{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5ade661c",
   "metadata": {},
   "source": [
    "# Criando um LDA para Iris Flower"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6c701269",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6d4b4ea",
   "metadata": {},
   "source": [
    "## Importando dados do excel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "581724da",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_excel('IrisData.xls',sheet_name='Data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "537b75b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Species_No</th>\n",
       "      <th>Petal_width</th>\n",
       "      <th>Petal_length</th>\n",
       "      <th>Sepal_width</th>\n",
       "      <th>Sepal_length</th>\n",
       "      <th>Species_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>3.5</td>\n",
       "      <td>5.1</td>\n",
       "      <td>Setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>Setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>3.2</td>\n",
       "      <td>4.7</td>\n",
       "      <td>Setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.1</td>\n",
       "      <td>4.6</td>\n",
       "      <td>Setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>3.6</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>5.2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>Verginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>3</td>\n",
       "      <td>1.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>6.3</td>\n",
       "      <td>Verginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>Verginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>5.4</td>\n",
       "      <td>3.4</td>\n",
       "      <td>6.2</td>\n",
       "      <td>Verginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>Verginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Species_No  Petal_width  Petal_length  Sepal_width  Sepal_length  \\\n",
       "0             1          0.2           1.4          3.5           5.1   \n",
       "1             1          0.2           1.4          3.0           4.9   \n",
       "2             1          0.2           1.3          3.2           4.7   \n",
       "3             1          0.2           1.5          3.1           4.6   \n",
       "4             1          0.2           1.4          3.6           5.0   \n",
       "..          ...          ...           ...          ...           ...   \n",
       "145           3          2.3           5.2          3.0           6.7   \n",
       "146           3          1.9           5.0          2.5           6.3   \n",
       "147           3          2.0           5.2          3.0           6.5   \n",
       "148           3          2.3           5.4          3.4           6.2   \n",
       "149           3          1.8           5.1          3.0           5.9   \n",
       "\n",
       "    Species_name  \n",
       "0         Setosa  \n",
       "1         Setosa  \n",
       "2         Setosa  \n",
       "3         Setosa  \n",
       "4         Setosa  \n",
       "..           ...  \n",
       "145    Verginica  \n",
       "146    Verginica  \n",
       "147    Verginica  \n",
       "148    Verginica  \n",
       "149    Verginica  \n",
       "\n",
       "[150 rows x 6 columns]"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23eed81c",
   "metadata": {},
   "source": [
    "# Usando seaborn para plotar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "33b3eb95",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e7ce174",
   "metadata": {},
   "source": [
    "### Usando pairplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "8c42719c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1122.25x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=sns.pairplot(df[df.columns[1:]],hue='Species_name') "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a795a61",
   "metadata": {},
   "source": [
    "### Usando PairGrid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "74d72fe6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9xdx6H6rKXDCs/Ak1AKzZfhi3Pr/FSabdCsfPLlqA4ydX5N2/wutCVdmRfVk3osmyEALf//738dRTT2H16tWYNm3agM6zYcMGNDTkX/hNEARBjA6KtZh46PXdePdAEDHNRMZd4lAwAZ9qD1mM2eWkhhDglgXLEmCMQZYYfKqM7y6bkfPwktRNBOMpPNfUjDd3dzjbv7N0OmbXlR+ZL08c1QyFhUsx55BljiuWz8DtL21DyhCQJQuc2TPKuinAYMfPjSs35T2ec4bvLpuBm57ahJawhgqvAlXi0EwLwbgOnyr1ii+COFoYLiumTNz98Il3sb0t2muJUVWZq6S4yzlfaxRCCKf6ijGG6hLP19c1CvUVZS6Oz504GWYfpdd/2dKKn7+41amEKXNJuO3TC3DcxEDe/avLVAS8yoDbPFBGtAz7iiuuwKOPPorHHnsM5eXlaGlpQUtLCxKJhLPPihUr8LWvfc35fNddd+Hpp5/Gjh07sHnzZqxYsQIrV67ElVdeORJfgSAIgiiCYi0mMrY3cc2ExOGsULYEEE4aqC1XcVyjHxUeBZwxx2c54FGwcFIFfnbRgpyHlkz59b7OOO5b3W2Z86FjKnHRCfltKAhiKBkKC5dSznHZ0hm48Zw5CHgVWJaAbtqVF5wBXhdHnd/d5/FLZtbgZxctwLyGcsQ1A21RDXHNwLyG8l7xRRBHC0fWUk2kFaOHSnWepWd+WfrsQ0OhvmJuvQ/XnjUHCyblT3oB4IVNzbjthe5E2e+W8Z+fX5Q3UWaModbvHpFEGRjhmeX7778fALB8+fKc7Q8//DAuvfRSAEBzczP27dvn/C6VSuG6667DwYMH4fF4MH/+fDz//PM477zzjlSzCYIgiBLoaTGRKddycwn1fo6WsIb71+zCSVMqc2xvOOMQ3F6lbFkWdAtI6CZWfmcJtrVF0R7TEIzpqPQqqPapecvhuuI64ikD//H8Fmc9VMCj4Iaz58AlS5BphowYRoq990+ZXl1wlmcg57hs6Qx8fck0PNvUjP3BOJ7beAgdUQ0NAU9Rxy+ZWYNTplcPebkpQYxFhiKOizm/aQnMrvP1KptuDadKOn/O+Wp9vcq6WyOlna8vevYVlR4FVWWugmuZAeDpDQdx96s7nc8VHgW//NxCzJjg67WvxBnq0tZUI8WIl2H3xyOPPJLz+YYbbsANN9wwTC0iCIIghppiLSYeWLu7l+0NY7b+NZckgFmIJg08/14LLlrc/6xwpvz6kTc+wI62qLP9urNmo6bcjQnlaq/2EMRQUoq9SqFZmIGeQ5Y5Llo8EZsOhPD4P/ahqqz3/d7X8ZyzPmeGCOJoYSjiuNjzc8bhcQFAd3JY6vlzzscHf77+yPQVQgi0hrVcbZEe/Omf+/H/1u52PleXuXDH5xZianVZr30Vya6EGU4P5WIYNWrYBEEQxPikWIuJvZ2xQdneZJMpv964P4jH3+5Wgv3EwgZ8ZGYNqrwuEvYihp2hsHAZ7DnIDoogBsdwx9BYtI7Kx+FI4URZCIHfv7k3J1GuLVdx1xeOz5sou2SOhsDIJ8rAKFHDJgiCIMYv2RYTKuNI6hZ004RpARIHEroFXTcQ00wwAZiWAOO2aJeALUwi0tshgEjSwKYDIcyrL8eWlkjeMtHOWApdsRRue3Grsz5rUqUH310+A16XjHK3rQZMJabEYOhPGTf73nfz3i9nClm4GIaFZ5uabd9kC5A5cuInU1LpVjiSuoGEbuJ/3tiDjfuCuHzpdLhc3dfKF3/Zx5MdFEH0zUDjuD8y/ccHh2MQENAMEx5X79RMM01AAHvaY0WNV/3FfNIwIYTAB4e7z2dZwulzJlZ4ccHCBsglJKptkSSiWuFE+aHX9+CxrBfXDQE3/vPzi1Dvd/fa3+OSUFeeaw2V3ScOpH2DgZJlgiAIYljJWExs3B+CaVlIGnai3JP/e78lvT4ZMC0LEmew0iqe2Yt2Hv/nfjz5zgGYQkBiAGc8R5V08dRKBOMp3PmX7WhLy2lLnOHH581DuapgZ2sE1z+5ccgVTYmji2KUcQdixfTg2l24d/UuRBI6LNiSPJwxdMVTkDhHyrSyfMUF0kvx8erWw3h162Hc/eoOfOGkSfiPTy/MaUMm/rKPd0kcEudYNDlAdlAEUYDhsFTr2X9EkgZCCR0TKzwod3cLWUWSOg4GE2BguOevO+CSeb/jVV8xL3EG3bQT53te2wlFYlAVjraIhmTKtKu7ANzy3GZcsXwGLls6o9/vcjiiIZosnCjft3oXVq4/6GybXOnBHZ9bhAnlve3NfKrca4lUzz6x1PYNlpGf2yYIgiDGNZwzLJ1Vg3jKQCyVP1EGkGOXIQAYloDVI1FmAKJJHcF4CqG4jnDSgNclOaqkK1Y14aX3mvGXLW14bdth57ivLzkGc+rLsetwBDf/73tHSNGUGK8Uq4ybsVfxqRJawhoSugnLEkjoJlrCWi8rpowafCiug3MGl8QgcQbDEkgaArGUCcCuyDDM7kQ5G8MS+MPb+/HjVU1OGzLxF886HgDiKRPxlIGls2qosoIgClBqHPdHvv6jxqfCtAT2dcbREdNgWQKdsRT2dcZhWgITyl2o87uLGq8KxbwQAkndgmkB5enraoaFPe1xxDQTYIBLYuCcIRTXcftL2/Dg2l15r5GhPaohktTz/s4SAnf9dUdOojytpgx3fuH4vImy36OgNktADcjfJ5bSvqGAkmWCIAhiWLEsgbU72uF18YLrkTNw1m0X1ROJAarCYQnbSsolM1gC6IhpUGWOer+KSNLEf/9tD3791x3OcQsnBfCFD02G363gt3//wFE0dSsSOGdwKxLq/Sqimon71+yCZfUvPkkcvfRUxu3vPirWiskwrBw1eJlzcMYhcZYTE0IIGKboZf+S8VDO8Kd1B5BKmU78lakSvOny7MwLK/tFk4S1O9rpvieIPhgqS7VC/UdVmQtTqryQOEN7JIXWcBLtUQ0SZ5hS5UVVmVr0eFUo5jNxzxmQNEwAAsFEd6IrBMBg9z0umcG0BO5dvQtGvrdyADqiGsKJ/ImyaQn88v+24dmNzc62WbU+/Orzi1BV1rtcvarMhRpfbgJdqE8stn1DBZVhEwRBEMNKRpkz4HEhoSfBRf4ZMQZ7sM7MpDmJtQBkmUFi3C7LzjpC5oBmWEjqFlSZo0yVsK0lAj39AFGmSlhx7lyUqTKaQ8lhVTQljg4GooxbjBXTs03NvdTggdyKCwCoKlORMkwEE/nLHu3ybHuG+YG1u3H63FrsaouittwNVeFIprLWL7rs9Yx03xNE/wyFpVpf/Ue5W8HUaoZQ3MCnT5iIlRsOoMKj9FrH3N94lblGdszHUgYOR+zkG7DHzcPRlK0RAruCK7PkyV76wSFLFiIJHc82NfdyoAjGUwgVSJQN08JtL27Nqe46tsGPn396AXzu3t+lxufKKT3PUKhPRBHtG0ooWSYIgiCGlYwypyJx5801es2L2WRvlZg9gywYwNNzazml2iKtkC0A3TQhcYaYZjiJMgBcfeZsNFZ4UFuuYkd6bVhfCqEhUgUm+qEYpdl891F/VkwHg3FYAOQez9091+wzIHcKuQ/2dsZy2svA4HFJyLaRofueIIpnsJZq/fcfEsAMlHtkMDCocn7Xhr7iNl/MG5b9hpqlh18h0MsLOZMwZ0pZOANM9HagCCd1dMby9xcpw8K/P/8+/r6zw9m2cFIAP7voOHh7JP2c2R7KHlf+71ioT+w+Pn/7hhpKlgmCIIhhJaPMaQnhPOMXSpezx0Qr6y23BQEmgJx55bSVFGP22+l4ykBnvPtN98fm1eLMebWo8angjKEzmoIlBMJJHQGvAtaj4JtUgYliGKgybn/K2RMrvOCw73vGulXgBUROvCgSL/CqqTdTq8qGTcm3J/19P4Igiu8/JlZ4+1GxL6yQne8aMudO1QnQLfCXTc+lHJawt02s8DrbopqB9rRwZq+26yZ++uz7+MeeTmfbiVMr8e+fmt/LqlHmHHUBteDLAKBwn2iP+fnbNxxQskwQBEEMKxllzvcPheGSeHqtVG8E7DfFVno0N7MyAtMQ6JleW5YFCwxumUFiwMFw0vldnV/FVWfOgt+jYOP+IO5fsws7WyMIJ3V0xVPojKVQ63fDp9rD4EAVTYmjj4Eo4xajnH3Bwgbc8txmhOI6jPTN3zMp5gwIeGVAwFF670nmYVjmDJcvnQ45rZ47lEq+PSnm+xEEUXz/ccHCBqzacKBPRWuJ8bwK2fmu4XZxqLKERMoAGOBRJEzwudARs0uxgXQSmm6LJSwYpkDAq+CChQ0AgHi6lDsfCd3ET55+D+v3BZ1tp0yvwk8vmN/LK1mROOoDbigFZtczFOoTs1/BZbdvuCCBL4IgCGJYySiJlrtlSJyDM1awilSkxbsy9DUvpVv2w0XA40JLRIOeHkwZgJvOnYdqn4ptzWFHddTnVtAY8EDiDPGUif2dcYST+oAVTYmjk1KVcYtVzpZljvOPq0fmtVC+2WOXxKEZ9uOiv8faP6eEMs0XTpoEl0saciXfnhT7/QiCKL7/kGXer6K13y3lVcjOdw1hAQGP4vQTfo8CgKHC071W2K7WEjAsCylDQOIMVyy325LUTbSGNYieIgoAYpqBH61sykmUl86uwS2f7J0oq4qExgpPv4kyULhPzP58/nH1w+63TMkyQRAEMexklEQXTQ7A75YhceYoX2d+Ms/qjAFlLlvxM98DvJR+s85gD2KhhG7bXqT58oenYNHkCtSUufDA2t05qqN+j4JJlV54XRIsIXAomBiQoilxdFOsMm4pytmWJbCvKwGv0ls1njN7jaLbJTnX86myHSM99pU5w8UnT3Z8lktpb6mUqgxOEERx8VicorUFxpA33vJdQwiB+Y1+u4pEAG1R20liWo0XZaoECEA37b4o4FVw4zlzcNnSGdAMEy2hZN5EOZLUcf2TTdh0MOxs+9i8Wvzk/GN7JcQel4QGv9sRGeuP/vpEryJhX1di2PsXKsMmCIIgjgjZSqLtMQ3BmI6AR0YoYcDvlbH5QBiPvLEHZaqMgEdBUrfQEU2BSwwMDJawnxImlLtR5pJhWCa6Yjq0LGntOfXluOTUqZhQrmJ7azSv6qhPlVFWU4ZgQkdcM3D92XPxqeMbaUaZKIlilHFLUc4GgF1tUUys9MIlMYQSBnTTgiJxBDwyNFMgltRx/dlzUeVzOdczDAsPrN2NvZ0xTK0qw+VLp8OVRzBnKJR8ezIQZXCCIPqPx3yK1vGUgbYeitZJ3YLHJeWNt0LXyJw/e5tlCTzb1IyDwTgmVnhxwcIGyDJHyrDQEko6y6OyCcZTuOHJTdh5OOpsO29BPX74sdm9EmKfKmNCudqrn+iLzN+grz7xSPQvlCwTBEEQR4y+lERlziG9xeF3K2CMwbAsCNgzZQwMXHAYloAq2wInyZRALGXCSL9VdiscPz5vLqp8dhloX6qjjDEE3Ao0w0KVz0WJMjEg+lPGLVU5O7Mv5wyVPbxIVQiEBFDlc2HZ7AnOdpdLwlUfmzUk7S2VgSqDEwTRdzwWq2htb7NfjuWLt0LX6LmNc9bLfkk37UTZzDNz2xHVcN2TTdjb0a1EfeHxjbjyjJngPRLigEdBdQ8P5WLI/hsU7BOPQP9CZdgEQRDEqCBbwRPord6ZUb6WuZ00t8dTTqIMAFcsn4npE3yoTg+oPc/XE1K/JoabUu7BsXi/jsU2E8RYIF9sZY+J2eNhhqGMNyOdKGcS9Gzawkn88ImNOYny50+ahO/nSZSry9QBJcrA6OlfaGaZIAiCGHEsS8ASApVeF/Z2xVHlkWGBQeIMKcNyPJddModmGIgkbdXQDB+ZWY1PLGxAbbnbKfPqVgQNI+BWYAph2264OCBA6tfEsJOtSlvnZ9B04di/qArrdQ9m9p3gE+iIGkiZFlwSR7VPRjBuYG69D5YQWLP9cL9l1EfCymkgyuAEQfRPX32HZphgaUVrt2Iny4XiLV8/APQuw87eFnArqCpTcl5GZzgYjOPqxzeiI8tn+WunTMUlS6bmxD9jDBPKVcdxohQybW6Paaj1u3GgK456v3vE+hdKlgmCIIgRJWM78/6hMEIJHYYlEE0aOftkxuyEbmF/VzLnd9VlLlz38TmoKVdzlDc5Z1g6qwb//KATnbGU4yGpSBJcMkOl10Xq18SwklGl/eET72J7axRCiCyfUIbqstx78LvLZuDbv1+HLS259ixtUQ1uhSOU0PHdR9/p157pSFk5Zb7fTU9tQktYQ4VXgSpxaKaFYFwnhXmCGCCF+g6Bbn9hv0eBEEDSMPPGW75+oNpnz8J2RFN5t6UMC5wzTK7y4ssnT8YJUyqdNr28uQX/+cp2x3kCABor3Fg0OZCTyEqcoS4t+FcqPdtsCQuxlIn9XXFMKHePSP9CZdgEQRDEiJGxnWk6EEQooeddG9UfnzlxIiZWeVDuVnK2v7GzHX/4xz64JA63LIEzBgEGzTChGRYu/vAUUr8mjjAs/VBpP9z1vNufbzqEqJbfhzypW9jRGu3XnulIWzkNl9I2QRDZ2H0HZwwSt7U8NN0sGG/5+gHGGDYfCmPzoTAYQ3obnG0AUFXmgkeRsPtwFL96ZTs27OsCALz4XjN+8X/bchLlSq+CRMrM2U+ROBoCngEnyj3bXFWmwiVJ0AwLXbHUiPQvNLNMEARBjAjZtjOGKZw1WHlENwuiyhwb9gVR5clds5R97ilVXgB2smFYFiTGEEzoWLujHd88bTrNeo1hwkkdCufw5FF/Hg1k7kPTEphd64NmZJVhywytkRTuX7MLp0yvhmFY+NO6A86xmbsyOxyShgVVtsud3VxCvZ+jJaw55wCQY+WUme3Jt+9Q3vfDobRNEEcz/fcdGiZVevGDj81CTZmaE289Ld0YYxAQCCV0u19htuVihUextzFAWEAwoaNMlaDKHDU+F9qjKTz29n54FRl3vrID2e+ya8tVVHgUCAhnv5OnVaOxwlO0NVS+75uv75pS5UFzKInJVV5cfeYsVPvUI9q/ULJMEARBjAgZWwiPIiGU0MEZYFh2klBMvqxIDLXlKg50xrGlJZKj7pnP0sZOqOykinFGljbjAGEBLdGkM3s62si+DznnsN/pdCf22VYvr21tc9YI5mjk9AiGwxF7HZ+9X377qZGwchpqpW2COJrpv+9woS2cRE2Z2ivu8o1/yZQFzTAhp5XrNcNCKGFAM+wEXDCBlGFC0wXciu1AUe5WsLstgh8+8W7O+uW6chUBj13JldnvQGccnbEUJqdfTg/m++bruyrL7O9b7ev9fYcbKsMmCIIgRoSMLURmNpmBFZUkZ6j0KrbfskAv64hiLG10srQZFwgh0BbRENOM/nc+wpRyH+7tjBV1Tq2HMmz2Oei+J4jxwWBiOd+xhmV16yXAHnN1096WHoAhBGCK7v7FtCx0JQwkje5t9f7uRDmDW+YwhUAwoWOgjOa+a/S9hiUIgiDGFRlly46oho5YCuGEDsGAcEKHaVnQdABIl2EXeU7OAK8iwxCil3WEZQl0RlMwLQvhpO4M7JkybJlzCPQ+jhi7ZBLmOgZ4XUP/aDNQZels6xOVcQQTOnTTgiJxVHiUHOuTqVVlWd+n8DnVHg+TmmkCAtjTHkPArTjXc/PepenDabVyJNS3CWK4KFY1+kjd09l9R75YThoGdMPCK++3ojOawgULGyCnBS7zHdvTitEWu+QABCwwIJ1IS8w+Rzxl4FAwV0xzgs8Ffw9tEIkz6Jad5A6mX+n/+5oQQuCDw7E+/y2Gox8a0WT5tttuw6pVq7B161Z4PB4sWbIEt99+O+bMmdPncWvWrME111yDzZs3o7GxETfccAMuv/zyI9RqgiAIoljyKV1nk1k/xQBA2LPMxWh8qTKD18XRFs21jshW0oxoBoIJHYejtrKwaXUrEQPA3HqytBlPCCHQGtZQW44hLckejLJ0xv5l/d4uJHQz594+FEzAo0hYPLUS8xv9mFPrw92v7shr15LNhPJuz9JIUsfBYAIMDPf8dQcUiSFhWIilDEyu9B4xq5Ujpb5NEMNBsarRR/Ke7suWrS2SRFtYgwDwh3/sxR//sRe3PLcZVyyfgcuWzsh7rNvFocoSEikDSNtOlakSXBK3Z44F4FYkqApDTDNwKJR0Kr0UiWFqdRk6ohoEBFj6tbYscXAGHI6mBt2v9PV9M/0cZwz3vLaz4L/FcPVDI1qGvWbNGlxxxRV466238Morr8AwDJx11lmIxQqXIu3ZswfnnXcePvrRj2LDhg246aabcNVVV2HlypVHsOUEQRBEf2QrXQfjqbxJQKYCzMr66Q+ZpddrRXOtI3oqaTZWeMBgzygndQtCCHBmv3k2LXsm8q3dHUP+vYmRIzPDHB2ikuzBKktzzjCl0oNYyux1b1sCiKVMTKn0gHMGl0vCstl9P9ApnCFpWHb1RCyFfZ1xmJbAhHIX6vxu+NwKLAuIabbVSkI3YVkCCd1ES1gbFquVI62+TRBDSbGq0Uf6ns5YR/lUCS1hzYnl5mACrelEWeaAS2LgnCEU13H7S9vw4NpdeY8VFhDwKM6Y63PLMC0Bn1t2LKl8bhmRpIGDWYmyS2K47aIF+O6y6fC6JLRHU0gaFjizZ4GHql8p9H07YprTz9X41IL/FsPZD41osvzSSy/h0ksvxfz587Fo0SI8/PDD2LdvH955552CxzzwwAOYMmUK7rrrLsybNw/f+ta38I1vfAN33HHHEWw5QRAE0Rc9la77S4I57Nnl7J98SAzwqDIYWI51RE8lTbciodwt5/guGxZgCQGPS8aUKi9My1YOtgZgV0WMXoQQaAsnEU4OfP0c0Fud1a1I4JzBrUio96uIama/949hWHj+vRYAufd19n8//14LjHQCnDIF3HL+RzOXxFDmlhFL6miLaGiPapA4w5QqL6rKVKdtU6o88LpkMMaG3cppKP5GBDFS5Lt/GYejGs3SqtGMYUTu6Z62bK3hJDpi9ppdhTMokgTOOGTO4ZIZTEvg3tW7YBhWXks3IQTmN/oxr74clinQEU8BAphVW4ZZtWVIpgy0hLs93lWZ4xefXYjFUytxwpRKXPPx2ZgxwQfdMNERTw15v9Lr+0aSaI+ksvo5V97+xTCsYe2HRtWa5VAoBACoqqoquM+bb76Js846K2fb2WefjYceegi6rkNRlF7HaJoGTev+xw+Hw0PUYoIghgqK0/FFttJ1MK4XFO7KKF8zzlBT5oJhCVx66jGY0+jD37Z14A//2Osc+5GZ1fjGR6ZBTq+Nyl6LVEj907AEVJnDEnbCXu93o6JMAQODLHFSxC6RsRSn7RHNnk3x9n4uKIb+1FmLUZZ+tqkZkYQORWKQGHNmdTIiO6YQiCR0PNvUjJm1Puxqi2JylReqzHE4okEzLagSx4RyFUnDQlwzcP3ZcxFO6Piv13agwqPA02ONNmMMtX4VsaSO68+eiyqfa9jWWw7F34gYesZSnI4kxapGJ3ULHpc0Ivd0ti3bcxsP4cHXd0PmDDLPfanGGYcsWU5/ctHiiXkt3WZOKENzOIntLVGEkikE3C7MrCvDy5tb8MuXtzvn86kybv/MAsxr6C6t/tAx1ThvQQN2tsWGbR13dpvf2deFe1/diYBXhkfp3c9l/i2ebWoe1n5o1CTLQghcc801OO2003DccccV3K+lpQV1dXU52+rq6mAYBtrb29HQ0NDrmNtuuw233HLLkLeZIIihg+J0fJFRtpQlVpxvsgDcCkdCt7BoSgXq/Sp+8v5mJ1GeVOnBT84/FrPqyvN6OPap/skBCQxC2O3JrLdSJY4QKQOXxFiL046YvcauYgDCM8Wos/Z3/xwMxmHBXjrAGHPW6GfgEDDT+1X5XM717ITXnfd6VT4XqnwuMDCocn5/aVXiCAmgyufCstkTSvviJTAUfyNi6BlrcTpS9DduQNgvtwzLQsa2aSTu6Ywt25rtbRCwBS7z7sfg9Cc9jwVs9etDwQQAYHa9z9nnmY2HcNdfdjifAx4Fv/zsQsys7d5HkTgaAm7IEh/2lwSZNmf+xqrURz9nCRwMxoe1HxpwsmyaJh555BH89a9/RVtbGywr18rg1VdfLel8V155JZqamvD666/3u2/PtwZCiLzbM6xYsQLXXHON8zkcDmPy5MkltY8giOGF4nR8kVG2dAS1CiTMwvl/gaRuK/UqjOH2l7ahLWLPjEic4cfnzcPU6rKcRDlb9bIzmipK/TP7bfxwKgOPV8ZinHbGUhACqCwr7d+5p5J1tpq6W+EF759UysQDa3djb2cMMc1WqrYEwNKK79kzy/Z2YGKFt1812J7XGynV62xKbTNxZBiLcToSFKsanT1u9KVCPRT0pcodSRhOv5EvYc7uT3pimBZaQkmYPUqRn3znAO5bvcv5XOlVcMfnFmFaTbc6v8cloa7cPegZ5FKVqovtXyZWeIe1HxpwsvyDH/wAjzzyCM4//3wcd9xxBRPVYvj+97+PZ555BmvXrsWkSZP63Le+vh4tLS0529ra2iDLMqqrq/Meo6oqVFXN+zuCIEYHFKfji25lyzBUmcNImX3ubwmgPaqh3C3j2aZDeHVrm/O7S5dMxYenV8Pj6h4Ee6peyhy9VIDzqX+6FfuhZjiVgcczYzVOu+IpCABVJSTMmXt44/4QTMtCyuz2KXVJHBLnWDQ5kHP//HhVE/607kAvMTvdFDDSr4ayLdIEgAqvggsWNoBzVlANNt/9Wsq+w0VfCrYUYyPHWI3TI02xqtGZcaM/FerB0p8qd8qw0v7IAhCWUyoOAJawYJgCgXR/ko1pCTSHktB7eLQ/9o99+O/X9zifJ/hU3PG5hZhc1Z1s+9wyJvjUQeV5hb5bf0rVxfYvFyxswKoNB4atHxpwsvz444/jiSeewHnnnTfQU0AIge9///t46qmnsHr1akybNq3fY0499VQ8++yzOdtefvllnHTSSXnXKxMEQRBHnoyy5U1PbbIfOvqBwX5TrpsCj/9zv7N9wcQALl0yLSfJyaheRjUDlV4XXBJHyrQQC2uIp2wV4AnlbqgSR8CjIJ4yAAH4PQqEsP0ag3F9WJSBidFLMJ5KK0cXl0RwzrB0Vg3e3NUB07JL+CVuv9iJp0xI3MLSWTXO/fPjVU34w9v7C55PFPjv84+rd2amMjHTEtZQ4VWgSvYMdr77tZR9h4vsOB/JdhDEQCh0/+YbN1pCCbSnxbVkblc8WQKOCjWAQSXM+ca1YELH5kP2evOGgBt16aUZ7bEUdEtAwHTaYZgCEme4YvmMnJluO1FO5CTKQgj8zxt78bu39jrb6v1u/OfnF6Ih4HG2VXpdJVfkFPvdUqblKFUXEggrtn+RZT6s/dCA6wZcLhdmzpw50MMBAFdccQUeffRRPPbYYygvL0dLSwtaWlqQSCScfVasWIGvfe1rzufLL78ce/fuxTXXXIMtW7bgt7/9LR566CFcd911g2oLQRAEMbQsmVmDWy88DnKB9UbZCAB1fhWWEE4iUaZKuPn8eWgIdK/d7Et9N58KcEb9c36jHxAYVmVgYvQTSepoCyed5Vt9YVkCa3e0o0yV4E1XNWSeN70u26N07Y52W8U6ZeJP6w44xzLWXWpdCM6AMpeEfV0JR6U1n4Jtofu1lH2Hk9HSDoIYCH2pRmfGjVJUqAdCKarcDRUe1PlVMNgODylTwLLsGeUbz5mTk7BblkBLOImUkZso/2bt7pxEeVKlB7/+4vE5iXJNuTokifJgFfOL7V+Gsx8a8Mzytddei1//+te45557Bjw1f//99wMAli9fnrP94YcfxqWXXgoAaG5uxr59+5zfTZs2DS+88AJ++MMf4t5770VjYyPuvvtufOYznxlQGwiCIIjhI+Bx5SQMfSxfRjBuIKl3D+pfOHEKFkwK5JSa9ae+W0gFOHPscCl4EkceIQR2HY6iokS166hmF0Rn/FQLkbnXasvdUBWeVldPr1l22WuYMwqrr21tc0qv+3ok8rtleFwSFImjwqMgaVi9VFrzKdgWul9L2Xc4GS3tIIiBUOj+BTAgFepSKVWVu7bcDZ8qoSOq4xOLGnHilMpea6eFsBNlTe9eAmUJgXte3Ymn3z3kbJta7cUdn12Iap9dccMYw4RyFT51aDSgh0Ixv9j+Zbj6oZL+Ep/+9KdzPr/66qt48cUXMX/+/F4l0KtWrer3fMW82X3kkUd6bVu2bBnWr1/f77EEQRDEyGKrjdoJcEYJmIn8CXMsa12zS2I4YWoFvD1scYpS3y2gAkzWNeOLh17fg5+/uBXf+Mgx+PyHJoOX8OI+phloEQL1fnfBhDn7XmNg6TXz3VUS2QqreztjRV2Xc4ba8u5KiUIqrdkKtsWcczTc26OlHQQxEArdvwNVoS6Fgahyu2UZimzi48fW9RrrhBBoDWtIZiXKpiVw51+244VN3bpPMyf48IvPLnDcAjhjqPO7c/RBBstQKeYX278MRz9UUrIcCORe/KKLLhrSxhAEQRDjiyqvC4rMgX4EvrKROIPfo2BqVW9FT1LfJQBg04EQbn9pKwxL4Dd/24P1+4L40blzSxLwSqRMNIeSqPfnV3kt5V6bWlXW6/f56PnASPcrQYx+JlZ4wTEwFepiGIgqd199x+GIZq+5TmNaAre/tBV/2dItnDmnvhy/+MwClLsV53p1AbWgHd1AGQ9jdknJ8sMPPzxc7SAIgiDGGamUiVe3tEKR7KcL4fxP38icwatIeHVbGw7HNNT63JhXX44tLRG0xzTU+lV80B5HwCNDkSS4XfbMnyUstEc1TKzwwBL2Oi4qAx2f6JaFGp+K5lASALBubxcu+906rDh3Lk46pqro8yR1E81hO2Hu6d+drcRa52fQdOGUYasKy1FYnVPrw92v7oBhCXs2qMD1fKqESFLPOcecOh+2t0awZnsbJlZ4ccHCBhiGhX9/YQs+6IzhmKoy/OS8eXC75bzWK5Yl8GxTMw4G487xQ2llQxBHOxcsbMAtz21GKK6DMwuc5apQ66aAV5GwryuGp9YfxPnH1WNbWzRvSXe+bfa45saBrjjqylWEkgZ00wJnDLpppRX4JeimCaQAVWboiqUwucqLjqiGTQdCTrlxWySJqNadKGuGiR8/tRnr93U52xZM9ONnFy1AWbrUWpE46gNuKAVmf/ujL7ur7O/Ws5JnrCjmM1FMLXQezjjjDKxatQoVFRU528PhMC688MKSfZaPJOFwGIFAAKFQCH7/6P3HydDc3IzGxkZ88hfPwBPof4F6ItSOZ274JA4dOoSGhoZ+9yeI0chYi1Mil0IWOqXCAHgUDpciQWIMhikQSxkwLAEGQOKAKktwKxLCSR2WAHwuGWWq1K8tBTF4RjJOg/EUfvinjXhtW1vO9i9+aDK+8ZFjcta694dL5mgIeHolzG/sbMcPn3g37dUsuj2SGUN1mQu/+vzxzv3Vnxo2B8A5cs7hliVYEEimTFjpfcC6hcSyOWFyAD63kmO9oiocbREt5/hyjzJkVjbE+IDG08Hz4NpduP2lbY4yPmf2jLJuprUK0v9jOzsweF0SVFnqZf+UzxJKNwUsYSGUMAqOmZzBWWqSKQn3uxVwxhwbpi99aDLmNnT/+/5zTwd+9uI2hBK6s63cLWPFuXNxynTbbleROBoC7pL6y2z6s7vKfLdYyoQqc8epIluperQLAQ741ePq1auRSvWuL08mk/jb3/42qEYRBEEQY5dM0jDYRBmwHwriuj2odsVTiKUMCCGcwUsIhnjKREcsBUsI1PtVTKr0oEyVHVuKN3a2D7odxOijwuvCnZ9fhKvOmOlULwDA4//cjx/86V00hxJ9HJ1LyrBwKJiAkS9LdWDpWZGsSokszl/YCJ9auISR8dxzmJZARDMQ00xwzuCSGEyRP1EGgA37Q3hrVwfKVBm15So0w8Ke9jhimgkwe50/58yxsnlw7a6ivz9BEH1z2dIZuPGcOQh4FViWsL3Tze5eQJYYZJa2cbIEwkkDjNsvxTYfCmPzoTAY6xYW7LkNYH2OmULYM7GWEDAt+8etcNSWqyhTZWw+GMZ/vLAFG9IzyP/Y3YF/eeb9nETZrXBIDLj3tZ3YsK8LLpmjscIzqET5pqc2YUtz2OmX8n23qjIVLkmCZljoiqXGnGJ+yVJnTU1Nzn+///77aGnpXihumiZeeuklTJxYuhIcQRAEMfbpaaEzUDKVWtm1T5aw1TxV2U44dMOCS+awhAXNEFAl7ihuurmEej9HS1jD/Wt24ZTp1VSSPQ5hjOHCEyZiwcQA/v35LdjXaQvsbGmO4Nu/fwfXfnw2ls+pLepcumnZa5jT5YgZyxPTEphd64NmZJVhywytkZRzbwHA/Wt22RZmlR60x3Sk0mvxYpqBhG5BlTgaKjwwLQGJMexut0XBGACJMZh9JurpNloCCrfjI5j1EGyXfjPInIEzCynDtrL5+pJpVJJNEEPEZUtn4OtLpuHZpmbs74zhgbW7kUiZcKXHpFQP66iOiGbbQAFA2v6pwqs4llDONo+SE88MtpezYXW/lGMMmFTlRVtYQ8ownWMrvS5InKHap6A9msJjb+/HzAk+/McLW6FltafMJaEh4AZjQHs0hT/9cz8+tWhir2qaYulpCcUYg4Do9d0qvS7H2rE5lMTkKi+uPnMWqn3qmFHMLzlZPv7448GYfVOcccYZvX7v8XjwX//1X0PSOIIgCGJs8cDa3QOeUU6LfnZT8DTMTgwk7ihtKxKDbgnHWgMo3paCGPvMqPXh/q8sxr2v7sQL79kv8WOaiX97bgvW7e3ClafPhFvpX7hGNy00B+2EeVtLxLE84ZzD4wKy1bCz7y0Azr6SJKHOb++XSJkIJnTI6fuTgaHcLaMrnsq5vQWAYh1am8MaylQZZnopgkB61gmZEtDBW9kQBJEfWea4aPFEPLX+IDTdTJdkc1giS68gLcxlClsXIdv+KRQ3ellCHY6mcuIZQPqNcXeJtyWAZMq0X9hlHRvVDEexv9ytYG97FN99bH3OuuVyVUa9v9sqL+BRsL8zji0tkQGPi6XaXTHGUFnmQls4iWqfOqbG45KT5T179kAIgenTp+Ptt9/GhAndcuUulwu1tbWQpKFVUiMIgiDGBsVa6GSjSAy6KcDSa8D6cwAS6awgWylU4nb5ara1BlC8LQUx9vEoEq47ew4WT63Er17Zjnhagf2FTS3YfCiMf/nEsZhW079qtWFZaA4l0BpJlmR5km/fjP1Lz/tTz5pFziS7xb5jSpkWXD1moTPnyCiLDdbKhiCIvjkYjMMCIGdVQWWFoENGoyBj/6SbvS2hUgXiuWeXoPU41i4Ht5x+R2JAV0KHGeuepfa7ZdRlecpLnKFMkhFLmYMaFwdidzVWx+OSk+WpU6cCACyr2HegBEEQxHgmWwnTXaLtBGeAT5XRFbcHdwbkf+LIIrtEO/PfmSQ721oDGBu2FMTQcsbcWsypL8etz2/BtpYIAGBvRxzf/cN6fG/5DFywsKGgt3IG0xIwTQGJ2w+yKudIpiynDNvt4r3urXz2KBn7l573Z7bqLIP9O87smaj+cEm8l2pt5hwZBmtlQxBHgnwqymOhLBfobSfFWP5hq6f9kyL1toTq+ZItE885M82wk80Y616/zBggpZW5DcvCgWAiR/PAp8qoLXdBMwRMYcIlSXApHEl98OPiUNtdjWZKSpafeeaZovf95Cc/WXJjCIIgiLFFTyVMiZVWgl3pUQBm20UZWWVomVK2/KXYAgJIC5xIEMJCPGXB65LgVroH5rFiS0EMPRMrPLj7i8fjodf34In0GvqUYeGuv+zA+r1duPas2Y6/aCFm1JZhUqUX21vDMC07ac68oHFJHLLEsHBShXNvZWym6v3cScbdCodL4oinTPv+dNn3Z4VHwaFgwplNZrCXIRTjRt7gV8E5R3MoCTN9guwHdUtYMEyBgFfBBQvJEYMYneRTUR5LDgY97aTsJarpCpFMxRMD3IqEpG6vMfYoEgJeGcGEhETKcLZN8LnQEUvlxDNHd6ItYM8ITyhXEUuZiGv2sW7ZtqDTTTtR1rPettWWq4hpOg4Gk85sti0k2LvvGgjZ1nqZPs/t4lDl3O+WGZPH8nhcUrJ84YUX5nxmjCHbeSr7Ta1pFtPlEwRBEGOVjBJmVDNQ6XXBJXGkTAvBhI6kUVzS3BnXUedX8YWTJuFP6w44Dwv5TA0z1hm2AqkAZwwBj4KopkPiAhLnSBpWL1uK7y6bMWZmK4ihQ5E4Ll82A4unVOLnL251BHTW7mjH1pYIbj5/Ho6bWHjdHGcMJ02txIZ9XTCFPXMscfthOJ4yIXGGpbNqnHvru8tm4KanNqElrKHCqzj3ocQ5JG5BlhiSevf96VEkxFKm/eJHCHCJAf3EjcSAlAWozE64O2J2OSNj9isk07IVeiXOcMXyGSTuRYxKCo0dGQeDMaGQLHNcsXwGbn9pG1KGgCzZQn1W1uBVXa5C4dxW5heA36MAwh634imjextYr3jOLDXKJN4VHgVC2NZPMc0+1ueWkTIsHAwmc7RCvnzyZJSrMv779T0whS0WJkusYN81EDhnefu8nt9NCCBpmGN6PC6pF7Usy/l5+eWXcfzxx+PFF19EMBhEKBTCCy+8gMWLF+Oll14arvYSBEEQo4CeSphuRQLnDG5Fwszacrjl/gdDidkD+IRyFf9+4QLHliN7HGUAvApHhVdBpdeFMlWGxDlkicOryhBCYOGkCtx4zhwsmhxAXDPGnC0FMbycPK0K/33JSThxSoWzrS2i4eo/vYs//GOv84KmJ5YQ+OfeLrgVCR6FQwjhlDh6XRK8Lhlrd7TDSh+/ZGYNfnbRAsxrKM+5DxdNDuDGc+Zg4aSKnO2Lp1bi4pMnoyLLiqYvJGZ7KGfOococ02q8KFMlIO33aln2jPKN58whn2ViVNLX2FHvVxHVTNy/ZpcTV6OZnnZSphDg6Uopv1t2yqXnN/rt2VQBtEW1vNvyxTMEUKZKmFbjhSpztESSME0Ls2rLMKu2DIYpsL8rkZMof/0jx+Abp03Dun1BuBUJXsWe9e2r7xoo+fq8fN9trI/HJa9ZznD11VfjgQcewGmnneZsO/vss+H1evHtb38bW7ZsGZIGEgRBEKOPfEqYGRhjmFRVhmgiheOnVOGvW1pg9hAwqvO7UK66ICDQEU1h86Fwji3Hga44hADmT/Kj1ufGvPpybGmJoDOeQoXHLp8NJvScdW7fPG36mF3/RgwvVWUu3P7ZhXj87f347d/3pG3IgIde/wAb9gWx4ty5qPapOcfsbI1hf0cMNT4VLplB0wUEBFTZLi1MGlYvpfUlM2twyvTqvPdhofvzlk8eh2ebmrF+bxeebTqI6jIXXBJDSzhli3lJHPV+F3TBEEvquP7suajyuZxzWJbAs03NOBiMY2KFFxcsbKAZZWLU0t/YMdYcDLLHrUwMnn9cPba1RXNiHUCv+M+3LV88c86w7oMu7OmIIeBWMLOuDPs64/jhnzbmjKvfWTodX/jQZGxviWJ/Rwz1ATc8ioSknqW3UKDvGiiF+rx8322sjscDTpZ37dqFQKD3HzgQCOCDDz4YTJsIgiCIUU4+JcxsVIkjBIbjJvrxtx2HEUt1L82Z4FMxwWerc1qWQDhpOOqYGVuOfPQ3qHPOxsTDFTEycMbw5Q9PwaLJAdz6/Ba0hjUAwPp9QVz2u3dw47lz8OFp1c7+oWQKuiXgl2yrMrdiP+hxbttnFlJ2LXQfFtqeueerfC68tLkFbkUG5wyTqnIf0bglEBJAlc+FZbO7nUg4Z2QPRYwZiho7xphicr5xK1+sF7MtXzwnUiYm+FXUlNvCWLsOR3H9n5sQyvJm/v4ZM3HRCfZxYU2HJQC3bFs22XaKw+cSUahvGy/j8YBfPX7oQx/C1VdfjebmZmdbS0sLrr32Wpx88slD0jiCIAhidJKthCkgkEiZiCR1JFImhBAIJ3VYlkBzMJmTKHtdEnyqhKhmIJEykTTMotQxLUtg04EQ1mw/jE0HQmOiRI8YncxvDODBr56EpbO7ywGDCR0rVr2H+1fvcmydAm4XFM56lUdn7FoK3bsDvVdzYkr0jqlSlWTztYPiiBhpsu/zfIxVxeRsDMPCU+sP4p5Xd+Cp9QdhGMU7CPWM0YRmoDWcdDSitrVEcO0TGx0NBgbgurNmO4myzDlmTvDBJfMj9jce7/3KgGeWf/vb3+Kiiy7C1KlTMWXKFADAvn37MHv2bDz99NND1T6CIAhiFJJRwmw6EIRhCkcp2PaHFLbyJgP+tG6/cwxngBC2ame27dPc+r7VMce6aiox+vC5ZfzrJ47F85uacc9ru5BKP8z++Z0DaDoQws2fmIeZdWWYXF2G3YejqPG5wLKMYUzLQmdMx/zG3Ht3MPdqJqY27g/BtKxe6tsS51g0OVCUkmy+dlT77AfjjmiK4ogYMfKpKGcYy4rJGR5cuwv3rt6FSEKHBXtW8pbnNuOK5TP61RHoGbcyByZWevGlkyfjhCmV2HwohB+t3OS8gOYMuPGcufj4sXUAbFHD+oAbkyo9R+xvfDSMzwOeWZ45cyaamprw3HPP4aqrrsL3v/99PP/889i0aRNmzpw5lG0kxgHhcBjNzc1F/4TD4ZFuMkEQfcDTapoxzUQ8PXAz2HZOVjppdsk8R3jEEkDKEI6nrGXZ6r1tEQ1v7e7Ie52MauqW5jDKVBm15SrKVNlRTX1jZ/sR+LbEeIQxhk8sbMT9Fy/GMdXdfsTbWiP4zu/fwWtbD+PLJ0+G1yWhPZpC0rBgCYGkYaE9moLXxfGFD012jhvsvZqJqXjKcGIqU6kaT5mIp4yiFGzztYMxe/3g5kNhMMYojogRI6Oi7FMltIQ1JHQTliWQ0E20hLUxq5gM2Iny7S9ts+2kOINLYuCcIRTXcftL2/Dg2l0Fj+0ZtzU+F1yyhF2Ho/jVK9vx5Dv7ccOT3YmyxBl+8oljnURZVSQ0VnigSPyI/Y2PlvF5wDPLgD3QnHXWWTjrrLOGqj3EOCQcDmPqMdMQ7Oos+piKyirs/WAP/P6x+WaRIMY7liWwdkc7vC4JpmXPLGcS44zbRULvXQLGGGBZ9v97XPYDQUb99JTp1TmDd0/VVMe7lkuo93O0hLW8xxFHDx6XBHcq7WM6QKbVlOG+ixfjvtW78FyTvbQsnjLxHy9swTnz63HF6TOxcv1B7O+IISIEFMYwfYIPXz55MuY3BtAcTqLWpw76Xs3EVJkqOdUaZjpWvC4JssSwdkc7vnna9D7P0bMdQgiEErpjQxNK6KgsUyiOiBEjo6KcmZEMWQIKZ5jXUD5mZyQNw8K9q3fBtARcMgNn9psu2/LQQsoQuHf1Lnx9ybReAnw94xaw1bBVmaPG50JzKIn71+x2LBUVieFfLzgWS2bYfyePS0JduTsnfof7b3w0jc8lJct33303vv3tb8PtduPuu+/uc9+rrrpqUA0jxg+xWAzBrk6cdfMjcPur+t0/Ge7Ey7deilgsRskyQYxSMoqmdX43VJkjGNfRHE6AMwYmBFJZebLMbSEvzoD6gAcyZ7Yqp4uDgUGWeF5lzvGmmkoMPS6Zo7HCg3jKQFdchzbApNmtSLjm47OxeEol/vOVbYhp9nle2tyCzYfssmxhMYSSKQTcLsysKwNP35OabmLN9sPY2RoZ1L2aud9ry91QFY5kKkvB1sWR1PtXsM0XM0ndgmbY5wEAzTCRTFnwuCSKI2LE6Es5fizybFMzIgkdstSdKGfgjEOWLEQSOp5tau4l4JUdt4CdKGfWKMc0E1Gtu19TZY5/+9R8fOgY+3m6u3qk999tOP/GR9P4XFKyfOedd+Liiy+G2+3GnXfeWXA/xhgly0Qv3P4qeAJj720hQRC9yVY0ZYxBTisGS5whZeSKe1SVudAZS0EIAZkzlLuVnN8XUuYcj6qpxPDgdcnwumQkdROhhI6YZgzoPMvnTMDc+nLc+vz7eL85AgDY35XAlY9twOXLZuDC4xvzPpR2xDRohkBFgYfQYu7VnJjCwBRs88WMYXWvfQYDhGVvy5yb4ogYKcaTg8HBYBwWALlAHsoZYKb360kmbjOCgplEOZI00BxOOvu5JI6ff3oBFk2uAGBrL2ScJQoxXH/jo2l8LilZ3rNnT97/JgiCII4ushVN3VyCzDkYA3TDyvF9rPAo8LsVdMZSYAzO7FY2hZQ5e16j2OOIoxe3IsGtSEgZFkIJHVHNcB48i6U+4MZdXzgej7zxAf749n4I2DM9//XqTqzf24Xrz54Dvyf3hU/A7YLM7fJtn8p6zdwUc68Oxf2e7xyZ2BQAkE6as+OQ4oggBs/ECi84bG2OfO/MLGEvUZpY4e31uypvuv/QTSf5DCd1tKTt7QD72KvPnOUkyn6Pgpoe3vBHkqNpfB6wwNeOHTuGsh0EQRDEGCBjEdEe01Drd6MrnoJpWmiLJKGbAtkuOwxApUeGzG17KdMCgnENhyMa2qMa4poBy7IQjOuYUevrpcyZUU3tiuu9Ep6Mome+4wjCJXNMKFcxudIDv0eBZQq88n4rHn1rL155vxWm2XcCLUsc3/rodPziswtR6e1OjP++qwNff+Sf2HggmLN/Rjk7nNSRMk2YWW+MMvfqtJoybG+N9LKTyRdTlmWhLZzE/q442sJJJ07ynSPbtsUSAtMn5MaMW+FQZQ7DsmCYFlRZgtvFc9pGcUSMV4q1NRqM/ZFlCRxT44VbsfUGTMuEYVnQTXsphWmZMEyBco+CCxY29LpmWziJijIXgnEdpmWhOZTslShPrfai0ufC9pYoAh4FVV7XkH6vUr//0TQ+D1jga86cOWhoaMCyZcuwbNkyLF++HHPmzCnpHGvXrsUvf/lLvPPOO2hubsZTTz2FCy+8sOD+q1evxumnn95r+5YtWzB37txSvwJBEARRAj0tIixh2+e0R/OXWQkAH3QmkD2Mtsd0AN3+kJwz1PhceZU5M4qeNz21CS1hDRVeBarEoZl24jCWVVOJI4MscTy1/gDueW0nIgnDsXK557WduPjkKfh8lpp1Pk6cWokfnDkTv3plB8JJu7S7K67jh3/aiHPm1+Has+ZA4gycMXz55Mn41Svb0R5NodytwKNwmALOA/DGA0G8tbsjx07m/OPqsa8rkRNTwXjvmGqNaFBljnd7nOMn/7sJE8pVaLqVYxElceTEjN+jOArbAY8CYQFJ06Q4IsY1xdoaDcb+KPtYpJ0g7FDLTSA5gCuWz3DEvTLH7WyNQDMELCEQTuqOf3JPgvEUfvHSVqjpF4FA/zZww/n9j6bxecAzy83Nzbjjjjvg9/tx5513Yt68eWhoaMAXv/hFPPDAA0WdIxaLYdGiRbjnnntKuva2bdtybIZmzZo1kK9AEARBFEk+i4ho0kB/7977+r2AbTWV8bjNR0bRc15DOeKagbb0jPS8hnL87KIFY1I1lThyZKxcwgkDksTgkgDO7bWAD/5tN5745/4+j9+wrwsP/m0POLOXFGTz0uZWXP7oOzgcsWeATphSiWs+PhvTJ/iQTNn3aiShw6dyhBM6YpqZYycTjOv4w9v7sX5vpxNTPaszstEMK+ccjAFRzcSe9jhShunYtjSH7PY0BFQnZiDsmaD5jX4IISiOiHFPsbZGg7E/6nlsmbuPOUjW+7j3D4WgKhKqyhQwCBSazBXpw+vK3ZA4K8oG7kh8/6NlfB7wzHJdXR2+9KUv4Utf+hIAYOfOnbj11lvxhz/8AX/+859x+eWX93uOc889F+eee27J166trUVFRUXJxxEEQRClk88iQjd0aP2UshaDxICoZuC+1YUtJsabaipxZChk5SIB4MxEygT+8PY+fGbxJEhS73vJEgKPvb0f8ZSJCeUqGBjK3TJaQkno6afaXYdjuOx363DjOXNx6oxqnDClEosmV2BnawyhZAplqowVKzfBFICa1QbGBAxTOBZrLpkBQjiz130hMQYwu30ZuuI66vxuuJVu25aAR8GtFy5AMKE7MQOA4ogY9xRra3TyMVUDtj/qeQ0hBDqiWs4+DLDVsQGkTNs66pJTjsH9a3YhktRRXWbPEJuWhWCi79gPJQw0BIqzgSv2ew3m+2c4GsbnASfL0WgUr7/+OlavXo01a9bg3Xffxbx58/D9738fy5YtG8o29uKEE05AMpnEsccei5tvvjlvaXY2mqZB07pv4HA4PKztIwiidChORy/5LCIOBodG4TLjA7utJdKnxcR4Uk0dy4ylOO3LykXiEhRYiCUN/H1XB5bO7j0DsrM1hv0dMfjdClh6WsijSJhS5UVbREMkrbgdThr48dPv4dOLJ+LbH50Ol8wxu94HAHjl/VbENAMyh3MOAMhe4mcJIBQ3kDLz+JKjd3WGYQlInNkK1+nfm8J+mK4sczm2LbsPx8AZw7LZE3KOpzga/4ylOB0OirU1erapecD2Rz2vEYzrTlUIywpczuxlGjJs66gH1u7GztaI4wohhEBzWOsV5xJDTpWJBaA9qhdlA1fs9xrM989mvI/PAy7DrqysxCWXXALDMHDzzTejpaUF69evx69+9St86lOfGso2OjQ0NOA3v/kNVq5ciVWrVmHOnDk488wzsXbt2j6Pu+222xAIBJyfyZP7XqNEEMSRh+J09JLPIiLfg/1AEcI+33iwmBjvjKU4zVi5FJrg4Gkrpaimo7HCA1XJVXQNJVPQLXv9XjYSZ6j3q6j15aq8rlp/EFf+cQMOdHVbw7SGk7AAR406I4QjRG4SrJtW0TElRNbxWU3Ts45XJQ59nNi2EKUzluJ0OCjG1ki3BA4G40Xtly+Oel5D7xm/TszbH3n6856OKDTDtlEUQuBwNOXoCfRHyrScl2TMLkZJ28AN7HsN5vsfTQw4WT7//PNhmiZ+//vf43e/+x0ee+wxbNmyZSjb1os5c+bgsssuw+LFi3Hqqafivvvuw/nnn4877rijz+NWrFiBUCjk/Ozf3/caJYIgjjwUp6OLbGXMzmjKsYjIUGhwHQiM2efLtpgYjDIpMXyMpTjNtnLJR7aVi1uRMLHCg1q/25m1Cbhdju9pTxhjcLtkVHpkR2wHAHa2RfGd36/H79/ci39+0AlhpWd/BWxFeCFgmBYsYWXnuWlbp97XKXTXi8xvsnYwhUAiZUJAjCvbFqJ0xlKcDpS+xohsW6N8ZOJjYoW3qP3yxVHPayg9x8SspBaw9TksATQdCCGpm0joOtqiWkFBr8xx2f2ES+JZL95628AlDRNCCETSJd2aafcHiZSJSFLP6h9MQACRhGF/NvIn65n99rTHjupxeMBl2E8//TQAoKmpCWvWrMFf//pX/PSnPwVjDMuXL8fjjz8+VG3sk1NOOQWPPvpon/uoqgpVHTkvMoIg+ofidPTQUxlT5kDCsBBLGZhc6QVjDDIr7k14fwghwDnDnPpyZ03lYJRJieFlLMXpBQsbcMtzmxGK6+DMyinFtoQFwxQIeHOtXHyqjDKXhFBCx+x6HyZXl2H34ShqfK7cMmoIdERT4ByQLQuqzKGlheoSuomH3/gALonBr0rgDDAsFM7aAXTGtHy5cl5MIWCamXZknSOaQiihwyVxyBLDwkkV48K2hSidsRSnA6G/MSJja7SlOYJ6P88pMc7YGs1rKMcFCxuwasOBfvfLF0c9rxHwyGgO2aXT2bPJjAGabiKTju86HAMAxIOFx1AGu4LFEt2iXxIDanwK4rqBhG4nsR6X7NjARZI6DgYT4Ixh5foDCCcNdMY1KJw5bWLMPo9uCUiMY+X6A4hoBkIJHRMrPE5pePb5GBju+esOuGR+1I7Dg54aWLhwIU477TQsWbIEJ598Mjo6OrBq1aqhaFtRbNiwAQ0NDf3vSBAEQfRLPmVMn1uBZQExzcT+rjgOdsXQlRz8G+bMsq7qMhe+t9y2mBiMMidBZCPLHFcsnwGJM6QMAcOyZ3QNy0LKsNf9Zlu5ZLDX6rkwtboM31k6HV6XhPZoCknDgiUEkoaFQ0ENSd2AEAJeVbH9nHso4aZMgWDSRI+lgHlhjEHOIzJWLAyAItvHx1MmYpqJpbNqxpXIDkEAxak3Z2yNfKqElrCGhG7CsgQSuomWsObYGskyL2q/fHHU8xqaKVDty31BITGGlG6hvwUWbpkj4O5eBpK5XPZlK7wKGLNt4DLLMDI2cB0xDfs64zAtgRqfijq/G363DNMCkoaAEAISt18AJA0B0wL8bhl1fjdqfCpMS2BfZxwdMQ2WJdAZSznnm1DuQp3ffVSPwwNOlu+880586lOfQlVVFU4++WT88Y9/xJw5c/DUU0+hvb24P2I0GsW7776Ld999FwCwZ88evPvuu9i3bx8Au4zka1/7mrP/XXfdhaeffho7duzA5s2bsWLFCqxcuRJXXnnlQL8GQRAEkaanuqdbkcA5g1uRMKXKA69LhhACnfH+FXv7gwFwyRzzG/341eePx5KZNX1ev96vIqqZuH/NrqO2FIwoncuWzsCN58xBwKvAsoTtZWzZM8o3njMHly2dUfBYiTOcNb8et396IWbXlSOZMtARTyGh6eAc8LgkNATcUGW7NNIwBXo+UhuWQB/OaAC6yyyNQarLZ473uiR4XTLW7minWCHGFaWMEcXaGg3G/qjnsQKA3y1B5gw8PYNbjBKBKjGosoTJlW6UuTJroAWEAHyqhGk1XqiylNcGrjWSRHskBYkzTKnyoqrMBcaBpGE5SZ5pdf8AdvKXNCwwDlSVuTClyguJM7RHUmgNJ9Ee1bLOpx714/CAy7D/8Ic/YPny5bjsssuwdOlS+P2ll/qsW7cuR8n6mmuuAQBccskleOSRR9Dc3OwkzgCQSqVw3XXX4eDBg/B4PJg/fz6ef/55nHfeeQP9GgRBEESa/hREa/0qWrLEi4D8ar194VU4ZInjSydPwXkLGrBgYsB5a1+sgml/ypwEkc1lS2fg60um4dmmZhwMxjGxwosLFjb0mlEuxGmzJ2DJzBps2BfEgWAcrSEN//23XfC4ZKc0W9MFUqYJWbJFe0wrf1xUeGVIjEEACMV1R6SnpkxFyjTREbPXL2biyi7jZDCzHkwrPQoYs21jJJ62kbKACeUqylwy3ApH0rAoVohxR6ljRLG2RoOxP8p37JxaH55/rwV/XrcPb+zu7PccJ0+rxldPPQYfmVkNIdCrr+Jpb+XstmX+Hu/s68K9r+5EwCvDo9hpXTJlQTNMKDKHEAKWEKjwKAgmUuCMgTGWo6Rd7lYwtZohFDfw6RMmYuWGA6jwKPC4ctPEo3UcHnCyvG7duqL2+973vod/+7d/Q01N7zczy5cvd5Qh8/HII4/kfL7hhhtwww03lNROgiAIojj6UxBVOENMz31PLjHAKCFb9rllCDAsmVmDRZMrSrq+KnGESJmTGACyzHHR4okDPp5zhhOPqcSJqMRft7bCtJCjkm0KW6WWpy2iBBOo9CrojOs5S5XDCQONAQ8EBELoTpY5B5iZ9WCezpYz4j1mVurtkjk8LgnhpGE/zAvAgoCa3g5QrBDjk4GMEcXaGg3G/ijfsRee0IiX328p6niXwrF0TrfFW76+Kl/bFkwKON9VlbrLuA0rrZqd7o8sYVfKALaNFRggrIySttR9PDNQ7rFfAqqy1Ot69n5HX98y4GS5WB599FFcd911eZNlgiAIYmSxLOG8se6MpiBz257Cze2B0rRMtEd0JHUDcd3sNVtWeuUoK0pdNHP9bEjhlxhKDMMqerY5O07CcQOqYu/HOYOVFsvJJL6ZOWXGGKq9LhyOdT9UWgI4EExAlZhjAWUJoCOayrWeccSueweYInHIPPt6vVVxKVaI8chQjRH5Yt+yBB5Yuxt7O2OYWlWGy5dOB4Be21yu/ElkNkIItIY11Je7i/peqixh04FQzoxxvlnkfLPe2X8TlfP0rLKVbod9fsbsfiOjpI08Str5FMJpHLYZ9mS5r5ljgiAIYuTIpyiaMCzEwhqmVHlwMJhAVzy/rUWGUnp4zgBLCMyoLU5dtBRlUoIohQfX7sK9q3chktBtL2YAtzy3GVcsn9FrHXN/6vAiPVPjkiTE9W6F24xadj609FumjEVqssfC5kxc6T3WQXMGBDwyGLdnfhIpA2CAR5HgTifwFCvEeGUoxoh8sX/Dyo2OtVOGO/+y3T5v1rF3v7oDXzhpEv7j0wsLnj+TKMdTBs5bUI+H3/yg3++1dnsb3trdgeq0d7v98swek/Nty6f83XQgCMMUjhezaQkYlgBnto5BwCMjmOB5lbSHSiF8vDJ0RpkEQRDEmKGQoqgQAvGUgW0t4X4T5VLxKBJ8qly0umgpyqQEUSwPrt2F21/aZltKcQaXxMA5Qyiu4/aXtuHBtbucfYtRh9dMCzJjzmwzYCe1Uv8TUEWR/bCucA7NFBBWWgkX9uxRRiGXYoUYzwx2jMgX+0LYL6V66lUJ9H4ZbFgCf3h7P368qinv+bMT5WA8hRVPvdfvd/IqHHV+Dxiz1yVvPhQGY0BtuZp3Wz7l76WzahDTTMRT9ss6ids/gF254pYlACyvkvZQKoSPVyhZJgiCOMroS1F0cqUXHoVBL0bCswT8bhmLp1aWrC5aijIpQfSHYVi4d/UumJaAS2aQOQdndlmzS7aFtO5dvQuGYRWlDs8YQ1wzcDiaQjxlgjNb2ZanRbfEEMURZ7a9jEeVEEvqaItqEEI4qrgQoFghjgoGOkbki30ARalVMyDHAu5P6w4glcr1SRZCoCWcRDxloCOq4YdPbMTOw9F+z83TSypCCd25TiihA0z02sYYeqlSG4aFtTva0yr4meVT9jIQt8IhcSCiGWiL9FbSHg6F8PHIsJdhEwRBEKOL/hRFFUlCcY8QheHpM5S7ZSic4SefmI9PHd84YHXRYpVJCaIvnm1qRiShQ5YYOMudL+CMQ5YsRBI6nm1qxsxaX7/q8LGkjuvPnotwQsd/vbYDFR4FbpeEWNJEyjQRTRoIJQdutaZwoKpMRcBre6YmUiauP3suqnyuotYzEsR4ZCBjRL7YN4u0PxLoTpiFsGeYH1i7G1d9bJb9+3SinEiZaAsncd2TTTjQlXCO97tl1PgUBOMmNMNAImVBkuw+RzNMBBM6NMOEnJ4O1gwLobjRa1tSt9Wrs1Wpn21qxq62KOr8to1dUre95GXO4VbssutQQseVp8/E4qmVRfcZNA53Q8kyQRDEUUZ/iqLFPkD0hSQxcAFUehUkdAtVPldJg+xglEkJohAHg3FYAOQCtyJngJner8rn6l95V8BOXH0uR0GWgcHnlmEJCZFBJMqZBgU8CiDsF1Ap046lZbMn5OxGsUIcbZQ6RuSL/cEMdXs7YwC6S68TKRPNoQSu+3MTmkNJZz+3zDHB54IkcTRUKIhpBg50JSBlqVLrZrd6NdLCf/m25apX26rUB4Nxp59ijKUV8aWs60sIMwPHTCjL+XsNt0L4eGLYy7C/8pWvDMiDmSAIghgestUz8yEN8s1x5ujMW/ijTTmTGL1MrPDaVQ8FHpItYd+/Eyu8/cZJtipsvn05s0u2B4Orh1otB8AEYBRoE0EQ+ckX+4MZ6qZWleWsUd7fGcfVj2/MSZQvXNQIv1uGYdlq1JyxbiV72ONjjlJ1ej1xoW39qVfn42hUrx5qSppZbmrKv6A9HwsX2kpx999/f2ktIgiCIIaV/hRFS9O4zo9pCigyRySp47iJgaNKOZMYvVywsAG3PLfZFvhhVk4ptiUsGKZAwKvggoUN4Jz1q7w7p64M21sjOBSMw+dW0BnTUOdXoekChmXBp0poiwy8vW6ZIalbcMkMkaSO6RN8aKx0Y39XAhUeBRVepVeJOEEQvcmOfQYTjBU/X8gAe3Y3/dnWJDDxyN8/wGkza7CvK47rn2xCZ5ZN3PeWz8CnF0/EgVACew7H4FMlJHQLumlC5hwps1uVusKjIBjXc9TtA14ZwUT/ivekXj38lJQsH3/88WCMFbSDyvyOMQbTNPPuQxAEQYwsGUXRm57ahJawhgqvAlXi0EwLwbiOXLOa0smk2ynDgmHZIiVv7e446kRBiNGHLHNcsXwGbn9pG1KGgCxZaUszwDAFJM5wxfIZjt9yX3FiWhY2Hgjhrd2dsGDP+AoAXbGUMyPEWPf6/YHQETfQGTfAGVDhVfDlkyeDp5+1uuIpRDUDE8rVQc9gE8R4JxP7t724FbY2V/FR2TPrsQRw16u7wAG4XRIsIZDMUsW8+mOz8MlFjZA5x1Wnz8T1K5uwvS3q+B5bQjhVLIG0QnXAoyCeMoC0uj0E67VNCCBpmAjG9V7q1YX6qaNRvXqoKSlZ3rNnz3C1gyAIgjiCZNQuM/6xIUtA4Qy15S5sbRnEVFgann4TXuF1oTmk4aanNh2VKprE6CPjo5zxWjWRfmj1Kr18lgvFSblbwr4ODZYAZIlBZhlfU8BMry/m6RkexsWg9PIE7IdzK89EhW5aOBRMwOeWUeV1OWJABEH0Zn5jAIH0LO5g6qc4s62ZLAuOXVNm+/Vnz8HZ8+shc476gBsHuuJZRwoIYe/HGCAxhqRuoi1dKp2Z/e2IptAW1Qpum9dQ7vgsA4X7qZ77EQOjpGR56tSpw9UOgiAI4gjTU+2ywqPgm//zz5w1XTK3Z8jMPE8WmcdyAcAlcwhhIWXagiYTKzzwqLbYka0UquH+NbtwyvRqesNNjDiXLZ2Bry+ZhmebmnEwGMfECi8uWNjgzChn0zNO/G4ZX3/YjhOXbCvrCojcZFYAEyvdkCWO5mACCcuCR+EoU2Xoli3GU+GRcTiawpRKN8o9LjSHEuiI6rAsC+UeBS0hDWb6nAJAMG7ggTW7cf9XFjuJeIZo0kBcM1HpdSHgVYbzT0cQY5KMFZzEGY5tKEcoaUA3LSgSR8AtoyWcRJmq4KQpAazbF0JMM1BbrqAjakAzLdvOKY0Q+cfFH50zFx87tg6KZCfKEmO4f41tVzW7zucsz5A5h6owtIQ0TK7y4uozZ6HapxZUqs63jdSrjxyDVsN+//33sW/fPqRSqZztn/zkJwd7aoIgCGKYyVa7/K+/7kB7tLsvlxigSHaJmWVYvd7EK7ItWGIJ4ShoKxKDmV6Ow9Ll3Nk2F5sPhUldkxgVyDLHRYsnFrVvdpw8tf4gIslcC5rMwzNDeiYYttepIjHoloCc/v+Ax5VWq7WpLAOawxq+u3w2AOBf/ncTPB4VqsxxTLWElnASsfTMlQCwoy2KO/5vO649a3YvIT5LCHTENEQ0HdVlas51COJoJ9sykXOOyh6CV5VlKuKagY/OrsNbe7pQVeaCLEmoC8joiqdyk2UARo9qkUzsu2SOer/9omzTgVD3NRmHxwVkK1VXlrnQFk6i2qf2q1RN6tUjx4CT5d27d+Oiiy7Cpk2bctYxZxaW05plgiCIscOBrjjuW70rZ5ucfhjPqHH2RKTNJxlsIREB2xfWtHItLoBum4vOeCrPmQhi7JDPgiZbsTYTLLppQZYYhLBLNvPFhUeWEBY6NNNEUjehWwJ+yT6xxBkaA24EEzraoyknBl/a3IL9XXH8+Px5qPe7e7UvZVhoDiXgcUmo9LpoPTNBoH/LxHxWTBlSRt85TaYkuyOmoSHgcV5kFXtNGhdHNwNe3PKDH/wA06ZNQ2trK7xeLzZv3oy1a9fipJNOwurVq4ewiQRBEEQpWJbApgMhrNl+GJsOhGD1YyZpWgJXP/4uErr9QMCQ9ptNzxiLAqu7MpWgdpLAHKGknhYXANlXEGOHfPFjGBaeWn8Q97y6A83BJJjItaBJW6bmvFVSJO7YxPQVFy6JY3qND1Mqy6BwBj2rtpMxhkqvC5MrPc7LK8CeJfv2797B2u2HC36PRMrEoWACLaEkkjpNYBBjl1LHtHxk27sJCCRSJiJJHYmUCQEBLa1OHU57o2vpST8hBDgvnC4p3K6hYgDm1vlzKj5KsZ8jRi8Dnll+88038eqrr2LChAngnINzjtNOOw233XYbrrrqKmzYsGEo20kQBEEUwRs72x2RD90UUCTb/qYvkY/7Vu/Eur1dzueM/6P9PJI7yGcXftqKvwKGJeBWOIQlkNAteF3dFhcA2VcQY4d88aMqHIcjGhIp01a9hh0Vlikc+ymWFuzJPMNLDAh4ZDDO4JI44imzqLiYWVeOLc0R1PgUZxkDAKgKh0+VIHGOjrQ9TVQz8NNn38cnFzXiu8umQy0wgxxPGYinDBIBI8YkAxnT8pGxTGw6EIRhCjtpFhmhLUC3BCTGsXLdfkQ0E8FECo0BN9yKjHJVQit6V1gpkl1KYpi2Wv0nFzXmvSbZOo1tBtxjmqYJn88HAKipqcGhQ4cA2CJg27ZtG5rWEQRBEEXzxs523PTUJmxpDqNMlVFbrqJMlbGlOYKbntqEN3a29zqm6UAQd/1lh/NZ6kcLRMCedeYM0A0LummlEwMFiswhcQaJcyQNC5YlkNBNtIQ1sq8gRj354idlWNjTHkdUM8EY4JJYzsyRZtiCPUIIZN/aFV4FgO2RLKeP6S8uOGe48vSZ8LsltEd1e18hkDQstEdTKFNl3HTeXKw4dy48WYnxMxsP4YrHNuCDjlif3y+aNHCgK4FgPDWgmTmCONIMZEwrBOcMS2fVIKaZjoK1xO2kNWkImBbgd0uoD3gwodwFwxTY15lw1iv3jJjMsbppL1nKtpzLvuZ3l82AT5XQEtaQ0E0aF8cgA06WjzvuODQ1NQEAPvzhD+MXv/gF/v73v+Pf/u3fMH369CFrIEEQBNE/GaXPqGag3u+GW5HAOYNbkVDvVxHVTNy/ZlfOQ3I8ZeCqP25wxLk4A1SZO8lwPmTOUOF1wedWIEscEufwuGRAAAsnVeDGc+Zg0eQA4pqBtqiGuGZgXkM52UYRo5p88QNmexk7+wi7LFrmHGrWgmXTFNBN2xLGp0qYVuOFKkvO/V9KXCyZWYPbPr0Qx030I2WY6IinkEwZmD7Bh2s+PhsnTKnEx4+tw//76mLMqvU5x+1uj+G7j67Hc03NjoZM3u8pBDpjKezviiOc1AvuRxAjzUDGtP7Ot3ZHO7wuCd60+J1p2T+APeYlDQuMAZVeFyZWuCFxoD2qoS2Su6aYwV6jbFn2i7Ebz5mTYzmXTcbWaV5DOY2LY5QBl2HffPPNiMXst5i33norPvGJT+CjH/0oqqur8fjjjw9ZAwmCIIj+yVb6ZD1sZQqpUf/bs+/jg45uD8jqMheCCR2KxLtVfdNrli0B1PhUcAjceO6xqPK5UOGxLWqCCT3HpuKbp00n+wpiTJEvfkJxw7GGsUXs4JRtcsahSBZMS+BLH5qChgq3Yz/FOct7/xcbF9kWMK2RJCCAY2q8OXZRkyq9+K8vnYD/fn03nnznIABAMyz86pXtWL+3C9ecNRs+tfAjnmkJtEc0hOI6yt0yyt1KL3VtghhJBjKmFXO+Or8bqsyR1C3EUgYOR5LgjIExBs2wkEiZkCUOr0uGT1UQzFLBripz4fZPL8Du9hhCCR2zassLWs5lQ7ZOY5sBJ8tnn32289/Tp0/H+++/j87OTlRWVva6qQmCIIjhpVTVzZc3t+Dxf+53fu9RODwuCV1xHYwDGeMnLjFnXbJHkRDXTVT5XFg2e0LBtpB9BTHWyBc/eg9Rnsxa/sxSYs4AE0BDhRtXnjErZ998938pcZHZdwECsCyBw1ENMc3I2cclc3xv+UwsnlKJ21/a5ljbrN5+GFtbIvjJJ+ZhXkPfayF100JnLIWuuI5Kr4KAR6FnOGJUMNRK0tnnY4zB45LS6vT2EggI++WwZpiQOENnLJWTKE/wqbjjcwsxucqLk6dVl+xnTuPi2GXAZdjf+MY3EIlEcrZVVVUhHo/jG9/4xqAbRhAEQRRPMaqbMmfYuC+In7+4BVf/6V3nd5VeBYpkr68USCtgp0s5BQTMtC1UOKnDtAQ6o7TmkRh5SlHIzbdv9rbOaAoyB1KmBUtY6IqlHHX4DAzdCvBAt5iXZaHgeQeq3JsN5wx1fjeqyvIr5p4yvRq/+eqJOH5yhbOtJZzEVY+/i8ff3gerj7LsDCJdnr2vM46OqAajQD9CEENJX8rzr7zfAt2yoBWwbSpVSTpHDVvYatiaYQGwY9YSIq1qz9Ae1dAe607C/W4ZPzhzFiZWelBV5sK+znif8T3UfQAxsgx4Zvl//ud/8POf/xzl5eU52xOJBH73u9/ht7/97aAbRxzdtLa2Fr1vWVkZ/H5SEySOXvpT3WwOJqAZFu78y/ZeQiVdcfvteThpP5SYEDCZAGcsbR3VvR8D8O/PbcaqDQdKViMliKGiFIXcfPtW++wH7I5oytmWMCx0dcaQMgV6PttmhO0yYWUJC7opIHOGP769F79/a2/B8w5EuTcfFV6XvRY6knR0BjJMKFfxy88uxGNv78P/vPEBLGGXWv/mb3uwfl8QPzp3bsFkOxvTEggldISTBspcEgJeBapMPs3E0NOf8nxmCUQorqO2XEVtlqf4QJSkM2Pkxv0hmJblqGGbFmBAgAFwywyRlIFgPHc9PwNw91+347G3VUic9RnfQ6XeTYweSp5ZDofDCIVCEEIgEokgHA47P11dXXjhhRdQW1tb1LnWrl2LCy64AI2NjWCM4emnn+73mDVr1uDEE0+E2+3G9OnT8cADD5T6FYhRjp6MA4zjhBNOQGNjY1E/U4+ZhnA4PNJNJ4gRoy/VzT3tMcRSJgxLoNgKS0sAhtXbYZnB9qFsOhAsWY2UIIaCUhRy8+3LmL1+cfOhMBhjzvHJlImk0TtRzmCvWbbVrzXD3kmVGXxuJX1elnVeDEq5txAel4SJFR5bgKwHEmf46ilTcefnj0dtuepsX7e3C5f9bh3WfdBZ9HWEEIhqBg52JdAWSdJMMzGk5FeeN3OU51WZ2YrTAFojGg4FE4NSks6oYdtWat1q2JnDBQBToFeiXF3mwoRyFZLEsbUl0md8D6V6NzF6KHlmuaKiAiy9EH727Nm9fs8Ywy233FLUuWKxGBYtWoSvf/3r+MxnPtPv/nv27MF5552Hyy67DI8++ij+/ve/43vf+x4mTJhQ1PHE2MBMJQFh4fQbH0R5dV2/+yfDnXj51ksRi8Vodpk4qsmobmbeaocse+bLLjUDFAnQ81e0AYAj6pUPDkCWODgHDFPAMO2H6fvX7MIp06tJqIQ4IvRUyM1UULi5hHo/R0tYc+5JAL32FcKeOWXpmz2U0FFZpkBlPO8ShuyYEABSpj0DJXMGVWaYVuOzz4v0edMHhRI6Kr2utHJvbrsGGyuyxNEQcONwVEM0afT6/YJJAfzmqyfijpe34/X0w3lXXMcNKzfhix+ajG985JiSvJajSQNxzYTfo6DCo1CsE4MiXwxbluVUOAH2y1qZ2R7lBkzolr3mmDMGRWKY11Be8kxtRg27TJUcn2XDtF8gKwzQLTu+s6n3q/B7FMicoSWs9Rnf963eBUAU1TdRDI0tSk6WX3vtNQghcMYZZ2DlypWoqqpyfudyuTB16lQ0Njb2cYZuzj33XJx77rlFX/uBBx7AlClTcNdddwEA5s2bh3Xr1uGOO+7oM1nWNA2apjmfaQZybOAur4InQCUrRwsUp0NDT9XNjfuCuOsv2yFzoMDSr26yMgPulJsCMgdk3l3aLaXXdlYprpLUSImxz0jHaSkKuQB67ZvULWiGBZnbyaJmmEimLCQNM2dGWZFsiTuWLr02TAumBZw7vx5z6/3449t74XN3i2ElU/baykwSqhkWkroFj0sakHJvf9gz4m64FR0d0VQvuyi/R8EtnzwWz2w8hPtW74KeTgIe/+d+vLs/iJvPn4fGCk/R17OEQDCeQiSpo8Lrgt8tkxDYKGak47Qv8irPJworz8uSBAETlgV8evFEfGJh44CUpDPXrS13Q1U44kkTmmmCgyGYSEHXugdIiTM0+FV4VRkK59CM/uN7W0sEAmLI1LuJ0UPJyfKyZcsA2LO8U6ZMOaKd5ZtvvomzzjorZ9vZZ5+Nhx56CLquQ1HyK9PddtttRc92E2MXWuM8tqE4HTqyVTc3HQhCsPTDRxHHZs+kSYzZoidgOX09Y4Cw7P/XS1AjJcY+Ix2npSrk9tzXsCznIRzp+9iwrF7K1wwsx0pJ4nYsHNvox4JJFfj9W3vzn5cDSD/o20q7Ut52DRV+twKXxNEW1tLXy/oOjOFTx0/EcRMDuPW5LdjbadvEbW2J4Du/fwfXnjUby+cUt2wug2kJdEQ1hBM6KrwKyt2lKQITR4aRjtO+6Fd5nnUnyxnl+Uz8lbvlASea2de1LECWGCQuoTmcRDQrUa7zq9B0E25FgsI5OGdFxXfKtACBIVPvJkYPA1bDnjp1Kl5//XV85StfwZIlS3DwoO3z9/vf/x6vv/76kDUwm5aWFtTV5Zbl1tXVwTAMtLcXXgewYsUKhEIh52f//v0F9yXGHrTGeXxAcTo8TKzwggnALCZTzoLBLi1Nf8ghk2wIgZLUSImxz0jHaTGq75l7Mt++doVEtw0UY/Y2JesBt6fqNWBXWDDY8dTnedMvpTLnzdeuocatSGiscOd8h2xmTPDhvq8sxrnH1TvbYikT//bcFtzx8jYk+1qbUQDdtHA4omF/ZxyhuE5qv6OMkY7TvsgXPzn3rsivPJ+Jv8FeN6GbMEwLlhA4FMpNlBWJ4SsfngqXxG1Rv/QLs2Li2yVxKHJxfRMxthiwGvbKlSvx1a9+FRdffDHWr1/vlHtEIhH87Gc/wwsvvDBkjcym50x2pvSorxluVVWhqmrB3xNjG1rjPD6gOB0ePjKjOmdGua91yUg/CEiMQVUYEilhe8laAhITztpM0xJQZY6EbmJeg79oNVJi7DPScdqf6ntPhdye+7oV7ty7EIDHJcPt4nAr3BYQyvN+yBL22saAV8EFCxvAOet9XheHKktIpAyAAR5FglvhBds11MgSR2OFB63hZN7k16NIuP7sOThxaiV+9cp2R+DohU0t2HwojJ+cPw/TJ/hKvq5uWuiIaeiKp+Bzy/ZMtzzgeRhiiBjpOO2LfDEc8MhoDtkvdfMpz2fH32CuO6Xai20tEVSVKWgOaohnxYrMGY5rDODc4+rx1u4ObGuNwqNIRcf33PpyAAJbW6JF9U3E2GHAPdqtt96KBx54AA8++GBO+fOSJUuwfv36IWlcT+rr69HS0pKzra2tDbIso7q6eliuSYwdMmuc+/tx+6v6PxlBjAOEELj5f9/LSY4lDkgF3i1m9qvwKlAkDokzuGUJEmfQLcsuV02LhckSg0+VS1IjJYjB0pfqe0+F3Hz7CmGv583MEAU8CoQFJA0LnrTCtK2KK+yHdMtCyhCQOMMVy2dAlnn+81rpcwE51xiocu9AkDhDQ8ANn7vwPMgZc2vxm6+eiDn13bafezvi+N5jG/DMxkO91j4XiyUEwgkdB7riaA4lEE/1Fh4jCCB/DAP2ml5nH9atPN8z/gZKZzyFz504CW6FY29HIidRViSG2nIXvnbqVEyu9uKK02eWHN/fWz4D31s+s6i+iRhbDPiu27ZtG5YuXdpru9/vRzAYHEybCnLqqafilVdeydn28ssv46STTiq4XpkgCOJo5Yl1+/Hy+91r+d0K7y4jS29j2f/NgDJVgipzLJxUgRvPmYMTj6mE3y2DMwbLEuCcIeBRsHBSBX520QLyjSSOOBnV93kN5YhrBtqiGuKagXkN5b3uyXz7QtizTPMb/RBCOMcvnlqJi0+ejAqvAssS0E0By7JntG48Zw4uWzqjz/MKIZzzQqDPdg0XGeGvij5KPRsrPLj7i8fjCydNcralDAt3/WUHbnn2fUSSesFjiyGRMtESSmJ/ZxzhpD7gBJwYv+SLH1WWMK3GC58qQQj0GX+lcjhir7OfVVsOlyTByFo2oMocCyYGcP3Zc3HewgaosjTg+C6lbyLGDgMuw25oaMDOnTtxzDHH5Gx//fXXMX369KLOEY1GsXPnTufznj178O6776KqqgpTpkzBihUrcPDgQfzud78DAFx++eW45557cM011+Cyyy7Dm2++iYceegh//OMfB/o1CIIgxiV72mP46TPvO5+XzKjGI5d8CM+/14KDwTgmVnhx7rF1ePH9VhwMxtEQ8GBGTRlCmoEqr8tRG/3madOx+VAY7TENwZiOSq+Cap86IDVSghgqeqq+Z9+zxe4LIO/xt3zyODzb1OzEyQULG/LOaJV63iNJVZkLEmPoiGl5f69IHN9ZNgOLp1bithe2IpiwE+S1O9qxtSWCm8+fh+MmDk6xVzcttEc0hOI6qspcKFMH/MhJjEMKxY9liaLir1jaIklEkwZCCR03rmxyhO4A4MSplfjmkmmY11iOxkoPVLnbv3yg8V1K30SMDQbcc33nO9/BD37wA/z2t78FYwyHDh3Cm2++ieuuuw7/8i//UtQ51q1bh9NPP935fM011wAALrnkEjzyyCNobm7Gvn37nN9PmzYNL7zwAn74wx/i3nvvRWNjI+6++27yWCYIgshCNy1c/fiGdHmbXT525xeOh8sl4aLFE3P27fm5J9nK2gQxmijl3iy0b75tssz7jYuBnPdIE/AqkCWGwxENVoHZ3Q8dU4UHv3YibntxK9bvCwIA2iIarv7Tu/j6R47BFz80JUcVfCDopoXWcBJuRUJVme1NSxBA/vjhnBUdf30hhMDhiIaoZqAzlsINTzZhd3vM+f0nFzXiqjNnQuYc9QF3TqLcV/uA/uObxs3xxYCT5RtuuAHhcBinn346kskkli5dClVVcd111+HKK68s6hzLly/vszznkUce6bVt2bJlw7YmmiAIYjxw9193YOOBkPP59s8sQJ3fPYItIghiJChTZcgSQ2uot7VUhmqfil98diEef3s/fvv3PbCErT780OsfYMO+IFacOxfVvsGLRSV1E4eCCZSpthCYx0VJMzE8WJZAaySJRMrE4YiG659swr6sGeXPnjgR3102A1I6UaYXOERflJwsx+NxXH/99Xj66aeh6zouuOACXHvttQCAY489Fj5f6WqKBEEQxNDwzw86ce9r3ctbPnfiJJxz3MAVRAmCGNuosoSJlR60pZOHfHDG8OUPT8GiyQHc+vwWtIbt8u31+4L41u/ewY/OnYMPTxsaIdWYZiCmGZA5R7lbht+jDHr2miAyGKaF5lASummhJZzEtU9sRHMo6fz+4g9PwTc+cgwlykTRlJws/+u//iseeeQRXHzxxfB4PHjsscdgWRb+/Oc/D0f7CIIgiCIJJ3Vc/fi7jv3N1GovfvrJ+SPbKIIgRhyJM9T73eiIpRBOFBbwmt8YwINfPQl3vLINa7e3AwBCCR0rVr2Hz504Cd/66LSCfs6lYlgWuuIphBI6/B4FAUqaiUGSMiy0hJIwLAsHuxK49s8b0RbpXrf/9SXH4KunTgVnjBJlomhKTpZXrVqFhx56CF/84hcBABdffDE+8pGPwDRNSBLddMTYobW1tf+dAJSVlZEfMzEm+Nf/3YyDwQQA2yv51188gUR1CIIAYCtl1/hUKJwXFP4CAJ9bxr9+4lg8v6kZ97y2C6m0Xdyf3zmApgMh3Hz+PEys9AxZuywhEIzbSbzfo8DvliEPUUJOHD0kdROt4SRMS2BvRwzX/bkJHbGU8/vvLJ2OL3xoMhhjqPNTokwUT8lPUfv378dHP/pR5/PJJ58MWZZx6NAhTJ48eUgbRxDDgZ6MA4zjhBNOKGr/isoq7P1gDyXMxKjmf989iKc2HHQ+/+Bjs3D85IqRaxBBEKOSgFcB57adTiEYY/jEwkbMbwzg3597Hx902Os9t7VG8O3fv4NrPj4LZ86rG9J2ZZLmUEJHuVtGhUehpJkoinjKQFvYFrLbdTiK6//c5Ci8A8BVZ8zEhSdMBGN2hQWtlydKoeRk2TRNuFy5/n2yLMMwyICeGBuYqSQgLJx+44Mor+57sE+GO/HyrZciFotRskyMWg50xXHz0+85n0+cWonvLR+4JyVBEOObcrcCAaC9j4QZAKbVlOG+ixfjvtW78FxTMwAgoZv4jxe2Yt3eLlx1xqwhTzyEEAgndESSBiXNRL9EkjraoykIIbC9NYIbnmxCOGnnJAzAtWfNxnkLGihRJgZMycmyEAKXXnopVLVbGTGZTOLyyy9HWVmZs23VqlVD00KCGCbc5VXwBMggnhjbmJbANX/aiEj64cCnyrjrC8fTwyVBEH3idyvgzLaW6suZxK1IuObjs7F4SiX+85VtiGm2SNj/bW7F+4fC+JdPHIsZtUMv7kpJM9EfwXgKnelS682HQvjRyk2IpUXsOANuPGcuPn5sHSXKxKAoOVm+5JJLem37yle+MiSNIYjRSrHrmwFa40wcWR5Yswtvf9DpfP73C+djcpV3BFtEEMRYwafK4AxoDfedMAPA8jkTMLe+HLc+/z7eb44AAPZ3JfC9x9bj8mUzcOHxjWBs6AW6spNmnyqj0ktJMwF0RDWE0qXW7+4P4qanNiGp2+vrJc5w8/nzsGz2BBLzIgZNycnyww8/PBztIIhRSanrmwFa40wcOZoOBHHnK9udzxcsbMCFx08cwRYRBDHW8Lpk1PsZWsLJfhPm+oAbd33heDzyxgf449v7IQDopsB/vboT6/d24bqz5yDgUYalnUIIRJI6opqdNFd4lSFT5ibGDkIIHI5oiGp2NdU/P+jET/53syNEp0gM/3rBsVgyo4YSZWJIIJlUguiDUtY3A7TGmThyxFMGfvD4uzDSPlENATduvWjBsMzsEAQxvvG4JDQE3GgJJWH1kzDLEse3PjodJ0ypxM9e2IKuuD279/ddHdj+u3fw4/PnYuGkimFrKyXNRy+WJdCa5Rf+xq523PLs+9BN+55VZY5//9R8nHRMlW2XFnBDlSlRJgYH9S4EUQSZ9c39/bj9VSPdVOIo4dbnt2BPewyALWJy5xeOH7YZHYIgxj9uRUJDhbtor+MTp1bivy85CR86ptLZdjiq4ZonNuJ3b34A0+o76R4smaT5QFcCbZEkdNMa1usRI4thWjgUSjiJ8upth/Gvz3Qnym6F4+efXkCJMjHkULJMEAQxxnjl/VY89o99zufLl8/AKdOrR7BFBEGMB1RZQkPAA5kX93hY6XXhtk8vwHeWTneSbEsAj7yxF9f9eWOf9lRDhRAC0aSB/Z1xtEWSTjkuMX5IGRaaQ93/tq+834pbn3/feSFTpkr45WcXYtHkCkqUiSGHkmWCIIgxRFs4iRue3Oh8Pm6iHz/82OwRbBFBEOMJl8zRWOEuurSZM4YvfGgy7v7i8WgIuJ3tGw+EcNnv1uHNXR3D1dReRJMGWsPJI3Y9YvhJ6iaaQwmncuD5pmb8/MWtyBQu+N0y/vNzizC/MUCJMjEsULJMEAQxRrAsgev+vNFZI+hWOH79xRPgkqkrJwhi6JAljsYKD9QShJHmNfjx/756Ik6fM8HZFk4a+PHT7+Ge13bSjC9RMomUiZZQ0plBfnrDQfznK9uRKfCv8Cj41ecXYXZduSPmRYkyMdSQwBdBEMQRwrIENh8KozOeQpXXhfmNfvAi1wcCwP+8+QHW7mh3Pt98/rGYMWHo/U0Jgji6yNc3SZyhMeBGW0RDLK083B8+VcbN58/DiVMr8V+v7oSWTpBXrT+ITQdC+Mkn5mFSJVnbEYXJ3IuHQglAADNqy8AZw5/+uR//b+1uZ79qnwv/+dlFmFLtpUSZGFYoWSYIgjgCvLGzHfev2YVdbVHopoAiMcyo9eG7y2Zgycyafo/f1hLBbS9udT6fOa8WF394ynA2mSCIo4D++qY6vzvH07Y/GGM4b0ED5jf68e/PbcHutBDhjrYovvP79fjBx2bhrGP7d5cgjj4y9+KO1gg0w4LCGSZVeVFbruKlza3OfrXlKv7z84swscJD9lDEsEO1ewRBEMPMGzvbcdNTm7ClOYwyVUZtuYoyVcaW5ghuemoT3tjZ3ufxSd3EVY9vcMoYa3wu/OIzC8kmiiCIQVFs31TtU1FdppZ07qnVZbj3yyfgU4sanW0J3cTPX9yK217ciniquNlq4uggcy9uPhSCKkuoLnPBrUh4/1A4J1FurHDjri8eT4kyccSgZJkgCGIYsSyB+9fsQlQzUO+3B3XOGdyKhHq/iqhm4v41u2D1YbPyy//bhm0tke7Pn1uEal9pD64EQRDZlNo3BbwKaspL63dURcIPPjYLP/3ksfCp3cWMr7zfissfXY/trZE+jiaOFjL3Yjiho7rMBVXmYLDXvCez1rpPqfLgri8cj3q/mxJl4ohByTJBEMQwsvlQGLvaoqj0unrNBDPGUOFVsKstis2HwnmP/9uOw3jo9T3O50uXHIPT59QOa5sJghj/DKRv8rsV1PrdJVe1LJ01AQ9+7UQc1+h3th3oSuDKxzbgyXcOQIjh9WQmRjfvHQxhe0sE5W4FDAxCCLRFNQSzSv8lznDl6bNQ41MpUSaOKJQsEwRBDCOd8RR0U8BVwIZFlTh0S6Aznur1u65YCtc+0W0TNbPWhx+dO3fY2koQxNHDQPsmnyqjzq+WnDDX+d248wvH4yunTEHmSMMSuG/1Lvz46fcQihe3JpoYXwghsLsjhpRpQZHsRLk1oiGU6C7TV2UOn1uCgABjDHV+SpSJIwclywRBEMNIldcFRWJImd2lZAICiZSJSFJHOKlD4QxVXlfOcUIIrFjVhLaIBgBQJIa7v3gCPSAQBFEUliWw6UAIa7YfxqYDoV5LPfL1TdloppW3bwIAr0tG/QBmmCXO8I2PTMMvP7cQ1WXd531rdye+9ft1eHd/sKTzEWMbyxJoCSfhliQonCFlWGgJawgnuxNlt8wxwecCB8OBrgTaIxpUskskjiCj4m677777MG3aNLjdbpx44on429/+VnDf1atXgzHW62fr1q0FjyEIghgp5jf6MaPWh664DiEEopqBD9rj2NsZw/7OOA4GE4jrJkKJ3NmbP687kCNqcuM5c3FsVgkjQRBEId7Y2Y5LHn4b3/n9Olz3xEZ85/frcMnDb+eICfbsm7IRQiAY1zGj1of5Bfodj0tCQ8BeO1oqi6dU4sGvnYgPT6tytnVE7UqaR/7+geOrS4xfDNPCoVACiZSJmXVlmFjlRXM4iUiWTZlH4agsU9ASTiKaNPDYW3vxg8c39LqXCWI4GfFk+U9/+hOuvvpq/PjHP8aGDRvw0Y9+FOeeey727dvX53Hbtm1Dc3Oz8zNr1qwj1GKCIIji4Zzhu8tmwKdK2N8Vx/7OOBIZFVhmz7RYFnDz0+85g/+e9hh++uxm5xxLZlTjGx+ZNhLNJwhijFGswnV239QS1pDQTViWQEI30RLW4FMlfHfZjD694N2KhPoBJswVXhf+46Lj8N3lMyCnryEA/O6tvbjmiY1oCycH9P2J0U/KsNAcSjoOD7phIZEyoZvdL0k8igSfKqMlpMG0gJpyF+oDnpKcJAhiKBjxZPlXv/oVvvnNb+Jb3/oW5s2bh7vuuguTJ0/G/fff3+dxtbW1qK+vd34kiUoTCYIYnSyZWYNbLzwOjDFYQjilix5FwqRKL6ZUeRzlWU03cfXjGxBPmQAAv0fGrz5/fJ8PrARBEEDpCtdLZtbgZxctwLyGcsQ1A21RDXHNwLyGcvzsogVFecC7FQl1AyjJBgDOGD534iTc8+UTMLHC42zfdDCEy37/Dl7fQcnQeCOpm2gOJaCny/8Tuombnn4PW7McH1wSgyozBBM6JA5MrvSgxucu2UmCIIYCuf9dho9UKoV33nkHP/rRj3K2n3XWWXjjjTf6PPaEE05AMpnEsccei5tvvhmnn356wX01TYOmac7ncDi/6ixBECPHeI/TgMcFj8xRXuGBxBlkzuFWuPOAmVGe/Zf/3YyNB0LOcbd/eiHqA+6RajZB5DDe43SsU4rC9YJJAQB2wnzK9GpsPhRGZzyFKq8L8xv9Jb2gy5Rkt4SSsAagbD27rhwPfGUxfv3XHfjLljYAQCRp4F+e2YxPHd+I7y6bARetUy2a0RqnMc3A4Yjm3CMxzcCKVZvwXpbi+tJZNfj8iZOxrTWCR/+xF5UeBWVuJec8he5lghgORrTnaW9vh2maqKury9leV1eHlpaWvMc0NDTgN7/5DVauXIlVq1Zhzpw5OPPMM7F27dqC17ntttsQCAScn8mTJw/p9yAIYvCM9zjtjKdgWLb1Srlbgccl5TzMqhJHPGXiiXf2O9s+d+IknLugYSSaSxB5Ge9xOtYZqMI15wwLJgWwbPYELJgUGFAly2BKsgGgTJWx4ty5uPGcOXAr3e3/33cP4YrH1mNfR3xA5z0aGY1xGorraA13v0yJJHVc/2RTTqL8sXm1+MknjsWxE/2YVOUBZwweV/55vb6cJAhiKBkVr+l6vv0UWWWKPZkzZw4uu+wyLF68GKeeeiruu+8+nH/++bjjjjsKnn/FihUIhULOz/79+wvuSxRHOBzOWTPe109ra2v/JySOesZ7nPanPBvXbXXszKTMlCovfvrJ+UewhQTRP+M9Tsc6g1G4HgoyCbM0wGUjjDGcPb8eD3zlRMyc4HO27zocw+WPvoMX32shT+YiGE1xKoTA4YiGjlj3THcwnsI1T2zMKb0+77h63HjOXOfemVpVBlXmI3YvE0SGES3DrqmpgSRJvWaR29raes0298Upp5yCRx99tODvVVWFqqoDbieRSzgcxtRjpiHY1VnScaZhDlOLiPHAeIpTyxI5JY2zasrw162t0E0L+zvjqC13wRIMEgcUSYJLBg50xpHRNpEYw6+/eDzK1BHtogmiF+MpTscjGYXrLc0R1Pt5zsSDEAKdUQ015SpWb2vDzrYoLljYALnE8uae/VumZDt7e7kqo6rMBd2w8Oq2NrSGk6jzu3HGnFpIUv+J9JQqL+758gn4zdrdWLXhIAAgaVj45f9twzt7u/DDj83K2z9aQmBbSwS722MDKicfL4yWOLUsgdZIEolU9/NfR1TDdU82YW9WpcCFxzfiyjNmgqd1PQ5HUtD0/8/efcfJUdePH3/NzPbrNZfeQ0I6CS1UKdLkh9hAUBEBBVRQLBRFFCn6VRFsIE16EQERA9Ih9BAS0km5tMvlLper28vMfH5/zO7m9m4vubTLJXk/H4+I2Zvdnb3MfHbe8/583m+L6mIfda1RBhR7CMYsUpaN29Ap9hu0R1NMGFjUY7X2jGTS4q45a1jfGmF4eQGXHjsKj6d3dY56OtbFgWWvXol5PB5mzJjBK6+8wtlnn519/JVXXuGss87q9essWLCAgQNlqmJfiUQitLe18tmfP4CvuHy723fUr+GtO36Abee/OyjE/uS91c3c+VYttU1hUpYikkgRTeUe+xvatlZ51XAqwHY2uMyXc3EhhBC9kalwfd2zi2kMJigNuPEaOgnLZlNbjLhp0R5LcdurK9GBX/13Kd89fjSXHDu6V6/fdXxzGxqjqws5dmwlc1Y15zzucWlsDiVIJG1snKmMf3ljNecfNoyvHLr9acEel873ThjD9GGl/O6lFdneu69/2sTyhiC/+NzBHFRTlN1+wYY2HptbR11rBKW07L5ddtzoXhUqE7uXadk0BrdWvAZoCsb50VOLqG+PZR87Z+YQvn3sKDRNY8GGNv718UbWt0RJWQpbKTpiSVoiuVOttXanzsf2qrX/7JlFPDlvI2anImB/en0V58wcws1fmLLN/e/pWJfj6cCz19MWV111FV//+teZOXMmRx55JHfffTcbNmzg0ksvBZypJPX19Tz00EMA3H777YwYMYKJEyeSTCZ55JFHePrpp3n66af35sc4IPmKy/GXbH/AiAd3LAMtxL4q07IlnDApC3jYEk50C5S76hoo+1w6kYTFdc8u7nU1WiGEyMhUuM5c6HfYikTKJJZybsC5DA1dA1s560h/+78VANsNmLuObx7DmSK7sK6D92tbKPAaVBf58Bg6jcE4mzqcAEfXwK2DUk7RrnveXgPQq4AZ4KgxlYwbUMTNLyxnUbr4YUNHnO8/voCLjxnJl2YMYWFdO7e9spJo0qLE76bA4yJp2dkWQzKW9q2EabG5I4HZKUnS0BHjR/9cRGOnlmDfOGI4F8wang2U73h1FdGUlT2+NgfjmHm+QhUQjKVYuqmjx3/Xnz2ziEfndp9+btoq+3hPAXNPx7ocTwemvR4sn3POObS0tHDjjTfS0NDApEmTeOGFFxg+fDgADQ0NOT2Xk8kkP/7xj6mvr8fv9zNx4kRmz57N6aefvrc+Qr+1I2uFCwoKKC7e9lQWIUTPurZssZVNezS1w68zrCKQvthMcOdbtRwxqkKmfQkhdkjnCtdN4Tg/ePwTADwuDV1zpl3rGuiaTdJU/PXNWi6cNbLHKdldx7fM9G6vpmPZNpatMC2F162DgvbY1rFPKdDQ0HUNTbNJWfDo3A188ZAhvZqSDVBV5OUPX57KIx+s5+EP1mMrJ+i56601fLy+jYRpE01aVBZ60DXdaTGkG9QUy1ja1+Ipq1tV9LrWKD96aiHN4a0Z4ouPHsl5hw8DnOnzT328kWjKyh5ftrJp61S8S9PArWvpY09t87hNJi2enLcx57kZmd16ct5GbvjcxG5Tsns61uV4OnDt9WAZ4PLLL+fyyy/P+7MHHngg5+8//elP+elPf9oHe7XvSsWjoOlMnz69188pLStn/bq1EjALsZO6tmxpDu54oGxoYNuguaQthhBi12QqXD87P0w0aaYzyrlBha7puAybUCzF84saOPuQwXlfq6eWVPGUTdKycaWLisWTNnHTwrJV3iUmuqbj0m0icZPXVzRx8sG9r09j6BoXzBrBtGGl3Dx7eTbw+mhdG7oGlYVeNHrXLkvsGZGESVMokVOEbW1zhB8/tZC2TjePv/uZ0XzxkCHZvzcFE2xoieYcXx1RM1vHQwNQzr+nU21d2+Zxe9ecNdmp113rBWuaEzCbtuKuOWu44qSxOT/fmfZrYv/WL4JlsXtZyTgom89cfQ9FFdv/IooHW3n5pm8SiUQkWBZiJ3Vt2dJTBc+eZL6SnWlrBl5Dp0PaYgghdlF9exQbcPWQBNM1sNLb9aSnllSmbaMUGDpYtvP3VJexLx2yZINnTXP+u7nTdNwdMXVIKfd8Yyb/978VvL+mBXCmlDeFEpiWTWVhbmErGUv7RkcsRUs4kfPYqs0hfvKvRdn15gA/PGksZ04dlP17eYGHurZYt+Mr33GkFNkvy20dt+tbI73a53zb9ab9mhxPBxYJlvdjvqLerSkWQuy6zi1bPGhY9o61NzF05661S3e+oKUthhB7Vn+udLs7921waQAdJ6DUNIVS6anRmvPHVoCChvY4f3l9FYNLA92qZHce33z61mmrLl3PvoamQSxpZddGZ0ZAjcx7OSk9Z1o2DCj27dTnASjxu7np8xN5dsEm7nqrNptFbI2miKYshpcX4HHJWLq75TsuAd6rbaG+PUqJz8OYAQXomsbyhiBXP+2s+wUnuP3a4cOpKfGxsjHMmAEFVBR4KQ14co4vr6YTT9lYeVqEWUqhbIWha84xh3N8dzW8vKBXnyffdvn2xbRtXLqOz63L8XQAkmBZCCF2g0zLlo/XtRE3LXYwVsZWEHAb+Dw6Sqlet8UQQuy4/lzpdnfv25lTBvKr/y6lI5rCTM9r7ZSgywa1j3+0AQV5q2T31JLK59bxGDqRdPX+zaHczCKkA+XseylMG4p9Lk44qHqHP0vu62p84ZDBTBpczJVPfEIiXQkqnrJZ1RRiSFmAYp9LxtLdJN9xWVHoIWXZtIaTpGyFW9cYWlHAEaPK+ce764imjwtdg+EVBfxvSQPPL9qEW9cYVV3IFSeMZdaYyuzxtbCuA8t2pvbbnb5EM//PshUWkEofx6UBN2dO6d4N59JjR/Gn11dh2ip7Yyj7WukXc+kalx47qttz8+1L5jU8ho6h60wdWiLH0wFkx5rrCSGEyEvXNYaV+YmmdjxQBidYLvAYxFM2jcEEhV5ju20xhBA7LlPpdnlDkAKvi+oiLwVeV7bS7Xurm/erfXO5dM6YVEM6gZwNPDr/f3DWBHsMpxBXpkr2PXNqga0tqQq9Bo3BBLGUhW0r4qa93Vk0SmWCZKeYmEvX+N5nRlPkd+/wZ8ln3IAibjhzAgH31ktaW0FzOEFDR1zG0t0g33EJsKQ+yIrGMGhQUeDB73GxojHI396ozQbKhqZR6nfTHk3i97ioKPBQ4HOzuimSPaZ1XePYsZVEk2b2ea5eFH+bMaw0b1E6j8fgnJlb10RnZlN0TlafM3NI3n7L+fYlMyM7mrSIJk2OHVspx9MBRIJlIYTYDUzTZvaSxp16rp6eDtkaTRJNmEwYWCStKYTYA7pWuvW5DadystugpthLOGFx51u1OVmtfX3fbFuxoS1GwK3T0/W9hhMsOwW4dDwuZynJX9+sxUxnbDMtqSYMLCKaMGkKJ4gkzK2FlNiaQe78NgpImArbVpQE3Fx96kF8+7gxDCj2UujdPRMcjxhVya8/P4kRFQE0nDG1yOvi4EHFMpbuonzHJZqiPZbKTrEPx000zVlnHElY2ZswHkNnZFUBCqgs9OB16bgMnUKvK+eYNk2bOauaKfAaBNIBbG/Kfny8oT17fHZ18xemcP5hQ3F1Oehdusb5hw3tsW2Ubase9yXgMSjwGsxZ1bxXxgixd8g0bCGE2A2eX9RAKJZy1gb28jnOeis/JQEXHTGTaMLkJ6eM56xpg+SutRB7QH+udLun9i3zuoPLAngMjY6YScqySZo2bV1bPGWLJ+Wvkt25JVVrNMnCDe3c/upK3IaGoWnZIkyZqdeWUpi24tSJNXz24JqctdCaplGVzlBm1rXuiunDyrj3gpl8uKaVaMriiJEV/Wod+r6q63GplCIct0iaVrb1V9KyaYukaI7kFr364ozBvLZsM8U+d7Z9mNvY+u+fOaafX9RAbVOY6iIfXrdOPGnTHkvmtJoC5yaIoWvZ79ntVXG/+QtTuOFzE7lrzhrWt0YYXl7ApceOyptR7vp5O+9Lds2yx1nDLNWwDywSLAshxG6QqTi7I5dlhq5l27mU+NwkTJvyQo9c3Amxh/TnSrd7at86v66ua5QVOIWJmjpVo+5aaRh6rjacaUkFsHhjO0rLzI5JN27q/Bo4LaQmDirOG9BomkZ1sQ+C8d0SMOuaxrHjqhha3r3ok9g5nY8fpRQpS2WroOs6oMC0yQmUNQ0KvQZ+t0HKVhQbuYFyRuaYrm+PZt9DQ8PvMQglnAOpcwsyl65jZL4flb3dKu7gTMnu2h6qt583sy+wNbiWatgHHgmWhRBiF2Sqgwbj5g4FyuD0eTQthW3bdMRNrHShFNtWEjALsQf0VNU5Y29Uus2MIWubI+l9sPBpBltCCRKWjdfQqSrykrBsXLrGy0sa+c8n9dksmWnaXPX0Ija0RhhWXsBtX5xCIODOvu66LREUioRpYWBT154kZdnd+s9aSmGZCk1z1ovayglSlm4K8uz8+mxW2DRtnl/UQH17lIb2OJpKV8NGdcss91SxuKeqyvkCZlspVm+O0BFP5lRbFntWMmlx15w1fLKxjZhpEUumcLtcKKUwND3br9iyVc7ad6fntYdY0mZ1Uzj9PWfjdek0BeO5x7RpkbJslm4KkrJtEqaFx9DZ2B4jlsytqg5gWja2St/IsZ33X9bp+NR1rdtxZdsqe7xmKr0D3R7LzHjY/hhhgXL6R/e3Kvpiz5BgWQghdlLn6qCJnSzstbE9xqYO50vfZWj87qVPeWbBxn5RlVeI/U1PVZ2BvVKFvvMYkjRtgnGTlnCi21KOzaEEhgaWgkfnbsg+fturK3O2W9YQ4n9LGxlTVcDAUn+2cnEobnab0tpVtlCXIrsOGeDFJY28vLSRX/13KTOGlfLxhnZCsVR2Jo0N2JbCJH+l7a4Vi7dV7XtMdWFOwLxgQxuPza2jriWSU235vMOGMn1Y2fZ/wWKn/OyZRTw5b2POcRCOmxR7XdSU+PC6NTyGQTTdJqwzp+e1c6zNWeUUpAvFu98E6Vw5/cV0vY/2aKrbdjmvDdhdTo4Xlzby0tJGfv7cYqqLvCRSdva48rp1mkIJ4kkLG6dQ07XPLgIgZdrZxzpXf9/WGBGKp6hvj6Gh8ZfXVuFx6f2mir7Yc6TAlxBC7ISu1UGNPBU5eyuTwSkPePpNVV4h9kc9VXWOpaw+r0LfdQwZUOzDpfdc88DagZtxq7dEeL+2JVu52OoaYewAr8uZQtseTfHap1toj6bQ05WzjU6/p54qbZ8xqSabtdtete/VTWEKfU4eZ8GGNm57ZSVrtoSzVZT9HhdrtoS57ZWVLNjQttOfSfTsZ88s4tG5dTmBckYwYVLfHkMpSFrdA+WutrE0OIfXtfPnm8dwpjFEEhZrm6MkTNsJmk2btc1RIgkLNGc7hdNaLJ6yUenndq3+3tMY0RpJsqE1imUrqoo8DCj2yff1AUKCZSGE2EFdq4N6XBpNwe79RXdUJGnhdet7vSqvEPuzfFWd+7oKfb4KwwqbaGrng9quTDu9zjTd23hnKaW6VdHOVM42dK3H5Se65rTD29AWw7ZVr6t9VxZ4KfC4eGxuHdGkla2irGsaXpdOZaGHaNLisbl12ErGx90pmbR4ct7GbW4TSVrUtUV7dUypXh53u/I9Z6d7KWe0p4vWtXcpXqdslTP7y1bOmvl81d+7jRGhBM3hBIauMaw8QHmBt99U0Rd7nkzDFkKIHdS1Omh7ZNtTx3pDAxKmRTxp4/cYe7UqrxD7u65Vnft67WG+ytfNoV0fR7qqa4tutw/y9mTWHXdm2U6/5K6xannAjdul4zZ0Sv1u4ubWysFAr6t9A2xsjWarKOdsi0aRz01dS4TVmyOMqyncpc8ntrprzpq8GeWuEmbvjqlebsau3COyO/VP1nCOzYaOOJatssXBlAI7z6mdOY7zVX/vPEbMX9/Gn99YRanfjd+TGzrt7Sr6Ys+TYFkIIXZQ16q1qd40hNyOzBe6aduAIRU3hdjDOld17mv5Kl8n84wjnSsB74ykZe9ytstW3achZoITpXL3z23oVBf5sn/vOo7tSLVvW4HPrXcLyMGZPhtSio64jI+70/rWyG59vb7Is9qq+/skukwRV+ntuup8bOWr/p4ZI1qjSTQ0vK7888rl+3r/JtOwhRBiB3Wulgl0a4exMzScCrIu3XmtvVGVVwjRN7qOIUCPQeSu8Bj6Do1P+fLqTluoLttpW//b+Udd36vzOJbvM29vW1uBK8/+Jy2FW9Mo8cn4uDsNK9u9Lbf6Yp6GrnV/H6+RG9Rq6e266nxc91S5HfKfr53J9/X+TYJlIYTYQZlqmW3RFEopSgK7PklHAV6Xgc+jZ6vyjq4u7LOqvEKIvtN1DAGoLHJ3225XM3NDywIMr9iBAKjH6CZ3TzKFvToHG7pGzljYdRzL95k7b9sWSVJd7HOqgSvFqCpnW13LDZgVilA8xdCKAsYMKOj9ZxM9sm3F4o0dDCn39yowGFVZ0Kvt3L2MMnYlqO58KCmcY3NgiQ9D17JHrablD3gyx7GtbExLUeTPrdyesb1jV76v928SLAshxA7qWi2zPWr2+qKgJy5do6LQQzxl93lVXiFE38pXcVdDp9i3+1bHuXSNhGWjoeE2ejeO5JvybNrQtUOQZStsZef02PW7dRKm6rG6+LYqkW9ojRFJmtS1RvnJvxZx2SMf0xFLYujQGEyQtGx0TSNu2jSHkwQ8BucdNlT6Le8G761u5oJ/zOU7D8/j5tmf4tlOZepSv5s/njOVMybXbHM7DdC2UQCus125KWR3eX6p353zX0jPgNC1nOyyrjmBrmnbJE2FoWt89/jR2crtnfWnKvqi70mwLIQQOyFTLXNgiZfGYLzXhUy6MjSnD2mJ3000afV5VV4hxN6Rryr37lrlOaaqgCNHV2Rft6rQi7+HO3rFPgNXLy7yNZyAuNBrYNuKlOUExqUBN+cfNpRDhpdvt7p4vs/cFkmQtCy8Lp3yAk+2nVRDh9NhYGCJl2jCpCWaJGlajKoq5KqTx0mf5d2gayuvikIPA4r9PbZ8Kg+4efiiwyjyufnhZw/izMk1dL0Po2vgNpzANGWpblP496TMcdwUTuB16YysDFDgNUCl9wVnHbzPraNB9hguCbi5+tSDuOTY0T2+dn+ooi/2DinwJYQQO+mIURWU+N0UeQ28Lp3NoR0r7uF3aTz27SOZPKiE5Y2hvVKVVwix93SuuNsUjvODxz9BA1z61qJEukZOm56qQk+2UFZFoYuG9hiGYTCg2Mew8gJu++IUAgE3tq26VfuOxlJc8uh86tujDC4NcM/5h1BY4CGZtLhrzhrWtYSZt76dSMKkpthLR9wkZdm4DZ0Sn4vNoSQHDSjkC4cMoaEjxuDSAGdOGYjLped9v3zjWOfP3BxJcMerq9jYFqWm2Jetku3TDWqKdRqDCUr8bm76/GTaYynKAx6GlvtpjUghpV3VtZWXpmkkTRuvS2doeYD1LbntoaYNLeXmsyfhd2+NpH/42YO44XMTeeyjOta3RhheXsClx45C1zWeX9RAXXuU/y7cREs4QXWRh5awScK0CMbNrVOkcaZDa5pzrCdMp0L12OoChlcUctsXp+By6c7x2Rph3rpWwvEUA0v83Y7PxmCCoeUBfnDiWCoKvUwcVIxtK55f1JA95jPTrLs+li+j3NXerqIv9g4JloUQYict3RRkzZYI5QVe6tqi239CJ4bmFKlZ1xxl+rAyaTchxAEqU3H32flhokkTl6FlC/0B2Eph2XY2uPC6DGpKthYSqiwOEE2Y/PaLU3PGkXzVvgsLPDz+7SO67YPHY3DFSWNZvLGDD9bMo7zAg67rlHUpWFQacLO2OcK4AUV8ccaQvJ9jRz7z4o0dNAXj22wntWZLBF3TOG5cVfZnhq6xJbTrve0PZPnal4FzvDW0J3IC5cNHlvPLMw/G685NOZcXeCgNeLjipLHdXv/sQwazeGMHT3y4gfICLy7DYECJi7ZIko64CWxdq+z07Xb+5jacCu7fPnYMZx8yOPt62eOztoWKQl/e47OswENTME5FoTd7LOq6lvM6nfdvZ+zNKvpi75Bp2EIIsZMy7V9awglS1o5Pn1TktqkQQhy46tuj2HSv2tu1PVPXVnVeQye1m9rW5Gtptafea1fer8jnprpTJlrsuHy/e9tW1LfHiHZapD5xUDE3njWxW6BcGnAC5R19j67Hb6ZtYoau9fzd2NfHpxAgwbIQQuy08oAH07Kzd8kBiry9n7DTU5sKIcSBZ3BpAJ3u/WB3pD3TrurrFjm78n6FXlfO1G2xY7r+7i1bUdceJZba+m/hdelcftyYbsdcid9NecH2j4F8/75dXyvTNjFDWjiJ/qZfBMt/+9vfGDlyJD6fjxkzZvD2229vc/u33nqLGTNm4PP5GDVqFHfddVcf7akQQmxVFnATSmwNlP1unaHlvm4FT/KxFD22qRBCHHjOnDKQIr8b03IqTWd0a8/k77k9067q6xY5u/p+fo8hAfNO6vy7T1kWa5rDxFOd+35rTBxUzEEDC3OeV+RzU1Ho3eH3yPz7lgRc2e9IRfpmUPrv0sJJ9Ed7PVh+8skn+cEPfsDPfvYzFixYwDHHHMNpp53Ghg0b8m6/du1aTj/9dI455hgWLFjAddddxxVXXMHTTz/dx3suhDjQFfnczByxtSJrVZEXje7rqPJxbaNNhRDiwONy6Xz3+NEYukbSdFraZNozZfhcBgmr5/ZMu6qvW+TsjvfzewwGlkjAvKM6/+5rt0RyAmWvS6ey0MP5hw/Lac9V6HNRVdS7QLnre2T+fVFaznektHAS/d1ev0q77bbbuOiii7j44ouZMGECt99+O0OHDuXOO+/Mu/1dd93FsGHDuP3225kwYQIXX3wx3/rWt/j973/fx3suhDjQlQTcPH7JEXz