{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Node equivalence with Node2Vec" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Node2Vec is an algorithm designed for detecting structural equivalence and segments of a graph.\n", "\n", "In this notebook, the Leviticus-network will be explored with Node2Vec in a progression of complexity, according to the following criteria:\n", "1. The network as a directed but unweighted graph\n", "2. The network as a multiple directed graph (weights)\n", "3. The network as a multiple directed graph (weighted by average agency values)\n", "\n", "**Other tutorials**\n", "* https://towardsdatascience.com/node2vec-embeddings-for-graph-data-32a866340fef\n", "* https://medium.com/neo4j/machine-learning-on-graphs-fca6eeb8f1d1\n", "* https://www.kaggle.com/ferdzso/knowledge-graph-analysis-with-node2vec\n", "* https://www.kaggle.com/pierremegret/gensim-word2vec-tutorial" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import collections\n", "\n", "import networkx as nx\n", "from node2vec import Node2Vec\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pandas as pd\n", "import numpy as np\n", "from sklearn.cluster import KMeans\n", "from sklearn.manifold import MDS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Import data" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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SourceSource_labelSource_agencyTargetTarget_labelTarget_agencyLabelWeightTypeClause
049Aaron's_sons543YHWH0swing25Directed440323
143YHWH539Moses-1speak36Directed440335
253Israelites543YHWH-1approach36Directed440341
343YHWH539Moses-1speak36Directed440342
453Israelites543YHWH-1approach36Directed440347
\n", "
" ], "text/plain": [ " Source Source_label Source_agency Target Target_label Target_agency \\\n", "0 49 Aaron's_sons 5 43 YHWH 0 \n", "1 43 YHWH 5 39 Moses -1 \n", "2 53 Israelites 5 43 YHWH -1 \n", "3 43 YHWH 5 39 Moses -1 \n", "4 53 Israelites 5 43 YHWH -1 \n", "\n", " Label Weight Type Clause \n", "0 swing 25 Directed 440323 \n", "1 speak 36 Directed 440335 \n", "2 approach 36 Directed 440341 \n", "3 speak 36 Directed 440342 \n", "4 approach 36 Directed 440347 " ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = pd.read_excel('Lev17-26.edges.Static.xlsx')\n", "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Simple, directed graph" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "G = nx.DiGraph()\n", "\n", "for n, row in data.iterrows():\n", " G.add_edge(row.Source_label, row.Target_label)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize = (15,15))\n", "\n", "nx.draw(\n", " G,\n", " pos=nx.spring_layout(G),\n", " with_labels=True,\n", " edge_color='grey'\n", " )\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We define a few global measures to account for in all examples:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "dim = 16\n", "wl = 4\n", "nw = 150\n", "p=1\n", "q=1" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Computing transition probabilities: 100%|████████████████████████████████████████████| 59/59 [00:00<00:00, 4017.34it/s]\n", "Generating walks (CPU: 1): 100%|████████████████████████████████████████████████████| 150/150 [00:00<00:00, 288.96it/s]\n" ] } ], "source": [ "node2vec = Node2Vec(G, dimensions=dim, walk_length=wl, num_walks=nw, p=p, q=q)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Definitions:\n", "* window (size) = the maximum distance between the current and the predicted node in the vector\n", "* min_count = ignores all words with total absolute frequency lower than this" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "model = node2vec.fit(window=6, min_count=1)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "model.wv.save_word2vec_format('node2vec/simple_directed')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Clustering embeddings" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "def getEmbeddings(file, nodes):\n", " with open(file) as f:\n", " mylist = [line.rstrip('\\n') for line in f]\n", "\n", " embeddings_dict = collections.defaultdict()\n", " for l in mylist[1:]:\n", " vector = l.split()\n", " embeddings_dict[vector[0]] = vector[1:]\n", "\n", " \"\"\"Extract representations from the node2vec model\"\"\"\n", " embeddings = [embeddings_dict[str(n)] for n in nodes]\n", " embeddings = np.array(embeddings)\n", " return embeddings" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### How many clusters?\n", "\n", "The more clusters, the less the distance is between the centroid and its members. This is measured with WCSS (\"within-cluster sum of squares\")." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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REck7BRcKC2O7wuI12oUkIpKp4EJhUlUZx0yvUWOziEgWBRcKEA5NXfbsDrp6+pIuRUQkrxRoKNSxp7uXxzfuTLoUEZG8UpChsLAxnLimXUgiIvsryFCoq061K6ixWUQkXUGGAkBzUx3Lnt1Bd6/aFUREUgo2FFqa6uno6mXFRp2vICKSUrChsLCxDlC7gohIuoINhSkTyjl62gRdB0lEJE3BhgKEdoWH1m6nR+0KIiJAgYdCS1M97V29rNzUlnQpIiJ5oaBDIdWuoF1IIiJBQYfCtJoKmqZWq7FZRCQq6FCAsAvpobXb6e3zpEsREUlcwYdCc2Mduzp7WKV2BRERhUJLU7gOktoVREQUCkyvraBxSrWugyQigkIBCLuQlqhdQUREoQBhF1Lb3h6eeF7tCiJS2BQKhDObQddBEhFRKAAzJlYyt76KxWpXEJECp1CImhvrWLJuO31qVxCRAqZQiFqa6tnZ0c1fX9iVdCkiIonJWSiY2Rwzu8vMVpvZSjO7Mss4Z5lZq5k9Gv8+m6t6htKcOl9Bu5BEpIDlckuhB/iEux8LtACXmdm8LOPd5+4nxL8v5rCeQc2aVMnsyZVqbBaRgpazUHD3ze7+cHy8C1gNzMrV8kZCS1O92hVEpKCNSpuCmTUAJwKLsww+1cweM7M7zWz+ANNfYmZLzWzp1q1bc1Znc2Md29u7eGrL7pwtQ0Qkn+U8FMxsAnAbcJW7Z54d9jAw193/Bvgm8Mts83D3a919gbsvmDp1as5q1XWQRKTQ5TQUzKyUEAg3ufsvMoe7e5u7746P7wBKzWxKLmsazJy6KmZNqtR1kESkYOXy6CMDrgNWu/vXBhjniDgeZrYw1pPoGjl1HSR3tSuISOHJ5ZbCacBFwKvTDjk938wuNbNL4zhvA1aY2WPANcC7POG1cUtTPS/u7uKZrWpXEJHCU5KrGbv7/YANMc63gG/lqoZDkboO0l/WbOeoaTUJVyMiMrp0RnOGI+uqmDGxQiexiUhBUihkMDOaG+tYtEbtCiJSeBQKWYR2hU7WvNiedCkiIqNKoZBF6jpIOjRVRAqNQiGLhvoqptWUs1jXQRKRAqNQyMLMaGmqZ/HabWpXEJGColAYQHNTHS+0dbJuW0fSpYiIjBqFwgBadH8FESlACoUBNE2pZsqEcjU2i0hBUSgMwMxobqpjsa6DJCIFRKEwiJameja37mX99j1JlyIiMioUCoNoaQzXQdIuJBEpFAqFQRw1bQL11WUs0k13RKRAKBQG0d+uoJPYRKRAKBSG0NxYz8ade1i/XecriMj4p1AYQouugyQiBUShMISjp01gclUpi9dqF5KIjH8KhSEUFRnNjeE6SCIi451CYRiam+pYv30PG3fqfAURGd8UCsOg6yCJSKFQKAzDMdNrmFRVqsZmERn3FArDUFRknNJQp8ZmERn3FArD1NJUz7PbOtjcqnYFERm/FArD1Byvg6Szm0VkPFMoDNOxM2qprSjRoakiMq4pFIapuMhY2FjHIm0piMg4plA4CM2N9ax9sZ0X2vYmXYqISE7kLBTMbI6Z3WVmq81spZldmWUcM7NrzOxpM1tuZiflqp6RoOsgich4l8sthR7gE+5+LNACXGZm8zLGOQ84Ov5dAnwnh/Uctnkza6kpL9GhqSIybuUsFNx9s7s/HB/vAlYDszJGexNwoweLgElmNiNXNR2u4iLjlMY6ndksIuPWqLQpmFkDcCKwOGPQLGB9WvcGDgyOvNLcWMczW9vZskvtCiIy/uQ8FMxsAnAbcJW7t2UOzjKJZ5nHJWa21MyWbt26NRdlDluqXWGJdiGJyDiU01Aws1JCINzk7r/IMsoGYE5a92xgU+ZI7n6tuy9w9wVTp07NTbHDNH9mLRPKS9TYLCLjUi6PPjLgOmC1u39tgNF+Dbw3HoXUArS6++Zc1TQSSoqLOHnuZJ3ZLCLjUi63FE4DLgJebWaPxr/zzexSM7s0jnMHsAZ4Gvg+8JEc1jNiWprqeWrLbl7c3Zl0KSIiI6okVzN29/vJ3maQPo4Dl+WqhlxpbgrXQVqydjvnH5+3B0uJiBw0ndF8CI6fNZGqsmIdmioi445C4RCUxnYFXQdJRMYbhcIhammq568v7GJ7e1fSpYiIjBiFwiFq6W9X0C4kERk/FAqH6PhZk6goLdIuJBEZVxQKh6ispIgFc+t0EpuIjCsKhcPQ3FjHX1/Yxc4OtSuIyPigUDgMLS+px13XQRKR8UOhcBhePnsi5SVqVxCR8UOhcBjKS4o56cjJLNYRSCIyTgwaCmZ2ipkdkdb9XjP7VbyFZl3uy8t/LU31rNrcRmtHd9KliIgctqG2FL4HdAGY2ZnAV4AbgVbg2tyWNjY0N9XhDg+t0y4kERn7hgqFYndPre3eCVzr7re5+78CR+W2tLHhhDmTKCsp0i4kERkXhgwFM0tdSfVs4M9pw3J2hdWxpKK0mBPnTFJjs4iMC0OFws3APWb2K2APcB+AmR1F2IUkQHNTPSs3tdK2V+0KIjK2DRoK7n418AngBuD0eP+D1HSX57a0saOlqY4+h6VqVxCRMW6oo4+qgGXufru7t5vZMWb2MeA4d394dErMfycdOZmy4iLdolNExryhdh/9N9AA/buM/gI0AZeZ2ZdzW9rYUVFazAlzJuk6SCIy5g0VCpPd/an4+H3Aze5+OXAe8PqcVjbGNDfVsWJTG7s7e5IuRUTkkA0VCp72+NXAHwDcvQvoy1VRY1FLUz29fa52BREZ04YKheVm9p+xHeEo4PcAZjYp55WNMScdOZnSYtOhqSIypg0VCh8CXiS0K7zW3Tti/3nAf+awrjGnsqyYl8+epJPYRGRMGyoUJgC/cfcr3f2xtP5thEZoSdPSVMfyDa20q11BRMaooULhm8CULP1nAd8Y+XLGtubG0K6w7NkdSZciInJIhgqF4939nsye7v4/wMtzU9LYdfLcyZQUmQ5NFZExa6hQKD3EYQWpuryE42dPZLHuxCYiY9RQofCUmZ2f2dPMzgPW5Kaksa25sZ7lG3bS0aV2BREZe4a60ulVwO/M7B3AsthvAXAqOnktq5amOr57zzM8/OxOTj86W3OMiEj+GmpL4QLgg8ADwNz4dw/wcnd/crAJzex6M9tiZisGGH6WmbWa2aPx77OHUH/eWdBQR3GR6dBUERmThtpSmA28AzgWeAx4EHgBqAL2DjHtDcC3CHdqG8h97j6utjgmlJdw3KyJamwWkTFpqEtn/6O7vwKYDnwa2A58AFhhZquGmPbeOH7BaWms47H1rezt7k26FBGRgzLU7qOUSqAWmBj/NgGLR2D5p5rZY2Z2p5nNH2gkM7vEzJaa2dKtW7eOwGJzq7mpjq7ePh5+TucriMjYMujuIzO7FpgP7CKEwIPA19x9JNZ2DwNz3X13PMLpl8DR2UZ092uBawEWLFjg2cbJJwsa6igyWLRmO694iRqbRWTsGGpL4UigHHge2AhsAHaOxILdvc3dd8fHdwClZjYu1qC1FaXMnzmRxWpXEJExZqg2hXOBU9h38btPAA+Z2e/N7AuHs2AzO8LMLD5eGGsZN2vRlqY6Hlm/U+0KIjKmDNmm4MEK4A7gTsLhqS8BrhxsOjO7mXCntmPMbIOZfdDMLjWzS+MobyM0WD8GXAO8K+0e0GNec2M9XT19PLp+RDasRERGxVBtClcArwBOA7oJgfAX4Hrg8cGmdfcLhxj+LcIhq+PSKY11mMGiNdtoaapPuhwRkWEZ6jyFBuDnwMfcfXPuyxk/JlaWMm9GLYt10x0RGUMGDQV3//hoFTIeNTfWc9PiZ+ns6aW8pDjpckREhjTc8xTkELQ01dHZ08dj61uTLkVEZFgUCjm0MLYr6NBUERkrFAo5NKmqjJcdUcsiXRxPRMYIhUKONTfWsezZHXT19CVdiojIkBQKOdbSVMfe7j6Wb9D5CiKS/xQKObawMZyjoFt0ishYoFDIsbrqMo6ZXqP7K4jImKBQGAUtTaFdobtX7Qoikt8UCqOguamejq5eHt+o8xVEJL8pFEbBwsY6AO1CEpG8p1AYBVMmlHP0tAm6DpKI5D2Fwihpbqpj6brt9KhdQUTymEJhlLQ01dPe1cuKTW1JlyIiMiCFwihJtSvoOkgiks8UCqNkWk0FL5larcZmEclrCoVR1NxUz9J1O9SuICJ5S6Ewipob69jV2cOqzWpXEJH8pFAYRal7NevQVBHJVwqFUTS9toLGKdUs1v0VRCRPKRRGWUtTHYvXbqe3z5MuRUTkAAqFUdbcWM+uvT2sVruCiOQhhcIoa27SdZBEJH8pFEbZjImVzK2v0k13RCQvKRQS0NxYx5K12+lTu4KI5BmFQgJamupp3dPNE8/vSroUEZH9KBQS0Jw6X0GHpopInslZKJjZ9Wa2xcxWDDDczOwaM3vazJab2Um5qiXfzJpUyZy6SjU2i0jeyeWWwg3AuYMMPw84Ov5dAnwnh7XknebGerUriEjeyVkouPu9wGCH2LwJuNGDRcAkM5uRq3ryTXNjHTs6unlyi9oVRCR/JNmmMAtYn9a9IfY7gJldYmZLzWzp1q1bR6W4XNN1kEQkHyUZCpalX9Z9Ke5+rbsvcPcFU6dOzXFZo2NOXRWzJlWqsVlE8kqSobABmJPWPRvYlFAtiWhuqmPxmu24q11BRPJDkqHwa+C98SikFqDV3TcnWM+oa2msZ1t7F09v2Z10KSIiAJTkasZmdjNwFjDFzDYAnwNKAdz9u8AdwPnA00AH8P5c1ZKvUu0Ki9Zs4+jpNQlXIyKSw1Bw9wuHGO7AZbla/lgwp66SGRMrWLR2Oxed2pB0OSIiOqM5SWZGc2Mdi9dsU7uCiOQFhULCWprqeXF3Fz9buiHpUkREFApJu+DlM1jYUMcnb1vOx299lN2dPUmXJCIFTKGQsJqKUn7yoWauOudofvnoRl5/zX0s37Az6bJEpEApFPJASXERV53zUm798Kl09fTx1u88yLX3PqPrIonIqFMo5JFTGuq448ozOPtl0/m3O57gff+1hC279iZdlogUEIVCnplUVcZ33nMSV7/lOJas3c7537iPu/+6JemyRKRAKBTykJnx7ua5/Oby06mvLufi/3qIq3+3iq6evqRLE5FxTqGQx146vYZfffQ03nvqXL5/31re+p0HWftie9Jlicg4plDIcxWlxXzxTcdx7UUns35HBxdccx+3Ldugk91EJCcUCmPEa+cfwZ1XnsHxsybyiZ89xsdufZRde7uTLktExhmFwhgyY2IlP/lQC594zUv5zfLNXHDN/Ty6Xuc0iMjIUSiMMcVFxuVnH82tl7TQ2+e87TsP8t17dE6DiIwMhcIYtaChjjuuOIPXzT+Cr9z5BO+9fglb2nROg4gcHoXCGDaxqpRv/d2JfOVvj2fps9s59xv3cdcTOqdBRA6dQmGMMzPetfBIfnv56UyrKef9NzzEF3+zis6e3qRLE5ExSKEwThw1rYZfXnYaF7+igesfWMtbvv0gz2zVbT5F5OAoFMaRitJiPv/G+fzgvQvY3LqH119zPz9dul7nNIjIsCkUxqFz5k3nzivP5IQ5k/jkz5dzxS2P0qZzGkRkGBQK49QREyv48d8380+vO4Y7Ht/M+d+4j4ef25F0WSKS5xQK41hxkXHZq47ipx8+FXd4+3f/wrfveppendMgIgNQKBSAk+dO5o4rz+C8447gP/7nr1x03WJe0DkNIpKFQqFATKws5ZsXnsi/v/XlPPLcTs79+r38afULSZclInlGoVBAzIx3nDKH31x+OkdMrOSDP1zK53+9kr3dOqdBRAKFQgE6atoEbv/IK3j/aQ3c8OA63vztB3h6y66kyxKRPKBQKFAVpcV87g3zue59C9iyq5PXf/N+blnynM5pEClwCoUCd/ax07nzyjM4ee5kPvWLx/noTx6hdY/OaRApVDkNBTM718z+amZPm9mnsgy/2My2mtmj8e/vc1mPZDe9toIffaCZT557DP+98nnO/8Z9LHt2e9JliUgCchYKZlYMfBs4D5gHXGhm87KMequ7nxD/fpCremRwRUXGR846ip9deipFRfCO7y3i6398kvXbO7RLSaSAlORw3guBp919DYCZ3QK8CViVw2XKYTrpyMmCq8O/AAAMuElEQVT87ooz+MztK/j6H5/i6398iomVpcybUcv8mbUcN2si82fW0jR1AsVFlnS5IjLCchkKs4D1ad0bgOYs473VzM4EngQ+5u7rM0cws0uASwCOPPLIHJQq6WorSvnGu07gQ2c08diGnazc1MaqTa3cuOhZunr6AKgoLeJlR9Ry3Kxa5s8MQfHS6TVUlBYnXL2IHI5chkK2n5GZ+yF+A9zs7p1mdinwQ+DVB0zkfi1wLcCCBQu0L2MUmBnHz57I8bMn9vfr7u3jma27WbmxjZWb2li5qZVfPbKJHy96DoCSIuOoaRP6Q2L+zFrmzaylpqI0qachIgcpl6GwAZiT1j0b2JQ+grtvS+v8PvDVHNYjh6m0OGwdvOyIWt56cujX1+es39HRHxIrN7Vxz5Nbue3hDf3TNdRXMX/mRObFoJg/cyJTa8oTehYiMphchsJDwNFm1ghsBN4F/F36CGY2w903x843AqtzWI/kQFGRMbe+mrn11Zx//Iz+/lva9vYHxYqNbSzfuJPfPb65f/j02vK0LYrwf/bkSszUTiGSpJyFgrv3mNlHgf8BioHr3X2lmX0RWOruvwauMLM3Aj3AduDiXNUjo2tabQXTait41cum9fdr3dPNqrQtipWbWrn7r1tIXbRVDdoiybOxdrjhggULfOnSpUmXISNkT1cvTzyfaqMIDdqrn9+lBm2REWZmy9x9wZDjKRQk32Rr0F61qY1dnT0AFBlMmVDOtNpyptVUMK2mnGk15UytDY+nprpryikvUXiIwPBDIZdtCiKHZKgG7See38ULrXvZsmsvL7Tt5fGNrWzb3Um2ewdNqiqNoREDIyNIpsUgqS7XV0EEFAoyRgzUoJ3S09vH9vYutuzqZMuuvWxp6zzg8doX29m6q5Ou3r4Dpq8uK45bGBUxONLCIy1IJlWVqjFcxjWFgowLJcVF/Y3bMHHA8dydnR3d2cNjVydbd3WyalMbd7ftpb3rwPtMlBUXMTVtF9W02nKmTqiI/8uZUFFCVVkxlaXFVJQWh8dlxVSUFFOkBnMZAxQKUlDMjMnVZUyuLuOYI2oGHbe9sycERtveGBwhPLbGIFm3rZ0l67azs2N4V5WtKC2isrSYqrKS8LismKrSEirKiqkqjeGRCpLYnfpfFYdVlu57nAqc1DhlxUXaipHDplAQGUB1eQmN5SU0TqkedLzOnl62xq2Mjq5e9nT1sqc77X93Lx1dvezt7qWjq4c9XX37Hnf30rqnm+db9+ybpquXju5eDvYYkCIjBk4xlWVF/YFTWVpEdVkJ1eUlVJeHUKouL6G6rJiq+D90l1BVXhzHLe7vVmN9YVEoiBym8pJiZk+uYvbkqhGbp7vT2ZMKj4yQyfifCpw9XfvG3Rc6fezp6mFz6146unpo7+qlo7Mn666xgZQWWwiSVIikAqWshAnl+4IldO8Llqqy4th9YPCUFutWLvlKoSCSh8yMitguMWnksqZfX5+zp7uX9q4eOjp72d3ZQ0dX6G7vDP3au0K/3Z09/UHS0dXD7s4QLDs69oRxu3po7wxhNFxlxUVxK6SIspIiyoqLKC0uorwk/C+L/fsfF8e//frZAeOl5pGaX/qw8v3GC9OWFxdTWmKUFRdRXGTa/YZCQaQgFRVZ3J1UAoM3rQxbb5/TEYOkvTMtUGJotHfuv6XS3tlDV08fXb19+/3vjv93pw3v7h/moV/sP5LM6A+eVLCEx8X7+pWkDS8J7TjlpWHc8rRxUtPsN11xEeWl2aY5cNySBANKoSAiI6K4yKipKB21q+K6O9293h8Y6eHS32+/sImB0ttLd4/T2dtHd5Yw6kyfV08fnT29/fPp7A5h1dm9b5zOnt4wTZx2JBQZBwZJSREXLjySD53ZNCLLGIhCQUTGJDOjrCTsBqrOk4vupoIqM0gyAyQVIl37Pd4XLl29fWlBs6//aFxdWKEgIjJC0oNqrBq7lYuIyIhTKIiISD+FgoiI9FMoiIhIP4WCiIj0UyiIiEg/hYKIiPRTKIiISL8xd49mM9sKPHuIk08BXhzBckZKvtYF+Vub6jo4quvgjMe65rr71KFGGnOhcDjMbOlwblw92vK1Lsjf2lTXwVFdB6eQ69LuIxER6adQEBGRfoUWCtcmXcAA8rUuyN/aVNfBUV0Hp2DrKqg2BRERGVyhbSmIiMggFAoiItKvIELBzK43sy1mtiLpWtKZ2Rwzu8vMVpvZSjO7MumaAMyswsyWmNljsa4vJF1TOjMrNrNHzOy3SdeSYmbrzOxxM3vUzJYmXU+KmU0ys5+b2RPxc3ZqHtR0THydUn9tZnZV0nUBmNnH4md+hZndbGYVSdcEYGZXxppW5vq1Kog2BTM7E9gN3OjuxyVdT4qZzQBmuPvDZlYDLAPe7O6rEq7LgGp3321mpcD9wJXuvijJulLM7OPAAqDW3V+fdD0QQgFY4O55dcKTmf0QuM/df2BmZUCVu+9Muq4UMysGNgLN7n6oJ6WOVC2zCJ/1ee6+x8x+Ctzh7jckXNdxwC3AQqAL+G/gH9z9qVwsryC2FNz9XmB70nVkcvfN7v5wfLwLWA3MSrYq8GB37CyNf3nx68HMZgMXAD9IupZ8Z2a1wJnAdQDu3pVPgRCdDTyTdCCkKQEqzawEqAI2JVwPwLHAInfvcPce4B7gLblaWEGEwlhgZg3AicDiZCsJ4i6aR4EtwB/cPS/qAr4OfBLoS7qQDA783syWmdklSRcTNQFbgf+Ku9t+YGbVSReV4V3AzUkXAeDuG4H/BJ4DNgOt7v77ZKsCYAVwppnVm1kVcD4wJ1cLUyjkATObANwGXOXubUnXA+Duve5+AjAbWBg3YRNlZq8Htrj7sqRryeI0dz8JOA+4LO6yTFoJcBLwHXc/EWgHPpVsSfvE3VlvBH6WdC0AZjYZeBPQCMwEqs3sPclWBe6+Gvgq8AfCrqPHgJ5cLU+hkLC4z/424CZ3/0XS9WSKuxvuBs5NuBSA04A3xv33twCvNrMfJ1tS4O6b4v8twO2E/b9J2wBsSNvK+zkhJPLFecDD7v5C0oVE5wBr3X2ru3cDvwBekXBNALj7de5+krufSdgVnpP2BFAoJCo26F4HrHb3ryVdT4qZTTWzSfFxJeHL8kSyVYG7/4u7z3b3BsJuhz+7e+K/5MysOh4oQNw981rCJn+i3P15YL2ZHRN7nQ0kehBDhgvJk11H0XNAi5lVxe/m2YR2vsSZ2bT4/0jgb8nh61aSqxnnEzO7GTgLmGJmG4DPuft1yVYFhF++FwGPx/33AJ929zsSrAlgBvDDeGRIEfBTd8+bwz/z0HTg9rAeoQT4ibv/d7Il9bscuCnuqlkDvD/hegCI+8ZfA3w46VpS3H2xmf0ceJiwe+YR8udyF7eZWT3QDVzm7jtytaCCOCRVRESGR7uPRESkn0JBRET6KRRERKSfQkFERPopFEREpJ9CQSRDPE9jcbw0xBnDGP+sQ71iq5ldFQ/PFMkLCgWRA50NPOHuJ7r7fTle1lWEC68NWzx/RCQnFAoy7phZQ7x3wPfj9ed/H8/Mzhxvrpn9ycyWx/9HmtkJwL8D58dr/VdmTHOKmT0Y7zWxJHUmc9rwz5vZP6Z1r4j1VJvZ7+J0K8zsnWZ2BeEaO3eZ2V1x/Nea2V/M7GEz+1m8Llbqfg2fNbP7gbeb2RVmtirWfsuIv4hSsArijGYpSEcDF7r7h+J18d8KZF4n6VuEe2z80Mw+AFzj7m82s88S7o3w0fSR41nBtwLvdPeH4qWp9wyznnOBTe5+QZzXRHdvjfeGeJW7v2hmU4DPAOe4e7uZ/TPwceCLcR573f30OP0moNHdO1OXJBEZCdpSkPFqrbunLh2yDGjIMs6pwE/i4x8Bpw8xz2OAze7+EIC7t8Xr2w/H48A5ZvZVMzvD3VuzjNMCzAMeiJc9eR8wN234rWmPlxMuX/EecnjFTCk8CgUZrzrTHvcyvK3ioa75YsMYp4f9v1cVAO7+JHAyIRy+HLdGss3/D+5+Qvyb5+4fTBvenvb4AuDbcZ7L4k1hRA6bQkEK2YOEq60CvJtwK8bBPAHMNLNTAMysJsvKeB3x8tRmdhLh2vyY2Uygw91/TLiRS+oS1ruAVLvEIuA0MzsqTlNlZi/NLMLMioA57n4X4YZDk4AJw3nCIkPRrwspZFcA15vZPxHuUDboFUTdvcvM3gl8MzZA7yFcVjzdbcB74+6fh4AnY//jgf8wsz7ClS7/Ifa/FrjTzDa7+6vM7GLgZjMrj8M/kzaPlGLgx2Y2kbB18X/z8DabMkbpKqkiItJPu49ERKSfQkFERPopFEREpJ9CQURE+ikURESkn0JBRET6KRRERKTf/wd73LDlN1BDsgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "X = getEmbeddings('node2vec/simple_directed', G.nodes())\n", "\n", "def elbow(X,max_clusters=10):\n", "\n", " wcss = [] #for storing the intertia property\n", "\n", " for i in range(1, max_clusters):\n", " kmeans = KMeans(n_clusters = i, init = 'k-means++', max_iter=300, n_init=10, random_state=0)\n", " kmeans.fit(X)\n", " wcss.append(kmeans.inertia_)\n", "\n", " plt.plot(range(1, max_clusters), wcss)\n", " plt.title('Scree plot of WCSS for n clusters (elbow method)')\n", " plt.xlabel('n of clusters')\n", " plt.ylabel('WCSS')\n", " plt.show()\n", " \n", "elbow(X)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "kmeans = KMeans(n_clusters = 3, init = 'k-means++', max_iter=300, n_init=10, random_state=0).fit(X)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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vc9WuJlaengA+BVYBMLNPgIOBcQ2QzPbkUmCHAnz/WxB7wD7MHUitSInbKOAXadTGWGACMBRYEzhKZagiUhRK5ERk0JqbWmr9hLZcfkUkNZ8CY9199rzhVNQ5RMK6HF/tXglwFVF6WcRW/INmZk8Tw+I3yBxKX1RW2UlaVZ4InGhmf3f3lYCNgVOI8QOfAhdkDFFEpF+UyInIgDU3tQxpbmo5F/ikuanlH81NLQvljqmSUtfCU4BlgbuJ5gh1yczeBD4nBqBPplN5ZVrJOIhIZmfMF2VWNT1Tzt1nIJKUG3PHUkN2ILrQnpI+P5YoqZyJSHpPT+9xEZFCUCInIoPxbeLkqAlYiMYYGH16+jgrsKO7L5szmAp7A9gQeIQYR7Bixx1mdj/wR2K/USP6DbB1DSeyGwOPmtl/cwdSC9x9TmA8sIeZferu6xN7QM/hy+Ym43PFl0u6GHdic1PL35ubWk5rbmrReaFIgegNKyKD8S5RfgdRllT3J43pxPhSYrbcucBpBWpF319/AhZOK3BdyyshToAPSO3bG4qZvUrMZtsqdyw9UFnlV50EXGFmD6b36wnA4cB0wO7A5AZNejcH9ga+CfwM2DpvOCLSH0rkRGTA2tpbXyT++D8x3dBp7lhjxNJv5o6pSk5KH5cE5qN+T34uAqZz92mJ7pUtnZNWM/sb0ba9bktM+3AJNdi90t2bgB+gRA4Ad98I2IQYMwDxfp0BuJwoHW4iGhk1ohmJmZEdZsoViIj0nxI5ERmUtvbWy9vaW1dYbb+lnpxmpqlPd/c/uPsiueOqJDN7HrgN2JQoxxqf9iTVm6vSxy2Bh4Hpif2BnR1NJHhLVzOwGnE1sK67z507kC7WAP6bEu2Glt6X5wD7mNm77j41sS/uEGBqooPlfek93XC+s9+Sz08941SPERUV9wG/zRySiPSDEjkRKZd7iZOBDYCn3f3wNHi3Xp0IfExc6X+EaP5RV8zsU+ATYNeeyivTQOXjiVK1hmJm7xEzx7bPHUsXKqv80hjgMTO7Pn3+E+A/wM3AjkRp5RGZYsvG3Wd193HTD532z2uOXOaDtvbWadvaW7/X1t76ce7YRKR0SuREpFxeBT4k/l2ZETgSWClnQBV2L/APYrXqDGKvWD127XwJWC39f3f75CC+/xXcfYNqBVVDarG8Uokc4O7LAXsC+6bPZyD+XTqY2NvrwAvEe7khuPtU7v4L4F+knwtwTcaQRGQQlMiJSLm8Slzd/hj4CFjdzB7KG1LlpBWqE4G3iav8Z6bP682dwFzp/x8Ahrr7Mp0PMLOPiVK1cWl/ViO5FVjU3ZfIHQiAuy8JzEaUwjas9DqcBBxuZq+km/cB/mxmfySGpc8BWHovN4qliQsvswLTEPMgG74EV6SoGu0ProhUzmvAK8Sek7uAjfKGUxVXE40CtiHa0a/j7t/NG1LZnQ1M5e5zm1k7cCXdr8pdAbQDP6pmcLmZ2WfE775WVuWGAdel31Uj25N4b04CcPehxL9Nh6b7xwLvE+/hhmFmTwFrEhfcPiH2CSqREykoJXIiUhZm9omZLWZmE4h21qPd/Zu546qkdBJ/MpHA7k/M0Tvd3afKGlh5dayq/jR97La8Mq1qjACOdffpqxNazbgE2KlGxlA0fFmluy8AHEXMjOtIaEcCN5jZ0+6+NvAt4Lj0Hm40mxDlpGcRF19ezBuOiAyUEjkRKbvULe8kYGKNnNxW0gXAPMB2xIDs/wE/zxpRGaUE7T1g23TTvcDcqYSv67F3AY8Cv6xehDXhT0SjnzVzBuHu8wDLER1VG9kE4Oy0+oS7zw/sReyPo9PH86oeWWbuviJwINHA6ABgdjP7JHNYIjJASuREpFJOBuanzkvtUufCc4G/AqOB/YCj3H32rIGV1/PAMgBpheMqvkzsuhoNjHL3uXq4v+6kZLcWmp5sCbSlPYsNyd2HASsQIwY6HAH8ysxeTPs71wUmpvduw0jzIC8GRprZi/BFZ1oRKSglciJSEekEYQ/gZHefI3c8FXY6sDiwA9Ha/Crqa8DwdcAsnRqZ9NS9EjN7jtgvd3iVYqsVlwLbpZPlXBq6rNLdZyXei3uY2UfptiWAFuDYdNiY9PGU6keYnRFdOi/KHIeIlIkSORGpGDN7gDjpr8dujl9IXfGuBZ4k9uIcDvwotT+vBxcS7dqXT5/fDSzo7ov1cLwDO9ZKJ8dqMLN/AM8SQ+Krzt1nBDYEbsrx9WvE0cCtZnZHp9vGAqeY2Rvu/g3gh8A1nTpZNgR3XwP4GbBng3XpFKlrSuREpNLGAJu6+/q5A6mwk4EliFEEUxPNFk6rhz2CZvZPoinCHunzz4lufz2tyv0HGA8cV60Ya0TO8spm4GEzezPT18/K3VcnVt5GdrptVWA94NR000HE67ihXpcpyb8YGG5mr+WOR0TKR4mciFSUmb1DNL84x92nyx1PpZjZ48BjROOLg4i2/fMQKwD14E2i212HHssrk1OB1VOHwEbRCnzf3WfL8LUbtqzS3ach9qkeZGZvdLrrOOBoM3s/jR/YA/iTmT2RI86MjiWS/Mm5AxGR8lIiJyIVZ2bXAM8QQ6Pr2XhgQaKEaXZgX2C8u8+QNaryeBRYpNPndwDfdPdFujvYzD4EDiOGhBd+VbIUaTXsNnpuBFMRadzFljRoIkd0YXwVuLzjBnffGFiMSPAgulZ+yleboNQ9d9+QuODSaJ1kRRqCEjkRqZZfAvukrnH1qo04WbwPONDMbifmsI3s9VHFcCkwXSrT6pihdw29Jy2XADP0cUy9yVFeuRbwqpm9UOWvm527L068v37RsfcrXTg4DjjMzD5Ncw1HEo2I2rIFW2Wp+cuFwO6NWnIrUu+UyIlIVZjZS0QTjHM6dT+sK+lEcjwwK7BH6tY5AtjX3RfOGtzgXZk+fq/Tbb2WV6ZRBSOAEzJ3c6ymG4GV3H2hKn7NhiyrTAnbROCE1Gymw7bEPtXfps93JvbGHdNgjT5OBm4xs5tzByIilVGXJ1MiUrMmAtMSpYf16nJiFMGdwP6pUcgZFLxzp5m9S6w2/rTTzbcBS7n7gr087g9EN8e9KxpgjUht768EflyNr5eSmYZM5IAdgbnpNErA3acmyicPMbP2VHbaMXLg8q8/RX1y9y2AjYj9uiJSp5TIiUjVpG6HewDHuPt8ueOpBDP7hJhlNQXYOzVZOBFYqw46d74KrNHxSZoVeB19l06OAg6tsyHpvfk11SuvXJooX/1zlb5eTUgD58cRM+M+63TXrsDLwC3p82HATMD49N6se+4+JzAJ2DVdgBGROqVETkSqKnV3PJ8vW4LXo3OImV63A780sw+IEsMJacWgqO4iVkA666t7JWb2FLGf7tAKxVVr7gFmc/cVqvC1hgHXNVjJIEQS9xsze6jjhrR/04CDzWxKWq08DJieeE82ijOBK8zsztyBiEhlKZETkRyOAlZz981yB1IJZvYWsSrzFrE/bhYi4XkL2D1nbIN0ETBVl1LKW4Fl3X2BPh5rwK7uvmiFYqsZaW/gpVRnVa7hyirdfSPiQsnhXe76JfCAmT2YPl+P6LR6YXpP1j133x5YkS/LSUWkjimRE5GqS63p9wLOcveZcsdTIacSM+RuB/ZJKyb7AkemJihF1HGFf7uOG8zsY+AGYJveHmhmrxIlp8dWLLracgmwQ9qjVRGpPHlpYhREQ0ijPM4hhlu/2+n22YlV784JzCHEntxTaADuPj8wAdgl/RsrInVOiZyIZGFmbUQJmueOpRJSF73bgL8BB7j7TKmsdDKxIlk4aU/cB3y9lLLP8spkHLC+u69W7thqjZk9DbwObFDBL/MD4PeNsvcrOQx41Myu73L7aOAaM3sWwN2XJ8Yy/L5LR8u6lMpIJwGTOq1IikidUyInIjkdCOzs7qvkDqRCxhPdC+8mViABjgC2SyeaRfQ3YNkut90CrOzu8/b2QDN7nyixbJQh4ZWeKTeM2HvYENx9OaJZ0r5dbv8GUbLc+aLQKGLkwElVCzCvXYFvAGNzByIi1aNETkSyMbP/EFfSJxW8CUi3zOwB4F/AA8AId5/BzN4AjiQanxQxmbkZmLXz7yu13L+JPsorkwuBOYCtKhNeTbkc2LpjiHo5ufvMxB6whpgRlmZPnksM+X61y90GnJ9mVZJmNm4NPJPeg3Ut7Ts9gSipbKTVWZGGp0RORHK7CHgHGJ47kAoZB7QQyVxHo5NJwJz03ba/Fl2SPq7c5faSyivTCIqRxJDwacocW01JCceDRAlkuX0PuN/M/leB565FewGfE8ncF9x9KeICwvGdbj4QeI+Cz24sRUpwLwDGmdkTueMRkepSIiciWaUmIHsBh6Ur6fXmemBo+jjK3adPc6/2BcZXYrWmwp4kZuT9pMvtvyM6kXYdT9Cd3xMrlUXu4FmqSpVXNky3ylQ66cTMuPYudx9NzIh7Mx07J7Ab8CHxnqt3w4nxCuNyByIi1adETkSyM7O/EF0ezyxouWGP0onnyUQp4aPEXhbM7A5ilW5ktuAGICXebwPNXW7/gEjmhpX4HCOBI9x91krEWUOuBr5bYoJbklTWugUxjL0RTAAmpgYyX0hNc9ZO93fYmxjzcVJa/a1baTXyCKKksq6/VxHpnhI5EakVJwKLUcxyw75cTHTQuwg4xN2nTbePJObMLZItsoF5HFi0m9tL7V6JmT1KJH6jyxdW7TGz94Ab6TSyoQzWAf5pZv8q43PWJHffGliOLmMr0gWf44Gj0kWEjtEE+wEzE++1upWS+YsAM7Pnc8cjInkokRORmpA26e8BnObuQ3PHU07pRHMisDHwDLBLuv2fxGpC0TrrXQlM183v6WZgrX7MyTsM2MvdFyprdLWn3OWVW9MAZZVptfZ0oqTyoy53bwIsROwP67Ar8C5wZkdyV8dGEvsAJ+YORETyUSInIjXDzO4l9rUclzuWCjgT2J44MT2kU6OPE4HV3X3DbJH13+T0cePON6bVp1spsSNl6jJ4NvXfMr0NWMzdlxjsE6WVqEbZH3cMcIuZ3dn5xtTg43hgTJpt2LFCNZJoInRmtQOtJndfkWjosls3ewZFpIEokRORWnMwsJW7r5M7kHIys9eBVmBV4AVgx3T7h8AIYiWyECMYUjfGz0nfQxeTiS6dpToB+L67r1SO2GpRam7zG7r/efXXcsTf7sfL8Fw1y93XIMp0u9tD2kI03Lmy023bEj+XK8zs35WPMI9Uln0xMNLMXswdj4jkpURORGqKmb0N7E/Mlpu2r+ML5mSiGcMJwKGdErcrgf8Ce+YKbABeA9bs5vYbiOYeJZXHmtk7REfCeh8SfgmwUxm+x2HAtalhTF1Kq9XnAgd2dKPsct/RwMEdq1HpZzoamJV4j9UzIy4E1fUeQBEpjRI5EalFk4G/A6NyB1JOZvYsMVdsEeDfRKllRxfH/QBL7dOL4D5g3q6JiZm9C9xG/2annQcsCHy/fOHVnIeBz4A1Bvk8jVBWeRDwMrGK2dXPgBfM7NZOt20MzAvca2bPVCG+LNx9TeL737OeE3kRKZ0SORGpOekkZR9gf3dfMnc8ZTae2N8yFhjj7lMBpGG+V1Cc/WJXEH9DFu/mvpK7VwKkfU6jgJOKUl7aX+k1PaimJ2me2mLA3eWKq9a4++JEqfHeXZMVd5+JaLd/SJeHjSJei3U7Sy3Nm7wIGG5mr+WOR0RqgxI5EalJaf/HMcDZdVZydyfRbW464B2+Om7BgG1TM4Na9/v0sbvGJtcDG/RzRtz1wBvATwcZVy27DNi+U6Ob/toKuLmjwUe9Se/zs4Hjzewf3RyyH3CPmT3c6TGrACsDrxLvrXp1HPCwmU3u80gRaRhK5ESklp1O7HvZJXcg5ZJWGcYT5WNHAYenLnyk/UBGND6p6eQ1daj8mG5W3szsf8Sq0Rb9eL4pxEqMu/vM5YqzlpjZ34HngE0H+BT1Xla5EzAXcGrXO1LJ8YHEyIrORgL/A8bVa7lh6mi7LfDL3LGISG1RIiciNSt1+9sDOMHd584dTxlNBr4JvE4kQ8M63XcuMJT+dX7M5R/Asj3c19/ulZjZQ8AdRJJbrwZUXplWN9cmhqjXHXefi5inuHt633d1MDDZzP7S6TGLAZsRq9utVQm0ytLv/UJLu99WAAAgAElEQVTi5/JmX8eLSGNRIiciNc3M/gz8mjrqRpdK404jEpaxxKrckHTf58C+xH6xGfNFWZI2YBZ3n76b+64DNhnA6toYYF93n3/Q0dWmVmAzd5+tn4/7PtHM490KxFQLxgOXdy6b7JAGxu9GrGB3diDRFOXUei03Jf7du8XMbs4diIjUHiVyIlIERrS0b84dSBmdB3wPeBSYik5liGZ2F/BHoqV6LfstMAT4Ttc70urBfcDm/XlCM3sBOJ+vn7TXBTN7A7gd+GE/H1q3ZZXuvjGwAXB4D4ccCUwys1c6PWZuYmVzfmIVu+64+xbARtT3CrWIDIISORGpeWb2PjF/7ewCrFKVJM1Pu4Bo4DAWOKLLvriRwD7uvmj1oyvZA+ljTyWUrfSje2UnxwLD3H25AUVV+/pVXpmao2xGrHLWFXefATiH6FL5Xjf3L0M0eTmhy13DgReBC9J7qa6kPYGTgF3reBVWRAZJiZyIFIKZ3QQ8RM9X7YtoAtGl8Q/ATMQKHQBm9i+i/LJmW6qncrZ36Hn+27XApv1NvtNQ+GOAEwcXYc26AVjZ3Rcs8fj1gL92XpGqI4cDfzKzG3u4/xjgxPSaAL4YQ7A3sBDxHqlHZwJXmFk9d+IUkUFSIiciRbI/8DN3XyF3IOWQkrWbgJ8DRxMDwTuvyo0DVnX3jXLEV6KngEW7u8PM/ksMQB/IoO+JwJLuvsnAQ6tNZvYRcCXw4xIfUpdlle6+PLA7sSrd3f1rAqsBZ3S56+fEuIGb0nuorrj79sCKxH5REZEeKZETkcJIg3DHAJM6BmnXgfHEiezVwJzEnhgAzOxDYn/MaTU8KPs6YFp3n6+H+/vdvRLAzD4hOhWOq6PfdWcllVemxL7uErn0Oz0XGNPdgOv0fR8PeHofdNw+DdHkZF7ivVNXUpOfCcAunb9vEZHuKJETkaI5H/gU2Ct3IOVgZo8Qs8X+jygj61o6ejUxpqBWv9+r08cNe7j/GqJL4wwDeO4rgQ8YQLv+ArgbmL2E1eUVgc+Ilc96shfxPj6vh/s3JZK1X3W5fXvgfeCp1NG2bqTk9VyiscuDueMRkdqnRE5ECsXM2onZcke6+zdyx1Mm44hh2JcBC7r7eh13pCHH+xHNUObKFF9v/gK000NTEzP7N/AInfb/larTkPCj66XJTYf0Or4U2LGPQ4cB19bTsOu0N9CBPdLPoev9TcRq3JjOM+VSojMKmJYa3js6CLsCCxDNj0RE+qRETkQKx8yeAc4CTs8dS5n8DpgGWB84ji6rcmb2JPAbavAELyUY/yGGVfdkoN0rMbP7gPuJ/ZH15hJgxz5KR+uurJJ4356Z3sfd+RHwMV+u9nb4PtEU6BPqbDB66k57AlFS+UneaESkKJTIiUhRHQcs6+5b5w5ksFIyNJ5Yffo1sIS7r9X1MOCH7r5SteMrwYPAPL0kJFcDW7r7dAN8/kOAA919ngE+viaZ2VNEErx+d/e7+8LAwsC91Yyrktx9G2AZ4v3b3f3TEhcsDu5mFXIU8C4wvruVvKJKK5AXAOPM7Inc8YhIcSiRE5FCSp3/9gBOd/dZc8dTBpcCKwFL0P2q3FvAEcCELp0ta8E1xGDwb3d3p5m9CjwBDKgDpZn9lVi9soEGWMN6a3qyFXBj5/LCIkvv0wnAnun9253dgefN7PYuj10dWJLYN3dpRQOtvuHA9NRnuaiIVJASOREprDRj6RaidX+hmdnHRJv1A4kGD8u7+2pdDjsPmIVo+FBLbiQSud7GDExmgOWVyVhgO3dfahDPUYsuB7bpoRlMvZVVHgv8vqfZaO4+M3AYsQLb1ShiAPhZvSSBhZNez0cQJZWf545HRIpFiZyIFN1IoMXd18gdSBmcDWwDzE7sl+m6Kvc5sC9wYhqKXBNSQ5NPgd7KXK8CtkqlcwP5Gm8QA8JPGMjja1Ua8v0Q8IPOt7v7UGAN4kJF4aVS4W2JhKwnBwC3p06unR+7JLABsDQxX7AupJEiFwFmZs/njqdImptaVmtuatm7uanlm7ljEclJiZyIFJqZvUnMWpuUZkwVVkpWLiNKrc4HvuPuK3c55m7gHmLGWi15EVi+pzvN7CVizMJghpufDqzUuatnneiuvHIz4C4zey9DPGWV3peTgAPS+7W7Y+YmGtoc0c3dBwFPA5enIfP1YhTwHnWUnFZDc1PLusAdRCnqI81NLT3NsBSpe0rkRKQeXA68SpQlFt2pwJ7Ev88nEaVmXY0C9nb3WroafTswcx/7FQdVXplK6g4lhoTX09+vq4H1uoyXqKeyyhHAv4ArejnmEOA3aT/kF9Kg+RZi/+UpFYuwytx9RWIFcrd6atxSJRsSewo7ypFX7uVYkbpWT38IRaRBpe52vwBGuvviueMZjHQiexfwU+AcYB13X67LMS8BJxOdLmvF1cQ+udV7OWYysPUgV05/k75Ore0THDAzexe4CdgOvujcuClwfc64ysHdlyBW1PbuaRaeuy8C7EL34zX2JRrl3F0v5Yepe+vFwEgzezF3PEXi7nMsttn8Q4CPiNXMz4nSZJGGpEROROqCmf2D2EM1sQa7OvbXeGJ18WMiYetuVW48UWY4oE6QFXBX+tjjPrl00vo3emi3X4q0ejECONbdpx/o89SgS4Cd0/9vADxrZq/lC2fw0vvwbOA4M3uht0OBiV2/37S6uwewCPXV0fEI4AVif5z0wd1X8/Ak8N8FVp/ziCFNfIeoXFiurb21nsptRfpFiZyI1JNTgHmAHXIHMhhpCPa/ifK6s4CN3H3pLsd8RCR7p9XC3sC0l+t9+h4xMNjulR3dSh8n9hLWizZgMXf/FvVTVrkz0bjntJ4OSKvNmxNlxF3tDjwDvAbcV4kAq83d1wR+Roxg6HaFUr6U3g8PEiXVy6abL7zls9Zn2tpbL2trb301X3Qi+SmRE5G6YWafElfwx7n7nLnjGaTxwIiUIJ0GjOnmmGuBV4iy0lrwLJGM9LYieiXRbn/qQX6t0cDoOvg9A1+8dq8AdiTmxxU6kUvNS04Cdu9jDt4xwPFm9r8uj5+W2EM2CzEou/BJj7vPSKzCDS/6amu1pFLzw4hyaoiSylPzRSRSW5TIiUhdMbMHgd/S/RX+IrkGmNfd1ybmy22W9ht9IZ3c7gccnk6cc7sFmJooheuWmf0deAn47mC+kJk9C7TSfdlpUf2aWK35kEiKi2w8cKmZ/amnA9x9HWAlYtW5qx2Al4FZif2X9eA44GEzm5w7kKJI/65tTazMfgr8w8yeyhuVSO1QIici9egwYBN33zB3IAOVZsadAhyUVivOoJtByWb2NHAptTEUvaPhSV974AZdXpkcCexc9AY3nTwMzAg8WOQVKHdvBtaj+1ECHccMAY4Hjuw64Dt1JB1FrL6cUg+Dst19I2KO3i9zx1IU7r4oMWrlFmAF4Fy6zNYUaXRK5ESk7qQugMOBcwreEONCoi394kR55bAeRg4cme7L3Yb7UWAKscerN5OBH7r7VIP5Ymb2OtEM5rjBPE+tSMnbp0Rr9UJK5YMTiS6Vvc3A2wKYg+je2NWWRDfCZYn3QKGlpi0XEGWm3c7Rk69y9+WBu4EzzWyMmU0xs33M7KrcsYnUEiVyIlKXzOw6om35obljGSgze58vBym/RXQA/NogcDN7m7hSfXrOjp1pn9ebwNp9HPc80cyl1+NKdCqwlruvVYbnyiol6dMQyXv2BjYDdDhRPnhTTwekBP444NAeVttGEeW359bDQHRiZf0WM7s5dyBF4O7rArcCo81sQu54RGqZEjkRqWf7Ar9w92/nDmQQzgB2SE09TgFa3H3hbo67gBiQ+6NqBteNPwNzp1lZvSlLeaWZfUCU0o6vg7ETWwHXAc8Tc+QKxd1XAH4O7N/HoTsA7xLfa9fnWAf4BrAGcHq5Y6w2d98S2IiYpSd9cPcfECXaPzGzy3LHI1LrlMiJSN0ys5cBAyalfTeFY2avEo1P9jKz/xL7REZ1c9znROJ6orvPVN0ov+ImYp/cin0cNxn4vzL9Xi4h9pb9sAzPlVPH2IFLgJ0yx9IvaZXtXGKVrceOjCnBPwo4uId9gKOAx4DrzOyVigRbJeniyznAT1O5t/TC3XclXkNbmNnvc8cjUgSFPLEREemHs4GpiJWCojoZGJ5OgscTK3Tf6HqQmd1LDOb+WlOUKrqeSOSaezsodZ18C1hzsF8wJbEjgBNS2/rCcfc5gO8Q8+R+S3QpnTVvVP3yC2KA/fl9HLcX8LSZ3dX1jrRyvgawOvE6L7ozgSvS3EPpgbsPcfdRxEW3DVLnYREpgRI5kSpqbmpZqLmp5Y7mppa3mptanm1uaumru58Mkpm1E7Pljnb3+XPHMxBm9iTRSGTH1ODjV8DIHg4fBezl7otVKbyu/k40qtiyhGPL1b0SM7sV+AuRKBTRFsDtZvaBmb0B3EFBVhjdfSGi4c6e6f3W03GzEHtWe7rQMIIY/P2EmT1R7jiryd23J1alu5v/KElakR8H/ARYN13gEZESKZETqZLmppYZgXuBdYChwFLATc1NLctnDawBpJPC8yj2INnxwEFpH9hJwE/cfb6uB6Vy0pPJtKKRyuVeBpYr4fBWoryyXHvbRgFj3H1omZ6vmjrKKjv8mgKUV6bf3RnAGWb2TB+HH0Q0/Xi8m+dZkJgXtgxxYl9Y6YLRBGAXM/swdzy1KjX0uYhYlV/PzF7KHJJI4SiRE6meNYHZiIHJHWYAfpwnnIYzFljV3bfIHcgA/YFoTf/9tG/uUnpuoHAysEKa55XDvcBMJQwpfxp4H1itHF80rVxeR97S0n5LIzKagRs63XwDsEp3JbQ1ZhviolSvIyDcfR5ihlpPs+X2I1YhPyE6FhZSSmzPBSapRLBnaR/vtcRFzWaNZRAZGCVyItXT06pD0TvtFUK6Mr4ncJa7z5w7nv5KK13j+TJ5OwH4WXfJUhqwfCBwWqY29tenj2v0dlD6nspWXpkcAfw8DRMuio2IcsLXO25Iv8OrqOELPe4+G7HytIeZfdzH4WOAS83sH908z1BgN2BuYHyRh6ET38cCxIUj6UZqAnMr8Drww9R5VkQGQImcSPU8CHwIdN5D8uFyOy+6lruPdvdN3P1bRW3WUARm9gfgTqJrXhFdASzt7iulMqTfAgf0cOx1wL+AfaoVXCd/SB9LWf3s6F5ZlgsaabXydOCYcjxflXQtq+xQ690rjwVu7q5xSWdpPt5OwNE9HLIXsTduMeA3ZY2witLFg+OJkspP8kZTm9J+yruJpky7ptmTIjJASuREqqStvfVdYF2itfbHwMtDF595v6GLzbw+8ce/DXgW+Mjdd88Xad07CNjR3VfNHUh/pZPDCXy5Knc8sGfqeNj12CnEPK8xqaytatLK0ifAxiUc/jjRHGWVMoYwDtjA3b9TxuesiNTsYSu6T+TuAuZ095rbR+vuaxNllV8bhdGNo4DTO684dnqe6YmyyinAhKImQOn3eCEwruiNWirF3ZcB7gHON7PRBV95FakJSuREqqitvfWvbe2tq7S1t07f1t66YOvzF55H7BHqMBVRavlcngjrn5n9hzj5nOTuU/d1fA2aBGzh7gua2QvEjLn9ujswNZ/4NXlWp54HvtnXnLhKlFea2XtEF8VxBRgSvhrwtpn9pesdqQPkpdTYqlyqGpgEHGBmb/Vx7ArA94h9m93ZmdgruW56zqIaDkxHwRu1VIq7rwncDhxuZvUwWkKkJiiRE8mva2OGT4GvdSOUsroYeJsYoF0oZvY20emtI/ZjgX3SfqXuHAVsmWEF8g7iosRSJRxb1vLK5EJgLkobg5BTT2WVHS4hVpBr6e/1COCfRGlvX44FjjWzd7rekYaIjwReAy7uKymsVe6+FLE3c5c001A6cffNiH2zu5nZxbnjEakntfSHQaRRTQI+S//fTpQYneLurdUuiWsUaRVoL+DQgjXF6HAa0ehkVjP7G3AT0RHwa1LidxgwocqrU9cSK8zfLeHYP6djVyjXFzezz4iV15MyNXwpVa+JXOrE+V+gJmZOuvsSRCOdffoqjXP37wLLAmf3cMgw4oLKpsRrunDSqv5FgJnZ87njqTXuviMx93IrM7spczgidUeJnEhmqdvbJOA/xGb/u4E5gUWBx919u3zR1a900nUycGYByu++IpVUtgE/SzcdA+yXBi5350Ki7GuHykf3hfuJixKb93VghbpXAtwMvAT8vMzPWxbu/i3ivf5AH4fWxEy59D45h1hhe6GEY08Ajuiuo2W6fzTwBHBbd90sC2IU8B4wMXcgtcbdDyDGUmxkZn/MHY9IPVIiJ1IDzGwfM5vHzP5J7Ce5APg2MVj5aK3OVcw4YBGgJXcgAzAO2N/dpzaz54jEbu/uDkx7rfYFTqjW6IW0T+0dYO0SHzIZaClnUp0SxJHAEe4+a7met4yGAden309vLge2cfcZqhBTb3YhZmFOKOHYrYBZgMt6uH89YobYxmQaXj9Y7r4i0TV2txJ+hw3D3Ye4+/HAHsC6ZvZU7phE6pUSOZEaY2btZrY3sXduKWBG4oT4cXffrmirR7UsdcjbAzjV3WfPHU9/mNnDwAt8uYp1DHBgGrTb3fH3Ec0GDq1KgOFxoutitzF18RDxWl+2nAGY2SPALZTWXbHa+tofB4CZvQL8iYz7/dK8whOA3VPZam/HTkXsjTuklz1jo4l9lP8ys75WJGuOu09H7LUdaWYv5o6nVqRS0/OADYDv6mcjUllK5ERqlJlNIErhZiFO1icADmh1roxSgnMN0cq/aMYBI9x9SLrqfRex968no4E9UklfNdxKlFf2OQagguWVEHsEf+HuC1bguQfE3ecCVuTLmXt9yT1T7mTgEjP7cwnH7gy8CdzY3Z2pk+VKxMiJonZ5NOJCykWZ46gZacX4SuAbwMZm9t/MIYnUPSVyIjXMzK4DNiHmzh1IdP76O7E6t71W58rmEKKl/7q5A+mnG4GZiTI1iIHLI3oqwUsrO+OoXinb9cTfmY1KPL4iiZyZ/YvY2zW23M89CFsCt5rZhyUefzUxG2+uCsbULXf/HtG0xko4dnrigtPBvTRDGUkMrJ+NeI0USmqlvxuwp2ahhVTRcAuxX3ArM3u/j4eISBkokROpcWb2ELAGcYV7e6Kz387EnKxWd583X3T1wcz+R8xim5RKpgoh7cs5mWgHj5k9RjTO6G2g/CnAsu6+aeUj5EliRe77JR5/PzA0DQ4ut+OBzdK+plpQUlllh9S+/yagqs2P3H1Gouvk3mnfY1/2Bh4zs3t7eL5FiAY4CwEnF21vWfp5XAQMN7PXcsdTC9x9AaIa4GFg56IOdRcpIiVyIgWQOrqtSZTyLEasLuwE/A14TKtzZXEV8Fdqcy9Vb34NrO7uS6fPxwKj0srI16QOggcQ+wIr2pbfzD4F/g0sX8rrM53UXwlsW4FY3iF+NtmHhKcV043oofSwFznKK48AHiildXyaZXgwve/DPIB4r61G7DErmuOAh81scu5AaoG7LwncSwyuP7BoiblI0SmREykIM3uT6Gj5EDF37vdEA4RhxOrcZK3ODVwqkdqHaONfyhDrmpBK884iSm8xsz8BjwG79vKwG4iLAsMrHR/xep0WKHV/WqX2yUGM+ViYmFuW0ybAI2b2Rj8fdwvwLXdfvAIxfU1avdwN2L/Eh4wAbkqz77p7vjmBnxCjMCaa2QdlCbRK3H0j4iJDtzMbG427rwbcCYw1s+NVZipSfUrkRAokrabsDLQCHxB7nbYBVgWeJ/bO/Sj3ikNRpb1UY4FzCvYzPIto3d/RBGcscLC7T9vdwemE6wBiIHqlk/+bib81a5R4/H3AvGnwdFmlFcKOIeFTlfv5+6FfZZUdUvy/AXYse0RdpJ/PucChZvbvEo6fjyir7G0f3d7E6+EHwJnliLNa0viKC4iunW/mjic3d28mVpT3NLMLcscj0qiUyIkUTBpPMIY4WZ+WmMN0NXAiMbvpCLQ6NxhnADPR+4pWTTGz/wBXECuKmNn9wHPE6kdPj3mW2OtzTIXDa0sfS9onl9rVX0XlVuWuA94Cflqh5++VuzcRiUy/E7nkEmCnKlxo2Af4kEheSnE4cHGahfk1aW/ZcGKvb6uZvV6WKKvnFOAWM7s5dyC5ufuPiNfhtqkhl4hkokROpKDM7FxiQO+iRFfLh4gTr1XQ6tyApURiD+C4go15OIVosT9j+vwoYsWtt31wY4lunX2OBxiEvwOfA+v34zEVK69Mq5EjgKNKnG9XbmsCr5vZ3wf4+IfSx9XKFM/XuPtCxAWhPUvZ85RKPben94sCPyUa8WxHNOgpDHffktjTeFDuWHJz918SnW83MbO7c8cj0uiUyIkUmJn9Dmgmkrf7iZlUw8zsYOKqv1bnBiANkb6YAp1wmtlzwB9Jq3Bmdg/wT2IWYU+P+R8wBpiQVooqEdcU4B/Aov1ornI3sKC7L1ahmB4kuuzlODEfUFllh/TzrFjTk3Th50zg9LRqW4qxwGk9zQ1LQ6JHAE8DD/XjebNL+/rOAX5qZu/mjicXdx/i7mOJ/YHrmtkTuWMSESVyIoVnZo8CaxFjCW4jVpJOJBqhrAL8Ba3ODcSRwDpVatNfLuOBAzslZUcBY/rYD/YrYBoqu++qoxX98qUcbGafEeXCZe9e2cmhRGOb+Sr4NbozqEQuuRT4UYW6jv4QWIIY19And18Z2JBYEe7JtsDLwNYUbwD4WcAVZnZn7kBySf9+nA1sRiRxL+SNSEQ6KJETqQOpSce6wBxE4vYdoqnAjGZ2CF+uzl2p1bnSpIG2vwAmdipXrHV3A28Tv2+AO4DXibK3bqXSuV8Cx7v7LBWK63pgKuI1WqpKdq/sGOlxATG8uipSN9RZiIssA2ZmfyNGZXyvHHF1SOMDJgB7pMZKpTgOOKanGXPp4tFo4HbgfaLLYSG4e8fczjG5Y8kljTFpJcbebFjAvY0idU2JnEidSGVymwOvEieLzwMPu/uKqZRsFaIBxuPu/mOtzvUtla7eT++d+GpGKrsbTyoZTJ8fBRzWW+lkao5yK5U7Yb0nfezP6uadwGJpgHSlHAts4+7LVvBrdDYMuK5Ms7YqUV55HHBjqXuf3H1DYvVuUi+HbUyMG1gPGFeUFvXuPj+R1O6SRnw0nJTY/w74BNiykUtLRWqVEjmROpLak+9GdObbnOjAeKu7/8jMPkqrc1sChxGrc9UuKyuiA4Bd00ytIrgSWNjdV0+ftwHv0HeZ4sHAzyvU9v91ohFPqSMIOl7L11LB8koze4tI5k6o1NfoohxllR1+C2ye2uIPmruvQ5Q+ji7x+CFE+eXhZvZJL4eOJmJdjFhlrXnpezsXmJQugjWc9LfhTuAJYId+rNCKSBUpkROpM2Y2xczGEqtIo4kT9GPd/UR3n9rMHiLmzj0HPKbVud6lGVqHAudmnj1WkrS/7FS+uio3Fji8j1W5V4kRFpVq8PI0MNTd5+jHYypaXpmcBSzj7htX8oukkuZliRLDQUuNRe4g5kgOSpo3OAnYPyW3pdiGWGn7TS/PuwqwNPBt4NSUnBfBbsACxPum4aQupPcSF4X2LdMKsohUgBI5KZzmppbvNDe1jG1uahnd3NSyUO54apWZXQz8mCiXOhFYGbjZ3efsZnXuKq3O9eoCYkVp79yBlOh8YGN3/2b6/CbgU2JFqDenAUu7+2YViOkOYAqweh/HdXYbsJS7L1iBeABIq0kHE0PCK/k3cUtiDlk5VzbKVV45iugs2lrKwakL5bHAIX2c5I8imulsApw3yBirwt0XJVYad+ljpbEupeY1dwMnmtnYopTCijQqJXJSKM1NLccT5R6HEk0Knm1uatkib1S1y8xuIzrKHUz8cX4EeKijTDCtzq0CPEOszu2g1bmvSyerewKWZmzVtLSX5Xxgv/R551W5Hn+/KcnYHzg1rdKU0w1Ew5OS58mlE+nriE6KlTSZmMVYyc6d5Syr7HADsKq7LzDQJ3D3JYnf+T79OGnfBXiN2D/V0/MuRiRwQ4ELzOydgcZYLSmRv5DYy9dw7fXTnsffA8PN7Jzc8YhI35TISWE0N7UsA+wLzEi8dqdL/39xc1PL1Dljq2Vm9hQxnmAY0dXyMNK+uXT/x2Z2KLFiMAatznUrzb46Pf1XBBOAn7j77Onz64hEqtcLH2Z2I/A3opNlOT2cPm7Sz8dVvLwyJTAHAce4+wzlfv40eHwDYmW0bFITjquJlfd+S0n9OUTXyX+W+JgZiNEcB/eR+B1ErMbtSLwWi2A48XelaCMSBs3dtwWuALY3s6tyxyMipVEiJ0XSDHS3mjANsQdDepD2P60PzEcMjB5G7Js7KZVJaXWuNMcTpX6D3pdUaWb2MrFis0f6vB04mj5W5ZIDgEPKmdCncQ5vAsv383V1a3rM/OWKpTtmdh/wIGkVs8yaiUHYpe4/649LgJ0H+NifEh1u+3NxYjjwcOp02i13n4dILt8HbkrjUWpaGg1xBFFS+XnueKrJ3fckXgObmllZ9nCKSHUokZMieZPY59PVNAtvMM8s7r6Ou2/h7ju5+z6al/ZVac7T1sRemInAVsCKwO/cfc50TOfVuUPR6txXpNLDPYHTU2vuWjce2LdTmeSVwMz0MX/MzJ4jSsyOLXM8jxJ/d0rujJl+5jdQ+fJKgEOAEe4+d5mftxJllR3uBOZ095KGrXdIydYJwO6pQU4pjxlK7Hs7tI9DhxMrqT8jXoM1LV3MuhgwM3s+dzzV4u5D3P0I4nf6XTN7JHdMItI/SuSkSK4GPiMaJnT4ZOoZp3pu4fXnuYeYVXUD8Gui7f5h1Q+xtqUTtr2BS4kyr1HEcOKH3X2lTsd1dLZ8mlid21Grc8HM7iKGrR+TO5a+mNljxO+wo4y2Y1XuiBJ+n2OB73caY1AOtxB/d9bs5+Oq0b2SdBJ/KWWcG5g6nW5JhRK59Du9jP7v7zsZuKifJ++jiDl4z+pw4+oAACAASURBVPR0gLvPDPyC6Ir7l4IkB6OAd4kLXA0hvS5PJ7qPrpOGzItIwSiRk8Joa299n9hn8gzRmOAT4NZv/2iRnq4On1ml0AoljSc4ERhJnFj/gWiG0ubuO3Q67mMzG0PsqToEuFqrc18YBWzr7mvlDqQE44hVpo7E7bfAXEQTnB6l5hSHAhPK2M3xFqI8ur/