMxMLmnduHEj1q1bh/Xr1+Pvv//GmjVr8Omnn2LNmjUl+ro2NjZwdnbWupDhOX8emDhR3l6wAKhTR9l4KH9VqwKHDwPh4UBGBgsREBEZM5NLWidOnKhpba1Xrx769++PcePGYc6cOQAA7/8fhDM+Pl7rcfHx8Zp53t7eSEhI0JqfmZmJBw8eaJahskdd9erpU6BDB9lnkgyfgwOwcSMwY4a8z0IERETGyeSS1tTUVJiba6+2hYUFVCoVAMDPzw/e3t7YlW3QyOTkZBw5cgRBQUEAgKCgICQmJuLEiROaZXbv3g2VSoXAwMBSWAsqCTNmyP6Rbm7AN9+w6lVZYm4OTJ0K/PyzTGJZiICIyPiYXNLapUsXfPzxx/jtt99w/fp1bN68GZ9//jlef/11AICZmRnGjh2L2bNnY+vWrThz5gwGDBgAHx8fdP3/keXr1KmDjh07YsiQITh69CgOHTqEUaNGoXfv3jpHDiDDd+gQMHeuvP3llwDfxrLp9deB6GgWIiAiMkYmN+TVo0ePMGXKFGzevBkJCQnw8fFBnz59MHXqVFj//xk3QghMmzYNX375JRITE9GyZUtERkaiVq1amud58OABRo0ahV9//RXm5uYIDw/H4sWL4ejoqFccHDLDcCQnAw0bAteuAQMHAqtXKx0RPa9794AePWSlLTMzYPZsYPJktp4T0fPj/ls5Jpe0Ggp+6A3H228Dq1bJ1rl//gH4dhiHjAxg7FggMlLe79VLdvuwt1c0LCIq47j/Vo7JdQ8gym7zZpmwmpkB337LhNWYWFnJ4cuWLwcsLYENG4BWrQCONkdEVDYxaSWTFRcnB6kHgPfflwkNGZ9hw1iIgIjIGDBpJZOkrnp1757sz6oeLomMEwsREBGVfUxaySQtXw5s3w7Y2LDqlalgIQIiorKNSSuZnIsXgfHj5e1584AXXlA2Hio9LERARFR2MWklk5KRIatePXkChIYCo0crHRGVNl2FCAIDWYiAiMjQMWklkzJrFnD8OFCunByP1ZzfAJOVvRDB1auyEMGvvyodFRER5YW7bDIZ0dHAxx/L28uXAxUrKhsPKa9ePXmCVps2QEoK8NprwCefyBP1iIjIsDBpJZOQkgL07w+oVLJ7QM+eSkdEhsLdHYiKAkaOlMnqhx8CffoAqalKR0ZERNkxaSWTMG6cPARcpQrwv/8pHQ0ZGhYiICIyfExayeht3QqsXPms6pWLi9IRkaFiIQIiIsPFpJWMWny8HI8TACZMkH0XifLDQgRERIaJSSsZLSGAQYOAu3eBBg3kyAFE+tBViGDMGBYiICJSEpNWMlpffQX89tuzqlc2NkpHRGVJzkIEixcDnToBDx4oGxcRkali0kpG6fJlefIVAMyZA9Stq2w8VDblLETw55/Aiy+yEAERkRKYtJLRycyUw1ulpgLBwfKwLtHzYCECIiLlMWklo/Pxx8CRI4CrK6teUfFhIQIiImVxd05G5ciRZydcRUYClSsrGw8ZFxYiICJSDpNWMhqPH8tuAVlZMpHo00fpiMgYsRABEZEymLSS0Rg/Xp6AVamSTCqIShILERARlS4mrWQUtm0DVqyQt9esAcqVUzYeMg26ChF8843SURERGScmrVTmJSTIIgIA8O67csQAotKSsxDBoEEsREBEVBKYtFKZJgQwZIhMXOvVkyMHEJU2FiIgIip5TFqpTPv6a2DrVsDaWla9srVVOiIyVepCBD/9xEIEREQlgUkrlVlXrgBjx8rbH38s+xUSKa1bN9ldgIUIiIiKF5NWKpPUVa8ePwbatpV9WYkMRf36LERARFTcmLRSmTRnDvDXX4CLixwtgFWvyNCwEAERUfHirp7KnGPHnp3wsnQpUKWKsvEQ5YWFCIiIig+TVipTUlOfVb3q1Qvo21fpiIgKlrMQQbNmst8rERHpj0krlSkTJwIXLwIVKwKRkYCZmdIREekneyGC+HjZF5uFCIiI9MeklcqM7dtlogoAq1cDbm6KhkNUaFWrylKvLERARFR4TFqpTLh3D3j7bXl7zBggNFTZeIiKytFRFiKYPl3eZyECIiL9MGklgycEMHQoEBcHBATIkQOIyjJzc2DaNBYiICIqDCatZPBWrwY2b5ZnYq9bB9jZKR0RUfFgIQIiIv0xaSWD9t9/wDvvyNuzZgENGyoaDlGx01WIYM4cFiIgIsqJSSsZjOnTZWKqlpUFDBggd+S+vrL6FZExylmI4IMP5HBuLERARPQMk1YyGBYWwNSpzxLXefPkmdbW1sCNG7J7AJGxylmI4IcfWIiAiCg7S6UDIFKbMkVeT50KxMYCK1fK++npwMyZz+YTGbNhw4A6deSwWOpCBD//DLRooXRkRETKYksrGZQpU2R99uXLn41dOWMGE1YyLSxEQESUG5NWMhixsUD37sD33z+bZm0tW16JTA0LERARaWPSSopTqYAVK