{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.7 첫 번째 애플리케이션: 붓꽃의 품종 분류\n", "\n", "#### 1.7.1 데이터 적재" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import load_iris\n", "iris_dataset = load_iris()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Keys of iris_dataset: dict_keys(['data', 'target', 'target_names', 'DESCR', 'feature_names'])\n" ] } ], "source": [ "print(\"Keys of iris_dataset: {}\".format(iris_dataset.keys()))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iris Plants Database\n", "====================\n", "\n", "Notes\n", "-----\n", "Data Set Characteristics:\n", " :Number of Instances: 150 (50 in each of three classes)\n", " :Number of Attributes: 4 numeric, predictive attributes and the class\n", " :Attribute Information:\n", " - sepal length in cm\n", " - sepal width in cm\n", " - petal length in cm\n", " - petal width in cm\n", " - class:\n", " - Iris-Setosa\n", " - Iris-Versicolour\n", " - Iris-Virginica\n", " :Summary Statistics:\n", "\n", " ============== ==== ==== ======= ===== ====================\n", " Min Max Mean SD Class Correlation\n", " ============== ==== ==== ======= ===== ====================\n", " sepal length: 4.3 7.9 5.84 0.83 0.7826\n", " sepal width: 2.0 4.4 3.05 0.43 -0.4194\n", " petal length: 1.0 6.9 3.76 1.76 0.9490 (high!)\n", " petal width: 0.1 2.5 1.20 0.76 0.9565 (high!)\n", " ============== ==== ==== ======= ===== ====================\n", "\n", " :Missing Attribute Values: None\n", " :Class Distribution: 33.3% for each of 3 classes.\n", " :Creator: R.A. Fisher\n", " :Donor: Michael Marshall (MARSHALL%PLU@io.arc.nasa.gov)\n", " :Date: July, 1988\n", "\n", "This is a copy of UCI ML iris datasets.\n", "http://archive.ics.uci.edu/ml/datasets/Iris\n", "\n", "The famous Iris database, first used by Sir R.A Fisher\n", "\n", "This is perhaps the best known database to be found in the\n", "pattern recognition literature. Fisher's paper is a classic in the field and\n", "is referenced frequently to this day. (See Duda & Hart, for example.) The\n", "data set contains 3 classes of 50 instances each, where each class refers to a\n", "type of iris plant. One class is linearly separable from the other 2; the\n", "latter are NOT linearly separable from each other.\n", "\n", "References\n", "----------\n", " - Fisher,R.A. \"The use of multiple measurements in taxonomic problems\"\n", " Annual Eugenics, 7, Part II, 179-188 (1936); also in \"Contributions to\n", " Mathematical Statistics\" (John Wiley, NY, 1950).\n", " - Duda,R.O., & Hart,P.E. (1973) Pattern Classification and Scene Analysis.\n", " (Q327.D83) John Wiley & Sons. ISBN 0-471-22361-1. See page 218.\n", " - Dasarathy, B.V. (1980) \"Nosing Around the Neighborhood: A New System\n", " Structure and Classification Rule for Recognition in Partially Exposed\n", " Environments\". IEEE Transactions on Pattern Analysis and Machine\n", " Intelligence, Vol. PAMI-2, No. 1, 67-71.\n", " - Gates, G.W. (1972) \"The Reduced Nearest Neighbor Rule\". IEEE Transactions\n", " on Information Theory, May 1972, 431-433.\n", " - See also: 1988 MLC Proceedings, 54-64. Cheeseman et al\"s AUTOCLASS II\n", " conceptual clustering system finds 3 classes in the data.\n", " - Many, many more ...\n", "\n" ] } ], "source": [ "print(iris_dataset['DESCR'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1.7.2 성과 측정: 훈련 데이터와 테스트 데이터" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(\n", " iris_dataset['data'], \n", " iris_dataset['target'],\n", " #test_size=38,\n", " random_state=0\n", ")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_train shape: (112, 4)\n", "y_train shape: (112,)\n" ] } ], "source": [ "print(\"X_train shape: {}\".format(X_train.shape))\n", "print(\"y_train shape: {}\".format(y_train.shape))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_test shape: (38, 4)\n", "y_test shape: (38,)\n" ] } ], "source": [ "print(\"X_test shape: {}\".format(X_test.shape))\n", "print(\"y_test shape: {}\".format(y_test.shape))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1.7.3 가장 먼저 할 일: 데이터 살펴보기" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[,\n", " ,\n", " ,\n", " ],\n", " [,\n", " ,\n", " ,\n", " ],\n", " [,\n", " ,\n", " ,\n", " ],\n", " [,\n", " ,\n", " ,\n", " ]], dtype=object)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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RAcpizKivXaWQYjlEI5rf+SyySCJpWfuw+qwdu9lO88gLSsIyfz0bNssup0v5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\nB0afuqYmMGjC6ueoqcm2zIwpgiUm2v1DXUdbsyab667LYP784HallOL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9up/8/ARuvjmf\nM2f6cbm8VFenkZUVWjIdIWabDRvm8F//tY6XX74EwB13FJCTE3g6l5hop7IylePHe3E6PVRWplJW\nZl52RojZKty3Oj4PPAb8/ZhyDfxSKdUBfEVrXRfmegghpsmOHW0cOdLjf33hgpNnnmnik5+cXPr/\nWFFWlnLFjkdWVvw1re+klKKyMtX0JE9Mv2PHetmxI5Akp719iAMHunj00Sr/k7rlyzMjVT0hokpe\nXiKf+lSZ5XtHj/awa1c72dnxZGfHMzTk48kn63n00QXY7ZK0SIiwjQ1RSjmArVrrNy3e/kut9Ubg\nfwM/CFcdhBDT79ixXlPZuXP9lglFhIglVt/9/n6PZDUVYopZtbW+Pg8NDdLWhIDwzsH7JPBrqze0\n1p2X/3wHKLDaRin1iFJqv1Jqf1tb6GnDhRCRlZBgPq3ExdmIi5O7qiK2WX33jXJzMh0hxNUbv63J\nnFYhILwBXjXwJaXUy8B1SqmvjryhlEq//Gc10G21s9b637XWNVrrmtzc0JMOCCEia926bFPZqlWZ\nkkxCxLyamizT8LDi4iRJeiPEFFuzJtvU1kpKkpk7V9qaEBDGOXha678e+fvlLJpPKaX+Rmv9HeBx\npVQWxly8L4WrDkKI6bdyZRY2m2L//i6Gh30sWZLBxo1XP8dsJmtqcrF3bydOp4fq6jRWr84Kyoo5\nEa01Bw92c+JEL0lJdtauzaa4WJKkRKu5c5PYsCGbH/3oDB0dbpYvz+Qv/qIy0tUSIiq9+GITL7/c\nglJwxx1zue22wICvwsIkPvGJUv/i5hUVqWzdKg8DhBgxLflktdabL//1O5dff3g6PlcIERnLl2fG\nfDKJxkYXP//5eTweYzHrM2f6aWpysX17UcjHeOmlS7z3Xqf/9dGjvXz606WUlko2uGh0+nQf3//+\nKYaGvMTFKWpre/jbv63lxz9eFemqCRFVHnvsAj//+Xn/60OHumlvH+LjHw8k6yovT6G8XM6VQliR\nMVNCCHEV9uzp8Ad3Iz74oJu+vuGQ9ne5vBw40BVU5vNpdu/umLI6iun1xBP1DA0FJxOqre3h6NGe\ncfYQQlj5wx8aQyoTQliTAE8IIa6CVSCnNSEv7j4w4MHr1abyvr7Zuzh8tOvqsg7uW1oGp7kmQkQ3\nq/Nrb29oN8+EEBLgCSHEVamqSjOVpac7yM9PtNjabGT9JvNxZT27aLV2bZapLCHBzrp1sTkHVYhw\nWbQo3VS2ZElGBGoiRHSSAE8IIa7C+vXZLFyYRne3m7a2IRISbNx3X1HISVaUUtx3XzHp6Q5/2YIF\naWzenBOuKosp1No6SG1tD93dbn/Z/ffPY+PGHJQyvgNJSXF8/esLSE2dlunuQkSV/n4PtbU9NDa6\nTO/91V9VB2XELCpK4i//csF0Vk+IqCZXHSGEuAper8bp9JKQYEcpHx6PxuWa3GLuRUVJPPpoFU1N\nLpKS7MyZkxCm2oqporXm2WebeP99Y4UfpeCGG/LYujWXuDgb//iPS6mvH6Cx0cXy5RkkJ8tlVoix\nDh7s4oUXmv3D1KuqUnnggXn+5XRKS1N44on1fPBBFzabYtmy2E7aJcRUkyd4QghxFXbt6qChYYCk\nJDsZGQ68XqPj7/H4JnUcm01RXJwswV2UOHWq3x/cgTHv8q23WmlrG/KXlZQks2HDHAnuhLAwMODh\nxRebg+Ygnz4d3K5GrFiRJcGdEFdBAjwhhLgKFy44TWUDA15aW4csthaxoq7O/HsH6++DEMLs4kWX\nKQMxSBsSYipJgCeEEFfBKkGK3a7IyHBYbC1iRVaW+fcO1t8HIYSZtCEhwk8CPCGEuAqbNuWQkBB8\nCl23LpuUFBmWF8uWLcsgJyd4OG1ZWQrz58uCy0KEIjc3gWXLgjNipqXFsWZNdoRqJETskZ6IEEJc\nhdzcBL74xQoOHOjC6fSwYEGaZWpvEVsSEux8/vPlHDjQRVvbEMXFSaxYkenPnCmEmNg99xRRWZnK\nuXNOMjMd1NRkS7ZZIaaQtCYhhLhKWVnx3HxzfqSrIaZZYqKdTZtkOQshrtZIZkxJoCJEeCitzRNd\nZ5qcnBxdVlYW6WoIEbUuXLiAtCEhrp60ISGunbQjIa7NgQMHtNZ6wil2UfEEr6ysjP3790e6GkJE\nrZqaGmlDQlwDaUNCXDtpR0JcG6XUwVC2i4oAT1ybwUGvf75IUVESK1dm+hcTFUIIMT06OoY4eLAb\nl8vLwoVpLFiQFukqCRGzPB4fhw710NAwQE5OAqtXZ5GUZI90tYSYFhLgxbihIS//7/+dp73dWJvr\ngw+6qa3t5dOfLpWkAEIIMU2am138/OcXcLt9ABw82MUNN+Ryww15Ea6ZELHpiScaOHu23//64MEu\nHnlkPomJEuSJ2CePcWLc4cM9/uBuxIULTs6dkwVFhRBiurz9drs/uBuxa1cHQ0PeCNVIiNh14YIz\nKLgD6Ox088EH3RGqkRDTSwK8GNfV5bYs7+y0LhdCCDH1rM7Fw8M++vo8EaiNELFtvD6O9H3EbCEB\nXowrLbVefLesTBblFUKI6WJ1zk1Pd5CdHR+B2ggR28rKUrCahVJeLn0fMTtIgBfjFixIZeXKwDoz\nSsG2bXnk5iZEsFZCCDG7XH99LnPnJvpfJyTYuPvuQmw2mQstxFTLzo7nppvyg9rX8uWZLFwoiY3E\n7CBJVmKcUort24vYsGGOP4tmZqbcMRZCiOmUlGTnkUfmU1c3gMvlZf78FBISJNmDEOGyeXMOS5dm\ncPGikUUzPz9x4p2EiBES4M0SeXmJ5OXJyU0IISJFKSXD44WYRhkZDjIyMiJdDSGmnQR4QghxFcq+\n+cKUHu/Cd++c0uMJIYQQYnaSOXhCCCGEEEIIESMkwBNCCCGEEEKIGCEBnhBCCCGEEELECAnwhBBC\nCCGEECJGSIAnhBBCCCGEEDFCAjwhhBBCCCGEiBES4AkhhBBCCCFEjJAATwghhBBCCCFihAR4Qggh\nhBBCCBEjJMATQgghhBBCiBghAZ4QQgghhBBCxAgJ8IQQQgghhBAiRkiAJ4QQQgghhBAxQgI8IYQQ\nQgghhIgREuAJIYQQQgghRIyIi3QFZqv+fg/nzztJTY2jrCwZpVSkqySEECKMfD7N+fNOXC4vFRWp\nJCXZI10lISKmt3eYCxecZGbGU1KSHOnqCBFTJMCLgCNHevjjHxvxejUAxcVJfPKTpSQkyMVeCCFi\nkdPp4Ze/rKOlZRAAh8PG/fcXs2BBWoRrJsT027evk5deuoTPZ/SDKipSeeihecTFycAyIaaCtKRp\n5nb7eP75Jn9wB3Dxoot33+2MYK2EEEKE086dbf7gDmB42MdzzzX5O7hCzBZOp4eXX74U9N0/e7af\ngwe7I1grIWKLBHjTrKVlkKEhn6m8rs4ZgdoIIYSYDvX1A6ayvj4PnZ3uCNRGiMhpbHQF3eQeIf0g\nIaaOBHjTLDPTgc1mnm83Z05CBGojhBBiOlid4+PjbaSlyUwJMbtkZ8dblks/SIipIwHeNEtLc7Bu\nXXZQWXKynQ0b5kSoRkIIIcJty5YcEhJsFmUy91rMLjk5CaxYkRlUlp7uYM2arAjVSIjYI7cOI+C2\n2wooK0vh9Ok+UlPjWL06i7Q0R6SrJYQQIkzy8xP50pcqOHiwG5fLy8KFaVRUpEa6WkJExPbthVRV\npXLunJPMTAerVmWRkiJdUiGmirSmCKmuTqO6WrKnCSHEbJGZGc+NN+ZFuhpCRJxSiuuuy+C66zIi\nXRUhYlLYh2gqpb6ulHpnTNkSpdQ7SqldSqll4a6DsKa1pr5+gIsXB9BaMrkJIcTV8Ho1Fy44aW52\nRboqQsSMkT5KQ4P0UYSYrLA+wVNKJQDLLd76B+AhwAf8BNgeznoIs46OIR5/vN6fwS0vL4GPf7yU\njAwZKiqEEKFqanLxxBP19PV5ACgpSeahh0pkEXMhrkFnp5vHH6+jo8Poo+TmJvDxj5eQmWmdoEUI\nESzcT/A+DzxmUZ6ttW7QWjcC8nw+Al54oTkoPXdr6xCvvHIpgjUSQojo8/TTjf7gDozlEHbsaI1g\njYSIfi++2OwP7gDa2oZ4+WXpowgRqrAFeEopB7BVa/3mBJ8rmTynmc+nOX/evN7M2bP9EaiNEEJE\np97eYdrahkzlZ8/Kel5CXC2ttWV/RNqVEKELZ3D1SeDX47znG+fvfkqpR5RS+5VS+9va2qa8crOZ\nzaZITTWPzk1Pl+GZQggRqqQkO/Hx5stoerrkLxPiaimlLPsj0q6ECF04A7xq4EtKqZeB65RSXx31\nXqdSqlgpVQj0WO2stf53rXWN1romNzc3jNWcnbZuDf43VcpcJoQQYnwOh820hqnNptiyRc6lQlwL\nq/6I9FGECF3Ybodorf965O+Xs2g+pZT6G631d4C/A54EFPDn4aqDGF9NTTYZGQ4OHerBZoOVK7Mo\nL0+JdLWEECKqbNuWR15eArW1vSQk2KipyaaoKCnS1RIiqq1alUV6uoNDh7oBWLkyk/nzZd1IIUI1\nLc+7tdabL//1O5dfHwY2j7+HmA5VVWlUVclafEIIcS1kPS8hpl5lZSqVlRLUCXE1ZEBzFNBa097u\nJjHRRlqazJMTIhaVffOFKT3ehe/eOaXHE+HX3e3G69XMmZMQ6aoIERM8Hh8dHW4yMhwkJsrSJWL2\nkABvhmtpGeSppy7S3j6EUsad4nvuKSQuTpKPCiFELHC5vDz1VAPnzhlZAouKknjggXmS+EqIa1Bb\n28MLLzQzMODF4bBx/fU5Mj9WzBoSJcxwv/udEdwBaA1Hj/awe3dHhGslhBBiqrz66iV/cAfQ2Oji\nueeaIlgjIaJbf7+HP/yhkYEBLwDDwz7eeKPVcokoIWKRBHgzWEfHkOUaSydO9EWgNkIIIcLh5Enz\nOf3MmX68Xh2B2ggR/cZrP1ZtTYhYJAHeDJaUZMdmU6bylBQZRy6EELEiOdk8WyIx0Y5NrtBCXJXk\nZOt+0niU+7aVAAAgAElEQVTlQsQauXzMYMnJcaxYkRlUphSmdZeEEEJEr40bzef0DRvmoJT5Bp8Q\nYmKVlank5QUnK0pKsrNyZeY4ewgRWyTJygx3111zycmJ58SJPpKS7Kxbly1rwQghRAxZtSqLhAQb\nBw924/Vqli/PYOXKrEhXS4ioZbMpPv3pMt55p52GhgFychLYvDlHMpGLWUMCvBnOZlNs3JjDxo05\nka6KEEKIMJG19ISYWikpcdx2W0GkqyFERMgQzWkwMOChvX0w0tUQUWqYYYYwJ9ux4sET8rZCiOk3\nPOxjYMADGGuc9vd7JJmKmDE0GhcufPgm3HaIIYYZDmt9Bge9DA15x33f4/HhdHrCWgcRW3z4cOFC\nc/Xn3WGGceOewlpNPXmCF0Y+n4/vfe8Ub7zRwvCwj9LSFP77f19IdXV6pKsmooAPHwc5yHnO48VL\nHnmsYx0ppJi21WgOcYjTnMaLlznMYR3rSEe+a0LMBD6f5tVXW9i/vxOPR5OUZAc0LpeP5GQ7N96Y\nR01NdqSrKWaxRho5yEGcOEkiieUsp4wy03ZOnLzLu7TRhh0785nPSlZim8JnBoODXp55pokTJ3pR\nSrFoURp3311IQkIgScrOnW3s2tXO0JCPgoJEtm8vZO7cpCmrg4g95znPIQ4xyCAppLCKVRRRFPL+\nHjzsYx/11AMwl7msYx0JJEyw5/STJ3hh9OtfN/Dyy80MDxt3wurqnPyP/1Eb4VqJaHGCE5zhDF6M\nu5ettLKHPZbbnuMcJzjh37aDDt7hnWmrqxDiyvbu7eTddzvweDQej49XX73EO+8Ya5oODHh5/vlm\n6usHIlxLMVsNMMAuduHEWCfOhYu97KWbbtO2e9hDG20AePFymtOc5OSU1uelly5x/HgvWhs3R2pr\ne3n11Rb/+8eO9fLmm60MDRn9q0uXBnniiQZ8PnkaLqx10817vMcgxog6J052sxsXrpCPcZjD1FGH\nvvxfE03sY1+4qnxNJMALoz/9qc1U1to6yNGjPRGojYg2I3eIRmun3fJkVEedqayXXsuLsxBi+tXW\nBs77nZ1uvF5NX98wLpfXchshptNFLpqGZWo0F7kYVDbAAO20m/a3ul5dC6u2MLrvZNWP6u0dlpsk\nYlwNNJiGZXrx0kjjpI4xViON/pvrM4kEeGGUmGj9zyvr2IlQxFmMoFYoy2EwDqwzg1kdQwgx/eLj\nA+02sL6pwm5XltsIMZ1CvYbYsaMwL98x1dcah8PcFka3j/HairQhMZ7xvqOT+e7aMfffx2sTkSYt\nIYzuuafItI7R4sXplJfLMgdiYlVUmcpKKLEc611JpekEM5e5pCLfNSFmgjVrAvPrsrPjSUqyk5sb\n7++QOhw2WRpBREwxxSSSGFTmwEEppUFlCSRQQolp/0oqp7Q+a9ea56OOLqupyRp1o8RQXJxEYaHM\nwRPWyigz3chIImlSc/Cs+mUVVEzp/NOpIrf3w+imm/Jxubz87ncX6evzsHJlJl/72tSeBEXsKqUU\njeYUpxhmmGKKWcISy23nMpeNbOQkJxlkkEIKWcrSaa6xEGI8ixal89GPFrNnTwcul5cvfKGC4WEf\njY0ucnIS2Lo1l+zs+EhXU8xSDhzcyI0c4QiddJJJJktYQhLmgGkNa0gmmYtcxIGDBSwwBYLX6oYb\ncomPt3HokDHNYOXKLNavDwR4xcXJPPxwCW+/3UZvr4eKihRuvDFvSusgYksSSWxjG7XU0k032WSz\nlKXjPr22Uk01Nmyc5Sw+fJRSyiIWhbHWV09pPfMnpNbU1Oj9+/dHuhpCRK2amhqkDU2tsm++EOkq\nXNGF794Z6SrEFGlDQlw7aUdCXBul1AGtdc1E2828Z4oxajKBtNW20RCICyGEmJjXO/Mm5AsRq6T/\nJGYjGaIZZnv2dLBrVzsDA16qqlK58865pKdbPw4+cKCLnTvb6O0dZv58Y9v4eBsvvtjMiRN9JCXZ\nWb8+my1bcqf5pxBCCHGtHn30fV55pYXBQS+LF6fzwx+upKJC5skKMdbAgIfvfvcEe/Z0oBRs2pTD\nX/91NYmJoXdbm5pcvPTSJRoaBsjJSeCmm/JYtEjWhhWzgzzBC6MjR3p45ZVL9Pd78Pk0J0/28Zvf\nmFOsApw5089zzzXR0zOM1nD2bD+PP17HU081cOxYLz6fxun08MYbrRw40DXNP4kQQohr8Q//cIw/\n/rERl8uD1pra2h4++9mZuX6SEJH2ve+dZOfONoaHfbjdPt56q5Uf/OB0yPsPDXn51a/qaGgwlk1o\nbx/iqacu0tIyGK4qCzGjSIAXRh98YF6DrLHRRVvbUMjbHj5sXutlZNKxEEKI6PDKK5dMZfX1TlkX\nVQgLu3eb19p75x1z2XhOneoPWmMSjAXTrfpUQsSiCZ91K6VqgC1AIeACjgKva607w1y3qKfGWRbD\nZhFWW22r1PjlQgghosd45227LIsqhMnYJabAuu80/v7W5ZM5hhDRbNyvulLqM0qpg8C3gCTgJNAK\nbAZeU0o9ppQyL4Yi/FatMq9pVFKSzJw55nXMVq7MNJXNm5fMihXmcqvjCiGEmLnuuqvQVFZRkcqi\nRRkRqI0QM9uWLTmmsq1bQ88/sGBBGikpYxZp///Ze/PoOI7r3v9TM5jBvhEgCIAAARAAN3EXtHAR\nKVGrJVmyLVl6XmJHtn9+dhYn5yWOnTjxluS9l3N+To7z85I4sh3JsmRblmxLsmTtlESJFHdSXEVi\n3/d1AMwMZur3R2F60OgeYAAMVtYHB4eY6p7uAjjVt27VvffrFGzebJ1TaTRLkYl28JKBXVLKIbuD\nQoitQDlQNxsdWwps2JDG3Xfn8c47nQwMjLB2bSp33JFre+7q1Sl85CMrefPNDvr6/JSWpnDHHbm4\n3Q7+8IcWLlzoIzHRyY4dWWzZoh9QGo1Gs5j4ylfW0dfn55lnmhgeDrJxYxrf+972+e6WRrMg+Zu/\nWYfTKXjrrQ6EUM7dX/7lmqjf73Y7+NSninjxxRbq64dYvjyefftyWL7cusCu0SxFtA6eRnMFoLWH\nYo/Wwbuy0GNIo5k5ehxpNDMjWh28aHLwSoA/B4rHni+lvGcmHdRoNBqNRqPRaDQaTWyJRlDkt8CP\ngWeB4Ox2Z/HS1+fn5ZdbqarykJHhYu/e5axZkzrf3dLEmE46Oc1peuhhGcvYwhYy0CGzGo3Giscz\nwssvt3L58gCpqXHs3p3NVVfpnDvN3FJLLec5zzDD5JPPFrYQz8IOVQwGJW++2c7Jkz0IIdi2LYPd\nu7NxOHSVOc3SJkCAs5yllloASillPesRTO2zH42DNyyl/Pdp9PGKQUrJY4/V0tam5A88nhF+8Yt6\nPvOZYgoKkua5d5pYMcQQ+9mPHz8AzTTTRRd3cRdu3PPcO41Gs9B44ok6GhpUGvvAwAi//nUDiYlO\nVq/W4uaauaGRRg5y0HhdRRUDDLCPffPYq8l59dU23n47LIvw2mttBAKSm27KmcdeaTSzz2lOc5GL\nptdBgmxk45SuE03B2O8KIb4hhNghhNge+p5if5c0dXWDhnMXIhiUnDih9eqWErXUGs5dCC9e6rEX\nr9doNFcura3DhnMXQko4flzbBc3cUUWVpa2NNvrom4feRM+xY91RtWk0SwmJpJJKS7td22REs4O3\nCfgjYB/hEE05+loDBAL2hWpGRhZ+ARtN9AQITKldo9FcuUR6/o+M6EwHzdwRyT4FF3jGjd28Ss+p\nNFcCdmNzOuM1mh28DwOrpZR7pZQ3jX5r524MRUXJpKW5LO2bNulci6VEIYWWGGgnTgopnKceaTSa\nhUp+fgJZWdbQbW0XNHNJEUWWtozRr4WM3TjRY0ez1BEI2zFr1zYZ0Th4p2CBPwnmGadT8IlPrKKg\nIBGAlJQ47rwzj7IynWexlEgjjV3sIplk4/VudpNI4jz3TKPRLDSEEHz846soKlJ52ElJTm69dYUu\nsqKZU0ooYRObcKEWoXPIYTe757lXk3PHHbls2ZKB0ylwOlWRldtuWzHf3dJoZp3tbKeIIhw4cOJk\nNavZzOYpXyeaEM0VwAUhxBHASDTTMglmVqxI4HOfW43PF8TlEgihKz0tRQooYCUrGWHEMJgajUZj\nR1ZWPA89VILPFyQuTugKgJp54SquYj3rCRIkLqpp3/zjdjv48IdX8sEP5iGEcvI0misBFy52sINr\nuRZQkWLTIZqR/o1pXfkKxe2OZlNUs5gRCO3caTSaqNF2QTPfOEa/FhtxcYuvzxpNLJiuYxciGgev\nDmiWUg4DCCESUbt6EyKE2Aj8CAgAl4HPSCnl6LH/BtYDQ8CPpJSPT6v3C4ihoQBvvNFOdbXSwdu9\nO5vCwiRefbWVJ59soK/Pz9VXZ/LFL5aSlDTzFbSmpiHefLOdri4fxcXJ7N27nOTkxbEyp9FoNEuV\nurpBDhzooLfXz4oV8Zw928e5c31kZLj42MdWsWfPckDJJuzf30Zd3SDZ2fHs2bOc3NyEee69RrMw\nCAaD/Oxndbz6aitCCG69dQWf/KQ5D6m21sOBAx309Y1QWprMnj3LSUiY2aR4PJcu9XPwYCeDgwHW\nrk3lhhuytdOpWRRE4xE8Cewc8zow2nbNJO+7KKXcCSCE+ClQARwZc/wTUsrLU+jrgubnP681SmK3\ntg5TWTnAxo3pfPe7lxj1a2lqGqKubpDvfnfbjO7V2enlpz+twe9XVXXa2rzU1g7yhS+s1qGhGo1G\nM0+0tAzzyCM1RgXAH/+4iv7+EfLyEmhuHuKb3zzLv/zLJq6+ehmPPFJDe7vKemhr83L58gB/8iel\nZGRoTU2N5vvfr+SppxqM1w8/XIXHM8L//J+lADQ3D/Hoo7XGWGttHaapaZg//uPimPWhsnKAxx+v\nY3QKR0vLMB0dXj76UV1YTbPwiWYZIk5K6Qu9GP15UgskpRwrGOYFk1iYBB4VQjwrhJh6aZgFRkPD\noEXvaGRE8pOfVBvOXYjTp3uprfXM6H7Hj/cYzl2I1tZhamoGZ3RdjUaj0Uyfo0e7jAlne7uXjg4v\nXm8Ar1eVqg8GJU8+2UBl5YDh3IXw+YJaI0+jGeUPf2ixtL3wQrjtyJFui5RCTY2HlpbhmPXh3Xe7\nGDeF49y5Pvr6/PZv0GgWENE4eO1CCKOgihDiXqAjmosLIe4RQpwBcoDOMYf+anR371+A70R47+eF\nEEeFEEfb29ujud28MTxsr0/h8YxY2qSU9Pdb26fC0JC9rs3wsNZj02g0mvli7LM55NQBBMeYCI8n\nENFm6Ge4RqOwGwtjx9dczIPsriUleL0LW0NQo4HoHLwvAH8nhKgTQtQBXwE+H83FpZTPSCk3Ao3A\n3WPau0b/PQDkRnjvj6SUFVLKiuXLl0dzu3mjqCiJpCRr3PdNN+VY2rKz49mwIXVG99uwIc3SFh/v\nYPXq5BldV6PRaDTTZ+yzOT8/kfh4J06nICEhbGp3786irCwFl8tqftevtz7bNZorka1bMy1t27eH\nFbvs5kEpKXEUFibFrA9243H58niWL4+P2T00mtliUgdPSlkppbwe2ABcJaXcKaWsnOx9QoixI6AP\nVVAldCxt9N+1wKKPSXG5HDz4YCGZmW7j9d69y/nqV9dx0005Rnnf3NwEvvnNq3A4ZpagW1aWws03\n5xiV2TIyXDz4YCHx8bFNLtZoNBpN9Fx1VTp79izH5XLgcAjuuSefdevSEEIQF+fg9ttzefDBQhIT\nnTzwQAHp6aoab3y8g9tuW0FJiV6k02gA/vZv17JunXKwhBBs2JDGl7+8zji+aVM6u3dnGwslWVlu\n/sf/KIypnMJ11y2joiLTuOaKFQk88IDOv9MsDsT4HDHjgBCfBB6XUtruRQshSoG80V04u+P3Av9r\n9OUl4OvAQ1LKfxZCPAtkonLxviilPDNRJysqKuTRo0ej+X3mFSklPT1+kpPjTGWxe3p89Pb6KSqK\nrfH2+YIMDIyQmenSxVU0E1JRUcFiGEOLieKv/n6+uzAhNf/3rvnuwpJiKmPI6w0wOBggI0M9m6ur\nB8jMdFsKqASDymakpsbZ7uhpNEuNqdqipqZBHA5HxAqz48fabDA0pPJodQEkzUJACHFMSlkx2XkT\nVdHMAk4IIY4Bx4B2IAEoA/ai8vC+GunNUsrfAb8b1/zPo8c+OFnHFiNCCGMXbywZGVbDHgvcbgfL\nlukHjkaj0Swk4uOdpoiKkpIU2/McDqGf4RrNBOTnTxxyOX6szQaJiU4SE3WElGZxEdHBk1J+Vwjx\nPWAfsAvYjAqzPA/8kZSybm66GFsGB0d4551OmpqGyMlJYOfOLNLS7EWrvd4ABw92Ulc3SFZWPDt3\nZtk6cBPR1DTEoUOdeDxKQ6WiIhMp4ciRLi5dGiAlJY7rr19GXl6i7fuDwSCPPVbHwYOdpKTEcf/9\nBVx3XdaUf+8ZU1UFZ8+qagHr18OaNRFPbaWVy1xmhBFWsYoSSvDj533ep402UkhhLWtJQ+ebaDSa\npYvPF+S//7uG48e7ycx0cdVV6Zw61cPAwAgVFZmUlCTR0DBMVlY8K1bEU1npIRCQbN6czsaN6fPd\n/SuL9nY4cQIGBqC4GLZsAefcTOo76OASl/DipYACSilFoHajmmiiiiqCBCka/bpS+PrXz/Db3zYi\nhOD++1fyD/9wlel4W9swBw920tvrp7Q0heuuW2bSqBseVnO4+nqlNblzZ5behZtP2trUGPN4oKQE\nNm+eszE2l/TRx0UuMsAAy1nOWtbiIuxnzNV8eEIdPCllAHh59HvRMzIS5Kc/DWsPVVV5OH++jy9+\nsdQijiml5NFHa2lsHDLOPXeujy98YTWpqfYO4XgaG4f4yU+qjVK+lZUDNDUNEQhI3nuv1zjv7Nle\nPvvZElsn7x//8Tyvv95mvD52rJtvf/sqdu+ew8Iz587BSy+FX1dXKyO4fbvl1EYaOcABJOp3bqaZ\nfvppH/0C5QDWU8/t3E4yOudEo9EsTb761dMcP94NQG+vj//8zypWr04mOTmOV19tIz8/gRtvzOHg\nwU4uXx6goiKT+Hgn77/fT1+fn507s+f5N7hCaG+HX/4SRkYrXNfVQUsL3HnnrN+6jTZe53XDZrbQ\nQg89VFBBDTUc4pBxbhNNDDHEOtZFutyS4TOfOczTTzcar7/znfdpbh7mBz+4GlAyJA8/XI3Pp7KI\nqqo81NUN8rGPrQLCc7imJvMc7otfLCU5ORoJaE1MaW2FX/0KAqOVSevqVNsdd8xvv2KMBw+v8Ao+\nlLpcK6200MIt3GKc8xZv0UabcbyOOm7ndlKwj/SYLldU0P/Fi/0W7aHeXr/J2QpRXe0xnLsQHs8I\nJ05EXxPm4MFOi07Lu+92cuxYl6ltZERy6JC5DaCjY5g33zRLRASDkieeqLecO6vYxcsfOWJtA85z\n3jBUIU5wglZaTW0+fFQyaa0ejUajWZRUVg4Yzh1Aa6uXYFDS1uZleDiAzxegtnaQwcER6uoG8fuD\nNDeHNbzefrvToqOqmSVOnAg7dyEuXYJe69wg1lzkosVmVlGFFy/nOW85387GLkWef96qg/e73zUZ\nPx8+3GU4dyHGzvEqKz2GcxdiYGBqczhNDDlxIuzchbh4Efr65qc/s0QllYZzF6KDDmODo5NOw7kL\n4cfPZS7HvC9XlIMXSX/Orn0q50a+n1UM0+sN2mqoDAxYr9vd7bc4iKCc0jnFYyPMPjxsFncaZYgh\n66kMEyS6czUajWYp0NZmXkwMzW1GRoLGc11KOVrAQT0fx05YBwdH7B6xmtnAzsZJad8eY+zsYJAg\nXrwMYxXt9uGztadLDbt50lhdOrv51dj2yY5r5phIY2xwcO77MotEmteG2ic7HkuuKAevvDwFuyJL\n5eXWbdHS0hTbcrt250a+n1XvLj8/kRUrrNWg7PuQTHa2VW9lrBbMnFBcbG0rLAQbuYd88i1tBRQQ\nj/X3yCMvFr3TaDSaBce2bemmULCUFJUGkJrqGi3YIEhKiiMz00VWlsoLCv0LUFKSHNOS75oJsLNx\niYmwYsWs39rODqaQQiqptsdyyMHJ0stbGk9BgTVlpagoXHDFbn6VmOg0dPBKS1NwOOzmcDPTIdZM\nE7sxlpwMC1zneqrYzYGdOFmBepZEGr9275spkzp4Qoh4IcTHhRB/J4T4eug75j2ZA7Ky4rnzzjyj\nHHVcnGDfvhxbYcyUlDjuvTef+Hh1rsMh2LUrmzVron84XH/9MpMYZ2pqHA88UMgDDxSSkqIMvxBK\nz+Waa5ZZ3u9wOPi7v1tvSgretCmdL3yhNOo+xIQ9eyB3jB59djbccovtqZvYRA5hgfcUUtjNbq7j\nOiPJVCAop5xCtJ6MRqNZmiQkxPHlL681nLz8/ERKSpLJzU3A6RSUlCSzb18ODoeD8vJUtm/PJCtL\nLYTl5MTzwQ/G3uBrIrB5M6xbh7ECnJSk8u/moADEetazkpXG6ySS2MEOBIKtbCWbcB5mOulcwzWz\n3qeFwI9+dDXp6eG5T2amm4cfDleG37Ytg23bMsb8lzm5774CY36XlubinnvCczinU3DDDdmUlcU2\nz0kTJVu3quJ8Y8fYBz6w5IqsFFDAGtYYRZJcuLiO64xNDjdurud63KjPtkBQRhmrWBXzvkTUwTNO\nEOIPQC9KKsHYH5dSfifmvYlArHXwhocDtLd7ycpyk5Q0cbKtzxektXWYzEy34ZRNle5uHx7PCPn5\nicaKUiAgaW4eIiUlbtKqTiMjQU6e7CEz001p6Tw+nDo61JZ6FCsuffQxwgiZZBof9BFG6KGHZJJJ\nxL5qqGZ20Dp4sUfr4F1ZTHcM+XxBTp3qJicngaKiZCorB+ju9rF1awbBICb70tY2TCAgI1ZV1swy\nfX0qlCwnZ84nnv3048NHJpk4xq2999BDkKDJni5WpjqOfv3rehwOwUc+UmB7vLfXT1+fn7y8BFMF\nzRBeb4C2Nu+M5nCaGNLbq8Iy52GMzSVDDOHBQwYZxNnUswzNh5NGv6ZCLHTwQhRIKZdUmZuEBKft\nrp0dbrcj6nMjkZnptsgrOJ2CgoLorhsX56CiwrrDN+dkR1/Rza7kaxxxptVIjUajWeq43Q6uuSYs\nbTN+kW6sfcnJsRdz1swRaWnqex5IJXJ0UAZznJaxgLj//okjfdLTXaSnR65sHh8f/XxPMwekp6vv\nJU7i6Fck5mI+HI2D944QYpOU8r1Z7ckiJxiUnDrVQ3W1h4wMNxUVmaSluejq8nH0aBceT4A1a1K4\n6qql/8G2JRBQcgsNDZCRoUJikmMjkfAu73KRiySSyC52zUoss0aj0UwVKZUkzuXLA6SmurjmmsyI\nERuNjUOcONFNMAibN6dTXKwlZBYM7e1KB9bng/JypeE1DwwyyJu8SQst5JHHDdww5dX/xURd3SAn\nT/YgBGzdmjErjtrlywOcOdOL2+1g+/ZMcnP1Isus0dsLp06pHbySEnPI5gJBIqmjjiaaSCSRMspi\nLl8QDW20UUMNAkEJJdNyBiM6eEKI9wA5es5DQogqwAsIQEopN0+z30uSp59u5MyZcEnl48e7+fCH\n8/nVrxqMalCnTvXQ0DDE7bfnRrrM0uX3v1di6SHOnoWPfWzGTt5TPMUJToQvy1ke4qErSgx2qRLr\nEEgdsqiZa557rpljx8JSCcePd/O5z5UYuXYhLl7s55e/rCcYlMZ599yTz/btmXPaX40NDQ3w9NPh\nqtHnzsHu3VAxaYRUTPHh44f8kG7U5+kylznHOf6UPzXyeZYSp0/38JvfNBLKIjp+vJv77y+I6SL5\nwYOdvPhiWI7h2LFuPvnJIkpK9OJKzOnsVFqTvlEJgQsXoLkZbrxxXrs1nmMcM0kWVFLJrdw6K0Lk\nkaimmnd513hdRRU72TnluhUTFVm5G/gg8AGgDLht9HWoXTNKe7vX5NyBkj342c/qLKV+Dx/uwuOJ\nXmphSdDaanbuQAmlvzezTeEeejjFKVPbCCPsZ/+MrqvRaDQzpbfXb9LBAxgaCthqnu7f32Y4d+G2\ndq2DtxA4csQqCXTkiFU3b5Y5ylHDuQvRSadpgXMp8frr7Yz9+EupxkSsCASkRWfYrk0TI44dCzt3\nIU6fVnPBBcIggxZ9Zj9+LnJxTvvxHua5sURylrNTvk5EB09KWSulrAX+KfTz2LYp32kJ093ts21v\nbbVq2AQCcu517OabSGKxMxS47KLLVg+ol9kXp9VoNJqJ6OnxYeef2dmL7m6rTejrs9dB1cwxdvbL\n64WhudVx7aRzSu2LGSklPT1248R+rjUdhocDDA0FLO2xvIdmDHbzvWAQ+vvnvi8RGGQQifWZO8Dc\nOaFBggxi1QacTh+i0cG7auwLIYQTuHrKd1rCFBQkEhdnjSPessWaGJ2cHGerg7ekyc+31cyjwL4q\nVrRE0tebjXKzGo1GMxXy8hKNEu1jsQv/smsrLEyyrQqomWPs7FRmJqTOrZ5aGWW27WtYM6f9mAuE\nELY5qLEMnUxOjiMnxzp/0OGZs4TdOEpIWFA6eBlkGHJeYwlp2M0FDhwsx/o3mU4fIloPIcTfCiH6\ngc1CiL7R736gDfjdlO+0hElKiuPuu/NNTt66dal86lNFJmFOt9vBvffmX3nitSkpKs56rJNXXq50\nh2aAGzcf5IOmErQ55HAbt83ouhqNRjNT1PN+paHLBbB6dTLXXmutiHz77StMIuepqXHcfbdV5Foz\nD+zcaZ6EJiRE1IGdTdaznm1sM2QSBIIKKiI6foudO+/MM1XHzMx0c8cdsa1fcM89+YZOJSj9yX37\nciZ4h2babN9udvJcLrj1VohbONIVccRxLdeahMhzyKGc8jntx9VcbarAmUIK29g25etEo4P3f6SU\nfzvlK8eQWOvgzRaDgyPU1Q2SkeE2VWJqaBjE4wlQXJxEfPzS1f2YFI9HJdWmp8d01WaQQS5wgRRS\nluRqZixYjDp4C73IitbBu7KY7hgaGgpQW+shLc1Ffn7kstnBoKSmxkMwqHYRrriFwIWMlNDYqHKI\nCpRbWfQAACAASURBVAvV5HSeaKaZBhpYxao53VmIFVMZR4GAGhOgxkRIRziWjIwEqa724HI5KCpK\nQiywqo5LjpYWNRcsKIB46w7qQsCHjzbaSCSRLLImf8MsECBAG20IBDnkmLQxZ6yDJ4TYPvrjk2N+\nNpBSHp9Op5cySUlxrFtnrbQTrd7dkic5Gcpiv9qYRBLbsXxENRqNZt5JTHTa2oXxOByC1avnvhy3\nJgqEmHFKQazIG/26EnA6hUU3MtbExTkoL5/bcNsrmtyFX0XejZsC5ne8O3HOeJxPtDf6ndF/E4AK\n4BRKImEz8C6we0Z3jiEjI0HOnOmjtXWY/PxENmxIi7j6GQhIzp3ro6lpiJyceDZtSicuzkF19QC/\n+10Tfn+Q22/PZfPmqQuLXrrUT1WVh4wMF1u2ZJCQsAh36wIBuHhR6f4sXw5r14Jz9n6PIYaophof\nPgooMLQ+mmmmhRaSSKKYYttcu4nw4aOGGjx4yCGHfPIRCDrppJ563LgpplhpCPl8qmRvd7fKFywr\ni6jNEiBAHXX00MMyllFAgWk7X6PRXHk0Ng5x7lwf8fEOiouTeOmlVlpbvVx7bSalpSmGDt6WLekk\nJSmzK6XkwoV+6uoGycpys3lzBm63zrlbkPT1wfnzylaUlqrCEC0tkJWlbGSEHb2QvXHhooQSk2Zd\ny+hXAgmUUBKVjQvZn266WcYyCik07I8fPzXUMMAAy1mOCxfNNBNPPMUUTyi6vFD5+c9r+d73LuNw\nwJe+VMaDD2r5o3lDSlUNPaRlvH49uOdenqOr+Sxdl48QF5/Eig37SEyZmj5cgAC11NJLrzGGHFGV\nI4meXnp5nudpo421rOVWbp2XeWJEB09KeROAEOIXwOdDQudCiI3AX89N9yYnEJA88kgt9fXhqjMn\nT6bwyU+usmy1Syl54ok6Ll8OV6M5dqybdevS+Na3zuL3q4qMzz/fwp/9WRn33Re9B//73zdz5Ei4\n/PWhQ1187nMlpvjuBU8wCL/5jRrAIc6dg498xL5Iygzpo49XeAUfqmrVBS6wla0MM8wFLhjnXeQi\nt3Jr1AbKi5eXedmoOnSRi5RRRgYZHCUcGnKe8+zz3UDmr16Cjg7VeOKEyg+8yxreFiDA67xOBx1G\nWy657GWvkReh0WiuLI4e7eK555oB8HhGeP75ZtLTXbjdDn71qzqWLXOzd6/K6zl4sJPPfraE9HQX\nTz1l1k49fLiLz3625MoO41+ItLXBr38dLvH++ONqgrtiNDzy9Gl44AFLLlEllRzhiPH6Ahe4iZtY\nxjJOc5pznDOOXeQit3ALyUQu8BEgwH720064jH8VVdzIjYwwwiu8Qh+qUuEBDuDFa+xCXOACt3AL\nqSyenaq/+Ivj/OhH1YZUyB//8VGOH+/hX/5lyzz37ArlxRfVQniIU6fgwQfnNMyy7uQz9O1/xnjd\nf+wNVn30r0jPXh3V+wMEeJVX6SI8V6+hhj3sidkcrosu/ol/MuafZznLKU7xFb4Sk+tPhWhm7etC\nzh2AlPIMsHX2ujQ1zp3rMzl3AJWVAyYnLtzusbQ3NAzxr//6vuHcgXIEf/azWoLjtW8i0NXl4+hR\ns7ZRd7fP5PAtCqqrzc4dqNfjNexixFnOGs5diBOcMBk+UDl2U9EhucQlS0nZS1wyGVtQK55nm8Y4\nd8bJl9Tq7DgaaDA5d6BWYZtpjrpvGo1m6TAyEuS119qM16dO9eDxjNDT4x+VxBmhunrQKL3e1+fn\n0KFOGhuHLNqpbW1eTp7smdP+a6Lg0KGwc9fbqyI96uvD2nhtbSrqZQwBApzmtKnNj5+znGWIIc5z\n3nRsiKFJbVwjjSbnDqCNNpppppJKw7kL5e700MMwSqrJi9dyz4XOo4/WmXQgpZQ8/HD1PPboCqa9\n3ezcAXR1wdmpa7NNlxH/EL0HXzS1Ca+X5nd/G/U16qgzOXegosVaaY1JHwGe4RnL/LOSSs5wJmb3\niJZoHLzzQoiHhRA3CiH2CiH+CxbOk6K93Rt1e6Rzm5qsejY9PT4GBqITMu3o8NrqHUW634KlM4Ke\nTqT2GdKPVf/Eg8fi9AGG8YoGu3P9+G3v1+eNIGraZXXOI+nrTaVvGo1m6eDxBBgcDGtphTRO/f7g\n6KKhBCRdXeFnWnu7l46O6O2WZp4Za/9C2ncjI+D325+Dcqi8WP8v++ijn35bra3J7Eik4730mo75\n8BnXDzl40Vx/IeH3+xketmrUjR1rmjlkjueGdgx5OhFe65gKdLXZnG1PpDEQy7ERyVmsZu4XJ6Jx\n8B4CzgJ/AfwlcG60bUFQUGAftldYaC1sEunc8nJrEm9ubgJpadHFF+flJdhWd1p0xVXyIiR0Rmqf\nIXbViTLIsA3FDOXmTfe6btwsw1qePCup0P4iNonAkaopTaVvGo1m6ZCaGmcq5Z6drcKV4uMduN0O\nhBAIIUxVlQsKElm50t4WLTqbcSWQnx/+OWV0rhAfb84/GnsOkEiibbhlFllkkGGbjzOZHZnI/ow9\nFk+8cf2xOX/zVQ1wOrhcLlJSrOktY8eaZg7JzbWvSzBLc0M7ktNyIdk6V3flRZ+XGWkMxHJsFGHt\nj0BwlVlSfE6Y1MGTUg5LKf9NSvnh0e9/k1IOT/a+uaK8PIWNG9NNbRUVmbYOXmFhEhUVmaa2jRvT\n+drX1pGaGn5wuN0O/uzPoq/2mJrq4pZbckyf/1WrrPda8BQWwoYN5rb162HV7AiHb2CDKSfAgYNr\nudak9QOwjGVT0iEppdRkLAWCLWxhBztMhjWZZDbm3wbFxeYLVFTAMqszmE++RUR9/L00Gs2Vg8Mh\nuOuuPEMDdcuWDJYvTyAjw4XDIcjKcrNpU7qRi52Xl8D112eRnR3Pnj1mqZiyshQ2bUq33EMzz+zY\nAWmjVVBTUpQzV1wcnvCWlcFqcw6QQHA1V1vszSY24cbNdrabbFwmmZNK/OSSa5k8llBCDjnGv6Ds\naB55rGAFbpQTmkYa61k/nd9+3vja19bhdIanqE6ng298Y8ME79DMGhkZcN115rbCQjU/nCMcjjiy\n930UnGMc//QMCq67L+prrGQlhZgX9cspj6mDdy/3WoTKr+ZqVhNdnmAsiaiDJ4T4lZTyASHEe2CN\nJ5BSbp7tzoWIRgevvn7QqKI5kdYQqJDMpqYhVqxIMBzBwcERXnyxBZ9PcuutK1i2bOrVgTo7vVRX\ne8jIcFNamrx49VRaWlRewfLls75CEyBAE0348JFPvrF7N8CAUUUzj7wpJ8BKJC20GFU001AGeogh\nmmjCjZt88sMGuKFBhWXm50P2xA5bBx1GFU27XcGFiNbB0zp4mpkx0RjyeEZ4//1+4uOdlJUl8dZb\nKs9u165ssrLcVFZ6SE2No6wsxRTt0dY2PFpFM56SksgFNjTzzMiIykX3+6GkBAYGlJ1ctmxC+YRh\nhmmiiTjiWMlKk8PnwWNU0cwjL+pKfiH7k0mmaWIqkbTSygAD5JBDHHFGFc088hZMteep2KKLF3v5\n9rfP43TCN76xntJSvQAyr3R2Kj3IjAzl4M3DHHfI00FH9VHi4pPJWX0dTufU5+rttBtVNGdjDhcg\nwAEO0Ewzm9nMBmK7MBGtDt5EDl6elLJZCGG7/ymlrJ1hH6NmsQidazQLFe3gaQdPMzMW4xjSaBYa\nehxpNDNjxkLnUspQacCbgbeklJdi1bn5REpJdbWHpqZhVqyIp6wsZcKdtrq6QUOnaO3aVBwOQV+f\nj2efbcbjCXDzzTmzLsSpmZjerhqa204S70qhoHAnLnfkPJbW3kucb3kdtzORzYV3khK/ePISNBrN\n4qa9fYiHH66mu9vP/fcXkJubaLEvmjmku1vtzCUkKHmc6eh6eTyq8jKoaySHd2IHGKCBBly4KKTQ\nCJkcjx8/9dQbkSyhiBNQBVvqqEMiKaDAlFe32Dl+vJt33+0kNzeBu+7Kt+hANjUN8sILLTgcgg98\nIM+Uy6qZB5qa1A5eZqbayR6vkdzXB5WVqr28HBIXn/YiQA89NNNMIokUUEDchJLhVkKRaf30k0OO\nbRpPJ5200koKKZbd/VgRTa+LgU+O7uQdA95COXwnY96bOeDppxt5771wNcTy8hQ+9rFVtob1+eeb\nOXw4XE1x1aokdu3K4q//+jT9/aqC1i9+Ucef/unUNPM0sePypRc41vmSUTXsTPt+btn4FySmLLec\ne7T617zT+htCEcenO17jnnV/Q37G4spN0Gg0i4/Tp3v4+MffZWBA2Y5HHqll06Y0du9Wz6pVq5L4\n1KeKiIvTYudzwtmz8MorGCWwDx2Cj340nG8XDY2N8Nvfhitqvv02fOhDsHIlddRxkIOGbXqP99jH\nPpPzBipU8xVeYQhVofMUp7iWaymhhC66eJ3X8eM3ju1mN3nMXXGL2eJf//UizzzTZLx+8skG/uM/\nthvF7Q4caOdb3zpnSFj94hf1fPvbV3HddXpRdl544w2lExwiNxfuuw9co/UrqqvhuecgMFrp9J13\n1PHl1rnYQuYiFzlB+PdMJZWbuZkEoltc8OPndV43yTGsYx1bx6jLjdfBzCSTfezDRWyLCEVTZOXr\nUsp9wEbgAPBllKO36Kip8ZicO4BLlwa4eNFaPr+1ddjk3IHazfvf//uC4dwBBIOSn/60Bp8vOs08\nTezw+wY51fmaqeS0hwHOVVlD53yBYY62/p6x6aQ+vBys/vlcdFWj0Vzh/OM/njOcu0BA4vUGOHGi\nB59PTYjq6gY5dcpeikUTY/x+eOstTPpG/f1w+PDUrvPmm2a5hNHrBglyghMm2zTMsK0WVkgbL4RE\ncoITBAhwilOGcwdqZ2Ds5HOxUlc3yHPPmfVjm5qGeOyxOuP1D39YadIn9noD/Md/zI4mr2YSOjvN\nzh2oHNRzYzSL33gj7NwBDA/DgQNz078Y4cVr0a/sp58LXIjwDivVVFu09i5y0ZBiGGDAoknZTTeV\nVE6z15GZ1METQvy9EOIF4CWgDPhrYFFuVzU32xf/tNPBi3RuVZVVQH1gwE9zs/Uamtmlv6/RZPxC\ndA83Wdp6PI34bHSJenzRa6hoNBrNdKmpGTR+DgSk8W9ra/i5pO3IHNHXpyag42mboj1ot9FRbWtj\naPRrPN10R9Xmw8cAA5aJIijNrgCLWw/u7NlegkFr/YfLl9X8KhgM0tho/fvV1w9a2jRzQKRxEWr3\neqGnJ/r3LVAijS27MRoJu3Ml0mjvpttWB3Mq94iWaGJBPgJkAa8ATwPPjMnPW1REit+2a490bnGx\ntdJZcnIceXmLM9Z4MZOammcbG50Rv8LalrzSNv8h3aUlDjQazexTVBTOnXI6hfFvSDsPItsdTYxJ\nS1NaduOZpIJyVOdnZ5Mw+jWeDDKianPhIplkMrFKLaWRtmAqYk6XDRvSbGsfrF6t5lcOh8O2Gnok\n/UjNLJOTY98eCr90uyHdpsLpIgvPjDS27MZhJOzG89hrZJBhWxU+0vtmQjQhmttRhVYOA7cC7wkh\nFte+6yglJcls2GCOf1+9Opn1660x97m5CVx9tfk/taAgka98ZZ2haQQghODTny62JAdrZh9XfAqb\nM/ea2pJIZn2JtXqg25nAtuV3wJiB5cbNzpJPzHY3NRqNhr//+/UkJirb4XQK4uOdbN6cTmKimlCs\nXJnIli2xN/IaG1wu2L3bXOY9Odmq9TUZe/ZA3JhFxrg42LMHJ06Lnms88Wxko+USV3GVIQ8ESkNv\nK1uJI47NbDbl5ThwmHJ5FitFRcl84AO5prbc3AQ++clw0fbPf361KR/V5XLw+c/PvZaYBsjKgs3j\nlNFycsK6yUKoseAYMw92u2HXrrnrYwywG6PJJLOWtVFfYzWrLQ5hOeVG7m0qqZbrZZBBGdFrb0dL\nRJkE4wQhNgI3AHuBCqAeVWTl6zHvTQRiKZMgpeTy5QEaG5UO3mSVy6qrPdTWesjOjmf9+jScTkFX\nl4/f/a4Rj2eEm29eYesgauaO7o7LNLWdIMGVxqpVu3DFR65q2tR9lvPNr+OOS2TrqntITVhcK0zT\nZTGWptYyCTNDyyTElliMoZaWIX74w0p6evzcd99KCguTLfZFM4d0dKiqf4mJsHat/a7eZPT3w/vv\nq5/XrIHUVONQH3000EAccRRRRDz21/fho446vHhZyUrTav4QQ9RSi0RSSCEpLO6q3WPH0cGDnRw+\n3EVeXgJ3351HUpI5IqeubpAXXlABY3fdlUdBwdKpILooaWhQ3xkZUFZmXtwA6O1VYyEuTo2F5MWp\n7dlFF000kUgiq1g15eInAQI00GBU0czBugPaNvqVTDKrWDWlXfkZ6+CNudDvgTdQBVaOSCmtSU+z\njNbB02hmhnbwtIOnmRmLcQxpNAsNPY40mpkxYx28EFLKac0SRnf+fgQEgMvAZ+SoNzl67D9Q8XJf\nlFKejnihcXi9AS5dGsDpFJSXpxhb+E1NQ7S1ecnPTyAnJ3Z5DJ2dXurrh8jKclNYqFaPAgFJZeUA\nw8MByspSjFWnnh4fNTWDZGS4KCpKmlBfb9bwelW5WpcLiovDOiUtLdDVBStWqO32CejuuEx3bzWZ\n6SVkZqtt4xFGaKaZIEHyyQ+vaHR2Qmur0kXJi13p5nrqOcIRsshiN7vV6oaUUFendIdWrYIUtZI5\n5Omgq/YkrqR0sldtw+FQ/x9ttOHBQw45JDP1lSQ/fppowoGDfPKNFZYuuuill0wyYxo33UcfnXSS\nSqqhmxIgQAst+PGTR17EFWCNRjO3NDYO0d7uZeXKRJYvD49LKSU1NYP09vopKUmmv9/PO+90kpMT\nz5492TjGhDHZ2RdNDGhvVwUecnKUxt0776hdhV271OsQg4NQW6vaiorMIWZ9fWq3Ii0NVq40hXP2\n0ksXXaSRRhbj7OkYW+vNSqGZZly4yCGHS1yiiy7WspblRI4eaaKJKqrIIYc1rIl43gADvMd7uHCx\nmc300ssAAyxnuWmnTyJpoYVhhskl1xQSOhU66KCPPrLJtsg9TIfaWg+HDnWxcmUCO3dmmcYGQFeX\nj5//vBYhBH/0R6tIT5+GTqFG4fdDTY2aRxUX22s+NjSoz31Bgb1cSG0tnD4N+flw9dXW416vuofT\nqe4xbocvqs9hR4cau1lZar46jnbaeZu3SSaZveyNqC05EZPN4Rpp5F3eZRnLuIEbLLtrIZ07y3x4\nDBe4QAcdlFI6b7ImU1PvmxoXpZQ7AYQQP0WFdx4ZPfaPwMeAIPAD4N5oLlhXN8jjj9cxPKyq3KSl\nufjUp1Zx4EAnJ0+GK/hcd90yPvCBmf9B33ijnf3724xKymvXpnLnnbk8+mgtnZ0+QMWFP/BAAV1d\nPv7whxbj3OLiZD7xiVW4XHOYm1dfD88+Cz7VN9LSlA7J22+HQ0hADcwbbrC9xJGTD1M5PFrKuR1K\nG65izdYH2M9+oyqYGzd72UvWgfMwdiWuvBzuvNOc1zANfsWveJVXjUpDL/ACX/N+mdSnX1LOJChD\nfMstNMe10/mHn0NQlVNuX55DyUf+ikOJp2hDVXAK5TRMJY66nXbe5E2jSmciidzIjVzgAtVUh39l\nyrkamwfdFDnDGc5y1vidV7KS7WxnP/vpR8l4OHGyi13kkz/j+2k0mukhpeSppxo5cyYsabBrVza3\n3roCvz/IY4/VUlurqv2dPdtLdbWHlBRlaletSuJ739tGWprb1r48+GChFjufKa+9piahoJytM2eM\nxUB+8Qv46lehtFSFZj7/fLi0e1aWspdJSXDypCr7HvrPKSiAe+8Fl4uTnDSVTV/FKnawAyGBF14w\nbG0//Zy42knTDasZYYTTnMY5+vUiL3IjN3IzN1u6/yzPcpjDhi0oooiHeMhSUOwCF/glv8SPH4nk\nCZ5gHetIJRWBYBOb2MAGvHjZz36jSp8DB9dxHUUUWe4diSBB3uEdGmgw2jawgc1snuBdE/PjH1fx\n2GN1hKLIyspS+fd/32osmL/8cgt//ucnjPne979/mR/+cDs33hih4IcmMh0d8PTTakED1ILGhz8c\ndqBGRuB3v1NzSAjn1G3bFr7GI4/AH/4QHhPl5fAP/xB2FBsb4ZlnlJMHaszdd59a/EeFIe9nv1EZ\n1oGDa7mWYorD9xivtbd+Pdx2mzGnfJmXeYqnCKLmey/wAn/FX7GSlVH9GSSSQxyillqjbS1r2Ub4\n93yap3mRF43x9zzP81W+yjKWAWoh/nVeN+bDLlzsZa+xKO/Dx0/4iTFWBIId7OBO7oyqj7Fk1ryP\ncaGcXlTuXohlUsp6KWUjYFN6x57f/77ZGOwAfX1+fv7zepNzB/Duu100NMysnG5np9dkfAEuXuzn\nkUfCzh2A3x/kqacaePHFFtO5NTUejh+PfdnTiEgJr74adu5ArcQ8/bTZuQM4dsy2vHNb86mwczdK\n5fBZ3ux+xlTy2YePY/1vmJ07gEuXlNGcAZ108hpmbbsuunjrxHfDzh1AMEjg9VfofPmXhnMHINvb\nOH30p4ZzB2pQn+KUbdnqSBzjmEmCYYgh3uRNk3MHcIlLdNAxlV/RQh99JucO1ArSWOcO1KrRUY7a\nltjVaDRzw4UL/SbnDuDttztobR3m6NFuw7nzegMcP95NZ6fPkEWoqxvkkUdq6ery2dqX8dfVTJGG\nhrBzB8pR6+kJSyL098Ojjyqn7tVXzbpdnZ1KB29wUOnbjf3PaWiAM2foptuiiVVHHY00Kts3amsl\nkiaaWHasivj2fmqppYcePHiM42/ypqGNFaKZZpNzB1BLLYex6vM9x3OGjRpmmH76ucQl4/rv8R4e\nPFzkoqkEe5AgRznKCCNR/lFVRM1Y5w7gHOcs/Y+WlpZhHn887NwBXL7czxNPhHXwvvWtc6b53tDQ\nCN/85tlp3e+K5803w84dqPHwxhvh1++9F3buQH3233pLRUuBOjbWuQM133vxxfDr118PO3cAAwNq\nc2GUC1wwyX4ECZrnWS0tVq298+fVjiBq3vkszxrOHagd7Cd4Iqo/Aaid8bHOHSiNulC/+unnFV4x\njb8eevg1vzZej59L+vFzbIw0+EEOmsaKRHKQg7RjI6kyy8zq9pIQ4h4hxBkgB+iMcN+o+uDzBWlt\nterWnDtn/4Cpq5uZg1dfP4RdeuL589b7NTYOMTho1c6YaR+mxNCQvQ7J5cv25zdZteI6uu3PrfdZ\nnbauwXoCwuYP1Ng4YTcn4wxnTAM4xHBTtaWtz9sBA1aR+uEma3+DBG01hezw46cH69+y3rRGEWam\nDl4nnbZOWx11lrbB0S+NRjM/RNLiqqsbND3zW1u9BAISKSVeb/iZdu5cH/X1g7b2ZU5txlKkeYyC\nk9+vJplgXvisrVW2ctDmb93UpBYSg1YbRGNjxElaBx0mmzrCiDFxTW7qoRfluI8XLa/CLNxdSaWt\nLaihxvR6gAGTjQpdd4CwTq9E0jH6NR4/fqNP0RDJxk130nrqVI+x6DGWs2fV/CoQCETQwdM6kdPC\nZr5HU1PYYWu2UT4LBpXTBWoX3O6BdWF0scPnU7uE4xkzH5z0c2jXxzHtddQxjNUHaCZ61bZIn+NQ\n+3nO2y58jJ2L2V2jm27jfXbzNomcFSHzyYjoXAkhnhVCPBPpO5qLSymfkVJuBBqBu8ccCkb4eez9\nPy+EOCqEONre3o7LJUhLs8a5rlxpn283VltoOmRn28f12umwZGS4bWUSZtqHKZGQoCqBjccmhhmA\nZcssTanJ9udmxVlDIpLdy3BKm1Aim+tOhWKKbTVC4jKtekNJjlTbqmdxmfYhHKmk2rZb3k+cbWy4\nJddiiteNRKT3293PhctWX0mj0cwNWVn2z/Xs7HiT3cjMdI3mYQtcrvAzLS8vgawse/sypzZjKZI5\npjx5XFzYPozNBcrOVuFjLpvKeJmZ6tsuzWDZsoh5Z6mkmu4dCsUE8C5LJokkoz2EQLACs821q7YH\nWPL1kkgy2ajQdcfbhjTSbO2LA8eU8tIj2ajp5uGF9O7GU1Cgfien00lGhnWMLFumc/Cmhd28LCMj\n/DnPjKDzFmovLLQ/nj+aLuJyhcOgI9w30ufQyBWdpA+55NrrHk+hDkKkz3GovZBC2/nn2LmY3TWS\nSDLGYKR5Yi65tu2zyUS7Z/8v8J0JvidECDHWUvWBKT6uSwhRIITIB/tlJCnlj6SUFVLKiuXLlyOE\n4Oabc0zP3bg4wcc/vsridBUXJ1NePrNSwgUFSRb5g+zseD7xiVUWZ+6uu/KoqDAPoPR0F9dcMzNn\nZ0o4HLBzp7ktLg4+9CGr2GRRkcopGMfKwuvJdpoNTrYjh90Zd+MY81ERCLZk7lVJtKaTs1Wp6RlQ\nRBHrWGdqiyee7Vf/PxYHNn77dSRfPy6HISGBddd80mK8SiiJ2hgJBJvZbBroTpzsYY8Rhx0ih5wZ\n58Rlk00B5v+PNNLYy17LA20jGxe9yK1Gs5jZvDndIkheVpZCcXES1167zFiITE11UVKSTGpqnJGL\nnZLi4tOfLo5oX7Zu1Tp4M2L16vCkUwhYt045eSHb4XDA/fertmuuMb831JaRAVddZT6WmgpbtrCC\nFZaJWgYZKp9t3TrD1jpwkEMO/UVZeAoyWcUq3LhNdmk96y3FF9awxpyTBKSTzg52mNocONjLXsNG\nJZJIHHGUUGKcU0QRmWSyjnWW4lzrWDelhcISSkgfl02zkpUTFoqZiPLyVHbtMi/aZmS4+fjHx+rg\nlZgK1Qkh+MIXtA7etNixw1xAyOEwa9Rt2WItqrJhQ9hB27jROiYyM+GDH1Q/C6Hmn2Mn6E6nuu8o\nk34Oi4utjmROjpJbAFJI4TrMOpVxxHFvdCU8AJUvO16jbuyYziOPTWwyHXfjNt1jE5ss8+Gx88Ub\nuMHiBJZRZhnXc8GkMgnTvrAQ9wL/a/TlJeDrwENSyn8WQmxGFVcRwJ9KKU9OdK2xMgmNjUOcOdNL\nXJxgy5YMsrPj8fuDnDrVQ2urqmi2cWOaSSBzugSDknPn+qitHSQ7283WrRnExzvp6fFx4kQPmYU0\nTwAAIABJREFUXm+Q9etTKSpKRkrJhQv9VFV5yMx0sXVrhkXTZU5oblZ5AC6XGqAZGWr7/Px5lWOQ\nm6ucMKe9kxAY8VJT8wbdnnoykwspKrqBOFcivfRSQw0SySpWKUcnEICLF9U2/rJl6n52lZmmwUu8\nxFnOkk46d3GXWun0eODsWfVvcTGUKGPWVnuE3qqTxCWlsWLDTSSl5uDFSzXVDDDAClZQQIHtysxE\ndNJJHXU4cVJMMWmkMcIINdTQQw9ZZE1ZvyQSQYLUU0877aSRRgkluHDhwUMVVfjxU0BBxBXeyViM\npam1TMLM0DIJsWXsGPL5lM1pa/NSUJDIxo3phobd4OAIJ0700NPjp7Q0mZoaD+++20VWlpv77y80\nnMNI9kUzQ0ZGVOhYW5tyuAIBOHBALXjeeqsqsBKivl7lziUkKPsVmuRKCVVVKpwzLU1NbkedxAAB\n6qijk07SSaeY4nAVvXG2tn3tMuqdTbhwkUUWpzlNN92UU852tpsmikb3GeEoR6mmmmyy2cGOiNp3\nl7nMCU7gwsU2tjHEEAMMkEOOaTdiiCGqqGKYYfLJn1ZVPz9+qqk2qmiuYpVt/ycjNI6CwSDPP9/C\n0aPd5OUlcN99K8nONjudr73WymOPqSqan/50EXv26AIr06ajQ42LYFAVLxm/8D88rOZXvb2qSnlp\nqdlhGxlReavnzqmK6XfeaXUKW1rUnDAuTt1j3M7hpJ/DkRE1f21pURsG69dbdtrf5m0Oc5hkkrmN\n26bsOPnxU0MNvfRGnMO9yquc5jRppHEnd1r62Ucf1VQTJEgRRZaF/wEGOMhBOuhgNau5mqttdx+n\nSyx18MqB/wNsgPCSj5RyzpZStA6eRjMztIOnHTzNzFiMY0ijWWjocaTRzIxoHbxoll9+CvwQGAFu\nAh4Ffjaz7mlmjUBAacWNTaAFtSpTXR2uijQPePHSRJO18lZrq1op9fvt3ziW9nZVVWlstSaNRqPR\nLA06O5WtGrYWVJgWwaDaqWtsVDaxu1tdf2iSgh0hTdnOzonPm2UkknbaaaXVtgCZRhMzXn0VfvAD\no3LlQiRAgGaa6WR+x+ViIJo9w0Qp5atCCCGlrAW+KYR4C/jGLPdNM1VaW5UOSciJy8lROXiHD8Op\nU8q4hWKv7UQqZ5EqqjjGMQKoaqPFFHOddyvimWfDlZYSEuDuu23zAxkZgeeeCz943G64/XZzuI1G\no9FoFifBoCq7fvGieh0XB/v2qdDJ6dLRofS9+vuV/evoUGFl8fEqTWHvXthso+V28SK8/LKyO6A0\nv+64I2Jqw2wxyCD72W8siiaRxF72WvLhNJoZMTwMH/2oWmgH+NGP1OuvfW1++zWOdto5wAG8qAX+\nbLLZw55piZ1fCUSzgzcshHAAl4QQfyaE+DBMMxFIM7u88op5h66tDX7zG6UFFNrNCwZVPkL33Gn0\nDTHEUY4azh2oss+1Z18wyyoMDysDb1ei+uRJ86qSz6cMcDS7fhqNRqNZ2Jw/H3buIJzzM9lO20S8\n9ppy7gC6ulS+Xd1oGfNAAPbvDx8P4fWanTtQml/nzk2/H9PkBCdMES+DDHIUHd6oiTH/9E9h5w7U\nHOzJJxfUTp5E8i7vGs4dKMmCs2htxEhE4+D9JZAEfAm4Gvgj4NOz2SnNNBgctBUvtzVKUoaN3BzQ\nTrttaEnrgI3uXn+/vfNp19/hYeXEajQajWZxY/eMDwQi62NNxsiI+b29veZ/QU1kG8wC3jQ1mZ27\nEGMnwHNEK62WtnbaTYulGs2MOXXK2hYMqoiwBYIHj0nnMYTdGNEoJg3RlFIeARjdxfuSlNKqLK2Z\nf+Lj1ff43LQse00OS/WjWSSS3k6yKwMYlxPodEKyzfl2/RVCla/WaDQazeImkk2arq1yOiEpKSxo\nHtLEG6+dOt6GRLIpc2gzQySTjA+fqS2RxGlVr9RoIpKVZb+AMSpRsBCIJx4nTsviRkhjUmNl0qeE\nEKJCCPEecBp4TwhxSggxtwlcmslxOqFiXFEdh0PltKWPi9fPzbVq2M0iWWRZyswmkEDp6lutOQ1b\nt6pcvPFs22aVYBhb1lqj0Wg0i5fNmy1ap5SWWsu5R4sQcN0Y3aycHOXcrVwZbisstOZ8Z2dDWZm5\nLSFB2aY5ZgMbLPI+dm0azYz40pcscgQUFKi80wWCCxdrMessO3GygRnk6C5xoimy8hPgT6SUbwEI\nIXajKmvaZCZr5pVrrlG6I++/rxLUN21SzlxBgdqC7+xU+iWbNpn1TeaA3eymkkraaSeFFMopJ3FF\nEnzsY3D6tAq3XL1aicXakZUVPndgQDmoM0m+12g0Gs3CITVVPeNPnVJhlIWFSmB5JmzZohY4L1xQ\nC54f+pAK6+/uVo5epOt/4ANKE6yuTi0ibt06L4uJhRSyj31UUUWQIMUUT0vDTqOZkO3b4b/+C/7t\n31Su6qZN8Pd/P9+9srCZzWSQQQMNuHBRRplFuFwTJhoHrz/k3AFIKQ8IIXSY5kKltNRaWTIpCXbs\nmJ/+jOLEyZrRLxPZ2apSWjRkZqqqZxqNRqNZeqSlwQ03xPaaxcXmiJXy8snf43SqHUW7CptzzPLR\nL41mVtm+HX628BXQVo1+aSYnmkDuw0KI/xRC3CiE2CuE+AGwXwixXQixfbY7qIkRPT1w5kw4H2Ee\nCBCgiy6GMesbefDQTTcSGeGdixc/frrosuRRTAUPHnroWZJ/H41Go4k5Xq+SDZqqXurAgNrhs6vk\nPA0kkh56bItDTIU++uild/ITJ2CQQbroipmWnkTSTTee8Xn0msVLe7uaJ/qmP1/poYd+5ncPaLI5\nkw8fXXThx74Ke5AgXXQxxAwq+C4AotnBCwWej9e92wlIIMrtF8288cgj8NJLqiJZfLzSN7n77jnt\nQgMNHOEIXrw4cLCGNWxiE4c4RAMNSCTJJLOLXSxj2Zz2bbaopJKTnMSPHydONrGJdUQIQbXBj59D\nHKIRJSWRSiq72EUGGbPVZY1Go1ncnDqlpID8fpVXtHOnyuGeiGBQyQydP6+qTKekqPwjO03WKOml\nl7d525A5yCefHezAhWuSd4bx4uVt3qYNVS06k0x2szti4TI7AgQ4whFqqUUiSSKJnewkm+yp/UJj\n6KGHt3nbmMivZCU72EFcVFNKzYIjGITvfx8OHlQ/JyXBQw9NaTd9gAEOcIAeegDIIYdd7CKe+Ene\nGTuimTOd5zxnOEOAAC5cbGMbq1ltHG+nnXd4hyGGEAiKKeYarlmUhY0m7bGU8qYJvrVzt9A5ehRe\neEE5d6BWNB9/3Kw/N8t48XKQg4Z+SZAgF7jAG7xBPfXGKosHDwc5uCR2qvrp5yhHjRWiAAFOcpJO\nOqO+xnnOGw+q0DUPcSjmfdVoNJolQWen0rYL6aP6/fDGG/YSQmN57z0lKRTSix0YgOefD9vNaXCI\nQyYNuyaapqzZdZKThnMH0E03RzgypWtc5jI11Bh2dZBB3uGdGe3kHeSgaZemkUbOMfc6gZoY8fLL\n8Pbb4Z3rwUGVkzcQ/c7zYQ4bzh1AG22c5nSsezohk82ZOujgFKeMSpx+/BzhiLHDHiBgOHegdqmr\nqeYyNpJei4BoqmiuEEL8WAjxwujrDUKIz85+1zQx4YiNMQgG4dDcOQpttNnq9lzikqWtf/RrsdNM\ns62j2kT0mk5jH1QheujRITEajUZjR3V12EkbS1XVxO+zOz44qMI8p8EQQ3Rj1XOdyvM/0vmttE5J\nB8/OjgwyaJqMTwUPHttw0an+bpoFxLFj1jafz77dhhFGTAsRIew+e7PJZHMmu8+oRBrt3XTbhmUu\n1s92NPvp/42qmvm10dfvA78EfjxLfdLEkkiVvzLmLswv0ha9nX6JQODGbXP24iLS7zyVcAW7c504\nl8TfZz4o/urv57sLGo1mNkmKoIkVqX2m74tAHHG2ml1TDVeLJ96IfAnhxj2lcLEErLJDAjHt0DkX\nLhw4LDuAdvfRLBIiaT9mRleh0oEDFy5LTttcfyYmmzNF+syH+hmpv3MZZhpLonlKZEspfwVqNEsp\nR2AKy0ea+eX2263C4VlZsa9UNgHLWW6J93fhYhe7LHo+JZQsCUNRQAGpmB+aiSRSRFHU11jHOsvf\nZzWrp5TDodFoNFcMZWVW3dfU1MkFm7dutWqylpVNeyE0VMJ9LAIxpRxsgPWst7StZe2UdPDWsMbi\nEBZSOKU8vrG4cVOKuVK3QFg0yjSLiLvvturgFRVFXUXWgcP2/3+qn/eZMtmcqZhiEjFrbaaRxkqU\nNmYKKRRSaDoe6XdbDESzg+cRQmShCqoghLgeZljOSTN3ZGfDN78JTz4Jzc2qXPSDD1pFw2cRgWAv\ne7nABVppJZVU1rGOdNJJIYVLXMKLl5WspJwoSlgvApw42cc+LnCBTjrJIIP1rJ/SSlA++exlL5e4\nhB8/BRQsmb+PRqPRxBy3WxURO3pUVcNcvhwqKlRxsYlYsUK97/hx8HiUnZysMMskbGUrqaRSRx0u\nXJRTTi65U7pGCSW4cFFJJRJJEUWUUDKla2STzT72cZGLDDNMPvlWuaIpsp3tpJJKAw24cVNOOStY\nMaNrauaRkhL42tfgt79VOnjr1sEDD0zpEhvZSDLJ1FCDEyellBqO01wx2Zwpnnhu4RbOc54eesgi\ni/Wsx0l4ced6rieTTJppJpFE1rJ20Rb+E9IuXn3sCUoK4f8DNgJngOXA/VLKOcuerKiokEePHp2r\n22k0S46KigoW2xjSIZUzo+b/3jXfXVhSLMYxpNEsNPQ40mhmhhDimJSyYrLzJt3Bk1IeF0LsBdYC\nAv5/9u48uK0kP/D89+EgSPC+KZKSSImiztJJSaXSUZKqqtvVXdXt6q6u9tFje+2YduxOeDcca8d6\ndj0RGxuOiZ51xHjG4wmPO7ZjxtN2uGdi2u6z+qpqlUqlm7pFqkiK4iWKN8RTBIgj949HPBJ8DyRA\nAgRI/j6IChUSDw9JCY+Z+TLz96NFKWWdPEKkhxcv9OUmS921BMY9XWg2G7kFm5c8dqUUimmmceGK\nuGPix0+AgGnqXAghhLCklB7lLysLHAu6MqGQ/lp2tt4WTk+DpkFmcpb/h/fJWa3QeM5znDjJIcf0\n2jTTOHDIsnuxtEBA79vl5urf5eXwevXrJitKX8vv14+JticvTSx13YwxxgtesIlNq1yz9LLkAE/T\ntK8AP1VKNWma9qfAYU3T/kwpdTv51RNxmZjQ89319IDNpk+znz9vbvzQB3YP//aPsPXqUcJCW6s5\n+Dv/DnduWVKqNsggN7nJBBM4cbKXvdRTzx3u8IQnBAlSTDEv87Jp75oQQghhePpUD+0+NqbfyDx+\nHA4f1l9rbdVTI0xNze0r8vv1NrGuDl5/PWFbFGaY4TrXjSh7lVRynONkkMEQQ3yH7zDAgLGP5yt8\nhQwyeM5zrnOdUUaxY2cnO9lPbPudxAZ0/z5cuaIPvvLy9H5dTU3s7/f59OulvV1/XlOjx2eYf8Pj\nxg19afPMjB5c5Y03oLIykT/Fik0yyTWuMcwwNmzUUssRjhh7TL14+Sv+ijbaUCiKKeb3+X1qqElt\nxVMkliAr/0opNaFp2ings8DfAn+d3GqJZQkP7kC/g9ncDNevWx7a9Pf/J/befjQUGgp7Vw/3v/N/\nWR67Un78XOKSkf7Aj5+73OUqV2mjzYg0NsIIl7mclDoIIYRYB3w++OEP9cFd+PnHH0N3t17205/q\ngzuAhw/1pOfT03qb2Nqq5/tKkNvcppde1Oyjl17ucAfAGNyBnvv1EY/4GT8jRCgiIXSQIM0000FH\nwuol1pG+PvjlL/XBHcD4OPzoR/p3OlYffwyPH+uzd0rp6UQuXJh7vb1dH0DOzOjPnz+HH/xAnzVM\nI1e4wjDDgH5NtdPOp3xqvP5tvk0rrUaKqhFG+E/8p5TUNR3EMsALR8z8PPDXSqnvg8RpTzte79zg\nbr42c665UCiA1m0+VnW0J6NmDDBgCp8LWCZGHWV0XeTBE0IIkQQ9PfqgbqHWVr0TG07WHArB6Kje\nofV45o6zaBOXXRXM7Wg33TznuTG4m6+FFjx4LHOZWp1LCMvvayCgD9Ji9dgiUXdb21zOSKvP8Hr1\nmfI0McUUHjym8vnXTSutptc9eFY9H1+6iGWA16tp2t8A7wHva5rmivF9YjXZ7eYwzxB1KYpymI9V\nFks5E8ERZSWwVT43DS3q8UIIITa4aMsrMzIiX9M0fVkmRLaNCYwgbbUHyDn7sMpVF34t1nMJsej3\nPVYLUyCE3x/eyxftXFbvSxEHDsv0IPOvG6u+o4a2LlJvLUcsA7X3gJ8Bv6KUGgWKgD9Oaq1E/JxO\n2LvXXH7ggKnIZnNg33fQVJ558FgyakY55eQTmZvIjp3jHDcdW021BFsRQghhrboaihaELbfbYd8+\nPd9dODm5pkFZmb4Hvbh47liLNnG5rNLW7GAHOeRYvnaMY+STTxmRe901NFPePCEA2LPHPADLz49v\nD95Bc38v4jp46aW5myFhZWVptQfPhYstbDGVz7/OTnLS9HottRRTbCrfCGKJovkC+Md5z/uAvmRW\nSizTq6/qUcNaW/UB3/79+i8HCw2//ufcdf8/eJtvARpZ+1/m0Nt/mpRqaWic5SwPecggg+SQw172\nUkIJ2WTTQgszzFBNNXuwrq8QQgiBzQZf/jJcvaovISsogGPH5gZ9X/mK/trgoB5UJStL38dks+kd\n2ZdeSlhV9rAHJ06e8AQNjVpqjQ7nV/kqP+NntNCCEyfHOMYJTgBwilM85CH99JNJJrvZTSmlCauX\nWEfy8uDdd+HaNX2pcWUlvPyyZfC8qBoa9D5hU5O+LHPPnshBX2kpfOlLeqCV8XHYvBlOnFh+tM4k\nOcYxssk28i/WUx+RmPwt3kKhuMxlZpihnnp+m99OYY1Ta8k8eOlA8uAJsTJrMfeQ5MFbGcmDl1hr\n8RoSIt3IdSTEysSaB0/20m0kwaC5LBSa22gr0pJCESKU6moIIURyJKIdUmouwIpIuSAW/Q2xMlZ9\nuHjINbKqUn0NSDSLjaC9HS5d0iOKlZXpSzlLS+Gjj6ClRZ+G37sXTp+Ob9pfJJVC8YAHtNFGgABV\nVNFAw4bdMCyEWGe8Xj0E/OPHetvz0ktw8qR5P9BigkE9FcLDh/r/19fDuXN6fjyx6sYZp5FGBhkk\niyz2sMdyP6KIQ1ub/h0fG9P7cOfOwaY4kngHAnqqhOZmfZC3a5feD0xgwCExp4MOHvKQKaYooYQj\nHKGQwlWvh8zgrXfDw/DjH+uDO9D3JXz/+3rOvOZmvUEMBODePT0PikgbrbTSTDN+/CgUT3nKNa6l\nulpCCJEYv/iFvmc8FNJzcN26pSdbjseNG3Dnjp7MPBSCTz+FDz9MTn3FohSKS1xikEEAppnmFrc2\nbJj6hBgagp/8ZC7v4+AgfO971qlCorl8WU+WHgjofb6mJn3AJxJumGFucMNIhTLMMBe5mJLZPBng\nrXfhxnM+n886AfqjR6tTJxGTLrpMZf30M00cCU6FECId+Xzw5Im5/NNPzWWLsWq3Hj/WB3xiVY0w\nYpnHtpPO1a/MetHSYt2Hs7p2orG6RuK9zkRMOuk0Eq2HefHST/+q10UGeOtdtKUuVjnz4lkWI5LO\nKueLhmaZX0kIIdYcqyh98bZDVufQtLSLALgRWLVZgLRZKxHteojnOrE6Vvp7SRHtGohWnkzyL7ze\n7dplHsxlZen7HBbat2916iRiso1tprJKKnEhe0uEEGucy6Xvl1vIKp/rYqzSHuzaJfvJU6CIIgoo\niCjT0CzbMhGj3bvNfTi3G7bF8Xdq1beL9zoTMaml1jSYyyabcspXvS7yG3C9KyiAd97R12CPjEBF\nhR5MpagIMjP1qXubTf8FcCw5ic7F8mxnO0GCtNBCgADVVHMQi4SlQgixFp0/rw/05udutUrKvJgj\nR/QlbA8e6HuMdu2CV15JTn3FojQ0znCGO9yhn37cuNnDnpR0bteNwkL44hf1GAkejx5c5fRp/XqJ\n1csv6zPaTU36tbJnj57nTiRcEUWc4hRNNDHBBGWUcZCD2LFYNZdkMsDbCKqr4atfNZefPq3/J9JW\n/exDiFRLdF5CydMnyMjQIwKeO7f8c2iafnNSblCmBTduTmKxQkgs35Yt+n/LZbPpAzoZ1K2KqtlH\nqskSTSGEEEIIIYRYJ5I2g6dp2nHgL4Ag0KiU+sN5r/3fwDvAc+AHSql/m6x6JEMrrbTRxgwzbGYz\nBziAkyjT5c3NetjnFy/0NdOnT+t74FaqowOuXdND51ZV6efNztan8Vta9On7Awfg8GEGGeQ+9xln\nnGKKOcAB0zr5ZJsc6+XppX8g8LQTLa+AkhNvU157fMXn9eHjLnd5xjNcuNjFLlnvL4QQyTY5qYda\n7+6G3Fw4etR6T10yjI7quV17eyEvD3Jy9JRA4Tx4J0/GvQeviy4e8YhppqmggoMcJIsl2upQSI9I\n3dSkn2NvDt8/PsCobYxyynmTN9nCCmZeFhEkyH3u00UXduxsZzu72Z2SYA4ixQYG4Fvf0pc65+fD\n5z8Pn/lMfOdob9e/y+Pj+qqvM2f0aytWgcBc/9Nu1/fGNjTEFezoOc+5xz08eMgnnwMcoIQS43U/\nfu5yl6c8JYMM6qk35Vhcqn8+xBD3uc8YYxRRxEEOrnp/eLUkc4lmF3BeKeXVNO3vNU17SSn1YN7r\n/7tS6oMkfn5SPOEJt7ltPH/MY7x4OcUp88Ht7Xq+ubDmZv3ieffdlVViaAh++MO50Lnt7XrZpk36\nxRX28cdMOrxc3N9r5ODoow8PHt7ireiD0gQLhQJ0/uO/NfK4KG8/gz/8/8j4tQIKy3au6NyXuWzk\n3PHh4wY3cOJkM5tXXG8hhBAWlNLzqQ4N6c+9Xj1Xl9utdw6TKRiEf/xHvS0FPVx8T4++jzw7ey4n\n3uuvx3zKPvq4ylXjeRddTDLJG7yx+BuvXDHy9k0yyZPrN8kNljB4ahM99PC3/C1/xB8tPVBchlvc\n4glzofLvcx8bNnaxK+GfJdLcv/7X+iAP9GvxP/9nfaB3PMab6H198KMf6dc16GlGRkbgt34r9gHa\nRx/Bw4dzzy9f1t/b0BDT22eY4QIXmGEG0AdiH/ERb/Im2WQDcI1rRk5FHz5ucQsHDmqpBZbun08x\nxUd8ZPSH++nnAhdWtT+8mpK2RFMp1a+U8s4+DYApy9+/0TTtA03T1lTUiHbaTWW99OLDIunkgwfm\nsqdP4fnzlVUivFF2vufP9YSvC3T2XzclWPThW9XEo8Pdd+aSdM7SQorh5pUl2pxgwhjczWf1bySE\nECJBBgbmBndhSkV28JKlu3tucAd64melIuvz6JE+oxCj+QOlsBFGGGV08TfO+3l76UWhqHzoMcp8\n+LjDnZjrEasgQcvcctL2bUD3788N7sKUgg8/jP0cTU1zg7uw58/1GfJYBIPWufas+sBR9NBjDO7C\nAgSMfMDTTPOMZ6b3zf/OL9U/76LLsj/8lKcx13MtSfoePE3T9gMlSqnmecV/qZQ6AvzPwH+I8r6v\na5rWqGla49DChiSFQoRMZQplWW4ahC1VHnMlLN6vlGV5SC0cV8+WW9U3SVTQuqFVQeu6xXzeBckk