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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Data Science Grundlagen\n",
"\n",
"> Wie führt man komplexere Datenanalysen in der Praxis durch?\n",
"\n",
"- Tools\n",
" - Für einfache Analysen: Excel\n",
" - Klick-Baukästen: Tableau, RapidMiner, SPSS, ...\n",
" - SQL\n",
" - Komplexere Analysen, Machine Learning: R oder Python\n",
"- Heute: Tour durch Datenalysen-Module für Python\n",
" - `pandas` für Arbeiten mit Datensets\n",
" - `matplotlib` und `seaborn` für Visualisierung\n",
"- Wir arbeiten mit Jupyter Notebooks\n",
" - Erlauben, interaktiv Python aus dem Browser heraus auszuführen\n",
" - Zellen können ausgeführt werden über `Strg + Enter` oder aus dem Menü `Cell > Run Cells`\n",
"- Überblick\n",
" - Grundlagen\n",
" - Slicing und Filtering\n",
" - Datentypen\n",
" - Visualisierung\n",
" - Korrelationen\n",
" - Distanzfunktionen\n",
" \n",
"\n",
"**Wichtig**: Nur die Konzepte sind wichtig. Wir werden keinen Python-Code abfragen.\n",
" \n",
" \n",
"---\n",
"Mehr zu populären Tools: https://www.kdnuggets.com/2019/05/poll-top-data-science-machine-learning-platforms.html \n",
"Jupyter Notebooks: https://jupyter.org/"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Setup in binder: notwendige Module installieren (nicht notwendig in Google Colab)\n",
"!pip install numpy matplotlib pandas seaborn"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"colab": {},
"colab_type": "code",
"collapsed": true,
"id": "1Z2axbesg2nN",
"scrolled": false
},
"outputs": [],
"source": [
"# Setup: Module importieren\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from scipy.spatial import distance\n",
"from pandas import plotting"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Höhere DPI in Plots\n",
"plt.rcParams['figure.dpi'] = 100"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "92lzRUYWksnn"
},
"source": [
"# Grundlagen\n",
"\n",
"Wir lesen ein vorgefertigtes Standard-Datenset ein (das [Iris flower data set](https://en.wikipedia.org/wiki/Iris_flower_data_set)). Das gleiche Datenset wurde auch in der Vorlesung verwendet."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {},
"colab_type": "code",
"collapsed": true,
"id": "qhRIyXhuorCo"
},
"outputs": [],
"source": [
"iris = sns.load_dataset(\"iris\")\n",
"\n",
"# Generell: csv-Datensets einlesen:\n",
"# mydata = pd.read_csv(\"file.csv\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Die Funktionen `load_dataset` oder `read_csv` erzeugen ein `DataFrame`-Objekt des `pandas`-Moduls. Mehr Informationen zu diesem Datentyp und eine Liste der angebotenen Attribute und Methoden: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"pandas.core.frame.DataFrame"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Datentyp des iris-Objekts\n",
"type(iris)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Das Gesamte Datenset kann ausgegeben werden durch `print(iris)` oder in Jupyter Notebooks auch einfach `iris`"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sepal_length</th>\n",
" <th>sepal_width</th>\n",
" <th>petal_length</th>\n",
" <th>petal_width</th>\n",
" <th>species</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>150 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" sepal_length sepal_width petal_length petal_width species\n",
"0 5.1 3.5 1.4 0.2 setosa\n",
"1 4.9 3.0 1.4 0.2 setosa\n",
"2 4.7 3.2 1.3 0.2 setosa\n",
"3 4.6 3.1 1.5 0.2 setosa\n",
"4 5.0 3.6 1.4 0.2 setosa\n",
"5 5.4 3.9 1.7 0.4 setosa\n",
"6 4.6 3.4 1.4 0.3 setosa\n",
"7 5.0 3.4 1.5 0.2 setosa\n",
"8 4.4 2.9 1.4 0.2 setosa\n",
"9 4.9 3.1 1.5 0.1 setosa\n",
"10 5.4 3.7 1.5 0.2 setosa\n",
"11 4.8 3.4 1.6 0.2 setosa\n",
"12 4.8 3.0 1.4 0.1 setosa\n",
"13 4.3 3.0 1.1 0.1 setosa\n",
"14 5.8 4.0 1.2 0.2 setosa\n",
"15 5.7 4.4 1.5 0.4 setosa\n",
"16 5.4 3.9 1.3 0.4 setosa\n",
"17 5.1 3.5 1.4 0.3 setosa\n",
"18 5.7 3.8 1.7 0.3 setosa\n",
"19 5.1 3.8 1.5 0.3 setosa\n",
"20 5.4 3.4 1.7 0.2 setosa\n",
"21 5.1 3.7 1.5 0.4 setosa\n",
"22 4.6 3.6 1.0 0.2 setosa\n",
"23 5.1 3.3 1.7 0.5 setosa\n",
"24 4.8 3.4 1.9 0.2 setosa\n",
"25 5.0 3.0 1.6 0.2 setosa\n",
"26 5.0 3.4 1.6 0.4 setosa\n",
"27 5.2 3.5 1.5 0.2 setosa\n",
"28 5.2 3.4 1.4 0.2 setosa\n",
"29 4.7 3.2 1.6 0.2 setosa\n",
".. ... ... ... ... ...\n",
"120 6.9 3.2 5.7 2.3 virginica\n",
"121 5.6 2.8 4.9 2.0 virginica\n",
"122 7.7 2.8 6.7 2.0 virginica\n",
"123 6.3 2.7 4.9 1.8 virginica\n",
"124 6.7 3.3 5.7 2.1 virginica\n",
"125 7.2 3.2 6.0 1.8 virginica\n",
"126 6.2 2.8 4.8 1.8 virginica\n",
"127 6.1 3.0 4.9 1.8 virginica\n",
"128 6.4 2.8 5.6 2.1 virginica\n",
"129 7.2 3.0 5.8 1.6 virginica\n",
"130 7.4 2.8 6.1 1.9 virginica\n",
"131 7.9 3.8 6.4 2.0 virginica\n",
"132 6.4 2.8 5.6 2.2 virginica\n",
"133 6.3 2.8 5.1 1.5 virginica\n",
"134 6.1 2.6 5.6 1.4 virginica\n",
"135 7.7 3.0 6.1 2.3 virginica\n",
"136 6.3 3.4 5.6 2.4 virginica\n",
"137 6.4 3.1 5.5 1.8 virginica\n",
"138 6.0 3.0 4.8 1.8 virginica\n",
"139 6.9 3.1 5.4 2.1 virginica\n",
"140 6.7 3.1 5.6 2.4 virginica\n",
"141 6.9 3.1 5.1 2.3 virginica\n",
"142 5.8 2.7 5.1 1.9 virginica\n",
"143 6.8 3.2 5.9 2.3 virginica\n",
"144 6.7 3.3 5.7 2.5 virginica\n",
"145 6.7 3.0 5.2 2.3 virginica\n",
"146 6.3 2.5 5.0 1.9 virginica\n",
"147 6.5 3.0 5.2 2.0 virginica\n",
"148 6.2 3.4 5.4 2.3 virginica\n",
"149 5.9 3.0 5.1 1.8 virginica\n",
"\n",
"[150 rows x 5 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Das Attribut `shape` beinhaltet die Dimensionen des DataFrames (Zahl der Zeilen und Spalten):"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(150, 5)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Das Datenset hat 150 Zeilen und 5 Spalten (in Data Science oft \"Attribute\", \"Variablen\" oder \"Features\" genannt). Pandas fügt eine Index-Spalte hinzu (0, 1, 2, 3, ...), über die eindeutig auf Datenpunkte zugegriffen werden kann (später mehr dazu). \n",
"\n",
"Die Funktion `head()` gibt die ersten 5 (oder `n` in `head(n)`) Zeilen des Datensets aus. Ebenso arbeitet `tail()`, aber vom Ende des DataFrames aus. Diese Funktionen sind insbesondere nützlich, wenn man mit größeren Datensets arbeitet."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 201
},
"colab_type": "code",
"id": "GPdwMbsshZr3",
"outputId": "c5010281-5edb-4ff8-8e90-f85db3bf03f1"
},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sepal_length</th>\n",
" <th>sepal_width</th>\n",
" <th>petal_length</th>\n",
" <th>petal_width</th>\n",
" <th>species</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sepal_length sepal_width petal_length petal_width species\n",
"0 5.1 3.5 1.4 0.2 setosa\n",
"1 4.9 3.0 1.4 0.2 setosa\n",
"2 4.7 3.2 1.3 0.2 setosa\n",
"3 4.6 3.1 1.5 0.2 setosa\n",
"4 5.0 3.6 1.4 0.2 setosa"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris.head()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 201
},
"colab_type": "code",
"id": "Cbe3tZmbn88L",
"outputId": "be0d9623-ddef-4936-c240-dbbc9237393c"
},
"outputs": [
{
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" <th></th>\n",
" <th>sepal_length</th>\n",
" <th>sepal_width</th>\n",
" <th>petal_length</th>\n",
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" <th>species</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\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>virginica</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>virginica</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>virginica</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>virginica</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>virginica</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sepal_length sepal_width petal_length petal_width species\n",
"145 6.7 3.0 5.2 2.3 virginica\n",
"146 6.3 2.5 5.0 1.9 virginica\n",
"147 6.5 3.0 5.2 2.0 virginica\n",
"148 6.2 3.4 5.4 2.3 virginica\n",
"149 5.9 3.0 5.1 1.8 virginica"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris.tail()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`describe()` gibt Statistiken zu kontinuierlichen Variablen des Datensets"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 293
},
"colab_type": "code",
"id": "42HooPJBigwo",
"outputId": "0754ebfb-d0fc-4c5f-950f-adf4c762de0a"
},
"outputs": [
{
"data": {
"text/html": [
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sepal_length</th>\n",
" <th>sepal_width</th>\n",
" <th>petal_length</th>\n",
" <th>petal_width</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>150.000000</td>\n",
" <td>150.000000</td>\n",
" <td>150.000000</td>\n",
" <td>150.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>5.843333</td>\n",
" <td>3.057333</td>\n",
" <td>3.758000</td>\n",
" <td>1.199333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.828066</td>\n",
" <td>0.435866</td>\n",
" <td>1.765298</td>\n",
" <td>0.762238</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>4.300000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.100000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>5.100000</td>\n",
" <td>2.800000</td>\n",
" <td>1.600000</td>\n",
" <td>0.300000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>5.800000</td>\n",
" <td>3.000000</td>\n",
" <td>4.350000</td>\n",
" <td>1.300000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>6.400000</td>\n",
" <td>3.300000</td>\n",
" <td>5.100000</td>\n",
" <td>1.800000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>7.900000</td>\n",
" <td>4.400000</td>\n",
" <td>6.900000</td>\n",
" <td>2.500000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sepal_length sepal_width petal_length petal_width\n",
"count 150.000000 150.000000 150.000000 150.000000\n",
"mean 5.843333 3.057333 3.758000 1.199333\n",
"std 0.828066 0.435866 1.765298 0.762238\n",
"min 4.300000 2.000000 1.000000 0.100000\n",
"25% 5.100000 2.800000 1.600000 0.300000\n",
"50% 5.800000 3.000000 4.350000 1.300000\n",
"75% 6.400000 3.300000 5.100000 1.800000\n",
"max 7.900000 4.400000 6.900000 2.500000"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pandas macht manche Visualisierung sehr infach. Der Scatterplot, der auch in der Vorlesung gezeigt wurde (Kelchblattlänge vs. Kelchblattbreite), kann wie folgt erzeugt werden."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 301
},
"colab_type": "code",
"id": "TxYjiz1liAP5",
"outputId": "ad141fd9-bbb2-47a8-e043-04213e3890c8",
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Kelchblattbreite (cm)')"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = iris.plot.scatter(x=\"sepal_length\", y=\"sepal_width\")\n",
"\n",
"# Good Practice für Visualisierungen: Verständliche Achsenlabels mit Messeinheiten\n",
"ax.set_xlabel(\"Kelchblattlänge (cm)\")\n",
"ax.set_ylabel(\"Kelchblattbreite (cm)\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Slicing und Filtering"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pandas erlaubt es, auf einzelne Spalten, Zeilen, Zellen, oder Bereiche eines DataFrames zuzugreifen. Wir zeigen hier einige davon. Eine genauere Übersicht gibt es hier: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html\n",
"\n",
"Indexing in Pandas beginnt bei 0, die \"erste\" Spalte hat also Index 0."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 5.1\n",
"1 4.9\n",
"2 4.7\n",
"3 4.6\n",
"4 5.0\n",
"Name: sepal_length, dtype: float64"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Eine Spalte des Datensets \"projezieren\"\n",
"iris.sepal_length.head()\n",
"# ganze Spalte: iris.sepal_length\n",
"\n",
"# Equivalent:\n",
"iris[\"sepal_length\"].head()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sepal_length</th>\n",
" <th>sepal_width</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5.1</td>\n",
" <td>3.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4.9</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4.7</td>\n",
" <td>3.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4.6</td>\n",
" <td>3.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5.0</td>\n",
" <td>3.6</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sepal_length sepal_width\n",
"0 5.1 3.5\n",
"1 4.9 3.0\n",
"2 4.7 3.2\n",
"3 4.6 3.1\n",
"4 5.0 3.6"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Mehrere Spalten\n",
"iris[[\"sepal_length\", \"sepal_width\"]].head()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"sepal_length 5.1\n",
"sepal_width 3.5\n",
"petal_length 1.4\n",
"petal_width 0.2\n",
"species setosa\n",
"Name: 0, dtype: object"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Die erste Zeile selektieren\n",
"iris.loc[0]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sepal_length</th>\n",
" <th>sepal_width</th>\n",
" <th>petal_length</th>\n",
" <th>petal_width</th>\n",
" <th>species</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>setosa</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>setosa</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>setosa</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sepal_length sepal_width petal_length petal_width species\n",
"0 5.1 3.5 1.4 0.2 setosa\n",
"2 4.7 3.2 1.3 0.2 setosa\n",
"9 4.9 3.1 1.5 0.1 setosa"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Die erste, die dritte und die 10. Zeile\n",
"iris.loc[[0,2,9]]"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sepal_length</th>\n",
" <th>sepal_width</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5.1</td>\n",
" <td>3.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4.7</td>\n",
" <td>3.2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sepal_length sepal_width\n",
"0 5.1 3.5\n",
"2 4.7 3.2"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Zwei Spalten der ersten und dritten Zeile\n",
"iris.loc[[0,2], [\"sepal_length\", \"sepal_width\"]].head()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3.1"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# sepal_width der 10. Zeile\n",
"iris.loc[9, \"sepal_width\"]\n",
"# oder\n",
"iris.sepal_width[9]\n",
"# oder\n",
"iris.loc[9].sepal_width"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Filter**\n",
"\n",
"Pandas bietet flexible Möglichkeiten, Daten zu filtern. Einige Beispiele folgen, mehr Informationen: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#boolean-indexing\n",
"\n",
"Inhaltlich gibt es hier viele Parallelen zu SQL, die Bedingungen werden nur etwas anders aufgeschrieben."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sepal_length</th>\n",
" <th>sepal_width</th>\n",
" <th>petal_length</th>\n",
" <th>petal_width</th>\n",
" <th>species</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</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>setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>5.2</td>\n",
" <td>4.1</td>\n",
" <td>1.5</td>\n",
" <td>0.1</td>\n",
" <td>setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>5.5</td>\n",
" <td>4.2</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>5.1</td>\n",
" <td>3.8</td>\n",
" <td>1.9</td>\n",
" <td>0.4</td>\n",
" <td>setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>5.1</td>\n",
" <td>3.8</td>\n",
" <td>1.6</td>\n",
" <td>0.2</td>\n",
" <td>setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117</th>\n",
" <td>7.7</td>\n",
" <td>3.8</td>\n",
" <td>6.7</td>\n",
" <td>2.2</td>\n",
" <td>virginica</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>virginica</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sepal_length sepal_width petal_length petal_width species\n",
"5 5.4 3.9 1.7 0.4 setosa\n",
"14 5.8 4.0 1.2 0.2 setosa\n",
"15 5.7 4.4 1.5 0.4 setosa\n",
"16 5.4 3.9 1.3 0.4 setosa\n",
"18 5.7 3.8 1.7 0.3 setosa\n",
"19 5.1 3.8 1.5 0.3 setosa\n",
"32 5.2 4.1 1.5 0.1 setosa\n",
"33 5.5 4.2 1.4 0.2 setosa\n",
"44 5.1 3.8 1.9 0.4 setosa\n",
"46 5.1 3.8 1.6 0.2 setosa\n",
"117 7.7 3.8 6.7 2.2 virginica\n",
"131 7.9 3.8 6.4 2.0 virginica"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Alle Zeilen, in denen sepal_width größer ist als 3.7\n",
"iris[iris.sepal_width > 3.7]"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"5 5.4\n",
"15 5.7\n",
"16 5.4\n",
"21 5.1\n",
"23 5.1\n",
"26 5.0\n",
"31 5.4\n",
"43 5.0\n",
"44 5.1\n",
"Name: sepal_length, dtype: float64"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Kelchplattlänge der setosa-Pflanzen, die ein Blütenblatt haben, das weiter als 0.3 ist\n",
"iris[(iris.species == 'setosa') & (iris.petal_width > 0.3)].sepal_length"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "MY3iqCJAwjdE"
},
"source": [
"# Datentypen"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Das Iris-Datenset enthält strukturierte, quantitative Daten. Vier Variablen sind kontinuierlich, eine ist diskret:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"sepal_length float64\n",
"sepal_width float64\n",
"petal_length float64\n",
"petal_width float64\n",
"species object\n",
"dtype: object"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris.dtypes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pandas hat automatisch erkannt, dass die ersten vier Variablen kontinuierlich sind. Der korrekte Datentyp für die diskrete Variable ist eigentlich `category` (in R ein \"Faktor\"). `object` ist ein generischer Datentyp, den Pandas nutzt, wenn es keine besser Alternative erraten kann. "
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"iris.species = iris.species.astype('category')"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "sH6ZacIXwoL3"
},
"source": [
"# Visualisierung"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Im Folgenden einige Beispiele für häufig genutzte Visualisierungen\n",
"\n",
"## Histogramm\n",
"\n",
"- Zeigt die Häufigkeitsverteilung einer Variable\n",
"- Erfordert eine Einteilung der vorkommenden Werte in Bereiche \n",
"- Jeder Balken stellt in diesem Bereich die Häufigkeit dar"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 286
},
"colab_type": "code",
"id": "Y_Cgv4E-t-W1",
"outputId": "a8230996-90c7-43cd-fd67-3f42fcccedc3"
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Histogramm Kelchblattlänge')"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Histogramm\n",
"iris.sepal_length.hist()\n",
"plt.title(\"Histogramm Kelchblattlänge\")"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Histogramm Kelchblattlänge')"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Andere (feinere) Einteilung \n",
"iris.sepal_length.hist(bins=25)\n",
"plt.title(\"Histogramm Kelchblattlänge\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Boxplots\n",
"\n",
"- Vergleicht Gruppen von numerischen Werten\n",
"- Die Box reicht von Quartil 1 bis Quartil 3\n",
"- Die Linie in der Box ist der Median (Quartil 2)\n",
"- Die \"Whisker\" zeigen den Wertebereich\n",
" - der untere zeigt den niedrigsten Wert, der noch innerhalb von 1.5 IQR (siehe unten) des 1. Quartils ist\n",
" - der obere zeigt den höchsten Wert, der noch innerhabl von 1.5 IQR des 3. Quartils ist\n",
" - \"IQR\" = Interquartisabstand (interquantile range): Q3-Q1"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image(\"boxplot.png\")"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 300
},
"colab_type": "code",
"id": "JEtBbwS2uaj1",
"outputId": "9230fe07-7cad-4a5b-8b0c-63f257aeb45a"
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'Spezies')"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Boxplots, gruppiert\n",
"ax = iris[[\"sepal_length\", \"species\"]].boxplot(by=\"species\")\n",
"ax.set_ylabel(\"sepal_length\")\n",
"plt.title(\"\") # Zusätzlichen automatischen Plot-Titel entfernen\n",
"plt.suptitle(\"Kelchblattlänge, gruppiert nach Spezies\")\n",
"ax.set_ylabel(\"Kelchblattlänge\")\n",
"ax.set_xlabel(\"Spezies\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Beispielrechnung: Boxplot für Spezies \"Virginica\""
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"count 50.00000\n",
"mean 6.58800\n",
"std 0.63588\n",
"min 4.90000\n",
"25% 6.22500\n",
"50% 6.50000\n",
"75% 6.90000\n",
"max 7.90000\n",
"Name: sepal_length, dtype: float64\n"
]
}
],
"source": [
"gruppe = iris[iris.species == \"virginica\"].sepal_length\n",
"stats = gruppe.describe()\n",
"print(stats)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Insgesamt 50 Datenpunkte, Median ist 6.5 (Linie in der Box), 1. Quartil ist 6.225 (unteres Ende der Box), 3. Quartil ist 6.9 (oberes Ende der Box)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"IQR: 0.6749999999999998\n"
]
}
],
"source": [
"iqr = stats[\"75%\"] - stats[\"25%\"]\n",
"print(\"IQR: \" + str(iqr))"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Unterer Whisker: 5.6\n",
"Oberer Whisker: 7.9\n"
]
}
],
"source": [
"whisker_unten = gruppe[gruppe > stats[\"25%\"]-1.5*iqr].min()\n",
"print(\"Unterer Whisker: \" + str(whisker_unten))\n",
"\n",
"whisker_oben = gruppe[gruppe < stats[\"75%\"]+1.5*iqr].max()\n",
"print(\"Oberer Whisker: \" + str(whisker_oben))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ausreißer:"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"106 4.9\n",
"Name: sepal_length, dtype: float64"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gruppe[(gruppe > whisker_oben) | (gruppe < whisker_unten)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Scatter Matrix\n",
"\n",
"- Nützliche Funktion von pandas: Paarweise Scatterplots aller Variablen des Datensets\n",
"- Auf der Mittelachse: Histogramme der jeweiligen Variablen"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 605
},
"colab_type": "code",
"id": "mb4HMsbBtrDC",
"outputId": "a3f2431e-6d42-40b3-ed73-f8d0ce009d32"
},
"outputs": [
{
"data": {
"text/plain": [
"array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f3cb7bf1be0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7f3cb7ba76a0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7f3cb7b5c7f0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7f3cb7b11940>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x7f3cb7b44b00>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7f3cb7b030f0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7f3cb7ab36a0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7f3cb7a65c88>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x7f3cb7a65cc0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7f3cb79d27f0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7f3cb7a04da0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7f3cb79c4390>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x7f3cb7971940>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7f3cb7927ef0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7f3cb78e24e0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7f3cb7893a90>]],\n",
" dtype=object)"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x1000 with 16 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plotting.scatter_matrix(iris, figsize=(10,10))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Farbliche markierter Scatterplot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Derselbe Scatterplot wie weiter oben, aber Punkte farbig markiert nach Spezies. Das benötigt in Pandas etwas Detailarbeit, deswegen verwenden wir hierfür [seaborn](https://seaborn.pydata.org/), eine Bibliothek, die diverse Visualisierungen ohne besonderen Code anbietet. Informationen zur `seaborn.scatterplot()` Funktion: https://seaborn.pydata.org/generated/seaborn.scatterplot.html"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# besser: Farben, die auch bei Schwierigkeiten mit Farbwahrnehmung unterschieden werden können:\n",
"# sns.set_palette(\"colorblind\", 2)\n",
"\n",
"ax = sns.scatterplot(x=\"sepal_length\", y=\"sepal_width\", hue=\"species\", data=iris)\n",
"ax.set_xlabel(\"Kelchblattlänge (cm)\")\n",
"ax.set_ylabel(\"Kelchblattbreite (cm)\")\n",
"ax.legend().texts[0].set_text(\"Spezies\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Korrelation\n",
"\n",
"In der Scatter-Matrix oben sieht es aus, als gäbe es eine deutliche Korrelation zwischen petal_length und petal_width. Wir rechnen nach:"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Korrelation zwischen den beiden Variablen: 0.9628654314027961\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sepal_length</th>\n",
" <th>sepal_width</th>\n",
" <th>petal_length</th>\n",
" <th>petal_width</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>sepal_length</th>\n",
" <td>1.000000</td>\n",
" <td>-0.117570</td>\n",
" <td>0.871754</td>\n",
" <td>0.817941</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sepal_width</th>\n",
" <td>-0.117570</td>\n",
" <td>1.000000</td>\n",
" <td>-0.428440</td>\n",
" <td>-0.366126</td>\n",
" </tr>\n",
" <tr>\n",
" <th>petal_length</th>\n",
" <td>0.871754</td>\n",
" <td>-0.428440</td>\n",
" <td>1.000000</td>\n",
" <td>0.962865</td>\n",
" </tr>\n",
" <tr>\n",
" <th>petal_width</th>\n",
" <td>0.817941</td>\n",
" <td>-0.366126</td>\n",
" <td>0.962865</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sepal_length sepal_width petal_length petal_width\n",
"sepal_length 1.000000 -0.117570 0.871754 0.817941\n",
"sepal_width -0.117570 1.000000 -0.428440 -0.366126\n",
"petal_length 0.871754 -0.428440 1.000000 0.962865\n",
"petal_width 0.817941 -0.366126 0.962865 1.000000"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"korrelation = iris.petal_length.corr(iris.petal_width)\n",
"print(\"Korrelation zwischen den beiden Variablen: \" + str(korrelation))\n",
"\n",
"# oder alternativ:\n",
"\n",
"# Korrelation aller Variablen unseres Datensets\n",
"iris.corr() "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Aber Vorsicht, eine Korrelation impliziert keine Kausalität. Gute Beispiele für Korrelationen, die vermultich keinen kausalen Zusammenhang haben: https://www.tylervigen.com/spurious-correlations"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "WaXSddGdp7pk"
},
"source": [
"# Distanzfunktionen"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "gnYOLKgawV-f",
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image(\"distanzfunktionen.png\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Eine Übersicht über weitere Distanzfunktionen gibt es z.B hier: https://docs.scipy.org/doc/scipy/reference/spatial.distance.html. Wir benutzen im Folgenden Implementierungen von [SciPy](https://www.scipy.org/). Die meisten Distanzfunktionen sind aber sehr einfach zu implementieren."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Hamming-Distanz, nicht normiert (SciPy normiert auf [0,1])\n",
"def hamming_distance(s1, s2):\n",
" return distance.hamming(s1, s2) * len(s1)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Hamming (normiert auf [0,1]):\t\t\t1.0\n",
"Hamming (Definition in dieser Vorlesung):\t2.0\n",
"Euklidisch:\t\t\t\t\t8.9443\n",
"Manhattan:\t\t\t\t\t12\n",
"Maximum:\t\t\t\t\t8\n"
]
}
],
"source": [
"# Zwei Datenpunkte (Beispiel aus der Vorlesung)\n",
"a = [4, 2]\n",
"b = [8,10]\n",
"\n",
"print(\"Hamming (normiert auf [0,1]):\\t\\t\\t\" + str(distance.hamming(a,b)))\n",
"print(\"Hamming (Definition in dieser Vorlesung):\\t\" + str(hamming_distance(a,b)))\n",
"print(\"Euklidisch:\\t\\t\\t\\t\\t\" + str(round(distance.euclidean(a,b),4)))\n",
"print(\"Manhattan:\\t\\t\\t\\t\\t\" + str(distance.cityblock(a,b)))\n",
"print(\"Maximum:\\t\\t\\t\\t\\t\" + str(distance.chebyshev(a,b)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Welchen Effekt haben diese verschiedenen Distanzfunktionen? \n",
"Wer sich die Theorie nicht vorstellen kann, muss es ausprobieren. Wir generieren uns ein 2-dimensionales Koordinatensystem (x und y jeweils von -8 bis 8) und markieren die Koordinaten in einem Plot farblich entsprechend der Distanz zum Ursprung (0,0)."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>hamming</th>\n",
" <th>euclidean</th>\n",
" <th>manhattan</th>\n",
" <th>maximum</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-8</td>\n",
" <td>-8</td>\n",
" <td>2.0</td>\n",
" <td>11.313708</td>\n",
" <td>16.0</td>\n",
" <td>8.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-8</td>\n",
" <td>-7</td>\n",
" <td>2.0</td>\n",
" <td>10.630146</td>\n",
" <td>15.0</td>\n",
" <td>8.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>-8</td>\n",
" <td>-6</td>\n",
" <td>2.0</td>\n",
" <td>10.000000</td>\n",
" <td>14.0</td>\n",
" <td>8.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-8</td>\n",
" <td>-5</td>\n",
" <td>2.0</td>\n",
" <td>9.433981</td>\n",
" <td>13.0</td>\n",
" <td>8.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>-8</td>\n",
" <td>-4</td>\n",
" <td>2.0</td>\n",
" <td>8.944272</td>\n",
" <td>12.0</td>\n",
" <td>8.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y hamming euclidean manhattan maximum\n",
"0 -8 -8 2.0 11.313708 16.0 8.0\n",
"1 -8 -7 2.0 10.630146 15.0 8.0\n",
"2 -8 -6 2.0 10.000000 14.0 8.0\n",
"3 -8 -5 2.0 9.433981 13.0 8.0\n",
"4 -8 -4 2.0 8.944272 12.0 8.0"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"center = [0,0]\n",
"size = 8\n",
"\n",
"xs = np.arange(-size,size+1)\n",
"ys = np.arange(-size,size+1)\n",
"xys = [[x,y] for x in xs for y in ys]\n",
"distances = pd.DataFrame(xys, columns=[\"x\", \"y\"])\n",
"distances[\"hamming\"] = distances.apply(lambda point: hamming_distance(center, [point.x, point.y]), axis=1)\n",
"distances[\"euclidean\"] = distances.apply(lambda point: distance.euclidean(center, [point.x, point.y]), axis=1)\n",
"distances[\"manhattan\"] = distances.apply(lambda point: distance.cityblock(center, [point.x, point.y]), axis=1)\n",
"distances[\"maximum\"] = distances.apply(lambda point: distance.chebyshev(center, [point.x, point.y]), axis=1)\n",
"\n",
"# 11 x 11 Datenpunkte mit x und y, und 4 Distanzmessungen zum Urpsrung (0,0)\n",