75G4BVq7SKvtYYPtUalcOawMvl7oHbYAuAXYs9ffk7psC6xB73UqSGqrsWcJjfkZ0KN2JAuw1S42fDgB2a5Q2++4+HZH8LwtsYGavZQ5JRAZIiZwUSlt76+Nt7a3LAgsD87S1t24x/rwTbiJKxrp63N0vrUCZVF0wsyuIcrWLgZmAjYGx7j6+Y99cOu5hYnXuKbQ6B3wxSPoAYJK7T5M7nj58JXlK+3+OIfYD9eXi9NiB7sHq6qn0cd3+PCg19biJKA2uqDSf7SRiP2Q5VLKsEoDUYfENYL2+jk2NVyYCe6d9i6U6Ariwt/1u6b1wIDErbzp66WpZC1JCczEw0sxezB1PNbj7LMCNwNTAZmb2v8whicggKJGTQmprb329rb218x+gvYkVug6vAB8R+8Bec/c7+ruHpBGY2T1EE5QxQAuwGrAcsW9urk7Hdbc6V9HmEwVwBfASMCJ3IL1JnQXH89U4LwMWcvdeT/zTCsW+wHHpBHCwsXxK/MwWHkB3yKqUVyYTiBXA7w7mSdIFj4onckmpM+UMuN/Mbi71id19CeJnf1wfh25PdDzdEhhfgBUuA14ALsocR1WkfZG3A38FtjOzjzKHJCKDpERO6oKZvc6XJT9XEyfZHxGNPV4GlgQedff/Z+88o6Sqsjb8NGJ21FHHNOqIOWLAiDlgwIQBwxhAzIEsYsLtNqJIVFEwZxGzIiDmrGDCgDnrfI5xzJH+fryntCiqu++t3PR51nIxU3XvuaerblWdfd693z3N3Xdt6YpSNsHYYmPkrDccLTynoH5z6+QcG9W5QAiQjgb6uvvy1Z5PE9yInB/bwp+1kmcDA5o60cyeQb2lSlVz+izwB3JITcMEYIPsDYZyERa4JwPnF3l/r4qUqUrUid0I7OHuczV0QKiD7YrU5DScCQwxsy8bGbsOpRzfhN7b61Neo6K4+0ZAN+CIltD02t3boDryccBRLc2ZMxKZVYmBXGRWYjBy3trDzPqgHeR5gbeQDfZk5Hp5G/CZu/cKqTUtnhAIb41er/HIza4/cF923Vw4NqPOdUS1dXe0VHXOzN5DKXiX1HJAG5wfL0BpbxmuBVZMWOd3InBIaB5dLPeiliHt05xkZj+igHK3EswhCTeivnt7FzHGbsgcpOyBQmg38TxSw2YimFtcCpxoZp8lHdfd2wGboU2extgBmA5sCFxYy2qPu8+DVLhjW0J9WNjAeQwYbmKWD1wjkZZCDOQiswxm9mtIFcz8/0eRvf4baFd8CrAYStF6DtXBfO3uwyuxy1/rhIVyZ2QR/wRSTrYGTnf3Idl1c+H4KcB6wMtInTugloOZMjIMmYckSWurJqOAXYNpBWb2KwpCk6hy/xeOHVKCeTyCFvwdCjj3FnSPlp2QFngcMLCIDZ9KpVVmaKyn3LFoQ+uKlGMOBM5IUE/XH91je1D77o8DUS+8W6o9kXIT0oMnAX3MLBqARSKzGDGQi8zSmNn3ZnY0clLbBaWV/AfYADmqXYMaJn/q7ne4+6pVm2wNYGZ/mFlvtCB7AgXAG6CG6xNzjWOCOncKUuf60wLVuZCmeBgwqJY3BMzsK7TQPzbr4StRyuV6CYYYgRS8jkVO5T2UWrl+AefeC7R394WKnEMizOxhtFFxbBOHzkT4HKyMAtdKcRuwZe596O7LoIA9VRqhu28LLAtc1sRxG4bjlgJuaCwFs9q4+9Yo2Oxe7bmUG3ffDRmB7W9mN1d7PpFIpPTEQC7SIjCzSUDb8H93A44B2qA0pB7IkW0LpCxNdvdtW6i6BICZDUev0XiUArcT8Ayqm5uptilLnZtKC1Tnwt9/E7Vvtz4MODz0+sqkXJ5HMlXuV6AXMCyrwXhqQiDxFjBvRh1Mce73wP3IxKhS9Af6FxA87gJMCK9bRQgtI8aTpVqGz+FFKK3ujaRjhfPOAU4JJjWNcTxK3T0cGJp23pXC3RdAiuRhYWNjlsXdDwEuATqa2f3Vnk8kEikPMZCLtBjM7H9m1g0FboOB/0NNdA9GdTB7oeL3RVFj8Q/c/ZCWWkdnZnegQHc0cLiZnYRSzSa6+0xphEGdGwDsSMtU5wYAW4Ud/5rEzN5FrnUHZz18GbB+dkP4Rs4fD7wJ9CxyKk8A9aieKi1jqZx7JaH59a2kN3updFplhlz3yj2B5VHdaxr2QmuEsY0dFOomN0Ppso+Z2dspr1NJhgD3pXHsbG64e527n4ju1y3CJlMkEplFiYFcpMVhZvcgdW5RFKT0RTvPl6KAbnsUwHyOdrI/d/czW2I/uuBYuCnQ090HodStrYDT3H1obt1cOOc5ZlTnDmwJ6pyZfYdS8EYVYK1fSQYDvYP5RaZH2/kkD1R6I4WqmCB9HDI8KcTefxywubsvWMT103IacJC7L5fk4KB4bobUsUozEaXALhdeo+FoIyaxMhj6wZ2FjFGaaiFwHKqJOxbdWzWJu++Can77Vnsu5SI0hB8K7AdsYmZvVnlKkUikzMRALtIiMbMvzezfwEmoXcF6wNrAo8jdqxNyYWuPLJuPAz5092taWh1dUHHaAxuh9MG3UX3TKsCkfAFujjrXD7izJahzZnY3Mos5udpzaQgzexr1Wdw96+FRwKbuvkaC898CLqfpnmKN8TRS5FKrlyF98CEacGcsB8HlcRjJ/+btUa+2ijdbDmmQY1C2wUDg7mwTqIQcDHyETDIaJHym9wLeBf4LPJl6whXA3RdG93jXsOEyyxHSna9F7WE2N7NPqzylSCRSAWIgF2nRmNmtSJ1bAXgKLRBXRWlCrwHbosL41VAT5c7Ac6HBeIupowv1JB3Q6/IAsmXfGb1meevmwnkZde4lWo461xM4IklQVEUGA8dl3ovgSDiU5AHomUCHYHKRmtDu4gdgtXyqbgIq5l6ZxRBgk9B/rCmqlVaZ4TpkwLMLahGSmGDNb8AJCYxReqB+cUegBuC1ams/ErjJzCppPFMxggJ8FzAfsJ2ZfVPlKUUikQoRA7lIiycsKvdCDZLHIzez44BNkBI1DTk3HgosgxZ07VCa4Zvu3rUl1NGFvlD/Rorlk0CbnLq5vLbnoS3EAKRwZtS5VCYXzYmwEz4ApVjW6nfsXcDCzNjLbSSwjbuv0tTJQdU4EbigiL/xFeReuXoB596N6hHnL/DaqQntOU6hiSbhITDdCb3G1eJF1GrlggIW9T2Ap8xscmMHhdf+MLT5tTjKbKg53H0ftFlXsyp5MQSH0geAT4A9Q6p0JBJpIdTqIiMSqShmVm9m16P0yvWQQ+OcZtYJpRn1Q8HLisFuf3G0MPgbCuz+4+4DZvU6OjObbmYnIEXnMXffOPRi2go41d2HhfqafOc+j17bF4EXZ3F1bnT49/CqzqIBzOwPpMAdl/XYd6ie6qSEw1yHArGDCpzGQ0BrCjA8CcHJYyhgqiTXos/87o0csxnwvpl9VJkp5eV44H0g1YZJcObsS7Kg53DgPrS5MzTcUzVFSP0cAXSZFQOc0FbiMeBB4NDQCiUSibQgYiAXiWQR1JSdkZX2g8H963FUEzYSuMndbwYWM7MLgKVRkf9/kQnE++5+6axeR2dmo1BvvjvdfQ8zewWplisB97n7og2c96uZncpf6txds6I6FwwijgDOqOG/7yqUKrhi1mMXAh3dfYWmTg5/Yw/g7AKVsQlAHQXUyQUq6l4JfwbAmSbhDbVgqGpapbuvjNJ7DwX2bWhjpQH6A7c31aYgZCD0QunmW6J+hDVF2CS6DBhtZs9Wez6lxt1XR79No8zsxBpOa41EImUkBnKRSA5BnbsCqUfbIKv0lczsWmTw8RLwrLufD8xnZjegurr9gOdQ7c6z7j5xVq6jM7N7UUA2wt17A9+gmpwnUd1cu0bOzahzLyB17qBZ7XUKwe0opHLVHCFVcBTagMg89j8UzCVS5UL63QQS9KHLw/MokGvf1IENcBewbaYnXqUIPSnfRYH6DIR7uGqBXLj+KOAMM3sMeAfVtiY5dykU/HmCw/8NvIpMXUaH/n61RjdgCeCMak+k1Lh7e6TCnWhmw6o9n0gkUj1iIBeJNICZfQBsB1wNPO7ufYBfzOwsYA1gfuB1d+8BtDaziWa2OVo4TUQL1BuBV9394Fmxji4EZO2ROjc8PHYy0AeY4O4Npt3lqHN9mTXVubOAtYP1eS1yIVJtFsl6bDiwm7u3STjGicDBQQlKTDBY+RxYIjRqTkUw4HkKOaNWmn7AKXlaIKyJgtOplZ8SoDTwedH7CjP3lGsMAy4zs08aOyjURB6PMhQOyLpWzeDuyyLHzi6VbMheCdx9J7RR0CWUA0QikRZMDOQikUYINWEjUR1PJ+Bhd1/ezP7PzA5Hil1HFKx1cvc6M5tsZnsB6yB3vaXRLvdHs2IdnZl9iHrNrQ7c5u7zBjfQLYEB7j68sfSuEAyujxSaWUqdC3U5RwAXVlo5SkKw1b8NOCrrsa+BS0jodhjGOAcYVsD79gLwG3r/C+EWKpxeCWBmLyPDldzXaDfgzmqkuYV05oGoZ1ymXm0MSpX9WxPnroK+3wYmuNTOyHF0deCOWrO5D4HmlcD54X2aZQgbY5cDO5vZhGrPJxKJVJ8YyEUiCTCzd5Chx+3AM+5+tLu3MrNXzGwH5HR5BvBQJqXQzN42s6NQa4NrUAPkg4F33H3UrFRHF8wndkTplQ91XqHrto/7K5u8dtMHe6C/f1JDdXPh/F/NzFCq1iylzpnZg8jYo1ZTvIYAx7j7XFmPDQU6u/vSCce4AGhDevORCcCcwMYpz8twB7BDsMyvNKcCh7n7v7Ieq2Z93FDgKjN7IfOAmX2BemM2Zs4Caidxfgjim6I/Mjvqju6dWqM7uqfOr/ZESom7H4e+Q7Yys2eqPZ9IJFIbxEAuEkmImf1hZkOQ+tQFmXosE56biBS464F7QuPwpcNznwWny2WQg9q3KP3yCXe/1907zAoKVEhh6vrZC1+/8u2HP94HDPvqje8efXbI64eiovzJ7r5eE2O8wIzqXJdZ4bVBBhn7NfX3VwMzew3Vdh6Q9dgXyCiif8IxfkXmF0NTphA/jHoTbpPinOzrfgFMRum5FSUoUReiIChTY7YcchGsKO6+AwqG89W3NZpe6e4bABuhYLyp62yC2hrMDbxUa4pXSO8dgNIOa85FsxDcvc7dz0ObgJuY2bRqzykSidQOMZCLRFJiZq+jHnMPoObg3UJK5e9mdilybvwQBSJnZtKazOy7UJjeBtWjfIpq7a5AzbKbfR2dmdW/ddcn70//vR602Gv163e/rxUC2d7AeHfv0sQY2epcH+Du5q7OhYCjH3CpF9YAu9wMBvrk9IQbDPw76WsfUr2moYAuKa+imrJ2RQTsVUmvDAxCvffaAbsC95rZb5WcgLvPC1wMHBXqDnO5G1g/3/sYXvOBwOnB/KYp+iOlqw+6P2qG8Lm6BjAze6va8ykFISX9SrR5uJmZfVzlKUUikRojBnKRSAGEoO0cpCR0RyrckuG570LgsjZS4d5w98MzC3gz+y04YK4JHImc5RZFC/0PZoE6uvuAn1AdzR9I7cHMbgO2AE529xFN2aJnqXPPMWuoc9cBX5Iu0KkUDwE/k2UcEmrfrkb3ZVL6AP1SBH+/Ax+gfnJJzVVyuR3Vgc3V5JElJrg1noaCm2qlVZ4GPBmyAmYi1Gnejlx1c+kA/BNtJjWKu6+GWox8ij7X9xc433JxPPAdCmqbPSFd+HbgH8C2wdwnEolEZiAGcpFIEZjZVGSEMgUFG/tngg0z+8jMDkKW/P8GXnD37bPOrTeze81sS7QInIbq6DoBb7n76LB4alZMmj72aZSqdQyw5qTpYz/PPBfS+DYAlgfub6xuLhyfrc71RurcP8s2+TISDDCOBE5I4QhZEcLcBqP6xGwGAV3cfbGE47wNXEoy04wMmXqfjVKck33Nz5BpynaFnF8CrkA295uhmr+K4e7roIbsvZs4dKb0yqC+DgROtmSNpPuh9MsewOBa6lvm7muh16Cbqb9hs8bVmH0S2vjplFAtjUQiLZAYyEUiRZIVbHRE/bduzQ5QzOw5ZJRyCnCBu09w9zVyxnjGzPZEdS7PAfXAWsAjzbGObtL0sS9Pmj726knTx85kZR6MUXYBHkF1c006FgZ1bgMUML/QXNW5EOgMBkbW4PxvBlZw93UzD4Q6sBuYOcBrjLNRumHSwOxeZE6xSYpr5FK19MoQBN2Bav1+qtR13X02FDSfYGb/beLwR4B/5Hzv7I2UtVsTXGsptNn0GOqZeVNBky4DIR39WqBfcNBt1oTX+lHUj/PgSqfqRiKR5kUM5CKREmFmU4B2wFuo5m3PrOfqzexOVBN3L/BAUNwWzxnjzdDWYFVUg1cHLIzShWaJOjr4s63DqSjN8F5375rgnF/N7DSkvDRnde58YClgn2pPJJuwYBzBzEHbucChPmOvucbG+Q7VUl2QU3PXEE+igGKrFNPN5XZglyp+NpYBPkL9FCtFd5RKeFVTBwbjjxuA/QHcfQ5k0nJCQmWtV7jOYcAIq63ebAa8h9KAmzWhDcTjwNVm1m9WUBcjkUh5qauvr5nsiEhklsHdN0YLi8lA99z6Bnf/O3Ay0BUYBgzJlz7j7vOjxVNv4DO04F0aBXYXm9nnuec0N0L66B2oiXqfJDvQYSF6IkrfPB4tfJrNl1lQq24DVk9o+V4RXI253wXWyVY33H0U8IWp2XuSceqAJ1CD6Ubrr8KxP6KNxfnN7JcC5/4YMNDMxhVyfqGEWs/PgH3RZ36lEMyW85rLIGfX9mb2ZsJz1gTGAcui3oa7m1mT6ajhu+pt5Aw6EVi+Vu7Z8D17O7C2mf1ftedTDME99E4UXDf7oHRWpUOrzrNPmj42qqSRmiEqcpFIGTCzp5DZyRfAy+6+U87zX5vZcShdsC0yRDkoV8Ews2/NbDCyNb8AmA/4GpmGvNlc6+iyyaqbWxYplU3WYwV1zpE61wuZzTQbdc7MnkaB3HnVnks2ZvY/pLz0yHnqHODIULuTZJz6MMZZIThs6tg3UGPwddLOOYtqpVduAbxlZvehuqY05jCpCYHvSGBY0iAO/mxi/jUyOBlAwobvqK7zHvTaXlNDQdw8KHA+dhYI4rZDr/FhMYirTTq06rx+h1adPwJ+6dCq8zcdWnXuVO05RSIQA7lIpGyY2Y9m1hOlM13o7lfkLmrN7F0z2xul2R2Fasa2zDPWr2Z2FUrN7A/MAfwPWBJ40N3HN7c6umxC3dxuqK/Y5LA7neS8F1EQ+CyqnevajF6Dk4Ad3X3zak8kh+HAwdn3qpm9j1TT3ACvQUKq8TjUOLspHkVGPxummumM3ArsGtTaSpLtVnkKaq5ezk2FvZDDZyGbANehlMpHzez5pg4OTqA9gIuAQ9G9USsMBCab2S3VnkgxuPt+qMavk5ndU+35RGamQ6vOiyKX1qVQucMCwPUdWnVuV9WJRSLEQC4SKTtm9jBS3X4Fprr7tnmOeRJojxZnV7r7He6+Up7jppvZ3Wa2GXLC/B39sPyMFllTQx1dxa3YiyWrbq4HMM7dD054XrNU58zsW/S3jq6luseQUjkRLdyzOQc4timFLYeTgINC7U9jTABmA7ZMMfYMhB5bb1BcrV0qwqbBn4FceO1GA2eU6Xp/R5/zwwusUxuP6niTzu8gZL7UHrjfzN4r4Jolx923BvZAdYLNFnfvgb7ztwm/AZHaJJ8R05xktWuJRKpFDOQikQoQessdCRwOXOHuI919vpxj6s1sDDI6eQJ4IvRby2syYWZPmlknlNr1FbA4MlrpArzv7qc2x350ZnYHsDmy6b8wqcIS1Ln1kTr3Yghoa12dux14neRpbpViMNAzu9dfcNy8lxSL5+CmeDYwrIn3YnL4d+MC5ppNpdMr10YbNK9lPTYQ9bVrW4brDQTuNLMnCjy/K+oD11RgnXHF7IfMeXpRIw3Aw0bCFSgNsVn2VnP3Onc/Czga2NTMXqn2nCKN8gvaMM1mOvrsRyJVJQZykUgFMTXtbQvMg1woZ0qrM7OfzWwQsBr6jE5z9+MaUm3M7HUzOwSlXb6FGo1PDtd5090vbW51dGY2DaVM/ouEdXPhvN+COrctUrtqWp0L9WHdge4JVKuKEVpmvAN0znnqbKCHu/8txXAXovdx50au9zlyYFywqd6CTXAr0MmbaDZfQnZDgdWfRjuhzvBM1IOvZLj7pug1PLHA85cBDkaB2YEJTumEanwXAz40s2cLuW4ZGALcZ2bjqz2RQnD31ki17YCCuA+qPKVIHtx9QXff0N0P3qj/qsfRim9RHS+oPdBP1FAbjkjLJQZykUiFMbNvzKwrcqK8yd2HuPvceY773MyORY2GN0cB3d4NKRtm9qmZ9UfGKI+hdKgXgNY0wzq6sCDeDXgQmJK0bi6c+xIKBJ9BtXM1q86Z2UeAA6MS2vVXivOB47JfNzN7HbXFODrpIMGFtCcwtIkU0qlooVRwnVxYFL+HVOpKkF0fl80ooI27b1+Ki4TXbTTQI9STFsJpYV5XAlu5+8KNXK8O1eKeCxxH7ahxuwBbk66vYc0QvufHonYVW5vZF1WeUiQHd1/G3b8EPke/o1e0nmu2rdbvuXI9dUwEPkQtItpPmj622fctjDR/amnREIm0KMzsLqSeLYGCjbwL2KC47Yp6VJ2AUi4bTEEzs/+Z2XnIEOF6lK72MbKVH4Lq6Lo1hzq6UDdnwLFIXeuW4tzfzOx0tPOdqbtbqkxTLZaRwFxIMakVxgNzM3Pd2llAb3efN+lAwdHxVbR50RAPhOslbSTeEBVJr3T3fyHzg5lqm0Lw2h8YFFIUi6U/agFwWyEnB0V+Z+C8sEEygZnV1my2AOZHLpcLAHcXct1SElLMRwFdy93eoRy4+4Ko9vQnYBcz+77KU4rk5xNkJtYaGTABMOf8sy+16alr7DVp+th/TZo+dvNJ08e+WrUZRiJZxEAuEqkiZvalme2H7MDvdPdzGkmhfAhYDy1mbnb3Me7eppGxfzGzy1GK5pnAumih/AByyWw2dXSmZuqbA8eH+sLEzoRZ6tzT1Kg6Z2rYfDhwTtI00nJjakY8GCky2Y+/gnakj0g5ZB+k8DWU6voQqjsp1qzkFmD3EgVQjbErMM7Mfm/g+TuQs+xBxVwkpNz2AI6xwnslnoWCuIyady1wQCPH90epoX1Rj8taaEx9EXCTmT1S7Ymkxd2XAB5BGRIHFGhUE6kMi6BNp1z+ZwX2uIxEykkM5CKRGsDMxgJrIROCKe6+bgPHTQ99hlYGXkFW/eeF3d6Gxp4eDETaI7OD5cO1bgr/u1nU0YW0vg2RCvKAuy+e4tyMOpepnas5dS4EnFcCQ6s9lyyuA9rluTfOREHZTCnBDWFm76D0wIENHPI8+k1au5ggzMzeRQr0ZoWOkZCG0ioz86hHQfAZadTLbEKq7Sjg9JCCW8gYG6MNoIuyHp4IrOzuy+U5vi2qr30Gfd6uKeS6pcTd90VzStSQvpZw9xWRedUYoFeNBMWRPLj6vb6INmB+znk61jJGapIYyEUiNYKZfYYstc8FJri7NWTaEHrUnYFSMxdCDcWPbczkIbhiPm5muwDbAAsCu6CA7hsUHNV0HV1IC+uEevpMbigdtZHzM+rcU0id61Zjf6sDG7n7DtWeCMh4BwUAfXIefxEZ6uS2KGiKs1F9Vvs81/oB+Az4gwSuik1Q1vTKsHGyAXBfY8eZ2TNIvezT2HGNcDBS0S9q6sB8hHt7IHCamf2UNa/fUGDx7zynHY9aHHQHLjGzHwu5dqkIatYIoEv239AccPd2SIk728zOLkJRjZQRd5/H3S9Cn7MHkDnTqug7rh61+XmrejOMRBomBnKRSA0Rgq3rgHVQrdDT7r5GI8f/x8wORXVguwIvu/uuTQUnZvZqMFxpC/wAdEPB0RPUeB1dUBgdOAa4290PSXn+byEI3gbV3t1bK+pcWDQfBVxcqIpTBi4G9syjgJ4B9G/CwGQGQl1Qf2BEA6rbFGTzXWyd3K3AHmU0j+kIPBKCz6Y4EbVySKwgA4QU23OQzf4fBcwR1OdqUeDqPM9dBxyQ/V3h7suGc24F9qbAALJUhLldBoyqIdfMRLj7NqjO9Ggzu6za84nkx93XQb0S/47qXVcANkUbKG1QacJF6DMRidQcMZCLRGoQM/sELRYvBh5y9/6NpZuZ2VRge2QmcQ5S19ZJcJ2Pzew49OP1GgqOPkQpfnuhOjor0hK+LASzmM2Bfmnr5sL5U1Hq2JPUkDoXWlQ8iVwGq05w1rsR3RvZj09BTpNpDVpuQH2Z8p03ES2gZlLs0mBmbyLXuXyNfEtBo2mVOXN5DwVSp6W8xjDgyqAipyYEsecAJzVQx/cMMnRol/VYbxQ4HQiMNfUBrCbdkBlUWRqslwt374w+M51DWnukxnD32dz9ePSdcx7KbPkb2uD7BrgKGBDMxnqZ2Y1Vm2wk0ggxkItEapSgzl2GmlxvDzzu7is1cfx4VP82BilNVzViLpF97tdmdg7agbwTOBL9sJ2NatLeCHV0qxf9h5WQUDe3AfBP1GIhlerRgDq3dOlnmprewEHuvna1JxIYChzh7vPkPH4GcGJK85lM77wz89R2PoHSmErRPqAs6ZVBgdyedE6OZyGFMFEdqrvviO5rTz/DP9kPOSTmDSTC+3AdoadcaEdwIKrJOwop81UjqIMDUUplszEHcfejURDeoTkas7QEwnf8/cjJdQfUTuVjYPegsh8HfIs+C5FITRMDuUikxjGz95FJx/XAk+7eq7GUMTP73cxGzolkGgAAIABJREFUIUOUT1Ga5OnuPl+Ca/1sZqNRfcAg5Gy3OXB6GOt+d5/g7tvVgnoFYGbfArujeqUp7p46LS9HnXve3Q+p5t8XlJATgUsr4L6YZD5voSCra87jTwFvkqzBdPZ5zwN3AZbz1Kvod2lpT9d0PB+3oJTQUv/ObQm8FmpaE2FmXyF17Nymjg0ptSOBowqtTwuB9RnACU3UZV0P7Btqa49B7Q22BZ4NmyRVIbxnVwLnm9nL1ZpHGty9zt1PQ5swmxWqpEbKSzDOeQ79XhwC3Azci1KYfw+lDH2BQ2NNY6Q5EAO5SKQZEOrCLkS1Q3uhdMuZHOdyzvnWzE5C9XbLIXfKQ5MEBmb2h5ndioKbw1EN3mGoVuAu1Cz65Vqpowuvz+lISbjL3dOacOSqc8dQfXXuSuB7pBTWAoNR/7jc++d04CR3b51yvJNRjdafKlVIAXwXKUnrFTNZM5uGUqQKbjDeAInTKnMYCazu7k21V3DgCVPvvUI5AnjDzB5u7KAQoL8H7ITu+cFoEVvtBuDdgTnR90zNEz4TI1Gd8qbBOTVSQ7j7Au5+Lfp8dQQmISOaQSbqw4bG1cCJZhZdKiPNghjIRSLNCDN7G6Wd3Q086+5HJjA2+dDMDkAL0INQPdh2Ca9Xb2aPmFlHlIKyEtrpnxj+rak6OjO7G9nO93X3i9PWzYUxMurcE1RRnQu7wUcCA9x9mUpfPw9PAF+ixeqfmNljqK4ynwNig5jZ56iNwbCc1/dJ1JC3FAFYSdMrwzx3pYBAztSD6gTg/IZUQlfbkQMp3OWSoGSejBTdJFwbjs8YPXyHFrhVwdU3bwBKqSzU5KVihFTbm9B345ZplNpIZXD3TVFbgR9QP9WFkQp3dMheyXAC8F/g8opPMhIpkBjIRSLNjKCWnY9SHruhVgVNKkdmNhkFgQZcFFoNJK55M7OpZnYQUvhaIyOWz5AF/ZKoju6yatfRmdkbKAhYAimXSxQwxm9mdiZS544GxldDnQt/ywjgwmqnsobAMqPY5HIGcEoBaaAjUX1jdnA4EQVymxcyzxxuAfYq4WvXDvihiLTDscBv5Al6g6I5GuhfpMlIb+ABU4uIJNyKFrcXoNqgwdVKKQuvwdWABbWwpnH3+ZEzJUDHkOYdqRHcfXZ3PxN9D/Q0syNRi5+rUT3cHVnHro2U4MNiSmWkOREDuUikmWJmryF3v0eB59y9awJ1rt7MbgdWByagQOeSYHWe9LofmllvtHv/Dtq9XALV031ADdTRhQXVHigomOxqilzIOFNROuvjSJ07tAp/07notd6jwtfNx+3AknnqEB9CO9n7pBnM1M+sFzAkK0X3GdRLbqMSvNavojTN9YscJ0OhaZXADE3Cz/KZm6l3RwYL+VoFJMLd/wH0BE5NcdqWKAV1U2BZtOitFv2RInhxFeeQiPCd+TDwOrBvUFwjNYL/1Yi9HbA2alXTH206bWVmT2QdOwdyqexnZh9XYbqRSMHEQC4SacYEY5OzUA1bb1Qf1qQCZWa/mtlwZIjyA/Cqu5+UZ3HZ2BhfBdVqWbQrPQKlX3ZHBeSZOrpDqlFHl1U3dyRwp7sfVuA4GXVua1SDV1F1LiwQD0e91xao1HUbmMvvyJGvb87j9fylyqX6XTGzSaiNQSad8H0UyM0JFJVSGuZVyvTKogI5ADN7HJkt9Mg8FhwaTwaOKFINOAm40czeSXJwCJT7A5eie3t4CK4rTlBEegHdzGx6NeaQlFCf/Di6F45pDimgLYVgOnMYShW+BtXDfY6a3O8PbBLqZ7M5GfgoHB+JNCtiIBeJzAIEh7T1UR3Ai+6+bxI1I7Qd6ItSEddF6ZEHpFmMm9lPZnYxqhEZhuoM+oX/3Q/YkyrW0ZnZPUht6O3uozxFA+uccV5G6txjVFidC4v/e5DzYbW5Atgqj9nOfUhN2bOAMfsCfdx9qRDITAN+pYR1csW+V+7eBlgMeLoEczoB9T/8R5jXRcDQYtIJ3f1fqAY2Tc+1bYGMwcNipGupUDLCZ/JqpIh8WI05JMXd10LfAUPMzGMaXu3g7osg59VjgC2CQdicqKdfW2BzU4/W7HPWRZt9xW6iRCJVIQZykcgsQlDZBqDeOKcCN4dUqyTnvmNme6Hane7AM+6eqkYp1O6NRQHlMcDeqLnwQ8AuVLGOztQgeiNgUQqsmwvj/BYU0Iw6N6GCRiQnAJ3cvahm2cViZt8jBadXzuPFqHLvApfwlz3/Q8C86D0rlpeQwrdOkePsBtxTCvUl3I83IFOPzsC/ULuPYjgduCil2UZ/1Az5cJSGukuRcygUQ0pswWmllcDdt0Buhz3D5lWkRnD37dFn/W1gQzN7zdWnckI4ZAcz+ybnnMwGQh8z+7SiE64CHVp13rRDq86PdmjV+akOrTrvXO35REpDDOQikVmMYGqyLloYTXX33VOc+ziwMWoGfI273x5qDdJcv97MHjSzHZCt+droxzRTh5NdR7d9BVWtb5FadC+qmys4IMpS5zL1iWVX58zsaxQ8jS7EjbPEXIBaByyU8/g4FDTtOvMpTXIOsLm7bwI8GB4rujF4CdMri06rzOF0lOp1ATJYKLjptbuvidKaE9v1u3s7pKKPB7qgpuUHFDqHQgn1q92Aw2tZEQnfo2NRPVw16wgjWbj7XO4+HG0aHmhm/czsF3f/J/p+fgm9Zz/nOf1UFPjdULkZlx93bxsU+j/p0KrzKqhmfDP02zWmQ6vOVd0UjJSGuvr6mv3ejEQiRRIWxVehdLAeIRhIeu5cyDihH2ocfLqZfVngPNqgGr4DUOrLMNQnrA/aUBoKXN/Aj23JcfedUJ+2U0wN0IsZaw30Gn+JFuRlSw0LweI9qM/Y2eW6TsK5XIV6lZ2T83gnpDStl3Zh7u77ofttR+BjFBTOX0yQE8ZtR7CILyRYCAHr+8DiVmCT7gbGfQZYxMyWL3Kcu4CHzGxoinPGoO+F2VHaWRe0ybK9mb1azHxSzGEelA5+Ui0HR66+lKcDO5ua2UdqAHdvi36bpgFHmtlX4fFV0QbFSNQnbqbPvLuvj1KJ15rVWka4+xSUgfAZ2rh8+KmBry36xy/TzwIy9er1wNmTpo89pUrTjJSIqMhFIrMwwZlrbeBrZDyyY4pzfzazc4FVUbuBae7ep5AaMzN7z8x6IAXgI6S47IYaF/dCjozvu/tplaijM7NxSB3s5e6jC62bC2O9glTMjDp3WLnUubAgOQbVk6VSSsvAYKB7ntfuLhQcdCxgzJuQ+c6uyMHxRxRkFMvz6B5es8DzdwIeLHEQtxlqvTC7q89VoeNsCqxFCqdHd18epQdfjUxXBoeU0RuQSlgpBgKTazWIC8YZmZ58m8cgrjZw91bu3ht4AKnQ+2QFcZsgN9EBZnZeA0HcXOje7zkLBnELAvOj9f0SwCHAtW22W7wb8HvWoT8D/6n8DCOlJipykUgLwd23RkYV96OagFQ9j8Iu53kosDsBuLXQVKiwE98NmVx8FMZ9FymAe6PeVkPLrQy4midfjX7w9iy2TqJS6py790HBxbbVTEdz94nIJfGqnMc7I5v9jQpQ5dZBu+lvoE2Ik4NpQbFzHQT8HOpI0557CzDOzK4sdh5hvDmREnUyMA9wLLBxAa9VHTLeuNTMEteXuftI4Cv0Gnc1s23C422RStGm3M6R7r4N+uy1zSzCa4lQ5zkM9TPc0cziorcGcPcl0X0zL3BAqK/NPLcbqt890MwmNjLGeUAbYO9aTudtivD7tS7KbmkX/l0C+AU1Pf+T+un15z9xxqvLA9sjNe55oMOk6WNj24xmTlTkIpEWgpk9iNSN6ah2bpuU508zs12QinYK8Ji7F+QqaGY/hsX5iij95QzUsuBJYDWUxna/u08sZx2dmX2Haqfuoci6uTDeK6j+4BHKq86NABZELoXV5Hygb56/8Vbgb6gtRirM7AXgDmA2YD6kdpaCW4DOad+PsHvfAd0jpeIEFETdjlSw2ZHpSVp2RvfBdUlPCIr3vqg2ry9SVoE/+yb+D6nVZcPVRuMKtNmRKIjr0Krzgh1adR7WoVXn0R1adf5nmec3B0rZWwu5H8YgrgZw9z2BF9DmxeY5QdwRSJXu2EQQ1x44EDi6OQVx7j6vu2/i7j3d/Vp3nwb8H1K1l0X1b7ujrIPsv/9X4OLT/LSMg/S6yA14yxjEzRpERS4SaYGEFMvRyLyhv5n9kPL82fjL6vxR4EQz+6CI+dQhK/TjgVVQzdzVyEWvN1rUDwOuK1cdXVbd3AAzG1WC8TLq3FfAoaVW50Ld173A6mb2RSnHTjGHOqQsHZ+7eHL3fwNHA5sVoDQtArwFzA3818yKdgYNc/0AqSuJlV5374ju782KnUMYb1W0EF3HzD4Kj20FXA6sagkbS4fP4ItIsbwrxfXPABZBge0IYM1s9c3djwdWMLPDk46ZFne/Avg9zTU6tOo8HqWDtgLenDR9bFmcb919PrQR8SOwX6XqdiMNE5Sn4UgdPcDMns56rg5w5Li8g5m93cg486BA8CQzu7W8sy6csHm0FlLYMv8tj5xlp2T995qZ/RZeg/Yoo2Ub1A9ve1TK8DjK3Pg99zqRWYOoyEUiLRAzG4/UufmBl9LW6IRWA1eihuJvoL5qA73AhtXB6XKSmXUAOgEbhHFXArZDP1C7Ax+EOrrFCrlOE3MYB2wC9Ci2bi6Ml1HnHqYM6pyZPYdUg8FNHVsuQoA2GKVR5jIGtXvYsoBxv0AuinMA/3D3hZs4JcmYhbpXlsytMqTrjQI8E8SFuT2EFmlHpxhuf1RHmLj3WwhSjuSv92xInhTKG4E9w2Ky5Lj7LsBW5DSVT8Cq6H5ojdLiSo6rXcuDwIdA5xjEVR933wgFX/Vo8yM7iGuNUil3BNo3FsQFzgSeq6Ugzt3ndPd27n6Eu1/q7i+gzb+LUTD3FDIiWtDM1jezo8zsclPv2Dp33x94Fm18Po7Sonsjhf8JYLcYxM3aREUuEmnhhLqCiwl9rczspwLGWBL9SHZE7m6ji/3xCIYMfdBO680oja81MkfZG7lfDg0BU8kIu79XISOKPS2ngWyBY66B1L6vUTpZweplzrjzAa8gxe/+UoxZwBzmAN5DKU0v5TzXBdVgbVXAuLMj45OfkDJybwnm2h4YZWaJTE9C4PUJSuMquFl31niHAoehRecfOc+thoL+la0Jd9mwyfAGqgV6LMX1e6Gd+9NRP7Q2+YIVd38Q9aQr6YI3KK1T0fv5SJpzO7Tq3KWuFZfX11NPPWdOmj7WSzy3f6Gm9mPR92BcHFWREKSdjDY3jjKz23KenwdtFs0O7GXqb9nYeJuF49e0At2XiyV8p63OjErbaqgFQrbSNrWxTYSw4XAEem2moWyVe3O/UyItgxjIRSKRzAJrJMqv72JmzxY4ztoo4PonspEfV+yCKPxodUcNuB/hL2OUI5GD41TU9+6+Ui2+gnJ2Yhh/7+D+WeyYrdFr0gctUC4txXxDSuhwtEBJHYSXAnfvj1I8D8p5fHbgdRTMJQ44ss5/BPU9OsfMTi7BPFshc51tzOz1BMdvCFxpZquV4NqLo3t121CLlu+YS4DvzSyfwpl9XK8wTuKmvuG9eAc5xB4NvGtmZzZwbDdgFzNL3IMy4RzGAJ+YWZ9Czj+hx0ljfvn2t2eHXjWopCp02GgZD5xnZheUcuxIetx9OVT3+T367vg05/lFkBL9JtrE+q2J8eZF/eT6mlkpe0E2ds3WqEwgO2hbE6V3ZwdtL1pCN9xgRtQTfYZvBYabeppGWjAxkItEIn/i7vugupnLUN+41MXQIQjqCAxC9sZ9zezFEsxtPmSl3AcFcuehNKj9UB1da1RbV7I6ulAfdSVgSMkpReCVUee+QYuQotU5d78ZeNvMTip2rAKv/3cUJLQ1s49znjsUBcPbFTBuxsDgPSuy11rWmCNQ3V3eICbn2LOBOjM7sQTXvQl438xOaOSYxZHCukG2kUPOMfOj+sFt0yzi3P1AoCvq5fgqsGJDykRIkf4QKXYlcZR0933R52jdQjcc3H0ccLGZlcx4xmVXfxvQy8xuLNW4kfSE344u6LfjLGBEbuqvuy+LzDxuQ7VuTX4nh8/8grkbTaUibBCtxIxB29pIzZ8CPBf+fcFksJVm7NmQQ3EvVMowEmW8fF6yPyDSrImBXCQSmYGwmByFnLC6FBqEhR3Jw9DibTxqvl2KNMXZUWrl8UAdCujGoEL4PuhH9GK04Cu6R5C7r4BcFJ8GjikkuM0zZknVOXdfAqk9W1drh9bdhwG/mFn/nMfnQIHHPtn1LQnHXAu97nMB/yqFYYy7b44WiGsnOPZV4JC0884zTkfkErlmU7vv7j4AqZv7NvC8owAr8aI0LJCnorq0LdCi9pgmzrkZeMBKY/yzBDJm2dnMJhcxzrNAdzN7ptg5hfF2Ru6ZB5jZfaUYM1IY7r4Q+t1ZBdg/n2odMj7GIYU+UUsSd98SqXtrNpWynHC8OmQ8kh20rQt8zoxK2/Nm9r8irjM/cDDKRvkKpU/eYma/FvUHRGY5YiAXiURmIvxYHYR2Ri8ABjaVvtLIWAsgu/XDw1iDLKVLZiNz3B4FdMuj9MrLgaXQ7uU+lKiOLtTNXRnGLkndXBh3dVSPV7Q6F9SrrsAmeQwsyo67twEmoyDju5znjkKL+J1SjtkauQf+gYKKxKmEjYw5G/AxTdS9hQD+MeCfxbyeWXWMh5nZpATHz4vq3/bMDViCyc9rwHpm9l6KOXRECsemqLXHxk0ZQwRTkuOtSLfO8Dm9B5lMnFrkWO+htNi8amXKsboC5yAziIJSySOlwdXj9GqULnhCA3WbWwM3obYBiRrIh8/eVBT8jytgXnVoQzM7aGuHWnTkBm0lqbsLteHd0e/vJBTAPR1rNiMNEQO5SCTSIO6+FAqOFkbqXMENuoOZwNnIxXAAcHWpirPdfQOkcG2J1LgLUb+87Dq6ocDEQn8Qw4/6Cah58z5m9njxM59JnTsFpc2knmNI73kUuMHMRpZibgXMYQzwlJkNy3l8TpR62cnMpqQccxqyy28Vzk9da5dnzIuAj8xsYCPH9EXGI0XZ8Lv7YOAfKRW0bmg3fvPse8HdLwCmm1nPlHN4BLgEfY63NrM9EpwzB0oN2yBN0JhnnENRTd5GxaoJ7v49sKSZfVvoGDvMs8/8K+++9Kl/X2G+vepa1W1vZm8UM6dI4YTvhbNQevzBDamiIS13BHISTWyS42p8P5eZdUtwbB3aqFsv57+fmTFoe87M/pt0DgnnWYd+u3qizZbLkNnQR42dF4lADOQikUgThB+Zw9AP7nnIsrzgACwEXUNQw+i+VkK3RXdfEaWP7YNs1Acj9WVfFChl6uiuL6JOZ0e0e3waSt8slcHK6kj1+x8FqnMu58NHgLVLpRqmvP4GyGF0BctxLXX3HiiI6JRyzNFod/pR1M6gXbEbAK6+bYPMbL1GjnkUOLeQnfysMTK9/tZIU9MSVMMXgFPN7I7w2HJI8Vw1zULSZd9+I6qvmQYcZAnNe0LA+6mZnZX0ejnnL4sWv1sVm/Lr7nMj5XquQj9z28+x9xr18FwdzF5fzwv1f9RvNGn62IIyDSLFEb7vrkeOt4dZA70w3b0PqoHumLImdFuUNtvWzL7J8/wSzBy0gT5j2UFb2ZrBu1p87IcySObgr16pRWesRFoOMZCLRCKJCKlzV6AfnK6NpaUlGKsOOW+di9LI+pnZayWZKH+moPVAFs0PoAD0edRQuDewPlIoRhZSR5dVN/cMqpsrlblKa9Tfqy8FqnPufjqqsdqzFHNKSwiALjKzMTmPz41ManawnDYFTYy3D2pw+xbwJVIci6rbCq/zp8CG+dQmlyveO8Bihb634RrPoHq8qws4f3uUiry6qenvdcBbZpbKdt/db0OmQP9B91b7pPeUu2+MPvOrFXAftgrXHW9m56Y5t4HxlgGeNLOlCjx/9mk3fzj1y2nfrhIe+h7YZtL0sTGtsoKE7/5jUO30icDl+e6tcP+ch4yzdkhTHxvqy14GDjezie6+KH+lRWaCtjmZUWmbghxVy74oDkHkUej36TnkOjypGinxkeZPbAgeiUQSERa82yBjkafcvXv4sS1krHpTj6rVgPuBh9394vCDW4q5fmayq2+DzDLuQPUGswG7IMOHxYDX3f1yl5NkmvHfRs2+5wceCSmopZj37yHdb0vk0DkppKSm4WxgDVd/wGowGOjrOc3PgwI6CAWoaXgWpcmuAPQHTne5ZBZMUAtvp+Hm4DsD9xcZoPdACtI1hZxsZhORWnFEMH3ZFinZiXH3lVGq1pVoc2BwyoXq02jjpl2a6wa6h3PPL+DcfPwDGUqkJtQd3vm3peeer1Xruszfn2lFEakQLiOtcUhhb29mlzUQxM0BXIu+YzdNGcQtjGrpPkOfnQ/RZmEfYN4w7iYo3XkHMzvFzO4ws4/LHcS5Gn9fi+pcFwG2MLOOZjYxBnGRQomKXCQSSY27r4RMOn4GupnZ+0WOtxCqmzsQBQLDCk19bGD8OVB65fHAb2indyywINoVPQYZUgwhRR1dCFb6o0X7PqWo38oauzVafB9HSnUupA5ejdScVHbXxRKC+9dReuijOc/Ni1S5bZIa0ITX+Pvw316oQfxvZtajyHl2AM40sw3zPHc7cLuZFRSEZaUUbtSUqUgT47RFTapfQj0ZR6Q8/1KUWjwJOfetmDYt1d0dWMDMeqU4ZxXgcWSqUnQj9TDmDkAfS9nGIizs7wH+Vj+9fvbnL37r5p+++LUNcMmk6WNLUucaaRp33xW5UmZa2+RNaQ1q2q3o8/7vxn4H3H1B5BiZnR65GNqwGwU8hT6H71TLLCR8j3dC6ZNLo/rty6wEDpqRCMRALhKJFEio4+mLjDpK0uA6pCyeixSAk4CbSrlTGYKMHVFAtwwKGq8EfmfGOrpMrUKiYDIsMq8GnBLWzYWxV0NB87coOHo/4XlXAN+lNcYoBe5+JLCjmc2kCrqah69tZvulGO9pYEVgIHq/XkP1dgW7kbraWPwH1dx9kPX43MD/ActZAU50IfAcBzxuZmcXOr+s8cYhBWExS9H6IqRvvYr6W40CHrYCml2HTZtHgaVy6x4bOL418ARwjZldlPZ6jYx7IEqx2z/FOUujILY1asS8V1xAV5aweTME6AAc2Fh9ZlDsxiMl+NjsTQeXc/A6zBi0LYlqSTOpkW8gpb2rmT1Qlj8oISFr4FBkjvUhSp+8I8lnKBJJQ0ytjEQiBWFmf5jZeSgN8HBgfLEphmb2dqjtOhDtYD7t7psWPdm/xp9uZuPMbAtUZL41Sl87ES2+10YpYbsB77tYLMG4E4D2qO7h8lDEXqo5vxbGngRMdvcjc9MWG6AfsE8wIKk01wAbhdS+XEYC2wbVJikPojTWjYIpwunA8ISvQ16CInAHqtXMZluKsxPfG+28F51SGP6+xZHC0OR9mENPpMItgHosXlnIHMzsTRQEbZvwlP7Ad8g9tpSkSq1091WRIjM/qpPdIQZxlcXd10O1yXOhzZvGgriVgCeRGncc+v7o6e7XuvtraHPlXJQuPxHYHSnFm5lZbzO7HmVW3FXNIM7dVw4mQe8AbVEbkc3M7JYYxEXKQQzkIpFIUZhaEmyMduGfd/eDillghzEfQ/URw4Hr3f3WoNaVDDN72mTDvhnwT+BNZHH9nqlf2RbIJTFRHZ2ZvYNeh/mAR0tVNxfG/j0YRmyBbOnvD+l7jZ3zJVJMRwf1qWKYml5fgoxlcp/7Dr2vJ6UY8jGUErtJ+P+XoPemSRv9JriFmevkdgPuLGSwsAs/FJkslKJx727A7Oj1OjPFPBZATrND0HtwqZl9X8Q8rgUOSHDdtdEGzMFlqPlJHMi5nDofRzVR5wFHNpTKFyk97j6bu5+EHFsHmFkXa6BlhLvP5Wq3MRkZEO2D3udhqDn4w2jTbUEz29jMupvZ1Wb2ao5itzPasOhfzr+tgb+hzt23d/d7kXr9JUprP9BStluJRNISUysjkUjJcPd1UIrhe8ARZvZ/JRhzbrQ47IuUnjPN7Ktix81znSWQinEoqksaZGYvBAfDxHV0IYg9PoxV0rq5MH527dwAVDuXd9Ec5jIBGXcMKuU8miIY17wBrGQ51vsh0HiHhDVk4T34FPgFWMXMPgl1gBlHxUJbScyB0ivbhjFnC9fZyAronRZq0n4xs2MLmU/OWLMh571+aHH4JrCTmT2f4Nx+SF3ugdw+V7cibNTd/R9hnKUaCghdPcEmI0OV1C6djVx7NqAeGA08a2ajmzh+R2TIVI9qrApuHxFJTzBnuhb4A7W6+CjruTmANZkxPXJVpDg/gNIipwCvpEwjXgj1Ct3fUvSZK5aQNnog+pz9hoLPG61ELsaRSBJiIBeJREpKWNCdilwXe5jZzSUadzHUu21P5Mw4skSqR+515kepor1QjdF5KLVvDrRb3Cf876E0Ukfnso+/BqUBjix1sX2onbsSmQIc0lDtnKv/2LPA+oUEJ8Xg6gH3ieWxzA8mGkuZ2SEJx/ocLZaONbPbwmNjgalmdkYRc7wK9Yu6wN3bA5eYWdsCxtkcuAEFlgU3rM4a72Ckvm5hZvXufgS6/7Zp7F4Kn793gZ3CfyuY2cElmM89qGb1ugaePxtYHTVtL2WN6CXo8/gH6rH4Ltogydc24gCk1n4HbGdF9q6LpMPd90ffi4OQirwqMwZtqwNv81dN2xJIOe5kZk8Xcd1rga8qVQ8cai+PQb9xT6C/9eFqGapEWjYxtTISiZQUM/vFZP2/K1qvjwmKSrHjfmZmRwFbAdsBr7r7HsWmcea5zrdmdj6wHLKxvhApDbuhhfo6qIC90To6k318e6TmXVHKurkw/mso1fA+YIq7H+V52kGY2btoYXVxqV+rBAwBjg6qai7DgU5NpYhm8TwwD0q5zXAc0NPVY6xQbgE6h/9dUFplCJ5GA91LFMTNhYyVb0yNAAAgAElEQVRzTshaHF6O6uU6NnH6/kjJm4bu08HFzidwHQ2kV7r6zXVDKaWlXsxOAH5AhiULozYUX4brzp65p939eGTq8haqx4pBXIVw94WCKU9m02tP4GvUiH4LdC/2RJb/bVEAtBC6V7coMojrhL4T0qRqF3KdOnff2N3HIBfZuZBy38nMHopBXKRaREUuEomUjbCAPxPVOBxlZgXVHjUwdge0SP0G6Gtmk0s1ds51WqG+YsejHeTzgavM7Kdg2NETOV7eDgzNXUCG9JsrUGC4R3aqUQnnmK3OHZqrVoQauSnAuWZ2Q6mv38Tc7gbuzpcSF1SchczsyATjHIdcK582s02zHj8NpVvuW+D85kRGCqsBDwEHpK1rCXNYy8x2L2QOecbrC2xuOa6foQ7o3HCtmYwTwr36GjLdaQPsbWY7lGhO8wCfIMXxP1mPz4ucA08ys1tKca2c67YG/gv8HfgJ1d+NCc/dg3oMfoBSoicA+8XUtvIR7rGV+Etl2xpYA6ml9wHPoO+aFyxP65OQKnsBqifuWGTK7yIopXJvMytLK4mQDroXytBYCM39ylJs2EQipSAGcpFIpOy4+2Yo0HgC6Glm35Ro3NmArih98WHgREvRPLaA622CAroNkVI30sy+ylNHNxTV0U0P59WhWqdewL6W01+tRHNrjdI+j0e1c6Oya+dc7pV3onqpktcYNjKvLZBatWpuLV943d5EgUmjAa7LvXQCyiSZPxPIhABjGqrHKag+xt2vQylfhwJLp9ldd7kjPgqsY2YfF3L9nPEWQKrSViYjoezn6pDicWMDgfFuqOfgBug+7GVmk4qdU9b4VwEvmdnQrMdGAAtbirYABVz3bOQsOxnYMKSaLove94yRz3nAyVEZKR3hflueGdMj10VmJM8jhbQtcHSSFPqwsXc9chLdo9hgyN1vQqnbfYsZp4GxM9/pR6O+mMNRL8dUfRgjkXITUysjkUjZCYYfa6HalZdD/Vgpxv3DzC4HVkYL8Rfc/ZxQ51ZyzOyJoJJshRS2t919GDCvmZ2FVJDrgHOAV9z9MHef28zqTa0augJj3b17GVJCfw/X2Cxc5353b5P1/LMojbCipicoyPkO1WvNgKmVwOUo+GyKF4A5w1h/OoiaHDKPA0aEYLYQxqK0wbtSBnGtUJB6WimCuEA/tGB8NfeJMLfjgNPcfb6cuWSa058L7IB6I95fojllmCG90t23Qc6h3Ut8nVwuQeYlB2W9P/3Q/TAbqp97NQZxhRNSB9u4e2d3H+ju9wNfIROSziidNfMd1zH8+yNSaJMEcQuhFio/IyWu2CCuMzL0OaWYcfKMu4bLtOgt9B2/o5ltY2Z3xSAuUotERS4SiVSUsPi7AvUC6psv/aaIsf+JUjl3RMYol+VLQSvx9Xqh+qB7kdPl1LCo3hIpZBug2p2RZvZ/wXzkDrSjfWQ50sBCQNMbBUinEtS5EOC+itIHK+nuti/6W7fM89xiSFlp0lnR3d9HRjOnm9klWY/XobTIMWaWun9ZUAq+Qy6Hic153P0wVO+zSSkWeS7n1FeAdS2rSXme464D3jEzy3psU6R6r4I+W9eY2TXFzinnurOh5sYdUJrlVPS+ji/ldTIsN2LwksCRwO7U189GXd144IIuX3//G/ARUAf8igK5/5jZ8uWYx6xG+LwsxYxK23ooyJqS9d9zZvbfnPOOAM7gL9W/yUVkMAeZgJp9H5+rzBcw/0XRvVeUSUrWeK3QRlNPlGI9Ev1tifsWRiLVIgZykUik4oSAYgiwDdDNzB4q8fjroPq5xdDO/fhy7ta7+4JogdMTeBGleT0SUsBWJqRUEurokPPe5ShtqSx1c2Feq6LF/Y/I2fK9YA4wEBlCVKSWKASW76DmuDPVnwVVc7qZ9WlinBuRIckYy3FidPe2aMd/1bSpoyGY/AilIo5MeM4SaDG5jZlNTXO9RsYcCfyc4HX4F9oIWNPMPg2P3Q3cg2qU7gGWs/K4ug5CwdMSwO9mdniprwGw3IjBW6C/ozUylgD4lfr6Pzb/4Zcf2/z2+0IoVft24BGU8hkbLuch3Ku5QRvMHLR92sgY/0DfWf9ENv+vJ7z2GmiTa7iZFW28E4LJscDbZnZCkWP9DTnDdke11sOAseX43EQi5SIGcpFIpGq4e0eUmnYbcuj7sYRj1yGTkkFokX6cmb1UqvEbuOZcKPWsHyr+Pxe4w8z+cPeFUbB3LFLFhqCeSr1R3VxZFLKgovRBaXenojS1W4CXsxWdcuPuvYENzGy/PM8tiZSoVbIVgDzHHQpcBHxoZivmef4ioN5S9nEL4x4M/GhmHRKeMwapYiVxy3M1vH8avQZfJDh+ILCImR0aFsuTUCrYaNSH69xSzCvPdddCphY/oNrGkinqGZYbMfjvSPmbL9/zdfX1v9XBim/3PK5B1bKlEtSqdswYtM1JTtAGfJx0cyt8T1+GeoRa0kAn1MeORRskJTFZCur+AKBdoRtRISviWKALSh0dDjwZU3MjzZEYyEUikaoSaidGIAORLmb2ZInHnx31oToV7fAPaGznuUTXbIWUo/7I6ex8lOr2c3BJzO5HNwHZcJ8FXFCuxUSOOncScDdyRpxWjuvluf78qFF83rRBd78Q+MHM+jcyRlvgSVQXtUSuaU4IlqchlSyx/XxQs25FC7rlmwqk3H2ncOyaVmAz8jxj3ojqvM5MePwCyChmW9Qg/k3Ut3AqUuNKYiiU57qLoCbqvc3swnJcY7kRg3ujFOl5GjjkV2DYuz36NnivtATC/Z4J2jL/LsCMQdsU4INCvldCyvEgYBdSmgm5+14oRXE/M3sg7bUbGHNxZP2/s6V0KQ4be5uj7IjNkLp4kZXRHCsSqQQxkItEIjWBu++OfvivBU4tddpfWPiehJwJRwDnm9kPpbxGnmvWoUXD8WihdQFwsZl9nVNHtzEyp3gE6Fqq4CDPfLLVuftRmtQWxdaspLj+eUDrfKmDoY7mJWClhgKpkKL5A/AZarNwX55jjkbmDFsnrN+ZFwUmywCXAhOCgU5Dx8+HFNVuJVygrguMA1Y0s+9TnNcdmY2shdJ0TwTmMLNepZhXA9ccg9Iqp5nZEeW4xnIjBt+H6vAaY+q7PfquVY7r1yIhfXtdZlTaFkEpttlB27ul+Dy7+9qob+aLyJUy8caAux+L7sWdzOzFYucSxqxDabSvmFlig5OQJbEvCuDmRN/915T7uz8SqRSFOnxFIpFISTGz2939ceBi4Dl375KvnqqI8f8H9Hf3i5Gr5BvuPgD9qJfFjSwEEo8Cj4b0t37AO+5+JTAs1AY+FOro+iK3yW3cfT8roW181nz+AAYFBepKVNh/PKqZqwQjgKnufnruwtDMPnL3sSjV9OR8J5vZ7+7+JrAoUnBnCuRQauGRqClxkr5m2wHPmtk34foHo936hjgdeLhUQVzgHODMNEFcYFSYz/3I8OMQtGFQFkJaW1uk0Dzj7j2L3XBxd0cq8evAG8A7/H2+JJ/HWdZBMNRurcOMQduSyLn1OeAulGHwZqk3YUI2QV/0XdXbzK5PcW4dyizYE9jUcvpZFsn+KHV4n4RzWRz1UzwCvW4nAPdVatMqEqkUUZGLRCI1RVgM7IsKz0cDZ5TJtGFDVKc2D3LPfLDU12jgukujYKUrWpANsmA1H1KlrgW2R4uPAWT1oyvxPGZDpiy9kVJ5XiUWOe5+LTDVzGZqg+BqlzAFWMHMvm7g/AtRquwkM5uppUE4ZktUz7NqU3WXrt5oz5nZBUFt+wRYNt/13X09lJ67RpI6tiS4+9ZICVw17X3u7plaso9QDdOGZpZooZuWUMf4AiGtzd0fQqnAtxU57rtIDf0JKSazPz33nLe8OWfrnerr6uZu4LSfgLPe7dH3rGKuXQu4+iCuzYxB279Qimy20vZ6uTacsuayNPrczA4caGbvpzh3dnQfr4LukZJ8PsLYSyJlcAcze76JY9dF6tsuwE3AiEqlj0ci1SAGcpFIpCYJTmujgaVRfUZJnAFzrlGHdo/PBV4D+iV1YyvBtf+Odox7oEbH5wGPB6fLHdAi5Htkiz8UuLYcKZfuPgq9Bi8jZ8t3S32NnOutTSOuiu5+BTIzOa2B8/dB7St+BRZqKH3S3W9GNWfeyFxao7TK9TJ1e+5+G3CnmV2d59jJwBAzu7bJPzQB4f57GqmzNxZw/knASsAKaAG9Y9raoYTXqUPv2XNmdmp47BCUOrdHEWOuj+7tjVErgenA97/BnLcsMO8cv9ZRR13edovfASu826Nvg8Y4tUhI81uLvwK2dui9e5UZg7bXzOy3Cs9tb5T6PRw4N03QGDZAxiKVdJ9Spi2G++RuYEoj3wmtUU1yT2BZ4ELUeiaVe20k0hyJqZWRSKQmMbP/uPuuSLl6wGVRf66V0GI8BAG3hFTDY4HHQgBwmpW5h1BQfM529yHIPe0K4PNQR3YXSq26HdWD7Qac6e6XEPrRlXAqvZBhxjvAs+5uqI6vLOqcmb3o7q8De6MG07mcDTzt7kNDOmwuz4Z/p6O6sLcbuFQ/4Hl3vyqfuUqgPXLvy37+FmA/pExk0xM1Rc4350LZAxnejEl7YjCi6IFaeOyOgqKZmoiXiENQXVy2EcutwBB3XyjpgjksuDdFf/fuqN7xvyiIA2gFzD87sP33P/067m9z/zJdz2XcK39AwcKOtR7EufscyJU2W2lbGaWPTkEB/IWo5uuXKs5zfhTAbUxhJiKLovrOqcARpfx+DnRBtbwzbRiEusFD0Xf3JyiL4/YyzCESqVmiIheJRGqekPJzObAgcrYsS6pMSG08FdVjDEK9jyrVa202tLjtD/wNOV3eggxgMjV0e6Mg4w5gaKlUSnfvgNKiMoYzP1NGdc7dd0R1YevkU9RC+uXrZjZT6lzYof8O+AI4ubEanhCUrm5mezfw/GDgu+yd/rCw/Rj4f/bOO0qKauviv55MRhHJkhRQgglzREURP7OYs5gVAyZMx2t4RgwYnz71YVYUIxgwyzNjREREDKAiJnKcmf7+2Lftnp7unk4TgNpr9Rroqrr3VnV19d13n7NPpwiR9CGfHwFbmlky4pgRPKmZjKzZX8ri+BNReY29/NiWIKOWvIYbOue6IOIxIN4J1C96vGpmd6c4vhQtFOznx/oTKjcy1sy+9iF5y4iSuQh+Gr1G014oJ2o/5FQ6DnhwxrDheS95kAv8OWxAVdLWGy2OTEKfz8copLhWjIyygXNua7QwMQE4O1MlzTnXHbnuPoYMqvI6ofTP/U+AXSymdIzPKR4GHIruiVtqQ4kOEGBlQEDkAgQIsFLAT+BPBK5A5hw311bOiHOuBwq33Bi5rz2W70lKir4jbpbnoTCsW9Ak9nQ0cfkC5YidhsJBbyQPeXSePP2GiOSZ6LwvQwpgvg0VQojEDEtkGuKc64VMYrpbgjplzrn/oVDCR8zs9BT9NELlCI6xuKLzfgzfAkPM7NO4bc8BT5jZQ36/8ajAe95MYZxq1x1Gmu6acccWInOQY9C9cQ+wOyoG3tvMfsvTGAuA14EXLUFdOq+Yn2Nm28e939SPZz//9wukLj8dm3flVat7gCPjmi5HOVqP5eM88gl/7denaq22fsCPVA2P/LyhOiN64nkJeo6caGbPZtHGpijk8XIzuyvPQ4x8P18C3jGzK/3/ByJlfDNk9HOn1XIpmQABGjqC0MoAAQKsFPCT3bucc68gx8V9nXNH50shietrmm9/B2AkcKZz7mwz+1+++0rQdxiIuFluiEIEd0er5o+j0MNr/LgO8v+/0TmXax7d2YhcPWJmI51zL6DrfIBz7th8qnM+D3AkcA4qyBu/fapz7nWUQ3hdgiZeBzZH4WCp+lninDsHuMU5t0lcyNUGyNQhkT36k8ABSK04GIV2jazxxNKEJ5iXAftnuUCwL/A78D/gWZS3951z7gHAgFPyNNTT0TW6Icn2l4D7vGo3HxlM7AcMQPX+xiLFsRqx9GZDL6O6Z88i1bmX31wJvJinc8gansj2oKrSthHwC1HCNgb4NNGCQ0OEU+H5h4C/gY2yCdN2zu3m2zjezJ7J8xAjGAq0Qt/dExCBq0ALWwc0JGUzQID6RKDIBQgQYKWDn2ANAy5GE9day+nyfR2KCNMHwAVm9l1t9JViDJ2JOl1WABOBgz1RiSh4ZwFbopXq27OcoB2NlL4tTVb/hdSSOudD7r4HdjWzyQm290G2+t3jlQ0fmvk4IhlrpAp/9dfnNeApM7s95v0LUVHxaoqez735EeU4fQDsY2YfZH6WScd0HrrGGRuF+PP5EOWrfYOUyy5mttg5t6Z/L+dC714VnUiKcFJvSPQYssZvgz6vscC4RK6f/pjGSIU7BIVU7onyHKcAf/l2JpnZlrmMP1P469qdqqRtExTCG6u0fWK1VGy9NuHP71i0CHQ5cFs2iwjOuSMQsd/fzCbmd5T/9NEZhVSOBfZBiwK3AG/UVWREgAArCwIiFyBAgJUWPlfiv6gO1bEpTC3y0VcjRJbORkYYVyabrNbiGFqhlelz0ST4GDN7OmZ7T789qzy6GNLzvJndFNfu/cgpMm/qnHPuIkTUjk2y/Snk5HlT3PtrIXODOcCBZvZeDf30Ree1vpn96d/7AOXYvZrkmHFAI+R8mTR8M1M4uZVOI0uy5VSu4HaUg3UnMNvMLGb7cFTkfa8cxliE1L4HYsmv39YNqW77oRDDD4A+QM+aQgn92J8GmiPVeRBSXaYhMrcJCp9bYmbvZDv+muDv885UJW2bIlUxQtgmIUL5Z22No67gnxt3I4fMQ82XO8mwjRB67pyK3FGn5HeU//SzFdF75G5EOPMedREgwKqCgMgFCBBgpYafdJ6DzEBGAPfW5qqtc64NWtHeFxW/vdNqoc5dDWNoDDyAVqu/RnXgxkXUMj9xi+TRfY3y6F5KR03z+YHvApuY2U8x7+ddnfPj/Bbldf0av334FZdvXhoOP1tBqNu1l166JO7Y35DBxy3xRC9JX7cChWZ2ilNdqslAG0ti8+6cuwapvm3NbH7GJ5d8HFcDrc1saJbHvwQ8gcoBfIMI1JyY7aXoMz/WzN7Mso+LkMq7GxBGpDFC3tqhRYKnUYjrCmTqMcTMJiVpryVRM51K4HAze8KT2hnAbGCD2vjeegLSkeqkbRlVlbZJsddxVYE3MrofKacXWRYOmT4q4SZgJ0TiZuV5jMUolPkMpIouQs+foHxAgAA1ICByAQIEWCXgQ/EeQJPCobWdBO/7ux5NPM5Dtcfq9IHqnNsF5XMtBOb58TwSIZbeTOIgpCKWkWY9OufcxShMc8/4c4pT547LNczUqcD3PDO7KPJet1Ej10Gq026hcLioCP5eEQqdOGPY8CdjjnsB2B4Yb2YHp9HPmojg7OrPbQczOzTJvmWorl57YO18mVZ4AvklsGE2k2GnGnzjgG6IULc3sxMS7HcwWtzYPFOy7fuYgIxUIqUCSvFOk8C78SZDzrnLgWZmdlaC9vZFCnZTRJh2NrMFzrlmiMQtBHokI9SZwod79o97QXXStkqbZPh7+GpEkI5OZCqUQTsPoJDXvfMZVhqz4HQqWtB5FIWwb2t1VM8zQICVHQGRCxAgwCoDv7J7IZoYnA08XNvkyjm3KzLC+AsYbmYf12Z/CfrvgtSRSAhYL1RP6e6IkuRViR3QNakxj84TwE9RPb0xCbYXotXzCwHn28pKnXOyMH8f5Xkt6jZqZCuUL9UKOTIK4fBiQqETZgwb/rA/7mw0Uf3NzNZJs6+TkHnJYmC0mSWs3+accyg/rgkqLFztGmQDp+Lr883s3CyPfxiZs9yGcvi2TzThddFC47eY2SNptl2EFJdHUCmAOUTJ2yepvkdexX0b6BgxlHHOtUUq3G6oPtzpZnan31aKSFwIFYbPqsSHUw2zWPfI/mjBImL3P8n/nbU65Vb5UOKHkWJ7YrbKlnOuBVJf/0AuonkpxeIXwYYBQ9Cz6xa0wPE6CuvOm7FQgACrOgIiFyBAgFUOzrlN0CryNODkRK55ee6vEBkJOJSLdaGZzazNPuP6b4zySXoDFwGHI+XpHjSZnx2zbw9Ewg5FboE3WUyNppj9tkEhfL2TrcJ7de4+ZBd/bLbqnM+Fe8PMbus2auRFyMSmLMGuvwHtZwwbXunHNx6RhPXSMXfxn9OnKFcoYcikc24D4C3kTjgY1bA6KJvzims3ErLaI5uJtSfsk5AadzAq3rxniv23Ax4EeiWbgLvqNd7KkZvh/pnm7/mcw0uBV1AR51sREZ6KatD95vcrROpLM0Ti0nJ79OrNplQlbi2oqrR9DPy4OpG2WMSYQF2E8tlGZ3stnHMdkHPoW8h5NKdSL35sg9Gzpw+qV/nvSDirc+50dF9vn2tfAQKsTgiIXIAAAVZJ+EnqZShE7DQzezL1EXnpsxkKszwFuAu4Jt2Jah76DqEctvMRSfseKXCHofDLG0xlFSL715hH55y7EwiZ2Ukp+s1ZnXMqTPwg0GP0Gk0/QJP16pAqt+GMYcOne/I6FxWYHm5p1sJyzl3ix9rKzBbHbStAytIjZnaHN1WZjkIYF1dvLX04Fc/+1MyuzvL4UUhJvBB9XieY2Vs1HPM0CoW8Pua9RDXexiKF704U9pnxwoefiA8AWgJbICJ+mZldEbNPCPgKhax2T2Yk4nPqNqGq0rYWcjKMJW0zcs3TXFXgw3b/iwjy4bmEPDvn1kck7i7g2lyIsX8mHoUI5nykvj0Rm6vnVBLhfWDr2GdUgAABakZA5AIECLBKwzm3JcrR+QQRulp3oXPOdURGKLsiMnmvVa1hVpt974TCqq5HOXFroVDTU4B3gOssxko/Lo+uEdE8usV+Qv0VcJDVYDXuFaf7yVKdc869C4wcvUbTM1FuVjWEwuEV4VCo24xhw2f5Y2agEgQPmtmFafbzIHJbHBfr9ui3nYgmndvGGMe8isjp09UaSxPOuf5I/VwvG0LoCeU0pLhuhpSvzWqaYHvFdCKqt7cN1Wu8PWtmvznnmiCl8sJsFjw8mR+BTIAqgVmo0PmMmH1CSFFcD6mSv/r3mwEbU5W0tUchpLGkbVpA2hLD5yHe6V9X5fKs8YsqY4HzzOyBHNrpihaJjkYhkzejRYX4nNtCpPqNMbNbsu0vQIDVFQGRCxAgwCoPp9IBVyHCcpKZPV9H/W6C8udaA+eY2Ut11G9nlHvyNSrau9hP1o9F7p4/oELbL0YmVsny6BCpcsDGVoM7p5+URUK7IrWq0pp8O+f2B4aPXqPp3SgHrEn8Ps0rKpbvO39Jk5g8rAeAA9EEcac0+ihGZjiDkOLQ38x+8NvaIXVqgMXUtfN5dduZ2WHpnEeSfl8FnjSzu7I83lD+2fHOubeQU+pjNRzTDrmajkBGFePQBP2F+FBZr/a1yuYcnXO9EYHvgUIdXzazQQn2exuR0MNRgfUIaeuMrnus7f/Uulr4WJnh1dWbkcPoEVZDGY402tsb+I9vK+NnlX+GbIciA7ZHYde3W4qyMD7XdR9gx4CoBwiQOQIiFyBAgNUGzrnt0aTzbZT3Ma8O+gyhosfXIwJ1jpl9WQf9NkJ5c32AfWMISxEiP+chM5HrgUdjXQMT5NF1BSaY2ZVp9h1R5yqQOldjHShPAqctDoWOGdOyydUoR60xAOEwIVg6aMGS+WtXVD6AlKMVzrmhaCIL0KKm3Brn3ADgejPr70MsNzSzA/y2J4BvLcY907/fBplGtM3G7MHJWfQOlGuYsTOjJ+DfowlycxQm2z0R0XFVa7z1QuTtVbSYsJWZfZvgmJ2RYt3XMqiL6JXcEai2YiPkmnojcgPd3bsdbojI2giksi1FCm+s0jYlm+uyusM5tzlS3t8Bzsg1hNs5dwJasNnLzD7K8NhSlN92JroXRqEahAtrOC5SdH6LXEJBAwRYnREQuQB1ioEFQ1qhlfaZEyrHBDdfgDqHX8W+Dvg/VKbglTrqtxg4EbgEeA64JB2Djhz7DCGFbATKm3k1bttAlFO3HgqpvCd28uVk2X8iInVrohDNe9NZOc9GnXPOnQYMGL1G00NR/t6JQLM2K8r/3nrxsn7NK8MrgBJECN5ERavPQ3Wndq2JIDvnbgb+NLMrPNGdAhyHnkk3Av0sQWkG59ybwI1m9lxN5x13XAHwIQpnfSKTY2PaOA2FKe7nnHsM+NDMbvTbQiSu8TYWmcdEylCMADaNkNaYtlsgNewkM3sxgzFtAdyLnEXbIEJxMwrhHInCQLsjAtwCWAeFrD5pWdQxCxCFX4gZgcIWTzGzp3JsL4TCvw8DBqWz6BJzbBvgZPQ9/QLdAy9n8HyIFJ2/I4uhBwgQgIDIBagjDCwYsgaqETMArdLPBg6ZUDnmg5QHBghQS3AqlHsvcj48tw5NSVoicnMMSvwfmauRRhp9DkC28jcgQhKfp9IfEaIBKKTy1ljDC6++3ItCoH4mJo8ujb57oBCrSmpQ57z69ANSj6b791oh+/NECKOcvB8QWfpPirZDyPJ+bzP7wr+3H3AFqnF2jJm9nuTY01BNtiOTn2nC4w5ERHmzbMLG/KT9W+AQ9MyMuFb2QsW1a6zx5ttphEjVwWb2bsz79wErzOzENMfTBNX5OpKIWiq1cB1kCvMxsAHKwbsIheYeicLmUuZYBqgZPu/sIWAJcJSZ/Zxje0Uor25jYI90TW6ccxujxZ29gceBUWY2JcO+z0OlKQYGIZUBAmSPgMgFqBMMLBjyCsq/KYl5ewHQeULlmL8BnHP9UB7TXDM7ou5HGWB1g1ckbkI5JsfU5AKY5767AtcAWyO7/Qdrc0Lj8+bGogn90EQkzLvHnY3CpB5HJDNCqAqBD1Co3vpIfbkb5cD8WkPfsercFYgoJjxX59xVKEzyNP//nX2f8QgjZeIQoC3K/RqaYgz9UJhot7i8wB+BX8xsyxTHtgcmA+3SVZS8AjsFqSYT0jkmQRuHACcBO6OFsO7A2h509GkAACAASURBVKiI9lOkUeMtpq0jkXqytZmFnXN7ooWEDZMtYvjPbX3kIrovyi0sRiUfZiH17UPgc/NF0/0CydVIbTkN2L2uVO9VFf4+PQJd76uBm3N9Vji5vj6OfpMPqGkhy98LeyMC1w3lsd5j2ZXSiJT42CwS8h0gQIDsEBC5ALWOgQVD2qJV2/i6UItCBQzf5pI+hWiC1w4ViF1hZiUECFBHcM79H1KixqD8q1pVyOL63gqF9ZUiG/03arGvRug8+6G8ue+T7Lc2cDoiEW8gtetjvxL/Esq7WwNN6g5BoaIJ69HFtbseyp1Lqs55k46vkMPjnz6X7fIEzS1FRdDfQMTzGzPrk6LvS5Chx5kx722GTE/CwPpmlkz5wzn3DnC1mY1PdY4x+58IDDGzXdLZP8Hxpcis5ltEpFqiifx/LcMab769AqTo/Qtdsy+AQyKLF357D6q6R26ElMAQ0QLtRcChlsTF00/456Jw1QPMbGymYw0QhXNuDVQGoDdwWE3fsTTbXAt4Ht1bQ1OZGPkIguMQKf8VhU8+nW1eo1cB30Mk8O5s2ggQIEAUAZELUOsYWDCkB7J+j3ehW9Fxu9a/ddmpTccEh32DJmm/o0nBPFSDpqa/C4IwjQDZwIfw3YomzUfn6gCXYd8hYAhS6CajUM9varGv01E9sip5cwn2bQoMRSrddOBalFfXJqKa+zy6E3ybUxEpfTGF4lbo972YJOqcD/n7zsyucs69BsQ7Ui5Bk9BrkZFIoX8lLPLt2/wYXdc3/P+LgY9QuOnmQLGZnZziWpyB1Ktjk+0Ts29jP759MjGOcFVrvO2JCNRFKA+tk5kdnm5bSdrfCamon6Hn5StESdsmKIQ11oikI7onZyPjkndRHtWiFH1cgFSj58xs71zGu7rDh0SPRg60FyTK38yizS5oMeYZYEQyNdcvugxDuXMvAreY2Yd56P9CFAGxWzpKcoAAAVIjIHIBah0DC4ZEwnDaxW1a0vforu+06Nxk1wSHzUcTszJgGfA3CsVcCqxAeXYhFOZThhLqmyOyuIj0SF/839h/Lw5+ZFZPONng346K61pdmjN4FeZ0lFf1GOBSqUQ59rUjCtcbiUIok97vnvQcjPLoQMTiCDN7OWafEuSGeTbKn7oZGRkkVDdTqXNOlvavIrfMySikMJIP9xDKL/wWOBcpg/cjteDwRHluTnX9PkcENFK64FxESndDatdUNLn8LMl4OyEC1LYmNcKbi2xiZkNS7ef3bYVI275UrfF2BCJdj6Pcvj3N7NOa2kvQfghZ/EcI2ykoJ3AWIrIRy/9J5mss+lDS25Hy2gTVIjzZzO6toa9T0WLI1cjxtHuwsJY5/HPgCkSijo39nuXY7kbAC0hhH5VgewiF8Z6JFjfuRqUucsrFi2m/L6opt4mZzcxHmwECrO4IiFyAOsHAgiE7oh+QAhSTvwy4fVvrcz760T/XbwNN1l5HalwJmkx0QwrdH0BkYtgI1edqDfwGzESTk9l+37kolySyfzNE9lqk8beYzMlftb+pQlYCNFz40MK7UKjZUWY2qY77XwsVfT4EOWzeallY36fRzzqINERCrJIqLX7/EMqTuhblTl0A3BV7nN9ne0TotsbXo0uUR5dKnXPOvYhCXV8AliO3z5OBnojcFaPQw/7oe14KPGFmhybo5xRkoBJREbsiEvOP7bkPhTwM2ecnUyneAy5LNbH2CuU0lIs2Lck+7ZFxzH5owvwqMTXevPnMWERgD0YK8c7J+oxpN4RUtP5IWY6Qt2WIsH2DwmUrUK7g3wmOPw6FX36J8pq/AnYxs99r6PtoZGpzPlI5v0RumIHJSQZwzq2PjIl+RDUgU173DNrdCS0OnWZxDqo+5PpwFCodRrmTD+dDAYzpoxjl2N5mZvflq90AAVZ3BEQuQJ1hYMGQNqggc3Ng/ITKMZ9EtjnnhqF6ViXIproVMBgVJn4fhXZMQSSrT8yrA5o0fY/I3AJEBJshJ7VO/hVZgZ4Z9/op5t/zYkwQSvw4I690yF+ivxVkSQJj/i5I5EQXoHbhJ7WHIjOUO4Crss0LyWEMPRGR64dI0xP5Vor9JO4ulA+1T7K8uQTHvYK+Y2si57vb4iedrmo9ukgeXTXFy6tzkcndMWY23ZucjAL6eHOOAUiduh4pSK+hBZtXkYtjV/T8GGZm98S1/zLKyXnSf64vInv+a2P2KURk51pLUmzbOTcc6GVmx6e4Ltchs5YT497vTtRpMlLjbSyya18ct+8TSJm7BamAF1iC8gA+n7B/3AuqhkdOMrNf/Hm/4K9dW/S8OzdufHejz7MJWjy7KPYapTjn/YEn0HfkUv/eBUAXMzuppuMD/PO8OQWVArgQ+E++vuvOuYPRd+lAM3sz5v0OqKTIUPQ7ewvwem1EozjnLkW/53sE0S4BAuQPAZEL0GDgnDsUrZCfEfNeM2AXYA9E7BaiCdA4VNS5CNld94l7NUcryZP9axrRBPxOMa9YsgfVyV2V/2eyQul/mGPDPtP9G/9eU6QqZkL+EhHGRcEPaObw6sk9KDT4KKuDYt4JxrAjCoFcDpyd7/y9mLy5i1B4Yo0ui865tsgw4zhUk28IUhJuNLMZcfvWmEfnzTZOR8rblWji+QnK43nRL678hRZt+gHfIfIGehZsiZ4P84B/RwiIkzPpTKCDmS3wz5nzgf7xxNw5tx2qibZ+InXS5xd9hNwrExXkjoRw9kWhnjXWeEvQxrrIDKKrP6db0DOtNVVVtv7o+RIbHvkxMCvR99ypePopvs1WSDHrjxa4zkAOoK8jpXAmql33Y6IxxrW7OyKIo8zsrJj31wE+BdrXZXjyyginemz3oc/48GRKbpZtn4XU8T0sWnZjC/SZD0KhyrdagmLxeRzDxsDLwMb5CtMMECCAEBC5ACsN/ERvI0Tq9kChXa+hOmDjzeyXmH3XRJOoWHLXF6l1EXL3pf/7FVLyIoVrO5GY7HVAE8VUZO+XfKs2/rybkhn5S/S31J9nTiGjtRHi19Dhic6xyPjhRuD6RBP5Wh5DAQp/ugpN9C+IJ0x56GMHFH51I3BDTcTfOXc8InLboEnoMETYJqBr9Enc/iWI8J2NFlWq5dHFqXPPAIMjYYXOuSeR8ck36FkQccKN1FcLowWfSH3A81He3lFmNtg/F75CteQSGjc45x5BRiuXJNn+ISKXryXY9h8U8jkbqW811nhL0Mad6DnzCspTm4+ubQuqKm0fAz+mszgTQ0AHmNlk/54BW/i2F6FnzMaIiJ+buKVq7W6HHDD/awlKPzgVUr/FkjhcBgCnMhB3o3vW5ev3wz8vrkWLLLuhhYX9UP5bW7RQcp+ZzctHfynGUYLu1RvM7IHa7CtAgNURAZELsNLCOdcaObwNBnZFRYEjat1H8ZMmPxlvR1Vi1wcpen8QJXaR19RY0uJ/GFuTmuytjXL7EpG9yHtz6sMAwOcoNCMz8pfob5gc8gYj+9Q1EcoHnGqx3YsmvUdZLTlL1jCGxogInYkMWa40s7l5bL8TIh7fAcelypvz34k3Ucjnbf69ZojMnYVy2K59/7qv3y9fUvEUUoDu6bRD6xGdd2wTyaOrVo8uTp0rBHY2s0+cc8ciw5VvkTFII5Rbuwip8zNQqYJXEJGbjAjjG2Z2t3PuXqRMD0txThFVrX+iMFOnQsZdzTtcOtmpb4cI7SF+bGnXeHOyd9/EX5tt0MR7MVIu10c5be8DM7J5bvhr+Tpa7LrOv1cKOJSbPNb3OQ9d56/SbLc/WlB4yswOTrLPUFRHbv9Mx72qw6m4+khEso7IZy6hJ0/3IVX3KOAAFEL5HVo8eb6uwvWdc1cgBX2fICIkQID8IyByAVYJ+MnU1kTVurWRxfI44JX4pP64YwvQD14sueuDjAZ+oCq5mwxMT/Yj6MlSO6qHbcb+vznwM6nJ3tyG+KPnyXAp2ZHA+H8vJfN8wXjCuLCuSbG/X05ChOEqpDjUBzFv68ewNwpFvCuPq/mNUN7bxqjeXFLlz5szvI3CpmbFvF+CcuPO/eH131rMmvj72oQpBpYQYocJFWM+8vuth8K8DiMuj86HGb6CiPM2iLB9jRZedkDW7JHSBHNLS5b/vWGPGV/sts2kZxYvLSke/87mJ3/zQ8c+lZWF6yHFbjTQ22oufnwRsKmZ7ZdgW3dU7Pp4FIa4FzKmKANeMrNzUrTbDF3T2PDI9igEcRLQBZG4w4H/IPJ2Zaqx1gSnsgkHAtubWYVzbmvf9jfIOGZ9NOkfmu4zx6mg86fAq2a2R4r9WqJr0yXVM3h1g3NuUxTC+xEyH8mbKubvsbFogeN7YH+kbN+SKD+1NuHJ/jhUtmN2XfYdIMDqgoDIBVgl4ZWTSF7d9sgwIKLWfZVmOFIJci2MJXd9EFGbSlVy9yVJclMStNsIOculInsFJDZk+eeVSilp6PCEsAmZ5wvG/21ENC8ql5DRpZkSZ08y7kcK5THm3Q/rGk6W3tejxYjzUP2unB/s/jM6FaliR5jZKyn2vQxN1vZNsK3gy9Hf3zP/p0XHhCsJFRSH6HNE19+ad2o8BhG3t8xseUwe3WmIZNyEVLUWKI9rGXK2PALZ4Q8BPgSub73G3LO27Pd1uPe6PxaGw1SUFFcsAaioDBWsKC9q9NX0zj/979Pe4XkLm55hZs+lce5lyFzpBPN19lzVGm9DUIjm/ajGV1ukwq0XyaP1yulGVCVtnVFeYWx45FRPsJqhifcWiMxNAdY1XxIgGzjnegETUV7cbORGeQByEj0b3bt/orzLZ9Nss5s/9w/MbMc09h+DFtPuqWnfVR3eUOdcdO2HJTPVyaH9dsA7aLGtCC3G/NvMfstnP2mOpRTluF5pZo/Wdf8BAqwuCIhcgFUenjgNIKrWhYiSujfiHePSaK8piQ1WmlCd3E22LOqAeYOGRIYssa9FJHfgnAn8nMxQYVWBV2KTlZXIRC0sJDsSuABN7E8CDLijvpRU59wgZPv+BzDc8lQywTm3PcqbuxnlvSUy0ihF4YgXmNkz8dsHFgxpAjwZKmCr1n1bzumxT8c1kaLTElgXGSE8h9wkFxHNo2uKCF1fNDntgVSr31DO2RmVs3sMr6gouAbCRYWFiS99eUVBuLIyFFqwqPGhrXtNSmtS6ZzbB+VEXo9Ut9gab12A5mZ2mie8byKVbhZR0rYuIjyxpG1KMtXUm1JsaWYHOeeuAlqa2anpjDVJe0V+TA+gkLq7UD5bE0TmnkNqzUD02fatSdH1LoffIFV08zQXrvZGRHGHbM9lVYA3f3kQkecjzeynPLbdFBHEEej7fz4Kd643kxnn3NXo+3pAQ4wuCRBgVUFA5AKsVvCTrg2IkrqN0QrmeGCcmf2QQ9trkdhgZSnVDVam1BTelcZ5tCY12WuLftRTkb3Z9REW2NDgiUi2eYPNUVHqFqi49Z+ogH22IaMLsv1M/OT9WJT/NAG4MDbcMVvE5M3NQAWKEzk67oAc8Hqb2fwa2usFnINI8FPAdBQ6uSMiPM/5V0dE6AYhE5EtUAjm6cDiEUMfvbaosPJCVIC8RqwoLwj/8XfLozv0fT+p6YKrWuMtUkftevR8mOuV+j2QGjcGEbxuiMjGkrbJ6U6kfZvf+X6nopDurSymSHqm8OGhA9F3fjtUxuJydK0ONrPn/X4hFL76tJndkaK9Vn6MsxDpSzcMswT4BYWq1uiCuSrCOXcIch8diUw/8pKf5k1sTkPlA0qRgckF9U2cvCvms0A/M5tTn2MJEGBVR0DkAqzWcM6tgYxSBqOwqd+JqnXv5ppz5CdJHahO7tZHqkIsuZsMfJOvVVQ/qY/k6yUje2sQzddLRvb+qu+JwcoAf70vQs6NI1F9s2xCRpsgVSqbEhORv5WI7JyMauBdl8vCgT+/MhSqtSnKm6sWSupdG5eY2elpttke5ccNRTmto9ACxJ7+NQd4Hhm7RBwqxwC7d24/u+iQ3d8sKy6qCGVyHivKC8NvT+q7/cC9n/jHXMIlr/E2C6mFzr/fHy3WTEck87+I1F2WS/iYc+5IpNLs4pw7DVn/V8vPy6C9jVDe4hLgUUSCT/bv7W5xZVT8/i8BPRKR8Jiwz3l+n4yIiHfi/MnMrs7idFZa+MiK29F9c6jFubhm2WYI2BZ9J3ZEavCOqGj887m2nyt8BMwnwKVmNqa+xxMgwKqOgMgFCODh8xf6E1XruiJVYxyqefV7isOz6asb1R00uyLVI95gZUZtuIz5yXkkXy8Z4SsmQY4eVevrLcz32FZWOOf6IVONn4HjI06MGRxfiEIKcwkVbYE+t4UobLQMTcSnkaHBTGx4rosWLb4UEY+X48Yesfffx8w+yOCcWwAnosnpF8g2/W1gcxS2ejjKGwWR3MIj9pxQ0LndnJJQRjQOKisp/3ByryUT3tv0aPSdi9R4exYpaeVEDUn6IUX9T+A2v/1zM1vknLsEOW6uhepfZvVj6s1zvkAun6+jz+gIM3s3y/a6opzgBeh6jkTk+AQzG53iuPtR+ZSL4t5vhJ5JFUD3bBaanHPboFqMvVeXRSGn0gwPomiPczIN4U/QXilwEFr4aIYUvgpUQHwfM3s/pwHnCc6564F1zOyg+h5LgACrAwIiFyBAEni1YHdE6nZGeSHjEbH7tDZCEv2PdU+qO2iu7fuPJ3g/1/bEyDnXnOTlFiKvpSR34Izk6602RYF9ONlFiIScBTxa1xNYP4YIAdwSGaG0BB5HToLpqoUVVCd/xUiZ+xTlXcWSv41Q7tUQVMB7HgoXTaeGWikibeciInKdH/tZ6B4rBQpaNlsw4+SDXuhaVFiZIY0Tli0vCt8w+oBwZWXhR+gebefH/StVwyM/RUR4KlKyPo0Zaz+kPOxmCWrKpQvn3P+hkMdNEak8x8y2yqKdAqRs3uzP6THgYkQSd67JNdJFyy5sZGYz/XvFqJxCY1RyISuDJb8AMAPYPx+qVEOG/94ZCnE+3sxeyLG9tdFz5GQUvXEzUk9HoM97dzObmtOg8wTviPoUCr3NODc8QIAAmSMgcgECpAE/wdyWqFrXnCipm5Br2Foa/Tejev5dHzSxTWSw8ldtjidubCGgFckdODuhifJfpCZ7s+uqtlFdwdtvj0Yk/JT6zBfxn9PeiBzNQIRhchrHlJGY9HVGis98pCQ1itm2JXKZXO7/3xSF+aWdJ4jCj/dHocnTEQEtAg4964inni4rXX5ZUWF2aynLlhfx9Ovb/PXtjx2bIBv4h1HNt4T1+JwKnx8FbBch5M65U9C13CUXNcQ59zYyyXnMOfceyqF6KsM21kOKV2ugDVIQuwPnmtlNGbRzJdDRzI72yvBXaBGpe67lA5zqiTUxs7NzaachwznXE91Ls1ENxqzdIn246xkob/IJYJSZfeU/l1Eop3Swmf2S+8hzh3dp/Qw434IC8AEC1BkCIhcgQBbw1vMRUrcV8AEideOBaXWlvjgVRY8nd31Q+Fkig5V6KVngJx9tSV1MfU2kiKQie3+ubKFZPnzVAUcCp5rZ2HoeTwla4b8Y1Ze6NNsaT/7c7gA2Q+Fd3/n3u6IaWVuY2XdeLWpKdu6ibfyrBDn+MXi7D5ZuusH0tAxOEqGiIrTs6+/Xufvp17adCVyI7PhfR7mFFQn+gsxNRqPveKn/+xr6rl2Z5LjI32rvmVnYObcVmvj3QGGkD5JBDprPyzwbqa3XAcPRosoMpMLNzOS6ePX9GxSJcD8ig+vlw77ek5w3gU5mVp5rew0JfsHjBHQfXIpqOmb8nPLPyT3RAsm6KJz3nkgJCh/m+hBS1vezPNafyxXOuZuB1mZ2WH2PJUCA1QkBkQsQIEd46+ddkGHKHkh5iBimvFXXIYV+UtGJ6gYrPRFRijdYmdYQyhR41bMDqcleKTKgSGTK8hPK16tVdTRb+En7aERwTq9L1TTJeNZA4Z9HI4v/m7LJ4/H328konOwoM3vJv38uck3cLR/k2znXG4VcDtlzh/cqNuo1o1m2ba0oL6iY+EnfLyd+2mcmIotboJzGX4EVKJyywP+N/Ls5KjvwLVK+ypA7aXvkylgQd1z88fF/QcS0AuXlFfu+l5IGEfT7t/fHzkQT/2L0/fgxxXGp2qwE1kP5gQXAI0ghzeT4VNtGoNC7L7JoM5d+a2w7hxzH1qjAeifgMDP7Oos2WqBQzNORCdbNwNhYsy3/fX0Ofb5HN6RQde9Y+wgKqazX51qAhomBBUO6ofI4g9Bz7hFgxITKMQmjIAKkj4DIBQiQR/hJ7YZE1breKIdoHDDezH6ux7EVoRX2eIOVzshWPJbcTQa+b2ilCTxpTubAGXlvOamLqc8ys6V1Pnj+CT+6GoUMnmhm4+pjHLFwKvB8DQqHvAh4OJvP3Zs7PI7Cvq5FhOUjFCr4cB7Hu+72m34xZbtNviwuKKh5/0RYtryo8s2P+0348Mv15yFDk/X8eH9EuWAJfxidcw+hifZR6Hp9h/LnDjezjzI8j/WRQtUTGQ69QdRcJRUBbIQs54egCf8y4Cq/7Xg/nlTH17TtHFSi5SHg/QyOS2efPogEv5fhcbn2W9O2EFFSnQkBLEWhp3ORw2p5hseXocWBjigc8xtUMib+uEZoAjwTmQDlTFxzPD7+GjyEJulv5GlsWRPrAPUL59xE9Nx3kVD1gQVD2qEw7RZEF7GWociBDSdUjsnJHXx1R0DkAgSoRfjacoMQqdsNEYuIWvdBQ8gJ8+FxvahusNIKmEL1HLzZDfVH1hPpNUluyrIOUjH+JjXZ+7U2w7+cczui0LXXUbHkeg+R8s6CI1Ee2nAzeyuLNjoixeUn4BiU5/Y8civ8M19jfWz00Dv322Xi8UWFlYXZHL+ivJCbHtyPZctLqm1CdvHDE5FZp4LY04GnzOxw/96VQLGZnZ/JGHyphp/M7HLn3O3IIfTCGo7ZFqk/k1FI5T1I9VwEHGhmL2YyhgTtP42eVeegUMGN8vk9cM61QWSlQ32FeSeCf24UkD4BbIwWPQai4tsfJ9k32fGbonIXPVGZkpcRGUx0XEcUavk6Iv75IK75JMVd/b9n5XFsITyhI8/K60p+fH2NLZzOb77/HkWemxWoXM2FE93ki9E9HP/AXQgcM6FyzJM1tR0gOQIiFyBAHcErYlsRDcFsj9zHxgEvN7SQFB/uswFVyV1f9EMbT+6+ytUMoa7g81DakJrstUIr5KnI3u+5EFpvYBMJNTnOzF7Ntq18wf8QH4RUw8+B88xsWoZtlCEytDmarJ4ONDOzY/M4ztYnDXnh19ZrzkuLyP2woDnjZ3YnDOza/vvKNal4447H99oRTRwTYQXKf3saKZSLfL/rIMXrTTMb7N/bCJHXddO9H7wj7mSkBILI4QbJSlX43LWrkfHF6Sjc8WmkPr+LygacmE7fKcb0AHAoKh7+PlJXHjKz/+TSboJ+xvt2H8lnu3UF/3k/jJ57J6f73PP5bYchA5MCpKY+nCqc2Tm3PaqbeHY+Ve18wTm3EwoX75vMKCjLdiPEur5Jar6V35V1bBGCVoXc+X/H/gXVpq2C/1351ZfhinDf+Pc9bp1QOWZYkm0B0kBA5AIEqCf4SWGE1O2AJs4RtW5yA1a92pDYYGUe1Q1Wvs61flJ9wBuCdCA12WtENF8vEdn7yRIUV07Q125IZXkeEad6r8nnydgwZKLxCAqTSVtR8xOxk1CNq5PRpPUoM3sjT+Pr1a/HjPd23/bDliXFqUXtJ2f04LJPt6O8MkQYKAqF2a5yfnmHv0vuBA5EpL4mLECOfI1RWOBg4CQzm+DP9VtgSGx5ghrGfy1QZmZnOOcuQiTwmCT7DkYr2xPQ53EnCqt8CoW03QRsmEtuqFcETwJ2jZRS8I6rzwI983lPOucORXXyds9Xm3UBb9hzNlLgzkZkNB2Voj2qvXgC8CH6LrxW07HOuf2Bu1Ah8Qk5Dj/v8AtRXyA33pyU4AC1C59/3hTVH0z2Sra9JVHzqSboGRhGYcSRh28IRXIU+X9XwfvXff1W+ZKK7RNsWwpcNqFyzLV5OtXVEgGRCxCgAcCv1u5INLeukGh5g9caOhnyk5x1qE7ueiATiXiDlW9jE/lXRjjnmpC6tl4n9ENXhdzF/X+mmS11zrVEE7ztgKPN7J26PZvE8EYOhlS6a4FbMzFZ8KGAT6DwsS2BfrnkJ3qCfQEwDMJ3DNn17fO6d/y1tDgJmVuwvIQtnz+CZRVFVd4vDIc5YN4iysJUEF1xnodI0elIkY0gTPUJyDL//u3AfciRtLKm0Eh/Di1QbsimSPX9HhgYXwrCX/ub0XU7wY/vJZSTdAAwCU2kDzazt2vqN8V4rkEmMvua2XNx2x5GZkgu2/YT9NcEPRN65sMNsy7gQ4ZHo2t/hJl9n8YxmyP1bXek4N2arrrtnDsVuanu2VDr7jnn7gKKzGxofY9lVYNT/cZ0iVY620NoMWoBCmdcitT8iJIWQnOOEpS32Zioy/AKVDrod/S8+tX/nYsWM1uh8N/1kOFSo7jTWTLny7lvTxs7azvfbiwWA+tNqBzTIEporKwIiFyAAA0MfoW/F1FS1x+YiFfr0plENBT4H6R1qW6w0gmpGPEGKz82NIOVbOE/xzVIXUy9A5qgR4hdESJzE1HY5XcobK5e7dqdc72QvX1vRKSezCCMsANSjzoiFeOCLMewFcoJ+x6pADOvuvKS5/bfZeKAddf5paigIFwWf8xbv3bijPd2ZmF5aZX3iyvDbLN4KZ1X/EMAw6go96tmNtEvrFyICE7swbHELxJSVIhWp8PAf5FK9k4Kw5TzEKE93Dl3LMptGxSzPQQcAtyICMClwPVIMXsN+D80CXscLQQMr/nqJYZXA69AZi3VQh2dc10QYeyTLOwzy34fACaZ2S35arO24JwbgsoA3Apck+q76J93+yEC184fc1+6YYf+s78SKa6DzGxGjsOvFTjndkXfxX4NIb+3vuHTJnIhWvHbi6hKvBakeC1Cz55Cwo0y0QAAIABJREFU5FpbighTE0TEWgJrIVOetRHRmpPm63czW+IdUzf2r038364oh/5T4BP/9wsUpdIy5vJUAttOdJO3Rvd2xCG7ADhoQuWY8Zld7QDxCIhcgAANHH4Ff1dE6nZHq2OREMyJK6Oy5d0bExmstETuVpPjXr811FDTXOCVzNh8vU5oZXNP5O63AF2T30it7M2pi+vjc2JGopXU4ZZmIWwf2nM/CmX8v0iJgjSPbQ78C02QzwTGWLQo93YQHrvdJpM/6ddjxnbNmiwuLS6qjExqmDSnTfiYiYNDi8ur5tgXhcPstHAp7cqrKXnjzWyPmL5DiMAejyZYEce1ClRmpGnMsWG00h0hfrNQrtkTwDNmVuGvw/foe/wFurfPiORHOuc6odDJzsBxiOS/hiZix5jZo36/gxHB29TMlqR7LWPhnBuGFL+TzOzuFPtdB6xhZsdn00+SNncFrjKzzfLVZr7h77tRwNaI6H6YYt810T1yGlJbbwaey8TMypPAu9FiyR5m9nsOw681+N+jL4ChDTHkMx34POl4YpULESshNeHKdFsxUeJV02sNoq6pVUhYgvfmIFOlpL8Vzrl2VCVsm6DnzxdECdsnqC7t8rhjWwC3IFdf0DPyLDP7N8DAgiGtgJ3Qc/LVCZVjsnp2BaiKgMgFCLASwU/8NyWq1q2LwtbGAS+uLKFKyeBDDHtT3WClkurkbvKqvBrsnDsQTST/i8L34glfrLLXlKr5eonIXsof8AzGVQgcgVZXJwIj0gw1CyGF6QBUPLzGlVjn3F4ofPEV4Nx4QyDf5heI9BZ0WPuPZcfs8/K9039qf8i8hU16zFvQuOLUmZvNKg8XdiRibBIOhxtXhkP7z1/8DyuLQRiFLx4VmUj7PqajPJE9EBk9hmhSfxiFGrVAYUkFSKFbhMKSWqAV9t8RIQ+hcMntUdmHjfx7JyJVMFK+4RKkCk5CoZfz/Hjao8nU/2Va8iDmuh2HFJVzzOzGGvZtiZwmd44P/8wW/h6aCexkZlPz0WY+4ZzbGhVnfw0ZjSTMEXTObYBySQ9C+YS3pJsnGddOE2RqEkYKbYNx9IyHd1stN7OT6rDPAvSMS0WmMiFiZej7mS7Zqmn7khrIURl6RqVLzpaTvmr2ZzYRG/651oWqhG1jtBAVS9g+RakQSRcl/P17OsodHYeu1SnAiyg8OCAatYiAyAUIsBLDOdcWre7vgYqSTyOq1n2yKoQp+h+cNlQndxsgdTLeQXNqtipFQ4M3lvk30A2Ri4STRK9wdiSxKUvk35CkiDrRfL20r5v/8R6OwsjuBf5VUwiZn5B97sd6PXB1oh95f1+PQhOLE1KZpHjC+zBSclsCeyMzkn8Bf31dWnzwh41LLw+Fw/1DUFQcZnqLysp9d1+w5F00uYvkv1UiBWwNNKF+FoUdtvNjHYnI6x5m9olfuXbAUKrm0E1DimUnorl2i1F9sHa+n1JE9r4DXgC28X0O9WN4HX3mZ5nZbTHnGvL7TzKzS5Ndk1Rwzh2EDGwuTzf3zTl3BirsPjibPpO0ORJYbGaX5KvNXOFD5C5BpPokM3smwT4FqJTMmahm6J3AXdkuovlcyHHo+XViQ46w8MY7t6OQyqTmOv4+bUL+8rwaoe9QNupWou2Lc/lt9AsRrUhOxOJJW8bhjNmOLcV4e1KVsG2MrmksYfsEmXSlGzZfhr4rF6D6hmZmU72afTf6DgUFv2sZAZELEGAVgTeC2JaoWtcSrYiNA15Jx0FxZYKfUHWhqrlKX6RS/kR1B83p9Z1rlg38pOhwRCRuQ+Qno8meb6MFqYupd0ATnVRk75f4vj2huQKFg14B/DvV+JxzfYC3UIjhj8jcZUHMOI9DJOw/wBU1TWr85HuJb/MjpIh9jVTMv4EzzezB06684ujGleGTmoTDHdAiQFc0cTqaaEHt34E70MSkBClqhWiScjcKeRqJHCrf8v0fh5w5PwOOJZo/ByJqn/i+NvRthv24miGFroM/ZjFamGgP/ABsG5+X5pwbila6t4wPa0oHzrk9gOeAG83s3AyOK0H5MCdZnspkOOc2BsYC3RrCir1zbl2U3zgXhbHGX/umyNRmGLrfbgYey8T8J0Gf3VANuceBS+rrOvjvXcTgIhnJWhu5pr6IrlEqItYEhc/lQraq5IHV5qKkP//mJCZhmYQzJgtrzEs0RJrnUoqiWmKVtr4oaiCWtH2aw+JDMXpuXoIW5i4xs89yHnyArBAQuQABVlE457oTLW+wDZrkRtS6bxrC5Kk24Ced61Gd4LVHakm8g2baK5D1CW8a8h800TjKzL7Kc/sFvu1UJRfWRpOURGSvFK3OtkUTvudTGH5chVaI/0Y5SPv4TXejyeBQM/s8zXG3RYRwHrAzur/PRKFqlcgt8Gyfl3UO8Avwl5mdHdNGOxQyeRWahH6PSNYWfpeJaIK5DQph7YLcPCNhiR8ix8v+iBCuiZTBZn4MIUQKX0YkbShRd7fliPC1RRPERX4My1G+1VuIYMxC3+EB2YQ4OucGoBIG/8kmLM45dwBwMcrLSzv3K0V7IfT9O8HM/pdrezmO4xgUznoFcFssaXDOdQZORST9LZQDlNTMJoN+N0UlR640szuyGHMZ+VO8miIn1lSEamv/3pgE2xIRr5zvkVyQRTjjMlLnluUczphv+MWFDamqtPUiuoAUIW6f5SMNwSt7h6CyMj8AF6ebJx2g9hAQuQABVgP4MLidiap1y4iSurcsB0v4lQX+GqxPdQfNZiTOv5tTT0NNCj+BG4oUqxuAG+pywuTVr/akJnst/O6LgP+hHLZ4ZW+pf/9Mf8z1yEDkMmBUhiYR56E8s4OBfsCjiPDeiFSuKWa2hXNuG9/P3ugzHhQfqurP715E6iIOKctRjttC4Cx/Xg8SNTh4HuXQHY8Um5vMrG/l7B4l19x7UK8V5UUXI6fJRv4cI0XI56CJ5s8o1DSC+f66vYPyYbdA17wAEd+XkYFKFTMN77T5MHC+mX0bd16b+zafMLPD0rqwcfD33v+Q4jo6mzYStDkC6FyX+VZx/bdCiwfrAodFCLI/121Q2PBOKE/1tnRyQZP0E0ILHRHitAu+nAdaVMqGjK0gt7yu2G0La3Dj3At9nzasr/y9NMIZ49W0eg1nzDe8oU68Cck6KKQ8Vmn70vJcrsjfv/uiHN75wEWpwt0D1C0CIhcgwGoG/1DuR1St6we8iUjdeDObWX+jq3v4H8hEBivLqU7wvmoIIapOtvD3oVX5oy3N+lR1AU8oOqPaZ8ciVWkKmoRFyF4B8CfKfVyECFdzVKbgOqSS1jgZ8ffyVBTm8wj6jN5Fk5z9UPhTZAK9ITDazDb04ZAnAFsnIo3OucNQbmIFUsfKEXFbhIhYI6KhY6+jkMs9267117zN+05t0XfdH8KhULg4pMy5H9+e1GfhR5N7frV4adkevr34unQzENnbEpkGbODHXYmI3nf+Wr2Pwqe7IHI5B5mhPI0Uu2fRIs3ekYnWEVdftcOcooLXZxYXLV1aUPA58K8Zw4a/UNO1TQRvAvI4qgGX82TRq12fAO1zCVHMsu9dEEF7HE1Ml3o1/0C0wNACGcKMQ/drJupXom2V6H6pRMrrVKQOZ0PEFtZVLp0nu5F6hXmrbxkXzphOSGNN4YzxalqdhTPmE/66tKO6CcmaKIwxVmn7ujbvAz+W3VBucAFS5F9cGa/rqoyAyAUIsJrD/1DvhkjdIDQhjKh1HzSEEJK6RsyPaSy564Mm2L+T2GClrieiBShf6jIUEnZrQzO38UnvF6CQy9uB68xsoXdevBZNmqchAtID3YeF/rWYxO6bkf//jIjPXeizMd/XFohcrYnIeIVvuwx42cy6+2v3NvCwmd2ZYNzNUHjlckQQ2yJnwkKqkrCpQGFRYfnjZx0xdoPCwsr9Cgoqw4UF4SpEbfmKIiAc/vDLXle/8dFGJ/lzi1XhIpiHXGivRSqfQzXF2vrty9A9NwpN6o5CSvt6VC3EuwK4aFZR4YR3m5R+ujQUCodDociYFgOnzBg2PCtVzTk3BuXX/Cub4xO09xZSMasZi2TYTtIiyhXQ/I+igk7NK8IFjcLhxqicSw9EgpcgkrAOslmPhMKGyd3NMHbbChTaexowON+h0bUFp6Lwc8zsrDT2zTacMZ2QxgYRzphP+N+ZblRX2gqp7hw5vS6f7865HRCBa4VKnYxtaL8vAYSAyAUIEOAf+PCVLYmGYHZEoVzjgJfM7M96HF69w1+frlQld32A7ihnIN5g5bvaDn10zq2HlIUVyKShwRWMd86tg8JBd0JhgfugfKOrEKHaw8wm+UT9W5HqdCw6p2RhnG2RUvY7ylFbCBzm298IqazT0D18EJq0f2pmbf2Y+gBvAH3NbHbceA2Ro7OBJ5EScDwqYt+s6tmF7zpk8BsHd20/u2lhYbgo1XUoryiofOLlHf7+bmb7VogozEUGJ43QhKkEkccSRLjeQerbrWgyZ8BWSMkAhVq+gSZaD/nz/gdTSovDnzQqoSJK4iKYA7SdMWx4xhMAbwryPrBBLuHHPoy1GVJGd0LnkI21fGRbbBHlf14LCkIrXmzWaNtloVCjMIS2WLxsYc/l5T+g8NtSROq2QiUu7kH3yYJ8Lsz4hYORwEAU0jsrX23XJpxz+yOF/CCqqmfJwhpXqXDGfMLf7z2pStg2QvdpvHPkrHo0vtkcEbjuaJHwkfrOdwyQGgGRCxAgQFI45zoSDcEcgAhKRK37IgixEHxIVk+qG6y0RapNvMFKXn+oPcE8Czgfhb/c3dA+G+fc2sBoYEfgV+SA+Ipz7kgUyrZ5ZMXdOXcCmkwcY2bjkrTXCoUkHowmmZ0Q0SlG5K4jUlcKkIr3HtGi4hFl7xg0CY2Ejm3kx/k1sJmZzfCf7c1I+eqOyGWRf7Fhj+/m7Lnj+01DIRqncx2WLi/mxtH7L6qoLHyd6ALJj/6c9kHkcUu0Kl/hz2epH/9tKIwSFIJ5AlKWiv17lUjJGw1c+GaT0vCPJcWxRcuFcLiCUKj5jGHD0w6PdFWLKF+FXA7vInujjRKiqlU75Po5l+xVr6WJ7vluo0aOIRzem1CoGCAUDq/YbcGSoW0qKo9BZP124B4z+yPda5EJ/OLEaJTnuLeZ/V0b/aQ5lvhwxlRhjW2QQjkXhYDWSMxYScMZ8w2vTPahqtLWF13HKkqbNZDC7865figHblP07L2vIZfCCBBFQOQCBAiQFvyP0w5E1boSYDyajL5WX0nwDRneVWwDqhusNKY6uZuc62TSqUDxaKTyDG0I+Y5+8ngkWtl/AK3y7ur/Px2Fm92C8jNvjDlua6Su/Ru4Kj6sxzl3MnJwPDDmvVEoPHgUUrEuRuGW3yFXyfuRuUVE3euKctbCKJxuNHJ9W4TCG39C9fUWeXJ5nR/r+0gNHHH8/uMGtF0r/VJJ4TAL5i5ocu5tj+6z0I91N1Rj7iX/ehuFnF2AJlYRNW0JUjwqkWp0F/CAmYW9ujgc1ZRc2x8T/qKs+MfPykrah0OhEmJQVlkZPnDe4t9DylMsQySrFJHFChITsVKiRZQX+Ws3Cbl7ZhN++E8RZefck4jQ/iftC5kAPiS2IrbtdW+5YXJlKNQ7sk9ROFw5cMGSKWtXVP4LeLKWc4xaIOL9F3B4bZhK5RjOmCqs8QoUzndOvse8KsHfcxtSVWnrgdT7WKXts4aQXx0P51wPFMI9AD3z7lwdzM9WJQRELkCAABnDT857EiV1myGTiXHAODP7rh6H1+DhnFsLhf7Fkrs+SHmpQu6QwcrCDNouQiRgGCoDMLoew3S6I8LRCjjezCbFbCtB9dcuQnlhuyFr+x9i9mmPQht/A460mCLEzrlJwAgzeyXmvUHImTKMruv1KD9vhZmt5ZxbDLT2xGwwul8jWIaUt2EoZ29tomGcS5CKtxBN2iYCD23WZ2po160n3V0QoizDSzOpoO20/n7MBWjytztSv/ugyd/6qM7aOGSEsjtSGcNIFSxGhG0RImI/obDMbv790HLg2RaNWRoKUemjKwvC4cpNliz/sveyFX2IOmiCCNBJqN5UIiJWpYiyc+5cYBsz24cc4ZXIM81sxxzaKCZqRhNC5xP6pKw4NKWspKAiFIJwOByC+eFQqH0mamSW42mPaq69A5yRbnhamu6Msa8y8hzO6Jw7EE3uN1mdwh9rgn9uR4ppR4hbJ/ScjlXaJjf06+aNhi4F9kKLXKMy+Z0J0HAQELkAAQLkDG9qMRCRusEoHCcSgjnRsihevLrBk+MOVCd366PJdbyD5tRU19U5txFSmH5EtbpmJ9s33/BkMhLqeS0ys0hoVOCcWwMpZychsrRx7CTIh6aNArYD9jWzb5yKST+NiknHkotGiPTNRNftf6i2WzEyP/kO6G1mc/y+VyDDmEaIyL0GfGxmFtNmiKqOm339MSv6rvf94t23/bBHaUl5QSbXZ9nyovLr7j/oc6oqXk0QYVzo/x0JlyxHxi4z0Cp/d5RbE8kRrERqGf7fS4DeD7dsUlIeCp1PODygKEyrIsJNm1eEC/otXR7qUF5RjohfG6QOh/yx44CzzWx6TefglaCpiGC/ncn5J2ir1J/jJmb2Uw7tvIyeQ//kBFbC0jealH3+c3Fh+3Ao9BMwdMaw4VNzGW8a4+iF1NW7gatJnl+WSElL5s74O7q349+fn+cw7TbISGdvM/sgX+2uTIh5FsebkLTEF9MmStymrkwhiE41My8EDgXuRCVs0g8pCNDgEBC5AAEC5BUxCkNEreuBFJdxyLq4zgjFqgC/Qt+N6g6aXdHkPt5B8/vI6r9XvS5FRh3DzOzxOhjvJshI4k+UB5eWOusnvx8gVekslGQfS9IieXPHopDEOWZ2eYJ2XkDk9WREaqaiazcAGYLsbGYzYvbvDTyGrun8X4oKu05o1mg5sCjWDMQ51xKRwaMRIdyp97o/7LTHdh+0Ky0pj1W2akRFZWjRv+45dIAfXxc0UdwU1QhcD5HUDdFEvS9S4wYhUvoeIgmvIdLyL6KkD2DZX4UFJS82a0Q5hAmFIiRzEXDZUX8vHOuv40CUAxXBjyhcui26r64B7k1FEpxzh6Kcwy1zdbRzzt0F/GhmV2dx7DpEcwabESVydwDn1kJdrVThjL1RPuWvSB1MFs6YLKyx3twZPYF5CvjGzEbUxxjqGv73qhvV7f5DiKzFKm0zVlbnRp9TfD5wHDLHujYXs6IADQcBkQsQIECtwq/wDkKkbiCaBEfUuo9X1h/G+oZXMXpR3UEzYtYRS+4KUQHxycCptZFg75xrjMKxjkQhnQ9kqhQ457ZCBbZ/QCGEZ8fWrvLbxyBCtX7EJCSujVOQC+Hh6NxnI1fEL1A48ARE7q6MhBI550KLQ6Fv32hatvyPosLuyCDlZ2DEjGHDH/X7XIJy1kCOkj+0b/1Hz8P/77XC0pLM5t1/z29aftuje0dq0y1Dn08xMsR4G7jQzJ5McG7N/bkMQuSuECkHkRy/MBAa16zRwj8KC5oSb1YZDi8jFGo7Y9jwuTFtGiJBjZEyGUZkutj/fQoYbma/JRhPASLfN5rZoxldhOptbYsUrN7p3jfOuc2QOcwg4BukVJb6c9jazN5Ps51MwxlLSUzE1kKGOtejsMqVyp3RE/MLUYhznZZTqQv4SIH1qUrYNkJlP+Lt/n9eFYxbfJ7mWajsxRj03Pu5fkcVIJ8IiFyAAAHqDD6PZRuial0rNOEZD7wShHjkDj/ZjzVYiYRqRgparwE8iC+gbWZ/5aHPgciU5D3grBxt6W9HjpBvorC0T4Dzzexbv/00FBL5Fgrrmx93fFdELlqgiXSiem3LUK7cAoAzr7hi4KvNyl5cHApVRtwNPRYDZx3198KHUYmDDao2E/7j3KPHlJSVrmhOmgiHWfzH3OY33vXEnkOQWh1hW5WIdP4B7JWIpMadZwjYHngOqVBLUUjc+NEtmziqlxyguDLMNouXzu28omIscHV8CKVXmi5FTqDrUDWH7le0CPB03DE7oBX+9XMxSfCk8DtgPzP7NMV+hSiv52wUZvoLsC4inkXITOdD4GNqtsvPpNh0ynBG59zxiOjvbWYfZnsd6gs+5O4zVONuUk37N3T4e7kvVZW23qhOaixh+7S2HEvrE865Joi8DUe/r5fHRiIEWHUQELkAAQLUG/ykO0LqtkUueBG17utVYUW0ocDb6vdGk+BjEZkpQzlZ8QYrU9JxIfXJ/yORm+nJZvZiHsbZAvgKOARNxs9AzpYPoYnyWJTbsaN/7WNm38S1MQURuCKknsTmsJUDd5nZ6X7f0BdlxdM/KyvpGO/uCFAYDi89dO6iUEE0Dy2C54F9Ljnx4VPDYa4NhaoU5E6K8oqCilff37jHR5N7fY+UsGuQEjYdkacliIQuQyGObwOPA28mIA+vou9NH0S0dgQGPdSyyakJasdRFA5Xbr9o6bROKypaISLzF1IorzGzz+L3d871RSrrzkRr14HCMI81s9f9fs8C75jZDelcg2Rwzl0JNDKz4Qm2tQJOReGTTdD1KUFqSmdgPlJyI8paqnDGeDUt63BGT6gvRUr0oMiCw8oEfw7PImfFS+t7PJnCL15tRFWlbT1URzJWafs81jBpVYSP1DgBGIFMmczMvq7fUQWoTQRELkCAAA0CPjRvJ6LEroIoqXtzZQlPWhngV2uvAfZFoVR/UNVkpSciBvEEb5qZLfcTv0MRiXsUuCSfjmfOuf1QHtfGZrbMk9DLkFJUDLQzs4XOuaEoR+w4M3s+5vgbkHnKFKRW9YppfgWwXkzttr3GN2v08O9FhdXrrQEF4fDyHRctfazTiopBvq1G6N68xMyurpzdo9HSZcVTiorKuxQVpv49Xb6ikNc+2HjJx1/1nI/UraecczsDzyBF7Qgze8kbsQwB9gY2RyGXIMVuElLh9kFlHDYxs8mx/XQbNfIewuEjiSOmReHwsoPnLhpTqDab+/baItOThai4+A2x4awx1zSEci0v9/tH8DvK2RsM9DSzP1NehGh7icIZ+yDi/hhRxaydP/8S9NkVIKVwvv//GqhMxYPUcbFpH6p3B8pvHJwo/HRlgFMtx+GodmKDNqZyzrWmuglJe/SsilXaJq9ONvo+2uUo4BJ0LS5JpWwHWHUQELkAAQI0OPhJYx+ipG5DFEo3HpU3yNrZLkAUzrmdgPuQKjM8EqboJ6jdqe6g2RmpMc3RhPoGpJD9kM9cR//5PwNMijU0cc7djdQhUOL+U8AWqETBPcAVZlbpz+tFFD66HyIBZSh36nMz29i3Vwh8PqZ54yWLCwv6JxpLQThcvseCJX+sWVF5PLLiX8uPrdJUw223RqXLHjr90Gf+LCku7xgK0SRBMxXlFQXh9z5f/8c3P9qoMwqn/B0Rp9NR2YPFZnZiiuuxFSLP26MQz0JEvr5Cn9+DZjYNoNuokS2RktcFaEY4vDgEoW0XLXuu24ryfv4c3vPHd0Gf7c+IFLVBpHIicIslL8i+LyotsXbseaJctWeoObSxJYnDGfeF8JONy5bNXrq8ZKfKyoKt0D3XEalG/VGeUwgZ6mxmZt8nGmNtwi88PYqI/f4rq9LjnOuAiM+uiVTZ+oK/5ztS3YSkGQoBjVXavqkvg5j6hg9JPhgp5z8BF5vZe/U7qgB1iYDIBQgQoMHDObcmqjM2GBkbzCaq1r23uv6I5wM+LGkkMqL5J1wuwX6FKC/pQkQcfiSai9cKqV+xBiuTgdnZhsc65zqhido2vuRAMZqoDEAGHyMRERnu3x+DJvZHICKyBCk7JcCea7aYX9Ct468Tu3aY/WavrrMmAhOv+PdhhwDHP9us0QMLCwv+XV49GpGSyvDC/eYv6vCvS6sX8/W5gQ+jEMuPv5re+cq2a/01bI3mC0LLy4uKC0KES4rLlwNjnnp1m1+mfNflXL//DiiMcg5Rw5P10iED3t1xKAo97Yq+D/3QZ7AcfS7/K4enHm7ZhGaV4T1aVVSUbLF4WfeyMLt5hbML+j4N8tdzBgpLbIHUpb8R8W2NyNkU4BVkohOfX9YWhbFFCGzEeAV/Xj8gF87PiZK101Fu2+Wx98ecr/uvMfO3tSb06jJrk9KSFSFCYWbNbr1i8vQuj06a0uN8YEtE2iO5e8uROUqN5RLyCR/m+Ty6bsc2dBUrGTxZGge8n8gBtg7HUYDyHOOVtgqqm5B8Hxhk/fPZ7YMU8oXARcme3QFWbQRELkCAACsVPKHYnKhatw6aZI4DXloVE9frAs653ZFr4DPABbE5cs65DVFJgYXAiRHlJ2Z7C6IFzmMNVgqoXh7hKzP7O80xDUOK2gCU23eumW3rtxWivKQrkPp0KSKaO6EJzocQ/uqAge+Mbd500TVrrzmvIBSqXFJUGC4HwuEwfDi5J9/Panf41J86HDmhadkBfxQVUhEhc/ptXEootMeMYcOrTZC86vcYMueY6InnDGDaecc8MfiR8QPeK68oCM1f2OSZxUvLhiHl8G1Ecr5BixFboty7eUhtOjPVtXHOXe/Pca94pcwT3X2A/dH3oxMiPBXoc4h8Fvv5PiNErB2aNPdFxLAxClks8cdX+leEPP2G6vONo2pds9+R6cnuqED5XESo10LhsBWovt/jKNetEJHak4Cytdf8+7SDd3/zyiZlSwuLiirjGfXiP+Y2u/POx/c60x9X7tv+CeVm5lTHLhM4FVJ+CRG5C1ZmUuGcOxYZYmxRV7XQ/H26PlUJ24YoXzOWsH0C/BrkSVeFJ3C7otDzIlSDc3xwnVZfBEQuQIAAKzV8aNBg/9oJhZqNRxPNz4IfuPThVJz7FhTGdzSaTF2Kag+NAO7LwBo+RDTvKf41j6rK3WRkbrM4ro1CFAJ4F8rne8rM/hu3TxNkhjIMhVfOAi4NEWbvnd5t8v/snXd4VFXXxX8zCV0QUBBRLKjYEewVCyL23ttnw96xt+1W7GLB9ir28trLawURxd5AwC4qFkS3AAS7AAAgAElEQVQRFQSUmmS+P9YZM0xmkklISIJnPU+ehLn3nnvunUk466611157le9TkNPuSElpMjVvXjH3P7dt4pcp7SaPatH0s4lNinvNSiZmlcDQVCJxyfiT+3+c49q2QgrgXmb2hruvjqyI7ZGl83ZUq7Itsne2QOTlI8pDU1KoDrEdIk3TETk5MldojLtfBBhwYLofYLjH+ZpNp8Ntts5x6ekgkM9Rk/FMa2MZWmhvhJTDNFnriMhhOvm0KBx/H3BTUPpaIpJ6Imr/sGs438vIlro1sm5mJnVOBpoduuvLzZbt+HvLojx1hvNKinh6+GbPf/V9l0tRreZCT7gNDzReAK4xsxsX9vlrE6H33ihgGzP7pI7O0QKpxZlK25qIgGcStjGF1lb+m+HuWwCXIUX8IvT3sNE+SIioHUQiFxERscggJHb1olyta0k5qXulNgM5FmW4++7AXUjFGQ6caLXUyD3YqJZjfuVuLRTF/xMVA1ZaInJUDCybL03T3Tujp9Q7Avdvv/kHp6/TbXxR0yallc4nlYLZc5py9zN9358yrU1TRDhamVnOmjl374Vq8/Y1s9fcfWNgKOWpju8g9elWM3skkNEBqI4lnaSZQq0NfkYk9QxEkLqG878UXm+FCNRewM5h7OnMT9YqS2dcL5w3M/QkhRStP5FallbK3kO2xefS6kyoldyI8obkK6MWAcXITjkLqW9NUOrmw+GaDkVpmiAbZX9EAseh93cPMlobLL7YXxy/33MUF+dfk6ZSlCUSPJvsNG6PvDvVIdx9a6QmnpQm0o0V4QHAUBQidXktjbk4So7MVNpWQj0bM5W2sfHvcPUQ+iUOQL9zDjwUywki0ohELiIiYpGFu3ejnNRthNSdF5AVpdHFhC8MhHrEa1AN1Xeo9ur/zOzDOj5vE0QUsgNWuiCyUYb6yqUJ3g+5nka7e4+llphy6+G7v7xJk+LKSVwaZWXwy+/tP7r76R32RQtPgC7Z5NXdN0P1XgeY2fDw2j0ohCRNliaG+a5kZiWBDC2BaveuRiRqKnqq/h0iNqujRW9pGCdNtsaE75sg6+XTzB+bnzedMSzWv0MBNZn4AdU5PoyI+o6IKG4W9m2Cag3HIkL5YPo+hPTQdG3ddoiMTkOBKYS5N0PWzCEo5XIyIn49kD23e9i3FFl1h/Te6KPWG6w1bvsmxaWZbSJyYUay07iCe/bVFtx9X+BmYD8ze21hn7+24e7HoDrLTWpCCMLnIDuEpBP6LGcqbZ/ZIthYfGHB3ddC1vE0kbu7sdZjRtQdIpGLiIj4V8DdW6NAj7QN8y/KA1Pe+Lf/BxkW/vugBMUnUfH8dHffDxiEbIuXLOz7FKyTXyFlbjhSgNZCqYefUbEGb/IFRz90U1kqcXxRMlUxvSQ/Zl93/56v/D2rxY6INN6JFqevm9kN7p4mUwejhuOZqtiBwN6IdCVRrdxcytMZpyJCk0RkqRSFicxAsfmPh9dvQCTrcFQ/Nzfsd4mZWRX3KYGIVJpMtQrjJtBC+1vKibll7Ncs6+dlkZK3MlLsmob5TkcE8mdE4JqFsTogq2XzsF8R8/ftAxHT9PcE89ftzdy4+xd/br3BmE7FxWWVErlUitlFS48rqF9fbcHdTwHOBHYys7EL89x1gdC780Ogl5l9XsW+CaSeZ4eQtKJiCMlXZlbYk5OISuHuaeWtN3AVcFtsvxORD5HIRURE/OsQ7H09KFfrVkckIa3W/VKP01voCEEdtyJr31HZ8dXu3gkFoSwPHLowF7QhVOR64CzUCHwtM5vp7m2pWHu3NlB2zpGPtGtSXFqUb8xcKCtLzH7hzQ2Lx3y5cnHWpj9QHdn6yI7YBtkZfw9fU5DaOwt4HilvFl6fichYujF5M6Ro7RTGKkKL4icQqeuIbIzfIOK6CiKVJZSTw2zilf53us/anLDfnIyfV0EL7jno6f474fyZ++U6Lq2mrBPu7woo2TIV7svnqIXCEETKNkCWym1QTHwqzC9N4OagRf+PwMfhXu62TMffuh288/BEVTbYX/9oW3LHEzt9j2ruXgZeS7fMqG2EvxFXojq/vum+g40Z4ZpeQaFQV+fYtgoVlbZ56LOTSdy+j7XHtY9Qt3gRCi26AbX/aJRtLSIWHiKRi4iI+NcjWIW2Rwvs7dCiOV1b9+Gi+qQ51G8djxYPg4Cr8ilu4en8oah33I3AlQujTsPd/4taTNwUfp5gZmfnm2OnJad0OWrPl75PJKiOGkdZCt4Y2T315kdrZx+X/k9yLiIrTSgnOXPD19KInLREpOsbcpOidLLkE+jhQXcUz98ePXn/EymO5yKlawhSvdYPYzyNbK/ZJGwuMDdf8IG7/4RsdBNC8mXKzM6qzv3JGCuBQkv2R6StKyJrU5Eq+nG4HztSbrNMImLbHhG6NMkOBC81+7RDnpq7WMvZeW2T8+YVlb309gaTx3610igUCtMNqYafoATJocBHtfG76u5NUX/FrsAui0oQh7ufgBTlrYHVmJ+wrYMeTMyntP3bHmrVB8KDsvOAg1Bt7LWFJvtGREQiFxEREZGBUKu1KVqI7oRUkiGI1A2tj7S8ukCovxiMiEc/M/uyikPSx3VBtsP2qHauUnvWAs5xCWQJ7GpmU9x9KbRw75NPFSyb1K0JIjfVI3Jl8Pqo7qVvfbR2LiXvZ1T79gdqGzAJBbP8iAhNZhBIdzP7Kce1JIFXkeJ7dXjtdESM30SK3K7IUvkGWlS/gcjzVihoowWyN+5nZm8Vem3u/hFwtJmNDLatt1ENYK3ULwW73iXALkhlS1Ae6PINcD4idTsjC2rr7DFWXOaXUQfu+NqayWSqefa2VIqZwLuXDT6gRSqV3DRj7CbI5joSKZ2dkOL0MvCymU2owbW0Rtbi2cD+2UmqjQ0hSbQ7ekB1Hno/uqIHCJnWyDFmNqWepvmvRPj7dhaqV7wPPRybXL+zimhsiEQuIiIiohKE5slpUrcFWvSka+s+b2wWI3dvjhZ0x6EeRIOrG2EdVJmjUQH+1cB1daFahj5yG5nZQRmvHQkcgxSmnOcsm9TtN1TfVR3MSKU4esAdB52NLGbNkCXyL9RbryMir4sjItKKcltjGilksZyFUiinISXqd0QyugAXo0X0eEQGL0RE52dkzewXvh8I3B/Ouzsieg8B+yIF7nbUx6zK2hl3fwm4Od17zt1fBu41s/9W6w5VHLclspKehZTEdMLoLai2Kk1yoZzcTUH3LrPWbS7QpNOSfyR27vU+HdpNKyORmlNSWtwimSjjoy9WLnvtg55DS0qL+qP3ols4rgwR39FIQb8BtTfYDtXDTkakbugyHX9/64g9hjZF7+nUZKdxFZTn8KDgRRTLf3xjSwYMduOezK+0rYgCfJZGBH4g8HG+9NeIuoe7twFOQ4muTwADcj38iYgoBJHIRURERBSIsHDdmvLauhTlFsxXG3pBeuhDNBjVNp1kZhMXcLyuyILWBDisNpNAA1kcC5ySmRQYXn8N9VC6KdexZZO6eVlZ4rxkMpVd75YXqRR/JxIseentBw0BHkMEtQVwkZldlmeOWyGVrSOyFV6ArITLAp0RqVgSkbhVELFLk7/03FKU15Cl68g+Rerfb8iC2RkRwFEoPOVhFDAyGTUkf6+ya3P3e1Ggz93h33sCp5nZFgXenuzxOqG+eCci5aoFsoTdklbBQg+xvRHZ74iCV1qj35+0ake4zuHIfrkl0HaJxacXL9F2emJeSVHqp1+X/GleSZNhYVtXpIx2DPvPRffyK2DVsG01M5sdbMM9l1v61/16rPrt/qt3nbBsUbI0RYLSZCIF8GIiwbXAW8lO41JBqRyCyPMlDf0BTXgPskNIOqLfmUyl7TP00GZvYKtF1SbeGBD+/zgRtRsZAriZfVu/s4po7IhELiIiIqIGCIRiTcrVup7IIvcC8EJDCkcIT+qvQvM8ycyersWxk+jJ8oWIbNxaG01qQ++kh4Fu2eO5+6pIXeiZyz5XNqnb0mVliR8LJXIlJUk++mLl0qHvbHAFsCciYMehdhV/5bPTuvubSIm6HoXAbJtjn+Iw1/vM7NasbS0QOdkWqUlzESl+FxGddoj0tKc8NCSd7JgmfyDVcAKqU/sDEbyfkeI3IVzTD2Y2IJy3CVIF+5rZp4Xco3Bcd7QI3Qupjn+imr0H0wqPu6+NVMUDUTriA0gFehlZK68HrkOx6kcjsrEGqgWcG+b9GyKsK2Vd749ImVwjvP4kSsDcN+wzB5HJ/mWTuiUQsT4v7JupnFJWBmVlyZK/Zzcf9+Dzvc+fMq3NbYi0Dy70fiwMhL8zy1MxhKQ58xO2j4Cvs4laaMHyDrCxmX2zEKceERD6m/ZDn8W3AatLS3rEvwuRyEVERETUAty9HbJ07YSSB3+l3IL5Tn3ZtIL6MgjZ9c6pqxq/sGC8Dy3wjzCz7xdwvNsR+cjZsNjdL0Ix+bvnUk8+e2eb+1fq8sshVSUhlpYmKEslJ930391e/3tWi90RYXoA1f/l/Q8yWFT/AvZDYTHnmNlLOfY7H9W49c3T924plIr5ByIynyPCs5uZvZix38GIEO2NrHIroVrOi5DdczYKGimm3P7ZknKLaNraWBLOk6A8DXNKOP+vSNWagPrNfQf8guyR56Ck1wRqHn4NMMzMUqFFxH5osbocaiZ/NyKS/VD640xg3XR4RngA0Cb9eQzkcndEOjdCNtQiRNR+Q6S2GeXkNZ3mV6HeDjjwwmMeWhM4Fdk486KkNFk2+Y+2yXuf3e770tKixxHhfMvMZld2XF0gqIjdmJ+w9UTvbXbc/w9VqYZhvDeAR/Kp1xF1h/AQ5//Q7+inwIVm9lH9zipiUUMkchERERG1jLCA2oByC+YKwDBE6l4ys98WwhyWQU2MV0dhJm8uhHMWAf1R363zgDtrYlFz98UQmVjTzH7Os08z1DD7fDN7Ksc8Xtu4+2ebb7XBxxQXlaUSiQq9zQD+mjO3eNqtj+7S4a+ZLZOUN+T+Cy28TjCz0XnOb+E690Bq2lrZ1+ruPdD7vm4u5TCQ/2+RgrYm8CAKUumOmoCfD9yQHtfd+6A6uePM7MmMcQagpMsUqk87M50+2ie5zypNWhW/kCotW5ZE4rmex658b7M2TZZGqtYJYX5tKVf/FkNWyaaUp0umMRfZQ6ciNW4eso4uj0I0/gc8hayOvRDx/AXV0N0HnGtmz+W6n7kQrKtDELnthkjZ3HCdTckdaJNadqnfSg7dZRhFRakmhZynrIw5v/+5+H9vf3znH9HDmLWRcjIUEbsKtbBBTV3TzEYWej1ZxzdF73mm0tYdkelMwjbashrTV+Mc/VEAzTa1oZJHFIbwkGI/1AtuIvob9U79zipiUUUkchERERF1DHfvjFS6nVCT1y8oV+tG12Y9TlhEHI2sa7cBly9sdSEkYt6HCMpR1a3Fc/fDgT3MbNcq9tsC2S/XNLNp4bUEqgPsAay3XKfJzx2667DJJaVFR0JqXiqVSBYVlaWKkqkvkd308UtvP+hmlBwH5apVKbLqPQ5cYGa/Zp37Z5SQ2BF4LF1/lrG9GbIWDjSz+3LMvRVSvGYCq5jZvJBi9zFwJGrx0ALVAx6brr90955IXb3CzG7OGK8LqjVbGd337d/yTz9DdsSlEOmZBdw/rOzxY8Mx/wOeM7M7M8ZJ17+dHO5DCSKYHyH744pIMVsjzG8G5Q3O0/V/aYJVFu7hrDDO4sAHlKt/afvnj0gZ/CGHNfAHYFsz+zrcn4MotzJ3yL6vAPv2HVGyynITi5OVthevgD+BjslO4+YFK/I2KAmzL1I0073rXjGz3939KNRb8cRsy2w2wnu9DvMrbauFax5NOXEbU1uKubuvhqzeG5nZ+NoYM6JyhL89u6K/vTPRg5hXG3q9ZUTjRiRyEREREQsRYYG/BeVq3WKUB6a8siANYN19dbS4LEYE6rMFn3GN59IEqUQnIpXuwUIXNO7+Nupp92wB+96BeqidGBZS16D+Zncgi18XM/vpqivOe6hdm79WbdF8zg9/zlis1UmnDtw+HL8KCixZCtWngRInj0VKUpvwdQUwyMzmhFqxMSgZ8UFghewof3e/Aqmhe+RQc5ohJS4JrJQZkuPuOyMr7J6IOIxBatke6WS7EPc/BKlf52WO7+6nopYGiRkTZz4w9s7xezO/vXD8sLLHVwr7bo8S89YPtW1nh/OWIlXtCqSylQIbIpvkXuF+DUbWytIw1lKoBcEeaCH7LLJHLh++L4Nq2aYiYpe2f7ZABLCI+e2fc9BiuBUipt+g9M9M+6ejkJN/0KL5bE456GmaFFdbgJoBHJ7sNO7JcD3LhvsxByWE9kVq3ZbAOESY24Y53gicf1+7xRJNy1KXliY4Kpmi6Ypz5/2w8ay5zRK6B58zvz3yk7pqbZBRl3mvmd1WF+eIKEf4u9MHBfs0Q7WZz0cCF7EwEIlcRERERD0iEIk0qdsY9cVKB6aMK3CMpqiG6WQUOHJbQ0mnCwrS/Yi4HJOtbOXYf3WkLC1XSF1hsCd+hgjGNijyvjfwOlrkLxl60O2HrH4DEUHrjOrMXkWEYAOkZCbQYntzZB08A1koJyLV6YywXzfgLeCb7FRLd98ENe9eJ4eSV4SIwOLAirmIu7vfjQjEEOAm4F6k0u1rZm+HfZZEjbC/RqR9bsbxSwCvlM4t7fH+NV9SVhL+n09AsknyzaGzH+3l7ssD05E6PAmlaibCmFeb2aigTB2MCFwr1D/w3kyrX6gVPDXcl/uBSy1PM+PwWXgRWNXMpufY3gwpfisi8pNWstshAteO8tYPaQI4n71yhc6Tpuzb9/XFmzUtydUPMC9SKVKJBFdcevtBD6Gapt0IferMbLOMOTZFyZtDMg8Hpoxs3rToy+ZN2pYmNKVEKjWndVnZPXtMn3Wymc2rznwWBO5+DgrQ2S5aKusW7r45cBl6EHQR8ES85xELE5HIRURERDQQuJoR90akbkf0tD9twXwjW/UJx2yK1JFvUU1XtZsg1zXCAt2AI1Bq5uOV7HstUtjOq8b4+6EkxFlI7TwU3cNNkVr2UyB8k8O2G5By9DBwmZnd4e4bomCIYhT+8SWwo5n9FWxqdyIi0RQRwBuAw4GVzeyPjLm0QkTw3Mw6trAtgRqaL4uUuD/IAXdfPOzXD9WabRKu725UbzM47NcSeAQRmr2zSaG7H/L7F9PuHvfUT8WpslRpsklyas9jVy5p3rbpAERo5yGykkRK5s2I1G0Wzr0bIiyDgdcyF6jhWvZDQSajgLMLSUV09/uACWZ2QVX7hv23B84ys21ybLsOkci0svX6hmt/+ds2G47ev0lxWbNCxs/EB592Kxv69gbZhsy0PTR97Un0Gcmuvyt5qG2rkpJEIruh+e/jT+6f0wJaFwi25teA9RtScu6iBndfHylwq6IHQQ/WV6BVxL8bkchFRERENECEhXIPytW6NZB69AJqujwDuBxZ4U5BT4Ib9B90d98I1c6NQbVFv2dtb4pqpjatTlR6SHQcjNSrO1Cq4vbh+xppZdPdpyLb4dYoWMIyrWeuvnjvofu7DbLv7WBm00Lt4bGorq4VIo3jga0zr8PdBwHtzezgrDkmUH3Y6qilQs4Ql4z9twXuQbVVjyI73l3I6vgacKqZzQ02ultRgudO2cEY7t6qdF7Z0NI5pZs1aVk8JZFMfI/qtEBKUn+kJKyLUiP7IbIyGLg/VzBPUByvQ2TmdDN7o7JryTq2C3r/17ECmiC7ewekOrZDBKoLatnQFTVVXi1cByjoZMrBOw1v26RJacE9BAFSKUpKy5IDrrjzgO/Qe9wekfYZ6H7MQ6rsb+Hn3uH1knD+jx9o22rNsopEbur4k/u3r85caopgZ34XuL2htVFYVBCI8iWoTnQAcFemGh4RsbARiVxEREREI0BY0G6PlLqdkQrzGarjGd5QrJRVIaT9DQAOQCEez2Zs2xupiltXY7xdEXk7GKlT41B/scGoHmv9dPKku3+P7tkmwEgz2y5rrJVQgMkqYYw1whh903bBMEZLtNAfghZ0l6G0yF7IBtk9217o7iPCvmuY2XcFXtut4VxnACMR6RqG6vLaAvuY2a+BJF4AHIaI57iscdZEZK9X1ilmhbn3Q6Et6fv2Zq6HAu6+AlLgNkOppA/VxEbm7pcDS5vZ4VmvJ1AKZpqorRi+H4wIVEeUgvkdUleXDNf0D2lLJkufP7/fI5sh4lcwSkqTJfc/u+3nEyd3WBmFsPwBrIWI0UFmNjljnsugBw6/okX9PWY2q+uggenPYYuw6yzgvvEn9z+uOnOpKdz9AmQJ3qGhP9RpbHD3lZHyti1wNeqXOavyoyIi6h7VemIVEREREVE/MLPf3H0YSkWbhNSnzsgi18ndhyC1bmi+GqWGgLD46e/uzwD3uvtewCkhre8oZGEsCO6+ddh/RzMb6e6vIKLbC9VOJSlfVIPUk76IrKxKRbQC/jazkmDXfBElNb4aov9boT5pV6Jwgw2QQrYTcDyqe/u/HCTuBUQeexZK4gLOAsYii+jeSCncAilnDnzg7nua2Sjg0pCk+bq7747Uvz5hvx5INRqFlLd0XVkL4PwUDJ5UXLTby4s1/55Eog9Qct+gge+OP7l/uu3B4ii4ph8K9jjSQgPw6iIQ+aeAYe4+CT2QyCRu85DSOR4Rtg+RivkB+txvGO7Hakg9TV/LLOCECy+85J6ySY9cjB5wZKtjefHXzBYzJk7ucBIwNiMBtSlQnCOU5Gf0GXs3y053ElIpDwj/fgRZP+sc7r4OqpFdN5K42oO7LwdciKzYN6KHTzUOpIqIqG1ERS4iIiKigSMoFUciK+WdKFAiM+lweURgdkILzDGUJ2F+2lAXdq5+cVehXlfno7qzZQt50h1q2p5HASAjQmriJ0hJudzMHnD3MmB7M3s5qCjfoebKvVGgSrtMJTNYBm8ws43Cv9sgO+sclFw5DgXSzEHKy7coYbIn6q+2CvAOsht+GcZ4BAWxbBwIV3Xv0RbIWtkdEbjTUaT8jECC/4Nslg+F/XdHDc1nI+I5A93ju8L1tyGjP1wJzHmobav3iqBXKYCCOmYCozrNK9ml71+zD0QBOi8iIngCIgs5W1oEC2pn5lfUMn9uj5qNl6LgkhvDvL4DxpvZn652HZsi8rspso1OQa0g3g33+AdTM/LPUCLm9mb2HsB7w3ZZbb01x40sSqYqbQaeRlkZc54avvmkL8Yv/wVShBcorr/roIEJgDQRrmsEwvk+cKOZ3bswzrmoI/w9OQ/9nt8OXGtmU+p3VhERFRGJXEREREQDhrt3Q9bBlqix99gq9m8BbEV5bV2SclL3al1Fni8IQj3YE8iutklVT7xDncorKK3x+fDaw6im7VF0rWshBecg1E9rBEqWew4RkuOB3czs86x5nJcZrBEsrW8g8rEditXvaGabZuwzAKWG3o/quU5HjbvbAweiOroaN2R394GI4O7n7nciMrZfIDJrA88gte7vcF3pXm7/QTaw/0Nq57Rw/WOR0njimy2brfl902LKEon5m2unUnO7zCudtc3fsz9CVtgzkRpYFL6XUJGsdUWK5Z/Mr6pl/vyzmZWGeq5Pw72ahAhbmry1RmQtTdoWB042s95Z9yWBrG5LAytQ3qet3YrL/PLt/juMWLMoWVacSORsHJ7GTOCiS28/aFCYy5mo/u/axlL75O4XA+sDuzTUhzaNBe7eHinh/dADkSuqStqNiKhPRCIXERER0QARFrpnosXlAOCm6tbBhYXu6pSTuvUQqXkBeLGaNr86Q4jk/w4RrB7A4WY2Is++XRGxOsvM/hte2wkpY2ub2Ux3vx7VSO2PbFFHopCVcxDROQzVXL2cqWC4+26IHO6Sdc4uYW5LAnMRqbgjbFsSNfE+Cilm2yNb3zlIRbsZOG1BEu0COf8IKWP/Q20PHjazga52DVciVROkUl6EbJ83ICJ/P3BHtiLYddDA9qRSP5NI5E54TKXm7TZ95gVty1KXolKMJLJozkF93XKRte8re1gQ7ldaadsFfT6/QIQtTd7G2fy98dKBJ+tR3lA7/T3J/P3ZRgPfmllZ2aRu6cb0q5eV0SKrQfgMZMc8Jdlp3CMZ51oBvWddgePM7PV819IQ4O7rolrNHlUF6ETkR1DfT0X21CdRf8UGlwAcEZGNSOQiIiIiGhiCbfBOpFAdV1sx4q6+YNshUrcDarCcbm/w9sLsdZU1r76oDcD6gZTdgRS6czNJQbDcvYnUktvCa62RsnOkmb0SXlsMhZp0RL3SbkKhHvOADsCPqGn18mZ2Qsb4BwK7mtn+Oeb4BWo7MBvdt97A90gBnGBm/cN+24S5t0OEautwztPS86vhPdoQqWnroLqy0SjwY0VErG5Dlsadwr9/DHM7BNWZHZ9NJrsOGrgxIgGL5znttM3+nv30ynNL9kD1ZkWIyJ1mZrcUMOciFBiTJm6bIlX0fcpJ20XA3WZ2V8ZxxagGLpOw9ULK3YfMT9wmVqVCffL2ttvMndvkhR6rfTty2oxWXaf/3bJk1pymV666wsTbk53GVQhrCQ9A0jVRrwBnZiesNgS42np8iPr+PVjf82mMCC08jkcPzV4GLjazb+t3VhERhSOGnUREREQ0EAQCMgApSacj1aXWnraFQJHHgMdCLdP6aOF/LbBSCFN5AXgpM6VvIeCfkBMzeyHYBW8Cxrj7YWb2jqvJ9cvAnZktA9D9ei2TJJl6v52H0h0/NLMBYdFbZmZT3f19ZD3cMGserZA9cT6Ec6+Kag9XQarXCGTBWwv1pktjPZQoOQTVk52GyN/t7v4p0N+q0Voh45o+cDUKH4qUwdbIYnk2sn0ejur3RoU5XGFmz7j7YFRb9pS775+llk2hYj+0cqRSxW+3an71A+f2PzzYWQ8NXzlrz0IoykaUk7YNEdlMWyQHAp9n1SX+HebWAlgTEbe1UNR/mrBdht6X+83s0cLuWDmeeqenItgAACAASURBVGWLjsDQ9bZ+afeb7vCR4RzXAI+aUaHuKfzOPRV+Hy4BPnP3c1Ez9IbU7PkipII+VN8TaWwIfw+OQnVw7wLbmNln9TuriIjqIypyEREREQ0A7r4jiogfgRb7OZtF1+H5l0Yq3U5IbfqKYMEEPqqrBay7d0QhIsun0wIztu2JYv0fQbHqrwLnpMmtqy/dM8BaNn9T7iXDvmsAo8xso1D78q2ZtXP308O2A4Al0sEd7n4q0NXMTs6ax80o9KAE1bw9GOZ0AgpbeTLsd1yY70lmdktQ0e5Cyt2pKHnyTNQfbkD29VZyj5ZEqZHHoqTJcajdwAmoFcCHSMV8PFhLN0D2sLsRESlCRHlVYOdMdanroIGfI3tjBbQsK5u5x7SZq16ao99bUK1WYf5QkhURkUzbJN+zjD50QT3twfxKWzdEdL8P92U0So6cnnW+C4A2ZnZWIfcs69hbEOG5DtUJtg6b3gW2rEqJDvbF25EV87iGsOAP7/HzqB/fpKr2jxCC2nsoIsGfAxfWJIQoIqKhIBK5iIiIiHpEIDI3ICXjWDMbVs9TSqfgbYFI3Y7IevcSInbDshfZC3iu/qi27bA829P1acVAn/SiK9QQjgKuTNfKhdeXQImUL6JauHaoXmwaiotf1t1XQ/3YfkML8/fDsecDi5nZuRnjJZBy9SPwvJmdH+yfTwJvIxK0HSIl9yE76FUZxzdF9XInoXq9/yEVccfw73vy1T6GeV6FCHYpIo8/IzI4I5xvHeALMzsx69hOyOL5G1q4/oWUrb1QwuN3AF0HDdww3K8WpNMsU6nSIkhs89fsMZ1LSrug8IfHw31Mk7ZNkEqWGUoyNk2KAvnMJGzronTJT5nfGvkpCiv5EBHynKTE3XcAzsgOPCkE7v4JcASqpxtBeVuC2agX3lEFjFGEiPTFqH3FgPoKDnL35ujeXWJmj1S1f8Q/aar7onYcvwAXmNlb9TuriIgFRyRyEREREfWAQBAORamC96HajAaXKAn/NMNNtzfYFPX0StfWzRdMUc1xE6iW7ehci6pA1p5ASshzwPUoiXEAapK9Beohl1bo2qOapmGIPH2D2hHMQzaqZ8xs1XDeb1GT7TfN7KZw/OXATDMbkDGH3sjSOQNY3cx+cfejULuEYmTRuxjZKS83swvyXOuaSJ2bE+bSBtVgtUJ99N7IuCfbIQK3JkqAvBvVxR2AVITJKHWyTxjnQ9SS4oGsczZFFtXNUULnN+5+IlL3djGzjwC6Dhq4GlL4dgYSpFIv9pg994l1Zs+7IZx/JZSEOQYFzbyDSPHEMN9lqBhCsjgia5khJF/mC31x92uB1mZ2TJ7tHZFK3L46n7fwmfgeJYjeiu59OsUyFX5eL30vChhvafQ53BC1Knip0LnUFtz9KvSe7BNTKitH+HzugmpiZ6Pf2+HxvkUsKohELiIiImIhw91XQoRkCZSSWNAisiEg1PH1plytm025BfN1y9NfLM9YmyKSsnr2wio8Qb8P3aPdzWxuCDu5AyUKLo2S+n4I+7dDBO51pNyke4yNR6rcG0iJWjfsfzMK3phtZoeE125EqYvXZ8zjLbRofsnMjnD3FRGR3Rq1eTg3zGUWsJWZfVjJ9RYhZe4CROCvQwrZ1YiMfQIch2rgvkIq6Poo+OM+VB/4dbCHvYNCQv4TagpfRYrlmBznPRYpEYea2dBgWf0PcJCZDQv1Qusyv00ySXkD8SGoZq0fIpgTEVlLE7cUImuZStt31bHjhvfvK9SqIad10d0noHtccBiFu+8KnGhm27n7aHQvm6PP7U/o/n9S3YV9COi5BV3vqWY2sTrH1xSuXodPA90Xch1ro4KXt6YYgN7vC4HnIoGLWNQQidwigD7Jfbqi/1xnAmcOK3t8MvzTa+kCtNhaor4S6SIiIoSwAD8dWdWuRM2naxxLX98Ii6V1KCd1ayHrWrq9QYXaqqzj70a2wGtyjHsTiu/f3uZPrkwiVWpZ1CD9amAxpJq9gxIV0wrdKKQonYxskF9ZebPvHRG5aWNmq4bX7gQ+sPLWAq2QJXMGUv8+R4TpRTO72t03RwRxKqpXG4RI5ztVXHdXREjbos/DAUgpKkYWzreAvohIDQaetayeZq62A28CG5rZeHc/AC1a1zezqTnOmW4sfj2q8TsCBT1MRIraV8xvk/wJ2UZ7hfv0FyLVTVFq5wPh/KNRb7gFXky4+2lAbzPbOc/2Z4D/mtlj1RjzGmC6mV3q7olA8Keje7BqTayaGWO3QPfwOFSLeEs+m2xtIJxvDLIFPl5X52nscPfNkI14aVQL93gDC6mJiKg1JKveJaIRYCiwJ1oMPOzu+7n7SPSEd29U2B0Ze0REPSIEJnyA7HAbmtm1jZnEgdL9zGyMmV1mZpsh5eoxpFSNdfcx7n6Zu28a1Kh/4OrbtCfqcZaNS5AytEsOu+kRqKXAWkgVew+Rx/fIIHEBs4CWQeF5EVg+Y9sIpM4sHdQgqJhaeSaqTXvPzD5FhLAJMDC8n68h6+cDSGnrBzzj7r3y3DIAzGx82L8ZUhCPDGONRq0KdgGuAHYwsyeySVwY44uwzz3unjSzh5H99MFAdgE9PAhzXQd9/gYgq+FmiCS2QfbQY1G9Wi/0Hk4L3zdDpDqFFKjWwL2oyXhLM6sy/r8auBVY3dXCIRfSiZzVQS9EtsmY51R07zcM9t0awcxmmdmFiOTvCbzv7uvXdLwCMAAYHUlcbrj7eu7+IkrxvA9Y08wejSQuYlFGbD+waKAzIuVJlBp2FxXjoee4eylS7WaFr7r8eW60MERE/KPqOOrndSbwwKL6uxHSEB8CHgrq48ZIrfsP0NndhyBCNQQ9ZBpuZr9mjhHCT/YGelnFFMtOSIXrY2bfB4vgGPQ38AH0NzBTEZmFiBEo4W8Xd9/FzJ4zpTu+icjd+siWmU3kjgljDAzBIxeEa1oFKVfDzGzfQJzuQWToEOBJV9T/8Kz5J8L9uAqRyMlI/VofEdcBKKJ/fRSAs5+7n1qJwncDakJ+cvj5TERa7nf3H8OY6yOV7x0UtHINYMDa4dqmItXihHCPPkLkeqyZ/ZUx99uQGjnTzM5z9/8B97r7XqhWbIH7rJnZHHc/B7jW3dfPsQAfhRTMghBswGshApuJn4EuqJF5D/TQs8Ywsy/cfWtU8/q8uz+OVLOCUkkLQVB/D0DvW0QGQv3pJeh383JgDzObU7+ziohYOIhEbtHAhejJbAr1FHoW/afs6OlxGVqgNAFaonSyFgX8nP7evprHtQCK3X1hEMZZwKz4xC2iIcLdt0Mk5h2UyPdbFYcsMghq41vh61x3Xw7ZL/dH9yQBPOHu3Qk1SiFE5CRgizz3ahBwl5mNDYv0F1G4yTWo1m53V9+5dA3VTMoTCpui9+Fmdx9hZjOQBfRYFFwxH5ELKtZSwBdIvfsqnKcE1bK9b2Y7hmstc/cjUZLl4cA+qFff/5nZSyF05GRkqV0C9X37inJL6P4otXQQsjmeh+rUDgzjvAGcbWYTsu5HClnIHg/WybUQqe0Z5vKfMN9u4bXzkd3sY0TueqPQmGeR7XIxYHCuOkcz+zUoZa+6O2bm4R5dAnzi7seb2dM53rPq4glE1g5C5DwTo4B10xbJAsbaGClYs7Je/w7dj9dQEMwCETn4R+27z92fR7bpz4JV9IkFfXATHgbdgxJWF2pbkoaMUGt8MQoHugY4JIeCHxGxSCPWyC0i6JPcpz1QMqzs8X9iwd29LXrSuomZbbIw5xNsVNUljDX9uTkwl7ohihVei7WGEVXBFb1+HbJ1HVcfyXYNGcF+9hIiDzuih4pfItvc1mb2cY5jdkVqVXekvL2I+qkdE4hUEjgFkZWLEIl5ENjUzFZw9xMQ0WkOTDOzU0Ot2ijgDTPbzd3fA043NSB/CdgSqXKrIXL1C7IifoVq0bIDWpqHeX2FVK1nkV2yV5jzjyjI5DVUI/eyzd8cuz363GwVrmtoWMSfjR7O3YFq/dZDatvGqL3AH4ig3YCCXXqHbX+H68sMIRmXtvSGBw0PoId+d4U5d0J1fhXq7MIxS4X5P2Jml4TXNkN2y/eBk82sQpPt6iCM9zCqYZuVte0npNaOL2AcB5paRjuJ8PpFiFifDOxlZnstyHzznHtz9BmcgBTLKudbyVg3orTOQ2prfo0ZrpYkF6CgmkGo1rjWWqJERDQmRCIX0egR7ErNqJnaWN2fW4bTLiyL6uxF1Ya3KCJ8Fg9EhONh1Gz2r8qP+vchLEynmdlF4Z4dhQjMFyhg421Ce4MQ5NEGtSk4FJGF55GqdWS2Gh8skPeicI7JiBgu7e5nAR2Re+Ez1Bh7pLt/jchPB6RUHRzm8XcYow+yFBah3/9SoFu+hXmY67tI3euClMc/Uc3ZYNQ37pcq7k9f1IB6FOrx1h2RypXD+d9GpKwFavK9LlLTvkNK3EeoJm4XRGSzFanMc62ELJfvIjX0inDNO+RQANPHdAr3JJPMtUS2tn0QCX2+smusCu7+JPChmV2Z9fr/gAcLqRNz99eAq7MfpISHAo8ji+yHQKe6+DsblNjTkOX1OuDaXPWOVYyxJbIrd19QgtzYER4inIvsy4OBa6JCGfFvRyRyERHVRCiOX1hqY1MUk12nKmP6q7GHb9Qn3H0F9AR+adRSYIHtWosigmr1E1K0vg/KxdOoz9k77r44IhLpJMwp6HfgF2C/sO/PwOH5EgJDfd4ZSJkrQwEdFwOYPIEHA/2BDVq1mHX9aitO6LfV+mMf+GZC5/2W7zz5wXfHrj73w09XPQkSF4VzFiOCSRjvZ2C5zMV/IKR7IiK0MrI9lqAwk/WQUvVQJfelJapn25TyNgDN0N+AD1G6ZBdkCSxCJPMxyuva0g3Se5vZx2E+DyG3wuGVERV3b43CIZZC9YkHIbVqxxDykuuYTkiZ+6+ZXZrx+pbI5voGCp/5M995K4O7p+sQV8+02QY1raWZnVPF8U3RZ2eZHLWWSwGTkEr6A7pnX9dknoXA1bLiZlTDfqyFnoEFHLcYerhw8oIS48aMoFSfCRyNVPYrLE/j+IiIfxsikYuIaMAIdrHm1D1hTP9cysKpa5zJIhKIE2zEJyNL37XAwGi/zQ9XTP7hpr5ePVHq7kFmNizHvkngMNQ4+1vUIPtnRMpezA5KyXH8bWjxNwTZGr8ztQ1ILNF22uu7bvVu884d/uheUlrUrGkTccJUitS8kiJmzm6W+PK7LsNfeW/dWalUcmdEzGahGq7bzOy9cI4mSCU4DTXBnkl5PP//hbl+EK7zPDO7L5CsLszft20NlCY5KZyrA1KMJiPF8EdkgXwVKXyHoXCUl8O4P7v7EUhV28jUd68VSvO8xcz+U8W9SiK7Wj9kWVsZWTX3MbPX8xyTJnMP2fxN1BdDgS67Av3MbEhl565kToOAhJmdlPHaTqhvW58qjt0EXfe6ebaXoc/Thcjiem9N5lgoMoj+Dage86yqAmLc/VaghZkdXpdza6gIDxhORZbpp1HT+x/rd1YREQ0LkchFREQA/yw0mrLw1MZi6l5l/OfnugjEcfd1gDtRn7Fj6vKp/qICdx+ObINjEQk4ycyezLNvU6Q2XYlUotkoYn8HpNp9TbBgAqNy2Cz7ozCQK1HQyKPAERce89D6ZSmGp1K0LqqkCc/ceUWpyVPa/v7Ac31alJQW9QOeTqfhuXsHtCjfF9knS5BF8VZUc5dy924oKOXUsM9/ECHtjB7QTESKWXukhn1JeS3baOBjM/srqJgXIFJ6DrJnpoKN8zzKranXIaL5kZldFOa5CrJi7mJm7+e/2n/u2W7ItnYmUk4fRjVeOa2M+chc2LYt+v14GTVpr1YdU6g1/RLZQ8dlnO9z1Bu1MpXxbKCzmZ2SZ/tMVP/YBuhpZkdVZ241RSAnl6IEynMJ72WO/bZFASdr11TVbKxw9cs7Hv3ODgMuNrNv6ndWERENE5HIRURE1AsyAnFqQ02santmIE5tkMdSZLnbES2e/5u1z7xFQW2sbYRwkfeQAjUcLdDuqWT/C5FilUI1awdmBHU0RT3Odgpf7VCAyguoLcA0d+8H/MfMikKaYI/OHX7//Ig9hm6cSNC6kDmXlCTLksnUi8lkardkp3FlIajlNmSXLEXq21XA/ekapkA20krb9ihkZQqyQy6LSF92CMlnVdVPuXsPFEoyFTg6XacX6tyuQbbLy8LXTmY2MmzfDfWCW9/MJld1za4492eQbfNBRFCvNrNBefZfGpG5B8zssqxtbZBSvR2qaRyeY4jK5nIWsLGZ7Znx2kRgczP7rpLjngfuNbMn8mz/GVlPHwQes9AUfmHBlfh5O/p7cZyp12F6WxuUjHpMTdXMxojwO30Ucje8h5zQOa29ERERQiRyERERizyC2tic2rGfLod6T81ENr8mVCSVsHDCcNKBOI2i/Ya7D0CWwa2QPfGGSvZdDXgT9YmbBhxQmWU1kMQ0qdsMGIkUr4OQ+vsY8MQJ+//vmrat/1omWYkSl41Uir/f+3j1O155b90DkXJWitoeXIJsk2sj0rYtInCLI5W2OVLivkGhJFegFgiDke1vYOGz+Oc6i5GN82xE2AalawVd7QGuR5/JZqgh8uyw7bIwt+0KqYV1NUl/OIzVH3gEEbpzc33eKiNzYXvfcN3PoVYKBYUABTXyK+BgM3szvPYsIs75SFoRItir5bPfuvtoZFfdE6V+rmILuT1ImOexyH47GBhg6m94B7KU9luY86kvhM/0wai/4ZeoB9+o+p1VRETjQCRyEREREQUgFNxfixbrJ5jZc5XsW51AnAVVIpsCc1hISao1DcQJi7UfgenAo2ZmleybRGEZbZAVcd/q1B2G2rBtUGR/X1R7llyh86SnDt55+LGJxD+95QrGhElLcu//+k5HoRUfIzLaC9WSlaAAktnIMvoG5UrbD8EGuTOyGfZG92A4Uowur+5cwjWuEsZrhpSuz8LrRUjVuBERoO1MPeCKkGI5xszOKvAcRYh87o3q/a4CxgNH5FIPM8jc/bmuy9US53p0347IV3uX47h0+MrG4V4a0Nyy2gpk7L8OVahs7v4MsLyZ9XS1mrjdzJ4pZD61DXfvjJT9DZHiejSyVC7Skfrh93wfVPv5KyJwb9bvrCIiGhcikYuIiIioBEHN2xctQJ9EwRIz6ndW5ahGIE5t/VxGzUjgSogQvIXaA1S2//6o9uttYO/qRrZn3Ju+qJdbX+CeXbZ8t/Vaq3y3RHFR9f/fKylJpm5/YqfpU6a1WSy8NAP4FKVSvo0aT1eapBcIyZXAFoh8v4rq9rwmVtzw3vdDoSc3AVem71WwW45FJHMA6rfVBimV/fPVJeY5z4GIGJ6CLMUtUf+1CkQjg8zdZ2ZX5BlvF1Qv+Dj6faq0iXO4zg+RvfPRQIpPNrPt8ux/Eorrz6touftVwKGm1hTnA+3M7IzK5lHXcPc9kXL8NlKgf67P+dQVwt/UnVGt4FxU/zks2tEjIqqPSOQiIiIi8sDdl0PhFSug9L1363dG9YuwAGtC9Ulga+B0ZJF8sYr9WyH7Yvo/p1lUThQrI4/LICXnVOD00w99olmrFnOWqcm1z51XVPr26DVfemv02jegMJGcDbOrgrufiAjRFuEaX0G1aOfVdCHr7ssiYrQ8Uuc+CK/vjgJZvkDKYX9kB34J2MLMvqzGOdZFyYEPAksAG6H2BBV64gUyNwIpjvnIXHtELjdEKaZvV3H+rZFatToKh/kUWDJPUMhjwPNmdn8l4x0M3GFmLV0tE64ys40rm0Ndw93vRsR7MrJcOnCr5Wmz0Rjh7r2RJbglSgx9NhK4iIiaIxK5iIiIiCwES9nxqA/ZILTIq5Eq9G9HuJfPIFWsg2X19Mratxg1tZ6DAkLmsWAK4nLAbogsbX7KwU8Vt2k1q1lNrqO0NDHv469XfPT51zd5DgWXZH7NqM5iNIS47I2afBejVMfXgdMXgMwlkJJ5PQrxuDDUWz2A2hU8H7ZNRNbPA4ENq6Muu3tHpKJNR7WLBwPbm9lXOfbtjJS5eyyrqXfWfnughyXpOc+qZN9ngRFmdl2+wJNwH35BNszvKxlrVeALM0u6evj9hj6flaqDdYXQVuEmpCT+5e6ro1CdxVDvuZH1Ma/agrtvipThZVEt3KONpbY3IqIhIxK5iIiIiAy4+1ooeGAeSgYsWLWImB9hUT0YEZa3rJJ+WIHwvYqaYneujPBV4/xrozCSvYH7TjnoqVSbxWYtWZOxSkqSc18f2f2td8auORUpQplfzVCSZDbBq+yrP9AdpTk2Rb3uRqJ2DDVe4Ga0RdgY2S5Ho5q+wxCBOxYpIb+hEJbdq0lCm4TxewP3I8Vzj1xqdSBzI4C7qyBzHYBbUGjMYfnaJARy8wYKjrmXHIEnoXbwVbIatucYK4Fswp3N7Bd3fxcFuYzId0xdIQTLfIICXUZkvJ4ADkW1iY8horvAvxcLE65ekQPQgxlH71mN6mwjIiIqIhK5iIiICP5JxzsfLXQvAAbHJ8Y1R1iEXosSJJdEi9T38uxbhCx7ewA7m9krNTxnEdANxfD3REmSmyLi1ObAHYd/3nXZSWsmEhTVYPhZQM9kp3G51KdmqP1B+4zvhXwtjqx0PyLVbCWUoDiEykng1KrCX0Id2W1hrCHAQKT2THf3JVB9Uj/UrmGf6oTJhPGPAi5H4S8nIUvnszn2S5O5u8zsqirG3Bcp4HejusE5Ofa5Db0X08gReOLuRwLbmNlBBVzDHGA/M3vG3a8BpllWL7yFgaCaTjWzk/NsXwKRue1RYukTDd2O6O5rIOK2GfqcDM71fkZERCwYiut7AhERERH1DXfvBdwBfAass6iGDCxknI+adp+HAj7yqSxJlL64BWoqXRCJC8R7LcpJW0+k6PyKVKjR6D1dD6lRTy7WcvbhiQRvIetltfDHn61n3vrork1yZW2GBeqk8FUwQt+sZ5AydBnQKXzfENWxrRjmn00A27kaWuckeRk/n42Cem5Bse43onq0P4Dj3f0pROS+cfdjzeylQuduZne6++fIavkYcLu7dzKzO7L2+znUt73m7ikzu7qSMR9z99dRvd9Idz8sRwz9xej39GwUvJKNLVDbikIwHbUSeQaF8BxX4HG1hlDHuAmwTr59wvt1lLtvge7N4e5+ooU+gg0JrjYgFyPSeQ3wf/VlV42I+DcgKnIRERH/WoQ49KtQ77GTzOzpep7SIoEQ6HEqsDlazI2yHD3jAolLk62lgDXM7M8c+y2OFtyZpG0V4GvKSdtoFK0/LRyzH+p9BgoVSQDzjt//2ent28xYIpEo/HrKyhKz3xq95lOvj1ynN7JqXlFbwTeBkL6EiNbxiGQ+g4jYIbmUsnDfWlO48rcs0AW1SJiHbJVpslcEbIBUrkmouf0XVCSIf+UJFlkGhaD8BqyGlNWLs/cN+41AykxeMhf2TaAavuuRqnhZZo2qu18Q5rw5WYEn7j4eqbqfV3aOsO/nwMdmtn+wd34DtF9Y4SLuviSyve5XaOx+IP+nA2cglXVgQ6jfDYE7FyAb803A9Yt6+4SIiIaASOQiIiL+lQhR3zehePpzGlvtSUOFux+CrFRbIPvbd8DKZvZ71n5JtEhfE1kvLzCzJ0LiYc+sr6VQDVEmafvUQrPrPPNYAvgJ5usZN325pX99/YAdXtu5aZPSgqhcWRlzf/hlKR5+cetTS8uK7gUOB85EdsgrgKELanNz9zaormuomZ0fyN2TKPRl/9pYqLt7C2RZ3BctuF+knOgdiGoTv0VW1AkoMKQN89cB5rN6TkdhNssgovgxcBYid9PSFuUMMneHmV1TwJw7I6K/DKqdGxtebwmMC3PaIB1qEsYfi0JLqnxP3H0osHg6rdLdv0Cx/2OqOrY24O4PA7+Y2ek1OHZFZGtdAYWh1Ev/tRCAcy6q5bsTtYj4oz7mEhHxb0QkchEREf8qhMXezUg9OLq+FkCLItx9N2T92sbMvnD3E1DM/f5Z+yWQ3W8j4AdkkfwWkbYmzE/YRgPjqqOSBDJ4Dmqs3JzyVganABdu3vOTm7be8OMzUylaJRIkKxlqJjDy3v/1OWnCpI7/RfbQE1Bd237hHCXIOvrEgig5QRF6A7jTzAaGurtHkWK2T2WktZrneQSRrvcQAfghkOqnUKKlo/q53ZFFbrCZlWTVAeb72hgR83SYxTyUujiNctL3NyKNH6Om6PlCYqaa2bzwWfk/pOzeiBJk57n74agG82gLPfHcfX+kbu1R4L24Bal3y4d/DwbGmtnNBd/QGsLd90Y22p41tR6Ge7Mnui8vA2dlPzCpK4SAljNQTfFDwOVWRR/FiIiI2kckchEREf8KhMXqMcAlKO788lh8X3tw922QlXHHdFS6u3+EaplGAGtQrrDtjVS23xE5uAXF748GJixABP9SSAk6HCUqTkaL5TmITIBI0Rtlk7p1++X3dk8u2XbaWolEqqS4KJVZMz4DWQ0HAtclO40rcffFUB+zrqgZ9o/hM7UjUiSWAq5GjbBr9Lly9y6ovusSM7s7JEQ+hEJRdq8smr8a52iJWgd8iAidIWW0dXhtgJnd7+7roHTKJYFTzWx4geP3DnP+Iby0GyJ2mYRvJZScOQZZSnORwraISGcSwJURsX0G2WovQPVy54R9zgA+r8q6mTHX45CC1Dr8+/+AHbIfPNQ2gor1MXnSPmswXhv0d+0AdC/uraswFHdvjR6InIreh0vN7IfKj4qIiKgrRCIXERGxyCPElg8Gkqix92f1PKVFCu6+EfAcsA8wCsXq74rUq3GoifMPiKh1ATogAvQACji5dQHP3wHZHY9CJOIBpCp1QAEon4c59Ey/94GEzW7ZfPbcDdb66vdVlps48e9ZzVdbeblfHkYBIEOTncaVZZ0ngdoG9AcONLPXMrZtgQhdD1TbdXtNaoTcvRsiviea2VOu3nr3Ap2BXczs7+qOmeMcmyLr5t6IfKaA5/DcQgAAIABJREFUI5Ea+hrQx8zGhOvdAylfHwNnmNk3BYzfFS3yU6ifX9/sYI5QUzUCuM3MBuYYI8n81s70185hTqMQ+VwbqYvtUGIpSAkspAVER2SvXhGY8tXTP20NqYd/+3jafcC1w8oen69HXW0g3NPHgfFmdlYtj70eUsRnAscVUidYjbFboDCYs5AN2Mzs69oaPyIiomaIRC4iImKRRbCDnQOciGxit8WWArWHENawB3Ad8BFSpZZDxKklsktejkjATEQItgS2RXVZByHrZY3ek1AH1x8prY8ii+MuyB44MMxrRjj3ODPbMBzXHBiGwjI+Qwv5nYErzWyjAs7bG4V6XINCHTLDNtZBn7k+aFF9o5n9Vs3rWhe1DDjQzF4JbRUGo4CXnWojRMLdr0IK1z4oZOVidM8moPu3vplNDfs2RwrMGajObkBVc3D3VsA9KJSkRZj3qKx9uiDimJPMVTL28mEebRGR649CWr6jvJ6vkBCYJdDnceLfk2a1H3v3+BZl8/RWFjVNlvQ8duVXm7dr+gv5U0HTX9MK/QyHEJ6L0UOFWrHLZo1fhAiXofrCyxYkNTKEqxyB1M8PgYvM7JPamGtERMSCIxK5iIiIRRJBdRiMyMTxZvZTPU+p0SKoCMtRMYSkLWpmPRwRqdEo8bAJChpZx8wmhOOvQgRuW0TyRgNbFqoa9Enu0xEpKJ9vbmstjpL7jgeeQGSxGQpbKELq0o9ocb8jsm2mzGy7UNszDFgXJVl+hOq4DgUGFULkwj1ZHqlaXwNHZStl7r4SUgn3RSrhtdWxoIWWGE8gFe79oFDdgu779rnSPauDQM5GIYvxQ+F6bkdk/HP03u6SSVBC7eFlwA7IGnlPZXWB4X0/FxGtJApuGZq1T5rM3Wpm11Vj/klUn3UzIur9UGuF7QodI4wzD+j7ln+6HVKbFIKTYPYSq7cZvPo+y42makLYivnrAPN9lSEF8Gj0mZxqddQcOwTFXIeI9AlmNqSaxxcBByNC+DUKI/qw1icaERGxQIhELiIiYpFCqBe5AilFp9AImuc2JIQF3KpUJG1zmD+AZCIiKFeb2X+yxjgUhU7sFBbzlyFC1RstaJ9GoRI5urJVRJ/kPlsiu2OixZLNfl73+JXbJRKJZ8K4ExCpOwvVCd2CbHbPoTj5bYHxwGQz28PdH0efjXRT8EnI4ncD1SBy4TpboHrL9VC907c59lkaqVlHhWu4qlBrr6up951AbzP7LNzLG1CT5e3MbEqhc80z/nqo9UFPM5sYxj8EKY1zUa3VhXmOuxER8lPN7I0CruMBROZOMrP7s7bXiMyFY19Fn88iFBRTrQRId/8TGPCWf9ockdOmYdNfwFHDyh5/tIAxmiDim4vkZQbEbAuUonq/dB3g3xRmA53vq9A6THffHv1OjELvVaU9MgNB3gv9Lv0OnF/V+xsREVF/iEQuIiJikYG774oWLUNQgtvUep5Sg0ZQZdamYlPtX8hKjsxMpAuWxjeAB8zsyhzjvo4IxzNoQbgbSrL83d33AgYAPQpdjPZJ7vNMGINEktIuvTpuddert7zl7msji900lF44PtRnDUFq2XmIxP0JfGZmB4d6upcQ+ZqDVBIL11MtIheuNUG5le0wy9NU29Wz8HjgZFTTdaWZvVfA+Achy+gWZvZ9hrrZF9i2urbNHONfjBqQ75R+4BFCY+5ETZ3PzxUeEuaxL6qx+wA4M90GIM95VkP3fYkw/8uzLKldEKG+2cyur8b8HRGiExEpOh+4pRpWx2+AN97yT88ARieKEkuTSpWlyvgE2GxY2eO10qMtvI/nIMvqnPBavjrAQr6qqgPMtID+jWzMBxDCnrKV1PB+7oRqS0uQlfLl+BAsIqJhIxK5iIiIRo+gegwC1kEL+hH1O6OGh0Aksptqr4zCSDJJ21irpKdeSK0bDrxqZufk2N4NkaIuiEjtA2xtZr8FW+OnSK17q9C590nuY0hxawFM79C97fKr7rHsaShM5VzgLjNLufv6qC/gZWZ2S5jPl8guN8LMjgl1k38jO97uqI7omPDajdUlchnXvSnwGLInXpaPSITUyHQvuu8QSat0wexqsH4KInOTwqL7EhQ933tBYt+DmvQ+Ij93ZW07Dy3sH0b25Ap1ceF6zgjzuw0R1L/ynKstsotujBJOj8kkFO6+HFLmCiZz4eHNSajWbSgiinOAI8ysyrCS8NAhZWZb9Unus9iK23V6tHRu2Y8/jph8Si2SuM4ooXN7M/uoFsZLIDtnZq1fVa0h0vs1Q6rgBOBnRPSaooCiJHr4MoIcvQJjfXFERMNDJHIRERGNFmFBcySqkRqMQhgWOKK9MSPck1xNtTug0JE0YRuDmmoXHJUfrIQvAl+hVLwK/4GEEI0EahJ9ICJxv4ZtdwClZnZcda6pT3KfYmRPXLXLlh1eWX6rpS5AJOg4M5sYxt4BtRzoZ2bPZMwnXeP0pJmd7u6HoRAOR2RoGrA8Sjy8wUJz6JogPFB4AlnSDq2CEDehvBfdHETonspXc+buF6KUyS3T9XHufgGyQm6Tvg81nPfaKIlw/ew6Pnc/G5HomYh4vZhnjGXDNWyNCPwDuRb+wbp7FSLhb6M6vFkZ29Nk7iYzu6GAuS+DAmu+QM2xd0Wk7mxklby9CpJ8DyLIK4d/34SCcW6q6tyFIPw+PgeMKtRKXJcIv8NHo3szFtWddkR1oz+SnxC2Qsp2dW2gf9ZVHWBEREQkchEREY0UQfm5A9XpHGVmH9fzlBY6gjVrJSqStiQVm2p/U1kwRQHnaoLsin8DB+caK+wzAdXO7QRslVaL3H3L8PqalRGcSs7fAhGvQ4DTgEcyrIBHonq5Pc3snYxjmgPvAssiFfEi4B20MC1C5G2Ima3o7huzgEQunLMpaj+wLaqbqzTMJbyHOyNlcQlkVXwgm2AHQnA9aqa9XTqJ0N3PRIpi7+qEqeSYRzpps09WwEkCJXR2QAruO6jWKmfj6XAfb0Rk/hTL0yfN3Q9EttjvgM0y6/0CmRuBrK6VkrkwvxmoRcMnwP7ANsBqwH2IqB9pZj/mOf5M4Dwzaxf+fTPwVS0SucPQQ4gNzaxWFL4Fhbv3QGR6M1QLeTzwaBWEt7I6wMq+Fkf1hlURvgppoNV5yBQR8W9FJHIRERGNCmGhfCZazF+KbFg1JiiNBeG6M5tq90RW0ilUJG0Ta7O2JZCN+9HT+t3NbF6e/fZAEfYliMT9HF5vjp7+n2NmT9fg/L1QM+5RwMlmNjm8nkC1aYeiRs5fZRzTGZHKZI4hv0MEeH9gbzPbq7aIXMb5D0Ok7Dgze7KA/RNAL6TQdUeJg3eY2YyMfZJITeyA3oe54fVT0O/DNpbVr60a8y1GzcgfMrObs7a1QnV9dyL18kBETnIu/sM8D0KhQ6+j931Cjv16hO3zkBr4fca25ZEyd6OZ3VjF3H9HoTOXINX5LDN7PlzTmSgM5xzg7uz5uvu2wEtm1iT8+2bgy+x7UBMElXI0qmUcu6Dj1cJ8VkP3aHP03tyB6iP/g/o8nljTz08l50wiMlcI6ctWAwvtB5j9NTPW9kX8WxCJXERERKOBq/H0YBRtf9yCKBANGaEObR1E1tJ1bashApJJ2MbYAiYXFjCXBIp4XwuRpbw9qdz9c7QAWy/T6ufulyIlbs9qnrs1suvtjmq0/pexrRgtQHsAO2fXiYV5j0RtBnLhb1TTNdXMLq9tIhfmsB5SMR9G8e0FPXBw957IGtg7zPGmdKhJuO4ngVnAQekx3f1YZGnsk0loqznfVZHdcRPLavbs7quEbbuGl+6iitYe7r5YuI7jUQ3rNdmfH1cvwrRq2jtLUa2SzIWaxxlhnzNdCZlXA93Tlr5gHb0PJZT2y/psLo4sg03NbF5tEbnw+XsJeNvMLl2QsRYUrgCgi1By7ED08OvvjO1NEdk9I2wfWN/qYY46wOp8FVEzAjg9EsCIxoZI5CIiIho8woJwAFJQ5rPVNXa4UhR7IsKRVtrSdT+ZpO2TykhUHc5vAOobtnWusIuM/QwtFlc1s28yXk/XX61jVUSfZ43XFwWHDAfOsIwE0vB5eBSpbftUEq6xLiJziRybn0FKwdVmNqQuiFyYQwcU7FEKHGBmf1Tj2JVRfdreKL5/oJn9GBTOl4AvEZFKW0yPQCp1n6osnZWc8xSURtkrm3h6eSrsesiyeC6qdTsfRf/nC3hZHpGrTRCxm+/3N9j2nkXWziMsoz1BOHYEarw+KMfYm6J7M87MdggEYDhSC2/POse5KN3yDGRfTd+3UmAjMxtZi0TuKJRmunE+BbuuEeoHL0CBQzeje1hZ3eaK6P1dHjjWzN5cKBOtZQQbdiHhL9lfLcnd8L0qK2isA4yoN0QiFxER0aDh7jsi29QIoH91FsINCWGBuQLzWyN7oKfOY5iftH3ZEBYG7n4GCpPpZZXE3Lv7SSg85AUzOyTj9SKk4tyTuaiu4pztka1wS5RAOixr+1LA86ge6piqFsnu/hMixinKCd0NSIGYiojnr+6+CVro1iqRC3MoRoE8ewN7mdnoah7fGT3AOBIRnqtQH79XgaFmdn7GvgejPnB9a1I3Gqxwr6L38poc2weg2qo+ZlYSiPpdSOHsl0nicxy7Bbr3s1H93Mis7VchK+S1ZnZWxusrIGXuuuzaNVcYyypIKVzKlF66LurZ1y3Tmhr274HUuR/Q52uSu89ADwturw0iF8jnSPTw49OajrMA5++ArKSHoffm6nw1jTmOTaA+cjcALyObakHHNnYEsp8mgNUhgoXWAVYgg7EOMGJBEYlcREREg4S7d0ShCRuiBfsr9TylghEW7qtRkbTNpGI92/cNUV10937/z955h0lVZFH8N0NSMbsqplUx55wzCkbUBTErKoICigFz4HoxYMKACRQRzIrCmlFUjGtmzSIq6qprWLOYCDP7x6mWpud1nB6mZ6jzfXw679Wrqu5+/bpO3XvPQal622RLnQvt+qCoUQtUt/Va2rljUTRg+2zRmoy+/oEiB/ciAYqpGedXRZGoWwAv5H1z92FAT+QX1wI4wcyuCOlmz5jZsqHdFogobJGvz1Lh7vuiiMcJZnZrCdcvgiJgxyLRkevQd2S4mQ3OGGcIsJuVIHcfIjMvo8/tnYxzLZBy6RspshWOHYfulwtRZDNxIyK07Y7Eacahz/nLtPMHIaL1GEqZrQnHVyCBzLn7Q0g05Rpgk1QtnrvfAnxsZgMS5tAaqTb2QrV+FwH3mdmx7n4N8F6pRC4QofHAE2Y2qJQ+SoXL3uEkFAm8A9lgfJn7qqx9LYiiu/ujKOqoSnxOVQKKrAPM/PcnpaWB/h4/jwiIRC4iIqLCEBZC3dHiahRwTmOkFBaKkMazLrOTtrVQxCTTVPubxppnMQhE4HK0kP8gR7teKK3uTKA/sGFautpy6HVvbWaT8oy3JHAVqgvsYQkecyH18Z+o1mx4Ia+j/ZDBnearqRn5R1XVkvPU1tauOG3G8+/M03r7Kf3617r7PsgiYM/Qf4MTuTDO2sBYREj7l5J25/Ju64EW7Z8j4ZYzzGxEWpu9UWrqnmb2Uglj9EJEZ4vMOboM4V9DUax70o6vhAQ0FkSfY9aIYCAKZ4bXcRl67/8I5zZGXoSfo3rLX8LxFRCZG2xmVwdS+B2wGiJzN1iwnnApX/4b1colWjO4+yZI7bIdIqYdApF714IPYbEItYpHAFvOqah6SDXuh6K29wMDrUz1w6HOcyjahOpdaspuRF2E37r5KU4AJvWvmiIif2n/H+sAmxkikYuIiKgYhIXgMPTjdWSxKWgNjRARyZT6XxH5qmWaav+SrZ9KhsuPbSRKncu1ED8S1cTtgKIrz9osE+4qtKB8xcwG5uijCqkbDiZ4u1mCD2CozboROMzMHirkdbQfMngPVEc3318Ha2t/o6rq6in9+p/q7hcA08zsnDDGHCFyYayFkaT/gsC+VqKhd0gFOwBFl5ZH0bnTbJYAyu7ofe2SRI7z9J1TrCOQrUdQ2u17Gdf1QKqI16GoUNb0sfCdvxSR+JORl16tu7dDKcfzoDqzSaH9CijN+lLgOVRvt7q7DwSqzeystL4vBBY3sx45xp8HfWdXRu/lDpRI5NIimbO9Jw2FMPfeKGI2ATAzm9wA47QI4xgi6udX8uba3IA5VAeY6QdYH/uaNsB9KH390VL7iaiLSOQiIiIaHSEV8USUojcIKdA1Wo1YWIwuQ13SthiS0U8nbe9YhfhD1RehhmkMiuIk+n+FdocjGfMO6Ef+I2BFC4IkIaI3AEXoEt+bELEbitQKj0hPycxo1zv0taeZvVLoa2k/ZPCHKFKViT+AZbr/MPV24Fozuz+MM8eIXBivGr2uHojMZX2/C+zrOCQo8hVwDhLzmObunZB/375mNqHIfpcFJqJ6uzqbKi7/vpOQR1pmLdoyqLZ1FRSdy/n63L0Dqsv6HvnUvR4Wqy8AayBRm9RntQIicy8DP5lZT3ffCwl07JrW50LAZPJvSgxEIijfoPTbG8zs4lzzTegjVVv4oJldWsy1xSIQ+COQkMlE4OxS6iFLGHdpZnkZ9jWzcQ09ZkR5kVEHWMy/BZE6bCl1gNNChPxDZCnxHPquftyxutv2KPvmP8BR42tGN6gKc3NEJHIRERGNipC6cwPwLXq4l9XHqIDxq9FiM5O01ZJsqp231qspIghEjEOS9uNztDsUCXfsaGbvu1QONzGzg8P5RZHiZpekxXt4v3siFdIhwEVJZC+Q6fNRjd0uZvZRoa+l/ZDB8yDxgRYJp3+qqq3tcuiPv96JiObnYbw5SuRScMnlj0BRtevrk/bk8tu7D0WIlyV40aGF993IyP2xIvs8BEXKNkmKrLn79Wih1y1z7uEz7IYihXehtNhEhdHQviVwJCKi9yOi8h1wDzJNPw+lDdaG6NfbwD1m1j2NdC5psytiHoNq7XbJMW4X4Ha0wP0XirJ3tzS7i3wI9aAHoJrSBvG1DJGxA9H78xF6P19uiLHyzGMXRNJfQfWeBavRRjRN1LMO8A9EApdEKaG1QO3MaTW3vjDo3a5I8GsacPf4mtGHEFEUIpGLiIhoFLhMhh1ILRRvqc8itsAx26D6tXTCti4ikZmk7b9zSy2Byz/sKbTLPiZHu4NQ1GdHM5sUFupvAsea2VOhzY2oEP+YhOtXQqbS86EoTaKiXxCjuAHVPnW2HIqZSWg/ZHA1InLzJpz+dYVp0/fa7tc/bwfapdX0bYlqr+YokQtjr4Lq/15Apsx/1KOvPdB7fAyyEdgBLbpfRDWnhxeanhr6q0I1fe+a2RkJ5+dBRuJ3ZYtEhZq6y4FtkHBRTjIZUk8HoGfDRYjwn4eijo8gwvQHiqD9iTYWrkPRyI0tzXw8RCDeQfdoYkpXIIEp8/hrkEffnujzOM7SrC+yXL8yen+3bKDUxmqgC4qCfw+caWZPl3ucIuc0H6px7IWe49c1FIGNaLpIqwNMPZfmRd/Z36b9Mv2Gly97/0SgFSJ348fXjN650SbbRBGJXERExBxHSPcaina/Tyh2oV7gGAsyy1Q79W9VYAp1TbVzLtSaM0LKy7OovmZkjnYHoFq2nVKCBy6D9luRzHutu+8A3IzMv39Ou7YFEmM4E6XOXpFt0Rc+t3vQQn3/Umtx2g8ZfHVVbe3RtVVV6VG5mcA73X+YOoC6aXhbItn7LUsZr74IghUjkEVF13QyUkJfByH1yG3QIukUJCn/KLATkt0fW0R/S6KU4r3N7MWE88sDLyGfvKzpmyGSMwylIPa3PGb2YYNhMCL0/ZEoyZXAJ8BR6N7bHtWHXYQWi9enBE/S+vkHIhsb5LjvatHz4QQU6RuF7tUuiHwmkt9wbz+NIoNX5Ho9xSIsgndFJLYGRSgfraQNJndfE5Ho+dD7VLRKakTzR6jXvR9txFyMaqprO1Z3G4A2bX4GdhxfM7qi6uKbAiKRi4iImGNw97+hdK9t0UK6LDUWYaGZmRq5NFqQZZpq1xHTmFsR3rdngWvM7Moc7fZFC+iO6VE0d78B+MjMLgz1TG+iBfr9aW3WREIlfyIBm1w+Y0sj/6+XUGSq5DrJHhect9ykNq2mfNWyRU01VM+sqvod+BrYsfsPU3sALW12/7VGJXJhDlWo5uxERIqeqkdfx6AI1jYmr7RlEEnpicjdmWZ2eRH9dUOEYoMkcu3uOyFbiE0st13FAiiC1hVFye4tYOydUUTvC0TyByNPwOfNrJPLSmICiry9ZmZnZ1xfhe7zG83spixj/I7SOrcC3jaza8Px7ZFgzAS06fRTxnUnAP+gQIuNQhE2Rc4DFkZpt2MricClw2dXGr4T1ez9nPuqiLkJIW16gaRN047V3VoBM8bXjK7I+7vSEYlcREREgyP80B+IFmC3AwNy1crk6WdF6pK2lPJc+r/JjSmYUukI6WtPAf+0oNyYpV1XlG7WKV1QISzI/wOsaWZfulQgVzGzbuF8K6Smdxyz6r+yLnTdfQ20W3s9MKi+i1Z3PwtY/t02rV6ogv4vz9fmaOC5YD3wADAynURUApFLm8tOKNp0EYpelvReuPsARJi2M7Mfw7FFUYpeb1RT1qdQERl3vwP4ysxOyHL+dGCvMF5Oo2N33xqlWr2DSHtOv7NwP/VGUakJwN4oSnW8yci7PUpv/MbM1k64fjPkT7iamf2acP4rFIVbgDQiF84tgKIIu6PNiMfC8dWQ4f3muTYoioHLZuM8FJk9B7ijqaQsho26i4CdkT/fvZVKPiMimgsikYuIiGhQBIW5oSgtqmcRi8aWSK0u01T7F+qStv/EBUPhCPWJjzFLrCDxvQspadchsZHXM871QEqSe7n7esgEed0Q/dkApQl+hdKt/pNnPlujRfbJZnZzPV9eqsbuE6ATUlubjaC5+xfI3+7jtGMVQ+Tgr+/NGGAS+t7UIR8F9FHFLJXBTumRtCAy9ARKN/03SsV8Itf3KNS6vQkcmFSjFcYbA3xpZn0KmN88iOT3RKR/ZL7vcZjDOUAf9CyYjqJ0xwGbojTHvmY2NOHau1BU/ryEc2+gtOuvQptrE9p0ROTzkTDfccBtVqJ5eEbf6yECtx4y4h5pJXgMVgKC6M516Dt4TPr3LCIioryIRC4iIqJBEIhYP+AM5Pk0ONvCJBTOZ5pqr4kECDLr2cpeTzc3IQi+3A/8FwmOJEbJXN5tNwC7JtW9uPu/UA3Rw0gU4noURUpJ6hckYBMiftdRgqJijj4PRqqDHVOk0sw2COfaAe8Bi9rs6oYVReQAQrrqULSB0cWKUO5M66MapQYujmrcpqWdWxV4HEW4NgF+RZ/pP3PcF51Rmu26SVF1l+T/K8hrbFSBc1wfEf9vEfHPufAP4iRvobq9zRChm4yij+8isZJzzWxYxnXtw9zWsgzvvhClXQal9b5pZtdlGXshlFnQBfgUGZaXnFLp7quj+r1tEZkeZvUQu6kUhM2U/uHfpUgRtlnYtEREVBIikYuIiCg7wu7ycLTAOsrMPkg7tyh1UyNXQIvrdNL2ZinplxHZEYQZ7kSy/PtmSz31WUbSu5nZqwnn10IRuL8jdcS9EWG/kVmpcnlNrl3WBacgefiyFLmHqNCrKH33oZCyOdbMVg/ndwVOMrMdM66rOCIHf72ePoggH2Zmj5TQR0sU8fwd2UvMTDvXHkXmUiIipyOZ8YtQtCnJGmIE8KeZ9c4y3tqIHHbMjOTmmWN/tAFwLnB1DmGSA5AiZxdE3kaimrmfUVTtZiSsc34CmRsMtDWzoxOO7482ObISudB2TbR58SuKQJ5abMQ0RFwNCbQMBq4qJepa6Qj319XIsP5oM3u2kacUEdGsEIlcRERE2RAiCKmIzKlotz+TtC1MXVPt9+JubcMiEILhiHztka2GKRCdUUj2/6UsbS5DpOB64DUkUNIR6Gdm9xQwl2pm1RztamafFP2Csve9NYrurG5mNWHB/JSZrRDOnwksbGYnZ1y3FXBJpRG5FMLrugtFLy8oNgoU0hgfQamafTKikcsjMnc9cAmyLDgNpTYPBoanb6qEqNRbpNWLJYy3P/IB3MTyqFNmXLcquk9boYjxuwltrkWejpeFv+dDxHEjJGM+Dgm7PAmcZ2bXp127KPLZ2y69b3c/DNWC3kzuiFxLpLY7An0eVyCBlMMLISkuQZ+zgP3CeJel6hebK8Kzpyt6rx4FTjGz7xp3VhERzQPVjT2BiIiIpg93b+Hu3dFu+N4ounYJSmPqDbQBbgN2BBYxs23N7DgzG2lmb0QS17AIC6lLUbrqP3KQuJ0RidsrB4lrg/y9RiCT6WoUDVmnQBKXuhc2B7YqJ4kLOB64Mo3o/M7sfnIbIvKZhIrd2TSz51D6427AGJdNQzHX/4GESDZBEa/0c58C2wFHIJPpJ82sE1Jj3AqY4u4W6tMwKTceAQwPojlJ492Jolu3BuJe6DwnI0uBm4Fn3P3skKaXjm2BZ9Ku+Q3dT1cAM1CU6zpgF+Asd++V1vZ7lD56UUafr5DsO5iJk4GfUArkD2bWHamM3unulwVSWQfu/jd3vxQR4F/RRsOA5k7iAMysNjwb1kT+ju+4+2HhuRQREVEPxIhcREREUQgL8bWZFWHbJPwXVF/yCCHSlk+JLmLOICg47ouiEImeeUEp8XZE9J7P0de+KNWvBtga2MfS7AbyzGNhZC79PaqJK6sVRIi+vQqskIoghejRZ2a2YPj7EyT8MTnj2q2Ai81sq3LOqdwIpOYKoAP6rN4r8vrFEQkabmaDM861Q5G5sUhCPmWWvhoiMF1QGuNlZvZ5iIzNZ2aHZRmrVejvScuhjJpjrn9HNYLLoujcK4FMfoxqHOukBrv7acje4Be0yXAySrM8NxWZC8+w90KfE8LfW6MMgskoRfMKYFx65Mjd10FRvo0sQ8AnzOsqFBU8zMxeCMcXRkSvL0prPt/M/lvse9GcEIR2hiFCe3Sx93BERMQsRCIXERGRFWETfM3HAAAgAElEQVTXf31mT41cBfgQkbVatPt9D1Ic/KWRphqRBe5+LBKd2SZb3Zq7d0CLzK750sPc/d+o3mUeYHfLYQCdcd1ySBjlSeDEbPVP9YG7XwJUmdlJacdaA1PNrHUaCVg4MzWxqRC5FNz9cJSeepSZjSny2uWQr5pbhq9aIHrjw79TMlIwl0Upi4cjsnc1+u6fkI3MB3L4KjlMtfPMNWVdchmK0r2MUjp3ztH+RxSZm4wUO19BtiUDzOyG0G4/VJ+5CbLh2AJomdFdh9T9HUjpS8hz8cYc8+2K3pc7gB/Qd+8BYGADRJ+bLEK9bm9UJzgMEdzo8RkRUSQikYuIiAD+WnBl1rO1Q6lA6fVsbwNLANcikZIjzezFRphyRB64+6FI0nzbbItId98OLca7WQ4DapdH1HCgM4qyvGdmxxU4j3VQHd0QpF5a9h8ed58fiXVsnP5aw8J+BtAa1X4NMLNtE65vUkQOwN03RiImt6EIWsHkOETZJiCp/rEZ5xZF9hTPI5+22ozziyGRm75IJXItYA0z+zbLWFshUZAtzGxKoXPM6GMJJMiyCzDGzHrkaDsO3aP90X23H9p0qkWiPNcg4/VDUIrlt2F+6WmR7yF1y1RUcgAie7vlun9DLWJ/VAc3DTjCCjA9n1sRagavQJHMvmY2rpGnFBHRpBCJXETEXIawsG1PXdLWmmRT7XSFuxYorc7Qj+/Fsb6tMuHue6M6oQ7ZUpfcfRtEBPY3syeztKlCaZlXoGjWt8jrau1CIrDuvgMShTjOzO4o5bUUAnfvC+xgZvsknPsVWBLdu0ub2fEJbZockYO/Imh3IrJ6YDEiEu6+IRIGOcDMnsg4t1A49wYSR6kjruLyI+yJDMZ/Q5GzCUlEJ0SGewBbWpqfXbFw98lIMGksihj+lNDmfPR+3IFSvR8B9kQpk6shsZPVUIR4XWB1tElxAKr3nI6sGh4O/a2PIpQbmNnnWebVCkUqz0bPzrORWMyVyMbj3Gy1qRF/iSxdwyxvy7k6/TQiolBEIhcR0YwRFhdJpto/UZe0fZZnp3lttNiZBvQys0kNO/uIUuHuO6JF7K5mlijsEYjLWLT4fzxLm6VR5HUV4EhgNIpqHF1ImpxLJv5KYL9CUzBLQRDTmISiH88lnP8WLdavBh62BNPxoAp5UVMjcvCXkuIgpAzYxQqU/A/XbosisnVUSt19ARTR+ghF3rPZASyI3v9a4HPkh3ZfOvkLGwK3IgPy7qVEZUPU9Su0ETUQpXX3yUzrdPcu6F7YI9zDD6Nn3CrAyojUg2q0HkMpk8OAb5Ba5pfAMmZWG1JzX0F1gXV88cLm1gHIpPxjJBbzUtr5dqHvFcPrLovNRnNEEIo5E+gFOHBdQ6RgR0Q0J0QiFxHRTBB2x5NMtT+lrql2YgpUln7nQWlCR6Ef2eFJu/MRlQF33wzV5OxjZs9kabM5UhQ8xMweTThfhaILFyKxifORuMaNwDNmtn+eOVSh1LVjUR3dW6W/ovxw+d45krpPigZ9BmyJ0u26mNnbCW22Bi40s60bcq4NiVD3dTVKh7ytiOv2QJs0O5rZOxnn2qJ75StERLJ5D26K7rvTUe3T/Cht8fZU1D709QJaoGf1acsxz52Ac1KfkbtvH+b9KrK++CYcXx540cyWCn8viFInF0YpfCnUopq7VYFVF5p/6uULtP29c7vFfrh4121eGVLdbvJUdx+InqV7ZtQLViFVz3NRTd6Z2VKTQ9uDkZXDNcg+Ynqxr39ugcunbyhSET3KzCY28pQiIioWkchFRDRBhBqVzNTI5VG9Sqapdskms2G3/gZUF3dsTHepbIRatMdRNCIxYhYW3A+iRXkdc+mg/Hg9sFjo541w/HFgU2AVM/s6xxxaAJcj4rermX1Wn9dUCNx9PDDKzG7Ncv4DlB76HLBQFrXDJk/k4K97YCz6jE8ulDC4+0GIuG+TWU/p8occi1ITD8rWp7ufB6yDLEg6IFK3KrO86H5195WRD9teKWXHIl7bQKClmZ2Rdmw+FA1L2QDcHk79D1g39cwKkbWb0bOyFqVWAny81OLfLb3T5hN///tS37SdPqNldZtWM6YCrX+aOt+4Ufd13PanqfOn91OF6vTOQ2mYZwGPFBJhdPdl0PO0Hfr+NegGR1NGeJ8PQ/fknagG9OdGnVRERAUiErmIiApG+DFbjrqkbSHgdeqaapdllzdIZl+EDJuPzRRDiKg8uPtKwNPASSYPr6Q2G6NUuR5m9mDGuWokXmHIA3BwivC4+1LAZ+heyBpJCQv+W4FFkTR+g3tkhZTfx5DlQGK9pru/iVQPjzKzLbK0aRZEDsDdF0Gfw/zAvrmId8Z1xwDHkaBwGiLzdyPbif2S6r2S0hDdfRNkLr41ihZeE/7/GiRMU9DcQl8TUB1j0gbExsjb8DPgaBSpu9rMHkhrU42IQWcUZb5mvVU//E/n7V9aubaWeaoz3O5m1kBtbfVvLVvUbFbdbvLbQRjofHR/nw2MLTY7IS3afRHa8Lg4W5Qz4i+RpYuAnZFH5L0NIZYUEdFUEYlcRESFIEQyVmP2WrYNUE1aZj3bxw2R3hgWGV2QuuD9wGlJYgIRlYWw0/8sqvEalqXNhkj0oZeZ3ZdxbjW08K1CJO/9jPP3Ixn3ZbItooLS4f1oIX3YnBJ2cPcbgE/N7LwcbV5CUaDWZtY3S5tmQ+TgL9JiyLi7mxWoLBvUGbsA22cS8UDUbkfqjl0tQS7e3ddDUeEN06Ox7r46kvvfGxGuVigVvGMhRMbl9fYdugcTn0lhfqcgMvoq8LKZWUK744CT11/9w7N32eqV4a1a1mQ1LK+tpbampurHS0buO3H6jJYroujf7fWt3XJ55A0HFkHRuXfr019zR8gOGYrqEI8xs48beUoRERWBSOQiIhoBYXd7bWBDZhG3tVEdymykLXNnvAHntAzaJV8N6JkkGhFReQg71k8DN5vZRVnarI8UCHunR1eDSEZ/ZJrsyCMr019tReADJIpyd5b+V0Ak8UHg1DlVQxkUGycDq5rZ/3K0exr4E7jLsniANTcil4K774kIw1kWDLHztK9CkaKNkXH6bxnnWwK3AH9D6ZF1FChdBvTbAjtnEn+Xh92JKBXyV+BRMzuygHltiSJsGxbQdk2UCvo3pJL5fkKbfTtv98LI9Vab0rqqiha5+ps2vUXtm5Pb3/TIc5seXc7atvBe90JpmhejSGYU98iCQNT7h3+XovcrqiZHzNWIRC4iooER0hTTTbXXR8ppHzA7aXujMaJfYef+KKQCdy0qxI8y2U0AQcThCeBxMzs9S5t1UephX0vzswrHRyDT4p6ZdVGhTRXwIlLcWzKLkMgGSOTiYjMbUu8XVQTc/UxgxXxEwOUrtgaSlE9UDXRZMQxqbkQO/oq4jkFRyWPyfb/DM+EmYHH0nk3LON8C3TvLA3uY2dSM8y3DWCPMbGiWMRZD0bOTkGrkMblELdz9NKCdJVhHZGm/Iko/n44W/YPTSVjNV6tW19Tye3UVrQvpr6aGiS2XnrxR/pbFI8z1RmAeFM2e3BDjNBe4e3uUpvt3pKAbNx0j5lpEIhcRUSaERe9S1K1nWwJ4kwxT7UogS+6+Biq+r0aL+XfyXBJRIQj1aI8g4+I+WUjW2sj/6rhUNC2kqJ2JlAVPQ4vtbOmSB6M020FmdknC+U6oFqu3zWHT47A7/zGwSz7RiJAaujOwQI46um3QJsY2ZZ9sBcBlJTACLX73ySdCE8jYvcgf7uDMSFEge8OQMu5umZtQ4dnyDLCZ5TABD5HQccBU5Fk3CHg6IZL3ELpXC7rPwvP4f6jO91wUneuRIvI1X626MPA1FEbkfv29Tc1lN+9zEIrqNoShfTXyOTwHReiGzKnIdlNE+Hy7In/LcSgToGAPxYiI5oJI5CIiSkD40V2JuqStBXXr2T6otHSZsJg/DTgG1dEMjYuGpgOXP+AY4BdkIVDn/grpZY8D/S0YcQfFyhHIF6x3LhXSkLb4DpIAX8mCtHva+e4oHaxrY+yIB5XFw81spwLaPgasbGbtc7Rp1kQO/lr8pmrIDjCzp/O0n4dZmwV9E8hVNSL6m6I0yh8yzvdHRtw75Hq+uPsRwKnIc/A4FCUeBDxgZjUhAvgdSqH9Jls/Cf0+iiI3D6JUzotRmunAs4+6DUQec6ZVpjBjRvU3g2484AtEbI83s1cLnUcxCKqeNyFlzcPN7KOGGKe5IGQlnAfsh+6hUVEMJWJuQiRyERF5EHb+12R2wrYeWmxkkrbPK/1HJNSaDAc+RJGczxt5ShFFICyeb0HKpf9IqtkJwhJPoF3qW4NE+0DkZXU8BUQV3P0WJJP+k5ntk3a8CjgD6InsBd4rzysrHGEOLwMD01UJc7T/FzDdzLbL0abZE7kU3L0juocuBK7MdS+EhfKTwDgzOyvhfBVKXdwB1dR9m3auBfAUUhq8Is+crkdqkPshQZTT0SbCRchW5VYzW72Il4m7XwBMM7Nzwt/tELFbB+hx9lG3XRv+Pydqa5lZVcUN5w476BgkiX8eigKdYWZfFjOnAufdAuiHIueGfPfiRlsOBNXSoYic926M51JERGMgErmIiDS4+/yIpKWTttWBT6hrqt2k0jjCgmwQMrE9Drin0klnxOwIi+ZrgLVQSmGSauCqaOF9ppmNCpLpw5Es/HG5REHS+tgZLYq+D/2MC8dbooXw5iidrlF8BcNmxM0oQpN3gevu76Ea1KxG5nMTkYO/BGrGoGhbzyTRkrS2i6M0yeFmNjjhfBWS5e8M7GRplgIuW4yXgK2SREfS2rVByqujzeyS0OeOiNBtAEwKfWedZ0KfXVHNWeeE41dtts57X2y/yRsbtW41sypXPzNmVNeOvL/Tc1/+b7E+ZvZ2eJaeCfRAHnmXm9kfhc6riPmvBoxEUcAeSXWsEbMQCHAfQpYJcH7SMzIiojkhErmIuRZhcZKZGrksSidLJ21vFbN4qES4+15oAT4OOCUzBSqiacDdz0e1Xh0swRzX3VdBJM6Ae1DEZU8Ueb2/wDHaIgP4S1D67YpmNjNE9e5Eggz7JI0/p+DudwPPmtlVBbb/Grgjl1DG3Ebk4K86y2Fo8+ofeWrZlkNEy83spoTzVcAAYH9gx3SS7+59gEOBrS2H1YBLkv9lpJD6ZNrxx1EE+u/AVUhdNe8zLJDVf5nZ0hnHFwCuqK6q2a/7Xo+1Xnrx72qrq5Nr5aZNb1H789S29153d+dnkfn3P4EBZvZVIKmXovfvJOQrV9ZFVSAnKWXZM4Eb4gZcbrgUmC8HNkLPvkcbeUoREQ2GSOQimj3CAmN56pK2ttQ11Z6Ua6HR1OAych6CFhq9zOypxp1RRKlw95ORkfC26elraedXAiagFMrP0QJ9PDIIL9iY290vRaI93wPfmdk5YdPjAeB9FL1pNMlvd18emIgMwH8poP08qJbw/FSKXZZ2cx2Rg7+ej8cgktI9FX3N0nY1dI/1tTQbi4w2p6P7dMeUoEpIB34MeMLMBuWZz04o7XNTM/sszO9LFAWeF9X47YlqPS/PU+dZBXwLrJ1KgXT3DkghcgJw4sILTN16t21eumuFpb9pQ1VtdYvq2iqAmTOrZtRS1fKzrxYfd+uDO+4CVa+hNM/Nwuu7Asnf/+ruO4a/v0X1c2/keo2lINS8jkIp/T3yidVEgLvvhjYwX0GfS9nTYCMiGhuRyEU0K4TUr3RT7ZTc/+/UrWf7pLnubIYFTA/gAqRKeV5MMWm6cPeeqC5tm6SaxiBf/hRaTK6PPLx6mtnjRY6zEfAw8hB7HfkctkSCF6ORF1mjfmfc/WKghZn1L7D9xkjs4kYzOzNHu20R2ZuriFwKgcjeiVJ3L8yWsuoylh+HxFKeyNLmBOBYFDn+JBz7O/AaInhv5pnLaahObju0Cfc4sHzq3gt9nYiifPcg64sPs/T1GNrMegoRsb3QptbDaW3mX67dN1et0f7T7ssv9c0PM2e2qK6FMeOe32Til/9bbABStlwY/Y7MQMb3bYAtEAG+BagCjkSqk/cBZxcjzFIIwu/bqajO9RRgZGN/HysdIZPgLFTT66jesKLExyIi6oNI5CKaLEJa0DrMTtrWBr6gbj3b19n6aW4INVLXA/MBR+ZbNEVUNtx9P+AyYLukxWpIH5uAFru7I8J1pmV4exUwTiuU1nY5MBMtks9Ci9KBlsUPbE4i1LB+AmxiZh8XeE0vtIh7Jhf5C0TuPDPbthxzbYoIKWn3AF+h6Fxi+mx4r+5BHnIvZ2nTF5GNHVP3rbsfjkQ8NssV1Q0bUWNQJO41RAgPSmj3N0QY+6CU4gstwyfQ3Qch0Z7tUJ3fCdnSMt19Bopmgxb8F7ksNsagaGA1InJTgHXRRsdg9Kztb2ZPuPsiKMX0YJTafFW5I9guD8hRwH/Rhk2j1Ko2Jbj7WsB16HM8ynJ4FkZENCVEIhfRJBB+HNNNtTcA2qNUr0xT7bzpVs0RQV3zZOAE5Jt0ddx5bNoIqUE3AR2TCHmITDyL0iDnRSlXz5c41inATqgG7wkkUHFk6LOg+rqGRqi12tHMuhZxzVCkhvitmfXJ0W6uJ3Lwl+jIFcD2qG5uUpZ2eyARnQ5m9m6WNj1RveZOZjYpELT7gX+b2YA881gIbSz8D7jFzIblaLsA0AtF6d5EBOoZlD4/OryWfczsoRx9rIgI2gLAWGArRDpvRNHBlH9dFbJaeCxcl/IzuwgJx5xiZu+6lGMHA6ugGrcHyxk9CxsvZyISeyJwW4zO5Ub4rA5D98cdqNax0Wp9IyLKgUjkIioK4UG7NHXr2f6GzGLTSdu7VgGm2pUAd98MpVB+jqSXP23kKUXUEyHV7V5gTzN7MeH8sihaMR8SgBhYqnJemrLgpijqMBH4FS3k64zdGAh1Vu+hKPOzRVz3MiKm7czs8BztIpFLg8vb7UKUhvjPLG0OCm22yaao6PIbvACRn7dD3e7rwO6Wx4stRFHeBLqZ2ZgC5twGOARFAqeh343ngS0yBU8Sru2HUmsXCOJQJ6Lv1i+EiC7aEPgMWAHV8L2eMXYflAJ9L2Bm9rW774Ki3J+haOA7+V5HMQiprqOQN+RRc1P2SakIkdyLgY4oTXVMJMERTRWRyEU0GsLCbGXqkjaoW8/2YbaajbkZYSf6PGBftPC4M/4gNX2k1SEdmFTnFuq+ngZ+BDrXJ00obJ6MBx5FCnzPoJTlTczsg1L7LTdCdPJcYONC7/EQtfgJ6Is8zg7I0TYSuQy4+yYohfJWFL1IMp4/BtmZbGNmX2XpZ39EZnY1s9fd/QDgbGDDXJsPYbPiXSQisrGZfV/AnNui6NgB6PvxO6qzWyOpvjTtunuB1c1sLXdfA6UUr4kW+qchOfthKMK3HLAYsH6INLYAasys1t0XRSnJh4bXfDkwHegdjt+NSF7Z7GsCiRyA6qKPM7O7ytV3c0b4zg8FPgaOKTRdOyKikhCJXMQcQUj7W4vZCdu6wHfUJW3/jWQkP9x9d+BaVBtyUjkXBhGNh5CSNQHJZo/NOFeNZM4vQFGmPSzBELzI8bqjhfiWqIbkIJS+WHDUa04giFbcYma3FHHNumjhfBryE9s7R9tI5BLg7ksAdwF/oo2FOmTK3QcAXYDtLYtCqsu77VpUx/ka+lw+NrNTcox9ANqk+hj5ee6Ra0PP5Zk4AkXhjkcKjx2RiMt0tBEwwhLsZNz9A+AlMzs4EKOfgAXMbLq7r4wyHtoihc+zga2R4MnRSBnxeDMbkdbfysi3c3OUAnkrsAgS3Ng3zGVofb+/Ga9hUxSdewspi+b1jJzbEdYm/cO/S4HB5fxMIiIaGpHIRZQdIUqUaaq9Gqo/yBQhiX5mRSIsrK5EaXBHFatMGFG5cEnrP4sU70ZlnFsZmWBvgBaAJ5RhvCXQoq8Lihb8DZhpZpvXt+9yIqTYjUeedgWnU7v7YWghfwtKa9s5R9vtgHMjkauLoJZ4EaoV62IZ8vohqns5UjvtlESUQrvOqK5ub+BDlDa5T2Zdp8sioG1o9zYiSk8AT1qChUSIwg1CtWq9M2s63f1ClBa5BCJWQ4Br00mnu/+OyM+I8PdHKII4OfxdzSwl4OuAZZCgScp/bqKZbZQwt61QrVxrJIgyIdzPlyPf0hMth+VDsXDZbQxEKaZ9C0lJjQB3b48UW5cDjjaz5xp5ShERBSESuYh6ISwEM1Mjl0E/vpmm2lH+vh4Ii6XuaEE1Cjgn24IpounB3ZdEJO4aM7sy7XgLFF04A0UVrjWzgWUa83YUtdgM1S0tiUyNR+S8cA7D3a8HPi/2dbv7VUjl8lVUQ7hdjrbb5WsztyNEyIag9L3bM85VI2GexYG9syk1hpqxm4F9ELm6BKUo/prW5kFEwFsBXyMT7guAF9Dm1UNpbbdFUbgXwrySIobdgIPNbC+XH9upQEqs5QrgN5SGuVQqPdTdH0HfxQcz+loGEbm1gRXTTs0EFkkS2wrP7n1RPeFbqIbv/TCHy8L/9zez95Pes1Lg7lsCI9G9f2zM2MiP8Dntg0j2OODU+L5FVDoikYsoCOEBtwJ1Sdt81E2NfN+akal2JSCIUQxDqTlHWobEdkTTRlBlnYBIlKcdXwup5s1A0YQ7zMzKNOauyKZiBlrw3QC8AyxnRVoXNCSCMMEHwGpWpC+Xuz+PIo2/IhXXTXO0jUSuAIR01THIm+/k9DS0ELm7FxGjg5Nq6kK7HZFq4AFoc+onMzs27fxxiPTMA9QAk1HdZid0r26BLBIuQAvvOlG4jPHaI/uJZdOOLY/S6Q5GZGd7M2uddv5K4FMzuyyhvypE/BbMOHW4mY3MMY82KDXzNJRaeg5K4TwWOB0R3IHZ0lOLhctD7XxEIo82swfK0W9zh7svyKza81OBm2O5R0SlIhK5iDoIP8arU9dU+1fqkrZP4wOu4RA+ixPRDu4g4MpIkpsXQlrYeKQaeWIQTGiFFnv90Od+GJJtP7sc3zeXH9sHqMbnJDMb4e6no9TFXvXtv5xw9zOAlc3siCKva4EWycsCf0fy7OvkaB+JXIEIGw+3oY28/dKVEkNq3yNIYbRvtvs1TZW1D4qAHGbBYDyI+TyDLDW+R/XUi6HfnKGI0FUBLwL98omgBOL1HRI8+Trj3OJI6Gc9RK4uNLM3XD5465jZ0Qn9rY3SQqvSj8+E329buO05tVVVByIyexVw55R+/Wszrl8M1dkdjOqyrkS2B+cBeyKCd0M2IlwsQtTyJhTxP75cRLG5I9yHw5ByaW8ze6+RpxQRUQfVjT2BiMaFu8/n7pu5+9HuPswl1f0T+oHdHaW1DAJWNbNlzayzmQ0ws7Fm9kkkcQ0Hd98IeAV5e21qZoMjiWteCDv0Y5iVWlUbPvdXUS3PDqjW5SHKROICbkfR3YMCiUvV/wwvU/9lQSC0fdBCt1isCnwdFq2/o+hORBkQaps7I2Lwisv+JHXuD2AvVMN7bo4+ng3trkH33Y0hEgJK822NUok7IePrGxBxOhyR88+AQwpRsgzfm4lAnRq2NEGQJ5EIy8Pu/nAYf9UsXf4XbbANQaT1s1qYNm6BeWdUKUq4Hooa3oD+zhzzOzM7PrTZBJiEUkmPBnYB9gf+HWoF6w0zeybMaSrwVojGR+SByR5jU/SMftbdz3P3eRt5WhERsyFG5JoRQvRmEPBrloLwRalrqr0i+hHJNNWumNSquQ0hQuNoAX8yUuqLX9RmhvB9vRMtTvcDWiLz5COQMuWDSODhCWQyXJZ7wN0vCv13SouA7IDI0nqVdK+FmqyeZlb0gtblcba3mXVzydi/mJ5al9A+RuRKgMtz7QbgTDO7Ie344iiqdkNSemJau43Rvf4W8OmoRebvCSxx4A9TH28FN5nZZWGMO1CEbiaqmVsVif5cW+A8LwKmmlkdcunuPwKXmtl5YXPlUFSTujQSUHko3/ei/ZDBW1NbO46qqrYZp/4Alp7Sr39WYa8QnRyMngX9EUHuguoH30BR848KeZ35EMjhCOBxlAEQDbELQKiNvBxtBvQxs0cbeUoREUAkck0WHau7zQO0GF8z+lcAl8nqA6iO4FOgA3Xr2RYl2VQ7sSg9Ys7D3Tuh1KF/IZW9KB/dDBEiYMNRZKEzUvu7ES1mj0FS74+jhXD/MqVTVqO6o37AaWZ2Rdq524CX00VWGhshHe4lZAmQtf4px/WDgW/NbFCos3vfzBbL0X57wCORKx7uvhowFngOCWv8GY4vh0iJm9lNOa5fHxj3cauW8z7fts30mSJD1cCDS0+f0afj1D8+QiqWfyKj7wWA7ZGn215m9kIBc+yGItB7ZxxvgyK2m5jZa2nHW6L0yPfCXC4E7sqWFdF+yOC+iHhlRmx+Anae0q//S3nmV402dAah3+ZTgf8AJyBydyMyLK838QqRz0tQ9K+HReXjguHys7waeBn9Rn/ZyFOKmMsRUyubIDpWd9sN1Q380LG62/HhB+oDRNZaA6ugFJG+6EflDpS2sbCZbWNm/czsJjN7PZK4yoC7/83db0biE33M7OBI4ponAkG5FNWhHowWVKOBM8ysG9rBfxQtistF4lojIYX9kMdWuirmIiiN+tb6jlNmbI42nx7K1zALNkTPQSg8tTLubJaAoLa4GapjezpEQDGzz4CdgfPd/R85rn99Qtt5znq+bZsFZ1ZVLYY+q9bAHl+1bPF4rQjN1cjvsBtK9X8apQPfHRRf8+E1ElIr0SYKqOYtfU4zUMpzdxTB7gl84O59sqTXTULCQZlog6x3csLMaszsDvRceAFt5l2Cop3rILGjSe7eI9R/lgwz+9nMjgJ6ASPc/dpQNxuRB2b2MFIsnQK86e596/t5RETUB5HINU0MRgStFdolvAoVnacKo38HOprZLmZ2upndbWYfWA4j1YjGgbtXufvByK7hW2BtK6OnUERF4ixgR+BiFHFaCH3uY8JO+ThUG3lCmUjcgsDDyFqgLdqBT+/3IGsbFREAACAASURBVOARqzyZ7eOBIaUIPoToxgYosgEix/MGEh3RADDJ7u+D0h5fDqmqKZK3BzAsqFUm4j+tW/aYWVXn42ldU1W1ws2LzN/TzI41s2Fm9qiZfRD6fgCpWN4VImi58DHQNoH07Qr8aMkm0JOBVcKY2wMHImI6xd1Pd/eF0tpOQBuq6T6HvwGjpvTrX/CmnJn9YWYXI0IHIoiHAL2REMoRqC5xm0L7zDHWo0hIZh5ESravb59zA8zsNzM7A0WF9wNecPcNG3dWEXMrIpFrmvgc7fzVotShdsBKKGXqSZRnn7UWJKIy4O4rokL5k4DOZnZirE1s3nD3fkiB8i0UFetjZt3N7Ht3XwDdD6+j9LRykLilUWrbZKAFcIGZfZJ2vgpFGipN5OTvSOQnazpeHrQHfk5FtQMZnMEs8+aIBoCZ1ZrZhegev9vdj3P3KjObiEjeHe6ezQJi9SzHq1EEJBvOQUT9wnxzI1nwZEtkTp6EyaQJnpjZC2a2F8pwWQMRugvdvd2Ufv1r0ML+KiTE8gGyFOiTa1455vutyZJhqzDHSSjbZmu0CXSru98VbBRKhpn9aFKE7Qfc5u5DQp12RB6Y2TvoM78OeMTdLw/P8YiIOYZI5JomDkb1CI8hRS/M7GMzG2pmOwJtQ/g/ogLh7i3d/UQUdXkK1Wa80rizimhouPuhSHJ8PuBnJG3+SDg3P4qavUMOyfYix1sTpWfdgVQwF0Aqe+nYKByfUN/xyoy+wChLMFcuEBuiRXs6onLlHIKZPYZSYw8DbnH3+YJy4hHA/eHezMSnWbqbCWQV+ggk/SCgaygzyIWk9Mo10PcjCbMRubQx3zazQ0NfbYF33f267j9MXXxKv/4nT+nX/+9T+vVfdUq//kMCwSsZZvZ+qOs7DNXKvYg2c9dAz4uJ7n5ufVMjTcbn6yA129fdfav69De3IKTE3gSsBSyM7oWuMfofMacQiVwTxPia0V+Prxm97/ia0buMrxn9bub5mEJZuQhF/S+iVKMtzOzCLCk9Ec0IgcQNQ16M+5tZn5RoQdj9fhAtGo8ux/c3+EZNQMRxJIpWHJkg1HAkMKKSnhnh/eiBIhulIhuRi9Lhcwhm9jGKJtUC/3L39oEs9AcedfcVMi4ZiFIR/0JVbS3VtbU/okyTXGN9h9Qlr3X3NXI0nY3IhdqmJVBNahISiVzauJ+EqNnqyKfuZXe/zWWaXlaY2VNICv8qZB9yS/jv+igCPcndDwlpxaWO8b2ZHYJ8S0e7+6VRbr8whAjq4Wij/VzggYR7PCKi7IhELiJiDsDd53X3C1EU9Vpgx1SdR0TzRaiBPBelCN4NrBlEGlLn50Nqs58gmf1ykLhuwD1Ioe8WlMI5wszeyGjXFtgXEb1KwqHAM4EIlIokIvcHkcjNUZjZb+jzHIHqiHY2s9uAi4Dx6fVqU/r1H4NSEaeiiPXvbWprp+z982+13X+YungBY01EBGSsz/Kjy0RmRG7l8N9/ZWmfk8iljf2NmZ2FCNXrwDh3f9Ddt853bTEI0Z9bgdVQFPFFRIz7IRGYYxFp3rye44xFtXPLIj+7zfJcEhEQnu/ro3vqVXc/1eWHGRHRIIhELiKigRF8e94CVkDpdCPKkToXUdkI9WlPo8Vp71AL91va+XmB+1CaVI8ykbjjkddRJzN73N33QAtXT2i+D/AvM/u8vuOWCyGacBylGYCn+qiitNTKmArVAAh1c0MQ0bjJ3U9HJuC3oMjcwqm2U/r1H4IiZDsAa757/MkrLVBTOwq4r5DIUEhxezqMk/R5TgHmd/clwt87AdNyKAR/C1S7e1bbiozxfzazSxChewAY5e7Puvvu5Uy1M7PfzWwQsCYSPZuE6ui2RRuF97j7rSn10BLH+NbM9kdR/fvcfVCwaojIAzObZmYXoAjq9ogMl5XUR0SkEIlcREQDwd0XdfcRKOJxvJntb2ZfN/K0IhoYIQrXA5H3DYEuZnZ9Rpt5kLrfN8DhpSgzZvRX7e6XITnxLc3s9VB0fy1wlJn9nnDZkVSYyAlSBPwd+eeViuWQsEmmv1MhqZVxg6WBEGrkNgH2Au5FGw5PAQ+GyDQAU/r1/31Kv/4Tp/Tr/0nqUiRGckuBaYP90D1wUsIcMgVPdkDCJNnmXEuBUbmM6/4ws2EocnYNcD6qOzugAHXNYsb5xsz6IgK3HfAuijyvjqL8b7j7gPT3t4QxRgProdfymrsnWThEJMDMpgC7oY20u9x9eKGbAhERhSISuYiIMiMs5PdHhehTgbVCbUhEM0dQIn0MSefPQJG2+zPatAHGAD8A3ctA4uZBgiYbA1uZ2X/CqfOBJ8zsiYRrVkdpZaV6tDUUjgeuqGfEekPgtYQ+YmplI8PMvkCE43/IUHkYEjK5x+V1mHRNLaqZXII8ypSh/Z8o2tw/ZENkIj29cj0y/OMSUDSRS5vLDDO7E1lhnIYsBN5396PD97YsMLP3zGxPtDlzGjAeiSdthBQ/33P3/UuNCoYNyK7ABcDD7j4w2+cVMTtCRHo0ip7+Brzj7t2jGEpEuRCJXEREGRFk0x9AXmH/MJmvl6q8F9FEECJi/ZAS6UtIye5sM7sro10bFI34FTg4QXyk2HEXQUINVSid8odwfHOUylYnKhHQA6lCVozQTlAyXA+4s55dJaVVQlStrAiY2Z8mM+rBKA3yPmA6SkNMNFYO5OwfwF7uflQBY/wHKVne5u7LZZx+DdgoLKSXI79ia8lELm0+tWb2iJlti2oGdwc+DvVTC+W5vJhxnkQbOtcBdyGbgtORD90pwLOlRtTCa0iJq2yAvOzWL8vE5wKY2U9m1g8JnfUDJoQNtYiIeiESuYiIMsDdW7j7sWgB+SKwoZm92MjTipgDCD/GzyLitDvQBRiakE7ZGgme/AkcWAYSt1wYdyJSwvwjbZzhyFC8jsl3OJ8SoKgk9AOuC4v2+mAjshO5GJGrEJjZcLSovQKlBLYDrsoWqQj38u7AOe6+SwH9PxH6viejtisVkVsGaEn+NN56E7mMeT1vZp2RddDawEfufoHXNSovtf8aM7sZpUK+gTaW9g7j3YRSWUe4e7sS+/8SGZNfBjzm7mdHMY/CYWavotq5McBzLuuI+FyKKBmRyEVE1BPuvg7wPFrIb21m55nZtEaeVkQDw+UHeBrwHEpt3AO4GvinmV2c0bYVijTVAgfUNxIW5M3/hdQoT8gQSjkFeXLdlXgxdAYmmdnk+syhnAh1I/sBQ8vQXbaIXEytrDCY2csogrQFisptgaTbs7X/EKVN3uLu6xUwxMXAF4jQpfARsCAy9a5CQiG5UFYil4KZvRWk/jcBFkLpj9eE9Oxy9P+bmZ2P/M3mQ2R5AUQevwXedvfTSknxDNG5Uei7thVSJM1l2h6RBjObGQSA1kP1jG+5e6dGnlZEE0UkchERJcLd53H385DH0QhgezPLtyiIaAYIi8iXgA5oIXojShF7BTgzo20rRPRaAfvWl+SHup/HgZPM7LKMc6uhOrPeOerMelB5Iic9EQGulxiQuy8FtAb+k3A6qlZWIMzsG0Sq3kGGyge6+4k52j8PHIN8upbO03ctMtLu4O6HpR2biAjh/wrYVPkQWKVAoZWiYWYfB8GSNYCfUMrireUiRmb2tZkdjdQTO6Ln1kvIsH1zZGDdpZSaraB4uyvagJkQiGHZxFyaO8zsCzPrhrIRhrr7neEZFhFRMCKRi4goAS7D5TfQj+96ZnZ9OeTjIyob7t7G5Qs3HkXfdkY7/neH/x6TTqDCouZWFAnapwwk7kBECvdNqL+rBq4Hzk0TPMm8fjlgM1SnVxEIRPcY6mE5kIYNgYlZSGxUraxQmNl0MzsBbYIsBJzu7ofnaH8XqgN70N3nz9P3zyjd+RJ33yAcfg3VeuXdeAs1zj+iVMwGQyBcZwArIcXb8e7+gLtvWab+3zWz3YGjkaXASGAQ2kRx4MkCo5yZ/daGNNmNEVF83nObskdkwMweRpHSKcCb7t43W71oREQmIpGLiCgC7r6wu18P3A6cZmZdzey/jT2viIaHyxR3IrAOsL7Js6oaGBWaHJZO5gOJuxktTLvWp/YrKKGeihZeHczsqYRmPVDE6eocXR0O3GlpfnYVgK7AB2b2ehn6ypZWCTG1suIRxDQ6INJ9lbt3zdH8QvRZ35lv0Wtm76DNgnvdfVFE5JYguxF4JhokvTIJQRTjIuRF9xBwq7s/4+67lkPp0MweRzWCw9GGTk8kJHM3qnkb5u55DdgT+v0UEbmRSFSlfyQjhSOkwp6BIqf7o3TVDRt3VhFNAZHIRUQUgLCQ7orSf2YiS4GxjTytiDkAd5/P3Qcj37eBSI30v2FRdTWwNIqQTU+7pgVa0PwttP+jHuO3AK5CKnxbhkVpZpulkDT4kdnsDEI/PVAaaCXheGavYaoPchG5qFrZBGBmb6Bo2ZvAHdnIXIi69gbaAFfkIzkhivdP4DZUJ9eS/IqVKcwxIpeCyfR7aBj3OkRc/x1sBOqVvhhqtEYiQZR3UKpleyTC8RtKt+xfrMVAEFq5LvTTGXja3Vepz1znNoTn+3YoXfURd7/c5QkaEZGISOQiIvLA3ZcBxgLnAfuZWW8z+6mRpxUxB+Du26MFZTtgHTO7Ky1t73yUTrSnpRluB8I0AlgK2NuSzbgLHX9eYDRK4d3G5MOVhKuA683srRzd7Qh8Z2bZiM4cR7BJWBwol8/ihijakoSoWtlEYGbfA9sggaC7U/VtCe2mo1q3HYDjCuj6VCT8cWz4OzEFOQFznMilYPKiuwOR2zOAvsAkdz+qFKGSjL5/NbNzUVrfQsjb72MUFe2ABFE6FxsJNBlhd0BRvhfcvV9D1Rg2RwRCPAIJ1SxMPeoYI5o/4hcrIiILXN5gvYHXUT3c+mb2XCNPK2IOwN0XdPehqL7tBDM7yMy+TTt/CpL03jXU4KSOVwM3AMsDneuTwhiUHB9HBGTXbJsH7r4XsC451P4CjqTyRE6OB67KFkUsBu7+N7TomZKlyR/EiFyTQYgaHYrSiW9097OytPsJ2RKcHL4LufqcjtRR9wZqgBUKnE6jEbkUQi3aw2a2DRJw6QxMcfdT3H3Bevb9pZn1AnZC4iX3omdFP6T8+ai7r1VknzVBmXFL9J5PcPf29Znn3AYz+9bMDgcORhvJD7j7Co06qYiKQyRyEREJcJkTP4OMVLc3ob7+VhFNAO6+G/A20AJY28weyDjfC6V0dcwgd9XAMGBlYPd6krgVkaXFc8Ah2URSwgLuaqBXrvTNQHI6odrOikAQXulE+fzsNgT+nUN0KF9ELu52VyDM7CwUSTN3v81n94RLtfkUkbPh7r5xnv6+Aj5An3fHAqfR6EQuHWb2nJntAeyCJOynuPv57r5EPft9y8x2RfWEjiKAh6OI+QR3vypsMBXT52RgW+B+4CV37x2jc8XBzJ5GEdl/Aa+6jOSjd18EEIlcRMRsCKqEhkjc7cgXrk5NUkTzg7sv5u43I2J0uJn1NLMfM9rsDxgicV+kHa8GrkUpkLuZ2a/1mMeGiMBdbWan5lFDHQQ8mkX8JB2HAPdnvp5GRl/g5vSIZj2Rqz4Oomplk4WZXQqcDuyFVBHrKEia2Sso6nyfuy+fp8tlUZ3cke4+XwFTmAIsV2zNWEPDzN40s4NQTdoiKOXy6vpGbczsMWADJOR0L1K67YTWjO+5+7HFEIkQXR2M0mUPQ6Iq+T6jiDSY2TQzuwB9FjugesmtGnlaERWASOQiIgKCzPO/kaLX+mZ2bZ5FdEQzgbvvgyS/v0e1cE8ktNkNSeTvYjImTh2vQjVq66IUyKn1mMfOwDjgWDPLpT5J+BH/B3BynnZVaIFbMSIn7t4WzemqMnabj8jF1MomjEDmLkHiQq+6+zYJbe4LbR5y94WS+gnEbTGUAt0SGFaAUMo04HOgLGbd5YaZTTGzPsCawC/Aa+5+S7HpkBl9zjSzG5EgygfAE6HvPcO/N8Lzqpg+JyED8cfRZ3hkrPsqDmb2EUp/HYjqR28oNkoa0bwQiVzEXI9QD3UNcA+KtuxlMjqNaOZw93bufi+qL9vHzI5Piqa5fANHonvjrbTjVYjcbYQI3i/1mMthaAf8H2Y2Jk/bNmghepyZ/ZCn682RGfkzpc6tAXAI8FxYlJQL5YjIRVQ2BiIBje+Ae4KIRiYRuBJ4KpxPihqtA8wAHkEKxBsAfQoYu6LSK5NgZl+Z2elIgfJd4Al3v8/dt6hHn1PN7Bz0vi2OlD//iTz/rnb3B919tSL6m2FmF6KoUm+kzLhsqfObGxHqJe9GxP0P4B13PzSS4rkTkchFzNUIxfHvAK2RpcBoSzYTjmhGCHYShyIRm0nABmaW6Cnl7hshkn+Amb2Y3gdwGbAFInElpQiGuZyNNhG2N7PnC7jsNODDMK98OBK4sVLu65CGehzlsxzA3RdGyqLv52gWiVwTR7iHT0TKpO8iO41R6emRoc3xwJ/AdQmL201RJG4SIv6DUf1dPuPtiidyKZi86AahCOKjwO3u/pS771LqYt/M/mtmPVCK5V4orftURJqfd/fLwvew0P7eRptMzwMT3b17JCLFIXzOxwJ7oGfqk+6+Okg92d17ePTya/aIRC5iroS7L+Xuo1EaziGhHipfZCOiGcDd/w48DJyACNiZ2YRCwo/ig8BR6emWYcFxCSri71Rq7ZnLD2oYSpHcIqQe5btmDSSf3jcfOXP5D3Vhlml5JaAjWmQ/XcY+1wfezKN+GVMrmwFCunsP4GdE3FsiIrFiWpsZyFR5Q0Q20rED8GVQsHwN2YQcAdzl7kvmGLrJELkUTF501wKroAj+JYg07VfqAt/M3gR2RmR5IFIM3R+YH9XoHV1o32Y2PdgfdEIE/T6XJ2ZEETCzV9EGxVjgOXc/F/1GDKewaHNEE0YkchFzFVyWAj1RJGYysF4BQhERzQA+y07iNSQmsqmZ/TtH+xWAx4BTLc38PZC4QciXrWOpGwChTuyfwN+B7YKaXt7XgBZk55jZZwUMsx/wVCF9z0EcD1xR5ghhLv+4FGJErpkgELX9UKrfjyjt+UV375TWZiqKVPRx9/3SLl8fqdKC7pmNzOxB4CZE5rKZbTc5IpdCSGe8DSlcno1sBSa5e88kFdAC+qs1s3HovbwduBl9t7ojUvdvd+9QRH+vA5sgq5/X3f3AGJ0rDqGmcQj6jNdD2SIAgyI5bt6IRC5irkHI458A9AR2CpGYks2aI5oO3H0V4EngUESazg878tnatwPGA5ea2c1px6uQn8+u6B76vsT5LIHuxf8hv7lCa+t6oef2dQW2ryjvuBBN3AAZPZcT+erjINoPNCuEKPpeKBKxOLAvMNLdT0uRADP7L/Jbu8rdtwokbTlm1Yu+hupbQXL7fwAXZhmyyRK5FEzebg+a2VYoCrk3si44KUTvi+1vhpndgARRPkak7l/Ie+5Gdx/r7isV2Nc0MxuAInxnAvd6Pe0U5kYENeUaVP8JeuaNbLQJRTQ4IpGLaPZw99bufibKxR+DUtjebORpRcwBhDqBk4AXUPRrazN7N881i6C6klvCDmc6zkGKbTuZ2XclzmlldC+OA47IRSgzrlsGibL0zJNCmGq/DpJZf7SUeTYQ+gFDs6Wy1gMbkZ/IFZJaWRF1hBGFIdSl7gp0RffApihN+Z4UMTGzN9AGzj3I8Ho68HLo4kNgEXdfLHynDgS6uvu+CcN9HtrO34AvaY7BzJ41s92B3dB797G7n+vui5fQ1y+BhK2LUlUvRRGh15B33IVeoGl5SBPcCKXNvunu3Yqdz9yMIPCzPtqYmoYIXae++5xwQsfqbs92rO72XMfqbms26iQjyopI5CKaNdx9M/RjshVKobmykEVwRNOHu6+NCNxuwGZmdkW+zz6kOz6EpLbPzTg3ANgH2NHM/lfinDYFngUuMbMBRaYXXg1cZ4X7GvYARoY0tEaHuy+K0q6Glrnf+YHlkfhFLsTUymaI8F3shDYJOqK61e8QgVgttBmHNmFuQjV1b4bjNcyynCFE2LsC17j7mhnj1CDit0qDv6g5CDN7w8wOQP5kiwPvu/sQL8Hnzcy+MLPDkVH5XsBBqPatHUrlPMILMAM3sz+C+ubewLnufqe7/63Y+cyNCHWHKyCl4naIXO87eeznR6F10Jaoli6imSASuYhmCXdfwN2vRFGYC4DdzezTRp5WxBxAiMAOQKmLwxHxyitzH2pFxiI1u/7pJCtEdA8AOpjZNyXOaw9EEnuZ2fVFXtsFmY1fUGD7NmgRNaLYeTYgeiJT8nLX660HvFNAZDMSuWaKUC+6M3A+sJuZ9QIuB5519z1Dm2HAN2jdk64wm55eiZlNBE4BxiREkZp8emU2mNlHZnY0sBb6rkx091GZhLbAvl5HpLo/UthdDvld9gBe8QQPwCz9vIhSsb9A0bm9i53L3IpQx/iDmU0ys9HUMj+K0lUBiR6LEU0TkchFNDu4++6omH1BYG0zu6NSpNcjGhbuvjHwCkqx2sDMri/ksw+1M7ejBV6vDBJ3GvI962BmX5c4r15IpGR3M3ugyGsXBoaglMpCUxL3Bt4wsynFzbRhENJ9jkEeX+VGIfVxEFUrmzXM7H0kbjLU3XcMtVudUXRtYJqS4s/AiDQxjdmIXOjrJiSrf1OG6EazJXIpmNmXZnYqsBJKb3zS3f8ZsluK6afWzB5GEaHRKN3yA7S5dJu731VI1C8ob/ZHNZCXuvutIbofURyOAn5DJL1XI88looyIRC6i2cDdl3T3O9Cit4eZHV5qHVNE04K7z+vuF6GI1yVIQKQgU/c0Jcj5gYPSUxHd/WQkCtDBzL4sYV5VQQr6FGAbM3s53zUJuBB4yMyeLeKaihI5QRYIU0K0o9wolMjFiFwzR7i/ugF3uPumZvYSsDGwHfAASou8E5GUc8JldYhcwHHMiiSl0OyJXApm9qOZXYDMxccjRc8J7t6pGEXJIIgyFAmifIEsC25DaaoTQ11e2wL6eQ5F379D0bndi39Vcy/G14x+CP3GtR1fM/r+xp5PRPkQiVxEk0dYLB8OvAV8BqxjZo838rQi5hDcfWskW70isK6Z3VpoBDYsSAajxVkXM/sz7dwJaBezQ1C/K3ZerVBNzs7Almb2YQl9bIOiDJleWLmuWREVu/+z2PEaEMdTRgPwDBRK5KYBrXJ4XEXVymYAM3sGbb7c7+5rhij6TsCXKCL7Karf+j975x0mWVV97ZchKRlEEARBBJRMEyVIniFnhiSZIacBFFDCYoGSkTDEGUAyDEMe8gASlKwgOUdB/cg5D98f+xS/suncVXVvVZ/3eXzU6nvv2TVdfevus/dea0vbWxNVoh/Y/kG763xOzMvtXSWlP2ASuQqSPpF0KpEEn02ImDxke2gXf0sdXecDSQcS96YfA9sS6pY/I+bytuxufk7Sx5L2ArYglEjPsZ3bBHvIuPFjvhk3fkzuTmoxciKXaWqStPE4om1rVUn7Sfqk4LAyDcD2FLZHAKOBAyRt3IfWx4MJg+A1JX1cde29iM/Uij2t7LWLbUrCSPwH6Rq9nquz/T2iUrinemc4vh1wUR2UIfuE7V8SQ/c13wVO/0ZzEZs4XZKS+8+Arnyz8kNOC6DwhdsXuNn27Gl+8joimd+f9DdPJBLLE4Ini3RwndeIpOEi27OSErneVKRahSSicSHRKnkosDfwlO1h7oUXnaTXJG1FbFCtlq53PGFgfU+6X3R3jTvSeZ8Dj9letZdvJ5NpGXIil2lKbE9kez/gfuBGQpWwU3PnTGthezDx8D4FMQfZaxWulKxtQWwAvFf1+m5EBWkl9cx0u/11fwTcCbwMrF+dIPaS3wNPSbqyF2tPROx0n93HNevBXsDJdVKLXQB4thdJa26vHCAoDLCPBsbZnpGYm52QULg8gmg/3pxotXyJjtsrkXQbUU2+HPiQSPZ/0NGxAwGFF91YQgFxB6Jq+YLtfd0LL7rUBrsS8Dui8+F9ov31CtsXJLuVrs7/SNIuhIDKSNsje7N+JtMq5EQu03TYXpQQtFgFWELS8WWRWM/UF9vT2j6HmP/aOc1BvtuH62xN7NgPrq7i2d6ZmIlZsS8qp0nu/B7Cr3Dnvn4ubc8H7EJUBXvDqsDrkrqtUDUC27MQMdVLPbMn/nHV5ERuACHpFOACwktxeeA1hU/ZYoQ644GEzcgahCx7ZxxDzHedxABsr+yIJGZyp6TVCVGZxQlz8cN6ahWQrjGW2JC5iqjK3Qa8Q8zBHWJ7sm6uMY6ozg0iqnMrdXV8JtNq5EQu0zTYntz28cANhLT0qmVR5cvUH9vrElW4T4kqXJ+Mrm2vTwiIDKlO1pKy5O+JStzLfbjuMkQl7jBJf+irUmqV+Mohkl7v5enbUy6Rk90IY/X363T9ns7HVcjKlQOPwwkFysWBf8K3fnFrEj6TvyX+bofY7jDJT3/L2xAtmV+TE7n/QdLDkjYFlgJmBJ61fZLtn/Tw/C8lncb/CaJsAVxIzNM9ZXuTrtpZJb0vaRix+XWe7VPcIsbtmUx35EQu0xTYHkI8xM9IPMSfny0FBga2f2j7UkKNcnNJu0n6sI/XWgU4k5iJe7rq9e2IebmV+rI5kJLDq4CtJZ3bl9iq2AUYn+LsTQw/Ih40L+3n+jUh7aQPA0bUcZneJnK5IjfASN8TRxDPOz+3PUl6/eskvjEcWIEwCr+0M8ENSR8A6xPJRY980AYakp6XtBMwPzG/9rDtc23P08Pz31cYgS9CtK8uSZqBBu5K3ThdnX8jUZ2bEvin7eX6/m4ymeYgJ3KZUmN7etsXACOBXSVtIenNouPK1J+kRro5kcC/CiyUFOn6er1fApcAG1bL4Kc2y8MI4/C+KEvuDpwCrNbXKmHVtWYFTHjGje/l6VsBV/Y1ya0DWwD39OXftCekB/J5SVWWHtJVIjfgBCwGEAsT823vEhWbb9UW03ztcoQQyrLEhlGHSHqSLipfLgAAIABJREFU+C7atL3KZeb/kPSGpP2AOQmbgTtsX2l7iR6e/4qkLQh10SWJJPsh4LqkVPmjLs59V9LWhBjLpbZP7K49M5NpZnIilykl6SF+C8LY+02iCndTwWFlGkQadL+WGIRfO6mRftqP6y0IXANsVe3HZntLYrd+FUnP9vKagxzedbsDy6qfHmmpdehUYISkp/pw7jBKInKS4qmn5QBEEvdyL8VkumutzFX+1qSN+L1vQiiojqhu1Ut/b38mvmt2TUJanXEeYax8UW/k9wciKan6A2EN8xdgjO3bbA/uifJnmmdcATiImGN8Iv3ocdsHJNXazs69lpi9mwF4xHZXM5CZTNOSE7lM6Ug+WDcCvyEe4veR9FHBYWUaQErghxFy4A8Bi0p6sJ/XnJP4PO2ZWm8qr29OqNqtUt1m2cNrTkqIKCwLLCPppf7EmNiI2ME+qg/n/gr4ipj5KQODgS+J2aR60du2SsitlQOVZYBPk5XIuoSC5WHtjrkXeBQ4DTjS9r6dXOt5YHLic6T6hNtaJC+6EcT97Txig+dB2xt1lwwnQZRriHbNa4jZxtsI8ZonbG/QWVIo6W1JmxMbglfYPqar5C+TaUZyIpcpDclSYB9CkfIOYPH+PsRnmoeUwI8jpKhXlmRJX/TzmrOkax4qaXTV65sQ3kWD+1D9mppIDL9PJIFv9yfGdM1pCUW8HVRlSt4LtgfOKtHc6HDgpDrHswjw916ekxO5gckiRHdHZdZtdWCj9H1T4e/ExtG+wH7AsbaPbJ8kpE3Fd4jWve1sr9WIN9AKJFGT84lK2eHEZu2TtrevzC52c+4IQhDlFUK85m4iIb/d9kJdnHsFMTv3U+AfPW3xzGSagZzIZUqB7YWB+wiT0KUkHaUwcc20OLYnTJ5uDxIy4UvVQj4/SWDfApwmaVTV60OJHeEhkp7o7PxOrvlj4uHhCWBof9o923EMcLWkv/X2RNvTEFWGC2oUS7+w/QvCFuDiOi/VW+sByKqVA46kXjgD8f0CQJqzHgLsaXvb9PKzwAy2p5V0PLEZsS9wWQdqls8C0wEbA+ekqn+mhyQvumsIlcudiH/HF23v053apKT30vzdYsCkwDTAa8Atts+0/cNOznszrWNgrO0/uhdG5plMWcmJXKZQbH/f9lGkB26iEvNcwWFlGkR66L+LMJVdWtKxtfAEtD0VcBNwlaRjq17fgFBRXK23yaLD2+0eQhZ7T9XI4Nr2CsBqRPtPX9gMuKVEIkB7Ameq5ybdvcZhfL4g8EgvT80VuYHHQsBHRLv2t0h6jfA4/KPt9dPf88NE9Q5JJwN/AFYG7rU9e9XpzwJzS7qHSAyuyIIavSe1Td4haVVgHeCXwEsOuhSTkfSypM2I7445gP8HTE9U+PbpqMKX1htNfCbmBx6yvUiN31Ym01ByIpcpDNsrE4qEswMLSDqnRK1hmTpie2LbvyOqWxcBK/RWbKSLa38fGAvcTwzJV15fFzgdWF1Sb5QOsb08cDvwO0nH1OpzmmIdCezeD6+1YZTEO872dERieXqdl/o58EYf/s0+IydyA4024lnn0fY/kPQM0QVyZvo++jtR6a1wOHAloZp4n+3B6fXn+D8vudPStc/siYBHpmMk/UPSxoQx+8zAc7ZPSEq+XZ13PzEjLGJz50lgPcIcfK2OfieS/pOOORq4yfah3bV2ZjJlJSdymYZjezrb5xAqYcMlbSrpv0XHlWkMqY32fkKNbDFJp/VBar+za08MjAH+BexRSbhsr00kTGtIeriLS3R0zU3SNTeTVOt2wYOAR1ObUa9Ju8nTA7fWNKq+MwwYK+nfdV6nL0InEBW5zlor80N4a7IYMBnwTEc/TGqzQwlrknfT8ZWffUP4Ov6bqMafb3t/UkWu6pidiCRi17q9iwGCpOck7UDM0X1N+MGdk7o3OjvnG0lXAvMRifcvgBeAPxGJ2rydnFMxHV8cuD+pG2cyTUVO5DINIykSbkrMF30EzCfpuoLDyjQI25Pa/gPRRnsy0d74Sg2vPyGhiDYe2KaSHNpeg5DlX0tSr8QxkhjCcYSoye21ijVde0FgR2CPflxme+CcWiXC/SEl0bsToi31pj+JXFcVudwR0HosCbzY1cy1pDuB7Yi/xV+2+9mXhKLsz4EziFa+XdP/rxzzCbABoCxzXxskvS7pN4TS5UuEIfgVthfv4pwvJJ1E/G6eJOYYvwLutD0idQy0P+cNoip7MnCb7QNT63Ym0xTkRC7TEGz/hGh3OwhYX9KeKo9xcabOOMy4Hya8vxaSdG4t22hT+8wpwEzAJpWHNturAucC6/RGAdXhEXcCkSgtI+k7bVn9jHdCYBRwYF+rV6ktc1Oisl0G1id83XqrJNkX+prI5dbKAUTaXJiDEFLqkrSpuDcwS/vKTGrhXYPYeDkGeAP4aZqbrRzzApEMXuYuDKszvUPSO5IOJxQn7yTmEW+1vUoXtgPvpiRwCWLT+AtgHuBp23ukz0X18d9I+jPRVrs8MRP5nSpeJlNGciKXqStJkXBP4qHrPmARSfd1c1qmRbA9eUqIriJmGDasU9vdEURL1DoVJck0z3IBsF5vPnPJZ2g0MVuzrKRX6xDvbkRS0Z/Ztg2BB+oUX1+otwE4EEk28bupdWtlpvWYF/iYHn5WUqvdi8ANtmds97NXiLmq09N/3iSqROtUHXMdUf0f3T5ZyPQPSR8nAZo5ifv6ycADDh+5Dp9lJb0oaROiojoZ8DawDdGuuWoHx79KCOCMIqp4+zmbvmdKTk7kMnXD9gLA34ib6LKS/qB++oJlmgfbKxIiAD8kxGzG1EPMJs2srEOImHyYXluZkL/fICnL9fRa0xGtn+OBVSW9W4d4ZwMOAXbsZ0tkmUROliCqoX2a9eslPwPeUd/8+7Jq5cCijTCm701F/Tqi/f/mZO3xLamqP4z4nD8BHAmcmlQWK89ThwGfAEf1M/ZMB6T2yfMI1ck/AvsTSpXbdiZYIulewhT+EMKu4CNgpO3rbM/d7thvJI0k5uZWA/5q++ftr5nJlIWcyGVqju3vpVmo24FzCEXCpwsOK9MgbE9t+0zgfEKmfwtJb9VprZ0IoYEhlTWSnP+lRPXvr7241k+AvxJtWJupb8bc3a0xAaFyd2JSzOvrdeYmWoXG1iq2frIXMKJWlgzd0Bf/uArZR25g0QZMRe8Sub8D7wF3EH5j/2MrkISJjiXETb5HPPCvmI6dNv0N/BpY3/bG/X4HmQ5ReNFdTcw07kqo5b5ge7jtyTs4/htJY4gq7aVEhW46oo3yTx0k7S8DqxCqyn+zvXeuzmXKSE7kMjUlybT/k3jIXEjSyDIIMWQag+01gcfT/51f0vV1XGtT4GBgsKTX02vLEQqTQyXd1YtrLURUj0dK2reOn9lNgNmIOZv+sB1wQRkq3A6T9NWJlrJG0Nf5OOi6IpdVK1uPXwIfq3ceixULgn0IkY3LO6j0nETc53Ym2vVWBp4HHrS9gKR3iNbnU6vn6DK1JyVot0saQszpLkN40ckdeNFJ+lzSnwhBlPvTy8sS83M7VSdrKVk8hfgcbQDc4Wz+nikZOZHL9Bnbi9i+IAlDTGN7JLF7dYCkDZMaVGYAYPsHti8k5ha2lrRTHzy+erPemsTD1GpJZADbywJXAJtKuqMX11oFGAfsI6luM16pbfMEYFh/ErA0e7M1jUucumNX4KJ6/r7bUa9EDrJqZcuQWh3np/em8c8AMxKVvO2J1szz2j3gf0O09X2fmJf7StJewKHA7bY3STYnvwWutD1VP99OpgdIekjSUMJXblbCi+5Ptmfp4Nh3JO1NqJq+SrTTDwf+kcYCqo99nrDLuYLwE9y9s7m8TKbR5A9ipk+km9iFhGre6cS8wNeEpcBVRcaWaRzJUmIosTv9JrBgrWX6O1hzOUKpcR1Jj6fXlib8g34t6bZeXGsLYvNhw9R2U0+OAy6vgdjPGsALkp6qQUz9IrWd7Ugk8I1YbwL6l8jl1sqBwxxEEvZQb05KrZH/JIS5viSq6D8CRrRTSXyaUENchJjTqoilDAGOtH0c8R35F+DczhQWM7VH0jOShhHtr98Aj9o+u6NZN0nPS9qI8BJ8H5gCuNj2lbbnqDru67TRtwzROnur7dnr/24yma7JiVymrwwjWsQmAnYAdpW0SwN35TMFY3smYofShKjI3pI+rvOaiwKXEzNs96fXlgSuBraSdEsPrzOB7QOAPwArSrq7XjGn9VYm5i1+X4PLlUbkhHiguU/Scw1abzbgM0n/6eP5Wexk4NBGKFb2xTqk0l6JpM+AdQkp+8OqjnkdmJrYzNzV9ibp+IeJubkFgJuBw4EfA/v16V1k+oykf0naF5iLqLrdbfvy9D3S/ti/AUsR9+jPCVPxv9s+yvaUVcc9Q7Ri3gQ8lNoxc5KeKYycyGV6zOBBQyccPGjoBLanJ3bgK0Pg3xAPl5kBQEqCtiF2rZ8kdq7vbcC68xCKcjtWqm4Oc9ixwLaSburhdSYETiWG45eW9GSdQq6s933gTGKzo1/eiWkebRliDrBQ0sNLQywHquhPNQ5yIjeQaCOqr//sw7nfJnIAkj4g5kCH2t4nvTYeeI6o4KxNVOyWST97m6icPwDcQySAw9OGTqbBSHpbkgkvur8CV9seZ3ul6iQszduNJpK4c4h2y3WJFs3tKu2UqTp3DLAc8exzs+1ZG/y2MhkgJ3KZHjJ40NB9ibakt9959oMzgUmIIe9/AjcQRp2ZFicpO95IqBSuKumgtGNd73VnJ2wB9k9KZZXq3HXA9j0VVUmtgFcAcwO/atAcp4C/J4+p/rINcFm9K589ZBXiQaeurbTt6G8il1srBw6LEUnWs304938SOYAkmDIY2NP2tunlZ4G5Jf0T2Iowq54zHf+1pN8RoinnEiq+F6Z7aKYAFF50JxIWJhcTCsL32V6/euZN0meSjiMEUW4BJiWsCx5Ks9iV454kqnh3ErN12+XqXKbR5EQu0y2DBw2dlPDEmQiY9slLXv0hMKGk6SUtLGntdNPLtChJ0GZX4gHnLmCJ1ELUiLV/RIiRHCPp/PRaG7GBsJOkHknwp0rybcCHwBppl72u2F6YUJjcqwbXGkSIL5RF5GQ4YaPQSIGQRYjPYF/JqpUDh0WBZ9OcW295GpjJ9tTVL0p6jTCMPsL2eqRELv3sJkLs5PpqtURJVwDLE2biLxHJ3qR9iClTIxRedH8G5gOOJtopn7C9TbVCqaS3kojNEsQG0qxENW+0ww8USV9J+iOhXLoHcF3qnMhkGkJO5DI94WuiZxxiePzNBj+8ZQrE9lzEwP4WwHKSjujjw1Ff1p6W2BE9X9KI9NpCRFVw10p1rgfXmYOwF7iDmKWru2x/auEcBfyuHzNd1axAJKG9Em+oB0k0YHFiV7tRa05A/zzkIKtWDgjS/O6k9DHprxY86eBnzwBrAiOJzc25q352BnAtcFV1spYqN0sQglBzEPeFTMGkqumVxO9md+I77nnbe7nKi07Sc5I2ICwlXiFm5B61fXjlOEmPpus8CDxse8tcncs0gpzIZbpl3PgxXxH9/n8nhrd3KTaiTCOwPZHt3wD3EoqQv2qkUqLtKYiq2zhClATbCxBD5nukne6eXGdR4G7gJEm/a+AmxJ5E4nVOja43DDirJJsoewJnSvq0gWvOTHxn/asf18itlQODNuBd+jYfV+E77ZUVJP2DUDncIa1Vzf7A/wPObjd/9T7hc3YasJntI/oRW6aGpNm42yStQiRrywEv2j442cZUjruL2MD6LXFv34YwId/C9iBJX0o6FFiNELe5KnWUZDJ1IydymR4xbvyYu8aNH7PYuPFj1h43fsz/KzqeTH2xPT8xpL860UZ5UtqlbtT6kwJXEWIqv5H0jcNY9xZg755aBdhenf+r3p1Wt4C/u+5PgQOJ1s9+J16pVWsNwiqhUFKVdHPCdqSRLAL8o5//nlnsZGBQSa7qksgBSLoT2A2Yx/a8Va+PJ+bl5iJaLavPGS/pYKL6c0BSRMxVmxIh6UFJGxLtsD8lKnTHVdol0+/wYmBO4BRiY+h44IGkoFxJ9BcjbJn+aXvT/HvO1IucyGUymW+xPYltEa2UI4FVJL3Y4BgmAi4B3iMUKr9JipXjiKTu0h5eZzvCb25dSdfULeDvrjsBkeQcX0NZ/l8D10t6p0bX6w/DgOsaJBRTTX+FTiAqct/PD1UtTxswHX2zHqjQZSIHIOkSwuJgXLWnmKRPgHWALW1v3cF5ZxJV7X0Iz7K8uVAyJD0taTtgIWBC4DHbo2xXZiI/k3Q0kbCPIVpsb7F9ke0fS/pc0oGEoukhwGW2f1jMu8m0MjmRy2QyANhejJi/Wgxok9TwNr4k6DEKmBzYQtLXaR7rVkKxstuKVLJHEFERW64R1gjt2ByYiTAA7zcp6diBEnjHpSR7dxprOVCh34mcpK8Ipc2JahJRpqwsDnwk6a1+XONpYOb2gicd8DhwGZHMzVh5UdJ/iVm6Y2yv2P4kSacQbZbLA3+tiGdkyoWk1yTtTSRqrwN/s32Z7UXSz9+UtDvxmbub6Jx4OrVlfl/SA8S96yVirm7DYt5JplXJiVwmM8Cx/X3bxxBS/kcB60jqzxxSX+OYAPgT8YW5gaTP0+7nbcCBki7owTUmIiqJaxMecX2RHu8zSRnzeGCHGgrCLE54NpbB4mM94FVJ/VGO7Cu1qMhBbq9saVLiNQO1Sfof5bszcO15FngMuIDwE5um6hpPEX6Vl6augvb8Jp3/NnC/7VX6E3OmfiQFy0OJdst7gWtt32x7RdsTSHpG0lrEHOTLhKrvSw6j+M8l7UfM3x1p++JqZdNMpj/kRC6TGcDY/hUxR/ITYEFJFxcopnEIocy4pqSPkx/TbYAkndvdyUkc5RpgFmCFtCPeaI4HLkm7sLVie+DsNHtTNMOBkxq9qO0ZgCmBWrT5dpbI5XbL1mAhQh2yP/NxFbptryQSsbmAw4nNlrHJrxIASbcTwhfXp88xVT/7CtgEmAc4GbjA9m9z6295kfSRpBMIL7rRwBnAvbbXS4IndxCfwb2Ie8qZxPzcopLuARYG/ku0aq5TyJvItBQ5kctkBiC2p7R9CnApsJ+kTSUVJmJjey9iDmxVSe8lu4DbgMMldeubllqa/kJ8Qa4j6aO6BtxxDIOJNqmDa3jNKYCNCUPhQrG9OMlHqYDl2+i/0EmFrpQry6AImukfbcAX9G8+rsJD9CyRmzt9NvcmWugub+dHdh5wIVHF+Z9NhLThtDGxSTI0/e/R6W8/U1LSDNw5wLxEG/1BRHK2FeGzeyEwO3AM8AvgTtsXAlOlVs1NgRNsn5cEpDKZPpETuUxmgGF7CNEKNBkwf0+92OoYzzbE0P8qkv6bRANuB46SNLIH589FKGxeD2zfKI+7djFMTuy87lLjJHIocHcBwiIdsRcwIlURGk1//eOqya2VrU0bMAW1q8gt1s0x1abg44kK+pfAuWnmt4KAF4iq2/88e6U5XhMzc0MIafv7070tU2KSF93lRAv8cGBrQulyD2ACSUcQ1btLibbL523/HrgfWJD4XT+WFJYzmV6TE7lMZoBge1rbfyZmyHaUtJ2kdwuOaQPgSGCIpFfTwP9fgOMkdStvn+Se7wKOlHRogW2hhwL3SbqxxtcdRjlETmYmhBu6rY7WiVrNx0FO5FqdRYFpgGdqcK2eCJ48D/yskpyljaRNCN/DEZU2yXRv2o6Y3zuqg+ucBjwCjCD+7k8mhDXWqsH7yNSZ5EU3TtLKRFV1RWJG7iDgS0nDiE2BBwghrleIpH0Pwq7idNtn9UBcJ5P5H3Iil8kMAGyvT6irfQwsIOmWgkOqtCKeAawh6RnbsxKVuBOTolt3568DjCWqcIUlO0m9bCtiN7aW152HGKy/oZbX7SO7AhcVmPjXMpHLpuAtSvKfnAt4qhaV454Inkj6mBArmbXqtc8I+4FfAodVvf45UZVZz/ZO7a7zDbAzsACwW7IoWBc4w/ah7at4mfIi6X5JGxAz33MSpuHHAu9LWon4bHxE+II+CLxFVOe+JpQts+hNpsfkG0Mm08LYnsH2aOBoYFNJu0v6sARxLQVcTKhTPmx7FqISd6qkbsU0bO9MJIFrSios0UkqmWcR1gi1njHcHjivoFbGb0kzPTsSFYIi1p8W+CFQK0++XJFrXeYnHoofqeE1eyp4Mnf1C5I+AFYDhtreu+r1twmJetterd05nwAbAIfYXia1XC4GrAxcU62ImSk/kp6StA0hcDIJ8LjtkUQ1bm7CUP5nRJXudGLObkfgHNun256ykMAzTUVO5DKZFiR5qf2amIV7GVhI0t3FRhXYXpAQzNhS0l9T297twJmS/tTNuRPY/iMxU/crSQ/WP+IuGQ68A5xXy4smoYStgHNqed0+8mvggUZbOVTRBvxT0tc1ul5WrWxd2ohKRy2ETir0KZGD8BgDBgN7pVngyuvPE1L056f7YfU5LwDbEoInP5L0HyKRexl40Pb8fX8rmSKQ9KqkvYjPyH8I+4JLiA2HHxNiKRsQCd5ixOdtUqI69x0PwkymmpzIZTItRqpujQX2JypW+0v6tOCwgG+FSW4E9pB0k+2ZiCTuz5KO7ebcSQj1xpWBZdIDT2EkZc0DgJ3qMJu3DvCEpFpVofpEmu8ZTjEG4BVq2VYJWbWylWkDJqY2QicV+pzIQRhKA6sS/mHrVb3+N2I+6rq0mVV9zvXEPOpo2xNL+kLSHoTFwV9sb9znd5MpjORFdwgwB1GFuw64EhhHtNGPJWx4HgeuJT4fF9o+OQlqZTLfISdymUyLkKpVOwAPE333i0l6qOCwviUlmLcQvnCXJcuA24ELJR3ZzblTEV960wArpZ3uwkgJzpnAMXVKKEshckIkzRBWEEWxCPEwXStya2Xr0gbMSG0rck8Bs6R7UGd0msgBSHqGEAsaaXulqtdHEy1113VgN2BipvnoquPPJ5LCo20fk1q7M02GpA8lHU8kdJcDo4CriJm5RYFXgcuIxH0jYFrgEdvLFhNxpszkRC6TaQFSdehWYAdgRUmW9EXBYX2L7R8Su46nSjorGePeDlwq6Q/dnDszYbT7IrBhmiMpmi2B6YEuW0H7QlLuXJzYqS2a4YT4TJGVqlpX5HIi14LYnpAwYv5A0lu1um5PBE/oJpFL1/kHYSdyafJkrHAU8fm+JL2HyvHjgS0IYZRN2l1nsRTPTban7907ypSF5EV3FmEI/ydC/fhSYh55fULh9E5ivu4wYIzt49t7EWYGNjmRy2SaGNsT2h5OtGncCCwt6fGCw/ofkpzyTcAVko5LDx63EYnKYd2cOw/hETeG8GgrVPgDvk1KjwWG1SmebYFLim6HtT03sASxS1xUDFMSaoBP1fCyWbWyNZmL8OSqpdBJhe7aK18GfpxUMztF0p2EiNFY2/Om174BdiE+kydW7ArSz94hZulOsT1f1etvE0IqDwEP2e6u9TNTYpIX3RjiM7YPYVNxKpHkH0BUc0cRs9izENW5XxYUbqZk5EQuk2lSUpJzNzEkvZSk48qQ6FSTdg6vJYa7D7b9AyKJGwsc0lWlJ7WR/CUdd0TBVaFqTgAukFTLdj/g26rCtpSjrXIPYFTBCeXCwOM1/lznilxr0kbYANSyrbJCl4lc8o57lWiV6xJJY4HfADfbnr3q/I2AlYA92x3/cDr+ymqPsfTwfwCwL1GZ27p3bylTNpIX3S2SVgQ2JVrb9yPEUM4nkryVie/Uq20fZTtvSg1wciKXyTQZtie2/XsiibsQWKFoUYyOSOIklxMPOHsSff63EtW5A7tJ4jYkKnZbpbmQUpDkwpcGVKclVgHelFSPqkKPSTLnWxAmxUVS67ZKyKqVrUobIVZTS6GTCv0SPGmPpAuBY4BxaVYYSe8TtgT72V633fHnEa3o51ZX7NLPrgCWB35v+5R03800OZLuk7Qekdz/lKjMjiKEUPYG3iU+k3+3vVhhgWYKJydymUwTYbuNaKNcDlhU0mlplqJUpMrSeYTB6XbA1MSM3G3AAd0kcXsCJwFDymBcXiGJEZwB7JxMgOtBWUROtgdukPR6wXHUI5HLqpWtSRuxWVSPityTwKzd+Hr1OJEDkDSC2Ii7qeIPJ+kVYD3grA4ezocDMxFqxO2v9STRBv0T4PakBpxpASQ9KWlr4l74NWEcfg1hT7ASsTF1o+3DcxI/MMmJXCbTBNj+XvJPu5mQgl89femXjrRjfCqhHrcxMDkR993AbztL4mwPsn0sMS+yTNFVqQ44DLi7XsllEoAZTPgLFUZSwtuDSKaLppEVuUyTku45bcB0wDO1vn5q7X2MfgqedMBhwF3EzNxkaa0HCdGqa5LwUSWGz4n2y71sr9JBjO8TSeDNhN/c0r2MJVNiJL0iaU/g58TGwlTAfcRs6NREK+aDtheunJNm6LOyaYuTE7lMpuTYXoqwFPgFsKCk80o0L9YRRxIP4OsSals3EV84e3eRxE1KiGr8kkjiSpWkJpW5XxMzCvViS+Dq9EBWJOsCr0t6oMgg0oPtz4hWolqSE7nWYxaiNfbJOs4Jd9de2etELt0P9wZeIhQJJ06vX03MRV3fbi7uX8R96ELbP+ngeuMlHQ7sSMxQ7dq+FTPT3Eh6U9LBxDzmVcBHhJH4bMCcwF22D0l2GW8R1btMC5MTuUympNie3PYJwBXAwZI2lPSfouPqCtsHAGsDq6eXbiIqKnt1kcRNk46bGBiclNpKQ3q4GgXsWy//uvSwNYwwAS6aog3AKywAPJ0qEbUkq1a2Hm3Av6lPW2WFmidy8K3NwPbAV8B5tivPZScCdwCXVxK8dPztwPHp9Q4/x5JuIGZ5dwHOyXL1rYekDyQdR2x2HUPMon9KdMDsTwj/TAOsbnuJwgLN1J2cyGUyJSSZxj5KeJUtIOnygkPqFts7Ey1Bg4HPgRuIdqTdu0jiZiVaLh8FNpH0WYMH/EEEAAAgAElEQVTC7Q37AP+hvjL8SxH347/WcY1uSXM5sxE7vUVTj7ZKyBW5VqSNuOfUQ+ikQneJ3BvAVN0Yh3dIUq3cBJgZGGF7gnTPHE68r9PbVdaOA16ji/ZnSc8T95XvA3dXt2lmWgdJn0kaRbRc7gY8DUwIVFoqJwCuzZXZ1iUncplMibA9te2RwLnAHpK2TJ5Bpcb2ZsBBRBL3PnA98YWyS2diLLYXAP5GiKIMl/R1g8LtMbbnBH5LvI96trMOA84qQcvsXsCIkthYLEp9ErnPyIlcq9EGTEZ9K3JPAj/pTPAk3eeeI2aWek3axFqHaC8/LL32FTH7tChVIifpPrEtsJzt7bq45kfAZsTc7f1pgzDTgiQ7itHA/HxXtGlGwIMHDV108KCh1w8eNPTVwYOGXjN40NAFGx9pptbkRC6TKQm21yLmgcYD86f2mNJje03CW201onJ1HfAisFMXSdyKhILl/sn/rugE5jukHcwzgSMlvVTHdaYivAALtVmwPTOwFuVQzYT6VuQ6aknLO9bNSxsxJ1e3RC5VzR4nvA07o0/tlVVrfEDcR4fa3ju99hHxd7mr7U3aHbsBcHRXhuDJm+x4YHPgItu/ydWZluc7xvQfvv7J/oSwzurArMQIxD2DBw2dv8GxZWpMTuQymYKxPb3ti4iZiK0k7Zy+pEuP7eWBPxM7yS8SRt+vAcO6SOI2BS4lWikLVWjshm0INbB6qzduCtwm6b91Xqc7dgEulvRuwXFUxG/moT4P5l21VpZuQyHTNbanI9QqP5D0Vp2Xe4g6zMlVk+ZwBwPDbW+TXnudePA+pVqNUtJTwK7EvNwPurnu7cCSxP3m0mSnkmkx0qboFsTc5ZbE73v4Y+e+dA9x36sk8ROk/18vT9RMg8iJXCZTELYnsL0xMUf2X2AhSX8pOKwek+apxhBfFI8BVxOCA9t21CaZ3u9viMHsVcr8XpNJ71HADg1oMyzcOy6JIewEnFxkHFXMB7wg6ZM6XDu3VrYWCxObR/Wcj6tQF8GT9kh6DRgCHGl7vfTaP4GtgCts/6zq2DHA5cDFyb+zq+u+CiwLfAzcm1rHMy2GpIslnSPpQkmjJZ00/qtv5uS7XQeDgIUKCDFTQ3Iil8kUQDJsvRI4FFhf0j51NJmuObbnJapvOwD3EOIYbwPbdJLETUhUHLcGlpb0WAPD7QsnAudKeriei9hekDD5Ldr4fHPgQUk19+DqI/Vqq4TOWyszzUkb8AGNS+TaG3VXU5NEDiD9La4JjKzMtkm6ETBwQ7sK3O8Iq5dDe3Ddz4hqzWnAPak1PtP6PMp3Ow7GU7/7bKZB5EQuk2kgqSq1LfHQ8TjQJum+gsPqFbZnJ0xnf0vYBlxBPEht2VH1KlV7RgMLAr9KXkilJT3YLE48MNWb7YE/Fyn0kuZlhlMOA/AK9U7kckWudWgjFPrqKXRSoUvBE1IiV6sZNEn/AIYSrZCLp9fOAK4FrkwtyNWiKNvYXrsH1/1G0umEgfiZyXcsPw+2NgcCnxDJG+m/P6Ex33OZOpL/cDOZBpHkn28C9gCGSDq4Dh5ZdSVVEm8FjgYuI1orPwV+3UkSNx0wDvgSWE3Sew0Mt9ekB7TTgJ3r1NZXvdb3CHPfc+q5Tg9YkZCrHldwHNUsQlQ/6kFurWwt2oAZaEBFrjvBk+SB+WWKp1Zr3kls+IxNnRAQCpZvAWdVksY0Y7sxcHZPWyYl3UNsWg0hDMSn7uaUTJMybvyYRwhvwauBF4h23CXHjR/zVKGBZfpNTuQymTpje5Dt3YgH0zuAJSU9UmxUvSclZTcT1ggjiUTua2Cz9IDT/vjZCXuBe4hErxmS1j8Af5F0awPWWh/4h6SXG7BWVwwHTiyLcqjtiQgz8Hr9jWTVyhbB9mTATwm/zWcbtGxD5uSqkTQW+A1wk+3ZkpDUlmmdQ6uOuzf9/yttT97Da/8bWAl4BXjQ9ny1jD1THsaNH/PouPFjNhw3fsyc48aP2WTc+DFPFh1Tpv/kRC6TqSO25yaSt82BZSUd2VHSU3aSwtn1xCzX0YQv0SBCebKjJK6NMLc+XdJ+nSlYlgnbSxI72vs2aMkyiJzMRZgGX1hkHO2YB/iXpA/rdP2sWtk6LEAInTzVQO/DhidyAJIuBI4FxtmeMXUMrANsZXurqkNPJzZBRva0xVPSF5L2AP4I3GF7oxqHn8lk6kRO5DKZOmB7Itv7EdWoy4HlJD1dcFh9Is1hXA08ARwAXET41AyV9EUHxw8mKnd7SSqLCmKX2J4YGAXs0wgD9qQ6tyBwTb3X6oY9gFH1biPtJfWcjwP4HJgkzwS1BG1Ei2Ej5uMqFJLIAUgaQdx/b7I9TWqnXBM41vYK6ZhvgJ0J5dfde3n984BVgeNsH52q45lMpsTkL7JMpsbYXgC4l5g7WELSyUWKWfSH9EV+CfAO4Vd0ITAlsFFHrZJpZ/gCYANJVzQy1n7yW+BfhL9dI9gWuLDIdlPb0xB+Q6cVFUMn1DWRSw+6n9OBaW6m6Wgj2rsboVhZ4Qlgti582OqWyCUOI4ydx9qeTNKTwGbAaNvzAKSNmQ2Bg2wv05uLJ4GVxYhk9Ubb09c0+kwmU1NyIpfJ1Ajbk9g+FLgdOBMYLOnFYqPqO6licRYwGeFf9GfCeHf9JGFdfewEtn9PKGCtKOmvjY63r6T2132AXRoxJ5aS422Bs+u9VjdsB9xUQhXRelfkICtXtgptwNQ0MJFLreRP0IngCXVO5NI9am/gJWCM7YmT2ff+wPW2Z0jHvUDcZ0bb/lEv13gLWI34O3zQ9iK1fA+ZTKZ25EQuk6kBSRr678RD6MKSziqLeERfSLMVJwBzEvLXI4EZgXU7SOImIqo6QwmPuKZRwUrJ6kjgD5JeadCyqwGvSnq8Qet9h/Q725PwyysN6fexMFBX/z5CuTJ7yTUx6TM8HzA7jW2thK7bK58H5ujOnLs/pJnj7Ylq5Hm2B0k6l2i7vCZZviDpBmIz7rLUPt6bNb6StD+wH3Bzuzm8TCZTEnIil8n0A9vft30sYY59BJHovF5wWLVAwHLA2sDJwCzAOpI+rT4oqcZdCfwMWD4poDUT2xEVxxENXLNwkRNCJOENSQ8UHEd75gLeSjLu9aSjilxWrWwufgH8F/iwEXOt7eg0kUttjW8Cs9YzgFQZ3ASYGRiRNt8OAV4ELqiaAT0M+IgQqerLOmOAFYg2zVNsT9Lf2DOZTO3IiVwm00dsL0fsBM8CLCDpkmauwlWwPZyYuVgNOA6YA1i7vSCG7R8SbaTvAmtK+qDRsfaH1G50BLBDo2YYkw/f8oRBepEMp2TVuEQ9/eOq6ay1sun/fgcQbcDrNL4aBwUKnlSTNtbWAX4JHJa+f7YjuieOTMeMJ2Zh17O9aR/XeQJYApgNuK23rZqZTKZ+5EQuk+kltqe0fSpwMbCvpM0kvVl0XLXA9rbE/MUQ4HDiYWRNSR+3O+5nhEfcrcA2zWipQFQaz5LUSKGErYDLJX3UwDX/B9uLEu1oVxYVQxc0Yj4OcmtlK9BGJOSN/Put8ATw0y682hqSyAGkDbTVgKG2904CSusB69veMR3zDiF+MqKvPnGS3gPWJe75D9leqiZvIJPJ9IucyGUyvcD2qsBjxEPg/JKuLTikmmF7Q8JHaDAxOD8fsEb7pCPNA94NHC/poGasQtpeh5jFOryBa05AtFUWLXKyF3BKA323esOi1H8+DrLYSSvQRvwOG16RS7YrhQmedBDPm8Tm23Db26RW0zWAw2yvlo55mDAVv8r21H1cZ7wkE/YG19jeuadedZlMpj7kRC6T6QG2p7N9LnAG0Yq3fdqhbAlsDyEES9YkRDAWAVZvb8pse03gBmBnSWc2PNAaYHsq4FRgp/Yzf3VmOUL2/v4Grvk/pJaotSl+Ru87pAfCRlXkciLXxKTPysLAjymmIgddt1c2NJEDkPQqkcwdaXs9Sc8TVbgLbC+YjjmPqKid1x8fRUnXAcsQPnVn287V7UymIHIil8l0g+0NiCrcB8Qs3LiCQ6optpcm/OE2ALYmZiFWbT/zZnt7IgFYu8krkUcAt0j6S4PXHUa0chZZwdwFuLQBYiJ94afAR8nkuN7k1srmZnYiGf8RkTQVQakSOQBJzxCbcSNtryTpb8AewHW2Z06H7U38u+3Xz7WeI2bzJgfutv2T/lwvk8n0jZzIZTKdYHtG22OIofFNJO1Z5GxTPbC9EHAVMbu1AbAsMETS+1XHTJD88X4PLCfpviJirQVprmMDwgC8ketOS1TCLmzkuu1i+B7REnVyUTF0Q6OqcZArcs1OG6HO+FSBLcJdJXIvAzPbbrjpfDL0HgpcantxSZcSnSTX2Z4izdBtBOxle5V+rvURsCkh3nS/7RX7GX4mk+klOZHLZNqREpctiNmLFwhfuKYxuO4ptucCbiTaY1YCViSSuPeqjpmYqMKtSXjEPVdErLUgyWaPAoYXUJHanDDffqvB61azGfCPEvv8FZ3I5Vmf5qENeJ/i2ioBHif84r4jeJKSy5cJW5aGI+lOwmdurO15iM3Ih4FLbE8o6V/EPenC/lbSJH0j6ThCGfMS2/vkublMpnHkRC6TqcL2rMB1RMVmDUkHNHiOqiGk93kLcDDxAD0EGFyd4NieAriWaMNZoUEtb/Vkf+AlYEwBa1faUgshPViV1XKgQiMTuc5aK5tOuGeAsjDx/FKE9QDwP4InC3VySCHtlRUkjSXETW4GfkJU478PnJB+/hfgeOCKWsy4SboNWBL4NXBxF4qemUymhuRELpMBbA+yvRPxIHkfsLikRvhZNZzk/zYOOIWYNVkTWKXaVNf2jMAdwL8Ik/OPv3ul5iHtSu8F7NroGTXbiwDTEp57RbECMDGRvJeOKqGTRv3N5dbK5qYNmJ5iK3IQn9fFOvlZoYkcgKQLgWOJ+/10REvlyrb3SoccB7xCjdqtJb1CtOd/BtybbGoymUwdyYlcZsCTvmxuI4xUV5R0eNptbTmS7PRNRFVqSmB9YOXqlj/bPwfuJapxO5ZUpr7HJHW2kYAlvVZACMOAc5Ixb1EMB04qsVXEj4lq2BsNWi8nck1K2oiagkiSCqvIJUoneNIeSSOAi4j7PsTG3f621033g22BXyUxq1qs9ynxXXoGcI/tNWpx3Uwm0zE5kcsMWGxPaHtvQg7+OmIG7PGCw6obticDxgL3AF8AGxNJ3JtVxywF3AkcLumwEj/494YdgIkIe4WGkv7NNwXObfTaVTHMCSwNXFBUDD1gUWJ+r1Gft6xa2by0AU8DH1Z3ERREV4ncc5QgkUscBtxF3P//H2HsfZbtxZLFzAbAUbY7qy72ijQ3d1q67ijbB/fH7iCTyXRO/sPKDEhszwv8lfhC+6Wk4yV9XXBYdSMJfVxOtNH8h5hjWKl67s32esA1wDaS/lxIoDUmSW7/gfD+K+L3uxFwb0GVwAp7ELYHnxQYQ3c0cj4OckWumWkD/kvxbZXQheAJJanIQSRWhO3Ay0Q3xiPEBtc1tmdLAki7AJfbnr6G6/6NaD1djX4YkWcymc7JiVxmQGF7YtsHEVWn84hk5vmCw6orticEzge+JIbztybe93+qjtmFqFitLummDi/UnIwAziiw0jqMYkVOpga2JAzQy0xO5DI9pQ34iuLbKiuCJ0/SseDJG8AUZUleUmv3dsDXxHfftcSM3PW2p5Z0OZHkXZS+M2q17r8JReR/AQ+kTdRMJlMjciKXGTDYbgMeAJYBFpV0RsFzS3UniUicBsxAtFRuT8wBvlH5ue0jiRmqZVtJ4MX2+sB8wB8LWn9uYkf+uiLWT2wH3JzkxstMoxO5jlors2R6c9AGTEU5KnLQSXtlqoI9B8zV8Ig6QdKXwCbAzMQm14nEpuaYZDXzO2ASwDVe9wtJuxE2CHfa3rCW189kBjI5kcu0PLa/Z/sIYtj7BMJW4NWCw2oURxFS3TcDOxKVuNfh23bL84HlgWUkvVhYlDUm7YKPIMRaPisojO2B89PDU8NJu+p7UG7LAWz/iKiOvdzAZTuryLXCTGjLkixRZiXUdguvyCW6Ezz5eQNj6ZYkRrIO8EsiYduL6NY4jajWbQpsbXudOqx9LtFmebzto2pZ+ctkBio5kcu0NLaXJoxQ5wYWknR+iwh4dIvtAwiFsiuBnYhK3GvpZ1MB1xPqb6sUbFRdD44CbpB0VxGLp93trYGzi1g/sTbw/yTdX2AMPaGNxgqdQFTkcmtl87EQ8BRRUXq24FgqdJfIlaYiV0HSB0RCtTGx2bMJMcu2f5qbHkqIodQ89tT1sXj6z422f1DrNTKZgURO5DItie3JbZ9ECHwcLGmj6pmwVifNvO1AyE7vQlTiXk0/mxm4m3jI2KjkIhi9xvayxI7zfgWGsRbwrKRnCoyh7AbgFRrdVglRkcuqlc1HG/Aa8FSJbFEeB36WFGrbUxrBk/YkteIhxH1iQ+KetZvtjSXdBwi4sh7G3mntVYn22IfS2EMmk+kDOZHLtBy2VwYeI0yYF0hD3AMG25sDBwLnADsTSdzL6WfzErNyFwO7t5pSp+1JgVHAnpLeKzCUokVO2oA5gSuKiqEXFJXI5Ypc89EGfEx52iqR9DlRJexI8KS0iRxA2twbQnQwLE4kc6ekTpYziL/LkWnWutZrfyXpt8D+wC22t6j1GpnMQCAncpmWwfbUtkcBfyaSlK1K4DPUUGyvBfyJMMDeiUjiXkw/Ww74C3CQpKNbtMX0d8AzRDtpIdiehZg/KXIDYS/glKLm83rJojQ+kcutlc1JGzAp5RE6qdBZe+VzwNz1SIRqReoaWJP4zvgB0RJ+BTAHsRE4L9F+Wa/1LyNULWX75NSWnslkekhO5DItge21iRaXr4D5Jd1QcEgNx/YKRBVuJCFssrKkF9LPhhKJxeaSLiwsyDpiez5gN2C3gpPUbYDLimpZTeIh6xKVyVKT5mOmAxptAdJRa2VpH7Yz34oz/YKYjytNRS7RmXLlO8DnwIwNj6gXSPoHMRd3KfAWYSB+A7HZsSFwUGpZr9f6jxMVwTmA29I9LJPJ9ICcyGWaGtvT276IUKPcUtIuaZB7QGF7MeAyQlxjeyKJey79bDhRpRss6bbioqwftgcRCawqqpwFxrE9BbZVErvoo5ukGt0GPFKADUhWrWw+5iWUTeenSRK5RKnbKytIupO4d40F7kj/fRXwOrE5Ndr2THVc/z1itvl24EHbS9VrrUymlciJXKYpSf5nmxCzcP8GFpR0R7FRFUOae7sOuIBoi1lF0jO2B9k+nqjOLSOpbO1ItWTn9N9nFBoFrAS8R+NbBYGw2iD+LU4uYv0+UMR8HOTWymakjUiKPijhJsVjwJy2O/pMNUUiByBpLPAbwq7mFKI6dxZwI7FRNrqerY+Sxks6FNgVuMb2TmVuS81kykBO5DJNR1JdvAo4BFhP0m9aTXmxp9j+KfGlewWwGZHEPZVEPy4m2lWWaWXfvDSTZmCHEhi8DwPOKrC1c1OiwvVkQev3lqISuaxa2Xy0Ae9Svvm4iuDJ0zSh4El7Uuv9ccAtwL5E7AIOBz4EjmlADGOBZYA9gVFpgyqTyXRATuQypcb2TLbXS/97AtvbAY8QrTWLNIFHVt1IbS7jiC/cDYAhkp60PS2R3A1Kr71bYJh1Je3WngKcWnTykua9ViMS6CLWn4DmsRyosAjRltZosmpl89FGzDGWLpFLdNZe2VSJHICkkwnrmquAXwNbAVsAWwLr2N6sATE8BywJTA3cZXvWeq+ZyTQjOZHLlJ1RwBW21yCSk92IWa9D0i7ogMT2dEQC9wChOLaapMfTl93dhAn6ppI+KzDMRrAB8ZB0ZNGBEA86YwtMnJcnFP1uKWj9XpFM6X9MqIw2mtxa2USk2dOFCFXFss3HVWiZRC5xGPFdcg6wEVGlW5AQPznZ9vz1DkDSR4Rp+RjggSTolclkqsiJXKa0pJv2isTn9FpCOn/JFp/16hbbUxCKYi8QM1mrSfqn7QUJj7izJe1dgjbDupIqjycDOxad1Kdq2DBCbKYo9gJOaqLf+8LAo0UYO1dsGWxP1Oi1M31iDmL29Bc0X0XueWAO2xM2OJ5+kdrDhwOvEG2VWwCjCRXOfQmz8KkbEYekY4lq4KW2985zc5nM/5ETuUwpSQ9Y5wOTpZe+BCYp4qGvTKRZgauB94GlgDUkPWJ7JeBWYF9JJxQZYwM5GrhG0l+LDgRYgpi5urOIxW3PASxLCN40C0X4x1XTvr0yPxyWlzaiEjcz4c1WRh4F5moveCLpU+C/wGyFRNUP0qbQdsDXhJDWAcD1wE1EW/95qVraiFhuJfw5twQusj15I9bNZMpOTuQypWHwoKELDB409NrBg4aO/PyDL48DZiV2/74ivkjaCg2wYFJyewnRPtcGrCXpH7Y3T68PTeaqLY/t5YHVCQPwMjCMqIQWJXKyB3COpI8LWr8vFCV0UqGj9spsP1BO2oD/AE+VdTOvlQRPqknV602INuhFidm5a4h774zA/g2M5WVCBOVL4B7bP2vU2plMWcmJXKYUDB40dBDROrkWsPUjZz4/F7A58aU4jaQpJK1XZIxFknY9zwZmAX4OrA08ZHs/Yj5speQD1PKkquRIYA9J75cgnimIGZLzClp/KmK3/NQi1u8HRSdyWbmyeWgDvqC883EVWm1ODvi2qrgO0QXyDfASMTu3MbCH7cENjmUb4jvgHturN2rtTKaM5EQuUxYmBqYh2psm+fKTr38g6RJJzzRZlaHmpHmAE4kH39mAdYGHiPmwLYClJT1RXIQN50DgcUlXFx1IYmPgTkn/Lmj9bYFxzWQxkdqifgoU+bnNypXNQxswBeWdj6vQkokcgKQPCFXejYkNmBmB3YkN1wtsN6x1NM3NnUoIr5xl+6BGtXhmMmUjf/AzpWDc+DGfE6pYXwCfEA/rmeBQYA1gJkKl8RFCxWte4FeSXi8utMZiewHC8HqPomOpYhhhmttwkoDCnjSX5QCE+t1Tkr4oMIasXNkEJJuViQnBk5zIFYikN4EhxP33EmB94n0dB1zeaL+3NB+9OPH9eGXqTshkBhQ5kcuUhnHjxxxA9OHPMG78mNuKjqcM2N6bqLhMQyRxTxGiJp8Cq5ehtbBRpKRlFHCQpDeKjgfA9nxElfSmgkJYC3gLuK+g9ftKUf5x1eTWyuagjbBTWRB4rOBYuuMxOhA8IRK5uQqIp+akyv8Q4GDgBMKm4HHgZWBEAfG8AawAvEFYFMzT6BgymSLJiVymVIwbP+atcePHDOhWygrJ/Hw/YHJiBus14G+Et8+WBVczimBXomI7quhAqtgeOLdAAYbhwIkFiqz0laLn4yCrVjYLbcCLwPuS3i46mK5Ivp3PEElnNa8AMzW6YlUvJD1DbCIZOIJQyz0eWNb2sALi+ULSroSS8V22N2h0DJlMUeRELpMpIbY3BI4hFCo3Bj4A/gqMkHRAE3mF1YRkdC7CM64U7932pIQU9jkFrb8wsct/eRHr95MyJHJZtbI5aAM+pPxCJxW+016ZNnpeAlpGZVHS34GhwEFEa/doYEfgSNuLFRTTnwk14xNsH9Fs3n2ZTF/IiVwmUzJsDyGqToMI2eeJiNa93dOA94Aiib2cRphdP110PFWsSxhav1DQ+nsBp1bMrZuFVJX4OcW3yeXWyuagDZiE8s/HVWjpOblqklLy9sTM3FXASUSXwOW2py8opoeAxQjPuettT1dEHJlMo8iJXCZTImwvDVxKtHltRswMngesJ+mqImMrkKGEwuHRRQfSju0pTuRkRmA9QoK72ZgfeD7JiBdJVq0sObanJtQRZ6aJK3KJlkvkACSNBX5LzHA/C2xKiHFdXFRFrEqU5THCpmfhIuLIZBpBTuQymZJgeyFgLPF3+WtCjesQYHlJ9xQZW1Gk3dSTgB3KNBNoe3biYa2o5Hpn4LKyzwx1QhnaKiGrVjYDCxMP4wvRPBW5R4G5O5iHa8lEDkDSBYRy5SLA1ESleyJihq6omL6S9FvCuHyc7V8XFUsmU09yIpfJlADbcwHjiC+/rYi2vfUJj7hnioytYI4FLpd0b9GBtGNb4OIkbtBQ0mzezkSC24yUJZHLrZXlp41I5GYCnis4lh6R7gnP8l3Bk5ZN5AAknQxcRCgsrwLcBmxle92C4xoNrATY9om2Jy4ynkym1uRELpMpmCTkcSchbLJD+s9swAqS/lNkbEVie0VgMPD7omOpJrULbUdBbZXE3OSjkp4saP3+UgbrAcitlc1AG/A24TlYlDJsX+iovbKlE7nEYcAdhDjX7oQdwai0UVkYkh4jOlzmAm5NremZTEuQE7lMpkBs/xC4C5iSEK/Yl/AFW1vSh0XGViTJh2kksFsJ/x2GAP+W1PCZnST8Mpwmrcal3fD5KUebXPvWymw/UD7aCCXRMnxeekNHidx/gMlsT1NAPA0h2aAMJ5LWFwj7nLMIs+7JC47tXWBtItF80PaSRcaTydSKnMhlMgWRBvnvBH5I9PEfCNwMbNdsSoR14GDg4TRIXzaGUVw17leEr2BRBuT9ZR7gFUkfFR0IHbdWZvuBkpBmzOYCfkDzCJ1U6MiC4BtayBi8M5I9zHbAO8CTwNbA00RlrtDNEknjJYmoFo61vWOR8WQytSAncplMAdiejJghmI0wVD0QOFbSIU1o7lxTkujLMGDPomNpj+0ZiHmLSwsKYThhw1AKL70+UJb5OMitlWVnPmIuriwV3N7wKPDzDgRPnqP12ytJG5GbpP/7ErGBMx9hU1A4kq4lNsWG2x6V5o4zmaYkJ3KZTIOxPQlRUZmX8EcbTqgyNqOUfE1J82ejgN+VdD5wK+AqSR80emHbcwDLAec3eu0aUqZELqtWlps24GFgAZqsIpesNZ4jYq9mIMzJAd/+G6xD/I19SszNHWh72UIDSyQRsSWBaYG7bM9ScEiZTJ/IiVwm00BSonI1MXh9KWEzsD0HUJAAACAASURBVJak6woNrDzsAXwMnFN0IO1JbUHDgLMLCmF34JyStCX2lUUpTyKXVSvLTRvwKvC+pHeKDqYPDFTBk2+R9D6wGjEDPh3xtz/a9kyFBpZI89dDgSuBB2wvX3BImUyvyYlcJtMgUiJwMdGadyvR2rGcpAcKDawk2J4NOAjYsaTtpcsQM1QN9/SzPRWwDXBKo9euFWkTYyGiylIGckWu3LQBn9N8bZUVBnwiB/9jzj0l0YXyJHBZWWwAJH0j6Whilm+07eFFz/JlMr0hJ3KZTANIXwwjgfWIB9kZCI+45wsNrCSkf5/TgT9JKqtf1DDgrIKSzG2AWyW9WsDatWJu4L+S3is6kET7Gbn88FYSUtK/ICHs01RtlVU8xHcTuecIs/AB9VlL960h/P/27j3K0qq88/i3q2muInJHxCUKKAINdGO85TJZ0VKjZgyRkmjiGBU0imOjUZMxyTx5EslFMwYQBVSUBBNjShNvwUxqckERE6UBlSaGuwpBWu4g0EBXzx/7PVJdNN11OXX2+57z/azFqq5i6fujoLvO7+y9n11WwFdR/r2+r2qoWSJiCng2Zfv8J5pz7FLrWeSkwXgv5R2/aynXC/xc806lil8GDqBlP9x7mgmjLwPOq/Ds5ZTBL6cO+tl91pb743qcWtlehwDrKeW/qyty3wIOnTnwpBmBfx+wX7VUlUTEd4AXU153HgQcl5mvrJtqcxFxPWXnxUbgouZcstRqFjlpiWXm71AGmqyn3Bl3bET8qG6q9sjMPYH3Aye0+NqFX6asiK2v8OyXUEZ5f63Cs/upTYNOwK2VbdYbdHIUHV2Rc+DJI0XEWuBYyhsmuwBnZObs709Vzb+311DOQn8tM19UOZK0VRY5qc8yc7/M/HJmHpiZa4DfA+4GzgJ+PSIeqhqwff4P8KmWnxWsOeRkDXBqS88NzkfbipzXD7TXKmAdsD+lDHWV5+RmiYgLgFdTXn9OA59tdjy0RnNu7gPAccA5mfnuUdsOq+6wyEn99y7KIJNrKSXlfuDtEfGeIXgx3leZ+XzgZylDTlopM48G9gWmKjz7SOBQ4NODfnY/ZeYYD6+ytIVTK9trFXAncEXH3/iyyG1BRHyBMoV3B8rK3HnNnxGtEhFfAZ4J/ALwmWbolNQqrfuNIw2BX20+LgOWA2+KiHPrxWmn5jD52cCbWz5S//WUsf8bKzx7DfDBiHigwrP76cnAXS07F+rWyhZqVj5WAdvR3fNxPRa5RxER5wG/SylyzwV+q26iLYuIGylvNt4M/HtmHlo3kbQ5i5zUR5n5GGDvWV8+s0aWDgjg6xFxfu0gjyYzdwJeBXy8wrP3AX6JMu2069p0f1yPK3LtdABl2MST6H6R+yZl4MkOM75mkWtExGnA6cDOwLsz8wWVI21RRGyIiDdRhnF9OTN/sXYmqcciJy3S+NjEnuNjE88cH5s4APijWX97E3BFM3lQjcxcBbyWMgSmzY4FvhER363w7DcCn46IWyo8u9/adj4OvH6grTo/6KSnGZxxNZsPPLkGeHJmblcnVev8DvCXwPbAZHOfaCtFxMcow6dOy8xT/LmuNrDISYswPjZxPPA94B+Bq6787A0/Sylv5wPPB3aJiGdW2pbXSs0LmI8C74qIm2vn2YYTKFkHqnkH/83AaYN+9hJpY5Hb0tZKz7DW1ytyK+l4kWtstr2yKXc/oKw4jrzm3PgbgX+gbLP8x8zcMTP3zswj6qZ7pIj4BvATlO2gX8zMPSpH0oizyEkLND428RTgY5RtIbsBO67/5h1PvjAvf2lEvCQi/qn5oa3NrQFuB/68dpCtycyDgSOAz1d4/CuAyyPi8grP7qvmzFPb7pCDUuR2cBpd66wCbgTujIjbaofpA8/JbUNETAMvB75OuWPua5Trer5aM9ejaa6hGQeuAL6RmUdVjqQRZpGTFm4VMHui2s7Acypk6YTMfDLwvyjXMLR99eN1wHmDHjTSFIu30f0LwHueCDwYETfVDjJT8+LxAcrkPLXHKspY+q6fj+uxyM1Bc4fo84AfAUc3X35sc+68dSLioYj4DcrW0P+Xma+qnUmjySInLdwtPPL30Ibm65qlKShnAe+LiKtr59maZvvnr1Hn7rifAh4DfKnCs5dCG7dV9ji5skUyc09gd2AfhmNbJZRC+nQHnszJWcDsEf/PrBFkriLik5QC+vuZ+WeZuaJ2Jo0Wi5y0cF8BLgbubT5/APghcG6tQC33q5T72N5fO8gcvBi4LiKuqPDsk4HTmhWjYdDmIufkynY5mlJ8jmRIVuQi4l7KgJOZ570sclt2P488p/raGkHmIyK+RTk39zRgKjP3rRxJI8QiJy3Q1PTkNPBC4PeBz1AGUxw9NT15Z9VgLZSZe1NGN5/QbKFpu9dTZ8jJgZQ7i1p9fnCe2l7kXJFrj6Mpg06Gpsg1Zm+vtMhtQUS8kXLe/HcoWyx56P6NvzQ+NvGu8bGJ08bHJl41PjbRyjOtEXE75eLwr1DOzbV6JVHDw/G30iJMTU8+APxJ7Rwd8H7gLyPi4tpBtiUz9wd+GviVCo9/C+Xy8TZfkD5fxwAn1Q7xKGZurWzlC8QRs4oy4OL1lLH9w2J2kfsusG9m7uRArM1FxN3AKcAp7zjxN1/wrY9f+zHKm6U7UMrd8ynnl1unmU79u5l5MWWi5bsj4qOZ+Rzg6IjwTln1nStykpZUZr6Qcu7rf9fOMkevodzfNtAylZm7UrYRnTHI5y6lzHw85X6o79XO8ihmb61s+wCeYbeKslX9ioiYPUiqy2ZfQbARuBY4uFqiDvjmOdf+xKZp9uLhgUS7AMePj00cXjHWNkXE5yhvBr49Mz9BOe/8/mZnitRXFjlJSyYzdwHOpEyp/FHtPNuSmWNU2lZJKZD/XOny8aWyGrikxRNK3VrZEpm5M/BkyqCfYRl00nMZcFhmbj/ja26v3LYn8cipsg8Cj6+QZV4i4j8pZe4XKANclgFvrxpKQ8kiJ2kpJXBRRPzf2kHm6L9RVgS+MciHNgVyDcNz5UBPG++Pm8mple2xEvgOZSjIMJ2P6w08uZZHDjw5pE6izvg3mrNyM2wP/EeFLAtxCmUVcRmlkK5pdl5IfeMZOUlLIjOfQZlUubJ2lnl4PfDRCitILwbuBC4a8HOX2mrgk7VDbIVTK9tjFWXl6kjgU5WzLIXe9sre4J8rgefWi9MJ5wIvAF5KubN1BfCGqenJG2uGmoe/B/YAng3sD+w0/eD0n46PTXydUuzOnZqevHdr/wfStljkJPVdc5fOR4B3RsQPa+eZi8zcnfKC4a0VHn8ycGqLtyAu1GrgnbVDbIVbK9ujV+SOY8hW5BoXU4rcR5rPr6TcValHMTU9OT0+NvFKyn8b+wLrpqYn23re9hEi4gvAFwAy87HACy8+48rXUt7gXAYcC4zXS6hhYJGTtBTeRrlT7xO1g8zDrwDnR8Rtg3xoZq4EDgP+ZpDPXWqZuRfwOMqWsrZyamV7rAL+CbijGeU+bNZSzsH2eEZuDqamJzfR3utL5iwi7gImx3Piz4Cdmy+7IqtF84ycpL7KzIOAd1EGnHRihSkzlwEnAudUePwa4EMR8UCFZy+lVcClLb/Y3KmVLZCZ2wGHA8sZvkEnPbMHntwM7NjsBNDoOI9y7u8e4NOVs2gIWOQk9U1TiM4G/jgi2rwSM9sxwK7Avwzyoc046pdTvmfDZuZ5oLZya2U7HArcCDyN4dxW+YiBJ82bXA48GT3vBl5C+XP/tZWzaAi4tVJSP70G2J3uTV88ATinwurRG4HPdOUc4TytBj5fO8Q2OLWyHVYBlzK8g056tjTw5KnA16sl0kA1W0UvqJ1Dw8MVOUl9kZn7AH8CnNily3ybu+5eQZmQNsjnbg+8GThtkM8doLZfPQBOrWyLXpE7iiFdkWtsdjE4npOTtEgWOUn9cirw5xHR9u10sx0HfDUiBj3SegK4IiK+PeDnLrnMfBywH+WFapu5tbIdVlHukNsPuLpylqVkkZPUVxY5SYuWmT8PPAv4vcpRFuIE4KODfGBzlvBkurcFda6OBr4ZERtrB9kGt1ZW1vxeOBp4kPLGRmdW8xfgMuDwGQNPLHKSFsUiJ2lRMvMxwJmUKZWdutw0Mw8FDgbOH/Cjn0sZzT/o5w7Kato/6AQ231rp9QN1HAjcCzyR4d5WSUT8CLiOMqET4CrgqU2ZlaR5s8hJWqw/AC6IiKnaQRbg9ZTtoA8O+LknA6e1fDT/YnSlyM1ekfP6gcGbeT5uWK8emOnH2ysj4k7KKPrHV00kqbOcWilpwTLzmcArefgd5tbLzF0pmf8eeDXw0wN+/pOAn2O4R0+vBt5XO8QceEauvl6Rex7w15WzDEKvyPW2c/e2V/5XtUSSOssVOUkLkpkrKC9G3h4Rt9bOMw8HAx+ibHFaARyUmcsH+Py3AOdGxD0DfObANFttDwSuqBxlLpxaWd/RlLNjKxmxFbmG5+QkLZhFTtJCvYNyie8naweZpx8AD1BK3B7Al4DjB/HgpuS8DjhjEM+r5ChgXYXtqgvhsJP6VgG3ALdHxO21wwxAb+DJiuZzi5ykBbPISZq3zDwE+A3gTRHRtXNFPwR2aH59L/ARBrel6zXAv0bEdQN6Xg1duD+ux62VFWXm3sAulDdURmE1jmYl/rs8vB3dIidpwSxykualmbD2YeCUiLi+cpx5a8abPwRsBN4LvHEQQ0cycwxYw/BeOdDTlUEn4NTK2lZRVqiG/SLw2WZur7TISVowi5yk+Xod5V3002sHWYjxsYndpx+avgV4T0TkAFcUfx64G7hwQM+rpUtFzqmVdfUGnRzJ6Ba5a4ADM9Phc5LmzSInac4ycz/gj4ATO3DZ82bGxyaWjY9NnAPcfNEpV+xyYV7+dwOOcDJwage3os5ZZu4IHAJcXjvLHLm1sq5Ru3qgZ+YVBPcDN1EGBEnSvFjkJM3HacA5EdHFd88PAF5FGXLyWOC3B/XgzDyccibmbwb1zEpWAlc2L067wKmVda2ibC3cj3I59qi4FDjCgSeSFssiJ2lOMvOllG1zv187ywLdCfTOwm0Arh/gs9cAZ0bEhgE+s4YubasEp1ZW00xwfSKwPXBF11b4F2PGwJPDmi9Z5CQtiEVO0jY1l2h/iDIY5L7aeRZianryLuDFwD8B5wAxiOdm5l7ABHD2IJ5X2TF0q8i5tbKeo4B1wBGM1vm4HgeeSFo0D9dKmotTgKmI+OfaQRZjanryAuCCAT/2DcDfRsT6AT+3htXAubVDzMODwJiDJqqYOehklM7H9awFngF8jFLkXlY3jqQuckVO0lZl5nOA44B31s7SNZm5PXAS5WzhUGv+WQ+jQ6srzeCZ+ynn5Lx+YLBmDjrpzH8zfeSKnKRFs8hJelTNi/OPAG+LiNtq5+mg44DvRMQorDgcBlwXET+qHWSeZm6vHNqJoi3Uu0NuJaO5Ijdz4Mn3gL0zc+fKmSR1jEVO0ta8izIUZNinLfZdc3H62xiB1bhG1wad9Di5csCaN4gOBe4Cbo+I2ytHGrhm4Mn3gMOaQS/XAgfXTSWpayxykrYoM59Gmbb45mG++2wJPQfYHfj72kEGpKtFzsmVg3cY5Q2ipzGa2yp73F4paVEscpIeITPHgA8DfxAR36udp6NOBk4fobHqXS1yTq4cvFEfdNJjkZO0KBY5SVtyArAD8MHaQbooM58EPA/4eO0sg5CZyykvyi+rnWUB3Fo5eKM+6KTHIidpUSxykjaTmY+nXDdw4gitJvXbScCfR8TdtYMMyKHATRFxZ+0gC+DWysE7GlfkoHwPVjbXX1jkJM2bRU7SbB8Azo6Ib9cO0kWZuQvwOsr3cVSspqwudFFva6XXDwxAs237KOBqYD/gqrqJ6mne6Pk+5cygRU7SvFnkJP1YZr6MMg78PbWzdNj/AL4cEdfVDjJAXT0fB5tvrXSoz9J7CnAH8ARgnav+P95euR5YkZl7VM4jqUMscpIAyMzHAmcAb4iI+2vn6aJmtWENcGrtLAPW5SLn1srBmnk+bpS3VfasBY5pJgNfCRxSOY+kDrHISer5I+BLEXFB7SAd9kLgXuArtYMMSlNeey/Ou8iplYPloJPNOfBE0oJZ5CSRmT8J/CLlAnAt3MnAqSN2795BwG0RcWvtIAvk1MrB8uqBzV0KHOnAE0kLYZGTRlxm7gB8BFgTEXfUztNVmXk45cXpp2pnGbAub6sEt1YO2irKNRUrscgREXcBNwBPxyInaZ4scpJ+izI57jO1g3TcW4EzI2JD7SAD1vUi59TKAWmuNtkOWAHcHhG3V47UFr3tlRY5SfNikZNGWGY+HXgLcNKIbQfsq8zcE3gFcHbtLBUcQ/eLnFMrB8PzcVvWK3JXAYdkpm8qSJqT7WoHkDRYzT1nG4EHKFsqIyJuqJuq894AfDYibq4dZJCaF5xdvkMOytbKPWuHGBEzz8dZ5B62Fnh5RNyVmXcD+wM3Vs4kqQNckZNGz6nA9cCfUbaTnVU1Tcdl5grgJOC02lkqeBJwX8cLrFMrB8erB7bsEhx4ImkBLHLS6DkU2JdyputuYPe6cTrvOOCqiLisdpAKun4+DsqKnFMrB6M36MStlTM0A09upPzZbJGTNGcWOWn07D/j188HPlwryJA4mdG7ALxnGIqcK3IDkJm7Ud5Auqn5eHXdRK2zFngGFjlJ82CRk0bP45uP9wEfAF5TMUunZeazgb2AL9bOUsmwFDlX5Jbe0cC3gcOBdRGxsXKetpk58MQiJ2lOHHYijZC3vOLtY3sfvttOwDpgIiL+o3amjjsZOH0UX5Q2g066PrESHr5HzkmBS8uLwLduLfBy4EwscpLmyBU5aQSMj008e3xs4tb//PT37133V9e/F1hpiVuczHwiMA58vHaWSh5P+RnS9YmnM7dWev3A0vHqga3rldzrgSc1Q5QkaassctJo+BCwB7DD7Vfdc/KFeXntPMPgJOAvmkEFo+gY4JIhuH/QrZWD4dUDWxERdwL/BTyl+Xhg1UCSOsGtldJouBOYprx5c2/lLJ3X3MX3euBZtbNU1PX743p6Wyu1RDJzR+AQypbulZSzcnqk3jm53sCTq+rGkdR2rshJo+E1wFco74S/dGp6suurKLW9GrgwIq6tHaSiYRh0Ak6tHITDKaXkCcBtEXF75TxtNbvISdJWuSInjYCp6cnvAT9bO8cwyMwxYA3w67WzVLYaeFvtEH3g1sql56CTuVkLHAt8klJ+JWmrXJGTpPl5AbAB+HLtILVk5j7ArsB1tbP0gVMrl56DTubmEsr36GpckZM0BxY5SZqfk4FTh2DIx2KsYjgGnYBTKwfBFbk5aAae3ARsxCInaQ4scpI0R5l5GOVi47+unaWyYTkfB2VFzq2VSyQzl1MGnFyGK3JzsRbYH9irGaokSY/KIidJc/dW4KyIuL92kMqGpsg1l7k/hGfGl8ohwHrKaue+lG2DenRrKb+/rgEOrpxFUstZ5CRpDjJzD+B44KzaWVrgGIakyDXuA7avHWJI9bZVrgTWNcVZj87JlZLmzCInSXNzIvC5iPhB7SA1ZebuwN6UF5rD4j5gRe0QQ8pBJ/PTG3hyFRY5SdtgkZOkbcjMFcBbgNNqZ2mBVcBlETFdO0gf3Y9Fbqk46GQeIuIO4GbgLixykrbBIidJ2/ZLwDURcWntIC0wNOfjZrgP2KF2iGGTmctwRW4h1lIG8FjkJG2VRU6Stu1k4NTaIVpiWIvcCrx+oN8OoAySuRk4Avh23TidsRbYB4ucpG2wyEnSVmTmsynT9r5QO0tLDGORc2vl0uitxj0FuC0ibq+cpysuBg4DlmfmnrXDSGovi5wkbd0a4HSn7UFm7go8EfiP2ln6zKmVS2MV5f64I3Fb5XxcQrmv0smVkrbKIidJjyIzDwBeCHysdpaWOAq4PCIeqh2kz5xauTRmno9z0MkczRh4cjMWOUlbYZGTpEd3EvAXEXFX7SAtsZpyfmfYuLVyaTjoZOHWAg9gkZO0FRY5SdqCzNwZOAH4QO0sLTJsF4H3OLWyz5qzXbsD1+DVAwuxFtgJi5ykrbDISdKWvRq4KCKuqR2kRYZx0AmUIrcdTq3sp94q3GMow4Kurhunc9YC+wGH1A4iqb22qx1Aktqmuf9qDWVrpfjxCuVBwLraWZbA/ZTCcX/tIEOkt61yJbDOYUHzdgmlxI29YMUrfmrTxk1/DNwIvGlqevK2utEktYUrcpL0SOPAg8C/Vs7RJiuB70TEhtpBloBTK/vP83GL0FzVsH5646Yfbdq46R+AnwSOBc6om0xSm1jkJOmRTgZOjQi32j1sWLdVglMrl0KvyHn1wMKt3bRx+jZgx+bzFcD+FfNIahmLnCTNkJmHUkrLJ2tnaZlhLnJOreyjZhvuk4Er8OqBxVi7fPvlD+x+8GO+xDI2LRvjPuA3a4eS1B6ekZOkzb0VODsiPC+1udXAObVDLBG3VvZBZm4H7AkcCHwHeIiyJdcitzBrgTce/isHXvXQho3njC1fdkn+Qf577VCS2sMiJ0mNzNwDeCXw9NpZ2iQzt6d8T4Z1i5wrcv3xC8DfUr6fdwFnA3c2F1xr/i6hTK586nY7LL8ar8iQNItbKyXpYScAn4+IH9QO0jJHANdExH21gyyR3hk5z0Quzr8BGyhnuvYBXg/cUDVRh0XEbcCtwOGUcrzj1v8XkkaNRU6SgMxcAbwFOK12lhYa5vNx4NbKvoiImygj8qEUukuBqXqJhsK/A08AHsAiJ2kWt1ZKGmmZ+RRgPfBi4LqIGObCslDDXuTcWtk/nwXeDlxHKXXDuh13UC4GngfsTDlzKEk/5oqcpFE3CfyQshL3l5WztNWwFzmvH+ifC4Fp4EWULbkWucVZS/l+PhbYqXIWSS1jkZM06h6kbFnaDzg9Mz9cOU+rNJMIVwKX1c6yhNxa2QfjYxM/c2Fe/u6vvmfdP1z5uRvGKOfkrqmdq+MuAR4D7IHDTiTNYpGTNOrumvHraeDLtYK01KHADRFxd+0gS8itlYs0PjaxHXA+8IxNGzeN33HNPecA6yJiY+VonRYRtwJ3AwfgGTlJs3hGTtKo29B8vAt4SURcWDNMCw37tkpwRa4fVvDwitGKZWPLnoBviixKZu4DfAjYHXgW8KzMPB743Yj406rhJLWCK3KSRt1ulBJ3lCVui1ZTzukMM68fWKSp6cn7gN+mDOS4/aAX7385no9brOOBl7P5a7UVwHfrxJHUNq7ISRpJ42MTzwc+zjI27Lz3Di/43A8+cX3tTC11DPD52iGWmFsr+2BqevK942MT7wc27vHUXS8CvlU7U8d9EPh14LAZX7uNcum6JLkiJ2lkTQIHsImD7l2/4azaYdooM8eAoyn3gQ0zp1b2ydT05EM/FUcso0ystMgtQkRMAz/Dw9u/my977lBSYZGTJFhWO0BLHQL8MCJurx1kiXlGrr+eAtwaEXfUDtJ1zbCTF8740rmVokhqIbdWShpVxwMfp7yI/7W6UVprFAadADxAeWPTQt8fR+FqXN9cmJd/e7cDdzn/vls37PTA3Q+9eTwnTp+annywdi5J9VnkJI2kqenJfwSeUDtHy41EkYuITZn5ILC8dpYhcRQOOumL8bGJ3YDL7rz+R/tSVo2fBbxofGzihVPTk9N100mqza2VkqRHMxJFrvEg/kzslyNxRa5fXgfszcNbf3cGng08t1oiSa3hDy1J0iNk5jJGr8i5S6U/XJHrn715+H6+no3AXhWySGoZi5wkaUsOBO6JiPW1gwyIWyv7IDN3o5SPa2pnGRJfA+6d9bUVwGUVskhqGYucJGlLjmF0VuOgDDxxRW7xVgLrHJHfH1PTk18AzqDcdXgnpdS9bmp68vqauSS1g0VOkrQlo7StElyR65cjcVtlX01NT/4W8FTKNQRPmpqe/FTlSJJawncfJUlbshr4YO0QA2SR6w+vHlgCU9OT3we+XzuHpHZxRU6StJkRHHQCDjvpFwedSNKAWOQkSbM9AdgE/FftIAPk9QOLlJljwBHAt2tnkaRR4LuPkqTZVgOXRMSm2kGWWma+A/htYFfgiMy8B8iIeF/dZJ10EHBLRNxRO4gkjQKLnCRpttXA2tohBmQaeNyMz3cBbq6Upeu8CFySBshtJJKk2UbpfNxpwN0zPr8LOK9Slq7zfJwkDZBFTpI028jcIdfcd/Y/Z3zpnaOwpXSJePWAJA2QWyslSWTmzsAvU7YV7gR8t26igfoL4MOUn4kfqZyly44C3lU7hCSNCoucJAlgT+Ac4F6aIpeZfxgRZ9WNtfQuzMv322mv7f9q2diyx927fsNKwnNe85WZuwF7A9fUziJJo8KtlZIkIuL7lOsGdgaWAfsCN1UNNQDjYxN7AJfed8sDv3rv+g0vAy4aH5s4snauDloJrGu2qkqSBsAiJ0nq+WLz8QHgzIj4XM0wA/IiyqTK7SgFdmfgdVUTdZODTiRpwCxykqSezzcfrwTeUTPIAG2Y9flGyvZSzY9XD0jSgFnkJEkArP/WHV+d3rhpPfCCiHiodp4B+SLwn8A9zV+3AR+omqibXJGTpAFz2IkkifGxiVcC5175dzdsAp5D8Le1Mw3C1PTkhvGxiZ8EXgrsCHxpanrytsqxOiUzx4AjcEVOkgbKIidJAjgd2L759QdgNIoclDIHfKZ2jg47CLglIu6sHUSSRolbKyVJALcC081f6ytnUbe4rVKSKnBFTpIE8N+BDwIPASdVzqJucdCJJFVgkZMkMTU9eSUwXjuHOuko4LzaISRp1Li1UpIkLYYrcpJUgStykiRpXjJzOXA48ENgb+CauokkafS4IidJkubriZQBJ9+nTDs9PzOPrRtJkkaLRU6SJM3Xd4FbgOXACuDngANrBpKkUWORkyRJ8xIRm4DPAZsok04vAE6tGkqSRoxFTpIkLcTfNR/vAV7RlDtJ0oBY5CRJ0kL8MHynIgAAA0NJREFUC7AROC4ibqsdRpJGjVMrJUnSvIyPTTwN+GvKWbmNROVAkjSCLHKSJGm+zqVcBL6MssVy96ppJGkEubVSkiTN1w6UEge+KSxJVVjkJEnSfJ0I3AjcDry6chZJGknLNm1yyJQkSZIkdYkrcpIkSZLUMRY5SZIkSeoYi5wkSZIkdYxFTpIkSZI6xiInSZIkSR1jkZMkSZKkjrHISZIkSVLHWOQkSZIkqWMscpIkSZLUMRY5SZIkSeoYi5wkSZIkdYxFTpIkSZI6xiInSZIkSR1jkZMkSZKkjrHISZIkSVLHWOQkSZIkqWMscpIkSZLUMRY5SZIkSeoYi5wkSZIkdYxFTpIkSZI6xiInSZIkSR1jkZMkSZKkjrHISZIkSVLHWOQkSZIkqWMscpIkSZLUMRY5SZIkSeoYi5wkSZIkdYxFTpIkSZI6xiInSZIkSR1jkZMkSZKkjrHISZIkSVLHWOQkSZIkqWMscpIkSZLUMRY5SZIkSeoYi5wkSZIkdYxFTpIkSZI6xiInSZIkSR1jkZMkSZKkjrHISZIkSVLHWOQkSZIkqWMscpIkSZLUMRY5SZIkSeoYi5wkSZIkdYxFTpIkSZI6xiInSZIkSR1jkZMkSZKkjrHISZIkSVLHWOQkSZIkqWMscpIkSZLUMRY5SZIkSeoYi5wkSZIkdYxFTpIkSZI6xiInSZIkSR1jkZMkSZKkjrHISZIkSVLHWOQkSZIkqWMscpIkSZLUMRY5SZIkSeoYi5wkSZIkdYxFTpIkSZI6xiInSZIkSR1jkZMkSZKkjrHISZIkSVLHWOQkSZIkqWMscpIkSZLUMRY5SZIkSeoYi5wkSZIkdYxFTpIkSZI6xiInSZIkSR1jkZMkSZKkjrHISZIkSVLHWOQkSZIkqWMscpIkSZLUMRY5SZIkSeoYi5wkSZIkdYxFTpIkSZI6xiInSZIkSR1jkZMkSZKkjrHISZIkSVLHWOQkSZIkqWMscpIkSZLUMRY5SZIkSeoYi5wkSZIkdYxFTpIkSZI6xiInSZIkSR1jkZMkSZKkjrHISZIkSVLHWOQkSZIkqWMscpIkSZLUMRY5SZIkSeoYi5wkSZIkdYxFTpIkSZI65v8D0yFYxB+jlKsAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def draw(graph, X, kmeans, labels=True, size=(15,15)):\n", "\n", " plt.figure(figsize = size)\n", " \n", " nx.draw_networkx(\n", " graph,\n", " pos=nx.spring_layout(graph),\n", " with_labels=labels,\n", " node_size=[n[1]*8 for n in G.degree()],\n", " node_color=kmeans.labels_,\n", " edge_color='grey'\n", " )\n", " \n", " plt.axis('off')\n", " plt.show()\n", " \n", "draw(G, X, kmeans, labels=False)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Ejer\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:563: FutureWarning: Beginning in version 0.22, arrays of bytes/strings will be converted to decimal numbers if dtype='numeric'. It is recommended that you convert the array to a float dtype before using it in scikit-learn, for example by using your_array = your_array.astype(np.float64).\n", " FutureWarning)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def mds(graph, X, kmeans, n_components=2, label=True, size=(7,7)):\n", " embedding = MDS(n_components=2)\n", " X_transformed = embedding.fit_transform(X)\n", " X = pd.DataFrame(X_transformed, index=graph.nodes)\n", " \n", " plt.figure(figsize=size)\n", " plt.scatter(X.iloc[:,0],X.iloc[:,1], c=kmeans.labels_)\n", "\n", " if label:\n", " for n, row in X.iterrows():\n", " plt.text(row[0],row[1],n, size=12)\n", "\n", " plt.xticks()\n", " plt.show()\n", " \n", "mds(G, X, kmeans, size=(15,15))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Multiple directed graph" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "G = nx.MultiDiGraph()\n", "\n", "for n, row in data.iterrows():\n", " G.add_edge(row.Source_label, row.Target_label)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Computing transition probabilities: 100%|████████████████████████████████████████████| 59/59 [00:00<00:00, 4836.49it/s]\n", "Generating walks (CPU: 1): 100%|████████████████████████████████████████████████████| 150/150 [00:00<00:00, 301.64it/s]\n" ] } ], "source": [ "node2vec = Node2Vec(G, dimensions=dim, walk_length=wl, num_walks=nw, p=p, q=q)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "model = node2vec.fit(window=10, min_count=1)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "model.wv.save_word2vec_format('node2vec/multiple_directed')" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "X = getEmbeddings('node2vec/multiple_directed', G.nodes())\n", " \n", "elbow(X)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "kmeans = KMeans(n_clusters = 3, init = 'k-means++', max_iter=300, n_init=10, random_state=0).fit(X)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "draw(G, X, kmeans, labels=False)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Ejer\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:563: FutureWarning: Beginning in version 0.22, arrays of bytes/strings will be converted to decimal numbers if dtype='numeric'. It is recommended that you convert the array to a float dtype before using it in scikit-learn, for example by using your_array = your_array.astype(np.float64).\n", " FutureWarning)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mds(G, X, kmeans)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Multiple directed and valued ties" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "G = nx.MultiDiGraph()\n", "\n", "for n, row in data.iterrows():\n", " G.add_edge(row.Source_label, row.Target_label, value=row.Weight)\n", " \n", "nodes = list(G.nodes())" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Computing transition probabilities: 100%|████████████████████████████████████████████| 59/59 [00:00<00:00, 7673.30it/s]\n", "Generating walks (CPU: 1): 100%|████████████████████████████████████████████████████| 150/150 [00:00<00:00, 342.57it/s]\n" ] } ], "source": [ "node2vec = Node2Vec(G, dimensions=dim, walk_length=wl, num_walks=nw, p=p, q=q, weight_key='value')" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "model = node2vec.fit(window=6, min_count=1)" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [], "source": [ "model.wv.save_word2vec_format('node2vec/multiple_valued_directed')" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "X = getEmbeddings('node2vec/multiple_valued_directed', G.nodes())\n", " \n", "elbow(X)" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [], "source": [ "kmeans = KMeans(n_clusters = 3, init = 'k-means++', max_iter=300, n_init=10, random_state=0).fit(X)" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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It is recommended that you convert the array to a float dtype before using it in scikit-learn, for example by using your_array = your_array.astype(np.float64).\n", " FutureWarning)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mds(G, X, kmeans, size=(15,15))" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[\"Aaron's_sons\",\n", " 'YHWH',\n", " 'Moses',\n", " 'Israelites',\n", " 'kinsmen',\n", " 'an_Israelite',\n", " 'Aaron',\n", " 'blasphemer',\n", " 'sojourner',\n", " '2msg',\n", " 'corpse',\n", " 'foreign_nations',\n", " 'remnants',\n", " 'group_of_people',\n", " '2mpl',\n", " 'lay-person',\n", " 'witnesses',\n", " 'father',\n", " 'mother',\n", " 'virgin',\n", " 'widowed/expelled/defiled_woman',\n", " 'offspring',\n", " 'human_being',\n", " 'slave',\n", " 'brother',\n", " 'handmaid',\n", " 'sons_of_sojourners',\n", " 'children',\n", " 'no-one',\n", " 'idols',\n", " \"father's_wife\",\n", " 'sister',\n", " 'aunt',\n", " 'aunt-in-law',\n", " 'daughter-in-law',\n", " \"fellow's_wife\",\n", " 'granddaughter',\n", " 'woman_and_her_mother',\n", " 'man/woman',\n", " 'male',\n", " 'woman_in_menstruation',\n", " 'purchaser',\n", " 'relative',\n", " 'daughter',\n", " 'deaf',\n", " 'blind',\n", " 'poor',\n", " 'rich',\n", " 'elderly',\n", " 'woman',\n", " 'son_of_brother',\n", " 'woman_and_her_daughter',\n", " 'granddaughter_of_woman',\n", " 'sister_of_woman',\n", " \"brother's_brother\",\n", " 'clan',\n", " \"brother's_uncle\",\n", " 'man',\n", " 'husband']" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(G.nodes())" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "cluster_dict = {}\n", "\n", "for n in range(len(G.nodes())):\n", " cluster_dict[list(G.nodes())[n]] = kmeans.labels_[n]\n", "\n", "cluster_df = pd.DataFrame([cluster_dict]).T\n", "cluster_df.columns = ['cluster']\n", "\n", "cluster_df.to_csv('node2vec/multiple_directed_valued_clusters.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Contrasting the sojourner and the Israelites\n", "\n", "The sojourner is a curious participant in the network. On the hand, Leviticus 17-26 gives the impression that the sojourner is generally a person on the margins of society. However, in the network, he is situated safely at the core of the network. The network may be misleading because the native Israelites are distinguished as the collective group (\"Israelites\"), an individual Israelite addressee (\"2ms\") and an individual, third-person Israelite (\"an_Israelite\"). Of course, many other participants (e.g. the mother and the father) also belong to the Israelites as an ethnic category. In the text, however, they are not so much distinguished in terms of ethnicitiy as in terms of social role. Therefore, these other roles will be retained. The first three, however, will be merged into a single role in order to explore the role of the sojourner in contrast to Israelites:" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "ename": "KeyError", "evalue": "'2ms'", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mG1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontracted_nodes\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mG\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"Israelites\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"2ms\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mG1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontracted_nodes\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mG1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"Israelites\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"an_Israelite\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\networkx\\algorithms\\minors.py\u001b[0m in \u001b[0;36mcontracted_nodes\u001b[1;34m(G, u, v, self_loops)\u001b[0m\n\u001b[0;32m 373\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mw\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0md\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mG\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0medges\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 374\u001b[0m if self_loops or w != u)\n\u001b[1;32m--> 375\u001b[1;33m \u001b[0mv_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mH\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnodes\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 376\u001b[0m \u001b[0mH\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mremove_node\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mv\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 377\u001b[0m \u001b[0mH\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd_edges_from\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnew_edges\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\networkx\\classes\\reportviews.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, n)\u001b[0m\n\u001b[0;32m 176\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 177\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mn\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 178\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_nodes\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mn\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 179\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 180\u001b[0m \u001b[1;31m# Set methods\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mKeyError\u001b[0m: '2ms'" ] } ], "source": [ "G1 = nx.contracted_nodes(G, \"Israelites\", \"2ms\")\n", "G1 = nx.contracted_nodes(G1, \"Israelites\", \"an_Israelite\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "node2vec = Node2Vec(G1, dimensions=dim, walk_length=wl, num_walks=nw, p=p, q=q, weight_key='value')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "model = node2vec.fit(window=6, min_count=1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "model.wv.save_word2vec_format('multiple_valued_directed_Israelites')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "X = getEmbeddings('multiple_valued_directed_Israelites', G1.nodes())\n", "\n", "def elbow(X,max_clusters=10):\n", "\n", " wcss = [] #for storing the intertia property\n", "\n", " for i in range(1, max_clusters):\n", " kmeans = KMeans(n_clusters = i, init = 'k-means++', max_iter=300, n_init=10, random_state=0)\n", " kmeans.fit(X)\n", " wcss.append(kmeans.inertia_)\n", "\n", " plt.plot(range(1, max_clusters), wcss)\n", " plt.title('Scree plot of WCSS for n clusters (elbow method)')\n", " plt.xlabel('n of clusters')\n", " plt.ylabel('WCSS')\n", " plt.show()\n", " \n", "elbow(X)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "kmeans = KMeans(n_clusters = 3, init = 'k-means++', max_iter=300, n_init=10, random_state=0).fit(X)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "draw(G1, X, kmeans, labels=False, size=(15,15))" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Ejer\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:563: FutureWarning: Beginning in version 0.22, arrays of bytes/strings will be converted to decimal numbers if dtype='numeric'. It is recommended that you convert the array to a float dtype before using it in scikit-learn, for example by using your_array = your_array.astype(np.float64).\n", " FutureWarning)\n" ] }, { "data": { "image/png": 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5edvb3pa2traMGjUq48aNW+k6q14XAADgtRKGHaCqqvzoRz/KCSeckJaWljz33HP5+te/ngsuuGCt52y66aZ517velfvvvz9Jcvvtt2fw4MG5/fbbkyR33nlndtpppzQ0+I8IAAB4famODtK/f/989KMfzb//+7/nm9/8Zo466qi8973vfclzhg8f3h6Ct99+e7761a+utP2hD33odZ83AABAl86ewJtda1tbGqoqVVXltNNOy5AhQ9KtW7dMmTIlSbJ48eIMGjSo/fh58+blwAMPTJJ86EMfysSJE3PMMcfk4YcfzsiRI/PjH/84yfIwPOWUU9rPO+mkk3LGGWesx2cGAACUQhi+Rrc99mi+efONmT1vXnp265ZPDxqSL+84LP/yL/+Snj17pnv37kmSDTbYINOmTWs/7+KLL26PxuHDh+e73/1uHnnkkfTp0yc9evRIXddZuHBhpk6dmh133LH9vLPOOiuHHXZY+7bPGAIAAB1FGL4G0//21xz731dm8bJlSZKFzz+fC++akvktLWloaHjFnwvcdttt8/e//z3//d//nWHDhiVJtt9++1x00UXp27ev+AMAANYLnzF8DX4w6c60vBCFL1q8bFnG3jszS1bZ/3KGDRuW//iP/2gPw2HDhuXcc8/1+UIAAGC9EYavwYPznkm9hv1dGhqy8PnnX9W1hg8fnsceeyzNzc1Jlofhww8/LAwBAID1pnrxd/TeaJqbm+sXP4v3RnPc1b/LdQ/PXi0Ouzd2yZTPfj4bdevWKfMCAADeOqqqmlrXdfP6GMuK4Wvw5Z2GpXuXlT+euUGXLhk1aLAoBAAA3nSE4WvQr/c7cskhIzPwne9Kl4aG9N5wo3x16PCc9KEPd/bUAAAAXjXfSvoaDdliy1zxL5/o7GkAAACsMyuGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGAAAAhROGALQ75phjct9993X2NACA9axLZ08AgDeOCy+8sEOus2zZsnTpsm7/imltbU1jY2OHzAcAeGlWDAHe4p577rnsv//+GThwYPr375+xY8fmhhtuyODBg9PU1JSjjz46S5YsSZLstttumTJlSpJkzJgxaWpqSv/+/TN69Oj26/Xs2bP973HjxmXUqFFJklGjRuWEE07IiBEjMnr06Jx++uk5+uijs9tuu2WbbbbJeeed137eJZdckh133DGDBg3K5z73ubS2trZf+9RTT81OO+2UO+644/V+aQCAFwhDgLe4P/zhD9lyyy0zffr03HPPPdlnn30yatSojB07NjNnzsyyZcvywx/+cKVznnjiiYwePTo33nhjpk2blsmTJ+fKK6982bH+/Oc/5/rrr8/3vve9JMmsWbPyxz/+MZMmTco3v/nNLF26NPfff3/Gjh2b2267LdOmTUtjY2MuvfTSJMsjtn///vnTn/6UnXfeueNfDABgjYQhwFvUo88+m7H3zszfe22c666/PqNHj84tt9ySOXPmpG/fvtluu+2SJJ/61KcyceLElc6dPHlydtttt/Tu3TtdunTJJz7xidWOWZORI0eudPvn/vvvn+7du2fzzTfPO97xjjz55JO54YYbMnXq1Oywww4ZNGhQbrjhhjz88MNJksbGxhx66KEd+CoAAK+EzxgCvMXUdZ0zbrkpv545PQ1VlYaqIRt/6bhs2qNnTjnllOy1116v6BprU1VV+98tLS0rPbbRRhuttN29e/f2vxsbG7Ns2bLUdZ1PfepT+c53vrPatXv06OFzhQDQCawYArzF3Djn4Yy9Z2aWtLZm8bJlmT/36Syo6/yuW2NO+NrXcvvtt2fOnDmZPXt2kuRXv/pVdt1115WusdNOO+Xmm2/O3Llz09ramjFjxrQf8853vjP3339/2tracsUVV7zq+X3kIx/JuHHj8tRTTyVJ5s2bl0cffXQdnzUAsC6sGAK8xYyZOSOLli1t337+ib9l3u+uzpONDfn/3r55fnHhhZk/f35GjhyZZcuWZYcddshxxx3XfnxVVdliiy3yne98JyNGjEhd19lvv/1y0EEHJUm++93v5oADDshWW22V/v37Z+HCha9qfv369csZZ5yRvfbaK21tbenatWsuuOCCbL311h3zAgAAr1r1UrcLdabm5ub6xW/GA+CVO/K3l+f2vzy22v6e3brlx/sflGFb/dNaz21qaspVV12Vvn37vp5TBABegaqqptZ13bw+xnIrKcBbzEHv75cN1vAbgnVdZ8gWW671vD333DNNTU2iEAAK5FZSgLeYg9/3gVxx/32Z8dTfsmjp0nRtaEhjQ0PO2mOfdH+JH52/7rrr1uMsAYA3EmEI8BbTtbExvzrksEyY83AmzHk4b9tgwxz2gf7ZetNNO3tqAMAblDAEeAtqbGjIHtv8c/bY5p87eyoAwJuAzxgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUThgCAAAUrkPCsKqqfaqqeqCqqtlVVZ38EscdVlVVXVVVc0eMCwAAwLpb5zCsqqoxyQVJ9k3SL8kRVVX1W8NxGyf5cpI/reuYAAAAdJyOWDHcMcnsuq4fruv6+SSXJTloDcd9O8mZSVo6YEwAAAA6SEeE4buTPLbC9l9e2NeuqqrBSbaq6/rqDhgPAACADtQRYVitYV/d/mBVNSQ5J8nXXvZCVXVsVVVTqqqa8vTTT3fA1AAAAHg5HRGGf0my1Qrb70nyxArbGyfpn+SmqqrmJBma5Ko1fQFNXdc/qeu6ua7r5t69e3fA1AAAAHg5HRGGk5NsW1VV36qquiU5PMlVLz5Y1/X8uq43r+u6T13XfZLcmeTAuq6ndMDYAAAArKN1DsO6rpclOT7JH5Pcn+Tyuq7vrarqW1VVHbiu1wcAAOD11aUjLlLX9bVJrl1l36lrOXa3jhgTAACAjtEhP3APAADAm5cwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBIBX4YorrkhVVZk1a9brPtbpp5+eiy+++HUfBwCEIQC8CmPGjMnOO++cyy677BWfU9d12traXsdZAcC6EYYAhVufK2BvdgsXLsxtt92Wn/3sZ+1huHDhwnzkIx/JkCFD0tTUlN/97ndJkjlz5uQDH/hAvvCFL2TIkCF57LHHMmbMmDQ1NaV///4ZPXp0+3V79uyZr3/96xk4cGCGDh2aJ598sn3/BhtskCQ577zz0q9fvwwYMCCHH374Wud48803Z9CgQRk0aFAGDx6cBQsWpK7rnHTSSenfv3+ampoyduzYJMlNN92U3XbbLYcddlje//735xOf+ETquk6SnHzyye3jnXjiiR3/YgLwxlLX9Rvyn+23374G4PU3cuTIeuedd65PO+20V3xOW1tb3dra+vpN6g2irXVe3fqP8+rWuR+rW//+1fqXF/1bffTRR9d1XdfDhg2rp06dWi9durSeP39+Xdd1/fTTT9fvfe9767a2tvqRRx6pq6qq77jjjrqu6/rxxx+vt9pqq/qpp56qly5dWo8YMaK+4oor6rqu6yT1VVddVdd1XZ900kn1t7/97dXmssUWW9QtLS11Xdf13//+97XO+YADDqhvvfXWuq7resGCBfXSpUvrcePG1XvssUe9bNmy+m9/+1u91VZb1U888UQ9YcKEulevXvVjjz1Wt7a21kOHDq1vueWW+plnnqm32267uq2t7WXHA+D1k2RKvZ76y4ohQMHW9wrYm0ndOjf13P2T536cLL07abkmYy75bj52SN8kyeGHH54xY8akruv867/+awYMGJA99tgjjz/+ePvz3XrrrTN06NAkyeTJk7Pbbruld+/e6dKlSz7xiU9k4sSJSZJu3brlgAMOSJJsv/32mTNnzmrzGTBgQD7xiU/kkksuSZcuXdY67+HDh+eEE07Ieeedl2effTZdunTJrbfemiOOOCKNjY155zvfmV133TWTJ09Okuy44455z3vek4aGhgwaNChz5sxJr1690qNHjxxzzDH57W9/mw033LDDXlcA3piEIUDBrrzyyuyzzz7Zbrvt8ra3vS133XVXevTokSuuuCJ33XVXJkyYkK997Wvttxc+8MADOeqoo3L33Xena9euGT16dG688cZMmzYtkydPzpVXXpkkee655zJ06NBMnz49u+yyS37605925tN8Ternfpy0zU/yfJLkmXnLMuG2hTn2uG+nT58+OeusszJ27NhccsklefrppzN16tRMmzYt73znO9PS0pIk2Wijjf73ei+8hmvStWvXVFWVJGlsbMyyZctWO+aaa67JF7/4xUydOjXbb7/9Go9Jlt8CeuGFF2bx4sUZOnRoZs2a9ZJjd+/evf3vF8fu0qVLJk2alEMPPbT9vyMAvLUJQ4CC1HVL2hb+LG1zP5q2uYfk15d8L//yLyOTrP8VsDe8JTclWdq+Oe7qhfnkYRvnkakfyCOzr89jjz2Wvn375n/+53/yjne8I127ds2ECRPy6KOPrvFyO+20U26++ebMnTs3ra2tGTNmTHbddddXNJW2trY89thjGTFiRM4888w8++yzWbhw4RqPfeihh9LU1JTRo0enubk5s2bNyi677JKxY8emtbU1Tz/9dCZOnJgdd9xxreMtXLgw8+fPz3777Zdzzz0306ZNe0XzBODNa+33ogDwllLXrannHZUsnZWkJc/Ma82Emx/JvfeOTNX49rS2tqaqqvTr1699Baxr167p06fP67IC9obXsFnS+r+RN/bKBfl/j98sqVuTqleS5NBDD83999+fadOmpbm5OYMGDcr73//+NV5uiy22yHe+852MGDEidV1nv/32y0EHHfSKptLa2pojjzwy8+fPT13X+epXv5pNN910jceee+65mTBhQhobG9OvX7/su+++6datW+64444MHDgwVVXlzDPPzLve9a61fuHQggULctBBB6WlpSV1Xeecc855RfME4M2reql/sXem5ubmesqUKZ09DYC3jLrlxtTzT0jqRUmSH/9yfu6e2ZIfnbV1qrdfmqprU3bdddfsvvvumTt3bn7wgx9kwoQJ2X333fPII48kSQ444IDcc889SZK//vWvGTp0aKZOnZrNNtsse++9d770pS/loIMOSs+ePdtXtMaNG5err776Tfd7fHXLH1I/OzrJ4hX2dkm6bp+Gt/+qs6YFQEGqqppa13Xz+hjLraQAhaifn9wehcnyFbCD9+2ZpC15/q4ky1fA/va3v2XKlClpbm7OpZde+opWwAYOHJghQ4ZCFCJtAAAgAElEQVS84hWwN4XueycbHZ2ke1JtnKRH0vWDqTb7j86eGQB0OCuGAIVoW3hRsvD7SZas/EC1UapeZ6TaYP9OmdcbXd02P1l6f9LYO1WX93b2dNpddNFF+Y//WDlShw8fngsuuKCTZgRAR1ufK4bCEKAQddu81E/vvtKqYZKk2jTVO25JVXVf84kAQKdwKykAHa5qeFuqzX6WNLwzqTZM0iNp7JPqbZeIQgAonG8lBShI1W37pPfEpPWhJF2Sxq3bvz0UACiXMAQoTFVVSZd/7uxpAABvIG4lBQAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAAAKJwwBAA6XFVV+eQnP9m+vWzZsvTu3TsHHHBAJ84KgLURhgBAh9too41yzz33ZPHixUmS6667Lu9+97s7eVYArI0wBABeF/vuu2+uueaaJMmYMWNyxBFHtD82b968HHzwwRkwYECGDh2aGTNmJEluvvnmDBo0KIMGDcrgwYOzYMGCJMlZZ52VHXbYIQMGDMhpp52WJHnuueey//77Z+DAgenfv3/Gjh27np8hwFuHMAQAXheHH354LrvssrS0tGTGjBnZaaed2h877bTTMnjw4MyYMSP/9//+3xx11FFJkrPPPjsXXHBBpk2blltuuSUbbLBBxo8fnwcffDCTJk3KtGnTMnXq1EycODF/+MMfsuWWW2b69Om55557ss8++3TWUwV40xOGAECHqOulqZfcmrplfJJkwIABmTNnTsaMGZP99ttvpWNvvfXW9s8g7r777nnmmWcyf/78DB8+PCeccELOO++8PPvss+nSpUvGjx+f8ePHZ/DgwRkyZEhmzZqVBx98ME1NTbn++uszevTo3HLLLdlkk03W+3MGeKvo0tkTAADe/OqlM1PP+0ySpUmqpF6ctucuzYEHHpgTTzwxN910U5555pn/Pb6uV7tGVVU5+eSTs//+++faa6/N0KFDc/3116eu65xyyin53Oc+t9o5U6dOzbXXXptTTjkle+21V0499dTX8VkCvHVZMQQA1kldP5963tFJ/WxSP5fUC5PUyYJ/z6c/OTynnnpqmpqaVjpnl112yaWXXpokuemmm7L55punV69eeeihh9LU1JTRo0enubk5s2bNyt57752f//znWbhwYZLk8ccfz1NPPZUnnngiG264YY488siceOKJueuuu9b3Uwd4y7BiCACsm+dvT7JsTQ/k3W+7JV/5yumrPXL66afn05/+dAYMGJANN9wwv/jFL5Ik5557biZMmJDGxsb069cv++67b7p37577778/w4YNS5L07Nkzl1xySWbPnp2TTjopDQ0N6dq1a374wx++fs8R4C2uWtOtHG8Ezc3N9ZQpUzp7GgDAy6gXX5P6H99Yvlq4qh77p2HTc9b/pADeAqqqmlrXdfP6GMutpADAuuk2NKnXsGJYbZiqh28KBXgzEIYAwDqpGt+e9Px/kvRIUr2wc8Ok68Ck+0c6c2oAvEI+YwgArLOGnp9J3W371IvHJm0LU/XYN+mxV6rKWw2ANwP/aw0AdIiq26BU3QZ19jQAeA3cSgoAAFA4YQgAAFA4YQgAAFA4YQgAAFA4YQgAAFA4YQgAAFA4YQgAAFA4YQgAAFA4YQgAAFC4DgnDqqr2qarqgaqqZldVdfIaHj+hqqr7qqqaUVXVDVVVbd0R4wIAALDu1jkMq6pqTHJBkn2T9EtyRFVV/VY57O4kzXVdD0gyLsmZ6zouAAAAHaMjVgx3TDK7ruuH67p+PsllSQ5a8YC6rifUdb3ohc07k7ynA8YFAACgA3REGL47yWMrbP/lhX1r85kkv++AcQEAAOgAXTrgGtUa9tVrPLCqjkzSnGTXtTx+bJJjk+Sf/umfOmBqAAAAvJyOWDH8S5KtVth+T5InVj2oqqo9knw9yYF1XS9Z04Xquv5JXdfNdV039+7duwOmBgAAwMvpiDCcnGTbqqr6VlXVLcnhSa5a8YCqqgYn+XGWR+FTHTAmAAAAHWSdw7Cu62VJjk/yxyT3J7m8rut7q6r6VlVVB75w2FlJeib5TVVV06qqumotlwMAXoUPfehDa9w/atSojBs37iXP3W233TJlypTXY1oAvMl0xGcMU9f1tUmuXWXfqSv8vUdHjAMArOz222/v7CkA8BbQIT9wDwB0jp49eyZJ6rrO8ccfn379+mX//ffPU0/97yc3brjhhgwePDhNTU05+uijs2TJyh/1b21tzahRo9K/f/80NTXlnHPOWa/PAYDOJwwB4C3giiuuyAMPPJCZM2fmpz/9aftKYktLS0aNGpWxY8dm5syZWbZsWX74wx+udO60adPy+OOP55577snMmTPz6U9/ujOeAgCdSBgCwJtMXS9N3XJ96ud+nqQtdd2WiRMn5ogjjkhjY2O23HLL7L777kmSBx54IH379s12222XJPnUpz6ViRMnrnS9bbbZJg8//HC+9KUv5Q9/+EN69eq1vp8SAJ1MGALAm0jd+rfUT++Zev5JqRd8L6mXpH7m0NT10lTV6j8tXNdr/GnhlWy22WaZPn16dtttt1xwwQU55phjXo+pA/AGJgwB4E2knv+vSduTSf1ckqVJ6mTZg/nwDn/PZZddltbW1vz1r3/NhAkTkiTvf//7M2fOnMyePTtJ8qtf/Sq77rrrStecO3du2tracuihh+bb3/527rrrrvX8rF5/c+bMSf/+/Vfb39HfzHrxxRfn+OOP77DrAawvwhCAN5y1vYl/I7jppptywAEHvKpzjjnmmNx3333rPHZdL0mevzNJ6yqPPJ9D9pidbbfdNk1NTfn85z/fHn89evTIRRddlJEjR6apqSkNDQ057rjjVjr78ccfz2677ZZBgwZl1KhR+c53vrPOc2X9q+s6bW1tnT0N4E2qQ36uAgBYuwsvvLCDrlS/8M//+sdD/5wkqaq2nH/++Ws86yMf+Ujuvvvu1fbfdNNN7X+/FVcJV7Vs2bJ86lOfyt13353tttsuv/zlL1d6/POf/3wmT56cxYsX57DDDss3v/nNJMnJJ5+cq666Kl26dMlee+2Vs88+O6NGjUqPHj1y77335sknn8z3v//99v/D4Iknnsg+++yThx56KIccckjOPPPMJMn48eNz2mmnZcmSJXnve9+biy66KD179kyfPn3y8Y9/PBMmTMjSpUvzk5/8JKecckpmz56dk046qT3kzzrrrFx++eVZsmRJDjnkkHzzm9/MnDlzsu+++2bEiBG54447cuWVV2brrbdej68q8FZhxRCAN6TW1tZ89rOfzQc/+MHstddeWbx48Uq3/c2dOzd9+vRJsvz2vYMPPjgf/ehH07dv35x//vn5/ve/n8GDB2fo0KGZN29ekuSnP/1pdthhhwwcODCHHnpoFi1alGT5j8F/+ctfzoc+9KFss802L/vD8P/4xz9yyCGHpF+/fjnuuOPaV2nGjx+fYcOGZciQIRk5cmQWLlyYZOXbFXv27Jmvf/3rGThwYIYOHZonn3wySfLQQw9l6NCh2WGHHXLqqae2/wzFiqqqR9J1UFb/13eXpMc+r/o1Ls0DDzyQY489NjNmzEivXr3yn//5nys9/m//9m+ZMmVKZsyYkZtvvjkzZszIvHnzcsUVV+Tee+/NjBkz8o1vfKP9+Dlz5uTmm2/ONddck+OOOy4tLS1Jln/L64vfAjt27Ng89thjmTt3bs4444xcf/31ueuuu9Lc3Jzvf//77dfaaqutcscdd+TDH/5wRo0alXHjxuXOO+/Mqacu/1no8ePH58EHH8ykSZMybdq0TJ06tf1LhB544IEcddRRufvuu0Uh8JoJQwDeEOr6+dTPT069dEbqui0PPvhgvvjFL+bee+/Npptumv/6r/96yfPvueee/PrXv86kSZPy9a9/PRtuuGHuvvvuDBs2rH1l6P/8n/+TyZMnZ/r06fnABz6Qn/3sZ+3n//Wvf82tt96aq6++OieffPJLjjVp0qR873vfy8yZM/PQQw/lt7/97cu+8X/Rc889l6FDh2b69OnZZZdd8tOf/jRJ8pWvfCVf+cpXMnny5Gy55ZZrHbva5LtJtUmSDV/YsWHSuGWqjb/2knMuUV0vS73kjuXf4Nr2j2y11VYZPnx4kuTII4/MrbfeutLxl19+eYYMGZLBgwfn3nvvzX333ZdevXqlR48eOeaYY/Lb3/42G264YfvxH/vYx9LQ0JBtt90222yzTWbNmpVk+QrtJptskh49eqRfv3559NFHc+edd+a+++7L8OHDM2jQoPziF7/Io48+2n6tAw88MEnS1NSUnXbaKRtvvHF69+6dHj165Nlnn8348eMzfvz4DB48OEOGDMmsWbPy4IMPJkm23nrrDB069HV9LYG3PreSAtDp6pYbUs8/6YWtttTPdE3fvu/OoEGDkiTbb7995syZ85LXGDFiRDbeeONsvPHG2WSTTfLRj340yfI32jNmzEiyPB6/8Y1v5Nlnn83ChQuz9957t59/8MEHp6GhIf369WtfxVubHXfcMdtss02S5Igjjsitt96aHj16tL/xT5Lnn38+w4YNW+3cbt26td9yuP322+e6665LkvbbAJPk4x//eE488cQ1jl112TrpfWPScm3qZXNSde2X9NgzVdXtJedcmnrpfan//pmkbklSpX7muVRZtNIxK36L6yOPPJKzzz47kydPzmabbZZRo0alpaUlXbp0yaRJk3LDDTfksssuy/nnn58bb7xxtfNX3O7evXv7vsbGxixbtix1XWfPPffMmDFj1jjfF89paGhY6fyGhob280855ZR87nOfW+m8OXPmZKONNnqVrw7A6qwYAtCp6mWPpX72q0m98IV/FiX13HRvfCp1/XyS/31z3aVLl/bbNl+8be9Fq76ZXvGN9rJly5Isv2X0/PPPz8yZM3PaaaetdI0Vz3+5n3hYUxC8+MZ/2rRpmTZtWu67776VViRf1LVr1/bzX3xer1bVsFGqDUemoddJqTbYXxSuoq6XpZ53dNL2zPJvb60XJnk+//PYM7l94vLV4zFjxmTnnXduP+cf//hHNtpoo2yyySZ58skn8/vf/z5JsnDhwsyfPz/77bdfzj333EybNq39nN/85jdpa2vLQw89lIcffjjve9/71jqnoUOH5rbbbmv/dthFixblz3/+8yt+TnvvvXd+/vOft9+e/Pjjj+epp556xecDvBxhCECnqhf/V1b/ls0XLLlppc0+ffpk6tSpSfKynwNckwULFmSLLbbI0qVLc+mll77q8180adKkPPLII2lra8vYsWOz8847r/Mb/6FDh7bfLnvZZZe95rmR5Pk/JVmy2u4PbNstv7j43AwYMCDz5s3L5z//+fbHBg4cmMGDB+eDH/xgjj766PaV3wULFuSAAw7IgAEDsuuuu+acc85pP+d973tfdt111+y777750Y9+lB49eqx1Sr17987FF1+cI444IgMGDMjQoUPbbz19Jfbaa698/OMfz7Bhw9LU1JTDDjssCxYseMXnA7wct5IC0Lna5mX57/Gtqk7anl1pz4knnpiPfexj+dWvfpXdd9/9VQ/17W9/OzvttFO23nrrNDU1veY31sOGDcvJJ5+cmTNnZpdddskhhxyShoaG9jf+S5Ysj5Izzjgj22233Su65rnnnpsjjzwy3/ve97L//vtnk002eU1zIy/8xuPKq7p9tuqaeyZunXQflobNLmjfv+I3s1588cVrvNykSZPWuH/48OErhWKyfFV61KhR7dtXX311+9+77757Jk+evNp1VrxNetXzV3zsxc+hruqee+5Z4/wAXo3q5W6X6SzNzc11R/7gLABvTHXLdcs/X1gvWuWR7qk2v3r5Z+oKsGjRomywwQapqiqXXXZZxowZk9/97nf/P3v3HZ/jvf9x/HVlyLZHKS16aiW5ZRIjxFazNYpqCUdVnZau1GgpWl3S01Na1UmHKoJSp2r0IAkqgwg1asWoPYIkMu7k+v2Rn7tCEIQg7+dfua/rOz7XFY+H+5PvKuqw7kpmzmnMY8FA5iV3XDFKvYnh0vmm+wgNDaVTp0706NHjptsSEbkSwzDiTdMMuB19acRQRESKllNLcKgH1j/APJ97zXAB527FJikEiI+P57nnnsM0TUqXLs3XX39d1CHdtQy7MpgeL8O5D8mdUmoCLuBYt9CO9bjS6KKIyN1KI4YiIlLkTDMTM20BpC8CwxnDtRc4tblsk5fbafPmzTz11FN5rjk5ObF+/foiikiul5mZgHn+R8g5i+HcHpwfwTAcizosEZECu50jhkoMRURERArJ3LlzGTt2LPfddx8rV64skhg0zVXk3nE7E0PtSioiIiL3lBs5AqSwfPXVV0ydOrXIkkIRkRulxFBERETueKZpxcw+gmmm8+abb1KnTh3atGlDnz59CA8PJyQkhNGjR9O8eXM++ugj9u3bR6tWrbBYLLRq1Yr9+/cDuaNpFx914u7uDuTuTnphh9l69eoxZMgQ25mZ+Zk1axbe3t54eXkxYsQIACZMmEB0dDRDhgwhLCws33ozZsyga9eutG/fntq1azN+/Hjbve+//54GDRrg4+PDM888Q3Z29hX7uhD7yy+/jJ+fH61ateL48eOX9RcfH0/z5s3x9/enXbt2HD58uKCvXESKGSWGIiIickfLSZuNeawR5vG2xC71Yt7cqWzYEMv8+fO5eNlJcnIyq1ev5uWXX+a5556jX79+JCYm0rdvX4YNG3bNfmJiYvjggw/YvHkzu3fvZv78+fmWO3ToECNGjOB///sfCQkJxMbG8tNPPzF27FgCAgKYOXMmkyZNumo/M2fOJCEhgblz5xIXF8e2bduYPXs2a9asISEhAXt7e2bOnHnFvgBSU1Px8/Njw4YNNG/ePE+SCZCVlcXzzz9PREQE8fHxDBw4kNdee60gr1xEiiHtSioiIiJ3LDN9OZx9G8jdsXZNzBm6tLHD2fof7EqOoXPnv4+e6NWrl+3ndevW2RK7p556ildfffWafTVo0ICaNWsC0KdPH6Kjo/NdpxcbG0tISAgVKlQAoG/fvkRGRvLoo48W6JnatGlDuXLlAOjWrRvR0dE4ODgQHx9PYGAgAOfPn6dixYpX7cvOzs72zE8++STdunXL08+OHTvYsmULbdq0ASA7O5vKlSsXKEYRKX6UGIqIiMgdy0z5hAtJIUDunnlWSJuD6ZE32XNzc7tiOxd2uHVwcLBNETVNk8zMzMvKXOnz3zHc3MZ9+fVjmib9+/fnnXfeyXPvwujgjbRrmiaenp6sW7fuxoMVkWJDU0lFRETkzpWdd01ck4YuLF6WSnp6Diln/+K///1vvtUaN27Mjz/+CMDMmTNp2rQpANWrVyc+Ph6AhQsXkpWVZasTExPD3r17ycnJYfbs2bY6l2rYsCGrV6/mxIkTZGdnM2vWLJo3b17gR1q+fDmnTp3i/Pnz/PTTTzRp0oRWrVoRERHBsWPHADh16hT79u27al85OTm29ZI//PDDZfHWrl2b48eP2xLDrKws/vjjjwLHKSLFi0YMRURE5M7l6AWZUbaPgT7OdG7nhm/r3TxY8xkCAgIoVarUZdUmT57MwIEDmTRpEhUqVGD69OkAPP3003Tt2pUGDRrQqlWrPKOMjRo1YuTIkWzevNm2EU1+KleuzDvvvEOLFi0wTZMOHTrQtWvXAj9S06ZNeeqpp9i1axdPPPEEAQG5O9G/9dZbtG3blpycHBwdHfnkk08ICgq6Yl9ubm788ccf+Pv7U6pUKWbPnp2nnxIlShAREcGwYcM4c+YMVquVF154AU9PzwLHKiLFh84xFBERkTuWmbUV82QfIB3I/c6SkloC98pjSacTzZo14/PPP8fPz++m+lm1ahXh4eEsXrz45oO+ihkzZhAXF8fHH3980225u7uTkpJSCFGJyJ1K5xiKiIiIAIZjPYxys6BEMBhlwcGTIaMr4tf4bfz8/OjevftNJ4UiIqIRQxEREZEratiwIRkZGXmufffdd3h7e1+13tKlS/OcOQhQo0YNFixYUOgxisi963aOGCoxFBERERERuQNpKqmIiIiIiIjcNkoMRUREREREijklhiIiIiIiIsWcEkMREREREZFiTomhiIiIFIpVq1axdu1a2+fQ0FAiIiKKMCIRESkoJYYiIiJSKC5NDG+GaZrk5OQUSlsiInJtSgxFRETEJikpiTp16jBo0CC8vLzo27cvK1asoEmTJjz88MPExMRw6tQpHn30USwWC0FBQSQmJpKUlMS0adP48MMP8fHxISoqCoDIyEgaN25MzZo184weTpo0icDAQCwWC2+88Yat77p16zJ06FD8/Pw4cOBAkbwDEZHiSImhiIhIERo0aBBbt2694v0ZM2Zw6NChWxqDmZOMmbEG07oLgF27djF8+HASExPZvn07P/zwA9HR0YSHh/P222/zxhtv4OvrS2JiIm+//Tb9+vWjevXqDBkyhBdffJGEhASCg4MBOHz4MNHR0SxevJiRI0cCsGzZMnbu3ElMTAwJCQnEx8cTGRkJwI4dO+jXrx8bN27kwQcfvKXPLSIif3Mo6gBERESKsy+//PKq92fMmIGXlxdVqlQpcJtWqxUHh2v/F2+aJmbKZEj9EgxHMK3knKpMjRoP4O3tDYCnpyetWrXCMAy8vb1JSkpi3759zJs3D4CWLVty8uRJzpw5k28fjz76KHZ2dtSrV4+jR48CuYnhsmXL8PX1BSAlJYWdO3fywAMP8OCDDxIUFFTgZxURkcKhEUMREZHbJDU1lY4dO1K/fn28vLyYPXs2ISEhxMXFkZ2dTWhoKF5eXnh7e/Phhx8SERFBXFwcffv2xcfHh/PnzxMfH0/z5s3x9/enXbt2HD58GICQkBBGjx5N8+bN+eijjwoWUMYySP0ayAAzBUiH7N04OZyyFbGzs8PJycn2s9VqxTTNy5oyDCPfLi7UBWz1TNNk1KhRJCQkkJCQwK5du/jnP/8JgJubW8FiFxGRQqXEUERE5DYwzRyWLFlClSpV2LRpE1u2bKF9+/a2+wkJCfz1119s2bKFzZs3M2DAAHr06EFAQAAzZ84kISEBBwcHnn/+eSIiIoiPj2fgwIG89tprtjaSk5NZvXo1L7/8csFiSp0OnL/kajaY6ZjZR65Yr1mzZsycORPI3XCmfPnylCxZEg8PD86dO3fNftu1a8fXX39NSkoKAH/99RfHjh0rUMxybUlJSXh5eeW5FhcXx7Bhw4ooIhG5G2gqqYiIyC1kWpMwz46FzBi8KmcTtuw4r77qTufO3Wzr8ABq1qzJnj17eP755+nYsSNt27a9rK0dO3awZcsW2rRpA0B2djaVK1e23e/Vq9f1BZdz+go3DMg5C/b35Xt33LhxDBgwAIvFgqurK9988w0AnTt3pkePHixcuJApU6Zcsdu2bduybds2GjVqBIC7uzvff/899vb21xe/FFhAQAABAQFFHYaI3MGUGIqIiNwiZk4y5smeYJ4FTGo9ZBD76338siqKUaNi8yR/ZcqUYdOmTSxdupRPPvmEOXPm8PXXX+dtzzTx9PRk3bp1+fZ33dMwnVpA2kEgy3apejVHEld7gkMNIHeNo+1e9eps2bIFgIULF17WXK1atUhMTLR9vjjxBWwjhADDhw9n+PDhl7VxoX0pHHv27KF79+488cQTrF69msWLFzNu3Dj279/Pnj172L9/Py+88ALDhg0jNTWVxx9/nIMHD5Kdnc2YMWPo1asX1atX54knnmDlypVkZWXx+eefM2rUKHbt2kVYWBhDhgwBcneanTNnDhkZGTz22GOMHz+epKQkHnnkEZo2bcratWu5//77WbhwIS4uLkX8ZkTkUppKKiIicouYafPAzABy19YdOmLF1cXKk92svDy8Gxs2bLCVPXHiBDk5OXTv3p0333zTdu/i6Zm1a9fm+PHjtsQwKyuLP/7444bjM9wHg10Z4MI6QDvAGUqOxzAcb7hduf1M04ppPYCZ8/dU3h07dtC9e3emT59OYGBgnvLbt29n6dKlxMTEMH78eLKysvj111+vONW5WrVqrFu3juDgYEJDQ4mIiOD3339n7NixwNV3mt25cyf/+te/+OOPPyhdurRt4yIRubNoxFBERORWse4A0m0fN2/LYMSbJ7Czs8PRaSqffvYjr7zyCpC7zm7AgAG2Q93feecdAEJDQxkyZAguLi6sW7eOiIgIhg0bxpkzZ7Barbzwwgt4enreUHiGXVkovxgz7QfIiAL7KhhuoRiO3jf33HJb5aTNh3PvAJlgZpNzNojjx4/TtWtX5s2bh6enJ6tWrcpTp2PHjjg5OeHk5ETFihU5evQo3t7evPLKK4wYMYJOnTrlGfHt0qULAN7e3qSkpODh4YGHhwfOzs4kJydfdafZGjVq4OPjA4C/vz9JSUm347WIyHVSYigiInKrONaD9KVc2OClXQs32rVwA1wwyn6LUaJ+ni/sF48gXtC9e3e6d+9u++zj42MbibnYpV/8C8qwK43hPhTch95QfSlaZsYaODuePJsIZURRyiOTatWqsWbNmnz/cHDxbrH29vZYrVZq1apFfHw8v/zyC6NGjaJt27a2EcGLd6a9uO7FO9WOGjWKZ555Jk8/SUlJl/V1/vylGx6JyJ1AU0lFRERuEcOlGxjO5P3vtgQ41gFHS1GFJfcQM/UzLt9ZNpMSDudZMH863377Lf2xgW8AACAASURBVD/88EOB2jp06BCurq48+eSTvPLKK/n+oeJKtNOsyN1PI4YiIiK3iGFXEsrNwzz3JmRE5x4i79wVw+PVK577J3Jdsv+6wg0DN5d0Fi9eTJs2bXj99dev2dTmzZsJCwvLners6Minn35a4DC006zI3c/I75DaO0FAQIAZFxdX1GGIiIiI3LFykkdA+kIgJ+8NwxWj4noMwynfeiJydzAMI940zdty1oymkoqIiIjcpQz3f4HhSp6vdIYLuL+gpFBErosSQxEREZECSkpKwsvL64brz5gxg0OHDtk+V69enRMnTtxwe4bDAxjl5oNzB7CrBA5eGKUmYecWesNtikjxpDWGIiIiIoUoOzv7imvrZsyYgZeXF1WqVLnpfqxWKw4ODhgO1TFK//um2xOR4k0jhiIiIiLXwWq10r9/fywWCz169CAtLY3q1aszYcIEmjZtyty5c0lISCAoKAiLxcJjjz3G6dOniYiIIC4ujr59++Lj42M7tmHKlCn4+fnh7e3N9u3bAUhNTWXgwIEEBgbi6+vLwoULgdzEsmfPnnTu3Jm2bdsW2TsQkXuPEkMRERGR67Bjxw4GDx5MYmIiJUuWZOrUqQA4OzsTHR1N79696devH++99x6JiYl4e3szfvx4evToQUBAADNnziQhIQEXFxcAypcvz4YNG3j22WcJDw8HYOLEibRs2ZLY2FhWrlxJWFgYqampAKxbt45vvvmG//3vf0XzAkTknqTEUEREROQKTDOTnJTPyTnehpxjLchJ+YJq1arSpEkTAJ588kmio6MB6NWrFwBnzpwhOTmZ5s2bA9C/f38iIyOv2Ee3bt0A8Pf3JykpCYBly5bx7rvv4uPjQ0hICOnp6ezfvx+ANm3aULZs2VvyvCJSfGmNoYiIiEg+TNPEPD0EMuOA9NyL5+dimCcwzSwMwxHAdialm5vbDfXj5JS7e6i9vT1Wq9XW97x586hdu3aesuvXr7/hfkRErkYjhiIiIiL5yUqEzHhsSWHuRfYfTGfd6ikAzJo1i6ZNm+apVqpUKcqUKUNUVBQA3333nW300MPDg3Pnzl2z63bt2jFlyhQunDe9cePGm38eEZGrUGIoIiIikp+sTUD2ZZfrPlyCb779EYvFwqlTp3j22WcvK/PNN98QFhaGxWIhISGBsWPHAhAaGsqQIUPybD6TnzFjxpCVlYXFYsHLy4sxY8YU2mOJiOTHuPCXqDtNQECAGRcXV9RhiIiIXLeEhAQOHTpEhw4dijoUuQlm+nLMM6+CmXrJHWfweBk7t/5FEpeIFB+GYcSbphlwO/rSiKGIiNwTTNMkJyenqMMAchPDX375pajDkJvl1BwMVy77umTYY7h0KZKQRERuFSWGIiJy10pKSqJu3boMHToUPz8/vvvuOxo1aoSfnx89e/YkJSUFgOrVqzN69GgaNWpEQEAAGzZsoF27djz00ENMmzYNgFWrVhESEkKPHj2oU6cOffv2ta3vmjBhAoGBgXh5eTF48GDb9ZCQEEaMGEGDBg2oVasWUVFRZGZmMnbsWGbPno2Pjw+zZ89m9erV+Pj44OPjg6+vb4HWmEnRM4wSGGVngUM9oATgBPY1MMp+h2FXpqjDExEpVEoMRUTkrmKaWZhZWzGtuVv379ixg379+rF8+XK++uorVqxYwYYNGwgICODf//63rV61atVYt24dwcHBhIaGEhERwe+//25b+wW5G3z85z//YevWrezZs4c1a9YA8NxzzxEbG8uWLVs4f/48ixcvttWxWq3ExMTwn//8h/Hjx1OiRAkmTJhAr169SEhIoFevXoSHh/PJJ5+QkJBAVFSU7fw6ufMZDg9gV34+RoVVGBWWY1dhKYajV1GHJSJS6HRchYiI3DVyzi+Hs6MBK5jZ5JyqxIMPViUoKIjFixezdetW2/lymZmZNGrUyFa3S5fcqX/e3t6kpKTg4eGBh4cHzs7OJCcnA9CgQQOqVq0KgI+PD0lJSTRt2pSVK1fy/vvvk5aWxqlTp/D09KRz585A/mfQXapJkya89NJL9O3bl27dutn6kLuHYV++qEMQEbmllBiKiMhdwbTugjMvk+fogOw9uDmfyj1vzjRp06YNs2bNyrf+hbPi7OzsbD9f+Hzh7LiLr184Uy49PZ2hQ4cSFxdHtWrVGDduHOnp6Ze1e/EZdJcaOXIkHTt25JdffiEoKIgVK1ZQp06dG3oPIiIit4KmkoqIyF3BTP0ByLrkag6Y2ZC1gaCgINasWcOuXbsASEtL488//7zpfi8kgeXLlyclJYWIiIhr1rn0rLrdu3fj7e3NiBEjCAgIYPv27Tcdl4iISGFSYigiIneHnEPkd6Zc7r0TVKhQgRkzZtCnTx8sFgtBQUGFkoCVLl2ap59+Gm9vbx599FECAwOvWadFixZs3brVtvnMf/7zH7y8vKhfvz4uLi488sgjNx2XiIhIYdI5hiIiclfISZ0J594HLj0U3AmjwgoM+0pFEZaIiMgto3MMRURELmG4PAb2lQCni666gOsTSgqLkcmTJ1O3bl369u2b7/1Lz5AcN24c4eHhtys8EZG7ljafERGRu4Jh5wrl5mGmzoCMpWB4YLg+Bc6allmcTJ06lSVLllCjRo187yckJBAXF0eHDh0Kpb/s7Gzs7e0LpS0RkTuZRgxFROSuYdh5YOfxPHblF2NXbhaGSwcMwyjqsOQ2GTJkCHv27KFLly689957NG7cGF9fXxo3bsyOHTvIzMxk7NixzJ4927a+E2Dr1q2EhIRQs2ZNJk+ebGvv+++/p0GDBvj4+PDMM8+QnZ27htXd3Z2xY8fSsGFD1q1bVyTPKiJyu2mNoYiIiNzxTNMKmNSo8TBxcXGUKFECV1dXHBwcWLFiBZ9++inz5s1jxowZxMXF8fHHHwO5U0mXLVvGypUrOXfuHLVr1+bIkSPs2rWLV199lfnz5+Po6MjQoUMJCgqiX79+GIbB7Nmzefzxx4v2oUWk2Ludaww1lVRERETuWGbOKcwzYyBjJZADOScwrQc4c748/fv3Z+fOnRiGQVbWpUeZ/K1jx444OTnh5ORExYoVOXr0KL/99hvx8fG2XWbPnz9PxYoVgdwzKbt37347Hk9E5I6hxFBERETuSKaZg3myD2QfAKz/fzED89Q/GfNeXVq0aMGCBQtISkoiJCTkiu04Of29YZG9vT1WqxXTNOnfvz/vvPPOZeWdnZ21rlBEih2tMRQREZE7U+ZayDmGLSm8wMwg+dSf3H///QDMmDHDdsvDw4Nz585ds+lWrVoRERHBsWPHADh16hT79u0rrMhFRO46SgxFRETkzmTdC6Y1nxvphA2rz6hRo2jSpIlt0xiAFi1asHXr1jybz+SnXr16vPXWW7Rt2xaLxUKbNm04fPjwLXgIEZG7gzafERERkTuSmRmDeXowmGmX3HHFKDkWw7VbkcQlInK76IB7EREREcdAsK8JlLjooj3YlQQXnV8pIlKYlBiKiIjcwcaNG0d4eHihtlm9enVOnDhx2fVVq1axdu3aQu3rZhiGgVH2W3DpCYYHGK7g/AhGuQgMw6WowxMRuadoV1IREREBchNDd3d3GjduXOA6VqsVB4db93XCsHPHKPUGlHrjlvUhIiIaMRQREbnjTJw4kdq1a9O6dWt27NgBwBdffEFgYCD169ene/fupKXlrrsLDQ0lIiLCVtfd3R2AnJwchg4diqenJ506daJDhw55yk2ZMgU/Pz+8vb3Zvn07SUlJTJs2jQ8//BAfHx+ioqI4fvw43bt3JzAwkMDAQNasWQPkjmIOHjyYtm3b0q9fv9v1WkRE5BbSiKGIiMgdJD4+nh9//JGNGzditVrx8/PD39+fbt268fTTTwPw+uuv89VXX/H8889fsZ358+eTlJTE5s2bOXbsGHXr1mXgwIG2++XLl2fDhg1MnTqV8PBwvvzyS4YMGYK7uzuvvPIKAE888QQvvvgiTZs2Zf/+/bRr145t27bZ4oyOjsbFRVM6RUTuBUoMRUREipiZmYCZMhmsfxK5NJNHuwTh6uoKQJcuXQDYsmULr7/+OsnJyaSkpNCuXburthkdHU3Pnj2xs7Pjvvvuo0WLFnnud+uWu6Onv78/8+fPz7eNFStWsHXrVtvns2fP2s4I7NKli5JCEZF7iBJDERGRImRm/J57JAPpuRespzHS92FmhGI4NbGVCw0N5aeffqJ+/frMmDGDVatWAeDg4EBOTk5uW6ZJZmam7eercXJyAsDe3h6rNb+zAnOno65bty7fBNDNze16HlNERO5wWmMoIiJShMxzE7ElhUBwkAs/LUkm7eh4zp07x88//wzAuXPnqFy5MllZWcycOdNWvnr16sTHxwOwcOFCsrKyAGjatCnz5s0jJyeHo0eP2hLJq/Hw8LCNCAK0bduWjz/+2PY5ISHhZh5VRETuYEoMRUREipJ1Z56PfhZnHu/igV/LVXTv3p3g4GAA3nzzTRo2bEibNm2oU6eOrfzTTz/N6tWradCgAevXr7eN5HXv3p2qVavi5eXFM888Q8OGDSlVqtRVQ+ncuTMLFiywbT4zefJk4uLisFgs1KtXj2nTphXyw4uIyJ3CuNZUk6ISEBBgxsXFFXUYIiIit1TOsUaQc/LyG0Zp7CrF3FTbKSkpuLu7c/LkSRo0aMCaNWu47777bqpNERG5fQzDiDdNM+B29KU1hiIiIkXJ7WlI+QjM8xdddAG3QTfddKdOnUhOTiYzM5MxY8YoKRQRkStSYigiIlKEDNcBmDlnIXU6YAAmuPbDKITEsCDrCkVERECJoYiISJEyDAPD4wVM9yGQfQzsK2IYzkUdloiIFDPafEZEROQmTJ48mbp169K3b9+baufw4VP07P1SkSaFycnJTJ061fb50KFD9OjRo8jiERGR20ebz4iIiNyEOnXqsGTJEmrUqHHNslarFQeHO3eyTlJSEp06dWLLli1FHYqIiHB7N5/RiKGIiMh1Mk0T07qPZwb3Zc+ePXTp0oUPPviARx99FIvFQlBQEImJiQCMGzeOwYMH07ZtW/r160d2djZhYWEEBgZisVj47LPPgNykzMvLC4C0tDQef/xxLBYLvXr1omHDhlz4Y6m7uzuvvfYa9evXJygoiKNHj14xztDQUIYNG0bjxo2pWbMmERERQO5upa1atcLPzw9vb28WLlwIwMiRI9m9ezc+Pj6EhYXliSk9PZ0BAwbg7e2Nr68vK1euBGDGjBl069aN9u3b8/DDD/Pqq68CkJ2dTWhoKF5eXnh7e/Phhx8W9q9BREQKkRJDERGR62BmbcM80RbzRGc+nbCFKvfZ879lU0lKSsLX15fExETefvtt+vXrZ6sTHx/PwoUL+eGHH/jqq68oVaoUsbGxxMbG8sUXX7B37948fUydOpUyZcqQmJjImDFjbAfYA6SmphIUFMSmTZto1qwZX3zxxVXjPXz4MNHR0SxevJiRI0cC4OzszIIFC9iwYQMrV67k5ZdfxjRN3n33XR566CESEhKYNGkSACdPnqRu3bo0btwYgM2bNzNr1iz69+9Peno627dv59dff2X27Nm8+uqrfPrppxw4cICEhAT++usvtmzZwubNmxkwYECB3u+MGTMYN25cgcoW1KVTYvv06YPFYlGyKiJykTt3PouIiMgdxsxJxTz1FJhnL7poxTz9L6KjDebNWwBAy5YtOXnyJGfOnAGgS5cuuLi4ALBs2TISExNto3dnzpxh586d1KpVy9ZkdHQ0w4cPB8DLywuLxWK7V6JECTp16gSAv78/y5cvv2rMjz76KHZ2dtSrV882umiaJqNHjyYyMhI7Ozv++uuvK448njp1irVr1/LSSy/x1FNPAbnTZx988EH+/PNPAMqXL0+pUqVwdHSkbNmy7Nu3D09PT/bs2cPzzz9Px44dadu2bQHe8K1RpUoV2/s+cuQIa9euZd++fUUWj4jInUgjhiIiIgWVsRRMaz43sjGzz1x21TAMANzc3GzXTNNkypQpJCQkkJCQwN69ey9Lmq62/t/R0dHWrr29PVZrfvH8zcnJ6bJ2Z86cyfHjx4mPjychIYFKlSqRnp5+UbkczOzDjB79KllZWXTp0oXt27czadIkAgMD8fX15eTJk7bydnZ/f50wDAOr1crZs2epVq0aixYt4sknn6R3795kZ2dTs2ZNTNMkOTkZOzs7IiMjAQgODmbXrl24uLjg7u4OwNy5c/Hy8qJ+/fo0a9bsis/YoUMH29RdX19fJkyYAMCYMWP48ssv80yJbdu2LceOHcPHx4eoqCh2795N+/bt8ff3Jzg4mO3bt1/1fYqI3KuUGIqIiBRU9jEg4/LrZjrBTR5k5syZQO75geXLl6dkyZKXFW3Xrh2ffvopWVlZAPz555+kpqbmKdO0aVPmzJkDwNatW9m8eXOhPsaZM2eoWLEijo6OrFy50jZ65uHhwbmzxzGPN8E83o63XkzAwd7gf78t5v777yctLc02/XXnzp1UrVr1in0MHjyY3r17s2/fPp577jmWLl2Kvb09tWrVYuvWrURHR+Pv709UVBQZGRkcPHiQf/zjH/Tq1YtXXnkFgAkTJrB06VI2bdrEokWLrthXs2bNiIqK4uzZszg4OLBmzRogd+Q1ODg4T9lFixbZpssGBwczePBgpkyZQnx8POHh4QwdOvRmX6+IyF1JU0lFREQKqoQ/GE5gpuW9brgwbuxIBg6ZhsViwdXVlW+++SbfJgYNGkRSUhJ+fn6YpkmFChX46aef8pQZOnQo/fv3x2Kx4Ovri8VioVSpUoX2GH379qVz584EBATg4+NDnTp1ACjrcYDGARlYmm2gfUtXhg4oDeRgnhnD6dOn2bNnj21KbNmyZa+68U1MTAzHjh1j2rRpeUZAg4ODiYyMZO/evYwaNYovvviC5s2bExgYeFkbTZo0ITQ0lMcff5xu3bpdsa/g4GAmT55MjRo16NixI8uXLyctLY2kpCRq165NUlJSvvVSUlJYu3YtPXv2tF3LyMgn8RcRKQZ0XIWIiEgBmaaJeToUMjcCF6ZeOoOjF0bZ7zGMwpmIk52dTVZWFs7OzuzevZtWrVrx559/UqJEiUJp/0pyTg+FjN+Av78b1AzcS8yv/+CRfo788MNcateunafOqlWrCA8PZ/HixcyYMYO4uDg+/vhjypcvz+HDh3F0dCQrK4sqVapw/PhxIiMjmTZtGocOHeLXX3+lRYsWdOzYkdKlS/Pcc89dFtP69ev573//y/Tp00lISKBcuXKXlcnMzKRu3bo8/vjjtGnThvnz5/Pwww8TFRVFREREnmM4Lv757Nmz1K5dm8OHDxf6uxQRKQw6rkJEROQOZBgGRpkvwOMlcKgNDrXAfThG2RmFlhRC7nEVTZs2pX79+jz22GN8+umntzwpBCD7ABcnhTaGI21bBzJlyhTb6N/GjRuv2lTjxo358ccfgdw1jU2bNgWgYcOGrF27Fjs7O5ydnfHx8eGzzz67bMonwO7du2nYsCETJkygfPnyHDhwIN++SpQoQbVq1ZgzZw5BQUEEBwcTHh6eb5sXK1myJDVq1GDu3LlAbuK/adOmq9YREblXaSqpiIjIdTCMEhhuoeAWesv68PDw4HpmzUycONGW3FzQs2dPXnvttevr2DEQrLuBSza0MbMYM/ZdXnzpdSwWC6ZpUr16dRYvXnzFpiZPnszAgQOZNGkSFSpUYPr06UDuZjjVqlUjKCgIyJ0GOmvWLLy9vS9rIywsjJ07d2KaJq1ataJ+/fpX7C84OJjffvsNV1dXgoODOXjw4DUTQ8hNWp999lneeustsrKy6N2791X7ERG5V2kqqYiIiABgZh/GPNEZzBQg5/+vuoDbQOw8hhdlaCIixdLtnEqqEUMREREBwLCvDOXmY6ZMhsx1YFcWw20QOHcp6tBEROQWU2IoIiIiNobDAxilw4s6jHwtXbqUESNG5LlWo0YNFixYUEQRiYjcOzSVVERERERE5A6kXUlFRERERETktlFiKCIiIiIiUswpMRQRERERESnmlBiKiIiIiIgUc0oMRUREREREijklhiIiIiIiIsWcEkMREREREZFiTomhiIiIiIhIMafEUEREREREpJhTYigiIiIiIlLMKTEUEREREQA6dOhAcnLyZdfHjRtHeHj4bYmhevXqnDhxwvb5mWeeYc2aNbe831WrVtGpUycAZsyYwXPPPXdd9QsSd1JSEl5eXtdsKywsDE9PT8LCwpg2bRrffvstAKGhoURERBQ4poL2JwLgUNQBiIiIiMid4ZdffinqEC6zfv16pk6dWtRhXLebifuzzz7j+PHjODk5FXJUIlemEUMRERGRYuL9999n8uTJALz44ou0bNkSgN9++40nn3wyz6jXxIkTqV27Nq1bt2bHjh22NhISEggKCsJisfDYY49x+vRpjh07hr+/PwCbNm3CMAz2798PwEMPPURaWhrHjx+ne/fuBAYGEhgYaBtNO3nyJG3btsXX15dnnnkG0zRtfW3bto1atWphb2/P7t27ad++Pf7+/gQHB7N9+3YAunbtahtR++yzz+jbty8AISEhvPDCCzRu3BgvLy9iYmIASE1NZeDAgQQGBuLr68vChQuv+s6uFreXlxcuLi6UK1eOEydOcODAAVq1akWtWrU4fPgwf/31F/Hx8ZQtW5YqVarQrFkzjhw5wrhx4+jbty8PPPAAzs7OVK1alc8++4zDhw9Trlw5zp07R+nSpRk3bhzjxo3j6aefplGjRvz888988MEHpKSkEB8fT/PmzfH396ddu3YcPnwYgPj4eOrXr0+jRo345JNPrvpsHTp0IDExEQBfX18mTJgAwJgxY/jyyy8xTZOwsDC8vLzw9vZm9uzZQO7oavPmzXn88cepVasWI0eOZObMmTRo0ABvb292794NwM8//0zDhg3x9fWldevWHD16FMgdgR44cCAhISHUrFnT9m9SipYSQxEREZF7WEpyKnPCF/J6p3c4sfEcy5YsByAuLo6UlBSysrKIjo4mODjYVic+Pp4ff/yRjRs3Mn/+fGJjY233+vXrx3vvvUdiYiLe3t6MHz+eihUrkp6eztmzZ4mKiiIgIICoqCj27dtHxYoVcXV1Zfjw4bz44ovExsYyb948Bg0aBMD48eNp2rQpGzdupEuXLraEEmDJkiW0b98egMGDBzNlyhTi4+MJDw9n6NChAHz++edMmDCBqKgoPvjgA6ZMmWKrn5qaytq1a5k6dSoDBw4EchPeli1bEhsby8qVKwkLCyM1NfWK7+9KcQ8bNowjR45w4MABvv32W1JTUxk5ciT9+vVjyJAhdOjQgWHDhjFgwAAaNGiAn58fPXv25L777gNg9erVDBgwgIMHDwIwdepUpkyZwksvvYSbmxspKSm8/PLLpKWl8dtvv7FixQo6d+7MQw89xKRJk3j++eeJiIggPj6egQMH8tprrwEwYMAAJk+ezLp16675b6NZs2ZERUVx9uxZHBwcbEnvhX8P8+fPJyEhgU2bNrFixQrCwsJsCeimTZv46KOP2Lx5M9999x1//vknMTExDBo0yPY7aNq0Kb///jsbN26kd+/evP/++7a+t2/fztKlS4mJiWH8+PFkZWVdM165tTSVVEREROQedfLwaYb6v0rqmTQyzmdi52AQbV3F2iUxODk54efnR1xcHFFRUUyePJl33nkHgKioKB577DFcXV0B6NKlCwBnzpwhOTmZ5s2bA9C/f3969uwJQOPGjVmzZg2RkZGMHj2aX3/9FdM0bQnnihUr2Lp1qy22s2fPcu7cOSIjI5k/fz4AHTt2pEyZMrYyS5cuZfr06aSkpLB27VpbXwAZGRkAVKpUiQkTJtCiRQsWLFhA2bJlbWX69OkD5CZAZ8+eJTk5mWXLlrFo0SLbmsn09PQ8yeilLo47JzuHI38dZaBlOIv+/Jk2LdtRvnx5W9yxsbEsXryYTp068fnnn+Pr64u7uzt+fn60aNECX19fli5dCoCHhwezZs1i4cKFpKWlkZWVRbly5fj000/JzMxk8+bN+Pj4cPDgQY4ePUqTJk3Yv38/rq6upKWlsWXLFtq0aQNAdnY2lStXvuz389RTT7FkyZIrPltwcDCTJ0+mRo0adOzYkeXLl5OWlkZSUhK1a9dm2rRp9OnTB3t7eypVqkTz5s2JjY2lZMmSBAYGUrlyZSB3VLht27YAeHt7s3LlSgAOHjxIr169OHz4MJmZmdSoUcPWd8eOHXFycsLJyYmKFSty9OhRqlatesVY5dZTYigiIiJyj/rmjdmcOXGObGs2ADlWEyfTheFPvUz7Z0OoX78+K1euZPfu3dStWzdPXcMwrquv4OBg2yhh165dee+99zAMw7ahS05ODuvWrcPFxeWyuvn1lZaWRnJyMlWqVOHs2bOULl2ahISEfPvevHkz5cqV49ChQ1dt1zAMTNNk3rx51K5dO8+9C9McL3Uh7pwskyG+YVTNOs2BLYfIMrPYsHwT302Yy1Nj/05YL47bMAxbDG5ubpe1PWXKFNq1a0e/fv3o3r07Xbt2pU+fPtSsWZOnnnqKsLAwTNOkVq1abNy4kdDQUDp16kTt2rU5fPjwZaOCycnJ1/V7CwwMJC4ujpo1a9KmTRtOnDjBF198YZsWfPG03ktdvP7Rzs7O9tnOzg6r1QrA888/z0svvUSXLl1YtWoV48aNy7e+vb29rY4UHU0lFREREblHrV8cb0sKLyhNebac2oCvlx/BwcFMmzYNHx+fPAlFs2bNWLBgAefPn+fcuXP8/PPPAJQqVYoyZcoQFRUFwHfffWcbnWrWrBnff/89Dz/8MHZ2dpQtW5ZffvmFJk2aANC2bVs+/vhjWx8XkrxmzZoxc+ZMIHfq6OnTpwFYuXIlLVq0AKBkyZLUqFGDuXPnArkJy6ZNmwCIiYlhyZIlbNy4kfDwcPbu3Wvr48KauOjoaEqVKkWpUqVo164dowl3FQAAIABJREFUU6ZMsSU9GzduvOo7vBD3L1+s4NSRZE6lHwegDBU4ZN3Ht+/8yLzZ8zh9+jSBgYG20cuZM2fSrFkzSpUqZUs6LzwnQEpKCh9//DFHjhxh1apVlC1blm3btlGxYkUcHBz45z//yYYNG6hatSp79+5l165dQO5IqWEYHD9+3JYYZmVl8ccff1C6dGlKlSpFdHT0Zf3lp0SJElSrVo05c+YQFBREcHAw4eHhtlHeZs2aMXv2bLKzszl+/DiRkZE0aNDgqm1e7MyZM9x///0AfPPNNwWuJ0VDiaGIiIjIPcrF4/LRuTKUJ8M8T9PgJlSqVAlnZ+c86wsB/Pz86NWrFz4+PnTv3j3P/W+++YawsDAsFgsJCQmMHTsWyD2uAXKTCchdX1a6dGnb1NDJkycTFxeHxWKhXr16TJs2DYA33niDyMhI/Pz8WLZsGQ888ACQd30h5CY5X331FfXr18fT05OFCxeSkZHB008/zddff02VKlX44IMPGDhwoC3pK1OmDI0bN2bIkCF89dVXQO7GKllZWVgsFry8vBgzZsxV3+GFuIe+8TSr037mIHsAqIUPJXDmf+k/8c/Bg3Bzc+Odd95h9uzZzJkzh++++46PPvqI6dOns379ekaPHp1ntLR9+/Zs3ryZBx98kOzsbMaOHcuqVavw8fHh/PnzzJs3j+HDh+Pm5kbv3r3p06cPCxcuZPTo0ezZs4eIiAhGjBhB/fr18fHxYe3atQBMnz6df/3rXzRq1Cjf0dlLBQcHU6lSJVxdXQkODubgwYO23/djjz2GxWKhfv36tGzZkvfff9+2RrIgxo0bR8+ePQkODqZ8+fIFridFw7jaEHFRCggIMOPi4oo6DBEREZG71oIpv/DVqB/ISMuwXbN3tMevtYW3/zu6CCO7Nj8/P9avX4+jo+MN1Q8JCSE8PJyAgIBCiee90I/57ftIzJy8352d3Zz49+oJPOxXEyhY3OPGjcPd3Z1XXnmlUGKTe5dhGPGmaRbOP+Jr0IihiIiIyD2qy9B2BPcIooSzI64lXXB2c6K6ZzVGfHN9h7cXhQ0bNtxwUngrPPrcI5RwzhuPnb0dFR+swD98/95U5U6LW6SgNGIoIiIico87knSMnRv2UunB8jzsV/O6N5aRXCtmRjJl6JdgQHZWNg/UvZ/xP42gQtVyRR3aVS1dupQRI0bkuVajRg0WLFhQRBFJQd3OEcNCSQwNw2gPfATYA1+apvnuJfedgG8Bf+Ak0Ms0zaSrtanEUERERETuNJkZWexN3Id7GTfu/0flog5H7nF31VRSwzDsgU+AR4B6QB/DMOpdUuyfwGnTNP8BfAi8d7P9ioiIiIjcbiWcHKkd+A8lhXLPKYw1hg2AXaZp7jFNMxP4Eeh6SZmuwIU9aiOAVobmMIiIiIiIiNwRCiMxvB84cNHng/9/Ld8ypmlagTPAnT0ZW0REREREpJgojMQwv5G/SxcuFqQMhmEMNgwjzjCMuOPHjxdCaCIiIiIiInIthZEYHgSqXfS5KnDoSmUMw3AASgGnLm3INM3PTdMMME0zoEKFCoUQmoiIiIiIiFxLYSSGscDDhmHUMAyjBNAbWHRJmUVA////uQfwP/NOPSdDRERERESkmHG42QZM07QahvEcsJTc4yq+Nk3zD8MwJgBxpmkuAr4CvjMMYxe5I4W9b7ZfERERERERKRw3nRgCmKb5C/DLJdfGXvRzOtCzMPoSERERERGRwlUYU0lFRERERETkLqbEUEREREREpJhTYigiIiIiIlLMKTEUEREREREp5pQYioiIiIiIFHNKDEVERERERIo5JYYiIiIiIiLFnBJDERERERGRYk6JoYiIiIiISDGnxFBERERERKSYU2IoIiIiIiJSzCkxFBERERERKeaUGIqIiIiIiBRzSgxFRERERESKOSWGIiIiIiJ3gFWrVtGpU6eiDkOKKSWGIiIiIiIixZwSQxERERGRQpKUlESdOnUYNGgQXl5e9O3blxUrVtCkSRMefvhhYmJiiImJoXHjxvj6+tK4cWN27NhxWTupqakMHDiQwMBAfH19WbhwYRE8jRQnSgxFRERERArRrl27GD58OImJiWzfvp0ffviB6OhowsPDefvtt6lTpw6RkZFs3LiRCRMmMHr06MvamDhxIi1btiQ2NpaVK1cSFhZGampqETyNFBcORR2AiIiIiMjdbOP/NvPfz5eTdi6dui1rUqNGDby9vQHw9PSkVatWGIaBt7c3SUlJnDlzhv79+7Nz504MwyArK+uyNpctW8aiRYsIDw8HID09nf3791O3bt3b+mxSfCgxFBERERG5Qd+Mm8Pc8EVkpGUAsH5VDKc5Q7Y1G3sHe+zs7HBycgLAzs4Oq9XKmDFjaNGiBQsWLCApKYmQkJDL2jVNk3nz5lG7du3rjikpKYm1a9fyxBNP5Ht/7NixNGvWjNatWxe4zZCQEMLDwwkICLjueOTuoKmkIiIiIiI34MRfJ5nz/k+2pBAgIy2TzPRM1i6MvWK9M2fOcP/99wMwY8aMfMu0a9eOKVOmYJomABs3bixwXElJSfzwww9XvD9hwoTrSgqleFBiKCIiIiJyAzat2oq9g/1l13NyTNYuunJi+OqrrzJq1CiaNGlCdnZ2nntxcXH4+/uzYMECEhMTsVgs2NnZMWbMGAAiIiIIDQ0FIDQ0lGHDhtG4cWNq1qxJREQEACNHjiQqKgofHx8+/PDDy/oPDQ21la1evTpvvPEGfn5+eHt7s3379ms+97PPPktAQACenp688cYbAMTExNCtWzcAFi5ciIuLC5mZmaSnp1OzZs1rtilFT1NJRURERERugHtpVww7I881F8ONJvbtKVnOA8g7Ili9enW2bNkCwJ9//mm7/uabbwK50zW3bt1K2bJlOX/+PIGBgaxevZoHH3yQxYsX5xvD4cOHiY6OZvv27XTp0oUePXrw7rvvEh4efsU6lypfvjwbNmxg6tSphIeH8+WXX161/MSJEylbtizZ2dm0atWKxMRE/Pz8bKOaUVFReHl5ERsbi9VqpWHDhgWKQ4qWEkMRERERkRvg18aCg+PlI4aOJRx45J+tCtTGiUOnmPX2fOKXb6JMpdKcq3qU2D/WA3DgwAF27tx51fqPPvoodnZ21KtXj6NHj17/Q4BtpM/f35/58+dfs/ycOXP4/PPPsVqtHD58mK1bt2KxWPjHP/7Btm3biImJ4aWXXiIyMpLs7GyCg4NvKK6C0vrHwqGppCIiIiIiN8CxhCPvLh1DmUqlcPFwxrWkC06uJXh+6iCqe1a7Zv2Th0/zjM8r/PeLFfy18wiRUZHMn/0TYb1fZ9OmTfj6+pKeno5h/D0qmZ6enqeNCxvbALb1iJcaMGAAPj4+dOjQId/7F9qwt7fHarUCuWscfXx8GDRoUJ6ye/fuJTw8nN9++43ExEQ6duxoiyk4OJglS5bg6OhI69atiY6OJjo6mmbNml3zXUjR04ihiIiIiMgNetivJrMOfsYfa3aQkZaBV9M6uLi7FKju3PCFpJ1NIzsrd52hFSv2OQ78OHEhXu1q8fvvvwNQqVIltm3bRu3atVmwYAEeHh5XbdfDw4Nz587ZPk+fPv26n2vp0qX5Xj979ixubm6UKlWKo0ePsmTJEtuuqs2aNaNfv37069ePChUqcPLkSY4cOYKnp+d1938lqampPP744xw8eJDs7Gzb2ssLnn32WWJjYzl//jw9evRg/PjxLFmyhOnTpzNnzhwAVq1axQcffMDPP//MsmXLeOONN8jIyOChhx5i+vTpuLu7F1q8dxONGIqIiIiI3AR7e3sszeoR2N63wEkhwIblm7Fm/r35THkqYZJD5Pn/MjJsJEFBQQC8++67dOrUiZYtW1K5cuVrtmuxWHBwcKB+/fr5bj5zM+rXr4+vry+enp4MHDiQJk2a2O41bNiQo0eP2kYILRYLFoslz4jnjcjJyWHb+p1sWJHIop8WUaVKFTZt2sSWLVto3759nrITJ04kLi6OxMREVq9eTWJiIm3atOH3338nNTUVgNmzZ9OrVy9OnDjBW2+9xYoVK9iwYQMBAQH8+9//vqlY72bGlYaci1pAQIAZFxdX1GGIiIiIiNwSr3V6m5hfLj+GooSzI9N3TKZitfK3rO9rrctzd3cnJSXllvVfUPu2HmDUIxNJSU7lQNYenE039rpvpv/Afnz77bds3ryZHj162J5l2rRpedY/Tpkyhd69ezN48GBatmxJjx49qFmzJn/88QerV68mNDSUqlWrApCZmUmjRo346quvivip/2YYRrxpmrdl8aSmkoqIiIiIFIHHX+nKplV/kJGWabvmUMIBzya1b2lSeKtZrVYcHG4+zcjOzias9QROH0kGIMn8k1pYsBhNqFjqPk6fPs2kSZNs5S+sf4yNjaVMmTKEhoba1j/26tWLTz75hLJlyxIYGIiLiwumadKmTRtmzZp107HeCzSVVERERKSYmDx5MnXr1qVv375kZGTQunVrfHx8mD179k21e+jQIXr06FFIURa9999/n8mTJwPw4osv0rJlSwB+++03nnzySWbNmoW3tzdeXl6MGDHCVs/d3Z0RI0bg7+9P69atiYmJISQkhJo1a7Jo0SIg9/D54OBg/Pz8GPDSU7QY1hC3Uq6kuiSzgUj2lk7kp30z6du37xU3k4HcQ+oDAwPx8vJi8ODBtrIhISGMGDGCBg0aUKtWLaKiogA4f/48vXv3xmKx0Ov/2LvvuCyr//Hjrxtk40ZcqaCiyLxZggO4caAmbq0cKZlamvpNy1HmB1JbRmpWfkxTMUduc5eoKIgmQ1BIcaC4BRyAzJtxfn/w40pkqOXsc56Phw+5r/s64zr3/QeHc877/frr5ObmPnQcZsyYgaOjIx4eHkrE07S0NAYMGICbmxtubm5EREQAEBgYyJgxY/D19WX48OEV1hccHEzfvn3p1asXlpaWfP/998ybNw8nJyc8PDy4c+cOAHFxcXh4eGBt1YbwtN8pEFpSxFXucZd4jnE0dx/ikj41atRg27ZtxMTE8MYbb3DixAlMTEyoVq0agwcPZs2aNQQEBLBt2zY0Gg1hYWGMHDmS5ORkfH198fDwICIigvPnzwOQk5NTJo3I/xwhxAv5z8XFRUiSJEmSJElPTuvWrcWFCxeEEEIcPXpUeHl5/eM6CwoK/nEdz1txcbEI3/KHmOQ1U7xt976Y4f+p6NO7rxBCiI4dOwo3Nzeh1WpFYGCgCAwMFE2aNBGpqamioKBA+Pj4iK1btwohhADE7t27hRBC9O3bV3Tt2lVotVoRFxcnHB0dhRBCZGdni9zcXCGEEGfPnhUuLi5Cm68Va5evE9WrVxdXrlwRRUVFwsPDQ4SHh1fa59u3bys/Dxs2TGzfvl0IIYS3t7eYPHmyEEKIXbt2ic6dOwshhPjmm2/EW2+9JYQQ4sSJE0JXV1dERUVVWj+g1DllyhQxe/ZsIYQQgwcPVvp16dIlYW1tLYQQIiAgQDg7O4ucnJxK61yxYoVo0aKFyMzMFKmpqaJGjRriv//9rxBCiPfff1/Mnz9fCCGEvb29OHjwoDi44YhopW8vmtBSdFENFLUwE61xFKbUFA1qNhT6+vriww8/FN7e3mLq1Kni7bffFiNGjBB169YVjo6Ool+/fuKHH34QVlZWIisrS3Tq1EmoVCpx5coVpU/79+8Xrq6uwt7eXtjb24tt27ZV2v/nAYgWz2j+JbeSSpIkSZIk/QvNmzeP5cuXAzBq1CgSExO5cOECvXv3ZtiwYSxdupS0tDTUajWbN29m6dKlbN++nWrVquHr60tQUBD+/v4YGhry559/kpKSwrx58/Dz8yM4OJhdu3aRl5dHdnY2y5cvx8/Pj4SEBIKDg9m+fTs5OTkkJSXRr18/5s6dC8CyZcv46quvaNSoEVZWVhgYGPD9998/z2ECIDhgPVvm7yQvOx+Aq+euc7hoPzev3sTAwABnZ2eio6MJDw+nV69eaDQa6tWrB8DQoUMJCwujb9++6OvrK8FQ7O3tMTAwQE9PD3t7e5KTkwEoKChg/PjxxMXFoaury9mzZ9HT16OhZX3c3d2V825qtZrk5GQ6duxYYZ9DQ0OZO3cuOTk53LlzB1tbW3r16gWUzUtY2m5YWBgTJ04E/goKUxV9fX38/PyUekJCQgDYt28fp06dUu7LzMxUIqD27t0bI6Oqg+/4+PhQvXp1qlevTs2aNZU+29vbc/LkSTIyMkhPT8fb25s7N+/SQNWMWA4r5WtSFytTOyZ+N5rRM0fw/vvv07hxY44dO8aMGTPYt28frq6u5OXlceHCBZYsWUJeXh6XL1/mzTffpGnTpsoYA3Tq1ImoqKgq+/y/Qk4MJUmSJEmS/mViYmJYsWIFx44dQwiBu7s7q1ev5rfffiM0NBQzMzPc3d0JCgpi586d3Llzh61bt5KYmIhKpSI9PV2pKzk5mUOHDpGUlISPj4+y7e7o0aOcPHmSOnXqKJOPUnFxccTGxmJgYEDr1q2ZMGECurq6zJ49m+PHj1O9enU6deqEo6PjsxyWCmXcymTj19spyC9QrhVpizFUGfPR+Jm0b98eBwcHQkNDSUpKomnTpsTExFRYl56enhKBU0dHR8kPqKOjo+QHnD9/PvXr1+fEiRMUFxdjaGiolL8/J+H9OQUflJeXx7hx44iOjqZJkyYEBgaWyW9YUV5C4LGig97/LPfXU1xczNGjRyucAJqYmDy03vufsbIxKlWnQW16vetL3HcR8P931eoZ6tPM5hU0r7eHmRU/qxCCzZs307p16zL1HTt27JH6+L9KnjGUJEmSJEn6F7h3N4udP4aw9vMtbFy1hb59+2JiYoKpqSn9+/dXzppVpEaNGhgaGjJq1Ci2bNmCsbGx8t5rr72Gjo4OVlZWNG/enMTERAC6du1KnTp1Kqyvc+fO1KxZE0NDQ2xsbLh06RKRkZF4e3tTp04d9PT0GDRo0JMdgL/pbHQS+oZ65a7XKK7D5t824OXlhaenJ4sXL0atVuPh4cGhQ4e4desWRUVF/PLLL3h7ez+0Ha1WS1BQEBkZGTRs2BAdHR1WrVpFUVERdnZ2j9Xn0kmgmZkZWVlZbNq0qdw9gYGB/PDDD8prLy8v1qxZQ3p6Op988gknT558rDZL+fr6llnljYuLq/C+jRs30qZNG3x8fB6r/po1a1K7dm3l+7ozbjPNbSzp0K8tdczq0HNcJ+YdmsW169e4fv16hXV069aN7777Tjl3GRtbPvJrZQIDAwkKCip3PT09nUWLFj3Ws7xs5MRQkiRJkiTpJZdw+DRDm43lxw9WsjJgPTv++zuHNh6lqKjo4YWBatWqERkZyYABA/j111/L5IZ7cJWp9HVVKy8VrXyV/pL+oqldvxZFheXHqY5OPbK1WbRr1466detiaGiIp6cnDRs25IsvvsDHxwdHR0ecnZ3p06fPI7c3btw4Vq5ciYeHB2fPnn3o1suK1KpVi9GjR2Nvb0/fvn1xc3N7aJmxY8eSlZWFh4cH33//PW3btn3k9krPoEFJAKPo6GgcHBywsbFh8eLFFZZZtmwZ3333HaGhoY/cTqmVK1cyZcoUHBwcuHnzJv0G9SFw8xTmLv6c4J0/0dajbZkV0gfNnDmTgoICHBwcsLOzY+bMmY/dhwf9nYmhEILi4uJ/3PazIieGkiRJkiRJL7GioiI+HfgNuVl55OXkU1xUjKm2FnHnYti9fB/Z2dls3boVT0/PSuvIysoiIyODV199lQULFpRZBdq4cSPFxcUkJSVx4cKFctvzHlXbtm05dOgQd+/epbCwkM2bN/+tep60FmoLbhhf5Ij4neMijHhxjEviDBdJZLT/O7z66qt8++23fPPNN6xfvx4nJyeWL1/Ovn37SEhIwNjYmJEjR6LRaDA3N1eimQYGBpKfn0/r1q3p0qULAwYMAMDKyooVK1aQm5vLwYMHee+994CSaKLff/+9ErH0yJEjtGrVCoCDBw8q5/0Axo8fT8uWLTl//jyTJ0/m6NGj7Nu3j4kTJ2JqaqrkJrx06RIWFhY0b96cpUuXsm7dOtRqNfn5+eTk5CjRaL/++mvc3NxwcHAgICAAgISEBNq0acO4ceP4/PPPmTVrFlCySrl+/XpOnjzJ4MGD2b59O6ampixYsIBdu3ah0Wjw8vIiJCSEIUOG0L9/f9zd3XFycmL16tXKJM3Kygq1Ws3AgQMxMDBgw4YNfP/998ycOZNPP/2UO3fukJGRwc2bN/nvf//L+vXrsbCwoLCwkAsXLtCnTx9UKhVBQUEsWLAAHx8fjh07hq2tLbGxsfj5+VFYWMiVK1fIy8sjJSWF6Ohorl69ysiRI3FwcEBfX5/mzZszceLEMuN76tQpJZps6ec5ffp0kpKSUKvVTJkypdJxS05OVsbN2dmZK1euPOmv7FMjzxhKkiRJkiS9xM7FXCA/N7/MtRqq2jQobspb779Jg2/NGTVqFE5OTpXWce/ePfr06UNeXh5CCObPn6+817p1a7y9vUlJSWHx4sVlzsQ9jsaNG/Pxxx/j7u5Oo0aNsLGxoWbNmn+rrn+qsKCQyD2xpF6+RYFpLnlmmQy3eIcL8ZeIyP8NMwNzmlg0QscQDh06BMDdu3f5448/UKlU/PTTT8ydO5dvvvkGgMTEREJDQ7l37x6tW7dm7NixnDx5knXr1hEbG0thYSHOzs64uLgA8NZbb/Hdd9/h7e2tTDIAzM3NCQkJwdDQkHPnzjF48GCio6MrfY68vDzeeecdwsLCsLS0ZPDgwWXer6hfX375JQkJCcrkf+/evZw7d47IyEiEEPTu3ZuwsDCaNm3KmTNnWLFiRYUrZdHR0axbtw5dXV3i4+Pp2rUrV65cwdDQEC8vL3R0dAgKCqJFixbUqlWr3Lg1a9aMkydPcuzYMXx9fQkJCaGgoIA9e/aQmZlJYGAgS5cu5fLlywwbNowpU6ZgYmLChAkTCAwMpFOnThw6dIhVq1YxYsQI0tLS+PHHH4mNjWXixImEhISwaNEivvnmG/r27asEQIKSid+dO3c4evQovr6+SiqOZzFuLzI5MZQkSZIkSfoXaqZqhZ9bH+YdnKVcuz9IjEajQaPRANCwYUMiIyMrrKdDhw5lJooA/v7++Pv7K68tLCxISEio8L2dO3cqPw8ZMoQxY8ZQWFhIv3798PX1/ZtP9/fdTE5lkudMsjNzKSooJLnoLLVeMWNh7Ofcvn6Xjz/5CGv71uzes5vXX39dKXf16lVef/11bty4gVarxdLSUnmvZ8+eGBgYYGBggLm5OSkpKYSHh9OvXz/lvGbv3r0BykTdBHjzzTfZs2cPUHHE0n79+hEfH09qaipqtRqApk2b4urqSmJiIs2bN1f6MnjwYJYsWVJlvx40YsQIbt++zapVq4CS4DJubm6MGDGCZs2a4eHhodybm5XL4a2R3LudRcy1P7C3t0dfXx9LS0t69+7N1atXOXLkCJaWlvz8888MGTIEHR0drl27hkqlomHDhkpfmzZtSkpKClFRUfTp04czZ86QnJzMxYsXee+994iKiuLNN98kISGB6tWr065dOw4cOIBarcbNzY2xY8cSHh5OixYt8Pb2ZvTo0Rw+fJg7d+5QUFDA1atXmTp1KmfOnOHcuXNYWlrSsmVLAFxdXTEwMMDFxQVzc3O6devGli1bHmvc9u7dy969e5U/uGRlZXHu3DmaNm1abtxeFnIrqSRJkiRJ0kvMyqU5+ob65a4bmhjQ/a1Oz6FHlQsMDEStVmNnZ4elpSV9+/Z95n34fMgC7ty4S+69XLR5BRRoC0i9fItN3+yggYU5tcxroqNb8ivy/ecoJ0yYwPjx44mPj+fHH3+sMAoolI2OWVEUUCFEpdFB749YGh0djVarZevWrQQHB9OxY0fi4uKIi4vD3NxcqasqjxLldMiQIXz33Xfk5uaSm5tLfn6+si3y/udPjDzH4Ffe5bv3fuKnj1azdeFuTh09U2EffHx8cHV1Ze3atTRo0IA1a9aQmZlZZtwaN27M9evXCQ8Px8vLCyMjI1avXs0rr7yCSqWq8tkejGy6efNm6tevz7Jly+jYsSNarZYJEyYwYMAAOnbsqLRb2rae3l/BhnR1dcudxX2UcRNC8NFHHymfyfnz53n77bfLjdvLRE4MJUmSJEmSXmK6uroEbv4QQ1NDDIwN0NFRYWhigFNnezoPq/xc4aMIDg5m4MCBT6inEBQURFxcHImJiSxcuPCx0ic8CelpGZw/fpHi4r8mHbUwI6XwKjuX7iUrK4tdu3ZVWDYjI4PGjRsDJcFRHsbLy4utW7eSm5vLvXv32LFjR0l7tWpRs2ZNDh8uyc23Zs2aMm08GLEUoFmzZpw6dYr8/HwyMjLYv38/ANbW1ly4cEFZCS49M1iV6tWrK3kHoSSC5/Lly8nKygLg2rVrpKamlilTXFxMQL+5ZGfmkJuVR0F+IabaWly8cpG9e/aSnJzMzp07iY2NpVatWo80brq6utSqVYsNGzbg4eGBsbExS5cupWvXrmzduhV3d3fWrFnD9u3bycrK4o8//sDMzIz4+Phy45aVlaWM29WrVykqKiIjIwN7e3tOnTrF8uXLKSwsVMbN3Ny8zLjdv6r9JMftZSO3kkqSJEmSJL3k7Dq2Ye2l/3Jw/REyb9/DUWOLbfvWz3zi9bwlJyfj5+enbGt9UFFhMTwwJjVVdTATDdlxZR1p/S/g6upa7uyjv78/vr6+DBo0iMaNG+Ph4cHFixer7IuzszOvv/46arWaZs2aKcF/2rdvz4oVKxg5ciTGxsZ069ZNacPFxYWlS5eyceNGfHx8lJWnJk2a8Nprr+Hg4ICVlZWyfdHIyIhFixbRvXt3zMzMHinSaN26denQoQN2dnb06NGDr7/+mtOnT9OuXTsATE1NWb16Nbq6ukqZc8cvkptVNgpoTVUd6olGpGZewd7eHl1dXdzd3cmceyILAAAgAElEQVTPL3veNTAwsNJxs7S0JCcnB2NjY4yNjTl79ixDhgyhdu3aBAQEoNVqycjI4Mcff2TBggW0bNmS1157jTt37igBdgAGDhxIYGAgy5YtQ6vVYmJiQmBgIBMmTKCwsJCdO3eiUqnw9vamuLgYPT09ZdyuXLmCu7t7lVFO/+64vWxUL2roYFdXV1HVYVtJkiRJkiRJut/DJoYAb9u+z+XT18pcU+kLBk7sw7DAAXh5ebFkyRKcnZ2V9/39/fHz83uiq6cP+rttZGVlYWpqihCC9957DysrKyZNmvRE+3b62Dmm+84m515umeuFohC1px2f/fZRheP2InsW4/YkqFSqGCGE68Pv/OfkVlJJkiRJkiTpX6OoqIjRo0dja2uLr68vubm5LF26FDc3NxwdHbnaIBH96nroG+nzp4giqVo8YYW7GL/gbaysrBgwYABOTk6MHz8eGxsbevbsWWaLoIWFBR9//DHt2rXD1dWV48eP061bN1q0aKHk9MvKyqJz5844Oztjb2/Ptm3blPKmpqZAyRm1ytp4HEuXLkWtVmNra0tGRgbvvPPOPxi9irVyaY6uXvmVsLPVYtme/AvOzs4MGDDgpZkUwrMZt5dOacLKF+2fi4uLkCRJkiRJ+l8TEBAgvv766ydaZ7NmzURaWlq566GhoSIiIuIf1z9z5kwREhLyWGW8vb1FVFTUP277fhcvXhS6uroiNjZWCCHEoEGDxKpVq8StW7eUe2bMmCHmfjFXbJq/Q7S1bi+83DUiLzdP/Pnnn6JFixZCCCE2b94sunTpIgoLC8W1a9dEzZo1xcaNG4UQJWO5aNEiIYQQ77//vrC3txeZmZkiNTVV1KtXTwghREFBgcjIyBBCCJGWliZatGghiouLhRBCmJiYPLSNF5GttZ2ooVNbVFfVEqbUFDV0aou3PN4TBdqCKsv99ttvwtHRscy/vn37PqNev/yAaPGM5l/yjKEkSZIkSdL/qIMHD2Jqakr79u0fuUxhYSHVqpX9FbI0+fnzcOv6HaJ/i0PPQI+GDmZYWloqaR1cXFxITk4mISGBTz75hPT0dLKysujWrRtTFk9hR9wmunbtioGhATY2NkpagrCwMAYPHoyuri6NGjWiU6ey0V1LU0/Y29uTlZVF9erVqV69OoaGhqSnp2NiYsLHH39MWFiYkq4hJSWFBg0aKHU8rI0XyfXr17G2bU1YaBj71x4mIy0Tp052OHW2R0en8g2Io0aNYvLkyUruP+nFJreSSpIkSZIkPWefffYZrVu3pkuXLpw5cwagzPbHAQMGkJOTA5ScRdu0aZNStnRrYnFxMePGjcPW1hY/Pz9effXVMvd99913ytbGxMREkpOTWbx4MfPnz0etVhMeHk5aWhoDBgzAzc0NNzc3IiIigJIAImPGjMHX15fhw4eX6//9fbKwsCAgIKBMWw8zduxYXF1dsbW1VVIlREZG0r9/fwC2bduGkZERWq2WvLw8mjdvDsCmeTsY0XI8P/zfcr4du4Tx7h9RXPBX/IzSVAP+/v58//33xMfHExAQUGmqCXFf7I2qAveUltHR0SmXOqGwsJA1a9aQlpZGTEwMcXFx1K9fv8LgJv80ONDcuXNZuHAhAJMmTVIml/v372fYsGH88ssv2NvbY2dnx7Rp05RypqamTJs2DRcXF7p06UJkZCQajYbmzZuzfft2oOS8pqenJ87Ozvj5+TF58mTqNKhNPefqrD66lC9+nI2NjQ1Dhw6tNLXETz/9hI2NzT96RunZkRNDSZIkSZKk5ygmJoZ169YRGxvLli1biIqKAqB///5ERUVx4sQJ2rRpw7Jly6qsZ8uWLSQnJxMfH89PP/3E0aNHy7xvZmbG8ePHGTt2LEFBQVhYWPDuu+8yadIk4uLi8PT05P/+7/+YNGkSUVFRbN68mVGjRpXp57Zt21i7du1Dn+nBth7ms88+Izo6mpMnT3Lo0CFOnjyJs7MzsbGxAISHh2NnZ0dUVBTHjh3D3d2d83EXCZ65Dm1eAXnZ+eRm5aHN1ZJ6+RbZmTll6r937x4NGzakoKCgTJqDynh5ebFu3TqKioq4ceMGoaGhDy1zv4yMDMzNzdHT0yM0NJRLly498TZK6wgPDwcgOjqarKwsCgoKOHz4MFZWVkybNo0DBw4QFxdHVFQUv/76KwDZ2dloNBpiYmKoXr06n3zyCSEhIWzdupXRo0ezaNEizM3NCQkJoXfv3vj6+tK5c2cAfvvtNyIiIkhPT6dhw4ZcuHCB/v37V/gHCY1GQ2kwSVNTU2bMmIGjoyMeHh4VJo2Xni+5lVSSJEmSJOkZKiwoZMuCXexaEoI2v4ACy0xe7f4qxsbGwF/bFCva/liVw4cPM2jQIHR0dGjQoAE+Pj5l3i9dfXNxcWHLli0V1rFv3z5OnTqlvM7MzFRyt/Xu3RsjI6NHesZHaet+GzZsYMmSJRQWFnLjxg1OnTqFg4MDLVu25PTp00RGRjJ58mTCwsIoKirC09OT/avDKMgvKFeXSgXHdh2n0+COyrXZs2fj7u5Os2bNsLe3L5OPriL9+vXjwIED2Nvb06pVK7y9vR/puUsNHTqUXr164erqilqtxtra+om0UVRUxO4l+9j+371oc7V0GOBGdFQ09+7dw8DAAGdnZ6KjowkPD6dXr15oNBrq1aun9CksLIy+ffuir69P9+7dgZLtsAYGBujp6WFvb09OTg7r169n6NChjB8/no0bN9KkSZMyaSh0dXXZsGEDderUwdfXlwsXLhAfH09qaipt2rRh5MiR5fqenZ2Nh4cHn332GVOnTmXp0qV88sknjzWu0tMlJ4aSJEmSJEnP0KxB33A85CT5uVoArl5P4lz8eWbNysfA6K9tif7+/vz66684OjoSHBzMwYMHAahWrRrFxcVAydZHrVar/FyV0i2PpdsrK1JcXMzRo0crnACW5tQDeOutt4iNjaVRo0bs3r37kdrq1q0bKSkpuLq68tNPPyn3Xrx4kaCgIKKioqhduzb+/v7KtktPT0/27NmDnp4eXbp0wd/fn6KiIoKCgjhw6o9yz2ykMsHbxE+ZMH744YfKe2PHji3Xz+Dg4DKvS5OVq1Qqvv/++wrHqDQpOpR8Rv7+/hW+9+CK7eO0UZmv3vyOI9ujyc8pmaT9+u1v5OkUsnTJUtq3b4+DgwOhoaEkJSXRtGlTYmJiKqxHT09P2caqo6NDyoU0JnnO5Na1O2jztFy/doNZs2aho6ODs7MzP//8M1ZWVkr5evXqUadOHQDlM63sDxKl9PX18fPzA0r+YBASEvJYzy49fXIrqSRJkiRJ0jNy4eQlju/7a1IIUKOoDhczzvP7qlDu3bvHjh07gMq3P1pYWCi/8G/bto2CgpJJUMeOHdm8eTPFxcWkpKQoE8mqVK9evczqma+vb5nJSmVBQ1asWEFcXFyFk8LK/P7778TFxZWZFELJqqSJiQk1a9YkJSWFPXv2KO95eXmxYMEC2rVrR7169bh9+zaJiYnY2triNcADA2ODB5uhuLAYt+7qR+7Xy+LS6atEbItSJoUABfkFVC+ozZeff4WXlxeenp4sXrwYtVqNh4cHhw4d4tatWxQVFfHLL79UuCp5Juo8IavDSIhI5GZyKkWFxehcM+RoxB9cvXqVwYMHs3Xr1jJl/k4S9/sno1X9cUJ6fuTEUJIkSZIk6Rk5E3UeKBtwpIaqNubFjRk1ZQQDBgzA09MT+Gv7Y9euXctsRRw9ejSHDh2ibdu2HDt2TFnJGzBgAK+88gp2dna88847uLu7U7NmzSr706tXL7Zu3aoEn1m4cCHR0dE4ODhgY2Oj5OV7VAsXLuTatWuV5oR7cDK5ZMkSQkJCcHJywtbWlpEjR9KhQwflfXd3d1JSUvDy8gLAwcEBBwcHVCoVjhpbPAd4cFwVRh7Z6OjqYGCkz9tfDqVOg9qP1e8HLV68mJ9//hmAxMRE1Go1Tk5OJCUl/aN6/4kzkefR0SkfrKZ6QS1u371Fu3btqF+/PoaGhnh6etKwYUO++OILfHx8cHR0xNnZmT59+ijlXn31VVJT0ji+7yRF2vsnaQKzgkbExcYRFhZGcHAwFy9erDT6aMOGDYmOjn6sP0hILybVw7YdPC+urq6i9LCqJEmSJEnSv0FMyAk+HRhE7r2yESr1DfUYNnMggz/q/4/qz8rKwtTUlNu3b9O2bVsiIiLKpEh42qytrdmzZw+WlpYVvh8cHEx0dLSyKhkYGIipqWmZLZ+Po7CwEA/XdvRSD6RR/cZ0edMLS7umf7v/Ffnyyy/Jzc3l008/faL1Pq7Kvjt6BtV4fVpfRgS+/sh1leatu5J4jQntPi5XJ8Ah1XasrFvy559/kpycjJ+fHwkJCeU+w9JouGFhYbRq1Yr8/HwmT55M165d0Wg0BAUF4erqiqmpqbKNdtOmTezcubPcVl6pPJVKFSOEcH0mbcmJoSRJkiRJ0rNRVFSEf6uJpF6+RXFRsXLdyNSQ4LML//FKl0ajIT09Ha1Wy9SpU8ucf3ta8nPzyc7I4aOA6axYsYLWrVszbNgwtm3bRm5uLkZGRqxYsQJLS0tatmxJbm4ujRs35qOPPuL06dNcvnyZCxcucPnyZd5//30mTpwIwOrVq1m4cCFarRZ3d3cWLVqErq4upqamTJ48md9//51vvvmGefPm8e2339KoUSPefvttoqOjUalUjBw5kkmTJpXrb2pqKj169CAmJoYTJ06gVqu5dOkSTZs2pUWLFsTHxzN37lxMTU2xsbFh5MiR6Orq0qpVK0JDQyvt19NWVFTE8BbjuXX1NsXFf/3+bmhiwLJTCzBvYlZl+eTkZHr06IGPjw9Hjx4lLi6OpMQLjFfP4FLeeS5zFgBTamKnast183N0fs2L6Ohobt68ydy5cxk4cGCFdT/vP0j8mz3LiaEMPiNJkiRJkvSM6OrqMu/QLD4f+i2Jx86hUqkwb2rG9FUT/vGkEHim2/i0+QX8MHE5+1YdAsCouhF1atYlNDQUfX19PvjgA6pVq8a+ffv4+OOP2bx5M7NmzSq3YpiYmEhoaMn5ytatWzN27FjOnz/P+vXriYiIQE9Pj3HjxrFmzRqGDx9OdnY2dnZ2zJo1Cyg5Wwkl6TSuXbtGQkICAOnp6RX229zcnLy8PDIzMwkPD8fV1ZXw8HA6duyIubm5Eh0WSrZbvvvuu8qq5unTpyvt19NW+t2Z/do3XIy/jEpHhxp1TZm+amKlk0IhBBfjL5NzLxd9Mx3OnDnDihUrWLRoERYWFtSoWx2Ljg0J278TF6FBX2VAgdBiYGyApX1Tbty4weHDh0lMTKR3796VTgz9/PyUP0jMnDlTTgpfUnJiKEmSJEmS9AzVe6Uu8w/NIvP2PQq0hdRpUOsfJzp/Hr59dwmHNhxBm1cS/EabV0Am9zgZfgorV0tGjBjBuXMlk9/SADkV6dmzJwYGBhgYGGBubk5KSgr79+8nJiYGNzc3AHJzczE3NwdKJkgDBgwoV0/z5s25cOECEyZMoGfPnvj6+lbaZvv27YmIiCAsLIyPP/6Y3377DSGEcr6zMlX161mo36we3x/7klvX76DN1dKwef1KvztXz93gE78vuH39Djq6OmQX3aO+WQM8PDzK3NeyW2Ocr7hhcsmUanq6mOgaM3ruMDZGrKFr167o6OhgY2NTZd5Bea7w30FODCVJkiRJkp6DGnWrP+8u/G1Z6dmErosol0dQCMHmeTvJbpGKj48PW7duJTk5GY1GU2ldpakt4K9olUIIRowYwRdffFHufkNDwwq3btauXZsTJ07w+++/88MPP7BhwwaWL19eYZuenp6Eh4dz6dIl+vTpw1dffYVKpVLSKVSmqn49S2aN6lT5fnFxMVO7fMqtq3eUlB55Ip+s7Bwuxl/C0r6Zcm81/Wp4DWzH1EnTSE/LpGFzc/T09dgYsabMZ/OiHj+TnhwZlVSSJEmSJEkqZ9SoUWWS3d/vzs10qulVfK7u5qVUMjIyaNy4MVA2V+CD6TEq07lzZzZt2kRqampJe3fucOnSpXL3JScns3btWgBu3bpFcXExAwYMYPbs2Rw/frzS+r28vFi9ejVWVlbo6OhQp04ddu/eTYcOHQgODi7Tx+3btyurZY/ar+ctPvw0WenZ5SZzQgh2LN5b5lrnzp3ZsGEDBWhpat2Ye1kP/3ykfyc5MZQkSZIkSZLK+emnn7CxsanwvQYW9ahs/ai1awumTp3KRx99RIcOHSgqKlLe8/Hx4dSpU6jVatavX19p2zY2NsyZMwdfX18cHBzo2rUrN27cKHff/RPDa9euodFoUKvV+Pv7M2fOnErrt7CwAFDSYHTs2JFatWpRu3btchPD3r17U79+/cfq1/OWeetepVtMb9+4W+a1ra0tM2bMwNvbG0dHRyZPnvwsuii9gOTEUJIkSZIk6RnS5hfw1VdfsXDhQgAmTZpEp06dgJIzbMOGDeOXX37B3t4eOzs7pk2bppQ1NTVl2rRpuLi40KVLFyIjI9FoNDRv3pzt27cDJZMlT09PnJ2dcXZ25siRI0DJOTCNRsPAgQOxtrZm6NChVW4P1Gg0lEaINzU1ZcaMGTg6OuLh4cHdjLsMDxhUJsG8SqWia/X+nBPx/PzzzzRu3JgbN27QpUsXOnXqRJs2bZg8eTJRUVHExcVRu3Ztfv/9d9auXcugQYPIysoiISEBjUZDQEAAX331FUVFRWzYsIGYmBjy8/NRq9W0bNkSJycn7t27x/Tp0wkPD0etVnPgwAEmTpyIlZUVTZo0Yd68eRw8eLDM9tDx48crK5ijRo1i6dKl2NnZkZyczIkTJ9i0aRPR0dEcOnSI1atXk5ubq4wbwC+//MKcOXMoLCxUIpt6eHiUG5+qzuM9CzbtW1OQXzaBvJHKBB/TXnj0dAFKvidmZiVBa0aMGEFCQgInTpxQxic4OLhMsJnSVBPSv5ecGEqSJEmSJD0Dx3YfZ3jL8fQyGcrOWaH8/N81FBUVER0dTVZWFgUFBRw+fBgrKyumTZvGgQMHiIuLIyoqil9//RWA7OxsNBoNMTExVK9enU8++YSQkBC2bt3Kf/7zH6Ak6mZISAjHjx9n/fr1SvoHgNjYWBYsWMCpU6e4cOECERERj9T37OxsPDw8OHHiBF5eXixdupRBH/Tmg5/GYmnflJpm1fHo5cLCo59jUtOYu3fvcuDAAebPn0+vXr2YNGkSf/75J/Hx8cTFxXHr1i3mzJnDvn37OH78OK6ursybN09pz8zMjOPHjzN27FiCgoIACAoK4ocffiAuLo7w8HCMjIz48ssv8fT0JC4uTklNcfToUVauXMmBAweqfKbx48cTFRVFQkICubm57Ny5k4EDB+Lq6sqaNWuIi4vDyMhIuf/69etVfi4Pjs/zVLdhbQZ+4IehyV8TdwMjfRq1aEDnoVUH2JH+d8ngM5IkSZIkSU9ZQkQiswd9Q36uFgD9HBNizhxmwfjFGBgY4OzsTHR0NOHh4fTq1QuNRkO9evUAGDp0KGFhYfTt2xd9fX26d+8OgL29PQYGBujp6WFvb09ycjIABQUFjB8/nri4OHR1dTl79qzSj7Zt2/LKK68AoFarSU5OVtI9VEVfX19ZeXNxcSEkJAQAnzc64PNGh3L39+rVC5VKhb29PfXr18fe3h4o2baYnJzM1atXOXXqFB06lJTVarW0a9dOKd+/f3+lrS1btgDQoUMHJk+ezNChQ+nfv7/yHA/q2rUrdeqUBGdZsGABYWFhqNVqAK5evUpubi7+/v6EhoYyd+5ccnJyuHPnDra2tvTq1avSMYiKiqryc6lofKryxRdf0LRpU4YOHfrQe/+OkXOGYOPRmm0//EZWejaa19rR8x1f9A31n0p70stPTgwlSZIkSZKestWzNiqTQgAdlQ6Gwpjly5bTe5IvLm4uhIaGkpSURNOmTYmJiamwHj09PeXsmI6OjhI1UkdHh8LCkq2D8+fPp379+pw4cYLi4mIMDQ2V8hVFAH0U97f7KOXu79f9bZb2U1dXl65du/LLL79UWf7+tqZPn07Pnj3ZvXs3Hh4e7Nu3r8KyJiYmys8ffvghWq2W3bt3AyXbRzt27EheXh7jxo0jOjqaJk2aEBgYSF5eXpXPVNW228cdH4C9e/eyYcOGh973T3j4ueDh5/JU25D+PeRWUkmSJEmSpKfsypnr5a7VwowLhYnYWzvi6enJ4sWLUavVeHh4cOjQIW7dukVRURG//PIL3t7ej9xWRkYGDRs2REdHh1WrVpUJ/vKi8PDwICIigvPnzwOQk5NTZmWzIklJSdjb2zNt2jRcXV1JTEx8aJTTZs2acerUKfLz88nIyGD//v0AyiTQzMyMrKwsNm3apJS5v87k5GQiIyOZPXs206ZNY/PmzWzevJn27dszYcIEGjZsSGRkJLm5uTg5OdG+fXuuXbsGlJzR69+/P927d8fKyoqpU6cqbWRmZqLVaqlTpw7NmzdHCEF6ejo6OjqEhYUBJSk1zp8/z507d+jbty8ODg54eHhw8uRJAAIDAxkxYgS+vr5YWFiwZcsWpk6dir29Pd27d1dyR86aNQs3Nzfs7OwYM2aMMsHVaDRMmzaNtm3b0qpVK8LDwx/x05P+reTEUJIkSZIk6SlrobbgwSCRtTEjX+TSzc+X+vXrY2hoiKenJw0bNuSLL77Ax8cHR0dHnJ2d6dOnzyO3NW7cOFauXImHhwdnz54ts4L2oqhXrx7BwcEMHjxYmfAkJiZWWWbBggXY2dnh6OiIkZERPXr0wMHBgWrVquHo6Mj8+fPLlWnSpAmvvfYaDg4ODB06FCcnJwBq1arF6NGjsbe3p2/fvkrCeoDhbw5n1MhR2Ns5kJeXR25uLoMHD+b06dOYm5szatQoMjMz6datGxEREVhbW2NkZERsbCyzZs0qswoaFxfH+vXriY+PZ/369Vy5cgWAffv20blzZ3R1dWnVqhWnTp3i8OHDuLi4EB4eTn5+PlevXqVly5YEBATg5OTEyZMn+fzzzxk+fLhSf1JSErt27WLbtm0MGzYMHx8f4uPjMTIyYteuXUDFZylLFRYWEhkZyYIFC/j000//xicp/asIIV7Ify4uLkKSJEmSJOnf4FzsBdHTZKjoohqo/OtpMlQEB6x7pv3w9vYWUVFRVd4zf/58kZ2drbzu0aOHuHv37tPu2gth/y/hol9df+FnOlT0MHxDjPP5ULRo3kJ5/8033xSrV68WQgiRlJQkHB0dxeXLl0Xfvn2Fra2tsLOzE61btxZCCLFixQoxatQopWz37t1FeHi4EEKI0aNHiyNHjgghhJgzZ45YtGiRmDJliti8ebNy36BBg4QQQqjVapGUlKTU88orr4j09HQREBAg5syZI4QQoqioSOjr64vi4mIhhBAzZ84U8+fPF0IIsWnTJtG2bVthZ2cnGjVqJL744gshRMl34fDhw0IIIW7evClatPjrOR8mICBAfP311498f6m8vDzRuXNn4ejoKNate7bf/ZcVEC2e0fxLrhhKkiRJkiQ9ZS3Vlszd9x9s2rVC31CPek3qMmbuMIYHvPbE2xJCUFxc/LfLL1iwgJycHOX17t27qVWr1pPo2gvt1NEzzBv1X+7dySIvO5+C/EISIhJJT8lU7qnoXOfMmTPx8fEhISGBHTt2lDmrWNmZzsjISNq2bQuUbBkNDw8nMjKSV199lfT0dA4ePKjkWBQVnG0sPc94f18ePH9aWFionKXctGkT8fHxjB49usL+Pc55038iNjaWgoIC4uLieP311596e9LjkRNDSZIkSZKkZ8DGoxXfRnzGrpy1rL20mN7juleahPxxJScn06ZNG8aNG4ezszOrVq2iXbt2ODs7KzkCHzR27FhcXV2pUaMGDRo0QK1W07hxYy5fvoybmxs+Pj5ASTL4W7duMW3aNBYtWqSU79SpE40aNUKtVtOoUSOMjY1p0KABAQEBT+SZnrUNQdvR3hcgCKBIW0R+jpabyamVlsvIyKBx48YASg7Aqvz5559YW1ujq6sLgLu7O0eOHEFHRwdDQ0PUajU//vgjnp4laSW8vLxYs2YNUJKL0szMjBo1ajzSM1V1lvJxffbZZ7Ru3ZouXbpw5swZoGQra/fu3XFxccHT01PZDrxjxw7c3d1xcnKiS5cupKSkkJqayrBhw4iLi0OtVpOUlPS3+yI9HXJiKEmSJEmS9C9w5swZhg8fTkhICMuWLas0R2Cpzz77jOjoaO7evYu1tTU///wz165do2nTpkRFRREaGlrm/jfeeIP169crr2/evMkff/zB3Llz8fPzIzs7m+vXrxMTE6MEUHmY5ORk1q5d+88e/AlJSU6josCjKhXcuXGXwMBAEhISyr0/depUPvroIzp06PBIgX727NmjpByBklW7Jk2a4OHhAZSsIN67d09J8REYGEh0dDQODg5Mnz6dlStXPvIzVXWW8nHExMSwbt06YmNj2bJlC1FRUQCMGTOG7777jpiYGIKCghg3bhwAHTt25I8//iA2NpY33niDuXPnYm5uzk8//aTknWzRosXf6ov09Mh0FZIkSZIkSS+ZzDv3WP/VNg5vPYZxdSM8BjvRrFkzPDw82LlzZ5U5Aktt2LCBJUuWUFhYyI0bNzh16hQODg6Vtunk5ERqairXr18nLS2N2rVr07RpUxYuXMjevXuVwC5ZWVmcO3dO2QpZldKJ4ZAhQ/7mSDw56k52JP95hULtX1sqjVQmeBr0pJltE/i9ZHI8cOBAoGQltXSieH9E1dmzZwPg7++Pv7+/cr006Mtnn33Gzz//XKbt+yOCDhkypMx41KlTh23btpXrb2BgYJnX968K3//enDlzmDNnTrnyBw8eVH42MzNT8mCWupuSzvq524jcE8uF/NO4urpjbGwMQO/evcnLy+PIkSMMGjRIKZOfnw+U5It8/fXXuXHjBlqtFktLy3LtSy8eOTGUJEmSJEl6ieRm5T/U+dsAACAASURBVPKe23RuXbujTGLOJp4lz6BkG6QQosocgQAXL14kKCiIqKgoateujb+//0Pz+AEMHDiQTZs2cfPmTe7du4eLiwvJycn06NGD1atXY2pqqkxQNm3axM6dOwkODsbf358aNWoQHR3NzZs3mTt3LgMHDmT69OmcPn0atVrNiBEjmDRp0hMYob9n0Ae92Bt8kOyMHIoKi7guLnFF5xy1a9Tk3ffeKbPCtXTpUpYsWYJWq6Vly5asWrUKY2PjSp/zfiEhIc/60R5bxq1M3nGawr07WRRqC7khUrh+5Qa/fLGFwR/1B6C4uJhatWoRFxdXrvyECROYPHkyvXv35uDBg+UmsS+K0u9ux44dOXLkCI0bN2bbtm2cOXOGd999l5ycHFq0aMHy5cupXbt2ufLz5s1j+fLlQEmOzPfff7/SOo2MjEhKSuK9994jLS0NY2Njli5dirW19bN+7ErJraSSJEmSJEkvkb0/H+JuSkaZla38HC1Z6dmkXk57pByBmZmZmJiYULNmTVJSUtizZ4/yXlW5Ad944w3WrVvHpk2bWLduHTExMQQHB7NlyxYuXboEwLVr10hNLX8m78aNGxw+fJidO3cyffp0AL788ktla+GzmBT6+/tXeM7u+vXrjBk/msWxX9Oye2NO6kdw3TCJ1UvXculmMt9++y1Qstp369Yt+vfvT1RUFCdOnKBNmzYsW7asyud82WxduJusu9nKd6wWZtwouMzKWeu5efUmO3bswNjYGEtLSzZu3AiU/EHixIkTQNlzl4+z9fV5OHfuHO+99x5//vkntWrVYvPmzQwfPpyvvvqKkydPYm9vX2Eqj5iYGFasWMGxY8f4448/WLp0KbGxsZXWCZVvvX1RyImhJEmSJEnSS+T4vpPk5+SXu65SQWLk+UfKEejo6IiTkxO2traMHDlS2XYKJb+89ujRQwk+cz/DQhOuXryOocqYVStX4+joyCeffEJxcTGdOnUiJyeHgQMHVjix7Nu3Lzo6OtjY2JCSkvIERuLJadSoEZs2bcLASJ/mjhYY1zNk9Pi36T2yB1CynfN+CQkJeHp6Ym9vz5o1a8qcPXyRn/NRRf9+goL8AuV1DVVt6vMKh7W/0b/fACUwzpo1a1i2bBmOjo7Y2toqW14DAwMZNGgQnp6emJmZPZdnqExRURGxB+IJ23SUjLRMLC0tUavVALi4uJCUlER6ejre3t4AjBgxosIzs4cPH6Zfv36YmJhgampK//79lS3BD9aZnJxMVlaWsvVWrVbzzjvvcOPGjWf01I9GbiWVJEmSJEl6iTSwMEe3mi5FhX8FOjFSmaAx6UXdRiUTmE6dOikBQu53/7myyiJoTpgwgQkTJiivk5OTEUIwb/RiDqwNx7aoHenpt/gx6Cd27thJ+1fbotFoCAwMpFevXhw9ehRA+b/U/akbKkrB8DT8/PPPBAUFoVKpcHBwQFdXl7CwMObNm1dmq2dycjKajj7Y3mnHXVUat/PusPXb3XR17cHXy74gLS0NHZ2/1lOGDRtGtWrV6NGjBzt37uT27dvs3buXXbt2cejQIX799VdWrFiBEAILCwtGjBjBjh07KCgoYOPGjS/U9sGKmDc142z0+TLBeCxVbbA2dGTx2iBesWqoXP/tt9/Kle/Tpw99+vQpd12j0aDRaJ5Glx/JpdNXmdZ1Frn3SrZNZ+Snk1vjry3Uurq6pKenV1j2ypUr9OrVC4B33323yu/wg2lKcnNzq9x6+6KQK4aSJEmSJEkvkV5ju1FNX7fMNR1dHeo2roNNu1ZPpc0/dsYQuu4w+blaCrWF5OTloFtcjblDfyD+ZDx//PEHAPXr1+f06dMUFxezdevWh9Zb1bbVf+rPP//ks88+48CBA5w4cULZDlrRVs8bF1O5ff0u2rwC8nO06BZX43rBJd4eOoa2rm3Zv38/rVu3ViYN2dnZJCcnM2TIEFq3bk21atWYM2cO3bp14+uvvy4XCdbMzIzjx48zduxYgoKCnsrzPkkDJvmhb2RQ5lo1PV1aqC3KTApfJkIIZrz6OXdu3CXnXi4593IpzC8k8/Y9oveeUO6rWbMmtWvXVlb/Vq1ahbe3N02aNCEuLo64uDjeffddvLy8+PXXX8nJySE7O5utW7cqK6kVqVGjRqVbb18UcmIoSZIkSZL0EnnFqiEBm6dQu35NDE0M0DfUo3Xblny97z9PLC/ig/auDCUv+6/tq2bUR1DMgcztTBr/gZJq4csvv8TPz49OnTrRsOHDJxAODg5Uq1YNR0dH5s+f/4/7eT7uIlO7zqJX9WGM8HwHBwsn6tatC/y1HbSirZ5HtkUCf60AVUMPC6y5VnSBn4NXMXnyZFq1aoWRkREAkydPplq1anzyySdYW1uTlpbGqVOn2L17Nx9++CErV65UzlwC9O9fErCldFvhi862fWveXzwak5rGGFU3RN9QD9sO1szaNu15d+1vOxtzgczb98qlJCkuFmxfVHbVc+XKlUyZMgUHBwfi4uL4z3/+U64+Z2dn/P39adu2Le7u7owaNUqJzFuZyrbevihUz2op/3G5urqK6Ojo590NSZIkSZKkF1JxcTHXz9/E0NQQs0Z1Hl7gHwjoN5cj28pvTTWuYcTMDR/g6uv4VNt/FJcTr/Fe2+nkZZVsDbwszlGsV8jUydMZ/eUwoCT4jJ+fnxIptDSK6ufvzOPzJZ/STuXLHZHKZc6iVnXkGPsICpjPmAB/oGRyefbsWbKysvDz81POFu7YsYO1a9dWGAnWwsKC6OhozMzMiI6O5sMPPyyzpfdFVqAt4EridWrUNcWscd3n3Z1/JC40gYB+c8nJzC33noOXDd8cLB9g5kWgUqlihBCuz6ItuWIoSZIkSZL0EtLR0eGVVo2e+qQQoMub3hiaGJS7LoTAwavNU2//Uaz9fAvaXK3yug7mXC+4xIZvt5KdmcOdO3cqLevS1REdnfKrrXV0zEnKLAncs2fPHu7evVth+UeJBPsy0tPXo7lDs5d+Ughg7W5FcVFxuesGxgZ4v9b+OfToxSMnhpIkSZIkSVKVOvR1w72nc8nkUAX6hnoYGOkzY+376BvqP+/uAXAm6nyZX/xNVTWxwJpj2v24urowefLkMvdrNBqKikoC+LRyaY5xDeP7Jr8qQsWvTP1gKrHxx3F2dmbv3r00bdq0wrYfJRJsRTQaDU96h1xycjJ2dnYVvhccHMz169efaHsvC0NjAyYuGo2BsT46ujrEisPoGquo37IOyQVnnnf3XghyK6kkSZIkSZL0UEIITh09S/TvcZjWMkHzRgfqNiyf9Pt5Ceg3l6Pbo8qdIdMz1GPdlR+pUbd6mesajYagoCBcXUt26QkhiN0fT+j6CPT0qzF9xfvk5GT/rb4UFhZSrdrDg/8/2IcnITk5ucw213/a3qM+y8viwslL7PxxL3dTMmjXyxULj8b0H9CvwvF6EcitpJIkSZIkSdJzM3fuXBYuXAjApEmT6NSpEyqVipu5VwlJ2oG2wT00vl7Y2dkxbdpfAUlMTU2ZNm0aLi4udOnShcjISDQaDc2bN2f79u1AycTF09MTZ2dnnJ2dOXLkCFCSSkOj0TBw4ECsra0ZOnRolSkBZs2ahZubG3Z2dowZM4bBH/VD30ifaHGQc+IkkWI/R/mdZt7m1KhbndzcXN544w0cHBx4/fXXyc0te9ZMpVLh3MWBD5aOZeIPo9HRUTFjxgwcHR3x8PBQAtWkpaUxYMAA3NzccHNzIyIiAijJ3TdmzBh8fX0ZPnx4hX2uqg9jx47F1dUVW1tbAgIClOsWFhbcunULgOjoaCXdQ1paGl27dsXZ2Zl33nmHZs2aKfcVFRUxevRobG1t8fX1JTc3l02bNhEdHc3QoUNRq9Xk5uYSExODt7c3Li4udOvWTcmrp9Fo+Pjjj/H29laiub5sKvoOA1xMO09kxiFWRH+Pc087/hMwk6SkJNRqNVOmTKnye1jZeC1cuBAbGxscHBx44403ADh06BBqtRq1Wo2Tk5MSfffrr7/Gzc0NBwcH5XPOzs6mZ8+eODo6Ymdnx/r165/pWCmEEC/kPxcXFyFJkiRJkiQ9G3k5eWLFf9aJIU3fFV3q9RHOrdxEVka26Nixo3BzcxNarVYEBgaKwMBA0aRJE5GamioKCgqEj4+P2Lp1qxBCCEDs3r1bCCFE3759RdeuXYVWqxVxcXHC0dFRCCFEdna2yM3NFUIIcfbsWVH6O19oaKioUaOGuHLliigqKhIeHh4iPDy80v7evn1b+XnYsGFi+/btIvK3WFHfsJFoptNK9DQZIsb2fl908ukkhBDim2++EW+99ZYQQogTJ04IXV1dERUVVWn9gNi+fbsQQogpU6aI2bNnCyGEGDx4sNKvS5cuCWtrayGEEAEBAcLZ2Vnk5ORUWmdVfSh9nsLCQuHt7S1OnDghhBCiWbNmIi0tTQghRFRUlPD29hZCCPHee++Jzz//XAghxJ7/1959h+d4tg8c/17ZQ2LPGkGRkvGECBGRqBotVfXS1iihqHitqtaoouZrtFSr0mqLqhKj76uqflSs0BiJRKzaQVWNILLn9fsjyVMhicRIVM7PceTw5F7Xed/X80TOXGvTJg3oa9eu6XPnzmlTU1MdHh6utda6e/fuevny5VprrX18fIzlpaSkaE9PT3316lWttdarVq0yxubj46P9/f3zvI9/gpCQEN2tWzettb7nPRwQEGB8rufOndONGjUynpfX+zC/51W1alWdlJSktdb65s2bWmutO3XqpHfv3q211jo2NlanpqbqzZs364EDB+qMjAydnp6uO3bsqHfu3KnXrl2rBwwYYIzh1q1bxtdAqC6i/OvpaRcWQgghhBAPRGvN+22ncvrgWVKSUsnQphy/fowhnu9jUcWCxo0bExoaSnBwMC+//DK+vr5UrFgRgF69erFr1y66dOmChYUFHTp0AMDZ2RlLS0vMzc1xdnY2LtOQmprK0KFDiYiIwNTUNMckLR4eHlSvXh0Ag8FAVFQULVu2zDXm7du3M3v2bBISMieWadSoES+PfRnHZvWY+MFEfFr7cD36Ol5eXgDs2rWL4cOHA5nLZLi4uOT7TCwsLOjUqROQuczEr7/+CsDWrVs5duyY8bjbt28bW4M6d+5sXNIiN/nFsHr1ar766ivS0tK4fPkyx44dyzfG3bt3G9eK7NChA2XL/t2tt3bt2hgMBmPsUVFRREVFceDA3zPLnjhxgiNHjlC7dm2qVauGpaUlly9fNq7V+Prrr+f7fCD/bqvFITUllUM7jpGSlELDFo6EhYURGxuLpaVljvfwggULmDlzZp7Xye19WKZMGY4cOULbtm2BzFbZ7CVZXFxc6NWrF126dKFLly4AeHl5MWrUKHr16kXXrl2pXr06W7ZsYcuWLcZlLeLi4jh16hTe3t6MHj2aMWPG0KlTp3zXQ3ycJDEUQgghhCjhInce42zkeVKSUgEwUSZYaRvCzuzDvZEL3t7ebN++nTNnzlCzZk3CwsJyvY65ublxLUUTExMsLS2Nr9PS0gCYN28elStX5tChQ2RkZGBlZWU8P/t4AFNTU+M5d0tKSmLIkCGEhoZSo0YNJk+eTFJSknG/fVl7TM1M77lGYdZ5vPNe7rxORkYGISEhuSaAtra2971ubjGcO3eOuXPncuDAAcqWLYufn5/xfszMzMjIyDDedzadTzfbu5/j3d1ms89v1KgRlpaWuY47LMi9PEmO/naCCS/PNE5AlJ6ajn3N0ixZsoQWLVrg4uJifA8/91z+M+nm9j7Mfl4hISH3HL9x40Z27drFTz/9xNSpUzl69Chjx46lY8eO/PLLLzRv3pytW7eitWbcuHG8/fbb91wjLCyMX375hXHjxtGuXbtc10583GSMoRBCCCFECXcy9Axpyak5tpWhAqeTj1LetBLe3t4EBARgMBho3rw5O3fu5Pr166Snp7Ny5Up8fHwKXFZMTAxVq1bFxMSE5cuXG2cGLYzsBKlChQrExcWxdu3a+57TqlUrVqxYAcCRI0eIjIwsdLkA7dq14/PPPzd+HxERUeBz84rh9u3b2NraUrp0aa5cucKmTZuM5zg4OBgT8XXr1hm3t2zZktWrVwOwZcuWPJfSuJNSmeMms8e3Xb16lZiYGCCzJbdatWpcv36dpKQkunXrds84RchMYFxdXfH09GThwoUFvvfHKTkxmQ86ziDuZjwJtxNJuJ1IcmIK8afTmDVzFq1atcrxHr4zObezszO2+OanQYMGXLt2zZgYpqamcvToUTIyMrh48SKtW7dm9uzZ3Lp1i7i4OM6cOYOzszNjxozB3d2d33//nfbt2/Ptt98SFxcHwKVLl7h69Sp//vknNjY29O7dm9GjR3Pw4MHH86DuQxJDIYQQQogSrlKtiphbmefYVpYKpJBEixaeVK5cGSsrK7y9valatSozZ86kdevWuLq60rhxY1555ZUClzVkyBCWLVtG8+bNOXny5AO1TJUpU4aBAwfi7OxMly5daNq06X3P8ff3Jy4uDhcXF2bPno2Hh0ehy4XMiUZCQ0NxcXGhYcOGBAQEFPjcvGJwdXXFzc2NRo0a0b9/f2P3V4BJkyYxYsQIvL29MTU1zbF9y5YtNG7cmE2bNlG1alXs7OzuKfNO8fHxHD9+HBMTE0qVKkXnzp05d+4cPXv2xGAwkJycbDz24sWL/Pvf/+bo0aOUKVPGmJT269ePBQsW5NpyVlz2b4pAZ9zbglpGl+evq1fw9Mz5Hr5T+fLl8fLywsnJiffeey/PMiwsLFi7di1jxozB1dUVg8HAb7/9Rnp6Or1798bZ2Rk3NzfeeecdypQpw/z583FycsLV1RVra2tefPFF2rVrR8+ePfH09MTZ2Zlu3boRGxvL4cOH8fDwwGAwMH36dCZMmPDIn1FByHIVQgghhBAlXEpyKm/WHsLNqzHGX7CVAtsytnx/7gts7W2KOUJxt+TkZExNTTEzMyMkJAR/f/8crZdaa7Ys28Gaj3/i9vVYHJpVY8X+b7n05x8AbNu2jQULFnDr1i1jV1IHBwdCQ0OJi4ujbdu2nDp1CoBZs2aRmprKsGHDcHZ25sKFCwBERkbSs2fPYh9juHnpdj4f9i1J8Un37HtxQBtGfTW4GKJ6NIpyuQoZYyiEEEIIUcJZWJozf/c0Zvb+lFMHz6GAmg2rM3b58Kc6KUxPT8/RCvdPcuHCBV577TUyMjKwsLBg8eLFOfYvmbCS/y74haT4zFbAvzZc5ia3uPZHNBWrlwfyH3OZ2zhFrXWhxmkWlcYvuOTaJdmqlBVer9y/NVlkkq6kQgghhBCCqnUqs+C3GQT++RUr//iSgINzcGhUo7jD4tVXX8VgMNCwYUOsrKwoV64ctWvXplu3biQkJBAUFISbmxvOzs7079/f2B0yr+0ODg5MmTKFli1bsmbNGpo1a2Zcby776/Dhww8V8+bNm++55quvvvrQz+JO9erVIzw8nEOHDnHgwIEc3WnjbsWzbt7PxqQQICNDk5gRz6x3PwFg5cqVec74mpcyZcpQunRpdu/eDWAcL1ncKlYvzxtjumBpY0l23mpla4lLq+do+qJb8Qb3DyIthkIIIYQQwsi+XP7j1Ipa9pIMUVFR1K5dm6CgILy8vOjfvz+ffPIJX375JUFBQdSvX58+ffqwaNEiBg8ejJ+f3z3bR44cCYCVlZUxuclekPxRat++Pe3bt3/k1y2o88f+wNzS3DjLbDZb7PglaCNbXDZQr149/P392bBhQ6GuvWTJEvr374+NjU2x3uPd+kx6DUNrJzZ9E0RyQjI+r3nRsqsHJibSDlZQMsZQCCGEEEI8kRJiE4nYdgQTUxPKPluKtu3aGse3bdu2jalTp5Kens6uXbuAzFbChQsXMmnSJIYNG3bP9h9//BEHBwd27txJrVq1iu2+HrerF6/Tr8HwexJDpRTe/2rGh6vfLabIRGHJGEMhhBBCCFGi7Vz9G3P6L8TULHMMYHx6LKk2ua9reLf7NXwUZibUixcv0qdPH/766y9MTEwYNGgQI0aMKPD5xaFSjQq4tnYiYtsRUu9YhsTC2pzX3iv4DLKiZJG2VSGEEEIIkcOAAQM4duxYnvuXLl3Kn3/++djKv3L+GlP9PiY4fhPbYjZwKeYCSXHJ/HX1Mls3BwGZY+ReeOEFoqKiOH36NADLly/Hx8cHR0fHXLc/CDMzMz7++GOOHz/O3r17WbhwYb7P5kkxYdU7tHjFHXNLcyysLShXtQzjV4ykQdNnizs08YSSFkMhhBBCCJHD119/ne/+pUuX4uTkRLVq1Qp8zbS0NMzMCvar5/ZVu7meehlb7GmkMidVSdTxlFL2zJs5n1HvvUO9evX49NNPad68Od27dyctLY2mTZsyePBgLC0tWbJkyT3bH0TVqlWpWrUqkLkY+nPPPcelS5cYMmQIbm5uhIWFce3aNb777jtmzpzJ4cOHef3115k2bRpRUVF06NCBZs2aER4eTv369fnuu++wsXn8M73a2FkzYdUoEmITSbidQLmqZWW8nciXvDuEEEIIIUqw+Ph4OnbsiKurK05OTgQGBuLr60toaCjp6en4+fnh5OSEs7Mz8+bNY+3atYSGhtKrVy8MBgOJiYmEhYXh4+NDkyZNaN++PZcvXwbA19eX8ePH4+Pjw6effppr+efPn6dNmza4uLjQpk0bLly4wPGTx/k9LYLrXGav/pV0nb0UgeKtVwcTGRnJ66+/zoQJE2jTpg1+fn7Ex8fz7bff8scff9CyZUvatGnD3LlzMTMz48CBA/j7+5OcnExUVBTu7u6MHz8eT09P3N3dOXjwIO3bt6du3brGBevj4uJo06YNjRs3xtnZmfXr1xMVFcWBAwcYOnQoJ06cYPny5VhZWdG/f39eeeUVFi5cyJEjR1i6dCnR0dEAnDhxgkGDBhEZGYm9vT1ffPHFY6/TO9nYWVPhmfKSFIr7kneIEEIIIUQJo7Xm2N6T/Lb+AGtXraNatWocOnSII0eO0KFDB+NxERERXLp0iSNHjnD48GH69etHt27dcHd3Z8WKFURERGBmZsawYcNYu3YtYWFh9O/fnw8++MB4jVu3brFz507efTf3CU+GDh1Knz59iIyMpFevXgwfPpzu/bviaOlKZWrQXLXFVP291mDTDgYAWrVqRXBwMADBwcGUL1+eS5cusXv3bry9vUlKSsLPz4/AwEAOHz5MWloaixYtMl6nRo0ahISE4O3tjZ+fH2vXrmXv3r1MnDiR9PR0Dv56mFdd32DygJls+O8GRo0aRdeuXZk4cSJnzpzhmWeeYf369ZQpU4YbN27QqFEjqlatiqWlJXXq1OHixYvGcry8vADo3bu3cTZUIZ400pVUCCGEEKIEuXrhGu+3ncqNyzdRJopbiTc4ar2PsmXL8vLLL+Pt7W08tk6dOpw9e5Zhw4bRsWNH2rVrd8/1Tpw4wZEjR2jbti2QuWh8dtdLgNdffz3feEJCQvjxxx8BePPNN3n//fdp9N8GPOtWm1thNyBrvpmypcoxZ9B8ajR4BoAqVaoQFxdHbGwsFy9epGfPnuzatYvg4GC6du3KiRMnqF27NvXr1wegb9++LFy40LhkRefOnQFwdnYmLi4OOzs77OzssLS0ZFCTd7hyJppDcfuIUdEopYjTMXw48UM6dOhA7dq1KVWqFJaWljRp0oSTJ0/mWBDexMSEtLTMwO9eEP5hFoiPioqiU6dOHDly5L7HdejQgZYtW7J3715cXV3p168fkyZN4tKlS5iamrJy5UpGjhxJYmIi1tbWLFmyhAYNGrB06VJ++uknEhISOHPmDK+++iqzZ88uUHy+vr7MnTsXd/cimURTPGLSYiiEEEIIUYJ8+MosLp+9QmJcEgm3E7FItaZJmi+WyTaMGzeOKVOmGI8tW7Yshw4dwtfXl4ULFzJgwIB7rqe1plGjRkRERBAREcHhw4fZsmWLcX9hZgCFzMRJKUXHQW1p2s4V3ze8eOHNVkxZP4a35/bNcaynp6cxofH29iY4OJiQkBC8vLzuOzNpdiJnYmKSI6lLik3mwolLnIs7SSrJuOvW2GTYYapM6du3b45zAUxNTUlPTycvFy5cICQkBHiwReUf1OnTpxkxYgSRkZH8/vvv/PDDD+zevZvx48dz7do1HB0d2bVrF+Hh4UyZMoXx48cbz42IiDC2tAYGBhpbP4tSVFQUTk5OD3z+3RMkOTg4cP369YeKx9fXt9DnPMw9ZCmvlDIO5lVKRSmlKjzsRXMjiaEQQgghRAlx6fRlLp28TEZ6hnFbsk4kNT6dhEOa0aNHc/DgQeO+69evk5GRwb/+9S+mTp1q3GdnZ0dsbCwADRo04Nq1a8bkJzU1laNHjxY4phYtWrBq1SoAVqxYYUyclFJUdqjEBz+MZMyyYbg973xPa1urVq2YO3curVq1ws3Nje3bt2NpaUnp0qUfeGbSxPgkUpJSSSMVcyyJ5SZ/cYHUjFTat2vPSy+9RFxcXIHv77nnnmPZsmW4uLhw48YN/P39C3xubtLT0xk4cCCNGjWiXbt2JCYm4uPjwzcfL+PjgYv4ZOhCPJt7Urt2bUxMTGjevDnnzp1j69atnD59GkdHR1JSUujfvz/ly5endOnSjBgxgqNHjzJlyhQ++ugjbt26xXvvvYelpSUNGzakc+fOjBkzBg8PD+rXr2/swpuYmMgbb7yBi4sLr7/+OomJibnGXKpUqYe65/yeRV4e5cy52a2/j0t+9wFUAAo+y1M+lFL59haVrqRCCCGEECVEwu1E47qA2eKI4RSHidy3m13Ta7Fo0SJGjx4NwKVLl+jXrx8ZGZmJ5MyZMwHw8/Nj8ODBWFtbExISwtq1axk+fDgxMTGkpaUxcuRIGjVqVKCYFixYQP/+/ZkzZw4VK1ZkyZIlBb4fb29vLl68SKtWrTA1NaVGjRo4OjoCYGVl9VAzk1ahJofYQww3qIYDDUjcegAAIABJREFUMeoGq5YHUq5KWTp16sSOHTsA2LFjBw4ODixdutR4bva+qKgoTExMjBPaPKi01DRib8aTnpbOqVOnWLlyJYsXL+a1115jzeo1nDt8gWWhgVgm2pJumsattBiszKwICAhgxIgR/Prrr7Rv357q1atz5coVkpOTSUhIYOrUqURERFClShV++OEHhg4dSs2aNQkNDSUmJoaff/4ZU1NTtNakpaWxf/9+fvnlFz766CO2bt3KokWLsLGxITIyksjISBo3bvxQ93nPfael0bdv3xwzujZs2JD+/fuzZcsWhg4diqOjI4MHDyYhIYG6devy7bffEhQUZJwgKfs9CvDZZ5+xYcMGUlNTWbNmDY6OjsTHxzNs2DDjONTJkyfzyiuvsHTpUjZu3EhSUhLx8fEsW7aMcuXKAXD06FH69etHSkoKGRkZrFu3jnr16hX4HmxsbHBwcCjQfQA2wAqlVCLgmXXZYUqplwFzoLvW+nellC3wGeBMZo43WWu9XinlB3QErABb4Pk8H7jW+on8atKkiRZCCCGEEI9OSnKKfqVMH/2C6pbj6yXrHnr5lNXFHd4TYdWs/+qONj1zPJ+2Jt31INd3C32tc+fO6UaNGj1wLBkZGXr5lNX6Zfve+kXrHrqtXVddpUJVnZGRobXW+j//+Y/u1+0tXc6kkvbgef2C6qZb8bK2xFqXUqX1km+W6IYNG+rGjRvrBQsWaK21Dg4O1ubm5rpLly567dq1OigoSDdo0EDXqlVLr127VtepU0eXK1dOV6tWTc+cOVN37NhRu7q66t27d2uttf7rr7903bp1tdZav/LKKzooKMgYr5ubmz5w4MA992Fra6u11jo2NlY///zz2s3NTTs5Oen//e9/WmutJ0yYoOfPn69vXLmll320Wreo66tf9u6qAWO5/fr1002aNNGlSpXSDg4Oul69enrDhg3a2dlZBwUF6dGjR+uqVavq8uXL64CAAO3j46MDAgK0r6+v7tGjhzY3N9dz5szRL730kq5WrZouU6aMXrVqlR43bpweO3asNhgM+rnnntP29vY6OjpaL1myRJuamur33nvPGO/x48e11loPHTpUf//991prrZOTk3VCQkKe9X/3PcyZM0drrXWtWrX0rFmzjMc6OzvrHTt2aK21/vDDD/WIESO01loDsYC7zsqRgChgWNbrIcDXWa9nAL2zXpcBTmYlgn7AH0A5fZ/8S7qSCiGEEEKUEOYW5rzz1WAsbSwwMc38NdDSxpIK1cvz6vCXijm6B5PX2LHJkyczd+7cQl1r6dKl7Dy3hYae9bGytcTM3BRrOyvsK9gxIfCdB4rtfhPF5Gf13J8InLWexNgkUpNSSYhNJD46gf/7dhuQOb7xdGQUZED2iMoMMrslKqVoWNWVn376CTMzM6ZNm8a2bduM137//fcZN24cw4cPBzIbi4YMGcKQIUPo0aMHAwcOJCkpyXh89rhKU1PTHF0r85tMJzEukcS4v7uXWllZ8d///peDBw+yfft23n33XbTWvPXWW3z91df0f24Eq2b+SPiZA0Tvi8Na2VDVrjqQOaPr1atXSUtLY9u2bWzcuJFBgwZx8+ZNTp8+TenSpQkODqZGjRosXrzYGPv+/fuZPn061apVw97enmrVqvHjjz/SpEkTOnTowObNm5k7dy5JSUlYWFiQlpbGnDlzjPHWqFGDgwcP4u/vb3w/eXp6MmPGDGbNmsX58+extrbO8xnkNytt9sRMMTEx3Lp1y9jVuW/fvuzatSvPawI/Zv0bBjhkvW4HjFVKRQA7yGwhrJm171et9Y38LgjSlVQIIYQQokTx6e5JTcdqrF/4f1y7GE3TF91o36811rZWj7Xc6dOns2bNmhzbunfvnmNpi7w0a9aM5OTkHNuWL1+Os7PzI4svO9kxMTVh1q8TOfrbCX7fd4oKz5SjxStNsbCyeGRlFYTWmlX/+S9JCTnvO0Nrvp+6lhffagOAmbkpVtgQy01KU46rXEKhaG33MtduXqFpHQP79u1j5MiRREZG0qVLF1JTUwE4efIkAwcOxNHRkbfeeosGDRowZMgQ0tPTad68Od26dePnn3/Oc9KVVq1asWLFClq3bs2RI0eIjIwE4PK5K8zpt5Bjv50EICU9hctnr1ChRjnGjx/Prl27MDEx4dKlS1y5cgUHBwfiriRy+eYlknUSdpRBpZiigU/9v+LTPdONZdra2mJnZ0eFChVwcHDg3LlzbNmyhcjISFasWMH58+epXLky9vb2AHh4eFC7dm0AXFxcmDlzJsnJyURHR1O6dGkSExNxdXUlNDQUgKCgIBYuXEiDBg0wMTGha9euADRp0sQ4e27Pnj1p1qwZGzdupH379nz99dc8/3zuPTTzm5W2sBMz3SH7TZHO3/mcAv6ltT5xV3nNgPiCXFQSQyGEEEKIEqa2cy1GBrxdpGV+8MEHBUoCc7Nv3z4Avv/+exYsWEBKSgqff/75PYvFT58+ne+++44aNWpQsWJFmjRpAsCZM2f497//zbVr17CxsWHx4sU4Ojri5+dHuXLlCA8PNy5kD5mL27/c+0VOnjyJubk5t2/fpr5jfU6dOoW5uflDPIWCy0jPIP5W7r/P3/jrlvF1vcZ10OcsCE0I5rI+T1kqAWBuYUbEuTDed3oXc3NzqlSpwsSJE7l9+7ZxQpy3336bevXq4e/vj42NDQMHDsTZ2RkHBweaNm163xj9/f3p168fLi4uGAwGPDw8SE1OZYTXBGKuxpCRkdmOmaEzGN7iA9pNaca1a9cICwvD3NwcBwcHY8temduV+VNHkUIS1bIawZJIYPFvn7LTsJGmTZtSuXJlzp07ZyzfzMwMe3t7rl27xmeffUZISAgxMTHMmzePl19+mYSEhBzJ17PPPktYWBiff/4569evZ8qUKXh6erJp0ya01iilOHXqVI57zK2l9OzZs9SpU4fhw4dz9uxZIiMj80wMs2el9fT0zHNW2tKlS1O2bFmCg4Px9va+e6KkdMDuvpUBm8kcezhMa62VUm5a6/ACnGckiaEQQgghhHjiHT9+nMDAQPbs2YO5uTlDhgxhxYoVxv1hYWGsWrWK8PBw0tLSaNy4sTExHDRoEAEBAdSrV499+/YxZMgQY7fKkydPsnXrVkxNTY0TyNjZ2eHr68vGjRvp0qULq1at4l//+leRJYUApmamVK5Vkb+irhm3WStbPGlHrYaZ3SuzJwlaUmsl1nPtMDM3QSkTDKbNmPbzOBw96t2TjJcrV45jx47lWua0adOYNm3aPduzJ9MBqFChAlFRUZnxWFsbZ5TNtm3lbpLikoxJYbbkhGTCgw9TqVIlzM3N2b59O+fPnzfur2lbh5O3ItFonGhGEgnYYkc508pkZGRw48YNGjRowNGjR8nIyODMmTOcPXuWdevW0aNHD1577TV8fHxYtmwZJ0+e5I033mDcuHHExMQYZ0v966+/ePbZZ3nppZdYvXo1Bw8eZMmSJQQGBuLo6Ii5uTkxMTHG55qXwMBAvv/++xwJd15yS8Jzs2zZMuPkM3Xq1LlzEqbrQMBdk8/kZiowH4hUmc2SUUCnfG/kLpIYCiGEEEKIJ47Wmv/7dhs/zt9I3K14kmvGcODMAWNLVmJiIpUqVTIeHxwczKuvvoqNjQ3w9wL2cXFx/Pbbb3Tv3t147J3dUrt3746pac6ZWgEGDBjA7Nmz6dKlC0uWLGHx4sWP5T7zM2huX2a9uYDkxBTjNksbCwbNfjPHcf2m9qDjoLZEbDuCbWkbmnYwFHnX12yXz165p/srZC4D4vyMge92Lsbd3R2DwWCcQRag48C2hH+yF5N0U5RSWGNLK8tOtOnlzbtfZyZTfn5+vP322/zrX//iypUrBAQE0KxZM06fPs2ECRPYsGED3t7eVKxYkf/9738888wzzJ07F2tra6Kioti8eTM9e/bExMQEa2trJkyYQNmyZVm/fj2jR48mLS2Ntm3bMnjwYCwtLZk8eXKu9zhu3DjGjRt332fh4OCQZxKenVxnMxgM7N27N7dDb2mt3e+8bPYLrXUo4Jv1OhG4pxuA1nopsPS+wSKJoRBCCCGEeAIFjFrKxsVBJGclGX/8eYYyVpXZeWQXpSvYG4+7c5mI3CZCycjIoEyZMkRERORaTl7jvLy8vIiKimLnzp2kp6c/ioXKC827azOsbN9j2cRALp2+TK2G1ek3rQeuPvcuBVKpRgXa9fUt8hjv9qzBAStbSxJj/564prV6FetSVhi8XPD/T0iu5/WZ/BoffjmGhinu2Fhak56WjqNHPYZ82i/HcV5eXsybNy/HNhMTE2bMmMGMGTNybPf19c0xPrJ9+/a0b9/+nrLbtGlDePi9vS7vTN7c3d1ztJw+jSQxFEIIIYQQT5SbV26xIeBXUpNTjdvKZFQkMvE3ls8KZOicgdy4cYPY2Fjj/latWuHn58fYsWNJS0tjw4YNvP3229jb21O7dm3WrFlD9+7d0VoTGRmJq6vrfePo06cPPXr04MMPP3ws91kQTdsbaNreUGzlF5Z7BwNVa1fm4olLpCZnjskzszCjcq2KeLzklus5x44do1OnTvQe0JMRA0dx/uhFqjeoRm2nmrke/6SJjo6mTZs292wPCgqifPnyxRDRg5HEUAghhBBCPFFOR0RhYWWeIzEspeypoxsxZdGHfLX5M8zNzVm4cKFxf+PGjXn99dcxGAzUqlULb29v474VK1bg7+/PtGnTSE1N5Y033ihQYtirVy8mTJhAjx49Hu0NPsVMTU35ZNcUlk0MZPvK3Wig9Rte+E15PdcuuwANGzbk7Nmzxu9rOj6T63F3tg4/ScqXL59ni/Q/icpaBPGJ4+7urrOnjRVCCCGEECXH+eN/8O+mY0hOSMmx3cTUhHZ9fHj3myFFEsfatWtZv349y5cvL5LyhLibUirsrjGGj420GAohhBBCiCdKreeqU9fVgZOhZ0hLTTduN7c0o+s7hZpo8YENGzaMTZs28csvvxRJeUIUN2kxFEIIIYQQT5zbN2KZ1eczwoMOY2JiQqkytryzeDDNXmpc3KEJUWSkxVAIIYQQQpRo9uXsmP7zeGJvxpFwO5GKNcpjYmJS3GEJ8dSST5cQQgghhHhi2ZUtReVaFSUpfISSk5N54YUXMBgMBAYG5nqMg4MD169ff+AyduzYwW+//Wb83s/Pj7Vr1z7w9cTjJy2GQgghhBBClCDh4eGkpqY+9EyaaWlpmJnlnk7s2LGDUqVK0aJFi4cqA0BrjdZa/jjwmMnTFUIIIYQQohjFx8fTsWNHXF1dcXJyIjAwkKCgINzc3HB2dqZ///4kJycDmS15kyZNonHjxjg7O/P777/ned0bN27QpUsXXFxcaN68OZGRkVy9epXevXsTERGBwWDgzJkzeZ4/Z84cPDw88PDw4PTp00Bmy9+oUaNo3bo1Y8aMybWMqKgoAgICmDdvHgaDgeDgYAB27dpFixYtqFOnTo7Wwzlz5tC0aVNcXFyYNGkSkLm4/HPPPceQIUNo3LgxFy9efOjnLPIniaEQQgghhBBF7NTBs4x7cTrdKr9FV9demKaZc+jQIY4cOUKHDh3w8/MjMDCQw4cPk5aWxqJFi4znVqhQgYMHD+Lv78/cuXPzLGPSpEm4ubkRGRnJjBkz6NOnD5UqVeLrr7/G29ubiIgI6tatm+f59vb27N+/n6FDhzJy5Ejj9pMnT7J161Y+/vjjXMtwcHBg8ODBvPPOO0RERBjXlLx8+TK7d+/m559/ZuzYsQBs2bKFU6dOsX//fiIiIggLC2PXrl0AnDhxgj59+hAeHk6tWrUe6nmL+5PEUAghhBBC/OM87Bi44nQy7AzvtJpI6OYIYq7dJvZMElt/3Ur3l94gODiYqKgoateuTf369QHo27evMVkC6Nq1KwBNmjQhKioqz3J2797Nm2++CcDzzz9PdHQ0MTExBY6zR48exn9DQkKM27t3725crL4wZXTp0gUTExMaNmzIlStXgMzEcMuWLbi5udG4cWN+//13Tp06BUCtWrVo3rx5geMVD0fGGAohhBBCiCdSfmPYilJ6eroxEXoUvhn/A8kJycbvbZUdHroNUbsv88Ybb5CamoqlpWWe52fvMzU1JS0tLc/j4uPj+eijj1i2bJlxm1KqwHHeeeydr21tbY2vc1v6Lq8y7ryn7PO01owbN4633347x7FRUVE5yhGPn7QYCiGEEEKIxyYqKgpHR0f69u2Li4sL3bp1IyEhIUeLX2hoKL6+vgBMnjyZQYMG0a5dO/r06UN6ejqjR4/G2dkZFxcXPvvsM+O1P/vss3vG2u3fv58WLVrg5uZGixYtOHHiBABHjx7Fw8MDg8GAi4uLsVXq+++/N25/++23SU9PB6BUqVJMnDiRZs2a5WgtexROhZ3N8X2yTsQEUyqmPcONGzcwGAwopYzj+pYvX46Pj0+hy+nQoQPPPvsskDkZTIUKFbC3ty/w+dkzlq5atSrPlrtWrVqxYsWKe8qws7MjNjbWeFxGRkau57dv355vv/2WuLg4AC5dusTVq1cLHKN4dIr/TzBCCCGEEOKpduLECb755hu8vLzo378/X3zxRb7Hh4WFsXv3bqytrVm0aBHnzp0jPDwcMzMzbty4YTwue6zdF198wdy5c/n6669xdHRk165dmJmZsXXrVsaPH8+6desICAhgxIgR9OrVi5SUFNLT0zl+/DiBgYHs2bOHlJQUGjZsSO3atbG3tyc+Ph6tNSkpKfj7+9O0aVMWLVqEpaUlDg4O9O3blw0bNpCamsqaNWtwdHRk586djBgxAshsNdu1axd2dnb33F+FZ8pxMPo3rvNX5vdUJZq/SEpMII1UoqKi6NOnD927dyctLY2mTZsyePBgABISEmjZsiWWlpaYmJhQunRpkpKS8Pf3JzQ0FDMzMz755BNat27NCy+8wKBBg1izZg0WFhaUKVMGFxcX0tLSqFChApCZiJcqVYrRo0cD4OTkxM8//0xaWhoff/wx8+bNIzY2lk2bNlGqVCnq1KnD9u3bmTt3LuvXr2fy5Mn06tWL0qVLk56eTq1atdizZw8vv/wy3t7efP7559SpU4fo6Gjc3Nzw8PAgJSWFxMRETp06Rbt27Th+/Dienp5AZkL+/fffP9IWWlEw0mIohBBCCCEeqdSUVLav2kPA6O8IWhFM9erV8fLyAqB3797s3r073/M7d+6MtbU1AFu3bmXw4MHGLqXlypUzHpfbWLuYmBi6d++Ok5MT77zzDkePHgXA09OTGTNmMGvWLM6fP4+1tTVbtmxhX8g+nBu60KhRI2JiYujfvz9HjhzB1NSUJUuWFGoCmLlz57Jw4UIiIiIIDg423sPdarSrQLzJbZrTlsa04i8u0Mz6eT575ytsbW05efIk06ZNIzw8nMOHD/Ptt98au2FWrlyZoKAgDh06xPbt29mxYwcLFy4E4PDhw6xcuZK+ffuSlJSEvb097u7uREZG4unpia+vL5GRkXz++efcvn073zrYvXs30dHRrF+/noSEBHx8fIiPj2f69OmcP3+eVq1asXjxYsqVK0fZsmXZuHEjcXFxbNq0iQEDBlC/fn38/f1xcHBg165dnD17lrNnzzJixAgiIiJITEykevXqAIwYMYLDhw9z+PBhQkJCqFu3Lg4ODhw5ciTfGMWjJYmhEEIIIYR4ZG5HxzLAaRTzBgWw7pMN/DBjHdF/3uTiiUvGY5RSmJmZGbsXJiUl5bjG3WPY7jdm7c6xdh9++CGtW7fmyJEjbNiwwXjtnj178tNPP2FtbU379u358uOv+Xb8SkrHVaL+1abUv90EW+tSJCYmEhwcjIWFBXXq1CnUBDBeXl6MGjWKBQsWcOvWrTzHR95Iu0qPXj2wK1sKext7KphW5tkXqjNw9pv3fb5eXl74+fmxePFiY7fXOyeAcXR0pFatWpw8eTLHeUFBQcYunwWdiObOyV+WLl2Kubk5nTp1AmDJkiXG7rtbt25l6NChGAwGOnfuzO3bt43dSO9M8u9Mzvfs2cOLL7543/t9XHx9fQkNDS228p9EkhgKIYQQQohH5tsPVnL1wnUS4zITsuSEFBIz4hnVbTwAK1eupGXLljg4OBAWFgbAunXr8rxeu3btCAgIMCZ+d3YlzU1MTAzPPPMMkJnMZDt79ix16tRh+PDhtG/bgQXjA7BJKM2l5PPE3L6JvmVCg1h3ypUuz7hx44xJV15yS0rHjh3L119/TWJiIs2bN89zjUGtNQZfJ9Ze/Yalpz7D57UWvDTgBUzN7t99MiAggGnTpnHx4kUMBgPR0dFERUUxaNAgDAYDBoOB8PBwZsyYcd9rKaVYvXo1n3zyCQaDAVdXV06dOsXOnTuBnAn60qVLMTU1NSbpSinjfWdkZBASEkJERAQRERFcunTJ2IX2zmtkJ+cWFhb06dOHW7du3TdGUXQkMRRCCCGEEI9M8Lq9pKXknCnTFjv2HtuDk5MzN27cwN/fn0mTJjFixAi8vb3zHU82YMAAatasiYuLC66urvzwww/5lv/+++8zbtw4vLy8ciR3gYGBODk5YTAY2Be8n2qmDpRS9tSlEQcJ5je9mbDEXZjHWjF69GjS09OJiooq1AQwZ86cwdnZmTFjxuDu7p5nYtiqVavMiV0UaPN0du/ZjYeHR77XvrOMZs2aMWXKFCpUqMDFixd588038fHxISIigtWrV1O+fHnjTKTpaemcjjiHwcWNmzdv0rdvX+rWrUtsbCxmZmZcu3aN8uXLU6pUKeOMqPPnz6dDhw5cuHCBmzdvsnbtWkJDQ0lOTsZgMJCYmAjA77//TuPGjUlLS2PixIlA5kyoXbp0oWnTpnz55ZfG7qBLly7lpZdeYuTIkWzYsIF27doZW4zzmhjoblFRUTg5ORm/nzt3LpMnTwYyWwDHjBmDh4cH9evXJzg4OPP+85m8KNuWLVvw9PSkcePGdO/e3TgRTknzUJPPKKXKAYGAAxAFvKa1vnnXMQZgEWAPpAPTtdaBD1OuEEIIIYR4MpmY5tbuoGhk6s7/9i/Dyiazpc3b2/ue7o6A8Rf9bNmTqXzyySc5tt+5fp+7uzs7duwAMrsr3nndqVOnAjBu3DjGjRsHwPIpa1j+0Ro0miqqBlWoQbT+i1MZh1mwbB4Vt1Zg7969xvGKd08Ak5f58+ezfft2TE1NadiwYZ5dJV999VVCQkJwdXVFKcXs2bOpUqVKvtfO9t5773Hq1Cm01rRp0wZXV1ccHR0ZPHgwzs7OmJmZsXTpUiwsLNj0TRAHf43k3b2TuJ4YzfWU6wQHB1OpUiWcnZ354osvsLGxITk5mbi4OM6ePYuFhQVjxoyhefPmeHh48NFHHzF//nw+//xz9u3bR0REhDEWS0tL9u3bx+zZswkICGDz5s38+eefuLi4cODAAcaOHcs333xDfHw8AHv27KFq1apYWVlhYWFhrLPcJgZ6EGlpaezfv59ffvmFjz76iK1bt/LVV1/lOXkRwPXr15k2bRpbt27F1taWWbNm8cknnxgT3ZLkYWclHQsEaa3/o5Qam/X9mLuOSQD6aK1PKaWqAWFKqc1aa2k7FkIIIYR4yrTp7c1PCzeTmpyaY7uLT0NjUljc3J53YvWc9STF/72WYHlVhWo2tfh4/WQaNH3WuD08PPye8/NKSnNrjcqNUoo5c+YwZ86ce/bdr7Xqxx9/vGeblZVVjm6zABsX/0rQmp2YZpiTcDsRpU2wUjaM6DCOEV8MZNu2bSxYsAClFL/++iu1atUiJiaGzZs388YbbwAQEhJC9+7djdfMboUDsLGxMcbi4+PDli1b2Lp1K+7u7ly9ehWDwQCAtbU1Fy5cADLHZS5ZsuSe+D09PZk+fTp//PEHXbt2pV69evk+g7zkNu4zv8mLAPbu3cuxY8eMkyOlpKQYZ0gtaR62K+krQPaKmcuALncfoLU+qbU+lfX6T+AqUPEhyxVCCCGEEE+gvh+9Tl2DA9alrDC3MKOcfQVeqdWT95f+u7hDM2rk5UiTti5Y2f6dqFrZWtK8U5McSeE/2ceT5nM8OYJnqP33Rg1blu0gNSUzac8eL/igC8nnNs5Sa826deuM4w0vXLjAc889l285d08MtG3btlyPu3PCIrh30qK84slr8qLs/W3btjXGe+zYMb755puC3P5T52ETw8pa68sAWf9Wyu9gpZQHYAGcechyhRBCCCHEE8ja1ooFv01n6k9jGfCf3oxdPozvTn9OhWfKF3doRkopPlzzLiMD3sbtBWcat3Vh1GJ/xv8w4pGWc/jwYeOEMNlfzZo1K9C506dPv+fc6dOnF7hsu4QKtFDtKaMqGLclkUB06lWS4pONkwDdqXTp0pQtW9bYMnjnuMq7F6zPS/v27fnss8/QWgO5t7je7c6JgTp37kxkZGSux1WuXJmrV68SHR1NcnIyP//8832vfb/Ji5o3b86ePXuMY0kTEhJy7eJcEty3K6lSaiuQW6fnDwpTkFKqKrAc6Ku1zsjjmEHAIICaNWsW5vJCCCGEEOIJoZTC1bcRrr6NijuUPJmamtKmlzdtenk/tjKcnZ1zjMkrjA8++IAPPijUr9s5NGrRgNDN4WTlZ0DmJEDRln/i5dOCevXq4e/vf0/312XLljF48GASEhKoU6eOseunn58fgwcPxtrampCQkDzL/fDDDxk5ciQuLi5orXFwcLhvAhcYGMj333+Pubk5VapUyXN8n7m5ORMnTqRZs2bUrl0bR0fH+z6HAQMGcPLkSVxcXDA3N2fgwIEMHTrUuL9ixYosXbqUHj16kJyc2bV42rRpxmVKShKl73y3FPZkpU4Avlrry1mJ3w6tdYNcjrMHdgAztdZrCnJtd3d3LWuLCCGEEEIIUXjnjlxgRIsPSE5MISM9A6XAwtqCCatG0bxTk+IOTxSQUipMa+1eFGU9bFfSn4C+Wa/7AuvvPkApZQH8F/iuoEmhEEIIIYQgNNT8AAAHrElEQVQQ4sHVdqrJF6GzaNPLmxoNqtG8kzuzt06SpFDk6WFbDMsDq4GawAWgu9b6hlLKHRistR6glOoNLAGO3nGqn9Y633Z1aTEUQgghhBCi5ImOjqZNmzb3bA8KCqJ8+SdnrGpRKMoWw4dKDB8nSQyFEEIIIYQQJdk/qSupEEIIIYQQQoh/OEkMhRBCCCGEEKKEk8RQCCGEEEIIIUo4SQyFEEIIIYQQooSTxFAIIYQQQgghSjhJDIUQQgghhBCihJPEUAghhBBCCCFKOEkMhRBCCCGEEKKEk8RQCCGEEEIIIUo4SQyFEEIIIYQQooSTxFAIIYQQQgghSjhJDIUQQgghhBCihJPEUAghhBBCCCFKOEkMhRBCCCGEEKKEk8RQCCGEEEIIIUo4SQyFEEIIIYQQooSTxFAIIYQQQgghSjhJDIUQQgghhBCihJPEUAghhBBCCCFKOEkMhRBCCCGEEKKEk8RQCCGEEEIIIUo4SQyFEEIIIYQQooSTxFAIIYQQQgghSjhJDIUQQgghhBCihJPEUAghhBBCCCFKOEkMhRBCCCGEEKKEk8RQCCGEEEIIIUo4SQyFEEIIIYQQooSTxFAIIYQQQgghSjhJDIUQQgghhBCihJPEUAghhBBCCCFKOEkMhRBCCCGEEKKEk8RQCCGEEEIIIUo4SQyFEEIIIYQQooRTWuvijiFXSqlrwPmHvEwF4PojCEc8GaQ+nz5Sp08fqdOnj9Tp00Xq8+kjdfr0ubNOa2mtKxZFoU9sYvgoKKVCtdbuxR2HeDSkPp8+UqdPH6nTp4/U6dNF6vPpI3X69CmuOpWupEIIIYQQQghRwkliKIQQQgghhBAl3NOeGH5V3AGIR0rq8+kjdfr0kTp9+kidPl2kPp8+UqdPn2Kp06d6jKEQQgghhBBCiPt72lsMhRBCCCGEEELcx1OVGCqlyimlflVKncr6t2wex6UrpSKyvn4q6jhFwRS0PrOOtVdKXVJKfV6UMYrCKUidKqVqKaXCsj6fR5VSg4sjVlEwBaxTg1IqJKs+I5VSrxdHrOL+CvH/6P8ppW4ppX4u6hhFwSilOiilTiilTiulxuay31IpFZi1f59SyqHooxSFUYA6baWUOqiUSlNKdSuOGEXBFaA+RymljmX9vxmklKr1uGN6qhJDYCwQpLWuBwRlfZ+bRK21Ieurc9GFJwqpoPUJMBXYWSRRiYdRkDq9DLTQWhuAZsBYpVS1IoxRFE5B6jQB6KO1bgR0AOYrpcoUYYyi4Ar6c3cO8GaRRSUKRSllCiwEXgQaAj2UUg3vOuwt4KbW+llgHjCraKMUhVHAOr0A+AE/FG10orAKWJ/hgLvW2gVYC8x+3HE9bYnhK8CyrNfLgC7FGIt4eAWqT6VUE6AysKWI4hIP7r51qrVO0VonZ31rydP3c+ppU5A6Pam1PpX1+k/gKlAki/WKQivQz12tdRAQW1RBiULzAE5rrc9qrVOAVWTW7Z3urOu1QBullCrCGEXh3LdOtdZRWutIIKM4AhSFUpD63K61Tsj6di9Q/XEH9bT9wlVZa30ZIOvfSnkcZ6WUClVK7VVKSfL45LpvfSqlTICPgfeKODbxYAr0GVVK1VBKRQIXgVlZyYR4MhX05y4ASikPwAI4UwSxicIrVH2KJ9YzZP78zPZH1rZcj9FapwExQPkiiU48iILUqfjnKGx9vgVseqwRAWaPu4BHTSm1FaiSy64PCnGZmlrrP5VSdYBtSqnDWmv5JaUYPIL6HAL8orW+KH/ofDI8is+o1voi4JLVhfR/Sqm1WusrjypGUTiP6OcuSqmqwHKgr9Za/qJdTB5VfYonWm7/Id49DX1BjhFPDqmvp0uB61Mp1RtwB3wea0T8AxNDrfULee1TSl1RSlXVWl/O+gXkah7X+DPr37NKqR2AG/LX62LxCOrTE/BWSg0BSgEWSqk4rXV+4xHFY/QoPqN3XOtPpdRRwJvMrk6iGDyKOlVK2QMbgQla672PKVRRAI/yMyqeWH8ANe74vjpwd8+L7GP+UEqZAaWBG0UTnngABalT8c9RoPpUSr1A5h/tfO4YZvPYPG1dSX8C+ma97gusv/sApVRZpZRl1usKgBdwrMgiFIVx3/rUWvfSWtfUWjsAo4HvJCl8ohXkM1pdKWWd9bosmZ/RE0UWoSisgtSpBfBfMj+fa4owNlF4961P8Y9wAKinlKqd9fl7g8y6vdOddd0N2KZlcesnWUHqVPxz3Lc+lVJuwJdAZ611kfyR7mlLDP8DtFVKnQLaZn2PUspdKfV11jHPAaFKqUPAduA/WmtJDJ9MBalP8c9S0M/ovqzP6E5grtb6cLFEKwqiIHX6GtAK8FN/LxVkKJ5wxX0U6OeuUioYWEPmhCV/KKXaF0u0IldZYwaHApuB48BqrfVRpdQUpVT2bOzfAOWVUqeBUeQ/87coZgWpU6VUU6XUH0B34MusHjfiCVTAz+gcMnvDrVFFtMSekj8OCSGEEEIIIUTJ9rS1GAohhBBCCCGEKCRJDIUQQgghhBCihJPEUAghhBBCCCFKOEkMhRBCCCGEEKKEk8RQCCGEEEIIIUo4SQyFEEIIIYQQooSTxFAIIYQQQgghSjhJDIUQQgghhBCihPt/tN3ezpb7dtQAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mds(G1, X, kmeans, size=(15,15))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Case study: Diachronic change" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Splitting the dataset" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " | 0.00s No structure info in otext, the structure part of the T-API cannot be used\n" ] }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from tf.app import use\n", "A = use('bhsa', hoist=globals(), silent=True)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "phase1 = ((17,1),(24,23))\n", "phase2 = ((25,1),(26,46))\n", "\n", "def getClauses(phase, df=data, book='Leviticus'):\n", " \n", " first_clause = L.d(T.nodeFromSection((book, phase[0][0], phase[0][1])), 'clause')[0]\n", " last_clause = L.d(T.nodeFromSection((book, phase[1][0], phase[1][1])), 'clause')[-1]\n", " \n", " return range(first_clause, last_clause+1)\n", "\n", "phase1_cl = getClauses(phase1)\n", "phase2_cl = getClauses(phase2)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "df1 = data[data.Clause.isin(list(phase1_cl))]\n", "df2 = data[data.Clause.isin(list(phase2_cl))]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Are all clauses included?" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(data)-(len(df1)+len(df2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Node2Vec applied to each phase" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "def Graph(df):\n", "\n", " G = nx.MultiDiGraph()\n", "\n", " for n, row in df.iterrows():\n", " G.add_edge(row.Source_label, row.Target_label, value=row.Weight)\n", "\n", " return G\n", "\n", "graph1 = Graph(df1)\n", "graph2 = Graph(df2)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Computing transition probabilities: 100%|████████████████████████████████████████████| 50/50 [00:00<00:00, 3329.39it/s]\n", "Generating walks (CPU: 1): 100%|████████████████████████████████████████████████████| 150/150 [00:00<00:00, 319.67it/s]\n", "Computing transition probabilities: 100%|████████████████████████████████████████████| 19/19 [00:00<00:00, 9063.09it/s]\n", "Generating walks (CPU: 1): 100%|████████████████████████████████████████████████████| 150/150 [00:00<00:00, 583.70it/s]\n" ] } ], "source": [ "#Model phase 1\n", "node2vec = Node2Vec(graph1, dimensions=dim, walk_length=wl, num_walks=nw, p=p, q=q, weight_key='value')\n", "model = node2vec.fit(window=6, min_count=1)\n", "model.wv.save_word2vec_format('multiple_valued_directed_phase1')\n", "\n", "#Model phase2\n", "node2vec = Node2Vec(graph2, dimensions=dim, walk_length=wl, num_walks=nw, p=p, q=q, weight_key='value')\n", "model = node2vec.fit(window=6, min_count=1)\n", "model.wv.save_word2vec_format('multiple_valued_directed_phase2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Phase 1:" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "embeddings1 = getEmbeddings('multiple_valued_directed_phase1', graph1.nodes())\n", "elbow(embeddings1)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "kmeans_graph1 = KMeans(n_clusters = 3, init = 'k-means++', max_iter=300, n_init=10, random_state=0).fit(embeddings1)" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Ejer\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:563: FutureWarning: Beginning in version 0.22, arrays of bytes/strings will be converted to decimal numbers if dtype='numeric'. It is recommended that you convert the array to a float dtype before using it in scikit-learn, for example by using your_array = your_array.astype(np.float64).\n", " FutureWarning)\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "embeddings2 = getEmbeddings('multiple_valued_directed_phase2', graph2.nodes())\n", "elbow(embeddings2)" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "kmeans_graph2 = KMeans(n_clusters = 2, init = 'k-means++', max_iter=300, n_init=10, random_state=0).fit(embeddings2)" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Ejer\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:563: FutureWarning: Beginning in version 0.22, arrays of bytes/strings will be converted to decimal numbers if dtype='numeric'. It is recommended that you convert the array to a float dtype before using it in scikit-learn, for example by using your_array = your_array.astype(np.float64).\n", " FutureWarning)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mds(graph2, embeddings2, kmeans_graph2, size=(15,15))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Export clusters" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nodecluster
0Aaron's_sons2
1YHWH2
2Moses1
3Israelites2
4kinsmen1
\n", "
" ], "text/plain": [ " node cluster\n", "0 Aaron's_sons 2\n", "1 YHWH 2\n", "2 Moses 1\n", "3 Israelites 2\n", "4 kinsmen 1" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kmeans_clusters = pd.DataFrame([nodes, list(kmeans.labels_)]).T\n", "kmeans_clusters.columns = ['node','cluster']\n", "kmeans_clusters.head()" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [], "source": [ "kmeans_clusters.to_csv('node2vec/multiple_directed_valued_clusters.csv')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }