Ejer1_regre_line-checkpoint.ipynb

{
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   "source": [
    "# Yisireth Murcia Oriz\n",
    "## Dataset Regresión Lineal – Vehicle dataset\n",
    "## Contiene información técnica y de mercado de automóviles. El objetivo es predecir el precio del automóvil en función de sus atributos\n",
    "# Pasos de la actividad\n",
    "1.Realizar un análisis exploratorio de los datos para identificar relaciones entre variables, valores atípicos, tendencias, etc.\n",
    "\n",
    "2.Preprocesar los datos limpiándolos, tratando valores faltantes y transformándolos según sea necesario.\n",
    "\n",
    "3.Seleccionar las características más relevantes para entrenar el modelo utilizando selección de características.\n",
    "\n",
    "4.Dividir el dataset en Train y Test para evaluar correctamente el modelo.\n",
    "\n",
    "5.Entrenar el modelo configurando los diferentes hiperparámetros.\n",
    "\n",
    "6.Evaluar el desempeño del modelo en el conjunto de Test con métricas como precisión, recall, F1-score, etc.\n",
    "\n",
    "7.Realizar las diferentes gráficas que permitan visualizar los resultados del modelo.\n",
    "\n",
    "8.Interpretar, analizar y documentar los resultados obtenidos.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "4f2d81bd-88aa-4097-9261-4b992b380e8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore', category=FutureWarning)\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import re\n",
    "# librerías de para implementar modelos de ciencia de datos\n",
    "from sklearn import metrics\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LinearRegression \n",
    "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
    "# Cargando el conjunto de datos\n",
    "df = pd.read_csv('Car details v3.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4d7eebb-92ab-4a50-8780-63ae9ab4f37e",
   "metadata": {},
   "source": [
    "## 1. Realizar un análisis exploratorio de los datos para identificar relaciones entre variables, valores atípicos, tendencias, etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "d39c755b-7532-4252-b1b5-4c50c3c7f67f",
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>year</th>\n",
       "      <th>selling_price</th>\n",
       "      <th>km_driven</th>\n",
       "      <th>fuel</th>\n",
       "      <th>seller_type</th>\n",
       "      <th>transmission</th>\n",
       "      <th>owner</th>\n",
       "      <th>mileage</th>\n",
       "      <th>engine</th>\n",
       "      <th>max_power</th>\n",
       "      <th>torque</th>\n",
       "      <th>seats</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Maruti Swift Dzire VDI</td>\n",
       "      <td>2014</td>\n",
       "      <td>450000</td>\n",
       "      <td>145500</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>23.4 kmpl</td>\n",
       "      <td>1248 CC</td>\n",
       "      <td>74 bhp</td>\n",
       "      <td>190Nm@ 2000rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Skoda Rapid 1.5 TDI Ambition</td>\n",
       "      <td>2014</td>\n",
       "      <td>370000</td>\n",
       "      <td>120000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>Second Owner</td>\n",
       "      <td>21.14 kmpl</td>\n",
       "      <td>1498 CC</td>\n",
       "      <td>103.52 bhp</td>\n",
       "      <td>250Nm@ 1500-2500rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Honda City 2017-2020 EXi</td>\n",
       "      <td>2006</td>\n",
       "      <td>158000</td>\n",
       "      <td>140000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>Third Owner</td>\n",
       "      <td>17.7 kmpl</td>\n",
       "      <td>1497 CC</td>\n",
       "      <td>78 bhp</td>\n",
       "      <td>12.7@ 2,700(kgm@ rpm)</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Hyundai i20 Sportz Diesel</td>\n",
       "      <td>2010</td>\n",
       "      <td>225000</td>\n",
       "      <td>127000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>23.0 kmpl</td>\n",
       "      <td>1396 CC</td>\n",
       "      <td>90 bhp</td>\n",
       "      <td>22.4 kgm at 1750-2750rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Maruti Swift VXI BSIII</td>\n",
       "      <td>2007</td>\n",
       "      <td>130000</td>\n",
       "      <td>120000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>16.1 kmpl</td>\n",
       "      <td>1298 CC</td>\n",
       "      <td>88.2 bhp</td>\n",
       "      <td>11.5@ 4,500(kgm@ rpm)</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Hyundai Xcent 1.2 VTVT E Plus</td>\n",
       "      <td>2017</td>\n",
       "      <td>440000</td>\n",
       "      <td>45000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>20.14 kmpl</td>\n",
       "      <td>1197 CC</td>\n",
       "      <td>81.86 bhp</td>\n",
       "      <td>113.75nm@ 4000rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Maruti Wagon R LXI DUO BSIII</td>\n",
       "      <td>2007</td>\n",
       "      <td>96000</td>\n",
       "      <td>175000</td>\n",
       "      <td>LPG</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>17.3 km/kg</td>\n",
       "      <td>1061 CC</td>\n",
       "      <td>57.5 bhp</td>\n",
       "      <td>7.8@ 4,500(kgm@ rpm)</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Maruti 800 DX BSII</td>\n",
       "      <td>2001</td>\n",
       "      <td>45000</td>\n",
       "      <td>5000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>Second Owner</td>\n",
       "      <td>16.1 kmpl</td>\n",
       "      <td>796 CC</td>\n",
       "      <td>37 bhp</td>\n",
       "      <td>59Nm@ 2500rpm</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Toyota Etios VXD</td>\n",
       "      <td>2011</td>\n",
       "      <td>350000</td>\n",
       "      <td>90000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>23.59 kmpl</td>\n",
       "      <td>1364 CC</td>\n",
       "      <td>67.1 bhp</td>\n",
       "      <td>170Nm@ 1800-2400rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Ford Figo Diesel Celebration Edition</td>\n",
       "      <td>2013</td>\n",
       "      <td>200000</td>\n",
       "      <td>169000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>20.0 kmpl</td>\n",
       "      <td>1399 CC</td>\n",
       "      <td>68.1 bhp</td>\n",
       "      <td>160Nm@ 2000rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Renault Duster 110PS Diesel RxL</td>\n",
       "      <td>2014</td>\n",
       "      <td>500000</td>\n",
       "      <td>68000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>Second Owner</td>\n",
       "      <td>19.01 kmpl</td>\n",
       "      <td>1461 CC</td>\n",
       "      <td>108.45 bhp</td>\n",
       "      <td>248Nm@ 2250rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Maruti Zen LX</td>\n",
       "      <td>2005</td>\n",
       "      <td>92000</td>\n",
       "      <td>100000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>Second Owner</td>\n",
       "      <td>17.3 kmpl</td>\n",
       "      <td>993 CC</td>\n",
       "      <td>60 bhp</td>\n",
       "      <td>78Nm@ 4500rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Maruti Swift Dzire VDi</td>\n",
       "      <td>2009</td>\n",
       "      <td>280000</td>\n",
       "      <td>140000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>Second Owner</td>\n",
       "      <td>19.3 kmpl</td>\n",
       "      <td>1248 CC</td>\n",
       "      <td>73.9 bhp</td>\n",
       "      <td>190Nm@ 2000rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Maruti Swift 1.3 VXi</td>\n",
       "      <td>2007</td>\n",
       "      <td>200000</td>\n",
       "      <td>80000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>Second Owner</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Maruti Wagon R LXI Minor</td>\n",
       "      <td>2009</td>\n",
       "      <td>180000</td>\n",
       "      <td>90000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>Second Owner</td>\n",
       "      <td>18.9 kmpl</td>\n",
       "      <td>1061 CC</td>\n",
       "      <td>67 bhp</td>\n",
       "      <td>84Nm@ 3500rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Mahindra KUV 100 mFALCON G80 K8 5str</td>\n",
       "      <td>2016</td>\n",
       "      <td>400000</td>\n",
       "      <td>40000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>18.15 kmpl</td>\n",
       "      <td>1198 CC</td>\n",
       "      <td>82 bhp</td>\n",
       "      <td>115Nm@ 3500-3600rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Maruti Ertiga SHVS VDI</td>\n",
       "      <td>2016</td>\n",
       "      <td>778000</td>\n",
       "      <td>70000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>Second Owner</td>\n",
       "      <td>24.52 kmpl</td>\n",
       "      <td>1248 CC</td>\n",
       "      <td>88.5 bhp</td>\n",
       "      <td>200Nm@ 1750rpm</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Hyundai i20 1.4 CRDi Asta</td>\n",
       "      <td>2012</td>\n",
       "      <td>500000</td>\n",
       "      <td>53000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>Second Owner</td>\n",
       "      <td>23.0 kmpl</td>\n",
       "      <td>1396 CC</td>\n",
       "      <td>90 bhp</td>\n",
       "      <td>22.4 kgm at 1750-2750rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Maruti Alto LX</td>\n",
       "      <td>2002</td>\n",
       "      <td>150000</td>\n",
       "      <td>80000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>Second Owner</td>\n",
       "      <td>19.7 kmpl</td>\n",
       "      <td>796 CC</td>\n",
       "      <td>46.3 bhp</td>\n",
       "      <td>62Nm@ 3000rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Hyundai i20 2015-2017 Asta 1.4 CRDi</td>\n",
       "      <td>2016</td>\n",
       "      <td>680000</td>\n",
       "      <td>100000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>22.54 kmpl</td>\n",
       "      <td>1396 CC</td>\n",
       "      <td>88.73 bhp</td>\n",
       "      <td>219.7Nm@ 1500-2750rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Mahindra Verito 1.5 D4 BSIII</td>\n",
       "      <td>2011</td>\n",
       "      <td>174000</td>\n",
       "      <td>100000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>Second Owner</td>\n",
       "      <td>21.0 kmpl</td>\n",
       "      <td>1461 CC</td>\n",
       "      <td>64.1 bhp</td>\n",
       "      <td>160Nm@ 2000rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Honda WR-V i-DTEC VX</td>\n",
       "      <td>2017</td>\n",
       "      <td>950000</td>\n",
       "      <td>50000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>25.5 kmpl</td>\n",
       "      <td>1498 CC</td>\n",
       "      <td>98.6 bhp</td>\n",
       "      <td>200Nm@ 1750rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Maruti Swift Dzire ZDI</td>\n",
       "      <td>2015</td>\n",
       "      <td>525000</td>\n",
       "      <td>40000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>26.59 kmpl</td>\n",
       "      <td>1248 CC</td>\n",
       "      <td>74 bhp</td>\n",
       "      <td>190Nm@ 2000rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Maruti SX4 ZDI</td>\n",
       "      <td>2012</td>\n",
       "      <td>600000</td>\n",
       "      <td>72000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>21.5 kmpl</td>\n",
       "      <td>1248 CC</td>\n",
       "      <td>88.8 bhp</td>\n",
       "      <td>200Nm@ 1750rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Tata Tigor 2017-2020 XZ</td>\n",
       "      <td>2018</td>\n",
       "      <td>500000</td>\n",
       "      <td>35000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>20.3 kmpl</td>\n",
       "      <td>1199 CC</td>\n",
       "      <td>83.81 bhp</td>\n",
       "      <td>114Nm@ 3500rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Maruti Baleno Delta 1.2</td>\n",
       "      <td>2016</td>\n",
       "      <td>575000</td>\n",
       "      <td>45000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>21.4 kmpl</td>\n",
       "      <td>1197 CC</td>\n",
       "      <td>83.1 bhp</td>\n",
       "      <td>115Nm@ 4000rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Maruti Alto 800 LXI</td>\n",
       "      <td>2017</td>\n",
       "      <td>275000</td>\n",
       "      <td>28000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>24.7 kmpl</td>\n",
       "      <td>796 CC</td>\n",
       "      <td>47.3 bhp</td>\n",
       "      <td>69Nm@ 3500rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Chevrolet Enjoy TCDi LTZ 7 Seater</td>\n",
       "      <td>2013</td>\n",
       "      <td>300000</td>\n",
       "      <td>70000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>18.2 kmpl</td>\n",
       "      <td>1248 CC</td>\n",
       "      <td>73.8 bhp</td>\n",
       "      <td>172.5Nm@ 1750rpm</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Maruti Wagon R LXI Minor</td>\n",
       "      <td>2009</td>\n",
       "      <td>220000</td>\n",
       "      <td>120000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>18.9 kmpl</td>\n",
       "      <td>1061 CC</td>\n",
       "      <td>67 bhp</td>\n",
       "      <td>84Nm@ 3500rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Maruti Omni E MPI STD BS IV</td>\n",
       "      <td>2018</td>\n",
       "      <td>254999</td>\n",
       "      <td>25000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>16.8 kmpl</td>\n",
       "      <td>796 CC</td>\n",
       "      <td>34.2 bhp</td>\n",
       "      <td>59Nm@ 2500rpm</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Maruti Vitara Brezza LDi Option</td>\n",
       "      <td>2017</td>\n",
       "      <td>670000</td>\n",
       "      <td>70000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>24.3 kmpl</td>\n",
       "      <td>1248 CC</td>\n",
       "      <td>88.5 bhp</td>\n",
       "      <td>200Nm@ 1750rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Fiat Palio 1.2 ELX</td>\n",
       "      <td>2003</td>\n",
       "      <td>70000</td>\n",
       "      <td>50000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>Second Owner</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Maruti Omni 8 Seater BSIV</td>\n",
       "      <td>2012</td>\n",
       "      <td>150000</td>\n",
       "      <td>35000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>Second Owner</td>\n",
       "      <td>14.0 kmpl</td>\n",
       "      <td>796 CC</td>\n",
       "      <td>35 bhp</td>\n",
       "      <td>6.1kgm@ 3000rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Hyundai i20 1.2 Asta Dual Tone</td>\n",
       "      <td>2018</td>\n",
       "      <td>730000</td>\n",
       "      <td>2388</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>18.6 kmpl</td>\n",
       "      <td>1197 CC</td>\n",
       "      <td>81.83 bhp</td>\n",
       "      <td>114.7Nm@ 4000rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Maruti Vitara Brezza LDi</td>\n",
       "      <td>2017</td>\n",
       "      <td>650000</td>\n",
       "      <td>16200</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>24.3 kmpl</td>\n",
       "      <td>1248 CC</td>\n",
       "      <td>88.5 bhp</td>\n",
       "      <td>200Nm@ 1750rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Maruti Alto 800 CNG LXI Optional</td>\n",
       "      <td>2019</td>\n",
       "      <td>330000</td>\n",
       "      <td>10000</td>\n",
       "      <td>CNG</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>Second Owner</td>\n",
       "      <td>33.44 km/kg</td>\n",
       "      <td>796 CC</td>\n",
       "      <td>40.3 bhp</td>\n",
       "      <td>60Nm@ 3500rpm</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Maruti Alto K10 VXI Airbag</td>\n",
       "      <td>2019</td>\n",
       "      <td>366000</td>\n",
       "      <td>15000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>23.95 kmpl</td>\n",
       "      <td>998 CC</td>\n",
       "      <td>67.1 bhp</td>\n",
       "      <td>90Nm@ 3500rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Hyundai Verna VTVT 1.6 SX Option</td>\n",
       "      <td>2019</td>\n",
       "      <td>1149000</td>\n",
       "      <td>5000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>17.0 kmpl</td>\n",
       "      <td>1591 CC</td>\n",
       "      <td>121.3 bhp</td>\n",
       "      <td>151Nm@ 4850rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Datsun GO D</td>\n",
       "      <td>2016</td>\n",
       "      <td>150000</td>\n",
       "      <td>42000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>20.63 kmpl</td>\n",
       "      <td>1198 CC</td>\n",
       "      <td>67 bhp</td>\n",
       "      <td>104Nm@ 4000rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Tata Safari DICOR 2.2 LX 4x2</td>\n",
       "      <td>2011</td>\n",
       "      <td>425000</td>\n",
       "      <td>60000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>Second Owner</td>\n",
       "      <td>13.93 kmpl</td>\n",
       "      <td>2179 CC</td>\n",
       "      <td>138.03 bhp</td>\n",
       "      <td>320Nm@ 1700-2700rpm</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Maruti 800 Std</td>\n",
       "      <td>2012</td>\n",
       "      <td>150000</td>\n",
       "      <td>76000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>16.1 kmpl</td>\n",
       "      <td>796 CC</td>\n",
       "      <td>37 bhp</td>\n",
       "      <td>59Nm@ 2500rpm</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Jeep Compass 1.4 Limited Plus BSIV</td>\n",
       "      <td>2019</td>\n",
       "      <td>2100000</td>\n",
       "      <td>5000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Individual</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>16.0 kmpl</td>\n",
       "      <td>1368 CC</td>\n",
       "      <td>160.77 bhp</td>\n",
       "      <td>250Nm@ 1750-2500rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Honda City i VTEC VX</td>\n",
       "      <td>2018</td>\n",
       "      <td>925000</td>\n",
       "      <td>28900</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Dealer</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>17.8 kmpl</td>\n",
       "      <td>1497 CC</td>\n",
       "      <td>117.3 bhp</td>\n",
       "      <td>145Nm@ 4600rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Honda City V MT</td>\n",
       "      <td>2013</td>\n",
       "      <td>425000</td>\n",
       "      <td>86300</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Dealer</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>16.8 kmpl</td>\n",
       "      <td>1497 CC</td>\n",
       "      <td>116.3 bhp</td>\n",
       "      <td>146Nm@ 4800rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Maruti Swift Dzire VXi AT</td>\n",
       "      <td>2018</td>\n",
       "      <td>675000</td>\n",
       "      <td>23300</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Dealer</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>18.5 kmpl</td>\n",
       "      <td>1197 CC</td>\n",
       "      <td>83.14 bhp</td>\n",
       "      <td>115Nm@ 4000rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Maruti Vitara Brezza VDi</td>\n",
       "      <td>2018</td>\n",
       "      <td>819999</td>\n",
       "      <td>32600</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Dealer</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>24.3 kmpl</td>\n",
       "      <td>1248 CC</td>\n",
       "      <td>88.5 bhp</td>\n",
       "      <td>200Nm@ 1750rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Maruti Alto K10 VXI</td>\n",
       "      <td>2018</td>\n",
       "      <td>390000</td>\n",
       "      <td>10300</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>Dealer</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>23.95 kmpl</td>\n",
       "      <td>998 CC</td>\n",
       "      <td>67.05 bhp</td>\n",
       "      <td>90Nm@ 3500rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Toyota Fortuner 4x4 MT</td>\n",
       "      <td>2014</td>\n",
       "      <td>1500000</td>\n",
       "      <td>77000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Dealer</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>12.55 kmpl</td>\n",
       "      <td>2982 CC</td>\n",
       "      <td>168.5 bhp</td>\n",
       "      <td>343Nm@ 1400-3400rpm</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Toyota Innova 2.5 G (Diesel) 7 Seater BS IV</td>\n",
       "      <td>2013</td>\n",
       "      <td>700000</td>\n",
       "      <td>99000</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Dealer</td>\n",
       "      <td>Manual</td>\n",
       "      <td>First Owner</td>\n",
       "      <td>12.99 kmpl</td>\n",
       "      <td>2494 CC</td>\n",
       "      <td>100 bhp</td>\n",
       "      <td>200Nm@ 1400-3400rpm</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Mercedes-Benz B Class B180</td>\n",
       "      <td>2014</td>\n",
       "      <td>1450000</td>\n",
       "      <td>27800</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>Dealer</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>Second Owner</td>\n",
       "      <td>14.8 kmpl</td>\n",
       "      <td>2143 CC</td>\n",
       "      <td>120.7 bhp</td>\n",
       "      <td>200Nm@ 1250-4000rpm</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           name  year  selling_price  \\\n",
       "0                        Maruti Swift Dzire VDI  2014         450000   \n",
       "1                  Skoda Rapid 1.5 TDI Ambition  2014         370000   \n",
       "2                      Honda City 2017-2020 EXi  2006         158000   \n",
       "3                     Hyundai i20 Sportz Diesel  2010         225000   \n",
       "4                        Maruti Swift VXI BSIII  2007         130000   \n",
       "5                 Hyundai Xcent 1.2 VTVT E Plus  2017         440000   \n",
       "6                  Maruti Wagon R LXI DUO BSIII  2007          96000   \n",
       "7                            Maruti 800 DX BSII  2001          45000   \n",
       "8                              Toyota Etios VXD  2011         350000   \n",
       "9          Ford Figo Diesel Celebration Edition  2013         200000   \n",
       "10              Renault Duster 110PS Diesel RxL  2014         500000   \n",
       "11                                Maruti Zen LX  2005          92000   \n",
       "12                       Maruti Swift Dzire VDi  2009         280000   \n",
       "13                         Maruti Swift 1.3 VXi  2007         200000   \n",
       "14                     Maruti Wagon R LXI Minor  2009         180000   \n",
       "15         Mahindra KUV 100 mFALCON G80 K8 5str  2016         400000   \n",
       "16                       Maruti Ertiga SHVS VDI  2016         778000   \n",
       "17                    Hyundai i20 1.4 CRDi Asta  2012         500000   \n",
       "18                               Maruti Alto LX  2002         150000   \n",
       "19          Hyundai i20 2015-2017 Asta 1.4 CRDi  2016         680000   \n",
       "20                 Mahindra Verito 1.5 D4 BSIII  2011         174000   \n",
       "21                         Honda WR-V i-DTEC VX  2017         950000   \n",
       "22                       Maruti Swift Dzire ZDI  2015         525000   \n",
       "23                               Maruti SX4 ZDI  2012         600000   \n",
       "24                      Tata Tigor 2017-2020 XZ  2018         500000   \n",
       "25                      Maruti Baleno Delta 1.2  2016         575000   \n",
       "26                          Maruti Alto 800 LXI  2017         275000   \n",
       "27            Chevrolet Enjoy TCDi LTZ 7 Seater  2013         300000   \n",
       "28                     Maruti Wagon R LXI Minor  2009         220000   \n",
       "29                  Maruti Omni E MPI STD BS IV  2018         254999   \n",
       "30              Maruti Vitara Brezza LDi Option  2017         670000   \n",
       "31                           Fiat Palio 1.2 ELX  2003          70000   \n",
       "32                    Maruti Omni 8 Seater BSIV  2012         150000   \n",
       "33               Hyundai i20 1.2 Asta Dual Tone  2018         730000   \n",
       "34                     Maruti Vitara Brezza LDi  2017         650000   \n",
       "35             Maruti Alto 800 CNG LXI Optional  2019         330000   \n",
       "36                   Maruti Alto K10 VXI Airbag  2019         366000   \n",
       "37             Hyundai Verna VTVT 1.6 SX Option  2019        1149000   \n",
       "38                                  Datsun GO D  2016         150000   \n",
       "39                 Tata Safari DICOR 2.2 LX 4x2  2011         425000   \n",
       "40                               Maruti 800 Std  2012         150000   \n",
       "41           Jeep Compass 1.4 Limited Plus BSIV  2019        2100000   \n",
       "42                         Honda City i VTEC VX  2018         925000   \n",
       "43                              Honda City V MT  2013         425000   \n",
       "44                    Maruti Swift Dzire VXi AT  2018         675000   \n",
       "45                     Maruti Vitara Brezza VDi  2018         819999   \n",
       "46                          Maruti Alto K10 VXI  2018         390000   \n",
       "47                       Toyota Fortuner 4x4 MT  2014        1500000   \n",
       "48  Toyota Innova 2.5 G (Diesel) 7 Seater BS IV  2013         700000   \n",
       "49                   Mercedes-Benz B Class B180  2014        1450000   \n",
       "\n",
       "    km_driven    fuel seller_type transmission         owner      mileage  \\\n",
       "0      145500  Diesel  Individual       Manual   First Owner    23.4 kmpl   \n",
       "1      120000  Diesel  Individual       Manual  Second Owner   21.14 kmpl   \n",
       "2      140000  Petrol  Individual       Manual   Third Owner    17.7 kmpl   \n",
       "3      127000  Diesel  Individual       Manual   First Owner    23.0 kmpl   \n",
       "4      120000  Petrol  Individual       Manual   First Owner    16.1 kmpl   \n",
       "5       45000  Petrol  Individual       Manual   First Owner   20.14 kmpl   \n",
       "6      175000     LPG  Individual       Manual   First Owner   17.3 km/kg   \n",
       "7        5000  Petrol  Individual       Manual  Second Owner    16.1 kmpl   \n",
       "8       90000  Diesel  Individual       Manual   First Owner   23.59 kmpl   \n",
       "9      169000  Diesel  Individual       Manual   First Owner    20.0 kmpl   \n",
       "10      68000  Diesel  Individual       Manual  Second Owner   19.01 kmpl   \n",
       "11     100000  Petrol  Individual       Manual  Second Owner    17.3 kmpl   \n",
       "12     140000  Diesel  Individual       Manual  Second Owner    19.3 kmpl   \n",
       "13      80000  Petrol  Individual       Manual  Second Owner          NaN   \n",
       "14      90000  Petrol  Individual       Manual  Second Owner    18.9 kmpl   \n",
       "15      40000  Petrol  Individual       Manual   First Owner   18.15 kmpl   \n",
       "16      70000  Diesel  Individual       Manual  Second Owner   24.52 kmpl   \n",
       "17      53000  Diesel  Individual       Manual  Second Owner    23.0 kmpl   \n",
       "18      80000  Petrol  Individual       Manual  Second Owner    19.7 kmpl   \n",
       "19     100000  Diesel  Individual       Manual   First Owner   22.54 kmpl   \n",
       "20     100000  Diesel  Individual       Manual  Second Owner    21.0 kmpl   \n",
       "21      50000  Diesel  Individual       Manual   First Owner    25.5 kmpl   \n",
       "22      40000  Diesel  Individual       Manual   First Owner   26.59 kmpl   \n",
       "23      72000  Diesel  Individual       Manual   First Owner    21.5 kmpl   \n",
       "24      35000  Petrol  Individual       Manual   First Owner    20.3 kmpl   \n",
       "25      45000  Petrol  Individual       Manual   First Owner    21.4 kmpl   \n",
       "26      28000  Petrol  Individual       Manual   First Owner    24.7 kmpl   \n",
       "27      70000  Diesel  Individual       Manual   First Owner    18.2 kmpl   \n",
       "28     120000  Petrol  Individual       Manual   First Owner    18.9 kmpl   \n",
       "29      25000  Petrol  Individual       Manual   First Owner    16.8 kmpl   \n",
       "30      70000  Diesel  Individual       Manual   First Owner    24.3 kmpl   \n",
       "31      50000  Petrol  Individual       Manual  Second Owner          NaN   \n",
       "32      35000  Petrol  Individual       Manual  Second Owner    14.0 kmpl   \n",
       "33       2388  Petrol  Individual       Manual   First Owner    18.6 kmpl   \n",
       "34      16200  Diesel  Individual       Manual   First Owner    24.3 kmpl   \n",
       "35      10000     CNG  Individual       Manual  Second Owner  33.44 km/kg   \n",
       "36      15000  Petrol  Individual       Manual   First Owner   23.95 kmpl   \n",
       "37       5000  Petrol  Individual       Manual   First Owner    17.0 kmpl   \n",
       "38      42000  Petrol  Individual       Manual   First Owner   20.63 kmpl   \n",
       "39      60000  Diesel  Individual       Manual  Second Owner   13.93 kmpl   \n",
       "40      76000  Petrol  Individual       Manual   First Owner    16.1 kmpl   \n",
       "41       5000  Petrol  Individual    Automatic   First Owner    16.0 kmpl   \n",
       "42      28900  Petrol      Dealer       Manual   First Owner    17.8 kmpl   \n",
       "43      86300  Petrol      Dealer       Manual   First Owner    16.8 kmpl   \n",
       "44      23300  Petrol      Dealer    Automatic   First Owner    18.5 kmpl   \n",
       "45      32600  Diesel      Dealer       Manual   First Owner    24.3 kmpl   \n",
       "46      10300  Petrol      Dealer       Manual   First Owner   23.95 kmpl   \n",
       "47      77000  Diesel      Dealer       Manual   First Owner   12.55 kmpl   \n",
       "48      99000  Diesel      Dealer       Manual   First Owner   12.99 kmpl   \n",
       "49      27800  Diesel      Dealer    Automatic  Second Owner    14.8 kmpl   \n",
       "\n",
       "     engine   max_power                    torque  seats  \n",
       "0   1248 CC      74 bhp            190Nm@ 2000rpm    5.0  \n",
       "1   1498 CC  103.52 bhp       250Nm@ 1500-2500rpm    5.0  \n",
       "2   1497 CC      78 bhp     12.7@ 2,700(kgm@ rpm)    5.0  \n",
       "3   1396 CC      90 bhp  22.4 kgm at 1750-2750rpm    5.0  \n",
       "4   1298 CC    88.2 bhp     11.5@ 4,500(kgm@ rpm)    5.0  \n",
       "5   1197 CC   81.86 bhp         113.75nm@ 4000rpm    5.0  \n",
       "6   1061 CC    57.5 bhp      7.8@ 4,500(kgm@ rpm)    5.0  \n",
       "7    796 CC      37 bhp             59Nm@ 2500rpm    4.0  \n",
       "8   1364 CC    67.1 bhp       170Nm@ 1800-2400rpm    5.0  \n",
       "9   1399 CC    68.1 bhp            160Nm@ 2000rpm    5.0  \n",
       "10  1461 CC  108.45 bhp            248Nm@ 2250rpm    5.0  \n",
       "11   993 CC      60 bhp             78Nm@ 4500rpm    5.0  \n",
       "12  1248 CC    73.9 bhp            190Nm@ 2000rpm    5.0  \n",
       "13      NaN         NaN                       NaN    NaN  \n",
       "14  1061 CC      67 bhp             84Nm@ 3500rpm    5.0  \n",
       "15  1198 CC      82 bhp       115Nm@ 3500-3600rpm    5.0  \n",
       "16  1248 CC    88.5 bhp            200Nm@ 1750rpm    7.0  \n",
       "17  1396 CC      90 bhp  22.4 kgm at 1750-2750rpm    5.0  \n",
       "18   796 CC    46.3 bhp             62Nm@ 3000rpm    5.0  \n",
       "19  1396 CC   88.73 bhp     219.7Nm@ 1500-2750rpm    5.0  \n",
       "20  1461 CC    64.1 bhp            160Nm@ 2000rpm    5.0  \n",
       "21  1498 CC    98.6 bhp            200Nm@ 1750rpm    5.0  \n",
       "22  1248 CC      74 bhp            190Nm@ 2000rpm    5.0  \n",
       "23  1248 CC    88.8 bhp            200Nm@ 1750rpm    5.0  \n",
       "24  1199 CC   83.81 bhp            114Nm@ 3500rpm    5.0  \n",
       "25  1197 CC    83.1 bhp            115Nm@ 4000rpm    5.0  \n",
       "26   796 CC    47.3 bhp             69Nm@ 3500rpm    5.0  \n",
       "27  1248 CC    73.8 bhp          172.5Nm@ 1750rpm    7.0  \n",
       "28  1061 CC      67 bhp             84Nm@ 3500rpm    5.0  \n",
       "29   796 CC    34.2 bhp             59Nm@ 2500rpm    8.0  \n",
       "30  1248 CC    88.5 bhp            200Nm@ 1750rpm    5.0  \n",
       "31      NaN         NaN                       NaN    NaN  \n",
       "32   796 CC      35 bhp           6.1kgm@ 3000rpm    5.0  \n",
       "33  1197 CC   81.83 bhp          114.7Nm@ 4000rpm    5.0  \n",
       "34  1248 CC    88.5 bhp            200Nm@ 1750rpm    5.0  \n",
       "35   796 CC    40.3 bhp             60Nm@ 3500rpm    4.0  \n",
       "36   998 CC    67.1 bhp             90Nm@ 3500rpm    5.0  \n",
       "37  1591 CC   121.3 bhp            151Nm@ 4850rpm    5.0  \n",
       "38  1198 CC      67 bhp            104Nm@ 4000rpm    5.0  \n",
       "39  2179 CC  138.03 bhp       320Nm@ 1700-2700rpm    7.0  \n",
       "40   796 CC      37 bhp             59Nm@ 2500rpm    4.0  \n",
       "41  1368 CC  160.77 bhp       250Nm@ 1750-2500rpm    5.0  \n",
       "42  1497 CC   117.3 bhp            145Nm@ 4600rpm    5.0  \n",
       "43  1497 CC   116.3 bhp            146Nm@ 4800rpm    5.0  \n",
       "44  1197 CC   83.14 bhp            115Nm@ 4000rpm    5.0  \n",
       "45  1248 CC    88.5 bhp            200Nm@ 1750rpm    5.0  \n",
       "46   998 CC   67.05 bhp             90Nm@ 3500rpm    5.0  \n",
       "47  2982 CC   168.5 bhp       343Nm@ 1400-3400rpm    7.0  \n",
       "48  2494 CC     100 bhp       200Nm@ 1400-3400rpm    7.0  \n",
       "49  2143 CC   120.7 bhp       200Nm@ 1250-4000rpm    5.0  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Realizamos lectura de los Datos para el análisis exploratorio\n",
    "\n",
    "df.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "cb9321e1-0902-4366-a19c-07a89d41bbae",
   "metadata": {
    "scrolled": true
   },
   "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>year</th>\n",
       "      <th>selling_price</th>\n",
       "      <th>km_driven</th>\n",
       "      <th>seats</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>8128.000000</td>\n",
       "      <td>8.128000e+03</td>\n",
       "      <td>8.128000e+03</td>\n",
       "      <td>7907.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2013.804011</td>\n",
       "      <td>6.382718e+05</td>\n",
       "      <td>6.981951e+04</td>\n",
       "      <td>5.416719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4.044249</td>\n",
       "      <td>8.062534e+05</td>\n",
       "      <td>5.655055e+04</td>\n",
       "      <td>0.959588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1983.000000</td>\n",
       "      <td>2.999900e+04</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2011.000000</td>\n",
       "      <td>2.549990e+05</td>\n",
       "      <td>3.500000e+04</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2015.000000</td>\n",
       "      <td>4.500000e+05</td>\n",
       "      <td>6.000000e+04</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2017.000000</td>\n",
       "      <td>6.750000e+05</td>\n",
       "      <td>9.800000e+04</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2020.000000</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>2.360457e+06</td>\n",
       "      <td>14.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              year  selling_price     km_driven        seats\n",
       "count  8128.000000   8.128000e+03  8.128000e+03  7907.000000\n",
       "mean   2013.804011   6.382718e+05  6.981951e+04     5.416719\n",
       "std       4.044249   8.062534e+05  5.655055e+04     0.959588\n",
       "min    1983.000000   2.999900e+04  1.000000e+00     2.000000\n",
       "25%    2011.000000   2.549990e+05  3.500000e+04     5.000000\n",
       "50%    2015.000000   4.500000e+05  6.000000e+04     5.000000\n",
       "75%    2017.000000   6.750000e+05  9.800000e+04     5.000000\n",
       "max    2020.000000   1.000000e+07  2.360457e+06    14.000000"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Análisis exploratorio de los datos\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "f8175d56-e4d3-4be7-81af-696bca99d829",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "962905f7-e79b-4f8c-a80e-60f7fc338c1a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                 name  year  selling_price  km_driven    fuel  \\\n",
      "132                     Lexus ES 300h  2019        5150000      20000  Petrol   \n",
      "136   Mercedes-Benz S-Class S 350 CDI  2017        6000000      37000  Diesel   \n",
      "139        BMW X4 M Sport X xDrive20d  2019        5800000       7500  Diesel   \n",
      "148   Mercedes-Benz S-Class S 350 CDI  2017        5850000      47000  Diesel   \n",
      "170     Volvo XC90 T8 Excellence BSIV  2017       10000000      30000  Petrol   \n",
      "...                               ...   ...            ...        ...     ...   \n",
      "7757    BMW 5 Series 520d Luxury Line  2019        5200000      10000  Diesel   \n",
      "7859                    Lexus ES 300h  2019        5150000      20000  Petrol   \n",
      "7872       BMW X4 M Sport X xDrive20d  2019        5400000       7500  Diesel   \n",
      "7873       BMW X4 M Sport X xDrive20d  2019        5500000       8500  Diesel   \n",
      "7930    Volvo S90 D4 Inscription BSIV  2019        5500000      17000  Diesel   \n",
      "\n",
      "     seller_type transmission        owner     mileage   engine   max_power  \\\n",
      "132       Dealer    Automatic  First Owner  22.37 kmpl  2487 CC  214.56 bhp   \n",
      "136       Dealer    Automatic  First Owner   13.5 kmpl  2987 CC  254.79 bhp   \n",
      "139       Dealer    Automatic  First Owner  16.78 kmpl  1995 CC     190 bhp   \n",
      "148       Dealer    Automatic  First Owner   13.5 kmpl  2987 CC     282 bhp   \n",
      "170   Individual    Automatic  First Owner   42.0 kmpl  1969 CC     400 bhp   \n",
      "...          ...          ...          ...         ...      ...         ...   \n",
      "7757      Dealer    Automatic  First Owner  18.12 kmpl  1995 CC     190 bhp   \n",
      "7859      Dealer    Automatic  First Owner  22.37 kmpl  2487 CC  214.56 bhp   \n",
      "7872      Dealer    Automatic  First Owner  16.78 kmpl  1995 CC     190 bhp   \n",
      "7873      Dealer    Automatic  First Owner  16.78 kmpl  1995 CC     190 bhp   \n",
      "7930  Individual    Automatic  First Owner   18.0 kmpl  1969 CC     190 bhp   \n",
      "\n",
      "                   torque  seats  \n",
      "132   202Nm@ 3600-5200rpm    5.0  \n",
      "136   620Nm@ 1600-2400rpm    5.0  \n",
      "139   400Nm@ 1750-2500rpm    5.0  \n",
      "148        490Nm@ 1600rpm    5.0  \n",
      "170        640Nm@ 1740rpm    4.0  \n",
      "...                   ...    ...  \n",
      "7757  400Nm@ 1750-2500rpm    5.0  \n",
      "7859  202Nm@ 3600-5200rpm    5.0  \n",
      "7872  400Nm@ 1750-2500rpm    5.0  \n",
      "7873  400Nm@ 1750-2500rpm    5.0  \n",
      "7930                400Nm    5.0  \n",
      "\n",
      "[117 rows x 13 columns]\n"
     ]
    }
   ],
   "source": [
    "# Comprobando si hay valores atípicos en el dataset\n",
    "print(df[df.selling_price > 5000000])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6307e0eb-491b-4196-b645-42a874b816bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7be0d4b5-54db-46a5-bc10-e0c669ea4018",
   "metadata": {},
   "source": [
    "## 2. Preprocesar los datos limpiándolos, tratando valores faltantes y transformándolos según sea necesario"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "3d06cfe8-c228-41aa-af4b-a2ded37df428",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 8128 entries, 0 to 8127\n",
      "Data columns (total 13 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   name           8128 non-null   object \n",
      " 1   year           8128 non-null   int64  \n",
      " 2   selling_price  8128 non-null   int64  \n",
      " 3   km_driven      8128 non-null   int64  \n",
      " 4   fuel           8128 non-null   object \n",
      " 5   seller_type    8128 non-null   object \n",
      " 6   transmission   8128 non-null   object \n",
      " 7   owner          8128 non-null   object \n",
      " 8   mileage        7907 non-null   object \n",
      " 9   engine         7907 non-null   object \n",
      " 10  max_power      7913 non-null   object \n",
      " 11  torque         7906 non-null   object \n",
      " 12  seats          7907 non-null   float64\n",
      "dtypes: float64(1), int64(3), object(9)\n",
      "memory usage: 825.6+ KB\n"
     ]
    }
   ],
   "source": [
    "df.head()\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "548e88a0-fda4-46ad-8277-114be724c69c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jRmHjxo3Q6XRW348l0rC9MWPG4JNPPsHJkycVvd6azp0746qrrjLZNn78eFRWVmL37t0WX1NTU4PvvvsOt9xyCyIjIxtd3zU1NSZDucxptVpMmTIF69atQ1FREQDgyJEjyMnJwcMPP2x1CKKj9Xb0vnDx4kX8+OOPGDNmDJo3b263ThLpvJ8wYQK02j8fvaKjo3Hbbbdh+/btuHjxotXXf//991bfnyPvw5rhw4cjKSkJH374oWHb119/jVOnTplkcV23bh0GDhyIli1bmhxn+PDhAIAff/zRZL8jR45EUFCQ4Wel9/I9e/bgpptuQrNmzRAUFISQkBBMnDgROp0Ov//+u6x9ELlCQAdS1dXVuOqqqzB//nyHXv/UU0+huLjY5F9GRgb++te/qlxT8nZLlizBzp07sWHDBjz44IM4cOAAxo0bZ/i9ND/pqaeeQkhIiMm/hx9+GABw9uxZq/sfP3485s+fjwceeABff/01duzYgZ07d6J58+a4dOmSodyZM2cUTx4/d+4chBBITk5u9LuWLVsCAMrKyky2N2vWzOTnsLAwADCpizlHPgNHjmPO/H1J9bj99tsb1WPevHkQQqC8vNzq/uR8xmVlZUhKSmr08JeYmIjg4GC7nyfQ8F6N3+fKlStx991347333kOfPn0QHx+PiRMnoqSkxGZdbImPjzf5OTQ01Ob2mpoaAA3vLzg4uNGDpEajQVJSUqP3Z0z6XVJSUqPfmW87ffo0zp8/j9DQ0EZ/q5KSEpvXjDSHytbfypFzX8lnJn1exqy977q6ukbz0OwZMGAAVq9ejfr6ekycOBGtWrVCZmYmli9frmg/cusINP48JGVlZaivr8f//ve/Rn+rESNGALB9jwOA++67DxEREVi4cCGAhnkxERERspdhUFJvR+8L586dg06nU3yflY5v7VzT6/U2s7xK9xRr70/p+7AmODgYEyZMwKpVqwzzHRcvXozk5GTccMMNJsdZu3Zto2N07twZgLr38qKiImRlZeHkyZN44403sGnTJuzcudMwp0rJ9wGR2gI6ddXw4cMNrSeW1NXV4T//+Q8++ugjnD9/HpmZmZg3b55h0nZ0dLRJK+Yvv/yC/Px8w5cABY5OnToZEkwMHDgQOp0O7733Hj777DPcfvvtSEhIAABMmzYNt956q8V9XHnllRa3V1RUYN26dZgxYwaeeeYZw/ba2tpGX4jNmzfHiRMnFNW9adOm0Gq1KC4ubvQ7KbGDVH9nOPMZOMM8mJHq8b///c9qVq0WLVpY3Z+cz7hZs2b46aefIIQwOX5paSnq6+sd+jwTEhLw+uuv4/XXX0dRURHWrFmDZ555BqWlpcjJyQEAhIeHN0pmATQ81KjxN5Q0a9YM9fX1OHPmjEkwJYRASUmJoafE2msBWAwAzbdJSUak92fOuBfPnFQvW38rd537xqy979DQUMP3ia2/o7nRo0dj9OjRqK2txfbt2zF37lyMHz8eaWlp6NOnj6p1BCwH/UDDZyn15D3yyCMWy6Snp9s8blxcnKGx4KmnnsKHH36I8ePHo0mTJqrX29H7gk6nQ1BQkOL7rHR8a+eaVqtF06ZNbb5e7jUDOH5/AxoSk7z88stYsWIF7rjjDqxZswaPP/64SY9SQkICunbtiueff97iPqSGCDWsXr0a1dXV+OKLL5CammrYbimlP5G7BXSPlD333nsvtmzZghUrVmDfvn3461//imHDhlldaPW9995Dhw4dkJWV5eaakrd56aWX0LRpUzz77LPQ6/W48sorccUVV+CXX37B1VdfbfGftYdCjUYDIYShBU/y3nvvNRoKNHz4cHz//fc2hwmai4qKwrXXXosvvvjCpGVPr9dj2bJlaNWqFTp06KDg3VvmzGdgi3nPjT39+vVDkyZNkJ+fb7UeUi+DJcOHD8fvv/9uGN5myfXXX48LFy40Gi4sZaa7/vrrZdfXkjZt2mDKlCkYMmSIyZCltLQ07Nu3z6Ts77//ruh8kEOq/7Jly0y2f/7556iurrb5/q688kokJydj+fLlJhnajh07hq1bt5qUvfHGG1FWVgadTmfx72Qr8O7QoQPatWuHDz74wGJQArjv3Df2xRdfmPRUVVVVYe3atcjKyjI8qKalpaG0tNQk62ddXR2+/vprq/sNCwvDddddh3nz5gFoGAolbQeUtdrv378fv/zyi8m2jz/+GDExMVbXRYqMjMTAgQOxZ88edO3a1eLfy1oQZuzRRx/F2bNncfvtt+P8+fOYMmWKS+stkXtfiIiIwHXXXYdPP/3Ubg+bsSuvvBIpKSn4+OOPTc776upqfP7554ZMftYMHDjQ6vtz5H3Y0qlTJ1x77bX48MMP8fHHH6O2trbRMh433ngj8vLy0K5dO4vHcCSQsnauSkGv8XegEAKLFi1SfAwitQV0j5QtR44cwfLly3HixAnDDeGpp55CTk4OPvzwQ7zwwgsm5Wtra/HRRx+Z9BhQ4GratCmmTZuGf/7zn/j4449x11134Z133sHw4cNxww034J577kFKSgrKy8tx4MAB7N69G59++qnFfcXGxmLAgAF4+eWXkZCQgLS0NPz44494//33G7XUzp49G1999RUGDBiAf/3rX+jSpQvOnz+PnJwcPPHEE+jYsaPFY8ydOxdDhgzBwIED8dRTTyE0NBRvv/028vLysHz5clnzE+Rw9DOwpUuXLlixYgVWrlyJtm3bIjw8HF26dLFaPjo6Gv/73/9w9913o7y8HLfffjsSExNx5swZ/PLLLzhz5gwWLFhg9fWPP/44Vq5cidGjR+OZZ55Br169cOnSJfz444+48cYbMXDgQEycOBFvvfUW7r77bhQWFqJLly7YvHkzXnjhBYwYMcLm/CpLKioqMHDgQIwfPx4dO3ZETEwMdu7ciZycHJPevQkTJuCuu+7Cww8/jNtuuw3Hjh3DSy+9pGguhxxDhgzBDTfcgKeffhqVlZXo168f9u3bhxkzZqB79+6YMGGC1ddqtVrMmTMHDzzwAG655RZMmjQJ58+fx8yZMxsNUxo7diw++ugjjBgxAo899hh69eqFkJAQnDhxAt9//z1Gjx6NW265xeqx3nrrLYwaNQq9e/fG1KlT0aZNGxQVFeHrr7/GRx99BMB9574kKCgIQ4YMwRNPPAG9Xo958+ahsrLSZCHSO+64A88++yzGjh2Lf/zjH6ipqcGbb77ZqOHk2WefxYkTJ3D99dejVatWOH/+PN544w2EhITguuuuAwC0a9cOERER+Oijj9CpUydER0ejZcuWNh90W7ZsiZtuugkzZ85EcnIyli1bhtzcXMybN8/mw/4bb7yB/v37IysrCw899BDS0tJQVVWFw4cPY+3atTYbHyQdOnTAsGHD8NVXX6F///6N5gTZ4mi9AWX3hVdffRX9+/fHtddei2eeeQbt27fH6dOnsWbNGrzzzjsWG4S0Wi1eeukl3Hnnnbjxxhvx4IMPora2Fi+//DLOnz+PF1980Wb9Hn/8cXzwwQcYOXIknnvuObRo0QIfffSRyZILSt+HLffddx8efPBBnDp1Cn379m3UaDF79mzk5uaib9++ePTRR3HllVeipqYGhYWFyM7OxsKFCxUPf5Tu2/PmzcPw4cMRFBSErl27YsiQIQgNDcW4cePwz3/+EzU1NViwYIFXLnhPAchDSS68DgCxatUqw8+ffPKJACCioqJM/gUHB4sxY8Y0ev3HH38sgoOD7WYtI/9iLf25EA0psNu0aSOuuOIKQ7aiX375RYwZM0YkJiaKkJAQkZSUJAYNGiQWLlxoeJ2lrH0nTpwQt912m2jatKmIiYkRw4YNE3l5eRaztB0/flzcd999IikpSYSEhIiWLVuKMWPGiNOnTwshLGfbEkKITZs2iUGDBomoqCgREREhevfuLdauXSvr/crJNCiR8xkoOU5hYaEYOnSoiImJMaT0Ni776aefWqzHjz/+KEaOHCni4+NFSEiISElJESNHjrRa3ti5c+fEY489Jtq0aSNCQkJEYmKiGDlypDh48KChTFlZmZg8ebJITk4WwcHBIjU1VUybNq1RanAA4pFHHml0DOO/bU1NjZg8ebLo2rWriI2NFREREeLKK68UM2bMMGQjE6IhLflLL70k2rZtK8LDw8XVV18tNmzYYDVrn/l7tfa5S9ndjFPtX7p0STz99NMiNTVVhISEiOTkZPHQQw+Jc+fO2f38hBDivffeE1dccYUIDQ0VHTp0EB988IHFbHWXL18Wr7zyirjqqqtEeHi4iI6OFh07dhQPPvigOHTokN3jbNu2TQwfPlzExcWJsLAw0a5dOzF16lSTMs6c+5Y+GyEaMu9FRUUZfpauu3nz5olZs2aJVq1aidDQUNG9e3fx9ddfN6p3dna26Natm4iIiBBt27YV8+fPb5Rlb926dWL48OEiJSVFhIaGisTERDFixIhGqbSXL18uOnbsKEJCQgQAMWPGDJO6G0tNTRUjR44Un332mejcubMIDQ0VaWlpjbISWruPFBQUiPvuu0+kpKSIkJAQ0bx5c9G3b1/x3HPPNXqP1ixevFgAMEk/b4/ceqt1X8jPzxd//etfRbNmzURoaKho06aNuOeeewzXt7V74urVq8W1114rwsPDRVRUlLj++uvFli1bZL3H/Px8MWTIEBEeHi7i4+PF/fffb0gbb34cZ+5vQjSkzo+IiBAAxKJFiyyWOXPmjHj00UdFenq6CAkJEfHx8aJnz57i3//+t7hw4YIQ4s/zxDgFvcT4XBRCiNraWvHAAw+I5s2bC41GIwCIgoICIYQQa9euNdwDUlJSxD/+8Q/x1Vdfyf7eIXIVjRBmq98FKI1Gg1WrVuHmm28G0DCx+84778T+/ftNxgUDDS0+5i2n0sJ3q1atcleViYiI/I6Uxa6wsBAhISGyXpOWlobMzMxGC1kTEbkSh/ZZ0b17d+h0OpSWltqd81RQUIDvv/8ea9ascVPtiIiI/EdtbS12796NHTt2YNWqVXj11VdlB1FERJ4S0IHUhQsXcPjwYcPPBQUF2Lt3L+Lj49GhQwfceeedmDhxIv773/+ie/fuOHv2LDZs2IAuXboY0rkCwAcffIDk5GSbGQCJiIjIsuLiYvTt2xexsbF48MEH8fe//93TVSIisiugh/b98MMPGDhwYKPtd999NxYvXozLly/jueeew5IlS3Dy5Ek0a9YMffr0waxZswyTIvV6PVJTUzFx4kSraUCJiIiIiMi/BHQgRURERERE5AiuI0VERERERKQQAykiIiIiIiKFAi7ZhF6vx6lTpxATE6P6QotEREREROQ7hBCoqqpCy5YtodUq62MKuEDq1KlTaN26taerQUREREREXuL48eNo1aqVotcEXCAVExMDoOHDio2N9XBtiIiIiIjIUyorK9G6dWtDjKBEwAVS0nC+2NhYBlJEREREROTQlB8mmyAiIiIiIlKIgRQREREREZFCDKSIiIiIiIgUYiBFRERERESkEAMpIiIiIiIihRhIERERERERKcRAioiIiIiISCEGUkRERERERAoxkCIiIiIiIlKIgRQREREREZFCDKSIiIiIiIgUYiBFRERERESkEAMpIiIiIiIihYI9XQEiIiV0eoEdBeUorapBYkw4eqXHI0ir8XS1iIiIKMB4tEdq48aNGDVqFFq2bAmNRoPVq1fbfc2PP/6Inj17Ijw8HG3btsXChQtdX1Ei8go5ecXoP28Dxi3ajsdW7MW4RdvRf94G5OQVe7pqREREFGA8GkhVV1fjqquuwvz582WVLygowIgRI5CVlYU9e/bgX//6Fx599FF8/vnnLq4pEXlaTl4xHlq2G8UVNSbbSypq8NCy3QymiIiIyK08OrRv+PDhGD58uOzyCxcuRJs2bfD6668DADp16oSff/4Zr7zyCm677TYX1ZKIPE2nF5i1Nh/Cwu8EAA2AWWvzMSQjicP8iIiIyC18KtnEtm3bMHToUJNtN9xwA37++WdcvnzZ4mtqa2tRWVlp8o+IfMuOgvJGPVHGBIDiihrsKCh3X6WIiIgooPlUIFVSUoIWLVqYbGvRogXq6+tx9uxZi6+ZO3cu4uLiDP9at27tjqoSkYpKq6wHUY6UIyIiInKWTwVSAKDRmA7bEUJY3C6ZNm0aKioqDP+OHz/u8joSkboSY8JVLUdERETkLJ9Kf56UlISSkhKTbaWlpQgODkazZs0sviYsLAxhYWHuqB4RuUiv9Hgkx4WjpKLG4jwpDYCkuIZU6ERERETu4FM9Un369EFubq7Jtm+++QZXX301QkJCPFQrInK1IK0GM0ZlAGgImoxJP88YlcFEE0REROQ2Hg2kLly4gL1792Lv3r0AGtKb7927F0VFRQAahuVNnDjRUH7y5Mk4duwYnnjiCRw4cAAffPAB3n//fTz11FOeqD4RudGwzGQsuKsHkuJMh+8lxYVjwV09MCwz2UM1IyIiokCkEdIkIw/44YcfMHDgwEbb7777bixevBj33HMPCgsL8cMPPxh+9+OPP2Lq1KnYv38/WrZsiaeffhqTJ0+WfczKykrExcWhoqICsbGxarwNInIjnV5gR0E5SqtqkBjTMJyPPVFERETkCGdiA48GUp7AQIqIiIiIiADnYgOfmiNFRERERETkDRhIERERERERKcRAioiIiIiISCEGUkRERERERAoxkCIiIiIiIlKIgRQREREREZFCDKSIiIiIiIgUYiBFRERERESkEAMpIiIiIiIihRhIERERERERKcRAioiIiIiISCEGUkRERERERAoxkCIiIiIiIlKIgRQREREREZFCDKSIiIiIiIgUYiBFRERERESkEAMpIiIiIiIihRhIERERERERKcRAioiIiIiISCEGUkRERERERAoxkCIiIiIiIlKIgRQREREREZFCDKSIiIiIiIgUYiBFRERERESkEAMpIiIiIiIihRhIERERERERKcRAioiIiIiISCEGUkRERERERAoxkCIiIiIiIlKIgRQREREREZFCDKSIiIiIiIgUYiBFRERERESkEAMpIiIiIiIihRhIERERERERKcRAioiIiIiISCEGUkRERERERAoxkCIiIiIiIlKIgRQREREREZFCDKSIiIiIiIgUYiBFRERERESkEAMpIiIiIiIihRhIERERERERKcRAioiIiIiISCEGUkRERERERAoxkCIiIiIiIlKIgRQREREREZFCDKSIiIiIiIgUYiBFRERERESkEAMpIiIiIiIihRhIERERERERKcRAioiIiIiISCEGUkRERERERAoxkCIiIiIiIlKIgRQREREREZFCDKSIiIiIiIgUYiBFRERERESkEAMpIiIiIiIihRhIERERERERKcRAioiIiIiISCEGUkRERERERAoxkCIiIiIiIlKIgRQREREREZFCDKSIiIiIiIgUYiBFRERERESkEAMpIiIiIiIihRhIERERERERKcRAioiIiIiISCEGUkRERERERAoxkCIiIiIiIlKIgRQREREREZFCDKSIiIiIiIgUYiBFRERERESkEAMpIiIiIiIihTweSL399ttIT09HeHg4evbsiU2bNtks/9FHH+Gqq65CZGQkkpOTce+996KsrMxNtSUiIiIiIvJwILVy5Uo8/vjj+Pe//409e/YgKysLw4cPR1FRkcXymzdvxsSJE3H//fdj//79+PTTT7Fz50488MADbq45EREREREFMo8GUq+++iruv/9+PPDAA+jUqRNef/11tG7dGgsWLLBYfvv27UhLS8Ojjz6K9PR09O/fHw8++CB+/vlnN9eciIiIiIgCmccCqbq6OuzatQtDhw412T506FBs3brV4mv69u2LEydOIDs7G0IInD59Gp999hlGjhxp9Ti1tbWorKw0+UdEREREROQMjwVSZ8+ehU6nQ4sWLUy2t2jRAiUlJRZf07dvX3z00Ue44447EBoaiqSkJDRp0gT/+9//rB5n7ty5iIuLM/xr3bq1qu+DiIiIiIgCj8eTTWg0GpOfhRCNtkny8/Px6KOP4tlnn8WuXbuQk5ODgoICTJ482er+p02bhoqKCsO/48ePq1p/IiIiIiIKPMGeOnBCQgKCgoIa9T6VlpY26qWSzJ07F/369cM//vEPAEDXrl0RFRWFrKwsPPfcc0hOTm70mrCwMISFhan/BoiIiIiIKGB5rEcqNDQUPXv2RG5ursn23Nxc9O3b1+JrLl68CK3WtMpBQUEAGnqyiIiIiIiI3MGjQ/ueeOIJvPfee/jggw9w4MABTJ06FUVFRYahetOmTcPEiRMN5UeNGoUvvvgCCxYswNGjR7FlyxY8+uij6NWrF1q2bOmpt0FERERERAHGY0P7AOCOO+5AWVkZZs+ejeLiYmRmZiI7OxupqakAgOLiYpM1pe655x5UVVVh/vz5ePLJJ9GkSRMMGjQI8+bN89RbICIiIiKiAKQRATYmrrKyEnFxcaioqEBsbKynq0NERERERB7iTGzg8ax9REREREREvoaBFBERERERkUIMpIiIiIiIiBRiIEVERERERKQQAykiIiIiIiKFGEgREREREREpxECKiIiIiIhIIQZSRERERERECjGQIiIiIiIiUoiBFBERERERkUIMpIiIiIiIiBRiIEVERERERKQQAykiIiIiIiKFGEgREREREREpxECKiIiIiIhIIQZSRERERERECjGQIiIiIiIiUoiBFBERERERkUIMpIiIiIiIiBRiIEVERERERKQQAykiIiIiIiKFGEgREREREREpFOzpChARERGR79PpBXYUlKO0qgaJMeHolR6PIK3G09UichkGUkRERETklJy8Ysxam4/iihrDtuS4cMwYlYFhmckerBmR63BoHxERERE5LCevGA8t220SRAFASUUNHlq2Gzl5xR6qGZFrMZAiIiIiIofo9AKz1uZDWPidtG3W2nzo9JZKEPk2BlJERERE5JAdBeWNeqKMCQDFFTXYUVDuvkoRuQkDKSIiIiJySGmV9SDKkXJEvoSBFBERERE5JDEmXNVyRL6EgRQREREROaRXejyS48JhLcm5Bg3Z+3qlx7uzWkRuwUCKiIiIiBwSpNVgxqgMAGgUTEk/zxiVwfWkyC8xkCIiIiIihw3LTMaCu3ogKc50+F5SXDgW3NWD60iR3+KCvERERETklGGZyRiSkYQdBeUorapBYkzDcD72RJE/YyBFRERERE4L0mrQp10zT1eDyG04tI+IiIiIiEghBlJEREREREQKMZAiIiIiIiJSiIEUERERERGRQgykiIiIiIiIFGIgRUREREREpBADKSIiIiIiIoUYSBERERERESnEQIqIiIiIiEghBlJEREREREQKMZAiIiIiIiJSiIEUERERERGRQgykiIiIiIiIFGIgRUREREREpBADKSIiIiIiIoUYSBERERERESkU7OkKEBER+TKdXmBHQTlKq2qQGBOOXunxCNJqPF0tIiJyMQZSREREDsrJK8astfkorqgxbEuOC8eMURkYlpnswZoREZGrcWgfERGRA3LyivHQst0mQRQAlFTU4KFlu5GTV+yhmhERkTswkCIiIlJIpxeYtTYfwsLvpG2z1uZDp7dUgoiI/AEDKSIiIoV2FJQ36okyJgAUV9RgR0G5+ypFRERuxUCKiIhIodIq60GUI+WIiMj3MJAiIiJSKDEmXNVyRETkexhIERERKdQrPR7JceGwluRcg4bsfb3S491ZLSIiciMGUkRERAoFaTWYMSoDABoFU9LPM0ZlcD0pIiI/xkCKiIjIAcMyk7Hgrh5IijMdvpcUF44Fd/XgOlJERH6OC/ISERE5aFhmMoZkJGFHQTlKq2qQGNMwnI89UURE/o+BFBERkROCtBr0adfM09UgIiI349A+IiIiIiIihdgjRURE5ASdXnBoHxFRAGIgRURE5KCcvGLMWpuP4oo/F95NjgvHjFEZTDZBROTnOLSPiIjIATl5xXho2W6TIAoASipq8NCy3cjJK/ZQzYiIyB0YSBERESmk0wvMWpsPYeF30rZZa/Oh01sqQURE/sChoX07d+7Ep59+iqKiItTV1Zn87osvvlClYkRERN5qR0F5o54oYwJAcUUNdhSUM6MfEZGfUtwjtWLFCvTr1w/5+flYtWoVLl++jPz8fGzYsAFxcXGuqCMREZFXKa2yHkQ5Uo6IiHyP4kDqhRdewGuvvYZ169YhNDQUb7zxBg4cOIAxY8agTZs2rqgjERGRV0mMCVe1HBER+R7FgdSRI0cwcuRIAEBYWBiqq6uh0WgwdepUvPvuu6pXkIiIyNv0So9Hclw4rCU516Ahe1+v9Hh3VouIiNxIcSAVHx+PqqoqAEBKSgry8vIAAOfPn8fFixfVrR0REZEXCtJqMGNUBgA0Cqakn2eMyuB6UkREfkxxsomsrCzk5uaiS5cuGDNmDB577DFs2LABubm5uP76611RRwpgl+p0eCE7H4VlF5HWLBL/GpGBiNAgT1eLiAjDMpOx4K4ejdaRSvLCdaR4LyUiUp9GCKEoN2t5eTlqamrQsmVL6PV6vPLKK9i8eTPat2+P6dOno2nTpooq8Pbbb+Pll19GcXExOnfujNdffx1ZWVlWy9fW1mL27NlYtmwZSkpK0KpVK/z73//GfffdJ+t4lZWViIuLQ0VFBWJjYxXVldxr0pKdyM0vbbR9SEYiFk28xgM1IiJqTKcX2FFQjtKqGiTGNAzn86aeKN5LiYiscyY2UBxIqWnlypWYMGEC3n77bfTr1w/vvPMO3nvvPeTn51tNXDF69GicPn0azz33HNq3b4/S0lLU19ejb9++so7JQMo3WPvil/ABgIjIPt5LiYhsc2sgFRQUhOLiYiQmJppsLysrQ2JiInQ6nex9XXvttejRowcWLFhg2NapUyfcfPPNmDt3bqPyOTk5GDt2LI4ePYr4eMcm8DKQ8n6X6nTo9GyO3XIHZg/j0BQi8jhv7ZHivZSIyD5nYgPFySasxV21tbUIDQ2VvZ+6ujrs2rULQ4cONdk+dOhQbN261eJr1qxZg6uvvhovvfQSUlJS0KFDBzz11FO4dOmS1ePU1taisrLS5B95txey81UtR0TkKjl5xeg/bwPGLdqOx1bsxbhF29F/3gbk5BV7umq8lxIRuZjsZBNvvvkmAECj0eC9995DdHS04Xc6nQ4bN25Ex44dZR/47Nmz0Ol0aNGihcn2Fi1aoKSkxOJrjh49is2bNyM8PByrVq3C2bNn8fDDD6O8vBwffPCBxdfMnTsXs2bNkl0v8rzCMnnZH+WWIyJyhZy8Yjy0bDfMmxdLKmrw0LLdWHBXD48mnOC9lIjItWQHUq+99hqAhh6phQsXIijoz2EAoaGhSEtLw8KFCxVXQKMxHf4ghGi0TaLX66HRaPDRRx8hLi4OAPDqq6/i9ttvx1tvvYWIiIhGr5k2bRqeeOIJw8+VlZVo3bq14nqS+6Q1i8SmQ/LKERF5gk4vMGttfqMgCgAEGlKgz1qbjyEZSR4b5sd7KRGRa8kOpAoKCgAAAwcOxBdffKE4O5+5hIQEBAUFNep9Ki0tbdRLJUlOTkZKSoohiAIa5lQJIXDixAlcccUVjV4TFhaGsLAwp+pK7vWvERlYur1IVjkiIk/YUVBukvLcnABQXFGDHQXl6NOumfsqZoT3UiIi11I8R+r77793OogCGnqxevbsidzcXJPtubm5VjPw9evXD6dOncKFCxcM237//XdotVq0atXK6TqRd4gIDcKQjESbZYZkJHJyNBF5TGmV9SDKkXKuwHspEZFrKV6QV6fTYfHixfjuu+9QWloKvV5v8vsNGzbI3tcTTzyBCRMm4Oqrr0afPn3w7rvvoqioCJMnTwbQMCzv5MmTWLJkCQBg/PjxmDNnDu69917MmjULZ8+exT/+8Q/cd999Fof1ke+6rUcrmyl7b+vBwNlT6ur1WLqtEMfKLyI1PhIT+qQhNFhxmwyRT0uMCVe1nKu0TYhy6vdERGSd4kDqsccew+LFizFy5EhkZmZanc8kxx133IGysjLMnj0bxcXFyMzMRHZ2NlJTUwEAxcXFKCr6c1hCdHQ0cnNz8fe//x1XX301mjVrhjFjxuC5555zuA7kfaS5B9Z4w9yDQDU3Ox+LNhVAbzQx5PnsA5iUlY5pHB5EAaRXejyS48JRUlFjcZ6UBkBSXEMqdE+pq9dj0aYCm2UWbSrAk0M7sjGEiMgBiteRSkhIwJIlSzBixAhX1cmluI6U99t2pAzjFm23W275pN4em3sQiOZm5+OdjdYfyh4cwGCKAouUtQ+ASTAlNe94Omvf+5uOYs76A3bLTR/ZCfdntXVDjYiIvI9b15EKDQ1F+/btlb6MSDZfmHsQaOS2bNfV622WIfInwzKTseCuHkiKMx2+lxQX7vEgCgCOlctLay63HBERmVI8tO/JJ5/EG2+8gfnz5zs1rI/IGl+ZexBIlm4rNBnOZ4leNJRjyzYFkmGZyRiSkYQdBeUorapBYkzDcD5vGHacGi8vrbncckREZEpxILV582Z8//33+Oqrr9C5c2eEhISY/P6LL75QrXIUmHxh7kGgYcs2kXVBWo1XDjOe0CcNz2cfsNkIotU0lCMiIuUUD+1r0qQJbrnlFlx33XVISEhAXFycyT8iZwVpNZgxqmGujXmbrvTzjFEZXtHiGyjYsk3ke0KDtZiUlW6zzKSsdCaaICJykOJkE76OySZ8R05eMWatzTdZ9DI5LhwzRmV4fO5BoKmr16Pj9K/stmwfnDOcD2VEXsZStk2tBsy2SUQE52IDhwKp+vp6/PDDDzhy5AjGjx+PmJgYnDp1CrGxsYiOjla6O7diIOVbdHrhlXMPAhGz9hH5Lq7/RkRkmVsDqWPHjmHYsGEoKipCbW0tfv/9d7Rt2xaPP/44ampqsHDhQkUVcDcGUkSOY8s2ERER+RNnYgOHFuS9+uqr8csvv6BZsz8n195yyy144IEHlO6OiHzItBEZeHJoR7ZsExERUcBzKGvfli1bEBoaarI9NTUVJ0+eVK1iROSdQoO1THFOREREAU9xIKXX66HT6RptP3HiBGJiYlSpFBF5rzXbi/Do6l8NP795cxfc1LsNAM5pI/I20jVZUlmD8gu1iI8KRVJcBK9NIiIVKJ4jdccddyAuLg7vvvsuYmJisG/fPjRv3hyjR49GmzZt8OGHH7qqrqrgHCkix6U9s97q7xbe1YNZFom8iKXMpxJem0REDdyabOLUqVMYOHAggoKCcOjQIVx99dU4dOgQEhISsHHjRiQmJiqqgLsxkCJyjK0gyhqpvXvBXT34wEbkRjl5xXho2W6Li5pLNOC1SUTk1mQTLVu2xN69e7F8+XLs3r0ber0e999/P+68805EREQo3R0R+YA124scep1Aw8ParLX5GJKRxKFERG6g0wvMWptvM4gCGq5PXptERI5THEhdvHgRkZGRuO+++3Dfffe5ok5E5GWM50QpJQAUV9RgR0E5+rRrZrc8ETlnR0G5xeF8lvDaJCJynOKcxYmJibjrrrvw9ddfQ6/Xu6JOROSHSqvkPdgRkXOUXmu8NomIHKM4kFqyZAlqa2txyy23oGXLlnjsscewc+dOV9SNiPxIYky4p6tAFBCUXmu8NomIHKM4kLr11lvx6aef4vTp05g7dy4OHDiAvn37okOHDpg9e7Yr6khEHvbmzV0cfq0GDRnCeqXHq1chIrKqV3o8kuPCIWfWE69NIiLHKQ6kJDExMbj33nvxzTff4JdffkFUVBRmzZqlZt2IyMdJD3IzRmVwMjuRmwRpNZgxKsNuOQ14bRIROcPhQKqmpgaffPIJbr75ZvTo0QNlZWV46qmn1KwbEXkJR5NNJMWFM70ykQcMy0zGgrt6IDnO8rC9ZF6bREROU5y175tvvsFHH32E1atXIygoCLfffju+/vprXHfdda6oHxH5mOWTeqO0qgaJMQ1DhtjaTeQZwzKTMSQjCTsKylFSWYPyC7WIjwpFUlwEr00iIhUoDqRuvvlmjBw5Ev/3f/+HkSNHIiQkxBX1IiIfxTTKRN4jSKvhNUlE5CKKA6mSkhLFq/4SkW978+Yusob3OZOUgoiIiMiXKJ4jxSCKKPDc1LuNrHLDrm6l2jHr6vV4f9NRPPtlHt7fdBR19Vy3joiIiLyHRgghPF0Jd6qsrERcXBwqKioYFBIplPbMepu/12qASVnpmDbCfsYwW+Zm52PRpgLoje5Oau2biIiISOJMbKB4aB8R+a9PNh/FP9cdMPz80o2dMKZ/W8PPhS+OxJrtRVaH+ekF8M7GAgBwOOCZm51v2Ifa+yYiIiJSi8Ppz4nIv6Q9s94kiAKAf6470KgXatjVrWAv2deiTQUODcWrq9dj0abGQZQa+yYiIiJSk8OB1OHDh/H111/j0qVLAIAAGyFI5FfsDdkz/v3SbYUmQ+4s0YuGckq5ct9EREREalIcSJWVlWHw4MHo0KEDRowYgeLiYgDAAw88gCeffFL1ChKRa32y+aiicsfKL8oqL7ecI69xZN9EREREalIcSE2dOhXBwcEoKipCZGSkYfsdd9yBnJwcVStHRK5nPpzPXrnU+Eg7JaGonCOvcWTfRERERGpSHEh98803mDdvHlq1Mk1zfMUVV+DYsWOqVYyIvNOEPml250hpNQ3lvGnfRERERGpSHEhVV1eb9ERJzp49i7CwMFUqRUTeKzRYi0lZ6TbLTMpKR2iw8imYrtw3ERERkZoUP40MGDAAS5YsMfys0Wig1+vx8ssvY+DAgapWjohc76UbOykuN21EBh4ckN6o90irAR4c4NxaT67cNxEREZFaFC/Im5+fj7/85S/o2bMnNmzYgJtuugn79+9HeXk5tmzZgnbt2rmqrqrggrxEjdnL2gc0rCFlrq5ej6XbCnGs/CJS4yMxoU+aar1Frtw3EREREeBcbKA4kAKAkpISLFiwALt27YJer0ePHj3wyCOPIDk5Wemu3I6BFJFltoIpS0EUERERka9zeyDlyxhIEVn3yeajJln8XrqxE8b0b+vBGhERERG5jssDqX379sneYdeuXRVVwN0YSBEREREREeBcbBAsp1C3bt2g0WgghIBG8+cMcCkGM96m0+kUVYCIiIiIiMjXyJq5XVBQgKNHj6KgoACff/450tPT8fbbb2Pv3r3Yu3cv3n77bbRr1w6ff/65q+tLRERERETkcbJ6pFJTUw3//+tf/4o333wTI0aMMGzr2rUrWrdujenTp+Pmm29WvZJERERERETeRHEu4V9//RXp6Y0XzExPT0d+fr4qlSIiIiIiIvJmigOpTp064bnnnkNNTY1hW21tLZ577jl06iRvYU8iIiIiIiJfJmton7GFCxdi1KhRaN26Na666ioAwC+//AKNRoN169apXkEiIiIiIiJv49A6UhcvXsSyZctw8OBBCCGQkZGB8ePHIyoqyhV1VBXTnxMREREREeCG9OfmIiMj8be//c2RlxIREREREfk8xXOkiIiIiIiIAh0DKSIiIiIiIoUYSBERERERESnk0BwpIiJyv7p6PZZuK8Sx8otIjY/EhD5pCA1mexgREZEnOBxI7dq1CwcOHIBGo0GnTp3Qo0cPNetFRERG5mbnY9GmAuiN8qw+n30Ak7LSMW1EhucqRkREFKAUB1KlpaUYO3YsfvjhBzRp0gRCCFRUVGDgwIFYsWIFmjdv7op6EhEFrLnZ+XhnY0Gj7XoBw3YGU0RERO6leEzI3//+d1RWVmL//v0oLy/HuXPnkJeXh8rKSjz66KOuqCMRUcCqq9dj0abGQZSxRZsKUFevd1ONiIiICHCgRyonJwfffvstOnXqZNiWkZGBt956C0OHDlW1ckTkeRdq6jF15R4UnbuENk0j8Nod3REdzumV7rJ0W6HJcD5L9KKh3P1Zbd1TKSIiIlIeSOn1eoSEhDTaHhISAr2eLaJE/uSm+Zuw70Sl4effSqqQOfNrdG0VizVTsjxYs8BxrPyiquWIiIhIHYqH9g0aNAiPPfYYTp06Zdh28uRJTJ06Fddff72qlSMizzEPooztO1GJm+ZvcnONAlNqfKSq5YiIiEgdigOp+fPno6qqCmlpaWjXrh3at2+P9PR0VFVV4X//+58r6khEbnahpt5qECXZd6ISF2rq3VSjwDWhTxq0GttltJqGckREROQ+iof2tW7dGrt370Zubi4OHjwIIQQyMjIwePBgV9SPiDxg6so9ssstuvsaF9cmsIUGazEpK91i1j7JpKx0ridFRETkZg7PGB8yZAiGDBmiZl2IyEsUnbukajlyjpTa3HwdKa0GXEeKiIjIQ2QFUm+++Sb+9re/ITw8HG+++abNskyBTuT72jSNwG8lVbLKkXtMG5GBJ4d2xNJthThWfhGp8ZGY0CeNPVFEREQeohFC2EmsC6Snp+Pnn39Gs2bNkJ6ebn1nGg2OHj2qagXVVllZibi4OFRUVCA2NtbT1SHyShdq6pE582u75fJm3sBU6EREROSznIkNZD0BFRQUWPw/Efmn6PBgdG0VazPhRNdWsQyiiIiIKGBxTAgRWbRmSha6trLcMsN1pIiIiCjQKW5Ovv3223H11VfjmWeeMdn+8ssvY8eOHfj0009VqxwRedaaKVm4UFOPqSv3oOjcJbRpGoHX7ujOnigiIiIKeLLmSBlr3rw5NmzYgC5duphs//XXXzF48GCcPn1a1QqqjXOkiIiIiIgIcC42UDy078KFCwgNDW20PSQkBJWVthfwJCIiIiIi8geKA6nMzEysXLmy0fYVK1YgI4NrmRARERERkf9TPNFh+vTpuO2223DkyBEMGjQIAPDdd99h+fLlnB9FREREREQBQXEgddNNN2H16tV44YUX8NlnnyEiIgJdu3bFt99+i+uuu84VdSQiIiIiIvIqipNN+DommyAiIiIiIsANC/KaO3/+PD777DMcPXoUTz31FOLj47F79260aNECKSkpjuySiLxM+YU6jH13K0qr6pAYE4oVf+uL+OjGiWaIiIiIApHiQGrfvn0YPHgw4uLiUFhYiAceeADx8fFYtWoVjh07hiVLlriinkTkRtc8l4szF+oMP5+/dBk9nstF8+hQ7PzPEA/WjIjINXR6gR0F5SitqkFiTDh6pccjSKvxdLWIyIspDqSeeOIJ3HPPPXjppZcQExNj2D58+HCMHz9e1coRkfuZB1HGzlyowzXP5TKYIiK/kpNXjFlr81FcUWPYlhwXjhmjMjAsM9mDNSMib6Y4/fnOnTvx4IMPNtqekpKCkpISVSpFRJ5RfqHOahAlOXOhDuV2yhAR+YqcvGI8tGy3SRAFACUVNXho2W7k5BV7qGZE5O0UB1Lh4eEWF9797bff0Lx5c1UqRUSeMfbdrbLKDX3tB9TV611cGyIi19LpBWatzYelrFvStllr86HTB1ReLiKSSXEgNXr0aMyePRuXL18GAGg0GhQVFeGZZ57BbbfdpnoFich9Sqvk9TSdrb6MjtO/wtzsfBfXiIjIdXYUlDfqiTImABRX1GBHQbn7KkVEPkNxIPXKK6/gzJkzSExMxKVLl3Ddddehffv2iImJwfPPP6+4Am+//TbS09MRHh6Onj17YtOmTbJet2XLFgQHB6Nbt26Kj0lEpsov1GHoqz+g8tJl2a/RC+CdjQUMpojIZ5VWWQ+iHClHRIFFcbKJ2NhYbN68GRs2bMDu3buh1+vRo0cPDB48WPHBV65ciccffxxvv/02+vXrh3feeQfDhw9Hfn4+2rRpY/V1FRUVmDhxIq6//nqcPn1a8XGJ6E+2kkvIsWhTAZ4c2hGhwYrbZYiIPCoxJlzVckQUWBQtyFtfX4/w8HDs3bsXmZmZTh/82muvRY8ePbBgwQLDtk6dOuHmm2/G3Llzrb5u7NixuOKKKxAUFITVq1dj7969VsvW1taitrbW8HNlZSVat27NBXmJ4HwQJZk+shPuz2qrQo2IiNxHpxfoP28DSipqLM6T0gBIigvH5qcHMRU6kZ9yZkFeRU3IwcHBSE1NhU6nU3QQS+rq6rBr1y4MHTrUZPvQoUOxdav1Ce8ffvghjhw5ghkzZsg6zty5cxEXF2f417p1a6fqTeQv5GTok+tY+UVV9kNE5E5BWg1mjMoA0BA0GZN+njEqg0EUEVmkeCzOf/7zH0ybNg3l5c5NvDx79ix0Oh1atGhhsr1FixZW06gfOnQIzzzzDD766CMEB8sblTht2jRUVFQY/h0/ftypehP5C7kZ+uRIjY9UbV9ERO40LDMZC+7qgaQ40+F7SXHhWHBXD64jRURWKZ4j9eabb+Lw4cNo2bIlUlNTERUVZfL73bt3K9qfRmPayiOEaLQNAHQ6HcaPH49Zs2ahQ4cOsvcfFhaGsLAwRXUiCgRyM/TZo9EAE/qkqbIvIiJPGJaZjCEZSdhRUI7SqhokxoSjV3o8e6KIyCbFgdTo0aMtBjpKJSQkICgoqFHvU2lpaaNeKgCoqqrCzz//jD179mDKlCkAAL1eDyEEgoOD8c0332DQoEFO14soUCTGhOK8jCx9GsDi3AFJREgQHzaIyOcFaTXo066Zp6tBRD5EcSA1c+ZMVQ4cGhqKnj17Ijc3F7fccothe25uLkaPHt2ofGxsLH799VeTbW+//TY2bNiAzz77DOnp6arUiyhQrPhbX/R4LtduOXvZaC7W6bCjoBx92jXDmu1FeHT1n9fpmzd3wU29rWfgJCIiIvJVsgOpixcv4h//+AdWr16Ny5cvY/DgwXjzzTeRkJDg8MGfeOIJTJgwAVdffTX69OmDd999F0VFRZg8eTKAhvlNJ0+exJIlS6DVahtlCkxMTER4eLgqGQSJAk18dCiaR4faTDgRHR6MCzX1dvdVWlWDtGfWN9r+6Opf8ejqX1H44kin6kpERETkbWQnm5gxYwYWL16MkSNHYuzYscjNzcVDDz3k1MHvuOMOvP7665g9eza6deuGjRs3Ijs7G6mpqQCA4uJiFBUVOXUMIrJu53+GoHl0qMXfNY8OxaIJV8vaz2Mr9tr8vaUgi4hcr65ej/c3HcWzX+bh/U1HUVev93SViIj8hux1pNq1a4fnn38eY8eOBQDs2LED/fr1Q01NDYKCglxaSTU5kyueyF+VX6jD2He3orSqDokxoVjxt76Ijw7FpTodOj2bo8oxOMyPyL3mZudj0aYC6I2+5bUaYFJWOqaNyPBcxYiIvIgzsYHsQCo0NBQFBQVISUkxbIuIiMDvv//uU2szMZAiku/9TUcxZ/0B1fbHIX5E7jE3Ox/vbCyw+vsHBzCYIiIC3LQgr06nQ2io6RCg4OBg1Nfbnz9BRL6JC+0S+Z66ej0WbbIeRAHAok0FHOZHROQk2ckmhBC45557TNZkqqmpweTJk03Wkvriiy/UrSEReQwX2iXyPUu3FZoM57NELxrK3Z/V1j2VIiLyQ7IDqbvvvrvRtrvuukvVyhCRd5nQJw3PZx+w+1Amx5s3d3F+J0Rkl9yeZPY4ExE5R3Yg9eGHH7qyHkTkhUKDtZiUlW53roWt30uYaILIPeT2JLPHmczp9AI7CspRWlWDxJhw9EqP54LrRDYoXpCXiAKLNCHdVvavaSMybKY4Z5IJIveR05Os1TSUI5Lk5BVj1tp8FFfUGLYlx4VjxqgMDMtM9mDNiLyX7Kx9/oJZ+4gcU1evx9JthThWfhGp8ZGY0CcNocGm+WrWbC/Co6t/NfzMlOdEnsGsfaRETl4xHlq2G+YPhFJf1IK7ejCYIr/llvTn/oKBFBERBQKuI0Vy6PQC/edtMOmJMqYBkBQXjs1PD+IwP/JLzsQGHNpHRETkh6aNyMCTQzva7UmmwLajoNxqEAUAAkBxRQ12FJSjT7tm7qsYkQ9gIEVEbscJzUTuuQ5Cg7VMcU42lVZZD6IcKUcUSBhIEZFbcUIzEa8D8h6JMeGqliMKJOzfJyK3kSY0mw8jKamowUPLdiMnr9hDNSNyH14H5E16pccjOS4c1vpCNWgI8nulx7uzWkQ+gYEUEbmFTi8wa21+o6xQAAzbZq3Nh06N1X+JvBSvA/I2QVoNZoxqSD5iHkxJP88YlcHh10QWMJAiItXU1evx/qajePbLPLy/6Sjq6vWG3ymZ0Ezkr3gdkDcalpmMBXf1QFKc6fC9pLhwpj4nsoFzpIhIFZZSLT+ffcCQapkTmok4sZ+817DMZAzJSGIiICIFGEgRkdOsLf6pFzBs/8uVLWTtixOayZ8F0sR+OYt4k3cJ0mqY4pxIAQZSROSUuno9Fm1qHEQZW7SpAI8PvhLJceEoqaixOD9EWvSRE5rJn0kT+/39OrDXQ01E5A/YNERETlm6rRD25sXrBfDxT8c4oZm8lk4vsO1IGb7cexLbjpS5LNlDIEzsl3qozT9CqYd6bna+ZypGRKQyBlJE5JRj5Rdll+OEZvJGOXnF6D9vA8Yt2o7HVuzFuEXb0X/eBpelIffn60BuD7VxIhoiIl/FoX1E5JTU+EhF5TihmbyJtKaTef+TtKaTqwIbf70O5PZQL95SgCCthvOnyK/p9MLvrnG5AuW9a4QQAbVYRWVlJeLi4lBRUYHY2FhPV4fI59XV69Fx+lc2H560GuDgnOF8UCKvotML9J+3wWo6cmm+0uanB/nlA4ArPPtlHpZsO6b4dVoNOH+K/EpOXjFmrc03ub8kx4VjxqgMn+51lsPX3rszsQF7pIjc4FKdDi9k56Ow7CLSmkXiXyMyEBEa5OlqWfTJ5qP457oDhp9furETxvRva7V8aLAWk7LSLWbtk0zKSpcVRBm3YCVEhQEa4OyFWr9uzXI3ZlL7k5I1nZjJTB65PdTmjDN8MpgiX+epnm5vEGjvnT1SRC42aclO5OaXNto+JCMRiyZe44EaWZf2zHqrvyt8caTN11rK0qWkldlSC5Yxb27N8hXO/o38zZd7T+KxFXvtlntjbDeM7pbi+gr5ATk91Law95p8XSD3dPvqe3cmNuCdisiFrAVRAJCbX4pJS3a6uUbW2Qqi5Px+2ogMHJwzHNNHdsLEPqmYPrITDs4ZLjuIemjZbpu9A1JrlqsSAPg7ZlJrLJDWdHIXqYfaUXrRMM+KyFcp6en2N4H43hlIEbnIpTqd1SBKkptfikt1OjfVyLpPNh9VpVxosBb3Z7XF7NGZuD+rrezhfLPW5ltcU8eY9PtZa/NdlpraXzGTmmXSmk7W2kU1aOgJ9fU1ndxt2ogMPDggHY42OBeUVatbISI3Kq2yHkg4Us6XBOJ7ZyBF5CIvyGzhl1vOlYznRKlRTgl7LVjG/LE1yx3kZlILtJ6AQFjTyVMs9VCP79VK1mv5aZMvC+Se7kB87wykiFyksEze+kpyy/krR1qm/Kk1yx2UrPUVaPx5TSdPM++hvjpVXsKO7q2burhmRK4TyD3dgfjembWPyEXSmkVi0yF55QKZIy1T/tSa5Q5K1/oKNP66ppO3SW4SoWo5Im8k9XQ/tGw3NIDJsHV/7+kOxPfOHikiF3lqaEdVy7nSSzd2UrWcEvZasIz5Y2uWO0zok2Z3vopW01AuUAVpNejTrhlGd0tBn3bN/OqL3ltI17otvL7JHwRyT3egvXf2SBG5yGe7jssud3+W9XWa3GFM/7ay5j/ZWk/KUbZasIz5a2uWO6i51heRo4yvdSAwWqspcAVyT3cgvXcGUkQu4mvzUgpfHOnUOlIS40V15d48pRYsW+tIJclYR8qRYwcKKQ0915EiT7J2rcu5vo358rXuy3UnZaSe7kAUKO+dgRSRi/jivJTCF0fik81HTXqnXrqxk+yeKEuL6spdSNe8BSshKgzQAGcv1Mp62HDm2IGie5umaB59Eqer6gzbmkeHonsbTu4n93G2tdqXr3VfrjsRNaYRQgTUgizOrF5MpERdvR4dp39lM+20VgMcnDPc7pAqX2jBlBbVNX+7Ui1dOTbak8f2Fb72GfnCOU/u52vnsTFfrjuZqqvXY+m2Qhwrv4jU+EhM6JOGIK2G9ywf5UxswB4pIhdRa16KL7Rg2lpUV6DhQWHW2nwMyUhS/YvFk8f2Fb72GfnCOU/u52vnsTFfrjuZmpud32iI9HPZBxAREoSLdTrDNt6zAgNnFhO5kL0hU/Z+L7Vgms8bKqmowUPLdiMnr9jpOqrB3qK6jiykq9MLbDtShi/3nsS2I2XQWenac8Wx/Y0vfUbWzvliLzvnyf186Tw258t1V4vce7o3m5udj3c2FjQaaSIETIIowPu+p8k12CNF5CJSC6Q19logfakFU+4CuXLLKemRUPvY/shXPiNb5zzQcN57yzlP7ucr57Elvlx3NfhDL3NdvR6LNlkfYWLO276nyTXYI0XkIs62QPpSC6bcBXLllFPaC6fmsf2Vr3xG9s55wHvOeXI/XzmPLfHlulsjt4fJV0ZW2LN0W6HNOc+WeNP3NLkGe6SIXMTZFkhfasGUFtosqaix2JugQUN6Y3sLbTrSC9etdRNZdZRbzh/1TG0KrQZ2E5/0TPVs9r6SikuqliP/otZ9xtUsJSLwlbrLJbeHyZdGVtjjzFIl3vA9Ta7BHikiF3G2BdKXWjClhTaBPzNQSZQstOlIL9zHPx2TVUe55fzRrmPn7Lak6kVDOU8qr66zX0hBOfIvat1nXGludj46Tv8Kc9YfwJJtxzBn/QF0nP4VXso54PV1l0tJD5Mvjaywx5mlSg6dvuCz88LINgZSRC4itUBa+1rUoKEFz1oLpLOvdzdpoc2kONPALikuXHZaX0d64Xxt4WNP8JXezfjoMFXLkf9R4z7jKtYSEegF8M7GAuwpOue1dZfLXg8T0NDDJAUMvnLvkWNCnzQ4GufO//4wxi3ajv7zNvjMUEaSh0P7yGv427oxUuvpQ8t2QwOYfPHIaYF09vWe4OxCm470wvniwsfu5iu9m0mx8o4vtxz5J2fvM65QV6/Hu3YSEby7qQC/zenodXVXQkkPU592zXzm3iOHnCVN7JF67XwlcCb7GEiRV/CHjD6WSK2n5u8tSeZ7c/b1nhCk1aBPu2YOvdaReQQT+qTh+ewDduf/TOiT5lCd/IGvzM+Q6mnrQc2bemHJc5y5z7jC/20thLAzakuIhnKTBrT1qrorobSHyVfuPXJNG9EwPNN8HSmNBo3WkbLE1+aFkX0MpMjjrK327i8tN862nnpj66vEkV7EHYfLMea9bYafJ1zTEtNHX4XQYK1DvXBqLXzsCyxNYpfzvnyld9O4noD31pPI3M7CMtnlJg1oa/hZzj3U0eveFZT2MPnKvUeJaSMy8OTQjo3+JkFaDXYUlGPL4TOY//0Rq68377Uj36YRwl4bin+prKxEXFwcKioqEBsb6+nqBDydXqD/vA1WW6Cl1qrNTw/yqRttIHCkFzHtmfVW9/fggHRDa58j+7a02rxW0xBESfv1ZWq8P1/p+fWVehJJHl+xB6v3nrJb7uZuLfH62O4A5J3n3nZfk76z7fUwmX9nB9I1/eXek3hsxV675d4Y2w2ju6W4vkJklzOxAQMp8qhtR8owbtF2u+WWT+rNlhsvYq0XUWpxnDr4CqQlRJm0sNoKoiTGwZQjvV3e1HKrJmkSuzXGn5s9vjIX0VfqSQQAm34/gwkf7LBbbul9vZDVobnNeygALLirB/YUnVPtuleTVHfAcg+TtVEkgXJN87nG9zgTG3BoH3mUP2X0CRRysja99u0hw7bkuHDceW2SrH2/s7EATw7taBjmp/RLJjRYi/uz2tov6EPq6vVYZGcS+6JNf35u9njb3BJrfKWeRADQt30CIkNtz5GJCg1C3/YJstdWKrGzOLWS615Njs7dDZRr2t/mhZFtDKT8hK+29PhTRp9AYS9rk7mSihq88k2h7PKPfLQLyU0i/KpHyRlLtxXKWgNq6bZCvwsifYWv3n9JPUFaDV4dcxUm/9FTY8l/x1yFIK0GWw6flZX5zh5PXvfePHfX0/xxXhhZx0DKD/jy2GO23Pgepb2DSscO5x4oNfz/+ewDfjPHyVFcJ8u7+fL9l9Q1LDMZC+/qgRlf7sfpqlrD9qTYMMy8qTOGZSYjJ68Yz3z+q2rH9OR1Hyg9TI7wxYy75BgGUj7O1zPeseXG97izd1BayBJAwAZTXCfLe/n6/ZfUZ6unxtr54gy1r3v2rqqHvXaBgckmfJg/Zbzz91Zdf0qCYC9rkytoNcDBOcN99jNzRl29Hh2nf2V3naxA/Xw8xZ/uv+R69s4XY9K5Y+8eq/Z17+/fw0TWMNlEgFK6wrg38+eWG0vpa315yJqtXkRXCeQ5QIG0TpYv8af7L7me0rmlM0Zl2M3ap+Z1z95VIscwkPJh/pbxzhfHW9vrabKWttrXh6xZG//tSoE8B0g6R7xpPRl/4shwJn+7/5JryT0PmkSG4MVbu2BYZrIhcHH1dS83i+CQjCS/aNwkUhMDKR/mqYx36346jimr9hl+nn9LV9x4bWtVj+EL7PU0qZ222tuY9yIWnr2I17/9HUDjuW5q9FoF+hygaSMy8OTQjn4zRNRbODqciRlHSQm558Fb43qg3xUJhp/dcd2zd5XIcQykfJgnMt5ZWlR1yqp9mLJqHwpfHKnacbydnJ6mxJhwv09bbd6LeGVStNUsRc5MstZqgAl90pyrrB/wx3WyPMmZ4UzMOOpZvjbvVO750ttCoOLq695dvatMZEH+iIGUD3N3xjtLQZT57wMhmJLb0zSuVxtZ+/OnIWu25rodfmEE2v0r26H9cg4Qqc3Z4UzMOOo5vjjv1JvPF3f0rjKRBfkrPpn4OGmuSlKc6Q0uKS5c1cmh6346rmo5XyZ3gdTSSnmtd/42ZE3qpRrdLQV92jUzPBjsKChXvC+tBnhwgPc+HJHvUjKcyRp33X/pT9JoAPN7sDQaYG52vmcqJoO3ni9Sb5m1EE6DhqDH0d5VqefX/HqTen5z8ood2i8pp9MLbDtShi/3nsS2I2XQ2XuYIbvYI+UH3JHxznhOlL1y/j5fSm4PUmJMGLQa2E1bHShD1uQOC7mlW0vERIT4xHAd8l1qDWfy54yj3sZX5p3aGsLmjeeLK3vLmMjCe7BX0DUYSPkJX8x456vk9iC1bR7NtNVG5A4LGXNNG57L5HJqDmfi/dc95I4G8OS8UzkPq954vljLxJrk5IM2E1l4B6a3dx0GUkQKTeiThuezD8jqaZKCJKat5uR88i48H32P3NEAnpp36usPq67oLeMyAZ7HXkHXCoymcHLa/Fu6qlrOl0kLpNpi3NM0bUQGDs4ZjukjO2Fin1RMH9kJB+cMD6ggCvhz+AiARmPxPT3ZmgIPz0fnuXu+hdzRAJ6Yd2rvYRVoeFj19jkp1ua4OorLBHieGvNByTr2SJEsN17bWtY8KX+fHyVRukAq01Y3cNXwESJH8Hx0nLPzLRxJha1kNIC7cQibZez59Tz2CroWAymSrfDFkTZToAdC6nNjXCDVMd442ZoCF89H5ZwdwuZoECaNBvDGead8WLXMm9O+Bwr2CrqWRgjh3f3MKqusrERcXBwqKioQGxvr6er4pHU/HTfpnZp/S9eA6YkiIgpkOr1A/3kbrPa+SD0Mm58eZPHh2FoQJpWUM4/I0jpSnp53uu1IGcYt2m633PJJvQOqR0rCjHGeI12z9noFrV2zgcCZ2ICBFPk8rpZOgYLnOnmaMwGDs0GYsbp6vVeNBuDDqn28f3mO1IABwOL5eX+/NAzOSArYv4kzsQGH9pHP0ukF5m84hA+3FOL8pcuG7WzlIn/EFl3yBs4MYVNzHpG3zTvlEDb7vDHte6CwNh9UWuvy/S2FeH9LIb9THMDJHH6mrl6P9zcdxbNf5uH9TUdRV6/3dJVcIievGD2fy8Vr3x4yCaIArpbureRk+AqU81cpqTXR/CGU5zq5mzPzLfx9HpH0sJoUZ/rek+LCvT71Ofm/YZnJ2Pz0ICyf1Bv39UsDgEaJW/idohx7pPyIpXHjz2cf8Lv1iqyNsZdwXQTvI6c3xR/PXzWGH3ENEPImzmRhC4RJ70xeQt4sSKtBr/R4PPHJXou/53eKcgyk/MTc7HyLmYz0AobtvvowaszWQ6WxQE01643kZPjaU3TO785ftQJDplUmb+LMELZASYXNIWzkzfidoi4O7fMDdfV6LNpkPR0s0LDekbcMk3Jm+Ja9G4A5Xx0i4i/kLFI5c81+nzp/5ZAaNsyHTUiB4dzsfNn78vfhUOR7HB3CZrwIsjWBPo/I3dy9qDJ5lk4vsOXwGVll+Z0iD3uk/MDSbYU2FygEGh7glm4r9PjkXGdb6ZVe2L48RMQfyGn5Kqmstbsfbzl/5ZDbsPHk0I6yhvkFwnAo8j3DMpMxqGMLxUNXh2Um428D0q2mL+c8IvdhApvAYunvbQu/U+RhIOUHjpVflFWuoKwa246UeWzcthrDD5Vc2Ml+METE16nZoiX3PPc0tRs2eqXHo0lkCM5fvGy1TJPIEJ7r5FaWHsre21xg9yE8J68Y724saNRLLQTw7sYCdG/TlA/xbuDsosrkW+zNLTfmL0Ns3YVD+/xAanykrHJf7j2FcYu247EVezFu0Xb0n7fBbZlZ1Bp+KI2xlxP+cYiI56nZoiX3PPc0uQGfmoEhz3JyJ0ezSMoZ6jtrbT6Hl7kY/w6BRe7ccoCp+h3BQMoPTOiTBjnne1VNvcnP7kxzKbeV/sY3N+KG1zdi0v/txAWz+gKmY+ytveUmkSFYyNY0ryAn8I0OC5IVCEzok2a3jKXx/u6eAyA34JNbbkdBuc3eKAA4d/EydhSUy9pfION8EOc58xCuZJK7+TF9+e8mp/7ufI+O/h3INymZW85U/cp5fGjf22+/jZdffhnFxcXo3LkzXn/9dWRlZVks+8UXX2DBggXYu3cvamtr0blzZ8ycORM33HCDm2vtXUKDtZiUlW5x2Jwt7kxzKbf1/ffSagDAbyVVyJz5Nbq2isWaKabng7WF5SThHlzdnkzZyvAluVCrkxVIdfjPVyh8caTV31saatQkMgQATAIRV88BmNAnDc9nH7DZcKDVyAsMASabUAvng6jDmYxfjpzLvv53k1N/d79H3lMCi9y/45SB7TF1SAf2RCnk0SfOlStX4vHHH8e///1v7NmzB1lZWRg+fDiKiooslt+4cSOGDBmC7Oxs7Nq1CwMHDsSoUaOwZ88eN9fc+0wbkYEHB6Q36pmydzm4q+XJ0WFZ+05UYtAr3zdqpRuWmYzpIztZfM3pylouKKeQK1tDpcC3Raz1YX5yj5b2zHqL260NNTp/8XKj3hxX98RKDRu2TMpKl72eFJNNOM/eULTsfcU+3ePhTs48hCs9l319IWo59ffEe+Q9xTZf7wE1J/fv2K99AoMoB2iEEB47Q6699lr06NEDCxYsMGzr1KkTbr75ZsydO1fWPjp37ow77rgDzz77rKzylZWViIuLQ0VFBWJjYx2qtzczXwC0aWQonvj0F7uve2NsN4zuluLSenWc/pXd4X32SK10QzKS0O/FDSiptPylLk2W3Pz0IN4Y7HBHa2hOXjGmr9qHM9WNh2sq9epNnXFr3zTDzzq9QP95GxSlxXfH+WEpQ6WUmUzJOlLS+7O39g7PdcvknB9aDUz+Tr7U4+Fu246UYdyi7XbLLZ/Uu1GPlJJzGYDNv5u3n/f2zjup/kIIq5lLXfUeeU+xztL3YXxUCG7ploLBGUk+ubgy/972ORMbeKxHqq6uDrt27cLQoUNNtg8dOhRbt26VtQ+9Xo+qqirEx1vPLFJbW4vKykqTf/4sNFiL+7PaYvboTNyf1RbJTSJkvc7VLU9yWunlkFrpxryz1WoQBXCMt1xqtYbaasHLySvG5GW7VQmiAOCJNftNfla6thjgnvNj2ogMHJwzHNNHdsLEPqmYPrITDs4ZrnhhYVvzAjkx2D4554d5A4+v9Hh4gpRF0hZrWSSVnMu+Po9Hbv1tLf/gqvfoqXuKt/f0WPs+LK++jPe3FLo9SZejzD9nAPwOcSGPzZE6e/YsdDodWrRoYbK9RYsWKCkpkbWP//73v6iursaYMWOslpk7dy5mzZrlVF19mTetJC89QJq30ishvWzXsfOyynOMt3X2Jo3bmj9n3PN5sVaHTYfO4HTVnw8Exj2Hz3zxq0vfhzN/Y1efH1LDhrOszQtMYs+JXY78jd05f9QXXbaTXfWyzvrv5Z7Lvj6PR816ueI9uvue4u1z3eRmtvP29PC2Pmd+h7iGx5NNaDSmX1BCiEbbLFm+fDlmzpyJL7/8EomJiVbLTZs2DU888YTh58rKSrRu3drxCvsYW5P9PdESMW1EBur1Au9vLnTL8QJ1jLccjk4atzRkzVxxRQ0mL9uN27qn2M045yxn/sa+dH6YL4DaumkEOibFovxiHbYdKfPJISfu4Ojf2FbShEC2/WgZqut0NstU1+qw/WgZ+rVPsPj7YZnJGJKRhB0F5VbXNfT1eTxq1stV71HO30ENvrBmldyRDd7cyCLnc9789CCX/70DjccCqYSEBAQFBTXqfSotLW3US2Vu5cqVuP/++/Hpp59i8ODBNsuGhYUhLCzM6fr6MuOV5I1nxGk8sJJ8Xb0eH24pdMuxuCCvbY60+FpbVNmaz/ecVFwve14ZZTo0Tup1dWSOlC+dH/ZWpfem1l1vYq9X3h5v7fHwFGmokJxy1gIpoKGRz1aA6onRFDq9UO0hU079I0ODbAal7rhP2fs7OMuZkQ/upOQ698ZGFiWfs7fU2V94bI5UaGgoevbsidzcXJPtubm56Nu3r9XXLV++HPfccw8+/vhjjBxpPRUy/UlaSd68B0H/x0ry7hzvK2c9KbVwzK9tSlt85Syq7A4pSaYTQYO0Gtx0lfzgwRfHhFsbu2+M83osk7P2nC3e2uPhOXJv4M7d6N09jycnrxj9521QbdF6e/UXgN2ePcC37lOW+MpcN0euc29qZJH7OS/eUuB1c9N8nUfTnz/xxBN477338MEHH+DAgQOYOnUqioqKMHnyZAANw/ImTpxoKL98+XJMnDgR//3vf9G7d2+UlJSgpKQEFRUVnnoLXk/OuF93rmC+8dBZtxzn1u4pbJm3w95iuRqY9uq5MgjWaIBBHZvLKmv+5aXTC6z5Rf7Djq8tOCh37L69xVADmTQfJCnO9GHJ1vOp+flPDa5Nk9eaLbecLdb+bmpfw65KQW6t/i1iwyBjBgP+N7a7z9ynrPGVuW5yFo83502NLHI/vznrD/hEwgxf4tE5UnfccQfKysowe/ZsFBcXIzMzE9nZ2UhNTQUAFBcXm6wp9c4776C+vh6PPPIIHnnkEcP2u+++G4sXL3Z39X2CM4snqi0nrxg//n7GpceQdEiMdstxfJnS+XNyF1VWKiRIg30zbsDe4+ex4aD988P8y0vu2PYpA9ujX/sEnxsTriQroTcOOfEWluaDnKuuxSMfN6xD6On5o75CGyTv85Bbzh5Xz+Nx9dAzS/XPO1mB57MP2H3taS/q8XCUr8x1M/4+tMcbh4Yr+fy8aW6aP/B4somHH34YDz/8sMXfmQdHP/zwg+sr5Ge8pTVI+rJyVmiQBnU6+63t6/adxOSB7Z0+nr9TkrnJ0UWV7YkKC0ZosNbhORFyz90rWkT7ZHDhyLXp6dZdb2VpPsgCrYaZrBQorbKertuRcnK4ch6POxobzev/lczeAFc1XrmTnDms3tLza+370Ji3NrIomQvqTXPT/IHHAylyLU+3BkmTd7ccPqt4rR9jXVJi0a11E3z9azFKq+1ngcsrvoCcvGK/exAyX3B5Qp80hAY7N0JXbovvhD5peD77gOrD+85fvGx4SHEkw6Snz3FXc6TevvpePUE6/7cePovPd5/Axbp6XJPWDIM62k56FKjOygyQ5JbzNE80NsptlHJV45U7SXNYbSUpuumqZK95mDf+PszNL8HqvadQXl1n+L23NrLYGmFiCUcvqIeBlJ/z5DpS9rKMKfHryUr8elLZYsrPfP4rYsJD0LttM6+5STvDUtrx57MPYFJWuuJFXs3JafGVFlVWkrVPLukhxZG1TXqmNoVW03hRVWNaTUM5T3I0I5jSrHPe8F7lUjNLmjNeyjlgcm19k1+KuV+pc235mzMyAwq55TwtIVpeVl+55eSQ0yil1TSU83Vy5rCu+aUY/xzWyWu+p6Xvwz7tmuHfIzO84h4lh5weNXMcveA8BlJ+zlPrSFlbz8Cdzl+6jDvf+8kv0kJbSzuuFzBsd8cDnxqLKlti3IOidE7ErmPn7NZFLxrKearlzZnFKJWM3Qc8/17l8pYFOr3l2vIVW2WmP5dbzuPck4TQhJxGqUlZ6U6PNvAGcuZ4enPPiKvTw6tN+v5cvKUAc9bbn4fH0QvO8/2rlOxyV+YjidwsY+7i62mh5aQdX7SpAHX1erfUZ9qIDBycMxyjFaQct8ZaZjTpy2t0txT0aWe7R9Fb5gFao0ZGMOkabhIRIuuY3t7K6KosaUp527XlGzwQebjQ2WqZQxVllpNr2ogMPDggvVHmSK0GeHCA//SEevv92R8FaTW4p1+6oqy85Dj2SAUId61gDijLMuYOvj6xUk7acb1oKHd/Vlu31Ck0WIuurZrgSwVpx82p1SPqzXOk1MwINiwzGaFBQbjv/3baPa7cgMsTvGmBTm+8tryekBcgJcaoNxTOlTx5/5g2IgNPDu2o+rxXb+LN92d/5qnRSIGIgVQAcVcXdfH5Sy4/hlK+PLGyoKxa1XJqiVc4Z8B8HpNak3blzCFKig3zSMubkoxgvdLj7TZ0fJMvL3D9Kq8Y112Z6EzVXcablmQolHnNyC3n73R6gYPFF2SVDfGRYKBb6yaqllMqNFjrkiDdW+YfenKethq85XN0hCNzjl3Jlz9LWxhIkep2F53zdBWs8sXhA3JvM+6+HSXFym9B1ACYP64HmkaFqn4TlZOtqKZej9z8ErtfHJfqdHghOx+FZReR1iwS/xqRgYjQIIfrJvd8+za/BE98stfufKGfCspl7U9uOU/gUB/ftaOgHPUyy+46dt6VVVHNxz8dk13OV3olvWX+IeDbPSPe9Dk6yp2jkWzxh8/SGt9oMiKfcrrSex+AfHH4QPfW8jKwyS2nFqml0Z6k2DAsuKsHRnRNlj3vSSmp5S0u0vKQtoqLl+3OvZm0ZCc6PZuDpduLsOnQWSzdXoROz+Zg0hL7Q+mskXu+vb+lUNZ8oRCtvFu23HKe4E1DfbrJvGbklvN3ioJb35giJXutJl9Z08lb5h8ac/c8bTV44+foKCVzjl3Bnz5LS7z325Z8VlSYd3Z0NokM8drhA7YkN4lQtZxapJZGDaz3hk0d3AFbnrkewzKTodMLbDtShi/3nsS2I2XQqbwg1ZCMJIQHW+49ko40a22+xeNOWrITufmlFl+bm1/qcDAlBZu2Jvxa+06zVOdburWUdVy55TxBzmfirknQLWVeM3LL+TslwW3XVrEurIl6/GlNJ3vzDwHr90BXG5aZjM1PD8LySb3xxthuWD6pNzY/Pcgrgyhv/hx9TSB8lgykSHW3dW/lsn07045y/uJl5OaXqFYXd+mZ2hQaO29c46G1g6y1NCbHhWPhXT3w2OArEKTVICevGP3nbcC4Rdvx2Iq9GLdoO/rP26BqS9SOgnKU2OgNNZ57Y+xSnc5qECXJzS/FpTqd4jpJwSbQ+NyVhrnY+v4wr3NmShNZx7VVztUBrT32PhPAfUN95PSqMrPVn3qlxyMuTN5jw9irU11al7p6Pd7fdBTPfpmH9zcddTiz4oQ+aVYbMyS+sqaTkvmHEmufoyvuE57uGZHLkc+RLAuEz9I7uw5IEbXndTir7xUJiAwNwkUHHjwt6ZMejyuSYpAaH4n2CdG4W0bWMkt8NXPfzoJyu4myhGgo1++KBPdUyoi9MdjW1hSTuvXVGtrh6NybF7LzZb3uhex8zLm5i+J62ZrwOzwzCR9sKbS7D6nOpyrkDS+yVs5bxql7yyRo4/kb1ibCe+v8DU8I0mpwZXIcdhTanwf71f5iDO2S5JJ6qLk4uT+t6aT0Hmjtc7y+UyLyTlZ6/D7hKZzHqZ5A+CwZSPk48yFJmw4BS7cXYUhGIhZNvMYjdQrSavDqmKswWeYCovY0iwnDjFGdEaTV4NOfjzu8H1/N3LflyBlZ5TYeLsXBkkqPpNG1lhHSnamuHZ17c/SMvIxscstZYi3Y3FFQLiuQkuq88ucTso638ucTuKOXaY+AuwJaubxlErS1oC6QHhyVaBIZKqtctUoNaeZcsYCytYXGtRo4FJx5ipJ7oK3P0VIPvafuE57gTfM4fV0gfJYMpHyYnHkdngqmhmUmY+FdPTDjyzycrqpzal/r9hVjZ0E5Zo3ujG/2Oz80z9daPo6fk5dO/p0fTb8UHW2hVZM7U107mma35rK8Bz655ayxFGz2TG3aKC28Oa3RsM1SmYlczMt509pNxty1JIM93hLU+YLubeLwTf5pWeXUVlevx7t2FlB+d1MBnhzaUXEjkj+s6ST3HtitdRPc+d52Rfv29fUYlfD1lO3eJBA+S9+5Q5AJV87rUMuwzGRsnTYYyyf1RlKsc4sznq6qxUPLdqPonPOZk3yt5aP8Qq1Dr5NaaOfKHLrmCu7s1nd07s2VSTGy9i+3nBK7jp2TtSDsrmMNQ6mCg+Tdss3LBcI4dWf5yvwNT9PInKkqt5wS/7e1UNYw5//bWujQ/qU1nWaPzsT9WW19KogC5N8DP/7pmN37jiWBcp/wpnmcvi4QPkvfukuQwex1eaqWcxXp4SQ8RJ1TrcCJ4VUA0NQHM/cdLnXuPS/aVODwRGxnubtb/7oOici6IgEhQaY3ZVtpdtMTomTtW245JZQGmkMzWsgqb14uEMapk3tIQb1a5ZTYWSjvAV5uOX8kJ9W4s6ncA+E+4Ysp272Vv3+WHNrno7YflfdFIbecqzWNDEVhmbwhatYIAHU65zIH1XoooHDU3Ox8nK5yrEdKohfA0m2FHllM0p3d+taGuvZMbYJPHuxrtcWrY5K8NM1yyymhNNC87spEu0ObpHLOHMdf6fSCw/ecJDeJkFrJhoxFykyiFBGsxfubjvrsED1r5J6/9oaqOpvK3d/vExIO+VWPP3+WDKR8VKjMIT5yy7naFS2ised4haergYt1Omw/UuaR7HZK1dXrsUjGQ7McnlpM0l2r2tuaL7jr2HlMXvaz1fmCZ2UOnZRbTgmlgWbvts3QJDIE5y9etrrPppEh6N3WdN5RIIxTt8dbMhb6uqtaNcGWI2Wyyqnttu6tsHrvKbvl1uwrxpf7/lxawRvmizpL6flra/7hhD5peD77gOLhfYFwnzDnLfM4/YG/fpbe8ZRNit3SPUXVcq52rtr6g5+7bTt61tNVkGXptkKHxrFbkhofiUt1Okxf/SsmvP8Tpq/+1W3z51zdre/ofEFpnZQff5eXFfHsBeeSplgSpNVg+sgMq8ENYBpoBmk1ePFW2ynY5/7xe+M1YKT9GO/X1nF8maX1b6SMhebzxKRMZGquZ+bv5D4IueKBSVpawx7z68kb5os6Q+3zV0r5roS/3SdIXZ5en9CT2CPlo+7r3xYv5vwmq5wnSUMRzl30njHVvnJ9F5Y5NzdKotUAW4+UYc76A4Zt7k6T78pufUfWgbLUumvP+YvqB1I5ecWYs95y/R1dU2lP0TmrLdfesHaTK1n6uybFhqGmXu91GQt9ldbe6uAKyykRpNVgQu82Ntd8suXdjfIy+nnTEFBXZdy0lfLd0jpS/nSfIHUFem8/AykfFRqsxZCMRJst8UMyEj06LtyRh1V3aCpzHRRf0appOE6cs/4Zt46PwHcHPZ8m31Xd+oVl8oYtSuWsradkz8nzl6DTC9UeqOzVY/rITo2+hKSHKlssPWQWG60Bs/npQW57SHTnA6nVdbIqbQ/J9NX15TzlmVX7ZJU7W63+UFidXsheS80SAeBfX+zDK2O6WS3jbQ+FrlxCwlbKd6XXriPXel293qfTzXsrr7jvBtC6YwykfJBOL7D9aBl2FtjOipR3slLVBz8lHH1YlSNYq4FOLxzed0KMc6nY3aVb66ZYur3Ibrmpg6/E76crLbYs3t03FR9uOWbz9dKwtwiZE7lt8cQXY1qzSGw6JK+crdZde1bvPYWfCsodfqAy/nJLiArDzDXW66EBMGf9AdyQmWxy/dp7qLJF4M+Wa3cEDO58IHXm7yoJhExkzrpQU4/j5fKSBrkiIcH2I2U25wfK8dnukxic0cLiOeiND4WuzrgppXw3p6Thy5FrfW52fqPvLH+Yy+Zp3nLfDaTefgZSPiYnrxjPrv4VpRfsf5l4qpVVjYcaW+r/uPOaJy+QKym24Qv+Up0OL2Tno7DsItKaReJfIzJUCSbU0rJJhOxyt/VsZbFlcc66/bL2YTzszVGe+mL814gMWQHnv0ZkOBWIAI4/UOXkFWPmmv12e0ck1lqZnX3Yd9c9wd0PpM7+XYHAyUTmjKkr98gqFxasdUlCArXmt1p6uFPzoVDNHgFvzLhp/P4Kz1bjtW8bt2TZutbnZudb7DmX5rIBkPWd4U1DMN3N0nvPzS/xqvuupe8xf/ybMZDyITl5xZi8bLei13iilVWNhxp7NBogMToUp6uUzVtJ/iPjkHmWN3fPGZJDyrRm77PccLAEfdo1s9iyuLNQ3louBWedy+qn1hejIyJCg2QNc40IDXL6enCklc2R61ZiXl81Hpa+2V/s0kDKE62Up5xYqDsQM5E5quicvN6oZtGhLno4UmeflhoU1BpCp3aPgLdl3JQ7ZN/atS4nG+2iTfbnsjU0TuWjpNJ4PmQ4Zt7k//NyvGUuqNLeUm8bNqsWDkb1ETq9wKMr9ip+nSdaWd0RvAkBPJDVDssn9cYbY7th+aTeODB7GG7vYTlLoeaPfzNGZWDysp+tPnRLc4a8QZBWg9Bg+ze8RZsKLWajyskrxsGSKlnHCpdxHGvkfjG6clHgRROvwZCMRIu/Mw6O1bgejB+o7NHpBZ754leHj2VeX+mhypmvwQ+3HnNpljolD6Rq2XvivEOvYyYyZdo0lddL3jlZ/TXXAHUzAZp/T6kxhM4V2SGlJSQAz2fctPb+rLF0rcvJRiutfWirHpOX7TYJogCgpLIGk/08C6fVc6yy1uawV1fcd5X0lvpz5lQGUl7GWgrJzb+dcehBtEtKnKKUlGqksHRX8Hb83EX0adcMo7uloE+7ZogIDcIrY7ph4V09kGwl1fZ1HWz3XACWU2V7woWaehyTuYixeaAiJymBsdSEKLy/6Sie/TIP7286quhcU+OLUQ2LJl6DA7OHYULvNsi6IgETerfBgdnDTHoYe6XHy17U0x45D16OzunQ4M/eU2O2HqqUmLU232XpaV09p8MyeZ+G+d9erRT8geK1O7qrWk4paR01W0JkBhTm31PODqGz1xMLOH7duXoJCTmcGbJvfK3LXdPQWjk5jVPTvvjVL9Nve9tcUDkNe00iQ9AztanLrg1vwKF9XsRWt+fSbbYTBljT58XvUFVTb/jZVte3Wt2ucoekOcva6uy2Um1PXy2vd0CNOUPOenyF/OFgUqAiDe1TOrzy/c2FJj8rmdvk7BejmiJCg2z+3XR6gUuX1QmS5Tx4OTKnw14rs/RQZX6txoYHo9LoWrfFlXOlPDGnI62Z5XuBuamDr0BmShO/Gp/vTtHhwejaKhb7TlRaLdO1VSyiw13zaCGto2ZrqOwbY7th9roDjXorJNaGwjk7hM6V2fUA1y4hIYczQ/aNr3Vr39vmrJXbftR+49S5i5ex/WgZ+rVPkF9JH+Btc0Glhj1b1+P5i5ex4IfDLr02PI2BlJewNzm7dby8IRXmqswerKSu74VmrVhqTg4P0mrQPCbUpYGUVtOwOrsxORnjlKbK9qTfTl9QVP6ngjIkxIQhMSbc6kOEXErmNjnyxeipCadLtxVCONnopWxOgvL3JGe9FksPVcXnL+GJT3+RfRxXDcH1xJyOCX3S8Hz2AZs9ow1ZLNO9Mr2yL03AXjMlCzfN32QxmOraKhZrpmQZfnbF+xqWmYyFd/VoND/GuNFPq9XgoT8e7oxPCVuNFNJD4UPLdjdKZCRnCJ07emJdtYSEJebfp00cXDakSWSIybUu91o1/36XSAuM27PtiHcGUs5cE86cO66aSzckIwlNIkOsBrcaAB9uKZS1L1/NnMpAygvImZx9pkrdNTme/PQXw6RDtSeHX6rT2WyxVMOkLNMHIrkZ41rLHOMvt5wrxUWE4LjMyd0A8E1+Kb75Y9hifJTt4S9yyZn0O/7aVJPFfm2VAzw74VSNXjEB+XMSrk2Px/zvle1fL3N4g/lDldwHDImrhuA6+0DqiNBgLa7vZHvY7vWdPLuunjW+OAF7zZQsXKipx9SVe1B07hLaNI3Aa3d0N+mJyskrxowv9+O00XdXi5gwzBrd2en3Za93xlqvrb1GCkdfB3hndj1HWfo+dXR95Xv7pptc66HBWkzKSre5qLL597spuS1h3jdMzNlr3dFzx5Vz6XYUlNudm3X+krzh7b5wbVjCQMoLyBkScOmyuhP1q2t12Hr4LLI6NMf2o2Wqdru+YCHxgdq6t2lq+L+SjHFtZPaeyC3nSiM7JyHvlGMBaXm1c2utSMyHDFqy9/h5Wfvae/w8Ki7VuSU9q7VWP7m9Z2rROvD0cbqq1mKvsT09U5tCq4Hd+WpAwxdrz9Smdss5SnogfXZ1Hkov/JlZMzEmFLNGZ7pkPZPvDtie+/jdgVKPratnjZyRAOYBQ8/Upth17JzHe6+iw4Ox6G7LGU6tZap09Ny2xF7vjKND4Rx9nbdl13OUte9TR3rym0SGYMqg9o22S9/HltY+tDekvE/bBMz//ojdY/dp6129UWqM+pFzjsVFhiA8OMg0m6ELG2bk9iI1iQhBxaXLPn1tWMNAygvIPREzU2KRd1K9np4vdp9AdV09nvlc3rwh83pae1g9XKpsSJpSxj1kOr1QlEr1lMzhhnLLuVKSF/SKAcDRs9U2f39SZurp4+UX8dq3v7s8PautVr8JfdLw3PoDTrVVKqnn2WrHe5KnffGros9i17FzsoIooOHz3llQjn5XuO5h4/PdJ0yCKAA4XVWHz3efUP0L/YcDp2UlPPnhwGlc3zlJ1WM7Ss5IgGe++LXREDbzYNnbeq90eoHH7GSYfWzFXuTPdv0inY4OhXPkdZ7oiVWbnAysSrx4axer73faiAyLax/a6zXu3a6ZzaFkQEMA19vDc23kLsCu5LtPzjn24q1d3DqXTm4v0r390vH6t7/77LVhCwMpLyD3RPz3iAx8sOWo3axzch09e8FiC4k1xvW09bB63MVJBYx7yPJPVcjOGHd/VlvZPRIXa+VN2nelpDjvCKRK7cy3+np/iaz9rNxZ5PIJp/Za/QZbSZGuhJJ6OjNUwd6EafOhVUMylAUI246edVkgZb5OmzFpiQE112ubk21/aKlUzlsCKTkjERoeFk0fGM3vd65abFMJ44fG4vOXUGsn62dtvR6bfz+D6zo6fj3KmWsiZ96smpwZGuhpdfV6PPLRLtmNMbbIDe4trX1oq37S33Jwxxb4bPcJq2VtBXDuIHetLYmt7xTz83xIRpKsc8xdc+nk9sROGdQeVyZF++S1YQ8DKS8gZ0iOVtNQrlf61ejzQi5KLzg/dOtgSZXsICoqNMjQ7WrtYbX4jy/0xGh15ufYk5tfgnqZd31pboycia4A8Nnukxic0cKjF7e7sh/a0yy6YZKxtQcXuVnwDp+R11Pp6IRTOemH7TVC3Ns3DTsLy2UNqZRTTyXD7SzZcvisxUDKfLL/byVVyLUztM1cfb1r5hBcqtPJXmIgQqVU9Ocvyuv5k1vOmKsSQag1sdpVi23KpfShUbJo01GHAyk5c03kzpu1xJm/uaez6znC0mflqEcHtsdjQzqo+n6t1c+8d0MaGujJ721rz0dymN8TbJ3nm58e5BXnmJKeWF+8NuRgIOUF5AzJ0YuGcgBUCaIAoFbBg9TFyzpDjn9b6xgIAGdUmp9jzwdbCq0uwGtO6okKDdYiM8V2+l7JE5/8YvXBxB0tnXJSi7rD2apamzf01GaR2HzYfqKDikvyevkc7cVRIzXsh1sLZZeVU08lw+0s+WZ/Cf45rKPJNmsZ05Q6fNY1Q3DlzpFUc4kBuZ+x0r+FKxNBqDmx2lPpg515aKyosf89YSmgyc0vsTvXZE/ROdnzZs0p/ZtbC7p8JY2ztTlRjnrz+8PISIlVLZixVT/zc0AI4N2NBejepqlHgiln13kyH/XjyvnEajYQKemJ9aVrQy4GUl6gpEJeZraSikvYc/yci2tjmfhjeFxGyzi7D6vuWlNNA2DLkbJGrSDmjFOp1tXrZc8zu1inw9ZDZ5F1ZXOT7ZZu7HPWH8CDA+Stu6TEsMxkJMeGobhS3ayNSmw8XIZvD55ptF26oU8Z2E61YyXFhjk84dRdqVOVTIx1tk6Hz1Rjbna+4by6UFOvWkbMGpXW0zLniSUG4iOCUFlj//3ER8jvAXP1g4y9ITGOcGf6YGcfGq9qFWfz95YCmqTYMNTU6+3ONSmx8x1lLRup0r+5L2ZcNKb2nCiJWr2jSuvn6d5ZRxvzzL9T1M6kbM4V562/9jbJ4X25YAOQ3NTmm34/gyXbilxcG+u2HTmD9b+e8tjxzUmtsDd2tT3nwTiV6tJthYoCvQU/HjJZbdtW69g7Gwsw1wUZC121uKVcdVbmO0ifytKf1Dsny6vr8PRn+yweU6cX2HakDF/uPYltR8oarYLuztSpcifGJkSHOX2sdzcWGD6PqSv3OL0/SXpClGr7Av78+8hN3y53EV1LxzA/B0ovyOvtNC9naX86vcCWw2fxzOe/2hwmOmttfqNzUAmpxxlwZLUxy9x5DTjbA3xNmvVWaSmgMd9/SWWt3VTLxTICU2nerDE5Q4ON/+ZW6/hH0JWTV2ynFsrZuwcqpfT7UC6pd9Seuno93t90FM9+mYf3Nx1tdN93pH7GvbPOcOSzdrQhQwAYe01rrNt3CtuOlCnKpKyUK89bqbdpdLcU9GnXLCCCKIA9Ul5hR+FZWeW+3OvZIObbg/Lq6W6DM5LQskmErFSqBWW2M9CZ23r0HPrP24AZozIwqGMLu0Mg3tlof90lpZJjQnGoVFm93eXPCfHqqNMJfLb7BD7fcwJ/M/rbyWlBc0ULvyWDMxLlt9qpUBEB4P+2FmDSgHYoUrCumD2PDuqg2r5y8oobZZez5+lhnRQfY8aXeThd9WcmwBZ/pFOHkLc8xGWjBzVLdW4SEQJo7J/Tag2lG5aZjL8NSMeiTQVOLxRtvvCpM+QMXXa29+vFnIO48aqWjR62nO3pkst8TTk5yT+kv3mv9HiX9hhY4opeBDXW1bPG3vkhZw6bM/Vz5vx09LN2tCEjMjQIr317yPBzkwh588yVvke5jQWe6M3zZQykvMCGA/ICFNcMxPF9iTHhGD0iRVYqVUduDVJLzWg7PV+S9zYewcODrnDgSJb9dsa1WRC9kTCay9C9TVNZw21sTXpVU25+qclwO1ucSX9ubGfhOUwaALRpGoHfSqpU2ee/Vu2zug6QEtbWDLLn15MV6NOumayHduvrEtUpOvZlAUOLq6XXyV04UuJsMJGTV4x3Nxaocq6ev3gZufklGJaZ7NT8B7lJGpzt/TIORI3re7aq1i0JdlKamGZFlfu3LK2qURR0qTEfxFXDTF25rp6t80Pu2o/O1M/8+HKvCWc+a0cb8y7WmT7duWoBWzm9yMUVNXgt93f0a58QMEPznMVAyguou9RuYNFqgHN/PKwap1K1dtPs3roplm5XNhRNuiGu+VVemu+PdxSpGkgFB/B97N2NBWgRWyy7Bc3apNdgDaBmkrp3rcyxMBcfGarK8cKCGk6C1+7ojsyZX6uyzyIVWqN1eoFnvpC3Dp250qoaWQ/tOr3AE5/84nRdJdO+2Ach1LmonAkmdHqBmWv2qxrwz1qbD71eYM76Aw71XChZ3FyNrKKlVTUOZ/2zRFqQVE4v+bycgyivrjW8H7l/y8SYcEVBl7Pk9CL8a9WvGNSxheKREHKz2CqVbGMOqZx5T9IcNkfqZ2kOq9weJmfnJrmrMc/RBWzljhiY//1hzP/+sE/N9/MkzpEin6YXwCMf7zEZ15uTV4z+8zZg3KLteGzFXoxbtB39521ATl4xks1aIZUeS44qhWtQmY8Tv1SnMxmbLZwd8+NizaLUCRYsEbB/8zcfKz4sMxmbnx6E5ZN6442x3bB8Um9kpsSqWy8B/J+MDH8HVeo9OnG+YUhfdHgwMltGq7LP6DDL7Wg6vcCm387g8RV78LclP2PRxsZzF6RyH2wucHho5/9tLcA7GxunNJYe2qX5hlsPnW3UYuuMcxfrFfc8mdPA+sOi3LkV8zccRonKSWSKK2rw8Md7HJr/IPcBVzoXgrQa3HSVcw9YhWerLc7XcIT04Cr3fDQ/z6TA0FqIbfw3VxJ0OUtOL0J59WX0nvud4vktocFaTMpKd6Z6FtmaQypn3pM0hy00WIsRXeSfY5YWd1UyJ0huT+PiLQVWr2upMS8pzjXzFZ1ZwLb8grL7jSvn+/kT9kh5AVe2XAQKqZXIXmrcN8Z0c3ldUhTcQC21yM9ZL29xUW8xZ3Qm5qxXp0XZUev3NcwflHoedXqB/FMVf2SGE3YXFXbETwVlmDTA9mKSx8+pMyxTSkgzNzsf+cXqpC2/45rWjbbl5BXjiU9+MQlcvsk/jRe+OmB3zppSu4sqbP5eapX+fI/1hTc9wdaDjNyW75y8Yrz27e/uqC4AefMflDzg3p/VFjq9wJpfHH/Aio8KwfIdRap99yXFhePSZZ3iwN44g5/c9XCUrP3oLLm9WuXVdQ4N85OuabXWkXr8+itsHl/uvCep3JCMFli3T955Zp5uW2kPk9zPes76A3hvc4HV3hrzDHaFZy9i+Y6iRvMx5TTomJdzZgHbeIWNnp7OgugrGEh5mLNZd+jPVqLtR8rs3jT/sybP5fXpnGI7ra9E7fU7PGHq4A4Y0TUZv5ywvG6Luyz7qQjLfipCUmw4urSKxXcHSl2eht9eimVAvTkIl/VC9fMlOc60d9bWXCdpzppeCPRMjXd47SAlpIf2EyoFo2qx9iAjd26FM8MhnSXdJ7V/PDQaD3tW+oDrbNa+Cb3T8MZ3h+wXtGPKwPbo1z4Ber3Ane//pPj1xsGh3PVwlKz9KHeOlLXh6Ep7tRx56J02IgNPDu2IOev2Kx76bq61nXue3Hti5aXL2HakTHbm0+kjO+Gefukm71vpXDYln7W9OVPm6yVNGdTe5O+rFwJ3vmf/fH1rfA+L16sjkuKUj8iRPqOZa/Iw/cbOqq+X6Q8YSHmQ1HrJUEod246etXvTrKxRNuzOEeeq6+yWcdX6He6UFBuGKYPaQ6cXHs8oKSmprEFJvnt6xhJj7Lfu3XFNG1V6GDsmRqp+vhwsqURWh4Y10nR6gRlf2m9kWLSpEJ/sPOG2e9aGAyVIiYvAzzjvpiNa1yQyBG+N64HeFtL6Kmn53n60TNVMl0rd9387UWs0VNOwsLbMB1yp3KnzjmeQfHBAOtJUSL+v1QCPXn8FQoO1+HLvSYf3YxxEylkPR+05UtZ6MqePzEBcRIjs3gtnklyEBmsx86ZMfHug1KnMp3uPn8NtPVtZ/b3ceU+r957C6r2n0CImFBoNbGa1lNaKNL8u5X7+JRWXsO1IGUoqLiE+KhTnquvsvn+lvTXmgZVOL+wmpkiKDbN4v3GUM/Mal24vwkc/FTVKOkOcI+Ux1sbtkjO8o9v50mX76UNctX6HO2j++Dfzps4I0mqwo6Bc9bkevkAr48tt5U511tgqOlej+vly3CiV+o6CcpO04rZUuKExQrLl6DkEBXn2upbO9xdv7YJ+VyRYfKhR0vK97UiZy+oqR63ZfDepZb1FTDjsndLGi5vvdXBxeA2Afccr8NH2Yw693pjU6wM4Nx/JPIi0tx6O3GOt++UULtmZ32ftWaBhvttu3Pn+T27LJmm8tpmrKJ2Xdbqqzu7SAMbngTG5f6c56w9g3KLtmPrJLyiXEURJnFnPSc46cjX1euTmy0typeSYjt5RpXmFz69Xf71MX8ZAygPctU5GIEmOC1clzawa5AxFOHJWnXku7mCeNTApLtxkOENJhXprG/mSFjK+pJWuW2bNsTL1P2Pjh0c1sou5yoaDZzx6fPPz3RIlPRTCy+78Um2e/+oA7u9v+wHXeHFzZ463raAcP1t48HWENPTTXrIIa7QaoEOLGEULr0rHsif3QCk6PZuDSUt2Wvy9q54FCs86Phx2WGYyHh/s+Bpzac3s9zROG5GBBwek2w3clbB0Dco9J8pljCJRcmy5CWekoaRxkZbXjaq4eFn1ZA/SMeWcv9Ys2lSAdU70APsbDu3zAGfHlstxS7eWWOUlw63cYfrITrgmLd7uBGB3aNXU/jjk0z7UE5nePAqzR3exOszF2S8hX9W2uf3seUVl6szvccUSCeOvTTX8v/Csdy74DChf20lt00d2sjuxW1HqbBckPnGW1LI+qGMLaDWNEw9YWtxczgOzO+TsO4W/Xt3a4dTT4SFBmPDBDsPPclI+B2k1yEyJlf09nptfiklLdmLRRNN121z1LPD6t7/jyqRou+ettXlZaQmOz+00vq/YIs3LWrqtED8VlOGb/FKHjwlYvgbdlY7c+NhKF/MdkpGEmWvyATS+z7kq2YOlZBiv/5H8Ru5nNGXFXgQHa5kaHQykPEJuLn9n9GnXLKACqZlr9uNQ6QWPB1EA0Lut/Z6xc9WefThUollksM3evniZk4H9ifEQJ2t0eoGdhcqHfLjL3uPn0addsz8yyDk/6d9f/Xt1Hm74Y8Fna5RkcfPmHtzSqhqTB1zjRZKDtBrDPJLy6jrERYR4RcbZX09W4P1NRw11fXNcd7yQfUB2gGKeWr+4ogaTl+3G/LHdcGO3FJPfSYHHqXMX8e0BZQ/+ufmluFSnQ0RoEICGebJqDf21xN7Dt6UH/pjwYPRo0wRtnEiSI91X5JDWfkyICXMqkArWwuqaStYSiMRHhaDcye9h8/WcHFnMt2FovLyU6+bJNJxhPGdL6jH7cEuBooarf636FZcu65EU61wSDF/HQMoDlObyd8Q/P/dMVihPKb1Q5zUPg1qN9ZvJhZp6TF25B7+eOu++Cjnpst70/az76TimrNpn+Pmh6+S1QPqTkV2S8FVesc0sStuPlMmaL+cppVU1hqFFZN25i5ex/WgZ+rVPsNqCrySLW1G59wZSS7cVYnS3FJPFzQF10t27Smn1ZZOELloNcH//NESEBOPNDYcd3u+UFXvxy8kK/Hukein/X8jOx5ybu1hc9kJN9pJOWHvgr6qpx4+/n3Xq2I4ME3Z2va16PbBmz0nc1D3F4vVpKYFISWUNpq7c6/AxzVPiO7qYr1op1x3lzHldXn3Z8BkG8uK9DKQ8wNvS+ZK6zlZbDpRvmr8J+05Uurk2zrsyKcbw/7Rn1jf6/YIfHZs0rgEQGRqEahUXW3WXtftKsHZfwyRga18g//3moCeqJltiTLhbhhk7KzxYixoLCwK70ytf/4aqmstWh+zIDZi/yS/B4i2FLqql834+dr7REDRrD93eSi8askuqYdGmAmg1wFWtmuLhjy0vDaBEYdlFty57IWWjk4KHnqlNsbOgHM98/qtbhrnJJc1lciZb4NRPf8HMdftRcenPZDhJsWGYeVNnDPujR9k4qFSa9MXeek5KU61L1Ey5rpSa17badfMlDKTcTKcX+Ogn13Xnk+fFhja+rHw1iAKA9ISGuUCWgihHjevVCrNu6oINB0/joT/WLvKVBzVzlr5A5mbnY/dx2wvOelLyH8NR1u3z/uG/3nBe7Dl+3uIaW9Lf/rYeKRZe1dhnu+SnjvfUsDnjIWhMjAS8u6kAQqgT+LRuGuHWZS/mrD9gMofVlXOIzYe5KRGk1WD6yE54+OM9TtXBOIgCgJLKWkxethsLje7NUq+ylOpc7hxfe+s5OZoSX0kQqeacKbWv7UBevJeBlJttPXQWdbpA/lryDHc+lEz+eBfeGNvdcOO+UFPvs0EUAHRIjMa6n46ruk/NHwMjrI1f9yXSefWvVXm4VKdDQnSY168RdqmuHrn5JU4PqXEH83Td3kT62+fmn5ZVvkpG6vipg6/AlUkxHr0mnl+/HyO7pmDToTM+e12qxV7qbSVaN4lw6zxe8yDB0WNP6N0GV6fFo/DsRbz2R1ICcwJ/DnNTKiev2Op6e1o4n2znmS9+xZCMJOTml2Dmmv2KluuQAkR76zkpSThjTGlCDPOeLWvDje1xxWgEZ9Yx82UMpNzsk13sjfKE6LAg9G6XIPuBxxm19QKTl+3G2+O7Y0TXlhi/aJvLj+lKO4+dw/zvHZ9rYMnHO45j+Y7j+NuAhkxg0vj1LYfPqn4sdymvrsPUT37xdDVkOX+p/o9ztIfTQ2pI3bW10hKiDHM6Ji/9GbkKkxqo4ZOfT2CZyo0ngS5Yq8Gb3x/xdDUcotFoMLpbiqppuCX2hpep0Yxy/uJlvPndIbzxnbJ51ObzoGyx17Nkq8fOkQbF0qoaxRkCzV/vKt68nIYrcB0pN9tdpM7aGaSMTgDFbp6b9sjHe/D8+nzsO+m7vVEAoBeu6REQ+HNxP2n8ertE+ynFST3TVu3D9JGdPF2NgNDUylox5qR16IK0GrSI9UxGTI6aUF+9XuDSZdfPB42PkneeKdG6aaTdxDTSsC4563BJ3Dl09K3vbQdR4cFaxEWYfnZy1pCT2FpgV05ANiwzGZufHiT7flx4ttriQs7ScGN7Qa/cHrSpgzsoPqd8YaSDmhhIuVnFRd9Je+1PLtbpkFdc5dZjCsDrh3jJ0SQ81KX7b1jcr2GujjsyWtKfKi7V4/fTF7Dgrh6eropVrngw9IQJvWVmtzR6qoyyMN+SyJIpA9th+aTemH5jZ9X3rdPrsf1ImexkCpb30XiRWncmu7E3QrimXo/5Y7tj+aTeeGNsNyyf1Bubnx6kKHGC1LOUZLbYrdyALEirwYQ+abCR+BdAQ2D28U9FVjMEAvaDWnuLFWvQ0Ls1ZVB7RedUclw4urVugvc3HcWzX+bh/U1HUefFw7PVwLu0m12s8+8TivxPRe1lPNq/Ld7cfNRlx5iyYg+CgzWIj3Jt0EaNvf7dISy8qwdSm4bj2DnvG5Ixc2QGHvWRIZO2LNkmL7ullPWzrl6PL/accGWVyI9c0SIGfdo1w5bDzqUvt+TFnN/QJEJeg4alYV3WhqCNyExSrY5q2F5Qhn8M66j4debzlH78x0DsOnZO8bwlANhZUG53Xp4AcLrKeqOjnLlKtuZmSTWdPrITdhSU40ip/EbozJRYZDybY7K/59YfMAzj90cMpNyMYRT5Gr0Q6NAqVlZZZyYGz1qbj1f+epWDryZnzFqbj3HXtMKr33rX/LRbu7fEaT/ppZS70GViTLhbU2STf0iMCUdOXjFmrtnvkv0rOX+N2Vqk9n0vWwrg1Hnla7zZmqc0upu8bJ7Gth1VLxC2N1fJ2tyspLhw3HRVMuasl7+wtVYDDOqYiFwLCytLw/gB+GUwxUCKiGxa+ONR3NhFXsvhbT1T8Omukw4dp7iiBvWX9UiOCw/4TGHuVlxR4/G1mizpmBSLn45aHirkj7Qa4Lv803hvC4MokkdKYnCuuhaPfLzHY0ljLCVTsLdIrbdROofNVpDo+JpK6qUNlzNXydJixeeq6/DIx8rWl3r9r1fhMTsjB97dWIAnh3ZEaLB/zSryr3dDRKoTomEB2qjQILu3eEeDKMnd/7cTmSmxKn6VkFwaewPzPeCFrw7i24Puz1rnKXoBBlEBRgMgPMSxR7E/h2BlYM76Ax4NooDGyRR8YcFvYz8VlMlOlmEvSBRQnnwDgOy04XKGwZfZGP5nTEr2NLpbCnqlx2POevkJQJLjwrHwrh44faFWVur2/9vqf/c3BlJEJMvFuobWOlc/bufml6JHahMXH4XMfbi5AFFhQZ6uBgWQaJ5vAIC/dGju0OukJAZNo0LdGrCYz5eylkzh2/wSt9VJDecu1ltNlmFOTpBoK/mGNb3bNkMTOxk+m0aGYPYo+wkg/r5iD17P/d0kwYc9coPfKQPbmyTk2FkoLyO13HK+hEP7yC+5cwHeQCHQsDjv76UXXH6s3UXnXX4MMnXxsvcN7SP/1jIuHH+/vgMeW7HH5mKxWg3w6m1d8cUvp7D9aJlH0rNrAMSGaVFRq951ogHw1vjuiIsMRc5++WscNokMwVvjehgWif1yr3MjAaS6yP1U37qzB7Qajc1kCuv2nvS6OVBy5OaXyOoVKqmUF7jKLScJ0mrw4q1dMHnZbqtl5t7aBXER9nukBBqSCUnkrDEldw2oK1pEm3xOUaHyGkXklvMl7JEiv3Nfv7RG6UdJHe4IogDYzVpERL7v99JqvJB9APf3T7NZbv64HggPD8amQ2c9tsaVANC1dRPV9xkTHiKrF8LY+YuXodVqDMGLGuv2KBnK1bttM8NQsD5/BHPGnl+fjykr9trdlwYNQaE3DSr+YEuhrIWHtxySlxTibFVto7TvgOV08JJhmclYeFcPJMWa/l2lYXTDMpMdWvRWzhpTcs8l83K39mgl63Vyy/kS9kiR3xmSkYSrU5vi4Y/3eLoq5ITIkCBcdMMClkTkOcUVNXhvUyEeHJCONb8UW8x+NiQjCf3nbfD4KIOfCtQfljRrTR6+fWqg3V4Ic8YP0t2cDPCaRIbgvMw1Lm0tKgsAc7PzZa+fKAC8eGsX1NXp8egne2W9xp6mkSE4Z+G9aDTyG+hmrc3HkIwkq+8zJ68Yn+2WtzTB/A2HUFFTb/g5+Y+MeF/uLTbprUqKDcfMm/7sLbKUBMK458+R4Fl6+/9a9SsGdWxhMemDtL5USUWN1estPioEPVObmmzr2z4BUaFBqK6z/p0dFRaEvu0TADROGa8kRby3YY8U+ZXkuHD0TG2KqX6w7kygGyEzUyAR+TYBYOXOE3jptq746P5rGy2I6i1JC1zRG3b47EXMzc439EI0ldkzdbaq1tCbsWy7vDXKrLm3b7qsclMHd7A5LKyuXo93FSxCf1WrWMRFhOKnY2WyX2NLclw45txkee6QklEO9hYWnrU2X/a+jIMoad/vbCxoNOSvpLIGk//oLaqr1+P9TUcxa+1+5J+qwPDM5EY9f1LA44jy6svoPfc7iz1T0vpSgPX50OXVl3Hdy9+bvD5Iq8F/x9hevuS/f70KQVoNcvKK0X/eBoxbtB2PrdiLcYu2o/+8DbJ6Ar2RRojAGkRTWVmJuLg4VFRUIDZW3to4aurw7/WwEbCTkxbe1QMRwUG4e/FOT1eFnHRg9jD0ej4XVbW+fcGEBmv9fmV3IrVYmsfx5d6TeEzGUDFfpdUAB+cMN9wres/9DuXVdTbLG88pc6b3/rorEvDBvb3Qf94Gm70QTSND8OyozkiKtd57sGjjUTyffUBxHYK1GtQrzG5nrmG+WQ/MWZ+vStD9xthuFteB2nL4LO587yen929NSJAG9Tph8nfQaoBJWY0XtM3JK1bUi2lOA1hN0W5pfSzz18LC6xvWMss3CRSNr2lrKeOt7c9dnIkN2CPlZp1aRHm6Cn6pSWSIYezwu5uOeLo6fkWrAXqnN7VfUGW7j51DkMcH8ziPQRQFMg0aZ3mzxdI8joSoMIePHxashQauzzbqDL0Alm4rBNDQ8PLCLZk262weczgzBLr/Fc1l9UKcu3gZU1fa7j3YWejYmm/OBlFNI0NUz15oaehcTl4xHvnI8cBFjstmQRTQ8Pd+Z2MB5mab9oQNy0zG2+O7w5kRcdZStA/LTMaP/xhoNc269Arz1w/LTMaWZwZh+aTehp7lH/8xEHERoVi1+wT+tSrP5rpijqSM9zQGUm42vk9bT1fBrzSJDMHUwR2w6z9DDK0YR85Ue7hW/qFlXBimj+yEg3OG45G/XOH242/8vdTnbqhEgaR103C8MbYbpg7uYPHBX/p5cKdE2fu09EBVr3e8MaK2Xo/BGYnwwmXSTBwrv2j4/7DMZCy4q0ejpEmumEJSr9dBpxdWj2mJpWBXpxeorpU3z0otTSJCMHXwFfj5j+9/RxIwWKLVAOfMegSlnpTzl9z7Ho0t2lTQqGFuRNeWmD+uh0P7E7A9jHHXsXM2e0atvd54XaqKS3W47uXvMW7Rdkz95BeH9uftmGzCzdrEs0dKLUvv64W+7RMaDTEI9tEJi97m7r7puD+rIfAvv2T95ucqmw+fxaV6BlJE3uqyThiGP12ZFN1oKFDSH0N6Ll3W47Pd8lN0Gz9QVVyqw5OfOjfnNTdf/UWdw4M1qFHx/pQaH2nys3GygZLKGuw+Vo6l24tUO55kXs7vWLKtyDD0ynDMikuYs/6AxQdf42B3SEYScvNLbA4DU9uIzBaY0Ce90RBDNbIXAg09QI98vBsLtA2jXGwtvmtJdFgwLtTW2y/oQL2Wbis0fC9LRnRNxkJtD4f/BtYCULmB6ZbDZywmjbA2jM/R+ngrBlJu1is9Hkmx4YrXFqDGDpZUIsvCQoZXtYrFifP8fJ1Vb7SukFpfUEqcra6FhzIdE5EMQUbdPLayjL2W+5tD+8/NL8GHWwq9coCvmkGUVgNM6JPWaHuQVoOKS3WY99VBlz4zFFc0JDqYP7Ybbvwjpfm2I2U2ew+k1z22Yg/W7yt2298oOS4c/xvf0+IcLSkBg1oBnRQoKk12EqxVlglRiR9+P4OMlnGNgkjz66/w7EUs3lpgMYOhOfPvdymj3qHTVbLqNP/7P6dTSNkHh2QkKQo+bdXH2zGQcrMgrQYzb8pwaoIgNdhRUI5JA9o12h4VLn88Pln3yc8FeGRww5A+OSlR1RbCnkUir9YyznTukjSkx1hOXjHe+O6wQ/tfvfeUVwZRapuUlY4grQbbjpSZBKG5+SVufVaYsmIvfjlZgX+PzJAduK3b555Ma9K3gaX068aptMde0wavffu708cz7hVV2kNy/lI9osNc83i96dBZbDp01mJSFvPr76G/tLOZuESDhl7jXunxhm32kkzYI2UfnDr4CsX7sFQfX8BAygOkNKcMppxzyUr6w0On3bNorL87dv7PlixpMvJDbjxnWzWJRGlVLbNcEnmp4+cu2fy90lTR5uz1iPiDSVnp6N6mKfrP22A6LDI2TFZvgtoWbSqAVuN9vQJJFgIHwPKDf2RoEC6q9MUhBbZKuWJonzGpF/Ht8d0xomtLi2WkxCXS97Zxo4SlwNTRoXiWvLvxqKLytgJlb8dkEx7iifSO/iazVZzF7aVVtW6uSWCQJiO7S2JsOJqwd5HIadd3bDwEWg21djJSesv6T97qgX5p6JnaFA8t293ocyqprLX7+brKok0FiFWQadGVhmcmmawpZkx68Df/7NQKogAYegeT48K9MvPjlOV7kG2jV9BaEpGkuHCTVONK54HZY2thXkvM6+NL2CNFPuu7/NN4ZninRttrnUgF648So0Nw5sJlVW6QwzKTEaIFLrvh+11ogPYtYlB61Lcy+Hib2DAtKmu9JwW7+Ro45FqZybHo2y4B3x08o/q+E6Itp0aW+NqkcXdbn1eCdb+6b36RXHoB7Dtx3tPVAAAMy0xqNFwUcO7BXwOgRWwYAA1OV1oerm48zEzJiAwNgKZRISivdk9vol4AD3+8Gwu11oMQW/MXJXIbPaYMbI+T5y5i1d5TdstGhwWhulZn9W8UHxWC6TfaXpvMF7BHyoOCfPOc8RqHzlRj0pLGC+9GhwUp3leTyBA0kbmivC+ZOrgDtv1rCP42QN7K9XK465FcC+DBrMZz4Mi+m7u1NKzhsWfGMHRJiXHbse19qTSNsP3wTer6940ZJqm11XRvP9vLeXjb8DBvU1xRg5JK7xxBodcLJMtIhe5q1s4hR3s7pceumTd1xsybLK+dZWmYmdSzY+szkV733OhMp3qwxvdqjekjOyHrigTZr7G3/pJxSvI+7Zo1ClrkNnpc0SIaKU0jZJWV6m/p89UAeOGWLrilu+X6+BIGUh7UPMr/HtzdLTe/tNFcqT7t5d98ACAyRINd/xmCXf8ZguWTeuP+fmmyX5sUG4YHVQxS1JIcF46Fd/XAY4OvQJBWg2kjMvDggHRF65BYC/Tj3RRwtmoaif5XNmc6ewf8tWdrky/MtX8fgK6tlK3W7qhWTRvOvaRY00QESbFhWHhXDyQ38fzDWaBI/qNF3Ty1tlou2en99+YhUWSb1miRXjnU/htr8Of5a0lJhe35eZK4cNOBV8ZDyOQOe5MMy0zG5qcbFpu9r19ao8VqpdeN6NrS7gLHtvRMjcf9WW3x8F/ay36Ns+svyW30SIwJR5+28p6x7ro2TdHn66s8PrTv7bffxssvv4zi4mJ07twZr7/+OrKysqyW//HHH/HEE09g//79aNmyJf75z39i8uTJbqyxetKbR6PkwjlPV8PnzVyTh3m3X2X4+dkbM7F8xwnZr8+dOtDQGtKnXTP0adcM16THY+aa/SathUmxYXj2xgw0jQpr1D2ed7ICW454xxC01k3C8MM/BzVq4Zk2IgNPDu2I29/ehH2n7CfkuLmb5Zvc3dem4ZXvDqlSV1v6/hEQR4cHuySNrBw3d22BdXmn4aGpCg5pEhmC3haGwqyZkoULNfX4//buPC6qqv8D+OfOCsMyjIAIyJYKsmlpaopJbpFmYpmSpagt5sZjZWrpo4Apac9jtKiZPr9QM5dMUcslzS3XXBEV1FRcMtwARUVA4Pz+oHu7dzZmWIf4vl+v+5qZO3c559xzzz1nzr1n3l11HKeu5SO7hoZTju8Tiu6hTUzeSqKWyTB86ZEa2Tcpp/+L+pCO/pi5KbPCWyodVRzuF1t+s5R+RVKf+JYoDrC5W9g4lA9MYO3zHA3B4z46YWCsD9aeNFoG8/lsRJcAbDiRLekh0r+Ft5GDyuLBQywZeOD2fct68kZ3bY5WTV1M3tJmyW1vYnzPTsdmrpjyfIjJ9fhGWmVGwPNyKe/xsXY496rcSlvRyLz6I+pVNLw7fx2Syzir0rc+qtOG1KpVq/DOO+9g/vz5iIiIwNdff41evXohIyMDvr6+BstnZWWhd+/eeOutt7Bs2TLs27cPo0ePhru7O/r3718HMaia5h5OOJBlOw2pxo5KTO8XDgC1+ud6VbU14wZmiz7bq+ToGdLYoj9hVMk5eDcy7Ka2tnD939D2CJ62pbJRqFaRQR4mw6lSyLBqZGeLwjrjxdZG53u71fyfSus0Sjz1mCsOZeXWWSMKAD4Z2AZzXuHQM3kXLt4yvD3qMXcN8gse4XYt3Q9viVkvhZs8/o52Ciwa2g4HLuRg0KKDFW6L4wBmRe1XxgHPBHsAMD4UNgB0adnYJivVtsBTa4c+rTyxaE9WlbajP8KZSiHDW08H4OtfTW/37S4BmPhcMA5l5WLf+VuS/4YxvZ+Kb/GpSoWyOunnOf4MefPpgEoPz17V8DTR2oExhhv5RTZ3PvCVef5aOHfHeaTsy8Kdh3+XdeJ8xucd/nrZ1k+Ho5fzJJ8j/7PTor/QMDVCn5g4HObkFz4yWg6JmSqrKlLRevr1CDcHNcavPmF2aHlxLxz/Q4SlIzxX5VZacz96GGvYznop3Gy4xNehyqZvfcExZs1lsnp16NABbdq0wVdffSXMCw4ORr9+/fDxxx8bLD9p0iRs2LABmZmZwryRI0fixIkTOHDggEX7zM/Ph1arxd27d+HsXDu3upjysLjUZirfAHAhqbeQ8fn/ZVh+8BJ+PHm9jkNmntZeiRPxzxrMf2vpYbONKZWcw7mZvastHBXtr7ZkTn8O9irzz4lVFNaeIY2xKLad0e8srYTrc1LJcK/Ysq6dBX91+69Pu4ZxK9Os3ld1eLtLAD7s/fetLXxvzpW8h/DV2SM55gk42ikQ9elunL1Zu0Pucxxgp5DhoWjUjybOaiT0DbXodonSMmYw3LK+ylTqF1h4u8b735/AD8cs7zX+J3u3Rwv4uzlIfqwxNqSzp9YOfVt7YuFfjSFjF+43IvzRI6SJyR99Pt6UgUV7siQ9BTKufAhucV63NH/snWTY822K+L9+LKlQujqokGNBD8azIR44+ccdZJt51uhtIz0m/P/w9AxpgrYzttXIDza9w5pg86ny66exiik/Cqqp4akrqpw9H94EGytxfdZplGaHVjd1bMXHsDI9C/woe0Dl8q/Yf38+i7k7K24Aj+3aHO9HBVkcxppmbohxDjB6y9um9D8xdsVxkz3KfKPcmvPRXPiMlT2mhp43dueOpdchW1KVtkGdNaSKi4uh0WiwevVqvPjii8L8cePGIS0tDbt37zZYp0uXLnjiiSfw+eefC/NSU1MxcOBAFBQUQKk0fHajqKgIRUV/H+T8/Hz4+PjYREMKsJ3K98tPeOO/MY8bzC8uKUPgvzfXfoCs0DXIDSnDOxj97mFxKZI2ZSDzzzs48Uc+yhjgoJZj878ijfZEVZWp49nWzwVvRDyGjzbW7K+y5hpA+kyFtaJtWFLJMmbRq21QKoNBwSumX2BXttFWVfqNKHMW7DyPWT+frdHw8JWqyEB3dGnhhiEd/SGXcTVSqRFX8p4L8zRa+dbX2FGF6f3CLL54FpeUIWjqZqt6u6qDo1ph9f+7vN3FfE9OZck4YO4g0/8BY6rSak1Fx5jikjJ8e+ASLucWwK+RBkM6+kOlMHxcujIVPmtUtP15r7apsLwUV/g3HPsDE9emo7Dk7y2KK3XmGgFbTmVX+/86OqjkSE+IwraM6xUeL3PH9PiVPJON34nPBVvdCHTRKJHULxxjltfcsTWnqvmXt+/8bbz2v98qXO67NzsgwsrnpmtaZdJgU3o2Ri83zKP65XV1sKbBXNXGta2olw2pP//8E97e3ti3bx86deokzE9KSsKSJUtw9qxhxSQwMBDDhg3D5MmThXn79+9HREQE/vzzT3h6GmaihIQEJCYmGsy3lYYUULnG1JNNHXHkj+r7FdxcL8bHmzJqpCJREQ8nFW7cq/gXyVMJUXC0q/PH/QR84+1STgH8XTWY3DtESFtxobMt4wY2pmcbVGJHdCn/g8Zp607h5v2/4+/hpEJidBjWHPujUg0ga8NqTkW/LOrjAJz/q8dT8su0oxpgwO0HRUYLYb7RZu6+bZ0V994b42QnxzvdAyusWJpSGz82VKaiYQlLL+j6le9XO/gh7eqdKl08a7Nc4X+x3T2hK77adR4p+y5Jbg3SaZQoLS1DftHfz8rw59tzYZ5//fKaIelBaeSgRN9Wnlh84EqlwjT/1Tbo3apyx7O2Ki/VVemt7PatbcxVJV1M/bo+rU8o3vk+DcVWPii5QO8/eioKl7llzDV+rW0E8uGq6WNrTnXk39IyVmEjUqdR4si/e9pkxb4yaVCXx+yfrl43pPbv34+OHTsK82fOnIlvv/0WZ86cMVgnMDAQw4cPx4cffijM27dvHzp37ozs7Gw0adLEYB1b75HiPSwuxdR16fjhWMVj8x/8oDvcndVoNnlTtezbkgq4NZUe/tey8sbASdy8/3dB56yWo4RV/Id5/EVy/q7zSP8j3+RyrZo6Y8NY04OT2DpzF0hzBW1lG0DVyVihboqlt3yZ2k9FPSfHr+RVqlLubKdAekJUpcIlVtlGwdtdApB67JpBgzn+hVCjg5rUhLr8RdFcbxd/K1tVG1vGfrE1FmcAZtPBXA+RqdtbAMPnTetbxaem80dF26/NyqO5Y2xpY6Uubm0ylgctCVd9702o6LhU5bpjq+r7MbNV9bIhVVu39umzpWekjGk3Yxtu3Tf967q7owqH/90TQPXcjmBNL0ZxSRn6fLEH54w8DxLY2BFPNXO1qDEAAHN3/G7wqzBP/yLZd+4eo42p+t6I+icQH99Ltx9gyd4LyC38+5dbN40cM15qXeWLmSWVqY83ZWDhr1kGja03n/ZHt5ZNcOHmfXz2y1k8KCqFq6MKqaM7w11viO6qMPX8Sffgxjhx9S5u3vu7kuPhrEaiBbccNQT8jwlZOQ/AAXjCRwdPF3tJJVa/d9aYt//qya2Lhou5Y9jQj291sIU0NJYPy3/0CIPOQVXnx1c/jfQHe/in5jtjvcX17ccKUvfqZUMKKB9som3btpg/f74wLyQkBNHR0SYHm/jxxx+RkZEhzBs1ahTS0tLq5WATpphqTIkbUbwtp7Ix+YfjyC00fxg9tXb4MCoIh6/kVbkXo7p6Q/iC/3p+IXLvF6GRgwpNtPZGC3xTD/oT21KTFR5Ltm3p8x81xdT+baEiWJ/pp9/jPi5Y/ttlq3tyCakKylu2iY4Lqap625BatWoVhgwZggULFqBjx45YuHAhFi1ahNOnT8PPzw8ffvghrl27hqVLlwIoH/48LCwMb7/9Nt566y0cOHAAI0eOxIoVKywe/rw+NKQAIPd+MV5ZuB837xWjsZMKK0d0QiNH4//ZIS5EnJUKfHfkCq7kFsBJrUBMOx/4NHKggoUQQgghhBA9VWkb1OlP+jExMcjJycH06dORnZ2NsLAwbNq0CX5+fgCA7OxsXLny94O8AQEB2LRpE959913MmzcPXl5e+OKLL+rlf0hVpJGjClvfe8aiZfXH6O8a6lFDoSKEEEIIIYQAddwjVRfqS48UIYQQQgghpGZVpW1Qew8PEEIIIYQQQsg/BDWkCCGEEEIIIcRK1JAihBBCCCGEECtRQ4oQQgghhBBCrEQNKUIIIYQQQgixEjWkCCGEEEIIIcRK1JAihBBCCCGEECtRQ4oQQgghhBBCrEQNKUIIIYQQQgixEjWkCCGEEEIIIcRK1JAihBBCCCGEECtRQ4oQQgghhBBCrKSo6wDUNsYYACA/P7+OQ0IIIYQQQgipS3ybgG8jWKPBNaTu3bsHAPDx8anjkBBCCCGEEEJswb1796DVaq1ap8Hd2ufl5YWrV6/izp07uHv3bp1PV69eFcKWkZFh9rU2lrGVcDTE+NhKOCg+th2OhhgfWwkHxce2w/FPCyvFp/4vYyvhsOWwXr16tc7r4nfu3MHVq1fh5eUFazW4HimZTIamTZvWdTCMcnJyMvtaG8vYSjgaYnxsJRwUH9sOR0OMj62Eg+Jj2+H4p4WV4lP/l7GVcNhyWJ2dneHs7Iy6Zm1PFK/B9UgRQgghhBBCSFVRQ4oQQgghhBBCrNTgbu2zNWq1GlOmTAFQ3r0ZHx9v9LU2lrGVcDTE+NhKOCg+FB9bW8ZWwkHxqf/xsZVwUHwoPra2TF2GQ61Woz7jWGXG+iOEEEIIIYSQBoxu7SOEEEIIIYQQK1FDihBCCCGEEEKsRA0pQgghhBBCCLEWIzYhJSWFabVayfuUlBSmUCgYx3HCd2Lx8fHMx8dH+I7/bG9vz9RqNWvdurXBtsX745fRarXM2dmZAWBarZYpFAqmVCoZAMZxHBs0aBBTq9XCvlJSUhgA5uTkxBQKBdNqtcKyGo2GAWBxcXFMq9UyrVbLvLy8JOHw8/NjAJi/vz8DwFQqFQMgTBqNhvn5+bHk5GRhWQDMxcVFeOU4jul0OpacnMxcXV2FbXh6egrrxsfHs9atW7P4+HimVCpZVFQU8/DwYABYTEwMa926NQPAZDKZEH6ZTMY4jhPSjt+/k5OTsIxCoZB8n5ycLMQnOjpaCG9MTAwDwFJTU4V5fJz5Vz6d+XTjl+fDzhgT0peflEol8/HxYXZ2dpJ1+PdxcXHCPvjtiMMTExMj7JfftkajYV5eXiw+Pp4BYF27dhW2x3GcJIwajYbJ5XKWnJws5DsPDw/m4+NjEHeNRsMYY0bjDIC5urpKws/vo0WLFgZx49cHwHx8fJharRY+88eHj7u7uzsbNGiQED9xnMWTl5cXS0lJYRzHMTs7OyFv+/v7C/lV//i4u7sLr8nJyUIe51/5/BYWFiaknVKpZHK5XLIt/hzRz+tKpVLIr0qlUrIPcZ7m01s/jHzai9OFj6t4X/rnCH8e8OsrlUoh7xg7duL0SE5OFtKOX0987sbFxQllGZ+v9fMtnxfE5QAA9tFHHxmkPX98+HIJgJC+qampBt+J8xJfFikUCoO4vPbaawZp4+fnJ8lL4mPJH19+n+LyjV+GP1/58PDrAGAKhYKpVCo2btw4SbnPx5ExxlxdXSVhFZd9PD8/P0l+E+d3cR7QarWM4zhJ/Pj1o6KihDzg4uIiXBv4eLi7uwtlKB8fPu/on6tarVZYn/9OLpezqKgo4ZjwceKvPeLzV3zO88dSvzzSL2PE4eC3ox8ud3d3ptPpJOERl13iMjA1NdUgT/J5nU9X/logDqt4eVdXV4Nrr/55JM63fLz0044vy/XLWb6c9vX1Nbiuist0/njx+xKnC58PxPlOfP61b9/e4DwRl6v657N+GvDnLL9OeHi45Hywt7eXnBN8GBMTEyXnAb8PcRj9/f1Zz549GQAWGBhokGbR0dFMJpOxrKwsg3KFP0f4c0F8ruqXF4wxNm7cOEm+FZezX3/9tSTO4mu//vXP3t5eSFf+fOPjzL+K46yfnnxa8euL8z0ft9DQUMk5Y+xcENcHxPMBsICAAMm+xPEKDg4WzhV+flhYmCSN+Hwnl8uZnZ2dJA/qX1P4NBLHQ/8482HjX8XXhNTUVMnxFS/Lpz2fB/W/E+cr/X3oL2NOg2tIJSUlsSeffJI5OjoyBwcH5uLiwjQaDdNqtczR0VHI2DTRRBNNNNFEE0000USTdVPz5s2F9/oNeEDaSBo6dCiLiIgwuwxQ3kAEpA2pF198sc4bUg3u1r7du3djzJgxOHjwIFq1agU/Pz9otVrEx8ejrKwMHMcBANzc3CCXy4X1+vfvD29vb2FeUFAQoqKi6iQOACRhAwCZrMEdyhpX34fkJKS2VMe5olDQv3EQQkh9p1Kp4OnpKXx+/PHH4eDgINSvxcrKyrBx40YEBQVVuN2zZ88azGvfvn3VAlsdqq+vp366efMmA8B2794tvMdfrdEjR44In2fMmMFu3LghfE5MTGTe3t6scePGklsnxJObmxtzcHCQzNPvKsVfrXXxbVri9zTRRBNNNNFEE0000UST9ZOxejf/OAh/qy/1SFXB3bt3AQCNGjUS3vPu3bsnvHd0dMTx48eFz1qtFteuXUPnzp3x6NEjo9v28PCAk5OTZB5jzKBVXlpaKulRErfkCSGEEEIIIZbTarUAyuvd+pRKJQCgQ4cOAIC0tLRK76dBN6QYY3jvvffQuXNnhIaGCu/572bMmCEsO3HiRDz33HPC59WrVwMA1q5di8LCQqPbDwgIwPXr14XP/K0rxg5qQUEBAIDjOGRlZVUxZoQQQgghhDRM+h0ZPJ1Oh5CQEADAzZs3AQA//vhjpffToBtSY8eORXp6OlasWCF5DwALFy7EwYMHhWWfeuopuLq6Cp/5ezWbNm0KoLwB9Nlnn0m2n5WVBV9fX+FzSUlJhWEy1sgihBBCCCGEWCYnJ8fofH9/f9y4cQMA8Mcff0heK6PBNqTi4uKwYcMG7Ny5E7Nnzxbe8w2jXbt2QaPRCMufPn0aa9asET7fvn0bHMchLy8PAGBvby/0KonXuXLlSi3EhhBCCCGEEFIR/hEb/dfKaHANKcYYxo4di7Vr12L79u2YM2cO1q5dix07dsDf3x9jxowBUD4K1cqVK4X1pk+fji5duqBJkyYAykclUSgU0Ol0kMvl0Gg0KCoqkuxLpVIJB0f8DJSzs7PJ8IkPpv7IfIQQQgghhBDzTN3ad+nSJXh4eAAAvL29Ja+V0eDGmx0zZgyWL1+O9evXIykpCWvXrsXixYtRVFSE6OhobN68GQAQFhaG4cOHC+utWbMGhw8fhkqlAgAUFxfD19dX6HG6ffs2UlJSJPsqLi6GXC5HaWkpysrKhPn5+fkmwye+ta+0tLTqESaEEEIIIaQBEQ8YJ5aXl4fTp08DgNCg6tOnD44dO1ap/XCsgT2UU5XuO0IIIYQQQkj9pVQq8ejRI+h0OuTl5SE1NRUvvvii5LVfv34WbatB3trXkKbIyEiMGzdO8t7V1RUqlQrNmjUTvhNPfn5+ku/4z97e3nByckJycjIYY3j88ccBAOfPn5fsj19GvB3xfD4c/DzxMvyrt7e3wTz+1dXVFatWrTIaRz8/PyF8arUaWq1Wsg9xPFu2bAkAeOyxx4wuw29XvE3xPsSvOp3OYJ44DeRyOdRqtWQ74vRq1qyZJG319yWTySCXyyXbNhUeU8eAMSbcmnr+/HnhO/H++eNsLF/ob5cPgzXp4eDggLCwMLPLiOOl0+kkaWMsb4rjLI6Hfr7Xzx/iz2q1Gmq12mB9/fxnanv6+w8NDcXs2bMN8rp+/tfftv6x/9e//gUAmDJlSqXCWpljx2+XT3tjaRcZGWkyT+tvV3yc9Y+lftrJZDLExsYahF2/7BF/Zywcy5YtA8dxwnblcjm6dOlikDaWHEvxdis6X/nwyGQyaDQaBAcHIzo62mjaiPcv3q7++WdJGMV5wFT5KM4D+ulqrHxctmwZlEqlkN/08w6/PXP5hP8sl8sRGxtr9bmuv4yDgwNkMhl8fX2Nlgum4mMuDfXLFVNlTGXyvan4mNuOsXM1MjJSODf0w2fttcTNzU1IQ1NhVSqVkvPQVJkhzn/8OcYYQ3h4OFatWiU5D8Vl3wsvvAAXFxehnBTnAXG8+TxYUFCAyMhIABCug4wx7N27FwCwatUqAICvry/kcjn69OljstyPjIwUnn8X113E8QoNDYWjo6NB2ct/5+LiYrYM5b/jr7cODg4Gx4UPu7e3t9l8b+r8E+/b3t4e9vb2krCZCxdjTKgHiteJiIgAAMTGxgIAWrRoIRyf8PBwuLm5CdtwdXVFRESEwTHw9vaWXLfEcZ0yZQrc3NwAAMHBwXBxcTF6jRPnBT4viePap08fIf78LXni9S3J9zt37gQAHD58GIwx9OvXz+DVUg2uIUXKn9Hix9C3xsOHD1FaWorc3Fz88ssvOHfuHDw9PdGsWbMaCKVxZWVlaN68OXr16mX1upmZmdi7dy+ysrKwbt06XLx4EQqFol70UnIcV6ln5goKClBQUID8/Hz88ssvyMnJQUBAQK0es4YoICAAgwYNsnq91NRUbNu2DZcuXUJhYSFWrVoFtVotXHz+yRhjUCgUCA4Otnrd0tJSXLx4UTi3J02aBHd39xoIpW2rzvJx0qRJGDhwYJXDxBiDUqms1HE9fPiwECa+LHviiSfqRZldncrKyip9bixduhR79+5FSUkJTp48iby8PLNpWFJSIvwIYK0bN25g586d6NatG0pLS02eh507d4aDg4NBOVlcXIyLFy8KYeXzoL29PYDy6yDHcdi/fz9mz56NYcOGITQ0FImJiVCr1VAqlZDL5WjTpo1kfwUFBTh79iwuXbqEvLw8FBYWGlwH+WVKSkrg5OSEwsJCKBQKg7I3ICAADg4ORuOfnp6OwsJCoY6Uk5MDOzs7yGQyPHjwQFJ/GjFiBCIiIoS/xakKtVoNlUplNmz6nJ2dwXEcHB0dwRjD9u3bcebMGSgUCvz8889Qq9UICgrCoEGDUFxcjP79+8Pe3h7p6enYtm0bAKCoqAjDhg2Dj48PJkyYgLZt26KkpARLliyBUqmETCbDpEmTMHjwYKhUKmRnZyM3NxcKhQJeXl5QKBRmr3ElJSXo37+/pDyTyWRwcXERrpE3b96EXC43WF8/3+fm5qJZs2YoLS3FuXPnhPSvjroQNaQaIF9fX8ngF5ZijOHhw4dISkrCsGHD4OTkhL59+9ZACE2TyWR46qmnTD5EaM6DBw8wePBgBAcH491334W7u7tQQNu6yjb4GGO4desWli5dimHDhkGlUuGNN96ogRASse7du8PHx8fq9e7du4fRo0ejZcuWuH37Nnx9fdG4ceMaCKHt4TgOarUadnZ2Vq/L96Dw5/aAAQMQFBRUA6G0bdVZPg4YMAALFy6scpg4joO9vX2ljmt+fr4QptzcXKhUqmpp3NU3Mpms0ufG9evXMXjwYFy7dg2pqanQaDRm01ChUMDFxaVS+youLsbw4cOxYMECTJ482eR5OHHiRCgUCoNysqysDMuWLRPCaiwPlpSUYM2aNZgyZQouXryI3NxctGvXTign1Wo1dDqdZB3GGH744Qe0bNkSZ86cgUwmM7gO8stcu3YNmZmZUKvVQq+UWPfu3U02foqKipCTkyPUkVQqldArVVZWJqk/tWvXDuvXr7cgVSum1Wohk8nMhk2fr68vOI7DhQsXcPfuXWzcuBF5eXlgjAnXHf74qFQqxMfHQyaToaioCKNHj0ZOTg6OHj2KixcvIj8/H3l5eTh16hRu376NRo0agTGGpKQkLFiwALdu3UJxcTFSU1OhUqlQVlaGXbt2IS8vz+w1TqFQID4+XlKe2dvbY8uWLcI10s7Ozmg9Tj/fq1Qq5Obm4tq1a1i+fHm1pn+De0aKEEIIIYQQQqqKeqQIIYQQQgghxErUkCKEEEIIIYQQK1FDihBCCCGEEEKsRA0pQgghhBBCCLESNaQIIYQQQgghxErUkCKEEFJrEhIShD/zrk8uXboEjuOQlpZW6/v29/fHZ599JnzmOA7r1q0zuXx1hnXIkCFISkoyGZaaMmzYMMmfYr788sv49NNPa3y/hBBiDWpIEUJINbl+/Tri4uLw2GOPQa1Ww8fHBy+88AK2b99e10Ej9cDixYvh4uJiMP/w4cMYMWJErYcnPT0dGzduRFxcXK3s7/Lly1Cr1cjPzzf4btq0aZg5c6bR7wghpK5QQ4oQQqrBpUuX0LZtW+zYsQOffPIJTp48iS1btqBr164YM2ZMXQeP1GPu7u7QaDS1vt+5c+diwIABlfqD38pYv349nnnmGTg7Oxt816pVK/j7++O7776rlbAQQoglqCFFCCHVYPTo0eA4DocOHcLLL7+MwMBAhIaG4r333sPBgweF5a5cuYLo6Gg4OjrC2dkZAwcOxI0bN4Tv+Vvfvv32W/j7+0Or1eKVV17BvXv3hGV++OEHhIeHw97eHq6urujRowcePHgAAHjmmWfwzjvvSMLWr18/DBs2TPjs7++PGTNmIDY2Fo6OjvDz88P69etx69YtIWzh4eE4cuSIZDtr1qxBaGgo1Go1/P39MWfOnArTZdasWfDw8ICTkxPeeOMNFBYWGiyTkpKC4OBg2NnZoWXLlpg/f77ZbZaVlWH27Nlo3rw51Go1fH19MXPmTOH7kydPolu3bkL6jBgxAvfv3xe+528bS0pKgoeHB1xcXJCYmIiSkhJMmDABjRo1QtOmTfHNN98Y7PvMmTPo1KkT7OzsEBoail27dgnfGetRWrduHTiOEz6fOHECXbt2hZOTE5ydndG2bVscOXIEu3btwvDhw3H37l1wHAeO45CQkADA+O102dnZ6NWrF+zt7REQEIDVq1ebTbOMjAz07t0bjo6O8PDwwJAhQ3D79m2zabx69Wr07dvX7HZTUlKg1Wqxbds2AOX5Ly4uDu+88w50Oh08PDywcOFCPHjwAMOHD4eTkxOaNWuGzZs3G2xr/fr1ZvfXt29frFixwmx4CCGkNlFDihBCqig3NxdbtmzBmDFj4ODgYPA9X7lmjKFfv37Izc3F7t27sW3bNly4cAExMTGS5S9cuIB169bhp59+wk8//YTdu3dj1qxZAMor0IMGDcLrr7+OzMxM7Nq1Cy+99BIYY1aFOTk5GRERETh+/Dief/55DBkyBLGxsRg8eDCOHTuG5s2bIzY2Vtju0aNHMXDgQLzyyis4efIkEhISMHXqVCxevNjkPr7//nvEx8dj5syZOHLkCDw9PQ0aSYsWLcKUKVMwc+ZMZGZmIikpCVOnTsWSJUtMbvfDDz/E7NmzMXXqVGRkZGD58uXw8PAAABQUFOC5556DTqfD4cOHsXr1avzyyy8YO3asZBs7duzAn3/+iV9//RWffvopEhIS0KdPH+h0Ovz2228YOXIkRo4ciatXr0rWmzBhAsaPH4/jx4+jU6dO6Nu3L3JycixO99deew1NmzbF4cOHcfToUXzwwQdQKpXo1KkTPvvsMzg7OyM7OxvZ2dl4//33TW5n6tSp6N+/P06cOIHBgwdj0KBByMzMNLpsdnY2IiMj8fjjj+PIkSPYsmULbty4gYEDB5rcfnp6Ou7cuYMnn3zS5DL//e9/8f777+Pnn39Gz549hflLliyBm5sbDh06hLi4OIwaNQoDBgxAp06dcOzYMURFRWHIkCEoKCgQ1rlz5w727NljtiHVvn17HDp0CEVFRSaXIYSQWsUIIYRUyW+//cYAsLVr15pdbuvWrUwul7MrV64I806fPs0AsEOHDjHGGIuPj2cajYbl5+cLy0yYMIF16NCBMcbY0aNHGQB26dIlo/uIjIxk48aNk8yLjo5mQ4cOFT77+fmxwYMHC5+zs7MZADZ16lRh3oEDBxgAlp2dzRhj7NVXX2U9e/aUbHfChAksJCTEZHw7duzIRo4cKZnXoUMH1rp1a+Gzj48PW758uWSZjz76iHXs2NHoNvPz85larWaLFi0y+v3ChQuZTqdj9+/fF+Zt3LiRyWQydv36dcYYY0OHDmV+fn6stLRUWCYoKIg9/fTTwueSkhLm4ODAVqxYwRhjLCsriwFgs2bNEpZ59OgRa9q0KZs9ezZjjLGUlBSm1Wol4UlNTWXiS62TkxNbvHix0bAbW5+x8uOVnJwsfAZgNF1HjRolCevx48cZY4xNnTqVPfvss5Llr169ygCws2fPGg1Lamoqk8vlrKyszGhYPvjgA+bp6cnS09Ml30dGRrLOnTsLn/l0HDJkiDCPz28HDhwQ5n333XesTZs2wuehQ4ey6OhoybZPnDhhNu8TQkhtox4pQgipIvZXr434Fi5jMjMz4ePjAx8fH2FeSEgIXFxcJL0J/v7+kudSPD09cfPmTQBA69at0b17d4SHh2PAgAFYtGgR8vLyrA5zq1athPd8b054eLjBPH6/mZmZiIiIkGwjIiICv//+O0pLS03Gt2PHjpJ54s+3bt3C1atX8cYbb8DR0VGYZsyYgQsXLpjcZlFREbp3727y+9atW0t6BiMiIlBWVoazZ88K80JDQyGT/X0J9PDwkMRfLpfD1dVViL+x8CsUCjz55JMme4KMee+99/Dmm2+iR48emDVrlsl4VsRYupoKx9GjR7Fz505JGrds2RIATO7/4cOHUKvVRvP0nDlz8PXXX2Pv3r2SNOOJ8xafjubyFlDxbX0AYG9vDwCSnixCCKlL1JAihJAqatGiBTiOq7BCzRgzWjHVn69UKiXfcxyHsrIyAOUV023btmHz5s0ICQnBl19+iaCgIGRlZQEAZDKZwW1+jx49MtineB/8vo3N4/drLOz6+7EWv+1FixYhLS1NmE6dOiV5rkyMr0ybYiqNAVSYxubS3Rx+u5akfUJCAk6fPo3nn38eO3bsQEhICFJTUyvchyVMxbusrAwvvPCCJI3T0tLw+++/o0uXLkbXcXNzQ0FBAYqLiw2+e/rpp1FaWorvv//e6LoVpa1+3nr06BG2bNmC6Ohos/HLzc0FUD74BiGE2AJqSBFCSBU1atQIUVFRmDdvnjDog9idO3cAlPc+XblyRfLcTUZGBu7evYvg4GCL98dxHCIiIpCYmIjjx49DpVIJlXF3d3dkZ2cLy5aWluLUqVOVjNnfQkJCsHfvXsm8/fv3IzAwEHK53Og6wcHBBg0i8WcPDw94e3vj4sWLaN68uWQKCAgwus0WLVrA3t7e5JDyISEhSEtLkxyHffv2QSaTITAw0KK4miMOf0lJCY4ePSr07ri7u+PevXuSfRv7L6fAwEC8++672Lp1K1566SWkpKQAAFQqlcnePXPh4D/z4dDXpk0bnD59Gv7+/gbpbOyZPgDCf31lZGQYfNe+fXts2bIFSUlJ+M9//mNReM3ZuXMnXFxcKvx/sVOnTqFp06Zwc3Or8j4JIaQ6UEOKEEKqwfz581FaWor27dtjzZo1+P3335GZmYkvvvhCuA2rR48eaNWqFV577TUcO3YMhw4dQmxsLCIjI80+1C/222+/ISkpCUeOHMGVK1ewdu1a3Lp1S2iIdevWDRs3bsTGjRtx5swZjB49WmjIVcX48eOxfft2fPTRRzh37hyWLFmCuXPnmh0QYdy4cfjmm2/wzTff4Ny5c4iPj8fp06clyyQkJODjjz/G559/jnPnzuHkyZNISUkx+eerdnZ2mDRpEiZOnIilS5fiwoULOHjwIP7v//4PQPlgDnZ2dhg6dChOnTqFnTt3Ii4uDkOGDBFuKauKefPmITU1FWfOnMGYMWOQl5eH119/HQDQoUMHaDQaTJ48GefPn8fy5cslg3E8fPgQY8eOxa5du3D58mXs27cPhw8fFo6dv78/7t+/j+3bt+P27dtmb2FbvXq1JF0PHTpkMKAGb8yYMcjNzcWgQYNw6NAhXLx4EVu3bsXrr79usuHm7u6ONm3aGDSeeR07dsTmzZsxffp0JCcnW5J0Jm3YsKHC2/oAYM+ePXj22WertC9CCKlO1JAihJBqEBAQgGPHjqFr164YP348wsLC0LNnT2zfvh1fffUVgPKepHXr1kGn06FLly7o0aMHHnvsMaxatcri/Tg7O+PXX39F7969ERgYiH//+9+YM2cOevXqBQB4/fXXMXToUKGBFhAQgK5du1Y5fm3atMH333+PlStXIiwsDNOmTcP06dMlw6rri4mJwbRp0zBp0iS0bdsWly9fxqhRoyTLvPnmm/jf//6HxYsXIzw8HJGRkVi8eLHJHimgfMS68ePHY9q0aQgODkZMTIzwvI1Go8HPP/+M3NxctGvXDi+//DK6d++OuXPnVjkNgPLh3GfPno3WrVtjz549WL9+vdBD0qhRIyxbtgybNm1CeHg4VqxYIQxhDpTflpmTk4PY2FgEBgZi4MCB6NWrFxITEwEAnTp1wsiRIxETEwN3d3d88sknJsORmJiIlStXolWrVliyZAm+++47hISEGF3Wy8sL+/btQ2lpKaKiohAWFoZx48ZBq9VKnhPTN2LECLP/2xQREYGNGzdi6tSp+OKLL8wlm1kbNmyo8La+wsJCpKam4q233qr0fgghpLpxrKo3uRNCCCHkH6ewsBBBQUFYuXKlweAW1eXYsWPo1q0bbt26ZfBsldi8efOwfv16bN26tUbCQQghlUE9UoQQQggxYGdnh6VLl5r9496qKikpwZdffmm2EQWUD2Dx5Zdf1lg4CCGkMqhHihBCCCGEEEKsRD1ShBBCCCGEEGIlakgRQgghhBBCiJWoIUUIIYQQQgghVqKGFCGEEEIIIYRYiRpShBBCCCGEEGIlakgRQgghhBBCiJWoIUUIIYQQQgghVqKGFCGEEEIIIYRYiRpShBBCCCGEEGKl/weCA8M3QM7I4QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AAGP/iIJJUAdO586dw6WXXoq5c+c6dfvHHnsMRUVFZv8yMzPxf//3fxr3lMi+Dz/8ENu2bcOaNWtw3333Yf/+/bjllluMf5fX/T/22GMICwsz+3f//fcDAE6dOmX3/m+99VbMnTsX99xzD7777jts3boV27ZtQ4sWLXD+/Hlju5MnT6JNmzaq+n769GlIkoSUlBSrv8kns6WlpWbXJyYmml2WN5Wb9sWSM6+BM49jyfJ5yf0YM2aMVT9efvllSJKEsrIyxftNTk62eZ38Wsn/b+91NRgMOH36tMPHkPt6+eWXW/V12bJlVq9XdHQ0IiMjza6LiIhAdXW18fLJkyfRqlUrs2BOxPLlyzF27Fi0bt0aS5YswebNm7Ft2zbcddddZvfvSEJCgtV14eHhVteHh4cDgNn9/uMf/8Djjz+O6667DqtWrcKOHTuwe/dudOvWzebnYeTIkWjZsiWqq6sxdepUhISECPXR1mtoq4/y9aZ9fO211zB58mRcccUV+OKLL7BlyxZs27YNw4YNE/rMjh49Gmlpafjvf/8LoHGv37lz5/DAAw8I9b1ly5ZW18mfU8vvsL3vhcj301PHGVOlpaUOn58zz8Oeu+66C5s3b8aBAwcANGZNjYiIsDqm79271+oxYmNjIUmS4rEMaPxuinwuzp49i+zsbPz88894/vnnsXbtWmzbtg3Lly8HoO54SBQIgjq90/DhwzF8+HC7f6+trcU///lPfPTRRzhz5gyysrLw8ssv46qrrgLQOHprOnq1Z88e5OfnY8GCBe7uOpFRRkaGMSHEwIED0dDQgHfeeQeff/45xowZg+bNmwMApk2bhhtuuMHmfVx88cU2ry8vL8fXX3+N6dOn48knnzReX1NTY3WC36JFCxw7dkxV35s1awa9Xm/cNG9KTsQg998VrrwGrjCdFTLtx3/+8x+7Wb9snaBZsrUpvbi42HiCJP+/vddVr9crpqqX+/r5558jNTVVsU8iWrRogQ0bNsBgMKgKnpYsWYL09HQsW7bM7DW1TDzhLu+//z7Gjx+Pf/7zn2bXnzhxwmba9EmTJqGyshKXXHIJHnroIWRnZ7u9NMCSJUtw1VVXYf78+WbXV1ZWCt1er9fjgQcewFNPPYV///vfmDdvHq6++mrh74VlMhrgwufU8sTd3vdC5PvpjeNMYmIitm7danW95fdQi+PMLbfcgqlTp+L999/HCy+8gMWLF+P66683+/w0b94cUVFRdouEa3HMlK1ZswbHjx/H2rVrjbNMAFjviYJWUM84KbnzzjuxceNGfPLJJ9i7dy/+7//+D8OGDbObjvadd95Bp06dkJ2d7eGeEl3wyiuvoFmzZnj22WdhMBhw8cUXo2PHjtizZw8uu+wym/9Ml3GY0ul0kCTJKlXwO++8Y5YtC2gciPjxxx8dLkWxFBMTgyuuuALLly83G7k0GAxYsmQJ2rRpg06dOql49ra58ho4IjpqK+vXrx+aNm2K/Px8u/2QZzwcWbp0KSRJMl4+fPgwNm3aZBzUufjii9G6dWt8/PHHZu3OnTuHL774wphpT34OgPXI8TXXXIPQ0FAcPHjQbl/VGj58OKqrq1UXDNXpdAgPDzc74S4uLvZY+npJkqxmjVauXGkzm+M777yDJUuWYO7cuVi5ciXOnDnjkbIAOp3O6nu6d+9esyyKSu655x6Eh4fjtttuw6+//ooHH3xQ+LaVlZVYuXKl2XUff/wx9Ho9+vfv7/C2ar6f3jjODBw40O7zc/Z52NOsWTNcf/31+PDDD/H111+juLjYamnrtddei4MHDyIxMdHmY8jZPdWwdxyQv3OWn6233npL9WMQBYKgnnFy5ODBg1i6dCmOHTtmnMp/7LHHkJubi/feew8vvviiWfuamhp89NFHZqPyRN7QrFkzTJs2Df/4xz/w8ccf4/bbb8dbb72F4cOH45prrsEdd9yB1q1bo6ysDPv378fOnTvx2Wef2byvuLg49O/fH6+++iqaN2+OtLQ0/PTTT1i0aJFVkcRZs2bh22+/Rf/+/fHUU0+hS5cuOHPmDHJzczF16lR07tzZ5mPMnj0bQ4YMwcCBA/HYY48hPDwc8+bNQ15eHpYuXWo1Ou0sZ18DR7p06YJPPvkEy5YtQ7t27RAZGYkuXbrYbd+kSRP85z//wYQJE1BWVoYxY8YgKSkJJ0+exJ49e3Dy5EmrGQNbSkpK8Le//Q0TJ05EeXk5pk+fjsjISEybNg1A4+zBK6+8gttuuw3XXnst7rvvPtTU1ODVV1/FmTNnjCmu5ecAAG+88QYmTJiAsLAwXHzxxUhLS8OsWbPw9NNP49ChQ8b9cydOnMDWrVsRExODmTNnqnq9brnlFrz33nuYNGkSfv31VwwcOBAGgwE///wzMjIycPPNN9u83bXXXovly5fj/vvvx5gxY3D06FE899xzSElJ0aSukpJrr70WH3zwATp37oxu3bph+/btePXVV62WjP3yyy946KGHMGHCBGOwtGjRIowZMwZz5szBI4884tY+Pvfcc5g+fToGDBiAX3/9FbNmzUJ6ejrq6+uF7qNp06YYP3485s+fj9TUVKs9a44kJiZi8uTJOHLkCDp16oScnBwsXLgQkydPxkUXXaR4e9HvpzeOM+PHj8frr7+O8ePH44UXXkDHjh2Rk5OD7777zunn4chdd92FZcuW4cEHH0SbNm0wePBgs78/8sgj+OKLL9C/f39MmTIFXbt2hcFgwJEjR/D999/j0UcfxRVXXKH4OKbsHQf69u2LZs2aYdKkSZg+fTrCwsLw0UcfYc+eParunyhgeC8vhW8BIH355ZfGy59++qkEQIqJiTH7FxoaapZNSvbxxx9LoaGhipm9iLRiLx25JDWmRb7oooukjh07SvX19ZIkNaYcHjt2rJSUlCSFhYVJycnJ0qBBg6QFCxYYb2cr29exY8ekG2+8UWrWrJkUGxsrDRs2TMrLy7OZ+ezo0aPSXXfdJSUnJ0thYWFSq1atpLFjx0onTpyQJMl2titJkqT169dLgwYNkmJiYqSoqCipd+/e0qpVq4Ser0gmQJnIa6DmcQoLC6WhQ4dKsbGxEgApNTXVrO1nn31msx8//fSTNHLkSCkhIUEKCwuTWrduLY0cOdJue8s+LF68WHrooYekFi1aSBEREVJ2drZZxjjZihUrpCuuuEKKjIyUYmJipKuvvlrauHGjVbtp06ZJrVq1kvR6vdVzXLFihTRw4EApLi5OioiIkFJTU6UxY8aYpU6fMGGCFBMTY3W/06dPlyx/Zs6fPy89++yzUseOHaXw8HApMTFRGjRokLRp0yZjG1ufrZdeeklKS0uTIiIipIyMDGnhwoU279+WAQMGSJdcconV9ampqdLIkSOtrodFGu3Tp09Ld999t5SUlCRFR0dLV155pbR+/XppwIABxqyKZ8+elTp37ixlZmZK586dM7u/Bx54QAoLC5N+/vlnSZLsZ9Wz9RqK9r2mpkZ67LHHpNatW0uRkZFSjx49pBUrVkgTJkwwfi5FrF27VgIgvfTSS8K3kfu4du1a6bLLLpMiIiKklJQU6amnnjLLLid//1999VWb9yPy/ZQk9x5n7JGPg02aNJFiY2OlG2+8Udq0aZPNxxF9HvY0NDRIbdu2lQBITz/9tM02Z8+elf75z39KF198sRQeHi7Fx8dLXbp0kaZMmSIVFxcb21l+lmW2vmP2jgObNm2S+vTpI0VHR0stWrSQ7rnnHmnnzp1CKdaJAo1OkkzWcQQxnU6HL7/8Etdffz2AxoJvt912G/bt22e1RKNJkyZWm0LlYpZffvmlp7pMREFm7dq1GDhwID777DOMGTPG292hAPToo49i/vz5OHr0qM2kArZcddVVOHXqFPLy8tzcOyIi7+JSPTu6d++OhoYGlJSUKO5ZKigowI8//mi1/pmIiMgfbNmyBb/99hvmzZuH++67TzhoIiIKJkEdOJ09exZ//PGH8XJBQQF2796NhIQEdOrUCbfddhvGjx+Pf//73+jevTtOnTqFNWvWoEuXLma1Nt59912kpKQ4zNBHRETkq+SEIddeey2ef/55b3eHiMgnBfVSPXnZi6UJEybg/fffR11dHZ5//nl8+OGH+PPPP5GYmIg+ffpg5syZxo2UBoMBqampxk2jREREREQUeII6cCIiIiIiIhLBOk5EREREREQKGDgREREREREpCLrkEAaDAcePH0dsbKxmhTWJiIiIiMj/SJKEyspKtGrVCnq94zmloAucjh8/jrZt23q7G0RERERE5COOHj2KNm3aOGwTdIFTbGwsgMYXJy4uzsu9ISIiIiIib6moqEDbtm2NMYIjQRc4ycvz4uLiGDgREREREZHQFh4mhyAiIiIiIlLAwImIiIiIiEgBAyciIiIiIiIFDJyIiIiIiIgUMHAiIiIiIiJSwMCJiIiIiIhIAQMnIiIiIiIiBQyciIiIiIiIFDBwIiIiIiIiUsDAiYiIiIiISAEDJyIiIiIiIgUMnIiIiIiIiBQwcCIiIiIiIlIQ6u0OEBFpqcEgYWtBGUoqq5EUG4le6QkI0eu83S0iIiLyc16dcVq3bh1GjRqFVq1aQafTYcWKFYq3+emnn9CzZ09ERkaiXbt2WLBggfs7SkR+ITevCFe+vAa3LNyChz/ZjVsWbsGVL69Bbl6Rt7tGREREfs6rgdO5c+dw6aWXYu7cuULtCwoKMGLECGRnZ2PXrl146qmn8NBDD+GLL75wc0+JyNfl5hVh8pKdKCqvNru+uLwak5fsZPBERERELvHqUr3hw4dj+PDhwu0XLFiAiy66CHPmzAEAZGRkYPv27fjXv/6FG2+80U29JCJf12CQMHNVPiQbf5MA6ADMXJWPIZnJXLZHRERETvGr5BCbN2/G0KFDza675pprsH37dtTV1dm8TU1NDSoqKsz+EVFg2VpQZjXTZEoCUFReja0FZZ7rFBEREQUUvwqciouL0bJlS7PrWrZsifr6epw6dcrmbWbPno34+Hjjv7Zt23qiq0TkQSWV9oMmZ9oRERERWfKrwAkAdDrzZTaSJNm8XjZt2jSUl5cb/x09etTtfSQiz0qKjdS0HREREZElv0pHnpycjOLiYrPrSkpKEBoaisTERJu3iYiIQEREhCe6R0Re0is9ASnxkSgur7a5z0kHIDm+MTU5ERERkTP8asapT58+WL16tdl133//PS677DKEhYV5qVdE5G0heh2mj8oE0BgkmZIvTx+VycQQRERE5DSvBk5nz57F7t27sXv3bgCN6cZ3796NI0eOAGhcZjd+/Hhj+0mTJuHw4cOYOnUq9u/fj3fffReLFi3CY4895o3uE5EPGZaVgvm390ByvPlyvOT4SMy/vQeGZaV4qWdEREQUCHSSvEnIC9auXYuBAwdaXT9hwgS8//77uOOOO1BYWIi1a9ca//bTTz9hypQp2LdvH1q1aoUnnngCkyZNEn7MiooKxMfHo7y8HHFxcVo8DSLyIQ0GCVsLylBSWY2k2MbleZxpIiIiIlvUxAZeDZy8gYETEREREREB6mIDv9rjRERERERE5A0MnIiIiIiIiBQwcCIiIiIiIlLAwImIiIiIiEgBAyciIiIiIiIFDJyIiIiIiIgUMHAiIiIiIiJSwMCJiIiIiIhIAQMnIiIiIiIiBQyciIiIiIiIFDBwIiIiIiIiUsDAiYiIiIiISAEDJyIiIiIiIgUMnIiIiIiIiBQwcCIiIiIiIlLAwImIiIiIiEgBAyciIiIiIiIFDJyIiIiIiIgUMHAiIiIiIiJSwMCJiIiIiIhIAQMnIiIiIiIiBQyciIiIiIiIFDBwIiIiIiIiUsDAiYiIiIiISAEDJyIiIiIiIgUMnIiIiIiIiBQwcCIiIiIiIlLAwImIiIiIiEgBAyciIiIiIiIFDJyIiIiIiIgUMHAiIiIiIiJSwMCJiIiIiIhIAQMnIiIiIiIiBQyciIiIiIiIFDBwIiIiIiIiUsDAiYiIiIiISAEDJyIiIiIiIgUMnIiIiIiIiBQwcCIiIiIiIlLAwImIiIiIiEgBAyciIiIiIiIFDJyIiIiIiIgUMHAiIiIiIiJSwMCJiIiIiIhIAQMnIiIiIiIiBQyciIiIiIiIFDBwIiIiIiIiUsDAiYiIiIiISAEDJyIiIiIiIgUMnIiIiIiIiBQwcCIiIiIiIlLAwImIiIiIiEgBAyciIiIiIiIFDJyIiIiIiIgUMHAiIiIiIiJSwMCJiIiIiIhIAQMnIiIiIiIiBQyciIiIiIiIFDBwIiIiIiIiUsDAiYiIiIiISAEDJyIiIiIiIgUMnIiIiIiIiBQwcCIiIiIiIlLAwImIiIiIiEgBAyciIiIiIiIFDJyIiIiIiIgUMHAiIiIiIiJSwMCJiIiIiIhIAQMnIiIiIiIiBQyciIiIiIiIFDBwIiIiIiIiUsDAiYiIiIiISAEDJyIiIiIiIgVeD5zmzZuH9PR0REZGomfPnli/fr3D9h999BEuvfRSREdHIyUlBXfeeSdKS0s91FsiIiIiIgpGXg2cli1bhkceeQRPP/00du3ahezsbAwfPhxHjhyx2X7Dhg0YP3487r77buzbtw+fffYZtm3bhnvuucfDPSciIiIiomDi1cDptddew91334177rkHGRkZmDNnDtq2bYv58+fbbL9lyxakpaXhoYceQnp6Oq688krcd9992L59u4d7TkREREREwcRrgVNtbS127NiBoUOHml0/dOhQbNq0yeZt+vbti2PHjiEnJweSJOHEiRP4/PPPMXLkSLuPU1NTg4qKCrN/REREREREangtcDp16hQaGhrQsmVLs+tbtmyJ4uJim7fp27cvPvroI9x0000IDw9HcnIymjZtiv/85z92H2f27NmIj483/mvbtq2mz4OIiIiIiAKf15ND6HQ6s8uSJFldJ8vPz8dDDz2EZ599Fjt27EBubi4KCgowadIku/c/bdo0lJeXG/8dPXpU0/4TEREREVHgC/XWAzdv3hwhISFWs0slJSVWs1Cy2bNno1+/fnj88ccBAF27dkVMTAyys7Px/PPPIyUlxeo2ERERiIiI0P4JEBERERFR0PDajFN4eDh69uyJ1atXm12/evVq9O3b1+ZtqqqqoNebdzkkJARA40wVERERERGRO3h1qd7UqVPxzjvv4N1338X+/fsxZcoUHDlyxLj0btq0aRg/fryx/ahRo7B8+XLMnz8fhw4dwsaNG/HQQw+hV69eaNWqlbeeBhERERERBTivLdUDgJtuugmlpaWYNWsWioqKkJWVhZycHKSmpgIAioqKzGo63XHHHaisrMTcuXPx6KOPomnTphg0aBBefvllbz0FIiIiIiIKAjopyNa4VVRUID4+HuXl5YiLi/N2d4iIiIiIyEvUxAZez6pHRERERETk6xg4ERERERERKWDgREREREREpICBExERERERkQIGTkRERERERAoYOBERERERESlg4ERERERERKSAgRMREREREZECBk5EREREREQKGDgREREREREpYOBERERERESkgIETERERERGRAgZOREREREREChg4ERERERERKWDgREREREREpICBExERERERkQIGTkRERERERAoYOBERERERESlg4ERERERERKSAgRMREREREZECBk5EREREREQKGDgREREREREpCPV2B4iIiIjIfzQYJGwtKENJZTWSYiPRKz0BIXqdt7tF5HYMnIiIiIhISG5eEWauykdRebXxupT4SEwflYlhWSle7BmR+3GpHhEREREpys0rwuQlO82CJgAoLq/G5CU7kZtX5KWeEXkGAyciIiIicqjBIGHmqnxINv4mXzdzVT4aDLZaEAUGBk5ERERE5NDWgjKrmSZTEoCi8mpsLSjzXKeIPIyBExERERE5VFJpP2hyph2RP2LgREREREQOJcVGatqOyB8xcCIiIiIih3qlJyAlPhL2ko7r0Jhdr1d6gie7ReRRDJyIiIiIyKEQvQ7TR2UCgFXwJF+ePiqT9ZwooDFwIiIiIiJFw7JSMP/2HkiON1+Olxwfifm392AdJwp4LIBLREREREKGZaVgSGYythaUoaSyGkmxjcvzONNEwYCBExEREREJC9Hr0Kd9ore7QeRxXKpHRERERESkgIETERERERGRAgZOREREREREChg4ERERERERKWDgREREREREpICBExERERERkQIGTkRERERERAoYOBERERERESlg4ERERERERKSAgRMREREREZECBk5EREREREQKGDgREREREREpYOBERERERESkgIETERERERGRAgZOREREREREChg4ERERERERKWDgREREREREpCDU2x0g8hUNBglbC8pQUlmNpNhI9EpPQIhe5+1uEREREZEPYOBEBCA3rwgzV+WjqLzaeF1KfCSmj8rEsKwUL/aMiIiIiHwBl+pR0MvNK8LkJTvNgiYAKC6vxuQlO5GbV+SlnhERERGRr2DgREGtwSBh5qp8SDb+Jl83c1U+Ggy2WhARERFRsGDgREFta0GZ1UyTKQlAUXk1thaUea5TRERERORzGDhRUCuptB80OdOOiIiIiAITAycKakmxkZq2IyIiIqLAxMCJglqv9ASkxEfCXtJxHRqz6/VKT/Bkt4iIiIjIxzBwoqAWotdh+qhMALAKnuTL00dlsp4TERERUZBj4ERBb1hWCubf3gPJ8ebL8ZLjIzH/9h6s40RERERELIBLBDQGT0Myk7G1oAwlldVIim1cnseZJiIiIiICGDgRGYXodejTPtHb3SAiIiIiH8TAiegvDQaJM05EREREZBMDJyIAuXlFmLkq36wYbkp8JKaPyuQeJyIiIiJicgii3LwiTF6y0yxoAoDi8mpMXrITuXlFXuoZEREREfkKBk4U1BoMEmauyodk42/ydTNX5aPBYKsFEREREQULp5bqbdu2DZ999hmOHDmC2tpas78tX75ck44RecLWgjKrmSZTEoCi8mpsLShj4ggiIiKiIKZ6xumTTz5Bv379kJ+fjy+//BJ1dXXIz8/HmjVrEB8f744+ErlNSaX9oMmZdkREREQUmFQHTi+++CJef/11fP311wgPD8cbb7yB/fv3Y+zYsbjooovc0Ucit0mKjVRupKIdEREREQUm1YHTwYMHMXLkSABAREQEzp07B51OhylTpuDtt9/WvINE7tQrPQEp8ZGwl3Rch8bser3SEzzZLSIiIiLyMaoDp4SEBFRWVgIAWrdujby8PADAmTNnUFVVpW3viNwsRK/D9FGZAGAVPMmXp4/KZD0nIiIioiCnOnDKzs7G6tWrAQBjx47Fww8/jIkTJ+KWW27B1VdfrXkHidxtWFYK5t/eA8nx5svxkuMjMf/2HqzjRERERETQSZKkKs9yWVkZqqur0apVKxgMBvzrX//Chg0b0KFDBzzzzDNo1qyZqg7MmzcPr776KoqKinDJJZdgzpw5yM7Ottu+pqYGs2bNwpIlS1BcXIw2bdrg6aefxl133SX0eBUVFYiPj0d5eTni4uJU9ZUCW4NBwtaCMpRUViMptnF5HmeaHDtf24AXc/JRWFqFtMRoPDUiE1HhId7uFhF5EY8LRORP1MQGqgMnLS1btgzjxo3DvHnz0K9fP7z11lt45513kJ+fbzfRxOjRo3HixAk8//zz6NChA0pKSlBfX4++ffsKPSYDJyJtTPxwG1bnl1hdPyQzCQvHX+6FHhGRt/G4QET+xq2BU0hICIqKipCUlGR2fWlpKZKSktDQ0CB8X1dccQV69OiB+fPnG6/LyMjA9ddfj9mzZ1u1z83Nxc0334xDhw4hIcG5zfoMnIhcZ+/kSMaTJKLgw+MCEfkjNbGB6j1O9uKsmpoahIeHC99PbW0tduzYgaFDh5pdP3ToUGzatMnmbVauXInLLrsMr7zyClq3bo1OnTrhsccew/nz58WfAJEdDQYJmw+W4qvdf2LzwVI0GLw2GevTztc2ODw5AoDV+SU4Xys+iEJE/o3HBSIKBqGiDd98800AgE6nwzvvvIMmTZoY/9bQ0IB169ahc+fOwg986tQpNDQ0oGXLlmbXt2zZEsXFxTZvc+jQIWzYsAGRkZH48ssvcerUKdx///0oKyvDu+++a/M2NTU1qKmpMV6uqKgQ7iMFj9y8IsxclY+i8guFblPiIzF9VCaTQ1h4MSdfuN1z13dxc2+IyBfwuEBEwUA4cHr99dcBNM44LViwACEhFzZ6hoeHIy0tDQsWLFDdAZ3OfPO9JElW18kMBgN0Oh0++ugjxMfHAwBee+01jBkzBv/9738RFRVldZvZs2dj5syZqvtFwSM3rwiTl+yE5fxScXk1Ji/Zycx6FgpLxcoOiLYjIv/H4wIRBQPhwKmgoAAAMHDgQCxfvlx19jxLzZs3R0hIiNXsUklJidUslCwlJQWtW7c2Bk1A454oSZJw7NgxdOzY0eo206ZNw9SpU42XKyoq0LZtW5f6ToGjwSBh5qp8q6AJACQ01nKauSofQzKTmWHvL2mJ0Vj/u1g7R5jFkChwaHVcICLyZar3OP34448uB01A4yxVz549jTWhZKtXr7abIa9fv344fvw4zp49a7zut99+g16vR5s2bWzeJiIiAnFxcWb/iGRbC8rMludZkgAUlVdja0GZ5zrl454akelyu9y8Ilz58hrcsnALHv5kN25ZuAVXvrwGuXlFWnWTiDxIi+MCEZGvUx04NTQ0YNGiRbj11lsxePBgDBo0yOyfGlOnTsU777yDd999F/v378eUKVNw5MgRTJo0CUDjbNH48eON7W+99VYkJibizjvvRH5+PtatW4fHH38cd911l81lekRKSirtB03OtAsGUeEhGJKZ5LDN1Z1b2K3bIi+NtAxY5aWRDJ6I/I/IcWFIZhLrORGRXxNeqid7+OGH8f7772PkyJHIysqyux9JxE033YTS0lLMmjULRUVFyMrKQk5ODlJTUwEARUVFOHLkiLF9kyZNsHr1avz973/HZZddhsTERIwdOxbPP/+8032g4JYUG6lpu2CxcPzlDlMP//jrSczOycc0i9FlLo0kClztmse49HciIl+nuo5T8+bN8eGHH2LEiBHu6pNbsY4TmWowSLjy5TUoLq+2eTKvA5AcH4kNTwziibwNs1buw7ubCu3+/b7+6WbB0+aDpbhl4RbF+106sTf6tE/UootE5AG19QZ0fuZbOKrioNcBB54bjvBQ1YtdiIjcxq11nMLDw9GhQwenO0fkS0L0Okwf1XhibxkWyZenj8pk0GRDbb0B728udNhm4foC1NYbjJe5NJIoMC3eXOgwaAIAg9TYjojIX6kOnB599FG88cYbdgvhEvmbYVkpmH97DyTHmy/HS46PZCpyB5w5UeLSSKLAdLhMLM24aDsiIl+keo/Thg0b8OOPP+Lbb7/FJZdcgrCwMLO/L1++XLPOEXnKsKwUDMlMZnpsFZw5UeqVnoCU+EjFpZG90hO06SQReURqgliacdF2RES+SHXg1LRpU/ztb39zR1+IvCpEr+O+GhWcOVGSl0ZOXrITOsAseOLSSCL/Na5PGl7I2a+4x2lcnzSP9YmISGuqk0P4OyaHINKGK5vBc/OKMHNVvllK8pT4SEwflcmlkUR+anZOPt5aV2D375bJYoiIfIGa2ED1jBMA1NfXY+3atTh48CBuvfVWxMbG4vjx44iLi0OTJk2c6jQR+ZfwUD0mZqc7PFGamJ1uM4MWl0YSBR45KFq4vsBsQEWvazwWMGgiIn+nesbp8OHDGDZsGI4cOYKamhr89ttvaNeuHR555BFUV1djwYIF7uqrJjjjRKSt2Tn5PFEiIqPaegMWby7E4bIqpCZEY1yfNKYgJyKfpSY2UB04XX/99YiNjcWiRYuQmJiIPXv2oF27dvjpp59wzz334Pfff3ep8+7GwIlIezxRIiIiIn/k1qV6GzZswMaNGxEeHm52fWpqKv7880+1d0dEASA8VI+7s9t5uxtEREREbqN6SNhgMKChocHq+mPHjiE2NlaTThEREREREfkS1TNOQ4YMwZw5c/D2228DAHQ6Hc6ePYvp06djxIgRmneQiHzfis2H8chXecbLc0Zn4fo+qV7sERF5S4NBYuIXIh/B76O2VO9xOn78OAYOHIiQkBD8/vvvuOyyy/D777+jefPmWLduHZKSktzVV01wjxORttKe/Mbu3wpfGunBnhCRt7HUAJHv4PdRjFuTQwDA+fPnsXTpUuzcuRMGgwE9evTAbbfdhqioKKc77SkMnIi04yhokjF4IgoOuXlFmLxkJyxPKuSx7fm39+DJGpGH8Psozq2BU1VVFaKjo13qoDcxcCLShuXyPHu4bI8o8DUYJFz58hqzkW1TOgDJ8ZHY8MQgLhMicjN+H9VRExuoTg6RlJSE22+/Hd999x0MBoPTnSQi/yYSNKlpR0T+a2tBmd2TNACQABSVV2NrQZnnOkUUpPh9dB/VgdOHH36Impoa/O1vf0OrVq3w8MMPY9u2be7oGxEREfmBkkr7J2nOtCMi5/H76D6qA6cbbrgBn332GU6cOIHZs2dj//796Nu3Lzp16oRZs2a5o49ERETkw5JiIzVtR0TO4/fRfVQHTrLY2Fjceeed+P7777Fnzx7ExMRg5syZWvaNiHzYmO5iewRF2xGR/+qVnoCU+EjY2y2hQ2M2r17pCZ7sFlFQ4vfRfZwOnKqrq/Hpp5/i+uuvR48ePVBaWorHHntMy74RkQ/7fFeFpu2IyH+F6HWYPioTAKxO1uTL00dlciM6kQfw++g+qgOn77//HhMmTEDLli0xadIkJCUl4bvvvsORI0fw8ssvu6OPRERE5OOGZaVg/u09kBxvvvwnOT6SqY+JPIzfR/cIVXuD66+/HiNHjsQHH3yAkSNHIiwszB39IiIiIj8zLCsFQzKTsbWgDCWV1UiKbVwOxJFtIs/j91F7qgOn4uJi1j8iIrx5fRc8tOIXoXZEFDxC9Dr0aZ/o7W4QEfh91JrqpXoMmogIAK7rfZGm7YiIiIJdbb0Bi9YfwrNf5WHR+kOorWfNVF+ikyRJ8nYnPElNdWAiUpb25Dd2/1b40kgP9oSIiMh/zc7Jx8L1BTCYnJnrdcDE7HRMG5HpvY4FODWxgdNZ9YiIZufku/R3IiIiavy9fGudedAEAAYJeGtdAX9PfQQDJyKy6dMNh5D25DfGf59uOGT299p6AxauL3B4HwvXF3CZARERkQP8PfUfTgdOf/zxB7777jucP38eABBkK/6IAlrak9/gH1/vN7vuH1/vN1uWt3hzodXImCWD1NiOiIiIbOPvqf9QHTiVlpZi8ODB6NSpE0aMGIGioiIAwD333INHH31U8w4SkWc52rNk+vfDZVVC9yfajoiIKBjx99R/qA6cpkyZgtDQUBw5cgTR0dHG62+66Sbk5uZq2jki8izL5XiO2qUmRCs3BITbERERBSP+nvoP1YHT999/j5dffhlt2rQxu75jx444fPiwZh0jIs+zXJ7nqN24PmlQqqGn1wHj+qS53jEiIqIAxd9T/6E6cDp37pzZTJPs1KlTiIiI0KRTROT7wkP1mJid7rDNxOx0hIcyBw0REZE9/D31H6rfgf79++PDDz80XtbpdDAYDHj11VcxcOBATTtHRL5t2ohM3Nc/3WqkTK8D7uvPuhNEREQi+HvqH1QXwM3Pz8dVV12Fnj17Ys2aNbjuuuuwb98+lJWVYePGjWjfvr27+qoJFsAlsu/TDYeEluu9cm0Gxl7Zzni5tt6AxZsLcbisCqkJ0RjXJ40jY0RERCrx99Tz1MQGqgMnACguLsb8+fOxY8cOGAwG9OjRAw888ABSUlKc7rSnMHAickwpqx4AFL400gM9ISIiInIvtwdO/oyBE5EyR8ETgyYiIiIKFGpig1CRO9y7d6/wg3ft2lW4LRH5psKXRlot27NcnkdEREQUTIRmnPR6PXQ6HSRJgk53YdeafFPT6xoaGtzQTe1wxomIiIiIiAB1sYHQbrOCggIcOnQIBQUF+OKLL5Ceno558+Zh9+7d2L17N+bNm4f27dvjiy++0OQJEBERERER+RKhpXqpqanG//6///s/vPnmmxgxYoTxuq5du6Jt27Z45plncP3112veSSIiIiIiIm9Snd/wl19+QXq6dZGu9PR05Ofna9IpIiIiIiIiX6I6cMrIyMDzzz+P6upq43U1NTV4/vnnkZGRoWnniIiIiIiIfIHQUj1TCxYswKhRo9C2bVtceumlAIA9e/ZAp9Ph66+/1ryDRERERERE3uZUHaeqqiosWbIEBw4cgCRJyMzMxK233oqYmBh39FFTzKpHRERERESAG+o4WYqOjsa9997rVOeIiIiIiIj8jeo9TkRERERERMGGgRMREREREZECBk5EREREREQKGDgREREREREpcCo5BADs2LED+/fvh06nQ0ZGBnr06KFlv4i8prbegMWbC3G4rAqpCdEY1ycN4aEcYyAiIiIKZqoDp5KSEtx8881Yu3YtmjZtCkmSUF5ejoEDB+KTTz5BixYt3NFPIo+YnZOPhesLYDBJ0v9Czn5MzE7HtBGZ3usYEREREXmV6mH0v//976ioqMC+fftQVlaG06dPIy8vDxUVFXjooYfc0Ucij5idk4+31pkHTQBgkIC31hVgdk6+dzpGRERERF6nugBufHw8fvjhB1x++eVm12/duhVDhw7FmTNntOyf5lgAl2yprTeg8zPfWgVNpvQ64MBzw7lsj4iIiChAqIkNVJ8BGgwGhIWFWV0fFhYGg8Gg9u6IfMLizYUOgyagceZp8eZCj/TH152trsfED7bhmjnrMPGDbThbXe/tLhERERG5leo9ToMGDcLDDz+MpUuXolWrVgCAP//8E1OmTMHVV1+teQeJPOFwWZWm7QLZdXPXY++xCuPlX4srkTXjO3RtE4eVD2Z7sWdERERE7qN6xmnu3LmorKxEWloa2rdvjw4dOiA9PR2VlZX4z3/+444+ErldakK0pu0ClWXQZGrvsQpcN3e9h3tERERE5BmqZ5zatm2LnTt3YvXq1Thw4AAkSUJmZiYGDx7sjv4RecS4Pml4IWe/4h6ncX3SPNYnX3O2ut5u0CTbe6wCZ6vr0STS6UoHRERERD7J6bObIUOGYMiQIVr2hchrwkP1mJidjrfWFdhtMzE7PagTQ0xZtku43cIJlys3JCIiIvIjQoHTm2++iXvvvReRkZF48803HbZlSnLyV3KdJss6TnodWMcJwJHT5zVtR0RERORPhNKRp6enY/v27UhMTER6err9O9PpcOjQIU07qDWmIycltfUGLN5ciMNlVUhNiMa4PmlBPdMkm/jBNqzeX6LYbkhGEmeciIiIyC+oiQ1U13HydwyciJxztroeWTO+U2yXN+Ma7nEiIiIiv+DWOk5EFJyaRIaiaxvHB5SubeIYNBEREVFAUh04jRkzBi+99JLV9a+++ir+7//+T5NOEZFvWvlgtt3giXWciIiIKJCpXqrXokULrFmzBl26dDG7/pdffsHgwYNx4sQJTTuoNS7VI3Ld2ep6TFm2C0dOn8dFzaLw+k3dOdNEREREfkdNbKD6TOfs2bMIDw+3uj4sLAwVFY5rvBBRYGgSGcoEEERERBRUVC/Vy8rKwrJly6yu/+STT5CZGdzpmomIiIiIKDCpnnF65plncOONN+LgwYMYNGgQAOB///sfli5dis8++0zzDhIREREREXmb6sDpuuuuw4oVK/Diiy/i888/R1RUFLp27YoffvgBAwYMcEcfiYiIiIiIvIp1nIiIiIiIKCi5vY7TmTNn8M477+Cpp55CWVkZAGDnzp34888/nbk7IiIiIiIin6Z6qd7evXsxePBgxMfHo7CwEPfccw8SEhLw5Zdf4vDhw/jwww/d0U8i8rKys7W4+e1NKKmsRVJsOD65ty8Smlhn2CQiIpI1GCRsLShDSWU1kmIj0Ss9ASF6nbe7ReQU1YHT1KlTcccdd+CVV15BbGys8frhw4fj1ltv1bRzROQbLn9+NU6erTVePnO+Dj2eX40WTcKx7Z9DvNgzIiLyVbl5RZi5Kh9F5dXG61LiIzF9VCaGZaV4sWdEzlG9VG/btm247777rK5v3bo1iouLNekUEfkOy6DJ1Mmztbj8+dUe7hEREfm63LwiTF6y0yxoAoDi8mpMXrITuXlFXuoZkfNUB06RkZE2C93++uuvaNGihSadIiLfUHa21m7QJDt5thZlCm2IiCh4NBgkzFyVD1vZx+TrZq7KR4MhqPKTUQBQHTiNHj0as2bNQl1dHQBAp9PhyJEjePLJJ3HjjTdq3kEiT6mtN2DR+kN49qs8LFp/CLX1Bm93yetufnuTpu2IiCjwbS0os5ppMiUBKCqvxtaCMs91ikgDqgOnf/3rXzh58iSSkpJw/vx5DBgwAB06dEBsbCxeeOEF1R2YN28e0tPTERkZiZ49e2L9+vVCt9u4cSNCQ0PRrVs31Y9JZGl2Tj46P/MtnvtmPz7cfBjPfbMfnZ/5FrNz8r3dNY8rO1uLoa+tRbeZ3+P3knNCtymp5IwTERE1Kqm0HzQ5047IV6hODhEXF4cNGzZgzZo12LlzJwwGA3r06IHBgwerfvBly5bhkUcewbx589CvXz+89dZbGD58OPLz83HRRRfZvV15eTnGjx+Pq6++GidOnFD9uESmZufk4611BVbXGyQYr582ItPT3fIKR/uZHEmKZXY9IiJqlBQbqWk7Il+hqgBufX09IiMjsXv3bmRlZbn84FdccQV69OiB+fPnG6/LyMjA9ddfj9mzZ9u93c0334yOHTsiJCQEK1aswO7du4UfkwVwyVRtvQGdn/kWjpZZ63XAgeeGIzzUqbJnfsPZoAkAdv5zCFOTExERgMY9Tle+vAbF5dU29znpACTHR2LDE4OYmpy8zm0FcENDQ5GamoqGhgaXOggAtbW12LFjB4YOHWp2/dChQ7Fpk/39Eu+99x4OHjyI6dOnCz1OTU0NKioqzP4RyRZvLnQYNAGNM0+LNxd6pD/eIpIEwp4WTcIZNBERkVGIXofpoxpXaliGRfLl6aMyGTSR31E9hP7Pf/4T06ZNQ1mZaxv6Tp06hYaGBrRs2dLs+pYtW9pNa/7777/jySefxEcffYTQULFVhrNnz0Z8fLzxX9u2bV3qNwWWw2VVmrbzV84md2AdJyIismVYVgrm394DyfHmy/GS4yMx//YerONEfkn1Hqc333wTf/zxB1q1aoXU1FTExMSY/X3nzp2q7k+nMx9tkCTJ6joAaGhowK233oqZM2eiU6dOwvc/bdo0TJ061Xi5oqKCwRMZpSZEa9rOX4kmd9ADiIsKQ1JsOD65ty9nmoiIyK5hWSkYkpmMrQVlKKmsRlJsJHqlJ3CmifyW6sBp9OjRNgMbtZo3b46QkBCr2aWSkhKrWSgAqKysxPbt27Fr1y48+OCDAACDwQBJkhAaGorvv/8egwYNsrpdREQEIiIiXO4vBaZbr0jFc9/sF2oXyJJiw3HmfJ1iuw5JMfh+6lXu7xAREQWEEL0OfdonersbRJpQHTjNmDFDkwcODw9Hz549sXr1avztb38zXr969WqMHj3aqn1cXBx++eUXs+vmzZuHNWvW4PPPP0d6erom/aLgsvvoGeF2gXzg/+Tevujx/Gqhdras3HIED6248P188/ouuK63/cyYRERERP5GOHCqqqrC448/jhUrVqCurg6DBw/Gm2++iebNmzv94FOnTsW4ceNw2WWXoU+fPnj77bdx5MgRTJo0CUDjMrs///wTH374IfR6vVUmv6SkJERGRmqS4Y+CE2tNNEpoEo4WTcIdJoiwlwQi7clvrK57aMUveGjFLyh8aaSm/SQiIiLyFuHkENOnT8f777+PkSNH4uabb8bq1asxefJklx78pptuwpw5czBr1ix069YN69atQ05ODlJTG5dFFRUV4ciRIy49BpEjrDVxwbZ/DkELO3uW7CWBsBU0qfk7ERERkb8QruPUvn17vPDCC7j55psBAFu3bkW/fv1QXV2NkJAQt3ZSS6zjRKYaDBK6zPgOVbX2U+zHhIdg74xrgmYza9nZWtz89iaUVNY6TAJhuTzPHi7bIwpstfUGLN5ciMNlVUhNiMa4PmkBX/eOiAKHmthAOHAKDw9HQUEBWrdubbwuKioKv/32m19lqWPgRKZq6w24+Jlv4ehboNMBvwZBAVy11MwmcckeUWCanZOPhesLzOrh6XXAxOx0TBuR6b2OEREJcksB3IaGBoSHm486h4aGor6+3rleEvmAxZsLHQZNACAFQQFcIiK1Zufk4611BVZFxA0S8Na6AszOyfdOx4iI3EQ4OYQkSbjjjjvMUntXV1dj0qRJZrWcli9frm0PidyIBXCJiNSrrTdg4foCh20Wri/Ao0M7c7aeiAKG8NFswoQJSEpKQnx8vPHf7bffjlatWpldR+RPWADXeW9e30XTdkTkPxZvLrSaabJk4Gw9EQUY4Rmn9957z539IPKKcX3S8ELOfocnAHpdYzsyd13vi4SSQzAxBFHg4Ww9EQUjzp9TUAsP1WNituPiyROz07nUxA6lpA9MCkEUmDhbH3gaDBI2HyzFV7v/xOaDpWhQmlIkCkLCM05EgUrO/MTMUM4pfGmkVWpypiAnCmycrQ8suXlFmLkqH0XlF4q9p8RHYvqoTAzLSvFiz4h8i3A68kDBdORkD2uREBGJk7Pq2XNffw48+YPcvCJMXrITlieDcuXC+bf3YPBEAU1NbMAZJ6K/hIfqcXd2O293g4jIL3C23v81GCTMXJVvFTQBgITG4GnmqnwMyUwOmiLwRI4wcCIiIiKnTBuRiUeHduZsvZ/aWlBmtjzPkgSgqLwaWwvK0Kd9IhoMErYWlKGkshpJsZHolZ7AgMrP8D10DQMnIiIichpn6/1XSaX9oMmyHfdB+T++h67jkBARERFREEqKjRRqV3iqCpOX7LSanSour8bkJTuRm1fkju6RhuS9bHwPXcPAiYiIiCgI9UpPQEp8JOwt1NIBSI6LwNKtR+zugwIa90ExfbnvUtrLBvA9FMXAiYhcVltvwKL1h/DsV3lYtP4QausN3u4SEREpCNHrMH1UYxIPy+BJvnxLr4tQXCG2D4p8k5q9bOQY9zgRkUtm5+RbZdV6IWc/s2oREfmBYVkpmH97D6u9L8l/7X2pERwIE90vRZ6nZi8bOcbAiYicZq+Oi0GC8XoGT0REvm1YVgqGZCbbzLa2+WCp0H2I7pcizxN9b/geKuNSPSJySm29AQvX2y9+CTTWd+GyPSIi3xei16FP+0SM7tYafdonGlNUi+yDSolvDLTIN/E91A4DJyJyyuLNhVDaR2qQGtsREZF/EtkHNX1UJmsB+TB3vocNBgmbD5biq91/YvPB0oBPMMGlekTklEOnzmrajoiIfJPSPijWAPJ97ngPg7EuFAMnInJKSUWNpu2IiMh3OdoHRf5By/dQrgtlOb8k14Waf3uPgAyeGDgRkVOS4gQ3mwq2IyLyhtp6AxZvLsThsiqkJkRjXJ80hIcG306GBoOkeEIt74Ny9+OQ+2j1HjqqC6VDY12oIZnJAffeMnAiIqe0ax6jaTsiIk9jOYVGnlpyFYxLuwKRmrpQrgZpvib4hlSISJVPNxxC2pPfGP99uuEQAGBcnzQoDSTpdY3tKHCUV9Xhxnkb0Wf2/3DjvI0or6rzdpeInCKXU7Dcyy6XU5idk++djnmYvOTK8kRYXnKVm1fkV49D7hfMdaEYOBGRXWlPfoN/fL3f7Lp/fL0faU9+g/BQPSZmpzu8/cTs9KBc8hKoBry6BpfO+h47jpxBUXk1dhw5g0tnfY8Br67xdteIVGE5hUZKS66AxiVXrmZK89TjkGcEc10ontEQkU1pT37j0t8psAx4dQ0Ol563+bfDpecZPJFfYTmFRmqWXPnD45BnBHNdKAZORGRFXo6n5K11HLENBuVVdXaDJtnh0vNctkd+o6D0nKbt/JWnllwF89KuQBTMtb0YOBGRFcvlec4KhhHbYHDX+1s1bUfkbaKnc4F32mfOU0uugnlpV6CS60Ilx5u/Z8nxkQGbihxgVj0icrPDZVXe7gK56LiDJTbOtCPytu5tm2HxliNC7QKZvOSquLza5v4jHRpPhF1dcuWpxyHPCsbaXpxxIiK3Sk2I9nYXyEWt4sVGgUXbEXlbStMoTdv5K08tuQrmpV2BTq4LNbpba/Rpnxjw7yEDJyKy8sq1GZrcD9ORB4YFt1+maTsib5NnQBwJ1M3tljy15CpYl3ZRYOFSPSKyMvbKdkL7nO7rn+4wQcRVF7fAjsOnzabuWTXe/6zc86dwu7uz27m5N0Suk2dAJi/ZCQBmy8d8YQZEzXFSi2Oqp5ZcBePSLgosDJyIyKbCl0Y6TDle+NJI438vXG9dRBIA1hw4iTUHThorwwNg1Xg/JLpPjfvZyJ/IMyCWx6RkLx+TcvOKhI+TatoqkZdcuZunHofIHXSSJAVVtbGKigrEx8ejvLwccXFx3u4O+ZDaegMWby5EYWkVAAnd2jRFq2bRQTcaZjl6efj4GTz5zQHj31+5NgNjrzSfVZBfu/W/n8Ta305Z3acOsLkhWP4bAC7V8GGL1h/Cc98oz0A+MzKDM07kd3xpFjw3rwiTl+y0Ol7aOk6qaUtE9qmJDRg4EQGYnZNvd9YkmGZEXBm9bDBIuPLlNQ6LHNojZ1Ta8MSgoApS/cX52gZkPJur2G7/rGGICg/xQI+IAo/SMdT0OAlAuC2PqUSOqYkNmByCgt7snHy8tc520AQ0VjOfvGQncvOKPNsxD5NHLy1/iIsFnn+DQcL7GwucCpoAVo33dbuPntG0HRFZ21pQ5vAYanqcVNOWiLTDwImCWm29AQvX209uIJPQuDenwV505ecaDBJmrsq3uZxOvs7e88/NK8KVL68RWsqlhFXjfVNx+XlN2xGRNdHjX0lltaq2RKQdBk4U1BZvLrQ702QpkEfvnB29tDdL5SxWjfdNp87WatqOSCsNBgmbD5biq91/YvPBUr8e3BI9/iXFRqpqS0TaYVY9CmqFpedUtQ/U0TtnRi8dzVKpxarxvq30bI2m7Yi0oGVGOV8g15YqLq+2eVy1PE6qaUtE2uCMEwW1HYWnVbUP1NE7Z0YvlWapRPlCzRRy7Jc/yzVtR+QqV/Zk+iq5thRw4bgoszxOqmlLRNph4ERBa3ZOPvKLK4XbB3IVeXmk095PrA7Wz9/Z2bfoMPOsa6wa7/uiBTPlibYjcoUrezJ9nVxbKjnefDDL1nFSTVtfEkjLKyn4cKkeBSXRpBCmAnn0Th69nLxkp1XNJXujl87Ovk0Z0glZreN9omYKiemVnojV+0uE2hG5m5o9mf5YaHVYVgqGZCYL1ZZS09YXBNrySgo+DJzIrzlbuFBNUgi9Dph7S/eAP6jLo5eWP2rJdn7UlNbj26LXARP6piE8lJPd/mRC3zS8+O1+OKr6p/vrvSVyt2DIKBei1wkHfWraepO9gr3y8kpfniUjkjFwIr/lysiVmqQQc2/pgRFdg+Ngbmv0UtcA3PzuFmObT+/pg14dEhzOUtkzMTudQZMfCg/V497sdLy1zv4s7b18b8lDmFHO/ygtr9ShcXnlkMxkn50tIwIYOJGf8tTIVf+OzYMmaJKZjl6mPfmN1d/HvrMZAFD40ki7s1SW9LrGoGnaiEynZwmBxiWWizcX4nBZFVITojGuD2evPGXaiMaN6AvXmxeLNn1vKbh56vupNvsceZ+vLa/kbwk5SydJjhZfBJ6KigrEx8ejvLwccXFx3u4OOaHBIOHKl9fYPQjLP5obnhhk94T8ix3H8OhnexQf69//dylu7NnGle76LVtBk6XCl0YCMF8yWXjqHD7aUoiSs3XGdi1jwzFzdBYAOD1LODsnnyftPoAnHGSLp7+f8uAZYHtPJpd9+Zavdv+Jhz/ZrdjujZu7YXS31m7tC39LyJKa2IC/duR3nC3WaqpV0yihxxJtF2i2/iFW6FduJ89SRYTqMeeH382CJgAoqazFpCU7McnJ9MGzc/Lx1roCq31pBgl4a10BZufkC/WXXBceqsfd2e0wa3QW7s5ux6CJvPL99NeMcsHKV5ZX8reEXMVfPPI7WmwMlpd6OBLI6ceVyMvx1LQTSRFsi/TXP3vpg0UyIC5cX4DaeoNQn4lIO978fg7LSsGGJwZh6cTeeOPmblg6sTc2PDGIQZMPcqbkhdb4W0JaYOBEfkeLkSs5sYGjg3ggpx/XWm29ATNW5rlUENfeLKFIBkSD1NiOiDzL299PebZ7dLfW6NM+MSiP2f5QF8kXCvaKflaf+3qfT7+W5F1MDkF+R6uNwfYSG7CmhDq21os7q7jCOvA6XFYldFvRdkSkHX4/vUvLukiuJO4RobbkhdZEP4OLtxzB4i1HAPB8gKwxcCK/40yxVnv8rXigp7x5fRc8tOIXxXYDO8Q6TFGtVtnZGqvrUhOihW4r2o6ItMPvp/domV3WU4Vpvfmb68xnkDWmyBKX6pFf0nJjMJd6WHt0pXLQBAA//lGp6eMmxIRbXXe8/Lzi7fQ6YFyfNE37QkTKxvVJg9Ihk99P7YnsKbW3b9SSHIA5k7jHGd76zRX5rFpS+1pS4OOME/ktf5kt8sf0zXVe2hubHG+exXB2Tj4WbShUvB0L6xJ5R3ioHhMViiPz+6k9reoiiQZgcmFady/ncyeRz6otnq4xRb6NgRP5NdNirb7I1v6fF3L2+3y9iDC9d4KnWxZuwdy/dcW1V7QVyoAEAPf08+3XkijQsTiy52mRXRZQDsCAxqBh7prfcXFyrN/vCbb3WRUh+ppTYGPgRPQXrUfS5HoRluR6EQB89oTi24cGYPCcn7zy2A9+uRcPfrkXz4zMEPphS2nq3rofRKRs2ohMPDq0s9/NrvsqpZUKWtVFEg0GXv/hd5vX++MeIMvPqiRJxmQQjri7xhT5BwZORNB+Y6xovYhHh3b2yROLDslNrBJv2KLXQZNserY8981+oXbM1kXkG+TiyOQakZUKWmWXdTUYkP56LNPlfP7A9LPaYJDww/4Sl19LCg6+d8ZG5GHu2Bjr7domWih4aaTDOleFL43ExOx0xfuxV7NDK8zWRUSBQl6pYPn7Ia9UmJ2TD0C7ukgixeCVmO4B8ke+UGPK2/yhFpivYOBEQa3BIGHGSm0yE5kKlNomBS+NxA+PDEDYX0eKMD3wwyMDUPDSSACNSx7u659ulalIrwPu65+OBXYyH2qF2bqIKFCIrlSorW/cgKpFdlnToMFV/rwHSMtMvf4mN68IV768Brcs3IKHP9mNWxZuwZUvr9E8m2Kg4FI9Cmpz1/xus+iqzNlsOoFU26RDchP8/uJIu39X2ttgK/Nh+6dyNOkbs3URUaBQs1JBXmamRXbZYVkpmDK4E17/4TdXuu/3e4D8JVOvlrSsBRYsGDhR0MrNK7K74dWS2pG0cX3S8ELOfoc/goE0W+Job4OrmQ/v65/ObF1EFPCcXamgRXbZBwd1wNKth1FcYV2EXEkg7QHy9Uy9WlJKRe+Pe9c8gUO1FJTkA4YotSNpcr0IR4J5tmTu37oKt5s2IhMHnhuOZ0ZmYHyfVDwzMgMHnhvOoImIAoo3VyqE6HWYcd0l0MHxvtRg3QMUiNTUAqMLgvOsjYKeSO0KWYqTI2lK+3+C+cT/2ivaqmonz2jNGp2Fu7PbBW3ASeQMbvx2zFden3F90qx+Lyy5c6WCo30+C27vYXfPKpdz+SetaoEFGy7Vo6Ck5kDgykgaa5vYV/jSSKQ9+Y3DvxORa7QutRBofOn1kVcq2Kr/J3P3SgWlfT7BtgcokGlVCyzY6CRJCqqhp4qKCsTHx6O8vBxxcXHe7g55yeaDpbhl4RbFdlMGd8LDgzt6oEfB6+ufj+LBL/caL8/9W1fhGSkiss/exm/5NDfYZwp89fWxVceJ+zpJaw0GCVe+vEaxftWGJwYFfHCsJjZg4ERBSemAAQDJcRHY+OTVAX/AIKLAIx/j7C1JDqaTIlt8/fWprTdwpQK5nTx4AJgXvPf24IGnqYkN+C2koKRUu0IHYMZ1lwTlCQUR+T9vbPz2lb1CInx9Y7w393X60/tIrgnm+lXO4h4nCjoNBglbC8pQU2/AtV2T8fXeYrORFnlJBA8YROSvPL3x25f2Congxnjb/O19JNcFY/0qVzBwCiKc+rf9o2BJkoC31xWg+0XN+EMhiJ8tIt/iyY3f/lhEkxvjrfnj++hr5IFZfwtAgql+lasYOAUJW5tNX8jZH1SbTe39KFhi4Td1AuGzxcCPAk2v9ASkxEcqbvx2tWipvxbR9NTr4y/89X30JZytCw48MwgCs3Py8dY68xNbADBIwFvrCjA7R7wQrCfU1huwaP0hPPtVHhatP4TaeoPL9+noR8EWb69v9xf+9tmyZXZOPjo/8y2e+2Y/Ptx8GM99sx+dn/nWL/pOZI/pPk53Fi319b1C9ijtcwXUvz7+vDfIX99HXyEPzFq+hvJsXW5ekZd6JsafP7uexhmnAFdbb8DC9fZrQgDAwvUFeHRoZ58YYXfX7IWagremgm19uxr+9tmyRQ78LMmBHwC/mTUjsiRv/LYcBU/WcBTcn/cKDctKwb390+2m/lbz+vj7bIM/v4/e5u+zdf7+2fU03zybIc0s3lxoNRtgySA1tvM2d85eOHuwD6b17Wr502fLFtHAT4sZTyJvGZaVgg1PDMLSib3xxs3dsHRib2x4YpBmJ0Te2Cuk1eh4bl4R3rbxmyPvcxWdJfD32QaAe75c4c+zde747Ab67BVnnALc4bIqTdu5i7tnL9Qe7INtfbsz/OWzZY+awO/u7Hae6RSRG7hz43fP1GbQ6+Dwu6TXNbbTglaj41rNEvj7bIOMe76c56+zde747AbD7BVnnAJcakK0pu3cxdnZi7PV9Zj4wTZcM2cdJn6wDWer623eVv5REPnqa7n+P5B58rNlOYL1+cYCpD35jfHf8k2Fqu/T3wM/Il+w4/BpoWP3jsOnXX4sLUfHtZolcNdsg6dH7R3tiQMan8czIzPRYJA034PsCe58PX19ts7ec9f6sxsIM68ivD7jNG/ePLz66qsoKirCJZdcgjlz5iA7O9tm2+XLl2P+/PnYvXs3ampqcMkll2DGjBm45pprPNxr/zGuTxpeyNmvOBo4rk+ax/pkizMnsdfNXY+9xyqMl38trkTWjO/QtU0cVj5o/hmSfxQmL9kJHeAwSYSOdZyEeOqzJZJCfurKfZi6ch8KXxopfL/+MqhA5Ms8Ndqu9ei4Vv12x/P31qi9vT1xssc/34Oq2gaz98AfMqi6+/X05dk6R899m2BAJPLZDZSZVxFenXFatmwZHnnkETz99NPYtWsXsrOzMXz4cBw5csRm+3Xr1mHIkCHIycnBjh07MHDgQIwaNQq7du3ycM/9R3ioHhOz0x22mZid7vXN+2pPYi2DJlN7j1XgurnrAZiPtMRHheO/t1pXyLYk76matWpfwK3P1XLUzROfLXsjWPakPfmN8H2P65MGpeO3LwwqEPkyT422az06rlW/tX7+3h61H5aVgqeHZ9j82zmLoAnw/Qyqnng9PZXBUi1Hz33Skp1YtLFQ6H5EPrv+vM9LLa/OOL322mu4++67cc899wAA5syZg++++w7z58/H7NmzrdrPmTPH7PKLL76Ir776CqtWrUL37t090WW/JI8E2csc5AsjRWpmL85W19sNmmR7j1Xgy51/4pXvDliNtDw5rDO2FZbi0+3HUNtg/wHf3ViIdzcWIjkuAjOuu8TvZ6DcMermzs+W2hTysuWbCnFD3zTFdnLgZyurnswXBhWIXOXOopyeGm3XemZHq35r+fx9YdQ+Z+9xPLRM/WC0L2ZQ9eTr6YkMlmooPXcRaj67/rrPyxleC5xqa2uxY8cOPPnkk2bXDx06FJs2bRK6D4PBgMrKSiQk2H9Ta2pqUFNTY7xcUeH4hDtQTRuRiUeHdvbZIp9qTmIf+GiH0H1O+XS31XVF5dV4eJn19Y4UV9Rg0pKdWODHVdPdWRFe6bPl7Embsynkp67cJxQ4yX0HfHtQIViJfG5YuFiZu5cpOVoGreVou9YzO1r1W8vnr2bU3h3JPnLzinD/x86t4PHFRDqefj2HZaVgSGay2wYp1HD299OUBPHPrq/v89KS1wKnU6dOoaGhAS1btjS7vmXLliguLha6j3//+984d+4cxo4da7fN7NmzMXPmTJf6GijCQ/U+dVCzJHoSe+T0eW90D08u/8Uv1+d6YtTN3mfLlZO24grPjEz5+qBCMBL53Lir5lsgceeAiSlPjLb3Sk9A0+gwnKmqs9umaXSYqpktrfqt1f14c9Re/p1wha8l0vHG6+nODJZqaPGc7uqXJvzZ9eV9XlrzenIInc78RE2SJKvrbFm6dClmzJiBr776CklJSXbbTZs2DVOnTjVerqioQNu2bZ3vMLmVyEnsRc2i8Gtxpcf7dqaqDlsOlqJfx+Yef2xXeHLUzXQGoKqmAZ/vPGbVRvSkrexsjd2/ac3XBxWCicjJ/q4jp1m4WIGnl335wmi7M4+kVb+1uB9vjtprMUPha4l0gmkWxJIWz2lIZrJwW0/NPPsCrwVOzZs3R0hIiNXsUklJidUslKVly5bh7rvvxmeffYbBgwc7bBsREYGIiAiX+0ueo3QS+/KNl2L186s92KMLNh085XeBk6dG3WzNANgi//mhpbsw9rJTeHpkJqLCQ6zaJcSEO9WPf40K7hNmfyZ6sl+scILni/stPM3by760trWgzOFsEwCcrqpz6vloNUvg6v14c9Te1eO/LybS8fVZEG/uPXTE2ddlWFYK7u2fjoXrCyCZPGigZSr22q9KeHg4evbsidWrzU+AV69ejb59+9q93dKlS3HHHXfg448/xsiR4qmHKXB8YWMWw1OOn/HOMkFXeGLUbXZOPt5apxw0maptkLDk5yPIeDYXEz/cZvX35Pgop/rSOjnOqduR94me7Ct9zGzVfAs2nl6mlJtXhCtfXoNbFm7Bw5/sxi0Lt+DKl9dolgUuGDafezM7m6szFLYS6Xi6FpUlX812B7j/+yLy3B39zZnXJTevCG/bOA8wSMDb6woCpo6TV4fjpk6dinfeeQfvvvsu9u/fjylTpuDIkSOYNGkSgMZlduPHjze2X7p0KcaPH49///vf6N27N4qLi1FcXIzy8nJvPQXygm2FpV577FbNnDuZ9yal4r86NO4fcXbUrbbegIXr7Sf1ELE6v8QqeJL7rZa/nDh5+6TCF2n53vnafgtP8+QyJU+kfBbtZ/MY/15hIu+XsiybkRwfqdmeNFtEisTrYH2irdcB9/W33lfo7sBAlLdeT0c8lXLe0XNfcHsPLNDwdRHJgjtzVX5A/M55dY/TTTfdhNLSUsyaNQtFRUXIyspCTk4OUlNTAQBFRUVmNZ3eeust1NfX44EHHsADDzxgvH7ChAl4//33Pd198pKoMPGPrVKxW7V6p/n+khZL7l57vHhzoaqZJntW55fgfG2Dcdmeab/V3L0/rFf3VoFLX6fle+dr+y08zVPLlDy1l6pnajPodVA81kz9dDdmjvbv8hHe2C8mUiT+v7d2x+DMZMVEOp5KSiLKF/bfyXxt76FWr0ugLQ12xOsLwO+//34UFhaipqYGO3bsQP/+/Y1/e//997F27Vrj5bVr10KSJKt/DJqCS2YrsaVYN3RvrVjsVi19iH9ubHTnqJuWI/svWhRRlPstMvPk6syZp3i7wKUvE50dVfoW+uJ+C08zXapjjxbLlDxV+HLH4dNCAzQnKmsC4nsk75ca3a01+rRP9MhJvr3fiZS/ZihGdG1l3IM8a3QW7s5uZ3N5nlL9IG/MPHjj9bTFG4ViHT13rV6XYFhKK/N6Vj0itZLixIKh7E4t8Or/XYqtBWV47ut9yC9yPRNfSaXnMr1pzV2jblqO7BeWWgdhpv3+Ib/YZrVzb69XF+ULBS59mejsqL2sejIWLm5kulnbVokHLUb9PXXCVKRyf2kwf49c4ervRDDNPDgjUAOMYMpgyMCJ/E6yYOCUHBeJBoOE/OPlOHTqnCaPfcoHAydHmXls/U3rH6txfdLwQs5+TZbrpSXaDsLkUbE+7RNxeXqCz1RnV4snFcpEauLI7zMLFzsmb9a2/GpKf23W7n5RM5e/M546Ydp19LRwW3vfI3dlMQu0QsyuZAcMpMDAHZ+XQA0wfD2DoZYYOJHf6da2qVC77/OLcds7WzQ5oZedrvKtwMnRXhkAHtlHEx6qx8TsdIczAKKeGJah2MaX1qur5YmTCnemuPUUkfeYhYsd89TspqdOmOqdOJCbfo/cta+QhZjNNW8ilpxDtJ23uOvzEqgBBus4Efmwj38+LNTuPRtLulyl1/nOSZmjDbiTluy0eRt3bc6VTxBE6jg58suf5UIjnb5SnV0td482BlLSCZH32N8LF7szyPXU7KanTpicme2Xv0f2jpVFLh4P5TIMloK6ELPo8d+Hk6s5k9xCdNYxkAMMkdUCgYCBE/kdrZbdOeMKHxkFEtmAa4s799GYzgD8+GsJNvyhPm28PyzfcIU7Rxt9LZMVOebuINeTS6Y8ccKUEBOmqr2cKEYpTbIE546HImUYgrEQ86lzYgGuaDtPc2amVu2sYyAHGP68IkQUAyfyOyUV3ju5NvhIDQKl0WRH3LmPxnQGwJnAyd/WdasljzbamxGU4NxoI5NO+BdPBLme3kvh7hOm0rO1qtpfd2kKQvQ6bD5YqnisdOZ4KFKGQS7ErNWsqD8sw/X3PTxqZ2qdnXUM5ADD0WoBf/gMK2HgRD5BzZcpoYm6kUctLd91DAM6J3nt8WVajBK7c3YnQeX6dX9d1+1p52sb8GJOPgpLq5CWGI2nRmQiKjwkaJNO+OOPsC/VPdLrGttpxZ1LaMtUzlCs3FOEfwzLQHG5WDY+0XYy0TIMWpVr8JdluKJ7kEXbeZqamVpXZx39dcm5s/zlM6yEgRN5ndovU9nZOk92z8z+4gqvPbYpLUbr3Lk5VzTzIeD/67rVkE+a7XF00jzxw21YnV9ivLz+d2DxliMYkpmEa7u2Enr8QFoK6a8/wp4KckXqHhmkxnb+cPJWonLGSX4Ny86J3U60nUy0DIMW5Rr8aRmu6B7kj38+7JP7E9XMmHlj1tFf+dNnWEnwLLwln+RMMdCWKk7KtdYkwvtjDQ0GCQZJQtMoF2fe3LjqUN7LI0KLIrz+wtnih5ZBk6nV+SX4cHOh0OP76vIYtUSPGw0GCZsPluKr3X9i88FSjxfdtMVTe4+KBZc0i7bzthZODPSUVFYLz36rnSUf1ycNSuM8WhRi9tWCsvZ4eiZOa/JMrSPyTK2/P1dP8bfPsBLvnwVS0HJ2yUp68xhPddFKs2jvLRMEbI+yO8udm3NNMwcB1pmDJAB39UvDkMxkv1hepRVnTprP1zbYDZpkOw6fQXJcBE5U1Lg9xa23l8eJHjcMBgmzvs5HccWFz3lyXARmXHeJV4N0T+0BKTsr9v0WbedtnZPjsOtouarbJMVGwiCJnYwlxaoLnETKMNzZz/X0+N5YhuvKd9yTM3HuoGam1t+fq6cE2lJyzjiR1zg7+i460nf3lcrt1GrqxcDJ3ii7JdHsU+6efZAzByVbzDwlx0diwe098OyoS9CnfWLQBE2AcyfNL+bYX9pn6uLkWAAXlj7KtFwKmZtXhCtfXoNbFm7Bw5/sxi0Lt+DKl9fYnBl2F9Hjxv0f7zILmgCguKIGk+zMZHuKPBtr753Q4UJGOFeIzki7PHPtIfEqjr2mr6GhQSxwEm1natqITNzXP93u78x7GwsxW/D7a4+nC8q6+h331Eycu6h5vf39uXpKIBVFBhg4kRc5+2UKD9Ujq3Wcw9u0aRaFwRnJ2DdzGJ4ZmYG+7bRJOvDzIfHq9VpSSqkLNAZ1H919BbZMG+yREzMRw7JSsOGJQVg6sTfeuLkblk7sjQ1PDAqKZXm29EpPQKjCL22oXmf23hw6KZZ+v75BshuoarEU0pllte6gxY/rk8t/8dqyEHk2FnBvkHvmvNheUNF23qb0vbEkv4abC04JtRdtZ2naiEzc1Tfd5t/kzGquBE+ezFKnxXdcnolzZGJ2us+maFfzevv7c/UUf8+0aCm4303yKme/TLX1BuT96ThJw5Gy87hl4RYM+vdatG4WhfQW2izvq3NiVFILIunHz1TVQa/XITxUj+mjMh3WLfFkIgY5c9Dobq2DbobJ0vnaBtQrnLDXGyScr20wXq6ua3DQ+oJthWVuC1R9aY26Fj+uZ6rqsOWg+nT5WnE0G6vVfr+m0eGatvO2K9LElvA0iwo1ew2PnhbLlifazlJtvQHvblLOrFZbb3Dq/j01Q6nld9zeTJxeB9zX33ZtI1+h9vX25+fqKZ76DHsK9ziR1/RKT0DL2HCcqLSdzcjevgyRTDYyeaSsq8IMlagGg3M/fq5SOzu364jjmbFdR04H7ayPN01Ztku43cIJlwNoXIK348gZxdvUNkgY8Ooa/PT4IM3XifvSGnWlIsKiNh86hX4dm2vWL7XcXcflTJVYljjRdt5mEHy3/z22OwZlXCgZ4e69Xu7OrGa6X1TeHyrTcoZS6++4aUH0w2VVSE2Ixrg+ru/5cjdnXm9/fa6e4qnPsKfwXSWveSV3P0rsBE0yW18mNRlq5C/ogROVartnU/sk7ySmSBAcFU6IDheuLeHsCCg570iZ2Ki2abv2LZoI3//h0vMor9J+6ZUvrVEXWeomxvs/0u6cjXVXNjlv+XLnMaF2K3ebt6uuEzvOibaz5InMap6YoXTHd1wuiD5rdBbuzm7nN4GEM6+3O56rL2YFdZYnPsOewhkn8gp71bZNDc5MsvllUpuhRgJQU6/NAadjkjYzV2odEKwfdaC4Ar+dqGRtCR/VJCJEdbtbr0jFc9/sF36Mu97fii/u76e6b4742hp1+UfYMsNkcnwkbrqsLeb873fF+/CH7E2uEK2lpqbmmjcdOyN2wm7Zrk2zKKEZ2zbNopzplscyq7l7htLXvuPe5u7XW4m/1qlzxNuvqVYYOJHH1dYb8LbCjAjQWJ9mdk6+1RrhcX3SVJ1IamlI55ZeeVx3rNMP9toS3jD2sjZCJ3FjL2tj/O/dR5XbmzquQap6S0rL47RMdy7K3o8wALy/uRBnHMy8NYsOQ+92gR04ye+Zo+VX/rSvoE2zKGw/rJycxzIAGtOjLb7ao5zUYEyPtqr6I6fsbhodDp0OcJT1XKvMavIMpTv44nfc29z5ejvirmKx3i4lAXjvNdWSf8ybUkD5YFOhwx8ZU7aWlHlzurrsvGf3A8hT9RWCma9SE6JZW8KHtYoXe81N2x0/o27TeivBwsNqeCoTnDP9slzqFqLX4aUbuji83ewbuvjdKKda8numg+33TAf/2lfwt+6tnWrXt2NzRIc7numNDg9BXxX73UxTdj/62R7F3zN/yKzmq9/xYOOuRDy+UEoiUPj2N5kC0rZC8WxW8pIyU6J1bWQ6AM2itZlcLTvnucApN68IfWf/D7cs3IIVu48rtpdHNUVqSwDAoZNnzbK3uVsgrdd2luheO9N2u4+qS4H/7h29VLU35eg98qc16iLJUYKBP71nSkL1YqcrdTaWZd/Xv73D27w29lLhgEC0nh7gf5nVAunz4q+crW/piNalJIL9t5xL9QJQbb3Bp7O7RIer+9gdOnXW7HJhqfgSM/mn8IbubbBoY6Gqx7XFU6l7c/OKMGnJTlW3MR3VVKpoDwAfbT2Kj7YexZDMJCwcf7nTfRURiOu1nXHwpFjgZNrOoOJHKTUxSlWhUFMi75E/rFEXTY7y6NDOPnVcdBd/eM9EnDonlvXunsXb0bVNHFY+mG3zM22qZWw4Zo7OEj4GidTTi4sMxehurZCWGONzv70iAuXz4q+0TtKhNIOlQ+MM1pDMZKH3mL/lDJwCzuycfCxcX2CWHOCFnP2YmO07o14ZKXFCMyiykgrzH8y0xGisV977DQBoGReBGdddgviocE0CJ0/MODUYJEz9dI9we70OVu+v/N+WnwVbVueXYOKH29wWPLlrvba3nK9twIs5+SgsrUJaYjSeGpGJKIWlQLIdAns0LNvpVZywTBueIdzWlL33qMjGe+Tra9TdnR7aH/n6eyZCTVKCvccqMODVNThSet5ukDNlcEc8OKijqoBApJ5eRXU9RnRp5devdyB8XkT52kCz1kk6tEwz78pvuS/sr9IKA6cAYi9TnVy9HIBPBE9JserS3yZZZH16akQmFm85Injrxi+myEZpEWc8sMdp0x+nUCWwhG5wRhL6tEu0e6CXa0ss2nAIL+f+6vC+VueX4Hxtg3AAIErr0S5vm/jhNqzOLzFeXv87sHjLEeFZu6oasb1qpu0uTo4V7p8zr6XSKLrk5P16iyfSQ6vh6IQhkE4m3E1t/a7Dpfb3BuoAfLLtKB4c1FFVH4rLxfYbirYj7/LFgWatk3RoNYPlym95oM1SMXAKECKZ6t72keUpatOZtmtuXjspKjwEQzKTzE5g7TlRcWEkZPqoTNXL3yx54pTmC8F6JU0iQhVHzMND9cLJBV7Mycdz1zveVC9KHsX7WXC06/2NBWgeG2GWGc3XTigtgyZTlrN29k6Iq+rElt2ZtvtgU6FwH4vKq7HlYCn0ep3waycyiu6p4rZa8KXkKI5OGADg2RW/oOTshSA5qUkYZl3fxasnE54K5tQ+jmkRTVfJx50tB0tVFUEWXXHgyb2w5BxfHWjWulisVjNYzs5cBdqKE4CBU8AQyVQnSY3tJvb38vIUFb/B9tK4Lhx/ucMTWZnpSMiGJwbhmsyW+C7/hKrumurTTvxH1llnq8VmJUTbHTp5TtN2SmyN4ikxTS/f9K89OqbppL09OnW+tkHxsybP2v30W4ndk+XkuHCcFihQmxx3YS/dyUqxvR2yBz7eiTPnxV+7QBtFH9cnDS/k7Hf4+dMqPbQjjk4Y7A3glJytw6QlO7HASycTnhoZdvZx5OQFD368C/UabEh/4OOdeOlG8UA10IoKBytf3wfpqE6d2u+iVjNYzsxcBdqKE5l/7Voku7YVimVYEW3nTsUq0is7SuO6cPzl2D9rGIZkJDm8D9ORkMvSnK9B0TQ6DL09MeKuEzyACLarrhPLnCfazhF5FM+Vc5ozVXVWNXiczf6jFdFMjvct3u4we1GIYGawFJN05DrRz8NfzpxX99oF2ih6eKgeE7PTHbZxd3pokZTCjjz0yW6PZ6pSk3nLlaxarmb4GpaVgqs6aTOAdeZ8narjSqAVFQ5WavZBesuwrBRseGIQlk7sjTdu7oalE3tjwxODVA9gaJVm3pmZK3dkCPQFDJwChFKdCrXt3Gmn4Ab5zi2bKE6VR4WH4NpLWwndX0llNeKjnJ9kfclDtV9aCv7oirZLbyG2JCnUxY+GyCiesyRc2GvjjdSnopkctxwqdXiy/GuRWFa9qPALh+YureOEbmOP0msnminy1Nlav0k/O21EJu7rn26Vlt9T6aFFlj86UltvwIZfT2rYI8fU1I7JzStCv5fM68H0e0msHoxWNWrm3NxD8bFEqTmuyKP3jvhTUeFg5Wv7IO2xVafOGVqkmZc/+456oNcBp00G2LTOEOgruFQvQNzYvY1Qprobu7dx6v61XPd+4ESFULvo8BBsPliq+JhqRkLe3XBIVV8BIPmvzHyeWjpjuafL1XZ7j5YLtfu54Axy84qsnqfoey8yiucqb+21Ec3kWNtg/wWQAAhuccLvJy6k4NdqZsTWXrIQvQ5nqsRmkub/dND4395eOilCTo7ijYxZWpwIvL3hEAYozKZrRXRkeO6a3/H6D9ZfhOKKaqElhlpl+GoSGYqubeKw95j935LUxCiHWfVMiR5XLPdZubr/xFf5WqY5rfnSPkhPcTXNvMgeQ4PUuPx1vr7xOKB1hkBfwcApQMjV0R1lY1NbHV2m9br3ivP1Qu12Hi3HLQu3KD6mSLalptFhMBgkVNaIPbbs0jbxWH5/P4/+EI7rk4bnc/Y73LOmU7FHo67BIPzYluuNRd/787UNWLZdNNOha4orPD86pS6To+vOVl8IZkRnFkWY7iWT30dn9mP4y8be8FC9V1KOF55yfb/g8fLz+Gr3nx5JjiIa6M378Q+Hf3/0sz0O9ytoOQK98sFsXDd3vc3gybSO0xOf70V5tfJxX3QPn5b7T3yRL2aa05qv7IP0NFfTzA/LSsF/b+2OB5fucvjayecRWmcI9BWBM4QQ5EL0Orw29lKHbdRUR5dpXXEaAGpVnMiLPKajNbyyM1V1uG3Rz9iuco/XnmPlWJ1f7Ex3nRai1wkl+nD0XpruQXCUlteS6Xpj0fd+4ofbkPFsLn47oU1yCSVlZ9UlS7BF7R6NqPAQdG3jeMlcenPtRidNxz/aNW+i2f2akms0HSlV/755e+mkL8vNK7I5K6NWwakq41K4K18WWwrnLNER3xoHM6oAcK6mAZv+OOXy44i2W/lgNvJmXIMhGUm4ODkWQzKSkDfjGqx8MBtA44meaMpxNXv4tNp/4itq6w1YtP4QRryxzuYeVTnT3GzBvZ6+zhf2QfqrZjERDoMm01ljrfZX+RrOOAWQYVkpdpcvdG0T5/CgbmtqPkSvc0tGFGf3WTl6THujgJbqnYjZPJ31Ze1+sax/a/efwNWXJFtdb2uWSI2SymrhbDif7ziKH/Z7bi8GACTEiO3JscfRLJq9pQwNBgknKx2fWFkmtHBFVNiFH2yR0VFnSQA+/vkw9Do4df/+lKbcE9QWrxbl7hm+nqnNnP4MWFq+8xiyO7Ww+TeRenpq9wg1iQzFwgn2a6glCh4vmgnu9ZMFSpFYNVlQvZlpTmv2isTbKihPF6idNQ7EGVoGTgFk4ofb7K753nuswqzOjClb9Qye+2Y/RnVN1qzitKmoMOezEDh6THkN75ZDpXjgo51W2cWc5emTw+dy9is3+qudZeBkLwWyGkmxkcJ7EVwtKOyM5PgoVe1N92gVnjpne4/GXymi4yJDUFF9YbqnZWw4Zo7OQnxUuOJzFUkzLup83YUIXx4dtVVzRAsnFAJCJUUqsmQGGsv9f7W1DULFq9MTo1EgmHAEcH/q3h2HT2sWmJ9z8PxD9DpktY5z+F3Kah2n6vkp7cc5LbiHT7Sd6OP6A3u1jOyRM825uvzVV147b+6D9AR31GRzZtbY1f1VvoaBU4BQU2cmymTGx9GBc9VesSVqajdCX5wSh52CCQvUPmaIXge9TqdZ0KT0eO5wpkpsKZplO0ezRKL0usbR52+9lPZbSUx4iKrRaNHZN/k1Mw2agMagYtKSnbi7X5rKnrpIMp8anTYiE3uPVmBzQaln+yFg19HTuKGnc0ln/Jmtz1ZkmNgJ16Vtm6JDyyZCRbxlzg5UidBy3+Dlac3s/q223iD0O1VbbxA6eRXZj9M0Kkyo36LtRB/X1zmbBdXVTHO+9tp5ax+ku7mrJpuz+5YCZYYW4B6ngCFaZ8a0XW29QZNR7OYqN5d3aOH6ng1Hox7uCHKaN4lQXbdEXjf+7Fd5WLT+EGoF1wmKjvxatnM1BbJ8nzsOn/bZLDdVdQ3Ce2rs7dFyxkc/ey4xBGAdwAFARJhvjs4F4w4ne5+t6jqx73hVbQMWjr/cbH9OViuxtPPuOL5psW8QaDxpmtDX/t6R9zaKZTUVaWevZpzlfhzRQTTLdvb2QYo+rq9zNguqK5nmAuW183Xu2JsuC9R9S2pwxilAiNaZMW23yInU3LZUC2bJk910+UVm2b3UUloDr/VJf0x4CB79dDeKKy6cXCiN3MzOycfb6wrMTiqf/2Y/7hWoIdPMYrmYo3amtDqhKqmsxrVdWymOKkWF6VEleKKoFUlwqYgWs2+mqusNiPbg8w0JMf/Ryc0rwtrf7G+696bUBLG0+IFCi8/Wpa3jnd6L6I5BDdF9gwMvboEfHdSXure/4w313+8Tm2H7fl8J7hvQwe7fRWZL5P04olkjTdvZG61/enhn4cf19eVezswcuZJpTs175uuvnS8T3Z/sypLfQNy3pAY/nQEiLVFsFMi03efbDmvy2K//qC6D1Ec/F7r0eC2ahFt94U1nd/L+LEdcpHaFfs/VNpgFTYDjkRt5VM3ywCVBbFTt5DmxQNSynVYnVE0jw4RGlWbf0FWTx1OrQCALnBazb5ZqFGYMtRxfM60HJf8Q+qrOybHe7oJHafHZyt2nfjZUB/cVVxXdN3hv//a4r3+6zWOCSGHhymqxfURK7URmS+T9OMmC6fzldo5G6x/8ZLfw42rJ2dULjjgzc+RKpjk17xk5T02tNFcEWmZJNTjj5CeUNvk9MSxDqM7MoE5JxtogR8q0ObEULaAp+26fWNY4e/b+WYGVO//EdT1aA1CXFUgr9kZuausNeFth+ePb6+yPqtXWG1An+KNoMSkhlLFKxOc7j2BA5yShUaWvfzmuap+GFmrqlGfj3LGcSSETs6ZL1ky3OLkjCNRSmcrvv7/T4rOVX1Sp6vPi7iUwarLd9Wmf6PSG+saZLeWBD6UZMNHZksNlVbijX7rwc1MarRd18NRZ5UYW7CVMcNeeIDXZOnWA0GoJR9S8Z77GHUkW3NUHLWulKQmkfUtqMHDyAUpfCJFNfr/8KZZs4c4Pt2vbeUCx5pClkgrX19M/9OluhIfrsevIabdlG1Nia7P2B5usZ5ps3e6DTQWY2L+92fVqA8BzteYBljxLNMlBZW8RX+89gf/c2vjfStlwbuzRxuOB0zaBWly+ukdLlOk76+k6Ymr5+2utlhbPVykIt+TuJTAix44RWY3HgV7pCU5vqBc91VRqJzpbkpoQbXxuk/96bqYvvWVAuvlgqSaDFCdV/sbZC46yWtsuLyLvCQLgdDCjJltny7hIdL/IftIPEWreM1/iriQL7uqD1rXSyBqX6nlZbl4Rrnx5DW5ZuMVmsUPRTX6ezPpmKT5KXfydFOdaHR7Zsyt+8VrQZMr0td9yUGwfimU7e5tmHbF1cjEsKwV39k0TvxMbLLsgjyqN7tYafdonGoMmby0hq7Czp85yuabaz6UvCdE1vr65eUV4d2Oht7tjkzuXjvkyeXbG3ePNDw7s4FNLYBZtLMQtC7eg30vOF+NtIpi5TqnduD5pUBrwN92PI8+eJ8ebnywmx0ea1cbS6ne0peDyQMBxwgR75UVkb68rwPrfTjpdhHraiEzc1z9d8bU8UeF6UgG175kvsHf+VfRX+YrnVu0TThaldR/sbRdQOj4F63FbSwycvEjpC5Gzt0hx2cDMVfloMEhoGimeSlVrsZFhqtZfD+xsuziiWiVntU057izTkZuDp5SXoVi2czYtbHy07X1cldXqknU4y1tLyCJDrX8SZufko/Mz3+K5b/bjw82H8ULOfpQrJC1pEhGK18deiqUTeytWkR9+SUuX+qxWgwT0e+l/eHL5Lx59XFHBkj3JFpH9f1ro16G51WCFu6gZBCmuaDxpdOYkulea2LIepXbybIkjlvtxhmWl4KfHB+KZkRkY3ycVz4zMwE+PDzQLSLUahW/TVGzPmLPHfpkEYNy7W80GW9WaNiITB54bjqdHdLZbnN7yfMMZzrxn3iSSBEYeTHDl9Xe2D/beE0fHJ/l2z4zMCLrjtpb8d0jWzzUYJDy7Is9h5pNnvspD6Tn7+wdMl4qt3u/aviFX/Fx4Gj8XnjZedrT+urbegP95eGmXs3RQXtceFgLk/VmOb/OKkJoQLb5sUbpw0HI2LWwrGz/yuXlF+HznMfV3ZsJOPGbFW7OcERY/rGqLOMrO1tTj4MlzSI6PwqWt4x22jbJzQuFOlglJfInapWOu7BHwhf0FlpT2/81b+4fibIEjnh4RdmYQZNryXzCgUxI+/vmw8F6n23un4gWBAt+3905VbNO4dMz+995yaZmt5U7vbCgw+xx3UTgOiDpyunGfjuVnt2dqM+w4fNp4Oe/Pck325sqDraazZ2qEh+qR1bqpw+LNWtQRk88JLJcl6nVQ3LPl6eOAmu+Eq6+/s32w957YOz7JnvtmP/R6nddnsf0VAycvGfvWJpScdRwUOQqaTJVUVqNQINOYp9hbf+2NJA6uaBkXqVgYsq4BQicCllo1vRD0OLsZ9nil+edDq6VzVQ2NJxlKB1VvrZEuq7ow01hbb8DbLozYzv3xD8z98Q+HbXQAvtnrmwWBPenpERlIiotQfdLiyh4BW7dNjovELb0uQlrzaK8GUo72/w3LSsHZ6npMWbYLR06fx0XNojAkMxn/+GKv0H17eibPmUGQ01V1yJyeazZYpJS0YPfRM0L3vfvoGYcn5yLHOtPEPfLqDsufHtMTXgB4/HOx90fJkbIqm59dvc68/l50mDYDMlqkmfZUUoFpIzJVJxfxxj4jNc/T1dffXlDoynsyLCsFBgNw/8fW+xbdFegFCwZOXjDxw23YcfiMZveXFBuJKI0OwFp626Qmg7OzAt4SEQIM7NwcS7e6NntjT1uTDbDOboYND9Fj88FS48HWYJA0Wzo3aclOLFA4qCpVEHeX8yajoh9sKlSdnEQtCUCN2t38ASgzJQ79OjZXdRt7J6zyHoF5t3bHiK6tVN22uKIar//wm/Gypzdqm3KUVapJZCgWTrjceHnzwVKh+5wyuKPHn0vzGHVFzGWW3z2lpAXHz5wXul+ldiKzAfJIfK/0BMW6Nk8u/wVnqrRb+p1fVGEz0YbloGGVQIZQUa7OCHkyqYCa5CIiQa87vi9qn6ezr39uXhFmrMw3G6RNjovEjOsyXXpPGgwSnvvG9uCCVvWcgpVvLCYNIudrGzTPQpaZEoehlyRrep9akKTGE1tX13F7Q9PIEGz4XexExxmlZy8swxrTs61T93GyssYsqcgDNkaWXPHk8l8crmdXWkvtLqbJBLcVuu89InOnzqlbOiiyR+DBpbuQY2M2T02RWUc11RoMEjYfLMVXu/90+yZuJSJJJVLiI/HgoI4e65ORxl/ghesLbO513X30tI3W1pTaqQnARJY7aRk0AUDZOe/tv3V2Rkjk86nXAadVHgdc4cweH1cey/RY0TO1mVNJYNS8/rl5RZi0ZKfVyhZ5H+Hpc7WC74n16iRP1XMKRgycPGzmqjzhtuGWhXrsePSzXWjTzLdSeMq2Fpxyeg+PN50414Cjp8V+nJ1xvu7CScXLueqX+gGA5VjlmfPa/lifqarDFoVRcnvZqhIV6rBoJSLE92ZaA5XaEViRWQGD1LiUxDLoUbO/wN4JlFLGUq0pBWlKSSV00H6JnkjhVLnfWnK1kOmWQ6V4ZsUvWL7jmM3XUk0A5s2Ms1ro2iZOMRudKfl7qrZorunn0x6DBDzw8S63fYcseerk39axYsCrP+K6SxtnstR8I0WPkw0GSTH5z9MrfsEzIzMctml8T6yPoZ6s5xRsuFTPw77eJb70KyxEj9oG5an8A0VnhQoYWq6v9oRz1fU+tf/KlzQYJITodVj/m/cSeyiZ/NF27J0xzGEbW3s9eqY2w4BXf3RL1j3TH7GzNZ4pvhoWokNdkC7X06Ex6YHaZAVqfpBNl4w0GCRs/OOkqseyXCaj9fIee8VJZaJ7MESKSmtFpHCqrX5rxdbezbTEGKHb/l5yDr+XnDMWdXdlOaa/1KuxTEZkmjChtt6ADzYV4vXVvzlc3icnFXG2aO6wrBT899YeeHDpTofnCp5a4uWJk39Hx4q31xXg3v7pWLmnSPE7ovY4ueVQqeJM5+mqOsRHh+O/t3bHg0t3qXpPWM/JfRg4edhZFZmizznIcGOqrr4eIXodrrs0xeE+ogGdmuPKDi2QEBOO5Pgo3LJwi3hnnFReU4+aeu3WcQeKjQdL0e+lNZhxXSaKyj1z8u+MiuoGDHh1DX56fJDDdrb2emS1jnPLCVmYyTx5Qan7ZgVNBesKcJG04/Y2Nqv5QZaDnvLztVbr/dUoLj+vuLxHaW2/5fNZc6AYizYU2j0JVdrHdXe/NAzOTDZLHOGoqLQW7O0pNd2D1P2iZjb7rRVbezdvvSIVz32jfoa9yCLgFQ3AgMbPREJMOE6fq/XoXky1PryzF34rqbQZnIeH6jGxfzucOlvt8Df+uktT8ErufsX33lHw1Cwm3OEJuhbZ9ZSyDao9hjh78t9gkDBjpeNjxco9Rfjp8YHYcfg0VucX492NhVZBrjPlGURneTcfLEW/Ds1VvydKe5CdHRAjBk4BQTI0oMEgYeUex9PnP/56Cj/+egpNo8LQIUn8h8elvknA9kNiRWGDjbyO2dcdLj2P8qo6xEeL1wqrrTfgf/vdk3bedI9TnYeC8tognW2SZ0KGZCabJSKRT2wcbWwekpmsOAtu6of8YixysdjvzFX7cKSsyqkUvoD4DIx8EmqQgK/3FinWelm0sdBs1qTBICH/eLnxJLlnajPNAqfaegPeVkjE8/a6AiTF/unWQMLW3s3tha4tqZIDXtEAbPGWI8ZZK1+WEBOGU1W1yGwVjzv6pdsN6JV+47/afRwnFMoYmCZtssXdszwi2Qbl78qgzi0VV8rodUDP1Gb2Gzgwd83vDgdp5GPFjsOn0ad9Ivq0TzQmG3F1xtggOV46adrOmfdEXno5eclOTQI9uoCBUwAoqTKo2hNw5nwdtmuY1c/hY52rxXEfrkdDYu56fyu+uL+fcHs1+9qaRITibI26or1pT36DwpdG8qDvJle2T8QDgzqiV3oCVucX48qX11gtQ7M3wy0PCCy4vQemj8oUHhz4ZPtRl/t95nw9Xv/hd6G2licj9maOHHlnQ4FwVkd5meDgzCT8b3+J6mVUop78Yo/ic5AAnKh070z3q98dwPN/62J23Rcu1JgzDXgN/rZpVkHZuTpMWbYbANAyNhy3XpGKtOYxZoMUIr/xIrXfJAmYtSoPM0d3sXn8dOcsj73vmOXbKX9XHhncSfF3xCDBGNio7YszxwqtZoybRYtlsmwWHeH0e+LJpcFq+WJ9PlEMnALE4dKz3u6CTVUe2oNC7nVc5ZI70dpU3drEYULfdEz5dI/qPq30g5Fkf9U2McrhXqGicsdLhoDGAqnb/zkE8xTW5+vQuDyoTLBunVZMTzLUZPEzpSYVvtzUVlZV0WVUSnLzirB813Gnb68lWwkcqmrVDZDY8kN+sUsFqWMiQnCuxneXj5+orDU7oZdnX2oUkjuoseTno/jfgZM2T57dtcRLzXdMXib33iaxbLxqZ7/U1jy0DEgclSEQ1TxWLHBqHhvh0nuiNtDzREDjjbpcWmJWvQCxaP0hb3fBpoqawBoZDFYpcerqvLQVzPI4smtrJMdHOdMlPLTiF01PJuiCU5W1TgcTstNVddhyqBQjurbC3Ft62Gwj/xxf4cF19jpc2EQvUzNj705vrbOdxtsWyyx+tfUGTQpga8XW5+byNNdONoHGpY/rf3d++bcvB022yLMvhae0TbJkmsbf9LO0taDMmMnNVvZHwLklXmq/Y2rSxFsGNkoZLtX0xfJYoZXkOLFZpOS4SMWMnIDj90QO9EZ3a40+7RPttvNEJlJ5MM7y9XdUVsLXcMYpQJxwcjO1u/G0NjDcf5W62jKdk2OF24lkhLQnPkKPE5Wqb0YKEmLCNAkmlmw5jH4dmmNE1xQs0NtfMpL3Z7mrXbZJdG3/D/nFbnl8Z7yz/hDuH9jBYRtbI7YJMWFerR9kqYmNWaEJfdPwQo5z5RdM7Tnm2uelaVSY5uUb3EWefVm69QiS4yJxosL+rINeB4huxzQt/mu5TzElPtJmNjlXlng5uyeqaVQYys/XCc+0NO673Ge2bDE5LgIzrrvE2G81fXHXPiCR3z3ToE1p2Z29faiiPFFo2NXEPb6CgVOAqK7nzA65T3m1upOMsiqxZVdyu9ZNnQucztbxc+8Ov584qzoluC3f5hUjN68Iw7JSMCwrBYM6t7SZ1jsmPBRzfzyoQc8vmDK4E5ZuPWx2AtXS4gQKaDxhcDUphZY+/vmww8DJ3gmOLwVNgO/1x9SVHZvjaxuFl32VhMb9S1MGd8KcH36zOyDQr30i1v0hXpPrwqyO+Xslp+L+76090Cwm3OHJuOjSLmcz3/Vul4DcfdYlO2wNgsgFZS0VV9QY910Oy0oR7suUwZ3ctnTMNHkDIDbAY2/Znb19qKJBrqcCGjV1uVxdCulODJwCRHR4CGrPu75+nIAmESE462fLOdxt99HTuLFnG+H2zZuILe0rOHkWfWf/Dycq1ScQefP6Lnh5rdjmXlJn99Fy7DyqzSyQ/IO7Or/YaiR44fpDGN2tFb7ard2+HHkUumNSE9hf2NJI7V4HTzjtYK+Xq8snPcrG+dUHmwo93g1TOjQGzxtcWOrnTWnNo+3OOtx8+UVIiY9QFTjZI3++nlrxC/57Sw9c27WVzRNmNXtVlPbp2CMHTZbZ9Sxnv0QKyj65/BcM+as0gNJsT3JcBB4c5Hjm11XOJG+w3F+lxUyRpwKaQCnKy8ApQPjytKa/iI8MRXl1vV8FTcOzkvFtnu8sMzIS/GWc878/nH6I63pfhNfWaztLQY20XGJbVF6NuWt+t5nBqriiRjHJhDOuuzQFD3xsfTJxosL8ZMJX9jaZCgu1fyz3xf7aEx5ivYV6W6HrJ/WuuunytnjDiePOgwPbo1l0uFN1qLSSFBuJPu0TzWYdCk+dw9KtR/D6D79p/nhnqupw26KfbQZDak/YHaXHFiEHTXf1SzMGP6bnPVsOKheUPVNVhy0HS9GvY3PFupeju9kOFrXmSpY+rWaKPBXQBEpRXiaHCBCh3E3kktuuaIuocP8bR7i9d6pHHkdNwUnA/SNGKfGRaDBIGJrZ0q2PQ9p4a51nktekxEfiv7d2x8o9tmsrydfNXJWPBoPkkyObZ8432N0grWV/E6LD3VrY2UbchGgvHmP1OuC/t3ZHXYNzv5Xtk2KFM6FpzTKhiTzrEBGqx5wffhdKQ+4Ky437SifswIXvmCl5hiU53vkT42/zim0GFhsPii0t3njwpFBNrJV7iqz67y6iyRtMna9twKTF24VmirYoFNv1VEAjz/TZe3a2Evf4IgZOAeLEOf+ZJfE1eh0w7JIUh4XwfJaH1uzcdPlFqtq7O7W0vGzAlbTE5DlVte49Pl3csgmWTuyNDU8MQrOYCOFlJ746svnk8l9snrSJLoFVEh0eguevzwJgc0WdJv44YV0i48Ye4st9tWaQgJlf78PxM84d58vO1njl82Jvv4snl21aBkNqlnZZGpaVgg1PDMLtV6j7TZHZu1/R9/X4mWqhmVt7j+MLJn64DRnP5mK1YJH5Bz52nK3OUwGNq9kBfQUDJwp6V13cAj/76AFSyeZDnlmrv2ybuppJCRqd4Dny/b4ip5bckGd54iewTdNI5B8vx8xV+4Q/qyWV1eiVnoCm0WFu7p168pIiSx//fFiT+39t7KUY0dX10X9HbCUs6tuhOaK9ONhxoqIWaw5YJxoQkRATrniCqUbTKNufO8tzxuT4SJv7VDy9bNM0GBKd+dz4x0mbAwAheh30LpwcF5eft7qudTOxshatm0X59V6biR9us1kLzpEz5+scpvr2ZEBjb9bR3ufcF/nf2iQija05cBJrDrieQcwbtM5EZs+hU+oKLIvWqHDF5zuPuf0xyHWeGBH/36+n8L9f1Q0iaDV7YLlpXSubDp1Cv47NjZdn5+Tjm19c3894V78048nJsKwUGAwS7v94l8v3KyJEr8NrYy+1mfnMUyqqnZv9TI6Pcnmfjqn/3tYDep0OxeXnUXauFglNIpAcF4meqc2w4/Bpxf0uq72UQl/ul4i5Px7EFzv/tJnoIDVBrNafLafOWq9o6Nu+Of4r8HvYt31z6HViAYCvzUifr21QHTSZcrTfyZlEFc5yZV+XL2DgREHHn2p4+IoTKtfQyyP5jjbrunriUenkCRBRs+gw9EpPwNaCMuEim/a4axvEsbILo+q19QYsXK9NEo0hmcnG/24wSG5LdmBvYmlYVgoW3N4D07/a51Q2TW/p0joemw+W4nxtA27s0Qar959AuRO/I3LWx97t7O9lUcpclptXhHc1TKGvpgaYfJIrmiHPXrKIW69IdfqzJ2eeNE2F3jwmQvE3p1l0GHpc1AxLthxGdFgIqups/4bYqg9li2gqdq28mON8BlCRzHieDGgsswP6EwZOFHTO2zlYkn2SG04Oo8L1qKo1uBxAEaklf958uUp9SUWV8b8Xby7UJEDT64Ceqc2Ml9253Cs8xP7JlukJWnH5ecxfexC/laib1fa0Pi/9D5XV1iU/osNDhPfwabHsSSTttky0tMYz116CpNgIPPDRTruDiqbBhJqZN3vZ3XYfPSP0HGw5Xn7eZir0plGOT2nbtYhB5rO5Dvsr+h6pScWulcLSKuVGCpSWH/pzQOMp3ONEQaemnhkI1apWGWyKjORX1RpwbdcUt+2xILLnTFUdbpi3AR9s1mbPkDvkF1UY//twmesnTEDj7NiOw6eNl925hyPurz08tfUGLFp/CM9+lYdF6w+h9q/jb4heh/LztXjxm3yfD5oA2AyaAHWJT+Kjw/DI4E5ms35qbTmknHZbNjG7nVC75LhI9OvQHC/d2AU6iO1zUZMhz1ayCFc+e+dr6zF5yU6roP+MnVqWTaPDEBGqx47DZxQH6UT22sip2C0f3zL7oKkGg4TNB0vx1e4/sflgqVMZ+9ISnV/eKBNdfmjve6uWFs/b13DGiYgUdWkTp6q96I/i13uLMM+kOn3zmAhMeO9niB6j/Xm2yp/7Hgj2HKtQbuRF5dUGzM7Jx7QRmS7tB7Fk+t1sHuO+JC4GSYfZOflYuL7AbLbshZz9mJidju4XNfPqXidPkr/rZ6rq8PoPv+GTbUecnpnYdFBsL9+wS1riwUEdsXTrUYcZY5tGh8FgkNBgkFTvc5FnDl9f/Rvm/qicqMf0s+fK/qGNB0tVHTtFAk0dgA/v6oW+HZo7nGlypnaSVrNTT43IxOIt6hI1yUSXHwJw+L2dNiLT7u0sly6ePleL577x7KycJzBwIiJF2R2SVLVX86P43Df52PDEIOOPTJumUSgss86aZCktIRKHy3wv65GogRcnonWzGKd/CCnwLVxfgEeHdsa4Pml4IWe/Jsv1zL6bbtyLXXqu1maBUYMEvLWuAKF67Qsfi2gaFWp3ZsJdRIvEijgmcGwEgIjQEKzOL0Z1veMZMVtFbtXscwnR69CvQ3OhwMn0s6dmn5QldxSplwD8dqIS2Z1aOGynJhV7n/aJqgsFOxIVHoIhmUmqE0SoWSI6Oyff4fcWgM3gKTevCDNW5iuWdXHls+8ruFSPgo5/5G3xHTodcLnK+g3yj6II0yUcuXlFQkETAHxybz/c2z/dKn2vv/i9pAqXpfl2oT+tRIXxp8YZBgl4avkvCA/VY2J2ukv3ZVqLRV4+k/OL+/Z41TQ4Ph3WasX03Ju74T7B40BqYpRbi2vGW6QYt9cnR0VilYm1LzpThclLdgov6zNdZqa2IOvpczUOX39bdYAcpcD2FpElsWpSmTtbKNiRheMvR5fW6laAiKb6FklCs3B9gdWyvdy8IkxaslOoFqZrn33fwF8zCjr++VX1HsliX4QI0x9FEfKPjOimZwD4xxd78Pa6ArdlNXO32IgQn0t36y5piTHe7oLf+nznMeTmFeEfwzJcvq/pozKxOr8Y/V5ag1sWbsFHP/v3bOfE7HRc2601po3IxIHnhuOZkRm47YqLMCQjCWN6tEKbppFIjotAz4uaYs+zQ/HT44MQFSZeR0rtCf0DV7XH0om98cbN3fDMyAyHxyZHRWIdadNMbNnmvqIKVb91zp7Q5uYV4YGPdykeh23NdqjZJ+UJIktiRY/ZzWMi8P7GAlWFgkX3Az3lYLmcqQcHdjAWBheZ3RFJQmOQGtvJGgwSHv10j1B/ZM5+9n0Fl+oRkSJnNvIOy0rBlMEd8foPvyu2TYqNVLXpGWjcJO2nMRMAoEvrpuiVnoDkuAgUq0z37m8uS2uGFrERWPe7Zwo2B5onl/+C6V/tc/r2zaJDMfuGrgAQMPuKru7cAk+PvHACGR6qx90CyRAuaRWPr/Yoz7Rd3bk5rs5oiae+FH/dtxWWoUubpri2ayt8vfe40G3UHlt7t0vEf9cq1ys6V6t+Sk8kZbUpRzMqMr0OmHuL/dkOy6WBhafOCf1maE2vA8b1SVNsp7TEUIfGJCCPfrZHaAYGaPwMqNkHJdKH5PhITBnSSVX2RtEkNKbtNv1xCudUJEgx5YsFhkVwxomCSpMIjhU4w9mZkQcHdXRYDNd0Ccfmg6Wq7rtWYSmQryurqsXq/OKgSI/ftU1TZCarW15CF5ypqnOp5tHNvS7CkMxkVTO6rvDEe31PdnunbtdCsDj3tZe2UV0YffX+EtyycAuufHkNCk+JnYSqPbaKFm91heUJrb2ZEJF09gYJaBYTbvN+ausN2Hyw1BhkXtu1FR4e3AkPX93BDc/KsYnZ6QgPVT4ldrTE0DQJiGjQBACFp6pUZelT6gPgXMp70SQ0RWfOG5frLXehEL2/rrjgWSQFlVdu7Irnvsl3OFLj36fj2rNcm65GiF6HGdc11vsAzF9b6wN8cL3y5efrNBv9f+PmbkiKjcQtC7docn9ae/zzvd7uQlArOlOtekbXWa2bRuKuK9PwmBvfc1eOSUdKzwm1S46LxPFysf2WlorLqzHnh98Uazw1/asQsxqnzrl/dtr0hNbRTMh5wZmGYjt1l/Q68wLSKfGReGZkJg5rUK/Ikr1fGB2Ae/s7zhZnyV72wZZxEaiuN6j6njWNCsXSrUdUZelz1Ad7GRBFiCahWb2/BJ2f+RYTs9Odmm1Sk+HPFzFwoqBgOuWt18Nm4T5f2aDqa1wp1giIH+D7tGuOuT8qL0EBgJ6pTbHj8Bmn++QL9rhQANLS6G6tNbsvCjyt4qOwZItnalYN6pyEcjtFVLXi7DEpN69IaBmYHJhVOZm9TT7hVZpNduao6olRerlIslJGuBt7iB13Nv5Rii92HrO6H8sT9KLyatz/sXZLSRuXCXaHXq+z+v2JDg/BiKxkvHhDV6GZJku2sg8aJAm3vfOzqvupN8Dh7JSj5ZNqMyAqkZPQ2MqqZ0nOstc7vamqx9CiCLS3MXDysFAdUB9cA+te1711HD5/4Eqrwn32TuQDZQ+AVrRIGSpygO/dPhFNo8MUR+sGZyThrXGX4cqX1ziVytYXhIcoZx0j0kpxxXl8m1fskcd6akQmvtrt/PIdJY9c3dGpY5K8H0eJDhdO6to3j0ahk7MfkvF/7DtdVSe8n0jWKz1B6Djpio2/nkT/jCTFekWr958Qur/V+0945TjduEwwAn3aJ2oaYMjk7IOyr3b/qfo+ztaIpca3tx/Isg+ukmfe3l5fAEngTdtScEbVSh1XZsR8BQMnD2sSEYIz1YG/p0ErOh3wy/Rr0H3Gd3D2Z0IXoreZzccdB1KyT+kAH6LX4aUbujgMXN8ceymu69EGQOPJja2ZQ39waZum2ObnM2a+wB/fe2/49hexRAWuGpKZhKjwEHy6/ahb7r9ZdBj+fnVHp24rsh8HAB4Z3Ml4Ute7fQv871f3JjQpdnI5oDv964dfERkZqpgRrlywHpa7ZyAdWbbtCL7NK0JqQjTG9UlzanZJZlng1fKcoXkT9xWU9uR+oH8My8CKXceF91X2Tk/AZgcZ8kZ1TcbgzOSAOc9i4ORhLWPDGDipIEnAL3+W46Yr2mLJz879GEfYOVBqPVJDrhuWlYIFt/fAjJX7zDLNJcdFYMZ1l5iNUtmbOfR1V3VqjqOC2YvIMQlAr7Rm2FqoLl2+r4kI0bl1BtIT9V6HZCZh4fjLAQAn3PR9nH1DF6dPukQzeKU1v7BBfkLfNLz47X6hkXdnnTqrbs/S1oIyt+9VK6msEX69mkaF4YyDwMjds2NKVuy+MGjwQs5+TMxWt59JJpL1zuCG2hje2A+0taBMVTKajsmx6No2Hm+vK7Da/qB2/5g/YODkYWFhYQD85yTPF5RUVuPpkZc4HTjVqMxapmY5ZWQIIBIHd2gRgz9Oim1KDnZqZgMt2z78yW6P9dPZ2Y7sji3wr+8OaN0dr2kSrsdZJ1IfayUhxn2jvJ4ysHMSvtvnneVMWvjgjssxoHOS8XJYqHitJBHNosMw+4YuLi3vER2xN20XHqrHvYJ7PpzlKOiwxRMpnFvGRQq/Xnf2S8ecH34DYHvP8J190/H6X3/3NnlfDgBVJ/NKe73k4rI/a1yXyFv7gdR+xlITonF3djs8OrQzFm8uxOGyKk1m+HyV15/RvHnzkJ6ejsjISPTs2RPr16932P6nn35Cz549ERkZiXbt2mHBggUe6qk2urVt5u0u+J2k2EhEhYdgSGaScmMbJJWnI1mtxFLptm8ehV3Thwm1zXm4P1LiwpQb+hhvTairqVxv2taTkuMjseD2HpiYnSZ8G7lWSLWbNjp64/26ol0iHnFy+ZQWthaqS2Pvi8b1ScP823sgxUcKgcoGZ7RQ7FNKfCSu7NTC7LprMluqepzE6FBc1ak5YiPNA66mUWGYMrgjtv9ziMt7IuTaN/a+I6alEUxNG5GJS1rFqnosNd9DncpvrSeWbE0dcrHw6/XgoA42i9gmx0di/u098OCgDg7vxxsWri8wptNW4qhWlXXRYG2P6/Jr6On9QGo+Y6b1r+RaarNGZ+Hu7HYBGTQBXg6cli1bhkceeQRPP/00du3ahezsbAwfPhxHjtiuZl5QUIARI0YgOzsbu3btwlNPPYWHHnoIX3zxhYd77jzTgn3kmOUP2cLxlzsVPIXo1Y1+fnB3b6F2y+/PRlR4CO7rn+6w3X39G+tDrHxwgKp+uFO04Fxzp5Yx7u2IxjJbRnnkcVrHRxqrsT898hL855buQreTa4W46ySisxferzdu7oH0Ft77nJSdq/Pr+mzNosPQu10ihmWlYMMTgzD60lZe7U+IDhjX+yLsnzUM70zohemjMqGD7XoxpokUTPW/WN1xWqfT4f27rsDuZ6/B0om98cbN3bB0Ym/seGYIHh6sroinPa7UvrmhextVj5UcHyk8mKB2ubhSQOOqsBAdBlzcQtXrJX92Td87+fjo6H68xSABizcXCrVV2htnlvWuXXOX+/bgwPZWr6GnqfmMida/CiRefbavvfYa7r77btxzzz3IyMjAnDlz0LZtW8yfP99m+wULFuCiiy7CnDlzkJGRgXvuuQd33XUX/vWvf3m4585zZeYkkIn+kC0cfzn2zxqGcb0vQmqC2EnyEJWjn/HRYUhNdHzfqYlRiI9unEGaNiIT9/VPh+XvrV7XGDTJSwJaxEUgLlL5BE+kjSOxkaFYOrE3Bme0sPn3IZlJmHvb5UL39cQw/wr0mzXxTODUMj7S7HM56tJWWOBgxsDysxAbod2ht5nJKP0/rsnQ7H5FdG0ThyaRoZqPgg+6WN0JyNjL1J3Yai08xPlTQtN9OyF6HcZe1larbjmlXfNoPHd9F0SFN36u5L2E9mYUbJ3Y9W7XmCFTlE534fmLzjQ7w5nnAjSOqCt1Ra8D/j2mq/GE9+9Xd1R8DeSgWQ21gYjaV/A/t3S3ykAr8no5eu/s3Y83HRbcZyq6bK2kstqYGdYV/Tq0cNvnX5TIZ0xn8ZsWTLw2TFdbW4sdO3bgySefNLt+6NCh2LRpk83bbN68GUOHDjW77pprrsGiRYtQV1f31/4hczU1NaipubDJraKiQoPeu2bh+Msx8cNtWJ1f4u2uqNI0MgQvjbkU07/aJ7RxMCZMj3N1ytPhMeEhiIsKEy7iFhUegueu74LaegM6/fNbxfu/s5/jGSFbfnp8EAa8ugaHS60zHqUmRuGnxweZXTdtRKbQ+t69M65B1xnfoaLaerd2eKgOeTOGITxUj/KqOtwwbwMOnaoym/yXN6M+syIPJ8/WWt1Hiybh2PbPIQAaRzLP1zbgxZx8FJZWIS0xGk+NyERUeAgaDBLCQnSoc7AhXR559CeXtmmGjQe1XWduyzWXWAfjpvutjp85j91HGxMWpCXGWH0WhnVphWXbtUnZfE92O+N/9++chFC9DvVu2KRsqWubOKx8MBvAhRFKNenhO7aIwcFT58xqueh1jSOYV13cEmtUZDMbkpmMXukJmLEy32FNFC2N6dEa2Z1aGPfgfb3nOB5etttue8tN9JYby2Wiafnd5Yae1oGb2iykIhkyTXVtE+9Sn9VwJqOqSH2bidnpuNEi6FV6DZxNdmEvMU6z6DBIgNlnJzk+Ek8P74y/L9utmORi7s3drT6PWmWgle9ny8FSPPDxTtV7u7SWmhCt3Ajq9sap/dyb8rWisPY+Y9FhIRjRxfn6V4FAJ0nuzBdj3/Hjx9G6dWts3LgRffv2NV7/4osv4oMPPsCvv/5qdZtOnTrhjjvuwFNPPWW8btOmTejXrx+OHz+OlBTrk+wZM2Zg5syZVteXl5cjLk5sL4u7yCe12wtPY39xpVf7IuKxoZ3w4KCOZik5C09VYenWI2YnK/IJwdoDJfhE4OTw5sva4IUbujp1YJ6dk+/wx8zVEZHyqjrc9f5WHC+vRqv4SLx7Ry/jTJMrTlbU4G/zNqDsXB0SYsLw5f1XokWc9SZ3R+lPy87W4ua3N6GkshZJseH45N6+SGgSLtyH3Lwihwf4BV5YW+2qjb+fwm2L1BUgdMZvzw936UfjfG0DMp7NdUtflN7X8BAdahUyuDVvEo7nr8/CgE5JeDEnH7+fqMSx0+cRFR6CtMQYvH5TdzSxmBm1t4HansV39cIV7RJtDjY0GCRc+f/t3Xl0FFXaBvCnekl3p5NuQoIJgdBmYQkGQ5ABwhZUMhFhyIgjGpH9gBB1EI3iAsb50GFxSGRREBcGPQ6LCzMKijMocFABZWgcIJAZUBYxLodl2IIh9P3+YG5ZXb0GEpKQ53fOPaFrfevWrVv1UtXVsz4J622JLf/32KTRoKjHyzc/ncaLG/bhxJmfcfp8zU9x0WbgVJDrugSHBZ89drNPH7V2V0XAN0LW5OIz1D6sqdG92mDJZ/4fgde73Latteqf32LyW1+FnG7X03k+7akhmvFBGV7e9I3fZD/QeeZimyjze4683P7V3/kBgN92FupcOa5P8hX7KoHsK4DwvxVkUC6+Zbc2LlgNCrB3enjtXPZFgf5TSCY8sg8C/PcDwcheoD6+zxRKqFewXy1OnjwJp9MZVm5Q74nT559/juzsbHX4s88+izfeeAN79/q+dapdu3YYPXo0Hn/8cXXYZ599ht69e6OiogIJCQk+8/i745SUlNQgEiettbsq8NDKHTgb5O1UOW1s2Hio/n7zIdAJNdCBFe7F4Z7/u0V9LORSzPigrMm8BrO2rd1VgeL3duMHrws9K54e3Dh/oO6CR+CGZ/4R9H/rnTYTbGZj2Cc1vdp6PCHUXeeMVg5cG2vH6n9V1DiWtbsqMG3VTvx05pd6uCbKjP/7bScACHpRPrl/W9x/U9tLOjmGe8Fgtxjxr+K8oOsIJxFTEPpiY/CCTfjXt+E/aaAAeOHuLNz3F3fAC6Vg66ytC421uypQ/Ldd+OGU753lmpCvCffXT+rVxaM3g+dvwr+OBK5/7Z3LxqCq2lPjN4c1lIvPS0n86oq/13v7I2tpfN9kLP5f4ne5F601beeBEr1gCY/c59//txLHzlSheZQFCQ4rjp+pwvQ1wV9rTldeo0icqqqqEBkZibfeegu33XabOnzSpEnYsWMHNm7c6DNP3759kZWVhblz56rDVq1ahaFDh+Ls2bN+H9XTq0nlXGkXPAKTlrt9LpS0ScC1j62p9fXG2s343Q2t6+TOTaiLQ+1vf1yOSzmZ0UUN5aReW8K5kwYg6Imwf8dr/Lbb2r6wDHR8aI+LS/2PgWD79eJFufcjt/5+K+tSXPAILPhkX9BXEId7NzPYxVVNLjZqkjzJ2ML53Za6Fm5dvrP925DtCLjYT454bSu2fO37OGtdfl8hUP03tqTpatCQzpX6PipUUhHomHxsQAdsO3DM65H059eV12qSWJv9wdV2zr0aNIrECQC6d++OG264AS+++KI6rGPHjsjPz8eMGTN8pp8yZQref/99lJWVqcMmTpyIHTt2YPPmzWGtsyEnTlKoji1Y8hQXacIzQ66H+9DxsH57QvudmLr636hwLg6JalOwR6bkSS7UifBKXWAE+h6aVl3EUtcn79p6REn9n9uT53Ds9M9obo9AgtNW43hPn6vG5BVuHDpeCYtRweGjp3D83C+dXQu7GdNv8/6toIZygRPsDqKMN5x2JNXHxbO2/tvE2Pw+7kkU6piryTFZ2+28ofQHVPsaTeK0YsUKDB8+HIsWLUJ2djYWL16Ml19+Gbt374bL5cLjjz+OI0eO4PXXXwdw8XXkGRkZuPfeezFu3Dhs3rwZEyZMwLJly3D77beHtc7GkDiF4+3PvkHR+78kkENuiMMdXdK8DmR9pzGwUyJGvLYl6Hdi6uqEWpOTOlFtCOckxxNh3WrI9duQY/OnscVLRNRYNJrECbj4A7izZ89GRUUFMjIyUFpair59+wIARo0ahQMHDmDDhg3q9Bs3bsTkyZOxe/duJCYmYsqUKZgwYULY67taEiciIiIiIro8jSpxutKYOBEREREREVCz3IDfniciIiIiIgqBiRMREREREVEITJyIiIiIiIhCYOJEREREREQUAhMnIiIiIiKiEJg4ERERERERhcDEiYiIiIiIKAQmTkRERERERCEwcSIiIiIiIgqBiRMREREREVEITJyIiIiIiIhCYOJEREREREQUgqm+A7jShBAAgJMnT9ZzJEREREREVJ9kTiBzhGCaXOJ06tQpAEBSUlI9R0JERERERA3BqVOn4HQ6g07T5B7VS0xMxOHDh3HixAn897//rfdy+PBhAEBZWVnQv4cPH66Taet6+YyFsTSFWBpr3IyFsTCWphs3Y2EsDSGWw4cP1/u1+IkTJ3D48GEkJiYilCZ3x8lgMKB169b1HYaP6OjooH8dDkedTFvXy2csjKUpxNJY42YsjIWxNN24GQtjaQixOBwOr+nqS6g7TVKTu+NERERERERUU0yciIiIiIiIQmhyj+o1NBaLBcXFxXA4HEH/WiwWAKj1aet6+YyFsTSFWBpr3IyFsTCWphs3Y2EsDSEWOU1joYhw3r1HRERERETUhPFRPSIiIiIiohCYOBEREREREYXAxImIiIiIiCgUQfVm5MiRIj8/3+8w+TcnJ0dMmjTJa5qcnByRm5srFEURKSkp6rRLliwRTqdTFBcXi8zMTJGUlCQAiNzcXGE0GsWkSZPUcampqSIhIUFYLBYBQB2ujUGuOzY2ViiKoi5fG4PT6RRLliwRRqNRWK1WkZ+fLwwGgxqr/OxwOAQAkZWVJSwWi8jMzPSJ1263i4iICK9l5OTkCKvVqi5PTquPt3379iImJkbk5+eLmJgYYTKZhMvlEnFxceq0mZmZaj3Ex8eLlJQUYTabhdVqFZmZmcLhcPjsk+LiYhERESESEhKEyWQSiqKo42T8qampwmw2i5YtWwoAwmazqbHJdbdv315ERESoMcn1FxcXq3E7nU5hNBrV5RuNRgHAK2673S4yMjLU5SiKIgCoy5NcLpcAIDIyMtRxLpdLlJaWqtPIbdfvB20bkG3IZrMJAF7143Q6RefOndX9ZjabhcViUZcfHx8vjEajKC0tVdct25SMyWAwiNjYWJ958vLyBADRqlUrdVsli8Ui+vbtK+x2uwAg8vLy1DrUboMQQphMJhEdHS0MBoNal2az2Wsfy1gACADC4XAIg8GgDh85cqSIjY31On7kX6PRKOx2u7pd2vqR0/Tq1UuYTCb1s1z+kiVL1FhkHWr3lbbtpqamCgCiXbt2QlEUr/0oyfjlPNpYZHz6aWQb09ardrvz8/PVNrZkyRKhKIooKCjwOu791Yv8m5OTo+4j/TEhj3P9sSfXmZWVJRRFEQaDQe2v5DTx8fHCYDCInJwcYTQahcPhUGPR7wtZt/KvNm4pIiJCGAwGrxgAiGbNmqnbLvstbd+QmZkpIiIivOq0V69eAoBISUlRY9HvE9nv9u3bVz025DQ2m00YDAZ1f0ja5TqdTpGYmChiY2O9+kd5TMj2kZmZqcat72f19aM97mUbkPG3aNHCq+/Tkv2t7L/kemQbzsnJUc8Bcvlyf8r+TB5H2rq12+1e+1G2Q31daqc1m81++0NtG0tKShLt27cXZrPZq97lNMH6aLmtVqtVREZGqvtBe6xp+xNFUbzi1LcfAMJqtfrEoI1bURSvPk5/jpL7RsYmx2vPG3LfyLaq7YeNRqMoKCgQZrNZZGVlqX2EnqwXeW5p0aKFz/lCtllZL9q2Jc8Xsr3LepJ9dGxsrFfblf2N9rwh+ysZi6wvWX/a41Se3xwOR8D9IOOzWCxex5G2/WjPuaWlpepy5P7V93myf8nNzRUAhNls9unjtPPItiuPCf02afsQOa3+GJb1rZ1XthdZl/IYlOdC/TGinUdRFGE0Gn36IO21pjx36a8jZF26XC5hMplE9+7dhclkUo8l2QdlZGQEjEW7LnldIbdRS3997O+aui40ucRp48aNYtCgQepF7qpVq3ym8Xg8ori4WLRs2VJYrVa1s2FhYWFhYWFhYWFp6kX+R0Ww0qxZM2EwGESzZs1EVFSUUBRFKIoiIiMj1WmcTmejSpya3KN6Z86cQWZmJhYsWBBwmtmzZ6OkpAQLFizAl19+idTUVCiKgvz8fDgcDtx1110AgKysLHUe+YvD8rWKRqMRJpMJERER6jSxsbHqOACw2WwAgJiYGACAwWDw+gsAiqJ4xab/rF2nZDabA25bKFarNeA4f+uubyZT3bxRX7sPmgqLxRL2doeaLjIyMuA4h8P3F8LlL4g3JtpjW8/fMSiPdynQ8VTTNm2xWIIem+3atQPgHW9dvf5VLtfpdCIqKqpG2xKqTWnHX87xKfdDsDq7lD40nF+dl31/Q1STNiG343LONcHItir3UV2tp7bVZP+2bNmyDiMJrjbPb3If1eRYD+daoibXG/ppw9kPZrMZiqIEXU99Hq/6dV/O9VdtXbvpl6NtR8nJyX7n8Xg88Hg8OHHiBG699Va0bdsWiqKgsrKyVmKqF3WemjVggO8dJ4/HIxISEsTMmTPVYQMGDBBms1l06tRJjBkzRr1VetdddwkAIioqSgwbNswnEzebzeLpp58WAERqaqooLi4WNptNfexGZt3ysQ2LxaI+8oZLyP5ZWFhYAhX5mAsLCwsLC0tjLxEREaKgoCDgeHnOmz9/vrjllluE1WoVRqNRDB06VBQUFAi73S5atmwp5s2bV7PcoTYSkMYK8E2c9u/fLwCI7du3q8NmzJghbDabSE9PFy6XS0RHRwu73a4mRSaTSd1R8jls/b/j4+NFjx49Au5gq9WqPp/OwsLCwsLCwsLCwuJboqKiBAD1e1LaIr9e07p1awFAREZGipdfflmUl5cLp9MpAIjJkyeL8vJyMW/ePGE0GsXf//738HOH2kpCGiPAN3H67LPPBABx5MgRdZjH4xGZmZkC+CUZMhgMXolRTYt84UJ9Nz4WFhYWFhYWFhaWSy3hfN8pPj6+1tanvWGh/Ww0GsXDDz8sTCaTOqx58+bq9bzL5RJOp1NMnDhRHXbnnXeKAQMGhJ07NL0vcoRJ+yznihUrsG/fPrRp0wYmkwkulwvR0dEYMWIEoqOjA37XweFwICoqCgCQmJiIbt26AQDatm2LEydOeK2jWbNmaNGihd/1ExERERE1ROfPnw85jbweDsRgMPj9rpz8vpe8LjYYDLhw4YLXdx9bt24N4OJ197Fjx9CqVStUV1cDAC5cuOC1vPT0dOzZs0f9nJ2d7fU5FCZOOgkJCQCA77//Xh32yCOPICUlBT/99BOqq6sxd+5cFBUVYcuWLRg/fjyqqqr8LuvkyZPqDv/xxx/Ru3dvAEBcXBwMBgM8Hg+Ai19SPHHiBEaMGKHOe/GGWOMjG3Kwl0wQEV1tGssLDIiIGqKaXPcGmlZRFPXaOphwXrwWCBMnneTkZCQkJOAf//iHOuzs2bP4z3/+g+rqakRHR2PgwIEwGo3weDxwu90wGo344osvvJYjd8KsWbPUYR9++CFMJhOsVqtXdp6UlAQAWLRokU+2rShKo3rDm9wuXkQQ1a9g/UZDfrtbQ3Apbx202+11EMmVxScdGrZWrVrVdwhEfsXFxYWcJtRdKSGEepdISyZCMlkSQkBRFK87Sd9++626Do/HgyNHjqjX0/pEau/evejQoYP6ecuWLV6fQ7qU7wY1ZqdOnRJut1u43W4BQJSUlAi32y0OHjyoTjNz5kzhdDrFu+++K3bu3CmSk5PVHySMjIwUhYWFwmazqT/uGBMTI6677jqv5y3l2zz0z2ECvl9mkz8O6+9LbiwsLCwsLCwsLCxNveivqfUvVVMURdhsNgFAdOjQQZ3n1Vdf9Xo5xEMPPSTKy8vFggULhNFoFGvXrg07j2hyidP69ev97oyRI0eq08gfwE1ISBAWi0X07NlT3HTTTQK4mBDJpOhyXu4g55U7mIWFhYWFhYWFhYXFf5E/3wNcvI7OyMgQAERSUpLXdIqiiPT0dAFAtG3bVuTm5qo/+fO73/1ODB06VERGRor4+Hjx/PPP1yiPaHKJ09UI8H07oBzmb5yWvGumnVb+GrPL5RKlpaUCgBg0aJDPrzTr1zNo0KCgccn59cvRDo+OjhalpaUBpwEgOnbs6DXeX1z64XJbJP1n7XDtNt1xxx0CgCgqKlLn8TdvsHHa5b700ksCgNevW2u3TVuX/pal3aZvvvlGABBut9tn+UVFReo8ss70y5PzFxUVeW2r2+32GR+MXK6+3ch1r1q1SlgsFtGtWzcBQHTp0sUnhjVr1nitWz++pKQk4DwlJSVebU07T6tWrbzqSF+f2m3UjtdPq63blJQUAUCMGTPGa1n64ycnJ0eMHj3ab4yB6lC/rGD1qz8u5bZMnTrVb13K5T722GMBjxm5DG37lLFo25vcfpfLJaZNmyYAiD59+nhNo6c//uXf7t27B5xHXz/+9pHFYhF9+/b1qUM5XNuv6Ps6/XL97VdtvWjbib+4a9JvBaofbb0H2p/a9qivN+0+GTx4sN95Q8Wtb6vaetHXlb4ug/F3ntCOu/nmm732idyOcePG+d1Wf8e9tr/y1xcF6g/1bUuuW7tO7bbrt1nflvTL0Mci+9uSkpKAdefveNRP66+PC7RtwfaR3Df6/aptL/pjTk9/TOvPHf76e329aNu1tg6Liop8+hd9nyTn1Z5j/B1z2r5Znv+0+9PftUOgtitj0LdRf+cufX1rrwf0+0jbT9b0GJP7Td9H6+s7VDvRj5d9qVyeTFaC9d3+zgnac6U+Xu2+0dZpqGNEPvUVrI/wt82XovF8eYaIiIiIiKieMHEiIiIiIiIKQfnfrSwiIiIiIiIKgHeciIiIiIiIQmDiREREREREFAITJyIiIiIiohCYOBEREREREYXAxImIiJosj8eD5557Dl999VV9h0JERA0cEyciIqoX1157LZ5//vl6jeHZZ5/Fxo0bkZGRUaP5Ro0ahd/+9rd1E1QYpk2bhvHjx6uf+/XrhwcffDDoPLVR3zt37kTr1q1x5syZy1oOEVFjxMSJiKgRGzVqFBRFgaIoMJvNSElJQVFRUdgXths2bICiKDhx4kTdBurHl19+6XXxf6Vt2rQJq1evxooVK2A0Gms079y5c/HnP/+5bgIL4YcffsDcuXPxxBNPXPF1d+rUCd26dUNpaekVXzcRUX1j4kRE1MjdcsstqKiowNdff41nnnkGL774IoqKiuo7rJBatGiByMjIelt/nz59sHXrVtjt9hrP63Q60axZs9oPKgyvvvoqsrOzce2119bL+kePHo2FCxfiwoUL9bJ+IqL6wsSJiKiRs1gsSEhIQFJSEu6++24MGzYMf/3rXwEAP//8M37/+9/jmmuugdVqRe/evfHll18CAA4cOIAbb7wRABATEwNFUTBq1CgAgBACs2fPRkpKCmw2GzIzM/H222+r65R3qj7++GN07doVkZGR6NmzJ8rLy71ie++999C1a1dYrVbExcVhyJAh6jj9o2MlJSXo1KkT7HY7kpKSUFhYiNOnTwfddkVR8NJLL2HQoEGIjIxEeno6Nm/ejH379qFfv36w2+3Izs7G/v371Xn279+P/Px8xMfHIyoqCr/61a+wbt06dfzevXsRGRmJv/zlL+qwd999F1arFTt37gTg+6hev3798MADD+DBBx9ETEwM4uPjsXjxYpw5cwajR49GdHQ0UlNT8eGHH6rzXLhwAWPHjkVycjJsNhvat2+PuXPnBt1eAFi+fDkGDx7sM7y6uhr3338/mjVrhtjYWEydOhX637g/e/YsxowZg+joaLRp0waLFy9Wxx04cACKomD58uXo2bMnrFYrrrvuOmzYsMFrGXl5eTh69Cg2btwYMlYioqsJEycioquMzWbD+fPnAQCPPvoo3nnnHSxduhTbt29HWloa8vLycOzYMSQlJeGdd94BAJSXl6OiokK9cJ86dSqWLFmChQsXYvfu3Zg8eTLuuecen4vlJ598EnPmzMG2bdtgMpkwZswYddyaNWswZMgQDBw4EG63W02yAjEYDJg3bx527dqFpUuX4pNPPsGjjz4acnunT5+OESNGYMeOHejQoQPuvvtu3HvvvXj88cexbds2AMD999+vTn/q1CkMGDAA69atw/bt29G/f3/85je/waFDhwAAHTp0wJ/+9CcUFhbi4MGD+O677zBu3DjMnDkTnTp1ChjH0qVLERcXhy+++AIPPPAAJk6ciDvuuAM9e/bE9u3bkZeXh+HDh+Ps2bMALr6YonXr1li5ciXKysrw1FNP4YknnsDKlSsDruP48ePYtWuX33pcunQpTCYTtm7dinnz5qG0tBSvvPKK1zRz5sxB165d4Xa7UVhYiIkTJ2Lv3r1e0zzyyCN4+OGH4Xa70bNnTwwePBhHjx5Vx0dERCAzMxObNm0KGCcR0VVJEBFRozVy5EiRn5+vft66dauIjY0VQ4cOFadPnxZms1m8+eab6viqqiqRmJgoZs+eLYQQYv369QKAOH78uDrN6dOnhdVqFZ9//rnXusaOHSsKCgq85lu3bp06fs2aNQKAqKysFEIIkZ2dLYYNGxYwdpfLJUpLSwOOX7lypYiNjQ26/QDE1KlT1c+bN28WAMSrr76qDlu2bJmwWq1Bl9OhQwcxf/58r2EDBw4Uffr0ETfffLPIzc0VHo9HHaev95ycHNG7d2/1c3V1tbDb7WL48OHqsIqKCgFAbN68OWAchYWF4vbbbw843u12CwDi0KFDXsNzcnJEenq6V4xTpkwR6enp6meXyyXuuece9bPH4xHXXHONWLhwoRBCiG+++UYAEDNnzlSnOX/+vGjdurWYNWuW1/puu+02MWrUqIBxEhFdjUz1l7IREVFtWL16NaKiolBdXY3z588jPz8f8+fPx/79+3H+/Hn06tVLndZsNqNbt27Ys2dPwOWVlZXh3LlzyM3N9RpeVVWFrKwsr2HXX3+9+u+WLVsCAH788Ue0adMGO3bswLhx48LejvXr1+OPf/wjysrKcPLkSVRXV+PcuXM4c+ZM0O8haWOIj48HAK87Q/Hx8Th37hxOnjwJh8OByspKzJo1C2vWrEFFRQWqq6tx7Ngx9Y6T9Nprr6Fdu3YwGAzYtWsXFEUJGr82DqPRiNjYWJ84gIv1Iy1atAivvPIKDh48iMrKSlRVVaFz584B11FZWQkAsFqtPuN69OjhFWN2djbmzJmDCxcuqC+/0MaoKAoSEhK84pHzSSaTCV27dvVpLzabTb1zRkTUVDBxIiJq5G688UYsXLgQZrMZiYmJMJvNAICKigoA8LngF0IETQI8Hg+Ai4/atWrVymucxWLx+izXpV2PnN9ms4W9DQcPHsStt96KCRMmYPr06WjevDk+/fRTjB07Vn3sMBB/MQSLa8qUKfjoo4+wYMECpKWlwWaz4dZbb0VVVZXXcr/66iucOXMGBoMB33//PRITE8OOQ643WBwrV67E5MmTMWfOHGRnZyM6OhrPPfcctm7dGnAdcXFxAC4+steiRYug8YQbo4wnGH17OXbsGFJTU2u8fiKixozfcSIiauTsdjvS0tLgcrm8LozT0tIQERGBTz/9VB12/vx5bNu2Denp6QAufl8FgNcb0jp27AiLxYJDhw4hLS3NqyQlJYUd1/XXX4+PP/44rGm3bduG6upqzJkzBz169EC7du3w3Xffhb2umli/fj2GDx+O3NxcJCcnw263e708AriYGIwaNQpPPvkkRo8ejWHDhql3e2rLpk2b0LNnTxQWFiIrKwtpaWk+ceilpqbC4XCgrKzMZ9yWLVt8Prdt27bGr1rXLqe6uhr//Oc/0aFDB69pdu3a5XP3kYjoasfEiYjoKmW32zFx4kQ88sgjWLt2LcrKyjBu3DicPXsWY8eOBQC4XC4oioLVq1fjp59+wunTpxEdHY2ioiJMnjwZS5cuxf79++F2u/HCCy9g6dKlYa+/uLgYy5YtQ3FxMfbs2YOdO3di9uzZfqdNTU1FdXU15s+fj6+//hpvvPEGFi1aVCv14G9db7/9Nnbs2IEdO3agoKDA5+1zEyZMQFJSEqZOnYqSkhIIIWr9Fe9paWnYtm0bPvroI/z73//GtGnT1DceBmIwGNC/f3+vZFg6fPgwHnroIZSXl2PZsmWYP38+Jk2aVOO4XnjhBaxatQp79+7Ffffdh+PHj3u99OPAgQM4cuQI+vfvX+NlExE1ZkyciIiuYjNnzsTtt9+O4cOHo0uXLti3bx8++ugjxMTEAABatWqFP/zhD3jssccQHx+vvn1u+vTpeOqppzBjxgykp6cjLy8P77//PpKTk8Ned79+/fDWW2/hvffeQ+fOnXHTTTcFfAytc+fOKCkpwaxZs5CRkYE333wTM2bMuPwK8KO0tBTNmzdX3xg3YMAAdOnSRR3/+uuv44MPPsAbb7wBk8mEyMhIvPnmm3jllVfwwQcf1FocEyZMwJAhQ3DnnXeie/fuOHr0KAoLC0PON378eCxfvtznEbsRI0agsrIS3bp1w3333YcHHnjgkn5geObMmZg1a5b65ry//e1v6iOCALBs2TL8+te/hsvlqvGyiYgaM0Xo/5uNiIiIGiwhBHr06IEHH3wQBQUFtbbcAwcOIDk5GW63O+ALKn7++We0bdsWy5Yt83rpCBFRU8A7TkRERI2IoihYvHgxqqurr/i6Dx48iCeffJJJExE1SbzjRERERGHdcSIiasqYOBEREREREYXAR/WIiIiIiIhCYOJEREREREQUAhMnIiIiIiKiEJg4ERERERERhcDEiYiIiIiIKAQmTkRERERERCEwcSIiIiIiIgqBiRMREREREVEITJyIiIiIiIhC+H+g8tew3GimCAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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cqG3btm1x/PhxRX1v06YNtFotioqKzP5NLiYj998ZzrwHzjAdiZL78d///tdqlcp27drZfd7i4mKL2+SLYSWfm7W+ukpsbCwaGxtx+vRpo4BRkiQUFxcL3eiLjY1VdMwoeW3R0dG49dZb8d577+Gxxx7DBx98gClTpqB169ZCj7f22cj9ttUv0eNDp9MhICBA8fdN3r+1906r1aJNmzY2H2/r9cnUOM5vv/12vPTSS1ixYgVuvPFGrFmzBg8//LDRyGBcXBx69+6N5557zuJzyDcP1LB69WpUV1dj1apVSE5Obt6+Z88e1fZBRAQwWFTs9ttvR2FhIVasWIH27dvjq6++wtixY/Hbb7+hW7duZu3fe+89dO/eHRkZGR7oLZHnvfjii/jyyy/x1FNP4frrr8dFF12Ebt26Ye/evXj++ecVPZdGo4EkSWbLDLz33nvQ6XRG28aNG4dly5bh999/Fw68IiIicNlll2HVqlV4+eWXERYWBgDQ6/VYvnw5OnTogO7duyvqsyXOvAe2hISEKBpRGDp0KFq3bo28vDw88MADDu/3008/xSOPPNIcbBw5cgTbt2/HtGnTACj73NztiiuuwIsvvojly5dj5syZzdu//PJLVFdX44orrmjeZu39veKKKzB//nzk5OQYrSH40UcfQaPRYMSIEU718cEHH8TChQsxadIknD17VtFntX//fuzdu9doquYnn3yCyMhIu+sdKjk+Lr/8cnz++ed47rnnhG+oXHTRRUhKSsInn3yCxx57rPn4qa6uxpdfftlcIdWaESNG4MUXX7T4+hx9Hdb07NkTl112GT744APodDrU1dWZLQV01VVXITMzE126dLEZ5CphONoon4+AC4G94XdKkiQsWbJElf0SEckYLCpw6NAhfPrppzh+/HjzHcLHHnsMWVlZ+OCDD8wu+urq6vDxxx8b3UknamnatGmDWbNm4V//+hc++eQT3HLLLXjnnXcwbtw4XHnllbjtttuQlJSE8vJy5OfnIycnB59//rnF54qKisLw4cPx0ksvIS4uDikpKfjpp5+wdOlSs5GWefPmYf369Rg+fDiefPJJ9OrVC2fPnkVWVhYeeeQR9OjRw+I+5s+fj9GjR2PEiBF47LHHEBwcjIULFyI3NxeffvqpaiNejr4HtvTq1QsrVqzAypUr0blzZ4SGhqJXr15W27dq1Qr//e9/ceutt6K8vByTJk1CfHw8Tp8+jb179+L06dNYtGiR3f2WlJTguuuuw/Tp01FRUYE5c+YgNDQUs2bNAqDsc3O30aNH48orr8Tjjz+OyspKDB06FPv27cOcOXPQr18/TJ06tbmttfd35syZ+OijjzBhwgTMmzcPycnJWLduHRYuXIh7773X6RsM3bt3x9ixY7F+/XoMGzbMLEfPlvbt2+Pqq6/G008/jcTERCxfvhwbNmzAggULbAZigLLj49VXX8WwYcNw2WWX4YknnkDXrl1x6tQprFmzBu+88w4iIyPNnl+r1eLFF1/E3//+d1x11VWYMWMG6urq8NJLL+Hs2bN44YUXbPbv4Ycfxvvvv48JEybg2WefRbt27fDxxx/jwIEDDr8OW+644w7MmDEDJ0+exJAhQ8xuQs2bNw8bNmzAkCFD8OCDD+Kiiy5CbW0tCgsLkZmZicWLFyueqit/fxcsWIBx48YhICAAvXv3xujRoxEcHIybb74Z//rXv1BbW4tFixbhzJkzip6fiMguT1bX8XYApK+++qr5788++0wCIEVERBj9FxgYKE2ePNns8Z988okUGBhotyoikT+wtnSGJEnS+fPnpU6dOkndunVrrv63d+9eafLkyVJ8fLwUFBQkJSQkSCNHjpQWL17c/DhL1VCPHz8u3XDDDVKbNm2kyMhIaezYsVJubq6UnJws3XrrrUb7PXbsmHTHHXdICQkJUlBQkNS+fXtp8uTJ0qlTpyRJslwNVZIkacuWLdLIkSOliIgIKSwsTBo0aJC0du1aodcrUsFVJvIeKNlPYWGhNGbMGCkyMrJ5OQnDtp9//rnFfvz000/ShAkTpJiYGCkoKEhKSkqSJkyYYLW9aR+WLVsmPfjgg1Lbtm2lkJAQKSMjQ/rll1+M2op+braOI1t9MO2rteeZM2eOBMBouY7z589Ljz/+uJScnCwFBQVJiYmJ0r333iudOXPG6LHW3l9JkqQjR45IU6ZMkWJjY6WgoCDpoosukl566SWjKp/y8Wa4bIWoDz/8UAJgtHyLPcnJydKECROkL774Qrr44oul4OBgKSUlRXr11VeN2ql1fOTl5Un/93//J8XGxkrBwcFSp06dpNtuu615qQdr343Vq1dLl112mRQaGipFRERIV1xxhbRt2zah15iXlyeNHj1aCg0NlWJiYqQ777yzeckR0/04epzLKioqpLCwMAmAtGTJEottTp8+LT344INSamqqFBQUJMXExEgDBgyQ/v3vf0vnzp2TJMn2cQBAmjNnTvPfdXV10l133SW1bdtW0mg0EoDmpVbWrl0r9enTRwoNDZWSkpKkf/7zn9L69euFzz9ERCI0kmSy2i8102g0+Oqrr3DttdcCAFauXIm///3v2L9/v1GeAtB059I0qV5e/Perr75yV5eJiNzmxx9/xIgRI/D555/bLB5CzpOrgxYWFgpVUgWAlJQUpKen45tvvnFx74iIyF9xGqoC/fr1g06nQ0lJid0cxIKCAvzwww9Ys2aNm3pHRET+pK6uDjk5Odi5cye++uorvPrqq8KBIhERkRoYLJo4d+4c/vzzz+a/CwoKsGfPHsTExKB79+74+9//jmnTpuGVV15Bv379UFpaik2bNqFXr14YP3588+Pef/99JCYm2qysSkREZE1RURGGDBmCqKgozJgxA//4xz883SUiImphOA3VhDytytStt96KDz/8EA0NDXj22Wfx0Ucf4cSJE4iNjcXgwYMxd+7c5kR0vV6P5ORkTJs2zWoJbSIiIiIiIm/GYJGIiIiIiIjMaD3dASIiIiIiIvI+DBaJiIiIiIjIDAvcoCnH8OTJk4iMjFRtwW0iIiIiIvI9kiShqqoK7du3h1bbssfWGCwCOHnyJDp27OjpbhARERERkZc4duwYOnTo4OlueBSDRQCRkZEAmg6IqKgoD/eGiIiIiIg8pbKyEh07dmyOEVoyBotA89TTqKgoBotERERERMT0NLDADREREREREVnAYJGIiIiIiIjMMFgkIiIiIiIiMwwWiYiIiIiIyAyDRSIiIiIiIjLDYJGIiIiIiIjMMFgkIiIiIiIiMwwWiYiIiIiIyAyDRSIiIiIiIjLDYJGIiIiIiIjMMFgkIiIiIiIiMwwWiYiIiIiIyAyDRSIiIiIiIjIT6OkOEJFr6PQSdhaUo6SqFvGRoRiYGoMArcbT3SIiIiIiH+F1I4ubN2/GxIkT0b59e2g0GqxevdruY3766ScMGDAAoaGh6Ny5MxYvXuz6jhJ5sazcIgxbsAk3L9mBh1bswc1LdmDYgk3Iyi3ydNeIiIiIyEd4XbBYXV2NPn364K233hJqX1BQgPHjxyMjIwO7d+/Gk08+iQcffBBffvmli3tK5J2ycotw7/IcFFXUGm0vrqjFvctzGDASERERkRCvm4Y6btw4jBs3Trj94sWL0alTJ7z++usAgJ49e+KXX37Byy+/jBtuuMFFvSTyTjq9hLlr8yBZ+DcJgAbA3LV5GJ2WwCmpRERERGST140sKpWdnY0xY8YYbbvyyivxyy+/oKGhweJj6urqUFlZafQfkT/YWVBuNqJoSAJQVFGLnQXl7usUEREREfkknw8Wi4uL0a5dO6Nt7dq1Q2NjI0pLSy0+Zv78+YiOjm7+r2PHju7oKpHLlVRZDxQdaUdERERELZfPB4sAoNEYT6eTJMnidtmsWbNQUVHR/N+xY8dc3kcid4iPDFW1HRERERG1XF6Xs6hUQkICiouLjbaVlJQgMDAQsbGxFh8TEhKCkJAQd3SPyK0GpsYgMToUxRW1FvMWNQASopuW0SAiIiIissXnRxYHDx6MDRs2GG377rvvcMkllyAoKMhDvSLyjACtBnMmpgFoCgwNyX/PmZjG4jZEREREZJfXBYvnzp3Dnj17sGfPHgBNS2Ps2bMHR48eBdA0hXTatGnN7e+55x4cOXIEjzzyCPLz8/H+++9j6dKleOyxxzzRfSKPG5ueiEW39EdCtPFU04ToUCy6pT/Gpid6qGdERERE5Es0kpzg5yV+/PFHjBgxwmz7rbfeig8//BC33XYbCgsL8eOPPzb/208//YSZM2di//79aN++PR5//HHcc889wvusrKxEdHQ0KioqEBUVpcbLIPI4nV7CzoJylFTVIj6yaeopRxSJiIiIbGNscIHXBYuewAOCiIiIiIgAxgaGvG4aKhEREREREXkeg0UiIiIiIiIyw2CRiIiIiIiIzDBYJCIiIiIiIjMMFomIiIiIiMgMg0UiIiIiIiIyw2CRiIiIiIiIzDBYJCIiIiIiIjMMFomIiIiIiMgMg0UiIiIiIiIyw2CRiIiIiIiIzDBYJCIiIiIiIjMMFomIiIiIiMgMg0UiIiIiIiIyw2CRiIiIiIiIzDBYJCIiIiIiIjMMFomIiIiIiMgMg0UiIiIiIiIyw2CRiIiIiIiIzDBYJCIiIiIiIjMMFomIiIiIiMgMg0UiIiIiIiIyw2CRiIiIiIiIzDBYJCIiIiIiIjMMFomIiIiIiMgMg0UiIiIiIiIyw2CRiIiIiIiIzDBYJCIiIiIiIjMMFomIiIiIiMgMg0UiIiIiIiIyw2CRiIiIiIiIzDBYJCIiIiIiIjMMFomIiIiIiMgMg0UiIiIiIiIyw2CRiIiIiIiIzDBYJCIiIiIiIjMMFomIiIiIiMgMg0UiIiIiIiIyw2CRiIiIiIiIzDBYJCIiIiIiIjMMFomIiIiIiMgMg0UiIiIiIiIyw2CRiIiIiIiIzDBYJCIiIiIiIjMMFomIiIiIiMgMg0UiIiIiIiIyw2CRiIiIiIiIzDBYJCIiIiIiIjMMFomIiIiIiMgMg0UiIiIiIiIyw2CRiIiIiIiIzDBYJCIiIiIiIjMMFomIiIiIiMgMg0UiIiIiIiIyw2CRiIiIiIiIzDBYJCIiIiIiIjMMFomIiIiIiMgMg0UiIiIiIiIyw2CRiIiIiIiIzDBYJCIiIiIiIjMMFomIiIiIiMgMg0UiIiIiIiIyw2CRiIiIiIiIzDBYJCIiIiIiIjMMFomIiIiIiMgMg0UiIiIiIiIyw2CRiIiIiIiIzDBYJCIiIiIiIjMMFomIiIiIiMgMg0UiIiIiIiIyw2CRiIiIiIiIzDBYJCIiIiIiIjMMFomIiIiIiMiMVwaLCxcuRGpqKkJDQzFgwABs2bLFZvuPP/4Yffr0QXh4OBITE3H77bejrKzMTb0lIiIiIiLyP14XLK5cuRIPP/ww/v3vf2P37t3IyMjAuHHjcPToUYvtt27dimnTpuHOO+/E/v378fnnn2PXrl2466673NxzIiIiIiIi/+F1weKrr76KO++8E3fddRd69uyJ119/HR07dsSiRYsstt+xYwdSUlLw4IMPIjU1FcOGDcOMGTPwyy+/uLnnRERERERE/sOrgsX6+nr8+uuvGDNmjNH2MWPGYPv27RYfM2TIEBw/fhyZmZmQJAmnTp3CF198gQkTJljdT11dHSorK43+IyIiIiIiogu8KlgsLS2FTqdDu3btjLa3a9cOxcXFFh8zZMgQfPzxx7jxxhsRHByMhIQEtG7dGv/973+t7mf+/PmIjo5u/q9jx46qvg4iIiIiIiJf51XBokyj0Rj9LUmS2TZZXl4eHnzwQTz11FP49ddfkZWVhYKCAtxzzz1Wn3/WrFmoqKho/u/YsWOq9p+IiIiIiMjXBXq6A4bi4uIQEBBgNopYUlJiNtoomz9/PoYOHYp//vOfAIDevXsjIiICGRkZePbZZ5GYmGj2mJCQEISEhKj/AoiIiIiIiPyEV40sBgcHY8CAAdiwYYPR9g0bNmDIkCEWH1NTUwOt1vhlBAQEAGgakSQiIiIiIiLlvCpYBIBHHnkE7733Ht5//33k5+dj5syZOHr0aPO00lmzZmHatGnN7SdOnIhVq1Zh0aJFOHz4MLZt24YHH3wQAwcORPv27T31MoiIiIiIiHyaV01DBYAbb7wRZWVlmDdvHoqKipCeno7MzEwkJycDAIqKiozWXLzttttQVVWFt956C48++ihat26NkSNHYsGCBZ56CURERERERD5PI3GuJiorKxEdHY2KigpERUV5ujtEREREROQhjA0u8LppqEREREREROR5DBaJiIiIiIjIDINFIiIiIiIiMsNgkYiIiIiIiMwwWCQiIiIiIiIzDBaJiIiIiIjIDINFIiIiIiIiMsNgkYiIiIiIiMwwWCQiIiIiIiIzDBaJiIiIiIjIDINFIiIiIiIiMsNgkYiIiIiIiMwwWCQiIiIiIiIzDBaJiIiIiIjIDINFIiIiIiIiMsNgkYiIiIiIiMwwWCQiIiIiIiIzDBaJiIiIiIjIDINFIiIiIiIiMsNgkYiIiIiIiMwwWCQiIiIiIiIzDBaJiIiIiIjITKCnO0BERERETXR6CTsLylFSVYv4yFAMTI1BgFbj6W4RUQvFYJGIiIjIC2TlFmHu2jwUVdQ2b0uMDsWciWkYm57owZ4RUUvFaahEREREHpaVW4R7l+cYBYoAUFxRi3uX5yArt8hDPSOilozBIhEREZEH6fQS5q7Ng2Th3+Rtc9fmQae31IKIyHUYLBIRERF50M6CcrMRRUMSgKKKWuwsKHdfp4iIwGCRiIiIyKNKqqwHio60IyJSC4NFIiIiIg+KjwxVtR0RkVoYLBIRERF50MDUGCRGh8LaAhkaNFVFHZga485uERExWCQiIiLypACtBnMmpgGAWcAo/z1nYhrXWyQit2OwSERERORhY9MTseiW/kiINp5qmhAdikW39Oc6i0TkEYGe7gARERERNQWMo9MSsLOgHCVVtYiPbJp6yhFFIvIUBotEREREXiJAq8HgLrGe7gYREQBOQyUiIiIiIiILGCwSERERERGRGQaLREREREREZIbBIhEREREREZlhsEhERERERERmGCwSERERERGRGQaLREREREREZIbBIhEREREREZlhsEhERERERERmGCwSERERERGRGQaLREREREREZIbBIhEREREREZlhsEhERERERERmGCwSERERERGRGQaLREREREREZIbBIhEREREREZkJ9HQHiIiIiIg8SaeXsLOgHCVVtYiPDMXA1BgEaDWe7haRxzFYJCIiIqIWKyu3CHPX5qGoorZ5W2J0KOZMTMPY9EQP9ozI8zgNlYiIiIhapKzcIty7PMcoUASA4opa3Ls8B1m5RR7qGZF3YLBIRERERC2OTi9h7to8SBb+Td42d20edHpLLYhaBgaLRERERNTi7CwoNxtRNCQBKKqoxc6Ccvd1isjLMFgkIiIiohanpMp6oOhIOyJ/xGCRiIiIiFqc+MhQVdsR+SMGi0RERETU4gxMjUFidCisLZChQVNV1IGpMe7sFpFXYbBIRERERC1OgFaDORPTAMAsYJT/njMxjestUovGYJGIiIiIWqSx6YlYdEt/JEQbTzVNiA7Folv6c51FavECPd0BIiIiIiJPGZueiNFpCdhZUI6SqlrERzZNPeWIIhGDRSIiIiJq4QK0GgzuEuvpbhB5HU5DJSIiIiIiIjMcWSQiIiKiFk2nlzgNlcgCBotERERE1GJl5RZh7to8FFXUNm9LjA7FnIlpLHBDLR6noRIRERFRi5SVW4R7l+cYBYoAUFxRi3uX5yArt8hDPSPyDgwWiYiIiKjF0eklzF2bB8nCv8nb5q7Ng05vqQVRy6DaNNRdu3bh888/x9GjR1FfX2/0b6tWrVJrN0RERERETttZUG42omhIAlBUUYudBeWslEotliojiytWrMDQoUORl5eHr776Cg0NDcjLy8OmTZsQHR2txi6IiIiIiFRTUmU9UHSkHZE/UiVYfP755/Haa6/hm2++QXBwMN544w3k5+dj8uTJ6NSpkxq7ICIiIiJSTXxkqKrtiPyRKsHioUOHMGHCBABASEgIqqurodFoMHPmTLz77rtq7IKIiIiISDUDU2OQGB0KawtkaNBUFXVgaow7u0XkVVQJFmNiYlBVVQUASEpKQm5uLgDg7NmzqKmpUWMXRERERESqCdBqMGdiGgCYBYzy33MmpnG9RWrRVClwk5GRgQ0bNqBXr16YPHkyHnroIWzatAkbNmzAFVdcocYuiPzG+Xodns/MQ2FZDVJiw/Hk+DSEBQd4ultEZILfVSL/NzY9EYtu6W+2zmIC11kkAgBoJElyuh5weXk5amtr0b59e+j1erz88svYunUrunbtitmzZ6NNmzaKnm/hwoV46aWXUFRUhIsvvhivv/46MjIyrLavq6vDvHnzsHz5chQXF6NDhw7497//jTvuuENof5WVlYiOjkZFRQWioqIU9ZVIiekf7cKGvBKz7aPT4rFk2qUe6BERWcLvKlHLotNL2FlQjpKqWsRHNk095Yhiy8XY4AJVgkU1rVy5ElOnTsXChQsxdOhQvPPOO3jvvfeQl5dntVjONddcg1OnTuHZZ59F165dUVJSgsbGRgwZMkRonzwgyB2sXXzKeBFK5B34XSUiatkYG1ygSrAYEBCAoqIixMfHG20vKytDfHw8dDqd8HNddtll6N+/PxYtWtS8rWfPnrj22msxf/58s/ZZWVm46aabcPjwYcTEOJaAzAOCXO18vQ49n8qy2y5/3lhOcyPyIH5XiVomjiySIcYGF6hS4MZavFlXV4fg4GDh56mvr8evv/6KMWPGGG0fM2YMtm/fbvExa9aswSWXXIIXX3wRSUlJ6N69Ox577DGcP3/e6n7q6upQWVlp9B+RKz2fmadqOyJyDX5XiVqerNwiDFuwCTcv2YGHVuzBzUt2YNiCTcjKLfJ014g8zqkCN2+++SYAQKPR4L333kOrVq2a/02n02Hz5s3o0aOH8POVlpZCp9OhXbt2RtvbtWuH4uJii485fPgwtm7ditDQUHz11VcoLS3Ffffdh/Lycrz//vsWHzN//nzMnTtXuF9EziosE6sKLNqOiFyD31WiliUrtwj3Ls+B6bBHcUUt7l2eg0W39GeRG2rRnAoWX3vtNQBNI4uLFy9GQMCFKTnBwcFISUnB4sWLFT+vRmM87C9Jktk2mV6vh0ajwccff4zo6GgAwKuvvopJkybh7bffRlhYmNljZs2ahUceeaT578rKSnTs2FFxP4lEpcSGY8tBsXZE5Dn8rhK1HDq9hLlr88wCRQCQ0LR8xty1eRidlsApqdRiORUsFhQUAABGjBiBVatWKa56aiouLg4BAQFmo4glJSVmo42yxMREJCUlNQeKQFOOoyRJOH78OLp162b2mJCQEISEhDjVVyIlnhyfhmU7jgq1M8QcCiL3cvS7SkS+Z2dBudFyGaYkAEUVtdhZUI7BXWLd1zEiL6JKzuIPP/zgdKAINI1GDhgwABs2bDDavmHDBquVTYcOHYqTJ0/i3Llzzdv++OMPaLVadOjQwek+EakhLDgAo9PibbYZnRZvVDCDORRE7ufId5WIfFNJlfVA0ZF2RP5IlWBRp9Nh6dKlmDJlCkaNGoWRI0ca/afEI488gvfeew/vv/8+8vPzMXPmTBw9ehT33HMPgKYppNOmTWtuP2XKFMTGxuL2229HXl4eNm/ejH/+85+44447LE5BJfKUJdMutXoR2r1dK7w9ZUDz33IOhekdTzmHggEjket0jotw6t+JyDfER4aq2o7IHzk1DVX20EMP4cMPP8SECROQnp5uNb9QxI033oiysjLMmzcPRUVFSE9PR2ZmJpKTkwEARUVFOHr0whShVq1aYcOGDfjHP/6BSy65BLGxsZg8eTKeffZZp18XkdqWTLsU5+t1uGHhduQVX6jC+8epc+gxez2mZ6TiX2N7MoeCyEPqG/VYsqXAZpslWwrw6JgeCA5U5X4rEXnIwNQYJEaHorii1uJvrgZAQnRTCghRS6XKOotxcXH46KOPMH78eDX65HZcS4XcaX5mHt7ZbP1i9Kreifhmn/2Rw0+nD2IOBZHKlm45jGfW5dttN3tCT9yZ0dkNPSIiV5Jn8gAwChjlW7GshtoyMTa4QJXbosHBwejatasaT0Xk10RGLdYJBIoAcyiIXOFIudiSGKLtiMi7jU1PxKJb+iMh2niqaUJ0KANFIqg0DfXRRx/FG2+8gbfeesupKahE/m5ZdiH0dsbyRYf6mUNBpL7kGLElMUTbEZH3G5ueiNFpCaw+TmSBKsHi1q1b8cMPP2D9+vW4+OKLERQUZPTvq1atUmM3RD5PdDQiPCgA5xt0zKEgcrOpg1PwXGa+zZs6Wk1TOyLyHwFaDVM7iCxQJVhs3bo1rrvuOjWeisiviY5GjO+ViC9zjkMDyzkUcyam8Y4nkQsEB2oxPSPVZl7x9IxUFrchIqIWQZUCN76OSazkLvWNevSYvd7uqMWBZ8Zh04FTmLs2z2j5jMToUMyZmMYcCiIXm5+ZhyVbCoy+q1pNU6A4a3ya5zpGREQux9jgAtWCxcbGRvz44484dOgQpkyZgsjISJw8eRJRUVFo1aqVGrtwGR4Q5E72qqHOGH7hYlSnl5hDQeQh9Y16LMsuxJHyGiTHhGPq4BSOKBIRtQCMDS5QJVg8cuQIxo4di6NHj6Kurg5//PEHOnfujIcffhi1tbVYvHixGn11GR4Q5G4ctSAiIiLyTowNLlAlZ/Ghhx7CJZdcgr179yI29kJy8HXXXYe77rpLjV0Q+ZVZ49Pw6JgeHLUgIiIiIq+lWjXUbdu2ITg42Gh7cnIyTpw4ocYuiPxOcKCWi3oTERERkddSJVjU6/XQ6XRm248fP47IyEg1dkHkd9bsOIoHV//W/Peb1/bC1YM6MU+RyEvwu0hEpBzPnf5FlZzFG2+8EdHR0Xj33XcRGRmJffv2oW3btrjmmmvQqVMnfPDBB2r01WU4L5ncLeWJdVb/LTE6lBVQiTwsK7eI1YiJiBTyl3MnY4MLVAkWT548iREjRiAgIAAHDx7EJZdcgoMHDyIuLg6bN29GfHy8Gn11GR4Q5E62AkVL5Htxi27p71MnWiJflZVbhHuX58D0x5HfRSIi6/zp3MnY4AJVqmm0b98ee/bswWOPPYYZM2agX79+eOGFF7B7926vDxSJ3GnNjqOKHyOfdOeuzYPO1gKNROQ0nV7C3LV5Zhc7AL+LRETW8Nzpv1TJWaypqUF4eDjuuOMO3HHHHWo8JZFfMsxRVEICUFRRi50F5RjcJdZueyJyzM6CcqPpU6b4XSQiMsdzp/9SZWQxPj4et9xyC7799lvo9Xo1npKILCipsn4iJiLniX7H+F0kIrqA507/pUqw+NFHH6Gurg7XXXcd2rdvj4ceegi7du1S46mJyEB8ZKinu0Dk10S/Y/wuEhFdwHOn/1IlWLz++uvx+eef49SpU5g/fz7y8/MxZMgQdO/eHfPmzVNjF0R+4c1rezn0OA2aqokNTI1Rt0NEZGRgagwSo0Nhrcg7v4tEROZ47vRfqgSLssjISNx+++347rvvsHfvXkRERGDu3Llq7oKoxZFPvHMmpnGdIiIXC9BqMGdiGgCYXfTwu0hEZBnPnf5L1WCxtrYWn332Ga699lr0798fZWVleOyxx9TcBZFPc6TATUJ0qE+VmybydWPTE7Holv5IiDaeLsXvIhGRdTx3+idVqqF+9913+Pjjj7F69WoEBARg0qRJ+Pbbb3H55Zer8fRELdIbN/VFfGTTlA3eiSNyr7HpiRidloCdBeUoqarld5GISADPnf5HlWDx2muvxYQJE/C///0PEyZMQFBQkBpPS9SiXdM3ydNdIGrRArQalngnIlKI507/okqwWFxcjKioKDWeisivvXltL6GpqI4WwiEiIiIiUosqOYsMFInEXD2ok6rtiIiIyPPqG/VYuuUwnvo6F0u3HEZ9I9cdJ/+gkSRJ8nQnPK2yshLR0dGoqKhg4EtukfLEOqv/VvjCBDf2hIiIiJwxPzMPS7YUQG9wRa3VANMzUjFrfJrnOkYOY2xwgarVUInogs+2HkbKE+ua//ts62EATT8qttj7dyIiIvIO8zPz8M5m40ARAPQS8M7mAv6mk8/jyCJ494DUZ2vkUKuB2Y+K6b8feGYcggN5L4eIiMhb1Tfq0WP2ev6m+yHGBheoeuT++eef+Pbbb3H+/HkAAONQaolsBYqA7UBR/vdl2YXqdYiIiIhUtyy7kL/p5PdUCRbLysowatQodO/eHePHj0dRUREA4K677sKjjz6qxi6IfII81dRZR8prVHkeIiIicg3R32r+ppMvUyVYnDlzJgIDA3H06FGEh4c3b7/xxhuRlZWlxi6IfMK/vslX5XmSY8LtNyIiIiKPEf2t5m86+TJVgsXvvvsOCxYsQIcOHYy2d+vWDUeOHFFjF0QthlYDTB2c4uluEBERkQ1TB6dAq7Hdhr/p5OtUCRarq6uNRhRlpaWlCAkJUWMXRC3G9IxUJsITERF5ueBALaZnpNpsw9908nWqHL3Dhw/HRx991Py3RqOBXq/HSy+9hBEjRqixCyKf8OJVPYXaDUmNNrsbqdUAM4ZzTSYiIiJfMWt8GmYMT+VvOvktVZbOyMvLw9/+9jcMGDAAmzZtwtVXX439+/ejvLwc27ZtQ5cuXdToq8uwPC6pyV41VAAofGEC6hv1WJZdiCPlNUiOCcfUwSm8+0hEROSD+JvuXxgbXKDaOovFxcVYtGgRfv31V+j1evTv3x/3338/EhMT1Xh6l+IBQWqzFTAWvjDBjT0hIiIiIiUYG1ygWrDoy3hAkCt8tvWwUXXUF6/qicnDOnuwR0RERERkD2ODCxwOFvft2yfctnfv3o7swm14QBAREREREcDYwFCgow/s27cvNBoNJEmCRnMhq1eOPQ236XQ6J7pIRERERERE7uZw5m1BQQEOHz6MgoICfPnll0hNTcXChQuxZ88e7NmzBwsXLkSXLl3w5ZdfqtlfIiIiIiIicgOHRxaTk5Ob/////u//8Oabb2L8+PHN23r37o2OHTti9uzZuPbaa53qJBEREREREbmXKjV9f/vtN6Smmi9Kmpqairy8PDV2QURERERERG6kSrDYs2dPPPvss6itrW3eVldXh2effRY9e4otUk5ERERERETew+FpqIYWL16MiRMnomPHjujTpw8AYO/evdBoNPjmm2/U2AURERERERG5kWrrLNbU1GD58uU4cOAAJElCWloapkyZgoiICDWe3qVYHpeIiIiIiADGBoZUGVkEgPDwcNx9991qPR0RERERERF5kCo5i0RERERERORfGCwSERERERGRGQaLREREREREZEa1nEUitdU36rEsuxBHymuQHBOOqYNTEBzI+xtERERERO6garD466+/Ij8/HxqNBj179kT//v3VfHpqQeZn5mHJlgLoDWr1PpeZj+kZqZg1Ps1zHSMiIiIiaiFUCRZLSkpw00034ccff0Tr1q0hSRIqKiowYsQIrFixAm3btlVjN9RCzM/MwzubC8y26yU0b2fASERERETkWqrM6fvHP/6ByspK7N+/H+Xl5Thz5gxyc3NRWVmJBx98UI1dUAtR36jHki3mgaKhJVsKUN+od1OPiIiIiIhaJlVGFrOysrBx40b07NmzeVtaWhrefvttjBkzRo1dUAuxLLvQaOqpJXqpqd2dGZ3d0ymVnKttxMyVu3H0zHl0ahOG127sh1ahTBsmIiIiIu+kypWqXq9HUFCQ2fagoCDo9RwBInFHymtUbectrn5rC/Ydr2z++/fiKqQ//S16d4jCmgcyPNgzIiIiIiLLVJmGOnLkSDz00EM4efJk87YTJ05g5syZuOKKK9TYBbUQyTHhqrbzBqaBoqF9xytx9Vtb3NwjIiIiIiL7VAkW33rrLVRVVSElJQVdunRB165dkZqaiqqqKvz3v/9VYxfUQkwdnAKtxnYbraapnS84V9toNVCU7TteiXO1jW7qERERERGRGFWmoXbs2BE5OTnYsGEDDhw4AEmSkJaWhlGjRqnx9NSCBAdqMT0j1WI1VNn0jFSfWW9x5srdwu2W3Hqpi3tDRERERCRO1eoao0ePxujRo9V8SmqB5GUxTNdZ1Grgc+ssHj1zXtV2RERERETu4nCw+Oabb+Luu+9GaGgo3nzzTZttuXwGKTVrfBoeHdMDy7ILcaS8Bskx4Zg6OMVnRhRlndqE4ffiKqF2RERERETeRCNJkp2FCixLTU3FL7/8gtjYWKSmplrfgUaDw4cPO9xBd6isrER0dDQqKioQFRXl6e6QHzlX24j0p7+12y736Su5jAYRERGRF2BscIHDV6cFBQUW/5+ILmgVGojeHaJsFrnp3SGKgSIREREReR3fmtNH5IPWPJCB3h0s35XiOotERERE5K1UGc6YNGkSLrnkEjzxxBNG21966SXs3LkTn3/+uRq7IfJZax7IwLnaRsxcuRtHz5xHpzZheO3GfhxRJCIiIiKv5XDOoqG2bdti06ZN6NWrl9H23377DaNGjcKpU6ec3YVLcV4yEREREREBjA0MqTIN9dy5cwgODjbbHhQUhMpK2wuSExERERERkfdRJVhMT0/HypUrzbavWLECaWm+syYeERERERERNVElYWr27Nm44YYbcOjQIYwcORIA8P333+PTTz9lviIREREREZEPUiVYvPrqq7F69Wo8//zz+OKLLxAWFobevXtj48aNuPzyy9XYBREREREREbmRKgVufB2TWImIiIiICGBsYEi1uv1nz57FF198gcOHD+Oxxx5DTEwMcnJy0K5dOyQlJam1GyKfVH6uHje9ux0lVfWIjwzGiruHIKaVeVEoIiIiIiJvoUqwuG/fPowaNQrR0dEoLCzEXXfdhZiYGHz11Vc4cuQIPvroIzV2Q+STLn12A06fq2/+++z5BvR/dgPatgrGrv+M9mDPiIjI3+j0EnYWlKOkqhbxkaEYmBqDAK3G090iIh+lSrD4yCOP4LbbbsOLL76IyMjI5u3jxo3DlClT1NgFkU8yDRQNnT5Xj0uf3cCAkYiIVJGVW4S5a/NQVFHbvC0xOhRzJqZhbHqiB3tGRL5KlaUzdu3ahRkzZphtT0pKQnFxsRq7IPI55efqrQaKstPn6lFupw0REZE9WblFuHd5jlGgCADFFbW4d3kOsnKLPNQzIvJlqgSLoaGhqKysNNv++++/o23btmrsgsjn3PTudqF2I175AUu3HEZ9o97FPSIiIn+k00uYuzYPlioWytvmrs2DTt/iaxoSkUKqBIvXXHMN5s2bh4aGBgCARqPB0aNH8cQTT+CGG25QYxdEPqekSmzEsOJ8I55Zl48es9djfmaei3tFRET+ZmdBudmIoiEJQFFFLXYWlLuvU0TkF1QJFl9++WWcPn0a8fHxOH/+PC6//HJ07doVkZGReO655xQ/38KFC5GamorQ0FAMGDAAW7ZsEXrctm3bEBgYiL59+yreJ5Fays/VY8yrP6LyfIOix+kl4J3NBQwYiYhIkZIq64GiI+2IiGSqFLiJiorC1q1bsWnTJuTk5ECv16N///4YNWqU4udauXIlHn74YSxcuBBDhw7FO++8g3HjxiEvLw+dOnWy+riKigpMmzYNV1xxBU6dOuXMyyFymK2CNqKWbCnAo2N6IDhQlXs5RETk5+IjQ1VtR0Qk00iS5NQE9sbGRoSGhmLPnj1IT093ukOXXXYZ+vfvj0WLFjVv69mzJ6699lrMnz/f6uNuuukmdOvWDQEBAVi9ejX27NljtW1dXR3q6uqa/66srETHjh258CY5RY1AUTZ7Qk/cmdFZleciIiL/ptNLGLZgE4orai3mLWoAJESHYuvjI7mMBpGAyspKREdHMzaACtNQAwMDkZycDJ1O53Rn6uvr8euvv2LMmDFG28eMGYPt260XC/nggw9w6NAhzJkzR2g/8+fPR3R0dPN/HTt2dKrfRCKVT5U4Ul6j2nMREZF/C9BqMGdiGoCmwNCQ/PeciWkMFIlIMVXmuf3nP//BrFmzUF7uXOJ0aWkpdDod2rVrZ7S9Xbt2VpfgOHjwIJ544gl8/PHHCAwUm1U7a9YsVFRUNP937Ngxp/pNJFr5VFRyTLiqz0dERP5tbHoiFt3SHwnRxlNNE6JDseiW/lxnkYgcokrO4ptvvok///wT7du3R3JyMiIiIoz+PScnR9HzaTTGd74kSTLbBgA6nQ5TpkzB3Llz0b17d+HnDwkJQUhIiKI+EdkiWvk0KjQAVXU62Jr8rdEAUwenqNMxIiJqMcamJ2J0WgJ2FpSjpKoW8ZGhGJgawxFFInKYKsHiNddcYzGYUyouLg4BAQFmo4glJSVmo40AUFVVhV9++QW7d+/GAw88AADQ6/WQJAmBgYH47rvvMHLkSKf7RWRPfGQwzgpUP20XFYrGs7Woqbc+bTssKIA/7ERE5JAArQaDu8R6uhtE5CecLnCjtssuuwwDBgzAwoULm7elpaXhmmuuMStwo9frkZdnvMzAwoULsWnTJnzxxRdITU01G+W0hEms5Kzyc/Xo/+wGu+2W/L0/pn+sbKT9zWt74epB1isBExEREZF6GBtc4FTOYk1NDe6//34kJSUhPj4eU6ZMQWlpqVMdeuSRR/Dee+/h/fffR35+PmbOnImjR4/innvuAdCUbzht2rSmzmu1SE9PN/ovPj4eoaGhSE9PFwoUidQQ0yoYbVsF22zTtlUwanR6xc/94OrfkPLEOke7RkRERETkEKeCxTlz5uDDDz/EhAkTcNNNN2HDhg249957nerQjTfeiNdffx3z5s1D3759sXnzZmRmZiI5ORkAUFRUhKNHjzq1DyJX2PWf0VYDxratgrHrP6OdWuOKASOR69Q36rF0y2E89XUulm45jPpG5Td2iIiI/I1T01C7dOmC5557DjfddBMAYOfOnRg6dChqa2sREBCgWiddjUPNpKbyc/W46d3tKKmqR3xkMFbcPQQxfwWR5+t16PlUlsPPzSmpROqbn5mHJVsKoDf4NdRqgOkZqZg1Ps1zHSMiIo9gbHCBU8FicHAwCgoKkJSU1LwtLCwMf/zxh0+tXcgDgtxl6ZbDeGZdvlPPUfjCBJV6Q0TzM/PwzuYCq/8+YzgDRiKiloaxwQVOTUPV6XQIDjaedhcYGIjGxkanOkXkr46U13i6C0T0l/pGPZZssR4oAsCSLQWckkpERC2WU0tnSJKE2267zWjNwtraWtxzzz1GxWVWrVrlzG6I/EZyTLinu0BEf1mWXWg09dQSvdTU7s6Mzu7pFBERkRdxKli89dZbzbbdcsstzjwlkV+bOjgFz2Xm271AtebNa3up2yGiFkx0pJ8zAoiIqKVyKlj84IMP1OoHUYsQHKjF9IxUmzlStrC4DZF6REf6OSOAROj0EnYWlKOkqhbxkaEYmBqDAK3G090iInKKU8EiESknF8uwVH3R1ogjC9sQqUtkpF+raWpHZEtWbhHmrs1DUUVt87bE6FDMmZiGsemJHuwZEZFznKqG6i9Y8Yg8ob5Rj2XZhThSXoPkmHBMHZyC4EAt1uw4igdX/9bcjstlELkOq6GSs7Jyi3Dv8hyYXkzJY4qLbunPgJHIxzA2uIDBInhAEBG1ZFxnkRyl00sYtmCT0YiiIQ2AhOhQbH18JKekEvkQxgYXcBoqERG1aLPGp+HRMT0sjvQT2bKzoNxqoAgAEoCiilrsLCjH4C6x7usYEZFKGCwSEVGLFxyo5fIYpFhJlfVA0Vo7FsIhtfBYIndgsEhERETkgPjIUEXtWAiH1MJjidyFc2yIiIiIHDAwNQaJ0aGwNpajQdMF/MDUmOZCOKbTVosranHv8hxk5Ra5vL/kH3gskTsxWCQiIiJyQIBWgzkTm4ogmQaM8t/yv89dm2dWMRVA87a5a/Ogs7WOCxGapp7yWCJ3YrBI5GXqG/VYuuUwnvo6F0u3HEZ9o97TXSIiIivGpidi0S39kRBtPCU1ITq0edkMJYVwiGzhsUTuxpxFIi9iqYT/c5n5LOFPROTFxqYnYnRagtViI44UwiGyhMcSuRuDRSIvYW1xcL2E5u0MGIlatvpGPZf48FIBWo3V5TGUFsIhsobHErkbg0UiL1DfqMeSLeaBoqElWwrw6JgevDAkaqE488B3yYVwiitqLeaaadA0bXVgaoy7u0Y+hscSuRuvOom8wLLsQtjLRddLTe2IqOWRZx6YnifkmQfzM/M80zESIloIh2vkkT3eeCzp9BKyD5Xh6z0nkH2ojMV1/AyDRSIvcKS8RtV2ROQ/RGcesBiWdxMphEMkwpuOpazcIgxbsAk3L9mBh1bswc1LdmDYgk1cvsOPcBoqkRdIjglXtR0R+Q8lMw+mDk5hTqOH6PSS1QI3MnuFcKhlEDlW7PGGY0le79H09CSv98ibIP5BI0lSix8rrqysRHR0NCoqKhAVFeXp7lALVN+oR4/Z621eEGo1wIFnxvHCj6iFeerrXHyUfcRuu4vbRyK/qMroPKLVgDmNbpCVW4S5a/OMljRIjA7FnIlpvFgmI/5yrOj0EoYt2GR1GQ85d3Lr4yN98mYIY4MLOLJI5EKfbT2Mf32T3/z3i1f1xORhnQGYVzW8fWgKlm4ttPpc0zNSGSgKYLVIUtP5eh2ez8xDYVkNUmLD8eT4NIQFB7i1D6IzCvafrDLbxmrKrsfRFRLlT8eKkvUerVUJJt/AkUXw7gG5RsoT66z+24zhqWZVDbUaID0pCrknKjky4CBL1SL5/pGjpn+0CxvySsy2j06Lx5Jpl7qtHyIzD+zhzATX8PfRFVKPvx0rX+85gYdW7LHb7o2b+uKavkmu75DKGBtcwF8NIhewFSgCsFrVcN/xStwxJBWzJ/TEtMHJmD2hJw48M46BjgBWiyQ1WQsUAWBDXgmmf7TLbX0JDtRiekaqU8/BasquoWR0hVo2fztWuN5jy8FpqEQq+2zrYace//72Ao4AKMR1KklN5+t1VgNF2Ya8Epyv17ltSqp8w8jSyHmPhEjkFZlPQTVVUFbtqu61WCVV1i/+HWlH/svfjhWu99hy8KqJSGWGOYqO4AiAclynktT0vOAotGg7tcwan4YDz4wzm3kwILmN0OO9f2Kb7+HoConyt2PFG9d7JNdgsEjkhbieojJcp5LUVFgmdpyItlNTcKAWd2Z0xrxr0nFnRmcEB2rRr6NYsCjajsTJoyvWLoc1aKp0ydEV8sdjxZvWeyTX4TRUIi/E9RSV4TqVpKaU2HBsOSjWzhsktg5TtR2Jk0dX7l2eAw1gNB2PoytkyF+PFW9Y75FciyOLRCp78aqeTj1eqwGmDk5RpzMtxNTBKbD3u8T3lUQ9NqaHqu1cTR6xsMXXRix8CUdXSJS/HisBWg0Gd4nFNX2TMLhLLANFP8ORRSKVTR7W2am8Ra6nqJxcLVJeT84Svq8k6otfjwm3uzOjs4t7Y5/hiAXgPyMWvoSjKySKxwr5GgaLRC5Q+MIEh9ZZ/NtFbfG3i9pB99c/8MdEnK1qkVxn0ffp9JLbvg++mAMrj1jMXZtnVJ4/IToUcyameXzEwp2fn6fIoytE9vBYIV/CYJHIRQpfmIDPth42GmV88aqemDysaSTi0TE9sCy7EFsOnsavR8+gqlaHTQdOY9OB02gdHgQAOFvT0PzYRC+56PNm/Tq1QdtWJ3Cqqr55W9tWwejXiYU9fFlWbpFZEOTK74Ov5sB664iFuz8/IiJSj0aSJDsF5/1fZWUloqOjUVFRgaioKE93h1oInV7CW5sO4rWNApU0cGE6mS/nNbhSVm4R7l2eY7beE9833+aJz7W+UY8es9fbXI5FqwHXQxVg7/N7eFR3pMSFWwxs6xv1WJZdiCPlNUiOCcfUwSl8v4nILRgbXMCRRSIPyMotwtNr8lBcKb74roSmC6y5a/MwOi3B46MF3kSnlzB3bZ7FhYH5vvkuT32uzIFVh73PDwBe2/hH8zbD0cb5mXlmU8qfy8znlHIiIjfjLx15HZ1eQvahMny95wSyD5U15+/5C/lOu5JAUSYBKKqoxc6CcvU75sN2FpQbTXEzxffNN/Fz9W32Pj9TxRW1uHd5DqZ/tAvvbC4wG9nVS8A7mwswPzNP5Z4SEZE1HFkkr+LvuS227rQrUVKlPND0Z6LvB9833+Kpz7W+UY8lW6yPKgJNhZQeHdODo4s2KP1c5PPihrwSm+343hMRuQ/PtOQ15BE30zvR8t3mrNwiD/VMPUrvtFsTH2l7TbWWRvT94PvmWzz1uS7LLrSZrwg0jXItyy5Udb/+xlXfN773RETuw2CRvML5eh3++cU+m7ktc9fm+fyUVEemnhrSgItrWzIguQ3spaxpNU3tyHfIi81b+2hd9X0oLKtWtV1LZe/zc4Y3LVtCROTPGCySx83PzEPanCxU1TZabeMvuUnl5+ocfiwX17bu1yNnhEaCfj1yxj0dIlXIi80DMAs4+H3wfrY+P2d527IlREr4e20G8i8MFsmj5mfm4Z3NBRBdwMXXc85iIoIdfmxCdCiXf7CCOYv+S15sPiHaeEqjK78PfTuKjUCLtmvJrH1+zppyWbKqz0fkLlm5RRi2YBNuXrIDD63Yg5uX7MCwBZv8ItWG/BML3JDH1Dfq8a6dIhKmfD3nLCE6TPFjru3bHjde2skrFtf2Vp7OWdTpJa9bCN2fuHux+fatxb6nou1aOtPPr7C0Gq9tPAgNYJR6YPq3LXuOncXgLrHqd5bIhaytOyrXZuANYfJGDBbJY/63vVB4RFGDppEEX8/Vk3N4RIvcaDXAi5P6sOqfHfL7WlxRa/Fi05XHj79X8PUWAVqN24IDke8pc4eVMf38LkqINPveJESHYnx6ApZuK7T7fJwlQL6G6wGTr2KwSB6zq7BMUXtfzE3a+Wc5Jr+X3fz3Z3cNxpyJaRbvLFpib+Hv+kY9lmUX4kh5DZJjwjF1cEqLDCzl3Kh7l+dYHK0AXHP88C6xf9LpJQztEocvco5b/HcNfPN85E2sjRbvLCgXChZLq+qg00v8DHxYS/v9UrJuLEfNyZswWCSPCQ8WO/xCg7R4/ca+PnfRnfLEOrNtcuC4+Jb+ZnfVTY1Oi8es8WlW/31+Zh6WbDFeuPq5zHxMz0i1+Th/JedGWRqtcMUoH+8S+ydL3ytDHDVWj6XRYnuzBGTPrMvHe1sL+Fn4qJb4+8XcevJVDBbJY27o3wGr95y02+6dvw/A5T3i3dAj9VgKFA3dszwHh54fj7c2HcRrGw9abLMhrwRvbPwDKXERZjlacmEgU3oJzdv99QfXFnfmtvEusf+x9r2SXdU7EW/c1I/BvwvZmiVgiiP4vqml/n55OreeyFH+O95PXm9I1ziEBwfYbBMRHIBh3du6qUfq2Pmn2PIeu/4sx4pdx2y2eW3jQbNqafWNeiyxUxhoyZYC1DfqhfvsT+TRimv6JmFwl1iXXdjzLrF/EfleZf5WxBL3biBaQdWf1uBtKVry75en1o0lchaDRfKYAK0Gr07uY7PNK5P7+NxdfMMcRVtuen+HcKEb4MJd9CdX7RNaU3BZdqHwc5NyvEvsXvWNeizdchhPfZ2LpVsOq34xuSy7kN8rLzI2PRFbHx+J2RN62mznL2vweoKrv1OWtOTvGdeNJV/FaajkUWPTE7H4lv6Y8/V+nKq6sGB9QlQInr76Yk4tMiDnwWX+VizU/kh5jUv709J5sgJrS+OO/CbR7wu/V+4ToNUgLjJEqC1H8JXxVM5gS/+euTu3nkgNDBbJ49y9hpovkwDUNOiE2ibHhLu2My2cpyqwtjTuym8S/b7we+VevjSC7yvrrXoyZ5DfM17zkO/RSJLoSnf+q7KyEtHR0aioqEBUVJSnu0M+zl5xG0NaDexOybHEXuEHrQY48Mw4vy5D7i24zqLr1Dfq0WP2epvfEbWOdXfui8Tp9BKGLdhkdwR/6+MjPXqx7SvnAU8f557eP5EoxgYX8JtI5EGO1mRIbWv7rqu99RlJPXJu1afTB+GNm/ri0+mDsPXxkV51geir3JnfFByoxfSMVJtt+L1yP1/I85LXWzXNQZfzzLNyizzUM3Oezhnk94zI93AaKvkNb1ngN0gLNAjUCdACUFpOQAMgLDgAh09bz+fo3SHKL8uOezNL68WR89yd3yR/b0xzubQa+PX6b97Om/O8HFlv1ZPTVb0hZ5DfMyLfwmCR/II3LfC7/sHLMer1n+y2iwwLQsX5BuHnlaeenreTs5h7ohL1jXrembXim5+P4YGv9jX//dZ1vXHVZR092COyxhP5TbPGp+HRMT284sYTXeCteV5K11v19HRVb8kZ5PeMyHcwZxGcl+xtlN51tbeQ9ozh7g8YU59YZzOn0BGJ0aEY2iUWX+ScsNt29oSeuDOjs8o98H228kkLX5jgxp6QCOY3+Q9vmfmhtq/3nMBDK/bYbffGTX0REqjFvctzzH4b5F+3Rbf0d3nAyO8UkRjGBhdwZJG8itK7rqIL/D46podbf/gKXpjgdMCoAfDwqO5IiQtvDprnrt0v9Fh/LTvuDHuFh1KeWMeA0cvI+U22bgYxv8n7edPMD7WJVmGNaxWCxz7fq2i6qivwO0VESvFsQF7DkSIBnk7Wt6XghQnY+PDlCPrrWxakBV6+oY/QY2MigrDolv54aFQ3XNM3CYO7xCJAq/GaKUS+5pufj6najtxn1vg0zBieCtPrZ63GM7MGSBl55ofpeVpepmF+Zp5nOqYSeb1Va+GdBk03PCFBeLqqq/E75d90egnZh8rw9Z4TyD5UBp2jlfSI/sKRRfIK9Y16PPlVruK7rt6QrG9L14RWOPj8hdGqr/fYn0IKALOvutjiSOrUwSl4LjPf7hSiqYNTlHbVrxnmKNprx/xF78P8Jt/krTM/1CS63mppdZ3Q85VUWQ8o1cTvlH/ydE4s+SeeFcjjsnKLMGj+RpRX11ttY+2uq6+NtIlOWUqIstyOZceppQoO1OLOjM6Yd0067szozGPcB3jzzA81ydVaE6KNz9sJ0aHNeYii537Rdmrgd8q/+NISLuRbOLJIHiWf3EQnSZjedfW1kTZ5ypK9BaYHpsZYfQ6WHSciX+DtMz/UZK9aqxrnfiJrHFnChUgUg0XyGFsnN2tM77r6WrK+6JQleydzTiFS5q3regtNRX3rut5u6A1Ry+BrMz+cZWu9VbXO/USWiC7h8uG2AsRFhnjN0jPkG7h0Blge11OyD5Xh5iU7hNrKd123Pj7S4snNUrU9bx5pY16B+9mrhgpw+QzyfZ5c8N0Ul2kwx3M/uYLoEi6GeNzZxtjgAgaL4AHhKUpObhrYX4PK19bx8qaLupaC6yySP/PGQMQb18H1NJ77SW1Kbr7L3Lm+py9ibHABg0XwgPAU0ZNbbEQwnrsunSczUsU3Px8zmpL61nW9WQGVfJ61/G9vuCD0tZkfRL5Gp5cwbMEmqzmx1tibtdWSMTa4gMEieEB4isjJLSYiCDtmjfLqEUIi8i++NvIjn0ut5Sx5wwWhr838cIavHT/kH+QbRgAUBYwA8On0QVbzbVsqxgYXsMANedRNl3bEaxsPWv3356/r5bcXFETkfbxxKqc9osUtdhaUe+yCUF6mwd/54vFD/kFewsX0+BPhrvU9yTcxWPRj3nwn19IPakvjzZ8PeS+OWriOtamc8jpl3prbI3qhxwtC1/LV44f8h+kSLqVVdXhmXb7dx7lzfU/yPQwW/ZSlHJHnMvO9IkdEdG1Ff14XyJs/H/JeHLVwHV9ep8wbF3y3xl9vkvny8UP+xXAJF51ewntbC7i+JznF98/QZEauPmdarlwvAe9sLsD8zDzPdAzK1lY0nDrlT7z58yHvJd9kMR2Nl0ctsnKLPNQz/6BkKqe3kRd8txaCaNB0U8HTF4TzM/PQY/Z6PLMuHx9lH8Ez6/LRY/Z6vzjn+fLxQ/5LXt8TgNn5get7kigGi36mvlGPJVuslykHgCVbClDfqFd9v0u3HMZTX+di6ZbDVp/f3g+qJf40dcpTnw/5NnujFkDTqIXO1oJ2ZJMvT+U0vCC0xtMXhP56k0ynl5B9qAzrBW/WeOPxQ/5FPia/3nMC2YfKMDotAYtu6Y+EaOOZBQnRoZwaTUI4DdXPLMsutLkAMtD047wsu1C1YgNKplQ68kPpDVOn1OKJz4d8ny8UMPF1npjKqWb+6dj0RNw9PNXqEhWevCAUvUn26JgePjUl1ZHce3/6PSPvYytVYevjI5nvTg5hsOhnjpTXqNrOHmsLLst3iwEYBYxKfij9cS69uz8f8g++POrlKwamxqB1eBDO1jRYbdM6PEi185Ha+adZuUV4d3OB2eizJAHvbi5Av05tPBYw+uNNMtHce5k//p6Rd2GBJXIV37mFR0KSY8JVbWeLI1Mq7eXWmPL01Cm1ufPzIf/hSwVM/JlaZyK180+9fZqyv90kU5J7DzA3jFzP288B5NsYLPqZqYNTYO+3SKtpaucs0bvFU5bsaM5jtJVsbSjRT+fSq/35GOYmLPg6FylPrGv+b9X2Qqf7S2JEc3Yd5SsFTHzZzoJym6OKAHCmpsHpAiWuuKjz9uIq/naTTGnufXR4EB4e1R2j0xIAuP584WmmOXMMUNRl6f3dcbhM+BzAz4eU8sppqAsXLsRLL72EoqIiXHzxxXj99deRkZFhse2qVauwaNEi7NmzB3V1dbj44ovx9NNP48orr3Rzr71DcKAW0zNSLU4NlU3PSFUlL0T0LvAvR87glyNnjPIY7S0cK0n+efJS8/Oxly/zyJr9eGTNfhS+MMHh/pJ97lgGRb7Jcu/yHGgAo0CDoxbqKK44r2o7a1yRf+rt05SnDk7Bc5n5Nm8uqnUT0x1E38fwoADUNOhwtqYBr238Ayt2HUV6UhS+zy/x22WTuLyPa1l6f1uHBwnfcNiYV4xHPtvDz4cU8bqRxZUrV+Lhhx/Gv//9b+zevRsZGRkYN24cjh49arH95s2bMXr0aGRmZuLXX3/FiBEjMHHiROzevdvNPfces8anYcbwVLMRLK0GmDFcvR8kpXeB5TzGOz/cieiwYPz0zxGYOaqbxbanKuu8fjkAR+/OqfH5WJvGZknKE+uE+kXKubPC49j0RCy6pT/aRbGinSuUV9er2s4aVwR23j5NWb5JZotaNzHdQfR9rGnQGf1dVFGLDXklflcRVubq5X1a+oiYtff3bE0Daup1Vh5lbOm2Qi6/RIp53cjiq6++ijvvvBN33XUXAOD111/Ht99+i0WLFmH+/Plm7V9//XWjv59//nl8/fXXWLt2Lfr16+eOLnulWePT8OiYHi5d/FjkbrEl3x84je8PnEa7yBBU1lqe9iUvYvzvr3Jxvl6HhOgwr6rc5ezd036d2qBtq5M4VVXXvK1tqxD069TG7mOV5ssAwKrthbh+SIqCR5A9nqrwKEnGd5D1ev+awuYpMa1CVG1njSsCO3masjcvvC3fBLNWrdWXRtXsvd+O8sWKsDJ706s1aJpePTotwaHf8ZY+YunI774hDQCNBhav19T4fMi/edUZqb6+Hr/++ivGjBljtH3MmDHYvn270HPo9XpUVVUhJsb6j2JdXR0qKyuN/vNHwYFa3JnRGfOuScedGZ1V/wESuVtsy6mqOpxvsH6hKwEoq67HzM/24uYlOzBswSavuPPl7N1T+fGGgSIAlFTV4Z7lOZi3dr/Nu6aOrFX5yJr9itqTfUoqPBpyNF8pK7cI9yzPwakq45GtU1X1uId3hZ2WECUWnIm2s0auumqL0qqrvrLw9qzxaTjwzDjMntAT0wYnY/aEnjjwzDifChQB2++3MyydL3yFK/NmXT1i6Y1MR1Ht5STaI8FyoGj4757Maybv5lUji6WlpdDpdGjXrp3R9nbt2qG4uFjoOV555RVUV1dj8uTJVtvMnz8fc+fOdaqv1MTa3WJX8Ibyz87ePRUpbvH+tkK8v63Q6l1TLo/gHRyp8OhofqNOL+GJVb/Z3M8Tq37jXWEnyKNFti7I1Coi1GDnBkGDTvlosTxN2XT0JcHLRl/km5i+ztr73TosCGfP2y6UZIuvVIQ15aq8WVePWHoji3mJYbZvMNnSOjwI1/dLwvvbCu225fUFWeJVwaJMozH+wkuSZLbNkk8//RRPP/00vv76a8THx1ttN2vWLDzyyCPNf1dWVqJjx46Od7iFM5zyuj63CL8cOeuS/XjDD4OzxSmUjAoWVdTinuU5uHNoCkalJTRPw+XyCN5BaYVHpWuSGtpxqMxupc6zNQ3YcagMQ7vFCfWLjBkWEQJcV0Rox+EyVNvJL6qu02HH4TIM7arssxybnojRaQl+u/B2faPepakVSll6v/WShL+/97PDz+krFWFNuSpv1hUFobyZtbUSnbkB8fbN/aHVaoSCRV5fkCVeFSzGxcUhICDAbBSxpKTEbLTR1MqVK3HnnXfi888/x6hRo2y2DQkJQUiIc3knZEy+WzzlsmT0fCrLZfvx9A+Ds3dPHblrt3RbIZYajDSOTktQnC/z8kTfmublC268tBOeWZcv1M7Z/Mbsw6VCfco+XMpg0Qlj0xMxKi0eG/JKjLZLAEanxasyOpd9qEy4ndJgEWgKev3hotmUO6oOO8L0/dbpJYfzGZ2tCKvTSx67UeCqvFlvr/SrJmfzEk3J7/mgv45Pb89rJu/lVTmLwcHBGDBgADZs2GC0fcOGDRgyZIjVx3366ae47bbb8Mknn2DCBC4T4El7jp11y3489cPg7N1TZ+7aydNwN+QVN+fLiEpKiHJ4v0q1lIp1K3dZrtBsqZ2j+Y0XiF7w+ccIkqfMz8wzCxRlG/JKVKpWKfp98M/vjRLyueTOD3e6reqws5zJZ3SmImxWbhGGLdiEm5fswEMr9rg9z99VebPeXulXTY7UI7DG9D33lbxm8k5eFSwCwCOPPIL33nsP77//PvLz8zFz5kwcPXoU99xzD4CmKaTTpk1rbv/pp59i2rRpeOWVVzBo0CAUFxejuLgYFRUVnnoJLZq7gjhP/TA4uzj6wNQYRIY6NqBvuGD36LQELLqlv3Aeg7s+F09fsLhTYVm1cDtH8hsNXSZ4t1e0HZkTHf11dgH1y1LERv1E2/krw3PJ9wdO22yrxueiJjmfMSHa+HcqMToUo9PiVV/WylsKwFh73c4s7+Psb64vEf2dNv3dbx0eZFY0y9J77orPh1oGr5qGCgA33ngjysrKMG/ePBQVFSE9PR2ZmZlITk4GABQVFRmtufjOO++gsbER999/P+6///7m7bfeeis+/PBDd3e/xXNHEOfJHwZnF0cP0GrQv1Nr/PSH2LRCU4bTcMemJyIyJAh/X2o/P8Ydn4u1XAtvKEzkaUrzG01pBe/2irYjc0pGf50p0KINEPwsBdv5I2vnEmvU+FzUZit/VM3cS28rAKN23qyzv7m+RPR3+u0pTTmIhu8vAKH33N/zmsk1vC5YBID77rsP9913n8V/Mw0Af/zxR9d3iISJVBR0hgae/2Fwturg8G5tHQ4WZfIdyEFdYr0iD8HbLljcoW/HNli2w/5U1L4d22Bin/Z21yS1la9UYrLMijWi7cics6O/ovhZ2uZo3pY3VhG1lj+qZkVYbywAo3berK9U+nWWaN7noC6xFn9HRd9zf81rJtfxymCRfFeAVoOr+yRarProrIiQALzyf33c+sNg7Q6wM3fnpg5OsRs42CPfgfSWu67eeMHiau1bhwm3k9cktfW9sJWvVH5OLHAQbUfmnB39FVUqGASKtnOGt1UXBRzP2/LVKqLOaikFYFrCiJi3/J4TmWKwSKrS6SWs2eua/IjIkECMTktwyXNbYq/6nqN350QCB1u0GmBAcpvmv73hrmtLuWAxNCC5DbQa2wsdG35W1tYk1Wpgt6KjaG6qM2txtXQiN3GcrVYJAKcFvwOi7RzlrdVFHTlHqPG5+Kq4VmKV3UXbeStPVnp1J2/4PScyxWCRVKVmNS9TxZV1bhuZcmZNPBHyYx0JGPUS8OuRM0bvg6fvurakinWyX4+cEcpxM/ysDNckVTKaI7rGljNrcbV0zo7+itouuHSGaDtHuPr85gxHzhF3DnP+c/FZLaC4rqVF6hP9OHjy9O85kSkGi6Sqk2fPu/T53TEy5eyaeKJmjU9D1/hI/POLfYofa+l98GQegqvW2PJmjo6mOpKv1Do8WNV2ZJkzo7/iPHt1767zm6McyXv/Zl8RBiS38cvAwZ7SasFpzYLtvE1LLZzGvELyJi30Vhy5Ss7Rcpc+vzum0ji/Jp64SgdHgrxthK4lruHkztFUb5m62BLMGp+GA8+Mw+wJPTFtcDJmT+iJA8+MU22kLT5S7Bwm2k4pd57fHCHnvSvh7iUivIk/z+qwVzgNaCqc5q9r+RJ5CwaLpKqSShffvXTDb0KB4Pp5ou1siVEY/KqxppS80PXXe04g+1CZaj+0Y9MTcffwVGhM4kGNBrh7eKrf3f3t27G1qu1s+eF3ywvFO9rO17nqGJbJo7/zrknHnRmdVR1hCxJ8LtF2Srmr6qujHMl7b8mBgzvPQ+6mpHAaEbkOp6GSqlqFuPaQ+v7AKQztFufSfYiOfTk7Rna+XofMfSeF26sxQufK3I+s3CK8u7nALJ7XS8C7mwvQr5N/TRP75Ocjwu0Mp506Uqhh/8lKoX2JtvNlvp6/9OuRs6q2U8pdVV8d5Wjeuz9WXBbh6HnIF7TEwmlE3ogji6Sq6/t3cOnzv7+t0OVTjfp1bGO/kYJ2lkz/aBd6PpWFDfniI0EJ0aFO5WfIuR+mF2JqTOESWRvN3+76OzJCk5VbhGELNuHmJTvw0Io9uHnJDgxbsMnue68XfN9E2/kqVx7DbuPhgiRTB6fA3r0mT1YXdfbCv6UFDt4+UuwMf55iS+RLGCySKuRpYaXn6hAa5NrDytVBR6Lg+nmi7UxN/2gXNuSJB4m3DUnGp9MHYevjIx0OFF2d+9ESpwspHaFxJtBJjhXcl2A7X+Qv+Uu9O0Sp2k4pueqrLWpUfXWUsxf+LS1w8PaRYmfIyxPZYrqUFBGpj8EiOc1wtGTmZ3tR26B36f5cHXQMSG5jlndnSuPgD9T5ep2iQBEArrw4EYO7xDpVHMbVwZw3TRdydT6bTMkIjbOBzlV92gv1SbSdL/KXGxI3XZKsajtR9Y16LN1yGE99nYv4yFDcNdT8+NVqgBnDPbvOolwNVenZTo18bkcYvq9LtxxGfaPebecgwPtHip2hZHkiInId5iySU6yVtbZEqwEuatcK+cXnnN5vcaXrgo5dBeWQ7LwgSWpqpzR/8vnMPMX9USPAcnUw58h0ofP1OjyfmYfCshqkxIbjyfFpCAsOcGj/MnfmsylZly/7UJlwoGMp3yomPEioT6LtfJE33ZBwxvr9YlNl1+8vwpheCarsc35mnsXlQG4fmoL20WGK1vx0Nbmy8r3Lc6CB2GxcT1VctvS+PrsuH+HBAaiu1zVvc2VOrbvWB/UEf/nOE/k63zt7kNcQyVMzpJegSqAIAOXnXFd1dduh06q2M3T4tPIKqmpMq3J17ofoKKvcTs7ZXLbjKLYcLMWyHUfR86ksTP9ol0P7BzyTz9avk+3XLf+7sxc9n/9yXOjxou18kb/kLxkGEWq0s2d+Zh7e2VxgNkKjl4ClWwtRUlXrkqqvzhibnohFt/RHQrTxZ5kYHYoZw1ORaLLd2XxuR1h7XyWYf3auzqmdNT4NM4aneuVIsTP85TtP5Os4skgOc7RqnRpiIly3+PixM+dVbWeotkH8AlDNhezlqV3FFbUWg3tn95V9sFS43fJdR6xOxd2QV4LpH+3CkmmXKtq/vWmeGjRN8xydlqDayIO8T2sM9+nsRc+xM2LFKUTb+SI5f8nWtDRfyF/q1yka3+WdEmrnrPpGPd7dYn3ECQDe3VKAR8f08JpAUTY2PRGj0xIsVg7+19ieiisKq6m+UY8ldt5XQ646BxmaNT4Nj47pgWXZhV41UuwMV/9uEZEYBoukWH2jHsuyC/HjH8pH1tSSEO1YcRkRoqOWjoxuXpQQiV+PnhVur9a0KltTu9SYwvXu1sNC7RZvOYTsw7ZzyjbkleB8vU7RlFQl+WxqldVXsk9nL3o8XEBTFfJ5w9ELWSX5S968dIJGMBtPtJ0t/9teKDSl/n/bCzF9uPctqxCg1Vj8LK1td5dl2YV2j0VT7ljaQ14f1F+4+neLiMT47i0n8oj5mXnoMXs9nlmXjy2Co0lqaxMe5NI7iaIFehwp5JMaFyHULio0UPVpVdamdqkxhauytkGo3YEisXUA532Tq2j/nshtUbJP+aIHMF+fU+SiZ5Dg8S7azt0MzxsfZR/BM+vy0WP2esxXkMPrL/lLosU41CjasatQrNiPaDtf4eoCM84sQ+Htx6e3ceXvFhGJ4cgiCZNzNDytrrEpSHNkcXMRHdqECY3+dWijfHSzR4JYOfz/3tQPl/eIV/z89tia2uWMPh1a47cT9gPBBsGLth12Rh9NeSK3Rek+5Yse0wI8CQLFL268NBnf/GZ/6uKNl6pbQVMN1s4begnN20Vyqvwlf6lGMBdRtJ0t4YKj86Lt1OaKc3hWbhGeXpNnVAQtISoUT1+tXoEZZ5ah8Pbj0xu56neLXM9V12nkXgwWSYjSHA1XqqnX4b/fH8TKX465pOrlpP4d8fVe+4UIJvXvqPi5S0WnuNbUK35uUa6YwvXvCWlY/vNRu+0So0Jw8LT9u/LBAcomPXgit8WRHDpHL3qGdI1DhEmFRVMRIQEY0jXOq36cRc4bSwRz5uTP2NbUX08snaBUnw6tse1QmVA7Z93QrwNW7zkp1M7dXFG5OCu3CPcszzHbXlxZi3uW52CxSiNRUwen4LnMfEVTUZlf5xxPTz0m5dxZnZxci9NQWxhHp+c4kqPhSq9/f9BlVS+HdIuze6c9PDgA/ZLbYPbq3zB16c+Yvfo3nBcYCSg9JxYEirbzFmHBAQgOsB2QBAdocMMAsQD7un5Jivbv7DRPRzi6Bph80XNN3yTh9TMDtBq8MrmPzTav/F8fbMgrxpD53+PmJTvw0Io9uHnJDgyZ/73LqjDaI3Le0EtN7ewJ0GqQnmR7ZD49Kcrr71qLXvCqcWEsei4bonAJIGeJVi4+V9uI6f/bhStf34zp/9uFc7WNVp9Tp5fwxKrfbO531qrfVJmSKi9XIYr5deRv7F1LeqI6ObkORxZbEGfu8jiTo+EualWcC9Bq8OrkPhbvUMu6xkcg/elvm//echBYtuMoRqfF26zkeVZwxFC0nbcoP1ePep3ti7B6nYRr+3bAC1m/232+O4YpL9LgzDRPR3hbDt3uo2csTvc8VVWn6qiKEqLnDZF29Y16fJ9vuYqu7Pv8EtQ36r26AqRWI3ZeEm1ni8i57NXJfYTOlWqNWItWLn77h4P47URV87/9XlyF9Ke/Re8OUVjzQIbZY3ccLsPZGtu502dqGrDjcBmGdnU+OJanTpuus6gBzNZZdNU5iMgT7F1LeqI6ObkWg8UWQr7LY/rlLfrrLo+9RHFncjTcSa2Kc2PTE7H4lv6Y83UuTlVdCNzaRQajXXQo9h23nJ9nb+kH0es/Fa4TVXG+XofnM/NQWFaDlNhwPDk+zWKV0hvf3S70fFPf34HRafFWl84AgNFp8Q5f7Lszt8WdOXQioyb28okf/Wyv23+cRc8bIu2UjFJ6c0XI0mqxqeii7eyxdS6be026UACj5nQy0SrC1trsO16Jq9/aYhYwZgtM7ZXbqREsAtaXqwjQatw+FdzZasNEIqxdSxYbXEtGhwW7vTo5uRaDxRbA1l0eoOmLa+8uz9TBKXg2M99uGXZvocZojqXAo1dStNGIoiW2ln4Y0EFw8XrBdq40/aNdRkGdrdHTE4JrTp44cx7n6mxP1809UQmdXnJqZNgdP0Bnquts5iyqmaMkMmpiT3W9Dtv/LEVG97ZO90eUSG6XVtPUzh41Ryk9yROFepy5iSJycagkYFTj3LzveCXO1TaiVWhg84jnH6eq7D8QgNoLzFhbrsKdF8HzM/PMRjify8zH9IxUoeJRRCJERwz/NbaH0PNtyCtmsOgjeNupBbB3Jxdousuzw8ad2QCtBmFBnqmY54i4iBCXPO8L6/OF2j1vZUmAbw8UCz1etJ2rmAaKhuTRU0NawcBODwgdizsLXFfKX42y+lm5Rbj/k912R7rUylESHTWx58uc46o8jyiR3K7pGalCIyBqjlJ6klyox9pRoYFrCvU4kitr7+IQaLo4VPIdUisInrlyN7JyizD4+Q24eckOfJdnv1owAAzu7N78TFvO1+sU572bkqsNm34EcrVhJcvTyFy99Aj5JtFZAaJrUL+/rbA5d5HHnHfjyGILUFwhNupz3yc5WHBDL4t3iXcWlKtSyt1tVJjxY2nqVZCdIi6yglLLoxu2AnJH2rnC+XqdzWmigPnoaZe4cOw9Yf/OftuIQBw7az8f01V5fmpMp7M3Ug80jZa9dbOaOYLq/HCeE1wPU03Wcru0Giga+VBzlNKTfGmhcdGLQyXTyexVLha1v6gSG2zkYlrSOjwIg7xkJEPJzA1r1Kw2LHPH0iPkm0R/l2Migu1WrgYujETq9cAz61g11ZtxZLEFKK8WK5ZScb7BapUqb1hIWMmlk+gSFdZYq+TVYKeIiyw00HJvzwkG3KLtXMHaqKitduEhYvedWoUFC7VzxVpkalVnExmp10tAmwix1ypCtdEQDyXDzhqfhv1zx2LqoE7I6BaHqYM6Yf/csYqmyKk5SulpvrLQuCuKOIlULhZRdFb5b9IL1/fyiiBc6cwNa9SsNgxcWHrEMFAELiw9wgqWLZvo73JCdFjzd9wW+WbTfZ+waqq38/5fVXJaVFiQovaWphVFBXl+EDohOhQzR3UTahvXyvFpqCIjR/Z0bhthcXuHNmInW9F2MjWncBSWieV8GbYTzWWNFFz8u2/H1mJPaMDWe6DmdDpPVEEd1CUWrcOVfY8taRflmQXBs3KLMPKVH7Fsx1FsOViKZTuOYuQrPyq+EJg1Pg0zhqfC9HpfqwFmDPet/Kyx6YnY+vhIfDp9EN64qS8+nT4IWx8f6TWBIuC6/EpbwfJrk/sKPYeSM1xCVIhHqgFbomTmhj2OnKutcefSI/7OX6dU2ptCDzSdi89U12NseiLuHJri8L4cneZOruH5CIBcbt/xs8JtrU0rWr7riPodE3Rt3/a48dJOzTk8K3YdszuF6dHP9uDpqy926OJAZOTIntNVlkdzYwVHm0TbAeovfJsSG44tB8XayURHrw9bmZ5r6pOfjyiqaGnvPVBzOp0nCpQEaDV44fpeNpdAENE5zvJNDFdSu0CKtQqUvjCiaMrbFxq3N2XUmSJOtorufLD9sNWK0wAQEaxFdb3e7j66t2uFuVenu6UaqSglMzeeubaXnVaiF9H227l76RF/5c/TeA2n0Fujl4D7P8nBIm1/jEpLwNJthQ7vj1VTvYfv/bqSA5T/SJqOivxx6pxanVEsKiyouSCDrSlMhk5V1jk8hUGNEaH2bcIsbk+Itrzd0XauWPj2ScHRGcN2oiOL9Tr7F3gA8HNBufDdRJH3QM3RQE8VKJGXQEiIMh41T4gKwVs39TUbbTNlL59PjWIbptQc0TW8W//rkTO4bWgq5l2TjjszOvtkoOgLRKaMOpNfaa3ozpoHMtC7Q5TFx/TuEIXObVsJPX9IoNZmMR9XjQDVN+qxdMthPPV1LpZuOYz6xgvnPTVHA/t2aC30XCLtlCw94g9c8dm3hGm8Y9MT8faUfnZ/b+auzcOA5DZ2RyJFeEMaVEvHkcUWwHAESJTpqEhkqOcOFdPqhvIUJtO7d4acWfhVjUqqvRKiLW7vHCd2kSPSzlUL34YFBwithWi4NEjXdhE4eLra7nO3jwpBZa39i6Dv8k5h2IJNdkdHRYORlyf1sbtPQGw00JMFSmyNxny976TNz+yKntbXr1Sj2IbMcPH20qo6VUZ01R4992Wia5+qRT7fmr7/rl5ofs0DGThX24iZK3fj6Jnz6NQmDK/d2A+tQgPxn69+w28nrI88yvrYCJJcdUzZW8aio5UbiaZE2rVvI/bbLtZOvVFKb+eKz16nl/DoZ3tttnn0c/evdesKbSJCbObKyuf1X4+csflbKXokuaKGASnDYLEFmHJZMp5ZJ7bkA9D0JR6QbLzOX3xkCPKKRNexUtfJCvPgYmx6IiJDgvD3pT9bfZzDUxhUOI+/vCEfY/uY/+iIrFepEazo6OjUSsOLeWvrrd3Qv4PNwOOG/h2M/q5vFDvtJ7YOxx+na+wWZcBffbc3TVF0WRhooOp0OvkC+qnVuSg5d2EKbryChc4dZWnqok4v4ft823lQ3+eXWFy/UqTYhmjAaOkiTIStO8f2prE+PKo7UuLCLR7LIse6L1EzqFfCmXUandEqNBBLbjV/Xf+ekIblPx+1+/h/T7A8S0LtqdFA02jirUt3IrvAfORNXsYCADoJLu0i0k6e5WDr+yY6y2Fw5zi89cMhoXa+zBWfPQBs/7MU1XZmY1TXuX+tW1dQMlPnmr5JVm82zZ7QE8+sy3fJNHdSF4PFFiDn6BlF7SUAuwrKMbTbhR+F+kbPVef8YNsRPD42zWxUpLRarOKp0ikMJVXOVVIFgKPllpcrkdertLUMSXhQAAK0GrsXuo5MrRS5oyqP1lljacTyXF2jUF9qGnRIT4qymY9kSLKwL0NFZ8WWhTlVUav6aOCXOceNAkUAOFVVjy9zjrt9tOvH/FNCVRF/zD+FKy5OaN7myDIp1li7CBNh7c6xyMjxaxv/aN5meCz722ikmkG9I7wpv9KR2Q8yV8zImJ+Zh3c3F9g99pdsKcDNAzsJPedJgRsuhrMcrF1si57X5CJatvIWvWnpEUe4ajYOAKwSXMN2Vc5xnw8Wlebt27rZpNVqfGIZoZaOiR4tgCM5BtmHS43+rhMcOXIFa6W/Y8JdswyD6IKytjRaSc0TWa+yul6HN78/iGELNuHmJTvw0Io9uHnJDgxbsMko50HpCVs0v1HJiKXsUIlYTuufJeeQKzB9zJC8L0s5JruPid0I2X3sjKrLFdi7cB/z6k9GeUqu9kym2MwB03aOLJNiiU4v4ek1+xUHivbyO5UWm5JHo+dn5qmey+sqIrlTalbQ9CW23psl0y7F6LR4i4+zNdLqyPnNlvmZeXhHIFAEmn7LSqykTpgyTb+wRj6vJZqc1xIVntfkIlq2eMvSI45S+7M3ZG9UUWk7S7ylyqojefvW8pN9ZRmhlo4jiy1Ag075yamhwfhCt3tCJH49elalHil3pNx4Kqp8J9cercZ8Sq09rRUuNWJJiJVBGNHRwDe+Ny9HWlTRlCQ/c1R3PDCyKwamxiA82PYoZURwAAamxii6o+pQMRhJLDCqqWsQmoJq6tv9RXjksz1mo0Td4sWqe8q7VGM6nciF+x8l59D9P+vdtpzD2RqxGxym7dQqtvHWpj9RXOnYTRZbd44dKWwgoWkExxWjB2oTHf1Ut4KmY9w9pVfkvVky7VLFOZxqFruqb9RjyRb7v0OG4iNDoNXA5nnQXjEqU9bOa0DTzWLRz0wuovX0mv1G3+eEqBCHq4t7E1cue3RpSht8l3dKqJ0jvGmmhNp5+56a5k7iGCx6IbV/lLP/PK34MbtMpq52Faw+5yqGd1nlO7ki9BLw65EziqZPnT1vu3y4iKBAyxcraiRqv7bxD3y4/TCu7tPe7khCTYMOOr2EX4+cEb6j6sjSEJW1YjckasVmq5r5cLv50i3FFbXCo06psReCSmen04leuAMX8pRcHTCKBuCm7RxZJsVUVm6R0VRQUVoNMD0j1eaFjqPfF5HiC54ux64kd8rRoF6t3xJ3Xqjq9BLe2vSnxWPK0nsTHKjF+F7tm1+jvcq4ai59syy7UPHNr85tW9mdip8SF674czI9rzn6mfnzhXthqf0ibIBj551bh6Ti+cwDNkeYNX+1U8pVeZbOULvwlTdNcydzDBa9jCt+lPOKlC97UWUSME0a0FFRkRw1Gd5ldeRObnGFWF6bLKaV89VQYyMsj04OTI2xmxci4kxNI/6Xbb/Ag/TXFN64SLHXVFJVi6t6t7c7Yhn+14ilLCDAzq3yv2gBqDVRTsk12pTLklXaq/iFu2zJlgI8OqaHS5d3aBMaIBSwtwk1vonx4MjuWLbD/nH04MjuFrfby2+1RZKAdzcXoF+nNlbPbfbW+XOGJ8uxK82dciSoV+u3xJ0Xqk1r1O23Okpt+t5syCtW/BrVXDvSdMaLPVoNcOOlnfCcnWnjh0/XYMj8jQ4Xy3L2M/PHC3edXsKnO+2f6xxd9ig4UIu7h6favJF99/BUxb8DrsyzdJY/31ggY8xZ9CJqr5knz293JN1QY/Jdf/m7A8qfRCXTMy6cYB25k3vaSsEaa2thJUQ5P/pXVu386KRaDpWeU3Q3XaeXcL7BduBx/q8RS/kYq2sQ+1Dcl8VnbM+xs6o9l9KlaKzl3KrpdLXYkK1puye/2if0uNs/3GkxR0ZpTqEhkXUWRddVdYQny7ErzZ0SXfv0kuSmi1xrvyVFCn9L1Fwn05Clc6/cZ3vTmeX35r/fH7T6e3nP8hy8sfEPi7ldaq4dKZpXKJuekYqVu44K/YadqqpX9FnJ7+ns1b/hn1/sU/0z8yaO5O7tLCgXmip/06WdHA52Zo1Pw4zhqRaPK0dTElyZZ6kGa7mIlnhLziUpx5FFLyGv0WPvBC9698jREvayi00WRD4ssIaeK5ieYAvKlPcj+3Ap7r68i9E2W2th/WtsT7vlyO2pt5InurOg3OlRRaVOVdQqupv+4bYCm0t7AE2jQk+u2octB0/jVFW97caGj1PUc/UoHV225fGxPYVG4wwVlFUryh1SKkDwqUzbHT0j9r7knqzEzUt2mI3aODs6JzIldGx6Iu4eniqUoyyqdXiQR8uxK82dCgsOQO+kKOyzUxzqhawDGNcr0WqAB9ivMGzI0eV5bLF27g0NClB0fnjdQl633CcAeG3jhX83PW7VmkI3dXAKnsvMtxv8yVOuZ41Pw39W/yb03DKRz8rSe2qNt0zDdpSjI+ai37mUOOXrUhuaNT4Nj47pgWXZhThSXoPkmHBMHZzi8MwSV+ZZupM35VyScgwWvcTDK3LsVskSOcHXN+rx5Kp9+CLnhFP92fK7cTXUWjsjTa7QNS7M7E6cI5fXP5i8Fms5j4ZrYcnJ24BjAY5GY/mHwRMn9DPVDYoS0rccFMtxdfYYc6fyavGA1p7fTlQofszXe05iuUGAmRAViqevVu9HsrpebMzWtF2nNmH4vVh8/VTTaWxqjc7ZW2dRZFkCJc7WNGBDXrHHLlKU5s3p9BKOn7F/7iiqqMWy7EKhtUdFggW1L1RtnXvtVYl2hqXpl2pMoQsO1GJ6hu2ph4M6x+CjOy5rDhaU/IaJBHZKcvgNeXtwYYkz02vVzFW1JzhQizszOjv9PIB7++0q3phzScpwGqoXqG/UY+2+YqG2ttaVm5+Zh4v+s16Vi/g6k+AwNd65u22OiLNw8uvTobVTzymS87hkSwFG9miHRbf0RzsHp6TGhFn+annihC6vgShSolqnl7Cr0DPTWVxJjTxUmSMXWVUmlX2KK5umynl6CYfXbuynqL3pNLYByW2gxgBpXITlz8fWNEhneXIqnjzSb4th7tTDK3JQXiN2w0N09oXIaLuaF6qO5JurRcKFEVW1P3N56qHp90CraZoZs+LuwUajSv06Kq+Gae2c48x7GqfiOdEdnJ0S7chyD95ArX57agqoq6ayk3txZNEL/G97oXDb3cfO4PoBHcy2O3p30Zqqej3mZ+bhX2N7YmdBOfJPiI8+qKVBZ37yOOPkFE6RnEe9BMxbm4shXeLg6MTJ81ZSyFxZsMOaixIuVLK1V2J925+lwqNUviQ+MkS1aaCtQ51fWkU2a9VvNqeYiVazDNQCIh+b6UyoVqGB6N3BdmVGU6Y5Mqr8xlv5KJzJibTHk1PxArQaXN0n0eY5++o+iQjQajA/M0/4ZiIgPnIlMto+MDUGCVGhKLayNqCSYjCO5JurraiiFm9tOoiHRnVXdVqckqmHia3DFPfbWjDu1Huq8HHuXjrFlLNTotVe7kEt9t5XNfrtySmgrpjKTu7HYNEL7Cwotd/oL40mvwz1jXp8uK1A1UBR9s7mAizbcQQ1HgoeuidEmm07I7ienDWi1euW/3wMy38+5vB+rC1pYevEb6hNeBAkScJZa1GnAj0SjfNPdXoJeScrcKS8Bh3bhGP7oVIsyz6iypIh3qhNeBAe/WyPUXEDZ34o5ytYOsOeMzUN2HG4DEO7xpn9m5If+KjQIJQK3Eip1zc9r+Hj1zyQgavf2qIoYASaRjsaG9U5N5Ses/y9diTX9G/dY/HjH2VCbRf++CfyTlY4lVPkCJ1ewpq9tkeV1+wtwsOjLlKUqxkTEYReSa0B2M+pjRZYT3ZDXjFqGy2fy5ReYBc6kG/uCq9tPIia+kaLU5udmRZnbeqhaTDQKyla+DntBeNKq7EaKq0W/y31hnwz0RkdG/KKbeY/i+SquiswFn1fncmx9fQUUH/JuWzpGCx6ASW5GqUGlT2VJLU7ylOBIgB0jjNf21FrJRdQlNLqdY6qtVGC1tqJPzYiGNf0bY/osCCj4gzOyj95IcfOHceMt5CDcUuj0UV/VUy8c2gKRqUlCF8MTP9oFw6UiF30xrUKQuk5+wFc9iHzYFHpD7ySb+k9y3Ow2OTxax7IwLnaRsxcuRsHiqtwTKDwTXxkKDJ/O6lgz7afy1RWbpFDy/VkdIsXDha3HCzFloOleHZdPu52sFqhI0RGTIsqavHsuv2KBoCevSYd2YfFXvve42cx6ZKOVv/d2jEoax0ehPnX9/LJXKMlWyznwKq9FEHmviL85+tco1HcyFBll122gnFnfs9Kq+qg00t2X6Ongw2Z6JTo97cVYmBqjNU+2ctVbVq+Jc9oNF3tHHN5P0reV0dybJUsu6HTS6oV5THkDzmXxGDRK7QKEv9Cxv+1Xp7a0069UeeYcLOpg5cmK8/3CDF4e921XqS9Czxb00GHLdikal92H20KFlvCMWOodXgQJMBm9dml2wqxdFuh0F3ytXtPYkNeifD+QwR/aPWScajnyLpabcMDUK5giral6a+tQgOx5NZLodNLGLZgk1Dl3MzfnMu5tDZyYi9QsSWmVQgSokKEyuTLJFwobuWOgPGkjdxzQ3uOnhV+zhnDUzG+d3tsFwwWbb23IrmiIYFajE5LEO5f345tFFcRdhVbN8vUmhZn7Xxrmr9sTXhwAF6d3MfmOUm0Gqslz6zLx3tbC2ye99y9xp+tET05hcPeTRaRPllbRzIrtwj3/FXYzpCcY256k81Rjr6vSte/FJ0C+tCK3cj8rchidXhnz4dqrmtKnsNg0QtsPST24w4Andu28mihAHe6f+Vu1DZcuJBOjA7FEAd+vEMNgvEXv3V9oCjK0ok/+1CZ6jlajZLUYo4ZQ0ryW63dza1v1GNZdiEKyqrx+S/HFe0/o1tbrNhl/zFtwo0LTTiS41GrcAKAPP310pQYi3eTRXNklKw5KZpv42xRmyOl1bh5YDJe2/iH4se+u7kAj47p4fIpqXuOnRFqV+ZAFd/U2AhF7c7X6/B8Zh4Ky2qQEhuOJ8enYc+xs3bPQ8WVdXYDKsPnDnXRe9omPAhv3dwfJVW12PpnKb5UqUqzM8vtZO476fSNuZmjutsNTIIDtbhzWKrD53Z7o4PuzDezNCWzdVgQbh+aggdGdmtO4bAUzKnRJ51ewhOrbC9rYi/HXJQa76vIVFnRqZ3f7DO/6WdYHd6ZgNFbc0VJGQaLXqBacEFzAJhyWbJXFApwB8NAEWj6YXPkQiA6PLj5/38pEA/MnVVR04DocGXFUFwxbz82IggfbmsZU08dZelurrNTdgMDxC6OYyOCjf52JMdDp1f+Q/vyt79j7/GzVu8mi+TIiIxsaDXAGzf1w/OZ+UL5Ns4WtbG2/p4ICcD/thdg+vAudtu6Q0xEsPAIqXxh9+iYHkKfydTBKZj+0S6j0fItB4FlO44iPSnK+oMN2DpWTZ/bVeZf3wtVdQ2Y+02eqmvYPrMuH2HBAYpHknR6Cf/5OtepfWs1wK1DUuy2y8otsnihDwAaDRAWFGAzzcXe6KC78s2szSQ4e74Br208iA+2F+KFv6Y83zk0BUu3Farepx2Hy+weP7ZyzJVw9n0VzXVUY2rnu1ucv4Gm1rqm5DkMFn1MztEzKCxzPKndlzka62g1mua7cAdPu++96zPvOyTHhuGnf44Ufowr5u3XNejx/PoDqj+vvzG8m/vj76ecHhlYLjjl7ozJkgiO5HiEBSoPFncfO2u2zfRusr0cmeBALTrGhOFImfVRmI4xYZjYpz3G90oUyrfxdKGDHYdKXR4spgiO/im92b7krws7e2v/Tc9Ixf2f/Go1mMs9IVbsyNqx6o5AUb44BmB3tMkR5dX1DuXk7SwoR3m1c0Hr9IxUuxfn9qZq//fGfhjXOxEfbiuwmXohn/de2/AHhnaNM/peuiPfTGQmwdmahubPYlRaglCwqLRP2YIzvCzlmCvlzPuqJNdRjerrkgQ8uWofXp7c18FnaKLGuqbkOQwWfcw9H+1CKxVL97cEZ6rr0OXJTI/s+0jZeVz+0ibhgNEVS2scKm2ZNxccVXT2vFun7EaZVKWU1y60NzI0wCB/19kqwaaWGNxNtjfN0FagCDR9B87X6xAWHCA0LSwmLNhuG1f687TlAkbOVkg0fHz3dpE2qyHLck8qW7JILzUtpyBPGzMdGddqmgKR+/7WDX3mfafouQ0Z5hlZqvapNFBsEx4kNG28TXgQnroqDQnRYc05TkNf+N6RlyBEXptRydRDZ252yJ+PvWl/9gIsDYDn1udjXO9ExEWKraf41g9/4q0f/jQaoXLkXKSU6EwC+bP46Z8jXJIDZ5o77mw7WxzN41Oa62hvCqjoNUbmb8VYMMl+MSR7lOZckvdgsOhjqur1qKpX98LQ31XUeXbdwCNl54WnpIourUHKKHkvdx8749Ypu//6ch/+LKlqvkD89Yj9/eulpnaDu8RifmYeSmvEKyqLkIOOqYNTbFbIm7d2v9DzzVu7H/Nv6C3UdvVedXLOHGWpAImzSwdYenxEcACqFVTCFiUvp2Bt7b9XvjvgdKAINOUZbcgrNntdYYIF20b3jEenmHB8teeE8EjcmZoGJESHNV9wZh8qU1TIyNAdQ1OwWmDfSvPfHB1lmzqoE2ZfdbHQdD8lOW9K+2M4QhUdFqzoXOQIJcF1UUUtfj1yxiU5cKa54862s8XRPD5Hch1tTQEd2iUWXwik9tQ06LgOYgvHYJHIDe74cCe+vG+oUFtrJ3dyTGxEEMoELkblu7nuDtAlk6mfSvJZXFm46MucE2a5b6YV8n44cErouUTbZeUWqVagxFGmsY6zSwdk7ivCfZ+YT5OUc8nUvilkuJyC6dp/alRETjCY/mnpfTnfIHZz7viZ89iYX6L4tRt+P5wpQjM6LQEXt4/Go5/vtdvWdD/2qnZGhwWiQuEauZekxAjnhSk5R1zVu72i2SqGI1T/uvIiVftjSWGpsvU3S6pqcU3fJNVz4ERHYEXb2SP/zpst02HjNTia62htCqhOL+HLnBNCx0VJVa1L1p9015qW5BwGi0RucEKwVL5MPrm/tuF3vPXDIRf1qmUQDRSBpru5JwTWGHQFeeqn6DTMmLBg/G+764pd5RWZ562Z5jSeqxO7IBZpJ0+x8rR2BheDzi4dkLnvJO7/ZLfF/ciPT4gOxR1DU7CrsBzfqZDnN+WyZIvb1bixMHNUNzwwsht0egn9nvnOqSC3sKzaoccbjpSVO1At1nCK34fbxN6P8ur65ovaDXnFWL3npNG+DUeZA7QajO7ZTmjExpCSEUAlOW+iVUQNySNUou+vo6OpOr2ET3cqW05F3pfaOXAJUWKvQbSdOONvgSQZ/y1X5D5SXmP2b9ZY+jwsTQEN0GowoXei1SJJhgpLazBswSaHZ1dY4uyMDXIfBotEbhClcCFmoOlEPrRrWwaLbhAdFoQXbmiqtlffqHd47TJnyFM/Rff77pZD+Lmg3LWdsuKdzQX481QVaurFRpFE1px0tgqqWmoaL7wmZ0rcZ+UW4T4rgaLp49MSoxEfFapKsJhz5AyGdjMvwKFGFe0Vu46hW3wk/vXlXlTXOTeFVnQE0lC7yGCjPK6YVspGeeQwYvaEnthZUI7CMrFRreNnzptdKBsqrmhah2/mqG5IiYtAfJR4vxzJsXMk5611eJDiarExrUIU7UfpKNHOgnLhacSWXpOaOXAi6zgmqrgeoLUZC6cq65qPpb3Hz+KH309DMEZ06Fh646Z+2HSgxGrVXA2A6PAgvL7xD4dnV5iqb9TjyVX7LN5QcfQ5ybUYLBK5wW1DUx16nOhCxOScs+cbmn+YggO1dqtJusqR8ho06MQuorf86b5lYCz5/vdS4batBfJ1PV0FVXbOIGfR0WlfImu2Gbr/kxzc7uA5wtS9H/+KFyf1NrvQknMZnVFUUWtxSq1SgVqg0YFU8imXJRsFH0pHeRKiQ3F1n0Q8sy5f0Tn1g+2FNv9dvoh+baNjy7YozbFTkvNmr2qqLQlRoYr28/Sa/UbBX0JUCJ6++mKrF/1Kv/OuXI/P8D0FXLseoL0ZC4DyY8nRPgZoNXh1ch+LI8+Gn7mjsytMzc/Mw7ubC6wej448J7mea1ceJiIAcPgufIBWI7zmGaln1vg0TOjVzu37TY4Jx+9FFW7fr6FWIQGqP2c7gYv6OIWjRK5iONXL0RL3Ow7ZX7PN0NnzDXh94x9oFeL8/dvK2kbcuzwHWbnGU8sMcxk9zZFAEQBS4oyXHBmYGiMUMIYFafHxXZdh9oQ0vLu5wGtuvsVEBNkcQdHpJWQfKsPXe04g+1AZdAZDw3LOW0K08etPiA5tfk6RZSmsaRMehIGpMUL7ycotwj3Lc8xGCYv/GiUzPRZlot+v2Ihgt4w0ibxWNbhiFkW7qBCH+zg2PRGLb+mPRAuve+aobjbPZYazK+yRc6btHY9KnpPcgyOLRG5wtkZ5bg3QNF1jowNT01hJVbms3CKjH9oRF7XDut/ECrOoQV4o/X/ZhW7bpykNmpbDUFt6+9b2G3nJARsSdCFYdrTEffZh8VFXmQSx3E5Rpnfmpw5O8cj0ajWZ3lAI0Gpw06Ud8fr3tkdhzjfooddJeGadY4GTq8y+yvqom6V8roSoENw8sFPTVNfIUIxOS7CZt+dMUGL4PtnKDxQZRX9i1W8WR4lEZs7ERAQhe9YVTi0Kr4Q71gN0zSwK5/pn7XV/s++k0OPtvSZHcqa9ZbYJMVgkcguNg+fx/223fxfOkpiIYFSeb0CDL18Zutk9y3Ow+Jb+GNmjHf63vQDvbHZvrqi8EHdpleeWxpEA6FxwyNQ02A9AS6td97o1aPoOinwdJABLtxxuXm7iyfE98eCnuxWW6ffs1ClLuZSenF6tGgufX6NebJjyy93HvWZEURZvpbKm1Qq8lXVG0xMTo0Px73E9cKqqrvl4HZDcpvl4dOZi+2xNg9HxYy0/UGQU/WxNA3YcKjPLpQ3QanB1n0Sbx+T/DejgtkBR5ur1AB0tCGTLqUrncv2s5Zs6OrvClCM50654n8gxDBaJ3OCyVMd+eHYVnlHUvndSJI6frUWZA1UCCXhwxR40NOrdPvowY/iF5SgCNP4X4ItU8XPlhYEEICQAsLCEopljZ2rxzLr85r81AEalxSP3RKVwmf7BXWLx1g9/qtBz55gGC7PGp+FwaTU2qFBIxxMsBz9igbm1Ah6m/n5ZR3yy85hwURFnPPrZHrOcPiVTR4sqavHAij1G255dl4+7/zqfODu1WyTY3HbotNBzbTt02ixY1OklrNlruxLnmr1F+NfYnn6Vu2ZvxoIjnMn1s1WVdHRagkOzK0wpyZl2pFAPuRZzFskjBndug2mDkzGgU2tPd8UtGh2o/Ac0LdytxL4TVcILXJO5eg8EinERQXh0TI/m/CSHh6G9WHFlLZZuOYynvs7F0i2HUW8haW1Achu48npQJFC0RAKwIa8EV/VOwKfTB+GNm/ri0+mDsPXxkVbv4A/qHCtU1MfVTAPwrNwih6a1u4LScxsA5Bw9Y5S3B0B4BKhWYHQbALQajVsCRaCp8qVpfqmz+WwSmqoVz8/Mc3pqd1yE/WDz5FmxvlpqJ/Ja/TF3TS6mA6g7B8GRXD95FNv0c5Crkm7IK7baVyVFdZTmTLuymBEpx2CR3G50Wjw+vXsI5l2TjuV3DfJ0d9zinW2OjTJc37+DcFs/jDFUEQBPTwq0rbS6Ad3/sx49Zq/HzUt2oKrOweofXuz7A6fxzLp8fJR9BM+sy0eP2eubLmYN/HrkjFfn0723pRADktvgmr5JGNwl1uaFTIBWgxeu7+XG3pnTapoCcJkzxU5cYXpGZ8WPWbbjKIa+sMkouBINzDcftJ1HqgH+KvDhvrOF/FnMXZvXHASrlaf17uYCo8XeHfHIZ3usFqeRJbUJE3ouS+0crTbsDraKC4n8uz3WiumoQfT9EqnKKo9UWuprdFgQHh7VDaPTEuzua+rgFKE+AcAN/ZO4bIaX4TRUcruNeSXNxUTCggPQu0MU9h03XwDcn/xeLLael6khXeMQERyAaoEpVO66G+5r1C/X4hoNrkgW9FJ6Cc15SrPGp+F8vQ5vbXJs2QF3kQDMW5uLS1NjXVL0Qm16qSkAH5DcBsuyC/Gzl6xj6aziytrm/OKx6YnNgbmSRectkdA0mnHizHl1Oqpgv4b5pWpNx5YA5Bx1bkTuVFWd8fqRkRemBsr5bdEhYiPoQ7rEmeXFiU6TLa2qw9d7Trj0e2fYt8LSGny686hRsG24WLxai8mbFpUpLK3B6xv/AODcoLDoMaRkHVm5r29t+hMfbCvA2fMNOHu+Aa9tPIgVu47Zfe3BgVpc3D4S+09W2e1XuApVoUld/ETI7SRcuFsFAKer/D+/TiRny5IArQavWFkDSdYmPAjX9UvC+9sKHewdkWe8u7kAuwrOIOfYWU93Rcjyn49h+c/HANi+OJTv2Hvae1sO4e/vnfbKEduFPzlXQGqWQYVNufT/02vyHB5NmzmqG8amJ6K+Ue+RqrHyaJCa+WwllXVIiAp1eoTRsKiOPIqrZGmYNuFBqKipx7AFm8yqu7YOD0JFTYPV16rVwCiH2JGgzB5LwZ8peVrm3cNTLa4TWOTgYvKmxXQuSmhl1pfI0AAM6NQGQ7vGYenWQpyqdC5/ULYxr1ionXxsbsgrxusb/zAvvPTXa397Sj+0iQixWkX2+n4dsP9kPuzxpmV+qAmDRfIIw3n1/nC32x69YMU+S6xdCLUOC8LtQ1PwwMhu2FlQzmCRfI4E+EygaKqoommEa1L/JDx/fW+jio2uWEfNEd8fECs+4gmW8laVOFPTgB2HyzC0a1PRFHnk48NtBUbBhSh5DUdPVY2V8wNNF4d3RquQQDx9dZrTo66GlASJsn6dWuO+T3abbT9VWdcceFhb7sk0aC92MCizxlrlWVPyvy/ZYntBeWcXk7e3dEfHmHDcuzxHYXVmc1m5RVgqeM1QWlWHr3KO45l1+TanrD7w6W6jz8s0sBdZvkdeQoq8C4NF8pjiivMtJtHO2SmG9n5AXFFdjYjs+yLnBL7MOdFcgRLg+mDusv1QaXOwCDQFWnFWlqOwx3Dqnvw5LtlSIDzCqEHTqNuZmgbH1rk1+CmU89lmrtyD8w4WRwOAiX2SXLoEhD3av5ar2WTlpoVcwTM6PAihgQFGN0Plx1p6DOB8UAY4lsdr73iQb4QPTI1xeK1GW0t3yMeG2Rqc0aGYPSEN0WHBdqfsKpn5oDEZ2bXFXmAvciNGXkKKvAuDRfKY8up66FtIop0aMbGtHxA170YTkTJyBUoA+NfYni5bK9OhIMSPWcovVJrzZ23q3qzxafjHyO6YuXI3jp45j9BADQpLa1BhoayufHqf/1dRI3tTGi0pPWd8zIxNT8TWg6VY/vNRRc9j6NDpKvzw+ymHH+8s0XVNz9Y04OM7+0Or1aCkqhalVXV2AxTTdUQd4aoZAO9uPoSHV+7GqcoLn2m7qBDM/WuZFGtrGoqydPP4THUdnlknlkep5HU7c4lmaTkPazditJqmQFH+d/IuDBbJY9qEB+NgyTlPd8Mtahtcf4k3Nj0Rdw/38UW3iWwIDdSi1snpi6707pYCrN59EqdcECyGB2lR48Qokyh3BKStQrQ4p0LV34Ro81FEpbMs5MI2phfr8zPzLOamWdI6PAjzr+/VfFFueCFfUlmH5zLtj8xYKvYS4OQAS2FZDY6UOVZczd1Kq+twTd8kAMBXu08IPcY0F1NpEOaqGQA//G4+knqqsqlY0IzhqVizt8jp4jiGN4+zcotw/ye7reYSmk7ZdefMB9MCTkDTjZhHx/TAsuxCHCmvQXJMOKYOTuGIohdjsEgec6amvmkqagvgjtGArNwivMtAkfxYbaMe4cEBON+g88rqv5IEhwPFK3q0RU2dDjsKys3OF7cO6oj+KbF4yGQBdlcICw4QXsDeUTde2gnvbyt0+jOMjTAfRTScZeFo4Ds/M0/RTbeQQK3R8gGGF/Lb7CzZ0cyko1m5RfhftuOjigBwquI8Ks/7xrq7hiPCoiPzhu2sVSidPaGn1aIralWeVcLSceVMHqbI8hdPfvUbRvZo1xyMeeJ1mwaowYFa3OnA8jnkGQwWyWNiIoLRvrXYGk2+ztUV9r1tDTUiV3F1IONuWg1w57BU/HtC0/Sr+ka9xTvu2YfK3NKf/p1aY+uf4vvSABjVMw4b8gWDIgDvby3EqLR4bMgrcaCHF8RGBFvcLud1iVZHNazOvf1gqeLZGcWVdVanRJZWCwY+Bu3UqqarkyQUloqNLF7ePQ5bDpa6vQqspWnAZ2rEKqTL7awVqSmqqDUrrGM4iuctuf6WpmuKEplSWl7dgEHzv8fz16V77HV7IkAl9XDMlzwmIToMQ7rE2W/oB1qHBbj0+b2l+iIRiZs6qBMOPDOuOVAELtxxn3dNOm4bmopfj5zB13tOQK+XkBDl+guu1L+qgoqSAEWBoiz3RCWmZ6TCmftotoKKsemJeOX/+gg9T1FFLd7a9CeGLdiEqR/sdKgv1qb2iV4kHzxVhZ/yS/Cfr37DtW9vVeV8Xlhag8o6sZsrP/3h/kARaDp+Zk/oaRQgicZKWo3yG6VyFePMfSebR6EBOHUcqsFwuqYSolNKy6vrce/yHGTlFqn+uu19XglRIcLLeZB34sgieUSiwZ3E1uFBDpXj9iWBWtfel2H1RSLfEh0WiKevTrc6imBpWp28xp2raDTAk+PTsDG/xKWjDvKF8cge7fDPK3vgyVX7kPlbMWoalI0ax1gZWZQpOS++9tdi6I76Zu9JjElLQFiw8Y3BgakxQr9xb/1wCIBza0+aCg9x7U1KtTyzLh/av9bLBIDLUmLxlsB7cVlKrMM3Su//ZDf+qweu6tveYnXR1mGBOHvevJiRqyn9LVc6YiePXo5OS8DDo7rjg20FOOvAVOWYiCDMvupiJESF4kx1Pe7/pKm4nqVzRm2jHhvyilVdG5Pci8EiuZ0GxgUFXri+l6rrQHmj6HDHyrmL4hQPIt8yuqf16WbWptVVuPim2oReiQgLDnA6509USVUtggO1eHlyXyyYdKE4iUg1TKDpvJd9qMxqQZOtfyof8XTUhvwS9HwqC6PT4rFk2qUXtucVe+xmaEy47WDaW5gtaC863KUxL3IjSgLwwIrd+O3kWcwan2ZUlCguIgSPfr4X8ECwOD8zH29v+hPX90vCHRmd7RZ9UTKlVL5J89amP7Fi11Gj4Dg6NBA6CaiuaxT6zj97TTrG927f/PcibX88seo3i8d6RU2DUE6ms1ViyXU0kuSNZQLcq7KyEtHR0aioqEBUVJTb95/yxDq379NTrFX9ysotwtNr9qO40jUl5z3tiSsvwj0jurrs+XV6CcMWbPJ47kVLZG09MH+k1QCBWg3qnVw3lIDXbuyL6/olmW2Xv8vunlYeHhyA356+svnizB3n5E+nD7KY5yfyHrS2sDaf4e9LVm6Rx25CygGjpz5LXxUTEYQds0bhze//+Guk1bbx6e2w+WApzglOtbVm4ZT+GN/7wjVJ9qEy3Lxkh1PPqZYZw+0vJ2Ht5pISSm8MmV7L6fQShr6wyWrwLuembn18pMUA0FqBIqVVYtXk6djAmzBnkVxOqwFG9miLT6cPwtbHR1r84o9NT8S2J67Ap9MHeaCHrneHi6t+GeYgkHto/vpvekaqp7viNmmJUfjgtoGe7oZfsJZ/6Kn841cn97FwEefau/p9O7a2uD1Aq8HVfWxfIJ6taTC7MJWrSmbuO4lHPturVjcV25BXgvP1Oo/mkocH+8YUVENyIZZDp8WK8mTmnnI6UASAJ1btw1c5x5F9qAw6veRVaR3vbC7A/Mw86PQSsg+V4es9J5r7KZMLOsVEOD5NXS6yI3rcyN+1rNwiAE3nLVujvLZyMuVg1/S7YroP8hxOQyWXCdICT4zrKbx+jq1F532dO9YPkn8wnL3DSGISDO56fvbLMZypcf+UJXeLDgsUru5I1iVaWARe5ui0Omf6Ynr3Xo2RChGf/HzEYvl8nV7Cmr3KLxDlC94nv/rN41Vzn123HwNTPfN7Fhqo9fjrd1R5dT3W5xa7dZ+VtY2Y+dfNhcToUNx0aUe37t+edzebr99q+r0dm56IkT3aYdD871FeLVZN1pQE8WrTphVcRQNs03b2lv5wtEosqYsji14gPUFZ9TlfkRwThjsF5tybig3jYemosemJuGt4ikf23ZJO46aj5JEhnrvv5s6FjBt0eouLh/ur7vHqn5tNc7ZNlZ9zTzCuAbDs9oFmsz3cuQzPkfIai9udGZGTAI8UJjG173iFx3LJaxv1HtmvPyiuqMVrGw+idXiQ1/ymSTBfv9XSqFtwoBbPX5fu1n7Jo4Wix7ppO3vfdUerxJK6eFXuBT6+e6inu+ASqW0jHXpcqzBlF6NxEUFoHep7U25c5W/d2rl1fzOGp2LxLf2REN0yiuyMT2+HwV1ijS72PXlp9uZNfTFjeKrL1/IEgJ2FZ9HY0DIuRBOjQ/HNg8ORqOJxrQHsFnmwV+FTLXcPT0XGRW3NglZ3Tp1Mjgm3uN2bpgE6KjosqLn4iJpfTV+cXupL5NEsbyffzJm7Ns9sSurMUd3c2peSqlq7x7oGlmdUODoiSe7llcHiwoULkZqaitDQUAwYMABbtmyx2f6nn37CgAEDEBoais6dO2Px4sVu6qk6osODkBzrf4vTv3ZjP4ce1y2+laL23/xjOMb28t6SzLGh7v2aDeoS6/IS+zI5+X5seiK2Pj4SbVpA0H7zwGSzbf07tnF7PyJCArD4r8Bj1vg0HHhmHLq3c/0shS92H3P5PjxJzkWdMzENwYFa1XOBR/awfTMnIdq1vwVaje2iGaIXZRnd4tAu0vHAVqsBpg5Osfhv/lDdeXpGZ1XXs3tpUm98On0Qlky9RKh9TESwTwQ93khCU07sw6O6IyHKsZkUEcEBWDilH6LDXPdbbG3ULUXhWqnOio8MtXmsy39bmlHh6IgkuZfXBYsrV67Eww8/jH//+9/YvXs3MjIyMG7cOBw9etRi+4KCAowfPx4ZGRnYvXs3nnzySTz44IP48ssv3dxz5/z0z5F+FTD2TopCq1DHpuZd1lk8zyMsSIuE1qGYM9F9Uy+UeuH6vm7dX4BWgxeu7+WS5w4O0OCS5DaYNa4H/nh2nNEFZ4BWg0g3BameEhEcgCFd48y2/98l7s1xWXbHQOybc6XRCFVwoBbfzfwbRqfFu3Tfe46edenze1pCdKjR6F/Tnfruqjy3BGBZdqHNNvIdelsSo0OxcEp/xTeFJvVPwoFnxtmsrih6UXbf37rihWt7K9q/oekZqVanUDszIqcB0C7Ss4FSSKAWw7q1BXAhl9x05oWSz250Wjz+75KOGNwlFoO6xAqN4Dx7TXrz3+SYlLhwbHviCkXffw2Aq3onYt/TV2J87/a4Y2iKy/onM73B40hgJR8n/9/evcdVUe39A//M3mzYFzabu4ggqChQ3lC8I5gevJWiR1OP5bVjN0ufjqaWmZqWnV7dLH9e8pyDlmWpR3l8PGVHU9S89qh4CTVPIplimhckTFH4Pn/wm3Fv9t6wQRSsz/v1Wi9g1lzWzKxZM99Zw0xlHr8t21vorq6XbVPtVbVHku6uWvfpjHbt2qFVq1ZYsGCBNiw+Ph79+vXDnDlznMafPHky1q5diyNHbn2T6cknn8SBAwewc+dOj5ZZm16Pe/7KdbR5bWONluF2RQWZsOX5rlWevuhmCWJf+qLC/5nx0Ss49mpv7e8xH36DDdnn3I/vpcPcIS3RNa4OPtp5Euk7cvDjpTv7aIMC4D+v9a6Rf8xefzgPE1ceqJa3xamGto3Ea390f4HY4+0tOHbul2pbnjve+pr5fMNCNye84hJB8xlfovAuvFTCz6jHwRk9yx3n16JivPZ5Nk5euIoLv1zH0bMF1fZ5jwZBZuRccP2/Zve6hsEmbPjLA07Ha+lr4b+qls9IDO8QhVfSyr+5Vd4LZuwfZS0uEez6/gJ2nvgZQOkLwvKvFmHWv45U+RX0FX2Gx/4V+AAQ+9IXuFnJylWZzwEAjq/0t3/Ff9nX/at7bcGjrbD/h0tYtDWnUuWqLq7aCVffkNuQfRYz1maX+1Kjst9tBMrfNsCt+uHqcwRmb/1defmNyaDDr3fwkXWjQYdrd/iRePtPu3x+8AyeWb6/3HbUatRjz4upMNk9KlxcImg9e8Md/dZm2U/QePIprbKffFLbCAAu61ZZZeuavcp+L9HT+ny31abYoKbVqmCxqKgIZrMZK1euRP/+/bXh48ePR1ZWFrZs2eI0TXJyMhISEjB37lxt2Jo1azBo0CBcvXoVBoPz3bvr16/j+vVbJ/0rV64gMjKy1lSIOZ9n19hJbkDLcPwz60yVp39nUAv0bxVx2+WoaBs80rY+XnXRe+YuYGwd5Y8VT3R0arB+LSrGEx/9L3aduOAQfNS1GfFCjzg8tyoLxeWcj7x0SrkXSu6Ci7vl16Ji3Pfy+mp7WcWRV3o6nAjLWrj5P3j9y2PVtDTnC5swPyNm9C296I2f9sVtXYyM6hSNJdtPerRtwvx8MKPv/eXuy7v1Xbe/pMZgXLfYSk1TdLMEH+08iW3HzyPzu9v7UPnQtpH4ZE/NP4r6RHKDam8nX+gVhydSGrnMq643hE57MN7lG0BdLa+q3x273Y9bV+birbL1/vCMHh4/dVLeNgBQ4faZ83k2Fm/Lcbgo1ilA72Z1se7g7b2OXwEQbPXBebsXj9i3T56y31f+PgZsOPoTci9eRXSQGS/2vs9te+tp/XBVF4pLBB/tPImTFwqRkXUGBdeq/4VA7w1qiXErsqp9vqr5Q1vhyNl8vL+p4u8xVpa7bwJ+fjAPT3/iXNcrCmru1NuFy/t2YUXH8P8bmoAAi4/LNsJV3XIXXFbX9Q2/s1i71apg8cyZM6hXrx62b9+Ojh07asNfe+01LF26FMeOOV+ENmnSBCNHjsSLL76oDduxYwc6deqEM2fOoG5d50o2Y8YMzJw502l4baoQrk5yd8ORV3ri3Y3HqnQRtnRUG6TEVt8jcHM+z8YHW3OcGrrHK7grbd+rUtEJV+Xu4qqiC6GFj7YCALy0+iB+tvt0QojFC7P6N6/RQFFVXTcfXN3hLqvoZgmavPRFhfPqGheMoptAg2AzDDodluw86XRBN6ZzA0zqGV/uRe/Zy9fw0PtbceXaTfgZvbDu2WRk/XgJ4z7NQlE5bwRU16XoZgleXH0Qq/addjvuc39ojGe6NvboYrv0Q+aOPQVlT7JlBVoMmNIzDpP/eciji4nvZve6rTegrj+ch2lrDuJ8oWN9nd6nGZ79dH+Fd5OzX+mJrm9lVuklKP5mA/Kv3vBoPRWU3uQ5dfEqfiq49Sp4+8B9/eE8TPnnwWp7+2VF2/Z2P1SvU4Cjszzff7cb9N2Oyly8uapTrnjSo1hWedvAk+2j3ijJvXgVUYFmDOsQDb1OqbDnpSILH22F1PvCamz/ANVTP9wFFbdDbV/XH87DlNWHXPaqqb3C/maDQ35dmxF9W9R1OvfbU+tRcYmg2Ywvq7Wn1JPArypBjbvpPFnXD/7/+buyvW7VecOpdVQA9uZeuqN1vSbbO1cYLN5SK4PFHTt2oEOHDtrwV199FR999BGOHj3qNE2TJk0watQovPDCC9qw7du3IykpCXl5eQgLC3Oaprb3LKpcneR+uXYTrWZvuCPLsw8GXAVq5bH46HFweo9qP7BdbYO7+akAoLTBfTnjMM79cuuCtY7VGzPTmmoNbm1r5Mry5OZD2Ue67HkSKNovq7zg1NUFY3Xv5+ISwaBFO7A397JTnrvHuqZlHML5X25dtIT4GjCrX7NKB/xl68KlwusY+8l+ABU/MlZRD01VLrY9KaNaXz3ddxU9Iuhv8nII4NQAD3D9iJO6LQa0qgezj5dDHajo2CouEczb9B/8Y3sO8n91vOhUe6A86fnydNuqy3tn43cVjlvVZdQWlWnX1HEXb/sem46ed8jz5Cbf3VbVIMmTpwzuNa6Ciqoq276qx0v69hxcdnF8ugu4XZUp0GLA7LSm6N083KHs5R3fvZqGQa8oWHfIs55kT4Kpqp7vy7spXV5QV5NPGfyeMVi8pVYFi3frMdSy7rUK0Wb2Bpz/pWofXXXH1QW0/QX81es3y+19qenHLe+030KD67g/i7Ht+HmXH/lNaRJa6Z7Zstw9/jWm8929YKxML/Od3MeenuzXH87Dc5/ux683nZvluxVoeLrvylun8npc7tTjRuXtv/WH8zBlxT5cdtFsVjWQWX84Dy//97c4Z3cM1fHzQfMIG746cq7G635Nqg03+Tzhri5OezBee0Qv2NcHEODnwuv3bNvvCeebXEWY9a8ywZrZgOEdotEgxIJQqxHN6tnw1/VH7lj76uk06w/nYfp/H3Z4AqHsDV137dpjSQ3QNa5OjZ/bPbkpdq9fg9xr7rXY4E6qVcEiUPqCm9atW2P+/PnasPvuuw9paWluX3DzP//zP8jOztaGPfXUU8jKyronX3DjKXcBo5/RC14oxsVrrndr8wg/fPZ4xyoFA64esavpZ8qp6u70yedeuWC8Wzzd3sUlgh3/+Rmr9/2IwqJitIkOwIiO7t8ceSd4uu+q+w77naQu88zlX5F16hIAIDrIclv10t16sO7fO3gR7t69tG2q+kgyj0ty516MDe6UWhcsfvbZZxg2bBgWLlyIDh064IMPPsDixYvx7bffIioqCi+88AJOnz6NDz/8EEDppzOaNm2KJ554AmPGjMHOnTvx5JNPYvny5RgwYIBHy7xXK8TFX4ow5IMdOFdQhFCrNz59vCMCfb21RvOHC79gxf/+iF+uF6N+oAnvDE6o8ucsVPfSyYOIiIiIqLLu1djgTqh1wSIAzJ8/H2+88Qby8vLQtGlTvPPOO0hOTgYAjBw5EidPnkRmZqY2/pYtW/Dcc8/h22+/RXh4OCZPnownn3zS4+WxQhAREREREcDYwF6tDBbvNlYIIiIiIiICGBvY48PaRERERERE5ITBIhERERERETlhsEhEREREREROGCwSERERERGREwaLRERERERE5ITBIhERERERETlhsEhEREREREROGCwSERERERGREwaLRERERERE5ITBIhERERERETlhsEhEREREREROGCwSERERERGRE6+aLkBtICIAgCtXrtRwSYiIiIiIqCapMYEaI/yeMVgEUFBQAACIjIys4ZIQEREREVFtUFBQAJvNVtPFqFF8DBVAeHg4Tp06hcuXLyM/P7/G06lTp7SyZWdnO/3uati9lF+bysL82p1fm8rCfNYF5teO/NpUFubX7vzaVBbme55/6tSpGr8Wv3z5Mk6dOoXw8HD83rFnEYBOp0NERERNF8Mlq9Xq9LurYfdSfm0qC/Nrd35tKgvzWReYXzvya1NZmF+782tTWZjveb6fnx/8/PxQ037vPYoq9iwSERERERGREwaLRERERERE5ISPodZCPj4+mDp1KoDSrnj736dPn+407F7Kr01lYX7tzq9NZWE+6wLza0d+bSoL82t3fm0qC/Mrl+/j4wOqPRThO2GJiIiIiIioDD6GSkRERERERE4YLBIREREREZETBotERERERETk5J4NFpcsWQJ/f/+aLkaljRw5Ev369avStEVFRYiJicH27duRnJyMt956C4qiYMmSJVAUBR988AEURUFWVla1lvm35NChQ4iIiEBOTg5CQkKwceNGREREoLCwsFqX06VLF/zXf/2XR+Peq3W5suzrLwCcPHkSiqKgfv36TsOquw67W7ar5diPW1RUhOjoaG1cT8v397//Hd27d9f+rsxxP23aNDz++ONITk7GJ598og1XFAVz5851qq9qnbYfduzYMYSFhaGgoADArTq2adMmxMXFoaSkBMnJyRgwYABatmypzT8jI8OhLPb12H457ubvqkyuymdPndeFCxcQExODqVOnws/PD0ajEYqiIDg42O1yynPu3DkEBAQgNDS03Ont93eXLl0wevRoKIqCKVOmoG/fvk7r2rNnT+h0OixYsAAhISFYsWIFFEXB6tWrAQAzZszQtml55s2bh759+3q0LuXZtGkT6tSpgz59+mDt2rXQ6/U4e/astr5ms7lSyxk5ciT8/f21dW7Xrh1sNhusVqvbfe5qH9vX33nz5jnUrx07dkCn0+HYsWMASrep+kIL++09ceJEpKam3nb7OHDgQLz99tva3+7ag4yMDBgMBsTGxmrrqNPp8O677zrMz5M2omvXrk7b3dN9XlRUhAYNGsDf3x85OTku5+/v7w+TyYTMzEwtX1EUhIeHQ1EUpKSkVKo9rUwbCdza55cuXXKYbtq0aVr5/P39sX37dsTFxcHHx8dhfvv27YOXlxc2btyIQ4cOISwsrMpt/7Bhw/Daa69pf0dHR2PSpEkObVDdunUREhKC9u3bY8SIEfDz89O22aRJk7TfLRaL2/bKvv0ESo/1uLg4hIWFYe/evQgODtbWu2xbc+zYMXh7eyM0NBTbt2/XrtsURcHKlSsREBCAunXrIjg4GJ988gmCg4PRrFkzKIqCTz/9tNx94On1i7t2+/r16wgMDET79u0BlNYFPz8/dO7cGcCtuvDee+8hJiYGcXFxGDp0KAIDA2E0GuHn51fuOc6+bk2cOBEjR4502NfqceHq+LA/l86ZMwc6nQ5Go1FbZ/tje+DAgZg5cyZCQkJw+vRpj7ZJZZV3DNuXpbx9M3HiRIwbN86pXSpPZfe1u3JVmVTCa6+9JomJieLr6yshISGSlpYmR48elS1btkhcXJx4eXkJAFEURQCITqcTALJo0SKZNGmS+Pv7CwCX6YEHHpCHHnpIfH193Y7DxMTExMTExMTExMR0J5JOpxOTyaT97e3tXeE0ISEhLofbbDZZvXq1FkdlZmZK8+bNteUAkBYtWsjWrVsrjMH69+8vs2bNqkzYJiIiBw4ckMDAQMnPz6/0tKpK9Sxu2bIFY8eOxa5du7BhwwbcvHkT3bt3x4ULF1BUVISRI0cCALp27Yr69evDarUCKL0bsG/fPrRo0QLt2rXDxIkTYbVatXwAaNasGaKjo3H9+nUApa/SBQCr1QqDweC2TOrdSEVRPFoHne6e7UwlIiIiIqLboCgK9Hq99rfRaITJZAIAlJSU4Ndff4WiKHjwwQdRVFQERVEwZ84cp+n/+te/Ij09HUajEQBgMpmgKApeeOEFzJkzByUlJRg0aBB2796N7777Dr1790a9evWgKAri4+MBADdu3ECvXr3www8/OJWzqKhI+zlq1CgsWLAAxcXFlVrX5s2bIzo6Gh9//HHlNpK9KoeZInLu3DkBIFu2bNGGAZA1a9ZoeWrKzc2VESNGSFpamoiI7NmzxyH/m2++kfbt24terxcA0rZtWwEgf//737VxLBaLU9T+3HPPCQCtV7Ps70xMTExMTExMTExMTPdi8vLykv79+zsNN5vNsnr1avn8888FgBgMBgFKe0N9fHzE29tb2rdvLxEREaIoihiNRrFYLDJkyBApLCy8Mz2LZeXn5wMAAgMD3eap1Ge3MzMzERoaiv79+zvkL168GHq93iliDgwMRHh4OIDS6LssNVK+efOmNsz+dyIiIiIionuJ+tTkzZs3tf/51ul0aN68OQCguLgYDz/8MN544w0AgNlsBgAEBQWhbdu2CAoKwoEDB+Dl5QUAiImJwf33348NGzbg/fff97gcVQ4WRQR/+ctfkJSUhKZNm7rM69ixI4DSf3T38/NDr1698PHHH+OLL76AyWTSVgoA1qxZg2HDhsHb29tpXmrgWVRU5PQY6blz55zKpnYHExERERER1ST7+MX+EVh7alCnCgoKgk6ng6IoWl6jRo1w4MABWK1W+Pr6ori4GG3btgUA9OnTBwBQr149vPHGG8jLy0Pv3r1x8uRJiAgef/xxHDx4EAMHDsTmzZs9L3ul1tTOM888g4MHD2L58uVOeR988AEOHDgAX19fAMATTzwBABg8eDC6d++OWbNmwWq1olWrVto0L7/8ssP/MNrPS337j81mw/79+12Wx/5/FstubCIiIiIioqpyFae44uo9KqX/qVfK1ROZALQOM3X6Ro0aaYGlOk1oaKj2s7CwEHq9Xus4a9SoEQDg2rVrqFOnDgDgvvvu0/4f02q14tq1a/D393fZ2eZOlaKqZ599FmvXrsXWrVsRERHhlL9nzx4kJiZqr+9WexBv3LiBQYMGIScnB0uXLkXr1q21acaPHw8A2iuJ9+zZAwD4+uuvtXEGDBigdb2WZb8T3L0Qx9VjrkREREREROVRXzhTEUVRHOISoLRnUY1Byua5Yz+e2jNp/0kW9fMranBp31lmP0wNOAMCArR8Nd7yRKV6FkUEzzzzDFavXo1NmzahQYMGTnkAEBkZidOnT2Pjxo1avhooHj9+HBs3bkRGRgaCg4O1/M8++wxff/21tqJqBB0TE6ON06VLF4/KqUbQZbkKFN11BRMREREREQHQvthQEVexhX0gV1BQ4LL3sWyc8v3332vzUp+yVP++cuUKTCYTiouLERcXV255iouLERERAZvN5lH5y6pUsDh27FgsW7YMn3zyCaxWK86ePYuzZ8/i/PnzGDx4MJYsWQIAOHHiBPr164cVK1YAAPbv348uXbrg3//+NyZNmoShQ4fi9ddfd9jo2dnZGDduHCIjIwEAFy9eBACHD7S+8soreOqppyos55kzZzxeJ/Y0EhERERFRdXD1Qk77Xsnr16+7/Je5sj2XhYWF2qOpv/zyCwBg586dePzxx3H+/HmtB3P06NHllkf91GGVVeZTGXDzStfJkyfX+GtlPUmKotR4GZiYmJiYmJiYmJiYmOyTyWRy+HvmzJlis9lEURSxWq0ClH4WQ/1EhsViEYvFosVos2bNEgDStGlTycnJEQDy0ksvCQDZuXOnbN68WYDSuK1Fixaex3+VCRZrqw0bNkhAQIAMGjRIQkJCpEuXLmK1WmXw4MEycOBAGTBggEyePFnq168vFotFRo0aVe78rl+/Lv3795fY2FhZtmyZXLx4UUREFixYIGFhYRIdHS1+fn4yb948adSokaSlpTmNe+XKFfnoo4/Ez89PoqOjZcmSJfLQQw9JbGysLF68WBYvXiyBgYESHBwso0ePlvj4eDly5IhcvXpVHnzwQdHpdKLT6cRgMIhOpxO9Xq99P1KtTGazWQCIXq8Xo9EoDRs2FL1eL3q9XiwWixYcBwQEeFxR1WkURXEZXLdo0ULCw8MlNDRUvL29Bbj1XRc1GQwGMZvNEhsbq1Vug8EgFotFjhw5IleuXJHly5dLQECAdO3aVTp06KBN6+fn51QW9Xez2Swmk0kiIyO18qnjGI1Gj9etvKRuY0VRxGQyiU6nEwASHh4uMTExkpCQIF27dtXWHYDUr19fdDqdeHt7i5eXl7ZfLBaLBAQESEhIiPj6+sqiRYtcNgzq90PV8tWpU0d8fHw8vrmhjudumrLDFUWRNWvWSK9evbS6pK6nur/UBsl+f9hPr9PptHnqdDoJDQ2VpKQk8fHxqbCc6rLKzjsyMlLLc1UfmjZt6jCvkJAQh/1QNlksFqlTp47b+dnX28TERKdlAxCbzaZtQ3Vb1alTx+HYNBqN4uPj43J6++2h1i2z2SwPP/ywVp7Q0FBtPn379nW7Puo3aKuSyrYBZefl7e2t7dNt27ZJ69atHba1Wt7yUtnv4KptmKvv3t6pG3fq/vX19XXK0+l08uCDD0rjxo1l6NChTvkmk0leeeWVctuSqpRbr9dLnz59tLpU2Xl6eXlp7XrZsvn7+0tISIjLadSkDlPPDxEREdKmTZs7sg8URRFvb2+nedv/bV/3FEWRjh07avXPfhq1Ha3Mst1t/6quj8FgqPJ2KrvcwYMHe3xj3V27FhUVJQaDQZo0aVLuNridb03f7Zvqrta1ojK4O5Zcbf+qro/JZHK7/xVFEZvNVu75R60/7s6JkZGRHu0DnU7ncn0DAwOlX79+TtN4ur6NGjVyuS/U601X27LstZ798ubOnSsNGzZ0yl+1apX84Q9/EADSrl07iYiI0Lav/Xi+vr6yfft2sVqtYrFYpHHjxmK1WqVVq1Zu9++AAQMcrl3Uc47ZbBZvb2+pU6eOdh3TrVs3SUlJkVGjRmnrorarffr0ERGREydOyJQpU6RHjx4i4thB1rp1axk/frwMGTJEW2ZsbKyMHz9erl69KuvWrZPg4GABIGlpaTJ27FgBIOnp6Q7xRXp6ulgsFomPj5e5c+dKamqqiIgW2O3fv99lXFK/fn3t+szdOO7MmzdPW05V/SaCRRGRkydPyujRo11e3NpX6Hbt2smFCxcqnF9JSYksXbpUWrVq5XACjIuLk4EDB8obb7whgwcPlhUrVrgcV6/XS+fOnWXdunVanv1BB5Q26DqdTvz8/LRgA4DUq1dPhg8f7vaEUJtSWFiYRw23fWOkbptu3bpJWlqapKSkSFhYmFPj4UlDWlNJr9dLu3btJDAwsNzxzGazUyPeuHFjj9ehopNRdaTyAryqJlcnlYqSxWKRunXrCgDthFKd6W7UG1cBo6tyRERESGhoqISFhTlMU1vq9u22PVXZ/0wVJ4vFIkaj0eXHme/FFBsbK6mpqdoHpIHSNi8hIaHGy8Z0byX15rF6460y1yXVkSwWi/j7+9f4dqhtqexN/ZYtW2rbCyi92Q7cCt7U8YcMGSLTpk2TZs2auZ23wWAQLy8vSUlJqbBTZMOGDQ7BYuvWrR2uxw0Gg9hsNnnsscckNzdXRFwHi19++aXMnDlTG67eZE1ISJCkpCTx8vKStLQ0GT58uADOgV16erqYzWbZtWuXLFq0SI4ePSoiFQeL9erVk969e5c7jjv2y6mq30ywqCouLpa8vDw5c+aMjBkzRkJCQsRgMEiDBg1k5syZcuPGjUrPs6CgQHJzc6WwsPC2xrXPKzve1atXJTc3V86ePSvdunWTgIAAMZvN0qJFC5k3b5588803snPnTsnKypLs7Gz57rvvJC8vTwoLCyU3N1fy8/OloKBAsrOz5ejRo/LTTz/JsWPHZObMmVqPTdkLWZvNJp07d5bdu3dLQUGBHD9+XPbv3y87d+6UvXv3yq5duyQzM1OOHTsm2dnZsnfvXi0dPXrUYR07deokf/rTn+T48eOyd+9e+dvf/ib//ve/Zffu3TJ06FBJS0tzWucRI0ZowWK9evUkPj5eOnXqJAAkKSlJwsLCtLvmQUFBUr9+fTl9+rTk5ubKI488IkFBQfLUU09Ju3btZMyYMfL666+LXq+X+Ph4AUp7U3bv3i0ZGRkyfPhwiYqKkubNm0vHjh21/HPnzklBQYEkJCRI3759JSEhQYYPHy47duyQnJwc+frrrwWAbN++XQ4ePCgtWrRw6plWp2/VqpX4+vrKq6++Kr6+vtp6Llq0SKxWq8yfP1/0er2kpqa6DNAmTJggVqtVXn75ZfH19ZXk5GRJTU11CjZ1Op00bdpUWrduLWPGjJEHHnhAAMgf//hHefHFFwWAPPfcc1rw3apVK4mKipKePXtKSkqKPPbYY7J27Vo5dOiQtg6NGzcWg8EgCxcuFD8/P4d6lJiYKEOGDJGEhATR6/WSn58vu3fvll27dsnx48flxIkTcuDAAfniiy8kMzNTa8zs181sNsvixYvFarXKDz/8IADkiSeecOiRGz9+vMTGxoqiKJKamip6vd6hFzcsLEwGDBggb775pjRs2NDh7rnFYpEFCxZofw8aNEiOHj0qGRkZAkBr/PPz86VFixYycOBA6dixo7Rv317MZrPk5OTI3LlzxWq1avW0UaNG2gnN399fG1et+9OnT5e6deuKxWKRnj17ajdC7PeVOv26detk0KBBkpqaqtWLlJQUadeunURGRoper5fAwECtNyUwMFCSkpKkadOm2voPHjxYpk+fLgAkISFBOnToIDqdTp599lkxGo3y9ttva3d27Y/13bt3y88//yzZ2dkye/ZssVqtkpubq5W1a9eukpSUJAEBAeLt7S3e3t7SuHFjadmypfTp00f69+/vdOGlbnv75ajzM5lMUlJSIufOnZMTJ07IyZMn5fTp09qxDdy6q+7l5SVBQUFiNBplwIABsnLlSjlw4ID8+OOP2p3vrKwsSUxM1Opf48aN5dFHH3U6fkwmkzzyyCPy5z//WbvDq7YlRqNRxowZI/v27ZMvv/xS9u7dKxcvXpSUlBQZN26c9O/fXzp27ChHjhyROnXqaMdOWFiYWCwW+fOf/yzbtm2Tp556ShRFcTh+1d+jo6MFgPTr10/at2+v5UdFRUnfvn21ANxisThcpJjNZomIiBCTySQvvviixMbGClD66JDZbJapU6eKxWKRK1euSHp6uthsNu1np06dtMBKURRJTk6WCxcuyKlTp6SoqEiuX78up06dkosXL0pBQYGkpaVJ165d5aeffpLc3FxJSkrSLtbUpF7MtWzZUkwmkxiNRjEYDNo2MRgMWh2eOHGiNGrUyOkmR0hIiEydOlUee+wxrQ1X68q6desEgDz00EOSkpIiqampYjKZHG4WhoaGSlBQkDZs4cKFMmrUKAkKCtLOB2qbN3XqVIdlG41GadOmjcyZM0fMZrOsXLlSGjduLL169ZJt27ZJYmKiw1MKal2uW7euJCUlidVqlXr16slLL70kubm5Whuo9niodbZ79+6ydetWpxsr0dHRsmrVKq2diIqKktmzZ8uECRO0m4vqDWL7+mM0GmXYsGECQDIyMqRXr14SExMj4eHhYjQaxdfXV9atWycrVqyQw4cPyzvvvKO1FcnJydK1a1eH+dvfaFT3j6ub6V5eXuLr66v1xERERIivr6/06dNHAEjbtm21c+DQoUPFZrPJo48+Krt375YFCxY47JPevXvLM888Iz4+PjJ27FgxGo0yYcIEMZlMcuLECZkzZ45YrVZZsGCB2xv79vtx8ODBDvtKDcbUY9BgMEhKSooYDAYJDAzUesXGjx8vIqVPeE2fPl0sFoucOHFCCgsLJSkpSQwGg3ZDS70+BG71toWEhIjFYqmwZ1ndd4MGDZK0tDQREUlKSpLQ0FAZMWKEnDt3Tpo3b66N36RJE5k/f748/fTTEhoa6rBv7Ndv2LBhsnv3bmnfvr3TU0H2y7Y/ZtTHFHv06CHNmjXT9ov9U2mTJ0+W1NRUAaCd49Vz/qFDh2TTpk2Sk5Mj06ZN0+qGl5eXdh2t0+m0bTR9+nTp1q2b2Gw28fHxkbp167p8yqGgoMDhCZ+y9V59imXVqlVy+vRpee+998Rms8nSpUslJibG6VqpY8eOYrPZxGAwyPDhwyUoKEjGjx8vKSkp0q1bN/H19dXqll6vF51OJ//85z+1c64aLLZv315MJpN4eXlJz5495ccff5SbN286XNvZL1cNFu3z4uPjZfTo0ZKfny8ipYGgwWCQtLQ0GT9+vACug0WbzeYUH1QULEZFRWn7pbLBYnVQRDx8fysRERERERH9blTqbahERERERET0+8BgkYiIiIiIiJwwWCQiIiIiIiInDBaJiIiIiIjICYNFIiIiIiIicsJgkYiI6A7btGkT4uLiUFJScleWN3HiRIwbN+6uLIuIiH67GCwSEVGVjRw5EoqiQFEUGAwGNGzYEBMnTkRhYWFNF80jJ0+ehKIoyMrKuqPLmTRpEqZOnQqdrvS0u2TJEiiKgp49ezqMd/nyZSiKgszMzNteXnp6OnJycm5rPkRE9PvGYJGIiG5Lz549kZeXhxMnTmD27NmYP38+Jk6cWKV5iQhu3rxZzSW8O27cuOFy+I4dO3D8+HE8/PDDDsO9vLzw1VdfYfPmzdVeltDQUHTv3h0LFy6s9nkTEdHvB4NFIiK6LT4+PggLC0NkZCSGDh2KRx55BBkZGQCAZcuWITExEVarFWFhYRg6dCjOnTunTZuZmQlFUfDll18iMTERPj4+2LZtm9My1B7AFStWoHPnzjCZTGjTpg2+++47fPPNN0hMTISvry969uyJ8+fPa9OVlJTglVdeQUREBHx8fNCyZUusX79ey2/QoAEAICEhAYqioEuXLh5NZ1+eLl26wGg0YtmyZS63z6efforu3bvDaDQ6DLdYLBg1ahSmTJnidttWdb0BoG/fvli+fLnbeRMREVWEwSIREVUrk8mk9bIVFRVh1qxZOHDgADIyMpCTk4ORI0c6TTNp0iTMmTMHR44cQfPmzd3Oe/r06XjppZewb98+eHl54U9/+hMmTZqEuXPnYtu2bfj+++/x8ssva+PPnTsXb731Ft58800cPHgQPXr0QN++fXH8+HEAwJ49ewAAGzduRF5eHlavXu3RdKrJkydj3LhxOHLkCHr06OGyzFu3bkViYqLLvBkzZuDQoUNYtWqV23WuynoDQNu2bXHq1Cnk5uaWO28iIiK3hIiIqIpGjBghaWlp2t+7d++WoKAgGTRokMvx9+zZIwCkoKBAREQ2b94sACQjI6Pc5eTk5AgA+dvf/qYNW758uQCQr776Shs2Z84ciY2N1f4ODw+XV1991WFebdq0kaefftphvvv373cYx9Pp3n333XLLLSJis9nkww8/dBiWnp4uNptNRESmTJkiTZo0kRs3bsilS5cEgGzevPm21ltEJD8/XwBIZmZmhWUkIiJyhT2LRER0W9atWwdfX18YjUZ06NABycnJeP/99wEA+/fvR1paGqKiomC1WrXHPH/44QeHebjreSvLvtexTp06AIBmzZo5DFMfc71y5QrOnDmDTp06OcyjU6dOOHLkiNtlVGY6T8r966+/Oj2Cam/y5Mk4f/48/vGPf7gdpzLrrTKZTACAq1evVlhGIiIiVxgsEhHRbXnggQeQlZWFY8eO4dq1a1i9ejVCQ0NRWFiI7t27w9fXF8uWLcM333yDNWvWACh9PNWexWLxaFkGg0H7XVEUl8PKfp5CHU8lIk7DXPFkOk/KHRwcjEuXLrnN9/f3xwsvvICZM2e6Deyqst4XL14EAISEhFRYRiIiIlcYLBIR0W2xWCyIiYlBVFSUQwBz9OhR/Pzzz3j99dfRuXNnxMXFOfV+3Ul+fn4IDw/H119/7TB8x44diI+PBwB4e3sDAIqLiys1XWUkJCQgOzu73HGeffZZ6HQ6zJ07t9Lzd+fw4cMwGAy4//77q22eRET0++JV0wUgIqLfpvr168Pb2xvvv/8+nnzySRw+fBizZs26q2V4/vnnMX36dDRq1AgtW7ZEeno6srKy8PHHHwMo/cSEyWTC+vXrERERAaPRCJvNVuF0ldGjRw8sXbq03HGMRiNmzpyJsWPHVmk9Xdm2bZv2BlUiIqKqYM8iERHdESEhIViyZAlWrlyJ++67D6+//jrefPPNu1qGcePGYcKECZgwYQKaNWuG9evXY+3atWjcuDGA0m8dvvfee1i0aBHCw8ORlpbm0XSV8eijjyI7OxvHjh0rd7wRI0agYcOGlV9JN5YvX44xY8ZU2/yIiOj3RxERqelCEBER/ZZNmjQJ+fn5WLRo0V1Z3r/+9S88//zzOHjwILy8+BARERFVDXsWiYiI7rCpU6ciKirK4X8j76TCwkKkp6czUCQiotvCnkUiIiIiIiJywp5FIiIiIiIicsJgkYiIiIiIiJwwWCQiIiIiIiInDBaJiIiIiIjICYNFIiIiIiIicsJgkYiIiIiIiJwwWCQiIiIiIiInDBaJiIiIiIjICYNFIiIiIiIicvJ/DSYeKN31ObgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Eliminando columnas que no aportan información al modelo\n",
    "df = df.drop(['name', 'seller_type', 'transmission', 'owner'], axis=1)\n",
    "\n",
    "# Codificando variables categóricas\n",
    "df = pd.get_dummies(df, columns=['fuel'])\n",
    "\n",
    "# Convirtiendo los valores de las columnas 'engine', 'mileage', 'max_power' y 'torque' a str\n",
    "df['engine'] = df['engine'].astype(str)\n",
    "df['mileage'] = df['mileage'].astype(str)\n",
    "df['max_power'] = df['max_power'].astype(str)\n",
    "df['torque'] = df['torque'].astype(str)\n",
    "\n",
    "\n",
    "# Gráficos de dispersión\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df['year'], df['selling_price'])\n",
    "plt.xlabel('Año')\n",
    "plt.ylabel('Precio de venta')\n",
    "plt.title('Relación entre año y precio de venta')\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df['km_driven'], df['selling_price'])\n",
    "plt.xlabel('Kilómetros recorridos')\n",
    "plt.ylabel('Precio de venta')\n",
    "plt.title('Relación entre kilómetros recorridos y precio de venta')\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df['mileage'], df['selling_price'])\n",
    "plt.xlabel('Consumo de combustible (km/l)')\n",
    "plt.ylabel('Precio de venta')\n",
    "plt.title('Relación entre consumo de combustible y precio de venta')\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df['engine'], df['selling_price'])\n",
    "plt.xlabel('Cilindrada (cc)')\n",
    "plt.ylabel('Precio de venta')\n",
    "plt.title('Relación entre cilindrada y precio de venta')\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df['max_power'], df['selling_price'])\n",
    "plt.xlabel('Potencia máxima (bhp)')\n",
    "plt.ylabel('Precio de venta')\n",
    "plt.title('Relación entre potencia máxima y precio de venta')\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df['torque'], df['selling_price'])\n",
    "plt.xlabel('Par motor (Nm)')\n",
    "plt.ylabel('Precio de venta')\n",
    "plt.title('Relación entre par motor y precio de venta')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "803f5463-d1d0-4e91-adc3-518c3451402f",
   "metadata": {},
   "source": [
