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{"nbformat_minor": 0, "cells": [{"execution_count": 11, "cell_type": "code", "source": "%pylab inline\nfrom sklearn.datasets import load_iris\nimport pandas as pd\nimport numpy as np\nimport pylab as pl\nfrom rep.utils import train_test_split\nfrom sklearn.metrics import roc_auc_score", "outputs": [{"output_type": "stream", "name": "stdout", "text": "Populating the interactive namespace from numpy and matplotlib\n"}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 12, "cell_type": "code", "source": "iris = load_iris()\nprint(iris.DESCR)", "outputs": [{"output_type": "stream", "name": "stdout", "text": "Iris Plants Database\n\nNotes\n-----\nData 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 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 :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\nThis is a copy of UCI ML iris datasets.\nhttp://archive.ics.uci.edu/ml/datasets/Iris\n\nThe famous Iris database, first used by Sir R.A Fisher\n\nThis is perhaps the best known database to be found in the\npattern recognition literature. Fisher's paper is a classic in the field and\nis referenced frequently to this day. (See Duda & Hart, for example.) The\ndata set contains 3 classes of 50 instances each, where each class refers to a\ntype of iris plant. One class is linearly separable from the other 2; the\nlatter are NOT linearly separable from each other.\n\nReferences\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"}], "metadata": {"collapsed": false, "trusted": true}}, {"source": "\u0422\u0430\u043a, \u0443 \u043d\u0430\u0441 \u0435\u0441\u0442\u044c \u0438\u0440\u0438\u0441\u043e\u0432\u044b\u0439 \u0434\u0430\u0442\u0430\u0441\u0435\u0442, \u0434\u0430\u0432\u0430\u0439\u0442\u0435 \u0440\u0430\u0434\u0438 \u043e\u0431\u0449\u0435\u0433\u043e \u0431\u043b\u0430\u0433\u0430 \u0434\u043b\u044f \u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u043a\u043e\u043d\u0432\u0435\u0440\u0442\u0438\u043c \u0435\u0433\u043e \u0432 \u043f\u0430\u043d\u0434\u044b.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 13, "cell_type": "code", "source": "df = pd.DataFrame(iris.data, columns=['SepLen', 'SepWid', 'PetLen', 'PetWid'])\ndf['Class'] = iris.target\ndf", "outputs": [{"execution_count": 13, "output_type": "execute_result", "data": {"text/plain": " SepLen SepWid PetLen PetWid Class\n0 5.1 3.5 1.4 0.2 0\n1 4.9 3.0 1.4 0.2 0\n2 4.7 3.2 1.3 0.2 0\n3 4.6 3.1 1.5 0.2 0\n4 5.0 3.6 1.4 0.2 0\n5 5.4 3.9 1.7 0.4 0\n6 4.6 3.4 1.4 0.3 0\n7 5.0 3.4 1.5 0.2 0\n8 4.4 2.9 1.4 0.2 0\n9 4.9 3.1 1.5 0.1 0\n10 5.4 3.7 1.5 0.2 0\n11 4.8 3.4 1.6 0.2 0\n12 4.8 3.0 1.4 0.1 0\n13 4.3 3.0 1.1 0.1 0\n14 5.8 4.0 1.2 0.2 0\n15 5.7 4.4 1.5 0.4 0\n16 5.4 3.9 1.3 0.4 0\n17 5.1 3.5 1.4 0.3 0\n18 5.7 3.8 1.7 0.3 0\n19 5.1 3.8 1.5 0.3 0\n20 5.4 3.4 1.7 0.2 0\n21 5.1 3.7 1.5 0.4 0\n22 4.6 3.6 1.0 0.2 0\n23 5.1 3.3 1.7 0.5 0\n24 4.8 3.4 1.9 0.2 0\n25 5.0 3.0 1.6 0.2 0\n26 5.0 3.4 1.6 0.4 0\n27 5.2 3.5 1.5 0.2 0\n28 5.2 3.4 1.4 0.2 0\n29 4.7 3.2 1.6 0.2 0\n.. ... ... ... ... ...\n120 6.9 3.2 5.7 2.3 2\n121 5.6 2.8 4.9 2.0 2\n122 7.7 2.8 6.7 2.0 2\n123 6.3 2.7 4.9 1.8 2\n124 6.7 3.3 5.7 2.1 2\n125 7.2 3.2 6.0 1.8 2\n126 6.2 2.8 4.8 1.8 2\n127 6.1 3.0 4.9 1.8 2\n128 6.4 2.8 5.6 2.1 2\n129 7.2 3.0 5.8 1.6 2\n130 7.4 2.8 6.1 1.9 2\n131 7.9 3.8 6.4 2.0 2\n132 6.4 2.8 5.6 2.2 2\n133 6.3 2.8 5.1 1.5 2\n134 6.1 2.6 5.6 1.4 2\n135 7.7 3.0 6.1 2.3 2\n136 6.3 3.4 5.6 2.4 2\n137 6.4 3.1 5.5 1.8 2\n138 6.0 3.0 4.8 1.8 2\n139 6.9 3.1 5.4 2.1 2\n140 6.7 3.1 5.6 2.4 2\n141 6.9 3.1 5.1 2.3 2\n142 5.8 2.7 5.1 1.9 2\n143 6.8 3.2 5.9 2.3 2\n144 6.7 3.3 5.7 2.5 2\n145 6.7 3.0 5.2 2.3 2\n146 6.3 2.5 5.0 1.9 2\n147 6.5 3.0 5.2 2.0 2\n148 6.2 3.4 5.4 2.3 2\n149 5.9 3.0 5.1 1.8 2\n\n[150 rows x 5 columns]", "text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>SepLen</th>\n <th>SepWid</th>\n <th>PetLen</th>\n <th>PetWid</th>\n <th>Class</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0 </th>\n <td> 5.1</td>\n <td> 3.5</td>\n <td> 1.4</td>\n <td> 0.2</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>1 </th>\n <td> 4.9</td>\n <td> 3.0</td>\n <td> 1.4</td>\n <td> 0.2</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>2 </th>\n <td> 4.7</td>\n <td> 3.2</td>\n <td> 1.3</td>\n <td> 0.2</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>3 </th>\n <td> 4.6</td>\n <td> 3.1</td>\n <td> 1.5</td>\n <td> 0.2</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>4 </th>\n <td> 5.0</td>\n <td> 3.6</td>\n <td> 1.4</td>\n <td> 0.2</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>5 </th>\n <td> 5.4</td>\n <td> 3.9</td>\n <td> 1.7</td>\n <td> 0.4</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>6 </th>\n <td> 4.6</td>\n <td> 3.4</td>\n <td> 1.4</td>\n <td> 0.3</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>7 </th>\n <td> 5.0</td>\n <td> 3.4</td>\n <td> 1.5</td>\n <td> 0.2</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>8 </th>\n <td> 4.4</td>\n <td> 2.9</td>\n <td> 1.4</td>\n <td> 0.2</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>9 </th>\n <td> 4.9</td>\n <td> 3.1</td>\n <td> 1.5</td>\n <td> 0.1</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>10 </th>\n <td> 5.4</td>\n <td> 3.7</td>\n <td> 1.5</td>\n <td> 0.2</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>11 </th>\n <td> 4.8</td>\n <td> 3.4</td>\n <td> 1.6</td>\n <td> 0.2</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>12 </th>\n <td> 4.8</td>\n <td> 3.0</td>\n <td> 1.4</td>\n <td> 0.1</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>13 </th>\n <td> 4.3</td>\n <td> 3.0</td>\n <td> 1.1</td>\n <td> 0.1</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>14 </th>\n <td> 5.8</td>\n <td> 4.0</td>\n <td> 1.2</td>\n <td> 0.2</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>15 </th>\n <td> 5.7</td>\n <td> 4.4</td>\n <td> 1.5</td>\n <td> 0.4</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>16 </th>\n <td> 5.4</td>\n <td> 3.9</td>\n <td> 1.3</td>\n <td> 0.4</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>17 </th>\n <td> 5.1</td>\n <td> 3.5</td>\n <td> 1.4</td>\n <td> 0.3</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>18 </th>\n <td> 5.7</td>\n <td> 3.8</td>\n <td> 1.7</td>\n <td> 0.3</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>19 </th>\n <td> 5.1</td>\n <td> 3.8</td>\n <td> 1.5</td>\n <td> 0.3</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>20 </th>\n <td> 5.4</td>\n <td> 3.4</td>\n <td> 1.7</td>\n <td> 0.2</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>21 </th>\n <td> 5.1</td>\n <td> 3.7</td>\n <td> 1.5</td>\n <td> 0.4</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>22 </th>\n <td> 4.6</td>\n <td> 3.6</td>\n <td> 1.0</td>\n <td> 0.2</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>23 </th>\n <td> 5.1</td>\n <td> 3.3</td>\n <td> 1.7</td>\n <td> 0.5</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>24 </th>\n <td> 4.8</td>\n <td> 3.4</td>\n <td> 1.9</td>\n <td> 0.2</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>25 </th>\n <td> 5.0</td>\n <td> 3.0</td>\n <td> 1.6</td>\n <td> 0.2</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>26 </th>\n <td> 5.0</td>\n <td> 3.4</td>\n <td> 1.6</td>\n <td> 0.4</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>27 </th>\n <td> 5.2</td>\n <td> 3.5</td>\n <td> 1.5</td>\n <td> 0.2</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>28 </th>\n <td> 5.2</td>\n <td> 3.4</td>\n <td> 1.4</td>\n <td> 0.2</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>29 </th>\n <td> 4.7</td>\n <td> 3.2</td>\n <td> 1.6</td>\n <td> 0.2</td>\n <td> 0</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>120</th>\n <td> 6.9</td>\n <td> 3.2</td>\n <td> 5.7</td>\n <td> 2.3</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>121</th>\n <td> 5.6</td>\n <td> 2.8</td>\n <td> 4.9</td>\n <td> 2.0</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>122</th>\n <td> 7.7</td>\n <td> 2.8</td>\n <td> 6.7</td>\n <td> 2.0</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>123</th>\n <td> 6.3</td>\n <td> 2.7</td>\n <td> 4.9</td>\n <td> 1.8</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>124</th>\n <td> 6.7</td>\n <td> 3.3</td>\n <td> 5.7</td>\n <td> 2.1</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>125</th>\n <td> 7.2</td>\n <td> 3.2</td>\n <td> 6.0</td>\n <td> 1.8</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>126</th>\n <td> 6.2</td>\n <td> 2.8</td>\n <td> 4.8</td>\n <td> 1.8</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>127</th>\n <td> 6.1</td>\n <td> 3.0</td>\n <td> 4.9</td>\n <td> 1.8</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>128</th>\n <td> 6.4</td>\n <td> 2.8</td>\n <td> 5.6</td>\n <td> 2.1</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>129</th>\n <td> 7.2</td>\n <td> 3.0</td>\n <td> 5.8</td>\n <td> 1.6</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>130</th>\n <td> 7.4</td>\n <td> 2.8</td>\n <td> 6.1</td>\n <td> 1.9</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>131</th>\n <td> 7.9</td>\n <td> 3.8</td>\n <td> 6.4</td>\n <td> 2.0</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>132</th>\n <td> 6.4</td>\n <td> 2.8</td>\n <td> 5.6</td>\n <td> 2.2</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>133</th>\n <td> 6.3</td>\n <td> 2.8</td>\n <td> 5.1</td>\n <td> 1.5</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>134</th>\n <td> 6.1</td>\n <td> 2.6</td>\n <td> 5.6</td>\n <td> 1.4</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>135</th>\n <td> 7.7</td>\n <td> 3.0</td>\n <td> 6.1</td>\n <td> 2.3</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>136</th>\n <td> 6.3</td>\n <td> 3.4</td>\n <td> 5.6</td>\n <td> 2.4</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>137</th>\n <td> 6.4</td>\n <td> 3.1</td>\n <td> 5.5</td>\n <td> 1.8</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>138</th>\n <td> 6.0</td>\n <td> 3.0</td>\n <td> 4.8</td>\n <td> 1.8</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>139</th>\n <td> 6.9</td>\n <td> 3.1</td>\n <td> 5.4</td>\n <td> 2.1</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>140</th>\n <td> 6.7</td>\n <td> 3.1</td>\n <td> 5.6</td>\n <td> 2.4</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>141</th>\n <td> 6.9</td>\n <td> 3.1</td>\n <td> 5.1</td>\n <td> 2.3</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>142</th>\n <td> 5.8</td>\n <td> 2.7</td>\n <td> 5.1</td>\n <td> 1.9</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>143</th>\n <td> 6.8</td>\n <td> 3.2</td>\n <td> 5.9</td>\n <td> 2.3</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>144</th>\n <td> 6.7</td>\n <td> 3.3</td>\n <td> 5.7</td>\n <td> 2.5</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>145</th>\n <td> 6.7</td>\n <td> 3.0</td>\n <td> 5.2</td>\n <td> 2.3</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>146</th>\n <td> 6.3</td>\n <td> 2.5</td>\n <td> 5.0</td>\n <td> 1.9</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>147</th>\n <td> 6.5</td>\n <td> 3.0</td>\n <td> 5.2</td>\n <td> 2.0</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>148</th>\n <td> 6.2</td>\n <td> 3.4</td>\n <td> 5.4</td>\n <td> 2.3</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>149</th>\n <td> 5.9</td>\n <td> 3.0</td>\n <td> 5.1</td>\n <td> 1.8</td>\n <td> 2</td>\n </tr>\n </tbody>\n</table>\n<p>150 rows \u00d7 5 columns</p>\n</div>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"source": "\u0414\u0430\u0432\u0430\u0439\u0442\u0435 \u0441\u0434\u0435\u043b\u0430\u0435\u043c \u0447\u0442\u043e-\u043d\u0438\u0431\u0443\u0434\u044c \u043d\u0435\u0442\u0440\u0438\u0432\u0438\u0430\u043b\u044c\u043d\u043e\u0435. \u042f \u0442\u0443\u0442 \u043d\u0435\u0434\u0430\u0432\u043d\u043e \u043d\u0430\u0442\u043a\u043d\u0443\u043b\u0441\u044f \u043d\u0430 \u0437\u0430\u0431\u0430\u0432\u043d\u044b\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b\u0445 \u0432\u0435\u0441\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u0440\u0430\u0441\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u043e\u0431\u044a\u0435\u043a\u0442\u0430\u043c \u043d\u0430 \u043f\u043b\u043e\u0441\u043a\u043e\u0441\u0442\u0438, \u043f\u043e\u0447\u0435\u043c\u0443 \u0431\u044b \u0438 \u043d\u0435 \u043f\u043e\u043f\u0440\u043e\u0431\u043e\u0432\u0430\u0442\u044c. \u0428\u0442\u0443\u043a\u0430 \u043d\u0438\u0436\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u043d\u0430 \u0432\u0445\u043e\u0434 \u043f\u0430\u043d\u0434\u043e\u0432\u044b\u0439 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0438\u0439 \u0434\u0430\u0442\u0430\u0444\u0440\u0435\u0439\u043c, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u0438 \u0440\u0430\u0437\u043c\u0435\u0440\u043d\u043e\u0441\u0442\u0438, \u0432 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0431\u0443\u0434\u0435\u043c \u0441\u0442\u0440\u043e\u0438\u0442\u044c \u043c\u0435\u0448 \u0432\u0435\u0441\u043e\u0432. (\u0418\u0431\u043e \u043c\u043d\u0435 \u043e\u0447\u0435\u043d\u044c \u043d\u0435 \u0445\u043e\u0447\u0435\u0442\u0441\u044f \u0434\u0435\u043b\u0430\u0442\u044c \u044d\u0442\u043e \u0434\u043b\u044f \u0440\u0430\u0437\u043c\u0435\u0440\u043d\u043e\u0441\u0442\u0438 \u0431\u043e\u043b\u044c\u0448\u0435 2-\u0443\u0445. \u0414\u0430 \u0438 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u0442\u044c \u043e\u043d\u043e \u0431\u0443\u0434\u0435\u0442, \u043c\u044f\u0433\u043a\u043e \u0433\u043e\u0432\u043e\u0440\u044f, \u0432\u044b\u0440\u0432\u0438\u0433\u043b\u0430\u0437\u043d\u043e \u0434\u0430\u0436\u0435 \u0432 3\u0434).", "cell_type": "markdown", "metadata": {}}, {"execution_count": 55, "cell_type": "code", "source": "from rep.classifiers import SklearnClassifier\nfrom sklearn.neighbors import KNeighborsClassifier as KNN\n\ndef get_grid(data, dim1, dim2, border=1., step=.01):\n x_min, x_max = data[dim1].min() - border, data[dim1].max() + border\n y_min, y_max = data[dim2].min() - border, data[dim2].max() + border\n return np.meshgrid(np.arange(x_min, x_max, step),\n np.arange(y_min, y_max, step))\n\ndef plot_model(lset, clf):\n X, y = lset, lset['Class']\n clf.fit(X, y)\n dim1, dim2 = clf.features\n xx, yy = get_grid(X, dim1, dim2)\n mesh = pd.DataFrame(np.c_[xx.ravel(), yy.ravel()], columns=clf.features)\n predicted = clf.predict_proba(mesh)[:, 1].reshape(xx.shape)\n pl.figure(figsize=(10, 7))\n pl.pcolormesh(xx, yy, predicted, cmap='spring')\n pl.scatter(X[dim1], X[dim2], c=y, s=150, cmap='spring', alpha=0.7)", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 56, "cell_type": "code", "source": "sk = SklearnClassifier(KNN(n_neighbors=2), features=['SepLen', 'SepWid'])\nplot_model(df, sk)", "outputs": [{"output_type": "display_data", "data": {"image/png": 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EoNq2pz0hhLCe9XSkY5CfwCHBhqTJDx/59cOTy3cPqXRRRDE17Q2mTLudFau3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8dxoMCBMZDZv45zLq1kxpkd/GYdZmIiI/jR5NP5Eafz5YGD7CsvJz4qipPSexHlb0O3epGRMHs2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\nERHxQ2FJRERExI//B8pK3jIn1LatAAAAAElFTkSuQmCC\n", "text/plain": "<matplotlib.figure.Figure at 0x7f9b9d9d5e90>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 57, "cell_type": "code", "source": "sk = SklearnClassifier(KNN(n_neighbors=16), features=['SepLen', 'SepWid'])\nplot_model(df, sk)", "outputs": [{"output_type": "display_data", "data": {"image/png": 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jao/abKdP5Wnji7z42oucPzCT8UOj6X5uxf7Hso0sXlvIquUG7siezSW6fiG4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D3zxpVS3dLM2qKhp9XG5hdy/FQjYyq9r+9yuRmTayM3x6eVfCAAenqzOXESPnxlDuPto6GY8C76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\n8plUu6QAAAAASUVORK5CYII=\n", "text/plain": "<matplotlib.figure.Figure at 0x7f9b9d888210>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 58, "cell_type": "code", "source": "sk = SklearnClassifier(KNN(n_neighbors=16), features=['PetLen', 'PetWid'])\nplot_model(df, sk)", "outputs": [{"output_type": "display_data", "data": {"image/png": 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lFjZ+ZyU3zUxnGl0+VnxmYLY2v9N9w+XFy/32mzn2kk3cdUU/xgxMblWYPiQ3\nkV/+qB/n/qyUzYYNvLPEQygtelZtqmR46eS4aJMgok9Ck+j9ohVQ+lrQ6Wu64ym3YGEplHXqujFk\nnV17JS+86qWsxtW8rV+6lbE5mTzzkrv5w7uk0o2hPpWGKhP1Tv/to8ZGnWde8DFjRH/++g8PXq9/\n3+oGD7UVJjLJbB7T59P563/LUetSufpKlRF5tubXbCRjbEyhsMJfTGS1KvzqRjNLt+zBkOAi3ea/\nZVZVrbHoTZg0OJe/PetG0/zNffL7WXAlVVDPoYJvt0fjqZerObXwUv7+Wi0uT/BbXpqm8/dFZUwq\nOZN0Ol+HL1yrWY1x/A9cOju7w6f45k7IZPLseg5ssfHWqvIOxyyvdfPCq17Oqrkiylcr4oWEJtHz\nohlOwlnAN9LzHm4L+LYV69kmCO0puZb7dTaD1LJhadt9gwWn7gpLLcY9mqM5d/Nd/OqPlXy9rRpN\n8wefG+aPZNu3yTzyVyffbnZQss/CaM84hjrGsmW7jy++c3DHvS7GpgzkgUuOIKEui9886GLtege7\ndqqMcB3Z3K16X5mD+58pouajCVgy6pl6ZOt2AQow3HMEFfus7Clx4fHp2GwqJ051s+57HV3XKVjv\n4fbfuJk9fAgPXjyWyh12HnrcRVGJDwXIzlIoMRQCsL2wgbufLCbvi3N50PMo/b88j18/WcL2wvZP\n3BVVOnn4xSLKFk/gZ46bu+XHvTjtJRbMNXfa9gDgjGnJJBmsvPdsNv9eUkRNg6fV682LFz9cwdmb\n7mQ8QR42EL2edASPhHQE77pozxYEGjPcx8s7G6PtB2tn5227PR5CRzTEOgA21Rt1FoLb1iWFEnSr\n7a2PaztGoOOiPUPZYrzVrOa1zL/Q0H8rEyaAxaqxf5/C4tWVGM06pxyZzrChCj6vwpp1Tjbvr8es\nmDh7egq2FJ3KCpU3P6tEVzWOG57KuDFGFAW2bTawf2MK88ouJc2Xzabz7+GmhdkBL8eDl/3qHiot\nxdhSvWzeV89zzxjJSU7E5E7k/BPymTLWH7jcHo3XVu5n6Yb9DBvpY8Bgjb17dBwFY6jalsmZZT9m\ngXYWKioaGu+qb/FO1jPYR5RxxJEaqgq7dqjs+D6J2eUXc5Hncsx0fhsvXBoa5/Q/gTeezMFo6Hzu\nQNd1rryjlDs3vciShP/xZea7HDvBS06eD5dTZe1aSDowkgvKf8GJnBj1640Z6Qje/jUJTRGQ0BSZ\naAWnULu7Tb3dAAAgAElEQVQ6Rys0tR1LQlPP68vBqc1YTQvgbmYzLlykkcYkJmHCxBrWUEYZBgwM\nYQjjGEchhXzHdzhwYMPGBCbQQAP/NDzFDusGdEVniHM0V3qvoYIK/mV9gryFy7n83BRSPOmkkEql\nUk6DsQYdHbMvgQwtGx9edhm2s6msnCcfM/Kj44Zy5akDSUtuH2qqPHV8tH0Peyrq+cezPi6qupaf\n+q6jP/3b7auh8S3fso99aGhkk81EJnZLWALYwx7eMy3i5UEP89yTiVh9NrK0XBLouMj75/eUc/t3\nrzGYwdRRx2pWU0UVFiyMZjQjGRmXCwxHREJTO/L0nIidaD19Fs2n2OJ1rHgSyxYEPaFp+ZWOwlIP\nUlAYdfCftqYytd22AQf/AaihhseT72NH3gpmzdI5M9+Coih8u3cJP/nkGYw+K9OPttNocWAf6mF3\nyQGcXg+5aRYybRZUBRrcFWwq347HA/2zzNicOkeN0zHlF3LdC0VMHZ7Hj2fmYzSouHCxw7QFd3IN\nJ50GYyrhi68U8kcv4/aPlzG2aCY31P+aJA71e1JROf7gP92pkkr+lHIP+/uvYeYsHdtXjSTkuVHU\nKjaX7SPRmc5Q70hMtG9v4PPpVNV5SSYZgGSSmcWsbr1eEZ9kpikSMtMUuWjONoXSvTnUmpRAs0WB\nZpfCuUXXV2aamsQ6ODXVqYUyyxPKjFOwBX3bzjx1dC3REoWx6qjj9vSrOfHC3Vw8K6v5NlQFFeyz\nbSR/oIGlH/pY8q6FGqeTO+5xk57tZfBABYdbx+RJwKSb/Qv2JujU1sHePQqvvKZzynEJnDErgfoG\njceecqOUZ3HLOUPYkrCO3IEectLMKMDzr7nw7R7IVafm4/ZoPLe4lA2LxvCH6r+TSGgtB6Khiipu\nz7ySUxcWcd7UTIwGlUff2cLIk0s5Y44FDSgsc1F5IJExnqMxtZlPWL25ijcfGs3Dlf/qsWuOCzLT\n1I4UgovYiuaTb92xUn1nrQfCGSvWIaOviaRdQKgBO9DSK8HGi7NZxacT/4/jz9vFZXMP1e248bAn\nYTMjhxmx24xccLaFWae5KCn3sXylm2FDVExGBVuCitvooF6t9S/Ya1TJTFNRDTrLl+sMyfevrGZL\nUrnzJguNSWU8820BOQM85B4MTDW1Gh9+qDDvGP+j92aTyk/OyGH4GRt5zvq3Hv1ZPGV7iKkXFXLh\njOzmn8Vpx+Tx3vvgdOqowIAsC/a8RvYYdrQ61ufTeXOJk3mVC3v0mkV8ktAkDi/SViB64mHmLNBM\nYCChtBDoyPiC0PeNA5VU8k32Ei6cmdlqe5lSQnqmRqL5UF+ns0834zU5WbNKZeky/7IrqgJGo45i\nOrQQ8IEDOk88AUP6Wdi8LpF9pS50wGhUuPhChZU/VJNl99/aqq3TuO9hN3NGD6Jf+qFaIUVRWDg3\ngxVZ/6OBztepi4YSStiY8yk/mtb6ZzF6gI0j0/vx4GMuHA7/TYO8TDM1ljLc+J+O8/o0nni9CMtX\nJ3MyJ/fI9Yr4JjVNIvbisfYnlGtquU+wZVbi8b1FU6zrmwJ16oaud/oOpGl5lrZ/voGuJdhrPewz\nPmHyFB9J1ta/4svMhYxIa73N5fUydy5k2yy8ucjDqlUa8+fB8NEalgSdXXt0li7V+ewzuPJHSWia\nQsFyG2OHWdlQW0NOtsKgYV5S7Borv3SzvxCWLYNTRwxm4dSB7a4tzWbmmAkeVuxbwVzmduvPAWC5\n8iFTp2tYTK0bgCqKwnVzh/K3pfDzm4uYNw+mn2QiNVVjV1kx29ZbeH+JRr8tM7iz/r7mVg3i8CZ/\nC0TfEiikdMead305CPUFXV16paPjWoauYGvitQ1OHYzn0B0UaSX48JGlZGJX/eGzVCujhjLMmMkj\nDxMm3LgppBAPHuzYySIL8NfqlFOOESO55JKAf1HZUst+8ge3LsnQ0XErLhItllbbXV6N4SN0KvfD\nk79P5Yu1Ht5a5OSHbT5UFbLSYdbkBP5yn4XMDJXN27x8VO9ijHc8NVW1lNYdoNR0AK8PHnhI50eT\nBvLA2bkMzAq+wO3gYT5KlSKiWRVaSSUVVGDESD/6YT34NFxpwh6OGBh4HTijQeX6+cPZXtiPxd8W\n8uOXSzhQ6UYtq+Ssukv5eeNFjGVs33sqTnSZhCYRH6IRRMIZo6v7diWUtXy9ty/eG0isZ5uCPekW\nKLB0tC8ED0xNr48vgILxHR/fVN8UZKHoPZW1vGt4i1X2xWTm+DCoCsXlPmyVA3EpLsguIdNuxNmo\nUlliIrUin8q0XWTnebGYFUorvBhK8zBjpj5zD7mZBnw+KC8xcHLZ2Sxw/QhVNzQ3xDzE/9HfdsFe\nBf/ivqoCJpPC1Mlmpk4288P+GrJzPWQYUzC2WKbFp4FBVQ4uJpyK3ZuKikKevZgrzhnLKW2aZAai\naWDQI//40dH5iq94P/VltmeuJjvDgNerU1FiYmr5uc0/C1+7n8UhLo+PzQfq2FxcQ1q6TmqmgWqD\nynYK2OQ8inwtHxu2oMeLw4uEJnH4kZki0ZFgs0Mtb7d28RbcSudX/D3vYRYsgKcm2ElLNqGhsdG9\nldW7NvPJJwrThgzkx7MH0eB1s6p+Hd+s/5aaNRZuPO9oRuQl8Y9lu1ix/2NOnAGTBucwRh2Nikpl\nnZtlX/+Hu978H8ftPo/S9QpnTjp0bgVI0JKoa3SSmnjoV3+CReWbb2DmxNYlrhaDgYZGL9kprbdv\n2OxjcFpyq21mt41vC3R+fGnw2aWW1hcYmceQ8H54bWho/M3yGBvHvcZ5Zxr59Zis5gWOy2vdLP3q\nFW5/6w2O23sW6zdqzD2u/Ri1jR5+98YGUgfWce0NBo4cbWb7PkgtyaWmsJH3PnuUWz78L78rf0rW\nkhNAhIXgiqIMVBTlE0VRNiiKsl5RlF9G68KE6LJIn5gLdEyoTREjPWdvFevZs2DLqwRbV66z/YOF\n6pZP1HUWvNu8/r17E09nPsjvf23hgjl20tIBk4ddhu1YB1Ry1cUJPP2YhY01B3h55T62Jaxj4glw\n1/U2brkFfv/ODzy9dBdbnft5+k+JXHl+Eub+5ew6+LRXerJ/sd377rLw9fBX+WK1j/Jad6tryHYP\noLSi9XpvXpfKV6sN5GS1/v/QBlQqSky0nJfy+XSWLIG541sHiN1bLZTtTiTb3vrWXyD7yhzs25DC\nJCZ1um9HXjT/i31TXuHR27OYPi6zOTABZKaYuWRmDr+9w8TaIa/zyQof1fWtlz7x+jTuX7SRIyfX\n8ZvbzBw1xojHp1Nbo5JBOiPybNx0UT8W/LSQezKv67HCdRHfIn16zgPcpOv6WGAS8HNFUcZEflni\nsNSbQka4a8+J7tcTHeYjuIaXjc9zzdUG8nMPzcY0aA7qLOUMHWBGBWw2hbtvN7Lom13Y7F7syf4g\nc8IxJk451cN/vt7F3beYSUpUUIFh/a3UJhTTiKN5zKG5Sfz0KiNWXxJPvlqO16c1v5ZBBg1VZioP\nBghN0/n7sx6mDO3HS69qNDT6b2M1un3UVBoxN6RRVHEoeL38hpv+SWkMzT3UnLK63sNLr/qYXHI2\nT/+vNMBtwUPcHo2/vlrFgrKrIiqsrqaaJf3+zV0/ziLBErheCWDUABtXXA5Wdwp/fb2s1bV9tbUa\nUmu54kL/+nMasKvQTbZ7AIYWtyNPn5TF8On7+JClXb5e0XdEFJp0XS/Wdb3g4Nf1wCYgLxoXJg5T\n0VxUt7PXunqursxkHQ5hKtazTaE2OG0SyuK/wcbraEHgAG0Qdnv2U5L9AyeOS2q1ayllZGX564ma\npGcoHHmcm/UbDn7AqzqoOtYEjdHj3KSmHdyG/7jsLChVi1qNe9KYNBKzHNQvn8h9/yxmf7k/VBkw\nMMJ1JHt2qazb6uD+R104DqTx4CVjOS5rIL+6x8Wa751s3uZlcOMYxniOomy/lR+2O3nyX07WfJLI\nbQv8ncl1XWf9nlp+9WgZM374JQ+7nqD4/eN59OViSqtd7X5su0sa+e1TxWSuOpNzfRd08EPv3DLl\nAyZP8ZGS2L57d1vTjsrAkt5AxdJjeeDZYgornAAsXneABfMVFEXB4dbYtseJUp5Ff21QuzEWTLfx\nQfYLaGjtXhOHl6jVNCmKkg8cA6yJ1phCdJuu1DUFaysQrr5YDN4k1kXhEdQbhTVOKLfmWhSCr6tZ\ny6RJYDAogBe8/l+9tWoVI1Na/xr24WPKyQprV3o5e96h7Tv3+jjlFKh3+EhNOnRMWoqR7aYKcA1t\n3mY0qJw4EfpvnoNj6Ync9e0LDDqylJFjvKDobNgygFUbq1B8Bs6dls7rK4vx1JvZtjKHmz91MnZg\nCice48JkcrF7bx4ffluO2w2nT8rkndWleNwq36xV8e0eyIVlv2U6pwJwf+0TvPz2s9y06jVGja9h\nyAgvmg82rjdQsjmNM0p/xVnaeagR3uRYl/4p5x7X8VpxTSwmAxOOUxmz/VzKF0/m9rUvMuTIEj4r\nL+WqfCObd7lx1BvJdg0lT+8f8Em5Uf2TcGUUUlZaRg45EV276N2iEpoURbEBbwA3HJxxavv6vS2+\n/VTX9U+jcV4hggoWaMINOuH2a4r0fCJy4fRj6miNuc4Kv4M9SRfgnA7NRZKtxSyF0QuA5tUwHJxm\n0jSd7zf4+GSNk627Nfbs8vDOUgcTjjWy8msnX3znZOhY2FNZxwAlkbREM4qmYlQVNMVfp6ShUUEl\nNcYKauzVrLG8wjWuG/hH8bt8U/wNBz46gI7OafTjfiZRQw2rX1lNHXVkYuVvjCeffNbtX8eOL3fg\nxctEMriJyWhorHpzFdVUk4CJnzKCoziqVcgwY+ZK98+4uPBKvij8ghJKUFE5m0FMYEKr215NSill\nmWExe5M3oCsa2Q1DmOU+nXyC/LkATkMDSR3clmsrMUnHg4eF3is5v+gSPi/6nFWDr8G6344dK3bS\nUDtoK6AoCklWA06cIZ9T9B6KokwDpoWyb8ShSVEUE7AIeEnX9bcC7aPr+r2RnkccRiINGt3VeiDU\nsQ73oBTr2abuEMrMUwevJ6tJbK9oP7tixIjH62HHTp0//8uByeLj1Fk6o8bpVFdprCxo4J4/6Rwx\nBvLzwWyB9Gwve8tr2V2mMjQrGaOqYtCtlCglHLDsJCnFS3qagsfsZeR5BbxTeCP/2JjOT0p+zfmc\n3+r8WWSxgAXtruuYg/+0FWozSgsWpjO9w30aaeTJpIcoyF3C9Ok600b4a4t2FX7OvcueJ+/ABG6u\nuY9MMtsda/OkUVG3K6RrAagsVxh5sG2AGTMzmMFTnkxSnentGoAGomk61XW+5gV7Rd9ycCLn06bv\nFUW5J9i+kT49pwDPABt1XX88krGEiLpo1Rl1R51VXwsV8SacZVM6qm0KtDhzS+MLOg7IB1+bmHQk\nq79UcLhaP7mW5stk5VduHniigSuv8vHE4wpnnm5g0CA48iidK6/S+eADGDQIFAXWrIb+eQpHj1MY\nPERja2kNe0tdKF4jJalbGDNKYdRgC0lGE5u+N3Lt/HweuimHO+9x8a+xN/ExHwa/1h7kwMGvU3+O\n7bwPePbhTH5yRi6Tx6Rz4ug0Lp6Ry78eyOb4n37D7VlXUEZZu+MnV53GJys9AUZur7bRw/cFBo7n\n+OZtKion1szlk3WVIY2xdls1eZVHkk56aG9Q9FmRPj13ErAQmK4oyncH/+3+vvhCRCKSgvC2C/WG\nM9bhUAzeJF5rtoIVi4dSFN50fLBjOwhPmcY0jnKcwJLVrfdJJZmn/u3i1lth4gkqiqLQ0KhTU62A\nAiNHQW4O3HMP+Hzwww+wc4d/6fmMNIXhw6C4uhFXYhWjh5lIsPpvMX2w3M0xA7JITzYD/qfI7rs5\nlWfz76GEktDeazd63vJ3Bp3+A9eek4PV3P42m9Ggcs6UbE67vIzHU+9t9/pUprHhmwT2ljnavdbW\nu19WMKlsQbtZovkN5/Pu+xoujy/IkX6apvPmEgfzKy/t9Fyi74v06bmVuq6ruq6P13X9mIP/LonW\nxYnDWLwFjHBnreLt+mMh1sEplBmklkEnkhmnENoUXG65kDdfTmLVDzVg8oDJw+qNdYwbbWTocB0N\ncDh1tm3XMZmg/8HnkPWD/150MdhT4fcPwL59OpoORiOkpEJCihez0f/rfMVXLt5eZOLSKYNbnX9g\nVgIzZntZYnw3+PvsAQ008FnWIi6bn4H/ZkVwZ56UyYG8texhT6vtVqxcXfhr7nuimqLK4HVGH39X\nwYevZXCx48ftXjuCIxi9+Wweeq4EpztwcPL5dJ5cVIzxq5OYwpQQ3p3o6xRdj+LiP4FOoCi6rut9\nc+EeJZorJ4l2Iq0LCqVRYdN/QzlXgEfJA36YBjtv2/PEOlT0lFjfiqy2h3crNlhheGdj7s4Pfq6D\n23a69nOf+yFGTCrntJkWXlpexAWXOxg2ykdxlYuaGsixm6l2OTn6aHC7/f/qQFIiXHMNTD1Z4Z3F\nOpNPhNPmqliTNCrKFJS6FBYv0di5xcxvzh/JkH4J0JjY6jIOVDj41Z06LxZ/FLP11JaxjG/P/jV3\nXBnaU2gvf1SM8+9XcrX7unavLVHe54XBv2f6TB9zT0yhf4YVn6ZTsKuWxR+52Le2H/eUP8lA2i8c\nDODFy5PWR9gw8k3mz4PpR6eTmmSk0eVjxYYq3v9AI33jydxR/0Dzun6HFf3wXHSvo9wiy6iI+NVT\nBdWxWtC3L7ceiCfhLt4b6bmg1fl8Ph8r6r6m0FNGltHOnxMe5Mvvv+Rva99npXcL084AdYuVdL0f\nFjQKi0pISIe6WjAYVEwGcLl1tm7RMRqhoUHh1zdbKfhW4Q8PutlbpFFWqjPzKCvzxudy67X2Q7e8\nEhtbBaf+GQk4zEW4cWPBgobGJjZRRhkppDCOcRgx4sZNMcX48JFGGnaC//x8+CimGBcuUkgJWLjd\nREdnK1vIHdaIExcWLJ1+Kg/pb+bTxF1wsMemBw8llODGzUR9Msfsfoul/36P37z3X6oMxSi6wjDX\nEcyvuIwpTMGMOejYRozc4LyDrd+fw+Jtb3CNfQkOtRGzbuaY2mlcXX8h4xgXcYsE0XdIaBJ9V7Sf\nogu3jUFXFvfti+LhabpwgtP4gkOzTR0t4Guvbj0r1dS+4OCfb2WpwvXbn+DbhFUkZ3iw2xVqa3Uq\nSg34qmzYsh0YrG6MCdCgevD6NAYygEHKQKqU7aTaDFRV6ry9RGPZR2BNgLIyWLoM9u/WmD/dwgVn\nmVnxQw3P/NPA4z8ZG/haExvBYwKPCV3X0XQdN24e4zHez/sHWlYJ6XaV+gadmlIr2cVHYrU7ye0H\nJqNCeaXG6IqTmF97EcdzfPMMVTXVLFHfY0nWS5iyq0iwqFTUeMmrOIr5lZdyCqc0txhw4uQjlvF+\n1vNsNH/HPGspm237Ud0J5LgHkklmwHYEAJoOqm6gnHLeN73Jh5mvkpTViNmkUF7tY1j5BE6rWcil\nxUvQ0VEO/hMqBYVRjGKU425w3I2GJiFJBCWhSYiukEDUu0Sr6WWI425iI2fveYDJc108vdDAySck\noCoKJVUuPvnSw+rVVezbC/n9jVhMOpMnKZSUNbBn3xZM9ak462DLVo0HH9I46SSdBx6A/v0VCtbp\njBqq8F2Blzfe8LLiKzOJaZCe1Pmab5g8bN3fgM2RyRkZkxk8fSf3LzQwZUISBlXBg5e1W6tZ9Obn\nfLLMxG8vn8ixw1NxezRWbPySZ99awdfrL+Ya1w3sZS+/y76OY+eUcc+UFIbkZgP+GqCvt29l0eLb\n+OyrqdzZ8CCNNHJP2vVkn7KZn89Moqo+lyV7Kzl6jIU6h5uS8q2UVRQy0nMkZtp3+N6w1YNan8pN\neecz7fQ6/niinbyMLAA8Xo0vNn/Hq++u4cvvzuIG550RBx4JTKIjUtMUCalp6hmRBJFQ65qga8tq\ntC0oblv3JHVN7cVy1imUeqW2+4cStlqMW781h+M/v5XLfuLijhssqIr/Q7iq3sv2A07GjAZbErz6\nGjz7LIwbq/J/j/hnWdwenXXrNfbuVvjv/3zcfCNMnOj/9VlerlNRrjJq+MF9XToPP6Lzv7d05hyV\nx0NXjez4Gj0mHnmxmP98WMn8S8u55xZbc2NNLz4aDLUkJYFRVXjlv17+9IiJd26ZQl6Gv/N2o8vH\n7/5eQv5nl7Em4wOuuL6WaeMyAp7K69N4/LViGt+dSYWliImXbuaiU7NRFAWPV+Pqf3zFA7/XGdjf\ngA4Ulruo2m/jCM/RrUKLw+Vj4e1FKM4E7r7dyDHDAv/dcXl8PPBMCXkfX8rPXDd2/HMQoZOapnYk\nUou+LdqzC7LGXOT6YlBsEYR/W/AWRx7v9Acm9dCv2H2lLvLz/YEJ4KILYcIJsHGzztJl/m7hZpPC\nkWNUVn7hY/p0OH6C//e22w37D0Bu9qHxzGaFixf6byVt/DKVnYUdP35fsKOWt5e46H90Offcmtgc\nmACcqgNrgo7x4LaLzzcya66HR97a1rxPosXAXT/O4qWMP3PCgpKggQn8LQNuvDCXNblvY574XXNg\nAjAZVU4fN5C/PePB4/F/KudlWjCl1VPBob5Juq7zr3fK0CvTuHChN2hgAv9SKXdcmcOKga/ERUsF\n0XdJaBLxrzuDSMuxw52FCDZOZ9tbbot1rU+spNbEJjyF2o+p5f6hPll5cL8PnSu4bKGKajgYShSo\nd/rweHUy2vRGPO88sCbqvPKKwn9e12hs1NF8sHMXzJquUlOrU1mps2mzTk6mgdQU/5ger86ufT4O\n7DXy01lDOKLuBO552MGq9dVoWusJcI9XY+lXlTzyZw9mo8rFFyoYDId+9fvQ8Knu5pYFTS6+SGXF\njkK83kPLvySYDZjyyjlxSse9jcAfnBIGlnPSnNp2rQXOm5yH3Z3DPX9wse+ADwXIyVQpNe8HoLzW\nzWOvFbPtnTEYUhqYc1zwgNYk0WJgxgw95i0VRN8mNU2i7+vOWqOuFpBL/ZNfLIrEO1pvLpgQa6Lq\nXW5cipO5Mw4uJqvooCtU1XpJSwe1zYT/+KNB1+GW6y0sXuLl6re8DBigk5UNHh/s3GimzuXBZAJb\nks7ufT4cDigvA6s3mWMZw6BjFR5+az+3VT3Ii489yzMZWzlpikaSTae6SmHVCpUh1cdwv3YVZybN\nY+701o/Oe/FiNNLuPsxRR6ikZ/lYu72GE0enAbCzpJERI8CaU9P8NFswDU4vPtXNwDG021dVFW5d\nMJI3vrBx96/3MXCIizFjdXYfqGDRhkI2fZPI9PLLONt1FCsm30lyYmgfVSePt/G39I+5vLR9XyYh\nokFCk+gdunM9ukgX8ZWn5yLTNOPUk+EpxOC0bY+LT75dS8W+RIyqwvAsOzMHjyA5oX3BMvZqSsqq\nsVrBbGoxa6Po+DQwBjhEVcBmgwSrzq9uslJarvHPFxzUNmoc2KcwTB3IeFMOpe4qKnfWoGlgMRg5\nVulPkuoPP84ENw4cjDOP4REeYWfJXr59ZT0OGsnGxkOW8fQ35uJVvGhoJCc1nVwHTfE/cRakcsVm\n8y9D0sTp9pGSrKAp3k5/dg63hi1JBVUL+LqqKpx/cn/OObEfa7ZUs3dXI8tereWGwru4jfkkkMBy\nlpOUFHrpqC3BgENtCHl/IcIloUmIlnbnh38Lpy0JRl3T07NOHQSnfcVuHn+tmBqXk9mz4YhjHXh9\n8F1BGT99czvTB4zgqpNGYTS0vqWVl5qIwwl19RrJtkOvGY3gDLBUmtcHNTWQZIM6byMJdpgzW+Vv\nz0CCyYjX2MA612Zy1SzGWoeheNsnr8o6LzY9rfn7oaZBDDUNarefUTVixEhphY/czIPXpuqoOngD\n5BpN16mogKyUQ0/m2axGyio0jFrw3kdNkiwGauo0NHeAtNjyugwqJx2RzgleO4teNzL/YGACsGGj\nqir0WuTKOg8232F6y1v0CKlpEoeHnqiLCvccTfsfrnVNgfR0nVOAmqU9hW7u+vteZi9w8Y+/Gjn/\nbBMnT/MxbbKZm66z8PST/sVxH/rsS3xa67SRkN2ITUni7SWt70dlpBqprARfm3DyxReQkw1JdjdW\no5Fks4XxY0ysK1BQalMZbs/kqKwcagxV7HYWE+hh5+WrG5nceGpIb3dU4zG8+6Gr1TajYsLr9fdD\namn1VzqeRhPjhx5as21obiJ7dxmo2pPS6bkSLAYS9AS2f28L6dpWbarkiJoTW3XeHsc4dm42U1bj\n6uDIQ5avdjC5YkFI+wrRFRKaRO8RafAJdTHdUJfR6Oq55Qm7+HOwkFvTdB56oZCrrtKZc6oRtWUR\nUoL/6bSUZJU7b7bgTC7j7a2b2oWuC8eP5PkXNRzOFgXUFpWkBJWSFg92+TR4YxHMnqmQaDZjNhhQ\nFNi0zUd1uZG1q/yzOWbVwCh7Ng2mairU8lbnqqrz8NmnCrPN00N6mz/hJ7z6qkJ9w6FrU1Ew6RZc\nLaabNF3n+Rd15owZ0OoJwKIqJ9qBfnz6sYHO2tXUO7zU7s5gxXspeNumxTa8Po23F3s4reaSVtut\nWJlW9iPeWlHR6Xsrr3WzeqWRmdqcTvcVoqskNInDR0+0H2g76xTqOWW26ZCmJ+t6atapRej57kAp\nFruDaVMCd6duCk5Go8LlFxt5//t9/qfVWvTruvWiPMr3WbnpLler4DQ418yBA1BR5b8t939/ApcT\nZk03YDoYTLbt9PHLm31cmz+LDSvtvPlxHSg6BhX621Ip9ZX7ryHBQXW9h9/9pYozqy8j05Ae8HLb\nmpUwheytk7nx7oZWwcmKFbdTwe3V8GkaDz+qsfEbK7ecObx5n5IqF797oppbyx+k8KMjeOXj0qDB\nqcHp5f5/lHJO0XX0WzeHx18rDhqcmno6pRXMYAIT2r3+I/dCVr+Zx+KvygMc7VdZ5+bev5Rz/v6b\nSEX+tyS6jzS3jIQ0t+x50agV6mw1+872CbR/y2Ok0WX36IFg+fDDOkef4GTu7IOhyROkHsfhv4V0\n04XDeVwAACAASURBVB0uLj96POOHtr62ylo3p97/GWn9HFy6UOWseWbS7CoHSj389203y5dDYiL8\n6SEDmWkm9u6G/77p483/KVyQPpPbjjuVssZ67v3+TdKGV3DaHAPHH5HI+soiMhwDWfWViw+WwOx9\nV3OJ5bx2j/R3xK25WVh3HZWjv+CiCxXOmmslw26g3uHh3c9r+c/rOoW7LPzv5pPon2GluMrFktXV\nfLTMwEW77+R07UyqqOI++02Yx2/ktNlGJo1Kw2RUqG7w8NG3VSz+QOfEbZfxY/fP8eDhkaR7KBrz\nMafNU5l6VDpJVv+iuJ/9UMH7H+jkbJzObQ2/w4o14DUXUcS96deTe8IeTptp4dhhqRhUhbIaN8vW\nVrN0icKCnTfwI99FMVuIuE+S5pbtX5PQFAEJTbERaXCKVWgKtE1CU3i6OTjddJuHa3/uY+SIQ5Pw\nXqcRj9f/hJnZpKA2BRRHAn952sUIbTRzj83xb3L5qKhzoyhgTzTwz3fLePGrLdT46jEYwOeDBD2R\nTG8OjqRyKjx1WIwGLIqJE5LG8IujpzLWPqD53B6fjy+KdvNe8ddsrN1PSWMdGXomZ5nnMS95Cvkl\nk7r0PrXKFJb6lvOM9Um2JH+NYtDQfJDrGsJRFVPxpZewx7AHRdGxee3MKP8R87xn0o9+h34ueFnD\nGt5LfZHvrKvRVS8Jmo0ZNWczz3kOIxjRvK+Ozvd8z2Lbf1ib8jG6wYviMzKh9lTm11/AOMZ1Gnbc\nuFnJShZnvMB26wZQNBK8yUyvPId57rMZyMAu/SxEByQ0tSNPz4nepyf6LoV6jpb7hXts2+NrUiU4\ndaabn7BTLR50g4aOido6nZJSjbpaDZNBRdf9jSCz0hWyM4xYEhxoZg8Gt8K2wnreW1PKmk112K1W\ndB1q3U5OPiqVRdfMZqDajxqHm9QEMwaDofm27eX/eZffT53NwJSWt3E9zTNcDR43hfU1lFX6yKEf\n+FJQXVYK9UqKLBUMSq1sXqYFCPl2sJpey7zqmczzzUSr1HDixIrVX7+UCDhB0zU0NIw1mQHHcOCg\nUN1HiWUf/TIsWM0Wqus0Ct07KHIWMYxhzUuiKCgczdEcXX80er3u7w2FMaxZITNmZjCDGRUz0NDw\n4cMUYK06IbqThCZx+OmsrUDTB0+kwUxaD/Q6A/urbNjkw2L1UFtupl9yCsP6WzAc/PB3en2U1jWy\nobKRYYMMbN4Mxry9vPRiAmeOGs2PzxpEstVfwF3Z4GTZ1t38ZlEBV06pY8bYflDdurHk4CwbO+tL\n24QmwORhR1kN961ZysSBedw7bSqDUlMpKClhhHEw35Ts59Utb7LKu44bE3+KUen6r3JVVUkksf12\nRQ26eO1e9nJv1nWMm1XCnafYGJHnX7DX69NYs2UD/1t8M599cyq/argfM63bEygoEYcdleDXJkR3\nkttzkZDbc7HTnbfomsbvyi26zhbwDbZ/E5lpCk03zTZt3urjrgcauO9OK6Nz05rXYkNXQTv0a6zW\n6WHxmv9n77zD46jOt33PbC/qvdqW3HvBBRcMGNu4QYAEQktIAoFfQksCBEIAA4EUEiCQBiH9CySQ\nmBiwjQu4gXvBvcqWbcnqZaXtZeb7YyVZdXclrWzJPvdeuvDOnDnn7KBL+8x73vO8lbz9dx2paio/\nnXcFKTGmplyn5hTV1vPkis+5f14+E8drWxQB3nT6DEuPHObns2eD89y1ZY56Hl23jPsum8jU7KDn\nUqXLQZXdwxD9AAC8AT8/3fYpifW5PJD5lWCf3dnVGWHbGmr4Qeod3P7dGmaN67hg78tvl6Esm8fj\nzuc7NydB70Esz7VBSHVB36Q3bdsPV1+uM4hddJHRQ7vrUlMkTh3Ts3eb6ZxgakRWgz+ARtGwfImR\ngqMyj185JSiYoGl3XXOy42N4+PJJ/G3DyeBus2ZifHJ2FrVuN5+cONHimiVH9zM7P4+pucH8Jq8S\noLi+jnR9Auh8oPOh12j54cSr2O7bQ5G7ouejmg39f6hdwqSFZR0KJggaVn7v1jQKBq7kGMc6bCcQ\n9DWEaBII2qMrT+2N14V6L4guURZOaz4NcPOYwaxbZuGv/3ad25Yvndsuf6LIx5MvuBmhHUacxkqi\nxdCykwZLgOaM7ZdAQFE5cLo+eKDBVFMjyzx1xUz+vmcv/y3ciVtXjxMHG4pOsmDwIFQV6v0uDlWW\nk6JNIE5nadGvUatjdn4eK2o2n+u38ad11LM9Oim0fHEVrE55m0Uzwv9e67Qy866F5ab/dGoMgaA3\nI3KaBJcm0SiX0llEjlPPEMXk8F1bdXx1WC79k4fz1ueHuOfjs0y5XCUjQ8EfkNi9S6KqyMiNw8cw\nPCaH2mqJPUVVXDUkK2S/kiQxI6cfuwrKGNmvwU274Xchm3h+Mfsa3tq1i/8ePERuTAKxRj1Ov5+z\nlWUoAcgyJZKsSWi37xmZefz8+BbgupYnmm9QCEWExYgBTiiFJOU6yEpKiaj99JHxPBL/CbieiKi9\nQNDbEaJJ0HfpaRFS2B/GftH5ubTeRReqwG97SediF13naafob3WNwppPA5wp1KAC6ZkBZl2lISO9\n4wC7yyVhNWqJt+h5ZM4Ytu8fzMebyznr9aJBZkCihccWJCOpGgpPBjDJBgpL3diyA7gCbj45dJaS\nWheSBNkJZq4ZMJAkS0MdNYOOUk9wee90lZ3frD7MiTInAa9MSoyRu0dM4cr+/Xl522fYfA7+vG8b\no2JzmZmdx7azZzhs34rXrxCviWFm+hAGWzORJAmrzoBLCVFmJFLxFAEu1Y01NrS7d3OsJi0uSTwo\nCC4ehGgSCELRU8JMRJ16hjgbLhf84TUd29ZamJE5iPFpwdybk7tsPPLfkwwd6+aB+yXi49vmeVpj\nVGqdPk6cUjhxXMKoieG2ERmYdToUVaXa5WLfF04CikJqnJ5qp5u8QCxPL9nN6do65g0dwITUHFAl\nDldUcf+udUzITuU700dT43KjMarc/tJujhR6mJM/kFsHD0Mry2w5U8TXV71NWlaA226zYozxkqY/\nyV//s5/n1zi5arKZuXOtGPUSpRUBfrVmB+bjqTyQtwBFVbHKbXe/tSCccIow2mSRzNTWRS6aau0+\nLEpM+IYCQR9B7J7rDmL3XO+gO+Ij3BJdOwVdI5pH6x10keymE7vouo3bDT9+xECuawh3zxiM2dDw\nXNjge+T1B3h3xwk2Vh/k5z+njXD6YJmPdX8dwIKM8QxOSiIrNqbJzLLxT6UnEOBQRQWnamt5fsM6\nxmWlMS2nH18ZMZyAomK2qOi0gCrj8vn4y7YDHK2poMJjo7CmnkmpA3h65gwSTMEI1KGKSn6yexn3\n3KvQb6CX0/U2TBotm9YaKa5x8NADMnV2BbM/jn4xiUiAoqhs3O7mj29qGBwYRp59FHekham5Fq7+\nYQSiSVEV7o65hSef9ZCfEn5J9J9ryrD/4Q7u9T4Ytq2gFyJ2z7VBJIILBKGIViJ3qFp0Ilk8avz1\nLQ1ZzkE8MGvYOcHUDL1Wwx1TBjEjcTivvd72mefyySpLd5wl0WQiJy72nGBqbCCBUathTHoa+8rK\nKaqzMzYtk2+MG4NVr8Oi1+F0SCgqQcdqnY7/mzSBFGMs2wsrGZeUyy/nzmoSTF5/gJ/tWsX3vwdX\nTjIzIDGeAXHxfL7Dy6GzdTz3jIbsTJkhA7XUy3VUu50AyLLEzEkWvvugnyVln3N13ITO3aj2HgQi\neDiQJZlra2/h/U/rULXekG0dbj8rV8I875c6NzeBoBcjRJNAEIrO7KLrqJ0QRecFhwPWL7dw1+WD\n29Zia9imj84HwM2X5XF0r5GS0pZLTQ/90Ee80cAbO3ZS6XCeO9Ggmhp7XV9YyKaiIpJMZi7LzMDh\nC/arlSW0soy3UU9ICna/h+m5OWhUHfdOGo9G0oAcHPez06fJG+5mwshzNddy4mLZtVvhlq8GkHQB\nkECjgexMiTK3LegZBfiUALGZDi4fa+KYuyj8DWq9k66LwmmBZh6Fn+Tz708qOxROTk+AF94qZ/rJ\nO8glN/zcBII+ghBNgr5PT4uSaNkPhDrfuq3wa+o0GzfC2JQsEqz60A11PvRaDbMG5LH6k5ai6fNP\nDTw0eTJz8vN4+OOV/L89eyl3OABQVJU9paW8uGEj/9izj7n5ecwfNAiNRuJIZRWFtXU4/X4MWhmP\nFxw+Hyer6jlWW0lqsoZZAwZwqqYWNIHgYLLCqrP7uXa2psUcThX7URWZsWPBq/ix+zz4AgHiYmW8\nkoc6n4uz9joOVJQTK8Vwx3VxrJJXRH6jOloubu98O1gkC885f8nm/zeQJ39dwaZj5fgDwftY7/Tz\n/udlPPBcBTnr7+Bu7/2Rz0sg6AOIRHDBpc35tB7oSm26SxhFgepq8HggNhZiwuQTl56VyItvf1t+\nG3Q+8pPi2FJ87rnR61XQoWNoSgqXZWYyMSuTFceO8+Dyj/EqARRFJSculvmDBvLwlMn8atNmMqxW\napxurhySQYXdxeHKSrw+BZfPT3yiQloqjEqWOXQQhqYkU1Bdg6qqTTXXSl028nNalhQpqfCTnych\nSRIxJh1efwC3z0/A50PRqhyoKCfdFMcgcxYWjRF9lo+SQEWnrANa0M51ftVPlVJOgADxUhxmqWWi\neaKcwC/dv2Hz59tYuuff/EJzEK0WVK+O6bbreMz5FYYwpPNzEQh6OUI0CS4OuiNEIhFOkdaji8Rm\noL337R27RK0H6uth9UpY8V8LHpsRk15DrdPLkLEu5t/oYdIkkNuJkUsSndqZoWr9SIpEQaWNV38p\nsWllHBISHr+fOreHBJOZb4wbx93jx+MOBNDLMt5AgDUnTvD9laspqKnGqtez9tRJVp1IZHx6BgPi\nEtFrtfhklbpacHsClJWpOOwSTq+PpUcOU1Bdy/zB+VyV1w9JklCllrOWZakp6VxSJAyyFoMh+NnM\nOoW81ETitTHgDC7pqSpNuVedshdo/fsIVAaq+dj7CavMS9Hk2dGhw1anMs52JQu8NzBKM6LpEp2k\n4wrtNK5wTyOgBvDazBgxdqoIr0DQ1xCiSSC4kIioUwtOn4ZnHzMz0pzHoxNzGZQegyRJ+PwKnx+t\n4J1fHGP9uFK+/7gfXauar9m5Kp9/UgER5tAcKq2mMr6Om+fEsSh/OP+8aRgPLFnLkaoqpufm4g0E\ncPp8aGUZk05Hmd3O4nXryEtI4MHJk4gzGKh2u0mPsbKj+Cwrjh3nsLGax6ZPw6cEKKqrIxCABIwM\nSNWy4vAJfnzFDDJirHxw5CjLjx4n2RLLoYJKUiZqoGGzTna6liNHVZRAy/mqKrhcKsY4HWj8wfws\nn45DhS6y5cEtG7cjiMKx33uEn5sWM2ORkxemW8lJTQKfDqc7wLo963jtg0+ZWnAnd3FXm5wxjaTB\nRNu6ewLBxYbIaRJcPPRUblN3+u1MWZVLPGG8uhoWP2LhtoGT+N7skQzOiG36ctZpZa4cnsZLN1yO\n7/BAfvNK2+e96dPhiK2UMps77Fgur58l+46z+r0EfnnNXBbPmcrQtATuHD+Mf+3bj6KqGLQaYgwG\nFFWl0unkmbXrWDR4MD+cPo3hqSloNRoqnU5kJObk5/Py3DnEGgy89PkmiurqiNEbGJOeSlZMDBV1\nbnaXlDAhK4OxGek8NXMGU7JyOFnqZtnHDepIUkFSSU+VsVgV9u1pmetUY1MwaQwYjQ1hqIak9uUr\nFa61Tu/4w0YgygvTtvCzuCd45LEA374xmZxUY9MYZqOG+ZOTefnJRPaN/xv/5t8djyMeAAQXOUI0\nCQSdoTsJ4aIuXUiWLpGZkjCYWSPSO2yj12p4dO4o9qxL4OTJlucMBph7g4M3NhwioHRswKiqKn/5\n/Bg1dX7uHT+RqwblNJ27/bLB1LrdvLVrFwCyBBa9nmVHjzI0OZkFg4MRHX9AobC2Fl8gQI3LhSxJ\naDUyD06ZTFFdHSeqa+kXH4dE8I/s2/v2MzItheI6OwFUJEni1lEjGJGcyqH9Mms3n6tVd7KmlmlT\ntLz9Ntjqg5/D51cpKlZJtzRL7NL6+WRrPXUnkpmYMDDCu9w+79g/5JY7vYwZ0nG0KMas5cf/l8jS\npD9Tr9Z3azyBoK8iRJNAAMG8plB0xXqgK1YFl+guOq8X1nxgZtGY8EtrBp2Gawfls+KDttGm276m\noPY/yQvL9lDeTsSp1uHl9U8OsdNxEMVh4ZYxg1qc12g0vPHl2fx223Ze2byFOo8XVJV1JwtZNCQo\nmOo9XnaVllLv9ZBmteBVApyoqcHt9yMhMTd/IF+UliABFQ4HP/3sM/xqgOuGDsGhuthXUo7D50OS\nJG4YNoQkkvjLH7W893E9B0qqKHXWcfvCWK6cZOLxJxW+2O/n0LEAySYL8aZgcWCPV2HJSgd//wc8\nlfmtoI1BKEJEgCq9NvbpdnHNlIZiwFp/h20TY/RMnupnTWBtl8YSCPo6IqdJcHFxPnKERB5S1Dl2\nDNKN8WQkRJYXc8WQNH681ggP2Vsc12rhyee8/PNvx3j4/bMMi89gWHIKkgQna2vYWVbE9DlORuHH\nUJhFvNnYpu8JuSn88/b5PPj+p/xjz14uz8mh3utFI8vsPFuCzeNGQSHBpCfBZCLRZKKoro69ZeUk\nmIwMSkrkjZ07eGHDRg5UVDA7fwB3jhnFGZudOk0NGtnNzrMlxBqMxBlNFNfZyZHjePLn5SSkernj\nZiMVhT5kWaKiSMc99/gZM9TINTMlDPo6ys7KbNwgM1Sfx89nTCW9ILlb936P4zjjx4PJoAGCeVJo\n/eBv+HpoyJ1qZMYkA0s++ZQbXNe13yF0fSefQNDLEaJJcPHRG0VN81110HFx34sAVYV9+2DLZxrq\nazWYLApjJ/qZNCkoatrD5QKrPoy/ErD9WA2/W3GC0lovhytVvnwjPPcT2L4dVi/T4a7XYor1M3eR\njyd/Xs9zz9azcuNpUCApy8OPnlGpqIDnntZitdl4/uNtjM1JZkZeBltOlXKssgafXyXRYuAvt86h\n1u7j2TWb8foVjlZWYrIqTJkRzL86fsRLkqqioDAgKQ6NDBV2F2fr6nD7/UzMTucH0ydjbPjQWllG\nCUiMGabDH1A5fdZNXZ0bRevFOqSYNT/pj14n8dluO1W749FrZB6fE8vY/nHsPmnj0LE67HYDyUYj\nL1+fRlqcCQqtwZ2f4SKlIXAGPFhjmu3ga8iVQucDV1sRazVpcWkcXR5PIOjLCNEkEHSGnhY3fVw8\n7dkDf/iVGU19PFf1H8BAix5HtZ+ln5/hTaWCO+9zMOuattdZLGBzezrs90ixnfv+8AUOV4Abhg1j\nfk4iLp+PpYcPs2h6GYOSErl57BASUwxUOFz89ZnDLK61cXm/TB4aPhAJifUnznDH/JOkWM18edgg\nEnNiSDKb+N+eozy54nNGp6Vyx9iR6GSZs/V2nlq+hRSzhe9NmcJvt+3ArNcSq9ewY7OfeIuOeIOM\nRpLQy1o83gBIKklmEz5FITsuhjmD8oOTb9AjPiWARht8o9VI5OVoURSVlO3w7H0ZxMcGl9i+PLvB\na6qwX9PnnzgogYmDEtqP3sTXRiacOoj+WDRGbLYwNgHNok02hw9LIDZ0e4HgIkWIJsHFSVfERzi/\npuZ9dta3KVxf4Tyc+gBbt8Jvnk3koWmXMWFAQott6YsmZFFQVs/Pf72T+royvnRjS2+iQYOgRrFx\nutJBbrKlxblDZ+r56ivbuWvMWO6bOAGTVovL7+f9Q4fQyhr+c/PNmHU6XAEfw3LM7DxRy6+vzcPt\n9/HK5i3EGQwkWU2898Ux3rpuERkxMZQ67OgkmSSzmaFJyWhlmV9t2kxpnYOvjx+N3w83Dx/J6oIT\n/HHnLk7Zail11hFvTmFCVgqoYPO6qaxzkxMXi0GrwacouLw+9peXk2JuaQapAmV2BwMHt8w92lFY\nSdYAb5NgakH/wvC5dM3FUuPvbijx1I6P03jrYP64S8buDGA1t5qHyXUu2tQgnNZt8jG57hpoZfnQ\n7lhiiU5wkSESwQWC801HRXs7+oLpA8ngNTXw2vOxPH3N5VyWl9i29huQnxbDiwsv539/SuLIkZbn\ntFqYe6OD93cXtrnu3j98wd3jxvO9yydj0mpRgIMVlbx34BAvzZ7NuIx0BiclYdTo2Ha8hniDieGp\nyUzIzOCFWVfzxy37eW7lZp6YMZ2Z/fsxOCmRLGssLr8fp8/PkKQkBiUl8tNrZrGh8AxbT59FlmQM\nGg0LBw/itlGjOFVby+rjJxmSnNRUmDdGZ8SnBLC5PUiAXpbRSDLrC09h87ibSosAlNtdKBo/KYnn\nRImiqPzvwDHmz5NCi+RwArpxq3+o0igh+ozXWZkQmMTyTeGNVEvr7ezepuMq7RXhx2g+N4HgIkGI\nJsHFS1eecruRG9Lh2J3dTdcHWb0SLk/vz6CM0LVOkmMN3DBsKB/+t22Qe9H1Kgd9x3l/x+mmY+v2\nVRDwS9x72QQgGLFxeH0sO3qM64cMJTc+KCglCTJjrPgDKnmJCU2e1P3i45iSnY1eo2NselpTv/0T\n4tBIMla9Hp8aFDcJJiO3jBrBh0eOITd04AkESDKZGZmawilbLf89cChYBkUCs05LWoyZ49XVOHw+\nPH4/v9q0ieFpyWTFWXh1y1b8AYVat5ejVVXkDzwnohRF5Y+fHyKQWMGMiQ3J6O0JjOaCKJywalym\ni1SkNGt3e9xCPvq3hU372rESMAXtEKpsPp59rZbbqx7EIlnathMILgGEaBIIOkPriFBXhdBFJqBW\n/c/CvJE54RsCs0aksWOjBXvLjW/ExMDzv3Kxpno3z3y4g+0FVfx+5Um+PHw4Wo2MOxCgzuPFr/rZ\nVlzMgsEtvYnK7A6STGZ0csslpvEZGXj8fgLKuSVBSZLIiInB4fPg8vmwe334Agozc/txvLqa4ro6\nCmtt7CguwWCELw0byoScNLaVnOHJNWvZdLoIJJU4o5GEGA1v7NjJrf9ZQkBVeGTaFL4yYgRn6mu5\n5d0l/GnnbjL6e0hPlfH5FdYfKeGxDz+jUHuMpx4xo9N1ouxIpFGkSOspNoitDEMSz8R8nzd/beKl\nP1Vz4IQTtaGWS5XNx9vrivne4jquOX4vCzXzI59vZ+YtEPQBRE6T4OKmJ3Kbeoo+upMuEIDKcg0D\nUqwRtbcadSSbTVRW2rC2uiQ1FV55w8XGjcd5+90ithfq+Ur+BGpdbgw6GYtBpqjOjl7WEGcwoqhq\nU901p89HrMEY/LJvOKYS3JVn0Gqo93qJNwZ9jlQVYvR6bG4XsWYdHp+Cw+fFG1CI0RtYdvQYl+Wm\nMyTbglGnoaQukcPV5bx8/Uw2FZ7lf4cO8tLnm0CV8Gu8jOxnJT9Hz67TZ/nyO//hdJ0Na4yfoRPt\nFMcX8+gaLQaNFo8HRgyHG+/SMHmsBY2mHcHUXi5Q89+Lxn+HE96R5Dg16z+fLH6rf5ZPtu/kN1tW\nUiaVo9NI4NNzpTSL52Jm0N84BcIbrnc4xsX2sCC49BCiSXDx05t2vIVKAG9+rA8V7w3qk86UyqWp\nIG17+HxgrweXU8aglan3ejhZU0Otx8XOsyV8dvoM1U43ByoqUIEUs5lUS8vlooCq4g0E8PoVFFVF\nUaHe40Gv0WDQagCpacYBRaHG5QzmHakqFU4H/zl0gNpAPQtMefSPj2/4nBI6jYaZ+TnMzM/BFwhw\nuLSW5FwnPq2LZbtKOFPjIEHS40TPgBEBZs3SMP9KiZRkBZfLi8kTj1YbQWQpnMBoLp6gZdvWyd6R\nWhLE12IBrtNMZ5E6Da/qw68GMMkGZEluv+/OIoSToI8jRJNA0FkiFUnh2oUSTX0IWYa0DIVjpfUM\nyQy/Fd3m9FLlcpKa2vZccTEsftTMYH1/HhrTj8yqajwBP4W1tfz30GGuHZjP6/Pm8+iq1WRYrcQb\njZQ7nRyoqEAvy9g8bjIUCx5/AL1Gg9Wgp97rxa8oZMTE4FMU7B4fBq2GOo8HjUZif2kl8cagKSUq\n6DUafrPwOvaWlfHr9V8wIScFl0siNaalZ5FWowEJtpwsY8nWs8wfNIjfLZqEVtJyyl5F6gAHK/cV\n88iSE/zfw26mT9VCoJNLcd0RGM2v74yXU3wtUm08BkmPoeujCwQXJSKnSSBoj0jKqoR6H659JPSh\nJ/K5NzhYfuB0+IbAmgOlXD7LSatd+dTWwlPfN/OV/hN5dO5ohmXFcfMV6fxjz14+Pl7Aa9dey52j\nx5BkNjOjXw4rjh/HqNOSGxfL4KREnH4/1U4X9R4vFr0Ok06LRpLYdfYsellGK8uYtFqsBj0un5/S\n+no8/gD94+MZEB+PRadjbeEphiYnkx0fy4Ihg3h13hyOV9Tz7sF9xBlbmm/Wu3zsLC3mg+1l/GLu\n1dw6dhiJZhPl9S5SMwKkxRn52rR8XphzBW++amH3nkDnb2wkO+cak7/ba9v8WGd2soXqr7s74vrY\nQ4FA0BwhmgSXBn1IgHSqzl0v4Zo5sKOykP1nQn8hltS4WHrkMItubFvfbOkSiUlxQ5gzKqPpWF6W\nHq8S4K6xY0m2mJEksOh0zM7P5+PjxzlZExzPotOTYbUSUBXKHQ40DctJR6uq2FlSgirBtuJiAGQk\nqlwuAqpKitlCvDG4e63C4eTf+/czf2geHl9Q4Fj0eu69bDwBVeXzM6cotzsBCCgqp6rrWH28kMdn\nXE5GbDA5y+b0Ue93kdysskn/FCsPXD6Bv7ylaUquvqD0BtHSG+YgEHQBIZoEgo4IFW1qT9h0pUBv\ne2P0McEEEBsLjz1v56frN7P+UDmK0lIcqKrK3tO1/GjZJm6/v5q8vJbXe72weqmF68a2LNj7+ZFK\n5gzNxqjVcLKmFl9AQZKgX3w83xw3lh9/+imbzxRT7/Gg08hY9DoCqsKhykrWF57m2XUbeOjySTx/\nzUxe3bKVFceOcayqinqvh1iDAaNOQ73Hw/7yCn64Zg0Lhw9gUn4yHsWPw+un2GbH4fNy27ihQO8C\nQgAAIABJREFU9MvQ88TKtew8U87h0hqOO8+SEWNlSGoiqqpSUe+hoKaGgUP9aFp5RE7on4Snysrh\ngo6L4XZIF/2XQl4fabSoozbR8F8SwknQBxE5TQLBhSCS3KU+lAwOMGYMPP2yjbde28zf3rFyZb8B\nJJoN2N1+Pis6RSCmlm8/6eTyqW2vPX4cUvXxZLYq2Lv9eA1X5w9kVP8Yjp11saukhCSzCZNWR35i\nIgsGD+aVzZvRamQmZWVg1gWX0P53+DBFdfVcnpPNmTobxfV1ZMVaeeKTT0kwGrlpxFCMGh2fn/Gy\nv6KcaqeLhcPzuSI/m4p6Ny6vn5LaYDQqI97E2PQMNu08hSnOw73LljIsJxYjRmakDuZMtZMqpwO9\nJcCQEQEs7VgYybLEFbn92bHnCMMGhrPSjgKR5kNFM29KILgEEKJJcOkQ7STrSBK5w+2W6+h4o+1B\nJ+fscMDaT+HUcS2KIpGS4WPWbEhJibiLbjFkCLz0WxcFBS42f15BUV2wYO89d6uMHt3kBNCCU6fg\nvX+DvcpA4UkZi1UhMTGY41RWoaKLNRDwywzJtuAPKJRUe7B5XZTU1zN8oJ4b5o9i/+k6frXsCFqf\niWHZVn5y5xAGZZpYtr2SU+XFKAqMHGzg8TunU2Hz8uHmCnafcVHuqeEHC4cyfXgCNpuEw16DqoAh\nTmXCsOD8qqp86FQndlMl333azpQpcOBAHS//1IAuJhc5oYbB+bTJ0WpNjEFHSXfr3HYkUsIlejff\nkdmRnUG05nK++xAIziNCNAkuLTornDpTj+4C4vPBX97UsHaZhQlp2QxPSUYjSxQetfHQ308xcrKD\n73zPS/x5+n7Kzw/+QMfJz0VF8NtfGjl71MqwuHR8jgBGVwJl5W4O7fViNmqIkSzY3QHw63C4A8ga\niZwUE75AAJ/ezpgxABITh8Txpao0ThfoufPqDDIa0qK+OjOjzbhJsTpSLRb+82kVbrOWK0cnBo8n\nQVJS25yjzEyo9HsZMUph5szgsfHjYeoMP+ZTXrKyI7snNrcXS2RWVl2jtQAJ974nxhQILnJETpNA\nEG0izXVq7rHTXpv2Igft1KHz++EnT+mp2DyI3994DY/MGc38cZnMHZPBvVcO5c+3XkN21Rh++ICJ\n2guv7wAoLIQfPWBlhmEif7rtah5ZMJyA7KXe5SXXmsSEzExMkoFhqcl8fvo0Jp2GWKMevazDUS9R\nXuchPqmlIBvXP4Hlx48SE6u0P2gzYmPh4+MFDM8JXfalkXXHipl8pbPFsUlTA6wtLIwouVtRVDac\nLmTSWH3YtmEJlWfUE9eG67e7RrC94KFDIIgUIZoElx7RfDLuBU/Z//p/MtozA3hi3hjiLW2/lI16\nDV+bls/MhNG8/GIUvrS7SSAALzxp4lujJjF/bBZajYxWIzNtSArv7y3AatBi0WsZmpLI4PhUCmpq\nOFFdgySBQStj0GgpqnKSnNJSrJypciLH1bPrdGXYORSU11GrL6fU5gzbttruYXPxaa6Z0/L4+PHg\n0NdwoCh8ntmWggqsaXYGDYhScL87IkcgEHQZIZoEgnB0pYhvuOhSe8c7ijaFEGZeL6xYYubuaUOR\n5dDGiTdP6kfh/hjOnAnZrMfZvh3ivanMHNbS3XJCai4Hq8pZfvQ4ABpZZkBCPHPz83hhw2eU1tsJ\nKAqFtbXodRLOZnpn/5la/rJnN48+Z+fNnbs4XFzX4fjF1U5+9ul2vveUndUlB9l4uLzDtjanl+eW\n7+SGr9e1WdqUZbj7YQe/XL+D05UdJysdK63j99t38a1vK0jtJXVFk0gEU0+UCBLRJsElgshpElya\nRDO3qTt5Td3MidqyBQbGpJHRatdZe2g1MnPy81m1ooZvfTv8ElZPsXKpgflDWnoOuN2g8Rr56YJp\nPLdqC7tLSlk4eBCj09IYn5mJ0QjfWvoRU7KzmT+0PwPTYikp9WFXbaw4cIZNpSd47MV6xoyB1NRa\nnn/mM2Zk5jF/VA65ycHtbGU2Nx/vK2LVyePc9XAts+fAyFF2nvvhFrae7s+CEf0YmhmLJEnUOX2s\nPlDCR0eOcdVNVXzllvaX4CZPBucPKnnilxu5pv9A5o3KIj0++P+iqMrJ8v1nWF94igcf9TByuBai\nqQ0iySfqqE00E8IFgksIqafN1iRJUlVV7eHHqwuE1MmCW4LeRWfFSqin6fbOtfbF6Wjc5j467c2p\nf2Hb/husB/71L/BvnMwd0wd0PLdmbD1exSrXRp56MXTVVacTSkpApwsmQmtDPF653cG2ABkZ0OAV\n2S6KAt+62cL3J85gaGYsOm0w2G2zQUmBmaFpCbh9ftYXFLHs0EnO2uxUudzoDQoTBsai18ocPuMg\nEJA5WV3LiAlu5t3kZM61KgYDuFzBXWwuF6xcIbFyiQWPXYckgaT3MWuRk3kLFTIzz83J4YA1q2HF\nf81Ul+rRaWS8qo/ps13Mv97PoEHh72tJCXy8TGbNB2YUjw5VBb3Fx5wbHFw73UpyUkNQv6uiJNLI\nZfOIZXt16dprF8k44fprpCtR2UjHF5x/VC7O7+4whNItQjR1ByGa+j6dEU6dFU2t++/IpLD18dbn\n2yuT0UXRtOVYJavdn3Uomj75BN54Tc/RL8xYdAYCioJf9jLt2joe/oHKgGbDfPEFvPayht0brZjk\nYJUyl+Jh3Aw7D34/wNix59rW1gZFzMdLzBz9wkRObByqpDB1WALzx2WQao5pEk3Ncfl8/GzdFq6a\naGHSgDTKyyTKSyUq7W6eWPMpI8d66T/Sib3CxNlCPRa9DrvHx+BRHubf5GbSpOASpqKA1RpcUusI\nVQ2KLZ8PLJbQQrEjFCUowiQpKN5kmZbJ+9EWTe2day2cOrMkHGk5oHDz6YnPKTj/CNHUBrE8JxBE\nSjj7ga7S3D8nUhHXYHSZlQWrayqByETT0TIbWWO9bY4rCvzgIYmdH6dxx5jR/O6bA0m2BJeZDpZU\n8a89h7lp1iGeecXG9dfD67+Gv7+axFdHjGTxrYPJTQwW6j1dXcd7e49xzw37uOOhKh56GA4ehJ89\naWVSUh5PTcvFPyyORCkBnRbWHCvkhXePMmtsEsMNA1FUFblZ3o9Bo6Wovg4TqRzZpyfVYmFsppHd\nZ8uYNSwDlz1A2ac6pvfL5pkb4khMkPEHFLYer2LprwtYnnuWJ5/zEhu+jnCT0OkOsgwxkW3I6x10\n1Zagp5byxBKhoJfT7UiTJEl/BhYA5aqqjmrnvIg0CXo3PRltinSJrvFYe9Gmxn7bWaLzeuGbX7Hy\n8zlXk5UY+hvf51f45tuf8LO3qsjKannux0/Ang/789ZN80iLab+fDQXFfP/jlcy9rYb1/07jrRsW\ntIkMNXK0vIZvLVnODd8pZdfaWH4w9XLG9Q+2ramBkgITwzOC/kg1TjdPrdnA8PQEbh42muQYQ1M/\n28+U8tc9u/n2uEkMTY3HoAvWJ3l69QaO1JYzu98gvnnZaBxeP8cqaxg8woe1wQtJUVT+sO4wRbGH\neP4X3jalTc4bPR1pan2+daQnkqW4SJfqOmOn0R3xI4RT70BEmtoQjd1zfwGujUI/AsGFoSf/QEej\n7xB96PUw7yYHf/zsEAEldHL3v7adZOC4+jaCqbISlr0Tz+vXze5QMAFckZ/FQ5Mu5503rLw4+6oO\nBRPA4NQEXpx9FW+8ZOUrg8c0CSaA+Hjwa7xU1nsASDAbeeqqaaw9XsTxqmB9OQCH18dfd+9lXGoW\ng1LimgTT1tMl7C4tpb81iW9eNhpZlogx6siNi6Po1DllJMsS9105FO+pDLZuDXlrLj7CCfRo9Buq\n72jUphMIeiHdFk2qqm4EaqIwF4Gg9xMt+4HOiKnGtq3Hbohg3HKbipx3iheX76GqQYg0x+nx8+eN\nx9hUt5+Hf9h2ae63v4EZOf3pnxh+DWtKbhbxOiuDUzoWTI0MSYvHKlsYmZLW4rgkwaChAc7U11Jq\nc6GoKmkxFiZkpnPUcZrDZTUcKavhyVXryc80Mj03B7Neiz+gsOpIIa9v20panJ4bR7S0WUi06nHZ\nNbhc58aSZYnrhuez/L8hstN7O5Eul4USNKEK+UZyPtTxnhBHQnAJeikip0kggOiUQ4lGyZUu5Ddp\ntfCjZ7384y/Huf9/ZxmTnMWIlBRkWaKwxsZnZ04xbrqDnz/oaze3Z8snVh4eMjCisRwuhdn5eWw/\nVcaiUaHzqL4oLmd2Xj71VTro13Il22SCYaP8FJ6wUVJsJ8lkZnRKBu8c3s22+CI2H61iQIaRQeog\ndp8tZ2tRMWsLC0lL0vL4jYN4/t2jXJbdUozJkkSiyURtrRdTMweGqYOTefUvejweNwYDguY0zyGK\ntg2BKAYsuAgRokkg6CyhxFF3ksUjKfbbQf9aLXzjngBfvaOe9esOc6rgGIGARPokP7+9GhITOx7W\n45RJNEWmJgKKSpLJhNPnD9vW4fWRaDYRCMi0V4POaIShwwO4XAGqq7zonG7qzGXc84SDlybC7t02\nXnquliHaPEbmxrF46iD6p1gps7mx6vVo2tkKp5U1BFoNpdXImPVaXC76nmiKlmho/XvV+lyocbrj\nB9VdhHAS9DLOi2iSJGlxs7frVFVddz7GFQg6RS8pvtsdTCa4dh6EKpTbGoNZodrVdlmvPTSyRJXL\nxTBd2xp4rbHodVQ7XWg0oXOtTCbIyoYzLg9jxwe44org8alTYep0lfGuNGaNTG9qb9ZrsHu9BBSl\njXDyKwH0rRK+fX4Fp9ffIvp00dJTu+Gai/fO9NG/sPveTUI4CXoYSZKuBK6MpO15KaOiquriZj/r\nzseYAkGvojN5TZ3ZKdVOAd/OMmWWnWVHjkfU1mKSWVVQwMR+aWHbjs1KZfWJAmKSfBH1ve54EZNm\ntvSPmjjdy/qTLeu+xJh05KYY2VFU1uK4oqpUu1xtyp1sPlbJ8LHeCxdligtfmy6qhBP+3Une7sr5\naDyI9PGHGUHvRlXVdc11Sqi23RZNkiS9A2wCBkuSdEaSpG90t0+B4IIR6RNtd5+eIx0/kvl0Uzh9\n937YeKaQwuqO67U1suV0MTafg6MV4fd+HCmrxa442F9RFrZtmc3NnsqzXHV1y+PTpsFJZxmFFfYW\nx+dPSGPpoaMoyrlcqWq7F5M10CKipCgqHxwsYP5NoR3QLzq6K36iObYQPIKLiGjsnrtVVdVMVVUN\nqqrmqKr6l2hMTCC4YHR3KaAjQRUt75ru9tOK5GRYcGstD3ywmtI6Z4ftNhQU8+ttm7njO3Z+tHot\nh8s6Fk5Hy2v40eq13PuonfeO7mHXyeoO29bYvTz/8Xa+ek99G3NJnQ7uut/OC6t2UG47J3xmDE3B\nr3Pyp+17URSVereP0zYb2f3OLUs2+jTp+5UweXIEN+J8cD4FRDin+a5GhboSkYpWtEkIMMEFRiSC\nCwRdpaccwi8Az70AjzhPcfM773P7qFHcNGZQkyP4/pIq3t1zmI9OHGLxr21cdx2kJJVx56tLuXn4\nSG4Z09oR/Cj/OrC/yRH80Lw6fvqjTUw6mcf8EbnkpQXdJ21OL2sOlPLhkaNce3sV132pfa/YWdeA\n01HKI29uYP7AwcwZmUGi1cBTXx7GY/9vH1v/W8K0/tlcPzMOqzXoCL7lWBUfHCxA2+AIfsGMLfsi\nIqlbIOgQUXuuOwhH8IubSJ5qOxJNoWrRRfrE39pHp3Vh39bXRSF35pNP4M3X9RzZHaw95w8oBLRe\npl9r43uPQL9+59p+8QW8/rKGXRutGBtqz7kVD+Nn2Hmgndpzqz6Gj5dYcNfp0coyHtXLtGuCRXEH\nRuB4UFgIKz7UsH6FGT16AoqKZPAwYKSDugojZ08aMOu1ODz+ptpzU6Z0rYZc1OmqK3hXREZ7Tt8d\nuX931dE7khp07Y0VLdEkxNf5QTiCtz0nRFM3EKLp4qY7oqmjc9EUTa2vjWLCsdMJJSXBLfrp6aGF\nh9cbbKsokJERtBLoCEUBux38/mCNNp2u83Pz+6GuDjSaYB+NG+iczuCP2dz9GnI9QqNwOp+iqfn7\njoROqE0KkWxWiLSYcKRCKxKEaDo/CNHUhvOye04g6JNE8oe5swnhnXna7kxl+yhjNkN+PmRnh4/U\n6PXBCNSAAaEFEwQFTmxs0DeqK4IJgvNJTIS4uHOCqXHOycm9VDD1NTrKgwrVNtw5kY8kuAgQokkg\n6Cm6s8OuM4VRG4mC/YCgl9ET2/U7m6QdScJ4pMKp8b0QUII+ihBNAkEoeiLa1FWiubwhOP90Zfk0\nmv+ve1qoXIidgQLBeUaIJoHgfNN6ia6nk3EFvYsL+YXf1bEjjQ51JmolhI+gDyJEk0AQjp4QJV0x\nsYyknViiE7RHtMwuoyGcBII+jBBNAkEkhBMrHS3Rne+lO4EgWsKmO+InVM5TtKJNQpwJLgBCNAkE\nfYVIt3kLBD1JNKJSQvAI+ihCNAkEkdJVoRJpFKojv5xQS3ntXSOW6ATtEc5GoCeETCTCSQgoQR9C\niCaBIFqcr6W4jhDRp95PFA1Iu8SFEChCHAkuIoRoEgg6Q7Rzm7qaAN48AiWiTYLOEg2vpM5cHy66\n1Z1dfQLBeUSIJoHgQtLZ6FBnan0JBL2J87ksKBD0EEI0CXotKirOhpfam8r8RVuYhMtREkLo4qMv\nejVFo49QwklEmwR9gN5Q/1sgaEEFFXzMx6xiFW7cAJgxM7fhlUTSBZ5hL6I2vuMvDVvchc+hEbQl\nzhb8fxNfe+kJ4sbf1fY+96V4PwR9DhFpEvQqPudzHuZhXLh4kRd5r+H1HM9RRx0P8iBb2Xqhpxn6\nj3tXPJsi+bLoSj06gaA9GiM73TW97ImIUzT7EwiijBBNgl7DTnbyBm/wPM/zbb5NDjlN5/rRj/u4\nj2d4htd5nb3svYAzbSBa4qQz7uCRLt81HhMJ4X2Xi138CuEk6IMI0SToFaiovMVbPMzD5JHXYbvB\nDOZ+7udP/Kl35Tl1l0jrzLX+d6hjAkE4orGLritjtvdvgaAPIESToFewl71o0DCOcWHbTmISLlwc\n4ch5mFkXOV9lVToblRL0LvpyQni0SqC0928RbRL0UoRoEvQKtrKVq7gKCSlsWxmZK7my9+c2dae/\nzvQrxJEgWrQnOvqaEOlr8xX0KYRoEvQKHDiII3z+jRMnxRTjxcsGNnCQgxfXMl1zOiucOmov8poE\nHXEh7QfC9SGK+Qp6IUI0CXoFJkzUU9/heTt2DnKQoxxFQcGNGy1aXuM1HuRBdrLzPM62m0TDHbyz\nTuJCOAk6ord4JAmhI+gDCNEk6BVMYAKf8Vm752zYOMpRUkllDGPIJpv97Oe7fJff83vu4i5e4zXW\nsvY8z7qBjgRMqPylrtgPiPwlQU9wocRKJLvnRLRJ0MsQoknQK5jABGzYOMShFsd9+CiggIEMJJlk\nJCT2sIcAAUYxCgmJCUzgJ/yEP/NnTnP6An0CgaAXEW3BcL4ESF+dt+CSQYgmQa9ARuYbfIOXeIkS\nSpqOV1BBAgnEEgtAEUW8wit8g2+0SBrPIYcFLOAjPjrvc48qrRPBQ3k4hSri2941Yomud9Ibvtgj\nmUOoNr1Z7PSG+yu4aBCiSdBrmMY0buEWHuMx/sW/qKaaCipIIYUqqnibt3mcx/k6X2cSk9pcP4c5\nbGRjU+mV80pPLI9Fs0+xfCcIhxAXAkFYRO05QY/hx48PH0aMYa0EvHipoIKruIohDGEZy7iP+yih\nhIEMxI2bmczkRV4khxwCBJCRW/SbSCKxxFJFFVlkAUHTTDdudOjQXohf98L+0L+w8+e6Qqg6dILe\nRWP9uZ6kq7XcOntdd2rGtXdt47HW/+0Ooq6dIEoI0SSIKm7cbGADy1lOIYVo0aJBw0xmMp/59Kd/\nU1s7dp7jOVawoknYePFixcpoRqNFSxVVxBBDMskYMFBOOWWUISGhohJLLKmkEk88UsNLQaGAApaz\nnA1sQEXFj5888pjPfK7gCvToL9xN6iyhxFB75zpqXxsvCvj2Js6HcIqUUIV0O9NHbxYmvX1+gj6B\npKo963EjSZKqqmp4x8K+iHSxGgR1jWKKWcxicsllAQsYy1hkZKqpZhWrWM5yruVabuVWDnOYG7iB\n4QznTu5kHvMwYqSQQt7jPT7lU7LJ5h7uYQQjOMlJVrCCbWzjUR5lEpNQUKimmjLKkJFJJ537uI9Z\nzGITm5jPfOYwh3jiUVDYyU6WsYxSSlnMYtJJj/5N6EjchIootXeu9Q6i1v02P9ZR2468b4Rw6j00\niqaeKo3TFa+vcAaroebalTmH++ydsdjo6niC9lEjcBu+CAmlW4Ro6g5CNDVRTTWP8Ai3cAtzmdtu\nm1pqeZqnGcMYXuIlvsbXeJzHkRtS62zYOMEJBjEILVqe4RncuPk//o9ssrFg4TCHeYEXeJzHGclI\nILgEd4pTLGUp29lOKqksZnFT8nhrPuIjlrKUl3iJeHrgD2h7YqUnRVPz9kI09S2aR5o6U7g5Us63\naOrsmJH0KUTThUOIpjaIRHBBVHiXd5nGtA4FE0A88TzDM/yMnzGVqS0Ek4rKaU4zgAFYsWLEyLM8\nSxllbGd709LbMIbxHb7DW7zV5AQuIWHBwn/4D6WU8jRPdyiYABaykAlM4H3ej+5N6Cmi+aVRG997\nloQEoQXshSik2xtz4qI9r974GQV9BiGaBN3GhYv1rOd6rg/bNp54tGj5Gl9rEkxAkxt481IqRox8\niS+xne0c5Sh11KGiMoUpOHBwlKMAnOQkT/IkueQyhSkRRY+u53rWsAYv3s5+3OjTntFlZ0VSe9EB\n8UQtOF/0tBDpzZYGgksKIZoE3WYve5vMJ8OxjW0kksg4xrU4XkMNSSS12A2nonIN13CEIwxgACc5\nyQEOUE45E5jAm7zJj/gRi1nMLdxCPPFcxmURCaEMMsgmm4Mc7PwHDkd7YiWUA3hX++xqWyGmehc9\nuVzaFXHQuFwciWO3QHCJIUSToNs4cLSI7vjx8zf+xnf4DvdwDz/iRxRQwHGO8wt+gQMH7/AO61mP\nv+Hlxo0GDQECLQrwJpCAFy8WLIxmNCmkUEYZXrzsYAcjGclbvMUsZuHESTzx+PFHNO8EErBjj/r9\n6BKRRJuimfMilugE7REqH66zfXT3mvby+KKJEH+CLiBEk6DbGDFix46Cwgu8wOVczkd8xDCGMZGJ\nePEyhzksZCFZZHETNxFDDB/wAV/ja7zLu0hIBAgANAkpCAqyRiuCwxzmLGdJIAE9egYzmLWs5VEe\n5Qu+wIABO3Y0aCKatx07Jkw9dl96lJ5IxhVcWHrTl/iFmEu4MXvT/RFcsgifJkG3GcUoXud17uZu\nKqnkj/yRsYwFoJJKHmt4TWMa1VQTIMBYxnIzN3OGM7zGaxRTzDzmkUkmMjIKCn78fMqn5JPPEY6Q\nQ07TEt4BDnA/9zOKUexgBy/zMnr07GY3C1gQds7VVFNAAcMY1jM3pSeMJhuFUGf6DeXZBGInXW+h\nt3k2hRPd58vzqPU4/Qu7v9Qdqn+BIAwi0iToNjHE4MNHEUX8jb81CSaAn/EzZjGLe7mXkYxkAANQ\nUCiiCC1a8sjjRV6kiCI2sAE7diSkpmjRUpYyjnHkk08KKcjI7GMffvyMZjQyMpOYxPM8z0EOsolN\nEZVRWc5yruAKzJh77L60Idwf+0i8eiL5Ax/pl4D4shCEoju71kRUSHCRIkSTICqUUML93I8Va9Ox\ngxykggq+yleBYGJ3FllYsFBKKUUUAWDGzN3czXa2c4xjePAQIMArvIIGDWMYgw4dKirFFPMyL/N1\nvt4iaVyPnoUsJI44fsEvQiaDb2Yzq1jFjdzYQ3ejgZ4WJT1liCi4MMTZeo/Y6IpgOl9z7y33SHBJ\nIkSToNtsYAN69MxlLs6GV4AAK1jBfOYjI6M2vAAyycSChZOcZD/7qaWWEYzAjLmpMO+3+BZHOMIP\n+SF69FRSyd/5O4/wCLdxG1OYgopKHXUc4xiVVPINvoGKigEDj/AIa1nbQjwVUsjv+B1/4A88zdOk\nkXahbln3aB6xCiWSInFp7i1LQoKeoy+JjL40V8ElichpErSLiooPHzp0YYvt7mY3oxmNHj06dHjw\nYMfOKU4xi1ktTChVVPTo8eJlClM4wQn2sa+pZty93EsCCaSTjhEjj/M45ZSTRRZjGctd3EUSSexi\nFwBatKSSSh55aNAQTzy3czvFFLOc5bzBG8QTjwcPKipzmcurvEoCCT1+D9slXB05iLyWXGfGEfXo\nBJ2lMdrUkegOVWy3p+cF0RtH5DUJOoEQTYImVFT2sIflLGcHO5qOX8ZlzGd+Uw5RI5/wCW/wBhvZ\nyCIWUUUVfvxsZjNrWMNmNjONafjxU0op7/Iu+9iHDx8BAliwkEMOMcRQRBE2bCgo2LBRTDEmTE3j\nneUs+9jHKU5RSikKCgDjGMcCFpBKKkBT+/SG1372c4ITyMiMYATppLdYQjzv9ESCuEDQk3RVVERL\njHTUjxA7gguAEE0CADx4eImXKKGEhSzkYR7GjBknTjawgbd4izTSeJRH0aLlbu7mJCe5jdtYxCLe\n5m3s2FnMYrLJ5k7uJJdcLFh4n/dZxSpu4iae4Rn60Q83bj7iI1ayktOcbtr95sbNClawnvUMZCC/\n4ldo0bKXvbzN2yxlKVdzNW/yJm7cfMZn/JN/spSlPMADTcWB17OeeczjTd4kiSQCBNjBDj7iI97j\nPRazuElo9Shd2fEWCYX9gzuJ2uu/uTCLRKSd6gf9TkV3foKLg3BRnZ4QLkIMCXoxomBvd7hICvY2\n+iuZMPEwD6NtR0v78fMqr+LAwSlO4cHD7/gdccShoDCe8eSSyz3cw0IWAkGn8Pu4DytW3uItcsnF\nj58AAY5xjBhi6Ec/VrOa3/E7vsW3SCONoQxFh46neRoTJhazGAgu721mM/dwDzdwAz/hJ03z/wN/\nYAMb0KIlmWQWs7jDcir/43+sYAUv8VLIGnVRpblwCVW8t6ME3FBFgMMV9G2vsG9rhGh73eB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qgRDE3SJKliIreayQ/vatQ1aVwTwdAkTZKihS4XPu43QbzXMSnHMAGjCduqjOqaaiVDk9RmZQPN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\nrkJggg==\n", "text/plain": "<matplotlib.figure.Figure at 0x7f9b9d85f890>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 59, "cell_type": "code", "source": "sk = SklearnClassifier(KNN(n_neighbors=16), features=['SepWid', 'PetWid'])\nplot_model(df, sk)", "outputs": [{"output_type": "display_data", "data": {"image/png": 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/PtxxB5gcbkop81m2cQPiiOp/lB/50evrP/IjUf2OMX5Q/SMFTSaNa8+PZkHS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"text/plain": "<matplotlib.figure.Figure at 0x7f9b9d79e0d0>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 60, "cell_type": "code", "source": "sk = SklearnClassifier(KNN(n_neighbors=16), features=['SepLen', 'PetLen'])\nplot_model(df, sk)", "outputs": [{"output_type": "display_data", "data": {"image/png": 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KSMqsZPaPFbzy0xpmzIATJuiYzfuPe+klIWbNCXHzAyXcNj0VpbsxUDXmO8on\nn9Ws5qflBq/8YwQ9O+7vhvrzKSEW/PwVN7/6CzN3vkgf+ux7TUNjct7F/Hfencz8iwtdr3m+m3Mr\n6ddPIylJwxcw8JRbGBYYjTVg2TNmqaaRvZN517UMyiOqDiFEK0mMsFRdIi+fkcihaa/GWqAaClet\n0bLT1FDdnlubGlv6pvZ2MTj3SAZIBwlWjRNqAotJI0AAgAABinxu/u+7Nbz8b42hg+oORu6cY+KE\n4xQ5OQZ3PVXKtZcmo/T9UcWNm1XGav77nuKMEb1rBCWoWmT21MM6kp1azF2PXsVzeR9ix77v9UlM\n5ruvF/JUxvdMO6NjjTmngiGFxQzegMG6zX66evtj3bO0Sn1nbTbpBAk2qT6EELGXeGGpPol200u0\n8kaioRDbUICJdehtTghoj59LpKrV13rW863pS8qtBdiDyYwIjOFgDo7oqSgDgznM4X+Wd6hIKiDJ\nl8ZxvpM5h3MwY8bA4CM+Yo71Pdz2Qmy+FNblFVFakUaqq/HlPMoqA3jdpn3LkqSTzm9FO7jyr4qh\ng0wooLRMUVZuEDLAZIL0VJ0+PUyYdI1PckI8+7KHXid7cdmrlhF58+f1fLc6xCVH9OWcI7s2eOzD\nB6fz+SG5fDX7K05g/5IfFizMKH+IR2bN5K/LPufEiRqHDk7BbjVRVOFnyQo/K9ZAN98AOqrwLWg7\nC71kBro1Wg9CiNalKaVatgNNU0qppv1p2BR3zGxZASExbnqJUMbmqu/cGjvfWNRHc/fZnj+bataG\n1vO86xHKszdxzASDjBQTlb4Qi7/VKV6XzYW513MMExp8/3u8x2NdbiC5ZwEnn6rITNepcCvmzIGd\na5MZvn0Kq7p+QlrvIk45RZGWqlNarpg1J8DOXXDt8YO45LjuYcv4wTe5bH9qKtd4bgGgggrG9M5k\n/schUlwa23eFMJkhM6MqKAUCisJCDV3T6N7FxNLlQf58sZUJgUl49UrsIQe/sYL/3NOjTotSfX7Z\nWMrrd/fgscLX6319PeuZn/Q+K1MX49O8pATT2aptZeYME6N6ZDS6/wdfzWXw+//kJE5pdFvRzqkI\nmmZFszQnt8R/y1I0ugkSocWgPXTRNSSSLqHGBiTXt01zy9HU/ST6mLkILA+t4MEON3L55YrDB6ej\nh/a38px+OKz7vYKHnr+J0uU3c5pxZp33v8zLvDBkOnfdqXHsYU70ak+G/elsxdyvSrn7kX8zdbKF\nv/81reatNntYAAAgAElEQVTr5wb4cnkpd96xgqJyPzdM7VtvGUsqAsyeA//w7D/+GtbQKdsEBNm2\ny6BPb3C5qndxaXTuDCUlig1bgvTqqWGzaTy+423s2FnPep4Ze1FEQQlgSHcX22zrG3y9H/3o57kZ\nPPv/2zzm8O7s2xl2hRF2WZiNu9ws/c7OtDCBVAjRNhJntrG9C69GOhYj0n1FY3/RFK/lirba5xjJ\nOUfrc2vpe9vZ51OhKngw7R/cdIOJI4emVw1StgSq/rdH/y4u7rsxk1kDHmQ1q2u8fyMbebrPtfzr\naTPHHZ5UIwgBuL0hUnO8vP46LF8bYPOOQI3XLZqFI0Y6efJJ+O+v6/lhbXGdMhaU+bnt6XyOW3dF\njZmqQ4TQNY3CIujbV9UKSlU0IC0NevdW5OVp6LBvXJCBQYTL2gFg0jVChFBE3uA9kROxLz6Wh17P\nxesP1bvNut8ruPNRN1fvvB8nzsgLJIRoFfHfslSfaLcUhbvxtWVLQntubdqrJWvTteR7EI0nwdpJ\ni9NnwUWMPKKCYb3qWa5kb2AKWMhKsXLm6RqzH3+LQe47923yhOVBTp4aZORAV73735RXSadO0K+P\nxpTJisderKBXFyuVHkWSXWP0MCuHj7EzsJvGGWeW8+enf+X40RmgG2Do+IqdFGxI4+ydf+f00Nk1\n9t2LXuzKD5Li0kiymgkGQ+g6aBpVKUmBoUAZVeu0+fwGXr/iX8kP4DVXoHmTWJ9fhi+Qjs3S8Ozj\ne23OraRjqHNEg9f3MmHilop7eXb+w1y6/EOOPVYxdqgDu1Unt8TPwi8CbFyWzNW7n+QQDol4v0KI\n1pOYYam2WHazxcPTdwdCaIK6AaY5T7e11fQBCfwZfZz2DleNb6Qbak9oOmZEBv/JWkiZ+0ZSSMHA\n4NtO7/PGafUPzjYUlHh89B2s8eWXijlzIWQEOelkSE+F8gr44is/L72tcd6ZFk49ReflVyrpO9xO\nWrqGx63xyxc2TAE7GaGsOiElmWSUx8bSZW769Taho2MYBgbGvkfzNaVjQsfQDL7/ySBoGIz++6c4\n7SaKKwJ88W4hr6z/nbMHD2109uwF37g5Pv/ySKt2f/Vh4RrPLeRu+BMLtv6PN1IX49O9pPs7Mr7k\nVG7lCKw0PsBdCNE22kdYqi3WY5RisYhtU4+bgDfliET69FxT53tq6vGaK8E+I6UUO/Ud9O+aFdH2\nzmRFx46QuzWXFFIoo4yQ1cOgPvW3KvmDBrqu+PoreOc9uPvuqoA0oJdGkq0q+Bx3LGzeHuKe+yuZ\njE52ls4x2UMZ1K3qibdLh8Lm3ZXc++xNVC6/jSnG/sHPhRTSz9WJD97fyISjDTIzdExKp/YIg5Bm\nsHlbkK8WQZ+uVo4cnIHVUrVNdqqVJ776laHDfmNgaAiZ1L8o7qbdbr5bZONZY2JEdVWfjnTk4sBl\nUHBZs/chhGh9iTNmqSVaa4xS7eO0xrHas3Dn19j5N6duol2n7XB8U3Pk5cEbb8I990CfPnVfVyi6\n9jC4716YNVvh9dUdD9Qrx8Hd12Xwdu972ca2Gq/l2NM5qk8XbrzJYNsOo857DRSr1ga59Vb4wxkO\nkh01/0Yc3TeN8T168sabBku9q/ATqLOPFVvLmPmwm6t23E8a8R+ChRDR1T5blhrTVktyxOKYCdz9\nE5HGWmrCvR6N9e+a8r6m7DNa+20hTdPoZHRh/e/FDOpef+tQdQWlPpZuK+ClnLvwmz3YPKlUlGr8\nuMzL2BH2OttbzTrffw/HHQedOoE/AMEgWC37u9MMzUDXITtLY+JExbffQI/suovEdky3ceIUg3nP\nfcDlvmsByCST0iIT548cRLLdwlXTtzJ0aIijj1a4XBrFJYpPPlVs3waXnediUG8bc5P0fa1Ke11y\nbA9Sv7Nw+93ryLAtIStLw1AKlI7791Qcub25Ov9hxsia4iIaIvoDqu2vD2K/AzMs1dYWN7Joh6gE\n6/5plsaCYaSv79VWXXUNlSfa+4/QxJKzmbfocQZdFD4sfbwkn0fnrmPEOCdTD19HusuC2/s7gZ/t\n3HBHMZedq7jwTHvNJT+UYs1qjSunVbUW5edDeqq27wk0RdUTaXtXJxkyFFJc5gYfsZ84Jp1p777P\nn3dehRkzSSRxWMHJfPrLB/zhqEGcNaIfc1dt5YuPduMNBnFYzQwd4OXBG53YbTrPvuRj4pBedfar\nFJRUBsjO1OnRu5IJIzOx2A3cpTpLvrSwpchDOaVNrttGJdrvNtJW0kQ4l1g4wFuR2zMJSw1pq4tY\nNG6gB0prU0vHLbVklu9Y1W0brFk3wTyed795gRVHlTO0Z/0L2s75MZf3l2/ghuvhMGdfkrX9wapf\nn8F8FfiW+QvcuF83uPwiB9qe6QPclYokm05KSogKN+TuhgG9az11plUNxK6ohPJy6NvVRok7QIc0\nW51yZKZYsbiKKad832Dsk71nM/OjWRw5zEtOup0zRvThjBFV/X1uKtmc9gt2m866jUG+/drEUxfV\nfOpPKcWT8zZQYNnFay/YWLs5wMHe4VWDyTvCmf1h22ke7njiZoLL7+YEJjVeqU0N7pG8Jxoiva61\n9KbfnD9MWnrMtr5Oi3ZNwlIk2roFoLlTG0hoCv967e0i2bb6e9pJYErWkvl7yb3c/8iNXP7XYg4f\nnFajdWhXkY+Xv97AtKtgkLVPjaAE4NIcDDUPwnrqKl5+2cPoERbGjqx6sqtqPxpBn87qVQYdO2g4\nkmq1GilFUYnGmtWKTilOnDZznQVpqzMMaiy90pvenL9hBv94+Hb+drmLgV1d+8KaBhiG4selAZ56\nRnHN8UPISK751Nni1cVs8uzmwVts2Oz1H7d7dhJ3Xadx4923cVB+P7L0WoPAGwoHzR07V3s/TXlP\nc44TTQ0FwURorZcQJBogYam54qX5PJK/4OKlrLESrdBUfdtIto91YIq0HFEwwjSMW3Of5PlHH+HV\nThs4doIiI9VEpTfEix8WMuY4jeHWAWRp9T8p1l3vijlkZsxBq7jshgou/5OFjFSdsgqDtesMFn1m\nYkBaZ3Z58ygo9NOxI5gtEApVtTb5fdAzKxlLyErAC2nO+i9N2/I9mCpS960Nt9ckNQXXbyk8esdD\nuPru5sijDFx2E0XlQV7+NkivbBd/O2EAw3ul1Nnn3GU7OPscDbtdo8wTxG44qlqVLDUHenfOMXH0\nhCAfv/UxF3B+1X9s6OYa7qnORL15t0VrUzTEUx2KhBX/a8M9cW3L14ZrC/EYSpqzRlsiitW6c+He\n15r1GMNjKaVYb2zkW76h3FqEPehkjuttnnswjc4ZdbvFavP5DU69YROZ20YQcpRj86aR7M9k4B9+\nYtxZuylz7MKZDKGQqvYeRVoadOtg47037Ojbu3PJhB717v/5Wbm4Xp3GBaGL633dwGApS/nF8j0e\nSykufwYb9fUMn/YV5xyTU2f7/FIf1731I6+8aMFs1tiw3Udybh866rUm6NwTnLbs9nDnDCv/Vq80\nWhcRi6ffYDwFi2gucRXr48VCcZqsDRcj7XNtuEQVj6059f1l1x676iJ9gq4pLU2N1VVrdp3F8Fia\nptHf1Jf+9IVQ1bIg8yxv0Sk9sgkTbVadfpnpXJc7g970BG8aRRRx/OcD6DCpkNOONmM117xG+QOK\n39YE+W29j/99FuL5czvWu+/V28v56pMknghNafD4OjqjGc3owGj2zgCwhS3886PFHDbUQ/fqT9lZ\nAhR6KumYA2azRklFgPIiCz2rd7HVal3qmm2jiEKUUvu6+lqsLa4V8RSKGhKuJSoW5W+rli+RECQs\ntYa2HvPUkOrlqn0DjofyRUMkF9ymds81VFetHZhqHz8GdHSUUTVOyNT4aiBA1dQAZm3PxmklLC5Z\njCm1gvffMZGZqjh6XFU42cukw+6dOnfeE+Loo4J4UwqArvv3FzL4emURL/2fzg07niKLeibQDFMf\nPenJn/Nu4Z+P3MG0yyoY0z9135gos0nDH4DcEj+/b9PpHxyE2WoAdedrAggEFWbM0QtK4c6jIU0Z\nNN6etPb5tdXkwyIuxX9Yao8tHxCfAaq+VpT6tHU5W6K+m2pLnoqr/f69gaktHgCIwTF1TadXsB/L\nN//OqL51x/vUllvsoyzfRo62v3XopcwHuOKvOkcelMKr71Xy6mtBjjxCkZKiqHBrfPMNdMyw8M+r\nnDzzqptJH6ykU8YGQiqEjolAQSpDS47kn2UzGcjA/Qer9R1VSrHSWM28zFksdX6DR3lx4uTQiuOY\nEjyV67c9zusPPsuLOWs5/EgDh0ORmwfffh9ky/J0hqV2x2EN34K2bGMFfYx+dVfrjUS0bvbx2Gp9\nIJEQdUCK/zFLr/6xZgEPlC9kPJxnpGWIh7K2VEOtai0Z+7ClZ4uK1GxR/jw+DnzKT8ffyz//Ws9C\nu7W8Oi+P4GsXcKl2KQBew8vYrL58ucBGeqoJDI3tv4f4cWmASo/CkaQxeoSFzh11nvg/N2u2+Oje\ny2DqgMGkOExU+gyWLzXx2XwrA9afxDWeW7Ckuesc16u8PGS6j519v2bKiTpHDk3FlWSipCLI57+U\nsmABjN52GperK9nkWs6v/lX48OLExVp9FT3/uIhzj298yZfbnsnl2OXXMj50XN0XG/uuRCMsRXPx\n50iP0dypSyLRHq4dDWnpucmYpZhpTm5JvLBUn/b8g6uuLc8zFoOi41E0y1s7gLV2XUTpeF7lZZrj\nEi68uohjRjW80OzqbRXcc7/Bw4EnyDFnA7CtqJyzexzK9586677BqLpsGBg8+EwlhtnPjddp/LzM\nYGjJEaSQsm/MkD9g8NBreVg+n8iNoZvQtf1TB4RUiDvNM0idvJjp53Sod0JLj+Hl3hcK6PDjSVxl\n/WuNbrTtwZ3c4pzO7bdY6Nd1z4LC5mCdfXz8QwkfvJDF0677sWiWhiusPXaHxdPvOJ7K0hyRll/C\nUsw0J7e0j7Xhqq/B1R4vVHu15Tk297iJ9tlEs4zVzzmtBHpuiVo9eEIe1vk3kR8qrPf1oApSnrID\nX2puvccLqiBlqgy/8jd6LLtm53b3g7z6rIs3P82jzF0zSHj9Ieb/lM/dDwa4Pv8+cszZVfs3yrEm\ne/H5FIaqZwyQrkBXLFkeYGeBn7/doGGxVc2LpJsNAhYPBlV/K1ktOn+7qAPbBy5kaWh5jd18E/oe\nz6jvuOacjnWDkiUAlgBJNhP/+EsWy7vOZ01gY41Nupk7c3XZrdzxcCULf83Hr/z4AwZl7iDBoKKk\nPMhr8/L574sp3Ga7aX9Qqv3dTpTveHPE0znGU1mao6HvTaKfVzvXPlqWmirR/zJpSKI/vh5vn0u0\ny9PYAPpGjhcKhXih4k3+z/I8Za6dOBzg84Hut3NowRTuT7+JPKOQedpcfrB9hdWm8AUMegT6Mtl7\nOkfZxrI2uIl5gYX8GFiKzWzCZwToFerLlOCpHGk+FKvW8JidPCOft1wv8r3zM4aPDJGeoXBXaCxZ\nqhhcdijnGOdSqsqZZ/ofv1p/wmYDr1+xxr+B6dPhsvOdNQZ273XHIxUcOd7PscfqlJYbLF2mcCkn\nJpNGyICUUBodQp1J01L59JcCvn/8MGYE7tr3/pvs0znt7+s4bFBanafX9tnTUvTR10Vs+Ndx3GC9\nps4NaYVnAw+XP8dKxxKsyV7sdnC7NVSpi2OCx3Nj2p/JypY/9hsUT7/feCpLc23uKV+2GDlwu+Fa\nqj38sGprrXOK5XHi6XOJ1jQLkYSkerbxh/wc6z4ZfdB6/vAHOPM0E+lpGiFD8eU3Bq+/YbBwgYkj\ne3TnwpNTOGZUGs4kE4ah+GV9OXMW+vj6xwBd9RzOGTSc8Z374zDbMPwmfi7cwpwtKyjOtTDTcROZ\npvT6y7Pn/MuNCpb4VlCh3Ng1G8OtA0nVk3kw8Bj5/RZzymQT44alYbPqBEMG7yxfw0c/5NIjx8aM\n65wku/a3/ng8ij9ML+Y/b2iYrAZr1xt4yyyM6puCroGhoKgsSG6ewlSeRndfXy66tpj/FM3Hptko\nMoq5qtMZvP5kGiZTtctQPd1oAOWVQf44vZz3nK/W6IorCpZyR+VDJA/fzAnHa/Tvp6HpioBf49fl\nBnPnQp/CsVybdSFmPcLHAqMlER9pj6cyxlNZmkLCUszIPEvN1ViTZyL+2FrrabtYPpkTT0/91Pf0\nGzR/8Gskg8irbXOC+3S6TljPc0+bSEut/ti9xrFHmVi3FmxJIU49eTNHWA/BqZvAHEQHDh6QQmaf\nbWSMKGT5bDvjcvrhMFdNMKlbQ4zN6s2YnK68u+kXZvx2Hw85Z+LUHQ2WL1l3MT7p0H3/NpTBvYEH\nsU/4hkcvzK7RFWY26Zw5oj+dhxfywxIfdz6quOdWB1Zz1TZuj4HLBSarQX6hQWGBxth+LvaudqJr\nkJVqJjMVtuwsZlveOhzJGVQEd2IzpVPuWE1aehCTLRRR9Sc7zGiWIF7lI0mzA1XjmW6vfIDDztnK\neSdkVoWovS1USdB1HJxwqMEDLy7mqaUmrut/Uv2fVaRdJ7W/M03tconHJ2lri6cyxlNZRMKSsBSJ\n9vKoaKzDR2ss/xFvdd7cOg33vrQSSoMVlPp3YdHMLM/bSVnXVXz4VM2gtNe2bYrvfjD417OwbQes\n3Lqaw/SDIVj183br5ZSai5k2tTNPlxUyd+XPTOwyjDK/B7vJQrY5HV3TObvPaLaWfsqC3xdxhmNy\nxKeyzL+a3L7f8dieoKSUoqgsSIU3SJLVRHaahZGmoWhjfuP19T7em23i/DOqgorNDiXlio1bDHJ3\naQztnozdWncopQb07GxlpbuEAo8Nu2aDtBLshdlUJhk1JolUKPwqQAgDMyas1QZjBzU/QRXCll4J\nmheAjz3z6TJmLeedlo6meeo9R6sF/n6Fi6tu/ZL1FQfRz9W5zmcWsdaYULG2ePjdxFMLWTyVRSQE\nCUstkQgXqIbE6q+t1ghksdx/S7QwOBnFKfxYtoZ5vs9YZ1lJRpYJX8Dgi7ytXHqWIrWeoAQw/2OD\niRPB4dDo2lWxc2cZAbMXy56fd16gkA5OB7qmcdRRimnzP+LD0s/JTDPj8RqYPMmcmHYIJ3QcyWl9\nhvHAjgVMVZNqPHEWzjzTbE6erKMULFxSxNxfdpHvriQ1RaPCrXCa7EwelcNhB4/g2NEbueP+cubM\nU2SkQ3GJ4rcVih8Xm5h6XDIue8NdXBqQV2jgCQZwpPsAjewMExZPCut3l9Onk5P8YDF5RiEhLYBZ\n1wmEDGy6hQ7mDDItqXy/rJzBpgHo6WVVda4M5hcv4vpJjkYnmrRZdU6cBPPeX8w1rjMjqpu4EY/z\npsVTi4+EJ9GI+A9LrTkrcrTF4wUqnGhfvFozOMXqGM0pR0P/rbZq5Q0aIR7Pe5VtXX7l9ClWZgxO\nx7Knq2rUlWuZPBnKPUGcdhNmU82b+g8/K+66C9DA5dRwuRTby3bT21o1C3aJKmWgPYt15buxdatg\nwEjFjWdlMaRvVevO+q0+5ny6kOsW/8gdA8/Dkuxli28HvS3dGz0FQxn8bPmOv/ZP4dbX1mHNLOcP\nf9YZNcyCrmtVE0Wu8/G/uZtZ8FISt18wkP8ll3DMz2cSIIhds7HJeJHNq8pwnaLXnDhb3zNcUds/\nbPHrrzSCRghvSh5JJhs6MKngeD749D9MOfd37DadXi4XLqsVDQ2FotTrY3dFAXmVxcyan8xpGfu7\nEHd4CjFSi+jfPbXxzwsYf7CLaW8u5RoSLCyFE6snr5rze4yXABUv5RBxI/7DEsTPTTGa4rmFpLpo\n1X1rhN547aprSLW6fX7Jd1T0W8rD01KwWnQIhCBQFZYMQ9G5EyQ5FO7KEC6HCVO1VhC3G9KqnbLV\nCn61/6mwoAqxvbIQc0oF/bqb6do5hC+wP4D062HjukttLBxUwYyX3iTF3BW3JRd8jYclj/Jitgd4\neNZG+o4q588XW/YtJQIKDRg6yMzQQfDeRx7u+M9GkpM6MDH1cLpbO1EQLOYL87vs3uznw9lepp5s\nrZp/Sa/1XIdu8P5HAfK22+jR0Y7blUuSrWpG8aOSevPAZ6V0GwIXnJBZ420aGml2Oyk2K4+9lctP\ny63cO7zf/roLeUlL1eu2KlkCEKg7l1Kqy0Sl4Wt4bbhE+V23hmj9HuPl+h8v5RBtIv7DUn032faW\n+hPpR9iSsrbWjaS1b1hNGdxL1bIc28tLKPZVYjWZMWsa34d+4oXL9wQl2Dc/EAFL1SKvJYqOHTVC\nNoXPb+Cw7e+uSkqC8nJw7pn30R+AZJO+b5Cy8hlUmioY3t2MrmmUl4HDXreL7fjDnazbVMZHr2+n\noOMOflUGSbqNXtYuWMuy655IWgl2FSK30EM32/6gVDVmKIiBga6BVbOgoXHmaRbWbnDz2bJiHNl+\nsJaQFPLiK4SHzu/DHW9uZNMWL6dOMdG3jw56VTPT+o0hPppjsHGVjdv/2I2rbnHjMNn2FeP7orUc\nmzGCL/67i6KdZZx8vJ2eXaz76nrNJj8fLvCwe3kPhqY6WVq6mUMy+lfVnW6j3BOsMeWAoRSVAT8h\n5cGsm3CYrftWNyn3hkiymtDSSxv/oFtjrpx4vlbsFe3fYyzqNZFbwUSriP+wBJGNDWpPf9El0rk0\nNzy1VitQHNVlyDD4dNta5uX/TLk9n5xsnYAXlqwrp3uvEAUldrrl1JrnyBKgR46VeQt8DBgANqtG\nWblBkk1H23MLHz1K46uvFGefDZUehbsCRtj2hxtN18jICqFrFn7fGaKwQKdPN0uN7i0Ar89A2SrZ\nkrSTt1NfIKunTmUl5P1uYYI2hVOCZ5BlyqhRpybNRJLJwtHHhlCamXKjEj9+dBP7Hv2vCIEFC06T\nnQnHwtx3/GSYkwFwmpLooXVna+EOHp7ejXnflnLvfQVYHT5SUjRKywyCPjMnjs3iimtTWL6ukj72\nLjiyPFBiQynFvMIfueqwg+iW4WTu6rXM/HoJjswKXE6N4lIDvTyFydlHct1Bg/h+11bmbfyaQ3pX\nLd3SPdWMf4WTjdt9dOtsYre3lAJfOTaTCZOu4w+FUAo62FPpYE/h6yVuRjuGxeLr0TyN/f7i6PsP\nxF959opFK1g8nZ9oscQIS42pfcFo7Om1RPoSJ1KrEzS9vK15cWnDC5k/FOT+5fOo7LKei6+xMHKg\na1931bfbCtmwLcDNz2/h+rO6Mnqwo8Z7p5+Zwz/+byuXXapwuTTMJgiGFJY9Y5cmT9K55wGD005T\n7PgdbEEnNnu1LiRTEKdLoVDMnm9w/Nh0LJaaXUhllUFu+9duUju7ue8ejYk9TLgsSQDsKvAz78t3\nuGH+XG7vdz69Q/33vS9UnIzh9tGtm6JElWK1QopNw2LW2DP5NkFD4fUFKPEFSEmzkpVioyhYTpa1\napzQ5LTD+d8X/2bswSmcdWIyZxybztZdfiq9Bo7kED06WfeNf5q9IMjkbsP2zXKcX1lO5YZiBndL\nRgtaOW/ICM4yhrKtrARPMIgzw0L3lDR0awgIcIS1C08s+QZDGeiajq7pTEo+nHcWzGHSGW4ynTYG\np2ZhN1ddGhUKt9/ProoK8opL+d/HDq7tPTCy1o1Y/Hab8ntqjfK0RDwGi2jWUVNawOLl/EWD2kdY\nilT1pSfCfTnj+YsbjxeYcJpy8WnNwfzRbtlqpCvuqVWfYRuynn/8JbnOLNbOZMW5Z5o55GDFXXfv\n4K5Le9C76/5upvEHpZHl2sX1N/h54gmFpoNSVLUMKY0+fTSGDtb5x60Gxx8PYx296hzfqpuZvdDH\nD4utPHZ9StWYoL1rsxmKu17IZfDoSs4+F3ZutmBUm7aoU5aVS8/VGDCggjuffp1HB/yVDJsLStLw\nJueT4jRR4vHjLFT072Ni31CePf/fbNJwJkF+gWJ3sZ/MFCuVtjxwVKWpI1M6MXd1N175YDt/PD0F\n3RakV0+dqtWY9oQWpfj3+2UEtudwxOj95+cJBnBaLTXmRjIDvbNTqp39/pOx2hVmXccXCpJktkJa\nCYf26cAD891072fhgkk1vw8aGi6rjZ4pFma8msem9SYG9q9nQeGmhKdo34BrTRraLG19LYnX8YZt\nMXRAxKX4D0ut8Yh77X0nyl8EzZ0Ery019oRga4fBVjje9vJilgVX8n+X1Q1KUNWVFQgGGdhf55xz\ngry3qIC/X9ilxjZv39Gfqf9Yy1lnBTj/Ajj5RAOrxYShDH5Zqti63eCD9zVyl3XEfLqf4UOK0cwK\nTcHW7YqFn8HyFTp/vsCCR/OwfoVORaXCZoWiCj9uvYKzz4VkcxLBUAhT9WkD9oSQI0e5WDGhlI+W\nf80wy0DKA15suoWdFWXYbWD4zaxea5DTEdLTNDStKtSVlSt250LAayIrw2BDYTGu7vb9u9fNzOh3\nLncueIsZm7Zz6mQro4eb0XUNw1AsWenlo3lBfJu6MGP4qTVm0HZZbJR6fftaivbvtP4ZvCv9Afwm\nD0utP+ALBUl221iWt5vzeh3C1+9tZ/uGUk46wcKQflY0TSMYVCz+tZJZc0KkFg1mcGaQX71rGd25\nc737j0i0W3iae6NtaKLVvZpTrlicS7xcv+KtZU60qvgPS/WJ5SP58dyN1FyJMoVBW89bFaPPcv72\n3zjhBLBa6p/HJ93sorCoCJdDZ8J4E2+95aaoNEhG6v6fpyPJxLxHBvLgG7u49eZi7rnLIC09hNcD\nFWU6g32j+aj/uXz0+4/cev/X6MmVpKea8HgNdhUZHDrGxL2XdmXeDyU8+8puunQPkpWl4fHAoq8N\nhg/RKdqZhDkblN+Cw2Gtuc6aJUAgZDDqSDeX/+9/TBz5HVlZOm435K4sZtlyuPgcK5Uexe6dATZv\nNjCbIRQCq1mnQ4aZzM4mvvouQF5FJSlZPtD3t/ikWh3cN+hivspdy1vPfcGjRh4uh05FpUFnvSOT\new9i3DE9sJq9gHffZ5Rhd9AhKZlfdu3i4M57AmYDQckTCPDWit/Irahg4aaNOC1WCior+WTjRs4f\nNmEwCTAAACAASURBVJTbDpnEL7t28syjv1KmleJI0igrg76OzpzedRiHD+jG55s3M3fd+qqw1NSQ\n0tB3Kl5/n835PcRiAt94DVCJcO0XUZOYYSmcaLe2NOWHGq8/6nCi3fwbzfNty/AUxQvhisrNTB9l\na/D1DknJ/FZYROeOCqdTY8gQWLPdzeGpNef+Mek66VYnt/WazPjsoWwoyyU13cHIYV2pDAb557J3\n6dspmfcHXkKqzU6534fNZOb38jJuWvkaN720kcMPMfP0wzZycuwoqnrKvv21grw8xYx7PZxzuoUx\nXTqjOWrOZO0NBllbvpOc/kFGHwyXX2SjZxcrIUORMdLgy681DhrtYXBvO4N72wgEq4KSSQezpeo4\nhqFY+LGG1ayxVq1nSFqnGvVrNZk5bnAXjuNCSrwePCE/SSYraTm++isurQQNmDykB7M2L+egXunV\npi2oqdznZ1VuMZ9s3MjjJ07isG7dAHD7/Uzq15u1BYXc/uXn3H38UUwZPJVijxdfKITLqZFs2zvo\n3sNh/TN4YcVi6Lml5gEi+Y40J1zFS9daS1tVov1bbs1uq+Z8tvF+3RdN1v7CUqRa0tXW3gNUS7Rm\nq1994xzacvLLBm5uPuUnydbw7NBWk4kcawbrNhXRv48Ju11VzYNUvWUHmPNFBUsWZvLQgENIszno\nlVz1xJuhDO767T0O65XD+YNH7Jv/x2WtCmhpdjvKk8TYsWVcfGmQVGvVFAJQNYDZZofTp2r06mNw\n58wAI6+tOa2AoRTryneT0yVIxywzqckhfP6q8UZBFWL4MA13iZnZs4NoJ3sZOSAJq1XDUm2MuWEo\nnn8phFFpJyc7QIWtENKqBpDvCx4lafvqNs2eRFqaD2ggKFUzfmQan+7w88LPv/CXg/+fvTMPj6uu\n/v/rzp19MslkT7OnSdp0TRfaQulOSxeEguwii6goKqL4BVRkUURFVBTxh8qmuCAgCCIFytZCW9rS\n0tB9b9MkbfZMlsns9/7+mKTZJsnMZGYySe7refL06dx7P8udu7znnPM5Z1YfweT0ejlQ3ch/Dx1i\nVmY65+ang+A7t5LXTZrJxJKCfDIPmXnggw95bO2yDqte38ejXq3G6fH2zbMULYtKMO0OVVAMFl8Y\nzP6DMdxW5YEI5bsda8/9McDYFUvBEMjNEmwgcyD7jTYi9euru2iKxi+8IINR40UT9U0NZKX3TXLY\nSabRgmST2XewiUNHJWb7km+fjdl5Y72H6v1JPDj7UiwmF1i7VsyVNZ7Cq3b0EErd+eRMJVMmC1y+\nLJHjR62kpDjJTtGjFgVk2bdoralZpmi8yBWXiry6wcqa1b5l82qVCq2oRmd2kp6qRpIkGhol4hN8\nYkmjEpER+NatIo8/AY/8ysNFq11ccYkGg0HA5ZLZ8rHMG2/I6DFw983JrPxKFRnjpMBWsQbwfWpE\nkftWzeWh9Z9w5/p3OS87G52oxiNLqAUV5S1WNhyrYE5uGt9dOBNB3eWmUyPhkrzIgsTFJcVsr6pk\n88kqlhT6T8hZb7OjVat4c3cVTo+XeIOWuQUpmA39fLfRjrkMhmBX1g1nSEIsBoDH0vlRiDiKWBoK\nwSzT7c7J/P73G0s3USAP/FCTXgZClAJrF1im8u7Gdykt0fe7jyBATlwiziodRz5t5fG98Ic/teDx\nQKExgzVpc1g4dzxaUd2zb6uFdVVlXDRhQr+1zd44vYuLvihQEJ9MotPIvlPV1J3xnA3ARtLR2uQl\nM13N/EUOvvVyA/OXxmMxavBIHk7YGijMAKcX9u4WsJi0ZKSKIHhQASZRT2Orm7vuULP+fYEHHvTy\n8kteNGpwe2BKoZaLF5g5f6aRd7c3Y8ZMXnK837EO+lLs/cLp+L9Jp+HGuZN4dPN2Ht/+CVNS0onX\n6Wi02/m4opLz8zL54qzJaNU9a8/pNSJqNbQ4XCTodVw0oZhXDu73K5Za7G6e3bGPM1Y7x45LGDU6\nDrXbePLd7cwrTuL6BQWkmPv/jv3OoTfRvP+DFXLBjDtaIjGWnpfBWMdieR4KflHE0nDQO95hILrf\nRN1F1lghnK6IwR7oEfrFf8GUDP71vsjpy9xkpvVvXQJ4810PX8q9gBsmnIvD60arUiOqBihoa7Fy\nyFHBN9JL+93lcNsZ7pyuR1DJJBr0JOlNZBsTMcV7UanA7vayr74aQ7ydjFQNxXkCZreFoiQdMjIt\nte2kWqDV4eKf/1axZnECgrbLOpNrMXP8TB2pSSIrlom88rKKe27KIC1ZjU4rIKjA5fXS7HDy9Is2\nLp85vX9rYDDL4LulAvn0ZAO/fucQN0wvZenKXDSiiCTLOD1edlc2UdXSwg/e+pD7V82lMKXrexaA\ntCQ1Z5paiTdoOCczk19s3oSsdvUQnw2tLvZXtrLt1Gmeu3YV41MSzpZDaXE4+e+Bo9z1/C4euqqU\ncZaeebKCYritD6Heb4HcS5G+32JdcAz24zrWxz/GUcRSrNP9BptRFv4baiQLsKGYwf3tH4m4EyBO\np+WmCfO5/1cf8JPvGxiX1ve2k2WZF/5n48BHafxy1iwEQfDlAQoAt9eLVi/1jHHqrGumceOSPOg0\nXW2pEJD1dkSVL6ZJK6pobZU4UyEyeYIavdaL2yODIPticwC1oOK5Z9U0NnmZMaOnBSvZpGd/rYqD\nR11MnaBDrwOvBAa9qitLuCTw08et7C4TeOz/croODsQV549uQqmm0cWv363kRysXMCkjic44JxGQ\nHRJxOjWXT53IOLOJB9/Zxh+uXohJ1yVaU5JUNNrsnLRayUs0gyDjFV2oJd/5sTm97K9o5cW9+7l0\neoFPKHWcW4B4jYovzpxCitHIAy/v4Q83zUEtDiBwAyXW4l6CESaBjD3acU/BEGtCVWHYUcTSSCPc\nL/RQVvUMtc9IEeyvzED3D8NDfWVhMV5J4o4fbGLhYgcrl2gZl6rG5ZbZsdfBurdk5NpUfrroQuKM\ndsAecD+JegNn2tooTvK/4i5Jb+R0nYf8LA2yIOGUXWh0mrMv+5O1rSQbTCQJej7bY2XvAYlT57Sh\nrbHjdMIHW7388U8yuckm7vqymsrmVtLMhrPt19scZJvjabM72bKznb2HVTTbXbTZBZpaJd7a0sIL\nrzkwtqZxx7lFvLPvDDctKup3Pkftlew4YqXdKWHUqZhTnEjhONPZ7UdOt7Hz2Gna7TImg0B5tZPl\n+UUdQqknGlHA5ZGQZJn5edlsOlXBB4er+Ny0/LP7qFRQnKPnaKWTjcet2N0erHYnJq1EQ7OHf3xy\nhA+PV3L1rCK+OHuS/0Fr3Kyams2H5eVsPVbHggnpA31loRMr7ptQYoiGy/oUCiMl155C1FDE0mgh\nXCkTQg1UDxfhDvoOtP2hWqkCYE3xROZl5bD+8BF+uXk/TQ47GlHFBHMO1+ZOZXZJZt+l771fSn76\nXVyUxTvlhylOnwPujlu608qk8bAkfRLrN23jlutMtDicqEQZg7br1q9pdjAxKQWjRsPmXTZOHJF4\n9NciXiREQeBMo4ELVrm57UtxGLUatle14BKcaNU+60lteysFCYmY9Qn8b2MLtmoPX/m/ZtySF41K\nZLwpjTtnzmZFcR41zhbuXP8O161JQqPuZn2xWNl73Mazr9fTVC+yMDcXi15Hc4OHhz45QVKKxPyZ\nBjbtbKelSc3C3FwSdFoaKu38a9N+Hr0onbZ2L3HGnjFJWo2AwSDQ1O4k2aRnzYQinti5vYdYAhBV\nAhNy9Gw4dYyEdAffffMdHC4Jg17F0cp2nr38Iiam9xVjfb7jSfms27eHBXN1Pb+3SDHc4mIoP95C\ntT4F20+kUSxCYwJFLI01gr2x/T2Mo5XfKBiGmjSvdxuhvgQGOS7ZaOTaqaVci58YoxBjGi4sLOSb\n69Zx2aQSxpl9BWpRd7nkVk7I5/b3P+GSlW6a5FbSk9QIHWJKlsHtkdCKInur6/lgvZbfLFjNquIu\ny0+51codO55nT4WVydnx6NVqWtx2UgxaJAmcbok4nRaXS2b9WyKPrryA+QX+Mlx7GaczoVdpaRDq\nybB0uQa3VVTx+7/a+fo5s5m/PAOV1OUmu0Eq5s+b9/Grp4/wwOq5LF+WdVZUnm62sf1YA1OTMzh8\nqpnCHC0Jpp6PtfQkNaer20g06piSlkKV1YbHK/VxlTW1O/io8gS/ub2A7DSf2DlQbuOZ5+1MzDYD\n7i73Zj+UZqbyh08cXR9EW8zESgxPqNbYYH/0hXuRiIJCP8S+WIrFJaNjGYt1aA/kSH2P4XBPBjKv\nwR7O/W3v/XlnrFgwMTudgqnX2JKMBm4sLeW+Dz7ggeULyIo3d23UuEm1aLkq/xy+ds/73Pl/MDHf\n1ON4GThY08h//60ju2UiK84d32N7nsXCVeMW8PzTm7nqS80YzTKS3HmsjICAwynxi8fayXUXcm7e\nuP7nAIgaCY9XPvv/WqmOx5628cCyxRSndcQDqToCyD1qalvtbDpSy5/WXoTb68XtBV1HgLlHcKFR\nq0iO06HVJHKkoompJdJZqxceNYlmNY0tDo7UN1GUbEEUBLySTPeFcfVtdh54ZwuXXGA6K5TAV7BY\n7L7KsNNi149oUqtUPebWh2iKp1gRTp2Ec+6hWMBj4RwojFhiXyx1EskEawqhE6yZPIDvsc7q4r1P\nGznT5EClEshOMnDBrCQs5n4u12BWvPnbJ5DYiW77nWpq4YPDlTS2O1GrVBSmxLOkOBujdmCrQyfH\na1vZWP4uTTbfi35ChpnFJRnotb6397HaFjYeqMVqc6NRC5RkxrNoYjo6jdhTrHZbSbbKkoIqLo/v\nvb2eczIzWT4hh1STEYfHw9ZTp3n72DFS9Bk89ut63iltY0qpm7g4AbdLZuPHHsq26Lg4YxrfOnc+\noijgk1BdXDVlCuqDAr/4yQbypltZe5FEUoIDhwvefs/Nw5/aWJo+iVvmz0Sl8/gXExo3NqebqqZ2\nXt7QgEd0YDQKVDe6WJpb5BNKml7WG7WHdQdOsLKokGkZyZRbW6iz2ciO952rpASRRkc7dq8Ls0FD\nklFHXUs7WelqXztqDwIwPk+k/LSL90+U0+iwU97SRJxOQ6PNyfvHTrHl5GmuXhXPpYuSe3z3KTlu\nTre34hFcXZYoj7pPwtBOTjU2kZJC4C/oaKURiHZajUCIpHjy12asBcwrjCgEWR7gV1AgDQiCLMty\n/+mJh0p5/tAGGArKDRQ9up3r1nYPf/hvBbsrmli8RKZwvC9p4oGDMls2C5xXnMzXrjOj14VhpZGf\n/vv8v9e2M9Z2Hl9/mIo6BxcUFJBtSsTtlSirqeaz6hpWTc7hiysy+l3qf6qhjcfXH6auycPy8QVk\nmONweyV2WI+yv7Ga8+aoOXnKS1OtluXjx5MRZ8LphE9On+ZQXSNr56dy5dRJ/eZTAmhzuHlv3xk2\nHaqnud2NTi0yJcfMmhlZ7K5o4sH/luF2imSlqRFUvoIn+8vbuGXGPC6dNJEJKf3H5bgliU8qT3PN\nv19idokJQeVbWVfXKINbzX2rZ3NBSY6fA33B5E2tHv6+9Sj/ObyP2xZPJ0GvxWp38cv1Zfxk+SLO\nKTGRZOkZc+R2qLjp2Y/4zYUrSDebsHs9HKyvY8Y0EQHfefjZ67uZmZTP6onjaXd5ONxQT2m37d15\n8qODfNy6lziNDocD4rRazjtHw4rz4rDEi332B7j7l/WszTyH+YUZfTd6egr43324i6zJVq5Ymur/\nJA712TJcz6bh6DcSfY6kBSzP3hS59+oYJxTdMnIsS9FkKFas4b7BRhod57rV5uWu5yqYc76Lp+9X\nYzB0CY4VywVuvknm6edquPePLTz49azwCSZ/bjA/8RCn65384C9VfL54Kj9ek+2zMnS8KFeRQqOt\niN9+9Cm/2nyCO6/rG6h98oyDe187zXUTZ7NizThErXR22yqSOVHbxt0vf0JaooYnr5yP2C2eZnVp\nFtXN7fxq4w7qXVu59fMZPsHUOc5u11ycXsPa2bmsvaBn0sd/l+3n4ZcbeHDZClYU5Z8VdLIsc+nf\nX+FLM0o5brWyp6aOael9X/Qur5c2pxudqGbp+HzuXVlKUaqvX7tTYn1ZHX/fepBWp5tLZ3ckdOy0\nvhjsNDR5OVDuYWtFFb+9eh7Tc5IBaLI5+c+niZyXncOxU1a8Xi+pyV2ipdFpQyeKpCcYARmDSkSW\nVHjwnC2n8rlzMvj9uv0sKMjErNPilUBSeRBFelipaprtbDh1nF/+3ExWRrdHn7VnDb7eXHSBnhde\nPMCs3BT0ml6PzG7ZwE82tLK1qoInbvCf/RsYunVjuJbHD4dVJhJ9DjWxZqDHKow6wvgTXQHocpME\n86fA4y/WMud8Fzdf7yuT0Zu4OIFv36pm3Hg7f3m9IbKD6fX9yAlN/OL5cq6dNpW1s3K73DFqz9m/\npAQ1966YR1OVkdc3N/Q43mtu4qG/l/PVOTNYNSu9h1ACX+215kYNv11zIRqvnvcPne4zpIwEIw+u\nms/BQ7DxaJWv7fyTXX/9XVMWK7VyLQ89Vctjq1exasL4PpYvATAbdExJS6PN6aKqpbXP+FocLipb\nWjDrNViMWrobpA06FfOKk7hxxgxe3HmcQw31PdxUDpdM2SEH/9i9lxWlqWeFEvgCzAUEzHoNJalJ\nVFYKtDu6GpeR8WdI625unp6byPxJFu5790MabPaz7QJnx1HR2MaP3trMtV+QegqljnM0EAtnmSiY\nbOfBd7bR6nD53edIbTMPvLuJW2/WYslpC+7eHq7nwVD7HY5xR7K/ocxHeb6PehTLUiwwnDdUDPwi\nqmlws+dkK3f8cODLURAEvnS9mm/cZuX6i5IwGfy7TcLNniMOpFYTKyf5cTF1Q6OTuWluCT98bz3H\n6uKwNoNaLSBo3ehdZhYV+VshBk0tXvQqDZnxJm6cMY1nPtvJ8klZPbJkAxg0cP2cifxr41aWrOi2\nbYCVcgCP/6OaJXkFnJc/Dugp1AQB0uOMnLI2MT4pmez4eA7XNyKqVOhEEa8sUd1qw+pwkJlgIsOi\no7a9jVSLpodVJSNNQKXRUno6nZue3cjs7DQkCQQV1La2U9vs4psXTODKOQU9+o+PBzduGmx2kk0G\n0kwmautbyc/2XQuJRh02twur3YHFoKfZ7mBzeQVvljdj97iJM4jMKUziC/PzMOkr+cqr60jWmVjZ\nlo1e1GBzu9hZX06lp5qbb3WxYpkGrAb6MECMkSAIfPv6RP7yHytffeUtzs/J5dycTAwaNQ02B+8e\nO8GJtnq+cWMc82ea/LfbyVBXhEVzJWqwfYVjkUUs9Reu7yHYFX4KMYkilsY64RZqIdzw721vZcli\n0OkGdyEnWgRmzpTZuMPGmoX91BcLM+s/amdV0ZQBY4XAZ1347ft78DYmkWUvYEmuCbdX4n87qzle\nWc/vN37G1xdMRSP2FHl1jRJpJt8KtukZaTh3wNGmBorT+7qHZuel8MQ2HScrPOTndLt9B3jRvf+h\nh0eW9JNMEVhRnMebR49x+7nJjEswcdzaxPHmOgRUCCoZl0dmelYKFoOWtw4fZ2qWBYuxbwLMfTW1\n7Ko5Ta4pmTlZmcRpdTg8bt7aX0GiCbS6DnNPN6uTGhWLJ6fw9tHjfGHGJFLjDOypaSM3U0alEtBp\nRM6fkMI7R05iUKt5dsc+pmSksLyoGLNejdXhZGNZOc98cJLiTCMN7XYk0cP6Iy6f1UoF7YINwSij\n0Qj+z1Vv/FzDKpXAzZcn8vkVXtZvqeb1A1U4XRBvFrjgYi3nz0jran8ghroyaySuphuN6ROi7SJU\nGHYUsaQQXkK44c/YmplV6oXeC6j6WZ5dVARnjvl3h0SCMzUyF08a+EF4qNrKT14v4xtzZzMuzkxc\nRhtpqSpwazA4kvnOnHie3LmLn765k3svKe2R48fpkjCaRVDJqFRQmGThTLPdr1hSqQQKky2cbj9B\nviWw27e5TWJaZjKoZJD6vtBXFBdw66vrOdJQRHFyEiathuwciYxkDTIyO/Y4STBosdod/Hv/AW5b\nUdKzAY2bt/ZU8tLHlfx8+TLa3G4KJ7oxGgQ8HihJzCArwcRDGzZjcx7huvM7rEsdgd9rZmRxz/N7\nWTo+h3HxcYgqXwFeXUcapotKs7n5qY8ptqTys+XLKEo3++KRBJ+VbGlhLltPVnPf+s1cWFjI/11R\ngD6up1XueJWDh/6wDaejhZUrBjhvna4TP/FgAJZ4katWWbhqVUCnfuB+/LQfcjv+GM7VdAP1H00L\nVCz0pTAqUGKWFGIAAb+LMjVuv3+y6EUw2aMWIyAgIONngB3j8YpOHn67jG+fO4fzCzIRVHB2IZbG\nDYKEUa/mzkVzkV1aXtt9vGs+dOyrknwvf0Hy1VMTPQPM3+M3jqcH3c6HIHQbu0ru85eg13H7gln8\nZONGdlVX++rBqb2+/tRuEGSqWlr40fsbWDY9mdKC+B7zP2Nt52+bTvLT5UsoSLL0zjoAQIbZxIPL\nF/HeZw3sr7J2HQ/kJpu4bmE297zzIUfqrL7ju83X7ZUxajRcMXkyaQl6RHXHeZJ9j68WhxutrOd3\na1ayp7aWelu7T4h1E9vjs/Q8ePFcnntGw5lqqffwBjx/Eb2+otl2tF/mwcZtRnO8SlyRQpAoliWF\nYSc7Xc3BQzLLlgS2/6FDcE7RINaBMJI13snB+npKcuL8bt92vI5UvZl5uZnISLS5XCR3cykajDJt\nDg+pZh03zJjKz7d8xGXn5PpWzGnc6I3Q5vCgjxORJJnDDY1ckZTity+PV+JoQxM3TLQBA6/i6iTB\nIvPp6RoWjc/yfSD3+o2kkpmXm4lOLfLYpm2csrby1eXjyWrS0+7y8o/t5bQ4nXx5USGLS8bx6qfl\nfHy0HpvDg14j0uJ0cl62zyrk9kq4JC86rW/+oggqUcbu9mIx6Llk4kR+9b+9pJgNtDu9GLQis8cn\nsHJ6JkadmvvXb8DlkblJzMNi1NBid/PYe3tZUTSJ4gI1J1vqqbZpSTYYUIsq3F6J4/WtZBjNZCXr\nubikiHVlp7llWbFvbu6uGniZiQaWFxTy1vqDfOmGAH8n+nMhRdLNM0j8WVja7ySWYmT6s7RFy4UX\nbVehwohDEUsKw87yBQa+9ZNWbrpexmgc2GRSXy+zZ7fAd7/gv2hsJFi1XMNvHznKJaV5fWu3Ae/t\nqz5bHqTN4UEWPZjNXfulpkHlcRspZh1FKYnEi0b2VDZRmuvLaZQ6zk31CRspcTp2VlWTkOCzhEDf\nxIfbT9STPqGZ3FyA5v4H3dwlpFZe4uCFDfu7xJLgx7Iiq5iRmc7SwjyePLyBunQbJ1oFdHqZgvNc\nxNWORwZueWYrczKzuGbiDBINetrcbv72yQE2Hq1EL4qsnlhEYpLUkdjSF0CemiZR22xHoxJJ0cRz\n7LSTWz43hwyziVani49OVPKNpz/lolkZXDAziSOG3RxLqsHepkId50Wl1/DVi8YRb/RlDrdanVit\nTrxeAUEtoxJV5KRrUYsyq0ryue1/h/nKkqKu76qbYFo1MZ//e+cQN10vDxqD5pdAhHi4XWsjNUA6\nFAYTc9EacyRikhRGNIpYUhh2khNFZk828Je/tXPrLWK/LzFJkvnz015WzI/DoI+eB7mkUE1cWjuv\nfXaSy2YW9Nle2+IkryQBL15OWVvJyJIQunm4E8wCFaKbulYHaWY9eYnx1LbbQOML6k5MhIqTTsqb\nWvnrZ7u5aomf5IdAq93Nczv3ccP3HX639yChS0h943twwT9P8v6RCpYV97OiT5A43WzjqU8/5bt3\n6blspfHsppZWPZdcf4y9aie/XX0h6eauFV9evFw5dTKTUpJ46MPNPFa/g3uvKYZuCSHTUgU+KW/D\nLBqZm51FSUoy2Qlmsi2++U8bl8p1Mydz7/pN7Gw6xosvacjK9J2/M9UqDu7QE2/0udRUAiQlCiQl\n+tq226G9WUQtqACZFJMRWQabZMes63DDdbrkNG7GpWqwN2txGRrROQKzzA2Iv5d7uK030bYGxYr1\nKZhxRENgxsp5URgWYl8sDZc/eSzdDIH+igrnA6lXW9/4pswPH4THn/By4xdF4uN7CqbGRpk/PeXF\nbtVz/fVmookgCHz/O3q+/8Ae7G4Pl80owGDqCswR1TI2t4tDNVaMFiepqR1CqcOaIQBFk+DgPite\nOR63JCGqxG7tgz61hW//fTO5GVrmFfXNon2ito1fv1/GeWtrmD8/uPEnJcHP/l8zd31jPXfbF7J2\n6ni0atEX7K2SkWSZTytq+cH6jcy/vJrLbpGAet/BzQm0VseRFKfl+klTUatUyIJ0VgoJsi+xpVZU\nc/u587hv43vsq25gXmFXYkuXB3RqkayOIr9eZMRuFjoZkGWBa6ZPonbfGRo9NWQl+PoWRfBKAyTx\nF+iKJ+uYj1eWUIt+6rnhG6uk8iC2xYf/6TeYy6775+HqY6jthdJfpPscbByhpl+IZMD7WHpfjFFi\nXywNF8OV6ySSBCM8A9k3jELWaBT4+X0GnnrOxdduczNnjkxhIcgeNQcPwmdlAsvPi+OGL5oDW6Id\nCEGMP9UCjzwm8cc/lvHlVw6wMCePrHgzHknmSFO9b+n7kizGjfOfRNFggMnTPHy2r5a/frKPt47o\nePiVI6hUIKldaJNb+fx37OzaJjLrvlNo3HF4vD5LCmoPydl2vvcDJxddPPA4Gxrg7TcFPnrbSItV\nhVYnM3W2gzWXenjkmSYevPs9fr9tOxdPmEh6nIl2l4e3jx2lylnPF77Wwnfu6NVgQjNvbvFw6fTJ\nzJuq5VS5lYozKpINRrSiCo8k4/R6aHC0k5Sg5poZE1n32UHmlXTdI7X1KjIt8cTHQXmtlTqbDbtT\npqbZgUeSaLDbETRuJk+V+aJpAuv+08i0aW5IaCbJBG6VyOmmdjITjfRGpxXwyl6cHgmdWsWRWisJ\nJjV6jf8cXAeqWsjI9qBObu/6sDkMFiZ/BBqH42+fUPoZajux3mfvvoeSByrSbruR+o5Q6JfY+oqS\nNgAAIABJREFUrw3XbIl+bbihMhwPrFFEa6vMhk1uztT4ltJnZ6pYNF89aDxTtKhvkNjwkZeGOgFN\nQjsavczGF9L587VL/MY0dfLunmp++/pxJqRaWDs7i0S9EY8scaSxgY9OH2N3TQ1tp+NZXVjMxSUT\nyTSbcHklNpdX8OL+fbSb6vjHq+1k+sltKcvw6isCLz6ZwOLcfJZPyiLFrMPh9rLtWAPrDh9l3JRG\n7rrXxa5d8PzfoblRg87oYckFMtdcA+p+fjpdd0kcv1mznPQEPQA2GzQ1gscjIIrg9sjILWYKU+Nx\nebzc+PLrPPG1UiwmX6bvndvUlGamohFV/GXHXmzaJtZOHd9xvIwlEeLifBa2dqeHm55/h7++2oyh\nI3fkX59W4dkxgy8vmuD7oFdKifIqD6oWCzmJJn63ZQfZ+W4un+ff3fir9bspXruftZd2+zBSYskf\nwT4bwvEsGSv15IbSXzTHGmhf9z8QGw+8UYhSGy5WGKUiJlqYzQIXr9YO9zD6JSVZxRWXqs7GBcky\n7Ntp5V/bTvKF8/rGNAG8t6eav713htvPncfsGSJJ3Txts8jk8CuNqGvUPLf2QqbkxPewThVlTOKL\n55Twq407uHLVTl7fYOtxPPiE0rvPZfL7y+aSEt8z+H3t7Gw+NzOTP244xI9/cIAHH3Fx/vngL4C8\nNx4P2FpVpHVr02Ty/XXmCPB4YM8uO1abHotJS6rJSGObC4tJi8cDKlRoRBWH6xp598QxHrlxCuMS\nu47vjlGnxqzV0tLCWbG0+mKJO149yvyqdCZlJfRwqwGkZ8D+mjZONVvZWVPBTReX+p3LJ8ca2N1c\nzteX99qQ0Bw9wRSsBSIcFu7hClYezmSUwfYbzXOkBI+PSJQ8SwoKodAtgFoQ4PsPOPmoeTd/2nCI\npraeCTPb7G5+98Zxrps2nckT1GeFjiz7/iob2vnPx7U8eelFFFiScHTEb3sliU7LrygK3Ln0HOZZ\nSvjxfT4l5fX6jq+vh5eeSuDHa/oKpU5ElYpbl5RgrMvnrTcDn6ZK5YsJkgawQKvVUDzJw3FrEzXN\nDhxuLxq1cPZ4l9fL+0dP8ZMNH3H7xQWMS/RTbqQbbq90tkguQFoafPeBFh764GPe21uN29OrZIvo\n5airnNvffJul05Mx6Xr+BnS4vLz+aSWPfbKVe35uI85fBoiE5h7fadQYSp6foeQJGo4cQ8OV9ynU\nPqM5TiXnU8yjuOEUFIJhgBdqayv89Sk1m98xUpqaSWZcPG7Jy392nSBPO44fXzkNkwnqagTqa0U8\nHp/Q+uP2nSSrE3h45QWUW5t57cAhtp+upM3lRhAEStISWTOpgPl5mRyoaeKaF/7D5FI3LruISgWi\nzsN4TTY/u3Jmj8zg/thX2czjuz/k/z1nGzyxZQff+7qBa3MWcs74voHn3bHbYedeJ7e9vIEblmWS\nYoyjxeXghY9OMzUzkW+vKaIka+ASNcdr2nhw8wc8/YKNXvV+OXwY/vZnHSf3xXFeTjZmjR6rs52t\nlVVMnGVj/jInH6zTU3HQxHnZOcRpdDQ529laWcnkOTZu+KqrI+VCgETTPdedoVoZFNdd5PuOxjhv\n/63ihosQoegWRSwpKARKgJYHmw0+/hgaG0GjgTdeMvLNqQtJ1yVRXaEh1Wgk1axHpxGRZZmFj7/A\nw8tXcMJq5Z1jx1hWMJ5VxQWkm424vRI7Tp/h9UOHaXI4uPO8+Xznrbe5YkkyNyzKx+2V+Oe6Zj47\nU4tX4+D+KyeRbO4/B5Usy3z9hQ3c/WgN48cHNu1334XNzxZz/+dmD7rvs5uO0Fy4i6IJEjabz5VW\nWwtNmyZz58rpgx7/+Hv7Sb1gN1df2/8+VVWwcye0t/tinc45BzK6ZVs4dQp27QKHw+cunDvXZ50K\nmeESTTC2hdNI6TtSY1TEUsRQYpYUFCJFEC4akwmWd4uLeeslFTj1NNTrmZphQavuMpkIgoDbK7G7\npoYDdfX8dtUq4nU6VKJvVZ1WLTI/N5u5mVn858BhHt60mXHmOGxOD4IgoFWLTEtP47rSybyy7wj3\n/ms/j1w/DZPe/60tCAKpJgPNQXicFi2CF/9Syfo9mVw4bVy/++0+ZeW9isP85n6phzix2eBb60/y\n0cEMFpb0r1q2H21ge8NxHls98Hiysnx//ZGbS3AWpMHo/t1HWzgNdQVXOFaADWeMTaz17a9/JQZp\nTKDELCkoDEYIsSxtbXDkCFRWgizInCoXmJCW0EModSLLMu8cO86PlywhUW/oE/bsi21SccXkSUxP\nz+BwfSNatYr6FietdjeCICMjcHVpCcXmDF7bUTng2Jxe79lYp9ZW/Nbls9t929vafNax+x+286+j\nO3j2w6M0tjl77GtzeHhtZyW//Ohj7n6otY8Vx2SC+3/ZzlN7tvPPLSdobu8Z09Vqd/PStlP8fsdW\nfvRwG5ZYfs90xjaNtPim7seHIy5mOGNshruuWyD9D/cYFcKO4oZTUBiIIF+K//sfPPP/dBzfZ8Sk\n0eL2StS22bh5+my+v+Icv2Jp/u+f58KCYh5YuhiZzgDnrnxNXi8gC6gEgRNNVlb97R8UpBvIiDfh\n9HjRChpWFBZy+fRCatvauX/DBp7+xqw+8UuSJLPhQA0/eHknWZkCZr0Gh9tLeo6LNVe0s2gx7NsH\n617RsWeHHpNWjcPtZVyeizVXtjN1Krz6b5GP3jJRkpxKot6AzeVid00tM8+3cfUNbvLy+j83NTXw\n4j/UbHnXyOTkNBL0elqdTvbW1TJ3STtXfdE9oMUophmp8U3hbidS7Y20/gMdw0D7KG64iKHELCko\nhJMghJIkwS1fEjm+NYPrp0/nsmnjsRh9eYme2nSAF/Yc4CfLljIlx0y8saeL7Orn/selE6Zy9dTJ\nyPgyVqvV8tkAZ7fbt5pNlmQqWlr55htvcO/KOZybl4ksy5RVNfDq7mNUtbXw45Xn8shHW/nqRVlM\nye56gbs9Eo++cZiyI+2sKc3iyiUp6DS+wr27T1l5dfcJ3j9cwdTMZK4oLWbBxBS0at/2svImXt93\ngjp9BQ887MBohLIyn9VJr4dp03wlWwKlrc13vM0GRiOUlkL8wHHfI4eRHN8Urjai0eZoG4O/bYpY\nihgRi1kSBEEEdgCVsiwPkkNYQWEUEKRF6bu3qWj+rICXr1tJYodI6mRuTibVbTbePnoMlVDItLx4\njLquDNNGrQaLQcuh+gYKk5Lwl9dSkmRanC5ONTdTOi4Nj+RbPi8IAjOyUyhKSOWDo6f40ZtbGJeo\no83h6XH87986grVey+3nT6Z0pkRn2TSVSqA0z8LbnxmZnzCVqyYWMX2ifDZBpUolMKsgiZn5ifz7\nkxTuv7OMR/5gD7rkSnfi4mDBgtCPj2l6XzfRFE/hjk8Kl8CIhZieWMiwPdAYFFddzBNozNLtwH78\nZZFTUBiBWK0yx054OVkuYbd3u6xDiEcpL4dNb1h4fO2KPkIJQCUI3Dp3Nl7Zw1/LdvPegdN4vTIe\nr8/FJgoq4vVazrS1cqCujhans8eN5vZKVDS3sLe2loKkeFQCqAQVbQ4PdpcXWZYxxcksLcxlRto4\ndlbUodd03do7jjXy4R4raycXMWmKhL7XEA9UtXC80sWDK8/HIpqprek7R0EQuHJuHnlSAW8Hkadp\nzDNcMU7hiJeJZMzNcOVc8tf/cKHENY0oBrUsCYKQDawBHgJ6V45SUBhRfFrm5Y3XBfaX6UiNMyDJ\nMg0OGwuXubn4cwI5IRgCfvsbWF1UTLq5b+0ygHijGpvLzX1LFvHivgPc884Gnt+TQk58PA6vl12n\nayhKKufW86dT1dROWXU1Rq0ag0aNV5JpdrhQq1RMzUjGI0nsrq5jdXExJ2vsSLKvcGxqvJbUeD2r\nJ+fzxI4dPL7pM7L3mbC73WzY08ANpTOYPkM6mxW7O+s+rWZNUREaUSQ93sCR6nbGZXr85mFaOz2f\nX/27nLWX9c2DpDAI0cwU3p1Qa6n1biOaGbijafmJxtwCHYdCzBKIG+5R4E5gtEQVKIxBZFnmmb94\n2f6OhSumlHDXtenoOoqtNrY5Wb+vih/ctY9v/BDmnx9c22Wb4nno3MJ+t6cl6Nhf0YpFZ+DiCRM5\nWFPPxMwEJqZb0KhU3Dh3Ir98fyfOdp+FSTfeRrzFjcMBogjeUyK5+mS0KjWv7t/Pgtxs5udmIXSo\nGbvbQ21bO/srWzAbReZMMnPxLacYNw50Oij/YRxXLU7zK5QAPjlq5SuX+PxqJp0aUVLT3u7pKGnS\nkwnjzGAzUVlpC+/y/LFCp4VpOEVTJ0MpRBvK8UPpK9r9xYJ4UogpBhRLgiB8DqiVZXmXIAhLojMk\nBYXw89LLXvZtSOPXa+cRp+9ZiDUpUcU1C3KYW5zI/Q9tIeGRRqZMCbxtl0Mg0dh/Iki9RgRB5mRT\nM1PSUkkyGrEY9MzJ6cqkeG5+Or/Zsp0Li8Yz8xy5R8B0dZWAqBLYWXWG90+c4JFVy84KJQCDRk1e\nYjzGNg0H6uvITtWSng5z5vi2O51Cn6DyTmRZxu7yEq/rGr9aJfhW4PlBEATi9Vrs9gBOjEL/DJeV\nqTtDtThF2yITbbGmCCaFbgxmWZoPXCIIwhpAD8QLgvCcLMs3dN9JEIQHuv13gyzLG8I6SgWFIWCz\nyfznRR2/v+ScPkKpe1HW8elxfPWcGfzjqS387FFHwO1r9TJN7V25h2Sg3enB7ZEQBJ/QQRYwaEUO\n1NdT1drCtOyuB/GZljbidGo2VOynoq2RS8UcLluceHbpf21bO+/v382nZ87wvfPOJdloQpbpSi0g\nyb4UAmoVeSlxVB1xYezmETQaZVraPaTEdwWVdyIIvnG1OJ1YDL5gJo8kI/bd1Tc3WabF4erXSqUQ\nBLEgmGBo7q/hcp317rs7kQhMV4TTiKbD2LNkKG0MKJZkWf4h8MOOzhYD/9dbKHXs98BQBqGgEEne\n3+hhZmoeKeZekc29qtcDzJ+QwlP/iOPUKUfAbqYZC1pYt+8Y5+VnUNvipLbZiSwJ6NRqZFmmye5E\nJ4qMi4+jvs3GxvJyyu21vH70IC6vlxaXg+WlKbx653l8dsrKva9s5+WTIukJelweiW1725lszuJ3\nn19CgsaI0+nG7hI6rEsyMjJanYxZB1arhz3lLT3GPmehg42Harh8jv8JzSmysPFYBWunFmNzevCq\nPD3EVncOn2kFk43s7MDOjcIgxIpg6iQcwmm4hUUkLFCxMjeFkOgw4Gzo/L8gCPcH20aw5U6U1XAK\nI46yHWqW5Wf2/NCPUAJQiyrOzcmirKw+YLH0nTvg84uO8LniiSRojeTFJ2LWac9afppsLtrdHg7X\nNbGtspLV0zK5/bJcmmwutGoVGRY9WrXPlJORaGBbVRVzvnCU4mLQauGubxhwn3Fh0mjQakGrlfFK\nss+6BKhUXVamtw4fJytdzcmTvvxFAGvWevjFd49y8cyss/10Z82sDH732lFWl4ynpsVOWob/4G6A\n13afZM0VSnB3WBnOOKaBCFV0xJqwCGf8k2JtGrME/MiTZXmjLMuXRHIwCgqRwGEXMOk6fhdo3P0K\npU5Mah2OwL1w5OVBQnYrj3y4nXFxJuL12h5iQ1QJZMSZaGy386cdn7KoNIFks46iDDO5KaY+Asao\n0aDXQ1GRr8aZWhSZVxLPzzZ8jN3t7mgT1KIvALyzr/WHTrCtupzp+eYe4y8uhikLG/nlW3twefoG\nI03Kimd8tpb71m+mydNKWnrfOcqyzEvbyylXnWDlILXbFEJkOEqoBEOwy9xjeVl8OMYVq3NTiAjK\n70OFUY85QabJ2T6oSOqk0dFOXFzg7VdVwbi4OOZNjOfrr6/jxb0HqGhuoa6tnXqbnf21dfxmy1ae\nLSvj2wtnsOVw/YDtNdkdPfo3x8tcPDuTtHSJ777xHm8ePHFWNMmyzN7qeh7esJWXDu/hwWsn0+5x\n9Rn/bXd40E46yh0vb+GdPdU43T7RJEkyn5VbacfG5ua9PHXoIzYerD4rqiRJZufxRn7yxqdsbNnF\njx+x9+uiUwgDw1V3LliCzREUq8Ii1vNRKcQMwbrhFBRGHOetauGdJ8pZOsWPyaQX7U4P209XcsO8\nwNt/638iFxYVcs28PB557TC/2rIZ2asiQa/D5ZVocTrIMJu4Z8U85uakc/Mrx6hpdpCe0DeBZU2z\ng5Nt9Uyf3m38y9rZsO0Mt60uZvcpK29+epynX9qFSavB6fGSFK9mzaw0bptaSm2LAyvNTJzYs12N\nBu68x8Onn1ax7pV6/vQ3HSZtR224XCdrbrRz92LYt6+Sda/U8cRzvtpwdpeXzAInF91kZ9EiXyoC\nhSgQq665/gjUPRXLbqxwxDrF8vwUhoQilhRGNwnNzJ8PTz1ay9HqVooyzAPu/uZnpyk9z0ZycuBd\n7P9UzxfyErnn+X2kion8+/pLSI8z0ep0oRFFdCqR9w9W8+THe2m1OylNT+dAVbNfsfTqrnKWfa69\nhyhZdZHMd144wZXn5FOal0hpXiJOt5c2hwetWkWcXn02lcB/dpVz4WW2s+VKuiMIMHs2zJ7txOFw\nYrP5xI/J1OXKmzMH5sxxYrf7tuv1PbcrRJmRJpog8JilWItt6s1QhU+sz08hKBQ3nMLopeNFo9HA\nLXe08bP3tlPRYOt3900H63jt5G5u+Gpg7rpOnE54flMlhaYM7lo8j9zEeHQakZQ4AwkGLXqdyLKJ\nWdy3aDH/KjtCXZsDl0fq087ruyrZ0XqIy6/uGVeUlgafu87Kj9ftoLndBYBOI5Js1mE2aBAEAVmW\neWHbSY7IR1l72eDrMPR6SE721WnzJ4QMBkhJ6X+7QpQZKe657gTqnhoJZT+GMr6RMD+FQVEsSwpj\ngoWLwOWq4+7ffMjinAJWT80hO8mIJMvsrWjmjf0nOeqs4IFft5OZOXh73ZFVHsrPuPjFNaU9kkV2\nR6eH7BQ910yZykMffcjMCYVUVspIyByub2TDqRM0aE/z00ftWPz8EL32izJeTyW3vWRjVVERK6aM\nI8Wsw+2V2Ha0gTcOHseeUM1Pf+Pwm3lbYZTQXTCNRmtT930D3T/ahCOZ51COVxgWBFkeWjYAQRBk\nWZYj99uz2aKkK1AInEF+fdfXw9tvCrz7monGBgFBgLzxHlZfbmfxEkJKtvjtW9XkVS7ge4tnD7if\nJEF9s5uVz7yAqHOjF7XIyKBxk1Zg49t3Olm6bOC+ysvhzddFPnzbgK1NQKWCyaVu1lzuYN48/Lrf\nFEY5I0k0dScUsRDLAmOoY+t9/NpXFZtuhAhFtyhiSWH0EKSbQpJ8Lqahupluu9nEMukCVhYXYNT5\nVyuSBG2tAmda2nmybDsXLTSzaFIqqo7Od5+y8vimz1h5fS1XXN3XRecPr7dnjiUFhREpnEIVGaNZ\nOAEs3qDc2REiFN0S+zFLVkvXn4KCP0KM5wib0JAhL1/icJ0Vu6tvHiMZaGuDBpsTl+wi02L0lRRR\nqRAEXybu0rxEHl57Hm//PZVPPgms2+45lhQUgJEX1wShx/PEcixQrI5LIWRGltG+P8GkXJBjiuZm\nmQ2bPNRYnahEmZx8WLQoNBdaOEhM8WLHzsRCJ/uPNZCoM5Aap0evFZFkmcZWNxX1dkx6kYmZZv6+\nv43FppQ+7STF6bhx1lSe+7OVY0edWBtEtDqJkiky8+bRb702BYUejMQVdJ2Eq05dKMdHilgdl0JQ\njCyx1B/+Lj5FQI06bDaZJ5+W2PaRjnMzx5OfHIcsw85NdfzlsdNceGk713/JG/W4naVrHLz95EnO\nvzgVi8VNXZ2b8lobriYBlQAut0xqQhz5qXFUWFs4Y2umNK+oTzunm+y8XVbDzr0JTPLmkJtsxOmR\neO2dKv4s1XHVTTZWX6RYkxQCJNbqzgVLuJbuh3p8pFACvEcksR+zVJ4f/pglRUiNONraZH54j8xk\ncSLXnZ+H2aDpsb2+xckTH+5HyjvBPT9xRVUwuVzw5atNfH/+IqZk93057dmlptCSjEEj8vDGbeTk\nebluQX6PfU7V2/jRP/dz+cQpFKckk1FgJympa/uJ2jZ+/X4Zcy45zY1fDiymSUFhRIul/giHyIg1\noeJvPErMUsQYnTFLkaB7HFSs3TQKfnn8DzLTNCV87YLCPkIJICVexw/XlKIqL+D5v0X3stZq4bv3\n2vjFB9vYV9k3ZkSWfWVD/ritjHpvE1fMy+mx3StJ/PTfB7mpdCZrpxajFUWkXnqoIC2On6+dx9bX\nMtiyJZKzURhVjMQYpsEIZ123WPnhHGvjUejD6HDDDZVAM80qDAs1tRJ7PtHzzPX5/eYxAhBVKr66\noITvvXKaq69rRauN3hhnzYLv/rSRXzz4IQWGDFZOyCcz0YDbK7H+WBNbj2+htDCOH181GZ2mZ/DR\n9qONWNRmlhXlIQN2t4d0P2VFzAYN18+ezGv/amT+/CAq/SqMbUZyDNNAhMvNFmsxRcr7JiZRxFIg\ndN48ykU8LLzzrsTSopw+IsMfGRYDExLS2by5laVLozC4bsyaBc+8aGPz5mO8/UYVTeUiGg0IOQ7G\neTK594rJfo97u6yG1cUlALQ53Mhqd7+FfOcWJvHn7XGcOuUgNzdSM1FQGGGEMz4pVmOdFIYVRSwF\nQ6AFIhXCSmWNhwVpiQHvPzExlaqKoxEcUf9oNLBkCSxZ0mX5cbvhK9c0sutkEzPz+86jqsFJybQk\nJFmm0mojLcvbbxC3WlRRlJxIVVW9IpYUgmOkB3wHSqSEUzjaUxixxL5YOpnv+7f7RRuLwkQRUpEh\noRkIrtS9r1ZaZIYTChoN3P2gjYfu3Mq3PXOZW5jUw50oy+CV4GhtC2KcnfT0gdsTBGJqfgojiLEi\nmDoJ98ozxeo0Zol9sdRJ9wtzMLdYrIkTRUgFjCzLHDwssX49nKmRUKkMnK53Y9E3s6AkFVmW2VfZ\nzDuf1fryLAkCuWl6VpZmUJDm810dbapnXtYwT6QXkyfDvb9u5tGfbuafu5K4sGg84yx6XB6JunYb\nbx86yQUzk8nNkwZMDSBJMscarFwXZP06BYWzjNYYpoGIhIXI37NbEVCjltgXSwPlUOpvW+/PY1mQ\nKIk2z3KmWuKXDwu01ySwuiSfZdlmZGBzWy1/31hBoSGLVw8cQnKJrCosZHmJBVmG/bX1/Pj5I+Sk\na/jS0nz2NZ3hjvOHezZ9KSmBJ55r57PP2tmwvoZtdWo0WpmZn3NweL+WLxfMG7SNnScaScxpIz8/\n8uNVUBi1RMpCpAioUUvs51l67dLABujvIh0plqdgGMljH4CaWom771RxZeFMVs9KR6XqeUl977ky\ndhyy8e1z53BpaT6i2HO7xyvxz8/28+yuMq74eh3fvH3k5CLyeOCW64x8ZfJ85k/om9m7E7vLw92v\nbuXzt1eyZEn0xqcwihlL1qXBiIaoCaaP0jIlz1KECEW3jEzLUncGsjL1Z2EazPIUy4Ik0Jstlufg\nh8d+B2sLp3DRORl+t3u8cMXkEmakZ9JuFzD7WS12fk4uR6z1OOwNwMgRS2o13POzdu7/7jZsztlc\nMKWvWKy22nnk3TJKlp5h8eJhGqjC6GMsuuT6IxrxSIrlacQS+5alv94U2gAHEguhFGwcahuxQgyO\n+1SFxI/uMPLMDYtRi30TSh6raeWhF47xxCWrOFnXTm2Lg5wUAyatBpBpdblpsttJSvOSmObk1lfe\n5c8vNmM2R38uQ+HkSfjDr/Q0nIhn+fgC0uMNON0Sn1Sd4XBLNZdeZ+OKqweOaVJQCBlFMPknmmKm\ne1+KZSlijB3LUiAv/KEWYRysLaslfMIjmgImBuvovfeBxIoJeX6FEsB7e2q5sHA8Oo2vEK0gStjU\nLUgaAUEAg0UiJ8W36gw0nJORxUcfNbNmTVSnMWTy8+GRxx0cO+bgww/q2V2vRqOVOP9CD99fCLrg\nFgUqKCiEg2iugIvBH7MKPmJfLJ3MH/wCCvYC8+eG6/5ZoO2FS3gM92q5YQ6Ib2hxM9tiGnD7lLT4\ns/8367S442zk5vl3teXEW6irCfswo0ZhIRQWSoBruIeiMJYYa2kFQkEpgjtmiX2xBH0vzN5WHX8X\nbv7J0NvvTTDiIdyr28JpIRtKn5EQUB3xEqKoxSv1720VVQLebu5iWWZAV5THK6GJYqkTBYVRgxLD\nFBhKssoxR+yLpf7cXYNZQzqTWXYnUAEViVpx0RIgkbJShWJ5C5DxJS52/7eO5dP8B3ePzzDy2aka\nFo3PBqDF5STV1L+42l1XzdrxYR2igsLYQrEyBYdicRr1xL5YgsCsNYGIEX8Cqjf+BJU/y1b3PsJt\nNYqUGyyYGznYGK5AjutOt2royy6Af/25AqttIhZTX5PQ8mnp3LrlM77knIYoiNi9ThL7qX5ysq6N\nam8dc+cGNgwFBYV+UKxMwaNk+B61xP5quMte7TvAocQwDVWIBGKdGoqACqTt4SbUMXQe100odfLn\nP4jUflzED1aXIqr6Bnr/v7eP0lyn4+KJE0jKdJCZ1feycLi83PPf7Sy87hSXfl6pB6KgEFYU0RQ6\noQinvJPKargIEYpuGZliqTehiqNwCI/BhFGka9rFgniCwMbRe59uosnjgYfu0+I9nsfN8yeSn9qV\nSEmWZfZWNHPbczuYkpHMXWsnkJdq6rH94OkWntyyn/ELq/jmdzwAuFygUnWuklNQUAgbinAKnUCF\nkyKWIsbYFUsDEWyOpHAJqGD+H65+o9FmJPrsOMbjkXnlnVbW/dtIuphCYWISsixzoL4em7aJi660\n0d4u8NbLJrJ0KRRYEpEkmQMNdTj0VtZ+wcas2fDWGyre/a8Re5uIJMukjfOy6vM2ll/IiMu9pKAQ\n8yjCKXQGEk6KWIoYilgKhLEsniLZbhjb93hkPt3r4oytBZW5nexsKC31WYl822HnTqiuBlGE7GyY\nPh3efw+efdTCsrzxrJ6WQ2aiAVmWOXymlTf2llNmLecHP2tj0qQhD1FBQaE3imgaGr0dqsJ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YghK53KKlduuOHe855ixXaxi8c85iAHecYzDnWozWxmoYWKFGmhhdFGe8YzDnSgN7xhmGEFr+P0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\nQ5zlrBrH+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ACTMODE commented Oct 5, 2016

Please i do want to be buying Bitcoin from yours

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