+QYrD/9JMewBGTCmp6ufXIWkSlhIQIiomeYtJKiLlyQhz6HDweSkoCKFWUSO3MmkJYmr7OfnEVkaliIgIhIYtJKikhLk31VGzQADhyQO+NOnYDbt7VPupoyhYkrEZC7EEFQEAsREJFpYdJKpe7QIaBRI3nIMz0deOUV2Wr04ou6RwlQJ65ZWYqES2QwshciePSIhQiIyLSYCcGfOyUkJyfDxcUFSUlJcHZ2VjqcUpGUBEyaJEcGAABPT9lHr2dPwMxM2diIypKMDGDsWCAyUt7v3Rv4+mvA3l7RsIhMginuvw0FW1qpVGzeLE+0Uiesb78NnD8P9OrFhJWosNSFCJYtYyECIjIdTFqpRN2+Lfvidesmh7SqWRPYvVu2Crm5KR0dUdk2fLg8Mcvd/VkhgsOHlY6KiKhkMGmlEqFSyVaggADZymppKeup//MP0K6d0tERGY82bViIgIhMA5NWKnb//isr+owcCSQnA4GBshXo448BOzuloyMyPixEQESmgEkrFZu0NDkiQMOGcgfq6ChPtDp0CKhXT+noiIwbCxEQkbFj0krF4sABmazOmCFbejp3li2uo0cDFhZKR0dkGvIqRPDvv0pHRkT0/Ji00nNJTASGDZPdAS5cALy8ZGvP1q1A5cpKR0dkmnIWImjenIUIiKjsY9JKRSKEbM0JCAC+/FJOGzJEDmPVoweHsSJSGgsREJGxYdJKhXbrFvD660D37sCdO0CtWsDevTJ5LVdO6eiISM3dHYiKAkaMkMnqBx8AffsCqalKR0ZEVHhMWklvKpUc0DwgANiyRQ5j9dFHchirNm2Ujo6IdLGykpWzWIiAiMo6Jq2kl7NngZYtgVGj5KHGoCDg5Elg1izA1lbp6IioICxEQERlncklrVWrVoWZmVmuS0REBADg6dOniIiIQPny5eHo6Ijw8HDEx8drPUdMTAzCwsJgb28PT09PTJw4EZlGOiDi06fAlClA48ZAdDTg5AT873/AwYNA3bpKR0dEhcFCBERUlplc0nrs2DHcuXNHc4mKigIA9OjRAwAwbtw4/Prrr9i0aRP27duH2NhYdOvWTfP4rKwshIWFIT09HYcPH8aaNWuwevVqTJ06VZH1KUn798thrGbPlsNYvfqqHDonIkIOrUNEZY+uQgRjx7IQAREZPjMhTPtc0rFjx2Lbtm24fPkykpOT4eHhgfXr16N79+4AgAsXLqBOnTqIjo5G8+bNsX37dnTu3BmxsbHw8vICACxfvhzvv/8+7t69C2tra71eNzk5GS4uLkhKSoKzs3OJrV9RPHwIvPcesHKlvO/tLVtXu3XjqABExkKlkt171MUIQkOBDRsANzdFwyIyeIa8/zZ2Jt1elp6ejrVr1+Ltt9+GmZkZTpw4gYyMDISGhmqW8ff3R5UqVRAdHQ0AiI6ORr169TQJKwB06NABycnJOHfuXJ6vlZaWhuTkZK2LoREC2LQJqFPnWcI6bJgcxio8nAkrkTFhIQIiKmtMOmn95ZdfkJiYiDfffBMAEBcXB2tra7i6umot5+Xlhbi4OM0y2RNW9Xz1vLzMmTMHLi4umktlAxt5/+ZNefi/Z0/Z183fX3YPWL4cyLE5iMiIqAsR+PqyEAERGTaTTlq//vprdOrUCT4+PiX+WpMnT0ZSUpLmctNAxpvJygKWLJHDWG3bJofHmToVOHVKDotDRMaPhQiIqCww2aT1xo0b+PPPPzF48GDNNG9vb6SnpyMxMVFr2fj4eHh7e2uWyTmagPq+ehldbGxs4OzsrHVR2pkzwEsvAe+8A6SkAC1ayGR1xgzAxkbp6IioNHl4sBABERk2k01aV61aBU9PT4SFhWmmNWnSBFZWVti1a5dm2sWLFxETE4OgoCAAQFBQEM6cOYOEhATNMlFRUXB2dkZAQEDprcBzePoU+PBDOYzVkSNyGKvISODAAdniSkSmiYUIiMiQmeToASqVCn5+fujTpw/mzp2rNW/EiBH4/fffsXr1ajg7O2P06NEAgMP/Pwp3VlYWGjZsCB8fH8yfPx9xcXHo378/Bg8ejE8++UTvGJQ6+3DvXmDoUODyZXm/a1c5MkDFiqUWAhGVAfv2yVLN9+4BXl7Azz/LozFEpo6jByjHJFta//zzT8TExODtt9/ONW/hwoXo3LkzwsPD0bp1a3h7e+Pnn3/WzLewsMC2bdtgYWGBoKAgvPHGGxgwYABmzpxZmqtQaA8eAIMHA+3ayYS1QgW5E9q8mQkrEeWWsxBBu3YsREBEyjLJllZDUFr/1IQANm6U/VbVPRpGjJAnWbi4lNjLEpGRSEkB3nxTDo0FAGPGAJ9+KrsPEJkitrQqxyRbWo3N9OlykPCcYmLk0FW9e8uEtU4dWX41MpIJKxHpx9FR/vFVFyH44gugUyd59IaIqDQxaTUCFhZymCp14pqVJXcsNWoAly7J+dOnAydPytECiIgKQ12I4McfAXt7FiIgImXwAI8RmDJFXk+dKk+a+Osv4OhROa1KFWDHDtnKSkT0PMLD5Z/h1157Vohg3TqgSxelIyMiU8CWViMxZQowcyawePGzhLVLF+DaNSasRFR8GjRgIQIiUgZPxFJISXXktrAAVCp5nZlZbE9LRKQlI0OelLVsmbzfuzfw9dey+wCRMeOJWMphS6sRmTVLJqyA7Neq6+QsIqLioKsQQevWwK1bSkdGRMaKSauRmDVL9mmdOPHZtOwnZxERlYThw+WJWe7uwIkTQNOmwP/XYiEiKlZMWo2AOmGdOROYP/9ZH9bevZm4ElHJYyECIioNTFqNQFaWTFjVowiEhMjr8uXl9Kws5WIjItNQtSpw6BDQrRuQng4MGgSMHcu+9URUfHgilkJKsiP35s1yx+HvD5w/X6xPTUSUL5VKHt1RFyMIDQU2bADc3BQNi6jY8EQs5bCl1Qi1bQuYmQEXLgCxsUpHQ0SmhIUIiKikMGk1QuXKAY0by9t79igbCxGZpvBweUKWr++zQgTbtikdFRGVZUxajVRwsLzetUvZOIjIdOUsRPDqq8DcuSxEQERFw6TVSKlPxtq1izsIIlKOhwcQFQWMGCF/iyZPBvr1A1JTlY6MiMoaJq1GqmVLOfh3TAzw339KR0NEpixnIYLvv2chAiIqPCatRsrBQfYhA4Ddu5WNhYgIeFaIoHx5FiIgosJj0mrE2K+ViAyNuhBBvXosREBEhcOk1Yip+7Xu3s1+rURkOPz8ZAsrCxEQUWEwaTVigYGAnR1w9y5w7pzS0RARPePoCGza9KwIwRdfAJ06AQ8eKBoWERkwJq1GzNoaaNVK3mYXASIyNCxEQESFwaTVyGXvIkBEZIhYiICI9MGk1cipT8bau5f9xYjIcLEQAREVhEmrkWvUCHB1BZKTgb//VjoaIqK8sRABEeWHSauRs7AA2raVt9mvlYgMnboQQWQkCxEQkTYmrSaA/VqJqKwZMYKFCIhIG5NWE6Du13rwIJCWpmwsRET6YiECIsqOSasJqFMH8PYGnj4FoqOVjoaISH+6ChGMG8cTS4lMEZNWE2Bm9qy1lV0EiKisyVmIYNEi4JVXWIiAyNQwaTUR6qSVJ2MRUVmUsxBBVJSs+nf+vNKREVFpYdJqItQnYx09KsdAJCIqi7IXIrhyRSauLERAZBqYtJqIqlVl37DMTODAAaWjISIqOnUhgtatWYiAyJQwaTUhHPqKiIyFuhDB8OEsREBkKpi0mhCejEVExsTaGli2jIUIiEwFk1YT0q6dvD51Crh/X9FQiIiKja5CBBzej8j4MGk1Id7ewAsvyENpe/cqHQ0RUfHJWYigbVtg1SqloyKi4sSk1cRw6CsiMlY5CxG8/TYLERAZEyatJoYnYxGRMWMhAiLjxaTVxLRpIwfpvngRuH1b6WiIiIofCxEQGScmrSbG1RVo0kTeZmsrERkzFiIgMi5MWk0Qh74iIlPBQgRExoNJqwnKfjIWf7iJyNixEAGRcWDSaoJatgSsrICbN4GrV5WOhoio5LEQAVHZx6TVBNnbA0FB8jaHviIiU8JCBERlF5NWE8Whr4jIVLEQAVHZxKTVRGU/GUulUjYWIqLSxkIERGUPk1YT9eKLgIMDcO8ecPas0tEQEZU+dSGCadPkfRYiIDJsTFpNlLU10KqVvM0uAkRkqszNZfUsFiIgMnxMWk1Y9qGviIhMGQsREBk+Jq0mTH0y1r597MdFRKSrEMG8eRzPmshQMGk1YQ0aAOXKyR/n48eVjoaISHk5CxFMmgS88Qbw5InSkRERk1YTZmEBtGsnb7NfKxGRlLMQwfr18hwAFiIgUhaTVhOXfegrIiJ6hoUIiAwLk1YTp+7XeugQ8PSpsrEQERkaFiIgMhxMWk1c7dpAhQoyYWULAhFRbupCBK+/zkIEREpi0mrizMw49BURUUEcHeVYrixEQKQcJq2k6SLAfq1ERHljIQIiZZlk0nr79m288cYbKF++POzs7FCvXj0czzbmkxACU6dORYUKFWBnZ4fQ0FBcvnxZ6zkePHiAfv36wdnZGa6urhg0aBBSUlJKe1WKhbql9ehRIDlZ2ViIiAydrkIEv/2mdFRExs/kktaHDx/ipZdegpWVFbZv345///0Xn332GcqVK6dZZv78+Vi8eDGWL1+OI0eOwMHBAR06dMDTbGcq9evXD+fOnUNUVBS2bduG/fv3Y+jQoUqs0nPz9QWqVweysoADB5SOhojI8OUsRNClCwsREJU0MyFM6ys2adIkHDp0CAfyyM6EEPDx8cH48eMxYcIEAEBSUhK8vLywevVq9O7dG+fPn0dAQACOHTuGpk2bAgB27NiBV155Bbdu3YKPj0+BcSQnJ8PFxQVJSUlwdnYuvhUsoqFDga++At59F/jsM6WjISIqG9LTgTFjgOXL5f2+fYGVKwE7O2XjopJjaPtvU2JyLa1bt25F06ZN0aNHD3h6eqJRo0b46quvNPOvXbuGuLg4hIaGaqa5uLggMDAQ0f9/en10dDRcXV01CSsAhIaGwtzcHEeOHNH5umlpaUhOTta6GBKejEVEVHgsREBUekwuaf3vv/+wbNky1KxZEzt37sSIESPwzjvvYM2aNQCAuLg4AICXl5fW47y8vDTz4uLi4OnpqTXf0tISbm5ummVymjNnDlxcXDSXypUrF/eqPRd1Zax//gHu3VM2FiKismbECHliFgsREJUck0taVSoVGjdujE8++QSNGjXC0KFDMWTIECxXH9spIZMnT0ZSUpLmcvPmzRJ9vcLy8gLq1pW39+xRNhYiorKobVsWIiAqSSaXtFaoUAEBAQFa0+rUqYOYmBgAgLe3NwAgPj5ea5n4+HjNPG9vbyQkJGjNz8zMxIMHDzTL5GRjYwNnZ2eti6Hh0FdERM+HhQiISo7JJa0vvfQSLl68qDXt0qVL8PX1BQD4+fnB29sbu7J17kxOTsaRI0cQFBQEAAgKCkJiYiJOnDihWWb37t1QqVQIDAwshbUoGezXSkT0/PIqRPDwoaJhEZV5Jpe0jhs3Dn/99Rc++eQTXLlyBevXr8eXX36JiIgIAICZmRnGjh2L2bNnY+vWrThz5gwGDBgAHx8fdO3aFYBsme3YsSOGDBmCo0eP4tChQxg1ahR69+6t18gBhqpNGzl49uXLgIH1XiAiKlN0FSJ48UUWIiB6HiaXtDZr1gybN2/G999/j7p162LWrFlYtGgR+vXrp1nmvffew+jRozF06FA0a9YMKSkp2LFjB2xtbTXLrFu3Dv7+/ggJCcErr7yCli1b4ssvv1RilYqNi4s8eQBgv1YiouLAQgRExcfkxmk1FIY6ztvkycDcucCAAcD/D6hARETP6e5doHt3YP9+wMwMmDMHeO89eZvKFkPdf5sCk2tppfxlPxmLf2eIiIqHh4fsIjB8uPxtnTQJeOMN4MkTpSMjKjuYtJKWFi3kYNm3bsm+rUREVDxYiIDo+TBpJS329jJxBTj0FRFRSWAhAqKiYdJKuXDoKyKikqWrEMHq1QoHRWTgmLRSLup+rXv2ACqVsrEQERmrnIUI3noLePddFiIgyguTVsqlWTPAwQG4fx84c0bpaIiIjFfOQgQLF7IQAVFemLRSLlZWQOvW8ja7CBARlSwWIiDSD5NW0in70FdERFTyWIiAKH9MWkkn9clY+/YBGRnKxkJEZCoaNJAnaLVuDTx6BHTpAsybx3GziQAmrZSHBg0ANzcgJQU4flzpaIiITIe6EMGwYSxEQJQdk1bSydwcaNdO3ma/ViKi0mVtDSxfzkIERNkxaaU8sV8rEZGychYiaNYM+OsvpaMiUgaTVsqTul/r4cM8LEVEpJTshQji4oA2bViIgEwTk1bKU61agI8PkJYmE1ciIlIGCxEQMWmlfJiZsYsAEZGhYCECMnVMWilf6i4CPBmLiEh5LERApoxJK+VLnbQeOwYkJSkbCxERSepCBFWqsBABmQ4mrZSvKlWAGjUAlQrYv1/paIiISE1diKBVKxYiINPApJUKxH6tRESGydMT+PNPFiIg08CklQqk7iLApJWIyPDoKkTQujULEZDxYdJKBVJXxjp9GkhIUDYWIiLSLXshguPHWYiAjA+TViqQhwdQv768vXevoqEQEVE+WIiAjBmTVtILh74iIiobWIiAjBWTVtILT8YiIio7WIiAjBGTVtJL69aAhYUcDzAmRuloiIioIOpCBJs2sRABGQcmraQXZ2fZqR9gaysRUVnSvTtw6BALEVDZx6SV9Mahr4iIyqaGDVmIgMo+Jq2kt+wnY/GHjoiobGEhAirrmLSS3lq0AGxsgNhY4NIlpaMhIqLCYiECKsuYtJLe7Oxk4gpw6CsiorKMhQioLGLSSoXCoa+IiIwDCxFQWcOklQpF3a91zx5ApVI2FiIiej4sREBlCZNWKpRmzQAnJ+DBA+Cff5SOhoiInpe6EMHUqfL+woVAWBgLEZDhYdJKhWJpKTvtA+wiQERkLMzNgRkznhUi+OMPOZ4rCxGQIWHSSoWWfegrIiIyHtkLEVy+DDRvDvz+u9JREUlMWqnQ1Cdj7d8PZGQoGwsRERWv7IUIkpOBzp1ZiIAMA5NWKrR69QB3d+DxY+DoUaWjISKi4sZCBGSImLRSoZmbA+3aydvs10pEZJxYiIAMDZNWKhJ1v1YmrURExm3ECHliFgsRkNKYtFKRqPu1Hj4MpKYqGwsREZWsdu1kP9e6dVmIgJTDpJWKpEYNoFIlORj14cNKR0NERCVNXYiga1cWIiBlMGmlIjEz49BXRESmxskJ+OknFiIgZTBppSJTdxFgv1YiItPBQgSkFCatVGTqltbjx4HEREVDISKiUsZCBFTamLRSkVWqBNSqBahUstAAERGZFhYioNLEpJWeC4e+IiIybSxEQKWFSSs9F3W/Vp6MRURkurIXIrCwYCECKhlMWum5tG0rr8+eBeLjFQ2FiIgUNmIEEBXFQgRUMpi00nNxdwcaNJC39+xRNhYiIlKerkIEa9YoHRUZAyat9Nw49BUREWWXsxDBm28C48ezEAE9Hyat9NxYZICIiHLKWYjg889ZiICeD5NWem6tW8uO9//9B1y/rnQ0RERkKHQVIqhRA3jnHd3Lz5oFTJ9eqiFSGcKklZ6bkxPw4ovyNvu1EhFRTtkLETx4ACxZAvTvr73MrFmyVdbCQpkYyfAxaaViwS4CRESUn+yFCABg7VqgfXs5tqs6YZ05E5gyRdEwyYAxaaVikf1kLFZCISIiXdSFCIYOlfejogBLS5mwjhvHhJXyx6SVikVQEGBrC9y5A1y4oHQ0RERkqNSFCJYulfdVKnm9cCHg6yu7DaxcCVy+zEYQ0saklYqFrS3w0kvyNoe+IiKi/JiZAffvy9vqPqzm5kBMjOw2MGQIUKsWULEi0Lu3rLR17tyzBJdMk8klrdOnT4eZmZnWxd/fXzP/6dOniIiIQPny5eHo6Ijw8HDE5yj1FBMTg7CwMNjb28PT0xMTJ05EJgefY79WIiLSS/Y+rJmZ8lqlAgYOBD76SI5KY2Mjj95t2ABERMhiBV5eQLduwBdfACdPAllZz56zbdtnXdVyCgl5VsGRyi6TS1oB4IUXXsCdO3c0l4MHD2rmjRs3Dr/++is2bdqEffv2ITY2Ft26ddPMz8rKQlhYGNLT03H48GGsWbMGq1evxlT1QHQmTP1jsXev9g8JERGRmq6TrqZMkffXrJHdB/btAxIT5fXMmXL/YmcH3LsHbN4MjB0LNG4sy8V27gwsWAA8fiyP9OVMXENC5HSOSlD2mQlhWj1Gpk+fjl9++QWnTp3KNS8pKQkeHh5Yv349unfvDgC4cOEC6tSpg+joaDRv3hzbt29H586dERsbCy8vLwDA8uXL8f777+Pu3buwtrbWK47k5GS4uLggKSkJzs7OxbZ+SsrMBNzcgEePgBMn5A8KERFRdtOnywRS10lXs2bJRg9dY7Wmp8t9y759wP79wMGDcn+Tnbm5bLGtVg3Ytg0YNUomrMHBxXcU0Bj332WFSba0Xr58GT4+PqhWrRr69euHmJgYAMCJEyeQkZGB0NBQzbL+/v6oUqUKoqOjAQDR0dGoV6+eJmEFgA4dOiA5ORnnzp3L8zXT0tKQnJysdTE2lpayxjTALgJERKTb9Ol5jxIwZUrexQWsreVJv5MmAVu2AH/9BUybBlSq9GwZdZ/X//4DAgKKP2ElZVkqHUBpCwwMxOrVq1G7dm3cuXMHM2bMQKtWrXD27FnExcXB2toarq6uWo/x8vJCXFwcACAuLk4rYVXPV8/Ly5w5czBjxoziXRkDFBIi/93u3g1MnKh0NEREVFYJAcTHAxcvysulS8+u//tPHt3TBxNW42FySWunTp00t+vXr4/AwED4+vpi48aNsLOzK7HXnTx5Mt59913N/eTkZFSuXLnEXk8p6pOx9u+Xh3L07C1BREQm6vFjmYiqk1J1YnrpEpDfQUl7eznCQO3a2tcTJsh9kFpICBNXY2FySWtOrq6uqFWrFq5cuYKXX34Z6enpSExM1GptjY+Ph7e3NwDA29sbR48e1XoO9egC6mV0sbGxgY2NTfGvgIGpWxfw8ADu3gWOHgVatlQ6IiIiUlpWFnD9eu7E9OJF4PbtvB9nbg5UrZo7Ma1dG/DxkfOzCwmRCau6S4D6JCwmrsbB5JPWlJQUXL16Ff3790eTJk1gZWWFXbt2ITw8HABw8eJFxMTEICgoCAAQFBSEjz/+GAkJCfD09AQAREVFwdnZGQEBAYqth6EwNwfatQM2bpQ/EExaiYhMgxDy7H5dienVq/LoW17c3XUnptWry6Gv9KFOULP3YWXialxMLmmdMGECunTpAl9fX8TGxmLatGmwsLBAnz594OLigkGDBuHdd9+Fm5sbnJ2dMXr0aAQFBaF58+YAgPbt2yMgIAD9+/fH/PnzERcXh48++ggREREm0ZKqj5AQmbTu3i07yRMRkfF48gS4ckV3X9OHD/N+nI0NULOmTEZzJqhubs8fV1aW7pOu1Ikrh2Is+0wuab116xb69OmD+/fvw8PDAy1btsRff/0FDw8PAMDChQthbm6O8PBwpKWloUOHDoiMjNQ83sLCAtu2bcOIESMQFBQEBwcHDBw4EDNnzlRqlQyOul9rdDSQmir7HRERUdmhUgE3b2onperbMTH5l1etUkV3YlqlSu7D+cVp796857GF1TiY3DithsKYx3kTQtaPvnkT2LkTaN9e6YiIiEiXhw91J6aXLwNPn+b9OFdX3YlpzZqyCIAxM+b9t6EzuZZWKnlmZvJQzOrVsosAk1YiIuWkpck+pdkP46sT1Hv38n6clRVQo4buvqbu7vK3nqg0MWmlEhEcLJNWHpIhIip5Qsiz8HUlptevPxt0X5eKFXUnpr6+smgMkaHgx5FKhLpf699/y8NP5copGw8RkTFITs6dmKrHNH38OO/HOTk9S0azJ6Y1awKOjqUXP9HzYNJKJUL9z/3iRVknumtXpSMiIiobMjKAa9dyJ6YXLwL5FF6EhQVQrZp2Uqq+7e3Nw/lU9jFppRITEiJ/ZHfvZtJKRJRd9hKlORPTgkqUennpTkyrVZP9UImMFZNWKjHBwUBkpExaiYhMUc4Spdmv9SlRmjMxrVULcHEpvfiJDAmTVioxbdvKw1HnzslDWvlUuSUiKrNylijNfn3rVt6PU5co1dXXVFeJUiJTx6SVSkz58kDDhsDJk8CePUCfPkpHRERUNDlLlGa/vnKl4BKlOc/ML2yJUiJi0kolLDhYJq27djFpJSLDl71Eac4EVd8SpTlbToujRCkRMWmlEhYSAnz2Gfu1EpHhUJcozVkF6uJF/UuU5kxMS7pEKRExaaUS1qqVHJz62jV58fNTOiIiMhUPH+pOTPUtUZrzkH6NGvIEKSJSBpNWKlGOjkBgIHDokGxtHTRI6YiIyJikpckhonImppcuAXfv5v04dYlSXX1NWaKUyDAxaaUSFxzMpJWIik4IIDZWd2J67VrBJUp1JaYsUUpU9vArSyUuOBiYNUsmrUKwBYOIdFOXKM15SL+gEqWOjrmHjFKPacoSpUTGg0krlbigIMDWVo7Vev48EBCgdEREpBR1iVJdfU0LW6JUfc0SpUSmgUkrlTgbG6BlS+DPP+XQV0xaiYybukSprsS0sCVK1dd+foC1demtAxEZHiatVCpCQmTSuns3MHq00tEQUXF4/FieiZ89KS1KiVL1dc2a8sx9IiJdmLRSqQgOltd798qShxYWioZDRHrKygJu3NCdmBamRGn264oVOaYpERUek1YqFY0bAy4uQGKirJDVtKnSERGRmhDA/fu6E9OCSpSWL6/7JKjq1WVfdiKi4sKklUqFpSXQpg2wdavsIsCklaj0PX0qD+fnLE9alBKl6sP75cuXXvxEZNqYtFKpCQ6WSeuuXcB77ykdDZFxylmiNPv1jRuFK1Gqvq5cmV16iEh5TFqp1ISEyOsDB+ThRp4JTFR02UuUZr++fBl48iTvx7FEKRGVVUxaqdS88ALg6QkkJAB//QW0bq10RESGLT0duHo1d2J68WLBJUqrV9fd19TDg2OaElHZxKSVSo2Zmewi8MMPsl8rk1Yi7RKlORPTgkqU+vjkLk9aq5Y8a58lSonI2PBnjUqVOmndtQuYPl3paIhKT84Spdmv9SlRmjMxZYlSIjI1TFqpVKn7tf71l9xROzgoGw9RccpZojT79Z07eT9OXaI0Z2LKEqVERM8waaVS5ecH+PrKs5gPHgQ6dFA6IqLCEUL2y85ZnvTSJdn/tKASpboSU5YoJSIqGJNWKlXqfq2rVskuAkxayVDpKlGqvs6vRKmdXe4z81milIjo+TFppVIXEiKT1t27lY6ETJ2uEqXq6/xKlJqZyZOddPU1ZYlSIqKSwaSVSl27dvL677+BBw8ANzdl4yHjd+9e7vKkFy/qX6I0Z2LKEqVERKWPSSuVOh8foE4d4Px5YN8+4PXXlY6IjMHTpzIJ1dXX9MGDvB+nLlGa85A+S5QSERkWJq2kiOBgmbTu3s2klfSnUsnD9tmT0sKUKNXV15QlSomIygYmraSIkBBg6VJ5MhZRTomJuhPTgkqUurjkPjOfJUqJiIwDk1ZSRJs28mSW8+fl+JUVKigdEZU2dYlSXX1N9S1RmrPllCVKiYiMF5NWUoSbG9CokTwZa/duoF8/pSOikqAuUZrzzPyilChVX7NEKRGRaeJPPykmJIRJq7F49Eh3YlrYEqXq65o1ASen0oufiIgMH5NWUkxwMLBggezXKgQP6xq6jAzg+nXdiWlhSpRmv65Qge87ERHph0krKaZVK3mY98YNeai4WjWlI6LsJUpztpwWpkRp9utq1ViilIiInh+TVlKMgwPQvDlw8KDsIsCktfSoS5TmTEwvXQKSkvJ+nK4SpbVqyQtLlBIRUUli0kqKCg6WSeuuXcDgwUpHY1zUJUp19TUtbIlS9TVLlBIRkVKYtJKiQkKAmTNlSyv7tRbN/fu6q0BduQKkpeX9uJwlStXXLFFKRESGiEkrKSowUB5yTkgAzp0D6tZVOiLDlL1Eac6WU5YoJSIiU8CklRRlYyNPyPrjD9naaspJq64SperrgkqUVq6cuxJUrVqydClLlBIRkTFg0kqKCw6WSeuuXcA77ygdTcnLWaJUfV2UEqW1asmWVJYoJSIiY8eklRQXEiKv9+6VQyoZQ7Wj9HTgv/909zVNSMj7ceoSpeqklCVKiYiIJCNID6isa9RItiImJQEnTwLNmikdkX6EkIPq60pMr12TZ+/nxcdHd2LKEqVERES6cfdIirOwANq2BbZskV0EDC1p1VWi9NIleUlJyftxjo66E1OWKCUiIio8Jq1kEEJCZNK6ezcwaVLpv35mpmwdzVme9OLFgkuU+vlpJ6UsUUpERFT8mLSSQQgOltcHD8qxRW1siv811CVKdSWmBZUo9fTUnZiyRCkREVHpYNJKips+XVZZ8vIC4uOBv/4C2rSR82bNkn1Dp0/X//lSU+WZ+DmrQOlbojRnYsoSpURERMpj0kqKs7AApk4F6tWTSeuuXTJpnTVLTp85M/djsrKAmBjdienNm3m/lrpEqa6+pixRSkREZLiYtJLipkyR11Onyuvdu+XQT1Onyv6tISHA6tXaiak+JUpzVoFiiVIiIqKyy0yI/OrsUElJTk6Gi4sLkpKS4OzsrHQ4BuHdd4GFC5/dt7PLf7B9GxugRg3dfU1ZopSIiEoC99/KYdKqEH7oddN1tr26RGnOllOWKCUiotLG/bdy2D2ADMasWfLawkL2WR05EliwgCVKiYiICOBpJ2QQsp90lZkpryMjgc8+UzoyIiIiMgQmnbTOnTsXZmZmGDt2rGba06dPERERgfLly8PR0RHh4eGIj4/XelxMTAzCwsJgb28PT09PTJw4EZn5DfJJ+cqesKpPypoyRd6fOvVZCywRERGZLpPtHnDs2DGsWLEC9evX15o+btw4/Pbbb9i0aRNcXFwwatQodOvWDYcOHQIAZGVlISwsDN7e3jh8+DDu3LmDAQMGwMrKCp988okSq1LmZWVpJ6xq6vtZWaUfExERERkWkzwRKyUlBY0bN0ZkZCRmz56Nhg0bYtGiRUhKSoKHhwfWr1+P7t27AwAuXLiAOnXqIDo6Gs2bN8f27dvRuXNnxMbGwsvLCwCwfPlyvP/++7h79y6s9SyPxI7cREREZQ/338oxye4BERERCAsLQ2hoqNb0EydOICMjQ2u6v78/qlSpgujoaABAdHQ06tWrp0lYAaBDhw5ITk7GuXPn8nzNtLQ0JCcna12IiIiISD8m1z3ghx9+wN9//41jx47lmhcXFwdra2u45qjZ6eXlhbi4OM0y2RNW9Xz1vLzMmTMHM2bMeM7oiYiIiEyTSbW03rx5E2PGjMG6detgW8plkSZPnoykpCTN5WZ+tUaJiIiISItJJa0nTpxAQkICGjduDEtLS1haWmLfvn1YvHgxLC0t4eXlhfT0dCQmJmo9Lj4+Ht7e3gAAb2/vXKMJqO+rl9HFxsYGzs7OWhciIiIi0o9JJa0hISE4c+YMTp06pbk0bdoU/fr109y2srLCrl27NI+5ePEiYmJiEBQUBAAICgrCmTNnkJCQoFkmKioKzs7OCAgIKPV1IiIiIjIFJtWn1cnJCXXr1tWa5uDggPLly2umDxo0CO+++y7c3Nzg7OyM0aNHIygoCM2bNwcAtG/fHgEBAejfvz/mz5+PuLg4fPTRR4iIiICNjU2prxMRERGRKTCppFUfCxcuhLm5OcLDw5GWloYOHTogMjJSM9/CwgLbtm3DiBEjEBQUBAcHBwwcOBAzZ85UMGoiIiIi42aS47QaAo7zRkREVPZw/60ck+rTSkRERERlE5NWIiIiIjJ47NOqEHWvDFbGIiIiKjvU+232rix9TFoV8ujRIwBA5cqVFY6EiIiICuvRo0dwcXFROgyTwhOxFKJSqRAbGwsnJyeYmZkpHY5RSk5ORuXKlXHz5k12llcAt7+yuP2Vxe2vrJLc/kIIPHr0CD4+PjA3Zy/L0sSWVoWYm5ujUqVKSodhEliBTFnc/sri9lcWt7+ySmr7s4VVGfyLQEREREQGj0krERERERk8Jq1ktGxsbDBt2jSW11UIt7+yuP2Vxe2vLG5/48QTsYiIiIjI4LGllYiIiIgMHpNWIiIiIjJ4TFqJiIiIyOAxaSUiIiIig8eklYiIiIgMHpNWKnP279+PLl26wMfHB2ZmZvjll1+05gshMHXqVFSoUAF2dnYIDQ3F5cuXtZZ58OAB+vXrB2dnZ7i6umLQoEFISUkpxbUom+bMmYNmzZrByckJnp6e6Nq1Ky5evKi1zNOnTxEREYHy5cvD0dER4eHhiI+P11omJiYGYWFhsLe3h6enJyZOnIjMzMzSXJUyadmyZahfv76myk9QUBC2b9+umc9tX7rmzp0LMzMzjB07VjON70HJmT59OszMzLQu/v7+mvnc9saPSSuVOY8fP0aDBg2wdOlSnfPnz5+PxYsXY/ny5Thy5AgcHBzQoUMHPH36VLNMv379cO7cOURFRWHbtm3Yv38/hg4dWlqrUGbt27cPERER+OuvvxAVFYWMjAy0b98ejx8/1iwzbtw4/Prrr9i0aRP27duH2NhYdOvWTTM/KysLYWFhSE9Px+HDh7FmzRqsXr0aU6dOVWKVypRKlSph7ty5OHHiBI4fP47g4GC89tprOHfuHABu+