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| author | Jacob McDonnell <jacob@simplelittledream.com> | 2023-06-05 17:28:33 -0400 |
|---|---|---|
| committer | Jacob McDonnell <jacob@simplelittledream.com> | 2023-06-05 17:28:33 -0400 |
| commit | e78e7c78f489bf988b4661241ee01e60f9e1a6e4 (patch) | |
| tree | c0eaf713b32400df1134ddc0a157de078a403556 /hw7/GRAPHS_the_homework.ipynb | |
| parent | bd408f1922960cec2b866d559b58c823916d63e2 (diff) | |
Never Added HW7
Diffstat (limited to 'hw7/GRAPHS_the_homework.ipynb')
| -rw-r--r-- | hw7/GRAPHS_the_homework.ipynb | 800 |
1 files changed, 800 insertions, 0 deletions
diff --git a/hw7/GRAPHS_the_homework.ipynb b/hw7/GRAPHS_the_homework.ipynb new file mode 100644 index 0000000..a152adf --- /dev/null +++ b/hw7/GRAPHS_the_homework.ipynb @@ -0,0 +1,800 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "cd2lcVSN8e05" + }, + "outputs": [], + "source": [ + "maze = [[-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,],\n", + " [-1, 0, 0, 0,-1, 0, 0, 0,-1,-1, 0,-1,-1, 0, 0, 0, 0, 0, 0, 0, 0,-1,],\n", + " [ 0, 0, 0, 0, 0, 0,-1, 0, 0, 0, 0, 0,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,],\n", + " [-1, 0,-1, 0, 0, 0, 0,-1,-1, 0, 0,-1,-1,-1,-1, 0,-1,-1,-1, 0,-1,-1,],\n", + " [-1, 0,-1, 0, 0, 0,-1, 0,-1, 0,-1,-1, 0, 0, 0, 0,-1,-1,-1, 0, 0,-1,],\n", + " [-1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,-1,-1, 0, 0,-1,-1, 0, 0,-1, 0,-1,],\n", + " [-1,-1,-1,-1,-1, 0,-1, 0,-1, 0, 0, 0, 0, 0, 0,-1,-1, 0, 0,-1, 0,-1,],\n", + " [-1,-1,-1,-1,-1, 0,-1,-1,-1, 0, 0,-1, 0,-1, 0, 0,-1,-1, 0, 0, 0,-1,],\n", + " [-1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,-1, 0,-1, 0, 9,-1, 0,-1, 0, 0,-1,],\n", + " [-1,-1,-1,-1,-1, 0,-1, 0, 0,-1, 0,-1, 0,-1, 0, 0, 0, 0, 0,-1, 0,-1,],\n", + " [-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,]]" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "G6qGhoqo8hfp" + }, + "outputs": [], + "source": [ + "import networkx as nx\n", + "import matplotlib.pyplot as plt\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2v_YYU228jZX", + "outputId": "aa7e06af-5eae-42b2-befa-11402f1d9f39" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(11, 22)" + ] + }, + "metadata": {}, + "execution_count": 3 + } + ], + "source": [ + "Y,X = len(maze),len(maze[0])\n", + "Y,X" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "XT-hKhocEGFd" + }, + "outputs": [], + "source": [ + "# maze[-3][-7]\n", + "#This is the start, we change the value and save it for later\n", + "maze[8][15] = 0\n", + "start = (15,8)\n", + "exit = (0,2)" + ] + }, + { + "cell_type": "code", + "source": [ + "M = nx.Graph()\n", + "pos = dict()\n", + "labels = dict()\n", + "import random\n", + "\n", + "random.seed(1098679786986789567345652345312345224579607857654654356425432)\n", + "\n", + "for x in range(X):\n", + " for y in range(Y):\n", + " if maze[y][x] == 0: # opening?\n", + " M.add_node((x,y))\n", + " pos[(x,y)] = (x,y)\n", + " labels[(x,y)] = f\"({x}, {y})\"\n", + " if y + 1 < Y:\n", + " if maze[y+1][x] == 0:\n", + " M.add_edge((x,y), (x, y+1), weight=random.randint(1,10))\n", + " if x + 1 < X:\n", + " if maze[y][x+1] == 0:\n", + " M.add_edge((x,y), (x+1, y), weight=random.randint(1,10))\n", + " if y - 1 > 0:\n", + " if maze[y-1][x] == 0:\n", + " M.add_edge((x,y), (x, y-1), weight=random.randint(1,10))\n", + " if x - 1 > 0:\n", + " if maze[y][x-1] == 0:\n", + " M.add_edge((x,y), (x-1, y), weight=random.randint(1,10))\n", + "\n", + "options = {\n", + " \"font_size\": 6,\n", + " \"node_size\": 1,\n", + " \"node_color\": \"white\",\n", + " \"edgecolors\": \"black\",\n", + " \"linewidths\": 5,\n", + " \"width\": 5,\n", + "}\n", + "nx.draw_networkx(M, pos, **options)\n", + "ax = plt.gca()\n", + "ax.margins(.0020)\n", + "plt.axis(\"off\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 406 + }, + "id": "522BedpjLlfn", + "outputId": "49ef4b86-2d3d-49d6-9b76-dd32bcdf3164" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "wAY48gWg8u7F" + }, + "source": [ + "We can use the 'NetworkX' library to transform the above array into a graph. \n", + "\n", + "The maze array has one major concept to remember for our transcription, that is if an element has value `0` then it is an opening (the other value of `-1` is a wall but we do not need to encode walls only connections). \n", + "\n", + "The following code will iterate over the maze starting at `0,0` and ending at `Y-1,X-1`. It will only encode nodes that are to the top, bottom, left, or right of the current position (Dirichlet neighborhood). The nodes of the maze will be named by the `(x,y)` pair-tuple. Another option is to number then via the $\\mathbf{Z^+}$. \n", + "\n", + "```\n", + "# Name the nodes with a single positive integer\n", + "for j in range(Y):\n", + " for i in range(X):\n", + " print(i + j*X, end=' ')\n", + " print(' ')\n", + "```\n", + "\n", + "If we do the above, we need to encode and decode the tuples in-order to define the edge between the nodes. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 736 + }, + "id": "m2dgKibp8rAu", + "outputId": "193ba25d-3a47-42c0-8651-f76e2ce8b490" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "<Figure size 1000x700 with 1 Axes>" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "nx.draw(M,pos=pos,labels=labels,node_size=500, font_size=6)\n", + "nx.draw_networkx_nodes(M,pos,\n", + " nodelist=[start],\n", + " node_color='r',\n", + " node_size=750,\n", + " alpha=0.8)\n", + "nx.draw_networkx_nodes(M,pos,\n", + " nodelist=[exit],\n", + " node_color='g',\n", + " node_size=750,\n", + " alpha=0.8)\n", + "\n", + "edge_labels = nx.get_edge_attributes(M, \"weight\")\n", + "nx.draw_networkx_edge_labels(M, pos, edge_labels, font_size=6)\n", + "\n", + "plt.axis('off')\n", + "plt.gcf().set_size_inches(10,7)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 576 + }, + "id": "TVkjYSGd_D1K", + "outputId": "82e558bd-e825-4b57-938f-48638f89ab0c" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "<Figure size 1000x700 with 1 Axes>" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "import numpy as np\n", + "#Lets make sure they line up -- Sanity checks are great\n", + "# they also make for amazing Unit Tests!\n", + "plt.pcolor(np.linspace(0, X, X+1)-0.5,np.linspace(0,Y,Y+1)-0.5,\n", + " np.asarray(maze))\n", + "\n", + "plt.gcf().set_size_inches(10,7)\n", + "plt.axis('off')\n", + "nx.draw(M,pos=pos,labels=labels,node_size=500, font_size=6)\n", + "nx.draw_networkx_nodes(M,pos, nodelist=[start],\n", + " node_color='r', node_size=750,\n", + " alpha=0.8)\n", + "nx.draw_networkx_nodes(M,pos, nodelist=[exit],\n", + " node_color='g', node_size=750,\n", + " alpha=0.8)\n", + "plt.axis('off')\n", + "# plt.gcf().set_size_inches(11,7)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "y0bbM_cbwovc" + }, + "source": [ + "With the maze loaded into a NetworkX object. Run at least two different path finding algorhithms to find the paths to the exit. \n", + "\n", + "1. Print the output path for each algo and print which algo works best. \n", + "2. Use a randomizing function to add a random weight between 1->10 for each connection in the graph. Seed the randomizer to ensure you can reproduce your results. Rerun the algos on the weighted maze. Print the paths. How much has the path changed (None->Meh->Some->Lots->Tons)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "id": "U0-8dguZG0Wj", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "88b3f5a3-cca0-4a89-8012-049ffaf8a384" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Without Weights\n", + "[(15, 8), (14, 8), (14, 7), (14, 6), (13, 6), (12, 6), (11, 6), (10, 6), (9, 6), (9, 5), (8, 5), (7, 5), (6, 5), (5, 5), (4, 5), (3, 5), (2, 5), (1, 5), (1, 4), (1, 3), (1, 2), (0, 2)]\n", + "[(15, 8), (14, 8), (14, 7), (14, 6), (13, 6), (12, 6), (11, 6), (10, 6), (9, 6), (9, 5), (8, 5), (7, 5), (6, 5), (5, 5), (4, 5), (3, 5), (2, 5), (1, 5), (1, 4), (1, 3), (1, 2), (0, 2)]\n", + "With Weights\n", + "[(15, 8), (15, 7), (14, 7), (14, 6), (13, 6), (12, 6), (11, 6), (10, 6), (9, 6), (9, 5), (8, 5), (7, 5), (6, 5), (5, 5), (5, 4), (4, 4), (4, 3), (3, 3), (3, 2), (2, 2), (1, 2), (0, 2)]\n", + "[(15, 8), (15, 7), (14, 7), (14, 6), (13, 6), (12, 6), (11, 6), (10, 6), (9, 6), (9, 5), (8, 5), (7, 5), (6, 5), (5, 5), (5, 4), (4, 4), (4, 3), (3, 3), (3, 2), (2, 2), (1, 2), (0, 2)]\n" + ] + } + ], + "source": [ + "print(\"Without Weights\")\n", + "astar = nx.astar_path(M, start, exit, weight=None)\n", + "print(astar)\n", + "\n", + "dj = nx.dijkstra_path(M, start, exit, weight=None)\n", + "print(dj)\n", + "\n", + "print(\"With Weights\")\n", + "astarW = nx.astar_path(M, start, exit, weight=\"weight\")\n", + "print(astarW)\n", + "\n", + "djW = nx.dijkstra_path(M, start, exit, weight=\"weight\")\n", + "print(djW)" + ] + }, + { + "cell_type": "code", + "source": [ + "def daPlotta(path):\n", + " nx.draw(M,pos=pos,labels=labels,node_size=500, font_size=6)\n", + " nx.draw_networkx_nodes(M,pos,\n", + " nodelist=[start],\n", + " node_color='r',\n", + " node_size=750,\n", + " alpha=0.8)\n", + " nx.draw_networkx_nodes(M,pos,\n", + " nodelist=[exit],\n", + " node_color='g',\n", + " node_size=750,\n", + " alpha=0.8)\n", + "\n", + " edge_labels = nx.get_edge_attributes(M, \"weight\")\n", + " nx.draw_networkx_edge_labels(M, pos, edge_labels, font_size=6)\n", + "\n", + "\n", + " nx.draw_networkx_nodes(M,pos, nodelist=path,\n", + " node_color='m', node_size=600,\n", + " alpha=0.8)\n", + " plt.axis('off')\n", + " plt.gcf().set_size_inches(10,7)\n", + " plt.show()\n" + ], + "metadata": { + "id": "cPvQXoBaZ7Te" + }, + "execution_count": 9, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "daPlotta(astar)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 736 + }, + "id": "JjpT3BkZabfN", + "outputId": "a0a83c7a-f236-4a29-bf55-07cc4c8cecd5" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "<Figure size 1000x700 with 1 Axes>" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "daPlotta(astarW)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 736 + }, + "id": "HuU4h6E9abEi", + "outputId": "abcc871b-c6d3-4afc-fdfd-4176b411d712" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "<Figure size 1000x700 with 1 Axes>" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "daPlotta(dj)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 736 + }, + "id": "Vn2WNoYoZ7MY", + "outputId": "c47ffd63-ca82-4789-bdaa-aefb9394bcfe" + }, + "execution_count": 12, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "<Figure size 1000x700 with 1 Axes>" + ], + "image/png": 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Bik69CoCqF/+LzD0PA1pr2fUZATvXMhwO88EHH3S4djKji3p3yGhZWL5A7DRLjxfXiQAuTrB5QDKarHW8uxrjnXmyhxCu3oInKx+npSH2/+EgbiTY1swAWJbF0OmXAlCzcA4Z4w4EYpfI7LwNDdZaNpcup+nLxQz7wY5ro1XLmPbvQT3VMtpYTbSxmop5txJtqALHITByb3zDxu9yLdvX0XVdCgtjpxcXFRVRW7vjaGt+ThbQ1KvxdoJN2IEsoo01EI1g2Z6EjfcXX3zBxx9/zOzZs1mzZg1XXnkl//Vf/9Whlr3JGBgzkVD512SOP4hQxTpyDjoJ14niNNXhyenYPOUffg75h59Dw4oF+IrGxf6NoWY8WR1vfNabWmb4e58RoHH1u2S1O4U/kRlDoRB+f+z0/Pz8fLKystp+NyQvF8qCvctpWdgZOViWjR3Ixg02JTSnyeKtkzWLHsNbUNzhizvtc1KPmn0RSYrhuQG8ttXh1G47Iyd2BCUSwgk2UvHkLVi+DCyvj8JTfgFA3Qf/IqNk/w53eG3++iNq338KsMifcjZ2ILazb9nwOUNPvIKdeW2LYTldX49nop5qaXn9OC2NRBurOzTDjasWAha5B36v7bVQ+ddsW/AAWDY53/lu23XKzeuWk3vQSZ2W3VUtFyxYwHHHHdfhqNXwvIxuM9r+TLL2PoKy/7sGXIfcSadiWTYNA5TRZG3jvdMYV7/1MM1rl+I6DpHqMoYe/xMKpl1M1Qt/BNch/6gLAAhuWklw/acUHHNR2zyjDdVsfe73WJZFxriDyCj5DgAt6z4mq93ZIIO5lttevh87kE353BuxfAFGzLhVtdyu/XvQzu89XdVy5I/+BEDDigU44WYCo/ahuXT5LtVy5zqecMIJPPzww0ybNo1gMNjhBn3F+Vm9Hu/K5+/BaWnAdaIUbL+ZW6LG++677257/dBDD21r9DvUshcZ8w8/h8oX/kTtwjlkjD8odgp09WZqF82l6PQdZzQAlM25Dsu28Q3bo+1L35bST8j89uQuM3ZXy+G5Gb3OCNC805dkkdryhGVcvnw511xzDR6Ph4yMDB566KEd413Q+/HOP/I8Kp68GcvjxTd0DP5R+xCp2ZKwnCbrap2MNtVS++7jBMbsS9k3nxAYPYEhx/5I+5wUZLnxzpMUERlAjy1dzw3PfNrp9aa1HxBtrO7Q3LVX9cp/M/SEf8Oyu/+mN/bovWcYevxPu/z9nWftz6zJJX0PnoJ2tZbVbz5E3hEz4t4duZUTamHbK//d6QNPq97U0oSMpmhfy57q15XaJf8ka8/Jcc96aeW67vbHIF2L1e7UTNVyB9UyZufte3fXsrd1NGG8+5uxceVC7Iycbp9g02rnx8WlU0aTcqY6E7YbiU9H9kUkKfaP88zUrO2nZMdTeOLPejV/b96wuI1+d8s30a7WsqtHTXXF9mfEbaK7W35vpkmljKZo/2/pqX5dyZ9ydq+msyyLYWf+utvlm061TIyd/x27u5a9raMJ493fjNkT4z9tZWdFp/2q2+XHY0LGnadL5ZypzoTtRuLTDfpEJCkmFOeSn+lLyrLzM33sU5yblGUPBBNqaUJGU6iWiaNaJoYpdTQhpzJ2L93G2wSqo9nU7ItIUvg8NhdMKWGnR68POI8FF04pwedJn7c/E2ppQkZTqJaJo1omhil1NCGnMsaXjuNtAtXRbKqeiCTN+ZNL2N13DXEgLa/9MqGWJmQ0hWqZOKplYphSRxNyKmPX0nW8TaA6mkvNvogkzZghWcw8dOxu+7bYtmDmoWMZMySr54kNY0ItTchoCtUycVTLxDCljibkVMbO0nm8TaA6mkvNvogk1Y2nTqQoJzDgOxDbgqKcADeeMnFgF5REJtTShIymUC0TR7VMDFPqaEJOZdxhMIy3CVRHM6nZF5Gkys3wcc85B+IM8Olhjgv3nHMguRnJucnM7mBCLU3IaArVMnFUy8QwpY4m5FTGHQbDeJtAdTSTmn0RSbpj9h7GbWfsN6DLuP2M/Thm72EDuoxUYEItTchoCtUycVTLxDCljibkVMaYwTLeJlAdzaNmX0RSwsVHjG/bgSTqFLHW+dx+xn5cdMT4xMzUACbU0oSMplAtE0e1TAxT6mhCTmUcXONtAtXRLJbr7u57K4qIxPfOl1u55qlPqGwI9utUsdZrvu4558BB+w2xCbU0IaMpVMvEUS0Tw5Q6mpBTGRPHlJypTnU0g5p9EUk5dS1h7nhhJU98tAEbiPbhXcpjxR7XMvOQsdx46sRBf82XCbU0IaMpVMvEUS0Tw5Q6mpBTGRPHlJypTnVMfWr2RSRlbaxuYu7S9cxesp7a5jAAXtsi0u4r5PY/52f6uHBKCbMml+hxLTsxoZYmZDSFapk4qmVimFJHE3Iq4+DLmepUx9SlZl9EUl446rC6rJ5PN9Xy6aZa1m4s5+1Fi5l21FT2HDOC/Ufns//ofPYpzsXn0a1IumNCLU3IaArVMnFUy8QwpY4m5Nw549aGIMFwlIDPw7CcQEpmTMU6dpUzFWtpAlPGezBRsy8ixlm2bBmHHHIIH330EZMmTUp2HKOZUEsTMppCtUwc1TIxTKmjKTlTneo4uGi8k09fqYiIiIiIiIikGTX7IiIiIiIiImlGzb6IiIiIiIhImlGzLyIiIiIiIpJm1OyLiIiIiIiIpBk1+yIiIiIiIiJpRs2+iIiIiIiISJpRsy8iIiIiIiKSZtTsi4iIiIiIiKQZNfsiIiIifTR69Gh+//vfM3r06GRHERER6ZI32QFERERETDNs2DCuvPJKfD5fsqOIiIh0Sc2+iIiISB/Ztk0gEEh2DBERkbgs13XdZIcQEemLSCRCfX09ubm5eL36zrI/TKilCRlN4bou0WgUj8eDZVnJjiNizPatbScxTBlvSQyNd/Kp2RcRERERERFJM7pBn4iIiIiIiEiaUbMvIiIiIiIikmZ08YSIiIhIDzZv3sxtt93GihUrcBwHj8fDAQccwE033aTH74mISEpSsy8iIiLSgx/+8IfceuutTJ06te21xYsX88Mf/pAFCxYkMZmIOV5++WWOOuoocnJyCIfDbN68ue1348aNS2IykfSk0/hFJOU5jsNTTz3FlVdeyUUXXcS1117LokWLkh0rrTz66KPJjtAmGo3yz3/+k3/9619Eo9G21+fNm5fEVGZ69tlnAaioqODyyy9n2rRpXHLJJaxbty7JyczT1NTElClTOrx22GGH0dzcnKREZqqqqmr772eeeYZbbrmF2bNn4zhOElN1pm1nYNx0003k5OQAsTu1H3HEEVx77bUcdthhSU4mA+Wqq65KdoRBTXfjF5GUd+mllzJhwgQOPvhgFixYQFNTE0OHDiUQCHDdddclO55Rvvjii06vua7LT3/6U959990kJOrsggsuYNy4cfj9fl577TUeeeQR9txzT4477jjeeOONZMczyvTp03n99df5wQ9+wKWXXsr06dP5+OOPue6663jzzTeTHc8o8+bN449//CP77rsveXl51NbWsmrVKq666irOPffcZMczRut2fOONN7J161bOOussFi5cyObNm3n44YeTHa+Ntp2BMW3aNN5+++1OP+v9PT0MHz6ckpISbNumtcVcs2YNe++9N0uXLk1yusFJp/GLSMpbt24dDz74IBD7AHb88cezYMECTjjhBDX7fXT44YdzzjnnsPP3vN98802SEnW2adMm5syZA8All1zCxRdfzC233JLcUIayLItIJEJjYyMnnHACXq+XKVOmpNxRVBOce+65nH322axZs4bq6moKCgrYa6+9eOyxx5IdzUiLFi1qa/pOPvlkpk2bluREHWnbGRh77LEHN9xwA0cffTTPPPMMRx11VLIjSQL9+c9/5qmnnmLGjBnMnDkTiG3fL730UpKTDV5q9kUk5Y0aNYqbb76Zgw46iDfeeIODDz4YoMMp3tI7EydO5A9/+AOFhYUdXj/11FOTlKizUChEMBgkEAgwbtw45s+fz3nnncenn36a7GjG+c1vfsPZZ59Nfn4+hx9+OEceeSQrV67kvPPOS3Y047Q/KyY/Px/Xdfnyyy/529/+xsUXX5zEZGb57LPPmDFjBmvWrKG5uZnMzEwAGhsbk5ysI207A+Ohhx7iscceY8mSJZx88smcddZZgC7TShezZs1i5syZzJ07lzPPPJMZM2Z0Orggu5dO4xeRlOc4Ds888wxfffUV++67L6eddhoA5eXljBgxIsnpzFJXV0d2djYejyfZUeL64IMPKCkp6TC20WiUuXPncuGFFyYxmZlaWlp47733KC8vp6CggMMOO6zTlz3Ss7y8vC7PinnttdfYuHFjklKZp/1ZRKNGjcLn89HQ0MCiRYs46aSTkpisM207IrvOcRxmz57NF198wV133ZXsOIOWmn0RMU5dXR3vv/8+hx9+OHl5ecmOYzQTamlCRlM0NjayatUqJkyYQHZ2drLjGGXKlCm8+OKLXZ4V88ILLyQplflM2b617SSGKeMtiaHxTj7djV9EjLN27VpOPPFE1q5dm+woxjOhliZkNMXq1as59NBDWb16dbKjGOe1116joKCg0+tq9PvHlO1b205imDLekhga7+TTNfsiIiIiPdBRKRERMY2O7IuIiIj00bp16zjvvPP03HUREUlZavZFRERE+qi6uponnniC6urqZEcRERHpkpp9ERERERERkTSjZl9EREREREQkzajZFxEREREREUkzavZFRERERERE0oyafREREREREZE0o2ZfREREREREJM2o2RcRERER6YrjwObNBL75holA4JtvYPPm2OsiIinOm+wAIiIiIiIpwXHg/ffhgw9gxQpYvhxqatizuZmXgOKf/QwyM6GgAA46CA44AA47DA4/HGwdQxOR1KJmX0RERER2K9d1CVeFcTY4lFCCs8EhVBLCX+RPTqCaGnjuOZg9G1atgnA4ltMfIOwrpNE7nG34yPWOwrJC+Kuq4MUXY//z+WDCBLjwQjjjjNgXASIiKUDNvoiIiIgMuOCmIFUvVdG4opH6ZfWEykIEm4Lczd00Xt7Isqxl+Iv95E7KJfuAbApPKSQwKjCwoRwn1uDfcw9s3Qq2TTB7HFXWQTQ2j6S+agyhSC6OYxEmzKoyH7bt4vfWk5u1kezMLRQGlhP4/HP49a9j87nmmljjryP9IpJkluu6brJDSGoJRx1WldXz6aZaPttUS0V9kFAkit/rYXhugO+Mzmf/0flMKM7F50nOjsyEjKbkNDHjmo3lvLNoMcccNZW9xoxIiYxd5VQt0zdjVzk13ulNtdw1rutSt7iO8rnlVL9STaQhQiTqErZdWmyXoBOlsbmR7MxsAraHDMfC51h4PRbeHC9DThzCiFkjyJuah2VZiQ1XWgo33QRvvolr2dRlHkp57SFU1+1DJBoAXCAKVhjXjeA4DrZtY1lecH2AB7DweoIMyVvNiPyPyGv+EMt14Lvfhd/9DsaPT2xmw2i7SRztc2RXqNmXNhurm3hs6XrmLFlPbXPs9DWvbRFxdqwi7X/Oz/RxwZQSzp9cwpghWcpoWE5lHFw5lXFw5TQhoylUy10XqghRemspVfOriLQ4NHqiVBAhuv2jp0WsnW7V/mePZTEcL9lRD94Mm8LTChl/83j8wxN0mv+CBfDLX8LWrYTySiit+T5VtfviOB4giEPTTunisbDJAgLYdpTC/C8YX/As/rr1MGwY/PGPcPzxiclsEG03iWNCLU3IOFip2RfqWsLc8cJKnvhwA5YFTh/WCNuK7QpnHjKWG0+dSG6Gb9BmNCWnMg6unMo4uHKakNEUqmX/VM6vpPSWUlo2BKnxRNnqhLGs3rXPrSzAdWGY7aMg6iFjbIDxt4yn6LSi/oV7/nm4+mpoaKAy8zhKy04kGMoHmoi6LezKCQSuCx4rA8gi4K9lfPErFDW/ATk5cN99cNpp/ctsCG03iWNCLU3IONip2R/k3vlyK1fP+4SqxmCfNtCd2RYU5QS455wDOWbvYYkLiBkZwYycypg4JuRUxsQxIacJGU2hWu4613XZ/LfNrL9rPcHmKBvtMBGcPjX5O7MAHzajHR+BTA8l15Uw6rJRu3Za/4IFcPnluE3NbPacyfry44g6Ni619O2riPhpLfLx2A4lI95gVPRfWNlZ8Je/pP0Rfm03iWNCLU3IKGr2B7VHFpdy8/OfY/fxm7h4Wudz2xn7cfER4/s/Q8zICGbkVMbx/Z/hdibkVMbx/Z/hdibkNCGjKVTL/tn0102sv2M9DeEIGwl1OlV/V7XOZ4zlJ8frZdyN4xh12ai+zaS0FE4/Haqq2OQ9m/Vl03FcB4f6BCTsyLZysbEZV7yAUZFnoLAQ5s+HceMSvqxUoO0mcUyopQkZJUZ3RhikHn0vtpFCYjbS9vP57XOf8+h7pf2enwkZwYycyqjx7q/BmBHMyGlCRlOolv1TOb+S9XetpyESa/QhMY1++/lsdEM0RCJ8c+c3VM6v7P0MHCd2M76tW6nMPI715cfhMDCNPoDj1uPg8E35dCozj4vd6f+mm2I50oy2m8QxoZYmZJQd1OwPQu98uZXfPvf5gC7jt899zjtfbt3lvzchI5iRUxljNN6JMxgyghk5TchoCtWyf0LlIUpvKY2duu+GBnRZG90QweYopbeUEqro5bJmz4Y33ySUN47SshOJOjaOOzCNfivHrSfq2JSWnUgorwTeeAPmzBnQZe5u2m4Sx4RampBROlKzP8jUtYS5et4n2Al+es3ObAuueeoT6lvCff5bEzKCGTmVcQeNd+Kke0YwI6cJGU2hWvaP67qU3ha7Gd9GO8wAlxEL2GSHadkQpPTWUnq8IrWmBu65B9eyKa05g2Aof/s1+gPPpZZgKJ/Smu/jWjb84Q9Qu3uWPdC03SSOCbU0IaN0pmZ/kLnjhZX9vpFGbzguVDYE+c8XV/b5b03ICGbkVMYdNN6Jk+4ZwYycJmQ0hWrZP3WL66iaX0WNJ9rvm/H1hguEcajxRqmaX0Xd4rru/+C552DrVuoyD6Wqdl/o9WP1EsEFq4mq2n2pyzw0djr/s8/upmUPLG03iWNCLU3IKJ2p2R9ENlQ38cSHGwZ8I23luPDEhxvYWN3U678xISOYkVMZO9N4J066ZgQzcpqQ0RSqZf+Vzy0n0uKw1QnvzhaardEwkRaHiscr4k/oOLFT+G2b8tpDcBwPUbdlN6WMiTotOI6HitpDwLZjeQy/dl/bTeKYUEsTMkrX1OwPInOXrt+lZ8f2h719ub1lQkYwI6cydk3jnTjpmBHMyGlCRlOolv0T3BSk+pVqGj3R3V5Hy4JGT5Rtr2wjuDnY9UTvvw+rVhHMHkd13T5AMCk5Ici2un0IZo+DVatiuQym7SZxTKilCRmla2r2B4lw1GHOkvW77Ru5VlEXZi9ZTzja8zfYJmQEM3IqY3wa78RJt4xgRk4TMppCtey/qpeqiDREqCCy247qt3KBCiJE6iNUvVjV9UQffADhMFXBg4hEAzgk50ihQxORaICq4EEQicCHHyYlRyJou0kcE2ppQkaJT83+ILGqrJ7a5uTc6KK2Oczqsp7veGtCRjAjpzJ2T+OdOOmUEczIaUJGU6iW/de4opFI1CXa003yBkjUdYlEXRo/bex6ghUrAGhsHkns64Hk5GxddmPLSHDdtlwm0naTOCbU0oSMEp+a/UHi001d3/m1+asPqP/kVQAqn7+XDX8+n7qPnu92XtHGasoeu56yOddRMe9WnHAQJ9RC5fz7erX82tpaJk+eTE5ODp999lmvMzrBJsoeu4Gy2b+m7LEbiNTGv0avvxkdx+FHP/oRRx99NEcddRSrVq3qNmf7Om795x2UzbmOLY/8ipb1n3Watm0Z4SAV826lbM51lM+9gWhjNa7rsvVfd3d7Z+HW5UejUS688EK++93v8uMf/5hIJNJtxp1zAkRqK/jmD2cS2load3n9reXSpUs54ogjOOaYY5g1axbhcLjXGTf97SeUzbmOsjnX0bzu4wHL2Gru3LkMGzasx+naZ4zUVVLx1G2UPXY9NQvjP1Kpv+MN/dh2wsG2Om555JdsfujKhOZcurasU6558+YxdepUpk+fzsaNG3s13vUfzWfLI79kyyO/pHHVuwnN2H75fd122mesW/JPyv7vWsqf+A2Rhm1xM+7KOtnV8ntaJ3t6Dw9XbYi9Z/7fNTSXLo+7XNd1qJz/R8pm/wdls/+DcNWG2Dzn34cT6nh9c7yxNFFfaln18v2U/d81bHn06m7fjwZTLV3XpX5ZPWF7x3a3IriEd5peAuB/a+7iyvIf8Hrjvzr8neM63Lj1x51e33mav9f8njurruKOql+wJRI7nffBmrsJOs0dpg3bLg3LGtp+fuutt5g+fTrHHXss1W+9hesPUN80Boi2TfOe8wnznXcA+M/o/3J65Oc87Sxo+/0d0Qf5aeRWrozcxVznpW5z3hF9kH+P3MHPInfwjbulbZ7N7s6XFkRpaBoNgQAsXx5r+g3U5+1m+/5n/T1nE21p6DS/VtVvP8KWR69my6NX07Ih9ni3bQseIFJXGXf5putLLVu+WcGWR6+mbPZ/dPv5clffg8rLy5k6dSrTpk3juOOOY8uWLXEzxvtMrn1O6lGzP0h8tqkWbxfPyqj/+GVy9jsWgIJjf8SQ7/64x3k1fv4W2ROPofiCu/CP2pvmL9/D9mdgZ+S2bazteW2rw4aalZXFCy+8wDnnnNOnjJbHS9HpV1N84d3kH/4D6pY8PWAZly9fTjAYZOHChdx5553cd9+OD+hd5Wxfx6LvX0vxBXcx7Pu/pvbduXEztnz9Eb5h4yi+4C6y9z+ehk9ew7IsAqMn0LJuWZd/0z7nM888wx577MGbb77JhAkT+Oc//9ltxp1zAtQueZrA6H3jZoT+13Ls2LG88cYbvPPOO4wfP55nt9+FuDcZ7UA2xRfcRfEFd5G5x8EDlhFiDeC8efMYO3Zsh9d7Gu/qNx9i6IlXUHz+nRQcfUHcjP0db9j1bcf2BdrqmHvwqWTtfXjCcnptiy8rWzrkikQi3Hfffbz11lvcdttt3H777b0a7/qPX6T4onsYcf6d1L33ZEIztq9jX7ed1ozRhmqavvqQERf+noKjL6T23cfjZuzrOtlVzt6skz29h1e//SiFp1zJ8Bm3UdvNl1Gh8q9xo2GKL/w9BdMupm7pvwDI2nsqjZ+/GTej6fpSy7zDz6H4onsYPuNWat55NO48B1Mtw1VhQmUhWmy37XF7bzXN54jM6QCck3spM3J/2unvlrS8SaFneLfz3hD5ijBhri/8E+fkXsorjU8BcEjGUbzX8nrbdBbQYrsEtwQJVYZobm7m3nvv5aWXXuKNxx5jCBD2FRKK5IK14+jkc+5bnGAdAcBl9jlcYc/slOE6z//Hf3mvY5Z9ctyca1hPmAj3e2/gp55zeNJ5BYBjrEN41V3ccWIrTDCcR8hbCNXVUFbWbQ1SVV+2m8KT/p3iC+6i6NRf4h81AU9GTpfzjDbX0/LNCkZefC/Dzryu7f01Z//jqV82v226dNhu2uvb+/kjjJhxK8Nn3EbNwtlx57mr70FFRUUsWrSIt99+m4svvpi///3vcTPG+0yufU7qUbM/SFTUB4nsdLGN09IAroPl9QPgzS3s1bx8hWNxgo1t87Cz8gDI3OMgmtYs6TR9xHHZ2rDj222fz9fpSBVARV1Ltxktr78to+XxgRV/9e1vxjFjxuC6Lq7rUl1dTVFRUdycO9fR8vhir4ea8Q0bFzejd8hI3HCwU8aMPQ6maU3XN+5pn/Orr77ioIMOAmDSpEm88847OzL2YrzDNWVYgDev81i0199ajhw5kszMTAD8fj+2HRu3nsYbwAm1UDbnOrY+9weizfFP4+pvRogdQT333HPb8rUqr22OO95uNEKktpzqN/5O2WM30LIx/mNi+jve0M2204vxbtW0ehHZE45OWM6I41LVFO6Qa82aNUycOBG/38+RRx7JihUrevcelD8CNxzEDTVjZ2QnNGP7Ona37ZTVNsUd70hdBf6iEizLwl+8J8GNn8fN2Nd1squc8dbJ1lr25j082rAN39DR2IEs7Iwcok1df2jy5hYBsfc8p6VxR03HH0jz2h15u9p2TNaXWvoKigGwPF7o5knyg6mWkZoIbsQlYrm4QJPTgIODz4rVcYinqNPfOG6UD1ve5rCMad3Oe4i9o46NTj25dj4AE/2TWB7c0US7EFt+xCVaG+W9994jMzOT008/nZ/98IdEQiEiVi6ua+O6sSP79W4TDi4BK7a/LrKGdFq+hcUfog/zq+gfWOvGv0nYcIbibs9Z7zaST6yZPcTal3fd5R2mdd0ormsTtXIgGoWG+Ee5U1lftptWjasXkT3hqLi/t/2ZeDJzcaORDu+Z/hHfIrhpx9mV6bDdtNenWjoOdkYOtj8DXCfh7+cej6dtf1NfX89+++23PWNLp4zxPpNrn5N61OwPEqFItNNr4W2b8OZ3/816V/yj9qbxi7fZ/OAVhLasIWPcgQB4C4oJV3a9QwyGOy9/Zy1dTNNVRjcapmbRY+QectqAZSwqKsLn8zFhwgR+/vOfc8UVV7TLGenwd11lLJv9a8qfuInMbx8aN6N3yCjClevZ/OAVNHz8Etn7xj74+AqKCVd2feSvfc59992XN954A4AFCxZQXV3dNk1vxrvu/afIm3x23OW0StR4f/PNN7z66qucfvrpQO/Gu/ii328/qj+p22+I+5sxGo3y5JNPMnNm5yM79U0dTydrnzHaXEe4Yh1Djr2EYWdcS/WCB+Jm7O94d6e327fT0kC0oRpf0dhO0/cn584Zq6urycvLa/s5Go32KmPmnoex+cHL2fLQleRNPmvAMna37dQ1dLx5V/uM3oJigmVrcCNhWkqX43TzBdSurJPtc3a3TrbWslfv4e6OGxvZGdmxD2tdsLPysGwvm//339j22l/JPfjU2Ov+zE4f1nqzTpqiT7XcruatR8g95PS4vx9MtXTDLrjgbr8OviyykSJPcbd/817L6xyaMQ2rh4+gOXY+HrzcUHkJj9Xdz3ezzgAgw86k3ulYRzcWAifkUF5eztq1a3n++eeZ+YMfUFtTg4unbUqADZRRTPcHOK6wZ/I/3pv4hX0hf4g+Ene6fHLw4uHC6A382ZnDmfZxAGRZGdS4Hd8jLCu2fAdv7BT+cHKug+6vXdlumlYvJmufqXF/b3m8+IbvwaYHLqPiid+S3/7ziRPBdXZsK6ZvN+31pZaW10ektoJoYzWhrd8MyPv58uXLmTJlCvfffz+TJk3qME2vPpNrn5Ny1OwPEn6vp+eJeqluyT/JO/T7jLr0L2TudTgNy1/p8W8Cvp6Xn9GLaQCqXrqf3Emn4Bs6esAyvvrqq3i9XlavXs3TTz/N1Vdf3S6nt8d5FV94NyMvvo/qNx+OO03jZ68TGLMvoy79C/lHX9DtKcFd5TzttNPIyMjguOOOo7GxkeLiHR+wehrvcHXsOixvwYgel5eI8a6rq+Oiiy7i4YcfxueLHUnpzXh7MmMNY9aEIwlVrBuwjLNnz2bGjBmdjqAC5GZlxJ2HHcjGO2Qk3vzheHKGYHk8HT6QtNff8e5Ob7fvpjVLyNwr/in8u5pz54wFBQXU1dW1/ezxeHrM6ASbqF/2IqN++gCjfvJXat6ZHff6+/5m7G7bycvJijsPT1Y+uQefQvkTv6H5qw/xFY6JO+2urJPtc3a3Tvbp/bzdGVBOSyN2nFNoW9Z9DLaH0T/9G8POuoHqN/7eY8Z00Nd9Y8Mnr+K6Djnf+W7caQZTLS2fBVbsKHhvOG6UD1reZkrGsT1O+3noQ2zLw53DHuaKITfzRP1f4+eIhcD22xQUFHDkkUfi9/s5/KijCIXDWG3X6vf+2WH5VmxbGWeNxAKi7ZqY9j5wP8eDhzneO7nd8zP+24n/fuS6seXbRGLP49u+PzRNX7ebSE05ti+AJ7sg7jThqg2ENn/J6MseoPiH97Ht9f+NO63p2017fanlkON/StWLf2Lbq/+Df9g4PNmdz0iB/r0HHXTQQSxZsoTbb7+dO++8s8tp2uv0mVz7nJSjZn+QGJ4b6HQdqm/o6G5vcgexa6iccMcjm7hu2+k2nsy8tlNVIzVl+Ao7HzH02hbDcgI9Z8zL6DFjzaLH8BYUkz3xmAHN6LouhYWxb/2Lioqord3xLePOOdtndF0XNxo78m/5M2OnWhFrZJyWne4U7NJlxnBNWdwmon1Oy7K49957eeONNygsLOT73//+jow9jHe4Yh3hyvWUP/FbWko/Ztsrf8GNhAaklpFIhPPOO4+bb76ZffbZJ24dO9UyGsaNxI56BDd8jnfISGBgxvuLL77g0Ucf5aSTTmLNmjVceeWOG9iNyM+MO962L4CdkYvT0oATasGNhLFsz4CMd3d6u303rVpE9sQdp1EmImdXGffaay9WrlxJKBRi8eLFHHDAAT1ntCwsXyB2eqA/A9eJAO6AZOxu2ynOz4o73gA5+0+n+IK7yNr7CAIl+wOJWSd3ztndOtlay968h3uyhxCu3rK9jg14svJxwkGizXUdJ3RdPJm5nfI6oWY8WfldZkwHfallc+lymr5czNDjd1yDPthr6S3wYnktvG6s3S/2jqEyGv869FqnmtpoNX+qvpFXmubxRtNzfB1aRcgN0tDpaD3kWLFtKNfKp9mJ1bHFaW47pR9i7bvXtbC8Fp58D4cddhgrV67EdV0+Ky3F4/PhdeuxLAfLijUNYymmjDiP6tuu0Y3dBLDarSNMBI9lE3RD1Lodj1S6uOQRu+won1waif1dk9tCgZXbYVrL8mBZDh63ATweyOm6EUp1fdluABpXv0tWu1P4XSdKtKG640Ru7EiwZXuwA9m47d9TLQ+WHRu7dNhu2utLLQPFezJi1h0MPfFneHKGYgeyEvoeFAqF2v47Pz+frKys7RkzuszY1Wdy7XNST8+HKCUtfGd0Po8t7XjqqJ2RA5aFGwlhef1Uv/UwzWuX4joOkeoyhh7/E+o++BcZJfuTOf6gtr/LnXQqlfPvo27JP7FsD0Xf/w8AmtctJ/egkzotO+K47D86v8Nrp5xyCsuXL2f16tVcdtll/OhHP+oxY7Spltp3HycwZl/KvvmEwOgJDDn2RwOS8YQTTuDhhx9m2rRpBIPBDjfo2zln+4wA5U/8NvYL16Fg2sUANK5aCFjkHvi9tr/L3ncaW5+9m6ZV74LrUHjKL4DYt51ZcY6+ts9ZVlbGrFmzsG2b6dOnc8wxO95se6pl1j5T206nq5z/R/KmnIXl9VO3+ImE13Lu3Llt3xLffvvtXH755cycObPHjE6wkYonb8HyZWB5fW31GYjxvvvuu9v++9BDD+W//uu/4tZy5+2mYNoPqXjqNtxohPztN+gbiPFutSvbjuX147Q0Em2s7tBoJiJna8adc1111VUce+yxZGRk8Mgjj7Bwi9ttRtufSdbeR1D2f9eA65A76VQsy6YhgRlb9WXb2bmOW5+9m2hjLd784Qz93r8BiVknd87Zm3WyN+/hBdMupuqFP4LrkH9UbP0MblpJcP2nFBxzUds8M/Y4mIZPX6dsznW40TBDjrs0VtPST8j89uS4tTRdX2q57eX7sQPZlM+9EcsXYMSMWwd9LX2FPvzFfjLWhnEtyLJzsLEJuyF8lp+n6h9kefA9HNehIrqZWXlXcHPRXwBY1PQKQbeZb/kn8HnwI1aHVnB27iVt897PfwjvNr/CXVW/IkKI83IvB2BlaBkHBnZs5y6Q4VgERgbwF/kpooizzjqLadOmYQMvjxuHr74Kv7ee5mA+0EyulYWFRdANE7B8/C06j3fd5Tg4bHa38nPPLG53HqDebcTBabt536fuGpa7q7nUs+MU80Ot/XjJXcTPI3cRJszPPOcB8JH7BVOtAzsWzPUR8NXgj1RBUREUd3/JQ6rqy3YD0PzlYob94Ddtfx+pLad20VyKTt9x1qSvaCyenELK/u9aXCdC/tRYzUPlXxMYPWHH36bBdtNeX2pZ+948mtctw/YFGHJCbP+TyPeg5cuXc8011+DxeMjIyOChhx6KmzHeZ3Ltc1KP5Xb3zCdJG59uquX0+xd1er1p7QdEG6s7fJBur+qV/2boCf/W9o1qPE6ohW2v/HeHN+725v/7UXynh43VhIzxcvaUsfrNh8g7Ykbcu9C2cl2Xymd/T9H3r8WKcwPCdKmlCRnj5UyX8U5UznTJGC/n7lone5uzfcaesnWldsk/ydpzcreXIbSqnH8fQ793RdtZSr3NaArVsv/WXLmGzY+X87UndhOtT1rep9ap5pis+Hew39nLjU9yYOAIRnrj30+k1YM1d3NR3pUE7My2174VDTBq1gj2+vNenf/g//v/4MUXWRO9gorqA3CIHVF+z/mEKmo5zT6m89/EMdd5iSOtgyixRvY47X9G/5df2ReTae04KmkzhOFDV7CX/Rc49VR48MFeLzuV9He7aVy5EDsjp9un7LTatuAB8iaf1eFmwumw3bQy4T3IhIwSn5r9QSIcdTj0PxdQ27z7bwaTn+njwxuPx+fp/qoREzKCGTmVsXsa78RJp4xgRk4TMppCtey/zQ9uZt1v1vGVFSSahI+UHsvi226APW7fg1GXjuo8wZ//DHfdxWb/WazbfNL2Zj8ZH30tbIawx6iXGRX+F1x3HbS7PMck2m4Sx4RampBR4lPlBgmfx+aCKSV08ZjrAeWx4MIpJb3aSE3ICGbkVMb4NN6Jk24ZwYycJmQ0hWrZf4UnF+LN8TIcbx9uf5cYFjAcL95cL4WnxLm7/mGHgc9HYWA5Xk8Qm/g34RxINll4PUEKA8vB64VD4z+tJ9Vpu0kcE2ppQkaJT9UbRM6fXMLu/tLdAWZNLun19CZkBDNyKmPXNN6Jk44ZwYycJmQ0hWrZP4HRAYacOITsqGe319F1ITtiM/TEoQRGxbmJ1+GHw4QJBBq/YUjeaiCQlJwQYGjeagKN38CECbFcBtN2kzgm1NKEjNI1NfuDyJghWcw8dOxu+2bOtmDmoWMZM6T336KbkBHMyKmMnWm8EyddM4IZOU3IaArVsv9GzBqBN8NmmO3bbUf3LWCYx4c308Pw87p5Prltw4UXguMwIv8jbDuKx4r/SNWB4LEzsO0ow/M/AseJ5enisZom0XaTOCbU0oSM0jWz32mkz248dSJFOYEB31htC4pyAtx4ysQ+/60JGcGMnMq4g8Y7cdI9I5iR04SMplAt+ydvah6FpxVSEPXgwx7wht8CfNgURDwUnlZI3tS87v/gjDNg2DDymj+kMP8LIGv7XHYHC9wsCvO/IK/5Qxg2DNo97tNk2m4Sx4RampBROlOzP8jkZvi455wDcQb4VBzHhXvOOZDcDF+f/9aEjGBGTmXcQeOdOOmeEczIaUJGU6iW/WNZFuNvHk/G2ACjHd+A3/7OBUY7PjJKAoy/eTyW1UP3UVAA11yD5TqML3iWgL8Wi91zd2+LfAL+WsYXPIvlOnDttZCfHncW13aTOCbU0oSM0pma/UHomL2HcdsZ+w3oMm4/Yz+O2XtYzxPGYUJGMCOnMsZovBNnMGQEM3KakNEUqmX/+If7GX/LeAKZHsZY/gFd1lj8BDI9jL95PP7hvVzWhRfCd7+Lv24944tfwWM72FbugOa0ycVjO4wvfgV/3Xo47ji44IIBXebupu0mcUyopQkZpSM1+4PUxUeMb9tYE3U6Tut8bj9jPy46Yny/52dCRjAjpzJqvPtrMGYEM3KakNEUqmX/FJ1WRMl1JeR4vW0Nf6LO+G2dz1j8ZPu8jLt+HEWnFfV+BrYNv/sdDBtGUfMblIx4Axt7wBp+m1xsy2bciNcpan4jdvr+735n/LX6XdF2kzgm1NKEjLKD5bpJeCiqpIx3vtzKNU99QmVDsF+n5bReX3PPOQcm/Ns4EzKCGTmVMXFMyKmMiWNCThMymkK13HWu67LlgS18c+c3BJujbLLDhHH6dWp/6zX6ox0fgUwP464fx8ifjuz59P2uLFgAV1yB29jEFs/3+aZ8OlHHxqUWEnIBgoVFPh7bYdyI1xkZfRYrOwv+8hc4/vgEzD91abtJHBNqaUJGUbMvQF1LmDteWMkTH23ABqJ9WCM8VuzRGDMPGcuNp04csOtrTMgIZuRUxsQxIacyJo4JOU3IaArVsn8q51dSekspLRuC1HiibHXCWFbf2mmL2GPrhtk+CqIeMsYGGH/L+L4d0e/K88/D1VdDQwOVmcdRWnYiwVA+0ETUbWFXvkNwXbbf5T8rdo1+8SuxI/o5OXDffXDaaf3LbAhtN4ljQi1NyDjYqdmXNhurm5i7dD2zl6yntjkMgNe2iLT7uq79z/mZPi6cUsKsySW77dEYJmQ0JacyDq6cyji4cpqQ0RSq5a4LVYQovbWUqvlVRFocGj1RKogQ3f7R06Jj89/+Z49lMRwv2VEP3gybwtMK+3aNfk8WLIBf/hK2biWUV0Jpzfepqt0Xx/EAQRya6N1XExY2WUAA245SmP8F4wuejV2jP2wY/PGPaX9EvyvabhLHhFqakHGwUrMvnYSjDqvL6vl0Uy2fbqpla0OQYDhKwOdhWE6A/Ufns//ofPYpzsXnSc61ZyZkNCWniRnXbizn7UWLmXbUVPYcMyIlMnaV04RaKmPicqbiemlCRlOolrvGdV3qFtdR8XgF217ZRqQ+QiTqErZdWmyXoBOlsbmJ7MwsAraHDMfC51h4PRbeXC9DTxzK8POGkzc1b9dO2+9OaSncdBO8+SauZVOXeSgVtYewrW4fItEAsWY/ClYY143gOA62bWNZXnB9gAew8HqCDM1bzfD8j8hr/jB21/3jjotdoz9uXGIzG8aU93