7mJGMrS7EtBRN4QSedMuKQq/RrcekhlMkZ3ttKoQQB55Ljh3N1aceREm6mnXn1jbnHzaUGSPK9njbmr5ukbM73s/nloB5Z2R+95MHl2TXyvvdOhMHFfOjzx6U056r0Ouiusi30+/R+d+383ekUtLCSfRve7UadjKZ5OOPP+aaa67Jefyzn/0s7733Xt7nvP/++3z2s5/NeeyUU07hvvvuI5VK4Xa7uz0nkUiQSGytmhgMBnfD3gshdqd99TzVNI3rzjiYa07r3jYl07KirjXC5mCC6hIvw8oKet2mQoj+Zl89T/cllxw7mgtnjczb2qa37Zl2VV+3yNkd75cJmFukrdQOnaezxlTyr1EVPPfJJl5a2shZUwcxtqYwJ6Nc4N2xjHK+98j375uvrZO0cBL9zV4Nlpubm7EsiwEDBuQ8PmDAABobG/M+p7GxMe/2pmnS3NzMwIHd1zjceuut/OpXv9p9Oy6E2O329fM0XzuJnlpWCLGv2tfP032Fy6XnHTv6sm1NX7fI2R3v53MbDNiFoG5/saPnaea76rBR5SQ6VcIGZ5p7dZF3l7P2u/s7Ulo4ib7SL1IbXU9ApdQ2T8p82+d7POPaa6+lo6Mj+6eurm4X91gIsbvJeSpE/yfnqejvXD20FTqQ7K7z1OeWAmpC7NXMcmVlJYZhdMsiNzU1dcseZ9TU1OTd3uVyUVFRkfc5Xq8Xr1fuNArRn8l5KkT/J+epEP3f7jhPvRIoCwHs5cyyx+NhxowZvPLKKzmPv/LKK8yaNSvvc4488shu27/88svMnDkz73plIYQQQgghRO94XDo1xT5ZAywE/WAa9lVXXcW9997L/fffz/Lly/nhD3/Ihg0buPTSSwFnKsk3vvGN7PaXXnop69ev56qrrmL58uXcf//93Hffffz4xz/eWx9BCCGEEEKIfZ7b0BlY4seQQFkIYC9PwwY455xzaGlp4cYbb6ShoYFJkybxwgsvMHz4cAAaGhpyei6PHDmSF154gR/+8If89a9/ZdCgQfzpT3/ii1/84t76CEIIIYQQQuzT3IZGeZFXAmUhOtnrwTLA5ZdfzuWXX573Zw888EC3x4477jjmz5+/h/dKCCGEEEKIA0NV4a5XvRZif7PXp2ELIYQQQggh9i4JlIXoToJlIYQQQgghhBCiCwmWhRBCCCGEEEKILiRYFkIIIYQQQgghupBgWQghhBBCCCGE6EKCZSGEEEIIIYQQogsJloUQQgghhBBCiC4kWBZCCCGEEEIIIbpw7e0d2BuUUgAEg8G9vCe9EwqFAIi2NmOZ1na3j7W3Otu3N6Pr278fkgi2AVBbW5t9r21pamrao/vTn7bf2d9lKBSioKBgu9v3J0VFRf2qx+K+dp4K0RfkPBWi/5PzVIh9Q2/OVU1lzqADyMaNGxk6dOje3g0h+pWOjg6Ki4v39m5kyXkqRHdyngrR/8l5KsS+oTfn6gEZLNu2zaZNm/rdnT9w7voNHTqUurq6fjXQ7m/k99xdfzsf9vR5KsfA3iG/911zoJ2n27M/H0/782eD/fvzyXm6a/aHY2N/+Ayw/3+O3pwTB+Q0bF3XGTJkyN7ejW0qLi7epw/KfYX8nvuvvjpP5RjYO+T3vn/oL9+n+/PxtD9/Ntj/P19/0F/O0x21Pxwb+8NngAP7c0iBLyGEEEIIIYQQogsJloUQQgghhBBCiC4kWO5nvF4vN9xwA16vd2/vyn5Nfs9CjoG9Q37vYnfan4+n/fmzwf7/+cTO2x+Ojf3hM4B8DjhAC3wJIYQQQgghhBDbIpllIYQQQgghhBCiCwmWhRBCCCGEEEKILiRYFkIIIYQQQgghupBgWQghhBBCCCGE6EKCZSGEEEIIIYQQogsJloUQQgghhBBCiC4kWBZCCCGEEEIIIbqQYFkIIYQQQgghhOhCgmUhhBBCCCGEEKILCZaFEEIIIYQQQoguJFgWQgghhBBCCCG6kGBZCCGEEEIIIYToQoJlIYQQQgghhBCiiwMyWFZKEQwGUUrt7V0RQvRAzlMh+j85T4Xo/+Q8FWLnHZDBcigUoqSkhFAotLd3RQjRAzlPhej/5DwVov+T81SInXdABstCCCGEEEIIIcS2SLAshBBCCCGEEEJ0IcGyEEIIIYQQQgjRhQTLQgghhBBCCCFEFxIsCyGEEEIIIYQQXUiwLIQQQgghhBBCdCHBshBCCCGEEEII0YUEy0IIIYQQQgghRBeuvb0DQgixP2hrayMcDvd6+8LCQsrKyvbgHgkhhBBCiF0hwbIQQuyitrY2Ro4aTUd7W6+fU1Jaxto1tRIwCyGEEEL0UxIsCyHELgqHw3S0t3HSNffgL6nc7vaxjmZe/c0lhMNhCZaFEEIIIfopCZaFEGI38ZdUEigfsLd3QwghhBBC7AZS4EsIIYQQQgghhOhCgmUhhBBCCCGEEKILCZaFEEIIIYQQQoguJFgWQgghhBBCCCG6kGBZCCGEEEIIIYToQoJlIYQQQgghhBCiCwmWhRBCCCGEEEKILva5YNk0TX7+858zcuRI/H4/o0aN4sYbb8S27b29a0IIIYQQQggh9hOuvb0DO+q3v/0td911Fw8++CATJ05k3rx5XHjhhZSUlHDllVfu7d0TQgghhBBCCLEf2OeC5ffff5+zzjqLM844A4ARI0bw+OOPM2/evL28Z0IIIYQQQggh9hf7XLB89NFHc9ddd7Fy5UrGjRvHwoULeeedd7j99tt7fE4ikSCRSGT/HgwG+2BPhRA7Qs5TIfo/OU+F6P/kPBVi99nn1ixfffXVfPWrX2X8+PG43W6mT5/OD37wA7761a/2+Jxbb72VkpKS7J+hQ4f24R4LIXpDzlMh+j85T4Xo/+Q8FWL32eeC5SeffJJHHnmExx57jPnz5/Pggw/y+9//ngcffLDH51x77bV0dHRk/9TV1fXhHgshekPOUyH6PzlPhej/5DwVYvfZ56Zh/+QnP+Gaa67h3HPPBWDy5MmsX7+eW2+9lQsuuCDvc7xeL16vty93Uwixg+Q8FaL/k/NUiP5PzlNxIEuaNh7X7ssH73OZ5Wg0iq7n7rZhGNI6SgghhBBCCCEOUK2RJG3R5G59zX0us3zmmWdy8803M2zYMCZOnMiCBQu47bbb+Na3vrW3d00IIYQQQgghRB+ybUVTKEE0aVLg3b3h7T4XLP/5z3/m+uuv5/LLL6epqYlBgwbxne98h1/84hd7e9eEEEIIIYQQQvSRpGmzORgnZe2ZWcb7XLBcVFTE7bffvs1WUULsTRtaojz3ST3v1bbQFk3yuSkDufS40biMfW7VgxBCCCGEEP1SJGGyJZTAVir7WEs4QZHPRcCze8LcfS5YFqK/mreulTvfrOW1T5tyHv+0MYSh61x2/Oi9tGdCCCGEEELsP9qjSVojueuTF21s56bZyzl2bBV/+MpUNE3b5feRYFmIXfRJXTt/eHkFb69qBkDT4OgxlZw6qYYXFzfyzupmVjeF9/JeCiGEEEIIsW9TSrEllCCcMLOP2Urxz4/quPedtdgKnllQz6Ejy/nqYcN2+f0kWBZiJ61tjvC7lz7lhcWNALgNjS8eMoRvHzuKUVWFALy5YgsAw8oDe20/hRBCCCGE2NeZls3mUIJEyso+Foqn+O3/VvBebUv2MbehYdkq30vsMAmWhdhBHdEUf359FQ+8tw7TVuganD19CD84aSxDOwXFm4Nx3khPyT51Us3e2l0hhBBCCCH2aQnTYnNHArNTu+CVm0P88j/LaAzGs4/VFPu46+szmDa0dLe8rwTLQvSSZSv+Oa+O3720IrtG4viDqrjmtPGMrynutv09c9Zg2opDR5RxUE1RX++uEEIIIYQQ+7yuhbyUUvxnYQN/e3M1KWtrBvnwkeX8+qxJjNuN190SLAvRC0vqO/jZv5ewsK4dgLHVhfzsjAkcf1B13u03B+M8/MF6AL77mTF9tZtCCCGEEELsN7oW8oolLW57ZWVOQV1dg28dNZJzDxtKkc+9W99fgmUhtiGesvjjKyu55+012AqKvC6uPGksF8wagXsbraB+/9IKEqbNzOFlHDeuqg/3WAghhBBCiH1bvkJe61oi/Oo/y1jfGs0+VhZwc/3nDt5t0667kmBZiB58vL6NHz+1kLXNEQDOmDyQX5x5MAOKfdt83uKNHfxr/kYArjtjwm4pWy+EEEIIIcSBIGXZbA7GSZpb1ye/smwzf3xlJfFOj00dUsLPz5hARaEXALehU+KXzLIQe1TKsrnj1VX87c3V2AoGFHu5+fOTOengAdt9rlKKXz6/FKXgrGmDOGRYWR/ssRBCCCGEEPu+WNKiKRTPVrNOmjZ/fWM1zy9qyNnuvMOGcuFRIzF0JylV5HNTUeBB13dvkkqCZSE6qWuN8v3HF/BJem3y2dMH88v/N7HXd6me+2QTH69vI+AxuPa0CXtwT4UQQgghhNh/dMRStEaSqHQhr03tMX71/DJWNYWz2xT5XFx72niOGFUBgKFrVBV5CXj2TFgrwbIQaS8tbeTHTy0kFDcp8rm49QuT+dyUQb1+fjhhcuuLywGnqFdNSf7p2kopareEeXPFFj5tDBGMpSjxu5k6tJRTJ9VQmZ5KIoQQQgghxP5OKcWWcIJwfOv65HdWNfPblz4lktjaU/mgmiJuOPNgatJLIgMeF1VF3mx2eU+QYFkc8EzL5ncvreDvc9YAMH1YKX/+6nSGlAW288xcf3tjNZuDCYZXBLjo6JHdfh5Nmvzr44089uEGPm0Mdfv5Ux9v5FfPL+XMKYO4+JhRHDyoezsqIYQQ/YdtK5ZuCtIaTVIe8DBxUPFunwIohBD7M9Oy2RxKkEhZ2b/f+85a/jlvY852x4+r4uSDqwlGTQYUQVWxl+LdXPk6HwmWxQGtNZLk+4/P593VLQBcdPRIrjlt/DYrXefTFIxz/7trAfjZ6RPwuY3sz0LxFP94dx3/eHctbdEUAB5D58jRFcwYXkZFoYfNwQRvrmhi0cYOnllQzzML6jltUg03njWJqiLJNAshRH/z3upm7nyrltqmMClL4TY0RlcXctlxo5k1pnJv754QQvR78ZRFUzCBaTtFu7aEEvz6v8tYsimY3cbr0hlU6mfZpg4WbmzHbeiMHVDId48f0ydjrQTL4oD1aWOQSx6aR11rjIDH4HdfmsoZUwbmbBOMp/jnR3XMXtzApvYYP/rsQXxl5tBur/W3N2uJp2ymDyvl5HQhsGjS5IH31nHPnDXZIHlYeYBvHTWCs6cPoSSQezfsqpPHsbCunXveXsMLixt4cUkjH69v4z/fO7rHKd1CCCH63nurm7nu2cWEEyZlAQ8eQydp2SxvCHHds4u55ezJEjALIcQ2BOMpWsJb1yd/vL6Nm2cvpz2Wym5TU+zDVjbt0STFPjdlLh1LKVY0hvtsrJVgWRyQXlm2mR88sYBI0mJYeYB7vjGTg2qKsj9PWTYPvreOP722imCn9RM3Pr+M0ycPpNC79dSJJS3+9bEzVeSqk8eRMG2emLuBv71ZS1MoAcCoqgJ+cNI4zpg8cJvrKqYOLeUv5x3C8oYg331sPmu2RLjlheX86avTd/evQAghxE6wbcWdb9USTpjUFPuy7QF9ukFNsU5jMMGdb9VyxKgKmZIthBBdKKVoiSQJpoNiWyke+WA9D763HtVpu88ePIAtoQTrWiJUFnrxGHp2TPW5jT4bayVYFgcUpRT3vr2WW15cjlIwa3QFfz3vEMoKPNltFmxo49pnFmfXFY+pLuTcQ4dy0+zlhBMm7dFkTrD8wdqWbMP0uWtb+fFTC9kcdILkIWV+rjp5HGdNG7xDxQcmDCzmtq9M4/N/fZeXlzWSNG08rh2bGi6EEGL3W7opSG1TmLKAJxsoZ2iaRmnATW1TmKWbgkweUpL92f6+vnl//3xCiF1n2YqmUJxY0lmf3BFNccuLy/loXVt2G7ehccUJYxlTVcgN/1lCqd+N23AqZacs2+mlHHD1ONbubhIsiwOGadnc8J+lPPrhBgDOO3wYv/p/E7Prk5OmzR2vreTON2uxFZQF3Fx96ni+MnMory7fDEBVkZfBpf6c1+18KfDn11cDMKjEx+WfGcOXZw7B6zLYGVOHlGDoGvGUTUskwcAS//afJIQQYo9qjSZJWQpPD7UtvIZOh61ojSazj+3v65v3988nhNh1SdNmczBOynLWJy+p7+DG/y6jObx1rBxU6uOXZ05kTHUhH61rw1IQSVlsaI1idUo7N3RARZEXpcgZa/cECZbFASGSMPnuY/N5c8UWNA1+fsbBfOuoEdmswNrmCFc8voDF9R0AfH7aIH5x5kTK0xnnTPGus6cP7pZJOP6gan7zhck88uF6Bpf6OW3SQE6bXLPTQXJGNGllG7IH3HKqCiFEf1Ae8OA2NJKWjU/vPs4nLBu3rlEecL4/dmZ9876UpZX120KI7YkkTLaEEthKoZTiX/PruXvOmux1LsDRYyr56akHEfAYrNkSIRRPEU9ZRCJWt9ezFDQFExT7XNmxdk+RK3Cx32sKxfnWAx+xpD6Iz63zp3On89mJNdmf/2fhJq59ehGRpEVpwM2tZ0/mtMlbC33NW9fKB2tacRsa35w1Iu97nHvYMM49bNhu3e8l6cC9qsjbrRiYEEKIvWPioGJGVxeyvCFETbGecwNVKUV7NMWEgUVMHFS8U+ub96UsrazfFkJsT1skSVs6+xtOmPz+pRXMWdWc/bmha3z7mJF8acYQPqlr55/zNrKhJUIiZRFJbg2UO+eq0jXBiCYtDqou3KP7L4sgxX5tzZYwX/jbeyypD1JR4OHxS47IBspJ0+aX/1nKFY87hb4OH1nO/648NidQBvjjqysB+NKMIQwq7f1U6EjCZM2WMB3R1PY3zuP1FU0AHDmqYqeeL4QQYvfTdY3LjhtNodcpMBNLWdi2IpayaAwmKPQaXHbcaHRd26H1zbA1S7u8IUiB10V1kZcCryubpX1vdXO+XdprdvTzCSEOHLat2ByMZwPl2qYwlz0yPydQriz08MevTOXLM4eysK6DO15dRe2WMIU+N35vbk5XKSDzJ/MeSjF7SeMe/RySWRb7rU/q2rnwH3Npi6YYURHggQsPY0RlAeD0cfvuo/OZu64VgO9+ZjQ/PGkcri5r0D5Y08K7q1twGxrf/cyY7b5nWyTJUx/X8Z+Fm1hSv/Xi4LMHD+DXn5/EgOLetYAyLZvnFmwC4NRJNdvZWgghRF+aNaaSW86enM0Ad9gKt64xYWBRTgZ4R9Y374tZ2p1Zvy2E2P+lLGd9ctK0UUrx4pJG/vT6apKmnd1mxvAyfnb6eEoDHtyGztMLNhJNWdnxLxjrnmxSOLWCdA0MTcNSivr26B79LBIsi/3SnJVbuPSRj4kmLaYMKeH+bx5KZaEXcKY3X/LQPBo64hR5Xdx2zrRsb+Su/viKk1U+59ChDCkL9Ph+TaE4d725hsfmriee2joQFHgMIkmLl5dtpjmc4J/fObJbQJ7PK8s20xiMUxZwc+KE6h356EIIIfrArDGVHDGqYptri3dkffPOVtnemzp/Pq+mE0/ZmLaNS9fxufVu67eFEPu/WNKiKRTHshXxlMUdr63ipaWbsz/XgG8cOZyvHTEcQ9coDXjY2Bpl7ZZIzvjn7nS9rOEEym5DQ9c0NM2prK0pGFy69fp8T9R7kGBZ7HdmL2rgB08uIGUpjhlbyV1fm0FBeirHK8s2c8XjC4ilLEZVFXDPN2Yyuir/WoeP1rXy4VpnrfLlx+fPKkeTJnfPWcPf31pDLOWsq5g4qJjzDh/GyRMGUF3sY9mmIOf8/X3mb2jnyXl1nH/48G3uv1KKu96qBeBrRwzf5UJhQggh9gxd17YZuO7I+ua3Vzfvc1nazOdbWNeBZdskLRulnLWFHkPH0HWmDi1h4qDivb2rQog+0BFN0RJx2qfWtUb55fPLWNscyf68xO/mZ6ePZ+aIcly6TlWRF7/HYHF9R7fxr8TvoqHDKeaVmXmt4QTLtrIxLUVJwM2ZU5zlk3uq3oOsWRb7lSfmbuD7j88nZSnOmDKQ+y44NBsoP/jeOr798DxiKYtjxlby7OVH9RgoA9w9Zw2Qf62yUornPqnnhN+/xe2vriKWspg6tJSHvnUY//3+0Zx/+HCq01OuDx5UzA9PHgfAnW/WYlo22/Lmyi0s3NiBz61zQQ8FxYQQQvR/vVnf/J1jR7F0U5B1WyIoFAmze+VX6F5luz/QdY1jx1YSTZpE04V4Mte60aRFNGly7NjKfjNtXAixZyil2BJKZAPl1z9t4tsPf5wTKE8aVMzdX5/BzBHlBDwuBpf58XuchFDnWSoZuq5TVZS7fFGhMG2bpKkwdI3vHj8al0vfo/UeJLMs9hv3zFnDzS8sB+Crhw3jps9PwtA1bFvx25c+5e9vrUn/bCg3njUJXdN4/dPN1DZFOGZcJeNrtt75buiI8Vq6t/JFR4/KeZ8l9R388j9LmbfeaaA+pMzPNaeN54zJA7tNncv46mHD+Osbq9nYFuPp+Rs559D8lbNtW/F//1sBwNePGJ6dOi6EEGLftK31zceOreTvc9ZkMyGhuElHLMXgUj9Fvq1dELpmofsL21bMWdVMgdfAtBRJy8ayncxywGPgMjTmrGrmoqNHScAsxH7KShfyiqcskqbNr2cv493VLTnbDCj28o0jnURSRaGHYl9ul5eeZuFUFXlRKJqCCVT6vTSgJODmu8eP5pJjR+/xeg8SLIt9nlKKP766ij+9tgqA7xw3imtOHY+maZiWzTXPLOZfH28E4MefHcd3PzOGj9a18YvnlvBpYwiAotddvH/tiRSms9CzFzVgKzhsRDlj0iXpm4Jx/vDySv75cR1Kgd9tcNlxo5g2rIyFde3c+N9lTBlSwumTB3abOu33GFx2/Ghumr2c3720gs9NGZTNeHf27IJ6ljcEKfK6uKyHqd9CCCH2LfnWN3fEkvz830ty+hN7XDoNHTE2tEapKfFR5veQsGzao6mcKtv9RWaddXWRD69bJ57stGbZ46xh7m/rrIUQu088ZdEUTGDaNo3BONc8vYgNrbHsz3UNKgo8JE2bP722ilvO9jEyXWy3s8wsnOueXUxjMEFpwI3XcOoeWDYMLfNxxtTBFHgMBpcGOHPKQFwuZxrLnq73IMGy2KcppbjlheXc8/ZaAH5yykHZqtUJ0+KKxxfw0tLNGLrGb74wmbOnD+a3/1uRXRNc5HMRipuE4ia1TWGmDi0FtvY4Pu6gKja1x7jvnbU89uGG7Lrk0ycPZNyAQp6av5HbXl2Vs09vrdjC7edO77avF8wawcMfrGd9S5Rn5m/k60eOyPl5OGHy2/99CsDlnxlDeUH/mWonhBBi13Re32zbigv+MbdbJqS8wJmKWN8eozmUJGnaeAy9W5Xt/qJzNWwNLT2lcuvN4v64zloIsXsE4ylawkmUUnywpoVbX/iUUMLM/tzr0hlY7MPj0tE12BJOcs87azl6bFXem3697TLQ1Z6uyi/Bsthn2bbil88v5aH31wPwyzMP5ptHjQScO13fefhj3lq5BY9L56/nHcIhw0r52n0f8sEap13UOTOHcs1p4znm/94gnDAJeDp9waczw797aQW/f3lFtvn59KElHDG6gmfm1/PC4gYAin0ujj+omgKvi8fnbuC5hZv48SkHdaue7TZ0vnjIEG57ZSUL6tr5+pG5n+dPr62iKZRgeEWAbx09Ynf/uoQQQuxFnau0toaTrN4cypsJKfK5GVYOLeEUp04ayIxhZTlZlL2xvz1Vld2Rat9CiP2DUoqWSJJgLIVlK+5/dy2Pz63L2abE56KqyIuua7h1HV13MrzLG4I8/P56DhlelndM6anLAMDijR15x6M9PQ5JsCz2Sbat+Nm/l/D43A1oGtx69mTOPcxZBxxPWVz84DzeWd2M321wzzdmUlXk5f/95V3q22MUeAx+9+WpnD55IGubI4QTJl6Xnu3BDHD6lIE8PX8jpq1QCo4YVc4J46t57pNN3Pmms/Z5cKmfy44fzRcPGZItUDB/fRsrNodYsyWSt9VUZpp35z5zACs3h7j/HSc7fsOZB0sFbCGE2I90rdJqK0UwnsLjMvC5c8f7cMKkKV0M7PmFm3h9+WaeWbCxTzPLva0quyPVvoUQ+z7TsmkKJYinLFojSa5+ehG1WyI527gNjSK/G5eh49I1NE1Lj2txYimL215dSYHH6LFSddcuA9sbj/b0OCTVsMU+x7YV1z6zmMfnbkDX4PdfmpoTKF/ykBMoBzwGD1x4KJoGX7rzPerbY4yoCPDc947i9MlOmfl565ws86TBJTn93I4bV8Xcn53E05fN4qUfHMvg0gC3vPApSzcFKfK5+PkZE3j9x8fxtSOGZwNlADudgjZ6WFP2aWMQICeQtmzFNU8vwrQVJx88gBPG5+/5LIQQIpdtq+1vtJflq9Ia8BhYtmJTR4xwp2mL4YRJfVuMeMrKrvXbXkVX21Ys3tjBWyu3sHhjR/Z30tPjO7O/Pe1Db6p997d11kL0Zzt73vaFeMpiU7tTyGthXTsXPvBRTqBsaE4/ZNNSbO6IkzDtbKC8o+NaRm/Goz09Du2TmeX6+nquvvpqXnzxRWKxGOPGjeO+++5jxowZe3vXxB6WCZSfnFeHrsFtX5nG56cPBpxs7eWPzuftVU6g/OC3DmNzMM4Pn/yElKU4bGQ5d399BqWdpmEs2uisTZ4xvKzbe5X43Szb1MHvX15JRywFwOmTahheEWBBXTtt0SQXHz2KsvTaYttW1LVFARhY4uv2evGUlW3KftSYiuzjD7+/jvkb2inwGNx41sTd8WsSQogDQihuYto2Ff20c0BPVVpLAm5aI0miSYumYJyC9MymLaE4lnJmHvncLgJeAw2tx4quPWVcjh1byZxVzTvcb3Rnqsru7DpDIUSuPdUneHfIrE+2bJsn5tZx/7tr6RzHa4Dq1A/ZUootoTgBd2CHx7WMHRmP9uQ4tM8Fy21tbRx11FF85jOf4cUXX6S6upra2lpKS0v39q6JPSwz9ToTKP/xnGmcNc0JlC1b8cMnP+H1T5vwuXXu/+ahrG4Kc92zi1EKzpg8kNvOmdptevP6Vie4zVS8znivtpmbZy9n6SYnEzyiIkBpwMMLSxpztpu3ro0nv+MsPl7THCaesvG5dYZXdK/0959PNtERSzGoxMes0c5JW9ca5f9eclpFXXPaeAaW+Ls9TwghRM86YilSlqI6vT6uP+mpSquGRnWxj7rWKLGURXsshcdwqkejwNB1iv0uwnEzW1m6a0XXTMYlFE8R8LhwGzq2Uiysa+P92hYCHoMBxT48hk7SsrOZmFvOntzjhePOVpXtaZ1hf/v3EKK/ypzPnavj9/a83VG9qUeQ0Xl9cjCW4tYXP+XDta0522g4/dUNTcNUCssGWzm91ttjqZxxrarIi4bzXturVL2j49GeGof2uWD5t7/9LUOHDuUf//hH9rERI0bsvR0SfUIpp5hXZup150BZKcXPnl3M7MUNuA2Nv399JkvqO7hpttNz+fzDh3HjWZPyTo2Op6tbewwd21a8V9vC3+fU8vYqZ0pIocdgWEUByxqC0BJF1+D4g6oZW13I3+es4cO1rUQSJgVeF3PXOn2Xpw4p7fZeSdPmz284VbO/edSIbP/nn/5rEdGkxWEjyjn/8OF75pcnhBD7uWjSpL7dpqbEl7OkZm/bVpXWQq+LwWV+NrXHiCZMQspZyuMxNDQNtoQSKOX0LPa6DCoKPaTSFV0zGZfWSBLLVgTj8ey2lq2wlfNfr8tZv9fbfqO7UlW26zpDIUTv7Ok+wZ3tSPa6c//kTxuD/OzZJbRFU91e09DBpTtjjQcwNTtdmwHaIklspfC7DaqLfdnaPRnbGlN2ZjzaE+PQPhcs/+c//+GUU07hy1/+Mm+99RaDBw/m8ssv55JLLunxOYlEgkQikf17MBjsi10Vu4lSiltf/JSH3l+PpsHvvjQ1GygD/P7lFTzxkZNt/vNXp7OkvoPfpbO1lx43mqtPPajbHamMkRUFzF3byk+fXsRNs5fRHHZOOENz1jEvbwixrCGIrsGXZwzleyeMYWh5gI1tUf4+Zw2GruEynNfOrH8+fGR5t/d56P111LXGqCry8rUjnKD4gffW8f6aFnxunf/70pQD/g68nKdC9H/9+TxNWTab2mNUF/lyaknsDjuSielse1Va3YZOVaGXn5wyno54ij++spJIIoVCZbMvSkEsZVHfFqPE76Y84GHppiDLNnU4a/MU6SI6ztTHzNTIuGkRT9nZ30Vv+o1Kdev9Q38+T0V3OzOjo7djUuft6lqj3PP2GiK9yF4nTKd/ctK0eO6TTfz1zVqsTvOuPYZG0nL+btqAptDTN+wMTQPDCbZPmTSQd1Y1UxJw4Xd3Dzu3Nab0l/FonwuW16xZw5133slVV13Fddddx9y5c7niiivwer184xvfyPucW2+9lV/96ld9vKdid7njtVXcPcepQH3r2ZP54owh2Z89+N46/vqG0zP5lrMns2pzmD+8shKAH540juPGVfLjpxaxekuYyYOLue70CQQ8Ww/7y44fzZxVW2joiNMcTlLsc3HoiHJWbA6xML2eedboCm44cyIH1RRln/fa8iYAJg8uyU7tXpTuzZzp1ZzRFIpzR7oX849OHkfA42LV5lC2p/LPTp+QU4n7QCXnqRD9X38/Ty1b0RiMU17gocTv3i2vuSvrCHtbpfWsaYOwbcXtr65ka7OE7oV9LKWYUFPE27XNBOMmtlK49a2vq6mtz7NsSFkW/h3oeyzVrfcP/f08Fbl2NIPa2zGp83ZJ0yYYN1EoBpf6s1X482WvYymLLaEE4USKP7y8kjdWbMnZn8p0P/iG4NYbMqalAIWGEzCjwDA0zpwykOZwguUNIXzFxg6NKf1lPOo/c5V6ybZtDjnkEG655RamT5/Od77zHS655BLuvPPOHp9z7bXX0tHRkf1TV1fX47aif7nvnbXcng40bzjz4GzVa4D/LWnkl88vBZwgdEsokQ2Uv3/CGNa1RPj8397j6fkbWVjXziMfbOAn/1qU8/ojKgt46yef4aFvHcbfv3YIR4+t5LVPm9jYFqOiwMNJE6qJJEx+8q+FPPdJPeDcpXvkA6e38+enDQIgFE9RuyUMwJQhpTnvccNzSwklTKYOKeHLM4eSNG2ufOITEqbNceOqspnmA52cp0L0f/vCeaqUoiWcoCWc2P7G27EjlaHz2ZEqrcsbQyTTS4N6kkxZLG8M0R5JYdsKXXPKz9pKYdkqnZHeKhhz2rW0RZLYtr3dTIxUt94/7AvnqdiqcwY1n87nbW/HpMx2S+vbsWyFpRSmZWNaik3t8Zwq/E722sWnDSHumlPL2yubWdUU4rJH5ucEyoYGQ0r9VBR68Xtc5BsGFM56ZRvwuw2qinw7Pab0l/Fon8ssDxw4kIMPPjjnsQkTJvD000/3+Byv14vX2z8rZYqePf3xRn7932WAEwxfeNTI7M/mb2jjyicWoBScd/gwdB1+95ITKJ9/+DCemreRxmAcTYOzpw1m4uASbpq9jNmLGrjm1ChDy7e2bkpZNp/UtXPnm7XEUhYaTsGvtc0RXk1nkAGueXoxp00ayMvLGlnVFKbI6+IL6Sz3wroOlHJ6L1cVbT3Wnl+4iReXNOLSNW75wmQMXeO3//uUZQ1BygJufvelKT1OET/QyHkqRP+3L52nHbEUlq2cgjI7Mc7urnWEva3S2hSOE0vlv1jOiKVsmsJxygJudF3DstJBcroKbTqhk9UW27q+cFMH+FwGM0aUbTMTI9Wt93370nkqep9BnVBTxIUPfrTdMemwEeXc+VYtTcE4cdPGVmbO+6Usmy2hBAXpqtThhMnmjhixlM3fXq9F0xThpIXqNJi4dI0hZT58bhcuXXPWKOf5LJ0f03WNCTVFuFz6To8p/WE86vNg+bXXXuO1116jqakJ2879Urj//vu3+/yjjjqKFStW5Dy2cuVKhg+X7Nz+5I1Pm/jp004W+KKjR/K9E8Zkf7ahJcrFD84jYdqcML6aoWV+fvs/55g4cUI1T3xUh2UrRlUW8IevTGX6MKct1Jsrmnh7VTN/fn0Vt5w9mQ2tUZ77ZBMPvb8uW7BgcKmflkiCVU1OlvjoMZWcMqmG6/+9hFjKoi2azK6HvuiYkRT7nGl+79U6d/JmjtjagqqxI871zy0B4PLPjGHioBLeXNGUnVL+my9Oobq4e4spIYQQu0c4YWLaigHFvrxFHrelN+sIV28O8dwnmygv9Gxz3eCsMZXMHFbGXXPWsL41wvDyAi49dhQej5FdUzj7k4Y8E69zKeD1ZU2MrSnCY+hELAuUc4G6vU9nK4imLAo8Bm+vbt7u/kp1ayF2n22tMc5kUK97djGb2mO4DD1798u0bAq9BpMGl/Cr55exeGM7FQXbXtv8/KIGFta1Ee3h5pvCKYoYT9pYSrGxNYplq/TNNkU4kTvD5dSJNXy8rgVd07MFFOMp25lv3SmiztROyDxkaM6MmV2tVL23x6M+DZZ/9atfceONNzJz5kwGDhy4U3d6f/jDHzJr1ixuueUWvvKVrzB37lzuvvtu7r777j2wx2JvWFjXzuWPzseyFV+YPpifnT4he6x0RFNc+MBcWiNJJg0u5rAR5fwmvfZ36pCS7FriM6cO4jdfmExBp6p7lx03mrdXNfPPeRv557yNOe9ZU+xDoahvjwEwfVgpPzt9AjNHlPPUPGf60vCKAI99uJ71LVEGFHu5+JhRgLNG7vlFmwA4YXx19rEfPvkJ7dEUkweX8P0TxtDQEeOqfy4E4BtHDueUiTV75PcnRF9pa2sjHA73evvCwkLKyrr3NBdiT4qni2NVF3uz6/R6Y3vrCFOmTXMkyU2zl6Fr2jbXMt8zp5a/vllLKJbCxlkDd/97azljUg0b2mLUNoVp71RlVsv+z1aZC9D/LNqEd6lONJl7QbutQLtzxvmlpZuZt64Nj0vf5tprqW4txO7RmzXGs8ZUctToCp6ctxGzUyEtXYNQwuTut2qx0zNIgnGT6iJfzkxG2Lq2ua41TCi+7SUdtoKkZaV7J6vs+BDpNK5owOjqQq4+5SB+/twSVmwOE/A4645N20YD3LqWs78APrdTvT+atHZbpeq9OR71abB811138cADD/D1r399p1/j0EMP5dlnn+Xaa6/lxhtvZOTIkdx+++2cf/75u3FPxd6yoSXKRQ9+RCxlcey4Kn7bqUp0yrK57NGPqd0SYWCJjzMmD8wGyiMqAizc2IGmwdWnjuc7x47qdjNm1phKfv35Sfzfi58SSpi4DY1pQ0tRCuatd9o+VRZ6uO70CZw9fTCappE0bf7yxmoAThw/gDvfdLLC13/u4Gz5++cXbqKuNUZpwM3JBw8A4M+vr+L9NU6fy9vPnQbA9x5bQGskycRBTqExIfZlbW1tjBw1mo72tl4/p6S0jLVraiVgFn3OtG0aOnas8Ne2KrGGEyabOmJYtiLgMSj2uXusKnvPnFp++78VWLbCZWi4NOdCtSOa4tG5dQTcOoPLAmgaRNudC9VOdbq6cae7MHQOgA3d6d1sK4XV6XluQ0NDQ6EwLeeCWAFet07A49ojPVyFEFv1tn/yPXNqeXLeRmec0J1ANdOv2LacrK+ub32sMRgnZVkU+dxOL3a3nl3bvDmY3O4sFYCWUIJYys6OC535XDrlBR5CsRTBhMl3PzOG655dTGMwQWnA7dRLwKmX4DY0Kou8eAw92xc+nrJx6/Z+UTm/T4PlZDLJrFmzdvl1Pve5z/G5z31uN+yR6E86Yk7WuDmc5OCBxfzt/EOy0z2UUlz/7yW8V9tCgcfg3EOHZadeVxd5WdcSxWNofOe40SzbFOT//eVdhlcEuPiYUUzrVJ3660cM59xDh9IYjPGfTxq4883abJGDaUNLiCQsrv/3EhqDcS4/fgz3v7uW9S1RKgs9vLu6maRlc+L4as6YPBBwLpgyVa0vPnokAY+LOSu3cMdrTlGymz4/idFVhdz032V8vL6NIp+Lv51/yA5lN4Toj8LhMB3tbZx0zT34S7Z/kR3raObV31xCOByWYFnsFss2BbnvnbVccORwCn3bv5zJFP5KmjaVhd2nMXbV0zpCpRRNwTim5QTKJQE3Gvl7Gdu2yrZc8bg0dM35TtM0la4eC3HTxmNoePxuGjviOcFuPqGEiR1zCuhkWLYTMHd9qoaGrkPSVDk/My2Fz737e7gKIbbqbd2DmcPKuo0TCkWq03JVhXOed9YSSdEWSWEYGh5Dx9B1pg4toaqodwFqpIdp2qV+N1VFHgxNpyWapD2W4rhxVTlrh5OWja5pKA0Glfop8m29Cbm/Vc7v02D54osv5rHHHuP666/vy7cV+wDTsvneY/OzWeN/XHhoTuPye95ek+2l/LUjhnPHa04xrxK/m6ZQgiKfiyFlfv78+urscxbXd/DS0kZuOXsyX545FHAC8n99vJF7315DQ0ccgIElPjpiKT6p68g+98+vreaEg6r5Y7q69rjqIt5b00J5gYdbvzA5O+DdPHsZDR1xhpb7ufiYUWxoiXJFuvDYVw8byhcOGcILixu49521gNMjeniFtIkS+w9/SSWB8gF7ezfEAcayFdc+s4iFGzt4Y0UT3/vMGI4bV9mr5V2heIqEaVFd5MPj6rkpSOd1hJlsitfQ6YiniKUsDF2jutiX7YcM3Xuirm4KE4qlcBlbA2XIWebnZJljJmUFHvweo9t6wc4y76R1Tiun/15V5MWyFE3pKuCZFi5KOX86P8WyFbGkhc+tb7f3shBi52yv7kGJ38XyhiDXPLuYYDSFoZMdJyy7N7lhJ9sMEE1aGLrNsWMriSW3XSgw+9z0LJfsPgGlATfFPjduQydpqZzq+V3XDmf6NocTFi5Dx2s42e32aGq/qpy/x4Plq666Kvv/bdvm7rvv5tVXX2XKlCm43blToW677bY9vTuin7r5heW8vaoZv9vg3gtmMqBT4auXlzZy64tO9vbLM4Zy7ztrsRUUeAw6YimKvC7iKYvlDSG8Lp2vHjaMw0aW8+yCel5Ztpmf/GsR9769FpehsaIxlF1bURZwY+haNmgeX1PE1CGlPDmvDk2DHz3ltHc6aEAh761pAeAPX5maLcr17IKNPD7X2fa3X5iCaSu+/fA82qMppg4p4YYzJ7Jyc4ifPOWsU/72saM4dZKsUxZCiF31zPyNLNzo3OBsjSS58b/LOHJUBVeeOKZXhROTps2m9hiVRd6cG7Nd5avEalk2hq4xqNSf97mde6LWt0exAVee9cedL4VTlo1t28SS215nqCA7nbrr63kMncKAQXMkkb0A1jSw7e4Z5/ZYio54Cq9Lp6LAS2obvZeFEDtnW3UPwgmnrVssZTF7cQM2oGzQNYWha9i9DJZNG9wGBDwGLkNjzqpmLjhyeLfK+Pl0fQsFBGMpQvEUXpeRzVR3zg53XTs8qrJgv6+cv8eD5QULFuT8fdq0aQAsWbJkT7+12Ec8M38j/3h3HQB/PGcaEwdtPQmX1Hdw5ROfoBScML6KZxfUY9kKn0snkrQIeAxC6WnUJ46v5tefn8SgUj/gVO/78+ur+dPrq1ixOZR9zdFVBfjcBks3BQHnbvzVp47n89MG8ZW/vw84U0qWbgpR5HWxtjkCwBUnjuUzBzkFvD5a18rV/1oMwPc+M4bDR1XwnYfn8WljiKoiL3d9fQbxlMUlD80jkrSYNbqCn55y0B78LQohxIHj89MHsyWc4I5XV5EwnSzK+2ta+KSunYuPGcn/mzpou9Wv7fR06lTAQ1lBz9MWu2ZTWsNJfvfSpz0W/kqkK1SvbY5g204xL1uR05M03R45ezHrNnQ6Yma3KdiG7mzU+fF8LaIUEE6ksJXz/ZipgpsvO2VoTtVahdOKalNHjGKfa79YWyhEf9JT3YNwwqS+LYZl2+galPhcNIWddcYpyykB2HX2SE9K/S4qC33ZdcK1TU5xryKfi2Dc3P4LdJHJBHfOVG+vNd7+Xjl/jwfLb7zxxp5+C7EPW7qpg2ufcYLOK04cm5N5beiIZYt9TRlSwnu1LSQtG7ehpdd4OdVAXTp8eeZQBpf6eWNFEyeMr2ZgiR9d17jypLGcd/gwFm1sJ5Iw+WhdG/+cV0fCdDID35w1gh+cNJYin5sH3l3L/A3teF06q9Oto3QdkpbixPHV/ODEsYCzTu6iBz4iadl89uAB/PCkcfx69jJeXd6Ex6Vz99dnUFno5YL757K+JcqQMj9/Oe8QpxWAEEKIXeY2dC4/fgzHjKniF/9ZwoIN7QDEUhZ/fn01ry7fzI9OHseoqsLtvlZbNEnSsqkq9PZ4gdc5m2LbimcWbMzbEzUUT1HfHkND4y+vrXIK9WgapqXQNbvTmuVOr61Bid9Fczg3s6trzuc0zTxTKjPBdqeL6ZZIivZoiiK/myNHV/DxhnZCsVROoG1o4HEZmZfApSuSplMUbEJN0XZ/V0KI3stX90ApxZZQHEs557XP7aK62EdLNJWtSm2mg+jeKPG78Xucczozq6W0wM3UoaXMX99KNGn3GHNrOEUAU51mq9i2c+3bOVN90dGjthn87u+V8/v06v1b3/oWoVCo2+ORSIRvfetbfbkroh8IxVN899H5JEyb4w+qygaj4Nx1u+iBeWwOJhha5qe2KUw8ZePSnZPa0J07dYVeA7/HxeNz6/j9yyv52bNLOO7/3uRXzy+ldkuYSMKkvj3G+7Ut/OzfS3j4g/UkTJsjRpUz+4qjuf5zB1Pkc7Nqcyg71TszTbu8wE1HzOSgAUXcfu40dF1j6aYOzr/3A4Jxk5nDy7jj3Onc/+7abGb8tq9MZdrQUn7x3NJsMbJ7L5hJ+TayFkIIIXbOsPIAv//SFH56ykEUdyrytbwhxHcemc9976wlmS/Y7CLzXdGbbTNrmQu9Bo3BBLGUhW0rWiNJNqT7lVYVeRhQ7KPI71S/VThFtkzbxlZ2TsbX5zJIWE6l7M40Lf+Ua9i6DrmzigIPg0r9GJpG7ZYIfzp3Gr//8jS+dsQwCr2ubOBuK4VCOZWzbTB0LdsPVQix++QbK6JJy+lRrMDQdaqKvGiaRlXh1jZQvZyBDTgJnVjSQimVrYZdWeDlsuNGU1nopcRnUOAxuvVhd+kaA4p82WrWXpfuPFbsZXh5ASOrCqgq8mXrGRzI+jRYfvDBB4nFYt0ej8ViPPTQQ325K2IvU0rx838vYV1LlMGlfv74lWnZu1aWrbji8QUsawhS6nfREUsRSTrFVExboWnONl6XTjhhEYqbDC7184Xpg5k+rJSkZfOPd9dx4h/eYuINL/H5v77Lve+sJRQ3GVtdyF/Om87Nn5/EiHShrWA8xaWPfEzCdLLWlq0o8btpjaSoLvLyjwsPpcjn5r3VzZz79w9oS69Jvv/CQ3l5WSM3zV4OwDWnjedzUwZxz9treHzuBjQN7jh3OuNr9v1KgEII0V9pmsapk2r4x4WHZnvdg/M98eiHG7j4oXl8Ute+3ddJWc465lA8td1tM2uZJwwsIpowaQolaA4nMHSNYeUBygucLLXPbTCqqoCA28iuQ0xZCttWlATcnH/YUGaMKCOaMImnrJwLWst2bt5urzo2OBmiQq+L0oCHgSU+wgmLe95ey1nTBnHywTX43QaDywL43Aa2cipx28qpiD24zJmJJWuWhdj9uo4VLZFkzrmXqXtQVeSlptiXzSj34r4dAFtCCda3RljbHKEpmGB0dSETBxUzY0QZZ0yuIWYqIkkr56abx9AYXhHA49IALXtd7XMblBc6hQY1NLyGLvUM6KNq2MFgEKUUSilCoRA+39biG5Zl8cILL1BdXb2NVxD7m2cX1PPcJ5swdI0/fXVadr2YUoobn1/K65824TGckzgYT6FrW9deZap6JtLtP3566ni+MH0wLkNHKcU7q5v5+1trmLu2laRlU+J3M2t0BSdNqObj9e385KlFxFIWR4+p5MFvHcYPnviE2i0RjHTWusCbLhzmc/HQRYc51bnfXctNs5dj2YrDRpRz7zdn8tHaVn70T6d41zdnjeA7x45i9qIGbnnByVD//IyDOelgqRIshBB9oSzg4ednTODkg6u5/dVVbA46VaE3tsW46p8LOX1SDd8+dhTF2+izbCvFllCCeGr77aU6r9Wbv76NP7+xilK/G69LZ3MwTtJylgtVFXoYVOYnGIlzyIhKQokUI8oLuP70Cfh8LmxbZdf7/fm1Vcxbv+3e5S493Xu109WvrkHScgqE+Ty5Fa4z6yY9hs6IygDxpI1p2/tlP1Qh9rRk0uKuOWtY3xpheHkBlx47CpdLz1mzO6GmiOWNoezfjxhVkR0rPt7Qxl9fX01JwIXfnRuGVRV5KfQabA4mGFLm79VsD1spdHLXGEdTFv+eX8/9763P1nTI+QyWIpo0s+/vLBPRKPa7CMfNbn2bD/SxoU+C5dLSUjRNQ9M0xo0b1+3nmqbxq1/9qi92RfQDG9ui3PDcUgCuPHEsM4aXZ3923ztrefD99QAUet20RpPdStuDU/Ng+tBSpg8ro3ZLmFeWbebECQPwuHSOGVvFMWOrSFk2CdOpMHr3nLVc/9xSop0qjX64toVf/ccJzDtnqyMJC7/b4IELD2VAkY9LH/mYl5ZuBuDz0wbxmy9OYd66Ni57dD6mrfj8tEH84nMHM3dtKz988hPACZ6/ddSIPfY7FEIIkd/hIyu4/4JS/vHeWp6ZX5/9/nhhSSPvr2nhe58Zw/EHVW0zEA7FUyQtm+oiL+5t1JvIrNVrjSbR0GgJJ2mL5Wamm0IJfC6dhGnz8rJGFPBBbQuzlzTw3eNHc8mxo5k8pATTtLnyiQX536iTfBknW0FTMI6ua3hdBhWFnmxG6JgxlZ3WTXrT6xudNY77Wz9UIfaknz2ziCfnbcwu1wO4/bWVVBd50TUn4WIrhaUUhua0gXIbGqOrC7PVoScOKua15ZtZ3hDCV2z0WPNgfUsk+3hmi3yTTDI3znQNvC6d1z5tYkhpgF/PXpYTKLt0jYElTrKyoSNGSzhFkc/plWyhMAyNLaGEk5DSyOnbfKCPDX0SLL/xxhsopTjhhBN4+umnKS/fGhx5PB6GDx/OoEGD+mJXxF5m24qf/msRoYTJjOFlXH786OzPXljcwM0vOFOayws8tEacaR9dA2VNg2KfmwV17SzoNLVuYImP758wli8cMhif26A1kuSxDzfw8Afrs681cVBxdu3FpEElPPSBE5gr5QwkCdPG69K594KZdMRSfPb2OWwJJXAbGteeNoELjxrB+2tauPihj0iaToGv3315Kis2h7j4oXkkLZtTJg7g+s8d3Kt+n0IIIXY/v8fg8uPHcML4av7w8kpqtzgXnm3RFL+evZxXlm/myhPH5rQp7CqRstjUHqOqyItH13l+UQP17VEGlwY4c8pAXJ16NJcHPEQSqWwV6q7i6YtWQ3PWCNsKOqIpfvu/FQBccuxonl/UQDC6/SngOs73oNUls+x26SgF8ZRFfVuMEr+b8oCnx37R+2M/VCF2p86zPh77cH02cZKzjYLGYIJin4uyAk+6yrVTW6e8wIOhayzbFOS6Zxdzy9mTmTWmMu/52B5L0dDhLFWtKHBjKZUdTxTONSqQE6iDM55kZl/GkhYL6zr43roFXeoiOLNN3LpOwGfgdet0RE2+e8IY1rdEePj99SRSNi5Dw0jPXOltNewDQZ8Ey8cddxwAa9euZdiwYRJEHMAem7uB92pb8LsN/vDlqdkK0R+ta+UHTzotosoC7mxw25WhO2uKO2IpKgo8nHzwANyGzv+WNtLQEee6Zxdz43+XUur30BiMZ583qrKAn546njc+bWLppiAFHiMn0NY1ZwDyuHT++JVp/OvjjTy7oB6AMdWF/PEr05g8pIS3V23hkofmEU/ZfOagKv583nQa2uN84/65hOImh40o545zp2+3ZYkQQog9b3xNMd85dhR3vLaa+vatNVM+WNPKgg0fcckxIzlr2uAex2zLVvzp1VU89tEGInETp6kL/Oq/S7NZYYCxlQU9BsqdORe2OroGumaTNBV/fbOWC2eNZGNbhN4sU1SArmk5Fb5U+n90TYNshWuVrXCdr1/0/tgPVYjd5b3VzdnzJZGyaOl0I6vL6QdAMG5i2U5mGZxryqZQApcOXpdBylLc+VYtR4yq6H4+WopgPIWmgVt3Aueur2+ns9VduQ0tPSgoUpbTESDn57pGyrLZEkqg68nszBM0GFEe4LXlmynwGpiWImnZWLbz+XakGvb+rk+C5YyOjg4WL17c7XFN0/D5fAwbNgyv15vnmWJ/sLEtyq3pzPFPTz2IEZVOga3VTSEufnAeSdNZX9zWw531zFRpv9vgqpPH8fUjh+NzO1PJfnbGBB79cAP3vr2Gho44jSknUJ4xvIxvzhrBaZNq+PucNTw5rw5NI2c6tpae5u116fzgpLH8evYyGjri6BpcdPRIfvTZg/C5DV5e2sj3HltA0rI5YXw1fzv/ENqjKc6/7wO2hBKMryninm/MzO6TEEKIvWvBhjbueG0V0aTFoBIfbdEksXRQmzBt/vJGLa992tRjm6l/flTHPW+vwVLprDCA1j0rfPc7a3u1P6alMHSnUKWmabgMCMVSPL+oAaV6dzFa6HPhNnTao8nszCtnKqZCw5mm7TI0DA2WN4ayLV0OhH6oQuyszlnkutYo98ypJZK0KAt40r2PO+mh6F7m2rLzjzXNaXeqYbGorp2H31/PIcPLctYxz1/fxm2vrCCStEnZdrYtnA7ZG2i2Im9Fa6cPu8LMjZHR0n9s5WS5dV3rNvOkLZqitilMdZEPr8sJ0lOWjdvQKfW7iZt2tvbB/twaanv6NFieNm3aNrPKbrebc845h7///e85RcDEvk8pxbXPLCaStJg5vIxvHDkCgM3BOBfc/1G2oFZHrOcpaErB0PIAY6sLef3TJmq3hDnv8GFMGVKKz21w0dEj+dZRI1jTHCEcNxlWHsgWDnt87gZ+95JzYaNBzt17pcDn1jlxfHX24mdERYDbzpnGIcPKAOeC6ZpnFmErOGXiAP781UMIxVOcf++H1LXGGF4R4KFvHUZJoOfCMUIIIfqOrRSPza0jmrScYl1oFHgMgnGTLeFENtDMtJk6Z+YQvn7EcLzpG56WpXh07obsdOfstOf0Ratlb80Kr2+NdHv/fCwFluVcDGsaGJqGAurbo0wc2Ls+x5G4mW4Ble61nH7ctBWGDn63TkWBl2jK6lbFdn/vhyrEzuicRU6ls7y2Ugwu9eNzO1nhznoqUJ95XMv5/xo6ipQNHXGT215dSYHHyFnH3BxJEE1ZWHbPrw1dll7gBMumrbpNzR5eEaA5nCCSsPAaWm5/904zT0r8LlLpjHJDR5yEaWXXLLdHUzm1Dw5kfdo66tlnn2Xs2LHcfffdfPLJJyxYsIC7776bgw46iMcee4z77ruP119/nZ///Od9uVuiDzw1byNvr2rG69L5vy9NwdA1QvEUF/7jI+rbYwQ8BqG4uc3XKPAY1LVGef3TJt5f08ITH9XxxTvf4/3aluw2mqYxuqqQqUNLs4HyM/M3ct2zzoyGfMXC/G6DYeUBZi9uBOCrhw3jhSuP4ZBhZSil+OMrK/np006g/KUZQ/jreYcQTZp87b65rG4KM7DExyMXHU71Nta+CSGE6FurN0eoa4lQ7HOjpXMymqZR4nczoqKAgGfrLCDLdgLrSx7+mAUbnGrUr69oItzD95JK/wmms8LDywt2aN8UzndRKv2FNLg0QDBhdcsc5aPrYKTnY2a+znQNSv1uBhT5GF4RwO3SpYqtEL3w3upmrnt2McsbghR4XRT5XFi2jW0rNrXHCSdMPNso8rc9lm1nz3OAAq9BgdfF8oYQ1z67mEc+WM/7tS099lTP0ICjRldQ4NHJzLxOWna3QNnr0vj64cPxGhpuQ8O0nRuHSjlTxDMzT5QNH6S7xtS3RYmnLHRNw2Vo6JqWzUDbtjrgx5E+zSzffPPN3HHHHZxyyinZx6ZMmcKQIUO4/vrrmTt3LgUFBfzoRz/i97//fV/umtiDGjvi/Hr2MgCuSk91S5o2lz0yn2UNQbwuPWdadE8iSYsBxV7OmTmUkVUFPDO/nrdXNfP9x+fz/rUn5q1Y+s95dVzz9CJnOksPgbLb0Fi5OUyRz8XvvjSVUyfVABBLWvzkXwv576IGAC4/fjQ/OeUgOmJORnl5Q5DKQi+PXnw4Q8sDu/hbEkIIsaOK/S503cmCdJ0q2RFPkrIVxXkW+rl0jUElPhqDcdyGnl3+s7Etxo+eWsRpk2oo87u3efEKznfKxrYo3z56JLe9unKnPoOuaZwxqYa31zT3ansN0mueyZmG3RFLEUqYtEV1XIbGlCGlB3wVWyG2xbaddcThhElNsQ9N09J91p0lEqat2BKKM7TMR1M40evX7TxudM4GazhVpn1ug0KvTX17jBufX4bXte2McuY1v3nkCP4BfLKhnZhpdbum9bp0pg8rZfSAQgzdYFCJh5ZIgoRpZzPGmTXOoUSKJz7cQChhogC3nq55QPcMdKb2wYGqT4PlxYsXM3z48G6PDx8+PLuWedq0aTQ0NPTlbok9SCnFNc8sIhQ3mTq0lIuPGYVSiqufXsQ7q5uzFah7kpnK4tI1Lv/MGC4/fnR2TfBpkwYy6zev0xxOsmhjBzOGl+U89545a7LVtXsKlGMpi1gKJgws5s7zD8muo17XHOGyR+ezvCGIS9e46fOTOPewYbRFknztvg9ZuilIRYGHxy45PO86NyGEEHuepmkU+dwU+dyEEybBWIp4usBNic+TLm6j8Lq6B8xJSxFwG/zsjIN5Z3UzT8/fmP2eeHFJIz5377JJlq1Y1Rwh4NZ7VeSrK0OD2UsaWd4Y3O4FM6S/y6z8Wyql0lVsNY4eUynrk4XYhqWbgtQ2hSkLbO2p7tJ1J1hEw6U7tQ1SlkZZoOeaOs7W2w94wSkEFklYdMRS2LZTv8DQDehFeb8Fde1MqCnm/TUtOQXAXLqG321QVuDmihPGUuRzO73VXTrDywN0xExSlo2lFO2RZLZIYJHfRThpotKzXJRm40ovDemcgX5k7gZmDCs7YMeQPg2Wx48fz29+8xvuvvtuPB4npZ9KpfjNb37D+PHjAaivr2fAgAF9uVtiD3rkg/W8uWILHpfO79PTr3/7v095dkE9mta9BH5XChhWHuAv501nypDSnJ/53AYlfqdydqJTZQPbVtzywnLu7VRwpadAGeCcmUP51VkT8bkNlFI898kmfv7vJYQTJpWFHv5y3iEcMaqC5nCCr937IZ82hqgs9PDoxUcwbsCBfbdNCCH6i0Kvi0Kvi3jKIhQ3GVdTyNCKAtZsCWfXLGcoFKF4ilFVhUwcXMzkISWcOKGa37+8ktVNYQDivQx8a0p9bA7FKfC68brsbn2WtydhKW58fglmDwFwV1a6oE++x0nPonLpGne+VcsD767FtOnW61UIAa3RJClL5Uyz9nl0vC6DeMrC0J26NqZtM6QsAETzBswu3RldUr24pu3c7SUz6aV3Zz68vXoLi+uDOY95XDqlPhfjaoq4/PgxzBpTiW0rRlcXsrCuA8u2SVpOZtmyVTpQdmobuHRnyrWhOWuqLcupKtY1A/3Hl1dS4DUO2DGkT4Plv/71r/y///f/GDJkCFOmTEHTNBYtWoRlWfz3v/8FYM2aNVx++eV9uVtiD1ndFOKm2U5m9+pTxzN2QBEPf7CeO9+sBbqX3c/nyFEV3Pm1QyjNs16idkuYtc0RDF1jbLUTtMZTFj96aiGzF/U8O8Hr0omlnDvv158xgQtmjUDTNBo6Ytzw3FJeXub00Tt0RBl/+up0Bpb42dQe42v3fsia5ghVRV4eu/hwxkqgLIQQ/Y7PbeBzG1QUeLj02FH88vmlNIeTFPnceAyNpOUEygGPwXmHDc1OPRw3oIg7zz+Epz7eyIPvrdvmrKeMAo9Oqc+DZTnFtUoDXgaV+tgSTpK0bFKmTaQXy4wsBR63Dr3Y1tBI32zOfdyla87jliJu2iQsm6JSP+UFbpKWzfKGUE6vVyEOdOUBD25DI2nZ+HRn1qKGRlWRl/q2GKZlo2lOQOlcN+oMK/Nx2KhK2sJJPlzXQnWhh4DXTXs0xaaOWLfkzLY4sanC6zKAbdftAXICZZ9L55SJNQwt9zO6qogzpwxE1zUWb+ygNZpkTHUh79e2YNkKl+GMDZldsxUUet24DQNNA13T8WjOmuaqIi+aBluCCWyl0DWNikKnX/SBOob0abA8a9Ys1q1bxyOPPMLKlStRSvGlL32J8847j6IiJ/D4+te/3pe7JPaQhGlxxeOfkDBtjhlbyYWzRvDKss3c8NySXr/GKRMHUFPs4wt3vkdloZd7L5hJsc+pNq2U4tYXPgXg+HFVVBV5aQ4nuPThj5m3vi3vtGsgO+27xO/mb+cfwlFjKgnGU9z/zlrunrOGaNLCbWh8/4SxXH78aFyGzuqmMN+470M2dcQZXOrnkYsPZ2TljhVzEUII0bd0XePkiTUUeF385Y3V1DaFCSVs3JrGqKpCzjtsKNOH5S7fMXSNcw8dyjFjK/njKyuZv6E972trODdexw8sYcwA5/tgcFmAtc0RBpX4GJAu+Lg5GO9VsByMm72uuKprWnrKaG60bOjOtHTLVs7NaOX8DnRdw6cb1BTrNAYT2V6vB+J0SiE6mziomNHVhSxvCFFTrGenYhd6XQwq9VHfHkNDIxhP4TH0nL7kb63cwqL6Dvwed7oNXDpLq5M9B3u7rKKywENTqPdrogcUeakq8jJ3bQvv1TpZ4PvfXQNASzhJ0rQJxk0UzhIUS4GdHi4yNQ/CiRQVhe6cLDrKmbrdEk46/aI1p1tMwGOgadoBO4b0abAMUFhYyKWXXtrXbyv62G9fXMGyhiBlATd/+PJUFm5s5/uPz8fuodBWV4eOKOOtlVuy0+DWbInw6+eX8bsvTwXg8bl1vLp8M25D4yenHsSije1c9sh86ttj2VL6Xenpad/jBhRyzzdm4jJ0bn1xOY99uCFbiXvG8DJuPnsS42ucoigfr2/jogc/oj2aYnRVAQ9ddDiDS/278TclhBBiT+rcX7gxGMelawwt92czyvkMLvXzuy9N4d531vLkR3XdvrM8hkZ5gTsnM33eYUO57ZWV1LfHKS9w43MZ3fuz9sDQnArXSbMXl9eaM4083w+U2jprS5GeVpn5qaZRGnBL31Qh0nRd47LjRnPds4tpDCYoDbjxGjoJyyacsBhc6ufiY0YxtDzQbd1/16x0Zq2zrmkYLuemlWWrXmWaWyLJXl0bA0wfVsrmjhgNHTHKC7x4DJ32WJKlm5ys88ASP8V+N+2xFCjnNauKvKCgKZTASO9/wrRJpFS3LLpp2cRTzjWxoelUFfmyNxEO1DGkz4PllStX8uabb9LU1IRt536J/OIXv+jr3RF7wEtLG7n/XWe98O++NJVYyuLiB+cRT9m4DG2767KGlfv5aJ3TuuOwkeUkUhYLN3awJD0QfLimhV+kM9RXnXwQi+o6+Pm/l5C0bLwuvcepc7aC48ZVcelxo7jlheW8smxzdmAaU13ID04ayxmTB2YHhZeWNnLlEwuIp2ymDi3lH988lPKCA7t8vhBC7Ms8Lp3ygIfBJX6CCZNIouepj5qmcckxoxhfU8Qdr66itdNaxYSlSJgqZznR9GFlXHXyOB6bW0ddS4QOer92WSmwe7lm2bbzh8pWulhQ5591bRLh0TWaUxZvrWwCOGAL9oj+wbbVHi9Ct733mDWmklvOnszf3qxlRWOIpGXjMXTG1xRx6XGjKPF78vYZ7pqV9rn19DI/G5fmnI+9FU6aaDhrh7c1DBw5qpxgLEXSUgws8aNpGkopOmIppyhZuip+RaFzreoyNCwbgjGTERUBgnGz21rsIp87J4seipvYyqntU13so9CbGyp6DZ2OA6z3cp8Gy/fccw+XXXYZlZWV1NTUZIMScL6UJFje961rjvDjfy4E4OKjRzJjeBlfuPM9WiJJ3IbWrbF7V+UFHja0xvC7DX75/w7mKzOHcuEDHwFw+MhyPm0McvGD8zBtxakTa9jQGuG3/3OmY/vc+jYLspw1bRBt0SRfvefD7GOzRlfwzVkjOGnCgOzgqZTi/nfXcdPsZSgFJ4yv5i/nTSfg6fN7S0IIIXbRe6ubufOtWmqbwqQslVPsasaIMjpiKSIJC9VDIY1Cr4uRlYUkNwed7dKPt0SS/Phfizhl4gAuPW40JX4304eVMXVoKas3R+iIJ1m7JcJdc9Zsdx9tepdVMnQYWOzHVorGYDznOV1nVBk6uI2tvaTDCZPGjjhJ0+K+d9by2IcbDtiCPWLv29Z5ubuOxx17D+XM2FDO/2uPJvjt/z6lJZzM+9x8WemKAi91bVESO1gUP5LYulRDB8iTZdaARRs7iKcsPC6DSNJKFzS0SZg2Lt25M5YwLSxLZSt6G7rzWDxl97gWu3MW3bIUf35jFaV+N/48170Jyz7gerj36dX/TTfdxM0338zVV1/dl28r+kgsaXHZo/MJJUxmDC/jByeN5cIHPmJtc6RXgXKh10VrJElNsY/7vjmTiYNKeHFxA2+u2IKha5w4oZqv3fshoYTJlMElbGiL8L+lITScu2c9BcqGrnHU6ApeWNxAylIYusZZ0wZx2XGjuxXpSpo2N/xnCY/PrQPgq4cN49dnTcS1Cw3phRBC7B3vrW7mumcXE06YlAU8eAw9W+zq2mcWccmxoxlaHqDE52ZwqY9wMjdoXrChjdteWUk0aVFR4KW6CJrDSYLxrRnpl5Zu5p3VzZw7cxjnHjYEQ9cZV+O0FOzt0qPeUulK2F6XjtvoeSYVgFvX8Hmc765wwqS+LUrKUvjcBgNLfKQsdcAW7BF717bOy911PPb23K9rjXLPnFoiSSu7XXssxbKGEAADS3xUF3nz7l8mK50JyDtiqe2e65kMcOfNcnqmQ97Fzj6XTkWBh/r0Da/6thiDy/wopbI9lBUK21YkTQuXrpO0LFyahp2ual3kdTOo1Et9e7zHtdi2rXj1080sbwjhcxs5iU2lFO3RFBMGFh1QPdz7NFhua2vjy1/+cl++pegjSil+/u8lLG8IUlno4c9fnc61zy7ho3VtGPr2A+WAxyCcMBlVWcDDFzvrgutao1z99CIAzj10KD9+aiHN4STDyv2saQ4TTlj43c6Ul55eP+AxKAu4mbOqGXCyxL/43MHZfsqdbQ7GufzR+XycLhB23ekTuOjokTkDhRBCiH2DbSvufKuWcMKkpnjrujufblDotalvj/Hr/y6jON2TdHR1Id8+ZhQHDyomGDexbJvH5tYRTVo5radqin2U+E3q27dmdiMJi/veXctTH9fx/RPGcOIEpwVmid9Nb75Betuj1VawuSOOpuW2WjZ0smunTcuZpp2ylZOF0nUaO+KkLIVL16gp8WHoOobOAVuwR+w92zovd9fx2Ptz30UwbmIrxeBSv9NClPS0ZgDNmdZcFvDgc+ffv0xNhIUb2/navR+iAW4DNE3HtlX3dlJ5Cn+VF3gIxc0eb365dKgp9WNoGroGmq5h24otoQQDip3q1ZatMNNLNFoiKdAUtg2J9LttCSVoCSfQNI3yAg/fP2Fs3rXY21rH3R5NUeg1uOy40QfUWNGn6bIvf/nLvPzyy335lqKPPPrhBp6evxFdgz99dTpPzN3A8ws3obH9dRt+t0E0aTGmupAnv3Mkg0v9RBImlzw0j2DcZMLAIl5Z1sjmYCI7TTucsCjxu4jlySZnTt9in4ukaVPfHqey0MtdX5vBfRfMzBsof7imhTP//A4fr2+jyOfivm8eysXHjJJAWQgh9lFLNwWpbQpTFvDkjOXhhMmm9ji2rbBsmyKfiwKvi+UNIa5/bgkrGkMMLfPT2JGgriVCsc+d06MZQKHljW6DcZNbXviU219dmf3u09M9WLf1bbIjiWdn2+6vlkmIF3hdVBZ4MDSdjqjJpqCTifK5DYaUB3LWIHYt2CPEntbTeQm773js7bnvdulYto1tKza1xwknTOJJm4Rp4TJ0XLozeyMzc7Gn/dN1jXXNUeIpC5ehYehGujK2E9x21vVcdxvQFk1tp1WdRiJlkbJsp4itpdA1Z3o1yplBmUoHys5sS2dfc7PXuaPQqMoCjhtXxeQhJd0C30zGfMLAIqIJk6ZwgmjCuR4/EGeh9GlmecyYMVx//fV88MEHTJ48GbfbnfPzK664oi93R+wmn9S1c+PzywD46anjaQom+NPrq4HtXwAEPE6gPKIiwGMXH05VkZeUZXP5o/P5tDFEWcBNY0eCtmiSAo+RbeZe6DXoiOUvzKIge7cQ4OSDB/CbL0ymotDbbVvLVvztjdXc/toqrHSl7Lu/nj+gFkIIse9ojTprDT2dltEopdgSimMplS1+YytFgdvVLWtkKaeSrc+tO99l2SrTitaw811kaFBZ6CGUsIimW0Qp4D8LG/i0McRpk2rwugyU7RTNyeyKrXZ+anap34XHZdAcTjhtahR4DIPqIg9uw8Dn0VE2oMX57gljCMdT3PfOWgamM8pdHYgFe8Tek++87Gx3HI+9PfedG1oaLsNZ878lFKeiwONMa9ZxssDpQlhgbHP/6tuj2ICrU9ypaRouXSdl2dnrYa9ra9V7BaSszP9LPyf932K/i3DcQtec7HRDR9wJvDUtvU8KDUhaVs5Y4jI0NDSsTkWUPS6NgcV+3IaO16WxOZTcbva+cxeBPVmAbV/Qp8Hy3XffTWFhIW+99RZvvfVWzs80TZNgeR/UHE5w2SMfk7RsTpk4gEOHl+UU0NqWTEa5stDLwxcdTnWxD9tW/OifC3lr5Ra8Lh3TsgklLDyGTiRp4dKdQSKcsHqcthbwGATjJh6Xzg1nHsx5hw3LmyGua43yo6cWMndtKwBfmD6Ym86eJIW8hBBiP9C1tQvQqRhOphWKyhbG6Zo1oRfN2gABAABJREFUKg948Lh0bOX0VLZshaUUiaQiaVlk4k6vy0Wxz00oYbIllMhOj165OcyqptX4XDplBR4iCYukZZFuX7rT3IZBkc9NazTpXIxrzsW82zDwe9Kf03K+N2ek+0g/9uGGdM2O7q93IBbsEXtPvvOys91xPPb23Hcb+tZCWJqzbMEptuVMYc6sBw7GUpiWosTvImGpbvtn2872mdmUmqGys1GcVk1bA2Zd03po/eZQODfVinxuwgmLTMJZpV9L0zRMtbUlVXvMxLJsvC6nYJeZnvqdWcdspK+b3YaeHR962/5J17UDpj3UtvRpVLB27dq+fDuxh6Usm+89Np+GjjijKgu46uRxnH/vhyQz00S2cdvcYzgV+Hxunfu/OZOh5QFsW3H104v4z8JNztQVIJSw0DWcAa9Ltet8r27oEE06Vf3u+tqMvCe5bSsenbuB3774KeGESYHH4MazJvHFGUN2w29FCCFEf9C1tYumaZi27UxX1hSWDT63kS2CBblZo2PGVHZ6vheXoWMoRQwL2wY0p+iO1+1kcop9bjRNoykYzwbMSkEsZRNPJRlY6sOlebGUjaYUGzsSO/W5fG4dn0fH6zK6tYEBI28Rnq6/h4wDtWCP2HvynZcZu+t47O25X+p30x5NEU2aTo9ynKy0UmB2uspsjaZojabY1AE+l8GMEWXZ/ctU3F7VGHSep8hO8Ta0rYG5Agq8BpcdO4rbXlnFNgtmKyjxuWjo6Hqt6wTErnRP9gKvi0uOHsk/3lvHwBIfuq4RT9qEEimaw04XGtJZ6N5kx0V+e6XEbzKZZMWKFZhmz/0NRf938+zlfLCmlQKPwe3nTuOqfzoFuDzGtgNlZ9qI8/PffWkqU4aUYtmKn/xrEU997Kx71oBY+naarZzemPGU3ePd+Mzjlu30Up59xdF5A+Wlmzr4yt/f5/p/LyGcMDl0RBkvXHmMBMpCCLGfyRSqKfQaNAYTxFJWThEsXdOoKvLmrEfunNXK9/zMumAnQwTlhVufH01ZNIcS2cxx59mKCtjUHqcpHMeyFMFOrWJ2lMdloOHsu6456xeBbBuYxmAipwhPvs9h2yrvtkLsaX1xPPb63Nc0Cr0u7E5Ft7b1rrZyzvOAx+Dt1c088sF6rn1mEcsbghT5PVQVOcv9FE53FdOyMW2bpKkwNDh6dAV/eaM2J1DWcAp45dC0/EsNNYWtnGDf0DU8Lp2h5QX43QYpy8lm+z0GRV43ukb2BoCmkZ1BAzKbZEf1abAcjUa56KKLCAQCTJw4kQ0bNgDOWuXf/OY3fbkrYhc9M38jD7y3DoA/fGUqf39rDUs3BdPTXra9EMuTHhUuPnokZ04dRMK0+P7j87MFwhS5/SI1nEHH0LVs8QI6/delby1i8L3PjOH+bx5KaZcBYGNblJ/+ayGf+/M7zFvfRoHH4IYzD+aJbx/J8ApZnyyEEPujroVqgvEUuuYEkINKfTnFrjJZrdHVhdmsUb5CN5atKAm4CXjclPrd2daCreEEpq2wIbvGueuFdzxl0xhK5LSe2lGZlUKFXheDSp1skq45bWB6KsIjBXtEf9IXx2Nvzn2lFOFEKuc8tfJUq+7q5aWbueqJBfz6v8vY1BGn0OvC5zYYUOyjptiXvVGWshWWpSj0GRw8qJiXljUR71TIy5UtALa1CKA7XRAwZdnZv5P+mWU5wbLPbTC4zI+ua5QWuBldXUhbNJVte5eZeZIJ1r0uHZ/bGafyjXNi2/p0Gva1117LwoULefPNNzn11FOzj5900knccMMNXHPNNX25O2InLanv4NpnFgNwxQljqN0SYfbiBnSN7baIKvW7aY+lmD6slKtPG08wnuKyRz7m3dUtGJqGpbo/PxMgW7bTZD1z115Btn+zz63zuy9N5cypg7Y+TymW1Ad58P11/HtBfTYAP3PqIK49bTyDSv276TcihBCiv5o1ppLDRpTz/KIG6tujRBMWsxc3EE6YOd8rsZRFodfVLavV9fmDSwNUFLr5xXNLaeiI4/cYmJYiltpaxMelO9ktpbb/vbijWsIpKgudVi7hhLPs6OJjRuVtA9P19yAFe0R/0RfHY9f3qGuNcs/bawgnTKJJi5RlEUlanc5bDaUU2ztlM0kd03Kmdm9qjzO4zMlSVxV5KQ+4aAgmiCZNjhtbTV1blMX1udW9Kws9Tv9m05kinbRsmkNJLNt2ahEYzpWurZyli5WFXjwup0K3z+PMtnTrNpUF3rytnkr8bqJJExQU+90oBXHTOmDbP+2KPg2W//3vf/Pkk09yxBFH5KxROPjgg6mtrd2p17z11lu57rrruPLKK7n99tt3056KnrRFknzn4Y9JmDYnjK9m6tBSLn5oHrD9yp6ZQNnvNrjjnOnUt8X49sPzWLk53OMaZ63TNBIgZwpcpn/zoBIfd39jJpMGO9Ou61qjzF7cwL8X1PNpYyj7WkeNqeCqkw9ixvCyXf01CCGE2Edk1hTWNoVJWQq3oeF168RTFm2RZPaGbJHfzfmHD+uW1cr3/NHVhRw1uoLZSxppaI/l9jzW6FR1WvW6h3JvRZImdtjJOE0YWMRlx43udSZOCvaI/qQvjseu77F8UwdPztvY7ZrT0DXchk7S7L5EIt853JGeHaLh1AvYEopT4CkgkrTYEooTT1qYCl5ZvjnnuUZ6qWF7NEmh10WRz01mLbHH0Klvj6GhkUjZGLqOrRSDSv3p7Rxd13brusYtZ0/OjlMdtlOELJM5bgknaQondmrMEH0cLG/ZsoXq6upuj0cikZ3qZ/vRRx9x9913M2XKlN2xe2I7LFtx5ZOfUN8eY0RFgB99dhzn3v1Busqett2755k7WN87YQwrNoe46p+fEEpXrU7m6S9n6FrOXf/OMpnmGcPLuOtrMygNuHl+4SYefn89c9e1ZrfzuHROnVjDhUeNYPowCZKFEOJA8t7qZq57djHhhElZwIPH0GmPpVjfEkUpJ7sT8LiwlSKatHj0ww1MHFSSvZDs/Hy/28BlONnihXXtvF/bQoHHYFCpn2jSpCWSApwbx6aVvxilDqg832nbkp6lmX3OWVMH89lJNZIZFgc021Y7nJW+Z05tNlB26bkt3CxbkcTOe27mO10zAbRi68yU1miSLcFETiDe+bk+t87QUj+RpEljMMGG1igDS/yU+t15Z4rUtUa5Z04t4YTT99lrODNK8mWHe8rUAzKbZBf1abB86KGHMnv2bL7//e8DZAPke+65hyOPPHKHXiscDnP++edzzz33cNNNN+32fRXd/em1VcxZuQWfW+f2c6fxk6cWEYo7FxCx1LaLlRw3roq3Vm7B7zZY3xLhdy+tALb2Wc7HSt8ZS9lb78x3Hpw+P20Qv/niZF5e1sT//e9TNrbFACcbffjIcs6cOogzJg/stn5ZCCHE/s+2FXe+VUs4YVJT7ENLt2zpiDlrFDXducAdkP5ZiV/l9FkGuPOtWtqiSUzLeZ5KL0a2s/1XnfXLukY2WFbQ4zROQ3eufax0kZ7eUNn/cb4DT5xQzXHjqnb69yLEvq6n2R7bypiaps1f36zFslW6zZLTntTuFB1bO9D8vOuWlg3NoXhOq6fONMDQNLweA5/H6ZVe3x6jOZwgadq4jfxZ31GVBd0yxj1lh3vK1Mtskl3Tp8HyrbfeyqmnnsqyZcswTZM77riDpUuX8v7773fru7w93/3udznjjDM46aSTthssJxIJEomtLRqCweA2thb5vLmiiT+9vgqAW86ezJMfbWRZQxCfS09XGex5GvaIigDDygOAc2Hyz3kbgW0HyuAMKilbZdcyZzLNAD86eRynTa7hvHs+ZP6GdsDJEJx3+HDOO2wYNSW+3fTJRV+R81SI/m9fOk+XbgpS2xSmLODJ3pyPJ20SppUtypUwbeIpG7/HyPZZXr05xHOfbKIjnmLRxg4iCRPQnB6nunNRbKe/i+KmTTzp9Dju1XRrTUv3RtbQsMkzqWqbinwuqork+01s2750nu6ofLNFkpbN8oYQ1z27uMcCYc8vaiAUS+EynHPQ3tWG53mkrPxjgEt3qtUnLWe88HucXunDyjU6Yim+95kxHDK8LG/WV2oN7H19Wg171qxZvPvuu0SjUUaPHs3LL7/MgAEDeP/995kxY0avX+eJJ55g/vz53Hrrrb3a/tZbb6WkpCT7Z+jQoTv7EQ5Ida1RrnziE5SC8w8fhsvQeXyuU8k83qm9U09uOXsyQ8q2FtMaVOLDrWs9BsqZhvGWUuia81+34QTKfrfBX8+bjt9jcMaf3mH+hnYCHoOrTh7H2z89gatOHieB8j5KzlMh+r996TxtjSZJWQqPsfVSJ9NrVUuvG9zan9iRMm2aI0lumr2MP768ko5YCtN2LnR1zemn3LnVlJ3uX+pz671al9z5+tZ5ve6P56MBfrfGhIHFHDSgsBfvJA5k+9J5uiO6zhbxuQ10XcPnNqgp9hJOWNz5Vm32ZlZn9e1Rp2WTcjqsJE17l4vvdV1B2vXV/G4dHSf5kyn413m88bmcm3QjqgqYPKSkxwA4kzE+blzVNrcTe0af91mePHkyDz74IEuWLGHZsmU88sgjTJ48udfPr6ur48orr+SRRx7B5+tdUHTttdfS0dGR/VNXV7ezu3/ASZgWlz86n45YiqlDS/nmrBFcl66EnSlDvy2nT65h1phKvn3sKJ789hF8bnINmzripHqIrr0uPWeth91pPXR1kZd7vjGDJz6q46bZy0mYNseMreS1Hx3HFSeOxe8xds+HFnuFnKdC9H/70nlaHvCk2xl2btWi5xSO7Nx/NJww2dQRw7QULl3D1ekrJWXZ2W4NmUAbtlbFbY+lerVPVnr+tlIK01YYOpT4XFx18jiOP6iq28W3BhR6DIp9BuUFXr4ycwj1HXG2hBI7NGVUHFj2pfN0R+SbLZKRmRlS2xRm6abumfTBpQGnJZOttpng0TVnuUT2dYGAp/v1br56Op1VFXmoKfJhGBpoWvYmnfQ73vfs8WnYOzL1o7h4+/2+Pv74Y5qamnIy0ZZlMWfOHP7yl7+QSCQwjNygyev14vV6e7/TIuum/y5ncX0HZQE3fzp3Glc8voBwwqTE76Yjluqx3RM4GeKfnjIegE0dcf7vpRV8vL6tx/cydI2EaWen1IBTNTBlKcbXFPHDk8fxk38toqEjjs+t8/MzDub8w4ftVHE40f/IeSpE/7cvnacTBxUzurqQ5Q0haop1NE3L9h+NJU3QwO82nKywUjQF46QsZ0ZTazSJ1SnrpHCKdukuPdsPtXO7me3V7cjIXKRrGvhcOrquM2ZAEadOquH0yQOpbQpz43+XUZeuwaGAcNKi2OfigllOoUqlFKF4imjSpNTvodjvku9BkWNfOk93RL7ZIp15DZ0OW9EaTXb72RmTavjJv7TsGuWe4lwNZ9aH2605WWjLzplNktmmp0BZ12BwqZ9ivxsN8Eac5Yoo8Htc+Dy5/Y4zFa1F/7XHg+XS0tLtDuJKKafghbX9L5sTTzyRxYsX5zx24YUXMn78eK6++upugbLYeS8sbuDhD9YDcNs503hq3kYWbuzA7zacAinpKdJdZdpAnTVtMMMrAjz3ST3X/3sJwXSZ/a4y652dadY6sZSdXZ9sKTjhoCqOGF3Bdx+dj2krRlUWcNfXZzBuQNEe/fxCCCH2Xbqu9br/aEc8lbM0SNc0NAOSVu5MJ9t2rlcy0XKmM4PRaVqkhvM9qGlaNvuUuQFc6ndT5HNjKUUsaVHoNbjkmJHUNkVojyUp8Xm494KZ/PuTeu5/Zx2J9FKnYNzkDy+vpCWc5EszhmS/I1siCYLxFKUBd05rGSH2R51ni/j07tf728rUrmgK4zHytyntrMTvJuBxURJwEU/ZdMRSfPGQITwxd4PTtk1tDZa7lhwYUREgYdpEkxZet4HX0Cn2u7NjS4nfjbIhbkm/433JHg+W33jjjd36ekVFRUyaNCnnsYKCAioqKro9LnbexrYoVz+9CIBLjxtNid/N395cDTg3N5z/5j4nc6fdbeiYtsXEQcV84/65vL2qucf3yQTWzrQXjVjKzqmu/c1ZI0haFre88CngTOv+vy9NpdDbp7XphBBC7INmjansVf9RM91bVdecXqeapqE00LtM2cxMnfa7DZSC/8/efYfHUV0NHP7NbFfvsootW3LvHWNwA5tuwCH03kIPBAghhISSAAnw0cHU0FvoGEwzBhtjwL0XWXKTrV5Xq9W2mfn+WGltyWouavZ5n0cPeDU7e2d3rnbO3HvPsVpUNN3Ar+0pc2hWCSUQA9DrLqnNqoLNrOL2a1hUhcGpUUzul8Dbv+0kp6gabyBYzqZnfDgXjO/Jq5eP44l5W1iyLVgO0RvQeWHhVuZvKua2E/qHbhj7NZ2Sai+Vbj+x4Vb5fhSHraZmi9RrbaS2tMbboLpKcyrcfqq9ASrcKmaTwvD0GP58wgA2FDhZtbMSv6bhDRj77CM1xs5H101kc2G11Ds+zLT7X9QpU6bs93Ouv/567r//fhIS5ATqDAFN5+b3gjWQR/WK4fqpWZzx7M/oBiRH2ShyekNB7t4MoEeUjVJXcPrL/V9sAJou5g7Bi5KAbhBuM1Hj1dA1gyi7GacngKrAX08exMItJfy0pRRFgb+ePJCrJ2XKdDMhhBBtrrPalvqjq3dW8uT32ah1I8IACgpmk4o/oIe+w2LDLDisZmp9GpF2M/efMYQyl5/dlW42F1Uzd01BMMO1oodmTdWvgf7ziQOYmJUQakNVrY+7P10Xyuobqyp4AjpbS2p47Ltsbp3Rn4dmDWX+phKe/SEntC56S7GL699ewVmj07nsmN44LMERNr+mU+z0UGFSZaRZdFst9evmZos0V3t4b5U1fnTdwGxSQn3TMEA3Gt4Qq7/P5fYFK730S4rg561lTOqXwKZCJzWuQINrWgWID7fwwJlDiY+wMbGvTeodH2a65O3Ht956i9tvv73NwfKPP/7Yvg06wjz1/RaW76gg0mbmqfNG8fT8LWwrrSHKYabI6Q0FuXuXi6pPwnXNlCy2ltTw5q87MKkKhtF8IgXdCF54VLiDFwD166DDrSbuPX0ILyzcSk6xC4fFxFPnj2LG4OQOegeEEEJ0ZftbZ7W1+qOGbqCqCrpuYKhGaI2iSQlm+6mfRu3XDGy6ERoVfumnbQ3a0Cs+jJJqL7U+DY3ghXR0mIUbpmZx9eSs0OvqusGlry5pUAMaINyk4rCo5Fd5eWdJHiN6xnD8oCTG9o7lhQVb+Xp9YfD5BnywfBc/bSnlTzP6Ma53XGjf9SPNVbV+YsJkpFl0H23p183NFmltpDY2zBLq4yazirmu7rov0PAiVdfBZAomnPXrBm/9uoNPV+YT0DSqvVqDQLl+1Pi2EwYwaa/a51Lv+PDSJf+CGi2llxPtatn2cp75ITjd+oHfDaOsxsfLi7YFf1n3seh7/bd+1NivBcs6nT22J+UuH1uKqvm1burY3uq3NykKdotKhduP3aKiKsFac6nRdu44eSD/nLOBshofPaLsvHLZWIakyh8YIYQQB15ntSXxETai7MEbtgEtONW6flq1bgRHhsNtZv40oz9jesXuMypc34YKt5+4cCunHp1KuNVEWkwYM4enYDY3TEjUUlZfVVWJj7Cyu8JNbnEN/ZIjiHZYuOOkAUwfnMRj32WTX+kBoNDp4S8frWX6oCSun5pFzF5rNX2BPSPN8RFWwqxd8pJPCGD/+vWB1B5uqo8bNCx9alIgKcqOApS6vBi6QYBgZZiaRuVOp/ZP5PJj+nBs33hMzSQcE4cH+XRFSI03wJ/+twrdgN+NTuPkoT2486M1GEYwaYHTE8DW6AvfAHrFhQGQEGnlyXnZTH98QYuBcpTdjG4Y1Pg0ekTZCWjBZAgjesZwx0kDufOjNZTV+BiSGsWnNxwjgbIQQgjg4OqstmRIahSDU6MIt5mwmVV0wyCgGeiGgc2sEm4zMTw9mksmZDAkNYoXFm5ttg1un8663VVcP7Uvs0an7RMoQ9uy+moGWMxqgyB3dK9YXrlkLOeP79mgNvO8jcVc9upSvl1fuM+Ag1/TKazysLuyFpc3IAMSoss5kH69v7WHm+rj9RnvFYKBssNqIi7MQlWtLziDUg0m8do7UFaAvonhPHX+KKYMSJRA+QggtxlFyINzN5JXXktajIP7Th/Cqz9vY1NhNZE2EzvK3EAwwUh9uaj6adi/G53GE/O2kFdey0s/bWt2/wYQF26lvCa4pnlgj0g2FVYDcOqwFCb3T+C2D1aj6QZT+ify3IWjCZfpY0IcVvLz8/dr+4iICGJjY9upNaK72Z86q61NeWy8NvKayZmh0eJwxUxdJWZ0wyDCZg6thVy7q+qg29DWrL6JETZ6RNup8QYodQVrK9ssJq6elMlxA5N49NtsNtd9jzo9Af799Wa+21DEn2b0JzXG0XCffo1iv4albk1zhE1KTonOVd8Hl++sYFNBNTFhwXX2tT6NgK5jVlXsFnW/+nVz9l7v7PIGiLNYQ0sWAEyqSmKkHY9fxxvQURQINEp3bTMHZ2nUeAPsKHPLtOojhEQiAoBFW0p5+7edADz8++FU1fp57LtsACIdFqq9WmhKzN6B8oj0aK6ZnMni3DJW7azEYQ2WlWpKpN1MeY0Pq1llYI9I1uyqAuC6qVnEhVn4y0fBkmCzRqXx8O+HY5G7dUIcNny1LlBUJkyYsF/Pi46JZdvWXAmYBXBwdVb31tzayGOy4vlyXSHVtb66UDn4HXjhUb1CU0APRRv2N6tvuM2MzaxSVuOjxhssw5iVGMEz54/i01W7eWXRNjz+4JX98p2VXPn6Mi49OoOzx/ZsUNYK9qxprqjxE+2wEGk3S6Ih0eH27oM1Xo1qr59qjx+UYDk2wwguhbCZVeLDbfjb0K9b03i9s6YHM9frhkFqjB2HxUSl24um75uYNtphITnKhllRKKnxHXRbRPchwbKgxhsIlYm6eEIGx/RN4Oo3luHx6/SOD2N7mRtr3R1wm1nFG9CJrFv3ccnRvXFYzVx6dG+yi9ZS6d43ULabVQK6QbUnQHqsgwibiTW7qjCrCg/MGsrOcjcP1JWGuvLYPvztlEHyxS3EYUbzesDQmXzrs0QnprbpObVVpcz799W4XC4JlgVwcHVW6zW3NnLNrkp+yS0jzKqSGuNAVYKjym6fxtu/7WRIajQT+yYckjYcSFZfs0klOcpOtcdPmcuHbgTrO581Op1j+ybwxLwt/LZXmakXf9rG/E0l3H7injJTewvoOmU13mB957r6z40DayHaQ+M+aLeYqPb68dQN5ZpNCmZVwQBq/Tr5VbVE2c0t9qm2arzeOa/czYsLcnDWBvBpOqU1/n2yXSdH2YgLt9WVONVa7d/i8NIlg+WLLrqIqKh9a6SJ9vHIN5vZXVlLeqyDO08eyA+bivluQxEmBUpcwekp9WWivAEdh0WlqtaPqkBWUgRXvraU7zcVN9hnfWKUSLuZak/wLvhRmXHsLq9lU6GLKLuZ2ReO4av1Bbz1a3BE+88nDuD6qVkyLUyIw5g9OoGwOMlsLw7MwdRZhX3XRtY/36aqBDQDTTfQ9OAoUv3voh0GhU4vsxfkMiEz/qDbUO9As/pG2i3YLSZKXcGs2wDJUXYenDWUHzeX8MwPOaEqEzklTZeZ2pumG5TX+KhwB6tRRDmC+xeiPTTVB3VdR2m0DWYFFQWzGsxYrRkwqMe+N30OxN7Zqj1+jQibiWd/yCWnxMXeS/rNqkJ6rINwmxlVUfarf4vDR7sHy2vWrGnztsOHDwdg9uzZ7dUc0ciaXZW88ct2AB6cNQxVUfj7Z+sA6JMYQU6xi3CriRqfRoTNjMsb4JyxPXn9lx3oBpz57M/AnuC4nmHsKQWlKPD70el8s74QpydAzzgHL18ylucXbOWTlbtRFPjnGUO5aEJGRx++EEKIbuRg6qxC82uePT4dn6Zjrhsx9vh1HNZgwNjUOuSDacPeDiSrL4DFpJIS7cDp8VNeN8qsKArTBiYxJiOWFxZu5at1DctMLdxSwp+m92d8n7gm92kYBi5vAJc3gM1iItphIdxqkhvY4pBqqg96A0aDC0ndqK+4Erx5ZVIVTIrCxsLqQ7pOuNLto6zGx+pdVeQUuxqMKDssKjazKTjbwoDagLbf/VscHto9WB45ciRK3d2YptT/TlEUNE1rchvRPgKazp0frUU34IyRqUzun8gj32xiV0Ut8eEWcopdQDALoFlVcHkDRNrN/Gl6f5Zur2BDgRPYExTvLcpuDtVMvvjoDP7783Z8AZ2RPWN4/qLR/PPLjXy5pgCzqvB/54zgjJFpHX78Qgghup8DHZGF5tcbB3QdwwCTCpoe/DfsGV1tvA75YNrQWHM1Wdsiym7B0WiUOcph4c8nDmD6oCQe+24LuytrAShyernz47UcPzCJ66dlEdvCNNL6ZGBmVZV1zeKQaqoPBupGli0mBU030A3QtGA2arvFRHyEFbdPO2TrhAOaTnG1l6IqDw99tZEl2ytCv7OYFG46ri99EyN4Z8lOtpbU4PQEDrh/i+6v3YPlbduaz44sOtdri7ezocBJTJiFv582mJzial5cuBUIZgUEcFhM1Po1ohwWymt8/GFSJjHhVt65+ig+WbGbZ3/ModTlw6wqBHQDhWDqfacnQGq0nTNHpTF7QS6GATMGJ/N/Z4/gzo/XMHdtIRaTwjMXjObEIT068V0QQgjR3RzoiGxz643NqopSl7hSUYL/3psnoGEYBttLakKvdaBtONTqR5mr3H7K3b7Q4MSoXrG8fMkY3vx1B+8v24VWt5zq+03FLN1ezrVTsjhxSHKLI8f165or3D7CbWaiHGZsZpmiLQ5cU32wvv+pioJaFzAnRdoIs5qxW1Vqffv2vwPtZy5vgNJqL+t2V3HfnA2h5YYAKdF27jt9CBP7JhBhM3PS0JRO79+i87V7sJyRIVNru6Iip4fH67Jd/+WkgcSGWbnmzeX4NYOMuDB2lLtxWE3U+jQSI6yUuHxE2sxcekxvABZkl/DvrzfhDejYLSoev47FpKAoCm6fFryQyErguR9zAbhoQi/+fupgbv3f6lCg/PxFYzh+kKxdFEIIsf8OZES2ufXGdquK1aTi9mmEWU3YLXuC5WqPn92VtaiKwjM/5IQyZ9ePMHWV8jHRYRZsFpVip7duZBxsFhNX7VVmatNeZaYe/mYz8zYGy0ylNSoz1ZhuGFR7gtmKHVYTMQ5raJq6EPujqT5ot6jYzCq1fg0McFjNxEVYUVBa7X9tpesGZTU+nLU+Pl65m+cXbA3dQAI4pm88fztlEH2TIrHW1UY/mFkf4vDRKbV5NmzYwNdff83nn3/e4Ed0nPvmrKfGpzGqVwznju3Ja4u3s3xHBQ6LibyKYE1lT92ULmvdXeQrJ/Uhwmrmoa82cvN7q/AGdCJs5uDaLosJwwBfQOfYvgmM7x3HSz8FR6lvPr4f984cwu0fruHLtQVYTAovXCyBshBCiI5Vv+Y5wmai0Oml1q+h6wYef3C9sklVMKkqnoBed3HtZWe5G003SIiwkRRpI9xmZmNBNXd9spbFOaWdfUgN2C0m0mId+wSymYkRPH3+KG6cltXgRsCKujJT7y7ZSUDTG++uSbU+jYKqWnZX1uLyBppdZidEU5rqg4YRXD5gGMGSTdEOC4bOIet/3oDG7spaCqtque+LDTz7Q24oUFYVuHZKJo+dPYKBPaJCgbIQ9To0G/bWrVuZNWsWa9eubbCOuf7OrqxZ7hjfbyxi7tpCTKrCA2cOY3tZDQ9/HSzdFGYNTrsOt5mo8Woc1SeO37aVE2Ezc8H4Xlz39nK+WV8EQHy4lbIaH5F2c10BeYMThySTFuPgvz9vB+Afpw3msom9ueOjNcxZnY9ZVZh94RiOGyiBshBCiI7X3Hrj4ekxTO6XwMItpeQWu6jUdJy1AUyqQlqMg0i7BQC7aqJHlNogQ3ZXmpppUhVSoh1UuoMZruuvtUyqwu9Gp3NM3wSe/H4Lv24NlpnyBXRe+mkb8zcVc9sJ/RnYo21ZfmVdszhQzfXB+gzTZS4fRdWeQ9L/nHWl1nKKq7lvzgZ2VdSGfpcQYeUfM4cwpX8i0Q5L+x606LY6NFi++eab6dOnD/PmzSMzM5MlS5ZQVlbGbbfdxqOPPtqRTTli1XgD/OOz9UCwpnG/5AjOmr0Yb0AnOcpGkdOLwxIMlHtE2cgrD44ynz++Jze8s4Kl2yuwmBSSI+3sqqwlNsxCjS9AQDc4eWgP+iSEh6Ze/+vMoVx4VC/u/Xw9Hy7fhUlVeOaCUUwfLIGyEKLt8vPz27xtRESE1GQWrWppvfGVx2ayPt/J8p0VPDs/h+gwMw5Lw8ulpjJkdzUxdfVrS6q9+PcaNU6OsvPAmUNZkF3C0/P3lJnKLanhxndW8rvRaVw+sU+bp1nvva45wm4m2mHBYpLROdGy5vogcEj6n64blLq8uLwBvlpXyJPfb8EX2NMPxvSK4R+nDWFASqSUShMt6tBg+ZdffmH+/PkkJiaiqiqqqnLsscfy0EMP8cc//pGVK1d2ZHOOSA9/vSlUU/mW6f14+OtNrNlVhcNiosgZTHJQ69dQFBjfJ57PV+cTaTOzILuE7CIXkXYzveLCWJ/vJMZhIaAH699NHZDI6F6xPDB3IwD3nzGEiyZk8Nh32bz+yw4UBR49ezgnDU3pzMMXQnQjvloXKCoTJkxo83OiY2LZtjVXAmbRqubWI9Y/Xp9512Zq+kK6cYbsrshuMZEW46C0xovLEwg9rigKUwfsKTM1d+2eMlMfLt/NT1tKuWV6P47qE9/m19INA2etH2etnzBrMBlYmLVDLzNFN9NcHzzY/ucNaBQ7vVR7/Dz1fQ5fry8M/U4BLp6QwR+mZJIS7QiWhhKiBR36V0zTNCIiIgBISEggPz+fAQMGkJGRwebNmzuyKUekRVtKef2XHUCwpvLC7FJe+imYrbw+GUh9VuuZw1P4Yk1wNKfaG6C6yEVsmIVxveP4dkMR4VYT4XYTuys8jOgZw6yRadzyv1UA/PnEAVxydG/e+GU7T32/BYD7zxjKrFHpHXzEQojuTPN6wNCZfOuzRCemtrp9bVUp8/59NS6XS4JlcdCay5xdz6vpWFSFuBZKMHUFqqqQFGkn3Bqg1OVtkNQo0m7h9hMGMH1QMo99lx2aolrk9PLXj9cxbUAiNx7Xt8UyU01x+wK4fQHMqkqk3Uyk3YxZRpvFfjjQ/lefFX5nWQ33zdnA1tKa0O+iHRbuOmUg0wclExdulRriok06NFgeOnQoa9asITMzk6OOOoqHH34Yq9XKiy++SGZmZkc25YhTUePjtg9WAcHM1D2i7cx69mcguE7Z7dOwmlV8AZ0R6dHM21jMXt+nhFlNXHhUBs/8kIOqwODUKJZuryAl2s7tM/pz9ZvLMAy45OgMrp+axVdrC7jn8+B07z9N78/FEyQruhDiwNijEwiLk+UbomM1lzkbwDAMKt1+BqVEhqaOdnXhNjNWs0qR09NgOirAyJ4xvHzJWN78dQfvLc0LBdQ/bC5h2Y4Krp2SxUmtlJlqSkDXqXD7qKz1E241EeWwyJRX0Sb72/8Cmk5JXb3xHzeX8Oi3m3H7tAb7u2fmYAalRIXWPwvRFh16m+/uu+9GrxvB/Ne//sWOHTuYNGkSc+fO5cknn+zIphxRDMPgjo/WUOT0kpkQznVTsrjq9WXU1JXIcPu04N27gE5qtJ3NhdW4fRqxYXv+mPz5xAGh7NYnDunB0u0VmFWFh343jDs/XovHrzOlfyL3zBzCip0V3Pz+KgwDLjyqF388vm9nHboQQghxQJrLnF3r1yh0eomwmbhuSla3SmplMamkRjuanB5tNatceWwfXrhoNINSIkOPV3sCPPLNZm7/cA2790qOtD8Mw8DlDZBfWUt+ZS1uX6D1J4kj2v70P7cvwO7KWpy1fp6Zn8P9X2xoECifPSadZ84fxYieMRIoi/3WoSPLJ554Yuj/MzMz2bBhA+Xl5cTGxspUiHb035+3892GIqwmlUfOHs7N761iZ7kbmzlYU9KkKvg1g0i7mUKnB92AqQMS8QV0FueWcdrwFOaszscb0BnXO5aF2SUA3DqjP68s2sbuylr6JITz1PmjyCt3c9Xry/AFdKYPSub+M4bKZyuEEKJbai5r76CUyP2u89pVqKpCj2g7JdXBNZ2NZSZG8NR5o/hsVT6vLNoWrH0LrNxZyZVvLOOSCRmcMzb9gKdVe/wahVXB2WwxYVYibLKuWTSttf53dFY8ZS4vVbV+ipwe7v9iAxsLqkPPD7ea+PNJAzhpSApJkbZudWNLdB0d+hfqiiuu4MknnyQycs8dy7i4OGpqarjpppv473//25HNOSL8urWMh+qSbt158gBeWriNZTuCo8LegI6qgKYb2Mwq1XXJP84b15NLju7NKU/9FJxynRLFF2sKCLeasJlNofrMAV3npy2l2C0qz180Bgy44vWlVLj9DE+P5qnzR0riBCGEEN1aS5mzu7PESBtWs0p5jW+fWsnBMlNpTOoXLDO1OLcMCJaZennRNuZvLua2Gf0ZlHLgU9B9AZ1ip4cKk0qUXUpPiaY11/8CusHuylp8AZ3ftpXx0NxNOPdKYpeVGM69M4cwLD2amC6eV0B0bR06Dfv111+ntnbfKTy1tbW88cYbHdmUI8KOshque2s5Ad3g9BEpZBe5+Hp9IaoCAd1AIZj5sj5wVhT42ymDeOh3w3hnSTAR2PGDknh18XYAThmWwqKcUsyqwiUTMnjy+xwA/nnGUDITw7nhnRVsLakhNdrOy5eOlSyYQgghDgv1WXun9E9kWHr0YRPURTsspETbMatNXw4mRtr45xlDuGfmYOLC9wQcW0tquOndlTzzQ85BT6n2a8HSUzvL3ZS5vAQ0vfUniSNK4/7nqpt2XevTeGXRNv768boGgfIpw3ow+8LRjOkdK4GyOGgdEs04nU4Mw8AwDKqrq7Hb7aHfaZrG3LlzSUpK6oimHDEq3T6ueC04yjssLYqECBv//Xk7QChxlwGhwNlhMfHkeSM5YUgP3L4An64MZsKOC7dSUu0lPdbBb9uCd5YvmpDBo99mo+kGs0alcfbYntzz2ToW5ZQSZjXx8qXjSIq0N9EqIYQQQnQldouJtFgHRU4PHr+2z+8VRWFK/0RG94rhxYXb+HJtARC8lvh4xW4W1ZWZmpDZ9jJTTdENg6paP05PgAhbsF6z1SwZtMUeWl3t5BpvgPIaHw/M3cjKnZWh39vMKrdM78fMEakkR9ml3rc4JDokWI6JiUFRFBRFoX///vv8XlEU7rvvvo5oyhHB49f4w5vLyS2pISXazlF94nl50bZ9tqsfWY4Pt3La8BQG9AhOj/96XSEub4CecQ6+WResTTciPZov1xaSFGmj2Olhd2UtveLCuP+MIby7ZGeoJNXj545kcDfJDCqEaKiiogKXy9WmbfPz89u5NUKIjmJSFVKi7ZTX+Kiq3XcdMwTLTN12Qn+mD07isW+zyatL9lVc7eWuT4Jlpm6Y1rfBCPSBMAyDao+fak+wXnO0w4LDKhm0j3S1Po2Sai8BXWf1rkr+9cVGymr21FjuGevgnpmDGd4zhsQIm+TLEYdMhwTLP/zwA4ZhcNxxx/HRRx8RFxcX+p3VaiUjI4PU1NZraIrWabrBbf9bzZJt5UTYzJw4JLnJQBmCI8tWs0pZjY/Xf9nBZ6vz+fyGY/nfsjwA+sSHs3BLKemxDuZvKgZg+qAk3lmSh0lVePK8kWwpdvGPz9YBcPsJ/TlxSI8OOU4hxKFVUVFBn8wsqior9ut5AU2y2gpxOFAUhfgIGzaLidJqL3qjdcz1RqTH8NIlY3n7tx28uySPQOMyU5MzOWloj0MSrNTXa7aYVKLDLETazBIEHWEMwwjdxNENg/eX5vHKom0NyptOG5DI7ScOoGdcGFGS7VocYh0SLE+ZMgWAbdu20atXL/lD104Mw+Dez9fz5doCLCaFmcNTeG3xjhaf4wvoxIZZqHD7qXT7eW/pTn7dWo6iwNrdTgASI2zsqqhlcEoUn60KjibdfHw/0mIdnPbUIvyawclDe3DDNCkRJUR35XK5qKqsYPqdL+GIbj3Db0VeNoue+wuarC8U4rASYTNjNamUuLx4m5iWDcEb7Zcf04epA5L4v2+z2VAQvF6o9gR45NtsvttYzK0z+pEeG3ZI2uTXdEqrvVTU+Ii0W4iymw84G7foPnwBneLqYF3wao+fh77axK9by0O/N6sK10/N4qzR6SRH26WGt2gXHfqXJiMjg0WLFnHRRRcxceJEdu/eDcCbb77JokWLOrIph6XH523hzV93oCjBZFzvLs1rcXuLSeGPx/dj8Z3Hc+KQZABW76oEIDMhnAq3j4QIKyvzKlGU4HqiGp/G2IxYrp6UyfVvraC42ku/pAgeOXuE3AQR4jDgiE4gLC651R97ZFzrOxNCdEtWs0pajIPYVpIjBctGjuTm4/sSttdU6VV5lVz5+jLe/m0H/kN4Q03TDSrdPvIqailuZo21ODw4PX7y67Jdby6s5po3VzQIlJOjbDx53kjOHd+LtFiHBMqi3XRosPzRRx9x4okn4nA4WLFiBV6vF4Dq6moefPDBjmzKYefln7by1PdbADhhUHJoBLg5ETYzaTEODMPAZlZYnVcFwNpdwf8WVwc/m/oAeGhqNJsKq4mwmXn83JE8OHcjy3ZUEGkz8+IlY6VOohBCCHGYiQ230iPa3mIZSFVROGNkGq9eNo5jsvYk+fJrBq8s2s61b61gY93I86FiGAYub4D8ylp2V9bi8gb2KX8luidNNyhyeiit9qLpOp+tyueP762k0OkJbTMhM44XLhrDuD5xpEbbZZaBaFcdenb961//4vnnn+ell17CYtmzpmDixImsWLGiI5tyWPnf0jz+9WWwlvKkfgl8s6Go1ee4vAG2l7l5en4O7y7Jo9DpwawqoSyU1Z4A0Q4LJdVeouxm1u0OBtEPzBrKL1vLePPX4PTuJ84bSZ+E8PY7OCGEEEJ0mjCrmdQYR6uZhRMjbdx/xhDubVRmaltpDTe+s5Jn5h98mammeP0axU4PeeW1VLp9aLoEzd1VrU9jd0UtNd4AtT6NB+du4snvt+DXgp+pqsBVx/bhgVnD6JMYQVKkXWY1inbXocHy5s2bmTx58j6PR0VFUVlZ2ZFNOWx8uaaAOz9eA8D43rH8tKW01edE2sxcPzWLQSnBrNWfrAxOh68v0eANBKc1uTzBjJiqomAAZ41OJyM+nLs/CSb0+tP0/hw/KPmQHo8QQgghuhaLSSU1xkGYteVZZIqiMLl/Iq9dNo6Zw1NCjxvAxyt3c8Vry/glt6xd2hjQdcprfORX1rbL/kX7MQyDMpeXgqpaArrO9rIarn97Bd/XJZcFiA2z8OjZI7j46AzSYhxEOySRl+gYHRosp6SkkJOTs8/jixYtIjMzsyObcliYv6mIm99biW7AyJ7RLNneehbbCJuZIWlRnDS0BwkRwTu/GwuD06PcPg2LScGvBesuawYkRFiprPWTmRDOTcdnce2by/FpOjMGJ3PTcZLQSwghhDgSmFSFHtF24sNtrW4bYTfzpxn9eeLcEfSK25Pkq7jay98+Xcf9czZQvlfZH3Hk8gV0dlfWhkqWfbehiOvfWsGOcndomxHp0bx48RiOyownLUbWJ4uO1aHB8jXXXMPNN9/Mb7/9hqIo5Ofn8/bbb3P77bdz/fXXd2RTur3FuaVc+9YKArrB4JQoVtWtOW6Nyxvg163l3P7BapZuDyZKqPFqmOqmsdRPdan1a9gtKqUuH1azyuPnjuT2/62h0Omhb1IEj50zArWFNUxCCCGEOPxEh1lIiXa0uI653vD0GF68eAyXTMjAvNf2P2aXcNmrS5m7tkDWGh/Bqmr97K5L4uUL6Dz+XTYPfbUJT2BPUrgLxvfk0bNHkJEQLuuTRafo0KxMd9xxB06nk2nTpuHxeJg8eTI2m43bb7+dG2+8sU37eOihh/j444/ZtGkTDoeDiRMn8p///IcBAwa0c+u7jhU7K7jq9WX4Ajr9kiJCJRtaM2NwMgN7RPL0/BzyKz14/DpmVSGgG2iGgUkBzQCF4JQpX90fq7+fNpj3luYFE3rZzbx0yVgipY6dEEII0a3ousH6fCflbh9xYVaGpEYd0I1vh9VEWoyDouo95aV0wyCnqIYqj49ou5W+yeGoioLVrHLZMb2ZOjCR//s2m/X5wWsWlzfAo99m892GIm6d0Z+ecYemzJTomvY+96LtFpIibXjqlv3lV9Zy35wNbCl2hbaPtJv568kDOTorgViHhbyKWjYWVB/UeSvEgeiQYNntdvPnP/+ZTz/9FL/fz8yZM7ntttsAGDx4MBEREW3e14IFC7jhhhsYN24cgUCAv/3tb5xwwgls2LCB8PDDP9HUhnwnl/13CW6fRu/4sAZ/WJqTHGXjoVnDOG5QMh8u3wUE1/YE/7vnjq5mEAqY7RYVj1/n1OEpKBi8u2QnigJPnT9KEnoJIYQQ3czinFJmL8glt9iFXzOwmBSykiK4bkoWE/u2Xlu9MbNJJTXaTkm1l5+2lPDOkjzyymrw6wYWVaFnfDgXjO/JqF6xAPSOD+fJ80byxZoCXlq4lRpfMFBavauKq95YxsUTMjh3XM9WE4mJ7mfvc88X0FEVQudHjVfjP99sosa7pwzYgB6R3HPaYNJiHWwrqeEfP287ZOetEPurQ4Lle+65h9dee40LL7wQh8PBO++8g67rfPDBB/u9r6+//rrBv1999VWSkpJYvnx5k8nDALxeb6hMFYDTeWhLGHSU3BIXl/z3N5yeAOmxDraXuVt9js2sUuT08u+vNzGxbwIfrwgGyx5/03UPNSP4HI9fJzMxnLNHp3PVG8sAuP2EAUwbkHToDkiIvRwu/VSIw5n00+5pcU4pd32yFpc3QGyYFatJxafpbCyo5q5P1vLgrGEHFHgoikJOsYsn5m3B5Q0QZbcQVZf7ZGuJi8e+y+bWGf1DAbOqKJw+IpWjM+N5av4Wfs4JJvvyawb//Xk7P2wu4bYZ/RmcGnVIj/9I05X6af25V+3xE+WwEGY14dcMcouruefz9bi8DWtlnzEyleumZBHpsLC12MW9c9Yf8vNWiP3RIbfvPv74Y1555RVefPFFnnzySb788ks+/fRTNO3gi8lXVQXX6sbFxTW7zUMPPUR0dHTop2fPngf9uh1tV4Wbi17+jVKXjx5RNnZVtC3bo7duKnV2kYuXFm5lcStZKBUl+Jwwq4l7Zw7h1g9WE9ANThuewvVTsw76OIRozuHQT4U43Ek/7X503WD2glxc3gA9ouzYLSZUVcFuMdEjyobLqzF7QS76AZRcqt93rV8jJcqOzaKiKgo2s0pChBW3T+OdJXnojdYlJ0ba+OcZQ7nv9CHENyozddO7K3nq+y3tUmbqSNFV+mn9+VHt8RMfbsOiBs8PVQFPQG8QKDssJv5+6iBuPr4fcRFWekTaePGnre1y3gqxPzokWM7Ly2PSpEmhf48fPx6z2Ux+fv5B7dcwDG699VaOPfZYhg4d2ux2f/3rX6mqqgr95OXlHdTrdrSSai8Xv7KEgioPCRFWCp3e1p8E9Iiy89g5IxjVKwaAOWtaf7/rv8/+deZQ/vVlMFvl0LQoHvn9CKllJ9pVd++nQhwJpJ92P+vzneQWu4gNs+7zPa4oCjFhFnKLXaG1xAe6b5NJxWpSQ6+hoBBpt5BXVkNOUU2Tz5/UL4FXLx/H6SNSQ48ZwKer8rn81WX8nNN6OUyxr67ST9fnO9lSWE2EbU+emxpfgJ3ltQ1mOKZG25l90WiOG5RMfISNpEg7Gwqq2+28FWJ/dMg0bE3TsFqtDR4zm80EAgd31/DGG29kzZo1LFq0qMXtbDYbNlvrpQ66oqpaP5f8dwnbSmuIcVgodbWt1MLZY9K55/Qh1HgD/PnDYB3m7KKW1zerCugGXD81i89X55Nd5CIp0sZLl4zFYZU0/aJ9ded+KsSRQvpp91GfUGlBdjG1fo2YMAsGBh6fTkDXMasqdquKzaRSpRuUu/e/lFO524dfM7Ca1OC+/Tp+TUNBwWJWsJgUKgM6S7YHZ7XVJ/3aW4TNzC3T+zF9UBL/9212qGRQicvL3z9bz+T+Cdw0rS/xEXLetVVX6KcBTSenxIVX04mwmzEMg3K3n7JGJcOsZoXrpmbRJyGcpEh76Hpzn3PrAM/bQEBnzpoCdle6SYsJY+bwFMzmto0VHqqEeKJ765Bg2TAMLrvssgYd1+PxcO211zZIyvXxxx+3eZ833XQTn3/+OQsXLiQ9Pf2QtrerqPVpXPnaUjYWOIm0mUM16FpiNak8MGsoZ48NTrn5z1eb0HQDm1kNTcluiklV0HSD4wYmUe3x8+PmEuwWlZcvHUtKtOOQHZMQQggh2tfeCZXcPo1qjx+3L4CqBCtgGEZw2ZXNbCLaYcGiKsSFWVvfcSNxYdZgQFzrp6rWjzeghfYdTBhqoGnwwbJdfLE6f5+kX3sbmhbNCxeP4d0lO3lnyc5QKcuF2aUs31HBNZOzOGVYj32CbdH1uLwBSqu9OMwmLKqCx69T7vbh9u2Zdq1AcEaCYpAa7SA1xtEguVtL51Zbz9uXFuby7I+5VNf60QlOp73vi/XcMDWLqye3vLTwUCfEE91XhwTLl1566T6PXXTRRQe0L8MwuOmmm/jkk0/48ccf6dOnz8E2r0vyazrXv72cZTsqcFhUanwBWluVkRhh46VLxzKyZwwA2UXVvLNkJ0CLgbICaLpBVmI4o3vF8Oi32QA8ce5IhqfHHPzBCCGEEKLNmhvRaupxoMFjVbU+7v50XSgpUozDQq5fq7sOCJaJVJTgsiu3N4DbF2BwSiS6YbAgu2S/RtCGpEYRH2ENToU1wGRS6vZt4KmLiywmhaRIGwG96aRfe7OaVS6d2JupAxJ57Lts1u4OTrGt8Wo89l028zYWcev0/vSKlzJTXZGuG5TWeHHW+skpqqHS7cNuNZNX7m5wDWtSICXGTo1XIzMpkqkDEjHVBco+n8bzC7eyvcxFQDcodXkanFuw57wdkhoV6gONvbQwl/98vRlNNzCbFMx1syer3H7+8/VmgGYD5vZKiCe6pw4Jll999dVDtq8bbriBd955h88++4zIyEgKCwsBiI6OxuE4PEZAdd3gjg/X8MPmEqwmhYCm01r+gszEcN688ijSYoLvgaYb3PnRGrQ2JD4wgGiHhUuOzuDeORsAuOuUgZw0NOVgD0UIIYQQ+6G5Ea3J/RJYuKW0wePxEcFRtTKXL/SY26+h6wa94sJQFAUDg70HYzUDGkQuBmwvc3PdW8sPeATNMIK71LV9rzlUJTh7zaQqJERYKXX5eGdJHiN6xjQ7SpwRH87j5+5bZmrNriqufnMZFx2VwXnjpcxUV+Lxa5RUe1myrYx3luSxs9SFy6dR20T1Fc2AXRUeoh1mbj6+XyhQ/tvHa3h/2a4GZU3rNT63lBYubwMBnWd/zEXTDaxmBVUJ7l9VQFV0fAGDZ3/M5fKJffaZkt04IV79emm7aqJHlEqh08vsBblMyIyXKdlHiA4Jlg+l2bNnAzB16tQGj7/66qtcdtllHd+gQ8wwDB6Yu5FPVu6u69QKnia+fPY2LC2a168YT9xeGSWfX5DLip2VKNDqiLTFpPCn6f14YO4mDAMuOTqDqydlHvzBCCGEEKLNmhvRWp1XxS+5ZYRZVMxmFU038PihoMqDokBKtJ2kSBtOjx9nrR+TqlDj04iwmfH4dHwtzC4DcHk1wm1mHFYVw4CNBc5mR9DqR/52lNdgN5vYVe5GrVvK1ZSAbtSN7qlg0CDpV/8eEaHtdMMgp6iGKo+PaLuVvsnhnD4ilYlZ8Tw9P4eftgSTffk1g1cXb+eHzcXcOqM/Q9OiG+xjc2E1W0trZI1pB9E0nV+2lrO70k1BlYf/LcvD7Q3gCxhNBsp7q64N8O7SnazYWcHPOaX8srW8za+rKrC1xMU9n61ndEYsM4enoKoK6/OdfLEmH6fbT/29lICuh6ZwqwqYTQrVtX7mrClg1ui0BvvdO2kdSnBJ5N5rpfdOLDYsPbqJlonDTbcLlg2j9ZHS7uyFhVt5ZdE2IJhGv8bXcnmtMRmxvHb5OCLtezINLttezmPfBadSt+Xd+tP0/jz2XTa+gM6MwcncM3OIZL4WQgghOlBzI1o2RUXTdQK6gdOrQaO6tIYRTAYaG2bFpCooBIPGkmoP4dZw/JrW6uw0gFKXD4VgQGE1qfg1fZ8RtJZG/pq7Oa/pwWDFYTUR0MFqUqg2DKo8exIzrdxZwTtL8sgrq8GvG1hUpcH65vtOH8KiLaU8OX8LZXWJTreXubn5vVWcPiKVqyb1qVt6lkdeeQ2Gocga0w6wcHMxT/+Qw47SGvyagcsbCJYJU5q/eWJRg9msNd1AM2DO6gLmULDfr60ZUOPTefO3HbyzZAd3f7aWpEgbXr9OVd0aZV2nyXPVpATP1d2V7n1+V59YzKfpFFR59lkrHR9hxX+ACfFE99TtguXD2UfLd/HvrzYBEO0wU1XbcrbwsRmxvHbFeCJsez7G4moPN7yzok3TrwGuOKY3b/yyA6cnwOheMTx13ihMchdWCCGE6BD165CX76xgU0F1MGu1YVBc7cWn6SjQ6o1zl1ejrMaHSQmu61QUBY9fo9Ltp9rbtsojhmEEp20bwTwn3oDByp2V/OPzdYzpFcdv20p5b+mu5p9PMGCu//+9aXqwTRaTgjegY1EUou3B2XArd1bw2HfZuH0aUXYLUSYFv7ZnffMt0/sRabNis6jcffJgfsguYs7qAupnk3+2Op8fs0swqcEbB9EOC+FWs6wxPUitZYKet6GQez5fj8vjx2xSCeg6/vprzxYGtoLLAIw23cBpC5XgeVDj1djmdRMfbiU6zNJin6mfsFntCbB2V1WDY4sLs6IbBrsraoHgEgKl7tzy+DV2V9QS7bAcUEI80T1JsNxFLMgu4S8fBUs81a/pacmIntH7BMoev8Y1by6nqJU6zPV3f08fkcqPm4spdHromxTBK5eOkxJRQgghRAfZe31yjVej2uun3O1Fa3n2apOKnB5MajDY1XQDAyhweoIjfW2gG+yzrcsb4K1fd/L2rzsbBMDKXlFxo+XPwd81esn66bCGYVDtCdA/OZL+PSLQDYN3luTh9mkkRFhR6sJtmzm4vjm/0sv9X2zEYVYbjDjfMC2LOWsK2FEWHBmsrxYSYTNhUhRUVZE1pgehpUzQR2XGU+z0MHvBVspcXrwBA4OmA1OHRd1nKvahCpJD+4MG51tlrZ8BURHkV3pafe5HK3YxZ3V+gxkIg3pEBrO4h9Y719UNVwDVwBcw0AyDQT0iD+2BiC5LguUuYN3uKq5/azkB3SAp0kZxdcvBbv/kCF6/vGGgrOsGt3+wmpU7K1t9PQOY1C+B7aUutpa6SY2288YV44kNl7tkQgghjgydXUO18fpku8WE0+M/4GBCN0CtG7Gr34XSOJo9AGY1OJ11f3bTOF52eTU0w0etTyPSbubGaX1Jjw1jQXYJeWU1RNktoUC5Xq1fxxsIoOkQHmUj3mEJjTgXVtXyx+P7srGgmrd+3Rmaauvyarh9NaREO4gNs6Aoiqwx3U/156Wz1ofFZApVTFm/u4q/fLSas8f2wh/Q2bC7Ek+g5bPC3Ak3JzTdoLCq5evoerphYFIVNuTvWaMfabdgqlvXHNDBrBqh8zmgBx83KbCxsFrOpyOEBMudbFeFm8tfW0qNTyMpykZxK6PCKdF23rzyKGL2mv5hGAb/+nIjX6xp25qPEenReP06a3Y7iQ2z8MaV40mNOTwyiQshhBCt6ewaqk2tTw5orZeIbM2+ebzakuazZUpTu9l7znUjhrHvr8pqfJjcEOmwcOFRvULvcX1AYjE1fIaBQbnLi163L5MaHOGrH3Eudfn437Ld/OesYcSFW3nq+5xQwKwbsLuyFqfHT0ZcGDaTSpWsMW2T+vOy2OnBE9DRjT1T+BWgwu3n6flbsJoUalsJlAGqvS0vH2gvXq1tr1vp9lPtCdSt0Q8e+xXH9kFVVFKjHZTVePEG9iQHc1hU4sNtuP2anE9HEAmWO1FVrZ/LX11KSbWXhAhrq4FyhM3Mm1eOJznK3uDxJ7/fwn9/3tam1+ybFEG0w8LCLaVE2My8fsV4+ibJVBIhhBBHhq5QQ3XvjLv1ibzKXG1bW9xWqgI9ou2U1/hwt7LmuSUGCqrStjWmKsHA1sAIBe4qkBRlw2JSqfVrvP3bTgalRBHtsLKjzI1JVdAMo0EZKa8/mGBJVQAFTMqe8j4KSsOM2klRxDrMaIZCZa0v1M5Imzm4djugYVEVWWPaBuvznazOq8DdRBbr+o/frxnYTV17OrupjUlqQ1VnAjqqorMhv4rKGj8Wk4LVrNI7PhyPX9+TDdui4glo4INtknH9iCHBcifxBXSue2s5W4pdRDssra5RVhV44eIx+wS2z/6QwxPztrTpNdNjHWTEh/H9xmJsZpWXLhnL8PSYAz0EIYQQolvpKjVU6zPuWveqE+wNHNpRON0IBq4RNvPBBcuGUTcCvCdaDg0sNxpxVoPVoUJrrlUFwqwmEiJsKIpCtGGQV+HmxndXBtchawZOT4DKWh8p0XbsFhMYoBnB0TzDALvFhM3S8LPYO6P2mIxYeiVEsLXERUacgxKXH90wiAu3YhgGlW4/g1IiGZIadcDvwZGi2OWh2tP6uVLTSkmozhYTZsHpaf3mk9mkoqBgUcGv6zg9AaIdZrKSIthYUE2PKFtdLp9gPp9qj5/dlbUoKDzz/RasZlUyrh8BpJp7JzAMg79/uo7FuWXYzCruNmSq/Ptpgzlmr45oGAZPztvCI99sbtNrJkXaGJIazfcbi7GYFJ6/eAxHZ8Uf8DEIIYQQ3U1TI7r1Gq9vbU9xYVYsJgXfXpm81HYo2ejxaVjNB3+ppyoqje8d1Aez9Wwm6BHtICHCGhyxA8yqSmLknpsSNT6NGq+GszaYQTk5yk5ipBVNN9hVUYvLE8AwguV+9Lqpr3F7Jf6q59OMUEZtVVG4YHxPwqwmKmsDxEdY6RUbhiegU+j0EmEzcd2ULBn9a4GuG6zdVcWXqwraNGm/revqI/ZKGlv/7rf3x6AQPH/a8jL156+iBKf567pBVW2A66ZkEWEzUej0UuvX0HWD8hofO8vdaLpBYqSV5Cg74TZzaEbK4pzS9jws0YkkWO4ELy7cyvvL8lAAe12Gx5acOTKVyyb2Dv1b14NrlB+fl92m14sLszK2dxzfrC/EpCo8ff4opg1IOogjEEIIIbqfpkZ092YzqR1SQ3VIahRZSRFUuP0YdVfskfZDX43CAGIcloMqCVkfwzdeV1zPrCocPzCR8ZkJ6LpBrV/HABxWE2mxjlAyUgODkmovRt2Ua5MazFodF26jV1wYJlWhrMZHhduHoRtE2M04rCYcloaflYFBtcdPz/hw+iaHAzCqVyy3zuhPZmIEtb4AZW4fbm+AQSmRUjaqFYtzSrn01SVc8+Yyvl5feMj2a1KgZ6yd+tOm/kq3vZJ+KQQDcatZpcaroSjBc7alQKc+WDYw0HUDVVWIDbMwsW8CD84axqCUSNzeAMXVXkpdXkyqQq+4MOLCbcGM6xYTPaJsuLwasxfkoh/qVN+iS5Bp2B1s3oYi/v11sJZyaoyd3a2ktu+TEM4Ds4aF7sp6Axp//mANn6/Ob9PrRTssTMiMY+7aAlQFHjtnBCcNTTm4gxBCCCG6ob1HdO3qvsGpV9M7ZH2rqipcNyWLuz5ZS6HTS0yYBbOp9WDZZlb5/eh0Vu6sYENhdavbB7TgdOYYh4WymuANgLplwLR1Iq2ugx8NTQ8GOrfN6Idfgx3lNWTEhXPt5EysVlMou/iKHRU8/cMWYhwWHNa9ylv6dLwBLTTCa1b3hDGRdgu94hSqav3cNK0fozNi2Vlew4NzN1Lq8hFpt2A1Kfi0YKAcZjVxwfieDUbjR/WKZUTPGLaXurGYVVlP2gaN1+8bhoHb37Yp+xE2E64WEnglRtoxm80kRtopdO651jUIBtL1tY6bq83dnL1n/kfYTDgsJlRFIaDrRNjMXD05C00zQuegzaJS5Q7g9gWorG2UbV4JZsTW9GCN8Si7hfgIGwAT+yYwITO+xXMa9p2RIhmyDz8SLHeg7KJqbnl/FYYBvePD2F5XH7A5CvB/54wgvO6ubEm1l+vfXs7S7RVter0ou5mJfeOZu7YQRYFHzx7BGSPTDvYwhBBCiG6pfkQ3uB5RbTAVu6PXt9aPXtVn5fYGtFZzVzusJu47fQgLt5Rw5evLWg8wFIVilxebWaVPQhjF1V48Pi245riNVaV0ggGzWVU4d2w6103r1+R2qqowLD2aIalRzNtUxMaCauwWU+g9Duh6cORNAYfFhL3RiLHdbMKpBOidGM6w9GiGpUdjMam8sHAreWU1VBvBqdeZiRFcML4no3rF7tsGRWFAj0h6xoW14ciObE2v3zdQnd5Wb6T0jHPgMJsorPLgbGIpYWyYhcTIYNCZGGnDwKDY6a1bzx6cIl3/+fsDeihwbgtVAbvVRFKkDa9fx68Hyz/17xEdWjus60boHOxhsREbbiUmzIJP03H7tFCWdV03UJTgTSizSWFwalSDvl9/Tpe7fSgo2MxN39CSjOuHNwmWO0il28fVbyzD5Q3QK87RaqAMcPHRGYyu+zJYsq2cP767ssHduZZEOywcnRXPV3WB8sNnDed3o9MP6hiEEEKI7qypEV2bScWr6VS6/R2+vnXv0avlOyt4/Nts3P5AKKCoL1ljEEzWVV/fNTHSTqTd3GISo0ibib+fOpi4CGtolFXXDeasKWB3pZu0mDCKqjw8+t1mNN0IrSU1jD2jzuFWlTCrOTRy93NuGYtzSluc1tzce6zpRt2ootJgHXO9pkb1TxjSg6Mz41mcW0ZlrY9ou5W+yeHtsr77SNPU+n1VUYkLt1Ja03zQF2M3B4PDWj/V3gAKEO0wYzGp+HWdKneAqlo/DquXWIcVr6aj6cEp2aeOSCPcaiItJoyZw4OzHOesKWD5zgo+WbELb0BHN4LnYv25rxvBc8ZqUZk1Ko0xveKYOTwFVVWarZPe3DkY5bDg9mmoCsRHWHFYTBgG1Po1ImzmZvt+V5mRIjqHBMsdQNMNbn5vFTvK3CREWMkrr231OdEOC7fNGIA3oPHM/Bye/SGnzQkVYhwWxvaO5et1dSPKvx/BWWMkUBZCCCEaj+hW6QYWVWFQSmSnZLXde/TKalaJCdu3vqvN3LC+66S+CYzoGcOKHeXU+vUG1wdqXT3Ykb1iOWNkaoOLf1VVmDW64Qwzkwme/TGX6lo/BsFAWSFY7ikpck+pSsMw2pwtvLn3OMphQdch3Now4GhpVD/SYWHKgESKnV4CetfOwtydNLd+P9phocrjx99ouNeiKiRFWfEHDMpr/Li8fswmhbQYB5F2S2i7GEcwY3RptQ9fQMdqUlvsW7NGp3HGyFR2lNWwOq8KTddDie8UBRxmFZOqMqJnNPefPrTBedfSlOfmzsH686vM5aPWr9f1/agW+35XmpEiOp4Eyx3giXnZLMguwWZW8AX0Fqc9hVlMuP0apwzrweLcUh75djNbS2ra/Frx4VaGpkUzb2MxJlXhsXNk6rUQQgixt71HdJsameoM9aNXzdd31bFoOnFh1r1GztxUe/yYVbVuRC44Ahxpt7R5hPzqyVlcPrEPc9YUsGJHBXPW7CY+3EqYzdJgu/1dm9nUe1xV6+PuT9ft96i+3WIiNSa49tUXkID5UGhqtLTWr5FfWdugTFiYxcQ549K5cHwGigo7St3sKHPz3IKcJtfwRtotZMQrVLkD3HBcX8b0im21b+09ElztCRAbbsWkBOtv1/o0Iu3Nj/q2pLl+DuxX3+9qM1JEx5JguZ19va6Qp+fnAJAS3fr064EpkazYWcm7S/J4d0keUDcFqw2jyomRNrISwlmQXYLFpPDkeaM4ZZgk8xJCCCEaqx/R7Soajl41rO/a1OhV45EzXWeftZttZTarzBqdRlyEla/XF2K3NH15uL9rM5t6jw90VN9sUkmNdlBc7cXta73kpmjZ3udbcqRCudtPQVXDpX7RDguvXT6WaEdwenG4zcxxg5JYuKW0lTW8JlAC9EkIb3Mf22cNvx4c9R2c2vKob2ua6+f72/e72owU0XEkWG5HOcUubv9gNQBDU6NY10rdxv7JEdx/+lDOffEXanwaNrMamobVmpRoOykxdn7dVo7NrPL8RWOYNlDKQwkhhBDdwYGMXh3qEfKOWJt5MG1WVYUe0XZKXV6ctf4DboNoeL7llNTgbTRiH2U3c/epA0OBckyYlbjw4P+313nSFWd87K2rt0+0DwmW20mNN8B1by3H5Q3QPzmi1UAZ4JyxPenXI4I/HteP5xfkUtHGL4JecWFEOyys2FFJuNXEK5eNY0Jm/MEeghBCCCE60IGMXh3KEfKOWpt5sG1OiLBhM6uUunyhOtVi/9Wfb/fOWU92kQsIrnnvmxTBNZMzGdUrFlVRSIy0hSqzQPueJ11txkdjXb194tCTYLkdGIbB3z5Zy5ZiF/HhVkpdLU9XinFYqKz185+vN/HsDzlUuNt+t3RAciSGYbB2dxVRdjOvXzG+yXIKQgghhOj6OnP0qjutzYy0W7CYVEqqvfg1Wcd8oCb2TeDrmydz3dsr2Fri4upjMxndOwZVUbCYVJKibPtMt+5O54kQB0uC5XbwwbJdfLoqH1UJjvquzKtscju1LiX+eeN78sLCrfg1Y78C5VG9Yiir9rKzopaECBtvXjmeQSmSiU8IIYTozjpz9Ko7rc0MJv5yUFztodandXZzui1VVXjq/JEUOb0E6m482C0mkqPsmJoJeLvTeSLEwZBg+RDLKXbxj8/XAXD8oCS+21AcrJXYxLb1M4ecngCT+yWwKKcMrY31oSb1S2BDvpOyGh/psQ7euvIoeieEH5qDEEIIIcQRqzutzTSpCinRDspcXqpkHfMBs5lNmFSFgBYctU+IsO5TC7ux7nSeCHGgJFg+hDx+jT++uxKPX2dsRiw/55QBTQfKAMf2S+CnLaW889vO/XqdU4b14IdNxdT6dQb2iOSNK8aTFGVv/YlCCCGEEG3Q3dZmxkfYsJhVqvZjhp5oSFUgIdJGlN3S+sb1z+lm54kQ+0ttfRPRVv/+ahMbCpzEhllQFQW3T2Pvm2t7/7/FpPDEuSM5bXgK8eFtzxZ45shUvl1fRK1f55i+8Xxw7dESKAshhBDiiBdlt5As10QHLDFi/wJlIY4EMrJ8iCzILuG1xdsBOHNUGq/+vD20Jrn+v7oBiZFWnLUBvAGdMf+a1+b9OywmThyazKcr84OvMTKVh38/AqtZ7ncIIYQQQgByXXQQzCZ574RoTHrFIVDl9nPHh8F6yueP68lnq4IBbf3yY92A5CgbAMPSYvi/c0YQZQ/ep7CYml/XUb9UJCXazqR+CaFA+ZrJmTx2zkj5QhBCCCGEEEKIdiIjy4fAP7/cQJHTS2ZCOKqqUF7jI9JmptobIDbMQoXbz7QBSby3NI8fNxdjGAaWurt3fs1oMQHYiPRozKrKtxuKUBW4Z+YQLp3YuyMPTwghhBBCCCGOODI0eZDmbyriw+W7UBS4+fh+vLc0D4AaXwCAak/wv1cd24c+CeHoBvywuYSyGl9oVNkAmhpfPmloD6pq/SzfWUG41cRLl4yVQFkIIYQQQgghOoAEyweh2uPnb58Ey0RddWwfvt1YhKYbZCUGg+JxGbEE6uZih9nMfHz9RG45vh/D06NRleCocj0DMNdlALOaVK44pje/5JayvcxNWoyDD6+byPGDkjv8GIUQQgghhBDiSCTTsA/C499toaDKQ0Z8GDNHpHL6Mz8DhKZYnzUmnfwqD7sra5n08A+YVAVfQA8932pS8NUFzKoCAd0gNcbOacNT+O+i7QR0gxHp0bx86TgSI20df4BCCCGEEEIIcYSSkeUDtCHfyWuLtwFw/xlDeXdJcPr1iYOTyS1xAXB0VjwvXDyGXnFhaLqBL6ATaTeTEBEsFeXTDOyW4EegGzBtQCLjMuJ4ceE2ArrB6SNSef+aoyVQFkIIIYQQQogOJsHyATAMg3vnrEc34NRhKYzrHctnq3YDcNGEjND0alVRGJoWzRc3HctdpwxiWGoU1Z4ApS4fVpOK3aLi8etYzSq3zuhPhdvHZ6vzURX468kDefK8kdgtps48VCGEEEIIIYQ4InXbadjPPfccjzzyCAUFBQwZMoQnnniCSZMmdchrf7O+iCXbyrFbVP56ykB+3FyC26eRER/Gsf0S6J8cQXaRi9OfWUR6bBibi6pD06/NqkJSpI38Kg9oMDgliksnZvDIN9mUurxE2c08e+FoJvVL7JBjEUIIIYQQQgixr245svz+++9zyy238Le//Y2VK1cyadIkTj75ZHbu3Nnurx3QdB79djMAVx2bSXpsGL9tLQNg2oAkFEXh32cNJzHSRoXbz9rdVfgCOmkxDsb3iUNVIL/Kg8WkcNuM/pw4JJm/fryWUpeXgT0i+eKmSRIoCyGEEEIIIUQn65Yjy4899hhXXnklV111FQBPPPEE33zzDbNnz+ahhx5q19eesyafnGIXMWEW/jAlE4DtZW4ABvaIBGB0r1jm3zaFZTsqqPEE2Fjg5P1leSzZVg7A0Znx3DqjP8/+mMOPm0sAOHtMOv88c6hMuxbiCJKfn9/mbSMiIoiNjd2v/VdUVOByuQ55W7q69n5fhRBCCHFk6HbBss/nY/ny5dx5550NHj/hhBNYvHhxk8/xer14vd7Qv51O5wG9tq4bzP4xF4CrJ2USZbcA4KgLcPMq3KHttpXWsDinlA+W76LS7QegV1wYd548kHCrievfWUFJtRebWeWfZwzlnHE9D6hNQhwuDlU/7Q58tS5QVCZMmNDm50THxLJta26bA7uKigr6ZGZRVVmxX20LaIH92r4r6Yj39Uh3JPVTIbor6adCHDrdLlguLS1F0zSSkxvWHE5OTqawsLDJ5zz00EPcd999B/3ai3JKyS5yEWEzc/HRGaHHTx7Wg6/XF/LsD7l8vGI31Z4ALu+eC86ecQ6um9KX04an8NT3W3h5UTCLdv/kCJ4+fzQD6kakhTiSHap+2h1oXg8YOpNvfZboxNRWt6+tKmXev6/G5XK1OahzuVxUVVYw/c6XcEQntLp9RV42i577C5qmt7ptV9UR7+uR7kjqp0J0V9JPhTh0ul2wXE9RlAb/Ngxjn8fq/fWvf+XWW28N/dvpdNKz5/6P5L6/LFge6vdj0kOjygCnj0hl0ZZSPlyxi4IqDwDhVhNTBiQya1Q6xw1MYu3uKmY99zO5JTUAXDwhg7+dOkimXQtR51D10+7EHp1AWFxy6xseBEcbX6O2srRd29GROuJ9PVIdif1UiO5G+qkQh063C5YTEhIwmUz7jCIXFxfvM9pcz2azYbMdXK1ity/AvA1FQDBY3puiKDxy9gjuPHkg28vcRNnN9EkIx2xScfsC/OfrTbz001YMA5IibTz0u2EcP0gu5ITY26Hop0KI9iX9VIiuT/qpEIdOtwuWrVYrY8aM4bvvvmPWrFmhx7/77jvOOOOMdnvdpdsr8NZltR6SGtXkNvERNuIjgn+cDMPg2/WF3DdnA7srawE4c2Qq98wcQmy4td3aKYQQQgghhBDi4HW7YBng1ltv5eKLL2bs2LEcffTRvPjii+zcuZNrr7223V5zQ34wOcKYjNhmp3vX21jg5F9fbuDnnGBJqbQYB/efMURGk4UQQgghhBCim+iWwfK5555LWVkZ999/PwUFBQwdOpS5c+eSkZHR+pMPUKXbB0ByVPPTWjYVOnn6+xy+XFsAgNWscuWxfbjpuL6EWbvlWy2EEEIIIYQQR6RuG8Fdf/31XH/99R32ejFhwanTmwqrGzxe4w3w/aZi3v1tJ79sDY4kKwqcOiyFv5w0kJ5xYR3WRiGEEEIIIYQQh0a3DZY72vRBSTz8zSZ+2lLKWbMXkxbjIK/CzfrdTnx1pVZUBU4emsIfj+8n5aCEEEIIIYQQohuTYLmN+iVH8vdTB/Pg3I0s31HB8h0Vod9lxIdx+ohUzhvfi7QYRye2UgghhBBCCCHEoSDB8n644tg+zBiczKKcUmq8AZKi7AxPiyYjPqzVpF9CCCGEEEIIIboPCZb3U8+4MM4f36uzmyGEEEIIIYQQoh2pnd0AIYQQQgghhBCiq5FgWQghhBBCCCGEaESCZSGEEEIIIYQQohEJloUQQgghhBBCiEYkWBZCCCGEEEIIIRqRYFkIIYQQQgghhGhEgmUhhBBCCCGEEKIRCZaFEEIIIYQQQohGJFgWQgghhBBCCCEakWBZCCGEEEIIIYRoRIJlIYQQQgghhBCiEQmWhRBCCCGEEEKIRiRYFkIIIYQQQgghGpFgWQghhBBCCCGEaESCZSGEEEIIIYQQohFzZzegMxiGAYDT6ezklgjRdURGRqIoSmc3I6Q79dPq6moAXGVFaJrW6vY1FSUAuMuLMZtMrW5fW1kKQHZ2dui1WlNQUNCubWrv7TviNerf1+rq6m5xnoH0UyG6A+mnQnQPbemrilHfg44gu3btomfPnp3dDCG6lKqqKqKiojq7GSHST4XYl/RTIbo+6adCdA9t6atHZLCs6zr5+fld7s4fBO/69ezZk7y8vC71h/ZwI+/zvrpaf2jvfirnQOeQ9/3gHGn9tDWH8/l0OB8bHN7HJ/304BwO58bhcAxw+B9HW/rEETkNW1VV0tPTO7sZLYqKiurWJ2V3Ie9z19VR/VTOgc4h7/vhoat8nx7O59PhfGxw+B9fV9BV+un+OhzOjcPhGODIPg5J8CWEEEIIIYQQQjQiwbIQQgghhBBCCNGIBMtdjM1m45577sFms3V2Uw5r8j4LOQc6h7zv4lA6nM+nw/nY4PA/PnHgDodz43A4BpDjgCM0wZcQQgghhBBCCNESGVkWQgghhBBCCCEakWBZCCGEEEIIIYRoRIJlIYQQQgghhBCiEQmWhRBCCCGEEEKIRiRYFkIIIYQQQgghGpFgWQghhBBCCCGEaESCZSGEEEIIIYQQohEJloUQQgghhBBCiEYkWBZCCCGEEEIIIRqRYFkIIYQQQgghhGhEgmUhhBBCCCGEEKIRCZaFEEIIIYQQQohGjshg2TAMnE4nhmF0dlOEEM2QfipE1yf9VIiuT/qpEAfuiAyWq6uriY6Oprq6urObIoRohvRTIbo+6adCdH3ST4U4cEdksCyEEEIIIYQQQrREgmUhhBBCCCGEEKIRCZaFEEIIIYQQQohGJFgWQgghhBBCCCEakWBZCCGEEEIIIYRoRIJlIYQQQgghhBCiEQmWhRBCCCGEEEKIRiRYFkIIIYQQQgghGpFgWQghhBBCCCGEaESCZSGEEEIIIYQQohEJloUQQgghhBBCiEYkWBZCCCGEEEIIIRqRYFkIIYQQQgghhGhEgmUhhBBCCCGEEKIRCZaFEEIIIYQQQohGJFgWQgghhBBCCCEakWBZCCGEEEIIIYRoRIJlIYQQQgghhBCiEQmWhRBCCCGEEEKIRiRYFkIIIYQQQgghGpFgWQghhBBCCCGEaESCZSGEEEIIIYQQohEJloUQQgghhBBCiEYkWBZCCCGEEEIIIRqRYFkIIYQQQgghhGhEgmUhhBBCCCGEEKIRCZaFEEIIIYQQQohGJFgWQgghhBBCCCEakWBZCCGEEEIIIYRoxNzZDRBCCCGEEEKIrkTXDdbnOyl3+4gLszIkNQpVVTq7WaKDSbAshBAHwa/p/JxTyo+bS1i3u4pdFbVUe/yYVIX4CBuZCeGM7BnDlAGJDEuLRlHki1YIIYToyhbnlDJ7QS65xS78moHFpJCVFMF1U7KY2Dehs5snOpBiGIbR2Y3oaE6nk+joaKqqqoiKiurs5gghmtDV+2mNN8Bri7fz2uLtlFR72/ScjPgwLjoqg/OP6kWETe5Viu6vq/dTIYT00/21OKeUuz5Zi8sbIDbMitWk4tN0Ktx+ImwmHpw1TALmI4hcrQkhxH76el0B93y+niJnMEhOiLBywpAeHNUnjj4J4UTZLQR0g+JqD9mF1fy6tZyFW0rYUebmgbkbee7HHG4+vh8XTcjAbJLUEUIIIURXoOsGsxfk4vIG6BFlD80Gs6smekSpFDq9zF6Qy4TMeJmSfYSQYLmLq/VprNlVydrdVeSWuNhd6aHS7cPr1zGpClEOM+mxYQzsEclRfeJlPYUQ7cjj17jns/W8vywPgF5xYfxpRj9OG56KpYmgt29SBBOzErjsmD64fQE+X5XPiwu3srW0hnvnbODjlbt57JyR9E2K6OhDEUIIIUQj6/Od5Ba7iA2z7rNsSlEUYsIs5Ba7WJ/vZFh6dCe1UnQkCZa7oPzKWuauLeC7DUWs2FmBX2ttpnx56P9Sou2cPSadi4/uTWKkrX0bKsQRpLzGx1WvL2XFzkpUBa6bmsVNx/XDbjG16flhVjPnje/F78ek8+7SPB75ehNrdlUx8+lFPPz74cwckdrORyCEEEKIlpS7ffg1A2szs75sJpUq3aDc7evglonOIsFyF6HrBvM2FvHGLzv4ObeUvVeSJ0XaGNUrhgHJkaTHhhEfYcVuMeHXdCrdfnaUuVmzq5Jft5ZRUOXhqfk5vPTTNq6Zksl1U7Owmdt2MS+EaFqR08MFL/1KbkkN0Q4Lz1wwikn9Eg9oX2aTysUTMjhhcDK3/m8VP+eUcdO7K9lRVsMN0/pKAjAhhBCik8SFWbGYFHyajl3d9/rZq+lYVIW4MGsntE50BgmWO5lhGMxdW8jj87LJKXaFHh/fO45ThvVg6oAkMuLD2nQB7fFrzNtYxEsLt7J6VxVPzNvCV2sLefbCUfRNimzPwxDisFVS7eX8l35la0kNKdF23rzyqEMybTo5ys4bVxzFf77exIsLt/Lot9nU+DTuOHGABMxCCCFEJxiSGkVWUgQbC6rpEaU2+D42DINKt59BKZEMSZVEaUcKCZY7UU5xNXd9so4l24LTqCPtZi48KoMLj+pFz7iw/d6f3WLitOGpnDoshS/WFHDfnPVsLqpm1rOLee6i0Qc8EibEkcrlDXDZq0vYWlJDarSd9685+oD6ZnNMqsJdpwyiR5Sd+7/YwOwfc3FYTPzx+H6H7DWEEEII0TaqqnDdlCzu+mQthU4vMWEWbCYVb91szgibieumZEl+oCOIpGHtBIZh8OavOzjlqUUs2VaO3aLyx+P78fOdx3HnyQMP+mJcURRmjkjlq5snM75PHNXeAFe+toz5m4oO0REIcfjTdIM/vruS9flO4sOtvH31hEMaKO/timP78I/TBgPw2HfZfLh8V7u8jhBCCCFaNrFvAg/OGsaglEjc3gDFLi9ub4BBKZFSNuoIJCPLHSyg6dz96TreWxrMpjulfyIPzBpKeuyhvwhPjLTx5pXjueW9VXy1rpDr3lrBm1cexfg+cYf8tYQ43Dz67WbmbyrGZlZ55bJx9EkIb9fXu+LYPpS6vDz3Yy53fbyWrMRwRvWKbdfXFEIIIcS+JvZNYEJmPOvznZS7fcSFWaXizBFKRpY7kF/Tue7tFby3NA9Vgb+dMojXLh/XLoFyPZvZxNPnj2L6oGS8AZ0/vLmMHWU17fZ6QhwOvt9YxOwfcwF4+PfDGdkzpkNe9/YTBnDikGR8ms4Nb6+gUrJtCiGEEJ1CVRWGpUczpX8iw9KjJVA+Qkmw3EEMw+DPH6zmuw1F2MwqL1w8lqsnZ3ZIIh+zSeWZC0YxIj2aSrefa95cjsevtfvrCtEdFVZ5uO2D1QBcNrE3Z4xM67DXVlWFR88eQZ+EcPKrPPz147UYRmul44QQhwtd19E0rdUfXdc7u6lCdFu6brB2VxULsktYu6sKXZfvWdE8CZY7yPMLtvLpqnzMqsLzF41hxuDkDn19u8XEi5eMJSHCyqbCau75bH2Hvr4Q3YFhGNzx0Roq3X6GpkVx1ymDOrwNkXYLT503CotJ4at1hXy6aneHt0EI0fF0XSetZwZms7nVn7SeGRIwC3EAFueUcumrS7jmzWXc/r/VXPPmMi59dQmLc0o7u2mii5I1yx1gVV4lj367GYB7Tx/CtIFJndKO5Cg7T503igtf+Y33l+UxZUAipwxL6ZS2CNEVfbh8FwuzS7CZVZ44dxRWc+fcTxyWHs0fj+vH/32Xzb2fb+CYvgkkRdo7pS1CiI5hGAaF+bv4/bMLUNTm//YYus6HN0yRWSdC7KfFOaXc9claXN4AsWFWrCYVn6azsaCauz5ZK8m7RJNkZLmd+TWdOz5cjaYbzByRyoVH9erU9kzsm8D1U7MAgmnxqzyd2h4huopKt48H524E4E8z+h+SWsoH47qpWQxNi6Kq1s99czZ0aluEEB1HUVVU1dTsT0uBtBCiabpuMHtBLi5vgB5RduwWE6qqYLeY6BFlw+XVmL0gV6Zki33IX9x29s5vO8kuchEXbuX+04d0yBrl1twyvT/D0oLrl//84Wq5Oy0EwZJNFW4/A5IjufLYPp3dHMwmlf+cNRyTqvDlmgJ+3Fzc2U0SQgghuqX1+U5yi13Ehln3uRZXFIWYMAu5xS7W5zs7qYWiq5JguR3V+jSenr8FCI5UxYZbO7lFQRaTyuPnjsRmVvlpSylv/LKjs5skRKfaVlrD27/tBOCe0wdjMXWNP41DUqO5bGJvAO75fL0k5hNCCCEOQLnbh18zsDbz/W4zqfh1g3KpQiEa6RpXhIep95fupNTlIz3WwXnjenZ2cxromxTBX08eCMBDX20kt8TVyS0SovM8OS8bTTeYNiCRiVlda73Sn2b0JznKxo4yNy8s2NrZzRFCCCE63f5mtI4Ls2IxKfi0phPjeTUdi6oQF9Y1BrZE1yHBcjvRdYPXFm8H4JrJmV1mpGpvlxzdm2P7JuDx69z2v9UEmvkDIsThbHtpDZ+vzgfgthMGdHJr9hVhM3P3qYMBmL0gh10V7k5ukRBCCNF5DiSj9ZDUKLKSIqhw+/dZfmgYBpVuP1lJEQxJjWrv5otuRrJht5NFOaVsL3MTaTNz1pj0A96Pphus3V3Fyp0V7Chz46z1o6oKsWEWeieEMyI9hkEpUZgOoFC6qio8cvZwTnh8IavyKnn2h1xunt7vgNsqRHf0yqJt6AZMG5DI0LToA95PcbWHBZtLWLu7ivzKWtw+LZg4JNrOkNQoju2bQEZ8+AHt+7ThKbz16w5+21bOg3M38tyFYw64nUIIIUR3daAZrVVV4bopWcHktk4vMWEWbCYVr6ZT6fYTYTNx3ZQs1AO4nhaHNwmW28kHy3cBMGt0GmHW/X+bK2p8/Pfnbby3NI+Sam+L28aFWzlxSDLnjuvFyJ4x+/U6KdEO/nnGUG55fxVPzd/ClAGJ+70PIbqrqlo/H9b11asnZR7QPn7bWsbsBbkszC6htSSaQ9OiuPCoDH43Og2b2dTm11AUhXtPH8KpT/3E3LWFLM4plfIWQgghjiiNM1rXJ+qyqyZ6RKkUOr3MXpDLhMz4JoPeiX0TeHDWMGYvyCW32EWVbmBRFQalRHLdlCz5XhVNkmC5HVR7/Hy7vhCA3+/nqLJhGLy7JI+HvtpItScAQKTdzPjecfRLjiQ2zIJmGJRW+9hSXM3KnZWU1/h4d0ke7y7JY2xGLLdM78+x/dre4c8Ymcq8jUV8saaAW99fxZd/nITD2vYLeSG6q89W7abWr9E/OYKjs+L367nF1R7u+Ww9X60rDD02Ij2aozLj6R0fTrjNRK1PY2e5m+U7Kli2o4J1u5389eO1PP39Fv580gDOHJnW5gz5g1KiuHhCBq//soP75mzgyz8ei7kLLu8QQggh2sP+ZLQelt70TLGJfROYkBnP+nwn5W4fcWFWhqRGyYiyaJYEy+3gm/VFeAM6WYnhDNuPaZ0ev8btH6zmizUFQPDi+MZpfZkxOBmruemLYr+ms2RbOR8t38UXawpYtqOCi175jWkDErn39CFtmvapKAoPnDmMpdvL2Vpaw4NzN/LPM4e2ud1CdFfvLckD4PzxvfarrNvS7eVc99YKSl1eTKrCeeN6cvWkTHonNN/fymt8fLR8F68s2kZ+lYc/vb+aD5fv4uHfjyAtxtGm1/3TjP58tjqfzUXVvPXrDi47pvNLXAkhhBAdoS0ZravakNFaVZVmg2khGpNhiXYwpy5Z0Bn7MWpU69O47NUlfLGmAItJ4e5TB/HFTcdy6vCUZgNlCJaBOqZvAo+dO5JFf5nGZRN7YzEp/LC5hBOfWMjri7e3qY5ydJiFR88eAcCbv+6Qmq7isLexwMmGAidWk8qsUWltft68DUVc+PJvlLq8DEiOZM6Nx/LArGEtBsoQXC5x9eRMfvzzVP584gBsZpWfc8o4+YmFzNtQ1KbXjgmzhpKQPfZdNuU1UuJCCCHEkaErZLTe3yzcovvr9sHyQw89hKIo3HLLLZ3dFCA4evRzXTa+04antOk5AU3n+reX8+vWciJtZt644iiumpS530m7kqLs3Hv6EL6+ZTJHZ8bj8evc8/l6rn5jGVVuf6vPn9QvkUuPzgDgjg/XUCEX4uIw9tmq4E2taQMTiWnjF+vinFKuf3sFvoDOjMHJfHrDMQzez8yZdouJG6b15etbJjOyZwxOT4Cr3ljGsz/ktOnG1gXjezEoJQqnJ8Dj32Xv12sLIYQQ3VVnZ7Q+kCzcovvr1sHy0qVLefHFFxk+fHhnNyXkq3UFBHSDoWlRZCZGtOk5D3+zmR82l2C3qLx6+bj9XjvZWFZiBG9fdRT3zhyM1awyb2MxZzy7qE21lO88eRBZieEUV3u5+7N1B9UOIboqwzBCM0BOH9G2UeUdZTVc+9ZyfJrOSUN6MPvC0Qe1tr9PQjj/u+ZoLqm7QfXIN5v5x2frW71LbVIV/nFasJTU27/tYEO+84DbIIQQQnQX9RmtI2wmCp1eav0aum5Q69codHrbNaN1fRbujQVOwm1mkiJthNvMoSzcEjAfvrptsOxyubjwwgt56aWXiI2N7ezmhNRfgJ82PLVN28/fVMSLC7cC8Ng5IxnbO+6QtENVFS47pg8fXzeRtBgH28vcnDV7Mct3lLf4PIfVxOPnjsSkKny5poAv1uQfkvYI0ZWszKtkd2Ut4VYTxw9KanV7X0DnxndW4vQEGNkzhifOG3lIkmtZzSr3nzGUe2cORlGCSyD+/OGaVgPmo7PiOXVYCroB981Z36YRaSGEEKK7q89oPSglErc3QLHLi9sbYFBKZLNlow5W4yzcdosJVVWC5SGjbLi8GrMX5MqU7MNUtw2Wb7jhBk499VSmT5/e6rZerxen09ngpz0UVnn4bVswGD11WOtTsCtqfNzx4RoArjimD6e04Tn7a2haNJ/deAwje8ZQ6fZz0ctLQtPEmzM8PYYbpmYB8I/P1lPqarl0lRCHQkf1U4C5dUn0jhuUjN3S+ujwcz/msHZ3FTFhFmZfNLpNz6n2+Mkrd1Pk9BBoZn1VvcuO6cMTdTepPlqxi799urbVAPivpwzEZlb5bVs5X++VkVuI9tSR/VQIcWAO9346sW8Cr18+nhcuHsujZ4/ghYvH8vrl49ut9NP+ZOEWh59umQ37vffeY8WKFSxdurRN2z/00EPcd9997dyq4KiyYcC43rH0jAtrdft/fbmRUpePfkkR3HHSgBa3NQyDFTsr+TmnlM1F1VTU+FAUSIiw0T85kgmZ8YzsGdPkOueECBvvXH0U1761goXZJVz5+lL+e9k4JmY1/0flxuP68e2GIjYVVnPP5+t59oLRrb8BQhyEjuqnum4wd20wWG7LTa1tpTU890MuAPefMZSU6KYzVxuGwa9by/lw+S5+ziml0OkJ/c5iUhiUEsWU/omcMTKNvkn7LtE4Y2QaqqJw83sreXdJHnHhVv584sBm25UeG8Y1kzN5an4OD361kWkDk9oUxAtxMDqqnwohDtyR0E87MqP1ocrCLbonxehm8/fy8vIYO3Ys3377LSNGBLM3T506lZEjR/LEE080+Ryv14vXu2d01Ol00rNnT6qqqoiKOnRJAE558ic2FDj555lDuXhCRovbLtlWzjkv/IKiwIfXTmRMRtNTyTXd4KMVu3j+x1y2lta0uM8eUXbOHdeTSyf2Ji5834RF3oDGdW+tYP6mYsKtJt77w9Et/qFZt7uKM579GU03eOmSscwYnNzi6wtxMDqqny7fUcFZsxcTbjWx/O8zWg0wr3htKfM3FTO5fyKvXz6uyQz3mwqd/P3TdSzdXtHgcZtZxa/pNJ6ZNXVAIrefMIChTZSWe3/pTv7y0VoA/nPWMM4d16vZtrl9AY57dAGFTg93nDSA66f2bfFYhDhYHdVPj0SapmE2mzl79k+oavN/l3Rd44PrJhEIBDCZ5AaZ2Jf00z0CAZ05awrYXekmLSaMmcNTMLdQZaYpa3dVcc2bywi3mZu8Zqj1a7i9AV64eKyUpDoMdbuR5eXLl1NcXMyYMWNCj2maxsKFC3nmmWfwer37fHnYbDZsNlu7tqu+DI3FpHBaK6NVAU3nH3XJs84b16vZQHlbaQ23vL+K1XmVAIRbTUwdkMTInjEkRdnQDYPCKi9rdlWyqG4k68nvt/DKom1cPy2Lq47NbFB2ymY28dyFo7nitaUszi3j8teW8tmNxzRb43VoWjRXT8rk+QW53PPZOiZmxRNu63anjOgmOqKfAqFR5ePbMAX7l9wy5m8qxqwq3DNzcJOB8ju/7eTez9fj03TsFpVZo9I5bXgKw9OjibRb0HWD3ZW1LNlWzty1BczfXMyPm0tYkF3CJRMy+MvJAwmz7ulX547rRX5lsC/f/ek6+iZFMCaj6VwGYVYzd5w0gFv/t5rnfsjlnLE9SYho//ewq/D4NX7bVs7qvEp2VbhxeQMoikJsmIWMuHCGpEYxqlfsQSViEw11VD8VQhw46adBLy3M5dkfc6mu9aMTXHt63xfruWFqFldPzmrzfuqzcG8sqKZHlNrgWqA+C/eglMh2y8ItOle3i3yOP/541q5d2+Cxyy+/nIEDB/KXv/yl0+6yfrxiFwDHD0wmtolR3b39b9kuNhVWE+2wcMeJTU+//nFzMTe+sxKXN0CkzcwNx/Xl4gkZzQar3oDGN+uLeP7HXDYUOHn46818viqfp84fRf/kyNB2douJFy4ew9nP/8Kmwmqufn0ZH103sdmLyZuP78cXa/LZVVHLU/O38NeTB7Xl7eiyip0efqyrjZdX4cZZ60c3INxmIinSTp+EcAanRDEmI7bVz1F0P7pu8GXdeuXWSrsZhsHD32wC4IKjepHVKLu9YRg8/l02T83PAeD4gUn8a9a+07RVVaFnXBg948I4a0w620tr+L/vspmzOp/Xf9nBTzmlvHjxGPom7emnt0zvx5biauauLeT6t1cw94+TiG8mCD5zZBqv/rydtburePy7bB6YNWz/3pRuqNjpYfaCXD5ctotqb6DFba1mlWP7JnDmqDROHJKMzSyBsxBCHO5eWpjLf77ejKYbmE0KZgV0A6rcfv7z9WaANgfM9Vm47/pkLYVOLzFhFmwmFa+mU+n2t2sWbtH5ut007Ka0Ng27MafTSXR09CGbjuLXdI5+aD6lLi8vXjyGE4b0aHZblzfA1Ed+oNTl4x+nDeaKY/vss81nq3Zz6/9Wo+kG43rH8tT5o5pdJ9mYrht8umo3//pyI+U1PhwWE4+cPXyf7Ny7K2s5/elFlNX4OHtMOo+cPaLZfc7bUMRVbyzDrCp886fJ+wQN3cGWomoe+y6bb9YX7jMltimKAsPSojlhcDKnj0ijV3zra9DFoXWo+ynAb1vLOPfFX4m0m1l29/QWA6cfNhVz+WtLsVtUFt4xjaRIe4PfP/tDDo98E/zCvXVGf246rm+TI8/N+WlLCbd/sJoip5cIm5kXLh7DMXslJ6nxBjjj2Z/JKXYxpX8irzUzBRzg161lnPfir5hUhW9umdzkmujDxWerdnP3J+tCQXKPKDtHZ8WTmRBOdJiFgGZQXuNja6mLlTsrKajas3Y8KdLGHyZnctGEDFnffYi0Rz89Usk0bNFejrR+GgjojH1wHlVuP1azgqrsmWWpGzq+gEF0mIVld03frynZi3NKmb0gl9xiF37dwKIqZCVFcN2UrHZLLiY6X7cbWe6KFmaXUOryEh9uZdrAlsvQPP9jLqUuH30SwrmoiXXNX68r4E/vr0I34Hej0vj3WcMbTKVujaoq/G50OpP6JXLr/1bx05ZSbnxnJcVOb4PAPC3GwdMXjOKil3/jg+W7mNQ/kdNHNF3uavrgZI4bmMT8TcU88OVG/nvZuDa3pyt445ft3D9nA4G6KHlEzxiO6hNHVmI4MWFWVEXB5fWTX+kht9jF6l2V5JbUsGZXFWt2VfHot9kc0zeeS4/uzfRByXLnsBv7om5U+YTBPVoMlA3D4Il52QBccnTvfQLlz1fnhwLlu08dxFWTMve7LZP6JfLlHydx/VsrWLK9nMtfXcrzF4/muIHB3ADhNjPPXjCa059ZxILsEt76dQcXH927yX1NyIxn+qAk5m0s5v++3czsi8Y0uV13t/cNihHp0dx6wgAm9U1otk8ahsGWYhdfrM7n/WV5FDm9/OvLjbz+y3buP31oq3+vhRBCdD9z1hRQXevHbGoYKAOoiorZpFNd62fOmgJmjU5r834n9k1gQmY86/OdlLt9xIVZGZIaJdeFh7nDIlj+8ccfO/X1P16xGwhms7W0UHu1yOnh5UXBmsp/OWngPkHw0u3l/PHdYKB8zth0/v274Q06YH1G7MU5pWQXu6iq9WM1qaTHOhjVK4ap/ZOIDrMAkBhp47XLx/PPLzbw2uLt3P/FBjTd4OrJey7qJ2YlcONx/Xjq+y3c/claJvSJIymqYVBQ72+nDmJhdgnzNxWzOLe0xUzaXcmLC3N5cG5wKu3xA5P4y8kDG0xLb06x08P8TcV8saaAn3NL+TmnjJ9zyuibFMEt0/txytAU+ePYzQQ0PbReeeaIlqdg/5hdwupdVTgsJv4wuWEgnF1UzV/qSr5dPanPPoGyrhss3V7O/M3FbC6sptLtx2Ex0TshjKP6xHP8oCQi7cF+mhBh482rxnPzu6v4en0h1761gjeuGM+EzHgABvSI5M6TB3LfnA089NUmpg1MIj226VkOfz5xIN9vKuardYWsyqtkZM+Y/X6PurJ3ftsZCpSvm5rFbTP6t1rrWlEU+idHcusJA7jxuH58vGIXT8zbQl55LZe/tpTzx/finpmDZZRZCCEOI7sr3eiAuZnLNFUBrW67/dWRWbhF13BYBMudqcrt57sNRQD8rpW7U09+vwWPX2d0rxhOHNIws/SuCjd/eGMZPk3nxCHJPLRXoBzQdD5YvosXF25lWzMZsV9bHFybd/qIVG6c1pfeCeGY6pISxYRZeGLeFh6Yu5G4cCtnjUkPPe+m4/ryw6Zi1u6u4t4563nuwqZHpLISI7jgqF688csO/vPVJj694Zj9mnLaGZZtL+ehr4KB8m0z+nPjfkyTTYqyc974Xpw3vhe7Kty89etO3v5tBznFLm58ZyXD07dyz8whzSZnE13Pb9vKKavxERtmaTDduTHDMHj6+y0AXHhUrwYJszx+jRvfWUGtX2NSvwTu3GsNv2EYfLuhiEe/2cyWYtc++/1laxnvLskjzGrigvG9uPG4vsSEWbGZTTx9wShueHsF324o4g9vLOOzG4+lT0I4AJce3Zu5awtYur2Cez/fwMuXjm2y3QN6RPK7Uel8tGIX//ftZt688qgDep+6og35Tu75PJgU8U/T+3Pz9H77vQ+rWeW88b2YOSKVx7/L5pWft/Hukp1syK/ilcvGHVGJ0YQQojvx+TSeX7iVHeU1ZMSFc+3kTKwtJG5MiwlDJbhGualxDd0ApW67lui6IaPIXURbP4v2+MwkWD5Ic9cV4NN0BvaIbLIMTL0dZTX8b2keEBxV3jto8/g1rn1rORVuP0PTonji3FGhesnrdldx+wer2VRYDdRlxB6YxIj0aOLCbXj8GltLavhpSwlbil18uHwXn63azfVT+3LjcX2xmFRuPr4fbp/Giwu38teP19InMZzRvYJBnsWk8p+zhjPzmUXMXVvIwuwSJvdPbPIYbjquHx8u38XqXVV8v7GY6V24lJRhGPzzy40YRvAmxv4Eyo2lx4Zx58kDuX5aFq8u2s5LP21lza4qzpq9mPPH9+TOkwcR7bAc4iMQh9pX6/ZMwW5pBsgvuWWs2FmJ1azyhykNR43/8/UmsotcJETYePzckaF+WuX2c+fHa/hqXSEAETYzJwxJZlzvOOLDrbh9GhsLnXy3oYitJTW8vGgbH6/czYOzhnHS0GB7njp/FBe89CsrdlZyzZvL+OyGY3FYTaiqwoOzhnHykz8xb2MRP2wuZtqApqcP33x8Pz5btZuftpSyZFs54/s0nUW7OwloOnd8tBq/ZjB9UDJ/PP7gymOF28zcfdpgpgxI5I/vrmT1rirOfv4X3v/DhGZn1gghhOgcf/t4De8v2xVaSgfw1PwtnDs2nQd+N7zJ58wcnsJ9X6ynyu1HVfR91iwHtOCa5ZktJPpssD5ZM7CYZH1yZ2nrZ9Fen9n+FRoT+5izOh+A00c2vd633pPfbyGgG0zpn8hRdVMs6z3w5UbW7XYSF27lhYvHhjJTv/nrDmY993Moc/bdpw5iyd+m8+wFo/nD5Cx+PyadiyZk8I+Zg/n2T5P55PqJTO6fiF8zePL7LZz/4q+UurwoisKdJw3kpCE98Gk6N7y9gsq9CqcPTo3ikqOD66f/9WVwunZTEiNtXFK3ZvLxedl05dxwK3ZWsjqvEptZ5a8nDzoko+BRdgs3T+/HD7dP5ZyxwdH5d5fkcdITC/k5p/Sg9y/aj64bfLs+OAPkpGHNJ+ADeO7HXADOG9ezwVrlX7eW8erP2wF45OzhoZHIrSUuznh2EV+tK8SsKlw/NYvFfz2Ox84Zyfnje3HCkB6cOSqNv548iO9vncKrl49jQHIk5TU+rn1rOY98swnDMLBbTDx/0RgSI21kF7n415cbQq/dLzmSyyb2BuChuRub7aO94sM4e2xPAJ78Pnv/36gu6N0lO1m320mU3cyDvxt6yGa0TOqXyEfXTSQtxsG20houfmUJrlYyawshhOg4f/t4DW8vyWsQKAMEdIO3l+Txt4/XNPk8s1nlhqlZmFQFX8AgoOvBIFkPJvcyqQo3TM1qNrnX4pxS7vpkLRsLnITbzCRF2gi3mdlYUM1dn6xlsVzzdZi2fhbt+Zl1WLBcU1PD3//+dyZOnEjfvn3JzMxs8NMdlbq8/Lq1DIDThjUfLG8rreHTlcF1zbfO6N/gd99tKOLNX3cA8Ng5I0iLcaDrBvfP2cDfP12HXzM4YXAy82+bwlWTMpstHaUoCqN6xfL65eN4+vxRwWy/Oyo4a/Zi8srdqKrCo+eMoE9COAVVHv7+2foGz7/l+P5EOyxkF7lCbW3KNZMzCbeaWJ/v5IfNxa2/SZ3k67pRxJOH9iAx8tBOr0yMtPHw70fw/h8m0Ds+jIIqDxe98hsPf72JgKYf0tcSh8b6fCfF1V7CrSYmZsU3u93aXVUsyinFpCpcvdda5Fqfxl8+Cn4pnz++Z2hkd0O+k7Of/4XtZW7SYhx8cv0x3HHSQKLsTc80UBSFaQOSmHPTsaG10M/+kMvfPl2HYRgkRdl5/JyRALz9284GN2FuOq5fqI9+tqr5PnrDtCwsJoWfc8pYtr28bW9QF1Ve4+P/vgsG/befOGCfRGsHKzMxgnevnkBSpI3NRdXc8eHqLn0TUAghjhQ+n8b7y3aF/q0oe37qvb9sFz6f1uTzr56cxV9OGkB0mAVdN/BrBroeHFH+y0kDmi0bpesGsxfk4vIG6BFlx24JzvCyW0z0iLLh8mrMXpCL3pbSKuKgtPWzCAT0dv3MOixYvuqqq3jllVeYNGkSN954IzfffHODn+5o3oYidCNYYqil0kLP/5iLbsBxA5MYsVfSnfIaH3d+tCdR0NQBSei6wZ0fr+G/P28DglO2X7h4TJM1VjXd2OfCTlEUZo5I5dMbjqFnnIMdZW4uePlXip0eImxmnqibOjpndT7fbywKPS86zMK1U4J/OJ6av6XZoC823MqFdVm8n5mf02UvLH/OCd7EOH5Q+00VPyoznrk3T+KCo3phGMERyUtfXUJFja/1J4sOtXBLCRDMZNlSFuz6BHwzh6fQM25Pn35q/hZ2lLnpEWXnrlOC65S3FFVz4cu/UlbjY2haFJ/ecEybk35YzSp3nTKIh88ajqoEk1fV1308tl8CF9f1sbs/XYc3ELwQiA6zhALsZ37IaXZ0OT02jLNGB2c+PF1XA7q7+ucXG6h0+xnYI5ILxvdql9foFR/GCxePwWJSmLu2kM/rZgsJIYToPM8v3BoaUW48oaj+3wHd4PmFW5vdx9WTs1h213QePXskt87oz6Nnj2TZXdNbrK+8Pt9JbrGL2DDrPjOZFEUhJsxCbrGL9fnOAzsw0WZt/SzmrClo18+sw9Ysf/XVV3z55Zccc8wxHfWS7e77TcGR1RktrN0tcnr4eGXwztgN0xp2zvvnrKesxseA5EhuP3EAhmFwz+fr+d+yXZhUhUfPHs6sUXuScW0urOazVbv5ObeMnKJqanwaVpNKr/gwJmTGccbINMZmxKIoClmJEXxwzUTOffEXdpS5ufL1ZXxw7dGM6BnDVcf24YWFW7l3znqO6ZsQygR7ydEZvPTTVnaUuflqXSEzmyklddWkPry2eDsrdlaydHtFl1sX6fYF2FQY7BDt3bYwq5kHZw3j6Mx4/vLRGn7OKePM537mv5eN65b1qA9Xi3ODI7ST+jW/ZqXY6eHLutJSVx67Z1Q5p9jFyz8Fv4zvP2MIkXYLhVUeLvnvEircfoanR/PmlUfts259d2UtmwqclNf4sFtM9EkIZ1BKVGidM8A544JTpu/4aA3PL8hlQI8IZo1K588nDeDr9YVsK63hzV92hDJuXzqxNy8syGVrSQ3zNhZxYjM13a+bmsUHy3exILuEdburWsyn0FW9t2Qnn6zcjaLAQ78b1mrm64MxqlcsNx3Xj8e+y+bfX23ixCE9JEO2EEJ0oh3lTSe03d/tzGZ1v8pDlbt9+DUDazPfOTaTSpVuUO6WgZH21tbPYnelu10/sw4bWY6NjSUurmsFVQfDF9BD89+Pa6FW51u/7sCvGYzNiGVMxp7j/zmnlE9X5aMq8PDvh2Mzm3h+wVbe/HUHihKckl0fKG/Id3Lpf5dw4hMLee7HXFbnVVJTN+3Ep+nkFLt469ednP38L/z++V9Ys6sSgB7Rdt64YjyxYRbW7q7inrqp1388vh/JUTbyymt545ftoTaF28yhtcuvLNrW7DElRdpDI1fPL8jdz3eu/a3b7UQ3oEeUneQOStgzc0Qqn1x/DOmxwdH8s2YvZvmOig55bdGygKazYkclQKgkU1P+tyy4LmpMRmyDEeIHvtyAXzM4bmASJwzpgcevcfUbyyio8pCVGM7rl48PBcq1Po3Xft7GiY8v5Jh/z+fK15fx5w/XcNO7Kznt6UWMf2AeD83dSKnLG9r/OeN6cuO0YNKquz5ex9YSF1F2C7fVLdl49oec0FraCJs5NLPjtbr1003JiA8PJS559ofuNbpsGAZv/7aDuz5ZCwSzX4/q1f5Z5/8wOZOUaDsFVZ5QLgohhBCdIyMuvOEDxl4/zWyn6wZrd1WxILuEtbuq0HWjycdaEhdmxWJS8DUzw9Kr6VhUhbgw6wEcldgfbf0s0mLC2vUz67Bg+Z///Cf/+Mc/cLv3v6ZZV7R6VzBgjQ+3Mjglqslt/JrOu0uCGbAvP6ZP6PGApnPP58HA9ZKjezOiZww/bC7m4W+CZY7+cdpgzhiZhl/TeeSbTcx8ZhELsktQFThhcDKPnTOCebdOYcXfZ/DTHdN46ZKxnD0mHZtZZfmOCmY9t5hn5m/BMAwy4sN59oLRKAq8vyyPr9cVEG4zc9sJA4Dg1OFqjz/UtosmZGA1q6zKCybIas41kzNRFZi/qTg0ittV1AepI3p27GjagB6RfHrDMYzoGUOl289FL//GT3XTf0Xn2VLsotavEWkz07eZ0X7DMPhgeXAGyPl7Tff9JbeMHzaXYFYV/n7aYADu+Ww9a3dXERtm4bXLxxMbHvzj+/W6AqY9+iP3ztnA5qJqTKrCoJQopvRPZFzvWCJtZspqfLywcCvTHvmR/y3NCy1j+NOM/kzMiqfWr3H7B6vRdIPfj0knMyGcCreft+vyGkCwj6pKsBTV1pJ9S1TVu25qMAD/en0hW4qqD+Id7DibC6u5+o1l/O2TdehGcH14/Y2E9ma3mLi47mbhxyuaXxMuhBCi/V07ORNz3Uwsw2gYK9evADSrCtfWLU9anFPKpa8u4Zo3l3H7/1ZzzZvLOOPZRZzx7KIGj1366pIWkz0NSY0iKymCCrd/n6WGhmFQ6faTlRTBkNSmr/3FodPWz2Lm8JR2/czaNVgeNWoUo0ePZvTo0Tz22GN88803JCcnM2zYsNDj9T/dzdK6xDnj+8Q1W79r/qZiSl1eEiJsnLBXXeUPlu8ip9hFXLiVP83oT2GVhz+9vwrDCNZ1vfyYPlTU+Ljw5d949odcNN3g5KE9+OH2qbx4yVh+NzqdvkkRxIVb6RkXxozByTxy9ggW3jGNU4enoOkGj36bzZ/eX0VA05nYN4Hr6tYj3/3pOirdPs4anU5mYjiVbj9v/LLnQjwhwsapw4IjUu/8trPZ4++dEM5JQ4NTQJ/7oWuNLi/KCQao4/s0P4rYXhIibLx79VFM6Z9IrV/jyteX8WMXToR2JNhcV3ZtYEpks311za4qdpS5CbOaOGWvbNmP1yWXOn98L/okhDN3bQHvL8tDUeDp80fTMy4Mb0DjLx+u4dq3VlDo9JAW4+D+M4aw4u4ZfHXzJF6/YjwfXDuRlf+YwYsXj2FoWhTV3gB3fLSGv368loCm1y27GEGEzcyKnZW8vzQPs0nl2qnBfvvKom34AsE7pmkxDqbWJRirD/CbMqBHJCcOScYwuu7osmEY7Cxz89avOzjn+V848YmFzNtYjMWkcMdJA3hw1rAOrWl5ytDg376l28tDa8WFEEJ0PKvVxJT+LZf7mdI/AavV1GQmZEVRWJ/vZH2+E0WhzdmRVVXhuilZRNhMFDq91Po1dN2g1q9R6PQSYTNx3ZQsqbfcAdr6WZjNart+Zu26ZvnMM89sz913qvpR11G9Yprdpj5j7e9Gp4XquvoCOk9/vwWAG6b1Jcpu5qZ3V1Lp9jMsLZp/zBxMsdPD+S/9Sm5JDRE2M/8+axinDW+5NBVAcpSdZy8YzaS+O7n703V8uiqfgG7w1HmjuGV6f77dUEROsYuHv9nMg7OGceO0vtz6v9W8+vM2rjy2T2iN3vnje/HJyt3MWZPPP2YObjYD9w3T+jJ3bSFz1uRz8/R+XWKN7q4KN79uDd7ImNGOyb1aEmY189IlY7np3RV8s76IP7y5nFcvG8cxUpevU2wtDa5naun8/HZDsD7ytIFJhFmD5/vyHRUs2V6O1aRyw7S+VLp9/P3TdQBcPzWLY/slUO3xc+Vry1iyvRxVCa4Vvum4fk2udzWbVE4Y0oPjByXz/IJc/u/bzby3NI+qWj9Pnz+K1BgHt87oz/1fbODhbzZx6vAUzhyZxqPfbKa42stX6wo4Y2Rw3dVZo9OZv6mYz1fl8+cTBjT7BXDjtH58s76Iz1bnc+NxfembFHngb+RBMgyDgioPW4pdbCxwsjqvkhU7Kyhy7pmSblIVThiczK0z+tMvuePbmhEfRqTNTLU3wM4yd6e0QQghRHBKtU8zsJsVPIF9p07bzQo+zdgnE7KiKBgYVNX6UQAUqKr1ExtmrcuOrFLo9DJ7QS4TMuOb/P6c2DeBB2cNC9XsrdINLKrCoJRIqbPcwdr6WbTnZ9auwfI999zTnrvvVOt2B6ceD0uLafL3tT6N+XUJwGbuFeh+vjqf/CoPiZE2LjyqF5+vzmdhdgk2s8rj547E49O54OXfyC2pISXazutXjKd/3QWbL6CzOLeUpdvL2Vleiy+gERduY3BqFMcNTCItxgHAeeN7kRBh47q3l/PFmgJ6RNm5+7TBPHDmUM598VfeXbKTS47OYOaIVB75ZjMFVR4+X5UfSjY0rncsfRLC2VZaw9frCjlrTDpNGZIazfRByczbWMT/fbuZ5y4cc0je24Px2LfZaLrBMX3jW8xQ3t6sZpVnLhjNDW+v4NsNRVz9xjLevuqoDll7KRraWRYMljPiw5vdZkF2cDbC8XvlH6hfz3/GyFR6RNv5x2frKKvx0S8pgpuP70+tT+PS/y5hxc5KIu1mnrtwNJP6JbbaHpOqcMO0vvRLiuDGd1by1bpC/v7ZOh6cNYxLjs7g3SU72VLs4vkFufzlpIFceFQGj8/L5q1fd4SC5eMHJRFhM7O7spaVeRUN8iHsbVh6NCcMTubbDUU88s1mXrh4bJves4NhGAb5VR5yil1kF1aTXVRNdrGL3GJXk3WMLSaFkT1jOH5QMmeOTKNHdMfkGWiKoihEh1mo9gZweqTmshBCdJb6TMg948KxmKC02o9P07GaVBIiLfg0ms2E7PHpeANaKDGkN6Dj8es4rKZ9siM3V8ViYt8EJmTGsz7fSbnbR1yYlSGpUTKi3Ana+lm012fWYdmw/5+9sw6To0q7+K/ax91dIxOZuAuEBAiE4O7uLCy7C+wCiyywhrtbEiwJEiXuMplMMpNxd/dpl/r+qO7KTGYmmUAIsF+f5wkk3dV9q6qruu+573nPSUxMJCMjg6CgvtLYjo4Oxo8fT1nZ4NbvvzV0mazUdhgBGDmI/n13aQsmq4Mofw9GRR3d5uPdknHWTTPiAXhhrdSnfO8ZySQEe3HDh/spaeoh3FfHl7dPIzbIE5PVzvs7yvhwVwVtg8QSPSHAvOFhPHx2KsPDfTlrZBj/uWwsD3xxiPd3ljM62o/F6VEsHB3OmpwGXlhbwMc3TebG6fE8v7aAj3dXcNnEaARBQBAELh4XxX83FLEiq2ZQsgzw8NmpbC5oZE1OAxkVbUyK//VM3D7fW8kKp3vuw86e7F8TaqWC164ex62fHGBHcQs3f5zB8rumk/gbqMD/f0JDlwmASP+BSViXySrHCcx0rjx2m6ysOyJVm6+dGkd1m0FuS3hqcRpqpcCDXx7iYFUHvjoVS2+b2sdxuqnbxJ7SVkqb9ZitdoK8NYyK9GNifCAalfTjvSAtnNevHsedn2eybH81w8N9uWF6PH86e5ikRnAqPq6cHMMrm4rIqGintLmHpBBvdGol80aE8t2hOtbnNg5KlkHKJ95U0MT63Ea2FzUzO/XEhH6osNgcFDd1k1PTSU5tJ/n1XRQ1DkyKQeoviwvyZHi4L6Oj/Rgb7U96jD8emt+G87QoinSbjpqpueGGG2648eugtxOyQiEQ5tf3d0KLOKgTss3hQBRBUACi1ONsczgA6T2G6o6sUAhDjoR045fFUD+LX+IzO22zgYqKCuz2/j1gZrOZmprB++5+iyhvlipVIT7afnExLux09kLMGRYir3Tl1nVypLYLjVLBlZNiWbqvivpOE5F+Om6bnchbW0vYWdKCp0bJRzdNIjbIk0PVHdy/LIuqNoM85pnDQkkJ80arVtLYaWJfeSsZFe1szG9ka2ET952Zwr1nJrM4PYqixm7e2FLKX1ceYXxsAH8+ezjrcxvZWthMZmUbV0yK4cUNReTVd3GwqoMJcVLl80InWd5d2kpjl2lQV+nh4b5cMSmWZfur+MvybFbfN+u0T3xNVjv//bGQ93ZICxH3n5nym6ngalVK3r52Ale/t5fDNZ3c9HEGK++eQaCX20XxdKFdLxnYBXn1zyoHOFLbiShCdIAHoc7rfHNBE2abg8QQL8ZE+/HEd7nYHCKzUoKZnhTM53srWZ1Tj1op8P4Nk2SinFvXyUsbitlcIGWwH4sATzXXTYvn9tmJeGtVLEgL59FzR/CPNfk8uzqPCXEBzB8ZxthoPw7XdPL+jnIeOXc4c4eFsrmgieWZNfz5nOEAnJ0WzneH6tiQ1yhnPw+E1DAfrp8Wx0e7KnhkeTZrHpiF/090hGzpMbO/vI2MijayqjrIq++Se6l7Q6UQiA/2IiXUm9QwH1LDfEgJ8yY+yEteLPgtoqbdSKfRilIhEBv46ylT3HDDDTd+L3A4xJ9cyRvotSBVlcudLVRmux0PRX+6MpATsk4hzT9VCgWCcNQITBCkx459rdvR+tTg51wDvwf84mT5+++/l/++fv16/PyOsn273c6mTZtISEgY6KW/WbiIa/xxZL4uR+beUTU/HJYyXOeNCMVXp5KzW+89M4WadiOvOHuZn1k8ihERvqw7Us/9yw5hsTuI9NPx53OGc/6YiAHzRkuaevj3+gLW5zby0sYicmo7ef3qcTw0fxj7yto4UNnOn745zLLbpnLZhGi+yKjm5Y3FfHbLFBaNjeSbzBqW7quSyXJMoCcT4wI4UNnOD4fr5JzXgfDIOcPZXNBIWbOex1bm8OLlY/uFgv8S6DBY+PpADR/uKqe+U6oe3jEnkT+clfKLj30y8NKq+ODGSVz05i4qWw3c9Xkmn986Re5jd+OXhRy7pBv46664UXKUHtHL1d4ly54/Mgyj1c6Kg9KC3l1zkmjuNsuKkL+cM5zJCYGIoshrm0t4ZVMxdidLHh3lx6goPzw1Shq6TOwra6Wlx8Krm4r5KqOaF68Yy/SkYG6dlUBGRRs/5jXy4JeHWHX/TO47M4VbPz3A53srufuMJLlH+dusWh529ijPSglGrRQob9HLFefB8McFw9hc0ERlq4E7PsvkwxsnDepF0ButPWZ2l7ayu7SFfWVtcv93b/jqVIyK8mN0lB8jI30ZEeFLQrDX7/L6XuXM2Z4QG/CbqXa74YYbbvxWsbukRe4RtdpF1EqBpFDvIfWIDvTaIG+JvLb2WLDYHHSZbHQYLUT5e+CjO1qccjkcj4jwYdGYCFZk1ZBf3024rwJBENBpFGhVSowWGwjgoVaiUyv6vdbtaP3z8XOugd8LfnGy7DL5EgSBG264oc9zarWa+Ph4/vvf//7Su3FK0eAkZhF+HgM+b7LayXPKOsfF+MuPb8xvBGDh6Ai2FDZT12ki0EvDxeOjuHvJQTnL9eLxUWwpaOKepVnYHSLzR4bx38vH4qsbuIoNkBzqzTvXTWTFwRoeXZHDxvxGbv3kAB/cOJEXL09nwcvb2FvWxteZNdxzRjJfZ9awo7iF7JoOrpocwzeZNazOqePJC0bK4yxOj+RAZTsrs2qPS5b9PNW8dHk61324n5VZtXhqlDx1QdqApP7noNtkJaemkwOV7ewubeFARTs2JzEJ99Xx7IWjOGvkr2PqdSIEe2v58IZJXPTmbvaVt/GP1fn8/YK0X3u3/l/AZJUULR4DmG4BVLZKi18JwUd7mveXSyZxM5KC2ZTfhN5iJzbQk2lJQTz5fS49Zhtjo/24eUYCoijyyPIcvjwgxcQtHB3OHxcM60debXYH63Mb+ee6AqraDFz7/j6eWjyK66bG8cIlYzhYtZ3iph7e3FLKA/NSSA3zpqixh6X7qrhxejw+WhV1nSYyKtqYkhiEj07N1MQgdhS3sDm/6bhk2Vsr9VRf+c5e9pW3ceEbu/jreSOYlRKC0rn663CIVLUZOFzTQUZFG/vL2yhq7BtNJQiQGurD5IRAJsQFkB7jT1yQ52lZHPulYbDY+GiXpE65dOLgrSduuOGGG24gO1D3mG0EeGrQKBVY7A7Zbfq5i0YPSpYGem2H8WhLVISfjjBfHVq1hfpOE1VtBiL8PPD3UGO2O+gwWPs5IT+2MoeGLjP+nmq0SgV+HmoMFhuI4OuhRhTBZLP3ee3/UvXz18DPuQZ+T/jFybLDIUn0EhISyMjIIDj493/SWnok99YQn4FlnaXNPdgcIn4eaqIDJEJd32mkpKkHhQCzU0N4bEUOAJeMj6K4sYfNBU0oFQJ/O28E1W1G7lsmEeWLxkXxn8vGyhNak9XO/vI2Spp6MNschPlqGR8bQLxzon/x+Gii/D246eMMdpa08PDX2bx6ZToPnpXK82sL+Ne6ArY8PJcLxkayMquWd7aX8fpV40gJ9aa4qYfvD9Vx7VQpa/T8MZE89UMeuXVdFDV2y0ZjA2F6cjDPXzyavyzPZsm+KvLqu/jrwhFMiAs4qYl0p9FKTbuB6jYjVW16qtoMVLYaKGvWy33ivTEywpfrpsVx0bioAR2If0tICfPhpSvSue3TA3y8u4Jxsf6yYZMbvxxcCyrKQX4U6zul6yrCaSzVYbBQ0y49lh7rz9+/kzLRzx0dTqfRypcZEin+yznDUSgEXtlYzJcHqlEqBP5x4Siu7JXT3BsqpYLzxkRwxvAQ/vbtEVYcrOXxb49gsTm4ZWYCT12Qxj1LD/LW1lIuHh/FrTMT+fPybD7ZXcEtMxM4Z1Q4X2fW8P3hOqY4FStnDAtlR3ELWwqbuG324AtaIBnyfXrLZG77NJPiph5u/CgDT42ScF8dNodIY5cJ8wCS6uHhPsxIDmZaYhCT4gPx8xx80e73jNc2l9DUbSY6wIML3felG2644cagcDjEfg7UADrFid2mB3rtYO7VgV5a1EoFtR1GWnrMWGwO1MqhOyG7KsetPRaaesxuR+tTiJ9zDfzecNp6lsvLy0/XUL842p2GAIP1nZY5e5qTQ73li8clyx4Z6YtOrZCzd88fE8lHTtOvRWMiSAj24qr39tJjtjEpPoB/XjIGpULAaLHzxpYSPtldQfcA5jljo/144KwUzhwexpTEIN67fiI3fLifHw7XMTrKl5tmJPBlRjVlLXre2lrK7bMTWZlVy7ojDdR2GLliUgzPrs7n6wPVMlkO8NIwd1goG/MbWXGwlkfOHX7c83L5xBh8dSr+9HU2WVUdXPr2HpJDvZkUH0hisBf+nmpUSgGLzUG3yUa7wUJzt5nGLjONXSZqO4yyuc5giPL3YFysP1MSApmVEiIvEvxeMH9kGPeekczrW0p4dEUOo6P83IZfpw0DNBGDbJoX5C0tfpU6798IPx2+OjX7nFXmWckhrMqux2xzMDzch2lJQeTUdPLKJimL+bmLRnHFpP5EWXQ2Tbm+Czw1Kv572Vii/D14bXMJz6zKI8RHy6IxEcxKCWZHcQv/WJ3Pa1eP41/rC6jvNLE+t4FFYyP5OrOGNTn1/P2CNNRKBWcMD+XpVXlkVLTRZbIeV30CMC42gB8fnM3rm0v4JrOaLpOtj7Rao1QwItKXCbEBTE4IYFJ8oHxe/pdxqLqDd7ZJefFPnD/yN91X7YYbbrjxa8PlVN3bgdqFE7lND/Ta47lX++jUxAYKdBqt3HtGMuPjAk7KCdk15v9qP+2vhZ9zDfze8IuS5VdffXXI295///2/4J6cWnQZJULnO0gPpKsq1dsgJqe2E4Cx0f4cru5Eb7ET7K0hOcSbtTmS6+510+LZlN/E3rI2dGoF/70sHY1KQXWbgRs+2i+T8Ag/HeNi/dGplVS3Gciq6uBwTSc3f3yA80ZH8MIlo5mRHMyTF6Tx+LdH+Ne6QqYnBfPIucO5/bNMPtxVzo0z4pmRHMSuklY+21vJbbMSeWFtAYdrOvtUkS+dEM3G/EaWH6zhjwtST9iHeM6oCMbG+PPqpmKWH6ylpKmHkqae477mWAR5aYgO9CQmwIO4IE/igrxICPYiOcSbgP8BY6wH56dyoLKNvWVt3LcsixV3T0er+m1XxX/PUCulL3GrfWCyrLdI97OPs4e3zqlgiAnwpMNgkRUNY2P8eM/pM3DhuCgEQeAfa/JwiLBobGQfopxT08n7O8vYVdJKS48ZL42StCg/Fo2N5LIJ0ejUSh6an4rBYueDneX86evDpIR688T5IznnlR38mNdITk0nV0+O5dXNJXy6p5Klt04h2FtDS4+FnSUtnDEslIRgL5JCvCht1rO9qHlIeeyBXhqeWDSSv543gvIWPa09ZlRKgWBvLVH+Hqe8feK3DoPFxoNfHsIhSq0nC9LCf+1dcsMNN9z4TaO3U/VAOJ7b9ECvPZF7tU6lpEuwER/idVziNZgT8u+drP0W8XOugd8bflGy/NJLL/X5d3NzMwaDAX9/f0CKjfL09CQ0NPR3RZZdk2tPzcCnr8Ep6+ydF1ri7P0bHu7DwSqpyjwpPpA9Za0YrXaiAzwYH+vPZW/vAeCG6fHEBnnS1G3iinf2UNdpIsxXy1MXpLFgZHifVbHWHjPvbi/jg53lrM6pp7S5h89umcK1U2LZXdLC2iMN/OmbbL6/ZzrpMf4cqu7gve1l3DAtnl0lrXyZUc2DZ6Vy5vBQfsxr5JvMGtld98zhoQR7a2juNrO5oImzhzCRjPDz4PmLx/DIOSPYVdpCTm0ntU6XWbtDRKNS4K1VEeCpJthbS5ivjjA/HZF+OiL9PYZkPPR7hlIh8PIV4zj3le3k1nXx4oYiHj13cDdjN34eXAsRA0mMAaw2iUS7qolHK80a2Y0z3FeHp0YlK0Rmp4RQ0NDF3rI2VAqBR52qC1EUeWljMa9tLpZdOAH0Fql9Yn95G69vLua5i0Yzb0QYjy0cQUlTD9uKmrlvWRar7pvJ5ROjWba/mn+vL+SVK8fxxtZS9pe3UdqsZ+HoCD7dU8mqw/WcMUzKhD5rRBilzWVsym8aEll2QakQSA71Jjn0/7ey4b8/FlHeIuXaP33BqF97d9xwww03fvMI9NT0c6DujeO5TQ/02t7u1Q4nce4yWrHZRfw8VJhsdqw2BxvyGmnrsbBoTAQKhXBKXbjd1eaTw8+5Bn5v+EVZSW/p9dKlS3nzzTf54IMPGDZMysAtLCzktttu44477vgld+OUw2UY5DmIW2qbwRVVc/QCcTloxwV58U2m5Kw7KsqP3aWtgNTHXNai50BlOyqFwC1O46A/fnWYuk4TiSFeLLtt6oARTkHeWh5dOIJzRoVzx2eZFDR0c90H+/j6zmk8e+Eo9pS1kl/fxdL91TwwL4WbPs5g6b4q7pqbTJS/B7UdRtYeqeeSCdH8mNfIyqxa/nz2MFRKBRqVgksmRPPOtjI+21M5JLLsgp+nmoWjI1g4OmLIr/mtwGCxUddhosMgOTKqVQoCPNVEB3iekt7ocD8dL1wyhjs+y+Td7WUsGBl23KxcN346XK7GRkv/6DoA0SnPdv1Myu7ZWhWNXZI/QYS/jpp2Az1mG1qVgtQwb17eKLnXnzk8lEh/yZvgrW2lvOp0tV80NpLrp8WREOxFu97CtqJmPtpVQW2HkVs+OcCDZ6Vy/7xkXrx8LOe+soOSph5e2VTMfWemsDyzln3lbVS06pk/Iox1uQ0s3VfJ+WMi+XRPJT/mNmCyjkKnVnLWyDDe2V7GxvxGzDb7r65SsNkdskN3ZauBug4jTd1m2vQWOo1WTFa7XOVXKwU8NSr8nQtnEf46EoK8SAnzYWSE7y/uSF3RoueT3RUAPHfx6P/Zfmw33HDDjVOJtEhfkkK9+zhQu3Ait+mBXutyr9abbXLDVJvBSpvBSm3H0SaqJfsqWbavkr99l0Oojxaz1XFKXLj/19ybTwd+zjXwe8NpK+E9/vjjfPPNNzJRBhg2bBgvvfQSl156Kddcc83p2pWfDVeFarC+ti6jRJZ7ZzA3drkctHVytSo51JstBZKsc1J8ABvzJLfs6cnBhPrq2JTfyI7iFrQqBe9eN2HQrGMXxsUG8NUd07jsnT0UNHTz8NeHefvaCfxxfiqPf5fLK5uK2fanuQwP96GgoZuvDlTLOctf7K/ms1umEOglVZF3OGWeANdNjeO97WXsLGkhv76rT8TO/wI6DBYOVrVzuLqTnNpO8uu75CiqYyEIkBTizdTEQOaNCGNmcvBPjsg5Oy2cS8ZHs/xgDX/6Jps198/6zZuU/R7h5SRcPQP0+sPR7EWr0wjMFf2kUir63MtHF7w8USkV7C6VstRdst3S5h5e/FHqX378/JHcMvNoJF6wt5aUMB+unRrHC2sL+Hh3BS9tLMLucPDQgmE8e+Eobv8sk/e2l3HJ+GgumxjNkn1VvLW1lFtmJrAut4EVWbX85ZzhRPjpqO80sa2ombPTwpkQG0Coj5ambjO7Slo4c/jpdYTvMFjYUyplvR+sah80e/lkoVQIjIryY1ZyMGcMD2VcjP8pX/n/ZE8FNofInNQQ+fvODTfccMON40OhEAZ0oD7WqXqg7+zBXqsQBnYWcT0mABqlgM0hojfbKTcbCPLSEO6r+1ku3P+L7s2nAz/nGvi94bSR5fr6eqxWa7/H7XY7jY2Np2s3TgmOVkUGJkmuCpZLTmyzS1lxIFWBXUQsyt+DkmZJnj0szJcfDhcCMCc1BID3d0iV+Runx5McOrgTdW/EB3vx3vUTufztPazPbWT5wVqumhzLh7sqKG/Rs2RfFTfPTODP32Tz+d5KvrxjKi9vLGJfeRsNnSYuGBvJx7srWJ5ZI08eowM8OXdUBKtz6nlzaymvXTXu5E7YbwgOh0hZSw+Hqjs5WNVORnkbxYP0VPtoVQR6a9CqFFjtIi3dZrrNNrkP+/O9VYT4aLluahw3TIv/SVWpJ84fyY7iZsqa9by+uYSHzx524he5cVJwZTP2mPt//wBy9qLrvnV9rYuiiNkukT6tSiHLs4O9tYiiSEFDNwDpzni4d7eVYXNI8W+9iXLfsZT8/YI0YgM9eXpVHq9uLiEp1JvF6VGcNSKUjflNvLA2nyfOT2PZ/iq2FTXz6LnDiQ7woKbdyI95jZw/JoL3dpTz/eE6zk6TWjIWjo7g490VfH+o7rSQ5eo2A2ty6vkxr5GDVe19JOcgqW5SQr2JC/IiKsCDMB8tQd5a/DzUeGqU8nen1e6gx2yjw2ClqdtEXYeJshY9+fVdNHebOVzdweHqDl7fUkKkn45LJ8Zw1eSYQWP7ThY/5kq/Pdc5TQ3dcMMNN9wYGgZzoB6K2/Sxr2232fsYvAr0J84iIDrEPr83HUYrEX46dOqf5sIN/5vuzacLP+ca+D3htJHlefPmcdttt/HBBx8wYcIEBEHgwIED3HHHHZx11lmnazdOCWzOCbRqkJvJbJMm3Vpn5bl3Rctbq6RNL0k7PTVKOpyS7dggT3LrJBOw9Bh/mrpM7ClrRRDg+unx/caoajWwq7QFhQBTE4OICzrqCp0e488f5qfwr3WFPL8mn7PTwrh7bhJ/+iabj3aVs/GhOTy7Ko+adiNlzXpmJEsOvCuzarl4fBQf767gx7xGOo1WuTp+9xlJrM6pZ1V2HXfPTfrNV5dtdoeczVfeoqekqYe8+i7y6roGrDAmhniRHuPPmCg/0qL8SA316Ud+RVGkpcdCVlU724ubWXekgeZuMy9uKOK97WXce2YyN81IOCknXT9PNU8vTuPOzw/yzvZSLhwX9f++h/RUw8dpxOcy5jsWrkUt13WhdZJni83RizgfJdMeaiWdRisG57+jAzxwOETWHKkH4I4TRDgB3DwzgVa9mTe2lPLoihzGxwbw6MIRbClsZmN+E/edmcKCkeGsy23gs72VXDohmpc3FvNNZg1/OnsY7+0oZ1N+I3qzDS+tigvSpUWu9bmNdJus8gLBqYTZZmfdkQaW7quSHcJdSAn1ZmpiEBPiAhgb409coOfPnmzUdhjZXdLCtqJmtjpz6V/dVMybW0pYnB7F/fOS+3zvnSy6TFbZvG1KorsFwg033HDjZDGYA/VQvv97v/aH7Dre31GGSiGgVAiIoqTyckU/uuAAmSwLSNt0OGOmfooLtwv/a+7NpxM/5xr4veC0keUPP/yQG264gcmTJ6NWSxM5m83G2Wefzfvvv3+6duOUwOG8Uwe7EI7NdTU6e5xVCgGrXcR171ucpNtDrUSlEOT+yKQQL3aWSBLPkRG+RPkfraKIosjLG4t5fUuJLBcVBLhsQjRPXTBK7vG7bVYi3xyooaxFz8e7KrhjThL/XFdIY5eZXSWtXJAeyed7q1iZVcuF6VHsKG7h+8O13Hdmkpy5vO5Ivezwmxbpx3mjpery37/P5Yvbp55UfvKpgNlmp6XHQmuP1P/YbrDQrrfSprfQqjfT3G2hucdMY6eJpm4TjoH0PEiVxNFRfqTH+DMhLpDJCYGDxoD1hiAIhPhoWZAWzoK0cJ44P421R+p5a2spBQ3dPL+2gBUHa/nv5WMZFTX0L9qz08KZNzyUTQVNPPVDLp/ePPm0n9v/ZbjilFyS6n7Pe/R93kNzlDy7Fj4sdsdRKZhwlHjr1Ap0aiWlzT10m2x4qJVMiAsY0n49NH8YGeXt7K9o46kf8nj/hoksHhvJiqxa3tleyvXT41iX28C3WbWsuGsGL28sZldpC//xHUN8kCcVrQY25jeyOD2KcTH+JId6U9LUw/eH67hmyqmrlPaYbXy+t5IPdpbT3G2Wz8HUhCDOHR3O/JFhJ6z0WmwO2g0WuoxWTFYHDlFEqRDQqZX4eagJ9NL0y8GO8vfgsokxXDYxBpPVzvrcBpbsq2J/eRvLD9bw3aFabpgezx/OSvlJiwM9ziqGWin8IosLbrjhhhv/HzCYA/XJvHZbURMioBBAQEAQwD6AKNsh9q84W+1H235O1oW7N/6X3JtPN37ONfB7wGkjyyEhIaxZs4aioiIKCgoQRZERI0aQmpp6unbhlMG1qqUYhNA4jnneZnf1QAqyORiA1dnX56NTyZNQjUqBn4eaQqfEc8wxF9+Kg7W84jQQGh/rj0qhYH9FG18dqKGm3cgnN09GrVSgVip44KwUHvjiEJ/sqeTOuUlcMiGKd7aVseJgDbfPTuTzvVVsyG3kbwtHoFEpKG3WU9yk58JxUfx7fSErDtb2icN55NzhbCpoZF95G5/vq/pFpIutPWYKG7spbdZT1txDdZuBmnYjDV0muQo/VGiUCqIDPIh3xusMD/clLcqX5BDvUxKPo1EpWJwexaIxkSw/WMPzawsobOzmojd38cT5I7l2atyQSK8gCDy5KI0dxS3sKG5hY34T80ee3r7T/2X4ekhfcwPlkwMEOBUEHc4fSJeaotNolePhuk02Wa7tInsASufnW9srLm6o15ZSIfDcxaM45+UdbMxvJLOynTvmJLHCmX/++HkjiQvypLLVQG59JxPiAsisbGdVdj2Lxkby2uYSVmXXszhdirG6YmIM/1iTz+d7q7h6cuzPXnCx2Bx8treS1zcX0+6898J8tVw1OZbLJ8bIpma9YbbZOVLbRU5NB3n1XZQ09VDVZqSlx3zCcxHpryM5xJuRkb5MiAtgYnygvNChUytZnB7F4vQoDlV38OKGIrYXNfPBznLW5NTzz0vGMNvZvjJUuBQFVruI0WL/xc3E3HDDDTf+FzFUZ2mbzcEP2fXUdhiI8vdk0ZgIVM4F6Sh/TxRI82dBELE7RPl3tjeEXg+5/mp3SN/hOrViQAdm17iZVW1YHVKes8cAaTan0r15qOdkoO3AnQv9W8Npz+hJTU39XRLk3pAryye4do+dqyoEAXuvm99VgVYrFbKk00erQhAEua85OuBoVrPDIfLiBslA6A9npfCHs6TzuKe0lds+PcDu0lbe2VbKvWemALBwdATPrMqjpcfMzpIWFo+VyPK2omZeujydEB8tzd1mcuu7mJUczKaCJn7MbeCSCdH858dC9pW3Ud1mIMaZFx0T6MnDC4bx7Op8nvkhj9RQb6YkBv2UUwhIFatDVR1kVrZzuKaDnNpOedFgMGiUCgK9NAR4aQj0UuPvqSHIS0Ogl4Zgby0hPlIUVYSfjhBv7Wn5glEoBC6bGMO8EWE8sjybH/Maefy7XPIbunn6grQhkafYIE9umZXAW1tLeX5NPmcMC/l/l3f7S8FFuLpNAy+2BDh/GDuclWXXD2W7wYK/6+96i/w+nUarbMRmsjkQRVFWj3hqT45wJYf6cNG4KL7OrOH9HWW8de0EJscHsr+ijZWHarloXBQvbyzmh8N1LBoTQWZlO2uPNPDshaN4bXMJ24qa6TJZ8dWpuWxiNC9uKCK/votdJa3MTPnpvUKbCxp5+oc8KlolU7OEYC/unpvE4vSofm0G1W0G1uc2sLWwmYyKtkEjuhSC1D/uoVaiVAjYHSIGi41usw27Q6S6zUh1m5Ethc2ARKAnxgVw3pgIFo2JlDPW02P8+fTmyWwrauaJ745Q2Wrg+g/3c9usBP58zvAhG+756lQEemlo01sobOyWe8/dcMMNN9wYGobqLP3e9lLe2FpKt9GKA1AAT63K5Z65Sdw2O4lFYyJ4alUuHQar7As0EAbKtOgwWOk0WtEoFSgVCsbG+Mmks/e4rrftNFgJ9dES2ss091S6Nw/1nAy0XZC39DvX2mNxO3X/hvCLkuWHHnqIZ555Bi8vLx566KHjbvviiy/+krtySuGqHA9WuRGO2c4Fu0NE4Ohr5L4L4aiMxCVF1DurYK5+S4Diph5qO4x4apTcOSdJfnxaUhBPL07joa8O8/a2Mm6dlYhOLZnonDMqnM/3VrExr5FnLxwlO+lmVrUzNzWErzNr2FHcwlkjw9hU0MSmgibum5fC1IQg9pS18v3hOu45I1ke65aZCRyoaGddbgM3fZzBi5enc86oocVJtest7K9oY29ZK/vL28iv7+p3jgQBYgI8SQ71JjHYi7hgL6IDPIj08yDMVzII+q1KlAO9NLxz3QTe21HG82sLWLqvitYeM69eNW5IcT53z03iy4xqylr0fJ1Zw1WTY0/4GjdODFcFsbd5SG+4yHKr08ArxEcLQHO3mWBv5997zAR5H33c31mNtjtEuow22Z/AbD15F+hbZiXwdWYNG/IaaddbuGh8FPsr2lidXc8rV6bz8sZidpa08NfzpCzug1XtBHlpSArxorRZz6b8Ri4aF42/p4YrJsXw8e4KXt9SzIzkoJO+Vxo6Tfz9+1zW5TbI5+KP81O5dEJ0n8Ubo8XO94dr+TKjmoNVHX3eI8hLw9gYf0ZF+ZES6k1CsBcRfjoCPDUoFAKi6GofcSlvHDT3mKlqNVDU1EN2dQcHKtspb9Gzr7yNfeVtPLsqn/PGRHD77ETZL2FOagjrHpjN82vz+XRPJe/tKCentpO3r50gL3IcD4IgMC7Gn00FTewta3WTZTfccMONk8BQnaXf217KP9cVYneIqJQCKkGaH3carPxznWRse9vsJCbE+rOpoPmk9kEAlArp/QwWO0qFg9kpwSgUwoDj2hwidgc0dpuxOUTCfXWn1L15qOdkoO06jFZy67oAKTkn1Efrdur+jeAXJctZWVmyA3ZWVtag2/1Wyc9gOFFl2ZlEI2/nqnTYHH17JVyvt9mlGxmOxta40HuI+k5J6hkX5NUvYujC9Cj++2ORZIpTejQ+ZlZKCJ/vreJARTuCIDA1MYiVWbUcqGxnenIQX2fWsK+8jZtnSO692TUddBikCfueslaWH6zh7rlJ8mckCAIvXZGO/rMD7Chu4c7PM5mdGsIVE2MYF+tPkLcGUZSqcpWtBgobusmu6SSrup2yZn2/cxXl78GEuADGxfozJtqfERE+eA4gjzkVsDtEesw2uk1WuozS/7tNNnrMNvQWGyarQzZvUyoEvLQqAjzVhPt5kBDkNSS3a0EQuH12ErGBXty/LIv1uY3cvyyLN64ef8JKsY9OzT1nJPPMqjxe21TMJeOjT8oszI2B4e0ky/pBZNiuldy2nr5kud1gJcDLVZW24edcuGrqNqFUSGYgHQYrdZ1GmVQ3nUAZMRCGh/vKcW7bippZMDKMx1bmkFvXha9OLfcnlzbrGRPtR3ZNJ1sLm1k4OoLXNpew7kgDF42LBuC22Yks3VfF3rI2thQ2DdkZ2+EQWZZRxfNrCugx26Ss95kJ3DcvRT5/IC14fbCznM/2VtLprMQrBJicEMj8keHMSQ0mIciL0hY92TWdZNd08N2hOuo6JCl2l0nqWQbnPaZREuilIcLPg/hgT4Y547Wev3g09Z0m1uc2sOJgLXn1XazMqmVlVi3npIXz53OGkRjijYdGydOLRzE9KZg/fnWIvWVtXPLWbj69ZUofr4fBMGdYCJsKmlh3pKHPAqQbbrjhhhuDY6jO0hNjA3hjayl2h4hGJaAQpDmNQgCF4MBiE3ljaynXTY4j85iF16HCZhdRKAQ8NUpUSoHtxS3cMDV+wHE1SrBhx+qQepgVgoBaeWrcm4d6TibHB/bbTkSk02iV5vyCpGAL8NQMyeXbjV8evyhZ3rJly4B//73D4XCR5YEvWFcfo0OWWR8lwhrl0de4biSDxYaXkyDqLdKE3lM2GToqOnHlwTqOLcciSYEnJwSyMquWgoZueZLskpOUtfRgd4iMjvKTtqnv4pLxUQDk13UR6KWRDYL2lbexcHQET36XS1mznkPVHYyLPWpa5KFR8uGNk/jvj0W8t6OM7UXNbC8a2mpgcqg3UxICmZIYxOT4QML9jp8d7YLBYqOh00RT91Fzry6jjR6zFb3Zjt5sw2i1Y7LaMVrtGC12jFYHBosNvdmOwWKTpe4/FVH+HkxOCGTusBDOGhEmVywHwjmjwnn/honc+ukB1udKsuznLhp1woWha6bE8u72Uuo6TSw/6K4unwp4yWR54M/fZe7mioYK8FTLq8EGsx1fnYoukw2L3YFGpcBic1DXYSQ20JMOQycVLXr5B7alx9zHRX6omJkcTEFDNxkVbVw4LooR4b7k1Xexv6KNWSkhVLRWsqe0lTmpIWTXdLKzpIXbZyfKUmxXz22Uvwc3zYjnne1lPPl9LpPiA09oXlXS1M1jK46wv0JyuE6P8eeFS0YzPPyoFM1osfP+jjLe2V4mu4bHBnpy9ZRYLh4XhVIhsCGvkX+tK2RvWasclXc82B0iXSYbXSYbFa0G9pS1ys95a1XMTA7m3NHhLL9rOkWN3by7o4w1OfWsy21gU0Ejt81K5P55KejUSs4ZFU588HRu+iiD0mY9l721m2W3Tz2hW/Y5o8J56oc8DlV3UNLU43aid8MNN9wYAobqLP329jK6jVZUyqOE1QWFoECldNBttPLMmny6jVbUSkHqXUaa67qk064oKS+tEpPVgUohEUyHQ1rg9tKo0GkUmKyOE46rUioRseNwwMXjozh/TOQp6Qse6jn5Ibu+33Ymi9RL7SqqmG0OTFYHHhql26n7N4DT1rO8YcMGZs6ciYfHqcnH/DXh4qrHure64Hrc1ZOs7VUFFpGkxqJ4NHqqx2yTjYRMVgcmq51gZ7Wrdw9vVIB07ipa9Zht9n7SXi9nv6SplxTU5VJrtYu06S0khEiTx6o2A7GBnnhrVfSYbVS26pmcEEhJUw8HKto4Oy2cc0aFszKrlq8za/qQZZCq5Y+cO5yrJsewdF8VWwubKWnukSvjLsOelFAfRkX6MjbGn3GxASd0nW7qNpFT00l+fRfFTT2Ut+ipajOctLnX8aBRKfDVqfDVqfHRqfDWqfDUqCTpumTFiM0u9VO26i3UdRhp7DJT22GUq1seaiUXjY/ijtmJg07IZ6eG8NpV47jz80yW7a9iRIQP10+LP+6+6dRKbp+dxDOr8nhnWymXT4wZ9DpzY2hw9RG7FqKOheuadMmwBUEg3E9HVZuBhi4T0QGe5NV3UdNuJC7QU74uk0O9ya7ppKixh3NHR8hZyDk1nSfdL+xyT3dlfqfH+pNX38WR2i4mxgfw2d5Ksqo7eOSc4by2uYS9Za28fMVYovw9qO0wsqO4mQVpUjvEvWcmsyq7nuo2I3/6OpvXrx43oKqh02jlzS0lfLirHKtdxFOj5OEFw7hhenyfa25TfiNPfJcrxyyNjPDl/nnJnDk8jG1FzTyyIodtRc19VDGeGiWjovwYGeFLUogX0QGehPho8dWpUKsU0sRHBL3FTmuPmbpOI6VNenLrOjlY1UGn0cq63AbW5Tbgo1Nx6YRoHj13OA/MS+G5NflsLWzmza2l/JjXyCtXppMW6cfwcF+W3zWdaz/YR1mznivf3ctXd0yTPRcGQqiPjrmpUnV56b4qnlg08qQ+NzfccMON/48YqrN0ZZseB6AaTIkpSH3IFb22UwgKFEhu2HZ739YmtVKB2epAEEAQBRyIaFUK2aBxqOMqFQIOUcRHpzpl5HOo56S2w9BvO5vDgSiCoABE6ffR5nAAfY/L7dT96+C0keVLLrkEs9nMhAkTmDNnDnPnzmXGjBl4e//+VvIdcs/dwM+7JpquCrCul5TWYnfgrVHRbbbJMmzJ/Q+5mtXSY5aJcXW7QX5tfJCn3HO8Kb+JhaMj+ozrkjmH+Wr77IurGma22QlxykXb9BYEQSA+2JMjtV1UthoYHxvA0n1VHK6W8p4vmxjNyqxavsuq5bGFI/rIMV2IC/Li0YUjeHThCFnmrBDAS6Ma0ipddZuBnSUt7C1r5UBFuzwhHwheGiWhvjqCvDT4e2rw85DIrqdGiZdWhYdaiYdGiYdaiU6txFPj+qPCW6vCSyttd6yEfSjoMlnJcVb01h1poLxFz9J9VXyVUc21U+P444LUASt4Z6eF8+i5w3luTQHPrMqTspyj/Y871pWTYnhlYxEVrQY2F7idsX8uXNftYMqCIC+X7NqCwyHJuVxkub7TREygB3n1XVS3GUgKkWLVSpv1jIzwZQW1HHHmo0+KD6SmvZZdpS0nTZYjnAoL1+JYirPCWdGi5/KJksS6sKGLMdF+qJUCTd1majtMzB8Zxse7K9hS2CSTZR+dmpevTOfq9/ayLreB2z/L5KkL0ogJ9EQURSpaDXyTWc3ne6tkKfW84aE8tTitj6Fgh8HCE9/l8v3hOgAi/XT85dzhnD0ynJWHapn/0jYqW49+P42K8mXByHBmpQTjo1WRXdtJXl0XWwqbqWk30NxtpttkkxcRFYL02YT66ogO8CA5xJsLx0Xx7IWjaOmxsCGvkW8P1VLTbuSjXRV8tqeSKybF8K9LxpBV3cHfvj1CSVMPF725m2cWp3HFpFgi/T348vZpXPnuHkqb9Vz3wT6W3zVd7jcfCNdOi2NTQRNfHajmD/NTZCM3N9xwww03Bkagpwa1UsBid6BT9J9TuZyl4wK9ZJfrgaaEDlGqGscHerG3tNX5bxERZH+LPnA+1Nvzx6W6/CnjRvkPvph6shjqOYny9+y3nUqhkAtpIiKiKM07bQ4Rfw/1z3LqPp4LuRtDw2kjy+3t7ezfv59t27axdetW3njjDUwmE+PHj2fu3Lm88MILp2tXfnEcW1lWKRWolVLGstFqx1snkWWrQ0SnlmQjHQYbob5aatqNNHaZSAiWqpWlzkoTSBWvi8dH8caWUt7YUsJZI8LkntYKpxkOwLReDtV2hyibh2lVSjw00t9d7r3hvjqO1HbR3GNmvLN6nFffhcMhMi0xiMQQL8qa9SzPrOGG6fEnPO4TyU8dDpHMqnY25DWyuaCJkl7HJx0jJId4kxbpS2q4D4nB3sQFeeLvqUZvttPUbaJdLzkf9pitGCx2TFaH0znQgc0hIopS5MBAOcuCcwyFIAXfq5UKtGoFHmolPjo1AZ5qQny0RPl7EBPoKfeb++rUzEgOZkZyMH8+exj7ytt4a2sp24qa+Xh3BRvyGnn1qnQmxAX2G/O2WYkcrOxgXW4DD355iNX3zzouYffSqrhqcizvbC/j0z0VbrL8M+FqcRjU4Murl1mXyYq/p0Ymrw2dktwaoKrNKMl0cyXpsqtPOLumA4DZqcGszKplS0ETfzln+Ento5zn7HSSdo3f1G0iLsgLtVKQvieMVoaF+0jxTLWdzB0WIpHlgmZEUZQlXZPiA3n96vHcu/Qgmwua2FLYRKSfh5xV7kJKqDePLhzer7d5T2krD355iIYuEwpBuoYfmJfC9uJmzn5lu0yS/T3VXDExhksmRFPXYWR9bgN3Lzkou/kfDw4Rpwy7h5KmHrYWHm3lSA3z5py0cD65aTLV7Qbe21HGrpJWluyr4vtDdfz53OGsfWAWf/kmm00FTfxleQ4lTT08eu4IQny0LLl1Kpe+vZuKVgO3fHKAL26fOug9NyclRG5B+WJ/FbfPdvcuu+GGG24cD2mRviSFepNf3024r6KP7Li3s/SdsxP5cHc5nQYrCsHRRxLtEB3Y7CJ+nmoeXziC1Ufq6TBYsTkZce8pnOvv3WYbDoeIzSGiECQVkyvW8aeMu2hM36LT6Tgni8ZEsCKrps92Oo0CrUqJ3myTj7VNb6VNb6Wuw4iHWsn4uICTduo+kQu5G0PDaSPLSqWSadOmMW3aNB555BGOHDnCf/7zH5YsWUJGRsbvkiwLDFw5da1ySRIKCTq1Eqtd6pv17uXOG+SlpbbDSIveTKS/JOOsaTcyLUkivBWtevRmm9x3edOMBD7dXUluXRd//PowT12QRnO3mfuXZWF3iMxMDiYx5Gi1vr7TiChKfdMBnmranRIOlwTc10luu4xWEkOkSXmP2UZ9l4kofw9unB7PE9/l8u72Mq6aHPuTDKccDpGDVe38cLiOtUca+pggKRUC42P9mZYUzOT4QJJCvChr0XOktpPCxm7W5zZS2ao/pTLsoUKlEEgJ82F8rD8zk4OZnRqClzPaa2piEFMTg9hR3MxfVx6hqs3Ale/u5YWLx3DJhOg+7yMIAi9cMpqDVe2UNut5c2spD80/fnzaNVPieGd7GTtLWqjtMA7JrMiNgeFylO8xD3wNaVVKfLTSAlZLjxQXFe7rIstmEoJdZNnAorHSD2tRYw+jonxRKgRZon/GsFCUCoGChm7Kmnv63IcngqvC69pXr17VcKVCIMxXJ+WNd5oYEe7Lkdouiht7uGNOIjq1goYuE4WN3X36jM9OC+f7e2fy7Oo8dpW0yqoNlUJgenIwV0+OYf7I8D6Sa4dD5LXNJbyyqQiHCIkhXrx4eTpBXhruXHJQ9iYI9tZy19wk5g0P4ZvMWq55f1+flhGNUsHoaD9GR/mRHOpNbKAnwT4aVAoBBQIKhSClANgcNPe4zAC7yKru4EitJG0vaizh1c0lzEoJ5u65ydx3RjL/WFNATm0nj397hPVHGvjPpWMYc6CGlzYW8d6Oclp6LPz70jGE++n45ObJXPzmbg5Vd/DoihxevHzsgJ4BCoXA7bMS+fPybN7bUc710+J/kvrEDTfccOP/CxQKgbvmJPHYyhwauqSECK1S0c9ZWqNRcs/cJP65rhCLTUSldKBwumHb7CJKhcA9c5PQ6VScNyqcJfurGaDOIY0JqBSSbNvmkN5Dp1IiimCy2X/SuKeywjrUc6JSKQbcTiEw4LE7nC1LsQEeJ9VXPVQXcjdOjNNGlvPz8+Wq8rZt27Db7cycOZP//ve/zJkz53TtxinFQIHpcNTQq3dWnKdGSbfJhtFi70NQg701ElnuNhMb6Mn+8jaqWg0sTo+S+xEPVXcww2kgFOyt5dWrxnHzJxn8cLiOH5wSSddz/75sTJ99cdnQJwZ7o1IqZBMjVwVYLRN7EbVSQUygJ2XNeipa9ET5e3D5xBhe31xCbYeRT3ZXcNvsxCGfn6LGbr7NquW7Q3V95NU+OhVnjQhj3ohQJicEklfXxY7iFp5fm09efReDnFZ8tCpCfLUEebkk2GpZdq1RKVArBJQKBUqFRFBdBmyu+XFveYtrZdLmkEwUDBY73SYrHQYrTd0mqtuMGK128uu7yK/vYsm+KjzUSs4bE8EtMxPk+JpZKSGscVa4VufU88evD2O02rl2alyffff31PDkojTuWXqQd7aVcuWkGCKPQ4BjgzyZmhjI3rI2Vh6skbOz3Th5+PTyA7DYHAMu+AR5a+g222jtMZMc6i0bzzV0GZkzLASAyla9TEaLGrrxUCsZGeFLTm0nByraWJwexeyUYLYUNvPVgRoeOXfo1WWXwsJVxT72HvD3VFPTbqTTeNR3oKJVj06tZEpCENuKmtlZ3NKHLAOMiPBlya1Tae42U9WmR6NUkhTqNaDjfKfByv1fZLHNSYgvmxDN3y8Yyarsep7+IQ+9xY5GpeCO2YlcNC6KD3aW88LafPl7LshLw8LREcwbEUqQl5bsWon4fptVS1WbgZYecz+1h1alINLfg4RgL0ZG+PLg/FSGh/mwt7yV7w7Vsa2omR3FLewobmFaYhDPXzyaAxVtvLCugJ0lLZz/+i7euW48sUFj+dPX2azMqsVqd/DKleNICvHmrWvGc92H+1mZVcvYaD9udLr+H4sLx0XxyqZiajuMfH2gmutO4C3ghhtuuPH/HdOTg3nuotFyVnCnQ0St6O8s7SJkct4xksrPz1MtVzgdDpGqdiNeGiVGq31AZaDIUedrnVrAanfQbbYhdJsHdLQeyri/1jnpt51dpLtXYofL0MxFjUVg9ZEGnrpg1JAIvs3mGJIL+U3TE9yS7CHgtJHltLQ0QkJC+MMf/sDjjz9OWlra6Rr6lMNVlT025skFl3TXJakElxTUjN5sk4lqp9FKiI8O6KS5x0x8kDRRLm+Veo8nxQdQe8jI3rJWmSwDnDE8lCW3TuHpH/IoaOhGIcCZw0N54vw02dDLha2FTYAU7QJSdQyOmoVZnBJt1zFFB0hkubZdIrc6tZI/LkjlL8tz+Pf6QibGB/Qz++qNihY9a47U8/2hOgoauuXHvbUqFqSFcf6YCCbGBbKjuIXVOXX86etsWRLuQnSAB6Oj/Bge7kOglwaFIGB1iHQYLDR3m+kwSpFP1W0GTDY7NrsofxZH5dVSr7ZOLZFpV1+zj06Nr4eKYB+JdIf4aIn09yDEW9tnxU4URWo7jByp7WRvWRubC5qoajPwTWYN32TWcN6YCP523ggi/Dzw1qp47apxhPvp+GBnOY9/d4Rgbw3njOor71k4OpzJCYHsL2/jtc0lPH/x6EHPI8DF46LZW9bGqux6N1n+GfDRqeUV5Q6jhVCf/g7sIT5aKloNskTZJYOu6zDJ92VVm4H4IKnXqNtso6bdyJSEQHJqO9lb1sri9CiumBTLlsJmvj5QzYPzU4aUrw2w1+kEnR7rD0CHs9LsWljTyN8pIpHOe7zBKXWekSyR5b1lrdw6a+DFrBAfrRyJNRCKGru57dMDVLYa0KkVPHvhaM5OC+Mvy3NYlV0PSN9HzywexY95jSx8dYdsJDgpPoAbp8cT6qNjdU49j63IoW4IMmyQHD/LW/SUt+jZXCB9V2lUCmanSHF0T54/ko93V7BsfzV7ylpZ/MYubp2VwIq7ZvDQV4coaOjmqnf38dIV6bx17QTuXpLJqux6vLUqnr9YyqR89NzhPLs6n3+syWd8XMCAngEalYI75iTyxHe5vLm1lMsmxriry2644YYbJ8D05GCmJgaRW9dFm8FCoKdmQGfp22YncdP0hEF7Z11O0pH+HmhVUuawwWKn0yA5WvdzvlYrMFrtdBqt3HtGsixRPtlxf81z0nu7Vdl1vLe9DKVCUqdKPdtSsUcA7KJIt9HKD9n1XORMsjkefsiuH5IL+VDf7/87ThtZvv/++9m+fTt///vf+fbbb5k7dy5z585l1qxZvzuTL7m/8BiXPhdckyxzL7LscuQ1WOz4O/N62w1W2YyrsdPEMGdVyGXUNT05mG8P1bGjuIU/LhjWZ4zpScGs+8NsOg1WtGrFgBM7k9XOmpwGQJJkAuQ5K82pYT6AZOIDRyvNoc4JdXPPUUnl5RNj2JDXxMb8Rq55fx8PLxjGgrQwAjw1tOktFDV2s7+8jW1FzX0IslopMHdYKIvTIzlrRBhFjd0s21/NA8sO9VlBC/fVMXdYCKOi/BCQHIGzazrYVtT8s+OehgqNSkFCkBfDwn0YHeXH5IRARkX5ER3gyTmjInhy0UgOVnXw0a5yVufUszq7nu1FzTx/8WjOHxOJQiHwt/NGYLbZ+XxvFX/86jApYT4k9ZLiCoLAn84exmVv7+GbzGoePCuFUN/Bo7MWpIXx6EpJ1lvdZjiuq68bg0PKRJau1Tb94GQZpB5hOOoiX+eUwKsUAmabgxa9hZRQH/Lqu8ir72JaUhDv7yxnd6lEds8aESqb8H19oKafwmAgtOktbC9uAeCMYaEA1DiN/SKdpN21GKRSCLJ7t6ulYkqC1LKxr7wNu0M8aff0DXmN/OGLLPQWO9EBHrxz3QQ8NSouenM3JU09qBQCf1wwjEnxAdyz9CClzu+niXEBPDg/hfpOM69vKSW/vkt+T61KIeenDwv3JcJP28eERSkIqJTSwlar3kJJUw/ZNZ3sKZXk4hvzG9mY30i4r47bZyey9g8zefHHYlbn1PPOtjJ2FLXw4uVjeXljMT/mNXLvsoP865IxvHrlOO5ZepAvMqqJ8vfgvnkp3DIzgQMV7azLbeD+ZVmsvn/WgLFvl0+M4c0tpdJnl1nDdUP47Nxwww03/pfQ1G3C4ZDmb2qVAo1SgVqpOO7vikIhDMlRWqVSDErMejtJC4JAgKcGlcJKl9E6qPO1TqWkS7ARH+J13PGPN+4vhaGeE9d224qaEAVpviIIgpy3LG+HiB2o7TAM8k59UdthGJIL+VDf7/87ThtZfvnllwHo6Ohgx44dbNu2jSeeeIKcnBzS09PZu3fv6dqVnw0XMTUOQuQ85OePEkIfrVN6bbLKbnbtBotcwarvNHH+2EhAkmSKosjsFEn+ebimg6Zu04CTfD/PwQ21VmbV0mm0EuXvIfdAuypYLjOvug6JHIQ598O/l0TcBUEQePnKdO76PJMdxS08vSqPp1flDTimUiEwLTGI88ZEcO6ocLy1KtYcaeCKd/dyuLpD3i7K34Pzx0QwIsKHkiY9mwqa+CKjut/7qZUCsYGexAR6EuHnQYCXGp1SiVqlQKUApUKBSnF04q1SKJy9GdJynNkmSayNFjs9ZhvdJhudRisdBgstPWaaus00dpmw2BwUNnZT2Ngtu/8GemmYPyKMyyZGMyEuQP5zV10nj608wuHqDu5dmkVJUw8PzEtBEAT+viiNkqYe9pa18cevDrP8rul9fmQmxQcyIS6AzMp2aeHgrMErxv6eGibEBrC/oo2tRc3uyfvPQIi3lja9hcYuM8PD+z/vurcau6RFomin8qK5x4zNIRIbJCkuypv1jIyUMpBz67q4fXYiSoVAZatBXtC4fXYiT/2QxxtbSrh0QvQJK5Tv7yjDYnPIago4uqiV4lzU6t3T7LqeXIqMtEhfqefaZCO/vkuOoToRRFHk7W1l/Gt9AaIIUxMDefOaCRQ0dHH1e/voNFoJ99Xx6lXj2FvWyuXv7MEhSgsLfztvBALw6IojslpFp1ZwTlo4C0dH4K1VkVHRzsGqdpZn1tLQNXilOdhbw4gIX8bFBvDSFWPx0qpYlV3P1wdqaOgy8fSqPKJ2evDkopEsTo/k0RU55NV3ceW7e3nzmgkEeWtZtr+KPy/P5uUr0nl68Sj+9u0R/ruhiNRwH85OC+efl4zhcE0HFa0GXlhbwDMXjuq3Hzq1krvmJvHk97m8uaWEyydGD1kZ4IYbJ4LD4RjY3bcX7PbTszjshhuDwWoXMTt/WxyiSEmjnk6ThQBPDSMjfNGqlWiUCqn1TSmgUipwOMR+VVSHQzypam5vJ2mtQoHJ4pDVmSdyvv4pDtGnGgOdg5PpL47y9zyue7fdIbUQ5tZ1sfJgLYvGRKBQCIOOeaL3cwlju402cmo6ZeOwY99voMcGOq6fe/y/dZw2suyCw+HAZrNhsVgwm81YrVYqKipO9278LLiiRQZz13X1SPZ+3lVN7jRa5RiT5m6zPDmu7TASH3TUYKum3UhMoCfpMf4cqu5gdXY9Nw3SbzcQTFY7r28uAeCmGVJuak27gYKGbgQBZiQHY7U7ZMl3UrBUAfUcJGbHW6vioxsn8UVGNV9mVJNb14nDaRyWEOzF2Gh/ZqYEMyc1BH9PDWabnW8ya3hrayk1Tkm3Rqng3NFSfnNFi57lB2t5Z3uZPIYgwIhwXybE+hPqq0NEyoauaDVQ024ks6K9T0X6RNAoFfh7qgl0yq3DfXVEBXgwKsqX+GAvkkO98dWpsdkd1HYYKW3uIb++m6yqdvaVt9Gmt/DlgWq+PFDN2Gg//rhgGLNTQ0iL9GP5ndP49/pC3tlexssbixFFeHB+KiqlgpeuSGfBi9s5VN3BFxlVXDOlL8m9bmocmZXtfJ1Zzf3zkgc0HXJhdmow+yva2FPa4ibLPwMR/joKG7upHySa7OiilfR8oJcGL40SvcVOTbuRpBBvypr1lDR1MyrSl28y4UhtJ95aFeNj/cmoaJcXNK6aHMu728uo7zTx+uYSHj572IBjApQ19/DhrnIA7jtTuhZEUSSjQnK2Hxfjj8MhymQzzFcn50G7JhAqpYIJ8QFsLWzmQEXbkMiyxebgsZU5fJNZA8C1U2N5clEaa4808MevDmG1i4yL9ec/l43hmVX5slP14vRIbpqewHNr89nvdN8P9tZw88wExscGsDq7nkdW5MjeCL2hVSnw81CjVipk53GDRXLndvUlv7qpmBAfLReNi+KL26ewr7yN1zZJngm3f5bJBWMj+eqOaTz8zWGyqjq4+eMMXr0qHaUCWdHx8U2TuXF6PB/vruDhrw4z7D4f4oO9+M9lY7nm/X18treSRWMj5daU3rhiUgxvbZWqy18dcFeX3Tg1cDgcRMXE0VBXM7QXHJ9Tu+HGL46sqnaW7q+mulWP1dl3GxPkxdWTY/q04mVVSfOcqlaD0/tGQKdW0NRtxmx1DNmB2eUknV3Tgc0uYrFLucP2IThfn6xD9KnG7pIWuffYapfOQVKod58e5RNh0ZgInlqVO6B7t8Vmx2WBtO5IAz/mNvD4dzmE+GgxWx0Djnm897PZHVgdIgKw/GANP2TXEeQtLThIyTLS+w302EDHdSqO/7eO00aWH3jgAbZu3Upubi6BgYHMnj2b22+/nblz5zJqVP9V/t8yjsqoBw4Hdz3f28HZJZ1s6TbLBj2NXSZZWlvZakCjUpAa5kNuXRdHajuJCfTkwvRIDlV38E1mDTdOjz8useqNd7aVUdthJNxXJ0tBXRXTyfGBBHppyKnpxGJz4KNTERMoVdJcvcu2AfqxVUoF106N49qpcdgdIiarHQ+1ss/qkd0h8vWBal7eWCybegV5abh+WjwzkoP4MkOSYVvkOCsFc4eFkB7jj9HqILOyja8P1sj9kANBEMBbo0KrluRBrn4Om13aJ5c5hMXuoKlbqh73lof3RkygB2Oi/ZkUF8DMlGDOGBaKIAjY7A72l7exMquW7w/Xcbimk+s/3M95YyJ4dvEoArw0PLpwBGG+Op5elccrm4pJCPbiwnFRRPh58NCCVJ76IY9XNhZzyfi+1cWz08Lx1CipaTeSXdPJ2Bj/QY91slNim1nZPug2bpwYLuOsitaBJUeufOFqZ5VUyiD3Ireui7LmHlJCvdmQ10hRUw+XOt3OD1d3IIoiZw4PI6NCikO7bmocOrWSJxeN5M7PD/L2tlJmp4YMSMx6zDbuW5aFyepgZnKwHBGWV99FY5cZrUrB+LgA6rtMmKwOVAqBqAAP6pyEvrdR2fhYiSxnVXdw4wnORbvewh2fZ7K/vA2lQuDJRSO5flo8y/ZX8djKHEQRzhsdwYPzU7j900xKm/Xo1AqeWTyKHrONy9/dg8XmwEOt5O65SaRF+fLu9jL+5XTXBKmtY2ZKMFMSAkmL9CMx2At/T3W/768uk5XyZj05tZ3sK29jW2ETzd1m3t1exgc7y7loXBRLbpvM1wdqeW9HmfNe7OCNq8fzxpYS1h5p4J6lWbxx9Ti6jDa+P1zHXUsyWX7XdHLrOsmoaOf+L7JYftd0ZiQHc9XkGJbtr+bRFdmsfWB2P7M3nVrJnXMS+fsPebzlri67cYogiiINdTVc+sY2BMXg1TWHzcry+850c2U3flVkVbXz4oYiDBY7vjo1vs7o07LmHl7cUMRD81MZFxvQbzu1UqClx0KDU6GlEECtcPqFGKy8sLYAq93BHXOS+8m6FQqB2SnB7Cltld2bnVYdsvO1VqUY0Pn616xg7i5p4bGVOfSYbQR4atAoFVjsDvLru3lsZQ7PXTR6SIRRpVIM6N5ttR+NQVUKoFIK2B0iPWY7PWYDwV4awnx1A4450PtJiw/S+wU5X9thtMpmwBF+OkJ9tAM+NtAYp+r4f+s4bWS5traW22677XdJjo9FsM/RyvCAz3v37X8EqSIE0NBlYqZTXl3TbpTzlOs6jRgtdtJj/Mmt6+JgVTvnjo7ggvQonltbQG5dF3vL2mQ59fFQ0NDFG1ukqvJj541Ap1bicIh85ZQ5XzJemuzvKZP6JCfGBciT2KNGWccfQ6kQ+vX97Slt5akfcmViGuojxctMTwrmjS0lvLypSK6GjYn2Y9GYCPQWO2ty6lmf29jnvXx1KkZH+5EU4u3sXRFkQmy2SdnKVrsDwdnjoVUp8dIo8fWQKsm+OjWeWkku1GO20dRtpqHTRG27kco2PWXNepq6zVS3GaluM7LaaWIUH+TJBWMjuXxSDNOTg5meHMxfzh3Om1tK+WRPBauz6zlc3cEHN0xiWLgPN89MoFVv5o0tpTy2MocJcQHEBHpyzZQ43tteRl2niZVZtVw1OVY+Ng+NkjmpIaw90sDmgqbjkuVRUb4IgiQPbu42H9ekyY3B4brPylt6Bnw+3hkPVdail/OKk0O9ya3roriph+FO9/O8ui7SFvmiUSpodaoe5o8M45/rCthT2kKn0Yqfh5pzRkVwwdhIvj9cxx2fHeCjmyaT3utzbu0xc9fnB8mt6yLQS8O/Lxsj34OuRa0zhoWiUyvJqekEIDnUG7VSIbdI+OqO3n+ua+hg1fEXVcqae7jlkwOUt+jx0ap4/ZrxzEkNYcm+Sv668giAszoew1XvSXFQEX46XrkynQ92lsv36ezUEO6ck8i728v474YiQFpoO3tUOFdMjGFaYiC1HSb2l7fx/aFaylr0NHaZ6DbZsDtEtGoFgV5aogM8GB7mw4S4AC6bGI2AwJbCJj7fW8mO4ha+yaxhdXY9f1yQyld3TOX+ZYeobDVw1Xt7ee+6iejUSlZm1XL/skN8dNNE6jqMHKhs596lB3nnuglc+MZusms6eW1zCQ/NT+WRc0awIa+R0mY9H+ws5665/ascV06O5a1tpdR1mlieWcvVU2L7beOGGz8FgkKBQjH44ouocMuw3fh14XCILN1fjcFiJ9hbI0ekalUCwd4aWnosLN1fzZgo/37biUiKIRek+Z7g7MN1YLXDW9vKmD8iHLVKIf1RCmiVSpQK2FrUjIdaIRc77A5p4Vp2vjbZEQQTGqWin7v0rwGHQ+StbaX0mG2E++rk33CdQkm4r4KGLjNvbStlamLQkAj9se7dNvGoyEQpgEallIzOerVztBsshPlp0an7j9nv/XCahgGhvlpCfSQFZ6fRKvdIdxqt+Huq+z0W4KnpN8bk+MBTevy/ZZw2svzNN98MabvzzjuP999/n4iIUxcUfqoR4SS+tYNIOl2xM72fd+XkVrcZiXO669Z2GPHWKgny0tCqt1DY2M3E+ACW7Ktin1PiGOil4fKJ0Xy+t4oXNxTyVeK041aXe8w27llyEIvdwbzhoXLg+raiZipaDfjoVJznfGxLgSStnOUk7yDJt+Fo3/VQ0Npj5h+r81mRVQtIk/h7zkjmsonRvLu9nPNf2yHHy8wfGcY5o8LZUdTMP9cVyhVstVJgWlIw42P8EASBqjYDh52GP4OYjg8Z4b46kkK9GBbmy5TEQO6cm0R8kCedRit5dVK2696yVvaVt1HRauDVzSW8vqWEC8ZG8tD8YcQGefLEopFcNC6Ke5YedGYq72HZ7VMZHu7LQ/OHkVHezv6KNp76IY/3b5iIRqXg5pkJPLs6n6X7qvqQZZDIxtojDewpa+XB4+y7p0ZFXKAnFa0Gihu73WT5JyIlVGp3KGocmCwnhXijEHBGh5kJ89UxzNkikV/fxcLR0j2TV9+FgEB6jL9THt/K1VNiSQ3zpqixhzU59fJn/c9LxlDZZuBwdQeXvb2byyfGMDE+gPIWA5/vraRNb5HbG1yGYla7gxUHpfvownGSIUlmpVOS7ZS+ufqqe3sYTIgLQCFI3y/1ncZ+rvgAGRVt3PbpAToMVqIDPPjwxkmkhvnw3aFamSjfNiuBi8ZFcc37+2g3WBke7sO/Lh3Dn77OprCxG41SwaMLh2O2ObjxowwsNgdqpcBVk2O5c04SNrvI15nVPPl9LuUt+uN+JtVtRg5Xd7AaaaHKS6Nk/sgwrpocy6c3T+ZwTSf/WJ1HRkU7z67OZ0ZyEJ/ePJm/LM/mQGU7N32cwfs3TEBvtvFjXiP3LM3io5smcfunmRQ19vDu9nKevXAU9y3L4s0tJZw3OoJh4T48eu4I/vj1YV7fXMwlE6L6eUHo1Epun53EM6vyeGubVF1WKX8551Q33HDDjd8Kihq7qW7V46tTy0TZBQEBH52a6lY9mwub+m3XZbL1ma+JHI0/UggKVAoHepONzYVNzB8Zhtlqx2yFHmwUNfRQ3NBNoJcWrUqB2ebALoqoFQp0agVmu50ug417z0xhQuzAztenGy4H7wBPTb95uSAI+HuqKW3qIbeua0hmX9DXvXtDXgNrcxskXx6FS35+lPCKgF2EToONAC/NgGP2fr/MqnZWHa4jyFuNp0ZSwJosDsw2u/wbZ7Y56DTY+j1msjrw0Cj7jPFDdv0pP/7fKk57z/KJsH37dozGgUnobwVxzipVWfMgVaog6fnKVoPsTpvolF6XNvcQ6qPFV6eiy2SjtFlPWpQf24uaya7pkF2rc2o7aekxE+yt5e65yXx9oIaMinaW7Ksa1GHXYnNw9xLJrTbcV8e/Lj1arXprWykAV06KwUuroqXHzL5yl4NvmPweLum4yx37RFif28BjK3Jo1VsQBLhmSiwPzR9GcWM3i9/YRXWb9FnOSgnmhunxfJtVyx+/Oiy/flysPwtGhtFtsrG5oImXNzX3G8NHpyI20JMIPx1BXlp8PVR4qJVyRJfNIWK2OdCbJfMuycjJREOniW6zjYYuEw1dJnaVtMrvGeKjZVZyMPNGhHHzjATuOSOZHrONTfmNfJlRze7SVr49VMeaIw08ND+V22YlMjraj+/umcGNH2dwuLqDmz7K4If7ZhLsreW5i0dz9svb2ZjfSGZlGxPiArl4fDQvrC0gp7aTsuYeEns5Y0+Mk4hPTk3nCR2ME4K9qGg1UN6q/5+Qs/waGBEhEd/yFr1c/e0NnVpJcqhEeLNrOpk/UsdoZ+/v4ZoO4oM8CfSSHLVzajuYnhzE/oo2thU1cfWUWC4ZH83zawtYtv/owoiHRsmSW6fwx68OsT63kSX7qliyr0oeMznUmzevGS870wOszq6XFQRnDpecsXc4nbKnJgbKxwDIrRMgeQqMjPTlSG0XByraWTS2L1lek1PPH76Q2h/SY/x57/qJhPho2VPaKt+PN0yL45opsVz69h7aDVbGRvvx9OJR3PFZJvWdJkJ8tPz70jF8sLNc3qdZKcE8vXgURoudp3/IY31eg6weUSsFxsUEkB7rT3KoN5F+Hvh6qFAIAmabneZuC1Vteo7UdrG3rJWmbjPfHqrj20N1jIv155FzhvPl7dP4IqOaZ1blsauklRs+2s+7103kn+sK2FbUzO2fZvL5rVNo6DKRXdPJ31Ye4d+XjuHGjzJYtr+Ks0eGMX9kGBvyGvnbtzl8dcc0LhoXxad7Kzlc3cFLG4oHjHC7enIsb24pobrNyPeH67jYqcZxww033PhfRqfRitUh4qsceE6iUQp0iyKNXaZ+29kGSojpFRYsCNI/GwcwfOw0Wfq8n7ZXi4zdIaJAwI6Ip0ZJkLdUYNKoJINXKS70+I7dvwR6O3gPBK1SQadDpG2Qls3B4HLvru0wsDa3oY/SUxT75i+DtMh+vDFd7xforWH9kQZ0qqPUz+aQesMFBeAk4lZ7/8dsDgeg7DNGbYfhFzn+3yJ+c2T594DUMIn0FDX24HCI/Va3YgI90akVmKxShmhyqDepYT4IAjR1m2nuMZMW6ceeslayazqZGBfA9qJm9pW1cf20eMZE+5Fd08nanHqumxZPpL8Hfzp7GM+uzufpH/KI9Ndx5vCwPmN2Gq3cvyyL7UXNeKiVvHPdBNlIbF9ZK/vL29AopWonwA+H63CIkhw6NuhoJJHLSCjU9/gVTIvNwXNr8vl4dwUAw8N9eOGSMYyJ8uPVzcW8skkyvYry9+Dx80dQ1NjD3UsOYrFJ0umFoyKYmRzMxvxG/rW+UJ5gKxUC42L8mZIYSJivFptd+mKtaTfS0GWirFlPj9nWKx9agadGia+HiiAvycRramIgCcHepIZ5E+ilobLNQEljD/kNXWTXdJJT20lzt5kVWbWsyKrFS6Nk8bgobp4Rz+L0KBanR5FT08kL6/LZVdLKC2sLOFDRxqtXjSPAS8OnN03mojd3Udai55Hl2bx3/USSQ725dHw0Xx6o5t3tZbxzndQXPi0piB3FLWwuaOpDlhNDvOWcwKo2gywTHgiuftr6jqFl17rRH0HeWuKCPKlsNXCwsp0znES0N8bHBlDU2MOByjbmjwwjPca/V7XWxJSEQNYeaWBncSvzhofx8sZithe1YLTYuWRCNP/9sYjsmk4yKtqYFC8RW2+tineum8jO4hZ+OFxHTYeBAE8NZw4PZdHYSHnBByRJ19vORa3rp8ahUSmo7TDKWeouBUhRo9TmkNKLZANMjAvkSG0XGRVtLHI664uiyAc7y3l2dT4AC0aG8cqV4/DQKKluM3DXkkxsDpHzxkTwh7NSufit3bT0WBgZ4ctzF4/mpo8yaOo2kxTixTMXjuIvy7OpbjPi4ezLXjAyjH+uK+SrzGr5Hp6VEsylE6KZNyIM7wEimgaCKIocrOrgm8xqVhysJauqgyve3culE6J5ctFIJsYHyDnQ13+4j09umozZZmdvWRt3LznIe9dP5LoP9pFb18WukhbZ4Ouv3x7hs1sms7O4hYyKdr4/XMfi9Cj+dt4ILnt7D18dqOa2WQl97k2QFjpunpnAv9cX8va2Ui5Mj/rVqxhuuOGGG78UKlv1fJlRTUuPGZvdQafRhk6tQClIZFQhSNVCi11ELQiE+epQK6ReZo0KzFZxYBVgr69Nh5PT6c1SJTk5zAvRAZsLm8it68TmELHYHAMmSLjG9dWqMVntsgqyz1CCgMpJnF1u3S4SrRSEU/4d3tvBWzdAe8XPdevu7WgtidyRHfV7n+re84iBxrRY7Ly9vYxDNe2YrHbMNjseGum3WaVQSIsYIrLEu8tkxeEQsSOicD4/kAt5lL/nL3r8vyW4yfJPQHKINx5qJT1mGyXNPX0qQyARvrRIPzIr2zlc3UFyqDdeWhUpzsrVwcoOJsYHsKeslb1lrVw/LZ4XNxSxo7gZi83BBWMjya7p5IuMaq6dGocgCNw8I4Gsqg5W59RzyycHuHZKHBeNj8JLo2JvWStvb5McXHVqBe9eP0HuYRRFkf/8KBnvXDYxmgg/D0RR5KsDkivnxeP6Zs9VtrqqVoNn+nYarNz+2QFZKn7H7EQeWpCKKMLdSw6yLlfKdr58YjQ3To/nkRU5ZDv7LmckB3HlpFi+yKji0ZU58nvOSA5iwcgwRKTe50/3VA7qNn4y8FArGRvjx9TEIM4fE8nfzhuJ1e7gYGU7WwqbWHukgZp2I0v3VbFsfxUXpkfxyLnDGR3tx+e3TOGrA9U88V0uG/ObuPGjDD69eTJ+nmreunYC57+2g435TWzIa2RBWji3zErgywPVbMpvorXHTJC3llkpwewobmFvWSu3zkqU90upEIgP8qKgoZuKVv1xybKrB751AIdhN4aOaYlBVLYa2FnSMiBZnhQfyBcZ1exxZib76NSMjfEnq0rK/J47TJLOb8xv5P55yUQHeFDTbuTHvAYWp0dxyYQolu2v5j/rC/ni9ql9ZEkzU4KZmXJ8VcCaI/UUNHTjpVFy3TRJPbLuiHQvTYyTFl8cDpGcWuleGhnR1wF0SkIgH++uYGthMw6ng+iT3+eybL9Uzb5hWhxPLEpDqZAM7O5blkWHwcqYaD/+c+kY7lmaRXmLnih/D16+Mp3bPz1AU7eZ1DBvnlg0knuWHKTdYCUuyJP3rp9IbYeRBS/voMWZyX7emAgemJfS7/twKBAEQY5me3B+Kq9sLGbp/iq+yawho6KND26YyPK7pnP9B/vJq+/i5k8y+OzmKdy5JJOyZj0vrC3gn5eM4fbPMnl/ZzlLbpnChrxGajuMrDhYy71nJvPv9YX8a10h54wKZ1J8IPOGh7KpoIlXNxXz8pXj+u3TddPieGtrKUWNPWwpbGLeiLAB9twNN9xw4/eP4sYe3txaKv+729yfjCqdlWEPjZKthc3YRclvRxSlmKmBnOlcv4J2u0N2dP4xr5EtBU1o1AraeiyYnK7ZIKXIBHmpCfI6WrAREek2WUkM8SY5bPC5kiiKWO0iVruDgYqZCifx712RVigE+e+ujOehwuXgnV/fTbhv39eeCrdul6N1h8GKjf4kGaTPxM9TNeiYf12RzZcHavqY9nY32wjwUBEd6IVOo0CrkviMC0anwa7DIf3HWzuwC/miMRGsyKr5xY7/twR3I9ZPgEqpYFysP4BMGI/FBKfM1iV1BpjidDbeVdLCTKecdltRM6MifQnx0dJlsrG9qJmLx0ejVSnIretiu1PuqFBIWcdXTIxBFOGzvZVc/OZuzn55O09+n0t9p4nYQE++umNanx7kDXmNZFS0o1UpuPfMZACyqjvIr+9Co1KwOP0oWe42Wal0ugEPNuFt01u4/J097Ctvw0er4r3rJ/LowhHYHSI3fLifdbkNaJQK/n3pGC4YG8UV7+4lu6YTPw81/750DCMifHngiyx2lbSiUSq4ekosb14zjmBvLf9YXcDfv89jfW4j3SYbXholkxMCuX5aHI+fP5I3rxnPF7dPZdV9M9nw4Gw2PDibNffPYvld0/jwxon869IxPHhWKhePjyI9xh9PjRKjVao+vbyxmEve2s2U5zbxz3UFBPto+et5I9n+pzNYetsUiaiLUjb1Wf/dxqrsOgRB4IpJsSy9bQo+WhX7y9t4ZHk2AMPCfbjNSX5f3FCEKIqkhvkwOsoPm0NkY35jn+vgsHOxoDcinX3sDZ3HrxgfjSKzHnc7N44PF1ndWtg04POznM9n13TS5FRYnDlMItU/5jYwb0QYSoVATm0n5S162ShvyV6JjN53ZgpalYJ95W18d6jupPbNZLXz7/XSotatsxLxd67E/uA0+1o4WmrPKGjolu8NV+ycC3OGheCrU1HVZuDx745w6du7Wba/CoUAfztvBH+/IE2Wqb27o4xD1R346FS8ec14vsyoZnNBExqVgjevGc9TP+RS0WogOsCDZxaP4r6lWbI0e/md01ib08BNH2XQ0iOR6W/unMYbV4//SUT5WIT66PjHRaP5+o5pRPl7UNlq4OI3d1PdZuDzW6eQEupNY5eZh74+xGtXjsNDrWRnSQs17UYuHh+FKMIzq/P568IRALy3o4yFo8MJ99VR22FkmVMK/4ezUgHJUG2g/mpfnVo29+odceeGG2648b+GwdJdesMuSlVOvdnOnrJWWvWSDNnmkKrKA2WYWOxSm5ytV3uOVL20UdNuwmB1qQSPEutWveQd4hBFTDYHLT0WPDVKrp4cg+IkyOyxcIgSke7dstfSy/y1vEVPVauBug4jTd0m2vUWukxWjBY7Flv/nHSFQuCuOUl4a5U0dJmlJBaHiNFqp6HL/LPdulUqBeeNkn77Xf3fx8JLqwJRGHDMv67IZsn+6gHTbdqNNipb9YgO+hiGDXjenBnPx46hUil+0eP/LcFdWf6JmJYYxO7SVnY4s1WPxYzkYN7dXsa2omZZqj13WAif7a1kQ14jj583Qjb22l3WyuKxkVJFZF8lZ40M45opcXy4q5zn1+QzPSkItVKKSfrnpWNYnB7JJ3sqyKrqwGJ3kBTizfljIrhyUiwemqNSCJPVLssvb5mZIJv+fOKUTi8aE0mA11F5xP7yNkRRitlxVTN7w2Cxcd0H+yhs7CbMV8vHN01mRISvFAXwWeZRAn3DRNr0Fm78aD82h8j4WH8eOXc4T3x31Cn7vDERXDExhg93lXP3kix5jOHhPpw7KoK5w0IYFeX3s3pQ7A6R0uYeMira2F3SyvbiZlp6zHy0q4KPdlUwOzWEhxekMj0pmOlJwWTXdPD4d7kcru7g3qVZVLToJTOJuEDevX4i136wj28P1TFvRBiLxkZyx+wkPt5dQUFDN/vK25iaGMSZw0PJqe1kR3ELV0yKZVi4tKLW3G2m02DFz/Nor2yQ89wPlEnbG1rnip7FNtBPkRtDxayUENRKgdJmPcWN3f1kzKG+OsbF+ssKjptmJHDu6Aj+u6FI7tGdnRLMlsJmvsyo5qYZCby5tYT9FW1yn/o9ZyTz4oYiHv/uCGNj/I+rGOiNVzcVU9lqINRHy+2zpUWY0uYeDlV3oFQILHSa8u0ulfZjQnxgP9MpT42Ka6fG8ebWUrk32t9TzX8uHctZI49WRWs7jLy6qRiAJxelAfBPZ+zTXxeOYEdxM7tKWvHUKHnpinQe/PKQTJQ/vXkyz68t4Auns/710+J4bOGIAWVz5S16Nhc0cbCynaLGbpq6pR9TrVJBiK+W1FAfJicEMn9k2IBKlonxgXx/7wxu/yyTzMp2rv9gP1/fNY0Pb5zE4jd2caS2i68za3jsvBE8/u0R/r2+kG/unMbGvEby67voMFqYnBDI/vI23t1exn3zkvnryiO8ubWUKyfHMjrajzOHh7K5oIl3t5cN2Lt884wEPtxZzv7yNnJqOn/3JiVuuOGGGwMhNtCTyydGU9dhosNgoanbTJveMiDR+jmw2kU6jX1Vg84CZh90GK10m6woFALeWhVxQV4crpYWqn091Pjq1Ph5qPH1UEnpJ07zqZ8Lm8MhRSsNUptwVacVTml3SpgPjy0cwUe7yilv0dPhzKQ+FW7dDodIVbsRL2fhp/dHIZmmgcnqoLG7v0O4xWLnywNHc917nxoXN+4y2WjsMmGwHN+F32B1UN9pQKdW9Tuu6cnBPHfRaDlnufMUHv9vCW6y/BNxxvBQeRJtsNjw1PQ9lVMTA/HRqmjsMpNZ1c6k+EBmJAfjo1PR0GUio7KdRWMj+Xh3BUv3VfHYwhF8sKucLYXNHKnt5N4zk1l+sIaChm5e2lDEn88ZLr+3K9LoRPj3+kKq2gyE++q45wypqlzbYWSVMybpphnxfbbf4qy4zRpELvroihxy67oI9taw5NapJIdKfX7PrclnR3ELnholH988mU6jhfuWZWF3iCwaG8k1U2K47dNMOo1Wgr01/OPCUWTXdnLTxxlSnp5C4IL0SG6annDcyajDIdJtllz6BAQ8NcrjfkEqFQKpYT6khvlwzZQ4LDYHO4qb+epANRvyGtle1Mz2omaumhzDX88byZhof5bfOY1/ry/kne1l/OfHIrQqJbfNTmRaUhD3nJHMq5uKeX5NPvNHhuHnqeaCsZF8kVHNd4dqmZoYxBRnnm5WVQcg9awGe2tp6TFT3W7Az/Po8Xk7K8Z68/Hl5i6nSXf25s+Dn4ea2SkhbCpoYmVWbZ97yoULxkaSVdXB8oM13DQjgeRQb8bG+HO4uoMvM6q5ekocWwqbWbq/invPTOaS8dF8kVHN82sK+PrOadw1N4kthU1kVXVw40f7WXrbVNkJfzBsLWySe5WfXjxKjmRzVUDnpobIjs0upcnM5IEj5O45I5l2g5W9Za2Mifbj4QXD+hHRlzcUYbI6mJwQyCXjo7hvWRZGq53JCYFMSwzivNd2APDUBWm8saWEmnbJwf/DGyfxz/WFfJFRjUKAZy8c3S9Wye4QWZ1Tzwc7yzlc3THgPlpsDrqbbZQ161mX28DTq/KYnRrCQ/NT+8RrgdRr/unNk7nxo/1kVLRzy8cHWHXfTF68fCw3fpTBx7sr+OK2qUyOD2R/RRvvbC/j/nkpPLs6n1c3lfDi5WO5+v19fJNZwx2zk4jw01HfK87tzjlJbC5oYvnBGh6an9rPbT7cT8f5YyL49lAdH+0q58Ur0o/zSbrhhhtu/D4xJTGIKYlB1HYYMTv7gR2iSFFDD43dJpROd+Mes40uo5WSJj1rcupQKCQXKKtdxO6sQDpE8ZTMV+wi2O0i7QYru0tb2V3aOui2KoWAr4eTQOtUMqH29VA5H+tLrv081HjrVCddqXaIIg67CL34ZXKoN89cOIqSRj2dJgt+Og2p4VLUY12HUZZ5qxQKlEpX/7STeB+nl9rlth3p74FWpaDDaMVqd6BWKvD3UGOy2ek02LjnzOR+DuFvby+TFzqOPURXjzJIZrctzoKN4LLYljc8ut2cYZIZ7kAu5NOTg5maGERuXRdtBguBnprfhFv5qcRvjiw/9thjBAYG/tq7cUKkRfoSG+hJVZuBDXmNfeTMAFqVkgVp4Sw/WMM3B2qYFB+ITq3kgrGRLNlXxWd7Knn47FQ+3l3BxvxG/nT2MBaNkXJZn12dx7LbpvLcRaO5Z+lB3txaSnywF5dPjBny/m3Ia+SDneUAPHfx0Qn4O9tKsTtEpicFMSrqKHGz2h1yf+RZA/Tmbchr5LtDdSgVAm9eM0EmylsKm/hoVwUAL12Rjo9OxfUf7MPuELloXBRXT4nlhg/3Y7DYGRvjz3MXjeKvK49wyDmRXjAyjMcWjiD+mAqc2WZnf7kUzZNdI7lJN3ab5RxoFzQqBRF+OhKDvRgd5cfE+EAmxQf2qbD33nbeiDDmjQijqtXAyxuLWJFVy7L91ewra+PDGycRH+zFowtH4O+p4Z/rCnh+bT5jov2YkhjE3XOT+CqjmrpOE98fruPyiTGcOzqCLzKq2VbYjCiKpEVK57S2w4jebMNLqyLURyLLzT19c7ldDoLWgRwke8H1vHoQd0o3ho6Lx0ezqaCJFQdreWh+ar/q7OL0KJ5fU8CR2i4yK9uZEBfAdVPjOFzdwSe7K9j68FySQrwobdbz/o5y/nBWKt8dquNAZTtfZlRz5eRY3rluAhe/udspH97FS5enD7q4ta2ombuXHMQhSk715zglV3qzja8OSNXba6ZKhLTLZGWvc7Jw5gA91yBJsgaqkLrQ4CSKAI+cO5ziph558ezJRSP5x5p8rHaRM4eHYnOIbC1sRqtS8M51E1iZVcvSfZKs++Urx3GB00TMhczKdv66MkdWjygVAtMSg5ieHERapB9R/jo8NCpMVjv1HSaO1HWyrbCZveWt8sLVtVNjefz8kWhVR+9fL2e7x4Vv7KKi1cBfv83hzWsmcNXkGJbtr+bvP+Tyz0vGsPiNXXx/uI5bZiUQ6aejrtMkOcgnSSqgz/dWcoszzu2DneVcOSmGSfEBvRZDqrj3zJR+5+ymGQl8e6iOH7LreHThCHd8mxtuuPH/AgpBYHiED8Mj+rfXBHi1samgkSAvTT/CKYoidlGkRW9hbmoImwua8NKocIgSodZb7JhPsVLO5hBp01tOqNTrDYUgeZMMRq5l8t37MZ1qwChBhSCQGt7XKNJql7KlhwLJRE2Q/68QoKylB7PNgY8O7KKIr+6oMlEENAoFIiIJwV79Ck2VbcePbsz5sdIAAQAASURBVHRBbzmmWDPINFMhcNxilkIh/E8rr35Rsvz9998PedsLLrgAgEcfffSX2p1TCkEQuHBcFK9uKuarA9X9yDLAFZNiWH6whu8O1/KXc4cT6KXhhunxLNlXxfq8Bh4+O5Vz0sJZl9vAv9YV8OSiNNbnNrC3rE2OiMquSeSd7WX8+ZtsWnrM3Dn7xPr/XSUt3LfsICCZ+rics6vbDLLZj6t/2YW1Rxpo6bEQ7K3pZ0RktUvO1wC3zUpksrN6arLa+Zszn/XG6fHMHRbC4td3obfYmZYYxD1nJHHZ23swWOzMTA7m8fNHcvPHGdR2GPHzUPP8xaPl/FoXChq6+GhnBWty6ukepOLae1XMYnNQ2WqgstXAlkIpdkqnVjAnNYQrJsUwNzV0wPMVG+TJi1ekc/mkGB788hBlLXouf2cPX90xjfhgL+6ck0hJUw/LD9bw12+PsPaBWejUSq6fHse/1hXyTWYNl0+MYXJ8IEqFQF2nFE8V4eeBn4cU6F7TbmRYuA++Hq6e477H46L9J5IOub7MjlUvuHHyOGtkKEFeGhq6TKzLbeD8MX0JX6CXhsXpkXydWcM720p59/qJXDA2khd/LKSu08SyjGoemj+Me5Ye5J3tpVw2MZqH5qfyjzX5PL0qj4nxASSH+vDVHdO48aP9FDX2cPX7+5g/MozLJkSTHuOPVq2kuLGbLzOq+TpTkkm5IphcWLKvki6TjYRgL+amSsR4U36js+3Ci+TQn9Yb/NUBqX9pUnwA42MD5B78c9LCMdscbCtqRqUQePCsFG74KAOAhxcMw2Jz8MLaAgD+dt7IPkRZFEVe31zCSxuLcIhSzvotMxO5ZmrsgO0cIOVaz0wJ5s45SdLC1aYiVhys5fO9VeTWdfHxTZP7xHv5e2p47arxXPTmLtbkNLCloIk/nz2c1dmSKVplm4HzRkewOqeeD3eWc9vsRJ76IY8Pdpbz1/NGsLu0lS8PVLPxodm8tKGIkqYe9pS2Mj05mBumxfFQdQdL91Vx55ykfhOhsTH+MqH+6kC1rNJxww033PhfgcMhklvXRXFTN55qlWyk1btamhzmJRNjP51GdsPWqvpn7NrsIjqlgrRIP/aWtqJTK1GrBLqNNlQKB+ZjxnclRQmCJMm2izA9MZD4IG+0GgXdJiudRqmq3Wm00mWy0mW09TGmOuljFqUkmU6jFdqHHlnrpVFK5NpDjZ+TaPto1bToJSfxUF8d0xIC6THbsYsiEb4ejIzykZ2/G7tMhPnqOHNYKEpnEcTudJ/uTa61SiVKp9RaitLqWywyWm0YLHbe2lrM1oImrpkcK80vmnowmI6+0fFakntHdB1vuwhfD1kF6XCI5NV30aq3EOCpYUS4DwhQ2NBNu9GKv07NMKeniktlMNB7u6a+Az3ncIjO97Pg76EhJdQbEZHChh46jBb8PNRyypD0XkevQQEpDjTQ69S5cP+is+8LL7xwSNsJgoDdPrTll7feeou33nqLiooKANLS0njiiSc499xzf+Je/nRcNiGa1zYXs6uklcKGbvnicGFSfACjoqTs0492lfPHBcNIDfPh7LQw1uc28sLaQh45dzgb8xvZmN/EZRNjjkZErcojLdKXv5wzHLPNwce7K/jXukK2Fjbzl3OGMT42oB/JMlrsfLCzjJc3FmNziJwxLIS/nT9Sfv4fq6Wq0cxkqUfXBVEUeXe7JAO9dmpcHxt6gK2FzZS36An00vQh2Z/vraS2w0ikn44/nzOM93eUU9DQTZCXhhcvH8vtn2XKvY7/uGgUV7+3j9oOIwnBXnx80yTigo5Wk2s7jPxjdR5rchrkx0J9tMxKCWFifACpYT5E+XsQ4KVGq1IiipKJQGuPhZp2I8VN3Ryq6mBPWSv1nSbW5zayPreRxBAv/rRgGOeMCh+QlE5NDOL7e2dy3Qf7KGjo5tZPD/D9vTPw1Kh4YtFIthQ2UdLUw5qcejlW6l/rCsmoaJPzehOCvShp6qGosYcIPw9CfbR0Gq209pgBH7lKdmzPsevfJ6oYd55k9rUbg0OrUnLt1Dhe2VTMO9vKOG90RL/r4o45iXxzsIYf8xrlPtX75qXw6IocXt1UzKaHZsu9sI8sz+GjGyexpbCJ3aWt3PRxBsvvmk6kvwcr757B82vzWbqvig15jWzIaxxwn66eEsuTi0aicf5odRqsvOV0Jb1r7tHFsZVZktnXeccQ/JPBd4ekqvJVk2MxWux87zQQu3lmgqwQuXBcFFsKm2nTW0gK8eL6aXFc9OZubA6RhaPD+7RvOBwif1meLZP+i8dF8bfzR57Uj1RskCcvXp7O4vQo7l+WRVZVB7d+ksHnt07pU2EeHe3HTTPieW9HOf9cV8Ca+2dxy8xEXtpYxDvbSnnh4tGszqlndXY9D56Vyos/FlHWrEenVBIf5ElFq4HtRS1cOC6KJfuq+PJANdOTg1k4OoJnVuVR12liR0kLZwzrX7W/dkosh6s7WLZfItSnO8/TDTfccOOXwu6SFrnn1GR1oFJIfhcAHQYpd1mtEIgJ8uLqyTGMiw0gOcyLmCAvypp7CPbWyO1i0Ne9+sxhofyY10heXQcm6+Dy7IEKzfn13ZQ09fQZ91jYHVLUUafRSrfR5iTRLkJto6y5h8LGHgxmG/bjELeTgd5iR2+xU38cc9ZjTT5dZ6f30P/5sZAxUX5MSwoasA87KdRz0HPc0Gmiy0le95a1s7esnU92VxDopUYhCEP2uGnsPPEigVKQnLkbu0xkVbWzdH811a16+bo40bVysjgVY5zq3+hf1A3b4XAM6c9QiTJAdHQ0L7zwAgcOHODAgQOceeaZLF68mNzc3F/wSAZGTKAn56RJssl3tpX2e14QBO6ZK5HLD3eW09wtraX96ezhKBUCG/MbqWzVy4Y+j63IYeHoCM4aEYrF5uDmjzMoauqW5JEXjcJDrWR/eRuXvLWHBS9t5+/f5/L+jjLe2VbKw18fZvoLm/jPj0XYHCKL0yN569oJMvFdnV3PutwGlAqBx3sRaIAfsus5UtuFh1rJ9dPi+x3Hqmzppr8wPUrOTbXZHXzolHnfNy8Fs9UhT/AfP38k3x2uI6e2E39PNa9fM46Hvz4sE+Uv75jahyh/d6iWs1/azpqcBgQBzhsdwZe3T2Xvo/P47+VjuWpyLBPiAgj308mTZ0EQ8NSoiAn0ZFpSkBS/dUU6ux850zmJTsBHp6KsWc9dSw5yyycHnOS1P0J8tHx6y2RCfbSUNPXwitP8yM9DzY3TpfPxxX5JEhvl70FckCeiiNyTGevsCa3rkL50XJJ3vdM0Qa4gHzNul9Pd2lt7fBLskm8Hef/+s+p+C7h+Whw6tYKc2k425fd3xk4O9eFCp1Lk2dV5iKLIZROiGRHhS6fRyrOr83n+4tFoVQp2lrTw3s4yXrtqHLGBnlS3Gbnq3b3UdRjx0qp49sLRrP/DbG6cHk9isJe8ChrkpWHR2Ei+uXMaz100ug8pfHpVHu0GKymh3nK0W3WbgR3FknLi2Li3oaK6zUBpsx6VQuCskWFsL27GYLETHeDBsHBv1jvbMK6dEsuneyoBeOCsVNYcqSevvgtfnYpnFo/qs7jw7Op8vs6sQakQeP7i0bx4RfpPXs2dkxrCstum4qNTkVHRzisbi/ttc88ZyXhrVRQ0dLO7tJXrp8XJyQEgMC7WH5tDZENeI4vSpUWFlYdquczZwrLiYK3czrLuSAM9Zhs6tVJWBn2TWdNvTIDzx0Tiq1NR026Uo8XccMMNN37v2F3SwmMrc8iv78JLq5LmGQIUN+kpbtKDIBDkpcFDo6KsuYcXNxSRVdWOQhC4enIMnholLT0WTDbHgO7VSqVApK8W43GI8kDw0igJ8u4/7rFQKgQCPDXEB0lS5BnJwZw7OoIrJ8cyKT6A2g4jCkFKH0kM9iI2wBN/DxURvloePXcYb1w9jnPTwuX5mcs4qzdOBe0ayM3aahfJrOrg9S2lPLemgEdW5HDXkoNc8/5+Fr2+i3Nf2UlRo5SAUd5ioLrdSEOXifIWvUyUe8MBtOit6C02gn20qE/A8NQKCPX1wGuAtsXeWDgqHLVaQVZVOy9uKKKsuQcPjUoyqR3CtXIyOB1j/BT87qKjFi1axMKFC0lNTSU1NZV//OMfeHt7s3fv3l9lf+6amwTAt4dqKWnq6ff82WnhjI32Q2+xyzLG5FBvbp2ZAEimWddNjWNkhC+tegt3fZ7J8xePZky0H+0GK5e/vYc9pa1cMyWODQ/N5vKJ0WhUCoqbevh4d4U0cV9bwDeZNbQbrEQHePDSFWN5+Yp02aG2qLGbvzjllnfNSepTAe80WnnO6Zh919ykfhNdURRlJ+BznfE1ADtLWqjrNBHopeGicVEs3V9Fj9nGiAhf5qQG8/rmEkCSbK7JbiCjoh0frYoPb5wkmxUBvLGlhAe+OESP2cb4WH/WPjCLN64Zz5TEoJ9kDiAIAiMjfXn8/JHsfuRM7j8zGY1SweaCJi56czdVrYYBXxfqo+O5i6Rez493VcjE+iInMdlX3ipHN41wOly7Pu8AZ8xPh7MC7NptV3+1yUmaj3UMdvXWBHodnyzXd0irlxF+uuNu58bQEOSt5QbnIsi/1xf264MHePjsYejUUgzUyqxaVEoFz188GoUA3x6qI7eui79fkCa/x4HKdj6/ZQqRfjpKm/UsfmMXe8skUpUS5sPfL0hj88NzKX72XAqeOYfMx+fz2lXjmBjf15/h872VLD9YgyDAC5eMliXBH+wsRxQlufax/f1DRWal9IMyKsoPX51aJt9njQhjR3GLLPFu1Vto6TET7K3lnLQw3t0uLYrdMSeJoF6y6nVHGvhwl/Tci85FrZ+LkZG+/PvSsQC8u72s3/3q76mR78nlB2sI8NIw3+n0vSq7Tl5IWHOknsVOqfiPuQ0sdPaC7y1vJdJf8jgw2xxscka8uWLANuY1Dijr89AoucBJvr/OrP7Zx+mGG2648WvD4RB5a1spPWYb4b46dGolAtBjsiEI9Pm7VqUg2FuDwWJn6f5qHKLIuNgAHpqfSmKINyaLjVaDBZPFRmKINw/NT2VcbAB2u8hW5xzyZCCKDDrukI5NFFm6vxqDxU6wtwatSoFCENCqFIT4aDHZHPyY10RysDc7S1sQAbUSOYO59+xTECA5xJPkYC/igzzw0alICfXmL2cPk2XMCqE/yf65sDlEuk02bA4pnstotdNlsmE9gUO53iK1J1pPUFy2OST370g/Hb66/kJjpQCLRofz4IJhA55PQRj6tTIUnI4xfipOK1nW6/WsWbOGt99+m1dffbXPn58Cu93OF198gV6vZ9q0aYNuZzab6erq6vPnVGFMtD9njQjDIcILa/P7Pa9QCPz9gjQEQZrcbS+SJqgPzk8lOdSbpm4zf/omm9euSsffU83hmk4e+uow710/kQlxAXSZbFz7wT7+s76QYG8t/7p0LBl/PYtXrxrHrTMTWJweycXjorj3jGQ+u2UyWx+ey0XjouXqT15dF1e/t48es43JCYE8cNZRAxtRFHn82yM0dJlICPaSK9y90dglxQcoFQKjexmCrc+VqlDnjY5Aq1LwRYbUC33rzASW7DtKnOemhsgxNY8vGtknSmfJvko5W/aO2Yl8fed0hoefuvByH52ahxYM44f7ZhIT6EFVm4HrP9wny5qPxbwRoYyO8sNsc/CtU0ITE+hJlL8HDhGO1ErXTbiTtLoqvhpnv47NacRlcf7f9SXqqiC7epddaOqSXt978WAgVDmzr2MC+sfr/C/hl7xPj8Vdc5Lw81BT2NjN0n2V/Z6P8vfgPqfZ01M/5NHQaSI9xl/uV31keTbjYvy5ekosogj3LcuirKWHr++azvBwH5q7zVz13l7+9m0OLb0UDSqlYsCYJVEUeW97GY9/J3kAPLxgGBPiJCJd22FkqdNr4M45ST/5mHPrpKzvsU4TjoOVHQBMSQiUq6Vzh0lRSgDnjgqnpEkvZ7Jf08v52mix8+T3R+R9Gsiz4afinFHhzEoJxuYQ+WxvRb/nXaR1S2ETDofI2U51z7aiZjki61B1BylhPgR4quky2WjusZAW6YsowraiFnnh70enNH5UlC8JxxDoY3HZhKMV6f/Pmeen8z51ww03fhqGcp+63JYDPDXynNFsc2CxO1AqBJRKAYvdjtnqdFVGwEenprpVT0mjZCA1LjaAf14ymqcXj+aRc4bz9OLR/POS0bI0dnNhE3qTDZVCmiuplQKqAZiHh1qBAql3WeMc12ITEQQBQRDwdY5b2qSXH3P9UfT6o3Q6T5c166lu1eOrUyMcUxvufRxfZFTL+6cQpB07tgrsEKHbbEehENAolQR4aug0WGjqMmO1SbJ1tVIxZOmvQpAq4krhaNU60k9HpL9OVm/+XJyIUIN0jBWtRoqb9fSYbSgV0r75eahJDPZi0ZhIgny0fHeoli/2VVPa2I1OpcRmF3GIImareFLXyolQ0tj/MzvVY/xUnDbHoKysLBYuXIjBYECv1xMYGEhLSwuenp6EhoZy//33D/m9cnJymDZtGiaTCW9vb1auXMnIkSMH3f7555/nqaeeOhWHMSAeOXc4Wwub2JjfxJaCJs44xql2XGwA10+N45M9lfzpm8OsuX8WQd5a3rh6PBe+sYudJS18sKuCD66fyLUf7GdHcQv3L8virWvG86/1kpnU61tK+PZQLffPS2FxeiQXjI3s50bbG1a7g0/3VPLv9QWYrA5GRPjyTi9ZNsBHuyr4/rDkcP2fy8YOOImvdUqLXauOLuwskVYKzxweSm5dF9VtRjzUSs4ZFcY5r0jRM7fNSuCzvZXoLXbSIn25bEK0/PrChm7+/r0knf/DWSn84azUkz3tQ8awcB+W3zmdi97cTUWrgadX5fHfy8f2204QBBanR5JT28m2omZucVb/k0K9qe0wUt1mYFpSEJ5OyYrRWTF2uTq6qoCdxr7k2CW/D/Lqa3bkOrcR/oOTZbPNTr2zpyQ26H+bLP/S92lv+Htq+OOCVJ74Lpd/rS9kQVo4Yb59P4fbZyeyPreB7JpOHvgiiyW3TuGBeSlkVrazu7SVWz45wJd3TKW1x8z63EZu+/QA/7p0DCvuns7TP+TxRUY1n++t4pvMGi4aF83i9EjGxwbIvckg9a3vKmnhjS0lHHBWfm+cHs/dTsWKKIo8+V0uFpuDqYmBTE8aODJqS2ETb28tJSXMm/vPTCHUt/81Vd4i/Zgkh/lgd4iyMmJUlB9vOdtIxscG8MqmIkCqYm8ukIjjnNQQ/D2Pqk6+zqymsctMlL8HD87v7yD9c3Ht1Dh2FLew9kgDfz2v73d7eow/OrWCDoOV8lY9UxKlRYXCxm58dZKHQHmLnsM1HUxPCmZ1Tj37y1uZOyyE3Loudpe0cM3UON7YUsqOombsDhGlQuDstHDe3lbKxvymAcn/mGg/EkO8KGvW82NuI5f0+j77/4TTeZ+64YYbPw1DuU/bDBasdlFO5gCp31gUpaoigrOXWBDluaNSIWCw2FCpBKKdC/iCAPG9Wut6t+qYbXYcgEoABRI7tIvSSL3NWrUqJVa7FCWKAA679L6u30u1QoHBakenUfYpugyGilYDIlJGc5+MYef/XcfRZjDL+yccu1Ev2B0iCoWAKIJWqaBHhLouIw6c52qQ1w2Eo3FRAg7Rgc0uLRJfOzVOHqvb2Yfd1bsP22Tjx9wGKgZRSP4cOHqtELhMz8pa+hPQjl5Gta6kKQFR/ker3oxWpZBdvQ1WO0fqOvDWKfHzOH4edqfJgtUh4tvLx8cuOhBFZ9VeNn9z4Kr1apQC3aJIp2noLug/Baetsvzggw+yaNEi2tra8PDwYO/evVRWVjJhwgT+85//nNR7DRs2jEOHDrF3717uuusubrjhBvLy8gbd/tFHH6Wzs1P+U119amV0yaHe3OwkVn/79siAVYe/nDucpBAvGrvM3P9FFja7g2HhPrx0RTqCAEv3VbEut4GPbpqEt1bFvvI2LntnDzdOj+fNa8YT5qulpt3In7/JZspzm3hkeTarsusoa+5Bb7ZhsTlo6TGzr6yV//5YyJx/beGZVXmYrA5mpQTzxW1TCeglsf4ms4ZnVkvn7JFzhjMhbuAmfNex9DaXatNbqG4zIggwMT6A3aUScZ6RHERlq5HqNiM6tYKz08LkHsA75iT1uUH+/n0uVrvIvOGhPDDv/9g77/AoyrUP3zPb0nuvpAEhQAi9F1GKSlWxi6jY+9HzefScY9ejx67YC+pRERVUREFQeg0tJEB67z3ZZJOt8/0xu0tCEghFVJz7uriA3dmddyaZmfd5n+f5/c78ZPtYgrxceP2qFEDO8OfXdC2ZB5zn4UjF0VVYX7uwgCND7CjbdQhzdRTgstmkThljg8lCnb3cuqPfbqPB5Ayqo/x6DoKL6gzYJPDUqQnsQVn4XOG3vk6P5epR0SRHeKNvt/DwinSkY8p4NCqRVy4fgrtWxa6Cep79KRO1SmTJVUOJDXCnrLGN6z7czb8vHsBFg0MxWyXu+zKNF9Zm8/icJL5YPJrBEd60m218sbuYK97dycBH13LBS5u45K3tzHhlM4MeW8uipansKWrAVaPi8dlJPDprgPNacVjLaVSOCpWuFh3/XZvJoo9S2VVQz/92FnPTJ3u6HAvgFCMJ93GhWt+OyWpDLQqE+biSXyM/FGMD3ciz/3tQhLezdPvYIN1xXS+eENOp3/pMMS4+AEGA0oa2Tpl5kH8usQGyRUdhbStBni74u2uRJHlBwGGJl1mhJyXKB4D0siZGxsjHsKeogSGRPni6qGlutzgz7hcMkBc5N2VVd1uaLwgCs+ziaqvTK874Mf9ZONvXqYKCwsnTm+vUz02LRiU4q+EAtCqVHMgJcnQiCLLitdFiQxDljKVWJRLs6YJWLaJVi2hUIuoOfxzZXZUoEOnrjkoAiQ6ZYEeZc4fbrFYll9w6BLgEAdTi0RDFaLWhEQX83HqnidHx2LrLQjuOIy7Q0zk+hO57ix1YrBIalYAkgItaJCnU2x4oy8fTW8tmmyQhSZJzYQKgtd1CdmULNkleRKhuNlGtN6JTqxgT58/0gSEMjfR12raeiO6y92dallLq8LckyX+3mqzUG8zUtJio0htpMVp5Y0Me13wg92FPf2ULl7y1nRuWpnLvlwd49PtDvPhzNu9tyWdXfj0Wq42mNjNtZqssUiYJnfYhCKASOiQcrBIaQcDb5bfV9DlrmeUDBw7wzjvvoFKpUKlUGI1GYmNjef7551m4cCHz58/v9XdptVri4+VyyOHDh5Oamsqrr77KO++80+32Op0One63DTTumZrAmoxKiusNPPZ918ylm1bNm1cPY96b29iWW8e/vz/E03MHMmNgCE/PHcTDK9N5b0sBLUYLX9w8ils/3UdRnYF5b27jtsnxrLlnIsv3lPDRtkIqm9tZllrCstTjT1ICPHTcd0ECV46Icvb/2mwSb2zI5aV1cvboujHR3DQhpsfvcEwa1R1WevLsgWa4jyueLhoOlsqTzaHRvuwqkMs5R8XIgXNZo5xxnjbgqHdzRlkTO/Lr0KgEnpg7sMdVpjPN0ChfpvQLZENWDd8dKOe+C7pmsx0BbV2LEZt9JfHYebOj19ixgODMEHu7UNncjtEil4yEeLuQZfec9XXT4O12dMEhx57VC/N2Oa4llMOzNiHY46ydp9+Ls3GddkQlCjx/aTKzXt/KL5nVfL67mKtHRXfaJjbQgxcuS+a2z/bxwdYC+vi7ce2YPnxy40gWvL2D/JpWrnp/Fx9eP4IoPzfe2pjHh9sK2Jpbw9PzBvHdHePYmV/PV3tlL+66VpPzZ+8gwEMW+1o8IZawDgsqK/eX8uQP8oLW/83o36VFQZIknl59hPftQnsT+wayJaeGg6VNbMmpZWLfwE7bNzsXvrTUtTj65bW0ma3OPl2VKGC1SejUIiFeLs7AOTH06L6bDGbSy+Rr/ljrtzOFh05NgIeOGr2Ryqb2LhZUDrE7h05AiLcLda0mavRG+tgrMEobDE7f6tzqFmf5eXG9gVaThWHRvmzMqmF/cSODI3wYEumLlz2ATi9rYkikT5dxXTw4lFd/yWFLTg3N7eZOvpd/Fc72daqgoHDy9OY6TQrzIi7IgyMVekK8RARBwEUjolOLGExWbPaEYY3eSK1gRKsSUasEBkf4kBTWu5a5WYNDefyHQzQZzIiCDVGQg2JBwDm3UgkQ4KHBYLbQZraCBK5aNS5ae1m0JNFoMJMY6tnr/XZ3bA46ft+tE2P5cHsBTQYzFjnl3W2w3GiQs61alYhKFEmO9O70WVEtt12KNqnLnPFYrBLYrJ0Fz9YfqWJzTg1+7lok5HmmI9Pu665BkqCh1YSxl8bNx4phC4BGLWC2HN2vAMQEuiHZe5cbDGYCPV24aFAI+naLU1G8qc2Mvt1MYa2h08LKqWCxSTQYzDT00A4Jcsn7sVjtPxtRkLPXcuYa2i02gjxdqGhuo81scXpj67pbLTgNzlqwrNFonL+swcHBFBcXk5iYiLe3N8XFxaf13ZIkYTR2r3R8tnDXqXnhsmSueHcH3+wrZWycf5cyPUcm+db/7eXzXcX4uml4YFo/rhoVhSjAwyvT+WJ3CUV1Bj65cSTPr8lk7aEqXvslh2/2lnLnefH8+sAk9hU1sv5IFXuLGsitbpFvLnbCvF0YEuXDtAEhzBgY0ql0Ore6hX99m8EOu/DQjeNj+OdFiccNwhylNx1l6B2qzxG+8sTeMaHuH+LJT3brpyGRPuy1K9QN7+PbaRw/HJSzMtMGhHTKtp4Nzh8QzIasGvb1oJ7n6DnpeLNrNMiBhaMMtaRBLoEJ83HFapMorJOPPybAnawqObiNDXBHoxKdGepjbcUOl8uv9w89/o3fsV3iCbZTODX6hXjy4PR+sk/yqsMMifQhKcy70zYzB4Xytwv68uK6bP79/SE8XTTMTQln2c1juOaDXRTVGbjkre28dkWK07s4u6qFy97ewbQBwdx5XjwvLRiCzSZR2tDmDNZ0apEoPzf6+Lt3ErNrN1t5eV0272zOB2SbJ0dLgANJknj2p0xnoPzU3IFcMzqax74/xNLthXyyo7BLsGw0H+2ldwTHHjq1s3pELQq027fxc5d72BxZ3ZAOZd25NXokSb7XdFfufaZQO6/FE9e2udrvL0aL1SlS2NhmdpYJVjS14+OmJchTR7XeSEFNK4PDvdmYVePMLKtEgZExfqw/Us2ewvpug+WEYE9nKfbm7JouPt0KCgoKfxZEUeC2SXE8vDKdymYjPm4adCoRF7WKFnvAohLlPzYJDCYrKlFgYkJArwVY1WqROybH8dyaLEwWCbXK5hTDcsyzfNw0CIKIl6sGg729zdtVg2SDdquVRoMZD52K2ybF9Xq/PR2b0Wrr9H1arYqLBobw2e6ek08Cx54DGxMTAtBqVcccW9fsrcp+nMc+xTr+38tFTYi3K41tJo7YEySh3q74u2tobDOTXdVif82FAA8dtoZW9MbjB60aFVisnfcjSRKiswwefFw1iAiYJIkWoxVvVw13Tonr0e7JoVTdarTgplOjEgT07WYa2+T5hLtWhVolYDTbaLfHDCp7tr4XLdS9wiYddZpxUFxv4PFVXauLPXVqXrliCFMTg7u8d7KctWA5JSWFPXv20LdvX6ZMmcK///1vamtr+fTTTxk0aFCvv+fhhx9m5syZREZGotfrWbZsGRs3bmTNmjW/4eh7x8gYP+6emsAr63N45Nt0+oV4OksCHUxPCuGJOQP517cZLNmQhyTBg9P7ccXIKPzctdz75QG259Vxxbs7+c/8gcxODufJHw5T1tjGP1ak8+LPWcwfGsG8lHD+ffEABEG+eC1WCTedqotHss0msbe4gf/tLOKHgxVYbZKz3HPBiMgTHpOHXSFP36FPocGeWXX04Fbae2rDfFydgWRsoDv7ixuBroHe3qJ6gC693WcDx+TZ0Ud8LI7VLk+d2nlTdvR6Rvi6IknS0WxvkCc51XrazTbctSoi/dz41u5j6/i5H7DbSw065vfAYTt17O/HsRws7d12CqfOjeNj2J5Xy4asGm75dC/f3TGuk+ozwJ3nxVOtN/LpziLuX34As9XGZcMj+ea2sdz0yR7SShpZ+NFubp0Ux+p7xvPq+hy+TC3h58NV/Hy4isER3sxODmNyv0DGxft3u0BV0dTG9wfK+Xh7IeX2kukbx8fwyIWdF7SsNolHv8/gfzvlRUZHoAxwxchIlm4vZEtOLe1ma6dFqo67dASgKlFwrqarRLncDo4ukjn68V07WEvUt8rXSOBvGCjbbJIz++3bTdmd8z27krxjwVCnUR0Nsm2Ss4XCYLJittoI93WlWm+koqmNhGB5Acux2AeyvsT6I9XO67Y7pvYPIr+mgA2ZSrCsoKDw52ZsfADPzBvk9Fluskro7WJPGpWI1SZhtcnPDzetCpUosjmnlhvHx/Y6cF08UdbgWLIxD32bGStyUOmhUxHoqcNotlHdYkQjCs7McV2LyflaYqgnt02KY2x8wOkdm92ft+P32WwSxQ1tuGlEu/1V99/V8RyoVYLzHHQ8tuY2c6fPy9XsHRqze8AmAYJEU5tZfk5Lct+wr5tGfg35hMmvaekT4Elpg6Hb7KwIiKLc26sS5e+y2IN1i1U+724aET8PLSazjTqDCY0gEBvocUJfZIf6ucMDuU2SS9n7Bsk95A4PZKskoRYh2MsFd3vlpCTJr9e2mAj1duXq0VHo7X3YzW2Onmz57+pmI3WtJiynGWHrjRbnQvrpctaC5WeeeQa9Xg4ynnzySRYuXMhtt91GfHw8H330Ua+/p6qqimuvvZaKigq8vb0ZPHgwa9as4YILLvithn5S3HVeAgdKGtmYVcNNH+9h5R1jCfXunD29dnQ0RrOVp1Yf4c2NedS1mHhy7kCmJYXw3R3juP2zfeRUt3Djx3u5aHAony8exYasGt7bnE9lczvvbs7n3c35+LppGBrlS98QT8J8XPFyUSMKAq1GCxVN7WRX6UktbOjU83d+YhD/vjip12JRAfaAuK7ViCTJyoSOFSMXjQpJkmi2B9K+bloa7BPpAA9dt1kpkPsQgV73XpxJ2h2T6h5KNBwl5pH2PuL6VpNzvP1DPMmraaXRYEanFukb4sGX9lL4IVE+qESBXfnyQsBQe+/znkI5g31sT7gjs+3oqewOm00i3V7i3l2WS+HMIIoCr1yewuwlWymqM3DLp3v5302jjgk0BR6fnYTFZuOL3SU8+PVBaltM3Dopli9vHs3jqw7zxe5i3tqYx/rDVTwxZyA3jo/hzQ15rDpYzsHSJg6WNvHU6iN4uqiJDfQg0EOLShRoMVoorDU4y/lBvmYen5PkVHp20GQwc//yA/ySWY0gwNNzB3FVB5XqfsGehHm7UN7Uzo68uk4LUg6hFKPF5uwFs9gk5+sWm+Tsw3dUkmhUcll2x8oSx/you77oM0VOdQsmqw1XjaqLZZrZanNepw5RGUc/dpCnjswK+TnjplV3mszZJMkZeDe1mZ1l7aUNR8VSHItajoqO7pjcL4j3thSwOafGeU9UUFBQ+LMyNj6A0bH+HCpvZl9RA69vyMHHVYOLRkW72YbFJj8zXOwBZV51C4fKmxkU0ftF/MUT41g0NoZVBysoazQQ7uPGrMGhiKLAofJm6g0m/Ny0zmD52NdOxUr02GPr7vsciuDhvm5oVQJNbRYMJgtNbRZUKrkb2WqTCPLU4WYvDW83dz4HjmN7c2Me723Jx02rwt9Dg8kCrSYLNfp2REFAkuQSbXedmlajBdGuwG20WGkyWDo9m40WK41tZowWq1M81mix0W624apVEeHrho+riZoWE4khXhypbCbIQ4ubTtPlZ2YwWahvNTFrcDjJkT5MGxCEVZJbImtbTXjo1MQEuCH24lmWEuVLcqQPuVWtNLWb8HbREh8sP4dzq1o5VN7E/3YV4alTd5lDqQUBHzctDa1GgjxcGH+cxQ+bJJFT2UKVvh2VIOLrrqapzUJOVQu1rUasVgmVSkDfLgugNTkC7jazc9Ef6CRMejqctWB5+PDhzn8HBgby448/ntL3fPDBB2dqSL8JKlHgtStTmP/mdnKrW7j+w1S+vGV0lx/YTRNicdWq+Ne3GXy5p4TCulZevyqFhGBPVt01nhfWZvHhtgJWH6xg3eEqrhoZxfJbRnOkUs93B8rYlFVDg8HML5nV/GK3eukJD52amQNDuG5Mn5O6uQEEecnBcrtZ7mfwswvpwNEyGkdfs1YlX/QgB6OmDkF1Rxyvn6kVn5PBMZGO9u9eTTG1QA52B9vPk0O8LCHIAx83Ld/skzPHw6J90alVbMqSrcDGxgXQarR0EkSqbm4nq0qPIOAUFwKoam6nsM6AIMh91D2RW9PiXBlL+B0WFv5KeLtp+GDhcOa9uZ09RQ3cs2w/S64a6nxIgRxUPzNvEB46Ne9tKeC5NZnkVOt5Zt4gnp0/iIkJAfzz2wxyqlu48r2dnJ8YxD1T+/LwRYnO6zi1sB59u8VZWdARQYBhUb5cOiyCuSnhXa6bLTk1PPRNOmWNbWjVsvjYsT3DgiAwpX8Qn+0q5pfMqk7BsodOA7Shbzc7e4BbjBY87dUjjl5lgAaDCUmS8HPTUt7UTk2L0bmAFOgpf7bc7v/9W7ApW76nDYv27fQzALlaw2ix4eOmoY+/OxVNbU57u9gAD76w22wFe+mcivUqUUCrEp2qryar5DyOuhaTM+h1tEsU1rVitFi7FS8b3scXnVqkRm8kr6aF+CDPLtsoKCgo/JkQRYFBEd7UG0wICOjUsmqxXFV09D6oU4k02STqDSevPqxWi8wb2tVpoLt56cnOVY+H49i6o6MiuCgK+LprUasEmtstTvVukBebHRVW3Z0DtVokOcoHF42KAA8doijgqpV7gcGufi0JSPbqToPJispuHizZ5EVgh4BVl9fsGWJJcnyfPA43rQZXrY1J/QIprDPgqtV0+zNz1ajRqK2cnxTMpA7tWRM6/FuSJMxWCbPVhsUqYbbZnAvlFpvUaXFcFAT6hnSdk/YN8XCqUmt7SEj1Vr1aFAT6hXrSL7Tz83VMD44gHY+j3SIfg0oUiA08sXJ6bzhrwbKD6upqsrKy5IlJv34EBgae+EN/MrxcNCxdNIL5b24nq0rPdR/u5tMbR3VSlAZZjTfU24W7vzjAroJ6LnptKy8tSGZCQiD/vHgA84bKJdg78+tZur2QT3cWMW1AMAuGR/LfS5PJqtKTXtpEXk0LlU3t6Nst2CQJN62KIE8X4oLcSY7wYUiUzykr1rpoVM4+v+J6A37u2qPZJ6utkwm7xW7B4nhPoz66QtYRTxc1da0mp1DW2UKSJNbY/aFHx3a94CRJYp3dY3VCgvx7+VOGvP3kfvL/12TI/dZTE4PRt5vZYrfQOj8xmE3ZNZisNqL93YgNcGf5HjnrPCjc29lHCbA1R/7MwDDvLr8THdltD9yHRPp0CRgUzjzxQZ68e+1wFn64m7WHqvj71wf572XJnbwTBUHgkYsGEO7jyhM/HGbFvjIOlzfz2pUpzBwUypg4f178OZvPdxez/ohsJzc61o8rR0bx3nXDZf/H2haK6gw0GkyYrBIeOhVh3q70D/Xq9vchvbSJNzbksPaQ/LsZ5efGm1cP7bE0f0o/OVjellvX6XU/e8lyg8HkDAobWk3oVCLuWhWtJqvzYW202KhtMRHl70Z5Uzv5Na3OhZ24QA9UotzPXNpgcLY2nCkkSWLlftnnfHpS116jH+1K1JP6BiKKAlvs11NSmBeuWpXTD71vsKcz4xzgIfdgO8RJtCrB2WJisck+jjq1fK9z0ciZg4rGdvp0Y1GiU6tIifJhZ349ewoblGBZQUHhnKGjirSL2HXeeLKq1H90Oh6vTpDv/XL7keS0U5IkieY2WQDM201Nu8WGJEkU1rR2ylR3d+7Uoui0yHKoX7eZ5WetDQlsAJI96SR1sHDq8JpNHoMkcXQcrmqMVhtIOKs7jVYrrmLXsK67n5nNJnXJtjvUzbvDbLXJfyxyIO0Mqo8R/PJ20aKxt3Tp1F0z1UaLPObS+ja8XVqID3bvVUYb5GzzsRntYz8rCAKuGhXuHuoudqCnw1kLlpubm7njjjtYtmwZVqt9tV+l4vLLL2fJkiV4e59bPZkRvm7876ZRXP7ODg6WNnHN+7v4+IaRnYImgPP6B/PtHeO4/bO9ZFe1cO0Hu7lqVBT/N6M/SWHefLF4NFvtPqw78+v5KaOSnzIq8XJRM6lfEOPi/LlmdLRzAvtbEBPgTrXeSH5NC0MifZym6fp2C4IgOCfaLUZZiQ7kCzrAfqzVx/QHxwV6UFhn4FB50wlXic4km7JrOFLRjE4tcuGgkC7v78ivo6jOgJtWxeR+gTQaTKw7LAcos5LDKKprJbWwAUGACweF8FN6JSaLjbhAd/oGe/DKellhfEZSCIIgOAPtC44RF/g1S86aTep7/IWinXYhtpExfqd34Aq9ZkycP29clcJtn+1jxf4yJOC/lw7uslhx/bgY+gZ7cvey/WRW6rn49a08MK0vN4yL4cm5A7l+XB/e+DWX79PK2Zlfz878elw1KsYnBDA+PoCUKB8mJgR26gV2YLRYyazQsz2vjp8yKpxq86IA143pw4PT++Gu6/nWPaKPH4Ig99pX69sJ8pQfGI6/K5uM8sq3IAeKdQYTEb5uZFXpqWhuJ8LXlZL6NnKq9AwI9WZnfj1pJY1cahcsdNepSYn0YU9RA2sPVXURHztdduTXOa/TWcd4ybeZrKywV3fMtXshr0qTA+up/YM7KXUP7+PrXJiKC5RXwevsrSHHVvo4Fs0FQSDEy4XCOgPVemO3wTLIpWg78+vZX9zIFSOjut1GQUFB4c9Gb1Wke6tK/UfHcbxpJU1YbTZM9myu1QaWDvJY9QYz9QYzZY3ygrJGJfLGhlw0KoG4IA9umxTH6Fj/ruriWhGdWkWr8ei3OYJbq10KSEAWpOy4TwG5B7incdh1KVGLIt/sKUFvtNLYZnK61Djo7me2PbfW2cdtttthOY6hp75wjUq2COOYNRJHRtpis2Gy2EiJ8iE6wJ3c6lYCPDR2Uy2ZVpOFquZ2BEHgf7uK0IgCkf7uJ+yVBllczNErbbb3nvf2s2eCsxYs33TTTRw4cIAffviBMWPGIAgC27dv55577mHx4sUsX778bA3lrNE32JPPF4/mmvd3kV7WxGVvb+fjG0Z2ycTEB3nw3R3jeebHI3y6s4jPdxXz86Eq/j6jH5cMjWBCQiATEgI5UtHMl6kl/HCwnNoWE6vSyp0TRa1apI+/G+E+rgR46PCyS6cLguwNZ7TYaDFaaDVanGI3apVIgIeWpDBvZg4M6WRb05GEYA92FdQ7LW8cE01HZtjPQ0trfRv1rUZnf3J5h6xM7jFWOWPi/Pkls5qfD1Vx04TYM3S2j0+r0cJj3x8C4JrR0d32Mby9SVYfnpcSjrtOzZINuZgsNhJDvRgU7s0zPx4B5KxzqLcrn9vLPS8ZFiGXxB+Rg+A5Q8KpazE6J+ozO5TKGi1WZ+n21MSeBc4kSWJHnhwsjztJUQuF02NaUgivX5nC3V/sZ+X+MlqNFl67MqVLWfTY+AB+vGcCD351kE3ZNTzzYyYr95fz2KwBjIr15+XLh/Dg9H4sSy1h5f5SSurbWHe4yrkAA3Jvv5+7Bp1ahdnuL1jV3N5JJESjErhoUCi3T4mnb/CJs5jebhr6h3hxpKKZ3QX1ThGqMB/52ixrNKBRiYR6u1LW2EZJvYH4IA+yqvRkV+oZGOZNSX0bB0obGRnjx4fbCthyTH/unCFh7Clq4NMdhSwcE33GKh8kSeKFtVkAXD4isst1uiy1mKY2M5F+rkzsG0heTQtbcmoRBPm6/TFDFjHsH+JJhK8buzpUZ0iS5BTri/R161KiffT8aaHO4PRB747kCB8ADtoDcwUFBYVzgd6qSJ9qD/EfDdGu7r0jrw6rTUKtElCJcrDcHQ6/X51aJMhTh8lq40iFnodXpvPMvEHdnjtR6Nm72YFDbbtjm+PxxuGYI7hoBEK8XXFpM1HR1E5xvYFQb1d8XDXd/sy259by8Mp0WowWfN20aFVil2M4GSE1QRDQqgW0iDge1/ed35eHV6ZT32rG202DVhRpaDNR3SwvVgd6avFyUWO2SuTXtPDSumzuv6DvCVW4DSYrXi4avFRCrz97pjhrtZ2rV6/mww8/ZPr06Xh5eeHp6cn06dN57733WL169dkaxlknMdSLL28ZQ6i37Fk6/83tToXjjrhqVTw5dyBfLB5NbIA7tS1G/v71QS58dQs/pVdgs0kkhnrx2Owkdj18Pl/fOoa7zotnVIwfbloVJouN7KoWNmTV8NXeUj7YWsCbG/NYsiGPdzbns3R7IV/vLeWnjEo2ZdewPa+Ozdk1rNhXxpM/HGb8c7/y6HcZTgGsjsTbszI5dvl6Rx9zdbNc4hjqJQfZpQ1tzgA5r6bFacGzv7ixU7/DRYNDEQXYXVhPxlmYbFptEvcvP0BhnYEQLxfuPT+hyzZbc2rZnF2DWhS4ZWIcLUYL72+Rg+fFE2JobrPwhd1a4Pqx0ewvbuBASSMalcBlwyJZvqcEk9XGoHBvBoR5sXJ/GRabxOAI705CZluya2kxWgjy1Dkn3N2RWamnrtWEq0aliHv9Dlw4KJS3rhmGVi3y8+EqrnpvpzMr2ZEgTxeWLhrB85cMxttVw5GKZi5/dyc3Lk3lUHkTYT6u3H9BXzY/OIUf7hrPA9P6MiEhwKnSXNtiJLuqhfSyJjIr9VQ0yYGyr5uGqf2DeHJOEjv+MZVXrkjpVaDsYJS9GsFRyg9y+TZAcb0sJBbjuFarWxlgX3FOL2tiRB/5szvy6hgX749WLVJYZ+CIvd8f5AUiXzcNhXUGZ4/wmeCrPaXsK27ERSNyx5T4Tu+1Gi0s2ZAHwK2T4lCJAks25AKyQnWknyuf7CgC5MDZaLHyi72tYmJfuaerud2CViUSF+ROlf3+5eeu7TTxc+mhfaQjjhX63Go9ltP0nVRQUFD4I+FQkU4M9cRgtFDdYsRgtJAY6nnSwdQfHZtNYnNOLe46FW72Si97dfNxaTVZEQS5VTHES0eL0cpbm/IYHevf+dzpjeiNR91kultikJWqpU6i2TZJrvw64TiMVkDCz11HlJ+bs0WqWt/1Z2azSby1KY8Wo4UQLxdcNCpEUehyDLbTVKF2/P4MCPOi3WSlttVIQ6sZtUog2t+NIE8dOo0Kd52aYC8dBpONZakl3YqG2ySJz3eXYDBZCfDQolOLiIKATi0n+wwmK5/vLumVxeTpcNYyy/7+/t2WWnt7e+Pr+9un0H9P4oM8+Oa2sSz6KJWsKj2Xvb2DZ+cPYv7QiC7bjonz56d7J/Dx9kLe+DWXrCo9t322j7hAdxaNi3FmPYf38WO4fVLr8G8tqGulvFEWu9G3WzBa5L4Itf1icNOp8NCpcdWo0NoFuCqb2tmSW8vugno+3lFEVpWepYtGdsqiOSxWcqrlybLDG7lKb8Rs79HdXVhPYa3BaROVUdbEv2cNwEUjUtti5HBFszN4DvV2ZXZyGN8eKOff32Xw1a1jf7MScqPFyoNfHWTtoSq0KpElV6d0KlEBMJgsPLwyHZCzzlH+bjy3JpMGg5nYAHdmJ4fx0rpsWowW+od4MqVfEIs/2QvIWWQfNw2fbC8EZKVzm03i811yALFgeGd7Loe11EV2Fcie2GjPPo+O9euxh0Tht+WCAcF8csNIbv5kD/uKG5mzZBvvLxzuVFF2IAgCC0ZEcv6AYF78OYtlqSVO4b1JfQO5cXwM4+MDGBjuzcBwb+5EzqA2GMyUN7bJdgtWGypRwNtVQ6iPC4EeutNSWR7ex5el2wud9m1wVOG92O4L3jfYk625tRypbOZ8e6vA3qIG7j5PDlJ35dcjCAJT+wfxU0YlX6YW8/icgYCsNH3fBX3593eHePanTMbGBzhLnU+VwtpWnvhB9kq87/y+XfqN3tiQS22LkWh/NxYMj+RweTMr98vX013nJfDLkWqOVDTjqlFx+YhI1mRU0twuTwpG9PHj0x2FgKxAr1OrOihqd670Obqy3/P5D/dxxVWjos1spbjeQOxpHruCwm+FzWbrtXK9IAiIovK8UTixivS5gkMNO8jTBZ1GpN1ko7HNRG2LCbuLEyD7BTtElgXkJEyj3cpJEAR83DROheyO5+6Hg+W8tzkflQhqlWgv8Za62CJ5uqhpMVoRxaMK3B46NY126yjH1moRLDacr1klaGqz4OuuxdNFQ5SfQFObmTunxDM02rdb5W/HmDty7DGcrsBax3Owt7iBJb/m4u2mxlWjdp5DBFChwt9DS1lDG61GC/1CPTFbZWExk8VGelkTJXWteLl0LumWPy7g6aKhpK6V3KrWbkXHzhRnLVj+5z//yf33388nn3xCaKhcllpZWcmDDz7Iv/71r7M1jN+NMB9Xvr5tDHd/sZ8NWTXcvzyN1MIGHp01oEt5p06t4uaJcVw+PIoPtubz0fZC8mpa+ee3Gfznp0wuGhTK/KHhjOjjhyjKKntR/m69toM6lrumJrA5u4bbP9vHzvx6Hl91mGfnH/W+dogBFdcbMJgsBHro0KlFjBYbZQ1tzsxpdpWe+Xalw0PlzZitEhMTAvn5cBXfp5U7g2WA/5vZn/VHqtlX3MizPx7hnxcPOKWxH4+SegP3LNvPvuJG1HaV8mHRnft/JUnikZUZFNcbCPN24W/T+pJZ2ezMKj80sz+Vze18sLUAgPsv6EtaaRPrj1QhCHDb5Di+3V9GeVM7AR46Zg8JY1NODfm1rXjo1MxNOar82GQwO0tw56V0VYTsyHp7Ruy838GLWuEoo2P9WXH7OG78OJWiOgPz39zOs/MHMWdI15+fn7uWp+cN4sbxMbz6Sw6r0srZlF3Dpuwaov3dmJcSzpwh4cQEuCMIAn7u2i4aBmcKR9VCZmUzJosNrVp0ZpJLGtowWWzObPKhsmYenN4PjUqgoqkdtUokNsCd/NpW1h2u5OpR0fyUUcnyPaXcPTXB6UF99ahofkqvZEd+HYs+SuWrW8ecsqBGQ6uJGz9OpcVoYUQf3y590FmVet7bLF+Tj1yYiEoQePT7DCRJXngaEObFzFe3ALBwbB+8XDS8tVHOQl81KgqVKPCdvWXlggHywsAB+0JCx/sSyArhgDPL0B2iKK+QZ1bqlWBZ4Q+LzWYjPDKayvLSXm0fEhZBWUmREjArAMdXkT5X6KiGLSArSeuNXRcEuvNL7ihudaxCtuPcbcquRhLkdh8BQRb7EoAOvcmSvAP5cx0UuLtNQzs+0SGC7jgOF7WKZsFCn0D3Lj+7jsfaHaejdN4dHRXW5e/v/pnq2G9DmxmdWoVODcjTDLKq9Ngk+Xks2O23HKXwkiT1Wl37tI/lN/32Drz11lvs3LmT6Oho4uPjiY+PJyoqiu3bt/POO+8wdOhQ559zFU8XDe8vHMHdUxMQBPhidzFz3tjGIUen/jF4u2m4f1o/tj90Hv++eAAxAe60GC18uaeEy9/dyehnf+GRlelsyKzutnz6ZJjYN5C3rxkGyOPaW3S0fDPAQ0eAh2wZlV3VgigKzol3fm2Lc9KdUd5EpJ8bkX6uWGwS23Nrndnzr/eUdhpjqLcr/7lEDsjf31rA06sPOy2oTpd2s5W3N+Ux/ZXN7CtuxMtFzQfXj2DGwK6iXm9uzGPl/jJUosDLlw9BoxK5d9kBzFaJCwYEc35iEI9+dwijxcboWD/OTwziKXv2a35KBJG+brz2aw4gl2u7aFS8bZ+kXzEi0imGBrBifylGi43+IZ5OP9fuqGsxst/uwzw1sasasMLZJT7Ig29vH8f4+AAMJiv3LDvA/319kNYOpVUdiQ304NUrUtj4wBSuH9sHT52aojoDr6zPYcoLG5nxymb+81Mm23JrT/u67YkIX1dnT5BDMyDEywV3rQqrTaK4vtX5O5hR3oRWJTLcvpC0MauG2UPkPucvU0sYF+/PoHBv2sxW3rCXPcNRm7woPzeK6+WFhMzKnv2Je6KyqZ0r39tJXk0rod4uvHGMZZfZauOBr9Kw2CTOTwzmggHBfJFaTGphA25aFY9cmMj7WwrIrW7Bz13LbZPjWLm/jMxKPZ46NQvH9OFgaSP77Ytmc4aEI0kSm7Ll6o1Rxwjo1djL7R32Wj0R4u0QTPvtLLQUFE4HSZKoLC/l0iWbuOytLcf9c+mSTVSWl/6m/ukKCmcSm00ivbSJTdk1pJc2nVL5cEcFawmJNpO1y1xUQI5lHbGr491Gg5myBgM2m62L4rRjbPp2C0IHi1WO+S4HWpVdNZsOMXm3hyN1eU/T4Xl5PLXyjsfaHb+V0vnp7NfPTYtWLTrddtR2oTGHcreEHGyH+7jhrlN3OhdnkrOWWZ47d+7Z2tUfGpUocP8FfRnRx5f7vkwjq0rP3CXbuHNKArdNjuu25NbTRcMN42O4fmwfdhfWs2JfKT+lV1KtN/LZrmI+21WMTi0yMsaPsXGy2u6plMuMTwhgwfAIlu8p5aV12Xx202jne4mhXmzJqeVIRTNDIn1ICPYks1JPdlULV46Q1WCL6gzUthiZ2j+YpdsLWZNRyfOXDibcRxYS+mxXcaeM0cWDw6hqNvLkD4d5b0sBB0oaeWruIGcm+2SpbTHy1Z5SPtpW4FTgHtnHj/9eNrhbX+V3N+fxX7uY0KOzBjAyxo+/LU8js1JPgIeWp+cNZMX+cn7JrEarEnlyzkC+PVDOnqIGXDUqHpjel//tLKKkvo1ATx3XjolmV34duwrq0agEbpxw9FhtNolP7f2UV4+KOm6J7c+Hq7BJMDDcq0fRNYWzi6+7lo9vGMkr67N5Y0MuX+4pYXdhPS9clsyw6O7bSKL83XhsdhJ/n9GPNRmVrNxfxva8OjIr9WRW6nl7Ux4alUBSmDeDI7wZEOpF/1Av+gZ74KY9vVuzIAj0D/Fid2E9WVXNDAjzQhAEYgM9SC9rIre6lQsGBOOpU6M3Wsis1DM1MYgd+XWsPVTJy5cP4bVfctiZX09mpZ6/z+jHtR/s5pMdRVw6LMKZjQ301PHZTaO49oNdFNYZmP3GNu4+L54bx8d2q/TdEUmS+DG9kn99l0F9q4lATx2f3jiyS3b6hZ+zSC9rwttVw9PzBlJS38Yzq2WxvQem9cNgsvKyXYn+4QsTQYJnf8oE4PYp8Xi7aXj5S/n92clhBHrqSCtppLDOgE4tdvKa1LebqbHfOyJPYInlCKbrzrIFnoLCySKIImI3NkAdUTrvFf5MnIqic3c41LAPljZisUpONWw4Go8KgpxZPDa5bLTINlP1BjMaUWB0nD9JYV7HjM2GJDhKp62oVSpn8C3bSclxQaCHFoNJFuC12RPH+nZzp3GA/D0dX1MJ4O0qzxdOpFb+eymdn85+j/dZkEvQE0M9GRvn74x5JEk6Y8k3B2ctWH700UfP1q7+FExICGTtvRN4eGU6aw9V8fL6bH5Mr+DJuQN7tAoSRYHRsf6MjvXnybkD2Z5bxy+ZVfx6pJrypna25NSyJaeW55BLQsfHB3Be/yCmJgZ16dPtibunJvD13lK25daRU6V39iv3D/FkS04tmRVy5qhfsAerkMsjZfVdOXjeXVDPrORQOVg+VMkTcwdyx5R4Hl6Zzuu/5jB3SJizjBPgxvExBHrqeHhFOqmFDcx4dTNT+wdxydAIxicEHHfcVptETrWeXfn1rD9SxXa7miFAmLcL913Ql0uGRnRZNLBYbTzzYyYfbitwHvN1Y/rw0rpsVtizzK9ekUJzm5l/f5cBwD3nJ+DtpuFJe1b5zvPi0ahEp13Ufef3xVWjcgbfC4ZHEup9NNDdkFVNfm0rnjo187rpVe+IQ+H8wg4q2gq/PypR4G/T+jEmzp/7v0yjoLaVy97ezg3jYrh/Wt8eA1w3rZr5QyOYPzSChlYTm7Jr2Jxdw9bcWqr1Rg6UNHKgpLHTZ8J9XEkI9qBfiCdJYd6MivE76RLnhGAPdhfWO4X5ABKCHMGynhkDQ0iJ9mVzdg2phfXMHBTKU6uPsLuwHlEQmDkolNUHK3hjQy5LrhrKzIEh/JRRyb3LDvD9neOdwXCknxsrbh/H35YfYENWDS/8nM1H2wq5ZFgE0wYEMzDc29lqIkkSZY1tbM6u5fPdRU5P5MRQL969dpizr9rBj+kVvGNXqX/ukkH4uWtZ8M4OWk1WRvaR/asvf3cHJouNCQkBXDI0nPuXp1HbYiQu0J0bxvdhY1Y1G7Jk8b67psrifh/bNQZmDgzpVP3hsJ0K83bB2+3490wv+71J3959hYGCgoKCwpnnTCo696SGLUlHe5QBEOB48ZfZJtHSbmZnfl2XsdkkeVHVbAMbVtSiXI7tiHh9XDWAgItaRYvR4dIgzzlsluOLfLnrVIBAm9l6QrXy30vp/HT2eyqfFQQBterMHsNZC5YBGhsb+frrr8nLy+PBBx/Ez8+Pffv2ERwcTHj48Xs4z0X8PXS8fc0wvk8r5/FVh8mq0rPgnR3MHxrO36f3d5b5dYdOrWJK/yCm9A9CmiOXWm7NrWVbbi078uqobzXxfVo536eVo1WLzEgKYeHY6C49u8cS4evG1MRg1h2u4qu9pXKmBuhnFzXKqpJFvhwiR0fswfPoWH8yK/VsyanlmXkDnT2PK/eVcuXIKD7ZUUhmpZ5/rEjnnWuHdVodmp0cRkqkD8/+dIQf0ytZf6Sa9UeqEQRZsTfazw0/dx1atYDJItFoMFHW2EZBbavdPP4oyRHeXDM6mjlDwrvN0pc2GLh/eZpTJfjvM/px26Q4Xvslh9d+kcupH5+dRFKYF/Pf3I7BZGV0rB83T4jlpk/20GAwMyDUi5snxvLgV2k0t1tICvPi8hGRrD1UyZ6iBlw0Inedd1RxW5IkZ//klaOiOk3Oj6W6ud3przxrcFiP2yn8foyNC2DNvRN4YtVhVuwv4/2tBfyUUcm/Lh7A9KTg41YN+LprmZsSztwUuRS4uN7AgZJGMsqaOFIhZ5xrW4yUNbZR1tjmFHoDudLgkqERLBgeeVyfZQeOPlqHXRJAfLBDX0AOoEfF+LE5u4YdeXUsGhfDiD6+pBY28M2+Uu6YHM/qgxWsPljBrRObeHLuQPYUNZBT3cL9yw+w5KqhzgeUn7uWD68fwfdp5bzwcxYl9W28uzmfdzfnIwjg765FoxJpajNjMB0tPXfRiNw8MY47psShU3fOfO0tauD+5QcAeVFtxsBQnl59mP3FjXi6qHlxQTIvr8/mYGkTPm4anr90MKsOVrByfxmiAM9fmozZKmsSAFw/tg8xAe7kVrc4+5dvOKY3enuufO05xBOPh6tWvr/8VqX0CgoKCgqdOVbR2fG8dRFVhHiJVDYbnarUvQn6HGrYbvYWJZPVhtUmB2kqwGSVsElgtJw4U7m/pInXf8nuMrYwH1fUokC13ojVJu9TFORAN8hTh9Fsc6pmq0S5rNpqk3q0jQLZWgqg3SxRpW9HqxJJDPU8YWbdoVTtyHw32T2Le/PZ0+F09vt7jbkjZy1YPnjwIOeffz7e3t4UFhayePFi/Pz8WLlyJUVFRXzyySdnayh/KARB7qGbmBDI82uz+GJ3MSv2lfFTeiW3TY7jxvExJ5wYC4JAQrAnCcGeLBoXg9lqY39xIxuzqll7qJK8mlZn4Hx+YhCPzkrqksHpyPyUcNYdrmJNRiX/mNkfQRDoZ88wOybZSeFysJxT3UK72cqkvoEs3V7IxizZa/jaMdE8vkour75iZBQvXJbMvDe38fPhKl7/NZe7p3a2b4r0c+PNq4eRW93C8j0l/HyoksI6A/k1reTXtNIT7loVKVG+jE8IYNqA4B6FdsxWGx9vL+Tlddm0mqy4a1X897Jkpg0I5tHvDzktZ/4+ox/zh4Zz7Qe7ya9tJdzHldevHMq7W/LZlF2DTi3y8uVD2JBZzbcHyhEFeHreIIwWK0/+IJeGLp4Q22mhY3teHXuKGtCqxS7CRcfy7YEybBIMi/Y97s9I4ffFx03LS5cPYVZyGP/8NoOyxjZu/d9eJiQE8PCFiU5V+OMhCALR/u5E+7t3EgyrbzWRU6Unp7qFIxXNHCxtIqO8iYyyZjLKDvPe5nxeWJDM2LjjPyAcVlFljW3O1xyK1fm18nU8Ns4fgF0F9VhtEpcNjyS1sIFlqcXcOimOuUNk1fp/fZfBN7eNZclVQ7nm/V38lFHJP1ak88z8QU4le8e97MJBofyaWc2qtHJ25NVR1yorizpQiwJJ4bK3+4Lhkd2KnB0oaWTRR7tpN9uY3C+Qf8zsz3cHynhvi1wN8t9Lkzlc0cy7mx1Z58G0maw8vEJWtb9zSjzDon25f/kByhrbiPB15d4L+iJJEk/8IOsjnJ8YxOAO9m2SJLHmUCUAk/sFciJU9onQb21ZoaCgoKAgc6YVnR3fF+zlgk4t0m62YbHZUIsiLhqRNrOFuhYzAZ46p/7H8ThQ1kyEj2uXsQV5ueDpoqa21cTFg0MZFuXHLLsryqHyZvYVNfD6hhx8XDW4aFS0m220mizU6NsR7cJWNgm8XTW4adV4u6oxWm00GSzccV48w6J8e91++XspnZ/Ofn9vdfazFizff//9XH/99Tz//PN4eh7tSZ05cyZXXXXV2RrGHxZfdy3Pzh/EguERPPnDYfYVN/LSumw+2VHEPecncPnwyF5bCGlUcv/yyBg/Hpzej4yyZj7dWciKfWWsP1LNzvx6Xr1iSI/iURP7BqJViRTXG8iraSU+yIP4IA8EQZ7I1+iNhHi5EOChpbbFxKHyZsbE+eOmVVHR1M7B0iYuHxHJG7/mUlxv4MvUEq4ZHc1js5N4ZGUGL63LRq2SSyuOvaHEB3nw8IWJPHxhItX6drIq9ZQ1tNHYZsZssaFWifi4aQjxcqFPgLvTV64nzFYb3x0o541fcyisMwByIPriZcm4aFRc/f4udhXUIwjwz4sGcPmISG5Ymsreoga7MNhw9hc38MLPcnn147OT8HbV8JB9Ur54QixDIn145scjlDW2Ee7jym2T45z7lyTJWZp91cio45bSSpLEl6myl/MlJyjVVvhjMKV/EOvun8ibG/J4d3M+W3JqufC1LVw+PJK7pyacUs+5n7uWUbH+jIr1d75W12KUS5I351Pa0Ma1H+zmzauHMj2pq2idgxCvrgJUjmC5oKYVSZIYFO6Np4uapjYzB0sbmTU4jGd+PEJJfRvrDlfx0MxEfjlSzYGSRt7dnM9tk+N4cUEy9yzbz5d7SmgwmHjp8iGdqiU0KpHpSSFMTwpBkiTqWk1UNxux2Gx4umgI83HpkkXuyNpDldz35QEMJivDo3158+qh7C9p5MGvDwKyx3JCsAdz39gGwA3jYpiQEMD8N7fTYrQwso8fd09N4MtUeeFRFOClBfIYl+8pYXN2DVq16KyacbCnqIHc6hZcNCLnDzixsJ7JXqOnVpSDFRQUFM4KZ1rRuZMatiDY24uOPp9c1Go0aivaXpb1Wiy2nsemVqFRiVwwIIRJHbQyHIrRAgI6tco5DovNBsiON0gCkk3Cy1XjbE/UIYBgISagq/L1ifi9lM5PZ7+/pzr7WXvKp6amcsstt3R5PTw8nMrKyrM1jD88KVG+fHPbWF67MoVofzdqW4z869sMzntxIyv2lWI5Xl1GNwiC/Mv1/KXJrLl3IsOjfWkxWrj5072syajo9jPuOjUjYmTRom25tQC4alVE2zNV2VV6BEFw2tMcKGnERSOXhYPcc+umVXOX3a/1xZ+zqGsxcvWoaGdG+fk1Wdy/PI2mNnOPYw/ydGFCQiBXjIzi1klx3DVVFkG7cmQUU/oHERPg3mOgXNpg4JX12Ux4bgMPfJVGYZ2BAA8t/5k/iOU3j2ZPUQPTX9nMroJ6PHRq3rp6GLMGh3LluzvZmS+/tvSGkTS3Wbh72X4kSRbmmj80gjs+30d9q4kBoV7cP60ve4sanFZTT8xJ6tS7ujq9ggMljbhpVdw+Ja7bsTrYXVBPXk0rbloVs5KVfuU/C25aNQ9M78fP903kokGhSBIsSy1h8n838vTqw9TZ1ZVPB38PHdeO6cPaeycyKzkMq03i3mUHKKrrueoi0POoAJVDJTTKzw1RgFaTlWq9EbVKZLy9hGlDVg2uWhVXj5IF+97cmEuwl45/XiwHlS/+nGXXJAjjtStT0KpEfj5cxUWvbWG7/T5xLIIgEOChY0CYF4MjfIgJcO8xUG4xWnj0uwxu+XQvBpOVCQkBfHzDSPKqW7lhaSomi40LBgSzeEIMiz/eg94eGD80sx8Pfn3QLsyn4/WrUkgva+Jf3x4CZLu3kTF+5Fa38Pj38mv3nd+3SxXKm3al7znJ4c5+5OPhUEP30B1fOElBQUFB4cxwphWde/t9UX5dRWK7Q60WT1n1+dhxqEWxkxCYIHRenP2t1KsVunLWgmUXFxeam7vaimRlZREYeOKSt78SgiAwOzmMdfdN4vHZSQR56ihtaOP+5WlMf2Uzaw9VnpK9Q3yQB1/cPJr5Q8PlyfaXB8i29yAfyxh7VsvR2wvQ116KnVUpfyYlygfAaXM0J1nusf32QDlmq42rR0fTP8STBoOZh1akI0kS91/Ql39dPABRgJX7y5j64iaWbivo0Yant9hsEofLm3lrYx7z39zG+Oc28Mr6HCqbZf/j/5vRn00PTiEh2JPL393JA1/JgfqgcG++v3McAR5aZr+xjfSyJnzdNHx20yisNokblqbSbrZxXv8gHps1gEdWprO3qAFPFzVLrh6K0WLjvi8PYJNk7+SO2XqDycKzP8qqvDdPjCXI8/gCTUvtokNzhoT3WpBN4Y9DnwB3llw9lG9uG8OoGD9MVhvvbSlg/HMbeGFtFo1nwLvQXafm5QXJjI71o818tPS/O3zsAlVWm4Tefn1p1SIRdpVnRy+zY5FrQ6bcQrFoXAxuWhUHS5tYe6iSBcMjmZUchsUmcfOne8iu0nPx4DCW3TKacB9XiuoMXPX+Lm76OJU9hfUnfW9qMVr4cGsBU17YyMf2dogbxsXw0fUjOFzRzNXv70TfLvsvP3/JYG773z5ni8Sb1wzlrY35rD5YgUYl8NY1Q7FJErd8uheTVQ6ub58cT3O7mVv/t5dWk5Uxsf7cPDG20xi25dayIasGlShwy6TY7obZhVr7Ioj/CSymFBQUFBTODA515AaDucuzxqGsHBfkcUJFZ4e1U22rkSAvFxoMph6+z0SQlwtzU3qXwBgS7tXj2Bpa5e+qazF2sbrq7rhctCI6tQqLVS4N16nl0vCTPdZzhTNhFXaqnLUy7Dlz5vDEE0+wfPlyQA4Ii4uLeeihh7jkkkvO1jD+VGjVIgvH9mHB8Eg+2l7Ae5vzyatp5ZZP95IS5cNjs5JIjvQ5qe/UqET+e2kyNXojW3JqefDrg6y8bWyXun+HEJgjEAboF+LJz4ernMHy0Cg5+7y3qAFJkpjSP8hemm1k3eEqLhwUyguXJTP/ze2sO1zFK+tzuO+Cvtw4PobBEd7839cHya9t5bFVh3nh52ymJgYxISGQwRHeRPu7dZuBkiSJ5nYLpQ0GCmpbyarUk1HWxP6SRhoNR7PUggCjY/y5YmQk05OC2VvUyG2f7WOz3VvVVaPinvMTuG50NO9szueNDblYbRLxQR68f91wcqtbuPOLfbSbbYyJ9efNq4fy6i+5fLW3FFFAzvz7uXHbZ3sprjcQ7uPK43OSOo311V9ynKXZt0w8fla5pN7AWnu/5KJxfXrzo1T4gzIs2o9lN49mY3YNr6zLJq20iTc25LJ0eyG3TY5j0bg+p2UNpVaJPDV3EBe8vIn1R6rIrW4hPqhrr76LRoVOLWK02NC3m/F2lYPnaH/ZF7morpXRsf5M6ReEIMhK0BVNbYR6u3Lj+Bhe/zWXZ37MZHK/IJ6/ZDAldjGyK9/dydJFIxka5ctP907ghbVZfLar2CnMFxvozrQBIYyO9WNAmBeBHrpO7RZmq42iOvm7NmfXsP5IlVP0K9rfjafmDmR8fABf7Snln99lYLLYGB7ty9vXDuNvX6Wxu7AeT52aD68fwbbcWqdt1BNzBjIg1IsF7+ygWm+kb7AHL18+BJskcdfn+8mtbiHEy4XXrkzpVJFiMFl4ZKXcVnHNqKgedQ+OpbhebutQ7N0UFBQUzg5nQtH5WNspm2Sj1WSlpMFAoKeL8/tq9O0YLTZK6lv517eH0akEjNaeA7Sp/QO5cXxst2OrbjZislopqTfw4NcHu1hd9XRc3q4aDCYLSODlqkGSoN1yYuXrc40zZRV2qpy1YPmFF17gwgsvJCgoiLa2NiZNmkRFRQVjxozh6aefPlvD+FPiqlVx++R4rhkdzTub8vhoWyH7ixuZs2Qblw+P5JGLE3tVNuhAJQq8eFky5724ibSSRn7MqODiY5SXB0d4IwhQ3tROtb6dIE+Xo5nlKkdm2ReNSqCiqZ2S+jai/N24YkQUb2zI5b0t+cwcGMLAcG+emJPEQyvSefWXHDQqgTumxDOijx9r7p3Il3tK+GBLPoV1Br47UM53B8qdY/Bz1+LpokYtCkgStJosNBrMXRSwHbhpVYyK8eO8/kFcMEDu5fw+rYyLX9/mFGZQiQKXDo3g3gsSKKhpZe6b25yiZXOGhPHU3IF8vquY/6zJRJJgSr9A3rpmGO/ZA2qAJ+cOZEq/IF5Zn83aQ1VoVSJLrh7a6WdwsLSR9+ziQ4/PTjqh5+y7m/OxSTAhIcB5nhX+vAiCwJR+QUzuG8jaQ1W8sj6bzEo9/12bxUfbCvm/Gf26tTXrLfFBHkztH8T6I9Ws2FfK32f073Y7D50ao8VES4fKjWh/N7bkyL7oIJdrD4vyZU9RA2syKlk0LoZbJ8WxfE8JxfUGXlmfw0Mz+/PR9SO49sNdZJQ1c9k723lizkAuGxbBE3MGsnBsH97dlM93aWXk17Ty9qY83t4kK8Dr1LLOgFoUaTdbaTCYulhwxAa4c+OEGC4bFkljm4k7P9/P6nS5TWTagGCenT+Ivy1PY2OWLLL3/sLh1OiNPPBVGgCLJ8Rw2bAIbv50L4fKm/F31/LBwhG4a1U8vDKdTdk1uGhE3r1umLM8HeTFt39/d4jCOgMhXi78bXq/Xp1/i9XmvKfEBfauPE9BQUFB4fQ5HXXknmynzFYjRouVhlYToihgs0kY7f3Hfu46tCoRrVqgrLG92+910YjcOD6227HZbDZMVis6tYife89WVz0dlyNzXNdiorrFeNaVoH9vzqRV2Kly1oJlLy8vtm7dyq+//sq+ffuw2WwMGzaMqVOnnq0h/OnxctHw4PT+LBzTh/+syWTFvjK+3FPC5pwa3rgq5YS2UB0J8nJh8YRYXl6fzdub8rhoUGin7I+7Tk18oAc51S1klDVxXn8X+oc4FLH12GwSrloVyRE+7ClqYFteLVH+UVw3Npp3t+Szv7iRbbl1jE8I4IqRUVTrjby0LpsXfs7mSKWeJ2YnyX2Yo6O5emQU+4ob+CWzmj2F9Ryp0NNitFDfaqK+tfvSVT93LdH+biQEeZAU5k1ypA+JIZ7k1rSwKbuGOz7fx96io1lxN62KS4dFcNP4WBrbTDyyMoNf7WWn/u5aHp2dxNg4f+778gDrj8ivXzkyksdmJfHS+myn1+v/zejP1aOiWb6nhFfWy1ZTT85NYkiHDL/BZHGWZs9KDjuhWFBVcztf7pGFvW6fHN/rn6HCHx9BEJgxMIRpA4L5Pq2cl9ZlU2xfWf5idzHPX5rcbVa4N8weEs76I7LifU/BsptORV0rtBqP2htF23uvHJlRkD299xQ1sCqtnEXjZAX+J+YM5JZP9/LO5jzGxwcwPiGALxaP5q4v9rMxq4a/f32Q1Qcr+MeF/ekf4sVzlw7mnxcn8mtmNZuyazhQ3EhBnWzvVtXcuW/bVaNiQJgXI2P8OD8xmKFRPjS1mVmyIZf3t+TTarKiEgXuv6Av84eGc8PHe0gracRFI/L+dSNQiQKLlqZitkpcNCiUh2b055Fv5WvaEUxH+rnx0rpsvthdgiDAa1ekdFK/BvhoWyFf26tFXro8udeLjkcq9BgtNjx1avr4K8GygoKCwtnkVNSRj2c7FeXnSkVTO5F+btx9Xjyv/ZpLSX0rod6ysrUkSTS1mVGJYLWBWgSdRoVWJRLiqaWm1eK0rOo4ttpWI6+uz6G0wdArq6uejgv43ZSgf0/OtFXYqfKbB8u7du2ivr6emTNnAnDeeedRUlLCo48+isFgYO7cubz++uvodErfV28J8nLhpQVDuHJkFA98lUZRnYEr393F85cOZm5K7/2qrx0TzZKNuWSUNXOovJmB4Z1V5gaFe5NT3cLB0ibO6x9sF+cRMZisFNUbiAlwZ3xCAHuKGtiUVcOVI6MI8nThqpFRLN1eyFOrD/PDXeNRq0TunpqAj5uGJ1YdZvXBCrZk13DD+BiutCtED+/j5/Q2lSSJBoOZan07rUYLZquEKAi4alR4u2oI9NThqlVR22J0Wuu88WsOe4oaOpViAwyP9mXe0HAuGhTKnsIG/rHyINvsXqoqUeDqUVHcd34Cm3NqmfbyZupbTWhVIv+eNYD5KeH87as0fjgoZ7gevrA/N0+MY/XBCh765qgy7+Ujojrt87HvD5FX00qQp44nZncuze6O13/NwWSxMaKPL6Nje7/gofDnQRQF5qbItkofbSvgtV9y2FfcyMWvb+GxWUlcMTLqxF9yDJMSAhEEyKtppbq5naBulNbd7eXeHTUBHJZkJR2C5YsHh/LUalmFv6iulWh/d6YnhXDFiEiWpZZwx+f7WHH7WOICPfhg4Qje2ZzHK+ty2JRdw6bsGs7rH8SC4RFM6hvEnCHhTissk8VGVXM7TW1mLDYJnVrE30NLgLsOURRoM1nZnlfL35ansTq9wlk1khzpw9NzB1LTYmTW61upbTHh46bhg4XDMVslFn642ykC9tLlybywLptlqSWIArx+ZQopUb7O8wzw5JyBTDtGOfzH9AqeXH0YgIdm9j+hFVdHNufI7RyjYv3+EhMWBQUFhT8aJ6uOfCLbKV93LdXN7TS1WahubsfP/WgLUbvZhtEiW0qpRdkyMNTL1Vk16OMmdLKscowtvbSJ6ub2k7K66um4fi8l6N+TM20Vdqr85sHyY489xuTJk53Bcnp6OosXL2bhwoUkJiby3//+l7CwMB577LHfeijnHCP6+PHj3RN44Ks0fsqo5P7lB9CoRC4a3DshAj93LRckBrM6vYLvDpR1CZaTwr1Zsb+MQ+WyMJtaJdI/1Iu0kkbSy5qICXC3lyPnsCWnhnazFReNirunJrByfxmZlXre31rArZPkft3rxvQhOcKHh1akc6SimVfW5/DqLzkMDvcmJcqX+CAPQr1d8HLVoBYF2QjebKO53Uxti4nq5nZKG9oorjeQX9vabdbZXatiVKw/U/oFMjUxiEaDhVUHy5n56hYq7BY6KlFgTnIYd01NQN9u5tb/7WOXXcisf4gnLy6QbaXmv7WdzEo9alHg2fmDuGx4JN8dKOP+5WnYJFgwPIL/m9G5bPPzXcUs31OKIMArlw/BtxsP2Y7k17TwxW45q/y3af263AwUzi20apFbJsUxe0gYf//6IFtyanloRTrZVS3886LEkwq8vN00JIZ4cbiimd2F9V1aKQCnpZPBdDRYdvgvF3UIloO8XBgXH8CWnFqW7ynhwelypvqx2UlkVenZXyz3Kn920ygSgj25fXI8MweG8t+1mfyYXsmvmdX8mlmNVi0yJMKHpHAvYgPcCfSUvSVVooDZaqO0zcy23HYK61o5VN7MobLmTuqfA0K9uGNKPClRPvx3bRYr95cB8nX5zrXDyChr5r7lBzBZbIyL9+fda4fzzqZ83tool3w/PW8Q05JC+HpvKY+vkgPh+y/oyzWjozudlw2Z1dzTQeV+8YTeiXqBvJi3Kk1uF+nJfk9BQUFB4Y9Fb22nyhoNXbaz2GxIkqyHgwCSDbu1k6rTZ4+1rDrTVld/Nf4o5+83D5YPHDjAk08+6fz/smXLGDlyJO+99x4AkZGRPProo0qwfIq469QsuWooj3ybzhe7S3jgqzT6hXgQH9S7vteLB4eyOr2C9UeqeeSiAZ3eG2QPnjPKmpyvJUd4k1bSyIHiRmYnhzEo3JsQLxcqm9vZklPLBQOC8XPX8shFifz964O8sDaLYdG+jLBnjZMjffjhrvGsTq/g0x2FpBY2kFbaRFppEyeLIEAff3eSwrwYEunDsGg54D5Q0sjGrBquem+X01sZwNdNw2XDI7l2dDQNBhP/+ekIaw9VAXJf5R1T4rl5Qixf7yvl6dVHaDNbCfDQsuSqoYyM8eODrQU8tfowkgTzh4bz7PzBnYLb7bm1/Pu7DAAemNbvhD0UkiTx5A+HsdokzusfxOgOvroK5zah3q58vGgkb27M5YWfs/lwWwEWm43HZyed1ILJ8D6+HK5oZl9RY7fBsqeLfIvvaNHWJ0AOlhsNZhoNJnzsthNXjoxiS04ty3aXcNd5CbhoVLhoVLx/3XCufn8XmZV65r+1nRcuS2Z6UggxAe68efUw8mta+DK1hNXpFZQ2tLG7sJ7dhfVdxtIT4T6uTE0MYm5KOIEeWj7aVsT9yw9gtNgQBFg0Nob7LkhgyYajfdAXDAjmtSuG8NamPGf2+JELE7lyZBQ/HCzn71/Lvcw3jItxWtg52JBZzS2f7sVslbh4cChPzBl4Uud8T1EDmZV6tGqRCwcqFm8KCgoKp4rNJvWqvLi32x2PjvZMOlGk3SSrTKtFERetiNFqBQma2+XFZaPViougcmaVQcImgYDQaxunjvt0Ebtq13T3OYvFxqqDFZQ1Ggj3cWPW4FDU6lM3LzoT5+734lTO32/Bbx4sNzQ0EBx8dPV906ZNzJgxw/n/ESNGUFJS8lsP45xGFAWemjuIkvo2tubW8s9vM/hi8eheTQDHJwSgFgUKalud5ZcOBoR5IQhQ0UHka2iUL5/sKGJPUb1z3xcNDuWDrQWs2FfKBfb+3MuGRbApu4bVByu4cWkq/7tplLNfUCXK1lizk8Ooam5ne14tGWXNFNa2Uq03om83Y7ZKqEQBF42Ip4sGXzctwV46wnxcifJzIybAnbhAD6ySxP7iBlILG3h+TRZ7ixswdRAA06pFJvcNZM6QcCb2DWBjVg1/W57mnMwLAswdEs7fpvWl1Wjluo92O+2yxsT688oVQ/Bx0/Dwygy+2F0MwMIx0Tw6K6nTzeZQeRO3fLoXi01idnIYt08+vvo1wNpDlWzIqkGjEnjkosQTbq9wbiGKAneel0CotysPfJ3GJzuK6OPvzg3jY3r9HY7rcW8H1fqOOCob6jpUYbhp1YT7uFLW2EZOdYtzIWvagGDn61/tLeVaezbW30PH54tHc8une0gtbOCWT/cybUAwD0zvR99gT2IDPfjHhYk8NLM/BbWt7C1qIKtST1G9gdoWI61GCxabvDLs6aImyNOFKH83+od4khzhg7ermg1ZNbxqr1BxiH8Ni/bl3xcPwE2r4poPdpNW0gjIYl4PTOvHU6uP8OlO2Wrq/2b0Z/HEWH5Mr+CeZbJewBUjIvnnRYmd7oNrD1Vy5+f7MFslZiSF8PLlQ3r0au8JR3A+PyUcbzfF4k1BQUHhVOitwvGZUkJ22DMdLG3EYpUwWY9mi1UCmG0SKkHkmz0l6I1W6g1GNCoRq01CkuReZQsSIhJuOjUu2s42Tomhnl1snBz7PFKhJ8RL7PQ86u5z723OY8nGPPRtZmzI/r6P/3CIOybHsfgEriqnc47/qJzs+fut+M2D5eDgYAoKCoiMjMRkMrFv3z4ef/xx5/t6vR6NRplwnC4qUeA/lwxi6oub2Jlfz+6Cekb1IlPp6aJhaJQvuwvr2ZJT2ylY9tCp6RvkSVaVnn1FjcwYGMLIGHlinVHWRFObbEdz6bAIPthawLrDVVQ2tRPiLTfhv3BpMpVN7ewtauDyd3by+JwkLhsW0emXPdjLhXkpEcxLOfExtputZFbqSS9t5OPtNRwsbSK7Ws+xtq7BXjomJgRyXv8gxsYHcKSimR8OlvPIt+nOnma1PWC/bXIcni4aXvs1hy9TS7DaJFw1Kh6Y3o9FY/tQ0mBgwdt7SCttQhDgHzP7s3hCbKdjyK7Sc+0Hu9EbLYyM8eP5SwefcKGiyWDm398dAuCWiXHE9dKuRuHc45JhETQYTDy1+gjP/HiEUbF+JIX1rvdmWLRs33a4vMnZBtGREHsfc2VTZwXPfiGelDW2caSi2Rksq1UiiyfE8Niqw7z+Sw7zU8Jxt5dx+7lr+eym0by0Lpv3tuTz8+Eqfj5cxagYP2YODGFsfABxgR7E2v/0hMlio6iulSP26/ijbYUcLG3spI49Lt6fmyfGMTjcizc3yur/FpuEp4ua/8wfzPj4AG7+dC+bsmsQBHhsVhILx/ZxtkhYbRLzU8J5et6gTgtaHd+/aHAor1w+BE0PpV09sfZQJVtyap2q/goKCgoKJ09vFY7PpBKyKApMTAhgR14dVpuEWiXYBbsk2u0amL7uKoK9XBGa26httWG12VCLOBdVLTawAS5qEckG7dbj2zidjNXVe5vzeG5NlnNsagFskjxffG5NFsBJBcx/BBXp0+VMWIWdCX7zYHnGjBk89NBDPPfcc3z77be4ubkxYcIE5/sHDx4kLu7kV0sUuhLh68b8oRF8sbuYL1NLehUsg5xd3l1Yz/a82i69fcP6+JJVpSe1sJ4ZA0MI83ElLtCdvJpWtuTUcPHgMBJDvRjRx5fUwgY+2JrvLOd21apYumgEt3+2jy05tfz964N8trOIReNimNI/yOn7eiwWq42yxjZyq1vIqtKTXannSIWe3JoWrN2YkEf4ujI82pcRMX6MivEn2EvHttw6NmRW86/vMqhtOZpVC/FyYcGISK4aGYXJYuP9rfksSy1xZqOnJwXzz4sGEOHryue7i3lm9RFaTVZ83DS8fPkQpvQL6rTvjLImrvtwN/WtJgZHePP+wuFdApbu+Pf3GVTrjcQGunPnecqk+6/OjeNjSC2sZ+2hKh5ekc7K28f16uYf4etKkKeOar2R/cWNjInrfM07+pMLals7vT4w3JtfM6vZX9zIdWOOvn7lqCg+3FZot4zK7tSaoVWLPDSzP/OHhvPyumzWHKpkV0G9s99fpxaJ9HMj0EOHh4sajUrAYpVoM1tpajNT3WykWt/exTYKoG+wBzMHhjI3JRx3rYqPdxRy52f70NuFyc5PDOLJuQMpb2zjote3UNrQhotG5OUFQ5g5KJSl2wp4/Ae5ReLSYRE8d8ngThnjz3cV88i36XILRUo4z186GPVJBspVze08vEL2Y148IdYplKbw18VmsyEdu1rbDVar9YTbKCj8VeitwvHIPn5nVAnZZpPYnFOLm1aF1SZnlq02OWMMIArQbi+3brfYEO3BquN9QRBwUcsZ6OZ2CwjtaFXiCW2cemN1ZbHYWLIxD6tNQqsWEAXROSZRsGGySCzZmMeisTG9Ksn+o6hInwlOxyrsTPGbB8tPPfUU8+fPZ9KkSXh4ePDxxx+j1R6tLf/www+ZNm3abz2MvwzzUsL5YncxG7KqkSSpV6XYY+P8eWkd7Myvx2aTOl04o2P9+XxXMdtya52vnZ8YTF5NPj9lVDr7JG+fEs+ij1L5ZEcR14+LIdzHFZAz10sXjeTdzfm8/msOaaVN3PvlAWe/cYiXC65aFRabRHObmRq9kcrm9m6DYpAzXAPDvUmO8GZQuDdDonwIcNdxqLyZzTk1/PPbdPYWNWDuYBzv5aJmWlIIc4aEMSrGn232UvVfMqucWenh0b48OL0fo2L9yaxs5vJ3dzrLsUf28ePlK4Y4j8nBttxabvl0Ly1GC4PCvfnkhpG9sp75em8p3x0oRyUKvHBZcq+Ca4VzG0EQeHLuQLbl1pFW2sSqg+VORekTfW5MnD/fHShnW25tl2A5we7ZfaRC3+l+MNKeTd6eV9vpdZ1axWOzB3DD0j28v7WA8QmBTOob2Ok7+wZ78tY1wyhrbGP1wXI2Zdewr6iRNrOV3OoWp/9wT7hrVSQEezIw3IuhUb6MivUn0EPH5uwanl+TybrDVVjs13//EE/+b2Z/Rvbx46V1cm+3JEGknytvXT2MxFAvnlh1mA+3FQBw3ZhoHuvQIiFJEm9vyue5NZkAXDs6msdnJ5305KDVaOGmj/dQ12oiMdSLu6cmnNTnFc49bDYb4ZHRVJaX9v5DJ46rFRTOeXqrcLzqYMUZVUJ27DfYywWdWqTdbKPVZKFG344oCAiCgNFio6nNgtFic1YeWW0SQZ463LRy6XW72UqTwcId58UzLMq3Vz3AJ7K6WnWwAn2bGbXqaKDsQBRE1Cob+jYzqw5WMG/oiecGfxQV6TPFqViFnUl+82A5MDCQLVu20NTUhIeHBypV58Dgq6++wsNDKUE9UwyJ9EGrEmkwmCltaOtV9mNwhA+uGhX1rSayqvQkhh6t/R8X548gQGalnoqmNkK9Xbl4cBjvbM5n/eEqZyn25L6BjIrxY1dBPY+sTOej60c4L1CVKHDb5DguGRbO57uKWZVWTl5NKwW1rV0yXg50apGYAHcSgj3pF+xBYqgXA8K8nCtk1c3tbMyu4ckfjrAtt7aLMnaUnxvn9Q9iamIQo2L8yKzU88PBCh74Kq2T5+vEvoHcOimWMbH+VDUb+ceKdL5MLcYmyV6wf5vWl0XjYjplqSRJ4rNdxTz2/SEsNolRMX68t3B4rwLlQ+VN/PNbOTt179QEhkb5nvAzCn8NgjxduGViLC+uy+bVX3KYNTisVw+CiQmBfHegnF8zq3lgemd19qQwLzQqgdoWI8X1BmebxfA+vrhpVVQ1G0krberkE35e/2CuHBnFF7uLueOzfXx640hSuvk9Dfdx5eaJcdw8MQ6rTaKk3kBpQxt1rUZajBasts6WbwGeOsJ8XAj0kO04mgxmtuTW8OLaLH7JrO4kQjY82pebJsRyXr9Avk0r57wXNzqv2/lDw3lsdhImi43rP9rNlhx5Ie/B6f24fXKc875js0k8+9MR3tsiB9K3T47jweknrzjfarRww9JU0sua8HPX8vY1Q5UFLgUkSaKyvJRLl2xCEI+f6bFZzHxz13lKrKygwOmpUne3XW+VkDvuVxAEe6LGBgjys1YCSQKztbPyNciVVQ6bKJ1KBYKFmAD3kwo0j2d1VdZowAaoe3g8iQJY7dud7LF2x59RhftkrcLOJL95sOzA27v7A/TzU3xlzyRatUifADeyq1ooqG3tVbCsVYuMivVjY1YNW3JqOgXL/h46hkb5sreogbUZlVw/LoaB4V70D/Eks1LPV3tKuMnew/vU3IFc9PpWNmbV8O7mfG6Z1Lm8PsjThXvP78u95/elRm8kp1pPjd5Iu9mKShTx0KkJ9NQS5uNKsKdLp0BBkiSOVOhZnlrK+iNVpHdQ6Aa5v3p0rD8T+wYwISGQaD839pc0sPZQFY+szKC4vrMq9ryUCK4aFUV8kAcl9QYe/f5Qp3LsmQNDeOSiRCJ8O5+/NpOVf3+XwVd75WzCnCFhPHfJ4F5Nnqub21n88R7azTYm9wtUeh4VurBofAzvbcknv6aV9UequngDd8eU/kGIAhyuaKa4zkCU/9HfWReNipQoX3YX1LMpu4brxrg7Xz8/MZjv08r5em9Jp2AZ4LHZAyiobWFnfj1XvbeLp+cNZF5KeI+BpkoU6BPgTp8A927fB6hvNbGvqIHUonp25teTfkyvcoCHjtnJYVw2PIK4QA9WpZUz47Ut5NfIC2qRfq48MXsgU/oHsSm7hge/SqNab8RVo+K/lw3upAZutFj5v68P8u0B2eLJ4ZF+stTojdz0cSpppU146NR8sHB4J10HBQVBFBG7UWntiCQqZdgKCg5OrEotKxyH+7idUSXkTvsVRBrbzBhMViRJQpLkZ5sggEYlIgj2QhB70Nwb5evTIdzHDRG57Lu7NXJZhVverjf8UVSkzxXOWrCscPYI8XYlu6qFqub2E29sZ1LfQDZm1bAhs6bLpPLCQaHsLWpg5YFyrh8XgyAILBzbh3+sSOf9LQVcMzoaF41cWvmvixL513eH+M+aTHzdtSwYHtnt/gI9dQR66k44rqxKPavSyvnhYHknGyiAwRHeTOobyISEQFKifJAkuaz03c35rDtcRW3L0Qyyi0Zkav9gZiWHMaV/IBpRZEd+HS+szeLnw5XOSfuIPr78fUZ/p+hRRzLKmrhn2X7yaloRBXhwen9unRTbq0yVvt3MoqWplDe1ExvgzquXp/zh+0QUzj4eOjVXj47mrY15vL+1oFfBsp+7lrFxAWzNrWXl/jLuOb9zifAFicHsLqhnVVo5143p43z9ihGRfJ9Wzjd7y7j3/L4EeBy9HnVqFR8sHMFtn+1jc3YN9y9PY/meEm6ZFMeE+IAT9vvWt5rIqtRzuKKZjLIm0koaye+miiQhyINJfQO5YEAww/v40WAw8WVqCYs+SqXSfv/ycdNw++Q4rhvTB4PJyoNfpTkXq+KDPFhy1VD6hXh22vdt/9vLroJ61KLAc5cM5pJhESc8j8eyv7iB2z/bR0VTO75uGj5aNLLLooKCgoKCwslxPFVqrUpErRIYHOHDrMGhrNhfesaUkB373VfUQJvZ2mmx1mqxIQDuOhXermoa20TazLKVlKu2d8rXp8OswaE8/sMhmgxmRMHWqRTbJtmwWCW83TTMGtw7u8I/ior0uYISLJ+DeNm9VfV2r7jecF7/IB5fdZjdhfWdvFdBzp7+56cjpJU0klHWxMBwb+YPDef1X3Iob2rng60FzizpNaOjyatpZen2Qv7+9UEKalu57/y+aE/CI66yqZ3v08pYsa+MzEq983WdWmRi30AuSAxmcv9AgjxdsNokduTV8fCKdNYeqnT644HsMTulXxAzBoYwuV8gblo1JfUG3t2Uz9f7SinqEHxPSAjgtklxjInz7xL8tputvPZLDu9sznf2rrxyxRDGxvVOVMBgsnDjx3s4VN6Mv7uWjxaNUCxnFHpk4Zg+vLs5n90F9RypaO5U6dETlw6LYGtuLV+mFnPHlLhOweys5DD+syaT1ELZ0skRWI6J82dwhDcHS5t4ZX02T80d1Ok73XVqPlw4nLc35fHar7nszJczwt6uGoZE+tDH3w0vVw0C0GK0UtdqpLyxjYLa1k6ieh2JC3RneLQfI2P8GBvvT6i3K1abxLbcWu5etp+fD1U69QYCPXUsGteHa+2LcV/sLualddk0GswIgnyeHprZv1NVx+HyZm753x5K6tvw1KlZcvVQJh7Tc30iJEnig60FPLcmE7NVIjbQnQ8WjiDmOFlzBYXfgxMJhynCYgp/RHpSpbZJYDBZUdnfV6vFM6qELIoCUb6uztadY5FwZHUFvFw1GEzy9ePtqumV8vXpoFaL3DE5jufWZGGySKhVRwXGLHYr1Tsmx/Xab/mPoiJ9rqAEy+cgbva+ijZz7x+U0f7uztLqNRmVXDEyyvlegIeOGQNDWZVWzntb8nn1ihR0atle6f7labz+aw4XDgolJsAdQRB4dNYAdGqRdzbn89bGPNYdruKu8+KZnhTSY7lyaYOBXzOr+TG9gl0F9U7hLa1KDpBnJYdyfmKw08qmvLGNl37O4ss9JZ16kAM9dVwwIJgZSSGMjvVHqxapazHyzd5Svj1Qzt6io360njo1c1LCuHZ0n06ZKQeSJLH2UBVP/3iYkvo2AC4aFMqTcwfi59670hWHMNDugno8dWo+vmGkUsapcFxCvF2YnhTMj+mVfLKjkGfnDz7hZ2YMDMHvBy3lTe38lFHJrOSjJckh3i5MGxDMTxmVvLkxl1evkH3aBEHgoZn9ueq9XXy2q5iLB4cx+hgFfbVK5M7zEpibEs4HWwv4dn8ZDQYzm7Jr2HSCMUX4upIY6sXAMG8GR3ozJMLH6fsMUFxn4KWfs/hqbykVHaythkT6cO3oaC5ODkUjivyYUcGLP2c79Q36h3jy1NyBDO9Q/SFJEsv3lPDo94doN9uI8nPj/YXD6Rvc9bo+HtX6dv7+9UE2ZtUAcjvGc5cO7pUegYLC2UKy2UBUodOduDpL/sBvOx4FhZOhJ1VqQZDnrypRZHNOLTeOjz2jSsgWi43VGZWAsxUZ6Zh/69utVDa3oVOrnFnXuhYT1S3G31yB2WEL5fBZttrH5u2mOSWf5T+CivS5ghIsn4Po1HJAarT33/aW2UPCyFyTxTf7SjsFywC3TIxlVVo536eVc/vkePqFeDIvJZxv9pWyLbeOOz/fx9e3jsVVq0IQBP5xYSLJkT7869sMcqtbuGfZATx0aoZF+xIT4I6HTk2b2Uppg4GMsmbKGts67W94tC9zU8K5eHBopyz34fJm3tyYy08ZlU7FbB83DRcOCmV2chgj+/ghigJtJis/ZVSwYl8ZW3NrndsKgqz+PT8lgpmDQnDTdn8J7LSXaO+xB9eh3i48OiuJGQNPXBbroKHVxA0fp7K/uBEPnZqlN4xkYPgfX3VQ4ffn+rEx/JheyYp9ZTw4vf8JF2dcNCquGxPNK+tznItXHUXp7pgSz08ZlXx3oJwbx8cwOMIHgLFxAVw+PJIv95Rw1xf7+faOcV1U30G2pXt0VhKPXJjIofJmMsqbKGtoo8Vu7eSqVeHvriXU25VofzfiAj2cC1sdMVqsrMmo5IvdxezMr3e+7u2qYXZyGFeMjCQpzBurTWJNRiWv/ZJDVpVcXeLvruXe8xO4cmRUp8x5o8HEI99msPpgBQCT+wXyyuVDOt03esPPhyp5aEU69a0mdGqRf148gGtGRZ20IJiCwm+PBDYrl7yxCfE4LRGKsJjCH5HuVKmdPcsakXaLrZNS85lSQnYoTmtUAipBQAJn+bcAWCUJq03ikmGRzBoc5gyWz6YC8+KJcSwaG8OqgxWUNRoI93Fj1uDQXmeUj+X3VpE+V1CC5XMQh2Jf+0lklgHmp0Tw4s/ZpBY2kFnZTP+Qo+WfA8O9mTkwhJ8yKnl81SE+u2kUgiBbH1302lYOlTdz1xf7eeuaoU65/QsHhTIuPoCPtxfyxe5iKpra5YxUdk2XfatEgZRIH6YlBXPhoNAuwlo5VXr+uzaLnw9XOV8bHevH1aOimZYU7FwgyKxs5tMdRXx3oNw5kQe5v3l2chizksMI9nLp9vglSWJjdg1vbcxz2ka5aERuGh/LbZPjup3890RRXSuLlqaSX9OKt6uGpYtGdKsorKDQHSP6yHYUh8qb+d/Ool5ZFS0aF8MHWwvIrmphxb5SLuugFzAw3Jt5KeGs3F/GQ9+k8+0d45ytEY/OHkBaaSOZlXqueX8Xny8eRah314AZ5ExzcqQPySfZu1vW2ManO4r4MrWYBoOsei0IMD4+gMuGRzLdfg1brDa+3V/G67/mkGcX9vJ0UXPT+FhunBCDxzHX4NpDlfzz2wxq9EZUosD9F/Q96dIyg8nCkz8c4YvdxQAkhnrx6hVDTjorraBwtjmRuJgiLKbwR6Q7VWo4+nvcnVLzmVBC7qg4LQgC9orro/tAworcythxX2dbgVmtFntlD9Vbfk8V6XMFJVg+B3H0LDeepCR8x/LPdzfn89KCIZ3e/8fMRH7NrGZ7Xh3LUku4cmQUod6uvH3NMK75YBfrj1Rx2//28fqVKc6A3dtVw91TE7hzSjyHyptJK22ktKGNdrMVnUYkxMuFvsGeDI7wxrObUscavZEXf85i+Z4SWQ1QgIsHh3HbpDgG2Ff9JElia04tSzbksiO/zvnZSD9X5g0JZ25KOLGBPduTtRgtrNxXytLthc4JulYlsmBEBHdOSSDEu/vguie25tRy5xf7aDSYCfN2YekNI5WJt8JJIQgCN0+M5Z5lB/hoWwE3jo854WKNt6uGO6fE8+xPmTy3JotpSSF4ux69ph6+MJENWdUcrmjmhZ+zePjCRADctGo+vH4El729g4LaVuYt2c5b1ww9I4s7e4saeH9LPmsPHRXRC/V2YcHwSBaMiHRmsa02iRX7Snn911xnubWXi5rrx8Vw4/iYTscBchvGY98fci6exQW689KCIScdxKeXNnH3sv0U1LYiCLB4Qix/m9bXufimoKCgoHAUm0067SzliZSa2y2yQnVhTesZzYR2VJwWBAlJ6pBZFk5ecfq34kycY4UzixIsn4OE2LNCpQ1tJ9iyK7dMjOPHdLlc844p8cR1CDKj/N14YFo/nv7xCI+vOsSQSB8SQ70YGePH29cM5db/7WP9kSoueWs7r12ZQnzQ0c86VrZ6u7rVbrbywdYC3tyQS6tdZGF6UjAPTu9HfNDRwPNASSNPrz5MaqFcLq0SBaYnBXPNqGhGx/of9waTUdbE57uL+W5/mXMfHjo1V4yI5MYJMT1m13rCZpN4a1MeL/6chU2C5Ahv3r1ueI+ZbAWF43HRoFBeXpdNYZ2BpdsLe2U1tmhcDF/uKSG/ppWnVx/m+UuTne8Feur4z/xB3Pq/fby7OZ8BoV7MTZFXr8N8XPnyltFc/1EqudUtXPr2Dm6dFMvtk+NPqqICZI/KtYcqeX9LAQdKGp2vj43z5/qxfZiaGOwsEZckiXWHq3h+bRa51S2AbO1204RYrhsT3WUBzWSx8eG2Al77JQeDyYpaFFg8MZZ7piaclPexzSaLeD2/VhbxCvV24cXLkpUeLgUFBYUe2J5b6+x/NVslNCqBuCCPk+5/PZ5Ss77dTFljG6Ig8MaG3FPeR3d0VJy22IUkO/YsAyelOP1bcKbOscKZRQmWz0EcQWpmpR5Jkk6q5y450ofzE4NYf6SaZ3/M5P2Fwzu9f+P4GLbk1rI5u4abPt7DitvHEuzlwnn9g/nfjaO4/bO9HK5o5sLXtnDLxFgWT4w9KXEco8XKN3vlMkyH6E9yhDf/unhAJ0GfRoOJZ348wvI9soWMVi1y1cgobp4YS1g3PZcODCYL3x8o57NdxZ28mmMD3bl2dDSXDovoNsN9Isob23jw6zS25cqZ7cuGRfDk3IEnNYFXUOiIWiVyz/kJ3PdlGm9vzOPKkVEn7F3WqkWeu2QwC97ZwfI9pZzXP4gZA48++GcMDOXWSXG8vSmPB75Kw8tVzXn9gwG5L3nF7WN5ZGUGq9LKWbIhjy9TS1g4pg+XDIs47nUlSRI51S18d6CMr/eWOkX3tCqROUPCWDwxtkt1RWZlM499f8jZu+ztquHmibFcP7ZPtwH61pxa/v19htN3eVi0L0/PG9ipXaQ3VDe387ev0pyKqDOSQvjPJYNOusdZQUFB4a/C9txaHl6ZTovRgq+bFq1KxGS1caRCz8Mr03lm3qBeB3M9KTU3tJmotM/7grxd8HHVnPI+ukOtFrloYAif7S7p9HrHnv6LBoaccn/w6XImz7HCmUUJls9BEkM90alF6ltNHKnQO8uVe8tDM/uzMauG9UeqWHuokukdvF5FUeC1K4Yw/83t5Ne2ctV7O/li8WiCvFwYGePHD3dN4KEVsprs67/msnRbIZcMi2BWcijJET7d+rNKksSRCj0/HCxn+Z5Spz9ymLcLD87ox5zk8E4Z4l8zq/i/b9Kp0cvbzR8azt+n9z9uuXRFUxsfbi3gy9QSp72URiUwPSmEq0ZFMSa2q2VUb5Akia/2lPLk6sPo2y24alQ8PjuJBSO695dWUDgZ5iSH897mAg5XNPP8mkz+c8mJlbFH9PHjlolyQPzgVwfpF+LVyfbo79P7Ud7Yxvdp5dzy6V5euTyFi+wr6V4uGl67YggXDQrl2Z+OUFRn4MV12by4LpukMC9Sonzo4++Ol6sGq02irsVIbnULqYUNnUT6Ajy0XDUqmmtHR3fxU283W3l5XTbvby3AapPQqUVuHB/DrZPjul1Yq2pu54lVh1mdXuH87odmJnLJ0PCTvmY3ZFbzwFdp1LWacNGI/OviAVw1UhHxUlBQUOgJR9Vci9FCiJeL837pIqoI8RKpbDby1qa8E1bzdeRYpeZGq43mNgsqUSDcx9WZtDidfXR3HMUNbbjZRcQ6+iyLArioVRQ3tGGzSWe97Pm3OMcKZw4lWD4H0alVTOwbyLrDVazYV8qAsAEn9fn4IE9umhDL25vyeGRlOkOjfDtNeH3ctHx8w0guf2cHeTWtzH9rOx9dP4KEYE9CvF346PoRrD1UyYs/Z5NT3cLS7YUs3V6Iu1ZF/1AvwnxccdeqMFpsVDa1k1nZ7BT9AQjxcuHmibFcNSqqU2a23Wzl6dVH+HRnESD3KT53yeBOGedjKW9s47VfcvhmX6nTvzXKz41rRkdxydAI/D16ab3RDZmVzfz7u0NOMbAhkT68tCD5uP3RCgongygKPD4nicve3sGy1BLmD41gZEzPv+8O/jatL3sK69lT1MCNH6ey8rZxTm9vURR4cUEyVkli9cEK7vh8H/k1fbljSjyiKCAIAjMGhjA1MYgfDpbzxe4SdhfUc6i8mUPlzT3uU7Z5C2BeSgQXDAju1ls9tbDe6b8OcmvFvy4e0EXQD+SFqC92l/Dsj0fQGy2IAlw3pg/3T+t70lZObSYrz/50hE92yPeO/iGevHFVSqeWDgUFBQWFrjjUq33dtF0WFgVBwMdN00m9urd0VGreW9zAkl9z8XZT46rpHJqczj66O45wXze0KoGmNgtmqw2NSsTbVY3RKp32Pk6V3+ocK5wZlGD5HOWqkVGsO1zFstQSbp8S32tfYAf3np/Ahsxqsqr03LNsP5/cMLJTVjjSz41lN4/hug93UVhnYO6SbTw1byBzh4TbJ9uhTBsQwpbcWlbuK2VDVg1NbWb2FjV08jp24KpRMT4hgLlDwpmWFOxU1HZwpKKZe5cdcNrI3DAuhr/P6NdjmXO72cqbG3J5Z3O+00JrVIwfN0+MZUq/oNNamavRG3n1l2y+2F2C1SbhqlFx3wUJ3DAuptvMuYLC6TCijx9XjIhkWWoJD36dxk/3TOjR8syBRiXy5tVDmbtkG/k1rdz4cSqf3jjKKbynUYm8dkUKAe5aPt5RxIvrstlVUM9/Lxvs7NXXqETmpUQwLyWCGr2RHfl1HC6Xbd5a2s2oRAEfNy3Rfm4MjvRheLRvj/3N7WYrL/6cxftbC5AkeUHs6XkDmZoY3O32x/odJ0d488z8QSSFnfwkIaOsiXu/PODsib5+bB8emtlfaZFQ6BGbzYYkHd9wyWpVlKYV/hp0VK/uju7Uq3uLQ8/G8Vmdqvv78unsw0HH4xBFAd9j5sU6pNPex5kYW3ecieNXOHWUYPkcZVLfQKf1zH/XZvHs/EEn9XkXjYo3rkphzpJtbM+r4/FVh3liTlKnFa8ofze+uW0sd36+nx35ddz3ZRo/pFXw6KwkovzdEEWBSX0DmdQ3EKtNIre6hewqPVXN7bSbrWhUIoGeOuKDPOgf4tVtJspstfHu5nxeWZ+N2SoR4KHjxQXJTOob2OPY9xY18OBXaeTbs1cjY/z4+/R+x81A94ZGg4n3tuTz0bZCDHZBsBlJIfzz4sRuM2MKCmeKf1yYyKbsGorqDDyx6nCvyrGDvFz44PoRLHhnB3uKGlj8yR7eu264M2BWiQKPzxnIgDAvHv3+EFtzazn/xU3ce35frhsb3UkROtBTx+zkMGYnh5302Hfm1/HwinTn9XjZsAj+NWtAj9nh7bm13L3sALUtRrRqkb9P78eicTGdfKN7g8Vq462Nebz6Sw4Wm0SQp44XLktm4nHuHQoKNpuN8MhoKstLe/cBxcRY4RznROrVRqsNjSjgdxq6D+fKPhxYLLZeeSU7lK8d1VZGqxVXsWtodibHpnDyKMHyOYooCvzr4gFc8e5OvthdzIyBIccNMLsjIdiTlxYM4bbP9vLpziJ83TTcP61fp238PXR8euNI3tyYx+u/5vBLZjWbc2pYMDySxRNi6WPvlVSJAv1CPOkX0ruyR0mS+OVINc+tySTHnhE6PzGI/1wymIAeSqclSeLtTfm88HMWVptEsJeOx2YlMWNgyGn1JNbojXy4rYBPdxQ5vZuTI334x8z+jI71P+XvVVDoLd6uGl68LJmrP9jFstQSRsX6MS8l4oSfSwz1YumiEVz7wW625tay8MPdvLdweCcrpstHRDEs2o+/f53GvuJGnv7xCB9tK+CWSXFcOizipNWwHRTVtfLiz9l8n1YOQJCnjv9cMsgpKHYskiSxdHshT60+gtUm0T/Ek9evTCHhFGzXCmtbuW/5AfYXNwIwc2AIT88bdNIVNgp/PSRJorK8lEuXbEIQe64UslnMfHPXeUqsrHDOczz1akmSaDSYSQz1JOkk9XHOxX0AvLc5jyUb89C3mbEBIvD4D4e4Y3IciyfGObfrqHxtsthobrfQ2Gbq1LN9psemcGooNaPnMKNj/bluTDQA9315gJJ6w0l/x4yBITx6sdzz/NqvuTy3JrNLeZpaJXL31AR+vHsCExICMFslPttVzOQXNnLluzv5bFcR5Y29s7Gqam5n6bYCZryyhZs+2UNOdQt+7lpeWpDMe9cN7zFQbjNZufPz/Ty3JhOrTWLOkDB+vm8SMweFnnKgXFxn4N/fZTD+uV95a6MsvJAY6sXb1wzj29vHKoGywlllbHwAd52XAMA/VqST0UHN/XgMi/bjkxtG4qlTs7uwnsve3t7lXhAf5MHXt47l+UsGE+ylo7ypnUe/P8SoZ37hga/SWH+4ilb7QtHxMFlsbMyq5vbP9jLlhY18n1aOIMDVo6JYd/+kHgNli9XGo98f4vFVh7HaJOYPDWfl7eNOOlCWJInlqSVc+NoW9hc34qlT8/Llybx59VAlUFY4KQRRRBRVPf45XiCtoHAu4VCv9tCpqGw20ma2YrNJtJmtVDYb8dCpuG1S3Gm1t50r+3hvcx7PrcmiyWBGFAW0KgFRFGgymHluTRbvbc4DjipfH6loxl2nJtjLhUBPLVabRHG9gfpW0xkfm8Kpo2SWz3EevjCRfcUNZJQ1c8PSVL6+daxT6Ke3XD8uBpPVxjM/ZvLWxjyqmtp5Zv6gLj1/CcGefHrjKHbm1/H2pjw2ZdewI7+OHfmynVK4jyuJoV5E+bnh76HFRaPCarPRYDBT2tDGofImpy0MgJtWxbVjorl9cnynTNixVDe3c9MnezhY2oRGJfDY7KTTUrjNqdLz5sY8vk8rx2qXS0yO9OGOyXGcnxis3KwUfjfumZpAWkkjm7JrWPzJHr67YxxBvfDxHt7Hj2W3jOaGpalkV7Uw+42tvHpFSqeSZFEUWDAiktlDwvhqTwkfbiukoLaVr/eW8vXeUtSO6pBgT8J9XfF21aASBQwmK9XN7WRXtZBW2uhsUQCY3C+QB6b1Y2B4z73GbSYrdy/bz7rDVQgC/GNmfxZPiD3p67fFaOHhFenOTPboWD9euCxZaZFQUFBQOE2OVa9uskloRIHEUM8z5gH8Z9+HxWJjycY8rDYJrVpAFOQFNVEAUbBhskgs2ZjHwtF9ulW+9nPXoVGJlDW2UdtixGSxoVGd2eNXODWUYPkcx0Wj4r3rhjN3yTZyqltYtHQ3n9w4Co+TLK28eaJs6/LItxms2F9Gbk0Lr1+ZQrS/e5dtR8f6MzrWn5J6A6sOlrPucBVpJY2UNbZ1spfpDkGA5Agf5gwJY/7QiOMGySALf9308R7KGtvwddPwzrXDe6UW3B2Fta28tO5o2SjAhIQAbpsUx5i4U7OWUlA4k6hEgdeuTGHem7Jw102f7GHZzaNPKPgFkBTmzbd3jOPmT/aSXtbEdR/uZvGEGP42rbNQnotGxbVj+nDN6GhSCxv44WA5v2ZW2xe0jq+IDRDgoeOiQSFcMTKKxNDjl4zVt5q46eNU9hU3olWLvHL5EC4cFHrcz3RHfk0LN3+6l9zqFlSiwN+m9eWWiXEn3eesoPBXpzfCZYIgICqZ9b8cHdWr6w0m/Ny0JIV5ndEEwp95H6sOVqBvM6NWHQ2UHYiCiFplQ99m5u3N+T0qX3u6aIjyE2hqM3PnlHiGRvue8eNXOHmUYPkvQKi3Kx/fMJIFb+9gX3EjN3yUyoeLRpx0wHzFyCgifN2484t9HCxt4sJXt/DQhYlcPTKq2ws50s+N2yfHc/vkeFqMFtJLm8ip1lPa0EZDqwmjxYZKFPB21RDm40JCsCdDIny6KBT2xE/pFfztqzQMJiuxAe58eP0IZ4/0yaBvN/Pq+hyWbi/EYs8kz0gK4Y4p8YpEv8IfDm9XDR8uHMG8N7dxsLSJOz/fzzvXDuuiIN8dod6ufHXrGJ784TCf7SrmvS0F/HKkmqfmDuyyai0IAiNj/BgZ48cTc6CssY300kbyalqpbGqnud3sVIMP8NQRE+DO4Ahv+gZ59urBnlOl56ZP9lBUZ8DLRc37C0ec0kLXjrw6bv50D/p2eZX+jatSTlvMT0Hhr4Zks4GoQqc7sZ1iSFgEZSVFSsD8F8ShXq3soytljQZsgLqHx58ogBUoqm89rvK1i1pFs2ChT6C7Mgf9g6AEy38R+od48emNo7jm/V3sLqzn2g928dH1I/A5SWW98QkBrL57Avd9eYDdBfX869sMvt5TwiMXDTjuRNdDp2ZMnD9j4k6/z9dgsvDsj5lOv+Vx8f68edWwky4vB9icXcPfvz5IZXM70LuyUQWF35s+Ae68v3AEV723k18zq3nom3T+e+ngXgWpLhoVT88bxJR+QTy8Ulapvur9XZyfGMyD0/v1KMIX7uNKuI/raY9dkiS+PVDGP1dm0GqyEuHrytJFI07J83jtoUru+nw/JquNYdG+vHXNUII8T1yWrqCgcCwS2Kxc8sYmxOMsvEk2G1/fMemE1loKCn81wn3cEAGbJAfGx2KTQACi/dzRqOrOiiq3wplBWRb8C5Ec6cNni0fh7aphf3Ejl7+zk4qm3glvdSTcx5Vli0fz2KwBeOjUpJU2seCdHVzz/i625NT8Zg9Rm01i9cEKLnhpszNQvmViLB8vGnnSgbLFauPZH49w3Ye7qWxup4+/G0sXjWDpopFKoKzwp2BYtC9LrhqKShT4Zl8pT/xw+KSuvfMHBLPu/kksHBONShRYf6SKGa9u5uZP9rArv+43uY6L6wws/mQv932ZRqvJyuhYP767Y9wpBcprMiq5/bN9mKw2ZiSF8NlNo5RAWUHhNFGEzRQUTo1Zg0PxdNVgsUrYJFun92ySDYtVwtNVw60TY4kL8qDBYO7ynHUoX8cFeSjK138glMzyX4zBET4sv2UM136wi6wqPfPf3M6H1484YW/hsYiiwPXjYrhwcCgvr8vhqz0lbM2tZWtuLTEB7lwyNJyZg0KJC/Q47TG3Gi2sPljBh9sKyKzUA3LA/p9LBjEh4eQ9U5vbzdzx2T625NQCsHBMNA/NTHT6zyoo/Fk4f0Aw/710MPcvT2Pp9kK0apF/zOzf6/56b1cNj88ZyLVjonnx52x+yqjk58NV/Hy4ithAd+YNCWfGwBDigzxOq2f/SEUzH28v5Jt9pZitEmpR4O6pCdwxJf6U+oo3Z9dw1xf7sNok5g4J44XLklH3ogxdQUHhzKD0NisodEatFrljchzPrcnCZJFQq2yIgpxRtlglVKLAHZPj0GplZeuHV6ZT2WzEx02DTiVitNpoNJgV5es/IEqw/BekX4gn39w2lus/2k1eTSuXvrWd169K6dHW5XgEebrw7PxB3D45jg+2FvD13lIKalt54edsXvg5myg/N8bG+TM0ypcBYV7EBrqfUIyoxWghu0rPgeJGtufVsiWnFqNFXqVz16q4cUIst06K7ZWo0bFUNbez8MPdZFbqcdOqeOGy5FMSFFJQ+KMwf2gE7WYbD69M593N+QAnFTADxAd58tY1w8it1vPB1gK+3V9Ofk0rL67L5sV12YT7uDIq1o+UKF8GhHoSE+CBr5um233YbBIVze0cKW8mtaieDZnVZFe1ON+fkBDAvy4eQN9T8E8GSC9t4tb/7cVslbhoUCgvLhiiCHkpKJwllN5mBYWecfgoO3yWrcil195umk4+y2dD+VvhzKEEy39RIv3cWHHbOG7931525Ndx48d7+L8Z/bll4slbtji+77HZSTw4vR8/plfwfVo5O/PrKK43UFxvYFlqiXNbP3ctAR5aPF00uGjkh6jJYqO5zUJNi5H6VlOX748NcOey4ZFcOTLypPusHZTUG7j6/V0U1xsI9NTx0fUjlJJrhXOCq0ZFYbHZ+Pd3h3h3cz7tZiuPzUo66ZXp+CBPnp0/mEcuGsBP6RWsTq9ge24dZY1trNhXxop9Zc5tXTQi/u463HUqVKKIxWqjxWihrsWEydq5BE2rErlgQDCLxvU5LfGtknoDN3ycisFkZVy8Py9frgTKCgpnF6W3WUHheCyeGMeisTGsOlhBWaOBcB83Zg0ORa3ufL2cDeVvhTODEiz/hfF20/DxDSN59PsMvthdwn9+yiS9rInnLhl80krZDtx1ai4bHsllwyNpMVrYlV/H7sJ6DpY0kVnZTIPBTH2rqduAuCOBnjoGhnkxIsaPyX2DSAz1PK0y0LyaFq55fxcVTe1E+bnx2U2jiPRT/FcVzh2uG9MHtSjyyLfpfLKjiKY2M/+9NBmt+uSzOh4drmODyUJqYQN7Cus5WNpEdpWeiqZ22s22Hq3g1KJAbKA7QyJ9GBsXwJR+QackwNeRhlYT13+0mxq9kf4hnrx9zbBTOjYFBYXTx9Hb3BO2Ht9RUDj3UatF5g0NP+F2Z0P5W+H0UYLlvzhatcgz8wYxINSLx1cdZvXBCo6UN/PGVUMZcJriAh46NVMTg5maeLS8u6nNTHljG3UtJvTtZmcGSqsS8XBR4++uI9zX9YT+yidDRlkTCz/cTV2ribhAdz67aTQh3ooQkMK5x1WjonDTqnjgqzS+O1BOdbORt685NaV4B25aNZP6BjKp71F9gHazlarmdupbTRhMViw2uQ/ZXacmwENLsJdLr6ysekuL0cL1S1PJq2kl1NuFpYtG4uly5u4RCgoKCgp/DGw2Scm2Kvyh+NMFy88++ywrVqwgMzMTV1dXxo4dy3PPPUe/fv1+76H9aREEgWvH9GFAmBd3fLaf/NpW5r65jX/M7M/CMX3O6E3K21VzRgPhE7HucBX3LNuPwWQlKcyLT24Yib/HiXutFBT+rMxNCcfXXcvt9haLOUu28u51w0+5R7g7XDQqov3difY/eV/zk6W53cwNH6WSVtKIj5uGT24YqSx2KSgoKJyDbM+tdfbxmq0SGpVAXJCH0ser8Lvyp6th27RpE3fccQc7d+5k3bp1WCwWpk2bRmtr6+89tD89w6L9+PGeCZzXPwiTxcbjqw5zzQe7KKk3/N5DO2nMVhvPr8lk8Sd7nP2Ny24erQTKCn8JJvUN5OvbxhLu40phnYE5b2xjxb7S33tYJ015YxuXv7OTPUUNeLqo+eSGkSScwaBfQUFBQeGPwfbcWh5emc6RimbcdWqCPHW469QcqdDz8Mp0tufW/t5DVPiL8qcLltesWcP1119PUlISycnJfPTRRxQXF7N3797fe2jnBH7uWj5YOJwn5iThohHZnlfHtJc3886mPP6fvbuOjurcGjj8m5nMxN2VGCGBkOBWKAUqtFQodWrQUnd3vfV+7a3dKhQoWipAnRaHIkEiSEKIu7uNf3+cyUDwtljofta6q7fJyJnpnMzZ77vFYOoeVUgZJQ1c/vGffLw6F1BGQ0napvi3SQj24Mf7RjIy1o92o5mHF6Vz7/ztR+0XcLpYtaeKSz5cT2Z5E35uOhbcNoykMK9TfVhCCCGOM4vFyidrcmnRmwjycMJJq0GtVuGk1RDk4UiL3swna3KxWKRhnDj5ul0a9oEaGxsB8PE5fIdVvV6PXq+3/3tTU9MJP67uTKVScdPwSEb19OeJ7zJIya/j9V+z+HprMU9dmMC5CQH/qNnWiZJb3cJHK3NYklaK1aqkfL92eV8mJMloqO5AztPjz8dVx+xbhvDRyhw+WLmXnzLK2ZBby1MXxnPFgLDTsg6sqqmDN37LsnfeTgj24PMbB0pDvtOEnKdCnP6623m6q6yJ3KoWvF10B11fqlQqvFy05Fa1sKusSRpiiZOu2+0s789qtfLwww8zcuRIEhMTD3u7119/HU9PT/v/wsPDT+JRdl9Rfq4svG0Yb12ZhK+rjrzqVm77aiuXf7yBFZmVp8UKn8Fk4fddFdw6awvnvruGxalKoDyxXwh/PHy2BMrdiJynJ4ZGreKBc3uy+O4R9Ap0p67VwGPfZnDJR+tZlVV12ox2Ka5r4z8/7ebst1fx/fZSVCqYelYki+8eIYHyaUTOUyFOf93tPK1rM2A0W9EdpjGko0aN0WKlrq17ZEaJM0u33lm+9957ycjIYP369Ue83VNPPcXDDz9s//empqbT/g/H6UKtVnH1oHDGJwbxyepcZv6ZT1pxA7fO3kqMvys3DOvBZf1C8XH9e7OP/47yxnY25dWyZk81K7OqaOow2X93bkIA94/rKema3ZCcpydWUpgXP943kpl/5vPRyhx2lTUxddYW4oPcmXpWJBOSQv72yLi/q7pZz6qsKn7MKGN9Tg2dcfuACC+eu7g3/SO8T+rxiKPrzuepxWI56uKQ2Ww+SUcjxInT3c5THxcdWo0Kg9mC0yFGkunNFrRqFT4uJ+9aU4hO3TZYvu+++/jhhx9Yu3YtYWFhR7yto6Mjjo7S2Omf8HDS8sT4eKaeFcmMdfnM21xEbnUrL/24m1d/zuSsWD/O7R3IWTG+RPm5Hpc0bZPZQnF9O3nVLWRVNLO7rIm04oaDZrsGuDsysX8o1wwOJ8bf7R8/rzg15Dw98XQOau4YHcNVg8L5dE0uczcVklXRzBPf7eDFH3YzNj6AcQkBDI/xJdjT+bg+d4fRTG51C1nlzWSUNLA5v46siuYutxkZ68e0UVGMjvM/LUs9RPc9Ty0WC6HhPagoO8ZGd6dHwoUQf0t3O0/7hHgQE+BGZnkzQR7qLn//rVYrDW1GEoLd6fMPR5oK8Xd0u2DZarVy3333sXjxYlavXk1UVNSpPqR/lQB3J566KIF7x8ayOLWURVuL2VnaxJrsatZkVwNKnWRiqCdxAW708HUhwMMJbxcdLjoNOgclxcZkttJuNNNmMNHYbqS+1UB1s57KJj1lje0U17VRUt+O6RCp3moVJIZ6MiLGj7HxAQzs4Y3mNKy9FOJ05eOq4+mLErj7nBgWbilm0ZZi8mpa+XlHOT/vKAcgxNOJ3iGexAa4EebtTIC7I14uOlwdNTg6qNGo1VitVswWK3qThTaDmRa9kaZ2E/VtBmpalPO5tL6doro2yhrbOdSmXmKoBxf0DuKyfqFE+Eq6tTgxrFYrFWUlXPm/NajUh69As5iMfHffWImVhTiJ1GoVd42O4enFO6ho0uPlosVRo0ZvttDQZsTNUcNdo2NOyz4b4szX7YLle+65h/nz57N06VLc3d2pqKgAwNPTE2fn47sTIg7P3UnLTcMjuWl4JDlVLSzbVcHa7GpSixqoazWwNruatbbg+Z9w0qqJ9HUlLtCdhGAPksI8SQ73OunpokKcibxcdNw5OoY7zo5mR2kjv+2sYN3eGnaVNVLW2EFZYwfLMyuP2/N5OmvpFeROYognA3p4MSzaFz8Z5yZOIpVajfoQaZ6drGpJwxbiVBgR68drl/e1z1lutFjRqlUkBLvLnGVxSnW7iOOTTz4B4Jxzzuny85kzZzJlypSTf0CC2AA3YgNiuWdMLHqTmV1lTewuayK3uoWS+naqm/U0thtp1ZvsO8UatQonrRpXnQMezlq8XbT4uTkS6OFEsKcTYd4uRPq5EOjuJCuJQpxgKpWKpDAvksK8eHw8tOpNZJQ0sqeiifyaVkobOqhu0dPYZqDVYMZgstgb/DloVOgc1LjoHHB11ODprMXLRYevq85+Pof7uBDp64qf28GdToUQQghQAuZh0b7sKmuirs2Aj4uOPiEech0oTqluFyyfLp1bxaE5OmgYEOHNAGnMI0S35erowPAYX4bH+J7qQxFCCPEvolarZDyUOK1069FRQgghhBBCCCHEiSDBshBCCCGEEEIIcQAJloUQQgghhBBCiANIsCyEEEIIIYQQQhxAgmUhhBBCCCGEEOIAEiwLIYQQQgghhBAHkGBZCCGEEEIIIYQ4gATLQgghhBBCCCHEASRYFkIIIYQQQgghDiDBshBCCCGEEEIIcQAJloUQQgghhBBCiANIsCyEEEIIIYQQQhzA4VQfgBBCCCGEOPOYzeaj3kalUqFWy96NEOL0JMGyEEIIIYQ4bqwWC6g1ODo6HvW2QSFhlBYXSsAshDgtSbAshBBCCCGOIytYzFzx0RrUmsMHwVaLhW/vGY3Vaj2JxyaEEMdOgmUhhBBCCHHcqdRq1GrNYX9vOYnHIoQQf4fkvAghhBBCCCGEEAeQnWUhhBBCCHHKHEsjMJBmYEKIk0+CZSGEEEIIcdL9lUZgIM3AhBAnnwTLQgghhBDiFDi2RmAgzcCEEKeGBMtCCCGEEOKUOVojMJBmYEKIU0OCZSGEEEJ0WxaL5ai7jcdaEytOf8fy31Jqm4UQx4sEy0IIIYToliwWC6HhPagoKzm2O0gGb7f1V+qbpbZZCHG8SLAshBBCiG7JarVSUVbClf9bg+oIgZHFZOS7+8ZKrNytHVt9s9Q2CyGOJwmWhRBCCNGtHa3m1aqWNOwzxdH+W0ttsxDieJL8FCGEEEIIIYQQ4gD/yp3lztScpqamU3wkQpw+3N3dUalUp/ow7OQ8FeJgcp521dnsyWwwYjnC7rHFZFRuZzRgNR9hV/I43+5UPve/9RitFmVvuampCY3myI95osh5KkT3cCznqsr6LyzqKCkpITw8/FQfhhCnlcbGRjw8PE71YdjJeSrEweQ8FeL0J+epEN3DsZyr/8pg2WKxUFZWdtqt/IGy6hceHk5xcfFp9Yf2TCPv88FOt/PhRJ+n8hk4NeR9/2f+befp0ZzJn6cz+bXBmf365Dz9Z86Ez8aZ8BrgzH8dx3JO/CvTsNVqNWFhYaf6MI7Iw8OjW38ouwt5n09fJ+s8lc/AqSHv+5nhdPk+PZM/T2fya4Mz//WdDk6X8/SvOhM+G2fCa4B/9+uQBl9CCCGEEEIIIcQBJFgWQgghhBBCCCEOIMHyacbR0ZEXXngBR0fHU30oZzR5n4V8Bk4Ned/F8XQmf57O5NcGZ/7rE3/fmfDZOBNeA8jrgH9pgy8hhBBCCCGEEOJIZGdZCCGEEEIIIYQ4gATLQgghhBBCCCHEASRYFkIIIYQQQgghDiDBshBCCCGEEEIIcQAJloUQQgghhBBCiANIsCyEEEIIIYQQQhxAgmUhhBBCCCGEEOIAEiwLIYQQQgghhBAHkGBZCCGEEEIIIYQ4gATLQgghhBBCCCHEASRYFkIIIYQQQgghDiDBshBCCCGEEEIIcQAJloUQQgghhBBCiAP8K4Nlq9VKU1MTVqv1VB+KEOIw5DwV4vQn56kQpz85T4X4+/6VwXJzczOenp40Nzef6kMRQhyGnKdCnP7kPBXi9CfnqRB/378yWBZCCCGEEEIIIY5EgmUhhBBCCCGEEOIAEiwLIYQQQgghhBAHkGBZCCGEEEIIIYQ4gATLQgghhBBCCCHEASRYFkIIIYQQQgghDiDBshBCCCGEEEIIcQAJloUQQgghhBBCiANIsCyEEEIIIYQQQhxAgmUhhBBCCCGEEOIAEiwLIYQQQgghhBAHkGBZCCGEEEIIIYQ4gATLQgghhBBCCCHEASRYFkIIIYQQQgghDiDBshBCCCGEEEIIcQAJloUQQgghhBBCiANIsCyEEEIIIYQQQhxAgmUhhBBCCCGEEOIAEiwLIYQQQgghhBAHkGBZCCGEEEIIIYQ4gATLQgghhBBCCCHEASRYFkIIIYQQQgghDiDBshBCCCGEEEIIcQAJloUQQgghhBBCiANIsCyEEEIIIYQQQhxAgmUhhBBCCCGEEOIADqf6AIQ4k1gsVloNJkxmK1oHNa46DSqV6lQflhBCCCGEEOIvkmBZiL/BYLKwo7SBtOJGMsubyKtuoaS+nZoWPRbrvts5azXEBbkzOs6f64dGEOjhdOoOWghxzFr0JnaWNpJV3kRBbRvlje00tZuwYsXHVUdiqCcT+4US4uV8qg9VCCGEECeIymq1Wo9+szNLU1MTnp6eNDY24uHhcaoPR3QTxXVtLNtVwZrsarYU1NFhtPyl++sc1Lx+eV+uGBh2go7wzCLnqTiZ2gwm/sypZd3ealLy68iubO6y8HUoDmoVr16eyDWDI07OQZ6G5DwV4vQn56kQf5/sLAtxBE0dRpamlbF4ewnbixq6/M7HVceACC/6hHjSM9CNCB8XAj2c8HTWotWo0ZvMlDd2kFrUwMKUIrYW1vPIN+m4OmoYnxh8al6QEMLOYLKwMquSxamlrMmuPmgBLMTTid4hnsQEuBLq5YynsxaVSkVlYwfLMyvZnF/HU9/vINzHhRExfqfoVYjTncViJae6hd1lTeTXtFLZ1EFjuxGDyYJarcLN0QF/d0fCfVxICHInMdQTJ63mVB+2EEIIJFgW4pCKatv48s98Fm0tps1gBkCtgiFRPpybEMionv70DHBDrT58PbKLzoEYfzdi/N2Y1D+U53/YydxNRby9bA8X9AmSWmYhTpHaFj1fbSxk3uYialr09p+HeTszplcAI2J8GdjDm4AjlE1MGxXFAwvT+CG9jHmbiyRYFl206k38vruC33dVsiG3lsZ24zHfV+egZmiUD+f3DuTipBC8XXUn8EiFEEIcSbcLlk0mEy+++CLz5s2joqKC4OBgpkyZwrPPPotaLc29xT9TXNfGByv28n1qKWZbDmZsgBvXDg7n0uSQI148H4lareKJ8fEs2lpCbnUrRXVt9PB1PZ6HLoQ4isY2I5+syWX2hgLajcoimL+7I1cMCOPipGD6hHgc8yKWSqXimsHh/JBeRmZ504k8bNGNFNe1MX1dHt9uK6HVttAK4KLT0DvYg9gAN0K8nPFy0eLooMZsgeYOI1XNevJrWtlR2kh1s551e2tYt7eGV37OZGK/UG4fHU2Mv9spfGWHZ7FYKW1op7HdiI+rjmBPJ1kMFkKcMbpdsPzmm2/y6aefMnv2bPr06cPWrVuZOnUqnp6ePPDAA6f68EQ31dRh5KOVOcz8Mx+jWQmSz47z57ZRUYyM9TsuX/zuTloifFzIqVKagUmwLMTJYTJbmLe5iHf/yLbv8PUN9eT2s6MZnxiEVvP3Flp1Dmrb4//rWn+IA7ToTbz3RzazNxbYv0MifV24NDmEMfEB9A31xOEYPmdWq5Xc6hZWZFaxNK2M3eVNfL21mG+2FXPN4AgePT8OXzfHE/1yjklti57P1ubx/fbSLhkagR6OTBoQxh1nR+PlIrviQojurdsFyxs3buSyyy5jwoQJAERGRrJgwQK2bt16io9MdEdWq5Uf0sv4z0+Z9i/7kbF+PHJ+HP0jvI/78xnNSk2kwxHSt4UQx8/O0kae/D6DnaXK7m+vQHceu6AX4xIC/vEiWFFtGwBBntLl/t9sW2Ed9y9Io7ShHYCzYn25a3QsZ8X6/uXPmEqlIjbAndgAd24/O5pthfV8sjqXFVlVLEgp4ted5bx0aR8uTQ45pbu36/fW8MDCVGpbDQDoNGq8XLTUtxmobNLzyepcFqQU8c5VyYxLCDxlxymEEP9UtwuWR44cyaeffkp2djZxcXGkp6ezfv163nvvvcPeR6/Xo9fvW/VsapKUOQGVTR08+V0Gq/ZUAxDt58pzF/dmTHzACXm+DqOZ0nrlYircx+WEPEd3JuepOJ5MZgsfrcrhw5U5mC1WPJwceGx8PJOHRKA5TotVKfl1ACSFeh6Xx+sO5Dzt6tttJTz1fQZGs5Uwb2f+MzGRMb2Oz3eISqViUKQPM6b4sKWgjueX7iKzvIkHFqaxMquK1y7vi6vjyb+MW5VVxR1ztmEwW+yLT2fH+aNzUNNhNLN6TzX//SObPZXNTPtqK29fmcyVMgXipJLzVIjjp9sFy0888QSNjY3Ex8ej0Wgwm828+uqrXHfddYe9z+uvv85LL710Eo9SnO5+yijj6e930NRhQqdRc+/YWO4YHY2jw4nrQLq1oB6TxUqAuyPBshN1EDlPxfFSUt/G/QtS7R3sL+obxEuXJuLvfvzSV01mCyuyqgClZOPfQs7TfeZvLuLpxTsA5TP21pXJuJ2g4HVwpA8/3HsWH6/K5YOVe1maptTKz7h58EldfM2vaeW+BakYzBYm9A3m3WuSu3xvOmk1jE8MYmx8AM8v3cnCLcU8/m06IZ5OjIiVJngni5ynQhw/3W7O8sKFC3nsscd4++236dOnD2lpaTz44IO8++673HzzzYe8z6FW2MLDw2Xe3L9Qh9HMiz/sYuGWYgCSwzz5v6uS6RnofsKf+5nFO5i3uYirB4Xx1pXJJ/z5uhs5T8XxsGpPFQ8uTKOx3Yi7kwOvTEzksn6hx/15VmZVcsusrXi7aEl55ty/Xffc3ch5qli1p4pbZ23BYoVbzori2QkJR5yOcDxtKajjnnnbqWrW4+uq48spg0kO9zrhz2u1Wrnms02kFNQxJMqH+dOGHrEO22q18vCidBanlhLk4cQfD5+Nu5P2hB+nkPNUiOOp2+0sP/bYYzz55JNce+21APTt25fCwkJef/31wwbLjo6OODqeHg0xxKlTWNvKHXO2kVXRjEoF95wTywPn9jwpF7ntBjM/ZZQDcGny8b9wPxPIeSr+CavVyserc/m/3/dgtUJyuBcfXdf/hO26zd1UBMCkAWH/mkAZ5DwFpYTnoa/TsFjhmkHhPHdxwkmtH1Z2mUdy6+wt7Cpr4rovNvHFTYM46wTv3C7bVUlKQR1OWjX/vabfURuWqVQqXr08ke1F9RTWtvH52jweOb/XCT1GoZDzVIjjp9t9w7e1tR00Ikqj0WCxWE7REYnuYP3eGi75cD1ZFc34uemYe+tQHr2g10m7yF2SVkpju5Ewb2eGx/ielOcU4t+iw2jmgYVpvL1MCZSvHxrBojuGnbBAOaeqmZW2FOwbhvU4Ic8hTl8vLN1FQ5uRxFAP/jMx8ZQ02grydOLrO4YzMtaPNoOZqbO2sGpP1Ql9zk9W5wAwbWQ0oV7Ox3QfF50DT10YD8CsPwto1ZtO2PEJIcSJ0O12li+55BJeffVVIiIi6NOnD6mpqbz77rvccsstp/rQxGlqzsYCXvxxN2aLlX7hXnx6w8Bj6l5b2dTB8sxKNufVsbu8icrGDgCibXOXrx4UfkyNgswWK1+szQNgyojI49ZcSAgBDW0Gps3eytbCehzUKl66rA/XDz22ANZgspBaVE9meROtBjM9fF0Y0yvgqE2TPl6dC8B5vQOJ8pMRcP8m2wrr+G1XBWoV/N9VyfbxYaeCm6MDM6YM4t75qfyxu5I7vtrG5zcN5Jzj1GBsfztLG0kvaUSnUTP1rMi/dN/zewcR6etCQW0by3ZVMGmANPsSQnQf3S5Y/vDDD3nuuee4++67qaqqIiQkhDvuuIPnn3/+VB+aOM1YLFZe+yWT6evzAZg0IJTXJ/U9YhMvk9nCH7srmbe5iD9zazhURX96cQPpxQ3kVLXw3MW9j3ocP+8oJ6+mFU9nLdcOifjbr0cI0VV5Yzs3zkghp6oFdycHPrth4DE1EdpZ2sicjYX8sqOc5gN2uuKD3PnurhGHDZjza1pZmlYGwH1jY//5ixDdyierlYXPqwaGEx906ms/HR00fHz9AO6bn8pvuyq4fc42Zk4ZfNxTsn9IVz7z5/UO/MtzntVqFZcmh/DByhxWZFVJsCyE6Fa6XbDs7u7Oe++9d8RRUULoTWYeXpTOz7Y64ccu6MXd58QcNl3OaLbwzdYSPlmTQ3Fdu/3n/SO8GB3nT/8Ib8K9nbFYrfyUUc57y/cyZ2Mh94yJxcdVd9jjMJktvL88G4BbR0adsE6pQvzb5Ne0csP0zZQ2tBPk4cTsW4bQK+jIjfpSi+p5949s1u2tsf/Mz03HgAhv3J20/LG7gqyKZt5etocXL+1zyMd4b3k2ZouVsfEBJIV5Hc+XJE5zlU0drMyqBOC2s6NP8dHso9Wo+XByf+6et50/dlcybfZW5tw6hEGRPsftOZbvVl73RX2D/9b9z4r144OVOWwrqD9uxySEECeDXLmLM06r3sQdc7axPqcGrUbF/12VfNhuuFarlWW7Knjj1ywKatsA8HHVMXlIBNcMDj9kzeMD49xYkFJEZZOekvq2IwbLi1NLya1uxctF+5dT14QQh5Zd2cz10zdT3awn2s+VOdOGHrGGsqyhndd+ybQ32dOoVVzUN5jJQyIYGuVj72L8zVYfHvs2g52ljYd8nF1ljfYdtofPizvOr0qc7pbtqsBihQERXsQGuP2jxyptaGdlZiVpxY2U1LfRZjCjc1AT6OFIXKA7Q6N8GRTpfcx9NbQaNR9N7s9tX21jbXY1U2duYd5tQ4/Lgk5pQzt5Na1o1CpGxf29HeveIcoufEVTB00dRjykK7YQopuQYFmcURrbjUyZmUJqUQMuOg2f3ziIkT0P/eWeX9PKc0t2sj5H2WXyc9Nx9zmxXDckAmfd4VO1zRYrje1GgCPWNhpMFt5fsReAu0bHyMgMIY6DrIomrv9iM7WtBuKD3Jlz69DDzk82W6zM3lDA//2+hzaDGZUKrhgQxgPjeh5yIazzvD9cv6Y3f1MaiF2SHEJiqOdxe02ie1ibrXxXnNc76G8/xs7SRt79I5tVe6oOWeYD8MuOCmAvvq46JvYPZcqIyGNqVufooOGzGwYyZWYKm/PruOnLFBbcNoyE4H+WLr45rxaAvqGefzvIdXfS4u7kQHOHiaomvQTLQohuQ4JlccaoazVw44zN7CprwtNZy+xbhtDvELMnzRYr09fl8c4f2RhMFnQOau44O5o7R8cctbEPQEpBHR1GC57OWiJ9D9/cZ0FKESX17fi7O3LT8Mh/8MqEEAB7KpqZ/MVm6loN9A31ZM6tQ/ByOXRmR1FtG498k8YWW9rnwB7evHxZH/qEHD7I3WHbUT5U06612dWsza5Gq1Hx6Pmyq/xvY7VaSS1SPktDo/96erPZYuXdP/bwyepcLLYgeXCkNyNi/Ij2d8XDSUuH0UxpQzs7ShtZt7eG2lYDM9bnM3tDAdcOCefBc+PwO0q9sLNOw4wpg7lxxmZSixq4fvpmFtw27KglCkey3fa6B/Xw/tuPAeCi09DcYaLDaP5HjyOEECeTBMvijFDbouf66ZvJqmjG11XHvNuGHrL5SnFdGw8v2ncBPaqnH69MTKTHEYLeA82zzVe9MDHosJ2t9SYzn9g65t4/rucRd6qFEEeXU9XC9dM32QPlubcOxdPl0LtTS9NKefr7HbQazLjqNDw9IYHrBkfY060PxWq1siJTGb1zYHMki8XK679mAXDjsMi/9PdCnBmqW/TUthpQq6D3X9ypNZkt3LcglV93VgBwcVIwj5zf64id1E1mC2uyq/nyz3z+zKll7qYifkwv55kJCVw1MOyI46rcHB2YNXUIN0zfzI7SRq77YhPzpg392zvM6cXKIlL/iH8WLBtMyojPf9NcciFE9yfBsuj2alr0TP5iE9mVLQS4OzL/tmGHrCf7dUc5j3+XQXOHCTdHB567OIGrB4X/pRmZeyub+WWnUvd484jIw95uSWopFU0dBHo4cvUg6fwpxD9RVNvG9dM3UdNioHewx2ED5Q6jmZd+3MWClGIAhkT68M7VyceUwrqrrImcqhZ0DuqDRu98n1pKZnkT7o4O0gH7X6rQ1tMixMsZJ+1fW/x8bulOft1Zgc5BzdtXJh22h8b+HDRqxiUEMi4hkM15tbz80252lTXx+LcZ/L6rkreuTDpivwxPZy1zbx3KjV9uJqOkkWs/38SsqYP/csDbYTSTWd4EQHL43y896DCaabCVL/m5Hf64hRDidCPLe6Jbq23Rc/0Xm8mubCHQw5GFtx8cKBvNFv7z027umred5g4TAyK8+PWBUVwzOOIvBcpWq5VXfs7EaoXxfYKOuEo/Z1MhANNGRh9xVJUQ4sgqGjuYPH0TlU164gLdmDvt0IFyWUM7V3+2kQUpxahU8MC4nsy/begxBcoAc23n7AV9gvB03vf4HUYz7/6+B4B7xsbifYQARZy5qpr0AAR7Ov2l+/2UUcaClGLUKvjf5AHHFCgfaGi0L0vvOYsnL4xHp1GzPLOSiz9YR3pxwxHv5+miZc6tQxkQ4UVju5HJX2xmVVbVX3ru3eVNmCxWfF11R2yidzTZlc1YrUoQf6QgXwghTjcSLItuq77VwPXTN7OnspkAd0cW3DaMaP+ugXJti54bZ2xmhm3W8h1nR/P1HcOP+QJ6f8t2VbDGVrP4xIXxh71dcV0bO0ub0KhVXDFQdpWF+LvqbX0ISurb6eHrwtxbhx7yQntrQR2XfLiejJJGvF20zJ46hIfOi8NBo8ZqtbKjpJEFKUUs21VxyHrJ2hY9i1NLAbhxWI8uv5uzsZCyxg6CPZ2YcoRsEnFma2g3AODpfOyBXpvBxEs/7gbgnjGxnNc78G8/v4NGzZ2jY1h8zwii/Fwpa+zgqs82ssT2uT0cT2clYB7V0492o5lbZ29h+ro8rIfrLnaAzlFP/SO8/tLi8oE22ZqE/dPHEUKIk03SsEW31Nhu5MYvlRplf3dHFtx+cKC8p6KZW2dvoaS+HVedhneu7sf4xL/XxbSxzchzS3cBcMfZMUesNUsvaQAgMdRTVtCF+Jta9CamzExhb1ULQR5OzL11KAEeB+/qLU4t4Ylvd2AwW+gd7MFnNw4k3McFvcnMwpRiZv6Zbx8LB0pH32/uHN4llXb2hgL0JgtJYZ4MjtyXptrcYeTj1TkAPHRu3F9OvxVnjnaDssji8hf6T3y9pZjqZj3hPs7ce5zS9/uEeLL03rN4+Ot0lmdW8uDXaeTVtPLQuT0PG4S6Ojow4+bBPLdkJ19vLeaVnzNJL2nktcsTjzqlYZ1tWsTQKN9/dNxKh284J87/Hz2OEEKcbBIsi26n8yJ6Z2kTvq465k8bSswBgfLa7GrunredFr2JHr4uTL9pED0D93UDLW9sZ8HmItbl1NDQZuSsWF+eujDhsN2wn/9hJ9XNemL8XY960WO2tTqtadbTolfqo4UQx05vMnPHnK2k23aK59w65KBsEKvVyvsr9vLecmU82/g+Qbx7TTLOWg2/7azg1V92U1zXDigBTr9wLzbk1rKjtJEVmVVMSAoGoKnDyMwNBYAy4m3/gGPWnwXUtxmJ9ndl0oC/nj4rzhydf9cdjtAkbn9Wq5U5G5XU/jvOjjmu5TgeTlo+v3Egby3bw6drcvlgxV7KGtp5Y1JfHA7TPEvnoOaNK/oSH+zOKz9n8mN6GalF9bwxKemw4xWrmjvYYAuWxyYEHPI2xyK9uIG04gYc1Cousp13QgjRXchVvOhW2g1mps3eQmpRgz29bP8gGGDRlmKeWrwDs8XK0CgfPr1hoL3OsKZFz3vLs/l6SzFG8740tPyaVsK9XbhjdMxBz/lDehlL08pQq+Dtq5KPurt0TlwAns5aShvaGfzKcuKD3fF1dcRRq0arVqHVqHHRafB1c6SHrwtJYV5H3KkW4t/EbLHywII0/sypxVWnYebUIQed40azhSe+y+D77UoK6p2jY3j8gl7Uthp4cGEav++uBCDQw5F7x8RyxcAwXHQO3D1vG7/sqKCiqcP+WHM2FtLcYSI2wI0L+uzLPGnVm/jyT6V844FxPQ8bhAhxKDtLm8iracVZq2Fi/2NfaGk3mKlpUeqj/dwcDztJQa1W8eSF8fTwdeHZJTv5dlsJ9a0G/nf9gMN+R6lUKqaeFUVSmCf3L0ijpL6dG2Zs5sLEIB48N+6g8VIfrsjBZLEyIMLroAXpY2W1Wvk/W83/Zf1CCXD/azXfQghxqkmwLLoNg8nCnXO3sSmvDndHB766ZQi9Q/Y12bJarXy0Mod3/sgG4PL+obxxRV8cHTRYLFbmpxTx1m9ZNHWYABga5cNVg8L5bE0ue6taaLR16txfSX0bzyzeAcC9Y2IZcAydRD1dtLx/bT9e+GEXhbVtpBY1HPU+cYFuTBsVzZUDwo443kaIM5nVauWp7zP4bVcFOo2az28adNCs9OYOI3fN3c76nBo0ahX/uSyRyUMj+G1nBU99n0F9mxGtRsXtZ0dzz5hYXHT7vuZK65Wd5kAPZVZti97E9HV5gHJ+73/ufb2lmPo2I5G+LkzoK7th/3adYwJNlmOr9V2RpSzYnB3nd9TsoqYOI/M2FfFjehmZFU3sX07cw9eFETG+XNQ3mBExfgeNK7xuSAT+bo7cM387K7KquPnLFGZMGXzE5xzYw4ffHhzF/y3bw5xNhfy6s4Jfd1YwqIc3o3r64+umY0NujT11+sFz//5c8aVpZazbW4NOo5ZO8kKIbkmCZdEtmMwWHliYyprsapy1Gr6cOpjk/S6iLRYrL/24i9m2tLe7z4nhsQt6oVKpqGzq4NFv0lm3V0knSwz14NkJvRkW7UubwcTrv2QCB8+QNJktPLgwjeYOE/3CvbhvXM9jPt5zegWw+lF/9la1kFPVQkObEb3JjNliRW+y0GYwUd2sJ7e6lYySBrIrW3j82wx+zijno8n9j1pHJsSZxmq18urPmSzaWoJaBR9c1++gecdVTR3cPHMLmeVNuOo0fHT9AIZH+/Lskh3Mtc0/7x3swbvXJB80Z72x3cjOMmUETmcAPmdjIfVtRqL8XLl4v/RQi8W6r6P9qGjZVRboHJTPgMliOabbb8xVGlqNjjty+vLvuyp46vsd1LYa7D9zdFCjUkGH0UJhbRuFtW0sSCkm3MeZ20ZFc83g8C5p3ef2DuSrW4Zw6+ytbM6v48YZm5l9yxA8jvA94u6k5aXLEpk8tAfvr8jm150VbC2sZ2thfZfbPXlhPGf/zTrjvZXNPLtkJwD3jo0lUjKohBDdkATL4rRnsVh54rsdypxKjZrPbhzI4Egf+++NZguPfpPO0rQyVCp48ZI+9hnIq7KqeHhRGvVtRpy0ap4YH89NwyPtq/Nfrs+nttVAuI8z5/TqekHwwcocthbW4+7owAfX9kf7Fy+YVSoVcYHuxB2QQnqgxnYjC1KKeG95Nmuyq7lz7jZmTx0iF+jiX+X9FXuZbuta/+YVSYxP7Lqbm1vdwk0zUihtaMfPzZGZUwbj6azlik82sMsWBN8xOppHzutlD2z298fuSswWKz0D3AjzdqHdYLbvKt99TkyX821TXi35Na24Ozpw+V9IoRVnLge18vkwmI6+s2w0W+yNHodEHT4bacb6fP7zk9ItO9rfldtHRTM2PsDeyK6+1UBaSQPLd1fyY3oZxXXtPL90F5+vzeOZixIYnxhkr7EfGu3L/NuGcuOMFFKLGrhx+ma+unVolzFoh9IryJ2Prx9IRWMHv++uIK24gaZ2I2HeLlw1KIw+IX9vtnJJfRtTZm6hRW9iSJQPd59zcImTEEJ0BxIsi9Oa1arsGH+3vQSNWsVHk/t3WeXuMJq5d/52lmdW4aBW8c7VyVzWLxSLRWn+8/4KpflPnxAP3r+2f5cZzPk1rXy0Sul0++j5vboEw1sK6vhopXLfVyf1JcL3r4+aOlaezlruHB3DWTF+XPP5Rv7MqWXupkKmnBV1wp5TiNPJF2vz7I26nr+4N1cNCu/y++1F9dw6a4t9F3j21CHkVDdz/fRNNHWY8HbR8t61/Rl9hB2w77aVAHBpcggAi7YWU9tqIMzb+aCa0iVpSi30Jf1CDtv0T/y7OGiUoNR8DDvLeytb6DBacHd0INrv0LW+S1JL7YHylBGRPHVR/EFNwLxddYzpFcCYXgE8O6E332wr5qOVOZTUt3PXvO2Miw/g1cv7EmSb/ZwU5sWC24Zx/fRNpJc0ctOMzcyZNvSIO8ydgjyduGl4JDcNP+pNj2pvZTNTZm6htKGdaD9XPr1hoCz+CiG6LfnrJU5r7/yezeyNhahU8H9XJXH+fg142gwmps3eyvLMKhwd1Hxx0yAu6xdKq97EnXO32QPlm4b34Pu7R3QJlM0WK49+k06H0cJZsb72C2hQ6hgf+joNixUmDQjt8rsTqW+YJ09dlADAR6ty0ZsOngcrxJlmzsYCXrWVQjx6fhy3jOy6SPTH7komf7GJ+jYjyWGeLLpjGEvSSrl19laaOkz0j/Di5/tHEeLpxCerc3ntl0zWZld3eYyi2jY25tWiUsHlA0IxW6xMX6/sKt9xdnSXhTKLxcqKzCoAqVUWBzmWiuXd5UqmQ0KIxyF7UORVt/DEdxmAkg3xwiW9j9ot21mn4abhkax+7BzuGxuLTqNmRVYV499fy7JdFfbb9Q7xYP5tw/B20ZJe0sgtM7fQZjAd+wv8h37bWcHlH29QAmV/V+bfNkxGKAohujUJlsVp67M1ufad3/9clsjl/cPsv1PGR21hfU4NLjoNs6YOYUx8AKUN7VzxyQZ+312JTqPm7SuTePmyxIMuRD5ZncO2wnrcHB1484qkLuNiXvlpNyX17YR5O/PSpX1Ozou1uWZQOIEejtS06Fm9p/rodxCiG1uQUmSfX373OTHcO7ZrX4C5mwq5Y85WOowWxvTyZ/rNg3h2yU7e/SMbqxVuGBbBsxN688R3GZz337W8+VsWn6/N46YvU/ghvWzf82xR6plHxvoR5u3CH7srKK5rx9tFy5UDu+5i7y5vorbVgJujA0OifBAC/troqCxbsNw72OOg31mtVp78fgd6k4WRsX48cUH8YecjH4qLzoFHzu/FT/ePpG+oJw1tRu6Ys43Xf820H2NCsAdzpw3Fw8mBrYX13DFnGwbTsdVa/11tBhPPLtnBnXO32VOvv7tzhH3XWwghuisJlsVpaf7mIl7/NQuAJ8bHc8OwHvbfNXcYmfJlCin5SlfsObcOZXiML7vKGrn8f3+SVdGMn5sjC+8YdlA6J0BqUT3/taV8vnRpH8K896VYb8ipYeGWYgD+76rkk95oS+egZkJfZSd7RWblSX1uIU6mr7cU8dT3Sqf5aSOjeOyCXvbfWa1W/m/ZHp5dshOLVVlEeu7i3twwPYVlu5SFsBcv6Y3ZYuXKTzewbq/SGXtsfACJoUqAsiRVSaU2mCx8s1U5p68fGgHAvM1K8HzdkIiDRvNsLagDYFCk91/uUyDOXO0GJdPnaKMDATIrlGA5PujgfhXLdlWQkl+Hs1bD65P6HnLnubZFz4/pZfz3j2z+89Nu3v19D99tKyG/phWrrVV2XKA73901glttmRifrclj2mylRhigT4gnM6cOwVmrYd3eGh7/Nt1+3+NtW2E9F76/zt5k77ZRUcybNtQ+slEIIbozKcYSp50f08t4ZolyEX3XOTHctV9jkOYOIzd/mcL2ogY8nByYO20oSWFebMit4favlBXtXoHufDl1MKFezgc9dnOHkQcWpmG2WLk4KZhJA/bVKpotVl74QdnlunFYD4ZF+57gV3poo3r68eWf+WwpqD/6jYXohr7eUsQT3ynn+JQRkTwzIcG+u2YwWXjy+30zlB8Y15MhUd5M+mQDDW1G/N0duXVkFB+tyrXPo728fygPnxdHuI8Lv+4o565522loU7oLr8yqpKbFgL+7I+MSAilraGd9jtIZ/7ohEQcd257KZgAS/2ZjI3Fmqrd9nrxcjryAarVaySxXPkMJB+wsWyxW3rWNNpw2Kopwn669MAprW3nn92x+2VF+2BFVMf6uXDkwnOuGhOPlouO5i3vTP8KLR79JZ9Weaq75bCOzpg7B392RgT28+fTGgdw6awtL0soI93HhkfN7HfJx/w6r1crHq3N5949szBYrwZ5OvHVlEqN6/r3u2UIIcTqSYFmcVlbtqeKhr9OwWpVdoMf3223aP1D2dNYyb9pQEkM9+W1nBfcvSMVgtjA0yofPbxp02A6gzy3ZSVFdG6Fezrx6ed8u6W8/ppext6oFLxctjx7HC4q/KilMuUjPr2mlzWDqMidWiO5uQcq+HeUpIyJ54ZLe9vOwqcPI3fvNUH51Yh8MZis3fbkFs8VKYogHkX6uvGHLOukZ4MZrk/p26Y6fV9MKYM8YWbRVaex15cAwtBo1v+wox2qFIVE+BwUrAAU1bYDSnViITp0zuoM9D16E3V9ZYwd1rQYc1Cp6HbCz/EdmJdmVLbg7OTBtVHSX3y3aWsxzS3ait6VLJwR70C/cEw9nLc0dJvZWNpNW3EBudStv/pbF/1blcNuoaG4/O5qLk0II83Zh2uwt7Cpr4prPNjL/tmEEeToxOs6f1y7vy+PfZfDhyhx6Broflz4cnX0/FtsyOC7rF8J/JiYeUzMxIYToTuQqXJw2thbUcdfcbZgsVi5NDuE/lyXaL6Jb9SamztxyUKD8zdZinvguA4sVxvcJ4r1r+x02TW5pWilL0srQqFV8cF3/gwLqrzYWAEpKqOdRdg/2ZzJbKKhto7C2lYqmDpo7TKhQOpnGBbrTN9TTPqrqWPi6OeLtoqW+zUhBTRu9Qw6uexOiO5qzqZDnbHNXDwyUSxvauWXmFvZUNuOi0/D+tf1YmVXNghQltXNML3/yqlv5KaMclQpuPzuah86NO+h8Ty1qAKBvqCd1rQbW2Jp9XTFA6XnQ2Qvggv2aBe6vrFEJivYvzxCiM+Mg+iizgrfb5hTHB7sf9NnsHFV2w7AeXb5/Plyxl3dsO87Do315ZkICiaEHZzY0dxj5dUcFX/6ZT1ZFM/9dns2324t564pkhsf48s2dI7hh+mbyalq57otNfH3HMALcnbh6cDi51S18tjaPx79Np2eA20G73n/Vf37azeLUUhzUKl6+LJHJQw/O0hBCiDOBBMvitJBV0cQts7bYG/m8c3WyvZar3WDm1tlblJnHTg7MvVUJlL/aWMDztuZAVw8K4/VJSYcNSiubOuwX6feOiWVgj66zL1v1JrbbLrIPVefcyWq1UlzXzraiOtKKGkgrbiCzvBmD+fDNU/zclLTRaaOijrkGMszbhfq2Rkob2iVYFmeE/WfKThsZ1SX1emdpI7fM2kJVs54Ad0f+e00/3l+xl5R8pX743IQA1mRXYzRbCfF04r/X9GPoIcokLBYrWwuV+wyM9Ob3XRWYLVb6hHgQG+CGyWyx/35UT7+D7m+1WqlqUlK7A9wdj/+bILqlxjYjmbamXf0ivI54287P7KAeXZvD7ShpZEtBPVqNiikjIu0/n7OxwB4o3z82lgfPjTtkHTOAu5OWqweHc+XAMH7eUc5rv2RSXNfO5OmbuHeMct+v7xjGNZ9tIr+mlZtmpLDozuF4OGl5fHw8u8ubWLe3hnvmbeeH+0bi9jfHom3MrWXWhgIAPriuPxdJ13ghxBlMgmVxyhXXtXHTjBSaOkwM6uHNx9cPtAeVepOZO+duY1NeHW62Zl59wzz5Ym2efdzMLWdF8dzFCUfsKPr80p00dZjoG+rJfWNjD/p9c4fSFEWlgoY2I4EeTlgsVqpb9ORUtbC7rIm04ga2FNRR1aw/6P6uOg2Rfq4Eezrj4eyA1QrVzXoyShqoadHz5m9ZrM+p5rMbBx3TBUqghyM7SrHXZArRnf1vVQ5vL9sDwJ2jY3hifC/7+boqq4p75m+nzWCmV6A7z0xI4PFvMyhtaMdNp6FXsAfLbaOczu8dyFtXJuHlcujGQXsqm2loM+Ki09A31JPP1uQC+3aR82pa6TBacHN0INb/4Pm3bQYz7UalkZO/BMvCZnlmJRarkvZ/tDTsP3OVevgDe17M3JAPwEV9gwn0UDpEp+TX8eKPygLSw+fFcf84pRu8xWJldXYVv+6oIKOkkZoWPSqVihAvJ5LDvBgbH8D4xCDO6eXPKz9l8vXWYj5cmcPusiY+uK4/828byhWfbCSropm7525n5tTBaDVq3r+2PxM+WEdeTSv/+XE3b16Z9Lfej7eXKWUQ1w+NkEBZCHHGO2nBstlsZtasWaxYsYKqqioslq47cStXrjxZhyJOIzUtem76MoWqZj3xQe7MuHmwvTutyWzhwYVprMmuxlmrYebUwfQL9+KzNbn2Ttn3jInh0fN7HTFQXpVVxbJdlTioVbx9VRIOh9jdDfJ0om+oJztKG7ngvbU4azUYzZZDNlnRalT0CfFkQIQ3/SK8SA7zJNzb5ZC7AUazhaVpZbywdCd/5tTy7OIdvHdt/6O+Lx62FL3GduNRbyvE6cpqtfLO79n2EXAPntuTB8b1tJ+vczcV8vxSpeP1yFg/rhwYxp1zt9FmMBPi6QQqpdOuVqPi6YsSuHl4D3aXN7M+p4Zege70DOxaE7oprxaAQZE+OKhVbLbt8o207SIX1ir1yFF+roc8XzsXp5y1Glz/5q6bOPN8bZuQcHHSkWt9c6tbyKtuxUGtYkTsvmC5ulnPT+nlAPZd5cZ2Iw8sTMVssTKxX4h9EXdjbi3PL93J3qqWgx6/pkVPRkkjczYVEuLpxO1nR/PyxD4Mj/Hlie8yWJFVxfXTNzN76hBmTR3M1Z9tZH1ODa/+nMmLl/bBx1XHf6/pp6Roby1mfN8gxvQK+EvvRU5VM9uLGtBqVDxwbs+j30EIIbq5k3Y18MADDzBr1iwmTJhAYmLiX5orKM5MrXoTt8zaQn5NK2Hezsy+ZYi9VthqtfL04h38urMCnUbN5zcNZHCkD1+szbMHyg+e25MHz4074nOYLdZ9O9Ajo4gPOnxK83+vSebZJTvZnF9n311SqyDCx4VeQe4khXkxsIc3/cK9jml8CIBWo+bKgWH08HXh2s83sSStjGuHRBy107az7fE7x5UI0d1YrVZe+TmTGeuVHbWnL4rn9rOVzvYWi5U3bDORAa4YEEqEjysPfp0GKDt4xXVtdJgshHo58961/dhd1sTYd9ZQYAt41Sp48Nx9u3GAvZRiSKQ3pQ3tNLQZ0WpU9s7Wda1KMHy4XePOrBHZVRadNubWklJQh1aj4prBhy/RAewB8Vmxfl0aXc3bXIjBbKFfuBf9I5QSoNd+zqS8sYNIXxdevbwvAO/+kc0HK5Sxhu5ODlwxIIxRPf0I9XbGZLZSWNvGxrwaftlRQVljBy/+uJuvNhXy1hVJzL9tGLfO3kJacQM3frmZedOG8t41/bh9zjZmbShgUKQ3FyeFMCzal6kjovjyz3yeXbyT5Q+PPmh82pH8vlsZaTgy1o8Ad5mhLIQ48520YHnhwoUsWrSIiy666GQ9pTiNGc0W7p63nYySRrxdtHx1yxB7ahrAG79msWhrCWqVUhM1qqc/X20ssAe+xxIoA/yyo5ycqhY8nbXce4j06/3FBriz8PbhNHcYqWs1oHNQ4+fmeNg6Y73JTHWznla9GZ2DmmBPp8MG0YMjfbh2cDjzNhcxZ2PhUYNlB9uu14maiynEiWSxWHlu6U77POOXL+vDTcMjAegwmnlkUTo/71ACi/vGxlJY28p/lyt1m70C3e3NlM7u6cdl/UJ5eFEaxXVK4y1nrYZQb2dyqlp4949srhoUZk+NzbLVlfYJ9aSoTgmqw71d0Dko53Dn4pPzYc7TisYOAII8JAgQyvdUZ539tYMjCPI8/OfCYrHy3Xal8/r+3aY7jGbmbCwEsM9E3pxXy9e22d9vXZmMs1bDU9/vYKFtB/u6IeE8eWECzR1G1mRXsya7muYOE66OGqL93Jg5ZTAZJQ28vyKHvOpWrv5sI4+c34sFtw3l+ukpZJQ0csecbcyaOoS7z4nh49W5PPX9DgZEeBPi5cyjF8SxbFcFpQ3tfLI6h4f/wvSHzprss+NkPJQQ4t/hpAXLOp2O2NgjByvi38FqtfL09zvs6dVfThlM9H71g9PX5fGZbcfpzSuSGJ8YxLfbSuzNvO4+J4YHxh1b+te8zcpFypQRkcc80sLdSYv7Abe1WKxkVTSzMa+W7YX17CxrpKiujf1jWZUK+oV7cf3QHlzeP/SgZmNXD1KC5VV7qjCaLUds9tWZ/n24Ri9CnK7MFitPfpfBN9tKUKngzUlJXG3bkWtoM3DbV1vZUlCPTqPm2QkJfJ9aSlpxAxqV0tiuM1C+dWQURbVtPPJNOqA03LpvbCxXDAzDRefARe+vY3d5E6lFDQT3dVaa79Xbxj75udpn3e4/F7ezquJw51VZg208kJcEywI+WpnD7vImPJ21R005XplVRVFdGx5ODlzYd1+n9W+2lVDbaiDUy5nxiUEYzRaetTWbvG5IBEOifPjPT7tZuKUYtQpen9SXgT28efSbdJZnVnK49dL4IHcePi+OLfm1LE4r4+1le8ivaWXmlMFM/mITG3JreeGHXfznsj5syK0lrbiBJ77L4KtbhuCic+DZCQncNW87n63NY/LQHkdcCNhfZ6OzzhGHQghxpjtpwfIjjzzC+++/z0cfffSPUrAjIyMpLCw86Od33303//vf//7JIYqT5IMVOXyzTdk1/mhyf3taGsAP6WW88rOye/zE+HiuGhTObzsrePxb5YL5lrOieOyCI9cod2psN9pXwa8cGPaXj7NFb2JtdjXLMytZm11NTYvhoNvoNGrcnBzoMJppM5hJLWogtaiB33aW88F1/bvMSO4b6om7k4NtZmbLEbtctx1lB0yI05HJbOHRb9LtI9reuSqZif1DASipb+PmL1PIrW7F3cmBZy5K4MOVOZQ2tOPqqEGnUVNY14a7kwPXDY5g4ZYimjpMOKhV3DE6mnvGxHY5n6L9Xdld3kS5bTdYb7LQYVR6YXi77msAtv/fis7/e7iMjVJbsBzqdeQmTuLMtza7mg9XKinRL13aBz+3w6fmW61WPrE1k7tuSIT9c2owWexN5m6zTUOYvi6PvVUt+LjqeGJ8LxamFNlLFd6+Mon6NiMXvr8Oo1n5jA6O9GZQpA8+LjqaOozsKG1kQ24tWRXNPL14B8nhXjwwLpaPVuXy7bYS2o1mPri2P9PmbGVBShEDIrx49+pkxr+/jnV7a1icWsqkAWGMTwxiUA9vthbW8/HqHF6+LPGo70mr3kSlrVt8bID7UW4thBBnhhMaLE+aNKnLv69cuZJff/2VPn36oNV23bn7/vvvj+kxt2zZgtm8r45z586dnHfeeVx11VX//IDFCbcktdSebvmfiYmMSwi0/25zXi2PLlKC4ikjIrlzdDQbc2u5f0EqFqsyHupoXa/3l1fdgsWqdJYO9zm2mamVTR38sbuS33dXsim3tstIKBedhsGRPgyN9iEp1Iu4IDf83RxRqVRYrVbKGztYklbK+8v3sjyziueW7OKdq5Pt91erVfQMcGN7UQMFta1HDJY7G3sdOAtaiNOVyWzh4UXp/JBehoNtlnlnp9zdZU1Mmak08gv2dOLuc2L5z0+7aTWY8XfT0dBupFVvJtrPlZgANz63zaNNCvPkrSuTDtlrwNcWEHfWIe+fyWGxWO1d55v2a5KnVnWWNxz6NXQ2AIs4xr8X4syUVdHEPfO3Y7HCNYPC7Qs+h7M8s4pthfU4Oqi5xZZqDfDNtmJK6tvxc3PkmsERVDfreX+5EoA/dkEvSurb7RlTD53bky0F9fZU7LHxATwzIQFvFx3bCuspb2wnQOvIzcMjefnSRH7MKOPT1bmkFzeQXdHMrSOjmPlnPj9nlOPtouWhcT15d/leXvhhF789cDYPjOvJ28v28PqvWZzfJwg3RwcePj+OyV9sZmFKMfeOiSXgKOUHnYtJHk4O8t0khPjXOKHBsqdn1zSdyy+//B8/pr9/1zqZN954g5iYGEaPHv2PH1ucWFsK6nj82wwA7hgdzfVDe9h/l1fdwu1ztmEwWxjfJ4jnLu7Nnspmbv9qKwazhfN7B/La5X3/UlaCo4OyK9vUbqKx3XjIL/cOo5ntRfWs31vD6j3V7LalmHWK9HXh3IRAxiYEMKiHD1qNiha9CaPZiruTg/14lLEeztx9Tiz9w72ZPH0T320v4cbhPegX7mV/vM6GKEcbCdX5+yPtZghxujCZLTz4dRo/ZZSj1aj4aPIA+7imTXm13DZ7K816E3GBblzWL4QXflA6YId4OlFm2xkeGuVDeaOyWKVWwb1je3Lf2NjDlisE2tJGyxqU+2s1anvmRlWzngAP5dypbOqw38dii5IP92ckt1rpQBx9iLFS4t+hwDafuLnDxJBIH16e2OeIt+8wmnn1Z6WueepZUfbeG20Gkz0wvndMDM46Dc8v3UmzXhlhOKFvMJf9708MZgvj4gMoqmvju+2lqFXw3MW96R/uxWs/Z7JqTxUHDmXQqFWcE+fPO1cnM3tjAX/m1PL52jyuHRzO11uLmbupiJcu7cPQKB8259fxxHcZzJo6mG+2FlNQ28bna/N4+Lw4RsT42XeXv9pYyKMXHLl2uXMG+bGmbAshxJnghAbLM2fOPJEPj8FgYO7cuTz88MNHDKL0ej16/b7gpKmp6bC3FSdGcV0bd+wXDD9xQbz9dw1tBm6dvZXGdiP9wr1479p+VDV3MOXLLTTrlQuWD67rf8iRT0fSM9CNCB8XiurauOyj9VzQJwgvFx3tBhMlDe3srWwhq6LJnu4GykV0cpgX5/cJ5PzegTg6aNiYW8uS1FJe+SmTvJoWe6qnWgXxQR5MGhDKDcN62Jt7DY/xZWK/UBanlvLN1uIuwbKLretoh/HIXa47Gw11XvD/G8h52j117ih3Bsr/mzyA822B8u+7Krh3QSoGk4XBPbxJDPPk7WVKZsn+gfLYeH/W59RisHW/fv/afgyK9Dni88bYAtpdZY1dfpZW3EBmeRNj45WROE0dJlr1JlwdHdCblHO3cyFtf616EyX1ys5ZbIAEy4dzJp+nBTWtXPfFJvsowy9uGnTIz8r+3l+xl4LaNgLcHblnTIz955+szqWqWU+4jzPXDY1gW2Ed32xTGoC9dFkfXv81i/yaVoI9nejh68KXfxagUat49+pkUosaeMk2fxmU7vAx/m5YrFZybOOpVmRVsSKriisGhHLdkHAWpBSzcEsxE5KC+TmjnFd/zuTTGwaQXtLAxrxaftlZzuPj47l73nZmrMtjyohIfFx13Doyiq2F9SxIKeK+cbFHfL11bUopkq/rv+d7qbs6k89TIU62k1azPHbsWL7//nu8vLy6/LypqYmJEyf+rTnLS5YsoaGhgSlTphzxdq+//jovvfTSX358cXy06k3c9tVW6loNJIZ68O41yfYGOyazhXvnp5Jf00qolzNf3DQIs8XKLbO2UtHUQWyAG1/cNOiYRzXtT6tR87/JA5j8xSYKatvsTcMO5O/uyMhYP0b1VP5XUt/Osl2V3DV3+yFnXXayWGF3eRO7f27im60lzJk2xL5zfFHfYBanltrnvO67j61x15EWd0xmqm07yyH/otpJOU+7H7PFyqPf7Eu93j9QXpxawqPfZGC2WBmXEICbzoGZfxYASrOussYOtBoVgyN9WJlVDSipp+9enYyns5b8mlYKa1txd9LSN9TT3tG60+BIH9QqyK5soai2jQhfF/qFe5FW3MDWgnou6xeKq05Dq8FMRVMHMf5utHSYAHBzPPjvSWfjogB3R3z2q3kWXZ2p5+neymaun76ZqmY9sQFuzLl1qH2U4eGk5NfZa5JfvizR3hgyv6bV/n3zzEUJqFUqnl2ipFtfNTCMxnYjC1KKUKlg0oBQ/rdKeYwXLunNVxsL2VZYD8Ck/qHcMzbWvjDUKbe6hc/X5LFoWzHfbS8lNsCNqweFsWhrCb/vqrDvFr+1bA93nxPLu39k8+ave1j5yGj6hHiwq6yJWRsKePi8OM7rHUiQhxMVTR2syKyyl04cSmdJg7uTzCA/3Z2p56kQp8JJ+4u3evVqDIaDGyR1dHSwbt26v/WYM2bM4MILLyQkJOSIt3vqqad4+OGH7f/e1NREePiR5yWK48NqtfLIonSyKprxd3fki5sGdWnS8/qvWazPqcFFp2H6zYPwddVx+5xtZJY34eemY+aUwUe9YDmSvmGerH9yLMt2VbC7rInmDhPOOjVBHk7E+LvRJ8STMG8n0ksa+WVHOe/8nm2vywIl3S05zJOh0b70C/ciLtCdIA8ndA5qqpo7WJlVxX//2MueymYeWJDG/NuGolKp6GOrRy6oacVssdrrKVv0ysX6/u/BgUrq27FawVWnsddl/hvIedq9WGxdr5ek2QLl6/cFygtSinh68Q6sVrgsOYT6NgNLM8tQq5Q6/KpmPV4uWoI9nNiQW4tKBQ+dG8dto6L4dnsps/7MJ7e61f5cAe6OvHhpny4X8j6uOkbE+LE+p4Z5mwt56qIEhkb5MGtDgb2xn4+bjtY6Zd4yQG2r8h3kfYjzamepskPdN1S6/B7JmXiephc3MGVmCvVtRnoFujN32tCjztqubtbb+2lcYWuYBcp58fT3OzCYLIzq6ccFfYL4fG0embau2nefE8O1X2wCYGJyqL251y1nRTJ/cxFZFc14ODnw/rX9GRMfQFZFEx+vziGnqgWj2UqIpxNDo334z8RErhgYxn0LtpNT1UK7wcyYXv6s2lNNcV0bXi5asiqauSQ5hFAvZ0ob2pm3uYi7z4nlnvnb+WpjAXeNVtLDJw0I5ePVuXy3reSIwXLn6DVXRwmWT3dn4nkqxKlywv/iZWRk2P//7t27qaiosP+72Wzmt99+IzT0yM0zDqWwsJDly5cfU2MwR0dHHB0lbehU+Hh1Lr/tqkCnUfPpDQPt81ABlqaV2i8U3r06mYRgD/5v2R6WZ1aic1Dz+U2Djrkx15F4Omu5elDXLwmr1UpacQPzNhfyy85y+wxXUFKlx8QHcEGfIEb39D9ssB7s6cz1Q3swLNqXi95fx8a8Wjbn1zEs2hdfN+Vi3GSx0qI32eulq5uVHePO3x9Kvi1I6OHr+o86x3c3cp52H1arlRd+2MU320rQ2Jp5ddYof7WxwN606NrB4eytbGFbUT06jQqtRk19m5FQL2csViuZFc24OzrwwXX9MVusnP/eWvu5qNOoifZ3paKpg6pmPXfP2859Y2N56Nw4e2bKlBGRrM+pYe6mQu4+J9aeup1d1aykXtsWpTov8ssblccOPEQjowxbsNxHguUjOtPO07XZ1dw5dxttBjPJYZ7MmjrkkIsp+zOYLNwzfzsVTR1E+7vy8mX76prnbCpkY14tTlo1r07sS2Ftm72pZWcH+MomPZG+LqSXNNBhtHBWrB9bC+vJqmgmwN2RudOGYjBZuPbzjWzKqzvo+T9bm0ewpxOPXdCLxXeP4IbpKeTVtOKi09DD14XC2jYG9vBmW2E9n67O5aHz4nj5p918tjaPNY+dQ5i3MyX17fyYUcbVg8LtwfKa7Goa2gx4uRz69etNynmk+4slUeLkO9POUyFOpRMeLPfr1w+VSoVKpWLs2LEH/d7Z2ZkPP/zwLz/uzJkzCQgIYMKECcfjMMUJsDa7mv/7fQ+g1GgN7LFvRNSeimae+E5ZSLl3TCzjE4P5bWc5H63KAeCNSX0ZsN9IqeOhzWBiU14tq7KUcVCdI2dACZDHJQQyoW8Qo+P8qWzSk1pcz6drcylraKfdYMbTWUtSmCcXJ4V0uZiK8Xfj8v6hLNxSzG87KxgW7ds1zXq/5iydNZFHGk2TY2syFCN1k+I09eZve5izqRCVCt65Ktm+G7V/oHzjsAhSixrYWdaEi1aN2QqtBjOx/m5UNnfQ3GEiwseF969NZsb6An7KKAeU7vV3jY7hykHhuDk6oDeZeef3bD5fm8eHK3MorG3jrSuTcNJqGJcQQHyQO1kVzcxLUQJmPzdHalr05Fa32Lted56OR+p2nVrUAED//XoMiDPb99tLePzbDEwWKyNj/fj0xoH2LuqHY7VaeXrxDlLy63BzdODzGwfad1r3VDTz2i/K6MOnLkwg1NuZ6z7fZAuIffFwduD7VKWJV7S/Gyuzqghw1+GgVpFR0oi3i5Z504awPLOK//t9D2aLFQe1inN6+dM/whtHBzW51a38sbuC8sYOHl6UziXJIUyfMohrPtvE3qoWzonzp6iujW2F9UT5uZBf00ZpQ7t9d/nH9DImD43grd/2sDCliKsHhRMb4E6vQHf2VDazMquKSQMOPWrxaHPKhRDiTHTCg+X8/HysVivR0dGkpKR06Wat0+kICAhAo/lr9agWi4WZM2dy88034+Ag6UCno5L6Nu5fmIrVCtcNCee6IRH237XqTdw1bxsdRiVN7aHz4sitbuER29ioW0dGHfRlva2wjoUpxaSXNGCyWIn2c2NwpDdDo33pHexxUD2jyWyhuL6dPRVNZJQ0srWwntSi+i7NvFxtO8gX9Q1meLQvWwvrWb67khd/2E3Ffh109/fNthLe/G0Pr0xM7DJOZEiUDwu3FLOnohnoOq7GxVYfWddqsKeBRvm5Hva9y65UHiNOgmVxGvp0TS6f2uo0X53Y134ezNlUaA+Up4yIZGNeLXsqmnFzVOaQmyxWegd7sLeqGaPZysAe3tw3JpZ756dR2tCORq1i2qgo7h/bs0uap6ODhqcvSiA2wI2nv9/BD+lllDe2M2PKYDyctEwbFc2j36Qzb1MRd42OIdTbmZoWPRWNHbQalLIHZ52GDqOZwlola+PABl5VTR3k17SiUnHcF+nE6cdqtfK/VTn83+/Kju+lySG8fVXSUZt5Afz3j2y+3VaCWgUfTe5vnzfcZjBx7/zt6E0WRsf5c+OwHnyxLo+UgjpcdRoevyCeW2ZtAWBsfCDLMytRqWBkrD/fp5aic1Dz2Y0D+WxtPt/aGoFd1DeIZyb0Pmhx9YVLejNjfT7vLc/mx/QyGtuNvH9NP26YsZnV2dWMivVjXU6NfdF2QUoRd5wdzX+X7+WrjYXMnDqId37PZntRA/k1rUT5uXJe70D2VDazIvPwwfK+EPkws9eEEOIMdMIjzR49lPFAFovlKLc8dsuXL6eoqIhbbrnluD2mOH4MJqVpV0Obkb6hnrxwSdfRG88t2UledStBHk68d00/DCYLd8/dTqvBzNAoH566cF+n7PpWA88t3WnfdeqUV93K8sxKQKkrDvZ0wt1Ji8VipbHdSHWLHvOB8zZQdnTP6eXP2PgABkf6sCmvlp8yynnsm3RaDfs6VOs0ahJDPegT4km4jzPOOgdqmvUs21VBVkUzj36TTriPMwN7KGmfvrYRTw22ILlznI2fm84++qaza28PX5cj1nxllSvBcq8g96O91UKcVIu2FvPGr1kAPHVhPJOHKotg32wt5rklOwG4aXgPNubWsKeyBQ8nB1r0JixWZWbyztJGLFY4v3cgZ8X6cducrRjNVnr4uvDBtf1JPsKu7tWDwgnzcubOudvYUlDPTTNSWHj7MC5OCua5JTspbWhnT6VS7wnQ3GGyj2DzcdGRWd6ExarMZw44oB51Q24tAL2DPf5RjwRx+jOYLDy7ZAeLtioB6e1nR/Pk+Phj2i2d9Wc+H6xUsp9emdiXc3opHdetVitPfb+DvVUt+Ls78s7Vyewub7JnVj13cQIfrNhLbauBGH9XNucrn7eLEoP4PrUUgNcmJjJvcxFL08rQqFW8dGkfrh8acchSHCethnvGxNI/3ItpX21lbXY1Yd7O3HJWFNPX55Nf24pOoyK3utU+EcIK6BzU7C5voqrJwMhYP9ZkV/Njehn3j+vJuIQAPlqVw9rsakxmyyGnT3T+bP9FZyGEONOdtG3ZH3744ZA/V6lUODk5ERsbS1RU1DE91vnnn4/VKn+sT1dvL8sirbgBDycHPr5+QJdO1otTS+xpaB9c1x9fN0ce/zadPZVKA7APJ+8bEbWztJHbvtpKeWMHapXSROXCvkE4OWjYWdbI5rw6thXV09BmtKU3t3c5DietmtgAN/oEe9Ivwoth0b6EezuTkl/HD+llPPR1Gk227rigjLI5v08QY+MDGBLlc8gO3A+M68l9C1P5OaOc95bvZc6tQwFlJxtAq1EubDp3h6P99u1gdXY4TQ7zOux7ZzRbyLF14I4P8jim91uIk2FVVhVPfb8DgDvOjuaO0cqYnN92lttLKq4fGsG2wvqDAuXOLtUA1wwKw81Jyws/KLvQF/UN4s0rkuydhI9kRKwf828bxg0zNpNW3MAbv2bx4qV96B/hxYbcWtKLG+yp1y16Ex1GCyqVMhd29Z4qQGn6d2AAsj6nBoCRsX7/7E0Sp7XGdiN3zd3Ghtxa1Cp46dI+3Dg88pju+922El60jXN66Nw4+0IRwIz1+fYg96Pr+uPooOa+BakYzVbG9wlCb7KwIqsKrVqFk1ZDc4eJhGB31u1VPnc3D+9BekkjS23N8j6aPMDeMOxIRsT68b/JA7hl9hbmby7io8n98XPTUVLfzrBoHzbl1dnHFS5JLeW8hAB+3lHB4tRSJiQFsya7ml93VnD/uJ4khXnh6aylsd1Iekljl7KpTo62DK6jjT4UQogzyUkLlidOnIhKpTooyO38mUqlYuTIkSxZsgRvb0mD665W7anii3VK0663r0ru0qCruK6N52zjMx4YF8eQKB9+TC9j0dYSVCp4/5p+9tFLq/dUcdfc7bQbzUT7ufL+tf3pG7av8c6IWD9uPzsGq9VKRVMHZQ0dtOpNaNQq3J0cCPRwwt/NEbVahcViJbW4nq82KnWRnU22QKmPnNA3hEuSgwn3diarooXi+jbmbirEw1nL4EifLinTarWKh8+L4+eMcjbm1mI0W9Bq1FQ22Rp32WqZ00saAEjcr1nQZlujlsFRh58fm1PVgsFswc3RgTDvf8/YKHF621HSyD3zt2O2WJnUP5QnbdkfG3NruX9BGhYrTOofwp6KZnaVNeHu6ECbwYzFCv0jvOz1wDcN60Fju5Gvtyp/Ix45L457x8bag1eLxcqeymayKpqoatJjtlrxctYRH+xOUqgnDho1iaGe/PeafkyduYWvNhZw68goov1d2ZBbS0l9O00dSnZH5z/DvV1w0mrYalusOjDN2mKxsiZbGV01qqc/4sxUVNvG1Fkp5Fa34qrT8NHkAYyxzeI+ml92lPPYt0qZ0NSzIrl/XKz9d2uzq+11ys9OSGBIlA/3LlDGIYZ4OnHLyEhumJECwPAYX9burcFVp8FqVWaA9wv3ItjLmTd+zUKlgveu7XdMgXKnMfEB3DYqms/X5vHGr1lMGxnFG7/tsffH2FPZjJNWTUFtG9cOieDnHRX8urOce8bEoFYpI9M6a5qHRfuwbFclm/JqDxksu9pKitoMEiwLIf49Tlqw/Mcff/DMM8/w6quvMmTIEABSUlJ49tlnee655/D09OSOO+7g0UcfZcaMGSfrsMRxVNXcwaO2uuMpIyLt3XFBmcf6yDfptOhNDOrhzT1jYihtaOfpxcpO1X1jYhlh29VZvruSu+Ztw2i2MqqnHx9NHmDvJn0glUpFsKdzly7boOzQbsqrZdmuCn7bVWEPZkHpjn1hYhDjE4Mwmi2sya7m4UXp5Ne0HvjwgJIy+vqkvvZU6yhfVzRqFSaLlZoWPcGezuypUGa0RtvmYW7KU9LsBkUqFxztBjPbipSL9eHRvod9DzNsQXafEA9poiJOC6UN7dwyewttBjOjevrxxhVJqFQqsiqauP2rrRjMFs7vHUhDu4mthfW46DQYzBZMFisDIrxJLVY+91NGRFJS38byzCoc1Cr+76pke71zSX0bX20sZHFqaZfFrP0FeThx79hYrh8awZheAYyMVcZGLUktxc1R+fvQqjfbSyDqbf0BEoLdsVis9q7CQw5YrEotrqe6WY+bowODo2Sh9ky0rbCe27/aSm2rgSAPJ2ZMGUSfkGPrer4yq9I+IurqQWE8N6G3fXEnp6qFe+Zvx2JV5idPGRHJrA0F/JxRjoNaxVtXJfOkbYxUv3BP1tkyGAZFerMmuwZPZy03DIvgsW+VzIxnJ/Tm4qSDR2GaLVbq2wy4OTocMuPpoXPjWJpWSkl9Ow4aNe6ODpTUt5MQ7E5meTNRfq5kljdT3tiOq05DeaOywNw/QumYvTa7muuGRDAs2pdluyrZnF/HPWMOfi88bNkf+/fkEEKIM91JC5YfeOABPv/8c0aMGGH/2bhx43BycuL2229n165dvPfee1KH3E1ZLFYe+yaD2lYD8UHu9p2nTjP/zCclX2l08u7V/VCrVDy6KJ3mDhP9I7y4f1xPANbtrebuedsxmq1M6BvMf6/pd1DzrsOpazWwNlvpdL0mu5rm/VKs3R0dGJcQwPjEIEwWK7/trODuedsPWiGP9HUhys8VdyctVc0dbCmo5/fdlXSYLHx1i7LIYwV7hoTGdtHUuWuVFOZJaUM72ZUtqFUwIkYJjDfl1WIwWQjxdCLG//DNvTpTtftLkyFxGmjRm7h11haqm/XEB7nz8fUDlBnjTR1MnbmFZr2JwT288XbV8fWWYrQaFWoVtJksJId5klGipEVPHhJuD5QdHZQxcmPiA2hsM/LOH3uYv7kIk63HgItOQ2KoJ6FezmjUKqqb9aQVN1DR1MGzS3ayp6KZly/rw/l9AlmfU8PWwnpibItUVqvVXqdcZOt8nRzuRWZFEzUtelx0moN2ln/doYwzHJcQcEwNnkT38uuOch74Og2DyUJiqAczbh58yNFhh7Ihp4Y7527HZLFySXIIr09Ksi9i1rcauHX2Fpo7lAXgVy5PZGthPa/+3NkNO57vtpWQV92Kvy012mpVvhPWZCtB8+MX9OLlH3fbG2HeclZkl+ffU9HMp2ty+WN3JS16EyoVDOrhzf3jenbJgnDWKTXMzy/dxbzNRUxICmbhlmKctcolXpte+Z5bvaeas2L9+H13JWuyqxjV049thfWsz6nhuiER9oWk7YX1mC1WNAcs2HaOlKprM/yV/wRCCNGtnbRgOTc3Fw+Pg2swPTw8yMvLA6Bnz57U1NScrEMSx9HsjQWsya7G0UHNh9f177L6nV/TytvLlEYnz0zoTYSvC7M3FLAxrxZnrRI8O2jU7Chp5I452zCYLVyYGMT71/Y7ZJORThaLlZ1ljazIrGL1nioyShvZP8vf11XH2PgAzu8diNZBzc8Z5Tz2TQbN+n1BdLCnE+cmBHJ2nD9DIn0Oau6TUdLAFZ9sYG12NbvKGukT4kl5YzsWKzioVfi46qhq6mBXmbKzPCLGj6VpSsOWQZE+9ouL33crzcjGJQQecXby5vzO3S8JlsWpZbZYeWBBKlkVzfi5OTJjymDcnbR0GM32XgLR/q6cHefPO38oXYU9nbXUtBjoFehOTnULJouVi5OCadGb7YHyjJsHM7KnHyuzKnn82x324HZEjC9Tz4pidJz/QQtkepOZ2RsKeOPXLOZsKmRMvL+9PKK8sR0PW+aJ3qT0Dgj3drZncgyN8mFVVpX9OfZ/bLPFam8e2Dn+Spw55mws4PkfdmG1wrj4AD6c3B8X3bFd9mwrrOPW2VsxmCyc1zuQd69OtgePBpOFO+Zuo7C2jTBvZz67cSANbUbunrcvsHbSaVhs688R7OVMRkkjPXxd2GGb533LWZHM2VRIU4eJARFevHhpH/t3g9li5f3l2fxvdW6XRpVWK2wpqOfGGSm8cElvpp61r8/LFQPCeOPXLPJrWpk6IhKAXNsYwsK6NjQqZXTapAFh/L67kj9zannovDjeW76XzXm1WK1W4oM8cNFpaNGbyKlqOajJpJ+b8n1Wc5jsDyG6m6KiouMad+j1+uM239rPz4+IiIij31CccCctWB44cCCPPfYYX331lX18VHV1NY8//jiDBw8GYO/evYSFHXpkgTh97a1s5nVbh9xnJiTQM3DfF6zFYuWJ7zLQmyyMjPXjuiHhFNa27uuoe1E8UX6ulDa0M3WWkuo5MtaP96/tf8hA2Wyxsjmvlh8zyvljd6X9QrtTfJA7Y+MDGBsfgFaj5sf0Mp5durNLGnawpxMT+gZzfp9AXHQaSm31zqnF9fSP8O6S8p0UpjQGW7e3hh0lSrDcWX/ZK8gdB42aX3cqO1P9wr3wd3fkh/QyACbYLr7NFit/2ILl83oHHvZ9LG1op7C2DY1axeDIw9c1C3EyvLUsixVZSoA7/eZBhHo5Y7VaefzbDNJtM2HvHB3NE98ppRQ9fFworGsjxMuJpg4jrXozw6J9CPRwYsb6fBzUKj69YSDDY3x5/ZdMPlurLJLG+Lvyn4mJjIg5fHMtRwcNt58dQ3Wzni/W5fPl+gLuHavUjZrMVvJsQUFnnXKknyvr9tbg7uhAUpgXL9kaM42N73r+rc+poaKpAy8XLef0knrlM8n/VuXYF2mvHxrBy5clHrRTejg7SxuZ8uUW2o1mWylQf/tUA6vVyrNL9s1Z/tK2iHTdF5uobtbTK9Cdm4f3YPL0zQCcFevHur01ODqocHRQK9lU4Z7UthrsC1Gf3DDQntXQZjBxz7ztrNqj1NFf0CeQ28+OITnMk6pmPR+uzGFBShEv/bibXkHu9vPG1dGBcQmB/JheRkl9G+6ODjS2G4n0daGgto0evq7k1bTSuVa0vaiehGB3dBo1NS0GCmvbiPRzJTHUk5T8OtJLGg4KlgNsO/JNHSbaDWacdZKJIbqvoqIi4uMTaG9vO34PqlLBcWpA7OzsQlZWpgTMp4GTFizPmDGDyy67jLCwMMLDw1GpVBQVFREdHc3SpUsBaGlp4bnnnjtZhySOA4PJwoO2FLdzeimzJfe3cEsxKflKR87XJ/UF4MnvdtBuVC6kbxjag1ZbqmdNi5Lq+ckNAw7aWapq7mDuxkIWbS3pMgPZzdGBs2J9GRcfyOhe/nQYzSxNK+OJ7zLIrd5Xg6zUKQeSFOZFVZOeDbm1fLWxEIO560gzV52GZyb07tLp1Nm2S260rfB37lJ11h5/t10ZQXJJstLgKKOkEQe1iglJSrCckl9HTYseDycHhh2hXnml7XH7h3sdU2dgIU6UpWmlfLZGCWbfujKJfraRTtPX5fNDutKx98VL+/Dckp1YrRAX6EZ2ZQsuWjX+7o6kFzcS6evCeb0D+c9PSlrq21clMTTah9u/2soK22d96lmRPDE+HiethqYOI7/vquTPnBpyqlroMJoJ8XLmor5BXDkwHI1axdWDwvliXT5bC+uoa1UWwNydHNhdrmR2FNnmKGttQdHInn5UNHaQUdKIWnXwYtWiLcUAXJYcIinYZ5APVuzlXVu2w/3jevLQuT2PmNGzv+zKZm6csZlmvYkhUT58duPALp+NGevzWbRVmbP84eT+xAW688LSnWwrrMfdyYH/uyqJe+anYjBZGBDhxZ/2OmUf/sypxctFy7jeQfzfsj1K9+zJ/e1p4S16E1O+TGFrYT1OWjVvXpHEZf1C7c8d4uXM65P6YrVaWbilmBeW7uL3h862v7Zx8QH8mF7Gpvw6BkV6s2pPNf7ujhTUttnHFZbWt9u7XhfUtNEn1IPUogbSihuI9HMlyRYs7yxt5OpB4V3eGw8nB1x0GtoMZsoa2+3lD0J0RzU1NbS3tzH0lhfwCI78x49XvmMjO3/4nH6Tn8A/Kv7odziCpvICNn/5EjU1NRIsnwZOWrDcq1cvMjMzWbZsGdnZ2UrKT3w85513Hmq1EhhNnDjxZB2OOE4+WLGXXWVNeLtoecvW+KdTVXMHr/+qXCg/cn4vwn1cWLSlmI15tfYLAZUKHvs2/aBUz/0f48MVOXy9tRiDLcXSw8mBi/oGc1HfYIZF+9KiN/Fjehl3zNlmH08DypiLcfEBJId7Ud7Yzu9AVIraAAEAAElEQVS7Klm4paTL8Xu5aOnh64qbo4biunaK6tp4evEOIn1d7A3HCm21j8EeTrQZTPaU6vGJQWSUNJBR0ohOo2ZivxDeX7EXgHMTAvGzNQTr3Gkenxh0xPrr33Yq6aDnHmH3WYgTbWdpI4/bGg7dfU6M/WI9Jb+ON37bN2P5i3V5NHWYiPJzIbtS2dk9Jz6AX3ZU4KrT8OC5Pe2Nix4+L46xvQK5fvpmUosacNKqefvKZC5JDqG0oZ2PV+Xw/fZS2g8YSbO3qoU12dUsz6zi8xsH2rvrdxgt9ud0cXTAaLbi56ZjR6kSNOfbguZzEwL5MUM5/4ZF++K/33zlyqYOlu1SskKuGSwXI2eK6evy7IHykxfGc6dtxNmxKKhp5frpm6lvM5Ic5smMmwd1Sdtet3df5+tnJvRmTK8AlqaVMntjIQD/vTqZD1fmUFTXRrCnE4W1bVisMCxaCZQB7hsby5u/Kjvej1/Qy76A2mE0M232FrYW1uPh5MCsW4YcVF/f6ekJCfyQXsbeqha2FtbbM5E6O1hnlTdz+9nRrNpTbd/k6hz3tKu8mb6hnqzPqWFnWSNJoUq21M7SRib2D7VPnehMF9+fSqUi1MuZvVUtlNZLsCzODB7BkfhE9PrHj9NUXgCAW0DEcXk8cfo4acEyKH9ox48fz/jx40/m04oTZFthHR+vzgHg1cv72lO0Or36cybNHSb6hnoyZUQkNS16XrVdaDx0bhw9fF35bE0uv+yoQKtR8ekNAwj1Urpamy1WZv6Zz3vL99JiqzEeEOHF1LOiOL9PIA5qNauyqrh3/nZWZlXZmwOpVUra24gYPxrbDfyyo4JfbGnSoDQPGtXTj9FxAQyP8SXS16XL2JqHFqWxNK2Mb7eVMCLWj+pmPXtsM5OTwj1ZnFpKi95EpK8LA3t4c//CNAAmJAWjdVDz3TYlGL9xuLLDrjeZ+WWHEgTvv0NwoKrmDjbmKhdTFyVK7aQ4NRraDNw5dxt6W6bII+crX/i1LXrutY2Ourx/KCX17ewsbcLTyYGaFqXZz8VJwfxs+6w/PSGB13/Nsjfqu2l4D66fsUm5j7OWL6cMpk+IB/+3bA+fr8uzL4TFBrgxvk8QyeFeuOo0pBY38MGKvfyxu5Jfd1Zw1n5zkHfb+gRYbOd+uI8LNS0Gov2UdFOdRs25CQFc8elGAC7r17XL8JyNhZgsVgZHetM7RGaanwl+yijjFVuDrUfPj/tLgXJpQzvXT99sb2Y3a+qQLgu3RbVt3Ds/1d75+pazIsmparHPHr93TCzF9e38vrsSrVpFgMe+DIudtkWcKSMi+XJ9gb2D/O1nRwPKZ/jhRWlsylNSu+fcOpRkWzbHoXg4aTm/dyBL0spYmVVlD5bDvJ1x1mpoN5rtYww7e3TU2rrD51Q2c92QcNbn1LCnotneFbwzO6Pz37PKmw/Z5KuHrwt7q1ooqG3lbKR0QQhx5jupwfKKFStYsWIFVVVVWCxd01+//PLLk3ko4h9q0Zt46Ot023zV0IOa42zIqWFpWhlqFbx6uVIr9urPmTS2G+kd7MGtI6NIya/jLVtN2fOX9GGQ7Qu/uK6Nh75Os3eYTg7z5MkLExgW7UNju5Hp6/KZt6mQssZ96diJoR5clBiMWg3LdlXypm0HDJQA+dyEQCYkBTM6zv+QozdAmaF8Ti9/lqaVUWVrYPKjbVc4OcwTX1dHpttmSN8wrAf5Na38bNu1mjYqivmbi2g1mIkLdLN3wV6+u4rGdiNBHk5HTMFevL3UPpM2wtflsLcT4kSxWKw8+HUaJfXtRPi48P41/dGoVfY65apmvRLMJgZxx5xtAIR6O7O7vJnEECWV02qFqwaG8sfuSiqb9MT4u/LCJb25eeYWdpY24euqY95tQ9EbLVz0wTrybKUSQ6N8ePDcOIZF+3TJThkR60dTh5HP1uTxx+5KImw7y94uWvvfh6I6JfOjs7O9j6uOvJpWzunlT051KzlVLThp1Vy439+oVr2JuZuV3cBb9muSJLqvXWWNPPrNvtGF94yJPco99qlq6uD6LzZR2tBOtJ8rc24dirct2ARlV/bOudtobDeSHO7FfyYmojdZuHe+MlFheLQv5/UO5MpPNwBwdpw/K7KqcHJQo3NQ06I3MTDCi5L6NkoblPPr7auS7Z/1N37L4pcdFeg0aj6/aeARA+VOg6N8WJJWZl80AmVDIsTLidzqVrS2LKbOEWp1tn+2Gsz2UYu51S1MGqAs4mbbFoWj/FxxdFDTbjRTXKfUMe8vNsCd5ZlV9tsLIcSZ7qQFyy+99BIvv/wygwYNIjg4+Jjrh8Tp6aUfdlFU10aolzMvXtany+8MJgvPLd0JKEFlUpgXG3JrWJxaikoFr03qS2O7kfsWKDtVE/uFcIOtRnhtdjX3LUilsd2Im6MDz0xI4JpB4dS2Gnjtl0zmbS6yXxR7u2iZ1D+U+GAP/syp4f0Ve+3dcDVqFaN6+nF5/1DO6x2Ii86BFr2J6mY9zjoNvq66Q34Gi+vaAfB102G2WJmzSbmgvnJgGEtSS8mvacXLRct1QyJ46vsdWGxdVmP83ZgycwsAt42Ktj/2wi1FAFwxMPSwzWUsFivzU5TbXXNAjZgQJ8sna3JZvUfpaP/JDQPsneHnpxSxIqsKnYOa1y7vy/0LUgEYHu3Dxrw6nLRqov3d+CG9jHAfZ2IC3PlmWxaODmrev7Y/Dy9KJ724AW8XLfOmDWVzXh2v/Lwbo9lKgLsjL1/Whwv6BKE3WShvVJpt7Z/6mhzmBSizmDNKlNTQMG+lq7CLbWasTqMmu0K5eM+zzUufNCCMhbbzakLfEPuMWIAFKUU0tCnNj87fbx686J5a9EpTrA6jhdFx/jx3ce9jvsaoazVw/fTNFNg6W8+dNrRLuj7Aiz/sYne5stjzyfUDcNJqePGHXbbyIR1vXtGXqbO2YDRbGRLlw5pspTnX0Ghf1mRX4+WiZWRPf95fsRedRs3H1w+wN5L8eksRn9ua3b19VdIRG93trzMLq+qAztSdneE7X35juxGdgxqDyYKfm46aFoN9wbiwts2eSl3TYqCxzYini5bYADd2lTWRXdl8ULAcb2v6lVUuwbIQ4t/hpAXLn376KbNmzeLGG288WU8pTpCfM8r5ZlsJKhW8e3Vyl4tQgC//zCe3uhU/Nx2PnN9LCZ6XKMHz9UMjSA7z5JZZW+w7T69N6otKpWL+5iKeW7oTs8VKcrgXH13XH393Rz5alcOna3LtQXJCsAc3DIugw2hmQUoxM/4ssD93r0B3rhwYxmX9Q9AbLazeU8VDX6eRWtTQ5aIizNuZFy/pc1B9cGfjoUGRPvyUUUZ+Tau9RvqSD9cDcMfZMeRWt9hrkR86L44FKUVUN+sJ9XK2p1sX1raybm8NKhVcM+jwNZGr9lRRWNuGu5MDlx6QKirEybA5r5Z3fleyPF6+rI89FbOots0+N/bxC3qxOFVpsBfu48xO247WNYPC7TWb94/rybOLlXP96Yvi+fLPfNbn1OCi0zD9pkHM2lDAQltTrQsTg3j5sj6sza7hms83sb2wHpPFik6j5oqBobwysS8atQq9STnvHdRq/sytsf1/JRII8nQir7rVnhoa6+9KTnUrfm6O9I/w4oGFSmA/eei+Rah2g5lPbc3L7hwdc8wdksXp6/VfMimobSPE04n3r+13zP9NG9uN3DhjM3urWgjycGL+tGGE2ILQTotTS1i4pRiVCt6/tj8hXs6sya5m1oYCAN6+Kpkv/ywg1zZPubKxA5PFytBoH9buVYLme8bE8vZvyvn17MUJJIYq59eWgjqetX03PnhuzyOW6hzIwdbrxWLp2nlXY4uSO5vc6fcLkr2clX9qHZTflTe246LTEODuSFWznoLaVpJdvOzBck51C+cf8LydJQuZ5U2HTNMWQogzzUkLlg0GAyNGjDhZTydOkKLaNp78bl/zn6EHpBaXN7bzga3J1ZMXJuDprOXj1Tn24PmxC+KZsT6fVXuq0Tmo+d/1A3DROXQZ83HlwDBevTyRlPw6Jk/fZN/tTQ7z5JZRUewpb+bNX7No6lBqsVx0Gi7rF8I1gyPwcdHyQ3oZN81IIavi4JVvRwc1epOFkvp27l+YyopHRttT0naXNZFe3IBGrWJML38mf6GM/rhtVDSzNypp3yGeTkwZ0YObvkwBYGK/kC67ynedE2Nv4jV7gxJAnN3T/4ip1Z0jdK4bEnHMM0CFOF5qWvTctyDVXlLR2QHXYrHy+HfptBmUzvVJYZ72etBIH1fW1dXQN9TDPhv8yoGhzNtUhN5kYVRPP5o6THy/vRSNWsV/r+nHeyv2sm5vDWoVPDk+nlBvZyZ9ssF+foOSEWIwW1iQUkzvYA9uHB5JbpWyUxzq7cxvtv4DnbvHlbZSjM56zM7dtKsGhfHtthL0Jgt9Qz27NEr6amMBNS16wryduWKgjCrs7rYV1jNvs5JB8H9XJ9tn2x9Nq97E1Jkp7Cprws9Nx9xpQw/6O51X3cIztsWf+8f2ZGRPPxrbjTxha1x38/AeOGs19sC5f4Q3v++uxN9dR1Ftm1KWMCiUhSlF9jrlzokRFY0d3DV3m72u/4FxPf/S665rUz7z+486BOxN8vYvN+qc6OCsU76bVCgnitFspaHNSLiPC1XNeorr20gO96JngLLbnGNrore/GH83nLUaWg1mcqtbiAt0P+g2QghxJjlpV+bTpk1j/vz5MhqqG+swmrl7/jaa9SYG9vDmwXPjDrrNqz9n0mYwM7CHN5P6h1JS32YPnp+6MIGS+jbesq2wPzchgfggD95bns17y5Xb3D82lrvOieE/P+1m7iblAijY04kHzu2pBOrf7rBfDET5uTJlRCQXJgaxJruaV3/ezZaCevuxaNQqBkZ4M7qXP0OjfOgV5I67k5Y2g4mJ//uT7MoW1uyp5tohyq7v/1YpzcouTAxiSWopRXVtBLg7MiYhgEn/U2rRnpnQm193VrClQBnt8fh4Zfes8+K7M9BobDfytS0Fe+pZkYd9T7cU1JGSX4dWozri7YQ4ESwWKw99nUZVs56eAW68cnmiPX31220lbMqrw1mr4bXL+3LPfGWXdlx8ACuyqlCpYESMH5+tzcPTWUu4twvfbivF3dGBi5OC7fOXn7ownk/X5JJa1ICLTsOrlyfyc0YFy22z1v3dHZkyIpJLkkII93Hm49W5vL1sD4tTS7lxeCQptmBcq1FqP71dtNS3KWUanf9e12rAw8mBvVWtqFXKgtu1n28ClPOv8zU1thn5eHUuoOyCaw8xy110H1arlf/8pMzQvnJg2DGnMOtNSg3y9qIGPJ21zLl1KLEBXTs7d45F7Fwsut8WzL7+SyYVTR1E+bny0LlxXP6J8t1wXu8A/shUJiX0DvZkTXY1ET4uODpoyK1uJcDd0TYBQoXBZOGueduoaTEQH+TO21cl/eXStBxbzXCPAwL8zgyqzgBZ56C2P3bnCCyzxYq7owPNehP1bQaCPZXmnBW2xafO9yK3+uBgWaNW0TdMGS+1rbBegmUhxBnvpAXLHR0dfP755yxfvpykpCS02q6roe++++7JOhTxN1itVp5ZvJOdpU34uOr48Lr+B11obsip4aeMctQqeOnSPqjVKl76cTcdRgtDony4MDGIS//3JwazhXMTArlhWA8+WZ1rD5SfvDCe8X2CuPzjDfZd4ZuH9yDKz5W3fttjb1DSN9STe8bEkhDkzuyNhZz77hr7LrPadgF/aXII5/UO7NKkpZOLzoEQL2eyK1vsXbS3Fdbx845yVCqla25nYPDUhfG8sHQXBrPSHXh4tA/n/XctAPeN7YnOQc0ntovvR86Ps+8qz9lYQKvBTK9Ad0bHHb5j6H9tI06uHBhm3+EW4mT5ZE0u6/bW4KTdl+UBSh3na7axbw+fF8emvDoyy5vwcHKgpkW5GL80KYRFW5WU6qlnRfLJGuU8uG1UFC//qAQw1w0O58f0MtJLGvF01vLo+XG8+nMWNS16dBo1d54Tw52jo7tkVAyyjb+pazVQ3axnW5GyAJZTpfxNcNE5UN9mxEmrpkUPro7Kv4d4OdNU0cwFfYLYnFdHdbOeEE8nLk7aV9rw8eocGtuNxAW6ccUA2VXu7lZkVpFWrCzCPD7+2Ea1WCxWHlmUzrq9SnnArKmDSQg+uBv6e8uzyShpxMtFy3+vUVK7N+XV2ssI3rwiiZkbCsivaSXAXUehbSf57J7+9prlW0ZG8uIPyrnw1pVJ9u+jN3/LIrWoAQ8nBz67ceDfyijqXBhO2q8ZWHOHkerOYFmnBMY+Ljr7ArODxjb5wQpuTkqw3Ko32+c8d963s045v6YVq9V6UCA/LNqXlPw61ufUcN0QGbsmhDiznbRgOSMjg379+gGwc+fOLr+TZl+nv0/X5PHd9hI0ahUfXtf/oLouvcncpalXYqgny3dX8sfuShzUKl6ZmMjrv2aRU9VCgLsjb12ZxNdbiu1dq58YH09SmCeXfrSepg4Tfm6OPHZBHIu2ltjrIWMD3Hj8gl6Eeiu7T3fPK6ezXCvcx5lrB0dwxYAwgjy7jrA6ULvBzFbbhUbfUE+MZos91e7KAWF8vDoXg8nC2XH+lDd2sK2wHjdHB169vC+v/JxJbauBuEA3bhsVzQs/7KRFr4zHuixZqTdr7jAyfb3SNfvuMTGH/XxvyKlhQ24tWo3qL3VuFeJ42FJQt69O+dLELjtE//f7HhrajMQHuXP1oDDGvassEF2YGMzXW4tx1mpwc1KC1Fh/Vzbn1dFhtDA0yoel6WW0GswM6uHNnspm0ksa8XbRcv3QHrz0425MFitxgW58cF1/4oMODlJK6pW07AB3J5amlWK2WOkV6M6WgnpUKCN+1CqlIZFOo6akvh2NWmUPpqeeFckjtq7I00ZF2xewCmtbmWnrb/DkhfFSa3kG+NS2QHPj8B4EuB/5736nt3/fw08Z5Wg1Kj67cSD9DzHLeFthnX3x5/XL+xLs6YzRvK/3xuShEQR5ONlvc3ZcAN9uK8HT2YHSBqU7+9WDwphj++66elAY5/QKAGBVVhUzbN8P71zdjx6+XRtoHYumDiNbC5WMi7Ni9pVCdY6oCvZ0or7NCCjlCztsjfE6Zy5rNSocbeeF3mTG100J4jvHwPXwcbU9j4mGNuNBi86j4/z4YMVe1mVXYzRbJENDCHFGO2nB8qpVq07WU4nj7LttJfag9vmLe3eZddrpi7V5trpkRx45vxetehMv/LALUC5YS+vb7Z2l/++qZNKK63l6sZKmefc5MYR6O3PzlykYzVb6hXtyfu8gnl+6C73JgpujAw+dF8fZPf347/Jsftmxb27y2XH+TD0rktE9/VEf48XvN9uKadGbiPBxoW+oJx+uzCGrohkvFy2eLlpSixpwd3Tg5uE97CNynr+kN7tKG/k+tRS1Ct64IonM8ib7LsPzl/S2P/8X6/JpaDMS7e/aZVdrfxaLlTds7+nkIRGEecu4KHHy1LcauM82M3ZivxCuGrRvlzWzvIkFti7SL1+WyNzNRdS06InwcSa1WFlkunJgKF9vUWaKj+4VwIz1+Tg6qHB11LA5v5VAd0e0GjUb82pxd9RwXu9APrKVOVzWL4Q3JiXZd74OtDFPmTeeHO7JfFstqruz8lUV4OFEZVMHvq6OVLfoCfBwpKS+nSg/F3KqWhkS5UNedSvFde34uTl22fV65edMDGalnnqMLXAR3dfusia2Ftaj1ai49RjHfy1NK7VnAr0xKYlRPQ/O+mkzmHh4UTpWK0waEGofOTZ7QwF7q1rwddXxxAXxPLU4A4NJWSD6fZfynTSqpz8/ZZTj7aIlyMPJ3qvjmYt6A0q2xGO2eucpIyI574AGk8fqtx0VGM1WYgPciPbflz6+wdYAb2APbzJtc5PDvJ3ZVliPSgUGszItws3RAbVq3y6zl7MSDDe2K8Gy835Nv4rq2g4KlvuFe+PjqqOu1UBKft0hrwmEEOJMcdKXA3Nycli2bBnt7crugdVqPco9xKm0NK2Ux7617dKMjOLmEZEH3Sa/ppUPVioXws9OUJp6/fePbEob2gn1cub6oeH2x7jlrCj83By513ahfuXAMEK9nXlgYSpGs5UL+gQS4uXMW8v22BsFfX/3CCoa27nw/XX8sqMClQouTgrm1wdG8dUtQxjTKwArkFXRxLJdFazKUmYbH0pzh5EPVijHetuoKNJLGvhgpZIGPnlIhH3F/5kJCbz44y5MFisX9Q1idJwfT36/w3a/aJJCPXl68Q6stmBjsG1GdGVTB9PXKQ27Hj2/12F3r37MKCOjpBFXnYb7/mJjFyH+CYvFykOL0qho6iDaz5VXLu/bJfvhtV8ysVphQlIwvYLc+cy2ezYmPoDsyhbcnRyobTViMFsYHOnN99ttQXNcACuzqtGoICHEg415tTg5qDkr1p9FW5XbPHRuHO9d0++wgXKH0cwfu5W6Tw9nLXk1rbg6akgvagCUebgA1S161CplF1qFMgIH4Pazo+09Eu46J8b+PKv2VNmzXJ7/C2OFxOmr83N3bkIgAR5H31XOq27hKdvf8LvOiTlsc7e3l+2hsLaNYE8nXrhEGYtY12rgfdvn6rELepFb08IvOypQq5RgtKnDRM8AN9bvVYLV20dH27OLnr4owT6G7eUfd1HTovQHePLC+L/92ufZZoTvX0pgtVpZZgvax/QKsGdPde64h3k720uZfN0cMVqUwNlBo8LNSVmMatGb7I8XbptpXlzfdtDza9QqLrCNXOssxRBCiDPVSdtZrq2t5eqrr2bVqlWoVCr27t1LdHQ006ZNw8vLi3feeedkHYo4RnM2FfL80p1Yrcp4mKcvSjjoNhaLlae+V1bYR/X047J+IewoaeTLP5ULhf9M7MNLP+6mpsVAr0B3bhkZydWfbqTNYOasWF+SwjztKdBXDAgls7yZ3eVNOKhVPHlhPDH+btz8ZQrltsYjY3r588SF8cQHedBhNPNTRhm/7qhg7d5qmjv2fdH7uuqYfvOgg1Ls3vk9m5oWPdF+rlyYGMzEj//EbLEyLiGAhSlFWK1KytzyzEqK69oJ93HmtYl9uW9hKnWtBhKCPXj4/Di+/DOfXWVKDefTE/a9L2/+mkWbwcyACC8uTDz0/NYOo9ne5OzO0TH4uTke8nZCnAgfrsyxz1P+aPIA3Bz3fQ2s31vDur016DRqnhwfz6w/C2jqMBHr78qGHGXH99KkEObZdp4764UjfV1YbavTPCvWj9V7qlGrYHiML7/tUha4Xp3Yl8lDj1zf+ENaGY3tRkK9nPnDduEf6evKrjJlxm1tq8H+z2BPZ0ob2unh60JBbRv9I7zIq2qhrLGDYE8nrrc9V4fRzIu2LJepZ0XSUxoSdXtWq5VfdpQDcHn/o49bMlusPLxI6ew+PNqXR88/dH3ztsJ6e2fr1yf1tXea/mhlDs0dJhKCPbhqUDg3falMSrgoMZifMpTjSAj2YG9VGbEBbhTVtNFmMNM/wst+fOv31rAkrQy1Shk3tX+36r8itaie9JJGdBp1l4wQZS5yCzqNmiHRPjxhm1rROUIqPsiD1XuU0YghXk6020YxOms19mZg7UaL/fFCvZQd6dL6fd3q93fdkHAWpBTxy45ynrko4ZgWLIQQojs6aTvLDz30EFqtlqKiIlxc9qWcXnPNNfz2228n6zDEMTCaLbz4wy6eW6IEytcPjeD1SX0PmeY8d3OhvWPuqxP7YrJYefy7DCxWuCQ5hIpGPcszq9Bp1Lx9VRIPLkyjrLGDaH8lWH1+qXIRe+XAUDbk1rK7XLkonjV1CEV1bUydtYXyxg4ifFyYOXUwM6cOwcdFx9vLshjxxkrunZ/KzzvKae4w4eboQHK4Fz62i+l7bU26Om3Kq2X2xgIAXrikN49/l0FJfTvh3s6UN3RQ12akd7AH/m6OyjE7qPl48kDmpRTZmyB9cG0/Surbeed3pTHXMxMS7Cv3m/Nq+T61FJUKXrikz2F3rz5fm0dpQzshnk5MGxV9vP6zCXFUv++q4L/Llc/uKxMT7TNTQQlA3lpmKw0YGoG3q86+6DUyzp+9VS24O2rIrVE65A6L9mH1HiVANlmsGEwW+oR4sNa2uzY8xpdVe6pRqeD/rkw+aqBstlj53JaVMTzal4zSJpy0avZUKOmkneOhalsNqFVK7bKKfTXOt4+Ktqd6P3RunD0Y+WDFXgpr2wjycOKBQ3TwF91PdqWyKOKkVXP2ERoodpq7qZC0YqW85t1rkg+Z8WM0W3j6eyVb6MqB+2qMSxvamWsrIXrqwni2F9XzZ47Sa8JZp0FvstAvzJOVWUogetOwHizaVmK7fQIqlQqj2cLzPyiLwjcNj6Tffk25/qrPbDPCL+0X0mWh9Svbd9sFiUqDO5PFSs8AN/bYumZH+bliNFtx0qoJ9nCiwVbT7OmsRWtr/GUy7wuWw32UviSH2lkGSArzYmAPb4xmq33XXQghzkQnbWf5999/Z9myZYSFdU196tmzJ4WFhSfrMMRR5Fa38PDXaaTbGoI8cl4c946NPWTgl1PVwmu/KB1zn7wwnghfF95fvpfM8ia8XbRMGdGDG6Yr84gfu6AXi7YWs7WwHncnB6aNjOI5W6B8aXIIK7OqqWs1EO3vyltXJPHij7vszUqmnhXJ4xfEozeZee2XTGZvKEBvUr7Ugz2dmNg/lPN6B5Ic5oVGrWJ7UT2TPt5Ac8e+VOz6VgMPfZ1m3zneUlDPyqwqHB3URPm5sXZvNd4uWq4bEm4/rtcu70tzh7FLE6RIP1eu/HSjPUW8c1RUh9Fsr8G+dnA4yYe5GCptaLfXzD1xYfxh01GFON52ljbywMI0AG4a3oOrbJ/dTsszq8goacRFp+HesbHM31xIY7uRKF8XNuQoAfC4hECWpJWhVavs85HjAt3IrmzB20VrHzUzqIc3f9p2ot+clHRM84yXppWSU9WCp7OW7bYO2GHeLuRUtdjrIzvHRgW4O1LRpIxrK65vZ0SML5vyamnqMBEf5G5/vl1ljXxum2P+0mV9uuyii+5rc77y2RrUw+eoO7TNHUb7AtHj43sddurAjPX57KlsxsdVxzP7ZVH9b1UOBrOF4dG+jOrpxy2ztgBwSdK+XeXYAHfSShqJD3Ins7wJs8XKqJ5+DIlSynMWbS0mr7oVH1cdD5//9xds8qpbWLZbybi4/ex9C62VTR0sSS0DlFroN21j2S5MDOYL2wKUhy3VOiHYg8YOk30ShK+bDlWV8v2+f1VcZx+NksPsLIPyvX7t55tYkFLE5f1DGWQrRxJCiDPJSbtyaG1t7bKj3KmmpgZHR0lDPdU6jGa+WJvHR6ty0JsseDpr+b+rkg/bgKTDaOb+Bal0GJWg8cZhPdhV1siHtvrf5y7uzcs/7qbdaGZEjC/eLlpe/aUIlQoePq8nr/ycqaQ/xwf8P3vnHR5Vmb7he/qkTHrvPYSENHrviqCioIgoiCjWta9d17r2ta0NLChgQxEbioAgHQKEEBLSe08mfTLJ9N8fZ+ZAgACW5berc1+XVyRMZs4MOed8z/e+7/Owo6SFdr2JIaGe3Ht+IjetFvInfdyUvDwvjYkJ/qw5UMOzPxaKu+GZEV7cMCGGaUmByE9w4nRUu4aEeQJCxequNTk0dArZmMMivbnPngE7Id6PTQXNyKUS7jkvkafXCzEfS8ZGMzrWl4v+vROrTZgNu3xYGC9tLOJwjRD54cjMBHh1cwllLT34a1Q8MOPkdnUHz6wvoNdkYUSUDxenndr8y4mTP5rSZh3XfJBFr8nCuDg/Hr1wcL+/t9lsYozZotFRuKvkvLtDqCqPjfNj9b5q3JUy8uqFDazBIR4cru3Ey0VBcZMgkBUyKe16E4lBGg5UCWL3kVlJzBveX5Sfij6TRezWGBHlzaaCZtxVckqbdUgQZkalEmjXm1DIJDR2GZBLJdTYF/LzR4Rzp30j4NELByOTCtW8B9YewWy1cUFKkDhj6eR/n0P2GfbhZyHOVu2tokNvItbfbcCYo+auPnHW/cELBomGVnUdvXxhn8m9a3oCxU06ttpHDHzcVPSaLCQFa9hWItxzrhoZwVPrhQ3k26YIXhQGs4V/230ybpsSh4e6f2zmr+GdbWXYbDAtKaCfe/3bv5RhtFgZEeWDWiElq7INmVSCn0aIjQrzdqHWXiHOjPCmpk34/wCNCpVchtWukqXH3UrDvIVNhdOJ5VExvszJCOWrQ3Xc/HE2X940+je5eztx4sTJfzPnrA17woQJrFy5UvyzRCLBarXy4osvMnny5HN1GE5OwGq18U1OHdNf2ca/NhWLFdMNd44/rVPnE98d5WiDkLn80uVpGC1W7vo8B7PVxozkIEqbdWK26s2TYnnEHit13bho3tlWjt4eLXO4toN2vYm0cC9umRzLjasEoTw42INv/zaWxCANV7+/j/vXHqFDbyIxUMOKxcNZe/MYZqQEnySU23uMfGSfOZs/XFgYvbKpmF+KWlArpNwyKZZHvhYqxxMTBKEMghnXq5tL6DMJecp3TovjhpUHaOsxkhziwT8vTWF3WStv2avCz8wZIsZnHaxqY/l24ftPX5IimrmcyO5SLeuP2HOoZw/cpu3EyR9Jbm0HVyzbQ2uPkZRQD96+OvOkqJfNBc0cbejCTSnjxgkxrM2upaXbQJCHiqxKIaJmRIwPpc063FVy8u2i2VGdivR1pbnbgL+7ioqWHkA41892zOCdbWXUdfQSeNzrOeZFPexfHVVhh9hwxN3MTg9h9Z5qrDa4ICVIdOZdvr2cI3WdeKjlPHFx8m/45Jz8t+Jwek4JPTl67HgsVpsY33TLpLiT7hcOXtlcjN5oIT3cq59p1vs7KjBZbIyO8WVEtI84zzx9cKA4M50Z4U1Lt4FADxWtPUaMZitp4V4MjxL8Mr4+VEdjVx9BHuozjiKcjsbOPtYdqgPg5knHogZr2/Wia/wd0+LFe9TMIcFszBfM8i5OC2FbsdAdMi7OT+wAceQpG+2dWsrjPp9wsbKsP60R61OXpJAYqKGl28Bl7+wRHbmdOHHi5M/CORPLL774IsuWLeOCCy7AaDRy3333kZKSwvbt23n++efP1WE4sWO12vjxSAMzX9/BHZ/lUNMmLFRfm5/OyiUjBmxVA2H+69MsoUr8yhXpBHqoee7HQoqbdPi5q5iTGSrmT/7jwsE89m0+fSYr4+L82F/RRlOXgWg/N5q6+tDqjAwK0nDd2Ghu//QQvSYLExP8+eKm0ZS19HDBazvYVdqKWiHl4ZlJrL99HJMHBQwoNJ9eX0BnryCqZw4J5tvD9eIc451TE8T4mIxwL3bYZyuvHxfNFwdr0OoMDArS8NoV6dz35RHRVGjZwqF09pq447ND2GxCm7UjEqq7z8Rdnx/GaoM5GaEDVq+MZmu/HOqk4NMv8pw4+b2YLVZW7Krg8ncEoZwc4sHKJSPRnFDZstlsvGpvU100JgqNWi7m146N86O4SYe7SkZOjTCa4eWqwGy14e+uQmcwE6BRUdWqRyGVYLHZMFqsTEsKOKUh4Kkob9GJC/xYP3c6e80Eeaip6+hFKZfS2WtCLZfS1WfGTSWjtceIq1JGU5cBF4WM5BAPsioF34RH7BXz/PpOsVL+2EXJTvOhPxFWq40KrbAhExfgftrH7i7T0tDZh5erggvTgk/5mAptj+jW/vCsJNGbo1Nv4rP9ggi9aVIsnb0mvraL1dQwL+o7+/BxU1LaLAjP+cPD+cL+PNeMjkQikWCz2cRs72vHRqGS//axmxW7BOE+IsqHoZHHjCtf3lSM0WJlTKwvPm5K1ttbw2cNCWJnqRapROiyaujsw00pY3SsL0ftm11JQUJ1WjT7Om4sKMTLBakE+kxWWroNAx6Xm0rOqutHMChIEMwL3t3H7Z8eIq+u8ze/VydOnDj5b+KctWEPHjyY3Nxc3n77bWQyGT09PcyZM4dbb72V4OBT38Sc/PFYrIKL6JtbhWxhAI1Kzo0TY1gyLhpX5el/JbYWNov5yX8/L5GJCf5sPtok7rg/dpEgjm02uHxoKDtLtZS39BDkocZfo2JnqRZPFznuKhlH6noI83bh1smx3LPmMCaLENP0yrx0Vu2t4p/2CJshoZ68Nj+9X57kqdiQ18ja7FokEnhmTgo5NR38/QshsuqqkRGs2ivMYMYHuJNf3ylkzGaEcKCqjbKWHoI91Xx47Qje/KWMDfmNKGVS3lk4FH+NiiuX7xWF/eP2KpXNZuPhdXlUt+kJ9XLh8dkDV6/e3SHkUPu6Kbln+qmdWJ04+T3YbDa6+sxUanvYXdbKmgM1oqiYMiiAV+enn7IF9OeCZvLrharyDeNj+PZwPTVtvfi4Ksi2t7sOCvbgQGU7vm5Katt7UcoktOgMyKWIcTSh3i5UtuqJC3Dn1fkZA8amHY/VauOBr44I1bgwT3bbM5Z7DMK4heMpHIUteyFbzIi9Zkwkb24VhPad0+IJ9XKhz2ThnjWHMVuFKLo5mWd2S3byv0Ob3ojBbEUiQezuGQhHlNIFKcEDCtW3fynFYrUxZVBAv7buNQdq0BstDArSMCFeGEXoNVmID3Ant7YDgOlJAXx+QLjnxAZoqOvoRaOWM9OezZxT00FhYzdqhZT5A7SAnw06g1msHt848Vi3RmFjl1htvn/GIF7YIMwqz0oNZkOe8N7PTw4SN4anDw5ErZBxqEY4/tQwLwC67ZFRbsfd/5VyKaHeLtS09VKh7TnthlOARs3am8fw9PoCPs2q5tvD9Xx7uJ5BQRqmJQUyLt6PjAiv37VZ4MSJEyf/X5xTt5OgoCCeeOKJc/mSTuxYrDa+z63njS2llNh3wjUqOdeOjWLJuGi8XJVnfI7dZVpuWn0Qi9XG3MwwbpkUS227nnvsgnTxmEi+z60XZ4PTI7x5eF0eMqmEOZmhYvUoPdybbcUtaNRyHpo5iL9/kYvRYmVGchCvXZHO8xuKxIzK+cPDeWJ28hlvsjVteu6zZznfMCEGHzcVc9/ejdFsZVKCP1kVrWLuc31nL0aLjUmJ/mh1RnJqhHbxlUtG8FN+o2gI9MJlqQyL9ObBr46QXd0hVNyuHioaynxiXxTIpBJev/LUQgSENjbHLPfDs5IGbNN24mQgDGYLR2o7OVzbSWlzN9VterTdRrr6TPSZLBjNVvrMVizW/u2S3q4K7jkvkQUjIk7pZm+12njZXoFdOFqoKr9hz0wfGePLj3mNeKjlHLYvrvX2CpTQ2WFDoxYMt2L93Shr6cFdJWfZwqFnbaS1YnclWRVCVVirE6pX0X5uVGh78HRR0NlrwkMtp6vPLJp7Ob5G+7lRqdXT2WsiOcSD68ZFA/CvjUUUNnbj66bknydkSDv538exOePlojhpnOBEHHFnUwYFnPLvtTqDaIx16+RY8ftWq03MMl40OgqJRMKXdofri9NDxBlkx+byqGhf9tjbj2cNCRbvEd/kCM99fnKQOFbwW/jiQA3dBjMxfm5MTjz2Xl7YUITNBjOHBKEzmNla1IJcKuGyzDCWfCQYkV0zJko0JZs3PBy90SyK/WH2VvGu3mPO2McT4+dOTVsvpS06Rsb4nvYY3VRynp0zhKtGRrBsezkb8hoobOymsLGbN7aWopJLyYjwYkSUDyNjfBka6f2b47OcOHHi5FzyHxXLubm5Z/3Y1NTU/+CR/HWx2Wz8mNfIK5uKRZHsoZZz3bgYFo+JOmvhtqWwiZtXZ2MwCy2Wz80dgsFs5ebV2XT2mkgL8yTS140Pd1ehkEm47/xE7l4jiNeFoyLECJrpSQFsKmhGKoEnZ6fw2LdH0RsF06FX56fx1PoCVtpnzB6aOYil42POuNjtNVq4cdVBuvrMpIV7sWhUJFcs3yvOG2t7jJQ0C1XdHoOZHoMwL62USfmlqAkXhYwV1w6nuEnH4985quYJXJIRyns7yvlsfw1SCbx+ZYY443W4poMnvhXMwO49P5Ghkac2mrHZbDz+7VH6TFZGRPucVSaoEycArToDG/Ib2Xy0iT3lrfQdl4F6OnzdlKSGeTJtcCCz00NPK1x/ym/kaEMX7io5N06I4bvcesq1PXi5yMWqcpCn2j5ioUSrM6JRy+nuM4t5x96uCsrtc8rPzR1C7Bk6QBwUNXbzvL0SlhHuxe7yVrxdFVRoe5AAnfYFfFefGQmCuRfHfb0oLZjXfy5FJpXw/NxU5DIpO0u0ojHZc3NTnRnmf0IcKQcnjhOcSGeviXJ7Z4VjfvhEvjxYi9EizBgffw3fW9FKZasejUrOJRkhVGh7OFzTgUwqwVUpx2ixkhio4aDdtX1WarDY9u8Y0bHZbGJl+6LU327maLXaxHvitWOjxE2vg1VtbClsRiaVcPf0BG7/NAcQuqg+yarGZoPzkwM5XNOB3mghIdCd0TG+bClsxmSxEebtQoSPq/hZgTBicTyDgjVsK24RkynOhpRQT/59ZQYd+mR+LmhmW3ELu8u0aHVG9pa3sbe8DbYI4nlkjC+TE/2ZPjhQdN924sSJk/82/qNiOT09XZzbOR0SiQSLxfKfPJS/JPvKW3nmx0KxKuTpomDp+GgWjYk6a0dOm83GB7sq+ef6o1htMHVQAG8syEQulfD3Lw5zpK4Tb1cFd0yL56bV2YAQN/XG1lJ6TRZGRvuwu0xY6GdEeLHN3g5257R4PthZQUu3MCf89tWZvP5zKSv3VCGRCHEzZ+Oia7XauHtNjpjP/MKcVK776AC17b1E+LiiVkg5WNVhj82w0dFrIiXEg2BPNd/lNqCUSVm+aCi6PjN3fi7MJC8cFcmtk+PYkNfIP+3RWA/NTBJ39LU6AzetPojRYuW8wYHcOGFgE6Of8hvZXNCEQibhn5ekOKtcTk6L1Wrjl+JmPs2qYWths2igBeDnriQjwpukIA2Rvm4EeKjwdFHgopChlEtRK2R4qBVnHUdmslh58SchFm3J2Cjc1XJe2SR0QKSGebG9RIuvm+B2LZWAVmdEAnT3mZFLJWLusVQiwUb/Wf4z0Wu0cNun2RjNVtLtQhkQhYDGXk12V8nQGSzinx1CfVZqMKv3Cm2pt0yKJSXUE63OwJ2f5wBCTvTpDAqd/O9isG8aqRWnryqXNgtjRsGe6gE7pxwzyPNPuNesyxa+f2FaMK5KOT8cqQSEGX5HBXlCvB/v7qxAIoFQLxdae4SNpJExguguadbRYM+CHhfv9xveqcDOUi0VWqFrY85x5mOOjpDLh4aRU9PJ0YYuNGo54+L9WLryIDKphNunxHPNCqGqfL1943lzgWD6NTnxmPeHWK0/4XPKsEcgHqxq+9XH7eWqZO7QMOYODcNms1HWoiOrop2silb2lLfS1GVge3EL24tbeOK7o6SHe3FxWshJ+dFO/reprq5Gq/3jTN/8/PyIiPjtIw1OnPwW/qNiuaKi4j/yvHV1ddx///38+OOP9Pb2kpCQwPvvv8/QoUP/I6/3v0Ztu55nfyhkvd2t01Up4/rxMVw3LvpXtYI1d/fx0Fd54s318qFhPDNnCAqZlJc3FfNNTj1yqYQXLkvlie+OYrRXnVt0RvLrhazlCB9X9lW04eumpN3uFDp1UAANnX2i0H530TC+z2045jR96ZCzEso2m42n1xfwY54wX/zKFek8uC6XwsZu/N1VBHmoyapsw1UpQyWX0aIzkBDgTpy/O1/b26ffWJCBWiFj4fv7MFlszEoN5vGLkzlY1S4ael09KkJs8TSYLdy8+iANnX3E+Lvx0ry0AQVwV5+Jf9gzm2+aGEv8cVEfTpwcT5/JwlfZdSzfXkZlq178/pBQTy4YEsTkxAAGBWn+0M2Wz7KqKdcK2a9LJ8Tw+f4aqtv0+Lgdm1WW27Nk3JRyug1mlHIpBrMVF6WM7j4z8QHulDTriPR1PSmOaiBsNhuPfpMnVqvrO4RomuNbubv6zLgqBaHsppTR1WcWX9Nfo6JTb6Stx0hSsAe3TYnHarVx1+c5aHUGEgLdeXTW2R2Lk/89TpxbHwhHDnik76krllWtPRQ2diOXSpiZcsw3xWC2iPO+l6QLnUCOCvG0pACesW+gutlzi1PDvMivF8ysxsb6ia3h+yoEgfl7241X7RWqypcNDcPN3iVysKqNXaWtKGQSlk6IYeF7+wBh4+jf9jGK+cPD2VPeilZnINTLhUszQjFbrKJD9nnJxzaTHJGM3ieI5RHRvkgkUNyko6Gz97TGn6dDIpEQF6AhLkDDgpER2Gw2Spp1/FLUzOaCZvZXtpFT00FOTQfP/FDAlEEBXDkiggkJ/mflfeDkv5Pq6moGDUqit1d/5gefJS4urhQWFjgFs5Nzyn9ULEdGRv7qn5k1axbvvffegKZf7e3tjB07lsmTJ/Pjjz8SEBBAWVkZXl5ev/No//cxWay8t6OC134ups9kRSqBK0dEcMe0eAI0Z+8G22eysGpPFa//XCIskGVSHpw5iMVjhNmtVXsqxUzKxy9OZs2BWqpaBZOrORlh3PKJUGFeNDqK1+yPSwv3YkthM4EeKs5LDuL+tblIJPDa/Ayau/t49GvBKfquaQkDZmGeyNvbysT27mfmpPDOtjKyqzvwdFEQ4+fGvso21AopbioZLd0GYvzcGBziwdc59Ugl8OoV6fhrVCx8P0uMjHplXjolzd0s+XA/Bruwf/yiZLFD4qGv8thf2Y5GLWf5wmGnrdA/92Mhzd2C8/etk+MGfJyTvy4mi5UvDtTy+s8lNHb1AcKYxOXDwrlieHi/LNU/kg69kX/ZK1N3TotHKpHw6mbhXI31d2d/ZTuBGhVN3QbUCindBjNquZQ+s1WcGQ7QqMTRjhfmpooL+TPxSVY1Xx6sRSqBKF83DlS1E+ihoszeyq2zmw055qMdXx2OvdOTAvkkqxqlXMqrV6SjlEt5c2spO0q0qBVS3liQedbVdSf/e8hlgngyWU4/luCYgfcf4N7nML0aFuXdbxxpd1kr3QYzgR4qhkf50NzVR25tJxIJ+Lgq6TNZCfJQU2lv8R4f50dWpdCOPTr22FxvXq0goDPCT90CfjY0dPbys32z+upRx+6Lb9lN7eZkhLGtqIX6TiGays9dRW5tp2DWNyGGS9/aDcDtU+NQyKRsL24RRydGHzeD3NnrqCz3v5/5uCnJjPDmYFU763MbzjoK7kxIJBISAjUkBGq4YUIszd19/JDbwLqceg7XdLDxaBMbjzYR6uXCVaMimD88Ah+3M/uqOPnvQqvV0turZ+SSx/AIjvrdz9fVUMm+D55Aq9U6xbKTc8o5Nfg6G7Zv305vb++Af//8888THh7OihUrxO9FRUWd9jkNBgMGw7Hog66us5+/+V8hr66Tv39xWHS4Hhntw+MXJ/+qiKKmrj7W7K/hoz1V4kIjNcyT5+akMjhEeJ7Psqp51F4tvX1KHO09RjYdbUIpk/LsnCGi2dcVw8L4NEtok5w+OJBNR4Ub/iMzB/Pw10cAYRd8SKgnF7y2A7NVqOrePvXsROXqvVW8sEFoIb1vRiLfHm5gd1krbioZiYEa9lW2oZRLcVfJaek2EuXrypBQT1Eov3JFOuE+rix8bx86g5nRMb68c/VQ6jp6ufq9LLr6zAyN9BZazu2Vgje3lrI2W1jkv7Eg87SxJbtKtaJ76TOXDnEamZwFf4Xz9Hh+KWrmye+PivO+wZ5qrh8fw/zh4WctPH8rz28oFHPLF4yI4PWfS9DqDAR7qsWqclefIFpNFqGU12e2IuFYFcpR8Vk4KvKM5j8O9pW38rjdTX9SYgBbCpuRSyX02YWwRiVUsN1UMnrsVeUeowUXhYxek4XzBgfyZbZgtPTQBYNIDNKwt7yVf20UrgVPzk75j20wOBH4/z5PXezX0jPN8PcYhN+pgWb2D9jzvEed8Lv7S2EzAFOTApFKJWy3i+rUUE+O2vOdx8b5sa9CGB0YEe0tVn8zI44J41J7lnFC0G//ffxkn5AfPjLah7gA4XlKm7v5ubAZiQQWj41i0QdZANwyOZbX7UaSN02MZd2hOtp6jMT4uYnZ0Q7n7Fmpwf0yp7vt5/qpPqu5mWEcrGpnxa5KFo2OQin/4xNHAzRqFo+NZvHYaIqbuvksq4avDtVS19HLCxuKeHVzCZekh7BkXDSDgpyxi2fD//d5ejwewVH4RDhTQJz873LOcpb/KL799luGDRvG5ZdfTkBAABkZGbz77run/Zlnn30WT09P8b/w8DO3+P6vYLZYef3nEma/uYvCxm68XRW8dHkan90w6qyEcqfexJcHa1n0QRajn/2Zf20qFtu2XpibyrpbxjI4xAObzcaybWU88JUgdK8dG8XgEA+xOvXk7MF8uLuSlm4D8QHu9JqsNHcbiPJ1FfMWF42K4OucOrr6zKSGeXLntAQe+SaPxq4+YvzceGFu6lm1ma7ZX8Mj9kr0jRNi2F/RxvbiFlwUMpKChMxVpVyKRiVHqzMS6evK4BAPvjksCOWX5x0Tyt0GMyOifHh/8TBaug1c9e5eMW/5g2uGixWqr7JreWmj8F6fuDiZiQn+Ax5fd5+J+74UzO2uHhXRr9rgZGD+zOfp8TR09rJ05QEWr9hPuT1O7B8XDuaXeydx3bjo/7hQ3l2m5dOsGgCenJ1MU7eBZXYHeC9XBRarjRBPNb0mC+4qORarTRQoXq4KbAjt4Q2dffi5q7h3xtktgiq1Pdy0+iAmi43Rsb5sKxJESbiPC519ZjxdFHQbhPbrHoNF+HqcUA73caG4qRuj2cqUQQFcMyaKpq4+/vbJISHnPDOUy4eGneEonPxe/r/PU429/dlhSjUQjsqzUnbqe0qePWs4zT6X62BHqSCOHdf4vfZ5+jFxfhyoEirIg0M01Lb3IpFAsKcLnb0mZFIJCUHHNlAb7OMFYd6/rXXZYLaIG87XjIkSv//+zkpA6LDIqmijpVu4X1ttNmraevHXqJibGcb7dqO7u6YnIJdJ6TGYxXby42ef4bjP6hRCeE5mKP4aFXUdvby7o/w3vZdfQ0Kghn9cNJi9D07lxctSGRLqidFsZc2BWma8uoOF7+9jd6n2jF44f3X+v89TJ07+TPzPieXy8nLefvtt4uPj+emnn7jpppu4/fbbWbly5YA/8+CDD9LZ2Sn+V1NTcw6P+D9HTZueecv28PKmYixWIaN4090TuWxo2GlFZ1uPkU+zqln4/j6GPr2Jv39xmO3FLVhtMCzSm1euSOOXeycxb3g4MqmEPpOF+9fm8uyPgnPtDRNimJ0WIprpXDM6kl6TlS2FzSjlUhaMjOBbuzAdHOJBQ2cfET6upIV78XNhMwqZhJcuT+PngmbW5zYgk0p4dX76WYmEz7Kquf8rQYguHBVJYWMXW4taUCukDArScKCqXagoK2W09ggV5cRADT8caUQmlfDKFemEeLmw6P0sQShH+7Di2uG06ozMX76X+s4+Yv3dWHXdSLE175eiZlH83jAhhoWjo057jI99m09dh2Aw9uAFSWd8T04E/qznqQObzcZnWdVMf3k7m442IZdKuH5cNFvvncSScdHnJIO0q8/EvV8Iv8sLRkYwMsaXZ9YXYDBbiQ9wp6BBmOGs7xRawnUGMzKpRBTO7XoTGrVczG++b0biWZkFtnQbuGZFFu16E4OCNBQ3dmOxQUKAOxVaPQqZlM5eExKJ0HYtfgV6TRbkUgmRvm5UtuoJ8lDz4mWpmCw2bvk4G63OQGKghqedBnrnhP/v89TRjqszmDGYBzYGdYy6Wk+hqcwWq9hGnXhcJ0JLt4Hylh4kEiEOCuCgXSAPi/TmiL212pFHHOnjSku3Qfz/489hR2fGiXPAZ8u3OfVodUaCPNSiWV2n3sS6Q0JnxbVjo3lvpyBerx8fzfJtwv/fOimWj7Oq6DaYSQr2YJY983nj0Ub0RgtRvq6icZcDx/y39RQCVK2Q8cCMQYBgKratuOU3vZ9fi1oh4/Jh4Xz7t7GsvXk0M4cEIZUI7fML3tvH3Ld3s7PkjzOO+rPx/32eOnHyZ+K/rg37TFitVoYNG8YzzzwDQEZGBvn5+bz99tssWrTolD+jUqlQqf5c7oqbjzZx15ocuu0OsU/NTuGS08QSGcwWNh9t5ouDNewo0fbLY00M1HDBkCBmp4cSbY9GcnC4poO/f3GYkmbBEffhWYOZmODPvGV76DNZmZjgL1R03tkLwN3TEnjbbtQ1Oz2Er+05k4/MShKrwbdOjiPc25VF7wvtYzdNjCE1zOuM7/n9nRU89b0Q13TVyAjKW3TsKmvFRSEjLsCNQzUdKGVSXBQy2vQmYvzdCPd2YaNdmLx+ZQZuKjmLPthHn8nK6Bhf3l88jOYuAwveFYRyjJ8bnywdhb9G+H05UNnGTasPYrbamJ0eIi4aBuLbw/V8lV1nr2Cn/cerhH8m/oznqYO2HiN//+IwW+wtnpkRXjw3N/WctgzbbDb+vuYwdR29RPq68tDMJHaWaFl/pEF0uQZhcd+iM4gVXYf8dCyk08I82VnaSlKwB5dlnrmS29lrYvGKLKpa9YR5CxWw1h4jYd4uFNtnnkF4brlUgsliQyaRYLbZkEokWGw2pgwKEM/jNxZk4Ouu4pGvj3CwSvAPeGfhUDHz1sl/lv/v89TTRYFSJsVosdLcZSDc59QGXiqxXftkQd3UbcBstaGQSQjyODbT7EiOiPN3x9NVQYfeKG4M+bop6TUd63QAiA/UiBtLoSdUkB3ny2/xp7JabSy3d3ssHhslmoatOVBDn8nKoCAN7T0Gatp68XYVPo/6zj78NSpmpQYz5aVtANwxNV50mP/usGD4eXF66EmbSmK1Xn/qav2czFB2lmpZd6iOpSsP8OylQ5h7jro4JBIJQyN9GBrpQ02bnnd3lPP5/hqyqzu4+v19TEzw59ELB592LOqvyP/3eerEyZ+J/7nVRXBwMIMH93c6TUpKYu3atf9PR3RusVptvLK5WHS8TA/34t9XZgy4YGju6uOjPZV8mlUjxkMADA72YFZqMBekBBFzilzU6lY9r28pYW12LTYb+LmrePWKdEK81My3Zxinhnny/NxU5i/fg9FiZVpSIOVanWBq5etKcZMOmw0uzQjlYHW72JZ986RY3ttRQWNXH6FeLtw2Jf6079lms/HSxiLetJuaXDMmkqN1XeyvasdFISPK15UjdV2oFVLkUgmdvSYSAt3xdlWyrViLUi7lrQWZ9JktXP/RfkwWG5MS/Xnn6qFUtepZ+P4+mrsNxPi78enSUQTaF0+5tR1cu2K/aP714mVp4sLjVFRoe3jI3qb+t8lxDIs6dfayk78WWRVt3PZpNk1dBpRyKfeel8iScdHn3OX1lU3FbLT7C7w+PwO5VMKj3wgbWOnhXhyq6UCjltOiM6CUSfoJgyAPNY1dQtfFIftM8z3TE057PoBQyV68Iov8eiHaLdzbhT3lbXi5KGi3X48cc8qO11IrpPSZrKjsztvDIr1Fk6MHZyYxLMqHT/ZVs3pvNRK7Ud+Jm3xO/rxIJBKCPNVUt+lp6Owb8N7nYReAjk2g43FUg/3dVf1+hwvsM8lDQj3tfxY8QMK8XWiy/0xcgLvo4B7p40pbj/D9E+OONGo5eqPljO3ip+KHvAZKmnVoVHIWjBSMjKxWG6v3CbPRi0ZHsdI+J33liAhxZnrJ2Gi+yq6j2yA41Z9nr0h395nYUSJUhC9OO9k8NdzHlezqDjGX+kQkEiHLXG8081N+E/d8cZjvc+u5/4JB53SGONzHlSdnp/C3KXG8tbWMj/dVsa24hT2v7eDO6fHcOCHW6Z7txImTP5z/uTbssWPHUlRU1O97xcXFv8l5+38NncHM0pUHRKG8eEwUa24cfcrFQkNnLw+tO8K457fy5tYy2nqMBHqouHVyLD/fM5Ef7hjPrZPj+gnlPpOFDXkNXP/RASa9tJUvD9aKYnfjXRPwdFEwb9kemruFtscVi4fz5Pf5VLbqCfFUc9nQUNYcqEUigenJQeTXC7mPi8dEscI+Z/XohYMxmq0s2yYI33vPTzyt+ZXBbOGeLw6LQvnmSbEcqGxjf1U77io5oV5qChq7cVHIkCBBZ7CQHOKBWi5lX4UQG/XBNcNp7Orjtk8PifFQyxcO42hDF1csF97PoCANn98wWhTKeXWdLDyuVfvtq4ae1tikx2DmplUH0dkff/vU028AOPnzY7PZWLGrgivf3UtTl4FYfze+uXUsSyfEnPMF3fLtZbxuv248fUkKaeFevLW1lAqtMDPtEAmOapij8cRRQXNstGVGeNFjtDAoSMPUpIDTvmaH3sjC97M4ZHeoHxblzZ7yNlRyKSq5lB6jBQ/7nLJaIaXXZEElF4SyUiYI5TBvF8padFhscHFaCEvGRrGnrJV/2EX+389LZGqSM0/5r0a4j1DFrW4bOJLG296uffwmsYMuu4D1OCFK0SEWY+1VStGkK1BDjf21In2PtV4HeKjoNQrzvic6sId5C/dlh4Hf2WI0W/mX3R9jybhoccxhe0kLVa16NGo5Q8I82FvehlQCySEeFNrvgVcMDxeF89LxMeJGwO6yVkwWG9F+bqJR2PGk29uyT9dirZRLefuqodw9PQGFTMLWohZmvLqDK5fv5cuDtQNWpf8TBGjUPH5xMpvumsikRH+MFisvbCji2g/309V37o7DiRMnfw3+6yrLDz30ED4+A1fk7rrrLsaMGcMzzzzDvHnzyMrKYvny5SxfvvwcHuW5p6Gzl2tX7KewsRuVXMpzc4dwacbJbVBdfSbe3FLKit2VGM3CTXxopDdLx0czLSmwnwOmyWIlr66TfRVt7C5rJauitZ/D6IQEf+6aFk9GhDdfH6rjga9y6TNZSQ7x4KMlI/jyYC0/HGkUZpDnpXH/WmEW8oph4Xx5UJirumtaAh/tqcRosTI2zpcpgwJYsauSrj4zMf5uXJwWMuB71uoM3LI6m6zKNmRSCX8/L4EvDtRSru3By0WBRi2n1J7LajBbMFlsZER4oes1U9Kiw9NFwQfXDGNbiVaMurpqZARPzk5hW3Ezt358iF6ThfRwLz68djhe9tmy3NoOFr6fRWevicwILz5YPPy0UTRWq42/f3GYoqZu/DUq/n1lRr/P2clfD5PFyj++yRONtC5OC+HZOUPO2JZvtdo42tDF/so2ipt0NHf10WuyoJBJ8bFXZuMDNaSFeRHu43LGGd0+k4Vnfyjgoz3CAvquaQnMGx5OQUOXmGse5u3C4dpOgjxVNHYacFcJ+cYatZzuPrOYfzw0wov99oicJWOjT/vadR29XLsii+ImHd6uCiYl+rPukOBjEOqlplyrF/KUe02CG7Y96s5gFr4aLVZclTKUMim1ehPJIR48PzeVqlY9N38sjEVclBbCLZNiz/rfxMmfhwgfN3bRKs4dnwp/e6W3ubvvpL9zbAKdeF2vbT8miE/8c5M92i3YU02pfXzA00VBr9HAqUgL8+JgVTt7ylpPOyJ1Isu2lVGh7cHPXcg/d7Byz7G85a8PCeNNUwYFsrlAGO2YnR7CkbpOatt78XRRcHH6sXurY+56ILPJ85KDeOr7o2RVtHGktpMhYZ6nfJxUKuH2qfHMSg3m5Y3F/JjXwJ7yVvaUtyKTSsiM8GJ8vD/j4v1IDfX8j98Ho/zcWLF4OF8erOUf3+SzvbiFee/s4ZOlo5xRU06cOPnD+I+K5W+//fasH3vxxRcDginB6Rg+fDjr1q3jwQcf5MknnyQ6OppXX32Vq6666ncd638zxU3dXPNBlug++/41w05y8LTZbHyTU8/T6wvE2KcR0T7cMz1BjHWxWG1kV7ezs0TL3vJWsqvbT4rfCPVyYVZqMPOGhREXoKHZXpH97rBwc56Y4M8bCzLYX9nGcxsEw69/XDiYrYXN1LT1EuKpRq2Q0dZjJC7AnfHxfjy9Xpgzvu/8QUgkEtYcEATEtWOiBmzjPFjVzm2fZFPf2Ye7Ss695yXyxi+ltHQbCLDPE9fYFwXdfSasNhgV40N1q576zj4CNCo+WDyclXsqWXNAEO63T43nrmnxfJpVw6Pf5GGx2piY4M/bV2eK8477K9tYsmI/3QYzmRFefLRkxIDRIw5e3lTMj3nCpsHbV2WK1Wknf016DGZu/jib7cUtSCXw0Mwkrht3enFZ2tzNJ/tq+D63nubuUy++T8TPXUlGhDfDIr1JC/diUJBG3PBp6zGy+WgTb9sX3iCYcd0yKQ6Txco9aw5jttrIjPAiu7oDmQRauoUKnM4eudPdZ0Yhk1DTLrSczhkaxsPr8lArpMxKPbmV08Gh6nZuWHWQlm4DgR4qJiYEiOd8QqCGwsZu1AqpmKdstvavZlttIJFAfIA7h2s78XNXsnzRMIwWK9d9tJ8OvYm0ME9evOzs3POd/PmI9Rfa7su1ugEfE+wpVJ/rO/uw2Wz9fles9l82hbS/mGvqEs49xxxz83F/dmSKe7spxTg1lVyGm0oQ3Ce2e09LCuCDXRX8kNfAwxcmnZUR3qHqdjH+6dELB4v3nkptD1vt7vFXDA/nyuWCR8ilGSHH4hqPqyrPTg/p17FV3CS0k6eEnFoEh3q5cFFaCN/k1HPvl4dZe/OY027sxfq78+ZVmdS26/kqu471uQ0UNXWzv7Kd/ZXtvLypGA+1nPEJ/kxLCmBqUuBZvf/fgkQi4fJh4SQFe3Dth0JB4ZoPsvjiptHOyEYnTpz8IfxHxfIll1xyVo+TSCRYLAO7Wp7IhRdeyIUXXvgbj+p/i4NV7Sz5cD+dvSZi/d348NoRJ7VdN3T28sDaI2ILVYyfG49cmMTkRKFNcm95K9/k1LExv4nWE1rSvFwVDIv0YVSMD+Pj/UkIdEcikVDX0cuzPxawak8VeqMFqQRumxLP7VPjyavr5NaPD2GzwZUjwhkS6slj9uzUu6Yl8LDdyOvhmUm8t6MCqw2mDAogLdyL+o5eChu7kUrg4rSTd9vNFivvbCvjlc0lWKxC29i1Y6J4bkMheqOFCB9XOvRGuvrM+LgpxRa7iQn+5NS009lrJsbPjTevyuSZHwrYUaJFKoGnLklh/vAInvuxUIzJuWxoGM/OGSKap2wtbObmjw/SZ7IyItqHDxYPP6NQ/jSrmje2Cu2tz1w6xDmn/BenQ2/kmhX7OVzTgYtCxr+vzGDa4IHbhPPqOnl1cwmb7TO5AG5KGSOifUgJ9STEywVXpQyj2YpWZ6SqtYeChi4KGrrR6oSMc0eGOQgZtFIJ9BiPXU/9NSqemzNEbFf+988lHG3owtNFLgrzUG9Xqtv0eLsqaNebxK9DQj3Jru5gSKin2Lo6Ls7vlAtpm83G6n3VPPXdUYwWK4mB7qRHePP5fkEop4R6klfXiUImETfppBJBHDu+Ohga4S062y9bOIwAjYprV+ynrKWHIA817y4a5lwI/4VxzKhXaAduww7yVAtdCmYrLToDAZpjm5gO4Ww5wf25XS/cTxwt3Mf/WaxGK2TiGIXJYhU3Rx1zzA5GxfgS4+9GeUsPL24o4qlLUk77nspbdNy4SohWm5Ec1K/r6v2dFdhsMDnRn9JmHe16E0EeanQGM30mK7H+biSHeIjXgotO6Nhy3CeDPAc2fHp4lmD4V9jYzXUf7WfZ1cPERIiBCPN25fapwrqgpk3P9pIWdpZo2VWqpavPzPrcBtbnNqCUSzlvcCALR0UyItrnP7LJlRLqyadLRzFv2R6O1HXy2Df5PH9Z6h/+Ok6cOPnr8R8Vy1ar9cwPcjIgu0u1XPfRAXpNFrEd2OuEGIofjjTwwNpcuvrMKGVSbp8axw0TYjFZrKzYVcmqvVViZQkE05FxcX6MifNjZLQPcf7uSKUSzBYrBQ3dvLejgp8Lm9hX0YZjHZEe7sVTs1MYEuZJfn0niz7IotdkYXy8H4/MGsyct3ZjtcEl6SHsKW8VW65Twzy5cfVBAG6dLLRLFjYKs5EJgZqTbsSHqtv5xzf5HLHnMl+UGkxCoDuPfZePzQaDgjSUt+gwWmz4uSvR6oQFwPTBgWwrasZosZEW7sVTs5O547NDFDfpcFHIeGNBBiOifbhx1QGxZe2uaQncPjVOvGmvOVDDg18dwWK1MTnRn7euGnra1muAn/IbeXidYOh1+5Q4Lh/mzDH8K6PVGbj6vX0UNnbj5apgxeLhZER4n/Kxzd19PPdjIV9l1wFCJXVaUiDzh4czPt7/tPPxILRX59d3crCqnYNV7eTVdVHX0Ssu6EFwub8kI5SrRkWIVZ2DVW3i5s7YOD9+ONKIt6uC6jY9Ugm0603IpMJXpUxCfYfQerpkXBQ7ioWYllO9p4bOXh5Zl8fPdrfv6UmBuChlolBOC/PkcG0nMolEdOKXSyWYrTbxq0Mwp4d7iXm2L12eRmaEFw+sPcLOUi2uShnvLx5GgLN74y+NQyxXanuwWm2n7FBSyqUEe7pQ19FLdau+n1hW2c+vE6Oneu2bTI5oKMefXY+7F0g45h7d1WcmxW4GVtTYjcVqE4W0VCrh8YuSWfRBFqv2VhHooeKWSXGnPNZdpVru+CxHjEF7aV6aeG9q7u4TOzOWjo/hbbvfx+XDwlh/RMhNnp0eSnZ1B919ZnzdlGSecI46oqHMloGziQM0at67ZhhXv7ePveVtXPTGTl68LFXsTDsT4T6uXDUykqtGRmK2WMmt62RLQTM/5jVQ1tLD97kNfJ/bQHq4F/edn8iYOL+zet5fQ1yAO29cmcFV7+/j8wM1zE4P+Y+8jhMnTv5a/NfNLDsR2Fmi5bqP9mMwWxkf78eyE6JRjGYrT68/Ks4xpYZ58vK8NEK9XHlvZznvbi+n3W644a6Sc2FqMBemhjAyxgeTxcrR+i72lreyYlclBQ1dFDZ2ndSSPTrGl+vGRTM1KQCJRMKeslZuWHWA7j4zGRFevH31UJZtL6eoqRtfNyVXjYxgnr097L7zB/FVdh1Gs5UhoZ7izdsxR+1YUNhsNg5WtbNidyXrc4VoC41azsMzk9hTpuVfm4SWtAy7Wy+Av7uSFrtQPm9wIJsKmrDZq9fXj49myYf70eqMYiu2u0rO3Ld3U9ykQymX8uJlqcxOF6raJ7qLz8kI5fnLUsVq80BsL27htk8OYbXBvGFh3DU94df+Ezv5E9GqE+LHipt0BGhUfHz9SOJPEQtls9n4KruOJ77LF3NYZ6eHcPvUeGJP4Uo/EGqFTIxTcdBjMKPVGbDahGryiV0RHXqj+Ds7PSmAn+0bR478ZD93Fc3dBgI1auo7+5iUKMQ1eajlXJASzE95QtVKdZyQ7+w18eGuSpZtL0NvtKCQSbh9Sjx7y1vZVNCETCphSKgnOTUdSCXCpoDFihj9o5AJUVEOwZwUrCHHfp7fe34iF6eF8O+fS/j8QA1SCfz7ygySB2gldfLXIcLHFYXdsb3BnqpwKqL8XKnr6KVC29Ov68chfvXG/mLZMRJw7P4kfF8qkaC2Zyj3mqwEewrCu669l/gAd9HRPaemg6GRx4TqhAR/7p6ewMubinlpYzGbCpq5akQEKaGeyKQSipq6+TanTtzETQr2YNV1/Ud/3tpahsFsJT3ci1AvF3bYs4XPHxwk+g5cmBrMN/aYxnHxficZCIb7uJJT08GRuk7OSw4a8HPNiPBmzU2juWHlQarb9FyxfC+z00O4Y2r8KVMzBkIuk5IZ4U1mhDf3nJdAXl0Xn2RV81V2LTk1HSx4bx8XpATx5OwUMabxj2JMnB8LR0Wyck8Vz/5YyLd/G+sc13DixMnv4pyK5Z6eHrZt20Z1dTVGY/924Ntvv/1cHsp/NXvKWkWhPHVQAG9eldmv5bC5u4+bV2eLph03T4rlrmnxbMhv4ur3smi0G5FE+bpy/fgYLkgJ4nBtB5sLmnjmhwIKG7v6tTw68FDLGRrpzbh4f84bHCi2e5stVpbvKONfG4uxWG0Mj/Lm/cXDqdT28Ka9SvXE7GRW76vGZhMEbFq4Fw9/LVRdrxgeLt6sHDET+fVdzHxtB209RvF4QchznD88gke/zqOoqRuZVEJqmKcYV+NrF8pKmZTRsb5stLedXTkiguFR3ixesR+j2UpSsAcfLB5GUWM3C97dS1efmQCNimULh4qVMb3RzL1f5LL+iCDSb5kUy73nJ57xxrqrVMvSlQcwWqxckBLEM5cOcd6M/8J09ZlY9IFgZhXooeLTpaNOubDs7DXx4Fe5/GCvBqWEevD0JUNEJ9rfi5tKPuCcocVq447Pcqjv7CPK1xWjxYrBbCUh0J3iJh1qhZTmbgMKmYT6zj6kkmPVsxkpQagVMmLsc6Lv7aigq9dEubaHLYXNouAYGunNDRNiePaHAipb9bgoZcQHuJNT04FMIkEiEcSIUi7FaLaKgtkhlKN8XSltEuZCrx4VwS2TYvniQA3/2iQ4Az9xcbLT+doJIIixCB9Xylp6KGvWDSiWo/3c2FXaelIkksMF+0QHZ0d3g8MVXiEXrutGsxUfN+FnWnUG4gOF8/toQydymZQpSQF8k1PP2uzafmIZBK8MP3cVT68/yuGaDjHL+cTXXTAygodmJvXbFK/Q9vCxPS7qnvMS+CSrGoDx8X4UNHZhsdoYFKQhxt+dw7XC8574+gBTBwXw3eF6PtpdyYKREeI896lIDvHkhzvG8/yGQj7NquabnHq+O1zPBSnBXDMmiuFR3r/qfieRSBgS5smzYUO4e3oCb2wpYfW+an7Ma2RfRRuvXpHOhAT/s36+s+GOqfGsOVDDkbpOsqvb+20qOvnfp6Cg4L/qeZz8+TlnYvnQoUPMnDkTvV5PT08PPj4+aLVaXF1dCQgIcIplOzk1HVxvF8pTBgXw1tWZqOTHhHJhYxdLVuynvrMPjVrOa/PTSQzy4PqVB9lun1kO9XLh7unxBHm6sPZgLc/8UHDSDnqgh4rkEE+SgjUMCvJgcIgH0b5u/VrEDGYLG/Ob+PeWEorti9jZ6SE8P1eYA7p7TQ4Wq42ZQ4IYEurJ7Z8eAoTFQXNXH3l1XUgkcEHKsZ3sKD837j0/kZc3FXPUHlfjqpQxa0gwi8dGcaS2k2vsbd4+bkr83ZUcqu6wL94VtOqMeLooiPV3E2e075+RSFevibvXCEYn05ICeHleOh/uruSVzcXYbJAR4cU7Vw8V58uqW/XcuPogBQ1dKGQS/nnJEOYNP3Mb9Y6SFq7/6IC4kfHafKfz9V+ZPpOFpR8dIL++Cz93JR9ff2qhXNDQxY2rhGqNXCrhrukJ3DghRvzdsdlsFDV1s7u0lby6Tsq1PbR0G+g1WZBKJHi6yAnxciEuwJ30cC/GxPr9qorM8xsK2Vbcgloh5ZoxUTzx3VHkUuixm3kFeqipatUTH6DhaEMXUwYFkF8vnJ8O74MbJ8byTU49dR29YgwVCOMRt06Opcdg4Y7PDtFnshLkocbDRUFurTCjbLMJQtmRnayUSfoJ5RAvNc1dfZisNi5ICeKJi1P4paiFB+y55TdNjGXh6Kjf9G/k5M9JjL87ZS09VGh7BhRbMX7CuVje0t8IzPe4meTjW6ddFDJ6jBbxfulpF9UdeqMYBVXZqucK+73iUHUHvUYL84dH8E1OPV8erOWWSbHiYx0sGBnB1KQAPsuqsUdA9WC1Cffq0bG+oqHm8dhsNh5edwSTxcaEBH+GRfpwm/0eu2h0lDjiMMN+fy20Z0KfqvPiorQQ3t1RTn59F3Pf2s0Ll6UxLn7g9mRPFwXPXDqEBSMieGVTMT8XNrP+SAPrjzQQ6+/GZUPDuTg9ZMBNioHw16h4YnYKVwyP4J4vDlPQ0MXiFVk8dUkKV4384+I/fd1VzBoSwtrsWr473OAUy38SejtbAQlXX331H/q8JsPJ8XJOnBzPORPLd911FxdddBFvv/02Xl5e7N27F4VCwdVXX80dd9xxrg7jv5rS5m4Wr8iix2hhbJwvb13VXyjvLtNyw0ohyzfG3433Fg3jSF0nM17ZTrfBjFIu5ZZJsYR6ufDujgoKG7vFnw32VDN5UACjY3wZHuVDkOex+S2zxUqb3sjRBmHusaxFR25NJ7vLtGKrqKeLgodnJXH50DAkEglPfX+U4iYdfu5KnpydwhtbSrHaBKOtlFBPNuYL1bPEQA2+7v0X9bdOjuOi1BDy6zvxclWSEeFFu97Iw+vy2GKfeRwS6klDZy9F9rljq81GZ6+JcG8XFDIp2dUdqORSnrk0hR/zGsU2tpsmxrJ0fDR3fHaIrUWCmF4wMoLHLhosfpZbC5u58/McOntN+LkrefvqoQw/C2OuTUebuPXjbIwWQSi/dXXmGWdLnfx5sVpt3PtlLvsq2nBXyfloyQjiAk4WypuPNnH7Z4fQGy2Eebvw5oJM0c2+Q2/k8/01fH6g5rR5rFqdgbKWHrEFE2BYpDeXDQ3j4vSQftWoE/lgZwXL7aZ2T1+Swus/C0J3XLw/vxS14OEip6pVjwTELo/Lh4ZzyyfZAKTaj9XTRcGam0bz1cFa6jt7CfZ0YWycH6Feah75Ol80KcuI8KKho4/ipm5clTJ6jRZsCDOkhlNUlP01Krp7zehNgtfBq/PTOVzbwS0fZ2Ox2piTEcr9MxLP6t/EyV+HYyZfA583jrzkshPOLR83pVhFbtUZxBl4TxcFPUYLHXoj4CbOOTd09jF5kLBplFfXSay/G2HeLtS297LxaCMXp4UwKsaHveVt3PtFLquuG3HSJmqgh5o7psVzx7T4s3p/y7eXs7usFbVCylOzk/niYA0dehPhPi6MivHhb/bz8/zkIPpMFvHcjbF/Lscjk0p45+qhXLMii/KWHq5+fx+ZEV4sGBnJeckDO1WnhHry/uLhFDR0sXJPJd/k1FPW0sPzGwp5fkMhI6J9mJ0ewqwhwSf5qZyOwSEerLtlDI98nceXB2t5eF0eVhssHPXHCebzkwNZm13LjpKBs6Od/G9h0ncDNtIX3I9/9KDf/XwNR/aQ9+1yzGbzmR/s5C/NORPLOTk5LFu2DJlMhkwmw2AwEBMTwwsvvMA111zDnDlzztWh/FfS1NXHNR8IsSjp4V4sX9jf7fV4oTYi2oc3rszglc0lfGpvy8qI8OKK4eF8sLNCrAK7KmXMTg/lsqFhpIZ6UNSkI6+uk3d3lFPVqqeuo5fmrj7a9EZsA/h+BGhULBgZwbVjokVDri2FTby/swKA5+ak4qaUs9aeq7xkXDQg5KwCYuvmiUT4uhLh64rBbGHl7ipe3VxMj9GCUiZlXJwf24qbsdjo53idEupBfUcvbT3CfOVTs5N5eVMxJc3CLPILc1OJ9nPj4jd2UdfRi0ou5alLUphnN94yWay8tLGIZdsE4ZAW7sXbV2UScha7418erOX+tblYrIJT6etXZjiF8l+c134u4bvD9cilEpYtHHrKis7H+6p49GthITguzo83FmTg5apEZzCzfFsZ7++sEJ2rlXIpo2N8GRbpTXygO4EeatxUcswWGx16IzXtegoautlf2UZ+fRcHqto5UNXOcxsKWTQqkiXjovstWG02G29vK+OFDUUA3D09gaYuA9VtegI0SlFkxPq7c6i6g+HR3mRVtOOhlpMe4SUacQUcV8EO9XLhtqnCYt9otrJyTyXXfFCCziDETM1ICWJTfhN9ZiteLgo67A7aA7Ve+7gpMVusdBsEH4TlC4dRqdVz7Yr99JosTEzw53lnRJSTUxDh0z8L+VQ4IqaqWnswW6yigJXLpARo1DR29QlRg3ax7O8hzOs7IqQcgrysRced0xJQyCQ0dvVRrtVz2dAwXt1cwns7Krg4LYRnLh3CrNd3sqe8lQe+OsJzc4b85q6jDXmNPG+PZnz0wsEEeap5xz6fvHR8DLtKtRjMVsJ9XBgUpKGhUxDKCpkErwEcrMN9XFl3y1he2VTMJ/uqya7uILu6A+VXUsbH+zEjJYipSYGnzCdOCvbg2TmpPDQzifW5Daw7VMe+ijay7P89/m0+0wcHMn94BOPj/c7qfFUrZLx4WSp+7ire2VbGP77JI8RT/YeNWjjGrcpaeugzWZzu+X8i3AMi8In4/RuoXQ2Vv/9gnPwlOGdiWaFQiBfQwMBAqqurSUpKwtPTk+rq6nN1GP+V6I1mrvtoP3UdvcT4ufHB4uH9Zg9/PNLAbZ8ewmy1cd7gQB69cDA3rDpITk0HEgksGRNFXWcfD6wVWhY9XRRcPy6aS9JD2VPeytu/lLKnrLVfnMyJSCTg66YixEtNpK8bg4M9GBHtQ3q4Vz+zkKrWHu78LAeAxWOimDY4kPW5DXQbzIR5uzDe7jwpt//Mie3fDoxmK1/n1PHvLSXUtAnCekioJ2qFlC32PMlAD5W4aBkd48v+ylbMVuHGfd24KO5bm0t3n5lADxXvXD2UnJoO7n3nMCaLjUhfV966KlMUMNWtem7/7JBoHrRodCQPz0rqV7k/FTabjbd+KePFnwTBMSczlBfmpjpbr//ibMxv5LWfBfO5f16awthTOK6+9UupKFTnDw/nqUtSUMikbMhr5B/f5ImxTYOCNFw7NopZqSEoZBJKmnRUtvZwpK4To9mKi1JGsKeaCQn+XDE8AhDcp7/JqeeTfdVUt+l5fUsp7+2sYE5mKFOTAjGarazeWyVWom+eFMu8YWFMfmkbADOHBPPh7io8XeSU2vNjQ71cgXYmJPjj5apAIhEMjho7+/rF1fUYzHx1qI53fikTN8VSQz0J8Xbhu8PC/H+ARiW+P4VUckqh7O2qAJuNdr2J5BAPPlw8gladkUUf7KOz10RmhBdvX515RrM9J39NQryOVX0HfIynCy4KGb0mC9Vt+n4jEuE+LjR29VHdphd9A8K9XThc00FNmyDAB4cIHhs5NZ2oFVJGx/qxvbiF7w7Xs2h0JMu3l3OkrpM1B2q4YngEr1yRzq2fZPPlwVoaO/t48fLU084Hn4jNZuPz/TU8Yt9gu2JYOAtGRPDejgrqO/sI9FAxb1g4D9lTGKYnBSGRSDDYjTNVctlphaqni4LHL07mlsmxfJ5VwzeH6ylt1vFzYTM/FzYjlQiRV7NSg5mRHHRSV5hGrWD+iAjmj4igvqOX7w7X83VOPQUNXfxwpJEfjjQSF+DOrZNjuTgt9CSjsRORSCTcPyORzl4Tn2ZVc9fnOWy8a2K/zrffip+7Ejel0FZf39H7qwzKnDhx4uR4zplYzsjI4MCBAyQkJDB58mT+8Y9/oNVqWbVqFUOGDDlXh/Ffh9Vq4+7PD5NX14Wvm5IPrx3Rb2d3Y34jf/v0EBarjdnpIdw0MYb5y/dS19GLp4uCRaMjWbW3ig69CZlUwjWjozhvcCCf7a9m6svbMFqOOVxr1HJSwzxJDPQg2t+NMC8XAj3U+GtU+Lgpz3hja+8xcu2H++nqM5Me7sWDM4U2mK12cTtzSLA48+zY1d1VqmVjfiNj4/ww2eOpfi5o4uucOjH6yV+j4vxkQXS3600oZBI0ajlNXYLh0PAoH3aXtQLCfFZioIZ7v8zFZoPMCC9euCyNf20s4sc8ofX7/ORAXrgsDU8XBTabjbXZdTz+bT46gxmNWs4Lc1O5YEjwGf9tTBYr//gmX6ze3zAhhgdmDDpl9IeTvw4V2h7usc/HXzs2ShSwx/Pm1lJxg+Vvk+O457wE9EYL96/NFeOiIn1deWDGIMbE+rL+SCM3rz5IVkWbuPA9FXEB7szNDOOqURH2kYMYfspv5I0tpRxt6GL13mpW7z22+aiUS3lkVhKLRkfx9y8O02uykBHhRW6tEM82NtaPH/IaCfZU21tPYXiUDyq5jBFRPuyraOOm1Qe5amQkeqOZ7Op2filqETfBAjQq5maGsSGvgQ15nUgAfw8VzV0GHKeJyWo7pVCWSqC1x8SgIA2rrhtJr8nCVe/vpalLiM/5YPHw07aXO/lr42iRdmzKnAqpVEKMvxv59V2UNOv6CaZIXzf2V7ZTeVwbt+Pvi5uEEaYhoZ6o5FK0OgPFTTrmZoayvbiFT7KquXlSLHdMjefZHwt58rujDAn1YkZKEG8uyOCuzw+zs1TLlJe2sXB0JFePjCTCt/8c84kUNXbz4k+F4kjRJekh/PPSFJq6DLxu35i7e3oCMqlEdLI/P1mowrqJ7t5mTBbrGTeYAjRqbpsaz21T4ylu6uaHIw1szG/iaEMXu8ta2V3Wyj++yWdcnB9zMkM5b3DQSVGKIV4u3DgxlhsnxnK0vovP91ezNruO0mYdd31+mHe3V/D0pSknxVidiEQi4cnZyRyt7+RwbSePfZvHsoXDTvszZ4NEIsHD3lavMzjbbJ04cfLbOWcrkWeeeYbubuEG9NRTT3HNNddw8803ExcXx4oVK87VYfzX8fqWEjbkN6KUSVm+aGi/G+rOEi1/+0QQypdmhLJwVCTzlwtVlyhfVzIivMXIo+QQD26ZHMvag3XMf3ev+ByJgRouTA1mRLQPUomEuo5etDoD7T1G2nuMlDbr8HZTEuKlJi7AHX931Sl3ppu6+rh2xX7KW3oI8VTzztVDxapsrt2Fc1TMsbnf5BAPpg4K4OfCZm5YdfCU7z3QQ8VlQ8MobOwWF/hBHmq0OgNtPSaCPdV4uypEoXzblDhKmrrFit6VIyK4bGgo136YRU1bLwqZhIdmJrF4TBQSiYRWnYFHvs4TRfSwSG9euSK9X5VsIDp7Tfztk2x2lGiRSOAfFw7m2rHRZ/w5J39u+kwWbvk4m26DmeFR3jw0M+mkx7y3o1wUyveen8itk+Oo0PawdOUBSpt1SCWCWdYVw8L5YFcFd63J6Rfb5umiID7AHX+NCqVcSo/BQm27nuKmbkqbdTy/oZAPdlXw9CUpnJ8cxMwhwVyQEsSu0lbWHarjcG0HcqmEEdE+LB4TRYy/OwUNXazNFkYlFo6K5O41h1HIJOIG2YyUIHaXCueZo/X0vhmJLPlQMC9zVLIcRPu5ccXwcGpae3hnexk2G3i7KjBbbTR3GVDLpfTZRb/CYeYlk2C2Z6RbbDZae0wkBmr4+PqRWG02rnpvLzVtvUT6urLquhG/agbSyV8PX3e7SVePEZvNNmBFNT7Anfz6LkqbdZyffOz7jqg2R2cFCPctgCN1wmaSWiFjbJwfWwqbWZ9bz9+mxPOCVxF1Hb28s62M26bEs624hd1lrSx8fx8fLB7OjJRgYv3defCrIxyoamf59nKWby9nUJCGEdE+xAe44+uuQi6V0NFroqxFx56yVnEDSyGTcOe0BG6ZFIvVJhhpdhvMpIV7cdnQcHaUtNj9NlRiHJafuxAVpzOYOVrfJXoinA0JgRoSAjXcOS2BmjY93+c2sP5IPXl1XWwrbmFbcQsalZyL00O4amSkWG0/nsEhHjwxO4W/n5/Iyj1VvLOtjKMNXVz29m7unp4wYL60A4VMyouXp3HBazv4Kb+Jg1Xtp3T1/rU4XM2lzjEOJ06c/A7OmVgeNuzYTqG/vz8//PDDuXrp/1q2Fjbz6mZB+D19aUo/x8YjtZ3csOpYPNEVw8JY+P4+eowWhoR6oJTLWHdIqFBdOyYKs9UmZqjKpBJmDQlidIwfJc06vsutF+NXzoSfu5KUUE+SQzyI9nPHRSGjpLmbD3dX0mHPYv1oyYh+bVIt9p3942d/JRIJb16VyfMbCvk2p55W+9xxiKea4dE+TE8KpLRZx7Lt5fSaLMikEsK9XahsFdrfhkZ6U6Ht4WhDNxqVnPtmJPLRnipKm3UoZBIevzgZo9nK/OV7MVlshHm78MaCTLGd7qf8Rh5edwStzii6D980MfaM1XMQKofXf7SfspYeXBQyXr8yg+mDnZE1TuDZHwooaBC6QN5YcHKL8LpDtTy9XoijuHt6ArdOjiOroo2lKw/Q2Wsi0EPFvy5PY19FG+e/ul2sIicEujMnM4wJ8X5IJRIauvowmKxo1HJi/d0J8lTT1Wdiw5FG3t5WRoW2hxtXHeSp2cksHC1sDo2L9xvQ4fb5DYXYbDBrSLAoBKYPDhSzyyclBrDNbojnmMUfGunDD3eMZ+XuSoqbunFRyhgU5MHoWF/y6zp5fUup6CfgiKACIYLOYQwok3IsR9liI8hDTZ/JQkevUFH++PqRSCUSrnx3L2UtPQR7qll93UhxhtSJk4FwmFKZrTZ6TZYBuxAcpntlzf0dsRPs8U+FjV3i9zIivAAoauqmQ2/Ey1XJJRmhbCls5vMDNfxtSjz3XzCI2z89xJtbS5mY4M/bVw3lqvf3klfXxeXL9vD38xJYMjaaL24azdaiZlbsqmRXqZbCxu5+ppsnIpNKOG9wIHdNTyAhUIPNZuPRb/LYXdaKq1LGy/PSkEklfJ8rjDrMSAkU72dSqYRJif58n9vAv7eUsmzh0LO6151IuI8rN0+K5eZJsVRoe1iXXctXh+qobe/l433VfLyvmhFRPlw3PprpSYEnCWCNWsGtk+O4ckQET36Xz9c59by0sZgKrZ4XLks97TElBGqYmxnKmgO1vLejnKGRQ3/18R+PzWajwx4N5nA1d+LEiZPfwjnvcWtubqaoqAiJREJiYiL+/n9svt7/CrXteu78PAcQKj0OEyqAmjY91364H73dFfuaMZEs+fAAeqOFzAgv2nqMVLZ24a6Sc/OkWD7ZVy3ODk5PCiAuQMP6Iw18a58fdBDkoSbKzxV/jRp3laNty0Jbj5GaNj3VbXq0OiO/FLXwS9HJDpLJIR68uSCTqBPcNr1clbTrTdS194o5yiDsyj92UTL/uHAwPUaL2IL5WVY1j393FK3umImKVmegslWPUiaYjWwpbMaGUBlfMCKc534spMdoIdBDxYtz0/g4q4qf8gX33RnJQTx/WSqeLgo69Eae+O6ouJGQEOjOy/PSSQk92XzpVGwtauaOTw/R1Wcm2FPNu4uGnfXPOvlz80tRMx/tETJP/zUvTYwhc7CnrJX7vswF4Lpx0dw2JY6thc3ctPogBrOVtHAv7pwax6Pf5IvmWiOifFgyPoqGjj5+ym/k5U3FGE/Rhh0f4M7isVFcMSyc2RkhPPtDIR/uruTRb/KJ8Xc/5cy0g5yaDn4pakEmlXDPeQnMWyZ0nlyQEiRmPmdEeBHspaZc20NBQxejYnwBwdDrQXv1vENv5MuDtdz+6SFxTjTc2wWJRCIKZU8XOZ29ZtFp2GJFPO8jfFxp1xvp7jOTEurBqiUjkUolXP3ePgobu/FzV/Hx9SPPqvPDiROX4wyb9MaBxbKjglx2QnyUo0J6vAFUgEZNfIA7Jc06dpRouSgthPOTAwnQCP4Zn+2vZuGoSH7IbWBDfiNLVx5g9fUj+eyG0dz52SE2FzTzzA+FfJZVw00TY7k4PYQpgwJp1RnYXdbKkbpOKrQ9tPcYsdpsuKsVhHu7kBbuxaREf7G1XGcw89BXR/j2cD0SCbw8L41Yf3d6jRY22DulLkoN6fd+HCMZmwuauOC17UwfHEighxqJRILeYKarz0Rnr4keg0W8xqgUUrxdlQR7qon1dyc5xEPcqIr2c+Pu8xK5c1oCe8pb+SSrmp/yGsmqbCOrso3EQA33nJfA9MGBJ1X1fdyUvDo/g5ExvjzydR5rs2txVcp4cnbyaWeql4yLZs2BWjYXNNHZa/pdIrexqw+D2YpMKvlDZqCdOHHy1+WcieWuri5uvfVWPvvsMywWYd5NJpNxxRVX8Oabb+Lp+dcRJEazlb99cojOXhNpYZ48cuGxVs7uPhPXfbQfrc5AUrAHd01LEIVzRoQnNe29tHQbCPFUMz05kH9tLMJqgzBvNePi/fnxSCOb7PNM7io54+J9CfNyRS6T0GOwYLIIhkFh3q6kh3uSFuYlmlX1Gi0UNHaRV9dJQUM3te16+kwWAjzUTEkM4KK0kFM6QI+L86NC28NzPxaSEKg5abFrttrIre3gu8MNfHe4XpwfCvZU4+umJM+e5xof4I5GLefnwmMzW16uCh777iggtHnfOCGGB9cdoa5DaLt+eGYS19jbrjcdbeKhdUdo6RbmJW+YEMtd0+PPaOIFwuz4m1tLedmey5wZ4cU7C4eKixcnf206e03cv1YQwovHRDHJnj3soKq1h5tWH8RksXFhajAPz0xii10omyw2pg7yZ3iUL0tXHsRstRHooeK2yXEcqe/i9k9z+glkjVpOuLcrLkoZHXojFdoeSpp1PLwuj29z6vlg8XAeu2gwfSYLn9nNgDbfPXHAqo1j3vGS9FC6+8xodQY0KjkRPsKml6+bEg+1gimDAtlV2srLG4uRSiSkhnnSa7JQ1NjNzhItO0q0ogeCv0ZFUpCGXaVaLDZwU8mwWGx09ppRK6RiW7lUIpz/8QHu1LXr0ZusZEZ4seLaEQAsen8fR+o68XFT8unSkU4THidnjVQqjBFYrDbMlgHiHDgWH1XarOvXrh1k9+to6TaQV9cptjRPSQqgpFnHj3kNXJQWgkou47YpwibXvzYWc35yEC/NS6NmmZ78+i4uf2cPL16WxruLhrHmQA3PbyiiXNvDfWtzefL7o0xNCmBSoj8jon25MDX4tGKxU2/im8N1vLW1jMauPuRSCc/NTWVGiuCxsf5IAzq7meaJcYdp4V68sSCTuz/PobhJJ25g/VrCfVyYEO/P+clBjIn1RS6TMjbOj7FxfjR29vHRnkpW76miqKmbG1YdZGycL89cOoRI35OTL64cEYGni4JbP8lm1d4qMiO9uDQjbMDXHhTkQVyAO6XNOnaVapl5Ft4iA5FXJ6wrYv3dnCaBTpw4+V2cM7F8/fXXk5OTw/fff8/o0aORSCTs3r2bO+64g6VLl7JmzZpzdSj/77y8qZicmg481HLeWHAsS9lqtXHX54cpbtIRoFHxz0uTuXFVNt19ZpKDPahu7aW1x0hcgBth3q58tFuock1M8KeqtYfPsmoAodoTH6ihQtvDhrym0x5LiKeamyfHsWBEBC5KGZkR3mc05DiRWyfH8WNeIyXNOia/9Atp4V6Eebtgsdqo7+iloKGbXtMxV+xoPzdi/NzYWdpCQ2cfCpmEC1KC2FmipaRZh1oh5a5pCWw62sjXOR0AXD8+mkCNWhQbET6uvLEgg9QwL9p7jDxhb/kC4eb44uVpZ/0+OvUm7l6TI4r0E3OZnTj55/qjNHUZiPZz4/4Z/fMd9UYzN646KGx+hXvx0uVp7C1v5ebV2ZgsNi4YEoSbUs5z9iiYGclBhHi58OT3BaL4TA7xYPpgoYIlkUiQIIw1ZER4YbXB2oO1vLKpmH0Vbfztk2w+WDycRy4czIb8Riq0PfxS1HzKyJVKbQ9bCpuRSOBvU+LYfFS4HoyM8cGxZndsgC0aHcmGvAb2V7bz2Lf5p/wcBgd7MCTUg23FLWy3O2078mYBNCo53ceZ6VhtglN2QUMXJquNsXG+LF84DIvNxsL3szhc24mXq4KPrx9JfKDmN/7rOPmrYrPPpJ5uJDXK1w2ZVEKPUcgidrhTSyQSMsK92HhUmJF1iOWLUkNYtq2czUebaesx4uOm5MoREXx+oIa8ui5u/Tib1deP5JPrR3HdR/s5UNXOTasPckFKEPecl8i2eyfxaVY1K/dUUdsuuNZ/Y783ebsqiPV3J8TLBR83JSqFFLPFRpvdP+RoQ5cY2Rbu48JLl6Ux0t7lYbPZ+HC3ENl45YiIU84An58cxO4Hp/LDkQaO1HXSZjfRdFXK8HBR4OGiwF0lQymTIpFI6DUJnWV17b0UN3VT1qKjpu1Yy3WARsX8EREsHBWJv0ZFkKea+2cM4qaJsSzfXsZ7OyrYVdrKjFd38OycIVySEXrSMc0cEsydUxN4ZXMxT3x3lMmJAaf1Ixgd40tps47sqvbfJZb3lgseDH/E7LMTJ07+2pwzsbx+/Xp++uknxo0bJ37v/PPP591332XGjBnn6jD+39lT1sqy7UJe4guXpfWrwr65tZTNBU0o5VJeuSKd+78UqqQxfm40dffR2mMkMdAdhUzKL0UtKKQSRsX6sq1YaJn2dlUQ5u1KXn0nNfbFq0wqITnEg8RADUGealRyKd0GM+UtPWRVtFHf2cejX+ex6WgT7y4a+psEYpCnmq9uHsMDX+Wyu6yVg1XtHKxq7/cYHzclkxL8cVXJ+fFIPT8XCm2owyK98deoxJbxQUEarh0TxQs/FdHaY0SjkvPYxYP5Kb+J93YIC4WZQ4J4bm4qHmoFG/MbeWhdHlqdUE1eOiGGu6YlnHWm4qHqdv72ySHqOnpRyqU8PTuFecPDz/yDTv4y7CrVsuZALRIJvHBZ6kmusI9+nS+2ES+7eijlLT3csOogRouVaUkB9Bos/HikEalEqEpvKWxmQ77QSjk8ypuEQA0Hq9pF/4LjcVHIWDo+mtunxjM00pvLl+1ha1ELO0q0TEjw5+K0EFbuqWJ7ccspxbLDyX1CvD/Rfm4cbRCqLenhXmIbeVNXH119JjzUClZdN5JP9lWz/kgDDR29qBUyovzcyIjwQi6VsO5QHZ8fEIzC/N1VILFR296LBGFB3m3PWzbZK30jowVHbRCce1+bn4HRYhWEck0HXq4KPrl+FEnBJ5sGOXFyOixWG3Zdieo0mfdKuZRIX1fKW3oobdb1i3IaEe3DxqNN7C1v5caJsQCkhHqSEupBXl0XH++t4rap8chlUl6fn8HsN3ZxoKqdG1Yd5K2rMvlk6Sj+tamId7eX82NeIxvyG5mSGMDlw8LYeOcEChq72HS0md1lWo7Wd9GuN3Ggqh1OuD8ez6AgDfOHhzN/RES/+9jmgmby6rpwUci4csTJDvwOPF0UXDkigivP9oM8Dp3BTFZFK5sLmvnxSAPN3YIT97JtZSweE8Utk+PwdFHg6aLg3vMHccWwCO5fm8ue8lbu/DyH6jY9t9tz2I/nlsmx/HCkgaKmbt7fWcE95w2ckZsYJGyaVRznUv5rsdls/FwgbAyOj/9rjvo5ceLkj+OciWVfX99Ttlp7enri7f3X2Pnr7jPx9y8OY7MJuaszUoLEv9tVquXlzYIJ15Ozk1m+vZySZh1+7kr6zBa0OiNx/m6YLDaKmrrwUMsJ8lSLOaqx/m6Ut/TQrhfMe8bH+zEtKQA/dxXdfWZsCG1nmRHeeLoKc0B9JgufZVXzwk9FbC9u4fFv83l2Tupvem8Rvq58snQUVa09HKruEFqhpRICNCpclTL2VbSy5kCtaLgR4ePKhanBrMuuFRYPCDE8KpmUB9YdwWYT8pRvmxLLP9cXCmJWJuWRC5NYOCqSrl4zd32eI84mxwW48+JlqWJk1ZmwWm0s31HOSz8VYbYKucxvLsh0zic76UefycLDdifohaMiT2p9XHeolrXZtUgl8MaCDKRSuO6j/egMZkZEedNjsLCnvBWVXMLczDBW7qnCbLXhr1GSEe7N9pIW9lcKv/8SiTCKEO4tbKAVN3dT09bL61tKKWnW8dZVmVw5PJyP9lTxTU49ExL8SQ3zAqooP8XC0maz8d1hoaLlWFw3OmaNfVwJ9FCLxlzPrC/g6UtSUCtkLBkXzZJx0VitNo42dPHDkQZW7akSI3o0Kjnxge5kV3cAgqGXzmCmx2gRW7AlEqFC5HCyv3JEBE/NTqbHaGHRB8eE8sfXjzylu64TJ2fi+DigEzewTiQ+wJ3ylh5KmnT9xNPoWKFqu6+iDYPZIm4WLx0fwx2f5fDezgoWjY7C01VBjL87714zjMUrsthe3MIlb+7ipcvTePCCJC7NCOVfG4vZdLRJzCx2sTtpj43z5dk5Q4jydaNC20OFtofGzj7a9UYMZiHmydNFQaSvK6lhnoR5nzyz36E38ri922Px2Kh+8ZJni81mo7hJR3Z1O0WN3dR39NLdZ0YiEczSwrxdGBziwagYX6YMCuTxi5L5Kb+R93ZWcLimg2Xby1mbXcs/Lx3C+cnC2iXC15XV14/kXxuLeOuXMl7eVIybSs514/onRyhkUu6YFs8tH2fzaVYNd9g3IE6FYxNPazcP/C0cqeukslWPWiFlQoJTLDtx4uT3cc7E8iOPPMLdd9/NypUrCQ4WWmsaGxu59957efTRR8/VYfy/8uyPgugL93HhkQsHi9/X6gzc+XkONhtcMSycqlY924pbUMkleLkqKW3WEebtgslqo6pVj6/9RlncpMNFIUUpl1HWIiyWJyX4E+Ltwt6yVh779uhJxyCTSpidHsKjswbj7aZk8dhoYvzdWfRBFmsO1HL71Ph+O+8OrFYbhY3dNHX1IZVK8HUTTEF83JT9ZrDCvV1RyKQUNnaxv7KdLw/WUtBwzG00wseV+SPCya3t4K1fhAp7uI8L950/iI92V4rCef7wcCJ9Xbn905yTxOzWomYeWJtLU9dvqyY3dPZyz5rD4kJ+Vmowz84ZIrqrOnHi4P2dFVS26gnQqPj7+f2rIbXteh79WljA3jE1gcwIb658dy8NnX1E+7milMvYWarFVSFldKwfn9jHJNLDvahq7WGjvSU6OUTD5ERHCzYEebowItoHD7Wcbw/Xc+8XufyY18jmgmYmJvrz0Z4q8uuFTTEPtXAJ7+47OUe0XNtDfWcfSrmUSYnCgtFib1t1zDffPT2Rm1Yf5LP9Newo0ZIe7oVSLqW5u0+shDnwc1cyPMqHrMo2USgHe6pFsy8XhczuSixjSKineH7dOS2eO6bG09lrYtEHWeTWduLtquDj60c5hbKT34wjF9xFITtjR1RcgDs/5TdReoLJV1KQhzi3vK+8TRRWF6aG8ObWUoqbdDy3oZBn5wwBYFSML58uHcWNqw5S2qzj0rd2cXFaCDdOiOXdRcMoa9GxZn8N3x2up76zj80FTWy2VzhdlTJSQjxJCfUkKVjDqBhfYgPczpglXt2q52+fZlPX0UuYtwu3TYk768/IZrORXd3ONzn1/JTfSFPXwJnUx5Ma5smVIyK4NCOUC1OD2VrUzNPrCyhvEVz4rx0bxSOzBiOzz43fN2MQ7mo5L2wo4pkfCkgP9+yX7gGC+763qwKtzsDBqnaxvfxE1ApBRBuOG936tXy+X7jWnjc4CHeVM6vdiRMnv49zdhV5++23KS0tJTIykogIocpRXV2NSqWipaWFZcuWiY/Nzs4+V4d1zthVquWTfUJL5Atz08QLuM1m44G1ubR0G0gIdGd8vB9/+/QQAIOCPcUKjEoupaylB183Jb0mC3qjBW9XBe16E70mKxE+LkT7ubGjVCvOPMmkEuL83Qn1dkECVLT2UN7Sw1fZdeTUdLDu5rF4uirsFSpPcms72V/ZzsVpx8Sy2WLlk6xqlm0rFx23j0culeDpokApl2KyWOnsNYktmA5kUgkT7S2jxU3dvLa5RHSpvHZMFIOCNTy07gjdfWbcVXIenpnEz4VNfGa/4c0aEsxzc4cgkUh48KtcPrWLjhh/N176FbPJNpuNb3Lq+cc3eXT1mXFRyPjHRYOZPzz8tKYrTv6a1HX08u8tQmv0QzOT+m2m2Gw27l+bi85gJjPCi1snx/LMD4UcrGrHXSUjLkDDpqNNqOQSBod4ivPwg0M8yLHHNUX5uoot2G9sLe332m5KGQ/NSuKqkZHk13exfHs5aw/WcvMkoVW0q1cQsQ4vAMcC83iO2o3zkkM8xI2kIHvVxpEtOyMliDcXZPLw14Jp3onnuItCxoQEP2L83filqEXMLA/0UGEwWWno7EMmFWase00Wwrxd8HJVsK+iDblUwrNzhnD5sHBadQYWvp/F0YYufNyUrL7OWVF28vtwdDr4a1RnfGx8gNDaW3pCfJRUKmHqoAA+21/DhvxGUSzLpBKeuDiFK9/dy6dZ1UxM8BNNtjIivNlw5wSe+l5IXXDMJA8J9WTmkGDmDg3j/hmJHG3oZntJC3vKWjlU3SG0ONudpI8n0ENFpI8bod4u+GuEvGSpRDAVPNrQxb7yNsxWG16uCj5YPPyM4hqELra1B2tZva+633t2UcjIjPRicLAH4T6uott0h95Epb0rLLe2g9zaTnJrj/Dq5mIempnExWkhjI3z4+WNxSzbXs6KXZU0dxt47Yp0sUJ888RYihu7+TqnnofX5bH+9vH9TAcVdqOw73MbOHAasewwOzyVmejZ0Kk38VW20HE2f4RzpMqJEwfV1dVotdo/7Pn8/PxEPfdn55yJ5UsuueRcvdR/HX0mCw8d18rpaP0C+Gx/DZsLmlHKpDw8M4nb7EI5I8KLQ9UdKKQSQjzVHG3oxtNFQbfBjNFsxdNFIVZ9MiO8yK/vorpNWOiOifXliuHhTB4UcFK19FB1O7d+nE15Sw+vbC7m8YuTAaFClFvbSaf+WOtTV5+J2z45JM5Eu6vkRPq6YrHa0OoMaHVGzFabmKHsQCaVEO3nRlqYF2PjfMmM8OLbww089m0+nfZF/ogoH+49P5HV+6p47wthFjk93Iul46P55/oCsSL26Kwkrh4VSXZ1O3d9fpjqNj0S++zn/TMG/apq8iPr8kTRkhbmyStXpDvdd50MyAsbCukzWRkR7cPs9P4xLV8crGVXaStqhZR/zUvnl6IWPtgl/B5PTgzgu9wGpBJhkX6gqh2FTIKvm4qj9V3IJDAk1Iu8+k4xV1yjljMk1BONWk5RYzeVrXoeXpdHhI8rUwYFsHx7OQWNXeiNDnEs/N5X2X8+5BTdIA2dwvUg4jhfhHFxfnx7uJ7Ve6tZNFpo55yVGsyUQQHsLW+lXNuD2WLFx01JmLcLFdoeVu2tFmPa3JQy4gLdOVwjVLYdUVEgzF83dvaRV9eFRiXnraszGR/vT1NXH1e/t08cK/n4+lHiXKITJ7+VevvGztnEAjmylkuauvs5YoNgQPXZ/hp+PNLA4xcliyJtdKwv14+L5r2dFdz5eQ4fuirFSDUfNyWvXJHOdeOieWdbGT/lN3KkrpMjdZ08v6EQf42KkdE+jIz24eFZScT6uVPR2kNubSd5dZ0UNnZR0qSjtcdIU5dBqPhWDnz84+L8+OelKad0nD6e6lY9K3ZX8MWBWrFN3UUh44KUIC5KC2F0rO8Z75mtOgPrDtXx/s4KGjr7uOOzHH480shL89J4cGYSqWFe3PV5DutzGwjQqHjsImENIZFI+MdFyWwpbKawsZvNBU1iu7aDlFBPvs9toLhp4LzpVrspmfdpTMBOx6q9lfSaLAwK0jB6AEHuxMlfjerqagYNSqK3V/+HPaeLiyuFhQV/CcF8zsTyY489dq5e6r+Ot7aWUtWqJ8hDzX0zjrVy1rTpefp7oVX6nvMSePOXMrr6zMT4uYrVp5QwTw5Vd+CikNFnEvIR3VVyOntNKOUSgj1dxJbIkdHeXJoRRlmLjk/2VfPvLaW4q+SMjPbhuvHRBGjUZER488ycISxesZ9vD9fz2EWDkUgk1HcIrZS+7sIufXeficUfZJFd3YFaIeWhmUnMGxbe70ZrNFtp7TEI1WSzDZlUgperAn+NCplEQnZ1O2sO1PDQuiNilEysvxv3np+IVCLhlk+yaek2IJNKuGVSLAqZlNs/y8FitRHt58YbCzJICNTw0sYi3v6lDKtNyH196fK0fhsOp8NssbJyTxUvbypGZzcfun1KPDdPih1wZsqJk8M1HXyTI2Sc/uPCwf0W1606A8/8UADAXdMScFPJuM8eKzV1kCCUQcgIz6vvQiWXopBJaezqw9tVgQ3Iqe0AhEXwknFRjI/3F+NNrFYbD399hE+zali2rZwHLhDct/VGC5WtwrhFqLcgjh1jC8mnmbW3HdfocUlGKO9sK6Nc28PM13Zw65Q4Rsf44O+uJiXUEx83JUfqOtlS2MwvRS1i5dpVKcxfHq7uEIWyr7tSXNhelBbM1sJmdAYLoV4ufLB4OIlBGqpb9Vz9/j6q24Tr38dLR4q5t06c/B6q7RtF4aeY8T2RuAB3pBJo15to0Rn6RQKOifUVW7F/LmjiguMcmB+4YBBlLTq2FrWw6IMsnp6dwuXDwsTrQUqoJ28syKRVZ+DHvEY22c3CWroNfJ/bwPf2a4Gni4LhUT6Mi/Nl8ZgoovwE0dveY6SitYeaNj0NnX206gzoDBZsNhtuKjlRfm6MifU97Tljs9nYX9nO+zvL2Xi0STzf4wLcWTQ6kkszQtGc0BVT1NRNbk0ntR294uZ7fIA7I2J88HVXcf34GBaOjmT5tnJe31LChvxG6pb3suq6EcxKDUYqgZs/zmbFrkomJPgz2R6l5+Om5MqRESzbVs667LqTxHKwfWOj+TTt4FVt/a9xvwadwcz7O4VNyxsnxjg7xpw4saPVaunt1TNyyWN4BEf97ufraqhk3wdPoNVqnWL5j6ajo4Mvv/ySsrIy7r33Xnx8fMjOziYwMJDQ0JMjB/4MlLfoeGdbOQCPXTRYvGnZbDYe+TqPHqOFYZHe2GyQVdGGi0JKW48Jmw3SwgWhLJUI5j8GkxVXpQydwYyHWo7VJlSWNCoZl2aGsa+8lQe+OnLSMeTYF/6Ohapjd7ytx0iH3oTVZhNdctPCvTCardzycTbZ1R14uihYuWQEaeFeJz2vUi4l2NOFYE8XbDYb9Z19HKhqZ0+Zlq2FLTR29YmPTQr24KaJMYyI8uHpHwpYb19ExPi58fCsJN7fWSHOOF6SHsLTlw6huauPuW/vJrdWWJzPyQzl8YuTz3q2eFeplqe+P0pho7CLnRHhxQtzU50RNU5Oi81m49kfBTF8aUboSaZvL/5URIfeRFKwB0vGRnHzx9m09RiJ9Xdjjz2uJD7AnYLGbhT2NkSdwUyARiW2jsb4u3HtmChq23v5cHcVH+ysJCPCi1smxeGilHHduGg+zaohq7JN7NzwdlVwqFoQx4NDPGjvMbLXfs5MiPc76X04qlB5dZ1iNU0pl7J80TCWrjxAhbaHR7/OO+1nEeXryvTBgRQ0dLHJPmPt565EZzDTqjPi5aJgRkoQaw7UYLUJ7vbvLByKn7uKgoYuFn2QRUu3gQgfVz6+fuRJGexOnPxWHG7JMf6nr7YCoqt7eUsPhQ3d/cSyXCbl8qFhvPVLGR/tqewnluUyKW9fPZTbPz3ExqNN3Lc2l3WH6rj7vASGRXqLYszXXcXVoyK5elQkfSYLOTUd7CtvI6uyleyqDjp7Tcfml787SnyAO7NSg7lsaNhvimsE4Tq1uaCZN7aUcNh+jwSYkODPdeOiGR/n1y9eqqXbwEe7K/kqu5b6zr5TPSUKmYTzk4O4a3oCsf7u3DY1nnHxflz30QGO1HVy8+psVl03gguGBLNkbDQf7Krg2R8KmBjvL77WrCHBLNtWzs5SLVarrd8xOGbLDeaB55Hz7eMjg35D98mHuypo15uI9nPjotSQM/+AEyd/MTyCo/CJGNiN3smpOWdiOTc3l2nTpuHp6UllZSVLly7Fx8eHdevWUVVVxcqVK8/VoZxTnvr+KEaLlYkJ/v3cr789XM+24haUcim3TI7lptXCnHa4jyvFTTrCvV04Yr8Buqvk9hlbKXqjBU8XBTqDGYvVxqAgDWqFjJV7hMxlR8vV2Dg/gr3UtHQbeO3nEspbenj823xWXTeyX6VJKpWw9kAtFquNlFAPQjzVPPjVEXaUaHFVylh13Qi74+4xdAYzeXWdFDV2U9zUTUmzjuKmbtHp2oGbUsaMlGDmjwgnNdSTj/ZUMv2V7egMZmRSCdePj2ZIiCd//+Iw7XoTLgoZT8xO5rLMUD4/UMuT3x2l1yS832fnDDnrzMWj9V28+FMhW4uE9nFPFwX3zxjE/OHhp8ymdOLkeHaWatlb3oZSLj0p4iSvrpPPDwgz80/NTmb9EcF4SyGVYLHa0BuFud2SZh0SQCKVYDBb8XVTikJ5ZkoQzd0GHv0m/6TX3Vbcwhc3jRZzSI1mK3l1wnUg1t9dHIkYHePL97n1GC1WkoI9TrkBNCbWF5VcSrm2h+9yG7g4TVg8xgW4s/72cXyyr5of8xopaDjW3u2vUZEYqGFYlDcpIR5sLmjmg12VWKw25FIJMX5uFNtnIIdGeuPvrhS9BeYNC+OpS1JQyWXsLW9l6coDdPeZGRSkYeWSEQR4nLld1omTs6XMIZb9ziyWQdiwLW/p4WhD10kOyQtHR7J8ezl7y9vIrm7vJ17VChnvXD2Ud7aX8drmEvaUt3L5O3uIC3Dn/ORAxsT6kR7uhZvdh0StkDEqxte+KR2PySKcw3vKW9lRrGV/ZRslzTpe3VzC6z+XiOI04Vds4ta06bl/ba64waySS5mTGcqSsdEnXQv6TBbe3FrKuzvKxQ4vF4WMjAgvovzccFHIaNUZyK3tpFzbw/e5DWzMb+KBCwZx7dgoMiK8+WTpSOa+tZs95a28v7OCGyfGcse0eL44WENxk44dpVom2j/TwcEeKOVSdAaz3dD02AaZQyQPZMhmtljF2MmM8F+3gdCqM7DMXpi4c9rAbttOnDhx8ms5Z2L57rvvZvHixbzwwgtoNMcu5hdccAELFiw4V4dxTtla1MzWohYUMonY7gyCccdT3wuVq1smxfLGllKMZisJAUKMi1ImodtgxmoT2praeoyo5FJ6TVY0ark495sZ4UVhYzd6e2TLjRNiWTIuWjTtcJAW5sWkl35hZ6mWPpOFgkZh59bbVYGLQspHeyoBId7lo92VfLa/Bok9CschlJu7+vjqUB0b8hrJre0Q8y2PRy6VMChYw4goX8Yn+DE6xheFTMr3ufXcs0aYNwahev3orCTWZteKZmbJIR68fmUGPq5Kbvn4kJhDOybWl3/NSzulQ/eJFDZ28e8tpWLVWi6VcNXICO6cloD3b4jacPLXw2az8fImIcLtqpERhHq59Pu7f64vwGaD2ekhxPi7c8Oqg4BQ6T1c24lGLafWnnGulEsxmK14uMhp7TGikEkYE+vLj/mN2GyglEk5PyWIcXG+mCw2nv+xkNzaTrYUNIvxMT5uSvbYF8QBGhVNXQY09tEKRyv4ZUPDTvleNGoFN06M5fWfS/j7msPoDWbmDRM2jFyVcq4fH8P142MAQZTLpRIkEqG1++O9VbyxpRSz/URPD/eirl1PcbMOqQSuGR3F3vJWNlS1I5NKeHhmEteOjUIikbAhr5HbPzuE0WxleJQ3710z/KRrkhMnvwebzUaF3dk6+iwqyyDcY9bnNoibT8cT7OnCnMxQ1hyo5bkfCvn8xlH9WnilUgm3TIrjIrtL9tc5dZQ26yht1vHm1jIkEoj2cyMpyIPEIA3JIR6khnnhr1GhkEnJiPAmI8KbWybF0dVnYvPRJr48WMvuslaxffumibFnJfLy6jpZ+P4+2vUmVHIp146N5vrx0fi5n2x0llPTwd2f54jRcoIvSAxTkwJOObucX9/JSz8VsbWohSe/P0qPwcxtU+MZFOTBYxcnc9+XubyxpZQFIyPwdFEwOz2E1Xur2ZjfKIpluUxKoIeKmrZemrsN/cRyi33D0Mf91Pfjw7UddPcJnXO/1gDwtZ9L6DaYSQ7xcFaVnThx8odyzsTy/v37+zleOwgNDaWxsfFcHcY5w2yx8sx6YTG7eExUPyOp1zaXoNUZiPF3w8NFQXZ1B65KGdXt9hksH1fKWnrwclHQ1mNEbq9OuShkYkTMkFBPcVZ5VIwPL16WNmCLY6SvK1IJWG2C6+UvdpOrEdE+fHmwjpq2XvzclYR7u7DkwwMAPHjBIKYMCqSl28DLm4r54kCNuHAGCPFUMzhEqGjFB7iTEKghLsBdvAH3mSx8m1PPsu1lYqyVv0bFvecnEuHjyt1rjpl1LR0fwz3nJXCwsp0F7+6lqcuAQibh3vMTuX5czBmrwTk1HbzzS5kosAEuTA3mnvMSiT7LqoMTJwDbils4ZJ/TdzhPO/iluIU95a0o5VLuPT+RZ34ooK3HSJi3i9gGabIcq9z0mixCV0ivGTeVjCAPNduKBSfKuZlh3Ht+Yj9zory6Tj7bX8PRhi6xCh0f4M5ee2t3k32sYUZKEDtLWylu0qFRyQcUywB/mxxHSVM3P+Y18sBXR3jrlzJmpQaTGeFNsKcalVxKV5+JCq2eQ9Xt/FLU0s8Re0SUD24qmdilEeXrylWjInljSymdvSZ83JS8sSCDMbFCG/jqvVX845s8rDYhKubfV2actQmfEydnS7veRJf9Xhjpc3bX+JQQYZziyCnEMsCd0xL49nA9WZVtrDtUx5zMk8+rcB9XnpubykOzkvi5oIlfilrYX9FGfWcf5S1C2sT6Iw3i4yN9XRkT68f0wQGiL4GHWsGczDDmZIZR1NjNSxuL2HS0iTe2llLY2MWbV2UOWHlt6TZw7Yf7adebSA3z5I0rM4nwPfV9f/XeKp74Lh+TxUagh4rHL0pmRkrQaed4k0M8+WDxcN7ZVs7zGwr516ZihkZ6MybOj8syw1i2Tbiff5/bwJUjIhgX58fqvdUctnswOHD4L5jt10MHZfYNjqgBjnmD3W1/UmJAPyftM1HY2MXH9rSRh2clOTvInDhx8odyzsSyWq2mq6vrpO8XFRXh7//nC43/4mAtJc06vFwV/G1yvPj90mYdK+2V3LumJYgu2YEeaiq0PUT5CkJZLpXQYa8gm602ZFLos7cwJQS6izf8WyfHcvf0xNPeWFq6DWIlWKOSsdYeqzBlUAAvbRSqaAtHRXLPF7mYrTYuSgvh+nHRfJVdy2Pf5osCPTPCi7lDw5icGECI18mVXpvNRk5NB9/m1LPuUK3o1u2hlnPDhBjmjwjnza1l3L82F5tNENwvzUtjWKQPL28qZtn2Mmw2oa3u9SszTpoVPfG19pS18va2MnaUCAJEIoGZKcH8bUocScHOWBonv563tgrZ31eNjOw312i12vjXxiIAFo2KpLGzjy8P1gKILcyOKDdXpQy90SL6C7ir5KgVQvSbt6uCl+elM3lQwEmv7Yh8U8ik4nywu0qO2WpjcLAHv9hbsC8fFsY/7RtxC0ZFnLZqq5RLeWNBJu/tKOfNraVUt+l5255vPhCuShkzhwQT4qVm9d5q2nqMSCTC+1YrZOJrp4d78dZVmYR4uWC12njhpyLe2SY895UjwnlqdoqzFdLJf4Ra+8ayv0aFi/LsNmPS7F1SVa16WnUG0czSQYiXC7dNiefFn4p47Jt8MiO8RSOuE/FQK7g0I4xLMwRB3dzdR0FDN0WNXRQ0dJNf30lJs46qVj1VrdV8mlWNv0bFwlGRXDs2SvQuSQzS8O6iYXx3uJ6/f3GYzQXNPP7tUTHX+URe2FAoxkx+fP3IfsZdDqxWG8/8UMB7dqOrC1KCeG5OKp6uZ9fdIZFIuHlSLDXtej7ZV81zGwr59m/jkEolXJIeyr82FbOjpIUrR0SIvggOg1AHOvuawe2EjOMcuzmgY+PieMwWK9/k1APCZvfZYrPZeOybfCxWGzOSg8SNOydOnDj5ozhnYnn27Nk8+eSTrFmzBhAuyNXV1TzwwAPMnTv3XB3GOaHPZOG1zUI+621T4vvdpJ79oQCz1ca0pAC2FbfQ3Wcm1FsQykqZRDTFkkkl/Sq5MqkUi9lKjL8bxU1CK+Rzc1KZN/zMOYI7SwUxOShIw+bCZuo6evFxU1LY0EVLt4FIX1d2lGhp6TYwKEjDk7MH8+BXeeJs5pBQTx69cDAjon1Oeu6Gzl6yKtrYW97KL0UtNBxnHBLiqWbx2CiuHBHBgap2Lnlzt9iiOm9YGI9cOJiWbgNz394tiv8rR4Tz6IWDB8yStNls/FLcwptbSkUnYJn9Jn7jxJhfNfflxMnxHKwSMlCVMilL7e3JDjYebSSvrgs3pYwbJsSweMV+AKL9XKnQ6vFQy2nXm1DKBV8Bx1e1QopUAlqdkbgAd1YsHj5gB4ijOuPjpmR3mXDOFtkjVkK81Bxt6CI5xANtt4HDtZ24KWVcPy7mlM91PDKphBsnxrJodBQ/5TeyvaSFosZumrsNmCyCu36olwvJIZ6MifVFLpPw8qZicTMgIdCde85L5P2dFWRVCBmxC0dF8siFSajkMnoMZu5ekyPGS901LYHbp8Y5nWid/Mdosrsph5xFbJQDT1fB8bmkWcf+yvZ+HiIObpwQw5bCZg5WtbN4RRZrbhx9VrP2ARo1ARq12IoMQvTigco2filq4YcjDWKX1so9VTx9SUq/178oLQSNWs61H+7n06xq5mSGMjyq//22qrWHtdnCOfn83NQBhfJD646IPgL3np/ILZNif9O5+PfzEvnyQC25tZ0UN3WTEKgh1W70WdIkVIgdXSOObGSAXqNF7IwJPu7fR6szUGA3Eh0WdfJa4ufCZpq7Dfi6KZmUePJm4kB8ebCWfRVtuChkPHJh0q97k06cOHFyFpwzsfzSSy8xc+ZMAgIC6O3tZeLEiTQ0NDB69Gj++c9/nqvDOCes3ltFY1cfoV4uXDXymKX6nrJWfi5sRiaVMCczjFs+Fky9dH1CZSrI04XqNmHh3dVnRm4XzO4qOTqDmQhvV8pbepBI4OV56VyScXYO4mvsonf64EBRxM8cEsTKvULbUlKQhg35TWhUcl66PJVbPz7E7rJWpBKhNe3WyXFi5bpVZ+CXohZ2l7Wyr6JVFL8OXJUypgwKYE5mKBMTAqjv6OXvXxwWF9KhXi48M2cIE+L9+DSrhqe+F0y8vFwVPDdnCDNSTr2jbLPZ2FGi5eVNxWKsllIuZf7wcK4fFzNgK5oTJ2eLI3LkkoyQfu3RVquNV+3nzZJx0Ww82sTRhi5cFVIqtEKFy9ESajRbkUjsXxEWkx16EymhHqxYPJwN+U2s2V+DVCrhrmnx4qKwtLmb4iYdMqmEkuZurDZIDHSnqEmHh1oumt5cOyZK7AZZMi4af83Jc4oD4aKUcUlG6CmvG1arjZ2lWt76pZS95YIgdlfJuX1qHJE+rjywNpd2vQl3lZxn5gwRzcIaO/tY8uF+jjZ0oZRJef6yIWK1zYmT/xTtdod4n1/pRTEqxpeSZh17yrSnFMtymZS3r8pkztu7qWzVc+lbu3ljQQYZv8Gt2kOtYMqgQKYMCuTRCwfzw5EGXttcQrm2h5tWH+T2KXHcNT1BFLKTEgOYPzyCT7OqeXNrKR9eO6Lf8315sBarDcbH+53yeGw2G09+f5TP9tcglcCLl6Ux9zQjGmfCx03J8GhvdpW2crCqnYRADb72z9vRbdZl735zP66CnFcvbHz7a1T9/n0c3TIpoR6nvG45rr+XDwsXs67PhFZn4J9274bbp8aLXg9OnDhx8kdyzsSyh4cHO3fuZMuWLWRnZ2O1Whk6dChTp079Vc/z+OOP88QTT/T7XmBg4H/N3LPeaBZbEW+fGifuvNpsNl78qRCAK4eH8+HuSkDIHS5r6cFfo6S6TY9cKqGrz4xUQj+h7OOmFGeaH78o+ayF8qHqdvaWtyGXSpBJJZRre/BxU7K/oh2L1UZmhBcb7EL2idnJPPx1PodrOnBTynjjqkwmJwZgtlhZn9vIZ/ur2VWq7WfuJZUIc04jon0YFy+YeqkVMjr1Jl74qZAVOysxWqzIpBKWjI3izmkJ6I0Wlq48wOYCYXZ6TKwvL89L7ydQTnwPz/1YyD57VUutkHL1yEiWTogh0Omw6+QPoLZdL87LXXdCtXZTQROFjd24q+TMGxbG7Dd3A6BWytGbjGLbtczuiO3A3x4VlRDozmtXZHDjqoOizwDA0pUH2PPgVPzcVazYVQkIC+G1B4UxCUfGcXKoJ3vKWon0daVdb6Jc24Ofu5KlE44dZ2FjF+sO1XGktpPOXsFZPsTLhbgAd5KCPRgUpCHUy6XfLJ/ZYqWgoZsthc18nVMnRvEoZBKuHBHBDeNjWL6jnGd+EK5bKaEe/PvKTNEHIKemgxtWHhCrQcsXDWVo5MkVIydO/mh0hlO3+Z6JsXF+rNpbxbbiFjFO7UQCPNR8unQUiz7IokLbw9y3dzM3M4xrxkSRHOLxm6q0CpmU2emhzEgJ4l8bi1m+vZzXt5SikEm5beqxMa0bJ8TwaVY124tbaOsx9hObjuvT3FPMUgOs2lslriv+NS/tD9m0CvNyBVpp1QmVYsc1SaUQxKzjmhHuc2wsa6d9LGp4lHe/z+ore1X8VKkWB6vayKpoQyGTcM2YyLM+vse+yRdj/K4fH/0r3pkTJ06cnD3/cbG8b98+2trauOCCCwCYMmUKNTU1PPbYY+j1ei655BL+/e9/o1KdfYUkOTmZzZs3i3+Wyf57DGQ+2VeNVmckwse1n0HIlsJmsu3GQenhXqzeV41CJqGyVRDARrOwyJbanbisNkGI6gyCcHa0OS0cFck1Y6LO6lgc7r0gmAK9v0PYuU0L82RrUQseajlF9gzia0ZHsnJPFYdrOvByVbBqyUhSQj34Preel34qEo8TBFfRCQn+jIz2YWikd792sLYeI29tLWXFrkq67QuasXG+/OPCZBKDNGzIa+ThdUdo7TGilEn5+/kJA5p4VbfqeX5DoWiYopQLIvmmSTH95kmdOPm9fJYl5ASPifUl8bh8T5vNxptbSwFYNDqSj/fV0NZjxNtVMN9zxLkpZVKMFisquwN2qJcLdR29+LmreOWKdK635xp7qOUsGBnJO9vKMFmEc76uo5cvDggLSQ+1EAsX6uVCdVsvbkoZ+fZKzTVjonjFXlW+57xEPNQKOvRGHv82n6/ts379sFejHagVQi66q1JGr9FCXUcvhuPaJ92UMi4fFs7SCTFouw0sWpFFud2c77px0dw3I1E0Hlqzv4ZHvs7DaLGSGKjhvWuGOTOUnZwzrPb8Q/mvNHIaG+eLUialslVPSbNuwLGdcB9Xvr5lLI99m8fXOfV8cbCWLw7WEuihYkioJ2Hervi4KXFVylArZKjkUtxVcnzclIR6uxDi6XLKe5pKLuOhmUkEe6p54rujgoFWlLc4Zxvl50ZioIaipm72lreKwrK5q0+Io5PApMT/a+++w6OqtgYO/6al956Q3kMCBAi9dwHpgqAiiF1UlKufXVFR7F0RUBEVxUZXUHqvgYQQ0ntI773NnO+PmRwIhCoQyn6f5z5XksnMHsiec9bea691do2X2Jxy3lx/AoDnRwZfseyOGkNw3Lzon2b4PGjuEnAoXb+AHWo4gyxJEhuO66/Xg05LpY7Pq+BQur5y/sQzxiZJEh8aPtcmdXG/qM4XoG+/+VdMLmqlgvfv6CgXFRMEQbjSrnqwPG/ePAYOHCgHyzExMTz44IPMmDGDkJAQ3n//fdzc3Jg3b95FP6darcbF5ewUqrZW36RlyS59n7/HBvrJH96SdCqN895eXnLhDXdbM9KKqvG0098YWxirqKrXyunXRmoldY06POzMyCiuoaO7/uzwxfo9MpvDGaWYalSUVjdQWd9EgJMF2w2VbS2M1eSU19HVy5b4vEqiDIHyLw/2xMpUw73fHZSLZ9mZG3F3D08md/VoNeX5+Mlylh/IZNXRbLmXY7CLJf93WxCDgpwoq2nkqRVH5Zv6YBdLPpkaTrDL2YW4quqb+HJbMt/uSqNBq0Op0F9EnxoW2KKVjyBcCY1anXzG7+4eLXc1diUVcSy7HBONkpFhLkz6eh9wKg2x1vC73qDVyVXrHSyMOFlWi0qp4Iu7OvPGuhOkFVXTzsaUH+/vLhexCXK2xMHCmCd/OUqDVke4h418o9mo1d+kBrtaEZlRSoCTBTHZZVTWN9HR3ZopER7E51Vw//eHOVlWi0IBw9s7MzTEGQdLY2rqtWSV1pCYX8mJnApSCquoa9TJO0HNLI3V9PC147YwV0aGuaBWKfh0cxKLdqai1emr6H4wuRP9AvQ36A1NOl5bG8svB/VHOIa1d+ajKZ1aPT8pCFdLc5ru6Ys9F8PSREPfAAe2xhewPjqHuWf0UT+dtZmGT6Z2Znovb77bk8bmE/nkV9STX1FwEa+jpqevPWM6uXFbqMtZacX39fEhMb+SXw7qF53+faq/XAyvm48tCfmVRGeXycFyc7X9IGdLuQd7M51O4oWVMTRqJYa3d+bh/heuY3AxJEmS22w1Z5PsT9NX5u/gbo1OJ7HV0Fmjr78+2D+aVUZifhXGaiXDQ0/doy029D8eEep8VgbZjkT9sS4jlZLZg/wvamwny2p52VAcdfYg//MWAxUEQfivrnqwHBUVxZtvvin/ecWKFXTv3p0lS5YA4OHhwWuvvXZJwXJSUhJubm4YGxvTo0cP3n77bXx9z32BqK+vp76+Xv5za1W5r4SVR06SX1GPq7UJE7qcSpPellBAzMlyTDUqPO3Mic9Lw8xIRVpRNQqQi2JV1etvkJt0EpbGairrm3CzNiGjuAYjtZKPpnS66LM82aU1vLlOv9I8MMiRDcfz0KgUVNQ1IgEetqZkldZib26EtamarfGFWBir+XFWD06W1nLnon1U1DVhrNa30Hmwn+9ZKW9pRdVsOJ7L2qgc4g071KBP13xsoD+3hbqgUOjTx15ZE0tRVT1KBTxs6Cd5ZnsMSZJYfyyXN9efkAuE9PV34KXRIaK69S3gWs3TM22LL6Coqh4HC2OGhzq3+F5z5eip3TxZti+DhiYdduYaSqobz0q/bi7I17xY9OTgADJLajiQVoK5kYpls7pR06BloXxMI4AdiYWsjc5BoQBjtZJGrYSXvX5xzM7ciGOG8/ljO7nx4aZEFAp4fWwox7LLuPe7g1TWNeFlb8ZnUzvTyVB8pzVNWh3ZpbXkV9RR26jFRKPC1doED1szeQfsYFoJz688Ju8mj+3kxhvjQuWb89zyWh5bfoSjmWUoFDDXUM9AtGm5tbTVPD1dcwX4EsPZ5UsxvnM7tsYX8EdkNnOGBl6wRVFXL1u6etlS26AlOruMxPxKcsvrKKtpoKZBS12jlrpGHVX1TRRX1XOyrJbKuiY2nchn04l83KxNeNXQtul0L4wK4Z/YfFINrZiaj1Y1LyAnnnZNbW651NpO+L8n8jmWXY6FsZr5E8KuWGG92JwKQ+FRJd187Khr1MrnjgcGOrE7uYjc8jqsTNT0DdAHy83Za7d3dJP/jVIKq1gdpT9a8siAlu34Gpp08o74vb28Lio7pUmr4+kVUVTUNdHJw4bHB19cgH2ruR7mqSDcLK56sFxaWoqz86kb0B07dnDbbbfJf+7WrRtZWVkX/Xw9evTghx9+IDAwkPz8fObPn0/v3r2JjY3F3t6+1Z9ZsGDBWeecrzSdTuIbw67y/X19WgSCze1o7unpKZ8pcrAwJrOkBk/DjXFzUS+FAiQJqhr0O1fNN+CPDPDD3+niKj03NOl4/OejVNY3EeJqydZ4/QXO18GChPxKbM00ZJXqd766+9jJgfTi6V3Zk1LEOxv0ZxQ7edjwyZ3h8qqyJElEZ5fzT2wem0/kk1RQJb+mkUrJsFBnpvf0ooePHQqFgpyyWl5bGytfYP2dLHj/jo6tFidJK6rmxZUx7DP0lPW0M+OV29szNMRJVNW9RVyLedqa5qrPE7u0a5HKF5VVxr7UYtRKBUNCnJjx3UEASqobUaBvGaVRKWjUSpho9FkgzdV2Q1yteGSAL0M/3gHoA2OlQsEDyw7T0KRjSLATvf3sGPXZbgAGBTmyNb4QlVJBgWHxzMXKmJLqBnr72ctF+qb39EKjUjJt8X4q65uI8LLlmxkRZ+02nUmtUuLtYN5qK5yCyjre3ZAgV9p1tDTmzXGhLYrtbU8o4OlfoyitacTKRM2nUzu32v5KuPm11Tw9XXOG0ZkFJi/G8PbO2JppyCmv49/YPEa2coa2NaZGKnr62tPTt/X7jGaNWh1xuRVsOpHPikNZ5JTX8chPkdzXx5tXRreXF5esTDTc19ubDzclsmxfuhws+zrq5+jpR5/yDJ8J7rZnZ1b9ekif5TG9l9cVPZ70xVb98ZMRYS5YmWj4aX8GlXVNuNua0sPHjhlL9Z+HE7u4Y6JRkZhfyd+GzJjTzw+/syEenQRDQ5zoaGjf1eyb3amkFFZjb27U4uz2+Xy8OZGD6foFyM+mhov063O4Huap8N/FxcVdV89zq7rqwbKzszNpaWl4eHjQ0NDAkSNHWkzgyspKNJqLT+FrTucG6NChA7169cLPz49ly5Yxd+7cVn/mhRdeaPG9iooKPDwu3HLpUmxPLCClsBpLYzV3ntbO6VB6CYczSjFSKfFxMGfJLv2usr6YF2SVnKqmaziujL25EcXVDXRoZ03MyXIcLY15ZMDFpVZJksQrq48TlVWGpYm+OFh9k4SPgzkJ+ZWolAq5guWQYCc2GIqGfHBHJ/49kS8H89N7evHqmPZoVEryyuv4+WAmK49kt7g5USsV9PS1Z3RHfQpn8w17o1bH0j2pfLI5iZoGfVr5IwP8eGKI/1m7yfVNWr7clsLX21PkM5+PDfTn4QG+8jkp4dZwLebpmYqr6uVUwjvOqBy7yLADPC68HT8fyEQngY2phrJafYuo+iYdjVoJhUK/m2xrppF3Zd8cF0pBZT1ZJfr5YmqkYsJXeymvbcTfyYIPJ3fimT+iyS2vw9POjGjDDrKXnRmpRdX4OphzIrcStVKBi5UJe1OKcbM2YUqEh35Hub6J7j52LJ3Z7ZKLHDWrrm/iu91pfL0jhWpDr+hp3T15/rZgud2dVifx8aZEvjCc2w5rZ8WXd3WR+6sKt562mKdn8neyAPTpuOW1jeftNX4mE42Ke3p68fnWZD7bmsyIUJcrmh2hUSnp6G5DR3cbZg/y55PNSXy9I4Wle9LR6SReHxcmP3Zqd08+2ZLE0cwy0ouq8XYwl+dWdmkNWp2ESqmg3HDNtj1jUaxRq2Nvin6BecJFFv28GBuP57IxNg+VUsHjg/yprm/i8636o2T39/XhQFoJu5KKUCsV3N9XHxgv+DsOSYLbQl3kTLAdiYVsOpGPSqng+ZHBLV4jtbBK7s7x4qiQi/o33Hwiny8Nmw8LJnUUn0PncT3MU+Hy1ZYXAwruueeeK/q8jfWXno0jXINg+bbbbuP555/n3XffZfXq1ZiZmdGvXz/5+8eOHcPPz+88z3B+5ubmdOjQgaSkpHM+xtjY+JIKiF2O7/dmADC1u0eL83uLd+p3myd2accvB/W7Q46WxmQU1+Bua056cTXWphrKa/Xp0XAqtaz5PNZ9fbzP2Xf4TJ9tSebXw/rWEb4O5kRnl2NnbkRGsf4m3kStpLpBS3dvW3nH99kRQexJKeI3Q5GhV29vz6y+PmSX1vDp5iRWHT0p73CbGakYFOzE8PbODAxyanGBkySJbQkFzP8rTg4aunrZ8vaEDi2KJjU7mFbCCyuPkWJ4bP9AR+aPCxNtoG5R12Kenunv43k06SQ6tLNukeKYWljFxlj9QtLQ9k48+pO+zVtZbSMqpX5uNhfzMlGrqG3UEuBsycG0EgYFORLhbUdO2amFpVfXxAIQ7mHDNzMi+GZ3GpvjCjBSKXGxMuFgeg2u1iakFlUbKuLrb45Hd3Bl5VF9CuNzI4N5dHkkJYaFtG9nRFxWoFxW08DyA5l8uztN/qzp5GHDvDHtW2R95JTV8tSKKA4aivjc09OTl0e3F4tYt7i2mKdnsjEzko8rRGaUMDjY+cI/dJpZfXxYuieduNwKVh49edZC2ZViolHx/MhgglwsmPtbNMv2ZdDJw0Yu/uloaUxPXzv2JBfz74k8Hurvh4uViVwwMKesFg87Mxq0+nsBtaplUJ9bVid/Fvk7WlyRMcdklzP3t2gAHuznS5CLJfPWxpJfUY+HnSmTI9y5Y6G+dsPU7h542Jnxb2we2xIKUSsV/N9t+nPgNQ1NvLxaf654Ri/vFplxTVodz/weTX2Tjn4BDkzscuFAP7mgkqd+jQJgZm9vuX2d0LrrYZ4Kl6+xphKQCL/rORx9gi/4+AvJjdnH8bWLaWpq+u+DuwVd9WB5/vz5TJw4kQEDBmBhYcGyZcswMjq1Ovrdd98xfPjwy37++vp64uLiWgTg11pKYRU7EwtRKGB6T2/56+lF1WyO0wekXb1sWXEoCyO1goziGhRAlqEVVHlto7yr7GZtQk55HT187DiQVoJKqeDOiItbDfxmVyofb9ZXlezuY8f+1BKM1EoamrQtdsV8HMyJOVmOBNwZ4UFaYRV/HDmJUqFvOTG6gxufbUniy23JcsDe3ceOe3p6MSzEGVOjs2+Wo7LKeG9jvLzKbW9uxHMjg7mji/tZq/YVdY0s+DteLhLkYGHEvLGhjO7gKlKuhWtqjSEQPfPG69vdaUiSPvtiraEgV/OilkqhQItEfZO+qFdtoxY3axNO5OjPhD3YT58F4mZjynO3BbN0TxrGGiVTu3nyYD9ffjucJe/U3hbmwtroHDQqhdwOJ8jFkticCtxtTeVA9Y6u7ny3J52sklo87cz4bma3SyqqVVHXyP6UYv6OyWXD8Tx5XnvbmzF3eBC3d3BtMU83Hs/juT+PUV7biLmRigWTOoqbU+G60tvPnoziGrbFF15ysGxrbsTjg/15Z0M88/86Qf8AB5yuYhvCCZ3dySqp5aNNiby2Npb+gY44WOgDmWEhzuxJLmZrfAEP9fdDpVTgYWdKSmE1aUXVeNiZYXyOgmZNOv2fVUoFV+LSuSe5iEd+jKSmQUtvP3v+NzyQf2Pz5Iyz+eM7sGRnGvF5ldiYaZg7LIjymkZeWXMcgAf7++JrCNrf2RBPVkktbtYmzB0e2OJ1vtiWzJHMMiyN1bwzqeMFr/ul1Q3cv+wwVYaMmpdGh/z3NysINwALJ0/sPM9diPBiVeSm//fB3MKuerDs6OjIrl27KC8vx8LC4qw2T7///jsWFhe/IvrMM88wZswYPD09KSgoYP78+VRUVDBjxowrPfSL9ssBfdA3JNipxa7oD/sykCT9ecR/DL2MPWzNSCmsxtfQX9newojiqgbUSv1Kco0hHTLIxZIDaSV08bTB3uL8q4PN1bY/3aLfXe/jb8+eZH3QamOqoaCyXg6UrU01VNU3Utuoo4+fPUoF/HrkJCqlgk8N1anHf7mHE7n6G/+evnb8323BdGnlnDFAdFYZn21JYoshldVIpeS+Pt7MHuyPVSs38xuP5/Lqmli5gNe07h48f1uInPYpCNdKVkkNhzNKUSpgbPipQLC4ql4+xzwyzJVn/tDvspTXNqJRKWjQSpgbqahu0GJlqm8hNSTEiR/3Z+JgYdziTOOjA/14dOCpzJmfD2Ty8mr9jeWEzu1YG60PxL3szUkuqMLDzpRYQ9DtaWfG3pRiPO3MKK9pkNu6Lb2vG46W+s8EnU7iUHoJ2xIKSciroKS6AZ2kLxamUSlp1OrIr6wju7QW6bT+6O1drXiwvw9jOrrJVXgBahu0zP/rBMsNn2md3K35bFpnke4oXHeGtXfml4NZbIzN47Ux7Vv8Hl+M+/v6sC46h9icCh5bfoSfH+x50QU0L8djA/3490Qex09W8OW2ZF4bEwrAgCAnWHeCyIxSahqaMDNS4+9kQUphNUkFVfQPdMTOkH5dWFnf4jndbEzRqBTUNGhJyK9stbvExdCnWSezaGcKkqRfHP96eldicyqYsyIK0Ge4aVQKOR37jXFh2JppePyXo+RX1OPrYM4cw7njLXH5/LBPn2337h0dsTgtA2Z/ajGfGe5V3hwfdsEOF3WNWh7+MdKQjWfKwru7iHPKgiBcU1c9WG5mbd16aX87O7tLep7s7GymTZtGUVERjo6O9OzZk/379+PldfGN7K+kukYtfxgK40zr7il/vaahiT8i9WnXozq48n9/HgOQzzA2X/TKa/Tplg1aHTZmGspq9Ds5Zobd2wtd/GoamnhxZYzckmlAoCM7EvWtoTzsTMkqqcXCWE1ZbSNqpQI7cyPSiqrxczQnwNmC7/dmoFDAR1M6oUDB2C92U9OgxdZMw7yxoYzt5HbWqq9OJ7EzqZAlu1LloFyp0Bf6eGpoAO62Z6dR51fUMW9trHxG2tvejHcmdbxgsRRBuFrWHdPPmZ6+9jiftqv0y8FM6pt0dGhnzcF0/e+3nZkRJTX6Ra1GrVY+41tS3YBaqcDVcMPX2dOm1fOPOp3EJ5sT+cxQNGdi53Zsic9Hq5No72rJidxKjNVKqgwtqfr42bMnpRiVUkFXL1tWHT2JkUrJonu64udogU4nsTrqJF9sTSb1jHZQ5+Jtb8bAICfGhbsR7mFz1rw+ll3GU79GyUcoHurvyzPDg65qACEIl6uvvyO2ZhoKK+vZnlDI0PaXtrusUSn5fFpnxn2xh8MZpTy2/Ahf3NX5qh0zUKuUPH9bCPd8e4DlBzKZPcgfBwtjvO3N5L7sh9JLGRDoSJCLFf/E5hNnWLT2MizCpxZWtXhOE42KwcFO/BObz4K/4/lmRsQlBZLNC4NLdqVSVKU/knFnhAevjwvl+Mly7lt6iNpGLf0CHLiruyeTF+1DJ+lbOY7t5MYP+9L565i+1/FHd4ZjolFxsqyW//2uX2Cc1cdHbjsH+n7RT/xyVH6O8Rc4Z63TSfzv92gOppdgaaLmu5ndLrh5IAiCcKVds2D5SlmxYkVbD6GFf2LzKKtpxM3ahIFBp6rDro/OpcLQ1iW9qBpJ0p8hTi2qxt3WlOzSWixN1FTWNcmVsIOc9bvJXb3t5PPL52trcTSzlGd+jyalsBqVUsGwECc2GnawfRzMSSuqxkStlNM7A5wtiMutxM7ciMEhTizZqW/z8PaEDqQUVsurvb187fl0avhZaWmVdY2sOnqS7/emyzfUKqWCceFuPD7IX06/Op1OJ7HiUBYLNsRRWdeESqngkQG+PDE4QJx9FNqMJEmsOaoPlsecll7c0KSTd0QmR7Rj/np9ZfiSmgYUCqht1Mq7ys3zuYfvqQU/81aOKOSU1fLcn8fknuUzenuzJS6P8tom/BzNicvVt4jxsjcjMb8KTzszDhnSr4eFOLPKkCr+zqQO9PC1J6O4mv/9Fs3hjFJA3y99eKgzXb1scbY0QaVUUN+kpUEroVYqsDc3wt/J4pw3mY1aHV9tS+HzrUk0GXorfzQlnD6G3qmCcD0yUiuZEuHBop2pfLcn7ZKDZQBfRwu+nt6VWd8fYnNcPncu3s+nd4a3WjX+Sujjb0+4hw1RWWX8ciCTJ4YEoFAo6O1nz++R2exJLmJAoCMdDH2DowyF/zoYqkhHZpTSqNW1CIjnDgtie0IhOxILuePrffxvWCA9fO3OKqYJ+mt4Yn4lRzPL2JFYyL6UYrkeyekdKH6PzOblVcdp0Oro7m3HK7e3Z+bSQ5TVNNLJ3Zr548PYm1LEG4b2lM/dFky4hw11jVoe+TGSsppGOrpb89zIU+mj9U1aHl1+hMLKeoKcLXlzfOh5/64kSeKN9Sf461guGpWCRfd0bbV1liAIwtV2wwXL15vmdM07urq3CGx/N+wqT4nw4Kf9+pvvRsP5IhszDdmGHsfNAWTz1wH8HM3lYh27k4uoM/RFbZZcUMlX21NYdfQkkgTOVsZ09rRh43F9oBzobEFifhVqlUIuDBLqZkVsToXhBsOdr3foC489d1swB9NK5BvyB/v58PzIkBbvJbmgku/3prPqyEl5R83CWM2UCA9m9fVudScZICm/kpdWHZfPXXZ0t+adiR1p7yZ6JgttKz6vkoT8SozUSkad1jpmY2weBZX1OFkaU1rdRINWh4OFEUVVDThaGFNQWY+ZkZrqBq08X3v42ONnmK97U4rJr6jDydKYlMIqfjuczQ/70qlr1Bfh+b8RwSw/mEF2aR3tbEwprKpH4tT8NFYradLqaNBKdHS3ZtMJfSbGk4P9mdjFnTVRJ3lhZQw1DVrMjFTMHuTPzN7el10ROzG/kv/9Fk3MyXIARnVw4e0JHS7YikoQrgf39vbmm91p7E0p5khm6TmPC51PH38Hls7sxqPLjxCdVcbwT3YyJcKdKREehLlZt5opUtugJbu0htzyOkprGqhv0mFupMbL3oxgF8tzpoQrFApm9PYi6tcyfjmYyWOD/FEpFfQNcOD3yGx2Jhby4qgQIrz07yO5oIqCyjo6tLPGztyIkuoGdicXMei0hfkgF0sW3tOFOb9EEZ2l77+uUSlwtzXDylRjaHPXRFFVQ6t9qTu0s2Z6Ly/Gh7ejrKaBx5YfkTPAhrd35qmhgdy39BAny2r1HT1mRJBRUs3DP0bSpJMY28mNB/r5oNNJPPvHMWJO6ouKfnlXFzlglySJl1YdJzKjFEsTNV9P73rBoqWfbUnm+73pKBTwweRO9BaLd4IgtBERLP8HOWW17E7W7xZNOq2aZlpRNYfS9WchvezMyC2vw8JYTVZJLUqF/vuAnPZUZkjFtjHV36CaalQMa++MtamG5IIqRn66iwGBjjRodURllsnniUFfLbekpkEOlNu7WnEit0Jf8AN90bD2hhtxfQEyLxYZKnQ/2M+HfanF7EzU93d9e0IYd3bTp5JLksS+lGK+3pnKTkNaN+gD+Xt7eTOxS7tzFhiqbdDy1fZkvt6RQqNWwlSj4n/DA7mvj895d8oF4VppPis8KMixRUX35oWtqd085AWv6nr9AlGx4UazqKrluUFvB3P6BzjKqZQ93t5iKKx3qhhPN29bHh3oz6trjpNdWouLlQkKBVTUNuHjYC6fU/Z2MCchrxJnS2NSCqrQSvriY3OGBPD233Fydf0ePnZ8OKXTOReqLqRRq2PxzlQ+3ZxEg1aHtamGN8a1fuxCEK5X7WxMmdSlHb8dzub9jQn8/GCPy/r97e3vwPon+vLiqhh2JRXx0/5MftqfiaWxGm8Hc6xM1Wh1EuW1TRRU1MmfBa2xMdNwRxd3Hhvkj5352YtOI8Ncmbf2BDnldexNKaJfgCP9AhxRKPSLeHnldbhYm9DR3Zpj2eVsjStgandPxoW7sXRPOt/sSmVgoGOL9zk42Jkt/xvA51uT2XA8l6KqBvk+40zOVsaEuVnT09eeISFO+DpaUFHXyMLtKSzeqW8jp1YqeHpYIJ3crbnrm/2U1egLgy5/oAeVdU3c881BKuv0fd7fu0NfoOv9f+JZF52DWqngy7u64GF36rPpq+0p/BGZjVIBX9zVBZ8L7Nx/tztNLlb62u3tGRd+5dpiCYIgXCoRLP8Ha6Nz5GIYpxfAWW3Ype0X4MgeQ3VofydzorLKCWunvwA2p2CrldCk06eUedrrzz1mlNRgY2bE1/d05ZGfIkkrqm5x4VMpFQwOdqKnrx2LdqRSUFmPiUbfOuJ4jj5Q1igV1DXpCHK2lKv0TuvuyQ/70pEM54WOZJQSmVmGqUbFV/d0kVerD6aV8N7GeDnNU6mAoSHOzOztTS8/+/PejGyLL+DVtcfls9lDgp14fVzoZd/UC8KVptVJrDrSXAX71E1YckElBw0V6INcLMkurcVUo6S2UYu1iZryuiZcrIzJq6jHzdpE3jXR6nSYGqlYNqsb//v9GNFZZTQ06TBSK+ntZ8+MXt40aXXMWXGUyromPO3MMNWoSMivxMnSmPyKOgBCXC2JM5xd1koS1Q1aunnb8ua4UJ5YcZS/Y/S7PbMH+TF3WNBlLzwdyy7j+T9j5EW3wcFOvD2hAy7WV68asCBcLU8OCWD10Rz2pRazJa7gstKxATzszPhhVnf2pRazfH8m2xMKqKxvkrMuzmRprMbNxhR7CyOMDPUGEvIrKatp5Jvdafx5JJsv7+py1o6oiUbFmE6u/LQ/k5VHTtIvwBE7cyPCPWw4mlnG5rh87unpxYhQF45ll7MmKoep3T2Z1ceH5fsz2ZNczNronLMCSCcrE94cH8Yb40I5WVZLdmktFYb+zObGauzMjWhna9qi8GZcbgWvrTnOn0dOyse1OnnY8PrY9myNK+De7w6ik/SF/r6Z0Y3i6nqmf3uQoqp6gl0s+WZGBCYaFd/tTuOr7fr+x29P7EAvv1O1SP6MzOb9fxIAeH1sKAMCT51hbs0vBzN5Y70+vfvpoYHM7ONzwX87QRCEq0kEy//BOsPu1Ljwli1V/o7JBeD2jq7yRcKQDY2LlQnHKCfAyYIjmWW42uiLcGmUCrnY1da4AlILq+jlZ8+u5wbxb2w+yQVVGKkU+DlZ4GxlzDe70nlzfRygL9xjpFZyPKcCI5USlRJqG3UEOFmQmK8/Dzm2kxsrj2TTqJUY1t6Z+LxyYnMqsTJRs/S+7nT1suVkWS3z15+QU7CM1EqmdvPggb6+F+x9nFVSw5vrT/CvoXezq7UJr97entvCXMROlXBdOZhWQl5FHVYmaoa2P5XO+KchgB4U5MhuQ+G6djamJBdW425nRnlOBX6OFuRV1ONua0aAswX7UovZk1zMhM7u+DtZsmZ2H8pqGqisa8LJypjaBi3vboyXe6yHe9jQpNNx/GQFNqYaJEmipkGLj8Ops8v25kbklNfh62jOR1PCefDHSA6mlWCkUvLeHR0vWBTnXCrqGvno30R+2JeOTgJbMw2v3N6eCZ3biTkq3LDcbc2Y1deHr3ek8Mb6E/QNcLjsehj688MO9PZzoEmrI7mwiuySWqobmlAoFFiaqHGyNMbdxqzVDg5ancSOxALe25hAfF4l9353kCUzIlqkTYO+GOZP+zPZeDyP+eObMDdWM7y9C0czy/g7Jpd7enoxvnM7Pvw3gX2pxcTnVRDsYsVjg/z4ZHMSz/15DHtzY/oGnJ2arFDoU7BbW6DW6iSissrYGpfPxtg8EvNPFQwLdLbgicEBOFgY8dwfMSQY7h3u6OrO/PFhHMko5ZGfIqmoayLYxZLlD/TAxsyoRXD7v2GBTDmt1eXW+HyeMxQ3fai/L9N7eZ/37//PyGxeXKXvzfxgPx+eHOJ/3scLgiBcCyJYvkzJBZXE5lSgVioYFeZ62terSCqoQqNS4GFnRkFlPaYaJalF+otS8/mn5l0cWzMjskpqqW7Q4m1vTjdvWw6ll3LXkgM8NTSAPv4ODA52or2rFZGZpfxyMJP9qfozwCqlgttCndmfWkJxdQMWxmqatDpqG3UEOluQUlCFBAwNcWJLXD51jTp6+9mTXlRFUkE19uZG/Hh/D4JdLFm2N513N8ZT06DV93bu5sGcIQEtqgS3prq+ia93pLBoZyoNhr6z9/XxZs7QwBbtIgThetGcgn1bmIu8O6w7bbd5Qud2vLY2FkA+o9+8i9vOVp/9oVBgqAabwcoj2XTxtOXObh6olAqsTTUUVzfw2ZYkftiXQaWhwvXUbh5EZ5URl6dfpLIyUZNZWouLtQnphsyR5lRuR0tjPrkznEd+iiQ2pwJLYzWL7u1Kb79LP7en00msOnqSBRvi5RTyceFuvDy6vdyCShBuZI8P9mf10ZNkltTwyeYknh8Z/J+fU61SEuxidUntmPRZX8709nNg7m9R/B2Tx2M/HWHt430IOK04VWcPG7kI58bjeUzq6s7tHV15d2M8+1KLySmrpZ2NKSPDXPkrJpePNyWyaHoEjw/y16dmxxcwY+lBZvb25qH+vue8Ttc1aonNqeBoZimH0ks4kFYiH/sC0KgUDAl25q4entiYavhsaxKb4/RtIG3NNLwxLozbO7ry7e40FmyIR6uTiPCy5ZsZEdiYGfHT/gy5Fd6D/Xx4fPCp4HZfSjGP/nSEJp3EhM7teP628/+brIk6ybN/RCNJcG8vL14cFSIW8QRBuC6IaOYybTCkRPYNcMD2tHNJW+P1O6u9/Bw4bkjf6uhuzYG0Ukw0p84xOlnqL25NWolgF0vi8yr5KyaXL+/uwpSv95FeXMPzK2NafW2lQt9j0sJYzUpDkS8XaxOKKuto0unTOZPyK9FK+lZSB1KLqW7Q0tnDhuzSGjJLanG2Mmb5Az2xMFYz/bsDcguoCC9b5k8Iu+ANglYnsfKIPr2quWdybz975o0NFRUrhetWXaOW9YaWUeNPS2OMzCwlr6IOSxN9amVRVQNmGiW55foUaa2hYmzzcYuM4hq6etkyuas7vxt2Q97ZEIezlQkl1Q0tzjQGu1hyby9vvtiaRE55HXbmRtiaaUgprNYX7TEU+XK1NuFkWS2Wxmrev6Oj3MbJ3tyIH+7vTqhb6+33zmd/ajFv/x3HsWz9Z5Gvgzmvjwtt0c5FEG50FsZq3hgXykM/RrJkVyojw1zo5GHTZuMx0aj45M7OlNceZE9yMU/8cpS1j/eV27ApFAomdG7HR5sS+T0yi0ld3fGwM6OXrz37Uov55WAm/xsexJyhAWyMzeOf2Hz+ic1jRKgLC+/pwgsrY1h55CTf7k5j6Z40gl2s8HE0x9xIRUOTjuLqBjJLasgqqUEntRybpbGavgEODA1xZmCQI4fSS1i4PYV9qafaQE7t7skzw4No0ul4YNlhtsTrA+jx4W68M6kjxmolX25LljPnZvXxaRHcRmaU8MCyQ9Q36RgS7MR7d3RstVBaszVRJ3n61yh0Ekzr7sG8MaEiUBYE4bohguXL1JxuPCLUpcXXm9M3BwQ6Em1o+9DO1gzSSvF1sKC+Sb9T5WrYWU4rqubZEUG8sf4EH21KpIePPRvm9Of7vemsi84hqaCSRq2EtamGEFdLevs5YKRS8P3eDPIMZx2bg23Qr1gfyy5DK0FffweOZpZSWa8l1M2KvIo6csvrcLc15ecHepJSWMXc36IorWnERKPkxVEh3NPD67wXNUmS2J5YyLsb4uXX9LQz48VRwYwIFSnXwvVtV1IRlXVNuFiZtOjxvckwn4eGOMvzNtjViiOZZThYGNP8a+3rYI6JRkleRR37Uop5d1JH/J0s+HpHCqU1jVTU6TNINCoFvfwcuDPCnZyyWuatjaVBq8PTzgwjlZLkwiqsTTXUNehbPDlbGZNbXoexWslbEzrw8mp9ITA3axN+eqBHq23Zzicqq4yPNiXKxfksjNXMHuTPrL7erbaUEYQb3fBQF8Z0cmNddA5P/xbF+if6XrDi8tVkpFby8Z3hjPxkF/F5lXyzO5XHBp7aeZ3U1Z2PNyeyP7WEtKJqfBzMmd7Li32pxfy4P4OHB/gR6GzJA/18WLQjlf/74xi+DuYEOFvy0ZRwxnZy48ttyRxKL+VEbkWLwp+nc7DQn4fu6mVHdx87Oraz4kRuJWuicliwIU4uNKpSKhjbyY3HB/vjbW/Or4eyeGdDHBV1TRiplLw0OoR7e3nRpJN4cVWMfLRk9iA/nhkeJF/7D6eXMHPpIaobtPT1d+DLu7uct/fz6YHynREevDW+w3nvQQRBEK41ESxfhpyyWmJOlqMw7PA2a9LqiDS0Serla8/vh/UXk+Zqu85WxqiU+ouGiZHqVEsaS2O58uWkhXt5qL8vYzq58cgAXyQJquqbiM+rZEt8Pj/tz5B3cl2tTbA0VstBa19/ezlY7x/gwJHMUqrqtYS4WpJXUUdxVQO+Dub8cH93fjuUxWdbkwF925rPpnWW29+cy6H0Et7fmCC3grIyUfP4YH9m9BY34MKNobnOwMgOLi1uyLYZdk6GhDjJAaa7rRlHMstwtjLG1tBKqay2kUld3Fl+IJNnfo/mxwd68PAAP+7r40NyQRWlNQ1YmWjwczQnOrucdzbEEW3Y1e3j70B2SQ3JhVXYmGpo1OqoadTiYGFEfkU9aqWCV25vz9t/x5FXUYe3vRnLH+xJOxvTi3pvOp3EjqRCluxMZa+hsKBaqWBqdw/mDAkUKdfCTe/NcaEcTCsmtbCaeWtjee+OTm06HidLE14aHcLc36L5fEsyk7q4yynT7WxMGRDoyPaEQpbvz+Dl29szItRFTs/+dlcac4YGMHdYIIfSSjiSWca0JQdYNL0rXb1sGRjkxMAgJ/LK64jOLuNkaS21jVqMVEpszDS0szXF38kCRwtjtDqJI5llbDyey1O/HpULcAI4WBgzJcKdu3t64WZtwvbEQh7/+ShxhuA7rJ0VH04OJ8jFkoLKOh7/+SgH00pQKPSVqk8vwLUvpZj7lx2ipkFLL197ltwbcd7z439GZvPsH9FyoLxgogiUBUG4/ohg+TJsT9DfTHf2sMHB4tQNaFJBFdUNWiyM1QS7WJJVUgMgV580VqvkM4/J+VVM6+7J51uTee+feH6Y1YPn/jjGwfQSPtqUyEebEtGoFGhUSmoM5yabOVkaE+5hw57kInLL6zA3VtHNy47thpv8YSHO7E4upLZRR4iLJdklNVTWawl2seSru7vwyurjbDO8h3t7efHS6JDzBruRGaV8vClRbpNlpFYyo5cXswf5i36swg2jrlHL5jj9DvLYTqeK8hVW1pNUUIVCoc/G+GGvvn2UsyH7Q61U0KGdNbuSitidVMS7d3Rkb0oxaUXV3P7ZbqZEuNM3wBFHS2N0ksTOpEKeX3lMbgdlYaxmancPVkZmU1LTiIOFEbUNWqobtNib6xfMVEoFz90WzCebEymqaiDAyYLlD/aQj2ucT2ZxDWuiTvJ7ZDaZhs8ctVLB+M7teGKwf4tK/YJwM7MxM+LjO8O5+5sD/HY4mwhvuxYFp9rChM7tWH4gk8iMUj7ZnMSCiR3k793by4vtCYX8eiiLOUMDsDTRMHdYIE/8cpSFO5KZ0LkdnvZmfDujG3d/c4ATuRVM/nov03t68UA/XzzszHCxNsHFumWGmyRJZBTXsC2+gN3JxexKKmxxVtlUo2JIiBPjw9sxIMgRpULBphN5PPZTiry4Z2mi5umhgdzbywu1SsmOxEL+91s0RVX1WBir+XRqOENCTm0WbDqRz+yfj9DQpKOvvwNL7o3A1Ojc9xUrDmbywqoYJEnfqeOt8WEiUBYE4bokguXLsCdFHzT2P6MFQnye/ua4vasVjTqdXByoeUenqr6J7j52fLs7jU0n8vnnqX6sPHKSrJJaHvkxkk+mhpOYX8mKg1lEZpTSoNXRqD31HN297XCyMmZnYqGcBt7J3RqVUiEHymM6ubIhJpcmnX7HOKWgiromHV08bXjl9hDuX3aYtKJqjNVK3pnUgQmd3TmXw+klfLI5SQ6S1UoFkyP0hb9EmxnhRrM7qYiaBi3tbEwJP+08Y5Qh7TrAyQIbMyO5CJab4Xe8pKaBUR1c+Wp7Chtj83h6WCC/PtSTp36NYm9KMcv2ZbBsX8ZZr2ekVjKlqzv2FsZ8uS2ZJp2El70Z+RV11DXqsDc3ori6AaUCnh4awBfbkimvbSTUzYof7+/Rao9WgIYmHUczS9mZVMjW+EJ5Bwj0N7iTu3owq6+3aNcm3JJ6+znw9NBAPtqUyMurjxPgZEFnT9s2G49CoeD5kcFM/nofvx3O4qH+vnKf4YGBTvg5mpNSWM1P+zN5dKAft3d0ZfmBDPanlvD0b1H88mBPbM2N+O2RXry0KoY1UTnyZ057VyuCXS2xN3xWlNU0kllSI7ewOp21qYZBQY6MCHVhQJAjZkZqiqvq+XZ3Gj/tzyC7VL/bbKJRcm8vbx4d4IetuREVdY0sWBPLLwczAQhytuSre7q0yET7+UAmL6+OQSfpj7J8cVfn8+4oL9ubLhdRnN7Ti9fHhopAWRCE65YIli+RTiexz5Di2OeM/okZxfpdHV9Hc5q0p6pqeNrpd5NTC6sYGOSIrZmGvIo6VkflsGxWd6Yt2U9CfiWjP9vFyDBXpnb34OXbQ2ho0lFR20hRVT3R2eX8HZMn38jbmGkYF+7G38dyKaxqwMxIxbD2zqyJ0qeZdnS3JvZkOVpJH9Tf3d2De789RGV9E+1sTFk0vSth7VovGHQgtZhPNifJBT9USgWTurTjicEBeNiJG3DhxrTFUHxvcLBTi7P1ze3VmgtoNRj6vHkZ2qVll9bibmvKoCBHtiUU8shPkfz2cC+WP9CDnUlF/HUsh+MnKyiracDcWI2/kwV9/B0IdbXi3X/i+emA/iYz3MOamGz9nGwOlFVKBbMH+rFwewrVDVq6eNqw9L7u8tGNZlX1TWw8nsfG43nsTSlqkW2iVEAvP3smdHZnVAeXNj2nKQjXg+aq0Zvj8nnwh8OseqxPm167unnbMTjYia3xBXyyOZFPp3YG9N0xHhvoz/9+j2bRzhTu7umJlYmG9+/oxKhPdxGZUcoLK2N4/46Oht3czkyJ8GDh9hT2pBSd96yykUpJR3drevnZ0z/Qkc4eNqhVSpq0OnYmFfL74Ww2x+XTaLhXsTHTcE8PL2b28cbBwhidTuKPyGzeOa2K/sze3jw/MlgOhLU6iff+iWfRjlQAJnd1Z8HEDqjPc0b56x0pvLMhHoAH+vrw0mhR9VoQhOubuKu6RCmFVZRUN2CqUbXYnQLks8TOViaYaFQoFCBJ4GFnhkqpIKe8juzSWp4eFsira2JZsCGOn+7vwfon+vLK6uP8eyKfv2Jy+cvQp7k1DhZGTInwIL+inmWGdFE/R3N8HMzlQLmzhw1HDbtl4zq50d7NikeXH0EnQTdvW76+pyv2FmefXzycXsIH/ybIran0O8nuPDbQXwTJwg1NkiS2xeuzL4aeVmcA9GnMAN6GdGUzQ+qgRqUk0NmCxPwq/onN491JHRnzxW6SC6oY+8Vu3p3Ukf4BDgw4I8Mkq6SGJbtSmbc2liadhKlGRYSXLbsMGRrNtQqMVEru7+fD14a2a3387Vk8PQLz01quZZXU8PWOFFYdPdkiQLY3N6Kv4bUHBjmdcxdaEG5FSqWCT6aGM/nrfcTlVjD92wP89kivizrWcLXMHRbI1vgC1kbn8NhAf4Jc9F0jxoW7sXBHCskFVXy6OYlXbm+Ph50Zn93Vmfu/P8SfR7LRSRILJnbARKOij78DffwdKKis43B6KWlF1ZTVNKBQ6NvWuVqbEOBkSaCLhXy8SpIkjmWXszrqJOuic+XgF/QL6/f08GJsuBsmGhWSJLElLp8P/k2Us1Z8Hcx5a0IHevmdKopYXtPIU78elY90zRkSwFNDA84Z+EqSxMebEuVaKY8P8ud/wwNFoCwIwnVPBMuXqDlls4O79VkVHmvq9f1ULU3UqJQKnC1N5MJa/QIc2J5QyA9703ltTCjbEwrZGl/A9G8P8sa4UBZN78qJ3ArWROVwILWY9OIaahqaMDNS42GnTxvt4+9AVkktC7cnU2pIsZrQuR2JeZVsjitApVQQ6molB8oP9POhrLqBBYZV3DsjPHhzfJjcvqJZXG4F722Mly96GpU+3Xr2IP+LLi4kCNezlMIq8ir01aZ7+Ni1+F7zjaOTlX4BqZ2NKYn5VaQX13BHV3fe/jueL7YlMy68Hcsf6MGs7w+TWVLD3d8coL2rFX0DHLA3N6KkuoHDGaVEZpTKz93Hz57aRq0cKNsbAmVzIxXTunuyaEcKOgmGt3fms2mnUhfLaxr5eHMiP+3PoMnQ+8XX0ZxxndoxJETfd12kLQrCuVkYq1k6sxt3fL2X9OIapi3ez88P9jxnT+KrLaydNaM6uPB3TB4f/JvAknsjAH0/51dub8+M7w6ydE8aYzu50cnDhkFBTnx8Zzhzf4tm1dGTnMip4M3xYXQ3fH45WZowqoPrOV9Pq5OIzCjl3xN5bIjJk+sZANiZGzEu3I3JXT1o72YlP35DTC5fbU8hxtD20tJYX8RzZp+WRTyPZJbyxM9HOVlWi7FayXt3dGTcaa34zqTTScz/K47v9qQB8H+3BbWoDC4IgnA9E8HyJYrL1adshp2n56lO0t/chrWzJq+ijgNpJTzQ15ftCYX8fDCTaT08+eKuzjz60xF2JBby7B/HWHEoiwf6+jB3WGCLsz46ncTxnHL+OpbLS6uOU2Lo3xrgZMFtHVz4fk86lXVN2JhqsLcw4tjJctRKBc+OCOLfE/lEZpSiVMBLo9szq493i1Xcgoo6Pvg3gd8js5Ekfbr1lAh3Hh8cIIJk4aZyOF0fwIZ72Jx1lq7O0M6teUe5g7sN2xIK2Z9SzPuTO/Ld7nSySmp5c/0J3prQgXVP9OXjTYn8fDDznGmQ/QIciPCy5Yd9GRRXN2CiUWKsVlJc1YCDhREjQl34Zrf+xvHOCA/emhCGWqVEkiTWHcvljXWxckuXvv4OzB7kT09fO7ELIwiXwMXahOUP9GDa4v2kFFYz8au9LL2vG4HOlm0ynrnDAtl4PI9NJ/I5nF5ChLc+8B0Q6MjYTm6sjc7hqV+jWPt4HyxNNIwLb4e9uTFzVhwlIb+SKYv20dXLlrGd3OjqZYu3g763cpNOoriqgfTiamJzKojMKGFfSrG8qA76ol5D2zszrpMbA4Ic5cX+8tpGfj+cxQ/7MuSA2lSj4t5eXjxiOLfcrKFJx5fbkvliWzJanYSnnRlf3d3lnEe6QN8l5IWVMfwemQ3A62NDmdHb+0r/1QqCIFw1Ili+RCmF+j6qAc5nt1myMpwzbC6sMSjYkc1x+ayNyuHRAb4MDXFic1wBj/50hD8e6cV3M7vx9Y4UPt+aRKRhR8pIpcTX0RxrUw3VDU2kF9VQZdixBnC3NWVGL2+OZpXy+RZ9OlOgswVFVQ2kFFZjbarhmeGBfLU9hdzyOqxM1HxxV5cWxcgatTq+35POp1uS5Oce3cGVZ0cE4e0gKucKN5/mjJAuXmcX+mm+aWxo0p9VHhLsxGdbktgaX0Bjk8SCSR2Y9f0hlh/IxNHSmDlDApg3NpQnhwSwJS6f2JwKKmobsTLVEORiSaCzBd/sSuPjzUmAvsVbUVU95bVN+DtZEOJqyXLDOebTUxHLaxt5aVUM64/pj2H4OZrzxriws2ojCIJw8bzszfn14V7c+91B0oqqmfDlHt6a0IHxnc+9E3q1+DtZcmc3D345mMWb60+w6rE+cobI62NDOZyu77n8xC9HWXJvBBqVkr4BDmyaO4AP/k3gt0NZ8r3CxbA0VjMgyJHbwlwYHOzUop7B8ZPlLD+QwZqoHPmIh42Zhuk9vZjZ2/uso1qRGaW8tCpGblU5ppMbb00Ik7t9tKauUcuTvxzl3xP5KBXw3h2duKPruYuKCoIgXI9EsHyJmttBebVyhtfDUH02ragagNs7uPHWX3Ek5FeyKa6AdyZ1ZNwXe0grqmbakv0sva87swf5M6mLO8v2pbPm6Elyyuvki1EzC2M1ff0dGBvuRn5FHZ9sTqK8thGVUkF3HzsOpBajk/RVKid0acf8v+Kob9Lh62jON/dG4Hta1crorDKeXxkjn0Xq5G7Nq2NC6dpKECEIN4vjOfq0wo6t7IDYGdqfNdcc6OhuTbCLJfF5lXy3J42nhwXy4sgQ3vo7jk82J5FSWM1rY9rjYGHM5AgPJhueJ7mgiu/3pvHamlgatDpUSgVBzpbyznP/AAcatTrWReeiVOhvjqf38gb09QLmrIjiZFktKqWCJwb78+hAP9G/XBCuAA87M/58tDezlx9hX2oxT/0axfpjObw4KqTF9fFaeHpYIOuic4nOLue3w1lM7e4JgK25EV9P78rkr/exPaGQJ34+yqfTwjFWq7AzN+LtCR2YMySANVEn2ZFYSGxORYuK10oFuNmYEuxiSSd3G3r62RPuYdPiuFhVfRPronNYcTBTbhEF+gX3Gb29mdjZ/ax2T7nltbz/TwIrj5zUj9NMw+vjwhjT0fW8mS5lNQ08+MNhDqWXYqRW8vm0zowIdTnn4wVBEK5XIli+RHIRr1ZaJzWnIh3OKEWnk7A20zCztzdfbU/hzfUn2DCnHz/e352pi/eTmF/FmM93M398GCPDXHjutmD+b0QQWSW1pBRVUVXXhJmRCndbM9xtTfgrJo/3NsaTbihGFOBkgamRSq7MPbaTG2ZGSrnK5JBgJz6eGi6v+tY1avl4cyJLdqaik/QryC+MDGZyVw9x9lG4qUmSRFqhfgEroJX0y+ZsiuQCfdaIQqHgicEBzP75CIt2pnBHV3ce7O+LkVrJG+tPsC46h00n8ugf4IinnRmVdU1EZZWRkH9qkauTuzVlNQ2cyK1AodC3R9mTXERKYTWmGhWfTevMsPbOSJLEt7vTWLAhHq2htdSnUzufVTxQEIT/xs7ciB/v786X21L4YlsSm+MK2JZQyG2hLkzq2o7efg7nbHckSRLF1Q0kF1SRWVxDbnkdlXWNKBTgYGFMqJs13X3szqoH0honSxOeGhrA/L/iePvvOAYFO8nnqDu62/D19K48/EMkG2PzmLZ4P59N6yy3gXO2MuGh/n481N8PgJqGJqrrtWhUCixNNKhauZbrdBIH00v4MzKbv2Jy5V1kjUrBbWGu3N3Dkx4+Zx/xKK6qZ/HOVL7fm069Ietmcld3XhgVcsGCglklNcxcepCUwmosjdUsmRFBT1/78/6McH3IzMykqKjoijxXXFzcFXkeQWhrIli+BDqdJKctt5Z61MXLBgtjNYWV9RzJLCXC247Zg/xZE5VDdmkt//fHMb68qwurZvfhoR8OE5tTwWPLj9DN25bpvbzp5++Ap70ZnvZmlNc2Ep1Vxi8HM1kXnUOx4ayyvbkRffwd2BqXT1WDFlONijlDAvg7JodjJ/U35nOGBPDk4AA5CD6WXcb/fosmyRAMjAt345Xb9TtjgnCzK69tlHueu9uefRa/kyEwPZhWgiRJKBQKRnVwoYePHQfSSnhyxVF+fagXM3p708HdmnlrYzmWXS73Om+mUiroH+CAtamG9cdyadJJOFgYM7OPN4t3pFBR14SLlQnfzIggrJ01lXWNPPfnMf6OyQP08/KtCR2wMBYfy4JwNahVSuYMDWBUBxcWbIhna3yB3IHCSK0kyNmSdjamWJio0UkSFbVN5FfUkVFcTUVd03mf28ZMw329fXiov+9Zu7NnmtnbmzVROcScLOf//jjG0pnd5Ov1oCAnlt7XjUd+iuRIZhkjPt7JY4P8mdHb+6zPBjMjdaut4rQ6iaisUv6JzeevY7mcLKuVv+fraM7Ubh5M7OLe6j1Abnkt3+5KY/mBTGob9Z+b3b3teHF0yEUt4kVmlPLQD4cprm7A1dqEpfd1I9jF6oI/J7S9zMxMgoNDqK2tufCDL0FjfcMVfT5BuNbEXdklkE77b3UrK7jGahUjw1z4PTKbZfsyiPC2w9xYzed3debORfvYcDyPN9af4LUx7Vn5WG++2JrMop2pHEov5ZChAFHzxfD0c8oALlb6ypfRWWWsjTa0iPK0YVwnNz7clEhlXRPWpho+uTOcQcFOgP6C+dW2ZD7ZkoTWcOO+YGIHhp3ROkcQbmbNC02WxupWd466edtirFZysqyW2JwKwtpZo1Ao+GByJ0Z9toujmWU89+cxPpzciS6etqyZ3YeYk+UcSC2hsKoeMyMV/o4WVNQ18uW2FPnGdESoM36O5nz4bwKSpJ+vi+7pipOVCckFlTz0YySphdVoVApeub0903t6iQJegnANBDhb8t3MbsTlVrDiYCb/xOaTV1FHzMlyuRL0mRQK/WKbt7057WxMsTbTIEmQU1bLgbQSCivr+XhzIiuPZrPw7q5ylenWqFVKPpzSiTGf72ZHYiELd6Qwe9Cp6tB9/B34+8l+PP1rFIczSnn/nwQWbk/htjAX+gc60t7VCldrE0w1Khq0OoqrG8goriYut5IjGaXsSy2Wi4GC/rNvVAdX7ohwJ8LLttXPmdiccr7dnca66By593KHdtbMHRbIwCDHi/ps+u1wFi+vOk6DVkeomxXfzezWZtXHhUtXVFREbW0NPWa9hpWr939+vtyYfRxfu5impvMvNAnC9U4Ey5dAqdCnLjVqJWobtbR2yndmH29+j8xm/bEcHhvoR4irFV08bXnvjo48/Ws03+9Np0Gr4/WxofxveBB39fBk+f5MNhzPJaWw+qxiXr187YnwtuVAWglL96YhSfpKlY8P9iezpJp5604A+hvxz09L18oqqWHub1FyED66oytvjgsT/ViFW06tYVfZzLj13R4zIzVDQpz4OyaP3w9nyccpPOzM+GxaZx5YdphVR09SVd/E/PFhOFuZ0NHdho7uNhRX1bMuOoePNiWSaqhV4GptwtPDAvnrWC5fbU8FYGo3D14fF4qxWsWmE/k8/WsUVfX6neYv7+4iagYIQhsIcbXi9XFhzBsbSkZxDfF5leRX1FHd0IRSocDCWI2zlQnutqb4OJifM01bq5P4OyaXt/+OI6O4hkkL97L43q70C3Bs9fEAgc6WzBsbygsrY/jg3wR8HcwZeVorKA87M357uBero07yxdZkUouq+SMymz8MVaUvxNJEzcAgJ0Z3cGFgkFOrY2/S6tgSX8DSPWnsTy2Rv97dx45HB/oxMPDiguS6Ri2vrYnl18NZgH6h8KMp4S16xgs3DitXb+w8g/7z81Tkpv/3wQjCdUB8kl0ChUKBnbkR+RX1FFTW49ZKe6VQN2tGd3Dlr5hcXl1znF8f6oVSqWBCZ3dqG3S8tDqGnw9kkphXyTuTOuLvZMEzI4J4ZkQQVfVNFBrORNubGxGfV8lP+zN4cdVxtIZeq6M7ujI6zJV3NsaTWVKDQgEP9/fjf8MD5UIea6NzeHFlDFX1TVgYq3l9bCgTu7QTu1aCcA7Tunvqg+XIbOYOC8LaTH/MYlCQE59ODWfur9FsOpHP9oQCOrrbYGWiJqesjsSCSgyd4rAyUfNQf1/8nS14eVUsRVX1GKuVvDkujCndPNDqJD76N4HPtuqr2Hf3sePLu7rgaCmOQwhCW1IoFHg7mF92NwiVUsGYTm70C3Dg8Z+Psju5iPuXHeb7+7rR2+/c1eyndffkRE4FP+7PYM6KKIw1SgYHn8r8UioVTOzizvjwdhxML5FbTiUXVMlHS0C/iO9mY0qAkyXhHtb08D27uNfpSqsb+PVwFj/uy5AzYVRKBSPDXHign+8l1UyIz6vgyV+OkphfhUIBc4cGMnuQv6iFIgjCTUMEy5fIy96c/Ip6UgqqznlBeXF0CFvjCziUXsr3e9OZ1dcHgLt6eOJgYcTc36I5nFHKiE92MizEmQFBjnjYmqGTJHLKaonOLmdHQgE55XXyc/YLcODhAb78czyfx34+AkA7G1Pen9xRvhhX1Tcxb22svPIc4WXLR1PC8bQ/u3K3INwqms8P1px2c3mmvv4OcgXsb3enMnf4qVX12zu64W1vzry1sRxupW1Lh3bW3NHVneGhzny6OYkP/k0E9BVmP5/WhSAXS8pqGnhyRRQ7EwsB/ZnFl0aHnPNmVhCEG4+NmRHfzozg8Z+PsulEPg8uO8zvj/Q+b0r2vLGhFFfX83dMHg/9EMnbEzowpZtHi8colQp6+trLRbIkSaKmQUtdoxYjtRILY/UFF8MlSeJYdjk/7s9gbXSO3CrP1kzD1O6eTO/p1eoGwLk0anUs2pHCp1uSaNTqj3l9OjVctLoTBOGmI4LlSxTqZsXBtBKis8uYdI5+ge1sTHlhVDCvronlnQ3xdPO2o4O7PrVzeKgLG+ZYMW9tLFviC9gYm8fG2LxWn8fcSMXojq7c28uL5IJqnv41Wt55vjPCg5dvD8HSUGgsKquMJ385SmZJDUqFvn/rk0MCUIubceEWZ284elBZ10Rdo7bVdESFQsFTQwN45KcjLNmVxt09vVqctQtrZ83vj/Qiraia4zkV1DY04WhpTJibNY6Wxqw7lsvYL/bI8/O+Pt48d1swJhoVsTnlPPJTJFkltZholCyY2IEJnUWvUUG4GRmrVXw+rTP3LT3EvtRiZn1/iDWP9znn2V2VUsGnUzujUUWzJiqH//vzGAfSSnh1THusTVvvYaxQKDA3Vl9UmnN5bSNro3P45UCm3MYO9PcyM3p5Mzbc7Zzp5edyKL2EV1Yfl9tcDg1x4p1JHUXRUEEQbkoiWL5EPXzsWbonnR2JhXLl3NZM7+nFzsQiNsfl8/CPh1n5WB9cDO2mPOzM+HZmN07kVPB3TC7R2WUUVNSjUICTlQnBLpb08LGjj78DRzPLeGl1LNFZZQD4OJjz1vgwehtWb7U6ia93pPDxpkSadBLtbEz5aEoneog2DYIAgLWpBnMjFdUNWrJLa/B3Ort9FMCIUBe6etkSmVHKS6uOs+Teri3mt0KhwNfRokVf1sPpJTy6/Ii82+zjYM47EzvQw9ceSZL49VAmr66Jpb5Jh4edKYvuiTjvLpMgCDc+E42Kr6d3ZdLCvSQXVPHAssP89nCvc1bJ1qiUfDwlHH9HCz7enMifR7LZnlDAE4P9ubOb5wWra5+pur6JHYmFrIvOYUt8gbyLbKRWMrqDK/f09KKLp80lH83KLK7hvX/iWX8sF9DvSr86pj3jw8UxL0EQbl4iWL5E/QIcMFYrySiuIeZkOR3dbVp9nEKh4KM7OzH+yz2kFlZzz7cH+On+HnLADNDezarVG2edTmJnUiEzvjvIgTR90Q1zIxWPDfLngX4+GKv1F86zinh1cOXtiR3OuRotCLcihUKBv7Ml0VllxOVWnjNYVigUzB8fxtgvdrM5Lp/3/0ng2RFBZ90ENml1bEso5LvdaexL1fc5N9EoeWygPw8P8MVYraK2QctLq2NYeeQkAAODHPnkznBszESBPUG4FVibavhuRjfGfbmbmJPl/O/3KL6Y1uWcZ3mVSgVPDAmgp589z/95jJRCfQHPDzclMrqDKwODnOjiaYOjpXGLz6TmHtAJeZUczSxlb0oxh9NLadDq5McEOVsyOcKdSV3csb2MIp+55bV8sTWZXw9l0aSTUCj0RQufHREsioYKgnDTE8HyJTI3VjM81IV10Tn8eijrnMEy6HsxL7uvO5O/3kdyQRVjv9jNm+PDGBbi3OoFM72omr9icvkjMps0Q2VdjUrB1G6ePDHEHydLfaAtSRK/R2bz5roTVBqKeL02pj13dHUXq7uC0IqO7ayJziojKquMMZ3czvm4EFcr5o0N5aVVx/lqewr7U4sZF94OBwtjSqrricoqZ3tCgdyOSq1UMDnCnaeGBspplgl5lTz+8xGSCqpQKuB/w4N4dICfKHgjCLcYT3szFk2P4O5v9vN3TB7v2SXw/Mjg8/5MN287Nj7Vn18PZbF4ZyqZJTWsOJTFikP6StNmRirszI0wUimpb9JRXF1PXaPurOfxtDNjZAcXxnZyo72r1WXdG6QXVfP1jhT+PJItt5PqF+DACyNDRIaMIAi3jBs+WF6wYAEvvvgic+bM4ZNPPrkmrzmtuwfronNYeeQkz44IOu9ukYedGb8/0ov7lx0iMb+Kh3+MxMPOlJ4+9jhZGdOolcgureFYdjnZpbXyz1kYq5kS4cED/XxaFN3IK6/jxVUxbI0vAPRFvD6+MxwPO1HESxDOpauXLT/uz+BgWskFH3t3Dy8UKHhz/QmOZJZxJLPsrMfYmRtxR1d3ZvT2pp1hfkqSxA/7Mnj77zjqm3Q4Whrz+bTOclEeQRBuPd197HhnYkf+93s0X+9IwdXahBm9vc/7MxqVknt6enFXd0/2pxazMTaPfSnFpBRWUdOgpaahtsXjFQp9cBzmZk13wxEuP0fzy148j8woZcnOVP49kYehEQc9fOx4elig+DwTBOGWc0MHy4cOHWLx4sV07Njxmr5uL197QlytiMut4Kf9GTw+OOC8j/ewM2PN7L58sS2JZXszyCqpJavk7F6JakPFy7Gd3Bjd0bVF8Q79+ccs3v47joq6JoxUSp4eFshD/X1RiR0rQTivXn76G7zjOeWUVDdcMHXwrh6eDAp25PfD2URllVFZ14i1qYZAZ0t6+znQw9euRSXrgoo6nl95ahFrYJAjH07uhL0oeCMIt7xJXd3JKavlw02JvLY2FjMjFZMjPC74c0qlgt7+DnKNkrpGLbnldZTWNNCklTBSK7E10+BibSIfz7pcTVodG2Pz+HZ3GkdPWyAcHOzEowP96OZt95+eXxAE4UZ1wwbLVVVV3H333SxZsoT58+df09dWKBQ8MsCXOSui+G5POvf18blgVUpTIxXPjgjmsYH+7Eku4kRuBWU1jWhUCpytTAh2sSLc0waLVp4npbCKV1YfZ2+K/nxkR3drPpjciUDn1s9eCoLQkrOhcF58XiXbEwqY2OXC1ahdrU15csj5F8IkSWJtdA6vrY2lrKYRI5WSF0YFM7O3tzgSIQiC7PHB/pTUNLB0Tzr/9+cxGrUSd/XwvKTnMNGo8HEwx4fL6wfdmvLaRn49lMmyvad6LhuplIzv7MaD/XwJEPcZgiDc4m7YYHn27NmMHj2aoUOHXjBYrq+vp76+Xv5zRUXFeR59cUZ3cOXjTYmkF9fww74MHh3od1E/13zmeXioywUfW9PQxJfbklmyM40GrQ4TjZK5wwKZ1cdHtIQSbjpXY56ebmiIM/F5lWw6kX9RwfKFnCyr5bU1sWyOywf0rVg+mhJOkIu4uRRuXld7nt6sFAoFr97eHq1Of1zjxVUxFFTWMWdIQJssrKUXVfP93nR+P5xFtaEHvZ25EdN7enF3T0+5RopwYxLzVBCunBsyWF6xYgVHjhzh0KFDF/X4BQsW8Prrr1/RMahVSp4YHCCfQ7qruyfWZlemCrVOJ7E66iTv/5NAbnkdoE/rfGNsGJ724myycHO6GvP0dLeFufDFtmS2JRRQWdco9yi/VA1NOpbtTefjzYnUNGhRKxU8OSSARwf6tUjNFoSb0dWepzczhULB62NDsTBW89X2FD7ZnER8biXv3tHxmnSxkCSJfSnFLN2bzua4fCTDeeRAZwvu7+vDuPB2l9xzWbg+iXkq3GgyMzMpKiq6Ys/n4OCAp+elZe+cyw0XLGdlZTFnzhz+/fdfTEwubuXzhRdeYO7cufKfKyoq8PC48HmhCxnfuR2LdqaQmF/FR5sSeH1c2H96PkmS2BpfwIf/JnIiV78K6G5rysuj2zMi1FmkdQo3tas1T5uFulnh62BOalE166JzLzkFUpIkNscVsGBDHKmF+mr13bxteWtCB3EkQrhlXO15erNTKBT8323BeNiZ8eqa42yMzeNYdhlvTezAoCCnq/Ka5bWNrIk6yU/7M0jMr5K/PjDIkVl9fOgX4CDuL24yYp4KN5LMzEyCg0Oora25Ys9pampGfHzcFQmYb7hgOTIykoKCArp27Sp/TavVsnPnTr744gvq6+tRqVqujBobG2NsfOUL7aiUCl4bE8rd3xzgh/0ZjAh1kQtxXAqtTmLTiTwWbk8hOrscAEtjNY8N8ue+Pt5ipVe4JVytedpMoVBwVw9P5v8Vx5JdqdzR1R0j9YV3giVJYk9yMZ9sTuRwhr6nuYOFEf83Ipg7urqLllDCLeVqz9NbxbTunoS4WjFnxVEyimu4b+khBgc7MXdYIGHtrP/z8zdpdexLLWbV0ZP8HZMrt5cyM1IxqYs7M3p7nbPnvHDjE/NUuJEUFRVRW1tDj1mvYeXq/Z+fryI3nQPfvU5RUdGtGSwPGTKEmJiYFl+77777CA4O5rnnnjsrUL7a+vg7cGeEB78ezmL2z0f48f4eF32hK6ysZ/XRk/y4P4PMEv1qiqlGxb29vHh4gN8FK/YKgnBppnb35OsdKaQVVfPBvwm8OCrknI+tbdCy4XguS/ekE3NSv4hlrFYyq68Pjw70w+oy07gFQRAAwj1s2DCnHx9vSuS7PelsjS9ga3wBvf3smRLhweAQp0v6nCmvaWRfajE7EgvYdCKfoqoG+XuBzhZM6+7JxC7u1yTlWxAE4VJZuXpj5xnU1sM4yw0XLFtaWhIW1jLd2dzcHHt7+7O+fq28Pi6U+LwKorPLmfz1Pp4cEsDdPT3PushJkkRaUTV7UorZdCKf3UmFcg9DGzMNd/fw5L4+PjiIdjOCcFVYGKt5bUwoT/xylMU7Uymqquf+vj4EOlsiScg9z3cmFvLviXyq6psAMNEomdrNk0cH+uFsJQrfCIJwZZgZqXlpdHumdvfksy1JrIvOYW9KMXtTilErFYR72NDJwwZfR3OcLU2wMFGjVCioa9RSWtPAybJaUgqqOX6ynMSCSvkcMoCtmYZRHVyZ2MWdLp42ItVaEIQrKi4u7rp6nqvlhguWr0cmGhU/PtCD2cuPsCupiHc3xvPRpgRCXK1wtjJBkqC4up6Ugioq6ppa/Gy4hw13dvNgXLgbZkbin0MQrrYxndzIK6/jrb/jWHnkJCuPnDznYz3sTLkzwoO7eniJTA9BEK4aP0cLPp3amWdHBPHb4Wz+OpZDSmE1hzNK5eMfF8PX0Zy+/g4MDXGml5+9KDooCMIVV1teDCi45557rujzNtY3XPhBbeCmiM62b9/e1kPAykTDsvu68+eRbJbsSiUxv4pj2eVAeYvHGamVhHvYMCDQkVEdXPFxuHL9EgVBuDgP9velq7ctC7ensDupiNpGfesUY7WSYFcrevrYMbS9MxFetmI3RhCEa8bd1oy5wwKZOyyQzOIaDqaXEJtTTkZxDYWV9VQ3NCFJ+s8qa1MNrtYm+DhYEOJqSWdPWxwtRWaaIAhXV2NNJSARftdzOPoE/+fny43Zx/G1i2lqarrwg9vATREsXy+USgWTIzy4o6s7mSU1xOVWUFzdgAIFtmYavOzN8XeyuKiiQoIgXF1dPG1Zcm8EkiRRVtOIQgHWphoRHAuCcF3wtDfD096MO7r+977wgiAIV5qFk+cVOWNckZv+3wdzFYlg+SpQKBR42ZvjZS92jQXheqdQKLAVKdaCIAiCIAjCGcQWpyAIgiAIgiAIgiCcQQTLgiAIgiAIgiAIgnAGESwLgiAIgiAIgiAIwhlEsCwIgiAIgiAIgiAIZxDBsiAIgiAIgiAIgiCcQQTLgiAIgiAIgiAIgnAGESwLgiAIgiAIgiAIwhlEsCwIgiAIgiAIgiAIZxDBsiAIgiAIgiAIgiCcQQTLgiAIgiAIgiAIgnAGESwLgiAIgiAIgiAIwhlEsCwIgiAIgiAIgiAIZxDBsiAIgiAIgiAIgiCcQQTLgiAIgiAIgiAIgnAGESwLgiAIgiAIgiAIwhlEsCwIgiAIgiAIgiAIZxDBsiAIgiAIgiAIgiCcQQTLgiAIgiAIgiAIgnAGESwLgiAIgiAIgiAIwhnUbT2AtiBJEgAVFRVtPBJBuH5YWlqiUCjaehgyMU8F4WxingrC9e9GnKdVVVUAlGenomvS/ufXrCo4qX/NvHSMjY3F890kY7sRnq8yL0P/vFVVF7w2XcxcVUjNM+gWkp2djYeHR1sPQxCuK+Xl5VhZWbX1MGRingrC2cQ8FYTrn5ingnBjuJi5eksGyzqdjpycnOtu5Q/0q34eHh5kZWVdVx+0Nxvx93y2620+XO15Kn4H2ob4e/9vbrV5eiE38+/Tzfze4OZ+f2Ke/jc3w+/GzfAe4OZ/HxczJ27JNGylUom7u3tbD+O8rKysbuhfyhuF+Hu+fl2reSp+B9qG+Hu/OVwv19Ob+ffpZn5vcPO/v+vB9TJPL9XN8LtxM7wHuLXfhyjwJQiCIAiCIAiCIAhnEMGyIAiCIAiCIAiCIJxBBMvXGWNjY1577bUrUg1OODfx9yyI34G2If7ehSvpZv59upnfG9z870+4fDfD78bN8B5AvA+4RQt8CYIgCIIgCIIgCML5iJ1lQRAEQRAEQRAEQTiDCJYFQRAEQRAEQRAE4QwiWBYEQRAEQRAEQRCEM4hgWRAEQRAEQRAEQRDOIILl68xXX32Fj48PJiYmdO3alV27drX1kG4qCxYsoFu3blhaWuLk5MT48eNJSEho62EJbUDMtWtn3rx5KBSKFv9zcXFp62EJN6ib/XN84cKFdOzYESsrK6ysrOjVqxcbNmxo62FdFQsWLEChUPDUU0+19VCE68DNcq04efIk99xzD/b29piZmREeHk5kZGRbD+uSeHt7n/VvoVAomD17dlsP7aI1NTXx8ssv4+Pjg6mpKb6+vrzxxhvodLpLeh4RLF9Hfv31V5566ileeukljh49Sr9+/Rg5ciSZmZltPbSbxo4dO5g9ezb79+9n06ZNNDU1MXz4cKqrq9t6aMI1JObatRcaGkpubq78v5iYmLYeknCDutk/x93d3XnnnXc4fPgwhw8fZvDgwYwbN47Y2Ni2HtoVdejQIRYvXkzHjh3beijCdeRGv1aUlpbSp08fNBoNGzZs4MSJE3z44YfY2Ni09dAuyaFDh1r8O2zatAmAyZMnt/HILt67777L119/zRdffEFcXBzvvfce77//Pp9//vklPY9oHXUd6dGjB126dGHhwoXy10JCQhg/fjwLFixow5HdvAoLC3FycmLHjh3079+/rYcjXCNi0jFi3wAAFjxJREFUrl1b8+bNY/Xq1URFRbX1UISb0K3wOW5nZ8f777/P/fff39ZDuSKqqqro0qULX331FfPnzyc8PJxPPvmkrYcltLGb4Vrx/PPPs2fPnpsuW+2pp55i/fr1JCUloVAo2no4F+X222/H2dmZb7/9Vv7apEmTMDMz48cff7zo5xE7y9eJhoYGIiMjGT58eIuvDx8+nL1797bRqG5+5eXlgP5GRLg1iLnWNpKSknBzc8PHx4epU6eSmpra1kMSbhI38+e4VqtlxYoVVFdX06tXr7YezhUze/ZsRo8ezdChQ9t6KMJ15ka/Vqxdu5aIiAgmT56Mk5MTnTt3ZsmSJW09rP+koaGBn376iVmzZt0wgTJA37592bJlC4mJiQBER0eze/duRo0adUnPo74agxMuXVFREVqtFmdn5xZfd3Z2Ji8vr41GdXOTJIm5c+fSt29fwsLC2no4wjUi5tq116NHD3744QcCAwPJz89n/vz59O7dm9jYWOzt7dt6eMIN7Gb9HI+JiaFXr17U1dVhYWHBqlWraN++fVsP64pYsWIFR44c4dChQ209FOE6czNcK1JTU1m4cCFz587lxRdf5ODBgzz55JMYGxtz7733tvXwLsvq1aspKytj5syZbT2US/Lcc89RXl5OcHAwKpUKrVbLW2+9xbRp0y7peUSwfJ05c8VGkqQbahXnRvL4449z7Ngxdu/e3dZDEdqAmGvXzsiRI+X/7tChA7169cLPz49ly5Yxd+7cNhyZcKO7WT/Hg4KCiIqKoqysjD///JMZM2awY8eOGz5gzsrKYs6cOfz777+YmJi09XCE68zNcK3Q6XRERETw9ttvA9C5c2diY2NZuHDhDRssf/vtt4wcORI3N7e2Hsol+fXXX/npp5/4+eefCQ0NJSoqiqeeego3NzdmzJhx0c8jguXrhIODAyqV6qydrYKCgrN2wIT/7oknnmDt2rXs3LkTd3f3th6OcA2Judb2zM3N6dChA0lJSW09FOEGdjN/jhsZGeHv7w9AREQEhw4d4tNPP2XRokVtPLL/JjIykoKCArp27Sp/TavVsnPnTr744gvq6+tRqVRtOELhenIjXitcXV3PWtQKCQnhzz//bKMR/TcZGRls3ryZlStXtvVQLtmzzz7L888/z9SpUwH9AkxGRgYLFiy4pGBZnFm+ThgZGdG1a1e52lyzTZs20bt37zYa1c1HkiQef/xxVq5cydatW/Hx8WnrIQnXmJhrba++vp64uDhcXV3beijCDehW/ByXJIn6+vq2HsZ/NmTIEGJiYoiKipL/FxERwd13301UVJQIlIUWbsRrRZ8+fc5qZZeYmIiXl1cbjei/Wbp0KU5OTowePbqth3LJampqUCpbhroqleqSW0eJneXryNy5c5k+fToRERH06tWLxYsXk5mZySOPPNLWQ7tpzJ49m59//pk1a9ZgaWkp7y5aW1tjamraxqMTrhUx166tZ555hjFjxuDp6UlBQQHz58+noqLiklZ2BaHZzf45/uKLLzJy5Eg8PDyorKxkxYoVbN++nY0bN7b10P4zS0vLs86Wm5ubY29vf1OdORcuz81wrXj66afp3bs3b7/9NlOmTOHgwYMsXryYxYsXt/XQLplOp2Pp0qXMmDEDtfrGCxnHjBnDW2+9haenJ6GhoRw9epSPPvqIWbNmXdoTScJ15csvv5S8vLwkIyMjqUuXLtKOHTvaekg3FaDV/y1durSthyZcY2KuXTt33nmn5OrqKmk0GsnNzU2aOHGiFBsb29bDEm5QN/vn+KxZs+TPJkdHR2nIkCHSv//+29bDumoGDBggzZkzp62HIVwHbpZrxbp166SwsDDJ2NhYCg4OlhYvXtzWQ7os//zzjwRICQkJbT2Uy1JRUSHNmTNH8vT0lExMTCRfX1/ppZdekurr6y/peUSfZUEQBEEQBEEQBEE4gzizLAiCIAiCIAiCIAhnEMGyIAiCIAiCIAiCIJxBBMuCIAiCIAiCIAiCcAYRLAuCIAiCIAiCIAjCGUSwLAiCIAiCIAiCIAhnEMGyIAiCIAiCIAiCIJxBBMuCIAiCIAiCIAiCcAYRLAuCIAiCIAiCIAjCGUSwLFwV6enpKBQKoqKirvhze3t788knn5z3MQqFgtWrV5/3MTNnzmT8+PFXbFyCcCO4lLm5fft2FAoFZWVlV31cF2PgwIE89dRTbT0MQWhTF3N9uxwXM78u5vo7b948wsPDr9i4BOFGcbFz82reI18OcT98fiJYvgXMnDkThUKBQqFAo9Hg6+vLM888Q3V19QV/9nq7WQY4dOgQDz300EU//nr7UBKEZjfb3LxSbub3Jty4CgoKePjhh/H09MTY2BgXFxdGjBjBvn372npoV8TKlSt58803L+lnrlbgLgiX4mafm1eKuB++POq2HoBwbdx2220sXbqUxsZGdu3axQMPPEB1dTULFy5s66FdMkdHx7YegiBcMTfT3BSEm9mkSZNobGxk2bJl+Pr6kp+fz5YtWygpKWnroV0RdnZ2bT0EQbgsN/vcFNqW2Fm+RTSvtHl4eHDXXXdx9913s3r1aiRJ4r333sPX1xdTU1M6derEH3/8AehXoAYNGgSAra0tCoWCmTNnArBx40b69u2LjY0N9vb23H777aSkpFzW2Lp27cqHH34o/3n8+PGo1WoqKioAyMvLQ6FQkJCQAJydBpaUlET//v0xMTGhffv2bNq0qcXz+/j4ANC5c2cUCgUDBw5s8f0PPvgAV1dX7O3tmT17No2NjZf1PgThclzPc7M1e/fupX///piamuLh4cGTTz7ZYifc29ubt99+m1mzZmFpaYmnpyeLFy8+6znCw8MxMTEhIiKC1atXy6vd53tvADqdjv/7v//Dzs4OFxcX5s2bd8XemyCcS1lZGbt37+bdd99l0KBBeHl50b17d1544QVGjx4NQHl5OQ899BBOTk5YWVkxePBgoqOj5edoTk9etGgRHh4emJmZMXny5BYZFIcOHWLYsGE4ODhgbW3NgAEDOHLkyGWNedKkSTzxxBPyn5966ikUCgWxsbEANDU1YWlpyT///AOcnYZdUFDAmDFjMDU1xcfHh+XLl7d4fm9vbwAmTJiAQqGQ/9zsxx9/xNvbG2tra6ZOnUplZeVlvQ9BOJ8bcW625sSJE4waNQoLCwucnZ2ZPn06RUVF8vcHDhzIk08+ed7rX3x8PH379pXvhzdv3twi+0PcD18eESzfokxNTWlsbOTll19m6dKlLFy4kNjYWJ5++mnuueceduzYgYeHB3/++ScACQkJ5Obm8umnnwJQXV3N3LlzOXToEFu2bEGpVDJhwgR0Ot0lj2XgwIFs374dAEmS2LVrF7a2tuzevRuAbdu24eLiQlBQ0Fk/q9PpmDhxIiqViv379/P111/z3HPPtXjMwYMHAdi8eTO5ubmsXLlS/t62bdtISUlh27ZtLFu2jO+//57vv//+kt+DIFwp19PcPFNMTAwjRoxg4sSJHDt2jF9//ZXdu3fz+OOPt3jchx9+SEREBEePHuWxxx7j0UcfJT4+HoDKykrGjBlDhw4dOHLkCG+++WaLOXu+9wawbNkyzM3NOXDgAO+99x5vvPHGWQtkgnClWVhYYGFhwerVq6mvrz/r+5IkMXr0aPLy8vj777+JjIykS5cuDBkypMXuVnJyMr/99hvr1q1j48aNREVFMXv2bPn7lZWVzJgxg127drF//34CAgIYNWrUZQWap19bAXbs2IGDgwM7duwA9Df/dXV19OnTp9WfnzlzJunp6WzdupU//viDr776ioKCAvn7hw4dAmDp0qXk5ubKfwZISUlh9erVrF+/nvXr17Njxw7eeeedS34PgnAhN+LcPFNubi4DBgwgPDycw4cPs3HjRvLz85kyZUqLx53v+qfT6Rg/fjxmZmYcOHCAxYsX89JLL7X4eXE/fJkk4aY3Y8YMady4cfKfDxw4INnb20t33HGHZGJiIu3du7fF4++//35p2rRpkiRJ0rZt2yRAKi0tPe9rFBQUSIAUExMjSZIkpaWlSYB09OjRC45v7dq1krW1taTVaqWoqCjJ0dFRevrpp6Vnn31WkiRJeuihh6Q777xTfryXl5f08ccfS5IkSf/884+kUqmkrKws+fsbNmyQAGnVqlXnHcuMGTMkLy8vqampSf7a5MmTW7yWIFxN1/vcPPM1pk+fLj300EMtHrNr1y5JqVRKtbW1kiTp5+c999wjf1+n00lOTk7SwoULJUmSpIULF0r29vby4yVJkpYsWdJiTOd6bwMGDJD69u3b4mvdunWTnnvuuQu+F0H4r/744w/J1tZWMjExkXr37i298MILUnR0tCRJkrRlyxbJyspKqqura/Ezfn5+0qJFiyRJkqTXXnut1euVUqmUcnNzW33NpqYmydLSUlq3bp38tdOvb+dz7NgxSaFQSIWFhVJJSYmk0Wik+fPnS5MnT5YkSZLefvttqUePHvLjBwwYIM2ZM0eSJElKSEiQAGn//v3y9+Pi4iRAvv6eayyvvfaaZGZmJlVUVMhfe/bZZ1u8liBcSTfa3DzzOvzKK69Iw4cPb/GYrKwsCZASEhIkSbrw9W/Dhg2SWq1uMd5NmzaJ++ErQOws3yLWr1+PhYUFJiYm9OrVi/79+/PMM89QV1fHsGHD5JU5CwsLfvjhhwumbaakpHDXXXfh6+uLlZWVnNqRmZl5yWPr378/lZWVHD16lB07djBgwAAGDRokr35v376dAQMGtPqzcXFxeHp64u7uLn+tV69eF/3aoaGhqFQq+c+urq4tVs4F4Wq7nufmmSIjI/n+++9bjGnEiBHodDrS0tLkx3Xs2FH+b4VCgYuLizyvEhIS6NixIyYmJvJjunfvftFjOP25QcxZ4dqZNGkSOTk5rF27lhEjRrB9+3a6dOnC999/T2RkJFVVVdjb27eYH2lpaS3mbGvXK51OJx8zKigo4JFHHiEwMBBra2usra2pqqq6rPkbFhaGvb09O3bsYNeuXXTq1ImxY8de9LVVrVYTEREhfy04OBgbG5uLem1vb28sLS3lP4t5KlxNN9rcPFNkZCTbtm1rMb7g4GCAFmM83/UvISEBDw8PXFxc5O9fyrVV3A+fmyjwdYsYNGgQCxcuRKPR4Obmhkaj4cCBAwD89ddftGvXrsXjjY2Nz/t8Y8aMwcPDgyVLluDm5oZOpyMsLIyGhoZLHpu1tTXh4eFs376dvXv3MnjwYPr160dUVBRJSUkkJiaeda6imSRJZ31NoVBc9GtrNJqzfvZKpKsKwsW6nufmmXQ6HQ8//DBPPvnkWd/z9PSU//t880qSpLPmaGvz+FzEnBXakomJCcOGDWPYsGG8+uqrPPDAA7z22ms89thjuLq6tkh7bna+ALN5LjT//8yZMyksLOSTTz7By8sLY2NjevXqdVnzV6FQ0L9/f7Zv346RkREDBw4kLCwMrVZLTEwMe/fuPWerqOY5eSnX09OJeSpcazfS3DyTTqdjzJgxvPvuu2d9z9XVVf7vS722XgoxZ89NBMu3CHNzc/z9/Vt8rX379hgbG5OZmXnO1WUjIyMAtFqt/LXi4mLi4uJYtGgR/fr1A5DPF1+ugQMHsm3bNg4cOMAbb7yBjY0N7du3Z/78+Tg5ORESEtLqz7Vv357MzExycnJwc3MDOKtVQGvvQRCuF9f73Dxdly5diI2NPWu8lyI4OJjly5dTX18vB/6HDx9u8RgxZ4UbRfv27Vm9ejVdunQhLy8PtVp9VqGr07V2vVIqlQQGBgKwa9cuvvrqK0aNGgVAVlZWiyI/l2rgwIEsXrwYIyMj3njjDRQKBf369eODDz6gtrb2nOeVQ0JCaGpq4vDhw/LuVEJCwlnt3DQajZinwnXpep+bp+vSpQt//vkn3t7eqNWXF5oFBweTmZlJfn4+zs7OAC3qCIC4tl4ukYZ9C7O0tOSZZ57h6aefZtmyZaSkpHD06FG+/PJLli1bBoCXlxcKhYL169dTWFhIVVUVtra22Nvbs3jxYpKTk9m6dStz5879T2MZOHAgGzduRKFQ0L59e/lry5cvP2ewADB06FCCgoK49957iY6OZteuXWcVNHBycsLU1FQumFBeXv6fxioIV9v1NDdP99xzz7Fv3z5mz54tZ36sXbu2RcXdC7nrrrvQ6XQ89NBDxMXF8c8///DBBx8Ap1bwW3tvgtCWiouLGTx4MD/99BPHjh0jLS2N33//nffee49x48YxdOhQevXqxfjx4/nnn39IT09n7969vPzyyy0Wg0xMTJgxY4Z8vXryySeZMmWKnDrp7+/Pjz/+SFxcHAcOHODuu+/G1NT0ssc9cOBAYmNjiYmJkRfQmq+tXbp0wcrKqtWfCwoK4rbbbuPBBx/kwIEDREZG8sADD5w1Fm9vb7Zs2UJeXh6lpaWXPU5BuFw36tw83ezZsykpKWHatGkcPHiQ1NRU/v33X2bNmnXRge2wYcPw8/NjxowZHDt2jD179sj3w83XVnE/fHlEsHyLe/PNN3n11VdZsGABISEhjBgxgnXr1snnHNu1a8frr7/O888/j7OzM48//jhKpZIVK1YQGRlJWFgYTz/9NO+///5/Gkf//v0BGDBggDypBwwYgFarPW+wrFQqWbVqFfX19XTv3p0HHniAt956q8Vj1Go1n332GYsWLcLNzY1x48b9p7EKwrVwvczN03Xs2JEdO3aQlJREv3796Ny5M6+88kqLNLELsbKyYt26dURFRREeHs5LL73Eq6++CiCfY27tvQlCW7KwsKBHjx58/PHH9O/fn7CwMF555RUefPBBvvjiCxQKBX///Tf9+/dn1qxZBAYGMnXqVNLT0+VdHtDfcE+cOJFRo0YxfPhwwsLC+Oqrr+Tvf/fdd5SWltK5c2emT5/Ok08+iZOT02WPOywsDAcHBzp16iQHxhdzbQV9lWsPDw8GDBjAxIkT5dY7p/vwww/ZtGkTHh4edO7c+bLHKQiX60adm6dzc3Njz549aLVaRowYQVhYGHPmzMHa2hql8uJCNZVKxerVq6mqqqJbt2488MADvPzyy8Cpa6u4H748CulSDosJgiAIwhW2fPly7rvvPsrLy6/YSr0gXG/mzZvH6tWriYqKauuhCIJwmpt1bu7Zs4e+ffuSnJyMn59fWw/nhiXOLAuCIAjX1A8//ICvry/t2rUjOjqa5557jilTpohAWRAEQRAu06pVq7CwsCAgIIDk5GTmzJlDnz59RKD8H4k0bOGqe+SRR1qUwz/9f4888khbD08QblltNTfz8vK45557CAkJ4emnn2by5MksXrz4qr2eINyM3n777XPO35EjR7b18AThltVWc7OyspLHHnuM4OBgZs6cSbdu3VizZs1Ve71bhUjDFq66goICKioqWv2elZXVFTvzIQjCpRFzUxBuXCUlJZSUlLT6PVNT07PazgmCcG2IuXlzEcGyIAiCIAiCIAiCIJxBpGELgiAIgiAIgiAIwhlEsCwIgiAIgiAIgiAIZxDBsiAIgiAIgiAIgiCcQQTLgiAIgiAIgiAIgnAGESwLgiAIgiAIgiAIwhlEsCwIgiAIgiAIgiAIZxDBsiAIgiAIgiAIgiCc4f8BrekVZ9ouQvwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#criando os eixos\n",
    "pair_grid = sns.PairGrid(df[df.columns[1:-1]]) \n",
    "\n",
    "#cria uma linha de regressão e scatter, na parte de cima (map_upper)\n",
    "pair_grid = pair_grid.map_upper(sns.regplot)   \n",
    "\n",
    "#mostra as curvas de contorno na parte de baixo (map_lower)\n",
    "pair_grid = pair_grid.map_lower(sns.kdeplot)   \n",
    "pair_grid = pair_grid.map_diag(sns.histplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a9bc91e3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "7c5cea50",
   "metadata": {},
   "source": [
    "### Extraindo as classes ou grupos\n",
    "#### Coluna Species_No, primeira coluna"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9f880ab4",
   "metadata": {},
   "outputs": [],
   "source": [
    "classe=np.array(df[df.columns[0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fa4ba9e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
       "       3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3,\n",
       "       3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classe"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05e58358",
   "metadata": {},
   "source": [
    "### Transformando os dados do dataframe em um tabela \n",
    "#### A coluna Species_name não interessa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "id": "8d198993",
   "metadata": {},
   "outputs": [],
   "source": [
    "Xtab=np.array(df[df.columns[1:-1]],dtype=float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "id": "79174658",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.2, 1.4, 3.5, 5.1],\n",
       "       [0.2, 1.4, 3. , 4.9],\n",
       "       [0.2, 1.3, 3.2, 4.7],\n",
       "       [0.2, 1.5, 3.1, 4.6],\n",
       "       [0.2, 1.4, 3.6, 5. ],\n",
       "       [0.4, 1.7, 3.9, 5.4],\n",
       "       [0.3, 1.4, 3.4, 4.6],\n",
       "       [0.2, 1.5, 3.4, 5. ],\n",
       "       [0.2, 1.4, 2.9, 4.4],\n",
       "       [0.1, 1.5, 3.1, 4.9],\n",
       "       [0.2, 1.5, 3.7, 5.4],\n",
       "       [0.2, 1.6, 3.4, 4.8],\n",
       "       [0.1, 1.4, 3. , 4.8],\n",
       "       [0.1, 1.1, 3. , 4.3],\n",
       "       [0.2, 1.2, 4. , 5.8],\n",
       "       [0.4, 1.5, 4.4, 5.7],\n",
       "       [0.4, 1.3, 3.9, 5.4],\n",
       "       [0.3, 1.4, 3.5, 5.1],\n",
       "       [0.3, 1.7, 3.8, 5.7],\n",
       "       [0.3, 1.5, 3.8, 5.1],\n",
       "       [0.2, 1.7, 3.4, 5.4],\n",
       "       [0.4, 1.5, 3.7, 5.1],\n",
       "       [0.2, 1. , 3.6, 4.6],\n",
       "       [0.5, 1.7, 3.3, 5.1],\n",
       "       [0.2, 1.9, 3.4, 4.8],\n",
       "       [0.2, 1.6, 3. , 5. ],\n",
       "       [0.4, 1.6, 3.4, 5. ],\n",
       "       [0.2, 1.5, 3.5, 5.2],\n",
       "       [0.2, 1.4, 3.4, 5.2],\n",
       "       [0.2, 1.6, 3.2, 4.7],\n",
       "       [0.2, 1.6, 3.1, 4.8],\n",
       "       [0.4, 1.5, 3.4, 5.4],\n",
       "       [0.1, 1.5, 4.1, 5.2],\n",
       "       [0.2, 1.4, 4.2, 5.5],\n",
       "       [0.2, 1.5, 3.1, 4.9],\n",
       "       [0.2, 1.2, 3.2, 5. ],\n",
       "       [0.2, 1.3, 3.5, 5.5],\n",
       "       [0.1, 1.4, 3.6, 4.9],\n",
       "       [0.2, 1.3, 3. , 4.4],\n",
       "       [0.2, 1.5, 3.4, 5.1],\n",
       "       [0.3, 1.3, 3.5, 5. ],\n",
       "       [0.3, 1.3, 2.3, 4.5],\n",
       "       [0.2, 1.3, 3.2, 4.4],\n",
       "       [0.6, 1.6, 3.5, 5. ],\n",
       "       [0.4, 1.9, 3.8, 5.1],\n",
       "       [0.3, 1.4, 3. , 4.8],\n",
       "       [0.2, 1.6, 3.8, 5.1],\n",
       "       [0.2, 1.4, 3.2, 4.6],\n",
       "       [0.2, 1.5, 3.7, 5.3],\n",
       "       [0.2, 1.4, 3.3, 5. ],\n",
       "       [1.4, 4.7, 3.2, 7. ],\n",
       "       [1.5, 4.5, 3.2, 6.4],\n",
       "       [1.5, 4.9, 3.1, 6.9],\n",
       "       [1.3, 4. , 2.3, 5.5],\n",
       "       [1.5, 4.6, 2.8, 6.5],\n",
       "       [1.3, 4.5, 2.8, 5.7],\n",
       "       [1.6, 4.7, 3.3, 6.3],\n",
       "       [1. , 3.3, 2.4, 4.9],\n",
       "       [1.3, 4.6, 2.9, 6.6],\n",
       "       [1.4, 3.9, 2.7, 5.2],\n",
       "       [1. , 3.5, 2. , 5. ],\n",
       "       [1.5, 4.2, 3. , 5.9],\n",
       "       [1. , 4. , 2.2, 6. ],\n",
       "       [1.4, 4.7, 2.9, 6.1],\n",
       "       [1.3, 3.6, 2.9, 5.6],\n",
       "       [1.4, 4.4, 3.1, 6.7],\n",
       "       [1.5, 4.5, 3. , 5.6],\n",
       "       [1. , 4.1, 2.7, 5.8],\n",
       "       [1.5, 4.5, 2.2, 6.2],\n",
       "       [1.1, 3.9, 2.5, 5.6],\n",
       "       [1.8, 4.8, 3.2, 5.9],\n",
       "       [1.3, 4. , 2.8, 6.1],\n",
       "       [1.5, 4.9, 2.5, 6.3],\n",
       "       [1.2, 4.7, 2.8, 6.1],\n",
       "       [1.3, 4.3, 2.9, 6.4],\n",
       "       [1.4, 4.4, 3. , 6.6],\n",
       "       [1.4, 4.8, 2.8, 6.8],\n",
       "       [1.7, 5. , 3. , 6.7],\n",
       "       [1.5, 4.5, 2.9, 6. ],\n",
       "       [1. , 3.5, 2.6, 5.7],\n",
       "       [1.1, 3.8, 2.4, 5.5],\n",
       "       [1. , 3.7, 2.4, 5.5],\n",
       "       [1.2, 3.9, 2.7, 5.8],\n",
       "       [1.6, 5.1, 2.7, 6. ],\n",
       "       [1.5, 4.5, 3. , 5.4],\n",
       "       [1.6, 4.5, 3.4, 6. ],\n",
       "       [1.5, 4.7, 3.1, 6.7],\n",
       "       [1.3, 4.4, 2.3, 6.3],\n",
       "       [1.3, 4.1, 3. , 5.6],\n",
       "       [1.3, 4. , 2.5, 5.5],\n",
       "       [1.2, 4.4, 2.6, 5.5],\n",
       "       [1.4, 4.6, 3. , 6.1],\n",
       "       [1.2, 4. , 2.6, 5.8],\n",
       "       [1. , 3.3, 2.3, 5. ],\n",
       "       [1.3, 4.2, 2.7, 5.6],\n",
       "       [1.2, 4.2, 3. , 5.7],\n",
       "       [1.3, 4.2, 2.9, 5.7],\n",
       "       [1.3, 4.3, 2.9, 6.2],\n",
       "       [1.1, 3. , 2.5, 5.1],\n",
       "       [1.3, 4.1, 2.8, 5.7],\n",
       "       [2.5, 6. , 3.3, 6.3],\n",
       "       [1.9, 5.1, 2.7, 5.8],\n",
       "       [2.1, 5.9, 3. , 7.1],\n",
       "       [1.8, 5.6, 2.9, 6.3],\n",
       "       [2.2, 5.8, 3. , 6.5],\n",
       "       [2.1, 6.6, 3. , 7.6],\n",
       "       [1.7, 4.5, 2.5, 4.9],\n",
       "       [1.8, 6.3, 2.9, 7.3],\n",
       "       [1.8, 5.8, 2.5, 6.7],\n",
       "       [2.5, 6.1, 3.6, 7.2],\n",
       "       [2. , 5.1, 3.2, 6.5],\n",
       "       [1.9, 5.3, 2.7, 6.4],\n",
       "       [2.1, 5.5, 3. , 6.8],\n",
       "       [2. , 5. , 2.5, 5.7],\n",
       "       [2.4, 5.1, 2.8, 5.8],\n",
       "       [2.3, 5.3, 3.2, 6.4],\n",
       "       [1.8, 5.5, 3. , 6.5],\n",
       "       [2.2, 6.7, 3.8, 7.7],\n",
       "       [2.3, 6.9, 2.6, 7.7],\n",
       "       [1.5, 5. , 2.2, 6. ],\n",
       "       [2.3, 5.7, 3.2, 6.9],\n",
       "       [2. , 4.9, 2.8, 5.6],\n",
       "       [2. , 6.7, 2.8, 7.7],\n",
       "       [1.8, 4.9, 2.7, 6.3],\n",
       "       [2.1, 5.7, 3.3, 6.7],\n",
       "       [1.8, 6. , 3.2, 7.2],\n",
       "       [1.8, 4.8, 2.8, 6.2],\n",
       "       [1.8, 4.9, 3. , 6.1],\n",
       "       [2.1, 5.6, 2.8, 6.4],\n",
       "       [1.6, 5.8, 3. , 7.2],\n",
       "       [1.9, 6.1, 2.8, 7.4],\n",
       "       [2. , 6.4, 3.8, 7.9],\n",
       "       [2.2, 5.6, 2.8, 6.4],\n",
       "       [1.5, 5.1, 2.8, 6.3],\n",
       "       [1.4, 5.6, 2.6, 6.1],\n",
       "       [2.3, 6.1, 3. , 7.7],\n",
       "       [2.4, 5.6, 3.4, 6.3],\n",
       "       [1.8, 5.5, 3.1, 6.4],\n",
       "       [1.8, 4.8, 3. , 6. ],\n",
       "       [2.1, 5.4, 3.1, 6.9],\n",
       "       [2.4, 5.6, 3.1, 6.7],\n",
       "       [2.3, 5.1, 3.1, 6.9],\n",
       "       [1.9, 5.1, 2.7, 5.8],\n",
       "       [2.3, 5.9, 3.2, 6.8],\n",
       "       [2.5, 5.7, 3.3, 6.7],\n",
       "       [2.3, 5.2, 3. , 6.7],\n",
       "       [1.9, 5. , 2.5, 6.3],\n",
       "       [2. , 5.2, 3. , 6.5],\n",
       "       [2.3, 5.4, 3.4, 6.2],\n",
       "       [1.8, 5.1, 3. , 5.9]])"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Xtab"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c9880e9",
   "metadata": {},
   "source": [
    "### Dimensão de Xtab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "id": "d7874fb4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[n,d]=Xtab.shape\n",
    "d"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0116edf",
   "metadata": {},
   "source": [
    "## Notação algébrica de Xtab (X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "id": "bfa9b22d",
   "metadata": {},
   "outputs": [],
   "source": [
    "X=Xtab.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "id": "cf028fa5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.2, 0.2, 0.2, 0.2, 0.2, 0.4, 0.3, 0.2, 0.2, 0.1, 0.2, 0.2, 0.1,\n",
       "        0.1, 0.2, 0.4, 0.4, 0.3, 0.3, 0.3, 0.2, 0.4, 0.2, 0.5, 0.2, 0.2,\n",
       "        0.4, 0.2, 0.2, 0.2, 0.2, 0.4, 0.1, 0.2, 0.2, 0.2, 0.2, 0.1, 0.2,\n",
       "        0.2, 0.3, 0.3, 0.2, 0.6, 0.4, 0.3, 0.2, 0.2, 0.2, 0.2, 1.4, 1.5,\n",
       "        1.5, 1.3, 1.5, 1.3, 1.6, 1. , 1.3, 1.4, 1. , 1.5, 1. , 1.4, 1.3,\n",
       "        1.4, 1.5, 1. , 1.5, 1.1, 1.8, 1.3, 1.5, 1.2, 1.3, 1.4, 1.4, 1.7,\n",
       "        1.5, 1. , 1.1, 1. , 1.2, 1.6, 1.5, 1.6, 1.5, 1.3, 1.3, 1.3, 1.2,\n",
       "        1.4, 1.2, 1. , 1.3, 1.2, 1.3, 1.3, 1.1, 1.3, 2.5, 1.9, 2.1, 1.8,\n",
       "        2.2, 2.1, 1.7, 1.8, 1.8, 2.5, 2. , 1.9, 2.1, 2. , 2.4, 2.3, 1.8,\n",
       "        2.2, 2.3, 1.5, 2.3, 2. , 2. , 1.8, 2.1, 1.8, 1.8, 1.8, 2.1, 1.6,\n",
       "        1.9, 2. , 2.2, 1.5, 1.4, 2.3, 2.4, 1.8, 1.8, 2.1, 2.4, 2.3, 1.9,\n",
       "        2.3, 2.5, 2.3, 1.9, 2. , 2.3, 1.8],\n",
       "       [1.4, 1.4, 1.3, 1.5, 1.4, 1.7, 1.4, 1.5, 1.4, 1.5, 1.5, 1.6, 1.4,\n",
       "        1.1, 1.2, 1.5, 1.3, 1.4, 1.7, 1.5, 1.7, 1.5, 1. , 1.7, 1.9, 1.6,\n",
       "        1.6, 1.5, 1.4, 1.6, 1.6, 1.5, 1.5, 1.4, 1.5, 1.2, 1.3, 1.4, 1.3,\n",
       "        1.5, 1.3, 1.3, 1.3, 1.6, 1.9, 1.4, 1.6, 1.4, 1.5, 1.4, 4.7, 4.5,\n",
       "        4.9, 4. , 4.6, 4.5, 4.7, 3.3, 4.6, 3.9, 3.5, 4.2, 4. , 4.7, 3.6,\n",
       "        4.4, 4.5, 4.1, 4.5, 3.9, 4.8, 4. , 4.9, 4.7, 4.3, 4.4, 4.8, 5. ,\n",
       "        4.5, 3.5, 3.8, 3.7, 3.9, 5.1, 4.5, 4.5, 4.7, 4.4, 4.1, 4. , 4.4,\n",
       "        4.6, 4. , 3.3, 4.2, 4.2, 4.2, 4.3, 3. , 4.1, 6. , 5.1, 5.9, 5.6,\n",
       "        5.8, 6.6, 4.5, 6.3, 5.8, 6.1, 5.1, 5.3, 5.5, 5. , 5.1, 5.3, 5.5,\n",
       "        6.7, 6.9, 5. , 5.7, 4.9, 6.7, 4.9, 5.7, 6. , 4.8, 4.9, 5.6, 5.8,\n",
       "        6.1, 6.4, 5.6, 5.1, 5.6, 6.1, 5.6, 5.5, 4.8, 5.4, 5.6, 5.1, 5.1,\n",
       "        5.9, 5.7, 5.2, 5. , 5.2, 5.4, 5.1],\n",
       "       [3.5, 3. , 3.2, 3.1, 3.6, 3.9, 3.4, 3.4, 2.9, 3.1, 3.7, 3.4, 3. ,\n",
       "        3. , 4. , 4.4, 3.9, 3.5, 3.8, 3.8, 3.4, 3.7, 3.6, 3.3, 3.4, 3. ,\n",
       "        3.4, 3.5, 3.4, 3.2, 3.1, 3.4, 4.1, 4.2, 3.1, 3.2, 3.5, 3.6, 3. ,\n",
       "        3.4, 3.5, 2.3, 3.2, 3.5, 3.8, 3. , 3.8, 3.2, 3.7, 3.3, 3.2, 3.2,\n",
       "        3.1, 2.3, 2.8, 2.8, 3.3, 2.4, 2.9, 2.7, 2. , 3. , 2.2, 2.9, 2.9,\n",
       "        3.1, 3. , 2.7, 2.2, 2.5, 3.2, 2.8, 2.5, 2.8, 2.9, 3. , 2.8, 3. ,\n",
       "        2.9, 2.6, 2.4, 2.4, 2.7, 2.7, 3. , 3.4, 3.1, 2.3, 3. , 2.5, 2.6,\n",
       "        3. , 2.6, 2.3, 2.7, 3. , 2.9, 2.9, 2.5, 2.8, 3.3, 2.7, 3. , 2.9,\n",
       "        3. , 3. , 2.5, 2.9, 2.5, 3.6, 3.2, 2.7, 3. , 2.5, 2.8, 3.2, 3. ,\n",
       "        3.8, 2.6, 2.2, 3.2, 2.8, 2.8, 2.7, 3.3, 3.2, 2.8, 3. , 2.8, 3. ,\n",
       "        2.8, 3.8, 2.8, 2.8, 2.6, 3. , 3.4, 3.1, 3. , 3.1, 3.1, 3.1, 2.7,\n",
       "        3.2, 3.3, 3. , 2.5, 3. , 3.4, 3. ],\n",
       "       [5.1, 4.9, 4.7, 4.6, 5. , 5.4, 4.6, 5. , 4.4, 4.9, 5.4, 4.8, 4.8,\n",
       "        4.3, 5.8, 5.7, 5.4, 5.1, 5.7, 5.1, 5.4, 5.1, 4.6, 5.1, 4.8, 5. ,\n",
       "        5. , 5.2, 5.2, 4.7, 4.8, 5.4, 5.2, 5.5, 4.9, 5. , 5.5, 4.9, 4.4,\n",
       "        5.1, 5. , 4.5, 4.4, 5. , 5.1, 4.8, 5.1, 4.6, 5.3, 5. , 7. , 6.4,\n",
       "        6.9, 5.5, 6.5, 5.7, 6.3, 4.9, 6.6, 5.2, 5. , 5.9, 6. , 6.1, 5.6,\n",
       "        6.7, 5.6, 5.8, 6.2, 5.6, 5.9, 6.1, 6.3, 6.1, 6.4, 6.6, 6.8, 6.7,\n",
       "        6. , 5.7, 5.5, 5.5, 5.8, 6. , 5.4, 6. , 6.7, 6.3, 5.6, 5.5, 5.5,\n",
       "        6.1, 5.8, 5. , 5.6, 5.7, 5.7, 6.2, 5.1, 5.7, 6.3, 5.8, 7.1, 6.3,\n",
       "        6.5, 7.6, 4.9, 7.3, 6.7, 7.2, 6.5, 6.4, 6.8, 5.7, 5.8, 6.4, 6.5,\n",
       "        7.7, 7.7, 6. , 6.9, 5.6, 7.7, 6.3, 6.7, 7.2, 6.2, 6.1, 6.4, 7.2,\n",
       "        7.4, 7.9, 6.4, 6.3, 6.1, 7.7, 6.3, 6.4, 6. , 6.9, 6.7, 6.9, 5.8,\n",
       "        6.8, 6.7, 6.7, 6.3, 6.5, 6.2, 5.9]])"
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "88576ecc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "f26f8ced",
   "metadata": {},
   "source": [
    "### Médias de cada classe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "b461de1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.246, 1.462, 3.428, 5.006],\n",
       "       [1.326, 4.26 , 2.77 , 5.936],\n",
       "       [2.026, 5.552, 2.974, 6.588]])"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uClasse=np.array(df[df.columns[:-1]].groupby('Species_No').mean())\n",
    "uClasse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 352,
   "id": "40f69c0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([' Setosa', ' Verginica', ' Versicolor'], dtype=object)"
      ]
     },
     "execution_count": 352,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nomeEspecie=np.array(df[df.columns[1:]].groupby('Species_name').mean().index)\n",
    "nomeEspecie"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "184457ef",
   "metadata": {},
   "source": [
    "### Numero de elementos por classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "730b2eed",
   "metadata": {},
   "outputs": [],
   "source": [
    "nEl=df.groupby('Species_No')['Species_No'].count()\n",
    "numElClasses=np.array(nEl)\n",
    "classes=np.array(nEl.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "33c69156",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([50, 50, 50])"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numElClasses"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bdb508f",
   "metadata": {},
   "source": [
    "### Identificação das classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "81049901",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 2, 3])"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f8005b5",
   "metadata": {},
   "source": [
    "### Número de classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "29824643",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nClasse=classes.size\n",
    "nClasse"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1414e64c",
   "metadata": {},
   "source": [
    "### Média geral, em notação algébrica"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "id": "8e070f96",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.19933333],\n",
       "       [3.758     ],\n",
       "       [3.05733333],\n",
       "       [5.84333333]])"
      ]
     },
     "execution_count": 199,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "u=(np.array(df[df.columns[1:-1]].mean(),dtype=float)).reshape(d,1)\n",
    "u"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1448725",
   "metadata": {},
   "source": [
    "### Caso queira repetir cada média em n colunas\n",
    "#### Veja em Dicas.pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "id": "3c05e3b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333,\n",
       "        1.19933333, 1.19933333, 1.19933333, 1.19933333, 1.19933333],\n",
       "       [3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ,\n",
       "        3.758     , 3.758     , 3.758     , 3.758     , 3.758     ],\n",
       "       [3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333,\n",
       "        3.05733333, 3.05733333, 3.05733333, 3.05733333, 3.05733333],\n",
       "       [5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333,\n",
       "        5.84333333, 5.84333333, 5.84333333, 5.84333333, 5.84333333]])"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uCol=u@np.ones((1,n))\n",
    "uCol"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c06a959f",
   "metadata": {},
   "source": [
    "### Daí podemos subtrair as médias de X com X-uCol"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "id": "247c5326",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-9.99333333e-01, -9.99333333e-01, -9.99333333e-01,\n",
       "        -9.99333333e-01, -9.99333333e-01, -7.99333333e-01,\n",
       "        -8.99333333e-01, -9.99333333e-01, -9.99333333e-01,\n",
       "        -1.09933333e+00, -9.99333333e-01, -9.99333333e-01,\n",
       "        -1.09933333e+00, -1.09933333e+00, -9.99333333e-01,\n",
       "        -7.99333333e-01, -7.99333333e-01, -8.99333333e-01,\n",
       "        -8.99333333e-01, -8.99333333e-01, -9.99333333e-01,\n",
       "        -7.99333333e-01, -9.99333333e-01, -6.99333333e-01,\n",
       "        -9.99333333e-01, -9.99333333e-01, -7.99333333e-01,\n",
       "        -9.99333333e-01, -9.99333333e-01, -9.99333333e-01,\n",
       "        -9.99333333e-01, -7.99333333e-01, -1.09933333e+00,\n",
       "        -9.99333333e-01, -9.99333333e-01, -9.99333333e-01,\n",
       "        -9.99333333e-01, -1.09933333e+00, -9.99333333e-01,\n",
       "        -9.99333333e-01, -8.99333333e-01, -8.99333333e-01,\n",
       "        -9.99333333e-01, -5.99333333e-01, -7.99333333e-01,\n",
       "        -8.99333333e-01, -9.99333333e-01, -9.99333333e-01,\n",
       "        -9.99333333e-01, -9.99333333e-01,  2.00666667e-01,\n",
       "         3.00666667e-01,  3.00666667e-01,  1.00666667e-01,\n",
       "         3.00666667e-01,  1.00666667e-01,  4.00666667e-01,\n",
       "        -1.99333333e-01,  1.00666667e-01,  2.00666667e-01,\n",
       "        -1.99333333e-01,  3.00666667e-01, -1.99333333e-01,\n",
       "         2.00666667e-01,  1.00666667e-01,  2.00666667e-01,\n",
       "         3.00666667e-01, -1.99333333e-01,  3.00666667e-01,\n",
       "        -9.93333333e-02,  6.00666667e-01,  1.00666667e-01,\n",
       "         3.00666667e-01,  6.66666667e-04,  1.00666667e-01,\n",
       "         2.00666667e-01,  2.00666667e-01,  5.00666667e-01,\n",
       "         3.00666667e-01, -1.99333333e-01, -9.93333333e-02,\n",
       "        -1.99333333e-01,  6.66666667e-04,  4.00666667e-01,\n",
       "         3.00666667e-01,  4.00666667e-01,  3.00666667e-01,\n",
       "         1.00666667e-01,  1.00666667e-01,  1.00666667e-01,\n",
       "         6.66666667e-04,  2.00666667e-01,  6.66666667e-04,\n",
       "        -1.99333333e-01,  1.00666667e-01,  6.66666667e-04,\n",
       "         1.00666667e-01,  1.00666667e-01, -9.93333333e-02,\n",
       "         1.00666667e-01,  1.30066667e+00,  7.00666667e-01,\n",
       "         9.00666667e-01,  6.00666667e-01,  1.00066667e+00,\n",
       "         9.00666667e-01,  5.00666667e-01,  6.00666667e-01,\n",
       "         6.00666667e-01,  1.30066667e+00,  8.00666667e-01,\n",
       "         7.00666667e-01,  9.00666667e-01,  8.00666667e-01,\n",
       "         1.20066667e+00,  1.10066667e+00,  6.00666667e-01,\n",
       "         1.00066667e+00,  1.10066667e+00,  3.00666667e-01,\n",
       "         1.10066667e+00,  8.00666667e-01,  8.00666667e-01,\n",
       "         6.00666667e-01,  9.00666667e-01,  6.00666667e-01,\n",
       "         6.00666667e-01,  6.00666667e-01,  9.00666667e-01,\n",
       "         4.00666667e-01,  7.00666667e-01,  8.00666667e-01,\n",
       "         1.00066667e+00,  3.00666667e-01,  2.00666667e-01,\n",
       "         1.10066667e+00,  1.20066667e+00,  6.00666667e-01,\n",
       "         6.00666667e-01,  9.00666667e-01,  1.20066667e+00,\n",
       "         1.10066667e+00,  7.00666667e-01,  1.10066667e+00,\n",
       "         1.30066667e+00,  1.10066667e+00,  7.00666667e-01,\n",
       "         8.00666667e-01,  1.10066667e+00,  6.00666667e-01],\n",
       "       [-2.35800000e+00, -2.35800000e+00, -2.45800000e+00,\n",
       "        -2.25800000e+00, -2.35800000e+00, -2.05800000e+00,\n",
       "        -2.35800000e+00, -2.25800000e+00, -2.35800000e+00,\n",
       "        -2.25800000e+00, -2.25800000e+00, -2.15800000e+00,\n",
       "        -2.35800000e+00, -2.65800000e+00, -2.55800000e+00,\n",
       "        -2.25800000e+00, -2.45800000e+00, -2.35800000e+00,\n",
       "        -2.05800000e+00, -2.25800000e+00, -2.05800000e+00,\n",
       "        -2.25800000e+00, -2.75800000e+00, -2.05800000e+00,\n",
       "        -1.85800000e+00, -2.15800000e+00, -2.15800000e+00,\n",
       "        -2.25800000e+00, -2.35800000e+00, -2.15800000e+00,\n",
       "        -2.15800000e+00, -2.25800000e+00, -2.25800000e+00,\n",
       "        -2.35800000e+00, -2.25800000e+00, -2.55800000e+00,\n",
       "        -2.45800000e+00, -2.35800000e+00, -2.45800000e+00,\n",
       "        -2.25800000e+00, -2.45800000e+00, -2.45800000e+00,\n",
       "        -2.45800000e+00, -2.15800000e+00, -1.85800000e+00,\n",
       "        -2.35800000e+00, -2.15800000e+00, -2.35800000e+00,\n",
       "        -2.25800000e+00, -2.35800000e+00,  9.42000000e-01,\n",
       "         7.42000000e-01,  1.14200000e+00,  2.42000000e-01,\n",
       "         8.42000000e-01,  7.42000000e-01,  9.42000000e-01,\n",
       "        -4.58000000e-01,  8.42000000e-01,  1.42000000e-01,\n",
       "        -2.58000000e-01,  4.42000000e-01,  2.42000000e-01,\n",
       "         9.42000000e-01, -1.58000000e-01,  6.42000000e-01,\n",
       "         7.42000000e-01,  3.42000000e-01,  7.42000000e-01,\n",
       "         1.42000000e-01,  1.04200000e+00,  2.42000000e-01,\n",
       "         1.14200000e+00,  9.42000000e-01,  5.42000000e-01,\n",
       "         6.42000000e-01,  1.04200000e+00,  1.24200000e+00,\n",
       "         7.42000000e-01, -2.58000000e-01,  4.20000000e-02,\n",
       "        -5.80000000e-02,  1.42000000e-01,  1.34200000e+00,\n",
       "         7.42000000e-01,  7.42000000e-01,  9.42000000e-01,\n",
       "         6.42000000e-01,  3.42000000e-01,  2.42000000e-01,\n",
       "         6.42000000e-01,  8.42000000e-01,  2.42000000e-01,\n",
       "        -4.58000000e-01,  4.42000000e-01,  4.42000000e-01,\n",
       "         4.42000000e-01,  5.42000000e-01, -7.58000000e-01,\n",
       "         3.42000000e-01,  2.24200000e+00,  1.34200000e+00,\n",
       "         2.14200000e+00,  1.84200000e+00,  2.04200000e+00,\n",
       "         2.84200000e+00,  7.42000000e-01,  2.54200000e+00,\n",
       "         2.04200000e+00,  2.34200000e+00,  1.34200000e+00,\n",
       "         1.54200000e+00,  1.74200000e+00,  1.24200000e+00,\n",
       "         1.34200000e+00,  1.54200000e+00,  1.74200000e+00,\n",
       "         2.94200000e+00,  3.14200000e+00,  1.24200000e+00,\n",
       "         1.94200000e+00,  1.14200000e+00,  2.94200000e+00,\n",
       "         1.14200000e+00,  1.94200000e+00,  2.24200000e+00,\n",
       "         1.04200000e+00,  1.14200000e+00,  1.84200000e+00,\n",
       "         2.04200000e+00,  2.34200000e+00,  2.64200000e+00,\n",
       "         1.84200000e+00,  1.34200000e+00,  1.84200000e+00,\n",
       "         2.34200000e+00,  1.84200000e+00,  1.74200000e+00,\n",
       "         1.04200000e+00,  1.64200000e+00,  1.84200000e+00,\n",
       "         1.34200000e+00,  1.34200000e+00,  2.14200000e+00,\n",
       "         1.94200000e+00,  1.44200000e+00,  1.24200000e+00,\n",
       "         1.44200000e+00,  1.64200000e+00,  1.34200000e+00],\n",
       "       [ 4.42666667e-01, -5.73333333e-02,  1.42666667e-01,\n",
       "         4.26666667e-02,  5.42666667e-01,  8.42666667e-01,\n",
       "         3.42666667e-01,  3.42666667e-01, -1.57333333e-01,\n",
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       "         1.34266667e+00,  8.42666667e-01,  4.42666667e-01,\n",
       "         7.42666667e-01,  7.42666667e-01,  3.42666667e-01,\n",
       "         6.42666667e-01,  5.42666667e-01,  2.42666667e-01,\n",
       "         3.42666667e-01, -5.73333333e-02,  3.42666667e-01,\n",
       "         4.42666667e-01,  3.42666667e-01,  1.42666667e-01,\n",
       "         4.26666667e-02,  3.42666667e-01,  1.04266667e+00,\n",
       "         1.14266667e+00,  4.26666667e-02,  1.42666667e-01,\n",
       "         4.42666667e-01,  5.42666667e-01, -5.73333333e-02,\n",
       "         3.42666667e-01,  4.42666667e-01, -7.57333333e-01,\n",
       "         1.42666667e-01,  4.42666667e-01,  7.42666667e-01,\n",
       "        -5.73333333e-02,  7.42666667e-01,  1.42666667e-01,\n",
       "         6.42666667e-01,  2.42666667e-01,  1.42666667e-01,\n",
       "         1.42666667e-01,  4.26666667e-02, -7.57333333e-01,\n",
       "        -2.57333333e-01, -2.57333333e-01,  2.42666667e-01,\n",
       "        -6.57333333e-01, -1.57333333e-01, -3.57333333e-01,\n",
       "        -1.05733333e+00, -5.73333333e-02, -8.57333333e-01,\n",
       "        -1.57333333e-01, -1.57333333e-01,  4.26666667e-02,\n",
       "        -5.73333333e-02, -3.57333333e-01, -8.57333333e-01,\n",
       "        -5.57333333e-01,  1.42666667e-01, -2.57333333e-01,\n",
       "        -5.57333333e-01, -2.57333333e-01, -1.57333333e-01,\n",
       "        -5.73333333e-02, -2.57333333e-01, -5.73333333e-02,\n",
       "        -1.57333333e-01, -4.57333333e-01, -6.57333333e-01,\n",
       "        -6.57333333e-01, -3.57333333e-01, -3.57333333e-01,\n",
       "        -5.73333333e-02,  3.42666667e-01,  4.26666667e-02,\n",
       "        -7.57333333e-01, -5.73333333e-02, -5.57333333e-01,\n",
       "        -4.57333333e-01, -5.73333333e-02, -4.57333333e-01,\n",
       "        -7.57333333e-01, -3.57333333e-01, -5.73333333e-02,\n",
       "        -1.57333333e-01, -1.57333333e-01, -5.57333333e-01,\n",
       "        -2.57333333e-01,  2.42666667e-01, -3.57333333e-01,\n",
       "        -5.73333333e-02, -1.57333333e-01, -5.73333333e-02,\n",
       "        -5.73333333e-02, -5.57333333e-01, -1.57333333e-01,\n",
       "        -5.57333333e-01,  5.42666667e-01,  1.42666667e-01,\n",
       "        -3.57333333e-01, -5.73333333e-02, -5.57333333e-01,\n",
       "        -2.57333333e-01,  1.42666667e-01, -5.73333333e-02,\n",
       "         7.42666667e-01, -4.57333333e-01, -8.57333333e-01,\n",
       "         1.42666667e-01, -2.57333333e-01, -2.57333333e-01,\n",
       "        -3.57333333e-01,  2.42666667e-01,  1.42666667e-01,\n",
       "        -2.57333333e-01, -5.73333333e-02, -2.57333333e-01,\n",
       "        -5.73333333e-02, -2.57333333e-01,  7.42666667e-01,\n",
       "        -2.57333333e-01, -2.57333333e-01, -4.57333333e-01,\n",
       "        -5.73333333e-02,  3.42666667e-01,  4.26666667e-02,\n",
       "        -5.73333333e-02,  4.26666667e-02,  4.26666667e-02,\n",
       "         4.26666667e-02, -3.57333333e-01,  1.42666667e-01,\n",
       "         2.42666667e-01, -5.73333333e-02, -5.57333333e-01,\n",
       "        -5.73333333e-02,  3.42666667e-01, -5.73333333e-02],\n",
       "       [-7.43333333e-01, -9.43333333e-01, -1.14333333e+00,\n",
       "        -1.24333333e+00, -8.43333333e-01, -4.43333333e-01,\n",
       "        -1.24333333e+00, -8.43333333e-01, -1.44333333e+00,\n",
       "        -9.43333333e-01, -4.43333333e-01, -1.04333333e+00,\n",
       "        -1.04333333e+00, -1.54333333e+00, -4.33333333e-02,\n",
       "        -1.43333333e-01, -4.43333333e-01, -7.43333333e-01,\n",
       "        -1.43333333e-01, -7.43333333e-01, -4.43333333e-01,\n",
       "        -7.43333333e-01, -1.24333333e+00, -7.43333333e-01,\n",
       "        -1.04333333e+00, -8.43333333e-01, -8.43333333e-01,\n",
       "        -6.43333333e-01, -6.43333333e-01, -1.14333333e+00,\n",
       "        -1.04333333e+00, -4.43333333e-01, -6.43333333e-01,\n",
       "        -3.43333333e-01, -9.43333333e-01, -8.43333333e-01,\n",
       "        -3.43333333e-01, -9.43333333e-01, -1.44333333e+00,\n",
       "        -7.43333333e-01, -8.43333333e-01, -1.34333333e+00,\n",
       "        -1.44333333e+00, -8.43333333e-01, -7.43333333e-01,\n",
       "        -1.04333333e+00, -7.43333333e-01, -1.24333333e+00,\n",
       "        -5.43333333e-01, -8.43333333e-01,  1.15666667e+00,\n",
       "         5.56666667e-01,  1.05666667e+00, -3.43333333e-01,\n",
       "         6.56666667e-01, -1.43333333e-01,  4.56666667e-01,\n",
       "        -9.43333333e-01,  7.56666667e-01, -6.43333333e-01,\n",
       "        -8.43333333e-01,  5.66666667e-02,  1.56666667e-01,\n",
       "         2.56666667e-01, -2.43333333e-01,  8.56666667e-01,\n",
       "        -2.43333333e-01, -4.33333333e-02,  3.56666667e-01,\n",
       "        -2.43333333e-01,  5.66666667e-02,  2.56666667e-01,\n",
       "         4.56666667e-01,  2.56666667e-01,  5.56666667e-01,\n",
       "         7.56666667e-01,  9.56666667e-01,  8.56666667e-01,\n",
       "         1.56666667e-01, -1.43333333e-01, -3.43333333e-01,\n",
       "        -3.43333333e-01, -4.33333333e-02,  1.56666667e-01,\n",
       "        -4.43333333e-01,  1.56666667e-01,  8.56666667e-01,\n",
       "         4.56666667e-01, -2.43333333e-01, -3.43333333e-01,\n",
       "        -3.43333333e-01,  2.56666667e-01, -4.33333333e-02,\n",
       "        -8.43333333e-01, -2.43333333e-01, -1.43333333e-01,\n",
       "        -1.43333333e-01,  3.56666667e-01, -7.43333333e-01,\n",
       "        -1.43333333e-01,  4.56666667e-01, -4.33333333e-02,\n",
       "         1.25666667e+00,  4.56666667e-01,  6.56666667e-01,\n",
       "         1.75666667e+00, -9.43333333e-01,  1.45666667e+00,\n",
       "         8.56666667e-01,  1.35666667e+00,  6.56666667e-01,\n",
       "         5.56666667e-01,  9.56666667e-01, -1.43333333e-01,\n",
       "        -4.33333333e-02,  5.56666667e-01,  6.56666667e-01,\n",
       "         1.85666667e+00,  1.85666667e+00,  1.56666667e-01,\n",
       "         1.05666667e+00, -2.43333333e-01,  1.85666667e+00,\n",
       "         4.56666667e-01,  8.56666667e-01,  1.35666667e+00,\n",
       "         3.56666667e-01,  2.56666667e-01,  5.56666667e-01,\n",
       "         1.35666667e+00,  1.55666667e+00,  2.05666667e+00,\n",
       "         5.56666667e-01,  4.56666667e-01,  2.56666667e-01,\n",
       "         1.85666667e+00,  4.56666667e-01,  5.56666667e-01,\n",
       "         1.56666667e-01,  1.05666667e+00,  8.56666667e-01,\n",
       "         1.05666667e+00, -4.33333333e-02,  9.56666667e-01,\n",
       "         8.56666667e-01,  8.56666667e-01,  4.56666667e-01,\n",
       "         6.56666667e-01,  3.56666667e-01,  5.66666667e-02]])"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X-uCol"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7816e5f9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2fcdd081",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2924c5d1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c83d60f6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "900dc90e",
   "metadata": {},
   "source": [
    "## Maximizando a dispersão entre classes\n",
    "### Soma dos desvios da média geral com as médias das classes $S_{inter}$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7dffa1a",
   "metadata": {},
   "source": [
    "$$S_{inter}=\\sum\\limits_{i=1}^{nC} n_{C_i} (u_{C_i}-u)(u_{C_i}-u)^T$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "id": "39fa3f0f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#dispInterClasses é uma matriz quadrada\n",
    "dispInterClasses=np.zeros((d,d),dtype=float)\n",
    "\n",
    "for c,_ in enumerate(classes):\n",
    "    #Coloca a média da classe c como vetor algébrico\n",
    "    #Obs.: Se convertessemos em notação algébrica antes \n",
    "    #teríamos que fazer reshape do mesmo modo, pois o \n",
    "    #python forneceria um vetor linha\n",
    "    uc=uClasse[c].reshape(d,1)\n",
    "    dispInterClasses=dispInterClasses+numElClasses[c]*((u-uc)@(u-uc).T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "id": "7733a0e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 80.41333333, 186.774     , -22.93266667,  71.27933333],\n",
       "       [186.774     , 437.1028    , -57.2396    , 165.2484    ],\n",
       "       [-22.93266667, -57.2396    ,  11.34493333, -19.95266667],\n",
       "       [ 71.27933333, 165.2484    , -19.95266667,  63.21213333]])"
      ]
     },
     "execution_count": 201,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dispInterClasses"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "796f81c8",
   "metadata": {},
   "source": [
    "## Maximizando a dispersão entre classes\n",
    "### Soma dos desvios da média geral com as médias das classes $S_{intra}$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38df0cbc",
   "metadata": {},
   "source": [
    "$$S_{i}=\\sum\\limits_{k \\in C_i} (x_k - u_{C_i})(x_k - u_{C_i})^T$$\n",
    "$$S_{intra} = \\sum\\limits_{i=1}^{nC} S_i$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "id": "044d0337",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 6.1566,  6.2718,  4.8084,  5.645 ],\n",
       "       [ 6.2718, 27.2226,  8.1208, 24.6246],\n",
       "       [ 4.8084,  8.1208, 16.962 , 13.63  ],\n",
       "       [ 5.645 , 24.6246, 13.63  , 38.9562]])"
      ]
     },
     "execution_count": 213,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dispIntraClasses=np.zeros((d,d))\n",
    "for i,c in enumerate(classes):\n",
    "    #Xc em notação algébrica\n",
    "    Xc=np.array(df[df['Species_No']==c])[:,1:-1].T\n",
    "    #A linha acima retorna um array do tipo tobject, devido ao valor string de Species_name\n",
    "    #Dando um cast para float em Xc\n",
    "    Xc=np.array(Xc, dtype=float)\n",
    "    #uc em notação algébrica    \n",
    "    uc=uClasse[i].reshape(d,1)    \n",
    "    dispIntraClasses=dispIntraClasses+(Xc-uc)@(Xc-uc).T\n",
    "dispIntraClasses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b1b8ba1e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "9a3690b9",
   "metadata": {},
   "source": [
    "## Calcular os autovetores ordenados por ordem de autovalores da matriz $$S_{intra}^{-1}S_{inter}$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "id": "cedfe35c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 11.84588007,  27.54852482,  -3.41985449,  10.49708187],\n",
       "       [  9.14206468,  21.5115909 ,  -2.94271854,   8.07743878],\n",
       "       [ -6.30773951, -14.96461194,   2.17821866,  -5.56163926],\n",
       "       [ -3.45864987,  -8.1119227 ,   1.08138264,  -3.05836939]])"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "M=np.linalg.inv(dispIntraClasses)@dispInterClasses\n",
    "M"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "id": "4f8d3dda",
   "metadata": {},
   "outputs": [],
   "source": [
    "[autoVal,V]=np.linalg.eig(M)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58d5897a",
   "metadata": {},
   "source": [
    "#### Mostrando os autovalores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "id": "e3d0aeb1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 3.21919292e+01,  2.85391043e-01, -4.29241615e-15,  2.18684210e-15])"
      ]
     },
     "execution_count": 242,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "autoVal"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64937f09",
   "metadata": {},
   "source": [
    "#### Mostrando os autovetores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "id": "e19c76fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.7073504 , -0.76945309,  0.6363039 ,  0.8517617 ],\n",
       "       [-0.55401172,  0.25256154, -0.48526076, -0.20703393],\n",
       "       [ 0.38620369, -0.58661055, -0.43372849, -0.13519147],\n",
       "       [ 0.20874182, -0.00653196,  0.41414845, -0.46191149]])"
      ]
     },
     "execution_count": 243,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "V"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7266ad5",
   "metadata": {},
   "source": [
    "#### Encontrando os índices em ordem decrescente ([::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "id": "b993191f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 2, 3])"
      ]
     },
     "execution_count": 249,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "i=np.argsort(autoVal)[::-1]\n",
    "i"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f700222",
   "metadata": {},
   "source": [
    "#### Mostrando os autovalores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "id": "7a2ccef3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 3.21919292e+01  2.85391043e-01  2.18684210e-15 -4.29241615e-15]\n"
     ]
    }
   ],
   "source": [
    "autoVal=autoVal[i]\n",
    "print(autoVal)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b304463",
   "metadata": {},
   "source": [
    "#### Mostrando os autovetores ordenados por autovalores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "id": "b0ca511c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.7073504 , -0.76945309,  0.6363039 ,  0.8517617 ],\n",
       "       [-0.55401172,  0.25256154, -0.48526076, -0.20703393],\n",
       "       [ 0.38620369, -0.58661055, -0.43372849, -0.13519147],\n",
       "       [ 0.20874182, -0.00653196,  0.41414845, -0.46191149]])"
      ]
     },
     "execution_count": 256,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "V[:,i]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf625442",
   "metadata": {},
   "source": [
    "#### Porcentagem explicativa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "id": "ad7960cc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.9912126 1.        1.        1.       ]\n"
     ]
    }
   ],
   "source": [
    "pe=np.cumsum(autoVal)/np.sum(autoVal)\n",
    "print(pe)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d8f506a0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "e757b2b4",
   "metadata": {},
   "source": [
    "#### Autovetores reduzidos a dois eixos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "id": "b19e1a0e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.7073504 , -0.76945309],\n",
       "       [-0.55401172,  0.25256154],\n",
       "       [ 0.38620369, -0.58661055],\n",
       "       [ 0.20874182, -0.00653196]])"
      ]
     },
     "execution_count": 253,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "O = V[:,:2]\n",
    "O"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca1ef1e6",
   "metadata": {},
   "source": [
    "### Encontrando a nova tabela transformada (Ytab)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "id": "0a2d01a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.49920971, -1.88675441],\n",
       "       [ 1.2643595 , -1.59214275],\n",
       "       [ 1.35525305, -1.73341462],\n",
       "       [ 1.18495616, -1.62358806],\n",
       "       [ 1.5169559 , -1.94476227],\n",
       "       [ 1.40864014, -2.20148038],\n",
       "       [ 1.28548339, -1.90177269],\n",
       "       [ 1.38431399, -1.80218401],\n",
       "       [ 1.12136823, -1.53021571],\n",
       "       [ 1.31831374, -1.54860234],\n",
       "       [ 1.58367182, -1.98077996],\n",
       "       [ 1.28716445, -1.77562146],\n",
       "       [ 1.31422036, -1.51454424],\n",
       "       [ 1.37605297, -1.58704672],\n",
       "       [ 1.94923317, -2.23514437],\n",
       "       [ 1.77516687, -2.54725756],\n",
       "       [ 1.63024483, -2.302505  ],\n",
       "       [ 1.42847467, -1.96369972],\n",
       "       [ 1.50337736, -2.06783361],\n",
       "       [ 1.48893461, -2.11442674],\n",
       "       [ 1.35700838, -1.75428449],\n",
       "       [ 1.3795792 , -2.13271099],\n",
       "       [ 1.65506386, -2.0431741 ],\n",
       "       [ 1.04356034, -1.92449977],\n",
       "       [ 1.12096094, -1.699853  ],\n",
       "       [ 1.17443134, -1.54228363],\n",
       "       [ 1.18744274, -1.93081847],\n",
       "       [ 1.46468272, -1.86215146],\n",
       "       [ 1.48146353, -1.82874656],\n",
       "       [ 1.18904953, -1.65764616],\n",
       "       [ 1.17130335, -1.5996383 ],\n",
       "       [ 1.32634064, -1.95868741],\n",
       "       [ 1.76713997, -2.13717248],\n",
       "       [ 1.85304902, -2.29999459],\n",
       "       [ 1.2475787 , -1.62554765],\n",
       "       [ 1.47327677, -1.76063036],\n",
       "       [ 1.63810761, -1.91462335],\n",
       "       [ 1.56681676, -1.86716377],\n",
       "       [ 1.21538977, -1.61413292],\n",
       "       [ 1.40518817, -1.80283721],\n",
       "       [ 1.46300166, -1.98830268],\n",
       "       [ 0.89518633, -1.28110404],\n",
       "       [ 1.2926305 , -1.73145503],\n",
       "       [ 1.08459303, -2.14337015],\n",
       "       [ 1.19659488, -2.09034743],\n",
       "       [ 1.17275028, -1.66843486],\n",
       "       [ 1.50426848, -2.01222527],\n",
       "       [ 1.2789777 , -1.70750527],\n",
       "       [ 1.56279764, -1.98012676],\n",
       "       [ 1.40109479, -1.76877911],\n",
       "       [-0.89710107, -1.81307261],\n",
       "       [-0.98227886, -1.93661105],\n",
       "       [-1.138133  , -1.78019136],\n",
       "       [-1.09925388, -1.37517293],\n",
       "       [-1.17128732, -1.67736387],\n",
       "       [-1.14140953, -1.54350383],\n",
       "       [-1.14607006, -2.02105191],\n",
       "       [-0.58586528, -1.37587196],\n",
       "       [-0.97032269, -1.5827875 ],\n",
       "       [-1.02272882, -1.71005903],\n",
       "       [-0.83027492, -1.09136863],\n",
       "       [-0.99768699, -1.89179142],\n",
       "       [-0.82129822, -1.08894193],\n",
       "       [-1.20082982, -1.63121068],\n",
       "       [-0.6250528 , -1.82881708],\n",
       "       [-0.83214047, -1.82822043],\n",
       "       [-1.22651305, -1.81406337],\n",
       "       [-0.72534591, -1.35568466],\n",
       "       [-1.41023091, -1.3486941 ],\n",
       "       [-0.80426771, -1.36451378],\n",
       "       [-1.4650584 , -2.08841253],\n",
       "       [-0.78090694, -1.67239739],\n",
       "       [-1.49510031, -1.42430585],\n",
       "       [-1.0979801 , -1.418659  ],\n",
       "       [-0.84586754, -1.65724957],\n",
       "       [-0.89163502, -1.76890617],\n",
       "       [-1.14873208, -1.55186584],\n",
       "       [-1.41537299, -1.84885837],\n",
       "       [-1.18163669, -1.7580151 ],\n",
       "       [-0.45243343, -1.44790734],\n",
       "       [-0.80836109, -1.33045568],\n",
       "       [-0.68222488, -1.27876652],\n",
       "       [-0.75601365, -1.56008759],\n",
       "       [-1.6620195 , -1.56610137],\n",
       "       [-1.26826142, -1.81275697],\n",
       "       [-1.05926989, -2.12826568],\n",
       "       [-1.06907902, -1.82939727],\n",
       "       [-1.15386511, -1.27937389],\n",
       "       [-0.86343829, -1.76119736],\n",
       "       [-1.02201314, -1.49249504],\n",
       "       [-1.13426242, -1.37318617],\n",
       "       [-1.10680828, -1.71512788],\n",
       "       [-0.85003519, -1.47617038],\n",
       "       [-0.60361147, -1.3178641 ],\n",
       "       [-1.03470057, -1.55995804],\n",
       "       [-0.82723024, -1.6596491 ],\n",
       "       [-0.93658565, -1.67793335],\n",
       "       [-0.88761591, -1.65594318],\n",
       "       [-0.41002808, -1.58855318],\n",
       "       [-0.91980484, -1.64452845],\n",
       "       [-2.50290064, -2.38522969],\n",
       "       [-1.91597298, -1.79563091],\n",
       "       [-2.11342696, -1.93194701],\n",
       "       [-1.94063215, -1.71299292],\n",
       "       [-2.25400592, -2.0302293 ],\n",
       "       [-2.39686425, -1.75841992],\n",
       "       [-1.70720425, -1.67007633],\n",
       "       [-2.11969853, -1.54273181],\n",
       "       [-2.12241924, -1.43044918],\n",
       "       [-2.25457307, -2.54183547],\n",
       "       [-1.6474869 , -2.17045387],\n",
       "       [-1.90153023, -1.74903778],\n",
       "       [-1.95444482, -2.03101204],\n",
       "       [-2.02942177, -1.77985706],\n",
       "       [-2.23102781, -2.23901851],\n",
       "       [-1.99136855, -2.35012429],\n",
       "       [-1.80486225, -1.79821652],\n",
       "       [-2.19316333, -2.28005071],\n",
       "       [-2.83814514, -1.60255105],\n",
       "       [-1.72898513, -1.22110694],\n",
       "       [-2.10860232, -2.25236566],\n",
       "       [-1.87903368, -1.98044319],\n",
       "       [-2.43789694, -1.53954954],\n",
       "       [-1.63006469, -1.77246389],\n",
       "       [-1.97026024, -2.1558297 ],\n",
       "       [-1.85850809, -1.79383024],\n",
       "       [-1.55691733, -1.8557279 ],\n",
       "       [-1.55595195, -1.94714066],\n",
       "       [-2.17058346, -1.88582099],\n",
       "       [-1.68347641, -1.57312982],\n",
       "       [-2.09737742, -1.61218156],\n",
       "       [-1.84374137, -2.20323495],\n",
       "       [-2.2413185 , -1.9627663 ],\n",
       "       [-1.49004155, -1.54977671],\n",
       "       [-1.81530147, -1.22792212],\n",
       "       [-2.24045429, -2.0392445 ],\n",
       "       [-2.17194055, -2.46797005],\n",
       "       [-1.78711606, -1.85622438],\n",
       "       [-1.52142496, -1.97174362],\n",
       "       [-1.8395491 , -2.11558244],\n",
       "       [-2.20430493, -2.29459967],\n",
       "       [-1.81481566, -2.34524152],\n",
       "       [-1.91597298, -1.79563091],\n",
       "       [-2.24027885, -2.20120015],\n",
       "       [-2.2532004 , -2.46361094],\n",
       "       [-1.95058557, -2.26001792],\n",
       "       [-1.83344164, -1.70683093],\n",
       "       [-1.78012881, -2.0278756 ],\n",
       "       [-2.01127735, -2.44088385],\n",
       "       [-1.70850266, -1.89532196]])"
      ]
     },
     "execution_count": 260,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ytab=Xtab@O\n",
    "Ytab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 360,
   "id": "dccc2208",
   "metadata": {},
   "outputs": [
    {
     "data": {
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AOHHihM42qr6TtQ3P6WLxqZP33XcfGjZsCG9vb/Tr1w9NmjTB119/jQYNlJ0aJ0+eRElJCUaPHq0RQTVu3BhDhgzBzz//jOvXrxt8nr/++gujRo1CcHAwXF1d0bBhQ/Tu3RsAcPz4cQDAqVOncObMGYwbNw4eHh46j3X79m385z//QYcOHeDm5oYGDRrAzc0Np0+fVh8LAPbu3YsOHTqgZ8+eGo9PTEyEEEKjR6OmjIwMAMCTTz6psX3YsGHq16b68zz88MMIDw+v9TzXr1/H/v37AQA9e/bE4cOHMXnyZOzcuRPl5eU6n7+67du3o2PHjujatStu376tvvXt2xcymQyZmZl6H9+6dWt8+OGH2LJlCwYNGoTo6GjMnz+/1t9acxZFz5490b59e+zZs0d9nCZNmuDll1/GBx98YHSmure3Nx5//HGNbaNGjYJCocAPP/ygsf3xxx836gql5nE7d+6Mmzdv4vz58wCA7777DgDw/PPPG9Vmlfj4eI33pLe3Nx577DH88MMPkMvlAKS/L7Xp2bMnUlJSsHDhQvz888+4deuWwTZdu3YNOTk5OttW3fbt2yGTyfDUU09pvIeCg4PRpUsXg+8hFYVCgVWrVsHFxQXnz5/H4cOHJT2uLoQQZpvZ0bVrV7i5uWHChAlYv349/vrrr1r7bN++HX5+fnjsscc0XquuXbsiODjY4Gu1d+9e9OnTB76+vurvutdffx2XLl1Svx+NsW/fPnTs2FHdS6sycuRIjd+zs7Nx+fJljB07VqPdCoUC/fr1Q05OTq0s+yFDhtR6voqKCrz88sto3bo1GjRogAYNGqBx48a4du2a1vextmOYQ0hIiMZVtb+/P4KCgtC1a1eNHoT27dsDAM6ePSvpuKGhoZg4cSIA6JxBt23bNuTk5Bi8TZgwQevj3333XXXPhCm9YqrHGvO+t3iw8L///Q85OTnYu3cvJk6ciOPHj2u8CVXdoKru6upCQ0OhUCjwzz//6H2OiooKREdH45dffsHChQuRmZmJnJwcpKenAwBu3LgBQDlsAABhYWF6jzdjxgy89tprGDx4MLZt24ZffvkFOTk56NKli/pYqrbranf1v00b1X3BwcEa2xs0aFCry0rq88yZMwfLly/Hzz//jP79+yMgIAAPP/wwDhw4oPfv/fvvv/H777+jYcOGGjdvb28IIXDx4kW9jweAgQMHolmzZrh58yZmzJgBV1fXWn+rrr9Bdb+vry/27duHrl27Yu7cubjrrrsQGhqKefPmSTq5aevmVr2+Nf8ttLVFn5r/Ju7u7gA031uurq61/j2l0va44OBgVFVVoaKiAoD096U2X375JcaOHYuPPvoIvXr1gr+/P8aMGYPS0lKdj/nnn3+gUCh0tq26v//+G0IINGvWrNb76Oeff5b0HgKA5cuXY//+/UhNTcWdd96JZ555xuDfpouqm1419KnL2bNnawXipmrVqhW+//57BAUF4fnnn0erVq3QqlUrrFy5Ur3P33//jStXrsDNza3Wa1VaWqr3tfr111/x6KOPAgA+/PBD/PTTT8jJycErr7wCACa9VpcuXdL62am5TTX0lJCQUKvdS5YsgRACly9f1niMts/ZqFGj8N577+HZZ5/Fzp078euvvyInJwdNmzbV2n5jP6tS+fv719rm5uZWa7ubmxsA4ObNm5KPrfp+UD22pg4dOqBr164Gb9o+e/v378fbb7+NpKQkjB07FvPnz9e4sJLyvlcNjRrzvrd4zkL79u3Ro0cPAEBsbCzkcjk++ugjpKWlISEhQf0lfO7cuVqPLSkpgYuLC5o0aaL3Ofbu3YuSkhJkZmaqexMA1Bqrb9q0KQCgqKhI7/FU43L/+c9/NLZfvHgRfn5+6t8DAgJ0thtArbG36lR/d2lpKZo3b67efvv27VonNqnP06BBA8yYMQMzZszAlStX8P3332Pu3Lno27cvCgsLdY7bBgYGwtPTU2P8veb9hkyaNAlXr17FXXfdhWnTpiE6Olr971b937hmoFZSUqJx/E6dOuGLL76AEAK///47UlJS8MYbb8DT0xOzZ8/W2wZt4+iqk2HNk705awQAyveWXC5HaWmpSV9u2k7apaWlcHNzQ+PGjQFIf19qExgYiOTkZCQnJ6OgoABbt27F7Nmzcf78eezYsUPrY5o0aQKZTKazbTWPL5PJkJWVpf6irE7btpqOHTuG119/HWPGjMHw4cPRokUL3H///XjllVfwzjvvGHx8TSEhIbjrrruwa9cuXL9+Xev7f//+/fj7778xdOhQ9TYPDw+UlZXV2ldqwBMdHY3o6GjI5XIcOHAAq1atQlJSEpo1a4YRI0YgMDAQAQEBOl93b29vncf+4osv0LBhQ2zfvl2jt2fLli2S2qZNQECA3s+OiupzumrVKtx3331aj1UzwKj5OSsrK8P27dsxb948jc9zZWVlrUBD1zF0Ub0elZWVGtul/rtZU6tWrST1VMybN0+jl/bGjRtITExE69atsWjRIlRWVmL37t1ITEzE/v374erqikceeQRz587Fli1b0K9fP63HVb1fjMkHsnoFx6VLl6JJkyZ4/fXXoVAo0LZtWzRv3hypqakaCR/Xrl3Dpk2b0KtXL/WHvObVnIrqzVTzC2nNmjUav7dp0watWrXCJ598UusNVfN4NY/1zTffoLi4WGPbww8/jGPHjuHQoUMa21XFM2JjY3U+h6rQyueff66xfePGjbh9+3at51EFRDWfx8vLS+sH18/PDwkJCXj++edx+fJlvUl2gwYNwpkzZxAQEIAePXrUukVGRup8LAB89NFH+Oyzz/Dee+9h69atuHLlCp5++mn1/Q899BAA5cmuupycHBw/frxWUhSg/Dfo0qULVqxYAT8/v1qvsTZXr16tVRQlNTUVLi4uePDBBw0+vi769+8PAFi9erVJj09PT9e4crl69Sq2bduG6OhodS+N1PelIREREZgyZQoeeeQRva9ro0aN0LNnT51tq27QoEEQQqC4uFjre6hTp05623T79m2MHTsWgYGB6qvw++67DzNmzMDKlSvx008/GfU3qrzyyiv4559/NIrVqFy7dg3Tpk2Dl5cXXnjhBfX2yMhInDp1SuM74tKlS8jOzjbquV1dXXHvvffiv//9LwCoX+tBgwbh0qVLkMvlWl8rfYmqqgJ31Xvubty4gU8//dSotlXXu3dvHDlypNaw3xdffKHx+/333w8/Pz8cO3ZMa7t79Oih80q6evuFELXexx999JF6uM1Uqu+p33//XWO7rkJJtmTqMMScOXNw5swZrF+/Hp6envDz88PatWuRk5ODZcuWAQB69OiBRx99FB9//LHWz82PP/6ITz75BP369ZOe3AhYPsGxZtKcEEIsXbpUABCffvqpEOLfpL4BAwaIr7/+WmzcuFHcc889ws3NTWOeqCpRZeLEiSI7O1vk5OSI8vJycfHiRdGkSRPRpUsXkZ6eLrZt2yZGjBgh7rzzzlqJXjt27BANGzYUXbt2FevXrxcZGRli/fr1YtSoUep9xowZI9zd3cWKFSvEnj17xNKlS0XTpk1FWFiYRrLR+fPnRfPmzUVwcLBYu3at2Llzp5g2bZqQyWS1kvm0eeqpp4RMJhOzZs0Su3btEu+8844IDQ0VPj4+GkmEJ06cEN7e3qJNmzbis88+E99++6148sknayXeDRo0SMyePVukpaWJffv2if/9738iMjJStGjRolYyX3UVFRWiW7duIiwsTLz99tti9+7dYufOneLDDz8UQ4cOFT///LN635oJjr///rvw9PTU2KZK8lqxYoV624QJE4RMJhNJSUli586dYs2aNSIoKEiEh4erpxVt27ZN9O/fX6xZs0bs3r1b7Nq1S52ss3btWr2vZe/evUVAQIAIDQ0Vq1atEjt37hTTp0+vlcSjSv5btmxZrWPoS3C8cOGCxr7akqlGjx4tZDKZmDBhgti6davYuXOneOuttzQSo3QlOIaHh4sHHnhApKeni7S0NHHPPfeIBg0aiB9//FG9r9T3Zc2/48qVK6Jbt25i2bJlYtu2bSIzM1MsW7ZMeHh4aLzvtdm1a5dwcXERDzzwgNi8ebO6beHh4bWmTk6YMEF4eXmJmTNnim3btom9e/eKzz//XDz33HMaSXvavPHGGwJArSlqN27cEG3bthVt2rQR169fV29XJSpL8dJLLwkAon///uKrr74SP/zwg/jwww9Fhw4dtBZl+vHHHwUAkZCQIHbu3ClSU1NF165dRYsWLQwmOK5evVoMHTpUpKSkiL1794pvv/1WJCQkqKcACqFM6Ovfv7/w9/cXCxYsEN999534/vvvRUpKihg7dqxIT09XH6/m+2XPnj3qtu3atUts2LBBdO/eXf1dV/39WL0wnj7FxcUiICBAREREiJSUFPHdd9+J0aNHq5Pw9u3bp973008/FS4uLmL48OHiq6++Evv27RNpaWnitddeE5MmTVLvp+tzI4QQDz74oPD39xcffvih2L17t3j11VdFSEiI8PPz0/ge0XcO0eb27duibdu2IiIiQqSmporvvvtOTJgwQbRs2VLn1MmaWrRoIQYOHFhrOwDx/PPPS2qHEPr/flPt27dPyGQyrQm7Y8eOFe7u7uokVVVRJi8vLzF79myxe/dusXv3bjFnzhzh5eXlGEWZhFB+AURERIg777xTPQd+y5Yt6vnxjRo1Eg8//LD46aefaj12zpw5IjQ0VJ0JqnoDqObLenl5iaZNm4pnn31WHDp0SOuHZf/+/aJ///7C29tbnRlfPZv8n3/+EePGjRNBQUHCy8tLPPDAAyIrK0trZvLZs2fFqFGjREBAgGjYsKFo27atWLZsmaQ6C5WVleLFF18UQUFBwsPDQ9x3331i//79OussPPbYY8LX11e4ubmJLl261Pq73n77bREVFSUCAwOFm5ubiIiIEOPGjas1f1mbiooK8eqrr6rnfatqNLzwwgsab6rqbauoqBDt2rUTHTp0qDWP/fnnnxcNGzZUzxRR1Vlo06aNaNiwoQgMDBRPPfWURv2EEydOiJEjR4pWrVoJT09P4evrK3r27FmrnoQ2qg9/Zmam6NGjh3B3dxchISFi7ty56pk3Qlg2WJDL5WLFihWiY8eO6tewV69eYtu2bRrt1FVnYcGCBeo6CN26dVOfXFSkvi9r/h03b94UkyZNEp07dxY+Pj7C09NTtG3bVsybN09SoZytW7eKzp07q99Tb731ls6iTJ988om49957RaNGjYSnp6do1aqVGDNmjN753Lm5uaJhw4Zi/PjxWu/fv3+/cHFx0fiMSjlxV/ftt9+KAQMGqD+nzZs3F6NHj9ZZHXH9+vWiffv2wsPDQ3To0EF8+eWXkmZD7N+/XzzxxBOiRYsWwt3dXQQEBIjevXuLrVu3aux369YtsXz5cnVNisaNG4t27dqJiRMnitOnT6v36927t4iJidF47CeffCLatm2rrhGzePFi8fHHH9d6P65atUoAEDt27DD4+hw5ckT06dNHeHh4CH9/fzFu3Dixfv36WrPJhFCetAYOHCj8/f3Vr+XAgQPFV199pd5H38myqKhIDBkyRF0nol+/fuLIkSO1vveMDRaEEOLUqVPi0UcfFT4+PqJp06Zi6tSp6to+jhwsVFRUiDvuuEN07NhRVFZW1rr/n3/+EaGhoeKee+5Rn1MrKirEf/7zH9G1a1fh5eUlvLy8ROfOncXChQu11h8yRCaEhMme9VhiYiL69OmDp556ytZNoTqIiYnBxYsXceTIEVs3xSj5+flo2bIlli1bprWrnJxbt27d0KpVK6SlpRn92GHDhiEvLw85OTkmPfeECROwYcMGXLp0yeDwAtV/Vi/KZC9U08cqKyuRlpbGYIGI7MapU6eQlZWFP/74w6TvJiEEMjMza+UJ6fLGG28gNDQUd9xxByoqKrB9+3Z89NFHePXVVxkoEAAnDha+/vprrFixAk2aNMGqVats3RwiIrXFixdj27ZtGDNmDCZPnmz042UymVE1Fxo2bIhly5ahqKgIt2/fxp133ol33nkH06dPN/q5qX5y+mEIIiIi0s/qUyeJiIjIsTBYICIiIr0YLBAREZFeTpvgKJVCoUBJSQm8vb3NXiKYiIgchxACV69eRWhoaK2lo+s7BgsGlJSUmG2RGSIicnyFhYUGFySsbxgsGKBa1KWwsBA+Pj42bg0REdlKeXk5wsPD9S72VV8xWDBANfTg4+PDYIGIiJxySNq5Bl2IiIjIaAwWiIiISC8GC0RERKQXgwUiIiLSi8ECERER6cVggYiIiPRisEBERER6MVggIiIivRgsEBERkV6s4EjkYOQKObIKsnDu6jmEeIcgOiIari6utm4WEdVjDBaIHEja0TRM/nYyLly/oN4W5hOGlf1WIr59vA1bRkT1GYchiBzErN2zMDRtqEagAABF5UVI2JiA9OPpNmoZEdV3DBaIHMBXR7/CsuxlOu8XEEjakQS5Qm7FVhGRs2CwQGTn5Ao5Jn872eB+heWFyCrIskKLiMjZMFggsnNZBVm4eP2ipH3PXT1n4dYQkTNisEBk54wJAEK8QyzYEiJyVgwWiOyc1ACgqVdTREdEW7g1ROSMGCwQ2bnoiGiE+YQZ3O/9Ae+z3gIRWQSDBSI75+riipX9VkIGmc59ZkbNRMJdCVZsFRE5EwYLRA4gvn080oal1ephaOrVFBsTNmLpI0tt1DIicgYyIYSwdSPsWXl5OXx9fVFWVgYfHx9bN4ecHEs9E9mOM58PWO6ZyIG4urgiJjLG1s0gIifDYQgiIiLSi8ECERER6cVggYiIiPRisEBERER6MVggIiIivRgsEBERkV4MFoiIiEgvBgtERESkF4MFIiIi0ovBAhEREenFYIGIiIj0YrBAREREejFYICIiIr0YLBAREZFeDBaIiIhIL4cJFhYtWoSoqCh4eXnBz8/P4P63bt3Cyy+/jE6dOqFRo0YIDQ3FmDFjUFJSYvnGEhER1SMOEyxUVVVh6NCheO655yTtf/36dRw6dAivvfYaDh06hPT0dJw6dQqPP/64hVtKRERUv8iEEMLWjTBGSkoKkpKScOXKFaMfm5OTg549e+Ls2bOIiIiQ9Jjy8nL4+vqirKwMPj4+Rj8nERHVD858Pmhg6wZYU1lZGWQymd5hjMrKSlRWVqp/Ly8vt0LLiIiI7JfDDEPU1c2bNzF79myMGjVKb0S4ePFi+Pr6qm/h4eFWbCXpIpcDmZnAhg3Kn3K5rVtEROQ8bBoszJ8/HzKZTO/twIEDdX6eW7duYcSIEVAoFHj//ff17jtnzhyUlZWpb4WFhXV+fqqb9HQgMhKIjQVGjVL+jIxUbiciIsuz6TDElClTMGLECL37REZG1uk5bt26hWHDhiEvLw979+41OM7k7u4Od3f3Oj0nmU4uB7KygHPngJAQ4MIFYPhwoGZmTXExkJAApKUB8fG2aSsRkbOwabAQGBiIwMBAix1fFSicPn0aGRkZCAgIsNhzUd2lpwPTpwNFRf9uc3WtHSgAym0yGZCUBMTFKfcjIiLLcJichYKCAuTm5qKgoAByuRy5ubnIzc1FRUWFep927dph8+bNAIDbt28jISEBBw4cwOeffw65XI7S0lKUlpaiqqrKVn8G6ZCeruwpqB4oAPpzE4QACguVPRFERGQ5DjMb4vXXX8f69evVv3fr1g0AkJGRgZiYGADAyZMnUVZWBgAoKirC1q1bAQBdu3bVOFb1x5DtyeXKHgVTJ/GeO2fe9hARkSaHq7Ngbc48r9ZaMjOVSYumysgAGPsRkaU58/nAYXoWqP4ytWdAJgPCwoDoaPO2h4iINDlMzgLVXyEhxj9GJlP+TE5mciMRkaUxWCCbi45W9hCoAgBtagYEYWGcNklEZC0chiCbc3UFVq5UzoaQyTQTHVUBxBdfAIGB/9ZfiI5mjwIRkbUwWCC7EB+v7CmoWWchLEw51MAeBCIi22GwQHYjPl5ZYKl6BUf2IBAR2R6DBbIrrq6cBklEZG8YLBCZmVwhR1ZBFs5dPYcQ7xBER0TD1cX63SP20g4yk5oLp7DbjayIwQKRGaUfT8f0HdNRVP5v4kWYTxhW9luJ+PbWS7ywl3aQmWhbOCUsTJkZzIQesgJWcDTAmSt2kXHSj6cjYWMCBDQ/UjIop3SkDUuzyonaXtpBZqJaOKXmV7VqqhDnEFuNM58PGCwY4MxvDpJOrpAjcmWkxpV8dTLIEOYThrzpeRYdCrCXdpCZyOVAZGTtFdZUVGVM8/I4JGEFznw+YFEmIjPIKsjSeYIGAAGBwvJCZBVYdolMe2kHmUlWlu5AAeDSq2Q1DBaIzODcVWkLXEjdz9HbQWYideEULr1KFsZggcgMQrylLXAhdT9HbweZidSFU0xZYIXICAwWiMwgOiIaYT5h6iTCmmSQIdwnHNERll0i017aQWZiaOEUmQwID+fSq2RxDBaIzMDVxRUr+60EgFonatXvyf2SLZ5UaC/tIDNRLZwC1A4YuPQqWRGDBSIziW8fj7RhaWju01xje5hPmFWnKxpqR1zbOGTmZ2LDHxuQmZ8JuUJulXaRiVQLpzTX/Pfk0qtkTZw6aYAzT5Uh09hL5URt7fj65Ncs1uSoWMHR5pz5fMBgwQBnfnNQ/cJiTUR148znAw5DEDkguUJu1FCCXCHH9B3TawUKANTbknYkcUiCiLTi2hBEDsaUdR+MKdYUExlj7iYTkYNjzwKRA1ENJdQ88ReXFyNhYwLSj6drfRyLNRFRXTBYIHIQdRlKYLEmIqoLBgtEDqIu6z6wWBMR1QWDBSIYnzBoC3UZSmCxJiKqCwYL5PTSj6cjcmUkYtfHYlT6KMSuj0Xkykid4/+2InWI4O9rf2sNeuylaBQROR7WWTDAmefVOgNHqj0gV8gRuTISxeXFWvMWAMBV5gq5+DdA0DZLwl6KRhE5Gmc+HzBYMMCZ3xz1nerkqysPQAYZwnzCkDc9z25OpqrgBoDOgKE6ewx6iByVM58POAxBTqsuCYO2Et8+Hi9FvQQXmbSPLgsuEZE5MFggp2XJ2gOWSphMP56O5dnLNYYaDLHHoIeIHAsrOJLTslTtAW0VFpt6NcWTnZ5EXLs4k3ME9NVZkKJ60MO8BSIyBoMFclqq2gO6EgZVOQvG1B7QlTB54foFJP+SjORfkk1e5dHQsIkhqqDHlHLRROTcOAxBTsvctQekXvkXlRfpLc2si6mlmKsXXDK1XDQROTcGC+TUzFl7wNgrf2OTDk0pxVw96AHAlSeJyCQchiCnF98+HnFt4+o8hm/Mlb8pqzwaGjYBtNdZSO6XjPj28cjMz+TKk0RkEgYLRFAOSdT1BGnKlb8xAYZq2CRhYwJkkGkEDKoehC+GfIHARoFagx6uPElEpmKwQGQmUq78azI2wFANm2hLUFT1INT1ubjyJBHV5DA5C4sWLUJUVBS8vLzg5+dn9OMnTpwImUyG5ORks7eNCNCfMFlTXVZ5jG8fj/zp+cgYm4HU+FRkjM1A3vQ8g/kVXHmSiEzlMMFCVVUVhg4diueee87ox27ZsgW//PILQkNDLdAyon/pSpiszhyrPKqGTUZ2GomYyBhJx+HKk0RkKocJFhYsWIAXXngBnTp1MupxxcXFmDJlCj7//HM0bNjQQq0j+lf1K/+k+5IQ6BWocb8tV3nkypNEZIp6nbOgUCgwevRozJw5E3fddZekx1RWVqKyslL9e3l5uaWaR/WY6so/JjIGSx5egvcPvI8zl8+glX8rTO4xGW4N3GzWNnPN/iAi51Gvg4UlS5agQYMGmDZtmuTHLF68GAsWLLBgq8iZaKuW+Pb+t21eLdEcsz+IyHnYdBhi/vz5kMlkem8HDhww6dgHDx7EypUrkZKSAplMf7JZdXPmzEFZWZn6VlhYaNLzk/2x1OJOurBaIhHVFzIhhGmr0pjBxYsXcfHiRb37REZGwsPDQ/17SkoKkpKScOXKFb2PS05OxowZM+Di8m88JJfL4eLigvDwcOTn50tqozOvX66LXA5kZQHnzgEhIUB0NOBq5z3Y1l4PQa6QI3JlpM4iSKp1J/Km57H7n8hBOPP5wKbDEIGBgQgMDDS8owlGjx6NPn36aGzr27cvRo8ejaefftoiz+kM0tOB6dOBomrnwLAwYOVKIN5Oc+N0Le6kusK3RGKfodLPrJZIRI7EYWZDFBQUIDc3FwUFBZDL5cjNzUVubi4qKirU+7Rr1w6bN28GAAQEBKBjx44at4YNGyI4OBht27a11Z/h0NLTgYQEzUABAIqLldvT7bBXXd/iTpZcD4HVEomoPnGYYOH1119Ht27dMG/ePFRUVKBbt27o1q2bRk7DyZMnUVZWZsNW1l9yubJHQduglWpbUpJyP3tizBW+ObFaIhHVJw4zGyIlJQUpKSl69zGUfiE1T4Fqy8qq3aNQnRBAYaFyv5gYqzXLIFtd4Rsq/azKWbD3aolyhZxTLInIcYIFsq1zEs+lUvezFltd4UtZ9MneqyVaOymUiOyXwwxDkG2FSDyXSt3PWmy5HoIjV0vktE8iqs6mUycdgTNPlalOLgciI5XJjNreMTKZclZEXp79TaNUnfgAaL3Ct/SJ29G68jntk0g7Zz4fsGeBJHF1VU6PBJSBQXWq35OT7S9QAGx/hW/Kok+2ZKukUCKyX8xZIMni44G0NO11FpKT7bfOAsD1EIzBaZ9EVBODBTJKfDwQF+d4FRwBrocgFad9ElFNDBbIaK6u9jU90llYK/ehvkz7JCLzYbBA5ACsOY2xPkz7JCLzYoIjkZ2zxTRGWyeFEpF94dRJA5x5qgzZnq2nMTratE8iS3Lm8wGHIYhsQOpJ2NarVzIplIgABgtEVmdM/gGnMRKRPWDOApEVGZt/wGmMRGQPGCwQWYlcIcf0HdO1TkdUbUvakQS54t91vm25tgURkQqDBSIrMaWMsmoaI4BaAQOnMRKRtTBYILISU/MPOI2RbE4uBzIzgQ0blD/lckOPoHqGCY5EVlKX/AOubUE2k56ufUGYlSvte0EYMivWWTDAmefVknmpaiYYKqPMpZ/JbqSnAwkJtdelVy01m5bmVAGDM58POAxBZCXMPyCHIpcrexS0XU+qtiUlcUjCSTBYILIi5h+QTRmTe5CVpTn0UJMQQGGhcj+q95izQGRlzD8gmzA29+CcxEJfUvcjh8ZgoZ6Sy5UB/7lzQEgIEB2tXFqa7APLKJNV6co9KC5WbteWexAisdCX1P3IoTFYqIeskbzMYEQ3Lr5EdkVK7sH48YCvLxAT8+8HOTpa+cVRXKz9sTKZ8v5oFgRzBsxZqGdUFxA1hxpVFxDpZljNOD0diIwEYmOBUaOUPyMjzXNsR5d+PB2RKyMRuz4Wo9JHIXZ9LCJXRlpkGWkiSQzlHgDA5ctAnz6aH2RXV+UVBvDv7AcV1e/JybxKcBIMFuoRayQvWyMYsSRL1pbRte5DUXmR1nUfiKzCmJyCmh/k+HjlEEVzzYRcNG/udNMmnR2DhXrE0snLjj6TypI9IvrWfQCUpZxrrvtAZBXG5BTo+iDX/NCzPI/TYbBQj1g6edmRZ1JZukfE0LoPANTrPsgVcmTmZ2LDHxuQmZ9plgDCEsekekKVe1BzKEGX6h9k1QenuFhzn5ISx+hKJLNhgmM9YunkZUedSWWoR0QmU15IxcWZPvxaXF5seCcAW45vwejNozUCizCfMKzst9LkGgvpx9Mxfcd0sx6T6hFV7kFCgvLNLrVXoLgYmD3bsh8cchjsWahHDF1AyGRAeLjpycv2NpNK6tW0NXpELly/IGm/lb+urNUDUVxebHJOg648ibock+ohXbkH+ly44LhdiWR2DBbqEUsnL1s6GDHGV0fSETx1BGJfWoNRb69B7LqHdc46sEaPSFOvpiY/VpXnYGxOg748CVOPSfVYfDyQnw98/z3g7697P9UHuanE97S9dSWSRTBYqGd0XUCEhdU9edleZlLNevdnDLv/Hlx8/ytg0wZgfSaQnI+in3tqvZq2Ro9IzfLNxhIQ6pwGqQzlSZhyTKrnXF2Bhx8GPvxQ+aHV90GW2gvBokxOgcFCPaS6gMjIAFJTlT/z8swzy8mSwYgUaWlyLJveEyiv0YDy5sDGryCOPVHratoaPSLREdEI8wkz/QD/79xV6VdpUvc15pjkJKR8kO2pK5FsjsFCPeXqqizGNnKkZlE2c7BkMKKPXA5Mnnrr/3+r+db9/993rEDhlWKNq2lr9IioVpSU/f9/Gs8BiVnoAI5dOCZ5NkOIt7QrOqn7kZMx9EG2l65EsgsMFsgklgxGdMnKAi6UekD329YFKI8AzkbXupq2Ro+IvhUlNyZsRJhPmMHAYWHWQslVH1W9GbqOKYMM4T7hiI4wz5Ufp2fWQ4Y+yPo+OF9+qcx9sESFM7I7nDpJDkNyHlVFiNar6fh45SwvS65poW9FSVcXVyRsTIAMMp3Fm1RUsxn0LVut6s3QdkxVAJHcL9ks61JweqYTUi0AU1kJpKQot50/r/zgXLwIvPCCZRegIbsiE4KluPQpLy+Hr68vysrK4OPjY+vmOLXMTGXVRUOaTh6Gc6s22OXiTdpOurrIIEOYTxjypufp/Vu0HTPcJxzJ/ZLNciJXTc+sGeCoAhJ9AQ05KH2r0QHaV7BUDU3U4zLQznw+YLBggDneHFyh0TzkcmV55qJiAQhtXe8KwKcIG386gKEd7ffLSrUq5Z6/9mBh1kKD+2eMzTC4nLWlVrqUK+SIXBmpM7iRGtCQndL25fT117qDASGAgADg0iXtx1OtRJmXVy+/5Jw5WHCYnIVFixYhKioKXl5e8PPzk/y448eP4/HHH4evry+8vb1x3333oaCgwHINrYErNJqPKt9KBhkgqxnjKgAAM98ssetAAVAOH8RExqBD0w6S9pcym0F1zJGdRiImMsZsJ25Oz6zHdH05TZigfwEYXYGCah8WaqqXHCZYqKqqwtChQ/Hcc89JfsyZM2fwwAMPoF27dsjMzMThw4fx2muvwcPDw4It/Zejr9Boj1T5VmHNNXsWmoZU4auvBJZOu89GLTOeI8xm4PTMekrXl1NRkf5gQCoWaqp3HG4YIiUlBUlJSbhy5YrBfUeMGIGGDRvi008/Nfn5TO12UneZ67goqw+9dbYcXqkPQzuqLv7i8mKtCY/20MWfmZ+J2PWGE0WkDJWQnTD05WQOGRnK2RX1DIch6iGFQoFvvvkGbdq0Qd++fREUFIR7770XW7Zs0fu4yspKlJeXa9xM4cgrNEph6+EVW0zdNDfVbAagdi0Gc89mMJW1p2eSFRj6cqoLFmqqt+ptsHD+/HlUVFTgrbfeQr9+/bBr1y488cQTiI+Px759+3Q+bvHixfD19VXfwsPDTXp+R12hUQoOr5iPvtoM9jDLwBECGjJSXb50ZDJlgqOhUtGOGL2TXjYNFubPnw+ZTKb3duDAAZOOrVAoE97i4uLwwgsvoGvXrpg9ezYGDRqEDz74QOfj5syZg7KyMvWtsLDQpOe3txUazcXQcs+ActVa1meRLr59PPKn5yNjbAZS41ORMTYDedPzbB4oqNh7QENGMvVLRxUMrF1r25rvZBM2Lco0ZcoUjBgxQu8+kZGRJh07MDAQDRo0QIcOmhnn7du3x48//qjzce7u7nB3dzfpOatTlVUvLtZ+YlXlLDhab50xwyv1cMhSK3NMW1TNZrBX+opNkYMx9OWkS1iYstdAFQxYusIZ2RWbBguBgYEIDAy0yLHd3Nxwzz334OTJkxrbT506hRYtWljkOatTTfNLSPh3erKKI/fW1efhFVM4U2VDew9oSCLVl9OQIcY97p13NHsNVIlD5BQcJmehoKAAubm5KCgogFwuR25uLnJzc1FRUaHep127dti8ebP695kzZ+LLL7/Ehx9+iD///BPvvfcetm3bhsmTJ1ulzbZeodES6uvwiilUlQ1r1iFQlWo2tLYDkc3ExSlzD4wxYwbHF52Yw0ydTExMxPr162ttz8jIQMz/R7cymQzr1q1DYmKi+v5PPvkEixcvRlFREdq2bYsFCxYgLi5O8vOygqMm1awrQ8MrjjwlVApWNiSHJrV2ek31dEqkVM48ddJhggVbceY3hy6q2RCA9uEVR+01MYal6w9YqnwzEQDlSpGjRhn/uNRU5XxlJ+XM5wOuOklGUw2vaFtnpnr+U31mycqGzpQHQTZi6jihM4wvklYOk7NA9iU+HsjPV/ZKpqYqf+blOUegAFiuVLOuPIii8iIM2TgEaUfTjDoekVaqGRE1ayXowmJLTo/DEAY4c7cT6WaJUs2G8iAAwEXmgud7PI87/O9AU6+maO7TnEMUZBrVeKKhU4AzjS8a4MznAw5DEJlAVdkwYWMCZJBpBAymVjY0tMIjACiEAqtyVmls4xAFmSQ+HnjpJeWUSH2zHJxpfJF04jAEkYnMXdnQ1JUbi8qLOFWTjJeeDixbpjtQSEpyvvFF0onDEAY4c7eTPbLHaajmmrkgdYaFLk29mqLohSK4NXAz+RjkJORyoFkz3ctRO8scaCM58/mAPQvkMGy90qUuqsqGw+4aBgDYeHQjMvMzIVcYV8BGtcKjqS5cv4DmK5qzh4EMW7RId6AAOP6yuGR2DBbIIdj7Spfpx9MRuTISsetjMSp9FGLXxyJyZaRRJ+7qKzya6uL1ixySIP3kcmW5ZymcpW47GcRggeyeva90ae6yz/4e/nVuU9KOJKN7NshJZGUBly9L25d1Fej/MVggu2fMSpfWJlfIMX3HdK3TJ1XbpJ64VUHH5ZsSv8h1EBAoLC9EVgG7kEkLqb0F/v6sq0BqDBbI7tnzSpeGpjtKPXHrCzpMZersCqrnpPYWTJ/O5EZSY7BAds+eV7o0V9lnKTUWjGVs9UhyElKqNwYEAK+8Yr02kd1jsEB2z9B3my0r0Zqr7LPUoOPV6Ffxv8H/g4+77mlbMsgQ7hOO6Ah2IVMNqrnHqsqN2j5UMhmwdi17FUgDgwWye66u/yZv1/xuU/2enGyb7zbVdEdV1caapJ64pQYdD9/xMEZ3GY11cesg+///aj4fYHz1SHIC1eceJycrt7nUOAWEh7OsM2nFYIHshlwOZGYqV8/NzNSc3aBa6bK5ZrFEhIXZ9rut+nRHY07ccoUcmfmZ2PDHBmTmZyIqLMqooMPc1SOpntM191j1IdNVrVHfh5KcCis4GuDMFbvMTV/1xfR07Uter1xZ+7vL3io4AtqXlQ73CUdyv+RaJ25dS1CP7DgSy7OXA4DWtSa0BQHmqh5J9ZhcruxR0DWlSFe1RqkfSifizOcDBgsGOPObw5z0fe8A2he/c7TF7rSduAFobLtw7QKGpw2vNetBFRC8FPUSNhzZICnoIJIkM1M59GBIRgYQE6P8f10rUjrah9LMnPl8wGDBAGd+c5iLvu8dIZSJ1/WxRL22HgRXmSvkQntXrmpZ6z+n/onsomz2FpB5bNigrI9uSGoqMHKk6T0RTsCZzwdcoposSkr1Rakl6lUXPY5AVWCpZg+CrkAB+LcmQ3ZRNmIiYyzcQnIaxs49NqYKmiN9KKlOmOBIFmXoe0cqRypRX9cCSyymRGZl7Nxje66CRjbDYIEsylzfJ45Uor6uBZZYTInMyti5x1I/bMeOcYaEE2GwQBZV15O8LQsumcrUngEWUyKLMWbusaonwpCFC+1nnXiyOAYLZFFSekADApQ/7a3gkqlM6RlgMSWyuPh4ID9fOeshNVV7XQVA+WFbsUL6ce1lnXiyKAYLZFFSekDXrrXPgkumMlTVEVDOiqiOxZTIKlxdlUmJI0cqf+qKwgMDpR/THtaJJ4vjbAiyOFUPaM06C4GBwJNP/rsSblycfRZcMpaqqmPCxgTIINNaYOmLIV8gsFEgp0eSfTI22YgzJOo91lkwwJnn1Zqbqvri118Dn38OXLjw7331sTCcMVUdieyK1EJONalqNdRTznw+YM+CE7CXEsmursDly8qgoGaIqhr2dMRhB5WaFRzj2sYhrm0cyzGT41ElGxUXay+Soosqo9levnTIbIzqWfjmm2+wefNm+Pv745lnnkG7du3U9/3zzz8YMmQI9u7da5GG2oqjR5L2VN69PheG07Xew8p+K83Si8A1IMjqVKVXAWkBQ0AA8Pffyq5De/nSMTNHPx/UheQEx9TUVMTFxaG0tBT79+9Ht27d8Pnnn6vvr6qqwr59+yzSSDKNroXmbJW8bExhOEeiqtZYs7ZCcXkxEjYmIP246S+0XCHHG/veQNDyIMSuj8Wo9FGIXR+LyJWRdToukUG6plvqUlmpnE45ZIj9fOmQ2UgOFpYvX44VK1Zg+/btyMrKwqeffopJkybh448/tmT7yERSyixbO3nZkoXhbLWSrr5qjaptSTuSIFcY36D04+lotrwZ5mXOw+UblzXuM0cgQmSQarqllKmUFRXA/Pna7+OMCYcnOVg4deoUBg0apP49ISEB27ZtwwsvvIAPPvjAIo0j09njVbyxJeqlSk9XDm/ExirXy7FmnRhD1RpV6z1kFRj3QqcfT8eQjUNw6Yb2hTPqGogQSaLKPThzpu7HctSuQwJgRIKjj48P/v77b7Rs2VK9LSYmBtu2bcOgQYNQZI4FAMhsbFXeXV9ek6GcKVXOgjHVGnWtaGmthEmp1RqLy4slH1PVW2FI9UCEC0+R2WlLeDIHrinhkCT3LPTs2RPfffddre29e/fGtm3bkJycbM52UR1Z6ipeH0NX+MaWqDfEHoZapFZrTNqZJHnIwNi1JbjwFJmdroQnc3CkhV5ITXKw8MILL8DDw0PrfTExMdi+fTvGjBljtoZR3Ri70FxdSU2mNKZEvSH2MNQipVojAFy8flFyjoGxJ38uPEVmpS8KrwtHXOiF1CQHC71798acOXN03h8TE4N169aZpVFUd+a+itfH2Cv8miXqv/8eWLdOmUxtTHKiPaykq6rWCMBgwABIyzEw5uTPhafI7My1rnx1jrrQC6lxbYh6zJxX8foYc4VfVaX8vkhKAnJzARcXIDER6NNHc+jijTcMz2ywxVCLNvHt45E2LA2BXvrr6UtNdpTaWyGDjAtPkflJja4bN5Z+TEdd6IXUWMGxnouPt/yaC1K/W95+WxkUGOo5KCoC5s3793dd9VwskTBpqvj28bhx6wae2vyUwX0NDTPoW1tCJcAzAGsfW8uy0WR+UqPrF18EFiyovV3VizB/PnDnnazgWE84TM/CokWLEBUVBS8vL/j5+Ul6TEVFBaZMmYKwsDB4enqiffv2WL16tWUbaoekLjRnKqnfLdu3m5ZsqKueizWHWqRo7iOteI2UYQZVb0XNY/p7+mNBzAL8/dLfDBTIMqSuK//RR9rvb95c2Yvw+uuW+9Ihq3OYhaTmzZsHPz8/FBUV4eOPP8aVK1cMPmb8+PHIyMjARx99hMjISOzatQuTJ0/Gpk2bEBcXJ+l5nbm8p1SqMs7GlpE3hr5S0NpmeIWHKwMFa/Z6yhVyRK6MRHF5sdbeABlkCPMJQ970PMlDByzzTDahq9SzTGb4Q+7vD3z4Yb0ccnDm80GdgoWioiLIZDI0l1oO1AxSUlKQlJQkKVjo2LEjhg8fjtdee029rXv37hgwYADefPNNSc/nzG8OY9Tlu8UYGRnaV8C11ro11U/eQY2CAADnr51Xn8i/Pvk1EjYqXwhtS1OnDUuT3CPAQIFsStfCMjduAJe0FwtTk8nqZY6CM58PjM5ZUCgUWLhwId5++21UVFQAALy9vfHiiy/ilVdegYuL/YxsPPDAA9i6dSueeeYZhIaGIjMzE6dOncJKVd+1FpWVlaisrFT/Xl5ebo2mOjxVMqW275a77gJ27DDP8+jKj1ANtViStsWiqlMtHJU2LE3rolLGLE1t6YWpiAzSlvAklysTjwwRQpnFHBfHIYh6wuhg4ZVXXsHHH3+Mt956C/fffz+EEPjpp58wf/583Lx5E4sWLbJEO03y7rvvYvz48QgLC0ODBg3g4uKCjz76CA888IDOxyxevBgLtCXtkEG6kilXrTJfsGCrei6qxaK0DS+oqNZrSBuWhvzp+Sb3Cuh6rurHZ8BAVlEzCt+wQfpjVVOgLB3Fk1UYPQwRGhqKDz74AI8//rjG9q+//hqTJ09GcbH0srbz5883eGLOyclBjx491L8bMwyxfPlyfPjhh1i+fDlatGiBH374AXPmzMHmzZvRR0d0rK1nITw83Cm7ncylqgrw8qpbJUVbLl+tykWQUlXRlLwEY56rrscnqpPMTOX8ZqlSU5VJjvUEhyGMcPnyZbRr167W9nbt2uHy5ctaHqHblClTMGLECL37REZGGnVMlRs3bmDu3LnYvHkzBg4cCADo3LkzcnNzsXz5cp3Bgru7O9zd3U16TtLOzQ2YMQNYtsy0x9u6nosx5Zf1rdcgJQdB6sJU8zPn4+E7Hjaqx4I5EFRnqpkSUos2HTumDDA4ddLhGR0sdOnSBe+99x7effddje3vvfceunTpYtSxAgMDERiov5CNqW7duoVbt27VyqFwdXWFQqGwyHOSbkuXKn++845mD4Orq3Joc9Ag5dDF6dPA2rXKmRUqYWHWn9lQnSlrL9R8jNQcBKnPtTBrIRZmLZScx8AcCDIL1XzlIUOk7b9wofKmq1gKOQyjg4WlS5di4MCB+P7779GrVy/IZDJkZ2ejsLAQ3377rSXaCAAoKCjA5cuXUVBQALlcjtzcXABA69at0fj/K4m1a9cOixcvxhNPPAEfHx/07t0bM2fOhKenJ1q0aIF9+/bhf//7H9555x2LtZN0W7pU+b3x/vvKFW9btQImT1b2PFT3yivWmdkglSlrL1R/jDE5CMY+l5Q8BuZAkFnFxwObNgETJhieFaFirWVgyWJMmjpZUlKC//73vzhx4gSEEOjQoQMmT56M0NBQS7QRAJCYmIj169fX2p6RkYGY/0+gkclkWLduHRITEwEApaWlmDNnDnbt2oXLly+jRYsWmDBhAl544QXIdBUcqcGZx6hIyVD9hOpq5hQYm4NgzHPpOoa2tjMHgsxOLgcWLVL2GEgZgrZl4pGZOPP5wOhg4caNG/D09NR637lz5xBSz5YfdeY3B/1LdXUOQOdJXFsthcz8TMSuN5wQljE2Q53jIOW5DB1DxZTnJzKKqsjJnj3KrkNDdBVLcQDOfD4wuihCt27dcOjQoVrb09LS0LlzZ7M0isia5Ao5MvMzseGPDcjMz9S6KqSu8svVhfmE1erSl5qDUH0/Kc9l6Bh1eX4io6imV3boIG1/Sy4DSxZjdM7CI488gqioKMyfPx8vv/wyrl27hilTpuCrr77CW2+9ZYk2khMyR0VGKccwJvEvvn084trG6a3gWLMrX2oOQs39qj/Xnr/2YGGW4Ss2bc9l6vMTGc1eloElizApZ2HHjh14+umn0bp1a5SUlMDHxweff/45OkiNLB2IM3c72YquKrPGJFNLOYauxD9TSjPrYo71IupyDEusV0GklaFFYpiz4NBMqs386KOPIj4+Hj/99BMKCwvx1ltv1ctAgaxPtcZEzWnculaeNPUYcoUc03dM13oCVW1L2pGkdUjCGKrlpoF/gxAV1e/J/ZL1nqjrcgxzPD+RJNWXga3J1sVSqM6MDhbOnDmDXr16Yfv27di5cydmzZqFuLg4zJo1C7du3bJEG8lJyOXK3gBtFyWqbUlJ+itBSj1GZp604kdZBVmS26+LrhwEbTkOljiGOZ6fSDJ/f+3bVNMm5XJloaYNG5Q/61LalazG6GEIb29vDBw4EB988AH8/PwAANnZ2RgzZgy8vb3x22+/WaKdNuPM3U7WJrWSrL5kaqnHePXjPVhYaHhBnNT4VIzsZJ5yteaooFiXY7CCI1mUqktP1yll0yblz7qOMdqQM58PjE5wfP/99zF69GiNbVFRUfjtt9+QlJRkrnaRE5KaJK1vP8mJ1hXWT/xzdXGt8/TEuhzDHM9PpJW+Lj1AOQwxYYKyHkPNfViwySEYPQxRM1BQ8fb2xscff1znBpHzMkcytdRjxHRsizCfsFrj+CoyyBDuE47oiGhpByRyZllZ+teLEEJZ7bEuY4xkU5J6FrZu3Yr+/fujYcOG2Lp1q879ZDIZHnvsMbM1juyHOaYyGqJao8ZQMnW0nvO31GPE9HbFypCVSNiYABlkGomOTPwjMlJdaycIwSWt7ZykYGHw4MEoLS1FUFAQBg8erHM/mUwGOSPDesccUxmlUCVTJyQoT+rVT/ZSk6mNOYYq8U9bnYXkfslM/COSyly1E1iwyW6ZVGfBmThzQgugO2dJdeK1xDCjtuAkPNy4lSeNOYYtE/+YdEj1gqEaC1LZeSloZz4fMFgwwJnfHKrPv66hSEvWWNE17GHMcIg1hk7qgstGU72iurIAjA8YHKRgkzOfDyQnOA4YMABlZWXq3xctWoQrV66of7906RILM9UzUnKWVMOM5qYqNz9ypPKnq6vyuygyUjk1ctQo5c/ISN2FmrQdw16oqkfWrPWgWjY6/biE6lNElmZMTYT4eGVXY3Pj1jRhwSbHIDlY2LlzJyorK9W/L1myBJerLUt6+/ZtnDx50rytI5syx1RGczFHZUd7Ya3qkUR1Ymx0DigDhpQU454nLIzTJh2A5GCh5mgFRy/qP3tZF8YclR3tSVaB9apHEpmkLtH5+fPSnmPKFGWOQl4eAwUHYNLaEOQcVNMQZdpLEUAmUyYN6pvKaA62HA6xBC4bTXatrtG51KuHIUP+HR9kCWi7JzlYkMlkkNU4a9T8neqX6uvC1PyntuYwoz0Nh5gDl40mu1bX6NzYqwxThjvI6iSXexZCIDExEe7u7gCAmzdvYtKkSWjUqBEAaOQzUP2hylnSVmfBmKmMdWEvwyHmEh0RjTCfMIPLRrN6JNlEXaNzY4qd6JqbzRLQdkfy1Mmnn35a0gHXrVtXpwbZG2eeKlOdLachGprC7SCzrjSoZkMA0Fo9kqtBUp3U5QNrjhXdAMPFTmw5N9tEznw+YJ0FA5z5zWFPdE3htmRxKEvTVmch3Cec1SOpbowtuVozsIiKAlq1Mk90ri9oMVdQYkXOfD4wetVJIsD6PQ32MBxibvHt4xHXNo4VHMl8jO3W1xVYjBwJLF9uet11FVWxE23qWzJSPceeBQOcOZLUxVprRWhj71UZTcGSz2QWxnbrG6rl/tJLytkJdam7rg97FhwKgwUDnPnNoY0t1oqoz1jymczGmJNvdLS0wOLPP4HsbMtE5w6YjOTM5wPWWSDJHK04kr1P3WbJZzIrY7r1pU6PzM6ue810XR9Ee5mbTZIwWCDJHKk4kr1P3WbJZzI7Y+YYWytfwNAHUdd6EiwBbXcYLJBkjpKP5AjrSLDkM5mdMcWQrFG8ROoHMT4eyM9XDo+kprIEtJ1isECSOUJxJEcZKmHJZzI7Y7r1Tanlbsy4nrEfRHteIpYAMFggLXR9J9jLWhH6OMpQCUs+k0VI7dY3Nl9Ayrhe9S+OVasc44NIkrHOAmkwNC1SahVXW3GUoRKWfCaLiY8H4uIMzzGWWrxESu0GoPZxpLD1B5EkY7BAalLrudhzcSSpQyBBQZZthyGuLq5Y2W8lEjYmQAaZ1pLPyf2SWW+BTKOvGFJ1hgILQ8MJMhkwYQJw6ZJp7XSUBV2IdRYMcZZ5tcbWc7HX4kiGpm6rWKuIlCEs+Ux2TWrtBmPZYQ0FKZzlfKANgwUDnOXNYYtiapYKOHStI1GdPRWRYgVHslsbNihzFCwhMRHo00eZX2EvVxsGOMv5QBsmOBIA64/1W7IOgmqoJDRU9z72NDPC1cUVMZExGNlpJGIiYxgokP2w5DBBSgrw1FP2VwSFtGKwQACsOy3SGnUQ4uOB9ev178OEbCIDDE2Bkurpp/XfX1RkP0VQSCsGCwTAetMirVkH4fx5afsxIZtIB0NTLGUyICBAfzDh4gJs3Wr4uYSwj64+0orBAgGwXpl2a9ZBcIQiUkR2z1DthrVr9T9eoZA+W4JdfXaLwQKpWaNMuzVzIxyhiBSRQ9BXkjk+HvjyS/MlKLKrzy45RLCQn5+PcePGoWXLlvD09ESrVq0wb948VFVV6X2cEALz589HaGgoPD09ERMTg6NHj1qp1Y7J0mXarXm1z0XtiMxIX0nmpk3NN3zArj675BDBwokTJ6BQKLBmzRocPXoUK1aswAcffIC5c+fqfdzSpUvxzjvv4L333kNOTg6Cg4PxyCOP4OrVq1ZquWOyZJl2a1/tc1E7IiswV28Au/rslsPWWVi2bBlWr16Nv/76S+v9QgiEhoYiKSkJL7/8MgCgsrISzZo1w5IlSzBx4kRJz+PM82otRVcdBEvWPrDXIlJE9YI5ijfJZHYfwTvz+cAheha0KSsrg7+/v8778/LyUFpaikcffVS9zd3dHb1790Z2drbOx1VWVqK8vFzjRuZli6t9LmpHZEFSp1jq+uCFh9t9oODsHHJtiDNnzmDVqlV4++23de5TWloKAGjWrJnG9mbNmuHs2bM6H7d48WIsWLDAPA0lnaSudeOIWJGRnI4qQUjbKnPVqfIapk9XFmJq2tShKjg6M5sGC/Pnzzd4Ys7JyUGPHj3Uv5eUlKBfv34YOnQonn32WYPPIasR6Qoham2rbs6cOZgxY4b69/LycoSHhxt8HjKe1LVuHIm2tR7CfMKwst9KrvVA9Zuqy3DaNGWFNV1kMuVYpIOtC+HsbBosTJkyBSNGjNC7T2RkpPr/S0pKEBsbi169emGtgbm9wcHBAJQ9DCHVsmvPnz9fq7ehOnd3d7i7u0toff1kqbF9Y4/riDkG6cfTkbAxodaS08XlxUjYmIC0YWkMGKh+i48HfH2Vaz7oUr2YSn27WqjHbBosBAYGIjAwUNK+xcXFiI2NRffu3bFu3Tq4uOhPt2jZsiWCg4Oxe/dudOvWDQBQVVWFffv2YcmSJXVue32Unq596em6rs5o7HEt1Q5LkivkmL5jeq1AAQAEBGSQIWlHEuLaxnFIguo3lk6tlxwiwbGkpAQxMTEIDw/H8uXLceHCBZSWlqrzElTatWuHzZs3A1AOPyQlJeE///kPNm/ejCNHjiAxMRFeXl4YZalV1ByYrvUaioqAIUNML9lu7DoQ1lg3whKyCrI0hh5qEhAoLC9EVgGr01E9x9Kp9ZJDJDju2rULf/75J/7880+EhYVp3Fd95ufJkydRVlam/n3WrFm4ceMGJk+ejH/++Qf33nsvdu3aBW9vb6u13RHoW69BZcIEZUKiMUMBhtaBkMmUpeBVxzV2f3ty7qq0qySp+xE5LNXMiOJi7R9mmUx5f816Co449uhEHKJnITExEUIIrbfqhBBITExU/y6TyTB//nycO3cON2/exL59+9CxY0crt97+GVqvAVCWdl+0yLzHrbkOhDXXjTC3EG9pV0lS9yNyWKaUTrXkmvVkFg4RLJBlSR06fPdd4yq6GrsOhDXXjTC36IhohPmEQQbtM21kkCHcJxzREaxOR07AmGIqjjr26GQYLJDkocNLl4y7qjd26NKRhzpdXVyxsp/yaqpmwKD6PblfMpMbyXlIWWjGmmvWU50wWCBERwN6imFqMOaq3th1IBx9lcj49vFIG5aG5j6aV1NhPmGcNknOyVDpVEcee3QyDpHgSJbl6qoM7ufNM7yvMVf1+oq6aRu6NHZ/exTfPh5xbeNYwZFICkcee3Qy7FkgAMArrwABAbrvN/Wq3th1IOrDKpGuLq6IiYzByE4jERMZw0CBnJdcrlxkasMG5c+awwmOPPboZBx21UlrcaZVxlR5RjXfEeZYDdIZKjgSUTVSqqvJ5cpZD4amWdpJaWhnOh/UxGDBAGd7c2j7fIeHK7v/HeGqnojsgDFXHrZYs95EznY+qI7BggHO+ObgVT0RmUzVW6ArcVFbb4GDXKU44/lAhcGCAc785iAiMlpmprKokiEZGZoLSTnAVYoznw84G4Kcklwh54wFIkswdYZDfVyzvh5hsEBOJ/14OqbvmK6x8FOYTxhW9lvJWgjknMx5Vc8ZDvUSp06SU0k/no6EjQm1VogsLi9GwsYEpB9naVlyMuZel8HRq6uRVgwWyGnIFXJM3zEdArXTdFTbknYkQa5gaVlyEpZYl8GUhaTI7jFYIKeRVZBVq0ehOgGBwvJCZBWwtCw5AUuuy1AfqquRBuYskNM4d1Va4pXU/YgcmjHrMpiSeBgfD8TF2f0MB5KGPQvkNEK8pSVUSd2PyKFZel0GB5gKSdKxZ4HsgjW+V6IjohHmE4bi8mKteQsyyBDmE4boCCZekROw5KwFKaWeyaGwZ4FsztzJ2Lq4urhiZT9l4pUMmolXqt+T+yWz3gI5B0vNWrBE0iTZHIMFsilrf6/Et49H2rA0NPfRTLwK8wlD2rA01lkg52GJWQuWTJokm2K5ZwOcubynpZlSQt5sz22jCo6sHEl2x5zrMpha6tlBOPP5gDkLZDOWTsbWx9XFFTGRZj6oAawcSXbJ1FkL2hKNLJ00STbDYIFsxpm+V1SVI2smVqoqR3IIhGzK2HUZdCUwjh8v7fGmlnrmDAubYc4C2YyzlJBn5UiyKblcOTywYYPyZ13zBfQlGs2fDwQEWKbUs7UyoUkrBgtkM85SQp6VI8lmzH2ClZLAqPp/c5Z65gwLm2OwQDbjLCXkWTmSbMISJ1gpiUaXLgELFpiv1DNnWNgFBgtkcfp6QZ2hhDwrR5LVWeoEKzWB6M47gfx85ayH1FTlz7w80z7QxmRCk8UwwZEsSkoht/peQp6VI8nqLDXVyJhEI2OTJnVxpkxoO8aeBbIYY3pBVd8rI0cqf9aXQAFg5UiyAUudYG2RaOQsmdB2jsECWQSHGTWxciRZlaVOsLZINHKWTGg7xwqOBjhzxa66sFYhN0ebds0KjmQVqvKoxcXaI/a6lkc1Z9VHqc+XkKD8/+p/jyqAsFKCkzOfD5izQBZhjWFGR1zYzhaVI8kJqXoAEhKUJ1RtJ9i69ABYO9FIlQmt7QNvqQCFNLBnwQBnjiTrwtI9C6oLjZrvXitfaBDZN2v3AFiajbsSnfl8wGDBAGd+c9SFJXtBbbkAFZHDcbSxOjvmzOcDDkOQRViyF9SWC1ARORxzTWEkp8bZEGQxliq4xGnXRETWxZ4FsihL5EFx2jURkXUxWKBazD3Eae5eUNW0a0P5EJx2TWQFzIlwCg4xDJGfn49x48ahZcuW8PT0RKtWrTBv3jxUVVXpfMytW7fw8ssvo1OnTmjUqBFCQ0MxZswYlJSUWLHljsdWq8Aas4qusyxARWT3uGy003CIYOHEiRNQKBRYs2YNjh49ihUrVuCDDz7A3LlzdT7m+vXrOHToEF577TUcOnQI6enpOHXqFB5//HErttyx2GoVWFO+b5xhASoiu8Zlo52Kw06dXLZsGVavXo2//vpL8mNycnLQs2dPnD17FhEREZIe4yxTZWw1HbGu9RLYA0pkA046f9lZzgfaOGzOQllZGfz9/Y1+jEwmg5+fn859KisrUVlZqf69vLzc1CY6FFtMRzS0foRMplw/Ii5O9/cNZ4UR2QDnLzsdhxiGqOnMmTNYtWoVJk2aJPkxN2/exOzZszFq1Ci9EeHixYvh6+urvoWHh5ujyXbPFtMRuUw9kYPi/GWnY9NgYf78+ZDJZHpvBw4c0HhMSUkJ+vXrh6FDh+LZZ5+V9Dy3bt3CiBEjoFAo8P777+vdd86cOSgrK1PfCgsLTf77HIktpiPy+4bIQXH+stOxac7CxYsXcfHiRb37REZGwsPDA4AyUIiNjcW9996LlJQUuLgYjnVu3bqFYcOG4a+//sLevXsREBBgVBudZYzK0ovUaWOtlSmJyMxs8YVhB5zlfKCNTXMWAgMDERgYKGnf4uJixMbGonv37li3bp1RgcLp06eRkZFhdKDgTCy9SJ02rJdA5KBs8YVhKmZBm4VD5CyUlJQgJiYG4eHhWL58OS5cuIDS0lKUlpZq7NeuXTts3rwZAHD79m0kJCTgwIED+PzzzyGXy9WP0VefwZnpmo7YvLllpiOyXgKRA3OE+cusA2E2DjEbYteuXfjzzz/x559/IiwsTOO+6qMoJ0+eRFlZGQCgqKgIW7duBQB07dpV4zEZGRmIYb+2TjWv8i05UMVl6okcmCXquZuLrnnZqjoQ9hLQOAiHrbNgLc40RlXXmgd1wZ5CIjIbC9WBcKbzQU0MFgxwljeHsZ8tntyJyG5ZKHvaWc4H2jjEMARZnjE1Dy5f1j5ssHIle/WIyA5wXrbZOUSCI1me1M/M11+bVg7emIWiiIjqhHUgzI7BAgGQ/pn5/HPd5ZkBZXnmmoEAE5KJyKpU87JrTrNSkcmA8HDOyzYCgwUCIO2z1bQpcOGC7mNoK8/MhemIyOo4L9vsGCwQAGmfrSeflHYs1ZCGoYWiAO09EUREdeYIdSAcCIMFUjP02YqLk3Yc1ZAGF4oiIpuKjwfy85WzHlJTlT/z8hgomICzIUhDzRorQUHK7efPK3sAjCnPzIRkIrI5rmNvFgwWqBbVZys9HUhM1OwdCAhQBgpSysEzIZmIqH7gMARppSsx8fJl5U9/f83t2oYBmZBMRFQ/sGeBajGUmCiTAZ6ewPffK4cndFVwdKSF6YiISDf2LFAtUhITi4qUJ/mRI5VDFrpO+ExIJiJyfOxZoFrMnZhozwvTEZGNmWOhGS5WY3EMFqiW06el7WdMYiITkomolvT0ui80Y45jkEEchiANcjnw4YeG96s+RZKIyGjmKO/KErFWw2CBNBjKV1AZP569fERkInOUd2WJWKtisEAapOYh3HmnZdtBRPWYOcq7skSsVTFYIA0spEREFmeOLGqWiLUqBgukgYWUiMjizHFVwisbq+JsCNLAQkqmkcvluHXrlq2bQXXUsGFDuPLNbXmqqxKpC81Y6hgkGYMFqkVVSEnbbKTkZM5Gqk4IgdLSUly5csXWTSEz8fPzQ3BwMGS6uteo7sxxVcIrG6uSCaEtJCOV8vJy+Pr6oqysDD4+PrZujlWxzolh586dw5UrVxAUFAQvLy+eYByYEALXr1/H+fPn4efnhxB2X1uethoJ4eHGXZWY4xgSOfP5gMGCAc785iD95HI5Tp06haCgIAQEBNi6OWQmly5dwvnz59GmTRsOSViDA1VwdObzAYchyK44Um+GKkfBy8vLxi0hc1L9e966dYvBgjWYo7wrS8RaHIMFshhjT/yOWrWVQw/1C/89iWrj1EmyiPR0IDISiI0FRo1S/oyM1F19lVVbiYjsF4MFMjtjT/xOX7VVLgcyM4ENG5Q/6+0fSkSOisECmZUpJ36nrtpqbBeMmZw/fx4TJ05EREQE3N3dERwcjL59+2L//v2SHj9//nx07drVom0kIvvBnAUyK2NO/Kp8JKet2qrqgqkZWam6YNLSLJasMWTIENy6dQvr16/HHXfcgb///ht79uzB5cuXLfJ8ROTY2LNAZmXKid8pq7bacOzlypUr+PHHH7FkyRLExsaiRYsW6NmzJ+bMmYOBAwcCAMrKyjBhwgQEBQXBx8cHDz30EA4fPgwASElJwYIFC3D48GHIZDLIZDKkpKQAAAoKChAXF4fGjRvDx8cHw4YNw99//61+7sOHDyM2Nhbe3t7w8fFB9+7dceDAAQDKKYsjR45EWFgYvLy80KlTJ2zYsMHsfz8RGY/BApmVKSd+p1yPwoZjL40bN0bjxo2xZcsWVFZWanlqgYEDB6K0tBTffvstDh48iLvvvhsPP/wwLl++jOHDh+PFF1/EXXfdhXPnzuHcuXMYPnw4hBAYPHgwLl++jH379mH37t04c+YMhg8frj72k08+ibCwMOTk5ODgwYOYPXs2GjZsCAC4efMmunfvju3bt+PIkSOYMGECRo8ejV9++cXsrwERGUmQXmVlZQKAKCsrs3VTHMLt20KEhQkhkwmhPONp3mQyIcLDlftVt2mT8r6aj1Nt27TJNn+PPjdu3BDHjh0TN27cMP7BqanaX6Cat9RU8zdcCJGWliaaNGkiPDw8RFRUlJgzZ444fPiwEEKIPXv2CB8fH3Hz5k2Nx7Rq1UqsWbNGCCHEvHnzRJcuXTTu37Vrl3B1dRUFBQXqbUePHhUAxK+//iqEEMLb21ukpKRIbueAAQPEiy++aMqfaLI6/btSvebM5wP2LNQD9pRMryrXDtTuKdBXrl21HkXz5prbw8IsOnRvOzYeexkyZAhKSkqwdetW9O3bF5mZmbj77ruRkpKCgwcPoqKiAgEBAepeiMaNGyMvLw9nzpzReczjx48jPDwc4eHh6m0dOnSAn58fjh8/DgCYMWMGnn32WfTp0wdvvfWWxvHkcjkWLVqEzp07q597165dKCgosMhrQETSMVhwcDZKptfL1BN/fDyQnw9kZACpqcqfeXn1MFAA7GLsxcPDA4888ghef/11ZGdnIzExEfPmzYNCoUBISAhyc3M1bidPnsTMmTN1Hk8IobWgUfXt8+fPx9GjRzFw4EDs3bsXHTp0wObNmwEAb7/9NlasWIFZs2Zh7969yM3NRd++fVFVVWWZF4CIJONsCAdmw2R6g+Ljgbg440s3O03VVjtcMa9Dhw7YsmUL7r77bpSWlqJBgwaIjIzUuq+bmxvkNbqwOnTogIKCAhQWFqp7F44dO4aysjK0b99evV+bNm3Qpk0bvPDCCxg5ciTWrVuHJ554AllZWYiLi8NTTz0FAFAoFDh9+rTGY4nINtiz4KAcoZCR6sQ/cqTyJ8vs12CjsZdLly7hoYcewmeffYbff/8deXl5+Oqrr7B06VLExcWhT58+6NWrFwYPHoydO3ciPz8f2dnZePXVV9UzFyIjI5GXl4fc3FxcvHgRlZWV6NOnDzp37ownn3wShw4dwq+//ooxY8agd+/e6NGjB27cuIEpU6YgMzMTZ8+exU8//YScnBx1MNC6dWvs3r0b2dnZOH78OCZOnIjS0lKLvAZEZCRbJ03YO3tNaMnIkJYfl5Fh65bWX2ZLhLt9W/kPlZqq/Fkz+9PMbt68KWbPni3uvvtu4evrK7y8vETbtm3Fq6++Kq5fvy6EEKK8vFxMnTpVhIaGioYNG4rw8HDx5JNPqpMXb968KYYMGSL8/PwEALFu3TohhBBnz54Vjz/+uGjUqJHw9vYWQ4cOFaWlpUIIISorK8WIESNEeHi4cHNzE6GhoWLKlCnq1+/SpUsiLi5ONG7cWAQFBYlXX31VjBkzRsTFxVn09aiJCY6ki72eD6zBIZaozs/Px5tvvom9e/eitLQUoaGheOqpp/DKK6/Azc1N0jEmTpyItWvXYsWKFUhKSpL83Pa6JOmGDcocBUNSU5VX9mR+N2/eRF5eHlq2bAkPDw9bN4fMhP+upIu9ng+swSFyFk6cOAGFQoE1a9agdevWOHLkCMaPH49r165h+fLlBh+/ZcsW/PLLLwgNDbVCa63DKQsZERGRTThEsNCvXz/069dP/fsdd9yBkydPYvXq1QaDheLiYkyZMgU7d+5UV6erD1TJ9MXF2vMWZDLl/fWqkBEREdmEwyY4lpWVwd/fX+8+CoUCo0ePxsyZM3HXXXdJOm5lZSXKy8s1bvbI1HoGRERExnLIYOHMmTNYtWoVJk2apHe/JUuWoEGDBpg2bZrkYy9evBi+vr7qW/UCM/bG6QoZERGRTdg0WJg/f756IRpdN9VULZWSkhL069cPQ4cOxbPPPqvz2AcPHsTKlSuRkpKitVCMLnPmzEFZWZn6VlhYaPLfZw1OVciIiIhswqazIS5evIiLFy/q3ScyMlKdkVxSUoLY2Fjce++9SElJgYuL7lgnOTkZM2bM0NhHLpfDxcUF4eHhyM/Pl9RGZ85+Jf2YNV8/8d+VdHHm84FNExwDAwMRGBgoad/i4mLExsaie/fuWLdund5AAQBGjx6NPn36aGzr27cvRo8ejaefftrkNhMRETkbh5gNUVJSgpiYGERERGD58uW4cOGC+r7g4GD1/7dr1w6LFy/GE088gYCAAAQEBGgcp2HDhggODkbbtm2t1nYiIiJH5xDBwq5du/Dnn3/izz//RFhYmMZ91UdRTp48ibKyMms3j2qQy41fE4KIiOyXQ8yGSExMhBBC6606IQQSExN1Hic/P9+o6o1kPHtcBdPeyRVyZOZnYsMfG5CZnwm5woYLeliITCbDli1b7PZ4RKSfQ/QskGOw51Uw7VX68XRM3zEdReVF6m1hPmFY2W8l4tub/8V67LHHcOPGDXz//fe17tu/fz+ioqJw8OBB3H333WZ93nPnzqFJkyZmPSYRWY9D9CyQ/XOEVTDtTfrxdCRsTNAIFACguLwYCRsTkH7c/N0x48aNw969e3H27Nla933yySfo2rWr0YFCVVWVwX2Cg4Ph7u5u1HEtSUqbiehfDBbILLKygKIi3fcLARQWKvcj5dDD9B3TIVA7ulJtS9qRZPYhiUGDBiEoKAgpKSka269fv44vv/wS48aNQ3Z2Nh588EF4enoiPDwc06ZNw7Vr19T7RkZGYuHChUhMTISvry/Gjx+PqqoqTJkyBSEhIfDw8EBkZCQWL16sfkzNYYOioiKMGDEC/v7+aNSoEXr06IFffvlFff/q1avRqlUruLm5oW3btvj000/1/l1//PEHHnroIXh6eiIgIAATJkxARUWF+v7ExEQMHjwYixcvRmhoKNq0aWPiK0jknBgskAa5HMjMVK5qmZkpvSfg3Dnz7lffZRVk1epRqE5AoLC8EFkF5o2uGjRogDFjxiAlJUUj5+err75CVVUVunTpgr59+yI+Ph6///47vvzyS/z444+YMmWKxnGWLVuGjh074uDBg3jttdfw7rvvYuvWrdi4cSNOnjyJzz77DJGRkVrbUFFRgd69e6OkpARbt27F4cOHMWvWLCgUCgDA5s2bMX36dLz44os4cuQIJk6ciKeffhoZGRlaj3f9+nX069cPTZo0QU5ODr766it8//33tdq8Z88eHD9+HLt378b27dvr8CoSOSGbLIztQJxp/fJNm4QICxNC2Q+gvIWFKbffvi1ERoYQqanKn7dvaz42I0PzcbpuGRnW/7ss5caNG+LYsWPixo0bRj829fdUgfkweEv9PdXs7T5+/LgAIPbu3ave9uCDD4qRI0eK0aNHiwkTJmjsn5WVJVxcXNR/Z4sWLcTgwYM19pk6dap46KGHhEKh0PqcAMTmzZuFEEKsWbNGeHt7i0uXLmndNyoqSowfP15j29ChQ8WAAQO0Hm/t2rWiSZMmoqKiQn3/N998I1xcXERpaakQQoixY8eKZs2aicrKSl0vi1pd/l2pfnOm80FN7FkgAP8mJ9YcSiguBoYMAZo10z/DQbUKpq7K2jIZEB7OVTBVQrylrR0udT9jtGvXDlFRUfjkk08AKNdaycrKwjPPPIODBw8iJSUFjRs3Vt/69u0LhUKBvLw89TF69OihcczExETk5uaibdu2mDZtGnbt2qXz+XNzc9GtWzedC8EdP34c999/v8a2+++/H8ePH9e5f5cuXdCoUSON/RUKBU6ePKne1qlTJ7i5uelsFxHpxmCBJCUnXrqkuV01w0EVMHAVTONER0QjzCcMMmiPrmSQIdwnHNERlomuxo0bh02bNqG8vBzr1q1DixYt8PDDD0OhUGDixInIzc1V3w4fPozTp0+jVatW6sdXPzEDwN133428vDy8+eabuHHjBoYNG4aEhAStz+3p6WmwfTXXcxFC6FzjRd991bfXbDMRScdggQwmJ2qjbYYDV8GUztXFFSv7KaOrmgGD6vfkfslwdbFMdDVs2DC4uroiNTUV69evx9NPPw2ZTIa7774bR48eRevWrWvdDF2V+/j4YPjw4fjwww/x5ZdfYtOmTbh8+XKt/Tp37ozc3Fyt9wFA+/bt8eOPP2psy87ORvv27bXu36FDB+Tm5mokYf70009wcXFhIiORmTBYIJOTDrXNcOAqmNLFt49H2rA0NPfRjK7CfMKQNizNInUWVBo3bozhw4dj7ty5KCkpURcze/nll7F//348//zzyM3NxenTp7F161ZMnTpV7/FWrFiBL774AidOnMCpU6fw1VdfITg4GH5+frX2HTlyJIKDgzF48GD89NNP+Ouvv7Bp0ybs378fADBz5kykpKTggw8+wOnTp/HOO+8gPT0dL730ktbnfvLJJ+Hh4YGxY8fiyJEjyMjIwNSpUzF69Gg0a9asTq8TESmxKBMhpI7D4jWDDVdXICambsd0FvHt4xHXNg5ZBVk4d/UcQrxDEB0RbbEeherGjRuHjz/+GI8++igiIiIAKK/69+3bh1deeQXR0dEQQqBVq1YYPny43mM1btwYS5YswenTp+Hq6op77rkH3377rdYF39zc3LBr1y68+OKLGDBgAG7fvo0OHTrgv//9LwBg8ODBWLlyJZYtW4Zp06ahZcuWWLduHWJ0vKm8vLywc+dOTJ8+Hffccw+8vLwwZMgQvPPOO3V7gYhIzaZLVDsCZ1iSVC5XJiwWF2vPWzAkI8M5gwMuZVw/8d+VdHGG84EuHIYgvcmJ+nCGAxGRc2CwQAB0JyeqVvnmDAciIufFYIHUtCUn/v03sGkTZzgQETkzJjiSBm3JifHxQFycctbDuXPKhMjoaPYoEBE5CwYLJAlnOBAROS8OQxAREZFeDBaIiIhILwYLREREpBeDBSIiItKLwQKRjcnlQGYmsGGD8qdqYa76Zv78+ejatatRj4mMjERycrJF2kNE0jFYILKh9HRlqe3YWGDUKOXPyMh/l/42t8ceewx9+vTRet/+/fshk8lw6NAhizz3Sy+9hD179hj1mJycHEyYMMEi7SEi6RgskAZnucq1B+npQEJC7eXBi4uV2y0RMIwbNw579+7F2bNna933ySefoGvXrrj77ruNOmZVVZWk/Ro3bowAVUlQiZo2bQovLy+jHkNE5sdggdSsfZXrzORyYPp07Qt3qbYlJZk/WBs0aBCCgoKQkpKisf369ev48ssvMW7cOGRnZ+PBBx+Ep6cnwsPDMW3aNFy7dk29b2RkJBYuXIjExET4+vpi/PjxAIAPP/wQ4eHh8PLywhNPPIF33nlHY4nqmsMQiYmJGDx4MJYvX46QkBAEBATg+eefx61btzSeq/owxJUrVzBhwgQ0a9YMHh4e6NixI7Zv3w4AuHTpEkaOHImwsDB4eXmhU6dO2LBhg/lePLI9Xs3YDIMFAmCbq1xnlpVV+7WuTgigsFC5nzk1aNAAY8aMQUpKCqovOPvVV1+hqqoKXbp0Qd++fREfH4/ff/8dX375JX788UdMmTJF4zjLli1Dx44dcfDgQbz22mv46aefMGnSJEyfPh25ubl45JFHsGjRIoPtycjIwJkzZ5CRkYH169cjJSWlViCjolAo0L9/f2RnZ+Ozzz7DsWPH8NZbb8H1/0uJ3rx5E927d8f27dtx5MgRTJgwAaNHj8Yvv/xi+gtG9oNXM7YlSK+ysjIBQJSVldm6KRZz+7YQYWFCKE9RtW8ymRDh4cr96F83btwQx44dEzdu3DD6sampul/v6rfUVPO3+/jx4wKA2Lt3r3rbgw8+KEaOHClGjx4tJkyYoLF/VlaWcHFxUf+dLVq0EIMHD9bYZ/jw4WLgwIEa25588knh6+ur/n3evHmiS5cu6t/Hjh0rWrRoIW5Xe2MNHTpUDB8+XP17ixYtxIoVK4QQQuzcuVO4uLiIkydPSv5bBwwYIF588UXJ+wtRt39XspBNm5RfRNq+nGQy5f1W4AznA13Ys0A2u8p1ZiEh5t3PGO3atUNUVBQ++eQTAMCZM2eQlZWFZ555BgcPHkRKSgoaN26svvXt2xcKhQJ5eXnqY/To0UPjmCdPnkTPnj01ttX8XZu77rpL3TMAACEhITh//rzWfXNzcxEWFoY2bdpovV8ul2PRokXo3LkzAgIC0LhxY+zatQsFBQUG20F2zFZjdqSBwQLh3Dnz7keGRUcrV+6sufS3ikwGhIcr97OEcePGYdOmTSgvL8e6devQokULPPzww1AoFJg4cSJyc3PVt8OHD+P06dNo1aqV+vGNGjXSOJ4QArIaf4zQ9uVeQ8OGDTV+l8lkUCgUWvf19PTUe6y3334bK1aswKxZs7B3717k5uaib9++khMwyU7xasYuMFggm17lOitXV2DlSuX/1wwYVL8nJ1tuZc9hw4bB1dUVqampWL9+PZ5++mnIZDLcfffdOHr0KFq3bl3r5ubmpvN47dq1w6+//qqx7cCBA2Ztc+fOnVFUVIRTp05pvT8rKwtxcXF46qmn0KVLF9xxxx04ffq0WdtANsCrGbvAYIFsfpXrrOLjgbQ0oHlzze1hYcrt8fGWe+7GjRtj+PDhmDt3LkpKSpCYmAgAePnll7F//348//zzyM3NxenTp7F161ZMnTpV7/GmTp2Kb7/9Fu+88w5Onz6NNWvW4LvvvqvV21AXvXv3xoMPPoghQ4Zg9+7dyMvLw3fffYcdO3YAAFq3bo3du3cjOzsbx48fx8SJE1FaWmq25ycb4dWMXWCwQDa/ynVm8fFAfj6QkQGkpip/5uVZNlBQGTduHP755x/06dMHERERAJRX7/v27cPp06cRHR2Nbt264bXXXkOIgS/i+++/Hx988AHeeecddOnSBTt27MALL7wADw8Ps7Z506ZNuOeeezBy5Eh06NABs2bNgvz/x6pfe+013H333ejbty9iYmIQHByMwYMHm/X5yQZ4NWMXZELKwKITKy8vh6+vL8rKyuDj42Pr5lhUeroyj6j68GB4uDJQsMbJy9HcvHkTeXl5aNmypdlPivXB+PHjceLECWQ52Fgy/13tkGpuN6CZ6KgKICzdFff/nOl8UFMDWzeA7Ed8PBAXp8wTOndO2asXHc0eBZJm+fLleOSRR9CoUSN89913WL9+Pd5//31bN4vqA9WYXc2rmbAwXs1YCYMF0uDqCsTE2LoV5Ih+/fVXLF26FFevXsUdd9yBd999F88++6ytm0X1Ba9mbIrBAhGZxcaNG23dBKrveDVjM0xwJCIiIr0YLBDVEXOE6xf+exLV5hDBQn5+PsaNG4eWLVvC09MTrVq1wrx58yRVZjt+/Dgef/xx+Pr6wtvbG/fddx/Lv5JZqKoPXr9+3cYtIXNS/XvWrC5J5MwcImfhxIkTUCgUWLNmDVq3bo0jR45g/PjxuHbtGpYvX67zcWfOnMEDDzyAcePGYcGCBfD19cXx48c5HYrMwtXVFX5+fuq1DLy8vMxahIisSwiB69ev4/z58/Dz89NYs4LI2TlsnYVly5Zh9erV+Ouvv3TuM2LECDRs2BCffvqpyc/jzPNqyTAhBEpLS3HlyhVbN4XMxM/PD8HBwQz8qBZnPh84RM+CNmVlZfD399d5v0KhwDfffINZs2ahb9+++O2339CyZUvMmTNHb1W3yspKVFZWqn8vLy83Z7OpnpHJZAgJCUFQUBBu3bpl6+ZQHTVs2JA9CkRaOGSwcObMGaxatQpvv/22zn3Onz+PiooKvPXWW1i4cCGWLFmCHTt2ID4+HhkZGejdu7fWxy1evBgLFiywVNOpnnJ1deVJhojqLZsOQ8yfP9/giTknJwc9evRQ/15SUoLevXujd+/e+Oijj3Q+rqSkBM2bN8fIkSORmpqq3v7444+jUaNG2LBhg9bHaetZCA8Pd8puJyIi+heHIWxkypQpGDFihN59IiMj1f9fUlKC2NhY9OrVC2vXrtX7uMDAQDRo0AAdOnTQ2N6+fXv8+OOPOh/n7u4Od3d3w40nIiJyEjYNFgIDAxEYGChp3+LiYsTGxqJ79+5Yt24dXFz0z/p0c3PDPffcg5MnT2psP3XqFFq0aGFym4mIiJyNQ+QslJSUICYmBhEREVi+fDkuXLigvi84OFj9/+3atcPixYvxxBNPAABmzpyJ4cOH48EHH0RsbCx27NiBbdu2ITMzU/Jzq0ZpmOhIROTcVOcBB51EWDfCAaxbt04A0HqrDoBYt26dxraPP/5YtG7dWnh4eIguXbqILVu2GPXchYWFOp+bN954440357sVFhbW9bTmcBy2zoK1KBQKlJSUwNvbW2PetSrxsbCw0OkSXaTiayQNXyfD+BpJw9dJGlNfJyEErl69itDQUIND4fWNQwxD2JKLiwvCwsJ03u/j48MPpQF8jaTh62QYXyNp+DpJY8rr5Ovra6HW2DfnCo2IiIjIaAwWiIiISC8GCyZyd3fHvHnzWJNBD75G0vB1MoyvkTR8naTh62Q8JjgSERGRXuxZICIiIr0YLBAREZFeDBaIiIhILwYLREREpBeDBTN4/PHHERERAQ8PD4SEhGD06NEoKSmxdbPsSn5+PsaNG4eWLVvC09MTrVq1wrx581BVVWXrptmVRYsWISoqCl5eXvDz87N1c+zG+++/j5YtW8LDwwPdu3dHVlaWrZtkV3744Qc89thjCA0NhUwmw5YtW2zdJLuzePFi3HPPPfD29kZQUBAGDx5ca6FB0o3BghnExsZi48aNOHnyJDZt2oQzZ84gISHB1s2yKydOnIBCocCaNWtw9OhRrFixAh988AHmzp1r66bZlaqqKgwdOhTPPfecrZtiN7788kskJSXhlVdewW+//Ybo6Gj0798fBQUFtm6a3bh27Rq6dOmC9957z9ZNsVv79u3D888/j59//hm7d+/G7du38eijj+LatWu2bppD4NRJC9i6dSsGDx6MyspKNGzY0NbNsVvLli3D6tWr8ddff9m6KXYnJSUFSUlJuHLliq2bYnP33nsv7r77bqxevVq9rX379hg8eDAWL15sw5bZJ5lMhs2bN2Pw4MG2bopdu3DhAoKCgrBv3z48+OCDtm6O3WPPgpldvnwZn3/+OaKiohgoGFBWVgZ/f39bN4PsWFVVFQ4ePIhHH31UY/ujjz6K7OxsG7WK6oOysjIA4HeQRAwWzOTll19Go0aNEBAQgIKCAnz99de2bpJdO3PmDFatWoVJkybZuilkxy5evAi5XI5mzZppbG/WrBlKS0tt1CpydEIIzJgxAw888AA6duxo6+Y4BAYLOsyfPx8ymUzv7cCBA+r9Z86cid9++w27du2Cq6srxowZA2cY4TH2dQKAkpIS9OvXD0OHDsWzzz5ro5ZbjymvEWmqvjw8oPyyr7mNSKopU6bg999/x4YNG2zdFIfBJap1mDJlCkaMGKF3n8jISPX/BwYGIjAwEG3atEH79u0RHh6On3/+Gb169bJwS23L2NeppKQEsbGx6NWrF9auXWvh1tkHY18j+ldgYCBcXV1r9SKcP3++Vm8DkRRTp07F1q1b8cMPPyAsLMzWzXEYDBZ0UJ38TaHqUaisrDRnk+ySMa9TcXExYmNj0b17d6xbtw4uLs7RsVWX95Kzc3NzQ/fu3bF792488cQT6u27d+9GXFycDVtGjkYIgalTp2Lz5s3IzMxEy5Ytbd0kh8JgoY5+/fVX/Prrr3jggQfQpEkT/PXXX3j99dfRqlWret+rYIySkhLExMQgIiICy5cvx4ULF9T3BQcH27Bl9qWgoACXL19GQUEB5HI5cnNzAQCtW7dG48aNbds4G5kxYwZGjx6NHj16qHukCgoKmO9STUVFBf7880/173l5ecjNzYW/vz8iIiJs2DL78fzzzyM1NRVff/01vL291b1Vvr6+8PT0tHHrHICgOvn9999FbGys8Pf3F+7u7iIyMlJMmjRJFBUV2bppdmXdunUCgNYb/Wvs2LFaX6OMjAxbN82m/vvf/4oWLVoINzc3cffdd4t9+/bZukl2JSMjQ+v7ZuzYsbZumt3Q9f2zbt06WzfNIbDOAhEREenlHIPGREREZDIGC0RERKQXgwUiIiLSi8ECERER6cVggYiIiPRisEBERER6MVggIiIivRgsEBERkV4MFoicmEwmw5YtW2zdDCKycwwWiOqpxMRErcth9+vXT73PuXPn0L9/f4u14ebNm0hMTESnTp3QoEEDDB482GLPRUSWw4WkiOqxfv36Yd26dRrb3N3d1f9v6UW85HI5PD09MW3aNGzatMmiz0VElsOeBaJ6zN3dHcHBwRq3Jk2aqO+vPgzxv//9D40bN8bp06fV90+dOhVt2rTBtWvXAAD79u1Dz5494e7ujpCQEMyePRu3b9/W+fyNGjXC6tWrMX78eK4uSuTAGCwQEQBgzJgxGDBgAJ588kncvn0bO3bswJo1a/D555+jUaNGKC4uxoABA3DPPffg8OHDWL16NT7++GMsXLjQ1k0nIgtjsEBUj23fvh2NGzfWuL355ps691+zZg3OnTuHadOmITExEfPmzcM999wDAHj//fcRHh6O9957D+3atcPgwYOxYMECvP3221AoFNb6k4jIBpizQFSPxcbGYvXq1Rrb/P39de7fpEkTfPzxx+jbty+ioqIwe/Zs9X3Hjx9Hr169IJPJ1Nvuv/9+VFRUoKioCBEREeb/A4jILjBYIKrHGjVqhNatWxv1mB9++AGurq4oKSnBtWvX4OPjAwAQQmgECqptAGptJ6L6hcMQRKSWnZ2NpUuXYtu2bfDx8cHUqVPV93Xo0AHZ2dnqAEG1v7e3N5o3b26L5hKRlbBngageq6ysRGlpqca2Bg0aIDAwsNa+V69exejRozF16lT0798fERER6NGjBwYNGoShQ4di8uTJSE5OxtSpUzFlyhScPHkS8+bNw4wZM+Diovu649ixY6iqqsLly5dx9epV5ObmAgC6du1qzj+ViCyIwQJRPbZjxw6EhIRobGvbti1OnDhRa9/p06ejUaNG+M9//gMAuOuuu7BkyRJMmjQJUVFRaN68Ob799lvMnDkTXbp0gb+/P8aNG4dXX31VbxsGDBiAs2fPqn/v1q0bAGj0UBCRfZMJfmKJiIhID+YsEBERkV4MFoiIiEgvBgtERESkF4MFIiIi0ovBAhEREenFYIGIiIj0YrBAREREejFYICIiIr0YLBAREZFeDBaIiIhILwYLREREpNf/AedfVIs0/uH+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5))\n",
    "plt.plot(Ytab[0:50,0],Ytab[0:50,1],'or',Ytab[50:100,0],Ytab[50:100,1],'og',Ytab[100:150,0],Ytab[100:150,1],'ob')\n",
    "\n",
    "plt.title(\"Rotação dos eixos principais de X. Ou seja, gerar um Y=XO\") #título do gráfico\n",
    "plt.xlabel('Eixo 1') #nome para eixo x\n",
    "plt.ylabel('Eixo 2') #nome para eixo y\n",
    "plt.legend(['Setosa','Versicolor', 'Verginica'],loc='best') #coloca legendas no gráfico\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea9879aa",
   "metadata": {},
   "source": [
    "## Classificando uma medida\n",
    "### Seja classificar as seguintes medidas\n",
    "$$x=\\begin{bmatrix}\n",
    "1.2\\\\\n",
    "3.7\\\\\n",
    "2.3\\\\\n",
    "4.5\n",
    "\\end{bmatrix}$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 383,
   "id": "b13c7f95",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.2],\n",
       "       [3.7],\n",
       "       [2.3],\n",
       "       [4.5]])"
      ]
     },
     "execution_count": 383,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#x em notação algébrica\n",
    "x=np.array([1.2, 3.7, 2.3, 4.5]).reshape(d,1)\n",
    "x"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dfd7dacf",
   "metadata": {},
   "source": [
    "### Vamos calcular a função discriminante de $x$, que denotamos por $y_x$\n",
    "$$y_x = O^Tx$$\n",
    "### Vemos que os componentes de $O^T$ serão os coeficientes multiplicadores de $x$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 384,
   "id": "8e1b61a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-1.07105715],\n",
       "       [-1.36746412]])"
      ]
     },
     "execution_count": 384,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yx=(O.T)@x\n",
    "yx"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fddbe969",
   "metadata": {},
   "source": [
    "### Calculando as funções discriminantes para as médias das classes $y_{u_c}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 385,
   "id": "e039f724",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.38489447, -0.98916087, -1.98520406],\n",
       "       [-1.86364048, -1.60806761, -1.94430266]])"
      ]
     },
     "execution_count": 385,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yuc=O.T@uClasse.T #uClasse não estava em notação algébrica\n",
    "yuc"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "683310ad",
   "metadata": {},
   "source": [
    "### Calculando o desvio quadrado de cada eixo de $y$ a $y_{u_c}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 386,
   "id": "b03a8578",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[6.03169835, 0.006707  , 0.83566459],\n",
       "       [0.24619097, 0.05789004, 0.3327427 ]])"
      ]
     },
     "execution_count": 386,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "desv2=(yx-yuc)**2\n",
    "desv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "05bb3b71",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "a79f7403",
   "metadata": {},
   "source": [
    "### Calculando a distância quadrada de $y_x$ ao $y_{u_c}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 387,
   "id": "0505d449",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([6.27788932, 0.06459704, 1.16840728])"
      ]
     },
     "execution_count": 387,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dist=np.sum(desv2,0)\n",
    "dist"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7cf178e",
   "metadata": {},
   "source": [
    "### $x$ pertencerá a classe de menor distância entre $y_x$ e $y_{u_c}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 388,
   "id": "a238cfe6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 388,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "i=np.argmin(dist)\n",
    "i"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 389,
   "id": "e80e58de",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classe vencedora: 2, nome:  Verginica\n"
     ]
    }
   ],
   "source": [
    "print(f'Classe vencedora: {classes[i]}, nome: {nomeEspecie[i]}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "514a0844",
   "metadata": {},
   "outputs": [],
   "source": [
    "#x=np.array([0.2, 1.4, 3.6, 5. ]).reshape(d,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 373,
   "id": "8c70d0be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 373,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "5b764680",
   "metadata": {},
   "source": [
    "## Como seria uma função de classificação?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 358,
   "id": "12e986b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Todos os parâmetros em notação algébrica\n",
    "def classificaLDA(x,O,uClasse):\n",
    "    #calcula yx=discLDA(x)\n",
    "    #calcula os yu=discLDA(uClasse)\n",
    "    #calcula as d=distancia(yx,yu) \n",
    "    #retorna o argmin de d\n",
    "    pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "868bc0e1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2890023f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "be150f8e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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