9J07NgxrFixAvXr19eazvegZL3wwgu4c+eO5nLw4EHNPG57EyCIyjAAYvPmzZr7KpVKeHt7iwULFmimJSYmChsbG/H9998LIYT4999/BQBx7NgxzTLbt28XZmZm4vbt26UWuzFISEgQAMS+ffuEEHJbW1lZiU2bNmmWOX/+vAAgoqOjhRBC/P7778Lc3FzExcVpllm2bJlwdnYWaWlppbsCRqBcuXJi5cqV3Pal6NGjR6JmzZoiKipKtGnTRowZM0YIwc9/SZs2bZpo0KCBznnc9qaBLa1kVK5du4a4uDiEhoZqprm4uCAwMBDR0dEAgOjoaLi6uqJp06aaZUJDQ2Fubo4jR46UesxlWVJSEgDAzc0NAHDixAlkZGRobX9/f39UqVJFa/vXq1cPXl5emmU6dOiA5ORkTYshFSwrKws//PADHj9+jKCgIG77UhQREYGwsDCtbQ3w818aLl++DB8fH1SrVg39+vVDTEwMAG57U2GpdABExSkuLg4AtH6U1PfV8+Li4uDp6ak139LSEm5ubpplqGAqlQpjx47FSy+9hLp16wKQ29ba2hqurq5ay+bc/rreH/U8yt+ZM2cQFBSEp0+fwtHREZs3b0ZAQABOnTrFbV8KfvjhB/z99984duxYrnn8/JeswMBArF69GrVr18adO3cwY8YMtGrVCmfPnuW2NxFMWomoSCIiInD27FmtPmVU8mrXro1Tp04hKSkJP/74IwYOHIh9+/YpHZZJuHnzJsaMGYOoqCjY2toqHY7J6dSpk+Z2/fr1ERgYCF9fX2zcuBF2dnYKRkalhd0DyKh4e3sDQK4zRuPj4zXzvL29kZCQoDU/MzMTDx480CxD+Rs1ahS2bduGPXv2oFKlSprp3t7eSE9PR2JiotbyObe/rvdHPY/yZ21tjRo1aqBJkyaYM2cOGjRogC+++ILbvhScOHECCQkJaNy4MSwtLWFpaYl9+/Zh8eLFsLS0hJeXF9+DUuTq6opatWrhypUr/PybCCatZFT8/Pzg7e2NXbt2aaYlJyfjyJEjCAoKAgAEBQUhMTERJ06c0Cyze/duqFQqBAYGlnrMZYkQAqNGjcLmzZuxe/du+Pn5ac1v0qQJrKystLb/xYsXERMTo7X9z5w5o/XHISoqCs7OzggICCidFTEiKpUKaWlp3PalICQkBGfOnMGpU6c0l6ZNm6Jfv36a23wPSk9KSgquXr2KChUq8PNvKpQ+E4yosB49eiROnjwpTp48KQCIzz//XJw8eVLcuHFDCCHE3Llzhaurq9iyZYs4ffq0eO2114Sfn5948uSJ5jk6duwoGjVqJI4cOSIOHjwoatasKfr06aPUKpUZI0aMEC4uLmLv3r3izp07mktqaqpmmeHDh4sqVaqI3bt3i+PHj4ugoCARFBSkmZ+ZmSnq1q0r2rdvL06dOiV27NghPDw8xOTJk5VYpTJl0qRJYt++feLatWvi9OnTYtKkScLMzEz88ccfQghueyVkHz1ACL4HJWn8+PFi79694tq1a+LQoUMiNDRUuLu7i4SEBCEEt70pYNJKZc6ePXsEgFyXgQMHCiHksFdTpkwRXl5ewsbGRoSEhIiLFy9qPcf9+/dFnz59hKOjo3B2dhZvvfWWePTokQJrU7bo2u4AxKpVqzTLPHnyRIwcOVKUK1dO2Nvbi9dff13cuXNH63muX78uOnXqJOzs7IS7u7sYP368yMjIKOW1KXvefvtt4evrK6ytrYWHh4cICQnRJKxCcNsrIWfSyveg5PTq1UtUqFBBWFtbi4oVK4pevXqJK1euaOZz2xs/MyGEUKaNl4iIiIhIP+zTSkREREQGj0krERERERk8Jq1EREREZPCYtBIRERGRwWPSSkREREQGj0krERERERk8Jq1EREREZPCYtBIRERGRwWPSSkREREQGj0krERERERk8Jq1EREREZPD+D6OHjCdKQ+unAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"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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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"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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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"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()"
]
}
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