MTmPAeZELGwUbNvogYZ9myZRxyyCF89NFHTJo0KdlxRAAz1ksTMppCtey74OYgVS9W0fhpI/XL6gltCRFsCrJlyxZGjhxJICtAYGSAnEk5ZO+fTeEphQRGBQY2lOPAnDnwhz9AZSVYFsHscVQFD6KxZST1jaMJRfJwHAiHI/h8XmwbAr46crI2kZ2xhcLAcgKN38TmNWxY7PF6F1yQljfjk9RhwnuQCRnTnTfZAUREREQk/QVGBRh16ai2n0OVIVa8u4Jfn/lrnv6fpzngyAPwFw3sY/s6sW246CI4/XR47jmYPZvAqlWMipSC7UJRgJC3kIagl282ljFuRDE5gQj+SBUEgxC2wPXCd74Te7zfGWdAfv7u/TeIiMShZl9EREREdjt/kR97rM161mOPtXd/o99eQQFcfHGsYX//ffjgA/j0U1i+HH91NdnRZoayhexoGL+bCUVFcNBBcMABcOihcPjhOpIvIilHzb6IiIiICMQa9qlTY/+D2Kn55eWsXbKEc886i3l/+Qv7TZkCI0aouReRlKdmX0RERESkK7YNI0cSLClhJRAsKYGRI5OdSkSkV/SVpIiIiIiIiEiaUbMvIiIiIiIikmbU7IuIiIiIiIikGTX7IiIiIiIiImlGzb6IiIiIiIhImlGzLyIiIiIiIpJm1OyLiIiIiIiIpBk1+yIiIiIiIiJpRs2+iBinpKSEBx54gJKSkmRHEWljwnq5xx578OSTT7LHHnskO4rxTBhvE5iyTmq8JdWYsO1ou0k+y3VdN9khRET6wnEcotEoHo8H29Z3lpIaTFgvXdfFdV0sy8KyrGTHMZoJ420CU9ZJjbekGhO2HW03yadmX0RERERERCTN6CsWERERERERkTSjZl9EREREREQkzajZFxEREREREUkzavZFxDizZ88mGo12eK28vJwPPvggSYlEYutgq/nz5/P73/+ep59+Gsdxkpbp6quvZuHChUlbfjqJRqP885//5F//+leH95958+YlMZV5nn32WQAqKiq4/PLLmTZtGpdccgnr1q1LcrLuXXXVVcmOIIOcCe/nVVVVbf/9zDPPcMsttzB79uyk7gcHO92gT0SMM2zYMCZPnszjjz9Obm4uAMFgkO9+97ssXrw4yelksDruuON44403uPbaa2lpaeG4445j+fLlfP311/zf//1fUjLts88+TJ06laVLl3L88cdz7rnnctRRRyUli+kuuOACxo0bh9/v57XXXuORRx5hzz33bBt36Z3p06fz+uuv84Mf/IBLL72U6dOn8/HHH3Pdddfx5ptvJjseAMOHD6ekpATbtmn9mLxmzRr23ntvli5dmuR0MliZ8H7e+n544403snXrVs466ywWLlzI5s2befjhh5Mdb1DyJjuAiEhf7b///lxzzTWcdtppPProo4wbN45AIIDf7092NBnEPB4PAB9//DELFiwA4KyzzmL69OlJyzRq1Cj+8Y9/EA6HWbBgAQ899BBXXHEFxx13HH/605+SlstEmzZtYs6cOQBccsklXHzxxdxyyy3JDWUgy7KIRCI0NjZywgkn4PV6mTJlSkod+fvzn//MU089xYwZM5g5cyYAJ598Mi+99FKSk8lgZtL7+aJFi3j77beB2LYzbdq0JCcavNTsi4iRvvvd7zJ27FjOP/98TjjhBEKhEKNHj052LBnEpk+fzq233sp+++3H9ddfz/HHH8/HH3/MHnvskexo+Hw+Tj75ZE4++WQikUjblxHSe6FQiGAwSCAQYNy4ccyfP5/zzjuPTz/9NNnRjPKb3/yGs88+m/z8fA4//HCOPPJIVq5cyXnnnZfsaG1mzZrFzJkzmTt3LmeeeSYzZsxAJ8JKqkjl9/PPPvuMGTNmsGbNGpqbm8nMzASgsbExyckGL53GLyLGmTdvHueeey4Qu472+eefx3Ecvv/977cdXRVJhkWLFvHss89SVlbGkCFDOOaYYzj77LOx7eTcIuf999/n8MMPT8qy080HH3xASUkJI0aMaHstGo0yd+5cLrzwwiQmM09LSwvvvfce5eXlFBQUcNhhh1FYWJjsWF1yHIfZs2fzxRdfcNdddyU7jgxiJryff/PNN23/PWrUKHw+Hw0NDSxatIiTTjopickGLzX7IiIiIiIiImlGd+MXEeN8/PHHZGZm8vHHHyc7ikgbE9bLFStWMHLkSFasWJHsKMYzYbxNYMo6qfGWVGPCtqPtJvnU7IuIcVzXpaWlRddQSkoxYb2MRCKUlZURiUSSHcV4Joy3CUxZJzXekmpM2Ha03SSfmn0RERERERGRNKNmX0RERERERCTNqNkXERERERERSTNq9kVERERERETSjJp9ERERERERkTSjZl9EREREREQkzajZFxEREREREUkzavZFRERERERE0oyafREREREREZE0o2ZfREREREREJM2o2RcRERGR3cp1XUKVIZwNDiWU4GxwCFWGkh1LRCSteJMdQERERETSX3BTkKqXqmhc0Uj9snpCZSGCTUHu5m4aL29kWdYy/MV+ciflkn1ANoWnFBIYFUh2bBERY1mu67rJDiEi0p1w1GFVWT2fbqrls021rNlYzjuLFnPMUVPZa8wIvjM6n/1H5zOhOBefRycsye5hwnppQkZTqJa7xnVd6hbXUT63nOpXqok0RIhEXcK2S4vtEnSiNDY3kp2ZTcD2kOFY+BwLr8fCm+NlyIlDGDFrBHlT87Asa7fl1ngPLjuPd0V9kFAkit/rYXhuICXG24R10oSMg42afRFJWRurm3hs6XrmLFlPbXMYAK9tEXF2vG21/zk/08cFU0o4f3IJY4ZkJSWzpD8T1ksTMppCtdx1oYoQpbeWUjW/ikiLQ6MnSgURots/elpA+w+h7X/2WBbD8ZId9eDNsCk8rZDxN4/HP9w/oJk13oOLCeOtjNIfavZFJOXUtYS544WVPPHhBiwLnD68S9lW7MPizEPGcuOpE8nN8A1YThlcTFgvTchoCtWyfyrnV1J6SyktG4LUeKJsdcJYVsfmvicW4LowzPZREPWQMTbA+FvGU3RaUcLzarwHFxPGWxklEdTsi0hKeefLrVw97xOqGoN92mnszLagKCfAPeccyDF7D0tcQBmUTFgvTchoCtVy17muy+a/bWb9XesJNkfZaIeJ4PSpyd+ZBfiwGe34CGR6KLmuhFGXjUrYaf0a78HFhPFWRkkUNfsikjIeWVzKzc9/jt3Hb4fjaZ3PbWfsx8VHjO//DGVQMmG9NCGjKVTL/tn0102sv2M9DeEIGwl1OlV/V7XOZ4zlJ8frZdyN4xh12ah+z1fjPbiYMN7KOL7/M5Q2avZFJCU8+l4pv33u8wGbv3YgsitMWC9NyGgK1bJ/KudXsubf19AQirDRHbjH6I2x/OT4vex1/179OqVf4z24mDDeyqjtJtHU7ItI0r3z5VYu/sfSAV/Oo5dM1ili0msmrJcmZDSFatk/ofIQK05dQcOGFtbZwQFf3h5OgJyxGRzw4gG7dNM+jffgYsJ4K+MO2m4SR888EJGkqmsJc/W8T7AH+IlKtgXXPPUJ9S3hgV2QpAUT1ksTMppCtewf13UpvS12M76NdpiBfkCeBWyyw7RsCFJ6ayl9PW6l8R5cTBhvZdxB201iqdkXkaS644WV/b65S284LlQ2BPnPF1cO7IIkLZiwXpqQ0RSqZf/ULa6jan4VNZ5ov2/G1xsuEMahxhulan4VdYvr+vT3Gu/BxYTxVsYdtN0klpp9EUmaDdVNPPHhhgHfcbRyXHjiww1srG7aPQsUI5mwXpqQ0RSqZf+Vzy0n0uKw1QkPeKPfygW2RsNEWhwqHq/o9d9pvAcXE8ZbGTvTdpM4avZFJGnmLl1Pgp6c1Gv29uWKxGPCemlCRlOolv0T3BSk+pVqGj3R3V5Hy4JGT5Rtr2wjuLl39wnQeA8uJoy3MnZN201iqNkXkaQIRx3mLFm/274lbhV1YfaS9YSjzu5dsBjBhPXShIymUC37r+qlKiINESqI7Laj+q1coIIIkfoIVS9W9Ti9xntwMWG8lTE+bTeJoWZfRJJiVVk9tc3JuflKbXOY1WX1SVm2pDYT1ksTMppCtey/xhWNRKIu0SQ93CnqukSiLo2fNvY4rcZ7cDFhvJWxe9pu+s+b7AAiMjh9uqm2y9ebv/qASEM1uQd+j01/+wmenEIA8qfOJHOPg7v8m/plL9K48h0AwlUbKDzp52SMP4htr/6FotN+FXf53xmdn4B/iaSTrtbL9utk3ZJ/0vTle1j+DApP/SXenKFdzmdX1snW5X9ndD7l5eWcddZZ+Hw+PB4Pc+bMYeTIkZ0yts9W+fy9NH/9EflHzSLvkNPbll310v3gRsk/+kIyxx/U5XKDm1ZS/dYjAEQbtpH57cMYevxPqJx/H0O/dwW2P6NTxnTQl1pWvXw/4a2xO78XHH1h3PejwVRL13WpX1ZP2N7R6K8ILqEmuo1jsk7mf2vu4tPgB3w/5yKmZ5/ZNo3jOvym8lKOyzqjw+vtrQ19wdP1DwJQ41RxQGAKs/Ku4MGau7ko70oCdmbbtGHbpWFZQ2zejsOPf/xjvvrqK1zX5cEHH2TChAlA38a7cv4fCVeux/IFyNzzMPKn/KDLnINpvE3Tl/Fu2fA51W/8Hcu2CYz9DkOO/VGX8wzXlFH1wp8AcFoa8BYUM/wHN7FtwQPkTT4bb15Rh+W3jvdbb73F7bffjuM4XHnllZx11ll9z/jNCqrffgTL9lBwzMVklHyny4y7uk72JWP2hKOoePp34ETB9lB06lV484drn5OC1OyLSFJ8tqkWr20R2em8sPqPX2bYmb8GwA5kU3zBXT3OK3fSKeROOgWAzQ9eQcYeB2H7MrAzcglXbcBXOLbD9F7b4tNNtcxK0L9F0kdX62XrOhltqKbpqw8ZceHvCW35ktp3H6fwxCu6nE9f10nouF4WFRWxaNEibNvm4Ycf5u9//zs33XRTp4ztt5eCY39ExrgDccLNbfOsfvtRCk+5Ek/2ECqevDnuB6/A6Ilt21rl/D+StffhAGTtPZXGz98k9+CTO2VMB32pZd7h5+ArKCba0kDFE7+J2+wPplqGq8KEykK02C6WGzut/q2m+Vxe8BsAzsm9lIn+gwm6zR3+bknLmxR6hnc77z39+/LrwvsA+HvN75mUcSQAh2QcxXstr3Ns1mlA7DF8LbZLcEuQUGWIz9Z/RjAYZOHChSxcuJD77ruPBx54AOjbeAMUnvoL/MPGd5tzMI23afoy3nVLnqbotF/hKxxD+dwbiNRX4c0t7DRPX0Fx23jXLJyDt6AYgJz9j6d+2fy2Lwnaj3dzczP33nsvL730En6/f5czVr/9CCNm3Aq2l4p5t8T9fLQr6+SuZCw6/Wq8uYU0f/0RdUueZuj3Ltc+JwXpNH4RSYqK+mCnRt9paQDXwfLGdjROqIWyOdex9bk/EG3u+TSu4JYv8RWNw/bFvhHO3OMgmtYs6TRdxHHZ2tC7mznJ4LLzetl+nYzUVeAvKsGyLPzFexLc+HmP8+vtOgkd10uPx4Ntx3bR9fX17Lfffp0y7ry9dPXBNNqwDd/Q0diBLOyMHKJNXZ9R08qNhglt+ZLA2NjyMsYfSPPaHXnTbdvpSy192z/UWx4v9OJJ8oOhlpGaCG7EJWK5uECT04CDg8+K1XGIp6jT3zhulA9b3uawjGm9W4Yb5uvwKvby7Q/ARP8klgcXt/3ehdjyIy7R2ihjxozBdV1c16W6upqioh0Zymqbej3eWBZVL/0/yh+/iVD51z3mHAzjbZo+bd9FJTjBRlwnius42L5Aj/NvXruUrL1iTap/xLcIblrV9rv24/3ee++RmZnJ6aefzllnnUVZWdkuZcRxsDNyYke9XSeh7+fdZ2zplNHy+tsyWh4fWLH9lfY5qUdH9kUkKUKRaKfXwts24c3fcbSn+KLf48nMo+HT16ldOIeh3/u3bufZtGoRWROOavvZW1BM48qFXU4bDHdevsjO62X7ddJbUEywbA1uJEzL+hU4vfgCqi/rJHRcL5cvX85ll11GTU0Nr776aqeMO28vXXJ33NjIzsjGaWnAkxX/dMiW0uVkjDsQa/sHN9uf2enDWjptO32q5XY1bz1C7vbTarszGGrphmOH893tt+Yri2ykyFPc7d+81/I6h2ZMI+pGerWML0LL2DdwMPb2OmbYmdQ7HevoxkLghByKiorw+XxMmDCBlpYW3n333bbpahtij/HqzXgPOe7HeDLzCFdtoHL+Hxn5w/u6nX4wjLdp+rJ9Z+19BFufuQPL4yNr4tHYGTndz7tyPZ6codgZ2TtedCK4ThTL9gA7xru8vJy1a9fy/vvvs2DBAm655Rb++te/9jmj5fURqa3A8voIbf0moe/n3WVsnaarjG40TM2ixyg8+efbX9A+J9XoyL6IJIXf6+lxGk9mHgBZE44kVLGux+mbv/6IzG8f2qvlB3w9L18Gn+7WS09WPrkHn0L5E7+h+asP8RWO6XF+fVknoeN6edBBB7FkyRJuv/127rzzzl5l7MTasZt3Whp7/ADbuOrdDl9O9JTRdH2qJdDwyau4rkPOd77b47SDoZaWzwILrF6c6QCxo/oftLzNlIxje72MD1re4dAezgKwYiGw/TavvvoqXq+X1atX8/TTT3P11Ve3TZefk9Xr5bbuf3yFY8GycJ3uG47BMN6m6cv2Xf36g4w4/y5GXfYA4coNhCq7f+Tbzl/kdqV1vAsKCjjyyCPx+/1Mnz6dzz/fcVZYXzIOOf6nVL34J7a9+j/4h43Dkz2k2+n7sk52l7G79bbqpfvJnXQKvqGjYy9on5Ny1OyLSFIMzw3gtTt+QPQNHU2ktgKIfVvsRmJ3fw1u+BzvkNjNyaLN9Tjhlk7zC25Zg6+opMOpd5GasrjXRg/L6fkUPRl8dl4v26+TADn7T6f4grvI2vsIAiWx04oTsU5Cx/UyFAq1vZ6fn09W1o4mpTXjztm64skeQrh6C06wqe0IixMOEm2u6zStG41sP51y37bXnFBzh6My6bbt9KWWzaXLafpyMUOP/2nba4O9lt4CL5bXwuvG2v1i7xgqo2Vxp691qqmNVvOn6ht5pWkebzQ9x9ehVYTcIA1O59N9I26E0vBq9vLtuBFZi9NMrr2jjhbElu+18OR7cF2XwsLY6cVFRUXU1u6Yb3F+Vq/H2wnGzgKINtZANIJlewb9eJumL9s3loWdkYNl2diBbNxgE64TJdpQ3eXkzWuWtJ3Cv2Menraj+u3H+7DDDmPlypW4rsvy5cv51re+tUsZA8V7MmLWHQw98WexswoCWQlbJ7vPmNFlxppFj+EtKCZ74jFtr2mfk3p0Gr+IJMV3Rufz2NKO35zbGTmxIyiREE6wkYonb8HyZWB5fRSe8gsA6j74Fxkl+3e66UvTqkVkTzi6w2vN65aTe9BJnZYdcVz2151dpQs7r5ft10nL62frs3cTbazFmz+87bKSRKyT0HG9XL58Oddccw0ej4eMjAweeuihThl3zlb91sM0r12K6zhEqssYevxPKJh2MVUv/BFch/yjLgBid0EOrv+UgmMu6rD8nU+njL32CZnfntxlxnTQl1pue/l+7EA25XNvxPIFGDHj1kFfS1+hD3+xn4y1YVwLsuwcbGzCbgif5eep+gdZHnwPx3WoiG5mVt4V3Fz0FwAWNb1C0G3mW/4JfB78iNWhFZyde0mH+X8RWsYE/0Ftp/ADrAwt48DAjibLBTIci8DIAP4iPyeccAIPP/ww06ZNIxgMct99O06/78t4Vz5/D05LA64TpeC7Pwa07ZimL+Odf+R5VDx5M5bHi2/oGPyj9iFSs4XaRXMpOv3qDvMNV27Ak1vY4RT+UPnXBEZPaPu5/XgXFRVx1llnMW3aNCzL2uX389r35tG8bhm2L8CQE2L7n0Stk33NGG2qpfbdxwmM2Zeybz4hMHoCQ479kfY5Kchy3SQ9GFVEBrVPN9Vy+v2LOr3etPYDoo2xR890peqV/2boCf/W9u15PE6ohW2v/HennXSr+f9+lB7lIp10tV7urnUSerdets/YU7au1C75J1l7Tu7VZQhdPQYpnbYd1bL/1ly5hs2Pl/O1J3YTrU9a3qfWqeaYrJN7PY+XG5/kwMARjPR2fdZLe109eu9b0QCjZo1grz/v1e3farwHl/6Od+PKhdgZOXGfvNFe7NF7Z+HNG9b2Wrq8n5uQUeJTsy8iSRGOOhz6nwuobQ7v9mXnZ/r48Mbj8Xl0JZN0ZMJ6aUJGU6iW/bf5wc2s+806vrKCRJPwkdJjWXzbDbDH7Xsw6tJR3U6r8R5cTBhvZeyetpv+U+VEJCl8HpsLppRg9+6+TgnjseDCKSXacUiXTFgvTchoCtWy/wpPLsSb42U43l7epi9xLGA4Xry5XgpP6eJRZTvReA8uJoy3Msan7SYxVD0RSZrzJ5ewuw8EOcCsySW7d6FiFBPWSxMymkK17J/A6ABDThxCdtSz2+voupAdsRl64lACo3p3Ey+N9+BiwngrY9e03SSGmn0RSZoxQ7KYeejY3fZtsW3BzEPHMmZI7x+/JIOPCeulCRlNoVr234hZI/Bm2Ayzfbvt6L4FDPP48GZ6GH5e988nb0/jPbiYMN7K2Jm2m8RRsy8iSXXjqRMpygkM+A7EtqAoJ8CNp0wc2AVJWjBhvTQhoylUy/7Jm5pH4WmFFEQ9+LAHvOG3AB82BREPhacVkjc1r09/r/EeXEwYb2XcQdtNYqnZF5Gkys3wcc85B+IM8Olhjgv3nHMguRm+gV2QpAUT1ksTMppCtewfy7IYf/N4MsYGGO34GOizfV1gtOMjoyTA+JvHY1l96z403oOLCeOtjDtou0ksNfsiknTH7D2M287Yb0CXcfsZ+3HM3sN6nlBkOxPWSxMymkK17B//cD/jbxlPINPDGMs/oMsai59ApofxN4/HP3zXlqXxHlxMGG9ljNF2k1hq9kUkJVx8xPi2HUiiThFrnc/tZ+zHRUeMT8xMZVAxYb00IaMpVMv+KTqtiJLrSsjxetsa/kSd8ds6n7H4yfZ5GXf9OIpOK+rXPDXeg4sJ462M2m4SzXLdJDwUVUQkjne+3Mo1T31CZUOwX6eKtV7zdc85B+obYuk3E9ZLEzKaQrXcda7rsuWBLXxz5zcEm6NsssOEcfp1an/rNfqjHR+BTA/jrh/HyJ+O7PPp+/FovAcXE8ZbGSVR1OyLSMqpawlzxwsreeKjDdhAtA/vUh4r9riWmYeM5cZTJ+qaL0kYE9ZLEzKaQrXsn8r5lZTeUkrLhiA1nihbnTCWRZ+afovY4/WG2T4Koh4yxgYYf8v4fh/R74rGe3AxYbyVURJBzb6IpKyN1U3MXbqe2UvWU9scBsBrW0TafYXc/uf8TB8XTilh1uQSPa5FBowJ66UJGU2hWu66UEWI0ltLqZpfRaTFodETpYII0e0fPS06Nv/tf/ZYFsPxkh314M2wKTytsF/X6PeWxntwMWG8lVH6Q82+iKS8cNRhdVk9n26q5dNNtazdWM7bixYz7aip7DlmBPuPzmf/0fnsU5yLz6NbkcjuYcJ6aUJGU6iWu8Z1XeoW11HxeAXbXtlGpD5CJOoStl1abJegE6WxuYnszCwCtocMx8LnWHg9Ft5cL0NPHMrw84aTNzUvYaft98bO4721IUgwHCXg8zAsJ6DxTjMmbN8mrJMm1HGwUbMvIsZZtmwZhxxyCB999BGTJk1KdhwRwIz10oSMplAt+y64OUjVi1U0ftpI/bJ6QltCBJuCbNmyhZEjRxLIChAYGSBnUg7Z+2dTeEohgVGBZMeWQUjbd2KojsnnTXYAEREREUl/gVEBRl06qu3nUGWIFe+u4Ndn/pqn/+dpDjjyAPxFA3uavojIYKLzJ0RERERkt/MX+bHH2qxnPfZYW42+iEiCqdkXERERERERSTNq9kVERERERETSjJp9ERERERERkTSjZl9EREREREQkzajZFxEREREREUkzavZFRERERERE0oyafREREREREZE0o2ZfREREREREJM14kx1AREREdo8DDjiAqqoq8vLykh3FeKqliIikOjX7IiIig4TX62Xo0KHJjpEWVEsREUl1Oo1fRIyTl5fHySefrCNqklKGDBnCrFmzGDJkSLKjiBhD7+eSirReJob2i8lnua7rJjuEiIiIiIiIiCSOjuyLiIiIiIiIpBk1+yIiIiIiIiJpRs2+iIiIiIiISJrR3fhFRETS1ObNm7nttttYsWIFjuPg8Xg44IADuOmmmxg9enSy4xlFtRQREdOo2RcRI1RVVVFYWAjAM888wyeffMKee+7J+eefj23rJCXZ/a6++mrOPPNMjj766GRHieuHP/wht956K1OnTm17bfHixfzwhz9kwYIFSUxmHtUyMfReLqlI6+Xu9f7773P44YcnO8agoLVXRIxw7rnnAnDjjTfy0ksvMWXKFL744gt+/OMfJzmZDFbz58/noYceYr/99uMXv/gFixYtSnakTpqampgyZUqH1w477DCam5uTlMhcqmVi6L1cUpHWy4Hx8ssvE4lEOr1+/fXXJyHN4KQj+yJilEWLFvH2228DcPLJJzNt2rQkJ5LBatSoUfzjH/8gHA6zYMECHnroIa644gqOO+44/vSnPyU7HgBXXXUVRx99NPvuuy95eXnU1tayatUqrrrqqmRHM45qmVh6L5dUpPUysV5++WX+4z/+g0MPPZRzzz2X448/Hp/Pl+xYg4qafRExwmeffcaMGTNYs2YNzc3NZGZmAtDY2JjkZDLY+Xw+Tj75ZE4++WQikUhKndJ97rnncvbZZ7NmzRqqq6spKChgr7324rHHHkt2NOOolomh93JJRVovB0brF9+LFi1i3rx5XHPNNUyePJnNmzcnN9ggYrmu6yY7hIhIT7755pu2/x41ahQ+n4+GhgYWLVrESSedlMRkMliZcM3hF1980eXrP/nJT3j33Xd3cxqzqZaJofdySUVaL3efhQsX8q9//Yt777032VEGBTX7IiIiCeC6Lq7rYlkWlmUlOw4AeXl5nHPOOey8q3/ttdfYuHFjklKZSbUUEembVNwvDja6QZ+IGGfdunXMmjWLdevWJTuKSJsNGzbws5/9jA0bNiQ7SpuJEyfyhz/8gX/84x8d/nfggQcmO5pxVMuBofdzSUVaLxMjFfeLg42afRExTnV1NY8//jjV1dXJjiLSprKykr/+9a9UVlYmO0qb1157jYKCgk6vv/DCC7s/jOFUy4Gh93NJRVovEyMV94uDjW7QJyIikqby8vI6/Ow4DpFIBK/Xq2dH95FqKSIiptHeSUREZJBYvnw5gUCA5cuXJzuK8VRLERFJdWr2RURERERERNKMmn0RERERERGRNKNmX0RERERERCTNqNkXERERERERSTNq9kVERERERETSjJp9ERERERERkTSjZl9EREREREQkzajZFxEREREREUkzavZFRERERERE0ow32QFERERM5rou4aowzgaHEkpwNjiESkL4i/zJjtbGpIyRmghu2MXyWXgLvCmVEVTLRDGhjiIiplOzLyIi0kfBTUGqXqqicUUj9cvqCZWFCDYFuZu7aby8kWVZy/AX+8mdlEv2AdkUnlJIYFRAGXuR0Y244AIWWF4r6Rnj5VQtE5Mx1eooIpJOLNd13WSHEBHpTjjqsKqsnk831fLZplrWbCznnUWLOeaoqew1ZgTfGZ3P/qPzmVCci8+jq5O6s3MtK+qDhCJR/F4Pw3MDqmU3XNelbnEd5XPLqX6lmkhDhEjUJWy7tNguQSdKY3Mj2ZnZBGwPGY6Fz7Hweiy8OV6GnDiEEbNGkDc1D8uylDFOxojl4uJiYeF1raRk7E1O1TIxGVOhjjJwTNnn6HNGYqiOqUfNvoikrI3VTTy2dD1zlqyntjkMgNe2iDg73rba/5yf6eOCKSWcP7mEMUOykpI5VamW/ROqCFF6aylV86uItDg0eqJUECG6fRdqETuA2qr9zx7LYjhesqMevBk2hacVMv7m8fiHJ/Z0ZWUcXDmVUVKZKfscU3KmOtUxdanZF5GUU9cS5o4XVvLEhxuwLHD68C5lW7EPizMPGcuNp04kN8M3YDlNoFr2X+X8SkpvKaVlQ5AaT5StThjL6tik9MQCXBeG2T4Koh4yxgYYf8t4ik4rUsYUymhKTmVM3HhLYpmyzzElZ6pTHVOfmn0RSSnvfLmVq+d9QlVjsE87jZ3ZFhTlBLjnnAM5Zu9hiQtoENWyf1zXZfPfNrP+rvUEm6NstMNEcPrUrOzMAnzYjHZ8BDI9lFxXwqjLRu3y6cnKmJiMpuRUxsSNtySeKfscU3KmOtXRDGr2RSRlPLK4lJuf/xy7j98Ox9M6n9vO2I+Ljxjf/xkaRLXsv01/3cT6O9bTEI6wkVCnU453Vet8xlh+crxext04jlGXjVLGJGY0JacyJm68JbFM2eeYkjPVqY7mULMvIinh0fdK+e1znw/Y/AfTDkS17L/K+ZWs+fc1NIQibHRDA7acMZafHL+Xve7fq8+nJivjDv3JCGbkVMYd+jveklim7HNMyZnqVEez6DaIIpJ073y5dUB3HAC/fe5z3vly64AuIxWolv0XKg9Rektp7BTkAWxYADa6IYLNUUpvKSVU0ftlKWNHu5oRzMipjB31Z7wlsUzZ55iSM9WpjuZRsy8iSVXXEubqeZ9gD/Cll7YF1zz1CfUt4YFdUBKplv3nui6lt8VuKrbRDjPQVwRbwCY7TMuGIKW3ltKbk+2UMTEZwYycypiYjJJ4puxzTMmZ6lRHM6nZF5GkuuOFlf2+uUtvOC5UNgT5zxdXDuyCkki17L+6xXVUza+ixhPt903FesMFwjjUeKNUza+ibnGdMu6mjGBGTmVMTEZJPFP2OabkTHWqo5nU7ItI0myobuKJDzcM+I6jlePCEx9uYGN10+5Z4G6kWiZG+dxyIi0OW53wgDcsrVxgazRMpMWh4vGKHqdXxq71NSOYkVMZu7Yr4y2JY8o+x5ScqU51NJeafRFJmrlL17O7n5xkb19uulEt+y+4KUj1K9U0eqK7vZaWBY2eKNte2UZwczDudMrYvd5mBDNyKmP3+jLeklim7HNMyZnqVEdzqdkXkaQIRx3mLFm/274lbhV1YfaS9YSjzu5d8ABSLROj6qUqIg0RKojstqOTrVygggiR+ghVL1bFnU4Zu9fbjGBGTmXsXl/GWxLHlH2OKTlTnepoNjX7IpIUq8rqqW3ufPOV5q8+oP6TVwHY9LefUDbnOsrmXEfzuo+7nV/dB89SPvcGyuZcR7imDCfUQuX8+7qctrY5zOqy+v7/I1JET7V0wsG2Om555JdsfujKbufX+MXblD0Wq2Vw00pc12Xrv+7u8iZY6VTLxhWNRKIu0Z3+nSuCS3in6SUAXm6cxx1Vv+Debb+mJtp9c/Fq49P8Ydu13F31K7ZGthB0mnmw5u6400ddl0jUpfHTRgDeeustpk+fzne/+12eeeaZLjO2z/a/NXdxZfkPeL3xX23z3BJZz11Vv+Q/q67ki+CybvOuCi7nD9uu5ffbruajlkUAPFhzN0GnOW7G0tJShg0bxrHHHsuxxx7L1q1bu6xjTzlfa3yGaysu4L+rb+02Y29ytmas/rCayZMnk5OTw2effQbAvHnzmDp1KtOnT6d8cXmfavlI7R/5z6or+V3Vv/N58KOE1tJxHH70ox9x9NFHc9RRR7Fq1Sqg7+P9fMNs7qr6JbdVXsGCxme6zbgxvI57t/2a32+7mjebngPgsbq/sC264y7YO483wNy5cxk2bFjbz33NCOC4Djdu/XGn1/tbR9k92u9z2u+zK5+/lw1/Pp+6j55vm7bq5fvb9j/r7zmbaEtD3PmGtpZS/sRvKHvseuqXvQjAtgUPEKmrbJtm533O0qVLOeKIIzjmmGOYNWsW4fCOfWFfcrZs+Jwtj/yKsv+7huq3Hu72378rOU3WVR2dYFPsc8LsX1P22A1EamOX0oSrNsRe+79raC5d3u18W75ZEfvc9tj1NK1eDEDl/PtwQi1t06RTHZPFm+wAIjI4fbqptsvX6z9+mWFn/hoAO5BN8QV39TivYNlaInUVjJh1R4fX7YxcwlUb8BWO7XL53xmdvwvJU09PtbS8/rY6NqxYQKQu/vWtkfoqmtYsYcSs/8Rqd85eYPQEWtYtI/Nbh3S5fNNr6bou9cvqCdudv9B4q2k+lxf8htroNlYEl3D90D+xLrya5xtmc1H+L7qcX2n4S7ZFK7h26B86vJ5t57Ilsp6R3pIu/y5suzQsa6C5uZl7772Xl156Cb/fHzdjazaAc3IvZaL/YILujkbo6fqHuCT/avLsIfyx+gb2DUzqcrkhN8grTU/xyyF34LV8ba8fknEU77W8zrFZp3XK2GratGk89dRTbRk3LNvQqY495ZyScSwHBqYwr/5/u8zX15xh2yX4WZAXXniBa6+9FoBIJMJ9993H22+/zdKlS1lzzhqG2iN7nfHk7JkM946i0annvurr2C/QeVvY1VouX76cYDDIwoULWbhwIffddx9/+9vf+jzeJ2fP5PScC4m6UX5b+ROOyzoD2/J0mfPphr9zRcFvybSz2147KvNE3mh6lnNyL+2UESAajTJv3jzGjo29p+7KOgmwpOVNCj3Du8zVnzrK7tF+n9N+n11w7I/IGHcgTnjHeBee9O8ARGrKqXzxz3gycuLOt+atRxh25vXYgay213L2P576ZfMZcuyPOiy/dZ8zduxY3njjDTIzM7n++ut59tlnOeecc/qcs27J0xSd9it8hWMon3sDkfoqvLmFCctpsnh1LDr9ary5hTR//RF1S55m6Pcup/rtRyk85Uo82UOoePJmMscf1OU8nXCQuqXPMHzGrVieHdt31t5Tafz8TXIPPrnD8tOhjsmiI/sikhSfbarFu9PzW5yWBnAdLG+suXFCLZTNuY6tz/2BaHP8b3abv3wfNxKi7LEb2PbqX3GdKACZexxE05olnab32lbcBtlEvallq6bVi8iecHTcebV8/RGWx0fF4zdR+fy9OKHYh6GMPQ6mac37naZPl1qGq8KEykK02G6Hx4Y1OQ04OPgsP5XRckZ7x2FZFuN8e/Fl+NO48/u4ZTEhN8jvt13DnLr/h+PG1sn9AofwccviLv/GAlpsl+CWIO+9/B6ZmZmcfvrpnHXWWZSVlXXK2D4bwBBPUad51jiVjPCOIdPOJtvOpd7peqy+Cn2Bz/Lz5+qb+H/VN1Mb3QbARP8klgd35G2fMVQZe775u+++y9FHH80NN9xAuLJzHXuTM88zBLsXH0l6k7M1Y6gsRL614wPimjVrmDhxIn6/n8kTJmPX2H2q5XDvKIDtjWf8i1d3pZbFmcW4rovrulRXV1NUVLRL493aFEfcEMO9o+I2+hWRzUTdCA/U3sm9237NlkjsutgS37dZG/qiy4yhyhBz587l3HPPxbZjY7UrGR03yoctb3NYxrS4NdzVOraukzKwWvc5O+9n4jXHAI2rF5E94ai4vw/XlOE6USqf+wPlT/yGcNUGAPwjvkVw06q26Xbe54wcOZLMzMzYtH5/27rZ15y+ohKcYCOuE8V1HGxfIKE5TdZVHS2vv62OlscHVqzu0YZt+IaOxg5kYWfkEG3qugbBTauwfAEqnrqNiqd/R7ShGoCM8QfSvHbH57Z0qmOyqNkXkaSoqA8S2ekCsPC2TXjzdxztKb7o9xRfcBeZe0yiduGcuPOKNtWAZVN8/h1YPj9Nq2Kne3oLiglXdr65S8Rx2dqQPjdz6k0tIfYFQLShGl9R5zMdWkWbanCa6xh+3u8IjJ5A/UfzAfAVFBOu3NBp+nSpZaQmghtxiVhuh+uOyyIbKfIUA7FmrzT8JWE3xBehj2h04n8BVedUY1k2/zH0HnxWgA9a3gFgmGckmyPfdPk3LsSWH3Gp/KaStWvX8vzzz/OTn/yEW265pVPG9tniaf+vybSy42audaqpiGzmF0N+x7SsU3i24VEAMuzMDl8QtM8YrY0ycuRI1q5dyzvvvENFRQUvPPFCpzr2Jmdv9SbnzhlbVVdXk5eXB8TG23btPtWy1dP1f+f4rDP7lXHnnPnefHw+HxMmTODnP/85V1xxxS6NN8ROxb+u8kd8yzcx7jR1Tg0bIuv4Sf51zMz9Nx6v+2vb76JE2r6cap8xtC3Ek08+ycyZM9um3ZWM77W8zqEZ07B6+Ai6q+ukDLzWfU5X+5l4mlYvJmufqXF/7zRWE95aStHp1zDkuP+Pba8/2O6XkbYv8ePtc7755hteffVVTj/99LbXNlc39jpn1t5HsPWZO9j8wGUExkzEjnMGQn9zmqi78XajYWoWPUbuIdvPtHF3XF9vZ2THviDogtNUQ6R6C8PP+S25B51IzaLYZzzbn9nhC4J0qmOyqNkXkaQIRXr+UObJjH0wz5pwJKGKdXGnswPZZJQcAEDGuAO7bPB3Fgynz4fC3tQSoGnNEjL3OrzbaexADhkl+2NZ1qCqpRt2we3YHO8s187n2KzTuXfbdXwa/CDuqfgAWXYOE/0HAbCv/2A2RUp7lyMWgrzMPI488kj8fj/Tp0/n888/71XGnVntjkA3u41k27lx8+7l3w+v5WNiD3lbMzohh0AgQHZ2NpZlcfbZZ7P689Wx3w3Qrdp6m7N9xlYFBQXU1cWex+6GXSysPtUSYGHTS0SJckTm8f3O2D7nojcX4fV6Wb16NU8//TRXX331Lo03wPl5V/D7Yf/HspZ3495XIsvOZrxvL7LsHMb49qDeqekx47NPP8uMGTM6HDltzdjb8XbcKB+0vM2UjGN7nHZX10kZeL3d57SK1JRj+wJ4sgviTmMHcvCP+DZ2Rjb+YeNxmuriTrvzPqeuro6LLrqIhx9+GJ9vxynhlduqe52x+vUHGXH+XYy67AHClRsIxdn39Senqbob76qX7id30in4ho6OvWDteH9wWhrjfmliB7IJjJ6I5fGRMe6gbj9rpEsdk0XNvogkhd/b+fRS39DRbTd5caNh3EjshjDBDZ/jHRK7tjbaXI8Tbunwd4Ex+xKu+BqAUMU6vAWxI0uRmrIur9cHCPi6Pr3VRD3VslXTqkVkT9xxGqUTbMJp6XhTq8CYiW1frIQqvm6rZbimDF/hmC6Xnw61tHwWWB2bY4Bi7xgqo2VtPx+Z+T2uK7yPSYEj2cd/IAANTh1Bt+M6uadvP9aHvwJgffgrhnli6+/W6JZuvySwYiHYf9L+rFwZuzni8uXL+da3vtUp487ZupJvF1IR2Uyz00SjU0+unU/IDdKw0+n8e/j2YXNkPa7rdsjb4jSTa3e8VrI1o+23qa/fcabAwoULKflWSex37erYm5xd6U/O9hlb7bXXXqxcuZJQKMTyT5fj8/v6VMvPgx/xUXAh5+f+LCEZ2+d0vS6FhbFTYouKiqitrd2l8Q67sdPYvfgIWAF8lp+oG207Bb7VCM8YGpxaIm6EbdGtHa7b9+DpcPp/a8a169by6KOPctJJJ7FmzRquvPLKtox2LzPWOtXURqv5U/WNvNI0jzeanuPr0KqErpMy8Fr3OV3tZ7rSuPpdstqdwu860bbTtlt5h44i2lyHG40QqavscD08lgfL3rFOtt/nRCIRzjvvPG6++Wb22WefDvMsGjqk9zktCzsjB8uysQPZuMGmhOY0Wbzxrln0GN6CYrInHtP2mid7COHqLds/XzTgycrHCQeJNnf8UsQ/ci/CVRtwXbfDZw0n1Iwnq+P2nS51TBbdoE9EkmJ4bgCvbXU4/dzOyAHLwo2EcIKNVDx5C5YvA8vro/CU2I3Q6j74Fxkl+3e46Uvmtw+lee0SyuZchyczj6IzYjfkal63nNyDTuq0bK9tMSyn6+vxTNRTLS2vH6elkWhjdYcvPxpXLQQscg/8Xttr/uF74MkromzOdVheH0WnXwNAy7qPyerirIB0qaW3wIvltfCGYq1VayWz7BxsbMJuCJ/l5681v6POqaHQM4IL834OwKuNTzHBf1CHm98dGJjCJ8H3uLvqV+TYefy04AYg1jBOyzq1ywwW4HUtLK/FsD2GcdZZZzFt2jQsy+Khhx7Cm98x487Znqp/kOXB93Bch4roZmblXcHZuT/m77W/x8HhzJwfArAm9BmrQys4O/eStmXn2vlMChzF3dt+BVj8OD827itDyzgwcHiXGT35Ht5a9BY33XQTWVlZ7LHHHvz2F7/lk7990qGOvcm5pPlNXm/6FxXRTfxh27VcPeTuXc7ZPuOFl13Ie1+8x+rVq7nsssu46qqrOPbYYxliD+H6wuupCTm9ruWjdX8iy8rhnm3X4rMC/GronQmr5bRTpvGPV/7BtGnTCAaD3HfffZ3Wyd5knFv3F7ZE1hMhwhGZ08m2cymPbOK5hv/jJwXXtS3bY3k4KXsGv992NS4Os7Z/gbE+/BXf9u/bZcbr77gef1HsmudDDz2U//qv/yJUGepzxpuL/gLAoqZXCLrNfMs/gc+DHyVsnZSB17bP2Wk/U/3WwzSvXYrrOESqyxh6/E8AaP5yMcN+8Ju2v4/UllO7aC5Fp1/d9pple8if8gPK596A60QZevxPAQiVf01g9IS26Xbe58ydO5clS5Zw++23c/vtt3P55Ze3XWoyakg2Xntbr3LmH3keFU/ejOXx4hs6Bv+ofYjUbElYTpN1Nd7Rplpq332cwJh9KfvmEwKjJzDk2B9RMO1iql74I7gO+UddAEBw00qC6z+l4JiL2ubpycona+8jKJ9zHVhW22e8ltJPyPz25Lbp0qmOyWK5XT1LSURkgD22dD03PNP5BmdNaz8g2ljdoQFtr+qV/2boCf/W4dvzrjihFra98t8ddtLt3XnW/syaHP8Iq0l2tZbVbz5E3hEzur07MsTuuF357O8p+v61WFbnI2fpUEvXdfn46I/ZtraRDVbHm3x90vI+tU41x2Sd3OXfPlr7Jy7I+zmeODdDaxV0mnm07s8dmq6djXX9FO6Vw8ELD+5Vxp6ydeXlxic5MHAEI73x793Q6sGau7ko70oCduYuZ0xGzu4yxstpQi13JePS5rfItnPjPj2gvcfq/sJJ2ecwtN2d8k1fJyXx2u9zetrPdKVx5ULsjBwy9+h5vLYteIC8yWfhzdvxuMfe7nNMyZnq+lvH2iX/JGvPyXHPDmyvcv59DP3eFdj+jLbX0qWOyaIj+yKSFPvHeYxK1p6Hdft3hSf+rNvft7L9GXEb/e6Wb6JdreWQ7/64V/O3LKvtUTt9Wb5JLMsid1Iu9V82wU49+4EZ3d/n4OL8q3q1jICd2W2jD+BzLHImdf3lS1cZe8rWlZOyZ/R62ksLOo97XzMmI2d3GePlNKGWu5JxcuaxvZ72/LwrkpJxIOsoidf+Pb+n/UxXsifGfyLMzlqPnMdbfndMyZnq+lvH/Cln93raotN+1e3ype90cZOIJMWE4lzyM309TzgA8jN97FPc9Y3KTKRaJkb2Adl4PRYeK/5j1QaSx7Lweiyy98+OO40y9qw3GcGMnMrYs96OtySOKfscU3KmOtXRbGr2RSQpfB6bC6aUYO/mz4ceCy6cUoLPkz5vf6plYhSeXIg3x8twvN08RX1gWMBwvHhzvRSeEv9Z1crYvd5mBDNyKmP3+jLekjim7HNMyZnqVEezqXoikjTnTy5hd981xIG0vPZLtey/wOgAQ04cQnbUs9tr6bqQHbEZeuJQAqPi34xIGbvX24xgRk5l7F5fxlsSy5R9jik5U53qaC41+yKSNGOGZDHz0LG77dti24KZh45lzJCsnic2jGqZGCNmjcCbYTPM9u22o5QWMMzjw5vpYfh5w3ucXhm71teMYEZOZezaroy3JI4p+xxTcqY61dFcavZFJKluPHUiRTmBAd+B2BYU5QS48ZSJA7ugJFIt+y9vah6FpxVSEPXg6/C0+IFhAT5sCiIeCk8rJG9qnjLupoxgRk5lTExGSTxT9jmm5Ex1qqOZ1OyLSFLlZvi455wDcQb49DDHhXvOOZDcjOTcZGZ3UC37z7Isxt88noyxAUY7Pgb6rEUXGO34yCgJMP7m8Vi9uMmZMiYmI5iRUxkTk1ESz5R9jik5U53qaCY1+yKSdMfsPYzbzthvQJdx+xn7cczew3qe0HCqZf/5h/sZf8t4Apkexlj+AV3WWPwEMj2Mv3k8/uG9X5YydrSrGcGMnMrYUX/GWxLLlH2OKTlTnepoHjX7IpISLj5ifNsOJFGniLXO5/Yz9uOiI8YnZqYGUC37r+i0IkquKyHH621rXBJ17LB1PmPxk+3zMu76cRSdVqSMScpoSk5lTExGSTxT9jmm5Ex1qqNZLNfd3fdWFBGJ750vt3LNU59Q2RDs16lirdd83XPOgYP2G2LVsn9c12XLA1v45s5vCDZH2WSHCeP06xTl1muNRzs+Apkexl0/jpE/HbnLpyErY2IympJTGRM33pJ4puxzTMmZ6lRHM6jZF5GUU9cS5o4XVvLERxuwgWgf3qU8VuxxLTMPGcuNp04c9Nd8qZb9Vzm/ktJbSmnZEKTGE2WrE8ay6FPzYhF7TNgw20dB1EPG2ADjbxmfsCOTypi4I7wm5FRGHdFPVabsc0zJmepUx9SnZl9EUtbG6ibmLl3P7CXrqW0OA+C1LSLtvkJu/3N+po8Lp5Qwa3KJHteyE9Wyf0IVIUpvLaVqfhWRFodGT5QKIkS370ItOjYx7X/2WBbD8ZId9eDNsCk8rXBArjVWxsGVUxkllZmyzzElZ6pTHVOXmn0RSXnhqMPqsno+3VTLp5tqWbuxnLcXLWbaUVPZc8wI9h+dz/6j89mnOBefR7ci6Y5quetc16VucR0Vj1ew7ZVtROojRKIuYdulxXYJOlEam5vIzswiYHvIcCx8joXXY+HN9TL0xKEMP284eVPzBuz043TIGLFcXFwsLLyulZSMpuRMh/FOhYwycEzZ55iSM9WpjqlHzb6IGGfZsmUccsghfPTRR0yaNCnZcYymWu6a4OYgVS9W0fhpI/XL6gltCRFsCrJlyxZGjhxJICtAYGSAnEk5ZO+fTeEphQRGBZSxFxndiBs7vGuB5bWSntGUnKaOd6pllIFlyj7HlJypTnVMPm+yA4iIiJgmMCrAqEtHtf0cqgyx4t0V/PrMX/P0/zzNAUcegL8ouacbm5oxWhvFCTnYfhtPvifpGcGMnKaOd6plFBFJJ2r2RURE+slf5Mcea7Oe9dhj7ZRsWEzJiAH3XjMhpynjneoZRURMposlRERERERERNKMmn0RERERERGRNKNmX0RERERERCTNqNkXERERERERSTNq9kVERERERETSjJp9ERERERERkTSjZl9EREREREQkzajZFxEREUlDJSUl/O1vf6OkpCTZUeIyIaOIiKm8yQ4gIiIiIok3dOhQfvSjH+H1pu7HPRMyioiYSu+sIiKDmGVZZGZmYllWsqOISILZto3f7092jG6ZkFFExFSW67puskOIiPSF67pEIhG8Xq+aVEkZJqyXJmQUkfRlynuQKTlTneqYfGr2RURERERERNKMbtAnIiIiIiIikmbU7IuIiIgMEtFolLq6umTHEBGR3UDNvoiIiEgaOvXUUzu9VlNTwwknnJCENDts3ryZf/u3f2Pq1KkcfvjhHHnkkVx++eVs2rQpqblERNKN7sYvIka66qqr+NOf/pTsGCIdpNp66TgO//znP3nnnXeorq6muLiY73//+xx11FHJjia7wSeffMIll1zS4TXLsli5cmWSEsX88Ic/5NZbb2Xq1Kltry1evJgf/vCHLFiwIInJJNGi0SjPPvsstm1z+umn4/F4AJg3bx7nnntuktPtYErOVKd9TurRDfpEJOUNHz6ckpISbNum9S1rzZo17L333ixdujTJ6czy5Zdfcu+99zJs2DCuuOIKfvWrX1FXV8dvf/tbDj/88GTHM4oJ6+Wll17KhAkTOPjgg1mwYAFNTU0MHTqUQCDAddddl+x4MsCOPPJI/vd//7fL3+277767Oc0ORx55JO+8805bQwUQDoc59thjeffdd5OWSxLvggsuYNy4cfj9fl577TUeeeQR9txzT4477jjeeOONZMdrY0rOVKd9TurRkX0RSXl//vOfeeqpp5gxYwYzZ84E4OSTT+all15KcjLzXHrppdxxxx1s27aNI488kqeffpqhQ4dy/vnns3jx4mTHM4oJ6+W6det48MEHAZg+fTrHH388CxYs4IQTTtAHr0HgsssuY++992bNmjXU1NQwZMgQ9tprrw5NdjJcddVVHH300ey7777k5eVRW1vLqlWruOqqq5KaSxJv06ZNzJkzB4BLLrmEiy++mFtuuSW5obpgSs5Up31O6lGzLyIpb9asWcycOZO5c+dy5plnMmPGDHRS0q5rPZ3uP/7jP5g0aRIAfr8/mZGMZMJ6OWrUKG6++WYOOugg3njjDQ4++GAgdsqqpL/MzEymTZvGhAkTyM/Pp66uji+++IJf/vKXST01+dxzz+Xss89mzZo1VFdXU1BQwF577cVjjz2WtEwyMEKhEMFgkEAgwLhx45g/fz7nnXcen376abKjdWBKzlSnfU7q0Wn8ImIUx3GYPXs2X3zxBXfddVey4xjnkksuIRQK4bouXq8Xn89HYWEh69ev5/HHH092PGOl6nrpOA7PPPMMX331Ffvuuy+nnXYaAOXl5YwYMSLJ6WSgHXnkkbz11lv4fL6216LRKMccc0xST5f/4osvunz9Jz/5iU7jTzMffPABJSUlHd5votEoc+fO5cILL0xiso5MyZnqtM9JPWr2RcQ4ruviOA62bWNZVrLjGMV1XZYvX86YMWMoKiri1VdfxXVdTjjhhKSf2ms6E9ZLEzJK4hx//PHcdtttnW6Ed/PNN/Paa68lLVdeXh7nnHNOpzNhXnvtNTZu3JikVLI7mPIeZErOVKc6Jp+afRExTnV1Na+99honnHACQ4YMSXYco9XV1bF06VImT55MXl5esuMYzYT10oSMkjibNm3id7/7HStWrCAajWLbNgcccAC//e1vGTVqVNJyTZkyhRdffJHCwsIOr5966qm88MILSUolu4Mp70Gm5Ex1qmPyqdkXEeMsW7aMQw45hI8++qjtmnPZNapl4phQSxMySvqrq6sjOztbZxMNQqa8B5mSM9WpjsmnG/SJiIiIyG6js4hERHYPO9kBRERERCTx1q5dyymnnMLatWuTHSUuEzKKiJhKzb6IiIhIGqqrq+Oll16irq4u2VHiMiGjiIip1OyLiIiIiIiIpBk1+yIiIiIiIiJpRs2+iIiIiIiISJpRsy8iIiIiIiKSZtTsi4iIiIiIiKQZNfsiIiIiIiIiaUbNvoiIiIiIiEiaUbMvIiIiIiIikma8yQ4gqct1XcJVYSI1Edywi+Wz8BZ48Rf5kx2tjQkZwYycJmV0NjiUUIKzwSFUEkqpjKBaJooJdQQzaikiIiKDj5p96SC4KUjVS1U0rmikflk9obIQbsQFF7DA8lr4i/3kTsol+4BsCk8pJDAqoIyG5jQ1Y7ApyN3cTePljSzLWpb0jPFyqpaJyZhqdYyXM9VqKSIiIoOb5bqum+wQklyu61K3uI7yueVUv1JNpCFCJOoStl1abJeI5eLiYmHhdS0yHAufY+H1WHhzvAw5cQgjZo0gb2oelmUN2oym5EyHjEEnSmNzI9mZ2QRsj8a7HxlToZYm1LE3OVOhljsLRx1WldXz6aZaPttUy5qN5byzaDHHHDWVvcaM4Duj89l/dD4TinPxeXRln+lMGG8TMkrimDLepuRMdapj6lGzP8iFKkKU3lpK1fwqIi0OjZ4oFUSIbl8tLGIH1Fq1/9ljWQzHS3bUgzfDpvC0QsbfPB7/8MSeumpCRlNyKuPgyqmMgy9nq43VTTy2dD1zlqyntjkMgNe2iDg7Urb/OT/TxwVTSjh/cgljhmQNWC4ZGCaMtwkZJXFMGW9TcqY61TF1qdkfxCrnV1J6SyktG4LUeKJsdcJYVscPrD2xANeFYbaPgqiHjLEBxt8ynqLTigZNRlNyKqPGWxnTOydAXUuYO15YyRMfbsCywOlDSHv7v2nmIWO58dSJ5Gb4EppNEs+E8TYhoySOKeNtSs5UpzqmPjX7g5Drumz+22bW37WeYHOUjXaYCE6fPrjuzAJ82Ix2fAQyPZRcV8Koy0bt8qmqJmQ0JacyaryVcdeYkrPVO19u5ep5n1DVGOzTB66d2RYU5QS455wDOWbvYf3OJQPDhPE2IaMkjinjbUrOVKc6mkHN/iC06a+bWH/HehrCETYS6nT66a5qnc8Yy0+O18u4G8cx6rJRaZvRlJzKqPFWxl1jSk6ARxaXcvPzn2P38chKPK3zue2M/bj4iPH9n6EklAnjbUJGSRxTxtuUnKlOdTSH7owwyFTOr2T9XetpiMQ+vEJiPry2n89GN0RDJMI3d35D5fzKtMxoSk5lTExGU3IqY2IympQT4NH3Yh+6IDEfutrP57fPfc6j75UmZqaSECaMtwkZJXFMGW9TcqY61dEsavYHkVB5iNJbSmOno7qhAV3WRjdEsDlK6S2lhCp6vywTMoIZOZWxI4134qRzRjAnJ8ROo/ztc58PQLIdfvvc57zz5dYBXYb0jgnjbUJGSRxTxtuUnKlOdTSPmv1BwnVdSm+L3WBqox1moB/6ZAGb7DAtG4KU3lpKb64WMSEjmJFTGROTEczIqYyJyQjm5ITYjZGunvcJ9gCHtC245qlPqG8JD+yCpFsmjLcJGSVxTBlvU3KmOtXRTGr2B4m6xXVUza+ixvP/s3fn8VHV9/7HX+fMmj2QhUDY7FVBrYiooICi4C7uiAuI1lu1em+tFlqt2mqlVXChtj9v79W2Vi2IFJeqKIJUUBYB2ZFNUGJYsu+ZZNZzfn8M2chMMpPMZHJmPs/Hg8eDTM6c88738/3OzHfO5uv2BaZCoQMeNKrNPiqWVFC7rjYuMoIxckrGyGQEY+SUjJHJCMbJCfD0R3u6fWGkUGg6lNe7+P3He6K7IdEhI9TbCBlF5Bil3kbJ2dtJOxqTTPYTRMnCErxOjTLNE/UPr010oMznwevUKH2rtNPljZARjJFTMgYm9Y6ceMwIxsl5qKqBRZsORf1DVxNNh0WbDnG4qqFnNijaMEK9jZBRRI5R6m2UnL2dtKNxyWQ/AbiOuKhaVoXD5CMCd3cKi6KAw+SjclklrqOuoMsZISMYI6dk7JjUO3LiKSMYJyfAwo2FPZ5RPbZd0fOMUG8jZBSRY5R6GyVnbyftaFwy2U8AFUsr8NZ7KcXbY3uqmuhAKV68dV4qPq4IupwRMoIxckrGjkm9IyeeMoJxcnp8Ggs2FPbYHpYmPh3mbyjE49N6dsMJzgj1NkJGETlGqbdRcvZ20o7GJpP9BODY4cDr0/EFuPDTDtcGvmhYCsBfqufwQMmN/Nvxrw7Xt6ZhGY+U3cHcip/zSvXTAFT6SllY++eAy/t0HY9X49XHXiU1NZWvv/4agMWLFzN27FgmTZpEybqSTjM2ag08WzmLORUP8WzlLMp9JRHN6PXpOHY6ACgoKCAnJ4cLL7yQCy+8kLIy/1VBQ23L/6l6kjkVP2d2xX+zz70jaM69rm3MLL2VuRU/57nKXwDg0hr5a/XcTnNu3LiR8847jwsuuIBbb70Vj8cTVkaAcl8J9xRfwWHPwaAZu9uWmqZx5513cv755zN+/Hj27t0bcsam7c6t+Dm7XJujlrHJwoULycnJaf451JyVvjL+VPVrnq2cyb/qXg+aszv1DtSOoWZ0667mdpxd8V88WX5vRDNGYnwD/NvxPrMr/ovZFf/FJucXEc3Yut7dHTufOBbzdMXPeKHyYap9wSfm3emXJSUljB07lgkTJjBx4kSKiopa/v7iOmoa/Zkbv/2Kuu3LASj/8AUO/fE2ajd/2Lysp+IQxfMfpvgfs2gs2BY0q7e6hEN/vI3iBY9QvOARfA016LpO2b/mtrloYE2jh33FdUHXIyIvnHpXr32L4vkPU/TaQ9Ru+jDg+poUzrupud7u0gL/OpfMQ3M7m5c5vt7B+mXrjKHkBNB1jaN/ua/d462F0i+lT/a8cPpkxScvNdev8Pkb8Dnrg663K30y2Ot5uDmdh3ZR9PrPKf7HLKpWvdbh39+VnEYWqB01VwPFbz7qf39581G8Nf5T0OQ9p/cxxzqAiC5d16nbUodHDfx13KqGJdyX+WsApqT9mFOsZ+LSGztd7yXJ1zMp5brmn/uacqnRqmjQ6klWU9st7zXBpUMv5cDwA/6fvV7mzZvH559/zsaNG9k/ZT991f6dZrw74xH6mLL52vUVnzj+yfT0n0Yso0fVqd/S8iY0YcIE3n777eafw2nLezMfw6xYKPcW8/faF/hF3+eC5hxtv5Cb01smXzY1iRQ1jSJvIf3Ng4PmHPTIID777DOSkpL41a9+xfvvv8+NN94YckaApY5FnGg9LWi2Jt1py23btuFyuVi9ejWrV69m3gvz+Mmen4SUMUlJ4eGseZ3m625GAJ/Px+LFixk0aBAQXr3/WfcKt6f/jD6m7E5zdrXe7dpx3jxefvnlkDJaFGtzO65pWEaFFvyLsq5kjNT4Xtn4Ab/NegUvHuZUPMTZ9gsilrF1vQcN6vrYqfFVssO1gV/1fZGDnn18WD+f2zN+FjRnV/vlD7J/wJo1a1BVlddee42//e1vPP744wDsPFLTvHzd1k/Iue5hADIvvBP7kDPQPC2v4VWfv0HWlQ9gSulD6T+fIGnoyKBZ7YN/SM71j7Z5zJY/HOfBLST94Kzmx3YeqeGH+RlB1yMiK5x6Z5x7I5njbkHXfBT97b9JG3UlimoKuF5L33zyps1p81jyyWNx7FpJ2plXtNl+U72zs7MD9svWGUPJCeDY/Tmm9Bw6E0q/lD7Zs8Lpk1mX/zfgn9yVf/xHTPb2r3tNutInA72eT5kyJeyctRveIXvyz7FkDaRk4aN46yowp2VFLKeRBWvH7KtnYk7LovG7zdRueIe+l94n7zm9kOzZj3OeCg/uYjdOVW93C6kGrR4NDYtiBQhpotLks4YPeKbiQTY0rmx+7GTrD/na9VW7ZRXAqepo5Ro2pw2A/fv3c8opp2C1Whk9fDRqtdppRotibc5owoLSyU2xupLRVeTCXe6/1/XatWs5//zzefTRR9F1Pay2NCsWAJx6A/nmEzrMudm1mmcqHuRTx7vNj51mO4utznUd5syyZJGUlASA1WpFVdWwMpZ5i1BQyFJzO8wH3WvLgQMHous6uq5TVVVF/5T+IWd06Y3Mqfg5L1f/nnqt46uUd7feCxcu5KabbkJV/S+LobalV/dS4StmUd3/8WzlLA64O77/bFfrnZeU16Yds7Ozw6p3k02uzznHPiHiGbs7vgFyTP1x6y6cWmPAiXB3MzbVu3///l0eO+W+EvLNQ1AUhSGWk/jGs7