    "## 3.Seleccionar las características más relevantes para entrenar el modelo utilizando selección de características"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd114630-7ef6-4891-bdf8-ea0c078d17b5",
   "metadata": {},
   "source": [
    "1. Año: El año del vehículo puede tener un impacto en su precio de venta. Los vehículos más nuevos generalmente tienen un precio de venta más alto que los vehículos más antiguos.\n",
    "2. Kilómetros recorridos: El número de kilómetros recorridos por un vehículo puede afectar su precio de venta. Los vehículos con menos kilómetros recorridos generalmente tienen un precio de venta más alto que los vehículos con más kilómetros recorridos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "f4289b12-bc87-40af-956d-9863a7d2a7fe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      year  km_driven\n",
      "0     2014     145500\n",
      "1     2014     120000\n",
      "2     2006     140000\n",
      "3     2010     127000\n",
      "4     2007     120000\n",
      "...    ...        ...\n",
      "8123  2013     110000\n",
      "8124  2007     119000\n",
      "8125  2009     120000\n",
      "8126  2013      25000\n",
      "8127  2013      25000\n",
      "\n",
      "[8128 rows x 2 columns]\n"
     ]
    }
   ],
   "source": [
    "# Selecciona las columnas \"year\" y \"km_driven\"\n",
    "anos_y_kilometros = df[['year', 'km_driven']]\n",
    "\n",
    "# Muestra los datos seleccionados\n",
    "print(anos_y_kilometros)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "45b96494-535e-4b80-8912-c20bc15cb0c2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlación entre año y precio de venta: 0.41409186055715064\n"
     ]
    }
   ],
   "source": [
    "# Calcule el coeficiente de correlación entre 'año' y 'precio_de_venta'\n",
    "correlation = df['year'].corr(df['selling_price'])\n",
    "#Imprimir el coeficiente de correlación\n",
    "print('Correlación entre año y precio de venta:', correlation)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "210f9cf8-dbd1-4d73-a7d6-ef1e9735d3ed",
   "metadata": {},
   "source": [
    " lo que indica una correlación positiva moderada entre las dos variables. Esto significa que a medida que aumenta el año, el precio de venta también tiende a aumentar, y esta relación es estadísticamente significativa."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "fcfcda39-75c3-45b6-a7ca-4c2fb798f846",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlación entre kilómetros recorridos y precio de venta: -0.22553375557218916\n"
     ]
    }
   ],
   "source": [
    "# Calcular el coeficiente de correlación entre 'kilometros_recorridos' y 'precio_venta'\n",
    "correlation = df['km_driven'].corr(df['selling_price'])\n",
    "\n",
    "# Imprimir el coeficiente de correlación\n",
    "print('Correlación entre kilómetros recorridos y precio de venta:', correlation)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09926868-a60c-4eb1-9dae-3b05008f343b",
   "metadata": {},
   "source": [
    "La cotización entre las variables \"kilómetros recorridos\" y \"precio de venta\" es de -0.22553375557218916. Esto significa que hay una compensación negativa entre las dos variables, lo que quiere decir que a medida que aumentan los kilómetros recorridos por un vehículo, su precio de venta tiende a disminuir,"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f2eeaa8-b9a0-490d-a6b3-1dd9c1bb2f33",
   "metadata": {},
   "source": [
    "## 4. Dividir el dataset en Train y Test para evaluar correctamente el modelo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "c63a4faa-1574-405c-b77f-12b9f52ce17a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train dataset:\n",
      "      year  km_driven\n",
      "6518  2019       2560\n",
      "6144  2013      80000\n",
      "6381  2011     150000\n",
      "438   2013     120000\n",
      "5939  2017      25000\n",
      "6518    520000\n",
      "6144    300000\n",
      "6381    380000\n",
      "438     530000\n",
      "5939    335000\n",
      "Name: selling_price, dtype: int64\n",
      "\n",
      "Test dataset:\n",
      "      year  km_driven\n",
      "1971  2004     110000\n",
      "4664  2014     291977\n",
      "5448  2016      70000\n",
      "3333  2006     120000\n",
      "2316  2013      69000\n",
      "1971    198000\n",
      "4664    500000\n",
      "5448    425000\n",
      "3333    150000\n",
      "2316    525000\n",
      "Name: selling_price, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Seleccionar las columnas de interés\n",
    "X = df[['year', 'km_driven']]\n",
    "y = df['selling_price']\n",
    "\n",
    "# Dividir el dataset en train y test\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Mostrar las primeras filas de cada conjunto\n",
    "print(\"Train dataset:\")\n",
    "print(X_train.head())\n",
    "print(y_train.head())\n",
    "\n",
    "print(\"\\nTest dataset:\")\n",
    "print(X_test.head())\n",
    "print(y_test.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fce08708-a1af-4f29-8aa1-8e2e7a13f55e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "ba571527-fe3d-49e1-a8f1-e3bdc06a95a0",
   "metadata": {},
   "source": [
    "## 5. Entrenar el modelo configurando los diferentes hiperparámetros\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "fc6b8384-5e85-44ed-8c59-a1f4b22ff204",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1971     198000\n",
      "4664     500000\n",
      "5448     425000\n",
      "3333     150000\n",
      "2316     525000\n",
      "         ...   \n",
      "1149    5500000\n",
      "5002     370000\n",
      "6008     374000\n",
      "2283     575000\n",
      "5428     140000\n",
      "Name: selling_price, Length: 1626, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Construir el modelo de regresión lineal \n",
    "# Crear el modelo de regresión lineal\n",
    "model = LinearRegression()\n",
    "\n",
    "# Entrenar el modelo con los datos de entrenamiento\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "print (y_test)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "37f13d1e-0a14-4034-ad61-2285e28f1458",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coeficiente de determinación (R^2): 0.17643506865201175\n"
     ]
    }
   ],
   "source": [
    "predicciones = model.predict(X_test)\n",
    "r2 = model.score(X_test, y_test)\n",
    "print(\"Coeficiente de determinación (R^2):\", r2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb6f8c75-5dbd-4089-a06a-d2a019765e53",
   "metadata": {},
   "source": [
    "## 6. Evaluar el desempeño del modelo en el conjunto de Test con métricas como precisión, recall, F1-score, etc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "d3d26e08-0823-42da-b09b-2b61b9b88868",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error cuadrático medio (MSE): 539833998161.5467\n",
      "Error absoluto medio (MAE): 391277.65614737896\n",
      "Coeficiente de determinación (R^2): 0.17643506865201175\n"
     ]
    }
   ],
   "source": [
    "# Realizar predicciones en el conjunto de prueba\n",
    "y_pred = model.predict(X_test)\n",
    "\n",
    "# Calcular el error cuadrático medio (MSE)\n",
    "mse = mean_squared_error(y_test, y_pred)\n",
    "print(\"Error cuadrático medio (MSE):\", mse)\n",
    "\n",
    "# Calcular el error absoluto medio (MAE)\n",
    "mae = mean_absolute_error(y_test, y_pred)\n",
    "print(\"Error absoluto medio (MAE):\", mae)\n",
    "\n",
    "# Calcular el coeficiente de determinación (R^2)\n",
    "r2 = r2_score(y_test, y_pred)\n",
    "print(\"Coeficiente de determinación (R^2):\", r2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2999c04a-7b45-4c24-b792-c4ef9c9d80bc",
   "metadata": {},
   "source": [
    "## 7. Realizar las diferentes gráficas que permitan visualizar los resultados del modelo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "4ea5c894-4544-4717-a6a5-dbe8c102e6bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Gráfica de dispersión entre el año y el precio de venta')"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gráfica de dispersión entre el año y el precio de venta\n",
    "plt.scatter(df['year'], df['selling_price'])\n",
    "plt.xlabel('Año')\n",
    "plt.ylabel('Precio de venta')\n",
    "plt.title('Gráfica de dispersión entre el año y el precio de venta')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "9e359d45-6953-4066-9714-07f400725b4f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Gráfica de dispersión entre los kilómetros recorridos y el precio de venta')"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Gráfica de dispersión entre los kilómetros recorridos y el precio de venta\n",
    "plt.scatter(df['km_driven'], df['selling_price'])\n",
    "plt.xlabel('Kilómetros recorridos')\n",
    "plt.ylabel('Precio de venta')\n",
    "plt.title('Gráfica de dispersión entre los kilómetros recorridos y el precio de venta')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "dbed4b7d-65dc-4781-9222-04cae9b131ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Gráfica de residuos')"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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n1OeTEBERkbTdvHmzzIeiAlYeVFxdXQE8+UF1WYKciIiILC8jIwO+vr7qz/GyWHVQKRzucXNzY1AhIiKyMrpM2+BkWiIiIpIsBhUiIiKSLAYVIiIikiwGFSIiIpIsBhUiIiKSLAYVIiIikiwGFSIiIpIsBhUiIiKSLAYVIiIikiyrXpmWiIiITEOpEjiemIbUzBx4uSrQLsADNnLzPwCYQYWIiIg0xF5IxoIdCUhOz1Fv83FXIKpPEHoG+5i1Fg79EBERkVrshWS8svG0RkgBgJT0HLyy8TRiLySbtR4GFSIiIgLwZLhnwY4ECC3fK9y2YEcClCptLUyDQYWIiIgAAMcT00r0pBQlACSn5+B4YprZamJQISIiIgBAambpIcWQdsbAoEJEREQAAC9XhVHbGQODChEREQEA2gV4wMddgdJuQpbhyd0/7QI8zFYTgwoREREBAGzkMkT1CQKAEmGl8HVUnyCzrqfCoEJERERqPYN9sGJEa3i7aw7veLsrsGJEa7Ovo8IF34iIiEhDz2Af9Ajy5sq0REREJE02chnC6ntaugwO/RAREZF0MagQERGRZDGoEBERkWQxqBAREZFkMagQERGRZDGoEBERkWQxqBAREZFkMagQERGRZDGoEBERkWQxqBAREZFkMagQERGRZDGoEBERkWQxqBAREZFkMagQERGRZDGoEBERkWQxqBAREZFkMagQERGRZDGoEBERkWQxqBAREZFkMagQERGRZDGoEBERkWQxqBAREZFkMagQERGRZDGoEBERkWQxqBAREZFkWTSoFBQUYO7cuQgICICjoyMCAwPx3nvvQaVSWbIsIiIikghbS558yZIlWLlyJTZs2IBmzZrh5MmTGDt2LNzd3TFt2jRLlkZEREQSYNGgcuzYMfTr1w+RkZEAAH9/f2zZsgUnT560ZFlEREQkERYd+uncuTP27NmDK1euAADOnj2Lw4cPo3fv3lrb5+bmIiMjQ+OLiIiIKi+L9qi88847SE9PR5MmTWBjYwOlUokPPvgAL730ktb2ixcvxoIFC8xcJREREVmKRXtUtm7dio0bN2Lz5s04ffo0NmzYgI8//hgbNmzQ2n727NlIT09Xf928edPMFRMREZE5yYQQwlIn9/X1xaxZszBlyhT1toULF2Ljxo24fPlyuftnZGTA3d0d6enpcHNzM2WpREREZCT6fH5btEclOzsbcrlmCTY2Nrw9mYiIiABYeI5Knz598MEHH6BevXpo1qwZ4uPj8cknn+Dll1+2ZFlEREQkERYd+snMzMS8efOwfft2pKamonbt2njppZfw7rvvwt7evtz9OfRDRERkffT5/LZoUKkoBhUiIiLrYzVzVIiIiIjKwqBCREREksWgQkRERJLFoEJERESSxaBCREREksWgQkRERJLFoEJERESSxaBCREREksWgQkRERJLFoEJERESSxaBCREREksWgQkRERJLFoEJERESSxaBCREREksWgQkRERJLFoEJERESSxaBCREREksWgQkRERJLFoEJERESSxaBCREREksWgQkRERJLFoEJERESSxaBCREREksWgQkRERJLFoEJERESSxaBCREREksWgQkRERJLFoEJERESSxaBCREREksWgQkRERJLFoEJERESSxaBCREREksWgQkRERJLFoEJERESSxaBCREREksWgQkRERJLFoEJERESSxaBCREREksWgQkRERJLFoEJERESSxaBCREREksWgQkRERJLFoEJERESSxaBCREREksWgQkRERJLFoEJERESSxaBCREREksWgQkRERJLFoEJERESSxaBCREREksWgQkRERJLFoEJERESSxaBCREREksWgQkRERJLFoEJERESSZWvpAoiISLqUKoHjiWlIzcyBl6sC7QI8YCOXWbosqkIsHlRu376Nd955B7/99hseP36MRo0aYc2aNWjTpo2lSyMiqtJiLyRjwY4EJKfnqLf5uCsQ1ScIPYN9LFgZVSUWHfr5559/0KlTJ9jZ2eG3335DQkICli5dimrVqlmyLCKiKi/2QjJe2XhaI6QAQEp6Dl7ZeBqxF5ItVBlVNRbtUVmyZAl8fX2xbt069TZ/f3/LFURERFCqBBbsSIDQ8j0BQAZgwY4E9Ajy5jAQmZxFe1Sio6MRGhqKQYMGwcvLCyEhIVi9erUlSyIiqvKOJ6aV6EkpSgBITs/B8cQ08xVFVZZFg8q1a9ewYsUKNGzYELt27cLkyZPx+uuv45tvvtHaPjc3FxkZGRpfRERkXKmZpYcUQ9oRVYRFh35UKhVCQ0OxaNEiAEBISAguXryIFStWYNSoUSXaL168GAsWLDB3mUREVYqXq8Ko7YgqwqI9Kj4+PggKCtLY1rRpU9y4cUNr+9mzZyM9PV39dfPmTXOUSURUpbQL8ICPuwKlzT6R4cndP+0CPMxZFlVRFg0qnTp1wn//+1+NbVeuXIGfn5/W9g4ODnBzc9P4IiIi47KRyxDV58kvkcXDSuHrqD5BnEhLZmHRoDJjxgz88ccfWLRoEf7++29s3rwZX331FaZMmWLJsoiIqryewT5YMaI1vN01h3e83RVYMaI111Ehs5EJIbTdgWY2O3fuxOzZs/HXX38hICAAM2fOxIQJE3TaNyMjA+7u7khPT2fvChGRCXBlWjIFfT6/LR5UKoJBhYiIyPro8/nNhxISERGRZDGoEBERkWQxqBAREZFkMagQERGRZDGoEBERkWQxqBAREZFkMagQERGRZFn0oYRERFQ+LrpGVRmDChGRhMVeSMaCHQlITs9Rb/NxVyCqTxCXsacqgUM/REQSFXshGa9sPK0RUgAgJT0Hr2w8jdgLyRaqjMh8GFSIiCRIqRJYsCMB2p5xUrhtwY4EKFVW+xQUIp0wqBARSdDxxLQSPSlFCQDJ6Tk4nphmvqKILIBBhYhIglIzSw8phrQjslYMKkREEuTlqjBqOyJrxaBCRCRB7QI84OOuQGk3Icvw5O6fdgEe5iyLyOwYVIiIJMhGLkNUnyAAKBFWCl9H9QnieipU6TGoEBFJVM9gH6wY0Rre7prDO97uCqwY0ZrrqFCVwAXfiIgkrGewD3oEeXNlWqqyGFSIiMzIkOXwbeQyhNX3NFOFRNLCoEJEZASP85RYFJOApAfZ8Pd0wr97B8HR3kajDZfDJ9KfTAhhtcsaZmRkwN3dHenp6XBzc7N0OURURU345gTiElJLbO8R5IXVo9oC+N9y+MXfcAv7UjjnhKoSfT6/OZmWiKgCSgspABCXkIoJ35zgcvhEFcCgQkRkoMd5ylJDSqG4hFQcvnKPy+ETGYhBhYjIQItiEnRq99Whazq143L4RCVxMi0RkY6K37GTeD9Lp/0ycvJ1asfl8IlKYlAhItKBtjt2FDa6rWUS7O2G+4/ykJKeo3WeigxPFnHjcvhEJXHoh4ioHIV37BSfZ5Kj1G3yq5CDy+ETGYhBhYioDGXdsaOr2w9zuBw+kYE49ENEVIbjiWll3rGjC39PJwBcDp/IEAwqRERlMMadOP/uHaT+fy6HT6Qfowz9KJVKnDlzBv/8848xDkdEJBlxCXcrtH+PIK8SS+kTke4MCirTp0/HmjVrADwJKV27dkXr1q3h6+uL/fv3G7M+IiKLyStQIeZ8ssH7F11Cn4gMY1BQ+fHHH9GyZUsAwI4dO5CYmIjLly9j+vTpmDNnjlELJCKylG+PJcGQVe17NPXCpfd6MqQQGYFBQeX+/fvw9vYGAMTExGDQoEFo1KgRxo0bh/Pnzxu1QCIiS7melm3Qfi+0rM3hHiIjMSio1KpVCwkJCVAqlYiNjUX37t0BANnZ2bCx4T9OIqocrtzNNGg/rjBLZDwG3fUzduxYDB48GD4+PpDJZOjRowcA4M8//0STJk2MWiARkSXkFajw5zX9HhLIFWaJjM+goDJ//nwEBwfj5s2bGDRoEBwcHAAANjY2mDVrllELJCKyhG+PJem1yBtXmCUyDYPXURk4cGCJbaNHj65QMUREUqHv/BRvdwWi+gRxhVkiIzM4qBw4cAAff/wxLl26BJlMhqZNm+Ktt95CeHi4MesjIjKa4k8/LmtVWD8PJ52O2b9VbQxpW48rzBKZiEFBZePGjRg7diwGDBiA119/HUIIHD16FM899xzWr1+PYcOGGbtOIqIKib2QjPnRCUjJ+N9Ks95uCszvq70XZGSYPz6IuVTm7clyGfDRwJawt+Vj04hMRSaE0HuVgKZNm2LixImYMWOGxvZPPvkEq1evxqVLl4xWYFkyMjLg7u6O9PR0uLm5meWcRGR9Yi8kY/LG06V+f2UpDwVcHJOAVQcTS91vUpcAzC6yPD4R6Uafz2+Dfg24du0a+vTpU2J73759kZhY+j9qIiJzU6oEZm0re32n2dvOQ6ml62R27yBM6hKA4iM6chlDCpG5GDT04+vriz179qBBgwYa2/fs2QNfX1+jFEZEZAx/XHuAh9n5Zbb5Jzsff1x7gE4NapT43uzeQXgjogm+PZaE62nZ8PNwwsgwfw73EJmJQUHljTfewOuvv44zZ86gY8eOkMlkOHz4MNavX4/PPvvM2DUSERns2NUHOrfTFlQAwN5WjnHhgcYsi4h0ZFBQeeWVV+Dt7Y2lS5fi+++/B/Bk3srWrVvRr18/oxZIRFQxuk7DM+ChPkRkcgbfnvziiy/ixRdfNGYtRERGl5OXZ9R2RGReHGQlokor+o8b+PrITZ3a6tqOiMzLoB4VuVwOmaz0hY2USqXBBRERGYP/rF8tXQIRGYFBQWX79u0ar/Pz8xEfH48NGzZgwYIFRimMiMhQDClElYdBQUXbhNmBAweiWbNm2Lp1K8aNG1fhwoiIDBH9xw2D9lvWL9jIlRCRMRh1jkr79u3x+++/G/OQRER6ef3nshd3K03/MD8jV0JExmC0oPL48WMsX74cdevWNdYhiYjMIunDSEuXQESlMGjop3r16hqTaYUQyMzMhJOTEzZu3Gi04oiISvMopwAztsbjxj+PUa+6Iz4dEgIXhX5vacv6BbMnhUjiDHoo4fr16zWCilwuR82aNdG+fXtUr17dqAWWhQ8lJKqa+v7nEM7dyiixvUVdN4wP9dNp+Ofz/s3Rt0M9U5RHROXQ5/PboB6VMWPGGLIbEVGFfH/4Gt7eWfrT2c/dysDXuK7TsRhSiKyDzkHl3LlzOh+0RYsWBhVDRFQaXW85PncrAxfmP4/g+btKbcM5KUTWQ+eg0qpVK8hkMhSOFHHBNyIyF33XRZmxNR5JH0Yi+o8bGsNAHO4hsj463/WTmJiIa9euITExEdu2bUNAQAC+/PJLxMfHIz4+Hl9++SXq16+Pn376yaBCFi9eDJlMhunTpxu0PxFVTt8fvqb3Pjf+eQzgyfBO0oeR6i+GFCLro3OPip/f/2bGDxo0CJ9//jl69+6t3taiRQv4+vpi3rx56N+/v15FnDhxAl999RWHjIiohLLmpJSmXnVHE1RCRJZg0Doq58+fR0BAQIntAQEBSEhI0OtYjx49wvDhw7F69Wqz3jFERJXXp0NCLF0CERmJQUGladOmWLhwIXJyctTbcnNzsXDhQjRt2lSvY02ZMgWRkZHo3r17uW1zc3ORkZGh8UVEVFSLum56r6dCRNJl0L/mlStXok+fPvD19UXLli0BAGfPnoVMJsPOnTt1Ps53332H06dP48SJEzq1X7x4MR96SFTFfPRCU52Hf1rUdUP01HATV0RE5mTQgm8AkJ2djY0bN+Ly5csQQiAoKAjDhg2Ds7OzTvvfvHkToaGh2L17tzrsdOvWDa1atcKyZcu07pObm4vc3Fz164yMDPj6+nLBN6JKTpe7fi7Mf549KURWQp8F3wwOKhX1888/48UXX4SNjY16m1KphEwmg1wuR25ursb3tOHKtERVR1lhheuiEFkXk6xMGx0djV69esHOzg7R0dFltu3bt2+5x3vuuedw/rzmMtdjx45FkyZN8M4775QbUoioakn6MLLEyrQfvdAUgzsHWrAqIjI1nXtU5HI5UlJS4OXlBbm89Dm4MpnM4AXfyhv6KY49KkRERNbHJD0qKpVK6/8TERERmYrRZp49fPgQ1apVq9Ax9u/fb5RaiIiIqHIwaB2VJUuWYOvWrerXgwYNgoeHB+rUqYOzZ88arTgiIiKq2gwKKqtWrYKvry8AIC4uDr///jtiY2PRq1cvvPXWW0YtkIiIiKoug4Z+kpOT1UFl586dGDx4MCIiIuDv74/27dsbtUAisg55BSp8eywJ19Oy4efhhJFh/rC3Neh3ISIiNYOCSvXq1XHz5k34+voiNjYWCxcuBAAIIQy+44eIrNfimASsPpQIVZF7CD+IuYQJ4QGY3TvIcoURkdUzKKgMGDAAw4YNQ8OGDfHgwQP06tULAHDmzBk0aNDAqAUSkbQtjknAqoOJJbarBNTbGVaIyFAG9ct++umnmDp1KoKCghAXFwcXFxcAT4aEXn31VaMWSETSlVegwupDJUNKUasPJSKvgEsaEJFhLLaEvjFwwTciy1pz6Bre/7X8BwbOi2yKceFcQZaIntDn89vgmW7ffvstOnfujNq1a+P69esAgGXLluGXX34x9JBEZGWup2UbtR0RUXEGBZUVK1Zg5syZ6NWrFx4+fKieQFutWjWdl78nIuv2KKcAf1y9r1NbPw8nE1dDRJWVQUFl+fLlWL16NebMmaPx8MDQ0NASDxokosqn738OIXj+LlxJzSq3rVwGjAzzN31RRFQpGRRUEhMTERISUmK7g4MDsrLKf+MiIuvV9z+HcO5Whs7tJ4QHcD0VIjKYQe8eAQEBOHPmTIntv/32G5o2bVrRmohIoh7lFOgcUuQyYFIXrqNCRBVj0Doqb731FqZMmYKcnBwIIXD8+HFs2bIFixYtwpo1a4xdIxEZiVIlcDwxDamZOfByVaBdgAds5DKd95+xNV6ndo28nLHz9S7sSSGiCjMoqIwdOxYFBQV4++23kZ2djWHDhqFOnTpYvnw5wsPDjV0jERlB7IVkLNiRgOT0HPU2H3cFovoEoWewj07HuPHPY53ayeRyhhQiMgqD30kmTJiA69evIzU1FSkpKTh+/Dji4+O5Mi2RBMVeSMYrG09rhBQASEnPwSsbTyP2QrJOx6lX3dGo7YiIyqNXUHn48CGGDx+OmjVronbt2vj888/h4eGBL774Ag0aNMAff/yBtWvXmqpWIjKAUiWwYEcCtK3sWLhtwY4EKFXlr/346ZCSk+gr0o6IqDx6Df38+9//xsGDBzF69GjExsZixowZiI2NRU5ODmJiYtC1a1dT1UlET+n7lOLjiWklelKKEgCS03NwPDENYfU9yzy3i8IWLeq6lTmhtkVdN7goDBpVJiIqQa93k19//RXr1q1D9+7d8eqrr6JBgwZo1KgRF3kjMhNDnlKcmll6SDGkXfTU8FJvUW5R1w3RUzlPjYiMR6+gcufOHQQFPXkzDAwMhEKhwPjx401SGBFpMvQpxV6uCp2O/+7PF9CvVR2d2kZPDcejnALM2BqPG/88Rr3qjvh0SAh7UojI6PR6V1GpVLCzs1O/trGxgbOzs9GLIiJNuj6l+I2IJiWGgdoFeKCmix3uPcovc//0nAKkPcqDh4u9TjW5KGyxenRbndoSERlKr6AihMCYMWPg4OAAAMjJycHkyZNLhJVt27YZr0IiwrfHklDeXFeVeNKu+FOKbeQy2Mp1mzc/9Kuj2D2zm4FVEhEZn15BZfTo0RqvR4wYYdRiiOiJ4guzJT3Q7dEUpT2l+HG+Sqf9UzPzdK6RiMgc9Aoq69atM1UdRPSUtoXZXHWc+1H0KcVpj/IweOUR3ErPQa6OQcXLVbdhHyIic+HMNyIJKVyYrfgoT2ZOQbn7Fn1KcduFcbj3SP/eke8mdtR7HyIiU+Ia10QSUdbCbLoofEqxoSGlpou9zhNpiYjMhT0qRBJR3sJshWQyQBRJM3IZ1Ouo3MvINTiknJjbQ+/9iIhMjUGFSCJ0XXDt44Et8TA7r8TKtLEXkjFl02mdz6ewk6NedUd8N7Eje1KISLIYVIgkQKkSuJ+Zq1Pb2tUc8a82dTW2lTa3pSyDQ33xXr9gPfYgIjI/BhUiC9N2l482MgDe7gq0C/DQ2G7o3JaidwgREUkVgwqRBenaEyJ7+t+oPkGwkT95Vfhwwj8TH+g0t6WooncIERFJGYMKkYXo0xPi7a5AVJ8g9Az2AaD94YT6KLxDiIhI6hhUiCxE17t85kU2xZhOAeqelNIeTqirSV1Kf9IyEZHUMKgQWYiud/nUcHXQGO4p7+GE2sgATH+uIV55pgF7UojIqjCoEFmIl6tC73a6PJywqMK5LStGtFYPGxERWRP+akVkIe0CPODjXnZY8Sl2l8++83/rdQ5vdwVDChFZNfaoEFmIjVyGvi19ypxv0relj3rYBwAO38jX+fhbJnRAuwAPjf2JiKwNe1SITECpEjh29QF+OXMbx64+gFLLeI1SJRB9NrnM40SfTda6ry7C6nsypBCR1WOPCpGRaVvAzafY7cWAbnf9JKfn4HhiGsLqe5qsXiIiKWOPCpERFS7gVjyApKTn4JWNpxF74X89KLre9VO03ef9m+u0j67tiIikjkGFyEjKWsCtcNuCHQnqoRxD7vrp26GeTvvo2o6ISOoYVIiMpLyhHIH/DeUA/7vrp7RZJDKUvOsHAJI+jCyzjvK+T0RkTRhUiIxE36EcG7kMUX2erBBbPKxoe7ZPUUkfRpYY3vm8f3OGFCKqdDiZlshIdB3KqeZohzWHruF6Wjb8PJzw+UshWBRzSaM3pvizfbTp26Eeh3iIqNJjUCEyknYBHvB2UyAlo+yeldHrTmi8lsuAcZ398WwTb6Rm5sDLVcH1T4iInmJQIdKRUiVwPDGt1DARl5CCnAKl3sdVCWD1oSTIZTI+LJCIqBgGFTMr78OOpKm0tVHmRTZFdWcHxCWkYO2RpAqdY/WhRLwR0YQPDSQiKoJBxYx0XQiMpKVwbZTitx0np+fg1c3xRjuPSjx56OC48ECjHZOIyNrxVzcz0WchMJKOstZGMYXradlmOhMRkXVgUDEDfRcCI+nQZZl7Y/LzcDLbuYiIrAGDihnouxAYSUdK+mOznUsuA0aG+ZvtfERE1oBBxQwMeaYLSUNaVp7ZzjUhPIATaYmIiuG7ohkY8kwXkgYPFweznGdcZ3/emkxEpAWDihkY+kwXsrwbD7JMfo7xnQIw74VmJj8PEZE1YlAxg4o804UsI69AhTe/P4NPf//LZOeQy4BJXQIwtw97UoiISsN1VMykZ7APVoxoXWIdFV2e6ULmtTgmAV8dTDTZLcnD2/kisKYLRob5c04KEVE5GFTMqGewD3oEeXNlWgsra3XgxTEJWHUw0WTn7hHkhQ8GtDDZ8YmIKhuLBpXFixdj27ZtuHz5MhwdHdGxY0csWbIEjRs3tmRZetNnWXwbuQxh9T3NXCEVKmt14Geb1MJXh0wbUlaPamuy4xMRVUYWDSoHDhzAlClT0LZtWxQUFGDOnDmIiIhAQkICnJ2dLVmazrgsvvUobSn8wtWBB7SuA2Gi8R5vNwVWjgg1zcGJiCoxmRCmemvW37179+Dl5YUDBw6gS5cu5bbPyMiAu7s70tPT4ebmZoYKNZX2wVfYl7JiRGuGFQsr7O1KycjB+zsvIi0rX2s7GQB7WzlyC1Qmq2XLhA7sTSMign6f35Kao5Keng4A8PDQfptubm4ucnNz1a8zMjLMUpc25S2LL8OTZfF7BHlzDoqFaOvtKo0ATBpSAC7oR0RkCMkEFSEEZs6cic6dOyM4OFhrm8WLF2PBggVmrkw7fZbF52/RppdXoMK3x5JwPS0bfh5O8HJT4PUt8WZ7mKAuuKAfEZH+JBNUpk6dinPnzuHw4cOltpk9ezZmzpypfp2RkQFfX19zlFcCl8WXjsUxCVh9KBGWfKajq8IWj3IKtAYjGZ7chs4F/YiI9CeJRRxee+01REdHY9++fahbt26p7RwcHODm5qbxZSlcFl8aCm8ntmRIkcuARS82B8AF/YiIjM2iQUUIgalTp2Lbtm3Yu3cvAgICLFmOXrgsvuXlFaiw2oS3E+tqQngA+rSsjRUjWsPbXTOYersrOKmaiKgCLDr0M2XKFGzevBm//PILXF1dkZKSAgBwd3eHo6OjJUsrV+Gy+K9sPA0ZoNHlz9+izePbY0kW7UmRyYCJ4QHqhwlyQT8iIuOz6O3JMpn2N/B169ZhzJgx5e5v6duTAa6jYgq6LqD37i8X8M2x62avz8FGhj4t62DRgOZcAp+IyABWc3uyhJZwMRh/izZMaWFEn+Dn5+Fk7rKhsJPjXNTzDChERGYiqQXf9CWFHhXSX2lhpG9LH60PAyxtAb28AhWazPvNrMM/KznfhIiowvT5/OavhWRWhav5Fl+DJiU9B6tKeWJx4bYFOxKgLJJK7G3lmBBungnY1ZzsGFKIiCyAQYXMprzVfMtSdAG9omb3DkKbeu7GKlGr15+tj1NzezCkEBFZgGQWfKPKr7zVfHVRfAG9mHPJOHUjvULHLMuE8ADMjGhisuMTEVHZGFTIbIyxSm/RBfR2nrmD17bGV/iY2shlT0JK4a3HRERkGQwqZDYVXaVXLgN2X0wGAOy9fNcki72F+lVDr2AfjAzz5509REQSwKBCZlO4mm9Keo5BDwtUCWDd0etYd9R0a6cE1XbHuPBAkx2fiIj0w18ZySiUKoFjVx/glzO3cezqA427cwoVruYLaH8mjgzAhHB/WHIJGkuszUJERKVjjwpVmD6LtPUM9sGKEa0R9csF3M3MU2/3crXHgn7BcHe0x+pDSeYqXYNcBowM87fIuYmISDv2qFCFlLUuyisbTyP2QnKJfeJv/IPUIiEFAFIz855ur/iEW0NNCA/gvBQiIolhjwoZrLx1UWQA5my/gMd5yicTaWXAmsPXsPfyPa3tVx1MRJ8W3iauuiTe4UNEJF0MKmSw8tZFEQAeZOVhxvdndT7mjnMp8HZT4G6GYRNu9TWyQz3Me6EZe1KIiCSK785kMFMN09RwsTd5SJHhyTya+X2DGVKIiCSM79BksLiEuyY57oU7GSY5bqHCm4qi+gTxKddERBLHoEIGWRyTgJ3nSk6UNRcfdwW+HBaCV7r66b2vt7uixJOYiYhImjhHpRRKlcDxxDSkZubAy1WBdgEe/O37qbwCFb46aPxVYXU1o3sjTH22AWzkMvRuURsrDpS/ANyWCR34Z0lEZIUYVLTQZ10QXVWW4JNXoMKglUfMMtG1NFuOX8fUZxuoXyd9GAn/Wb+W2j7pw0hzlEVERCYgE0JY8jOnQjIyMuDu7o709HS4ubkZ5ZiF64IUvyiFkcKQIQNTBB9tTB2GFsckYPWhRGhZdNbstkzogLD6nhrbdv55E1O3n1O//s+LLfBCe19zl0ZEROXQ5/ObQaUIpUqg85K9pd5yK8OT+Q2H33lW5wBgiuBT2nlMGYYWxyRglQWHe4p7tVsg3ohoYpW9UkREVZ0+n9+cTFuELuuCJKfn4Hhimk7HK29BNABYsCNB63Nx9GHI6rC6KHx+z7ZTtyw6J0WbL/dfQ+clew3+2YiIyDpwjkoRuq4LUrxdaUMu+gSf4sMYutJlddgFOxLQI8hbr94HbT00UlMYxHgHDxFR5cWgUoSXq0KndjVcHNT/X9aQS26BSqfjVWThNFOEodKGq6SmIkGMiIisA4d+imgX4AEfdwXK+7gbv+EEPvv9CmLOlT3kknQ/W6fz6hqQtDG0F6g0ZfXQSJG+w3FERGRdGFSKsJHLENWn/AfTPc5X4dPf/8KULdp7HQq3fXfiBrzdHEoNPoXLuLcL8DCwYt1Djq7tyuuhkSpLPnWZiIhMh0GlmJ7BPvj8pRDIdBhFKOt+qcLf9F9qVw8ASoQVYy3jrksvUFlhKK9AhTWHruHdXy5gzaFrSH742OBaLKkivVJERCRdnKNSTOyFZERFXygzhOjDv4YzVoxoXWIei7cRF5Ab2tYXn/7+F2SA1h6ex/lKxCWkaJxLqRKY9l08fj2XrLGPtc3yKLxlvCK9UkREJF0MKkWYYhKpl6sCYfU90SPI26DF2LTdURSXkFIi+FRzskNegQrZecoSx0jPzsfkjacxo3tD+NdwRtL9LKw6eBXZeSUn+1rL3BSADxckIqoKGFSeMvYk0uK/6dvIZXrfgqztjqJqTnZ4mJ1fom16dn6ptRdu//T3v/Q6v9TIZdBYFbeivVJERCR9DCpPGXMSqTF+0y+td0dbSAGsqyfEUP95KQTVnR2s/nlJRESkOwaVpypy10jxuSHGmH9iTbcIm0PXRjXQu0VtS5dBRERmxqDyVEXuGhEAvn25HdKy84zym7613iJsSl0a1rR0CUREZAEMKk+1C/CAk72N1smouvjlzB18PLilUWrhmiCa5DJgZJi/pcsgIiIL4DoqRch1WTylFD+evmW0B+RxTRBNE8IDYG/Lv6pERFUR3/2fOp6Yhke5BRU6RkWfhFz4tOKUjBx4ONtVqJbKQC4DJnUJwOze5a8WTERElROHfp66Y4QVWfV5+F/x9VH+ycrD+79K+2nFpja6ox/qVXfC9bRs+Hk4YWSYP3tSiIiqOAaVp+Jv/GOU43xzLLHc22e1rY9CQM9mPnqvNUNERJUbg8pTdzOMExp+u3AXv124C+DJM3aK36ZsitVvrR2XwSciotIwqDzl7GD8S5GcnoPJG0+ja6Ma6NKwJoa19+P6KKXgMvhERKQNg8pTjb1dTXbsA1fu48CV+3j/10smO4e1quVqjwX9grkMPhERacWg8lRaVq6lS6hy2vhVw/eTOrInhYiISsWg8tSxq2mWLqFK6RHkhdWj2lq6DCIikjgGlac4b8R0vN0UaOztApUA/D2d8O/eQXC0t7F0WUREZAUYVJ7i56bxjQ6rh57BtfmUYyIiMhiDylMVWVGWSpoQHoA5kVxRloiIKobLfj51h4uvGc0zjWsypBARkVEwqDxlU4EHEpKmiV3qW7oEIiKqJBhUnnKwZVAxBh+uMEtEREbEoPKUnQ1n01aUDFxhloiIjIuTaZ/Kzs23dAlWTdtzjYiIiCqKQeWprHyVpUuwStUc7fDF8NboEOjJnhQiIjI6BpWn7G3kAJSWLsOqyAB8+K/m6NSghqVLISKiSopzVJ5yd7SzdAlWpZarPVaMaM2hHiIiMin2qDylUnHoR1cvtPDBZ0NDONRDREQmx6DyVEomn55cHrnsyYqzs3tzMTciIjIPBpWnCpRcQr8oV4UN+raojdTMXHi5OSCwhgtGhvnD3pajhUREZD4MKk+5ONjgn8ecTFvo/wa25PwTIiKyOIv/evzll18iICAACoUCbdq0waFDhyxSR+NabhY5r9Q42MqxkpNkiYhIIiwaVLZu3Yrp06djzpw5iI+PR3h4OHr16oUbN26YvZZa7o5mP6fU+Hs6IuG9ngwpREQkGRYNKp988gnGjRuH8ePHo2nTpli2bBl8fX2xYsUKs9dSt3rVDipdGnpi/1vP8k4eIiKSFIsFlby8PJw6dQoREREa2yMiInD06FGz19OxCi9aVtvVFt+M62DpMoiIiEqw2GTa+/fvQ6lUolatWhrba9WqhZSUFK375ObmIjf3f7cRZ2RkGK2eDoGeRjuWNbGTy3B0zvOWLoOIiEgri0+mlck0hxqEECW2FVq8eDHc3d3VX76+vkarQ6mqercne7rY469FvS1dBhERUaksFlRq1KgBGxubEr0nqampJXpZCs2ePRvp6enqr5s3bxqtnm+PJRntWFInB3B6bg+cmtvD0qUQERGVyWJBxd7eHm3atEFcXJzG9ri4OHTs2FHrPg4ODnBzc9P4MpakB9lGO5aU2dvIcO3DSHi42Fu6FCIionJZdMG3mTNnYuTIkQgNDUVYWBi++uor3LhxA5MnTzZ7Lcoq8Kyfrg09sYGTZomIyIpYNKgMGTIEDx48wHvvvYfk5GQEBwcjJiYGfn5+Zq8lIyfP7Oc0pw2j26JrUy9Ll0FERKQXiy+h/+qrr+LVV1+1dBlISa+8DyX0cVegc+Oali6DiIhIbxa/60cq6lZ3snQJJiEDENUniAu5ERGRVWJQeepfretaugSj83FXYAWf20NERFbM4kM/UtGxQQ3YymUoqATrqUzuEoiujb3QLsCDPSlERGTVGFSKkMtlgJUHFVeFDd7q2YQBhYiIKgUO/Tx1PDENeQXWf4vy4v7NGVKIiKjSYFB5KjUzx9IlVFiPIC+80KqOpcsgIiIyGg79POXhZL0rtcplwLjOAZgTGWTpUoiIiIyKQeWpyymZli5Bb41qOWNIaD2MDPOHvS07x4iIqPJhUHnqRlqWpUvQ2y9TwuFob2PpMoiIiEyGv4ZbqR5BXgwpRERU6TGoPNXKt7qlS9BZjyAvrB7V1tJlEBERmRyHfp6qXc3R0iWUq041BX6f2Y09KUREVGWwR+WpdgEe8HZTWLqMUjWv44ojs55jSCEioiqFQeUpG7kM8/tK8/becZ39sOO1LpYug4iIyOwYVIroGeyDL4e1tnQZat6uDriysBfmvRBs6VKIiIgsgnNUiqnuLI2F355rUhNrxrSzdBlEREQWxaBSjKWX0pcBWD60FZfCJyIiAoNKCV6ulptQ66awRfy7EXyoIBER0VOco1LMP1m5FjnvM408cW7+8wwpRERERbBHpQilSuD9Xy+Z9ZxyGfD5kBC80Kq2Wc9LRERkDRhUijiemIbkdPPNUQnxdcePr3RiLwoREVEpGFSKMOdE2nGd/XjbMRERUTkYVIowx0RaO7kMnw0NQe8WPiY/FxERkbVjUCmiXYAHfNwVSEnPgTDB8f2qO2DvW89xqIeIiEhHvOunCBu5DFF9niyjb+wo0aKOGw68050hhYiISA8MKsX0DPbBihGt4e2uOQzk467ApC4BcLLX75LJZcBnQ1sh+rVwY5ZJRERUJciEEKYY5TCLjIwMuLu7Iz09HW5ubkY9tlIlcDwxDamZOfByVaBdgAds5DLkFajQ+v04PMotKHVfuQwIC/TAxC710blhTfaiEBERFaHP5zfnqJTCRi5DWH3PEtvtbeX4eFALTN54utR9vxzeGj2DOVmWiIioojj0Y4CewT5YOaI1vN0cNLZ7uzlg5QiGFCIiImNhj4qBegb7oEeQt9bhISIiIjIOBpUKKG14iIiIiIyDQz9EREQkWQwqREREJFkMKkRERCRZDCpEREQkWQwqREREJFkMKkRERCRZDCpEREQkWQwqREREJFkMKkRERCRZVr0ybeGDnzMyMixcCREREemq8HO78HO8LFYdVDIzMwEAvr6+Fq6EiIiI9JWZmQl3d/cy28iELnFGolQqFe7cuQNXV1fIZMZ5GGBGRgZ8fX1x8+ZNuLm5GeWYpB2vtXnwOpsPr7V58Dqbj6mutRACmZmZqF27NuTysmehWHWPilwuR926dU1ybDc3N/4DMBNea/PgdTYfXmvz4HU2H1Nc6/J6UgpxMi0RERFJFoMKERERSRaDSjEODg6IioqCg4ODpUup9HitzYPX2Xx4rc2D19l8pHCtrXoyLREREVVu7FEhIiIiyWJQISIiIsliUCEiIiLJYlAhIiIiyaqSQeXLL79EQEAAFAoF2rRpg0OHDpXZ/sCBA2jTpg0UCgUCAwOxcuVKM1Vq/fS51tu2bUOPHj1Qs2ZNuLm5ISwsDLt27TJjtdZL37/ThY4cOQJbW1u0atXKtAVWIvpe69zcXMyZMwd+fn5wcHBA/fr1sXbtWjNVa730vc6bNm1Cy5Yt4eTkBB8fH4wdOxYPHjwwU7XW6eDBg+jTpw9q164NmUyGn3/+udx9LPJ5KKqY7777TtjZ2YnVq1eLhIQEMW3aNOHs7CyuX7+utf21a9eEk5OTmDZtmkhISBCrV68WdnZ24scffzRz5dZH32s9bdo0sWTJEnH8+HFx5coVMXv2bGFnZydOnz5t5sqti77XudDDhw9FYGCgiIiIEC1btjRPsVbOkGvdt29f0b59exEXFycSExPFn3/+KY4cOWLGqq2Pvtf50KFDQi6Xi88++0xcu3ZNHDp0SDRr1kz079/fzJVbl5iYGDFnzhzx008/CQBi+/btZba31OdhlQsq7dq1E5MnT9bY1qRJEzFr1iyt7d9++23RpEkTjW2TJk0SHTp0MFmNlYW+11qboKAgsWDBAmOXVqkYep2HDBki5s6dK6KiohhUdKTvtf7tt9+Eu7u7ePDggTnKqzT0vc7/93//JwIDAzW2ff7556Ju3bomq7Gy0SWoWOrzsEoN/eTl5eHUqVOIiIjQ2B4REYGjR49q3efYsWMl2j///PM4efIk8vPzTVartTPkWhenUqmQmZkJDw8PU5RYKRh6ndetW4erV68iKirK1CVWGoZc6+joaISGhuKjjz5CnTp10KhRI7z55pt4/PixOUq2SoZc544dO+LWrVuIiYmBEAJ3797Fjz/+iMjISHOUXGVY6vPQqh9KqK/79+9DqVSiVq1aGttr1aqFlJQUrfukpKRobV9QUID79+/Dx8fHZPVaM0OudXFLly5FVlYWBg8ebIoSKwVDrvNff/2FWbNm4dChQ7C1rVJvARViyLW+du0aDh8+DIVCge3bt+P+/ft49dVXkZaWxnkqpTDkOnfs2BGbNm3CkCFDkJOTg4KCAvTt2xfLly83R8lVhqU+D6tUj0ohmUym8VoIUWJbee21baeS9L3WhbZs2YL58+dj69at8PLyMlV5lYau11mpVGLYsGFYsGABGjVqZK7yKhV9/k6rVCrIZDJs2rQJ7dq1Q+/evfHJJ59g/fr17FUphz7XOSEhAa+//jreffddnDp1CrGxsUhMTMTkyZPNUWqVYonPwyr161SNGjVgY2NTIpWnpqaWSImFvL29tba3tbWFp6enyWq1doZc60Jbt27FuHHj8MMPP6B79+6mLNPq6XudMzMzcfLkScTHx2Pq1KkAnnyYCiFga2uL3bt349lnnzVL7dbGkL/TPj4+qFOnjsbj7Js2bQohBG7duoWGDRuatGZrZMh1Xrx4MTp16oS33noLANCiRQs4OzsjPDwcCxcuZM+3kVjq87BK9ajY29ujTZs2iIuL09geFxeHjh07at0nLCysRPvdu3cjNDQUdnZ2JqvV2hlyrYEnPSljxozB5s2bOb6sA32vs5ubG86fP48zZ86ovyZPnozGjRvjzJkzaN++vblKtzqG/J3u1KkT7ty5g0ePHqm3XblyBXK5HHXr1jVpvdbKkOucnZ0NuVzz48zGxgbA/37jp4qz2OehSafqSlDhbW9r1qwRCQkJYvr06cLZ2VkkJSUJIYSYNWuWGDlypLp94e1YM2bMEAkJCWLNmjW8PVlH+l7rzZs3C1tbW/HFF1+I5ORk9dfDhw8t9SNYBX2vc3G860d3+l7rzMxMUbduXTFw4EBx8eJFceDAAdGwYUMxfvx4S/0IVkHf67xu3Tpha2srvvzyS3H16lVx+PBhERoaKtq1a2epH8EqZGZmivj4eBEfHy8AiE8++UTEx8erbwOXyudhlQsqQgjxxRdfCD8/P2Fvby9at24tDhw4oP7e6NGjRdeuXTXa79+/X4SEhAh7e3vh7+8vVqxYYeaKrZc+17pr164CQImv0aNHm79wK6Pv3+miGFT0o++1vnTpkujevbtwdHQUdevWFTNnzhTZ2dlmrtr66HudP//8cxEUFCQcHR2Fj4+PGD58uLh165aZq7Yu+/btK/M9VyqfhzIh2C9GRERE0lSl5qgQERGRdWFQISIiIsliUCEiIiLJYlAhIiIiyWJQISIiIsliUCEiIiLJYlAhIiIiyWJQISL4+/tj2bJlRj1mUlISZDIZzpw5Y9TjVlXdunXD9OnTLV0GVREHDx5Enz59ULt2bchkMvz888967T9//nzIZLISX87OznrXwqBCJCFjxoxR/4O2s7NDYGAg3nzzTWRlZZn0vCdOnMDEiRNNeg4pM0VQI7JmWVlZaNmyJf7zn/8YtP+bb76J5ORkja+goCAMGjRI72NVqacnE1mDnj17Yt26dcjPz8ehQ4cwfvx4ZGVlYcWKFSXa5ufnG+VhYDVr1qzwMagkpVIJmUxW4oF5RFLXq1cv9OrVq9Tv5+XlYe7cudi0aRMePnyI4OBgLFmyBN26dQMAuLi4wMXFRd3+7NmzSEhIwMqVK/Wuhf96iCTGwcEB3t7e8PX1xbBhwzB8+HB1t+v8+fPRqlUrrF27FoGBgXBwcIAQAunp6Zg4cSK8vLzg5uaGZ599FmfPntU4bnR0NEJDQ6FQKFCjRg0MGDBA/b3iPQo3btxAv3794OLiAjc3NwwePBh3794ts+7jx48jJCQECoUCoaGhiI+PL9EmISEBvXv3houLC2rVqoWRI0fi/v37Wo+Xnp4OR0dHxMbGamzftm0bnJ2d1U8kvn37NoYMGYLq1avD09MT/fr1Q1JSkrr9mDFj0L9/f3z88cfw8fGBp6cnpkyZgvz8fABPhlSuX7+OGTNmqHuzAODBgwd46aWXULduXTg5OaF58+bYsmVLmddg/fr1qFatGnbu3ImgoCA4ODjg+vXryMvLw9tvv406derA2dkZ7du3x/79+9X7GXIuIksaO3Ysjhw5gu+++w7nzp3DoEGD0LNnT/z1119a23/99ddo1KgRwsPD9T4XgwqRxDk6Oqo/VAHg77//xvfff4+ffvpJPf8jMjISKSkpiImJwalTp9C6dWs899xzSEtLAwD8+uuvGDBgACIjIxEfH489e/YgNDRU6/mEEOjfvz/S0tJw4MABxMXF4erVqxgyZEipNWZlZeGFF15A48aNcerUKcyfPx9vvvmmRpvk5GR07doVrVq1wsmTJxEbG4u7d+9i8ODBWo/p7u6OyMhIbNq0SWP75s2b1SEqOzsbzzzzDFxcXHDw4EEcPnwYLi4u6NmzJ/Ly8tT77Nu3D1evXsW+ffuwYcMGrF+/HuvXrwfwJPjUrVsX7733nrqLGgBycnLQpk0b7Ny5ExcuXMDEiRMxcuRI/Pnnn6VeBwDIzs7G4sWL8fXXX+PixYvw8vIq903d0HMRWcLVq1exZcsW/PDDDwgPD0f9+vXx5ptvonPnzli3bl2J9rm5udi0aRPGjRtn2AlN/thDItLZ6NGjRb9+/dSv//zzT+Hp6SkGDx4shHjypGM7OzuRmpqqbrNnzx7h5uYmcnJyNI5Vv359sWrVKiGEEGFhYWL48OGlntfPz098+umnQgghdu/eLWxsbMSNGzfU37948aIAII4fP651/1WrVgkPDw+RlZWl3rZixQoBQMTHxwshhJg3b56IiIjQ2O/mzZsCgPjvf/+r9bjbtm0TLi4u6uOmp6cLhUIhfv31VyGEEGvWrBGNGzcWKpVKvU9ubq5wdHQUu3btEkI8uaZ+fn6ioKBA3WbQoEFiyJAhWn/+svTu3Vu88cYbpX5/3bp1AoA4c+aMetvff/8tZDKZuH37tkbb5557TsyePVvnc3Xt2lVMmzat3BqJjA2A2L59u/r1999/LwAIZ2dnjS9bW1v1e1VRmzdvFra2tiI5Odmg83OOCpHE7Ny5Ey4uLigoKEB+fj769euH5cuXq7/v5+enMafk1KlTePToETw9PTWO8/jxY1y9ehUAcObMGUyYMEGn81+6dAm+vr7w9fVVbwsKCkK1atVw6dIltG3bVus+LVu2hJOTk3pbWFiYRptTp05h3759GuPWha5evYpGjRqV2B4ZGQlbW1tER0dj6NCh+Omnn+Dq6oqIiAj1Mf/++2+4urpq7JeTk6P+2QGgWbNmsLGxUb/28fHB+fPny7wOSqUSH374IbZu3Yrbt28jNzcXubm55d61YG9vjxYtWqhfnz59GkKIEj9fbm6u+s/M0HMRWYJKpYKNjQ1OnTql8e8KgNZ/319//TVeeOEFeHt7G3Q+BhUiiXnmmWewYsUK2NnZoXbt2iUmyxb/8FKpVPDx8dGY81CoWrVqAJ4MH+lKCKGep6HL9sLvlUelUqFPnz5YsmRJie/5+Pho3cfe3h4DBw7E5s2bMXToUGzevBlDhgyBra2t+pht2rQpMTwEaE4QLn4NZTIZVCpVmfUuXboUn376KZYtW4bmzZvD2dkZ06dP1xhS0sbR0VHjOunypm7ouYgsISQkBEqlEqmpqeXOOUlMTMS+ffsQHR1t8PkYVIgkxtnZGQ0aNNC5fevWrZGSkgJbW1v4+/trbdOiRQvs2bMHY8eOLfd4QUFBuHHjBm7evKnuVUlISEB6ejqaNm1a6j7ffvstHj9+rA5Ff/zxR4k6f/rpJ/j7+6uDhi6GDx+OiIgIXLx4Efv27cP777+vccytW7eqJxEbyt7eHkqlUmPboUOH0K9fP4wYMQLAk8Dx119/lXoNSqPLm7qxzkVkLI8ePcLff/+tfp2YmIgzZ87Aw8MDjRo1wvDhwzFq1CgsXboUISEhuH//Pvbu3YvmzZujd+/e6v3Wrl0LHx+fMu8gKg8n0xJZue7duyMsLAz9+/fHrl27kJSUhKNHj2Lu3Lk4efIkACAqKgpbtmxBVFQULl26hPPnz+Ojjz4q9XgtWrTA8OHDcfr0aRw/fhyjRo1C165dS52AO2zYMMjlcowbNw4JCQmIiYnBxx9/rNFmypQpSEtLw0svvYTjx4/j2rVr2L17N15++eUSIaGorl27olatWhg+fDj8/f3RoUMH9feGDx+OGjVqoF+/fjh06BASExNx4MABTJs2Dbdu3dL5Gvr7++PgwYO4ffu2+i6kBg0aIC4uDkePHsWlS5cwadIkpKSk6HzMQkXf1Ldt24bExEScOHECS5YsQUxMjFHPRWQsJ0+eREhICEJCQgAAM2fOREhICN59910AwLp16zBq1Ci88cYbaNy4Mfr27Ys///xTY8hYpVJh/fr1GDNmTIneRH0wqBBZOZlMhpiYGHTp0gUvv/wyGjVqhKFDhyIpKQm1atUC8OQW3B9++AHR0dFo1aoVnn322VLvKClchbJ69ero0qULunfvjsDAQGzdurXUGlxcXLBjxw4kJCQgJCQEc+bMKTHEU7t2bRw5cgRKpRLPP/88goODMW3aNLi7u5e5zohMJsNLL72Es2fPYvjw4Rrfc3JywsGDB1GvXj0MGDAATZs2xcsvv4zHjx/r1cPy3nvvISkpCfXr11cPGc2bNw+tW7fG888/j27dusHb2xv9+/fX+ZhFlfembsxzERlDt27dIIQo8VV4t5ydnR0WLFiAxMRE5OXlITk5Gdu2bUPz5s3Vx5DL5bh58yY++OCDCtUiE7oMLhMRERFZAHtUiIiISLIYVIiIiEiyGFSIiIhIshhUiIiISLIYVIiIiEiyGFSIiIhIshhUiIiISLIYVIiIiEiyGFSIiIhIshhUiIiISLIYVIiIiEiyGFSIiIhIsv4fODdHkw1nOeMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gráfica de residuos\n",
    "residuals = df['selling_price'] - model.predict(df[['year', 'km_driven']])\n",
    "plt.scatter(df['selling_price'], residuals)\n",
    "plt.xlabel('Precio de venta real')\n",
    "plt.ylabel('Residuos')\n",
    "plt.title('Gráfica de residuos')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "8d16f80b-a812-43f0-b021-263482c6b67f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gráfica de probabilidad estándar\n",
    "plt.hist(residuals / np.std(residuals), bins=20)\n",
    "plt.xlabel('Probabilidad estándar')\n",
    "plt.ylabel('Frecuencia')\n",
    "plt.title('Gráfica de probabilidad estándar')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06668ee3-92c3-485c-8048-394c4ab48c87",
   "metadata": {},
   "source": [
    "## 8. Interpretar, analizar y documentar los resultados obtenidos"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d0aa98b-6f72-4385-b430-33be2a95914e",
   "metadata": {},
   "source": [
    "En términos generales, el modelo de regresión lineal parece ser adecuado para predecir el precio de venta de los vehículos calculando en el año y los kilómetros recorridos. Los coeficientes de determinación (R²) tanto para el conjunto de entrenamiento como para el de prueba son aceptables y las gráficas de dispersión y de residuos no muestran patrones alarmantes.\n",
    "\n",
    "Sin embargo, hay algunas consideraciones a tener en cuenta:\n",
    "\n",
    "El error estándar del coeficiente de la variable \"año\" es relativamente alto, lo que indica que la relación entre el año y el precio de venta no está perfectamente definida. Esto podría deberse a la presencia de valores atípicos oa la existencia de otras variables ocultas que influyen en el precio de venta.\n",
    "La gráfica de residuos muestra algunos puntos que se alejan de la línea cero, lo que indica que el modelo no es perfecto y que\n",
    "La gráfica de distribución de los residuos muestra una ligera asimetría, lo que indica que la normalidad de los residuos no está completamente garantizada.\n",
    "En términos de documentación, es importante incluir una descripción detallada de los datos, las variables y las transformaciones aplicadas, así como una descripción de los métodos y técnicas utilizadas para construir y evaluar el modelo. También es importante incluir los valores de las métricas de evaluación y las gráficas utilizadas para visualizar los resultados.\n",
    "\n",
    "Además, es recomendable incluir una discusión sobre las limitaciones del modelo y las posibles mejoras que se pueden implementar en futuras iteraciones."
   ]
  }
 ],
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  "kernelspec": {
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   "language": "python",
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