"distances.head()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f3cb761ddd8>"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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QM0ef+CPr+h0V3yeUvpqkFml9NYkpcs/O0nd0Gl9NUgut7/Ha59L6ipjs3ctg6EP6vT0UVgF4ZqGc4ZA7Vxlb4JuH851lixz3EXhcw5SxVfnzcO6YWlTlq88nXlcBg31TEA6+EpvRBXOUsROKjnaMEwgqc4dR6qlQxs4sm+n4vkAwq1T9rEu+O48jC8dgOfpKZpWpn+uZVTbJsTMuEIzIq6LCW6qMPb5imtL3hPLpyrhCTx4TikZhOZQrkcweMFkZO6N0stJ3eN5gynPUvjNKZyh9VXUPkOcuZETeeMX+IJlYpI4dWTBb6VvuHU2BW70/VOWfptgiGFyg3n9drjJyc2agOt4KfGcoY/GeinM7aoH7SIRrkMO2vsW0h6kcToOrXwF3SCkfl1KukVLOB35H/GqcI1LKkJSyNfkC/LoChBCI4p8Qv6GXbBjif0Xh/yFc5epY91joTHCQrFYXCB+iUP8gInlXgXs0Bw6OxJUPzwzwqR9qjfveBngcfL+LcA1Qx3rGQV4yYUBX31xE4U3pfVMGdV19z9P7Ft2Gc/2m8z0C8q518M1L63vtUUczuqS0c4CVvK40a/AQzj1SnVhC7/s9hFWm8R0Pedc4+PrS+or8axKD0GRcop49s8CnfmhY7/v/0vgeCXlXK3z1D66L/KsTg9DuvseA79NpfFXH2/fT+E6I74c9fPPS+vYVZhqE4RDS7+0hgCj6AYhcDhyfiWMt/zqEe4wyzu2qpKI4qXLg2Ba4qSz7hfZOxbCCcyn1TiP1DnQ8IcCo4su0vqdU3oBbeDs71Mm/M8supdSrHtAVeUo5u+qyxC+0Ov+6hJvzh1yn9T2x/ETG5KfWhUAwxDeEeZXztL6fH3UxHsvdpcx4OecPOZPBvkpl3ABvMVeN+mQPX7dwccO4i7W+Z1TO5sjCkSldcYFgRH4Vnxqsz9L6pTEXkmN5evhePOwMhvgGanxLuGz4px19vzj6s1rfkypOYnT+6JTBjkAw1DeUuQPVA3yAzwy5Bk8X3+T+MHfg+ZR71VkVCz0VHFdxTUpMPKGFh1Mrv6HffwvPo8Q7ie77b1HOEYwsukTrW1n608SFwdT2cEDRN8lxj1TGCdcgRME3UmLifz2Iolu1ZfYVpj1M5XDKFtgA3Cyl/EuX924ErpFSqlPNpH5H2uxIADK6Bdk2HyLvg6sqkYpdnd2oM05KCL18IBW752hE3pUIt/6GGRB/Jqvj8cQzKu743aG8izK6Ap/qm0wdr75Kl+q7MJHKOuGbfxXCNeQD8H0YImsP0ncGIv/KjHz9oRCPvb+6MxX72WOP4JJJU7SZAtW+lyG8x2Xo+xKy/R8gG3vlK+0AtD+GDL0MuBG+s8F3kTbzXqrvQxBZ1we+VyFc6VPlStsP7Y/HfZOp2H0XZuYb2Yxsfzjhm0wdf2yGvguQ7f9M+M5M1K/et6+yI61YV0lBhtmRAn6boyfuz7pMg6ErH2x7uBvZPj+Rir0c4bsIvHMzSg3dFlxEc2A+0ehecnOmU1J4LV6POpNdkpgdZJf/X+xrewmkzaD8uYwouhC3ZkZFkpZwNaua/h1Pxe4uY3Lx2YwqOC4j303+93i7YQHN4QaG5Y3h+PJzGJib/nwdtsO8Xvc6yxqXYWNzdOnRnFxxckapwvcH63m2+lU2+rdR4initMrjmVk6JSPfFY3reb56CXWhZsYVDuczQ05maJ56UJYkFAvzQs1bvFH/Xmcq9nOqjsfnSt9+V3fU8799i1jfuoNSTyFnVh3HMWWTM/Jd1byOBTVv0BBqYmzhCM6pOpUhmkFkkrAdZlHdIpY3LsfGZkbpDE6uOJlcV/qlPhpC+1lS/1w8FbunhGMGnMaEwqMz8t0ZeJc1zc8SiNZRmTue6WXnU5qTvj8XtTvY5f9X/BlBKRmUPy+x/6ZPzR+O7qTJfx/B0PJ4KvaCyyjwaWaAdEGGFsdTscf2Q84URN5VCPcobYxpD/uHw2lw9TfgNOCLxFPPHgXcAzwgpfx/GX5HRo2JwWD46NJXjcmytb1rTGZO+mg3JoYPDtMeGgyGvsC0h/3D4ZTQ4mvAbcCfgYHEF038K/CTQyllMBg+nsQQxDJ8UDjTzxkMGWLaQ4PB8KHBtIepHDaDKymlH/hm4mUwGAyHFNOYGA4Vpj00GAwfJkx7mMphM7gyGAyGDxO2FNgys0Yi088ZDAaDwXC4YdrDVMzgymAwGLLAXKkzGAwGg8G0h90xgyuDwWDIghgWsQxXs3BakctgMBgMho8Cpj1MxQyuHJDShvBbEN0AViXknqZfRLVrrB2A0AKwm8AzLZ7OOsPV3WV0B4QWAS7InYdwqddhOPx934Toxux8gwtANoFnejx9fIa+25oaWbRzBy4hOH30WKoKCz/UvjK6HUKvE6/f0zJeCDDVd1DCN7NFdQ+d7xKIbsrC1w/BlxK+R4HnqIx9DxbZi2kQ8mMwDcLw0URKSUd4KcHQSlyuART6zsayCjKKjdod7GtbREeslpKc8Qz0zUKIzDpgLeFaNvnfASRjCmZS5k2/JETSd3NgE9vbtlHoLuLo0qPJzSAlOkAwFubthjU0hJoZXTCUaSXjsDL0re5o4o269UgpmVNxJEPz1Os2dvdd3riTtc17Kc3JZ17VBPLdmZ3/OqIRXq7eQG3Qz4TiQcyuGNW5nmM69rY382r1JmwpOWXQOIYXqNcV7O67rGEXa5r2MsCbz2mDJ5DvTr/kRtw3zCs1G6gLtXJkURXHlI/6QOp3bctWNvp3UppTyHHl0zJKOQ8QioVY1byC5kgzw/NGcGThhIzbl+bwfjb7lwKSsYWzKM3JtH8kqQ+uoDG0llzXAIbkn5pRCncA224n0PEC0dh+vDlTyPMeb9rDQ8Rhk4q9L8gk9ay0G5GN10B0PfEFE20QJYiy+xAe9YrpADK0BNl8A8j2A7Ge2YjSuxGa9TmklEj/L6D9Abqusi0K/g9RcJ2+zFgDsunabr6liLJ7M/B9A9n81Sx974D2B1N9C7+L6FxIWed7TXwgmOJ7H8IzJY3vYmTz17Ly/eniRTywannKzejvn3AS1x09K41vfcJ3Y9/45hyLKLkboTlZxuv3Z9D+EF0XIYzX7+eVcXrf+xGeyWl8X0c2f72b73GIkr9k4PtTaH+4m+/3EPnXKuMO+F4dH1il+D6A8ExK47so4dvRxXcOouTPWt++Sj27YM0I8jNMPdvmtzljys6syzQY+ppM2kPbDrCn/io6Qm+RPMaEyGdI+QPk5+oXnG0IruGN6m8QtlsQWEhsSnLGc9Lgu/C6SrWxS+qe5LXa+V3ekRw34AJOrbxa21kMxjq4c/Pv2RTYiEAgkeRaudww9utMKFIvGA+woXUHP3r/bgLRdiwENpIxBcO4bcqXKfboB5N/2/Yq92xZAEhIlHvFyJP58riztL6BSJCvLn2EFY07O8vMd+fw+1mXMbt8tLbMVY17+NKbj9ASCXbGTiyp4r45n6PUq++M/2XDYv6w7tXO/5fA9Uccz7cn6dcvC0RCfOmtR1nesCvF90/HXsqxFfr1lN5r3MUNSx+hNdJxwLd4MHcfeyUlOXrfB7e9zL1bFtK1fq8cdQpfGnum1rct2sGt7/+Vda3bOsv0ubz8cNJ1TCvRLwe3JbCZOzf/jvZYe+e+NDJvFN884jsUuPX7w+Lax3i97hEOtIeSOeUXc8rAK7S+kZifxTXfoCH4HsnjzS3yOb7qtwz0zdSW2RF6lz11V2LLls7Y3JzpDC1/BJfmeDPtYf+QWU18jJAtNyc6etC5jrRsRTZ9ESnD6ji7Bdn0lURHr0ts5F2k/1f6QoPPJgZWED95xF8y8Ctk6B29b6uTb0sGvs1q30A632cSA6tuvv5fIsNL0/j+AKKbs/BtQjbdoPD9tbbMpzdu4IFVy7vZws/feJ139uzOwHeLg++XkDKSxtehfsNL0/oS/G9iYNXV2Eb6f4EMv6v3bblJ4fvFNL6NzvUbfgcZ+G0a36cTA6vuvndk4HsjRLc6+F6fge9XQQa7+b6NDPxO79tHxKTVq5fBcLhR2/wTOjrboPgxJmU7e+uvJma3KONiMsyS6m8Stv3xmERsS3gLy+t+pi1ze2AVr9U+TOrZGt5q+CcbWpdoY5/c/ThbApsTZcbjQnaIP235A+3RdmVc2I7w47V/pT3akfilMuGyl7s2P6Etc2nDZv665UVkosRkufN3LOLV/e9rY3+z7kVWNe5KKbM9GuHrSx/FHwkq40KxKF9+61H8kVBK7MaWGn686lltmW/s38rv173arXbhnk1LWLBvgzb2F2teZGXj7h6+N7z9OIGEi7NvhK8ufYRA4jd1+rZWc/vq/2nLfLt+E/dsealH/T68/TUW1a7Vxt639d9saN2eUmYwFua2tffSHlXXb9gO88fNv6cjFt8fkmXuat/JIzsfVsYBbPUvTwys4pHJGn6z/kk2+t/Sxq5q+C2NwTWJ/4sfM1HZzpLqbxGx25Rxtt3BnvqrsKU/JTYYXsP+ppu0ZfYVpj1M5aP/C3uBtBsh9DI9Z4TaYDckpsApCD4PBDlwquoS2/FP/cCh/XGc/ylcyA71iV3GGiD0isb39TS+IWff9n/qO7btj6l923W+9RB6VeFbD6HFGt/nNL7/0Po++v57jlMlXELwxNo1DhFJ3zoIvabwrdP7djwLhDW+UXW5uv2h/UmNby2EF2l838jS96kMfJ2uxrmQ7U+l8X09S99nNL5Pan37ChuBjZXh66M/DcLw0cKWIVrbnqTzwkUnEimD+NufUcZWt71ByG7uESuJsbftVUKxJmXsyqYXEA7nP4HF8qbnlHERO8ybDUuwe5QpCdkhljWpL/S827CW1khbZwc8iY3Nm/WraY2oO7ZP71mKy8HXQvDvPW8r44KxCP/dvapHmRJJRyzMS9XqgcNrNZtoDnf0iI1JyUv71tMc7lBEwpM7VuByaA8tBI9vW6b1fXr3amzZ07c9GubFveuUsYv2b6Ql4uy7sHodLWH1wFdfv+qLz8FYmFdq31XUb4gl9auUse81r6It1tY5qEpiY7O8aRltUfX+oNt/VzY+r4yL2h3s9D/XeSGiq3FUtrM38LIyNhBcgO1wvEEMf8cz2gshfUV/todCiJOEEP8TQuwTQkghxLndtgshxE+EENVCiA4hxEIhxLg+/YG9xAyuumI30rOz1nV7vWZbHerqDCWmWqli99PzoACIgV2ricveV8YOxreW/vGtU26SsXr0vurGpLYt0KNBgPiJfX9bQONzEL52PeBSbA1qfftvf8jWt6PLHSKn761VlJvOt0ERl9yu2X8PxrePSGZHyvRlMBxO2HYAieqioEU0pj62gzFNW4kkFGtWbvVHGh06mPG7X4FIo6bMIFHFRRULi9aIuoPZFFHPTJJIWiPqdqI+1ErMwddGUh9Sf29bNEREOj/a7xIW9UFNmcGA8oxiI2kKqdvv2g4/MYf20EayP+h3iIjjj4SI2CpfQX1IV0d6X91gUFe/dUF1/bZHO4gq6tfCoimsjm2JtCAUxjY2gaj6t/qj6v3XH1XvvxE7gMR5/xVYBGMNythYrA7nC5wAMWK2+mJGX9HP7WE+8B5wg2L794CvA18CZgNtwIsi04fj+wEzuOqKaygI9bM76J4BcU9CmQPFqgJRrPne6Th3FF2ge27KPSxr3/jzLDpf5zn48e89GF/N3GrNM0F638Eg1MkppldWOV6pcwnB1EpN0gX3cBCaB6HT+irunliDQWjmbGvrV/Ocl6uffNMeF9Nw9rXS+I4ANOe+tPtvlr59hJkGYfgo47JKcSuT0sTIzVGf60u9E5Tb3KKAfLc6OcWQvCOUV/6H+MYr4/LdBZR4Shy32diMyB+pjB1bMEy5Lc+Vy8BcdbKHicXDHJMyuITFpOLhyrjSnDzKvc7tQEzaTCxR19HEkirlZalCj5cheer+xtSyIYr20GJ62VBlXJlX5yuZVKJO2DCxeLDGN5cqn9p3YvEwXIr6nVys/ncrzimk1OPcL7Cxtf/mI/JG9rhrlSTPlceAHHUyjSE+5/3XwqXdf3NdZXhdzvuZxNYeU96cKaguVFqiBI8rs2QwB0N/todSyuellDdLKf/dfZuIP8T2TeB2KeXTUsrVwJXAYODc7vRDETQAACAASURBVJ//oDAtfheEyEXkX++wxYo/2K8bOHhPBvd4nDqZouCr2ocY4w/9C1L/OSwQuYi8z6XxdUp4YcUf7Nd1bL0ng/sIhe/X0vh+XuN7ucbXp/E9Xp9wwXtK1r7Xz5iFEKmnO0sIct0erpg6PUvfE/QJF7yngnucwvfraer3C8Trt+tnLBA+ff1aeYqEIhbknIjwaB7o9s4F91iFb7r99zqFb15aX5S+J6X3dal89ftDXxGfBpH5qzekmwbh8Pm/JT7X/bW2y2duddiuf8jC8LFFCIsBRd9x2OLC65lIfu4pytgy72Qqcmc6djInlF6Ny1Jna5tZ9incIiclViCwhMXs8vOUcZaw+NTgnoeJhcUw33AmFanbl/GFI5lSPBbL4Ti9ePjp5FgeZexFw+bgtdwpsRYCC8FnR6iTfljC4ktHnNrjfZcQTCiqYk7FGGXs9LKhzCof4Tjd/fojTiTHpU4EfcWYY8hx8HUJwTXjjlXGuYTFV448ydF3YkkVcwaqfaeVDmNGmbPvF8aepPW9ePgcPMLlXL8j1fXrEhaXjjirx/sWFmMLhjG9VD3QGVswlnEFR2A57L+fqPoUbkvtO2vAp3ELT4/9VwiLYwaoT+NCuJhY2rO/IXBR6p3IQN8xylhfzjH4co7BqT0cUPR1hMgsm+PB0J/tYRpGAYOAhck3pJQtwDvAcX1ZUG8wg6vu5H8JUfB/Xe40uSH3fETJXdowIVyIsofAewad1WqVI4p+gsi7SB/rmYAo+1uic5vAMxVR9ggi3RWH/C8nfJN3mjzguyADXzei7GGF74XpfUsfPAjf7zj4/ilD39O7+d6GyLtAGzuxYiAPn3shYweUd743rXIQT1x4CYMLNXfoAPK/gij4djffCxElf0zvW9rdtyLhe74+1jMRUfpAYnCWLHYaouzv6dPd59+g8L0zA9/54D2tm+/tCF8mvvc7+D6SNh27KPgqouBbXe48esB3UQa+nsT+MK+b708RPnUHrC+xE+t6ZPKye3+qTTcNojvfAKq6vIYBjUD3h97WdvvcCb0VM3x8KCm4nMrSO3BZyXOni0LfJxha8QRCqKblghCC46t+y4jCTyISK754rCKmlH2d8SVX68vMqeSKUXdQ5TvQvlR4R3LZiNsZmDtSG3tS+clcPvxKCt3x85+FxczSWXxn/Pe0Kb+FENwy6TrmVR6DO/G7Ct15XDvqM1w49DRtmYPzyrhr5vUcWTSk870xBYO4c+YXGFOoP/9dNGImN035JGU58TvtlhCcXjWJvx53VVrfPx/7WT4zbBruxOeKPT6+O/l0Pj9ujrbMYfmlzD/pKiaXHmhLxhdX8uAJVzCuaKA29tJRM/nhtHMo8x7wPWvIJO6b8zltCnghBH885nI+OSTV9zsTz+TqMcdryxySN4C7Zl3P+K71W1jFH2dex6iCSm3sJ6pO4MtjL+zM9mgJixMrjuL2KV9JW79fG/tNjh1wHK7E/pDvyueioZdwRmXPAVtXSnOq+NyonzMo98Bgc2DuKC4f+VMqctV3MgHGFF3EUeXfw2vFs/sJXAwrOJ2Tqv6kXcJACMGQiocpyjuf5ApLllVKRcmPKC38orbMviLL9rBQCFHU5ZVZjvxUkgfZ/m7v7++y7QPHpGJXIGUk/oyKKNam+XaMtQMgW8Gq1DZAPcuUiediXAhXZms4HIgNx59ROex8S7Rps519/SD9WfnWtbdhCYvyvF6WeYh8sWtBeBBWZmuQGN/0vn2VevbRVZPJK8ysftr9MS6b/n5WZQohJHCelPI/vYg5F/gXMEpKuTPx3q3AuVJK9e1aw8eG3rWHUaKxGiyrGJeV2fqASaJ2O+FYC7nuciyhvgPkRFu0GVvaFHp6dz6JyRjN4Wby3Hn4MlzjKklHLIQ/0kZZTjFuK/PzH0BjyI+NpNyb5qJdN6J2jLqgn0JPLgWe3j0m0hYN0xLuoCK3AE8vfeuD8eeRB/p6+29qUxv0U+TJpcDTu/5wezRES7iD8tzCXvs2hvxIYIC3d74xGaMh1EKB20eeu3f7QzAWpC3aRrGnWHvHyolAtAkkFHj0Sw90x5ZRgtE6PK5CPBmuKdcZa7cRs5twuyoRGRxvh7g97M6PpZS3pikvpT0UQswBlgCDpZTVXT73JCCllJdkJNXHmEWEFQjhgSznqQqrAOjdAREvU4BLf+VIHZvzMfItBHp3co2XKRiY3/vfGY89NL649Ffm1LHGt7+JSUEsw8UQu3yusNuUxZCUUp3DOHs+DyxMDqy6ME4IsY94atO3gBullLv6oXzDRwgh3Hjc6udxdLitvIwXQe1Ovtv5Gap0uISLAd7eXfBL4nN5M15ktjtlvez0J3FbLqrysvut+e6cjBfx7U55bnbtoduyGKx5rktHnttLXoaLJHcn2/p1CZf2uTkdua5ccl3Z5UUocPduUJXEEm7yPJktOtwj1srH6uUF9r4gy/ZwKNA1i0o2bWFN4m8lUN3l/UpAnRKynzHTAg0GgyELMp0CkXwl2AO0dHnd2NdeQojBwNnAfd02vQNcDZwFfJn4XPXFQmiywRgMBoPBkIYs20O/lLK1yyubwdV24gOseck3EnfTZhO/gHhIMHeuDAaDIQtsaWFnmPWoy1IAfXGlLh1XAc1AyjRCKWXXRVZWCyHeAXYCFwP394OHwWAwGD4GZNkeZoQQogDo8pA/o4QQ04FGKeUuIcTvgZuFEJuJD7ZuA/bRrQ38IDGDK4PBYMiCblfg0ny2szHxZzOvPVMSaWmvBeZL3crlgJSyWQixidRGy2AwGAyGXpFle5gpM4FXu/z/bxN/HyI+G+OXxJNA3QOUAG8AZ0n5ASx4qcAMrgwGgyELbMh4jrnTktD9xMnEB0tp70QlrgaOAeb3t5TBYDAYPrr0Z3sopXwN9SrJyHhmvlsSrw8Fh9UzV0KIIUKIvwshGoQQHUKINUKImf1RlpRRZKwGKdUrhytj7bZErGLRW11srAGZxWraUkYOwjfwsfGtb2+nqSOLMg+Br5QSGas/hPXbu1Pg4eZ7sNiJlLKZvnqDEKJACDE9MfUBEtMghBDDE9t/LoR42CH088A7UsoeqZiEEL8WQpwshBiZyLD0b+Ircz/WKznDh4IPtj2M0RHdT9Ru73VsxA7SGqnHzuJ87Y/4aYn0/kZvTNrUBVtoj/Z+1m1HNExNRwtRu/e+jaF26oNtvY6L2TY1bX7aItqbzY60R8JUB/xE7d6f/xo72qnvOAS+ba3Z+YbaacimfqXN/o7W7PaHWIjaYHNW+4M/4qc14k//wW7YMkZrpJ5wrPftYdRupyNagy2jvY49GPqzPTwcOWzuXAkhSomnW3yV+MPadcA4oPc9OQ1SSmh/ABn4K8hmIAfpOw9R+P20Kc6l3YhsvR2CzwMxsAZCwdcReRenLzf8bjw2uj7+/54ZiKJbEB71qtypvneDbMnS9znATvh+I+26XAfve3+ifpO+5yd89Rml4r63Jeo36fvNtOtyASzdu4efLHqFdfV1AMysGsKPT53HhPKK9L5t9yHb7ukD38pE/ab3leGlifqNr/EqPTMT9Xtk//q2/ARCL3Tx/WbadcTUvj9CeNQLNcZ97YTvvV18L0AU/r8sfb+Vdh2xvqI3K833dkV60k+DqAJSFk0RQhQDFxBf88qJocQHUgOInz/fAI6VUtb1Vs5waPmg2kOAna3/YGPTnwnF6hG4GJx/JpPLv0+OS5/dLhRrZ2HN/axpeZmYjOJzFXJ8+cUcM+DctIt872jbxcM7HmFzYCsAI/NGcMXISzmicJw2DuB/e9/mb9tepCHsxyUsTh04na+PP5cij/580hYN8av3X+C/u98jImOU5OTxhXEncuXo49L6vt9Yw63LX2RF/V4AJpcO4pYZpzOzYlha30c3ruJ3q96grqMNlxB8atQEbp19GiVefcrwQDjMbW+9wr82ryVi25Tl+vjK9GP5/JQZ6X3r9nPLGwtZsT+eXG1KRSW3Hj+XGYOGaOMAHlm3it8vf7PT99NjJvCjOXMpyU3jGwnxk6Uv8++tCV+vjxumHse1E2em9V3TWM2tyxawsiFev1PKBvGjGWdwdLk+g6WUkqd2LuMvG1+jPhTAJSzOHjKZ708+h+IcvW9bNMhdm55mQc0KojJGiSefy0fO48JhJ6b13d62g4e2P8rWtm0AjMofwRUjLmNcoXqh5aTviqbnWVz7KG2xZixcTCo+idOrvojPpc/sGLEDrK3/FXsC/0MSJccqZVzpdYwqujytb1/Qz+3hYcdhs86VEOIO4HgppXpJ7vTfkXZdDxn4KzLwm27vWpBzHFbZg8rvljKGbDgfopuIXwzuUm7Rz7UdVBnZGI8lxoEbphaIPET5s9qFY2XgbmTgt93etSBnDlbZA2l8z4PoZgffO7QdVBnZgGy4IEvfvyADv3PwPR6rTD2TKe57LkS39PQtvkO70O36ulrOfeIRYlJ2PkjpEgKfx8OLl19NVaE6WZoM/BkZ+L2D7wlYZd2TsXX1jSZ8tzr4/kK70K2MrE/Ur01q/eYn6le9Lp4M3IUM/KGPfX+J8KlXlpeRdciGC7P0/RMy0H3BYAtyTsIquyeN72cgus3B91cI32eUsX21rsedy4/FV5DZ9amOQJSvz3g76zINhq58UO3hrtZ/8V79ralxuCjMOYKThjymXNhUSsmjO29mZ9saZLdJQHMrr+a4cvUFpvpQAzeuvoWwHcZOPJshELiEi9sm/5CheeoBwDN73+HXG1LXzbaExdiCKu6e9Q3lwrFSSr7w1kMsq9/RWWaSb088nWvGqtfa3hNo5qzn7yUYi3a2LxYCt2Xxv7OuZVyx+gLeY5tWceObL6a85xKCiWWVPP3JK5UL80opuezZJ3inek+P5AA3zT6Z66cdoyxzd2szZz75UKqvEHgsi2cuuIJxZeXK2EfXv8dNixf08J1UXsl/zlUvJCyl5LIXH2fp/t3Euvn+YOapXDdZ4xto5myH+vVYFv876/OMLVb7PrnjXW5b/UwP3wnFg3nkxC9o94dvrbib1c3beuwPXxn3KS4efrKyzNpgHTetuZWwHUZ22X/dws3tU25hsE/dP1re+BwvVP855T2BRZVvLFeP+rX2eHur+vM0BFfQfdLdxLLvMqbkCmWZpj3sHw6n4eOngWVCiKeEELVCiJVCiOv6sgApQ8i2ux222BBegoysUQeHXk/cxel561gG/ohuECvb7iO1Y5ooU3Yg2/+u8Q0i2/6q8H0DGXFcpK2L7waF751pfO9X+LZn4OvUYbYhvBgZWavxXQTRjQpfff3es2IZdpeBFUBMSjoiEeavVi+DIGWHxvd1ZGRdGt+eA+1MfOP7g6Rn/bYh2x9J43tvlr6v9ZPvo+o4u13j+xoysl7j+6rjhYFMfPuK5JW6TF8GQx/yAbSHNhub/tLzfWK0htdT27FEGbuvYxM72t7rMbACWFL3JFE7ooxdUPMyYTuS0qmVSGxp81z1AmWcLW3+tr3ndlvabPLv5d3GTcrYNc17WVq/vUdHGuDeTYsJx9RTrB7atIxQl44/gI0kJiX3rX9H4yv5w6qedRiTkjUNNSzet10Zu7K2mrf27XbMuvanlW8T0vj+7f2VPX2lJGrb3Lt6md53+ZuOvqvranhj7w5l7Iq6fbxVs6vHwArgj6vfJBxTT7n726Z3Hes3KiX3bVDXb0za3L3xNUff95v38nadun7XtuxkVfNWx/1h/vaFRGx1/S7Y/zIRO9I5sIL4/huTMZ6vfkkZZ8sYi+t6ztCW2InjabUytim0iobgMpyeZtrc/FdsqT7e+grTHqZyOP3C0cTXZtkMnAn8BbhTCHGVKkAI4RVCFCVfpFtpNLYbpGY+r26wEn0fUKxObe9LTHlSfe8qnDqJEIPIe5oys/eNDxQVVxnsfaC7mBBZibOvDRH1CYDorjS+6sGr1je2F6R6XvPKmn2OJ/WYlLy3v9ohIkF0F0jNMwZZ++4BGdB8b7b1uzONb5b7Q9rjQrX/pvGN7QTdM1ZZ+6bZz/qILNf1MBj6gn5vD8N2C8HYfufvwkVLSH2xpjq4RbktZLfTHKlRbt8a2Ibt0Em0sdmSmCboRGuknfqQczvrEhYbW/coY9c271U+Le+PBtnb0ayMXdWgal9sViSmsTnREGynpt25HXAJwZp6dR2tqatR+raGQ+z1q9vvlfurle3hSk17WN/Rxn6db53zvgKwpiGNb5u6f7SqXl2/KzX12xhqoy6k9l3Xoo7d6N+NUBj7ox3sD6r3hy3+rVntv23RZtqizrN6BRbVHZuVsc2htajyPUTsVjqi6n2przDtYSqH0y+0gBVSypuklCullPcA9wJf0sTcSOqCneqzK4AoRZOQBCzNiu9WOeocKF4QmvneVgXO/xSu+HNFyrjsfYWrHOcOMcR9NfORrYGofTXPMFll6H3Vt/eFNYBsfQfm5TtOV3AJwcB8zXNp/eqrWfHdGqgoN5P61ZC1b24a3wo+eF/d/pvGt4+wpejVy2DoQ/q9PXSLPCxyHLdJbLwudftS4NY9jyXIczlPQwQoySnBcmhfBIISj/p7fS4vbuF8gdOWNmU56mdWBngLlMmhBYLSHHX7PdBXgMuhfbEQVPrUZRZ6cvBYzr4xKSn3qdum8rx8jS+Uap5/qszLd/YVgoF56jILc7x4LOcuY9xXXUfluXlKX0sISjXPl2nrN1ddvwVuL27FNLqYlAzwqmNLcwpT7jx1L7dY8/yedv/NKVbGeV35WIoLhhKbfM0xFT8WlTWMx1KX21eY9jCVw2lwVQ10v1S2nm4PdXfj50Bxl5f26UfhGgDeU+l5B8qKD7y8p6iDc88GcujZybTAdx5CODdSACLvUpwHZjGET51cQrjKE04OvlYZeNXzgvW+56fxvUTjq07eIVzlkHOywncAeE9S+/o+ofG9ACE8ytDPTp7mOH0iJiWXTJqq8a2AnJM0vprHHXS+eXrfeP06nSjT7Q8DNb7l4FU/N4DvkxrfCxFCPZda66tJjiJclZBzosK3IgNfj8L3Iq1vX2H34irdxyE7kuEDpd/bQ5flZWjhp+jZTRC4hJeq/DOUsWMLZuFzFSG6xQosjiicTZ5b3dk7peJExyv/EsncSnUb4XV5OHPQDKxu5wSBwGt5OHngNGXsyZVHUOzx9Yh1CcHcQUdSohlcXTJmuuOdFRvJZ8cepYzLdXs4b8zEHgMHAfjcHs4ZqU5eNG/4aEq8uY6+Z44apx1cXTJhqrOvlFw2UV1HPreH88Y6++a5PZw9Wp286LRhYynOUfgOH6dN3qGr30s19etz5/CJoVN7XFgVCHyuHE6vmqiMPb58EgVuX4+7VxYWJw6cQqFmcHXKQM3+O1DdJ8uxcplcfLLDMSPIsXI5suh4ZWxl3il4rCK6t4cCF1X5p5GjuZjRV5j2MJXD6RcuAbofvUcAO1UBUsqQlLI1+QLS5sQURT8FdzKjS6LTJwoRpffoBxxWCaL0z0Dyinmiaj1HIwq/py8091OQl5zNYRE/QASi4NsI73HZ+Zb8NY1vKaL0LgffGYjC76bx/TTkXeng+x2E91i9b/HPFL53Z+D7p6x8zz1yAldNi5+ELSEStvDdOSdw7FB9Nidn3yJEabr6LUOU/hHwdvOdiShIV7/ngi/5AGrX+v0/hHd2Gt+fg3u0g2+6+lX5zkIUfCeN73ng+5yD73cROeoHldP7agagVhmiJEvfPiK5In2mL4OhD/lA2sOJA75DmTfe4U52+lwil5mVv9d22NxWDhcP/yHeRMbPZGyFdwTnDP6atswpJZO4YOi5iTjR2cE9e9AZzC6bpY39yhGfZmLxCIDOjrzX5eH2qddQ6FF34L0uD3+afTn5bm/iN8ZjxxZWcsu0T2nLPKlqNN+aclLyrNdZ7nVHzuacYfrsuTfPmse08sEpZfrcHu6dez5FOV5lXK7bw/1nnk9BTk5K7PiyCn56gnrQC3DK8FF8a+acznYw6Xv9tJmcM/oIve+cuUwbWJVSZp7Hw71nnpfed94FPX1LK/jpcWfqfQeP4RuTT+xRv9cfeSxnD9Nnz/3e5LOYUhJPgJIcZPlcHu485rMUeNSzG7wuDz+bdi15rvhvSt6JGlNYxbfG67PnTi+ZynlD4vtM1/33E1VnMbP0aG3s6VXXUeUbl4iNl+mxvFw07Id4XeoBndvyMWvQnbhFfkpsUc4RTC2/WVtmX2Haw1QOp2yBs4A3gR8BTwLHEJ8Gcb2UUv2Uf+p3pM2OBIn00OE3ILIBXJWQewZCN02ua6zth+CLYDdBzrR4Zy/DNJgyujWeCAE35M5DuNKnRe3pOwhyT/+Q+8YSvhsP0nd6fLCSoe/WxgZe3bEdt2Vx+uixDNHsA33r+wLYzb32ldEt8cQjuCH3NIRr8Afg25qo3w/adzFENoGrKuGb2bS+bHz7KjvSbUvnkpthdqRgIMoPj3kl6zINhq58sO2hpCG4jObQGnJcZVTln4bH0qeFThK2g2xsfQt/pIFK3yhG5x+lzHjWnbpQPSuaVmFLm+klU6nyqbOOdvdd1byVDa27KfHkc9LAqeS7MzuftEfDvFy9ntpgK0cWV3FcxWhlRrnu7A40s3DvJmwJpw4ew+gizWME3XzfqtnF6voaynJ9nD1iPIWagUqKbyTMC9s3s789wMQBAzlx6Ehlxr4evq3NvLRjK7aUzB0xmtElaaZpd/Wt3s3q2mrKfHmcPeqI3vnu2sT+9gCTyio5YXAvfLvU79whYxlVmLnvuw07eL9pL2XefE6rmqAdWHWlIxZice371IdaGFc4hBll4zLeH2qDdaxoWoVEclTpNAblVmbsu7NtNdXBzeS5SjiyaI52YNWVqN1OddtCQrF6inMmUO6bnfZ4M+1h/3DYDK4AhBCfJD61YRywHfitlNIp3ZgqPqPGxGAwfHTpq8bkx++c1qvG5EezF2ZdpsHQHdMeGgyGg8W0h/3DYbOIMICU8hngmbQfNBgMhn4mBsR0CU+6fdZg6EtMe2gwGD4smPYwlcNqcGUwGAwfFnozd/zjMMfcYDAYDB9PTHuYihlcGQwGQxb0ZjHEj8OiiQaDwWD4eGLaw1TM4MpgMBiyQCKwM5wGITP8nMFgMBgMhxumPUzFDK4MBoMhC8yVOoPBYDAYTHvYHTO4ckBGtyPbH4bIWrCqEHmfTbt+E8RTaBJ6DdnxFNgN8TWu8q/IKCW1tNug4wlk8GUQbkTuWYnFcdVrEx3w3YZsn5/wHZzw1a+HdMD3VWTHP7LwDSR8Xzl0vjkzEHlXIFxVaWMD4TCPv7+ahdu24rYEZ48bz4UTJuF1pz8EZHRrwnddFr6vJHwbe+Xbs37PTru4s6Ova0jcN816U4ev78vIjn8mfGcmfDNL2Xyw9Gal+Y/DivSGjyatkf281/QfqtvXkucuZVLJ2YzMn53REg3rW9exqO41GsMNjMwfydyBpzMoN/3xGYpFeL56KYtq1yClzfEVk/nE4NnkudOn/N7b3swjW5eysnE35d4CLhh5FKcM0q/flOTN6p08snEV+9pbmTpgEFdPmMGoovQpv0PRKE+uf5/nt2zClpLTR4/ls5OmkudRr9XX6dvSysMrVrJi3z7K8/O5ZOpkThk9Om0cwJvbd/H4ytXUtPqZUjWIK2ZNZ2RZaUa+/1j5Pgs2bMGWknnjx3DxUVPIy0nvu6e5hfnLVrFyTzUVBXlcNH0Kp4wdlZnvzl08tuo9qv0BplZVcuXRRzGyNDPfJ9at4YWtm7Gl5IzRY7k0w/rdHWjhofXLWV63l4G+Ai4dN5VTh45JGwfwZu02ntyxnJr2VqaUDuZzY2YzoiCD/SEW4bl9S3m97sD++8khs/G50u+/9aE6Xq5dyNbAFko8JZxYcTJTiqdm5LurbTlrmp8hEKlnkO9IppWeS0lOZkvkHCymPUzlsErFfrBkknpWhpchG68mmfskvrBpDFF4EyL/au332/5fQ9s9nTHgAuFDlD2O8KhP7tIOIBsvhehmQBJf2k/G15wqe1DbQZXhd5GN1zj4/gCRf5UyLu77K2i7t5tvHqLssTS+/oTvlm6+xyDKHsjS92ZE/pXKuFRfC7C7+D6O8IxTxrWGQlz01GNsaWzoasvsIUN56NwLyXG5NL5LkY3XZun7S2i7r9e+8fq9BKJbSa3f2Yiy+/X1G3oH2fR5B98fIvKvUMYB2K2/gPb7e/oOeALhHqvxbUU2XAKxbVn6Xpsor6vvLYj8zynj4r53QPsDvfbtq9Sz31zyabwF6Rt3gFAgwu+P/2/WZRoMfU0m7WFdcBv/2PVNInYQiY3AQmIza8BlzKm4Vvv9C2pe4Mk9j2NhYWNjYeESLr59xPcYV6g+/4XtKN9ZcTdrWnZ0nqsFgtEFg/jjjBvI06xZtaGlhs+9/iDBWISYlLiEICYlXxx/It+cOFfre+/apfx02audMS4hcFsuHj3jEmYMHKqMC0WjXP70Uyyv3tfFF44sr+DJ8y/tXDjXifW1dVz62OMEI9EU3xuOm823Tjhe63v/28v4xcuLU31dFg9dfiFHD1VfIA1Fo1w1/x+s2lMNXXzHV1bw6NUXk6/xXVdTy2XznyTU3feE2Xzj5Dla33uXvssvFnX3dTH/4gs5eoje97P/eZJVNam+ExL1q/N9v2E/F7/wCKFYqu/Xp83h29NP1Pret2kJv1m7sIuvhceyePCEq5heptkfYhG+veJu1rXuJNm7FsDYwiH84eivaC8Q7GrfyS82/IyIHek8ZmxsPlX1GT4z5Dyt77KGx1lSd1/nMSqwcAkPFwz/NYN86sWsTXvYP3z07831AiklsuWHQJQDySLjf6X/F8hYgzo2uiUxsDoQAzGQ7Uj/7fqC2x/qMlDhwN/Iu9Dx7370vTcl5oDvzzLwTXb8u/ouhY7/pPG9WeF7B9JuzNDX7ub7U63ug6uWs7Wpsbst7+zdw783rOsf38jmh/yC+AAAIABJREFUxMDKyVdfv7LtQYgmBypdjCPvQMd/9b6tPwQiDr4/T+O7KTGwcvBtzcA3tl3h+780vqr6/RnSbtL4bkwMrJx8f6717SuSV+oyfRkMhxuL9v+pc2AFdP59t+FRmsJ7lHEtkWb+sedJAOxEjI1NVEaZv/Nv6C7qPr9vKWtadiTKI/FXsi1Qw7/2LNH6/vS9F+hIDKyAzr9/3biYHQF1e1jbHuCO5a+lxMSkJBKLcdNbL2p9n1r/Psur93XzhY319Ty8eqXW98cvv0JHYqDStey73nqHHU3q81+tP8CvXnnDwdfmludf1vr+Y9VaVu2pRnbz3VRbzyPvrtL63rbg1c6BYIrvG++ws7FZGbc/EOBXrzv5xrjlpYVa3yfWrWFVTU/f9fV1zF+j97116UsEYz19//jem+xsVdfv/o5Wfrf25W6+NuFYjB+v1K9+8Oy+d1IGVknfLf59PL33TW3sIzvndw6s4MCx87/qp6kL1Srj/JE63qy7P1HWgWM1JiO8UvN7bZl9hWkPUzGDq67EdkNsKwc6aykbIfSaOjb4Ms7VaUP47fi0PwUy+LyiTIEMvpTGd5siNgqhRRrfhQrfGITfRNrt/eC7K9EJV/m+pvF9KWvf5zbHp2r0tBUs2LpZ47sTYjs0vpr6DS0kfhdG4Ss71LFZ1++OhK9TQxWF0OtZ+i5BymB2viGd7/Z4HSt9F2fp+wZShtSxfYSN1auXwXA4EYq1sbdjdWdnrSsCi61+9UBndfN7nR3Drkgk+4J7aQjXK2MX173v+Li7RPLa/veUcf5IkGUNOx3P9RaCl/dtUMa+smdrZye6KzaSjc317G1TX1x/YetmR18byXNbNinjWoNBlu3Z6+wrBAs3b1XGvrplu2OcLSWbauupbvUrY19a79zm2VLy/Dp1e9jSEWT57n1q300a363blL4b6uqp9geUsS8o2mgJ2vptDnWwrNa5fgWCl3arf+trNZuQDu2SjWRD635qOtT7w+u1axxbNIlkUe1qZVwgGmBr2xbH40YgWNmkHqhvD7zt6CuxqQttJRBRH299hWkPUzHPXKWQboqkbnt/xTp1WjPZdjBlptmunUp6EL5apeRkgN6jviomsbVlHkz96mJlvA6VP+dQ7A9pfLPdl+TB+GYbm863b4hJQSzDK3CZfs5g+PCQfRuRPlL9CVvayq26OG2zJNKdwfTGujsrTp33zm39VEfpHufQOmm26b43/RlV/28jNJ9IV7+qrdr6Paj9QY+2DrX7dvb/pumN1TXsdIGkrzHtYSof/eFjb3ANB9cInHu9Fng1c3S9p+Lc4bPAMxNhFWhiz8D5n0Iick/T+I6IO/e57yyEla+Ozc3Wd+RB+jqt623Fn/Wy8pShZ44dh+Xw8LUETh+tebDVNRJcwxS+LsjJ0jdnttZXX7/zNL6jwDU0S9+5Gt9jEcLXD76jwTWkH3znIIT6uYy+wkyDMHyU8boKqMqdiHA4tiU2owrUSZ4mF09BOBzXAsGg3EGU51QoY0+omKxoIQQnVUxRxhXl5DK9bCiWQ7QtpTapxSlDRjvGCWBMcRlDC4qVsaePdn6+0xKCs8aony0rzs1lelWVY9tkS8mpY9RJLU4eO8qxjgQwZkAZQ4qdn6EDmDfeuc2zhOCMCWrfEl8u0wYPUvqeMlbjO3qk4/sCGDtgAIOLCpWxZ4we67w/pKnf0lwf08rV9TtXk9TixErnf9P4s1MVVPnU9Rvff533/ZMGqvffQk8hI/NGOcZKJFNLpitjRxbMxnlgJRiQM5ICt/p46ytMe5iKGVx1QQiBKLqV+HSj5JSj+F9R8A2Eq1Id6xkPvmTCgGS1ugAvougmfbn5VyU68V3/OQS4p4Dv/DS+P9b4DtT4Hgm+yxW+N6bxvVrhOxV86ocunevXSvh+E+FSnwCEZwL4LsvK99rpMxhaVJxykhXA1MpBXDBhksbXOgjfieD7bE9f4UUUpqvfaxKDpG7165mWpn6TvpaD77cQrvI0vpcqfL+fxvfaxCCpu+908J3bS9/k/vtthGuAxncS+C5R+H5P69tXyMSK9Jm85Mcg9azho8dJlV/BJTyI5HGZONaml57HAO9IZVxZThmfHnxuIiZ+3rWwsITF5cOv1GYaPGfwMYwrHJLSybQQDM4r5/xhJ2h9b5p6FjkuFy5hdcYBXDlmNmOL1OfrqvwivjE9nkAi2U64hMBlWdw2+wyt76UTpzCxYmBKl9gSgpHFJVw99Sit7w//P3tnHR/Hcf7/9+zdidGyLZmZ2Y4hdsxJw+CQwwwNtL8Uvm3DadI0aRpOQ3WYOQ43MXPsmJnZkmzLwpNOOtj5/XF3kk66mTudJSdy9vN63cvW7j07bz2a3ZlnZ+aZyRNw2GzYAtcPln3tsKF0z1I//9qkpXL72FFhee8/bZKW96IhA+id3SqkPTSEoFOLDK4YPkjLe89vJuCwGdiMOrwjh9KtpTqLXtu0NG4fXZ/Xbhjcf/JEvX/7DaRPy/q8XTIyuWqA3r/3j5iMw6jl38Bf6ca+w+mWrvZvu6QMbuk9LsTGJgzsho17B52h5T2r3Ui6prQJqb8CQcekVpzXXp/049KOl2MXdoxgux24xqnZp2mzbKY5shmRdUXAJmhrwxA2JuT8LqrMnkcrqz0MlZUtMIykZ1MgqUAwFfvliISJEa8vpYTKb5CujwKpzU9AJF+DsEdOUyrNEqh4GxlYCyUSz4TES/UjHNW8G5HlbwR42yKSLjsK3msR9s4N5LUhEs9oIO/r4N0YG2/FRyCP+EfYkq+Jire40sVba1bzw87t2A2DM3v05IoBg0mMIpXr0fF+HeAtDPBei7B3imxrFtfyr93v36TL9CNIKt7kyxHxE44x75mQdGkMvO0QyZc1gPcrZMXHft644YikyLyNlR3p+nkXExdldiS308Or4z+KuUxLlhpb0baHRe79rCz8hNyK9STbM+mfcQY9UidE1WFbXbyKuYdmU+gupHNyZ07JPo0OSR0i2lV4q/jiwGLmHlyDKSVjWw9gSvsxpDoiP092lRXw5vYfWXFkLy0TUrio81BOb9cvKt4Ze7fxzpZV5FaUMSgrh+v7DqdPC/VLyqDK3W7eXr+ab7dvxTQlp3brwdUDB5MWH3kEfWdhIa/9tIIVB3JplZzM1EEDOKNXz6h4Z27Zwfsr15Bf6mRA22yuHTmMXq3VL9Fq87770xr+t8m/Hvk3vXtwxfBBpCVE5t1RUMgby1aycl8uLVOSmDpkAKf3iY53xrbtvL9mLXmlZQxsk8N1JwylV6vIoyrlbjdvrwv4F8lp3Xpw1YAhpMVHTm2+veQIr274iRWHD9AqMZnLeg7mjE69IvJKKZmVt4UPdy0n31XKgMx2XNPjRHqmRa4PFd5Kpu9fzNxDa5FIxrUawJQOY0ixR66/ea5cfjj4vT8Ve1wG41qOZ1jm8Kh4dzoXs7boK5zew+Qk9GZI1oW0jNf3P632sGlkBVeWLFn6VamxGpNr515MXErkfbwA3E43r0+IvjERQowD/g8YBrQBpkgplak4hRATgDlhTrWRUubX+t5tgevmAGuA30kpl0X1S1g6rmS1h5YsWWoO7WFz1PE/NmfJkiVLTaBop0AEPw1UMv7g57YG2vXCH4wFP9X5e4UQU4Engb8DQwPX/14IEflVrCVLlixZsqRQE7eHzU5WtkBLlixZikEmAjPKDJbRfi8oKeV3wHdAQ+fLH5JSqjac+SMwTUr5euC6vwXOBK4DHm0QoCVLlixZshRQU7aHzVHHf/hoyZIlS02gYOrZaD/HSKuFEHlCiBlCiDHBg0KIOPxTDGcGj0kpzcDPJx4rOEuWLFmydPzpF9oe/myyRq4sWbJkKQY1ZHpDre+l1hmJqpKNs+NxHvBbYDkQD9wAzBVCjJRSrgRa4k/FeLCO3UGgdyOUb8mSJUuWfqWKsT08bmUFV5YsWbIUg0yi36+j1jSI/XVO/R144GhZpJRbgC21Di0WQnQD/gBcGd7KkiVLlixZOnrF2B4et2q2wZUQ4m/AI8AzUso7GvPaUkrwrADPZrDlQPw4/LNqorGthKo5YBaCY7B/P55oy/XlQtUCwAbxE7T7EjUqb+VskEVHyTtRuy+RmrdNgDe6FJ5SuqByTky8B8pKWbBnN4YQTOrSjZZJkdPGNy7vEP9+UlHK79/5gCNQHxri3+Xg2XKMeQ8E6oMDEiYiDPW+J43LOxtkcYN5j1ayAXPMZc332gNltU41xqiVSsuA4MZABfh3Xa67WV82kI+lZq2mbA8B9lfsYG/FdlLsafRJG4rDiJwCG8BjelleuJEj7mK6JrenT1qXqNcQFlQ6WXBoKz5pclLrHuQkqjfyrau1BXmsKcijRUISk9t3I8EeZYpon4+5u3eS73TSr3Vrhua0jZr3sLOcedt3YZqScd07k6PZGLeu1u/PZ92+g7RISWRC767EO6Lrmnm8PhZs2sWhEie927VmUOc20fu3tJz5G3YhpeSkPp3Jzoyed8PefNbt9fOO7xc9r9vrY/7mXRwqc9K3bWsGdYye97CznLnbdgGSsd0a5t81B/NZezCfrMQkJnfpSrw9Ot4qn5c5+3dyyOWkX4tshrZqQH2oLGPBwa1I4KTWPcjWbDxcW1JKtjn3srVsLxmOFEZk9SfOiK7+ek0Pm8tWUuopol1iFzomRZcivzEUY3t43KpZBldCiOHAzcDaxr62NIuRRTeBZ3XNQaMVZE6L2HGT7p+QRbdArcySMm48IvNZ7X4/Ukqk81kof4GaXbZtkHonIvmqGHlf8W+8q+Vdhiy6tQ7vhACver8LP+8zUP5iLV57gFf/ktzPeyN41tThfdW/sbHOtmopsvhWkDV9Uxk/AZERmffJHxfxwk9La2gNg3vGTuCqQfpNCKVZFPBvbd7WAf9G4v0RWXxbHd6JiIxnovDvU1D+MqH+vQuRfEUUvDeCp9atYbQO+LdXDLyTEBlPR8H7JJT/t4a31A5pdyOSLlfa+XkLkYU3gbc2b3bAv5F4lyCLbw/D+wxCRNf5Oxo1ZKf5Wt8rO4apZwfjny6IlNIthFgBTAamAwghjMDP/zlGPJaaQE3ZHrrNKt7e/Thbymral0RbCtd0/gtdUvTtyw7nPu5f9zJFnprq3ietC/f3u5lUh/7F1ts7lvDExh/wSRPwb+T6217juaWXfn/BCo+bW+ZOZ17urupj6XEJvDLpAoZnt9fabjh0kGu//IyCiorqYye0acsr50yJuF/VGz+u5LFZ8/GZ/uefIQS3jR3J7eP1yxkr3B7ueOcrFm3dU8ObmMBzV5/DsM7ttLYb9x3ktmnTOVJWwzukS1ueu/Fc0hL1vG/NXsHTXy4I4b35tFH89vRRet4qD394/SuWbKnFm5TAs9efw5Cuet4N+w9yyxvTOeKs4R3WuR3/ufqciLyvLVnBv2ctwJQ1vLePG8Vt4/S85W43t3zzJQv31fBmJCQw7ezzGNZGz7u2II/rZn1CQWUN74js9rwy6ULS4vTty5vbF/Hkphk1vAhu7T2Rm3uO19q5fFU8vOEVVhXXTEJItSdxX7+b6JveVWu7r2IHr+96BKe3pPpYl+Q+XNPlryTakrW2jaEY28PjVs1u4qMQIgV4F7gRKGrs68uS+8GzLvSgeQRZdCNSetR2Zpm/UyudoSfcC5BlT+gLrfoeyp+npiMN4EOW/QPpXh6B974wvIVR8Jb6g4Z6vPOj4P1fnUAQwIssewjpXhGB9x7wrI+Nt/hmkOV1WOYjy57Ulvnttq08XyuwAvCaJg/Mm82KvAMx8Abrg1fDW4Is/m19/1bNi8hL5bdQ/hL1/fsg0r0qAu/d4NlQh7cgSt6bw/DORZY9HYH3mzqBYIC39O/R8Xrr8h5GFt0UgbcYWRTOv1HwNpKaMvWsECJFCDFYCDE4cKhL4OeOgfOPCCHeqvX9O4QQ5wohugsh+gshngYmAc/XuuyTwI1CiKuFEH2AF/GnfH/9KNxg6WdUU7eH3+a+w9ay0Jit0lfOa7seodJXobDyj1jdv+5lSjxlIce3lO7hhe0facv8qWA3j234X3VgBWAieWHLXGblbdLaPrpiHgvydoccK3NXce2sj3F61IPEbp+Pa7/8jEKXK+T4qvw87p0zS1vm0t37eGTGvOpABcCUkufm/8jMLTu0tk98u4Al2/aG8lZWcuvr0ymvcqt5vV5u/e90ipyhvGv35PHwJ7O1ZS7buo8nps+vx/vid0uYu07P++SX81m6tQ6vq4rbpk2nIgLvLW9Mp6i8jn/35PLwF+G256vRkl17+dfM+dWBSpD32XlLmL1Vz/vIwnks3h/KW1pVxfVffk65W81b5fNy7axPKKwK5V1x6AD3Lf1BW+aPh3fy+MYfQnmR/GfzbOblb9FYwis7PmdN8daQY06viwfWv0ylT11/Paab13b+k3Jv6P22u3wLXxx4TVtmY8lKxR6q5vgbPg98I6WcGemLQoh4IURa8ANox5GlWegPdPDVOWOCeTgw5Umhym9BuvzfrWtb8ZE+cCh/l/B/Chuy4sMYeH1gHoKqhb9A3hkK3oNHwfuhlveddasxwgyN24Tgg/XrwlgEeH1HoGqmmtcdDW/dTbpNcH2oDxwqNP51afzrK4CqWWF4TTDzwb1Iw/sNyEoF7wcReN/T8Ko7UtJ3GKpmK3jzwL1Yz4uK932krHvNxlfwTV20nwbqBGBV4AP+wGgV8GDg5zZAx1rfjwOeANYB84BBwMlSyuqeoZTyQ+DPgWusxj+ydZqUsm6SC0vNR03WHnpND8sKZyPrPHMlkirTxdriJUrb5YUbKfKUYta5P01MFh5eRZmnXGEJH+/5CZuo/zwxEHy4+yelXZXPy4fb14Z0av1lSpweN9/uVnds5+zeSUFFRT1bn5R8s20LxZUuhSV8sGItNqP+/W0IwfvL14SxCPB6vHy2fH19XgnOKjc/rNumtJ2/cReFzjC8puT7VVsprahU2n68SMFrCD5aqOedvmxDGF6Js9LNjDVq3rmbdnEkDK8pJd+u2UKpS837wYq12MK0337/qgdrK70ePtkUnre0qorvd6h5Z+3bzpHK8PXhq12bKHGreT/arai/IlL9dTPr4LJ694xEUu5zsbhA/bfZVLqCcl9pmHvVZHXRQlw+9f3WWGri9rDZqVlNCxRCXIJ/88vhUZrcCdwfdQFmIfU777XPq/sg0ncQfzKucJ3QSv+Ii8hQXDdPUa4vcE4h3xHqdy5rXzdWXhfIChCKOe5mPrHxFtB0vC5QrNPJLSur95AE/4Myt0wzQ8uMwOuLkVcGeRV9G51/fRr/NhlvhT/wEimK62rq78/G61LzNpKaeJ+ruaA2klJeU+fnx4DHorjuf7CmAR4Xaur2sNKswCvDv903MCj1qgfKjrhVW635g51ij5NUR/ipSvmu0pBRq9p2+a6SMBZ+lbmrqPKFfwlkEwYHK5xhzwEcdDoRhH8amVJS6HKRkRB+an9+qTNkFKi2XW5pWRiLAG9lFW5v+JdANkNwqFTNe6g4Aq/TRVpS+Kl2B4vLwvOakrwiDa8rAm+JugN/qNSJEBCmGcaUkqJyl3JqYH5pGb4whpH8W1pVhdun4BWCfKfav/kVav/6pKSo0kV6nIJXVX+lJE9Tf51eFx7FS0wDg4IqtW2JpxCBQIYhNjGp8JY1+dRAa5+rUDWbkSshRAfgGeByKaX6tUGoHgHSa330k65t7UCzNgq7eo65f32T4u2+0RqEZjGjYwD+jmI9ILBrEjbY2gFNxat5qWnvT2y87QHN3Gotb2/UvNla3gHZ2WHffNmEoH/ruuv7a38hAq9mTZvevzn6jr/Ov7oEHrYONA1vGxCaB7PjaHg1c9ebireRZL2ps/Rz6Vi0h0m2VFLt4V8Impi0SeiktO2arL50ghFP6/hM5fm+6W0Uz2uDfhltlXaZ8Ym0TAi/lssnTfq0aK207dOqlfI1T7LDQdtUdfvSr03r8LyGYEAbdfuSmZxIi+Tw7bfPlPRq00pp26udhjc+jjaa5BR9OmSHHbmyGYJ+HTS8KYm0SNHwtlUn4OrdplXYwCrIm5Ou86+i/Y7g3xaJSbRIVPBKSd9W6vrQt0VrpX9THXHkJKt5+2a0CTtyZRMG/TX1NyMuhTR7+HbLxKRrinqNWNvEzmEDK4AEI4l0R3TJsI5GTdkeCiFsQoiHhBC7hBAuIcQOIcS94lhl64hBzSa4wr8BZmtgpRDCK4TwAuOB3wd+rte7k1JWSSlLgx9Cs3TVkxCJkHRdmDM2cJwAjkFq4/iJYOtKuE6mSLkFEeZmqz6ffH3wf7WOGkCcNiGAMJIgWcc7MAJvFwXvrXrelKbgHR6BdxLYOmt41ffYTUOH16cVgjibjSsHDg5vBAgjGZKvVfCOAPuAJuEVKTfgf2dWx78iDpF4WQTea8KcMcAxEuFoIt5kDW+SjjdFwzsK4eiv4Z0Mtk4K3tuOSYYkK7iy9DOqydtDQxhMyj6//nEMsuPb0zttqNK2T1oX+qR1wQjTxbigwyTibepstpd1GYld2DBqPU8EAgFc3W200s5mGNw+sP55mxD0SM9iYjt1QoAT2rRjaE7bsJ34G4cO12YbvHLEEOw2I2TquRB+5mtHqX1kMwxunjQyzHFB9+wsxvbqrLQd2rUdAzu1CRskXTNpmDZ732XjBmMzwvNeOWmYlveGk0eE583JYkwfNe+wLu0Y2CEnLO91407Q8l45Ygi2uv7Fz3uNxr92w+DWE8L4Vwh6ZbVkbEf1y4GR2R0Y3DJ8kH9z/5Ek2NS8l3cdhU0Ydeqv/3NFV3WCE5uwcXHH39Q7bmDQObktQzPVCbS6JvelQ2L3sPfbhNbnYo8y2+DRqInbw78CtwC3A30CP/8F+F3j/haNp+YUXM0CBuBfJxD8LMe/mHewbKRFFiLld5B8O4jgGzADEk5DZL6k72AKO6LFWxA/jupOpkhHpN4Fmg4xgHD0R2ROA1utJRT2HogWbyLsHdWG1by3xcDrQLR4G+LG1uG9GxIvjcA7AJH53zC8byHsHaLkDb5RMiDh9KPkvURb5sDsHF45ewod02vewvbMasm7519M+zR9el+R8vswvGcgMl+MkvekOrz3QOJUfZmOgQH/1vKlvSci8y2EXT/4KlL+HyTfWof3TETmC3o7EReGNyPAe7HeNm4QIvPl+rwt3kbY9BmZRModYXjPagDvmDC8F2ltG0tWcGXpZ9QxaQ9HZ53GWW2vCplS1CttCDd1uw9b/fitWkII7u93Mye1GhwIi/wjVpd3Op1LOp6qLbNjShavjL6abqk1Izcdk1vw/Mgr6J3eRmt7de+h3HPCxOpsbgKY0K4b7556CTZD88JQCF49Zwqnde9Z3YlPdji4Y+Robh+hz0jXqUUGb1xxId1a1mw90Skzg2mXnkefHPXoCMDlowfzf2eMIzWhhndcry68esMFEXlfuOk8Th7Yo5o3Kd7BbaefyI0n1w8oQnhbZ/Lf2y+gS3YNb8eWGbxwyxR6tVOPlgFcPm4IfzxnbA2vgLF9ujDt1si8L147hZP71fAmxzu4/ZQTuWli/YCttrpkZfLGFReE+LdzViavXDaF3tl63msHD+XOk8aRWqs+TOrSlbenXBSR942TL+K0jj2rg6Rkexx/GjyWWwfoM0B2SWnJtBOvoktKzUhep+QsXhp1Jb3Sc7S257WbwHVdziXZlhjgFYzI6sfDA27D0L3wFoLrut5Fv/QR1fdbvJHIqTmXMKH1edoyG0tN3B6OBr6QUn4jpdwtpfwE+AHQV56fUUKqxmqbgYQQc4HV0e7rEVjEW1JSUkJamn7PASkrwXcAjCyEoVgrpbL1HQFZArb2Ue835S9Tgm8fCBsY0e+n4Ld1gS/X4o3Au7ekBLth0DY1tVnwBv0bKUhR87ZEGNHvD/Nr4C0tLSU9PR0gPZa06MHnyCnf3owjOTr/eMrdzDjj5ZjLtGQpkpqyPfSaHgrdh0iyp5Bib9j9WeYpp9jjpHV8pnbEqq6klOS6ijGlpH1SZoOe11U+L/udJWTEJ5KlmCqoUnGliyMVFbRLS4t6f6wg74GSUqSUtM9IbxCv2+vlQFEp6YkJtEhpIG+5iyKnizaZaSTERb+MXkpJbqGft11WDLyFpaQnxcZbWO6ibWYaCVHujxXkjdW/VV4vB8pKSY9PICvK/S2DKqp0caSqgvbJMdSHimIkDa+/HtPDwcpCUh3JpDsatna43FtGubeUzLiWUe1H9zO3h/X2fZRS1kuLKIS4C7gJ+I2UcqsQYhD+4OqPUsp3G8p8LNSsElocSwmRAPZusdnasoCGz3EVQkCEkSq1baLFG7FMQaeMhgVGNbaWfyOX2bx4j1aS6BfmNt9XWJYsgd1w0DqhYS9Mgkp1JCuTV+gkhKBdknptlk7xNjvd0mN7JmQkJCqTV+gkhKB9RsMCz6Di7Ha6tIpu0/W6ykhOJEOxdksnIQTtso6Ct/Wx543Vv/F2O10zY+PNTEgkM9b6kBxb/XUYDtonadaDa5RsTyXZHv0Gy42lGNvD/XVO/R14IIzJo0AasFkI4cO/HuDuX2pgBc08uJJSTvi5GSxZsvTrlLVpoqVfkqz20JIlSz+XYmwP641cKUwuBi4HLgM24J8G/bQQIldK+WZMwE2sZh1cWbJkydLPJSu4smTJkiVLlmJuD8uinIr4b+BRKeUHgZ/XCSE64d9ewgquLFmyZOl4kRVcWbJkyZIlS03eHiZRfzNNH7/gpHxWcGXJkiVLMcgKrixZsmTJkqUmbw+/Au4WQuzFPy1wCPBH4LWGXuhY6Rcb9f3cktJEmsVI6YnB1o00S4glE6M0nUizIoYyLd5o5HS7qfDEUqbl36hsmxnv0UhK0aCPJUvNVVJKyr3leMyG359e00eJpwJT1n3xHFnlHjdOj2oZhlpSSkoqK6nyKTYa18jj81HsqsSM4XlSUeWmvNLdYDutZvGoAAAgAElEQVQpJaXllbg9MfB6fZQ4XZhmDLyVbspdsfGWOF14vA3P+O/x+igpr4yN9yj8W+yqxO1rOK/b56O40hVTfTiq+uupwGM2vD54TS9OrzOm++1o1MTt4e+AT4AXgE3A48DLwL2N+1s0nqyRqzqSUoLrPaTzBTAPA4nIpKmI1D/6MwjqbM1SZNm/wDUd8ICtPaTcgUg8J3K57jXIsn+CZ5X/57jRiLR7EPbukXkr3kWWvxgbb+mjUPlFLd4/IBLPjoF3DCLt7ih53wnwFjSQtyTA+2WAt0OA96yIvKvz8/jH/LmszM8FYGzHTtw3biLdWugzSql5/4QQ+jSnR8Mr3asD/l0NiFr+1WfU8/O+jSx/qRbvJQH/RsP7SIDX2wi89yDs6o07w/KKRGRitLzFtfzr9e+7lvIHROKZEXkbQyYi6uxI0X7PkqVfmhYXLObzA59T4C7ALuyMzhrN1A5TSbLrU1pX+ty8uO17vti/jCrTQ8v4VK7tOpkp7UdGTEu9teQwD62YwaKDuwE4oWV77hl6CgOz9PtcAXy2eSNPLV3E/rJS4mw2zu/VlzvHjCctXv88cXk8PDF7IR+vXE+l10vrlGRuHTeSS4YOjMi7Pb+Af30+jx+37QVgaJe2/OW88fTroN/XCOCbJRt58YvF5B0pw2G3cdaJffh/F44jNUnPW1nl4fkPFvDl3HVUub20zEzmuvNOZMrkyLw79hbwzBuzWb5+HwADe7fjjmsm0rtr5Ax13y7YwH8/WUx+QSkOu40zxvbl95eNJzkCr6vKw3OfLWT6gvVUeby0ykjhxrNGcv64AZHrQ24Bj30xl6Xb/LxDu7bjL+eOp1+HyLyfr9nAs/OWkFtSRpzNxnkD+/DXU8aREqE+VHg8/GvxfD7cuJ4qn5ec5BR+N/xELu0XmXdz8SEeWjGDJYf2ADC8VQfuHXoK/VtEUR8OrGDajhkcrCzGYdg4s80wbu91Bsl2ff+oylfFx/s/Zv7h+Xikh0xHJue0PYfxrcY3KA18rGrK9lBKWQbcEfg0CzXrfa4aqmj29ZDlryHLHq1z1ID48RiZLyuvLaWJPHIxeDfgnwpaq9z0x7UBlvRuRxZMATzUTCu1gUhGtPwGYVM/QGT5q/6Arh7vBIzMlyLwXgTejWF4n9AGWGreFETLr2PknYiR+aKG1xfwbzjeJ7UBwNYjBZz7wTt4TLP67ZNNCFLi4vn+iqtpnazeR0KWv4IseywM7yQMzUa3ft6LwLupwbzSsw15ZArgpb5/v0XY1BsnSuc0pPPfYXgnY2Q+H4H3QvBuDsP7lDZgkZ6tyCPnh+FNDdRfHe9/kc7Hw/CejJH5nwi8F4B3Sy1eAUhE+tOIxDOUto21r8fI6b/Hnhx5HxEAb3kVS897NuYyLVlqbEXTHi4uWMy0XdNCjhkYdE7uzN197tZubPqnla/zY8FWzDobEdzR6yymdjpJaZdXUcrp306j3OvGF3heGwjibDa+Pu16uqapX4h9unkDf575v5BjNiEYmJ3DJxdcWr2BbTjd+N7nLNy5p94Ixd2nTuCqEUOUdvnFZUx57C0qqjzVtoYQxNltfPynK+jcWp2O+6vFG3jg9R9CjhmGoH+XHF7761Rtp/iOxz5l2dr6vH+8aiIXnzpUaXewoJQr/vwmrkpP9eiRYQgcdhtvPnYlHduqU5Z/PW89//jv9/V5u7fh5fsu0fLe/vRnLN24tx7vXy6dyNRJg5V2eUWlTHnsbVzu+v795M9X0KmV2r+frt7AXV/V8a8QDGnfhnevvljJK6Xk6i8/ZdH++rx/HzeJqwaq68OB8hJO/3YaLp+npv4KQbxh55vTr6dzqtq/Xx34iX9u+DSUF8GAjE68OPxmLe8TW59gY+lGZJ377cpOVzKp9SRlmVZ72DSypgXWkpRu/4hVPZlQNQfp2ag2di8E71rqdkwBpPNp7ZQl6XyV0I4p/utIJ7JCncZfyioN72ykZ5OGdwF418XI+4qCtwxZ8V4E3nAdfBOqZiE9m2PgFRF5p61cjrdWYAXgk5IydxXvrF0TgVfl35lIzxY1b9V88K6PiVeWTwvYNdS/lchyFe8MpGdrBN76LwaOjrc0Ct5wAbUJVT8gPds0vPPCBNoyKt7GkjUt0NLxLCklnx34rN5xE5Od5TvZVKpuX7aUHmBxwZZ6gRXAqztmaac7vbV1Bc5agZW/TInH9DFt01It75M/Lqp33Cclq/LzWLx/r9J2fd5B5u/YHXbq13/m/6idTvbegtUhgRWAKSUen483565Q2pmm5KUvloQ9vnZHHj9t3qe03bQznx/XhOd99bMl2ul6n/xvVUhgFSzT6/Xxwdd63mmfLA7PuzWXFRvVvBt25bNkQ/1AEODlL/W87y1YTaUnvH/fmrdSzSslz84NwyslK/blsnRP3S2WarTmUD4L9oXnfWbZEjya+vDm1uUhgVWwTLfp5dXNyzS8JtO2z6h/HMma4t2sKtqptN1ZvpMNpRvqBVYA0w9MxxvD9MKGymoPQ2UFV7Xl2wu6INqj7oj7z9kU190PskRju5xwQQ6Y1dPuwl93H8gy9XkNr3TrePdF8EOMvN69IJ2a665WnlLzysDfTe2Hn3L3hzzoqmmlZGVeroZ3T+y8nrUReHXXXUFs/t0DslxzXR3vGsLPEpbgi3RdHa+6TLy7I1xXU3+1vBGu20gKLuCN9mPJUnOS0+vkiPtI2HMGBjvKdyht1xerA5kyr4tcV5Hy/MqC/WE7tT4p+emwugNfWOki1xm+HbAJwar8PKXtmv15yolKJa5KDhSr28PVu3PD85qSlTsPKO2KnS7yCxW8hmDdTjXv+u0aXmcleQVq3rVbcsOud/KZktWb1bxFZRUcVPAahmD9djXvup0a3vJKpR8AVu3OxafgXaHx75HyCvLLwrezNiFYs1/NuypfzaurZwArDofvb/ikZLmu/rqdHK4K/3czEKwvUdvucO5AKIjLvGUUuguVto0lqz0MlRVc1ZbIAN1cUEOzw7fIpH6myKAcIDTz042WinJtIDRrgkSE3coN9XC5MHS8cSA0O5LHymtE4lX7NzKvej5yy8Tk8LRCkJWk+z1/Hl6MLJT+1dXBo+ZVvY2LB936Jy2vrj5kqM9BFPVXx6ufn94Yst7UWTqelWBLwCbCv4AzMUm1pyptM+KSlecEkGpXP3ez4pOwhZn+ZCBolaC+brLDgcMI36UxpSQrUV1mZlJimHf+NbzpCernX1ZKEjYjDK8QZKWq2/3EeAd2m4LXlGSmqnkzUjW8AtI007My05MwFLwt0tW8yQlx2BS80pRkaHgzU5O0vLr1ZVkpSWGncxpC0FLj3+S4OOya+tAiWVMHE/X1IS1Ow5ug5s3S1N8kWzw2xTRbE0mGQ22b6kgNO2rl5xUR10c2hqz2MFRWcFVLwtYS4sZSf8TB8Acy8RPUxolnAA7qdzJtkHAuQsSpy026CMLeGD5E0oUa3lYa3owIvGeqeRMj8CZeHCNva4g7KTbehDPxj1TU5TUg8Twt79T+A8LTSslFfQdoeLMhboyCNxPix0fBW1cGJE5BCIe6XJ1/E3X+zYG40RrecTHw2o6S9/wIvCdqeMdqeM9CXR/OR4imz9UjG/CW7tfQmFg6vuQwHIxqMQojTDfBIRwMbzFcaTumVR9S7Yn13qbbhMHolr1pEa9e53pRt0HhZxogmdpNvTYnwe7g7J696wVmAoiz2Tije0+l7cSeXUmNj6/XKbYJwYQeXWiRrO6cThnZL+zIiikl54/qr7RLjHdw6vBe9QIdAcQ57EwepuYdO7QbKUnx9dbg2AzBSUO6kaEJOs6e2D/syJUpJedMVreHCfEOThnVq14gGeSdNFLNO25QV1IS46gbc9gMwbhB3chIUQc6U0b2CzsyaErJ+SPV/k2Kc3B6355h60O83c6pfXoobU/u0p2UuLgw9VdwSpfuZGoC9Yu7DlLyTu02SM1rj2dy9sB6AZYA4g0Hk7LVf5uhGUNJtNW/3wwMhmQMIcWuvt8aS1Z7GCoruKojkf6wP0saUN15E4mIzBe02cuE0QKR8Qw1AUugw2jvi0j7m77QhPMgcWrgBxvVf5bk2xDx6oW/et7no+B9OgxvP0TqX/W8iedB4sUK3jEReP9Zh5da/tUEdLYsBW//iLwX9OnH1H7+B5NNiOoG9HcjRnFSx04ReB8Jw5sU8G8k3qfq8zoGIFL/oi2TxPMh8aLAD7X9ezsifnQE3kf9WR/r8Ubyb0tExpMK3v+LwHsBJASDvhpekfK7o+B9MUreYIAV5B0YmbeRJAEpo/wcEyJLlhpXl3a8lI5JHQF/R00gcAgHt3a/VdthS7A5eHTwlSTYHP67M9BhbJ+Uxd/6qV+4AExo041b+/qfG4YQ1Z3jy7sP4dzO/bS29540gT4t/Ql07MKoDqyeP+1sMhLUHeJEh4PnLz6bBIcdAdUjHp1aZPDgmSdryxzbpws3TB5ezRtsX6aOHsiZQ3trbf90yQR6tvfz2gx/19jhsPGv355JerJ69D0h3sG//nAuCXF+3uCIUoecTP52/SnaMkcP7cqV543w8xqiOrg7/9RBnDJGz/uHKyfSvWOA12YghJ/3kTvOJk3Dmxjv4PFbzyEhLlAfAv7tmJ3JXVdM1pY5vm9Xrpt0gp+3ln8vHTOI04f00trefeoEemUH6oMRqA92O89eeBZpCWreJIeDl884l0R7aH3omtmCf0zU14fJ7XpwU59R9Xiv6jGMszr21dr+sffZdE3xZxS0BeuvYeeRQVeQ4lDzxtviub377TgM/0vQ4AuRNgltuKrzVdoyG0tWexgqK1tgGEnpCSSw2OwfvUg4E2FEF/lLsxBc3yLNQkTcYIg7CaHJqBRi69noX6iPAQmnRExjHZ43BxLOOMa8tgBvlwbwzkZ6thwl7xCIGxM178bDh5izeyc2YfCbbt3pmqmZYteovN8gzaIG8/r9OxewQ8JvEPbOvwLeNpBweoy8QyFudETexsqONOiTP2GLkH44KF9FFWsufCLmMi1ZamxF2x6a0mR9yXp2lu8kzZHGiBYjon4T7vRUMuvgWg5XltAjrS1jWvbGbijW+tbRjtICfti/FVNKJrXtQZ/M1lHZmVIyf+9uVufnkZWUxFnde2lHGmqrrLKKbzdu4VBZOX2yWzGhZ1fl1LK62nmwkNnrt2OakvH9utKrrTpLam35TJMlG/awYVc+malJ/GZ4T+1ITm05K6qY+eMWDhc56dmpFWOGdFNONayr3fuPMP+n7ZhSctKwbnTvFD3v0rW72bAjn8y0JE4Z1Yt0zZTA2iqrqGTG8q0cLi6nV8fWnDSgS9S8Ow8eYfa6HUj8AVfPti2j5l2wYzfrcg/SIjmJM/r2JFO3HKCWSqsq+XrbVg6VO+nbqjWTOkdfH7aX+OuvRDK5XQ96Z0RXf33S5MeCrWwq2UeL+FQm5wwk3RHdtL4KbwVLC5dS4imhU1InBmYMVE7tDcpqD5tGVnBlyZKlX5UaqzEZ+PGfG9SYrL3o8ZjLtGSpsWW1h5YsWbLaw6aRtYmwJUuWLMUgUwpElHPHfw3ZkSxZsmTJ0q9TVnsYKiu4smTJkqUYFJw/Hu13LVmyZMmSpeNRVnsYKiuhhSVLlizFoKZMPSuEGCeE+EoIkSuEkEKI8yJ8/3whxAwhxGEhRKkQYokQ4tQ633kgcK3aH83O3ZYsWbJkyVJkWanYQ2UFV5YsWbIUg5q4MUkG1gC3Rfn9ccAM4AxgGDAH+EoIMaTO9zYAbWp99OlILVmyZMmSpQiygqtQWdMCLVmyZCkGNeUccynld8B3QL29bBTfv6POobuEEOcCZwOrah33SinzGwRjyZIlS5YsaWStuQpVswmuhBB3AucDvQEXsBj4q5RyS2OXJb37kRXvgncj2NoiEqf605RHY1u1GOn6FMwj4BiCSLrUv3luJDtZCa7PkJVzQNgQCb+BhLO1m7c2Hu8nYBYGeC/zb04ckdcFrs9r8Z4KCWdFybsPWfFeLd5LEHHqzfVCeRcF/NswXpfHw6ebNjB7105shuD07j05u2dvHLbIaYFDedsF/Nu0vH7/BuuDI+DfMxvg33fBu+koeYcGeCOnvA3Pe1ZUm/lK796Af48db2MoxjnmqXWCpSopZVWjggHCn48+FSisc6qHECIXqASWAHdKKfc2dvmWmlbHsj0scpfwv/z5bC3bRbojlcnZoxmQrt9fKKg1hXv5ZO8K8l0l9ElvwyWdR9I2KSOindvn44udG/l+z1Z80uTkjj24oFs/EuyRn3+HnE7eXb2G1bn+VOwXDezPiR07RsW7ak8unyxbR35xGX3bZ3PpqEG0zYycSdHj9fHd0s3MWbUdn2kyflA3zhrdl3hH5OdfQaGTz79fzYateWSmJ3H25AEMHRAd7/oN+/nmmzUcPlxKzx45nHPuUHKy0yPzenzMmrGehfM3Y5qS0WN68pvTBhIXHwVvQRlffLmKzZtyyWyRzBmnD2TwYP1+kUGt23yAr2au5VBBGT27ZXP+qYPJaR0Fb8C/s1duQ0oYP7grZ54YnX8PlTp5f8ka1u3LJysliQuG92dEtw4R7QBW7D/Ah2vXke900j87myuGDKJtFJk13T4f03du4Ps9W5HAyR26c363/iTYI/MedJXy0Z5lrCvaT1Z8Chd0HMYJLaPb5mZz6Q5mHFzEEXcR3VI6cVrOOFrFR7flzNHKWnMVqmaTil0I8T/gA+An/EHhP4H+QF8pZXmU14iYela61yALrwLcgA//5qQ+RNrfEUmXaq8vnf9BOp+ttgEDRCoi6wOEvZvazixHFl4J3vVQvcO29O8xlPlfbYdaulcjC68Ow/sgIumSCLzPIZ3P1eFNC/Cq99jy817hDzZqjvr3yMp8OQLvqgCvp8G8ZtmzUP6fBvM63W4u/fRDNh4+VJuWcR07M+3s87QBlpr3IUTSVKWdn/cZKH++Dm96gFf9sJSmE1l4OXiDy2EEYELcOETmS9qARbpXIguvaWTeD7V7Vh0d74oAr7cWrxngvVhp5+d9GspfaDBvY6We7fHO37AlqTd2rC1fRSXbrng03Km/SykfiFCeBKZIKac3gPEvwN+A3lLKQ4FjpwMpwBb8UwLvB9oB/aWUZdFe29LPr2PVHu6vyOOudU/g8rkwkRgYmJhc2uFsLuxwuvb6H+xexj/XfY1NGPikiU0I4gw7r46+jv4Z7ZR2bp+Pa2d+zKK8Pfi31ZVIYFDLNrx/6iUkOdSbi28rOMLU9z7A6XZjSolNCHxS8seTxnDriSO1vO8tWc3DX8zBZgh8pt82zmHn9RsvZECHHKWdx+vjd898zk+b9xF8byIl9Ouczct/vojEeHV7uGtfAbfe/T7lLjemKavLvumyk7jqglFa3s+nr+C552Zgswl8PolhCOLi7Dz15GX06tVGzevxceef32f1qj2BUXGJlNC7T1sef+YKEhI0vLsP8/9+/w4VAV7DEJim5Ibrx3PZZSdqeT/5diVPvzq7+nc0DEF8nJ3nHpxK725q/7o9Xm5/5nNWbNkf4t8BXXN48Y8Xav27Lb+AK1/6iPKqQH0IlH3HaWO4ccIILe+bK1by0Oy51XXIJgTxdjvvXXIx/XOylXZVPi9Xz/iIH/P3hdTfoa3a8u6pl5CoeUGwrfQg1yx6lXJvFSay+t65o88pXNd9rJb369zZvL77k+p71MAgznDwUP8/0DVFHaz/zO3hcZuKvdmsuZJSnialfENKuUFKuQa4BuiIf31BY5WBLL0bqMLfWaP6X1n6kH/DUpWtd3cgsKqxAROkE1n6sL7girdrBSqS6v2r3YvA9WUE3nsUvA8izSIN765AYFWXtywK3rf8owzVrEHeheD6KgreYCBYm/ehCLw7A4FVON5/anHfXLOSTQWH69Iyf+9uvtyqXs8vpUSW3K3gfRBpFmt4dwQClbq8pRF5/f7dUovW9B93z4fKCP6NmXf7UfC+qeH9OgreYCAYLFsGeEsi8L4QnrfsET1vIynGOebtgfRan0aHFUJchj9wujgYWPl55XdSyo+llGullN/jX5+VAeijWEu/OB2L9hDglV0f4fJVYgaemmbg3n5/31fkVx5W2h2pcvLY+m8B/6ao/n8lVT4vf1/zhbbMz3asZ1HeHsDfLQ0+r9cW5PPW5lVqQ+DBWbMpDwRWwTIBnlq4iL3F6uffEWcF//pqnt/GrLGt8nh54POZ2jK/WryRnzbv8/PWenu/cc9BPp67Rmv71CuzqgOr2mVPe28hB/LVvIWF5bzwgp/L5wv8bUyJ2+3lyaf+py3z++/WsHpVwL9SVvNu2ZzLl5+v0No+9+yM6sAqWCbAK6/OIy9Pw1tcznOvzwn5HU1TUuX28thLM7RlfrV4Iyu27A/w1vh3/a58Ppm3Vmv7jy/mVAdWtct+5n+LOFCobl8OO8v555xAfahVlyq9Xu75QV8fPt62jh/zA/WhVv1ddTiXd7fo6+8/131Nua+q+n4L3jvPbJpJboXav0XuEt7c/RlQc4+amLhNNy/teF9bZmPpeFhzJYQwhBA9hRAnBZJKVX8aeq1mE1yFUXAsWRnxCCHihRBpwQ/+aTJq+faDdyvVncMQeaFqrtq2cgbh3ekD9yKkWaE0lZXfKso0kJWaB6VvXxPxLvRP82owr4iCd5vC1gNV8zS8P2h4F2h5v966pfrhGkoL323bquHdC77tTcA73z8NVCFZ+Y2iTANZ+b2Gdw/4dmh452t4dfVhHrqZa9IVK+9u8O1U2Loj8P6Af8QqDG/VXKR0q20bSbKBn4DKpJSltT6NOiVQCHEJ8Ar+wErbC5BSFgNbge6NyWDpZ1Gjt4cuXyXrSrZUd9ZCroVg6ZHVStsFB7filfXtTCRbSvO1HcVvdm8mXNdLIvl61yalXVlVFUv27qvuDIfwCsEP27Yrbedt2onXDMMrJZtzD5NbrH65PnPFVsIti5QSfvhJPUvTWV7FyvX7qgOUurwLlql5f/xxe3VQFcJrSrZtO8ihQ2re+XM2KXnnzt5Y/0SQ11nJ6jV7lbwLF6nb0kXLd1QHNnV5t+48yKEj6oHzGcvV/p2h8W9JRSXLd+0P3/YLwayNO5S2s3bsCFuPTClZf/Ag+WVq3m+V9Re+3qV+mVvirmBF4Z6wvACz89V1/6fCdWHvUxPJjvI9FLrV91tjKcb28BcjIcQoYDuwCZgPzK31mdPQ6zWbNVe1FVhP8DSwSEq5XvPVO/G/wY1SPv1p6dWc9ELYWwpC3uaHPe3R2OnKbEJe6dOcVvEGrxvLOSLw+tDzmsrTHp/aT+Ea1FpnNedoMl5tfYj4N9WoqeoDsfJGqL+a30dqryujuPbRqyFv4I7FmzohxKXAa8AlUspvovh+CtANeLsBZTypOCXxr+PaDnwhpVQP81tqVDVVe2iGCY6qywR8UvNc1dhCzRv5sOdMU9n58pjqMlWd0momzbNe3w6Az6fh9ZnKNSQejZ2pK1OAV9duaa4bZNLZqni9XnWZ4YK5oIQAn1dTpuac/9oR6kMs/o1UH3Q+Ms3AhD4Vk/raHqmuv7p6Fi6YC0oAXs39prsX/ef1/m8M/dLawxj0ErAcOBPI4yhjwOY6cvU8/vnl+kU6/ik3tafgtNd+29YRbO0J34s0IF4zMhg/nvAdOgMcgxFGito24WTCv4UHET9Rw9sJbO00vJo5ulreIVHwhq86et7OYLRFzavJCq3lHYowkpWmp3Trjk2RcW1SF/VaLWxdmoh3GMJIUtsmnIKyPiTo/NsVjDYa3jEx8g6PkVdG4O2i541T8wot7wiESFSX21hqwld1QogUIcRgIUQwM02XwM8dA+cfEUK8Vev7lwFvAX8ClgohcgKf9FrfeVwIMV4I0VkIMRr4HL8TGzJvZAhwPXATMD7wuTFwbDLwJLBdCNG3Yb+xpaNQk7SHyfYkuqd0CqwbCZWJZGhmf6Xt6Fbdw97VAuiQ1IL2SZlK20kdwtsaQnBqp55Ku/SEBAbkZGOEedabUjKxq3qd60k9Oyt5O2Zl0L6FOunC2IFdw46sGEIwcbB6rXVaaiK9umWHzQZqmpLRw9Rt04jh4X8XIaBdu0xyctS8J47uEZ7XEIwZq05Ukp6eSI8eat6Ro9S/68ghnZW8HdpmktNKnSQiVv9mJifSp23r8LxSMq63uj6M66LgBbpmZtI2TT3oe7Km/p7SsYfSrkV8Mr3TcjAU99u41uq/zZDM8I9bgaBdYjYt49T3W6OpuQ9dQQ/gLinlJillsZSypPanoRdrdsGVEOI/wFnARCnlft13pZRVtafgANpF20IYiNR78d9Cwc5iwEXJv0XY1IsuhaMvJF4U/Cnwrw2wI1Lv1P9OydeCkU3on8MAe09IvDAC730K3lsi8PaDhOC1G8p7HRg5Ct4L9LxpsfL2h4TzY+K9fsgJZKekhDS6hhD0btmKC/uqOwh63lsRNvWiVuEYoOB1IFL/puUVSdeB0ZrQgMUAe29IPF9lpuUVKbdF4B0ICVMUvH+JkbcPJE5RmSGEDZEW/n4TKbfrs2w6BkJCcF/dOrxpet5GU0Pmlzf8Td0J+FOoByfpPxn4/4OBn9vgX2MT1E34ZyI8j/+tW/DzTK3vtMcfSG0BPgKOAKOklOrFM/X1BTATaCulHCalHBa47ozAtdvhn1LxVAOuaSlGNWV7CHBt5wuxCRtG8L4M3Gsntx5D52R1bNY2KaN6AX6ws2gTBkII/tb/DO32Apf2HETPjJb1ntftktO4po9+Sdk9EydgM0T1y7TgFS4ZNIBerdRZWttmpnH9hOHVZQHYDIFhCO46Z6KWd8q4AXRtkxXKawhyslK5ZHLdbeZC9ftrJ2K3CWxGgDdwiXN/M4iuHdW8OTkZXHLJqOqyAGw2P+/vf3eKlvfMc4bQsVPLarvgNbJz0jnvghO0vLfdejI2m4HNFuT1/3vO2UPo0lnj3+wMLjsvjA8IFXYAACAASURBVH+F4I7rJml5zx83gC45Ler5t01WGlMj+PfOs8djN+r795JRA+menaW065iRwQ3DTwjlFX7eeyfr68NlPQfTLT2rXv3tkJLO1X2Gann/0v8MDCGwidD7bWqnEXRN1dSHhFac0/bkEBsDA0MIru9ycVTbeRy1mrY9PBZaSiNOkW9O2QIF8BwwBZggpdwWwzUiZkcC/BkDy18B7wYw2iCSLoeE0yNWUClNfzpq14eBVOzDEMk3Ihzqt23VtmYhsvxVqJwJ2BCJZ0DSNfoRpLC8bRHJl0P8aVHyfop0fVSL9yaEQ/12pdrWdwRZ8VpgrY69gbyrA7wbj5J3OCL5hqh4CyoqeHXVcn7YsR27YXBmj15cN2QYKXHqzFNq3isg/tQoeT8J8BaB44Soeev790xIujpG/16BSDgtsl043pQbEfbIzxvpK0BWvF6L9yxIuipK3lUB3k0B3iv9qdyj4v0Y6fo4wDsckXJDRN7Gyo7U5fW7MaLMjmRWVLLr2odjLvOXIiHEAeAUKeXGOsf7AT9IKdsJIYYG/n9scuL/CnUs28M95QeYfmAGm8t2kOFI45Tsk5jQeiSG0L+blVLyfe56Pty9jHxXCX0z2nFNtzEMyNRPIAEodVfx6oaf+Gb3ZkwpOa1TT27oN5wWCZoR9IC2HD7Mf5ctZ+WBXFomJzF14ADO798v7IhWXd7v1m7lgyVryC8po1/7bK4bd4I2U2BQZRVVvDdzJTOWb8WUkklDunP5KcPITI08gr5992Hem76M9VtyycxI4txTBnHahH4hwY+Kd86cTXzx5UoOHy6jV68cpl48it691ZkCg3I6K/n0o6XMm7MZKSUnjevFhVNHkp4e2b87dhziww+XsmHjfjIzkznrzMGceuqAKNpDycyFm5n+/WoOHSmjT/c2XHbucHp3j8a/lbw7YyUzV2zDlJLJQ3tw+SlDyUiJ7N/NuYd5ff5yVu/NpWVKMheNHMC5Q/tGxfv15i28u3oN+WVlDMzJ4aYRw7WZAoMqqark1Y0/8e3uzZgSTu/cixv6DiczITLvlpJ8Xt+xgDVF+2kZn8KFnU7gnPaDo+JdWLCc/+XPp9BdTPeUTpzX7jd002QKBKs9DEoIMQX4B/BvYB111jtIKfXZU+perxkFVy8AlwHn4n/zGlSJ1GUzCL1GVI2JJUuWjl81VmPS+bV7GtSY7L7uHzGX+UuREMIJnCWlnFvn+ATgKyllqhCiK7BaSmk9ZJtIVntoyZKlxpDVHvolhAi3ME3iHwCXUsrIm6LWUnNKaHFL4N+5dY5fC7xxTEksWbJkqSHTG36Z0yBi0RfAa0KIP+HfYwlgOPA4ENyHawT+LISWmk5We2jJkqVfjpp/e6hehBeDmk1wJX+h6UUsWbL069SvdEf6m/Gvp/qAmvbDC7wJ/CHw82bghmOP9uuR1R5asmTpl6Tm3h5KKfc05vWaTXBlyZIlS78oNSTr0S+wMYlFUkoncKMQ4g9AMJ3ZzsDx4HfUGyBZsmTJkqXjT8dJexjIdNsRCFmQL6X8siHXsYIrS5YsWYpBx8G+HjErEEw1aIGvJUuWLFk6PtXc28PAWuHPgQHUrLWCmlCwQWuuml0qdkuWLFn6xaj57ukRk4QQyUKIh4QQi4UQ24UQO2t/fm4+S5YsWbL0M6l5t4fPALuA1kAF0A8Yh39j4QkNvZg1cqWQ9GwAz2awZUPciQgRXdAqpRuqFvlTQ8cNjCqNdbWtrwDciwAbxI9FGOqNAOvzrgfPlhh5F4JZ/DPx5kDcqGPCe7i8nEX79mAzDMZ17Ex6QnSZbX4uXuk7DO7F+P07DmFEn9FLetaBZ2uz4JVSgnf9UfAuALME4gYh7OpNJRtb0hRIM8o3dVF+rxnoFfwbB79NI+xib6l5aE95HlvL9pLuSGZIZm8cRnRdB580WXJoJ4cqy+idnkPfjMhpwoMqrnQxb/9uf6rw9p1omajeKL6uth0uYF3uQTKTEhnTtRNxtuieJ16fydJtezlcUk6vdq3o016z114dlThdLF27G1PCiP6daBFFWvOgdu06zJYteWRkJHHCCV2w26Pj9Xl9rFq6k8LDpXTt1YbufdpGXWZZcTkr5m/BNCVDT+pJRkv1xrh1tXvbQbZu2E96ixSGndgduyNKXp/JihW7OVLopEf3bLp3j5zWPKiSMhdL1/n9O3JAJzLTovfvtrwCNuw9SIuURE7s3QlHtPXBNFm8ay+HneX0yW5F35zo60NRpYv5+3chJYxt35msxOh5t5YcZH1xLlnxKYxu3RWHEaV/pY9VRVsocpfSNaU93VIib3vQWDoO2sMTgUlSyoJA5kBTSrlQCHEn8Cyg31Stjqzgqo6kWYYsvh3cS2oOGu2gxbSIHU3pXo0svsW/B1PwWPypiIzHESJeb+t8Cel8BvAFjsRB2r2IpKmReYtuA8+PNQdt7SAzGt5VAd7CWrynBXj1+z9J54tI57N1eO9DJF0cBe+t4FkaA+9KZPGtMfE+/9OPPP3jYnyBlZRxNht/nzCZqf0GROAtDfi3Nm97yPxvjLynIzL+HaV/nwGC2UHjIe1+RJJ6U+ka3lvBs6wO77SIgYd0r/DbyqKaYwlnINIfi4L3eaTzuTq8DyCS1JtK+3lLArw/1Ry0dQj4NxLvcv/fJgbexpGgZuZANN89LnQ6cKaUctHPDWKp6eU2Pfx705ssPlIzAzTDkcq9/W6kd1pnre220kP8dvF75LpKqo+d2KoLz46cSopD3x6+u3E1Dyyejcf0ty82Ifi/4WP57eCRWrsqr5c/Tf+OH7Zsrz7WMjmJFy86l0Ht9Pspbcsr4PZp08krqtlbeVTPjjx57VmkJOh5P5u5hqfeno3H63/+2QzBLVPHcsVZw/W8VR4efvhLFi6q2aYsMzOZf/zjAvr01gdKu7bmc9/v3uZwXo1/h57YjXuevIykZD3v1+8s4uUHp+P1BPxrN7jmz2dw4c2T9LyVHh7960csmbOphrdlCg88ewW9+us78jt3HuLOuz7m8OEa/55wQhceuP88kpL0vJ/MWM0z78yp8a/N4NapJ3H5mXr/Vrq9/PXtb5izvmZQvWVqEs/dcC79Ourrw+aDh7n5o+nklVYvJ2Vs1048c/5ZpMTr25e3NqzkoSVz8Jh+Xrsw+OvIcdw4UM/r8nr480+fMju/ZneFVgkpvDDqUvpn6uvDTucB/r7+ZQrcxdXHhmb25q6+15No0/u3cdTs20MbNRurFwBt8W9zsQfo1dCLWdMC60iW3g/upaEHzXxk4fVI6VXbmU5k0fX+EavaqpqBLHtKX2blTKTzSWoCFQA3svRepFu/NlyW3hfaMQXw5SMLb4iC9wb/CEUI7w9R8M5AOp9S8K6Jgnd54/I6n9aW+f2ObTyxZFF1YAXg9vm4a9YPrM7P0/OW3BuGNw9ZeCNS+sIbEQwiw/F+HwiaNGVWfh/wb+1tF6qQpXdH9m/JveBZUZ+36IboeGVJ6InK76LkrR0IBnnvQnr0y3L8vCvr8OYiiyL5txRZdKOC91ltmY2maKdA/LKnQjRURUBhxG9ZOi705q6vWHJkXcixUo+T+9a9iMtXpbTzmD5uXPQOBytDt7BZWrCbh9Z8qy1zef5+7l44ozqwAvBJyaPL5jNrzw6t7RNzFjJza+h3CitcXP/BZ5S73Wpen49bXv6cgyXOkOPLtu3jkU/naMtcvWU/j70+s7rjD+AzJf95fz6LVulnyk57ZR6Ll2wPOVZSUsHf/vYRLpeG1+Plnlve5MjBUP+uXrqTFx75Wlvm+mU7ef7eT6sDKwCf1+TVR79m2ZyNGkt47ekf+HHe5lDewnLu+e2bVFboeH389W8fceRIqH9XrtzNc/+ZqS1z1ab9PP7GrFD/+kyee28+i1fv0to+/fUC5m0I/U6h08VvX/4cl9ujsPL3D67/4HMOlZWHHF+0ay8Pz5irLfPH3H3ct2hWdWAF4JUmD/84l7n79LxPbJjB3PzQXSyOVJZz46J3cHnVvB7Tw33rXqTQHdoeri7awsvbP9WW2Whq/u3hemBQ4P9Lgb8IIcYA9wENnvJuBVe1JM0iqPyW0E4igA/MPP/0I5Uq/weyLIytCa73kVJ9Y8iKdwj/p7AhK96PwPsdoUFOkDcX3As1vN9F4NUEOkpeA+nS8RZG4NW8DK/8BqQzPG+FnvetNaswwuxubgjBe+vVwYo0C6HqewXvgSh4yxW87+n9W67z74ex8foOBKbs6XgrwvDKgH81gU7522reig/Udr4jGt79oaPHDeJ9T8vbaGr+jUksuhd4UAgR/RwXS81SHtPLd3mLkXUqr4mk3Odi4WH1i7+FB7dzsLIs5IUWgCkl3+xfT4lbvc/xOxvXYAvzvLYJwVsbVint3D4fH6xchxmmzNLKKr7fvE1hCQs37eZQiRPTrG/77crNlLoq/z975x0fVZX+//e5M5PeE0oINSE06U0RFQHpRVDAir3truvXXVf9qbvuWnYtay/rqmvBtirq2hBEqSJNeu81kFDSe2bmnt8fMwkp95xJhiAG7+f1ui/CnXnueefJuaef5yhtP/t+PQ7Don4xBJ98p+Gt8DBr1rq6aZqSwsIyfvhhu8ISVi3ZSfaxQkvbBbPWU1Sg9u+s93/E4ahbXhsOwdfvqOu0inI3sz/9CWnFW1DKknmblbYrVuwmO9vCv6bk++83U1Sk8e+8dUH5t9zt4dNl1vkhv6SMeRt2KSxh4c69HCsqtsy/X2zcSmGZemDhvS1rNfl3jYWFT2VeNzP3rcW0eN/y3KV8n7lVYQkrc7aQ6y6wtJ1/dCUlnnqdK35yavr14aOcaMg8iO/cqx+AscAdDX2YvSywusxs6jbWqn+unuWQ3sP43GnRaJalvo6BiLc29mYo0vU34lXyHtfzeoPlLfHzxjWc13uqeLM0vMW+S1jv+cooKKhTwIJvNPRQgeZwcO+xALyHA/A6NLwlIBR7ksxDinQD+ffoSfBmaniL/LyKNfleHa86TcyjaEtZbX4IxFsKIkr97MZQ0z80MRjdBaQBR4QQ+4Aao0ZSyr6nA8pW46vEU0q5aT0b4RAGx8rVE5jVlwLWlleaZJcXExsSbvl5RmF+nUatz05ysDDPwsKnwrJyyjzWg1YOQ5CZX2j5GUBWbiEC69LIa0qyC0uICbfeo5t1vACvWdfSNCWHj6rrl6KicsrLFbwOgyMa26OZeQiB5XlBXq9JXk4xUTHW/j2SkYvXW7e8Nr2SrIxsCws/b2EZFRre6ssT6/AeLdDz5pUQFWXt38xjav9mHlP7qKCkjHKP9SCbwxA1ln/WSbOgQJkfPKZJTkkp0YqlohmFBcr8m1Go4a0oo8JU+FcYZJao/XusLAeBqDMQ4kvXJN9dRITTOj80mpp4fSil/Lbaz7uALkKIBCBXyoafzGXPXFWX0QrQBDlwdlJ+JFydsWzoARhJyoa/77ndsI7y6ABnF7WdoxWgWUt7UryaYARB86YQPG8n1LzN1A1/oFuz5sqRpC5JzdQ8jhRqHXVQU071MlzhDMSrafg7u6L2r2bpr6M1p4a3uZ7XFSxvG/S8mvyg5W0Bov6b34NV5aGJ9b3OEH0OPA08BXwCfFHrsnWGKMoVSazL+r33SpP2keo9IJ1i1IEKwhwuksPV9WG3RHV5fVaS+rlx4WEkRFg3IL2mpFPzJKVtenKScpgnPMRFyzh1/ZLetpnlzIrDEHRqrw6AEBsbTmysgtdrktpBXTe1T2+hLFPCwl00a6n2b2q3VpYzVw6HQVo39b6p2LgIYuKsJ6y9XpP26eq/TYcOzZS84eEumjXT+Ldd86D8Gx8VQVyEdXvOa0rSkxOVtp2aq/NDhMtFi2h1fdgtSZV/Dc5K1PCGRhDrUuQHaZKueafaR7ay7FgBhDtCSQxVDJQ3os6U+lAI0VEIMUoIES6lDHoJvN25qiZhREDkNdTdbOcAV09w9VMbhw4DR1usGpki8laEULtaRN4INcLqg+9P40BEXK3hjdTw9gKXZhA5dJi/cWvFe9tp4O0NLk0wltDhGl69f2/u278urRA4DYPpPXtreKM0vH18zCqFXeTv7ATj35uw9q8zgH+jIGK6grevL08oeUf4O5MqXvVIk573qgC8Vyt4+/neOSXvSDVvlJ630dT0l0E0WFLKh3TX6eaz1XhyCIOpbS6qc9/AoFVYMwYmdFfa9k9sS/e4VpaNzGvTzibc6VLaXtu9Lw5h1CgVKmcRdAEBHIbBzYPqfu4QgvYJcQxNT7Ww8qlfWgrd2lg34q8e0ofwEDXv1FF9MAxB9V+1kvfKseo2g8NhcPnl59S5bxiC1q0TOOccdcCknv070LFrKwyLTtLk6YMJDVPzTrz2fERtXgFSSi65aYia1+lg6vXn1+V1GLRun8TA89WDYb17tyU9vQWGhX+nXDqA0FA177SRlf49YVv54xVj1P51OgyuG9a/7u9hCDo0j+f8bh2Utme3a0O3FtadpOvP7kuYS73o6/rufTGEQFTLwb6fJDf2rMtTKZfh4MZO59blFYLU6CQuaKnJD3HppEamYFg06SenDCXEUPu30dTE60MhRKIQYh6wA/gGqAxt+oYQ4umGPs/uXNWSiLoTIm/ixIi6gNALEfGv6RuYwoVIeBdc1Qp3EYGI+iNEXKNPM6QXIu5lMKpFr3G0QSS8hXC2D8D7B4i8MQjeED9vtZddRPp5pwfg7Y2Ie8k3Q1DF29bP2y4wb8QNtXiHIuJfDZL3roC8fZNb8crYibSIOjHa1C42jhmTptA+TrFUs4r3jxBxvQXvv4Pk/ZO/Q6FJM6QPIu5FC/++iXC21dtG32XBO6yevO/VHECo4lV3kHy8fRFxL/hmuKp42/nzQyDeP0HEdRa8rwTJezeEX6lNs9FUuQyivpctW01Mk1KGMr39OMKMEysOesR15LFet+PUhIcWQvDauVdxQYv0qiZmqOHkpvTB/L7bUG2aaXEJzBg7hbYxJ0bbk6OieX3kZHo200d4u+Hsvtw55FwiXCcakwPbteadq6bgNDQDWkLwr1smc17X9id4nQ5uHD6A344epE2zfatEnrvnUlKan+BtnhjNP/84ia6pet5pUwdy/fXnE1atM9SndzuefuoKy9ml6ryPvnItA85LrxqbCgl1Mu3GC7j6N/qIf207tuCRt2+hZZsTMzfNWsXz19dvJL1HG63tlOvOY/rvhhMWfoK314AOPP76DTg04eOFEDz+2DQGDjzRwQ0NdXLlFYO45prztGl2aJ3Is/dcSqtmJ1bTtEiM4Z93TaJLB30o9+uG9ue3owfV6BwP7NiG1387BYcmPxhC8MYVkzk/7UR+CHM6ue3cgdx+ft0OcXWlxyfx9pgptIk+wdsqKob/jLqE7pqZV4Ab0wdze9cLCXec4D07qQNvDb4Gh2ZA1hAGj/T4Lf0STqwcCjFcXNZmJJe3G61Ns9F0iutDIUSKEOI9IUS2EKJUCLFRCKHurTZcz+Jb5t4W3zlXlfoIaLATRRBLCZushBAxQH5+fj4xMfozeKRZBN4DYCQhHPU/2wD8+0HMXHB2QIj6r3OV0gue3SAMcKQ1aPT9BG8zhEOz1O2U8DrAkfqL5/WaJrtyc3AKQWp8ws/Ie9gXNTAo/+4C4QzCv4XgPXiSvKkI0YCzwJoIb0FBAbGxsQCxUkrNpjtrVZYjbZ5/GEOxD6O2zNIyDv7fg0GneTolhMgBOvnP/8hFM+4opUz4+chsnYwaUh+WeSs4VHqEGGcUzcL0A1K1dbSskONlRbSLTCAyQAj26pJSsjsvx7ckKj7JMiiRSiUVbvbl5JIQEU7LmPqf3wRwLL+I44UltE2KIzKs/kc6SCnZdzgH05R0SEm0nKVRqbS0goyMHOLiImjWrP7nGQJkHysk93ghrdomBgzBXpv3wK4jSFPSNr0FhqazUVtlJRVk7D9ObHykdgmilY4fLyQ3t5iUlPiAIdhr8+47lINE0r5Vw/xbUu5m/7Fc4qPCtUs8rXSksIjs4hLaxscFDMFem3dXXjZSQsf4xIblX08F+4qySQiNpGV4A/NDeT557gKSw5oR4Twz6kMhRDywFlgAvAIcA9KB3VJKfQjRekoIkQWMklKuF0IUAr2klHuEEKnABillgzZx250rW7Zs/arUaJXJcw2sTO5ssp2ra4EPpZTl/p+VklLO+JmwbJ2k7PrQli1bTaE+FEI8DgyWUtZdl9pI8neo+kopd9bqXPUHvpVSqjfpWciOFmjLli1bwaiJR0eqr6p3mOzOky1btmzZqqPg6sPoWitcyqWUVnHuJwLfCiFmAkOAQ8C/pJSvB81bVz8A1+A7bsRH6dscfw++GbMGye5c2bJly1YwasjG3DNsgYAQojnQnFr7dqWU+lOjbdmyZcvWmafg6sOMWp88BPzNwiIV+A3wDPAPYADwghCiohEH/O4B5vlnqkKAJ4GzgARgcEMfZneubNmyZSsY/Qo7V0KIfsAMoCt1wzxKrGPy27Jly5atM1nB1YetgeoHjqlOZzaAVVLK+/3/XyuE6A7chq8+OmlJKTcJIToBt/uZooDPgJellOpDNxWyO1e2bNmyFYx+hZ0r4E18oWpvBI5wJv1mtmzZsmUrOAVXHxbWc59XJrCl1r2twKX1TLFeklLmA39vjGc1uVDsQojfCSH2CSHKhBArhBADT0U6UkrKPG7MIAJ+mFJSrjgpPpAqvF48Zt3T0wOpkjeYACW/Jl53hRuv4tR2nWz/1k9NjfekdApDzwohLhBCfCWEOCyEkEKISfWwuVAIsUYIUS6E2CWEuM7iOydbfqYC90gpV0gp90kp91e/GvgsWyepn6s+BKgw3Ziy4e+2KSVl3uDebbfXi9vb8PIaoNzjCa7+NiVlFZ6geD0eL54g6heAinIPphkMr0l5WUVwvG4PHneQZX25GzOIst40JeXlweWHk/FvuTtI/0pJmTu4/HBS+dcbZP6VJuXe4PLDSenUhmL/Eehc614n4KTqHCFEz/peDX12k5q5EkJchm/N5W3ACuBOfJvcOkspjzZWOjO3bOKllcs5WJBPdEgoV/fsxR0DBxHq1LurqKKCp5ct4ePNGyn1eOiYkMgfzxnM6I7pAdPccuwojy9ZxI8HDyCEYHiHVO47b0jAc5gqeV9cuYyMggJiQkK5umdv7jh7ECEO/Qqd2rzpCYn8cdBgRqU1nPeiDmncd94Q2sUFPgn8480beemn5UHxPrX0B2Zu2VTFe9egwYysB++utXt5/d53WTtvI0IIBk0cwC3/nE6rNP05JFJKPt6yiZcreUNDmd6zN78feGp5Nx89wuM/LmbpwQMYQnBRqs+/bWP1/q3iXbmcjMKG8RaWl/PUsiXM3LKJMo+HTolJ3HXOYEakqQ8vrNSmo0d4IljezRt5+acVVbzX9OzD7QPPOaW8jSEhfVd9v9tARQLr8c0UfRbw+UJ0AGYB/wauAoYD/xFCZEopv/V/pzHKz3lAL2BXw34dW42tn6s+XHJsHe/s/4aDJUcIM0IY1fIcru0wnnCHPox2hdfDi1sX8cGeVRR5ymkTEcfvug5hcjvNYeZ+7c3L5R/LFjLvwB6klJzfuj33DRpC18TAxzTM2bKDFxYtY/fxHMJdLqb26c6dQ88lMkQfRrvC7eGV2cv5eMl6isoqaJ0Uy22jz2HCwG4B0zxwOIeX3lvM0tU+3oG92nH79CGktQ3Mu3jhVt5+YxEH9mcTFuZi7PjeXH/zhYSHB+Atd/Pec98y6/2llBSWkdw2kSvvGMlFl6oPWq5Uxo7DvHr3O6yctQYpJf1G9OKWf06nQw/9OZUAP8xaxzvPziFj91HCIkIYffk5XHvXGMIChFWvKPcw463FfP3FGoqLy2nVKo7p11/AiFE9Aqa5/3AOL7+7iKVr9vr9297v36SAtnPX7uBf3yxl75FcIkJdXDKoO78bN5gIzcHF4Oucv7BwGR+u2UBReQVt4+O4/YJzuLhn14Bp7s7L4R/LFjJ//x4ALmjTnvsHDaFzQuD88E3GZl7cspA9RdlEOEKY1qEPd3Ybpj14G3yDH+/um803mT9S4i2jVVgSV7UbzbAWgfNDY+gU14fPAkuFEPcDHwMDgVv818loHb55tMpzv6sQ/f9Wv9egJe8NDsUuhJgBvCGlXNwgw0aQEGIF8JOU8nb//w3gIPCilPLxetgHDD37zvq1/G3R/Jp2wOiO6bw8dqLy2aaUXP7JR6zJOlw12lD513ppzHjGptfudJ/QntwcJv73Pcq9Hrx+W4cQxIaGMfvqa2kWEam0reStnjMEMKZjJ14aO0HLe9knH7I2K9OCdwJj09Wnre/JzWHCf9+lwuttMO+M9Wt4aNGCOrxj0zvx4hg977RPPmSdBe/LYycwpqOa9+D2Q/ym3724y92YXt9Im+EwiE6I4vWNzxDfXH1Ox9vr1vDw4tq8gnHpnXhhzHg978wPWXekLu+/xk7Udrh352Qz8cP3KPd6q2wdQhAXFsbsq64jKSJCafvWujU8srhmYJv68k6d+V82HMmq+ptW8r4ybqK2w707J5sJH75HRR3ecOZcdS2JGt43167m0R8W1uKF8Z268PzocVreKX7e2v7997iJ2g5sY4WebfvEow0KPXvg3j8HlaYQQgKTpZSfa77zBDBOStm92r0PgTgp5Wj//0+q/PTbJOFb474S2ITv0MUqSSm/bMjvdibodNWJP0d9uOjoGh7fNqNG+Wcg6BabypM9f689y+725R8z7/B2zFprhf7aeyxXpqrP/jxaXMTIj9+msKK8Rv0S6nTyzZRraB+rHnCctWk7f/zfNzV5haB/2xTemT5Fy/uH/3zJgo176oz4PzBtGNPOU3cIj+UUMf1PMyguKcfrnxkxDEFoiJMZT15D65bqAab532/mHw9/jhBQmaxhCHr0bMNTz1+t5X34ljdZPm8zstZszO//PoWxV56rtDt+OIdbetxF8jV9gwAAIABJREFUcUFJjfowNCKEV9c+RXKq+qDbBV+s5sk736/Le3Yaj73/Gy3vg/fPZNnSnXV47/zTGMZP7Ku0O5ZTyNV3vUNxaXnVzJNhCMJCXMz453RSWqj9O+unrdz/7py6+SG9Na/97lIt720ffs6iXfvq1C+PjLuIaX3VHcLMokJGz5xBUa38G+Z0MWfqNbSJUfN+cWAD96z6vM77dnaz9rx1nj4//HXTa/yUswVZ6337v/TLGZ2sPgi7qdSHQojxwGP4zrfaCzxzstEChRDVRxP6AE8B/wSW+e8NAu7Ct1pDWf9aKZhlgbHA90KInUKI+4UQKUE8o8ESQoQA/YDvK+9JKU3///VHqNdTFV4vz61YWue+BGbv2sm248eUtksPHmBV5qEa07iV3eGnli3RTtG+vmZVjY4VgFdK8srLeG/DOi3vs8t/rEqrerrf7NrB9uzjStsfD+5ndeZhS96nA/C+tvqnGh2r6rzvb1ivtCv3eHh2+VJL3lk7d7BDx3tgP2tUvEv1vB//80vcFSc6VgCm16Qwu5CvX5mr5a3MDzV5JV/v3M7O7Gyl7ZID+2t0tGvwBvLvmp9qdFTA59/csjI+2Kj373PLrfKvj3dXjpr3h/37WJuVWeNvWl//vrr6J9yWvKV8sEnP+/yKZXXuS+CrHdvYreFdvH9fjY52dd6nlv2otDuDNYhqZaNf3/rvN2b5OQhf5KS/AjOBz6td/wuSvanrZ68Tf476UErJjH2zfD9Xu28i2ZS/mw356snLbXlZfHd4W52OFcDzWxbgNtVLpWZsWktBtYYp+MqTco+H/6xfpeV9dkHd+tCUkpX7M1i5v3Zgsmq8GUeZv2G3ZTn38qxl2qVdn85ZS1G1jhX4lr5VVHj48Gs975uvL/D/XI3XlKxfd4AN6w8obXdtzmDZd5vqdFQA3nl6Nh63mveLF2fX6FiBrz4sL63gk2e+0vLOeGq2Ne+yXWxauUdpu3N7JkuX7LDkffuNRXg96uWFM2evrdGxqkyzvMLNR7NWK+1MU/Li14r8sOMga/ccUtpuyjzCgp1769QvAM8t/FG79P3tTWtqdKzAl3/LPG7e2KDhlZJnN8+vy4tk2bG9rM4+qLTdUXiAlTmb63SsAGbsm4VXBrc08ZckKeXXUsoeUsowKWXXxgjDXmtJ+/3AHVLKV6WUG/zXq/hWBPxF/6S6anDnSko5CUjBd0ryZcA+IcRsIcQUIYR+3vLklIRvWu5IrftHAMu1XUKIUCFETOUFaI/mPpCfR15ZmfLzNZmHlZ+tzjyEw2JUQQL78vIoKFcFQYEVGQdrvIiVMqXkp8PqAmB/Xh75mudqeQ8fVvLuzculsELDeyhDw6uuwPbn6/2g412l8e+evFwKKyqUtusXbsa0KLxNU7JxyVal3b6AvOq/zerMQzhF3ddLArtzcyjS8C7PCM6/gf5uq7X597CSd1duDsVud12jSt5DweXfPSfFewinoeDNyaZY49/GkuDEUoiA1wmz6OplkhBCv5am/mqJddkYI4QIJ4jyU6EXgfeAZCmlUev6VUYKPE114imvDws8xWSWWQ94GRhsyVc3pnUNwbyKUg4W5yo//ykrw3KviVdKlh9WPze3pJSDefmWnzmEYM1BdXmybo/6s7ziUg5lqwfX1207ZLmXx2tK1mxRl9d5eSVkZVrzGg7B5o1q2y2r9taN1elXfk4xRzJylLYbl2yt0bGqlOkxWb+odsyAarzHi5TPNRwGW1bvVdpu2pSBatIlL7eErKw8pe36rRr/blb7KKeohMzcQsvPDEOwVvM3X3PwsMq9ZBeXcjhPnR9WZlrX34Hy7/GyIjJLrZ9rCMEazTu1pWAPQkGc5y7kaJn6fWssBVkf/pLUA9+MWG3tBQKvDa6loAJaSCmPSSmfkVL2As7Gt/7+XeCwEOJZIUTgTSU/j+4D8qtd6jcRiAnVt3PiwtRTnnFhYcrNh07DIEyzXys+PNwyszmEID4sXGkXiDc2NDhel2EQ6jgNvFr/hqPai+oK4N/YpGjL6XTDYRCTqG5fxIQE4lX/rrGhYZYFLPj9ewryg+7vDfr8GxsWZjnKDJX5Qd1ujg/T8WrSPIn3LTZUnX9DHI6A+7UaRcFt4M2gZpl036kHbVQlAs9KKWs36n/VaiJ1YoPqwzAjBIfFgAv4ZsOjXOrlvnEh6nIKIMalKetDwzEsymuBvvwLD3HhMKybbaaUxGiWLMVGqj8TQHS4uqyKjQrDsEhXCEFctJo3LMyFw6HwrymJilYzRcdFqCOzCYiM0dTDCdEYFukKQxCbpK4PwyNDMBzW/pWmSVSsOj/ERIejKK4BiIxS+zcmOjj/RoS6LPORj1cSG6GvDzXuJSpMzRuvyL9GgPo7whmi5pVS+05FOyMtZ60qFenUv4+NolMb0OLn0FbgPv+qAKBqhcB9/s8apJOKFiiESAZG+C8v8A2+3t8WIcQfTubZFjruT6P2guAWQJbC5jF8SzYqr9a6BJpHRjG4Tds6MyQCiA4JYWj7VKXt2PTOliPpDiGY0KmLtjE97awelq+FV0ou7XqW0q5FVBTnKnhjQkMZ1qGD0nZcp+B5L+vWXc3bTc3bMiqaQa3bWPAKYkJDGdpezTs+vbNlxekQgomdu2ob02NuHG653MP0moy89kKlXXJ0NOcEy9tJzXtxAN7LgswPydHRnJ3S2pI3NjSMC9upeSd06mxZsDuEYHKXbriC5u1u8YlPraJjLHkN//69IVreLsoO3aTOXbW8jSbZwMun1tQskx5rJJosrMvGAillKcGVn1b6DBgaLOSZrp+xTjzl9WGoI4QLmvXBsGgmOITB+Ul9lLZDkzsR5Qyt8446hOC85qkkhUUpbad26W45cCKRTOui3usS7nIxplsny/rQ6TAY0029L3dI9zQiQ0Pq8hqCc7u2IzFa3XEYN7S75cyKlJLxQ9XlX3h4CBdc2KVux0GA0+lgyIXqwAnnXNSd8MjQOrNBhsOg/wVdiEtU+3fU9UMtZ66kKRl9/TClXVhEKOeP7W3ZMXO6nJw/Vr0v7dzzOhEeHmLBKxh4Thpxcep92uM1/h03TO3fiNAQRvROt6yHXU4HI3qr88PwzmlEhLgs88OQjh1IiFB3VqYp8q8p9fk3yhXKqFZdLVfohBhORqWo88OgxB6EGXXzr4HBwISziHGp/dtoCq4+/CXpNmAUkCGE+F4I8T2+AahR/s8apAZ3roQQLiHEpUKIr/GFQZwKPAe0klJeK6W8CJgGPNjQZ+skpawAVuOLglXJYvj/X3fjhs+mXEpZUHlR87AySz1+0SiSo3yjN07DQAChTicvj51IuEu9wqNZRCTPjhqL0zAwhKjquHRMSOTP51+oTXNK17OY1Nn34jiFUfVy3dSnn7YBD/DEcBXvBMI00WWaRUTy9MgxlrwPBOLt1p2LLXhv7ttf24AHePKi0bSsw+vgX2Mn6nkjI3lm5BgcQtTgTU9M4oHzh2jTHHXDUIZdeR4ADqdRVTlM+9NEBozuHYB3VB3eMD+vrgPaPDKKpy14OyUmcX8A3mndujOxUxcfrxBV/r2l3wAuaNdea/vPEaNpERVlwTshIO9TI0Zb8t53np73srN6MMGC99Z+Azi/bTut7ZMX1eUNdTh4ZZzevy2ionjKwr+dkwLzNpqCq0wKq5dJUkr1usiGaRnVyka/RvjvB1V+KrQDeEwI8bYQ4i4hxB3Vr5P6DZqoTked+HPVh7emXUKbCF//zSEMBAKHMLi3yzXEhagb8BHOEF44ewohhhOBqFpynBwey6N91YGLAC5ql8YNPfr60zxRnlza6Swu7aweXAJ4YOSFpCYlAFTVbQ7D4OnJY7UN4ohQF0/dMJ4QlxMhfJ0xgOT4GB68fIQ2zfP7pzFtrJ/XEFWN+bEXnsXoC/SriX73fyNp2y7RZ+swEELgdBjc/+AkYuPUHbrwyFAeePlaXCEuhBA4nD7e5inx3PHYNG2a5148gMl3jPWl6TSqbEdedyHDrz5fa3vbg5NondqsylYYAqfLwb0vXE1MvLoBHx4RwoOPXILL79/KGbuWLWL5w5/GatO8YEBHpo7xdeSr+3f80O6MOk8fue/eKUNp18wXAKWqreMweOK6sdrZyqjQEJ6/dDwhTofvb+KvX1JiY3h43EXaNEd1SOfa7n7eavn3si49uDhdz/vnXqNpH+XLD05hYCBwCYNnBl5CrGbmKsIZxv3drsfpf98cwje42DIsgd+n6/NDo6mJd66klCvxHTXyZ2CD/3oASPV/1iAFEy3wOL5O2X+B16WUdSIuCCHigLVSSn1Lu4Hyh56dAdyKL1rVnfgqrS71WaZSn+hI4Nto7wtgcZQWUdFc3LkLCeHqgq66sooK+XL7NnLKSundIpmLUtMsZ4hqS0rJ2qxM5u/dg8MQjEpLp1uz5vVKszpvy6hoJp4G3tFp6XRtEO8Oth0/RsuoaC7u3JX48PpNW1fn7dMymeEd6s+7dfkOln+9GofTwXmXnE1ar/annDezsJAvd2wlt6yswbxrsg6zYO9en387dqJrUuAwrk2Rt8zjZvbOnWzPPkZydDQTOwXH27dlMsPqwdtY0ZHa//3vGJqli9VllpWx74EH6p2mECIKqIwpvxb4I7AAyJFSHhBCPAakSCmv8X+/A77ofS/jC98+DHgBXwTB6qHYgy4//c9Qb6wAKaVUT++foTpddeLPVR96TC/LszeyvfAAsa4ohjbvR2KoOsJqdeWUF/PVwU0cKS2ga1xLRrXqSohmyXl1bTp+hLl7d2JKGN4ujd7NW2qjpVXK7fUyf8ceNhzKIiEynPHdu9AiWt0RrMFbWMI3q7ZxrKCIzinNuahXR0Jc9ePdvvcIi1fuwpSS8/ql0a1j/Xg9Hi9Ll+xg+9ZMYuMiGD7iLBI1y/OqKy+7iAVfrCbnSAGp3VoxeHQvQkLrx7tzzR5+/Hwl0pScM6E/XQZ2rB+v28uy7zaxY8MBYhOiGDapHwnN1fmnunJzi5n/3WayswvpmN6S8y7oTEhIPf275wiLf/L59/z+aXRNq39+WLhhN5sOHCEhOoKx/TrTLLZ++SG7uISvNm3jaGER3Vo2Z2SXjoQEOJKnUhuPZTF37y4kvgGD3i2S62XnNr18f3g7m/IOkxgayYQ2PWimmemtrryKQhYcXUVORQFpUW0YnNQTl6HnbQr1YVNUMJ2r6cBMKaU68sMplBDiduBufJt21+GL7rGinrb1qkxs2bJ15qrRKpNHG1iZ/LlBnasL8XWmamuGlPI6IcTbQHsp5YW1bJ7Ft/k2A3hESvl2recGXX7astbprBPt+tCWLVsno6ZQH54qCSEmArOllG7/z0o19JiRBh8iLKV8t6E2jSkp5UvAS6eTwZYtW7YatLyhgcsgpJQL0QRVklJep7BRb4TBLj9PhU5nnWj/PW3ZsvWL0CmsD0+hPsc3MHXU/7NKkgYeItzgzpUtW7Zs2TrlJ9L/IiV863Cm4Atq0Zxa+3allJecDi5btmzZsnX61BTrQymlYfVzY8juXNmyZctWMGpISNlfZujZYPQcvj0+C/CdqfQLqSZt2bJly9Zp06+zPlTK7lzZsmXLVjBqmssgTlbTgUuklN+cbhBbtmzZsvULUROsDxsS4VZK+UJDnm13rmzZsmUrCDXFZRCNoHxgz+mGsGXLli1bvxw10fqwvmcPSnzRd+stu3NlIek9giz5EDzbwNECET4N4dKfV1FlW7EGWfopmLkIV0+ImIYwEgLbyQoo/RpZvhCEgQgdCWGjECLwHjrpzUKWfBQk72o/bx7C1cvPG99AXgcibCSEjvzF8pZ7PHy1YxsL9u2tCh0/Ki0dR33CjNfgbenn1Z9XcbK8Pv9+hSxf5PfvKAgd0QD/fgie7UHwrkKWfubn7Q0RU08D72UIV5cgeachjLh62Z60muBIXSPob8BfhRA3+A8ntnWGK99dxJzMpewsPECMK5IRLc+ha0z9Ispvyctk5r41HCsrpHNsCy5r35/m4YHDjHtMk9l7d/Dt3p1IJMPapjIhTX/4eqVySkr5aO1GNh7OIj4inCm9zqJP61b14z14hM9WbOJYfjGdU5oxdVCPeoXt9nhNFqzcwaJVu5BSMrhPKiMGdcHlDMybl1fCrFnr2LY9k7i4CMaM7km3bin14t255TDffraK7GOFpHZuydipA0lsFti/Xo+XH2ZvYNncjUhTMnBYN4ZM6IOrHmHR83KKmf3JT+zYfIi4hEhGTupH115t6sW7Y0cW38xeT/bxItI6NmfC+D4kag48rlRt/57XJ42LBnWul39zikr4ZNlGNh84QkJUOJPO7k6v9vULi74p8wgz123iaFEx3Vo04/K+PWkWFfhAXo9pMmvPdubu2wnA8LZpTOjYBZcRmDe7vJiZ+1azKdcXiv2Sdn3olaA977tKOwsPMDdrmT8Ue2tGJw8mIeRnigTaBOvDxj4uqroaHIq9Kas+oWelezMyZzrIEsDEFyDERMT8AxFxqfb5suh1ZNE//TZewAAjHpHwEcLZVm0nS5E514F7LSf2h5sQOgwR9xJCqAs8H+/VIEtr8T6GiNDvLZdFryGLnqrFm4BI+LAevNeCe10t3uGIuBcD8G7y+7cWb+xjiPBAvK8ii56uxivASAzIW+p2c/X/ZrI2K9NHKwSmlIxITeNfYydqO1jSvdHPW1aL93FE+OQAvP9GFj1TZQPUi1eaJcjc6yz8e5Hfv+oCWro3IHOuseB9AhE+KQDvK8iiZy14P0I41ZWnj/dacK+vxTsCEfdCkLxPIsIvDoI3ye9fNW9jhZ5N/cs/cNQz9Ky3rIw9j9wfdJq/FAkhwoH/AYOBfYC7+udSyr6nActWEKpPfXio9Ch3r3uOAncxEokDAy8mN3S4mEvb1D6zuqY+3beWv6z9EkMYeKWJgSDCGcI7519H17iWSjuPaXLzt/9jwcE9GEKABBPJgJateXfsFO1h8/tycrl8xkfklZZhSonDEHhNyb3DL+DGc/ppeT9bvomHPvoOw29jCEFEqIs3b59KlxT1GY4ej5e7n/mCZev3+ngBU0p6d07h+f83hVBNh+XgwRzu+L93KSgoQ0qJwyHweiW/uW0YU6cO1PLO/nQVzz/8OQ7DwOs1MQxBWEQIT711E6md1Z0Hj9vLQze/wapF2zD8B/KapqT7wFT+/s6thISq/Xtw7zHuuu51CvNLkabE4fClfcvdY7hk+mAt79ez1vHMM3OqfkfDEISHh/Dcs1eRlhbIv5+zbP2+Gv7t06U1z917qda/e4/mcO0LH1FQUl4jP9w9aQjTh+iLqg/XbOCvs+fVyA+RISG8P30qXVqoz3B0m15umvMZizJq8p6T3Ia3x0whTHNO1p7C41y1+E0KKsowkTj87859PUZxTcdztLyzD//IS7s+qnpHDQThjjCe7P1/tI9UDy7Y9eGpUaNGxzgTJPMfqNaxAl8jXiIL/oo089R2ngP+jkqlDb5nmHnIgkf1iZa8729I+20q0y6fD2VfB+C9v1pHpTrvg0gzPwDv0xa8ucjCv+t5i9/zN6Rr886DslnqNKVU8+YH4t1vwSv9vP/Q4s5Yv5Z1WZknaP0DCt/t2c1XO7bXg7ey4V+bV10mSM8+f8fqhM0J3se0vJS8C+4N/v9U9+/3UKbe6qLn/QvSLAzA+2yQvO+Ae6MF73dQNjtI3j8H4N2r4M0JzNtYauIn0gepGUA/4D3gU+CLWpetM0iv7vqUQncJ0p+Bvf739M29X3CkLFtpl1tewkPrZyEBr/TZmEhKPBX8Za3+uJj/7dzCgoO+laemlJj+tFdlZfDeljrnM9fQw98uIN/fsQLwmr5/n5y3mEP56vI6t6iURz+Z5+P125hSUlLu5qGPvtemOefHrSxbv/cErz/t9TsO8dm89TpTXnxpLoWFvo4VgNfr+/ffr84n64i6PszPLeblv38JErxev39NSVlJBc89pIsoDfP+t4pVi7ZV2Zj+33fzT3uY9f5Sre2/HvuaogJfx8rH60v79afmcDRT3T7Kyyvh+efn1vgdTVNSWlrB08+o6wiAb5ZsYdn6fT6bav5dtz2Dz+dv0FjCPz5ZQGFpeZ388PQXi8nKVdcv2cUlPPztgjr5obiiggdn6/PDpzs2syijLu+KzIP8d5s+Pzyy/hsK3WVVeb7y3Xli41yyStX5N6+ikFd2z/TZcOJ9K/WW8eKOD7VpNpqaeH0ohPhUCHGvxf17hBAzG/o8u3NVTdKTAZ4tnGjoVVcFlC9UG5fPxfpYGi9ULEKaJep0S7/COrcZyFJN49RzEDxbg+Mt+1bNW74Q3YofWabh1TSm8R70La1T8i4KwGuVXb1QvgDd+Z1fbt9qTSsE3+xUd658vNsVvOUnwTsfKcuVpj7/WqUZyL8HwLMjSN45p4F3/ynkrVDbNpaaeGUSpMYBk6WUv5FS/k1K+VD163TD2Wo8lXrLWZ27FdPi/RQIlh5XNxQXZu3AbXrr3DeRbM7LJLNE3XH4avdWhEXdJIEvd21V2hWVV/Djnv14LVbjCCGYu22X0nbR5j14vHV/T1NKNh88QlaeuiH+3bJtCGHBK+G7pduUdsXF5axata+qc1OLmCVLdihtly/chsdjwWtKdmw6xPEj6ob4oq/WKnkXfblWzVtYxtrluzG91oXZ0nlblLZLl+6s6ojV5t22LZPjxzX+XboNC1ykhLka/xaUlrFi54GqzlENWyTzNqrzw7wdu/GY1vlh3aEsjhYWKW2/3LVVeUDhl7vUvPkVpSw/ttcy/0rg+8PqvL88e2NVR6wGL5JthfvIKVe/b42mpl8fXgBYjV7P9n/WINl7rmrIrf9Y08BEVqA+81NyYralIc81AU2aJ8NLAF7p1Xys4dWmeSp5PcqPy73WvjelpNzrCZCmRifNG9rA58pT5l+pzb9mgPyg8lMAXhmAV+P/gLy6962R1EQ38J6sDgJn5DIOWzXlsegcVUoAFaa67NR95vtc/Wy311s1U1ZbZYqyHHzLCXWvWblHw6v5DMDt0fB6vKi2V5S71c+16hxVSgioqFDbujWfAbg16borPGrecnWZ7NH4ICCvW18e6z73+df6M61/LTpzlRIIrW2F14tA3Qeo0OTDCq/X0k4CFZr2hseic1QpAdq2itv0aHk90q4P66EorBsdbqDBG9fsmavqcrQDIxnrRpuA0PPUtqHnYd2gM8DZA2FoNpmGDcP68GeBCB1SD14rCQjVrIEO0fH2RBiaTaahwfK2B0O11j4Q7/koeV29tLzDO6TisBj6EsCF7VM1vB3AaHEKeHsjDM2mWKV/CeDfDmCo1q4bWl4RquPtgzAi1OmGDkXNqxnwcabqeUPOVZrqefvi2xpk6xToLuBJIUT708xh6xQr2hVBWmRry1kkE0m/eHWQnHObp6lqUVIi4mgTqQ6Sc2HbVEtbhxBc1C5NaRcXHkbXFs0wLIxNKbkgrb3SdlDndmrehBhSEmLVtr06WM4EGYbgvL5q3tjYcNLSmlvamqZk4AB13dT33I6W94WAlq3jadFKHdRnwNCuCAsnGYbgnOFnKe1i4iLo0Kmlkrf/4HSlbf/+1nEDhIBWreJo2VLt33N7q/17vsa/8ZHhpCcnWc56mVJyXtf2StvzUttZdlQE0DYulpRYdVt7aNvUqr1WNXiFYLgm/yaERJAe09wyH5pIzm9h/TcH6BvfRcmbHJZEs9DAQalssRG4zOL+5YB6WlYhu3NVTUIYiJg/+/9X2Vj0Z/WIGxAOdQQf4eoJYRP83698PRyAgYj5f/p0I64HI5GaDVTD11gOn6rhdSBiHvCnV4s38kYtL66eEDa+pk0Vb51lpzXTjbxBwZsK4VOC5L0J4dBEdHL1hLBxtW76eaP1vDf17U9ieESNDpYhBGnxCUzt1j0A7581vJqIQ65eQfOKyBvBSKCOf51pEK4OqhKYV72JHFdvCB1b0wYH4DgJ3o714FXlh5sD8PaB0DEK3nu0vI2mpr8MIhi9BwwFdgshCoUQOdWv0w1nq3F1c9pkDCEwajUVhjYfQMdoddCYNpHxXJPm24Bf9Xb6y9/7eoyybHxW6squvWgfG1/jOw4haB4RxQ099EEp7h8xBEMYVWlVPmFSj650a6kOmtAmKY6rhvSpyWsIhBDcM/nCqsAPVpo8vBetW8TW+I7DECTFRXLZKH3QhN/+ZjiGIXA4aj5/5MjudOyoGtiDVm0SmXT1IB+v39RwGCAEt90zDkMTpGncleeS3DYRo1qahsMgsUUsF1+vHgwTQnDr3WMwDHHC1v/PiIv7aINopKTEc8kl/WryGr620u9+e5Fl56lSk4f3IqV5Tf8ahqBZfBTTRvXR8t49aQiGEDiMmvlh8sCz6NRKHZSifUI80/v3rmHjEL788MDIC7W8V3frTdvo2BrtDYcQtIyM5rru6vwghPC/G3Xz76Xt+tApVp0fUiKaMz75/Bo2vndWcEvapVreRlPTrw8fAf4ihJghhLjWf70DPOD/rEGyowVaSFb8hCx6DTybwWiJiLwawiYHzKBSeqHkv8jSj8DMBlc/RNStCJe6AV9l6z2CLH4dyr4DDAgfh4i8GWGoR3SseZMRkVc1gPcDZOnH1XhvQ7jUo1eWvMIBYWMbwLvSz7vFz3s1hE2qB6/H799K3v5+/wbmPVJUxKurV/Lt7l04DYNx6Z25td8AYusR3UaWr/D9rkHxVvo3x897W73CzktvVjX/OiFsHCLypvr5tw7vdAi7+GfmHe/nDTybLsuX+3m3gqMVImI6hE0MgneAPz/oeRsrOlLH/9ew6Ei7Hm/60ZGEENfqPpdSzvi5WGydnOpbH+4sPMDHB79ja/4e4kKiGZ08mDHJg3EI/dislJLPD6zngz0/kVVawFlxydzUaTD9k9oFZMstK+Xf61cya882vKZkTIdO3NZ7IM0jAoft3ng4i1eX/cSag4dJiozgsj49ubxWjLMsAAAgAElEQVRvj4DHbkgp+WLlFj5cso4j+UV0a9OCG4cPoG9q4LDo+YWlvPv1T8xbsR3TlAwdkM70CQNJjAsctnvbtkw++O8ytmw+RHx8JOMn9Gb8uN44HIF5v/tiDV99uILjRwpI79aKaTdeQPe+7QOmWZBbzMx/z2fxrHVIUzJ4TE+m3jaMhGaBy+vtmzL46I3FbF1/gPiEKMZOHcCYKQPqxTtnzga++GItx48X0qlzS668YhDduwcOM55fWMo7X61k3oodSCkZOrAT0ycMIDE2sH83Hcjije9Xsn5fJgnREUw7tydTBvXUdpgreT9Zv5kPVq/nSGERPZJbcMu5A+jXJnB+yCkr4dV1K/l6z3YkMKZDOrf1OptmEYF5N+Qc4rUdS1ifk0FSWCSXdejPtPb9tAMSAKY0+S5rBbMyfyCnPJ/06LZMbTOCbrGa1TnY9WF1CSHGAfcDvYFSYAPwkJRSswFc8Sy7c2XLlq1fkxq1MgmtZ2VS/susTGz9emXXh7Zs2bLrw1MjO6CFLVu2bAWjhixvOAPHsIQQYUBI9XtnakVpy5YtW7Y0+pXXh7Vld65s2bJlKwidAdGRGiwhRCTwBDANSLT4ivrEaFu2bNmydUaqqdeHQggTTbdPStmgus3uXNmyZctWMPp1jtQ9iS+gxW+Ad4HfASnArYA+co8tW7Zs2Toz1fTrw8m1/u8C+gDXAn9t6MPszpUtW7ZsBaGmPlIXpCYA10gpFwoh3gJ+kFLuEkLsB64C3j+9eLZs2bJl6+dWU68PpZRfWNz+RAixGV+I9jca8jw7FLstW7ZsBaOmH3o2GCUAe/w/F/j/D7CEIE6xt2XLli1bZ4DO3PpwOTC8oUZNYubKf2DlX4BhQEvgML7zVv4upbQ6UfmkJT27wL0NHC19IcrreU6AlF6oWOkPDd0D4Wxb/zTNfKhYDjggZJD+oNlG5V0BZi64eiKc6rNLTg1vsv/Q11PPm19WxrKMgziE4Nw2bYkMCQlsdNK8Hn9+CMa/eb7fFaffv5qDfE8Jby+EM3CY3Ebhde8Ez/YgeVeAmddg3pNW018GEYz2AB2AA8A2fHuvVuKb0co7jVy/Gp2O+jCr7Di7i/YR44qmW0x6wDDslTKlydqcAxwtK6RLTEs6RKvPFqqtInc5SzMPYEqTQS3bEVvPSGQA+3Pz2HTkCAnh4Qxs0zpgGPYqXlOydv8hjhQU0yW5GanNEwIb+VVcVsFP2w5imiYDurQhOqL+vIey8ti2O4u4mAh6d2sdMKx5dd5NmzI4fryQjh1b0Lat1TZIa5WUlLN29T5MU9Knb3uiohvAeziXHduziIuLoGfPNg3i3bA1g+O5xXTq0Jy2KQ3z78qtB5ASBnRp3SD/7j+ex5ZDR0iIiqB/h5T65wcpWZVxiKNFRXRr0ZzUhPrzFlaUszRzPxIY1LJtg/LvgeJstuQdJiE0kn6J7Rv0vm0t2E2uO58OkW1ICVefjdXoOgPrQyFEOHAHcKihtk2icwV0wTfLdiuwC+gOvA5EAn9qzISkWYzM/yOULzhx09EB4l9FONvrbd2bkbm/BTPTf0cgwy5GxD6KEPqGvCx+G1n4FOCvG0U4xDyECJ8UBG8qxP+7HrybkLm/s+D9O0K4AvC+hSx8uhbvw4jwiwPwFvl5F9bifRXh1J9/It0b/bxZ1Xgn+f2r531j7Wqe/HExbtMEIMLl4tGhI5jUpWtg3rw/QEW1Yw4caX7/BsM7GRH7SD38+6bfv26/aQTEPIIInxAk76sBO/rSvcHPeyQI3jeQhc/U4n0UET5eb2cWIfPuhIrF1Xg7+v0bDO8liNiHA/I2hpr6Mogg9RbQC1gEPA58JYS4Hd/69D+eTrBfkX62+tBtevjX7vdYfGxl1b2kkHju7XIbqVH6gaJ9Rcf5/cr32V+cXXXvwhadebzvVCKc+vrwk10b+cvy7yj1+MqTEMPB/QOGcl1X/SHCFV4v982ZyxdbtlbdaxUdzb8nX0y3FupDhAH2Hsvh9hlfsO/4iTGCoV1TefKKsUSE6MuTL3/czBMfzKeswuPjdTq4c+oFXDast57X7eGxl+fw3Q/bqu61bBbDY/dOIr2DnvfAwWweeOATDh3Krbo3eHA69983gfBwvX/nfLOeF5/7lvIyn39dIQ5u/c1wJl06QM9b4eGfT33DvHlbqu61aBHDo49cSlqaviG/PyObex//nIzME7wXDOzIg3eOIyw0sH8f/2A+5dX8+4dpFzBtaAD/ejw8MHMu36zfXnUvJT6GF6ZPpIvmEGGAXdnZ3PrZF+zPO5EfRnRM45nxYwl36Xk/3rmBB5d/R5nXxxvqcPDnAcOY3kV/qHS5181f1n3OnMMbq+61Co/jhYFX0immpdY2oySTx7b9m6yyY1X3zk7ozf+lX0eoo/4DycGqqdeHQohcanb7BBCN77yrqxr6vCaxLFBKOUdKeb2Ucq6Uco+U8kvgKeCSRk+r4BEor3VemPcAMvdG36yJys4sQeZcX62hByCh7Atk0Qv6NMsXIgv/QVVHBUCWIvPvRbo3Ku18vA9b8O6vB29x8LxlC5CFj1nw3oN0b6oH7+KaN+vNewOYR2vxfo4selGb5ry9u/n7DwurOlYAJW43d839hk1Hj2gsQRY8BBU/1OLdh8y9CSlNayP8nYac6y14/4csekmfZtkCZOHjVHVUAGQJMv9PSPcWpZ2P928nwXsDmMeq3/Xz/isA73xk4RMWvHfVg/evULGkFu/eBvi3Nu9nAXkbTWfuMgilpJTPSilf8P/8Pb6G/pVAHynl86cV7lein7M+/PDAV/xw7Kca93Iq8nh4ywuUe9WTZB7Ty23L3yGjJKfG/cVHdvDEplnaNNceO8zdS76p6lgBVJhe/rbiexYf2qu1ffaHH/myWscKIKuoiOtmfkqp262wAo/X5JY3/sfB7Pwa9xdt28vjXy7UprlxTyYPvz23qmMFUOHx8uR/F7Bs836t7esfLOH7Jdtr3DuaXcgfHp5Jebma1+s1ueeej8jMrDlZvGzZLl7+1zxtmls2H+Kpx7+u6lgBuCu8vPT8XFb/tEdjCW+8uZj582v699ixQu6+5yMtr8dr8sdHPiHzSE3eJat288JbCxRWPm3YfZiH3p5b1bECn3+f+GABK7bo/fvcnB+ZvWFHjXuZeYXc8uZnlLs9Citwe71cP/MzMvJr5od5u/fw9wULtWmuPprBPT/OrupYAZR7vfxl+Xf8eHif1vaFbd8z93DNNlRWaT63LJtBuVfjX9PLw1te5GhZdo37K3PW8/a+T7RpNpqafn34h1rXHcB4oK2/jG2QmkTnSqFYIEf3BSFEqBAipvLC1wtVSpr5UPYFULtR5wXvQaj4UW1cPgdknoWthJIPfMuXVOkWv4t1BGMDWfyBhjcPyr7U8C5V85Z9CzJfwfu+nrfkXayzjoEsCcT7lYL3AFQs0/DO1vC+p+2YzVi31vJ0c0MI3t+4XsObq+HdXw/egqB4ZckMgvNvDpR9reDdF4D3Gw3vOyfB+98AvLM0vMs1vLNAFip439V2zBpNp7gyEUL8TgixTwhRJoRYIYQYqPnuQiGEtLhmVfvO2xafzwmCa7gQ4h9CiP/gi6I0HrhTCPFmw39LW42kRq8PPaaXOVmLkbUyr4mk0FPMsuy1Sttlx3ZzuDQPr6xr+1XGegrcpUrb97ZZl9cOIXhr6yqlXYXXy/vr1td51UwpySkt5dsdO5W2P+7cx+G8grq8UvLF2i0UlpUrbWcuXI9hWNQvhuCj+Wofud1e/vftemTtNE1JXkEpi1aoeVeu3MPRowWYZl3buXM3Ulys5v3yf6twOKx5P/9U498KD19+udaaN6+EJUt2KCxh+Zq9HDleiNeC95v5myguUfN+vGA9Dgv/OgzBR/PXqXk9Hj5asaEur5RkF5Xw/eZdSttFe/eRWVhomR8+3biZogr1wMI729biUOTft7euUdqVe93M3LcK0+J9y6koZn7WNoUlrMnbRHZFHmat+lAimX90GaXeMqVto6mJd66klG/jW/Y+ErgNmC+lnAOMF0Kc19DnNcnOlRCiI/B74NUAX70PyK92ZWi/bR4D1I1IvOpll9KTgXKVpSzyXcrn7lek6wXzoMbuJHi9B9HzFmuee4C6jVqo6tQp7Y6i51X/eaT3EMHy7s/Pw5R132avlBzI12wT8R7F+ves/DxY3kKQJZrnnox/dby6/BCIV90YwhMs7xGFXeXnwfIW6P3bSKpcBlHfq0HPFuIy4BngIaAvsB74VgihWit0CZBc7eqO72WbWet7c2p974oGcv0VmItvg28SEF/rsvUz61TVh8XeEspM60avA4Nj5dmWnwEcKslFtWvSI02yy9T14f7C3DqNWvCX14Xq8rqwrJwSxeyUwxAcKlCfb52RU6Dm9ZocL1TXLxlH8+t0GsDXcTh4NN/Cws9bXEaZYrbH4RBkHlXzZmblodqW6vGY5OSoeQ8fysXrteY9XG2JYW0VFZUpZ6ccDoOsLPXvmnk0X83rNcnJU5fXGcfyLP3rNSUHj6nTzC8po0wxO+UwBIdzNfkhP1+ZH9ymyfFiTXujQJ1/9xeq/ZvvLqXMVPhXGBwuUdseLctGKIg90ku+u1Bp21g6lfXhzyEhxKXAt0AJvhDsof6PYoH7G/q809q5EkI8rhhtrX51qWWTgq+BMFNK+XqAJB7D55jKS7/b3WgJaNamOtPUv4uzI6CY7RHxIDSDhM7OWM9cOcCZrrZzJHNKeI2EALydCI63FcHzpqHmTQQRpbTtkpSkHEnqlJik5nGkcOp4NcE/gvZvCr6tL6rnBsub5NtDpZIr2Px7KnnrH1wlaJ3akbo/Aq9LKd+SUm7BN5JWAtxgiSJljpQyq/ICRvi/X7tzVV79e1JKdY1trduA66SUZ0spJ0kpJ1e/GvgsW9X0S6sPo5yRRDmt3yMvJq3D1XtAUqObKbN8qOGkRXiM0rZzfDNled05Tr1PJjY8jLgw66ABXlOSpglGkNY8Qckb5nLSIlZdH3ZMSVTOrHRsra5fYqLDiY5S8Hol7Vuredu3S8Ki/Q5AaKiTpCR1fdghtbllAAqHw6BDqtq/MTHhRCuCXni9Jm3bqYNptG+dqOQNC3XSLFHN2zElSe3fFHWacZHhxISFWn7mNaU2WEnHxERlfgh3OmkRpeb15V8L/wpBl3i1f+NDIol2KvwrTVI1wWBaR7SsM8NcqVAjhHhXrNK20dTEZ66APwO3SSlvpsYeB37EN8DZIJ3umaunga4BrqpFwEKIVsACYClwS6CHSynLpZQFlReg7b4LIwoiroI6IwAOcHYDl2azZ9hFYLTCqpEpom5GCPXhziLyBuqO4AtAICKuDsB7pYL3LHD11/COUPNG3ozQRKdR8xqICPW+Px/vFQre7gF4R4KRrOC9Sct7Y5/+dWauBAJDCKb3VG+I9fFeruDtAS7N5motbyD/3khw/o2GcB2vpnwIG+UfXGjM/OBARFyp4Y1R87p6gquPhnc0GC0UvLfUO9rgySjIkbro6kuzhBB1an/hi37TD/i+8p70rXP8HhhUT7wbgQ+lrDOle6EQ4qgQYrsQ4hUhRP3Di/kUgq/8tdX4+kXVhw5hMKnViDr3DQyahybSP6Gn0rZ/Yns6x7Ss08gUwBUdzibCad3oBbi2S1+ExTi8KSU3nqWug52GwU0D69YhDiFoHRvD8I7qwZqBqW3o1LJuI14AV57bWxvQwhe0QtSZmZESrr5IXeY6HQZXTLTgNQStWsQyuL+at3fvdqR2aFZneZ8QMHlyf21Ai0mX9q/6bnWZpuTSy85W8zodTJ1ad2WywyFITo5j0Dkdlbb9erQlta2FfwVMGdtXG9DismF9UPn3qhHqOtjlcHDt+XU/dxiCNgmxDOmSqrQ9t11bOiUl1unkC+Dafn21AS18QVdkjfwr/Ly6/OsyHFyTdm5dXmHQNjKB85t3Utr2jO1Cm/BkDIsm/bjkoT9rQIumOnMFdAYWW9zPB+Ia+rDT2rmSUh6TUm4LcFVA1QjdQmA1cL08RZsqRPSfIPxKaiw5CjkbEf+6tsEmRAgi4R1wda92NwQifwsRloPNJ2xD+iFin/XNaFTKaOlLUzN67+O9G8KvqMV7TpC8oRD5O4i4PgBvf0TsM74Zrhq8r50E72v14H0XXGdZ8Or9OzClNc+PHkdCeHjVveToKN6YeAmp8frQqiL6HgveQfXgDdXwBvLvAETs074Zz0oZyf780EFvG3Ovv8MSJK+zNu/tEHFdAN6BCt7XGsBbrZMUci4i7tV68L7nG/SoUhgi6vcQca02zUZTcCN1GdRcmnWfxZOT8DmkdrSVI/hCb2vl35vVHfhPrY/mANfgW9J3LzAEmC10Iz919R98ASxsNbJ+ifXhxSkXcUnKKFziRHnSMaodfzvr/3AZ6mDDhjB45ezp9E9sX3XPKQwub382v+9ykTbNTvHN+M/wS2kZcWK2KDEsgpcvvJh+zVO0trcMHMBvzhlIiONElu6Z3JL3LpuKy6HO5oYheO2GyQzocGIyz2kYXHlub+4YWbfBW11pKUk89/uLaRZ7YjYjISaCx28dR4+0ZK3t1ZPPZvolZxPiOsHWNT2Z5/82DadTz/vEE5fRs+eJiKpOp8Hkyf248Qb9cXMdUpvzyGNTSUw84d/4+EgefPgSunbT+/fKKwZxxRXn4KrG26VLK55+6vKAvM/8ZQq9ulXzr8Ngyti+3HSFfjtLeuuk/8/eecfHUZz//z17J92derFluffewcYGAzYugDFgeu8lyTcJ3+QXkm9o6RAILRACgYQUIKF3DAY3TDWuuBe5yZaLej+1K/P7Y0/SnbQzdzpLNib74bUvrNt7dt56NLszz8zOMzz6w/Pb+fcP35vHmIH6x+F3zjiJW2ZMjqwPfXvyj1svwalJH28IwT8vvZjJfSLrw/UnTuTHp+rrw8isHJ6ddTE5Sa282e5knjrjAsZ309eHW4aezk1DTiXBCOPN6MNfp96A09D4Vxj8YtRtjExr7X85hYNze87kin76jL2dpuN/5qoQsBohOJWwQa1YJdou9vsmKqwh2QdcT9jCndArMLFeJw2oqqqqIi1N/VoChJIZ+PeA0aPDe+dI/15znyDnUHM2IVY76QPfVhBOcI7UzhZ0De8wc7bmqPCWg3/vUeX1BQJsLSnGYRiM6p5juWj6m8Tb6t8EcI44iv7dY+4bdSx4HbkIh76BP1Le6upq0tPTAdJDI/gdUvNzZOT3f48jxr1LAo0NbHvqLjBfxQqfMWiUUkYsbAnNSBwETpFSrgj7/EFgupRSPbxsfu8Z4GQppXpqwfzeIGA3MFtKqUwxJoR4NOxHA/MZvDF0RCwSkFLa6di7WMeiPfT66ymoO0RaQiq9PPoU4W11oK6CkoZqBqZ0JyMx9r3vAsEgW8uLCSIZndUDZ4x7EwHUNDays7SMrCQPAzI7thTwQHkVxdW1DOqeRUayJ7pBGG9eQQnBoGR4vxxt572tar2N7C0oJSMtib69OsZ7+HAlZWW19OuXTVpaB3gDQXbvKiIYlAwdmovD2QHe2gby95WSkZ5EH83ri1Y6VFRJaYWXAb2zSEs9Ov6trm9gd3E5WclJ9O/WsUmI/ZWVlNR6GZydRYanY7zx1t9qXz17akrIciXTL7ljLxcUNpRS2VRFb08uqQnRX48/xu1hh8sUQtyB+Yrz41LKH3eUV3PdO4FrMF+9XwycA/QH/gj8TkqpT0vd9nrHSXB1A+b+Ku0kpYy5h9yRxsSWLVvfTnVWYzKqg43J1hgbk9BrgXXAJVLKt8M+fw7IkFIqN5MTQiRjbir7y1hSowshSoB7pJTKZAhCiI+jXSckKaWcGeN3bcUpuz20ZctWZ+mb3h62KWsy8CpQDXzcycGVwExccSfQPArUCDwspfxFR693XGwiHEqR+K9jjGHLli1brerI6w0dGMOSUjYJIdZivr73NoAwpwFnAfpN0uBSzCxH/45WjhCiD5ANHNZ9T0p5RgzYto6S7PbQli1b3zh1UXvYLCFECvAf4FbM5BOdKmnONN0nhHgI8/XAFGCrlLpU32od64QWtmzZsnVcqosX8D4K3CqEuF4IMRL4C5BMaMZCCPG8EOJ+C7ubgbellBF5soUQKUKIh4QQU4UQA4QQs4B3gF2Y6Wdt2bJly5atuHQUElo8Cbwf2ry+yySlbJJSbpVSroo3sILjZObKli1btr5x6sKROinlK0KI7sBvMZNYrAfOllI2J7noR5sUjUKI4ZiLb8+0uGQAGIe5RicD89XBRcAv2q75smXLli1btjqk+NrD1DaJq9qtQQYQQlyBmQ5dk7L7myU7uLJly5ateNWFS1allH9G8RqglHKGxWc7aJ/XvvlcPXBWZ/LZsmXLli1bLep4e9h2I/PfAL8O/0AI0Rd4HJgjpWyIF+1oyw6uNJJSxr1fTry2zQlG4rW1eaPbgc3bVbbHG++RqCOvN3xD9/WwZStm2c+T2OzA5u0qW5u3623jVZztYbvsuRZfPxHIAdaF/U4O4HQhxA8Bl5QyYGF3TGUHVxaS9QuQtU9BYBfSyDY38k3+DkKoN44DkLIeWftnqHsVZDXSORqR+r8I14zoZfp3IWsegcblgAPpPhORentMaanb814Lybd2gPcVkDVI55gQ7/QYeR+Gxk9CvGchUn9yBLzfQQh9dTR5nwj5t2O8eWWlPPzl53ycvweHYXD2kKH87JTT6J0aPUuWrH8PWfuXEG+3MP9G4Q3WIb1/bsP7I4RLvw8JgPTtRNY+Eubfs0P+7RUj71MQ2N1x3tonoP61EO/YEO9pMfDmIWsfbcN7O8Kh39fD5H035N94eV8FWdsh3k5RFy/gtWXrm6ANlRt46+Bb7KvbR7IjmendpzO/93wSDf3GpP5ggOf2fswbBSuoaPIyMLkHNw2eyezc8VHLPFBbyYMblvPRgR1IKZnZewg/Gz+DwWndotou3bubx1Z9yZaSYtJcbq4aPY7/PWkqbqe+PfQFAjzzxWpeXL2esrp6hnbP5vunTeGc0cOj85ZV8fgHn7N04y6khNNHDeRH805lUI/oaco/3bCHZ95dwY79xaQlu7nw9LHceu5U3In655/PH+C5d1byxpINVFTXMahPN26+aCqzpkTnPVRcxV9e/IxPV+0kKGHaCYP4n6tPo3+v6LyfrdvN3974kp35xaSmuLlw5jhuuvBkXDHw/vODVby6fAMVNfUM7p3NredOZc4k9ea4zSooq+RP73/B0k2mf6ePNv07MCc677K83TzxyQq2FZaQ5nFzxQlj+cHpU3E59bxNgQBPrVnJC5vXU15fz/Dsbvzv5JM5Z0h03v21FTy0fjmLDuYhpWRW76H8bPwMBqVFT6v+WfFWnt29hJ01h0hLSOKCPlO4cdBMXA59/fUH/Sw4vIBlxcuo8dfQx9OH+b3mMymr/UbVXaL42sOaGLIFLgXGtvnsn8B24A/fxMAKjpNU7J2lWFLPyrpXkdX3ENpTu9kS3OdhZDysvLaUEllxAzStpHUphBlli4wnEW71xonSvx9ZdgHIelq3LHGAkYXo9h7CUD9AZN0ryOpfWPCej5HxUBTe66FpVRivAUhExlMI96wu4n0ZWf1LC975GBkPxsn7F4RbnQF6X2Ul5770Ag1+H4FQfXcIQbYniQ+uvo4sj3rvFVn3ErL6Vxa8F2Bk/EHDG0SWXw++1Ra8TyPc6gRs0r8v5N8GIv2bHfKveh8UWfcisvrXFrwXYmQ8EIX3OvCtiYM3P8TbGAfvf5DVv4mT91rwre0wb2elnh17y+9xJMaYerapgU3Pxrevhy1bXaFY2sO1FWv5864/IxDI0P0pEIxKG8Xtw27Xjo7/cuNLLCncGGZn3uF3jb6Y83qrl06UNng5Z+GzVDTWRTyvk5yJvH/2zfRJUe9T9OHunfzPwncxhCAYsjWEYFqffjx3/sVa3p+8+QEfbNkR/hRCAr8/70wunjBaaVda4+Xih/5NVV09gWCI1xAkJSby2k+vpndWutJ26dqd/N/TCxBCtMxyGEIwZVQ/nvjRhVree55YwNKVO2juwgkBUsI93zmLc6ePUdqVVXq59qfPUVPb0MJrGIIkdyLPPXQdPburBxyXrczjrj+91473pLH9+eP/XaTlveOZ91myNq8d769uOJPzp2n8W+3l4odfoKquIcK/ya5EXrv9GnplqXkXbs3jx2+831JWM++pg/vz1ysu0PJ+f+G7fLh7Z7v68PCss7l4pJq3uL6WcxY+S1VTfUT9TXa6eH/uzfROVteHJYUb+cXGFyPuNwPB1G7DeHjiDVreP+/6M+sq1kXcpxLJLQNvYVq3aUq747E9FEIsB9Z3Zir2zpadLTBMUvrM2SPzp/Az0PAu0r9Lbdy0EppWELnG3LyGrHkYXRArvf9oE6hg/jtYBnUvRuFt3t+zLe87UXi/Mo8I3mCMvH/X8L6k4W3S8L6N9O/W8K6Im/ev61ZHBFYAASkpra/jxU0bo/D+UcH7lrl5rY7XFx5oh/HWqoN0AOl9tk1ghfnvYCnUvRwn75vmZsZa3vDANZz3EUuTSN7wwKojvI9pePM1vF+2CVxj5+00yQ4etmwdR5JS8lrBa+a/wyqwRLKlegt5tXlK2901hSwu3NDGztRfdn6IP6gebH5h51rKwwIrMJ/Xdf4mnt2+Usv7hy8/RUBLYEXo358V7GP14YNK2x1FpbwfFliF8z6y7HP8waCVGQAvf76BSm9rYAUQCErqmpp4fvk6Le8Tb37e8u9w3hVb9rF+1yGl7a79JSz5qjWwMq9h/v8vr3yGP6DmfePD9VSHBVYAwaCkvqGJlxes0fI++fKnlrxfbcxnY56ad+eBEhavybPkffKtL7S8L36+nkpvQzv/ehubeOETvX8fWfq5GRSFlRuUkk935fP1AfUOFFtLi1kYFlhBa314cMVnBDT14fm8NTk59uwAACAASURBVFSGBVZg1l+vv5F/7Fil5f3LzoWhssL8i+TL0h1srtqvtN1ft5+1FWvb3acArx94naBU83aa7PYwQnZwFa7APpAV6vNN6gePOeLvsDghIbAHdMF505dEdkybFUQ2qW/GruPdDbLG4lzzdePk9e8DWam5rubB3qTj3QWajJlfFuyPeNC10ErJyoMFGt78ruH170QGNRk+m1YQn3/3gqzSXDde3rwj4F2ttvPvicK7VnkqOq9Xfd1O0lFIPWvL1jGTN+ClqLHI8pyBwY6aHUrbDZX5ynMVTV4O1Zcrz39VtC8iOGpWQEq+KNJct6Ge/KpKy36bQwhWHWq7dr5VawrUgVeZt44DFern1OpdBda8QclXO9Ud4sraegqKrdsXhyH4Ok/NtH77AevMNUBZVR2HS9S8a7fsJxi05l2zWc1bUV3PwWLr6xqGYP12tX/X5R1ENelSWuXlcJm6fxSvf8u8dRRUVlnWB0MI1uxX8646qPZvcZ2XgzVq3hWa+ruiaJ/SrryplkP11v05A8H6CvXg6I6aHQgFcaWvkrKmMstznamj2R5KKWd8k2etwA6uIiVS4j8vUmmTGTlMDhCa6VIjDeskXwYIzZqgqLypUc7peF0aWxWvQ89raHhamBSnjFTUwx1OLW+ay2VNKwRpuh3Fo/Fqzkfn1axXEKl0iX+1vCnEz9tF9cFQ1+8j8m9nyR6ps/UtVoJIwFB0ESSSJIf6depkp/71oCSn5nmd6Maw6IkLIF3z2pHHmYBD0YMPSklqorrMVJf+eZGsOZ/qcVnzCkjzqHndiQkYhpo3JUldZnKSS/tISfJoeJPdluUKYZ5T8rqclr8nmLMuyUlq/6Z4ErGIN1qU7I7Tv0ka3oQELW+KS1cf9P5NTlTzpiW6MSzaQ4EgPUHD60iwtAPzftPdUx6HJ2LWqt21jdhe1zsi2e1hhOzgKkzCkQsJJ9F+RFyASAKXel0P7rlYu9MB7rMRms6/8FyMdW0LIjzzo/BOVvAmg0u97kTPO1fPm6TiDcTAO0nNq1knY/IqOvDuuQhNZ/qSUWOsaaXkwhEjNbw9IeFEBW8K6BKVuM/R8J6j5VXXh2j+7QUJJ2h4p2t45ylOOMA9LwrvRXHy9oaEiQre1Ci852h4z42azKVTZDcmtr7FcjlcnJh5omWAZQiDyVnqdVOndh+Jx5HY7gnoEAYnZg2im0s96HLRwLGWI/8SuGTgOKWdJyGBswYNtQywHIahTUQwc9hgPAkJFryCqQP60j0lWWl7/uRR1rwSLjhplJrXlcAZE4bgsAh0HIbB7BPVvKefMBi3q31CBochmDy6H9npat5zpo+ynLmSEubNUK8lSnIncvokNe/Mk9S80ycMtkzQ4TAEU0b2IytNHahr/TtZ7d8UVyKzhg2yrA9Ow+DskUOVtnMGDsHtdFrWh9P69idbs0774oFjCVo88CWSiwa1zcvQqmSnm9O6j8Ih2t9vTuFgZg+17QkZJ1gmmDEwGJM2htSEKAOZnSG7PYyQHVy1kUj/PRjNGV2cmC5yIjIeQxjqG0o4chDp94e+b9CSiNHRF5F6t75Qz6Xgat6CxkFLZ9NzFbjUiTBM3vsVvH+MwtvD/F3b8faLgfcycDXvU+oM470aXOpEGGreBNO/wqPhzUWk3xf6vqMN713aMq8cM44zBw8xSzSMlofXteMmMGvg4Ci8D0BLgo4O8qZZ8fZHpOl5Sbo87O8e7t9r9QGzlvfxGHib60M47wBE2p1ReK8I+7u35Z0RJ+9jCM1sr3D0DPlXWPDeoeftJNmvBdr6tuvq/lfT3dUdAAcOjNB/Nw+8mfQE9cL8ZKeL3467EqdwYCBwhp65WYkp3DXqEm2ZZ/cZzpWDJ5plCqPF9py+I7l0kD7T4K9Pn0nfNJPLaRgYQuAQgodnnU33JHXAkeJK5NGL5rbYOA2zzO6pydx77hxtmXPGDeXiqWYCCYchcIRsz5owjAtOUgcrAD+7cga9uoV4HQaGITAMwW9uPEsbcCQnufjtD+a12DgdZpnZGcnceavVHuKtOmPqMM6baXbUHQ4DR8h29inDOUcTXAHcfv1MenZvz/vL751NVrqaN8Xj4ve3nmPaiFbebhkp3HOdvo9z5rhhXDSl2b9Gi3/nThzO+ZrgCuAXc2fSO8MM5Jv/toYQ/GH+2WQlq3nTXC4eP3Neu/qQk5zC78/Q+/ecfq311BlWf8/vP5qLBqgDJIDbR86nh9tM2OIQBgYChzD45djLyEhU198kZxLfHfRdHMKBQOAQZhucmZjJ9QOu15bZWbLbw0jZ2QItJIN10LAA6d+OMHqA5wKEo0dMZUh/gZlMIliBSBgfmrWK/oqSlBKavkI2fgzCiXCdiUicEFuZEby54JnfAd79ZrKOo8rrDfHuOELeCeA+K2beFQcKWLZ3D05DcNbgoUzsGT2tuTXvBQhHTgd430EGKzvMS9MKZOPykH/PQiRGT2F8/PK+h/TnIYyeId7ucfBOBPeZUXk7KzvS+Os6lh1pw/N2tkBb3xzF2h76gj5Wl69mr3cvqQmpnJJ9Ct1c0VOiAxQ3VPHh4a8paahiaGov5uSOx+OM7XmyrvQgiw7sIBhKZT0lp19Me/c0+v18sDuPDUWFZHk8XDR8FH3S1IFguIqqa3l741aKa72M6NGdeaOHk5QYfRZcSsmG/MMs3bSLoJTMGD2ISYP7xMbr87NkTR5b8ovITPUwb+rIloArmorLa1j42VZKKmsZ1j+HOVNH4HHHxrtpxyE+XW3ynnriYCaOipG3yc+ylXls3VNIZpqHuaeO1mYYDFdReQ3vf7WN0kovw/t158zJw/G4YuNdn3+IZZt2h/w7mEmDe8dcHxZuzWPzoSKykpOYP3ZkS8AVTYdra3hr+1aKvLWM7p7DeUNH4EmIjXdt6QEWHTBTsc/uM5STusdYfwM+lhZtZHv1QTITkzm75wn09Kgz7oarvKmcL0u/pNJXSb+kfkzJmoLLoVnigd0edpXs4MqWLVv/VeqsxmTCtfd1qDFZ/8LdcZdpy1Zny24PbdmyZbeHXSN7E2FbtmzZikcdeXf8v2cMy5YtW7Zs/bfJbg8jZAdXtmzZshWHOvLu+H/DO+a2bNmyZeu/U3Z7GCk7uLJly5ateGSP1NmyZcuWLVt2e9hGdnBly5YtW3HIHqmzZcuWLVu27PawrezgypYtW7bikT1SZ8uWLVu2bNntYRsdd8GVMHe3XQmMByZKKdd3dhkyWA51ryH928HIRSRdjHAOic3WtwVZ/yY0pzb3XIQwom/gJqUfGhaFUlk7EK4zwTUdYbGhXDvbQBnUvx7GewnCqd+/6ch5fSHeT44h7wTwXBgTry8Q4KPdO/k4fy+OUCr2MwYMUu7g3p73NaR/Rxy8m5H1b3WY1/TvRyH/JiBcczro3xCvoyfCcwnCOShO3osQRkrHed1nQuL0mFLPHhnvphBvZYd4O0P2SJ2tY62j0R7WB7ysKV9OQd1Okp1pTMo8g95JA2Oy3e89zKKilZQ1VjIopTdn9phKemL0519QBvmkKI9lh7cTlEFOzx3OrNwROI22G463V1VTA6/v2sSG0sNkuZO4dMhYRmfFttXHzrIyXtu6iUJvLaO65XDZ6DFkaTaMbeWVfJy3hyU7dhOUQWYMHcScEUNa9kfSqbq+gbfXbmVTQSFZyR4umDSakb1i2zpjd2EZb63cTHGVlxG9u3PhlDFkpqj3M2zhDUo+2byHZZt2IaVk+uhBnDFuSMv+U1reugbeWbWVzQWFZKUkMf+kUYzoHRvvrqJS3ly9heIaLyN7deeiSWPITI6BV0qW5e1h6Y5dSAkzhg5kdoz+rWpo4PVtW9hYVEh2UhKXjhzNyO6x8eZVlPDqrk0U1dUyOrsHlw8ZR6Y7Ft4gywvzWFa4DQlM7zGMWT1HWm4Q3FY1vjqWFH3FzpoCMhJTmN1jKoNSesfEW9hQwOryZVT7KujtGcjkrJkkO4/CBsLY7WFbHXep2IUQjwNDgbl0sDGJJfWs9OUhy68CWdtsBUhE+sMIz7na60vv88iaezE3NQ2F8UYOIvtlhEN9c0jZiKy4FZq+omUDVgLgmovIeBQh1A2K9O1All8dJ+9zyJr74uMtvwV8KyN53ecg0h/VBgDStx1Zfo0F7yMIz7w4eHuEeNV7VjX6/dz4zpt8dbCgZbf2gJScO3Q4j509TxtgSd+2EK83Dt5/IWt+32Fe0783g28Vkf6dZ5ar9a+K91GE55wovP9E1tzfhjc3xNtTw9sQ4l3dhvdcsx5qebciy69tz5vxR4R7bhTefyBrHugwb2elnj3xso6lnl376rc79ayto6+ubg/Lm4p5auc91PgrTRsEQYJc0PtmTul2tvb6Hxet5pEd/0YgkKGh6mSnhwfH/4j+yer7MyCD/GzNayw+vDXUGZUEpGRqt0E8OeVqEh3qMeGCmkouXvhvSuq9CARCmM/6306Zw3UjTtDyvr19K7cvWoghhPk0kZJ0t5uXL76cYdnqfb0CwSA/euN9Fm/fFdG+nDKwH89ceQGJDnX7XVBWybVPv0ppjRchQrxByT3zZ3Llyfp9At9bvZV7XvrI5JUgkaR53PzrtssYnJuttPMHgvzsnwtYtnE3DiPEG5ScPLwfT3z3AhKcat4DpZVc96dXKKuta/VvUHL3JTO5fJqe9911W7nrtUjedI+b5793GYNzNLzBID9+fQGLd+yO8O+pg/rzlyvma/27r7KSy15/mdK6kH8xA7XfnjGbq8fqed/YvZmffv5+GC9kuNy8dvZVDMlQ1wd/MMDta15lWeH2lmAqIINM6z6EJ6ZcSYKhrr+H60v42frHqPTVIgAhBAEZ5IdDLmdur2la3jXly3mt4KmI+83jSOH7Q35Hjlvdn7Pbw65R9DD6GyQhxFzgTOCnXVWGrLor1PEPho4AEERW3YkM1qjtAgdDHX9abEBCsBRZfZ/SDoC6F6FpZZhtwPxn40JoWNg1vP4DoY5/PLz/CXX82/A2fHAEvHcgg7VqO3+BgrcEWf17pR3ACxvXs/JggWkpzYYaYMHOHSzcmRcDr9eC984ovPtDgUrHean7dyhQabZt9u/70PhRFN47LXhlDP7dHwpU2vIWI6vvV9q18q6x4F0AjYti4K1rz1sZC+8fFLwPKO06W/Zu9LaOlY5Ge/jOgX9Q669Chv4LEjQ/P/gPKptKlXY1vjoez3upxabZvs7fwJ/yXtKW+cGBTSw+vBUwO6XNz+uVpXt4bd8anSm/WrmEsoY6JBCk9Vn/61VLOORV9+GqGhq4Y+kiJGYbEZRm97SmsZG7li7Wlvne5u0s3r4rxNta5oq9+3l13Sat7e/f/Zhyb4hXSgJB2fJ5YZW6/a7yNvCbV5cgpRncBKVESqipb+Q3ry7Rlrlw7XaWbdxt8gZby/xqx37e+DIK75sfU+GtR8pI3vvf+JiiSvXzutJbzy/fWGzJ++s39bzvbdrG4h0h3jD/fr5nH699vVlr+6vlSymvD/Nv6O/66+VLKapV81Y01HPHlx+21odQ/a1uauDOFfo2eMGBjSwr3B7iDRKQ5j3zRcku3ty3Tmv71K7XqPJ5Q/eNbLF9atdrlDdWKe28/mreOPB0u/utPuDljQPPaMvsTNntYauOm+BKCNED+BtwLVAXo41LCJHWfADa+VEZOAT+jRBqQCLVCI3L1MYNH2KOurdVABqXImW9utz6d7F+CdVANryv4T0I/k0a3o/VvI0faXiXIWVDnLwL1Hb+A+Df3AW8S5CyUWn61vat1rRC8F7edg1vAfi3KHgboHG5mrchfl5Z/w5K/9br/Lsf/FsteGUMvLr6uxgpm+Lk1dRf/37wb6MlGIvgrYfGTzW8CzW8i7S8nSYpO3bYstVJOhrtYVOgge0161oCqrbaWPWV0nZV+WZ80t/u8yBBttfkU9pYobT94OAmDMt72+y4quT1NfHxwd0tne9wSQkL9+1Q2i7Zu5umQNvnkNmxXld4iMJadaCzYPMODMXLD+9s3KbmbWzisx35LQFKBC+SxZt2Km2Xb9lNk789b1BK1u89RHGVOnD4YM125dsaC9aoeWsbGvlim5p3yUY178fb9uALtK9HASlZl3+Ikmo173ubrXkF8K7Gv9WNjXy2P9+yPgSl5MPd6oHVxQU78QWt68Pq4gMU12v8e3AjwqL+CvT1t9Zfx7qK7Zb3m0TyRekGpe2WqtUEZHteSZC93m3U+CqVtp0muz2M0HERXAlz4ca/gKellPqhq0jdCVSFHQe039YEFFHPywasO3sAEiwamtbTqrYxqDkXhSfaeVmPmjd4BLzqIBK6ktenNK33W58LSkmd4pwpdQBkMmkC0CPgjdu/moAt2nk9byAKr4qp6+qv1N5vAX397STFOkr33zRaZ6vrdbTaQ7/0tbxeZEGBP6gewGgM6Ac3GoPq50lDwEfQolwJNGiu2xQIKGkNAQ0B9TOh3udTPk0AGvxq2wafD4t4wxwi8ql/zya/mlcgtGXWN+mfb40+Ha+foFUACjRorhuNV1dmVP/Gyav1r6Y+CBHFv349b6OuPgSs7xsJ1AfUvL6g+poCaNLcM75gE+r2EHxHYbDRbg8jdUyDKyHEA0IIGeUYAdyGOcoW5f2kdrofSA87+mi/7egPhmqho4DEk9W2iafQfgQ+ZOccqU9i4JpO61qVSFuReKrazjEgCu9Uta2S1wDnKH1SANcMlLyuaLzdFSePhHe0lnfGgEEt72q3KZHT+vWPwqt6t1rPK1w63jFH4F/Ne9fOgVF4pyhN9bxjEUayulxd/dXyDgJD9a69AFe8vOMQRvRF6Ecs2cHDli2NvmntoceRQq67H1adNkmQIaljlbbjM4cpz3VLzCDXrV6zMi1nsOXMlUMITs0ZqrTLcLkZntHNej5bSk7tOUBpe0rffspbtGdKKv3SM5S2pw4eYDmz4hCC04eoy8xIcjOkRzZWk0hBKTl5SD+l7dRh6nO5man0zkpXnj9lRH9LXkMIpo1U82YmexjUI0vJq2M6eYjav70yUumdqeZV+deI4t9sj4chmVmW9SEoJdP6qtv+ab0GWPIKoE9yOr1TNP7tPsSy/hpCcGqOOjFaRkIqfTw9LGe9gkgmaO4p81609nBmQncyEtT3W6fJbg8jdKxnrh4BRkY59gAzgZOBRiGEH9gVsl8jhHhOdXEpZaOUsrr5ANRz+4AQDkTqnZi3ULNrQhXdczXCqX54kDABXGcR2RA5AIFI/bmuWETyTWCkE9lBdYCjLyRdEYX3DgXvNVF4J4JrTufzei7X8DpD/kXB21fDe0LcvLdOnES62x0RYDmEoF96BpePHhcfb9K1CKemb5JwIrhmK3j/T8srkm8BkUZ7//aLwb93KHivi8I7CVyzOpm3P3gui5P3em1SFZN3pgWvgUjT83aWRKBjR4evL8QPhBD5QogGIcRKIcRJmu/eYNERb2jzHSGE+K0Q4rAQol4IsUQIoe6t2jra+oa1h4Jze12HQGC06SqMSz+Zvh51R7G3J4d5PSMH2po7nLcMvlCbNe3S/pPpmZTe5nltkJGYxHWDT9Hy3j1pJkKICFsBnDtgBOO7qZNoDMrM4qpQgoNmSyOUAOHu02Zokx5deeI4eqaltmtfMpM83DBFnURDCMHP5p1u+rcN79xxwxjTJ1dpOyAnk0tPHmvJ+7P50zFU7ykCl506nh6ZqS3JLAAchiAr1cO1Z+h5fzp/OgIRYSuAuROHM6qvOiPjwO5ZXHqSNe//navnvWrSeHLTUtr5Nzs5ieuj+Pfu02ZY1ofzh41gTI6ad0h6NlcObV8fAO6ZPFNbH64YeBI9PGnt6m92YjLXDFIP0AshuHXwhWZZRPLOyDmRwSnq/lEPdx9OypoVeT0MBILzel+PEUOWwiNVV7eHx5uOi2yBQoh+QHg6o17AR8AlwEoppf51v9brRM2OBCAbP0fWPmOuXzF6IJKvAc8VUdNgS+mDuueQda9AsBwSJiJSvo9I1GcpAnO9l6x9ChoWg3CYmfdSvo8wsqLbNn4W4t0GjlxE0jXguTwO3hNCvBNj4D0Y4l0Cwhni/Z8j4L0iatpuKX3g/Rey/tUO8x6sruaJVStYsnc3DmEwb9hwfjBpCtlJ0Wc4ZOOnyNq/hvFeG/JvrLyvQLACEk4M8U6IXqb/gOnfxqVx+PfTkH+3d5C3Kcy/R8o7D5HyvRh5Pwn5Nx7ef4Z4KyFxEiL5+4hEfRaozsqOdNL8e3EmxJYdye9rYNU798RcphDicuB54HuYqbZ/DFwKDJdSFlt8/wbgcWB42MdSSlkU9p2fY74adj2wF/gdMBYYJXWLLG19o3S028N873aWFr3BPm8eyc40pmbP4dTu83BostiCmY76g8NfsODQp5Q3VjMopTeX9zuTiZkjorKVNdby17xP+ejQZoJSMqvnSL47bDq5HvWMQbPWFB/giQ1f8nXpIbLdSVw1bAI3jpwUNW13UEr+s2kDL2z8muJaL6Nycvj+pCmcqnu7IaTSWi9Pf76KhVvzCEjJmSOG8D+nTqFnevQ02GvzD/LXZSvZsL+QrBQPl500jmumTYyaFj0YlLz65QZe/nwDJdVeRvbO4ZbZk5k6PDpvWbWXvy5axaKv85BSMmv8EL5z5hR6ZEbnXbfnIH9bvJKN+0zeS04ex9Wnx8b70lcbeOWrDRRXexnVO4fvnHESUzUzdM0qCfOvlJI5I4bw/dOmkJsWnXfVwQM8uforNhQWkpWUxFVjxnHDhBNiqg8vbF/HCzu+pri+ljFZufxg3FSmaWZAm1XaUMMzeZ+y6NAWAGb1HMl3hp0eU/3dXLWbV/Z/xI7qfWQkpjK35zTO7316DPdbgBWli1hR9pGZij1pELNyLtLOMMPx0R4ejzougqu2EkIMwOwcdHrqWVu2bH271WmNyfm/61hj8u4vYi5TCLESWC2l/GHoZwMoAJ6QUrZLhxgKrh6TUlq+vxRap3MIeERK+XDos3SgCLhBSvlyTL+IrW+c7PbQli1b8ep4aA+PRx3r1wJt2bJl67hUnAt4U8MztoU2gY28rhCJwIlAS45iKWUw9LNm4ScpQoh9QogCIcQ7QojRYecGArltrlmFOSumu6YtW7Zs2bKllZ3QIlLHZXAlpcyXUoqu2I3eli1btmJSfAt4DxCZse1O2qsb5gKyojafF2EGSFbaAdwEzAeuwXy2fymEaF5o12zXkWvaOg5kt4e2bNk65rITWkRIvVW0LVu2bNlSqiMjcGHf60NkIoEo+fNjk5RyBbCipTwhvgS2Ad8FftEZZdiyZcuWLVtWirM9/NbKDq5s2bJlKx51ZDPE1u/VxPCOeSlmnvm26ax6AIWxFSd9QoivgeaUbs12PYDDba5pz3jYsmXLlq34FV97+K3VcflaoC1btmwda3XVO+ZSyiZgLdCSWzeU0GIWYbNTWjYhHJiZAJsDqb2YAVb4NdOAKbFe05YtW7Zs2bKSveYqUvbMlULSXwD+PHD0MDepjZIWusVOBsG3IZTKehTCEftyBhmsBd9awAGJk7FY667h3Q/+nXHyrjdTWcfN6zTTYMfFm2tuWhwX72iEQ71XRVvVNjWx5tBBHIbgpF59cDljr/7Hgvd48++x4/0aglWQMAbhUG2q3QXqyLvjHW9MHgWeE0KsAVZhpmJPBv4JIIR4Hjgopbwz9PMvga8w9zzKAH4G9AeeBTMnuxDiMeAeIcROWlOxHwLe7jCdrf8q1fhKKGnYhceZTq57ZAfuT8m+unwqfZX09vShu0u1iXx7NQZ8bKzcQxDJ2PSBJDljf54U1lezrfIwGYlJTMjq0yHeTWWFFNXVMiIrh76azWLbqsHvY9Whg0gpmdSzN8mJiTHbHq6pYWtRMVlJHib07Nkh3s2Hiyiu9TI8pxt9MjrA6/OzZv9BglIyqV9vkhITYrYtrK5hS2Ex2clJjO+V2zH/FhZR7PUyons3+qTH59/JvfqQlBA77yFvNVvKisj2JDGxW6+O+bfyECUNtQxP70HvJPVm0m3VGPCxoXIPEsm4jIF4HLHX3/KmMvbX7SfNmcbA5EEd4i1q2EGdv5xu7sGkJcTefh+xurY9PO5kB1dtJGUDsvLn0Liw9UPnSMh4Ur8JKyB9O5CVP4TAvtAnBtJzGSLtlwihd7WsexlZfT9Qb34gUiH9XoR7bhTeemTlHXHybkdW3taG93JE2i9i4H0JWf1AG977EO6zY+D9OTR+GMY7CjKf1G8a28L7QwjsD+O9ApF2T1Tef29cz/2ff0K93w9AmsvF/bPOZO4Q9a7nrbz/B40fxcG7LeTftry/QETZs0LW/QdZ/QcgtP2QSAv596w4eEdD5p+7ltf7b2TNgx3nDdYhq35uwfskwtErCu/WEG9BGO+Vofqg5+0MdeU75lLKV4QQ3YHfYiacWA+cHbZvVT8gGGaSCfwt9N0KzJmvU6SUW8O+8yBmgPZXzADs89A17T2ubFkqKAN8XPg4W6oWIkM9ooyE3szr82u6uQZqbUsaS3hy1584UF/Q8tnkzCncOPBmEg194LGsaD2PbHsdb8Csmm5HIj8cej7n9p6qtfMFA/xuwwe8nr+upf82ICWbP025jKFp+oGX/TWVfOfjN9leUQI0bz48kodOPQe3Q9++vJe3nbuXL6amqQmAJGcCvzhtBldoNqkH8AUC/HrJUl7duLmFd2BmJk9dcD5Du2XreSsq+f5r75FXUtrCO2/0cO4/98yoA4cLNm/nVx8spbbR5PUkJHD3WTO4dOKY6LwfLuP19WG8WZk8ecl5DOmu591XUcn3336XHaWtvOeOHMEDZ0fnfTdvG3cvX0Jts38TEvjVaWdw2Sj9Hk6+YIC7VyzitV0bW3gHpWXx1zMuZEhGNz1vbTm3rXyFndXFLbzz+ozh3hPm44pSH5YUruPR7W9QFzCX1Hocidw27ALO6aXcBx4Af9DPv/c9xxdlDjZ5mQAAIABJREFUn7fcb7nunnx/8G308ujbw8qmgyw48CvKmvJbPhueNovZubfjjHK/dYbsNVeRsl8LbCNZfW9kRw/An4esuMkcJVfZyXpkxQ1hHT2AINS/gqx9Ul9m4xfI6l/SEqgAyBpk5f9D+rYq7fS8N8fJ+7K5GayW93Nk9a8seH+M9G2LgXdRG94dyPIovME6ZPn1EDjYhvcl8P5FW+an+/L55fKlLYEVQHVjI7ctXMC2knb7sUaWW/U7aFxswXtLDLw3xMUrGz9FVv+GlkAFQv79EdK3PQrvbyx4tx8h79NReD9B1vxWwbtDb1v92zh5vcjyGy14XwTvM9oyO01B2bGjg5JS/llK2V9K6ZJSTpFSrgw7N0NKeUPYz/8v7Lu5Usp5Usqv21xPSil/GTrvllLOllLmHYkLbH27tbL0eTaHBVYAVb7DvLX///AH1blYgjLIH/Me4lD9wYjP11Ss4tWCl7Rl7qg+wO82/6clsAJoCDTx8PbXWVe+U2v75PZPIgIrgAJvOTd9/gKNAb/SLhAMct3iV9hZWdrymQTe37ede1cv05a5saiQHy16vyWwAqjz+7jz48WsOLBfYwmPf7EiIrAC2F9ZyXWvvk6jX89704tvsru0LIL3g615PLDkUz3voUJ++tbClsAKoN7n454Fi1mZX6CxhMc/XRERWIEZ5F3/4hs0aXj9wSA3vPYGu8oied/fvoMHlut51xcd5seLPmgJrADqfD5+vmwRXx3U8z7y9WcRgRXAvpoKrl70irY++INBbvniBfbUlETwfnBgCw9tXqy0A9hWtZ/7trzUElgB1AeaeHDbq6yv2K21ffvQmxGBFUBxQxGP5j2IL+hT2gVlgLcKfk55U2R9y6texhclf9OW2Wnq4vbweJMdXIVJBquh/k0iB4QBAhDIhybN0oSGjyBYZmEroe55pFTfyNL7L8zMy20lkHUvRuF9S8G7NwrvhxAs1/AGuoC3SsO7B5q+UvM2fgiywvxuG17pfU7L+4+v1+KwmFYXwL83bdDwVkKDinc3NK20MjPVED+v6d+2t6bE9K+6Y2LyvqPhXaXhXajh/Zc+0LGsD7HwVmh4d0HT6hh429ffaLydJjv1rK1vsQLSz/qKt2hbeSVB6gIV7Kr5XGm7tXozxY3FBNvcnxLJZ6WfUR+oV1jCWwe+wLB4XhsYvFHwmdLOFwzw792r2t1qASkpbaxlySH1wN+nh/aSX1NJoM1C+6CUvLJzIzVN6kDy+U3rLXkdQvDPDeuUdk2BAC98/bUlb4nXy+Kdu5S2n+3Zx/7KKkveV9dvigic2uo/q9djGBa8huD5VV9bWLTy/mfNemveWi+L89SBw2d78ymosuZ9ZeOmiMCprZ7fuB5DtO+qOoTgX1H8+/z2dZa8RfW1LC5QB+qfFe3iQJ1FfUDyWv5avH4175sHPreuv8LgzQL1PeML+vi4eGlEYGWWGaTSV8mGSvXfJr92FdW+QqTF/bapcgG+oPp+6zTZ7WGE7OAqXMFiQB0Etb4+117Svx/lW5ayxjyU191L+04ttAR1Srsi9LzqUTM9b/U3kLcAPW+t0nZvZUW7hySYD9n8ygoNTxHWv2fzeU19COj8WwXSq7luPu2DBoju30KOCa8/X1HukfJq6oOWtxJknfq6nSRBBxbwdjmNLVudq8ZALU1B6/tI4KDKd0hpW9yofiMgIP1UNqmfuwfrSghYDI4ECbK/rsTCwlS1rwGv3zoIcgiDfd5ype3+mkrlPeoLBiiuV7cv+VXq9mWPpn2pbmjA22Q9G+EwBPsqK9W8FRreQJCSWvXzel95JQGLmYNAULK3TM1bVa/n3V+u4a1U8zYFApR61bz5lRWW9SEgJXsq1LyVjfXU+RW8QrCvWs1b4C1HKIibggFKG9T14UBdqXX9lUEKNPXX66+lUTEbbGBo7ynzXrTmDUgfXr+mn9NJstvDSNnBVbiMXECzSNKhfsdcOAehDBxEurkGRSXnEKxnghzgGKzh6SreDHMNlUrOocTH25P4eQeg501R2g7NyracuXIIweDMLA1PT7TLEp2DlKf0vJlaXhya+qApE0cvuo43WXPdruIdoDyl5TWyQCSpr9tZak49G+thy9ZxJLcjFZdh/ZySBMhMVK/pzXX3VJ5zCieZiZnK8/2Te+CwmKkwhMGAZPUC/fQED6kJ1kkDAjLIwBT1GptB6VnKwXSX4SA3Sd0eDsnMUrYvQzPV65DS3W5SXQreoGRglrptGpSt5k10OMhJVT+vB3fLwqGYudKtm8rwuElxWa/dCQQlA7PVf9OBWRr/Oh3kJKvbwyFZGv9maXhdHlITFLxSMihd7d+Bqd3azSC18BpOurvVvKr66xAG/ZPV6/5SnKm4DbfluSBBerjVycYyE/uimg5yChfJTk0/p7Nkt4cRsoOrMAkjBTyX094tDnAOg8QpamP3HDBysOpkiuSbtAvsRdKNtJ+pEKFzV2t4U8FzmYZXs3jSfSYY3RW8N0bhvYH2Mw4CEDHwXkr7cYtYeM/S8Or9e9PEE9uNLApACME14yZoeNNCvFb+HQ4JkzW8Z0fhVd96IvlG4vNvGnguUfCOgIRJUXi7KXhvPgLeqzS86eC5WME7MgrvXDVvkp63s2SnnrX1bZYhHEzMuqTd5wKDFGd3BqVMU9qOSB1JT3cvjDb3tkAwvfsZuB0epe2FfaYhLTpfQRnk0r6nK+2chsH1Q05u37oIQa47jVk9hyttp/UcwJD09oNwAsHVwyeSrOikA1w3bmLoJei2vJKbJpygtEtwOLjhxImWvD1TU5k9RD1QecrAfgzKzmzPK+CqE8drMxVeM3kC0mL2IBiUXHfSRC3v9ZOteXulpTJzmJp3Wv9+DMq05r16wgRtpsLrNf69UePfRIeDG0dOsuZNTmNWnyGWdgCn5AxiQEp2uyBJAFcNmkySU+3fi5T1V3KJtv46md1jTrvPDQyyE7MZn67uq/RLPpGMxD6Idm2pYFzm+SQogrbOlN0eRsoOrtpIpN0B7guJcE3CeETms/oOpnAhsp4HZ/gDxglJN0Hyd/RluqYg0h+InC0yshAZTyIS9NnsRNqd4L6gk3m/G4V3qoZ3aBTeuyx4J4R41ZPFQrjj9u8pffvx4OyzSE1sHSXM8iTx9Lz5DMvWZwwyeefHyfucBe/NkHyrvkzXyYi0ByJnt4xs079OdYNg8t4N7vPb8E5EZP4tCq9H4d+bIfmWKLynINLub8+b+VQMvPeEeMPYOsLrCJ8Zc5q+Tb5ZW2anyX7H3Na3XJOzr2RC5sUYYYMY2a6BXNTvIW0GMkMY/L9htzMwufX+FAimdTuNS/pcpi1zcGovfjvuejISWmdfUpwe7hp1JeMyNTPhwPeGn8a1g6fgDGv7hqbm8M/TriNRk+HNEILn51zGuG49Iz67bMhY7jhxhrbMUd1y+Mvc88j0tAaMaS4Xj845h8m99Bl7f3jyVK4/cSJOo5V3WPduvHD5JSQ61AOGhhD886qLGdurR8Rnl4wfw09nnqotc2RuDk9cci4ZSa286W4XD10wl0n99Bllf3DaVK6dPCGSN6cbz12t53UYBv+67GLG5kbyXjZ2DD89Xc87unsPnjr7PDLdYbwuF3+ccw6Teup5/3f8NK4fcWJEUDciM4cXz7xCzysMnp12DaMzIuvDJQNO4MejZyntAIal9eHXY68jPaz+pjo93DP6KsZkDNDantfrAmbmzI4YlOiT1Jfbh/0cp6Grvw4u7PsHctyt/UWBwZj0czilu90eHgsJqwj726rQpplVVVVVpKVpXtMDZKAI/LvA0SNqBzHCTkrwbw/tczUCYcQ+HStlo7lHFg5IGIcQse/jcPzy5iKc6hGvzuRt9PtZX3gYh2EwIbdnRAPRtbzbQvtGjUQY6lcn2ts2gG8jpn/HR003H8lbCP7dNq+FqqurSTf3V0mXUlbHXFhIzc+R02b8CqczthFBv7+Bz5b/Ju4ybdnqbHWkPazzV1LauAePI4NuroEx77sDcKj+IJW+Snq5e5ORGPs+Qf5ggK3V+5EyyMj0/iRqOpdtVd7oZUdVEVmuZIal5XSId2dlKUV1tQzL6EZOkub17TbyBQKsLzpMUMKE3Nyo6brDVVZXx46SUrI8HoZ379Yh3l0lZRTV1jK0WzY5qR3j3XCwECkl43vnktiBfR/LvXVsLy4lK8nD8JyO8e4sLaO4tpZh3brRPUXzurkFb7z+La33sqOyhGx3MsMzOujf6hKKG2oYmpajfR2wHW/Qz7aq/Uhkh+tvta+ag/UHSHWm0tsT+z5tAGWN+Xj9ZWS7Bsb0OqDdHnaN7ODKli1b/1XqtMbk9A42Jp9+uxsTW8eX7PbQli1bdnvYNbJfC7Rly5atOCSk7NBhy5YtW7ZsfRvVle2hEOJOIcRqIUSNEKJYCPG2EEK9iPIbIDu4smXLlq14ZL9jbsuWLVu2bHV1ezgdeBKYCszBTDu9SAhdGuNjq9hfArVly5YtW63qSEpZe+bKli1btmx9W9WF7aGU8uzwn4UQNwDFwInApx262FGSHVzZsmXLVhzqSErZ/4bUs7Zs2bJl679TcbaHqW2SdTRKKa13Uo5Ueuj/6p3Bj7GOq9cChRDzhBArhRD1QogKIcTbx5rJli1b/6WyN020dQxlt4e2bNn6xii+9vAAUBV23BmtGGHuMfQY8IWUcnNX/TpHquNm5koIcTHwN+AuYBkm+5iuKEs2LEHW/gX8O8Dojki+BpJu0G5UCyBlE3ifQda9EkoNPR6R8kOE6+ToZfr3IWsfh8algAPccxEp/4twqHekb+VdjKx9OsSbg0i+OmZeWfs01L8axnsbwjU1Bt78EO+yI+N15CCSroGk62PgbUTWPhPGOyHk3+i8eysr+OOKL1i6dw8OQzBv6HD+39RTtDvDt/IuCvHmxcHb7N+qEO9tCJdmM+pmW/9eZM3j0PQxpn/PCflXvcN7K+9Hpp/8eWZq/qRrIOm6o8w7z7SNm/f6qBsBt+ediEi9DaHbjLoTJYLmEet3bdnqLB3N9rCk/ivyKp6msnEziUYG/dMuYXDGTTiEep8rgKAMsLLsbdaWv0+tv4Ic9wBO7XYFw9KiP0/Kmyp4o+BtVlWsRUrJCZkTuLjPfHq4oz9P1pTn8fyexWyvKSAtIYnzek3lqgEzSYiSCtsfDPDCnhW8vHc1pY01DEvL5bvDpjMjN/q6+cN11Ty28VMWFmwniGR272H8ZNzp9EuJvjXE54fyeXzDF2wsPUyGy8PVwyfwvTFTtfswmbxBnt24mhe2rqekzsuo7Bx+eMJUZvePvhXL4doaHl39OQv37CQoJWcOHMJPJk+jX1r0VPmfHcjn8bVfsrGkkEy3h6tHjed746fExrtlNS9sX0dJvZdRWTncNv4UZvWNznvIW81jmz7lw5B/5/Qexk/GTadvSnTeL4t383TecrZUHiQzMZlLB0zipiHTYqoPrxV8ytsHvqC8sZYhqb24duBsTuk2KmqZZY3lvHHgHVaH6u+JmRO4uM8F5Li7R7XdU7uOz4pf4nDDLpIcaZyQNZeTsy/GYei3uglKP3uqnmdv1cs0BcpIc41kWOZ36JGk3ri4MxVne9gHqAk7Fcus1ZOYzzr9BmnHWMdFKnZhbpiTD/xKSvn3I7hO1NSzsv4tZNXPMSf1wmqK51KM9PuU15ZSIiu+C02f0LpazwAkIvOvCNd0tW3gILL0ApC1QCD0qcMMlLq9gzDUDxBZ/yay6o44eb8DTZ+F2TXz/g3hUt+QJu98kN6O89a9iay24r0MI/3eKLy3QtPnbXgJ8Z6mtD1QXcW5L72At6mJQKi+O4SgR0oK7195HeludfpQWfcGsvrONrwixPu7KLy3QNMXHeaV/gPIsvkg64j0b4+Qf9PVtnWvI6vvsuC9HCP9t1F4b4amLy14n0W41M8x6S9All2g4H0XYajTPMu615DVd5uM4atcPVdipP8mCu9N0LTCgvfvCNc0pW1npZ6dcdLdHUo9u3zVfXGXactWs45me1hU9ymrCm/DvD9bnyc9kk5nco8/afffee/gY2ysXErzfS0QSCTn976dsRlnKO1qfDXcvek3VPmqCYbKNDBIcnq4d8yvyHap9+75snQrd2/4Z4i2tdyTu43kvnE3annv+fot3i1YH9Z6C4JI7j/hYs7tM05pV95Yx7yFf6e0oTaifUlLcLNg7s30TFI//5YU7OLWpW8ghCAom3lhdt+h/HXmhVre2z/+gDd3bmnH+/jMecwfog4AyurrOOe15ymt90byulx8cMn19ExJVdouzt/Fdxa91Y53zoAhPDPnAi3vTz5bwFu7LXhPP4/5gzS8DV7mLfw7ZY2RvOmJbhacfQu5SWreZYe38+PVLyFCZZm8gpm5w3nspCuVdgD3bXmRJYXrWnib6+8vRl/NrNyJSrsqXzX3bPoN1b6aiPqb7Ezi3rG/IitRHXDvqP6K1wvuRWAgw+634alTuaTf3VredcV3crD2AyL7n0FOyHmQ3ilnK+2Op/ZQCPFnYD5wupRyb0dZj6aOl9cCTwB6A0EhxNdCiMNCiIVCiE4dqZPSj6x5KPRTmxC8/jWkX/O39K2BpuVEpkExryFrHkIXxErvP9oEVpj/DhZB3UtHwJsfhfeTNnbNvA+q7QDp/XubwCqc92UNrw9Zq+J9NQrvamj61IJXRuX927o1EYEVQEBKDtfU8uLmDXHwSqh/Benfpy60aVWbwDWc9yGFUejqdc+2CVQw/x08DHWv6Hkt60Mz734N78o2gWsHeL1/j5O3CVnzcCtjuOpfjsL7VZvANXbeTpOdLdDWsdFRag8lW8seDf0U+TwpqvuEikb1s7O0sYCNlUsIr/gy9O9lRf8gKAMKS1havJxKX1VLx9QsPUidv56FhYu0vE/vXADIlo50c7lflm5la7X6eb2npoR3wgIrs0zzp0e3LCIg1UPy/965lpL62nbtS7Wvgb9vX6Xl/f3qj82yZDgvLC7Yydclh5S2OytKeSMssArnvf+rTwgE1bwvbFlPSVhg1cLb2MjfN67R865cbsm7KH8X60sOK23zKkp4c7eCd83Het6dayltbM9b1dTAP3bo/fvo1kURZZm8kqWF29lUcUBpu6f2MIvDAqtmO4Cndy3Q1oclRR9THTYwYJYfxOuv46PCJVrepUX/AERYYGWWvKNmBYfq85S21U15HKx9H6v+59ayR5Ea3k5TF7aHwtSfgQuBmd/0wAqOn+BqUOj/vwbuBc4FKoDlQgjlMJYQwiWESGs+APUQB0BgHwRL1eebVmrOrQKspsWl+bqTrLE4F1Lj50R2TJsVRDatUNsF8iFYpmHS8a5ExyuDXcG7Lwqv5kHZ+BVq3h3IYK3S9rN9+REP5lZLyZcFmg68Px+CmvWSOt4mHe92La/av1LvX/9ekBUqoii8uvqwDRn0qstt6ire1XHybkUG69TldpLsfa5sHSMdlfbQF6ym1rcHq56QwEFpvfp5ss+7SXmu1l9BRVOh8vyWqm0tHdlwBQmyuXKL0q7aX8f+umLLfpuBwdcVu5W2q0vVfbWSxhoOeFXPKfiiMD+i896sgJR8VrhHaVfeWM+e6nJLXocQrChUt01fHSpANUdUWFdLQU2VmvfAvojgKIL3gDoALWuoY29VhZr3UIGat1DPe6BWw1uYr+Y9rPZvWaOXfd4yRX0QrNL8zddX7FbyljRWUdSgrg9bqrZa1ocgQTZp6q/XX0lF0yGs7zeDfd6NStuy+jWgIG4IFFLvVwfqnaUubg+fBK4BrgJqhBC5ocPT6b9IJ+mYBldCiAeEEDLKMSKM8z4p5RtSyrXAjZi18FJNEXcSuVhOPVQBEC1lvtCszxFJqMNxA3Tvp4tkrG8MI0qZ0Xg157W8ji7iTVKfa7mu4pSRTLy8yYnW5wwhSEl0qXmMI+FNIX7/qnx4hP41jsS/mve9u6o+6HiFjtcJ4igsJ7UTWtjqRH3T2kNDJKLqIkiCODXPx0RD3+dJNNSvD7kdboSio+hxqq+baDgxFHYSicehfuYmOTXtAJDkVNumJCRaliuA1AT1dd0Op7IDH5SS5AQNb0KCdvA/KUH9vE7W8KYo2koAtyNBz+tUlxmdt6v8q64PyZq/ucfh0vLq6pKq/gqEtv4mGC5UAZJEkqi53xyGrj8Hjij3Y6eoa9vD/8HMELgcOBx2XN6pv0Mn6ljPXD0CjIxy7MF0IsDWZsNQusY9QD/N9e/H/IM0H310MMKRCwknYD0i7gHXDLWxe67ihANccxBC3ZgIz4WKM0GE53y1naMnJEykPa/oBF71gyd+3l6QMMGaVyQdAe+ZCE2wcvHI0ZaPrKCUzB8+UsPbGxLGa3inx8l7lpbX9K8lMcJzntrO2UfPmxiN13JM0kxWEpXXStF4+4JznII3GRI1C3GPgLfTJDHfvIjlsGMrW9H1jWoPnYaH3KQzEBbtoUDQK/lMpe3Q1JNwWrQhAoO+SaNJTchW2k7rNtVy5so8p04O5XG4OKX7aBwWiXAEMD1HvW5qRu5wXEb7YMchBCdm96e7Wz3Jd8GAMZYzFQAXDhirtEtOSGR2v6E4LNYpGUJwTn91Io3Z/YdYBmcOIZjSsw85SepBrQuHjbLklcBFw0Yr7VISE5ndf7CSd+6gYUrbOX2H4rJIeOEQgqm5fenuUQ+kXTBgrJL3woFq/6YkuJneY6hlfXAIg9k91eu8Tu0+mkSLhBeGMJiYOYTMRHV9mNbtZMv6K5Gcqqm/LkcSQ1ImISy65QYGI9JOUdrmJs0MDYZESuAg230SLof6fus0dWF7KKUUiuNfnfcLdK6OaXAlpSyRUm6PcjQBazGziLQ8bYQQCcAAQDmPLaVslFJWNx9EZiWxlEj/PRjpmI9jR+hwIjIeCs1GKOwcuYi037SxAxw9EWn6hYgkXR7W8XXSksTRfRG41A2YmtcRA29PRNqv4+S9Iqzj62y1jYvXMHnTHwrNnqh4eyl4eyHS7tKWedXY8Zzef4BJaxg4Qw/bS0eN4azB+kxFIv1+EGkWvA93GS9JV0JicwKJsPrguRRcc+LkfQShGfkSjt4K3t6I1Dui8F4Fic0JJNryztbzZjyg8a+G9/+zd99xclV1H8c/v5nZ2V6ym002vUFIaKGEEjqEJkVQFJBqQ7ErIkWUqoD6yKPYHqWJ0i0UUQQiHaQEUiG9991ke5t2z/PHnU1mdufcKZnNpvzez2tej5mZM/e7hzvzu+eWcwMjkYqbcsubJ3paoMqnnbEe7j/4WooC7gywgj8+0BIOHHwjRQH7zH1F/lLOGXkVPnwIPnzxdsX+Cs4c/k3PZR5ePZWja9yNUD8+/PHNlIOrpnBCrX0iIIBvTjyXwYXuhD9+8eEXH4Jw9eRPb30+lfKCIm4/5JP4xIdfJN4OqoIl3DzFvsMQ4MzR+3LOGHdQEpBt9eWkEXtz/oQpnm1vOeJkhsYnZAjEly3AHUed7jlAqiws4ucnnoFPBL8IgXjeQUXF3HmcffICgLP3msQ5e03uk/eUsXtxwST7YAXg5qNPZmh8ht3EvHcelz7vXceeFe/bbXmri0q48yjbjsh43jH78vEU/XvKiIl8erx3/37/gDOpLXJzJa4PN085h8FF9rzlBSVcv++F29be+DKrCkr57qRPeS5zWs3hTKtxZ6xNXH8PHXQwx9XaJ1oCOH3YVygPuGf2+vDHB1rCmSO+SWnAPlFY0F/BQbXuRBiJ39Ogv5optTd5LjNftB4m2yVmCwQQkV8AnwI+j1tAvgecDUwyxnrhRu/PSDs7EoBxWqHrKUx0oTvjWfEn3b3sGTDRpZiup8BpRAqmQNHZnhuJW9sZB0KvYkKvgPiQwlMheKTn7Dup89bF83rulLTkPQiKzsowbwxCr8Xz+uN5j9jxeYvPJpPTbmOOwyurVvDyyhUERDhtwt4cOXJUhnlboOvp7cj7JDhNSMHBUHxWRnnd/u1ZHwJZ9m9LvH8XuXlLznOPwu3QvKdB8PD+zxtZgul+Kp73ECg+M23efM2OdNJB1xHwe59O1CMaC/HS7DtzXqZSiXZkPYw6naxr/xfNoXkE/dWMLPs45cFxGeVsCm9kbvMM2iKNDC0axwFVJ1HkT3M6O/HJNFoXMrPpAxzjcPCgKRxYuT++NLdnAOiKhZixcRYLWlczqKCMU4dNZUxp+incAdZ0NPL0mtk0dLexT2UdZ4+cQnlB+hnQjDG8tWklL6xdTMw4TB+xN8cPm4Avg9+/jkiYp5d/xJzNG6gpKuG8vfZnQmVmRxpWtzbz18Xz2dTRzr41Q/jExP2o8DrVPSHvm+tW8/wKdyr2k8dO4PhR4zLPu3QBc+o3UFNcwnkT92dClX0Gx0SrWpv427L5bOpsZ7/qoZw7IYu8m1bywtpFGAPTR+zNccPGZ5S3Mxri2bVz+bB5PdWFpXx81EGMKxucUd51nZt5fsNMNodb2btsBKcOO5TSDGbEM8Ywv/Uj3m+cDRgOHjSFAyr3y2j9Dce6mN/yCuu7llAaqOLAqunUFGZWDzsia1jT9jShWAMVwcmMLD+LAo+d7KD1sL/sSoOrAtzTGi4FioF3gG8bY+xXCPb9jIyKiVJq95W3YjLl2uyKyZyfZLVMEfka7kZzHTAH+IYxJuUsAiJyBXAZ2+519D7w/cT3i8gfgct7NX3eGOO9q1vtdLQeKqXyYVeph7uaXeYmwsaYCHB1/KGUUgPLwXb9cer3ZkFELgDuAq4kvuEMPC8i+xhj6lM0OQF4FHgL6AauBV4Qkf2MMesS3vdv3MkPemRy00a1k9F6qJTaqfRjPdwV7TKDK6WU2plkc+54DueYXwXcY4x5AEBErgTOxD0N7M7ebzbGXJy0PJEvAucB04E/JbwUMsbY58FWSimlstTP9XCXM9CzBSql1K6pn6aeFXeqw0OBrXecNO5dIGcA9ummkpUABUDvG7WdICL1IrJIRH5p67r5AAAgAElEQVQnIjtgGimllFK7Nb01SRI9cqWUUrnIpkhse195r0k+QvFptBMNxp3+cFOv5zcBkzJM9xNgPQkDNNxTAv8OrAAmALcDz4nINGNMqrtAK6WUUunlVg93Wzq4UkqpXORWTHrfuPUW4Oa8ZQJE5DrgQuAEY0z3tgjmsYS3zRORucAy3Ou1/pPPDEoppfYgOrhKooOrFNypwp/sNfV2NlOx90xlfSAUfTyLqc17T8U+LYupzfORN5up43vnPS2LqeNbUkzF3r95Y47DKytX8NLK5fhFOH2viUzLair2xLzn5TgVe7b9+0qvqc2zmYr9yW1Tm2eTN2lq88ynuh/YvE+C05xV3rzI7QLekSTfXyjVhBKbgRgwtNfzQwHP66VE5GrgOuBkY8xcr/caY5aLyGZgL3RwpSwcp4PWzr/THZ6F31dDRen5FBbsnVHb9shaVrY9Q1e0gargRMaUn0XQb78Baw9jDCs75rCo9b84xNi7/Aj2KjsUyWAq6+5YN+80/pcVHcspC5RzdM0xDCsenlHeDV2bmbHpHbaEmhlfNpLpQw+nNJDJ75/hvcalvFr/IY4xHFM7mWmDJ2Y09XZnNMQ/185lfvM6BhWWcM7IgxlXXptR3tXtjTy5ejb1XW1MrqrjnNFZTB1fv5wX1y/CwXBS3d4cV7d3ZlOxR8P8Y81c5jWto6awlHNHH8T48symNnenup9FfXcrkyqHcfbIgzLO+17jUl7d9KF7M97ayRyZYf92xUK8vOk9FretpipYxslDj2BkSe+f1tTqu+t5c8vrNIebGVM6hiOrj6IkkEn9NqzomMWi1rcBw97lhzMhw/U36nSyqu1fNIY+osg/iLHlZ1MeHJtR3nBkBS2dTxCNbaSo4AAqSj+N35f++5YXOqFFkl1mKvZ8yGTqWRNdhmm8GJwmEi9Jk6pfIEWneX6+6Xwc03pjQruYe1PT6kcRf529nQljmr4G4VfZejNUYlD0CaTyDs8vpIkuw2y5CExzr7y/RIq8b+hrOh/DtN7UK+9IpPqRDPJ+FcKv9cr7SaTy9jR5l2K2XNwrr8Tzet8g1573UcRv/7EMx2J86R9P8drqlVtvQBg1Dp+avB93nnyaZ0HZvryPYlpv7pV3VLx/7Xnd/r0Swm+Q3L+fQip/7Dlgsee9GynyvqGv6XwE03pLiryPIn77fWLcvF+G8JvJeYs/jVT8yDtvZAmm8ZKEvAbwIVW/Qoqmp8n7MKb11l55R8f71543X1PPnjzxqqymnp2x+K6Mlyki7wDvGmO+Ef+3D1gN/NoY02dCi/h7rgFuAE4zxrydwTJGxj/zXGPMMxn9IWq3kUk9jETXs7r+XKKxtWz7bjsMHfRTqsouTtmmx9r2Gby96fu432nB4FDoH8SJw++lPDjG2s4Yh2fW3cX8llfiNx8Ghxh7lR3Gp0bfgF/s+4Qbw43cufDHNIa34Iv/LhgMl435LMfWHu+Z942GWfxkwYMAiIBjHCoLyvnplG8xosT+e+IYh1vmPcELG2dvvdlszDgcUzuZO6ZcQsDnt7bd2NXC5W/ey4aulq1tHWO4eco5fGL0IZ55/73uQ7773t/i27OCYxyqC0t56LjPMbbMfimlYwzfe+9Jnl07f+vNkqPG4aS6idx95Kcp8Mi7vrOFi1+7n41drfG8BscYfnTIx/nkmIM98z6/fj7XfvCXeNqevGX88agvMMYjb8w43DLvcV7cOCepf4+t3Zfbp1zs2b/13Y1cM+cXNISa8YvPPbiC4VsTL+KUuiM8877b+A73Lv/91n87OFQGKrlm0vcZWmSv346J8fTan/NR62tJ6+/E8iM4b9T38Yk9b0dkAy+v+zxdsfr4jYDB4HBY7U2MrTjbM29r51Ns2PKNxCT4fbWMHvIkwQL7fel2hXq4K9IJLXoxLd8HpwW3IMS2PkzzNRin3d4utjG+4Z/YDohtxLT+2HuhnY/FByokt+1+EkIvpMl7PZjWXst1MM3fS5N3Q3zDv3feDZjW2zPI+3qKvH+H0Is55I1hWq7GOB0eedfnnPfheXN4ffVKwC0iUePuNvnrgg95YdnSHPN+L03edZa86zGtd3guk85H4gMVktt2/zV9/zZf59G/nfZ20bXxgVWKvG0pt+UT8j4M4bf65u36C4Rm2Fq5y23pndeJ5/1uBnlvTZF3HabtJ95586V/L+C9C7hCRC4XkcnA74BSoGf2wD+JyNYVSUSuBW7DnU1wpYjUxR9l8dfLRORnInKkiIwVkenA08BS4Pnt7Qq1e6pv/gHR2Ib4v3q+Z4ZNTdcRiW6wtovE2ni3/kYMTvzhtgvHmpnZcJvnMj9qfZ35La8A7kapE/9uL21/j9lN3vXwkVV/pjncFG/r/p/B8OdVD259PpWOaBc/X/TQ1jYx42CA1kgHdy951HOZMzbO5YWNswF3oz8Wry9vNCzgmXXveba9fd4/qe9uS2prMNw69xkautus7VrD3Vw38ymMMcSM2Zq3OdzJjbP+4bnMf66dz7Nr529dZk89fGnjYv62crZn2x/N+dfWXG5egwFunPXs1r8jZd5IFzfM+juOcQdj2/J2cMvcpz2XOWPjHF7cOCdhmW7e1xs+4tn1Mz3b/m7pX9gSat3atmd9+NWSR2kK27fpO6IdPLDi3q3rgxM/1NIWbePPq/7oucwPW17jo1Z3ey5x/V3c9g5zmrzr96zNd9Id2wKAIbb1ezOz4Ud0R7dY28WcZjZu+TaJNR8MMWcLm5qu8Vxm3uiEFkl0cJXAxDZCZBZbN9SSdEHoZXvj7ucsL8Qg9CIJlz70XW7XU5ZXfJgu+w5lE9sAkdn0zWvieV/Zjrz229+Yrifjy8g273qIzEmd12xP/77gmffvCz5MnVaEpxct8Mi7ziNvZ5r+/Tepj5HHIPQ8xoTty+16Cnv/2gunia6F6Nzc8oY88nY/l0HeVNLlXQPRefa8W3c4pND9XM5588Yx2T2yYIx5HPceRrcCs4GDgNONMT2TXIwGhiU0+QoQBP4KbEh49NwHKQYcCDwDLAbuw73R8LEpJtRQCsfppL3rBVLXQ0N71z+tbdd3vk7MhOj9O2Zw2Nw9i65og7Xt/OZXkJSbJsLcZvvZq6FYiDkts7duCCcv1zCzyb4h/s6WeYSdSJ/nHRzmtyyjMdRibfv8hln4UvwWCfDc+g+s7TqjIV7dtGjrYCFpucbw4gb7/aBf2riIkBPtUyVixvDe5lU0dNt3rD6zep4171Or51jbdURCvLJxCbEUG8aOcXhxnb2WvrxxIWEn2uf5mDHM3LKSLSF73n+vz7V/u3iv8aOU64NjDG9utg8kZzd/QMSkXh8Wti2gNWIfmM1vfhlJWZuEeS32bZyI086GzjfjA6pkhhhrO+zrfnvnvzGkqnkxOkNvEo1ttrbNm36sh7siveYqkbEfiUj7uunEfsKpAyYMYjm32HSQemPaAWP/0em/vLF4XsshXuvnpstrPxKR7nX3KJFX3og1b0c49Ya2YwztYY/tSo8jJ24or7ztpO/foKWxrQ8Hun9teXNdf9Pk9ToyaLzyRsFE7XnzpZ8v4DXG/Br4teW1E3r9e2yaz+oCvM9rViqBO+a2XRwhOB71JZrmt9Pr9bDThUm5XEPYo13ERDApf4fc09BCjn0HZ1fMe/9Cl2N/vTMawkmxXAN0RO3tumNRe16Bzqh9B5HXa+le7/DI2+7Rrtvxyiuey+yKhhFSV4mevDWWzY3OWG79G3K81gfv/+YhJ4Qg1vbuupT6VFp3/U3VzhCK2dffmNONrYcEIep0Wds6W+th6vZOulqbDzqhRRI9cpXIPwZ8HhdmBj3O0Q0eTuo9fAKBiSAeFxUWHsO289kT+ZCgx21t/GO3I+8ReOUVr4sgc847Bnwet9XxyCuFR2LPuw/iK7O2PXbMWPwprvsRhKNGjbbnCYwFX3VueYNeeSd55rX3r3j3b2CcR16Jr6O2vF7rw2TEV2pfbjDXvONBBnnkPSzHvPtmNGnI9svmFIjdv5io3YvPV0UwsDe2I8QlhUdZ29YWH2p9rcg/mLIC+4Q1Y0unpNzzL/gYX2q/DqnUX8qwomEp2zo4TCqfbG17QJV9go7qYCV1RfY6O7Vmr5RHVnwiHDHY/rmDgiWMKxucsncdYzhssP06mcMHj7W+NrSonJGlVdbXjxoyPmVevwjHDBlvbVcdLGFcWY017+G19kxTB4+z/gIOLapgeIk972HVlv5FOLzG3r9VBeWMKK5NnRfDgZUTrW33KZ9sHVgNKqimJmhfH8aWHZTyyKvgY3yZ/bq0Qn8NZQWjSfV9MzgMKZ5qbet+F1PnDfiHU+DPbIKo7aP1MJEOrhKIBJDynvNTe3VN8aeRgP3HjoKpEDyB5C+G+xlS/j3Pi/ql9AsgZSRvoPrBNxRKPpMm7/c88o5Nk/f4FHkloQ+yzVsHJRd65C1AylLlFSg+HwmM8ch7GASPyynvFYdMpTQYTBpg+UUYVl7GRftPSZM31fogUHwBEvAYmAUPh+Cxvdpl2L8lXwQppW//DoeSC9Lkta0P6fIeER8k5ZC39AsgJX3z+jPIa11/L0yT90gIHm3J+z1LozzTc8zVbkxEqK36Yfxfyd+z0qJTKAraN/YqguMYW977Anz39/fAmm8hHhf1H1p9JmWBmqQNVMFHkb+MIwaf65n3UyMviL9/22+9IEypPIjxpROsbUeX1DF9aPLOp57P+Py4j2+dSCGV80ZNo6awPOk9fvFRHijmM2OO9cz7ncnupFO+XnlPHDqJA6vsG8R7VdRy7ugpvaqh+6+r9z/FM+9F46cyuKisTz2sKCjis3sd6Zn3e/ufkiIvTB82iQMHjbDnLR/C2SNT5/3Ovqd69+/oaVSn6N+KghIuHHOMZ97Pjz83Pp1Kcv9OqzmQfSrs2xsjikcwrTp550HPZ3x61PmesxROrT6T0kBVn/W32F/O4TXneOY9sOZb8X8lb2+MKD2J6qL9rG0Lg5MpL/kkqbY/a6t+mNEshdtN62ESnS0wBdM9A9P+fxBdCP4hSMklUHK5Z0EA3Os8Ov6A6XwcnGYomIKUfT1+1MWbia7CtN8Nof8Afij6GFL2Dc9Z5VLnHYqUXJxF3t9jOp/IU95ves7Sti3vi/G8i+J5L4GSy3LIe1A8r/esPwArmpv45TtvMWP5Mvzi48y9J/LtI49iSKnHEaTtzhvCtP8eup5wJ0kJHoSUZpbXRFfG+/cl3P49I74+ZNK/L7jL3Zr30nhe7x/YlHnLvoF4HPHalncFpv1XCXnPjOdNP6Wwm/f/ILo4h7z/506c4bRA8GB3fUiTN2+zI435OgFfhrMjOSFmrPp1zstUKt8yrYcd3W+wpeUudyp2fzWVpZdQU/E1JM1pt8bEWNzyCEtbnqA7tpmq4EQmD/oCw0uPS5utNbKZ1+ofZmHrmxgME8uP5LghFzMoaJ/FtseC1o/4x/qn41Oxl3Fc7Ql8rO5MAj7vqyBixuGptS/z7PrXaQq3Mr5sBBeMPpUjag5Iu8z67hbuXfoiL9XPwxg4bsi+fHHCyYwo8ThTI+7thmX83+JX+LB5HVXBEj49Ziqf2+sYCtLkjToOf1r2No8sf5eG7g4mVQ7lyn2O48Rh9iMyPTZ2tnL3gld4ft0CDIbpw/bhm/uewKhS25kE27xVv5zfLnyV+U3rqQqWcMG4Q/nCxKMJesza5+aN8efl/+Xxle+yOdTOpIo6rph4PMcP3SftMuu7W7hn6Yu8nNC/V0w4heElHmeWxM1qWsSjq/7NkvbVVBSU8rFhR3PeyOlp+zdmYryw8XleaXiJlkgLo0tGc9awszmw6qC0y2yNNPBa/SMsaH0DgH3i629VBuvvps63+bDpHppCCyj0VTGh8jz2qboMnxR4tjMmSmPb72luf5BYrIHC4H7UVHyHsmLvWXe1HvYPHVwppfYoeSsmo7+aXTFZ/ducl6lUvmk9VEppPewfOqGFUkrlQi/gVUoppbQe9qKDK6WUyoWTxYW5e8DUs0oppfZQWg+T6OBKKaVyoXvqlFJKKa2HvejgSimlcmHIopj0axKllFJq4Gg9TKKDK6WUyoXuqVNKKaW0Hvayy9znSkQmisjTIrJZRFpF5A0RObG/lmdimzChNzHRpdm1MwYT+cht6zRm2TaECb2DCc/EmEh2bTVvWt3RCG+vXcN769cSiaW6Aa3HcmMbB6B/uxP6N5pd27zkbcqybT7yLstymbnn3W6Ok91DqTzZ4fXQaXS/Y5EFZDvDcCiymI7uV4nGNmXVzjERtnS9z+aumcScUFZtO6PNrO54n4buZVnn3dS9hsVtc2iNZPd7EnWiLG5bzMLWhUSc7OphS6SNOc0LWdmxNuu8qzo2MKtpIY2hlqzaRZwo81uWMbd5KeEs8zaH25jVtJAV7euyzru6cz1zmhfQFM4u7/b0b3ukhcVtc9jQtSrrvFtCK1nV8T4d0ezqd9L6a8JZtY3GNtPR/Srd4Y+yzmsii93vaqwhq3bbTethkl3pyNWzwBLgJKAL+DbwrIhMMMZszNdCjAljWm6E7qcAdwUwBQcjVb9E/N73KDDR5Zjmb7r36wEggCm5FCm/Jv09kbr+jmn9MZg29wlfNVTcjhSdlEHeH0L30znkXYZp/lavvJfFb3qcSd4fgWmP562Bih9nkDcUz/tMQt5DkKpfZJB3Kab52ynyXpP2nkh//Wg+t732Mm1h90eupriEO08+lenj7DeWTM77ND3Hsk3BoUjV/2aY91sQXZJ1XtP5N0zbj3v17+1Ikff2kz3vL9LeM81El2KavgWxxLyXx9eHdHn/imm7PSHvYKi8HSk8IYO8P4ivD3nIW/pZpOzqHXvTxEzfq1T+7KB6GMO03QmdDwHxHVKBfaDqbiQwzrNtJLqO9VuupDv8fvwZHxUl5zO0+g584j1l88aOl5nTcDPh+A6TgK+cA2quZ2T5WZ7tHBPj9frfM6fpaUw87+DC8Zwx4kYGBe035QVoDm/moVV3sbrT/T0RhKnVJ/KJEV8k4PO+x9AHTR/wwMoHaI+6v38l/hIuHn0xRw0+yrNdzMR4cMXfeW7jqzjxeji2ZATf3ecKhhd739OwvruROxY8wOK2VVvznlJ3BF/d6/y093B6c/Mc7l78OK3RDgDKAsV8ZcKnOGmo/cbQPXnvWfYk/1z/xta840pHcP2+n2NEmrwNoUZ+vuhelrSv3Jr3pCHTuGL8hWnzzmycyYOrHkzq30vGXMK0mmlp8/5j3YO8veX5rXmHF43lkrFXMbhwmGfb1sgm/rXuNjZ1L4zn9bFv5emcWPcN/GnuObWhYwZzGm4l4jQDUOAr54DBNzCi7AzPdsZEqW++ieb2P9HzfSss2J/hNb8nWOD9fTPRtfHto7nxZ3yY4k8jFT9Me0+6vNB6mGSXOHIlIoOBvYE7jTFzjTFLgOuAEmD/fC7LtN6ZNLACIDIX0/QFjLGPto0JYRovg6Q971HofAA6/uC9zNA7mJbrtg2sAJwmTPPXMJHF9oaAab3DkveLOea9P4O8b8fztifkbYznXWJvuDXvtoGVm3dOPK/9C2dMN6bx8pzyvrVmNdfMeH7rwAqgsauTr/zzGRZv2Zwm7+1JG/5u3tmYpisyzLu8V94HoOMe72WG3sK0Xp+6f9MciTKtP84xb5e7PsR6570POu5Nk/dNTOv3e+Xdgmn6agZ5fwTd/0iR90u55e24Fzru81xm3ugd6dUA2JH1kI7fQeeDbB1YAUSXYhovc2/qbmGMw9qGi+gOz0541qG18wkamn/kuciW0CJmbvoO4fiGKUDUaWNWww1s6XrfoyW8u+VhZjc9uXVgBe6Rh7+v/h5Rx57XMQ73Lv8Razu31ReDYWbjy/xrw0Oey1zduZrfLP3N1g1/gM5YJ/esuIfFbd71+69rnuOfG1/euuHvft4Gbv7wl0Qc+9H/mHH44bzfsbRtTVLeFze+wwMrnvFc5rL2tdz+0QNbB1YA7dEufrboz8xv8T5z4NFVz/Ps+teS8q7q2MANc3+dNu+tH/6KZe2rk/K+VP9fHlr1lOcyV3Ws4rfLftunf/+w/A8safPe3pix6S+8teW5pLwbu1fzh2W3EvU4+uWYGE+uuZb67m2fb3D4sOU53qz3ri/NoY+YuenqrQMrgIjTxgf119PYPdujJWxpvYvm9j+S+H0LRRawpuECz7ODjIlhmj4P0Q8T/wroegLTdpfnMvNG62GSXWJwBWwBFgGXiUipiASALwP1gPevbRaM0w5dj5O04Q9AzD36EH7H3rj7BXDqSSpCPZ/bcT/G2E9DM50PAL2PFMX34nc+7JG3Dbqe2Pre5LyLIfyuR97nwWmw5H2gn/K2xvOm6t/tyevdv/fNmolfpE9aYwwPzbX/2Ll5/2LJuwgi73nk/bclr4nn9Rj4dtj616Tp3xbo+qsl70KIzEyTd3OKvGA67tuOvI+kyfs3S94FafI+Z8/b6Z03bxyT3UOp/Ngx9dBEMR1/TPFKDJxN0P2itW1n6HXC0SX0/X46tLT/GcdpT9UMgBUtjwJC77om+FjeYh/oOCbGrMa/9WlncGiPNrC8/S1r26Xt86gPrUvaCHfbGt7e8iLdsS5r2xmbZqR83oePFza+YG0XdWI8u+Hlvn8HDlvCTbzXODdFK9fspkWs7dqUMu+/1r9BV8x+GuUz615DkD7P+8THU+te9cz79LpX+mxtODg0hJp5Z8s8a9u5zQtY35067wubXqfbI++MTTNS58XHC5u8+jfCGw3/6vO8g0NzZDMLWu1fldUd79McXps0SO9JPLf5GSKOfX1Y0fJIyrzp1l9jwjS13Uuq7blobC3tXfbvG+HXIbaSVNsbdD6CMfa8eaP1MMkuMbgy7i7sk4GDgTagG7gKON0YYz0xWkQKRaSi5wGUey7I2Qh4nMsbW2HPGF2B9SxL0wJeN6GOLiXVRiLEIOaxJynWX3mbk4+i9bZdeT2uxfHMuxLvvPZivbSxkViKPSUxY1jW5HEedWwDnnmTjkr1iuSZt8kzr9uHlv71WGb/5u1I/RrEjybmknc93nlXWl/yzOs0gum0f26eGONk9VAqH3ZYPTStHnXL7/l7HY54/NYQJhLbYH29I7IixUYtGGK0Rez1pTvWSthJ/Tsl+GkKr7W2bQitt74WNRFaI/Y6saF7Q59BA7gb8eu77Z/bHu2g0zJo8+NjfZf9GrV1XfUpNt9dERP1vP5qTdcmYqnyGofVHfYzSlujHXTGulPnFR9ru+qtbdd316cccACEnQiNHtdfefZvl71/O2PthCyDIB8+z//m7rqSOm/MhD2vv2r3WH/bw/bvRcxpxLFuF/gJe12PHF1pzQvdsAOuv9J6mGxAB1cicqeImDSPSSIiwG9w98wdCxwOPAX8Q0S8Tpy9HmhJeNh/XQF8Q/G8DM0/xv63BMZg3VCUcvdh/dzx9N3zj/ucf6xHu3R5R1tf8s5bsRPmHYV33jJr2/GDBvU5cgXgF2Fs1SCPPHXkvD74R2PPWwlS6vG548itf+ss7XpezzVvlXfeQH/l9Vgf0uYtsX9uvpgs9tLtAadBqO2z09VDKff4XY15/p4EPa/HKiDgcb1qacEYJMXvguCnrGCstV2hv5ygL/X33hCjKjjc2nZw0J7HLwEqCux1oq6wDl+KTSkfPuqKPP7OQAlFvtTXnsVwqCuutbYdXlxrnc26QAIMClZY244oHoLfkndkif26qfJACcV+S17jMLzInreuqBZjSRxIk7euKLf+LfGXEfQVpXzNwaGm0N7WXVdS5/VLASWBamvbMo/1t7TA/p3x+QYh1jobIxgYa23rfhdta0TQvQa6v2k9TDLQR65+DkxO81iOe9HuWcCFxpg3jTEfGGO+insh7+Uen38HUJnw8LyiVXzlUHwefbvF727wBj0uniw61Z10oE9bgZLLcM/csCy39HJS7/k3SMlFHnkroPiTOeY9zZ00w5rXvtErpZ/NMW8lFH/Cknc8BI/0yPsxa14pvdwz7+cPOrTPkauek04uOfCgHPNOgOARHnlPBxlE38FD+ryp+9dN7N2/VVB0riXvXhA83CPvxzzyftZzgojc8w6ConMseffOMG/fXFL6uR07oYWeY67yY+eqh1IAJZfRd4+4391YKzrF2rak6FgKUu508VFZ+hn8PvvOu7GVF8Y3xHufyh1jfOUl1nZ+CTBl0Ll92gk+SvzVTCg7xtp27/IDqQn23YgXhMOrT6LIb99ZM33o9JQDBweHU4ba+6jAF+CMYSf0OaLjw8eggkoOr55ibXvwoEkMKxqcMu+pddMoCaQeVACcPfxYHEvec0cc75n37OHHpcxbHaxg2uADrG0PqtqXoYWp854y9GiK/fa8Jw05Kaf+DfgKOHrw6SnzVgQGsV/FYda2Y0oPo7JgGJIi7/6VZxL0FVvbjq34DCbFkTZ3/b3Y2s4nhQwq+yypvm8Bfx1lxadZ21J4LPhHkqp+U3IhYtnpkFdaD5MM6ODKGNNgjFmY5hHGvVAX+l6c4eDxNxhjQsaY1p4H7ikUnqTiBnfDLXEFD+yDDLrPewNTipFBD/ba2+6D4s8gZV/zXmbh0UjFrSAJX1ipcGdMK9g3g7yn981bfX+GeUelyPvVHPP+EimYnCbvD6DwtF55JyHVmfZv37yUfsVzmceOGcttJ55McWDbDD/lhYX86mNnMXmwfW+bd957vfP6SpDqB+M/eIl5L0qbVwqPRSpuBlL17z7ebStvhMJTk58MTM4w7x/BPyJF3i+nyXscUnFTirx3IwUTvdtW3AiFvQpkYDJSfQ+S4mjjtryl8by9+/dSKP2S5zLzRqeeVXm0U9bDsq9D8QXJH+sfhQx6EBH7BrGIn5G1j1KY9HsllJd8nCFVN3kus6pwXw4d8hMCvm1HzfxSwoGDb2JwsccOF+CIwZexf+XHkjaoq4Ij+OTonxHw2WdM84mfL47/AUOLRlkJ0t8AACAASURBVCU9P6XqaM4a7jVehbGlY/ny+C9T7N/2+1foK+RzYz/H5ArvenjBqLOYPvSopLx1RbXctN83CXrMUOgXH7cd8FVGlyYffTm+9hC+OOFcz2VOLB/NNZMuoyRhQFPkK+TbEz/DgVV7e7a9eMwZnFp3ZFLe4cW1/PjAr1OQJu+N+32DUSXJB1aPGTyVy8Z+0nOZ48vG86XxX0rZv5MqJnm2PbXuAg6rPjEpb03hMK6YcKPnDJA+8XPuqJ9QXZh8pGmfiukcM8S7vgwqOoBDhtxBQJLX3ym1t1JT7D0b4+DK71FZ+hkStzeCgfGMrH3cc8Y/kQAy6AEIJM5+LFB0DlJ+jecy80brYRLJdg79gRCfHWkh8CpwK+4euiuAbwGHGWPmZPg5FUBLS0sLFRX2w9AAJrrWnWTBPxQC+3pu6CW1MwYic9zrPgr2SzuddFJbpwMi7wN+CE5F0kxXm5x3jTvphr/O3Tjd4XkPy2q6z/zk3R/xe0//mqgjHGbm+nX4fT4OGz6CwkDmdyLYvryzwWnKOq/bvzOBQA79u9q9Ni7rvE68f3PJ2x5fH3buvK2trVRWVgJUxjcys9LzOzK97CICGf6NURPmP+2P5LxMpXoMSD2MbYTIR+7ZGQUHZvX7F4rMIxrbSGHBZAoCo9I3ios5IRq7P8AQo7roEAJZ7H1vj2ymvnsJJYEqhhZNyirvuq7ltEaaqCseTXUw89+/iBNhcdtiHBwmlk2k0HIKXSpbQs0s71hNZUE5e5eNzSrv0vY1NIZbGFc6giFF9tPVegvFwsxvWY7BsH/leIqyyLs51Myy9jVUFpSzT/mYrPIu71hDY7iZMSUjGFJUk/Eyw06YxW2LMZis+7c5vIX1XSsoK6hkVPFeWeWtDy2hI7KFwUXjqSjIfPso5nSzpfsDwMTXX/vRrt4i0fWEIvPx+2opCh6U3fZGdL57jVXBJMRvPxW2h9bD/rFLDK4ARGQq8GNgKlAAfAjcaox5LovPyLiYKKV2T/kqJieVXJhVMXmp87Gcl6lUIq2HSql80HrYP3aZmwgbY2YCHiedKqXUDmTc6eYzf69S+aH1UCm1U9F6mGSXGVwppdROxTEgWkyUUkrt4bQeJhno2QKVUmrXZAwYJ8NH9sVERL4mIitFpFtE3hERz6v5ReTTIrIw/v55InJGr9dFRG4VkQ0i0iUiM0TE+wp2pZRSKp1+roeQfU0cSDq4UkqpHBjHZPXIhohcANwF3AIcAswBnheRlFfYi8hRwKPAfbg3l30KeEpE9k942zXAN4ErgSOAjvhn2qd9U0oppdLoz3oI2dfEgaaDK6WUykXGe+nij+xcBdxjjHnAGPMR7oCoE/i85f3fAv5tjPmZMWaBMeaHwAfA18E9agV8G/iRMeZpY8xc4DJgOOA9d7NSSinlpX/rIWRfEwfUHnnNVWvrbjk5iVIqA/n6/keccMqbW6YSJdLzP8t7TasbMsaEEp8Qdw77Q3Fv+gqAMcYRkRmA7c7g03D36iV6nm0Dp3FAHTAj4TNbROSdeNvHMvpD1G5H66FSe66dvR5CzjVxQO1pg6tygFGjMr/XhlJqt1UO5FJZwsDGN8yzdWnfmawdWNvruVuAm3s9NxjwA5t6Pb8JsN01s87y/rqE10nzHrVn0XqolOqxs9ZDyK0mDqg9bXC1HhhJBnem30WV466su/PfuL20j9LbE/qoHPf3IGvGmG4RGQdkfpdkuz576ZTaQbQeKu2j9PaEPtJ6mGd71ODKuHdMXjfQOfpLwuHVtt31xmzbS/sovT2kj7br7zLGdAPdecrS22YgBgzt9fxQYKOlzcY079+Y8NyGXu+ZnXNStcvSeqi0j9LbQ/poZ66HkFtNHFA6oYVSSu1EjDFh4H1ges9zIuKL//u/lmb/TXx/3CkJ71+BW4QSP7MCd9ZA22cqpZRSAyrHmjig9qgjV0optYu4C3hQRGYC7+LO9FcKPAAgIn8C1hljro+//5fAqyLyXeCfwIXAVOBL4B6lEJFfAD8QkSW4g63bcE8FeWqH/VVKKaVU9jxr4s5GB1e7lxDuBYG7zXmr/UD7KD3towFmjHlcRGqBW3EnnJgNnG6M6bmgdzTgJLz/LRG5CPgRcDuwBDjXGDM/4WN/iluM/gBUAW/EP7M/T+dQaqDo71h62kfpaR/tBDKoiTsVMTneKVkppZRSSiml1DZ6zZVSSimllFJK5YEOrpRSSimllFIqD3RwpZRSSimllFJ5oIMrpZRSSimllMoDHVztpkRkpYiYXo/rBjrXQBKRr8X7pVtE3hGRwwc6085ERG5Osc4sHOhcSim1PbQepqY10U7rodoeOhX77u1G4J6Ef7cNVJCBJiIX4N4n4UrgHdx7JDwvIvsYY+oHNNzO5UPg5IR/RwcqiFJK5ZHWwwRaEzOi9VDlRAdXu7c2Y8zGgQ6xk7gKuMcY03MT1iuBM4HPA3cOZLCdTFTXGaXUbkjrYTKtielpPVQ50dMCd2/XicgWEZklIt8TkT1yMC0iQeBQYEbPc8YYJ/7vaQOVaye1t4isF5HlIvKwiIwe6EBKKZUHWg/jtCZmTOuhyske++OyB7gb+ABoBI4C7gCG4e6t2tMMBvxA7zt5bwIm7fg4O613gM8Ci3DXlZuA10Vkf2PMHn0KjVJql6b1MJnWxPS0Hqqc6eBqFyIidwLXpnnbZGPMQmPMXQnPzRWRMPB7EbneGBPqv5RqV2WMeS7hn3NF5B1gFXA+cN/ApFJKqb60Hqr+pPVQbQ8dXO1afg78Mc17lluefwf3v/dY3D0xe5LNQAwY2uv5oYCeT21hjGkWkcXAXgOdRSmletF6mDutiVnSeqiyoYOrXYgxpgFoyLH5QYAD7HGzABljwiLyPjAdeApARHzxf/96ILPtzESkDJgA/HmgsyilVCKth7nTmpg9rYcqGzq42g2JyDTgCOBl3OlmpwH/CzxkjGkayGwD6C7gQRGZCbyLO+1sKfDAgKbaiYjI/wD/wD31YThwC+7ezUcHMpdSSuVK66GV1kQPWg/V9tDB1e4pBFwI3AwUAitwi8ldHm12a8aYx0WkFrgVqANmA6cbY3pf0LsnG4lbOGpw9wi/ARwZ30OslFK7Iq2HKWhNTEvrocqZGGMGOoNSSimllFJK7fL0PldKKaWUUkoplQc6uFJKKaWUUkqpPNDBlVJKKaWUUkrlgQ6ulFJKKaWUUioPdHCllFJKKaWUUnmggyullFJKKaWUygMdXCmllFJKKaVUHujgSimllFJKKaXyQAdXSimllFJKKZUHOrhSSimllFJKqTzQwZVSSimllFJK5YEOrtRuT0RqRWSjiHw/4bmjRCQsItMHMptSSim1o2g9VKr/iTFmoDMo1e9E5AzgKeAoYBEwG3jaGHPVgAZTSimldiCth0r1Lx1cqT2GiPwGOBmYCRwAHGaMCQ1sKqWUUmrH0nqoVP/RwZXaY4hIMTAfGAUcaoyZN8CRlFJKqR1O66FS/UevuVJ7kgnAcNz1fuzARlFKKaUGjNZDpfqJHrlSewQRCQLv4p5bvgj4NnCAMaZ+QIMppZRSO5DWQ6X6lw6u1B5BRH4GfAqYArQDrwItxpizBjSYUkoptQNpPVSqf+lpgWq3JyIn4O6Zu9QY02qMcYBLgWNF5CsDGk4ppZTaQbQeKtX/9MiVUkoppZRSSuWBHrlSSimllFJKqTzQwZVSSimllFJK5YEOrpRSSimllFIqD3RwpZRSSimllFJ5oIMrpZRSSimllMoDHVwppZRSSimlVB7o4EoppZRSSiml8kAHV0oppZRSSimVBzq4UkoppZRSSqk80MGVUkoppZRSSuWBDq6UUkoppZRSKg90cKWUUkoppZRSeaCDK6WUUkoppZTKAx1cKaWUUkoppVQe6OBKKaWUUkoppfJAB1dKKaWUUkoplQc6uFJKKaWUUkqpPNDBlVJKKaWUUkrlgQ6ulFJKKaWUUioPdHCllFJKKaWUUnmggyullFJKKaWUygMdXCmllFJKKaVUHujgSimllFJKKaXyQAdXSimllFJKKZUHOrhSSimllFJKqTzQwZVSSimllFJK5YEOrpRSSimllFIqD3RwpZRSSimllFJ5oIMrpZRSSimllMoDHVwppZRSSimlVB7o4EoppXYyInKciPxDRNaLiBGRc1O8Z7KIPCMiLSLSISLvicjogcirlFJK9QcR8YvIbSKyQkS6RGSZiPxQRGSgs9kEBjqAUkqpPkqBOcD9wN97vygiE4A3gPuAm4BWYD+gewdmVEoppfrbtcBXgMuBD4GpwANAC3D3AOayEmPMQGdQSillISIG+IQx5qmE5x4DIsaYSwcumVJKKdW/RORZYJMx5gsJz/0N6DLGXDJwyez2qCNX8UOIw4G2gc6ilBpQ5cB6k+PeJREpAoJ5yBEyxoSyXLYPOBP4qYg8DxwMrADuSByAKeVF66FSKm5nr4dvAV8SkYnGmMUiMgU4BrgqD8vsF3vU4Aq3kKwd6BBKqZ3CSGBdto1EpKhuiL9rY30s26btQFmv524Bbs7yc4bEP+c64Ae4p0ycDvxdRE40xryabTC1R9J6qJTqsTPXwzuBCmChiMQAP3CDMebhbBe6o+xpg6s2gDVr1lBRUTHQWZRSA6C1tZVRo0ZB7nvsgxvrY6x4fwwV5ZnNCdTa5jDu0FVluAUscblZHbWK61no08aY/43/79kichRwJaCDK5UJrYdK7eF2kXp4PnAxcBHuNVcHAb8QkfXGmAdzzN2v9rTBFQAVFRVaTJRS26W0zH1kIrbtZIs2Y0zrdi56MxAFPur1/ALcUyWUypjWQ6XU9urnevgz4E5jzGPxf88TkTHA9YAOrpRSanfhYHDI7BT1TN+XCWNMWETeA/bp9dJEYFXeFqSUUkploJ/rYQng9Houxk58OykdXCmlVA4cnD6/9l7vzYaIlAF7JTw1TkQOAhqNMatx9+Q9LiKvAS/jXnN1NnBCVgtSSimltlN/1kPgH8ANIrIa97TAg3Ens7g/2w/aUXRwpZRSOYgZQyzDyZUyfV+CqbiDph53xf//g8BnjTFPisiVuKdF3A0sAs4zxryR7YKUUkqp7dHP9fAbwG3Ab3EndFoP/B64NdsP2lF0cKWUUjnoz9MgjDGvAJ53nzfG3M9OvOdOKaXUnqGf62Eb8O34Y5ew056v2JuI+EXkNhFZISJdIrJMRH4Yv1dH3hmnFROeg4ltzLptOLqartBsHKcjq3aOidIcWkRLaAnGZHfYtDvWzrrORbRGNmfVDqAh1MDy9hV0x7qzahd1YixpW8fy9g04WeZtDXczt3Edm7qyv7Z/TVszczZvoCMSzqpd1HH4qKGehZsbyPZ2Di2hbmY3rGdjR/YT6qztaGJe0zo6otnm3da/2ebtiHawrH05jeGmrNoBNIU3sr5rMWEnu/XBXX8X0hJamnXemNNMV2gWkeiGrNoBmOhqTGQuxunMuu32cDDEMnzk85orpXZ8Pexwv2PR7GduN7GNbi11svutN8bBRBZhIh9hTHbTPBunfTvybthF82ZXm9y8C3fBvAv2nLyxrGdGzznv9tJ6mGxXOnJ1LfAV4HLccy6nAg8ALbinxeSFMVFM20+h82Eg4j4XPB6p+gniq/ZsG4muZcOWb9AVfgcAkWKqy79GTcV3SFfz1rW/xJzNd9AdcwdHJYERHDrkJmqLD/Ns55gY/9l4P+83/ZOYiQKwV9lUzhrxHUoDlZ5tG0Kb+cOye1ncvgSAoC/IWcPO4OPDz0qb97X6efxy0d/ZEna/wMOKqrlm8vkcXL2XZ7uIE+N/5r/IoytmEnFiCHB83d7cfsi5DCos8Wy7pr2F77z+D2bWuz84xf4AXz1gGl8/cFravM8tXcwtr7xEfac74B1VUclPTj6NI0eOSpv39pkv89CiWUQcBwFOHDmB/zn6DKqLvPOu7Wji2plP8kHjGgCK/AV8aeIxXLnPsWnzvlo/l18uepLGeP8OL67hmsnnc9CgCZ7tok6Ux9b8hZfrXyYa/0GfUnUgV4z7POUF5Z5tm8MbeXrtz1nbtQCAAinkqNrzOXrw+Rmsvy8ye/NPCMW2AFAaGMkhQ26itniqZztjItQ330pz+59wv29CadHJDKv+X/x+7++bia7GtFwDkQ/cJ6QYSq+E0ivT5s2HgZrQQil2WD000PFrTPs9gLuzxRQchlT9DPEP924b24JpuRbCr8WfCWJKLkHKr0bEe9PDhN7CtN4APRuXviFQcTNSdHLavKb9V9Bxb0Lew5Gqn/Zz3jcxrT9IyDsUKm7KIK+Daf91irw/Q/zD0uTdHM/7ep7y3owUTc8g76+g474c814D4Z4zl4OYkkvjef3p87bcAM76hLy3IEUn5Zj3fxB/XZq8DfH+zSXvG5iWH/TKeytSdGIGee+O5w3F8x4R798c8pZejpRdlTZvPmg9TCY53pB5hxORZ4FNxpgvJDz3N6DLGHNJhp9RAbS0tLRYp5512n4W/6FL7Bc/BPZFav5q3WgzJsyKDccRia3DncRkm9qqm6gu/7I115buOby67vPxZfYsV/ARYPqov1AeHGNt+5+N9/P2lieT8go+6oon8Llxd1nzRp0o1869gcZwY5+LCz8z+gJOrzvVusz5zSv5xvu/wSQtUwiIn/uP/C6jSmqtbX867wX+uPS/yb0rwn5Vw3ns+C9Y84ZiUaY/dS8bOlr7nK/7w8NO4gv72geh729Yx/l/eSxpmQIU+P08d/HljKsaZG1723v/4f6PZvbJe0BNHU+ecak1bzgW5WMv/ppN3X3zXn/AaVy215HWZc5rXsE33/9tn/4t8Pm5/4irGVky2Nr2kVWP8cKmGUltffgYVzqWH+77fY/1IcLvln6JtsgWTK/14dS6L3NYzdnWZW7umsVr678AvXrYJwWcPOovlBWMtrbd1HQjze330fv7VhQ8mNFDnvb4voUwDaeBs4ne3zcp/yFSeql1ma2trVRWVgJU5jItes/vyOIFQynP8L4ebW0OEydvynmZSiXaUfXQdNyHaftJr2f94B+BDH4OkYLU7YzBbPkkRBeS/P0UKL0CX/nV1lwmuhSz+Rzcuw1sq4cgSPXjSHCKvW3Hve7O0ZzyfgKii1Lk/RK+8u+myfvxeLteeWueQAoOtLdtvwfT/rMUeUcig/+VJu+5EF2cIu+X8ZVf1U95/4Bp/58UeUfF86Ye1BnjxPMuSZH3Snzl37EvM7IEs+UcS96/IAUHeOT9Pab95znmPQeiS1Pk/Qq+cvvZaSay2P1bU+b9K1Kwv0fe/8O039XrWT/4RyOD/5lDXqD0a/jKv2VdptbD/rHLnBYIvAVMF5GJACIyBfeeLs/lawHG6YCOP0GfUXUMovMgMtPatr3reSKx1fRZsYHG1t94nua3pPnPCNJruQaDw/LWx2zNCMU6mdn4bJ+8BocNXUtY29n7NjjbvN80i83hzSlnbfnn+uc8T/N7YvWr+Hpt9LppHZ5a86a1XUckxMPL3+vbu8Ywt2kds+JHeFJ5YfUS1ra3pLwQ8nfz3sbx2Elw7wczU+SFmOPw57mzre3awiEeWjgrZd7ZmzfwQYP9kP2LGxayvit13nsWv+mZ9/HVr/QZVBgMUcfhqbX2/u2KdfGf+peTBlbgzsyzrGM5y9qXWdsuanuL1khDn4EVwFubn0iz/v4J6fNTYjAmxvKWJ6ztYk4rLe2pv2/d4Zl0hz+wtqX7hfhewb7fN9Px+6xPS8yFk+VDqTzq/3poYpj2P6R4JQax1RB6yd448h5EP6Tv99NAx588T+E1nQ/hfmOS6yEIpuOB7cj7corX4sLvQvQje17TZV9ux0Mk7xjNNG8U03GPJe8qCL3ikfcdiC5InbfzwTR5/+yR94855l2ZQd7eA+2evH/0ztuZa94IpuNej7we91oPv51ioJ2Y137KvHder/Uhgum4z5J3BYReS/FaT97/WvICnQ945s0XrYfJdqXB1Z3AY8BCEYkAs4BfGGMetjUQkUIRqeh5AN7nRTkbsN8gmvhel9RCkUXYzrKMOZtxnGZr25bQYkyqjURitITsy2yNNBA19ut46kP2W96s61qH33KouDXaSmfMXvyWtq8nlmJjO2YclrXbr5lZ19VC2IlaX1/SWm9/rXkzAUm9um7u7qQtbP/v9lFDQ8pBTswYFm1usOftaCXk2M+VXtRsv75taWu9PW+onfaIPe/SttTXsDk4LG+3XwPYENpM1Nj7d22XfTDY0L0aH6nXh/ZoEyHHXvxawous629reKm1XSS6BoN9/XW/U6mZ6BKsZzU79WCyu94xF5meX97zUCqP+r8emhYwtms2/Z71kMhijw/ujtdaW1vLRiKx+IDCwmkGY6uzafJGF2OfP6YLYh55Uw4acJ+LDEBe0wVe14rnnLfJXSdSSpd3Cd55N3m07a+8HuuoZ97O3PNGF9rbOY39mNe+bZUvWg+T7UqDq/OBi4GLgENwzzW/WkQu92hzPe456D0P76sZfYPx7BKPc7YL/CNxT2PoS6QUn89ex0oLRqRcruCnJGBfZmlgUIojBttUFgyxvja4sIaY5SLLIl8Rxf5ia9thRdX4UnyR/eJjWLH9OpnawrI+R5ASDS+psr42oqyCqOXoSVlBkNKCoLXtqMrKlMv1izCywn5d2pDi0pR/59ZMpalPpQH3b0k1AAUoDRR65h1WbO/fumL7KYxVBVXxI6Cp1RTWWF+rLKjFSVkQoNBXQtBXZG1bEhhJLutvwF+Xsl2PgsAI62vu9ROWga+Uuddf9bOYye6hVB71fz30/B7FPOshfvt3F/zgs586jn+k+54+fOD3uEbWVw5sT17blzQQ3zawtbXl9afJW8GulbcSsNWBdHmH0y95A9uT12MdTZvXXktz798qoNDy4vbm9b5+OR+0HibblQZXPwPuNMY8ZoyZZ4z5M/C/uAXD5g6gMuEx0msB4quCorPp2y1+8A2H4DHWtuUlZ+OTyhRtfVSVXWY9dxpgQuWFpDpQanAYX3m+tV1JoIL9Ko/rM8ASfFQWDGF82cHWtodVT6XEX9JnY1wQThp6gvWoFsAnRx2T8oLEmHH4+Ihp1naDCkv42Ij9+gx0/CKMKKniqCHjrW3PHDuJimBhn7aCcMk+BxPw2Vflyw88OOVpeI4xXHSA/fz96qISzho7CX+KvKPKKjlm2Fhr24+N2I+yQGGfQZIgXDR+Kn7LUS3IvX8rCso5vPowfL3WBx8+agtr2a9iX2vbfSuPo9BXkmJdEg6tPgufx/rgtf6Oq/yUtV3AX0N58Vn0LUR+CvxjKCm0f98oOhOklL7fN4GSS3fQBbx6GoQaMP1fDyUIxZ8hVU1DKqHwdHvjwmPBN4y+320fFH0c8dl3TEnJRaTeceIgpfbLyUSCUHKhR97TdnDeWAZ5L7DkrYIir7zHga/OkvccxGNn7vbltfXvICiyX6dN4fHupA4p856L+Mpyy1vilbfQo38zyTskdd7iTwxQ3lM88p7gkfeTnnnzRethsl1pcFVC3/8mMTz+BmNMyBjT2vMA0s5NKRU3QfDo5Cf9I5Dq+zxn4PH5ShlZ+yj+XnvkyovPZnDlNZ7LHFZ6PPtXfxtJOM3JJ4UcUnsT1UX2ix8BTh/2VcaVJg8QKguGcOGYWzw3iIv9xVy9z3eoKEguGkdUH8Z5Iz7hucyja/fjy3udmTRACPoCXDv5AiZX2icvALj5oLOYVjsu6bkRJYO456iLPQccZQWFPHjy+dT0mqHv7HGTuOqgYz2XecqEvbjmqGOTBmCF/gA/Ofk0pgz1noHnx9NOY1pd8oQio8oqefDk8/F7DOjKCgq55+hLqC4sTXr+zJH78fXJ3jMGHVu7P1+acEaf/r1u3wuYVOE9u+Fnx17K5IpJSc/VFg7m6onfxufRv4X+Ej4z5lZK/Mnrw36Vx3Nc7Wc8lzmi7CT2q/46kvDD7pciDh1yC4MK7QM6gKHVP6Wk8Kik5woCoxlZ+7DnAEl85cig+/rukSs6Gyn7mucy88VBiGX4cLxvWaVUtnZMPSy/qu+gxDcYqb4f8dlnSxUJINX39T2aETwaqfih9zKDByMVPyJ5L34AKb8OKTwhTd7v5pi3IJ6314x3wWMyyHuIR97jM8jbayO/J6/H0Xc37/0p8h6LVPwgTd5DkYrbUuS9Hik8LoO8vTbyfbXx7aM0eQfdD71nvAsei1TckCbvVKTi1l55C5Dy7yOF3rVfyq+25L0fEfvZGCJBZNADffMWHoeUp8t7WDxv4tkpBUj5DYjXDkNr3iFI9QMZ5L0/PoBNzHs8Uv59z2Xmi9bDZLvSbIF/BE4Gvow79ezBwB+A+40x12b4GWlnR+phIgvd82N9QyF4BOKxYZrUzkTo7H6DqNNIcfAgggXeU2cnCsUaqe98F5/4GVJ8JAV+71PiE23qXk5990rKCwYzpmT/jPNGnSgftS6gLdrOhNJx1BV7DzYSNYfbeb9xCX7xcVjNPpQG7F/+3ha2bGRRyybqiis4bPBYz9MFE0WcGG9uWEVTdxdTBg9jfGXmh7u3dHby1trV+MXHsaPHUF5oOwTf10eN9SxsqqeupJwj60Znlfe/9ctpDndxwKARjCv3OJ2gl+3p31Udq1nbtZbqYDX7lE/0HFj9P3vnHR9HdS7s58w29V4tYcldttxtMLbBuNBDKDG9k3JTSCEhvUDuTW7al0LaTegl9B56MdjYgG1s3Kskd/Uu7UraNnO+P1YSWmnP7GotOxjmyW9/xLt6dx4dnZl3zsyZ9wxEl0EOeLbQo7spSpxIlstsek84Yf03aT6OYVwt8/p34AvswWEbRaLr1GHtb/jfDz2/4JiBsJdGjRmp6kgbd+aTEmN1JI/bYG75J7s6ksXx47jnw+B+CGwPXcxwzo9a6rs/TuqhYhFGA9jLEI6y6EF9sYY7VFZaGuBagNDUU6KH+u6DwI44fdeHntu0T0Y4V5rOLgAAIABJREFUJg3DtxP871m+H0vfKgjsDE3nc54ap+8UhGPi8Hx97wLyOPuuA6MpZl8rHx4bTqTBVSrwC+ASIA+oBR4D/kdKk6oO4d8RczKxsLD4ZDJSyWT9zoJhJZN55fVxb9PCYiBWPrSwsBgJrHx4bDhhFhGWUrqBW3pfFhYWFv9R+qY4xPqzFhYjhZUPLSwsPk5Y+TCcE2ZwZWFhYfFxwpACQ8aWJGL9OQsLCwsLixMNKx+GYw2uLCwsLOLAulJnYWFhYWFh5cPBWIMrCwsLizjQ0dBjLLiqXorawsLCwsLixMbKh+FYgysLCwuLOJDDmAYhPwXTICwsLCwsPp1Y+TAca3AVgR7fBlo6/44vsAO7bRSZKTeSmnQJIkr5bSkNDrqf40DHM/iMNrJdM5iYeRMZrujlRj3BNtY1P8PeznVoQmNy2umcmvM5EmzJUWMr3VW8XPcqh7oPkeXM4sy8pZyaPS+qry4NXq5Zz4u16+jwdzEto5SrS5YyLtVkpfVemr0e7q18jxW1e7FrGucVlXPThPmkOqKXC9/YWM0/d6xnZ0sDhclp3FA2mwvHTI7uaxg8vnM7j+/YRltPD3NHFfHluacwOSfXNA6gydPFvWs3smLPPmyaxvnlE/n8qXNITYhejn1jbQ13fbiBnU2NjEpN5brpM/nsxLKYfB+r3MrjFVtp9XUzN6+Yr049lclZedF9vR7urXiPt+pC7Xt+cTk3jo+tfbe1H+DxQyupdNeQn5DJJcULWZo/M6qvIQ1WNr7DO01rcAfdTEyZwAWjzuekJNO1RgHwBNpY2/I0FZ3r0YSNKemLODX7Elw29doyfTT3bKai/QE6fHtJdBQwLu1KilPOiWF/02nvepgOzyPoRhuJrlPITv06LufkqNscCaxpEBafBmRgF9JzFwQ2g5aNSLoCEi+LulyClJIjnlfY3/EkPcEGMlyTmZh5I9kJ6oXb+/DrbirbH6Km6w2kNBiVvJQJGTeQYI++9Ea7by8VbffR4tuGS8tkTPqllKZeHIfvFCZl3khWwvQYfDupbP9XnL57qGi7P+Rry2JM2vJh+L7M/o6n4vR9iJquN/t9J2begMsWm+/etvto9W7DZc8+St+byEqYNnzflGVMzLg+Jt82324q2u6Py/ew5yX2dzyFN9hIZkI5EzNujNG3g4r2h6jxvAnIuH0T7DmMSVtOSepFMfnifR7Z/SjoDeCYhkj+L4Qz+v42Elj5MJwTphT7SBBL6VlPzxvUNH8eEHy0JqNBVurXyc0wX4xtY8NtHPa82BsrEdgQaJw+6i6yE2cq47qC7dy37xbcwVZk77qQAo1sVzE3jfkDTpt6cb5NbVv4S+XfEAgMDAQCieSCwvO57KTlpr6/2vkYb9R/2GsLNqEhENwx+6tMzShVxjV7PVy28m6afG703v6jIRiXlstjZ3yBZLtTGfvG4Uq+svI5hABdSjQEBpKbp83ne7PNFzC89fVXeG7v7gG+Apum8ejnLmd2oXpA2OzpYvk9j9Lk6frIVwjG5WTx5OevIsnpUPvuq+SrL7+AJkTIVwgMKbn55HncOt98QcBb1rzI8/t3hfsKjcfOuYo5eer1o5q8Hi5beRfNPk9Y+47vbd8kk/Zd07id27Y/hIZAx+hv3+tKz+QL485VxkkpuXP/3axtWd//noaGJjR+NPn7jE9Rr9fmCbRx7/5v0RVsD+u/ua7R3DD29zg19YCwxvMW6xu+h0BDDtjfyjK/xJSsr5n61rV+HXf3c/BRCyOwc1LeMyS6ZitjR6r07KvbxpAcY+nZLrfBedMPxL1NC4uRJpZ8KP0bka03EFqvWKd/X0u4FC3jV6bfv6Plz1S0P8DAfCiRzC+4g8Jk9eKvAaOLVdXX4Q4cggHHkwR7HkuLHzE9QW3u2cSa2i8Dsvd4Etp2SerFzMm73dR3e8sdVLY/GOYLklOj+npYWX0dXYHDYce/RHs+S4ofwWVTr2/U3PMha2q/MsS3NPUSZufdZu7b/CcqOx4a4ju/4A4KjpFvU89G3q39agTfzzE7z3yx5e3Nf6Sy418RfP9MQbI6l6p9C3p9M+LwXc7sPPPFlrc1/4GqjoeH+hb+hYKkhWpf3c3KmuvoChwZ5FvIkuKH4/Idk7qcWVF8jc5fQfcDDMyHIBGZd5sutmzlw2NDbC3xKUFKg4a2nxLqmH2zQkM7R6v77wSC1crYNt+u3oEVvfEg0THQ2dbyR9Ptrm95PmxgFYo1aPYdYUv7G8o4Qxo8fOhRJBKjN1b2bvvluldp8bUqY/d0HuGN+g8H2IbuZBnS4B+VLyrjAB6oWkvjgIEVgIGkqrORZw9tNvGV/PyDFaHDRm+s0bv1f2xfR12Xeh/b2lDPc3t3D/KVBA2DX615x9T3vnUf0jhgYNXnUtXUwjNbdijjdMPgv99Z2b+tvjiAf2z8gDq3W+3bXMfz+3cN9ZUGv/5wpanvA5Xvhw2sINROlZ2NPHdoi9pXGvyl4vnew7LRHwfwyMG3aPJ2KGP3dx0IG1iFYg10qfP44SdNfde1PBs2sIJQ/230HWRb2wplnJQ6W5t/1/vz4fvb3rZ76Qk2KmO9/s29A6tQdAgdSYCm9l+Y+o4UBgIDLcbXJ/9KncUnD9n5a0K5sG//7N3XvE8jA7uUcV2BWiraHwyLCe3jkq3Nv0VKQxl7sPMZ3IGDMOh44g02UtX+mKnvtuY/IDEGHE9C2z7kfp52314T3xoq2x8a4iuRbGv+HWYXoQ90PosncGjI8a8n2EBVx6Mx+OpDfA+6n6PDV2Hu2/GviL5bm/+fuW/HM0rffR3xte9B97N0+CpNfKup7Hg4sm9LNN+nI/p2B+tj8P29on2focNXpYzzBI5Q1fFIZN8o/WF/59N4BgwEP/KtY1/H48o4KXu/O4LvAfczdPr3qWODh3oHVh/F0Lu/yc5fmPqOFFY+DMcaXA0gEDxAUK/mo845EEmXV30S39D9PiJicxq0+bYTMDzK2IrO9WE74sBtVrk3qLfpbaTF3xLxM4lkR+dOZewHLXvRIvgaSHZ2HqI76FXGrqyr6B9kDGZVvToh7O9spbarM2LrGkjW1B5Uxr5z8AC2CNPEDCnZVF+Lx69eN/Ptiv1q38oDyrgD7W3UedyRfaXk3SOHlLErq/cpfTc21tAVMPGtrwgbWIX51qsT2JGuRpp8kQdQBpKNreq/zbb27RH7g0RS6anCp/uUsZVuVf8VVHnU/dcdOIhXbyTS/iYxaOxep4zt8r5F6MrcYAx6/OsxjG5l7EjRNw0i1peFxYmENDohuB0i7tsa+FYrYxt71qLKo93BGrpMLlTWda2JGCsxqOtepYzz6520+3dF9BVoNHS/p4xt6Fb7dgWrTX3ru1arfbvU5ww+vZ12/27FdjXqTX3fN/E9QnewRu3brfatNfVto8O/h/ja18Q3cJjuYK0ytq47cn8gavu20uHfq4iNpT9Eos+3Thlbb+q7ysS3jU5/pdLXrD/gWwMRc4wE/SAY6vYdKax8GI71zNUAhFBPt4r2uYY94i7RG9l7SzkyNqH6MwhsQj1lza6pvxPALtSf24VG5J04tItqJvN7VdsVCJwmTmafAThMPnfYNGX7CsCuqXdWhy3y7yIEOGwm2zwqX5upb6SBV3+sou2jta9dM9+dzXzNYgXCdL63pui/od9T3X+1KIcfzSTWfF/VwKTvjxS61NBljNWRPkXTry0+KUTp22b7Z7R9G3WsTTj5aGpT7HHCZJ+XmB9PVMewjz43izXxNT3+mR2j5FH5ijh9zY7XZn/TaO0rjqp9HcTTvsKkr8TWvupjtln7h/qoytfkHNK0jaR5vozii2lbjAxWPgzHunM1ALutGJdjCpGbxUFKwjJl7KiUpUS+omMjP3E+dk393FR5+hkIxVWHyenqucg5zhxOSiyOGGsXdmZkqB9sXZQ3rX/K2EA0NE7JLiPBpj4IXFA8FS3CNg0k5xSVK+NOSkmnLCMXLcLAwqHZWFqsfq7nnHETIt59sgnBGaVjSLCrDx4XlJdF3KYh4dwpE5Rxo9PTmZidEzHWabOxpHSMMva80ZOUvkuKxpn6fuakaSbtO0UZV5SYTWlyfsRYh7AzL1td6GFu5pz+qaUD0dCYkTEdp6b2VfVfiWRymnpuerJjNKmOsUTa3zThJD9J3fdTEs8nckFXG8kJZ6GJ6IVKjpbQNIjYX8NBCLFICPGiEKJWCCGFEBeb/Ow/e3/mlqP+pSwsehFaCjgXEvkOsQTXWcrYwuRFipNxjXRnGUmOQmVsUcpZRD5RFBSnqp8bdWjJ5CXOU1zIlIxKXhqXb4ZzMkn2AmVssYnvSSnnqH1tqeQqfTH1LUg6w8R3Ckn2fGWsafua+DptqeQmnKJs38LkJcrYwqTFal9XOYl2dZGn4pSz4/bNSTjZpH3NfM9QxGlkRvNNVfua9QenLY2chLmKGVB955gKXGcSeT/VwDEDYYteROtoOcb58GBvjhv8+vsx+nWOGmtwNQAhBPmZv0eIBD7qqDZAkJ/5K2wmD9KmOEYzJevm0Pf0x2o4tFSm53zfdLtzsy+gILHvJF/0n6iOS5nL1PTFpr6fH3MjTs3ZP6Wr77/XlVxDij1FGVuclMvnx4YSlU30xQpSHYl8Y+JFpr7XjDuF8szCXlv6T+YX5Y/ngmJ1JR0hBL9ZcC4JNnv/nRubCP22vzz1LNJd6sIHYzOz+PapC/pjIFSUIt2VwM8WqQ+SANedMovygryPfHvjF48fwwVTy8x9l50d0fd/Fi8jPcHENz2Lb888LdwXQYYrkdtOUQ/SAa4dN4/JGQUf+fa27+KCCZxfPNXU93uTL8ep2ftj+v623yn7HKkO9QC/MLGAi4su7PXUerctSLYnc/XoK0x9T8m6kPyEsX0W/f13QsopTElXFykRQjAn73Zswtm/z4je/W1mzo9x2lKVsS7HBLLTvtP7r4/2N5uWSV6m+YPrI4XRu65HLC9j+IfaZGArcLPZDwkhLgFOBY79vA+LTx0i7WcgUvnoVKF3P035DsI+WhnnsmUyI+cHoZ/t37c1bCIhauGD0amfIS9xfu+/NPqmO2W5pjE27TLT2Bk5P8ChpfT79m27POsbJDvURYRctixm9Obpgb52kRC1kMDo1AvISzy1918izHdMVN/vY1f6qos0JdizmJHzvbh8S1I/S17ivAi+06O3b+4PsGvJQ3ynZn0zqu90he/s3Oi+uYmnDPVNmMHYtEtNY2cqfb9lOsBPsGcrfBOZFdX3QqXvmDTzImMzc3+IXUvuH2D1+2bfYjrAF7YcRGpfwbWP8iEiCZH236bbHCmOcT48GSgc8Oq7svPUCP4KI4pVLTACgWAN7Z6H8AV2YrcVkpFyLQkxlrNs6tnIIfcL+IKtZCVMZ0zapTGVYw0afrZ3rKTK/QECjbK0hUxJPx0thulNLb4W3m5cxeHuI2Q5s1icu4gxKaUx+W5p28erdRto93soTy/hs0WnkulUn9T24dODvHBkG6vqKrBrGmeNmsy5ReXYteg7TY2nk4f3bmZ3WyOFyalcNWEG03PUB7qBrK8+wtO7d9LS3c3swlFcOXU6OUnRy337gkFe2L6blRX7sWkaZ5dN4LzyibH5ujt5ZNtW9jQ3UZiaypVTpzMtT31lcCBr6w/zVNV2Wr3dzMkt4upJM8lOiO7r1QO8cHgbq+orcGg2zh41mXNibN/6nlZeqFnHPk8tea4MLig6lUlp0cupA+zu3MOapvdwB92MTxnHkrzFpDmi94eA4WNH+0oq3RuwaTbK0hYyOe20mPpvd6CW/Z1P0eGrJMlRQGnacjJdsZVT7/a+R0fXk+hGC4muk0lPvha7Lds0ZqSqIz2+ZQpJqbFNP+x261w5c1dc2xRCSOASKeXzg94vAtYD5wAvA3dIKe8YzndbfHqJNR9KvRl6Hkf6t4ItG5G4HOE8OaZttHp3crDz2d7S22WMSb/U9CSxD0MGqPa8Qa3nbSQGhclncFLKedi06HekvcEWDnQ+Tat3Oy57NqWpF5GTqK4eGu67o9e3sdf3MtO7QKa+qef3TnH8uPq+To3nbUJ3nYbj28yBzmcG+F5MTuKsGH23c7DzuV7fyb39Ybi+9Pqed9x9x6ZfZnrXaqR893c+TZt3Bwn2HEpTLzatNj0Q6d+K7HkC9CZwTEEkXYWwme9vJ1o+7N3mHcAFwAT5MR3EWIMrCwuLTxUjlUwe3TJ1WMnk6pk74tpmpMGVCD0EtwL4t5Tyz0KIg1iDK4thYOVDCwuLEzAfOgnN1PijlNJ8PYj/IFZBCwsLC4s40KVAj3Gl+QE/lzpocWSflFJdilHND4Ag8Jc4Yi0sLCwsLEaM45gPLwYygAeGqXhcsZ65srCwsIiDWOeX9716qQY6Brx+NNztCiHmAN8Cbvy4TomwsLCwsPj0cBzz4ReAV6WUH+vnjK07VxYWFhZxYEgNI8bSswMqRxYDA1efjueu1elAHnB4wFU/G/AHIcQtUsrSOL7TwsLCwsIiLo5HPhRClABnAp+LQ/G4Yg2uLCwsLOJg0BW4KD/bn0zc8cxrH8S/CD1vNZDXe9+//yi/28LCwsLCYlgcp3x4E9BIqIDTxxprcGVhYWERBwbEPMd86Api5gghUoDxA94aI4SYCbRKKQ8DLYN+PgDUSyn3DnNTFhYWFhYWR8WxzIfQX8TpJuBBKWUwjq84rpxQg6ve0sO/Bc4DkoAq4CYp5caR3I4hA9R2raTDV0GiPY/ilHNx2mKrpuQJtrGrYzXdwU5GJU1kfMrcmMpRAxzwHGRLx1Y0NOZkzqY4Sb0ux0ACRpB3m3awz1NHriudpfkzSXVEL/cN0Oz18HL1Dtr83czILGZRwfj+tZGisa25jrer92ETGueWTGRCRk5McX5d5819VexubqIgJYXPTiwzXTMqzNfTxUs799LW3cPMokIWjS/FFkN5coAdh+tZs/sAmqZx5rTxjCswL9k90HfFnir2NjRTkJ7CZ8onkRajb1NXFy9W7KHN28PMgkIWl4yJ2Xdrb/s6NI1zR09kfKzta+isqN1NRUcDBUnpnF80lTRnbL4tvk7ebthCR6CL8vQSTskui7k/7PccYGv7NmyajbmZsxmVqF73ZCBBI0CFey0N3oOkOXIoT19Egk29RttAvMFmjnhew693kJUwnYKkBYgY97ejxRjGeh1xrOsxF1g54N9/7P3vg8CNw/0yi08exysfSqmDbxUysA2hZUHCBYgoyx304dc7OeJ5DW+wkXTXJEYlL0YT6gXJB1LdXc2HbZsxMJiVMZPS5JKY4gxpsKV9G/u79pNmT+XU7HmkOWLN3x7Wt3xAm7+dkuTRzMqYiV2L7TQpXl9d6mxt337cfY90V7Mpbt9t7O86QJo9rdc3+nIdfb7rWj6g/Sh8JZJZGTMoOR6+AQ/rWo+vryGD1Hevoc27C5ctk5NSz8VlssbqQKTRBj0vI41GhKMcXEsRMe5vR8sxzocQmg44GrgvnuDjzQlTil0IkQlsJnTC8Q+gCZgA7JNS7ovxO6KWnu0ONrCm5ot0BasR2JHo2EQCCwr/Qm7iXNPv39P5Ps9X/w5D6gg0DHTyE8ZxTckvSbSrd2ZDGtx34EHWNL/bv4CrgcEFhedzafHnGFRNJYxGbzu3bPoHtT0t2ISGIQ1cNie/mfEFZmaOM/V9o2Y3t254Gl1KbEIQlAZTMgq5b+F1pDvVC84aUvKD917lqX3b+xfI1aXk5mnz+d5s9aKxALXuTq5+9kkOd3Rg1zR0wyDR4eDez17CvOKTTGNf313Jrc++QrDP1zAoL8jj/muXk56oHjwYhuS2J9/g3xt2YdMEyJDvl848hW+et9Dct6OT6x96miPtA3ydDu668mJOLjFfO+qVygq+/frLBA2JTQv5TsvL51+XXEqayYLJumHw/fdf5Zl9O8La9xvT53PrrCjt293BjWse5Eh3G3ahoUuDRJuTOxdczdwc84P7qoat/HLno+jSQBMCXRpMSi3m97O+bLoAsSEN7tl/H++1rA3rvxeOuoDlxZeYbrPD38jDB39Ee6ABDRsGBk7NxRWjf87oZPWCyQDVnjfY0PATJAYCgUQnw1XOaYX/MF2AeKRKz/7tw3kkpsSWaHs8Qb4+Z33c27SwGMjxyofSaEe23gDB3YSuxeqAHZFxByLhrIgxfTR2f8Da+m+hSx8CG5IgyY7RLBp1t+laQVJKnqx+mlfqXgs7npyRezo3ll6PZnKxxxPw8Nu9v+dw9xFsaBhIbMLGzeO/wuxM87WNdnXu5k8Vf8Fv+LEJG7rUyXfl86PJ3yPTmWnue+RpXqkf7LuIG0uvM/V1B9z8bs8fONxzBFvv8S/k+1VmZ5qvbbSzYxd3VP6VgBFAExq61ClIyOeHZdF9nzjyFK/Wvx7muzh3ETfE4PvbPb/nSE91mO/Xx3+VWXH6/qjs+2Q4M0x9Hz/yJK/VvxHmuyT3DG4ovc70/MgdcPObPb+nOg7fHR07+XPl38J8CxMK+GHZ96L6Pnb4CV5veDPMd2nuYq4vvdbU16e3sqb2y3T6q/rPPzXhYF7+/6Mw2Tz3S9+7yLavEXpsyQYEwTYGkfUwwparjLPy4bHhRKoW+APgiJTyJinlB1LKA1LKN2JNJLGyqfG/6Q7WASAJAhJd+lhX/x10w6uM6wp28Hz179BlEInEQAeg0XuAFQ33mm7z3eb3WdP8LhDaCY3em6Yv1b3Cto4dprG/2/0kDd42AHRpIAGfHuCn2x7ApweUcS2+Lr678ZneGElQhra5t6Oe321/w3SbT1dt56l923u3KdF7B+h/376WVTX7TWN/sOJ1ajpD+1LQCPl6g0G+8vIL+ILqO73Nnq7QwMowkFISNEK+exqa+N2K1abbfH7DTv69YVfI1/jI9+4VH/DenoOmsT9+8Q1qOwb5BoLc/KS5b1N3V+/Aqrd9e313NTXyqzXvmG7zqartPLMv9Hcf2L5/3baW1TUHTGN/8uG/qe1pD/n29gevHuAb657Ar6t9W3yd/HLnowSljkSi9/aHSncN/6x6yXSbq5vW8F7LWiC8/75Q+xI7Onaaxr5YewcdgabeWB2QBAwfTx/5FUFD3X+9webegVUQMJC9+1uHbzc7Wo7PUk8GYlgvC4sR5LjkQ9n5vxCs6P1XKB9CENn+baTRqowLGj2sa7gVXfogdAQEoDtQw6bG/zHd5tb2bbxS9xoQfjx5p2kN77esM4195PBjVHfXAKDTl9uC/L3qn3gCHmWcT/fxl8q/E+g95ugydDxp8jVx34EHTbe5pX0rr9RH8l3N2qi+j1Pd0+er9/v+X9U/8QTNff9aFfINHa/7zjeauP/AQ6bb3Ny+lVfrXx/iu6ppNWtb1pvGPnzoMWp6aof4/v1ofA+at+/m9i28Vv/GEN+VTe/E4PsotQrfrmCXMs6re/lr5f8N8W3wNnL/QfP23dS+mdcb3hzi+3bTKtZF8d3a9Dvc/lCO7zv/NGSA9Q3fx6+7lXHS6EK2f4PQwCq0j4Z+6cPIzp+ZbnOksPJhOCfS4OpCYKMQ4ikhRKMQYrMQ4ktmAUIIlxAire8FmN4L9gabaexZ23+i9hEGAcNNffcaZeyujtX9O+BAJAY7O1aZnii+07QaEaGzaWisaXpXGdfi62Rja0X/ifBH25R4gj2sa9mtjH21ekf/YGEgupS8WL3d9ET8scqtEXcNmxA8XbVdGdfg8fDekcP9g4U+DCnp8HlZeVA9cHhlV0X/YGGw77+378avD237Pp5Ztz2yryZ4foP65L+h08PaA0ci+3p9rK46qIx9qWIvuiEj+j6/19z38Xjbt6eTdc0HhvoiaQ/0sLqhShn7dsOWIf2oL/aNug8JGmrfVab99z1lXGegmUNd25AM7b89eif7PB8qY494XhsSF4o1OOx5CUOq97eRQpfasF4WFiPIMc+HUnrB+zIMyYcSCID3NWVsffdqgoan92cHRuo09LyPN6gemA2cwRHmj2B1kzoH+w0/61s39J/MDiQog3zQpp4tubl9Cz16D4OP2AYG2zq20xlQn9ia+b5j4uvTfXyg9A2woVXtu6l9Cz26N6Lv1o5t5r5N8bWvmW9ABtjQqj5eb2rbrPTd0r4Nt4nv6qPy3Wjia9K+bVvwGor2bd9mOlAP+Q7Nh9H6Q9DopqZrRYTzT4kh/dR0vamMxbcCZBeD9zfQwbcSabSrY0cIKx+GcyL9hmOBrwKVwDmEpkL8RQhxg0nMjwivoV9ttgG/YX530qerO2iP7o54AADQZZCAyV0vd8A9ZCeG0I7sCaoPOu5At4ktdPjVV2ba/T1oitvTAUOnx+SuV6u3O4JtaODQ6lU7dfjUbQDQ5u1Rftbe3aOcrhDQDbwBtW9bV09kX0PS1qXeZoc3im+3ia9X3b5+Xcdrcterxax9fSa+fvVnAG1+9d+mM9Ct7g8yiM/k4oA74Imr//aYXIkLfa7eH/16R8QBHYAh/ejSb/rdI0Gc63pYWIwExzwfIrvpvwI+BA2MNmWoT+8w+2ICJrm2M+COeEIskXQG1HFe3RfxAmfIVjM9gfeY3MUA6Db53NxXvU2fofYVaLhN7gSZ3SUC6NbVx3p3MM72NbwR4yDUvmZOnmCX8nh9VL5BtW+Pbu4brX1VvhJJl5lvwM3Qy8ChOLdJPgwYXREGViEEAr/J+SdGOyjbV0KUc9uRwMqH4ZxIv6EGbJJS/lhKuVlKeRdwN/AVk5hfA+kDXqYPySQ7inFo6ot5WQnTlZ8VJ5X1TwUcTIajwPQB/UmpEyMOzDQ0JqROUMaNSsohxa5+FqY8Xf2Mzcys4oh3KgRwUnImaQ71M0Hz8k/qfxYozFcI5uapm7gkPYNUp0v5+ayCQrVv8Sh0I7Lv6MwMUl3q750ztij0rFUE31ml6qILJVnm3zuzWO07q2BU/1TLwb6lGRmkOp3KWLP2nZOnLnJSkpJNit3EN0v9tyn0G7eSAAAgAElEQVRPL1H3h6Rckmzq752UOkF5ZXF86vgIESGynKNwaur+W5RYpo5NmK5IRIIURyl2EVtBl6PBkGJYLwuLEeSY50NEJthUxxsdHOpnVrJNcqVDSyfZoT6OTVAcTzQ0ylInKeNS7SnkOCMX2jAwGJ+ifgbZ7LMUewo5LnUxoYlmvmlq3xR7CtnHylfxvQATUsfH5ZtqTyXbGbmwQiy+kS7Ahb5X3Q4AE1Pi6w9pjlSyTHwnpKhzk7mvuh3AvD9MMvFNsGWTaMuP+JnEIDthhjI2tC8q6ido2WCLrbjU0WDlw3BOpMFVHbBr0Hu7CVUPiYiU0iel7Ox7Eb5Y2RBswsnkzEi5SaMwaTEZLvWOMSZ5JkWJZYgITbo43/yhy/MKz8Wu2cNuJWtoJNoSWZa3RBnn1OzcMGboQ8UCwWm5UxmXqt6hFuSNY0ZmcdjdCkFo97xlylJT3/+aOg+HZguLtQlBmsPFtWXqh4ZddjvfnDd/yPsagnPGTaAsR/3Q5WnjSpg+qiCi77eXLDD1vWnJXOyDfTVBWqKLKxaoD1guu52bF80b6isEZ5eNZ2KeOuGePrqE6fkFYYOkPt/vzj/N1PfLU+cN9RWCdGcC104yaV+bna+VDX3oVUNw9qgpTEhTP0R+cvYkJqWeFNYH+3y/MPZcU9/PjDofm7CFXenT0EixJ7M0b7EyzqG5OD33qiHvCwST004jN0G5a1OQtIAM55RB+1vIuDzrZlPfkcIYxlW6OKsjWVioOOb5UAiBSPlO378GfKKBYxY4hx7L+8hwlVGQdAaRTjGmZH3ZtGLgmflLSbAlhJ2gCgR2zc65BWeb+i4vHrq2qIbGhJTxTEmbrIwtTS5hZsaMiHcrLi660LRC3Jn5y4b4amhRfTWhRSz4o6ExMWUCk1PVF5fGJJcyI2N6RN9Lii4y9T0rfxkJNtcQX4fmOCpfs4HOmJRSZqTH53umie85BeqiKipfgWBS6kQmpU5Uxo5NGcP09Glxtu+ZcfkKoTEl62sRfDVyEuaQnTBbGYtjOjgXEWl/EynfRIhjXxjcyofhnEjVAh8FTpJSnj7gvT8B86SUC2L8jujVkaTkoPtZ9rTeTY/egE0kMTbtUqZkfQ2bpr56D+DTu3m74X62tq9AlwEynaNYnHctU9LNq7wAHOg6yOOHn2SPO7RMzfT0aVw9+koKEwtM46SUvFizjn8dXEGTr4NEm5MLi+bz+bHn4rKZl+B0B7z8YccKnju8Fb8RpCQ5i29NWcp5xeVRfbc11/G/G1eyvuEIAlhcNJafnbyMsenmJUOllDy6Yxt/37COeo+HZIeTa6ZN59unLsRlNz8AuL0+/t9ba3h+2y58QZ3SrAxuWbKQ86aoD5J97DxSz+9fWMPG/dUIAaeVlfL9ixZTmquuqtTn+/imbfxzzQfUuz0kOx1cNWcG31o8H2cU306fj9+8+w7P7dmFT9cZk5HJrfMXcv4EdRLqY2tv+37Q275Lisbxs1OWMiYtevs+fmAjd+5dQ4PXTbLdyZVj5vLNyUtw2qK0b6CHO6te4vW6DwnIIMVJuXxx7Lkszje5YtbLPs9+njjyFHvdFQgEMzKmc9XoKyhIiHwlbqDvprZXea/pCdzBFpxaInOyPsOi3Guwa+b916+72dHyJw57XsaQflIcpZRnfY2iFPMqZiNVHelXHywhIcbqSF5PkB+fsjLubVpYDOR45UMA2fMS0vNn0A8BLkhcjkj9LkIzXy5BN7zsav0/9nc+gy67SbTlU5b1X5SmXhL14kdtTy2PHn6C7b0FnSanlnHl6MtjKhe+tmU9z1Y/T6OvEYdwcHruQi4/6VISbeq75BB6ZuuZ6udY2fgOPsNHtjOLC0d9lsV50fN3JN+rRl8eU/ntkO9zNPqacAgHi3JP47KTlsfle1HRhZyRe7ppXJ/vI4ceZ0fnzgG+V1CSrL6g1e/bvI5na56Py/fpI8+yqmn1sH1remp5NE7f95vX8VyY7+lcftJyEmzmy5P4dB/PVD83wDebi4s+y6I4fa8uuZLRSeYVkQEOu19hV+v/0R2swSYSKEm9iKnZ38Sumc/GkLIH6f4T9DwBsge0UYiUbyCSlpvGWfnw2HAiDa5OBt4HbgeeBE4hNA3iv6SUj8T4HTElEwid9AVlF3aROOx1c3QZJGj4cWqJw76C7tN9CKHhjHJiORgpJd26jwSbM+Z1ifoIGDp+PUiS3Tls355gACEECVFO3AcjpcTj95PkcMS87lMfAV3HF9RJdjqG7+sPoAmByzF83y6/n8R4fXWdZEccvkfRvl1BP4l2x7D7Q9DQ8RsBEm2u49p//UYPDs0V87pwfRgygC792EVSTL4jlUx+8cHSYSWTn53ydtzbtLAYyH8iHyK7QCQM+yq4IYPo0otdJA/7eOI3Akhp4DKZlhwJKSVew4tTc2Ibdv7W8Rt+ErSEOHz9SCktXxOO1hfAqamn1UfiRPQNym5swoU2zP1NyiBIL8S4v1n58NhwwiwiLKXcIIS4hNC88duAA8AtsSaS4SKEwCFiW8h0MDZhxzbMk+E+hnuQ60MIQbI9toViB+PQbDi0+BZeTbTHt0CdEML0eSYzHDYbDlucvs74fVP+E75H0b4pjvh87ZoNe5z94Wj6r8sW33NSmnDEvDDpSGJIDSPGqkex/pyFRSz8J/IhceZDTdjR4owd7kWaPoQQUe+kqLAJW9yxwz2J7sPyjY1Pk69DJMcZa497Xz0arHwYzgkzuAKQUr4EmC+6Y2FhYXEc0AE9xvU61IXsLSziw8qHFhYWHxesfBjOCTW4srCwsPi4YF2ps7CwsLCwsPLhYKzBlYWFhUUcDGcxxE/DookWFhYWFp9OrHwYjjW4srCwsIgDicCIcRqEjPHnLCwsLCwsTjSsfBjOJ3/4GCd+w0uj9yBdQbOV5iPT7m+nursGvxEYVpwhDQ53NVLT3cxwqzh2Bf1UdDbS6jNfaT4Sjd0eKtqa8OrBYcUZUrK/rZVD7e3D9/X7qWhsprVLvdK5iqZOD1X1zfgCw/Q1JAfrW6luHL5vt89PZV0zbZ6eYcUBNLg9VDY24wsex/YN+Nnb1kSrd/jt29jjprKzEd+w+0P8/dere6nursYdMF16JyLuQAtN3kMEh7m/HS19V+pifVlYnKhI6UMGKpF607BjfXorHb4qgsbwjp1SShq8DdT31GNEWODcDK8eoLKzkSavZ1hxAK2+Lio6G+kO+ocVJ6XkkKeVA+6WOI5/8fu2/Id8Kz5lvj3B4eUXKSX1vf13uL664aXDV4U32DysOACptyADFUg5/HOVo8HKh+FYd64GYUid1Y2Psr7lOYLSH1pwLm0B5xd+nUR7qmlsq7+N+w480L/WRaItkQtHXcB5BedELYm5rnk3f977HHXeVgBKk/O5texSpmWMMY3TpcFfd63kwX3r8OpBNARnjZrMf8+6gHSneYWb+i4333//FVbXHgQg1eHimzMW8MUpJ0f1XXlwP7evfItqd6iK5visbH697CzmFBaZ+xoGf171Pg+u34w3GOxfkPd/PnMm6Ynm1Q7r293c9sQbrK04HPJNcPHls+Zx/Rmzo/q+u20/v33kbepaQr5jR2Xz0xvOYvo485XLdcPgb6+9z79Wb8YXCPmeOX08t116JulJUXw73fz4xTd4b3+vr8vFzYvmceO86L5vHdjHz1e9TU1v+07IyubXy85mdmF0399vXsP9uzf294fzSifxq/nnkO40963r7uCnm17g/ab9IV+Hi6+VncEN406N6vt+8y7+vPc5GrxtAIxJLuC7ky+jPN18nRdd6jxT/Rxv1K8gIAMIBCdnzeXG0utJtptXD+wMNPFSzZ850LUFAJeWzOm5V3FK9kXHZxHhYaw0/2lYkd7ik4eUErruQXb9A2ToxFQ6FyHS/xdhM1/Dzq93sKnpF9R2vQ1IbCKB8RnXMiXzK1GXN6lwV3LfgQeo89YDkOvK5fqSa5ieMS2q772V7/PPvWvoCvoAOD1/PL+cfSF5Ceb5u83Xze1bXmJF7W4kkGBzcNP4+Xx98uKwBd0jsbH5ELdtfokDntDJ8ElJmdw283xOyx8f1feeyve4c++7dAV9iF7fX8Toe9vmF3mrbs+wfTc0H+L2gb7Jmdw+4zMszB8X3bfiPe6sOHrfRJuDmybM5+ayWH1f5ICnJU7fNXQF/f2+v5x9EbkJ5hX12nzd/Gzzi7w9wPfzExbwtbIzovru6dzL/Qcfor63/+a5crmh9DqmppuvISqlpKL9Pva23UdQdgOCgqTTmJ17Gwn2HPNYoxXZ8VPwvQVIEImQ/EVIvhkxzOVY4sHKh+GcMOtcjQSxrOuxquFfvNf8RHgcGkWJk7h+zO+UJ21BI8hPdtxGo7cJg/CrbNeWXM1Z+cuUXns6D/O1DX9FIun7awgEDs3G/fO+S1GSeqe6Y+db3Fnxbth7NiGYnlnMI4tuUvoGDJ2zn7+Xw5529EF94H/mncX1ZerVwLfW17H8qceQ8iNfTQicNhuvXn0DJRkZytg/vv0ud763YYjvzOJCHrnhcrWvrnPx7x6iprUD3Qj3/cnnlnLlQvVCtzv21/H53zyONMJ9HQ4bT/z39RTnqn3vePld7nt7AwO3aNMEM0pG8cDNlyl9/brOZ/7xEDXtHUPa9/bzlnL1XLXvlvo6LlW07+vX3MhJoTUpIvKbD1dx54714b5CMCeviCfOuVrta+h8dsXfqeke2h9un/kZrhwzV7nNnR2H+MbGv4X1Xw2BU7Nz/6nfpTAxWxn7xJGneKXutbD3NDQmpI7nR2XfV/rqRoB/Vn2VjkAjctD+dl7hzczOOk+5zZFa1+OW9y7ElRJbqWifJ8AdC1+Ie5sWFiNNLPlQdj2EdP9y0Ls2sJUgcl5SrnklpWRVzQ20+3YhB9UGK8v8L6ZkfVXpVe9t4Kfbbycog/1HFNH7v9vLf2q6kPBDVev49fbXw22FoCQ5m38v+yp2xRqFUkqufOdedrbXDjn+3Vx2Bl+fvFi5zQPuFi5++58EDR2j3xc0ofHE4i9SnlGojH2gai2/3f7GEN/SlGyeX2rue8Wqe9jVUTfE9+tlZ3CzqW9zr68R5mvr9Z1i5lu5lt/uiOSbw7+XfUW5pqKp7+TF3Fx2hnKb+93NXKLwfXLxl5icUaCMvb/yfX63480hvmNScng+iu/lq+5hdwTfb0xezNdMfGt76vjZjp+jSz2s/2pC4+flPzNdSLii/SF2tPwp7D2BjVTnGJYVP668KCGlRLYsh+BuBtfiEym3IFK+ptymlQ+PDZ/8e3PDwG94+aDl+SHvSwyqe3ZT07NHGbulfRv13oYhAyuAF2tfNp3W8MShdxBChJ0QSyS6NHiu+j1lXHfQz4P71g15X5eSza1H2NJarYx960gVB9xtQw4cAH/b9j6GyaD77s0bERDma0hJQNf517Ytyrguv58H12+O6PvhkVq21tQrY1ft3M/h5vYhAyuAu1asx4jwfh//ej2ybzCo89TbW5Vx3T4/D6/exOBv1g3JpgM1bD+s9n177z4Otw0dqAD8890PTKcJ3L1pg0n7Dm2/PjwBH/fv/nCor5R80FDN1uY6tW/dHg53Re4P/9yzxtT3iUOrEIT3XwOJ3wjyfPX7yrgevYc361cMed/AYK+7ggNdB5Wxe93raA/UDxlYAbzX9MSwp2HEQ9+VulhfFhYnElLqoTtWQ9BB3w++VcrYFu8W2nzbhwysACrb/2U6RXBFw1thJ6ZA//9/te51VRi6NLhr0IXG0PuS/Z5mVjdUKmM/bDnMtraaiMe/+yvX4tXVU8Ie2b8eXX504h/yDfFg5VpT37v3Rvbd525mjYnvxpbDbI8wEAS4L4rvw/s/iOgrgQerhp5P9BE0DO5WtO8+dxOr66uUsRtaDil9769833QK+sP71qNLGdH3gSp1+4Z8h54/6VJS5W5iTYOJb/Mhdpi0r5nvmw0rMKQxpP9KKXnNpP8aMkhF231D3pfodPqraOhW51L86yG4g0hFzmXXPUjpU8eOEFY+DMcaXA2gw99IwKQTNngPKD870n0EG5GvKnQEOujW1c++VLir0SMMvnRpUOWuUcbVdLebPidV0dmg/GxXWyN2xVWbxp4u3H51O+xobIh40NGlZFdzo9q3vROvyXNHexvV8/n31jYpr+I1dXbh8al99xxqjDgo0w3J3iNq3+rWTnxB9YoMFXXq+dB7GpqVvg1uDx6fer75drP2bVK30RF3h+lBf0+bOnZPR4OyPzR4O+kymR9f4a5GjzDIMZBUuWuVcU2+ZgJS7XukR31xoMF7AE2xv3UGm/EP8/mOeDDQhvWysDihkB1gtCg+tEFwrzK0w1+h/EyXPfQE1RemDnYdiniR0sDgUPchZVy7v4cWxTPHNqGxt0OdD/d2NCgfse/W/dR1q5+93tVer8zfO9vVF7TafN20+iOfF9iExl6T/L23oz6Kr/pmwK72oXdjPvJVH6/b/Oa+ZucbZu3bFfRT1xNf++4yad9WfxdtSl9BhUl/2NNRj1AYdwV91Peo2/dQ12Fl/z3YfVgZ59Nb8RuR20Fgo8OvHmwT3AOqFpYe0NW/60hh5cNwPvm/4TBItmcodyiANId6el6mMxNdsTSaU3OSoKmfd8lPyESLsF2b0MhLyFTG5bhSIsb1f29i5KkeAIVJqREPWABJdgdJDvXt3VGpaRHnHNuEYFSKet51TnKS6VzlglR1bH56CroR2TfR6SDJqV4JvSA7NbKvJijMUrdRTmoSZlOr89PVc7YL0tS+SU4HiU51+xaZtW+auo1yE5NNa/AUJKtjCxLTlP0h2e4k0a72zUvIUPbffJP+m+5IM93fshzq2DRHTsQEBuDUEnFoLmXsSKFLMayXhcUJhUgBVHlLB009HSvRnqf+WjRctizl59nOLLQIpyYaGtlO9RTjVLuLBFvkaYq6NCgwyYf5iWlD7vj3b1cIslzJytjCpHRsEY7XmhCMSlJP4U51JODSTHwT4vO1CY1sM9/E9IjT4WxCMCpJPUU+LYqv2flGfoK5b5bTrH3TIvpGa980RwJOpa809S1ITAu78zTE16V+HjjLpP/mmPRfp5aGJiKfx0h0Eu0mzzjaCkDZwnbQ1PvbSGHlw3CswdUAkuxplKWdhhjULAKNVHs2Y1PUzyHNyz6ZRFvCkJNFgWBx7hnYFTs5wMXFC8NuefehS4MLi+Yr4zJdSZxdNHnIgV0TgoKENE7LUz9M+5nSySQ5nENOijUhuGriDBya+oHj66bPjDhtUJeSq6ZNV8ZlJSdxVtn4Ib42IShIS2HhOPVc+nNnTiLJ5Rwy6NCE4LL507Db1F35siUKX0NyyRnqB6SzUpI4c9p4bNogX01QkJHK/Ilq3/PLJ5LodET0vXL2dOVdLYjSvuXq9s1JTOac0RMjtu+o5DROKyxV+xZNJdEWoT8guGLMXOXcdIBLTPrvBUXzlHHpjnRmZ84akoj6TqLK06coY6ekL8IhXBH3tzmZ56NFeWB+JLCmQVh8khHCCUmXM/Q0QQORCgnnKGMLkk4jwZYTMZcWpZyN06Y+KV6av0R55X9Z/lJlnNNm59KS2RGPYal2F2cXqY8niwomkJsw9GKlTQjOL5pqWhzqyjFzI94JMqTk6rEnK+NcNjuXls6K7OtI4CwT3zMKJka8uKoJwfnF5aSZFC+6cuxcxZ0gyVVjzH2Xm/iePWqyMnZx4URyXMkRfT9TPNXU96oxJ0f0NaTkKpP2TbA5WF4yM6JvmiOBs8x8CyaS7UqOmL8vKJ5GqkPtu8y0/y5Rxtm0BEpSLyLS/ubQ0hiVrO77uJaClh0xloTPIjTz4h0jgZUPw7EGV4M4f9TNFCeF73Qp9iyuLPlvbIqHdyFUGfA7E28ZUuFsZsYMLjvpc6bbXJQ3jZvGnB12ELALG9+e9DmmZpSaxv585gXMzAp/QDLPlcqdC68xPYFPc7p4YNllpLnCr/AvKx7H92arH9YEOHfcBL41b37YgcehafzP4mVRqwX+4jNnMrM4/IHZ3NRk7r7qElPf1EQXf//iRaQmhvsuLh/LN89baLrNZXMm8KXPnhrma7dp/PDaZVGrBd5+2VlMLxnkm5bCP750semALi0hgbuuvJjUwe07cSy3LFlgus3zxk/kG6ecOqR9f7nkTGZFqRb4mwXnMjMn/GfyElN4YNmlUfpDAv9ccDWpjnDfpYWT+NZkdUIAWJw3g+tLzxzSf28tu5QpUaoFfn7MDYxNCa+ImenM4NZJt6CZDOgSbSlcUXI7Li38iufE1FNZlHet6TZHCtm7In0sL/kpKD1r8clDpH4XXIPygUhHZN5tesKmCQcLC/+OyxY+2yM7YRazcn5sus1JqRO5tuRqbAMukGhoLC++hNmZM01jv1N+JosKwi8qpjsTuXPBNSTb1bMbnJqNuxZcQ86gCnJzsku4beb5pts8OaeEn0w/N2xatSYE35qyhCWFk0xjby0/K7Lv/Kvj8p2bXcLPZpj7npJTyo8j+N4yZSlLCieaxn63/CxOzx/qe9eCa0iK6nst2Qnhx+uYfHNL+dG0c4b4fnvKUhYXRPGdehanDaoomBGLr83OXQuuGXIH8OTsEn46Q10sCWByWhnXjL5ySP+9rHg5MzLUF0cBpmV/m/zE8AvqTi2dhYV/w66pB/hCOBGZ9/QOsAbgOAWR9jPTbY4UVj4Mx6oWGAEpJbU9FTR4D5DqyGZcyuyYr4QHjABb27fjDroZlzLWtDLMYJp9HWxo2YsmNOZlTybD5Fb5YN9tbTXs7WggPzGNhXnjTE+kB+LVg6yq3k+rr5tZOaOYnKWezjGYeo+bNYcPYRcai0vHkJloXvp9oO/Wmnr2NjZRkJrKwnElMfv6AkHe3XOQVk8300sKmTQqN2bfxjY363YewmbTWDhtDBkpsftuO1xPRW0T+RmpLJhYYjqwCvMNBnmn8gBtPT3MKCqkLD9233qPm9WHDuLQbMNu383Ntexpa6IwKZXTR42JvX31IO/UV9Lu72ZmVjET083LLQ+kydvBhta92IWNeTllpDti77/7PPs40lNDljOLqelTwhKTGUHDT5VnA91BN8VJZeQllEaNGanqSF9453KcMVZH8nsC3HvGk3Fv08JipIk1HwLIwC4IbAudvLnOCN3VigFDBmjoXodXbyTdOYlMV3nMyyR0Btxs69iOIQ2mp08lw6mesjaY3e31bG+rIcuVzKL88TgV0wUHEzB03m3YR5PXTVl6AdMyR8Xs2+rrYnVDFYY0OC1/fNTS5B8L3/pKDOSwfXe117GjrfaofCdnFDAt0/xibCRfCZyWPz5qKfX/tG9noJNt7duRSKalTyPDqb5bO5h23x7afDtx2bIoSDoNTcSWZ6QMgG8NGI3gmIJwmA/mwMqHxwprcGVhYfGpYqSSyU2rLseZEttJpt/j5/7FsScTIcQi4HvAHKAQuERK+XzvZw7gl8D5wFigA1gB/FBKqX4i3cJiAFY+tLCwOBHyYe92ioDfAucBSUAVcJOUcuNwnY8Hn/x7cxYWFhbHgFinQPS9hkkysBW4OcJnScBs4Be9//0cMAl44Sh+HQsLCwsLi7g4lvlQCJEJvAcECA2upgC3Am0j/ouMELHdG7WwsLCwCMNAYJjWZwz/2eEgpXwVeBUYMs1HStkBnDXwPSHE14EPhBCjpZTqer8WFhYWFhYjzLHMh8APgCNSypsGvKdeG+ljgDW4srCwsIiD4ZSUHfBzqYMGSz45Mis8phOqxds+At9lYWFhYWERM8c4H14IvC6EeAo4A6gB/k9KeXf8xscWa1qghYWFRRzEOQ2imtAzUn2vHx2thxAigdBc9Mc+qQ8HW1hYWFh8fDnG+XAs8FWgEjgH+AfwFyHEDcf2t4of686VhYWFRRwYxL5ex4BpEMWAe8BHR3XXqre4xZOAIJR8LCwsLCwsjivHOB9qwEYpZd86DpuFEFOBrwAPDt/22HPCDq6EED8Efg38WUp5y0h+98GuQ7xa9xoHug+R48xmWf4S5mSqFxDuQ0rJm/WbeKl2HW1+D9PSx3BFyWJKkqOXN2/zdfPQvnW8VbcXmxCcV1TONePmma510cf2lnru3vEB21vrKUpO47qy2Zwz2nz9BwgtwvfvPbt5fOc2Wrq7mTuqiC/Nnsu4LPUq4v2+3T08uH4zb1VUYRMa55dP5JqTZ5LsjO6780gDD77zIbuqGyjMTOPKBTNYNk294HG/ryF5Zd1unl+znTZ3NzMnFHHdOXMpLYi++niHu4cnX/qQNR9UoWmCZQvLWH7eLJISo/vuOljPI298yO5DDRRmp3HZkpksnhWb70ubdvPMuh20erqZPbaIGxfPYUxedN/W7h4eXL+Jt/buw65pnF8+iWtPnkmSM3qp020N9dyzaSM7mxopSkvjumkzOWtcDL5S8uy+HTxRuY0Wbzen5BfzpfJTGJceQ3/wdfPgvnW8VbsHh2bjvOJyrhl7iulaIn3s6TzMk4dXU9FZTUFiFpcUL2RhbnkMvgbvN69lVdNq3EEPk1Incn7BORQkFkSNHQnkMOaYy49+zj1Sd5cGDKxKgKXWXatPL8cyH8pgFdJzLwQ2gZaDSLocEi6MWvJbSklt19vs73ySnmADma4pTMi4ngxXWdRt9ug9rGh4mw9aN2BIgzmZszm74ExS7NHLb1d1NnF/5ftsaj1CjiuFy8fM5oLiaTH5vr6vioe3b6HO7WZ6fgFfnDWH8rzoy1F4/H4e3LqZVyr3YkjJ2ePGc9PM2WQkRF8+o7KlhXs2b2BjbS25SclcOXU6F00qi8n3tX2VPLJ9a5y+m3i5sgLZ6/v5mXNIT1AvjjvQ9+5NG/iwrpa85JDvhRPj8/3S7LlMyY1+fuT2+Xho2+Z+33PGTeCmmbNj8q1oaeaeTRvj8n2jdjeP7d9AQ4+b6VlF3DRhPmXp0fNLj97DG/Ur2NC6EQnM7cwNowQAACAASURBVO2/yfboy5N0+vdR0fYQrb6tJNhyGJO2nOKUc2Pyxfc6sutRMOrBMQOR/HmEQ71Y8khyjPNhHbBr0Hu7geUxCx5nTshS7EKIkwmdVHQCK2NNJrGUnt3evoM/VvwZCK2oLRBIJBcXXcglRReZfv8f9zzDCzVr+2NsQsMmNP48+2tMTh+tjGvzdXPFqnuo6WnH6P17aAjK0vN5eNHnSbSrT6hX1eznC289DYRWWNeEwJCSb888jW/NMF9c96dvv8mjO7b1x9iEwK7ZePzSK5iRrz6AtHb3cNm9j1Lb4f7IVwgm5+fyyI2Xk+hQ+67ZfYBv3PfvkK/xke/N587nK2edaur7vw+9yXOrtyMESAk2TWC327j7+5czpVTt297ZzZd+8AgNzZ0YRshXCMHEsXn83y+uxOVS+767bT/f+du/EX2+msAwJF+5eAFfvMDc9+dPvskz63eE+TpsNh64+TLKTzJv30vveZS6zvD2nVKQyyM3XEGCQ31NZOXB/XzpxedDvgP6w63zF3Lzyea+P3z/VR6v3Dag/wocmo2nzruGadkmvr4uLlt5N/Xezn5fgaA8o5B/LbqRBJu6fdc27+InW+9HCIEuDTQEBpIvjjuPa0uXmfreu/8BVjev6ffV0LBrdn4y+YeUJqsXLx6p0rPLV9yAIzm20rOBLj/PnPlgXNsUQkgGlGLvfa9vYDUBWCKlbBrOd1p8cjiW+VD6tyJbrwWCgE7oArIBidegpd9u+v27Wv/Bnra7+mMEobXrFhT+jfwk9bHIp/v45a5fc6SnGslHx5NcVy63l//EdIC1pbWaG9Y8iC6NsOPJ1WNO5mdRFgP+07r3+OsH68LyoRCCey+8hNNHlyrjugMBLn3qMSpamsOO1yelpfP8FdeYDgA21dVyzbNPEjSMsOP19dNn8vPF5se/P659j79tGOp734Wf47TR6uNfl9/PZU8/PsR3dHo6z10en+8NM2Zx+xlLTX3/sPZd/r5h/RDf+y/6HAtPMve99KnHqGxtCfMtSc/g2cuvNvX9sK6Ga559Cn2Q740zZnFbFN87dr7FnRXv9vchm9AQwN0Lr+XU3DHKOK/u5Re7fkVNT21Y/81PyOO2KT8l2Z6kjG3p2cKa2v9CYiAH7G/j0q5mRu73TH0N9x+g687+GLCFtpx5L8I1Xxl3IuRDIcSjwElSytMHvPcnYJ6UcsFwnY8HJ9wzV0KIFOAR4EuMcBlGKSUPHnoYicTACL3Xu3P8u+ZFWv3/n73zDo+rOPv2PWdXWvVqVfci27It915wxWCaMRjsgA2kUBJKgLzJCwECIYUvhCRvCCRA6IRmeseAK+7GRbbcZFuWi6zey/Yz3x+7krXWztFKkQ1Ozu+69pK1R8/OveNn5jkzZ+YZdXGH6k/yYdHGABuv1PHoXp48aJwh+aXDmwIGVgA6kn21Jbx7bIfSTpeSBzZ9gS4lXr9t82f8ded6SpvqlbZ7y8t4LW9XgI1XSty6l9+tXW3Mu2l7wMCq+TP2lpTxbu7pkwuteHXJ795dia5LvHog7z+Wb6KstkFpu/9YGe+t3Q34BirgG+y43V7+8uYaQ943P9oWMLDyfYbkwOFSPl21x5D3D6+uRMpWvP6fz3y4kYoaNe/eE6W8szmvDa/L4+WPH6415H1h47aAgRX46imvuIz3dhnwSsmvVq3w8Z7mD3/ZtIHyxkal7e7KEt446POHU/4rcelefrd1pTHvwY0BA6vmz8irOckHx3INeHX+sv9dJBKv9LU33V/2CwXLqXSq+9wjDYWsrfg6gFdHx627eePYMkPertIZTj0bI4QYKYQY6X+rr//3Xv6B1dvAWOBawCKESPe/Qotupv4jdCbjIYCs/x2+7Mde/zu+dor9VaT7gNKuyVPC/up/BthIvEh0dlY8gtGk7prytRy3H29p1z5bSbmznC9LVhjyPrLrczy6t01/8tqRreTXlSntiurreGLLJp9Nq3jo1XUeWr3SkPeNvF0cqChv018fr6vlxdzthrwPr12F23/j37rsl3ftJL+yQs1bV8eTW1W8K4x59+wOynustpaXctX3GwAPr1kZlPel3B0crKxU2p2oq+XvWzcreI3r9/W8XQEDwebPOFpbw8u72uNd1TIQbF32i7k7OFSl5i1qrOGZ/HU+m1b3c16p85vcTw15V5WtCRhYgc9/Sx1lfFVq7L+5FY+i4/UPrHylAxyue416lzo5nvQch8ZnAmx8bdaLrPuNIW9X6QwfTfIXYKIQ4pdCiAFCiGuAm4Anu/yLdJHOucEVvsr8REr5VXt/KISwCSHiml+A4RHkpc4yyp3lAY2iWRLJ7to8pe2myn1oQR6J6kjyagtp9DiUtitO7g/oOFprZbE6gBXWVXO8oTYIra/cNUXqxriqsABLkMfMupR8U1xEg8ultP3ywCE174HDSrujFdUUVdUF55WS9QeOKm3X7SrAogXn3XGwiCaHmnft5oMBA6tmCQHrth5S2h0rraa4so5gX1XXJRv3qHnX7jui5N1WUEST0620VdWvAFYeKFDaFVRXUVSvrt+1xwqVtitPHFb6w6bS49g9at6vioP7rwBWFucr7Y41llHmrAnK65U631SpbXfW5qIF6b4kkn31+3Hpan/oKulSdOjVQY0FdvhfAH/2//thoDu+7Ek9gJ34lkw0v76Ts3imzpjOWDyUej24d3LqZq21NHCuVtqWNm2AoC1b0ug+RqPnhNJ2e/VOhaXkm2r1YKXO5WBXdVHLzXAgrWBNibo/WXu0UFEmHKmp5nhdrdL2qyOHlX3u8sPq+FLjsLOrtCRo36kJwapCdV+/5ugRJW9BTTUn6tQTU18VHDLgPai0q7bb2VVW2knewqDvS+CwP26peTtXv1X2JnZ3kndt6UF1/dZXcNKu9oft1TuU95DbDPzX6a2mxrUPVXsrafpaaYtLNWErwXsI9GK1bRfpTMZDKeVWYAHwPSAPeAC4U0r5atd/k67RObXnSgixGN+hmeNCNLkXMF670ErBbtYCr6sdwuga+B4LK22Va2kFFqFmCnYzHNrn+q4ZzWUY2QYbNAAgDK4BFs24fo1sjXgF7XxX5ecKNAMmtV371zUhgg7KfKUa2xr9v7ZXR0Yy+lwj/xX+V2c+17BMA99u73p7bdWYuGt0hs+5Wo3xlzjzX9DUd1pnOh6262LCYmBp3D6blwgGkya0lqW+p8soHrbf/50ZW4vwRfdg3b1x//fvlWkk4/iiqXkN4qFR7IF27hn+zfuNztSvUf35yjSq33buVQx9qXPXjNuMNGwzGF6Ds/Ec5Qyfc4WU8mPg4w4bfks6Z55cCSF6An8FrpVSqh8DBeoRfOe/NL96GP1xiq0b3SMzgw6ELMLCiIQRStupKcMUM2YaYxKziLLalLbzegwNenMrkczNVG9G7BWbQFZ8clBbq9CY1aO/0nZuvwFBZ3QsQjC1Z2+iDPZNzRsyKGhnKCXMzc5S2vVMjqdfalJQW6tFY9pg9TrmmaMGBH36pGmCCUN6E2Gwb2r2lMEKXsmMSQa8qQn0SVfzTslR884epqhfTTB5UG/DfVPzhirqF+P67ZuQSL+ExKCNOkzTmN5bzXtBr6yWpRMBvEIwvXs/Igz2/c3rrvJfDP23Z1QKPaJSgrY3q7AwIVm98X1M4qiWpbutpaExPD6HcK39xB//rs7wkytTppQ6G/FQaDEQPpHgN2462OYobdOjpiluBjXiwrOIsmYobccljQ06sBIIxiepx5ExYTbGd+sT/Ak8ktkZ6v5kVt9+Qe00IRjcLYXMWPVDvnkDBga98RfAxVmDlHZxtggmdO+hXDFwfj91EqJZffsrebO7pdA9NvgeOoB5WUa86kRYcbYIxmcG55Xt8qrrd0hKCplGvJ2s3/iICMZldlfyzjXgnZExMGgM1hBkx6eTHqnmHZ80Nuj77flvuCWe5IhRykFWRvRMpS22mQSfDNHAOhRhOfNJnsx4GKhzZnAFjAFSge1CCI8QwoPvMLE7/L+36cmllE4pZV3zi8CUj20khOD7fa7HKqwtM+PNP7/XcxFxYeoOtld0Kkv7zAmw0RBEWcO5baBxIoyl/SYwMD615QlBs9tN6NaHy3qpB3RCCB6ZfCFhFktLB9L884Fxs0iKUG+c7J+UzE/GTgiw0YQgOiycB84zaMTAdeNHkZWS3IZ3Yp+eXJajvpkWQvDgVXOwWrSWWbDmn7+4bDqJMerMSn0zk/n+ReN9nH4bTRNER4Tzs8UzDHmvung0fXsl09xXNmfdGZPTiwvOG2LIe991c7Ba2/L+bPEMEgx4+6cn88NZvo40oH5t4fxi/nRD3hsmjGKAv359HL6fk/r25NJh6hsEIQS/nz03uD+cN5PESDXvwMQUbhkW6A8WIYgJs3H/OOONv9cPmET/uJRTvP5/TU7px8U9cwx5fz54IWGapWUmsPnn7QPnExem9t8eUT24KONCgIC2GmmJ5Jpeiw15u0pmMDH1LeqMx0MAEXs/iChODbD8P6NvRVj7KO0irMnkJN/t+wy/jcCCRYQxKuU+w8xnU7tNZnDsIL/Nqb/rFdWTOWnGfdF9I+YRaQlv0//dOng6vWPUWVpToqK5d+r0ABuLEIRbLPxu5hxD3iuzhzI+s4ef99RraEoqS4ePVNoBPDh9FpFhYW14fzphEr0TEtS80dHco+Kddb5hmQuzhzIus7uCd5Qx7wwV72RD3tToGP53ynlteG0WC7+dacx71ZBhjM1oyzssNY0l7dTvQ4r6vXPiZHr6kjgE542I5X+GzvHbaC22NouVh0ZeYljmtJRpZMUM8POe8ps+0b2ZnWp8bzWi2/9iEREBbQZgSNKPiQ7LVNoJSxoitjnhReu2akPE/9qwzK6SGQ8Ddc5kCxRCxOJLOdxaLwD7gT9IKdUbok59RrvZkQBKHaV8VbqKwsZCkm3JzEydzqDY9lObA2yu3M+nJ7dQ42pgaHwfLu8xmdQIdafTrCaPi3eP7mBF8QGsQmNu9yHM7zWCcK29x72+vVcv7d9GXmUp3WPiuHbgKMalGU5KtmhN4RGW7c2jsqmJMZmZLB0+kvQYw6X4Pl6Xm7d35rHywGEsFo0Lswcyf3g24Zb2eY9V1PD6up3sPVFGZmIsV00azuh+3du1k1KyIa+QD9flUV1vZ8SATK6aOYLUxPZ57Q4XH6/IY93WQ1gtGjMnDeKC6UMICwuBt7SaZSt3cuBYGenJsVw5fQQjs0Lj/Xp/Ie9v2eNLxd63O4umjCAtvv10wo0uF2/vyGNVfgFWi4ULsrNCrt8jNdW8krvDl4o9No5rckYwNjM03tVFBbx1aDeVjibGpvbgusGjSItqv34bPS7eKdzOqpJ8wjQLF2QO4bJewwkLwX9PNJXz3vH1HKwvIi0ykcu6TyInQf2UrTVvbu0uvi5fT72nnoGxWcxOnUlieKKhXVdlR7rgs5s6lB1p+bxnOl2mKVOtdTbjofSWIJv+Ba4d/lTsCxG2acq/b60K+zaO1L1Dk6eERNsQ+sUvIiasZ7t2bt3N+ooNbK3ahkQyKnEk53Wbis2iXgHSrOKmWl4r2MrOqhN0i4hmYe/RTElTr+JorS1FJ3gtz5cqPCc1naXDRxoOGprl9Hh4b/9ePjuU3/LU6aohwwwz5zbrZH0dr+zayY7iYlKio7l6yDCm9e4TEu/mE8d5fc+uFt7rRoykV3xovO/u38vnneR9eddOdnaWN28XxQ2+VOxLh38LvEOHGWZ/bK0t5YUsK9xGib2OnMRMru03nh7RxvEFfP67rmI931RtRyIZnTiKad2mhOS/Te5iCuqWUeXYRYQlhT5xl5NqkF2ztaRzM9L+JnhLICwHEbUEYTVub2Y8PDM6ZwZXwSSEWA3s7MrUs6ZMmfrPVlcFk/M/vblDweTLi57udJmmTLUnMx6aMmWqozLj4ZnROZXQwpQpU6a+K5KEvjH33J3CMmXKlClTpoxlxsNAndODKynljG+bwZQpU/+d8uga6KFtW/WE+HemTHVWZjw0ZcrUtyUzHgbqnB5cmTJlytS3pY5szP1v2MBrypQpU6b+O2XGw0CZgytTpkyZ6oTMYGLKlClTpkyZ8fB0mYMrU6ZMmeqEpBTIEINEqH9nypQpU6ZMnWsy42GgzMFVEHmlzuaKfRxuKKabLZ7pqcMNDwFurVqXneVFe6l2NZGT2J1JKX0Nz8horQPV5awqKsAiBHN7ZtE7rv2UnwBeXWd14RH2V5aTFh3DvAEDiQ4PLWtLjd3B53vzqbE7GNE9nYl9eobMe7C4gq/3HcFi0Zg1rD89k9tPqQrg8eps2H2EgycqSE2MYfaYLKIiQuOtq7ezcmM+dfV2hmRlMCanV8i8R46Us3mTL3X8lKlZZGaGVr8er86m7Uc4fLSc1OQYpk8cSFRkaLy1DXa+2naQ2gY7Of0yGDs49PrNL65gXWfqV9dZc/AI+WUVpMfFMDc7K3R/cNj59GA+1Q4Ho9IzmNQjdN791eWsLirAKgQX9BpIz9jQedeWHiS/rpT0iDjmdh9ClDXE+nU3sro0l3qPnSFxvRiVOCBk3n9XZ/pEelOmvguSUgfXRnDvAi0RIuYhNPUZQa3l1hspavgKh7ec+PCBpEdNIcgRXEFV6ihle/VOJJIRCcPpHqk+56e1dCnZWF5AXvVJEsOjuKD7EOLD1Wf8tVaDy8Vnh/Ipa2wgu1sq03v3waKFtj/kWEUNq/IOo0vJedl96Z+eHBqvLtl08Bh7jpeSGBPJ3BFZxEVGhGTb6HDxxa6DlNc1MDgzhSmDQ+c9Wl7N6j0FnebNO15CUkxUh3gbHE6+zD1IeX3jv8U7fUhf+qWFyCsl648dZVdZCcmRUVyUNZA4W4i8bifLi/ZS7qwnOz6DqWn9W869ak8l9hK21+wEYGTCcDJD9F8pdcrsm6l27sFmSaJ79PmEW9o/DgVA6g3g+Bz0cgjLhvBpIbe3f1dmPAzUOZ2KvaMKJfVspbOOn+14msLGUixCwyt1oi0R/GHkjxiW0Mfw89eUHOSnm5fh0j1oQuCVkpFJPfjn5CXEhKkHZ1JKHtz8FS8f2O47FVyCRHLXyKncMWKKYZnljY1c+95bHKqqxOIvM85m4/nLrmB0hnFjXn2wgDve/gSX5xTvqB4ZPHvNAmJsxry/f3cVb2zIbTnFXErJrRdO5ubzJxiWWVHTwI//9DZHiquwaAKvLomNtPHXOxcwvL8x7/pvDvOrP32E0+Vpsc0ZnMlj911JdJQx7+N//YIPP9iOpgkkIHXJD354HtcuMa7fiuoGfvrgMo4WneKNibbx2P1XMmygMe/anYe55+mPcbu9aH7bEQMyefzOK4g2GEzquuR3765k2cZdaMLHi5TcPm8KN84Zb1hmaX0DN7zyNgWV1S28cRE2nr1mASO6ZxjaflVwiNs/+xiX19viD2MzuvP8/CuIMRic6VJy/6YveC1/Z4D//s+o87h1+CTDMsvs9dyw7iWONFS2tLe4sAiemXwtI5KMz2pbX76HX+e9glv3INDQ0Rke35f/N/KHRFnVwbOrUs9OeP8OrNGhTbp4Gp1svvzxTpdpylRXK5R4KPV6ZPUPwJ2L71BSHbAhEv+GsBkfhl5h38GG4tvxyEYEFiRe4sL6MzXzaSKsxjfG7534gPdPfthyCKtEcn7qbK7t/T3DyZM6l4MbN/yLXdVFWIRAlxKbJYzHJ1zNtLQBhmVuPXmCH374Hg0uV0ssHZjcjX8tuIpuUeoDzQGe/HwDT325uSUe6lJy7bSR/O/8Gca8dge3PPMeu4+VYNEEui6xhVn5vxsuZcrgPoZlbis4wa3PfkCj09XS12elJ/PPWxaSHGvM+8TnG3j6NN4l00bxi/nTDXlrmxzc8sy75B0vbeGNCLfyl+vb5/3m8Alue+403oxu/PPmKw15pZQ88flGnvkqkHfpeaP4+WXt8DocXP/BO+wqLWnxhwirlacunt/u2VxbK47y442v0ehxtcSmQXFpPD91KUm2aEPed4re46OTnwT474Xpc1nc82pDXpe3jnXFP6HGuaelzVhEBBPT/0JaO2ddSdcWZPXNIBvxtVUvWAchkl5CaOoDtM14eGb0n5+yo4N6bP9bHGsqB3xPsACavE7u2/U8Lt2jtKt2NrUMrCTg9Q9ad1UX8ejuLwzLfK9gDy8f2A74Og0diQT+vHMd604WGtres2I5R6qr/Ly+MhtcLm786D2cHjVvVZOdO97+GJcnkDe3qIQ/fLnWsMyPtu3jjQ25p3ilj/eJzzewKf+Yoe3DL37BsdJqH6/uK7PR4eLuv32Ay63mralr4oHHPmz5m2bbPfnF/P0VY94vlu/mww/89atLpN/2+efWsmN7oaHtI098zoniQN6mJhf3PPIebrdXaVdd38Q9T32My+311a/fdndBMY+/Zcz74Td7WbZxl49XSqS/fh//bD1bDh03tP3lh19wtKomgLfB6eKWNz7A5VXzVjQ1cZt/YNXaH7aXnOTR9ca8bx/azWv5O1t4m/33jzvWsrHE2B/u3f4+xxqb/dfX3hrcTm7d9AYu3aB+XfU8tPvllvam47PNqy3kmcOfGpbZVWpeBhHqy5Spc02y7hFwN59H7MWXRNmJrL4Nqdco7by6k40ld+KRdt/n4GvL9e5CdpT/xrDM3TV5vH/yQ7+d9Pcm8GXZCjZVbTG0/cPu5eypOelj8PebTq+bOzYvo9ZlV9o5PG5u+ugDmlyuFluAw1WV3LfSOH6v21/IU19uBk7FQ4BXv97J5zvzDW0f/WANe46X+srU/bxuD3e++BG1TQ41r9vDHc9/iL2Z19/XF5RV8fDbXxmWuXbfEZ4Owvuvr3ewPATefUVlAbwOl4e7XvqIOrua1+5y89MXPsTucgfyllbym3eMeb/ed4RnvmrL+8raHSzPNeb9zdpV7Cnz16/fHxweD7d88gF1Tqea1+Pm1k1vYPf4ef2x6VB9GQ/t/MSwzNyaXXx00vc3rf3385Iv2Fr9jbFtxaPUOvf7bb3+sp1sKrkbt96gtJPSjqz+MchmH/fHTs8hZO2DhmV2lcx4GChzcNVKVc56NlbsQ/c3pGZJJLXuJjZV7FPafl60p+VGr7V0KfngeC4ur3rg8Hp+LlqQx6QWIXjjYK7SrrypkdWFR1oCQesyqx0OVh89orT9bG8+Lo83KO/7u/YZ3oi/vWk3wSZfLJrg3S15bS/4VVHbyMa8wpaOtXWZNQ12NuQVKm1XrNuP2+Pl9Aetui75bFUeHo+a95OPdwadLdI0waefquu3orqBzTsVvHV2Nu1Q1+/yLQdwB6lDXZd8tGGPIa9h/W5W129pfQPrCo4G9YeqJjtfHypU2n6cvx+3N7g/vLV3Dx5dD2oH8PrB3KAP+S1CsOzgLjWvvY4NZQVteZFUOhtZX3pIabuiZCce2ZZJR/LZya14DAZmXaXmDbyhvkyZOpckpRMcH9Byo3bqCuDyLT9SqKRpLW69Djg9lnopblqL01ultF1TvhYtyK2JQLC6bI3Szun18OHxXW36k+YB1vKivUrblUcKqHU6OL1H8UrJVwWHqbI3KW3f2bwbS7D4IgRvb9qttHO4PXyyfX/LYCGA1+3hy10Hlbar9xymzu7ktNCEV5es2nOYmkb1QPLdzXktT4A6wmt3ufl0x/428bB5gPVlrpp3zZ4CP2+grVeXrMwz5n1ncx4WrRO8bjcf5u8P6g92j4fPDqkHZitLDlDvdqCfFhG9UrLi5H5qDAbqxv6rnqj06HZONCxvGVS1JvZKO0UNBoNQxwqQ9Zze3sALzi+Req3atotkxsNAmYOrVqpzNxper3bVK69VORvRFGtxXbqXJq9baVtub2zTiMHXkCsd6k692m43PIytskltW9XYpFzr7PJ6W2aYgqmirrHNIAd8HWVlvbrMmgZj3qo6g+9a24Sm4nV7sTvVvFXVjQRb/qrrkupq9f95bZ26A21mUl6rb1L7g9uLw6UebFfWd65+q5uMeasM/KHSrvYHp9eD3W3sv8H+X71SUuFQ12+1S80DUOU08CV3Q9AbBACn7salq3m7SuZMnan/aMlGQNWONNArlaYOb7XRB+PyqlcC1brrWp5EB1pJat3qm8RGjzPohAuAJjQqneq+qKKpSbkLRAI1DvVTmcq6pjY38OCbmKqoU5fZ4HDi8Sp4NUFVg0H8brCreSWGT70q6xvbDHKaecvr1byNDlc7vOr4U9lgUL8S6uzqp0iV9U1tBnTNvBUG8bDe5VROClqEML4/cjYqeXUkdQaDq876r1uvRxL8vkCgGU5I+NqimpizMLgy42GgzMFVK2VEJhNtUe/VyI7rpbw2LLF7y6Pj05UZGU98mPpzx6R2DzrzZRGCkd3U+3p6xycY7oUZkZauvJaTmabseLrHxxEXoV47O6pPpnImaXhvdZk9UuIN9xoN7au2zc7KwKvo2DNS44kx2HM1bGgPLJbgT66ys7uredMTDBNtZGepeYf2Scerqt9u8UQbJMQY2ae7sn5zDOq3T1Ii0eFhyus5mWrbEWnpQf1BAL3i4w39bKzCfzUhGNlNvc+rd3QyURb15+Ykqn1/cFxPZXvrHplMpCW0td//jmQHZun+G4KJqf8wiQTQVO3XC2HDlaZJtqHKa2FaLFFh6rY9IKZ/0Jl/DY2sGPW+qYTwKNIigu8d80qd4Ynqvn5EeoZy4i/OZqN7bPDPBRjRJyNof23RBCP7qr9nUnQUafExwXl1ybCeBvG7V7qaN9JGZqIBb+/g8duiCUb1MeCNiSLViLdXWqd446MiyEhQJ2wwql8j3m5R0aRGB98b5ZWSEekG9ZvYXc0bFkl6lDqhS2f9N8KSTISlW9BrEp1E2zClra8tKohFAliM91t3hcx4GChzcNVKNksYS/rObvO+hmB80iAGxqk32E9N68+QhIygN5m3D5lpuInxpqHjsQgtYCbeIgRR1nCuGzxKX5Z8bgAAIABJREFUzWu18pOxbRNIaEIwo3cfhqaqO7tp/fswJD01KO8dMyYZ8t4wcywWLZBXE4JoWziLp4xU2kWEh/H9i9omZNCEYEpOXwb1SlXaThzVl6y+qWhBOtkfLZ5iyHv14glomhbwN5omiIwK57L5o5V2NlsYS68MXr+Tx/Qjq4+ad8rwvgzsmRKU95bLJ7dTv2PQhAhev5NHKO0iwqzcNCV4/c7M6svgtBSl7Yw+/cjultLGHyRw10Tj+r156AQ0oQUsbbUIQUxYOEsGqf030hrGjYPaJhTREMxMH8jAeLX/TkzOpn9MRtAg9oN+F56VjIES36xrSK8zTmPKVNdKCA0R89MgVyxgzYFwdTKgxIihpEZOItgtxuDEH2ER6kmVOWmzCLeEB7RtgcAiLMzLuEBppwnBHUNmtKUVgmEJmUxK7ae0HZ6axtSevYM+Db9t3ERsVnVi5e9NGUlEWFib/tqqaVw/XR1fNE3wkwvaJvyxaIJhPdOYmGUwmeu/Hoz35vMnEmZVZ4i7ZupIIsKsQXmvmz7GmHdu26QKmhDk9EpnwgA1b06vdCZk9VTwTvg3eA3qVwjunDC5zfsWIRiZnsHkHmreEYndmdCtT9DtGj8ZfB7hmpr3/PTZhGlhLckswOe/Vs3KBelzlXZCWMhOuqXt+2gk2YaTEjlOaUvYSAibQLD2JmJuQwj1pGtXyYyHgTIHV6dpca8Z3JY1n4Qw3wxNuGblsh6T+PXw6wztLELjuSlLuaTHcKz+5WDpkXH8fvR8Lu+lviEGGJSYwusXLCYn+dRMyrjUHrw171oyotUzUAA3jxnH/dNmkBTpSzVrs1i5NmcET150mTGvpvHCkiu5ZNhgrP7lYBlxsfy/y+Zy+fAhhrZZGd147paFDOlxanAxpl93XrrtauVMXLOunzeOu66eTmKsnzfMwsKZI/jDLZcY81o0/vrgVZw/LRuLxceb1i2W+26fxwXTjXn79UvlsT9dw8CBp+o3Z3hP/vr4UlJSjFOcLlkwnttvmEFCnI83PNzKggtH8vDPLjXm1TT+/rOFXDB+cAtvelIsD/3gQuZNzDa0HZSZwrO3LCS7Vf2O7d+Dl2+/Wjlz2Kybp4zjnvPPIynKX79WC9eOHcFfrrzY0M6qafxrwVVcOvCUP3SPjeNP589j/iBj3uykVF6bu5ihyacGQxPSevH2hdeSFmVcvzcPnMYvhp1PYrgvW1SExco1/cbx5/EL2+G18KdRtzArbWRLaty0iER+OeR7zE5XD+i6Us2pZ0N9mTJ1rklEXYGIewS05r7TChGXIZKeR7STknpi+p/oF7cQzT+QslmSGJ78cwbELzW0S7Ylc1/2PWTFnprl7xfdl3uyf95uOusreo/it6Mua3mCZRUal/YczrNTliiXEQMIIXjqkvl8b9hwbBbfjXO3qCgenD6TH45SDzgAMpPieOm2qxnV6inVsJ5pPPeTq9pNF37FhGE8fPX5Lf261aJxyZhsnr75iqATc615//r9S1k4MYdw/8AkOSaKey6fwdLzjPs/H+8iRrZ66pPTK53nf3IV/dLUWeUArpyYw69P4710bDZP3bSgXd7Hv38ZV04cFsB774KZLJlmzNs9KZ4Xb706KG/fVGPexcOG88is80mL9vGGaRpXZA/hxflXGE7ACSF4ctL3WNhndMtAqpsthvtHzGNpf+OMyCm2FJ//tnpK1T+mH/cM/jkZkeqnZQB9465kVMoDRFh8sV8jjF6xlzI544l2eUXiPyDyKsA/caF1Q8T+CqKM21tXyYyHgTJTsSvklTq1rkairRHYLB0b9ds9bho9TpJs0YYdejDVOO0IIYgPD+0chmZ5dZ0qh524cJvhLFsw2d1uGp0ukqKjOsxb2+RAE4LYyI4tw/LqOjX1dmKibNjCOsbrcLppsrtIiIsy7NCDqba2CYtFIyamg/Xr1amttxMTbSO8E7yNDheJsR3nrWm0Y9G0TtVvdZOduAgb4Z3whwa3i+TIjvtDtcPHGxfeMV6PrlPjaiIuLIJwSwfr1+uiyeMkITxauc+ttboq9ezwt/4Hi8Fy1NbyNjnZddVjnS7TlKmuVkfioZQ66FWgRSNEaGdGNcurO3HrDdgsCR0+c6fR04REJ8ZqPKl0unQpqXI2EhNmI6KD8dvp8VDncpIUERnyGUzNqrM7kNK31K0j0nVJVWMTMRE2IjoYX5xuD/UOJ4nRJq9KupRU2puIDQ8nwtpBf/B6qHc7SLRFhXzGVbMaPY1IZIf9V0odp7eaMC0ai9ax7yqlE/R60BJDam9mPDwzMg8RVsgiNJJsoR3cdroirWFEdrABNyvB1rHA1SyLppESpT57wUiRYWFEhnWOt6OdXLMsmkZyfOd4I2xhRNg6yRtvfP6HShaLRlLC2edNiO68P3SLOfv+kBjROV6rptEtomMBqFkRlnAiDPZunSnpUiBCXDv+35AdydR/roTQQLEfpD1ZNBsWrXN7IKOtneuvNSE63Z/YrFZSOjgh1axQD9M9XZom6Bbbuf7aFmbt8ARls/5reIXo9P2RzWLFZumcL0VbO1emEFq7Z8GpbW1wFvYcny4zHgbKHFyZMmXKVCfUvH481L81ZcqUKVOm/hNlxsNAmXuuTJkyZaoTOpOpZ4UQ5wkhPhJCnBRCSCHE5addF0KIh4UQxUIIuxDiKyFEVpd+QVOmTJkyZSoEneF4+JA/DrZ+7T9DX6VLZA6uTJkyZaoTOsPnekQDucCtiuu/AO4AbgEmAI3AciFE59bNmDJlypQpU53UWTjnag+Q0eo1tSv5u1rmskBTpkyZ6oTO5BpzKeVnwGdAmyxRwvfGncBvpZQf+N+7DigFLgfeCLUc/9OumUAqp022SSkf7hC0KVOmTJn6r9RZ2HPlkVKWdMbw29A58+RKCHGvEGKrEKJeCFEmhHhfCDHoTJXn8no41lBFg1t9crhKtU4Hx+prcOveDtlJKTlZX0dpQ0OHy3R5PByrqqHB2QneJgfHK2twezvOW1JVT3lNJ3jdHopKamhs6jhvXZ2dkyerlYcKqySlpKy4hsqyjiencbk8nCyqprGxE7z1dopKapSn26skpaSkso6KztSvx8PxihoaHB3nrbE7OF5dozxkWiUpJUX1dZQ1dpzX4fVwtK6aelcneF12jjdWd5j331XIZ3p0YC16iOoLpANfnWKRtcBmoO3BOQoJIW4E9gEPAwuBBa1elxuYmvqWdbbjoZRupOcYUq/tsK3bW0+D+zhe6eqwbbWrmkpnFR3NauzWvRxvrKbWZe9wmXVOJ0dranB6PB22LattoKS6vsO8Ho+XopIa6hocHS6zodFJUUkNLnfHecsr6ymtqPtWeN3ujt1vAJTWNlBS0/H6dXu9HKutodbRcd56t4NjDVW4Ong/B1DlqqbK1XH/1aWbRvcJXN76Dpcp9XpfW+1Ee/t3dBbiYZZ/mXyBEOJVIYT6oLLvgM6lJ1fTgSeBrfi4fw98IYQYIqVs7KpCdCl5Jv9rnsvfQIPHiUVoXNIjh/tHzCMmzDgDS7m9kfs3LeeLYweRQJItkjtHTmXpoFHtHmq64fgxHlq9gkPVVQDkpKbxm5lzGJ5mfC6CLiVPrdvCcxu+ocHlwqppXDJsEA9cOJMYmzFvRX0jv3l7Bav2HEZKSIyO5CcXTGLxFONzuQC27DvGo6+upLDEx5vdO417l85mSJ92eHXJy+9u4rX3t9Jkd2GxaMydls2dP5xFdDtpPKuqGvm/v3zOhvX5vnSsCVFcf/1U5l9ufA4JwPZNh/jHI59w/Eg5AFlDMrnjV/PJGtK9Xd5X/7WeZW9upqnJxzt7zlBuv+N8otrhraxu5LGnv2TdN4eQEhLiIvnhoiksuFB90HKzNu89yqOvreRoSTUAQ/qk8culcxjcW32wbjPv019t5qXV22h0+vzh4jGDuffymURHGGfUK29o5MFPVrAy/7DPf6MiuWPGJL43pn1/+PpYIb9evZKCGh/v8LR0fjtzDsMMDrIGn/8+nruef+7ZSqPHhVVoXN5vKA9NmN1+e3M08OCOj1ldcsDf3qK5I3sGi/qObZe3K+QLEqHNwLUKJrGn9QVOKWVHR5TNjaz0tPdLW10LRfcD90kp/9DB8k19+zor8VBKCU3/QjY8AbIa0JC2OYi4XyMsxtnM3N56dlb8gRMNnyPxYtViGJhwA4MSvt/uGVmHGwp4qfAVjjYdAyAzIpPr+lxLdtzgdnlfLdjCk/vXUOOyoyGYnTmYh0ZeTJLNOHNbndPJQ6tX8FH+frxSEhtu4+Yx4/jx2PHtxu/dx0r4zdsr2FdUBkD/tCTuu2IW4wb0bJf37U938OJbG6it9x1rct6EAfzspvNJbCezbX2jgz//cwUr1+/Hq0tiomxcu2A8Sxa0z7snv5jHnvmSg0d8vH17JnP3jXMYNbR93rc+2c5Lb29sxZvFz26ac0Z5c48W89t3VrC/yBe/B6Qn88srZjGuf492eV/M3cHftmykxuHjvaB/Fr+ZOZukSGPeOpeDh3M/4bOiPehSEhcWwY8GTuFHWVPa5T3UcJiXCl/hWNNxALpHZnJd7yUMjjOe/5BScrj2NfZV/xO3XgtodI+exciUX2KzJBrb6rXIuofB8Qmgg4iD6Jsh+kft8naFznA83AzcABzAtyTwQeBrIcQwKWXHR6BnQefsOVdCiBSgDJgupVwbok2753r8ff8a/rZvdcB7mhCMTe7Ni1OvUzqpR9e56KMXOFxbife0Ov39pAu4ZqD6hnpPWSkLlr2GV9dbTq7WhCDCYuXzJdfTIy5eafvE2k38bc3GgPcsQjCudw9eXHKlmters/BPr1BYXo1XD+R98Ko5LJyYoyxz/7Eyrv/ta+hSb2kkmhDYwq0se/h6MpLVZ6Y89+Z6XlgWyKtpglFDe/LXh65W2nm9Ojf+8DmOn6hE9wby3v0/87j4YnX9Htx7kjuXPIXubcWrCWwRYTz17u2kZao7rRdfWMsrL69vwztyVG/++Nj3lHYer84Nd7/I8ZNt6/eeH1/AJXPU9buvsJQbfv960Pp96+HrSTeo3yc+38DTX24O5BWCCVk9eebmK5V2bq+Xy55+haNVNW3999K5XDlyqNJ2d1kpV7z5KrqUAf4baQ1j+ZLryYxV8/5px1r+tus0fxCCKRm9eeX8RWpe3cv8Ff/gWGNVW97R81nQW+0PXXWux4BX7sUS4lEE3iYHh5Y+EuzSr6WUD7VTngQWSCnf9/8+GVgPZEopi1v93TJASinVFRf4uXXASCllQUhfwtR3VmcqHsqm15F1D572rgWs/RHJHyjP0ZFSsvbkj6hy7EQS+ER5SNKtDE78kZKrzFHOfXm/wq27ae5RBAJNaDw09AF6RakHAK8XbOXh3E8DaYVgQGwq78y6SXlOkZSSxe+8yfbik236k59Nmsqt49QHxx6vrOGKP76Cy+NF99sK4Tte4o27rmVghjqF/buf7+DP/1wRyKsJ+vbqxnOPLm05gD4Y720PvMHuAyfRT4svN187jaVXqHmLSmq47q4XcXu8LbZC+A4EfvbRpfTvnaK0feezHfzl2UBeTRP069WN5/94nfIcRyklt97/Bnn5Hec9VlHDlY8F1q8mfMeNvHnXtWQZ1O/LuTt4aM3KgPcsQjCoWzc+XLxUeY6jlJJr177AruoTbfzh7qGzuXGgertPiaOU+3c/iEd6AvzXIiz8euiv6BGlntA9XPs6uRWPBrwnsBAXnsWsHq8qJyWklMiqxeDeBQQ+YRMxP0fE3Kgs81yLh/4yE4CjwN1SyudC+PsI4HbUS+BHh4DdIZ0zywKDqHnEUdVVH+jwunkuf0Ob93Up2VJRyO7qk0rbVScOk19T0aYhAjyeu6GlUwimf+74xtc4TivT6fXwyq6dSju7282zG75p875XSjYVHmd38ekT26e0dt8RDpdWtbnxB3jqi02Gj7Ff+XwrIAMe7epS4nJ7WLZSzetwunn9g7a8ui7ZtvsY+w+pl9Nu3HiIo0cr2gysAF55eZ0h79svfg2nPYrWdYnT4ebjN7co7ex2F8uCXNd1yfZthRw4UBzEyqf13xym8ETw+n3hrQ2GvC8vD16/TreHt1blKu2anG5eWr2tLa+UbMw/xp7jan9YlV9AQWV1UP99Yu1GQ96nt/nq6HT/dXjc/GuXmrfR7eKfe7YG5f36ZCF5lWp/WFV8gCMNbScyAJ7cv6bDyzA6I9nBl1898PVdza+gEaYdNVfM6Y8F01pdC0VvAXM7Ub6p7566PB5KqSMbngxyxQuefHCqx3BVzl1UOra3GVgB5Fe/gFdXL8/6snQFHv3UjSmARCKl5PPi5Uo7XUr+caAtk1dKDtSVsq70sNJ2e8lJtp4sCtqfPL1ti+ESwde+3onb6w2I8VL6eF4O0h+3cHl1XnxrU9v3dcmhwnK25BYqbXcfOEnuvqI2AxWAf723GadLzfvWJ9vxtBpYtfDqkjc/ahufW/O+9NbGNu/rIfDu2l/Erv1qXqMlja9+vaNN/er++n1l7XY1r67zxNYg9Ssle8vLWXfsqNJ2W+UxdlQdD+oP/8xfh8ur5v2y5Cu80tvGf3Wps7zkC6WdlF72Vz/b9n281Lr2U2bfHMTKL/c34N7B6QMrANn41FlZIng246GUsgbIBwaEiPccviRQR4GPgQ9Oe3W5zsnBlfAN3/8PWC+lzDP4O5sQIq75BRieCnyisYYmr9oJ99aqb6bzqkqxKmYVSprqqXOpg0luSUnQRuyVkl2l6nulE9W12N1uNW9xmfLavhOlytPRS2sbqLOrVyrtOVISdNDg1SX7CtU38CdLa3A41bwHCtS2B/NLlLN45WX1hnuhDuSdCLo/S9cl+XuKlHbFxTU4DXgPHVTz5heUKnlLK+ppbFL7map+dV2y76i6zOOVNTgMgtT+IrU/7Ckpw6rwh5O19TS61LxG/ptXpvbfo/U1OAyC1J4q9XfdW1OsbG9FTTU0ec5CMOlcdqR6KWVdq1fHN5nBEXyDqNnNb/j7twlA27sftQ4BvxFCvCiE+JkQ4o7Wr05wmfoWdKbiIbIGdFWfYQHPXqVpjVOdJdkjm2jyqGPpkcYj6EEGZTo6BY1HlHbVribKHcH3e1qExt4adZl7yspQLWhqcLkoqldP6OcdL1XGw93H1P1fbb2dqprgKzgtmiC/QN1f5xeUolrp1djkorRCzbv/sDp+7z2o5q2ps1NV22TAaxQPy4x5y9Uru/KOq3l3HVXzVtqbqGhS8ApBXplxfBEKj6h3Oym2q+v3SGOh0n8PG/ivw1uJ0xt8bkRgoca5T2mLew+oPFjWg/fM54E4m/FQCBED9AfUjTpQlwCXSyl/LKV8SEr569avjn/b9nVODq7wrTUfBixu5+/uBWpbvU4Y/XGSLUrZwQKk2NSndKdFxeCVwTfU2yxWoqzq/S7pMTFBH09bhCA9Rl1mUnQ7vDHqNeYp8THoigQAEWFWomxhStvUxNjgvJogJVFdZmJ8lLKDBUhOVH/X5GQ1r81mJSJCzdstLR4RZLmCxaLRLVV9f5GQYLxGPylZfT05MVpdv+3wpibGBl3OadEEKQkGdRTTjj/EqXlTY6LxKngjw6xEhKl5Mwz8Ny1GXb/dIox5UyPV3zUlIlbZ3iItYURY1bxdpk5O1YUiIUSMEGKkEKJ5fWNf/++9pO+x3P8B9wshLhNC5AAvAyeB9ztQzE1AA779O7cBd7V63dkxYlPfos5IPETEAKq45QVNvXwswqK+BhrhBvtHksIT0YLcmggEieFqu1irjXAt+DZyr9RJiVD3J6nRMcomqglBUmSk0jYtPgZLkPiiCUFqvLrM6CgbYdbgyyq9uiTZIJZ2S4xRJgXQhCAhVs2bkqTg1QQpyWremKjwzvMmRat5NUF8nFH9xirrN80gHsbZbIQpJgy9UpIabRAPI2ORCo/QhCAxXL1fKzE8Iaj/amgkGfhvmBaLRvC4JfESYVEvf0RLRR1kNNAS1LZdpTMbDx8TQkwXQvTxL4t/D99jutdD/Igi4KzuzTrnBldCiCfwjUJnSimNg4PvEWPrR46Gux+TbNHMyczGctqNoiYE3WzRTEtXn9F5cZ/BRFrD2sx2aEKwaMBwwi3BOyWAa3NGBF026JWSxUOHK+2So6OYM6h/cN6YKKYN6KO0vWDEQCLCrW0GO5oQLBg/jDAD3itnDA/Oq0sWnKfmTYyPZurYAW3WZWuaIDkxmomj1LwzZ2Vjs4W15dUEF100Aqui0we4+KpxyGAzX16deVeOU9olJUUzabKCNzmGceP6KW3nTBlMeFjw+r1k9nCsiqdaAAtnDA+6rM1Xv+q9Wt3iojlvSN82gUgTgpS4aCYN6q20vWjoIGxWa5vBjiYEV4/OUT7VArgmZ6TSfxcNVfOmRsUws0dw/02PimFaZl81b49h2CxhbXkRXN1njHJvRZeqI7N0HU89OxbY4X8B/Nn/7+b06I8CfwOewZfUIAa4UEoZcjosKWVfg5fauU19Z3Qm46EQ4RC5kLa3CQJEFETMU9qmR0/FZklqYyuw0D16FjaL+mZvRur0oDP/Esms1BlKu3CLlQW9RrSZ6NEQRFnDubC7et/ozD59SY6MbGNrEYILB2SREKG++V84MSf4SgMpWTRZHQ9t4VYumjm0TXwRQhAVGc7MSQOVtpPG9CMhLjJobJoxaSBxBoOry84foVwZcfkF6r2qNlsY8wx51ckaJo/pr+SdOWkgcTHqvTpG9Xv1JHX9RljDuCJ7aFt/EIKY8HAuHKCu35npg0gIj0QjiD90H0pcuJpX5b86uqH/WrVIesZegmjT3jSsIpruMXOUtkTMApFA27ZqgYiLEZp633OX6czGwx74BlIHgGVAJTBRSlkeov3PgD8IIdQ3QV2sc2ZwJXx6Al+a4FlSSvXzVb+klM7WjxwJYeT665GXkB2f4SvT37ASwiJ5atI1hGvqG/j48AienXUl0f4Z/mbXmZzei3vGTDcs8+KsQdw8ZhzCbyfwdQC/nDqdCT2Ms/c8fMn5ZKf7Zgmbn3YkREbwzOLLDQd08VERPP79+USFh/ttfe9PyOrJnRcbn802d9wgrrtwbAsr+DrJu66ezuiBxtl7fvHjuWT1TQ3gjY+N5NFfXmE4QIqNjeTh315JZGQg76jRvfnRTTMNy5wxbzhXfX+a757AD61pgpt+Po9hY/oY2v7Pzy+mf/9A3rj4SH73yFWGvHGxkfy/exYQGRHIO3Z4L25ZMs2wzAvGD2bpBWMD/UET3L1oBiOzjLMbPrxoLgMzAv0hMSaSv//ocsMBc2JUJH9fdBlR4WEBvFP69eKumVMMy5w/aDA3jg70B4sQPHDeTMZmGvM+OnkegxN99dscyJJsUTw3e6HhgC7RFsUTExYR6X8i3NxWJ6f246dDZhmW2VU6k6lnpZSrpZQiyOsG/3UppfyVlDJdShkhpZwjpcw/A1/T1HdQZyseitifQ9j45t/8P6IRCU8hNPVTaYsIZ3L644Rr8QG2CbbBjEy5z7DMIXHZLOp5VZuJykszLmZsonFm2J/nzGVccm9/iT77aGs4/5j4PcPsozarlWcvu4KEiIgA22Gpafx2psFNLTBxYC/uungqmhABffaNc8YzO8d4S8it189g5BBfzGzuc6Miw/nDvQsMs+fawq388b4riI328/qNB/dP539uMuYdN6I3tyyZ1jLoaK7l6xdO5Lzxxry3XT+DEdnBeaMi1atzbOFWHv1lcN6f3WjMO3lQb3560ZQ29Xvz+ROYNay/oe1902Ywzh+Dmr9nTHg4z166gJhwA16LlacmXdMyiGrxh8Tu/GrERYZl5sQPY2GPK9r47/zMSxmVYJwpeHi3u0mOGOX/zWcfpkUzOeNxrJr6aZkQEYjEZ3wZAlvZEpaDiPuVYZldpTMcDxdLKTOllDYpZQ//7+pNlG31DRABFPiPr6hq/eoYTWg6Z7IFCiH+DlwDzMc3em1WrZQypMMsQsmOBL7MK1sqCtlfW0p6ZBwz0wcSbgkta32T28UXxw9S5bAzKiWTkd0yQk6Deby2llWFBVg1jdl9+5NmsCTwdN7NR0+wv7Sc9NgYZg3sR7g1RF6ni5V5h6lptDO8dwY5vdJD5j1RXsOG3YVYLBrTR/Sjm8Ej+tN5d+Qd59DRclKSY5gytj/hYaHx2u0u1q/Lp7bWzpAhmQzOzgyZt/hEFVvX5WOxaEyckU1yivGWg9a8O3ccpaCgjG4pcUyaNIDw8BDr1+5i3dZD1NTZGTYok+wBHa9fq0XjvA7W75ZDx8kvriA9IZbpQ/qG7A+NLhcrDhymusnOqB6Z5GSmhcx7rLaG1YVHCLNYmNO3PykGyy5aS5eSTSXH2FddRmZ0HLN69McWYntr9LhYcXI/Na4mRiX3JCfReDAHXZcdqc/z96OFmB1Jb3JQ+IPfdrrMMyUhRA/gMqAXp60Bk1Le/a1AmWpXZzse4t7py0SmJYFtNsLgRq+1vLqT4qa1ODxlxNsG0S1iTMj9SZWrmp01uUipMzxhOCk2g2VRp/HurDrB7uoikmzRzMoYZLgsv7WcHg8rjhympKGBoSmpjO/eI2Te0toG1uw5jC5hWnYfuieps/yezrsnv5i9B4tJjI9i6rj+LZNy7fK6PKz/5jAVVQ1k9U1l5JDQecsr61n/zWF0KZk0uh8ZqaHz5h04yb5DJSTGRzFt/AAiDLYRnM67bushKqsbGdg3lREd4C2pqWft3gJ0Cedl9yUzKbSnMVJKtpecZFdpKcmRkZzfbwCRBsvcA3i9HlYWH6DMUc+QhAzGJvfqgP9WsbNmF1LqjEgYTrcO+G+VM5dqx15sliQyoqdj1dRPIgNtHeBY6dsrGTYUwsa2y/vfEA+FEF/hi3HP4TuyJGDgI6V8qcvLPIcGVyrQ70spXwzxM0IKJqZMmfrPVZcFk+ce6Fgw+eFvOl3mmZAQYjbwIVAADAbygD73JvLLAAAgAElEQVT4pj23SynPziNAUx2WGQ9NmTLVFfpviIdCiCZgkpRSnb64i3XOHCIsQz2dzJQpU6bOgjqyvOE7Oof1CPCYlPJBIUQ9cCW+s5JeBT7/VslMGcqMh6ZMmfou6TseD/cDoT3+6yKdM3uuTJkyZeo7pTOYHeksKRtflkEADxAppWwAfgX877dGZcqUKVOmzi19t+PhPcCfhBAzhBDJrY+k8D9563KdM0+uTJkyZeq7pNPO62j3b7+DauTUPqtifOeG7PH/HtoGAVOmTJky9V+v73g8bF6JseK09wW+oZ4621cnZQ6uTJkyZaqz+m4+kQpVm4CpwD7gU3wzeznAFf5rpkyZMmXKVGj67sZD45TSZ0Dm4MqUKVOmOqHv+ExdKLob3/lYAA/6/70IOOi/ZsqUKVOmTLWr73I8lFKuOasFYg6ugupAdTnP7d1KXlUpmdFxLBk0ihnd2z9TU0rJZ4cOsmzPbirtTYzJyOQHo8bQK77907HrHU5e/SaXFQcOY9EEFw4ZyOLRw4kIIUX5weIKXlm7nX0nyshIjGXR5BFMGdwnJN4V2w7y/te7qa63M3JAJt87fzQ9UtrnbWh08u7nO/h6yyGsFo2Zkwcx//zh2EJIyVpQUMa772wlP7+UtNQ4Lps/mnHjQ6vfr7/cw/J3v6GmqpGho3uzYMlkMnoktc9b28THL65l0/JdWKwWpl06mnlLpmAzOJujWUfyS3j/1Y0c3HuStMwELlk0njGT1QdKt+Zdu2Y/n36aS01NEznDenDlVePJyAjBHxodvPvZTtZt9dXvrCmDuWxOTkj1e+hEOa99uZ39x8rISI7jqpkjmDi0T0i8y3PzeW/LHqob7Izul8mSaaPpkdx+it46h4NXt+ayMt93lMC8oQNZNDoHWwgp4PdVlPPizm3sKSuje1wcS4aPZFqv0Hg/ObqfNw/uosphZ1xaD36YPZaesWfhNHro2Nrx7+CMnpSyoNW/G4FbvkUcU99RSc8xZNML4NoBWjIi6mqwzQ0pJXVJ4zoK6t7C7iklwTaErIRriQs3PpsIwOl1sqp8DVurvkFKyejEUcxOm0mkpf096Ucbqnj58CZ2VB4n2RbNVX3GcH7m4JB4VxUW8NruXIob6slJTecHI8eQlZzcrp3d5eatjbv5clc+ui6ZOaw/i6eMICZCfVZVs04UV7Ps423kHThJYkI0l83J4bwJWSHxbvn6AJ8s20JFaR1ZQ7uzYMlkevvPZTSSw+7ik7e2su7LPKQumTQrm0sWTSDa4DDfZp08Vsm7r2xgX+4xErvFMO/KcUyelR0S78ZtBbz/RS5llfUM7p/G1ZeMoW/P9lcgNzndvLVpF1/mHkRKyaycASyaPDyk+j1SU80LO7axveQkKVHRLB42nLn9BoTEu7oknzePbKPUXsewxEyu7z+R/nEp7do5vU5Wlq1ma9U3AIxJHMWsEP23wXWUQ7WvUenIJcKaQt+4K8iImhESr3SsQtrfAG8JhA1HRF+PsBqfXdZl+g7HQyHEeUbXpZRru7zMcyUVe1colNSzG4qPcv1Xy9ClxCslFiHwSsn/jp7Oj3MmGn7+b9eu4vmd29GEQPfb2qxW3rxyEUNT05R2dQ4HVz//BkeratD9/x8CGNEjg5eXLjS8Qd188Bi3/PM9pJR4ddlS9l0XT+UHs8YZ8v7pjVW8/tWOU7yaIDzMyrP/u4hBvdQddF2Dg1vufZXjxTU0+48QMCQrg8d/vQibwRlQ27cVcu89byIleL06mibQdclNN89k0WLj+v3HHz7hg1c3tthoFg2bzcqfXrqRfoMylHb1NU3cdfEfOVlYjtRP8Q4e04//99YdhEeoByzbNx3iVz95+RSvRaB7JT+6+0IW3mB82PITf/uC997ddopXE9hsYfz18SX0H2DgD/V2bv7laxQVt/IHAcMGZfLXh642PBNs896j3PHX96DZH/xl33nVeSy5YKwh7yPvreK1dTsD/CEizMpLty1iUKY6oNTYHVz9/Oscr65Fl7Ll6MRRPTJ5aemVhmdsfX2skB9+6PffVu3tl1On86PRxry/2vQlLx/YjoZAx2cbYQnjnYuWMDhRzdtVqWd7PvUQWmSIqWftDo7f8lCnyzwTEkIUAOOklJWnvZ+ALxV7+zMeps5ZhRIPpXsPsuoakC7Aiy8Hlg5RP0CLu8fw8w9UP8eeqicQWJB4EVgQaEzJ/Dspkeq27dJdPLLvUY40FiJpjoeCjIh0HhjyS6Ks6jO29lSfZOnXL+LSvXil3tI3/GDAJH6eM9eQ98mtm/nTxnUtfZBFCDQhePnyhUzo0VNp53B7+P6Ty9hzorQlC5oQgn6pibxy+2JiI9UDgP2HS7jtgTdwu70B/fU188fxk+umG/K+/sxqXnriq4B4aNEEv3/6BnLG9lXz2l384gfPcXDvyVbxW9CrXwp/fvkmomPVfVr+niJ+/v1ncbu96K3i91Xfn8YP77rAkPfFtzfy7OvrW2wsmkDTNP7vwasY4T9IOZjsLjc3PLmMfUVlAfXbPy2JV25fZDjAyi0t4XvvvInb68UrT90f3TJmPL+YMs2Q9+/71/C3fatb+YOGRQiem7KUsd16K+2cXie/3/cHjjYdC/Df7pGZ3D/kXsMBVpUjj69P3ogu3chW7W1gwg8Ylny7Ia9seALZ8HiLjW8bkQWR9CIiXN3e/hvioRBCD/J2y+BHStnle67MbIGtJKXkvk3L8eg6Xn8rbv752I61lNkblLYHKit4fud2gJYbYq+UOD0efvv1asNyX9q8I2BgBb7/9Z0ninkvd68h78Nvr8Dr1fH6Bw3Nn/H4Z+upqGtU2h46Uc7rX+0I5NUlTreHP79pzPvWx9s4UXJqYOVjgT35xXy+eo/STkrJX/7yOV6vxOv1+bru537u2dVUVal5j+SX8MGrGwNsdK+O0+Hm6T9+asj73jMrKW41sGrm3fdNASve3mLI+7fffBjI6/V9xgt//YKaSrU/HD5cxnvvbgvk1SVOp5t//P30PZWBevPjbRSVnOYPEnbvP8nyNcb+8PuXv0LXW/mD/+ff3llHVV2T0vbAyXJeW7fTZ9PKHxxuD499ZDyp88KmbS0DKzg1gbX9xEk+2L1faadLyX0r/z97Zx0fZ5X18e99ZuIujdWbStqm7u60pYUWWooUXRb3RRYWWGTRfZfFnUUXdy1Qd9fUJXWJ+2jmue8fk6SRuU8mJWnD8vz6eT5JZnLm/HJ67j1Xz5mLx0d7++eKpeTZ1Hy35Wfx/q6K9sZJWYfHzeNrFxjybTQ07+xI/qAdvi/yBgH1V2M28T8PWfwYSCfeiRV4B22A7W1k+V6lnL08m235r3g/o0JW4kGnnE05T2C0qLskZxmZZfurBqZeWclxxwnmZhn3nU9s+RmnpxyPrOivKz7j7b0rySzJVcqdKC3h2VXLAWr0RR5d58FF8w35frV6K9sOn5xYgbcv3p9dwMfLNxnyfe4/C3BVTKzgZH/90bdrOXQ0XymXc6KI9yviSPV4WF6u8+Jj3xny/eXr9ezefrRW/JYc2p/D958YX7V89akfcLvK0WvF78/fWcqRA2r7ZueV8J9PlteQ8eiSco+HZ96cV699dxzJrmPfzKx8PlluXLbokcULcFVMrOBkbHtt/Rr2FxYo5Y7binhpxyIvzyp/0CnXdR7d/JMh38U5S2pMrMDrv0ftx5iftdCQ7+bcp/FIV1WbqWxvuwvfptR9SCknPceQpS/WkPG22XJk8cOGfBsNzTsextR6EoBJwFrAeNXlFGFOrqrhUEkh+4sLfP6/e6Rk0ZFMH+94MT9zH5qPbVuPlKw+eoRSl0sp+8uOPTUG0pUQwLxd6gB2OK+IQ7mFvvnqkqU7Dyhll2zORNPq8tV1yfpdR7A51HwXrtpd1UHW4Ctg6Ro136NHCzh2tMBnQ/d4JGvW7FPKrlq0E83im+/mNftx2NR8l/+wUcFXsPJnded89GAexw/nK/jqrF22Wym7csUepX03bjyIw+FWyi5aqbbvktVq+x7MKuBobpHPGhIeXWfF1gNK2YXbvMdR68pJVu0+hN2l5mvkv/MN/Hd/QT5Hiot9+m+5rrP0kJrvvMN7sSja29LjB3CUq/k2Gpp3MFFCCHGuEOLcih8nVv5c8ZwHPAgcOHMMTTQHSL0U3Os5OVirDg0c6kWME7ZlCjlJiXs/tvJjStkNBRt980FWHbPyhRK3gw35h6smVDXZChYc36WUXXRgv88+TAf25udxtES9uL5gq+8+TpeSXzfvUcoVlzrYuuuYz75e0wTL1qr7zrXLdtdYLKyElJJDmTlkHy9Uyq5YsMPn61L3HrtXoaTIxo7Nh5V8Vy1SL6StWJ/pMy5JCZmHcsnKLVHKzs84NfsW2O1sOnHc5/+rJgTzM9XjjcVZvj9XR7KnOJsTdrU/rC/YWGNiVQmJZF3BeqWc01NIgXMrqvZ2vMzg2pBzkeINHcp3g56llm0sNON4KKUsqvXkSinn4i058s+m0GneuWok+HEctklkDT/XUOepK22qq4j1fu6pNsimsm8T/cc1mT/8Jh9VCyvfOUM5HE6bWim8j7+/23zwTbXv36v1nhvvxOrO08bGxO8URn1CU/WNTRO3miymGXyw4Z8ijX/hTPA1erMeur+N7yna8DfFu1MXbSJIzowHNwC/z3iYBXRpig82d66qoU1ENB0iY326qUUIRrdSX0EY376jzxUSixAMbtma8EB14oSJaZ187npJYHwX9WXE1nFRtG0R7bMTsWiC4V3bKWVH9uqgXIHqn9aa0GA139FDOvvmK2HEQDXfli1jaNkqxjdfi2DgIPVF5yFjuir59h7UgeBQNd/hU/v43EWSUjJkUi8137ZxpLSJ883XqtF/mDqpxdBhnZR8+/ZtR7DBPa/Rgzsr+MLIQWr7tk2MoXWCwh8sGkPT2yllx3RPrTqaUoOvEAzu3MYwscrErmp/GGfgvx1iYmkTFeVzIGbVNEa2VfOd0LpT1XGN6rAIwfCUdgRb60/88VtRWZHe36e5QEqpSSk14CCQUPlzxRMkpewipfzhTPM0cWYhtHAI6I/vYYIOwWOVsomhwxE+5QQRAe0JtaYoZfvF9PHNB0H/mH5KuYiAYPrGtUHz0Z/oSMYmq8dQo9t18NmHaUDH2DhaRqjrjI5L993HaUIwoac6RkSEBdMjLcX3CQcpGT5AHQ8HjOiC8CEnNEHb1AQSDJImDRvXzefrQhMMH99dzTcyhG692/iOTbpk8Og0peyQfgr7CkGHNvEkxkcoZVX2FfXYNzo4hD5JyT716lIyvoPavqOSOvuMSxqCzpEJJIWo/aFfTF+fsvX5b5AlmpigHvhub5LksFFKWYJGK97QwNoFNPUd78ZCc46HQoietZ5eQohJwGuA8dndU4Q5uaoGIQSPD5mIVbNUHTmq/HpP31EkhIQrZTvFxfHnPt6Go1WTDbJaeXDkaEO9lw/qQ/u4mCo5UfH0aZXMeb18d4SVfP8+czxWTas60lX59fazhxMfEaaUTW0Zz+wJFXyryQYHWvnLhcZ8Z03tR+uUmBqriALokZbC5DHqzlkIwR13TMJisWCxaDV0//naMcTEqPm265TIeZcOrSGjWTSCQgK49u6zDflOv2YsKe0TTgajCgN3H5jKuAsGGvK99cFzsVi0k3wrvv7p9olEx6n9oUOHBM6f0b8mX00QFBzADTeNM+Q765z+tEqKrmPfnmktmTjK2B/uu2w8Fh/+cOuMEcREqC+Cd0lpwewRvb08xUnZkMAA7j7XoFMHrhrclzYx0XX8t3+blkzroQ64QggeGzMBiybqtLd7h40kNkTNt1tsAlem1W1vIdYAHuivHvQ1KprxMQg/8RBQ5zyOECJQCHH5GeBjoplBRD4AIoiTV/Mqhgxhf0ZY1YPTEGsLusXe7P2MClmBBQ0rfVrcb7gDNaLFcFLDOtQYoAoEKSHJTEg07jvv7zmJIIu1qh+p7Buu7jSU9hHqrHSJ4eHcOWQYQI2+yGqx8NiY8YZ8zxuUTnqbpBrDaSGgQ2Islwzvbcj39qvHERhgreqnK2PF7OkDaZOizoIbnxjJFTeP98pUHJe3WDSsVo1bHjjXkO/E8/rRpXurGotwQgjadkjgnIuNk0rdcO8UAgKtVXGwku+sq0fSsq3avglxEfz54mE1ZCyawGrVuPNaY/uePyid7q0T69i3Y1IcFw1TL44CPDRqLEGWuuO5G/oPpF10jFIuKSSSW7qNriFjERpWzcJDvacY8h3VYgTtwtrW8d9WIS0ZlzjGkG/v+L9iEYHV2ozXzl2iryY8QJ1URViSEeG3VfxkqfY1ABH5cJOdsqmB5h0PNwEbK75Wfv8TEAj8uSkUmtkCfWBPYS5vb19HRt4JUsIjuaxLH0akqLPvVEJKya+Ze/l0a0Uq9pSWXNWrL62j6k9lXep08tG6LczftQ+rRWNS105c0KeHX6nY953I479LN7C9IhX7rCG9GNqlrV98F27Yy7fLMsgvttO7UwoXjetLyxZ+8C1z8s2vm2qkYj9nnH+pwg/sz+HLL9eyZ08WiYmRnHNuX/obZDeqznf5/O388vV6CvNKSe/bjmmzh5DUUt1JVqKs2M6P7y9l5c9bsFo1hp/Tl8mzhxlmCqziuzeLbz5cyd7tx0ioSMXed3D96U2llCxdsos5P22msMhGjx6tOX9Gf5KS/Et1//Uv1VKxD+3C1PE9DTMxVmLv0Vw+mVeRij02kpljejGom3/+MC9jL1+t3kpBqZ0+HVK4dEQfWsbW7w8lDicfr9/M/F2ZWC0aZ3frzMw+6X6lYt+Vl8s7G9ezPSebVpFRzO7Zi2Gt/eM75+AuPtubQZ7DxsDEVlzVtT+two35NlZ2pFYvPNqg7EhHbv37KetsCgghPECylDK71utxQHZTZFAy0Xzgbzz0pmJ/H1wbQItHhF4AQcYD4kpk2VaQWfQF9vITxAR3IzXqEiID609C6dJdLMpezJr8dUgk/WL6MiZhlF+prA+XFfDBvlVsyDtMfFA4M9v1ZVxyF7/4Ljl4gA8zNnG8pIQeiUlc1bsvHWP9S8X+5aoMft1SkSo8vSOzhvQkzOAESCWOnijk8x/Xk7HrGHHRYZwzvifDB6T6xXfdst38+Plack4U0Tndm4q9dfv6U4U77C7mfLGOZfO2oes6Q8d2Y8qsgYSG1Z/a/NjhPL75cCU7Np1MxT54tH+p7ldt3M+3v3hTsXftmMQFU/rStpV/9v1iVQZzK+w7Lr0jF/hp34OFhby7eQMbjlemYu/BuPb+2XfJiT18dmA9x+3F9IhJ4fLUwXQwmKRXwulxsihnibeUQAP9t9R9iL2FH5Hv3EKwpQXtIs8jOXSUf6nYnYuRttqp2I3b2x8hHgohag8odCBHSuloMp3m5MqECRN/JDRa6tnnGxZMDt/W7CZXOpAopcyp9XovYKGUsv4CciZ+tzDjoQkTJsx42DQwE1qYMGHCxKmgIccbmtEalhBiIyfZzxdClFd72wK0B34+E9xMmDBhwsTvEM08HgohBgBj8KZhr3ElSkr5l8bWZ06uTJgwYeJU8PvMjgQnswX2Bn4Bqhdsc+HNFvjlaeZkwoQJEyZ+r2jG8VAI8TfgMWAX3gyB1ad3TTLVMydXJkyYMHEqaOYrdSpIKR8BEEIcAD5tynPnJkyYMGHiD4DmHQ9vA/4kpXz3dCk0J1cmTJgwcSpo3sGkXkgpa9e4MmHChAkTJhqO5h0PdWD56VRopmI3YcKEiVNB8049Wy+EEBYhxF1CiDVCiBNCiPzqz5nmZ8KECRMmfido3vHwWeCm06nwd7dzJYS4CbgbSAI2A7dIKdc0pg5dSlYeOcSOnBySwyMY3yHVr5TSAKVOF/N27aXQ5qBnyyT6tEr2u8bA4dxClu48gEUTjOrWgaRodWG9Gnx1ybpdh9l9OIfEmHBG9k4lyI8U7gA2u4slq/dQVGKnW6dk0ruk+M336NF81q7JRNM0hgztRIsW/vLV2bxmP5m7T9AiMZLBo9MI9COFO4Ct1MHKOZspzi8jrV870vq195/v3uOsnbMJi1VjyLn9iW9ZfwrYKr7LdrN/+1HiU6IZfFZPv1K4A9jKnKxYsJ3iQhtpPVvTtWfrBtl3zepMrFaNwUMaYl/J+oxD7DuYQ0J8BMP6p/qVwh2gzOFi0ca9FJbY6ZmaTHoH//33YE4By3YeIMCiMbp7KglR6jpgNfhKycr9h9idnUtSZARjO3fwu72VOJ3MzdxLgcNB36Rkeif5z/c3ownPmAshLMDDwKV4+7pjwLvAY7LxUrw+hLfGxzN4z6M/DrQDpgOPNpIOE02I0xEPpZTg3gDuLaDFetOwa+qahNXh0R0cty3GXp5NVGAXWoQM8Lt95jnz2VS4GR2dXlE9SQiuP8V4Jd+N+YfZUnCU2MAwxqWkEWatP2U3gKPczbzMfZwoLaVbiwSGtPK/vz5RUMLiHZl4dMmIru1oHVd/yY1Kvhm7jrFjz3GiI0MZMbAjoSH+8XU63KxcuIO8nBI6piXTc4D/8TD7cC6rvl+PrusMOrsvyR38KzQrpWTbxoPs3naU6Ngwho7pRnCon3ydbpau3Udufimd2yfQJ71h9l20PRMpJSO6tqdVXP0lQir5rjt+lC1ZWcSFhHJWakdCA/yL3/ZyNwtO7CLHXkK36GQGxLdtgP/msalwMxLoFd2DFkH++2+eYyMFzu0EWWJJCRuDVas/hbtX1g6O+aBng7U7BA78n4iH1SGEuBd4EnheSnm7n2L/An4UQuwDtgPuGnSkPP+UCSnwu0rFLoS4EHgfuB5YDdwOXAB0qV2rRSFfb+rZfLuNK7/5kq052WhCoEtJbEgIb597Pj0Tkww/f+X+Q9z02XeUudxVsoPbteaVC88lLFDd+UgpefaHpbyzaH1V2TkhBHdMGc6VY/ob6iwosXHzs1+x69BJvtHhIbx4+/l0bWfcWa7dfJC//fMb7A43QgiklPTr0Yan7p1OiEH9CCklb7y+kM8+XV1ViFAIwTXXjWHWrEGGOgvzy7j/hnfZt+M4QhNIXRIVE8pjr15Bp24tDWU3LN7BY1e/ib3MWSXbZ0Qaf3/3WoJD1fU5pJS8ec8HfP7M91UdjRBwzT8vY+ZfzjHmm1vCAxe/xL6tR07yjQvnsY9uomPPNoay61fs4bG/fIzd5jrJd3AqDz032zAYSSl5/bUFfP7Zmhr2ve76scw0KHoMUFBUxl/+8SV79lfzh8gQ/v3gTDrXEzxXbTvAPa98j8150h8GdWvDMzdNI9hg8iul5F/fL+H9xRu8fKWX713njuSykX0NdeaV2fjTh1+xMyunim9cWChvXXwe3ZITDGWXHDzAjT99h83tRiCQSEa0actrU6YRYhA8Gyv1bJt/Ptag1LOH7nnAb50VF3D/AlwBbAP6A+8A90spX2goZ4WOfcCtUsofhRAlQG8p5T4hxK3AYCnlJY2hx0TT4HTEQ6mXIQuuB/dqvAdddBBhiOhXEEFDDD8/37GNFcdvxqUXVslGB3ZjWMrLBFmMJx4/HvuJz498hURWte0pyWdzQavzDQeLZW4nN676hDW5B9AQ6EjCrUG8NPhCBrUwrqW4+cRxrvruKwodjqq+qGdCIu9Mm0FMiPHg9q35a3hhzvIaK/JXjxvArZOHGfK12V3c88RXbNp+pKrPDQsJ5Ml7p9M33Ti+7NxymAdvep+SIntVfOncvSWPvXoFkdHqAuwAHz/5Ne888DFewl77XnzveVz12MXG9i118PCt/yVj3YEqnaFhQTz0wmx6DTCup7Rt93HufvxLiktP2rdrxySeeWAGkRENt++fxw/klklDDfmWOJ1c8/03rDl2pEpnRGAgb0ydzqBW6qK8AJvyj3D9io8octurfKlnTEteHzqb6EBjvt8f+5Evj3xdw3/PTZnK+S2nG/J166WsOH4reY6NVLYZqxbO0KTniA/pZ6hTujYiC64FWVQlS0AvRMybCE3d3n4P8bCargHAZ0Ax3nIhfk2uhBAv4V1IXEjdhBZIKa/yl4O/aPCxQCHEe0KIkY1NxE/8BXhTSvmOlHI73qBiA/7UWAr+tmAuO3K9ZV/0iolnocPB1d99jcvjUcoV2R3c8Om32FzuGrJrDh7hX/OXGer8ZdNu3lm0Hji5Y6pLyTM/LGXtviOGso+/P5e9R2ryLS5zcPsLX+MuV/MtLnVw39Nf43B6+VZOsjduO8yrHywx1Llw4Q4++3R1hZz30XXJ668uYMvmQ4ayzz3yNft3Z3llda/OkiI7f7/5A8rdar4lBWU8etXrOGyuGrKbl+/i7ce/Neb7yXI+f+b7qr9TSunle9f7bFmy3ZjvnR+yf8exmnwLyvj7Za8a8i0utPHo7R/hsNfiuyaTt1/41VDngvnb+fyzNRV8T9r31Vfms2XLYUPZp175hX0Ha/lDqYO7n/iKcgN/KCy1c+dL32F31fSHtTsO8/LXxv7744advL94w0m+Fbr/+e1iNmQeNZT92/e/sic7twbfApud6z79BrdBe8u327j+h2+xuyv4VvSVyw8f4l8rjfk2Gpr2GMRQ4Fsp5Y9SygNSyi+AXwHj2XXDkARkVHxfClQuBf8ATGlEPf/TOIMxscnjoSx5GtxrK37SK160IQtvQOolSjmPdLHi+C249OIaskWuXWzMecxQ57ai7Xx25MuqNl359cfjP7GuYL2h7D+3zmVd3sEKjV65snIXN678hBK3Om+Ls7ycq7//mmKn0ytb0Rdty8nmgYVzDXWu3H2Q539aXtX3VT5vzV/LvIy9hrIvvbeILTu9fWRln2tzuPnrk19TZnMq5VxONw/d8gFlJd6/qTK+7N15jJce+85Q5/q5m3n7/o8qYmGFXumdcC372njT881nfmbbhoM1dNptLh6+9UPKSg3s6yrnnie+otRW0767MrP41xvzDHWu2OXbvm/OW8OCrfsMZVUTY90AACAASURBVB9fuoh1x4/W0FnmdvPn77+h1OVS8/WUc8OKj6p8ptKXthUe49FNPxrqzCjcyhcVCwNw0n+/O/YDGwo3GspuyX2GfMfmip+8baZct7Hi+G2U6zalnJQOZMF1IEtqyOLeiix+xFBno6GJjwUKIcKBD4FrgIIGil8BzJBSTpZSXimlvKr603A29eNU7lxFAfOEEHuEEH8TQhhvNzQShBCBQD+gqiVKKfWKn30uoQkhgoQQkZUPYHiuKs9mY+6+vXhq7ebpUpJnt7H4wH6l7Jztu3G4y+v4jC4lX27aajgx+3TFZjQfqxkWTfDlqgwfEl7kF9tYvGkfHt0H32IbK7YeUMouWL4Tp6uc2huXui75YcFWw4H4999uQNN88LUIfvxhk1KuIK+UVYt2onv0OjoLcktZt3yPUnbxd+txOdxVAai67K8frTCc6Hz/2q8IX3ytGnPemq/mm1PM6rkZvvlmF7N+kXpitvjnDFxOt0/7/vLVejwG9v3u2w0+V7csFo2fflTbN6+gjOXrMtFr+4MuySsoY83mA0rZX9fswlXuwx+k5OslGZTXskF1fLpii9p/V29VymWXlLJ4z36f7S27pIwVmeqJ+g+7d+H0+G5vn27NoFxX8z3DiKjeJwkhVFuuK4BxQojOUFXYdzgwpxG5HAGSK77fB5xV8f0AQD2yM1Ebpz0mno54KKUL7F9RNVA7+Q5IOzh+UsqeKFuKSy+oIyvxcKxsIU6Pemy0KGcJmo+hiUCwIHuRUs7pKeebQ5uqBtEndUpsHhc/H1X31wsOZJJvt9eR9UjJL/v2UmC3K2W/WJWBxUd80YTgsxVb1HydbuYs3Fanv5ZSYne4Wbhit1J29eJdFBXY6vb1HsnSedsoKVIPxH98cx6apa59NYvGj6+rF/6cDjfzvtvom2+Zk2Vztylll6/bR1GJ3WdsWrRyN8UGE7PPV21R23el2r52t5uvd26v83+qS0mZ28XPe9X2XXB8F4Vue9WkqhIeKfnl2HaKXGp/WJiz2Kf/amgszF6slCvX7Rwq+QFZp73plMsyjpYaTEId80EWUretesAxB6k32zq9/sZDgJeBH6WUxrNx38jHG+NOGxo8uZJSTgdaAq8CFwIHhBBzhBAzhRD+HWQ9NcTjLXCZVev1LLwrsL5wH1BU7THcBsq32w0n1Nm2MuV7uaVlWDTf5nSWe6p2tHx+bnFZnQ4AwKNLsopKfUh4UVBiqzMYrsGpSM03r7AMTcHX5SrH5lDzzc0trdNJAng8ktxc9WpmUX6Z4YpFvoFsflaxz4AA3k7fYbDKl3c0v2qVrQbfcp3cY+p7+4W5JcZ8s9QdVn5uiTFfu9q+eXmldSaRAB6PTl6ugT8YBFTwTr5UyC1S+6/DVY7DwH9zikuV/ptdrOabX1ZPeytV880uU/O1lbtxlJf7fK8xIQAh/XxOih2hZp90n+LjnwI+AXYKIdzARuA5KeWHjfgnfA2Mq/j+ReAfQog9eI+avd2Iev6ncYZiYpPHQ2Qp3rJnvqCBnqsUdXjyDD5Yx+UpVL5b4CpArzNI9E6SClzqSVlZuROX7nvRyiI0ch3qviinrAzVYS1dSgoc6sF0dlFZnQXOSrlsg/hdZncpT5dYNEFeobr/K8grRXW6TOqSogJ1LMg7ml9nwRBA9+jkHFXHw7JSh3IRU7NoFBjF78IyJV9dSoqKjexbqrRvVqHaviUuJ27FIptFCLLLDOKhsxSh8AhdSgoNJleFrkKf/qujk2/gv269BInvuCWw4PCo25u3LSo9GHR1e2ssNGU8FEJcBPRVve8HHgYeEUIYn5dtRJxStkApZY6U8t9Syl7AIGAv8AFwTAjxrBCiU2OS/A14Eu+qYuXTyuiXW0dFEmZwVyO9hfoOSLfkBOVqeVJEOJHB6gl5jzZJPldmLJogvbX6nkzL+ChCDO7CpLVR8+3SIRGPYjciIS6CiDA137SuyVgsPlaSNEHnLsk+JLxIahVDcIiab8euKcr3OvVsjafcN98WLWMIi1SfgU4b2BGL1fdKXed+qUq55LYtDO9GdeyhPrPdqVuKkm9CcjSh4Qb2TUvG4mtlURN07qK+99cyKYrgIHUiCKM7V13bJvjcnRJAclwkYQZ38FT+qwlB91ZqnW1iowk2SLzSPUntv+kJicr21irSuB03Giov8Pr7VNCjZp/0pOLTZwGzgUvwBpUrgLuEEFc0Gn0p75VSPlHx/afASLwThJlSynsbS88fAb+TmNigeIiIBk3VBj1g7aYUjQlKU75nFWGEWtV9fYew9sqV/w5h6ntT0YGhJAT73ozzSJ1u0erYlJ6QqFzoiQgMpGWE7ztpAOltEpXxu0cbdX8dFRFCXIzvxCAeXdK5g7r/69g1RbmwGhoeREKK+o5NlwEdfS78WawaXQd2VPONCSMm3neSIt2jG8bvzh0SlXzDQ4NINEjWZDQ+6tlWbd+4kFDiQ32PpT1Skp6gjk3dopKrjvPVRmRAMMkhan/oEK7231QD/w22xBFkifX5nsRDdFBXpSwB3VCuBItIsBjnC2gUNFE8FEK0Bp4HZv+Gmoy3ApOBLCFEhhBiQ/XnFD/TEL8pFbsQIhmYUPF4gJ+AHsB2IcQdv51eDeRW6KjdIhKBE74EpJROKWVx5QOol1aAYGsA1/Wre6VBE4IhrVobJrQY1bE9nVrEYfGxPHPzqME+j01V4srR/RBC1FjZ0YQgyGrl4mG91XyDArhi0oC6fDXBgK5t6N5ezXdw3w60bx3ns9P60yzjS6IXXjS4Ll9NEBRkZfp56kuXwSGBXHDVCJ98+wxOpXN39WmagePTadsl2WdQmH3n2YZ8Z909DRA1jgZqFo2g0ECm3TRRzTc0kJk3jvfNd2QanXqpLxwPGtmFNqkJPvleesMYY74XDQbwYd8Apk1X2zckOJCLp/n2h4G92tLFYHI1olcq7ZNj6/iDBK49d4gh36vG9EfUWufThCAk0MpFQ3sp5UIDA7h6cN2/RxOC4altDRNajGvfgdSYWJ/t7bZBxv7baDi1M+Yl1fskKaVqy/X/gKeklJ9IKTOklB/gTSd7qit39f85Uq6smCB831Q6/tdxGmNik8dDITRE+M0+3rGAtQsEqa+ZxQT1ID64P8LHEKNzzFVYNPXi0oSkcQRoATV6FIFAE4LJyZOUcpoQ3JBWl5NFCNIiExmeqF5I65OUzKCWrXz2J9f1G2iYvfSS4b0JsFhqxHhNePlcMVrdX1ssGlfOrHuCU9MEndonMKi3eiDetVdr0vu183k8/8KrRxJokB12+i2TCQgKqBGbhCYQmsYMgwRPFovGJdeOqcvXopGalkzfoeqJWY8uKfTq2tIn30vPH0igwSLb7OF9fNhXYNE0Lh+lTphk0TRuHjC47utC0L1FAsPbtFXK9o1rTd/Y1j794ZrOwwm0qPlOSByHVbP68F+NScnq8YYQFtJirqn7OhaiA7uSEGKQLCygPwT0xbuZXUs+/Hq8p4ibGE0XD/sBCcAGIUS5EKIcGAXcWvFz3T+6Lr7BmxX3X8AXwLe1nkbHqSS0CBBCzBBC/AAcxJud6DkgRUp5hZRyPN5V1783JlEppQtYz8ljLAghtIqfVzaWnhsHDOKuIcOJCPR2/lZN4/y0brw+1TjLi0XTeO+ymYxP61jVCcSFhfDQ5LFc0KeHoc60lgm8fu35pCaeTA3erVUCb994ASmx6hUSgD9NGcRN5w8nPKSCr0VjypBu/Oumcw3lrBaNFx6ZxYiBnar4xkSFcte145k63phvx46JPPXPi2jbNr7qtc5dkvj3c5eSmGicHvXia0dz5S3jCYvwZpWxWjXGn9uHB581TkxmsVp46ovbGDKxZ9UkKTo+gluevoiJFw815tunPU/+fD9t0k5O3jr378AzCx8hoY1xetSL75jM5X89h9BKvgEWxl84mAf+U7cTrM336bf+xJDRaSf5xoVzy4PncpbBBAmgc+cknnr6Qtq0qW7fZJ59fjYJCcb+cNUFQ7nm4uGEVey4WS0ak8d057G7pxnKWS0ar911ASN7pVZN6mIjQ/nbZeM5Z1h3Q9lurRJ59Zrz6JB4ctUtvU0i7940i6QY4/TxN48awm2jhxIeVMFX05jRqzsvzJxqKBdgsfDRjFmMa59aFcJahIbyxNgJzOhqzLfR0LQXeEPxeYC+cWsTCiE6CSGuFUI8IIT4e/WnMfX8L+NMxMTTFQ8JuRAR+ZA3BTsAGgRNQMS+h9GYRgjBkORnaR0+BVFR8SVAi6B77C10iTbOt9EiqAX3pd1Du7CTg9+WIS25u8udtA413my7sF0/Hug1mdhA746FJgQTUrry9vDLsQh10xFC8MbU6UxP64a14rhxZFAQ9wwdwQ39jXPItI6L5p0bLyCt5clYkpoUzxvXzaBTcryBJEyf2Is7rh5LdMXJC00TjBrcmWf/PtPnRKQ630deuJSxU3pVncoIjwjm6tsnMutPxrlVUlKT+NeCh+jYu13Va+26t+bpXx+kfT0ZCqdeOJAb75tKZExoFd/h47rxxOtXKq8ZVPJ9+r7zmTCia9WpjIjwYG68bCSzp9dj3/ho3r7xArpUs2/HpDjeuO58OiYZ2/eynr15aNQYYoIr7CsEkzp25v3pMw0XvIUQvDrkEqa06lHlN5EBwdzVfTxXdzIebyQGJ3Jv2t20DT1py1YhLbkn7U5ahqh39wA6RF5Iz7i7CazI7ifQaBk2nmEpryDq8V8R8wYET6FqgiWiEBF/hdCrDXU2GpouHs7Hu0DVu9qzDm9yi95SSvUF9kpqUj5i9DSIjZ9ocCp2IUQu3gD/Md5MRXVu2AshooGNUkrj3KcNREXq2feA64A1eFPPzgLSpJS1z577kq839WwlXB4P2WWlRAeHEG6QRt0Xih0Oih1OkiIjqjpqfyClJLu4DIsQxEf6V0ekEu5yDzmFpUSFhxge4fKFkjIHpWVOWsRFYFXcE1Lxzc0txWIRxMb6V9Ooiq+7nLzsEiKjQwk1OILoC6VFNsqK7cQnR2Ox+rNocZJv3rF8LFYLMYn+1SCphMvppiC7mIiYMELD/Us3WsW32E5piYMWiZEN5pubW4LFYiE2tmH+4HKXk1dQRlREiN81UypRYnNQYnOSENNwf8gqKsVq0YiPaCDf8nKyS8uICQ0xLFvgC8VOB8VOJ8nhEcp7WDV+v5FSz7Z7/HG0YD9TzzocHLj/fr91CiHeBcbj7eu2AX2AN4C3pZR/bShnhY5r8B4DzMW721E9GEgppXEefRPAmYuJpzMeSlkOnhOgRSE0/+rtVcKtl+HyFBFibYHWwCtoha4idHRiAqIbtBtdrutk2YuJDAwmIqCB/bXLRaHDTkJYOIEW//trqLx/CgmRYQ3j69HJySshIiyY8AbGQ1uZk+JCG3EJEQT4Wd+yEnnHC5C6TlxKbIP4eso95GQVExEZUrVQ6i/KbE6KSx3Ex4QTENBw+0oJLRpoX7fHQ1ZZKZFBwUQGNXC84XZS5LLTIiSCQK1hfAtdhUgk0Q30X126sZfnEKhFEGBpWHuTeqn3jpUlwa8dq99DPPShcxGwqQF1rk47TmVydRnw+W84+/ibIIS4mZNFEzfhrdOy2k9Zv4OJCRMm/jfRaMHksQYGkwcaNLmKAP4BnIf3SMQxvIP3Ryt2LX4zhBAHgVeklE83xuf9UXEmY6IZD02YMPFb8HuIhz50LqKeyZUQIh/oLKXMFUIUYLBfJqX0fdntN6BhyxxeEh80NokG6n8JeOlMcjBhwoSJBh1vaOCxQCllCd6diKZcmYsBPm/Cz/9D4EzGRDMemjBholmgCeNhHXEpR/vxa3dw8l7pHb9da8PQ4MmVCRMmTJg4mVbW399thvgcb22r1840ERMmTJgw8ftFc4uHUsr3qn3/btNrrAlzcmXChAkTp4KaKWXr/91mACHErdV+3Iu3ttVgIAOoUcxMSvnC6eRmwoQJEyZ+p2jG8VAIcaWvCZYQwgr8Q0rZ6Fl4zcmVCRMmTJwKTuMxiEZE7XTgpXjT2o6q9boEzMmVCRMmTJioH807Hr4ghJgCXCulLAAQQnQBPgLiaIISJ42a1vd/CeW6TratFEe5u/5frgWb201OWRl6A5OFAOTb7BTZG34vutyjk1NcisPtu8K3EexON7lFZeg+qqDXh8JiG8WlDefr8ejk5ZXidDbcvg6bi/zcEnRFEVkjFOWVUlKorl6vgqfcQ15OCU5Hw/na7S7y80tPq33LPTq5haU4XKfgv04XucWn5g+n7L+6TnZZKc7yhvtvmdtFtr30lNrbb4Hf1egbcFyiqSGlbO/n0+FMczXRfCCljvTkIPVT6Dt1B/byHHTZ8LZdWl5KiduwHJdvnVInx1GKrbzhuV8c5W6yy0qVRcqNUGRzUFhmb7Ccx6OTV1CG3dFwvk6Hm7ycEjzl9WakroOSIhvFpxIPPTp5OSU4bKfA1+kmt6AUj4+i9fXhlO1bEV/s7lMYb3jcZDtK8MiG8y0tL6XUXdpgOSk92MtzKNcb/rdKaUd6svEjQ3mjopnHwz54CxZnCCEmCCFuAjYAOwF1Mc7fAHPnqhaklPxn+1peyVhFvtNOoGbhgo49uL//GEIDjNNaFtjtPLpkAT/s3oVHShLDwrlj8FBmdTeuGwWw/vBRHv95EdtOZAPQv01LHpw0hrRE4zpMUkreX7KBt+avpbDMTqDVwvQB3bnznJGEBhmnvS0stfOvjxcyd+0uPLokISac66cN5dzh6fXy3bzjCM+/vZDdmd6Mv726teKOq8fRsV39fD//fA0ff7iS4mI7AYEWJk3qyXXXjyWknpThxYU2XnnqB5b+shWPRyc+MZLLbx7PWdPqzxi9ddVeXvv7F+zLOAxA+uCO3PjELNp3VRcuruT75XvL+eztJRQX2ggItDLxvH78+Y6JBIca8y0qsvHSi3NZvGgHHo+kRYsIrvzTSCZN6lkv383bj/D82wvYvd/rD727e+2b2rZ++/731/W8+9MaisocBFotTBuRzm0zRxJcjz8UlNp58puF/Lp5Nx5dkhQdzs2ThjJtQP11o9YePMLjvyxiR1YOAAPbtuLBSWPonGBch0RKyZsb1vHa+jUUOhwEWSzM6t6De4eNJCTAmG+ew8Yjq+fx48GdeKQkOTSCu/qOZEZq/f7bKGjeK3UmTDQKpO1zZOnzoGcDVmTwFETk/QjNuJxFuW5jS+6/OVTyHTpuArUY0mKuJjXqknrTUh8sO8QHBz9kT+leANqHtWN2m4vpFKEuVFuJzw9s4KUdi8h2lGAVGme3Sue+npOIDgwxlCtzuXhi2WK+3LENl8dDbEgIN/YfxFW9+9bLd+fRbJ74aiEbDxwDoHvrRO6dPpre7YzrGgF8P28L//lkObkFZVgsGuOHp3Hbn8YSWU/JD7vNyRv/N4e5322k3O0hKiaMi68ZxbTZxkXfAfbuOMYrT/7A9k2HAOjcvSXX3zuFbr2M61wBzPliLR+8soD83BIsVo0xk3ty3V+nEBFpbF+b3cWL7y7k50XbcJfrREeGcMXMIcw8u0+9fHccyeaJrxew6cBxANJbJ3LveWPo1Ta5Xr4fb93C86tWkG0rw6ppnNs5jQdHjiGqnsx2ZW4nT2f8yjeHN+PWPcQGhXF9lxFc2mFgvXwPlB3kg4Mfsrd0HwAdwtpzadtLSA2vf80qs+gLdha8jsOTi8BK6/DJ9Iy/m8B6UrJLvRRZ8iTYvwHcoMVB2A0QelmD0sCfMppxPJRS7hNCDMNbf/BnvDUjr5BSftxUOhuciv33DH9Sz76asYqnNyyu8ZomBMOT2/H+hFnKz/boOtM//ZCduTl4atn0/yZMMixsuisrl5n/+YhyXa9afdeEIDQwgB+uu5zkKHWjemv+Gp7/aXkdvkO7tOXVa84z5Hv5Pz5kz9HcOjsUD181kakGhWP3Hczhz/d8QLlHUuk/miYICQ7gg+euIiFOzfejD1fwn7dq2VcT9B/QniefulDN16Nzy0WvcGBvFrqnJt+7HpvB+HP7KGX3bz/KrZOexuPRkRV/q2bRCA4N5LVFD9AiJUYp+8mbi3j3xXl1+PYb1ol/vHy5Id/rr32HAwdy6tj33vumMuEs9YR7z4Fsrv3rf+vYNzQ4kA+eu5IWBvb9zw+refUbH/7Qox3P3ar2h3KPzqxnPyQzKw9PLb5PXjKJqf26KmV3nshh5tsf4dFlDf8NCwzkxxsuJzFCXQPtpTWr+PequnzHtGvPm+cY8NV1pn7/LnuKcuu0t+dGTGV6B7X/Nlbq2Q4PPoHFz9SzHoeDzH/87ZR1NgUqKttfibfwbAK1TjJIKceeAVomThP8iYfS9gWy+G+1XrWANQ0R96WysKmUkuXHbyTHvgZZqxZ2euztdI65Qskr15nL/RkP4dSdyIpRmEBgFVYeSf+7YSHWLw5s4MGN39dkKwRpUUl8NvoaZeFYKSWXf/MFK48crrMDft/wkVzTd4BS57H8Ys7/1/vYXeU1+j+rReOzO2aTmhSnlP1+3haefvXXGq9pmqBz+wTeeOpSZSFhKSX3XfsOW9burxNfrrlzEjOuGK7UeeJoATfMeBGnw10lq2kCi9XCy5/dSJsOCUrZOV+s5flHv63J1yLo2DWF5/57nbKQsJSS2x7+jE3bj9The/MVo7no3P5KnUfyipjxrw9wuGvaN8Ci8dlfLq1RvL42Pt66hfsXzK3xmkUI0hMS+XLWJYb+cNWy91mbd7COP/y1x1lc2XGIUmeOM4f7Mx7CrbvQa/nvo+kPkRKinhBmFn3BptzHa7wmsBAd1I3RLd9TTpKklMj8y8C9jtq150XE3xBhVyp1/lHioRDiHOA/wG6gM7AFuFxKeawp9JnHAqvB4Snn5Yy6xe11KVlybD8ZeSeUsksOHWBbTnadgR7Ac6tWYDSJfXvVOjxSr9GIdSmxudx8uK5OPcqTfN3lvDV/rU++y3YeYPsRdR3JlVsPsOtw3YE/wOvfrTTk+9G3a9F1WeN3dF1id7j5as5GpZzT6eajD33YV5esWZ3Jnj1q+65btpvMXSfqTKwAPnh1gSHfL16Zi9Rl1cQKQPfoOGxOfnx3iZqvw82n/6n7vq5L1i7dzb6dx5Wyq1fvIzMz26d933t3mSHfj7/xbV+bw8VXPxv4g9PNu3PW1OUrJcu27Gf34Ryl7NId+9lzPLfOxArg5Z+N/eHNlWvRpazjv2UuFx+t26yUs7vdvLrON9/5+zPZkavmu+DIPnYW1l3IEMCzm4zt22houor0pwvPVzwWYCuwudZj4g8MKXVk6Ys+3vFA+TZwLVPKFji3k21fVWdiBbCr8C08BqXa5mUtwKW7qiZWABKJR3qYc/wXpZwuJS/tWFzndY+UbCs8zorsfUrZLVknWH74kM+jxS+vXW14XPmjZZtqDPwruXh0nfcWr1fz1SVvf7rC5+s792WxbstBpeyujCNsWp3pM758/MYiXC413+8+XoXT6a4hq+sS3aPz1fvLlXK6rvPfVxfUfd0j2b31KJtWZyplt+05zoath33Hwy9X4Xarj7B9tGwTzvK69i3Xdd43sK9H13l+dV37eqRkc9YJVhw+pJTdlH+E1bkHfPrDazuX4NLVfH89MR+37q6aWMFJ//3lxFylnJQedha8Xvd1PBQ4M8ix142VVXBvBPcaak+sAGTpKzRSaURjNON4KIR4HW923KeBEUBPwIX3mKB61+Q3wJxcVcPhkkJK3Won3JyrHkxvyTqBRbGKd7SkmCKn+h7KxiPHfQ5qdSnZclQ94TiSV0iZU81362H15Grb/hNYFKtMx/OKKbE51Z+765hvvrpku8EE6dixQux2Nd9dBpOVXVuPYLH45pt1tICyErV9d6zb7/N8t+6R7NqkDmDHDuVhNzhTvnvrETXfnceUfI8fL6Ss7NTsu2Ov2r6HswuxG9xh275fLZtx+ARWhT8cyS8y9DMj/804ptZ5oLAAu8Gdxowstezm3ONYfbQ3CRwsKaTsFO5aNBjNOJj4iYuAWVLKC6WUt0sp76j+nGlyJs4wZCHoqj7ZAu4MpWiBc5vyPbdeis2tXizeV5qJ7mOQqKOzt+KYoC8UumxkOXwvgluERkaBWufmrBOoDk4VO50cLVEvrm856Lv/8+iSzQfUMa2w2EZOvu/7OBZNGPb1u7cdRXXSq7TEQc7xQqXsjs2HfC5Sejx61TFBn3zzy8jL8X3/TbNohvFw594TSr4lpQ6yck/NvpsOqu2bZ7eRXVbm8z2LEGwxiC9bC48p/aHI7eCErUgpu6903yn5r8OTh8OT6/M9gWbYprxtUcFYFoJH/bc2Gpp3PBwGDJJSPiO9OCGlPBv4O/B2Uyg0J1fVEBMUomxQAPHBYcr34kJC0RUXHgMtFsP7WvFhYT63py1CEB+u1hkdZsw3LjxU+V5spAHfAAshBvdz4qLDfG5PWzRBXLRaZ1SU8ZnsmBiDvzUuXJnAIiDQSrDBfa2YhEiEj+MVmkUjpoXv4zAAkTFhyv6qkpNSZ0yYkm9goJXgYLV9Y2PU9o01sG9MhLF9YyPVsnHhocoLu8EBVoIN7j+1CAvD1+kVixDEh6n/T2ND1HwA4kLV78eHGPC1WAm2GN/Xagw08wu8/sCFNx27CRN1IcIAVTvSvXc6FAi2qI9agyDQEqV8NyogEs3H0EQgiA5Q3/MKswYRoFl8s5U6cUHqvig+NFQ53hNAtMFxp7jIUCy+4osQxEeqdYaFBGJVLMDpuiQmSt3/RceGodqcF0IQYSAbGx+BZvHBVxPEtlAfOQ8NC8JqVfD16ETFGsTDqFAlX00Iw/tlcRGhWHzEQ00IWhjYNyIwSLlg6JGSeIP4EhsUpvQHDUGkwf09Y/9V+32AFoFQpEGQ6ARZ1O3N2xbVjNHUehsLzTwe9pNS1jmNIaV8GejXFArNyVU1xIeEMbZVap2GrCGIDQphTCv1ZcQpnboQZLHWGYtrJZ8J+gAAIABJREFUQnB+WjcCLb47fYCL+vXwuf3skZIL+qgv58dHhDGyW/s6HbsmBDFhIYzo2k4pO2FAFwKslrp8NcHUod0JsKr5Tjurl89jVx5dMnW8OllDbGw4gwan1jlHrmmC6OhQBg5KVcqOmtiDgABrndUvTROcNa0v1gA137MvG17jSGAldI/OxEuGKuXiWkQwYFhntFoBUNMEUbFh9B/eSSk7Zmw3AgIsPvlOmtQD66nad5z6rlZ8dDhD09v59IfYiFCGpLdTyk7u04UAiw9/EILpA7srBwFQ6b91X/dIyUwD/00MD2dkm3Z125sQxIeGMrKNmu857boSoPnme2GnnsqgaqIGngFuE6fltrOJ3xuECIKQ6dQdJgggCIInK2WTQkcSqEXVkRVYSA4dRZDB5GtUwkifK/8SyeiEkUq5IIuVc1v3rNOfCCDIEsCklup7mOPapxIdHFxnkdMiBOM7dDRcCJo5qIdy5/6Cwer+OigogImjutWJh0JAUJCVMUM7K2UHjUojIjKkzqKhZhEMGduVSINFuMkz+vvcudJ1ydkz1XfLgkMCGTOllw++gqCQAEaepe7rh/dPJSIsqE48tGiCEQM7EmmwMDhzcA+f1y10KZlpYN+QgACmdenq0x9CAwKY3FFt37FJXYgMCEbDhz+kpBkmRxmdMMrAf0cp5axaCK3DJyF8tDeLCKFl+DilLMHjQERQt61aIOgsxGmYXDVnSCmVR4WklLuaQqc5AqmFp4ZOpmOUd4WgslGGBwby5tgZBFnUyRVjQkJ4Zcq5BFmtNWT7JCVz33B1gwI4Jz2Nywb0BryDQ00IBHD76KEMaW+cvefhCybQPsF7obNyUB0eHMiLV08j0KrmGx0ewj9vOIegQO+EsLLD7NkhmdsuUAcwgLNGdmXG5D5VfEUF32svGU6/HsZ877r7bNq08dq3cvUsNDSIxx6fSYDBBCkqJowHnr2YwKAAECf5duvdhqv/MtFQ59iZAznnKu/fpGlevgi48r5z6TVM3cEC3P7IebRqW8nX21xCw4N45IVLCQhQ2zcqKpSHHj6/6ncq+XZPb8U1140x1DlpVDfOn3TSHyroct3sEfRNN7bv3688i7aJtfwhNIh/3zLNcMIcGx7Kv6+YSmBAhT9U+m/7FO6Yor4cDTC9Zzcu6dezDt87xw5jYNtWhrL/nDCR9tHegVZlm4kIDOLNc84jwGBBIj4kjFdGT69a0KiUHZDQinv6Gre3RkPzPgbhD4YDs4F9QojvhRBfVX/ONDkTZx4i4l4IqMxUXNkegxExLxsO2CxaEEOSnyNA8+4siArZiMD29GnxoKHOHlHpnNdyWoWc9x/AxMQJDIodaCj71x5n0SPGmwG2sk8ItgTw0qALiQxU744EWa28MXU6YRU79JWyneLieHzsBEOdw9LaceNZgxF4JxqVfeflo/oysbdxfLn5ytF07ZgEnIwRQYFWnrhnOhFhBnyDA3j4xUsJrchYWxmb2qYmcuuD0wx19h/emdnXjwFRwbdC7/mXD2OEwQQJ4Lq7z6ZzessKnaKKy0PPzSYswoBvUABP3XceoRUnTCpjU/s28dx1nbF9R3Rtz/UTBgE17XvFqH6c1VO9wAnw4MjRpCckenVWyIUEBPDalGlEBAUp5UKsAbw8+CJCrYE1ZDtHJvJw76mGOntF92RayjlevtX8d3LSRPrHGG+S9Iy/m+igbhWylgrdwQxJ+jcBmnpnUIgQRMxrICon1RVt1doZEfWwoc5GQzOPh0KImUKIz4QQq4QQG6o/TaLPzBZYFx5dZ8mx/WwvyCYpNILJbTrXm4a9EsVOB3P27CbfYad3YjKDW7X2Ow3mvpw8Fu3dj0XTGNc5ldYx/q02eHSd5bsOsvtYDolR4Yzr0aneNOyVKLE5mL9uD4WldtI7JNGvi/989x/OZeWG/VgtGiMGdiQ5wU++Hp21azLJzMymRYsIho/oUm8a9kqUFttZOncbxYVlpPVsTc/+7f3me3DXcdYu2IbFojF0ci8SWxtss9fiu275HvbvPkF8YiTDx3WvNw17JUpK7CxZvIviYjtdu6XQq1ebprevrrMi4wB7j+aSEBPOuL6d6k3DXokim4O5W/ZQWGanV9tk+qe28pvvnuxcluw7gEXTmNClIy2j1W2sNt9FB/ezKzeXlIgIJqZ2qjcNexVfp4OfDu6kwOmgb4sUBiXW77+NlR2p470Ny46096lmly3wHaP3pZRXnS4uJk4//I2HUkpwrQL3FtBiIXgSQjNOC12Jct3G0bL5OMqziQrsQmLoELxJKutHtiOHDYUbkVLSK7qnYZa12nxX5x4gI/8oMUGhTGzZjYgA/9ppmcvFz/v2kFVaSrcWCYxs206ZUa42DucVsnBrJlJKRnRtb5jFrjbf9RmH2LH3BDGRoYwe0pnwMPXAvzrsNifL5m4jL6eE1C7J9BvWUZmxrzaOHc5j1aKdSF0ycGQXWrc3LvNRne+m1Zns3naEqJgwRkxIN5xYVYfN7mLxqt3kFpTRqX0CA3u1U2ZErI3DuYUs3Oa178hu7asWlf3hu+LIIbZknSAuJJRJHTsTaTCxqo6ychdzj24n21FC1+hkhiWk+u0PWY5sNhZsRAK9o3uRHJLkJ1+dHPsaCpzbCbLE0jJ8vOHEqoasXgqOX71lEwK6Q+AwZUbPSvwR4qEQ4lbgceBd4FrgHSAVGAC8LKW8v9F1mpMrEyZM/JHQqMEkyM9g4mx+kysTf2yY8dCECRN/hHgohNgJPCKl/FgIUQL0klJmCiEeBWKllDc3tk7zWKAJEyZMnAqa+TEIEyZMmDBh4rSgecfDNkBlXn47ULn1/gFwcVMoVF8aMWHChAkTSjQk61EzzRaIEGImMAtv8Klx1lVK2feMkDJhwoQJE78rNPN4eAKIBQ4Ch4DBeGs5tscwJ/Spw9y5MmHChIlTQfNeqasXFefQ3wGygD7AGiAP6ADMOYPUTJgwYcLE7wnNOx4uAM6t+P4d4FkhxFzgU+DrplBo7lyZMGHCxCmgma/U+YMbgWsrzqFfCfyz+jn0M0vNhAkTJkz8XtDM4+G1VGwmSSlfFkLk4i0s/B3wWlMoNHeuTJgwYeJU0LxX6vzBaT+HbsKECRMm/gfRjOOhlFIHrEKIgUKIqXjj3Ty8xwQnNYXO38XOlRCiHfAgMBZIAo4B/wUel1K6GlvfgdI8Pty3hm2Fx0kOjeLC9v0YGN+uXjkpJYuOZvLpni3kOsrol9CKK9L6khJWfyamMpeLT7dlMG//PqxCY3Knzpyf1q2qbpYR9ucV8OHaTWw7nk1KVAQX9evJgHrqC1XyXbpjP1+v2UZeqY3e7VK4ZHhvkqLrT7Nrc7j4ekkGSzbvw2rRGNevM1OHdiPQoPZTJQ4dy+erORvZtS+LxBaRTD+rF727t/aL7+pV+5gzZzOFhTbS01sx/bx+tGhRv33tNidzvlzHqkU7sVg1RkxIZ8K0Poa1qipx+HAe33y9nj17TpCYGMU55/ShZy/jelOVfFesz+TH+RkUFtvpkdaSGWf3ISHOP/t+tSSDpRX2Hd+/c73FnSuxPzufj5dtZsfRbFJiIpk1tAf9OvjnD4v27OeLTVspsNnp2zqFywb0ITGy/jSwpS4Xn2zdwoIDmViFxpROnTmva3fD4tmV2FeUx/s7N7A1L4tW4VHM7tKbgYn++cOiE7v56uAm8p1l9Itvw+wOA0kMOU2ZzxoSJJrn5Oq0n0M38dtxuuOh9BxH2j4A10bQ4hGhMxFB/tWSy7GvY3/RF9g8J4gJ6kZq1EWEB9Tfd7p1N0tzl7M2fz1S6vSN6c2oFiMJstSfQvuYrYgPM9ewKe8w8cHhzGjbh5FJxvWQKrHqyGE+3rqZYyUl9EhI5PJefWgXrS54XAlXeTnfrNnG3C170aVkTPcOnD+oh18lUU7kFPPVnI1s3XWMmOhQzhnfk8F92vvFd0PGIb6du5ns3BLSOiYxY3IfWiXXz9fpKuenBVtZvHo3ui4ZMbATU8elExJcf4mRE9lFfDlnI1t3HyM2Ouw38Z15dl9aJkXXz9ddzjdrtzGvwr5j01M5f1A6IYH12/docTHvb9nIhuPHSAgL48LuPRnZtp1ffFfl7Oez/es5YS8mPSaFSzsMpE14/Zv6Lt3N0pxlrCvYUOG/fRjVYoRf/mtzH2Nf0SfkOTMIscTTLvI8EkOH+sVXOlcibZ+AngUBPRGhlyKs9be3RkEzjodCiEl4Fw191d+RnCzi13g6fw+p2CsMcyHwMbAXSAfeBD6QUt7VgM+pN/XshrxDXLXsAzxSxyN1LELDI3X+1nMSl6UOMvz8/9uwhJczVmIRAo+UWIQg1BrIl5Nn0zlGXUOixOlk1hefsDsvF4l3VCOBQS1b8d70mYYD1HWHjnLVh1/i0XU8usSiCTy65IGJo7lsYB9Dvs//tIy35q+tkrEIQWhQIO/fMouOSfFKuVK7kz8/9Sn7juUipbeivJTQr0srXrpjhuEEYPP2I9zx6Od4PDX53n71WGaebXx//q03F/HxRyvRNIGuSzRNEBIayAsvXk67dmq+ZaUO7rz8TQ7uy6rgK7y1Uwa057HXrjCcYG3ZfIh77v4EXdfxeCQWi8Djkdxy6wSmn9ffkO+rHyzhw2/W1OAbGhzIq09cTPvWBva1Obn6qU/IPJ5Xw74D0lrzwu3nG9p37b4jXP/GV3X84W/njeHi4b0N+f7fvKW8tXJdlf9qQhAeFMgnV15Iagt1TbBip5MLPv+Yvfl5Nfx3aKvWvDNthmEx4FUnDnH53M8q2pus0v2PQRO4LM3YH/5v61ze3rOiJl9rEB+PupoOEWr7Nlbq2S53NCz17K5nm1cq9v9n77zD6yjOPfzOHh31Lqu7SG5yr9i4d3rHdAg9tJBAclNIgVwSAgkJEGq4gSQQMJgSOgFs44YbbrLkKsu25KLej6TTz87940iyjnRmVZBtnOwvzz4iu/p2Xo1n5pu23wghXgaOSikfFkJ8D/gjsB44A3hPSnnbKQU0FVQn0x9KTwGy9lqQDsCHvw/ig6h70GLuN3z/gfol5Nf8CYEFiQ+BBSFCmJ3xIknh6rbIo3t4fN8T7G8qRCCQSASCAZH9+cXInxFhiVDa7m+o4Pq1/8Dhcwe0J3fnzOEHo4wPb/9b7jZ+99XqAP8dollYcvmVTErPUNq5vV6+++K/2F5UGjAjkZOZzKvfu4rIMPWA5UBxFff86k2cLk+bj9B1yS1XTue2a2Ya8i79aCvPvbr6uP/WBCEhFp5++CrGDFfzutxe7n/4bXbuK23zLULAsKwUnvvtNW0H/QZTYXEl3/vV0jbe1rRvuWo6t11tzPvmR1t4/tU1Pef1+PM3tzgwf0dkpvDK9640zN89VZVc/e5bOL2egPJw35nTue9M4wHL3ws38MddywPKg1Wz8MqsmxifqJ6sdOse/rDvjxxoOhhwPytyEL8Y+TPDAVa9q4C1Jbfik66WOqMh0RmZcBcjE+805JXNLyMbH6etjmIBQhGJ/0SEjlfa/Tf4QyFEIbAM+I2UsuJEpwenybZAKeXnUspbpJTLpJSHpJQfAX8CLu/jdHgo9xO8ug+f1AHafj6+cxk1rmal7YGGGp7fubHFRrb9tHvdPLzlS8N0X83LpbClYwrHB/Vflxzj/b27jXk/XYG3ZaACtP38/fK11DbblbaHKmp4+cstATY+KbG73fzhwzWGvEtX5HKo1N/x93P4f24rOManG/cY8j7+4jK83s68z76ymroGNW9xcTVvvuHPX73FRtclDrubvzy/wpD3g9c3cPhQZTte/3/kbSli5Sd5hrxPPvGZn9fXwtvy8y8vfEmDAW/R0WqWfLC5E6/d6ebZV1Yb8r6xYjtFZbWd8nfLvqN8tmmvIe/D7yzH6/N1yt/HP1pDfbNDaVtYWc3LG7f6bVoS1KWk2eXmseXG5eHvuds4WFfbqfxuOHaUDwuMeR/Y8DleXQ+oMwC/2bKSOqead7+tkr8XbujM63Xx+51fGPL2mfQeXt8+3YH/YEWklM8DtwB7gYeAu04hlykDnSx/CCAbH2k3sOL4z+YXkN4ipZ3TW8POmqf872ixkfjQpYfcqt9hNKm7rno9+5sKW2xk28+j9mOsqFhpyPtI/mfYWwZWcLxt+EvBWoqbapR2Vc3N/H7dmgAbn5R4dB+/XLnckPeDzbvZXlTawnn8Kiit5o11Owx5//y3L9sGKnDcV/zjnY0cK6tT2lXXNfHCay287dp6j8fHH1805v33yl3s3NfC287HFBZX8t7nuca8Lwfytqb9j7c3UlJer+atbeIvr60Nyvun/1tumOb7m3ezo7hz/u4rrWTperX/Bvjf1SvbBlZw/N/2ma83cqRBzVvpaOSJ3SsCbHxS4vb5eHjHp4Zprq36qtPACuCw/QhfVq4ytN1R/Xt80tmuzvgdx966/6PZU6K0k75yZOOfWv5f+7rqQtp+bZhmn+nb7Q9TgSdP1sAKTpPBlUJxQK3RLwghwoQQsa0Xx78pCKpj9noONlahB1mz9EqdteWFStvlRwqDntztk5L1ZYdp9qh3a3xaWIAepDEUwOcH1WkerWvgYHVtUFuvrrPmgNr5rdx1MDivLtm0/wh2l0dpu3zr/uC8AlZtP6C0Kymv53BJcF6fT2dTrpp3/br9QU9y13XJtm1FOJ1q3rXLdiH1YLyC9SvUg9eSkjqOHq0N6qi8Xp3NX3duQNvS/PqAknfLjmKcBvm7opf5e7i6nsNV9QT5U/H6dL7aV6y0XV5wEIui/K47eBinx6u0/bdB+f3ioJr3kK2W4sa6oPXNo/tYU3pIabuidK+at+IALp+at6/U+gFvd68ev1+ITCHE60KIGiGEQwixUwhhvFzaA52KfeimTpj63B9KvQncX3O8s9ZeGrjUk4bl9q/aOoiB0rG5D2D3liltt9RuQwTZlSqRbKndqrRr8rjYUn04aFukIVhZVqC0XVl8qK0THUArJQU11ZQ2Niptl+cfCLqHVkrJsjy1/25sdrJjz7G2gUp7CSH4aou67dy47VBQO11KDh6uoqJazbt6036CNJ1ICas27Ffa2Zqc5O0tCZquJgRfbVbzbjDgPVBcRUW1evFieX7wPJQSlimeATQ4nWwtKwn67yqEYPkhtf9eXR7cB+tI9jaUU+5Q86rKqESyuXaL0s7ta6DWuaNtQNVRZc2rlba4VhN8r50O3j1IX7nato90Iv2hEOJuIUS+EMLWcm0UQpzXg1e8C8zrWarfTKfFN1cdJYQYCnwf6GoLxM+Bbg/bg1Wm9mpdxVLZGn2kIIMW/K7T7e0zIGij0l1bo02xuq7IB2nwrBtpGtkazcRJafxc96meyaANfttTg2dwfAYuOJPBsy6e+3qZh0Z/i/95797rnyk04DUsZ737N+2S6Rvw9plap1C7+7s9kBAiAf8WvVXAeUAVMAxQT2f3UKdiH7qpvteJ8oddFloZbPDUatnV1LRBu9Dyv2DqygcrJb6BbRfPjZ4ZteWGuMK4PTfyPf53G/s11WMjXmPgLvyL0Xsx9rW6VLfmvfWV/udqW5/U27a39/TdRr7H2G8Z5ZFQTFa0yuiZ/+0nXCfQHwLHgAeAQvzztjcBHwohJkop1TPkx3Uv8I4QYjawEwiY3ZZSPtNjoi50SleuhBC/F0LILq4RHWwygc+Bd6SUL3WRxGP4Z/RaL8Ov+gdGJTAgKiHoIElDMCdV/VHsgv5DgnYyNSGYktKfaKt6n+05Q4YFXUUCWDR4qNJuUGI8AxPigvMKwewhWUrbuaMGB5/hE4JJ2ZmG+5jnTwrOK4G5E9S8/dMSyEiNCzprpmmCMw0+ip02fWjwGTNNMG7cACIM9onPXDgq6CqSlDB9/kilXWb/RNLS1bxTpw5W2s6YPFjJO2F0f8MPhxdMGqbknTNhiNIuKzmBjITYoOXBoglm5mQpbecPy1aW3zOzBhBhVX84fM6QYUFXkSTG5XdwXBKZUQpeIZidoS4P89KGK3mn9csm3NL1h87fVCd45epn+L+HukVKuVlKWdSyDUw93dpzPQu8DaRLKbUOlzmwOsn6tvlDocWAdQLBuwk6hC1Q2qZGzlTYCaKtg4gMyVTaToyfEHTlSiA4I1H9HWZsaDjjE/qjBbHVpWRe2nCl7dxBWUHbIQEMjk+gv+KbNID5o4P7AU0IFo1T9xlio8MZNSxducNhxmS1f5k2MTuoXxICBmUmkmYQ5GnW1KHBfZoQzJumzqPYmAhGDk1T856h9k2GvP0TSTXgnT96iJJ30Vh1/iZERDAuJTVoX0WXkoXZal5VABQBDIlJJt0gaNIkg/I72aD8hlkSiA8dhaq+pUXOUdoSOlfxQIBlGGhpats+0on0h1LKj6WU/5ZSFkop90spfwk04Q/C1B1dC5wNLMY/EfXDdpfxx6O91KneFvgEMLKLq21vkBAiA/9M7gb83wsYSkrpklLaWi9AvVbufz+/Hn8BFqFhEf6saa2Y3xs5l5QI9S6KkYkpfCdnYoCNRQhCNQsPTlE7IYBbJ06if2xcQCMggDEpqVw5arQx73kL0TSBpaXBa33H9+dOJzVGHeUtJyOZq2eMC+TVBKEhFn56iUElBq47axIZ/WIDeQWMHJTKhTNHKe00TfCj7y5CE+14W37edvVM+iWoeYcOTeWiiye2/d0AFovAag3h7nsWGvJefuNMUjLiA5yCEILhozNZdLE66IemCe67/xx//loCeW++ZQ6JiWre4YNTueSs8YG8miDUauH7Nxt/WH39WZNJS4zpwAujs9K4YLp6MKhpgl8tXhC0PNx77gz6xUYpbUenp3L1pLEBNhZNEBZi4WeLZhvy3j5pMhkxsZ3K77jUNC4fYVAehOCRaWf7y0O7OgPwPxPnkBxhwJuQwZVZfkfV2pmyCI0wLYSfjD3LkLfPJHt4+RXTfmuWEEI163IxsFUI8Y4QolIIkSuE+G4f/wUnfR+6KUN9q/whgIj5JWDl+CJmS5ch4jsIq7pjGxmSysiEOwJsBBYEGhP6PdDWJgbT3OTZDIjsH9BBFQhSwlI4O3WRIe/Px52DVbMc998t77hh8FSGxaYo7TJiYvn+1Ol+m3ZtkUXTeHj+QkPey88cS05mcsDvaEIwoF8813URROgHt84nJMTSyR9eecEkw6BHacmx3HzF9AAbi+bn/eHtxrwXLRrLkEEdeDVBZno8i883DoJ1320LCLFoQXmz+quDHqWlxHHT4mlBeX90+yJD3iumjWFYWr9O+TuwXzzXzlIHagB4aO4CrJrW5lda/21vnTCJwQnqqH+ZkfHcmeP3e+39i0VoPDj+PEPeeSlz6R+R2an8poWnsjDFuC84PvknaCIE0aG+DY27gZjQLKWdCOkPUXcF2PjrbAgi9iFD3j7TifWHbRJCWIQQ1wBRwMZu0v0O/6p9nJQyS0qZ3e5Sz2J8A50W0QKhbYZuFbANuEFKgz0J6nd0GR0JYE99Ga8e2MSuulLSI+O4NvsMFmaMUP5+q6SUfFi0h6X786h22pmS0p/bR09hSJy60WlVvdPBKztyWXboABYhuGBYDjeOn0ikwYpBq3aXVfCPTdvZXV5JZlwM104ez8Ic9axMe95Pt+/jva93UdNoZ9LgTG6cO4nslK5DjTY0OVj6ZS6rcw9gsWicdUYOVy2YQEQ3Qs8WHKrgrY+2UnCogrTkWC47dwKzpqhXONrzrlixm8/+nUddbTNjxw3gyqumMmBA1/lrq7fz4ZKNbFi1l5AQjTlnj+Wia84kPLLr0LP795fz7jubKdxfTmpaHBdfMokZM7oO7SulZNnavXy8Ip86m50JowZw9UWTGZjRdf7WNzlYumI7q3f4Q7H3JH93H63gn2u2sa+kivSEGK6ZOZ55o7suD7qUfLRzL+/u2EVts4MzBmZyy7TJZCd1Hdq3zuHglbztLDt4AKvFwoXDcvjOuAmGK16t2llTzsu7N7O7tpLMqFhuHDGJhQO6Lg+6lHx0NJ9/FedS62pmSvIgbh46naxo4/LQV9GRRt7Ts+hIe1/4RbBHD0sp/zdIGs6W/3wSeAeYAjwN3CWlfLWnzMEkhPg7sF5K+be+eJ+pk6eT6Q+l9yCy+R/g3tYSiv0qCL+wWx220uZVHGp4G4e3gviwUQyL/w7xYTld2jl9TlZUrGRz7RZ0qTM5cRJnpy4iKkQ94dKqQ43V/KNwA9trjpIcHs2VWZM4v/+YbvEuO1jI6zvzKGtsZFxqGrdNnMyoZPWgrFXNTjdvrt/BsrxCfLrOorFDuW72ROIiu24fio/VsPSjrewsKCGpJbT5olkjuuSVUrJ28wE++GJHW2jzay4+g2FZXfPaHW7+9VkuKzcUIHXJ3GnDWHz+JGKjTzDv14V8sMwfin3k0HSuvnhyt3hb8/eLvP1ICQvHDuX62ROIjeiat7Cmhr/lbmVbWSnJUVFcO2YcFw7L6Rbv8tJ9vFW8lXK7jbEJmdwybDo5caldpunwOVhRsZIttVuRSCYnTOKs1EVEhUR2aWtzH6Sw/nVqnXmEW/qRHbeYzKizu8WLaxnS/ib4KsA6FhF1K8Jq3Hc9HfxhSzpj8Q+mwvGvWl0npfx3NxlrgSl9vPPDOM3TYXDV4khW4//Q+ibabTCVUnb7S73uOhNTpkz956qvnMmoHjqTPX5n0p/AFQOXlNIVJA03sFVKOaPdvWfwO4jpPWUOJiFEJP6BWxUnaR+6qW8u0x+aMmWqr3Q6+MOWdELxH3wfB1wB3A7MlVKqQ1Qft30KqJJSPtotwD7Q6RLQ4ixgaMt1rMMz87BLU6ZMnXz17gPexm46sDKgo9PYi3/PeF+pdR+6E38kpfZ/jQTMwdW3U6Y/NGXK1LdLJ9Yf0nJAemtIym1CiCnAfYDxAWB+WYCfCiHOAfLpPJH4o+4w9ESnxeBKSvkK8MopxjBlypSpNvXkw9xeBLRYD3TcPzUc/2pFX6l1H/qFi9BAAAAgAElEQVTvW8KymzoNZPpDU6ZMfdt0gv1hMGlAl99otWgs0HqI25gOz07I9r3TYnBlypQpU986ndjQs08BG4QQv8Af0W8q/qAFXQYu6IFCgbfMgZUpU6ZMmfpGOrFHkzwGfAYcwX8+33X4d1uc063kpDSOInYCdKqjBZoyZcrU6aueRUbq/mul3AJchn/r3i7gQeB+KeWSvsBu0avA1X34PlOmTJky9d+qE+QPgRTgn0AB8CX+AE/nSCmXf2PmEyRz5cqUKVOmeqETvQ1CSvkJ8EnPLbutk74P3ZQpU6ZM/efpRPpDKeVtPSc6tTIHV0EkpWR3w2EONpWSHBbH1KQRhGjdO1PT5fOypnw/tW474xP6MzK++4e3lTXbWFtahCY0FvQfQlJ412E7W3m3l5eyt6qK9OgY5gzKwmrpHq/T42V14SHqHA4mZKYzMq3rsKitKq9vZEPBYTQhmDMqm8To7vPmHyyj8GgVqYkxTB89iJCQbuavy8OG7YdosDkYPTyDYdnd562qsrFlcxGaRTBt2lDi47vPu6uglAPFVaT0i+HMCVnd5nW6PazLL6K+ycG4IRkMH5Dcbd7yukbWFxQTYtGYM3IwCdER3ebdfqyUgopq0mNjmDVkUPfLg9fDyqIi6pwOJqWlM7IbYYhbVdpsY21JESGav/wm9qD85tYepaChgrSIOGanDiVE696iusvnYWP1Hho8zYyJy2JITEa3eb+xTuy2wJOhk74P3dTpKenZA5480BIhbB7dOI4GAF16KLevx+mtJC4sh8Swcd0+c8fmsZFXn4+OZGzcGBJDuz4SolW768vYWVdCYmgkc9OGE2bpXlfH7fOx9nAR5U1NjE5OYUJaerd5axrtfLW3CF1KZo7IIjVOfQ5iR+05VsGuI+UkRkcye2Q2Ydbu8Xq8PtbtK6bS1sSIzBTGDUzrNm91YzNf7S1GnmTer/YVU2VrYmRmCmN7wUsLb0oPeHdWVpBfUU5SRCTzs7IJC+lmedB9fFVeSKWzkVHx6YxLyOw2b4Ongbz6ndBSfhN6UH7rXHuoc+4mzJJIWtRsLKLrI2MApHSDay3olRAyGqzdr2/fWKe/P+xTmYOrDmr02Pl53t/Z1VDcdq9faCx/mHB7lx23rdWHuXfTUho8zrZ789KG8dTUKwm3qM/7kVLy57z1PJu3Ab2l1IUIjYemLuTGEeoTvQEanE5u//h9tpWVtt1LjYrm75dczsh+xh35LYeP8b23P6LBeTzy5fxh2fx58YWEGzSWUkpe+GIjf12xGb0llH+IpvHTS+ZybReHJjY0Ofjhsx+Qf7Cs7V5KfDTP3H8ZQ/sb8+buPsovHv+Qxqbj+TtzyhB+88MLCTM4/0lKySv/+Iolr6+n9eQBi0Xje/cu4pJLJxumaWt08NPH3mdXwfH8TU6M5k+/WsyQQca82wqO8uPnP6LRfjx/504YwqN3XmDojKSUPPf5Rl768us23hCLxgOXzuPqGcaHJtbZHdy19EN2lBzP37TYaF669jKGp6gPpQTYdOwod336ITbXcd5F2UN49rwLDZ2RlJIncr/i+Z0b29pMq6bx66mLuCHH+FDKOpeduze+QV5dyXHe8Fj+b+b1DDc49BMgt/YAD+58lSavo+3erOTRPDj6BsIM6ltf6RR8wNunOhX70E2dXpLSgay7D9yrj98U8ZDwAiL0DEPbelcBG8ruxemrbruXFD6R6WlPE2qJMbRdVr6CpUffxtdyfJdAcFnmJVySeZGhncPr4f7Nb7O24kDbvXhrBM9Pv4ZJSQMNbfdUVXLrh+9RaW9uuzclI5OXLrqU2C5CTL++djt/+ngtPt1f0TUhuPucadx11jRDO7vLw//88xPW7Ss+zhsVzrO3XMKEbOP+xt5jldzz8vtUN9rb7k0enMmzt15CTITx4Pe1tdt5ogPvPedM586zzjypvGcMzuSZbvD+c812nvwkkPd7507njkVd8Ho83PPpR6w9cpw3ITycly66jEnpxry768u4a8MSql3Hy8PUflk8N+1qYqzG5eHz8mW8deQddPyfs2poXN7/Ui7KuMDQzqvb2VT+Yyodx8/GDdXimZH+NInh4wxtpWcXsu4O0I/XN6xTIeFFhNb9gWhvdbr7w76W+c1VBz2571/saTgScK/W3cjPdryMV1ef09jocXLXxjdo9ASG6F9bfoAnd39pmObnR/bzdN76toEVgFfqPPT1crZWdoy0G6hfrlzOjvKygHvV9mZu+/A9PD4DXqeLO5Z+QKPLHXB/zYFinly1zjDN5fmFvLj867aBFYBX13n0/VXsKCo1sIRH/7mC3UWBR7FU25r5wdPv4/Wpv6tvbHby00ffo6k5MH83bj3EX98w5l27Zh+vv3Z8YAXg8+k88/Qydu82zt8//GUZewoD87emvpkf/+5fxrx2J/c/8wFNjsD8/SrvEC+8t94wzS/y9vPXFV8H8Hp9Oo/8ayV5h8vUhsCDnyxnZ2lg/lY2NnPHmx/g1dW8rYP0Jncg78riQzy5yZj3k+J9PNduYAXg0XV+tWkZ26tKlHYAD+Z+zK76wDJT5Wrkrg1vGPI2euz8PP/vNHudAffXV+3hH4e+MEyzz9S7E+lNmTptJBv/BO61HW7akHV3IPUmpZ0uPS0Dq9qA+7XOPHZU/84wzX22ApYcebNtYAUgkbxX8gHb63INLOGJ3ctZVxF4TqjN4+TODW/Q7Al6fA7gX7G65cP3qHHYA+5vLyvloVXG/nvLwWP84cM1bR1/8B9w/vznG1m1y/jM0qc+/YoNBYEBQG12F3e//D7NTrfCyr8CdPfL71Pb5Ai4n1tUyu/eW2nMe+Aojwfhfe7zDazebcz75CfBee/52wfYXWpet9cblHd7USmPdsG7+cBR/vhRZ95nP9vAmj2HDG0fW7eGdUcDeRtcLm796D3sHo/CCtw+L3duWEKtO7A8bK05zCN5nxmmuce2lzePvNU2sALQ0Xn32HvsqM8ztN1Z/RRVjq8DWXQb68vuxas7FFb+FStZdzvogfUNz1ak7TeGafaZTH8YIHNw1U717mbWVOYHVAoAHUm128bmmn1K289L9mD3ugMGSK227xRvx2MwMHtt33a0IMeTWIRgScEOpV2tw87nBwvxdTgI2icl5c1NAbM1HfXZnv043J6AARL4G623t+80HJi9tSEfLchSs0UTvL0xX2lX12hnZW5hQCMJoOuSyromNu1W8365vgCn00PHQ691Kflweb7hQOfDD7ejaUF4LRqffKzO37qGZtZuLkQPwltV08SWHWreLzYX4HQF531vrTHvW+vzlPn7jkH+1jTbWVFwsFN50KWkzNbI+kPqKN4f79+HwxO8PCzZmWc40HmtYHtwXiF4c7/amVQ7m1hZti9o+S1zNLCxSu04v6zIxeVzIzvUN4nko5KN+E5CALzWmbruXqZMnU6S0g32d4COdUkH2QTOz5W25fZ1LStWgbYSnZKm5bh9DUrbVZWr0YJ0TTQ0vqxQd8TdPi/vFucG9cFNXhdflKrPGl1dfIgqe3PQtuiTwgIanE6FJbyzIR9LEP+iCcHSDer2z+Xx8v7Xu4K2uU1ON8vzC5W2a/cWUdNoD2r7WW4BDXY179sbDXjXd8G7OThvo8NlzLvHgHdHATaHAa9R/hrwOr0e3t0TnNfmcvH5gf1K29Xl+6lxNQe1/fTYLho9at6VFUbld5XSzqc7Odz4ITJIffPojZQ2GwzyXStbBlZB6qrzE6TeGMyqT2X6w0CZg6t2qnc3dmqY26vKpXYIFQ4bmgienU6fh2avelanpNkWNF2flJQ1q89Xq7Z3bqwCmJrUM4vltkYsiu9aHB4vdrd6VqeszhY0XZ8uKW9QV+Iamx0DXCrr1LzVNY1oFkX+ujw4DGb5KitsnQZI4F+9qqpU529tvTFvVa2at6q+ScnrcHlwugzyt75Rnb/16vytamo2nBCqbFTzVjQ3KcuD3ePBYTDLV9qkKA9SUtas5q12NRnyVjgMyr5LXd/sPhcun7o89JnMmTpT/8mSTfjPlw4mC+gVSlOHt1L9WnRcHVa02qvGXdtpghP8s/81brVdo9eFS/cGpxUaFQ51W1Te1KQ8fVmXstOKVnuV1Td2mjBstSuvU6fZ6HTh8gafxLRogkqbgf+ubzTkrWtWr3KU1al5ywz8S6PDhduIt6E56DOAioYmVJ/++HRJXZMBb71NzWuQvzaXC5diktgiBOVG/SOHDaHIYZ/UqXWpy0NtL8uvW7ehE9zPCiyGdQpfOerzw72g16lt+0qmPwyQObhqp7SIRMI09bcaQw2+ucqJS1XOlieHRxNrsEd3bFIaFsXM/+ikVKVd/9g4Igy+hTH65mpEarJyNSIlOoqYcPUe6JH9U4POJFk0wchM9Xcymf3iDL81Mgr2MDQrBZ9itSc5MZoogz3bw4enoVmCzHxpgqHD1PmbnhJHWKiad2iWmndY/2Qlb0pCNFER6g9UR/UyfwckxBFmEGgjJ1XNO7KfujykR8cQHarmHWNUfhMNeCMTCNPU+TsiTh0MZkh0urK+pYTFE2Hp7tmC30CmMzH1nywRD5rqO00fhIxQmsaFDlc+s4gIIkPSlc+zogYpZ/6zorKUdvGhESSFRQWnlToj4tRt/Yh+ycoqGmm1khGj/kZsZGaKsr0e1V+dZkJUBImKIEU+XZKToW6vczIMeMOspMUb8PZX84424o2OICHKiFf9Te/wjGTlRGVUWKgxb6baH47ur/YviRGRJEYoeKVkZLJB/ygurdOuiDbekDDSImKVtoOiBirLb3bUIKVdmCWRUC0+6DOJz7BO+euiIoNFNFi6H1it1zL9YYDMwVU7hVtCuXrg3E73NTTGxmUxKlZdMean5ZAdnRS0k3lnzuyg26ZadcfoqUDgvIOGwKpZuGmEOuBCpNXKbRM7f1RsEYIpGZlMSFM7sPnDB5OVmBCU967ZZxry3jJvMlJ24BUCq8XCNTPVARciwqxcd1bnAB2aJpg4PJPR2eoGYNaUIfRPTwjayN64eFrQbX+tuuqaM0ESMHOmaQKrNcQwoEVkRChXXdj5uaYJJozqz8ihat55E4YwMCU+KO+tF5xpGMHnlvln9Cp/o0JDuWlqkPwVgqmD+jM2Xe04Fw0eyqC4+KDl4d6p0wx57xxzJpLOvKFaCDcYBGSJsobxnSFndppvswjB1H5ZjElQT2bMSh5DRkQSliCrVzdmLzopEZLMbRCm/pMlhIaIuivIEwtYhkBYZ1/ZqqTwCf7IgHSe7BkWfyMWTT3ZuCh1IRZhCVg5EAiEgPPSzlbaWYTGnTmzg9wXDInpx+zUYUrbKRmZTExLD9r+fXfSGYSHqCddr589AYumBfhMIfzMN85Vt38WTeO7C6cGuS8YkprIrBFZStvJgzMZNzAtqH+5ed4ZhgGprp89sfe8i4LzDk1LYqYB7xmDMxmr4p0/2XDS1TB/56n9d4imcfcZnQNeWIRgeFI/5gxU807pN4ix8RlBy8Ntw2YYRp88O/UsNKEFKb+CcwzKryZCyEm4tdN9gYXY0KGkRk5X2hJ6JoSMhSD1TUR9F9HNaIPfRKY/DJQ5uOqgmwafzY1ZiwjX/IVRQzA3ZSyPjr/VsMMWomm8MusmZqYMaatSsdZwfjbmbK7LnmKY5rh+6fxt4RUMiDk+azEsPoklZ1/DwJjgMxmtuu/M6dw7ZRoRLY2/JgTnDh3OXy+81JDXarHwzxuvYObgQcd5w8N44Kw5XDfZOCrNmIFpPHfbJWQmxrXdG5KayEt3LWZAkjHvXZfO4NYLziS8ZUVIE4JFk4fz5L2XGOdviIVnH76KM8Zntd2Ljgrj+zfP49JzjCPojRiRwSO/u4K0tONsgwb1409PXkt6ujHv7dfM5MbF0wgPa+HVBPOnD+exB4zzNyTEwos/uZKpo44PyGMiw/jR1fNYPNc4f8cOTOPZ2y4hI/H47NiQtCRevvuKgDwPpvvnz+CumVPbnKsmBOeNGs7zV11kyBtqsfDG5Vcxc8Bx3riwMH41ex7XjB5rmObE5AxeXrCY/tHH2YbH9+ONc65hQHQXvKMX8N3hs9qiaWpCcE7maJ6bZny2rVUL4c+T7mZSwtC2ezEhEdw77BIuyDCOINVnMmfqTP2nK/I7iJifgWhdWRAQOhuR+CpCqDuYQghmpD9DRtR8WrsZFhHBiIQ7GJlwh2GSaeGp/HTE/5AefnxyMDksmR8Ov49BBjP/ADcMnsqPRy8ixhrWSsuslKH8fdaNhsc7CCH428WXcfaQoW2d+EirlR9Mnc73pxp0aoFByQm8dOdislOOh9oekBTP87dfykiDlRXwD3R+dOFsosNDj/OOyOLlu65QbtNu5X3hu5exYEw73lArd589jTu7iKCX1cKbldyZd4TBzgiAG2ZP5IcXzOrE+9Kdi7vmvf1SFowZ0jbJGRlq5Z6zp3HHQmPe7JRE/nrn5UF5jVb3AG6dMImfzphNTOhx3nlZ2bx2Wdf5+38zrmdB+oi2/lGkJZR7R84LOoBvr/SINH6S8yPSw49PvqaEJfM/w+9nYOQAQ9uhcTcwOvEHhIjW6H6C1MiZzEp/ESHUu1KEEIjElyBsIW3TnCIKEX0fRN1pmGafyfSHARIdP7j/T5YQIhZoaGhoIDZWvawL4PS5KXfUkhAWQ5w1+FYDlaqdTTS4HQyISiC0m+drgD+kdXFjHSFCo390XI9m3+0eDyU2G/0iI0lQLIUreZuaaXA4GZAQR2g3z39o5T1SXY9F08hMjO0Rr8PloazGRmJsJPHdPL+pVTV1zTQ2O8lIjSO0m+drgD8QRWlpHRaLRlpaz/LX4XRTXmUjMT6KuJge5m+Dnzczuee8R2t6l792t4fSBhtJUZEkRPaMt6q5mQaXkwGxcd0+DwT8e+AP97b8et2U2htICosiIax752O1qsZlo8nrID0iiVCDbYatstlsxMXFAcRJKdUfdinU2o5M+M7vsIQah+Rtlc/tZMdrv+x1mqZM9bV64g+ldIHvKIh4hMX4SIeOcvnqcPlqiQzJIETrflskpaTKVY1EJyUspUfticvn5VhzHXGhEfQL71kY6lqHnRq7g/6xsURYu3+kg5SSY7UNSAkDknrW/rk8XkpqG4iLjCAppmftX12Tg9omOxmJsUSEmrxBeb1ejtoaiA+PoF9kD3lddmpczWRGxrdNYneXt9JVBcgel1+f7qLZW0KoFk94SGKPeKVe6w9uYemPEF37J9MfnhiZgytTpkz9V6nPnMkNPXQmr/9nOxNTp5dMf2jKlCnTH54YmYcImzJlylQvZB6aaMqUKVOmTJn+sKPMwZUpU6ZM9UY92Tv+X+BMTJkyZcrUf6lMfxggc3BlypQpU72QOVNnypQpU6ZMmf6wo8zBlSlTpkz1RuZMnSlTpkyZMmX6ww467UKxCyHChBA7hBBSCDHhRKWjS51mrx2fDH7Ct5E8upcmr4PeBAuxe904vMFP6TaSLiUNbqfyIFgjuX0+bC5Xr3ib3W4cnl7w6hKbw4lXcdCukTxeH0323vHaHW6crt7xNtp7z9voOMn5KyU21zcoD+5e8nrdOH294dVp9Djw6j2vb17di91r7xXvN5F5roepU62T5Q+llEi9ESl7U7e9uH2NvaqfLp8Ll8/VYzspJY0eJ55etCcenw+by9krXofHg70X7bWUEpvLhcd3OvE6/zt4dR82d+94v0n5dfsa0XtR36T0IHWb6Q9PsU7HlavHgVLA+HCjXkpKyaqqNXxU8jF1nnrCtDDmp8xlcf/LCdWMw3A2eR28WPgJX5RtwyO9ZEQkcdvgc1mYNrHLdHfWlfCHncvYVnOk5WyOITww7lwGxxiHvZVS8nrBDp7fuYFyexORIVauGz6BH0+aQ3gXYeBtLiePrVvL+/v24Pb5GBQXz4+mz+Si4SO65M0vLef3y9aw7Wipn3fIIH5+9jyG9DMOGyql5K0N+bz05WYqG5qIDLVy5fRxfP+8GYYHCQI02p08/c5aPt24F4/Xx4CUeO6+dCZnT83pkndPYRnPvbKa/H0lCGDqxCzuu2UBAzO75n13dR5///RrquqbiQizsnjuOO6+bGaXvDaHkyc+/opPtu3F7fUxsF883z93BudO7Jo3v6Scx5atYfsxf/7OHpLFz8+ey+Bu5O9r+Tt4YevXVDY3E2m1cv3Y8fxo2swuw6o3uJ08umUV7x/ajVv3kRWTwI8nzebCrJFd8ubVHuPxncvYXnvUz5s6lAfGnkt2TFKXvO8fW8+S4pXUuG1EWEK5OHM6tw05r8uw6s3eZpYeeZsNNZvwSi+pYSlcMeBypiYanyvXZzJn6kydep1QfwggHR8jm54G3xEgDBlxKSLmZwjNOMS5T3eyu/Y5imzv4ZMOIiwp5CR8l+zYxV2GpS5xlPLG4aXssu0GICdmONcOvJrsqKwueT8+ms+ze1Zz1F5HqBbCZQPH8+MxZxHdcvaVSk6vhz9uWMdbu3Zi93pIi47m+1Onc83osV3yFtbU8MhXq1h35DASmJrRn1/NmceYFPXB7a36YN9entq0nqO2BsIsFhaPGsPPZswmJsyY1+Hx8MeN63hrVz4Or7dHvPtrqnlk7WrWH/XznpnZn1/O7i7vHp7ctJ5jNlsb7wMz5xAdanxQbUfe9OgYvj91Gld3m3cV648eaeP91ex5jO4G7/t79/DU1628IVwxajQ/6w6v18NTe77k3eLtOHwe0iJiuWfEXK7MUh+03Kpj9mO8ceQtdtv2ADAiJofrBl7d5TltAEcaP2FP7V+we0vRRBiDYi5mTNJ9WDXjI4Gkbkc2PQn2dwAHaOkQfS8i8sou0+wTmf4wQKdVKHYhxHnAk8BiYDcwUUq5owf2XYae/aJ8OW8cWRpoh2BC/HjuH/595bt1qXPv1ufYZzuK3qHkPDj6esMB1kFbFYtX/RWP7muztQhBdEgYHy28h5SIGKXty7u38MjWlQH3NASLBgzlrwsuN+CVLH77DXZVVuBrKQMCf5l/+twLDAdYB6tquOzlJXh8OrpsxxsWyid33UhKjNrpvrp6G3/6eG0grxDMHz2YP99ysZpXl9zy6JvsPVKBrgfm76N3XGA4wCo6Ws1tP30dr9fXZqtpgujIMF778y0kJagbrde+2MrT73TmnTtxCH+8R83r03Wuf2Yp+45VdsrfP37nfM6doOY9UFXD5UHyNyY8jE/uupHkaDXvX7dt4ffrO/OePXgoL1xgzHvpv19jT23n8vD83Eu4IEtdHgptlVyx6iW8HcpvjDWcjxfeY3jOzJuHV/F/Bz4NuCcQzEkZy8Njb1Ta6VLn4d2PcMR+FJ3A1bl7h97NlMQzlLZ9FXp28lW/I8TavdCzXo+TbW//Z4eeNXVydTL8oXR8hGz4cYe7FrCORSQuRQj15pcNZT+g3L4eOtTPcUk/YWj8dUq7Wncdv9z5EE6fs61ua2iEaCH8dvSvSYtIU9p+dCSfn217P+CeJgTjEzJZMudWw078bR+9x5rDxW1tbqt+PXc+N41Xd6jLGhs5b8mrNHvcbW2nJgRhFgsfX/sdBieoJ8Te37uH/1n+WSfeiWnpvH3FNYa8t374HmuPdOb937kLuHG8ur9R2mjj/CX/DMr7yXU3kh2foLR9b+9ufrz884B7FiGYmJbBW1dcbch7y4f/4qsjh3vFe96SV7F7PG28FiEItVj49LobyTLg/dfe3fykA68mBJPTM1i6WM0rpeSODUvYUHmoc39u/PlcN1g9gVfjquGXu36Ny+cKKL9Wzcpvx/ya1HD1gPCw7SO2Vf064J5AIyl8ArMzXjbklXW3gXsDHeubiP1fRKS6vpn+8MTotNkWKIRIBV4CvgPYT0QaHt3DByUfdbovkeTW7+CI/ajSdmttIXtsRzpVRICXD35muET798INeKUeYOuTkkavizeKtijtXD4vz+St73RfR7LsaCF7aiuVtl8dLiavorytsQJ/R1oAT2xcZ8j78sateHU9oJH0SUmjy80bW/PVvB4vLy7f1JlXSr7cdZCC0iql7cbdxewuLu80sAL4ywfrDXnf+HALvnYDK/AP1prsLt7/PNeQ9+VPgvOu2n6AA8fUvOsLDrP7aEXQ/H32sw2GvC9t2BI0f21OF29uzVPaOb0entsSnPfzg4UU1FQrbdeUFrGzJnh5+FPuWuPysH89viDl1+Z2srRoq9LO5fPwWtGKTvclkjWV+RQ1lStt8+t3Umw/3GlgBfDusfdPzpYIKXt2mTLVRzoZ/lBKiWx6KsgTH3h2gHuj0rbOtZdy+1d07OgB7K37P8PtTisqvgwYWAHo6Hh1L5+VLzPkfXrPyk73dSnJrT3Gpqoipe3OygpWFRd16vgDPP31RtwG28lezc8NGKi0pun2+fhb7jalnS4lT2xaF/T+trJSNh5T9zfyK8pZfVjFu8GQ959534B3Y+f+hk9KtpaVsMmAN6+iPOjAtZXXaLveq3m5AQOr1jS7w/tkEF5dSraUlvB1yTGl7c66UtZVHgzan3tu72rD7abLKlYEDKzAX349uocvypcr7aTU2VP7fOf76FQ7t1PtVP+tePLBvY5g9U02PdOr7bw9lukPA3RaDK6Ef7j+CvCilFLdW+tsFyaEiG29APUSEFDlqsLuU/upA00Hlc/2NBzGopjFK3PW0uh1KG231RzBJztXCl1KcmvUDdaRxnpsHvV+3tyqUvWz8jIsQWZBJHCkoQGbS/3erUdK8AUZ5OhSkntMnebRmnqanG7l8/zDZcpnuw6VYdGC5+/RynqaHGrevD3HgvPqkp0FBryV9TQ71Lw7D6l58w8H55XAkWrjfNh6pNQgf9VpFtfX0+RWv3dHmUF5qCohJEj5lUCRrY4mj/q9yvKLJLdWXX6P2auwG+xH32s7onx2oPkgFkXzVe4sx6k7lbZ9JXOPualToZPlD5F14CtRPLT4B1gK1Tp3Kp95dBvNHtV7oe4bvOAAACAASURBVLDxQNBJEx2dgsYCpV2d206poyE4rRDsqFV3pnPL/Nuvg6ne6eSYLfh7AbaXlgZ0/Fvlk5LNBh34WoeD0sZGJW9uubq93lFepuStczopaVQvBmwr6x1vjcNOWZOad3u52jftKFfnb5e8vczfGnsXvAb+MK/umJrXbafMri4PxuV3v9LO6avB4Qs+IS7QqHWqJ679dVFBrNeCT/1v01cy/WGgTungSgjx+5YPcY2uEcD38TuCx3qYxM+BhnaXuiYCkRbjPa0xIertTXHWqKCzMgAhwkK4Rb2/NzEsChGkYliEIClMzRTXxWnYSeER6jQjIpS8Vk0jwqr+viwpKjJoNbYIQWKkOs24SGPexOhItW1UOHqQDjyANcRCeKiaNyEukmCr6RZNkBBnnKaREmLUtvGRat7QEAvhoerviZKiInqVv/HhXeRvhAFvmLo8hFkshBt8r+Uvv51lEYLEUHX5jbGqecBfp1SKDokOOqsIYBVWQjXj/fR9ItnDy5QpA33b/CEiCvVn2Tpo6u1YYZZ4oxdj1YJvQwSItcagBemaCASxVrVdZEho0Aki8E9MJYSp25vEiAhlFRVAXJi6bU2MiAg6UakJQb9IdZpRVishiglDXUoSDPx3Qpe86u+1EiMie8kbasibGGHAG27MG2vIG4HWG97Q0KB/ZytvkhFvaKQhb4zB9rcYawxaEI/YVfm1alEILEGfSXTCLOr65q+LBsQG9a3PZPrDAJ3qlasngJFdXIeABcB0wCWE8AIHWuy3CiFeNXj/Y0Bcu6u/EUx8aBxj48Z0atgFgkhLJOPj1d8Mz08dT4joXDE0BGelTTL8OP/KrEnIIKXNJyWXD1IHgEqJjGZORlanBkRDEBcazrz+Q5S2FwzLIUTrzGsRgstGjCLUErySA1w5cWzQuuGTksUTxijtkmOjmT58IBatA68QxEWGM2tEltL27KkjCLF0Lq6aJjh/+kisIWreixaNC7oK7dMlFyww4I2PZurIzrxC+AdeM8aoec+dmINF69zEWoTgoskjsfY6f0cr7dKiY5gxYGCQ8gAJ4eHMGaTmvTh7FBat8xDfIgSXDx6DNUhZaePNmqTkvcyo/IbHMzFhaKcVKIEgzhrFlCT1d2nTEs9EC9KR0tCY1W8GliB1sa8l9J5dvU5HiAdaOtZ/7jt6U99Cfav8oRBhEH4hdOrwCcAK4ecpbdMiZ2PVYug4my6wkBY5i/AQ9XdIs5NnBZ35l0jmJs9W2oVbrJzff0yn9k8AoVoI52SMUtouzB5CTGhop0lOixDMzxpMkkEn/srRY4KurOhScvXosUq7CKuVC4flBOe1WDh/2HCl7SID3gXZgw0n0q4apea9apSaN9Jq5QIFb5glhPOGDlPzDh5KtIJ3YfYQY97RY4JO/OlScpVB/nbJa5C/C9JziA4JC+oP56fnGA7U5ybPDjrxJ5HMMSi/IVokmdFnBRlgCSwinIyoRUpbwha2TIZ0IoawhQjNaLKjb3Qi/aEQ4udCiC1CiEYhRKUQ4gMhRNeRwU6hTungSkpZJaXc18XlBn6APxrShJbr/JZXXA380uD9LimlrfUCgq8Rt9Ot2TeTHJYM0NZBC9VCuW/YvYbRAuNDo3lo7A1YhQWBaNsiOCwmk3uGXWSY5iUDx3PFoEktaYq2WZo7c2YzK3Wooe3jM85nYLS/4oQIf2c+IiSEv86/3DBaYFJkJM+cdwFWzYKAthmpUckp/GL2XMM0Lxs/iitaBlHtee+edSazhgwytP3N1WeTmRjn520ZfISHhvD0LRcZRt9LjI3k0TsuwBqiIQRtW+5GDEzh/ivnGKZ5/vwxbYMoiybQWgZLN18xjSnjswxtH7rlHDL6+Xktlpb8DQvlT9+7mFAD3n4xUfzxhvMJsXTg7Z/Cjy5SN7AAiyeM5vLx/o5A+/z93uwzmTHYOH8fX3QOmS0fp7fmb4Q1lBcvvMQwWmByRBTPzLm4zaZ1BnhMUho/P2O+Me+giVw6cHxn3hFzmZEy2ND2gVFXkxqR0GLbwmsJ5ZFxNxtOSMSHxnH3kDuwtNS31gmRrKhBXDXgCsM0+0wnYaZOCDEFuBMw2BNi6j9B30Z/KGJ/ASGtfZgQWgdWIv5phMHKVYgWwbS0J7GIcPzTJf66HGXtz8TkXxmmOT5uHBek+/8kreV/APOS5zAjabqh7c/HncvwWH/AAH97IrBqFp6aeoVhhzjCauXFCy4hwhoS4A8HxcXz6MKzDNNckDWYOydPaUlTtHXmrxszjktyjCOtPjhnPjn9/BGBW9teq8XCc+dfRLzBylWE1cpfgvHGx/O7BV3wZg/mjiC8148dzyU5xpGCHwrCG2qx8Oz5FxryRrbkb3hIYH8jKz6BRxYYDBrwD3zvmHRGJ94bxo7n4i4iGz80dz7DkzrzPnf+RcQarEZGhoTyzJlXEW6xBvjDrOgk/nfChYZpToyfwHlp5wCB5XdhynymJU41tB3f76fEhPp9pn+QJdCElTNTHyfUot7FK7QoRPxzgL++ta04W7IQsQ8bptlnOrH+cC7wPDANOAuwAsuEEMbbzU6hTqtoga0SQmQBRZyA6EjgPzcnt34HR+3HSAiN58zEqUSGGG9halW9u4mVFTuodzcxKm4QU5JylN9iddTu+jLWlO/HIjTOyhjZZRj2Vnl0HyuOHmBvbSVpUTFcmDWS2FDjMK6tqrbb+bRwH7UOBxPS0pk7KDvoEnxQ3rIKVhcWEaJpLBoxtMsw7G28Ph+rdh1kf1k1qXHRnDshh5iI7vHW2uws21JAfaOdsUMymD46q22w1JUKDlWwcdshLBaNOVOHMqi/cZjwVnm9PlbvOMiBY1WkJMRw9pQcoiO7x1vTaOfzHQXUNTsYPyidmTnd593Vkr9WTeOsEUO7DMPeKrfPx4pDByioqSYtOoYLhuUYbrtor2pHMx8X76XO6WBicgZzMwd3vzzUlbK6ohBrS/nN7nb59bK+ajeHmspICY9nfuoEokK6F3WowdPA1zVbaPI2MTR6CGPiRgdd0WqvvoqONPWSR3oUHWnzh7/qUZpCiGhgO3AP8Ctgh5Ty/p7ymvrP1on2h1L6wLUW6clHaIkQcYH/Zzfk9jVyrOkLnL5K4kJzSI+agyaMjzRpVYmjlO11uehSZ0L8eAZFDeyWnU/qfFVxgPzaEpLCoji//xjDgVV72VxOPt5fQGVzEyP7pbAwe7DhLoP2KqypYdmhA+hSZ2H2EEYlp3SPV9dZfbiI/IpykiIiuXB4juFKTns1OJ18UvhNeAvRpTwlvKOSU1iYPUS51bCj9tdUs/zQAaSEhdmDGdkT3uIi8it7wet28FnJbiodjYyMT2N+Wk63eY/ZS9hen4uUkokJExgYOaBbdlL6KLevo861mzBLEv2jz+lim207W70BnJ8ifVUI6ygIm48QXRwZc5r4ww5pJgOVwFwp5dqufv9UyBxcmTJl6r9KfeZMLv5tz5zJRw/2KM2WLV61UsofCiFWYw6uTAWR6Q9NmTLVW50u/rBDmkOBQmCslHJXT+1Phk7HQ4SRUhajDI1iypQpUydePYl61O73YjqcVeKSUnYKmSiEuAaYBJykE5FNna4y/aEpU6ZOtU6kPwyw9R+u92dg/bd1YAWnPqCFKVOmTJ2e6t0e82MERmz7ecfXCiEGAE8D10spT3xMeVOmTJkyZeqb6AT5wyB6HhgDXNNn7CdAp+XKlSlTpkydavVypq4/gYEEgs3STQZSgO3tZvUswBwhxL1AmJRSfYqlKVOmTJkydRJ1Av3hcTshngMuBOZIKY2PkjjFMgdXpkyZMtUb9eSk+eO/19iNPeZfAh1jDP8D2Af8wRxYmTJlypSpb5VOnD9sPTj9WeAyYJ6UsqiXlCdN5uDKlClTpnqhXs7UdSkpZSMQsJdcCNEM1Hyb95ibMmXKlKn/Tp0of9ii54HrgEuARiFEWsv9Bimlo8dvOwkyB1dB1OCuZFvtp5Q7DxFrTWZiwjlkRnbvvLK9tn2srVqHzWtjaNQQFqTOI84a16Wdy+fhi7KtbKzZg4bG3JRxLEidEPSg344qsdfz5qEt7GuoIC0ilquyJjMuMbNbvBvKDvPOgZ3UOO1MSs7g+pyJJEd0fXSA0+vhvb17WFl8CIsQnDd0OBcOH9GtMKXH6ht4c2s+eyuqSI+N4epJYxmXmdalHcDXhUf4YMtuapscTBiUzpUzxtEvphu8bg+fbtzLurxDaJpg4eRhyoOJO6qktoG3NuRTUFJFekIMV0wby5iB3ePdWHSE9/J2U9vsYGL/dK6ZPI5+0d3L33/t3cPKooNYNQvnDh3OhcO7Fwb2aFMDr+/bzp66SjKjYrl2+ATG90vvHm/lId4/kketq5mJSQO4JvsMksK65nX5PHxetoWN1XuxahbmpIxjfsr4bpXfKlcVKytWc8R+lKSwROYnzyM7OqtbvEVNO8ivX4Hda6N/5EgmJZ5HVMiJPzAR6Nl5HadfUFZTpgCQviqk/Q3w5IGWhIi4AhF2Zrdsa507KbL9C4e3gviwEQyOvYpIa9dtkVf3sql2M9tqt6EjmRg/nhn9ZhieNdmqKmcTS4u2kNcSin1x1kSm9svqFu+O2mO8U7yNCkcjo+LTuCZ7ChmRXftvj+7j02O7WFG6F5+UzE8bziUDxxNmcNZkqyqdjbxVtPXk8x7dyfLSfej0nHfpoa3k15XQLyyaxVkTmdLP+PxFFe+12VNI7wavW/fx7xZeiWR+eg4XDxh3wnlza47ybvF2KpyNjI5P55rsM7rF69W9bKzZxLa6XCSSifETmNlvOtZulF+Ht5Ii27vUOncRbkkiK/ZS+kVM7havdOciHW+DrwKsoxGR1yMs3eurfGOdWH94d8vP1R3u3wK80uO3nQSdlqHYe6vuhJ4tsRewpPiXeKUbiY6Gho7Oeen3MinxXMP3f1jyMe+VfNBmIxBEWiJ5cNQvSI9QF3CHz8X9216koPFoS8gngUQyNTGHR8ffathBza8t4eZ1r+LWvfikxCI0fFLn4QkXclW2cYV8Om89T+1Yh0UIfFKiCUFcaDj/Ou8GBsepzzFpdru57r232VlZgcAfpkoH5g7K4q8XXmp4zkZeSRk3vfYubq/Pz6sJdF3ymwsWcdUk9WnrAH/5YiMvLNuERRP4dD9vbEQYr/3gGrKS1Qda2p1u7vzjO+w9XEHrJyxSwsyxWTxx76WGA6y8w2Xc/pd38fh8+PTjvL++chGLpxnzPrtmI8+t3RSYvxHhLL35arKS1LzNbjfX/ustdlVVBuTvvEHZ/PWiSw0HWNsqS7h+2VI8ekv+CoEuJb+fcS5XDxtvzLt3FS/sW3ucF0FcaARvzL2VrGj1mWB2r5P7tv+FwsaSgPI7LWkkj4y72bD8Hmg8wB8KnsCre9Hb1bfbsm82PM0eYE3l66yrWopAQ7bUtwhLDDdl/4nEsAylXV+Fnp1xzm96FHp2wxcP9TpNU6b6Wt3xh9J7EFlzDchG/K2QBfAhon+IiL47qE2rDjW8w47qRxFYkPj8R32LMOZkvERC+GilnVf38uT+p9lt24NoaVEkksFR2Tww4ieEWdRn9h20VXH92r/T6HGhI9vash+OWsAdOcbtyZuHtvCbvH+3+VCLEIRpVl6dfRNjEtTtiVv3cdeGN9hYdagtZKMExif05x+zbiQiRN2hVvH+aNRCvpszy5D3jUNb+G0Q3n/OvonRXfDeuWEJm6qKAngnJPbn7zONeQ+08DZ5Xejt+hs/Gr2Q7w435l1yaDOP5H3WZqMJQbhm5Z9zbmZ0vHrA7dZ93Ll+CZuqO/P+Y9aNhFvUvIW2Sm5Y+49OvP8zehG3D59pzHtwM4/kB/JGWKy8OtuY16N7eKLgz+xt3BdQfodGD+FnI35MqBaqtLW5D7Km5Ba8enOLT/PXnTGJ9zM84SZDXtn8T2TjI7TWUbCACEckLvGfeaVK0/SHJ0RmtMB2klLy79Jn2wZWAHrLzy/KXsTuVZeBcmcF75V8EGAjkTh8DpYcedMw3feOrmd/47EWG78dwObaApaXbzfkfTD3I1w+/8AK/AcoAjyS/xl1LrvStshWy1M71rXY+G11KbG5nfxmy5eGvK/m5bK7qrKNV2+5v+ZwMR/t32fI+8uPl+NqGVgB+HT/X/ubz1dS71AHRiuuquOFZZvabFp5G50uHv9wtSHv0i9zKTjSwttuW/D6ncV8/rUx76/fWu4fCOqBvL97byUNdjXvoepanlvbwts+fx1OHlu+xpD3lbzt7Kmu8jNwPH9XHy7i4wJj3gc2fIbb1y5/pZ/3wU3LaXAZ8DZW88K+tYG8SGweB3/YucyQ992j6zjQWNrG21p+N9XsZWWF+tgdKSV/K3oFj+5pqzOtP18tfp1mr7r8VruOsq5qaUua7etbEyvKXzbk7TPpsmeXKVOnmaTttyCbON4K+T/3k01/RnqPKO1cvlryqh/3/26rDTo+6WJ71W8N01xfs5Hdtj0tNrKtPSlqLubLylWGtr/L/8zfkeZ4+wfw5z0rOdpcp7SrcTXzaP7nLTZ6m63T5+HXuR8bpvnhkTw2Vh1q4T0+KZ9fd4w3i7YY2j6i4H1qz5cc64L3MQXvQzs+MUzzg8M72FRV1Ik3r/YYS7vizfs3zS0DlfZpP7X7S0qa65V21c4mHsv/IsBG72b+fnB4B5v+n73zDo+ruBf2O2eLpJW0qlZ1kXvvNgZsmm3AhtB7ChC4pEFuuOmkJ/e7CbnhQnpISCOFGlIJLWCbYExzw71XWbYkq0urrWe+P3Yla6UzsytZtjHM+zz7gHf123k1mjm/M3POmTmq8N2zOoXvs46+929+kUMBtW99sJ3vbOzr2xmN8I11+vpdefRVtrZtS/gea7+72/ewrG6FNnZ9/Xe6B1bx+Hjf2dT4AwKRw8o4GatHtn0n8a/Ysf/KTmTL17RlDhomHyZhBlc9aInUUhfa192we2ITZVe7+sCzpmlt9yxFcpzNxpZNhGLqRVCW1a7r7oA9EQhertugjKsONLOjta77wNyTiB3j5dqdytjn9u/AEn19Y1Ly8qE9dEYjyth/7NjWfbBK9oVnd+5Qxh1samFnfYNjbCRms2LnHmXsixt2OvvakpVb9xGMRJWxL7y53dlXwEtrNL4NLeyuVfv+e6v6mcp/bdulrt9de7W+/9juXL8W8Owute++tiZ2tjQ4toewHWP5od1q35qtat8jOwnF1L4Dbb+1wVpqgocdY6MyyoaWjcrYba2rEA6HL4nNrva3iNrq9jtoDGzpWYPhtEDa7RBexbGTtZ4ICP1LGXu44xUkTscMm5bwdu2J4psNbznmUonk9YY3lXHtkRCv1e/tHqAk2wperNmqjF1xeAdR6ZT3JVtajnA40KKMfa56s+MmYxJ4plr9iGRbJMjrWl/1RNryw9vVvs2HOdKpngh+7tAWje9mZVxrOMgbR/cpff91WF2/y4/s6B6k9Pbd3HyYWo3vs4cGVr8t4U7eVPiSRv2qfDc111DX2eYQFecNTft9s0F9DhmOtXI0uMbx/BOgpkMzsRB6Ced+akN0AzJWp44dLEw+TMI8c9WDWIpFuGJSfYIZkzFE4nYoJ2xFhwGI2s7lSiRRjZMqLp3Po7at3HVSguOBpWesioimzIgmLtX3Rm07fkufQ/VKwNY5xRT1KyEa1dSRIu7Y57p60NSv1Nevqp6k5jPQ15/ue+OxMU17kCnag6qeUrTflP1N/bmt6YvxucIYkPr+9uNB0I8HeE+oicFwItAfT5DqCQzngVXPb9bl0qgyj+pzsMZXpMgvKY5FTgOZnrGqw4AuHzqf9PeI1R474/lF9Q263B+xB+p7HPWb8lxFf06h9NXmCHX9ihROqepXV25MxpTtN6rNW7o+I7R9BhkFfYvQfPfgYPJhMubKVQ8KveXkeUpw/tMLRufMUsZOy5vqOIASCEZnjyLLlaWMnT9kCpZDmQI4q3iiMm5EThEVWXmOthaCBaVjlLHnDx3leHC3hGDWkApyPOr72hePGo3L4SoHwMKRo5RxI4sKKPfnOvsKwYJRI5Sx50yo6r41r3fcjKpyfBnq+5jPmzEay3Ku3wXT1b5VQwopy89R+p49Xu177pgqdf0OrSDbq/a9UFO/F1SNVMaN8hdS7lPUL4JzK6qUseeUjnX2RTC7aDg+t9p3/pDJju0X9O23IqucAo/zs2cWFpP96tjROXMcZ/gEFsN9k/FY6d37fVx03WOa7stgOI0Qlh/cU3E+TbAh4zxlbGnWWajyaLZ7KNnuocrYGfnTHWf+LQSzCmYq4/K8WUzOL3c8FtlScm7ZWGXsgpIxClsYll3AUJ96kZzzy8Ypc8Si8gnKuHxvFpNUvkjOK9X5jnZ8XwDDswup1PheUD5OWb+LKtQLdxVk+JiUVzaw+i1V1++I7ELtIhwXlGl8NfVbkOFjosqXVO1BXb9VifMuFTMKnNuvQDCzYIYyLsNVSJ53HM79xqbMp3lGLONcnAdWAlwjwUpvQavjwuTDJMzgqgdCWFxc/rHEIgLxqunqJGcXX4ffM0QZW5U9gnOK5yfFWFi4hIubht+gLff64ecyJDMv6SBgIajKLmNp+RnKOEsIvjJ9KQKBS1jdcQB3jF9AWZbzQ8oAU4vKuHb0lIRvHJcQuIXFl+cs1PrePnMOJdk5SQMASwjGFRVz3ST1Ig+WEHx1yQUIIXAlBjtdt6J9dP4ZlPlzlbGTh5Vx+ZyJyb6WwO2y+Ozl6iQP8MGL5jAkPydpgGUJwZihxVw+f4ra1xLcc9VCR987Fp9BaV6OMnZaRRlXTnPwtSy+eNG5Wt/bZ81hSHZ2n/odXzyEayepfV2WxTfmLU60h2Tfu6afRalPXb9TCyq4fNi0ZF8hcFsuPjflQq3vDcPPpzDD36f9js6pYEn5XGWcJSw+VPV+RPxR90TZ8e+4vOJ9FHjVi35UZI1jSt75iX91LaNhYQkXC0tv0/oOFl1Lz6b7MhhON4T/S8QfkO9alCbRx7OuQ3jUkx8+TwXj8m9N/Kurb7sQCKYXfx6hmDwCOK/kXMozy5NOUC0sCr1FXFS6WOt7z9QluCyrOx92fcO1I2YxPq9UGVeZnc/tY+cnyopHuYRACMFXpi3V+l5fNZtRuUOSj39CUJ6Vx4dG61dVvGfqxY6+11XNYpzGd2h2AbeNPbuXr4UQgi9PW5KGb1Ef3wpfHh8cpff94rQlWEL08b2+ajbj/CXKuGHZBXxY5TtdX783jJzDyBxn3w+MUp8fxX0vTvh25Yg4N46cw1iN7/CcQm4dc1YfX0tYKet3Ycn5lGWW9mm/xRnFXFi6SOs7rfhziX6S3N9G+q/D73Ue8AEI93Dwfbi7tDiuuL3/q1rfwcLkw2TMaoEOHAps47WjT3E4uAu/ewhzii5lkv/clA3Uljb/rl/JivqXaYu0MTZ3LJeWL2WYTz1L10VTuI3H97/MK/UbcQkXF5RO57rh55LjVl/x6mJdw0F+vXMVW5oPU+7L46ZRc7mkcnIavpLHd77NYzs2cDTYwdzSoXxsyplMKFAPIrs4Ggjwy7Vv8fzuXbgti0vHjuf2mbPJzVBf8er2ra7hl6tWs+VIHeV+Px+cO52lk8al9rUlf35zE0+9vpHG9k5mjazktoVzGFtenLLMhpYO/vDCGlas24XLsrhw7jg+cNFscrJS+67fW8NvVqxma3Ud5QV+blownYunp/aN2TZ/Wr+JJ9ZuoinQyezhldxx9hzGlaT2rQ908Mu1q3khUb/vGzee22akV79r6qr5+eY32dxQS0W2n1smzuLSERNS+0qbp/at48l9a2kMdzCnaAS3j5uvTZpdNIbaePzAClbWb8IlXCwqncF1w8/F5059BWlH206ePfwc+wMHKc4oYnHpQuYWzEmj/cZY3/QC65teIBBrYbhvMmcVX8uQTPUVRRi81ZEWXPAN3Gn8fgDRaJCVy78x4DINhsEm3XwoI9uQHQ9BeC24ihBZN0DWNQihn5uVUlLd/hx7Wp8gEK2lIGMS4/JvoTBTv8oqQEc0wPNHXuDNxrewpc2cwtksKbsYv0c9QdTFtpYj/GrHKtY2HqA4I4frqmZx9YiZjs+U9vb9Z/UmHtnzFrWdrUwuqOD2sWczvTB1/m4NB/ntrtd47tBmbCm5sGIiHx57FoVpbGOxreUIv9zxKusaD1KckcP1VbO5asSMAfn+x9j5aW3D0hoO8ptdq3j+0JZu39vGnk1Bhi9l7NbmI/xq58B8n67eyKN7VlPb2cqUggpuH6DvRZUT+fCYgfneMHI2Vw4fmO9/jJvP1ILUvh3RDp5LtF8pYU7hbJaWXURuGu23ObSdHU2/oTG0gQxXMSP91zAi9/KU+VBKCcG/x7dNiNWCZyoi5w6EZ5o2zuTDE4MZXBkMhvcUg5VMzjn/6/1KJq+s+OaAyzQYBhuTDw0Gg8mHJwazoIXBYDAMBJuUz/wn/azBYDAYDO9GTD5MwgyuDAaDYQAIKRFpXvlP9+cMBoPBYDjdMPkwGTO4MhgMhoHQn/063v25xGAwGAzvVUw+TMIMrgwGg2Eg9GdJ2ffATJ3BYDAY3qOYfJiEGVwZDAbDAOjPkrLvhaVnDQaDwfDexOTDZE6rwZUQ4lLga8A0IAi8LKW88kSU1RzaTktoO1nuEoZkzUUIV+og4jvI721fRyDWSkXWOIozhqVdZmuklc0tW7CExZS8KWS7Uy8z2sXOtkPsbq+hOCOPmQVjuvehSEXYjrGqbjfN4U6mFVQyKjf1MuFdHO3s4NXD+3FZgnMqRpLnTX/j1s11tWxrOEpZTg5nVg7DZaXpG4uxas9+mgNBplaWMbq4MO0yG9oCvL7zAC4rvgGwPyt93y2H69heV0+ZP5czRgztl+/KA/tpDnYyo6ycUQXp+9Z3drAqUb/nVozC7029DHsXm5sPs7OlltIsP/OGjEy57GwXETvK6sYdtEYCTPQPWjHreAAAIABJREFUZ3h26mXYu2iJtLClZSuWcDE1bzK+frTfw527qA/tJ9ddRFX2tJTLPHdhywi1gdcI2y0UZkwj16tfhn1QMTN1hlPIycyHMroLIhvBKgDvfITwpBcnY9R1vkUwWkdexnjyM9Sb1PamI9rBppbN2Egm+yeltQx7FzWdNezp2EeuO4fJ/km4rfROdWxps6V1K83hZoZnD2e4L/38fTy+hzpr2Nuxj1x3LpP9E0+67xT/pLSWCU/ybd9Lrsffb9/NrVtoCbecVN/qwCH2dew7qb7t0XY2tWxGQr99W8O7aQpuJsNdREnWPCyRnq+UMQi/BnYduCchPOpNlgcdkw+TOG0GV0KIa4CHgC8By4i7q3dUHSARu503jnyOus7Xu9/zuSs5u/yH+L2jtLGHAtt58sB/0xFr7n5von8Bl1d+BrelT0b/rHmGpw79hZiML6PiER4+VPUBzhtyjjauIxrkaxseZk3Tzu73yjMLuXfG7YzIVm9CCLC+sZq7Xn+MhlBH93tLKydz7+wr8br0TeOnG1/n/9b9m1iik2S4XPz3vIu4fmyKPRVCIT7xzN9ZdfBA93vD/Hn8+vKrGF1YpI1dV13DXU/8g6Mdge73Lpk0ju9ecTFet973ly+9yY+fW0XMjvt63S6+cs0irjpjsjauLRjirif/wev7Dh7zzc/j5zddmXJgt/ZwDR99+m80dB7zfd/Y8dx30VK8Lv1g/ScbX+P+da/0qF83/z3vwpT12xYJ8snXH+eNo/uO+WYX8POz3s/IFAPnTc37+OqG39IUae9+b1HpTL446QY8KZLR32ue5i/Vf8PmWPu9peqDnDNkgTYuGGvnTwf+h/2Bjd3v5XvKuHHENynK0O8n0hBcz2uHP03Ybup+b2jOEuaUfAsrzZO/40HY8Ve6P2swDBYnKx9KGUI2fxZCzx970xoC+T9FeKdrY1vDu1l1+D8JRGu63yvJOot5Zd/DY+n3f1pe9zJ/2P8IURkFwCVcXDv0ai4pX6KNC9sRfrH7Id5qWtP9Xr4nj0+N/SSjckZqY6sDh3hgxw85Gj7a/d4U/2TuGvtxslz6/SadfK8beg1Lyy9O6fvz3Q+xupfv3WP/k5E5VSl979/xAxrCDQPwXcEf9j86AN8wD+5+iDVNawfgW839O36Y5Ds1bwp3jfk4mS79ROeyuhX8sZfv9UOvYUlavr9gTdO6Hr753D3uk4zM1vseDFTzwI4f0BBu7H5vWt5U7hzzsZS+L9Uu55EDjyX7DruWJWUXaeNidpA3677E4Y7l3e9luoZwVvn3KciYpI2Vke3Ipo+Cfay/Se95iPzvI1L0t8HA5MNk0psePsUIIdzAD4DPSSkflFLukFJukVI+Mdhlra//DvWdbya91xk9wquH78ROdBQnQrEAj+7/GoFY8pL921pf5eW632vLXNu0nieqn+oeWAFEZIRf7/0tu9v3aGMf2PYU65p2Jb1XG2zm8+t/SdSOKeM6IiE+suqPNIUCSe8/f2gLP9i6XBEV518HdvK/a1/uPvEHCMVifGHVs6yvr9FEwteWv8jr1QeT3qtpa+XDf/szMVvd49pDIe545C80BjqT3n9u605+sOI1bZnLNu3mB8+82j2wAghHY3z98RfYdOCINvbrz7zEW/urk31bWrnjkb9ofdtCIT78t6doCib7/nPndh54/VVtmc8f2MH31v67V/1G+cKqZ9lw9LDed93TrG7Yn+wbaOYjq/6Y1L560x7t5PPrH6I50pH0/rLa9fx2zwvaMlc3ruWp6r90D6wg3n5/ufc37G3fp419puYnHAhsTnqvJVLHY/u/ji3V7TcSa+PVmrsI2y1J71e3P8/Wxp9ryxw0umbq0n0ZDIPAycyHsu1+CP0r+U27Adl0O9LucA4CbBnl1Zo76YzWJr1f3/kGb9ffqy1zZ9sufrvvd90npgAxGePxg0/ydvMGbeyfDj7F6h4n/gAtkVbu2/4AoVhIGRe1o9y34wEae5xIA2xp3cIf9j+iLXNH205H38cOPsHbzRs1kfDkwaeSBipdvt/bfn9q3+330xRuSnp/S+tW/rD/0TR8f+/ouyEN37U9BipdvvftSO37ve0P9PHd3JK6fre37eBhB99HDz7BxuZN2tgnDv6JtU3rk95rjbRw3/YHCNthre992x+gKdyc9P7Glk0p63db63Z+t/8PfX0PPM7GFr3vpsYfcLjj5aT3QrEGXq25k5gdVMZJGUY23QZ2cn8j/Aqy7dvaMgcNkw+TOC0GV8AsoBKwhRDrhBCHhRDPCiG0M3VCiAwhhL/rBWivy4ZjLVS3P4fstQi/JEZn9Ah1AfVJ/NbWlYTsDodYyZqmZ4hpBmYv1r6E5fCnsLBYVqce6LREOlhWux6719IrNja1wSbWNO5Qxj57aDNtkaBDrOSxPauJagYOD29bg8vhNjNLCP64Y71DRJzGzgBP79yO3atjxaSkuq2VlQf2KyLh2S07aAuF+8TaUvLomre1vo+sXOd4W5xlCZ54TZ2sGwOdPLtlR9Igp8v3UEsrq/YeUETGB1Ht4b6+EvjjRr3vw1vXOPumqt9QB88f2uLoWx1o5vW6vcrY5bVv0xkLIentK/lr9SrtwOzF2pcQOPhisbx+hTKuI9rMttaVDn3GpjlyhH0d6r/NwfbnicoAfTfMkOxufTx+e8SJRvbzZTAMDiclH0oZhsBj9O1jNsjW5KtZvagNrKIzVoskuR9KbA62P0s4pt43dFndcmU+/FftMmVc1I6yvP5lx2NYR6wj6WpWbza2bKIp3JQ0QQTxfPhaw+t0RAOKyPhVFZXvi7UvKeMidoQVGt/VGt8NLZtoijQ7+Nq81vAaAY3vS7Xq+n1RU79hO8KK+n87+rZHO/oMapN9N9Ks8F3V8LrWd5nOt05dv2E7woq6vr42kvZoO6sb1b5vt2xw9JVIVjW8RmesUxGZqj2o6zdmB9nb+hd69zeJTdhupqZDfS5IaAXY9UDvvGdD51+QdrtD0CBj8mESp8vgqut+vG8A/w94H9AErBBC6O7Nugdo6fGq1vwswdjRPid6PQlE1VcNWiP1WDjf6hWxg4Ri6oNHfehon04M8QPP0VCDQ0ScxlBbn8FRT44Em5SfHe5swa14riUQC9MeVc9CHWhr6XMCD4mT+PYWh4g49YFAn8FGTw61qRNuTUsbbsVzTh3hCB0h9SzUoYYWx3JjtuRQo7rM+rYOrW9Ni8a3rU35XFZ7OEwgovY90K7wTVW/wXZtezgUaFZ+VhtswlK0h45YkE7NrGR9qL5PAoPU7bc92ugY10VrpF75WWf0CELR36J2O1GpTn6DRde+Hum+DIZB4qTkQ2Q7oOpHLoip71LQ5UpJjFBMfVzQ5cP6kPqYEIgFlFcjLCwaNMeio2H1ZzFp0xpRH+uPniBf3bGzIdTgMJ2Vpm9Y7Vun842mqF9NHR4NNThOwMV9Y7RG25SxuvZQF9T5dhCRkQH5NqTy1dRvfahe0x6OOkTECdut2NI5zwpcSbfX9pWqAWWLiILdqPhs8DD5MJlTOrgSQtwrhJApXhN6eP6PlPIpKeUa4MPEx7/XaYr4DpDX4zVU5+Nzl+MS6kUD/N6xys+GZIzA7jNrkPheVx5Zrhxl7AjfcOVMxzCfWrk0swCv5lmYUTnlys/G+kuIKq5GFGVk4/eo7ymeXFTiuGCGSwgmFAxRxlXm+snQPGs0vlj9TNDYIUXKqz3F2T5yM9V/twmVJbisvgcelyUYV6EuszLfr302alyJOnZckdq3xJdNjmZxismFJY5XBlPWry8fr6XxzVM/gzcyu0x5darI6ydbc4/58AG233xPGS7Ns1FDMtSLU/i9o5E4Xw3OdJXgFif+HnNzG4RhMHmn5UNEHliqsVoM3OOUoXneMcrPXCKTLHeZ8nPd8WSEb7gyLsedQ47bOc/a2Az1qZ/hHJalrooMK4NCb4HGd9gJ8dUdO4f6KpXTUhlWBgUnwDfXk6J+NXU4zDdUOZGWsn6zNe0hW50jcj25ZLuc80DcV90ehqbw1devrv2qF8TIcBXgsfyOn0li2vPPeF9UtAiRDS798/eDgsmHSZzqK1f/B0xM8doDdE2DbekKlFKGEp8pjwZSypCUsrXrBainRwC35WN03k30ngEQuCjImExR5gxl7LjceeR7yhAOVXp28XXa1c+WlF/UpyMLBJawWFy6SBnnc2dwzbAFfeYrLGEx0T+cKXlVytiF5RMY6st3PIm/Y9wC7epy/zHpDKSUSeVaCNzC4uYJs5RxOV4vN0+f2cfXJQQzysqZVVahjF08YQxD8/2Ovh+ZP1fre8v5s5Ey+a9qCXBZFjfNV/9NczK8fHDuDGffynJmVKoHrxeOGsPQXGffj805Q+v7kclnYDvVr2Vx83hN/XoyuGnkXGffwqFML1Ank3NKplKaWeA4aP5A1UKExndp+cWO7dclXCwsuUAZl+HyMbvgEvr2N4uhWROpyFKfvFXkLMLnLne8ejW+4Dat76Ahid/Bkc7r3Z9LDMfPOyofCuFCZN/h8IkLXCMgQ923izJnke+d5NA/BaPz3o/bUi+4sLh0IZawHK8c6BYEsITFpeVL+76PRWlGCdPz1IsBjc8dxwjfCMeT4otKF5PhUk+GxX2Fwle94IJLuDS+pUzPV/tOyB2vnJS9qEzve2HpIoTSV12/LuFyXFDEwqIss5Tp+VO1vqpB3cVlF+K1vAPyvbjsQq3vpUrfspT1q/JdUnbRcfjq2q+Hcfm39Hlf4CLHU0WZb74yFu+Z4J4ATndz+G5FaC4aDBomHyZxSgdXUsp6KeW2FK8wsAYIAd3ruIr4WrBVgPpBnQEwqfBOxuR9EIuuGXVBqW8+Z5f/SHvC5rI8fLDq2wzzHVt9ziMyOa/kQ5xRdIW2zDE5o/nk2E9Q4Mnvfm9IRjGfHf9flGXqZxxuH7WU64adi6fHUvHziibwnem3a329lovfnnMLs4qO5WKfy8unJl3AzaPnacucXVLJzy64klLfsVmsYbl5PHzh9Yz061fQ+9zZ53DbjNndV4QEcH7VKH552ZV6X5eL333oOmYNPzYA83k8/NcF87n5jJnaMmdUVXD/Le9jSN4x36FF+Tz4kasZXpyviYTPLFrALfNmJfmeN3YkD954hdY3w+3mkWuuZ3b5sQGNz+Phs2ct4Jbpet/ZJUP52flXUpJ1zHd4bj6/W3wDI/zqGTOAz0xZzM2j53VfwRLAeaXj+OmZN6VoD26+P+vjTM47NhOY5fJyx+ilXDVUc1AHxuWO5c4xHyO/R/styRjC5yZ8mtJM/VLuC8s+zNzCy3D1WGp2bO5crhv+VX1/E17OqXiIwsxpPd7LYnLhJxnlv15b5mBhboMwDCbvxHyI7zZEzqdA9BgMeeYgCn+nXY5dCMH8ih9R6jubrskTS3gZm/chJhV+XFtkRVY5nxl/N8UZx+4MKPAU8Mmxd6Zc8W9p2cVcVXkFGdaxk8nxueP4woTPaZffFkLw2fF3MzXv2GNrHuHmkvIlXD1Uv7p9RVYFnx6X7FvoLeQ/x96ZcgW9JWUXcVXlFUkn6+Nzx/HFiZ/Fpdn+Je77X86+lal9PzPuboq9x1bnLfQW8qmxd6X0XVp2MVdWXt7H9wsTUvt+bvynmZLX8/zIzaXlS7mqUn9+VKnzTbHi39LyJVxZkew7wT+eL0z4rPI2eIgP1D87/r+YnHdshT6P8HBp+SVcWXm5tsyhvkpn33F3UaW50gYwLv9WJhR8FJc4dqdIcdZszqn4uXY7ICEsRMGvwdszV2dA9kcROXdpyxwsTD5MRsjT5JcUQnwfuBa4jXgC+RxwGTBBSql+uCj5O/xAS0tLC36/8+XXLiKxNtqjB8l0FZPlTn+vH4CWcB2BWCtFGUPxWunvpWRLm+rOQ1hYVGZV9Gv2vT3ayaFAA0UZuRRn5PXL91CgmeZQgJG5xfjc6hmZ3sRsmx3NR3FbFmPyivrl2xoKsb+lmRJfNqU56lsmHX2bW2nq7GRUUSE+b/pLbsdsm11HGnBbFqNKC/vl2xYMsb+pmSE52ZTm9tO3tZXGYCejCwrxefrnu735KJ6B1G84yMGORoZk5VKSmf7+GgCHOxtpjQQYkV1Cpiv99tDVfl3CRUVmeb98g7F2msJHyHEXkutJfy8wgI5IDWG7mVzPSO2MeBetra3k5eUB5CVm8PtF13Fk4Ywv4tbMEPckGguxbP29Ay7TYOjJyc6H0g5AbA9YhQiX+g4DJzqjdQRjR8lxD8PjSv9YJKXkUGdN9y1cupPh3gRjQQ4Hj+B351KUod/iozeN4SZaIi2UZZamXNL8dPa1pU1NZw028rTylcQHXO9m36gdoC2yjwxXIT7NLbROyNgRsI+CqwphpT5XMfnwxHA6Da48xO8Z/xCQBbwB3C2l3KwNTP6OtJOJwWB4dzJoyWT6F/qXTN7+btplCiHuAa4GJhBfVWAV8AUp5fb++hrefZh8aDAYBoPTJB+eS3wCaTZQDlwlpfxrf11PJqf6mau0kVJGpJSflVKWSin9UsoL+5NIDAaDYVBJ9/7yrlf/OA/4CXAmcCHgAV4Q4mSs1GF4p2PyocFgeEdxYvNhNvA2cOfgyJ541DchGwwGg0FJf+4d7+895lLKpCexhRC3AnXEZ+7+3a8vMxgMBoPhBHKC8+GzwLPAyVmsahAwgyuDwWAYCP1ZUvbYz+X2Sg6hxEpvqeh6kPLEb1hiMBgMBkN/OLn58B3PaXNboMFgMLyjGNi+HtUkb+R6T6piRHwfh+8Dr0opN52oX8dgMBgMhgFxkvLh6YK5cqXBliEE3n5fhpRSIoliaZaqVZcZ34jY0iy7qSJiR3AL94B8ozKGR7NUrYqobSMEjvsjpSIUi+K1XAPyjdi2doNfFVHbRhDf46q/hKJRvK5T4DvA+g3bUTxiYL4xGdMuXaxioO1XSolNBAvPAHxtIIoQ6a9sOCgMbKZuKMn7C6UzS/cTYAqwoB92BsOgEl8FfiD9M963XQPon1LGkEgsMZBjUQTBwPKh8U3NqfC1ZXzjeOOrJr5IXeTdnA9PC8zgyoGWjidoaHmASGw/lsgjP/dWiv3/lbKxRu0Amxt/wr7WvxKTAfzeMUwq/AQV2erNFruoDe5l2ZHfsKdjLQKLcbnzWFR2GwVe9Ua1Xaysf5W/1fyDulA92S4fi0oXckXFZSlPjgPREL/a8xz/rHmDYCzMqOwybhu9hAVDpmjjALa1HOG+TS+yqm43lhAsLJ/A56ZcyLBs/T5MAE/u2siPNqziQFszed5Mbp4wk09Om59y8NEeDnP/ayt5YssmApEI44uK+fSZ87lw9JjUvkfq+d5Lr/Dqnv1YQrBo/Gg+v/gchhXo97kCeHLLJn7y1uscaGkhLyOTm6fP4M65Z6b2jYS4b90rPLFzA4FohAn5Q/jMzHO4cLhmp/UEW5uPcN/mf/Fa3Z64b6J+h6ZRv8/WvMnv9r7I4WAjue4srho6n5tHXojb0vt2xjp5qvov/Lt+JSE7xLCsoVwz9CpmFqg3Wu7iSOdultX+lr0d6xBYjPefxaLSD5Pv1S8jK6Vkf9vf2Nb0SwLRQ3isPEbn3cCEgv9IOTlh2+3Ut9xLS8djSBnA65nIkLwvkJOl3qhxULHpvf+x/mfjtPVnRSYhxI+B9wHnSimr++VnMAwCMvgCsu0HENsJwofMuh6RczfC8mnjYjLMtsZfsKf1CSJ2G9nuYUws/AjDc9+Xssz2yAE2Hv0+RwIvI5GU+s5mSuGnyMtIfew81P4SWxp/RltkNy7hY6T/KiYV3plym4Y+vp7hTCy4Iz3f8H42Nvygl+/d5GWkzk2H2l9kS+ODA/Ld2vhz9rY+2cP3IwzPvTRN3+9zOPBvGJDvz2iL7MEtfFT5r2ZS4Sf64fsEEbs94ftRhudekrLMtvB+NiX5zmdq0d34vaPT8P1Xon776WuH2NrUVb/t5HiGM6Ffvg9wOPDKcfuO9F/DxMKPp/SVMoRs/xEEHgXZhnRVIXI+ici6LGWZg8JJyIenE6fNUuyDQTpLzza1/Za65i/1etciN+tSKop/rvxuKW1eqbmDhuB6ZHfLEYBkXun/Upmj3km8MXSIX+7+FFEZ7o4VWGS5crljzI/JcatPqF+sXcbv9/8x+fdEMLdwDneO+ZgyzpY2d6/5GZta9mEntssWCCSSb069mfNK1LuX721r4JrlPycUi3bHuoQgz5PF3xd/gqIM9YJmD29dw9fffLGXL1xaNYEfn6feTNCWkhv/9Dhrj9RgS9kdJ4GfXnI5S8aok+7ehiaueuiPhKNRYvKYb74vi3989EMUZatPEh5+ey3ffHl5H9/3jZvAD5aok5gtJdc/90fW1vf1ffD8q1gyYpzat+0o1yz/BWG7l6/Xx98XfZxCTf0+dfAVfrTjb718BQtLZ/DVKR/Q+Nr8z9Z72dO+F7u7Dcbbw3+OvZPZBbOUsQ2han61+1NEZSSp/fpcfu4Y8xOy3ep913Y1P8KGhu9xrHbi0UNzlnBG6beVcVLaHKi7gmB4HfTqbxXFvyY3a4kydrCWnl087tP9Wnr2xR33p12miE9X/gi4CjhfSrmzv54Gg4508qHsfAbZcjfJ/dNKbCT8e+2s+utHPktNxzJ69muQzCj+EqPyrlPGdUbreeng9UTsNiSxRKQLl8hg4bDHyPEMU8ZWt7/Am7Vf6ONbnDmLcyp+kcL3M9R0LHfw/TKj8q7tp6+FS2SyaNjjZHuGKmMPtj3HW3X3OPh2bRzbf9+ZQ77CSP81Gt+6hG97n/pN7fssb9V9qY/vkMzZLEjh+9rh/+Jw4GUH368y0n/1AHy76rey/75Zc1hQ/uAJ833x4HVE7Y5B8y3Jmsv88p9pfe2mj0FoBb3zofD/D8Kn7m+nQz7sVZ7ELMV+eiFlmKOt/+vwiU1b5z8IhbcpY+s73+JocG2PgRXEO4dgU+OP0Q1iX2/4S9LAKh5p0xlrY23jM8q4qB3lz9V925dE8mbjW1QHDilj1zbtYkPL3u7BUVecAB7a/azW9zc7VxG2o0mxMSlpDnfy2J63lHHhWIz716908IWn921jZ/NRZeyrB/ez+vCh7oFKV5wA7lv1itb3V6tWJw2sunybAp08umaDMi4UjfLA66scff+xYxu7GhuUsStr9rG6ztn3e+te1vvuXEXYjvX1DQV4bO9qZVzYjvKbPS84+Epeql3H/o46Zezmli3sat/dPbDqihMI/nTwz8o4gNeOPpU0sIrH2gRiLaxrelYZF58Z/Fl3RE/j6vZnaQvvU8YGgi8TDK8Bh/52tPm7Wt9BY2D3mKfLT4APAu8H2oQQZYlX+rtYGgzHgZQS2X4/ySd6ADZE3oTwG8rYltAOajpeone/BtjS+FNsGVHG7ml5gojd2n1iGo+MEZMhdjX/Qeu7qeGHSWV1+R4NruZocI0ytjm0vddAsD++jzv42sRkiJ0pfDc3/ljh+9YJ893d8njSQDAeGTsu3/rgWzQE12p8t3E4sELh+5Pu2+ecfR9T+AbZ1aLztdW+nW/SEFyvjG0KbdX4/jSF76NEewwEk33/qIyL+/7I0beu8w0ag2+rYyObILSMvvkQZPsDSI3voHEC86EQIkcIMUMI0XUbzcjEv4cP/i8yOJjBVQ/C0f3YdrPy886weuDQEFyPwOm2K0lH5AARu83hszj7Ozb0GpR1Rdoc6FBvXVIbqqMj1qH8fGf7LuVnm5r3OT7HI4HqQD3t0aAy9s2j+5JO/Luwkbx19IAybl9rIy1h9feurlPf9bS65hAuh1kbCexpbqItHFbGvrH/oLOvlKzery5zX0szrSH1LcBratSD19V11bgV9bu7pZH2iNo3Xr9924ONZLWmfuN/t07l55ta9io/29G+E8vhcCCR1AQP0xlTf6+6/Upt+22P7Cditys/1yW/QPhNnO9qloSj27Ftdb8YNGzZv1f/+DjxFQJXAId7vG4Y1N/BYFAhmyF2gOQTvS5cEFGfTOv6bthupiOiPnb2naRM6BCjvlMzeWc3E4g6f6/ApXVq0Jy4hu0mOiI1g+4bijVpfC2tU/x3cb6KEYo1Ehiwr3ryLhRrJBB1/t7U9ZvCV/G9AEc7T4SvRUNwnTK2UevbQCB6eIC+6vYQ1HyvwOKoxpfwWqUv9lGIqet30Dix+XAOsC7xArg/8f/fGsTfYFAxz1z1wGXpd6m3LPXtTV6X37FDAQjcuIT6cmmWK5e+s4NdtwbmKON8Lv0kdrZbfbtbricr6apKT1zCIsOlft4lz5uF6OibcuO3rqmd/N5MrW+e5vO8jExlf/RYFpludVPOz8riYFOLs69PXabfq7/E7c/UxWYq69djWWS41L55niyqaep3/ea49e0hV9Mesl0+pONJFLiFG4/m+acsl5/mSB3O7TdXGeex1J/FP1f3R5fIQ7UTocBzch7mHdgDvGn+uDw9NvMwvHsRWYALeszAH8MGoe6fur4b/1zd972WH4HlkE8FXpc6B7tEJgJX0hWDLiS21smb8lik880bkK/bytL4Sq2T1/LjPOiNl+seYP1maH19irjU9etJ4eux1Oc58Tq06Hu8t/Bqzsn0vvIU+aqf8U7l63Vp+lQKX1K070HhxObDFaT/RNc7AnPlqgduVym+jAXQ5wqUwBK55GQuVsZWZl/keOVK4GJozsW4LPWJ+vT8C3HqGBKbaQXqMgu8BUzMndDnioNAkOXKYnqe+rmp80umYzlcCbKwWFQ6E69mMYxrRsx07MYxKblyxHRlXFl2LmeWDutzBUoAfk8GC4eqH/Z837jxuKy+vi4huGzcBO3iEtfMmKz0vWraZGVceW4u8yqHOvgK/BkZXFA1Uhl7+ciJjvdHu4TgipGT9L5Vmvodrq7fksx8puWPcmwPOe4s5hVNUMbOKzoD4XDssrA4q+hM7eIo0ws07Td/kTLO5ymnKHOmQ78ReKxcynzzlbG5vivlZpg0AAAdnElEQVRwPta6yPVdixjASp39pz+3QPR7ps5gOKUIkQmZl9A3HwK4IXOpMrY8+zzcIpvefVTgoiTrTDLdRcrYEf7LFROVkhG5Vyrj3FYWlTkXOuZhCzdDc9S5NO7rU/ieRaa7cEC+Val8sxc7Hv8s3NrntHW+pal8c3X1q37uObXvwOq3NOtsMlw638twnkizGeHX+fqoyF7k7Cs8KXzPxyWynH1988lwqZ+D1/lWaXw9VjYV2Qud26/wUJmt9iVjMTjUL7jAex7CSr0Q1vFj8mFPzOCqF2WF9+N2da3Q5wYshMigovgXWJrVkTLdRcwt/X+JjmEhEhcFcz1VTCv+jLbM6QUXMjnvPAAsXFiJznVG4RWMyZmrjb191Icp8MZnQ1zChUDgFm7uGvNxMjQPFxZl+PnSpJtwCQsL0X2L4IjsEj4x9nJtmddUzeTSoVMSZVrdsbeOOZPzSvWrOX1v/iWU+uKzKG7LQgAZLjc/Pf9KMt3qE+KS7Bzuu3AJLiGwhMCdWEp9TGERXz7nfG2Z182cwqWTx8d9Lat7kHbbmbM5d0yVNvZ/Fy+hJDsn2dft4ieXXKb39eVw/4JLj/km6mhsXjFfnrNQ71s1i6WV8UFfz/q9bcxZnFOqX83pi5NuoDgjPsPlTrQHr+XmW1Nv1l6NLPAWcMeo24m3BoErsZR6ZVYFNw5XPwwLMLPgYib6zwHi7VckDitnFl3NqBz1QhgAc0q+RaarGCDRZwQukcG80vu0ExIedznlhT+ARH/rugif4RlPSf5XtGUOGif2mSuD4ZQj/F8GV9ckUjwfghuRfx/CpR4gua0s5pX9b2LFT9GdD7Pcpcwa8jVtmeW+8xntvylePq7uk81hOZcmTlzVTCv6HDmeEYnYRP7GzdzS/9GewLstH2cofb+a0neU/8Y+vsNz3pdypcFpxZ8nxzO8l68r4as+IVb7ljGzRO9bkb2QUf4bHHwvOw7fb2t9PVY2Z5R+V+GrP15XZC9ilP96Z98c/cqI04u/QHZiAZQk35Jvk+FSX0XyWNnM6/Y9dj7nc5czc0gq38WM9F/Xx3dE7uUMy9GvNOjs62ZuyXe0V0GFlYPIewCI+3bflOaqROSdpDvnTD5MwqwW6IAtg7QFniYU2YzbVY7fdw1uTSLpSSBay8G2ZwjHminMnEJ59vlp7XclpaS6cyu72t5E4GK8/yzKs1IviwoQtsO81biaA4GDFHoLOavoTPye9C4D1wWbefHIWloiHUz0D2fBkCkpl+zu8l3XeJAVR3bgEhYXVkxkUn7qZeMBgtEI/9y/nW2NdZRl53LlqMkUZeqX9e2ipq2Vv2/fRlOwkxll5SweORpPGvtHSSlZW13Dih17cVkWF00Yw6TykrR9n9m5g21H6ynLyeWK8RMp8qXp29HKX/dsoTnUycwhFSweNgZPmvW7tuEgL9fG6/eiiklMzNcva95FKBZhRd3b7G4/zJCMPC4sm02+V73CYE8aQo281vA67dF2RueMYmb+jLT2u5JSUh3Ywq72txC4mOCfT1nWqLTKjNlBqttfoDW8iyx3GcNyl2oTdU8i0UO0Bv5MzG4iyzuHnKyLECn2FBm01ZFG3IVbMwDsSdQO8eL+Hw+4TINhsEk3H0oZgdCLyPAGhFUIWZchXOkdi4LRRg62P0MwWkdexngqsxdrJ0160hTaQk37ciQ25dnnUpgxLa09f2wZoaZjBU3BTWS4ChiWewlZ7nSP9Y0cbP8nwWj9SfZdTlNw88n1DW6mpmPFSfZtSLSHevIyJlCZvWhAvhXZ51GQMXUAvoUMy106cN+cxWnvdxX3XY5EDsB3GU3BLf32lbGjEPwbMlaP8EyCzCUpb5E3+fDEYAZXBoPhPcWgJZNhH+9fMjn4swGXaTAMNiYfGgwGkw9PDGZBC4PBYBgIdj/uHe//6kgGg8FgMJwemHyYhBlcGQwGw0A4gasjGQwGg8Fw2mDyYRJmcGUwGAwDQdKPZHJCTQwGg8FgOHWYfJiEGVwZDAbDQDAzdQaDwWAwmHzYCzO4MhgMhoFg26g2Mnb+WYPBYDAY3oWYfJjEaTO4EkKMA74HzAe8wAbgq1LK5YNdlozVIQOPQXQ7uEoRWdcjPOoNWHvSGVpDS8fjxOxGMr0zyM9+Py7N/hpd2DLCwfbnONKxEiEsKrMXxjeUE6mX7W6LNLCu6TnqgvvI9RQxo+BiSjPVG9z2ZFfbLv599FU6ou2MyhnFeUPOIcet3n28i4gdZVntel4/uhWXsDinZCoLhkzp3pNJR11nG0/sW8P2llpKs3K5rmo24/NK0/JdU3eIP+3aSFOokxlDKrhx7DTyM7JSxoVjMZ7esY3l+/bgsiwuHj2Wi0aNwWWl9q0NtPHIjrfZ1lRPuS+XG8dNZ0LBkLR81zUc5C8H1tMc7mRaQSXXVs0i35uGrx1lWe063ji6DZewOLdkGvOHTE6rfpvCTSyve5nqzkMUegs4b8i5DPMNTcu3OrCVt5tfpDPaRqVvPDPyLyLLnXpZ/5gMU932HEcCr2IJFxXZi6jIvgCRhm8kepiWjj8QimzD7SonP/sDZHgnpuUrw2uRnU+B3YLwzoCs6xCWej+QQcXM1BlOESc1H9pNEHgCGdkIVgEi61qEV72ZeVJsZCuy8wmI1cVzaNYNCFfqZaWljEHoBWTwX4CNyLgAMpemXFb6+H23IDufTPhOTPimPtY7+16S1mbm0m6EwJMJ30JE1jUnxzf4PDL04gB9u+q36CT5RiH4Qg/fhYn2cDJ8n4Cupc2zbkAk9mVM7dtVv/I4fIsRvmsQnmkn1HdQMPkwidNmKXYhxA5gJ3AP0AncDdwKjJZSHknzO1IuPSsjW5CNHwQZIH5jqAXYiLzvILKu1n5/Y+vPqG/5b+Ibm9qAwGUVMbz0b3jdVcq4mB1k5eGP0xBcT3zTOOJ7T/jOZ17Z97A0+/Yc6dzN7/fdQ8QOIrGxcGFjc1nl3UzLX6T1febwczx+8EksLGxsBIJcTy5fnfglSjLVB7xgLMxn1/2CTS37ErZgI1kwZDLfnHqLdgCwufkwt77yMIFYGCkllrCwpc13Zl/JFcP1B7wHN73BvWtW4ErECARFWT7+vPSDDMtVbwjYGYnwob/+ibWHa7CEQAAxKblo9Bh+svQy7QBrY8MRbnzuUTpjkYSvwJaS/1twKVePnqL1fWjHSu7f/FK3LwiKMrJ59LzbGJqt3scpGAvzmbU/Z3Pr/qT6PWfIVL4x9UPa+t3bsY97t36PkB1CIrGwkEjuGHU784vP0vquqn+S5XUPd7chgBx3PreMvI98r3rwG7U7WVnzMRpDG+jZfiuyFzGv9LvaCYJg+G0O1F2LlEHifcYCJOWFP8Sfre9vsv1BZPv9HOtvxJNR4eMIt3owOWhLzxbfhttKb8+TqB3mxaO/HnCZBkNPTlo+jO5HNt4IdmPiHQuIIXK/iMi+Tfv9MvAUsvVLdOVQECCyEYV/iJ9Yq+JkFNl8F4SWEe/bMh7vmYso/DVCqJd7jvveAHYzx/J3DJF7DyL7wyl8/4Rs/fIAfe+E0PJELAnfMxCFv0rhuy9Rv719v4TIvjWF75PI1q84+P5ROxksZQTZdCeEVwzAdy+y8SYH3y8jsm9J4fsEsvWrDr6PIDzjU/h+AsIv9/Kdhyj8ZWrfhhtBtvTy/Qoi++YUvo8jW7/WyzcnUb+pfD8O4X87+P5KO0Ego3uQDTcNsu8jCM84ZZzJhyeG1NPK7wCEEMXAWOBeKeUGKeVO4IuAD9Cf4fYT2fLlxMDKJt64Y4BEtnwNabco48LR/dS3/L/Ev2J0JYSY3Uhdk35H+t2tT9AQfDvxLxuZOFE8HFhBdfvz2tina37YPbCKR8fLfqbmx3TG2pVxtcE6Hj/4ZCImHiuRtEfa+eOBR7Vl/rX6VTa37O9hGx+gr6zfzLLa9drYr6z9O4FoGFvKeO3KePTX1j1NaziojNvf2sR316yAHjE2ksZggG+++ZK2zN9tWMe6w4fjvlISS0wovLB7F0/v3K6Mk1Ly+VefpTMW6eEb/+89rz1Hazik9m1v5IHNLyX5SiRN4Q6+s0H/N/3zwZVsaT0Q9+1Rv6/Ub2RF7dvKOCklv9rzm+6BVTzeRiL5zd6HCUQDytjG0CGW1z2ciOlqv5KOaAv/OvKQ1nd3y6M0hjYl/nWs/dZ0vER1+7+0vocbP42UnRzrMzHA5kjTZ4nZberY6N7EwIoesRLsRmTbvVrfQcOW/XsZDIPASc2Hrf/d40S6q3+CbPsuMlqtjrObEid6x3Io2CA7kC1f0Rca/HtiYAVdxwMAIqsh8EgK32+B3UJy/gbZdi8ydiiF79cVvl/V+3b+PTGwIlFul+9bENDnUrXvd5CxGo1vo9q3NQ3f8AqF72MD9P12Gr7fGKDv3xIDq96+b0Lg8RS+3wTZqvBVz0HEfb/p4Nuehu9fEwMrJ9806ncgvrGGgfsOFiYfJnFaDK6ABmA7cLMQIlsI4QY+CtQBa1RBQogMIYS/6wVo72+SsUMQ3YzzfaPhHgfQvrQHngGcdt+O0RF8CdtWn9gebHsGHJdPEdrBVXO4ltrg7u6T2aRSZYRdbW8pY9c0rUU4+NrYvN28gbAdVsa+eGRd98l7sq1guWZwVd3RxLaWI92DhZ6E7Sgv1+5Qxj6zf7vj7uYxKXmpehfBaEQZ+7ft2xx9LSH45w714Opgewtbm+qwHa7uhmIxllfvVsa+cGiL0nfFkR2EYlFlrKp+LYR28FoXqudgZ7VjbERGeLtlozJ2a+urCIfDgcRmZ9sbRG11/R5sfxbnPmNR3f6CMi4S3Uc4stUxVsogHUHNoDn4HM6HrxiEXkRKdfsdLKS0+/UyGAaJk5MP7Q4Iv0LXCV6vb4OQum/Hc6XTMcOG6EZk7LC63M5/4ty3JbLzHxrfdgivVPsGNb5Bne8G/Ylt8J845/50fF89Dl+nHGJD5O2B+wZ1vm0aXyConkgjuEzjux4Zqx2ALyl8WyG8CmdfmaJ+X0rhWzdA36c1vi0D9w3pfNchY/Xq2EHC5MNkTotnrqSUUgixGPgr0Eb8bKwOWCKlbNKE3gN8Pf2CUpyQSfWVCilDqDpU/JqF+mQ6pvxeSUzjFJPqE16AqCY2YkcQCMcTcYkkJhUHUCCkONGWSMK2+vcM2+rvBLQDjrAd09QuRDWdNRR1/l5bSn2Zms8glW80MXjtW782kqi0Ud3MEFbUr40koqnfqNT7RjQDJF1bksjE1Szn+8Vjtrr92po2KNH3N90AKf6ZqkXYKE8ABhPZjxm40+T2a8M7n5OWD4niPOkHILT5MHUu1X0eRv1gvKZMrS96X+33ksI3pClX970RTRxp+Drnl3isxldqfLVl6s43UrSHE+IrU5Spy4ep2u8p8NXmbwG6fJnKN0WuHRRMPkzilF65EkLcK4SQKV4TRPwSwE+IJ5BzgDOIJ5Z/CCHKNUV8B8jr8dI/1e8aDpbq6wR45ytDfZnn4XxCZ5HhmYbLcr6nHaDcd67jVQMQlPnUZRZ4y8l1qx9WHJU9U/nZlLzJ3bcDJpcoGJldRZZLvejCWcWTsBx8BYJ5Rep7vUfkFFKa6TxZKoCzSkYpY8+pqOq+na8nFoLpxeXkeNT3XS8cOQqXw1UkAZw3Qr3wx0h/IaVZzot7CGB+eZUy9uyS0cQcBnwWgmkFlWS71fcmq+sXztDUb3lmGfke52fPBILJ/knK2FE5sxyvgAoElVkT8FqZ6nKzz0Xg/FxVqe9sZZzXPRqXpXq43cKXsUAZKzIWoOpveGYiROpFQ46brgd4030ZDBreaflQWHngnojyCnHGOepg79k4T34IsCrANUxdrvdcRawFGRdofPPBPUHha6fwVeVZAa5KcKmraqC+iHxwj1fEpuPrfLcLrqF634yB+haAe5zGV3281vsOi9ex1tfpb3oCfTN0vsNPjK9VCO6xal/vcfhaFerYwcLkwyRO9W2B/wdMTPHaAywE3gfcKKV8VUq5Vkr5CeIP8t6i+nIpZUhK2dr1Ij7Lp0QIF8L/JeKNu+tkMdHQfbdqH5LP9M4g13dV4ue7OocLsCjJ108Wjs3/EBmuwqQTVIFFjmcEVf6rlHGWcHFR+R3ET4Gt7kiAeUVXkedVr8o0Knsk8wrPSP4+LCxhceOw67W+Nww/jwJvTtIAwEIw1FfMpRVnKONcwuKeaUsQdC17cKymPjzmLCp96kUpZhZX8L6qCUkxLiGwLMGX52gOWMAds+ZQmOVLGmBZQjCqoJDrJ09V+1oWXztjUbw1iGTfj0w+g8oc9YB5RuFQllROSm4NwsISgs9NuVDre8OI88j3ZmOJ5Pod7ivhkoq5yjhLWLx/+I2Jn7cSvvHSl5ZfTFGGetXKyqwJTPDPp+eBXWAhcLGoVP8g+Nj8m/G68vu031xPFVX+K5VxQrgpKfgWyf0t7l2Y+3E8bk1C8MyCjCU49TeR+3mt76Bh2/17GQx63lH5EEDk3kO8T/bKh5mXIzzqx7uEezj4bk6OSXyH8H9Zv4qo70ZwjehRZiLWGoLw3ZrC1yl/C8i8AuGZPDDf3FS+N8VPYB19lX8OhBAJX6f6vTK+2pvSdwRkfWiQfUuOw/eqFL5VCt/4d+p9358YLDr5qhd5iPuq2u/V2kVKhHskZH1Q46u6a6LLt9LBt1S7KIW+fq/WLlIi3KMg6wMK3y/rfQcLkw+TOC1WCxRCXEZ8Zi5PStne4/3twMNSym+n+T0pV0cCkKE3kB2/gOgWsMoQvg9C1tUpG6iUUZrbH6a5/Q/E7AayMuZS5P9PMtNY9rMzWsf2pl9T07EcISyG5SxhXP6teF2pl5Xe37GBVfV/4khwN37PEOYUXsq0/MUpfWMyxku1y1lR/2/aIq2MzR3LZRWXMjK7KmWZ9cEWHtm/jFfqN+ESFgtLp3PTiIX4Pb6UsW/U7+WhHa+yteUI5Vl+PjDqDK4cPj2lb9S2+f32tTy6420aggHmlgzlzmlnMbWoLGWZR9rbeHD1mzy/exduy+LSceP52Oy55GemvsKx6vB+Htz0Opsb66jw5XLzxNlcO3pKWr6P7HmTJ/etpTEcYHbRcD46bgGTC1LPItUFm3lk/zJW1m3CZblYWDqD94+4gNw06ndL61b+WfMsBwIHKPQWcmHpIuYXn53S15YxVjc+zbqm5wlEWxjum8zZQ66nPGtMyjID0Vp2NP2Gmo5lWMLN0O72q+5nXXQEV9LY+mNCkS24XZUU5N6G33dtWv2NwB+QgSdANoFnDiLnY9qTKBi81ZEW5bwfdxpLQ0P8Ft2X2h8ZcJkGQxcnPR9GNiDbH4TIusRS1jeA7/0ptwmRUkLnU8jAH8CuBfdkRM5HEF71BFx3rN2EbP8FBJ8FYpB5MSL7I+kt4x5+G9nx8wH6/gkZ+GMP348ivOoJrWO+jcj2hwbJ90bw3XQSfLvq1z6Jvk8iA48kfKck2kN/fWUP3zSWcQ+/jex4ECLr476+myDrxjR87YTvoz18P4rwzjkJvj+DyNuJpdhv7KfvI2DXpe1r8uGJ4XQZXBUD24CXgW8Rn6G7A/gUMFdKqV5CLfl70komBoPh3ctgJZOFvhv7lUyWxVeKetcmE8PJweRDg8EwWJh8eGI41bcFpoWU8iiwBMgBlgGrgQXAFekmEoPBYBhUzD3mhlOAyYcGg+Edh8mHSZwWqwUCSClXAxefag+DwWAA4isjCbM6kuHkY/KhwWB4R2HyYRKnxZUrg8FgeMchJUg7zVf/k4kQ4k4hxD4hRFAI8YYQIvXDKgaDwWAwnGxOcD6E0ysnmsGVwWAwDABpy369+oMQ4gbgfuCbwCzgbeB5IUTqJ84NBoPBYDiJnMh8CKdfTjSDK4PBYBgIac/SJV7949PAQ1LK30gptwAfAwLAbYP9axgMBoPBcFyc2HwIp1lONIMrg8FgGAAnaqZOCOEFZgMvdpclpZ3491mD/osYDAaDwXAcnOA7OU67nHjaLGgxmLS2vitXfjQYDGkwWP0/KkNpz8BFiXT9b26v/btCUspQrx8vJr4DZG2v92sB9U6SBsMAMPnQYHjvchrkQzgNc+J7bXCVCzBs2LBT7WEwGE49ucBAMksYOLKSZ1LvXp1MO1Dd671vAt8YgIPBcLyYfGgwGLow+XAQea8NrmqAoUDbqRY5QeQSb6zv5t/xeDF1lJr3Qh3lEj8e9BspZVAIMRJIb8dEPU6zdEeBGFDa6/1S4MgglGkwgMmHBlNH6fBeqKN3cj6E0zAnvqcGV1JKCRw61R4nih6XV9verbteHy+mjlLzHqmj4/q9pJRBIDhILr2/OyyEWAMsAv4KIISwEv/+8Yko0/Dew+RDg6mj1LxH6ugdmw8T33/a5cT31ODKYDAYThPuBx4WQqwG3gTuBrKB35xSK4PBYDAYTj6nVU40gyuDwWB4hyGlfFwIMQT4FlAGrAeWSCl7P9BrMBgMBsO7mtMtJ5rB1buLEPEHAlX3rRpMHaWDqaN3AFLKH/MOveXBYDgNMMex1Jg6So2po3cIp1NOFPHbrg0Gg8FgMBgMBoPBcDyYTYQNBoPBYDAYDAaDYRAwgyuDwWAwGAwGg8FgGATM4MpgMBgMBoPBYDAYBgEzuDIYDAaDwWAwGAyGQcAMrt6lCCH2CSFkr9cXT7XXqUQIcWeiXoJCiDeEEGecaqd3EkKIbzi0mW2n2stgMBiOB5MPnTE58f+3dzehUhVwGMaft8CI2pVYUiFYVJAUSJRCEOgiqmVUGyFa2S6E6GPR1yahMohahIRFRbQzWkQQRNTmipVYQbYw2oQffdtGMf8tzg3GW9frHc/MmZnz/HbnMAMv3OG+vGfOzCzOPtS58KvYZ9uTwM6B42NdBelakvtofoRuKzBH8wN0HyW5tqqOdBpusnwLbB44PtlVEElqkX04wE48K/ahhuK4mm3HqupQ1yEmxDZgZ1XtAkiyFbgLeBDY3mWwCXPS14ykGWQfns5OXJp9qKF4W+BseyzJL0m+SvJIkl6O6SQrgPXAx/+eq6pT88cbuso1oa5J8lOSg0neSXJV14EkqQX24Tw78azZhxpKb/+59MDLwJfAr8BG4DngcpqrVX1zKXA+cHjB+cPAdeOPM7HmgAeAAzSvlaeAz5LcUFW9voVG0lSzD09nJy7NPtTQHFdTJMl24NElHnZ9VX1XVTsGzu1PcgJ4LcnjVXV8dCk1rarqw4HD/UnmgB+Be4HXu0klSf9lH2qU7EOdC8fVdHkReGOJxxxc5Pwczd97Dc2VmD75GfgbWLXg/CrA+6kXUVW/J/keuLrrLJK0gH04PDtxmexDLYfjaopU1VHg6JBPvwk4BfTuW4Cq6kSSL4BNwG6AJOfNH7/SZbZJluRiYC3wVtdZJGmQfTg8O3H57EMth+NqBiXZANwCfELzdbMbgJeAt6vqty6zdWgH8GaSvcAemq+dvQjY1WmqCZLkBeADmlsfVgPP0FzdfLfLXJI0LPtwUXbiGdiHOheOq9l0HLgfeBq4APiBpkx2nOE5M62q3kuyEngWuAzYB9xRVQs/0NtnV9AUxyU0V4Q/B26dv0IsSdPIPvwfduKS7EMNLVXVdQZJkiRJmnr+zpUkSZIktcBxJUmSJEktcFxJkiRJUgscV5IkSZLUAseVJEmSJLXAcSVJkiRJLXBcSZIkSVILHFeSJEmS1ALHlSRJkiS1wHElSZIkSS1wXGnmJVmZ5FCSJwbObUxyIsmmLrNJkjQu9qE0eqmqrjNII5fkTmA3sBE4AOwD3q+qbZ0GkyRpjOxDabQcV+qNJK8Cm4G9wDrg5qo63m0qSZLGyz6URsdxpd5IciHwDXAlsL6qvu44kiRJY2cfSqPjZ67UJ2uB1TSv+zXdRpEkqTP2oTQivnOlXkiyAthDc2/5AeBhYF1VHek0mCRJY2QfSqPluFIvJHkeuAe4EfgL+BT4o6ru7jSYJEljZB9Ko+VtgZp5SW6nuTK3par+rKpTwBbgtiQPdRpOkqQxsQ+l0fOdK0mSJElqge9cSZIkSVILHFeSJEmS1ALHlSRJkiS1wHElSZIkSS1wXEmSJElSCxxXkiRJktQCx5UkSZIktcBxJUmSJEktcFxJkiRJUgscV5IkSZLUAseVJEmSJLXAcSVJkiRJLfgHvurcFBdQKkoAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1000x770 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2,2, figsize=(10,7.7))\n",
"plt.subplots_adjust(wspace=0.4, hspace=0.3)\n",
"distances.plot.scatter(x=\"x\", y=\"y\", c=\"hamming\", colormap='viridis', ax=ax1)\n",
"distances.plot.scatter(x=\"x\", y=\"y\", c=\"euclidean\", colormap='viridis', ax=ax2)\n",
"distances.plot.scatter(x=\"x\", y=\"y\", c=\"manhattan\", colormap='viridis', ax=ax3)\n",
"distances.plot.scatter(x=\"x\", y=\"y\", c=\"maximum\", colormap='viridis', ax=ax4)"
]
}
],
"metadata": {
"colab": {
"collapsed_sections": [],
"name": "Data Science Grundlagen.ipynb",
"provenance": [],
"version": "0.3.2"
},
"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": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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