PDnF3tl74qX3NfrKur47TTWr6U+/pIDWZVQXPWg66hmI+97gT4YOqrr8TSNx/VloxqT8XXUNNumSauw3sonv9Lqj5/vXnPiv2EM2nYv755GbOqtJvYiegKp96Kyf/eo3s9mDPzgk70AbxVRRTPf5iKZf+D7vW/DtqHnkHjgQ3Nyxxfb5PJFLBfNmUEQsqpaz4a9q4lZfj4Tv/+zvql9MmeF06fbOLYt6bTenelTwZ6Pe9KTkv2YDSXA13zoWsaqsUW0ZxGFqgdFbO1uR0VkwUUf7vLe07vI5P9OOet9qJ7dbyK3u4c1GLvYbJNeWGvc5R9HLOz/8qDfZ5mecPbzYex5pj6c9Tb/kIaOvi379Wxuv0vtFVVVaSnpzdnVHU15Ixe3cP79W9wcfJ1Ucnoq/HRv39/Dhw4wBdffEFpaSnvvvtu2G05p+Ihnq96mBG20UFzDrUM4+nsv/OLvs+x0/UVBZ5vWuX8vtOcAN9//z3Lly/n6quvDivjUsciLk++KWi2Jt1ty+zsbCwWC8OHD+enP/0pd9x4R8gZH816kUey5vFD2zm8Xx/88PjuZvT5fPzzn//k5ptvbl4m1Las12oo9HzLTWl3c2/Go7xZ+z9Bc3an3hnmjDbteP/994fdJxu0emp8VQwwD4lKxu6O7xG2MTxefhdPVtzLZSlTopKxadxA4LHjUdrfbq91zlzzAAo83+DR3ex2b8ahBT+8sLv9ctu2bYwZM4aXXnqJUaNGNS9XWufCq+l4Ko9gzujkyzq95VxH1Z7i/7AWgCm1LwPu/Qv9ps1Fc9TQsM//pYklMw9P+aHm5byaTll95xcQFJETVr2ByhWvcPSVe7DlD+9wuQE/+Qt50+diSulL3eYlAKjWpDYfzgPVO1C/LK114j12Qm8oOR27VpE8fFzzBCGYUPql9MmeF26fBGjYt47kYWM7XKarfRLavp43OVrlCDln8snnUfbe0xx95V5sA09B7eAIhO7kNKKO6q37PFSveZO0syYfe0Dec3obmezHOd2jgw7tP2Z3XbKaiqqoJKnJDLOeQVGAD63tcvhDoGr+LpeZmUltbW1zRgUl5Iyv1/yBiclX0888MCoZNbeGzWYjJSUFRVG44YYb2L59e3NbBjqfN5BHsv7Ar7Ne4u26vwRdxq4mYVYsmBULI+3ncsjzbVg5a2truf3223nttdewWCwh17vUexSAbHPnX/Z0ty2XL1+O2Wxm3759vPPOO8x9eq7/dyHUO1X1H7Z1tv0CDnm+i1rG+fPnM3Xq1DZ7BEKtd7KaSq55AFmmfmSY+mJSzPh0X8Blu1PvNSvXtGnHmTNnhj2+t7rWcaa94w9b3cnYnfHdqDlY2fAhz+S8zu+zX+W9utfanLcXqYya2/9BJNjY0Tq5AlGamsGFyVfzQuUj7HR9FfCUgSbd7ZcjR45kw4YNzJ49m2eeeaZ5Gbc3cP8KqNVkSnM6gn6AVcwWVKsdRVFIHnYentLg1/FwecLYvui2sOoN9L34HvJ/8lcavvkSb31l0OVMSf4v5JKHj8MdRr0D9UtnGH3Cv1d/DSmnBD9Np0mo/VL6ZM8Kt096q0tQLTZMKZkdLtfVPnn863mT8sqqkDNW/fuv9LttDgPufQVP+SHc5cFfr7ua06g6qnfF0pdIG3Ullr75/gfkPafXkcl+nFMsCigEPOQ9zzyQcl9xh8+v12px6c42jzVqxy68pvv4zr2XHJP/XNwyX1HQD76KPwSa6v+gfdJJJ7Fnzx7cbjfbdm7DYg18WP7xGd+vf4Mcc39GJ10UtYyqVaWurmVv3erVqznxxBOb29IU4N4jrXPquo5X9wJgU5KwKUnHMjXQoLX9hrMpJ8B+99fkmvNDzqmpGrfccgtPPPEEw4YN8/8uxHof8n7LEW8B8yofYZd7M2/UvohHd0elLXVdJyvLf6hXdnY2NfU1/t91ktGre/Do7mNts5Nc8wAgOvXevXs3b7zxBpdffjn79+/ngQceCLneVsVGqpJOg1aPS2vEq3swKaaI11s3H9eONTVhj++vnG0P4Y9Gn4SujW8FFatixYIVm5KEFw86esQzqlYVr9cbdOyoaudtOS7pUh7Jmsco2ziGWc8AIt8vfbR8uMnIyCA5Obn5Z6vZf2i2pW9+80WRgjGl9MFTVYTmakBz1mNKzkDzuPA1tj0tRnO13MvYeWgX5j7+rJ7qYixZbb9YtVmCHxouIi+ceuveYxcnM1lQzDYUsxVd8+Grbzvp0dxOdM3fx1yHdmHuM+DY442YktueG9u63m63u/n/rfulvdUyneX0OarwOaooXfxbar96j/otH+M6uq9b/VL6ZM8Kp08COPatJbnVIfyR7JOBXs+bZPftE3pORUG1p6IoKqotBd3VENGcRhas3tVr3sScmdfmizt5z+l95AJ9cc6caUYxK5jd/o/arfdZJaupqKh4dDcWxcrbdX9lm+tLNF2j1HeUW9PvZ7njbYZbR3KqreUQ0uUN77DTtREdGGO/qHnv8Dfur7k9/YF2GRTArCsUlxWzfN1yNt29iXvvvZcHH3yQCy+8kD5qH36V9Suq3VqHGeu0aj6sn89Jlh+yx7WV/7CeypS0H0c0o2JWMGWYWLVmFY8//jjJycmccMIJzJ49G61aC6ktAeZVPgKAhsaNaf8JwFfOVYDCBcktF2/5yvk5nzd+hIqJkyynMcw6AoBdrs1MSL6qw5wf/PuD5r0rs2fP5r777uP6SdeHlPEs+/mcZT8fgL9VP8tlKTdhUax8WD8/4m15ySWX8NprrzFhwgRcLhcv/OYFlAc6z9igOXix6lFsih2zYuGujFn+PFGo99y5LVdxP/vss/nTn/6Eu9wd8ti5Me0/+WPV43jxcm3qHVGp94QrJ/D3ZX9vbsd58+aFNb6bDuFvPcmMZMbujm+7msRZtvP5feVP0dGZmHwtqqLyVWNk29GUYWLhwoVBx47FraLg67At/6/6d9Rq1WSZ+jVfJDTS/XLPoT384t5fYDKZsNvtvPrqq83L5abZMKsKXnsqKAq6141itlK16jUaD2xE1zS8VcX0vfhuMifMoOKjP4CukTF+GgCuI3twFe4k84Lbm9fpOryb6i/+gWKxYc7o1/w758GtJJ90bvNyZlUhJzX4uawi8sKpd+WKl/FUHAbNS8ppF2Gyp+KpOkrNmoVkXz2zeZ3eqqNUfPxHFIsd1Z5K9uSfA+As2E7Sf7ScenZ8vbdt28asWbPa9cvcdLs/o6b79+R1krP/nS8CUL9jBZqnEduAYTQWbOtSv5Q+2fPC6ZMAjd+sI+fGlosDe2tKItYnA72eN52SN6BPCma1MqScGeNuofSfT6CYzFj6DsQ6YBje6qKI5TSyQPX2NdRQs/YtbANPpfj77djyh9PnwjvlPacXUvRgx0mKuKDrOlvP30rlAQeHFHe73293rqdGq2rzQbq1N2peZFr6TzEpHX+rVukr5RPH29yWfn/A3w/SrWSdlMqZq880ZMZI5Pxn3StclXIrKWpahzldWiNv1P6RuzMfCTunEdrSCBkjkdMI9ZaMkcvZU/0S4M2NhTz6nv/CgA0HvsLnqCLtjEs73G5rNRveJfnE0e32nhxP13XK33+W7Gt/gdLq0Mxnrj+dW0cHP31BRFZ36+3YsxrVnkrSCcH7VJPyJfPoe+n9qFZ782Oh1Lt1xq7m7E6/lD7Zs4zQJ42Us7eT9xxjk8l+Atj/wH6OvlXCd6bYXeDiBz4bA27tx0l/PCng742QEYyRUzKGRuodOfGQEYyTc+eRGq5+aU0PpmpryX+Pl9sg9SAj1NsIGUXkGKXeRsnZ20k7Gpucs58AUkakYDYpAc897gkmRcFsUkg5PSXoMkbICMbIKRk7J/WOnHjJCMbJOTwvjYwkS4fLREtGkoVheR0fZSEiywj1NkJGETlGqbdRcvZ20o7GJpP9BJB1RRbmVDO5mDu5M33kKUAuZsxpZrKuDH7/VSNkBGPklIwdk3pHTjxlBOPktJhUpo0ZTIBrCUaVSYHpYwZjMclHh55khHobIaOIHKPU2yg5eztpR2OT1ksAtnwbfS7rQ4rPRE+ftKHrkOJV6XtZX2wDgl9gwwgZwRg5JWPHpN6RE08ZwTg5AW4bPbjHM2og503GiBHqbYSMInKMUm+j5OztpB2NSyb7CaLfrf0w21VyVEuP7bFSgByTBXOSidxbcjtd3ggZwRg5JWNgUu/IiceMYJycA/skc/PZg3psT4uqwM1nD2Jgn+TOFxYRZ4R6GyGjiByj1NsoOXs7aUfjksl+gkgfm07W5CwyfSYsAe9wHlkKYEEl02sia3IW6WPT4yIjGCOnZIxMRjBGTskYmYxgnJwAj111Ctmptqh/+FIVyE618diVp0R3Q6JDRqi3ETKKyDFKvY2Ss7eTdjQmmewnCEVRGPrEUOyDbORrFqJ9JI4O5GsW7INtDH1iKEoIF7wyQkYwRk7JGJmMYIyckjEyGcE4OQHS7Baen3IGWpRDajo8P+UM0uyxuUCT8DNCvY2QUUSOUeptlJy9nbSjMclkP4FYc60MfXIotiQTAxVrVLc1CCu2JBNDnxiKNTf0bRkhIxgjp2RsS+odOfGcEYyTE+CCk3N46prTopCsxexrTuOCk3Oiug0RGiPU2wgZReQYpd5GydnbSTsaj0z2E0z25GwGPzKYVLO5+UNspI7GaVrPIKykWMwM+dUQsidnx2VGo+SUjJHJaJSckjEyGY2UE2DGeUObP3xF6vDKpvXMvuY0bj9vaGRWKiLCCPU2QkYROUapt1Fy9nbSjsai6HpPX1tRxJqu6xS9UsT3z3yPq9HHEdWDB61bh6s2nXear1mwJZkY8qsh9L+nf1iHpBoto1FySkapt2TsGqPkbPLFN2XMens75fWubh1m2XS+5PNTzpC9K72YEepthIwicoxSb6Pk7O2kHY1BJvsJrHxJOQVPFuA85KLa5KNM86AohPVBVsF/y6gc1UKmz4R9kI2hTw7t1l4qo2U0Sk7JKPWWjPGdE6DW6eHpj/awaPMhVMAXRkiT4r/V0c1nDeKxq06R8yUNwAj1NkJGETlGqbdRcvZ20o69n0z2E5y71E3BbwuoWFKB16nhMPkoxYvvWLdQaPuBtvXPJkUhFzMpPhNmu0rW5Kwun3dq9IxGySkZEyunZEy8nE0OVzWwcGMh8zcUUtPoAcCsKnhb7X5p/XNGkoXpYwZz6+jBcqsjAzJCvY2QUUSOUeptlJy9nbRj7yWTfYGu69Suq6X0rVIql1XirfPi9el4VB2nquPSfDgaG0hJSsammrBrChZNwWxSMKeZ6XtZX3JvySV9bHpEDkXtSkavoqOjo6Bg1pWYZAwlpxHaUjJGLmdv6JdGaEsjtGMoOXtDWx7P49PYV1zHziM17DxSQ1m9C5fHh81iIifVxun5GZyen8GwvDQsJrmMj9EdX+8Dh0v4fM06Jowfy4kD+/WKehsho4gco7wGGSVnbyfju/eRyb5ow3XURcXHFTh2OqjbUoe7yI2rwUVRURH9+/fHlmzD1t9G6qhUUk5PIevKLGwDbDHPqHt1/240BRSzEvOMwXIaoS0lY+Ry9rZ+aYS2NEI7BsvZ29pSiC1btnDWWWexefNmRo0aFes4ARkhoxCia2R8x55M9kWH3OVudqzdwY3X3cg7/3qHEeNGYM2O7q2owuUud+Or8aG5NVSriinD1OsygnHaUjJGhhH6pRHa0gjtCMZoS5F4jPBB2wgZhRBdI+M79syxDiB6N2u2FXWQSiGFqIPUXvnh1Zpthche4yoqjNKWkjEyjNAvjdCWRmhHMEZbCiGEECKxyMkSQgghhBBCCCFEnJHJvhBCCCGEEEIIEWdksi+EEEIIIYQQQsQZmewLIYQQQgghhBBxRib7QgghhBBCCCFEnJHJvhBCCCGEEEIIEWdksi+EEEIIIYQQQsQZmewLIYQQQgghhBBxRib7QgghhBBCCCFEnJHJvhBCCCGEEEIIEWdksi86deKJJ/Lpp59y4oknxjqK4RmhLY2Q8YQTTmDRokWccMIJsY5ieEaot1FIW4rexgivlTJuhIhfMr5jT9F1XY91CCGECIeu62iahqqqKIoS6zhCCNEryWulEEIkNpnsCyGEEEIIIYQQcUYO4xdCCCGEEEIIIeKMTPaFEEIIIYQQQog4I5N9IXqB9evXxzqCSFA+n49PPvmEZcuWoes6ZWVlbN26FTnDK3xfffUVHo+nzWO6rlNaWhqjREIIIYRIZDLZF+28//77AJSWlnLfffcxYcIEfvSjH3Hw4MEYJzO+Tz75BK/X2+7xX/3qVzFI41dSUsLTTz/N+++/z6FDh7jvvvuYNWsWJSUlMcsUSEVFRfP/33vvPZ588knmz5+PpmkxTGV806ZN47PPPuOf//wnd9xxBz/72c94/vnnueuuu2IdzXBmzZqFxWIBYPv27QAoisL1118fy1giwT344IOxjtCGUd5zhBDh++abb7j33nt5/PHHOXr0KLfccgtXXnml7NSKIZnsi3b+9Kc/AXDfffdxzTXX8Omnn/KTn/xEPvxHwCeffMKoUaO46667WLp0abu9gLEwbdo08vPzOXToEJdeeimTJk3i0ksv7XX1vummmwB47LHHWLp0KWPGjGH37t29LqfRFBcX8+yzz/K3v/2NjRs38uabb7JgwQK+/fbbWEczHLPZ3Pz/e++9t/n/TV8ACBFtubm5nH322YwePZpzzjmHc845h9dee43Ro0fHOlozo7znCCHC9+Mf/5jbb7+d0aNHM27cOH75y1/y5z//mZ///OexjpawzJ0vIhKNoih4vV4cDgeXXHIJZrOZMWPGyB7UCHjxxRcBWLNmDYsXL2bWrFmMHj2ao0ePxiyT1+vljjvuAGD+/PlMmTIFgLlz58YsU0fWrFnD559/DsAVV1zBhAkTYpzI2NxuNwUFBVRWVuJyufjggw/o27dvrGMZkt1uZ/ny5dTW1lJTU8NLL71EWlpamy8BhIimP/7xj7z99ttMnTqVm2++GfC/Ti5dujTGyVoY7T1HCBGe8ePHA/DLX/6SUaNGAWC1WmMZKaHJJxDRzq9//WtuuOEGMjIyOPfccxk3bhx79uzhlltuiXW0uDF+/PjmF8PVq1fHdHLV+uiCl19+ufn/gU43iKWvv/6aqVOnsn//fhobG0lKSgLA4XDEOJmxzZs3j/vvv5/09HTWrl3Ln//8Z8rKyvjrX/8a62iG8+qrr/Lcc8/hcDhYvnw5W7ZsYdeuXSxYsCDW0USCuPXWW7n55ptZuHAh1113HVOnTu11198wynuOECJ8//Ef/8G0adPQdZ3Ro0fzn//5n2RlZZGXlxfraAlL0Xvbu4DoFZxOJ19++SUlJSVkZmZyzjnnkJWVFetYIgpKS0vJyclBUZTmxzweD9u2beOcc86JYbK2vv/+++b/DxgwAIvFQn19PWvWrOHyyy+PYTIhhOh9NE1j/vz57N69mzlz5sQ6TjOjvOcIIcKn6zrbtm1j4MCBZGdns3z5cnRd55JLLsFkMsU6XkKSyb4QwnB0Xcfr9WI2m9t8YBRCCNFCXiuFECKxyQX6RKe2bt1KcnIyW7dujXUUwzNCWxolo9Vq7dUZjcII9TYKaUvR2xjhtVLGjRDxS8Z37MlkX3RK13UaGxt73Xl/RmSEtjRCRhE5Uu/IkbYUInwyboSIXzK+Y08m+0IIIYQQQgghRJyRyb4QQgghhBBCCBFnZLIvhBBCCCGEEELEGZnsCyGEEEIIIYQQcUYm+0IIIYQQQgghRJyRyb4QQgghhBBCCBFnZLIvhBBCCCGEEELEGZnsCyGEEEIIIYQQcUYm+0IIIYQQQgghRJyRyb4QQgghhBBCCBFnZLIvgtJ1HXe5G+2QxmAGox3ScJe7Yx1LCCGEEEIIIUQnzLEOIHoX1xEXFUsrcOxwULelDnexG1eDi7nMxXGfgy3JW7DmWUkblUbKiBSyrszCNsAW69hCCCGEEEIIIVpRdF3XYx1CxJau69Suq6VkYQlVy6rw1nvx+nQ8qo5T1XFpPhyNDlKSUrCpJuyagkVTMJsUzKlm+lzWh3639iN9bDqKosT6z+lVPD6NvcV17DxSw9dHath/uIQv1qzjgvFjOWlgP36Yn8Hp+RkMz0vDYorNgTaSMbFIW0aOtGViOb7epXUu3F4fVrOJ3DRbr6i3EfqkETIGytkb6y0SixH6pFHGdyKRyX6Cc5e6KfhtARVLKvA6NRwmH6V48R3rFgrQuoO0/tmkKORiJsVnwmxXyZqcxdAnhmLNtfbwX9H7HK5q4M2NhSzYUEhNowcAs6rg1Vpas/XPGUkWpo0ZzG2jBzOwT7JkNFBGo5C2jBxpy8RihHpLxsTLKRKHEfqkETImKpnsJ7DyJeUUPFmA85CLapOPMs2DorSd3HdGAXQdclQLmT4T9kE2hj45lOzJ2dGK3avVOj08/dEeFm06hKKAFkZjqsfa/uazBvHYVaeQZrdIxl6c0SikLSNH2jKxGKHekjHxcorEYYQ+aYSMiU4m+wlI13WOvnyUwjmFuBp9HFY9eNHCmuQfTwEsqORrFmxJJgY/MpgB9w5IqMP6v/imjJmLt1PhcIX1Ync8VYHsVBvPTzmDC07OiVxAJGOikbaMHGnLxGKEekvGyDFKTpE4jNAnjZBRyGQ/IR35vyMUPl1IvcfLYdztDtXvqqb1DFSspJrNDHlsCAPuHRCBNfd+r68r4IkPd6GG+a1mME3reeqa05hx3tDurxDJGKmMRiFtGTnSlonFCPWWjEO7v8JjjJJTJA4j9EkjZBR+MtlPMOVLytn/3/upd3s5rEfvNnoDFSupVjMnvXRS3B/S/8aXBfzmg11RW38kXvgkY2K9gUhbRo60ZWIxQr0lY+TGjVFyisRhhD5phIyihUz2E4i7xM2Oq3ZQf8jJQdUV9e2doNlIHWRnxMcj4vaifV98U8aMv2+M+nbe+NHoLh/aJBlbdCejUUhbRo60ZWIxQr0lY4vujhuj5BSJwwh90ggZRVtyz4MEoes6BU/5L8Z3WPUQ7TPpFeCI6sF5yEXBbwuIx++Uap0eZi7ejhrlxlQVmPX2duqcnrCfKxlbdCejUUhbRo60ZWIxQr0lY4vujhuj5BSJwwh90ggZRXsy2U8QtetqqVhSQbXJ1+2L8YVCBzxoVJt9VCypoHZdbZS32POe/mhPty9KEgpNh/J6F7//eE/Yz5WMLbqT0SikLSNH2jKxGKHekrFFd8eNUXKKxGGEPmmEjKI9mewniJKFJXidGmWaJ+oT/SY6UObz4HVqlL5V2kNb7RmHqhpYtOlQ1F/wmmg6LNp0iMNVDSE/RzK215WMRiFtGTnSlonFCPWWjO11ddwYJadIHEbok0bIKAKTyX4CcB1xUbWsCofJR0/fCU9RwGHyUbmsEtfR6F8noKcs3FjY422pHttuqCRjYOFmNAppy8iRtkwsRqi3ZAysK+PGKDlF4jBCnzRCRhGYTPYTQMXSCrz1Xkrx9the/SY6UIoXb52Xio8renjr0eHxaSzYUNhj32428ekwf0MhHp/W6bKSMbhwMhqFtGXkSFsmFiPUWzIGF+64MUpOkTiM0CeNkFEEJ5P9BODY4cDr0/HF6CJ5Pl3H69Nx7HTEZPuRtre4jprG2Fw0pKbRw77iuk6Xk4wdCzWjUUhbRo60ZWIxQr0lY8fCGTdGySkShxH6pBEyiuBksh/ndF2nbksdHjXwRH+HawNfNCwF4C/Vc3ig5Eb+7fhXSOt+o+ZF/qfqtwBU+kpZWPvnoMt6VJ36LfXhhe+ldh6pCfh447dfUbd9OQBl7z5N8YJHKHr95zgLv+50nTVfLqbotQcB0NxOypfMC2n7q1atYtKkSVx00UW89957YWUE8NaU8v1z1+EuK+g0Y8UnL1H23tP+59WWUbniLyFlBFi4cCE5OTkdLhMo45GX76Z4wSMUL3iExoNbo5rRyDprS83jam7Hotcf4uirD3S6zq72SaMLpV/WbniX4n/8gpJFv8ZbX9npOhO1XxpB6/ZuXePyD1/g0B9vo3bzh82/r/jkJYr/MYuiN2aG9Hrk2P05h/54G+B/Ly7719x2d6Zp2v6XX37JhRdeyIUXXsjJJ5/MQw891KWM1Wvfonj+wxS99hC1m1oeD8Z1ZA/fz5mM5m70r3PJPDS3M2BGgJqaGkaPHk1qaipff/11wGVCyelvE42jf7mv3eOBdNaWO4/UBMy2ePFixo4dy6RJkzh8+HBYbVm+5A8UvfYQxQseoWbDO93O2JRTiNbC6ZPO73dQ9MZMiuf/MqTPlqH0yY0Hirs0bjRXA8VvPkrx/IcpfvNRvDX+a3N5Kg75H/vHLBoLtkUko4yb7pHJfpzzVHhwF7txqnrA2+2taljCeUmTAJiS9mOmpt0T0nrLvcVUay2H5fc15VKjVdGgtZ/QK4BT1XEVuXCXu7vyZ/QqXx+pwRzgviN1Wz8h9bQLAci+9hfkTZtDzrUPU7N2YYfr01wNbSbbqtWOak/DU3Go3bJmVWl+0WtsbOSFF15g6dKlrFy5kuuvvz6sjAA1G97Bln9qh/kAvNUl+FpNaszpOfgcVWjO9vVunRHA5/OxePFiBg0a1Ga5UDKqthTyps0hb9ockk44M2oZja6ztlQttuZ2TDvzKpJPPrfD9XW1T8aDztrSV19Fw7eb6Df9WTLPn07N2rc6XF8i90sjaF3v1q89mRfeSZ+L7mqzbPq5U8i7/Xlyp/6W6i/e6HC9uubDsXcN5nT/l5yKomDLH47z4JbmZVrX+7zzzmPVqlWsWrWKsWPHct1113UpY8a5N5I3fS55M56nfuvH6Jqvw5y1mz7Emndi88/JJ4/FsWtlwIwAycnJfPTRR0yZMqXNeo4fN53lBP+HfFN65/fR7qwtmzIen83r9TJv3jxWrVrFU089xezZs8NqS4Csq35G3rQ5ZIy5sVsZW+cUorVw+mTV56/Tb+pvyZ36FNWr53e43lD75Dflzi6NG8VkJvvqmeRNn0vGuTdSe+wLsarP3yDrygfInfoUNasXRCSjjJvukcl+nPNWe9G9Ol5Fb3e+foNWj4aGRbEC0MeUHfJ6lzoWcVlK2zf7k60/5GvXV+2W1cG/fa+Or6bjDx5GUFrnwnvciUuasx50DcXsb0vFZPE/7m7EkjOkw/XVbvqA9LMmt3ks6YSRNOzf0G5Zr6ZTVu+/0OGXX35JUlISV199Nddffz3FxcVhZfRUF6NA84tsR2o2vEP66OvbPGYfdBqNrV6QA2UE/179m266CVVt+3JTWuvsNKPmdlK84BHKPngOX2PHh3F1J6PRhVLvJg371pAy/PwO19fVPhkPOmtLb20p1uzBKIqCNe9EXId3dbi+RO6XRtBU7+PHizktq92ylsw8ABSTGQJ+fd7CsfsLUoaPp/UVrewnnEnD/vXNPweqt9vtZuPGjZx/fssYDSdj03uP7vVgzsxDUU1BMzoP7cKaOxTFYm/JOPQMGg+0jPPjM1oslnZHafkztryeh5JT13w07F3rb6NOdNaWTRmPz7Z//35OOeUUrFYr48aNY8eOHWG1JYpCxdL/R8lbj+Mu+a5bGVvnFKK1sPqkpqHaU1GtdtA1fA3BJ8Gh9smKBk+Xxo1itjZnVEwWUPyf8Xz1lVj65qPaklHtqRHJKOOme2SyH+d0jw46tJ/qQ7H3MNmmvLDXWeo9CkCW2q/N4zmm/hz1Br5qpu4PgeY2/kU23N72X1h4Ko9gzsht81jx/IcpWfQ4Sf9xdtB1aU4HnrLvseWf0uZxc2YenvLAbeny+LdfUlLCgQMH+PDDD7n77rt58sknw8pYu/5t0kffEDRb8/Oq/V8imNPb/n3+jO339LbO6PP5+Oc//8nNN9/cbhmnp/OMebc/e2yv/qgOvyHuTsZ4EGqf1Jz1+OqrsGQPard8yzJd75PxoLO2NGfm4Srej+714CzYhtbBl1CJ3i+NoKnegcZLMNWrXiftrKuD/t4/kV1N8iltv1SzBKj78fVesWIFkyZNavPlaLgZK1e8wtFX7sGWP7zD5eo2fUDaqLZf6qnWpHYfzkPpk62XCSWnY9cqkoePa54gBBNqWwbKWFVVRXp6evPPPp8vrLbsM/Eu+s94gb6X3EvFJy91O2OwnCKxhdMnFbMFb00pPkcV7rLvAx4hBt3rk+GOG93noXrNm6Q17SDQWz7nq/aUqGQU4ZHJfpxTLAoooHSyFyIcHzve4vKUqeHl8IdAtRq/y1nNwfeUtJY3fS79Z8yjauVrQZep3fR+ywtkiGwW//YzMzMZN24cVquVSZMmsWtXyx7GzjJ6qooAMGf263A5gNovF5M+pvMvBQJlnD9/PlOnTm23Vx/Abum8HU1J/jec5OHjcJcejErGeBBqn2zYv4Gkkzo+hL87fTIedNaWpuQM0s68kpJFv6bx201YsgYGXTbR+6URhDp2mtRvX46ua6T+8KKgy/gnsuejdDKRhfb1Xrx4MTfddFO3Mva9+B7yf/JXGr75Mug1JZyFO7HknoBqSw47Y1eXaeL/kL+GlFMu6HTZUNsy0PYzMzOpra1t/tlkMoXVlk3vP5asQaAoQU+J6E69hQinT/a5+B4qPn6RyuX/izVnCKaUPgGX606fDHfcVCx9ibRRV2Lpm+9/oNU2NacD1Z4a8YwiPMafeYkOmTPNKGYFs95+up9nHki5rzjg85rUa7W49LYX66nwlfCP2j/y15pn2e/5mi8aPgagzFdEf/PgdutQwL99s4Ipw/gDNjfN1u6cXkvf/OaLk+i6ju7zAqBYk/yHW+E/D1pztr0jgbeqiJp1iyhZ9Bs8VUepWbfI/3h1sf8DxnHMqkJOqg2Ac845hz179qDrOtu2beMHP/hByBk9pQfxlBdSsug3OAu2Urnsz+heN77GOjRP23p7a0qpXPZnyj/6A87Du6nbvqxVxvYTndYZd+/ezRtvvMHll1/O/v37eeCBlgvD5abbO25Hnwfd67/6q+vQLsx9+gNEPGM86KzeTfwfsFsOm410n4wHobRl6umTyJs2h+STz8M2+HRA+qVRNdU70Hg5XmPBNhq+WUffi1uubaN5XPgaa9ss5ykvxPH1Z81jqPLTl/2PH1f34+vt8Xj46quvGD++7aHt4WRses3EZEEx21DMVnTNh6++qs1y7tKDOL/f7s9YVkDFkj/4/x53I6bkjKAZg8lNa3k97yynz1GFz1FF6eLfUvvVe9Rv+RjX0X1dbstgGU866ST27NmD2+1m3bp1jBgxIqy21FwNx/JWg8+LopoiWm8hILzxbcs7kX63Pk3fy/4LU2pfVFtyxPtkOOOmes2bmDPz2nxxZ0rpg6eq6Njni3pMyRkybmLMHOsAIrosWRaseVbsBzzox832k9VUVFQ8uhuLYuXtur+yzfUlmq5R6jvKren3s9zxNsOtIznVNqr5eTP7zgX8F+lbVPcyFyRfCcA37q+5Pb39Vb51wK4p2PrbsGZb2/3eaH6Yn8GbG9sezqzaU/3f/Hv9FyAsWfQb/y90jcwJMwBw7F0NKKSdcWnz87Kvntn8/6LXHiRjrP9w98aD20gbeXm7bXs1ndPz/R/EsrOzuf7665kwYQKKovDqq6+GnDF52FiSh40F/FccTh9zPYrZSu26RdgHn07S0JHNz+t3y2z/tqtLqFr5N9LOuAzwn+/Z97L7O8w4d+7c5sfPPvts/vSnP4WcUXM5KP3nkygWO4rZQtaVPwOg9qt/RTRjPOisLRWzFc3pwOeoajNhj3SfjAehtGXZ+3PxOWowZ+TS99KfANIvjaqp3sfXuGrVazQe2IiuaXiriul78d1UfvISqi2FkoWPoVhs9Jv6W1xH9uAq3EnmBbc3r7PPRT9q/n/Raw/S95J7AXAe3EpyqyNrjq/3ihUrmDhxYrsjocLKuOJlPBWHQfOSctpFmOyp/i/t1ixsM7bTz76G9LOvAaB4wSNkTfZf/d9ZsJ2k/xgdNCPAlVdeybZt29i3bx/33nsvd955Z5txE0rO/ne+CED9jhVonkZsA4bRWLCtS23ZOuPx2R588EEuvPBC7HY7r7/+OquL9JDbsvzD59Gc9eiaj8xjF0qLZL2FgPDGd82Xi2k8uAXVYqPPJf73nkj0ya6MG19DDTVr38I28FSKv9+OLX84fS68k8wJM6j46A+ga2SMnxaxjKLrFP34+xuIuLP/gf0cfauE70ztL3Cx3bmeGq2KC5KvCPjcN2peZFr6TzEpHe+Rr/SV8onjbW5Lb/8BFuAHPhsDbu3HSX88Kfw/oJfZeaSGq19a0+7xhgNf4XNUtZk4tVa18lXSz5uKKcghTU00t5PKZf/T5oNZa0v+ezw/7OSFr6sZK5b9D30v+UmHF3UC/+3Daje+12YPVzxmNAoj9EmjkH6ZWFrXu7MaB1Kz4V2STxzd4ekc4D/iq/z9Z8m+9hdtDlsN97WyKxkde1aj2lM7vaMJ+G+91/fS+5uPSOtKxq7m7E5bhjpujFBvkViM0CeNkFEEJ5P9BHD0r0c5+OuDfKu48MWg3CZF4T90GyfMPoEBPx7Q49uPNI9P4+zfr6Cm0dPj285IsrDpsYuxmDo+A0cydizUjEYhbRk50paJxQj1lowdC2fcGCWnSBxG6JNGyCiCk5ZLAFlXZGFONZOLOYKX6QuNAuRixpxmJuvKALcRMSCLSWXamMEEuBV3VJkUmD5mcEgveJIxuHAyGoW0ZeRIWyYWI9RbMgYX7rgxSk6ROIzQJ42QUQQnrZcAbPk2+lzWhxSfiZ7esa/rkOJV6XtZX2wD4ucCG7eNHtzjbakBt45ufwHEYCRjYOFmNAppy8iRtkwsRqi3ZAysK+PGKDlF4jBCnzRCRhGYTPYTRL9b+2G2q+Solh7bu68AOSYL5iQTubeEdv9ioxjYJ5mbzx7UY99yqgrcfPYgBvbp/DZJTSRje13JaBTSlpEjbZlYjFBvydheV8eNUXKKxGGEPmmEjCIwmewniPSx6WRNziLTZ8KCGvUJvwJYUMn0msianEX62PQob7HnPXbVKWSn2qL+wqcqkJ1q47ErTwn7uZKxRXcyGoW0ZeRIWyYWI9RbMrbo7rgxSk6ROIzQJ42QUbQnk/0EoSgKQ58Yin2QjXzNQrSPxNGBfM2CfbCNoU8MRVF6+moB0Zdmt/D8lDPQotyYmg7PTzmDNLsl7OdKxhbdyWgU0paRI22ZWIxQb8nYorvjxig5ReIwQp80QkbRnkz2E4g118rQJ4diSzIxUInu/e4HYcWWZGLoE0Ox5kZ3W7F0wck5PHXNaVHdxuxrTuOCk3O6/HzJ6NfdjEYhbRk50paJxQj1lox+kRg3RskpEocR+qQRMoq2ZLKfYLInZzP4kcGkms3NE/5I7XNvWs8grKRYzAz51RCyJ2dHaO2914zzhja/8EXq0Kam9cy+5jRuP29ot9cnGSOT0SikLSNH2jKxGKHekjFy48YoOUXiMEKfNEJG0ULR9RjceF3ElK7rFL1SxPfPfI+r0ccR1YMHrVuH9jedo5+vWbAlmRjyqyH0v6d/XB6+H8wX35Qx6+3tlNe7unWIU9O5Ss9POSPi32xKxsQibRk50paJxQj1loyRY5ScInEYoU8aIaOQyX5CK19STsGTBTgPuag2+SjTPCgKYU36Ffy318tRLWT6TNgH2Rj65NCE2KMfSK3Tw9Mf7WHR5kOogC+MxjQp/tuM3HzWIB676pSonaskGROLtGXkSFsmFiPUWzJGjlFyisRhhD5phIyJTib7Cc5d6qbgtwVULKnA69RwmHyU4sV3rFsotJ38t/7ZpCjkYibFZ8JsV8manBX35+iH6nBVAws3FjJ/QyE1jR4AzKqCt9VXn61/zkiyMH3MYG4dPbjHbjMiGROLtGXkSFsmFiPUWzImXk6ROIzQJ42QMVHJZF+g6zq162opfauUymWVeOu8eH06HlXHqeq4NB+OxgZSkpKxqSbsmoJFUzCbFMxpZvpe1pfcW3JJH5ueUIfth8Lj09hXXMfOIzXsPFLDgcMlfL5mHRPGj+XEgf04PT+D0/MzGJaXhsUUm0toSMbEcnxbltW7cHl82CwmclJt0pZhkH6ZWIwwdiRj9HLK+BaxZoQ+aZTxnUhksi/acB11UfFxBY6dDuq21OEucuNqcFFUVET//v2xJduw9beROiqVlNNTyLoyC9sAW6xjG8aWLVs466yz2Lx5M6NGjYp1nIAkoxBdI/1SiPgl41v0NtInRSjMsQ4gehfbABsDfjyg+Wd3uZsda3fw8HUP887/vsOIcSOwZsth+kIIIYQQQgjRm8nxE6JD1mwr6iCVQgpRB6ky0RdCCCGEEEIIA5DJvhBCCCGEEEIIEWdksi+EEEIIIYQQQsQZmewLIYQQQgghhBBxRib7QgghhBBCCCFEnJHJvhBCCCGEEEIIEWdksi+EEEIIIYQQQsQZmewLIYQQQgghhBBxRib7QgghhBBCCCFEnDHHOoAQiWTkyJG4XC7MZhl6QgghhBBCiOiRGYcQPUhVVaxWa6xjCCGEEEIIIeKcHMYvOpWdnc1PfvITsrOzYx1F9AAj1LtPnz7ccsst9OnTJ9ZRhGgm/VKI+GWE90aRWKRPilAouq7rsQ4hejdd19F1HUVRUBQl1nFElEm9hRBCiLbkvVH0NtInRShksi+EEEIIIYQQQsQZOYxfCCGEEEIIIYSIMzLZF0IIIYQQQggh4oxcjV+IKDp69ChPPfUUO3bsQNM0TCYTI0aM4PHHHyc/Pz/W8YQQQgghhBBxSvbsi3ZmzpzJ6tWrYx0jLtxxxx3MmDGDdevWsX79etauXcvtt9/OHXfcEetozUpKSnj66ad5//33OXToEPfddx+zZs2ipKQk1tGa+Xw+3n33Xf71r3/h8/maH1+8eHEMU4lEp2kab7/9Ng888AC33347v/jFL1izZk2sYwkhouCrr77C4/G0eUzXdUpLS2OUSCQaI3xeE72PTPZFO0uWLOHVV1/ltNNO42c/+5l8eO2GhoYGxowZ0+axc845h8bGxhglam/atGnk5+dz6NAhLr30UiZNmsSll17KXXfdFetozWbMmMGmTZvYtm0bF1xwAQcOHADgf//3f2OcTCSye+65h4KCAq699loGDhyI2+3m3//+N3PmzIl1NCFEhM2aNQuLxQLA9u3bAVAUheuvvz6WsUQCMcLnNdH7yGH8op0BAwbw97//HY/Hw4oVK3j11Ve5//77mThxIi+++GKs4xnKgw8+yPnnn8+pp55Keno6NTU17N27lwcffDDW0Zp5vd7mIw3mz5/PlClTAJg7d24sY7Vx5MgRFixYAMCPfvQjZsyYwZNPPhnbUCLhHTx4kL/+9a8ATJo0iYsvvpgVK1ZwySWX8Mgjj8Q4nRAikszmlo/M9957L+vXrwdo/gJAiGgzwuc10fvIZF8EZbFYuOKKK7jiiivwer2sWLEi1pEM56abbuKGG25g//79VFVVkZmZyUknncSbb74Z62jNWh+W+PLLLzf/3+v1xiJOQG63G5fLhc1mY8iQISxZsoRbbrmFnTt3xjqaSGADBgzgiSeeYOTIkXz22WeceeaZAG1ONRFCxAe73c7y5cupra2lpqaGl156ibS0tDZfAggRTUb4vCZ6H0XXdT3WIUTvsn79es4999xYx4gLu3fvDvj43Xffzdq1a3s4TWClpaXk5OSgKErzYx6Ph23btnHOOefEMFmLr776isGDB9OvX7/mx3w+HwsXLmT69OkxTCYSmaZpvPfee3z77beceuqpTJ48GfCfV9m6rwohjK+kpITnnnsOh8PBo48+ypYtW9i1axf/+Z//KeNd9AgjfF4TvY9M9oWIovT0dKZMmcLxw+zTTz/l8OHDMUolhBBCCCGEiHdygT7RqYMHD3Lbbbdx8ODBWEcxnFNOOYXnnnuOv//9723+nXHGGbGOFpQR6n3gwAGuvPLK5gv1CdEbSL8UIn4Z4b1RJBbpkyIUMtkXnaqqqmLhwoVUVVXFOorhfPrpp2RmZrZ7/KOPPur5MCEyQr1ra2tZunQptbW1sY4iRDPpl0LELyO8N4rEIn1ShEIm+0JEUXp6OiaTqflnr9dLZWWlXExFCCGEEEIIEVUy2ReiB+3YsYOsrCx27NgR6yhCCCGEEEKIOCaTfSGEEEIIIYQQIs7IZF8IIYQQQgghhIgzMtkXQgghhBBCCCHijEz2hRBCCCGEEEKIOCOTfSGEEEIIIYQQIs7IZF8IIYQQQgghhIgzMtkXQgghhBBCCCHijEz2hRBCCCGEEEKIOCOTfSGEEEIIIYQQIs7IZF8Epes67nI32iGNwQxGO6ThLnfHOpYQQgghhBBCiE6YYx1A9C6uIy4qllbg2OGgbksd7mI3rgYXc5mL4z4HW5K3YM2zkjYqjZQRKWRdmYVtgC3WsYUQQgghhBBCtKLouq7HOoSILV3XqV1XS8nCEqqWVeGt9+L16XhUHaeq49J8OBodpCSlYFNN2DUFi6ZgNimYU830uawP/W7tR/rYdBRFifWf06t4fBp7i+vYeaSGr4/UsP9wCV+sWccF48dy0sB+/DA/g9PzMxiel4bFFJsDbSRj9HKW1rlwe31YzSZy02y9JqeIDCP0S+mTQnSNEca3SCzSJ0VXyGQ/wblL3RT8toCKJRV4nRoOk49SvPiOdQsFaN1BWv9sUhRyMZPiM2G2q2RNzmLoE0Ox5lp7+K/ofQ5XNfDmxkIWbCikptEDgFlV8Gotrdn654wkC9PGDOa20YMZ2CdZMhooo5FyisgwQr2NkFGI3kjGjuhtpE+K7pDJfgIrX1JOwZMFOA+5qDb5KNM8KErbyX1nFEDXIUe1kOkzYR9kY+iTQ8menB2t2L1ardPD0x/tYdGmQygKaGE0pnqs7W8+axCPXXUKaXaLZOzFGY2UU0SGEepthIxC9EYydkRvI31SRIJM9hOQruscffkohXMKcTX6OKx68KKFNck/ngJYUMnXLNiSTAx+ZDAD7h2QUIf1f/FNGTMXb6fC4QrrBfl4qgLZqTaen3IGF5ycE7mASMZIMkpOERlGqLcRMgrRG8nYEb2N9EkRKTLZT0BH/u8IhU8XUu/xchh3u0P1u6ppPQMVK6lmM0MeG8KAewdEYM293+vrCnjiw12oYX7zGkzTep665jRmnDe0+ytEMkYqIxgnp4gMI9TbCBmF6I1k7IjeRvqkiCSZ7CeY8iXl7P/v/dS7vRzWo3cbvYGKlVSrmZNeOinuD+l/48sCfvPBrqitPxIvzpIxcm9yRskpIsMI9TZCRiF6Ixk7oreRPikiTSb7CcRd4mbHVTuoP+TkoOqK+vZO0GykDrIz4uMRcXvRvi++KWPG3zdGfTtv/Gh0lw+/kowtupMRjJNTRIYR6m2EjEL0RjJ2RG8jfVJEg9yXIUHouk7BU/6L8R1WPUT7THoFOKJ6cB5yUfDbAuLxO6Vap4eZi7ejRrkxVQVmvb2dOqcn7OdKxhbdyQjGySkiwwj1NkJGIXojGTuit5E+KaJFJvsJonZdLRVLKqg2+bp9Mb5Q6IAHjWqzj4olFdSuq43yFnve0x/t6faFU0Kh6VBe7+L3H+8J+7mSsUV3MoJxcorIMEK9jZBRiN5Ixo7obaRPimiRyX6CKFlYgtepUaZ5oj7Rb6IDZT4PXqdG6VulPbTVnnGoqoFFmw5F/UW5iabDok2HOFzVEPJzJGN7XckIxskpIsMI9TZCRiF6Ixk7oreRPimiSSb7CcB1xEXVsiocJh89fSc8RQGHyUflskpcR6N/nYCesnBjYY+3pXpsu6GSjIGFmxGMk1NEhhHqbYSMQvRGMnZEbyN9UkSTTPYTQMXSCrz1Xkrx9the/SY6UIoXb52Xio8renjr0eHxaSzYUNhj38A28ekwf0MhHp/W6bKSMbhwMoJxcorIMEK9jZBRiN5Ixo7obaRPimgzxzqAiD7HDgden47P1P6VZIdrA9W+Si5IvoK/VM9hp+srrk29nUkp1wVd3w7XRpbULwCgnymfH2XMwqO7+Eftn/hx5sPtlvfpOl6fjmOnI2J/UyztLa6jprHthU0av/0Kb30VaWdcStm7T+NrrEX3uulz0V3YB/8w4HrcJd9RufzPoJpRrUlkX/swisVG+fvPkn3tL1ECfM1b0+hhX3EdP8zPQNM07rrrLr799lt0Xeevf/0rw4cPD5rx+JwA3ppSjrxyD/3vfBFrztCAORu/3UTNukWgKJgz+5N11c/QPW4ql/+Z7Mk/7zAjEDRnKBmPvHw3ptQsADLG3kzSCWdGJePGjRv52c9+hsViIT8/nzfeeAOLxRK0LVtn9NaWU7n8z2juRuyDfkjm+dMCZuxuvUXP6KzetRvepeGbL1GsdrKueghzat+A6wm3T0LbehcUFHDOOedw2mmnAbB48WJycnLaZWydrfzDF2j8bjMZ428l/ayrAfBUHKJi6Uug+8g4fzpJQ0cG3LbPUUXZu78H1QyKSvY1szCn9qV8yTz6Xno/qtXeLqMQRhPO2Clf8gc85YUoFhtJJ55DxpgbA65Txo7ojnD6pPP7HVR9/jqKaiLzghlBP19KnxStyZ79OKfrOnVb6vCogb8yXNWwhPOSJgEwJe3HTE27p9N1nmo9k0ez/sijWX8E4IBnFzY1iRQ1jSJv4EOCPKpO/Zb6Lv4VvcvOIzXtHqvb+gmpp10IQPa1vyBv2hxyrn2YmrULg67Hkj2YvNufJ2/aHKx5J/onEIqCLX84zoNbOt3+tm3bcLlcrF69mmeeeYZ58+Z1mPH4nAA1G97Bln9qR38u9qFnkHf7c+RNfxYA1+E9qFY7qj0NT8WhDjN2lDOUjKothbxpc8ibNifoRD8SGQcNGsRnn33GF198wdChQ3n//fcDLhcoY9XKV+l72f3k3fZM0Ik+dL/eomd0VG9ffRUN326i3/RnyTx/OjVr3wq6nq70yeO3P2HCBFatWsWqVauaJ/rHL9O6L2ZeeCd9LrqrzfqqPn+DrCsfIHfqU9SsXhB0u2pSOv2mP0vetDmk/nAi9duXA5B88lgcu1YGzSiEkYQzdgCyrvoZedPmBJ3og4wd0T3hvZ6/Tr+pvyV36lNUr54fdJ3SJ0VrMtmPc54KD+5iN05Vb3e7vQatHg0Ni2IFoI8pO6R1mhX/Hs+m2+llm/IAOM12Flud69otrwBOVcdV5MJd7u7aH9KLfH2kBnOre6NoznrQNRSzvx0Vk799NHcjlpwhQdejmFoOrNG9bixZ+QDYTziThv3rAz7HrCrNL8wDBw5E13V0Xaeqqors7Jb6HZ8xUE5PdTEKYE7v+F6rTX9PU73NGf0ASDphJA37N3SYsaOcoWTU3E6KFzxC2QfP4Wusi1rG/v37k5SUBIDVakVVW14aO6q37vPirSmh6rO/UfzmozgPB7+6bXfrLXpGR/X21pZizR6MoihY807EdXhX0PWE2yehfb3Xrl3L+eefz6OPPtrm9qVNGY8fL+a0rHbr9NVXYumbj2pLRrWn4msI3J8U1YSi+Pu95m7Emj0Y8H9p0XigJa/0SWFk4YwdFIWKpf+Pkrcex13yXdB1ytgR3RFWn9Q0VHuqf8+8rsnruQiJHMYf57zVXnSvjlfROf5W98Xew80T9XCtaVjGUscics0DSFP9h//kmPqzsXFVu2V18G/fq+Or8UFo3yn0WqV1LrytTq7yVB7BnJHbZpni+Q/jqToS9HDdJo3fbaZq1esoJjPp590EgCUzD0954D1/Xk2nrN5/ocPs7GwsFgvDhw/H6XSydu3aoBkD5axd/zYZ595E9Zo3O/2b63esoGbD21gy+2NK9tfbnJmHY8/qDjN2lLO01tlpxrzbn8WUlE79zn9Ts3oBfS/9SVQyNvn+++9Zvnw5jz/+ePNjJTWNQevta6zFU3qQnGsfRjFZKH37Kfrf+YegGbtTb9EzOhrf5sw8XMX70b0enIU70Dr4AgrC65PQtt79+/fnwIEDJCcnc/fdd/Puu+9y4403tskY6LWnHb3lfEzVnoLmrG/Ocjx3yXdUfPISmstBv5tn+59jTWrzgVL6pDCycMZOn4l3YUpKx1NxiPIlf6D/HfOCLitjR3RVOH1SMVvw1pSimC24y76X13MREtmzH+d0jw466BG+NN/45Mv4fc6r9DXlssW5ttPldX8INLfxLwTi9vo6XSZv+lz6z5hH1crXOlwu6QdnMeCuP5E8bCz1W5eGtH2Xx7/95cuXYzab2bdvH++88w4zZ84MOaOnqggAc2a/kLaZOuJi8u/+P0wZuTR80/7ojWAZO8rpDKEdTUnpACQPH4e79GDUMgLU1tZy++2389prrzWfrw9Q1+AMug7VloK5T3/MGbmYUvugmEzoWvC/qzv1Fj2jo7FjSs4g7cwrKVn0axq/3YQla2CH6wq3T0JLvW02GykpKSiKwg033MD27dtDytiO0vI2rzkdqPbUoIta+/2A/nfM85+i8OU/O80ohNGEM3aa3n8sWYNAUTp8bZexI7oqnD7Z5+J7qPj4RSqX/y/WnCGYUvoEXVb6pGgik/04p1gUUEBpdxA/5JkHUu4r7vD59VotLr3tZMejtxyKn6QkY1VsAJT5iuhvHhw4hz8EqtX4Xc5qNrX52dI3H29NKeA/ZFf3eQFQrEnNF0HRXA1ozrYXKNS9LRcBU20pKBZ/O3qqizucRNgspuZtZWX5D/PKzs6mpqbl29rjMx6f01N6EE95ISWLfoOzYCuVy/6M7nXja6xD87Std5uc1iQUi/9v8lYX+z8EdZCxo5z2TjLqPk/ztl2HdmHu0x8gKhm9Xi+33HILTzzxBMOGDWuzXFqyPWhG1WJDtaehOevR3E50rwdFNUWl3qJndDS+AVJPn0TetDkkn3wetsGnA5Hrk9BS77q6lqMGVq9ezYknntgu4/HZAjGl9MFTVXSsT/r3AmkeF77G2rZ5fa37Z3Jz/9Tcje32HEmfFEYVztjRXP57kPsc1eDz+l/bZeyICAunT9ryTqTfrU/T97L/wpTaF9WWLH1SdEoO449z5kwzilnB7PZP91vv309WU1FR8ehuLIqVt+v+yjbXl2i6RqnvKLem389yx9sMt47kVNuo5uetaVzGxsaV6ECeOZ8zbOcCsMu1mQnJV7XLoABmXUExK5gyjP+ikptmw6wqzYf6qvZU/7f+Xv+XICWLfuNfUNfInDADAMfe1YDSfBV88B/SXfvVvwD/HoSsY4f8Ow9uJfmkcwNu26wq5KT6X7QvueQSXnvtNSZMmIDL5Wpzgb7jMx6fM3nYWJKHjQX8VxxOH3M9itlK7bpF2Aef3uaK3fU7P8Wx+wsALH0HkHTiOf78B7eRNvLyDjN2lDM33d5hRs3loPSfT6JY7ChmC1lX/gyA2q/+FfGMCxcuZMOGDcyePZvZs2dz3333cfPNNwPQLyMpaL0Vs5XMCXdQ+vZT6D4vGccu0BeNeoue0dH4VsxWyt6fi89Rgzkjt/m0kkj0SWhb7zVr1vD444+TnJzMCSecwOzZs9tnPC5b1arXaDywEV3T8FYV0/fiu8mcMIOKj/4AukbGeH//dB3Zg6twJ5kX3N68TnfJd1R99iqoKorZ2jzenAXbSfqP0QEzCmE04Yyd8g+fR3PWo2s+Mo9dKE3Gjoi0cPpkzZeLaTy4BdVio88l/vcf6ZOiM4quH38mt4gnuq6z9fytVB5wcEhpf3G87c711GhVXJB8RcDnv1HzItPSf4pJ6XiS7tIaeaP2j9yd+UjA3w/SrWSdlMqZq4NfUd0o3txYyKPv7WzzWMOBr/A5qtpM7lqrWvkq6edNxdTBIbTgr5f/Vmy/aL64yvGeuf50bh0d+AiKjjKGkrNi2f/Q95KfoKgd11tzO6lc9j9kXz0z4O/jJWOwnL2t3iJyulLvSPVJCH/sdJYtkJoN75J84uhOT0MA2t2qKdSMQvRGMnZEbyN9UkSbTPYTwP4H9nP0rRK+M8XuIhw/8NkYcGs/TvrjSTHLECk7j9Rw9UtrYrb9Jf89vtN7okrGzoWSEYyTU0SGEepthIxC9EYydkRvI31SRJvxT6AWnUoZkYLZpGBS2p+33xNMioLZpJByekpMth9pw/PSyEiydL5gFGQkWRiWl9bpcpKxY6FmBOPkFJFhhHobIaMQvZGMHdHbSJ8U0SaT/QSQdUUW5lQzuZgDXKYvuhQgFzPmNDNZVwa4Z6gBWUwq08YMRu3hxjQpMH3MYCymzoetZAwunIxgnJwiMoxQbyNkFKI3krEjehvpkyLapMIJwJZvo89lfUjxmejpkzZ0HVK8Kn0v64ttQPxcBOS20YN7vC01COu8KskYWLgZwTg5RWQYod5GyChEbyRjR/Q20idFNMlkP0H0u7UfZrtKjmrpsb37CpBjsmBOMpF7S24PbbVnDOyTzM1nD+qxb2JVBW4+exAD+ySH/BzJ2F5XMoJxcorIMEK9jZBRiN5Ixo7obaRPimiSyX6CSB+bTtbkLDJ9JiyoUZ/wK4AFlUyviazJWaSPTY/yFnveY1edQnaqLeovzqoC2ak2HrvylLCfKxlbdCcjGCeniAwj1NsIGYXojWTsiN5G+qSIFpnsJwhFURj6xFDsg2zkaxaifbSQDuRrFuyDbQx9YihKjC4OGE1pdgvPTzkDLcqNqenw/JQzSLOHfwEXydiiOxnBODlFZBih3kbIKERvJGNH9DbSJ0W0yGQ/gVhzrQx9cii2JBMDFWtUtzUIK7YkE0OfGIo1N7rbiqULTs7hqWtOi+o2Zl9zGhecnNPl50tGv+5mBOPkFJFhhHobIaMQvZGMHdHbSJ8U0SCT/QSTPTmbwY8MJtVsbp7wR2qfe9N6BmElxWJmyK+GkD05O0Jr771mnDe0+cU5UodfNa1n9jWncft5Q7u9PskYmYxgnJwiMoxQbyNkFKI3krEjehvpkyLSFF3v6es/iljTdZ2iV4r4/pnvcTX6OKJ68KB169D+pnP08zULtiQTQ341hP739I/Lw/eD+eKbMma9vZ3yele3DsNqOp/q+SlnRPzbV8kYOUbJKSLDCPU2QkYheiMZO6K3kT4pIkUm+wmsfEk5BU8W4Dzkotrko0zzoCiENelX8N9eL0e1kOkzYR9kY+iTQxNij34gtU4PT3+0h0WbD6ECvjAa06T4b4Vy81mDeOyqU6J2PpVkjByj5BSRYYR6GyGjEL2RjB3R20ifFJEgk/0E5y51U/DbAiqWVOB1ajhMPkrx4jvWLRTaTv5b/2xSFHIxk+IzYbarZE3Oivtz9EN1uKqBhRsLmb+hkJpGDwBmVcHb6uvZ1j9nJFmYPmYwt44e3GO3QpGMiZdTRIYR6m2EjEL0RjJ2RG8jfVJ0h0z2BbquU7uultK3SqlcVom3zovXp+NRdZyqjkvz4WhsICUpGZtqwq4pWDQFs0nBnGam72V9yb0ll/Sx6Ql12H4oPD6NfcV17DxSw84jNRw4XMLna9YxYfxYThzYj9PzMzg9P4NheWlYTLG5hIZkjF7OsnoXLo8Pm8VETqqt1+QUkWGEfmmEjEL0RvJ6Lnob6ZOiK2SyL9pwHXVR8XEFjp0O6rbU4S5y42pwUVRURP/+/bEl27D1t5E6KpWU01PIujIL2wBbrGMbxpYtWzjrrLPYvHkzo0aNinWcgCSjEF1jhH5phIxCCCGEiAxzrAOI3sU2wMaAHw9o/tld7mbH2h08fN3DvPO/7zBi3Ais2XKYvhBCCCGEEEL0ZnKMh+iQNduKOkilkELUQapM9IUQQgghhBDCAGSyL4QQQgghhBBCxBmZ7AshhBBCCCGEEHFGJvtCCCGEEEIIIUSckcm+EEIIIYQQQggRZ2SyL4QQQgghhBBCxBmZ7AshhBBCCCGEEHFGJvtCCCGEEEIIIUSckcm+EEIIIYQQQggRZ2SyL4QQQgghhBBCxBmZ7ItOmc1m8vLyMJvNsY5ieIqiYLfbURQl1lGCMkK9jdCOIvEYYewYIaMQQgghIkPRdV2PdQghhBBCCCGEEEJEjuzZF0IIIYQQQggh4oxM9oUQQgghhBBCiDgjk30hhBBCCCGEECLOyGRfCCGEEEIIIYSIMzLZF+3MnDmT1atXxzpGXHvjjTdiHaGZUepdUVHR/P/33nuPJ598kvnz56NpWgxTiUT2/vvvA1BaWsp9993HhAkT+NGPfsTBgwdjnKyFETIKIYQQIjrkavyinWHDhjF27Fg2btzIxRdfzE033cT48eNjHcuQdu/e3e4xXde55557WLt2bQwStWeUek+cOJHPPvuMxx57jLKyMq6//npWr17N0aNHee2112IdTySgSZMm8e9//5sbb7yRH//4x0yaNImtW7fyyCOPsHLlyljHA4yRUQghhBDRITfaFe0MGDCAv//973g8HlasWMGrr77K/fffz8SJE3nxxRdjHc9Qzj33XKZMmcLx36l9//33MUrUntHqvWbNGj7//HMArrjiCiZMmBDjRCJRKYqC1+vF4XBwySWXYDabGTNmTK862sQIGYUQQggRHTLZF0FZLBauuOIKrrjiCrxeLytWrIh1JMM55ZRTeO6558jKymrz+FVXXRWjRMH19np//fXXTJ06lf3799PY2EhSUhIADocjxslEovr1r3/NDTfcQEZGBueeey7jxo1jz5493HLLLbGO1swIGYUQQggRHXIYv2hn/fr1nHvuubGOERdqa2tJSUnBZDLFOkpQRql366MhBgwYgMViob6+njVr1nD55ZfHMJlIZE6nky+//JKSkhIyMzM555xz2n25F2tGyCiEEEKIyJPJvuiUruvouo6iKCiKEus4hqZpGj6fD5PJhKr2zutjGqHeRmhHkXiMMHaMkFEIIYQQkSGfkkWnqqureeedd6iuro51FMOrrKzktddeo7KyMtZRgjJCvY3QjiLxGGHsGCGjEEIIISJDJvuiUwcPHmTq1Klyq6YIKCws5J577qGwsDDWUYIyQr2N0I4i8Rhh7BghoxBCCCEiQyb7QgghhBBCCCFEnJHJvhBCCCGEEEIIEWdksi+EEEIIIYQQQsQZmewLIYQQQgghhBBxRib7QgghhBBCCCFEnJHJvhBCCCGEEEIIEWdksi+EEEIIIYQQQsQZmewLIYQQQgghhBBxRib7QgghhBBCCCFEnDHHOkCi0nSN4vpi6t31eDUvZtVMqjWVvNQ8VEW+gxFCCCGEEEII0XUy2e8hmq6x/vB6vjryFTtKdrCtZBvVzmp8mg9d11EUBZNqItOeych+IxnRbwTn5J/DuQPPlcm/EEIIIYQQQoiwyGQ/yqqd1Xyw7wPm75jP3vK9eDQP6GAz2chyZZHmTMOkmfCpPursdVRoFXy8/2M+PvAxFtXC8OzhTB8xnWuGXUOmPbNHs+u6jqfCg3ZIYzCD0Q5puAe7sWZbezSHEEIIIYQQQojwyGQ/SjRdY/6O+Ty/7nnKGspQURniHMLIvSPpf6Q/AwsHklabhqqpoAMKaKpGXXodhwcfpii/iG3Dt7GrdBcPr3iY59c9z6yxs5g+YnpU9/S7jrioWFqBY4eDui11uIvduBpczGUujvscbEnegjXPStqoNFJGpJB1ZRa2Abao5RFCCCGEEEIIET5F13U91iHiTUF1AY9/9jgrC1ai6ipnF5/NWZvOYtjuYdicNnR0vKoPl9mDT/WhoaOiYNJM2LwWzJoJBQWX3cW+U/ex+ezNbMrbhKZoXDT0In438XcMzRwasby6rlO7rpaShSVULavCW+/F69PxqDpOVcel+XA0OkhJSsGmmrBrChZNwWxSMKea6XNZH/rd2o/0sekoihKxXB3x+DT2Ftex80gNXx+pobTOhdvrw2o2kZtm44f5GZyen8HwvDQsptidBnF8zv2HS/hizTouGD+Wkwb26xU5JWNiMcLYMULGQDl7Y780YsbeWm8hhBDCaGSyH2ErvlvBQ8seosxRxmDvYK795FpO3XkqJo+JBquLeksDmtJ5k6u6QqonmWS3DZ/Fx+7Td/P+5e9TaC4kJyWHP1z2By7+wcXdzusudVPw2wIqllTgdWo4TD5K8eI71i0U/AceNGn9s0lRyMVMis+E2a6SNTmLoU8MxZobvcP8D1c18ObGQhZsKKSm0QOAWVXwai0pW/+ckWRh2pjB3DZ6MAP7JEctlxFzSsbEYoS2NEJGo+SUjEIIIYSQyX4EfbjvQ2Yun0m9u56J303ksiWXkVGVQb2tgXqz0z9TDpcOqV47qa5kavrUsGzyMj77wWekWlOZd9k8Jp88uct5y5eUU/BkAc5DLqpNPso0D4rSdnLfGQXQdchRLWT6TNgH2Rj65FCyJ2d3OVcgtU4PT3+0h0WbDqEooIURUj32N9181iAeu+oU0uyWiGYzWk7JmFiM0JZGyGiUnJJRCCGEEE1ksh8hK75bwX0f3Ueju5HrtlzHxGUTUT0qFUk1+NTuN7FJV8hqyECzaHx22Wf8a9S/SLYm8+er/hz2Hn5d1zn68lEK5xTiavRxWPXgRQtrkn88BbCgkq9ZsCWZGPzIYAbcOyAih/V/8U0ZMxdvp8LhCutD4fFUBbJTbTw/5QwuODmn27mOZ4SckjGxGKEtjZARjJFTMgohhBCiNZnsR0BBdQFXL7yaioYKbthyA5OWTsKLRpW9LuLb6uNMw4zKiitW8N6o98hKzmLJrUsYkjkk5HUc+b8jFD5dSL3Hy2Hc7Q7V76qm9QxUrKSazQx5bAgD7h3QrXW+vq6AJz7chRrm3p9gmtbz1DWnMeO8od1f4TFGyCkZh3Z/hQZihLY0QkYwRk7JOLT7KxRCCCHijFzppps0XePxzx6nzFHGxO8mMnHZxKhN9AGq7HV40Zi0bBITv5tImaOMx1c+jqZrIT2/fEk5hXMKqff6J/oQmYl+6/Uc1t3Ue718/8z3lC8p7/L63vjS/8EQIvPBsPV6fvPBLt74siAi6zRCTskYuXobgRHa0ggZwRg5JWNijW8hhBAiVDLZ76b5O+azsmAlQzxDuGzJZageNWoT/SZV9jpUj8plSy5jsHcwnx38jAU7FnT6PHeJm4InC/yH7uvuqGY8rLtxNfooeLIAd2n42/rimzJ+88GuKCRr8ZsPdvHFN2XdWocRckpGv0jU2wiM0JZGyAjGyCkZ/RJlfAshhBDhkMl+N1Q7q3l+3fOouso1y64hoyqD8qSaHtl2RXINGVUZXPvJtai6ynPrnqPGGXzbuq5T8JT/YnyHVU+XrhUYDgU4onpwHnJR8NsCwjlbpNbpYebi7ahRDqkqMOvt7dQ5PV16vhFySsYW3a23ERihLY2QEYyRUzK2SITxLYQQQoRLJvvd8MG+DyhrKOPs4rM5deep1Nsa0CJwMb5Q+BSdelsDp+48lbOLz6asoYz3970fdPnadbVULKmg2uTr9sX4QqEDHjSqzT4qllRQu6425Oc+/dGebl+8KRSaDuX1Ln7/8Z4uPd8IOSVji+7W2wiM0JZGyAjGyCkZWyTC+BZCCCHCJZP9LtJ0jfk75qOictams1C9Jv/t9XpQvdmJyWPirM1noaIyf8f8oOfulywswevUKNM8UZ/oN9GBMp8Hr1Oj9K3SkJ5zqKqBRZsORf2DYRNNh0WbDnG4qiGs5xkhp2Rsr6v1NgIjtKURMoIxckrG9uJ5fAshhBBdIZP9Llp/eD17y/cyxDmEYbuH0WhxEfVj44+nQIPVxbBdwxjiHMLe8r2sP7y+3WKuIy6qllXhMPmIwJ3wwouogMPko3JZJa6jrk6XX7ixsMczqse2Gw4j5JSMgXWl3kZghLY0QkYwRk7JGFi8jm8hhBCiK2Sy30VfHfkKj+Zh5N6R2Jw26i2x2ZNQb2nA5rQxcu9IvJqXTUc3tVumYmkF3novpXh7bK9+Ex0oxYu3zkvFxxUdLuvxaSzYUNhje4Ga+HSYv6EQjy+0OxoYIadkDC7cehuBEdrSCBnBGDklY3DxOL6FEEKIrpLJfhftKNkBOvQ/0h8dHU1p/4lmp3M7axq+AGBz41fMLf8d8yqepcpXGXS9qxs+55ny2cwp/x3L6pcCUOmr4J+1CwMuryk6Ojr9j/ZH13X+3+L/x/nnn8/48ePZu3cvAI4dDrw+HV+Ai+TtcG3giwb/dv5SPYcHSm7k345/dfi3f97wEbMr/pvfV/yUpY5FxzKWsrD2zwGX9+k6Xp+OY6ej+bFVq1YxadIkLrroIt577z0A9hbXUdPY/uJKjd9+Rd325WiuBorffJTi+Q9T/OajeGuCnxpQt+0Til7/OUVvzKRmwzsAeGvLqFzxl4DL1zR62FfcchcFTdO4884727VlKDkByt59muIFj1D0+s9xFn4dNGfD/g0Uvf5ziuf/kspPX/Zv2+2kfMm8TnP6fD6mT5/ORRddxF133YXX6w0rI4C3ppTvn7sOd1lB0IzdbcuamhpGjx5NamoqX3/d0hahZDzy8t0UL3iE4gWP0Hhwa9QyGl2nY8fjam7Hotcf4uirDwRdV3f6ZJOujG+Aus1LKHr9IYpefwjH3rVRy9jd8V274V2K//ELShb9Gm998NfzSPTLhQsXkpOT0+ax1hlb5yr/8AUO/fE2ajd/2Lysp+KQ/zXzH7NoLNgWNKvr6D6K3phJ8fyHKXv/WXSfF13XKfvX3DYXWD0+Y0lJCWPHjmXChAlMnDiRoqKidhlDyVm76QMO//kuyt57OmjGUHPG2/gWQgghukom+12g6RrbSrZhM9kYWDgQr+oLuNzqhlWMSToPn+7jU8cyZmY9wjVp1/NR/QdB132K9VQeyXqch7MeY7tzK7W+Wvqasqj11dCgBT56wKv6yC/MR9EUKswVfPHFFzzzzDPMmzcPXdep21KHJ8iFA1c1LOG8pEkATEn7MVPT7un07z/VOorH+/4/Hu37J7Y611Hrq6KvKZcarYoGrT7gczyqTv0W/+8aGxt54YUXWLp0KStXruT6668HYOeRwHcTqNv6CamnXYhiMpN99Uzyps8l49wbqT324TkQ+9CR5M14gbzbn6dx/wZ8jmrM6Tn4HFVozsAZW29/27ZtuFwuVq9e3dyWgZYLlBMg+9pfkDdtDjnXPkzN2sBf1ABYc08g7/bnyJv+LL6GGlxF+1GtdlR7Gp6KQx3mfO+99zjhhBNYuXIlw4cP59133w0rI0DNhnew5Z8aNB90vy2Tk5P56KOPmDJlStBlgmVUbSnkTZtD3rQ5JJ1wZtQyGl1nbalabM3tmHbmVSSffG7QdXWnT0LXx7f//x+Td/vz9LvtGWq//GfUMnZnfPvqq2j4dhP9pj9L5vnTqVn7VtCc3e2XPp+PxYsXM2jQoKDLtG6/zAvvpM9Fd7VZturzN8i68gFypz5Fzergt2g1pefQ79anyZs+F3NGLg3716MoCrb84TgPbgm6/ezsbNasWcPnn3/OjBkz+Nvf/tZumVByppxyAf1u/X3QfOHmjKfxLYQQQnSVTPa7oLi+mGpnNVmuLNJq03CZ2+8FatAa0NCxKBZKvSX0N/fHrJg50XoShz2Hg64725yDoigoioJJMaEeO+HxROvJ7HLtDPgcl9lDek06/Tz9cJvcFNUVUVVVRXZ2Np4KD+5iN05Vb3dJgQatHg0Ni2IFoI8pO6S/P8fcvzmjWTGjKP5udLL1h3zt+qrd8grgVHVcRS7c5W6+/PJLkpKSuPrqq7n++uspLi4G4OsjNZiPuz+T5qwHXUMxW1HMVsxpWf51miygBO++lsy85oyoJppOHLUPOo3G4z64AphVpc2Hw4EDB6LrOrquN7dlk85yNucDNHcjlpwhQXOaM3JRVNOx55ibcyadMJKG/Rs6zPntt98ycuRIAEaNGsUXX3wRVkZPdTEKYE5vu9fweN1tS4vF0m7PZKgZNbeT4gWPUPbBc/gag++p625GowulLZs07FtDyvDzg66rO30S6PL49m+7H7rHhe5uRLWnRC1jd8a3t7YUa/ZgFEXBmncirsPB7x/f3X65cOFCbrrpJlS17WtdU8Z27Xfs9bE1X30llr75qLZkVHsqvobA/d6c2hfVYgP8r19Nr+v2E86kYX/LtWCOz2gymZrz1dXVcdppp7XJeHz7BctpSsls3mZHQskZb+NbCCGE6CpzrAMYUb27Hp/mI82Zhqqp+EzudsuUeIvJMvk/0DToDuxKUvPvdDo/l3CrczM5phxS1TQAsk05fOc5EHBZn+pD9VlI96SDAuMmjkMr01i7di3eai+6V8er6Bx/FH+x9zDZprxQ/+x2NjvXkGMaQJqaAUCOqT/futvf9kgH//a9Or4aHyUlJRw4cID169ezYsUKnnzySf7v//6P0jon3uNO8PRUHsGckdt2fT4P1WveJOuKn3aasWHfOiyZ/TEl+zOaM/NwHdnbbjmvplNW33IBwezsbCwWC8OHD8fpdLJ2bcshxaW1oeUsnv8wnqojZE/+eac5XUXf4GuowZZ3YnNOx57VHeY89dRT+eSTT7jxxhtZsWIFVVVVLRnrXJ1mrF3/Nhnn3kT1mjc7zQddb8tgQmnHvNufxZSUTv3Of1OzegF9L/1Jj2Y0ilDqDf5Jl6++Ckt22z3FgXSlTwLBx3cI9U468RyO/vU+0DSyrgx+qkF3M3Y0vktqGzvMac7Mw1W8H93rwVm4A62DL6GadKVf+nw+/vnPf/Kvf/2LF154oc1yTfUOVON2Wt2hRbWnoDnrm3ME4q0ppfHgFjLG3gz4v7DwlLccLRFo7Gzbto17772X6upqli/3H6rfut4h5QxTRznjbXwLIYQQXSV79rvAq/nPETRpJtDp9K71SUoyTr2x+Welk2Y/5ClkpWMFt2RMCymPpuugg7vODQp8tPQj3nnnHWbOnInu8f9Oj/Cl+Qo93/Lvhn9xW/p/hbS87g+B5tbIzMxk3LhxWK1WJk2axK5d/j1jLk/g0yGOV7H0JdJGXYmlb36Hy7lLvqN28xL6XNL5qQnHb3/58uWYzWb27dvX3JZNnB5voKe3kzd9Lv1nzKNq5WsdLuetLadqxV/IvuqhsHJOnjwZu93OxIkTcTgc5OW1fHHj9nbclp4q/3m15sx+IW2zO20ZjDOEZUxJ6QAkDx+Hu/Rgj2c0is7q3aRh/waSTgp+CH+TrvZJIOj47qzemquBui0fM+CeVxhw9/9R/cX8NueKRzJjR+Pb0djxJNGUnEHamVdSsujXNH67CUvWwA6X72q/nD9/PlOnTm23Vx9CrzfQ5ggozelAtacGXVRzNVD+4QtkX/WQ/4iJTjI2GTlyJBs2bGD27Nk888wzQGjju6tCyRlP41sIIYToKpnsd4FZNaMoCj7VBwqoAe6518+cR4Wv4tj/+1HkLcKre/nWvZ+BFv+HQ4dWj1tv+8GyylfFgprXuSvzHqyKrfnxcl8Z/c0DAuZRFQUU8Jg8mFQTFtVCdnY2NTU1KBb/75QAGfPMAyn3FXf4t9Zrtbh053EZy3mj9g/cnfEINsXe/HiZr4j+5sEB16P4Q6BaVc455xz27NmDruts27aNH/zgBwDYLKZ2z7P0zW9zIb7qNW9izswj5ZQLmh/zNdahedpm9NaVU7Hsf8i+eiaqpSWjt7o46Ifz1tvXdZ2sLP+RGU1t2cRuaf/hsnVOXdfRff4vBBRrEqrVv33N1YDmdLR5nuZqoPyDZ+l7+X9hSsk8Lmfgva9NORVF4YUXXuCzzz4jKyuLa6+9tnkZq7njtvSUHsRTXkjJot/gLNhK5bI/o3vdUWnLYOyd1Fv3edC9/lNkXId2Ye7TH4hOvY2us3o3adi7hpRTxjf/HOk+CQQd353VG0VBsdj8p+xY7eiaF9CjkrGj8Z2SZGv33OPbMvX0SeRNm0PyyedhG3w6EPl+uXv3bt544w0uv/xy9u/fzwMPtBzp0FTvQDU+nimlD56qomPt6N+rr3lc+Bpr2yynaz7K3p9Lxvhb22TzBMjaui3d7pYj2zIyMkhOTgba1juUnIF0J2c8jW8hhBCiq+Qw/i5ItaZiUk3U2evQVM2/h/+4zxXJajIKCh7dg0WxMCnlEl6omINFsXBn5o8B+NSxjGHWUzjF1nKBtA/r3qNOq+Nv1f4rTE/LuIM8c38OuL/h1ozbA+YxaSY0VUPro+Gr93H7LbdDHcybNw9zphnFrGB2+6f7rfeTJaupqKh4dDcWxcrbdX9lm+tLNF2j1HeUW9PvZ7njbYZbR3KqbVTz896rf406rYZXqv1XTZ6R8RD9zYP4xv01t6e3P/RWAcy6gmJWMGWYyM7O5vrrr2fChAkoisKrr74KQG6aHbOqtDmEVrWngqL4J6INNdSsfQvbwFMp/n47tvzh9LnwTmq/+hf2waeTNHRk8/OqVy9Aa6ih/IPnAMi6/L+xZA3EeWgXfS+7v11Gs6qQk9ryIf+SSy7htddeY8KECbhcrjYX8MpN7zgnQMmi3/h/oWtkTpgBgGPvakAh7YxLm59Xu+l9vNXFVC7/PwAyz5+GffDpNB7cRtrIyzvMWVxczK233oqqqkyaNIkLLmj5AiQ3zdZhxuRhY0keNhaA8iV/IH3M9ShmK7XrFkW8LQGuvPJKtm3bxr59+7j33nu58847O21HzeWg9J9PoljsKGYLWVf+zN9mUai30XVWb8VsRXM68Dmq2kyGI90ngeDju5N6q9Ykkk8+j+J/zAJdI23UVSiKSn0UMnY0vvulJ3XalmXvz8XnqMGckdt8akmk++XcuXObHz/77LP505/+1Pxzc72Py1W16jUaD2xE1zS8VcX0vfhuMifMoOKjP4CukTHef7SY68geXIU7ybyg5T3Fsftz3Ee/oWbtW9SsfYu0UVeScsoFOA9uJbnV0SDHt+W2bduYNWsWJpMJu90esN7Ht1+gnI7dn1O35SM8lUcpWfgYubfM7nLOeBvfQgghRFfJZL8L8lLzyLRnUuGroC69jvSKDOotje2WuyD5QjY0fsn45As4J2kM5ySNafN7h+bgZOuwNo/NyGx7hWLw33ovTU0nRQ18wSqb10JNdjWVSZUMzxrOl7/70n9BKPx7sKx5VuwHPOjtd+4zIekqvmz8NxckX8GUtB8zJe3HbX5fr9UyzHpGm8fuypgVIGMp6WofUo5dY6A1HbBrCrb+NqzZ/gs0/dd//Rf/9V9tTwH4YX4Gb24sbPf81JFXUL9rFWlnXMqQh9vfyUBrrMV+bO9ak+xjE8PWvLVlmFIyMQU4jNWr6Zye33Ieq9lsZtGiRe2WCzVn3rQ57bdReYT086a2eSxz3K1kjru17d/jdqI11gY8r7p1zry8PFauXNnljE2yJ7ccBh2NtgT4+OOPu5Sx/4/+2O730cpoZKG0pWpPof+dL7b5faT7ZJOuju+Mc6eQcW7buzZEI2N3x3fOtQ+3+300++WmTZuCZmydq8+Fd9LnwjvbLGvNHkze9GfbPOYu+Y6U0y5q+/f9cCKpP5zY5jFd13Ed2Uva2VcHzTh69Og2FwcNlDGUnCmnTiDl1AkRyRlv41sIIYToKpnsd4GqqIzsN5KP93/M4cGHGVHWN+Byp9vPCPh4k2kZM0LaXl9TFjdn3Bb092bNxJHBR3B5XYzMG9k80Qf/od5po9Ko+6ah3dEHAGfYOz5/d0bGgyFmzOW29PZ7qppYNIXUUcHPFQWCfjhLPvGcDp+XdVlo1w0wp+fQ9+Lg582G+uGwqzmPv9VUMKrVTvbVM4P+PpScRmhLI2Q0injukz2ZsaPlelO/bL1MZ7kCyRhzQ0jLKYpCznXtv9joSr17Omc8jW8hhBCiq+Sc/S4a0W8EKFCUX4SCghpot3kPUHUFBYWiAUUoiuLPdZyUESmYTQomJTYZTYqC2aSQcnrwW2kBDM9LIyPJ0kOp2spIsjAsr/1RCYEYIadk7Fg49TYCI7SlETKCMXJKxo7F2/gWQgghukom+110Tv45WFQL24Zvw2V3kepJjkmOVE8yLruLbcO3YVbNnD3g7HbLZF2RhTnVTC7mAJfpiy4FyMWMOc1M1pXt763cmsWkMm3MYNQeDmlSYPqYwVhMoQ0HI+SUjMGFW28jMEJbGiEjGCOnZAwuHse3EEII0VXybthF5w48l+HZw/ne/j37Tt1HsttGhO9u1zkdkt029p22j+/t3zM8ezjnDmx/WL4t30afy/qQ4jPRwZ2sohNRhxSvSt/L+mIb0PkFk24bPbjHM2rAraMD30UgGCPklIyBdaXeRmCEtjRCRjBGTskYWLyObyGEEKIrZLLfRaqiMn3EdDQ0Np+9GZ/FR6rX3vkTIyjVa8dn8bH5rM1oaEwfMR1VCVzSfrf2w2xXyVEtPbZ3XwFyTBbMSSZyb8kN6TkD+yRz89mDemxvkKrAzWcPYmCf8I7MMEJOydheV+ttBEZoSyNkBGPklIztxfP4FkIIIbpCJvvdcM2wa8hJzmFT3iZ2n76bVFcyph46d9+kK6S6ktl9+m425W0iJzmHa4ddG3T59LHpZE3OItNnwoIa9Qm/AlhQyfSayJqcRfrY9JCf+9hVp5Cdaov6B0RVgexUG49deUqXnm+EnJKxRXfrbQRGaEsjZARj5JSMLRJhfAshhBDhksl+N2TaM5k1dhaaovH+5e9T06eGrIaeuQJwVkMGNX1reP/y99EUjV+M/QUZ9uDbVhSFoU8MxT7IRr5mifoZBzqQr1mwD7Yx9Imhbe4Q0Jk0u4Xnp5yBFuWQmg7PTzmDNHvXLiJlhJySsUV3620ERmhLI2QEY+SUjC0SYXwLIYQQ4ZLJfjdNHzGdi4ZeRKG5kGWTl6FZNPo4o3sV4D7ONDSLxrKrllFoLmTiCROZNmJap8+z5loZ+uRQbEkmBirWqGYchBVbkomhTwzFmhv+ti44OYenrjktCslazL7mNC44Oadb6zBCTsnoF4l6G4ER2tIIGcEYOSWjX6KMbyGEECIcMtnvJlVR+d3E35GTksNnP/iMzy77DDNq1Cb8fZxpmFH592X/5rMffEZOSg6/u+h3Qc/VP1725GwGPzKYVLO5ecIfqaMrm9YzCCspFjNDfjWE7MnZXV7fjPOGNn9AjNQhoE3rmX3Nadx+3tCIrNMIOSVj5OptBEZoSyNkBGPklIyJNb6FEEKIUCm63tPXyo1PK75bwf0f3U+Du4Frt1zLpGWTUD0qFck1+JTuN7FJV8hqyECzaPz7sn/z/qj3SbYm8+er/szFP7g4rHXpuk7RK0V8/8z3uBp9HFE9eNC6dWh/0zn6+ZoFW5KJIb8aQv97+od1+H4wX3xTxqy3t1Ne7+rWoaBN53Q+P+WMqOwBMkJOyZhYjNCWRsgIxsgpGYUQQgjRmkz2I+jDfR8yc/lM6t31TPxuIpctuYyMqgzqbQ3Um51d24Wu+6+6n+pKpqZPDcsmL+OzH3xGqjWVeZfNY/LJk7uct3xJOQVPFuA85KLa5KNM86Ao4d1BUMF/e70c1UKmz4R9kI2hTw7t1h79QGqdHp7+aA+LNh9CBXxhhDQp/tsx3XzWIB676pSontNphJySMbEYoS2NkBGMkVMyCiGEEKKJTPYjbMV3K3ho2UOUOcoY7B3MtZ9cy6k7T8XkMdFgdVFvaUALYU+/qiukepJJdtvwWXzsPn0371/+PoXmQnJScvjDZX8Ie49+IO5SNwW/LaBiSQVep4bD5KMUL75j3UKh7eS/9c8mRSEXMyk+E2a7StbkrC6fox+qw1UNLNxYyPwNhdQ0egAwqwreVruIWv+ckWRh+pjB3Dp6cI/ejskIOSVjYjFCWxoho1FySkYhhBBCyGQ/CgqqC3j8s8dZWbASVVc5u/hsztp8FsN2DcPmtKGj41V9uMwefKoPTddRFQWTZsLmtWDWTCgouOwu9p22j81nbWZT3iY0RWPiCRP53UW/Y0jmkIjl1XWd2nW1lL5VSuWySrx1Xrw+HY+q41R1XJoPR2MDKUnJ2FQTdk3BoimYTQrmNDN9L+tL7i25pI9Nj8hh+6Hw+DT2Fdex80gNO4/UcOBwCZ+vWceE8WM5cWA/Ts/P4PT8DIblpWExxe7SFEbIeXzGsnoXLo8Pm8VETqqtV2bsje1oFEZoSyP0SaPklHoLIYQQiUsm+1Gi6RoLdizguXXPUd5QjoLCEOcQRu4dSf+j/cn/Pp/02nRUTfXvKldAUzVqM2o5MvgIRQOK2DZ8G9/bv0dDIyc5h1+M/QXTRkwL+WJ8XeE66qLi4wocOx3UbanDXeTG1eCiqKiI/v37Y0u2YetvI3VUKimnp5B1ZRa2Abao5QnVli1bOOuss9i8eTOjRo2KdZygjJKzt5N2jBxpy8Qi9RZCCCEShznWAeKVqqjcfsbtXD3saj7Y9wHzd8xnb/leCkYWoJ+hYzPbyHJmkepMxayZ8ape6u31VNgrcHldKIqCWTXzw5wfMv306Vwz7Boy7BlRz20bYGPAjwc0/+wud7Nj7Q4evu5h3vnfdxgxbgTW7Ojetk8IIYQQQgghRPfIZD/KMu2ZzDhjBtNHTGf94fV8deQrdpbuZFvxNqrUKirsFejoKCiYVBPZ9mxG5o1kRL8RMDc0gwAAHINJREFUnD3gbM4deG5U9+R3xpptRR2kUkgh6iBVJvpCCCGEEEIIYQAy2e8hqqIydtBYxg4aC/gP8y+pL6HeXY9H82BRLaRaU+mX2i+mk3shhBBCCCGEEMYnk/0YURWV/mn9Yx1DCCGEEEIIIUQckl3IQgghhBBCCCFEnJHJvhBCCCGEEEIIEWdksi+EEEIIIYQQQsQZmewLIYQQQgghhBBxRib7QgghhBBCCCFEnJHJvogLffr04eabb6ZPnz6xjiKEEEIIIYQQMSe33hNx4YQTTuCtt96KdQwhhBBCCCGE6BVkz74QQgghhBBCCBFnFF3X9ViHEL1bbW0t69ev59xzzyU9PT3WcQzN4XCwd+9ehg8fTkpKSqzjGJa0Y+TI+E4sUm8hhBAicchkXwghhBBCCCGEiDNyGL8QQgghhBBCCBFnZLIvhBBCCCGEEELEGbkavzCso0eP8tRTT7Fjxw40TcNkMjFixAgef/xx8vPzYx1PCCGEEEIIIWJG9uyLLvP5fNTW1sZs+3fccQczZsxg3bp1rF+/nrVr13L77bdzxx13xCyTiL3169fHOoIQhhLr13IhhBBCRIdM9kVIrrrqqnaPVVdXc8kll8QgjV9DQwNjxoxp89g555xDY2NjjBK1N3PmTFavXh3rGHHpk08+wev1tnv8V7/6VQzSGNuDDz4Y6wiih/TG13IhhBBCRIccxi9Csn37dn70ox+1eUxRFPbs2ROjRP4Jyvnnn8+pp55Keno6NTU17N27t1dNXJYsWUJlZSU/+clPuPjii7npppsYP358rGPFhU8++YRf/vKXnH322dx0001cfPHFWCyWWMfq9XJzcxk8eDCqqtJ0M5b9+/ezbt06Nm7cGON0Itp642u5EEIIIaJDbr0nQjJu3DheeeUVFEVp97tTTz01Bon8fD4f+/fvp6qqiszMTE466STefPNNZsyYEbNMrV100UWsXLkSj8fDihUrWLx4MZs2bWLixIm8+OKLsY4XF9asWcPixYtZsWIFo0ePZt26dezbty/WsXqthQsX8vbbbzN16lRuvvlmAK644gqWLl0a42SiJ/TW13IhhBBCRJ7s2RchuffeeznttNNiHaON3bt3N/8/IyMDXdf55ptvePnll3vNZL+JxWLhiiuu4IorrsDr9bJixYpYR4ob48ePbz5aYvXq1fTt2zfGiXq3W2+9lZtvvpmFCxdy3XXXMXXqVOQ738TRG1/LhRBCCBEdsmdfGFZ6ejpTpkxpN1H59NNPOXz4cIxStbV+/XrOPffcWMcQIiBN05g/fz67d+9mzpw5sY4jhBBCCCEiSCb7olNer5e6ujrS0tIwm3vPwSBjxozh448/Jisrq83jV111FR999FGMUnVM13V8Ph8mkyngYbQiNNKOkdNbx7eIDqm3EEIIkTjkavyiUzt27KBv377s2LEj1lHa+PTTT8nMzGz3eG+d6ANs3boVi8XC1q1bYx3F0KQdI6e3jm8RHVJvIYQQInHIZF8YVnp6OiaTCfAfjuxyudA0LcaphBBCCCGEECL2ZLIv4kJZWRl/+tOfKCsri3UUIYQQQgghhIg5meyLuHDkyBF++ctfcuTIkVhHEUIIIYQQQoiYk8m+EEIIIYQQQggRZ2SyL4QQQgghhBBCxBmZ7AshhBBCCCGEEHFGJvtCCCGEEEIIIUSckcm+EEIIIYQQQggRZ2SyL4QQQgghhBBCxBmZ7AshhBBCCCGEEHFGJvtCCCGEEEIIIUSckcm+EEIIIYQQQggRZ2SyL4QQQgghhBBCxBlF13U91iFE7+LxaewtrmPnkRq+PlLD/sMlfLFmHReMH8tJA/vxw/wMTs/PYHheGhZTbL4vMkJGI+Xs7YzSjsfnLK1z4fb6sJpN5KbZekVOo7SliAypd2Ix4mtQb8xolJySMbFySkbRFTLZF80OVzXw5sZCFmwopKbRA4BZVfBqLV2k9c8ZSRamjRnMbaMHM7BPsmQ0YM7ezijtaIScRsgoIkfqnViMUG8jZDRKTsmYWDklo+gOmewLap0env5oD4s2HUJRQAujR6gK6MDNZw3isatOIc1uSdiMRsrZ2xmlHY2Q0wgZReRIvROLEepthIxGySkZEyunZBSRIJP9BPfFN2XMXLydCocrrAF6PFWB7FQbz085gwtOzolcQIyREYyTs7czSjsaIacRMorIkXonFiPU2wgZwRg5JWPkGCGnZBSRIpP9BPb6ugKe+HAXapjfxAXTtJ6nrjmNGecN7f4KMUZGME7O3s4o7WiEnEbIKCJH6p1YjFBvI2QEY+SUjEO7v8JjjJBTMg7t/gpFM5nsJ6g3vizgNx/sitr6IzFYjZARjJOztzNKOxohpxEyisiReicWI9TbCBnBGDklo9Q7khIlo2ghk/0E9MU3Zcz4+8aob+eNH43u8uE4RsgIxsnZ2xmlHY2Q0wgZReRIvROLEepthIxgjJySsYXUO3LiPaNoS+55kGBqnR5mLt6OqkR3O6oCs97eTp3TE/ZzjZARjJOztzNKOxohpxEyisiReicWI9TbCBnBGDklYwupd+TEe0bRnkz2E8zTH+3p9oU0QqHpUF7v4vcf7wn7uUbICMbJ2dsZpR2NkNMIGUXkSL0TixHqbYSMYIyckrGF1Dty4j2jaE8m+wnkUFUDizYdivogbaLpsGjTIQ5XNYT8HCNkBOPk7O2M0o5GyGmEjCJypN6JxQj1NkJGMEZOydie1Dty4jWjCEwm+wlk4cZClCgfenM89dh2Q2WEjGCcnL2dUdrRCDmNkFFEjtQ7sRih3kbICMbIKRkDk3pHTjxmFIHJZD9BeHwaCzYU9tg3ck18OszfUIjHp3W6rBEygnFy9nZGaUcj5DRCRhE5Uu/EYoR6GyEjGCOnZAxO6h058ZZRBCeT/QSxt7iOmsbYXOiiptHDvuK6TpczQkYwTs7ezijtaIScRsgoIkfqnViMUG8jZARj5JSMHZN6R048ZRTByWQ/Qew8UhPw8cZvv6Ju+3IAyj98gUN/vI3azR92uC7noa85+tf7OfT/pjc/5q0to3LFX0La/pdffsmFF17IhRdeyMknn8xDDz0UUkbN1UDxm49SPP9hit98FG9NadQyaprGnXfeyfnnn8/48ePZu3dvwOUC5QQoe/dpihc8QtHrP8dZ+HXQbXoqj3D01Z/y/XPXo7kb/dt2OylfMi+knEYWSjseefluihc8QvGCR2g8uDXourpbb4BVq1YxadIkLrroIt57772wcnpryyl9+ymK3/wV1asXBN1md+vd1Yyax9XcjkWvP8TRVx+IWkYRfa3bu7PXcE/FIf9r5j9m0ViwLeg6NaeDotcfovCFKbjLCgDQdZ2yf83l+Dv0Sr17Vjj1rl77FsXzH6botYeo3dTxe3nxm49S+IebaTjQchut8iXz0NzOoNsP9f07lM8Wuq5x9C/3dfiZI9R+2Xr7NTU1jB49mtTUVL7+uu37bzhtWb7kDxS99hDFCx6hZsM73c7YevsFBQXk5OQ0t2VZWVmXMupeDxWfvETxm49S+vbsoBkh9HpvPFDcrv0WL17M2LFjmTRpEocPHw4rY8UnLzW//xQ+fwM+Z323M+48UhOwzt3J6Ty0i6LXf07xP2ZRteq1iLRl0/Z9Ph/Tp0/noosu4q677sLr9bZbJqSM3++g6I2ZFM//ZYefLbvSJ0P93NvZZ3J5z+l9ZLKfIL4+UoM5wL0y6rZ+QuppFwKQeeGd9Lnork7XZc05gbw75mFOy25+zJyeg89RhRbgRdysKm0G6nnnnceqVatYtWoVY8eO5brrrgspo2Iyk331TPKmzyXj3Bup7eDNt7sZt23bhsvlYvXq1TzzzDPMm9cy0QmlLbOv/QV50+aQc+3D1KxdGDSnKS2LvNvmYBswrPkx1WpHtafhqTjUaU4jC6UdVVsKedPmkDdtDkknnBl0Xd2td2NjIy+88AJLly5l5cqVXH/99WHlrFr5Kn0vu5+8254h8/xpQXN2p97dyahabM3tmHbmVSSffG5UMoqe0brenb2GV33+BllXPkDu1Keo6eCLKMViI/emJ0keNq7lMUXBlj8c58EtzY9JvXteOPXOOPdG8qbPJW/G89Rv/Rhd8wVdb/bVM0k/+5o2jyWfPBbHrpXNP3f1/TuUzxaO3Z9jSu/4Ptqh9MvjMyYnJ/PRRx8xZcqUdusLpy0Bsq76GXnT5pAx5sZuZQyUc8KECc1tmZPT0g7hZKzd/CFJPzibvNueJnfKr4NmhNDr/U25s037eb1e5s2bx6pVq3jqqaeYPXt2WBmzLv9v8qbNIfuqh7AOGI7JntrtjDuP1LSrc3dz1m54h+zJPyfv9udxF32Dt64iIjkB3nvvPU444QRWrlzJ8OHDeffdd5uXC+/1/HX6Tf0tuVOfonr1/KD5utInQ/3c29lncnnP6X1ksp8gSutceI872UZz1oOuoZitAJjTskJal2pPQbXY2z1uH3Qaja0GaBOvplNW72r3uNvtZuPGjZx//vnHMjo7zKiYrc0ZFZMFlODdt7sZBw4ciK7r6LpOVVUV2dktk8jS2o5zNucDNHcjlpwhwXNa7Kj2lHaPJ50wkob9GzrNaWSh9EnN7aR4wSOUffAcvsbgh3F1t95ffvklSUlJXH311Vx//fUUFxe35Oyk3rrPi7emhKrP/kbxm4/iPBz8VjHdqXeHGUNoyyYN+9aQMvz8qGQUPaOp3qG8hvvqK7H0zUe1JaPaU/E1BP7QpJjMmJIz2j1uP+FMGvavb/5Z6t3zwql303uP7vVgzsxDUU1B1xvo+fahZ9B4oGWch/z+3ep1MpScuuajYe9aUoaPD5rP//d03i+Pz2ixWNpMnlsrqnaE3JYoChVL/x8lbz2Ou+S7bmUMlHPt2rWcf/75PProo232ZIZTb+d3m3Ed3k3xgkeo27o0aMZgzw9U74oGT5v2279/P6eccgpWq5Vx48axY8eOsDI2cexb02m9w+mTx9e5uzkt2YPRXA50zYeuaagWW0RyAnz77beMHDkSgFGjRvHFF180LxdWW2oaqj0V1WoHXYvo63mHn3uPfT4P5TO5vOf0PjLZTxBub/tv9z2VRzBn5EZsG+bMPDzl7ff8Abg87be/YsUKJk2ahKqqQZcJlFH3eahe8yZpZ02OWsbs7GwsFgvDhw/npz/9Kffff3/z75web7vnBspZPP9hShY9TtJ/nN3FnIGvQBqonYwolD6Zd/uzx/bqj+rwG+JgQq13SUkJBw4c4MMPP+Tuu+/mySefbP5dg8vdYU5fYy2e0oP0ufBH5FzzC6pWvNLFnB3Xu6OMoY5vzVmPr74KS/agqGQUPaOp3iG9hustFzZS7SkBj3TpiCXAGJJ696yw6g1UrniFo6/cgy1/eNjbUq1J7T6ch/L+7Wy1TCg5HbtWkTx8XIdf2nfk+H4Zap+sqK4NOWOfiXfRf8YL9L3kXio+eanbGVvn7N+/PwcOHOCLL76gtLS0zZ7ecOrtrSvHOuBk+t36exy7P8dbWx5WxlDqXVVVRXp6evPPPp8v7D4J0LBvHcnDxoaVL9SMkciZfPJ5lL33NEdfuRfbwFNQOzgCIdycp556Kp999hngHztVVVXNy4STUTFb8NaU4nNU4S77PqKv5x197m1aJqTP5PKe0+vIZD9BWM3Bv93vCTZL++0vXryYm266qcNlAqlY+hJpo67E0jc/YvmO3/7y5csxm83s27ePd955h5kzZzb/zm4xh7S+vOlz6T9jHlUrX4taTiMLpU+akvxv3MnDx+EuPRjR7bdux8zMTMaNG4fVamXSpEns2rWr+XfJNmugpzdTbSmY+/THnJGLKbUPisnU4aGzXc3ZUcZQx3fD/g0knRT8EP7uZhQ9I6zX81aTKc3pCPsDbCBS754V7vt334vvIf8nf6Xhmy/x1ld2e/uhvH/bw+gT/r36a0g55YJuZ2sSap/MykzvfKFjmt5/LFmDQFEi8rrelNNms5GSkoKiKNxwww1s3769eZlw6q3aUrAPGYGimrDlD///7d1/bNx1Hcfx1/eut7t1Lf05KGzMAQOcYz8Sx+biso79AB0/FsIUh4CLiYygiSTqXyOiLKIxQ/eHxB8xy0gU5EdEIyNBJxo7pmyKxYXUIclgP6ArXbvr+ut6vfv6x62/1u56135b7v255+O/tnftK5/393v3fV2/9z0l204GlnFAZWWlOjo6Br8Oh8N5b5P9Z08rFIkqPKty0vmksec92Zztf/6lLrvnB7pi+y+UbD2hvou8uD2RnLfddptisZjWrVunrq4u1dXVDd4mn4xVGx7QmZd3q+2PP9WM2R9TeFZVYBmzHfdm279GHZPznFNwKPtF4tLy6Kj39Eaq52S9yJ0kpXrOKZ3szXqbAf1nmxWpmTvq+yUhT7PLRp4OlUwmdfjwYa1ePXRK16XlsXEznj3wtEoq60YcJExFRt/3VVOTOT2ptrZW8fjQq7WXXpI9p+/78lOZ//57M2ZmTreSlE50K93blUfO0f99HWstrRpvm/RTSfn9mau/Jk68pZKqyyVNzbxvvPFGNTU1yfd9NTY26uqrrx7KOc68Q5GoQrFypXs7le7rld+flBcKBz7vrBlz3L8zB9hD+xzbpE0D887lMTw8q0rJ9g/Oz7pT4dIKpZMJpXo6st5vQPKCfYh5T7985j3wmKlwRF5JNPNWo3RKqc72rPcbkO7rGXFqbc7P38MeJ8fLmepqV6qrXS3Pf1cdh19U5xsvK/H+0Qlvl/lsk5dXzsp5LdOJ7vN5z0qp/szjekD7zrlzQ29La2ho0IIFCwa/zmfe0bkLB99i0NdyTCWVdYHP+9prr1VTU5P6+vp08OBBLVmyJK+MktR19DWVDjuFP+iMgeT0PIViZfK8kELRWfIT3YHl9DxPTzzxhF599VXV1NRo8+bNg7fLa951C3TZ1sdVfctXFS6rVihaGtg2mfW49/zxeS7H5DznFJ7c/kUJ826YU6GnD418lTIUK8u8Wt3fJ69khtr/ulc97xySn06rv71Z1Ru+oo7Dv1Ns3mLNnL9s8H7J1hNq+9PPlGw7pdPP7FDVTV/WjLpr1HviLVXf8pAu1J/2tXjOyPfl7N+/X+vWrRs8BTCXjKnuuOKv/UbRuZ9Q83tvKjrn46pau21KMm7cuFF79+5VfX29EonEiAuVjJdTkk4/++3MD/y0KuvvlyR1/bdBkqfypTcP3i/V26nWF7+vZMsxtbzwmCpW3qWZ1yxXz7FGlS/7TE5radV465hOdKnlue/Ii8TklURUs+nrkjQl866trdWdd96p+vp6eZ6nPXv25JzTK5mhyvovqeWFx+Sn+lVx/gJ9Qc97shnTvV1KdbWPKOxskzYNzDuXx/DK+vt1Zt+PJT+titWZbTNxqkmJ40dUuea+Eb/39HOPKtlyTMm2kypf9lmVLdmg3mP/Vumws0GY9/TLZ95t+3+u5JmTUrpfsxbdpHCsTMn29xU/8Ixqb//GiN/bum+3EsePqPt//1Dyw/dUsepz6n33Tc28ZsXgbSby/J1Lzsu37ZYkdf5nv9LJHkWvuF497zZOaLscK+OmTZvU2Nioo0ePavv27dq2bVvea9n6h11K93bKT6dUef5CaUHtOwcOHNAjjzyi0tJSXXXVVdq5c+hK+vlkrPjUFrXu2614w68Vm78scwp0APO+cP0efvhhrV27VrFYTE899ZQaPvBzzihJPW8f1Oy7hi4g2B8/Hcg2GWTOik9/QS3PPSovXKJI9VzNuOJ69Z/9IJCczc3N2rp1q0KhkNavX681a4bKcT7zjv/9efUce0OhSFRVGx8MdJvM5bg3l2NynnMKj+df+PkGcNKRU3Hd/pMDo77f/c5hpbraRxzsD3fmlSdVvfHBrBf5kTIfc9Zx6EVVb3hgzJ+/9LXVumGcndVCxsnkbP/LHl2y6vNZr0QrZS5K1/bKk6OeXPLNWeiYd0YQ87aQEcEZPu/xZjyW+Ou/VemCFWOe9TKc7/tq/f0PVbv5W/KGnZrJvKfXZOfd1dSgUKws6yeaDGh96UeqvvmhwTPSpIk9Bk33djmRx/NC3XeszbtQM1rJWQzbJM85Hy3KfpFIptJa/r39ivckp/1vV8yM6J87NigSzv6uEQsZJTs5C52VdbSQ00JGBId5FxcL87aQUbKRk4zZMe/guJQRF8fKFYlIOKQvrpynMT6Ke0qFPenelfNy2kktZJTs5Cx0VtbRQk4LGREc5l1cLMzbQkbJRk4yXhzzDo5rGXFxrF4RuWfFPE33eRxpSVtXzMv59hYySnZyFjor62ghp4WMCA7zLi4W5m0ho2QjJxnHxryD42JGjI2yX0TmVpXq7uVXTtsrcyFPunv5lZpbVZrzfSxklOzkLHRW1tFCTgsZERzmXVwszNtCRslGTjKOxryD42pGjI2yX2R23LpQtWXRKd9ZQ55UWxbVjk0L876vhYySnZyFzso6WshpISOCw7yLi4V5W8go2chJxiHMOziuZ8RolP0iUx6LaNeWpUpP8ak4aV/atWWpymORvO9rIaNkJ2ehs7KOFnJayIjgMO/iYmHeFjJKNnKScQjzDo7rGTEaZb8Irbluth67Y9GU/o2ddyzSmutmT/j+FjJKdnIWOivraCGnhYwIDvMuLhbmbSGjZCMnGTOYd3CKISNGouwXqftXzR/cWYM6HWfg9+y8Y5HuWzV/0r/PQkbJTs5CZ2UdLeS0kBHBYd7FxcK8LWSUbOQkI/OerGLMiCGe70/3tRVRSP729of65gtvqrUzManTcgbeX7Nry9LAX42zkFGyk7PQWVlHCzktZERwmHdxsTBvCxklGznJGBwLOcmIoFD2oY7epB7f16Rn/3VCIUmpPLaIsJf5aIy7P3mldty6cMreX2Mho2QnZ6Gzso4WclrIiOAw7+JiYd4WMko2cpIxOBZykhFBoOxj0Mn2bj1z6Lh+9fpxxXuSkqSSkKf+YS/XDf+6YmZE966cp60r5k3bR2NYyGgpZ6Gzso4WclrIiOAw7+JiYd4WMlrJScbiyklGTAZlH6MkU2kdbT6nI6fiOnIqrg87E0okU4pGwppdFtXiORVaPKdC19eVKxL+aC77YCGjpZyFzso6WshpISOCw7yLi4V5W8hoJScZiysnGTERlH0AAAAAABzDSyoAAAAAADiGsg8AAAAAgGMo+wAAAAAAOIayDwAAAACAYyj7AAAAAAA4hrIPAAAAAIBjKPsAAAAAADiGsg8AAAAAgGMo+wAAAAAAOIayDwAAAACAYyj7AAAAAAA4hrIPAAAAAIBjKPsAAAAAADiGsg8AAAAAgGMo+wAAAAAAOIayDwAAAACAYyj7AAAAAAA4hrIPAAAAAIBjKPsAAAAAADiGsg8AAAAAgGMo+wAAAAAAOIayDwAAAACAYyj7AAAAAAA4hrIPAAAAAIBjKPsAAAAAADiGsg8AAAAAgGMo+wAAAAAAOIayDwAAAACAYyj7AAAAAAA4hrIPAAAAAIBjKPsAAAAAADiGsg8AAAAAgGMo+wAAAAAAOIayDwAAAACAYyj7AAAAAAA4hrIPAAAAAIBjKPsAAAAAADiGsg8AAAAAgGMo+wAAAAAAOIayDwAAAACAYyj7AAAAAAA4hrIPAAAAAIBjKPsAAAAAADiGsg8AAAAAgGMo+wAAAAAAOIayDwAAAACAYyj7AAAAAAA4hrIPAAAAAIBjKPsAAAAAADiGsg8AAAAAgGMo+wAAAAAAOIayDwAAAACAYyj7AAAAAAA45v8Y4yx2TG0Y8gAAAABJRU5ErkJggg==\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "daPlotta(djW)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 736 + }, + "id": "0xAsaAUKZ7EG", + "outputId": "b6024a85-5246-46ce-ccea-79053982099b" + }, + "execution_count": 13, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "<Figure size 1000x700 with 1 Axes>" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Xs0f2PBtwovc" + }, + "source": [ + "# Problem 2 \n", + "For our unit conversions we need to use a directed graph. In particular we need the directed edges of the graph to have weights which correspond to the conversion factor between units. \n", + "\n", + "For example `1 in = 2.5 cm` corrsponds to `u(in) $\\rightarrow^{2.54}$ v(cm)` .\n", + "\n", + "To ensure you have consistent conversion factors throughout your graph, you should programmatically assign the weight to the edge running in the opposite direction, `v(cm) $\\rightarrow^{\\frac{1}{2.54}}$ u(in)`.\n", + "\n", + "Below are a few sample conversions being loaded into a graph via list. " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "id": "oTs-mIi4wovd" + }, + "outputs": [], + "source": [ + "UCg = nx.DiGraph()\n", + "UCg.add_weighted_edges_from([('km','m', 1000.),\n", + " ('in','cm',2.54),(\"m\",\"cm\",100),('ft','in',12),\n", + " ('yd', 'ft', 3), ('Gm', 'm', 1000000000), ('nmi', 'mi', 1.15),\n", + " ('mi', 'ft', 5280), ('furlong', 'yd', 220), ('bloit', 'mi', 2/3)])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "aa5Vqd4hwovd" + }, + "source": [ + "Below is a snippet of code that iterates over the edges of the graph and adds in a edge in the opposite direction with weights $w_{←} = \\frac{1}{w_{→}}$." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 516 + }, + "id": "tEpl0KIkwovd", + "outputId": "4df4b426-2774-4de1-c004-9d83becfb370" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "for u,v,d in UCg.edges(data=True):\n", + " #print(u,v,d)\n", + " UCg.add_edge(v, u, weight= 1./d['weight'])\n", + "nx.draw_circular(UCg, with_labels=True)" + ] + }, + { + "cell_type": "code", + "source": [ + "\n", + "def get_weight(G, path):\n", + " if len(path) <= 1:\n", + " return 1\n", + " return G[path[0]][path[1]]['weight'] * get_weight(G, path[1:])\n", + "\n", + "def connect_all(G):\n", + " for cur in G.nodes:\n", + " for k in G.nodes:\n", + " if not k in G[cur].keys() and k != cur:\n", + " path = nx.astar_path(G, cur, k)\n", + " weight = get_weight(G, path)\n", + " G.add_weighted_edges_from([(cur, k, weight), (k, cur, 1/weight)])\n", + " \n", + "\n", + "connect_all(UCg)" + ], + "metadata": { + "id": "--hLaspZkPFK" + }, + "execution_count": 16, + "outputs": [] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "id": "1A0Kt1fqwovd" + }, + "outputs": [], + "source": [ + "def reachable_nodes(G, start='yd'):\n", + " stack = [start]\n", + " visited = set()\n", + " \n", + " while stack:\n", + " node = stack.pop()\n", + " if node not in visited:\n", + " visited.add(node)\n", + " stack.extend(G[node])\n", + " return visited\n", + "\n", + "def is_connected(G):\n", + " start = next(iter(G))\n", + " reachable = reachable_nodes(G, start)\n", + " return len(reachable) == len(G)\n", + "\n", + "assert is_connected(UCg)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 516 + }, + "outputId": "02031f3f-d10c-4496-a4e6-a89222432e54", + "id": "ADVZWKQ76iSd" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], + "source": [ + "for u,v,d in UCg.edges(data=True):\n", + " #print(u,v,d)\n", + " UCg.add_edge(v, u, weight= 1./d['weight'])\n", + "nx.draw_circular(UCg, with_labels=True)" + ] + }, + { + "cell_type": "code", + "source": [ + "def convert(G, value, f, t):\n", + " return value * G[f][t]['weight']" + ], + "metadata": { + "id": "O-0XMzWdrSVP" + }, + "execution_count": 19, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "c = convert(UCg, 1, 'yd', 'cm')\n", + "c" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "wPM8Zc06riXN", + "outputId": "f34aed90-ab68-4202-8dae-38330ff087d6" + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "91.44000000000003" + ] + }, + "metadata": {}, + "execution_count": 20 + } + ] + }, + { + "cell_type": "code", + "source": [ + "convert(UCg, c, 'cm', 'yd')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dZgdVPsw5nl3", + "outputId": "0145ac91-a5df-4a14-fe48-e8b8b9589745" + }, + "execution_count": 21, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "1.0" + ] + }, + "metadata": {}, + "execution_count": 21 + } + ] + }, + { + "cell_type": "code", + "source": [ + "c = convert(UCg, 1, 'nmi', 'cm')\n", + "c" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "pmMmI1Mp2o8H", + "outputId": "6abf243d-0d4d-447b-b404-7f699a3e34d8" + }, + "execution_count": 22, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "185074.55999999997" + ] + }, + "metadata": {}, + "execution_count": 22 + } + ] + }, + { + "cell_type": "code", + "source": [ + "convert(UCg, c, 'cm', 'nmi')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "BkAz9snbPmVf", + "outputId": "c5fbd026-481d-41f4-ee9f-e60e496b99c0" + }, + "execution_count": 23, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "1.0" + ] + }, + "metadata": {}, + "execution_count": 23 + } + ] + }, + { + "cell_type": "code", + "source": [ + "c = convert(UCg, 1, 'furlong', 'bloit')\n", + "c" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nINORHQi38BB", + "outputId": "59b73b65-fccc-44df-d151-fb040a85baa7" + }, + "execution_count": 24, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0.1875" + ] + }, + "metadata": {}, + "execution_count": 24 + } + ] + }, + { + "cell_type": "code", + "source": [ + "convert(UCg, c, 'bloit', 'furlong')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "bqykcODpQDV_", + "outputId": "b51a3854-2112-48cd-ab87-d8e3609043a6" + }, + "execution_count": 25, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "1.0" + ] + }, + "metadata": {}, + "execution_count": 25 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jiVDjJH7wovd" + }, + "source": [ + "You need to add six more measurement conversions to the above graph. \n", + "\n", + "After you add those conversions, you need to turn the graph into a complete graph. \n", + "That is, for any two inputs the graph will have an edge that contains the conversion factor. If you flip the inputs the weight will be the inverse of the conversion factor. \n", + "\n", + "Write a function which tests the accumulated conversion factors over a path with the direct connection. Is there any variance in the conversion? How do you minimze the noise accumulated in the graph? \n" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +}
\ No newline at end of file |