\nlyoXQgiRANF+d6/wd3pMFrZz4Y7p/A6qUuYO62KnjNIeLtlOzqtLuN3RQpGfGyD2gWas1OzDVJ1V\nbNdFmkjEtRitTxrrOaJdb3H0dZfqz8XynV+qf77s63yNSuoAT9O0IuCvgN+bX66U8sz+2RbtvUqp\nbyqlGpRSDaWlpcmsZly2stVUVk659RKMXRZLJcrKoLh4ZZXYudM8bZ6baxleekvJYdOafCfOVY3w\nU7L1MLizIws1jeJdK4u0lUceRRSZymuoWdF5hRBCLGLTJn0J2EJWbV6ibdkSuY+9pCTyT4Dt2+MK\nI2/VrueRRyGFi79x59wWg01sAqB/19x7nDg5xKGY6xErBw6qMS+FlbZvAzpwQE+HtVA8EdKtrtuc\nnNiXWzscUFcX23mjqKLKlErAhs3YbuPGTRllpvfN/84v1T/fwhZTfzjatbQeJG2Ap2maA/g74I+V\nUv0LXsub/bOENZaqYSc72cMenDjR0Kiiipd52frgPXv0fDyZmfqAbOtWeOutlVeiqgreeEMf1IGe\n2+6dd+DNN2HHDj0krtMJhw9TcOgsr/AKOeQAUEABpzm9qsmy7Q4XVb/6v2CrqNQLcnIoeP1diqss\nEtTG6SQnqaACDY0MMtjPfmM9thBCiCSw2fTcXOEOoNsNr76qD6ySzenU27uKCv35rl3wuc/puV1t\nNn3QFcf+O9A7fgc5aLSL5ZRzmtNLByw5c0ZPGG23k28vYvPeNxk4rQd9KKKI93iPXHLj/hFjcZSj\nRofVgYN66tnDnqR8lkhjNhv88R/r/UvQ96G+8w6cPRv7ObZsgdde098L+g2cL37RnGB9Ma+9pl97\nNps+4Dt4UM+/F6MssjjDGfLRbxzlkstJTpLHXKCXE5ygiio0NJw42cOeiCArS/XP88jjJCcj+sNn\nOLOq/eHVpKk4ljHEdWJN+3XgL4Gm2aJ/CfyGUuoPNE37G2Af+gDzT5RSFxc7V0NDg2qc3cicLsLT\nvjElL1RKn+qOM6rXss8bDOoDSlvk+D1IMCXJFiPqEPBhszvRtMTeWwgSxIZNIohF0dDQQLpdQ0tJ\ndN61jSbReeY2eh68tXgNrYpAQO8IxhEtLymfHQrpbWI8ndIF4mrX5wsvRZttc2eYIYOMZdcjHkGC\naGjY1kjWK7mOksjr1XNL2pb5XUhEXzVK/zOuUyzRV12qvxfLdZwO/eHl0jTtllJqyeg1SZs9U0r9\nA/APC4qvzr72+8n63NWiocX+5dC0xA/uFjtvlAYuHb7Mdkdy7pSkw88mhBAbTjLatuV89go6lGFx\ntevzLfjs1RrcgbR9Yp7MzJW9PxF91RXcYDFOscR3eqnXY7mON8J1s6aWR6aN1la4exd/rj3gAAAg\nAElEQVRmZvR1x0ePJuRLHZd79+C739Vz/2zfroezTaO9ikIIIQSgR/oLR5zcvVtfvrXUjN/MjJ6X\nq6NDXzpWWqpHzJyehtpaPQR8HPvshFizmpvhv/93/ftfUwO/+Zv6Vp0wn0/Pi9zVpe+dO3oUNkuq\nqI1OBnjxam2F99+fez48rIdsjjep5Eq0t8Of//lcGGiPBzo74d//+4TcxRRCCCES4tYtPSl52OCg\n3iFdan/O++/r7Rroue5aWvT9dvn5eo6u0dHE7GkXIp319sI3vqHf8AC9v/fkCfzlX+rLMQF+8IO5\nlAYej56O67335vapig1JRgPxunfPXPbpp/ra59Xy05+ac/wMDVnmwRNCCCFS5u7d2MrmGx2dG9wB\n9Pfr+4Pm5/tqb4eJiYRUUYi09bOfzQ3uwkZH526aDA2Z89WFQvqsudjQZAYvXgsvNNAvJr9/5euf\nYxVtMDk1tTqfL4QFCYqSXuTfQ6QFqzZzZkYfsEVbprnwPeF8XPPzcillfW4h1pPpaevyFy/0P30+\n69fl2tjwZAYvXlZhoCsq5lIWrIYTJ8xlGRlw7Njq1UEIIYRYilV+rLq6xffglZZG5tkrKor8M/z/\nK80pK0S6e+UVc5nDMdcP3LRpLr3BfFbXndhQZIAXr6NH9bw34b1umzbp+edW0yuv6HsPwuuvCwrg\nX/yL1R1kCiGEEEs5c0a/Mapp+n81NXDu3OLv0TS9jQsnL6+qgpMn9fYWoKxM9t+JjeHQIfjSl+ZW\niOXlwT//53PXht0OX/jC3M0Ph0O/2R9HknGxPskSzXjZ7XqS8TNn9GWZOTmpqcfXvqZf9B4PVFZK\ncBUhhBDpx+WCt9/Wl5oppSdFj0Vpqd7OjY/r53C59OVoMzNyM1NsLO+9pw/ihof1FWMLUxmUl+uR\n1MfH9YFgxuql6RDpSwZ4yxVucFLJ7Y69sRRCCCFSJStree/Ly5v7/3Rod4VIhcxMqK5e/Jj514rY\n8Nb1AK+5eZw7d54DcPBgAXv35i/xjjXE49HDT4+N6ctXDh9O74bP54Pbt/VoT3l50NAQuZ9CCCHW\ngYEBL1eujDA25mfbtmxOnCjG6ZQVFknV0QEPHujRpXftgj17ln5PKKRHxX7yRO88HzwYmVtMpL3+\nfi9Xr+rX2vbt2bz8slxry9baCt/7np6CZOdOfdYwVSvUREKs2wHezZsefvzjPuN5W9skU1NBjh1b\nB4OK8XH4b/9tLnrS06fQ3Q1f/Wpq67WY730P+ub+PWhv15N1yh0nIcQ6MTzs41vf6mBmJgRAZ+cU\n3d0v+NrXtqa4ZutYSwv85Cdzz7u79TZyqTx7v/zlXPJ10NukL31p6VkSkRYGB71861sd+P1z11pP\nzzS/8RtbUlyzNaijA/7sz+Yib3Z16QO+b3wjtfUSK7Jub3VcvjwcU9ma9OCBOTRuX58+0EtHvb2R\ngzvQ6//gQWrqI4QQSXDjhscY3IU9fjxJf/8q5kndaG7dMpfduaPP0EUzPQ3NzZFloZD1uURaunHD\nYwzuwlpbJxgclGstbj/+sTmtQmdn5A0Qseas2wHe5GQgprI1KVq+u3BelHQTrV6St08IsY5Ea2Om\nptZJ25OOrNoRn09frhnN9LT1ADBd21BhEv1aC1qWi0WMj1uXj4ysbj1EQq3bAV59vTnKllXZmrRt\nm7nM4YAtabo0YfNmc9QnsP45hBBijbJqYzIz7WzZIsGwkqa21lxWXb14JMHCQj29UCznEmnJ6lrL\nyrJTXb3MYD4b2aFD5rKMDD22g1iz1u0A7803K6iqmrvQq6qy+NznKlJYowSqq9MvvHBqhMxM+JVf\nmcuTkm4W1s9m03+hSCJOIcQ6cuBAPg0NhdhsehLv7GwH775bLYEfkunUKf0mYlhxMbz++uLv0TQ9\nf214D7im6e1RQ0Py6ikS6tChAo4cmbvWcnLkWlu2z35WT5we7lNmZcHv/Z6kI1njNKVUquuwpIaG\nBtXY2Lis9w4N6XvVSkvTOMLkcr14oU+tl5RYz5Clm0BAz+OSlyfpHVZZQ0MDy72GYlXzJz9O6vnF\n+tL5jc+nugpxiecampjwMz4eoKIiE7tdS3LNBADPn+ttTGlp7O9RCoaG9JuPEvBrVSS6LZqY8DMx\nEaC8XK61FRsa0uMl1Nen74SBQNO0W0qpJe9GrYFRwcqsy4Fd2FrLg+dw6Ek6hRBiHcvNdZKb60x1\nNTaWwsL436NpUFaW+LqIVSPXWgKVlsZ3g0SktXU/wBOJMcQQT3iCQlFDDRUsMlAbHNQjZPr9sGMH\nbN++ehUVQggh4jU6qufFm5qCmhrYvVsfAMbBh4822hhjjGKK2c52nMjgQ2wMg503ed5yDc1mp2Tf\nqxRt2pvqKm1oMsATS+qhhytcQaEv5+2kk6McZTsWA7fubj3nXThC2aef6nskZG+DEEKIdOTxwHe+\nMxcqvrVVT+/zxhsxn8KPn1/wCyaZBPR28ylPeY3X0JClg2J96777A8Y/+oHxvPfRHfxv/S7l206k\nsFYbm+xGFUtqoskY3IU9JEp+lJs3zeGnb95cPGS1EEIIkSq3b5vzgDU3Rw8fb6GDDmNwFzbMMH30\nRXmHEOuDUiHGr/8iokwLKYavv5+iGgmQAZ6IwRTmPEPTTBPEIt+MVYPo85kbTyGEECIdWLVbSsHE\nRMyneIF1Dj2r9lOI9STgn9ZzSy6gxkdTUBsRJgM8saRyyk1lpZRix24+uLraXFZcvLaCwQghhNg4\nrHLIZmbGFYDFqp3U0CzLhVhPnBnZaOWbzOVbJBVWKskATyzpEIfIYy6EtBs3DUTZU3fyZGSj6HbH\ntY9BCCGEWFUHDsDWrXPPnU693XLGHiBlE5vYwQ5jv52Gxn72R7SdQqxX1a//DuTkGM+14hI2n/r1\n1FVISJAVsbRssnmTNxliiBAhyijDFu3egNsNv/7rei4Vvx+qqtZGjr4NSPLWCSEE+kDunXf0PGCT\nk1BZCa74Uywd4Qj11DPOOEUUkUVWEiorRPrJL91Ozv/0/+LpfYDNnkFR5V40TeaQUkl63iImGhpl\nxLhcRdP0BlIIIYRYKxKQByx39iHERmO3Z1C65UiqqyFmyfBaCCGEEEIIIdYJGeAJIYQQQgghxDoh\nAzwhhBBCCCGEWCdkgCeEEEIIIYQQ64QEWRFCCLHqEh3FtfMbn0/o+YQQQoi1SmbwhBBCCCGEEGKd\nkAGeEEIIIYQQQqwTMsATQgghhBBCiHUiaQM8TdOOa5p2RdO0S5qm/cWC1yo1Tfvl7OuvJ6sOq66v\nD65fh0ePIBBIdW2EEEKI9DY6Co2NcPcuTE+nujZCpJ9QCNra4No16OlJdW3EGpHMICtdwHmllFfT\ntL/XNO0lpdSD2df+BPhT4D7wI+CDJNZjdVy+DDdvzj2/dQu+8hVwuVJXJyGEECJdtbXBT36id2BB\n78C++y6UlKS2XkKki0AA/umfoLd3rmzPHvjMZ1JXJ7EmJG2Ap5Tqn/c0AATnPd8P/G9KKaVp2oSm\nablKqYlk1SXpxsf1O5DzDQ/DvXtw7Fhq6iSEEBtIIqNySkTOVRAKwcWLc4M7AK8Xrl6Ft99OXb2E\nSCctLZGDO4DmZjhwAMrLU1MnsSYkfQ+epmn7gRKlVPO8YrtSSs3+/xhQaPG+r2ua1qhpWuPQ0FCy\nq7kyQ0Ng/DgLyoUQQggRaXoaJifN5dJuCjEn2vUwOLi69RBrTlIHeJqmFQF/Bfzegpfmz+blAaML\n36uU+qZSqkEp1VBaWprEWiZAaSlomrm8rGz16yKEEEKkO7cbcnPN5dJuCjEn2vUg14lYQjKDrDiA\nvwP+eMFyTYD7mqad0DQtG8hTSo0nqx6rIi8Pjh6NLCspgf37U1MfIYQQIp1pGrz6KtjmdUMyM+Hl\nl1NXJyHSTX09VFVFlu3dK8szxZKSGWTlK8BR4N9o+uzWvwR+Qyn1B8AN4H30AWZA07RfVUp9L4l1\nSb5XXoFt26C7Wx/w1dWBI5l/vUIIIcQaVlcHv/3b8PgxOJ16ZzYzM9W1EiJ9OBzw5S/Dkyfg8UBl\nJVRXp7pWYg1IZpCVfwD+YUHx1dnX/g59dg9N066zHqJoAlRU6P8JIYQQYmn5+XDkSKprIUT6stn0\nmyFCxEFTVsFBVuvDNW0b8O+UUl9Y7LiSkhJVU1OzOpUSYh3q7OxEriEhlk+uISFWTq4jIVbm1q1b\nSim15Ba7VK8h/BLwT0sdVFNTQ+PCNARCiJg1NDTINSTECsg1JMTKyXUkxMpomnY7luNSPcB7G32Q\nZ6Jp2teBrwNs2bJlNeskRNroo4822vDjp5pqdrADW/Kzm6wJnXTSQQcAtdRSQ01qKySEEEKIDW2U\nUR7xiEkmKaOM3ewmg4xVr0fKBniaplUAM0qpEavXlVLfBL4J0NDQkLp1pEKkSC+9fMInKPSv/xBD\nTDBBAw0prlnqtdLKbeZuYg0wgA8fO9mZwloJIYQQYqOaZJIP+RA/fgBGGGGAAd7gDTQs0qklUSqn\nAr4IfD+Fny9EWmuhxRjchT3hCTPMpKhG6eNTPo2pTAghhBBiNbTTbgzuwjx4GCJKwvokStkMnlLq\nb1L12UKsBT58prIQIfz4UzLdn06s/m6syoQQQgghVkO0fkgq+ieymUeINFVFlamsgAKyyU5BbdJL\nJZWmMqu/LyGEEEKI1WDVD7Fjp4yyVa+LDPCESFN72MNmNhvrtvPI4wQnUlyr9HCYw5RSajwvoYTD\nHE5hjYQQQgixkVVRxR72YMcOgAsXr/AKLlyrXpdUR9EUQkThwMFJTuLBwzTTMkM1TxZZvMZrTDAB\nQC65yz6XFy8ZZEh00gTw4sWJ02jchBBCiHQSIsQMM7hwLTvwiR8/CmW5XWY/+9nJTl7wgjzyUtYe\nygBPiDQVIMB3+S7NNBMkyCY28R7vRcxcbXQrGdgNMkgjjYwzjgsX+9nPdrYnsHYbxzDD3OQmY4zh\nwsVe9lJPfaqrJYQQQhg66eQe95hmmmyyOcIRyy0f0QQI0Egj3XSjUFRSyTGOmWboXLOPVJIBnhBp\n6uf8nAc8MJ730cd3+A5/wB+ksFbrwwwzXOKSEe3Kh4+b3CSffEooSXHt1pYAAT7mYyO6qw8ft7lN\nHnlUUJHi2iVXzZ/8OKHn6/zG5xN6PiGEELpRRrnOdSM6+RRTXOYyb/EWWWTFdI773KeTTuN5L700\n0shJTiajyisia5KESFNWYf8HGMCDJwW1WV/66DOFMgbopjsFtVnb+um3TN3RQ08KaiOEEEKY9dBj\nSj0VJEgvvXGdY6GnPCVIcMX1SzSZwRMiDfjx00ILQwyRSy672IXD4vLU0HDiTEEN1xerv9vFyqPx\n4KGFFnz4qKSSOuo23F6+aPsLZB+eEEKIdBFLWxUkyGMe00cfmWRSTz1FFC16Djv2VU9iHgsZ4AmR\nYgrFBS4YM3MDDNBDD/vZzwd8EHHsdravaN+Z0FVQQTbZTDFllNmxU0NNzOcYYYQP+ZAQIUCfyXrO\nc45zPNHVTWvllJNHHuOMG2U2bGxjWwprJYQQQsypoYZHPIpYvZNFFtVUG89vcIMuuoznPfTwGq8Z\ng7w66rjL3YjzbmNbWt7YTb8aCbHBWC279OGjlFJ+hV+hmGJyyeUQh/g1fi1FtVxf7Ng5z3m2shU3\nbiqo4BznyCMv5nO00GIM7sI66WSa6URXN63ZsHGWs9RSixs3ZZRxlrMUUJDqqgkhhBAAuHFzjnNU\nUokbN5vZzDnOGauippgybdMIEqSVVuP5LnZxmMMUUEAeeexjHwc5uKo/R6xkBk+IFIs2IJhmmlOz\nD5F42WSvKK+g1b+bQjHNdMwbttcLN+4NN3MphBBibSmiiDOcsXxtmmnTHj3Q0//MVz/7SHcygydE\nilVQYTm9v4lNKaiNiJXVv48bt8xcCSGEEGtMIYVkkmkqX6t9MRngCZFiWWRxjGPGMgENjV3sksTm\naW4nO9nMZuN5Flmc4ERarsUXQgghRHR27LzCK8YgT0NjK1upoy7FNVseWaIpRBqooYYqqhhjjGyy\nl73EL0QIhZIIhqvAjp2TnGSSSbx4KaJoww/uAgTSNqKYEEIIoVAECVpGzS6jjLd5m+c8J4sssslO\nQQ0TQwZ4QqQJJ84VJdluookWWvDjp4wyjnFsTf9yWityZh8bmQcPjTTiwUMWWexjH9vZnupqCSGE\nEIYeerjLXaaYIp98DnOYcsojjrFjX1FfLF1s7NvNQqwTHXTwgAfMMINCMcAAl7iU6mqJDSBAgItc\nNCLBTjPNTW4yyGCKayaEEELoxhjjCleM9EhjjHGJS6YgKuuFDPCEWAc66TSVjc4+hEimAQbw4TOV\nz88lJIQQQqRSDz2mKJkBAvTSm6IaJZcM8IRYB6Lt/ZK9eCLZon33Nvp+RCGEEOljo7VV6/OnEmKD\nsYryVEYZueSmoDZiIymn3LQHUUNjG9tSVCMhhBAi0la2mgKruHBRTXWKapRcMsATYh2ooorjHCef\nfFy42MY2TnIy1dUSG4ANG2c5y2Y248JFMcWc4QyFFKa6akIIIQQA2WRzlrOUUYYLF5vYxDnOGSmq\n1huJoinEOlE7+xBiteWQIzcUhBBCpLUSSjjP+VRXY1XIDJ4QQgghhBBCrBMywBNCCCGEEEKIdUIG\neEIsw8JQu4k6NpnnENbk30cIIYRYP9KhTU51HWQPnhBx6KOPe9xjlFGKKOIQhyil1PLYIYa4wx08\neMgnn4McZBObYv4shaKJJtpow4+faqo5whFcuBL142xoHjzc5jbDDJNLLvvZz2Y2x3WOT2cfPnxU\nUskRjuDGnaQaJ0eQIPe5zxOeECJEDTUc4pAp2pgQQgiRrtKlz9RFFw94wBRTlFDCEY5QQEHM7w8Q\n4A536KQTGzZqqeUAB+JOeyUzeELEaJJJPuETI3m4Bw8XuYgXr+lYL14uchEPHgDGGOMSl5hkMubP\na6ONhzzEh48QIbrp5ipXE/PDbHB+/FzkIsMMAzDBBFe4Yvx7xaKLLu5yFy9eFIpeevmET5JV5aR5\nyENaaMGPnyBB2mnnNrdTXS0hhBAiZunQZxpmmGtcY5JJFIohhrjIRYIEYz7HHe7QTjtBgvjx00or\nD3gQd11kgCdEjLrpNl2kAQI85anp2Kc8JUAgoiz8CydWnXSaygYYYJrpmM8hrPXRhw9fRJlCxfXv\n00GHqcyDh3HGV1y/1WT1c3TRRYhQCmojhBBCxC8d+kyddJqWZk4zTT/9Mb1foSx/DquypaRsDY6m\nab8F/DZgB35TKdWbqroIEasAAZ7zHC9essiikEI0NNNxVmWJksxzbxTp9HfYQw9PeUoGGdRRRz75\nq/r50f4u0unvSAghhHjKU3roIYMMtrM9pqWPq9mWJeuzlnPelMzgaZpWBbyqlHpNKXVWBndiLaii\nii66GGCAMcbop58eeqik0nRsNdWm5Jl27Gxla8yft41tprJKKskkM/7Kiwib2GT6e9TQqKEm5nNs\nZ7uprIQS8siL+Rz3uc9lLtNFF2208XN+Htcy0USw+p7VUisDPCGEEGnjIQ/5hE+M9vIX/MLYZgHp\n0WeyajvduKmgIqb3a2hR2+R4pWqJ5mcBu6ZpH2qa9h80TYtv56AQKTDCCBVUkEUWNmy4cVNGWcQv\nmDAXLs5yllJKsWOniCJe5VWyyY758+qo4yAHcePGiZNaajnO8UT+SBuWAwdnOUsFFdixU0ABpzgV\n10bozWymgQayycaBgy1s4RSnYn7/DDO00BJRFiTIIx7FfI5E2Mte9rAHFy4yyKCeeg5xaFXrIIQQ\nQkTjx29qGxe2l+nQZyqiiJOcpIAC7NipoIKznI0rQMpBDlJPPa7Zxx72sI99cdclVUs0y4EMpdRr\nmqb9G+CLwD/OP0DTtK8DXwfYsmXL6tdQrHmjjBpRjJYTRSlIkEEGsWOnlFImmSSbbNPMzRRTlu8v\nppjXeG1ZdQ/bNfsQiVdAAWc5u6Jz1FFHIYV48VJGmWnWdjFevARnHy94gR07btxxBeJJBBs29s8+\nhBBCiHQTbi8XWtj/SkSfyY+fQQbJIosiiuJ+fzXV5JLLJJMUUxz3DKIdO4dnHyuRqgHeGHBx9v9/\nCTQsPEAp9U3gmwANDQ2pT2gh1owgQa5xjR56AP1iaaAhrinu5zznYz42Nufmkcce9lgeW075yist\n1hw/fi5xiUEGAXDi5AQnLJfsWskhhyBBWmk1Gi43bj7DZ5JWZyGEEGKtySGHbLJNA7oyyhL6OU95\nyjWuGUHyKqjgFKdiThsUIsR1rtNFF6DfQD3CEcstHcmWqiWaV8C4XXwQLMK4CbFMnXQagzvQB3yN\nNJqiJi7mJjcjIi+NM04ffexkp7G+WkNjH/sopDBxlRdrRgstxuAO9AHfda7HFQ4ZIpOhpjoxqhBC\nCJFuNDSOc5wMMoyyIorYy96EfUaAADe4EREBvZ9+WmmN+RzddBuDO9AHfI00piT6eUpm8JRSdzVN\nm9Y07SNgGPiLVNRDrE8DDJjKggQZZpgqqpZ8vx+/ZaCLfvp5h3eoo44xxiikMK49dWJ9sQp77MPH\nGGMxLeuYZBI7dnaykymmcODAjZsRRpJRXSGEEGLNKqOML/AFBhkkgwxKKEno+UcZZYYZU/kAA1FX\ncFkdu1A4H94WVne7WcrSJCil/ihVny3S2xRT3OEO/fTjxs0e9kSNbujFyx3u8IxnZJDBbnZHHXTF\nOhhz4MCFyzTjl002gwxyj3uMMkoxxRzgAMUUx/XziaVNMcVtbjPAAG7c7GVvXBFIV0MOOTTSaOQ8\nLKCA3ezGjTum92eSaWy8nh95U24aCCGEWG/aaecRj/DipZJKDnGILLJifv8MM9zhjpFWaAc7Ehqj\nwI0bDc20kmZ+mxwiRBNNtNNOiBBb2coBDhhLOFfa/0wkSXQu0opCcYlLRqd5nHGucS1qkshwiHk/\nfqaYopFGssgyBVXZzOaYIySGl14uLNvGNi5ykRFGjAAsH/FRXEs/xdIUiotcpJfeiO/A/OWQ6WCa\naTroYIYZQoTw4KGDjpg3VGeQwU52RpTZsbOb3cmorhBCCJEST3nKTW4yySQBAnTTzSd8Etc5rnGN\nDjqM/t5d7tJOe8Lq6MZtSlHgxBkxiGymmSaa8OJlhhnaaOMOd4zXt7PdNGjdxKaUTASkbAZPCCsj\njDDKqKm8gw5THpFxxhliyHTsM57xWT5LG21MMUU55XHlNwPYwQ5yyKGbbmzY2MY2Bhgw7a/y4+cp\nT1OygXa9GmaYccYjyhSKJzxJ+IbqlWihhUIKmWaaECFcuPDj5xnPYg60sp/9FFKY0kTnQgghRDI9\n4YmpbIQRxhiLqc2bZpo++kzlHXQktP/VQAOllNJHH5lkUkcdueRGfN5CnXRymMPYsZNFFp/hM7TR\nxiSTlFG2rBx2iSADPLEmhAhFfa2PPoYYIoMMqqlGoXDj5gAHTMeGk5NnkEEttYsmpd40+wizWlu9\nVN1E/KIFGkm3ACQKhQNHxC9/IO4gK47ZhxOnZa6cZzzjKlfx4eMABxK6qVwIIYRItkS061bHJrr/\npaEZbbIDh6lNtqrDwjIbtoj3L0x8HothhumiCw2NWmqXFcxPBngirRRTTB55phkcqzsgeeTRTTeP\neWyU9dPPS7xkee5P+ZS73DWet9LKec7HPHW+hS000RTRgXfgYDObY3q/iE0JJeSQY8oHF+8sbLId\n4AC99EaUlVAS1/ehiSYe8MB43kYb5zlv/DJvpZW/5++N71wzzbzKq7zBGwn4CYQQQojkq6HGNANX\nSGHMW2eyyKKcctON9kTPjt3hDi20GM8f85jXed24kVtDDc00R7xnC1uMgaAPHz/n50Y6hyc84RnP\nOMnJmOvQRRfXuGYMHNto4xSnYgoSOJ/swRNpRUPjNKepoAINjSyyOMpRyyVv44wzxpgRNteGDTdu\ny5C2AQI00RRRFiRoulAXk0MOpzhlLCcooogznIk7iaVYnA0bZzhjfAfcuDnK0YjZ1HTwCq9wmtNk\nkomGxla28jW+FvP7/fhN37+FZRe4YJoRvMIVy0hfQgghRDraylYjqIqGRiWVnOJUXOc4wQk2sxkN\nDRcuXuIl6qhLWB2nmTb1H334+JRPjed72csudhkrbmqp5QhHjNfbaTfl6uuhxzIyezT3uW9Kn/SQ\nh/H+ODKDJ1bPJJN00EEZZRHJwcOhaYspxo6dXHI5y1kUatGp7WGG0dDIJ58ZZrBjx4GD5zw3HevD\nhx+/qXyCibh+hvCyzaXqJlYmj7yYvgMrNcMMHjzkkmsZ5SpEiBFGsGO3TH3w2dlHiBC2KPfLvHgZ\nZZR88iM2X08zbbmcc/7M5Rhjptf9+BlnPCJE9AteMM44hRSaAgwJIYQQqbZz9rHcdj2TTF7mZYYZ\nxoUr5tm/WE0xhUIRIsQLXuDEiQtXRJtsx87B2YfVzxGtTznBREQf4gUvaKfd1B8OETINEBc772Jk\ngCdWxRWu8HN+ToAAGhq72MW7vMtVrhoRMjPJ5CQnKaUUYMlfANVUA/pG3fA67AwyOMxh07Fu3GST\nbbpwwp8VLxncrY5k/j23085tbhMkiIZGHXUc5rDxmaOMcolLxndmsRnbaIO7Zpp5yENChNDQ2Mte\nI0JrDjlkkWVKgDr/O1lFlWm5ci65EQ3FXe7SQgsKhR07BzhAPfXL+BsRQgghkmu57foww1zmstFm\nllHGaU7jxJmQeuWTjxcvHXQYN19zyY2aA8/q5yil1BSIRUOLaNevcY2f8lOjP1xPPb/Jb2KbfZRQ\nwjDDEedYToA5WaIpkm6UUX7GzwgQAPTp5kc84p/4p4j0B168EeuOl+LAQQUVEcdH2xOnoXGUoxG/\nCPLIM6VDEBvDC17QSKPxS1yhaKMtYk/dDW5E3BDw4OEe92L+jFFGuc994+ZDeJlF+Be3DRtHOWrk\nzwEooCAiiMqbvBkRYcyJk7d4yxhQ9tHHp3xqXANBgtzhzrLu9gkhhBDpSKG4zoVvSs0AACAASURB\nVPWIG6KDDJq23qyEDRuh2UdYkGDUG7hWtrI1Yq+chsYBDhj5cSeY4Cf8JKI/3EILV7hivOcIRyJW\n4rhxc5CDcf88MoMnkq6VVsulaK20mmYapphinPGYwuaOMUYJJbzCK0YUzVJKLZe1AVRQwRf4An30\n4cRJOeVxXbhi/RhgwPJGQj/9VFNtLN20ej1W0Y7tp99YXllJJV/gC/TTTwYZlFMecVewiCL+kD+k\niSZ8+NjHvohE6laRXRWKfvpN0T2FEEKItWiKKcsbl/G0yUt5znPcuNnJTiaZxIkTN27LdFzR2LFz\nmtOMMMIkk5RQErH9o4UWy/5wO+3GnsRCCnmbt+mnHw2NCiosI2wvRQZ4IumirZO26oCGB1zXuEYf\nfWSTzW52W87KhYNbuHAZyzVBv9vRSy9NNBl58A5yEDdunDjZwpYE/WRirZo/SLIqt2MngwxTMJOF\n77vCFa5ylWmm2cY23uZt43u9MNlptHNkkLHod9KBwzLlRzyfIYQQQqxV4RmtZzxjnHHs2CmmOKHB\n17LIIkiQfvqZZBIHDkooMSU/j0Xx7GOhaOkOFvaHHTgi+rXLIdMXIunqqTdFwXTh4vN83jSDVkcd\n17hGJ5348OHBwxWuMMig6bxZZJkuPDt2yinnEz7BgwcfPrrp5iM+Srs8aiJ1yiiLCFICkd8nO3Z2\nsSvidQ0tYi3+bW7zPu/znOd48dJMM/+V/2q8Xk21aSY6h5yEptWoocY0mCuiKO0ijgohhBDL5cRJ\ngAAePAQI4MNHH33kkJOwzwjHaRhllAABvHh5xrOEBnPZznbTwM2Fi9OcTthnhMkMnlgVv8vvcpGL\ndNFFAQWc5azRyX7MY3z4qKaaPPJMYWoVyog2tFADDRRRxDOekUkmO9hBG22mwdw44wwxtKyNqmL9\n0dB4lVd5zGOGGCKPPOqpjwigsoc95JJLN93YsbOd7REbpRtpNJ23b/axiU3YsXOe87TRhgcPBRRQ\nT33CNoSD3jC8wRu00soYYxRTTD31svRYCCHEuuHFa8xqhWfwiiiyjJq+XKOMkksulVQywQROnBRR\nxBBD7GRnwj7nd/ldLnCBLrrIJ5+znF12wL/FyABPJNwUU3TQQYAAm9lMMcVkksln+azp2CKKOMYx\n43m0tc7zN73Op6Gxffax1LFBggwzzFOe4sBBLbWWofHFxuDEye7ZRzSbZx9WwpukF5qfjsOBg2yy\n8eEjh5yEDu7CnDjJIYcAAXLIWdZafSGEECJdhft1BbOPheWJ+gwNjYzZh2P2Ee9n+PHTQQcTTFBG\nGdVUR+ytzyDDsj+caDLAEwk1wggXuGB0fltooYGGiAHYYooptkxnsJWtMddhC1tMYWqzyGKMMe5y\n1yhroYVznLPMbybEUvazn2c8iygrosjYTxcixEUuRiwvfsITznEuYYOwAAE+5EPjLmYbbXTRxRnO\nJOT8QgghRKq5cVNGmWm7Tjx9w6UUUsgEE3TRZZSNMBKRyHwpPnx8wAdGQJg22qihhpd5OWH1jJWs\n4xEJ9ZCHETMbCsV97ltGDbJiw8YZzhj7o1y4OMjBuDabbmITRzhiLLcrppiTnKSZ5ojj/PhNZULE\n6hSnOM5xY1aukkq+xteM1/voMzVG4RnkROmiy7RE5RnPLKNrCiGEEGvVCU6wiU1oaMYKnETmfPXi\nJZNMY2VXOJDLC17EfI4nPDFF++ykk1FGE1bPWMkMnkiohUmZQb+jMcNM1Ih/AwwwySRb2YoDB/nk\n8zqv48ePHfuy9hPtYAd11BEggBMnU0yZIiJGq69YP17MPgopTMrSxbd5mzd5kwABUwL0aN+thb/8\nQ4QYZRQnzrhTG0T7jHHGKac8rnMJIYQQ6SqLLF7lVQIEjKTgViaYwI+fQgrjSqoeTo1QS62xXFND\ni6ufGD7WP/vIJBMbNsYYS2iwlljIAE8kVAklpuWVOeSYOr+g3y35Nt82psOzyeY93jOWc650v1L4\nLg/ovxjcuE13YqzC2Iq1T6FopJEnPEGhcOHiOMdN0VwTIbxOf6GFUTrD5n/nPHj4hE+M72UVVZzg\nhOX5rJRQQgstMX+2EEIIsZZFax/9+LnCFfroA/Q+5SlORU1NsFABBThwGAPIsHja0xJKuMIVPHhQ\nKOzYqaIqJW2yLNEUCfUSL0UELnHg4AhHLO+i/IJfRKx1nmKK/8H/SOim2TAbNhpoiJjFySabfexL\n+GeJ1Oukk3bajWiqPnxc5WpEAJRkK6XUtPe0hhoqqAD0QehVrkbcdOill0c8ivkzqqgyBYHZyc6Y\nGzQhhBBiPWiiyRjcgd6nvMa1mN/vxGnqrxZSGFcETQcOfPiMvkeQIDPMxHzTNpFkBk8kVA45fI7P\n8YxnBAhQSaWRoHKhdtpNZRNM0EcfVVQlvG6VVPI2b9NHHw4cVFIpEQfXqYXBT0C/uzfM8KrmiDvK\nUbaznec8p4CCiNm7idnHQn308RIvxXR+GzZOcpJhho00Cau9DEQIIYRItfmDu7AxxphiKuaI6bXU\nUkYZ/fSTRRYVVMS1TaiffmqoYYopfPjIJhsXLgYYMAKwrRYZ4ImEs2OPKZlzNtkMMxxRFg5Re5Ob\n9NOPGze72R11aZ0fPw94wDOe4cLFLnYt+tmZZFJLbXw/kFhzrJYEL1a+XDe5yRWu4MVLLbW8xVuW\nicetIrW6cGHDZpqxXk4dS2YfQgghxEaUSSZjjEWU2bGTQYbx3IOHhzxkjDGKKOIlXiKPvIj3ZJMd\nc+T3hbLIYoopBhlkhhle8IJyyqPGoEgmWaIpUuYUp0xLN3ezm7vcpZ12pphiiCEucck0EAy7whVa\naWWSSUYY4TKXLWdvxMaygx2mJREVVCR06eI97vF9vs8QQ0wwwX3u822+HfP7XbjYxraIMg2NXexK\nWB2FEEKIjWAXu0x9yjrqjFgM00xzgQs84xlTTNFDDxe4kNCtG6WU0kMPU0zhx88oowwxlJJ4Dyue\nwdM0rQE4DVQC08BD4AOllGel5xbr225288/4Z1zmMl687GQn+9jHL/llxHEKxWMem2YoppiynJJ/\nzOOkBNMQa0ceebzO67TQwhRTVFCR0HDKADe4YSrroYcBBmKOYHmEI+STTy+9ZJDBDnZQSmlC6ymE\nEEKsd5vYxDnO0UYbfvxsZnPETdQOOkyDuWmm6aWXGmoSUod++qmllmGGmWGGbLIpppgBBlZ1ewis\nYICnadrvAP8r0AHcAlqATOAU8H9omvYQ+FdKqe4E1FMkwTOecYtb2LHTQANllBEixFOe8pznFFJI\nNdXLSlNgpY8+hhgim2wjJUL97CMsnDdsiikmmcSBgwIKInLrhUW762J1bNhznvOUpzhxspWtKZk2\nF6sjgwxe8MJIGbBwRk+hjO9kHnlsZnNcG6FnmCFECC9eQoRw4cKJEy9e45gQIXrpxYOHAgqopjpi\n36eGRjHFTDONC1fcaRKEEEKIdDDOON10Y8NGDTWm7QqJ4MFDL704cVJDjWlLgxMnk0zixUsNNREz\nekGChAgxzjhevLhxk0vuon3GeIVTc7lxY8dOFlnYsCX0M2K1khm8bOCkUmra6kVN0w4COwAZ4KWh\n29zme3zP2P9zneu8x3sMMUQ//cZx5ZTzKq+ueJB3k5sRQVVaaeU1XotYGw36XqJRRiOSQY8wwjGO\nmc5ZQAH55JvWXEfbyNpOO400GtGNmmnmPOclKMU6NM44f81fG0FMGmnkEIf4Ml82jrnOdTrpNJ63\n0sp5zsecnqOOOh7wwLiGwmvtt7IV0AeQl7gUMctcRhlnOWtcT620cpvbxuvNNPMar5n2BAghhBDp\nqocernAlon91lrMJ3Rv+mMfc4pbxGY94xHnOk08+AN1081/4L0bO40YaeZ3XeZVXAT3q9I/4UUQq\nr3zy+VV+NWF1rKSSn/JTfPgAGGaYMsqM6Nmradm9dqXUf4w2uJt9/a5S6sPlnl8k14d8GBHcIUiQ\nH/LDiMEd6EnIV7qnbYwxU8TMMcZ4whPTsT58ZJFl3JWxYaOAAqax/qqd5KTxC8SBg13sstwcGyTI\nfe4bvxhAn4FpomnZP5dIXxe5aIpQeZe7xgyxB0/E4A702d2FZYsppJByyo3Bmhs3NdQYjUvf7GO+\nQQbppRfQ7/Q94EHE6z58NNMccx2EEEKIVFIo7nI3on8VIMB97ifsM6z6cAvbyw/4wGh/w/X6mI+N\nsnHGKaTQWKnjxEk++XElMl/KBBMUUWSs1HHhIptsU37o1ZCIPXi1wB8ANfPPp5T6wiLvqQGuA4+A\nGaXUZ1ZaD7E4P36mmCKXXBTKNOsF+kyZ1TrkMcaopppJJgkRint2IfxZIUJGPhAHDss6jDGGCxd1\n1BnJJm3YGGXU8tx55PG6eg3fSB/2rGwc2fmWx3nxGndUrOom4hP+DrlwJW2Za4AAvfRSSGHc37nw\nQG4+heIZzyijLOq/e7TvmZVxxtnNbnZPbYFpLxQXgaYxySRFFEX9jDHG2MxmXvDCcpmxfCeFEEKs\nFQECxgDGh8+Ihr6stszvh9FRyMsD11yKrRe8iBi8hc1vs0cYAfTBoEIZOelGGTXa/QIKyCEHL16y\nyMKOnTHGYt43v5RwuqJCCgkRMgaT4c9eTYlIk/A94FvADyGuDNW/UEp9LQGfL5bwiEc85CFBgmSQ\nwRGOUEyxcTGERfuC55DDBS4wwAAAxRRzkpMxr68uoogJJuillwABNDRKKOEIR0zHFlKIHTtBghH7\noazCzAMwMADvv49rbAw0DXbtgtdfB3tkfrus2cfCmcCo5xVRefBwhStMMomGxla2cpSjCc0p2EQT\n3+f7vOAFNmzsYx/v8m7MS4U3sYkOOiLKbNiM5bvR/t3jiXRVHCrE9cFFCh71oSnw5WfR/7lD5Jbn\nLnqu8GeH8+MsvPEg30khhBBrhRMnmWTSRJPRx8ohx3JrzaKam+HiRfD5wOmEV16BQ4cAfYVMJpkR\ne9whsr0so4xuuo021Y6dcsqNY4ooYphhBhkkRAg7diqoSGibW0QRHXQYkxOg77VPRbueiOgZXqXU\nXyqlLiilLob/i+F95zRNu6Rp2h8moA4iiiGGuMc9ggQBfVniNa5xlrMRA6gMMniHd4z9Q2Fb2EIf\nfcbgDvS7JI00xlyHDDLw4TM2mSoUU0yZ9t+BPp29MMlzAQXWERCVgvffh7GxueePHsHdu6ZDbdg4\nzOGIAUIWWexjX8w/h9D/7S5zmUkmjeeddNJGW8I+w4uX7/JdXvAC0Gd+73Ofa1yL+RxWa/9f5mXj\nl2w++aZ0BGWUmb7/i9lzd4by5hG02RUjrrFpjr8/glM5jPMtnBHfzGYjkpYdO4c5HLEJPJts9rI3\n5joI8f+zd9/xbd3nvfg/X2wCIMG9N0VRoiYp2pIlT9mWZUtK7ER2bMcrSe2Mpr23SUea2zS3t2mT\n9t7m97o3HWma0cSx0zix4x3L8pIl2ZKtvQdFiXtvkACI8f398fAAOARAAeLhft568WXhADg4tHDO\n+Y7n+zyMMTYXhA9WuuFOLHfD4CCwezd17gCayduzhwbxEf1+aYVV1YYrRalq6VEAAeQiN9jWtcCC\nEYwEX+OHHy64NI1CKkNZRNtjOZbPSgI1LWbw/q8Q4tsA3gRC/7pSyiOx34J2AEvHX/+SEOJtKaV2\nwbosSFnvE05CIhnJ+Bq+hqM4CgGBWtTCDjsqxv8oWTSzkY0X8ELEPtrRjgACcZ3AnehEJjKDccgm\nmJCMZHSgI2qDehmWIR/56EAHkpCEfORHnx3q6Ql17sI1NADrImcHi1CEDGQEMzAVojChrImMwgyi\nxZK3olWz+m0XcCFqKMZZnMVGbIxrH1ZY8VV8FcdwDAMYQBWqUIQi1WvWYi2KURzMopmL3IgaOpMx\nN7RiCZZgGMPwwYdkJMM0aKTvZRaVOtiADahABfrQFzyfwpWgBJnIRCtaYYYZBSjg7yRjjLF5wwcf\nPPCgEpUYxjAEBFKQktCSBzQ00CB9tO05FF1WjGJkIANtaIMJpoj7pQsu3IAb0I52eOFFLnJhhRUj\nGIENNrSjHcUoxghGglk0rbCiFa2alVEywIDbcTva0AYnnMhGtqb1dxM7lqlbBeBRAJsRCtGU44+j\nklJ6MN4ZFEK8CmAloF6NKYR4CsBTAFBcHD0rIrs6M8wxt6cgJZhdKFz2+J/w105scJtgirsxbIYZ\ncnQUqQeOIrelB95UG0avXwlLbnXM96SM/5mUxUJhmRMvCkkxRmP8flgPnURlfT1gMgFrvUBlZVy/\nAyPKv3v4Qmcg9vfsWthhh8HjR9mBTqQ1OeFJNqKxLgvWwsRSLvejP1hstBvdyEZ2xHGmj/+5JhYL\ndNAFM3gBoO9j2LoBDA4i68ARZHV2Uqdv/XogXf15Ntg0r9HHGGOMzQQddDAEdCj79RFkH7yMgEGP\n9luWYnhHZPsypljtNkuoDIIfflzGZbSgBSaYoINONXBrggkGGFTbdNAFM2Mr7Rf7+J/gR0wotTBV\nAgIFKNB0n9dCiw7efQDKpZSRQ+4xCCGSpZRKirtNAH4w8TVSyh8B+BEA1NXVRenWs3iUohTncE41\ndZ6ClIQKgS/DMnyMj1XbqlAVdwcvU2Yg+4W9ED205s/cNwJb0/vIeXgLphSWnJwMLF0KnD8f2qbT\nAWvXRn/9O+8Ap8OyZra2AvfcQ/tgcbHCimIUoxGNwW0CQtMOSjnKcfOL/UB7DwDA3utGRtMolj74\nOCZMgMXUj368i3eDoRiDGEQf+nAH7tDsOFFTQ6OLgbClx5WVtDgcoFCT554DRsZnPPv6gKYm4LHH\nYt/MGGOMsXlEBx02/vsp6PccD26rfOYgMFaKsMpEk6uoABwOdVSW1QosXx58eAiHVGvru9CFG3Ej\nClEIgNql3ehWDUCXozy4HKgMZTiHc6p1fHbY50RnbDpo0cE7DiAViJK2LrabhBB/C5rF2yelPKjB\ncbAokpCE23E7zuIshjCEDGRgOZYnlBCjAhUwwIAGNEBCohSlKEd53O/vbTmBrB6BUViDWTStPitG\nTn0E3Bx7Fi8uW7YAmZnU0LZaqdFdWBj5Oo+H1udNdOwYd/ASdD2uhwMOtKENZphRhaqI0MMp6ezE\nTe0VuATKkGWGGSWBEqSf6EW8/bN61Kti8QGqR9OL3oQSqUyqoAD41KeAo0eB0VGgrAyorQ07iPpQ\n507hctGARKxBCMYYY2w+GRtD7gcNcCMZbrghIGCBBZZ3TsTfwTMagfvvBz7+mNbdZWQA118fnMHz\nwBO1jNEFXAh28ApQgJtxMy7iIsYwhiIUoRKhKC0zzMH28CAGkY50VKNa0wRxc4kWHbwcAOeEEB9D\nvQYvZpkEKeXrAF7X4LNZHFKQgvVYH9+LpQQuXwa6uoDsbGq0CoFsZMMNNyRkwulkfR4ndNCppsQB\nwO8ZTWg/Uen1wHXX0c9kvF71TItiLO6JZzZODz2qx/9MC48HRhgj1/R5IstcxBKt/ACAqGv7psJb\nmIOmwmp44EE+8pEafkmNdbwTt/f20gCFxUKDDWbtwl0ZY4yxaeXzQfh8wWzlQQncswEAdjtw223R\nPwI+mpnr64PhUhOk2QRfVTm8ZvW9Pm/8TyzJSE48u+c8pUUH79sa7IPNBVICr7xCjU1FeTl6dtyA\nPeL9YKP5JE7iRtw46UkULrOoFr2mX0V0plIrr9Ip05LdDuTmAh3qQu5YsmTmjoHFJz+fQhhdE4rb\nJ7BeshCFaEKTapsZZk1nGkcxirfxdjDpzAmcQC1qQ+GqFRXAvn3qgQUhaLvi1Cng7bdD60gPHAAe\neIBCVRhjjLG5zmqlttTFCdm0V6/W7CNssCHlTCvMu/cEM1f7DpxB5gN/iBkuLzdvaFEmoQnAwbDy\nCB8BYQt02Pxx5Yq6cwcADQ24eHm3akbEDz+OIbIUQSxGsw05O54MNVpNJtg23YXs0hns4AHA3XdT\nJw+gtXrV1Vef+WMzz2AAPvEJIDU19Pj66xMKpS1GMVZgRTD0IhnJuAk3aRqKcRZnIzKKnsCJ0Lni\ncAB33UU3P4Bm6O68k0KKAZpV3rdPnSRoZAQ4yBHrjDHG5pGvfhUoLaW/C0Htq89/XrPd+30e5L9f\nHyxDBAD2UR2sBzkBfyxazOD9BlDlLvePb+OW83zTFX0Z5Vh3C1CuzmQ6iEH44Y+7wZxVVIPMx1dj\npPUCLOn5MNhmYYbC4QAefBAYHqZ477DsTPB6qXGdkkKdPza78vKAxx+nfyuLhbKeJmgVVmEZlmEM\nY7DCmlAJhHj0oz9imw8+DGM4lJmzqopGNp1OmkXWh50vQ0OAe3yxt8dDzxkMVGZhIpeLvqMpV8ks\nyxhjjE2HQIDuW1Zr5D05Jwf43vdo/ZzRGJEtOsjjofteglEqo85uGNxepCMdfvghIKCDDv6u9mv8\nZRY+LTp4hvAMmlLKMSFE4q0xNvuyo4evmbKLIrY54EhsNqSpCeKtt2AfGqKTv66OUsbPhuQJBSeP\nHKHQuLExaoRv3gyUx59Ehk0TIabcoTGO/5kOaUhDD9SdMQMMkQVN9froNzOHg26Yp0/T4IIQNLsX\nljUMPh/w1lvAhQv02pwcyvzKIZyMMcZmSmMj3YuUAfLrr48eAZUTI0eDlFS4/MQJupelp1NU1XjN\n2Kux2rMASxLgdqnanobshZkBUwtaTFV0CyGCCVWEEJ8EEGUIms15paXq9UEAUF6OpaV3qhrJeuix\nFglkAfR4gFdfpZEfgGYiPvyQkrnMtpYW4P33Q+sDnU7g9dcj138xNkE1qmGDLfhYQGA1VsffoTQY\nqAOnZNqUklJEhydZ+egj4Ny50Dq+zk7gjTc0+g0YY4yxq1DacMPj1c28XmD/fur0xevkScpartzL\n+vpon9GKm0ehN5iRdvMnaSBUYbMjf/198R/DIqPFDN6XADwjhPjn8cctoMLnbL4RAti+nU7ari4a\nWSktRYYQ2IZtaEITJCSKUAQrEig63dwcPVtlfT1l6ZxN9fWR23w+Wo8YPpPC2ARJSMJWbEUzmuGG\nezyLZgKrvQcGKMxlzRqgv586fOnpQHtYyEm072d7O3UKbbbI5xhjjDEtNTZSp26i+nqgpCS+fUxM\nwALQgGZ3d8zosYkKqu9ASt5S9F76CHqzDblLb4bRzPfBWKbcwZNSXgKwQQhhByDCCpiz+UgImslT\nFsuOs8ASWcx6ZIRqlrS3U82S664D0tIi9xkr7Xui6eBbW6nmmNNJx7duHYUKTIVWx8YWHikpnOT8\neep8rV4dkXXV2NKJ8iOnqA5euZPq4BnivKyaTHS+JSWpC5+Hf/eifQ91uvg/gzHGGLuari5qzw0N\nAUVF1J5T7j9mM3Xw2tpoFs9spjqwibSTYr02wfX1yWnFSK4rvvoL2bV38IQQjwB4VkoZAAAppXPC\n8xUA8qSU+6Z2iGxO8vuB3/6WZh4ACh1raAAefTRyZqGwkGYDu7tD2wwGYOXK+D+vowN4/vnQ9H5H\nB12QPhGz3GJ8VqygTmP4DGNaWkQHly1C+/cDhw6FHjc1UVZMZWa3pQV44QX1d7K7G9i2Lb79W62U\nhOXcudA2IdRF0Gtq1DN6AH1neQCCMcaYFnp7geeeo+glgNpzbW1UsgegNlxzcygRn9NJHb1HEwjW\nW7uW2ojhZYPKykLZspnmpjIMnAHgqBDiMIDDALoBWAAsAXALaB3eN6Z8hGxuunw51LlTuN3AmTOR\nC2+FAO67j9YTNTfTCX3ddbGzLEUTHrutaGigY4g2axivlBTg/vspNX1/P9VgW7+eM2kudn4/cPx4\n5PajR0MdvGjfyfp6GgGNNznMHXfQ+XDpEmULXbtWneBn6VI6f44fp0GIykqauWaMMca0cPJkqHOn\naGujwcW8PIqeKiqie9HQEEWcFBTQoGdRZBK+qAoLgXvvBQ4fpuivsjJK1MKmzTV38KSU/3d83d1m\nAJsArAbgAnAWwKNSyqbJ3j+feeFFC1rghRcFKFAlWpiTpKQY6r4+qgOXn5/4PtxuarwGAhSmFisJ\nictFC3IvXaIGaUUFZa20WoFbb73232Gyz5tKBw+g2cXt26e2j8VmYIA6+UlJ9H2YhpDBAQygE52w\nwop85Gtawy6oo4NuZMqsrbKA2+eLvuYg/HuolDgIJyV9/+NlMAAbNtBPLJWVkxd51+L8Zowxtji5\nXHQf6e+n+1dKCkViKfc7l4uWw0zMmTCxXTYyQu1Eg4HaBRMjTfLz6T2jo3S/jbLEphvd6EUvUpGK\nHORoXt5oMZlSq0xK6Qewe/xnUXDCibfxNlygL/YxHMMGbEAx5mhMcCAAvPwyJQ1RrFxJMwfx6uqi\nUDSlQbt3L71fp4ucwcjMBH7+czqBAcpQuW1bZHbORFVURGZsstlChcvZzDl9mtIlK9mvHA4K5dAw\n6ccZnMEJhAqYpiENm7FZ25IHe/bQjJxCGWE0GOjGVFhIYZjhwr/H5eWRzzscoULmM0GL85sxxtji\nVVxMS26UjM4AdeYKC+nvJSWhrM/hwu+HjY3AK6+EXrN3L/DpT4fKIIyOAr/5TSjy6/33gdtuo7Xt\n4w7iIC4jlF29AAXYhE3QaZLwf/Hh/2sJOoVTwc4dAAQQwFEcRQCBSd41iy5eVDf+AODUKZq5iNfe\nverZCq+X1ibddVeoWLjRCNx4I83qKJ07gBqge/bEnQo3plWr6EcJnXQ4aNaNQyln1thY5L/n4KB6\nrdoUueDCKZxSbetHPy4iShaua9XTo+7cAdRZO38+9HjLFnV2r7Iy4IYbQo/XrgWqq9XfyW3b1Gmc\np5sW5zdjjLHFy+2mWTvlXmYyUXSOEo1isVDNOut49nQl8iR8Ru+999QdQLeb1rErDh9WL+uRktqW\n45/RjW5V5w4AWtGKNrRp9EsuPpyKLUF96IvY5hr/MydDNTs7Y2+Pd/Yr2j66u2kKvqKCwvWSk2nW\n46c/jXzt0BB1+mw2GiGyWKj4cyKEAG6/nQqkDw9T/Hd4Q3p0lDqZU82qxK6kiQAAIABJREFUySY3\nMBC95EW0DoXHQxdxZRAg3o/AQNQBk2jn3jVTFotP1NFBSUwAuuE9/HCohEHyhALmOh11Atevj/6d\nVAQC9P20WrUfkNDi/GaMMbZ4dXbSLF1eHoVQpqTQvayrK3Tfq6igmb5Ll+heF34/HBuLzMmg7Dfa\n3xVeLy0tyMtDL3qjHlof+lCIwin8cosXd/ASlIpUDGFItc0MMyxIrBE7Y2KFiyUSRpaZSeuUwqWl\nhTpp4fvKzAwVNFfYbHTyK1k3LRZqFNfUxH8MAPDBBzTr4vXSzMqWLXQMu3ZRw1xJZX/TTTM7i7KY\nOBzRQzXCvwM+H/DOO6EC3cXFNNsbZwhnClIgICChnvVNqMbc1SRyXsRa4yklsG8fJUDx+ahDtWWL\nOnlQfT3NeA4P0+9/882UOVMrWpzfjDHGFq+MDGrjtbZSgrGkJOrQhd9HDh0CfvKTUBvunntCWTaN\nRmobDA6q9zuxbThxSYNeH7y/xrq/O+CY6m+3aE15OFkIYRZCPCyE+KYQ4q+VHy0Obi5agRUwI7Rw\nVEBgNVZPTwIILSxdSqMy4SoraQQmXps2qZNo6HTUiYrmhhvUC2uFoM7cq6+GRnjcbmr0NiWQh+fM\nGcrCqSS+6OqieO9XXgnNHvl8wJEjlBGKTQ+zGdi4Ub3NZlNnTj1wgP69lPWZTU3A7viX6dpgwzIs\nU21LRjIqMUmikURlZ1N45cRtiRS3P3mSwk6Uzm5HB33PFUNDwOuvU+cOoNnrXbtoxFIrWpzfjDHG\nFq+UFGpT+f302OUKDUoC9Pcf/EDdhnvhBaqbB1A776ab1BEqRqO6rbBuHWC3qz93w4ZghE8OclAA\n9X0rG9k8ezcFWszgvQRgEFQqIYH0cfOTAw7cjbtxBVfggw+FKNR2ZkFrBgOwcyet1entpVmG8DTs\n8SgoAB57jNYnBQI0AxGrdklWFr323DnqjC1ZQqM60TIOXrhAszvxuBhl/VV7Ox3PxIvGhQuqhbtM\nY7W1lA1LyaK5bJk6DDPav1VjI4Vsxlm/bQ3WIA956EAHbLChGMXaJlgBgDvvpA5SayuNIi5dmlg2\n0Gi/Z18fhS9nZVEoy8QkRIEAzepplR5ai/ObMcbY4tXURDkOentDWTQdDppxKy2lMlLRskPv2xca\n3F2yhOrinT9P96WqKnUYZ3IyPX/uXKhMQtjgpIDAJmxCG9rQhz444EAhCufu5Mk8oEUHr1BKuVWD\n/cwbFlgiZhjmNL2eGuFTkZISWd8uFptNXasrPOlKOKORGtfHjlEHsKKCOmbR1ilFW1sXax0fr8Ob\nfrm5sdd4Rfv/r9MlvP4se/zPtBGCbl6TFbU/cyZ0w1q1Sv3aWN8zk2ny57X+fmpxfjPGGFucjEbq\nwA0P03+FoIFz5V6VlBT9fRPX16elTV7yx2wG1qyJ+bQOOhSO/2FTp8WK/w+EEKs02A9bqIqKIoua\n6/W07fnnafahuZmyML37bvR9rF4dua5uyZJQQgyFEJNeQNgMiPb/f8WK+dfxPnAAePNNmn28dAl4\n8UX1rF2072RpKY18AhQqOfHGaLFouwaPMcYYm4riYhrM7O6mpQUtLbQmT6mpun599Dbcli0zf6ws\nbtc8gyeEOAlAju/jc0KIBlCIpgAgpZQcI8eIEMCnPkVJUlpbqQF8/fW0Xm5iCNvp0xS3PbFhXFgI\n7NhBa56czlDKeiGADz8EGhooS+G6dZPPyLDpt2oV/bucOEFhulVV8c/+zhV+P30/Jzp0KFR0vLSU\nSnUcOkSz1OXl6tFLsxm4/3763ithm+vXh1JNM8YYY7OttZXua62tNIPncAA5ObQuLyeHIli+9S3g\n6aeprZWeTjXuplrfmE2rqYRobtfsKJh2XC5aG2UwUINTWVN0+DDFWS9ffvVwro4OOrGzs7VLtW63\nR4727N0b+bpAgH6HaCEB5eXR1xfdcgv9sLlj5Ur6mU1S0nd+aIhmkWOtG43G56PUz14vlYbQ6ej9\n4YVgAUot3dxMr1m6NHKNYXo6dQIZY4yx2TI2Rp0zKakdFX6vGh2lZThDQzQ4m5ZGSw3C73d5ecCf\n//nkn+F202fo9fQZ8y1qZ4G55g6elLIRAIQQT0spHw1/TgjxNIBHo76RTZ/GRsoqqWT1S04G7r0X\n+Od/Bs6eDb3uxhuBr341+j7efJOm6hXV1dM3DV9WFlkbJTU1dlp6xuI1Ngb87neUiAegm9bNN8df\nmsNspnDKjz4KzTKbTDRqqejrA779bZqdA4DnngMeeYTSRzPGGGNzQXc3LYdRkt2ZzcB994UG8HNz\nqZ2olDk4fZrafl/+cvyf0dICvPxyqE6uzUb3y4mhnWzGaLEGT7UISgihB7AuxmvZdJGSao+F1ycb\nHgb+4z/UnTuAMh9N3AbQTER45w6gx83N2h8vQOGUS5aEHqekAHffzTXs2NSdPBnq3AF0fuzdGzkD\nNxkp1aOcFksojTQA/PrXoc4dQB3BX/86dlIhxhhjbKa9/746k7nHQzkPFOfOqe9tOh3d2wYG4v+M\nd98Nde4Autfu33/Nh8ymbipr8P4SwDcBJAkhlMrWAsAYgB9pcGwsES5XaPTF76dOkk5HJQMAaqxK\nGcpkePo0hWsqHUKDQd0gDtfWRiFuWjMaKXxNKaOQlZVwpkXGolK+y1LS+WAwUAesq4tmjsN5PDQ7\nFz6w4HbT9tWrqcOm01HYcG9v6DUNDaHPUM4tj4e2z3Z4KmOMsYVDSupAxVlqSCVa266jg/YpBCUR\nS02lWTevl+51QtBEQE7O1fc/Nqa+Nyra2hI/VqaZqYRofhfAd4UQ35VS/qWGx8SuhcVCjdjTp6kY\npU4XWkN36hR1opSGbmoqZUf6/e9DWQGXLaP1RNFkZEzvsTscocyDjGkhPZ1uam1tdMOy22lNQHi4\nSFsbzXr39NDzGzeGip+bzbTN6QwVe1X2q8jNpfPN6aTOo9kMZGZSQiDG2LxX+o3XNN3fle9t03R/\nbJE4e5Zmw5xOao/ddlti95n0dBrcnLhNGdTMz6d7YV8f3ctMJtoWq004kdFIS4KGh9Xbp7vtyCal\nxXTJb4QQtRN+KoQQWtTYY/HS6ehk7e+nx8psxfLlNLqiTL/7fPS63t5Q4fJAgEIxW1sjLxoFBVw4\nmc0/DgeNUHq99NjppAXkdjs99niAl16izp3y/O7d6jV7GzeqZ/UMBsrcqlizhmbOlTV6Hg918BJJ\n5sIYY4zF0tVFuRGcTnrc20tr3cJDLq9m0yZ1dJROR9sU+fkUjqncy8bGqLNWUBDf/oWg/U28X05W\nE49NOy06Yf8KoBbACVCI5ioAxwFkCCG+JKV8U4PPYFfj8VDnbeVKugDo9RTyeOkScPvt9N/BQRpR\nKSsDDh6kxmi4CxeAJ5+kjp+S1n3pUg6bZPNPczOVa+juDqV9TksLhRtfuULbw0lJ50BeHj2urqZz\n5MIFulktX66eaR4cBO64g84tt5tuhgUF1GmceG4xxhhjiTp/nu5N4ZSMmErEydWUlFACMGVQv6pK\nfY86cYIG8vv6aN92O93rDh2igc54LFtG7cvz56PfL9mM06KDdwXAF6SUpwFACFEN4M8A/C2AFwDE\n7OAJIb4G4FNSyhs1OI7FpaWFsgR2ddHJun07jZ7Y7aFZCoBOVqNRXRpBStrW10eNUSGoM1dYSB3D\neC8ajMXS0kKhwT4fDRIsXZrY+/1+uuk0NVHoR01NZHbVy5dDSYGqq9Vr63Q6uskonTWFXk//NcS4\n9CnPK7Kz6Scag4HCN1evjtzOGGOMTVWs+0mi95nhYYrwkpKiWcI7eHq9ujSQx0OvM5kS+4ysLPph\nc4IWLZFlSucOAKSUZ4QQNVLKBjFJNkQhhBnAGg0+f/Fpb6eiky4XPb54kRrTmzdHZsG8/XYq2Bye\nXdNmo4yVu3eHtvX2cseOaaOhgcp1KKOO9fUU/nH99fHv4/XXaWZMcf488NBDofDH06fV39+LF2k2\nTUlusnIlrVsIH/nMzAx1+EpKItcMJDq4sWoVdTLDJVpvjzHGGItl+XKqYxzehrPbI5OFTebMGQrz\nVFy8SO1FZXByzRoqYq6EaCpLD2prp378bNZo0cE7L4T4NwD/Nf74MwAujHfgvJO87w8A/BzA/9Lg\nGBaX114Lde4UV67Qotl160IhZatX08xHaSnw4YfUicvLoyn3558PhZMpM3gT98nYtfj448iQksOH\n6bs5cYYsmp4edecOoBHF48dDBe0/+ij65yodvPx8YMcOet3QEFBcTPUflUEng4Fq9OzbR2GbaWm0\nvi6Rmj3l5cDWrfS7jY7SDfdGDkZgbLZonRSFsVmXmkr1jA8coKir/Hxa75ZIEfGPP46+TengnT9P\nbcOeHupIWix0Lzx/njqYbF7SooP3BICvAPjvoDV4+wD8Kahzd1u0NwghjABukVL+ixAiagdPCPEU\ngKcAoLi4WIPDXED6+mJvv+UWSmtrMIQyIOXnqws0BwLUmcvPD2UITE1NrEYYY7Eoi8HDeTwU+hFP\nB095v8dDnTOzmWacw2fbJmbriratvJzeOzRE4cfhocsAfee3b7/68Uxm2TJ1+DNjjDGmpcJCYOfO\nyV/jdNLa8+TkyGR5SqZnpa6dw0HblDIJ/f3Rs5l3dnIHbx6bcgdPSukC8E/jPxNFaekBAB4F8OxV\n9vsjjNfTq6urk5O9dtFZu5bCLsPpdJS2/ac/DSWPcDioY5eSEvlahwN4++1QlkGTCdjGKZyZBkpK\nKGQ4XE4OjQrGIy+PBisuXgzNBKakhGbvAJqVVurQhX+uwuulTGPNzfRYpwNuvTVyvRxjjDE2n50+\nTe05JcSysBD45CdDs3zp6VQWSylEbjTSkgYlomXNmsh7tsHAIZrz3JTTIwohNgkhdgshLgghGpSf\nq7ytCsCXhRBvAFghhPijqR7HonLHHbSeSTk5jUbKkHT0qDoz4OAghWZGI6V6NsVgiAyrY+xabNpE\ngw2KlBTgzjvjf38gQN/N8OytJlPo5gVQZy28xk56OtUGUpw6FercKfvcs4fDkBljjC0cHg/w7rvq\n+2NLCy1pCBeelGViJM22bdSZU9qUJhPwxBORkwNsXtEiRPMnAP4EwGEA/njeIKX8C+XvQoh9Usof\naHAci4dOB3zta3QSt7QAK1bQCfujH0W+trU1clsgQJ2/NWtoml7JvtnbO/3Hzha+pCTgwQepRIHX\nS529WKU2AoHI5zo7aYa5tpbChk0mmv1TatQBdON55BF6LUAzhOFJnaJ97/1+qo2XyOJ0xhhjbK7q\n7AwlYFFCLgG6B9bV0d97eyl6RQnLtNspXFN5vU4H/Pmf06BoRweFZU5c0sDmHS06eINSyt9f65u5\nRMI1OnuWZueGhiiV/M03UyN4YvHLaBn9lBDNwUGK11ZMTEPP2FRMli75wgVg/376Dubm0uxbTg49\nl5pKNx29Xj2COPG7LIR6pjBctO+9EJzhkjHG2MKRmkqzeA0NdD81mSiBXk1N6DVpaTTgGt5pczjU\ng6IAZYEuKpqZ42bTTosK1u8KIf63EOIGIUSt8qPBflksbW2U8nZoKPT45Zcj09Dr9cD69dH3sXGj\n+uTW6SiLIGPTrauL1gMMDtLjjg6q6aisD0hNjSxXYLPRjHO81q6NHIGsruZBDMYYYwtHcjK1BZX7\n6dgYRXaF3+s2bFBHyggRfwFzNm9pMYOn9CDqwrZJAJs12DeL5ty5yPVyo6M0InP//TQ7YjRSgzZW\n2veqKnr9+fP0uLqaC1SymRHt++t2U6kPpSD6HXdQIpXGRprFW7kSsFrj/wy7HXj4YVqLNzRECViW\nLNHqN2CMMcZmX3s71XjV6yns0mQCsrMp3FJJKlZRQXVklTrJy5aFImbYgqVFFs2opRDYNNLpaJSm\no4Om5pOT6YTW6WhqvqAgvv3k5sYOcWNsughB39/OTurY2e30/Q2fURYCqKykn2tltSZWXJ0xxhib\na0ZHKWlKby+171auDGXI1Onofpmerh7Qn7i2PStLnYmaLXhT7uAJIXIA/D2AfCnl3UKIagA3SCl/\nMuWjY9GVlgI/+1koY2ZvLzWUuV4gmw/KyoCf/CS0XrS3l5KplJbO6mExxhhjc4rbDfzXf4WW5NTX\n08/OndSxy8mhGbyeHvX7VqyY+WNlc4oWa/D+E8AuAPnjjy+Aip6z6dLRQSFnNhuN0qSm0kne3T3b\nR8bY1XV0UGdO+f46HEB+figjJmOMMcYorFLp3ClaW0NlgISgmndLllB4Zno6sHUrD/gzTdbgZUop\nnxNC/CUASCl9Qoi4yiWwazQ0FDkdr2zPyKATX8mkNDFLEmOzbWiIBiUmZrSceBObC3w+Op8MBioe\ny+cTY4yxmTI8HH17+P0yORnYvn3qn9XdTcla8vMTW/PO5iQtOngjQogMUGIVCCE2ABjUYL8slqKi\n0GJZhU5Hi2x/+tNQMeeMDOC++7ieCZtbiouBEyfU24SgDtRc0tkJvPhi6HxKT6fzKby0CGOMMTZd\nCguBo0fV24TQtpyB30+Zrevr6bFeD2zezGGe85wWIZpfA/AygAohxH4AvwDwRxrsl8VSVUWFKBV6\nPdUR++CDUGMUoLVNH3ww88fH2GQqKtQ3Dp2O6jiG17ybC956S30+9fVR7T7GGGNsJpSXA6tWhaJH\ndDrgpptoaYNWTp8Ode4A6vC98476/sfmHS2yaB4RQtwCoAqAAHBeSumd8pGx2HQ64K67gOuuo7S4\neXmUdv7ttyNf29Iy88fH2GSEAO68E6irA/r7KZPrXAsHcbujr2lV1j0wxhhj000I4PbbgXXraJAx\nJ4fWr2spWjvR76cayxUV2n4WmzHX3METQnwqxlNLhRCQUr5wrfuelwYGgD17gKYmmonYsIFm2qZT\n+Do8vx+wWEKZCRUOB9US27+fZvTy8mi2JDt7eo+NzV1HjwJHjtB3paKCUicnJc38caSlXXvhcb+f\nvtNKqPLy5cCNN9JsthZMptjnE2OMMTZT9u4FfvtbGnQsLgYef1wdxTVVse5rfL+b16YSorljkh8N\nVnvOI4EA8LvfAZcvU8Ozvx94442ZnT3T6yNrful01Ml86SWgq4uOraUFeOGFUIkFtricOUMDEcPD\ngNdLRcdff322jypx+/eHOqluN3Va9+3Tbv86HbB+/dW3McYYY9Olvh74t3+jNeGBAHDlCvCP/wg4\nndp9xurVkVE0lZVUfoHNW9c8gyel/JyWBzKvtbVR5qFwUlJjeiYTR9TW0ozehQtUBHPlSuDSJboo\nhHO7aXt19cwdG5sbJibnASjscGho7q2Bm0y03+PMGW0LudbU0Pl0/jydTytW8Mw3Y4yxmfP225Ft\nOJeLZvXuvlubz0hOBh5+mJKfDQ1RAhctZwjZrNAiiyaTcraPIKS0VF0wOnzhLGNz6bs6FdF+j+n4\n3UpK6Icxxqao9Buvabq/K9/bpun+2CJmtwMbN872UTANaZFFkxUURI9VngszZFVVFFoWzmzmhbOL\nVbRRucLC+TV7B0Q/t+bC+cYYY4xp5bbbIttwFgutOWdsEtzB04JOB9x7Ly1+FYI6e1u2zI26Xunp\nwI4dVBNPCEqyct991Mlji8/KlXRjsFrpe1tZCdxzz2wfVeI2bQLWrqVkKEYj/Z1veIwxxhaSpUuB\np54KteGKioA//VOux8quajqyaALAws+i2dVFiUry8ynBSVoa8KlJ/5fMnrIy+mEMoPIEdXWzfRS0\nbnVggNa1JZrF02AAbr2VfhhjjLGF6tZbKceCUiZhNrJes3lnKmvwdkzynASwMDt4Hg9lpWxro8dW\nK82Q5eXN7nExNl9ICbz7LnDyJP1dr6fkKKtXz/aRMcYYY3PLe+8Bx4+H7pc33URRK4xNgrNoJurA\ngVDnDgBGR4Fdu6guiRCzd1yMzRcNDZStS+H30w2stHT+rQVkjDHGpsvly8CxY6HHfj+VOiov5/sl\nm5QmWTSFENsArABgUbZJKf+XFvuecxobI7cNDFBdMT7ZGLu6aOdQIEA1GjlRCmOMMUaamiK3SUnb\nV66c+eNh88aUk6wIIX4I4DMA/giAAHA/gIWbVzxaJ85goKxGjLGrizUQwovGGWOMsZBY90W+X7Kr\n0CKL5kYp5WMA+qWUfwPgBgBFGux3bqqri0xZW1tL2fwYY1e3YgXV3AmXnz83ss4yxhhjc0V1dWRn\nLi+PsrYzNgktQjRd4/8dFULkA+gFsHBTNhYWAp/5DK0h8ngozXxV1WwfFWPzR1IS8OCDtK6gv586\nd6tW8RpWxhhjLJzFQm1O5X6Zl0cJyfh+ya5Ciw7eq0KIVAD/G8ARUAbNH2uw37krJwe4887ZPgrG\n5i+7nevWMcYYY1fD90t2DbTo4P2jlNID4HkhxKugRCtuDfbLGGOMMcYYYywBWqzB+1D5i5TSI6Uc\nDN/GGGOMMcYYY2xmXPMMnhAiF0ABgCQhRA0ogyYApACwxvH+lQB+BMAPoB7A56WU8lqPZ04bGKB6\neTk5VKSSMXZ1Ph/Q2UkLzLkECWOMMRadzwd0dVE4J98vGaYWonkXgCcAFAL4ftj2IQDfjOP956WU\nGwFACPEzAHUAPp7C8cw9Ph/wxhtAfT09tlqBe+7hbIGMXU1DA/Dmm4DbTYvJly8H7rgjMoMtY4wx\ntphduUJtTeV+uWwZ5Yng++Wids3/+lLKn0spbwPwhJTytrCfT0opX4jj/d6whx4Azdd6LHPW0aOh\nzh1As3hvvEFFnRlj0Y2NhW5WABV1PXMGOHt2do+LMcYYm0u83sj75dmzwKlTs3tcbNZp0b3fL4T4\niRDi9wAghKgWQnwhnjcKIT4hhDgFIBtUXmFhuXIlcpvTCfT0zPihMDZvtLdTJ2+iy5dn/lgYY4yx\nuaqjI9S5Cxet/ckWFS06eD8DsAtA/vjjCwD+ezxvlFK+LKVcCaAVwPbw54QQTwkhDgkhDnV3d2tw\nmLPAZovcJgSFajLGoot23gCRxdEZY4yxxSzW/TLWdrZoaNHBy5RSPgcgAABSSh8occqkhBDmsIdD\nCBVMx/h+fiSlrJNS1mVlZWlwmLOgtjYyqcry5dxQZWwymZlAWZl6m8kErFkzO8fDGGOMzUXp6cCS\nJeptRiOwdu3sHA+bM7SogzcihMgAFTiHEGIDgME43rdVCPG18b9fBPCmBscyt+TmAg88ABw7Ruvv\nysqA1atn+6gYm/u2bQOOHwcaGymLZm0tkJY220fFGGOMzS1btwInTlBYZnIyUFMDZGTM9lGxWaZF\nB+9rAF4GUCGE2A8gC8DOq71JSvkSgJc0+Py5LScHuOuu2T4KxuYXgwFYt45+GGOMMRadwUCDoLW1\ns30kbA6ZcgdPSnlECHELgCpQLbzzEzJkMsYYY4wxxhibAVPu4AkhLAC+AuBGUJjmXiHED6WUUdL6\nMMYYY4wxxhibLlqEaP4CwDCAH4w/fgjA0wDu12DfjDHGGGOMMcbipEUHr0pKGZ7e7l0hxHEN9ssY\nY4wxxhhjLAFalEk4Op45EwAghFgPYL8G+2WMMcYYY4wxlgAtZvDWA3hMCNE0/rgYwFkhxEkAUkrJ\ndQEYY4wxxhhjbAZo0cHbqsE+GGOMMcYYY4xNkRZlEhq1OBDGGGOMMcYYY1OjxRo8xhhjjDHGGGNz\nAHfwGGOMMcYYY2yB4A4eY4wxxhhjjC0Q3MFjjDHGGGOMsQWCO3iMMcYYY4wxtkBoUSaBMcYYY4zN\noNJvvKbp/q58b5um+2OMzR6ewWOMMcYYY4yxBYI7eIwxxhhjjDG2QHAHjzHGGGOMMcYWCO7gMcYY\nY4wxxtgCwR08xhhjjDHGGFsguIPHGGOMMcYYYwsEd/AYY4wxxhhjbIHgDh5jjDHGGGOMLRDcwWOM\nMcYYY4yxBYI7eIwxxhhjjDG2QBhm+wAYY4wxtviUfuO12T4ExhhbkHgGjzHGGGOMMcYWiFnp4Akh\n1gshPhBC7BVC/H+zcQyMMcYYY4wxttDM1gxeI4DNUsqbAGQLIVbN0nEwxhhjjDHG2IIxK2vwpJQd\nYQ99APyzcRyMMcYYY4wxtpDM6ho8IcRqAJlSyjNRnntKCHFICHGou7t7Fo6OMcYYY4wxxuaXWevg\nCSHSAfwzgC9Ee15K+SMpZZ2Usi4rK2tmD44xxhhjjDHG5qHZSrJiAPBLAH82IVyTMcYYY4wxxtg1\nmq0ZvPsBXAfgH4QQ7wkhbpil42CMMcYYY4yxBWO2kqz8CsCvZuOzGWOMMcYYY2yh4kLnjDHGGGOM\nMbZAcAePMcYYY4wxxhaIWQnRXEza2104eLAPIyM+VFUlo7Y2DTqdiPv9gUAAv/pVMz74oBd2uwH3\n31+Iurr0aTxixthc0tQ0io8/7oPHE8CKFSlYsyZV9fzQkBcfftiL7m4PCguTsGFDBiwW/SwdbWxn\nzgzhxIkB6PUCtbVpqKiwz/YhMcbClH7jNU33d+V726b0/vPnh3Hs2ACEAGpqUlFZmZzQ+z0ePw4c\n6ENz8ygyM8244YYMOBxG1WtOnhzEqVODMBp1qKtLQ2mpbUrHzNhcwR28adTW5sJPf3oZPp8EAFy8\n6ERbmxuf+ER+3Pv4znfO4p13uoKPDx3qw3e+swo33JCh+fEyxuaWS5eceOaZJgQCdA25cGEYPT0e\n3H57DgDA5fLjxz++jKEhLwCgvt6Jc+eG8dRT5QkNJE23Dz/sxa5doYTJp08PYefOQqxc6ZjFo2KM\nzVWHDvXh1Vfbg4/PnBnCJz+Zj5qatLjeL6XEL37RiNZWFwC6Np4+PYgvfakCNhs1fd97rwvvvReq\ns3z69CAeeqgYS5cm1pFkbC7iEM1p9MEHvcHOneLYsQEMD3vjen9f3xj27FEXeff7JZ59tlGzY2SM\nzV379vUEO3eKgwf74PUGAADHjw8EO3eKjg43Ll50ztgxXo2UEvv29URs37s3chtjjAHA++9HXh+i\nXUdiuXRpJNi5UwwP+3Ds2AAAwOcL4MMPe1XPS5nYZzA2l/EM3jjTL6YhAAAgAElEQVSfL4D6eid8\nPonKSjvMZgpxunTJiUOH+lFebsV1100+a9bUNIoDB3pRUJCETZsyMTzshZQS/f1eeL0BpKWZYDLp\n4HT6kJxsnHRfANDb64HfLyO29/fH10FkjE0vKSUaGkYwMuJDRYU9ODIcrqvLjbY2N3JzLcjNtUQ8\nPzrqQ329E0lJelRU2FUzb8PDvojXj40F4Hb7YTTqgs8PD3sxMuJHSooBVqshYhBpeNiLhoYRJCcb\nUFZmgxDaz+7194+hsXEU6ekmFBdbg9v9fomRkcjfI96BLsbY4uN0+jA46MWePV0QQuDmm7NgNMY/\nJxHr+qIMiI2NBeDxBKK8T32tCgToGj86Gvsaz9hcxN9U0EzZz39+BYODdOJbLHp89rPFePHFVrzw\nQiukpE7W6tWp+P7318BgiLzI/Oxnl/H0043B0fbKymTcd18+nn++BU4nXTB0OoG6ujTk5EQ28qKp\nqLAhI8OM3l6PantNTWqMdzDGZorL5ccvfnEF7e1uAIDBIHDffQVYsSIUdvj737fj4MG+4OPa2jRV\niPb588P47W9bgjNy2dlmPP54abARsWSJHT096vM/J8cSHCCqqLDhP/6jAV1d7uDzxcVW1fq2Y8cG\n8PLLbcFrU1GRFY88UhwcxNLCBx/0YPfuToxfKlFZaceDDxZDrxcwGHQoK7Ph8uUR1XuWLOE1eIyx\n6BobnXj66VB4+smTg/iDPyiN+/3l5TRYNjECQlnHZ7UakJ+fhLY29Sxf+HVpdNSHX/yiER0doWv8\npz9diOXLU67lV2JsRnGIJoC33uoMdu4AwO3246c/vazq3AHAiRMDePHF1oj3d3S48ctfNqouJBcv\nDmP37k5VsgODQUCnE1Fn5aLR6XT4xjeq4HCYgtuWL0/BF79YkdDvxxjT3v79PcHOHQD4fBKvvtoe\n7Kw1N4+qOncAcORIPxoaKHzS75d45ZW24OsBoKvLg/ffD4Vl33prFsrKQov+U1ONuO++guBjjycA\ni0UXnJHT6QQsFj3Gxmifbrcfr7/erro2RTuuqRgc9OKtt7oQdqnExYtOHD8+EHy8Y0c+MjPNwccF\nBUnYsiVXs2NgjC0sL7+svm4FAhIvvNAW9/sdDiN27MiDyUTNXJ1OYNOmTFUH7t5785GWFmpflZRY\nsXlzdvDxvn09wc4dELrG+3yRM3+MzTWLdgbP75fQ66lR1NQ0GvH8yZOD8PsDEYkKTpwYxM6dRQgE\nAvD5AJNJh+PHB6J22k6fHsLGjZkYHvbA7ZbIyDBDpxPo7vYgPz8Jfr+ETgdVuJSUEoEAgsd23XUZ\neP75G/Dhh73IzDRi+fJrn70L/50ZY1MT7brhcvmD53f482NjfphM+uD7ysvt6O8fC87ux9qvxaLH\n44+XoqvLjbGxAPLzk1TXpOZm2ldhoRVDQ2NITTXBYNChqWkUOTkWdHS4g529qx17PFwuP5KS1DN/\nLS2jwYZYICCDx9fUNIraWkqIkJ5uwh/+YQXa2tzQ60XUUNV4zcR1jK+VjM2MaNcUgEI09XoRHGTX\n6YRqIF4xsc0UrqYmDcuXp+DKlREUFCRFLI3Jzrbgj/94CVpbXTCZdMjOVl+Xol0nR0Z86O0dizsS\ni7HZsug6eFeujOD3v+9AZ6cbmZlmbNmSg4wMU0RDq7AwCd3d7oj3FxZa8E//dB67d3dibCyAVasc\neOihoqifVViYhF27OnDx4jB8PiA93Yht23IhpcTTTzeiocEJq9WAG2/MxA03ZOCjj/rw/vvdcDp9\nKC21Yfv2PIyN+fHd757DqVNDsFj0uOuuHPzxHy+BThf/5OvZs0PYvbsTfX1jyMuz4O6781RrZBhj\nicvMNEc0AAwGgdRUakRkZJhw8uQAPvywD6OjPiQl6XH99Wn49KcLAQDJyQaYTLqIDlhGhhkTTWx4\nhL9WSSXuctHa3uuvT0dGBo1Kp6ebooYphc+mxeO73z2DZ55phtPpRUFBEv7u71bh1luzg8fgdPpw\n4cIwhoa8MJv1KCuzBY9BIYRAQUFSQp8brrGRrt0dHW5kZJhw5505WLZM21CpCxeG8eabnejp8SAn\nx4KtW3NVM6iMMW28/34X/sf/OIXm5lHY7UZ85jNF+Na3qoPPG40Cw8Ph10aJ1FR1RzBamyn82vbq\nq6342789h85OF1JSTHjyyTL80R9VqvYhhEBhYfT2UEaGGS0t6hBOo1EXUWqBsbloUYVojoz48Oyz\nTejspI5bT48Hv/51M9auTYXBEBr9EQJ44okyrFmjTseblWWB2x3AK6+0we32IxCQOH58AP/5n43Y\nuDFT9drUVBPS0004d25oPJOmRF/fGHbv7sJLL7Xh0iUnpKRj2rWrA6+91obXX28PdjSvXBnBs882\n4a/+6hROnhyElBIulw8vvtiKX/6yKe7fuavLjd/8pgV9fWMAgPZ2N555phEul/9a/hcyxsZt2pQR\nMfK8cWMmrFZl3Exi794ejI7SOe1y+bF/fx88HnpsNutx881ZqvebzTrcdJP6WjIZvZ7CPl2uULKV\njz7qCzZAUlKowxfObjdgw4b4a2k+/3wL/v3fG+B00uh5a6sLX/nKETiddE3JzDShq8sTTF7g8fjR\n2DiK7OzEOpGTGR314ZlnmoLhUr29Y3juuZaI9YlT0dc3hl//ujm4z85ON559tinqLCtj7Nq5XH78\n4R8eRXMzDZA5nV785CcNqgzhVmvkrJ7NFtp24cJw1DaTMuPX3e3C1752Ap2d1EEbGhrD979/Ae+8\n0xn3cd54Y2ZETdFo2xibixbVDN7Zs0MRo+V+v8TwsA9f+lIFjh0bgM8nsWqVAwUFSfj+99fgpZfa\ncPz4AIqLrdi5sxBf/erRiP2eOzeEZ59djw0bMnDkSD9ycsy4//5CPPDAASQnGzE2FkAgIGE0UgbN\nQ4f6UFysHhV+881OVSw4ADQ0OHHmzDAsFnU//J13uvDYY6Vx/c6nTg1FjN57PAGcOzcUdz0Zxlik\njAwzvvzlChw9OoCRER+WLk1Wre945pkmJCXpodeLYMifyaTDs882o66OMvLeeGMmCgqScPbsEJKS\n9KitTUtodPjtt7uQk2OB0+mD1xuA2ayDzWbAm2924KGHSgAAW7fmorzchosXnUhJMaCmJg12e/yX\n/ueea47YNjrqw29/24onnihDQ8MIysqssNv1GBjwIilJj9xcCy5edKKqSpsZtnPnhiOu3YGAxMmT\ng7jttuwY70rM6dODEaH2Xm8AZ88O4brr4u8QM8Ym97vftUTNcvmb37Tg4YfpuuX1SlgsAmNjdE6a\nTAIeT3hOhMGI9/f1jaG52YXiYiuefroJY2PqgWwpJZ55pgmbN+fEdZxZWWZ85SsVOHKkH6OjflRV\nJasSWDE2ly2qDp5OJ+B2+3Dy5BB6ejxISzNh9WoHdDqBzEwz7rhDfdJLCeTnJ8Hnk8jMNEGvF9Dr\nBTyeAIaHfZBSwmrVw26nBll//xgGB70wm3UYGfFDp6NFucpsn5Q0Qq/TAe3tLvT1jcFk0qGgIEk1\ngxg6XppNnChaFs/Yv3P07by+hLGpa2114b33ujA46IXT6UN5uTUYPm0w6CAEnfPhJqb6djp9GBnx\nIRCga8XEDl5bmwuHD/fD4wmgujoF1dWhTpNeL+DzBTA4OAa3OwCrVY+kJL3qM3y+AD7+uA+HDvUj\nLc2I/Pwk2O3qRkpj4wiOHh1AICCxenWqqqMa61qhXLN0OgEhBLKzLapQUi2vMbGKts/EZ8ylgvGM\nLQRGo4CUVKrA56NcBGazfkI7iAbGAuPjOn6/VOUr0OmozXXy5CBGR/3Iz7dg5UpHsM0Tq6RCoteM\nlBRjMBydsflkUXXwKirs2LWrE/39FFrU2elGc7ML/+2/LY14rTLSc+VKKLX38eODWLkyZbz4OI0k\njYz4UFxswz/8w3lV1ri9e3tQVZWsKpo5NhaA1WqBxWLAqVOh0aeODje++tUlOHFiUJWJrrIyBS4X\njSCH27o1vtEngEo77NvXoyq4brMZUFWVHPc+GGORTpwYwNe/fjyYBfPIkX6cPTuEb397BQDgc58r\nwTPPqEeRjUYdvvCF0uDj3bs7sX9/6Bpx7NgAnniiNLgm5PLlEfzyl43BmaVTp2jG6pZbKLTzllsy\n8fd/fzY4uzUy4oPL5ccdd4RCP7/1rVOqgr779/fi//2/tcHZtTNnhvCb3zQHrz0nTgxix458rFtH\nM/yPP16KDz/sVWUUdjhMeOABWntcVmZDWpopeF0FqFO0dq125VyWL0/Gm2/qMTqq/n+5apVjkncl\nZtUqB/bs6VbNFCYl6VUd6ulW+o3XNN3fle9t03R/jGnhU58qwJ/92UnVUhGvV6oyBEsZgDdsks/r\nBYQIXYMyMkx47bVQRsuODheGh334m7+h6+9jj5XgX//1UjB8HaDr0uc/XzpNvxVjc8uiWoO3d283\nLBY9LBY9dDoBs1mP5GQD3n23K+K1jY2jqs4dQAUyh4d9WL3agaQkA4xGHUpKbMjMNOHo0QHVa0dH\nfTh1agh5eRYYDDrodAJ2uwHZ2Wbo9QI5ObTdajWgsjIZer0OO3cWIifHAotFjxUrUvDZzxbju99d\nhU2baF1PZqYZn/tcGXbujJ7UJZr0dBMeeaQERUVWWCx6LFlix2OPlWhaA4uxxeiXv2xUlTgAgD17\nuoPrxIqL7fjBD2pQUmKDyaRHcbEN//RPa7B0KXUY3G4/Dh7sVb3f55PYvz+0be/e7oiwwQ8+6Anr\nVA6goMASvKZZrRQe+fHHdD26fNmJAwfUJRE8Hj+eeSa0jnfPnm7VwJKyTXHXXbn45jeXITvbApNJ\nj+XLU/Dzn18XzAqq1ws8+mgJli1LhsWiR35+Eh58sAh5edeeUGUis5myiVZU2GGx6FFcTLX8Joa1\nT0VKihGPPlqCkhK6VpaX2/DYYyVRM/wxxq5dT48X99yTg6wsag/ZbAZs2JCBrKxQBMDISGSeAGWd\nL0DXqLQ0I0wmal/ZbAa4XD7U11MZGofDhB//uA5LlthhMtF16TvfWYkNG+Jf48zYfLZgZvDOnx/C\n+fNOrFqVgrIyCi/y+2Ww5lR5uR0dHW6YzbqIFN2dnW4EAhKXL4/A75coK7NFTccLAN3dHtTWpgXT\nfwNAff2wKj24ord3DCUlNpSUhNbbud1+eDz+iEKZAwNjWLEiX1UkWfF3f7cq6rF0dLjR1zeGoqLI\n9L/hSktt+MIXymI+z5jWAgGJK1dG4PVKlJfbYobLzGc9PTRj5Xb74ffLYEego8MVvMbcdVcu7ror\ner03p9MHn0/C4/GjqWkUZrMeRUVJGBgIzYRFuw55PAG4XH4YjTp0dXngcJhUtTIBoK3NHfyvlBJ+\nP4V/Ggw0sBWenCTaZwwNeVWlAp58sgJPPhm7/mZ6ugkPPlgc83kt5ORY8OijJdP6GUVFVnzuc3yt\nZGw6DQ56kZ2dhM9+Vn0+h1/7AgEKwwwEaKmKEIAvLN9RT88YbDYDDAYdfD4Ji0UHvV6gtdUVLGa+\naVMm3nrr1pn4lRibcxZEB+9v/uZ0cBZOCIHt2/Pw+OOlePrpxmDjxeEwoq4ueshQdXUK/uVf6tHb\nSxcXm82AHTvyoqYXr6lJDTaeFCtXOtDR4YkofllTkxrMEqVITzejuNgWkTAgkYW7gYDE88+34PRp\nCt3U6QS2bs2NyJbH2GwYGvLiF79oDHYirFY9Hn64OGYq6vlqxYoU7N/fA4+HRpqFECgpsaG6Or6w\nwYwME7q73XjjjU74/XQ9SEkx4n/+zxXB15SX29Hbq56By8oyIyWFBnSuvz4du3Z1qJ4XQmDjRkri\nUlOTCq9Xoq3NFQyxtFj0+MxnQp2x8nIbzpxRh4GXltp4nS5jbFoUFVlhNOoiIiDC20Emk8DoKF2z\npKQfmy00ULh6tQO7d3cEwzyFEMjLs6C2VrvQcMbms3k/rP7ee12qEEspJV55pQ0//OEl1cj04KAX\nly+P4oEHioINFyEEtm7Nw8iIP9i5A2gdy5493bj77tzgol8hgHXr0oLhjgqbzYDPfrYEX/5yhWqW\nYt26dPzgBzWqOk0Wix5/+qdLsXNnoSrxQmWlHevXx985O3FiMNi5A6jD98YbHVGzUjE20956q1M1\nQzQ66scrr7TP4hFNj2XLUpCcHBoj0+sFqqrsMRMbTeT3S1y44FStbRsbC+DkydD63Ntuy1LVjrPb\nDbj33tA6ldtvz8Edd+QEkw/o9QIPPVQcHME2GHSorLSrogtSUoyoqgo1pO66KxdZWaGSBmlpJmzf\nnhffL8EYYwlKStLjE5/IV7WZVq50qNbt2u2RodEpKaHrbWVlcnCgC6DZvooKezB0nLHFbt7P4B0+\n3B91+0cf9anCKAHgypVR/PVfV+Pee/Nx+vQQqqpSUFxsxf/5P+cj3t/e7sbq1Q6sWJGC1lYXMjLM\nSE+nMKgvfKEMra0ueDx+FBdbYTDoUFRkxe23Z+Pw4X4UFiYFExj88IfrcOLEAHp6PNiwISNYI+vr\nX69CU9MokpMNyMmJXsQ4lolrAwHq5DU2jmLlSu2SDjB2La5cGY3Y1tnpxuioL6xG3PzX2enG9u35\nwd+tsNAaDJvMz7/6+rNLl5zwegMoKkqC2x0IZpK7cGE4+Bqr1YAnnywPXm9KSiJn1v7qr6rx6KMl\nuHBhGKtWpapC0NvaXCgttSE/PwktLaPj64AtqigEh8OIr3ylAs3NLgQCEsXFVs4cyRibVqtWOVBZ\naUdLiwupqUZVgXKfz4exMcBup9IIQigzeqEZv7Y2F+6+Ow9dXW44nT7k51MCu9ZWF5cyYAwLoIMX\nK+wrWgNL6aDl51uRnx96X1qaKaKYrd1OSVTMZhEcDQ8XPqoOUP2V119vx+XLI0hNNcLjCWD1ahqN\nUv4bzmTSqVKRJ0L5PeLdHo3XG8Du3Z04fnwAOp1AbW0aNm/O5rAsNmXp6SbVYniAwjQXWnHY9HQT\nmppGVQM0er2Iu45dXp4FOp1AZ6cHo6NUViUlxRgxMAVEXm8mmrjWV5GWZhpvHOlQXh663ky8Vggh\nUFw8uyG0hw/3Y+/ebgwP+1BZacfdd+clVBOQTT+ts3yyxU1J/DaRwWBAUpIOfX0IlknweoHU1NA9\nRLmGUXkW2iYENE28xNh8Nu9DNHfsyIvI1lZSYsOXv1yuqiEnBIU7RXPrrVkRHZtbb82KexQ7EJB4\n+ulG1Nc74fdL9PaO4Xe/a40606aFdesiiyEvW5Yc16yBYteuDnz0UV8wYcP+/T1Rs4kylqhbbol2\nPmUvuFmhTZsyI2rcrV+fDpstvnGzlBQTcnMtGBnxBROhDA15cf31kR28a+VwGIPlDhRWqx4bNmRo\n9hlaOH9+GK+80oaBAUrucu7cMH71q6arv5ExtiCVldlU5Z18PqmamYt2rV27NjWhgW7GFrJ5P4Nn\ntRrw7/9ei1/9qhkNDSNYutSOhx4qhtVqQEaGGcePD0JKibVrU2PO9lVU2PHkk+U4erQfPp/EqlUO\nlJZGjobH0tg4qqoBBdCC4GPHBhLaT7xsNgOeeqochw71o69vDKWl1qizhLFIKXH8+GDE9mPHBiKK\nvTOWqLIyG556qhxHjvTD65VYuTJFNXu0UGRlmfGlL1Xg0KF+jIz4UFWVHJEddzKDg14sXZoMIYCm\nplGYTDpUV6eowpC0sG1bHkpLbaivdyI52YC6uvQ5NzN29GhkqH1Hhxvt7S5Nyy0wxuYHm82Aigob\nOjpoPXdenkUV4p+aasIXv0jtoMFBLyoqbJrWxWRsvpt3HbzLl0dw6tQg9HqBmppU5OUlISXFhC9+\nMTKFd2GhNe7Mfbm5Ftx9t7aJBcQ0TljYbIZgsWPG5pqcHO3Pp7luYi25eFVWJqvCwLW+bgghsHKl\nY16uzxXTeRFljM2aQEDixInB4LKWurq0iHJPeXlJkw7wpKQYsXlz9nQfKmPz0rzq4B0+3I9XXmkL\nPj50qB8PP1x8zWvZtFJSYkVamkk1iycEVBmh5hIhBNasceDQIfWoeU3N3Dxexuai7m4PfvzjBng8\nNON27NgANm7MwJYt0eveTeRwGFFebkNDgzqUe65eN6ZTTU0azp0bVm3LzbVE1CxljC0Mv/tdqypj\n8OHD/XjqqfJgZsxNmzIjlo3cdBMXKWcsXvNmDZ6UMuJkDwQk9uzpnqUjCtHpBB59tARLltih1wtk\nZJhw330FUZMezBVK3TyzWYekJD02bcrErbfySBhj8aIaeOpwyoMH+zAy4ovxjkg7dxZi1SoHDAaB\n5GQDtmzJQU2Ndmvw5ouqqmTs2JGP1FQj9HqBZcuS8fDD01s4nTE2O7q7ParOHQA4nT58/HGo5udf\n/EUVNm/OhsVCCbruvDMXX/961UwfKmPz1qzN4Akh8gG8CqAagF1KOWmryOuVEZkuAcpeORekp5vw\nyCMls30YcTMYdLjnnjzcc8/iCqNjTCvRrj1+v8TgoDfuRCtWqwGf/nSh1oc2L61blxaREIYxtvBM\nzFmgCL+mWiwG/PVfr5ipQ2JswZnNGbw+ALcDOBDPi00mXdQskaWls5vamzG2OEVLoGSzGZCdbY7y\nasYYYwBQWJgEgyFyfe10JKVjbLGatQ6elNItpYxepTyG7dvzVCPjGRkm3HknZ31kjM28TZsyVLXj\nTCYdPvGJfBgM8ybynTHGZpzVasC2bXmqcjpLlyZHrQHKGLs28yrJSn5+Ev7kTyrR0DACg0GgtNS2\n4GprMcbmB7NZj89/vgxNTaMYGfGhrMy24Iq5M8bYdKipScPSpclobBxFaqoxoTq+jLGrm7MdPCHE\nUwCeAoDi4tBie4NBh6VLk2O9jTHGZlT4LB5jjLH42GwGVFfHXzuUMRY/Ia+1eJNWByDEewDumCzJ\nSmZmpiwtLZ2xY2Jsobly5Qr4HGLs2vE5xNjU8XnE2NQcPnxYSimvuhZkNrNoGgH8HsAaALuEEN+U\nUh6M9trS0lIcOnRoRo+PsYWkrq6OzyHGpoDPIcamjs8jxqZGCPH/s3fn0XFc94Hvvxd7Y18IEgQB\nEiC4k+IiguImkqIoyVpoy7G8Ko49sWeck5OXbfKScd55J5OMnye2M0nO8fjNSXxeMjOOHSfxItta\nLFuiRFmiKHFfxH3BvhAAse9A931/XHR1N6oaaABd3Q3g9+mDA3RVddUFUFW3btW9v9+5SJZzrYGn\nlNoN/C3gBc5orf8waN6fA78GdAFf0Vr/jVvlEAvbCCNc4ALNNJNOOhvZSCWVrm2vgw4ucYluuimk\nkG1sowAZGC7cc5Ob3OIWY4xRTjlb2UoqqVFbv0Zzlavc5S4+fFRQwRa2kIyMJxQikdznPhe5SDfd\nFFDANrZRSOG0n6uhhutcZ5hhSillO9tJR6L9CrGQufkErw54VGs9rJT6nlLqAa315aD5f6S1ft3F\n7YtF4AQnaKMNMI2993mfFFIopzzq2xpkkOMcZxzTm7iVVjrp5BmekcpSuOIOdzhH4GbdLW4xwgj7\n2Be1bVzhCh/wgfX+GtcYZ5yd7IzaNoQQczPEEMc5zhhjANzjHm/yJkc5OmX900QT7xPoHFVDDf30\nc4QjrpdZCBE/rsXz1lq3aq2HJ96OY57kBfu6Uup1pdR2t8ogFrY++qzGXbA73HFle3XUWY07v1FG\naaTRle0J4bQvN9DACCOubqOGGjTxHZ8thAiop95q3PmNMUY99VN+7i53bdPaaaeX3qiWTwiRWFxP\n2KSU2gos0VpfDZr8Ta31TuC3gf8e5nNfUkqdUUqdaW9vd7uYYh4KdwHq1oVpuPX68LmyPSFisW85\n7dc+fNLAEyKBhDsXTHeO8NrurUf2OSHE/OZqA08pVQh8C/hi8HStdefE91vhPqu1/rbWulprXV1c\nXOxmMcU8lUuu4/iDCipc2V455SRNOmSSSaaMMle2J8QqVtmmLWNZVLsEO21jFats+7oQIn7C1T/T\nDUdwqg/zJ15CiIXLtRpcKZUCfBf4Y61166R5uRPfl5DAufhE4tvPfkooQaFII40HeMC1ICs55LCf\n/eRg8jDmkccBDuBBErQKd6xnPRvYQCqpKBRllLGHPVHdxla2UkUVySSTRBIVVPAgD0Z1G0KIuckm\nm/3sJxeTNy6XXB7mYTKZOg9nBRVsZSvppKNQLGMZBzgQiyILIeLIzcbVJ4BdmLF2AH8KPK+1/l3g\nr5RSWzANzC+7WAaxwGWRxSM8ghcvSSShUK5ub8XEa5xxUuTehHBZEklsZztb2YpGuxLZMplkdrGL\nnex0bRtCiLmbbf2ziU1sZCM+fHJ8C7FIuHaFqrX+PvD9SZNPTsz7Lbe2KxanWFda0rgTsRSL7pLS\nJVOI+WE29Y9CSeNOiEVErlJFTAwzzGUu00472WSziU0sYcmc1zvOOFe4YuXBW896VrAiCiUWYu76\n6OMDPqCLLvLJZwtbrC5W0dJNN1e4Qg89FFHEFraQRVZUtyGEiI+3eIsLXMCHj01s4nEeX3A3Yyq+\n/HJU11f7tWeiuj4h5iNp4AnXaTTHOU433QD00ss97vEhPjTni92TnKSJJut9O+0c5CDLWT6n9Qox\nV2OM8QZvMMQQENjvn+bpqAVJGWSQYxyzwqf30ksbbTzN03K3Xoh57hjHeJM3rfdv8zZDDPFRPhrH\nUgkh5oOFdRtIJKQ22qzGnZ8Xr2N+npkYYCCkcQemMXmb23NarxDR0ECD1bjzG2GEOuqito1aam25\nsZyOCyHE/HOWs7ZpF7koKQ6EENOSBp5w3SijM5oeqckXttNNFyKWwu3f0dw/5RgQYuEaYcQ2bXzi\nJYQQU5EGnnBdCSWkkmqbPl3+nunkkefYxVPy0olEUEaZLaqrP9VBNLcxWTLJlFIatW0IIeJjDWts\n01aykjTS4lAaIcR8Ig084bpUUnmYh63AD6mkspWtcx4np1DsZ7+VsDWZZNZOvISIt2yy2cMeMsgA\nIJ10HuIh8siL2jaKKKKaauuCz4OHveyV3IxCLADP8iyVVPeYWUUAACAASURBVFo3ikop5RN8Is6l\nEkLMBxJkRcTEMpZxlKMMMkg66VFLM5BHHk/yJAMMkEaa45NCIeJlFasoo4xhhskgw5XAJ2tYQyWV\nDDOMB8+Ci7AnxGKVSSZf5Iv00osXLwUUxLtIQoh5Qhp4ImYUyrXw7RIWXiSqZJJd3z9jsQ0hRHxE\nO7WKEGLhkwaeiLoWWrjDHcYZp5xyVrPaNhbJr512bnKTUUZZwQrWsGZGTyB8+LjFLZpoIoMM1rGO\nJSyhm25ucIMBBljKUtaznmSSeYu3uM510khjD3vYzOZo/dquuMpVTnKSEUbYyEYOcUie0ExooIEa\nagCopHLOYzpn4yY3OcEJBhlkHes4xKGQ8TFDDHGDG3TSST75bGADmWRa80cZ5Yf8kKtcJYMMHuMx\n9rBnRmUYYIBrXKOXXoooYgMbopaGQQgxOxrNXe7SQAMppLCMZXTSyQADFFOMQtFGGx48LGEJbbRN\nWw8OMsh1rtNNNwUUsIENVnfsXnq5znX66bfqPH+Plvvc5yY3GWKIUkpZy1rX0qh48XKDG7TSSiaZ\nrGe9PHkUIg6kgSeiqpFGTnACjQaglVYGGGArW23LttHGm7xpLXuPe/TQwy52Rby905y2LvL923+I\nhzjLWSuSYBtttNNOBx1c5KK1bC21PMdzbGf7rH5Xt13kIj/kh9bfp5lm2mnnk3wyziWLv1vcCgkh\n3kwzD/Ig61gXszLc5Cbf5btWyPKWidfn+Bxgot0d4xj99ANmP2ykkad4yrrw+ibf5CY3rXX+T/4n\nXrzsZ39EZRhhhNd4jWGGrW0008yH+JDcCBAiji5yketcB8xx+kt+SRll5JLLGc7gw0cFFQwwQB11\nVFKJB0/YenCMMY5xjAEGAHOsN9HEkzxpnQeC67xWWnmMx7jPfY5xzDpPtdFGF13sZa8rv/e7vBuS\npqWBBh7ncWusvBAiNuQKQETVda5bDRK/m9x0DOt8gxu2Ze9y1zE0tJMhhqilNmSaDx8nOGELE99I\nI+c5HzJNoznBiYi2FQ/BDWW/K1xhkME4lShx+C+cppvmpnd4x5aP6ha36KADMPucv3HnN8gg9dQD\n5un1LW6FzNdoXuO1iMtQQ43VuPProYdmmiNehxAiusYYCzm2O+nEh4/73GeEEXrppZ9+hhiigw58\n+Oik01q+hhpbPVhPvdW48+unnwYauMMdW53XQYfVQ2byecppXdHQQ48tB6cXr+08J4RwnzTwRFRN\nTuwM4fP2OC2r0RE38IYZtjWAANtFNZiucE65wRK5seRUNi9eVyrm+WZyoybcNDc5/R80ml56pyyP\nf7/vostx/53JPhluG7H+WwghAsYZx4s35L3/e3BdGPw+uH7y4bPVg1Md6051KZhzzVzr2ZmQ85EQ\niUMaeCKqnPJvFVJohYqfbtmciVck8shzDCzh1E0vn3yWstQ2fTWrI9pWPDiVrYACiimOQ2kSi9O+\nE+vcb07pOLLIYiUrAVjOcsexp/5yVlHluP865b4Kx+l3Vqg5pyARQsyeB0/IuLNssgFTv3nwkDzx\nyiTTqu+C6z2netDpmPYf607ngWSSWcYyx3kePK50mSyiyHH8r+TlFCL2pIEnomorWymhxHqfS27Y\noBEb2BCSqDmLLPayN2xAlsmSSArJ+aVQlFPOAQ6wlrXWetJJZw97+CSfDKk0yynnaZ6e8e8YK0/x\nlNVYAFPpf5yPx7FEieNBHqSQQut9IYXsZGdMy/Aoj1JFlbWfZZLJczxnpQDJI48d7LDeJ5PMdrZb\n5U4mmc/z+ZCcdStYwfM8H3EZlrKULWyxAiakksoudklETSHibDe7rfomn3yqqGIZy0giiTWsoYoq\nkkmmmGKqqLLOC+HqwUIK2c5261hPIYUd7CCffMopZz3rrc/4g4ilk85a1rKKVdY8Dx72sc+VMbop\npLCXvVYjT6FYzWoqqYz6toQQU1Na27sIJZrq6mp95syZeBdDzEAffYwzTj750zbYBhhghBEKKIi4\ncRfMh49uukknPeTCdoghBhkkn3yrUvTho5ZaPHjmzVOOe9xjgAEqqJh1pVxdXc1CPIZ66EGj4zqA\nv512eullFasc8zuOMUYvveSQExJh08+Ll8tcJpfcWT9RHmGEfvrJJVdyQbpkoR5Dwj0aTRddpJJK\nDjkhdRKY81cGGWSSST/9jDI6bT04yih99DmeT5zqPD9/PZtPvusBmLx46aYbD56QqMHgfBxVfPnl\nqG6/9mvPRHV9QiQSpdRZrXX1dMtJFE3hiki7WYK5YzmXJw5JJIU8zfHzTLwmL5vI3TKdLGNZvIuQ\nsPLIi3cRKJ54hZNKKkUUhZ3vf7I3F+kTLyFE4lCokLppcp0UPM/fjXM6aaSFPZ841Xl+c61nZyKZ\n5CnPeUII90kDTyQc/1M2fx6dtaxdtF3OuunmNrcZY4wyyuKS602E10svt7nNCCOUUspKVs7qKfR8\n58XLXe7SRhs55LCWtWEvNIUQ0dFCC3XUkUwyq1kd00ZVAw000kgqqaxhjaRBECLBSANPJJxTnApJ\nf3CXuzzO4zN6KrgQtNPOcY5b0djqqGPLxEvEXzfdvM7rVhS8OurooCPmYwETwQlOhKRmqKGGJ3hC\nGnlCuOQmNznHOev9Xe5ygAMxCWhymctc4Yr1voYaDnOYJSxxfdtCiMhIkBWRUProo466kGmjjIYk\ng14srnI1JNQ2mFxvTukeROxd57ot/cdtbi+6kOD3uW/LuzfEEHe4E6cSCbGw+fCFNLDAjPe7ylXX\ntz3GmC3nqBcv17jm+raFEJGTBp5IKIMMzjk32ELhlGdtnHFGGY1DacRk4fLgLbZ9NVxeRsnXKIQ7\nvHgd89jF4pgbYcR24xGc888KIeJHGngioRRS6BgF0CmH3ULnFFwlm2xbVDIRH07/n3TSEyLwSywV\nU+wYlU+CAwnhjlRSHQOLxaKeDBesRY53IRKLNPBEQvHn8QoO8byCFTNK/rxQbGFLSCWeTjq72b0o\ng3gkovWsD7mgSiWVPeyxhSdf6Dx42MnOkN97FatCcjgKIaJrF7tCxrjmkTfnaLyRUCh2szskam8R\nRWxms+vbFkJEToKsiISzkpWUUEI77WSSSQEF8S5SXKSTzhM8QQcdjDFGMcWOedZEfKSSyqM8Sied\nDDNMMcWLNgddFVWUUUYHHWSTveieYgoRawUUcJSjtNFmJUyP1c2/pSzlw3yYdtpJJVWCqwiRgORq\nUSSkNNJYwYp4FyMhSOWZ2Jy6Si1G6aTLMStEDCWTzHKWx2XbKaTEbdtCiOlJA0/E1SCD1FDDKKOs\nYMWsxhDc4x5NNJFBBpVU4sHDCCPUUMMAAyxjGStYgULRQQcNNJBKKpVUTplfr5NO6qkniSQqqXQ1\nTYMPH4000k47OeRQSeWifRoUK9H4m7fQwiu8Qh997GQnBzgQMt+Ll3rq6aSTfPKpoGLGXTgHGKCG\nGsYYo5xyafALscAE14PLWc4oo9Z5aQlLaKQRHz7KKKOXXrroopBCVrLSOp+MMkottfTRx1KWUkZZ\nVJ/ojTFGLbX00ssSllBOuePYWyFEYpAGnoibHno4xjErKuQNbrCNbWxkY8Tr+GDi5XeDGzzMw7zH\ne1ZEsVvcoooq8sgLyRt0gxsc5rDjE5g66niP96yInje4wSEOuTaI/SQnaaDBen+b2zzO49LIc9Fc\n/+a3uc3f8rdW2oqrXOUa1/gSXwJMA/It3qKNNusz/nxRkTbyOunkDd6w0jHc4AbVVC/KMalCLEQ9\n9PA6r1vnkdd4jUwyWcIS+umnlVYqqUSheIVXKKLI6gJdQw2P8AhjjPE6r9NHH2DqvAoq2MOeqJRx\njDGOcYxuuq3111Nvu6ElhEgccvtFxM1VrtpC/l/hSsR53kYYseXeGWGE4xy3hYu+zW3OcjZk2hhj\njnmDNJqLXAxJ1+DFy2UuR1SumbrP/ZCGBkAvvdRQ48r2RHT+5j/hJ7Z99RznuM99wDzdC27cAXTQ\nQSONEW/jCldsufYuc9kxTLkQYv65ylXrPDLIIL300kYbXry00cYww3TRRR99DDJIK63WZ9too4UW\n7nLXatz51VJrNcjmymldTTTRTntU1i+EiD5p4Im46aXXNm2c8YjziA0w4Hih67/ADjbGmK0CnGkZ\nnJaNhnDr7aHHle2J6PzNnfYzHz7qqJtyG077YThO5RmZeAkh5r/g84T/uPbhY4wx633wMT/GGD58\n1md66HG9Dgm3frfqRCHE3EkDT8SN01iidNLJJjuiz+eSSxpptulllDmut4gi23Snaamkkk9+ROWN\nhiKKHMdKyFgr90Tjb+4UUCSFFNaxbsp1Oe1z4RRTbJuWRVZIeHQhxPwVfJ7w5zhNIYU00qz3mRMv\ngAwyQsa+LZl4TaZQUatDwq1H6ighEpc08ETcbGITueRa75NJpprqiMcnpZDCTnaGVHb55HOYwyFj\n5RSKbWxjL3tD1p1NNg/wgOO6H+TBkLFYHjxsY1vEv9tM5JLLJjaFTCulVPKIuSgaf/NP8amQ/Veh\neJInrRsUxRRTRVXIZyqooISSiLexhS0hgYD8x4jkQhRiYQiuB9NJp4QSSikliSSWscwac5dFFktY\nQiml1merqGIpS23nFYXiAR6YMojYTJRTbruhtYlNkg5FiASmtNbTLxVn1dXV+syZM/EuhnCBDx8t\ntDDKKCWUzOrJxBBDtNBCOuksZzlJJKHR3OOeFUXTf9E9wgjNNJNKKstZPmVjcpRRmmm2QlG7nYOu\nl14rclq0g7lUV1cjx5DdXP/mo4zyFm/RQw972ev4VK+TTrroooCCWaVU8OKlmWbGGaeU0pAEwyJ2\n5BgSbplcD44xZp2XCimkmWZ8+CillH76w55P2mijjz6KKQ65+RQt7bRbUTRn27hzOo4qvvxyNIpn\nqf3aM1FdnxCJRCl1VmtdPd1yEkVTxFUSSXPOneXBw2pWh0xTKMcnJemkU0llROtNI40KKuZUtpnI\nnXiJ2Jnr3zyNNB7n8SmXKZx4zVYyyZRTPuvPCyES2+R60IMn5LwU3LNgqvPJ0omXW4onXkKIxOda\nA08ptRv4W8ALnNFa/2HQvFLgu0AG8Gda69fdKocwdwebaaaHHooomlEXsXi5wx1ucINccqmmmgwy\n4l2kuBhllHrqGWOMFayYsjEyxhgNNDDMMKWUOo4jnE/uc5973COTTMopn3H+uEi00UY77eSSSyml\nM95GNP7mPfTQRBPppFNOueO40vmgnXbaaCObbMooc+X/JUQim1zXevBYPUZKKaWNNgYZtLpeJhqN\nppVWK2+nv0eMk156aaSRNNJYycp5e94SYqFy8wleHfCo1npYKfU9pdQDWmt/nPkvA/83cAl4CZAG\nnku8eG25uKKZH8cNL/ES7/Ge9f4kJ/ktfmvRPd3qpZc3eINhhgG4xCV2s9vxqeIggxzjmJUe4jKX\n2cEOK+DHfDM5v+E1rvEoj0a1e+JpTnOHO9b7JSzhER6JuCtuNP7md7nLaU5bKTk+4AOOcCTiQEOJ\n4jznucEN630hhRzmsORxFIvG5Lq2m24GGGAFKxhnnEYaWc5y6xy2mc1hx4DHy7u8G5I+poQSDnLQ\n1siroYZTnLKdt3LIiWl5hRDhuRZkRWvdqrUenng7DiHx7LcCJ7XW/UCfUkrOCi5poMGWi6uWWjro\niFOJptZFF6c4FTKthx7e5M04lSh+rnDFatyBubt6nvOOqSGucS0k959Gc4lLEecUTCSDDHKFKyHT\neujhFreito1uukMad2By1PlTHERirn/zcca5wIWQfItDDNl+90TXSy83uRkyrZNO7nI3TiUSIvaC\n61r/k7AuuhhkkE466ac/pC6+ytWIUwLFQhttttygrbTSRFPINC9e23lrmOF5d94SYqFzPYqmUmor\nsERrHZxROlkHorv0AAVul2Ox6qJrRtPjrZHGkBw/fve4F4fSxJfT/2iEkZBG31TLjjM+o5xriaKb\n7pCLh+Dp0RJu/++kc07rmMnffIABRhm1TY/m7xkLsfh/CZHogs8HY4wxzjhgbtr4z9lDDFnLaHRC\nHSPhzn2Tz3ODDDrm4UzUawohFitXG3hKqULgW8AXJ80KfgSRC/aznFLqS0qpM0qpM+3t7S6WcmEr\nCNN2Djc93sooc+zzv4xlcShNfDn9j9JJdxyP6LRsCinzsstMPvmOaQCiOaYw3P4/k2Aoc/2bZ5Hl\nOG5lvo2djMX/S4hEF3w+SCXV6urtwWOds4OjRCtUQh0j4c59k89zmWQ6dpVP1GsKIRYr1xp4SqkU\nTCCVP9Zat06afUkptVcplQXkaq17J39ea/1trXW11rq6uFiiNs1WOeW2qFoVVCRsgtICCniIh0Km\n5ZHHYQ7HqUTxs5nNIY05hWIHOxyDV2xkY0jOI4ViK1vn5RioTDLZzOaQaXnksZa1UdtGPvm2HHVL\nWMIqVkW8jrn+zVNIYTvbQxpHHjy23z3R5ZJrG3dYSKEtsq0QC1lwXeuP4lxAAZlkUkgh2WSH1MWb\n2GQlL08ES1lqi9ZbQoktynUyybbzVgYZ8+68JcRC52aQlU8Au4CvK6UA/hR4Xmv9u8A3gO8AHuA/\nu1iGRS+ZZB7hkXkVRfMoR9nIxkUfRTOXXJ7m6YiiaGaSyZM8uWCiaG5hC8tZ7moUzV3sYhWrZh1F\nMxp/89WsZglLaKSRdNJZycp52SjfwQ7KKece9ySKpliUnOraLLJopHHeRNHcx76QKJqllDo+na+k\nkiKKaKKJNNLmdfRfIRYq1xp4WuvvA9+fNPnkxLxG4FG3ti1CJZFE2cRrvqiaeC12aaSxhjURLZtK\n6oJ6alI08XLTXPNGReNvnksum9g0p3UkgiUTLyEWK6e6diMbrZ9jmVd1NhSK5ROv6UjeViESmyQ6\nX8QGGeQiF1EotrPd9adkvfTSTjs55FgX1V68tNLKKKOUUBIyRmEh6KKLTjrJI08ufmdogAFaaSWT\nTEoocbyTPBUvXt7hHdpoYyc7HRtiTvukEELMVgcd1hO8JJK4xCXSSWcb20Kecg0wwD3u4cEzq/Pb\nTPjw0UorwwxTQklCdQ0VQrhDGniL1G1u88/8sxXF73Ve53N8jpWsdGV7V7nKZS5b0faWsYxd7OJX\n/IpezBDMZJLZwx7bOID56ixnQ0L7r2IVe9jjakW+UNzkJuc5b+0vS1jCIQ5F3H2xjz7+K/+V+9wH\nzP59gAN8ls9ay1zmckho71JK2c9+6VoohJgxHz5OctJKNdBKK/XUW42pYxzji3yRYoq5wx3OcMY6\nvxVSyCM84ko3xxFGeJM3rYidChU2n6oQYuFwPU2CSEwv8VJIiPZhhnmZl13Z1gADIY07MGkPjnPc\natyBeeJyhjOOed7mmw46bHnb6qijmeY4lWj+GGbYlmepgw5b3rqp/JgfW407MCHJ3+ZtK91GL71c\n5WrIZ5pppp76OZZeCLEYNdFkNe58+LjFLfrpt/Ji9tPPq7zKKKMhN6/ApCiYnEsyWm5wIyQdg0Zz\nlrPzMkeqECJy0sBbhMYZd0x07lauufvcd8yT1UijbdoII/TT70o5YilcIvngRodw1kmnYy7EcH9T\nJ04JyzWaD/gACL9PzmQbQgjhF3zuGGLIakAFN6RaaKGbbitHXrjPR1M79jRTY4yF3FwVQiw80sBb\nhFJIcRwc7VbUxXADsZ0CaKSQsiDGB+SR5zhdBqVPL5dcx26sM/nbFWNPraJQVFI55brC/d+EEGIq\nweeUdNKtrt4pQSNhCiggh5w5n99mWy6/ZJLJJtuV7QkhEoM08BapwxwOqWSSSOJRlwKb5pNv6++f\nQ47jmIPNbJ6XYeInK6HElpy9kMIFM77QTdlk2yKHZpI5ozx4H+WjtoA961hnBVoposj2v8gl12oA\nCiHETKxilZXsO4UUVrKStIkXmIi7RziCBw/rWR/yWadp0bKRjbbE5BvY4JisXAixcEiQlUVqF7tY\nylLOcpYkktjFLltC02jazW5WsII22sghhwoqSCONJ3mSGmoYZZQVrFgwkQwVioMcpJ56K6fQKlZJ\nAI8I7WQnJZTQSitZZFFJ5YwuSJaznD/jz3iJl+ikky1s4XEeD1lmL3spp9yKollJ5YK4uSCEiL0U\nUjjCEWqppYce9rKXEUa4zGXSSGM3u636bTvbWcYyWmjBg4dKKl2LYp1NtlXP+vN1JnouXCHE3EkD\nbxFbNfGKBYWifOIVLJNMNrM5JmWItWSSqZx4iZlbMfGarSKK+DyfDzs/iSRWTryEEGKuUkix9T5Y\nxzrHZSPNNxcNHjwLItemECJy0kVT2Az0tnDvzkkGelusaRpNG2200jrrKJe99HKOc1aksamMMkoT\nTXTRNe2yY4zRTHPMApj0008TTQwyGJPtLVYjjNBEU0gEuJnqppsmmhhhZFaf9+KlhRbaaHMMygJw\njnMc4xh99M1qG+NjQ9yreZ/OlivTLyyEiLuh/g7u3TlJX3cjPnzcm3hNDg7lP3900BH2/OFkmGGa\naKKX3inr3qnOT7GuF4UQiUWe4IkQd0/8E4NnfgVa064UmdUHWbb/YxznuHUBm0kmhzg0o4AUb/EW\nb/CGVUGtYQ2f5bMhA9D96qnnfd63lp0qP1kLLbzLu1aksqUs5QAHXOtqd4EL3OAGGo1CsZnNbGGL\nK9tazOqo4xSnrH1gBSvYx76Iu7h68XKSk1ak1mSS2cWuGeV+6qSTt3mbIYYAM5b0EIessX199PE1\nvmZFqfsRP+I5nuMIRyLeRnvDee69/A8wPAxA6/IVrPno/0laek7E6xBCxE7N6R/Qf/KXKJ9mXHlp\n3FpE/+FqALLI4hCHyCWXDjp4m7etm0uFFHKQg9N2xbzJTS5wAR8+Rhmln34KKECh8ODhEIfIJ992\nfsojj0d4BA+emNeLQojEI0/whKWr9RqDp98CPXEnUGsGT7/FqZafhjydGGSQM5yJfL10cYxjIXcf\nb3ObU5yyLTvGGKc5HbJsM83c5rZtWS9e3uf9kDDUbbRxnesRl20m/Ov23yn1h92P5CmjiNwooyGN\nOzA5pu5yN+J13OVuSBoOL15Oczok9+N0TnPaungC8zTwIhet99/n+yEhyMcZ5wVeYJjhiNbv841z\n75ffsRp3AL6WJupP/SjiMgohYqevs46BE79A+Uwd0K/7yLx4E1Vr0rIMMMA5zgFwilMhPQc66bTS\ntIQzwADnOW89CbzHPZpptlIaDDFk1b1nOBNyfuqhhwtciHm9KIRITNLAE5ae+suO07sdprfTHnFX\nzZvcdMxr5pS4upNOxwSsbbTZpvXS63gx7VY+v3DrdWt7i9V97jvuWzP5OzvtL168EeeaGmXUseEe\nXIYaahw/F+mF1EB3E/TZu3WONNyK6PNCiNjqagitC/03jFIbWq1pbbQxyKBjnrnpzmGTu1r6c8IG\n54btoINhhumk0/Hzsa4XhRCJKaIGnlKqQCm1WSm1WikljcIFKi3XnjvMTF9im+bBE3F3Oad8d+Cc\ndy+TTMccQU658Tx4SHLYhbPIiqhcMxVuvW5tb7GKxt95rutIIcUxamfw5526KCtUxIET0rMKIdne\nRTk5tyCizwshYit9Uh3prwO9uYHzQhZZpJHm2B1yuvPP5Pn+dQSnE/LgIZXUsOenTDJjWi8KIRJT\n2MaaUipPKfV/KaUuA+8Bfw/8G1CnlPqBUupwrAopYmPZmn2oJaEVmFpSzJa1H7U1umYy7mwNa2yR\nCj14eJiHbcvmkGOL7JlGmmOOoAwybBHLUkhhIxsjLttMrGSlLWlsIYWuppdYjHLJte0D6aSHjUbn\nZC1rbRdAK1kZ8bjRJJJsUef8Yy79jnLUdpNjAxts+Q/DSUvPIfPB/SHTdEoKy6qfiejzQojYWlqx\ni6TlgfN9FlmM5mUyvsHk6FQotrDFsR5yOqfY1s/SkPPHUpaSSqqVXw9M3ZtMsi36tEKxiU2kk27L\nGZpCChvYMLNfVggxrymtnSM7KaVeA74DvKi17p40byfwG8BlrfU/uF3I6upqfeZM5GO+xOyNjvTR\ndOlVRtoaSF9azoqtT5KWnkMHHdzlLhrNKlbNOI/OKKOc4AQ11FiDzQspdFzWh49aamml1UpwHe7u\no0ZTTz3NNJNOOmtYY2uERdMII9zmNt10U0QRVVTNi4Hr1dXVzKdjaCb7QDgDDHCLWwwyyDKWUUml\n453tqTTTTD31JJNMFVW2ffYmN3mFVxhkkC1s4RmemXGuw5Zbb9N7+xxJGZksfeAIeUtWz+jzIjbm\n2zEk3DE2OkDTB79kuKWGtKLlpG/bRaPHRKqspDIkl2sTTdRTTyqpVFEV0lALx4uXO9yhnXZyyaWA\nApppdqx7W2ihjjqSSWY1q63eMrGuF2fC6Tiq+PLLUd1G7dfkJplYuJRSZ7XW1dMuF66Bl0ikgSfE\n3MjFqRBzI8eQEHMnDTwh5ibSBl5EaRKUUluBiuDltdY/nnXpFoA++hhjzApfLOLI54P2dvB4IDcx\n7lKKufPipZtuMsm0UhMkpN5eGBqC4mJIkiHKQsxXgwwyzDB55M34SbxlaAh6eqCwENLSpl9eCCFc\nMG0DTyn1j8BW4ApYoRA1sCgbeGOMcZKTNNMMQDbZPMzDjgFDRAy0tMDLL0N/PygFa9bAk09C8iwr\nZ5EQWmjhPd5jhBEUitWspprqxLqZ4vXCL34Bt26Z1CLZ2fD001BaGu+SCSFmwIePU5yijjo0Gg8e\n9rI3pLtlRN57D06fNueGtDQ4dAg2b57+c0IIEWWR3G7eo7Wu1lp/Xmv9mxNfX3C9ZAnqKletxh2Y\n8MXv8V4cS7SI+Xzw85+bxh2Yi+xbt+DcufiWS8zJGGO8y7tWDimN5g53qKU2vgWb7Px5uHkzkDey\nv9/sjz57ShAhROK6zW1qqbVSFAwxxLu8G3EqIAAaG00DzzvxmdFROHbMPOEXQogYi6SBd1IpNXXo\np0UkuHHn1003AwzEoTSL3P37zpVnjT0/mZg/Ouhw6Tah3gAAIABJREFUzIXodOzFldN+1tcHHZHl\n2hNCJAanc8sww465MMNyOh/4fFBbO/uCCSHELEUyBu9/Yxp5rcAIoACttd7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tqDBjvoUQ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/jkkzo8Hnu36qKLSkhNTaxrjJ9+Wsdrrx3iyJFWiooyuOiikpj1wGhvb+fmm9fx9tuVeL0+\nRo7M4Ve/ms6ECQPwen28/PJB1q+vxeezd20vvXRoxEl2lFJKqa5oA68XrVt3hLffPhx4vmtXA08+\n+Rnf/OboqLdx992bqKhoAGwy3GXLDlBUlMFNN42M6v2HDjXz9NN7A/mVKitbeOKJPdxxxylkZ+vX\nr5Sb9cXve9euBl566UDg+f79Tfzxj3Yf0TbQli07wKZNRwHw+WDt2iNkZHhYuDDiJMpxUV3dwl//\nujeQc7CqqoU//WkPt99+Cnl5aT3e/r33fsJrrx0MPN+5s56vfnUNK1eez5tvHmbt2iOB1zZtOooI\nLF5c1uP9KtXfxDp1QMWPL4nZtvpbWoP+9nkTSWJdPk0yGzceDVt28GAzhw83R/X+3bsbAo27YMuX\nR582YvPmOjrmVW9t9bFlS3iOPqWUu/TF7ztSOVZf72XnzvCyKZL2dsPmzeF53iJtN542b64LNO78\nvF4TMZ/pyXjrrcNhy/bta2LDhtqIx+KTT8LjUUoppaKhDbxe1NnV7WiveqelScRpstPSov/aOkuS\nm2hdo5RS3dcXv+/U1M72Ed0U/iKR40y0Mqinn7MrKSnhn1dEyMz0RNyHJjhXSil1shKrhk0yM2eG\nT3M9alQOhYXRjcErLc1m0qTw2fMuvjj6bk1Tpw4IaxDm5qYyblxe1NtQSiWmvvh9T59egMcT2tgo\nKsqIepyfxyOcdlr47JAzZiRWGoDJkweQkRF6LLOzU2I2g+kVVwwLWzZ2bC5jx+Yzc2Z4vsPTThsY\ndtyVUkqpaOggrF40dmweixeXsXJlFQ0NXsaOzWPBguJubeNHP5rEL36xjTVrjpCTk8Jll5Vy+eXR\nj8soKEjnhhtG8NZbhzl8uIWysiwWLCgmPV3b9kq5XV/8vocOzeKaa4azfHklNTWtjByZwwUXFHer\n8bFwYQkZGSls2FCLxyPMmDEw4fL55eWlccMN5bz55iEOHWph2LAszj9/SMwmOrnjjrE0NXl56ql9\nNDW1M316Ab/85VQA5swZhIgdm+jzGaZMKWDevMEx2a9SSqn+R0zHARwJaObMmWbNmjXxDkMp15o5\ncyb6G1Lq5OlvSKmei/Q7SvSJOHSSFRUvkf72RGStMWZmV+/V2zhKKaWUUkoplSSStotme7vhrbcO\ns26dnXp62rQCzj+/mIMHm3nttYPs39/MkCEZXHBBca/mhHv88Qqee24/9fVtTJ5cwJ13jqOkJLPX\n9qdUvBljePfdKtasqaGtzTBpUj4LF5Zot+BesmNHPW++eZjKStut8MILi0Ny1NXVtfHKKwfZvr2e\nvLxUzj57MNOmhY+J64mqqhZeeeUgu3c3MnBgGvPnD2HChNiMXXObjRuPsnx5JUePtlFQkMamTUfZ\nsaOe/Pw0pkwZQH5+Gk1N7Ywfn8/nP19CVpbmulNKKRVbSXvG9eabh1i5sorGxnYaG9tZtaqaZcsO\nsHTpbnbvbqStzce+fTafU21ta6/E8MIL+3nkkV3U1LTQ2upj7doa/v3fN/bKvpRKFO+/X83bbx/m\n2DEvzc3trFlzhJde2h/vsJJSdbXNe7d/fxNtbT4qKhpYunQ3LS3tgXWeeGIPn3xSR2urj+rqVp57\nbh/btsUujUJ7u2Hp0t1s315PW5uPw4db+MtfPmPfvqaY7cMtKioaeOaZvVRVtdDW5uOhh3bwxhuH\naGmx380jj+xi7dojtLT4WL++lqee2hvvkJVSSiWhpG3grVtXG7bs9dcP0dzcHrKsrc3Hpk3hOZpi\n4eWXD4Qt27WrPqYnV0olmo8+Cv/tbdpkGxgqtjZuPEp7e+g46sbGdv7xD1vG7N/fxMGD4Xk3I5WP\nJ2vnznqOHm0LWWYMrF8fu324xbp1tYG8hAcONHHsWBttbT5aWnzU13sB2LatPrD+jh311NW1RdqU\nUkopddKStoEXae6YzpLG9tZEM51tVpPXqmTmhombkkVnh9q/vC++iq5i6E86/9s3Qd9J6Dr98Tgp\npZTqXUnbwJs6dUDYsgULhoSNA0pNFSZNCl83Fi64IDwlwvDh2Ywb1z/Hpqj+IdL4rgkT8nQMXi+Y\nPHlAWELszMwUxo+3efBKSzMZMiQj7H1Tp8ZuDN6oUTnk5YUO5xaJXAYnu+C//eLiDHJz00hN9ZCR\nkUJurj1GY8bkBtYZOTKHAQPS+jxOpZRSyS1pz7guuKCYWbMKSU/3kJ7uYdasQr7whVKuu24Ew4Zl\nIQLFxZlcffVwBg6MLvF4dy1eXMY114wgLy8Nj0eYMqWA+++f3Cv7UipRzJlTxNlnF5GVlUJqqjBt\nWgFf/GJpvMNKSkVFGVx11ecYMiQDESgry+K664YHcreJCNdcM5xTTslFBPLz07jkkqExTYSemurh\n+utHUF6egwgUFqZzxRVllJVlx2wfbjFqVC6XXVZKQUEaKSkeliwp55xzikhJEcrKsrn22hFMmzaQ\nlBRh4sR8rrwy+pymSimlVLT6bR48Ywwi0Sfq7Smfz4fHk7TtaZXg4pXDq69/Z/1ZV8e6L76LZP6+\nu/sbCj4WHcv/ZD5OSp2I5sFL7M+qEovmwTsJfV25auNO9Ud6Ett3ujrWffFd6Pd9XPCx6Fj+63FS\nSinVm5IiD96GDbX85jc72bu3ifLyHL75zVGdjnPbsqWOhx7aSUVFA2VlWXzta6OYMqWAxx6r4NVX\nD9LWZpgzZxC33DKGAwea+NWvtrNtWz3FxZncdFM5Z5wxiPXra1m9uobm5nYmTsxn3rzBfPppHTff\nvJadOxvIz0/j5ptHcccd43jwwe0sXbqb+vp2pk8fwE9/OoW8vHTeeusw27bVk5ubyty5RYwbl8f2\n7fWsWGHzJ40encv55w/B54MHHtjGmjVHyMlJ4bLLhrF4cRm7dzewfHklNTWtjBiRw/nnDyE/P/qx\nHD6fYdWqatavr8XjEaZPL+CMMwr1xEOpboj0+x48+HgOuk8/rePhh21587nPZfP1r48KGfO7Z08j\nl1/+Htu3N5CW5uHSS0t49NEzQvbx8ce1rF5dTWurL1DepKYebzA88cRu7r//U6qrWyktzeInP5nC\neecdH/9bU9PKf//3NjZsOMqAAWlcffXnuPDCksDrxhg++KCGjz6qxeczTJkygDlzivB4jpcF771X\nyWOP7aaqqoXx4/O47bYxlJYe74JZV9fGW28dpqKigcLCdM45Z3C384tu2XKMlSurOHbMy5gxuZx3\n3hBX5IhrbvbywAPbWb26hszMFEQMH3xwhLq6NoYMyaCysoWamjbS04Xhw7NobLSzapaUZFBT00p1\ndSt5eWlccUUpEycW0N5uv4O5c0O/A6WUUiparu+iefBgMzfe+EFI+oPc3DSeeGIW+fmhY+vq6lq5\n5poPqK8/Pi11ZmYKF15YzPPPh+bpOuecwWzaVEdNTUtgWVqah9tvP4U1a46ErDtxYg533rmZo0eP\n59MTEb785TL+9reDIeuOGZPL9deXs2tXQ9C6dszgG28cDplhs6wsi82b6wLJ2v2+9rVR7NrVgNd7\nfN2iogxuuWV01CcEb7xxiPfeqwpZdsEFxcyZUxTV+5W7xKuLZjJ7/PEKvv/9TSHLxozJ5Y03zgWg\ntraVa69dTUODN/B6VlYqjz12OkOGZAIwcuRLHDgQmsbgpptG8uCDMwCbauDZZ/eFvD5tWgGLFg0D\n4P33q7j00vdCUiVkZqawadNCiooyne19yK5dx6fmFxHuu29S4Le+cmUVr79+KGQfc+cWsWCBbSRu\n2nSU229fF7KPkpJMnnjiDDweDz6f4de/3kFV1fGyMiVF+MY3RgU+Z1cqKhp47LGKkBkly8tzuPHG\n8qje3xc6+w195zsbWL26GrD10fbt9YGx30eP2u8+JQXanSoqLQ0yMjzU19u0IRkZgs9nZ9NctGgo\np55qJ2qZM6co4kRdSrmZdtFM7M+qEku/7qL5wgv7w3Lb1de3sWxZeA66l18+FNK4A2hubucPf9gT\ntu6LLx6gqir0xKutzcfjj1eErbt06WdhydKNMfzpT5+FrbtlyzFWrarqsC48++y+sPQJn3xSFzhx\nCPaHP+wOadwBVFW1hDQaT8QYE9ZIBfjgg5qo3q+Ugj/+cXfYsu3b6/n4Y/vbWrbsQEjjDqCpycuL\nL9qLSStWHObgwZawbTz33PEGXaTf5IYNRwNl3s9+tjUsD15zczs/+ckWwDbOght3YH//wfv48MPw\nfXz4YU1gOv9nntkbto+DB5t57z1bNlVUNIQ07sAmP+9Orj27v9BlFRUNVFaGH59EUlvbGnL89u+3\ndUZbm6G5+fh37wtKAdnWBi0txz9se7vB5zMYY1i16vi21qyp0ZQjSimlTorrG3hNTe0Rlzc2hi9v\nbPRGWJOICZjb2nwhlfKJ9tfSEjmBc8dGGNjGXEtL+Daam8O34a/4o91fdxJJt7WFr6uJqJWKXqTf\nLEBtrb2I1FnZ5F9eV9cW8QQ+uNyI9Dv1+UygwdXZPo4ds2Vdxwbm8diPvy9y+Xc8b1tnn9O/7c7K\nje6VR5EbMoleJjU3+0LK6OPfpzlhfrvOGm5e7/HP29ZmItZBSimlVFdc38BbuLA4rFtiSoqEjDHx\nu+CC4pCxKwAej3D++YPD1j3rrEHk5IQPUbz44vDp3i+9tJSMjPCxImecURi2rLg4g9NOC18+f354\nDCNG5DB6dPh05pG67WRlpTB6dG7Y8khE7BTdHfVWPkClkpG/C2OwQYMyOPfcIQAsXFgSlqPO45HA\n7/eSS4aRmxs+bnbmzIGBx6eeGv6bHDkyJ1A2XX/9iLBxsykpwq23jgZgxoyBEdPA+GOEyL/7iRPz\nA+XqggVDwl7Pzk5l3jxbZo0alRtxrNypp0af7zPSuoWF6ZSWRtfFM15KSjIZM+Z4GT1okD3WqalC\nevrx7yX4K0pJgcxMT9BzCbwe/F1MmJAX9vejlFJKRcP1DbwJE/K59dYxDBhgK9aBA9P59rfHRczB\nVFaWzZ13jguc8OTlpXHrrWP48Y+nMHv2IKeitY2f++6bxD33TKCoyCYJzslJZcmSkXzjG6OYNauQ\n1FRb8Y4cmcNXvlLOL385NRBDaqqHiy4q4dVXz+aCC0pIS7OHubQ0iwcfnMGXvzyc0lI7EUN6uodz\nzhnMFVeUcd55QwL5q0pKMrnmmuHcf/8kRo2yDbe0NA8LFhTzne+M46KLSsjOtusOHpzBl788vFuJ\npC++eCjjx+chYk86J08eoOM9lOqG7353XITf92mB14cPz+Zb3xobKG8GDEjnttvGhEwAtXTp6YFE\n1x6PMGFCPi+8MDvw+ty5RcycOTBQ3owalcPllw8LvH711cO54YYRpKfbsiAnJ5W77hofGMeVmurh\nvvsmBcrDjIwUFi2yEzX5LVhQzOTJA/B4bENj/Pg8LrlkaOD1884r5rrrRpCVZRuVJSWZ/OAHE8nO\nts/T0z1cc81wBg+2ZWV2dgoXXVQSKLeiMXVqAfPmDSYj4/ixvPrqz7li0qd7753I2LG2kTdmTB7j\nxuWRnZ1KSkoKBQWppKfb45qaCtnZHgYMsDnyBg5MJSfHft6MjBRmzChg3rwhiMC4cXlceqnmjlRK\nKXVyXD/Jip/X66OmppWiovQuUxL4fD6qqlopLEwPuaNXX+/F6/VRUJAetm5BQXpIA6qtzYfXa8Ku\nXG/eXMuIEbnk5qYGbbeVmppWhg8PPeFpbPSSnu4JicHrtTOsdbx7WFPTSmamJ3BSBbYLZ3Nze8Q7\njdFqbm5HhIh3IFXy0ElWek9nv2+/zsqbYJs2HWXQoDSGDo2cHLyz8savudnLjh31jBuXS2pq5PKg\nqqqZ3NxUMjMjv97S0o4xBC4yddTa6qO2tvWEE6c0NHjJzEw56TtPXq+P1lZfSDmXKLr6DQWX0fX1\nXnbvrg80tN9/v5KRI7MoKcmlqqqZ2lo7U2hbWxsff1zH2LH5DBiQ1uV3oJTb6SQrif1ZVWLpySQr\niVeLnqTUVE/UM7Z5PJHXDW6UdbVuWpqHtAhZCfwVeuh208nNDe8mFekkJjXVE/EksLAw/P0pKdKj\nxh3oiYRSPdXZ79uvszIkWFfdozsrb/wyM1Mjlj3B/LNqdqarizzp6V1/jp6WR52Vf24QXEbn5oZ+\nH7NnH++CX1SUSZEzWXFaWhqnnz4o8JpeaFNKKRULrmrgGWP46KNaNmyoJTXVw4wZAyOOJYuVxkYv\nK1ZUsWdPI0VFGcydW8TgwRm8+eYhnn56L01NPmbPHsSSJeXdOilpa/OxalU127YdIy8vjdmzBzF8\neOQr90qpxLVyZRVPPvkZdXVtzJw5kK9+dWTIHbK9exv57W93sXNnPSNG5PDVr45kxIju5YdTVn29\nlxUrKtm7t4khQzI4++zBES989YXq6hbee6+Kw4dbKCvL4uyzB0e8QNjW5mPlyiq2b68nLy+Nw4eb\neeGF/TQ2epk9exA//OFkV+T6U0op5S6uauC9804ly5dXBp7v2FHPokXDmDbtxFeuT4bPZ3jssd0c\nOmSnvd63r4ktW44xdmwuDzywPTAL2q5d9ezf38S9954a9baffnov//jHMedZE1u3HmPJkpEMG5Z1\nwvcppRLH++9Xc889mwKzKFZUNLBrVyM/+9lUwDZIbrttHUeO2BQqe/Y08vHHtSxdOiukG7jqmtfr\n4/e/30V1tT2W+/Y1sXVrPbfcMrrHdw27q77ey+9+tyswU/O+fU1s317PLbeMCeua+te/7mXrVlvW\nb9hwgLffriQnJ4XUVOGpp/ZSUdHIU0+d1afxK6WUSn6uaeD5fIa//z08J9z771f3SgNv586GQOPO\nr7m5nd/9blfYFNcrVlRSW9sa1UlbTU1rUOPOam83rF5dzRVXlHXyLqVUovnLXz4LS2Py0UdH2LOn\nkeHDs/nb3w4EGnd+x4618cIL+7nhhvI+jNT9tmw5Fmjc+TU0eNmw4SizZw/q5F29Y/362rA0PNXV\nrWzdeowJE/KDlrUEGncA69bVYoyhtdVHaqq9a7d27RH27KnvdPymUir+dNycciPXDHZobzcRcyJ1\nlueppzrLmVdfH768vd1QVxddHJ1tt6Ehcj4rpVRi8ueaC2aMobbWNkT8+fA6OnIk8nLVuUh5TaH3\nyv8TiTaWjuv5c/11zJsXKdm9Ukop1frbvRwAABTHSURBVBOuaeClpXkYOTJ87Mr48eF54mJh9Ojc\nwNTkwc46qyhs2bBhWVGPoSstzSI/P3y2hN76HEqp3jFrVng+y8LCDCZNsndx5s8fHHGa/0g5L9WJ\nnXJKbli+U4hPuTluXPg+PR4JpErwKy3NIi/veCeZYcPsBDX+tBpg/15mzerbO5BKKaWSn2saeACX\nXTYsZJzamDG5EZMNx0JOTiqLF5cFxnekpXmYP38I99wzgdNOGxg4cSspyeTuuydGvV2PR/jSl8oo\nKDie+2rGjIHMmDGwi3cqpRLJkiXlnHVWUaDhMWhQBnffPSGQpuWUU/KcSVdsd7yMjBS+8pVypkyJ\nfZfyZFdQkM6iRaWBCUnS0z1ceGFJxHynvW348GwWLiwOpM3Jzk7h8suHhV24S0kRvvSlzwXK+gUL\nihk7Ni8wU+bAgRn8/OdT+zZ4pZRS/YIr8+BVV7eQmuoJJAjuTe3thqqqFgYMSAtJKbB/fyPHjnlD\nkhZ3hzGGysoWcnJS+3ySANX/aB683nPwYDNHjrQyblxuxBycjY1edu5soLw8J+JMiyp6Xq+P6upW\nCgrS+jylQMffUEtLO7W1bQwa1Hl+Qwgv67duraOyspUzzxxISorOoKn6FzfmwVMqXvpdHrxBgzL6\nbF8pKUJxcXjup9LSnl05FpGo8/YppRJXSUkmJSWd/5azs1O7zHOnopOa6olYHsdDRkYKxcVdN9A6\nlvVjx+YzdmxvRqaUUqq/c8UdPBGpBHbHO45uKAKq4h1EL9HP5k6nAR91WOaWz+uGON0QI7gjzkSN\nMdJvKJ4S9TjFkx6TcIl2TBLtd+SXaMcpEjfECO6I0w0xQuQ4RxhjuhzM74oGntuIyJpobp+6kX62\n5OGWz+uGON0QI7gjTjfEmAj0OIXTYxJOj0l03HCc3BAjuCNON8QIPYvTVZOsKKWUUkoppZTqnDbw\nlFJKKaWUUipJaAOvdzwc7wB6kX625OGWz+uGON0QI7gjTjfEmAj0OIXTYxJOj0l03HCc3BAjuCNO\nN8QIPYhTx+AppZRSSimlVJLQO3hKKaWUUkoplSS0gaeUUkoppZRSSUIbeDEkIpNE5GoROT3escSC\niAx1/hcRWSQi/+58vtR4xxYLIvJFEelZxnqllOoDInKqiIzvsOyMeMWTiETk1njHEE/JXmcrpaKn\nY/B6SEReMcZ8XkTuAM4HlgFzgH3GmLviG13PiMhbxpjzROS/gCbgLWAaMNMY86X4RtdzIrIf2A0c\nAp4FXjDGHIlvVL1LRHKAgUCtMaY+3vEopbomIj8DigEvMAhYYoyp9JfR8Y0uPkRkBeA/gRHn/1OB\nTcaYc+ITVXwle52tVE/1p3MgvarTc+nO/5cD840xPuAhEXkvjjHFis/5/1RjzALn8Wsi8na8Aoqx\nLcaY+SIyErgCeFZEWoDnjTG/jnNsMSUi5wH3AHXOv3wRyQPuN8a8EdfggojIHcaYX4rIVOAB7Alc\nKnCXMWZFfKOzRGQScB+Qj+0FYYBa4D+MMRviGVswEbnaGPNnERkO/AwoAY5gj+Un8Y3OcsuxTAAz\njTHzAERkCvBXEbkzzjHF27PAFOBRY8w7ACLysjHmorhGFV/JXmfHhBvKRnBH+eiiY5nw50CxPv/R\nO3g9JCIHgdeA84BTjDFNzvKTzj6fKETkemAekAKkAcuxFWqzMcb1Jxci8rYxZn6HZcXAZcYYt0yh\nGxXngsNCY0xj0LIc4DVjzJz4RRYq6Ar0a8AtxpjtIlKEbXQnRJzOnYMvGWMOBC0rBZ40xpwdv8hC\nBR3L54H/Z4xZKSLjgIf9jYV4c8uxjDcRWYm9gNjqPB8I/AHb8CuOa3BxJCLpwFeBc4AngJv7cwMv\n2evsWHFD2QjuKB9ddCwT/hwo1uc/egev5/xjIO7Bdp9BRHKd565mjFkqIm8CF2K7B6UCvzXGrI9v\nZDHz444LjDGHcE9+lO5oASYDq4OWTQaa4xNOpwqdK22FxpjtAMaYKhFJtCtR0sXzRJAlIqOAImPM\nSgBjzBYRSbSx1244lvH2v4EC4DCAMeaIiHwR+Ke4RhVnToP31yLyMHA9kCx100npB3V2rLilbITE\nLx/dcizdcA4U0/MfbeD1kDFmd4Rl9cDLcQgn5owx+4HfxzuO3mCMeTXeMfSh64C7ROTH2K4e7cAG\n4Ia4RhXuWeBs4EURKTDG1DrdKDbFOa5g3wT+x7mL4u82Uw3cEteowv0De6FpS4djmUjjTN1yLOPK\nGPNBhGXtwJ/jEE7CMcZ4SdJ6qruSuc6OITeUjeCO8tEtx9IN50AxPf/RLppKKaWUUkoplSQS7Raq\nUqoPObOtJTw3xCki/x7vGKLhhjjdEKNSKrm4pdxxQ5xuiBFcc25xUjFqA6+fEpFzReSlaJfHYH+L\nRGRi0PN3RKTLSWhEZGgs4hGRwSLySk+342YSIY8WdmKChNJJnH+KSzCdEJEZIjJERFJE5DIRWUgC\ndotyS5zBxOYy+12841AnT0RudCaD6Gq9R0XkymiXxyCu7wY9LheRqLo+icgdItLjrlwi8r9E5Kae\nbkf1nFM23ioidzvfy0zcU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import mglearn\n", "%matplotlib inline\n", "\n", "# create dataframe from data in X_train\n", "# label the columns using the strings in iris_dataset.feature_names\n", "iris_dataframe = pd.DataFrame(X_train, columns=iris_dataset.feature_names)\n", "\n", "# create a scatter matrix from the dataframe, color by y_train\n", "pd.plotting.scatter_matrix(\n", " iris_dataframe, \n", " c=y_train, \n", " figsize=(15, 15), \n", " marker='o',\n", " cmap=mglearn.cm3\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1.7.4 첫 번째 머신러닝 모델: k-최근접 이웃 알고리즘 " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", " metric_params=None, n_jobs=1, n_neighbors=1, p=2,\n", " weights='uniform')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.neighbors import KNeighborsClassifier\n", "knn = KNeighborsClassifier(n_neighbors=1)\n", "knn.fit(X_train, y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1.7.5 예측하기 " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_new.shape: (1, 4)\n" ] } ], "source": [ "import numpy as np\n", "\n", "X_new = np.array([[5, 2.9, 1, 0.2]])\n", "print(\"X_new.shape: {}\".format(X_new.shape))" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Prediction: [0]\n", "Predicted target name: ['setosa']\n" ] } ], "source": [ "prediction = knn.predict(X_new)\n", "print(\"Prediction: {}\".format(prediction))\n", "print(\"Predicted target name: {}\".format(\n", " iris_dataset['target_names'][prediction]\n", "))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1.7.6 모델 평가하기" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test set predictions:\n", " [2 1 0 2 0 2 0 1 1 1 2 1 1 1 1 0 1 1 0 0 2 1 0 0 2 0 0 1 1 0 2 1 0 2 2 1 0\n", " 2]\n" ] } ], "source": [ "y_pred = knn.predict(X_test)\n", "print(\"Test set predictions:\\n {}\".format(y_pred))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test set score: 0.97\n", "Test set score: 0.97\n" ] } ], "source": [ "print(\"Test set score: {:.2f}\".format(np.mean(y_pred == y_test)))\n", "print(\"Test set score: {:.2f}\".format(knn.score(X_test, y_test)))" ] } ], "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": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }