{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Drug analysis\n",
    "=="
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Import modules*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn import model_selection\n",
    "from sklearn import svm\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.metrics import classification_report\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.metrics import accuracy_score\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Read csv file*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n"
     ]
    }
   ],
   "source": [
    "data = pd.read_csv('data/drug.csv', na_values='?')\n",
    "\n",
    "print(type(data))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data Undestanding - Data exploratory analysis\n",
    "--"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Data dimensions (n_rows x n_columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(200, 9)\n"
     ]
    }
   ],
   "source": [
    "print(data.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Shape is a tuple object*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'tuple'>\n"
     ]
    }
   ],
   "source": [
    "print(type(data.shape))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# List the attributes*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Instance_number', 'ID', 'Age', 'Sex', 'BP', 'Cholesterol', 'Na', 'K', 'Drug']\n"
     ]
    }
   ],
   "source": [
    "attributes = list(data.columns)\n",
    "print(attributes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Print the data*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     Instance_number   ID  Age Sex      BP Cholesterol        Na         K  \\\n",
      "0                  0    1   23   F    HIGH        HIGH  0.792535  0.031258   \n",
      "1                  1    2   47   M     LOW        HIGH  0.739309  0.056468   \n",
      "2                  2    3   47   M     LOW        HIGH  0.697269  0.068944   \n",
      "3                  3    4   28   F  NORMAL        HIGH  0.563682  0.072289   \n",
      "4                  4    5   61   F     LOW        HIGH  0.559294  0.030998   \n",
      "5                  5    6   22   F  NORMAL        HIGH       NaN  0.078647   \n",
      "6                  6    7   49   F  NORMAL        HIGH  0.789637  0.048518   \n",
      "7                  7    8   41   M     LOW        HIGH  0.766635  0.069461   \n",
      "8                  8    9   60   M  NORMAL        HIGH  0.777205  0.051230   \n",
      "9                  9   10   43   M     LOW      NORMAL  0.526102  0.027164   \n",
      "10                10   11   47   F     LOW        HIGH  0.896056  0.076147   \n",
      "11                11   12   34   F    HIGH      NORMAL  0.667775  0.034782   \n",
      "12                12   13   43   M     LOW        HIGH  0.626527  0.040746   \n",
      "13                13   14   74   F     LOW        HIGH  0.792674  0.037851   \n",
      "14                14   15   50   F  NORMAL        HIGH  0.827780  0.065166   \n",
      "15                15   16   16   F    HIGH      NORMAL  0.833837       NaN   \n",
      "16                16   17   69   M     LOW      NORMAL  0.848948  0.074111   \n",
      "17                17   18   43   M    HIGH        HIGH  0.656371  0.046979   \n",
      "18                18   19   23   M     LOW        HIGH  0.559060  0.076609   \n",
      "19                19   20   32   F    HIGH      NORMAL  0.643455  0.024773   \n",
      "20                20   21   57   M     LOW      NORMAL  0.536746  0.028061   \n",
      "21                21   22   63   M  NORMAL        HIGH  0.616117  0.023773   \n",
      "22                22   23   47   M     LOW      NORMAL  0.809199  0.026472   \n",
      "23                23   24   48   F     LOW        HIGH  0.874440  0.058155   \n",
      "24                24   25   33   F     LOW        HIGH  0.858387  0.025634   \n",
      "25                25   26   28   F    HIGH      NORMAL  0.556833  0.029604   \n",
      "26                26   27   31   M    HIGH        HIGH  0.740936  0.024400   \n",
      "27                27   28   49   F  NORMAL      NORMAL       NaN  0.074055   \n",
      "28                28   29   39   F     LOW      NORMAL       NaN  0.028598   \n",
      "29                29   30   45   M     LOW        HIGH  0.753504  0.041976   \n",
      "..               ...  ...  ...  ..     ...         ...       ...       ...   \n",
      "170              170  171   28   F  NORMAL        HIGH  0.744956  0.057843   \n",
      "171              171  172   45   M     LOW      NORMAL  0.714860  0.071367   \n",
      "172              172  173   39   F  NORMAL      NORMAL  0.809196  0.046978   \n",
      "173              173  174   41   F     LOW      NORMAL  0.749905  0.040018   \n",
      "174              174  175   42   M    HIGH      NORMAL  0.857940  0.067203   \n",
      "175              175  176   73   F    HIGH        HIGH  0.808019  0.044038   \n",
      "176              176  177   48   M    HIGH      NORMAL  0.769197  0.073633   \n",
      "177              177  178   25   M  NORMAL        HIGH  0.775702  0.040803   \n",
      "178              178  179   39   M  NORMAL        HIGH  0.609566  0.038171   \n",
      "179              179  180   67   F  NORMAL        HIGH  0.785251  0.049416   \n",
      "180              180  181   22   F    HIGH      NORMAL  0.817625  0.035832   \n",
      "181              181  182   59   F  NORMAL        HIGH  0.882486  0.063563   \n",
      "182              182  183   20   F     LOW      NORMAL  0.811023  0.069402   \n",
      "183              183  184   36   F    HIGH      NORMAL  0.575058  0.037124   \n",
      "184              184  185   18   F    HIGH        HIGH  0.885150  0.023802   \n",
      "185              185  186   57   F  NORMAL      NORMAL  0.551967  0.021317   \n",
      "186              186  187   70   M    HIGH        HIGH  0.589493  0.059854   \n",
      "187              187  188   47   M    HIGH        HIGH  0.563320  0.054152   \n",
      "188              188  189   65   M    HIGH      NORMAL  0.864500  0.024702   \n",
      "189              189  190   64   M    HIGH      NORMAL  0.739914  0.035349   \n",
      "190              190  191   58   M    HIGH        HIGH  0.769090  0.040497   \n",
      "191              191  192   23   M    HIGH        HIGH  0.534060  0.066666   \n",
      "192              192  193   72   M     LOW        HIGH  0.547347  0.033560   \n",
      "193              193  194   72   M     LOW        HIGH  0.504820  0.074573   \n",
      "194              194  195   46   F    HIGH        HIGH  0.773569  0.022302   \n",
      "195              195  196   56   F     LOW        HIGH  0.848774  0.073380   \n",
      "196              196  197   16   M     LOW        HIGH  0.743021  0.061886   \n",
      "197              197  198   52   M  NORMAL        HIGH  0.549945       NaN   \n",
      "198              198  199   23   M  NORMAL      NORMAL  0.784520       NaN   \n",
      "199              199  200   40   F     LOW      NORMAL  0.683503  0.060226   \n",
      "\n",
      "      Drug  \n",
      "0    drugY  \n",
      "1    drugC  \n",
      "2    drugC  \n",
      "3    drugX  \n",
      "4    drugY  \n",
      "5    drugX  \n",
      "6    drugY  \n",
      "7    drugC  \n",
      "8    drugY  \n",
      "9    drugY  \n",
      "10   drugC  \n",
      "11   drugY  \n",
      "12   drugY  \n",
      "13   drugY  \n",
      "14   drugX  \n",
      "15   drugY  \n",
      "16   drugX  \n",
      "17   drugA  \n",
      "18   drugC  \n",
      "19   drugY  \n",
      "20   drugY  \n",
      "21   drugY  \n",
      "22   drugY  \n",
      "23   drugY  \n",
      "24   drugY  \n",
      "25   drugY  \n",
      "26   drugY  \n",
      "27   drugX  \n",
      "28   drugY  \n",
      "29   drugY  \n",
      "..     ...  \n",
      "170  drugX  \n",
      "171  drugX  \n",
      "172  drugY  \n",
      "173  drugY  \n",
      "174  drugA  \n",
      "175  drugY  \n",
      "176  drugA  \n",
      "177  drugY  \n",
      "178  drugY  \n",
      "179  drugY  \n",
      "180  drugY  \n",
      "181  drugX  \n",
      "182  drugX  \n",
      "183  drugY  \n",
      "184  drugY  \n",
      "185  drugY  \n",
      "186  drugB  \n",
      "187  drugA  \n",
      "188  drugY  \n",
      "189  drugY  \n",
      "190  drugY  \n",
      "191  drugA  \n",
      "192  drugY  \n",
      "193  drugC  \n",
      "194  drugY  \n",
      "195  drugC  \n",
      "196  drugC  \n",
      "197  drugX  \n",
      "198  drugX  \n",
      "199  drugX  \n",
      "\n",
      "[200 rows x 9 columns]\n"
     ]
    }
   ],
   "source": [
    "print(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Print only the first 10 records*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Instance_number  ID  Age Sex      BP Cholesterol        Na         K   Drug\n",
      "0                0   1   23   F    HIGH        HIGH  0.792535  0.031258  drugY\n",
      "1                1   2   47   M     LOW        HIGH  0.739309  0.056468  drugC\n",
      "2                2   3   47   M     LOW        HIGH  0.697269  0.068944  drugC\n",
      "3                3   4   28   F  NORMAL        HIGH  0.563682  0.072289  drugX\n",
      "4                4   5   61   F     LOW        HIGH  0.559294  0.030998  drugY\n",
      "5                5   6   22   F  NORMAL        HIGH       NaN  0.078647  drugX\n",
      "6                6   7   49   F  NORMAL        HIGH  0.789637  0.048518  drugY\n",
      "7                7   8   41   M     LOW        HIGH  0.766635  0.069461  drugC\n",
      "8                8   9   60   M  NORMAL        HIGH  0.777205  0.051230  drugY\n",
      "9                9  10   43   M     LOW      NORMAL  0.526102  0.027164  drugY\n"
     ]
    }
   ],
   "source": [
    "print(data.head(10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Get attribute types*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 200 entries, 0 to 199\n",
      "Data columns (total 9 columns):\n",
      "Instance_number    200 non-null int64\n",
      "ID                 200 non-null int64\n",
      "Age                200 non-null int64\n",
      "Sex                200 non-null category\n",
      "BP                 200 non-null category\n",
      "Cholesterol        200 non-null category\n",
      "Na                 194 non-null float64\n",
      "K                  196 non-null float64\n",
      "Drug               200 non-null category\n",
      "dtypes: category(4), float64(2), int64(3)\n",
      "memory usage: 9.2 KB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "print(data.info())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Convert wrong attribute types*\n",
    "\n",
    "| Pandas dtype  \t| Python type \t| NumPy type                                                     \t| Usage                             \t|\n",
    "|---------------\t|-------------\t|----------------------------------------------------------------\t|-----------------------------------\t|\n",
    "| object        \t| str         \t| string_, unicode_                                              \t| Text                              \t|\n",
    "| int64         \t| int         \t| int_, int8, int16, int32, int64, uint8, uint16, uint32, uint64 \t| Integer numbers                   \t|\n",
    "| float64       \t| float       \t| float_, float16, float32, float64                              \t| Floating point numbers            \t|\n",
    "| bool          \t| bool        \t| bool_                                                          \t| True/False values                 \t|\n",
    "| datetime64    \t| NA          \t| datetime64[ns]                                                 \t| Date and time values              \t|\n",
    "| timedelta[ns] \t| NA          \t| NA                                                             \t| Differences between two datetimes \t|\n",
    "| category      \t| NA          \t| NA                                                             \t| Finite list of text values        \t|"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 200 entries, 0 to 199\n",
      "Data columns (total 9 columns):\n",
      "Instance_number    200 non-null int64\n",
      "ID                 200 non-null int64\n",
      "Age                200 non-null int64\n",
      "Sex                200 non-null category\n",
      "BP                 200 non-null category\n",
      "Cholesterol        200 non-null category\n",
      "Na                 194 non-null float64\n",
      "K                  196 non-null float64\n",
      "Drug               200 non-null category\n",
      "dtypes: category(4), float64(2), int64(3)\n",
      "memory usage: 9.2 KB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "data['Sex'] = data['Sex'].astype('category')\n",
    "data['BP'] = data['BP'].astype('category')\n",
    "data['Cholesterol'] = data['Cholesterol'].astype('category')\n",
    "data['Drug'] = data['Drug'].astype('category')\n",
    "print(data.info())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Get general statistics*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        Instance_number          ID         Age  Sex    BP Cholesterol  \\\n",
      "count        200.000000  200.000000  200.000000  200   200         200   \n",
      "unique              NaN         NaN         NaN    2     3           2   \n",
      "top                 NaN         NaN         NaN    M  HIGH        HIGH   \n",
      "freq                NaN         NaN         NaN  104    77         103   \n",
      "mean          99.500000  100.500000   44.315000  NaN   NaN         NaN   \n",
      "std           57.879185   57.879185   16.544315  NaN   NaN         NaN   \n",
      "min            0.000000    1.000000   15.000000  NaN   NaN         NaN   \n",
      "25%           49.750000   50.750000   31.000000  NaN   NaN         NaN   \n",
      "50%           99.500000  100.500000   45.000000  NaN   NaN         NaN   \n",
      "75%          149.250000  150.250000   58.000000  NaN   NaN         NaN   \n",
      "max          199.000000  200.000000   74.000000  NaN   NaN         NaN   \n",
      "\n",
      "                Na           K   Drug  \n",
      "count   194.000000  196.000000    200  \n",
      "unique         NaN         NaN      5  \n",
      "top            NaN         NaN  drugY  \n",
      "freq           NaN         NaN     91  \n",
      "mean      0.697626    0.050090    NaN  \n",
      "std       0.120672    0.017780    NaN  \n",
      "min       0.500169    0.020022    NaN  \n",
      "25%       0.581946    0.034697    NaN  \n",
      "50%       0.724923    0.048797    NaN  \n",
      "75%       0.804168    0.066203    NaN  \n",
      "max       0.896056    0.079788    NaN  \n"
     ]
    }
   ],
   "source": [
    "print(data.describe(include='all'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Building histograms*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x936 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.hist(figsize=(13, 13))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Bar plots for categorical attributes*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "groups = dict(data.groupby('Sex').size())\n",
    "plt.bar(groups.keys(), groups.values(), align='center')\n",
    "plt.title('Sex')\n",
    "plt.show()\n",
    "\n",
    "groups = dict(data.groupby('BP').size())\n",
    "plt.bar(groups.keys(), groups.values(), align='center')\n",
    "plt.title('BP')\n",
    "plt.show()\n",
    "\n",
    "groups = dict(data.groupby('Cholesterol').size())\n",
    "plt.bar(groups.keys(), groups.values(), align='center')\n",
    "plt.title('Cholesterol')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JYynJnkk+n+SLSa5O8idd+6FJNiTZmOS8JHsMu1ZJo2neISvJbkmuSPLRbtoOStIo+B7wtKp6LPA44JgkRwJnAm+rqkcCtwGnDLFGSSNsECNZrwCu7Zu2g5K06FXPXd3k7t1PAU8DLuja1wOrh1CepCVgXiErycHAccC7uulgByVpRHQj8VcCW4GLga8Ct1fVfd0im4GVs6y3NslUkqnp6emFK1jSSJnvSNbbgd8HftBNH8BOdFBgJyVp+Krq/qp6HHAw8ETg0Tu53rqqmqyqyYmJiaY1Shpdcw5ZSZ4NbK2qy+ayvp2UpMWiqm4HLgWeBCxPsqybdTBw89AKkzTS5jOSdRTw3CSbgPfT2034DuygJI2AJBNJlnfP9wKeQe/40kuB53eLrQEuHE6FkkbdnENWVb2uqg6uqlXAicA/V9XJ2EFJGg0HAZcm+RLwBeDiqvoocBpwapKN9A6BOHuINUoaYct2vMguOw14f5I/B67ADkrSIlRVXwKOmKX9BnrHZ0nSvAwkZFXVp4BPdc/toCRJ0tjziu+SJEkNGLIkSZIaMGRJkiQ1YMiSJElqwJAlSZLUgCFLkiSpAUOWJElSA4YsSZKkBgxZkiRJDRiyJEmSGjBkSZIkNWDIkiRJasCQJUmS1IAhS5IkqQFDliRJUgOGLEmSpAYMWZIkSQ0YsiRJkhowZEmSJDVgyJIkSWrAkCVpLCU5JMmlSa5JcnWSV3Tt+ye5OMn13eN+w65V0mgyZEkaV/cBr66qw4EjgZckORw4Hbikqg4DLummJWmXGbIkjaWq2lJVl3fP7wSuBVYCxwPru8XWA6uHU6GkUWfIkjT2kqwCjgA2ACuqaks36xZgxSzLr00ylWRqenp6weqUNFoMWZLGWpJ9gQ8Cr6yqb/fPq6oCauY6VbWuqiaranJiYmKBKpU0agxZksZWkt3pBaxzqupDXfOtSQ7q5h8EbB1WfZJGmyFL0lhKEuBs4NqqemvfrIuANd3zNcCFC12bpKVh2bALkKQhOQr4LeCqJFd2ba8HzgDOT3IKcCNwwpDqkzTiDFmSxlJVfRrIdmYfvZC1SFqa3F0oSZLUgCFLkiSpAUOWJElSA4YsSZKkBgxZkiRJDRiyJEmSGjBkSZIkNTDnkJXkkCSXJrkmydVJXtG175/k4iTXd4/7Da5cSZKk0TCfkaz7gFdX1eHAkcBLkhwOnA5cUlWHAZd005IkSWNlziGrqrZU1eXd8zuBa4GVwPHA+m6x9cDq+RYpSZI0agZyTFaSVcARwAZgRVVt6WbdAqzYzjprk0wlmZqenh5EGZIkSYvGvENWkn2BDwKvrKpv98+rqgJqtvWqal1VTVbV5MTExHzLkCRJWlTmFbKS7E4vYJ1TVR/qmm9NclA3/yBg6/xKlCRJGj3zObswwNnAtVX11r5ZFwFruudrgAvnXp4kSdJoWjaPdY8Cfgu4KsmVXdvrgTOA85OcAtwInDC/EiVJkkbPnENWVX0ayHZmHz3X7UqSJC0FXvFdkiSpAUOWJElSA4YsSZKkBgxZkiRJDRiyJEmSGjBkSZIkNWDIkjSWkrw7ydYkX+5r2z/JxUmu7x73G2aNkkabIUvSuHoPcMyMttOBS6rqMOCSblqS5sSQJWksVdW/AN+a0Xw8sL57vh5YvaBFSVpSDFmS9CMrqmpL9/wWYMVsCyVZm2QqydT09PTCVSdppBiyJGkWVVVAbWfeuqqarKrJiYmJBa5M0qgwZEnSj9ya5CCA7nHrkOuRNMIMWZL0IxcBa7rna4ALh1iLpBFnyJI0lpKcC3wWeFSSzUlOAc4AnpHkeuDp3bQkzcmyYRcgScNQVSdtZ9bRC1qIpCXLkSxJkqQGDFmSJEkNGLIkSZIaMGRJkiQ1YMiSJElqwJAlSZLUgCFLkiSpAUOWJElSA4YsSZKkBgxZkiRJDRiyJEmSGjBkSZIkNWDIkiRJasCQJUmS1IAhS5IkqQFDliRJUgOGLEmSpAYMWZIkSQ0YsiRJkhowZEmSJDVgyJIkSWqgSchKckySryTZmOT0Fq8hSa3Yh0kahIGHrCS7Ae8EngUcDpyU5PBBv44ktWAfJmlQWoxkPRHYWFU3VNW9wPuB4xu8jiS1YB8maSCWNdjmSuCmvunNwC/PXCjJWmBtN3lXkq80qGUUHAh8Y9hFDELOHHYFI2mc//0f0aCMQdhhH7YE+q+hf+6WSH/h+zg4o/Ze7lT/1SJk7ZSqWgesG9brLxZJpqpqcth1aDj89x9No95/+bkbDN/HwVmq72WL3YU3A4f0TR/ctUnSKLAPkzQQLULWF4DDkhyaZA/gROCiBq8jSS3Yh0kaiIHvLqyq+5K8FPgksBvw7qq6etCvs4SM7C4HDYT//ovMmPRhfu4Gw/dxcJbke5mqGnYNkiRJS45XfJckSWrAkCVJktSAIWtIktyf5Mq+n1XDrkkLI0kl+Ye+6WVJppN8dJh1aXQluWvG9AuT/E33/I1JXtM379Qk1yW5KskXk7w1ye7dvE1JDuxb9qnj+Lmc+X72ta/t3rvrknw+yZO79uOT/GPfcq9LsrFv+jlJlszJE10f9pa+6dckeWPf9KzvUzfvU90tq76Y5AtJHtc3b1OSf53xWlcm+fKMtrcnuTnJg/rafviZX0wMWcNzT1U9ru9n07AL0oK5G3hMkr266WfgJQK0AJK8GPh14Miq+gXgl4CtwF4PuKJI8mzg94AnV9WjgRcD70vyMOAzwJF9iz8J+HaSn+6mf6VbZqn4HvC8/kC+zQ7ep21OrqrHAn8L/I8Zm3hwkkO6bf3cLNt/EPCf6F0w+FcH8cu0ZMiShuPjwHHd85OAc4dYi8bHHwD/tapuB6iqe6vqjKr69pDrGgWnAa+tqm8AVNXlwHrgJVU1TS9UPbJbdiXwQXrhiu7x3xa43pbuo3c24Ktmmbfd92mWZT9L773qdz7wgu75bH3jU4GrgbO6+YuaIWt49urbVfjhYRejBfd+4MQkewK/CGwYcj0abf39yZXAn85cIMlDgH2r6ms72Nalfdt5V4tiR9TPA5fNaJvq2qEXon4lyaOA64HPddPLgMfSu/7aUvJO4OQkD53RvqP3qd8xwD/OaPsg8Lzu+XOAj8yYvy14fRg4btuu7sVqaLfVUW934bCL0HBU1Ze64/BOojeqJc3Hj/UnSV4IPOAtSpI8EzgTWA78ZlVt2531a9tGIZI8FXjN7FvQDJ+hN2K1G70Rms8DfwwcAVxXVd8dYm0DV1XfTvJe4OXAPbu4+jndhX73BWb+HfwmcFuSE4Frge9sm9GtcyxwalXdmWQD8Exg0R436EiWNDwXAW/GXYVaAN0uwbuSHNpNf7ILZl8G9hhqcaPhGuAJM9qeQG/XFXQjWd3PZ6vqTmBPeru3ltLxWP3eDpwC7NPXtqP3CeBk4Gfp7Ub861m2ex69kbKZfeMz6X0puCrJJuDJLPJdhoYsaXjeDfxJVV017EI0Nv4SOCvJcoAkoRcEtGNvAs5McgBAd1bcC+kdvA29UZeH0/vDf0XXdiW9A7+X0vFYP1RV36J3DNUpfc07ep+2rVvAHwFHJnn0jE1/uNvOJ2e0nwT8TlWtqqpVwKHAM5LsPZBfqAF3F0pDUlWbgb8adh0aK2fRG3XYkOR7wF30AsAVD7jW+Nk7yea+6bdW1VuTrAQ+k6SAO4H/XFVboBcaut1XD62q73frfRZYy9IdyQJ4C/DSbRNVddEDvU/9quqe7lIQr6UvqHWjgGcC9L4HQBekjqEXWrctd3eST9M7dgvghUlW973EkV0/OzTeVkeSJKkBdxdKkiQ1YMiSJElqwJAlSZLUgCFLkiSpAUOWJElSA4YsSZKkBgxZkiRJDRiyJEmSGjBkSZIkNWDIkiRJasCQJUmS1IAhS5IkqQFDliRJUgOGLEmSpAYMWZIkSQ0YsiRJkhowZEmSJDVgyJIkSWrAkKVZJXljkn+Y47rvSfLng65pkJKsSlJJlg27FknS0mTIGnNJfjPJVJK7kmxJ8v8nefIiqGvOIU+SdlWSTUnuSXJnktuTfCbJi5P4d1Jz5odnjCU5FXg78N+BFcDPAH8LHD/MugbBESpJc/Ccqnow8AjgDOA04OzZFkyy20IWptFkyBpTSR4K/Cnwkqr6UFXdXVXfr6qPVNVru8X2SPLe7pvd1Ukm+9b/uSSf6r7xXZ3kuQ/wWs9OcmXft8Nf7Jt3WpKbu9f4SpKjkxwDvB54QTfC9sVtNSc5uxtxuznJn2/r6JK8MMm/JXlbkm8Cb0zyoCR/mOTGJFu73+Whg383JS0lVXVHVV0EvABYk+Qx3WEQZyX5eJK7gV/r+sDf2bZe1w99um/617t+7Y4kf5vkf/cvr6XPkDW+ngTsCXz4AZZ5LvB+YDlwEfA3AEl2Bz4C/BPw08DLgHOSPGrmBpIcAbwb+D3gAODvgIuS/FS3/EuBX+q+PT4T2FRVn6A3unZeVe1bVY/tNvce4D7gkcARwK8D/R3WLwM30BuV+wvghd3PrwE/C+y77XeQpB2pqs8Dm4H/2DX9Jr2+5cHAp7e3HkCSA4ELgNfR6/u+AvxKs2K1KBmyxtcBwDeq6r4HWObTVfXxqrof+P+AbWHnSHqB5Yyqureq/hn4KHDSLNtYC/xdVW2oqvuraj3wvW4b9wM/BRyeZPeq2lRVX52tkCQrgGOBV3ajbluBtwEn9i3271X111V1X1XdA5wMvLWqbqiqu+h1die6K1HSLvh3YP/u+YVV9W9V9YOq+u4O1jsWuLrbU3Af8FfALS0L1eJjyBpf3wQO3EHg6O8QvgPs2S3/cOCmqvpB3/wbgZWzbOMRwKu7XYW3J7kdOAR4eFVtBF4JvBHYmuT9SR6+nVoeAewObOnbzt/RG0nb5qYZ6zy8q6u/xmX0RrokaWesBL7VPZ/ZxzyQh/cvX1VFb1RMY8SQNb4+S29EafUc1v134JAZZ938DHDzLMveBPxFVS3v+9m7qs4FqKr3VdWT6YWoAs7s1qtZtvM94MC+7Tykqn6+b5mZ6/x7t93+Gu8Dbt35X1XSuEryS/RC1rZdgzP7mLuBvfumH9b3fAtwcN+20j+t8WDIGlNVdQfwx8A7k6xOsneS3ZM8K8mbdrD6BnojW7/frfNU4Dn0jt+a6X8BL07yy+nZJ8lxSR6c5FFJnpbkp4DvAvcA20bHbgVWbQtyVbWF3jFgb0nykO6g9v8nya8+QJ3nAq9KcmiSffnRcV4PtItU0pjr+phn0+vT/qGqrtrOolcCz+v6z0cCp/TN+xjwC13/ugx4CT8ewjQGDFljrKreApwK/CEwTW+06KXAP+5gvXvphapnAd+gd9mH366q62ZZdgr4XXoHnN8GbKR3MDr0jsc6o9vGLfR2/b2um/eB7vGbSS7vnv82sAdwTbetC4CDHqDUd9M7luxfgK/RC3Ive6DfTdJY+0iSO+n1hX8AvBV40QMs/zbgXnpfCtcD52ybUVXfAH4DeBO9wzMOB6bojchrTKS3m1iSJLXSjcpvBk6uqkuHXY8WhiNZkiQ1kOSZSZZ3h0S8HgjwuSGXpQVkyJIkqY0nAV+ld0jEc4DV3eVlNCbcXShJktSAI1mSJEkNLIorXx944IG1atWqYZchaQFddtll36iqiWHXMV/2X9L42dn+a1GErFWrVjE1NTXsMiQtoCQ37nipxc/+Sxo/O9t/ubtQkiSpAUOWJElSA4YsSZKkBgxZkiRJDRiyJEmSGjBkSZIkNWDIkiRJasCQJUmS1IAhS5IkqYFFccX3XbXq9I8NuwTNYtMZxw27BEnSIraY/363+BvmSJYkSVIDhixJkqQGDFmSJEkN7DBkJXl3kq1JvtzXtn+Si5Nc3z3u17UnyV8l2ZjkS0ke37J4SZKkxWpnRrLeAxwzo+104JKqOgy4pJsGeBZwWPezFjhrMGVKkiSNlh2GrKr6F+BbM5qPB9Z3z9cDq/va31s9nwOWJzloUMVKkiSNirkek7WiqrZ0z28BVnTPVwI39S23uWv7CUnWJplKMjU9PT3HMiRJkhaneR/4XlUF1BzWW1dVk1U1OTExMd8yJEmSFpW5hqxbt+0G7B63du03A4f0LXdw1yZJkjRW5hqyLgLWdM/XABf2tf92d5bhkcAdfbsVJUntQSuHAAATDElEQVSSxsYOb6uT5FzgqcCBSTYDbwDOAM5PcgpwI3BCt/jHgWOBjcB3gBc1qFmSJGnR22HIqqqTtjPr6FmWLeAl8y1KkiRp1HnFd0mSpAZ2OJIlLTaL+S7u46zFHewlaZQ5kiVJktSAIUuSJKkBQ5YkSVIDhixJkqQGDFmSJEkNGLIkSZIaMGRJkiQ1YMiSJElqwJAlSZLUgCFLkiSpAUOWJElSA4YsSWMryauSXJ3ky0nOTbJnkkOTbEiyMcl5SfYYdp2SRpMhS9JYSrISeDkwWVWPAXYDTgTOBN5WVY8EbgNOGV6VkkaZIUvSOFsG7JVkGbA3sAV4GnBBN389sHpItUkacYYsSWOpqm4G3gx8nV64ugO4DLi9qu7rFtsMrJy5bpK1SaaSTE1PTy9UyZJGjCFL0lhKsh9wPHAo8HBgH+CYnVm3qtZV1WRVTU5MTDSsUtIoM2RJGldPB75WVdNV9X3gQ8BRwPJu9yHAwcDNwypQ0mgzZEkaV18Hjkyyd5IARwPXAJcCz++WWQNcOKT6JI04Q5aksVRVG+gd4H45cBW9/nAdcBpwapKNwAHA2UMrUtJIW7bjRSRpaaqqNwBvmNF8A/DEIZQjaYlxJEuSJKkBQ5YkSVIDhixJkqQGDFmSJEkNGLIkSZIaMGRJkiQ1YMiSJElqwJAlSZLUgCFLkiSpAUOWJElSA4YsSZKkBgxZkiRJDRiyJEmSGjBkSZIkNWDIkiRJamBeISvJq5JcneTLSc5NsmeSQ5NsSLIxyXlJ9hhUsZIkSaNiziEryUrg5cBkVT0G2A04ETgTeFtVPRK4DThlEIVKkiSNkvnuLlwG7JVkGbA3sAV4GnBBN389sHqeryFJkjRy5hyyqupm4M3A1+mFqzuAy4Dbq+q+brHNwMrZ1k+yNslUkqnp6em5liFJkrQozWd34X7A8cChwMOBfYBjdnb9qlpXVZNVNTkxMTHXMiRJkhal+ewufDrwtaqarqrvAx8CjgKWd7sPAQ4Gbp5njZIkSSNnPiHr68CRSfZOEuBo4BrgUuD53TJrgAvnV6IkSdLomc8xWRvoHeB+OXBVt611wGnAqUk2AgcAZw+gTkmSpJGybMeLbF9VvQF4w4zmG4Anzme7kiRJo84rvkuSJDVgyJIkSWrAkCVJktSAIUuSJKkBQ5YkSVIDhixJkqQGDFmSJEkNGLIkSZIaMGRJkiQ1YMiSJElqwJAlSZLUgCFLkiSpAUOWJElSA4YsSZKkBgxZkiRJDRiyJEmSGjBkSZIkNWDIkiRJasCQJUmS1IAhS9LYSrI8yQVJrktybZInJdk/ycVJru8e9xt2nZJGkyFL0jh7B/CJqno08FjgWuB04JKqOgy4pJuWpF1myJI0lpI8FHgKcDZAVd1bVbcDxwPru8XWA6uHU6GkUWfIkjSuDgWmgb9PckWSdyXZB1hRVVu6ZW4BVsxcMcnaJFNJpqanpxewZEmjxJAlaVwtAx4PnFVVRwB3M2PXYFUVUDNXrKp1VTVZVZMTExMLUqyk0WPIkjSuNgObq2pDN30BvdB1a5KDALrHrUOqT9KIM2RJGktVdQtwU5JHdU1HA9cAFwFrurY1wIVDKE/SErBs2AVI0hC9DDgnyR7ADcCL6H35PD/JKcCNwAlDrE/SCDNkSRpbVXUlMDnLrKMXuhZJS4+7CyVJkhowZEmSJDVgyJIkSWrAkCVJktSAIUuSJKkBQ5YkSVIDhixJkqQGDFmSJEkNGLIkSZIamNcV35MsB94FPIbener/C/AV4DxgFbAJOKGqbptXlZIkiVWnf2zYJWzXpjOOG3YJi858R7LeAXyiqh4NPBa4FjgduKSqDgMu6aYlSZLGypxDVpKHAk8Bzgaoqnur6nbgeGB9t9h6YPV8i5QkSRo18xnJOhSYBv4+yRVJ3pVkH2BFVW3plrkFWDHbyknWJplKMjU9PT2PMiRJkhaf+YSsZcDjgbOq6gjgbmbsGqyqones1k+oqnVVNVlVkxMTE/MoQ5IkafGZT8jaDGyuqg3d9AX0QtetSQ4C6B63zq9ESZKk0TPnkFVVtwA3JXlU13Q0cA1wEbCma1sDXDivCiVJkkbQvC7hALwMOCfJHsANwIvoBbfzk5wC3AicMM/XkCRJGjnzCllVdSUwOcuso+ezXUmSpFHnFd8lSZIaMGRJkiQ1YMiSJElqwJAlSZLUgCFLkiSpAUOWJElSA4YsSZKkBgxZkiRJDRiyJEmSGjBkSZIkNWDIkiRJasCQJUmS1IAhS5IkqQFDliRJUgOGLEmSpAYMWZIkSQ0YsiRJkhowZEmSJDVgyJIkSWrAkCVJktSAIUuSJKkBQ5YkSVIDhixJkqQGDFmSJEkNGLIkja0kuyW5IslHu+lDk2xIsjHJeUn2GHaNkkaXIUvSOHsFcG3f9JnA26rqkcBtwClDqUrSkmDIkjSWkhwMHAe8q5sO8DTggm6R9cDq4VQnaSkwZEkaV28Hfh/4QTd9AHB7Vd3XTW8GVs62YpK1SaaSTE1PT7evVNJIMmRJGjtJng1srarL5rJ+Va2rqsmqmpyYmBhwdZKWimXDLkCShuAo4LlJjgX2BB4CvANYnmRZN5p1MHDzEGuUNOIcyZI0dqrqdVV1cFWtAk4E/rmqTgYuBZ7fLbYGuHBIJUpaAgxZkvQjpwGnJtlI7xits4dcj6QR5u5CSWOtqj4FfKp7fgPwxGHWI2npcCRLkiSpAUOWJElSA4YsSZKkBuYdsrz3lyRJ0k8axEiW9/6SJEmaYV4hy3t/SZIkzW6+I1ne+0uSJGkWcw5Z3vtLkiRp++ZzMVLv/SVJkrQdcx7J8t5fkiRJ29fiOlne+0uSJI29gdy70Ht/SZIk/Tiv+C5JktSAIUuSJKkBQ5YkSVIDhixJkqQGDFmSJEkNGLIkSZIaMGRJkiQ1YMiSJElqwJAlSZLUgCFLkiSpAUOWJElSA4YsSZKkBgxZkiRJDRiyJEmSGjBkSZIkNWDIkiRJasCQJUmS1IAhS5IkqQFDliRJUgOGLEmSpAYMWZIkSQ0YsiRJkhowZEmSJDVgyJIkSWrAkCVJktSAIUuSJKmBZcMuQJLGyarTPzbsEma16Yzjhl2CtOQ4kiVJktSAIUuSJKkBQ5YkSVIDhixJkqQGDFmSxlKSQ5JcmuSaJFcneUXXvn+Si5Nc3z3uN+xaJY0mQ5akcXUf8OqqOhw4EnhJksOB04FLquow4JJuWpJ2mSFL0liqqi1VdXn3/E7gWmAlcDywvltsPbB6OBVKGnWGLEljL8kq4AhgA7CiqrZ0s24BVsyy/NokU0mmpqenF6xOSaPFkCVprCXZF/gg8Mqq+nb/vKoqoGauU1XrqmqyqiYnJiYWqFJJo8aQJWlsJdmdXsA6p6o+1DXfmuSgbv5BwNZh1SdptM05ZHlmjqRRliTA2cC1VfXWvlkXAWu652uACxe6NklLw3xGsjwzR9IoOwr4LeBpSa7sfo4FzgCekeR64OndtCTtsjnfILo7MHRL9/zOJP1n5jy1W2w98CngtHlVKUkDVlWfBrKd2UcvZC2SlqaBHJO1q2fmdOt4do4kSVqy5h2y5nJmTjfPs3MkSdKSNa+Q5Zk5kiRJs5vP2YWemSNJkrQdcz7wnR+dmXNVkiu7ttfTOxPn/CSnADcCJ8yvREnSYrHq9I8Nu4RZbTrjuJ1abtTr12iZz9mFnpkjSZK0HV7xXZIkqQFDliRJUgOGLEmSpAYMWZIkSQ0YsiRJkhowZEmSJDVgyJIkSWrAkCVJktSAIUuSJKkBQ5YkSVIDhixJkqQGDFmSJEkNGLIkSZIaMGRJkiQ1YMiSJElqwJAlSZLUgCFLkiSpAUOWJElSA4YsSZKkBgxZkiRJDRiyJEmSGjBkSZIkNWDIkiRJasCQJUmS1IAhS5IkqQFDliRJUgOGLEmSpAYMWZIkSQ0YsiRJkhowZEmSJDVgyJIkSWrAkCVJktSAIUuSJKkBQ5YkSVIDhixJkqQGDFmSJEkNGLIkSZIaaBKykhyT5CtJNiY5vcVrSFIr9mGSBmHgISvJbsA7gWcBhwMnJTl80K8jSS3Yh0kalBYjWU8ENlbVDVV1L/B+4PgGryNJLdiHSRqIZQ22uRK4qW96M/DLMxdKshZY203eleQrDWoZBQcC3xh2EYOQM4ddwUga53//RzQoYxB22Ictov5rYJ+fIf3/tf7OqNcPQ/kdhln/TvVfLULWTqmqdcC6Yb3+YpFkqqomh12HhsN//9G0WPqvUf/8WP9wWX97LXYX3gwc0jd9cNcmSaPAPkzSQLQIWV8ADktyaJI9gBOBixq8jiS1YB8maSAGvruwqu5L8lLgk8BuwLur6upBv84SMvRdDhoq//0XmRHrw0b982P9w2X9jaWqhl2DJEnSkuMV3yVJkhowZEmSJDVgyBqwJHfNmH5hkr/pnr8xyWv65p2a5LokVyX5YpK3Jtm9m7cpyYF9yz41yUcX6vfQT0pSSd7SN/2aJG/sm17b/Xtel+TzSZ7cN+9T3W1avpjkC0ke1zdvU5J/nfFaVyb58oy2tye5OcmD+tp++PnS0jGzrxjA9g5M8v0kLx7UNnfwegOrv+//zpVJru2uUdbUgOvfPckZSa5PcnmSzyZ51iC2/QCvOZD6k+yW5LIkT+lr+6ckvzHfbe/gdQdV/18kP7r6VZJHJLkhyfL5bntnGbKGpOvsfh04sqp+AfglYCuw11AL0wP5HvC8/vC7TZJnA78HPLmqHg28GHhfkof1LXZyVT0W+Fvgf8zYxIOTHNJt6+dm2f6DgP9E7yKZvzqIX0ajJcl8TlT6DeBzwEkDKmeXzbP+k6vqccBRwJndWZ8Lah71/xlwEPCYqno8sBp48MAK20lzqb+q7gf+G/A3XVg8CfhBVX1g4AXuwBzf/z8HVvf1qe8A/qiqbh9cZQ/MkDU8fwD8123/2FV1b1WdUVXfHnJd2r776J3N8qpZ5p0GvLaqvgFQVZcD64GXzLLsZ+ldVbzf+cALuucnAefOmP9U4GrgLIb4h1LtJPmDJP8nyaeBR3Vtn+pGMKeAVyR5T5Ln961zV/f4oCR/242iXpzk4/3L0fvMvBpYmeTgEax/m32Bu4H7R6H+JHsDvwu8rKq+B1BVt1bV+aNQf1fvBnp91huB/w68dNC1t6q/qu6h11+/M8mxwIOr6pwW9W+PIWvw9uqGta9MciXwpzMXSPIQYN+q+toOtnVp33be1aJY7bJ3AicneeiM9p8HLpvRNtW1z3QM8I8z2j4IPK97/hzgIzPmbwteHwaOS7dbWUtDkifQux7X44Bj6Y1sb7NHVU1W1VtmXbnnecAqeje0/i3gSX3bPgQ4qKo+z4+H+YFpWX/nnCRfAr4C/Fk3wjIwDet/JPD11l+eF+D9fx3wSuB9VbVxUHVv07L+qvo4cBu9L73/bbCV75gha/DuqarHbfsB/nhHKyR5ZhemNiX5lb5Zv9a3nd9pVrF2WtdZvhd4+RxWPyfJ1+iNYr5zxrxvArclORG4FvjOthndrpFjgX/sXn8D8Mw5vL4Wr/8IfLiqvtP9G/df/PS8nVj/ycAHquoHVXULcGnfvBfQC1fQu9l1i5HQlvVDb3fhLwI/A7wmyaDve9m6/tZa1/8U4A7gMQOp9ie1rv+dwBeqasHvMWrIGoLuQ3RXkkO76U92QerLwIIfa6Bd9nbgFGCfvrZrgCfMWO4J9HbxbXMy8LP0vlH99SzbPY9eZzBzV+EzgeXAVUk20etQ3GU4Pu7ue34fXb/dHae3M/3FScALu8/ORcAvJjls0EU+gPnW/0NVNQ1czowbdjc2n/o3Aj/T7b0Ylnm9/0n2Ad4EPA346W6320IaxOfnB93PgjNkDc9fAmelO8shSYA9h1uSdkZVfYveyMApfc1vondA7gEA6Z09+EJ6B7n3r1vAHwFHJnn0jE1/uNvOJ2e0nwT8TlWtqqpVwKHAM7rjPbQ0/Au9A3T3SvJgeruMZ7OJH4X55wLbdhv/G/D/dsemrKB3DB9J/gO9QxNW9n1+/pLBh/Qm9c/UfeaPAL46oLq3aVJ/VX0HOBt4RzciTZKJDP7svJbv/x8D51fVdfR2t70tyaD/Vi3I52cYBn5bHe20s+iNhGxI8j3gLnoflCuGWpV21lvoOwC0qi5KshL4TJIC7gT+c1VtmbliVd2T3qUgXktfUKuqO4EzAXqZ+4d/VI6hd7bituXu7g4O3dYRvTDJ6r6XOLKqNg/kt9SCqKrLk5wHfJHeWcZf2M6i/wu4MMkXgU/wo2/5HwSOpjeiehO90Z476IWpD8/YxgfpjZr+xPGii7D+bc5Jcg/wU8B7qmrm8Y+Luf4/pHeW2zVJvtuts8PDSBZD/Ul+nt5ZzY/tXueKJJ+kd6LPnyz2+gdV33x4Wx1JWgKS7FtVd3WjqZ8HjuqOTxkJ1j9c1t+GI1mStDR8tDv8YA96Z+AN/Q/MLrL+4bL+BhzJkiRJasAD3yVJkhowZEmSJDVgyJIkSWrAkCVJktSAIUuSJKmB/wtlKBg4cyzc1wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# subplot(nrow, ncols)\n",
    "plt.subplots(2, 2, figsize=(10, 10))\n",
    "\n",
    "# subplot(nrow, ncols, index)\n",
    "plt.subplot(2, 2, 1)\n",
    "groups = dict(data.groupby('Sex').size())\n",
    "plt.bar(groups.keys(), groups.values(), align='center')\n",
    "plt.title('Sex')\n",
    "\n",
    "plt.subplot(2, 2, 2)\n",
    "groups = dict(data.groupby('BP').size())\n",
    "plt.bar(groups.keys(), groups.values(), align='center')\n",
    "plt.title('BP')\n",
    "\n",
    "plt.subplot(2, 2, 3)\n",
    "groups = dict(data.groupby('Cholesterol').size())\n",
    "plt.bar(groups.keys(), groups.values(), align='center')\n",
    "plt.title('Cholesterol')\n",
    "\n",
    "plt.subplot(2, 2, 4)\n",
    "class_values = dict(data.groupby('Drug').size())\n",
    "plt.bar(class_values.keys(), class_values.values(), align='center')\n",
    "plt.title('Drug')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Class distribution*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = 0\n",
    "colors = ['red', 'green', 'orange', 'blue', 'purple']\n",
    "class_map = dict()\n",
    "color_map = dict()\n",
    "\n",
    "\n",
    "for class_value in class_values:\n",
    "    color_map[class_value] = colors[i]\n",
    "    class_map[class_value] = i\n",
    "    i += 1\n",
    "\n",
    "plt.bar(class_values.keys(), class_values.values(), align='center', color=color_map.values())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Color  bar plots and histograms according to the class colors*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "def colored_bar(data, class_map, color_map, attr_name, class_name):\n",
    "    width = 0.3\n",
    "    n_cols = len(data[attr_name].unique())\n",
    "    p = []\n",
    "\n",
    "    for gr in data.groupby(attr_name):\n",
    "        y_offset = np.zeros(n_cols)\n",
    "        attr_val = gr[0]\n",
    "        class_vals = dict(gr[1].groupby(class_name).size())\n",
    "\n",
    "        for class_val in class_vals:\n",
    "            p.append(plt.bar(attr_val, class_vals[class_val], width,\n",
    "                             color=color_map[class_val], bottom=y_offset, align='center'))\n",
    "            y_offset = y_offset + class_vals[class_val]\n",
    "\n",
    "    plt.title(attr_name)\n",
    "    plt.ylabel('#count')\n",
    "    plt.legend(p, class_map.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(1, 3, figsize=(15, 6))\n",
    "\n",
    "plt.subplot(1, 3, 1)\n",
    "colored_bar(data, class_map, color_map, 'Sex', 'Drug')\n",
    "\n",
    "plt.subplot(1, 3, 2)\n",
    "colored_bar(data, class_map, color_map, 'BP', 'Drug')\n",
    "\n",
    "plt.subplot(1, 3, 3)\n",
    "colored_bar(data, class_map, color_map, 'Cholesterol', 'Drug')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "def colored_hist(data, class_map, color_map, attr_name, class_name, n_bins=10):\n",
    "    plot_data = []\n",
    "    \n",
    "    for class_val in class_map:\n",
    "        plot_data.append(data[data[class_name] == class_val][attr_name].values)\n",
    "\n",
    "    plt.hist(plot_data, n_bins, histtype='bar', stacked=True, color=color_map.values())\n",
    "\n",
    "    plt.title(attr_name)\n",
    "    plt.ylabel('#count')\n",
    "    plt.legend(class_map.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(1, 3, figsize=(15, 6))\n",
    "\n",
    "plt.subplot(1, 3, 1)\n",
    "colored_hist(data, class_map, color_map, 'Instance_number', 'Drug', n_bins=10)\n",
    "\n",
    "plt.subplot(1, 3, 2)\n",
    "colored_hist(data, class_map, color_map, 'ID', 'Drug', n_bins=10)\n",
    "\n",
    "plt.subplot(1, 3, 3)\n",
    "colored_hist(data, class_map, color_map, 'Age', 'Drug', n_bins=10)\n",
    "\n",
    "plt.show()\n",
    "\n",
    "plt.subplots(1, 2, figsize=(15, 6))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "colored_hist(data, class_map, color_map, 'Na', 'Drug', n_bins=10)\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "colored_hist(data, class_map, color_map, 'K', 'Drug', n_bins=10)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 6))\n",
    "colored_hist(data, class_map, color_map, 'K', 'Drug', n_bins=10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# box and whisker plots (numerical attributes)*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.plot(kind='box', subplots=True, sharex=False, sharey=False, figsize=(15, 5))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "No outliers..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Scatter plot matrix (numerical attributes)*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 25 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.plotting.scatter_matrix(data, figsize=(10, 10))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "def colored_scatter(data, attr_name_x, attr_name_y, colors):\n",
    "    plt.scatter(data[attr_name_x], data[attr_name_y], color=colors, s=60, marker='x')\n",
    "    plt.xlabel(attr_name_x)\n",
    "    plt.ylabel(attr_name_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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7LMuydGj4IVpttloglizL0rlPz5EEEvL/Tftz4FS72/zL+ydvo/ty6wO+u82/+G54edyNv0tWa62o766+ArF8nvGcOv7ZkRpvaExR6VE6rnntRBTKGlLakyztWRoUaR6R92ilWKqIJN36gIiVU0ZBBv3f3v9TiKWqSC6/srxMESrMKqR9b+1TiKWqSF5adknr4lXakyztWb5MYlnakyztWZbH5cjLArFUFcmAuAD9PEAtRBTKGnDnjubAjapY6iIJapVQFUv3NgKR5OHF0nSVKbXa3KpCkeThxXKV6Sra0nqLzkSSZVlyneaq5kmqiqX/hlqSxaGG7NxJGj1JXixHjeKmJ5YHL5aNNzSmhusbiiJZCUShrAF5eURLl2oO3AQHE/3wQ8UfWr0gzeME0gWUuLstXbmsXqn0/HSCBAQJqOeOnmpil5ucS5GXItXOK8gsUHSDt3XaprOW3eNTjylwj3rghpWzdPn7y5QUov/oWXAw0f37mvedOlVx6646REYSffWV5sCNiwuRs3PlrrMvaJ/i730+4rx2K1lJinKK6PFpzR5j/N14g/xNy6KyQilmD9JAvXrArl1Aixbq+/r04ZYbNTH0O0cEhK5TbC47sh527xE8PZWHsMTCwelHxXZkeiQ8wj0El/H6wQtH3zuKsDNhKpcmnHY8rdjOislC2Kkw6IIeU3vg9Q9eVytnTBiM2TgGLXpr+CPoECJuGdlRo4AHD4T7/v6bGxS+aZP279u5M7eejZmG6fLz5gEODhVfIzozGuv8lZ+JH7x+UMyg0ifXf7uOY1OPIWiPMBtTwr0EOI92xplFZ7hWWi3C0F93kepABDz8GQhdD3T+AJiVi+3fuaN/u7uYPl0OT09OJCf98wnOJ/2D5uHLEfm/DAxsNRAzT8zEmbAzikuN2zoOrV5vhRP2JxB2JgxEhGPTjiH8TDjqNauHzyM/R+s3WuPk7JN47P7YgA+tHxgGOH4csLYWiuXff3NLzE6cCKxYYdg6aiI6MxojnEYgvSAdAf8LwGWHy3iS/gQjnUbqXSzf+fkddLXrCs+PPBViyYukeX1z2B+zr31TXivT7DT0S0yKUYpSgRsiIpLmUfrpqTSoUwCZmUupz3IucNN87nJKTua6zaoBnjNhZxSXK8gsoL2D99Iq01W0q98ubohOs02Uk5hDRKUCPO7qQ4fqIpGRRG3bEjVtytkwANHEiUSFhYaumTrRmdEaAzelAzz6RFogJRc7LkjnudSTNtpupD/a/WF0yUAgdr3rHqGhJb9Y2HAtyf/7G2BMIJUCEVH1YPOeCy5v/R0yqSlC7tgA/ssRum09mjfn/ns3sWqCSw6XMKT9EDS0UKb4smpsBYdLDiA5IflhMgBgachSNGjZAABg2cgSDhcd0OHdDrBsaKnXZzYUnTtzU1bT0oDdu4H27YGTJwHLMh4/NSwVrEzzHMPk0GTdVRSAlZkVWjdsjSsLruCNNsp55WM6j4HHHA80r98cFqYWOq1DacyszDDLbRYatGqAwN2BKEgvwCK/RbU2GYgolLUELy+gb1/gzz8B9FwG/N8/CpGcMwd46y0gNbMe7lgeA8AA3usB7/W4fVvYxWli1QQ+C33UkhEkBCUItuNuxQm2LRtZYsGVBeg0upMuHs8ouXJF+Xt6OhBWhk2bk5CDfYP34dTCU2pi6b/BH3/3+xvR16J1Vs8W9VvAf7G/QCR5xnQeA68FXmhk2Uhn9y+LlMcpKMpWZo+J8ooq52jjRhTKWsK77wIzZgBff10ilgyjEEl3d2DlSuDuXWDKVAb9+gFPnjAYNIjB9OkQBHgAqPlDz3ye4ejEo2jRpwU+f/I52gxuo/AsyzuvLqPqST56BDRpojnAA3AJeIeuGIqQf0MEYum/wR8+K3zQZ04ftBvSTqf1Le9vY4i/G+9JWtta45NHn6h5lrWOyvTPDf0SPUqO4mIie3vOL9u0iWj6dO73bduILl0isrIi6tePKKXEjkpPJxo0iMjcnOjsWc3XjPKOorXWa2lXn12Um8SNe+E9y9Vmq8sc5lGX2b1b3ZNU9SzLGjrk/5s/SSChk3NP0tU1V0kCCbnNcyO5zBjGkumP+Lvxap6kqmdpTPP4IXqUxklRjuZElsV5xWDl5efRMjcHjh4FpkwBvv+ea0lu2wZ88QVw9Sq3PKm3N9CsGXe8jQ1w+TLQ57Uc+PhovmaETwRsO9tiofdC1G9RH4DSs2z1eis8835W7WetLRAp0+YRce/ZxImcJymVcunNeM+yXj3gzh3N1xn6w1CM+m0UQv4Nge8vvug9uzemHp760i0zHH8nHhYNLASeJO9ZdrXriqeXnwqGB5X1nahon16pjJoa+lVXWpTXN16n7V22U1acMNNBUU4RHRh2gE4vVk9iUZriYqLJk0kxF3jrVq6cZYlyctSPv/PiDtn+1pQ8wtSblBJfCXXd1pVeJL3QeK+i3CJi5XV/CuHPPwtnYRUVcS3JjAyuRf7558pjNb3Hqlxbf00xUP/ErBMkl75crUmeopwijeXSQqkgGUhuci5t77Kd/Fb5qR0b5hFGG5tupBd3NH8+tQHEFqXx0X5Ye+Qm5cJpuBOyX2QDAIpzi+Fi54LY/2LReVzncs/nPUkPD2DzZsDeXulZMgzQoIH6OZ1tOqOTbUfMOD4dnhFKs3KV3ypIrkrwdvu30bKZxiTzsKhvAcak7vuSI0ZwiXNHjuSSNltYAAUFwJgxnCc5ZozyWE3vMQ/vSfad1xcj141E6PFQjQGelwGLBpqj7GaWZjA1V65wZm1rjXZvt4PfSj9cXX1VUR5+NhzHZxyHTUcb2HZRX2BM71RGTQ39qistSiKimP9iaH3D9bS9y3ZKCUuhA8MO0CrTVRpzE6pSXCz0JPky3rPkW5aaSM9Pp0F7BpH5anM6G36WJL4SggTkeMqRZHIjWb/UwHh7K+f3h4crvV0Pj8qdz7ckVT1JVc/yZW1ZVga5TE6nFp4iCSTkt8qPwjzCaLX5atozaA8VZBTo9N4wpsXFakpdW1ws9mYsDgw5oFgEY4brDPSZ3afcc7y8gLFjudbjF18oy6VSboqbjw8QHq70J0uTUZCBsUfGIjCeex8d+zti/+T9MDXR/fqlRFyLt6r79I2PDxfZ5vHwACZNqvi8nIQc7OyxE90mdlPzJK9vvA6fFT5w9HNEh2EdKlUPIiozUl3evtoMK2dxZvEZPHR+CABoPag1FlxZAKsmVjp9ZmNbXExEhZZ9W8LETPnWtx/avsJzRo/mBpyriiSgDPDculW2SAKAjbUNhrYbqtie1mOaXkQyKAh4+20gIUF935YtwJIlxrMWzGuvCbcHD67ceQ1bNcQHdz7QGLgZ+sNQLA1ZWmmRZGUs3Oe5485u9YhRVkwW9r+1H0nBSZWrWC3i2ppryE/LV2y3f6c9rJpYoSinCM5jnPHkvIaV/vSIKJR6hvckiSUM/mowLBpaCDzL8ujZU3O5uTnQtWv5567yW4U/b/+JKd2nYOAr3JxvVc9SVxQWcouxDR8uFMstW4Bly4DcXOMQysxMzos0N+d8X2trpWdZGZp2a1pmdLt5z8ovjkcsoTivGOc/OS8Qy6yYLBwafgipYamQF8krfb3aABEh8UEiIs9Hol7zeug2qRtu/XEL3j95w2WCC577PYc0X2rQOopCqUdUAzfTXaZj/NbxcLjkoBbg0TZ84MaxvyPcZrnBe6E3+r/SH9OPTde5WA4ZAly4AMTHK8WSF8mZM7nWsKaMOfqEF8kHDwA3N+CPP7hB+qoBHn1hamGKWSdnodukbgqx5EWyIL0AC70WovWg1vqrkB6I8IxAhGcE6resj/yUfDRu3xh95vTB9fXXEXszFvau9uhl38ugdRQ9Sj1y/rPzCPw7ENNdpgs8ydibsTgy7gjaDm6LBVcWaPWeXlFeGOM8Rs2T5D3LRymP8OzLZ2hRX7fpzK5fByZM4FqQgPGIJAAsWsTVxc1N6En6+HDjKceNA06d0m+d5MVyHLc/joiz3FLAlo0t66RI5iblYlvHbWjRuwUcLjvAf50/bm65ye1kABCwwGsBOo3SzdTZynqUolBWkTu776BBywboOV3YD5YVyXDp60sYunwoGrdvrPHcwsxCxN6MRdcJ6v3kuNtxqN+iPmw6ajdpABHhxKMTmNFzhponmVGQgdsvbmN8l/FavWdZTJ+uFJyYGKCdbmf1VZqUFK41OXq0+r5r17jB5m3a6L9e6ZHp+KvrXwCAAe8PwJT9U/RfCT3w5MITtHurncKT/K3RbwCABq0aYNzWceg9q7cYzKlNsDIWD50fquVmlBXJcML+BAJ3B+L51edlnm/VxEqjSAJA28FttS6SADfPd1bvWRoDNzbWNnoTyS1bOJFs3RqwsuJESVOAxxA0b65ZJAHgnXcMI5JZMVlwHusMM2szNGzdEPcP3NcY4KkLdJ3QVSGSLhNcwJgyaNyhMXITchFzPcbQ1QMgCmWVMDEzgcNFB7QepExky4tkhGcE7HbZof+C/oauptGh6klGR3NZeVQ9SxEhqp7k4muL8eWzLwWeZV2EF8m4W3Gwd7XHl8++xFvfvoU7O+7gwhcXYOier9j1rgZF2UU4Mu6IIBWZ3S47vLFUPc3Vy46zM7BwobonyXuW7doB9+9zs2FEAGm+FLv77kZ+Wr7Ak1T1LGeenIleMwwb3NAmRIQjY4/gme8zQeCGiHDluyu4ueUmhq8ajnd/fVfr965s19vgs24q8zLGmTm5ybmKOb2Hxxw2dHWIiEhWJKOAnQEa52enRqRSmEeY3uuUns7Npda0aJa/P9HhUm9d+NlwSg1PVTuWlbMUsCuApIUaLlTHCNobpHF+s6xIRl4rvKgwywjTrNeQyMuRFHoiVK2cZVm6tv4aZTzL0Ml9Ic7M0R2q3W2A65LbH7NXC/Dom+CjwXCf746BSwZi0p5JinnaaU/S4DTCCcQSvoj8Aub1zA1az7KQFki54AUBjr6OaNqtKQBubKHnUk/c3XMXUw9PFe0NEa0hBnN0RGlPcnnWcoFnaUj6zO2DYT8Pw73993D2w7MglhQiKS+Sw+Gig9GKJACYW5vD4aID5FI5nEY4IS0iTSCSQ1cMRT+HfoaupshLiNiirAKsjMWxaccUIsl7krxnGR8Yj5knZ6LHlB4GqyMRwfdXX/iv9UeHdzsgLSINrJTFQu+FaNlPc5YgYyM5JBlOI51gYmqCZj2b4bnvcwxdMRQj146sk/OcRQzHS9+ilBfL8SLghcZ9GVEZyEnIqfI1GVMGLQe0VAvcWDayhMMlB3S16wrbzoZNCcUwDEasHoHes3sj+mo0chNyscBrQa0RSQBo0acFFnovRG5iLp77Pkcv+14GFcmkh0llJpCNuaGf4StRUcIRAnfvAvklU6Nv3gTkKrMab9zQS5VeKuqsUPqu9MXBYQfx5IJwMn1GVAYODT+EE/YnqjzkgGEYjFwzUmN027KRJeacmYMWfXQ7w6UypEemC8afBfwVAGKNv+fAQywhYEeAYjv2v1ikP0k3SF2KsovgNNIJR+2OqonljU03cHDoQTxye6TTOsjl3IwhfjhVWhqXQ3PKFODwYWDoUG7aJQBIJNz2xYs6rdJLR50VyiHfD0GLPi1wbOoxhVjyIinNk8Jul12d7MapepIfP/hYzbM0dkp7kkuDlwo8S31j2cgSE/+eiNibsQKxvLHpBrx+8EKfuX10brWYmgJ79ijHnhYXAzt2cMt+ODpyK3B+8gknkqtWAe+/z6XkE9EedVYorW2sscBrgUIsA3YGKERyoc9CvNL/FUNXUeuoiiTvSY5YPaLWiGVpkRy5diRa9GkBRx9Hg4plL/tesHe1V4il76++CpGcdniaIGWerhgyhGsl8mKZpvI2WFhwAsmL5N69gEmd/WYbhjr9dvJiaV7fHBc+u4Ds2GzMPDlTo0jKimQozCw0QC21R15SHkzNTQWBG96zHPbzMKREZiIlUabx3ORkICk3uUw7Ijmv6il0ZKwMafmahS0lLwUsCfOryYvlyHiaoRa44cXS1MIUuYm5Va6HNuDFMuZ6DK6tuYZuk7rpVCTlrByp+amCMl4sIyK4VHBdu3Ki6OsL/P47MHeuKJK6os6/pYUZhWClyi/k0feOIvZlqHBgAAAgAElEQVS/WMExsiIZjk8/jiPjjtTq9U3aD22Pz8I/Uwvc8GLp3coBY+3MkSr8/iEqChj4Tjw6b+6P5V7L1cTy4L2D6LStE+68qNr0uY89P8awg8OQmJsoKI/JisGb+9/Et5e+FZSbWZlh/vn5GgM3Lfq0wGfhn6HDO5VLgKsLMqIyFL/np+RDWqC7HImfnPsEQw8MRUKOcI7nA5UWdV4e8FhlRFpSEpf/U0T76FQoGYZpwjDMSYZhwhiGecwwzFsMw9gyDHOFYZgnJT+1nwmiBN6TNLUwhaOvI1r0aQFZgQyHRx9WiCUvkk/OP8HAJQP10o3SJaYWmrOWMwyDRYtNEB7OJYDgxTIqiuvKFaS8AruO07Dpv00CsTx47yCWeCzB2+3eRp8W5S9XUZoF/RYgOisaI51GKsQyJisGI5xGIDU/FXP7ztVY/7K847KeTR+oepIzXGfgxZ0XGgM82sKhnwPisuMwwmmEQix3HUzDp0uawPTV6/jzyGMkJ3NBnDlzgEOHuJbllCnKaLiIFqnM9J3qvgA4Afhfye8WAJoA2ARgeUnZcgAbK7pOdaYwpj9Npz/a/UEbbTdSwv0EIiLKT8+nXX12kQQSWmu9lp75PjPKRdl1yaVLRFZWRP37EwUEELVrR2RrS3TvHpGcldNSz6UECej7y9/TgbsHiJEwNObwGMovzq/W/fye+VG9dfWo546eFBAXQJ22daJGGxrR7bjbWn4y3XF943W1RcJCT4TSKtNVdGDoASrM1s2UwmvPr1H9dfWp+1/dad2uSAIjI9NX/ckn/DatXMktKmdmRtS1K1F8PDcdlGGIRo8mysvTSZXqHKjkFEZdimRjAM9QMqhdpTwcQKuS31sBCK/oWtURyqtrrwpEkocXy7VWaxVztV8WkeS5dIkU64IDnEjyqIolJKiRSPL4PfNTXA8S0O242+Wu/mhMK0MWZhXS1g5bNa6kGHoilNZYrKGIcxE6u/+159cIv5oQ2twidPAjn/DblJpK1Lo10fvvE127RtSgAdGuXdzxhw8TWVgQ+fhouFh576uO3nNZOZctb5++qKxQ6rKf2RFACoCDDMPcYxhmH8Mw9QG0JCLeeEkEoHEkNMMwHzIME8gwTGBKSkqVbz5sxTB8/OBjtcCNtY01HK44KOYRAzCKsY/6pEsX4XbbtsrfTRgTDGqtnKjQo1kPWJlZ1eh+HW06CrZzinLQa1cv3E+8r3bsjoAdGHV4FPKK82p0T21h2cgSS24u0Ri46WXfC188/QJd7SpYsKgGdLTpCJiwgMN4YL4derRqh6ZNgTt3uMDNsGGcT7l0KXf8ggXA06fcOEsBWY+Ac72ANA0+c+RewOsdQKrdpUgKCrgMUZs3q+8LDQV69waMYMJdpdClUJoBeA3AbiIaCCAPXFdbQYmiawyzEtEeIhpERIOaN6/84kw8DMOgUdtGauWyIhnOLjmLpIdJeHflu7Dtaosj44+oBXjqKrwnaWsLbNqkTKLLe5YH7x3E/zz+h9GdRmPRgEX4K+AvjQGeysJ7ko0sG2HT6E2oZ14PH3l+hNziXIw6PEogljsCduDzC5/DxtoG5qbGMye9YauGZXrXmj5j2iIuOw7DDw1HQ4uG2DRpBerXZxSeZevWyui26j86TdsAALMGACsFfMYIxTJyLxDwIWDRBDDRbq47c3Puc/bdd0KxDA3l1iLKzgYa6e7t0y6VaXZW5wXgFQDPVbaHATgHPXW9NSEtlKp5kllxWbS963Za33A9xdyI0cp9jJWnT4WeJJHQs9x2TehJlvYsWVY9fVt5RGdGq3mSvGfZeVtnar2lNdlutKV7Cffor9t/ESSgqa5TqUhWpO1Hr3XEZsVS522dqeH6hnQz9iYRCT3L+Oz4ql80N5rodEei442JUgOInuwhcgGRrx2RrEDLT8AhlRLNns1ZPL//ThQSQtSiBVGrVkTh4Tq5ZZWAoT1Krg7wB9C95HcJgN9LXqrBnE0VXUdbQnnzz5saPUleLLd32a7mQ9Ulxo8XiiTPpUtEls3iyHSlpZonqSqW155fq9L9prlO0xi44cVymus0avdHO4V3KYqkEvvj9gKR5OHFcr7b/OpdmBdLF+hcJHlUxRIwHpEkMh6hHAAgEMBDAKcB2ABoCsAbwBMAXgBsK7qOtoRSLpNTlHeUxn1ZcVmUHJqslfvUlGcZz8j+uD1lFKgnKz0ZepKWX1muaN2xLEveP3tTsGuw2rEFmQV03P44pT9NJyKixESiBw803/O//4guh/lrDNzIWTldeXqlys+RmpdKQfFBGvfdjrtNmQWZ9PXFrxVCGRAXUO71cpNz6diMY5T9IlttX5R3FJ39+CzJZXXjH11afhoFvtAcZAyIC9D42ag0939WCmWSv2CXrFhGpxedprjbcWqnpT9Np+P2x6kgs+rC+uCBUig/+EDzMQn3EsjdwZ2kBerJmW9tv0W3tt+q8n0rorJCqdNBg0R0nzifsR8RTSWiDCJKI6JRRNSViEYTkd6yHZiYmqDjyI4a9zVq0wjNe1XdC9UF4anhOBN2BmOcxyCzMFNR7vbIDbNPzsa1mGsoknPj9+TFckRfjYb7PHeEHAtRHFuYVYgj444g7HQYUh5zwbCWLYF+ZaRzfOstYEz3obA2t1bbZ8KYYHSnMlbfKoem9ZritVavadz3f23+D84PnbH11lb0a9kPrzR4BeNdxmsM8PBkRGXg6aWncBrhhJx4ZfanZz7PcHTiUcT4x6AoWzfjGvWNrbUtXm/9usZ9b7R5A02smlTvwpF7gdC1QOM+gHVr4OpEgWdZkFaA6GvRcB7jLMi+lRGVAacRTnjm8wzZsVUL+oSGcuumt2gBDBzIBaE0BXgS7yfi4ZGHOD7jOGSFyhlkt/+6jYtfXMRz3+fV9sprTGXU1NAvY1wKQtecDT9L5qvNadCeQZRRkEEnQ0+S6SpTenv/25RdKGxRFeUU0YFhB2iVySoKdg2mgswC2jt4L602W02PTz020BOUT2lP8mn6U2r3RzuFZ1kW0f7RtL7Bevqr21+U/SKboryjaK31WtrZeyflJuXq8QlqIaU9ydKeZQmZMZm0rdM22tBoA8XdjqP0p+m0tf1W2mi7keLvVs0bLe1JlvYsSxO4J5AkkJCLnQtJC6R0a/stkkBCrtNcSVak/fFEEJeCqP14Rnhi+rHpkLLcVLm3272Ni/MvoqFlQ7Vji3OL4WLnghh/Lr2aiZkJZp6YiR5TDZdEuCzORZzDxH8nYmqPqThmfwwWply0NSojCsMPDUeBrABPPn9SZqsp5noMXCa4oDi3GADQvHdzOPo4on6L+np7hlpHohcX8W5tBwxzA0xLhnzlxQBew4HiDGBSBGDF9aqyYrPgNNxJMW3T2pbLm9BqYKtK3zI3l5uPzjCAnx/QrRtXLpMBDg7AsWPAyZPAjBnC84L2BsHzQ0/Fdo9pPWDvaq+TmVkvfeJebUNEuPH7DeSlqI/vy0/Lx/WN17XeLZjYbSLm95uv2Had4apRJAHAooEFZvyr/MT1su9llCIJAGM7j8XmMZsFIgkAnWw6wW+RH7aO21pu17L90PZ4+/u3FdvTXaaLIlkRLYYDAzcrRDItPw0br28EW68tMNoPeH2rQiSvRV/DtiuPYPPJbMXpozaMQquBrUDELT+clFTxLRs0ALZuFYokAER6hmHD0hhs3gxMnKgsJ5Zw/bfr6GXfCy36Ksc2T3WaatDpq4AolJUmLSINfiv9cHjkYYFY5qflw3m0M/xW+iHlUdUHxpeH2yM3OD9wVmxPPz5d4FmqUphViOMzjiu2Q4+HCjxLY8Lc1Bzfvv2tQCR5Otl0gkM/h3LPf+bzDNc3XFdsn5x1UuBZimjAxAzo+a2iJXk0+CiWey/HZ+c/48Sy0yIAnEhOOGKH31c2xPvLmiISnQAAV767grjbL/Ddd9wa7QcOVO62c+YIRZKVsfD52QeuE10w880YWFpy5cQSzn50Ft4/esPzI08kByuzVbnNcRN4loZAFMpK0qx7M8w9OxfpT9MVYsmLZMrjFC67eW/tzfDhAzeD2w5G9vJsnJ17Fg8SH6gFeABl4CYhKAGzT83Gjzk/ot2QdmoBnroAH7ix6WSDZUnLsNh/MXLic9QCPCLl89n/fYYfhvyA3YG7ObEkFteir8HOxQ49ZT3wHXsNzU3TcMLCAf2OLIN103qY904ctmwBPv0UWL684ntowsTMBAsuL0CDVg3gMt4FMTdiFCJ5b989dBrbCY9OPEKPaT3wc9HPmLhnIp6cf6IW4NE3okdZRaK8o/DvpH9hbWMNMEB+aj7mnJmDLuO6VHxyJfGM8MRU16kY3HawwJPkPcv+r/SH/2J/WJlZQVYkw6F3DyEhKEHgSfKeZeyNWMxym2W03fCqEPtfLA6PPgybTjYCT5L3LBu2boglN5fA2lY9ci+iDhHhR+8fsfHGRvRu3hvPMp+hG3WDwz8OkOfJYXdiIRy+eQVhYUDnjnI8CjPFm+ZBOHWnLV7pX7M1mHLic3Bo+CHkvMhBk1ebIOVRCrrYdUHk+Ug1T5L3LLu+1xVzz87V6soElfUoDR7RrszL2KLeIcdDFAk1HjiXMTCxBsRlxdEC9wVq0W0iLhq+ym+VoOzaumsao9tFOUXkvsCdMmMytV5HfZIUkkRpkWmUn55P7g7u9Pj0YyrI4MbyPbnwhGRFMor2j6YLX12gR6fCyMND8wyixESiW9ofilerYVmW3tr3lmIsa1x6HHku9VREt1NSlOMfu3SSkfuCU1SUo51JAVmxWYrv0aHhhygxOJE8PvDQGN0O37+Dgvb8p34RuZToxflq1wFi1Fs38N3txPtcfsUWfVpgoc9C1G8uBhN0AbGE3X13oyi7CI5+jrBqYoVtHbehec/m6DOvDy59dQmjNozCkB+G4OJXF7FneyFOYxpWrQJ+/VV5naQkbn5xejo3391abHQCgKK7nSflfPelg5Zih90OmDAmIOLmaW/Zwh1rYQGcPaud9XhUu9sAF4ycf3E+2g9pr35wTiTg2QNoNQ4Y5g6YlhibrAz4bx4QcwKYcA+wGVDleohRbx2g6knOvzgfC7wWCDxLEe3DmDCY8e8MSAukcBruhMLMQkw/Mh3xQfG49NUldBrTCYO/GoyLX11EwPYAfPBlPSxaRFi5Eli9mrsGL5LPnwOurqJI8vAi2a5xOyR8myDwLOUsqxDJTz8FUlKAnj2ByZOBy5drdl9VkRz20zB88+IbgWepRsMuwBu7gfjzgP90QF4kFMmBW6olklWrtBF0rSt6GUPXOy81j/4e8DetsVxDTy4+UZQ/9XpKa63X0q4+uyg3WRzwrCsSHyTSxqYb6Y+2f9CVH65wXTZGQv8M+odOOZ4iCSR08euLxLIsyWREixZx3cVPPyXq1YuoXj0iPz9DP4XxcPX5Vaq/rj712NGDEnK4nK0sy9IPV34grAT1n3ZF8f7xuVBSUrjkKZaWXH6A6sDKWTrzvzMkgYS8f/JWTMXNfpHNJadpsJ6ir0drPpkfMO89lujqFO73R1uqV5ESYAxTGOsSxBJMzEzUAjedRnXC3LNzYWppCpIbv41RW2nZryUcfRyRHZeNGxtvoFmPZph5YiYSAhPwwOkBBrw/AGO3jAXDMDA1Bfbt43Ih7twJPHoEnD8PvPuuoZ9CSFRGlMZyqVyKmCwNLasKiI8ve82cqFK3krEydG/WHb6OvnilAZezlWEYbBi1Ad8P+QHSYgaffEL46y9uwDgANGsGeHkB/fsD0mouF0REYKUshv00DCPWjFAEZhq2bohFfotg29W27HWrunwAvLELSLwMxJ0B+q8Hen5TvYpUEdGjrALEEhgTzRG38vaJaAfVGRvWzazR7b1ueOD0AADQ+o3WWHB5AayacOMEk5K4vJthYdy5pT1LQ3PhyQVM+ncS9k/eD8cBjopyqVyK+e7zcSP2BkI/Ca30nO7CQqBvX6BzZ+D0aS7PKM/p08CsWYCTE7dSIw9LLEwY9bYSEYElggljAk0BZpat2UqPxBLAQGP0utzvkWp3GyiZZaTiWVYD0aPUAeUJoSiSukUxRMSuK5bcXoLi3GKuJbl4AOacmYPE+4k4Mu4ICjMLFZ5kTAzg4wMsWgSBZ2kMDH91OEZ0HIHFZxbD6b4TAKVInnh0At++9W2VEl9YWQE//sj5h1OnKluWp08DM2cCr78O2NkJz9EkkgAnYKYmmkUSqPlyuIwJU+YQn0qJ5MAtwP/tEXqWuqYy/XNDv4zBoxQxHKqJEooLiun8F+dJAgmtsVpDW9psobTINAo7E0arzVfTloFHqGcPucCTVPUsV60q/176JL84n0YfHk2MhKF9Qfto5vGZBAloy3/V99327+cWGBs3jujff7nFx958kyizNo8Qk0uJ/Geqe5KCJB/VW+ANxpCPUlsvUSgNh7RAWmZmc015A7UNK2fJaaQTl02mUEr5afm0rfM2uvj1RUq4n0Cbmm2iu/vvEhFR2JkwWmh9nBrWl6sFbnix7N+fKL9ma6VplfzifBp+aLhiHGNNRJJn/35SjH0cMKCWiyQRUU4UkVsLzYGbJ3uITtgSZT6q1qUrK5Rmum+zitRWinOLcXjUYXQa00lgvANA3O04HJt2DDOPz0T7oRrGvmkJxoTBHI85MDEzgZmlGcwszfDBnQ9g1cQKDMPgs/DPFDNxuk/ujr/j2mMrTGBrK7wOH+DJzTWu4UFmJmZoYNFAsd3Uumk5R1cO1We3soJiPnWtpUFH4L3HgKWt+r4uHwDtZmjep0VEj1KkTMzrmaNl/5bwX+cP3198uS4IOJE8MvYIzOuZo3GHxjqvh0V9C5hZKv+nW9tYK0S79HRFa1trNZHkMTUFGuu+upWG9yQ9IzyxdsRajO40WuBZVgfek3zzTS5zz+3bQs+y1lKeEOpYJAGILUqRsmFMGEz8m8uD5b/OHwDQbVI3HBl7BPWa14OjryMatzMi5alFqAZutozdgm/e+gbfSL/BZNfJWHxmMQAIouGVgRfJQYOAixe5fwqNGgH/+x8nlqWj4SKVRxweJFIhxBI8P/bE3b13AQA2nW1EkawhZ8PPYrLrZIVI8hRICzDZdTLuJdxD5BeRVRoe1K0b0KaNUiR5DhzgxPLgQcCxatpb5xGHBxkpMTHK6XSlcXcH5s2r/mBeXcGYMBj4/kDFdvsh7XW6nnVt4UzYGcx1mwupXPgHY4nFUs+l2H93f5nnTuo+CYEfBApEEgCsza3hMccD1xZfq/LwIG9vdZEEgHfbPcXu4ccwb5YwTRkR4fJ3l3Hrz1uVvs/LiiiUeiYtDbh/nxsMrSqW7u7A7NnAs2fG5yfF3Y7DkXFH0KRjE3SZ0AUPDj8QeJYvKzFZMXANccUctzkKseRF8u+gv/Es81m555e1eJi1uTV6Ne9V5fp07arZg815kYNEvzAcm+aqyOlIRLjy3RXc3HwTGVEZL/3fskIqExo39KuuDQ8KCiKysSHq0IHo2TMiNzfleLesLEPXTkjsrVja0GgDbeu8jTJjMomVs+TxgYfaXN2XlW23thEkoOnHplOhtJA+9PiQIAGt8FphVO/N3f13ScJIyHmcMxXnF9Olby+RBBI699k5o6qnvoGYZs24uXsXGD0ayODWbsKbbwKXLnHmu7FQlFOEbR23waqJlcCTVPUs7Y/bo/fM3gauqWHZfns7vrz4pWJ7xdAVWDtyrVYTzGqDewfuwWOJh2L7jc/ewITtE4yunvpE9CiNnNde49JX8fzzj3GJJABYNrTEtMPT1AI3fDR88oHJ6Dm9pwFraBx89n+fCbYlwyUK8Ym5HoOAnQEaz7ux6QYS7iXovH48AxYPEAynGrNpTK0TyUePgLVrueH0pdm/n/NpdYEolAbC3R347TduMLCpKZfnT1OAx9B0teuqMbrNmDAYuHggTExf7o8Q70kCUAwcV/Us7+69iwufXcCtbcKAiZ/ED14/eCmSeugaKvEkC9ILYF7fHABwbNoxgy/aVVVcXIBffgF++EEolnv3cpH93bt1dOPK9M8N/aprHmVpT7K0ZylSO5CzcjVPUtWzLJYVk6xYRq7TXEkCCd388yYREfmu9CUJJHR60WmSy+Q6ryfLsmqepKpnqY+pqNqCZYmWLuWmZ373Hbe9Zw+3PWECUUFB1a4Hca63ceLtrTlww4tl+/ZE6emGq59I5Vl2aZnGwA0vlg7uDkREArH8zeY3vYokEZHfaj+NgRteLP+d/G+tCuioimWTJtUXSSJRKI2WnByiL77QHN0OCiJat06ZUbquc+YMlzW7NDIZkZOTYd6HR26PFAuXCepULKP7h+8LhSb+Lq29ulajyOy4vYN8n/kKzucX0pJAIhDJkKQQuhl7U2N9ToaepIyCjBo8EVHK4xTy+cVHYz3vHrhLEeciNJ5XkFFAoSdDNe6LvRVLSSFJNapXTWBZInNzUiT/qI5IEolCKWLkJCcTNWhA1LevUCxlMqJ587hPZnWXG6guWXFZtMZyDe0ZtEcglqotwjKXKagAvrvNv/huOMuyNGT/EGq4viH9FyNcZXBP4B6CBPTd5e+q/1A14PL3l0kCCd35+46gPPYmN2Rs/9v7DdYS5bvb/IvvhlcVUShFjB4vLyIrK6VYqorkhg2GqVP42XBaY6EUS1WRvLW9emvdqnqS0gKpmmcZlxVHXbZ3EYglL5J2LnZUIK1mc6mGSAul5PKei0AseZHc1nkbZcUaZtCvqieZn6/uWVYFUShFagW8WPbqxSWbNaRI8vBiubv/bnIa6VQjkfRb5afmSQrEdxt3XVWxXHx6scFFkkdVLE8vPm1wkdy7l9Q8ydIBnqpQWaF8ucd2lCI5GXjxQvO+hw8BuVy/9Ul6mARWzkIqBUJClOVEpFhXPDqaW6u6tjJqFHDmDDc+7sGlRHz7DWH5cuExrJxF0sMk7d2UiJtHqonUVHTrbw37Y/ZIepCEZz7PMHz1cAz+fHC1btWwTUMMeH8AJu2bpBhKZWpuCvtj9ug9qzcatOKGFLVp1AZ+jn7IKc7BwfsHYWNlA7dZbrAyM2y6HzNLM8xym4V6zerh/sH7KMouwiK/RQab6//KK1wmJHd3ZSYkhuEWkfvkE6BdO93cVxTKEoi4P8Dw4epi6eUFDB6s3zVXMp5lYN/gfTiz+Ax+XE54803A379kPNz3V7Dn9T247ZGE4cO5haNqK3I5t+hVG7zAh9iD+MNeSElRDpBj5SxOO57Gvjf3ITM6Uzs33b4deOMN7tumSmoqMHo05OMm4IGTUkgjPCJQmFm9CfivLXkNk/dNVhtvampuihmuMwSzms4/Oa/4PU+ah3sJ96p1T22TeC8RRTnKdWkizkUYrC4TJwpFkodhgB07gM8/1819dSqUDMM8ZxgmmGGY+wzDBJaU2TIMc4VhmCclP210WYfKwjDA5s3K1ft4sfTyAiZN4hIOfPZZuZfQKjYdbTB0xVA8dH6IntEX0K4dYcIEwh/z7uDm5ptoO28o5nzZApmZwMaN+quXNpHLgYULgaNHgU/XtUbrSa+je+p/+LIXJ5a8SAa7BGPYT8PQpEPls+mUy+LFXNLG2bOVYsmL5OMInLT9CGGnwzF++3jMPTsXSQ+T4DzGudpiWeZCWirle4P24kPPD2HX1Q5Pv3iK9o3bY9yRcbgZe7Na99QWcbe4hCiN2jbC55Gfo+t7XXHu43MI/MdwU4rLmkyk00lGlemfV/cF4DmAZqXKNgFYXvL7cgAbK7qOPj3KGzeIGjYk6tKF6NAhZbAhOVlvVRDAj4HbN+MctbPNIXMU0bej7tGrr7LUpAlRYKBh6lVTNAVuWDlLf0/yJAkkNK/ZJTpq70YSSOjq2qvar0BWFjeY1cyMiw70708yC2tyHbJdzZMsHeDRNpoCN5oCPPpGU+BGU4CnNgNjCOaUIZThAFqV/N4KQHhF16mpUBZkFpQ5jEHTB//GDVIMO7C1rZpIZpQx5C03lyipjGFnZZ3Dw4vlt9hMFmYyRd1qq0gSEaWlEfXurR64YeUs/f2eh2IYjU5Ekicri6hrV8UfO8f1LP3V7S+NgZvws+G0udVmSgqu3tjBsv7GxcUszT2+UCmSKgfGZcVR1+1daVfArvIvUlZ5diJRXp7mfUUVj8288/cd2t5lu1rghhdL9wXutWqguiaMRSifAbgLIAjAhyVlmSr7GdXtUud+CCAQQGD79u2r/UYUZhXSjp47NKaTirwUSRsab6Ao7yhB+ZUrSqFs0oQoLq5y97p/n5td4+IiLJfJiDp14lqnUcJb0YMHRM2bcwOsNcGyLF1axk0/+xJbydxEKZTXrlWuXsaKptUQ5TI5uc1zUwjl5e8v6+7LmJJC1LGj8o/t5kbF+cVlHl7evvI4eZL7h3v7trBcKiWaO5do8Jsyys4r5D4MNjZER44ojskvLnmTNmwgatNG/cO4fz/3AQoOFpanPyHaa0n0VRcieakZQFGHuZULMx5WWPfiPM3PLC2U6m1mkS4xFqFsU/KzBYAHAN4pLYwAMiq6Tk1alJrmuRJxIrnWai3t7r+b8lKU/3WvXFF2t8+cUXbDKyOWublEw4cTmZgIxXLdOuV3cfJkoqIirvzBA6KmTYnatiWKjCyj7iUiud/Bm15pkk9WyKcVI25Qjx4s1a9f+8VSFblMTm7zS7rba66S51JP3YllSgq3dq2lJdGJE8puuJubdu9DRDEx3D/Kxo2VYsmLJEC0cWPJgXl5RCNGcB8gFbGkDRu4A+fN4/7rqhIRQdS6NVGzZkqxLCwkmmRH9Cm4da9DNyqPjzpM5MIQeY0ikpbR2nyJMAqhFNwIkABYZoiud2mxrIxI8t1tVc+yOmLJi+T8+UTbt3O/T5lCdOdO1USS9yT/+ThQ4VnWJbEUiGRJd5uVs7oRS1WR5Kf/qHqWOhbL//7TIJI8pcWyPJHkURXLwECiiRO5c3bvILo+RymWokiqYXChBOb0WLEAACAASURBVFAfQEOV3/8DMB7A76WCOZsqupY2gjmqYimBhHb3E4okyxK9847mwA0vlmvWqF9TE5xYsopW5Pz5ys/4jh3K1mXLlppFkogoPSqd1jdcT56feNLy5cLAjd9qP1pjsYbuXkygHj2Ixo+vzjtiXLy484JWm69W8yR5sVzfcD1lPK/ZnGcFO3cKRZKHF8v+/bkmn5aJieEyRPF/fzWR5OHFkj+wPJHkiYjghJI/Z/durlwuVYqlC3QnkuX9EzNiH9MYhLJTSXf7AYBQAD+VlDcF4A3gCQAvALYVXUtbUe/IS5EKoTw596Sa0GVklB24efJE+PdODk2mvwf8TSlh6lkdgvYG0ZQuwYrP7OHDyn0PHig/y336KLvhmkh7kkYsy5Jcri6oaU/SiIgoIYEoO7vcx6418M9UGlbOUlqk5n3VgmW5P6gmsrKIEhO1dy8VpFKioUOVf//SnqWAX35RHliWga1KYSFR9+7Kc1Q9y8gDSqF8KKnxc6jx8CHRgAGcWJdm507Obyos1P59tYDBhVKbL20IpaK73W83nV50usbrhSSHJtPvLX+nza9sFohl0N4gGgkvAoimTpbTsGHKbriqJ/nNN6TohpcnliJ1A1VP8vPP1T1LAXx3e9o0rptT2rMsTWGhsrv97bdCz5Lvbl95l+jqFHXPUhs8fMjdr00boVju3MnVadIkUSj18aqpUJb2JMsK8FSV0mKpKpJz58hJJlN6lgzDZctR9ST5brgolnUbTYEbTQEeIlL3JMsK8PCoiiTf3eY9y/ENhJ6kajdc12JZC0SSSBRKBQWZBfSbzW9qgRtVsSwr515l4MVSAgktwT6BSPJkZRHVq0cah/TwYrlpU7WrIGLk7NolFEkeXiw7dCj5R3nzplAkeXixNDcnii6V5m39eqFI8gT7EB0G0dr6REU5ynJVsUwpr+9fDXix5Lv/Ri6SRC+jUOYnEt1YQHTrA6L0+4Jdz91PUJ7XN0T/LSKS5nKFj7YQG32CHp9+LGxRSvOIbr5PlPu8zFvF3oylS99eIlbOnXfxm4sK7/PXiYEU6h6mds6tW0QHD2q+nqfnS9SiTLlNFPg1EathDF7oJqKYU3qpRkEB0ZIlRE+fqu8LCyP68EOi4moMm0wKSSLPpZ4klyqfTyol8vAgCtwTSPcO3RMcHxPDjYBQ4OGhOXCTl0d08aJ6eWEh0blzmitzZz/RgwD1crmUKNajEk9TDfg0PgBRSEj5x6amEjk6crMPSuPnR/TjjzoPBL18QvniApGLKdG/FkQnbJRiGX+J6F9LrvxYQ6L0e0TyYqJLbxEdNSOKPqm8hjSPyHs01115fqzMW/lKuPyCZz8+S4H/cMN1/nz1T1prtZYkkJDrdNeK6/uyEryGa83c+kAolqG/ceX/LdRLNcLCuEHg7doJxTIsjOiVV4hatFCfHFAZAnYGkAQSOj7zuEAsA/dwn5OjE4/W+tksZcJ3t199lahRI3XPsjQ+PkQWFkSvvSZc/8TPj+uC9eyp84XuXz6hJCKKcReKZcQuFZFsQJSsMme2OEsolqoi+fRQubdhWZau/HBF0Yo8Mv6IQjzXWq1VC/CIqMCyRPdXCMWSF8nrc7jWjp64d08olqoiGVp9N4ZubL4hEEteJF3sXGrVQl5VorQnWVaApzTnzgnFUlUkdTT6QJXKCiXDHWvcDBo0iAIDK5mtJPYU4D8TgErySLMGwIjLQPO3hMdKswHf8UAqn6GFAd48CHRyrPA24Z7hcJ3kKijrO68vhiwfAucxzmBMGHz6+FNYNTZsPkGjhAh4+DMQul5Z1mEO8JYzYGKm16rcv8/lxORzerZoAfj6Ar161ey6/235D1eWXVFsd7Xrillus2Bmpd/n0wunTwPTpnFptk6c4NZgBoDgYGDkSC4n2qNHQMOGms8/f547v7iY2+7Zk/sjtGyp86ozDBNERIMqOq7u5aNsNw3o+qGwbODv6iIJAOaNgGGnlNttJlVKJAGg06hOeHflu4KyKYemoGXflnD0ccRwyfByRdLZGYiNVS8vKgL+/BOQ1a7llqsGwwD91gKMqbLsrcN6F0kAGDAA2LVLub1/f81FEgDe/vZtNO3eVLFtf9y+bookAIwdC0gkQpEEgL59AR8fYNWqskUSAOzsgK++Um67uytEUpovxe3tt0GseoMuKTgJ4WfDtfQQ5VP3hDLhMvD0gLDswQogQ8NC87J84KaDcjv+PBDjVqnbmFubw9TCVFB24YsLIJbQvFdzvP7h62Wem5rKJRgdPlwolkVFwMyZwNdfc/9Q6zSPNwGk0uq/8ylArN6rER4u/I5+8gkQFVXz6wbtDUJaeJpi+8ziM2Bl+n8+vVCvHrBypVAkefr2Bd5/v/zzr17lsu7yzJ8PZGQAAEJcQ3Dxy4s498k5gVgmBSfh8MjDuPjlRciKdN+qqFtCmXAZuDoZAHHd7f4bAJgCsjzAe4RQLGX5wLUpQKI38OYhYGYW0PQN4MacSoml/3p/+Pzkg77z+uIX6S8Y8sMQBP0dhHOfntP430+VZs2Ay5c5weTFkhfJs2e5Fs6YMTV5I4ycRxuB+8u57vYcKdB7BfB0LxDwsV7FMjyce/9ZFggNBe7dA/LyuLKaiGXQ3iB4fuiJrnZd8VPBTxizeQwenXgEt3ludVcsq8vVq1yLskMHIDEROHeOW/dk9GggIwMDFg/A0BVDEfRPkEIseZE0tTTFgssLYGaph5Z6ZYxMQ78qFcxJ9NEcuBEEeGyJMkK4qLemwI1qgCf2TJm3ur7pOkkgIbd5bopUU6oBnnOfljFcoxS3b3PBwbZtuRlgADfmrk7zaIt64EY1wHP7Y71UIzJSc+BGNcBTeshiZbh74K7GwA0f4Dkx60TdjXpXlevXNQduVAM82dnEsix5rfDiEsS8vZ82Nt1IW9psKXPKa1WAtqLeAFoC2A/gQsl2LwBLKnNxbb0qJZS50UR+k4n8Zwmj20ScWP63mOjqNC5hKcsSPfhVc3S7OIvo2gyirPAybxXlHUVn/ndGLR8fy7Lk9aMXPXR5SPnp+ZRwL0Hj+S/uvKDCLG4grr8/KYadrVhR8WPqApblRmpoIiODKChIizdL9OXGqZaObrMs0f2fiKKcq3fdhw/Lnqjv46M2Hi8nh8jeXnN0+949ojlzNOfLrIgXd16Q2zw3jdHtG5tv0O2/tDzIW48kJ3NvsyZu3eJmoVWJ+HiiqVM1R7fPnSP69FNFLk2WZenopKOKkSapEalVvJlmtCmUFwDMAvCgZNsMQHBlLq6tV21crvbYjGO0ofEGigsQ5maL9o+m9Q3Wk/sCdy5t4CSlUHbqxA1A1jf//svdf906YXlGBtGgQdwoj5wczecaBQUFXLNcU+qnbdu4h9u71zB1q0NMmMC1tu8L53OQlxeRtTU3SF9XJD5MpE3NNimE8uxHZxUTPmqCNoXyTsnPeypl9ytz8f9n77zjori2OP6bpQmCFewao1ETayxPY6JGrIklGks0NmzJS2LykpeXbgrYYiyxG7uAogii2LvYFUUFlKJSBBGl97rlvD8us7vDzsICuyxlv5/PfNyZ2blzZ11+e+85556jr606CmV6TDqtfXWtQCx5kdzQcQMlRWcqRXLzZtU03BhiqV6/hhdLXiQtLNhikSqPWDJRXiQ//LAWLX0yHBER7PdIXSx5kezaVXupk4rCiyQ/3ean4foQS30K5SWw1Gj3ivbfAnBZl8b1tVVHoSQSiuXNNTe1iiRPVRHLH36oZiLJoy6Wv/5qEkkDoC6Wq1dXvkgSkcBmWVGx1KdQ9gJwHUBG0b+PAXTXpXF9bdVVKImYWPLTBWc4U2Z8pjI/rJjjxt+fZVMvXgKlMpDJiEaPJqUpoFqJJI96waMBA0wiaQAiIlQfMWA4kSQiivaLpg0dN2g4bnix3Dd2H8kKSklqXAK6CmWpfnUiusdx3LsAOoEVA3tERNLyetlrGxmxGYL9zLhMtPyXHa5eBcxFPv2+fYGwMPFzhiYrC4iPV+0/eMAWW1QrQkNVr5OTgYwMwMHBeP2pgTx9Ktx/8YKtaDIEbQe3xRchX0BiLoxk5DgOQ5YMAclJ45whKPUOHMdNAPABmFB2BDCW47ihHMcZ6KOpOcRei4XH+x5o3LEx5t2ahwavNsCe4Xvw/M7zEoXQGCKZns5iNx8+BA4fBqZNAxYuBJYtK/3aKsP69cDXX7PlcCdPsr/ooUOBpCRj96zGcOEC+/Hs2hW4eRNo1YqtUgwSWc+hL7QJIcdxlSKSAHSaep8AkArAp2hLAXAWrJTDTF2GrRXdquPUW91xkxnPajWIOXiqAmKOGzEHT5VGzHEj5uAxUW7EHDdiDp7qBHSceusix+YA3iCiiUQ0ESyOkgD0A/Cj/qXb8Milcq37gnNSqcZ71c+VRKBbIOxa2MHpkhPsmrN1rvXb1MfsS7Nh3cgawXuDy9d5A3D9OluZ4uOjmmqbmQHu7mxkuXs3kJ1t3D6WSH4+sH07G0l6egKWluz4sGFsqVNkJHDpklG7WFUp6Wtc/NyuXUD79mxUyU+127dnH62NDbB/v8G6aXxKU1IAocX2Of4Y1EKGDLnpc0SZHptOGzptoDDfMCIiivOPo3Xt1tGLwBcUeiiUNr6+kTLiMohycijt1Z50t+0EzSLwQUHMNX3zptb7yKVyyk4Uj8DNTsjWSwyYPnkhHhtPMlk1GYwlJ2t33Gh7uFrO06dEHTuK5/318iLq3JnFhPMUFLCPWYyXL5Wx4dUK6HFEeYnjuOMcxzlxHOcE4EjRsboA0g0j34bDqp4V6tSvA+/J3gg/Eg7rxtaQS+XYPXA3vCd7o06DOrCys8LVNbcREy1Hr6eHYLb6L1UDwcHMKFNYyBZta0FiLkFdh7qi5+o2qQtOwun70SpEs2bix83MqokvpHFj1UiyONoerpZTrx5L6sObdHm8vYGPPwYaNRIm/bG0ZB+zGE2bApKalTlCQKn5KDmO4wBMADCg6FAagKZEtMDAfVNSpnyUOpCfkY+9I/bixf0XmOw9GVnxWTj5xUlIzCVwuuSEmCsxuPjLRXT7uDM+lBwB5+EBLFnC5qVDhgDW1iy9z2uv6a1PJkwYg7Q05sR78IA58XJymEj27w+cOgXY2hq7h4ZF13yUOiXu5TiuJ4BpACYDiAbgQ0QbS75Kf+hbKAGVWD6//RwA0OzNZshNzkVmXCYAoNv0bhjvNh4SEDB7NrB3L7uwVSuTSJqoUfBiefcu2x8woHaIJKCHxL0cx3XkOO4PjuPCAWwAEAsmrI6VKZKGok79Oujzuerz6f+//mj/XnvV/rf9ITGTsLnnt9+qLhw+3CSSlYQsX4aDUw8qf8zUSQpLwoEPD6Ags6DUdnISc7D/g/1Ij9G0FEVdiKrUXJGXXC4hYKvmj35BVgEOTDiAxJDESumHOg0bAp+q5br+6isdRJKIxY/t3q15LiODzefDw/XaT2NSklUhHMAQAGOIaAARbYCgvkL1JuxwGI59cgz2b9jD/g17+Dr54v6O+2jVvxXsWthhz4g9eBn0ktkkhw8Hmjdn85Hdu4GlS43d/VpBbkount9+jj0j9gjEMiksCW6Obnh28xmyE0p3x2c+z0TMlRi4OboJxDLqQhT2j92P+IB4nQS3oihkCsTfjseJz04IxLIgqwAe73vg0dFHSHmcUkILhsHbmyUs7toV6NQJmDlTaLMURSYDAgKAefOEYpmRAYwcCRw/DkREGLTflYo2Lw+A8QA8ATwDsB3AUADRuniI9L3pO44y9FAoLTJfRDve2kH5Gfl08feLbIkh50whPiGUEpFCf7f+m3bV/4bkDRqyQLEnT5gLeMYMFq+3ZIle+2RCHEHsqX8cJYayOuorm66kxFDd3fHP7zynP+v/SWtfXUtpT9Mo8nwkLbFeQpu7btYanWAIpPlS8hjlQc5wpjtb7lB+Zj7tfGcnuZi50EOvUsq7GgAvLyIzM7baMyuL1ffq3Zulg9RWBVdJbi7RiBFEHEe0axdRejpRv35E5uZEvr6V0v+KAn0VFyvybo8D8DHYCNMdwGEiOms4+RaiTxtlYkgitr65FS36tMCMMzMQeS4S3pO80fmjzkiPTsfLwJf4LOgzmEnzYNWzK+SQwOruDVi9WVRIRS5X2Sy9vFhachMGJSM2A66DXZEezUaDdZvWhZOfExzeKJs7Pj4gHu7D3FGQwUaPTbo2wayLs7RGJxgKWYEMXhO88OTkEwAAZ8Zh4v6J6DK5S6X2IygI6N1b03Gj7uAJCSnF0pSXB4wfz1L2A2xZ2cGDwLhxBu+/PtDVRlmmkR2AhgA+BXChLNdVdNPLiDLpJlHUHlIoFHTnnzvKxLmyAhndWriC5KmhlJeeR3e23FFmoM7cuJsebzip2ZZMRrR+fa1OuJAUnkS31t8SPRe0J4ie3XxW7rZf3H9Bd7cLswU/Of1EmVjk8pLL5W776vKrynaeBzwvdzsVJScpR9kP92HuRumDQsESs4jlGk1NJdq2Tct1cgVdWnSJshOKRuIvXxKfIUP63mi6vPhylYsT1gb0GEepLqppRLSNiIaWR72NSthq4OYscNHu6PNZH1jVY4WQzJ6sQL/OP0AStY05eP7dBywiCrBbMBsdvnxfsy0zM2bx1ha3VwsI2BKA0/85jat/XhUcD3QLxOFZh3Fz9U0tV5aO/zp/HPvkGO5svgOA2SR9nXyV568suiLq4CmNqAtRuOxyWbnvPdlb1MFjaAqyCuA5XlXqOOp8lKiDx9BwHPD55+KOm4YNgU8+Eb8uOTwZ1/68Bveh7siJiBeMHs1On0Tm4nVIeVL5tlZDUoNDRIvR3x1oNgy4NQeIcmPHQv5kFRrbTgd6rjJu/6oZI1aNQLfp3XDxl4tKsQx0C8SROUfQblg7jHcfX+62x2wdg04fdMLJBSfh97sf3BzdIM1l6+naj2wPu5Z2Gg6e0uAdN43aN8J3id/hkzufIC81T8PBY2h4x03crThM8pqEhfkL0WFUBw0HT1XGobMDpp2YhpyIeGR3fwd09y7yXPdjS6e/ES1pj9HSw7C/cczY3dQrOsVRGhu92ShleUWVF88D9ToBmeFMJN9yAyRmpV9vQoBCroCvky8eeDyA/ev2SH6UjHbD2mHqkamwsLaoUNvyQjn2jd6HqPNR4Mw4kJzw+oevY9KBSch+kQ3Xwa7IS83D3Gtz0aRryYmsnt18Bveh7mjUvpHAJsnbLK0bWeOT25/Axt6mQn0uDYVMofTWq9sk1W2W493Ho8fMHgbth16QSpHfoy8swoJxtN5MRFh2gTRXihm+E9Fm1X+Ac+fY4u8pU4zd0xKpcBxljcTcGhh0BAAxkQRqjUhG+0UjNzlX4zgRIdQnFOX5wZSYSTDejY0ck8OTAYJeRBIAzCzNMPXIVNZHOevbpAOTYGZhpkwu0uWjLmj0WqNS22rSpQm6ftxVw3HTok8LzDo/C50ndYZ1Y2vBNTk52kNkgoKAx4/L/kwScwm6TO2i4bgxtzLHR4c+Qq9Pe+GVga+UvWFjYGGBOp86Ie5/axCc+Spyk3Mx3m082gzvBPj6AvPnA2+/bdAunDunLP8tQKFgCV70OQY0uFByHGfGcdx9juOOF+2/ynGcP8dxERzHHeA4rnINfY/WCvef7q3U2xuD/Ix8eE3wgtsQN4FYEhFOf3Ma3pO8Ee5bvuDg4lmQbq29VaG+qnNv5z3h/nbVfv029TF221iY1yk9eadVPSuM2zlO1Lvdok8LDF8xXGmX5lmyBBgzBnBzE74/KIitYp01q3x/iH0X9BX1bptbmWPs1rFo0LZB2Rs1Etkfz8fxk6pBxmWXy8hJzGFLfLdtA1q3Nti9k5NZTPuIEUKxVCiAzz4DJk1SOeL1QWWMKL8GEKa2/xeANUT0Gti68XmV0AeGuk1ychbQbLjQZllDqVO/DiZ7T0bqk1SlWPIieXv9bbz137fw+vjXy9yu0iY5vB1+zvpZw2ZZEfw3+OP0f07j9Q9fx8/ZPyttlryDx9D89hvL+TtnjkoseZG0sQE8PJgzpLaSnZANN0c3ZMRkYPbl2Zh1cRZSI1OZgycxx+D3t7dnGfWCg1ViyYvk9u1s0dCIEXq8oS6u8fJuAFoBuAAWf3kcLEVbMgDzovP9AZwprR29hAc9XEbkAaLr04nkRTU2pLlEF4YTeXDiNb5rGJHnImlJnSW0udtm8pnmQ85wptP/Pa0MhyoL913vkzPnTO7D3akwl6Whk8vk5DOdtXtl2ZVy9/PW+lvkDGfy/NCTZIXs/0pWIKP9H+wnZzjT7U23y912WcjJIRo2jMVT//e/LDltq1YsWW1tJutlFm18YyMttVlKTy8/VR6PuhilCuJPqJwg/mPHWHB8r15EkyezKKWFCzXKuGsFhggPKgdrAfwAgF9I2xhAOhHJivbjALQ0cB8YEkug7QyhTZK3WTYfCUgqblfjSY9JhyxfJnou+VGyYJ+I2bsePdJ8b2oqkJBQPnuYGO2GtcPUo1OR+CARD/Y9QPeZ3TFi9QiNaacumFmY4bWRrwlskrzNsvuM7jCzLL/d18zCDG9MfENpkwSYzXKy92S8Pv71CrVdFmxsgCNH2OhlzRr2/3HpEktWW6k8fiw+zycS/+IYECJCWlQa6jSog+mnpuOVQSqbaoveLTBq0yiY1zEHZ6b5nUp5nAJS6Nd5PGYMi2+/d0+1FHPxYgOM9nVR0/JsAMYA2Fz0ejDYiNIeQITae1oDeKjl+k8BBAAIaNOmTbl+bTTQ9jNTjhGVNgpzCmlNmzW0Z+QekuZJBeeCPYI1lqqtWkVkZcVWff3xh+q9KSlEPXsSOTgQ2doSRUVVvG8KhYJO/uekMtB5c7fNlJOUU6H2ynK8qrRdFgIDWfkDvuKga2VPPCIiiGxsiBYsEH5PFQqi335jw6n79yutO7c336bFlosp/Fi44Hh+Rj5t77edltgsoU1dNmmMKPnSKJcXl3+xgBhyOdEnn6j+f/r0YcHyugJ9last7wbgT7AR41MALwHkAvCAsabelci9nffImXMWiGWwRzC5SFzI1dGVCrJVK3oSE4m6dGHrbQEmlrxISiTs2E8/VVzL1UXy9H9PC6bhFRHLmkxgoGq6/eCBahpeqWKpUBB99x37IvBiyYskQDR/fqWmFs9NzaWtvbbSYsvF9Oj4IyJiIrnjrR20yHwR+bn4aUy/lfWjOqnqR+kDdZFcuFA1DS+LWBpdKAU3KRpRFr32BjC16PUWAF+Udn11E0oioVje23lPVCR5iotls2aGFUl+VGYSS+2oiyRvk1S3WRpVLH/91SgiyaMulsH7gpUiGXoolIiIoi6obJWhh0IrRST5v5GyimVVFsp2AG4DiCgSTavSrq+OQklUJJZF09wd/XeIiiRPYiJRixYkKCyvD5EkYr/4m7psEogk35fIc5G0vOFyir4UrXx/Sf2sEHl5RFKp+LnsysvgowsbNog7bnixnDBBrxab0lEXS4Bo3jyDiKS2/3uFQiGoHZWbmkvrO6xXfr95keSJuhClPPdXo7/0KpJErHZPhw7ijptjx4gaNiyxpJUSXYWyUgLOiegSEY0peh1FRH2J6DUimkxEhk8EaCTUY/wkZhKWCFgLZmaaNUesrPRjlLaqZ4V5N+YpHTepkanY2GkjgvcGo92wdvjm6Tdo+25bAMD9Xfex6Y1NSH+q52V9cjnLMuPkxF6rEx7OEiF6een3nhXgyy9ZjfPijhsbG+DoUbbopNLDg+rUUb3W15dDjagLUVjfbj3i/OMEx4kIZ749I1hKKjGTCOo+FXewCfY5lPjdLw+NGwN37og7bsaMYSXd33pLf/erXStzKpEH+x7g8MzDaOvYFu9veB+x12PhOd5T1Buemsoqq8bHs317eyacLi6As7N++mNVz0qV7KO5HRp3bAxfJ18E7w1WJgi5v+s+js4/CofODrBtpuc6AGZmwODBwL59LFqbF8vwcHZcJgO6d9fvPStI/frix62tKzkfChHwxx8sCn7+fJZxf/NmlpiF9OdFtu9kD0s7S+wdsVcplrxI+q/1R6u3W8Hc2hwFmQXYO3Iv0iLT8MHOD9C8V3N4TfDC4xMsPCP2Wiw83vdA406NMcFjAqS5UoPEV9avr/23ol49vd6qcqbeFd2q29RbzHEj5uAhEnfcJCRoOnj0TWFOIbk6upKLxIWC9gRp7Z/e+fNP9lDTphE9fEjUtCnbwsIMd8/qjJjjRszBoycynmXQuvbr6M96f9KzW8/o1DenyBnOdOqbU6RQKASOG366rW6zvPbXNQ2bpLrNsrLiK3UFVclGWdGtOgllYU4hrW65WtRxw4vRg/0PlMdWrCCysGBCqW6T5B08jRqx8BRleFBJfxRl/IPhxZK3JRlcJHl4sQSI7O2JwsJKDAcqb0gQ7yDWdq5aEBFBVKeOUiSV/ebF0tyc6N49jecp6TMr7fPkxZL/XvAiSUTkv9FfIJI8uam5tKXnFlpivUTUccOLpZ+zn06PXVmYhNKIpESkaDWKvwx+KdhXKFjoSXCw5h9vYiLRs2ds4EVELFHwhAlEnp6aDT95QvTOO2UOuPTf6K/8gyieLNdghIWphLJ3b3rqF0VuQ9woLy1P8DaFQkEXf79I5346V2axVCiIfv6ZDcaKX5qeTjRkCNFl/Yb0GY4HD4jkcjp6lGjMGFaBgYjYgwUHk1xO9PnnRKtXs8MJDxNo14BdlBGXodHUnS136LDTYZLLtDuCFAoFeU3yUn4vnt16JjhX/DvMk5uaS/H347U6bhIeJlS5hL66CqXJRmkAGrVvBMu64kaspt2aCvY5jhV16tZN097i4MCq43bhcygUFgKJicD06cCBA6o3RkQwO194OJCVpXM/7++6j1NfnUKbgW3Qqn8rHP/3cY0kF3qHt0k2bcocO3fvIv+PPxFzNQZ7R+5Ffno+APYDfsn5Eq4suoKchBygjKY4IraqafFiiiol+QAAIABJREFUZt6jouszMtga4CtXxDPPVEm6dgUkEqSkACdOsDy5eXkAOA6KLt3w5ZfAP/+w5wWAgowCvAx8CTdHN2Q+z1Q2E7A1ACc+O4HcpFytVSeJmE0y9GAoOk/qjIbtGwpslhzHaXyHeawbWqP5m81h19xO9HyTLk0EDqBqhS5qauytuo0oDUpWFqsEZWbGRpZPnhC1bEnUuDFRUJDOzRS3SRa3WRqEsDBNm2TRNDxs0Ce0yGIRbe+7nfLS8pQF33zn+JZ7FCKXE82dywauv/3GRpJ9+1ar2lca7NrF4jiHD2ehSp9/zp7vhx+EI+fY67G0zHYZre+wnjLiMujOljvkDGfyGOVB0nxx84pCodCwSRa3WdY0YJp612B4seSnr2UUyZfBL0UdN+pimRSepN8+y2REnTqJO254sZy9nBZZLFJO+SoikjzqYglUb5Hk2bVL9TxiIsnDiyX/eZYkkkREQXuDNGySRCqb5comKw0XY2skTEJZ07l/X/WXsnBhmS9/4PlA1HFTmFNYvrKpPj5Eu3drHpfLiX78kSg8nMjfX7t329OTFLm59E+Pf5R/2LkpucrTDx5ozwqzdSvR8ePau5aaqvqounfXjyPnzpY79PjEY43jsgIZnfzPScp8rt8Aa3Xkcubf4Z8pN1f7ew/POqz8PFMjS16qIpfJKWhvkKg9OONZBkWejyx3nzPjM+nkVydFhfrJqSd055875W67IugqlCYbZXUkIoJF1VpZsWCy5cuFNksd6Dqlq2jSWwsbi7KXTSUCdu4E5s4FXF1VxxUK4N//Bv76i6Xh6dsXeF087yV99BEuLb+FhKAEWDe2BmfGweN9D6XN8tAhYOlS4D//EYYObt3KbrF7t3jXMjKA995jYZyNG7P8heo2y/Igl8pxf8d9HPjwgLLkLMDKV3hP9sbt9bcRfTG6/DcoAYWCBcPn5zMbNsep2SyLEbA1AEHuQajTsA4kFhLsfW+vwGZZHImZBN2ndxfNJlWvVT20G9qu3P1+6vcUtzfchvckb8gKVLHEEacj4DneE/e234O8UF5CC0ZGFzU19mYaUapR3CZZ3GZpLHJzmeGM49jIUi5nIS0AW5tcSrhKcZtkmG+YwGapHjr45ZesuS1b2P6YMUT5+ZrtFrdJFrdZVmRkmZuaS1t7s9jBxyceV0q+TN67rT7dVrdZqo8si9ski9ssjcGdf1if9o3ZR9J8KT059YQWWy2mLT23CGYPlQlMU+8aSEqKuONGXSzPnTNe/3ixBFhwqA4iSUR0c+1NUZskL5Y739lJCrlCIJaWliWLpFzOoqWK2yTVxXLNmgo+bpFYOsNZaVs1ZFLhX34hUZskL5bjxrH9EO8QUZskL5YbOm5QJluubHixXGTOPi9jiiSRSShrLitXijtusrKYihg7uUR2NimNZ61a6TRsy3iWQRcWXhB13IT5hlHIwRDlvkJBZGenukVensYlSg4eFHfcyOXM3hkbS3T+vLjZVKEg2rGj5PaJWLZv3ga4bOApun5d/H0eHlqy2Xh5saVYxSksJNq2TZD4IjycaOlS8Y/U1ZU9CxET8LPfnxW1B8ZejzWaPZBn/7j9ys8s60WWUftiEkoTlY/6dBtQTcP1CD/d5jd+Gl4eCgqI2rZlae3UxVKhIPrf/1j7W7Zov159uv0HnKk194zqWss1xHLtWtbWL78UayAhgahuXaLOnYViWVhINHEiu4hXvxoCP93mhZKfhhsLk1CaqFyK2ySL2yz1QHGbZHGbZXkICWERS7xYqotkSe0Wt0nmpubSX932UGMkC8SSF8kJE5j+aeDnx9ao8mKpLpIVtQ1UMYrbJIvbLI2BSShNVB4KhbjjRl0s3dwqdItt20jDJqlus/zqq/K3rS6Wo0eXLpJyqVzUcVNcLD/6qBSR5OHFsmNHooEDa6ZInhZ33KiLJV9IrjIxCaUOFOYWal23mhSeRHnppRioqiEKhYLibseJnstOzKbUqDIUHFFn9Wpxx01uLtGHH1Z4YfXZs6zKXnHHjUJB9P33RBs3Vqh5Cgkh5XR++PCSR6hxt+PozP/OaDhuFHIFRV2Iog2DfZRtNWtWikjynD2r6sDPP1fsYUogOJit6BHD399gt6WEBwm0Z+QeUcfNnX/u0Olvy1cNtKKYhFIHjn5ylC3NuilcmpUYkkgrm6yk/eP2G+S+xuTm2pvkInERZDAiYiK5uetm2tBpA8mllV9ewJioT7eBkrO+JTxMoEXmi+jIvCMC55NCriDfub60yHwRLfkpS9lWnTqk1cGjRH26DWjaLPVEairL/D1smKZY8gmdjh3T+22rNLoKZa0OOH/393dh42CDvSP3Iu4WW/SfFJoEN0c3cBIOw/4aZuQe6p9e83qhzYA2ODT9EB56PgQA5CTlwH2IO1IjUjFq0yhIzGvP14II+P57YPVqFsgdEsKOOzqy/B3FcejsgHd+egf3d97HsU+PgRQEUhCOfnIUgbsCkTBkKn5dbosJE1iW7datgZEjgRs3tHRAKgU+/hjw8WE1cf38gOho1oHERL0+a8OG7BYXLrAg9dxcdnz5cuDnn1k33ntPr7esOeiipsbeDGmjVF/0f2/XPVrZZCWtarZK/2udqxAFWQW0e9BucpG40K31t2hz1820pM6SCi1Rq45oc9wUd/BoXqegC79eUMZ++s7xJWc404IRjzVsks+fs9outrYiI0ttjpviDh494+rKzMbDhhH9/ju7/ccfay9nVJOBjiNKjr23atOnTx8KCAgwWPuZcZlY03qNcn9B+ALYd7LX6drclFxYN7IWXfaVm5ILm8Y2euunPinMLsT2vtuRHJYMAJh5fmaFlqhVRwoLgbFjgY4dgfXrhWnuQkOB998Htm1jI8LiEBEu/noR15ZdAwAM+GUg9jx3RFYWB09PwMJC9d74eGDIEOCnn4DZs9UaSUtjKefmzAG++UZ4g0uXgJkzgePHgR499PTEKtzcVH0ZPx7w9gbMNVe01ng4jrtLRH1Ke18t/Gg0KcgU1jfLT8vX6bqcxBxs/9d2dJnaBcOWDxOIZYhXCI7OP4qZZ2ei1Vut9NpffSDNkwrq9+Qm5RqxN8bB0pIVCrO01MwF2rkz8PgxW04vCgHZL7OVuzkJ2dixnaXNVBdJAGjRAggKEmmrYUPg9m3xmwwezNb0a+1AxXjxQvU6PZ39aNRGodSV2mOM0gJvk7RtZouZ52eyRKVqNsuSsHGwQYcxHXBjxQ2c/+k8+NF5iFcIfKb5oNmbzdCkaxNDP0KZ4W2S2S+yMcV3Cl4Z9IrAZlmbKKmYoTaNUrdJDvx1IAb+OhD3d97Hyc+PwdxMfIamVe9KEkIDiaS6TXLnTuDyZaHN0oQmtfo3RN1x43TJCfad7DH70my4DnbF3pF7MePMjBJHgxzHYdTGUQCAGyuYtb5F7xbwmeaD1m+3xvST02FpW5nl+kpH3XHz8fGP0W5oO7Qb2g77Ru/DoemHAABdp3Y1ci+rLuoiOei3QRjsMlh57uqSqwCAsdvGVtlM3uoi6e7ORpFmZmz2P24cS/JkUzWtRUalVo8oA7YGCEQSYOmkZl+aDRsHG/iv81e+lxTabbnvr38ffb7ogxsrbuDglIO6iyQRy5slhrbjFST8cLhAJAHA0tYS005MQ5sBbXBt+TWtZQLKgkb3SaHTuSpHsc4mP0pGiGcIE8k/BoHjOHAcB8dFjhj460A89HyIlMcpJf73Gei/tlTS0pgtVl0kAVaRY/duZha9ds04favy6OLxMfZmKK+3XCan9Nh00XOZ8ZnKxLZPrzylzd02U3qM8L18erCDUw9SsEewcv3q8S+O6xY8+9NPRDNmsOzf6qSnE739NtF+w8RxpkWniR4vyCqg7MSKJ9XIz2crXFatKjqQl0h0qjdR3DF69IhVlwwIKDr34jzRiR5EOc8rfF+98+QJ62yxSOy06DRSuLuz9EQZqpRlCoWC0qLTKCqKqGtXohs3NJv09CTq358oTfy/wODExmr3bkdHV2pXqgQwxVGWjsRMgvqtxavc2zW3Uya2Na9jjozYDLgOdkVGbAYAYfGrrJdZODzrMNoMaIMeTj0QsDlAYLPUiq0tsHcvcz/Ki5KW8tWv7twBrK319agCGrRtIHrc0tYSdR3qVrh9iYRN3777jsUnQmIOgIPiykQs+fw4EhOLzG8vLwCXxwIkByQWpbRqBCwtmeFuxAjmdCmiwbXj4GbPZufNzJTHOY5Dg7YNYGHBEuuOHAncvKlq7sABYNo0NpIzluOkdWvt927btlK7Ur3QRU2NvVWFtd5xt+Poz/p/0tpX11J6TLoy0ezuwbvJxcyFdg3cRQVZBaRQKOj4F8fJGc509oezpY8slyxhgWwzZrB8k337slyO1bywS2EhW3IIsJHlk5BUur+8D+W7WdLT68fYSNLTmuh4VzbirKrExBC9+ipR/fpsZLlnDyvC7uhYYkq7Z8+IXnuNpYS7cYONJCUStpQ7y7iZxUyoAVMcpf55fuc59gzfg4IMFk7U5eMueHzkMZr3bi6wSRIRTn55EgGbA3SLT1y6FPj1V/ZaImF1D8aNM+SjVApSKaus6+3N9l9rk4agtSNgk1f0f1m/KzD0IlDHwXid1IXYWBauE11U3sHRETh2DKhb8ug7Lo69NSKC7Q8cCJw8ySYSJqoGusZR1uqpd1lp0acFWr/dWrk/bNkwTD81HdNPTkf603QcmXsE8kK50hs+7eQ0tBvaDgFbAhCwpQSh//JL1WtbW1YPpxqQk5gDn2k+yE3RjCuJOh8Fv1/O4o8/VD/EA4c2hE3vn1RveuN/FRfJnBwWmB0ZqXkuOBiYN48FCVaENm2ATz5R7f/+e6kiCbCa7J99ptr/7TcjiOSmTcCOHZrHCwqYqzs0tJI7VD0xCaWOUJFNMuJUBJp2bwpLO0u4DXFDg7YNYGlriTj/OATuDoTXJC+lWHZ4vwMCtgTgxOcn8OTkE3GbJW+TtLBgxbcyM4U2yypMUlgSwg+Hw32ou0Aso85HYf/Y/bh5LAXDh7G46jfeAGJuX4D06kzAphVQ9xXg9r+B58cr1olnz4BTp9iIT10sg4OBoUOBM2eAhISK3WPvXjbib98eaNqULWVRs1lq48AB4IcfgHbtgGbNgIkThTZLg6NQsCHsJ58IxbKggHXG1ZXZwk2Uji7zc2NvxrZRCopfzWV1XYrbLImIbm+6zXLrjd1HsgJZ6YlJ+epX6jZJdZtlcW94FSTiTAQtqbOE/unxD+Uk51DkuUhaUmcJOXfaR82aysnBgZWalT47T/lu1hS8vCtt+juRqCCV6FQfov2WRHEVTFkTGMjqCLVqRRQRwUpl2Nuz+kJPnlSs7eI2yeI2Sy0Ut0kWt1lWGnl5RKNGse/U9u2qkASA1fmt5cCUZk1/3N1+VyCSPLxYbui4gWQFTNR4sdQp1f3w4eKOG14sf/zRUI+kV3ix5J95bdft1LKFSiQp4zGRpzUpjnWludMTCWClYgRimSpSB6gs8GLJpyrTh0hevizuuFEXyxcvNC67fl3ccaMulnHiKUENg7pY8ptJJInIJJR6JT8jn64uvypa/CrudhyFHgoVHPun+z9K0cjPFCkRyHPjBtGRI+LnNm1if1nVhLM/nFU+c1J4Eu3dWySSRCwtT9jfRHmJVFhItGyZWj7EglSikBUVqx3Ls2ePSghOn654e1Ip66yYdzsmhmjzZtHLZDKW31HMu/3sWcWTDJeLjAzlZ3On8yw6fFj8bVu3skerLegqlAbzenMcVwfAFQBWYEslDxLRHxzHvQrAE0BjAHcBzCSiEq3tVcXrrQu8TZKn49iO+OjgRzCzNCvhquoNb5Pkk2w07dEUsy7MqtzMSbxNMpllQ0KrVmypSfv2ldeHqgpvkzzBvpejcALnzN7DAS8JJkxQvW3VKpab85tvWN7K2kBV8HoXABhCRD0AvAngPY7j3gLwF4A1RPQagDQA8wzYh0qFF8mOYzpiYf5CjNo0Co+PPVY6eGoivEg27tgY3yd9jxlnZiDlUYqGg8eg8CJpZQU8eQIEBgJ5eZoOntqIukhu3Qrk5cFz+C70kftjykcKHGLL+5UiOXkysHKlcbtcJdFl2FnRDYANgHsA+gFIBmBedLw/gDOlXW/sqbcu3Nt5T9Qmydss94/bb5SaIIbk6eWnzJHT/R/KSVLVFlB38JRoetAHYWHijht1B09srGH7UFWRy1k1tuI2ybw8yhg+kd7CDTI3k9Pbb7O3TJ5c+5L3oirYKAGYAQgEkA02krQHEKF2vjWAh6W1Ux2E8mXwSzrsdFjUcXN7022NQlRVmrw8lmVbjPBwoqgoIiLKeplF3lO8BSLJE3EmokIFoxRyBUWciRA9l/Uyi+LvxbOd7GyiadPEHTeBgUSzZ7MC3rWV9evFHTd5eZQx9VOlSdfcvPaJJFEVEUrlTYAGAPwADNBVKAF8CiAAQECbNm0M9kGZEOGXX4jMzIgOHBAeDw9n9RH69tWP86UE7u5gkQbXVlwTHM96mUWbOm+i1S1WK5OWmCgfK1eSwBHu42PsHlU+ugplpQScE1F6kVD2B9CA4zh+WX4rAM+1XLONiPoQUR8Hhyq+xK2m8fPPQP/+LIODlxc79ugRs/kpFCwnl7Zst3riTac30eWjLjj/w3lcX3kdAJCdkA33Ie5Ii07DBI8JyqQlJsqOuk0yJQV46y1gyhQobZYmhBjsm8ZxnAMAKRGlcxxnDWA42PTbD8AkMM+3E4AjhuqDiXJia8tWu7z/PhPLR4+AzZuZSPr5sToJBkZiLsEED+aSPf/DeeQk5iDiZATSotMw/eR0tB3c1uB9qKmoi+S+fSyb0JkzLNvRlClsRZG6N9yEYb3ezQH4cRwXDOAOgHNEdBzAjwC+5TguAixEaKe+b5yRweqAiBEbyyYa+qQwu1CrhzcjNoM3JRgEPu1bcYhI6zmd4MWycWO2tvnlS8DPDxm2LbU+T4XuJwIvlm0Ht8XNVTeRFJpUskgqZEBuvPi5vBeAQlruvsjyZchOyBY9lxmXCYW8CicfLkZGhlAkAaBePSaW/foBWVma1zx/DshkmscB9jdV0zGYUBJRMBH1JKLuRNSViBYVHY8ior5E9BoRTSaigtLaKtt9gQ8+YL+OxcXy9m2gW7eiHIl6ux/Ba6KXaDjMi/svsLXnVlxZfEV/N1QjITgBG1/fiGvLhWmpiQgXfrmAf7r9g9TI1PLf4PlzQSGV5LN3sbnLZlxyvqQhlpdcLmFT501ICksq//1EyE3JRVa86i/3+R1RSw0j4EvgbH8gO0p4PCcGOPsOW1teTnxn+8J1kKugLwDLeL6973ac+/5cuduubBYtAvbv18xLWa8eq5/j5CQ8npHBLDEzZ2qKpacn8Npr7De1JlPjkmJwHEsYe/++UCxv3waGDwccHNj0Qn/349D/f/2RHJ4sEMsX919gz7A9sLS1RPcZ3fV3QzUcujjgjQ/fwIWfLyjFkhfJ68uvo9v0bmj4asPyNc7bJG1sAH9/YMAANP7fHHT+lzWuLLoiEMtLLpdw2fkyukzugsYdG+vp6VQ2yYxnGZh5bqaGzVKDDp8BsmzgvKNKLHNi2H5hGtDhi3L3pd9/+iErPgtujm5KsUx+lAw3RzeQnNBrfq9yt13ZcJwg37AAseP16wNffcVEUV0sPT1ZGr233wYGDTJcf6sEunh8jL2VJzzo6FG2jLpvX6KzZ4nq1SNq395wIXURZyJosdVi+qfHPxR5PpL+avQXrWmzhlIjUw1zwyLkMjn5TPMhZzjT1T+v0rmfzrFyFJ8fF11yqRO8d7tJE6KQEHYsK4towABSSMzI13ENOcOZLv5+kfyc/dg6+Nm+JJfJ9fZcvHd7ifUSivaLJiIiuVRO3h95i3rDlaTeJ/JuRHS4DdFLPyLfV4m8GhAl36lwn2Kvx9Iy22W0oeMGivaLplXNV9HKJispMaQKJx7WIytWMO/41KmqXCHvvlti/uIqD4y9hFGflHcJ47FjbBoOAPb2wL17LBW+oYg8G4m9I/cCACzqWuDz4M/RsF05R3RlQCFXwHeWLx7sewAA6PN5H4zaOKr8lQDXrGHl+oo7brKzgfffB9nVw9FmnyJwdyAA4M3Zb2LsjrGQmOlvghJ2KAy+Tr74+NjHApukQqbAoemHkByejPn+88U932mBwKmeqv2Rd4DGpa5S04lnN55h1zu7lPtfhHwBh861Jypj5UqWOg4ABgwATp/WKTVnlUXXJYw1Or6iaVPVa0tLwM7OsPezcVCtbZaYSWBV3zB1mYvDSTjYtVQ9XL3W9SpWLvW//wVmzGB2CnWKHDycmRnq/6WqUGnX0k7v5VnfmPAG2gxso1HDh3fwFGQVaA8Psiz242TVSG/9sm4srGNUp0EdvbVdHVAfaDRsaLDS41WOGmej5OFtku3bs8iWpCRxB4++4G2S9dvUx+gtoyErkFXKemcqskneWHkDvT7tha4fd8XFXy5qOHjKjLbYVVtbXFrhj8sul9FjVg+8OftNXF16VdTBU1G0FTqTmEtg3VBL4TXeJmnRAOi3A7BsJLRZVgDeJlm3SV2M3T4WlraWAptlTYe3Sb77LuDszGZsYg6emkiNHFGqO278/NivYKtWLDfAyJEsDKKBeCHCcqHuuHHyc0LDdg3R8NWG2P/BfrgPdTdYJh1eJK8vv66cbhMROI7DhZ8vAAAG/DRAr/fkHTf8dJvjOEACXFnEPPuDnQezY8ZA3XEz5BybbjfqDVwYyo4P8wNsS6lfpAV1x42TnxMcOjvAobMD9o7cCzdHNzj5OcGuhYGnLEaEF8mBA1l+jbp1mZ+Pn4bv2WO8ypKVgi6GTGNvZXHmKBREffqIO254B4+Li87N6XA/Be0asEvUccM7eM79eE5/N1Qj/l48uUhcNBw3vINnkcUiSnmSorf7JYYmkouZi4bjRiFXkO9cX3Ixc6GEhwl6u1+ZuT5T3HHDO3iuTil30/vG7hN13PAOnmP/rmCW9ipMejrLLyLmuOEdPNryW1Z1UJXWeld0K6vX+9kz7d7t27f1v/g/62UWpUaJe7efBzwnWaHhSjo8u/VM1Lstl8kp8ZI30ZVJRLI84UmFgijwV6LwdWW+X5x/nEAkZQUyOjj1ID05/YTu7bhHnuM9qTCnkIiIUp6k0J6Reyg7IZuuLL1CV/+8Wub7lYnCLKK0YPFzaQ+JCjPK3XRuai4lhSeJnnsR+IIKcwvL3XaZiIsjGjGC6OlTzXPHjhHNmmWQ7BbBwdq92zdv6v12lYauQlkjbZStWmn3bv/rX/qfItg2tdUar9iidwuYWRguaW+rfq1EHSkSMwkcWmUBzw4CVz4E5PnsBBEQ/DsQsgRIf1jmZUot+7YUeLcLswuRFJqEA+MPICUyBY+OPsK+MfuQ8CABbo5uiA+Ix5WlV3Bx4UUkhSTp3Y4pwMIWaNBN/FyDLoBFvXI3bd3QGvad7EXPNevRDBbWFuVuu0wkJLC4VkdHICZGdfz4cbbuMDRUsEhAX3Trpt27/dZber9dlaNGhweZABC5E/CfDzR/Dxh0GHi4lIlk+/lA360AV/HfytzkXLgPdUfK4xT0+7ofbqy8AYmFBBZ1LdB9enfc3nAb3Wd0xzjXcXoNIaq1BAQAw4YBjRoxI/yDB0wke/QAzp3TrwG+hqNreJBJKGsDvFjy6FEkeXixTAjWLA1rEkkDwItlRtH6+j59TCJZDqpCKQgTVYV2cwHr5qr93uv0KpIAYGNvgzHbxij36zZVzdNGbR5lEkl906cPK27Ds3OnUUWSiHB12VWkPEnROJefno/zP52HrKD6xhGZvr01Hd4mmfcCQJEt8+pElc1ST6RGpMJ7krdyPychR2k79RznCWlu+TP3mBDh+HFg2TLV/vjxQptlJZP9Mhu31tyCm6ObQCzz0/OxZ/ge3Pz7Jl7ce2G0/lUUk1DWZNQdN+3nAx/LWBD2i9NCB08FSY1IhZujG6R5UvT9qi8AtmJFYiHBOz++g5jLMdg3Zp9JLPUF77jp0QNISwPu3AFSUzUdPJWIXXM7zLo4C/ICuVIseZF8GfQSUw5NQev+Blw/bGBMQlmTCVuh6bhpP08lltc+qnByzuyEbKVI9prfS+m4WRC+APad7OG/zh+Dfh+EmMsx8BzvaVivd23g0iVNx02fPsD58yqxTK1Aar0K0LRbU6VYbu25FeteXacUyY5jOhqlT/rCJJQ1kPAj4SjILABafgC88YNSJOVSOR4eeAhqN5eJZWp/IErL0r4DB4BC8XLr/v6sKiwA1G1SF91ndYfTRSf0mt8LjUa/hfe2joNtU1vMujALb855E29/9zbGu4/Hm3PeNN6qnSpA2KEw0VG1LF+GEO8Q3Rrp1QuYP1/TccOLpZMTW4RtJJp2a4qPDn0EaY4U+en5GL5ieLUXSQA1M+C8NpMek06LLRfTzrd3Un6GqlSsrFBGByYeIGc4U+yNWFaZsG1botatiSKKVTt0dmZrETZt0mhfKmWrnlq0IHr8WHhuyRJ22dq1hniy6k1SeBK5SFzIbYibMiCfiEiaJ6W97+8lZzjTy6CXRuyhfshLy6NtfbaRM5zJGc60uuVqSn6cbOxuaQW1OeC8NlO/TX1M2DcBz28/h8f7HijILIBcKofPxz4I8wnDyDUjma3I0hLw9QVycth0LTKSNeDiwjIezJ4N/FszI7i5OXD4MBtsDh6sGlkuXQr8+itbD/zll5X1tNUH+072GOc6DtF+0dg/dj+kuVLI8mU4MOEAIk5FYMy2MWjavWnpDVVh1G2SHx/7GJ8FfyawWVZnTHGUNZRQn1D4TPVBs57NYN3QGpFnIzFyzUi89U2xZRRBQcCQIWzZhaMj4O7ORHLHDu1psMFinIcMYXo7YgTg6spE0s2txMtqPUF7guDr5IvWb7eGxFyCmMsxGLNtDHp/0tvYXasQxR03/HQ74UEC3Ie4w8zuh8lmAAAfj0lEQVTKDLMvzUaj1/SX8k4f6BpHafRptS5baVNvab5U6/A+NTJVMNUpM9Jsoqwo8XMZj4hkBeVvWwdevCBKEllirFAo6Lpvgmh57dyUXMp8nkkPPB8op0CXFl3SfpPAQFIWdx40iEim29r04GDVZf366XyZUcnPyKf0mHTRc0nhSQZdl88TsC1A+f9yc201XiitRmFOIe19by89OvZI49zL4Je08+2dlBGn41r7Bw/Ej8tkRKGhJb6loIDokWYXtILaNPU+ueAkdr29S2NVSMrjFOwasAtH5lSgIu5NJ+DcQCDzifB4WhArZHX3q/K3XQoKBTBqFDB0KJCcLDzn+pk/To3fhr/mPRYcz0vNg/swd+x9by9CvFQOgsjTkczBI4avr+p1RATw9KlO/Tt6VPX66VPtfqGqhM80H+wetBvpT4WJSeMD4rGj3w6c/e6sQe8vy5ch/HC4cv/x0cc1ImzKwsYC005OE3XcNO3WFHOuzUG9ljqstb91i3n0nZ2Fx+VyYO5c4F//win3JHTvDmzcKHxLYSEwaRLwzjssakqf1AihHPDTAJhZmQmW0KU8ToHrYFcoZAoM+r0ClY+6/QEoCoALjiqxTAsCLgwBzOsyr7KBkEiAv/4CHj8WiuXp08B/XXsgy6YppB5eeHyCiSUvkokhibCqZ4XwQ+EYuWYkJh+cLLBZClC3Sd69C+TnC22WWlC3Sd6/z77H6jbLqorjIkcUZBbAdbCrUizjA+LhPswd1o2s0f/b/ga7d3Gb5Hj38QKbZXWnpIgGnaMd+vZlnnv+ewmoRNLdHfjpJwyd6oDx41nBM14seZE8doxVmdS741+XYaexN1283ilPUmh1y9W0wn4FhRwMoVXNV9EKhxX6yY+YFkx00J7oUEuiGO+i4lWtiTIjSr9WD5w9S1SnDlH37kR79xJZWRH17En0PDKXtvXZRostF1PQniDa0nMLLbJcRDvf2cmmdWtU07qQgyG0yHyR0BvOe7dnz1bNmwMDiRo1EveGF8F7t6dPV10WHExkby/uDa9qxN+Np+UNl9OaV9ZQiHcI/Vn/T1r76lpKe5pmsHuqe7cDtgUojwe6B5Iz56zhDa/VyOVEc+awL9lvv7HUcQDR4sXKtxQUEH34ITu8ejXR2LHs9ebNZbsVamM+ypQnKUrbjzOcKeFhAmWUYBYp6ZwGacFEHlBtlSSSPGfPquyBrVsTpRTl481NzaV17dYpnznYI5jWvrpWIJI8IQdDaGWTlZTwIIF90959VyiSPIGBRE2bEvn6arQhlRINGSIUSZ7gYFa88eBBPT10BVAPjSr+/5yfkU/xd+NV3xXO2aAiSUSUFp1Gf7f6WyCSPIHugbSq+aqyJ1mWS4mkOeLnKpB7U1+o/x+U5RwRMbF0clJ96dVEkqeggGj0aNVbyiqSRLXMRslDCqEHP/CBGV59FTgiYqJctIjF7iYl6dx4yfsGRi5XuzUx+yXbYT92PFb1rfB58Oea3m0AnSd2xn8i/4MmXZswd/XJk+Le7R49mK1y3DiNNszN2Qo6Me92t25s6j1xYnmfUj9kPs/EP93+wY3VN7BuHXsc3uz68MBDrG+/Hs8fqIWrUNFmQBq0bYAFYQtEvds9ZvbAV4+/KrtH+NYc4NIoQJYjPJ4Ty6pQhq2uQI8rxov7L7Cu3TqEHQrTOHd12VVseXMLshOytTdAJPzSaynMo/4W9df6psYIJW+TtHGwwRTfKbBraYdbCzzwSgspJk8WiuWiRcAffzCjbyNdvpu8TdKmNTDIF7CyF9osDczp0yznQc+erHZJcjKzWcY9YTbJrPgsTNw/ES36tIDXBC88vfxUa1uWtpaqHRsb7bE8trZa27C2LtdllUbdJnXRsl9LnPvuHGyjg5CezsyuZzY8wqFph1CnRQMcmXccaWiAZl9PQZ2GdQQ2S0Mh+OzLcE4rLUYBSVeBS6NVYpkTy76bBSmAw8By9rTiNGrfCI07NMbBKQcFYnl12VVcXHgRrfu3ho29ljpSvE1y7172xzpnjtBmCZVN8vRpYN064MMPhTZLvaPLsNPYW2lT7+RHyRo2Sd5m6dJoHfXsWkgWFmwm6eLChumzZukYzpIaqGmTVLdZZhjWIHfqlMomyU+3z54lamCVS9/U2UKLrRbTk1NPiIhNw3mb5aPjZYiRqIHICmXkNdmLnOFMO74OJLu6MmqAVFr8+h761exP+hpradcaNt1Wt1mmRRt2Cq53ovcR7ZMQnXuXKD2M6Eg7Iq/6REn+xu4Z5Wfk0463dtAi80UU6hNKV5ZeIWc4k880H0E5EQEymaZNUt1m+ccfVFCgaZNUt1lu2KB7H1GbbJRH5h8RddzwYuk24Qj17auyZegskkSs5oyY44YXS//PdGyo7MjlRL16CUWSx/Xzm/QrFtPy+U8Ex3mx/KfHP9q/jLUEdbH8BFvJnJPRx9gnEEkeXixPfXPKSL2tANH7VLbzfeZlFkmFWDCuDud0gRdL3h5cokgSEd26RWRmpmmT5MXSzo5OuScSx2naJHmxdHAgShUvYaVBrRJKWYGMUiLEDeFp0WlUmFtI336rEspDh0r/AJVIc4iyn4qfy4wweMD5y5eaIknEvsD+J5LEA85TcynrRZZB+1VdCNoTRM5wpl+whOpaSckS+VQPGRQdrfne5MfJJJdWwx+X7BiVUHrasEUSOiKXyenwrMN0fdV1jXOZzzNpe7/t9DzgeYW6d+6nc0qhfOj1sPQLwsK0dFaujCbX9paCAq3BGqLoKpQ1wkZpZmmGRu3FjY0N2jbAnyst8PffzDfRuzcwZYq4g0cUcxug7ivi5+zaA2blsC2VgaZNxe2oHMeh7yh7iIWnWTe0hm2zKmAsNDIPDzyEr5MvHPq+At9G85BTYIZxA1MgaVAPjo6acfWNOzSGxLya/UnwNkmL+kCn/wKKfKHNsjQIkOZJce67c7ix+obycFZ8FlwHuyIpJAnygvJ7Sa4uu4rry6+j49iOaPGvFjg07ZCog0fA66+LH5dIgI4dS3yLpSXQvn25u6uVavatKDu842bWLMDHh2Wi6tkTGg4eEzWLhwce4tC0Q2jyVlt415mFsLSm+LLvbXS5uh2rnFQOHh0XIVVN1B03jmeB3n8D/fdqOnhKQGIuwcR9E9F5cmelWPIimf0iGzPOzEDrt8uXcJd33HSb1g1TDk/BrPOz0KJPCw0HT7VAl2Gnsbfyplm7cEHcJpmWRtS3L5G1NVtLbaJmkfY0jRZZLKJdA3fRN1/JiOOI9uwR2iyP73pJDRoQDRhAouaLasG5d8UdN7yDJ+AbnZuSS+XKz8YZzrTMdhnFXo8td9eeXn4qapPkbZaLrRZT5vPMcrevL1CbbJTaUCiIvLzEHTdpacyjbKJ6EuYbRrfW39I4rpAr6Oz3Z+nWultUkFVAmZlEJ06ozssKZRRyMISIiAICVKuIkpKI5s8nyhT52714ka1GqnJkRhAl3xY/9/xkmYPO02PSlUJ5YMIBdjAri30wCSIr3O7dI/r+e2Y7LIZCoaAQ7xCSy+R05gzRX3+pzuVn5NPjk49JoSBauJDophHzghhdKAG0BuAHIBRACICvi443AnAOwJOifxuW1pYpca+J4nhP8SZnONOtdSqxVMgVdOzfx8gZznR58eUytXfyJHO2vv22UCwvXmQzj86dibJ195FUOzKfZ9L6DutpSZ0l9Herv8kZzszBc+sW+wC6dhWK5b17RA0bErVpIy6iasybx5Rm6VLVMYWClA7WH3800EPpQFUQyuYAehW9tgPwGEBnACsA/FR0/CcAf5XWlkkoTRRHVigjzw89lWKpLpLnfz5frrAWb2+hWKqLZClaUK3hRZKfbqtPw6+vus5sWOpiqS6SUVpSEKohk7Elr7xYqovkV18Z1/Shq1BWWuJejuOOANhYtA0mohccxzUHcImIOpV0rSlxrwkx5FI5Dk45KEhbNuDnARiydEi5a/McPAhMnapaDte5M+DnBzRpoo8eVz1kBTJsfXMrMuMyBY4bhUwBn2k+CPUOxXj38ejRMgUYMwbIy2MXtmnDCp29+qpO95HLWVIgDw/Vsa++YqtqjFlGqUol7gXQFkAsgHoA0tWOc+r72jbTiLIaoVCwWjt5eZrnEhOJ3Nz0ejtpvlRpV1tad2mFA6SJiL74gpQxt6XF5MkKZeS/0V80iDo1KpVCfUIr3B9DE+geKOq4kUvldPG3i5SbmssOrFql+mD8y77yRypVXQ5UDScaqkocJcdxtgB8AHxDRJnFRFprOgKO4z7lOC6A47iAJJ0zV5gwOjdvsqI548ez3JY8SUlsgfpnnwFxcXq5FSkIp78+rdyX5khxe8PtCrXp5wfs3q3anzULyMrS/v5HRx/h1Jen4OvkC4VclSglLToNboPdcPzfx7UnTK4i9JjZQzQESGIugeMiR1g3tGZJR5cuVZ2cNw9ITNT5HkTAjz8Kj/35Z3l7bAR0UdPybgAsAJwB8K3asUcAmpPKjvmotHZMI8pqxs6dRBxHNHIkG1kmJhJ168aSap4/r5dbFLdJFrdZlofiNsniNkttXF5ymYXCTGehMKlRqbSmzRpa3nA5xd+NL+cTViGK2ySL2yxLobhNUioV2iyNCaqAM4cD4A5gbbHjKyF05qworS2TUFZDeLHs1YuoQwe9iiQR0fHPj2s4btTF0n9j2aaGly+LO27UxTJHS+pHIpVY7nxnJ61uubrmiGRQkLjjRl0sk0suR/v996ThuFF38CxfbsD+l0JVEMoBYNPqYACBRdsoAI0BXAALDzoPoFFpbVVXoVQoiK5dEz+XnKysk1TlyU3JpcSQRNFz8ffiqSBby3r3v/4ipUHq+HG99unu9rt0/hdN77asUEaHZhyiaL/oMrUXHc2SwIoNkLy9iRYsEA0XFHBk/hGlvTTudlyZ7l9lSUxkH4yYd/vCBaIZM4gKS87M7uFB9M037O8h9kas0p4rkxHNnctCs+QyOas3X8kYXSj1uVVXody2jX3CW7YIjycnE/XowX6k80tJ9FwV2P/Bflphv4JeBr0UHI+5GkPLbJfRkflHNC/ip9u8UPLT8BoKP91WZsmZXkqWnFpIUlgSuZi5aHw2cpmcfGf7kovEhWXfr0R0Fcoav9bbmMyaBYwezfwXW7eyYykpzKcRHg5s3w5YWRm3j7owYvUImNcxFxRvi70WC4/3PWDX0g6OixyFF/COmydP2OL6nTuBs2c1HTw1BN5xU5BVgE/vfgrHJY544PFAw8FT27F/3R6Oi4SfjUKuwLH5xxDoGohBvw9i2ferIObG7kBNxsqKJeKYOJGJZUoK4OXFRPLoUWDECGP3UDcavdYITn5OcHN0g/tQdwxeNBjnfzgPu5Z2cPJzgl1zO9Wb1UXy+HH2mmf+fCaWvr5AnTqV/hyGQF0kZ52fhea9mqN5r+YAAL9f/QAA493GQ2JmGpMAwMBfWNb1iwsvghQEibkEwXuC8a7zuxj8x2Djdq4ETEJpYHixHDwYWLiQHTtzpnqIZEICS/MGqMRyQ4cNOPnFSQDQFEmAFVTOydEUyblz2b/r1gHZ2TVGKHMSc8BJOKVI8gxayEokR56OhCxfBsu6hk3HV50Y+MtAkILg9xv7IRn0+6AqLZJALUizVhXIzgYyMlT70dHG64uu+PsD7doBrq6qY9kvhcWgYkJzNS/s2BEICxOKJM/cuUBAAGBvr9/OGpFW/Vrhy0dfCkSSZ9DCQZh1YZZJJIuhkCuQFpmm3E+LTKvyJgqTUBoY3iYZFcWm28VtllWV7t2Bt99m2ubqqrJJyhs2xi7Mgdy2Hk5NVdksBViWIAwWFgbrs7Ews9RSaa2Uc7URdZvku87vYsjSIdXCnmsSSgOi7rg5ehQYO5ZNw6uDWFpbsz4PHQr8MScWrsM9kGdhhzVpThi7oA2+vuek4eAxYaIkiovk4D8GY+AvA6uFWJqEUgSFTPw/ixSkUTu8JM6eBR49EjpueJvl6NHAhg1AQRVe3caL5ZhmAUjKZyLptMAOGzYAjTswm6V5HXMEugYau6sm9IC2772242UlLTINoT6hGo4bXiwfHXmElMcp2htQyFmwmXgn9dJHregSQ2TsrTLjKEO8Q2jLm1soO0GYfFAhV5DvHF869tmxMiVeePZM/Hh+Pgs1rOooFERf/FtGdZFNANGuXcLzmfGZpJBXgewGJirEzbU3yXWwq8biAWmelPaM3ENXll7Ry30ynmlPJpwRV0KiYbmM6No0ojsiedlynhEd78KSFZcRmOIoy4d1Y2skP0qG+1B35CSymiOkIBydfxSBuwNh28y2TCm8WrUSP25lBTg46KPHhoMI+P57YPNWM0ydVxdDh7JcCOoOHrvmduAkRsyTZUIv1G1SFzFXYrBv9D4U5hQCAGT5MniO90Tk2Ui9Faur16qe9nMttZ8DJwGsmwGPNwB3v1aNLHPjgPODgdxngGVDvfRRFF3U1NhbZa/MiboYRUusl9Dmrpsp60UW+c7xJWc4k5+zX6X2w5goFET/+x9bVLNgAdvPzSUaNowt4d6929g9NKFvgvcFk4vEhXa/u5tyknNoz8g95Mw5072d94zdNYZCQXT3W1aW985XRNmxREfaE3nVI0oqXz0JVLXEvRXBGIl7o/2imZe3qFRnVQ+I1TeXL7PYzwULmC2VH0Tn5QEffABcu8Y8+c01o2JMVGMe7H+AQ9MOKfc/2PkBes7tacQeFYMIuP8dEP432ze3A4acBezfKldzuibuNU29tdD23baCYOp/ff4vg96PCPj5Z+boKU5aGjBpEhATY9AuCHj3Xbb6UF0kAZWD5/x544tkYkgifKb5QJor1TgXsDUA11de1+v9Uh6n4OCUgyjMLtQ4F+gWiCtLruj1fsbgjQ/fEOx3mdLFSD3RAscBr/9XtV//DaBxP4Pf1iSUIvA2yfSn6Wg7uC3Mrc0FNktDkJ8PXLkCTJkiFMu0NGD4cODYMRZmVJkMHSqept/aGnjnncrtixgJwQl46PkQnuM8BWIZsDUAJz47gZjLMXoNN0kMSUSoTyg83vcQiGWgWyCOzDmCmMsxkEvlertfZcPbJMEB7Ya1AyfhBDbLKgFvkzS3AxzeAVJuC22WhkKX+bmxt8q0UfLebXWbpLrNsrg3XJ9kZrK8h2ZmRAcPEqWmEvXuTWRpSXTsmMFuW60JdA8kZ86Z3Ie5U2FOId3Zcoec4Uweoz1Imi/V+/0eHnhILmYutGvALirIKqD7rvcF96+u8N5tdZukus1Sayq9yiTnmdAmWdxmWY7aEjDZKMvHJZdLuOx8WcMmGe0XjX2j96HZm80w9/rcchevKo2sLOC994AbN9i+pSUbYY4ZY5Db1QiC9gTB18lXWVSkw+gO+MjnI5hbGSaVQYhXCHym+YDk7IbthrXD1CNTYWFTfVcdHZl7BIGugfhgh9Am+WD/AxyecRidJ3XGpAOTjNdBhRw49SaQGws4nlHZJNVtlr3+Fk7LdUBXG6VJKIuRk5SDMJ8w9PlM87OL9ouGmYUZ2gxoY9A+xMYCr7zCXs+ZA+zaZdDb1Qh2DdiFZ9efAQB+TPsRdRoYNunGvjH78OTEEwDAd4nfoa5DXYPez9CkRqbiuf9zdJvWTeNc6MFQNOnaBPavG3mN/otzgIWdpuOGCHi8EXh1FmBZv0xNmoSymsLbJO/eZftmZsCBAyxVmwlxeJskj6FHeLxNkh/BthnQBtNPTYelrSn5RXXD5PWuhvAi+eABc95kZgL9+mk6eEyo4EWyw+gOWJi/EOPdxyPqQpSGg0df8CLZbmg7/JLzCyYdmIRnN59pOHhM1CxMQllFyMtTiSRvk7SzA06fVonl8ePG7mXVItAtUCmSvE2yx8weGO+mEkt9er0fHnioFEl+xNrloy6YuG+iUiyrs9fbhHZMiXurCNbWwLhxgLOz0HHDi+WXXwK9ehmte1WS1v1bo+e8nhi16f/tnX/MllUZxz9fQGwCSoBzTEx+RDVqA1lDZ+pYORNWQoWGYwXlarZsmTOlsZp/2JLsx9ZwsZqGNQIkoxiVSvbDUvyByAuoID8bslcwXYAVFHL1x7mevN9n7/3e7/vynIeXh+uz3XvOc577Pt9z3ec513POfd/neqZ3uHEz8VMTATh66GhDI4uPungUk+ZOYvo90ztM6997XXrW8ODeg/Q/I8KqtSJxjTIIgtOWuEYZBEHQIMJRBkEQVBCOMgiCoIJwlEEQBBWEowyCIKggHGUQBEEF4SiDIAgqOCWeo5T0KtDTsLUjgL9nqE5f1w790D+d9XuqfaGZVf571SnhKHuDpPXdeZC01bRDP/RPZ/1c2jH1DoIgqCAcZRAEQQWt7Ch/dJpqh37on876WbRb9hplEARBo2jlEWUQBEFDCEcZBEFQQcs5SklXS9omaYek+U3Qu0DSHyW9IOl5SV/2/Dsk7ZO00bfpGeuwR9Jm11nvecMkrZW03V/fnkn73QUbN0o6JOnmnPZLuk/SAUlbCnmd2qvED/z7sEnSCYU/LtG+W9JWL3+VpKGeP1rSvwvnYPGJaHehX3quJX3Nbd8m6cOZ9FcUtPdI2uj5Oewv62952787/2l7qmxAf2AnMBYYCLQBEzJrjgQme3oI8BIwAbgDuLVJdu8BRtTlfRuY7+n5wMImnf9XgAtz2g9cAUwGtlTZC0wHfgcIuAR4KoP2VcAATy8saI8u7pfR9k7PtX8P24AzgTHeN/o3Wr/u8+8C38hof1l/y9r+rTainALsMLNdZvYfYDkwI6egmbWb2QZPHwZeBM7PqdlNZgD3e/p+YGYTND8E7DSznq6i6hFm9hjwel12mb0zgJ9a4klgqKSRjdQ2s0fM7Ji/fRIY1dvye6PfBTOA5WZ21Mx2AztIfSSLvtKf3V8HLDsRjQr9sv6Wtf1bzVGeD+wtvH+ZJjotSaOBi4CnPOsmH+7fl2vq6xjwiKRnJX3e884zs3ZPvwKcl1G/xmw6dpJm2Q/l9jb7O/FZ0gimxhhJz0n6s6TLM+p2dq6bbfvlwH4z217Iy2Z/XX/L2v6t5ihPGpIGAw8CN5vZIeCHwDhgEtBOmpLk4jIzmwxMA74o6Yrih5bmIFmfA5M0ELgGWOlZzbS/A82wtzMkLQCOAUs9qx14h5ldBNwC/FzS2RmkT9q5ruN6Ov5QZrO/k/72f3K0f6s5yn3ABYX3ozwvK5LOIDXaUjP7JYCZ7TezN83sOPBjTnDK0xVmts9fDwCrXGt/bYrhrwdy6TvTgA1mtt/r0jT7nTJ7m/KdkDQP+AgwxzsqPuV9zdPPkq4RvqvR2l2c66b1B0kDgI8DKwr1ymJ/Z/2NzO3fao7yGWC8pDE+wpkNrM4p6Ndl7gVeNLPvFfKL10E+BmypP7ZB+oMkDamlSTcWtpDsnuu7zQV+nUO/QIfRRLPsL1Bm72rg03738xLgYGGK1hAkXQ3cBlxjZv8q5J8rqb+nxwLjgV2N1Payy871amC2pDMljXH9pxut71wJbDWzlwv1arj9Zf2N3O3fyDtSfWEj3eV6ifTrtaAJepeRhvmbgI2+TQd+Bmz2/NXAyEz6Y0l3NtuA52s2A8OBR4HtwO+BYRnPwSDgNeCcQl42+0kOuR34L+ma0w1l9pLudt7j34fNwPszaO8gXQertf9i3/cT3iYbgQ3ARzPZXnqugQVu+zZgWg59z18C3Fi3bw77y/pb1vaPJYxBEAQVtNrUOwiCoOGEowyCIKggHGUQBEEF4SiDIAgqCEcZBEFQQTjKoFtIeqOXx82UNKHR9ekLSJoqac3JrkeQn3CUQW5mkqK7BHXUHsYO+j7hKIMe4aOoP0n6hVIMxqW+WgJJd3mcwE2SviPpUtL677s9HuE4SZ+T9IykNkkPSjrLj13icQOfkLRL0qyC5u1K8TbbJN3leeMkPeSBQP4i6T1d1LnTsutHhJIW+VLEWozPb3m910uaLOlhSTsl3Vgo/mxJv1GK97hYUj8//ipJ6yRtkLTS1ybXyl0oaQNwbUMaJchPrtUasbXWBrzhr1OBg6Q1s/2AdaTVEsNJqz9qixiG+usSYFahnOGF9J3Alwr7rfQyJ5DC5UFaQ/4EcJa/r624eBQY7+mLgT90UfeysqcCawr7LQLmeXoP8AVPf5+0EmQIcC4pQk7t+COk1VH9gbXALGAE8BgwyPe7nbdiNO4BbjvZ7Rlbz7YBPfKqQZB42nxNr1I069GkOIxHgHt9lFZ27e59ku4EhgKDgYcLn/3KUmCHFyTVwmRdCfzEfA21mb3uo7NLgZU+mIUUnLYrOiu7ilqcgM3AYEvxDw9LOiqPYk46F7sAJC0j/WgcITnkx71+A0k/KDVWEJxShKMMesPRQvpNUnTvY5KmkIL3zgJuAj7YybFLgJlm1ubT3Kkl5Ypy+gH/MLNJvaxzrexjdLz89LaSY47XHX+ct/pO/Rpg8/LXmtn1JXX5Z3cqHPQd4hpl0BB8lHeOmf0W+Aow0T86TJqy1hgCtHuorDndKHot8JnCtcxhluIP7pZ0redJ0sSuCinhb8AEj64zlOTke8oUj1bVD/gk8FfS6PoDkt7p9RskqeHh1YLmEY4yaBRDgDWSNpGcxS2evxz4qlKU63HA10kRqR8HtlYVamYPkabA632af6t/NAe4QVItalKP//LDzPYCD5DCkj0APNfTMkih/RaR/pJgN7DKzF4F5gHL/HysA0pvNgV9n4geFARBUEGMKIMgCCqImzlBy6D0nzX1zyauNLNvnoz6BK1DTL2DIAgqiKl3EARBBeEogyAIKghHGQRBUEE4yiAIggrCUQZBEFTwP/+S+KGxg4nKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = data['Drug'].apply(lambda class_val: color_map[class_val])\n",
    "\n",
    "numeric_attributes = list(data.select_dtypes(include=['float64', 'int64']).columns)\n",
    "n_numeric_attributes = len(numeric_attributes)\n",
    "\n",
    "for i in range(n_numeric_attributes):\n",
    "    for j in range(i + 1, n_numeric_attributes):\n",
    "        plt.figure(figsize=(5, 5))\n",
    "        colored_scatter(data, numeric_attributes[i], numeric_attributes[j], colors)\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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vaPRxvosfwGb/frSof4CyoX0QHuvBuZMmfrte5nZEecL29aZbm8fbl5RyD5DVf3AnC6+XwOtP3Xhj9DV+JRtAFS84+bE2BLTNKrDO+saFoyM0bCBZvkKY1PiNGaP9Gxqiw9Y2/+/z1Kmj/VjCx8fycoAa3WswJGAIK/qvYJbzLGSaxNHFEZ8QH8rWLGtxG2Px0w/13LwZevTQBHDHDi28CZti0Ogz2N5O27DmhHwXP4ADf3riFL2SGkzQFtQYbxC/+OhUtmzw5uVeWZ+IisLBjUPZjwCv6F4x14/5wQcf8MEHH5gse/vtt02eV6hQgQMHMobsz5w5EwArKytmzZqFo6Mj0dHRtGjRgoYNG9LFwhdQo0aNOH36dG40uQVwQUp5CUAIsQItRTnc6DX1AP1dvBAgIDcOrABOz4Krq7VyDdfRGcvDv4awd6DWG+D+Y8G1T6FQ5Dr/zp4/4xq/9n9Ai99NawCzuaPe9e4qNke3wDEp2mS50KUxK3o0/41+q9DdkW85qSWu3Vy1oZ8Shm8ablH8AG7c0C6UM4ufPgTm0CG4cCF9YUQAHH1Lk0A7J23Yp6UQmDym8fjOLP3mFaJvlkKG9oGjUw3it+LHMTQe2yHf2/TEGMJd0mv8Gs0wrQHMahoIoN6Dv9gdXY8q8WfN1o25M5PF0b2xTk3Kw8bnPjW618DzE090KTqkTuK9zjtL8UtIgLVrTcUPMmoAb9wwmp4k5hjs6gt2ZcGhChyfbjkEJo+p592UrevGc+FEbfhrAhx+0yB+iz71ocH4AQVyk0mh6N27N02aNKFdu3ZMnz4dZ2fnvD7k4yQm/w28nP54AFBcCGHxA+GRU0EpTGm1CJy7wMExcHGhtkwvflW9we27Am2eQqHIff598vcwAo5MNq3xy1wDeGd/1tuXLIk4eQI6d4bodAFMS4MxYxCL/bT5FQrZRdm5jee4HHLZ8HzDqxsshsCAlsh46pTlOP7RozXxa9gQ0xq/nic5k7KMxKQSZiEwujQdW6Zs4fap2+Y7zCUqtajEwHWvsfSbVxC6BDjzLUIms+LHMXhveBXnxnl+8ZIz0pLgwGjzcBfjGsB//LLe3tERERsDHh5w1kgAZ86EadMQpUtlGFEhIfJEJPu+2md4vuHVDRZDYEDrhd6501T89LRvD5cuaam1JjV+3f7ieoXtxMbVR2YOgQH2frWXC1sukFeUrFKSEdvHsHXdeO5Fl4JzPyKS77DoUx86//watfvUzrNjKxTZERoaSlhYGOHh4fhmnqel4Hgb6CCEOAZ0QAvVsvgllm2yssIcG3toH5AhgBvrZ4hf6yVg9e8dIKZQPK/8++SvWBXtAjpzuIteADuFgFPrrLfv1g0CA7XIwM6dtcSIMWPAz09LVfnww7x/D7mIcY3fOzHvmNUAWqJMmaz3V6YMcOcvk3AXaVuCsOV3+HnyoAwBfBiBLk1H4OhADs4+yMWt5jH6KQkpnFh2wuJxosKjiNgfYXGdJSq1qMRw/1omy0auqP/six9o56nHJsvhLrVe185Z17FZb1+vnlbsp9NlCGC6+DF0qDbDuU3h+QI3rvF749wbDN883KQG0BIlS2btt2XKAAmRZuEuZzde45c3+xB7r54mgJFaWszuL3az/d3tnFplHroipeTvxX+jSzMPSoq/E8/ZIPPe16woWaUkowJfoqhDRkGm1/dllPgpnjcemZgspbwhpXxZStkU+CB92d38a6JG1OkoUpMsp1nfCrtlcfmTktX3clpKWpZJxzlGL4BIuJc+2jYXxS+7dufZe1IoFFny75M/0OTOUqqnENo8f49CL4CnTkH58oVW/M5vPm8QP32NX8tJLU0EMKu0z2wp0wwafmQIdxFCMHDVQJxbufPz5EFExI1BZ1eRwNGBHPc/jsf/PHjp/14y283hXw6zbvg6dn26i5gLMYblUeFR+HX0I9A3kLTkNGIuxphta8b1jZS9NY4bl1z4ceobREaUp3SEj3kIzLNKqQZZp3pW8Hh0b7OxANapU2jF7/bJ2ybhLmVrljXUABoEMNayAGaLfQVo+LFJuIvnJ564vdaOX6f05ULEMGS5l9j9xW52vL+DhsMa0mduH7PdXNp2iQCfAAJGBRB9PtoggfF34vHr6Me64et4GPXQ5HzOkrsncTzZl+QkO35+ZyLnjtXEOekj8xAYheLfzSGgphDiBSFEEWAIWoqyASFEOSGE/nrlPWBBnrXm+HFYutRscUJMAofcX2Nzt9lmArjvm3381vS3xx4tkJXwHPrlEL+3/J34aNNE49SkVFa9vIqtb219zDfxFJybY/o8qxCYJ+RexD3mus0lKtx8CO7pdafx6+hHSkJKrhxLoVA8Hv9O+csNOneGskYlBa/nTqZHflLcpTjVPatr4ueYIQB6ASztWhphLSDlCT94rayhwX9Nwl1s7GwYvG4wzq3cWTCmJJ/YfmoQvw7TLdfctZzckkYjGxEyPYQ5teewZ+Yeg/gJIfD+w5tNb2xibrO53IvIZtJ4o3CX1b+Np80no1nx47iMGsDCIoA5pV49LeFEzwcfFCrxA7Ava0+FxhU08atewrBcL4BlapShSLEiT37OAtSeZBLuIoSg27fdcHutHcvercH/bL4wiF9/v/4Wk3Bdu7rS8fOOnFh2gp8b/Ezg6EAeRD7Ar6MfMedj8P7DmxPLTjCnzhyu7L6SdVuMwl0Wf+FL8w982Rb0akYNoBJAxXOClDIVeAPYCpwGVkkpTwkh/ieE0M9S7wGcFUKcAyoAn+XW8aNORyF1RjL2xRcwciRy0SITYbFfvoCe8WupuHMZq7xWGQRw3zf72Pb2NuoNqseLnR8dHnUv4h7zW8232FP4MPIhkX9H4ufpZxDA1KRUVg9czbkN5yhXt1wO320WGNf4DYoD566mNYA54PLOy9wKu8W8lvNMfp+n151m9aDVXN19lfvX7uf4OAqF4vFR8meJ9Bo/bt2CNm3Azs60BrCQ4NzEmRFbRmAffR3q1tXma0in5aSWdP26K2LJEmjWzGhCtKfHxs6GQasHGZ6XqFwiS/EDsLK2ot/CfjQc3hCpkwRPC2Zey3kIIRgVPIoD3x/g6O9Haf56c0pULpHlfhLPBBnCXbw3vIrbWDdDDWD0zVIkntuc4/dWKJg5U+ulbtxYu3HRubNpDWAhoLhLcUZtH0VZJ2to3Rp++cWwrkb3GgxaNQjrQwegdm04eTLHx9MLoDFZiZ+edu+1o+PnHdEl6zjuf5w5tecQcz6GoeuHcvvUbbZO2UqdfnWo3CrrqchSru7iYXSaocav+WvNDTWAF07UJuHU2kIXLKVQPC3p8//WSp/j97P0ZR9KKYPSH69Jnxe4lpRyrJQyVxKsYi7EMLfZXDa+vjFDABcsQHbsRPDopfza6GdN0n76Cd54A/r2hTlzOL/xPKu8VrH7i90G8fNa5pXt54YeXYqOuJtxLO602EQAzwSeYfdnuylbqyx3zt7Bv7M/cTfjDOLX69deuE9wz423bYqx+LVeAraOpjWAORTAhkMaUqNHDZIfJBsEUC9+UifpML1DlmFeCoUib1Dylxm9+OmHeu7ZY1oDWMgEEIBSpaBYMe2Ly0gA8ffXMvfLl9fW5xBdmo4Nr24wPL9/7T6Hfzuc7TZW1lb09+uPSzMXAJIfJNNgaAOD+LV9vy0dP+1oSD5MTktmXNA4Tt7OuPBf/2snln0/njbLevPuP+8SnxJvCIFZ/OUEtix4zHkeCjPGNX6HD8OuXaY1gIUNBwdwcYGJE00EkL17oXt3sLU17ZnPAXu+3GPyfOvUrY+sQ2n3Xjta/V8rAJLuJVGlbRUiT0SydcpW6r5cF68VXljbakWIUko+DPmQTec3GbbfF1Cfn/4zkdbf+/BJyifcjLtpEgKz7It+KPVT5JQZM2Ywa9asXNmXh4cHtWvXpkmTJtStW5e5cwt/73Rp19K0nNySI78eMQigLFqU4KZT2UtbmqYdpsL4fhnit3o1zV5/iV6/9uL8xvPseH8HtfvVfmzxAyj9Yml8QnywLWZrEMAzgWdYPXA1Lm4ujD04lmHrh3Hr71t8W/HbvBU/AGEN1YaY1vjpawBduue47s/KxoqhQUNx7V6DTQ/a8d/661jltQqpk3jM8KDDRx24cwfGj4e4uFx4PwqF4pEUrjFh+cGMGeY1fvoawH794OWXITS0cCV+lisHwcHQqZP2BRYUpPVq+vhok6AFBWkX20/B6T9OU6l5JRxdHE1r/Ka+xLyW89j46kaAbL+4os9Gc+9KxrDOA99paaGZxQ/g1oNbbLqwiYCzAYT4hNCgfAP6zu/HqVOn6H+gPw9THjKtzTTqOtXVQmC2v0rpF0s/1XsrNKxcaV7jp68B9PTU/t/Pns0Vwc83ihSBNWtg4EBNAAEaNdLEr2JF7W/QxeWpdh2xPwJrW2squlc0qfHr79efpb2W8tcPfwHQ/fvuWU63EH8nnkvbLhme/7P9H/7Z/g91+tcxET+AhNQENp7fyMy9M/nD+w961uxJu/fb4dzRmVFnRnHs5jFGNhqJS3EXgwAKIdRUD/8CKm3MPGNBJjY+2f7kRzm/JZCamorNUw4HX7p0Ke7u7sTExODq6oqvry9FimQ9B+mzjhCCTp9r07fu/XIvAHYl7Ng36yDNxjah17yPEYfSf+erV2ufS2g3KfWkJqaiS9M9tvwBlHEtg0+ID36efvzW9DdACy0b8ecIipYsSrUO1bC2tTaEv9QbmHnO+1yk7v9powwyf97Y2IPHxly51rGysaLLgqFMrvaAwynNGMVi+k6sbBC/jh3h/HktUfwl83gAhUKRyzwXPX+pialZBjDEXoolJd6ofuj11+Hnn83DXfQC+MUXhUv89OgFsFYt6NpVmxQth+KXeDeRoDFBLPJYxJohawzi1+79dmwYt4Gok1G4NHNh46sbOTrvqMV96Gv8rGyseO3Ea5R2zRA1uxJ2ZhfAVUtWJdQnlCLWRfD08+Tk7ZNcT7tuEL/gUcHUdapreH2FhhW0GrFChpQyy+kx4qPjibtpdIu0b1/46ivzcBe9AH7zTeESPz16AezTRxPAtm1zLH5SJ9n42kb8u/izefJmE/Hb8+UeLv15iSptqvDXD3/x59Q/Le5DH+4Scz6GkdtGUrNXTcM6m6I2CCvTc9bB1oHtI7fToHwDBqwcwKbzm4hLjTOI3+pBq+lWI2PoackqJbMd5qxQZMdnn31GrVq1aNu2LWfTe/09PDyYMmUK7u7uzJ49G19fX9asWWPYxtHREQCdTsfEiROpU6cOXbp0oWfPniav0/PgwQOKFSuGdSGbQsYSegFsM60NR349wr6v9tFsQjN6NYpAGPe/L9emgzGu8esxpwcXt140qQF8XMq4lqHVW60Mzzt/1ZmiJYsaavzSktOo+3JdrO2s8e/sbxYCk6tkdU2Ti9c6MfvPMjJlAXYksZhRbF4YyZm9dwziFxSkxE+hyC+eC/nbOHEj81vP5/ZJ04vpO2fvsKDNAoLGGgWLOTvDa69Z3lG3blodUi4jpSQ10fIXR2piau5FIZcrB8bzNr355lOLH0DRUkUZvmk48VHxXAm9Quu3W9Pu/XYEjArgxLITdPy8I6/sfYUGQxrgVM88ydI43GVU8CgO/nCQ2IuxONXXXhs8LZg9M/eYbVezbE2DADb8pSGuP7gaxK+Jc5Onfj/PEge+O8Bct7mc33zeZHl8dDz+nf1Z1nNZxnQD9vbwn/9YDnepVw+8vfOkjVmds7o0HWkpluPKn5giReCttzKee3s/tfgBCCvBkMAhFC1dlGPzj1GrTy2D+IVMD6HRyEb4hPrw0tSXDEORjTEWP32N3/mN5w3n7MkVJwkcHWg2FURp+9IGAey1rBelZpYyiF+/Ov2e+v0oFMYcOXKEFStWEBYWxqZNmzh06JBhXXJyMocPH2bq1KlZbr9u3TouX75MeHg4/v7+7N9vOifu8OHDadSoEbVr12b69On/CvmzyMlT2vdj375w965W8jF6NOeH/Nekxq/F6y0MQ0CfVADPBJ5h+zvbcSjngF0JO1a9vIprf10zqfEbvHYwQ4OGEnU6Ku8FMBvunLnDnTN3LK47v/l8lt8FevQ1fqW5xy9vnsbRPo2fEl6hbttynD8nCQpjaTejAAAgAElEQVSCLl3youUKhcISz4X8tZ3WFmtba/w6+hkE8M7ZO/h5+CF1kvb/bV+g7dv5v534efqRdN+0hj3pfhKLOy0mdEZo7hzI3x+mTtUCQWrW1C6kjWsAn4LKrSozYusI0pLTCF8bzuJOiw3i1+69dtjY2eC13IsqrauYbRt1OgprW2uTcJe277dlQtgEGg5viKOLY7YCuKBvRtr37O6z/zXiB9DEtwnlG5RnZf+VBgHUi1/U6Sg6fdkJK+uC+/M9ufIkP9f/mbuXTafa0qXpCPAJYN2wdaYJek/L3r3aBdgLL4C7O3zyiWkN4FNQqlopfEJ8KFa+GFd3X2X1oNUG8eu3sB/WNtZ0ndWVRsMbmW1798pdHt5+aBLuUvflukw4NoGOn3fEobwDx/2PEzQmyKIArh281vD8laavKPFT5Cq7d+9mwIABODg4UKJECfr27WtY5/0YN4H27NnDoEGDsLKywtnZGU9PT5P1S5cu5fjx41y9epVZs2Zx5Uo2ibaFBCklwe8Hs/fLvTR7tRmtO9tzZG8iG6tNRK5cpU0iGhREWntPaqz8nB7Nb5vU+LlPcKfXr724sPkCV3Y93u/DuMZv0oVJjD86HttitizqsMisxs+1q6tBANcNW5dnvwewfENPSsmaoWtY5LHITACPLTjGsl7LLH5H67my84oh3MVjhgdDZ7/Exh0ZN507yFBeavQg996EQqF4JM+F/JWtVRafEB+DAB5ZEs73TfxISZH4hPiY9EodPQojR0JSrmSJPR4VGlXgxuEbLOm2xCCASfeTWNpjKdf/uk6FRhVyfhB9uEvHjrBvn/ZTq5Z5CMxTULlVZYZtGsbdf+5yZecVmr/enHbvtXvkdvW86vHG2TdIvJfI0XkZ4S7WNtb09+vPpPOTaDCkAbv+t8tsqodLsZcYt36c4flbW98yCYEp7NiXsWfktpEGAQxbfJzPa/sTeSqKIYFDqNGthuG116+Dl1euBLY+NmVrliUhNoFFHosMAqgXvxNLT+Dc1Nls+OMTow93qVhRe7x3b8YQ0FwSwMS7iZwJOINTPSf6Lez3SKGu2Kwiky9NpnyD8oRMDzEJd2n3Xjum/DMFj489+Hvx31zdc9Vk23uJ9/Bek3EBvjBsoUkIjEKRlxQzGvptY2ODTqfdnNDpdCQnJ2e1mUWcnJxwc3Pj4MGDudrG/Caz+PX6qReduwra1LzFkStObHxrm3YTy94e680bSG3ngbtvA7P6PvcJ7rx+5nVcu7g+8pgR+yMM4qev8dPXADqUcaCIYxFq96ltso1rV1eGrh9K12+65ur7N+bUqlP8XP9nYv+JNVkudZKSVUqSeDfRRACPLThG0NggXLu60vbdtlnuNzUp1SzcZez4jN/fruRWHPu7EJbSKBSFmOdC/iBDAOOj4tkwcjW2iQ9YLHyItTEVv86dYffu/L2QrjugLgNXDTQI4P3r9w3i57XCi3peOSz2PnjQPNzFuAawb1/IwR1cXZqOwz9npHoeW33R4rw9f/6p/Y6NsXWwpcpLVRh/ZLxJuIuVtRVFihVhgP8AxhwYQ8kqGXMKXoq9hMciDx6mPOTYhGOce+OcSQ3gvwW9ADq6OBLo8we20bdYKYZw1dZU/Dw9NX+/fDn/2ubi5sKo7aNIup/EIo9FxFyMMYhfx8860u79R8t/tty+rc1ZaFzjl7kGcMeOHB3iuP9xw+Ooi/e4ccR83q3wcO1PxhhbB1scnR0Zs2+MWbiLrYMtHT7swISjE6jeobph+b3Ee3Rd0pVjN48R4B1AzDsxJjWACkVu0L59ewICAkhISCAuLo7169dbfF316tU5cuQIAEFBQaSkz5vZpk0b1q5di06nIzIyktDQUIvbx8fHc+zYMVxdHy07zzKxF2M5OPugQfyElUD85z90Oj2HNtPacGz+MSKPR2ovtrfHNnQ7VhMtl4U87nQFFZtVpM27bQzip6eMaxl8d/nSfnp7HF0czbZz7eJK+Qbln/xNPiZlapYhITYBPw8/gwDq0nQE+gZybv05mk1oBsAij0Vse2ebQfyGBAzBpmjWAUKuXV157eRrZuEuf/4JF8/rKFexCP2GFDO7NlAoFHnHcyN/gFntnC5N4uEB587B3uAEOnXUUaKEdq1Z2WiKrsjjkblXw5QFegG8duAa31X+joh9EbkjfgAtWsCcOebhLnoB/PlnqFbtqXatS9OZ1PglDB/Dg9sP+b6pn4kAbt2qOeZ//mN5+jKXpi4W0w2tbKyo0DCj5zPiXoRB/PQ1fsY1gJ5+npy9UwinNsiCzOesi7Okd2/Ne67+k0b7NqncugVbtkDz5hmvi70US0JsQp62TS+AibGJ/Fjjx9wTP9CmH/nlF/NwF70A/vgjdMh6DslHsevTXYahnpVnvUlskgO/t/Pn2l83DK8JD9fEetIkSEy00MQG5U3EzxjnJs6Gx/Ep8Qbx09f4GdcADlg5gG0Xc9b7rlAAuLm54e3tTePGjenRowfNjT8UjBg3bhw7d+6kcePG7N+/39Ar6OXlReXKlalXrx4jRozAzc2NkiUzbrwNHz6cJk2a0KxZM3x9fWnWrFm+vK+8okyNMow/Mt4gfnqEtTWdPu/Eq2GvmvwtY5XzSybrItZ0/LSjifgZ2uNahjbvtEGA9tlnidhY+PvvHLcjMy5NXRgVPIqkuCT8PPyIuRBDoG8gx5ccx/NTT3rM7oFPiA8PIx+y7+t9lKxa8pHip6d8/fLExmIS7tKlC7xYw4pde60pUUK78R4WlutvS6FQWOC5mepBX+NXrHwxes/tzaaJm/BN9GNRog+1a5cH7CltfZ+gDVC9ekbS3uWdl1nWcxnuE93p+nXeDbkAeLHTiybPH2cIyWMhREZcfmbKldPylZ+CzOLX7r12tEqBsTdHUHHHEr5v6seUYz7sP1WCfv20eeZXrXq8ADFdqg5dmg4bO9NTtHyx8nSo3IGp7aaa1PjpBfDD0A+pXCLrybULE/oavwe3HuC13It9X++jw8mV4OxNp041AWvsSGL5r9G0bp0hyDEXYvDz9KN8g/IM3zw8T9tYoXEFSlQuQVS41lXecFjD3Nv58CzaXqSINu/WU2Isfv0W9kNYWfHRFR/u/ejH7+38Gbd7JPcdK+LpqV3r/fknFDW/TrNI8sNks3RZext72ldqz3tt3zOp8dML4IQNE0wSahX/Hq73up7t+oruFXP9mB988AEffPCBybK3337b5HmFChU4cOCA4fnMmTMBsLKyYtasWTg6OhIdHU2LFi1o2FD7m86qF7Cw41TXPIwMtBRQS0Fl+cLy5drn31dfaXdM9cTGamndV6/CpUu5nuKsF0A/Tz9+rPkjAJ6fetL+Ay0X4dr+a4bXJt5N5O7lu5SrUy7bfd5+eJvRgaP5tvOPNGnyIt98kxHuEnwpmIVhC9kWvJApb9pSMff/HBQKhQWei54/43AXnxAf6vSrg0+ID0WKWjM81Y/yaCEwA+w3s2PEAkMNk178SlYrSeu3cz/l0xh9jZ+VjRWNRjTCysbKpAbwWSQlPoWYCzEG8QNt7u15Wypzo+MI7t5JZfSgOIP4bd/+ePNySylZN2Idq142T09LuJ6A+7vupAWZ98TWLFuT5V7LKVakEE5rkAnjcJchgUNoMKQBI7eNpEKD8nS4uZIaaCEwXcoe5czbC4jYFwFkiF9qYiqdZ3bO0zbqa/yiwqOoN7AeRUsXNakBfBaROsntk7cN4mdlbYUQ8PHsUpSY5ENssgNvjoylQwdN/EJDoXbtR+4WgF2f7WJ+q/k8jHposjz5QTJ1P62L3S92ZtuUti/NqkGr/jU3LBSFn969e9OkSRPatWvH9OnTcXZ2fvRGitxl8GAtkO2dd+Drr7VlevE7fhzmz8+z6XsqNKpgMtWM/oaeocavmyvjj47HpqiNxRCYzNx6cIsD1w7QdZknM2ZfMhG/Psv78Hfk35StGMfGjdqAD4VCkfc8F/K396u9BvHT38krW6ss7nN8uP/AmrZoSVUbiw7kWqwDizwWEeYXZhA/nxAfHCuYj8HPLYzDXbxWeDHAf4ChBvCHGj9wYvkJs23ibsSxtOdSsyCU/MSuuB2+u3zNwl30Ario+CTWHahEUtLjix9od1xf6PgC5zedNxHAu1fu4ufhR2JsIi5uTx/3Xxj4e/HfBvHTh7vYl7Gnk99IoqzK04kdCHQEP2zFjVJ1WNJtCX/7/20Qv1HBo3InKCgLjMNdOn7WkUGrBxlqAH9r+hvbp2032yYlPoWVL6/k+qHse0PyEmEleHnJy2bhLnoBvNn/Nf44V587d7ShtY8rfqAFH8VcjGFxx8UGAUyKS2Jp96VcO3iNau2fbmi1QpGfhIaGEhYWRnh4OL7GUwMp8g8bG1iyJEMAP/ggQ/zWroXevfPksPoav6hTGTf0/Dz82DNzj0mNn0tTF3xCfAAeKYCNKjRi+8jtPEh+gKefJ5diLxnEz7WMKztG7aCMfZkst0+JT+H+dfMMAdDKG3SpOovrFApF1jwX8tfr5168su8Vs1TP/mPKstllNDNP9+HECdAJa5YUGcPFK9YE+gYipSaM4avDTSfVTicpLom9X+01i3R/Uja+ttEs3KXugLr09+tP/J141g1fx5nAM4bXx92IY5HHIq7uvkrcdfN25SeZh2Xq2bED7sdnrPPze7L9NhvfjN6/9TYIYPS5aE387iYyctvIPBku9SzRakorJhybYJbq2eNle1bYjsQ7aDi3Iq140VUw/05/zsZXImBUAPev3WdU8CjunL3DzWM3zfarS9OxZ+Yekh88WbpfZvZ+tdesxs/FzYWRf44kJT6FvTP3sufLjPjvlPgUlvVextnAs8RciMnRsXOKlY2VxVTP06dh176Mc/abb0D3BH/aL3Z6kaHrhxoEMPZSrEH8Bq4cmDv1uwqF4vlAL4DdusHnn8Phw/kifvoav0GrBzEqeBSJ9xPZOWMnVdtVNanxc6rrhE+ID0IILu+8nO2+m7o0NQig6w+udPbvbBA/p2LZD639Y+QfLGy3kHtXTW90R56IZF7LeWydujVH71uheB55LuTPxs6GMq4Zd5bCw7Xi4hIlYMPe0tSoY0uDBpqwpKbCIny5SwmQ2jC64PeC8fPwMxHApLgklvVcRvD7wdw4fMPSYR+bTl90wvsPb7OLw4bDGjJwxUAqNK7A6oGrORN4xiB+D24+YMTWEVRu9YTDxcLC4EEWc+rs3fuU78CUrVuhXz9o2BBu3YJBg7TpBb/99sn2YyyAc2rP4UHkg+dC/CC93sSoFiU6WgsfuXULArba49nHkfLltXO2WpU0lumGchXtXEiISWD7u9vx7+xvIoC6NB1BrwQRPC2Y0+tO56h9Ld5oQf/F/c3CXSq6V2T07tG82PlFgt8LZu9Xew3id2XnFfr79afh0CesC7xyBSIiLK87cADSch7GpA93sbKCM2dg+nRtZNX48U8ngLdP3uYH1x+I2BehxE+hKORk17uU1bqU+JQs5zp97JtvcXEQGZnx/HTOPrezY9/X+wzip6/xc2nqgs8OH6yLWpMQnYB1EdOAK6e6Trx++nXDnITZ0dSlKe+3fd/wfH7f+Y8UP4C277UlIUabVkgvgJEnIlnccTHWdta0nNTySd6mQqHgOZG/zLzwAvTvr9XzVK+esdwx+jLDExfQpNQVxgX1xsbehnXD19F3QV/ibsQZBFAvfhH7I/Ba7kXlljmr1ylZtSS1eteyuK7+4Pr4hvri0syFlf1X8m2lbw3iZ2ni9Gy5e1eL2+rVy1wAP/8c2raFgICnfBcaevHT1/hVqABLlz69ALp2ywi9sSthR/mG2RcFJN6zEMsIpKWkkRKf8mQHf4YoXVpLS92yBVoblZ/a3I9h6IN5NLI7y+trPClbqyzL+yyny8wuFHEsYhBAvfj9vfhvPP7nQeNRjXPUHrvidjQeaXkflVpUYvjm4TQY0oDt727n82KfG8Sv0QjzidOzRafTTihPT3MBXLsW2rWDL798ynehYSx++hq/jz9+egGs1KKSyfNHDffM6pyVUma57nERQlQRQoQIIcKFEKeEEJPTl88QQlwXQoSl//TM0YEUin8p0eei+aneTxYncA/zC2Ney3kkxJgmK6cmpbKk2xKCxgWZCeDNozf5wfUHzq5/RCq1vsYvPFz7Xs5cA5jLtHijBf39+hvET49eAPvO62tx7taipR4vDSv4UjDTQ6Ybng9aPYhLsZceuV1F94qM2j7KIIDnNp4ziJ9vqC9lamQ9ZFShUFgmT+VPCLFACHFbCHHSaNlKowuOy0KIsPTl1YUQCUbrfs2rdtnbw4IFpuKnD3ep9UIym89Up16fmoYapm3/2WYQwN/df+e3pr8ZxK/+oPp51UwDRUsWpd/CjJRA94nuTy5+AKVKafH5e/aYCuDnn2s1BcOHa3Oo5YCbN6F+fdMaP1vbDAG8etXyVA+W0Nf4FS1VFLfxbjyMfGgxBEbP8aXHmVNrTsa8TOmkpaSxdshalvdZnuMhugWFlRXMmmUqfvpwF/uUODb+5YSb14v4hPhQvGJxAl8JpOusrhRxLIKfpx9z3eYaxK/D9KefIuGx22tjRe/fMoYnlW9Q/snFD7Q3/ttv2sSbxgK4di0MGaJNYzJpUo7aGh2NYYoXfY2fEBkCePMmpDzmfQN9jZ+wFri/5o6NvY1JDWBmIvZHMPuF2ZzbcM5kuZSSHf/dwe/Nfyc+Oj4H745UYKqUsh7QCnhdCKHvhvxOStkk/UdNNqhQWMCuhB1WNlYs7bHURADD/MIIHB2IfRl7bOxNyx+si1hT3bM6YQvCWDt8rSGQ6+bRmyzuvBibojaUb1CeK7uukBCTQPiacNPa/nTxk8ePE9ZnOjEN2pnWAD5KAM+c0aTRElu2WJy7pohjkSxvCro0dXnyUUZGGNf43X77NkfHHzWpAXwUegG8+89dlvdeTvydeCV+CkUOyOuev0VAd+MFUkpv/QUHsBZYZ7T6otHFyKt53DbjNrHniz1m4S7GE1lH/h3JoNWDiLsRR+zFWLp92y1fxA+0Gr8V/VYYnh/49gBn5u7UevGuXjXfYNUqGDFCG8OaGW9vWLYsQwA/+CBD/Pz8wNryvGWPi6+vNqd85nAXW1vtsN9993hTPRjCXdJr/Pr81sekBtCSAFZuWRkrWysWd1psEEC9+J1ed5pafWtZrPUqrBz+7bBZuEvxisUNAnh8yXFt3qZ7SUQej6Tuy3XzRfxAG/K0on/GORt5PJK9/wuG7t21oZqZ+esvrbblnoUAo5YttfkW9AI4e3aG+G3erJlbDmjXThtNlTncRS+AgYFgZx7UaYZxuMvAlQPp9XMvkxpASwJYrk45yriWYZXXKoMA6sVvz+d7qO5ZHfvS9k/93qSUN6WUR9MfxwGngUrZb6X4tzBjxgxmzZqVK/tKSUlh2rRp1KxZEzc3N1566SU2b96cK/t+lnF0dsRnhw8lq5U0CKBe/F7s9CJDgoZga29rso0QAo+PPWg/vT2nVpxiUYdFHJ13lMWdF2NX3A6fUB+iz0Xj39WfrVO3cuS3I/wx4o8MAdy9G3nyJAfb/4fAtWmcDTprGgIzbx48tHxDCSlh2DDt+iCzAC5cCD17whdf5MFvyjIHrx00CXdxKuZkUgPo6efJ7Ye3H7kfazvTa5PMQ1AVCsXjk6dXwlLKXYDFdAehzeg9GFiel214HIQQDFo9CN9QX7NUTxc3F8YfGU/r/7Rm92e7DcsP/XTIYghMbmNc4/fK3ld49firFK9YnNUTd3Lm4F3w8DAI4Ol1p7n90Rztg//qVUjKYpoIvQDu2qX1+vXvnyvip8cmi9kjbWweT/yklKzxXmMW7mJcA7jz451m25WpUQbfUF+s7axZ3GkxN4/eNIhft++70Wpyq0ce+1ntrbZE5y87M+7QOLNUz+IVi+O705f+/v3Z9ckuw/LLoZcthsDkNsY1fgP8B/BOzDs41Xdi+0d72HuoiCZ56QJ448gNzn20RBvedOGCVuNiCb0AXrwIU6ZAxYq5In56sjpnhch6XWa2vrXVLNzFOAQmaEyQ2Tb2pe0Z8ecIKjSqYBBAvfi5jXej9y+9LQ61ehqEENWBpsDB9EVvCCGOp5/zpXPlIAoTKp6rlO0Py8ST/eQCqZZuCj4G06dP5+bNm5w8eZKjR48SEBBAXFZ/r/8yjAVwUYdFBPoGUql5JYviF742nKS4JIMAtpzSEl2qjvXj1mNlY2UQvxX9VuBUz4lu33TDO8Cbqu2qGgRQ9u7D1n4/s3W7LR0+6sBLb72k7VwvgHv2ZD3VgxDa97sQpgK4cCGMGaNNsjdtWh7+tkypX74+IxqNMAt30QvgkPpDcHLIvvZPX+NXvFJxvJZ7YVfSzqQG8HLoZa7uMb8RLqXk0M+HzIblKhTPOwXZDdIOiJRSnjda9oIQ4pgQYqcQol1WG+YFdsXtKFbe8oepQzkHlvdeTsT+CAauGsjo3aNNagDzisR7icxrNc+kxi98dTj3rt6jWAVHViX24+JtR/Dw4Nyv2wkfNINyn0xGtm4NmzZlPw/QxYsZj6OiIOHZ+XAUQtB3fl+L4S7Nxjdj8LrBtH2vrcVt9QIorARzm819IvFLZxGFoLcawMrailLVS1lc5+DkwJZJWwxDPd+8+KZJDWBeIaXEv6u/SY3fxT8vEnUqiuKVi7M9phl/FWkD3boRtWg92z0+p9qn45BlykJICFTOZmjRtYwJhklIsNxLWIB0+qITQ9cPNQt3ebHTiwzfPJweP/awuJ2xAC7vszyvxM8R7dydIqW8D/wCuAJNgJvAN1lsN14IcVgIcTgqKipX2qLIWz777DNq1apF27ZtOXtWqyvz8PBgypQpuLu7M3v2bHx9fVmzZo1hG0dH7aanTqdj4sSJ1KlThy5dutCzZ0/WrFlDfHw8v//+Oz/++CN26d3gFSpUYPDgwfn/BgsIR2dHmvg2MTyPCo8iKtz0b+LQz4dYPXA1e2dq4WlCCJPa6ISYBI4tOGYQv1HbR2Ffxp4ixYowbOMwqraryrph6/jc8XMOrrxKh4864DHDw7QhNjbg9IiglDp1tM9TvQC+806G+AUEaLUv+YRjEUfm9plrMdylqUtTZnaZicjmrrBxuItvqC8NhjQwqQG8e/kuf079k6U9lpoIoJSSkOkhbHp9E0fmHsmT96ZQFFYKUv6GYtrrdxOoKqVsCvwfsEwIYfG2fn5ekGQOd6k/qD5V21Zl+ObheS6AUkrio+IpUbUETvW1D06PGR64jXcj7kYcUgfJU98jLfIOtV7rgpduFbz0EnLDJmJTLM9LGBMDus+MavyWLoX9+y2HwBQg5euXzzLVs+6AutgVz3ocXslqJXF0yXj/L3i+8NjHLSy91dmROdylw/QOlH6xND4hPnkvgBLuR9ynaOmihrrUBt4N6PZ9N+KuaX8n93sPI7VEGZxG92XUg5+wqeyMCA0hulhVi7tMSIDEpek1fq1bw7ZtWq+2pRCYAqSYUzFq9qhpcV31DtUpVc2yqIMWmlCxecb5Xqt3rdwUP1s08VsqpVwHIKWMlFKmSSl1wO9AC0vbSinnSindpZTuTo+64FQUOEeOHGHFihWEhYWxadMmDh06ZFiXnJzM4cOHmTp1apbbr1u3jsuXLxMeHo6/vz/79+8H4MKFC1StWpUSudTTXhgJ8wtj+7TtlG9YnuKVipP8MBk/Dz9uHNHSvg/9fIhNr2+iVp9adPhQG16vr/ErWbUkdV+ui0yT7P50N2lJaQbx01OkWBGGrh8KQGpCKmVrlTUXP+Dh7YeGY2YmYl9ERkiUXgAjI7UawcqV8138coOQ/4aYhbsYh8Ds/XovQzcMpXil4gYB1Ivf7s924zbejTbvtCngd6FQPFsUiPwJIWyAl4GV+mVSyiQpZXT64yPARcBiBGZ+XpDoUnWkpaSZhbvoBdC6iDVpSZaj5h832CQr7EvZ47XCi5hzMSzptoTEe4kIK4Gjc4bYBK+I5mBCRpCG1e9zmfyBI23aaNMCGHPrFvjV/hyr/xrV+A0bZloD+AwJ4NOgr/GL/DuS5m80p3il4iY1gDnkqXur8/OGhdRJkh8km4W76AWweMXipCZaHvqV03NWWAm8A7xBgp+nH7GXYgG04dTpLnNyxx0CojKSa6xnfcVvm6tSp442h7ExCQnwdau12IwcgtTX+HXubFoD+AwJ4NOgr/E7/Mth6g+uj4ubC6sHrjYLgXka0m9YzAdOSym/NVruYvSyAcDJzNsqCh+7d+9mwIABODg4UKJECfr27WtY5+3t/cjt9+zZw6BBg7CyssLZ2RlPT8+8bG6hwbjGb+zBsYw/PJ7SL5Y2CGDQ2CCD+A1eMxjrItYG8dPX+DUd19Rkn7dPmta5SZ1ky+QthucxF2JMQ2DSWT9uPYs7LubawWsmyy9tv8TiTovZ+pbRvHfp8g5oIyX++ScHv4XHROogJYvriJS4J/6SGeA/gNG7RwOwadImw9QaFd0rMmb/GLp/153wDf/QcLS7QQD9PP0M4tf0v7k3gkKh+LdQUD1/nYEzUkrDp5cQwkkIYZ3++EWgJvDoGKg8xr60Pa/sfcViuEukXVWWlphAsoP5Hf2vv4ZXX32yiHhL1OlXh0FrBnHzyE2WdFvClre2sOt/u2js2xiHcg5UOLeTVnIf0t5eGw7SuzfD213lyhVttIdeAG/dgr7t7zIw+lciu2QKd9HXAB44kGtz/RUExuEu3b7vRs8fe5rUAOaCAD51b3V+3rCwtrVm4KqBFsNdHtiWxt9xAveKm6fFBgZqWQDxOQqX1JLhRm4fSfKDZO1L+IvdrBu+jmrtqtFgaAOKXT1F76S1SNsiUKQIjB1LzzIHsLPTzlm9ACYkQP++Ojoe/45o1xYI4xo/4xCYtWtz1uACxDjcxW28G17LvRi5faRJDWAOaQOMBDpmmtbhKyHECSHEccATeCunB1I82xQzKu3GpdQAACAASURBVAOwsbFBl/7lpNPpSE7Oft65GjVqcPXqVe7fv5+nbXwWubr3qlm4i6OzI6/seUUTwAfJHJt/jOKVihvELzUplRX9V5iEu6zsvxLnps40m9AMAP+u/oZhilInCRobRNjCMDp81IH3HrxnUgNoTI85PXAo58CSrksMAnhp+yWW91lOmZpl6Dyzs/ZCfY1f165w7Bg4OFgMgYn9J5Z/dliWwnMbzvEg8glvCB+aCDu6QHKmYfkJt2BrCzj5yRPtzq6EHaVfKM2l7Zc4NOcQa4etJSlBO3ed6jpxcuUpNo8PYO0X53g5cBTJD5K5svMKTvWdKD+6N/UbCH744cnegkLxbyevp3pYDuwHagshrgkhxqSvGoL50Ln2wPH0MI01wKtSSovD73JMaiq8/7524ZiZK1e0iD+ju1NZJUQ+fAjHwqzw9ITbRjfxvv5aG2J//37O5Q8yBPD6wesc/P4gdb3qUqtnLV6IPoQXa4mgCjsnrkLu2wcxMbSa5kHwwgwB/PtvrYPk1PVSXF97kAqbLYS7eHtrdYDduuW8wQXEwdkHzWr8jENgVg9e/dRTPeS0tzpX+PprOHXKfHlcHLz7rkndZlbnbFISXI3QztmTRn09gYHaVByxsY8/rUF26AXw3tV77Hh/B8UrFcfzM08erg9hJP7E48CGjt+SduYcODlRZWw39n93gKJFtXP24EFter9twVZcnrORCkcshLu0bKn9PiZPznmDC4iLWy+a1fgZ1wCuGbKG+DtPb+NSyj1SSiGlbGQ8rYOUcqSUsmH68r5SyrxPAlLkOe3btycgIICEhATi4uJYv369xddVr16dI0e0OqigoCBS0v/o27Rpw9q1a9HpdERGRhIaGgqAg4MDY8aMYfLkyQZRjIqKYvXq1Xn/pgqYKi9Vodt33czCXRydHXEb62Z4nhibSOQJ7QajjZ0NXsu9zMJdRm0fRa9fetHzl56UqlZKSw/dfcVE/DxmeJjUAP4x4g9Orsj4sC5ZpSQ+oT4GAdz12S6D+I0KHkUxp2Km4S4BAdCkiWkNoJEAbpm8hWW9lnFxm1EOAHBq1SlW9F/Bjg92PNkvzKU7xByGkO4ZAphwC4I9IT4CKng82f7ScX/VnS6zuhC+OpxXndaye6eO40uPE+gbgGODavx+35tJrQ4bXh9z8S6+nSJwcoIBA57qkArFv5a8TvscKqV0kVLaSikrSynnpy/3lVL+mum1a6WU9dMvTtyklJa/tXKDU6fg+++1D0FjAbxyRbOk776Dy5cfuRsPD9i4UXupXgD14jdkCPj7P35S4KO4dSxjDOetsFscGzKTl+VaeKk1p0Z/zc5vjrDjj/vIbdsMArh11T1On9Y+98+c0UbMtRrgYjHVU0rJubB4pIUhGfHR8Vzda2FKiWeMlm+2ZEjgELNwF70ADlwxMCdTPRRsb/WdO9p52bGjqQDGxUGPHvDNN5anUMhEjRraNYCdHQYB1Iufmxts3QolS+ZOk6PPRhseJ91PYkv3H/B+OB/bqi5c/mgBR7feYc3UA6RtCzYI4N75ZwBo1Uor7Zs/H0a8XjLLVM8LJxNJSzEX+rTkNC5suZA7byQPce3myuC1g83CXfQCOCRgCA7lHAqwhYrChJubG97e3jRu3JgePXrQvHlzi68bN24cO3fupHHjxuzfv9/QK+jl5UXlypWpV68eI0aMwM3NjZLpHwiffvopTk5O1KtXjwYNGtC7d+/nogZQWAlaTW5llup56OdDBL8XTK0+tXjj3BsUK18M/87+hnq8qm2qUvqF0pwJOGMS7iKEoPmrzfEJ9aF4peKc33Se0q6lzcJd9AJYs2dNSlQ2/T3rBTDpfhIh/w0xTPlz++RtEmMTYM0ak3AXKSVnzoLcsUMTwJ0Zadn9FvSjbK2yrOi7wiCAp1adYu2wtVR5qQrdvzfJP3s0VfpD29UZAnj/XIb4eWyC8u0fvY8saD21NS2nd6H6w3B2eHzCHyP+oFqHakzaP4SJjffS6O5uThRxo4n//xGVXAKvhKUsn3mVKk8xLbJC8W9GWLrYL0y4u7vLw4cPP/qFmQkO1iY0d3WFHTu0sW6enloiyvbt4O7+2LsKDdXK5fTD5XJb/EJnhLLz4500Gd0Eh3IO7Pt6H47FdLzhfRu72V8jHYqx4bUNHJ17lLbvtaXjgBKIkBBujXoHF6PKnps3wdnZ8jHC14SzetBq2rzbhk5fdDKkb8VHx+Pf2Z+7V+4y5fIU7EqYBq1ERmrBY1YWnOrWrayP9ywhhDgipXRPf7wc8ADKAZHAR1L+P3vXGRbF1UbPgCBNRUU09oaKvXeRZsPeESMao7EkRhONMSYmYInRaOy9YaOKUlQsINi7qKCIoCIWOtLLsjvv9+MyW9hdpSr6cZ5nH9g7M3fvzN6duefe95yX9nEc5wTghvykBcdxYwEsB5AHgM/f94OTFsXus+HhrI9KJKzPNmzIiN+NG4CrKzBuXKGriohgVb15w9736FG6xC/UNRTHJx9Hw74N0d6+PbM55wg/TohFtTVLgYYNcWPTDZxdcBatRrfCuPU9obl9K7L/XI02HSpJpSkPHgDt1eSGj38Ujx3tdqDVyFYY5zZOmvdJIpLAY4IHwn3CMTd0Lmq1VgyzTUtj8x+qzHA/xz77sVDsfvt/AkfOEQP9BqKRUaNCH6PO1OpTIiMjAwYGBkhKSkL37t1x9epV1CnijyIsLAympqYKZV9Sn5U3dxFCPVOiUnDQIj83rf8U1O3CvltBg13w2QkAOSk5qFyt8nvdLtXhuf9zHB5wWPp+8pnJcB/rDuM2xvjaexx0qlWWEr/T35/GnR13MNlvMpr3NAIMFaUqWYlZOGR1CElPk9B+SnsE7w9Gg14NMNlvMrQNtIvcNgDAKy/gstySm/XFEhE/eWxrvxuJISxYob/fYtzZdB2ZZy4jyqgzDiYOA4FD45rpmG94ENlx6ZjsNxkN+6o2FHsfvqQ++8UjN1d9Qt73bfvCUNg+++VkvC4qrKwAX18W6ti8OdC2bbGIH8BWAOV18evXlw3xG7F3BBr0aYBabWohM0cThx91QY6kEjgNDsN2DEPn7zpDo5IG0LUrYu0Xw8KChfkvXy4L9y9oAiPAdIwpuszugqtrriLgtwDmNJpP/BLCEjDWeazSwyslha3QzJwJSCSksGro6Qk0acIu5+c0wVBuV6sBloU8MJAxl27dgEaNikX8AMDEBPhJTuW1fn3ZED+703b4qvNXMGppBK0qOjhwrRXeiasAAHrO74lBGwexPlu/PrKX/4uRYyshKoqZ0darp6gBLAjjNsYYvGkwnng9wbGJxyARSWTEzzscQzYPUSJ+PA8MG8YmazIzFfvmnTuAqSmwbdvn1WcrUIHSxLBhw9CxY0f069cPy5YtKzLx+9JBRHh58aUC8QMAw8aGmBo4FTrVdRQidTgNTiXxA5jLb3GJn8twFxi3M8Z395j5zLEJx2D+lzligmNwZOQx5ORyCsSv9+LeaDaomRLxA1g6K/sAe4hzxLi35x5IQiUjfgBgVCC9kmEH1fsVEQ+PPkTSI9n13T7kJK6cSUN8w86Y7smIHwCQQRVM9JsKwyaGyEoqmZCd47jBHMeFcxwXyXGcUpJEjuMq5+cDjuQ47mZ+TlVwHKfFcdzBfH11GMdxv5WoIRVQjfh4Frq0e7fytjNngBYtWPhbBWQgos/61aVLFyoR9u8nYgo/otOni1XF2rXs8K++ItLWJmrdmigurmTNIiLKTsmmTU03kdc3XsRLeGk5z/MU5hVGK3VXUuS5SIVynucpJoaoVSsiPT2iixfZtqAg9t7UlCgmRvXn8RKefGf7kgMcyHuGN+3suJNWVF5BEX4Rqvfnif78k5374Pavyfs7X+IlPB07RqSpSdS7N1F8dDbt77ufwrzCSn5ByggA7tDn1Gfv3JH1WUfHYlXh5UWkpUVUsyaRgQGRkRFRSEjJmkXE+qCThRMdMDtAuRm5CuVv772lNTXW0I3NN5SOycoiGjCAiOPYT5KIKCKCqF491sYHD9R/5o3NN8gBDnTU5igdtTlKDnCgm1tuqt3f2ZlIQ4OoS6t02mPpTKJMEd2+TWRoSNS4MdHzSAl5TPSgK2uvlOhalCU+dp+l0ui3Xzgc4EDX/K7Rm9tvCv36UvH48WOlsi+pz4pFYhLnilVuE2WKyuQzBTw7/4xW6qyk7e22U0Z8BhERpUSn0Kamm2h11dV0de1VWq61nHZ3202edp7kAAc6t/gc8Tz/3npD3ULJAQ7Sl/zYIi87j/Ky81Qel52SrVyYFUPk24rITZ/o7s9EzpWIzvQkyk0p/okT0YMjD8hRw5GcLJwoNyOX/rS+Sg5woPFwpy0bxVS1KlGzZkQbNrAxSJ8+RCnJkmJ/HoA7ADTB9PxNAWgDeACgNcn1MwBzAezM/98WgFv+/3YAXPP/1wMQBaAxfYI++0UjO5vIxoaNiXbtkpX7+RFVrkzUsSNRYuKna99HRGHvsx/1RlwWrxL9UKKiiJo0IelAum1bovj4IlUhED9bW6K8PKLAQEaySkIA83LyyG++H6XHplNGfIYC8Ut8mkjnl5wnXsJTemy6yuMnTlQkfgIEAmhrq/6zeQlP7uPdpQ8AdcRPuj9PtGwZTwBRJ9yjX63vkKYmLyV+e7rvoeVayyvIX2n12bQ09kQT+qyxMVFoaJGqEIhfjx5EKSlET58yklUSAsjzPAU6BFLsg1jKTc9VIH5ZyVl0et5pys3IVdtnV6xQJH4CBALYrh2R5D3P8Kvrrkr77LX11z7YXmdnIg2Op0Z4Qb919iNDQ15G/CZ4kAMcKshfxaCkSKggfzJ86eTvU8JrupcC8RMgEMBzv5yjMK8w6f3Qd5ZvoYifo6Yj7e+7n969eEc72u+glTpscpnneTo6lE2sFSSACU8SaH3d9XRn9x1ZoTzxi8sfhESfKDEBDHEJUSB+O3awR+C4uuzePw4eVPcrnqKj2f7CJHSfPuyxWRzkk79eAM5Sfp8C8BuA30iunwE4C6BX/v+VACSCJTeaBMA3v6wmgKcAalBp91meJwoPV70tIeGLIz4iEdGtWwUK5QjguzW7yoz4pacTbdrELnlB3LtHdOpUqX1UsVDY++wXGfYZcToCuem5SuW8mMdjz3yXK8HcJTkZuH2bxSc+e6ZsAvMeHDigbO4ibwJjbV0858TEsETc23MPBy0OgniSGkEkRSThoMVBBO8NRtrrNJY7TQW2bWOSRrMC4fX9+7PT3LpV/Wdnv8tG0lOZUUdUUJRwc1MJjgMcHTksW0YIRies8e8CE6N3OOGSDe9xRxATHIPxHuPRamSrwl+A/0O8uv4KqdGpKrc99nzMchsJ5i43bgAeHiyMQVNT2QTmPbh2TdncxcRE0QRGXWjw+5CVmIXgvcE4aMly+2nrs3Ch7HfZODzgMO7uuovY4Fi1fXbxYtaeb75RLG/enGlqPTxU60oBpvGLviwzJIq+HA2JSHXuTQGTJgFHjnJ4icZYfW8wJJk5OOubi7tLj+OR+yNYr7VGn18qEgNXoAIVKF8Yvms4pl2cxlw95VCtQTXMuDUDVv9Y4dlZmXNnzL0Y5KYqj4cEyJu7TPabDMPGhrAPsJeawDz3f45Wo1oh4nQE3Me6S3PEJoYn4qDFQfBiHg37yOnpbs5QNneRN4EJXlSs867RvAZajmyJSb6TsP+wNubMYeH7hyJ7437tAYjXqIPUNA7R+Y+CsWMBNzf2uCxhqod6AOSTyb7OL1O5DxGJAaSCkb1jADLB0kJFA1hHZeFiv3o1e6hfugQAEInYM+7yiUQ2PhgxQupgHxHBUjqVcbrhMoWjI9C3LxtrS6Gjg5f/eeKCrg0Mf53FxkqmpmzQW7NmqX32kSPMYPyHHxRTVgYHMzXZggWl45he1vjiyF/qq1S4jXaDs42zAgHkxTxOTDkBj3EeeON5XUr8Ml28wXfsrKgBzCeAqa9UD8YFDB/OtEkFzV0EArh4MaClpfZwtajTsQ4m+01G6stUHLQ4iIy4DCnxk+RKMDVwKqo1VC/QqlmTafFUoVcv9b8DQeOX+CQRdqftlDSA6sBxQIcOMt2CRlwMtjVai7d331YQv0JAnCvGsQnH4GTupEQAgxyD4DHOAw+2X5ESv7z9h5FjPUxRA5hv3536KvW931WXLsDChcrmLgIBXLQIqF276OegX0sfUwOnQktXCwctDyLuYZyU+MWHxGPC8QnvFdxrazNzOlVo3pydqiooaPy2DMHgzYoawPfBxET2v2ZeDg62W19B/CpQgS8YokwRXl56qXJbfGg80t6U/zyGGpU0oFtdV+U23Rq68PvBT6rxs/W2Rez9WBwZdAQ5KTkqj3l17ZWSuYugAazZoibe3nmLzjM6Y/ie4VICGPcwjk1OSwhTA6cqaqu77QAsziqbuzQYxQhhxzXFOu+6Xeti4vGJuHJTRvw8PQFdXWDjzd5Yd6Mv6tZlj0kh9dbYscCVKywT0idCdwASAHUBNAGwMN8ZXAEcx33HcdwdjuPuJBSHlU2fzgzgbGyAS5eQlga8Ck6E4VhLSMIjmPEDx0mN3m7fVkxP9rlh4UJm0zFmjIwARkUB/QfpYJ/Gd7IdJ04sVeIHALNmsXHS9u0yAigQvypVmMSwOOP+j47CLA+W55eqJfJQd1kIQ05aDknyJHTM9hgL5VpzhcVj9utHuUFXaUOjDeQxwYMkefkxZf7+RNbW9NjpBq3QXkHhJ9UspX8ERF2MolV6q2i51nJaXmk5rTVaS3EhyrGkYtXSgw9uk0dmYqaSxk9eA3j+1/NqQ0fkNX7z5uZJQ0DX1lmnELJaXoFyEPb5+tZrWl1tNW1sspFSXrKwmECHQHKAA3lN8yJJRibRiBHEu7vTgf4HaE/3PZT9Ll9r8eQJUe/eFON1nVZXW/1JwxWTIpLov/r/kaOmIy3XWq72N1QafVacKyaXkS5KGj9BA+g6ylWtLkde4/f3KglxkFAjvKClWFXmmp3SwMfus1TccKT/I1SEfcpQXsM+/eb70XKt5fTE54lCeeyDWFprtJacLJxKfO6fCjzP08k5J5U0fk+8n9ByreWKz4wCx4myVN/zhHvhuchzdC7yHN3dc1caTrq62mqKC42j9dfWU2x6bNmdWAGIxSzsLidHedubN0SHDqk+7vLqywo6RgG5GbnkM9NHpSQBJQ/73AZgitx++wFMoCL02UIjJoaZOujrE3l6Up5pO8rmdGiItj8FBCjKO96nof9ckJxM1Lkz89nYupWoUSOicQZ+JNGuzK5Djx6kpAEsJfA80aJFrPrevdlYomFDomfP1B/z8qXqUFEipkArLRT2PvvFrfwBQJvxbTDWZSxeXX+FIwOPwG20G0JdQ2G9xhp9FvcBjI2Bixeh3b83us/rjkfuj3B88nEWWmdlhUczN8Dj27Oo170eGvdv/MnOo5FZIwzePBh8Hg9ezGOs61gYtzVW2Ccpidn0HzumfPzFi0CHDizC9UOIDY5F8rNk2HrZovng5gCYS9nQbUPRZXYXhHuHQ5QuUjrO05NNrvToAXi55qDdbSeYa1xCMDrBJdYSvnNOgfgK58QPoV63ephyfgqyk7PhZO4Enxk+uOhwER2ndcTwvcOhoa8HeHmBGz8evRb2Yo5uwmxuy5Z4s8ENTlODoFdTD20ntv1k51GjeQ1MPDERJCHweTzMHc3RYqhi3nuRiCXdXblS+fjISJba4fr1D39WyssURF+JxpAtQ9D9h+7S8h7zemDw5sGIvhKNlJcpSsfducNWGQ0NgQv+PEweHMcYnEA0GuIo7OA01AN5WZ9B3EYFKvABODg4YN26dSWuRyKRoEuXLriUH1YGAAMHDvzskrybO5ijTsc6cB/rjnDfcABA3MM4HLI6BM3Kmhi+e/gnbmHxkZ2cjWfnnqH34t6w/sda6iLackRLTDg2AYnhiUh4rLyqxHGcUg5DAVp6WiAiLAtchhGuI/DcRJbGVqe6DtZEr8HCcwtx4P6BsjkpFdDUBH78UbVzf926wJQpyuV52XkIdQlVyGUIsJVgZxtnBO8Lxptbb9R95G0AJhzHNeE4ThvM0MWnwD4+AKbm/z8OwIX8gXg0AEsA4DhOH0BPAGVjO1mnDksBpacHjB2LSmEhyHY/iWgTK1hZMcPL3FwmCVKXPulzQvXqLKLTwICtwLV6eQZuolHQaG0KXL7M9CI2NmypTpULaAnAccDatWy179o15nwfGAg0VVrTZYiOZmPxn35SDBUFgP/+Y5FNHz27R2EYYnl+vW+WJMQlRDpLdWHZBbX7CWYRHhM86KHzQ+mqYW56rtpjPgYSnybS+nrrpeew1XSr0uyU4P+hqUnk4SErl3f3jC3kpFxWUpbKcl7CU1ay8rbkZJ50DLKoXZdUBXOXxyfC6JffspgRDlyY4LwcrwCiHKz8CXh967X0+z5oeZAkYtUuJ098ZLO5z84/o9XVVtOmppukq4afClnJWbSryy7pOaypuYZiHyh2QLGYaMoUNmu2YoWsXDB3KcrMpLo+q26bREJU3ySJatVNVzJ3OXQkjzhOQpYIoINWB8v1CuDH7rNUkhnp/xOoWvkTfJlK61VU/PXXX/Tvv/8qlOXlqXZt/BBu3LhB7dq1I5FIRM7OzjRo0CC1+5bXlT8ioux32bS7225arrWcLq26RGuN1tL6euspKSKpyNekvCH7XbbaCB1Vq36FRUJmArXZ2IYq/VGJZnaeSX4/+VHvAb0JDqA5PnM+aChTEiQ8SaCIM6qN50LdQyntbeHcXDITMhWMbHIzcumA2QFy1HCkEBfVTmdCnwVgA2bW8gzA7/llywGMyP9fB4AHgEgAtwA0zS83yC9/BOAxgF+oLO+zCQnMBE64YVy8SFevyt5u3Fj8qssjXrwgqlqVqD6iKQs6lNK0gLmLvAvo1aul+tn37hFVry67tnPnql/Z43miBQvYfvPny/Zbt46VjR/PTGzk9y8uCnuf/SJX/gCm8Qv3Dpe+jwqMUmkCAwC9F/bGgHUD2Aqg3XHU616v2Dluzp4F3r5V0R6eaQMl75chSSGv8ZsTMgfTLk5T0AAKqFIF8PNjGj9bW7YCePEim/Bo1IjNRhRWw6VbQ7WOgNPgVGoMON1U1Jr1NV4MbQWXibul5i51BtXGhcZmqDRtIAbMzsLdXXdxcfnFwjXi/xwRpyOk/yc/S0b6m3SV+7Uc3hITPCfgza03ODzgMDQ0NT6oBVWH+/dZzLoqeHgAGRmqtxWEvMZv0slJmBcxT0EDKEBTk5klTZkCLFvGVgAjI5lWtqgzk+r6rNptHI8GM+cjcWI7eC/bLNX4df+5O3y0J4Gm9YfNshC8uPACJ+xPFK4RFahAOcKqVavQokUL9O3bF+Hh7Blobm6OBQsWoGvXrti0aROmTZuGY3LhIgYGzIiJ53nMnTsXrVq1woABA2BjYyPdr0ePHujVqxccHBywdOlSbH2fc1g5ho6hDqacmwINTQ1c+P0CshKzMC1oGmo0r/Gpm1ZivC9voI6hTpHqys1l6WO9vQG8AiZsmoBaKbVweNRh/NRoCa71uYZut7qhz84+kOQWcmBTDJxbeA6uI1wR4RehUH7f6T6OTTxW6LGFvI7xyMAjWG2wGtFXojHm6Bi0tX1/tAwRnSaiFkTUjIhW5Zf9SUQ++f/nENF4ImpORN2J6Hl+eUZ+eRsiak1E/xbjEhQOifnmLmlpzJXE1BT8EBtsHXsW2pXY2Pe339jioBS5pe8987EQFcXGDJqagJN/A6xsvA+tXvnj1A05jZ+ODgtP272bGV6UEuQ1fs+eKWsAC4Lj2ArfggXApk1sBdDWlh03dixw9KhMJygWA3Z2bIxUlvgiyZ9g7iKEeo5zH4dX118pmcDIQ37QrFtdF5V0ip6lPS2NfWkWFooEkOeBuXMBe3vgxAnWWXhedR2RkWzQL2/uYtzWGI3MGimYwGTGZ0qPkSeA48ezH0RRiV9xYKhjiOt/bsZXRgbY1XoX2u1oh9oDa2PgkYEIiX+IE7/9iG+2f4MB6wag84zOZdeQLwRBjkHSUM9vb3yLnJQclSYwAgzqyJwzNStrqk0k/D4QMa24lZUyAdy8GZgwAVi3DnjzBsjOVl1HZCSQk5KjYO7SYmgL1GheQ9EEJkQ9ATQx+TghKRqcBs7P3wnzDk2wymgVai2the4/d4fdcTsce3wM/80cg4XL52P04dHou6Rv2TWkAhUoA9y9exeurq64f/8+Tp8+jdu3b0u3iUQi3LlzBwsXLlR7/PHjxxEVFYXHjx/j8OHDuF4g/nr16tXYuHEj7Ozs0Lx58zI7j7JGanQqk3nkIyGsfFgfvn6tftB38qT6SbqyQE4O8OoVMH4cYf8QT+hl6uHC9AvI4XPwJOUBNN+1xB/ddyDydCSurLlSZu0YfWg0jNsaw22Um5QA3ne6D+/p3mhq3RSD/htU6Lr0jPRg62Mrfd9hWocPEr/PAgLxi4hgHWXyZDzfewHPRA1xOGkokpebIy4mF02bAsOG5RPAdw+Aky2BZx8vZLe0IBC/tDQW+mllBSy6Z4e67WoqmMAAYARw5kzGwEoB8sRPCPVcu7boBNDNjZXL7ysQP1dX4N27UmmuWnxx5K8g8euzuI+CBlAVAXzk8QiekzzRsG9D9Hfoj4jTETINYBFQtSqbJXv7VkYABeK3axewZAnQtStz5P3hB2UCuHo10Lo1EPZcB8ZtjKXET4BAAGua1FRalaxShdUv4Pvvy5b4CahXtR4CpwYir0MeRr8ejRpra+Bh3EN4TvDEsBbDwHEcei/sjar1qwK8WPWvogIKxG/43uGo36O+ggawIAF8c5ut+FVvWh0222yQlZj1Xkc3deA4tlpcpYoiAdy8mdkZjx4N/PwzSxMyYoQyATx+nLkpH/PWQo1mNaTET4BAAOt0rAO9mnoKx2pqMrdcAZaWH0eLoK+tD99JvmjXpR2+LgcWiwAAIABJREFU1/4e2iu1GfEb+B9+6vUTAKD95Pao27Uu6698hf6vAp8HLl++jNGjR0NPTw9Vq1bFiBEjpNsmTpz4weOvXLmC8ePHQ0NDA3Xq1IGFhYXC9kuXLqFatWoIDQ0t9bZ/LAgaP/3a+ph5eybqdquroAEsDsS5YtzcfBO8RHnMkBSRhLDjYYWqZ/16Nhm3aZNiua8vczZcurTYTSwyqlVjkUydOnPY+GoM6v9hj3UR+6TbNWtGQffrZEw6OYl5KZQRdGvoYsr5KVICeGziMSnxs/W2VatXVAVRpghe9l7S96HOoQoawM8WO3fKiJ+VFWJjAbMJdTCq6gXwdY2hv+8Gqty3xY5tIjRtCvw2+wHyzloBmrqAsRmePmWZpD4XuOyJQlpyOvzP5KBz/rqCoAFs2+wtNqyMLvZQkyf1436eeCQnM9sQeY2foAFctIilylIV4UfE9ntdezfQkklG+/RhYyg7OyA1QwRTi2B4eLD7wM8/F6/9hUZhYkPL86tgfHTa2zTa0GgDc/UsgFD3UFprtFZBgyTvDCpo/OQ1gFIX0CLg8mUiAwMiExOi4cNZTO+SJSyOl+eJfv2Vlc2ZI0tc/fffrMzOrvBuh/IQNH4NGhA1b66sASxrhMaFEhxAcAAt3VWbKDtBcQeJiOjSWKLb80oW0FwGwCfW/OXl5NHennuZq2cBjd/rW69prdFaeuL9RKGsoMZPXgNYHG3Hs2fMrap6daJp01hfHD2aKDdf9urkxJKwW1sTZeVL6Tw9iSpVIurViyg1tcgfKdX4Va/O8rAW1ACWNVKyU6R9tuvaykQpYYo78DzR/d+JLgwmEquwlvuE+Nh9llT02woo4mNp/t7nHurwkwMt+HaB9P1Mu5m07Mdl1L9/f7p9+7a0rd9++y25ubkREZFEIiEtLS0iIpo/fz7t379fut/o0aPJI/9BkpGRQSYmJhQWFkY9e/akU+/JZlxeNX+Cq6e8xk9eA1jQBbSwCHULJQc40PEpxxXu4YJuf12ddZSb8WEPAZGIaOxYUtBn+fgQaWkRde9O9O5dsZpXIrx7R9StO08YsIjgANIZ8z0F3Y6n9jvak85KHToXee6jtCMrKUuqJXeAA4myRJQUkaR2jJYQpjgGKajxK6gBVIXy0GcLBYmEKCRE4e2vv+Zr52NiiG78S9+a7yFDg3Ty9wyldKeaJDnegCgtkh49Iqpdm2jMmKJ/bJHB80Tu7rKBrzwSE4nOny9cNZFOFL25AVHAQKI8OW3/QwdK3m1Iaf6zizXODIkLodbbWtPD2IdK23bc3kFWB60oU5RJ6mTTPE8qt6WnEw0cSDRjppgwoztxf2rR0J+9mTN+J8V7/KSFBbPXFw2F7bMftVOXxUvVDyUnVf1ATX5bTloOrTVaq9LcRSCAj449UlvX+3DpkuzLtLdX7IcFCeCqVVQqxE8wd1FnAlNUXFlzhULdQpXKRZkiOmF/gpKfJxMRUXJWMnXd3VU6kK6yHHTVtbmMAArE7yiIwjYUv0FlhE9N/oiIctNz1Zq7yPdZnudpd9fdKs1dBAIY6BBY9ItAjAAKfbZxYxnxEyBPAI8cKR3iJ5i7qDOBKSoeH39MF1deVCrnJTz5zfejl1deEhGRSCyice7jpH1WwwF0ZG9VGQEUiN9REN2YScQXfRKoLPHZDEr+j1AeyN+Zw2fItLkpRV6OpPCgcGrcoLFK8rdixQpavHgxERGdOHGCkF+5u7s7DR06lCQSCcXGxlL16tWl5G/x4sX0+++/ExHRvXv3qEWLFpSdrXqiqbySv6DlQSrNXQQC6D7eXc23+2FcXHFRgQAKxG+t0VqKfVj4VAjyBNDK6tMSPyL2zPn6ECN+sPmeVqxgg5mEzISPSgCDDwQrkL9bO2/RP9X/IU87TykBjAmOIf+l/nRt/TVy1HCkF0EviIgoLztPpbmLPAF8HvBc6TPLQ58tLUQFHaXGtZ6ToV4y3V4zQIH41alDFBb24TqIiCj9OVHWW9XbEq6//1np68s69qxZigQwMZGoQweiKlWIkgppvBS5n+goJyOADx3Y8/r6NCJJMQbSRPQ08SnVXV+XjNYaKRDAHbd3EBxAQ48OpZy8wk8Ex8URTZjArm3duuzUe/VPp667ulElRy2q2zuQAF7hHi8qoc/c/zX5KwpiH8aqdfWMvhZdrDolEqJZ4xKlX2aLFiz/jBTOzsQnJEoJIEA0aVLxiN+LF6pdPeUJ4K1iTCSIRWLa328/OWo6KhBAUaaInCycyFHDkR55PJISP+0V2uQb7kuvU1+TyYZ6MgKYFVOuiR/Rx7/Bl7TPpr5KVevq+frW62KtVhMRbVqZKu2PBgbMzUqK8+eJwsLIyUnWZzt2LB7xy85mOXkKunrKE8DDh4t1CuQ9w5sc4EBBjkHSMl7Ck89MH1a+PEiB+P137T/KyM0gi709FAlgOSZ+RF/WoORLQXkgf29uv6HFcxZTk4ZNqFuHbjRq0CiV5C82NpZ69OhB7du3p8WLF5O+vj4RsVXAWbNmUcuWLcna2pqsrKzo3LlzFBoaSiYmJpSVJZtlnzdvHjk4OKi8FuWV/PE8TxnxGSrbnJ2SrTYv6PvcquW3CQRwb6+9tK7OuiITPwEiEctfJnzvn4r4ERGFh/OkP+4H0hj2Peno8qSlReTlxbYlZCZQt93d6GT4yTJtQ/CBYHLgHOjQgEP0xPsJOXAO5MA5kMck5tbsaedJb26/oTU11tBqw9XkAAdyH+9OYhH7PnmeTf6FuITQ4+OP6dKqS9K6MxMyyXmYMyVFJJHfAj+Kviob95WHPltqSL5PURsbMgKon0KHnERFJ34SMdHJ1kS+LZUJYJQrkbMG0eN/VR9LxCZVlywhBQIoEL/KlYnOnCnaOQkE8ChKTPwEFCSAxSV+RCwKUFeXcQBtbaJq1Yh0dIj+WplOGDOZoJNI0MoggKhKzTQCiMaNU00A8ySqlxvzJHkKbrsV5O8TQSIhmvUdY/JLKv1LlzffIwMDOQK4dSu77IsWSUM9AaLvvlO9El4YbN2qOp1DWhrRv/+qqTcnSf3sTUoYkURMuem5tL+vjADKE78Hhx9Qak6qAvETIE8Ab+xDuSZ+RB//Bl/e+iwRS5oLEI2GJz1Z5SENAb13j4jOnmU35kGDyNNT1md79JCFgBYV7u6q0zmIxURr1xJlZqo4SCIiSlVOGE9ERBlRRKJ0kogldGLqCSkBlCd+Ab8HkFgiViB+0sPlCKDLTpRr4kf0hQ1KvhB8rCTvRam/OJ+Tns7SCSUmJlLTpk0pJiamyG0sr+SvOEh+lkzb226nV9dfKW0LcQ2hvb32KoTaC/cfBzhQTHDRrx0RC/XkONm99lNZ9D99ylYsahrx9OABT+/esVVIeQIoKcI98mXKS7X7R72LUlkuT/yEZPSPjj1SIoArtFfQ6mrKxK8gvL/1lk4ECig4QSjgc+2zSki+T3SsJtGJBhR1arXChFKhiZ+AuEtEbvqKBDDKlVL2GtKwHlfo4V3lh/fNmyysNDOTFAnguHFE7dsXj/gJ8GosI395qid2igqBAAqRQcUhfgICAhgBbNaM6OFDoqZNZddeIH4NR+8kIqL//mPlC6adpKSkF9I6Dj84TJ12dqKEjHh6eHcF8fmD+jxJHk30mEg/nPpBSgAL22e/OMOXTwmpuctuDkvmZeLv5vvRd0lf+P0dzExgOr3D2x9WASNGYHW11Vi6lAk9Fy1iTrQ//ACIssUq6yaeIBGptlNWZ+5SpQqrW6Pgt0wEXB4D+JsDWQXyUsRfAc52A0IcoG2gjcl+k9GgVwMcm3gMf+v/jZcXX2LUwVFo/3V76Gvpo2PtjlJzFwH1qtZD4LQrMNOrhAaCaWrjrwt3ESvw0SE1dxkhgeuA/Wj5xwQEzvVgJjBmeQgetgxo1QrHbd0xcSJzTN6yBbh1i5nApKeo7rMAM0JQhfHjVZu7aGoCv/zC8tQq4d7PwLmeQPI9xfKM58B5M+D619DQ1MCIfSPQYWoHBP0VhOWay3Fvzz30+70fLFZYQFNDE53rdFYwdwHyTWC+9seoWnXRQvAPaLUA4CpukRX4/8KwYcPQsWNH9OvXD8uWLUOdOnU+dZM+KTQra0KcI8bhgYfx+sZraXmoWyiO2x2HppYmNLTYfSIpIgnP/WWJ0K//d12lCcz74OvL7N+7dQMSEtj/gkPgx0RCAnNUFImAwAsc2rfnYGiYbwLTid3DL11iDsqFqi8zAd32dMMMnxlKphq77+6GyRYTXIxSTtsQHxqvZO7SemxrjPcYDwB45PIIACARSZCbmgvTMaYYc3QMNLU0VbZj2K5h6GDfAUF/BuHiiosgnnBy9knpc8LsD7PCXqLPA+8eABesAE09wCoQmY2XKGzOSBUVrT7jfoC5H5D1GgiwAJ5sBK7ZIUlrIIJf94LlID2EhMh2v3ULGDCApZR69w7M9eTvv5kD57FjwMOHgJcXMKjwrq1ShDgCmVEAALFEE7g0BhAr25KL1Q9RVMKkpgkmtZ0kfe9g7oDKlYrupg4wI7uTJ5kBZPv2wPPnchvz9IGBPyOm0zz4hPvgp5+AdWtjsazXFLw9Yon0tCgAgLG+McISH8PjaGO0e7IMN28ugZgX4+vjX8PtkRsaVGugNsWLWhSGIZbnV3majU5LI+rcWWbuQrGxLB5TT48uWywjY8TSpT5L6O8VeQoaP3kNYB+D+xT3WFGozEt48p3lS0dtjqqdzSoy4q8QuRkQ+bQgysyfGY67LCuTWxXMiMuQzmS6jHD5cN3yGr9AGyJXHaJTHZRNYMoJ8H+88sfzTF8iNXfJziYaNIiI4+jZ0HnUCFF0oMEy8jyQqqTxYxpAnlpUjqJHp5T1Ejc23aDt7bZTZqKqZbxiIP050YmGRB7ViZLu5pc9kyuTxalK8iQK+pAPJiGW1/id60vkaUzkWVvZBKac4GP3WSpn/bY84ktZ+SsNfEkrf0REqa9TaXPzzfR3lb/p1fVXFOIaQo4ajnTA7IDUyKWgxq+gBrAwUGXuosoE5mOA54lWrmSrFQXx7h1LWq0qQoOX8CTKVC1c+uv0XwQH0Dde30hXAHfd2UVwANkctVG5usLzvNpw3Et/X1K4zwurfh+SPkjEEjphf0LhuIDfA5SeE59zn80/URameaKBksbv7P6TLAS0ajbJRYQXHnGXZCtuPiZEonR6+lSm5X/4kK34Va3KVrui5VVUQqinsARWUANYGMhp/BLjxdSlbQIdmTtZyQTm4kWili2JIlV7+qiEEOrZYksLMlprREZrjehBDIt2U4XUnNQProAvXSqcLk8a2tkErTQCJ6a9h9Kp2+5upLVci7yfeFNsLNFom+2UdYij8MN6lJb6gojn6ZRba6KjoJ07K9PrlFc00WMiwQG05soahc8pbJ+tmNYuRVSpAly+zCY1OA5sOS4wEMjKQt/AFXhRrRMaHnDEir8rwc4OOHSIrXRwHEvz8MO3mbiW0Q4r+51FYngiALbid2ruKdzddRe1O9SGRqVS+spq9QEszgDZb9nsTbQHEDQE0K0LWAcBul8BAPKy8nDMVpYM+Ompp3jk/kh9vXwecHUS8MoT6LwBMD8FmHkD6eHABWsgJ7F02i8HLy+2WkRUoCk88OOPbKayAqrBcYCLC8sro60NlhPHi1lhNz21BY9hCttrP+Knv6qiWzfgzBmW0gQApk4Fdm4SISK3IZaNCsHzANmU1s3NN3Fm/hnUaF6jWPkHVcKgCeublaqwvhTtCfhbAOJ0wDIAqNEJgOw3I49LKy6pr5cIeLgMeLQKaDYTsL4IWAWxbQHmQOqT0mm/HIKDWY7DXBVpRzdvBj7T/NkVqMBnD55n+cPkUbVeVUwNmgpNoxrY22sfPG1Zaii703bQ1tdGUkSSNDev/QV71G5XG2Z/mMFihQUeHn4I72+8C7UCmJAAdOnCnlmGhqxMS4vdo8eOBWJiyuCE1YDjWCqedu2UtxkaAhs2qI7Q8JvvhyODjiil1MqMz0TtxbXx16u/cOD+AczwmYGdd3Zi1slZsDGxwfEJx1WurnAcB01t5VW82PuxuL5OloeycrXK6PtbXzz2eAyvqV7vTdUlRIjIw2KFRdFXT8o7NDSBPu6AVSAev2oGS0v2vQYGAgO/GYqgky9hWKMyBgwA7twpXJXPnuXnsc6WixoTZwHidCQksHQLlSuzVa4ePQAjIyAoCGjQIH/fpCSWV+rJEzagWLKE5UKbO1d9AuyCCPsPCHEADCcCa1KgmxaPqrWMYL/zEI561gKujAOdOYOXw6fDZjAPDQ1AX192eGpOqnJKhzyW62LnnZ2Yc2oOhpoMxcPZD3F9aiD0NLXQc19PdNndBfGZ8QqHJWYlwuyAGX4+qz43g78/y5cMEKCXAH52a9ivcYcGp4mZUw0wS+cCOtbpiHHu49Bt8kmcDZqDE5WXoQGyEOPTBrePt4ON+DG8+Ab4Pi4P9Tc2gNsjN6yxXoPFfRYX7poVQAX5K2Xo6RXIJXlMRpz0MhPQ6O113LghI34COA7YvEcf5z1S0FAzBgctDiLxSaKU+PX9rS8sV1mW7s1JIIDpT4ErEwBwSsTPeZgzXl58idGHR+OHt79Bs3EDeNp5KhHAe/eA8+cBPFgqI36tFrCNXw2UEcCrE5RZWglx5Qr7Yf38s6xqngfmzGHhideulerHfXHQ0sonfgIuXZJeSD1kQ+ecDy5cUCR+Ar6bVxlXAnJg1eINXIa74HnAcynxazW6Fca5jVMbflMsCARQ9A64Mg7IilYifvIhPEtzl0G7OwsBvbhcMaTozRvgyBEALw7JiF/3nSzUs5opYBXIdgwcCEiKlj/xQ3jwgH32mDGKBFAIwQ0KKvWfSQUqUIFCYN48Fu6YnKxYnqVZFTuypiAAVgAAsz/NoK3PbpzZSdmoVLmSlPgJEAhg+pt0tbINeUyfziaQBeInQEuLJYVevVqxPC9bdQ5SXsIX6vMAFv0lzlEdF6eu/vehUb9GSjmVM+MzccjqEJKfJcN+kj3+6s8I4JxTczC4+WC1xE8dYu/H4pDVIfD5ZKFhv4YQ54gRcToCZsvMEOIc8l4CqHKCcOV7Jgg/Zxi2Aao0w9atMuLXqhXb1Ki7OYKCWDjvf/99uCqJhEk9zPum4+2phUCtfoD5aSAvBc7L1qNfP4KvL8t5J2DLFjXEz9ubhXr+/XfRCWBdG6DVQsBwHnD+PPSGWuDknhj0768B+52HEOA2CHkjhuPdDWe0MInEhQuAEL2emJWIfgf6Yb7ffFl9T7cBp9shMPSAlPh5TvBEZfBoHroQoR07Qk9LF5HJkTB3MpcSwMSsRFgfskZ4UjhsTGxUNtXfHxg2jF27+vWBYcucoHVnIe7t/xZOTuw7YQQwAJVfD0BCZEOcPg3YTXDEPZM/0UIjC91yH+ES1wBDJj5FNR3ZzWF6p+kfvlbqUJjlwfL8KtehSIK5y4gRbM07PwSUgoLee1hcaBytNVorDUfw/83/w2FrxUXcZdnSvVsVaQioWCRWMHchYqYg2silP+oxE5iwEywk7u5dZg7SqhVRXnos0TMn1Z/19pxCaF5hIBKL6EGsCmcQInrx7gUlZiYSzxPNn88u9YIFLHrgu+/Y+6VLP5zuBf/HYZ9KEMxdOnQgevVKGgJK+/a997CM+Aza3na7tM+6jnYtvRDlgkh/JuuzRyELASWik3NOKoTw+PsTcZDQD/VZiM/l1ZeJiOj1a5aHs2pVori32URPtqg2d0l5TPTKp0jN43me7r69q3JbSnYKRSRFEBHR7t2sj9rYEOXkyEx3xoz5sN3zx+6zVN77bTlARdinDJ9z2KefH7sFduokc52PiSFqWi+btJBLP9Y7Ruu+WicNARXwvvtdWdwLQ91CaUOjDUppKyRiCXnaeZLLSJdChZue+emMQviqgMzETNrZcaf0nlnUtgn5kwXDnJW6K+mZ/zMikoV6wgE02XNykUxjYh/E0poaa2hdXfYdCOYukWcjaaXOStrRYQcF/hVIDpwDvQh8oXBcVlKWkgmYRCyhwwMPK5m9EH0+fbYwyMsjiopSve31a6b4KAyuHPMnA500MqkXTW+imMHK0e1hpMGJqX/bmxR0JoGqViVpRKcQAkpERFevEtWooWzuIpjAmJoSJScX7cQuXybS1ydq2ZIyI9/SLx3OUhZ0KFirORn9rEsmG00pJp0ZLyVkJlC77e1IZ6UOnX8ml1Mw6S6RR3XiTzSkbRd+YeHHeVkshPQoRxS5n54mPqVFZxeR7kpdaru9LT2Of0wddnQgnZU6dDbyrMqmXbrE3D3btmXSrmes+0tNYNq2JXJ2ll0rQI4e8Dxd8+4tHeeEH9Yje5ehBAeQ9SFr0lmpQ+13tKeETEU5VWH77Eft1GXxKrcDEnniJyRMk9MAvo8A8hKe9vfbLx1IJzwpA61cXh7R6wCZxu+lh+z/BDY4DVoeJCV+ROz3OW8eI4C/t/SgxKdJUuLXqBFLO1HaWHh2Iemv0qeLUYq5254nP6eGGxqS1UEradsEAii8CkP8iD7+Db7c9ll54peQ3+fkNIAfIoABfwRI+2yEX0TZtDEuRKbxi/aU/f/2KpFEQiGuIXRh2QWFyZIdOxgBnNvIl56eeyElflWqsGdRaeNA8AHiHDg6EHxAoTwlO4V67u1JDTc0pOw89qQVCKDwKgzxI/r8ByUFdTqFeZV3VJA/GT5n8kekSAAfPZIRvyXtT1NuRi6lvFLUAMqjrOZpCyLmfgytqbmG/qv/n5QACsTPAQ4K6QzeB1X6RYH4rai8giLPFkEsJQch8b3wKkj8hhwZQkvOL1HSAKqztBeQHptORwYfoeRnyZQQlqBArCPPRpKnnSeJRWKKC4mTlouyRLTuq3W0s9NO8vrGS2GC8PqG6+QAB9rXZx+bIPxHRnY/pz5bGpBIlPP7CsjJIaYh9OtGVzbMIQMDnkxMmKO8hgZR/97vKOivgVTVIEeq8SuoASQi9fmheL5QuaNU/r4uXyZeX1/6IA1GB6qJBJq75iLprdIj062mFBIXopr4CcgngOTViE36yhE/eQQ8D5BOXMABaokfEVF8PEvjlqBiCB8QQLRwIZtYkh8DxMSQAvE752ZKQdeXUtZhUPB+0NqAX4mI6GzkWZUEsLB9tkzDPjmO289xXDzHcaFyZQ4cx73hOO5+/stGbttvHMdFchwXznFcMax/ygmImIPRiBGAh4cspk7QADZpAkREqD40Pxwh+nI0Wo5oCX1jfRYCGl6KWjki4CcbwH8goPMVC6NrOI6FgGa9AZxbA7v+Qf9l/dH+a5klI8cxx7FZ87SxKnwcxn1XA1ZWLBQwKAho3Lj0mihgUe9FaFCtAWyO2uDSSxaW8eLdC5gfNEd6bjr+HfCvtG0FwxZWriwQgluB9+PJExYP4u/PAvUBmQZw4EDWp9Xg5uabuLzyMhr2a4iaLWvCbYybggawVPDvYsCzMyBKY6GeDcawvqtpAPj1B5bYou3EtrBYrqjdmD0b2L5DA9tfDoPtksbo3RuIjWVhrL17l24TAWBim4mwbmqN6d7T4XTfCQDTGAw+Ohh33t7BpsGboFNJBwAzPGvbVnbswYMsxKsCFSgNrN+9HjsP7yxxPb///jt+/fVX6fuXL1+iadOmSElJKXHd5RGDB7PbXnAw0KYN8PyNDha2D4DjNSto6Wnj7y1V8azfVBjUNsDhgYeR9oaJBFNSgP79AT+/0m9TejoLHRNQp0Md2AfYIy87Dwf6szGCl70XQpxDYLnKEv2W9itUvW0ntsUY5zGIvhINZxtnpEan4rD1YSSEJWCSzyQ0G9isWO1tbN5Y4X297vWw++5uzDo5C/Wr1kdt/dpYZbVKGgI67dg0vEl7g067OuFE2AnpcbyER06qLOzeoLYBJvtNRvWm1WHUykhBVtBsYDOp06dxW2NpuZauFkbuH4mExwmICoxCr0W9YLHCAjc33cTZn87CdKwppvhPQZfZXVC/Z/1ine+XgHnzgJEjgZwCKoeEBOY+u3W7JmBxBn2+X4szZzhERDC/hWbNgH83GmLEBj8YGVeWavxMTNiQt3Jl5nr54gWUtSMCOE79tnysX898HKiAJCK7S1+41l0ofb/4qyMwNjXCzt/M8LOxH8ISw9BuRzuExIfAd5IvrJtaK1deozNg6Q/kxAOnWgOx54Ae+4Bm3yjs1r62ok15xzod1ba3Vi3A2Vk2nJKHpSW7dlZWTC62YgXTJVpaEi569kWvjGs4X8kUlmMf4kwGj5ExQEstYOTbLUhPi8LAZgPhbeuNp0lPMc59HKjgRfkAKn14lxLBCcBWAIcKlG8gonXyBRzHtQZgC6ANgLoA/DmOa0FEhQtcLykidjLr2vYrFBmDRATcmAY0nwXU7l+4ujgO2LGD+csqiKnACODdu+zXUADy5i6Cxi/hcQIOWR7CQYuDmBo4FUYtVfSi4qB7NBAnAXzqAwOrs7KchsDOasCUt8BXT9We2qZNTOMXFMTKgoPLhvgBQB2DOgicGgiLgxawOWqD7UO3Y1ngMqTnpiPAPgCdvmJaL0HjJ4+ff2aE8IslgLH+wPODQM/9gIYcYyAC7i8BqrYEmhUhJvzHH4FZs5T7po4O4OOjlpUU1PjlpOTgkOUhuAx3wSTfSWhq1bQYJ6cCJhFAQh6wszpgXi+/sBawtw4w6BXQ8YXaQ2fPZiL1FSvY+8DAsiF+AKCrpQtvW2+MdB2J6d7TkZabBpdQF9x5ewce4z0wqtUo6b6bNwOhobJjJ04Ejh9XeXuowGeIPd32lGp9f9FfJa5DLBajUqWiPfr/+OMPdOzYEdOmTYOpqSnmz5+PFStWwLCgOO0LQscCY7r5J62gra8NIvZo33SgKuZ/MxV2XcJRtV5VpKSwObL794tuLf8h5OayQWLLloCTk8wvoE6HOui4wR6BUw9iW6ttAFAk4ieg7UQ2A+Vp64mNjTYCAL4++3WxiZ8F2tDUAAAgAElEQVSg8aukWwkd7Dvg3t57ODjoIH4b+BtsTGzQvnZ7/HP1H2hqaGL38N1IepqErY+3wv+ZP9L4NBjpsXEOL+HhO8MXsfdjMf3adGmqh+Kg+eDmsPWyhesoV7wIeIGgv4JwacUlmI41xViXsdDU0sSwHcM+XNEXjM6dge3bgdGjgRMn2KM/IYERlWfPAFNTAJVrAABevpQdl5XFCM6UKRr49Vc5jR9kBHD7dsXy4iAmhpmhETEtIccB2dmAY59z+CtCJjQ8rTcOIt9ADJv5FVYtaA38IqujrXFbFTXno6opUEkfkOSni6htobBZ0PjpVNLBgh4LsOnmJlgdskKAfQCM9Y1VVKgecXHsukZFAadPs0kjMzNggu1rGKfehp+uKQaOfQhNzUpY0HMBTtZojnt50WjzdDmeRLqjW+fFGNhsIHxsfWCoY1hkP5AyXfkjoksAkj+4I8NIAK5ElEtELwBEAuheZo2TBxHLHfZoFXP9Exi0RMRMJV66AGlhRatTQ0OZ+AlQM7K7te2WkrmLcRtj2F+wB0kILsNcIMkrBS7MccDE64Dhv8DxQOY6ERnJVO73MoAWbsDgvWoPDw4GHsn5vWzZot6cQviRxscrb0tLY0YtH9L3CgRQQhJM9ZqK6NRolcRv925g6VL2fv58YONGRROYwuKzWbFODQOijjB3VT5fmE8E3P8VCFsLvAsuep3qWIe2tkoW/SLwhZK5i34tfdhfsEeNZjXgOtIVGbEZRW+HKoxwBxofAm7EAhYWLGGOjQ1w5i5gvBUYH6j20DdvmKOpgPXrVTttCnBzUyRlAsRiYM0a9rB7HwQC2L1ed8w/Mx83Xt9QSfzmz2c/P5GI9d/Tp5VNYCpQgaJg0/5N6Du2L0bNGIVnL58BAMzNzbFgwQJ07doVmzZtwrRp03BMzozMwMAAAMDzPObOnYtWrVphwIABsLGxwbFjx6Crq4sNGzbg+++/x+nTp5Geno7Jkyd/kvP7GIiNZQMzPT3gt9/YbdFmpDaSk9ltUDAY23SgKo6Ed8O7dzLi5+kJDB9euu2pXJmtyBw5AkybJlsBvHEDGD/XGNlashWTNhPaFOszmlorTtI16FO8kbq8ucsk30kYtnMYxjqPReytWDj6OcLFxgWO5o5Y2ncp9gXvw3e+32Ge1TzUyKiBpPQk7Gq9C/0a9ZMSv/tO99FqdKsSET8BAgGMDY7FpRWX0NiisZT4VQD49ltg714WFTN6NPDqlYz4+fqyCQiArWZNmcIIy9mzQGoq825ZulQ1wTMxYe6wRZxzkiIwkP0m//0XWLgQ2LaNrVJmZgILWp/DX8Ej8ZRrid4mCUjyuoxKsa+hN9QChzaHQm+OJZCng2+aLoOelh4sD1oiNiNW+UPE2cClUUBuEtBiHqBdnbl9Z0QBUDR3cRl2EqutV+Ok3Uk8S34Gq0NWiM+Mh0Ty4bGBgJ9+UiR+ACN/7q4NYOn4GAd8GPEDgNoGtfFt52/Rp4cjcoc9QbfOMofPAc0GoFu9bkW+pmW98qcOP3AcZw/gDoCFRPQOQD0AN+T2eZ1fVvbgOObyB2IEEADa/smI3xtfoOtWwGQ2I0hVqqjOqH7jBtC9u4qM6oVH5xmdoW2gjY7TOiqweIEAZiVmld5NSrs6MGMRAEMWe2Ziwp4wly6x81CDe/cAa2ugWjX2/4YNsnDLdeuU+cGLF8zIaedO9gM2zp8cSUtjN4s7d9jNpXPn9zc3Oy9bwZo3XZQu/X/+fBnxE0I9N2xg2zZuZKf1zz+FvTAAPpcV65bzAJIA935iBLCPC/DgdyDsX8BkLtBlM8uqGhMDtG6tfPz9+0CLFmoyqhcOjc0bY/ie4egwtYNC3xQIYFRQFAzqGBS7fgVoaAEDpgCn6rNO0yx/VtrVlS2ZqcGbN4wrxsYCV6+y6NU5c4Bx45gZb0G+m50NLF7MbuKBgbKwTLGYpbdwdgYaNQJsbd/fXJFEhByxLH4mJUcWIrd7t4z4ubqyRdWZM9m2775jbfPx+YJXrStQJngY9hA+53xw/uh5iMViDJ4yGO1bsTAlkUiEO/l+7tOmTVN5/PHjxxEVFYXHjx8jPj4epqammD6dRQ/Y2Nhg3759mDp1Kq5cufJRzudTQCB+L1+y8E0zM/YaNYo9+/z9gRo1BOt29vzbsoUNbI8fL33iJ+D339nfP/5gf2fPBmwG8xgNL1QXxaPNxDZ47v9cGiVUo3mNQtedlZSFw9aHoVlZE+0mt8MDpwdwtnGWprIoCryne0uJnxD1IRBSTztPBP0ShMODDgMELO27FH9f+Rv7gvdB11AXX1/8GvOy5iE+Nx5NzzTFfaf7MHc0R/8/Cxl1VQgkPpFJaLISsyBKF0G3hm6p1f+549tv2d8ZM4CGDdkz6Px5ZeLXrx9w6hQLVTxzhoVKm5uziLC6dUuvPRkZwPjxLIQyMJARQIBN4D7YdhnnMBKJNVviwVJ/HLczQs06fYEzZ0CDByHPuisMZgBTqp3EtsnWmPbKGkOODoHlQUtcmHoBdQzyLUAF4hd7Xhbq2XQaSykVYA5YBWH+ud8RnhSORYbX8d2Ajmh0FrDsZImTdicxzHkYvj85D5V93fDqFbtHfEi+sWULI7C9eimWm5kBJ9ybo3lz1cfVrt6yJJdTik+R6mEHgGYAOgKIAbC+qBVwHPcdx3F3OI67k5CQUDqt4jSA7ruAZjMYAXSrLCN+Lb5nI7+hQ9lTIS5O8dgjR4A+fdi3WQJo6Wqh2dhOKpdva7Q0Rq2ujUtUv0oMkluoMjBgyVnUQCB+gsavSRMWAjpvHnsALlqkvMrWtCm7QURFsQF4fLwi8fPw+DDxEzR++lr6OG13Gq2MWiloAIcOBf78U1HjJxDAX39lN6Wi4LNZsQZYOo3OG1h6DVdtGfHrmu/r/M03bFopJETxuGvX2N17/nzV9RYSHMeh+YTOKicl9Gvpo8Gg4s1CvxfdCsxyWVio3g+KxE/Q+M2ezaKyT55kJKvgKpuurixXkYUFWwGUJ37//PNh4ido/B4lPILzGGcMaDpAQQPYpw8jeQLxEzBzJiOGo0ZVEL8KFB03g29isPlg6OrooopBFQwwGyDdNvE9EyQCrly5gvHjx0NDQwN16tSBRYHf1vfff49u3bqhZcvSGYDIg+O4wfnRE5Ecxy1Rsb0hx3GBHMcFcxz3UD76ojQxd64i8QNkGsDHj9mMPWsPsGyZ7LgGDZile1ni99/Zc+7IEaBfXx6jyAtNMpjGb5zrOKkG8KDFQSRHFu4RJhA/QeM3ct9IBQ2gKFNUpDbabLXB5NOTlcL920xoA1tvW1ittkKPej1wLOwYHsbJdORfVfkK5weeR65uLp789KRMiN+NjTekGj9bH1skPU3CIetDyE7OLrXPKC2Eh7PnlCocOcLUQ2WFEXIpELW02PMKYCvOmzYpEj+AbT9zhs0z+/iUblsMDNikyqtX7HkcFwc4OrJtj9AGx7gJqPfYH/Y/G0nTOaBvX6z4rQ+OtxDjyDe+2PGLNTQ0ALNGZvCb7IeXqS8xz2+e7ENCHRWJHyDTAOalAVcnYePADTj79Vl8M6QjdHXZWDg4GLBsYgk/u3OgE044epSNbd9L/NIigOw41KypTPyQcA0gHj17qtYJliY+OvkjojgikhARD2APZAPlNwDkF4zr55epqmM3EXUloq61atUqvcZxGkBXOQKnZcgG0gCb1tu1i7EYeQJ45AgbFfbvL5u6Lybc3dliRnCBaD2xGPj6axbhllf0tDvq8eoVm6qpWpW1PSmJLUUUVPvmIy6OrdzJm7sIGsB581h1EhXrXebmMgLYtSvQqZOM+I0apby/POTNXQLsAzDEZAgCpwYqmMAMHsxuBgUHyxzHBurm5kW6Ku/DD/mDjv0cx+ULJVEPwCu5fVSuWJfJhIWAlvMVNX+dN8guxr//ytTWAgG8do3dob76SnYXLSbu3GGTAN7eytscHNh3rSrkt9jIyGA/BA0Npk/U1ZXNKqhASgoLAy5o7iIQwPh41d1dXqhuZsYSLwvET873QiXkzV08xntgUrtJ8Lb1VjCBadOG3U5UPSRmzpTNvlagAqUFfbksx5UqVZLmSON5HiJR4Qb4Ghoa0ChBdIs6cBynCWAbgCEAWgOYlB9VIY8/ALgTUSewaIvtpd4QMG3S+fMy4idg8GAW4iZEuggaPy0tdr948YLNpRVVZlBYCEnihRWY3riGppkhMF9hiT6/stG5vAmM6yjXQiWW95nuo2TuIm8Cc2bBmSK107CxoZLZi4AWQ1tAv5Y+FvVehGVmy3Ay4iQ0OU10r9cdz989R1xOHH4N/xV1Y9jSkbp6igN54jfWZSxaDm8JWy9b5qtQDgng5s1sImJ9geURJyfA3p7JD8oCgsZPVxeYNIlJEkaPZs9JTU3gjL0zTs3yUUiaDgB9uufhia0DZttEl3qbzMxYeKQwZBWCfrJ1asCeDuLH5UZKv7vvf3JB98OBsG42QLGuRmbwn+KPbTbbQJQ/Zm3zO8tFLWfuIhZDRgB7OaGWgTHMGpmhaVM2NjAwYATw7l1gz7K+8HTTxapVLAJNLXgxcHEoEGABZBdYRHp+CDjfFwgv2SJSYfHRyR/HcV/JvR0NQFDW+ACw5TiuMsdxTQCYALj1URsnEeUnO89HXoqiBlCexVhasqeAQPxOnixR+BzAiJGenmxGAZARPzc3tsJVak6Awq8oMZE96XbvBvbsYdOdagjgkCGMPxQ0dxEIoLOzckx3ZiabDdXQAFxc2Mc+f85itps0AQYMYJxTHfbc26Nk7iJoABtUa4B/rhQtnrMEKNGKdZlNWAgaP15uVuCanex9QbutXbtkxK8U4jNMTNhr3DhFAujgwHilmRlQs2aJPkIGgfhdvco6286d7Pf44oVaAtimDRAWptrcZfZsVlW1aorlPM8I2NWrbAXw3TsWKvr11+yha2nJZmXV4VTEKdx9e1dB4ydoAK2bWmPV5VUK4aAVqEBpoWfnnjh78Syyc7KRkZmB85fPq9yvcePGuJu/dODj44O8/FnFPn36wNPTEzzPIy4uDkGCq1fZozuASCJ6TkQiAK5gURXyIACCuK0agLdl0ZA6ddSbQfXvz+5n8uYunp7sfvDzzyz4pywIoCRPAo/xHtg+4x4GDgSaNwfaz+gOT4zG9rvdsb3dLkRfZYNugQCO2DcCGpofHuIN2jAIdqfslMxd2k5si4leE2G5wrJ0TwZATHoM3B+5Q1tTGxKS4NabW9DW0IZIIoKX2Aud53aGkakRjtocxctLLz9c4QeQl52Hu7vuKpi7ADINYOKTREQFRZX4c0oTGzeycMdFi2QE0MkJmD6dTQAcPFj6nylv7uLryx6z8hrAnEwJqrtsh779WOYIIyAvD7CzQ729jsC5c6XfMOSHQ55gv7W4OKZOysxU1ADK/+5q6tVEv0aqjY96NegFY31jLFoETJ4MPHpaBb9uGS71n3j3jt0DDh0CnHw647i/YqSDQAB1ddm4/ehRfJj4AYBGJaD7HuB/7J13WBTX24bvWUABFbtiw96wlxg1drA37F1s0ZjYjdHEnxFjjIkmMcaosQtoFDt2bIAlltgLii22iAVRAUFp5/vjMLs7uwvSLMnHc10k7OzubHGYOfc57/O8L25rAfCmlwyWdHSBMulbREqp3nSrhzXAUaC8oij3FEUZDMxSFOWCoijngabAWAAhxCVgHRAE7AY+e2tJn2AId1FLPXvFG0pALQFgUJA86ipWzBDwA8xmFE6ehL71buDjI2d5vvjC6MEvX8oRdnQaZquEkHVrKvipHr8hQwwAONVyqlxS8Kkols28kZHyRNK6tTTOq/rhB/lVBgfLMtCk9G2zbzk19JQe/FQ5ZnckwD2Add3WJfNBM04ZsWL9Bt5UYrhLYqlnrwRDCahxCIwKgKGhkngiIzOsMD9nTjkbXquWAQA9+lxj2jQZTLB0qSGZDiHk0tkDC2brlGj8eAP4qSVsTZsaADAJH1NyEyaWjtmYGFn2NXCg/FG1c6csbzlxQl4kk1LvKr25/NllTbgLGAAwcECgvtVDpjKVkapSoQrtm7eneZ/m9B3dl+rOlmPIP/74YwIDA6lWrRpHjx7Vrwp26dKFokWL4uzsTN++falZsyY5TWdH3oxSUkHhAfRVFOUesBMYyVtWyOkQYl7E0rGjNtxFUWBUpzt6APzuu4x9XZ2VjtsxhRi7rBIONlEyPXFJFjqMK8u6LVlZfqMRVrYGb55jNUeKfpiylgW5S+VOMpG5fPvyGefZTlSCSKD9mvbcC7+Hdydvw/t4lZsGBxtwpuYZLvS8gPsBd3I65cwQALSxs2HAwQF0WdOFFw9f8M9fhkt0mVZlGHVjFBU7V+TvA39r2kq8S9nYSKhQAbBqVQP4bd0qwcNYSQXnJSSkfDKid2/zcBfjEJgvvrSSF8LataF7d0ljieDHhg2SUocMSd0HjXshx9+WFGPwyQshhy+qwsPlfK9xCEwSw9YkVaiQXFjp3RtmzZJWjCdP5Pj73Dm5CDNoECxbZv4dFi8uf1S1bp3CFy3YGJrsNABg0GwD+DXyBev0s0SKlJJmgO/zT4Y0xExIEOJgFyFWI0Twb0bb44U4NkRuv/idYbu3t6EjY4kSsnl7BurGDSEKFza8xA/Zpglx8aLhAdHRQrRuLe/cvj1tL3LpkhDHj1u+b9MmIZ49S9t+LejqVSFsbeXb/fZbIZYskb9bWyf9FtKrm/tvahp9q4qNjhW3D9/WbMNCU0ygBHDR6HYho9/HIn1+IINezgFZgZLATcDKdH8io49ZIYQ47yGPzROfajufXp4jtx/ubdh25Ii2k6i+42rG6NkzIT780LD7ATpPEbd9l+EBCQlCjBol75w1K20v8vixENu2Wb4vIED+4WSQwsOFcHSUb7drVyEOH5bHKwixcmWGvYxGd47cETFR5h3eExISxM39NzXbLB2zb/ons8l78vqvNHmPiIgQQggRGhoqSpUqJUJCQlL9HlPb5B3oCiw1ut0P+M3kMeOQAXEA9ZATxToL+xqKDJM76eTklOr3npSinkSJmQ4zxcqmK8UO31ixdavhPv+p/sIDDxG8/ar4/nsh7t0z3BcbHSue/v00Xa/98qUQRYsmiEI5IsRYfhL+U/1F2I0w8XOxn0VLu0ABQixenK6XeKsKvBUofC76iOJziovc3+cWrWa3EnggGns0FvOOzxNPomTT+oiQCPFbxd/Ej44/Wjw3pkWrWq0SMx1mirtH72q2X/G9Ir6x+UZsG2a4xrwP59mYGO2lOyrK/DP5+grxwQfmzcTj44UYPlyIESOSaI5uoqAgIQ4csHzfunWyabkQQjZjr1tXviErK/n/n356/QuYKj5OiL2NhQjsKEScSXf5sLNCbMgnxE0vkZAgxNix8mWaNxciMFCIbNmEqFBBNkVPSJBjy+BgIf9j/AdorMBAIeLiNJtmz5b7dXaW/8+bV4gsWYQYM0YIRZGvZ/qdx8UJ0aePfPyQIUI4OQmRJ48Qp0+n4rM/CJDjtNUIsaOKELEvUvHkpJXSY/ZdBL68f1IUKNEHas+X4S767YkhMBU/h8Jt5TbV46euODx6ZDkEJh1ycoKiRpN2ze0Oy9e4dEmu+HXuLFfnliyRtaBpkbNz0qmenTqZ18KlQU+inhAeLkvl4uKgSBGZVPbxx5AvXwI2NnJlJUM9YcCdw3fwcvFi52c71cEAAHEv4/Dp5IOXi5e+Ka8l/WtWrIu0B+eJhnAXVRXGQK25UKKXvK16/MqWhcBA+Q9h7AHMAOXMqS2Val/8PFZd3OR0oRAwZow0MYwdK6cx06J8+ZJOVGjcWC6dp1NPop4QFydnGB88kOVVGzZAgwZgYyPIn1++fUttINKjiJAIvFy9WNthLbHRhhJeIQS7R+/Gy8XrvStL+i9rmjIt1T//FbVr147q1avTsGFDpkyZgqM+ReGNKiUVFIOR51qEEEcBW8AsFkG8oRJ7uzx2tJnfhtuBt3n8y2pauci/0wCPAAKnBYIC0aFRTJwoT7FguOasaLgi1cEpxsqaFTZuVDh+MRuNB5YmcFogv5b+ldgXsaz8sxy+vnKFIiMU9zKOPRP28PKZ+QpYaHAoh747pLmupkVOOZ34Yu8XhL8KZ1//fewct5MJRSYQSCAHbx/EIaus7s3umB33A+702NIjQ1o9ALRf0h77/PasarmKe8fuARC8NZh1XddRqEYhXL+30AD8HWr1au3tBRacrnZ28nLu6ioLfECu+I0YIb3t2VO4eFuxYtL5aWriJiBzIrZvl7/Hx8sEmHHjzJ7z6pUsobSkhw9BKFbg1A3u+cKR7oYVwKfnYH8zsLJD5K3P+PEywG/UKFlp1KjGDXbOW8bdu0IfAjN5MpQrFQetm0LDOjLtzVgrV8pys7lzNZs//1yuHgYFydtPnsjx6i+/yO/T11e7yhofLxFALfVcskRbsWea2ZGkXhitZsdGyJ+3qEz4U1WsE5T71Hy7ooMasyF3VW24y/bt0n9k7AHMAABUPX4nTsgBqJMTuMbu4kxCNTm6rlDBAH6pXV5/i9p7Yy8l55Zk95UDxMXJcJdlywz3W7eazIYtUVhZiSR7mqX1AlPso2LU/6I+Jxee1AOgehG+7nedtgva4lDEIcnnCyF6CSEKCSFshBBFhRDLhBD9hBBVhBBVhRAdhBAhRo+fIYQoLYQoL4TYlaY3nRblqQnVv7ccC1l+FBRppw13CQiQhfPGHsAMAkAPD3ly7tRJhnH2uDsb38LDZXOqihUN4PfTT+9tjOXVJ1cp91s55h9fSESErFA1ti8kVF7NHztuU6CASLKXT1qP2RyFctB2QVtu7r+pB0AV/E7MO0HdcXUp3rj463eUqUylUwEBAZw9e5agoKAkW0K8Af0FlFUUpaSiKFmQgS6muYF3ABcARVEqIuEvg9OzklfVvlVx83TjduBt/mj3B3sn7iVwWiBV+1WlZLOSbBm4hXPe5wAD+F3ffZ3GHo1T3TLBVHXqQDEnRdPAvXij4jhWd6RDB6Py+nQq5HQIx+cex7u5twYAQ4ND8WziyfG5x3nx8EWa958gEujk00kPfjUL1UTRKcwaMovZzWezPmg9Mw/N1D8+u2P2FJewpkRXHzjgMH6IHgD3T96vB7/oHu7cD3t/SvJVj5+rqyxzNPUAqmreXJaCBgfLxz5+bAC/SZNkGXKGXnZjY7U1mEePaj2AierTR5aPhpkEz169KsPgpk1DLrjU/s0AgE/+kuBnnQ1c/HmhK42/vwS/X35J/Bx3N9Ao6xB2/jSHx4+FHty4twH6h8CDh5JiVQA0NksOH272Po0D1hTFUEK7ebN5ee3CheYeP2PLVpcuKQhm1Hv8XKHJLnj5yHIIzBtUJvylVHFxMuDFNNzFOARm27Z0v4Qa7vLDD/Ig8/eH7DmtcI3dyZnwUtKMNHbsew1+ALUK16JMnjL039OGaav8KFkSevcW6KzjwOoVTzZ4EHU9ktE5PclrZz6SPvTdIXaN2pWmwbSiKLh+76oHwK1DtrLWbS3X/a7TYWkHagyq8fqd/Fe0YIF5uItxCIwxkadRarjLgAES8vfuhVq1FLre/RnfmFbyiuTs/F6DH0CJXCVoVLwRY/Z9SvMvF9C/v5zfUXQJYB3Fq5O9uRyQmzEOKyjlEGr2/KCNQaztsJa4l3Fpev3qA6rTcXlHPQBuG7pND34tfmxhsQVMpjL1X5AQIg4YAfgBl5GpnpcURflGURQ1eH488LGiKOeANcAAkd4lqDRIBcBb/rf4c9afVOpRCbeVbvTa2ksCoPsWTi05pQe/9kvbU3Pwa/oZpVBPbz7Fs5kntrlscazhyJUtVwjwCMiQfasqVr8Y3Td258G5B3oAVMFPJAj6H+ifLh+gTtGxpP0SPfgZ6/P6n7O682rG1B2T7D6S8uUJIV7r2fv2Wxg8wp7sY4fwKvwVh787TEJsAo/buTNqvI3pwtA7kzGvbN0qW0wbewCTAsArV2Qq+xsFP2OP3/PnWg+gkYYMkStqrq4GALx6VQ6b4+LkZwG0AOhXR6aXu/hDjtJkzy7bT+vBD6DiF+A8kUY5xvP3hnE0a5oAt9bC0T7wUUPY7Sf7TjRtKr+AZMyST5/K95cli5ynNj6jjB5t7qUcNkx+dNNwFxUATds3mck43KWRLxRupfUAviUAzIS/lMraWo5qLYW7NGki/+LSCWQLFmAW7lKqFPjvfkX2V2F0ZQOxWMszwKVL6Xotdu+WL2YqIeTZ8ebNdO0+j10e9vXfh3N+Z9x+/R8Nm8TwSveUhE/LM3rtHEqXyIL7+HwcPaHDy9WLqFADAB767hAHJh/g1bNXiIS0XdtVAKwzqg5nl5/lht8N2i9p//8L/ACWL4dDh8zDXcqWlcvLpleQVOrAAczCXXLmBL/dglp5b9OLNTygIFy/Lus10qOgIEOHV1MtWwbpbDydxSoLPl19cKvgxqiN06lRP4ybt2MQ7o1xWzEEVxcYPTEH+4IKsbLJSk2z4KCNQWzsuZHosGjiY9Ne9Vt9QHU6LOvAzX03ObP0DLWH184Ev3+TEkDw1nnkvVJaeUwIsVMIUS6ximJG4ravhRBbE38PEkJ8JISoJoSoLoR4M7GCSb4/OY48exZND73IB5GEPYpjwlc2tP+jF8XqF2P70O1vBPxWNllJ7ItY3P3dGXpyKNUHVidwWmCGA2D59uX1ADjHaQ6LaizSg1+BSgXSvf/ahWubgZ+q3lV6kyNrjiSf+8+Jf5hbci5XfK9otgshCJgawOJai3nxOOmVyVWrZBn/x6PsuIDsQ3uEenz1tQ3duqX7kpihatFCyyvGITCW5OIi+02qGj8+g8EvPl4LfuPGyRJQPz8DAG7Zon+4cX9MV1c4dswAfv7+Mo1br/wNDL/bFgB7wwfJkcPkcygKVJsJzhPJcf8X2JhPppznbyBBqpGLfE/Xrsl60IoVkwW/i4zmUJkAACAASURBVBdlW40rV+TQCOR89bJlMgTGGABtbOTqniWVKpW0mwqQrR6CfzEPdzEOgbm/I5kdZJwy4S81yps36VRP47+4NGr4cDlxYprqWWp8J/xf1sVn8gVsrlyUI2zVA5gWCSFr9Hr31gKgEPKPecoU80LzNCiPXR6WNz5AgudeIhIe8KL3B0zu2Is5XSbi76/gVELHGl1fLl220gOgCn5V+1al48qO+qhqIeQCq6VxRWiorDowVfyreMKuGi7SIadC0u1V+NcpSxYoWNDyfYULp7tWqGlTeR0wTfXMOXUMfg+rsaWzF46hl+RZ3i3RA5hWLVsm/zg8PLTb1RLoX39N+74TlcUqCyvb+pB9zV88/CcLMT1d6NKqIOt6ebJ1qw5XV4X1Ea24+LKMHgBV8CtSpwh9dvcha46s+v35+VkuAYmJsZyILYTgwRlDGmrYtbA0ryRm6u0r/Ho4L+Je/L8FQCEET548wdb2/Smdyyg9fSq7yzSuH8vaaVeoPrA6bp5uXD34gA/LP2X+fMGpMzp01oZhlVUWKznSTWdv17hXcXg39yb2RSz99/fHsbojik6hw9IOegA8u/Jsej+iRuXbl8flOxdiImKIi46j+6buGQJ+6VXe8nnJWzYv67uu1wOgCn4Hpx+keOPi2OdNOjExe3aY8+lViok7bKIzm52/Yi8tqGJ9mVmj7llMgH4XGjBAOnxMyw5tbOSwbfx47XbV43f9ukzftrXVegAzRDqdtB6p4KfKwUFe2ytWNDIGSrVqBdtXP6fyGS/q1ZN/Cmbgp3r87ItBhXHw7ILWA2hJKgBmKw4xTwEBjbfLclGQS4yqwsPNa0+REH3xovze5s41pHyqHsB69eSwY9iwDGrforOGZnstp3oWbAztr0LpDDLvvkbvyWGeKZB/1Jqm50bhLqWWLKHUkMQ7/f3lqLtZM7n0ovkrSoEURWZUt20rARCge3dejBxGtvlL5Fr3//6nf3h8Qjxh0WHkz5Z683zlsg6Uae5LsNPnkOcmDZ0aoigKjo7yY8yapeNj12Zs6rKW2fnlqo4p+AGsWye7U0yeDNOnG2aBQkPlH+y9ezLtP0fihKGxx6/90vY8ufqEP2f9CUCb+W0yV1IySIpiMgtmFO6Sc+xYWvw0TD5o3z75D+XmJqcCW7VK/YvNni1HYGpjeg8Pns/7kZyjJsicZS8vzcMfRD7AMXvqwypyZs9Cs25X2Ro+FYofpoHTHGysbLCxk+bvL79U+KxnQ3zdrjO/4nxAlkqZgt+FC/Jjdukie1yqpSAxMbItxo4dcv6mQgX1q9N6/ApWKYjvIF/WdlhLz6090xR4oChKMcALKIjsk7ZYCDFXUZQ8gA8y1fYW0F0IkYQ1P1Mp1WmP0+ABDmUcUjS1+vzy81S/xrPQZ69/UAa8Tlpla2tL0aIZ59F6X5QnD3zf6RjDf63IH1kHMWyEDSXLKOwoXYZb17Pio3RHN6kYt8/mpNWvrQj2Dca3/0acFn5J7tDrMgnCtDN2CmWd1Zrms5uTu1RuHKsbzmkqAOZ3zo9zN+eM+qiA9Pgd/ckwq+o3xo9+e/thm+vdgr1tTlv67unLqharWN91Pd02dCPkVAgHpx+k+qDqdFjSAUWX9PU9eGswO/qt4/OaxRh5agDnguQf6kCnfaxt+4K+fn0pWvf9OH6TGqaYbjcOd1FLPfftgw4d5GV33z6Zl5Yhb2j6dMv33bwpSWrKFH2F3MuXEP3wOR9Nb0ljTvEn9bmrK0OhQjJQrWBBUJ4lgt95HTxoDL/Phuyl4OQICYD1fWDiV3K5tlMn7Wve9oEoow4xZxMD8Dy9DGbJSZPkuKNpUznoVNOYkL7+0FC5pvP333LNw85OltXmzi2HFQsXyt8zbMiYNZnGx/am3W3enDLh711KiKSPKHWaQaczD3cpX14exL16pf2IzJ5djj4TAfDlqE/J9iiMG/3aUXrOHP1+4xPiGbx1MIfvHOb0sNP6FK6UKEEk8NnO4QRXX8zw2sM5eu8oHdd2xLenLy3LtMTRUdoooTRF6xXllv8tAFr81MKsOW23bvIENmOGvD19uqEfy5Urhpp40IKf6vFTV/wyATADlNRxqx6zimIe7pInj/wHbNdOHtNpkU4nlxgBpk0jdtFCcj54xI265Sm9aZOc6kzUD4d/YObhmZz4+ATl8pZL1cvMPTaXrbnH0KFuB+IT2jLWbyw2Ohs+q/MZdnbSewB5qTOyDv7/8weg5S8tNeAHUKWKPL7HjZN/qmvWyK+oa1dpD/7tt6TBz7jUM50AGIeMxz+tKEoO4JSiKHuBAcB+IcT3iqJMAiYBE1O780xpFfM0hmOjj6X48VNFKhtTAdOcU58smpbXyZRW0WHRPNj4J7O6RjDjuCt1PlSwsYHY2Gz8OOQidZf+ScGzD3Ea+SNlRn5ITfeq3C3nQu6jRwnpNopCaQQ/VRU7V7S4XdEp1P88ia70aZSxx2/4xeE8vfmUdV3W4d3c+70DQB83Wb2UEvADuLLlCoVqFOJxuz5wyrA957jBRM5ZynW/6+8N/JnqxAlZXWl6CZ0xw9zjp3oAP2n/D/1aZ2XniXzml+3z5+WFKiVjoblzwc2N37YVJ1cumU8BQEQE/PIL0WO+5MdyXvwvoD9Ku3awfTt9etpwY98D/KJvMsZ2PcO/LcPkyZLjwsJg2NAEptXpIVfrYt1gyTwQtrBokdz3XyNgoCusOiw/tDH8qR6//A2g8Q649C0E/QDbr8D0AK3Hz89PBt+ZAGDt2obdNWqk/bhqCExSrPtvV2bZ57tSQoI8ukxL2EAaVevUkV3et22z7CUsXx5OnZKFyWmVCoAJCdg+CiM0pw0VyuzCN1iGrKng53nOk35V+6Ua/IZvH87i04uZ3HAy89vMZ3///Tjnd6bj2o74XTf4vw59d4hb/rfI7pgdnY0O7xbeGg8gyL/7RYvkVzFjhiyRNQa/Fi0Mj3108RG3D93WhLsYh8Bc3nSZyJDItH9v/5/144+SZOJMShGjo+U0mbe3LCm2FO6SJ49s0m78j5VaGQGgzQPZI6SSSzCzThlKPn84/AOT9k+iddnWlMqduvYPc4/NZYzfGLpU7MKGbhvY1GMTbhXcGLFrBPNPzNc/LmhjEIEegdjlscMmmw1r2q/ReABVjR0rAXDjRrkC6OZmAL/PjLrKvHj4gqANQWbgp4bA3P3zLg/Pp94ILoQIEUKcTvw9AhmmUQToCHgmPswTcLO8h0xlKlMgWz18fOJjhvq4snWrQlycPO1NngwtWupYRT9elShPmUUTwdcXm+FDKPXwKKdLd2PNkeLpavXwNmUa7lKgUgGNB9A0BTRNr3EllNBgy/WI13dfT1Gpe1aHrBSpa1gpKdeu3GvBD2Srh9AOA/Qev6dP5cD/41H25PryExp/3TjlH+Qt6vx5WYb4ySdaD1p8vLxPp5Nh9MaX3ebN4jlbpA3rnzRDeWLyfW/fLulHzsAnr/v3wcMD0bQpR/64jbu79E4SEQGtWiGmTWPsRyf4Orgvkwp5IRKTxQeeHsmV6OKU5yrrY93o2FFe+y5flpP3LVvp4KN1Mtzlu7nyj2npUllnWfoTONBegt+YMbILuypj8GuyE2yyyxLQchNgtT98UETbo6F+fQmADx6kz3ryH1Im/L1rTZumBcCQEFnOefmyvJ3cjEx6V66EkEv0icobEc8X/5Sg6/qubLq8SQ9+Ho09mNpkKvcj7jPebzyx8eYmph1Xd7DizAr97Y1BG/XgN73pdBRF0YTA9N7Um4hXERqP39h7Y+m9ozdPgp+YhcCAAQA7dZL/P3fOHPwACtcuzKgbo8zCXVQA/OTcJ+QonLShPFOvkY+PnPZTATA6WtaXqCY2RUl5vUpaZJJQuupqJSbum8isI7P04Nezck+8O3kTEx/D6F2jeRptXtF44eEFvgn8Rr8qfPHRRcb6jaVLxS6s6bIGGysbTQjMyF0juRJ6RePxG31rNENPDgUwC4FRNXasLC/Ztk16OH75RQt+IOPMh50ZZjHcpfqA6oy6OSrdceeKopQAagDHgYJG7UoeIMtCM5WpTCWjHIVzEBGpaNLif/kxjpgyzgw4P5Zspw/r/c3X/zjBg1EzqHJ+NQMCB6S71cPbUpbsWchdOrdZuIsKgNkds2OVNe1ecZEg2NBzA55NPM0A8MzyM6xus5ojs44kv49Ej9+JX09QrlM5Cn9QmA3dN2g8gAf+PmDxuT/P0fHl/6zp1g3++ANy5ZJz4A0awMChWfDxeT8rgqpUkSt7S5YYADA+XvZK3rBBDiPVShK9rKzIsegnsodck+NK1QC4fbu0FFWrpu1zkJQKF4a9e1HCwlgd0pTuH97ms/4RPKrVCnH8ON9V9WHRhfoMHAizQ/oyr+w8OHWKdv8s4iPlKM/JRfHi0u/39dfyO1eUxMiJ3FUhR2lDSakKgNbWsHybBL+ff9aOHWzzg2NLCX6qx09RoNYPsGI0zB9sns9Rv75MHk/J502jTpxImi2XLJHD+7To5UuZ22dJV67A3buW70tOyr89AKN27dri5MmT7/ptpE0JCXIpa8UKmDpVznY0ayb/JXfvlmejNyU13OWXX6TH79tvoW1bxOHDTB5cgplFZNqnCn4AK86sYNDWQZrBMUjw67yuM9UKVuPPwX9irbNGCMGu67toXaa12WA2LDqM4NBgsuzKwvZh2808fjf23mBth7Xkd87PkONDNAb60FBtezpTD6CqTZtkiznTPJOICBkK2bq1YZuiKKeEELV5S/pXH7MgV/8mTIAePeQZrXNn2L9fZlP37/9mX3vJEhm/1bq1vOKNGAErVrChWyW6VZIBSCr4WeusOXznMC5eLlQpUIW9/faS2y43IMGvmVczslpl5cywM3o/654be2haoqn+2FYVEx9DwK0Ayt0rh7ert1m4S+iVUFY2WQnA8AvDyZbfUOKlevzUTjCmHkBVfn5yZtfBZIE9Pl5OYnbqZDjOU3vMKoqSHQgEZgghNimK8kwIkcvo/qdCiNwWnjcUGArg5ORU6/bt26YPSZP+S03RVXmQ+tLKtFx+0/LdvQ9ln2/7PAsZf64ND5fVYydPyrY2T7cGMmZFdbC3J/CIDdUrx0GHDlzbdQ0felK8em76nTFvfv0+KOxGGPb57LHNaV7Cef/0fQrVKGTRGiGESLdl4tGlR3g180LRKbgHuJOvfD7OLD/D1iFbKd2iND239MTa1rIryTjc5Xyt8zwb8YzppTZyauQGngWF0G19NxbbLWbOsTns67eP6CAXXF0NroAZM+RK2erVaMJdIiOhfXsZtOLuLre9b8esEDKOQe1eEBMjV+C++UYzj2+uffvkhytbVo77hg6V4Ld3rySxlOrkSXB1RdjY8DjCljyvQuiBD5vowqJFcrc+i59TfFhL6nIcAH+lKQcn7cRjpvwHsLYWnDun8Pw5VK9uHmiDENq61vh4y1aR5Own78DSI4SsND1yRMYaGI8xf/hBgvsXX8jfU6sJE+RQfcMGOa5VdfmyrGQtU0bCoZx3T9kxm7ny9y6llrANHChXAAsXThX4Pb9r2cSfEJdAxP2IpJ9oCn5z5hhKQBt8xPSlN+l+UT60umN1/dMG1hjInJZz2Hh5I7029iI2PlYPflUKVMGvrx/WOnk2VRSFNmUt++ry2OWhXrF6lO9YnoaTG5qFu5RuXpqeW3tSf0J9M/BzdZUhTrt2GUpAp0zRDqIOH5YD7P795XlDVUSE7Nvm5mbo/ZmpNOjzz2X4io+PJJV9+1IMfkkds6+7D9CC36ZNcmYv8e+n6/pLTJX2O6oWqKo/Dhs4NWBT901ceHSB5t7NeRr9VAN+/u7+miCjFqVbmIEfyBTQFqVbUPTDotQbX88s3CVfhXwMCBhAvfH1sM9nmHE0Br/ffjOUgPbqpU0BDQmRx2XLlnKAqSo+Xl7ku3SBwMDkv56kpCiKDbARWC2E2JS4+aGiKIUS7y8EPLL0XCHEYiFEbSFE7fz5Ux/4lKlM/VcUEaEFPzc36P97A6Y3PwRRUTT+KJZzHaZI8LPqQ377F3S9NE2usrxninsZh5eLF6tbrTbri3fW8yxLai/hnOc5i8/NCK98gUoF6H+gPyJB4NnEk70T96YI/AD+3v+3PtzFbakb/rcCadEnjFkhfchV0ZG1PdeyeN9iRn84mmt7mtG+vZyvVDV5spx8M031zJ5dzmGq4Pc+SlHkPP3EibKL06pVcuiYLPiBHDht2yZnzQcOlJ631IIfyDLRzZtRQkMp8OoeE5jNJrrQqJG8NPP8OT2WuPIBf+HGZvriTRMC6HlgmH4XVnGvcDy7m3r1kgC/MSY9HocNM2+2p34ZFhQVrSTZZN342prRUhQJZ2qw+a5dcrsKfj17GjIrUqv//Q9q1pRjCV9fuU0FP5BDo9T+WWbCXzJKiLdwwKXgvlRJp5N/zarq1UsR+F3bdY1fS//KRZ+L2vcVl8Dm/ptZVm9Z0s1OFUX6r1TwU8Nd7O345JNi7CsFLtU7UadIHbqu74rvFV/9U8fUHaMHwJzf56T9mvZmqyopVfaC2Wn2bTOzcBeQAFi5Z2X9bRX8VI9fq1ZaD6AxADZoADNnypIOFQBV8Dt6VM74FXl7oUpvVW/lmAXzukU1NTYZhQaHssB5gcWeVIHfBDK/4nweX04mEj13bjl7aRzuotPxw4CyLK8OxUpVp6tzV7468BWzjhj8AW3LtdUDoONPjtRcXFMPfmXzlk3Jp9XL2tYa1+9dzcJdQALgRxM+0g+OTMHvs8+0HkBjACxUSB6vJ08aAFAFPy8vObPbpEmq3ioAinwzy4DLQghjc8dWQB3muAO+ps/NVKYyZZCtLRQvbgA/kK0cPtvemumugeSJukfArih8rPqSv2oh+l+YgF21cnLm5j0DQGtba1rOacn9k/c1AHjW8yy+A30p5VKKSt1TmSKeSqkAGPkgkj9n/Umu4rleC34AJV1K0n1jdzos6UC/6v3w6rySKLf2PIqJZsqdjni3DGCIyxAq3JrD8OEKbdvKlRNjJZU5ltYssrephARpwVN1755lNjLTS6PxYEKCuW8/JYqI0CTBj2QeTtzm8GG54kfLloizZ/kq3xJ8cWM1fRlfchNNj8+kgNUTftZ9DoqC6w/NDZ0XYmPlezFKCmfMGPkejT2AKfiQcXFyiNCnj3mLpQsX5MLnmjWp/9gplZprpwJg06YG8PP2Np9wSKly5pSuGhUAv//eAH7+/rLDRmr1LzjU340eXnjIwioLLYYs/LXgL1a1WEVsVBLTC6lRSIhcK7azg3Ll5JFjKQTGRMUbFqdYvWJs6r1JD4Aq+F1cc5Han9a2WM6h15QpWvBLDHdZfPUPji2ZytDJm9jTdw81C9W0CIDNSzUnOi4agWBnn52pBr/U6vRpmSRs7PEzDoHZtEmWbaiaNMkAgJ07ywH10aOwdq384/kvKvJhJEs+WMLV7VfN7rux5waLay4m/J8MmPpSPX6KIo0IoPUAJqG8ZfPi3M3ZrClx4DeBBEwNwLmLM3nLJRODrE57maR6TvL/ir2Te+C+9C/WdFlDj0o99B5AVW3LteWbJt8QEx9DXEIcm3tsTjX4pVZ//y1LQEzDXVQADAyEO3cM2zt1ki1NTp6USW1duxrA77Uzu0nrI6Af0ExRlLOJP22A74HmiqJcA1wTb2cqU5lKQjY28vrhZhKNZJXFis/6RzKY5TwjD/Hx0H9ff+xKFZIjtqpV5SzOi6Qbj78LVexUka7ruuoB8Pj/tuI7YAulmpagp29PbOyNKiBWrID585PaVbKKjYpl54idRD2JMrvv8sbL+t9fPnvJs9uvb2OiKAoVO1fUh7v0rdoXr4+/JKbvRzyPSyDkoC/sNoDfxo2Q1Xyu7l8p1ePn7S2vC199pfUAanRjBUQnmsy2b5cXmDx5YLUnPAwxeAATEuSy3YoVZq+nkRrucvw4M2psoDZ/UcQujL9LSA/g5E+eEH79IZNKrefnZ4PY3H8zs5jAnJsdCVdysj++EWMr7MJ3QxxBwVa4ukLYgxhpH3F3l8uZKvipHj9jD+CoUa/9fqyt5ST/+vVaALxwQX5ca2ttwuebkAqAMTEQECDBLT3gp0oFQHt7+PJLePgw7eAHmfCXpGzsbHgV/govFy8NAP614C92frYTm2w2mpLENEkNd7l7V/6rXr5sKAF9DQBmyZ6F3jt649TAiU29N3F+9Xk9+Ll870KDicmvHq5fD4uXGNaJN1/ZjOc5T6Y28iB8uweXLkFO25x6ABy0dRDhryQ47Li6g8Dbhhq0T3d8ajEEJiPVooUcTJuGu6gAeOSIodWDqkmT5Hlj61bDit9/FfxADkJ0Vjp8OvtoAPDGnhus7bgWkP2i0iUV/FSP3/nzhhLQ1wCgaVPiAI8APfhV61+NDss7WFwFVnXyJHw1WdGv8F56dImvDnxFz8o9qXl7Ffv2WGOts2ZV51X0qNSDL/d/SdDjIEB6/H48aqj9Gb5juMUQmIxU+fKyRNl0kRQkAF65AqVLa7d36iQHmCdOSN/AhAnpAj+EEIeFEIoQoqoQonriz04hxBMhhIsQoqwQwlUIYd4BN1OZylSKdDNvbeIVw7n1/Orz8pfcueW13c8vzT3+UqXwa5CQxLX4+WWzTSoA3jt2j90zzlCY+/TMshEbKyOSWLFChmRs25bCJSatHpx7wOmlp/F29dYAoHrut8pqRd89fbHKYmUxBOZ1EkJwOuQ05L8CA5oS/Swnc+cqlC793wa/KVNk0ZhFAIwOgVOjYH9T2OglZ8ALFYLwMHj4BYyLhWvBcvzZr5/cQXJ+biPw+66qD/8704Whi2qT9eA+dE9lCEyN2lbkf3KFn264ydVxz07sLjMCB8J5Iez4nJ+Iikyg5Qdh+PpCUJBgWoM9sHmzrHhr21YO2ozDXVQAnDpVLumlQOPHyzJfFQDPnJEfM0sWCWNl3+ycLyC/TlWRkbLCNiN0/76ESlVXzef5U6xM+EtCecrkYUDAAKyyWukBUAW/cu3L0X1Dd6yypD3xirg4STLGHj9TD6Da6yQJqQBYtG5RNvdNOfgJIUFo2DBYvFhu61KxC3v77ueO91R+/hm2bZGDeBUA/fr6YY8985fM13v8wr4IM/MAvknlTWJRSKeT11hTRURofVJbt2o9gP812eW2o++evjhWc9QDoAp+ecvlpf/+/ho/Wprk7m4e7mLsARyXfLiBGQCmEPxAwtDMmXJiUAioVKASB/ofoNoNb7743BrPJfKsqALggf4HqJivIhuXb9R7/K6OuMr2Xts1HsA3qaSO2aTui4+Xx6mqQ4ferE8hU5nKVPp0bdc1fDqtw7G6I+MfjKeCWwV2j9rN8Xky8ILcuaFGjeR3khF6GQp76sKR3uYAGPwr7KgED/aZPe1V+Cv97/FFixO/e48sVX31ygB+LVrIE3Aa6iKL1StGr629eHz5sR4AjcFv6KmhlG5eWuMBTCkACiEYv2c8c47NYfSHoxmYe6X+vrAwwd9/p/rtvre6fFnCrHEliOoB/OorOWl440big+0KQZNdEHkXJg6FKs5w+jgsLg/5H8Kr2rBxMwQFyfKor7+WgJWUhAAbGxQfH2x6GsJdqF2bVzv3453Ql+nTwSZbVn7+2bA6Pn3wbeYyCm/6c9PWmadPgSZNaFn2JgF1v+T7G91g3jwZ3Na4sbzAm5rXFEUuhrRsmeLvyhgAa9aUh216we/AAbmYYBrSJYT8+lTAM/b4PXwoF/6NPYBplerxy5lTLmbUqaP1AKZWmfCXjIwB8Pdqv2cc+IFcA/bwMA93UQHw229lZ/PX7cbWWjOgz1Xi9QZeNWK3TRsDAAqh8MeMZqxYAU11gRTY6cWrCHlRyGmbk+p5q/PV4K8YfWc0FbJV0Hv8jD2AvTb2Ii4hDXXkqVTYjTCSSqkNuyEXMIw9fuvXm3sA/6syBsA17dewquWqjAM/kHFV3t7m4S6ffw4LFsiT+Guk6BRyOuXU33Zwcngt+IGcADS2BAgBJ9Y35suJ1lS3vcIHp37Xlw1Z66xpVLwRSyYuof+V/uhe6fQeP2MPYHPv5jx7+fpSo/Qq/F54kr2r1GPW1OO3aZPWA5ipTGXqzSt4WzD7J+83u8YIIfAb58fN/Tf1267tuoaPmw/5K+Wn/77+ZC+Yna4+Xc0B8G3INh9UngJ3N/B0vTthVxMrloJ/hVOjoVgnKNCYWwG3iI+RF0G9x8+1FJ1Xd+bxgwRWl/yalzv2yfL6QYMM4Geb9sbupVuU1gPgjwV/1ICf2k7COATmVsCt1+7TFPwq3JrDim8/pHrDeyif1ORFwlMaNxFcuZLmt/1eqXJlyWqmlSAqAKqeNr0KNIBmfjDRCsaFwYmWkPUqRPSEn0/Klbb4eFlu6eGhha7nz7VloA4OssawSxe++CIR/BK18kItBtz5hhUHihMaaqjOvLZwH92+LI1Hlpl0n1SaCy/LUuTDorLXXunS1A38Abt5s187ZkhIgJEjLUPOo0cy/dJSqwPjKrHChaFEiWRfJklt2SJDBHftkimrEybIsUdCgrw9dqwcm+zYoQU/b28oUEDrAUwrABqHu/j7Q926Wg9gWgAwRfCnKIpOUZTuqd/9v195yuShUg+D8bnx141TDX5JJQ/FdeyC+MjCKp1OJ6cY8uRJdr+qxy94azCNpjSieKPiGg9gcsqaVQ4uVQC0spJ/6x4e8Nu6/Nw7fo/VrVbzKuIVca/iWN9tPc8PPKe2fW0CPgnQePxUACyZqyRWSjqh+DUKuxHGouqL8BvrZ3ZxDvwmkAWVFnD9yEM9+KkeP2MP4P8HAKw/ob7+dt2xdVMNfkkds9SuTWz3PpbvGz5c+lZfo8BvAgmcFkjVvlWp1r8ah749ZDEExlSKIitCVADU6SSL9ugBvv4OxD6PxrOJJ89uP0MIwd4Jewn+PZiyNmU59MkhjcdPBcBSuUthb5MBUJyMYqNi7gk7cQAAIABJREFUWdFwBeu6rDMDwEvrLjG/wnzO+1zSgN+UKVoPYCYAZipTb0d/7/+bw98dZt+kffprjBCCnZ/t5NicYxowifgnggJVCkiPXx4ZXWiVxUoPgM9uvfmJJY0qjEHU+Jn1k3KwssE8wnbPTgS/zvDRWi6uC8bLxYuDMw5qwl16+vakSu8q0gN4N57V2YfzksR6SR8fi+CXXJswS/eVblGaZjOaIeLlff329tP0EQQJgJ9d+Yzaw15vzHoc9Zh1l9bpwU/1+B3bWxSv4ePQDXAlLiGWJk34zwBg8eISPL76SpshpCjyvqdPZZCYPhCmQANotwWUu/DsAlSbAcNWa3f6558QZeTHfP5cktOwYXDtmvZFLGjoUHnpnzVLLh4KIcGvyacVibG2Z3tADrLMnEbWWd9KEjI+Noz7FiSh6Gh5DTSFnEePZDnn3r1w65b2OarHr3Bh+THOnrUcAvM6xcXJa3GrVtLtMmIE/PSTnOseNkwO0+fOlSW3P/0kV/pMw11UD2DVqrKxfVq0ZYv8v7HHzzgEZtmy1LcNSnGfP0VRTr7tficp0ZvumaaWeuZ3zs+Lxy9AQP/9/SlYNWU9kb295UGxdy8YJ6XHxUmLVN68MhAitTGtxuEuaqlnTGQMf7T9gzuH79D5j85U7lH5tfuJjjb0wixSRCZHAQRtDGJDjw0UqlGILNmzcCvgFm0WtOGD4R+k7o1msNTZ1+O/HOfD0R/Sck5LFEUxeMfcq1F8VAeat9Dx++/mHr/vv4fff4djx8DRUW77r/X5U0s9sxXIhqJTCP8nnB6belCu3evBDKR/0t1dnmgrmQS+eXjIa8XWrWmbCDb1+CmKwtYhWzm74iyNpzamiUeT1+7DtA1QTIwMY7h/8j7ezb2xzWVL4dqFCdoQxAcjPqD1r+a9Jt+2Ti05xfah2ynbpizdN3bH2taaS+susbH3RorVK0Zzrz40csnCwIHmM7ubN8tQo7175Yke3r/+U6lVZp8/qcw+f29WaTlmVdA7ufAk9b+oj+tMV3aOMLr9vavmfBIfG4+VjfmkZ0JcAoqV8k7OPQ99f8Kz7yOsbeIYMO8ueXqt5uK6YDb12YRTAye6b+zOsnrLyFUil1m4y+UR89kw/yEd2UJVLmApNeXy48sM2z6MNV3WUMRBG5297PQyDt89zNL2S7HSGb6Xhxce4tXMi6hQCRqO1R3pt68f9nmTn3y7fFkO7o37pqla5PmM1k1zMmyYgpWV9m0+jHxI2N2CNGsmV8bS0tv7fTxmo6JkheT58/Lztmsnt9++Lcc7589LMGzeHIiLJj7ADatHe+SDcpSHnTXg97UyJCEisSVYw4ZyWUq1I505I0umUgBnIM9jn30GCxdCp/ZxHN/xmBidLf4HralcLzGMISYGatWCixfl650/LwfAAQFQrFiy+3/+XALYyZOynUK9ehLubt6EnTu1Sdgq+Bl7/FRg69ZNWp5Me+wmp5AQuep27578inx8tNlHw4bJoiedzrAiaNpfGuRXm9bQFyHg8WO5kmiq58/lMa+Ox95En799iqJ8rihKMUVR8qg/qXj+v07GHr9hZ4Yx+M/BGg9gSlS4sDRlNmsm//HAAH4+PnIpOi3Xhqvbr5p5/IxDYHZ+tlMf3xzzIoYt7lvMkrQSEmBQL8OMzz//GDyAzl2c6eTVifsn73Mr4BauP7i+c/ADmfTV8ueWfDjmQ47PPY7fWD8N+HVY1oEaNXXcvGk53GXSJHnOUcHvvyZjj9/QU0MZenqoxgOYEuXLJy8wzZrBpUuG7R4e0opatKg8saZWjy8/JvCbQI3Hz9gDePDbgzy6KNvNiQTBrtG7uHfsntl+Zkx9pbn9+efy5Fi4dmH67e3Hs1vPCNoQRPkO5d8L8AOo9XEt2i1ux7Wd11jXZR3nvM/pwa/Prj4ULZmFs2cth7t06iTDjlTwy1SmMvXmpCgKbea3ofbw2vw560++sfomSfADLIIfgM5a987OPQUr2OA+2ZO4WGtWji3LwRmH9eDXe0dv7PPZ4x7gbjHVs+KCkXzW4DxVo0/I3IEdOwwewEQ9ffmUMw/O0NSzKf+EG5rmLju9jCHbhhASEaKxgKjgZ5XVipHXRtLXr6/GA5icvvhClsyZdstYvhyGD8zFzJkKmzebh7sUzF6QChUklHTqZL7fJ08kFKRlAuZdyt7eECKrdhGZM0dCzrlz8nswBj/l4V5+PbEc0SwQnt6A0mth2lhJDT8ndv85dAg++kj+pBL8QI5h58+Xr7t5mzX3EwpxINAE/Hr2lOA3erQMY9izR/4jNGliuW7TSDlzSodU7dryWChY0DL4xcXJcZ9puIuxB/DXX1P8sQCZk+PvL8c9rVpJ75+xVPBTvwdL4AfpS/tUFMvgB/K7SctEfGrgrwfwGXAQOJX48+aWL96xru64aubx04TAuHrx8lkSffSM5OIiQ7Ju3JCD6ZAQA/h98onl2SwhZAlmVDLnxApuFRh0ZJBZuIsKgO4H3PWtHp7efMoV3yt4NvXUA2BCAvTpHMVaX3taOhzl0Y1wjQcw7lUcF9caykeDfYP1HsB3LVMA1K8kLTOEhjg4JP385O77Nys0ONQs3MU0BObhhddPWpQvL092VlYGAFTBr0sX6N7dsu9/0yZ5fCel/BXzM+jIILNwFxUABx0eRIHK8gwXHRbNtR3XWNVylQYAv/36FVOmZ6WKVRB/H/nHpC2Q0ByzD8494Pmd1zSOf4syBsAt/bdQqGYh+uzqQ5bskqT/Px6zmcrU+yhFUWjzWxvNNkvg914q+Fdij44nT60GuHvlIeJxFvy/Pkh2x2z03tGbuFcSyhyKOGjBb/VqfbhLnr1r5Yhy6FADAHbtqo+TrF+sPn59/QiJDNEDoAp+LUu3ZEvPLWS1liT26NIjPfgNCBhAnjJ5NB5Ab1dvop9GEx9r2Yvh5SWoWkVo2iUuXy6rIVq2lOBja2s51fPyZbnq5+qKoa8ckjlcXGTZ3r+iJNSEUNUQ2apVoX17wbhxsqQxRw55/TYGv8GLl2FfeSDKD5thRhw42kCNnfDygaHvEEhyvHRJhrmlAvxUXb8u2U7VKt8chrc9fbosYZk3D375RdJMnToGAOza9bUUrrZMUDVsmBH4JcTDydFYR5znjz9Mwl2i/oFjgxk/+gWbNqUolsBMhQpJ6IuKkseUsb744t83gQCpgD8hREkLP6Xe5Jt7lyrdvDQu37uYhbuoANh8dnNsc6UMt1UADA6WK4E+PrL8cP9+Obg2/oMRQvbQHDRI5r4kp2L1LS+VZ8meRVOWWrBKQfrt7Ud0WDSeTT15euuZBvz+OF2e/KUcNB7ATz88xdVtV2mzoA3dNnTTeADfpMKuh+nN6KZ6HGRoAK4oCna57fS3s+bMqu/78/9VecvlxWWmi1m4iwqArt+76uHqdTIGwMqVJfgNHCgnfzt2NDcur1olz9/JBYYBFP2wqMVwF0WnULRuUf1t+3z2DAgYgH1+ez0AzvQwgN/mPdkoUb+IxgPY9YM7HP3pKB+M+ICP//qYV89f6T2Ab1KRDyOTnL1+fPmxxv9i3HvTxi4D2sVkKlOZynAJIdg5Yqdmm7EH8L1V8K+Ik6NZ9/so1nzfjpBwQ0JibPhzbgfeYIHzAk7MP2H+3OrVoXdv83AXFQCbNdPM+hkDYNE5RTXgZ2stnx8TH4N9XnscazjqwQ8gQSRQ3LU4vbb2Im+5vIScCWF+hfmaazzIf4ezcwIYnMOHKpUlAHbubAC/zZuTX/VwdpYfJyjIAIAq+F25Iu0Lae2T9tYUdlqmuEZpq2By54bdv8zBa3h/dEq8flK2SRMIuviSm5efMHjxMj7qN5AhQ5AtHQbOhBb7gQSITTSRDxokDYOqFi1KdU/Ka9fk68bGysoq1QM4aVIiGH3+uRz4mpKXCoCLF7+2BO7RI22Pzd9+M/IAPr8NZ5eAX0NqlTqvBb9d9eGKJ9z9i06d0tb6IyFBO7axtpaLl6oHUA2B+TcpxSMPRVHsFUX5n6IoixNvl1UUpd2be2tvRuqsl6mEEBrosMpiRYOJDSyGu+Qpk4fq7tVT9bqNG0MuoyDOQYPkLJaNjQEAVfD77jt5vk3LDEVSKvJBET0A/lpyLuG+AbR0+JM/TpcnT2l5Qs6aFdatiaNe4dvEnbuk9/g5d3Gmq0/XNw6A0U+jWVZvGeu7rTcDwBPzT7Cg8gKu7ZQGZGPvWJ1RdTgx74TFEJj/gpI6Zk3vUxSFumMsh7vY5baj3rh6qZq5Ll9eW1Ixdix4ekoYNE6uWrVKhug0bSon9TJKDkUd9AC4rN4ygqatp4b1eTbvyUbpZvJipSjw00+CLrVuwenTeo+fWgL68tnLNwqAIkGwuvVqvFy8zADwxp4bLKqxiKM/HQXQe/ycGjjR4ucW3D5422IITKYylal3J1PP39fxX+tLQN9rAHwZChemoTh1pvLwPvztfxvfAb4U+6gYg/7IhoiPYU2HdcS8iMGxmrnv4UWBEhysMBSRxcLoeOhQeQEwUf1i9enubMgCnN9mvh78NgZtpOrCqjy1e0q/Pf004Ddk6xDct7hTsnlJuvp0xaGIA7HRsXg29dQDoBCCgKkBHJx+kMJl7Nm7V1YPbt4sx0qvAz9VrVoZALBGDfmjgp9p3+D3UgkxEH4F9jXVAGDU6TnkvT2OrNav0OkS2LJFVuhEREClGrmpOOaYAfxA+gYmTYICDaFtEDiUN4S73L8vv6Q1a2S0ZZs2KQZAFfxiYuSEcZUqsgRUA4AOOWXJkCXVqQPVqiX7Gmq4y82b8jWePZMloPoQmLgcsKIwhEaAX0N4et4Afs/vwkIHeJU2r09C+N988nG0fjGmXz/Zn7dNG+je8jIjRyTw00+y8fq/SamZdl4BxABqjOA/wLfJPUFRlOWKojxSFOWi0bbZiqJcURTlvKIomxVFyZW4vYSiKNGKopxN/Pk9lZ/ltbq28xq/lf+N0CvaHjLqLN/ajmuTLD1Ij1SP3+PH8kRkZycP5Ny55YGsAqCbmwH8Fi5MU0udZFXkgyK0+FGe7erwFwu3FNKDn6r4iCh6ZN3C8AVVNB4/FQCf/v2UiH8iMvaNJcoutx2NPRoTvDVYA4An5p9g14hdlG9fnlKupbQev+UdaPVLK40H8L29OKdBjy4+Yl7Zedzcd9PsvhPzT7Ck9hK9gT6j5eEhrwX168sae1dXWda5d68BAPv0MYDftm2G8KCMkkNRB7qulebNMtxg3ncRevBTFf8qjjZZDzBkRFaNx08FwNjoWJ4EpzFm6zVSdAqu37sSeiVUA4A39txgTYc15KuQj+oDq2vCXfrs6kO9sfU0HsBMAMxUpt4P+Y3103r8dFoPoP/X/u/6LVqWbT5ocRQ+WotVVoMpW2etw6psb3S2ORECYl/EsmXAFiIfROof8+LxC7xcvDg04xCPLz+2tHeLWnZ6GcvPLidHlhzY6Gxovbo1d8Pu8vLZS4o6FCUkMoQmnk24+1x6uiJDIxm8dTArzq6gbJ6y6BQ5yMlXPh/u/u4oVooeAFXwqzGkBu0XtWfzFu3E5T7zloVJqlUrmYh45460l61c+S8BP4B8daGpH7x6pAfAqNNzsL8yjg0nupGt+WoePbahalXJ5+rKVnyCNY0bJ7FPnbUB/Iw9fj17yvLfVADg9etyEtbfX44LwOABHD4cTp1KfcqmsSIjzcNdjD2AXbvCnjP5YeNhWFNKAuCuarClqAS/RblgxWGoUCHZvr6m9627tI6wyFA+6f4XS5bb0bv7C0aOhEVLXzF83jqKFgyndddidKu7kbFj5Tjp36TU4EVpIcQsIBZACBEFvG4ZYSXQymTbXqCyEKIqcBUw5uUbQojqiT+fpOK9pUi5SuQi7mUcnk099QCogt/JBScpUKVAhpdhGYe7zJolV0uMPYAqAD5+LGei6td/M+AH0gO1b6LhjLl18FazFRGHIg58evFTPhj+AdMDp7Pq/Cr9fc5dnBl1fRS2pWzpuaEn155cI6NV57M6tP6ttR4Aj/1yTIJfh/J0W9+N53efc+i7Q/pwF52VTuMBPPHbCR6ceZDh7+tdKbtjdmxz2bKm/RoNAKpAnLtUbrI6pKGO4TVSPX4DB0oveGCgwQOoAmBMjGydIcSbAT+AyAeRbO63WX/70LeHzEJgbOxs6Le3H61/bc26S+v42v9r/QRA4dqFGX1zNCVcSzB8+3ACbgVk+HtU/SsqAF5Yc0EPfv3398fGzga/sX568FM9fsYewMubL7/mVTKVqUy9DZV0KUmDrxpoPH5qCEzdsXUp0aRE+l9k+3a9f06jyEjpB0mjLu6KITwkmjPLzlC8YXHaLW7H7cDbLPlgCbHRCXTf2J2sDll5fuc5ns08iXwQqQe/sGth9Nrey6z9QlIy9vg9mvCIgAEBhESG8OHPH/JLq1+oYleFPX33EBoVShPPJlwIuoDLGBdWnl3J1MZT8WjiodmfMQAuqLRAA34rVioMGSIhLiREDvqNPYCv05MnMHu24fasWVoP4HsvYwDcUkwPfnYuq2nb3obcueX40c4OQkNlwE2+fBKUriU1THv6VH4xpuEuKgA+fCgB8TVq3Vq+RmWTcHkVALdvT1tAnKps2WRKp2m4iwqA/fsnhqE5OkoA3O5keNDW7BL8nJ259OgSZeaVYfmZ5WavMfvIbJwXOHP72W0A7jy/Q7/N/Wixug3RDnWZ3OkHVvWry+zv7tFjYzf+PN+DA+MqUsHpHgmF2vHzz7IVxL9JqUGMGEVR7AABoChKaSDZ+j8hxEEgzGTbHiGEOs19DChq9sQ3pPzO+XE/4I4QQs4uXX6sB7/6E+rj+kPGG7q//toAfhMmyG3GITBdusDCOdH6x1+9KssTVAVtDCLsevrPUg/OPcCrmRc29jaMvD6SISeG6D2ApgBoY29DbHwsAbcDcN/irgHAV9avaL26NRuCNnDp8SXTl8kQGQOg31g/yrQuQ7f13WToTuk8DDk+RBPuAoYQmI//+phCNQul+bXft9Vq+3z2uB9wJ0/ZPHoA1K+EJgJxavtOvk5//GEAv6VL5USEsQewRQtYtzpG85zAQMPv947d41bgrXS/j8gHkXg29eT53ecMCBzA2LtjNR5AY9nY26AoCgdvH2T6welM8Z+iB0CdrY7BWwfz+6nfOX7vzTRdVgHw4bmHbOq9iWwFsknvZV57bOxtcPd314Cfqlof12Lo6aFU6VXljbyvTGUqU6lT+fblcZnhYjYWUK8xpVzSGXUQGAjt20vjmjEARkbKtgpt2xo1aku5okKj2D50O17NvGizsA29d/TW5ALEvYxDp9Mx8tpI+u3tx/Pbz1lYZSELKy/Ug5/pZ3t08ZFF28Gmy5vMPH6qBzA8azg/fvgjS1ss1QPgo4hHVF1flRNlTzC2zFgz8FOVt1xeijc0VHbUHV1XD36qx8/RUU4+GqddJidjj5+fn5yAN/YA/muUry4UMiQE5m42i7btZWDPy5cyqyc8HD74QPrh/P3lBG2SAFiihPwiLIW79OwpzXuFC6fordnZWd6uKEmX5l69mnS/ZeMQHkWRfjtj8FOVM6dc0c2XL3GDQzwMNDpeuyZAIXm7VO5S1C5cmyFbh2gAcPaR2Xyx7wsaFW+kb1vilNOJjd03cv7RWS67dGXinIrw4gb3fSvi9HAbawopFC5fhhMXi9G4mR1Po5+SICxM5rzHSg38TQV2A8UURVkN7Ae+SOfrDwKMoyNKKopyRlGUQEVRGqZz3xalB8AEwQLnBW8U/ECGUSxbZgA/gIfnH9K0cQLbtkGZMvDL73bU4hS+s4KxVuL1HsALay6wofsGAqYGpOs9PA56rAc/9wB38pTOo/EAejb1JCJEW8ppY2XDtl7baFKiiR4AI2Miab26NUfvHmVNlzW4VXBL4hXfrByrOVoODVEUCtVIO/glaiXv0Wo1aAHQu7n3GwU/kIb6uXMN4AcyiKdEoVf4+8tZuE9H21CSm6wddZgqFWJwcxPs2iXBz7uFN35j/BAJaS+/jXoSpQe/Pjv7ULxRcY0HcFXLVdw/ZT5AmtdmHkNrDmXGoRlM8Z9CfEI8g7cOxvOcJ980+YaJDSam+T2lR3nL5TUDP1UZcMxmKlOZ+reoUSM5K7xihQEAVfA7fFjWJKZw0G0s+3z29N7Zm4j7Eaxpu4Z//voHz6aeWGU1XCOO/3qcLNmzUKJxCdy83IgKjeLFoxe0X9reDPxePH7B8o+Ws77rejMAzLoxK/X+rMfP+X/We/xAegD3DNjDiFojCL8UjpeLF0UfFSV7aHb9Y8a2M/cOgsHjd2ndJYo3Kk62gtnwcvHizJEos3CXXLkkAFarJtvgJCXTcJcWLbQewH8VAF6ZA3d8wN4JrOxwobneA/jddxJqlyyBEyfk4VO5sgEAe/ZMIpAkuSW59CzXvUb//CNXb4cMMQfA776T7/3o0VTuVPX4vbgPHsA44FmU3gNoZ2PHlh5baF66uR4AVfDrXqk7qzuvxlpn6MfQrlw7NvXYxPlHZ2mwawo9HttTUonktwKgy1kRmuxElyUbDyMf0mBFA0buHJnm7+Pvp5YP4hcxL3j04lGa95ucUpP2uRfoDAwA1gC1hRABaX1hRVEmA3HA6sRNIYCTEKIG8p/tD0VRLAacK4oyVFGUk4qinHz82FCfHhtlubBYCKG5L1/FfOSvZOi4XmNQjTcW4VyggAx3UfXs9jOW1l3K5v5b2L9PsGIFDB4Yz2dNLnJm4lq6Pl6AjngafRTH730O49TQiXaL05er41DUgZIuJfXgp0oFwOKNiltstGpvY68HwH6b+5FjZg49+HWr1C1d7yk5Ga9stZzTkuu7rlsMgXkTetur1Ukds6b32eezx7mrs/52rWG13gj4gbzAjhplAL+4l3F4uXixquUq/jwYy6+/So/fDwMuc+XX/bS+ModShaJx6yj4X7MjZC+YnV7beqUrfdU2ly1ODZ304KdKBcBSzUuRu2Rus+fpFB0L2y3UA6D1dGs9+E1pbKGJXgZJ9fgVrFaQzn905sWjFxZDYDKVqUz9O/T05lO2D99u8bpz0eciJxcl3+nK01OynKli4xQmx3oQNmGmBMBevWTt3OHDstyuZ880v2enj5zos7sP4ffC8Xb15uWzl8S/iqflnJa4ebnxt//frGm/hme3nxE4zVCucWjGIY0HECBb/my4/uDK1e1XNQB4cMZBTk45yYQCE6jgWsHsPdQvVh+P/h702tqLkPMhtPumHQ9yPaBJ/iY4ZHXQeACPHZNBkPHxQuPxc/d3J7zvcIJiS+O0bQH/x955h0VxvW34HpoUK4g1EnvB3hVBBeyKJVYUgcSaqNHkZyzRGE3X9JioKRawgL13UOy994KiWBCkiPSy8/1xmC3sUgVi/Hiuay9ldnd2FmZnz33O+zzv0u8i9FaQypYVv7JJ2Yy5U1PF91jmcBcFACUpZz+aJEk9JEm6JUnSXUmSZhi4v4QkSWsz7j8lSVJ1rfuaSJJ0QpKka5IkXZEkKR8d2RDgd/5jsBsMfe+C6wEdD+CMGaKaTB3ukiEFAFeuzF8/6cJS1ari775ihS4AfvONaL/h7i5yYHKtxGeacJc/y8KWa3DxqcYDuNcJYq7pAOCobaOyBD9Ffer2wX+QP5efXUZK1uQGpKXGQVoCz+Ke4eLrQkhMSL7HxEvPL6XBHw3YF7xPZ3t8Sjx9/PrQxbcLqemvYJrMQlJewjEkSXoHcESUfh6VZXlzDk8h44OwQ5blRlrbvIFxgGuGd9DQ84KAqbIsZ3uFbdWqlXz27FkenXyEfz9/Bq0dpFOTL8syQXODuLX1Ft6HvClRuoS61LNun7o8Pv0YyUjC66AX5euXz/qFClBHvj3C/k8PsqvKGFr0qsTiJbB/6l5O/XIKJCjZsQVfHXLEq+E5FpzqiJlV4c3A5Ebh8eFU/EG0juhXrx9bhm0ptNcyVNJY2GWOkiSdk2W5ldbP1cl0zmrdtx1YK8vyqozHXUOsBsYCs2VZPpLFa4wFxgLY2dm1fPDgAS8evmB5x+V0mtOJ5u8113n8Vf+r7Ju6Tx2PrfwOqjlUIzEqkZiQGNy3u1OzS9F0W7mx6QYbhm7gmG0/kus0YuduI275X2DbqG0AlHeqyzfHOtOmXDA+F5tQ+q1/tzFdmioN0y81PaxUc1SFNsGjHe6ilHoa2laQynzOFoWUa21BaJ40r0D28zppLjn0OTGg/GRTFdXv7nM57+8nO70W52xSOIQdgOr6gKV6EohkUQGpnCjBvuhzka3eW6nrVpdB/oPUPfGurr0qGqZ3sMPzgKfBKpTkZJEq+fCh8CU5ZrTjTU0VA9uNG2Glr4zHxamaPmurV4tWC68oWZb5ve7varuIwzQHus7vCsCllZfY4rUFS1tLUmJTcN/hjpGJEWt6raHM22XwOuBFyUoldfZ3dslZdr6/k7p96lKpRSUOf3GYJh5N6Lein8H3rij6QTQuk1242PwinYI6sWvDLq4kXqHbqm6UtyxPkFcQS3+uxrx5MMT1OfUD/6Blhsfv2+8kZs2C4QOTaHH8DyQjiUl3JmFqYZrl62UllSrrDIXs7gNxzgLlgK7AI+AM4C7L8nWtx3wANJFlebwkScOAAbIsD5UkyQQ4D4yUZfmSJEk2QIwsy9nOYuudsyFr4PgIAX4Oq8Eo43fw/CQc7A7mlaDXZTAueO9/YeuLL0RJp7e3SND87DORkbFiRdbN0g0q9D78bA/HLNQePwDCwmCgIziEwJBAaC0ScL489CVzguYA8FefvxjTcozB3SanJTN4/WAsnmxnTSU4n2bBgigVvhVSoGQtuj4x4kL0I3YO30nn6p3z9TuITIjE1deVm89vss19G91qdVOD3+EHh1k5YCXDG+f+upDb62xeWj0sAsYDV4CrwDhJkv7I9RFp9tMDUS7aVxv8JEmylSTJOOP/NYE6gH7EYRYqW6MsFjYWrOniaj0KAAAgAElEQVS9hpCgEEADfoe/OEzlFpUxK2mm4/Ebtm0YXgc1HsDMKaA5KeJ6BP79/El6od/s/fzS8wR+GmgwedJpphNdv3Gm55N/6Bq3icDp+zn1yymaj24OMsQdOs9E/ngtwC8uJY6B6waqf95+e7uOB7AglRidyKG5h/QgT+0B3H6Le4G5PiUKXK+yWi3L8l+yLLeSZbmVra1YdbaqYEX5+uXZNnobF5ZdUD/2qr8YXFjXsqZk5ZI68Ot10It3j7yr4wHMixKeJ7Cmzxqi7+mnXoUEhbDJY5PBme4G7zRg0NpBOIRvZWiSD1f+OcW20duo4VoD24a2PD9ym/dUS18L8EtXpTN6m+4UqLYHsCAlq2QCZgToQZ52CMzF5RcL/HWLVaxi5UPXvoXj7nBH156d/mgfqoBeRK/3Ul8nmnk1o9cfvbi9/TY/VPyB4P3BavCr5lCN4TuHZwk/JUqI3JaqVcUq09GjuuA39+NYRvSPA+1BfkAA6cmpPLvy7JXeoipNRblamqqIW1tu8fKJsHXU7lGbsm+XJflFstrjV71TdYbvGs6LB5oQGG21Gt+K3ot7c3vHbQ5/cZiGQxrmCH4vHr5g5KSRXGx+EW/Jmy4nuuDr6qsTAuPm58Znc1RMnw7rAstzzWk8vRdrwG/ECPBda47XQS96L+qdL/CD7OEuF8F6VsBdWZbvybKcAvgDmU1y/QCfjP9vAFwlMdPYDbgsy/IlAFmWI3MCP4Oq0gsafaYLfqAJgWk46z8JfiCqn+fNE7D32Wdi7iPP4AdQ9W0wmaQLfqAJgYkfC43EUuL3x75nTtAc+tbri0sNF8btGGcwBEYb/PwqS8SUakjX0FSumFan92MZ+eVdFpvfZt/g1fkGPwAbSxsCPQOpX74+ff36svnG5nyDX16UF8+fC9BdluXlsiwvB3plbMtSkiT5ASeAepIkPZIkaRTwO1AK2J8pJKMjcFmSpIuID9B4WZZzXY1dsmJJvA56UebtMmoAVMCv2bvN6PtPX879eU7P46cdArOm95o8tXqIvh/Nnd13WNVtlQ4Anl96nu2jtxN2MQxVmmETqNNMJ7p905nr/lc58eMJWoxpQY3ONdT3m5DOzS03DT63qKTt8Vs3aB3xn8breABzI1mWOf37aeLD9SODk2OTOf7jcbU3zKKcBaNOjDK4utdmQhs+uPoBdXrW0dtPUShjtboPMELOGB3Ispwsy3Jkxv/PAcFA3dzu08TchGFbhlGrWy01ACrgZ+dox/Bdw3ly9oneqqdOCExfPz2/ZnZ6+fQlj048YkXnFToAGBIUwupeqwm7GJZlH8cG7zRg8LpBPDv9kD2T91C1dVU6ftaRFw9EIpgJ6Zz98+y/2mojs8cvfU66jgcwt8d2de1Vwq/q19qr0lUcW3BMXZIrGUmM2D3C4OperW61GHdhHO3/1/7V31ixilWsV1ez76BKHzjzvgYAwwIxOtafhOTKLJ3ahQOzD6ivE7V71Ma8rDkpcSms6raKjcM2Us2hGiN26Yc3ZVblyhAUJACwSxeoVk2A3+yJUZj+9B0vGjkiHz0q+ulkeAAf1u/G0nZ/q2Etr0pPTWej+0aC9wbT/efuvHv0XV4+eSl8/U9eIhlJlKxckuE7h2s8fslRVG8ax/BdwylRuoROuf7Vf7bx8uEznfL15JfJpCakcmbRGVTp+uObFw9fsKLzClqdbMWCxgtYPme5ThqyAoC/9/odYyMjvv0Wpk+HjUcqYmKqAb/3mx7nQdA9ytcrT72+9dT7T01IZecHOw2OKQpBZkCo1s+PgKqZHlNVeUyGPeQFYIMYC8iSJO2VJOm8JEn5y8gwKwtNvtAFP0Xl20FNz3ztNs9auFD0ycisuDhRr5mWv3ZFJlrVlnmGPkVGRiJVURv8FFWqBIsWgYWFjsdv45CN7HDfoeMBVKSA367b21lQxZqYUo2w6XWKVUM2ExwVzMFE6PMEapmCXey5fB60RgoA2pWx45117xAUElSo4Ad5g7+7gFaGKtUytmUpWZbdZVmuLMuyqSzLb8myvFSW5dqyLFfLHJIhy/JGWZYbZmxrIcvy9ry+GW0A9HH20QE/yUii2bvNcPvHTS/cRQFAt7/dMDbN/dlXt3ddhmwYwtMLT9UAqIBf7Z61GbppKMZyOpw5Y+h3Q1KIZoYv/Go4mz0383ant5kaPpXqztXZ4rmFy6sv5/XXUCBKTU+l1+peOh4/bQ+g1xYvNlzfkON+Yu7HsH/afnxcfHQu1smxyazqsYrAGYGEXdS0ZrCubZ1lWaetva3B7YWtwlqthkwAOGobG903qsHPzMqMtzu+jdvfbnpArABgv+X9KFW5VK5fr2Ljinge8CQ1PlUNgAr4latZDq8DXlhaW8Dx4wafnxymAcbE6ET83PwoWakkUx5Oofno5hz56ggH5xz81wBw/I7xOh6/zB7Arw5n25oUgNTEVPZ/Is5ZbQBUpavY4rmFgOkB3NyqmZgpWbFklmWdtg1sC63ctFjFKlYeZVwCnDZoAPDoEDjkhlSyFqVGnKbB8I4c/eYoB2YfIPpeNCs6r0AykqjcUhPKNGzLsBzBT1HlyiKYJDlZJOe/8w588bUpYytto/TDK1zv9yny0KGkz/qMaw0GUSMkiNENT1KqklWe35oCfjc23qD7z91pN6Wd2gOoAGB6cjrvHXtPN9zl5LsQ2JnqTV4w6sQorCqI146/HsiOD0+yuMkfHJx9kCYeTej1Ry/u7r7L73V/Z9eEXdw/oB9UsfODnSRGJTJm5xg+eUck3WlXQgTMCKDtW21xtBO1sJIE336ru4+/F6dyeeUl/Pr46VT7pCak4ufmx9klZwk9bgBEXi+ZIGxSIzL+HSBJkquhB2aVY/Ha6MkTmD1bRG5qA2BcnPCrzpkjkmbyKMXj5+Ehyj9XrjQcApOVZJXMFb8rBsPl4iPiubtXgyjnnpwz6PFb1ncZXWt1Zez2sdyLFudaTFIM1yKu8XP333jvZTVqX77F3pCjtK7SmsqlxLXgsUVdGjyA1gf/5unLp7l+zzcibvDkpX5YnbmJOelaC8PlLQvXhpYj/EmStF2SpG2I1bobkiQFSZJ0ELiRse21klUFK52AiCYeTdQzWaYWprQY1cLgYMzW3pYaLjX0tueken3rqQFwftn5OuBnYm4iPhROTqLwP0OyLBMwfiPH/7pGq0qh2A+259GJR1iWt2TY1mFY2Vrhvt2dtzu9rQbA1FRIyCI7IjY2z4edo0yNTXGr66YX7qIA4MgmI2lVJWf7Rrma5RixawTR96LVAKiA35MzTxi0btArtWYoaBXlarUiE3MTGg3T2AsbDGqgLveVJIkWo1sYBGLL8pY0GqpnS8xRlZpWUgPgb7V+w8fZRw1+VhWshPekQweRF62li4uOs3XCPmqaPaLTpw5E3YlClapi2LZhlKlWBrc/3XQAUKWSszw34+Jyf4HPi3rX7c3XLl/rhLsoADil7RRcaxr87tWRqYUpnoGeGJsaqwFQAb8ra67g+q1rcWuGYhXrvyoFAI0t4eF6SE8E1wNIlhXovag3Lce15Og3R/mt1m+kxqfiMN1BZ4Jyi/eWXIePpabCxx9rft67F46tf4xN4iPOd/6YDZtNCPw0kE0jNrPhRkNCu75HhbDLEJ73hL/UhFRiQmLU4KdIAcC05DTiI+L1xz8tfhK/iwOuSDEZk83hR7C62g97p1ASXxhjVsoMl29caDG6BRWbVSQuLA7bhrY6Yy1FfZf2xeuAF1Vb6y6Q1epWC89AT7r/2F3vOZnh73/TTfHY7ymqWzIAUAG/+wfvM8B3APX764fNFIJSEAsdit4CHmd6zGPlMRk+vzJAJGKV8LAsy88zJo13AS0MvYghW8i/odOnYdMmA3dUqcLicRd5EG6hAUAF/E6cEGOGPHY51wa/FSs0vYUzh8Bkp9s7b7Np+CZ2jN+hA4DxEfH4uviyYcgGEqNFK7WWVVqyw32HDvgN2zgMNz83lvVdxs7hO6lZTkyKRCZGEpccR1RSFOs8Anm7vD19/fvSaHEjnic8p9PbnbgddZtezcYTlxJHq79bcSI053jSNFUaff370nlFZx0AjE+Jp+VfLbkXfY8B9QfQtGJT+vr11QuBKUjlGPgiSVKn7O6XZflQdvcXtrTNsdoevzq96xB1N4rY0FiG7xxeMI1Zs5F/P39ubbsFwP/C/kfJihmm6agoUfNx/Tps2YLcvbsG/Epcptfx2RzbH8+5P88Rcz+GxsMb09+nP0YmRqTEp+Dn5kfNrrX445Ij4eGip412M+2QEPFZ/OgjmDy5UN/iK0lZXbKytcLI1IgXD14waN0gGgxo8G8fWpEHEWQ2dCulnlVaV8HY1JiHxx7S95++eiEwBa2Tv55k75S9AIw6MYq32mWEmKakwNChIg5t4UKYOFEDftJ9hvn3J9isAbsn7ebl05dUbV0Vj70elChdAlkls33cdtKT0rlapz8rV0kEBekml8fGCh9Mw4Yimvp1VeSdSHw6+5CWlEbpaqV5dukZrt+64jjD8d8+tNcjPOMVVBz4IlQc+FK4yvKcDQuEg91A6c3VejHUEZ16ooKjWFh7IQCVmlfi2eVn6lLPS76X2DVhF3XdRNVPduFj2h6/n34SIZ6dO4uY+z3rYunQoxRb393KJd9LAHT7sRvtP2onmm9ba1K5OX0aWrbU1MSlporm29bWoqqobVv1Q9NDn2BctZJBM1t6SnrWx/syGAKdIT0BGs+Di9OJT63Noo/cqdy8KqHHQ7G0tcSqghWPTz3Gfog9NzfdxGOfBzWc8z5pri0FAkaMEAmps2bB/Pnw/vsw//N4VnX1JfxKBgxLMMB3AE08mrzSa+ZWGYEv1oArAvLOAMNlWb6m9ZgJQGOtwJd3ZFkeIklSOURLNEcERO4BfpZleWd2r1mQ19m8qlcv2LdP9KYeqIl64LvvYOZM+Nj9KT/urC8iwS0tBQSuXi3GC3nQ48dQvz7076/v8fviCwGBR49C+xwcE7Isc3DOQY58dYQWY1rQZ0kfEiIT8HXxJSo4iuE7hme7qLPn7h76+/fH3taeAM8ArC2suR5xHWcfZ4wkI4K8gqhXvh6RCZFU+akKKekpmJuYk5SWxPwu85nWYZo6PKZa6Wo8/Ohhju/9eOhxuq/qTuWSlQnyDqJMiTK0/KsltyJv0bRiU06OPkl8SrxeCExuVWCBL7IsH9K+ARcQoS/K7bWQNvg1e7cZ7tvc8T7kreMBLCydX3peDX4A/n21QmCsrSEgQNQi9+/Pi6//4NzfF9TgJ7VojuN0RybemojLNy5cW3+NpxfEErKZlRkeez1wmulInz7CP9Cnj2YFUAG/2FixuPg6q3rn6gzyH8SLhy+IDo6m5+89swW/+fNFlUHmwVFCAvTtq9tU/L8sbY+fZ6AnI/eP1PEAFpZCgkIInBmo/nn9kPUaD6CZmbj69+8PkyaRNvcrDn+8RQ1+pkPErOuH9z5k8LrBPDn7hFvbxfkvGUm4/elGvxX9cO0i8fSpOEeVnsUK+J05IyYNX2fZ1LHBM9CTxKhEnl16RhOPJtmC39atYrCXOTpcpRIDmWX6nvJiFatYRa2wQDjkBqXtoX+ojgcw+l40Ps4+mJczx7qONWEXwihVpRTDdw7HrKQZrT9orQ6BWTdonUHPG+iD30cf6XoAewwpzeHDKlLiUtTPSYpJQgZd8Lt9W1RheHtrlkJGjxa9Aj09xWrL5YzVupAQjJ0cRIa+AWWbkl2qFrgehORIODsR0uKxemcPY06PY/iu4bhvdyfmfgyPTz2mw4wODF47mIm3Jr4y+H3/vS74GRuj9gAuXgyffmXF8B0a31Mzr2ZFBn5amgjsRVS7rZNl+ZokSV9IktQ34/6lgI0kSXcRwW8zAGRZjgZ+QgDjReB8TuD3b8vfX8wlDB0qzl3QgJ+7O8z3rSyWBsPDxQB0/vw8gx+Iz8Dp04bDXebMgUuXcgY/EJVRzl844zTbifN/n2fdwHX4OPvkCvwAetTuwZZhW7gecZ0uvl04+vCoHviB8OSdHHUSgKS0JBraNmRah2msv7aeeYfm0aRiEw6/ezhX792hmgN7PfbyNO4pnVd0ZsiGITrgZ25irhMCM3HXxEJp9ZCXtM+xkiSFAZeBs8C5jH9fC93eflvP46ftAfTv769e/i1IaXv8ZiXOYtjWYToeQEADgObmlP1sEmPlxWrwU2RsaozTTCcmXJ+gUy6heBA9PMDXVwOA169rwC8gAFoYLCbIvVITUgmaG6TXzBUg/Fo45/85/0r7T45N5uh3mqZHpxcaDoEBAXzBwfD11yIBSgHAhARwcxOrn48evdLhvBaKvBPJJo9NOh6/zCEwYZfCct5RHqXt8Zv6bCrjLo7T8QACGgB0dsZk3md4Jy9Rg58iY1NjGrzTgAk3JtBkhOYLWTKSMDI2wsFBlDkpAHjzpgb81q4V/pdXkaySOfLNEeIj9M+j+PB4jnx75JW8h6p0FYe/1FzQ7+69azAERlFIiPjy1AZABfyWLIF7/15QbbGKVSzQgF/JWqJXmuVbOh7A89PHkhqfitdBLwavH0zZGmWJDY3l6HdH1dcSBQCrtqmaZeKlsTGULq0BP0UKADZuLHPyqwMk3txJjx/a0uy9Zhz+8jBBnweJ15FVELoZ6tSBuXORV61iT6OpXFx2Ht59F+7cESsuTk4kVK7Jaud/eN6hrxgQeHjAsWPCbJgXJWbyISU9o2z1ssjpMqd+O6XefHPTTV4+eUm5mvp9VvOqFi0EyyrgBxoP4MyZ0K5lKlvf3ap+/FX/q0We+C3L8i5ZluvKslxLluWvM7bNkWV5W8b/k2RZHpyRZ9FGluV7Ws9dlZFl0UiW5fwFvhShSpcWzeIVAGzdWgN+vr5gkhQn6jMVLVpkOAQmF2rQIOuAl0Z5cLNIkoTTHGdO23txcEsMEdcicN/urga/0FDw8hJVqoakAOCFsAs4LXciJilGB/xAlGsuOL5A/fO1iGt0WNoB943utHurHUffPUr1stVzfcwKAN6JusOuO7uoY11HDX6KFADc47EHU+P8Jd1mp7wEvnwCNJJlubosyzVlWa4hy3LRNBnLher2qUt/3/5q8FOkAODANQOxKGeh3h4UJAZmmZWSYrgxqyFd9b+q5/HT9gCu6r5Kkx4aE6NOQ7ImGinccJyzdW1rg9tBA4AHD4qSubCwggE/gHuB9zg07xDr3lmnA4Dh18LxcfYh6PMgkmMNp0DmJG2P35BNQ/A66KXjAcwsSRKD5TFjNACogN/Bg+J3MGJEvt/qayObOjYMXDNQDX6KFAB8Z/U7VGpaSb391CmIN8DLsix+L7nR49OPdcJdrCpY6XgAV3ReQdyzjKtkYqI4b4HSvMQ0PLPVQSi7c1YBwDt3xMX+xImCAT+A5zefc/irw/i6+OoAoNJg/fCXh/PcvkVRZo/fxNsTdTyAhjR5Mvz8s5gxdXcX15L334e//oJPP4Uvv8zXoRSrWMUqKL28C6VqC/Azz/BWGZcgve1a7t9qSDmbx3ge8KRS00pUalqJD+9+qPYAXliqqcRo/UFrOs7umOXLGBnB0qW64KeoQvl0Pqq6AelUAB4zN9C24Wz6/uGkBYAHkM9MgCPvwJPdMGsW6XO/5PnN52wdtY2LczaJsYSREQmHTrOy7tfcD3pAbKwkBgSJiWKW7ZNPcm+sDj8CQT2hdH3oegwsq8EBV9KfXWDDsA3c3HyTHr/10EsPfVW5uorS/8wQIEkwb3Yq6SszPH4rBzA1fKqOB7BYhSMFANPTRScSMzMt8FM8fv7+cPIkPH+uHwJTFIq5AmcmgEqMVR/cTOTkHRt8GclTKnHtny3IKpnQUHB2Fg6W4OCsd2dXRpNlaWJkgq2VxneZpkpj5OaR+F/1Z36X+TyY/ACA44+Oky6ns3vEbkqVyHv8yfUIdatIktOTiUrUj4uwsbRR+xALWnmBv2Agi8iRf1+SkUTTkU11wE9RyYolqdNL0yLg3DlxQowerQuAitXJ2Tl3s/R2jna0HN9SE+6SIQUAG49oLFbu7t0THxCl+U/z5qKkTisEJrdy1Ko6MzcXddMFoXpu9ejzZx/u7LqjBkAF/IxMjPA66EWJ0nnvJZM53KXBgAZU71xdLwQmKtN5b2SkC4BWVhrw8/AomPf8OqjhkIYGezmamJvohIo8fy6so7166QKgLIuZORcXccHOSbYNbWni0UQT7pIhBQAbDWuEla2V8JR06wZXr8L69eoS0MwhMLlR5lm8du0MPy6vsrW3xX27O1HBUWoAVMBPKfuwbZB383xm8HOc4YhNHRu8grx0ADAqSr8secoUDQCWKKEBv6++EgOaYhWrWP+i6oyD7mc04JchYwtLUlr6UWX8Rp0JN8lIovei3nT/uTuN3PMWrpXV5/3JmSfc2noTp3n9MXZeCzFXkIK6ZQBgE8qEz0a6uwTsp0MVURtv8vlshs6pSy2C2XrEmou9ZpGwaQ8r8SQixgR3/KgZtEwDflWqwK5ducvOV8DPspoo/bR1ANeDpKtKsqHvz2rwazuprV56aEEAoCGlJaXphLs08WiCla0VnoGaEJj7B++DKptyuOzuK1a2WrRI8/+UFNi6NlEDfuPHC79f27bCIKgA4P37MG2aMPQVtp4FwZ1FcGIk8c9esH+4D95GvpSzSWON6TB2+luxfEQAzs4yERHiMJs2NbwrxeNXqWQlfun+C+mqdLr4diEqMYp0VboO+E3rMI1Tj0/pPP+bI9/o7TM8Ppx/zv9j8PUC7gUwK3AWY7aPoWftngR6BhKVGKUXAlPYygv8zQSOS5L0pyRJvym3wjqwwlTLliJWdvlyDQBqZ1z8/DPUzAVsl36rNH0W99EBP0X1+taj7aS2GvCLjxfg5+Ki9gDK2QCgoWo1xeNXrpyYUYyN1fUAvqpajm2pBsA/6v/BModlGJkY4R3kjU1dm3ztMz0lnfSUdL1wFwUAJUni4tk0ataEVZlaBxoZgXbwlZ3dm7Hilx+VLy9mSI8e1QCgAn6KOb67foiansyszHD7y00H/BRValqJrgu6Ir2MFeB34YIAv0GDdDyA8kLDAGjonFU8fiYm8L//QcmSuh7AV1VN15pqAFzceDGLmyzOdb1/VlKlqUiOTdYLd1EA0MrWimehKTRvbtiXWqmS7s9z5xaDX7GK9dooi4bY9fo2plIz/eRpyUii3ZR2Bifp8qNqDtWYcGMC7T9uD1X7gNNGAYAHu9L33XW06HhSgF/TbzUXDpUK06ehDMVfAOAuU77vf5wIbHHHj1oEw7hxGvA7eFA3ZSs73f1LA34WGRevUrVIbbebF5Gl6fFJohjLZEgBwPSUdBKeF856gHEJY2wb2uqFuygAWN25OqUrAPvaa/o1ItpdRN6OhPCjsKM+xKhzWYh5EKPjsSyWYWl7/KKiRPXOUC9zNkZ0FL0Yzp0TaTDbt2sA0NJSlL58/73w5RS26k2CZvOJv7INX4fviAqOYuJfaRyZ3Yxy1sn8yThG+Xfl6cM09u6RtTORdJQ53GVyu8k6HsCYpBgqWFZQg9/6a+tx3+hOh2oduPbBNcqUKMP8Y/Pxu+Kns99fTv7CmO1jmH90vs72gHsB9Fzdk2+OfkPP2j3ZNHQTLjVcdDyARQWAeYG/P4EDwEmE30+5/Sc1d64GAL28YPBgnXDDgtPq1Rrwa9ZMbLO2Rt4fQGgpe+5N/kVv9BgRAZ066bZN0Q53CQgQXgJtD2BBAmCbD9sQExJDcmwyHns98g1+INoRjD412mC4S/XO1Rl3cRzNO5ehZUvhX9cGwFmzRBIYgIUFPHig6wH8/6Zhw8TppADghx9qwO/33w0GvOVPgYFw8aIAv379xLYMD+C9Jv0Jn/Ur6S91T7jkZBgwANat02zTDndZuxZ++EHXA1iQANhvWT/in8UT/yyefsv75Rv8AExKmDB0y1CD4S42dWwYf3k8Dbu/Rc+e4vzUBkB/fxiekU+gpPIaCoEpVrGK9f9X1rWtkVUyAd0WcON4dXDcANHnkR76Q+2xxFh/SmDLacSFJ4jZ6fHj4e+/MZ01nb7TNF6kBqbB1PppgoDEc+eEsSkv4AfQdil0OawBvwyZV2vAqHMzaTtff2XDroMdE29NpGKTivn9FWQrSZLo+VtPg+EuVrZWjNg1Apv6VcCiijqsB2DvR3v5p+0Sni73Ek3RSwhLQvS9aJY7LWfzyM2FcrxvirTBz9dXLDQID6DE0LtfsdHMXWxo1kwDgC1bivKe7dvFDsaNK5qDtZ9GVOnZxEWkM/yjpdQwmULN5o1Y6VdW/ZB+tsdp1iBru9IHOz/QC3fRDoH55sg3/NLjFx3wa/dWO3aP2I29rT2PPnqE09tOeGz20AHAuZ2+wM12MjMCZ6gBMOBeAH3W9MFEtqBTtS6s67+OpEciF0TxAIbFhbE/eD8xITEG8zcKUnkZLprKsvyxLMvLZVn2UW6FdmRFoLlzxYm+ahVs2wa//lrA4AdiZHjxogb8MqQqa82XHQNofHsj8xdolgUiIkQd/Jkz8DKjokKWRalj5nAX7RCYz7NJ5U5NFaVnkZH694WEiJI0ZfAafi2cq35X1fcHzgh85ZMwK1O8cp+lpbhuODtrAFAb/Hx8xHeatgfw/zsAHj4sgM/Ts4DBD4Qh7+5dDfgpMjPDr/9amr48wqhJlmo7SXKy+B7YulWklCuaNk0/3EU7BGbUqKwPQZZhwQK4dUv/vthYmDEDkjLylOLD4zny9RH1/Ue+MhwCkxfldM4aGYnSmHHjNACogJ8si8C9uDhdD2AxABarWK+HVCrYsMHw90hYWNGkSUcHR9HowK/YDnUmaptm1jMt5DSPGnel04WfCV51Qg1+zJpFwpSZ+O0oo37s1dS6XAyvIjwgir78Mm9fkMZmemWw6rvKVAUpi1Cb7NJDi0LGJcBxPVR1UwNge09TSphE4fvVUJ7arAeLyql9UFsAACAASURBVEQGR7Ki8wpS41PpOEfXp6mSDae1/n9VYqJWuEtGQZviAXRwkEhMBMqWFat9zZqJaqBy5cSX33ffiZjWIlS14TOZ/PcWajS8D0Co3VreG6NZod+b1JEb982zejp+A/045H1IJ9wFBAAe8j7E165fq/ti3o26qwY/xeNXskRJdg3fhaOdI3ei7qif/81XJhz+9Ge6mc9iRuAMuq3shpufGzXN2mG36R6S33YCJgSy1GEpz2+JXAKHag7cmXSHPpZ9WNZhGTvGFu4Kal6GjLszEj8rS5JkrdwK7ciKQCkpcOOG5ueLFw2HwLySJAmqVdPbbGwMi9da08/dihkzxAqOAn537oiVc1dXzS6WLzcc7uLhIR47Z07Wh3Dpklgp7NJFFwBDQqBzJxU/LUglNBQdj9/EWxPpM6e5jgewMKUNgCNH6oKfp6e+B/CHHwr1cF5bybI4TxXdvy8u2AUuA+cswKx5ZnwwrxI+PgLeEhMF+O3cKf4+2pN+334rtmcOd3FwEEF0f/6Z9ctHRMCPP4oVQm0AFKuJMj/+oOL0aXQ8fp6Bnoxc34eoO8/1QmAKQ5kB0N1dA34LFojPrbYHcPToQj2cYhWrWLnUunWi2ueTT3Q5KSxMODMGDsw6HbCgZF3HhpS9B7C0TMR6xjqev3yPuHprMZp1iYZxp7k8bSlN3ezEwDoD/FZ2XUXEzed4lNzMp2PDqSXdZ+t3N7hYuqOgWRMTcSHO/MbeID19Cl27ivnJzAB4auOPnK3eAbOyNvj23sWJ1Sf4vvX3JLxMYGTASCo315T17gveR9t/2hIen3WC8/83zZ0rJt9NMjmZSpcWiwzqvIWyZQURqlTig+LoWOTgB8CdxZilC+gKjXwLZ6cXRETInDwpAl5KlpTo0kU4WAypcqnK1LWpa/C+tm+11UnfnOk0kwNeB/TCXazMrNg/cj9zOmkG4e+9B9bWEqe+/ZKykV3Zf28/STGlwCeA0Nvl+WymOQ6ftEdOl/Fx9lEDoMkTE3ycfUhPTcfhE4dX+c3kqLzAnzsZvj80JZ+vTauHvCpzH2ulBHTUKJnYp4av+smxyaQmFtz0vYmJmGFxdxcrGRUq6IOfojp1sk717NULSmUTNtSqlXifN25oAFBdRvosiYCEDphvWq0GP+8gb2ySn9By0Sj61L5RpADYurXm57FjBfgpUgBwxgwx4fT/TZk9fmvWiETvXr3g2T3D56wqTVXgvow5c0QTVh8f8TczBH4gJgS7ZdGbtF074eHMShUqiOollUoDgOoy0tMya9MH0XLP1zrhLjUaWlLzc0/crbbphMAUpoyMxISF9vuaP1/X4zdlCvz2m0hofxUdO3ZMb5skSR1eba/FKtb/Pw0dChMmiAkmhZMU8HvwQEzWlCxZyAchq7Ar/SuWX8QTl14Sq/FrSG81BvmuhGqSCS2cF8Lb5eHqVdJmfy7A70YE7mv7U+uYL6aewxlqsZValmFsDW/PdbmB+EIYN073jb1hiowUg/nOnbUAsN4U9lzqTv+ft3A9rj0Dtr1HUnQS+zz2YRFtwd/D/+ZaGY3/b1/wPvr59yM1PRWjLFY2/z9KkrKuItLZnpYmAuAUnTolZu+LSioV7JsLZz6Aqm6EdUrC+fvLRERZcOCzj2hbO4KaNcUYomRJMe69ejXr3cmyzMunhsOLkmKSSE0Q434zY8O+38zb7ewELFuUTiTm73Vwuyf4BnI3WGbHDnGdqdCwAp4HPNUAeHvHbTX4eR3wokKjCvn5zeRauT7rM1o7ZL69Nq0e8qLM4DdxosYDuGKFhGvN+4Rd0Z0NSnqRxKruq1g/aP0r9Q7LLBMTsSqnyMlJH/wKQj16aACwdm1o3DijjHSfihZtTWHqVEpbqdTgh4sLlChBy11f0ufPPkjGhZ9YMW+eGDgPGSIu7H//bTgE5ttvBQxrK6u/SUH+rf5NZQa/338XkwbCAyjTrk4kl7foZhmr0lRs9tzMMsdlpMQXrNE98yRfYaxq2dtrALBlS6hRI6OM1F/mnRGW8O23mMZEqMEPFxcICaHmxu9x3+6OqVXB98bJrHXrRAiRo6P49+RJw2XJkyaJc1pb2Z2zhu6bpP1lq9HCfB14sYr1/1iSJL77FQD09BSTOA8eiJDMTp2K4CBSYiAsAFym8+ivICxIogyxHOk8B+NPNsPLYHhxA+zsMDE3pal3U9y3uVNrUHNo0gRevMC0lh1DL39Kq/GtsHO0gzZtRHf0iRMFJb0h33/aatQIDhwQZf+dO8PdU2fZ89tC+v+8FXu7EAI+akiZqNU6z6lWphpufm4E3AtQg189m3oEeAZQ3rL8v/NG/qtKSxMfGD8/UeoZHa3rASwKfdQf+s2DSAdwXI9NhRI4uZbjwE8rafnzr+DaEFQqNQC6uGRZzATAsfnHWNJkCc8u67ZgS4pJYmW3lawbuC7PY8nbaQFED22GkWwKa3ZBeGNSh3bnjJkmBEYBwLincfi5+fHyycsiAT/IW5N3T0O3wjy4wtLNm6KEMnO4y9y58MnEBK4n1+bXzpsJvyYAMOlFEqt7rObJ2Se0GNNCXQNcEIqIEKsjpqZitWP/fjHALwz16AG//CJat8XFCS9Wi44lYfduKrStydjQ2dj4/a4GPw4ehDp1aDm2JcO2DsOkhH6qaUFp3jzx+/f2FitaO3fqegCz08JTCxm8fjCp6bqrsklpSfT178uyC8sK7biLSpGR4veSOdxl2DBY/mcqj+Uq/DrkGHf33AU04HfV7yrN3m1WYEl1oPH4AVStKv4dNSr3LaXyInt74SWMjxfJY198Ae8MMgYfH6xG9GfUo8+pse1XNfixcyd07kxN15qMOjFKtK0oJK1bJzx+Dg6iAsbXV9cDmN13xZ67e3Ba7kR0YrTOdlmW+Xjvx0zdN1X9ZXPixAl+/PFHIiIi+Omnn/hJzBZVlCRpLvAvG2+KVaz/phQAHDRIfMfcvFmE4AcijKT7GWKsPyV5/IfqzY0O/S5CYPqFiLYLGWo3uR21utXSPL9XL7hwAdNadvRe1JuSlTKWKiVJlBosXWpwGSc6Wm9Tru57ndSkSQYAJqZSp10ren67GXt7IwJO1EAq5cKKofewKCsxZOMQytiVofeS3rSKb0XXlV3pvqo7dmXsDILf0YdHeZlcOO0r3gilp+uC3/Tpuh7AgQNzTPvM7nsx13w1vBtYm8Knl+HEGUxNYfl3z2j52yKIMobRTdXnfs2aIruuTJmsd9dgYAOMSxjj6+qrBkAF/MIuhtHq/VZ5GvcH3AsQHj/bKliV0PQX72bvoBMCA4h2cFoyMi2alei8vEprrZsTMBfoWwjHVOhq0kSUVxoKd1mw0JIzRxIpXyIOH2cfQk+EqsFv8PrB1O9fQI310PX47d4t2qMoJaA5AWBybDJ7puwxGF38+Mxjji3QLxELCRGfV0XTpmV4ADMcvZKlhSCw58/V4KeoIIE3s44d04DfP/8IP6S2B3DUqOx7iKpkFRtvbGTYxmFqAExKS2LguoHsuL2DdFUhUEkRq3x5seplKNzFc7QZt66l0aZRIv79/bm947Ya/Fy/c8Vxun5qZX6lgJ9S6vnokaYENCcAVKWr2D9tPy8evtC770XoC/Z9sg9Vmq7pNjYWPv5Y8/Nvv2V4AI0FAEpdu4qkpuvX1eCnqDDP2bAwcb46OIgBY8mS+h7AoKCsny/LMmeenKHLyi5qAFTA75dTv+gEEaSkpBAXF0daWhovX77kpUiCMgJigUGF9iaLVaw3XM+e6ZaDbd9etItlMc+MeNCwJw3jTnFm+gYeBtwmzcgM26HO3Niai8bZWfXxy6J+LzgY6tUT19HMWrJEfOUbCtl6HdWkbjjTenyh/nnJX6ZILxNYMb0DqalWjPxkMQ0cnuJ10AvzUuZ0+6MblZ6KRNNHsY94EPNAZ3977u6hi28XPtn/SZG+j/+UjIxETWPmcBcFADt3FqsYWSgkBDp2zCjXzaT164UPNyU3RUrWxvBpKpRD9B/ctEkMFkOC4X/p0LRsnj7INnVs8DropQbAB0ceqMFvyIYh1OtbL+edaOlZ3DNqmbUHnwDSUo1YsUJULp369ku6mc8iNDYUWZaJvB2Jj7MPlraWDFo7CKsKVjoeQEWyLBP7KNbgayVGJearsisvZZ+TtG5jgBZAYVfFF5oy9+IKDhZJyQD2HazxDvImNSGVZQ7LeHTyEX18Cxb80tLEip+2xy+zB3Dp0qyf/+jkI07/fprVvVbrAODjM49Z2XUlZ5ecJelFknq7dquIc+cEbGp7AHnwQPdTd/lygb3XnNShgxi3K+CnSAHA3buzX7Kf3G4yv3T/hU03NjFs4zDiUuIYuG4gu+7s4q8+fzGm5ZjCfxNFoIoVdb/PY2LE9RagRgMLPAM8KV+vPH5uflz1u0rL6QULfiCAJ7PHT9sDOHVq1s+NDo7m3F/n8HH20QHAF6Ev8HH24fxf54m6G6Xert0qYuNGuHZN1wPI8+fw8KHmBY4fL9D3mp0qVRLQp4CfIgUAd+zQ9QJmVs86PdkydAtXw6/SZaVoKKuA35S2U/ip+09qeO3UqROff/45J0+e5PPPP+dzEe37VJbln2RZvpP1qxSrWMXKSorH7+FDMdeZ2QNY2Ip9/JIH9j1oGHeKC9PX0vq7gdi51iFlb5AaAG9tzMaolA/Z2YkS9cmTdQFwyRJRVdK+PVSvXqAvWWjaE1SBORvmYmwsI0kiWGzP5ydIjU9lZOBoKg+cBRU7U65mOWquqEm0FE2PYz2oaFWRxNREOq3oxLknYtC35+4e+vv3x97Wnm9c9VtbFCtDkpR1qqcCgG3aZPn02Fgx7lT7NTO0fr0Y94aF5RL+6rwPrr/A9DggY0b6xg34OAW6vwMd1uS5ua4CgKmJqazouIInZ57kC/wAulYaAb6BhNw3YccO0U4uKEgTAuNZfiFRd6J0PH4NhzTU8QBqA+Dhrw6zpJl+WWpiVCK+XXxZPzjvdrRXqeOLB/LfTOs1kiyLdJ7Ll0XZZatWYFXRCpMSJqTGi5Wk1butae5ecK9pYiIGypUq6Xr8nj4VAFijBri5abYnJIhb+YwqhVrdajFwzUA2Dt/I6l6rGbFrBBE3IljZdSUW1hZ4B3ljXkYkFWXuEagEx2zZIoJTujgmEhA+EJvy5UXPi0mTRD2hv7+mvq+Q1auX4e2WGVaunDS53WQApuydwqYbmwDeKPAzpFmzRGLm2rXiz1SidAlKVi6pvkD47qtEn+9y2EkeNWmSOF+1PX6hoQIArawErClSqUQvv7feEj/b1LVh5L6RrOy2Eh9nH7wOeoEEPs4+JEQk4LHXg/L1xQmeuUegkhh68KCAqs4d0wkq9R71noaKk3r5cvELAdHXpAiU2cOnyMgIevfO+fkKAPZf2x+bBaKXZmbw01ZycjJjx44lJCQEoK4kSQcAZFnOxSek8DRPmvdvvvx/Wq/z7y4/x/a5nE3PoddI2uEuSqmnUu7544/i3++/z/P4MU+yKGNGctmKXJggwE+RnWsdHu4NImLge5Svmk2SWz5kaiqup0OHCgAE0cL1/fdFv+ANG4Tj43XXnj1i7GLf0JiAAFGB4uIC0w50Z+vatlRuZQOI0q59wfsYenwozT5pxsYxG/m+5Pc4LnPkduRtOq3oxEzHmXx5+Evsbe0J8AzA2uI/HWL/Wksp13VxEd+fQUEivMfdXYSl7d6dh6Cl+pPh+UtQfabZVrkjdPAXPR7zIStbK4zNjNXj/rLVy+bwDMP65Re4Fyypw11AEwLTubPE1Kkw5e3DeuEuigfQ18WXI18dYcDKAQA0dm/MuT/P4ePig9cBLyo2qagGv4jrEbh+45rnSicpt7QoSdJ2QHmwEWAPrJNleUaeXrGA1apVK/ns2VcPHb1/X8bFBWJiJHZtTuL6zNU8OvOEAJULTqYnKVtahXeQFxUaFp4Rc/lyMfuofcKAgL5+/USZ6Jkz4gKu6Nq6a2wcvhFjM2PSU9IpY1cG7yBvythpCpzDwgQcLFyonxi6Z/F9fpz8gE3lx1Hq0A5R9xEbK5bST58uUgB8VSWlJWHxtaa+OmV2CqbGOV8EJEk6J8tyq8I8Nm0V1Dn78iX06C5z6rSE/xoV0hZR6nnarAO1CKaCFMGwLcOo3aN2ARy1YR07Js7V338XbTgUqVTiXN60SbQa0V5pf3z6MSu7rSQ1IRVJkjAxN8FjrwdvtXtL/ZjEROHFGTVKv1XE9cPPGd0jFH95GHa7/xTfIunpYnpt9WrRC6SIAPBVJcsyDf5owK1IUWsVOS0yy8FH06ZNGT9+PC1btqRt27Y3gJEZ+zhXFMea1Xn7OgNMUWoueQefubxZv7vs4K+or7OQ9TkbECCCxTZv1vX4ybKY4Dp6VNwKP/FTzpows7vvFZWaKgBwc0bP8/8S+B0/Lr5z7O3F39E643J5+bLYbm4O58+L6sPrEddp+VdLvXCX5wnPcVzmqL7uguFr7+t0zr5JUv5WSuuxDh0E+GWXWq+nZ8/ETPC9mzBahk3AS5FhgWPeK560PX5dvuvCiZ9OkJ6cjmegJxWbVMzTvtLSRKVS06aisqlMNc14/OFDsLCA0hbJhF0M423Ht/WeH3knktJVS2NqqRm/Rt2NYkXnFaQlpTFkwxD2fryXiOv6Y7zcnrN58fz9APyYcfsW6Phvg19BSZZl7i4JYHrTvdiWTsSny2pCTz9hrWowtG9PpXplkNNU+Dj7qENgCkO9ewtzap8+YnYENOAXGAgffaQLfgANhzSk/cftSUtMQ06XGb5juA74gRh4Hz1quFVEj9h17LP10IAfaLp6tmkjUkb+A4lhiscPoKFtQwAdD+CbqOBNFxkhr6JNyzTWDhPgd6SEK7equdKgcyUsylng399fHQJTGGrZUqwEjh0r0llBA35Lloj2BhUzXTertqlKv2X9UKWqSE9Jx+0fNx3wA3Fx3LFDH/wA7GOOc8y4kwb8QO0BZMQIkcRSKM0PC1aKx+9W5C3q2dTDzNiMriu76oXAKDIxMeH999+njSirSZBl+VxRgV+xivUmqUsXURGTOdxFCYE5cqQIwE95wfzc94oyNdUtS+/Y8b8BfiAG1KNH64IfaFaV3nsPbDN61jco34C5nebqhbuUtyzPvM66Ey/3o+8XxeEXC/G3ev99zc8LF+YT/EKCYaoMDsAsNB7Ao0fzdDza4DdkwxDaf9xexwOYudwyJ5mYiPP07t67/FbrN674XVHfZ2cHNtYqdo7byabhm0iKSdJ5rizDknU2nL2kO9i3rm3NO9u92RjjyhJnf8IuhL3S5H5ePH+HtG7HZFl+lK9XfA0lSRLmZcx5tvUUY8xWUiFdgN9Dy3oMTfLhxc2nuHzrgpGJEdvHbC+09gEVKoiLlwKAO3dqwG/5crGwkVmPzzzm3F+a8d+O8TsMhsBk+T0ybRrS5Uv6vRNKlxa1FX5+ek9OTBQf3KdP9Xd3/Tr8738CAIpKCvgpHr+rH1zV8QC+qQBYolQJIs+GMDDyLxrJV9mPK4HJjnzSYBfh+y7S6oNW2NrbssV7S4G3elBkbi5W93r2FAD4118a8Js+XbTlyHzuvQh9wf5p+9U/B84INBgCk+U527cvUsh9/bpLBQCDggQ9akmWhY/WULPXiAjhXyzsps66xyPrePxuTLih4wE0BIBubm4sWrSIp+KDZyxJkrUkScU1SsUqVj5UurTh7ZKUx4Hof1BLlsCHH0L37mLSedo0wyEwr6OsrESlibWBK1+TJiIRWvnukCSJ6Y7T9VI999zdg9cWL5pXas75seepXrY6XVZ2UXsAi1W4Wr9ejA1KlRKTDm5uhkNgstSiRQL8FI/fsBSNB7AcMHNGnhYtjs4/qhfuoh0Cs2P8DlQqlcGxNUBKfIpBLrBztKOaQzU2e2xWA6AqXcUWzy1cWXOFVu+3wrysuc5zYmNhxQrx2Tx5Unf7sHFlOJvejCdUAaBUlfxfqPLS6uEdSZLuSJL0QpKkWEmSXkqSZDh+5j8op0+dcPnahdN3y+GDFzepT1KCiquX0hmycQitx7fGO8ibQWsHaWpr05MhxN/wDmPvQETeAygUAKxcWQCgYmfKCvwUj9+UB1MYtHYQocdD9UJgspUkgY2N4ftKlRKGgEy6dUtEYzs76wLg9etim5+fYTAsLI3eNlov3EU7BGbiLgOxrm+AGrzTgEFrB3Hrfgl8GMkxRKnDgR3xdP2hK50+64RngCcjdo/QtHqQZbi/GlRp+jtMiYZH2/J8HAoA9ughICon8FM8fqNOjGL0qdEkRCbohcDkqKzOWWNjYTzPpIgIcV526aILgErirq9v9k1gC1oLji3QC3fRDoFx83PT+zLx8fHh+++/x8HBAUTZ/Tngza4PKlaxilWgUsJd+vQRbXQ2b4YBA/RDYN5UaYe7BHgG0Lxycw56HaSsedliACwCKeEu7dqJhPvTp7V6NuYWAIdXgLlKuEuGx6/+ZA0ATsvbnKjzPGe8g7z1wl1s6tjgHeTN4HWDOTDrAMudlpMQmaDzmMToRFZ0WqEzoa3IzMqM4TuHY+dkx2aPzVxedVkNfi7fuOA000nvOWXKiPnrihVFKOTJkwL8unVJ58wZGGqyiYkL61Oqail8XHzyvCqpKC9lnwuAvrIsl5FlubQsy6VkWc5i7uy/qUc1nNgkDUJCxQf8QSk5Fj/zd3lZOWMmoK6NTu0ud/+G4+5wJZNvI/YOBDrDiZGgyvuqU8mSuiUnhpIun5x9ohPuUsauDA2HNGTgmoECAF2zaOz98GEu45SyVrNmmtYUCgAq4GdsLEI5lP5vRaH/tf8fy/st1wt3mdxuMkt6L1GHwbyJelGlAX7m3sRQlgn8QTUestFoME+ri/5QFtYWVG5eWfOE8ENwwiPj3NQCwJRoONAVjg2DxLA8H4eZma6vr1YtffCLfRyrE+7yVru3qNqmKiP3jSQhMoEVjv/wItQAAEZHa8wB+VSFCuK8LFlSA4DarVZ27BBfRkUlz6aefOf6nV64iwKAszvO1jNw379/X30DrsiyXEOW5ZrZvY4kScskSQqXJOmq1ra5kiQ9liTpYsYti7ilYhWrWG+Sbt4UlRnaHj8lBEYBwCtXct7Pf1mrr6zWC3epXra6GgC33NzyLx/hm6vAQAF+bdsKn9+TJ1o9GzMA8M4dYXFKSspmR7YO0GmUfriLAoD2/fNUNm1sZkw1B8OR8ta1rSn9Vmmqd64uQhW7rFQDYGJ0Iiu7riT8SjjVO1c3+HwFAKs5VGPzyM3Zgp+iqlU1ANi+PZQtK6vB74vtzWkzsQ3eQd6YmJvkGwDzAn/PZFm+kedX+I/Izw88PMChvcwI1lCB54wt5Y+1rRFdu4JB/23dD6Dmu3BlrgYAFfBTJUOHjYZTh9IMrLpkSPH4XbkCCxZAw4a6HkBFFjYWVG5RWS/cpeGQhgx0fEbZq0cxCQ3RfdLdu6Ix2fjxufqdZCdHRw0AVqkijlMBv3p5T8Z9JTWv3BzvZt4G7xvXahz2tvZFe0BFpJMnRWlAxcpGvGfiiy3P8WA1rVvLDB0q2iPoqWJnaLYAHvhrAFABv5gr4LAWLCrpPy8tLcsyCsXjt2KFGDwoJaCKB1BRiVIlsK5trRfuUrVNVUZ6GWHz+AolrmSadY2OFtNfvXu/ci1xzZoaAGzRQgChdquVolTlUpWZ7jjdYEJXzzo96VG7h952X19f9Q2wkSTJU5IkzxxeagWgvzP4WZblZhm3XXl/B8UqVrH+a6pfX9hJMoe7KAC4axc0bvzvHV9RaFnfZRzwOqAX7lK9bHXOjjnLF85fZPHMYr2q2rWDKVNg2TIxXnB2FpVkCgCOHi2C3pYsyWESwro5tP3H8Pi6/mSo9V6BH3vt7rUZtnWYGgCjgqPU4Ddk0xDq9q6b5XNNzE2wLG+p/jk3KaJVq4rwfQBZlnAwPsUX25urPX7Wta3VALhrwq4829HyAn9nJUlaK0mSe0YJ6DuSJBmIY9Aoi1lna0mS9meUkO6XJKlcxnZJkqTfJEm6K0nSZUmSDMSTFI5kWfSTc2inYmiSD+am6bzV/i0sX4YzveleypaVOXTI0Bs0EiegAoDHR2rA73Q3eP8bfdB7/lwEqYgBnI60w12WLxf9hrQ9gNoAWK5GObwOeOmFuwA0/HUsAyz2YNTVVbOOfveumFZJShKfvgKQoyP89JPmZz+/oge//886eBBsbWU+abCLUmkvqNahGhYmaXiwitatVOzYkcUT7T/RAOChPhDoIsAvbgwM+ko0ENRWSopIXpk5U29X2uEu06fDzz/regC1AbBE6RJ47PHQC3cBqDrTE4+6pzAf7AaHD4uNCvhdugSzZxtsWpxX1awpyk4UffVV0YNffnXmzBn1DdFjdS7QN7vnyLJ8GIjK7jHFKta/LUmSekiSdCvj+18vSE6SpJ+1VqpvS5IUY2g/xcpZPXoYCHeRZUxNxXU78/Y3TabGppQ1Nzz4trG0yXNk/hul8KMQ4mf4vhs/wctXC4+zsoIffhDjxIMHRUi3AoBVqogS5Nu3xXi8detXeiliYkQ6viGdOwdR+fhWVAAw7GIYC2sv5Om5pzmCn+Lxu7nlJk6znXi709s6HsCsFBsr0s4VXSzRjudldcNdFAActG5Qns/bvIymSgMJQDfALePWJ4fnrEB/1nkGECjLch0gMONngJ5AnYzbWGBxHo6NxKhENntuJuF5gt59Dw4/YP+0/VmSsSTBX78lMTTJh+grjxiycQijjo/C5WsXnm09xRett/PRlCxWHRQAtHWEkFWQ+BhcD0KFFmKUOXy4BgCfPxc1Zzdu6HeZRzR1zxzuoh0CM26ciGjOUU2bih0lJopP1t69GvA7cEBMsxSArl8XY3JF48YVrdfvv670lHS2j91OxI0IvfuigqPY+t5W0pKyXiWeNlXFZ423ErbjLF1/6Mp7R99j0NpBRJ17wEhW8cdPyVm/I7uBhAAAIABJREFUuP0n0PBTeLoXoi+C4wao2F3UQ3btqgHAlBQxFbd9u8H640OH9D1+2iEwH30kWo3kqEqVxLeBnZ144tatGvDbtEnMfhSAIiJ0exR+843hEJjXUQsXLlTfgAdACwQE5kcTMybZlikTcMUqVkEoIiKCqVOn0qtXL1xcXNS3rCRJkjHwB2IMYA+4S5KkU64hy/JHyko1sBAR7J5rXVxxkTOL9EeCqjQVO8bvyLdv5o3QnSVwajTImcY46SlwdDA8XG/4ecV683RjgbCF3F+tu/3yXLjwP2F1KiDZ22sAsHFjMbxQwK9Ll1ff/6RJYvh75Iju9pMnRZuJcePyt9+qbXQ9TYYmsxVph7t0/rIzLl+66HgAFQBMT03XeZ52n+NNm0Qfy0pVjNQeQG1Z17amVOW8B7/kJe3zXQM39dqqJEl6ywJZzDr3A3wy/u8D9Nfa7isLnQTKSpJUmVwq/Fo419dfx9fVVwcAHxx+wOpeq7m9/TbJL5KV4+LC8gukJqaqf97svp7oK48Y4DuA5FjxOCUE5t76CxyYdUD/RRW9DIa4YM3PoRtF5OUPP2gAMCxMnNG3bmkGtpk0YYJIqM0c7qIA4K5d+q0espQCgI8eibPo8eMCBz/F43fzpviAaXsA/235+PjQokULrKyssLKyolWrVkq5XI4qqhXrl09ecmvbLXycfXQAMCo4Ch9nH25tvUXMA80E941NN4gL00RSBkzfT8iWS3RZ0AXzMubIKlkdAhN57gFbRhqq+8xQSrQAP0UP1kDvnqJW9NIlAYDh4Rrw+/13cYJmkrOzOGczh7soAHjokMF5DsNSALB0adHB9+zZAgc/xeMXEADBwboewP+g4oEa+XjeYqAW0Ax4imjfY1CSJI2VJOmsJElnIyL0JymKVazMGjFiBA0aNOD+/ft8/vnnVK9endbZT+O3Ae7KsnxPluUUwB8xHshK7kAWyxP6kmWZW9tusWvCLk7/cVq9XZWmYuPwjZz78xwPjjzI7e7ePCWFw71lugCogF/oRkh+/u8eX7GKTh38wLYjnPTUAODluXB1nqhwa/Ztgb6cvb0YIqemirWJH38sGPAD+P57AZQ9e2oAULHKVKggqpTyKsXjZ2xmTJsP22BcwljHA5hZt3fc5sqaKzh+6sj1dde5tPKSTgjM7om7ubH5Bn80+IOouwKV4uI04LdunfDiansAu3UTITmvqlevo9JocC4fV1GWZQUPwgClC1hVIFTrcY8ytuVKbzu9zbCtw4i8HakGQAX8ylQrg+cBT3Wk6tPzT9k2ahv+/fxJTRSNpp2/dGbAygGc/PkkW9/dSvQ9EbXu9KkTvRb1os2kNoZfWO3xS4Wel3Q9gNoAWLmy6PqYBfiBqGoTQX76qlBBvxtDjrKy0v3Z0tLw4/KoW7egU0eVjsdP4wGU6dghjfDCa4eYo3x8fPjll1/48ccfefLkCY8fP2bBggX8+uuvrFy5Mje7WEERrFiXrV4W7yBvccwZAKiAX2p8Kp4HPClfT0RUJzxPYIv3FnycfdQA2HZyW3ov7s3Tc0/5P/bOMyyKqw3D99BFVERFsaKiYu+9oWDvAnbAFktMYixRvzSNSUyiRmNJ7AWxgNgbCoi9YhcVG9hRxIKIIgLz/TjMFnYRFlvKPtfFpTu7OzMLs7vnPud9nnfrJ1u5HiwmICp2r4hnoCcuk1z0H1jT49d8u7YHUAHAEyfEJ80bwE9R48b6vdVWVqIPoEGytBRNchRllsduoB4/BpcmKVy9Kqs8fpoeQNcWaZw7904O9d7UqVMnOnfuTOfOnQGcgMvARkP3I8vyA1mWU2VZTgMWIQbfmT12oSzLdWRZrlNIaZ5llFFv0KNHjxg0aBDm5uY0b96cpUuXEpbRtK6tbH/3S5JUCjHh8cYdZngOHv4eVOhcgaDPgjj+53EV+F0MvEir6a2oNyLTt8C/X1W/h6qTIGqZAMDUJAF+d7dAnT+h3PAsd/F31+3btzO9b1um/oj/oMxyg8s2NQBuKacGv/qLRaXbO1RcnFihU/TTT2J8+TZasEAMYZS5ZAUAf/1V9PW0sxPbi2e+YKdXmuEuPTb0oN2sdloeQH0A6NzFmYGHBtLsm2bkts/NJp9NWgDY8ueWbOizAYvcFio+yZULKlZUg58iBQAbNTJgQv0Nepd/SYMLpWVRh2lwUXlms9FlW5dVAeC0QtNY3ny5Cvw0l0WL1i5Kl6VdiAqNUgFgwYoFOTrjKDGnY/AM9CR/GXUlVN3hdclbTM8gVDPcxXUP5K+m7QE8/4P2Mp6NjVhv/hBSPH4FCgh/YYECYpnGoGYq+pV88y52j67xm8dxlcdPTpNpUDeFr5sdJNftK8jx6tTGlFeZly6+D82bN4+NGzfSokUL8uXLh62tLS1btmT9+vX8+eefWT7/Q65YF3QuqALAvyr9xRynOSrwK1Jd/Q63LmhNn219VK0Snt9/Tt5iebmx9wYXAi7gNtVNq9mnc1dnitYpqntATfBruhGKtdf2AB7xglau2jTXt292X87bSfH4PXggzILOzuJTW/EAvoWkF8+xjI5kXIMDtGiuLm8qWSyF6X1OUjD+OsnXb6m2pyanvrd+njnV2LFjGTNmDGPGjAGxYtdMlmUdf1RWynB9dgM+YJMLo/7tMk8vT3FwcGD79u2cPn2axzkx2OhXL2CdLMupmT1A3/jA1MIUz0BPFQD+aP6jCvwajclkxvW/pKoT1QAYkEsNfuU//dhn9k7UqlUrbty4obN96dKljBz5700DBzHxmVkP21u39Gw0yw3W34tV4OfXwMRCG/x++SVny2YZFBcnJmGvXIGQELE2oukBNFQX11/keVwSfn7Qq5caAEN3pZKYKCILkpNFf0tDwQ8g6LMgnXAXzRCY7cO3631eiUYlMLc2p/eW3pRuWVoFgLcP32bXqF0UKF8A793eqkAYU1NhAdMEP0XFion22yVLGn7+GfUu4S+7I6UHyuAj/V9ljeguoGkqKp6+TfdAb5iNLtu6LA3HNlTd9gz01FsPW6N/DRUA+rr4srzZchX4OXdxzt4rib8ApAnws60itmmGwNzdDa1dxRJImzbCR6XpAXxf0gx3CQsDLy9tD+BbAmBlVwem9r9E1Jwg9k3ehyzLbB60mbkV5pK8I4zZ38RSuJwIokmISWBBjQWcXvbh6uqePXuGo6OjznZHR0eePctxa8r3smINAgC7LFVXObX/s70W+Ckq1awUfXf0Jf52PMuaLWOF2woV+DX+qnH2DpZ4E17cUYOfIgUAH50Er27C6N+2ragz1vQAvi9phrts2CCMeZoewLcEwPzFbZjzUzwme/ew0WsjaSlpHJl5hNllZ3Px121M6XGWWp3EN8LrF69Z3WG13r49H1PNmzfH2dmZhIQEADMgy54tkiStAY4AFSRJuiNJ0iBgqiRJ5yVJOge0AEa9z/M26r+lb7/9lvj4eH7//XemT5/O4MGDmfnmwWK2v/sR8PfGks/MxgemFqa4r3FX3c5fJr8R/DRVKYNzp9zbp4L/XTRjxgxat27N1atXVdt++eUXZs6cyT69aX7/DqWmiq/Pdu10AfDgQVF2qXc+PErd8DHqfjF1CMwvv8DXX8PJk6SmyPrhMRt69EgNforHT9MD2KKFuC+7ir8dz4a+G1jTzo8Nq5OoV08AYGBAKov67tF6bJ06OTvn1r+3ps/2PjrhLk5tnOgb1Je2f+gL1VZLCwC9N7Gy9Uod8PuQ+hgrf1sAZTnMB9issd073UPVAIjXGGxnWzf33+ToTLUjckPfDXpDYEAAYJuZbbh7/C4Pzj2gm1+37IMfQImu0OmqGvwUSSZQ9lf49ilcuiJKPXfu1PYAagDgjh0werRusJYsi8rR7fonFDLXxIm64S6aITCTJhm4Q22ZmJrQaXEnavSvwd6Je9k3eR9xF+OIvxlPQeeCNP1G9C9JiEnA18WX+NvxFCiXSVPu96BcuXLl6L7sKicr1m/yTj2+/phtw9SlJzu/3Kk3BAYEAPbe2pvHVx9zc99NGo5pmH3wA8hfAzpf1wY/RU4jYZkTrAsWpZ5BQdoeQA0AjIgQrVH09eKZPx/++CP7p6R6UsZwF80QmC+/fOtWD43HNcbtNzci/CPY6LWR2HOxJNxNwMrWinZz22FiZsLrF6/x7+JP1O4oClctnPVOP6DWrl1LvXr1CBRxpfmBY5IkebzpObIs95Zl2UGWZXNZlovLsrxElmUvWZaryrJcTZblzjn5nDXKqMzUsWNH8uXLR5UqVdizZw8nT55USpUzUzhQTpKk0pIkWSAAb0vGB0mS5Iy47o/k5LzSUtLY1F/dw+1J1BMtD+B/WorHD8Aq/XNPXwjMP1Tt27dn3rx5tGvXjoiICL788ku2bt3K/v37KZ6TZaB/iExNYexYOHJEGwAPHhRzu8WLiyBvLZ2bBCabILUJoQNcqTDmMkt+2Quzewrw69OH1KW+ePtI1KuXsxa81tZQurRuuIsCgBUrgm3W3RBUylciH56Bntw/e5/N7n5sXJNE3boyPXqZ8sNBcYBx49TFRBlDYLIjmyI2lHHT31a3dIvS5CmadeiKubU59b+or7pdvX/1jwJ+IGaP35V0IqHSZ51dgIKSJN0BJgK/AmvTZ6BvAj3SH74DaA9cQ6SKDjD0BDJ6/GLPx+LfxZ8Vriv00nVSfBIRq9UVT6eXnKZC5wqY58puqgpiiTyjZBl69IQLV7U9fqJcS7wbS5eG334DxBtx5kyxJD1njqi4k2XRM23OHLH40qGDAb+IhQvh9m1xpWuqenVxMH1d4w2QLMucmH+CtrPbIqfJ7JskZs7KtinL9V3XWdJwCT039MSvlR/P7j6j385+lGzyDtaps6lLly5RTU+wjSzLREVF5XS3DyRJcpBlOSYnK9ayLC8EFgLUqVNHBY6aHr+hZ4ZiZmnGcpfl+LbwxWePD4Uqaq9sp6WkcXKBuhfe1e1XaTS2ETZFDAh91HfNgrg+NwVpe/w6dRIA6O4uJi12iJZwZ87A6tWidGPTJrG4DYLhhg8X/PbFFwZ0Zxg/Xnwb1aypvV0BwNTUt271cG7lOap5iesidHwoACUal+Du8bssrLWQQUcGsXnAZqJ2R9F1eVeqe1d/q+O9a/3888+Eh4djb2/PihUrbiD8pqHAuo97ZkYZBXvZizRZ/xzwm2LIZVlOkSTpM2AXYAoslWX5giRJk4ETsiwrINgL8JdzUI+d0eNX//P6BHoGEvRZEMB/2/OngJ9mqef5H4R1Bd6L1+tjyNXVlWXLluHi4kKjRo0ICwvDSvni+hfLM53pe/cW4PPNNyLHrXhx8dXqoGkC0Ax3qb+YJi9X4jY8lMGLFsGgQQwa25DUn1fgPcCU1atFWraN+SsO/HKcxuMaY2KqfZ3cO3GPJ9FPqOxZWWt7rlxi3KBPlSqJdQpDVaFTBXqs70FA9wDWdVhKQ8mJI4ixd6NGYrjt0+Ux7oPy066dRFAQNM28z/p70fWQ66zruQ67cnaYW5sTPCYY64LWVPf68GONbMOfJEnlEWEWhWVZriJJUjWgsyzLPwHIsjwl43NkWe6dye50Omulf6BnniqRhW4fua0Ffnkc8pDHIQ+9NvdSAWD//f2xyife7EnxSaxsvZKY0zH03NSTpCdJbB64Gf8u/vTa3MswAMwoSRJRQ0+eiBUTTY0ZIxyn7dUrLz//LNKOpk8Xt2fPFgsdc+aIFcFfMglYijkdg0NNXXvZaxML4ilIQX1PygiEOdDdY3cJ+jyIyI2RWtBRuHphHpx7QMzJGP4o9QemlqZ4h3p/UPADAX/vQcqK9a/orlh/JkmSP1AfA1as42/Fa4W7KKWe/ff2VwHgwIMDsXMSzWjTUtLY0G+DqtSzeP3irGq/SgWKBgGgPk2YIHpQenlpb+/USTTg0Zg06NdPTFYMHiyCOTdtEk1bFfBbt04/q90/e5/CVQsjmWgPBmVJ4oHkgF4f8ztwNz9/8Jztw7eTp2geKvdUfxHlLpybwtULE3MihpklRGlaV9+/H/gBpKWlYW9vr7npEe+2esMoo3IsCyzInSFkLDExkSVLlvAoi+UBWZZ3ICaANbd9n+H2pJyclyzLbOi3Qcfj5xnoqQJAUwtTan9iaDrVv0THBup6/KpOFP+enwTmtlB7RqZP/ycoT548SJKELMu8evWK3bt3Y29vjyzLSJL0NnaQf4QUAOzRQwBgsWJ6wA/A1FIr3MVqiDcbp1Wl23UYvGQJqZOPsk8D/P73Pziz/BJhX4fxKPIRnZd2VgHgvRP3WOG2gtz2uXHu4oyphSkgKsL0WbHkNJnEh4nYFLYRkfE6Jwe8eiWWLwvoryQr164ceYvlJSbiEUvppdp+/DjM/S6Gp9OWMGNiB0avqMnKlR8W/q6HXMe/s7+q1NPc2pw1ndewyWcTAREB/DDlB8xNtbkj5HoIdxPu0r9G/3d+PoYMHBYB/wNeA8iyfA40frsfWfnL5MepjZNOuIsSAlOiSQks84jOpprgp3j8ND2ASgiMIXr9IsPj69RRgZ/OfQMGiCTFdEkSTJ0qFgT//FMs1SvgN326/iTFyM2RLKy1kGNzjmmfx0tRtras2TJVy4p3reINitNlaReid0dzftV5Gk9oTOVelTk89TCJsYmqx1nls6JYfYPsb+9EpUqVeuNPVsrEJ/Ur0EqSpKuAW/ptEAOWKMSK9SIg2w753Pa5KdW0lE64ixIC49jcERsHAXQZwa/xV421PICaKaDZlc51WayYCvx07uvQQadNyMCBsHgxBAeLmTxN8NNpIgw8vPSQRXUXsf3T7chp6sl7WZbZMWIHi+otIvbC+4mJtSlsQ9+gvjy58YT9P+6nfKfyuPzgQuSGSGJOaLN6+U6ZN2z9mGrbti1t2rRh+fLlAAWA7UDQRz0po4xKVyMaqQKJhgwZwsuXL1m2bBm9evV6m4qLt5YkSTi6OOqEuyghMNW9q+NQK9sZXX87xcSIHLnISN37du4UwRH6yvNVchoG9RbohrtUnQg1p0GZ/u/ydD+KEhISePbsGQkJCSQnJ5OYmKi6/W8HP0WaLJUrF+TRV6VY+X9Qf4lWuIvVtQg2yt1oRTBDv2+gBX4g7FMtfmzB2RVn2TJwC2mpaSrwy2WXC+9Qb0wtTJFlmeiwaGaXmU1EgLriTpZl5DSZrUO3sqjuIl4uWAFOTsK2pKlXr0QFUsuWYuZZj+Q0GcuCeQjEk6fY0a3IUR7cTKJa+ZeM/MmeW0Xq0nxIBQ4ehL/+eotfpoF6evOpFvhZF7RWeQCt6lphMdWCQb8N4nWqetwVcj2Ezv6dmXVsltb2dyVD4M9aluWMBfIfNsbxDbIpbEOP9T30ziiUbV2WDn92UK02vHj4guf3n+uEuygAGH8znqQnb/q01Fbc5TjmlJvDxfUXde47Mf8E86rO49ndN3/AKACoqWnT9IMfiBkO527O7PxipwoAFfCLCo2i1bRWWObVMwJ/B5LTZG7uV/dFuhZ0jXvh95BMJORUGRNzEyp5VCIxNpH1vdbrNLB838qTJw958+bV+VG2Z6VMfFKPZFl2lWW5nCzLbrIsP05/rCzL8ghZlsum+6hOZPc8zazM6L6qu95wl4LOBfEI8MAitwUAyc+TeXT5kU64iwKAyc+TSbiXkN1D8/LxSxbVW8SBKbrF71G7o5hVZhb3TtzLcj8DB4JmC6+VK/WDn/KaGo5pyMkFJ1UAqIDfiXknaDCqAYUqvb92AneO3iEtOQ3JVOLBuQdc3qwdKVbJsxKmFqJvz8snL9/beeRU06ZNY+jQoZwTPSlyAQtlWR73kU/LKKNUevz4Md9++y3VqlUjJSWFU6dO8dtvv2Vcsf7gqjOsjt5wF1MLU7r6dqVobT3JyP8QPXsm+u66uGgD4M6doirj5k1h9c9U9k3AaYj++yqOFSnmRv2jpXj8KlQQlWXR0fpDYAD1oFMJd+nTB/NXieStrZ4UtbfVhq9m3zZTAeD8avNZ1kKAX/+9/clXMh9Ru6NY1XYVBSsWpGjdYmzos4GIgAhkWSZkfAgL6yzk9OLTVPepjlXXNsIW1bGjGgAV8Nu+XcwyW1jonHZqcir+HuuYdbIxl3GmvbSD6g924d9iIe2uzcHR+iHL7rYm+IA1BQqIRZYPJdtStrT/q72O/czc2pzRe0aTa0wu/JL96LOhD69TX6vAr3yB8oR4heisCL4LGeL5i5MkqSzpQRfpQQP/yKAAOyc7PrvyGWaWui+/Rv8aVOldRe99mSmPQx5sHW1Z32s9+EMl90qAAL/tw7dTvmP5LE2disdPU198ofYAKrp18Bbhf4XTZVkXPPw9WNdrHTu/2EnKyxROLjjJk+gndFnWhRo+NbJ9/obqbvhdzq44S/OJzbHMa0nwmGAAbIrakBibiImZCa1ntKZEkxLs+nIX63utx93fHVPzD/NuS09D/FfJytaKQUcH6b0uSzUrxefXPjfomrXMZ4lDTQfCvhEfrk2/FvUPUbujWNNxDXbl7LB1zNpxPX++dsPRnj21PYAgghV2jtxJl2VdcJ0iKr4P/XoIWZZ5EvWE6NBoGn3VCLdf3d7oDXobPX/wnP0/7adyj8rUGFSDVW1WEX8zHtvStjyNfgoS1P20LjX61yCgWwB+bn54hXqRK//bBwS9K0VHR9O+fXu6d+/OzJkz7wA7JUlylGX5xsc+N6OMCiaYFXVXMGTIEM6fP4+NzVuWoRuVLVWoIPp/ubiIn7174cYNAX6VKkFoKOTP/8ZdGPUvlma4i1LqWaSI2gMYFCS6kGlp9mx1uMsy4fFbf9KRiZ1Pc2zLfQZ/2g7MZQYNVn9fN/u2GTEnYzi/6Sr+9MLn82LkKym+P5OeJBG1O4oVHdexKN6DQdXXs6HPBs6tPMfVbSKBtek3TWkxuYUYA4SFiRW+jh1FCNzcuQL85s2DYboptKnJqQT2COTq1ss0aduEzztCy6KlWds9nCdRT7CyMCXssCVffC9Rpgykpabp+BPft2oOqKl3u7m1OeOnj8fiiAWjg0cTGhVKwqsEKttXZrf3bgpa6zVwvbUMefUjgAWAsyRJd4EvgX9s9883DZQNGUQDWOa1pG9QX4rVK8b6Xuu5uP6iFvh5rvN84z41w11GjxahhkoJ6Oefa6eAPrz4kIg1EQR6BiLLMh7+Hji1dSJ0fChPop5QsknJ9+5XKl6/OMPODqPuiLqcWX5GtT3xQSJ9tvVhyMkh5CuRjwYjG9DmjzZc2nCJvRP3Erk5Uu9qkpwmc3j6YV4lvJ8y1X+L3uU1a2JqQpflXajWrxph34RxYMoBLfDzCfPJcsJCM9wlKUn0pgkOFoMOzTKjpzeeEhUaxQrXFbx89BLXKa40Ht+YUwtPER0aTd7ieWk+qfl7Az8QlQGDjw2m89LOHJ+tptWn0U9pO6stw88Px9HFkXLty9FzY09iI2LZ5LOJmNMxXNqo30N6askpnt58zy0wNOTp6YmJtpEyFT1BW0YZ9TF0mMPcu3ePn376iaJFixpccWFUzuXsLKAPRFJiu3Zq8LOz+6inZtRHVGqq+I7OGO7i6Qlr1ogU0Hnz9DyxdWsYOVIFfkqp56TNNdm44CFtq91j8CcSS5aon3LvxD2i90RjQhpWJPH9L7mYNlWkxVbyqESD6R7EnrpNg1vraDLLHZuiNtrg92ML9RjA3l4AYLFi4mJ+A/iBaMD+8OJD2s9px+KgYowYAdeDr6vuT0tNw+Tlc4YNg/JlUljTaQ2Hph1S3Z+UJN4rhiqzaitZlg2qxAIY1XAU7cu152nSU1LlVHb12/XewA8MgD9ZlqNkWXYDCgHOsiw3Mc44q6UJgIEegdkGPxARtBk9fpoewLFj1Y+tPaQ27f9qz5WtVwj0DCT5RTIPI9VtASp5VDJoEJ2anMq9k/rL+55EPeH5A/0+stz2uVnhuoLHVx/jFeqFy2QX5FSZI9OPYFtKvWLUYGQDuq3sRv0v6hPyVQh+rfy0AFBOk9k2bBshX4UQscbYa/pDKiMA+rn5ZRv8Moa7WFpqewC7dVN3ZijdsjS9tvTi0ZVHrHBdwYu4F8ScUhcNlG1dFnOr7Jc1yLLM7SO39d6X9DQp0zYZto62rOu5jqvbr9JhXgd6buyJqaUp4X+Gk8tOvcJXrn05em3pRevprdn7/V4CPQN1SrqP/nGUrYO3cuT3HKXO50gpKSlYaJS7yLKcDOjWvxhl1EfQJCbx8uVLlY9K+fkv+ao+ppydRWaXorlzjeD3X5epqWinoC/cxdMTDh1Sh9BrydkZ/viDkDBTHY+f1RBvNh4rStu2Ymz66BFaHr8xN0cye9JjKhPBuPEmTJuaxqVL4P1rJULyeVA07TZbms0g4Y4ajuyr2uuOW/Pl076Ay2fuxbcpbMOws8Oo95lI7b226xqnFp8CoGBFAVAbhgTj0f4535UP4FrQNdV3flKSGK+0bQuGWJPvn7nPnHJzODZbO3dDlmXCvg1jXtV5PL2R/cnhkOshhEWrfY6fB33+Xrx+irINf5IkTZEkyVaW5URZlhMkScovSdJP7+3M/oGyzGtJha4VVLer9Mle+Wjr1uJDe/p0SE5f/VIA8OuvRX/4tJQ0VQhH3eF1VQA4Nf9U4m/EU6JxCZy7OrNz5E6dEJg3afc3u1nWZBnXQ65rbX98/THLmy9nXc91ZEzWTnyYqAK/3tt6U8a1DM2/a05X365E7U4PzNEIDKnWtxo2RWzwCvbCytZKBYAK+J1adIomXzeh1ie1sn3eRr0bmZiaqNofAJRxK5OtvjMNGgjYW7cOUY+fLgUAO3USaZ9K6FDZVmXptaUXcZfjmG4/naiQKPIWz0uDUQ04vfS0TgjMm3R2xVmWNlpK+Lxwre1JT5Pwa+2HXys/ncCmlFcprHVfqwK/OsPq4NzVGe9Qb57dfYaviy8JMeovI6c2ThQoX4Duq7pTvH5x1vVcpwLAo38cZdeoXVTsXpH/f7+KAAAgAElEQVTWv7fO1jm/CxUqVIgtW9TtzyRJ6gLEfbATMMooo/622rlTjCNy5RKWqO7d9YfAGPXfUGSkaCft6KgLfhHp8+z167+5g1LbthAergY/RVZWIgD8wAF4Fa0GP8Xj13JiMy0ArCScUCw5UpF8JfOp9lPn0zqUalZK5QFUSfH4HT8OkydD5craHkA9UhL6r+26hn8Xf+wr29P+r/bERcZRqHIh4i/eZZzVn9jEXON+vU5U86mlAr+dO0UlUxn9bfz0qlDlQpRtU1aMudMBUAG/g1MOUtFD+7W+SZoev4dfPWRG6xmsu7hO5QF8HzKk7LOdLMsqjJVl+QmiL59R6Tox/wSh40Ip1bwUDrUd2OS9SW8ITEa1aiW8tRfXXWC202zun7kPCAD8+Wdwa5nGRu+NrGq/ShWeUqN/DUws1H8+rxAvPAI8dEJgslKT8U0oUL4A/p39VQD4+PpjfF18ef3yNW1ntdWZkXkV/4rXL16rwE9Rde/qdF3elcTYRN20SMTKi88eH6xsrVjhuoJFdRepwK/lTy3fa9mfUfqlwHqhyoVwauvE0ZlH9YbAZJSzsyjzfBRxj1mlZxG5WT3KGDgQPv0U9k3ex4JaC0h8KBJgy7iVIX9ptfmk/4H+tP69NY0nNNYKgclKVXpVoXyn8uz4dIcKABXwu3/mPh3mddBp1ZLyMoXn95+rwE9RySYl6bezH2kpabx8rJuKoKzoKwC4rOkyFfh9SB8rwPz585kyZQolS5YEqAaMBzJJajDKKKP+K1LCXSpVgjt34OxZsT1jCIxR/w3FxIiuTd7eAgA19fPPouVzdhud16mjf7uVFVSpIqrHbB1tVeCnqOXEZowZofZ/dOwgc3tZiPDYp+vB2Qe4+7tTsklJNQBqhrvMmwfffSegr0yZLAEwLSWN4NHBFHQuiPdub+oOr0u3Fd2IPReLnCpDUhJStcrMP16LHj2gc2fx3lm0SLStMkSm5qbqMXc6ACrgV2tILTrO66jT0kqfQqNCVeCnePxGNRylBYApae8+W9MQ+DOVJEmV4ydJUi7g/cRJ/gOl6fHrt6sfPmE+Wh7A7MihlgNmVmascF2hAsC0FAF+EWsicGrrpBpsbhm0hbTkNNVzlRU6D39xMR769RBJ8VknlloXtMZ7t7cKAE8sOKECP+/d3nqTKO2c7BhxaYQW+Cmq7l2dT058kunqka2jLd5h3rx69oqYUzGUbV02W+D3+PpjVriu0JuaGuEfweaBm0lLTdPzTKMyk6bHr//e/vTe1lvLA5gd2ZW1w87JjkDPQC0A3Dd5H3sn7qVk45Kq8oojM48QF6leqAroEqD2AE5ozNkVZ7Xuz0xmlmZ4BnqqAPDgrwdV4NdjfQ8qdKqg8xwrWysGHRmkBX6KSjYpyYjIEdhX1p9IqACgnCpz6+AtgGyBX9LTJFa1W6W3rPrO0Tus7rDaIJ/rmjVrOHr0KBcvXgSIkGW5kSzL17N6nlFGGfXv1dGj2uEudnbaHkAXF7h//2OeoVEfWg4Oopn7mjXaAPjzz/Dtt9Cnj2h8/i5UolEJhp4aqrPKdekS/G9dHQoWlKlWVebm0lCOTBM2iabfNMVjrQd3jt5hXY91KgDcNmQbL+cu0fX4KR7AMmXE7HImrR5MzEzou7OvSNUsIMaglTwqaT1mwuHOTJokVi5DQsRhDAU/RRkB0FDwA7DLZUeD4g10wl1GNRzF761+x8HaAVNJd6yR3UqpzGQI/K0CdkuSNCi971kI4PtWR/+X6N6JezoeP60QmN7reRL9JMv92JW1w2ePD+a5zVnhuoJ7J++pwM/1F1eaTGgCwN5Je4lYE0FF94p8n/q9lgdQlmU8AjwYeHigqqF9VrIuaI3nNm9SUiW2D9vOszvPtMDvwgW0jL3AGwe+b7pPTpM5+MtB1e27x+8SczLr0NgXD19wN/wuvi6+WgAY4R/Bhr4beHL9CamvPmxLiX+yXsS9IKBrgJbHL6MH8Nqua1nux8rWin67+uFQ00EFgAr4Vfeurmr6GhEQQehXoRStW5QJzybQL7ifygOoAODwc8Oz3erBzNIM9wBPJMeS7P7fbu6F39MCv4cP4ddftcOScnrNApxeelrr9uUtlzN5pFqvnr0iLjIOPzc/LQC8c/QOK9usJO5yXLZ6cf72228cOXKEdevWASgpirqEa5RRRv3nVKOGqLTIGO6iAODw4VpthY36j2j8ePEdqADg5MkC/Pr1E559fa0OUl+nZrpo8OLRCx0LkKKMoHPpErRoASZyKmE7k5nT+xBNOMxx6mA51JsWP7agjFsZ3Ne4c/vIbTb220jvbb3x3u1NrlHDYN8+3XAXBQB37NDb6kFRvhL5VOCXkpRCQPcAABxdHEGC1Z38OX5IXZm2f7/u6qghMjEzwc5J/cYrVLFQtsEPoJZDLcK8w3TCXWRZptqWariuc03vsaBW0tMkljVdxoXACzk/7+w+UJbl34CfgYrpPz/Ksjz1zc/6b8ihtgPdV3XXCXdRANB9tbtWudubpACgqaUpi+os0gG/Q9MOse+HfdQYUAPPtZ5IJpKWB3B97/WYmJloha5kR3uCknj9Wn2FKc3aL1wQibvffy/6CWWlpJQkjtzWH4JxKfYSawetVZV6joweqeUBfJOKNyhOv139eP7guQoAFfAr2aQkfXb0wdz63fdC+bfKuqA13Vd31wl3UQCw64qulG1dNlv70gTAgK4BOuB3eetlNvQRfyefMB8s81iqPIAKAKYkpWh9gGZHF8+mcP+mGp6e3REX6MOH4pqdPDl7JU+yLLP3xl6998W9iGPjjxtVpZ7jHo2jRKMSWh7AzJSvZD5VmbMCgAr4WReypv/e/uQtlnUKorOzM4GBgURFRdG0aVM++eQTADNJkowAaJRR/yLdP3uf3d/s1jvIPv7nca7uuKqz3coKZszQH+7i7AwTJ2beL9iof7c0AXDiRNHeITPwA9jkvQk/Nz+SnmoD4JOoJyyouYD9P+7P8pjPn4Obm/j/z3U3cfzzlVToWI6m3zXHxrM9/1tQmjXz4llQcwGPrz2mw18dqDm4Jua5LTEtUVSYEJs1AyD2Qqz2e8HeHpWBMAsp4Hct6BqdFnfCZ48PHZd048aeaAqGrGHB3Nf88ovu6qghUjx+h6cdpsaAGjh3dWbXqF06ITBZSV/lmyRJmFmZcWb5GbYM3qJa6Ut6msTKNiu5G34XMyvDUt41ZVCjC1mWg2RZHpv+syvHR/2XSZIkqvapqjfcxTKvpc6yc1ayLWWrtYTu1NZJ6/8NRjWg8+LOWrMLdYfXpcO8DlTtU1V/CeWrx5ke7/HFaG7/6ItFbnN88eZFnsL4d/YnbNF1WrYUHxRhYZCdtO6vd3+Ni68LO67u0Np+KfYSkzpPInJ5JE3+Jzx+mh7A7ABgiYYlVAA4s/hM1vderwI/pRm6UdlXhU4V9JbnmpiaUN2rukEeTCtbK0o0KaHed9cKqj46xeoVo8bAGvTZ3gcLG/XfSQHAKr2r6Hj0AHHNZjLTmPQghvAv/Chi+pCN5p7cyyNKQPdMDadlS7h+XaScVayY9bkvO7OMFr4tmHV0ltb2uBdxDPUZyrnvz1G+W3nc/d3JZZdLywOYFQBqXuOL6ixiScMlavArnr34e1tbW6ZMmYKTkxN79+5lpLoh6ARJkg5naydGGWXU316RGyM5OOUgQV8EaQ16j889TtBnQZzzO/cRz86of6I0oSY1VfsrNeWVNvFU6VOF+2fv49fKT5X0/iTqCctdlvM68TXlO2WeuKnIxkaEF+7dCw0GVuJe+D22Dd1G47EN+WSIRAHTp0RPXM6rZ68o41aG43OPc3j6EYb3f0m9evA4fah6ZdsVFtZaaDBIpaWmIcsy2z/drgK/WoNEuMu3AVXYSDfKSNEUOLSFCRPIMQBqhrvUGlKLzos747FW2wP4NpJlmdTkVIrULMKZZQIAXz5+yco2K4k5HYOdkx2pyTmvdjMk7bO7JElXJUmKlyTpmSRJCZIkGfOb37EUj9/dY3ep9Ukt8pbIq+UBLFy1MG1+b613WbnOsDr6QfPJWdhSBqJ0q3QfB/2Ib7O/eP3yFUMOeTN+fmnmJngTm1aAPUP8KZlynT17RCPZ7Oi7Zt9Rxb4K3QK6qQAwMi6SlstaYvHSgopfVqTlz2qPnzI4zlMsD8mJ+uu4NVWiYQlqDFA3sO+0qJMR/P4G2jd5H0dnHKVClwo41HZgXc91Kg+gTWEbOi/spAV+isq2Kqta1dZS0kPYWRvO/k8HAJPOr8Wv8WTun4mh54Ye/B5UiVXJntywLM/+8TvIczmcrVvB1TV75+5VzYvuFbvz5a4vVQAY9yIOtxVuPHv0DLs2dvQI6KEqDVVW9Es0LMGr+KzLNm0dbXH9VX0yrX9vnW3wA9i1axcdOnTg+vXrjB49mmPHjgGkybI8QJbld+TcMMoooz62mk9sTsMxDQmfG64CwONzjxP0eRDO3Zzp6tv1Y59ipgPO1OTUTMsCjfo4Ujx+/fqJdg1r16oh50n0E/6s+CeRm9TlMRU6VaDH+h7EnI7hj1J/cG3nNRX4eYV64VDT4Q1HU6t3b7HqXLF1CTzmu3Iv/B4r266kbJ4HDDZbTkLcK0oPakmxWkVw/bUVMWdjwc+Pfu4vyZ9fgN9a97UUrlaYGj41BLVmJo370lLT2Nx/MyFfhdB4QmO6+XWj1iCRIn/+0DPKhizgk1G5cV/jTrNvxeqiAoBhYXD3bvZ/tzEnY3Q8fpoewOCxwdmye2UmSZIwtTDl/un7KgCcWmAq907ew7a0LY+vPcbELOeN6g155lSgsyzL+WRZzivLch5Zlo2dW9+hNMNdXB2v0WlYMS0P4P0z94VDtW1bsbaeXeUpBwXqwtEB2gAY8RPnFofxOiUX3iHC4zd0KAz+wprFyd7EUYBBlY5Svnz2P9Dz58pPqFeoCgBnHJmBy3IXZFOZCbsm4DnDU2dFydbRlmFnh+HY3DHL/Uf4RxA+NxxTC1MkE4nVHVbrDYEx6sNJ5fEr/ogefc3xDvXW8gASGQlNmsCtW9nfqWUBKNoOLv6mDYC31nN98Y88uGVPj4DOVOhUAVdXWLzcDL9XnlymPB0LHKVZo+zHI5ubmuPv7q8CwO/3fI/bCjcuP7rM2IVjGbF9hI4n0DKvJT57fag5sGaW+79z9A7bhmzDxMwEEzMTNvffnGlvTX2aMmUKu3fvxtHRES8vL1LFl52ZJEkHJUnamu0dGWWUUX9rSZJEq2mtVAA42WSyCvw8/D0wtfhw6cL6dHzucZY0XKKTjJySlIJ/V39Cvgr5SGdmVEZpgt/y5aJdg6YH0CKfNTaFbcT3tAYAJickgwypr1JZ1W4VCXcTDAI/LfXqRcWpA/CY78qdI3dY0WA+1inPeFq+Hq7T23Kx+zdM3+TEqtReOJjGUmqfH+dWnlWBn1eIF1aWsmj0Pn267v4vXBBtIE6cAIT30NLWkiO/H+HUwlNU7VsVgGd3n3F0mC9FrZ/SxdOCKj2raOULTJggdlWqVPZfWtE6Rem/v79OuIsCgP339c+23SszuUxyofnE5tw/rU5skiSJJ1FP8Az0xLmLc473bQj8PZBl+VKOj/Rf1fNouDBFf/narUCICVbdDP8rXIDfuFo0kQ+Amxt28TdUALi2/XJSO3UV0V1JWSd5qmRmDc02QxFXNQBG/ATnvqP56OIMPfslRWoWBcQbwN8fXmCNL97syO1JcrJhhgEFAM1MzBgTPIYHiQ/Y47OHykUqZ1pKqJQIvkmaHr9xj8cx4OAALQ+gUe9IyfFw5n+QqmdVK+44XFuouhkdFi3Ar3dFOhcLx6RPL6zCdqg8gOt7reN503aiDjMxMfvnIJlAnblQbrgaAG+tg0M9qdwhL59fGkKFbmIF+OFD8UWXihlr8WSj7QCePjfM/6kAYPNSzflx/4+cfXCWzb0208apTabXZnauWU2P38jokXx+9XMtD6AhatOmDXXq1GHIkCEAr2VZbgIMMGgnRhll1N9aCgCaWqpB7+8AfgD5y+YnNiIWv1Z+KgDU9FYVdC6YxR6M+hCKiRF9ojOGuygewIAAOH3Rkn67+lG0TlEVAJ5ffZ6NXhspVq+Yal+SiZRziJkwAe7dw+Hnz1SbTEwl/ojtw2tLGzpuGcKiRdDjayf6bu1FzKkYNnlvInfxfAL8bK3A3JwU67zw1VfI06arF/rSAynSnsarPEmSJNFudjvqflaXI78fIeSrEJ7dEX18nz94jldwP0o0LKHnRKFAAfHvS92OTyplvK9U01J6q/BMzU0zPY6havBlA/IUy6O6nZaShmNzR72p5obIEPg7IUlSgCRJvdNLQLtLktT9rY7+X1C0H5z9Bk6P1QbAm2vhUG+4NF21vc6wOvRY34Mmv3USBdN586oB8Ecn3B8twLSCE+zeDQUN/JDVAsD+cO47cOyH1HA5+UoJp7gS7mJqKhZrZs63ZusuC9zdtfp4Z0sPEh+QmqZejo9+Gq3zmJQUCA7W2QzAzZvqRqQAV3dc1Qp3schtoeUB9HXxNSg236g36H4oXPwVDnhoA2DccdjTGi5OhZQXADi2cMRjrQed/TwwCd4lmgL17CkAcE49elptxsb0paipyI4BT1MZAfCgJxSoDy12kq+s+HJSwl2uXxdpd7tCzYi4YYOrq7jPEMW/iufhC/WTLj3UP9cVFKR/LichQbt30sNLD7XDXYrn1fa5uvnx+FrmXtyMmjpVK18rGkCWZWOTd6OM+pcp/M9wrfTqXWN2Zauk8knUE9JS9Lc8enT10VufV7l25ei5qacKABNiEtShGos6UWtwrbc+xtsoMTmR43eP673v/IPzxL3453xcvn7xWmX3yaiHlx7qhLJoysFBNGfXF+4yfrwY6zVpIipYFAAM6BbAhr4bKFavGPG348lllwuXyS4ggV8r3RCYbKlJE54u3cDyGy5YmbyiaU8H5OTXrHrRjV9b7CIa0S6sWjWQ01t1RVOK3273JSpK7CI5KY155xtzq0RjvhmXjGeNK7w+IwarKa9lFjzpxdVragDLCIAzS8zk+YPn9NuVOfgpOnpUdJM4eFD3vh9+gMaNsxd8+K6khLsoAYwA5tbmRO+O1gqByYkMgb+8wAugNdAp/adjjo/8X1GV76D85xA5Qw2AN9fC4T5QsCE03aCK4jK1MKVi9/QBsqOjGgBr18auf2eKOefNGfgpMrOGAvXUtwu3ABPxyaAJforHb+hQmD9ftFwxBAAj4yJxWe5CXsu8HBp4iFoOtbQ8gKlpqcS9iGP2bGjTRhxDUzdviphgd3e1AbdEoxLUHVFXJ9xFAcDaQ2tjmcfYdvKdqKQ71J0H97apAVABP8sC4BomriXEB21lz8piFSxvXtiVDoDu7ljVr46T5W0BftlM6NKRZAKFW6pv568BZjaANvgpHj9XV9i2Da5exSAAVDx+UU+i2N5nu44HECA2MZbgYGjfHkaO1AbAhARRmdKunfqYdk521BxcUyfcRQHAmoNrYlvasFReDb1hftIoo4z66EpNzjSwitTM/e2aHr9vX32r4wHMTC/iXrC4/mI2em3UBsDERML/CudP5z+J2h2l3v7yJaQZ3htXAcCYUzHMKDrjbwN+AKN2jcJluQt7ovdobT97/ywuvi7039T/45xYDhQ0MohlzZZx+/Btre2xEbEsb7acTf03vfH55ctnnurprFEtaJnXkuo+1VW3H115RMrLFLxCvWj+XXN6rO+hCoExFACf3njK8q8u8MqmAN5py2kZMBR3043cfl2E5zsP8cXQVzRpApP6XMG/21qK1ilKhylNePbaiiYNUrh4KgkLGwuqD6pDv9tT+IWvKRSxB9OaVQX4JfTGvEZlSjTShjpJkmgyXp0lULhqYYo3KJ7l+ZYqBfnyCWeVJgD+8ANMmgTVq0Pu3Ab9CnIsWZZZ67GWmNMx2Ja2xcTchCI1ivD6xWuVB3DP93uy3lEmMqTVwwA9PwNzfOT/iiQJudYsNQBuLgWHe0PBhsjNg5DTB7J65egoOnUqmj495+AHotTzwhQo4S7A79hglQdQlsVsUcZwFwUAsxv8qIBfcmoyCckJPH75WMsDuPXyVgZvHUzDJQ3xHpxAp06iD5ECgAr4PXkCq1aBWXqAqpWtFe1mt9Mb7lKiYQkajTXmXrxLyU7D1AC4uRTsbp4OfnuQrUtm/sS8eWGWRmrm55/nHPwAbq2HQ73ERIljP7j6l8oDKMuQKxc64S4KAObKlb1DKOAXGReJiWRCZFyklgdw1tFZTD00lQpzK+BY6ypjxsCcOWoAVMDv6FHw9YVC6VYCU3NT2vzeRm+4i62jLa2ntc5W6ahRRhn1D1NqMuzvDKdG6wJg/CXYVl7L8qEo/K9wHY+fpgdw55c7Mz2kdUFrGo1rRIR/hBoAp00jvGwvdozYQfmO5SnVNN3UlJgoZrGGD9e/s3s7QdYDhimJELuf0i1Ka21WTVp/ZP3U8ifK5C9Dh9UdVAB49v5ZWq5oSW7z3MxqOyuLPfx95DLJBZsiNqxsu1IFgLERsfi28FVdFzmVahJBTuP86vPsGLEDh9oOWNhY8PLxS5p+0xSHGqI5pBICc//sfcK+CzPoOJsHbubVs1d4z2+EA6Kfc3n5MsGyG8VN7tHWIoy5X1yhh7yWuymFyT3cC8//ObFmThxJr01UALjzeVMO0IwmHGAewzFB5tzTkljWqkq/Xf1EeaiGnt19hm8LXyxsLChapyi3D98m5KuQLFfPlTFw8eJqAFTAr39/WLw4c6B+15IkiUZjG2Fb2pan0U/xDPRk6OmhKg9gsQbFqD2kdo73b0jap5UkSSMkSfpLkqSlyk+Oj/wf0ebN4NJC4lm5WWBVBF7cBjmNtGY7+HSkDd9/n/nkICEh8MUXYkCdOzf07AmnTuXsRNI9fjj2g8YB0HyblgewShWxa32pnkOHwpYtYJmNhbW1F9YCENQ3iKr2Veke0J1Dtw8JACxUhRE7RrD8zHK8qnlRMG8eAgNRAeDXX6vBLyRELCAZ9eF15oz43d8wHwZlBkLSA0hNgha7mLO0JD17wuvM8lQiI6FzZ0Fe+fKJT80NG3J2IrfWw6Ge6aWeu6Chr5YH0L6QzNGj+lM9XV0FjBXKRs/4vTf2cuXRFTb23EiHch0YEzyGOcfnqABwysEpjA8dTzundpSxK820aagAcNAg8SVx9KjwUbi75+ylGmWUUf8imZhDXme4/Ic2AMZfgt0txOepnkk0u3J2VO1TVcvjp3gAG33VCPsq9m88bOOvGuM21U0FgMfuFGPHgzpUsLmD55ymYp+JidCxo+hu3by57k4e7IG97eDEZ9oAmJIIezsg72nL5j4LAAF9phamWh7Ajyn73PaE+YSpAPCPo3+owG+Pzx7K2mWvd+3fQXmL5cVnj48KAE8uPKkCP5+9PhQoVyBH+71/5j7Lmi4jIeo65yd0Y6PXBko1L0X/ff2p90U9rPJbETIumMhJXSFJlMlW6FQBrxAv3H5xM+hYXZZ1wfvP+jh87gElS3J61Apeplmy2W4AXqvb4TLZhSM/heFQszBXGngxfJQVN84/Qzp7hpW/PyDptQmVa1vxyy8wxPMxuyw78wJrYihCLfkkPh0f6ge/dI9fv+B+DD4+WMsDmF0ALFk0haZN9YNfStJbdIXPpmRZ5vD0wyrwU8JdlBCYu0fvcnLhyRzv35BpZz+gCNAG2AcUBxJyfOSPoQcPYPRoSNZTchEcLP6671hpaXD4MEz9LBA5KVa1PWzWJObPlzPvKxISIgbR5cuLuraICJUH0GAAjDuqBr8Gy0Wpp6YH8PgnkHgTkzdcDdld+fuu2XecGXaG+sXrE+wVTI0iNege0J0Dtw5QoWAFbj+7zQ8uP/B98+8BAZSBgWI5/ZdfIDraCH5aSkqCUaPgkR6/xqVL4pPpHcdrp6WJv8PIfsdJu7letT16/SjGjn5FSkomh4yMBBcX8f8TJ0S6Z7oH0GAATIqFI94qjx/meXQ9gA92v5Nr1qOSB1Ejo2hXrh2r3VfjWclTBYB1HOoQmxhL7yq9WdFtBWYmZkgSTJsGQ4bAsmXi/e3vbwQ/o4wyKl2SBLVmQoWRagBUwA/AdS/k003qK9uqLN1XddcJd5EkiVZTW1H7k6xn+jUBcOfsq5RrWADPtABM27iJsYQCfn5+0KeP7g7sXaDiOLg6Tw2ACvjFHuDwvgFEbIyj06JO9FjfQ8sD+HcCwJcpLxm1axSPXz7+x4GfIgUAkxOS2TZ0Gy/iXrwV+AG8SnjF/TP3WdpyMxum1aBUxZv0XlyC00tOc3DKQUrWsaJo6bsE/lyTR9fVBjfH5o562zW9SbaPo3H4zF00/9uzh5ozvLg6K4iCyfco+31fcr18St+dfem/24utIVaEhEBi5G1OLznN8x0HadBI/QU/Oqg1qa9SWcYAFvEJNx0aYP7911opoGkpaaxqu0rL45fRA3h8rn5PqKbymDzH/eF8aiPgasAANfhd3XGVOeXnEBf5fv2jkiTRfGJzeqzroZPq6TLJhbaz2lJ7aM5X/gxpD+8ky7KnJEldZFn2lSRpNXAgy2f9nRQSAjNnQlSUaHhikX4hBwdDly6iENrbW709g2JOxWCZzxK7snY690VujqRcu3I6H9rdusGh1WupldSHs/caUXrADk4t/Qa34jPY/wc0+Xy6bgLmqVNq8FM8fgULCg+gi4sAwNOns59LW7ABNN8ODm1UHj9ADYBxhyG3ARm3b5AkSRSxKQKArZUtwV7BuK1wo4t/FwAt8FN0/762N+vECSP8qXTmDMybJ/72oaHqSKpLl8QyKYilWQf9MczP7j4j/la8XqNzdFg0RWoUIZeddn1krVpweOtxHC615nZsAUxan+Pavh20sBnOwV88qD5iHRYWGZaBHz5Ug5+mx2/XLmHs7NlTnL++mWZ9srIHl+1gV1uAnyIFAIu2h5entkEAACAASURBVCKGzUK+Sco1a2Zixmr31QCMCR4DoAV+ip4/Fz5ZRfv3C/jLLnAaZZRR/3IpAAgCAC//AVaFMwW/dylNe4SZgz3ST1vAtQU4OYmNq1bpBz/lvGv8Kv5/aaoAv8Qb8PAgZy6PJnSejZbHT/EABnQNYEO/DfTd0fc9vrLsKSYhRuv2rfhb/0j4A0h6ou2ze/HwxVvBX6mmpegb1JdV7VZhY5+bTl9GcHryRHb6uuHcLj8efSaQkqsKkU99KFC5zNud/PjxKvCjjNhXrS+aQK0gVfuG61W9sMpvhXMXZ+rVA+pVJjnxNSMHxGPNPppWrsv5iya4Pd/IQJZQrHZRGrmVwfc3GFDSlBJffQWlS4O7OyZmJrj95oZVfiutMY8CgPlL56e6V/VMTlat3+daEfXUjk5sw94e2revzc6dUPjZVQK6BWBfxZ7chd+/+U9Vpq1H9b+o/1b7NmTlTyn0eipJUhUgH/DmGoS/m/r1E7VamzdDjx5iBVABv/LlBRxmAn5pKWms67kO3xa+PL6undB3ZMYRAroGcPxPPTMKN9dSL6UPT80b0nxiELYF89By3CwOx31O00IzkM6MFTV09zVSnapWhS+/FOCXkqJOPVFCYEaOhJJv8F3pU7H22uCnyMz6nQ6iMyqPRR5K5FO/CWs5aJvCFY/fixdw6BA6HsD/vBo0gE2bBOy5uYkVQE3w27MnU/AD2D58O36t/Lh54KbW9ivbrrCy7UqCv9ITt/ooHOd7rbHKV4COf+yhpHNJWg4dxvxT86hbdBsWx9JDYO7cUT+nYEGxQhkWBiVKwNOnYrsSAjNqFNQ38MOqsIs2+CmSTKDY+8uaMjMxo0aRGqrbNYvU1AI/TY9fYCA6HkCjjDLq361bB29ph6doKPyvcHU6nySB01D1nflrQt63i2jPSuF/hbNjxA4qdK5Ay59bcmnDJTbOe0CaxmcYLVtmvgNQA2C5ERC9AmL3Q4MVOA37Hvc17jrhLuXalaPXll60nt76Pbwiw6R4/ErkLcGRQUeoXKiylgcwJ5Ikqa0kSZclSbomSdIEPfdbpqfhX5Mk6ZgkSY4Z7i8pSdJzSZLGGnJcxeOXp2gefPb6YFfOTssDmFMpAPjqeQpzPukgwK/OJTx6jca0gDOWHXdSfVDjtzoGIEpi9u1TgZ9KTZrAkSOk/TyFkwtPqnsCI75DAy9VpQixNOQoLS7M4Wv5Zx5jxxzzsTRd7IPbr260mNKKZbdacq6mD2nt2qt2Xa59Ob2T3ZIk0XB0Q50y0Yz64QeY9JMZFl49cGpXjvqx22huc5LhbldZ01WAn1eoF7nyZzNUAJDTZHZ/s1tv4m5ibCI7R+0k5dX7LyXVlCErfwslScoPfAtsAWyA797LWb1PfZbeb+TzzyF/flFWV6VKlimaJmYmeAR44NfKD98Wvvjs8cGurB1HZhwheEwwFd0rUu+zerpPNLOBwi2wa7yRXF/a8OwFgEQVn1lwFTDPJ84pOFiAXalSYG4uaiBv3RKrKa6usGiR2J+jI0yc+E5/Je9LqWmpDN46mE2RmxjdYDQHbh2ge0B3NvTcQMfyHbXCXZRSz8BA8PRU+9CHDfu4r+FvobZtBQB27QrFiom6TDs7AX5ZtE/ouKAjvi18WdVuFX2D+lKqaSmubLtCQPcAilQvov/L2jQX5K2IZZMA6uwoSUT6GKflkGEgAbEH4K958M334rpt0EAMFsaPF2TUvr04xwMHwCQ9BVS7TcHfWlMPTeWbsG/wrORJqpzKuNBxmJqYMrrhaC3wUzx+Srnn77+Lf2fNMq4Avg9NwvDPvUn88B7O5OPK+Hv4uJJlmZBxIdw/fZ/e23pTxlU9sN07aS/7fthH4sNEXCa6qEs9rQqLpOKYnaIEtNaM9/IhoQl+noGemFqYYiKnEPrtfqAr3YYUxGSVn/ji3bMHihTJfGepLyBeo99S3CHy1OlNlV5V9D7cqY3Tu30xOZBmuItS6hnmE0ZL35Z0WN2B7X2206J0C4P2KUmSKfAn0Aq4A4RLkrRFluWLGg8bBDyRZdlJkqRewG9AT437ZwBBhhxXM9xFKfX02eODbwtfVrZdSb+d/XRSLg1RqaalKNeuHBfXiZfR1msnpmapIqHeUre6LUeysxM/+lSlCiZA36C+rGyzkkDPQDwDPdl/rxzXpm6gMhcpVNWeh+djeYENX1YIYn6sO508JC5ehKb/awrAxq/DMN0WReUeld/6dLds0fT4mSGn9GBt97WwYxv1gPumDgxZbxj4ATy784xTC09xdvlZrbLdxNhEfFv48iT6CdW9quNQK/OJ/HctQ1b+dsuy/ESW5f2yLJeRZdkeyKRL299cn30myipfvBCD1KCgLFM001LTODrzKOU7l+d14mt8W/iy47MdBI8JplyHcjy6+ohbB27pPrFYe9KaBzPiSxsePBCBKmZm0KZteghM1e+FeejpUwF6N9NXaBTwe/xYlPX9w6SA3/Izy/nB5Qd+b/O7lgdw25Vt7NsnXramx0/xAHbqBCtXkrkn8r+mtm1Fd9ZXr8RK8fr12eqbd9b3LPlL5ydvsbysareKkPEhBHQPwL6qPaZWplwMvKj7JNsq0Powc5aWZPlyMR9hYwOtW6eHwDRaCd09oXBhsfHoUfE8BfyOHBErfW8y5P1NNfXQVMaHjqd3ld6sdl9NgEeAygM448gMzp+Hs2e1w10UD+CYMSJ5VJ890yijjPp3SJIkem3uhZ2THWs6rlGtACrgV2NADZp/11zX4+cSpO0BfMdlAi/iXhD2TZgW+JGYSOPQybhJIURQhWiPsbBjB9y+LQBQs+JIU+kePx4egEardDyAaWmiBZQ+xcbC8SxsVYsWwVI9cYHJyWK4Exlp2GtXtOr8Kp1wF80QmMWnc5TrUA+4JstylCzLyYA/0CXDY7oAvun/Xwe4Sul+HkmSuiL6sl7AAJ1cdFIn3EUzBCb8z3CRY3Ehk90ePSrGuJno2OxjXFx3EWs7M0zNUvCbOoCEl2XgcD94sM+QU30rWeWzot+ufjjUciCgawCxo36hMhepPqAmjzR8deWKPCdoWwozZqgL9Jr+ryk+e3yo5PkWieIa6thR+PiVcBczSzNqDq6pur9Wv0oUcTQM/ADylcyHd5g3qcmp+Lr48ujqIy3w67O9zwcFPzAM/tbr2bYuJweVJKmCJElnNH6eSZL0pSRJkyRJuquxvX3We8uBgoO1u4t/+qn+EBjtc8YijwVnl5+lfOfyPLv9jPA/w7Gvak9cZBxPo59ilku9kHpp4yVOLjxJWhqM+Exi/nyYMAEuXpD5usMZTpyQBQA+A2rXFn4oBQAPHFCDX2joP9IAt+HSBhX4KR4/xQNYo0gN+m/qT7eeCVy9qvvyFAAMClK3evjP69IlAX+KPvssW5RhYWPBtZ3XyF8mP68TX3N46mHSXqdhnsucO4fvaBm4Y07FsPub3ciyzJy5El98ITyrV67A3GHnefooFRcXuHFTEiuQe/eqATA0VA1+/v7g4fHufwfvWRGxEUwInaDl8VM8gJ6VPPkq5Cvsykdy44ZuuIsCgCdOvF03FqOMMurdS5YzZ62cMFjuQrnxDvNWAeCypstU4Nd5cWckOVkkZoLa45cxBOb6Ys6tOkf87Xid/acmp3Js9rFMG7brk3VBawYeHqgGP4Bx42D/fhqv/JShZ4ZStlVZaNZMDYDe3ro70gS/hn7g2EeUgGoA4MqVaXTsCJMnaz81NlYwpTK3rk9pabBxIwwerA2AycnQqxcsXCiGQDnRr26/Ev5JuI6/zz63Pfv672NZl2U52W0xQLPO8k76Nr2PkWU5BYgHCkiSZAOMB8OX3tvMaMPg44N1/H15i+VlwIEBdF7aGby8xFgxIkL7ycHB4g8xbpzefR+bfYydI3fi3C4/o2f9jNeUIzx7WgjfqV+QkOwMe9t/cADss114UFNfpWJfxZ7zK8/iUNOB8U/G02V5F27uv8nlif60c9OOGnd0cdTNzcihTEzEqp9muMv6Xuuxr2JP8YbFueu7O8cJm4WrFlYB4F+V/uL/7J13WBTX24bvYemIooKKJVY0VmyxF1BUsICIFSnGkphYkmiSz/RuqumWmFhAUFTsBQsI9oK9d1FEsTeQznx/HGZ2l12qWJIfz3Vxyc7uTlmXmbnPeZ/n/aXGLyr45W6d8ixUIPxJkvSyJEk+QDlJkgbo/IwA8i+ezUOyLJ+RZbm5LMvNgVaI5vErcp7+RXlOluX1xVl/vtL1+N26ZegBzEOSiUTvP3vT+o3WHJl/RF1+6+QtkhK1yUI5x8fRBUdZ+/paxnpeU8Hvm69l1r2xFpNVq/hi6Gn274cBA3IuPgoAxsWJk/OlS0bBL/VBKqdXGh8WS9iX8NQTiAqrgY0GEukfaRDuogDgBr8N2FrYqvkluWVhAbZG7F7PS891wELX43fypKBiXQ9gPmozvg0ef3hwfsN5veXxu+LxXuBNU9+m6rLTK0+zY+oOPup9WAW/sDA4OGMPcT8t5+NOW3n4UOvRVAHQxgZ69BBNcYyAX3ZmNkdDjxqNWH5w5QGXoi8V62MpaTWp1IQtgVsMwl0UAIwKiOJl+5fz/M5KEnk+V6pSler5SJbh44+Fjd6g5d4DYX/bkHf7vDylAGBmaiZXdlyh3EvlBPiZSKCxgDazDcNdFABsM5vHZX2IGB9BkEuQHgBmpWcRPiScDW9tyNNXmJccGjroh859+aW4v/H1pYqzTolnly7ioGfONFzJ/eNw94AW/JT9VgAwYQ3DfW4RECAcKAoAKuB36RIsWgTW1sb30cREhD/37KkFQAX8VqyA33+HMWOKdNjadUsmVC5T2ehzFa0rYq4pWlplCehzxD1tUn4vkiTpNUmS9kuStP9WTvqdicaEstUMe8QClKlcBlMLU5g+XdwsubpqAVC5x23QQBjYculo6FEBfn2rMtB3CpqKL1Nz4hKGRwznYUIywVMDybSoIwDw4bknOvjcys7KZv+s/QaDGlkZWXpN628ev4ldLTu1h1/zwOZ4zfPiYtRFwrzCyErPKnBbqQ9Subb/mtHnrh+6XmAy7bn12nCXEdtGEBgdiFNvJ9a+vvaJANAnzIfszGyy0rNw/9X9uYAfFG7mrwHQF7AD+un8tASK+Seqp+7ABVmWLxf4yidVZKQW/BSP3/jx+gCo08DsYq7zrmQiUb5ueb1lcpaMeRlzbCppk38kScJnkQ/1+9bHZt1iJg6IV8Hv4N8H6fxxZz4IfpklS0QPd3XQIndTMiNNyrZ9vY3FAxZzaO4hveVX915lQY8FrB69usA+Js9CkiTRvY6RBmwIAGxd9d81m/ncBixOn9YPd2nYUOsBVADwrjaA6OJFwxscu1p2SBr9kTGNuYayNfQvLC5fuNBuUjvYsAHfV86xaJHMwRl72PjORhr6NOSd1V2JjBQXfPXCXrasfjf16tUNDuFo6FFW+K0w6LHz4MoD5rvMZ7nvcjJS8moc+GzlUstFD/wUmZqY4lLL5dnvUKlKVaonVkqKgApdAHzwQNvIOTU1//fnpdjpservSYlJ+gNZjj2Np3pKEtQbg3WlCvht9OPx7ccqACrgd3rlaTz+8HhyH13FiqKWzZg6dYK6RhIw7duC5yUt+Onud/PvwP0QGpvKzJ2LCoATJmjBb9067SVLT9mZsHc03IjB0lJcwnr2FL1S61W9gn9Nb2b/cZsJEwp/eGvPruVuyl2D5VnZWSw8trCk7oUSAF1zXfWcZUZfI0mSKSIQ8Q7QFvhBkqQ44G3gQ0mSxufegCzLs2VZbi3LcmuHwjSnVeTkJO4LFAD85Rct+EVFGR2NdPJwouP/dcRnaSCHL3xIetsIsKighsB0eK8zme3Wcej8x2Bbsj7O8xvOs+6NdSwfvlwFwKyMLBYPWMy5tefQmGvwjxLpn/fj7hO3NQ4Qg9X13OvhNc+Lqq9UxcSsYHSJGB9BkGsQV3bo27ES9iUQ5BLE2tfX5vneB/EPhD1GJ9zF1MKUwcsHqwB4dc/VPN+fl5JvJrNhonakaesXW42GwOTW/bj77Pxxp9Hv88llJ4s1gF7gJyjL8ipZll8F+sqy/KrOz0RZlncVeYuGGgos0nk8XpKkozlN5Msbe4OxUZJCycEBOnQwDHdRAPCll9Q6ww0bBCPOn6992e6fd7P53c08quKkLqvSogrZGdkGKaAacw0+YT606VuFCsvn8pXplyr4uX7piiRJeHvrnCQVj1+5ciLq0s5O3wOYo25fdaNuz7qsHr1aBcCre68S0jMEa3trfBb5lNgUeKny1LMbsLCzE20Tcoe7KABYq5ZKYmfPQrNmIndFOUco4S7ZDvqjoXY17Qj1CNVLAZUkCbfv3Og6qSX1YxfyneWXKvj5LPJBY6ahZUtRFgFoPX5XrsCvv4oYcV0PYI6cA5x5ZZx+k1UF/FLupjB01VDMrMxK+IMrValKVSrBLNOmCRuyAoAK+O3fLywG/fsXfb26Hr/JiZOpWL+ingewMKrWphr+m/15fPsxczvOZU6HOSr4GQ2Qe1ayzKN2XZLU5zQaMWvn7g5//gknT8p5gp8sy5DxEG7vzikpFAC4dCnUqHiF6I9ccWu2hTG+RnIT8tDN5JsMCR9CjwU99AAwKzuLwJWBDF8+nC2XthTpsPNQLOAkSVJtSZLMEfesq3O9ZjUQmPP7QGCLLNRZluVasizXAn4Fpsqy/GdJ7JQqBQBv3xZ9rDMy8gQ/AKsKVrh958btM3dZ92U2C70jSE8WVW81O9ekoU9DQrw2sfaLTO6cNwTrJ1H9PvVx+8GNE0tOsHz4cjLTMlXwk0wkZFlGzpR569JbOLZ0ZOmgpez4dgcLeixg/ZvraR7YnO5Tuxvc42ZmCvfWIZ05Ebcf3LCtassC91Bec79CUpIAvwU9FmBtb03Pn/NOpi1Xoxxe87wMUj0VAPSc40m1trkrf/OXrscvYEsAY4+O1fMA5qdD8w4R+X4kUR9G6QHgyWUnCR8Szo5vdxR5oKMonj9vSZLKSpJkJklSlCRJtyRJ8ivS1nIp5w/JE1ias2gmUBdoDlwHphl7X7FHSZyd8071HD9eXBlyvlRdu4pykJEjBQBmZ2ZzetUZHjk6kZ54GyzMKV+3PImHEqnlWovMlEwS9iUo+8fm9zazMmAlPou05iBrB2sV/PSkG+4SGSkcz7oeQB0ANLU0ZejKoSoArnl9jQp+gTGBlKtRrvCfR6mKqyIPWBRbVaqI9gnGwl3c3UWdjKWovnZyEiOxP/6oBcCza8+SVbESVxLNkCWJys1F6Y9leUvKVivLhU0X1NUdmnuIuR3m0vmjzqJ0KUc+CwX46Uk33CUsTPQ50PUA6gCgJEl4/OGhAmD4kHAV/Pw3+VOtTdFOoqUqValKVRTlBkA7u5IDP89/PClTuYyeB7CoAOi7zpeH8Q+5fuA6Hd7v8HzBrwi6c0c4VTDJBB9fvt/2s8Frrjy4wit/v8KBO5eg2xYoUxs5pjcpVyKZPFaAn73tbdy+2czclS1JTk82WEe2bOh9rGRTiaWDlnLi5gkVABXwCz0WytRuU/OsPiqKcjx844GNwClgiSzLJyRJ+lKSJM+cl81BePzOA5MAg3YQT1WXdGZ+ZBmuX8/7tTmq4lyFAaEDuLLjCgt7LyQ9OZ3UB6mE9Azh+qHrDFo6qNj9BI+GHOXmiZsGy7MyssjOzMb1G1dOLDlBsFswV7ZfQWOhYdjaYTg0cmCR5yIS9iaoITBbv9xKuZrl6D09b0fNzZtixrl7dy0A2jra0iM0kDvptjhsDGXj57tV8CvMvXLTYU2NpnqaWpjSYmSLIk2yJN/SD3ep7VpbzwMY5BLE3XxA2+UzF1qNbcXO73aqAKiAX/W21Rm8bHCRJ32KAn89ZVl+iCgBjQPqAe8VaWuG8gAOyrJ8A0CW5RuyLGfJspwN/I1IWXousrISlaBubgIA5843IdK6H+nXb1PRIpmR0X4MXDwQjYWGU8tOUb9vfZoMbaKC3+5pu7FxtGHjOxvVdT6+9dh4rfAHHxiGu+iGwEzRP48oAGhZzpKDsw+S9jDtfwb8MrIyGLt2LCduGiZcxd2PY+SqkaRk5F/L/SQq7oBFsWeri7RvwgLwxhtaANxXrgeXE815SbqKd7A3w9f7Yu1gTcLeBKwqWtHl4y6AAL/Vo1djVdGKw3MOI2drR5E2vbvJcFTpzz8Nw110Q2Bef104+7XHj8cfHjTwbMDJpSe5f+n+/wz4ybLMFzFfsOG8obHoYdpDAlcGkpiUR+peqUpVqhKRJOl3SapaVVTIFVWyLJN8M1kb7pIzUKZ4AO0b2hs05s5PWelZ7J62W318KvyU0RCYF02Kx+/yZVEpVbN2FhuZjPsXWgC88uAKLvNdOH/3PDIyWFUm2zWS+CxTrHb0YHafmlR3uI1l782Ur9eGUe9d4KUfGhF0OEhdx9TtUxkaPpSMLH1rQHJ6MtN2T2PcK+M4cfME3YK64RnmqYLfB50/KLFjlWV5vSzL9WVZrivL8jc5yz6VZXl1zu+psiwPkmW5nizLbWRZNqB/WZY/l2X5pxLbKUWKx8/ZWQy6OjrqewDzUZOhTVQAnNdpHnM7zlXB72UvIyXLhVB6UjqRUyIJ7hasB4BZGVksG7aMLR9uwb6BPW3fakv8jnjSHqTRakwrnDycCIgKwP5lexZ5LmLb19u4tv8aZRzLELhFJJzmpapVxeSnra0WAOPjofcQW8IsAjEnnePTNj23e2VzGzFZlDvcRQFA+4b2+fYflEwk+kzvowLgnw3+VMFv+IbhWNhaFHmfigJ/Sl1WH2CpLMslcXYahs4MiiRJulmn3kDB395C6OHVh5xZc8boc+ciznE/7r7R5xQAdHGB18dkY7dhsQp+NdrXoGqrqozcORKNhYbD8w+z9cutKvi1Htea7LRsDv4jSj0/Sv2I+n3rs27sOvb/tV9/Q7NmwbZthrGXrVqJ5X/9ZbBviUcSyXis40/cXDRj+L9V1x5dY/WZ1XQL7qYHgHH343CZ78LK0yu5dP+pBogUa8CiqLPV6cnpHFlwxOhziUcSid9tvMlrbgA8/cNqakrxeAd74+zXFFtHW8YeGYu1gzVXd18lfEi4Cn51e9alTvc6bH5/Mw19GvJx+se0m9SOfX/sY8NbG/QB8P33hVkmd6qnAoCrVhm0engY/5AbR2+oj08sOfFC+FOftlIyU1h1ZhX9w/rrAeDDtIf0CunFwmMLOXT9UD5rKFWpSvWkUko9TU2hdm1RcGMsBKYgSZJE7+m99cBPkY2DDWNix9BoYOGi53N7/EbvHa3nAXxRpRvusm4d9OphypmpC6mZNEgFQAX87qbcJTIgUuvzt3Tk/w68pq7LtPkULKq24ed5F7B83YW7j5KJj22uPm9pasnSk0sZvny4CoDJ6cn0WdiHmLgYWldtzbLByzhy4wjrz63nvQ7vlSj4vdDSDXeJioK2bfU9gIUEwN4zepN4OJFbJ27Rf37/YoMfiITxgKgAJI2kAqACfqeWnaLXL72o3q4659Zpw2T2/bmPXdN2YV3RmoCoALLSstj9027kLJmun3XNF/wU1amjBcCWLYWL6/ZtmPfbQ73XPbj87P+uzKzNGLZ6mNFwl8pNKxMQGYC1fR4JSTlSANDawZq75+4iZ8nFBj8oWpP3NZIknQZSgDckSXIAimmTBkmSbBBNM3Wb2P0gSVJzQEbMLpZIg7uoD6M4tvAYA8MG6p2Uz6w+w5KBS3i5/8sMWjLI6HvNzESPs2xMiKQ7k961VlM9ARUA53Wex9bPRTRu63GtyU7Xgp9S6jkofBBLBy5l3dh1mGhMaDm6pViJra0waxlT06YGixSPX9nqZRm+YTgREyJYPVqUoLcY2cLg9U+qzNRMHl1/RPnahhWN9y7ew7aarUieegaqaVeT6MBoXINc6RbcjS0BW7Axt8FlvgsP0x4SGRBJI4eS6fmShwwGLGRZVmosSmzAInZ6LJH/F8mDyw/U2TkQ4BfcLZgyjmUYe2QsJhrj4zdKZfM2OlOnTyOaDdc2QFUA8K8Wf3Fm1RnOrDpD3V51qdujLpve3aTn8VOawO/5eQ+SiYT7r+5iJRqNaO5uTNUMZ/NUj9+9FEbvHc2R4CPqaHePH3uUuE9VlmXunLmD/cuGJd6Pbz9GlmVsHGyMvLPkZW1mTWRAJG7BbvQP68/KoSvpUKMDvUJ6sf/afpYMXIKHk8cz2ZcXRcVpVP6iSw4t+nf4i+Gfl/yOlMpAuT1+Xl6iL+cvv4jnf/21aD3XJUmCPF6f1zk5t3KDn1Lq6b/ZnwU9FhDkEvTCVvTs2ydmVnQ9fhZmAgAbfAgby0ym5q+TKWdRTh/8AJOUK8xsvkJ9nHHkYxLMq9Fr3UfY2KXgeiqKfr7OxO+Op2y1skxqPwmAyZsmA/B3v7/xCvNi+5XthHiHMLjxYAJXBqrri7oUxd2Uu1SwKqFG5S+y5swxDHfJ8QBmu3TDZPFiaNLE4G3ZWdnq9zT1QSqH5x5Wnzvw1wEaeDXA3Kb4yaj2DezVhvTzOs+jTJUy3D51m16/9KLRoEYEuQSRdCOJkTtHcnnbZaI+iGLzu5sBkVirK1vHwse+16kDCxYI2xbA128kcOidBZSvUx6fRT6s8F9BqEcowyOG81Knl4p9fM9Lp1acIuWOtrJt+9TtRj2QhVGhZ/5kWZ4CdABay7KcASRj2Oiy0JJlOVmW5Yq6M4iyLPvLstxUluVmsix76txUF0sZGaLyrPf03tRoX4PwoeGcDBdNrY8vE+Dn2MKRfn/3M/r+zEzw9RWNm7/+Gmr2aMAbU2vohcAAOLZ0pEYHLRB2mNSBys6V9cAPRK3woPBBNB7SmApOxTsx6Ya7KM0/dT2AuVNAS0Jrxqxhbse53D6j30bi1slbzOkwh3Vj8+j2+pTUwL4B0YHRaCQNTWY2ofZvtVXwa+nY8qltV2fAYrnO4h8ksbE2/QAAIABJREFUSTomSdJRwBV450m2Icuij3v7ye1xDnAm+pNotn29DYArsQL8zGzEKJKxmwxZhs8/h6++EsEs3mOr8P3axnohMCBOqG0maCcpO7zXgUpNK9HMr5kKfjnHTM+fetL+3fZUbmY8Qrsg6Ya7KKWeuh7A3CmgJaGdP+zkr5Z/GXhvHt9+THD3YBb1XaRX2vq0VcGqgjow4RHqQbnvyqng593Q+5ntR6lK9b8mWRa+Pl2PX24P4NSpz36/MlMzSUpMMgh3UUJgkChS+eizVN++YtYvd7iLhZkpm/9P24+2t1Nv/WTv5CsQ5Yqd5W3ouZfJh4dzIT0b+32BNOMuUQFRrJ/nTPmkK4T0DGHtWJHIOKn9JKb1nMbSk0ux+96OrZe36oGfUuoZMTxCzwP4n1dwsMgEyBXukupQg7mVP+RIPR+Dt8TvimdG4xncOXtHz+M3ZOUQfBb56HkAn0T2Dezx3+xP6r1Ubp+6TcsxLfXAz2+DHzU61KDTlE50/1Z4Mze/u5mFfRYC4P67O5WdK7PIc5FeNkF+io+HV18Vv1cjgevfL0BTVtwrV2tTjcCYQGyr2hLqEWqQAvqiS/X4tavOlAdTDDyARVVRyj4BXgaGSJIUgEg0yjsu5zkrMxMGDYKxY8HMxgLf9b4qAAZ7r2DJwCVY1nLEb5MfluUMa20V8Fu6FH76SbRk0PUAKgCoePwuRV3ipU4vYVnekiDXIJw8nOj2VTcDIje1MGVg2EBqda1VrOO6tv8a1g76hlXdEJi46LgSv5HuOKUj2Zki0VQBwFsnbxHUTdTld/y/jiW6vcKogX0DvYatv3v8/lTBD57NgMVHH4GHB6SkmuA511MFwIXeS/mrfTCp2WaMiBlB+TqGs7AK+H35pTgBzpkDM2boewCVr8ahuYeI/iSays0qU65mORb3X4yZtRneC7wNwl0kSaLnjz2LPat8+/RtMpIz9Dx+uiEw8TvjyUzNLNa681KLkS2oULcCi/ppwxcU8Ltz9g6uX7salGw9bVWwqsDyIdpxg1EtRpWCX6lK9ZQlScI2nzvcRQHAqVON9zp/2rIoa8GIbSOMhrtUa1ON8afHF3vA7VnIWJjklQdX6B7khqWJDXXK12HR8UX8vDvHA5h6m+Q1rmSn3gbXzWDfhlHjP6RbAlzKgHCHFBqbJHFl5xVC3UOxrWqL5xxPdd2vt9IvBPN+2VsP/D7o/AHu9dxZOXTl/w4AWlhABcOJBI25BouKZVj56iqOBGvtI5eiLxHSKwQ5WyY7O1sFvwGhA2jg2UDPA/ikAJiVkUXMZzHq4zOrzhC/K56s9CwV/BR1mtIJ5xHO6uPq7avTdkJbPQ9gQQAYHy8sWrdvC+vjTwFHSTO15o9HgVy8Le6VbR1tVQDU/VxKSnExcZxcdtJguSzL7Jq2y6jF7M65Oywbtoz0JMPP+mjIUbZ9s00v3GX4huFYlLXQ8wAWBwALDX+SJC0AfgI6Aa/k/Lywzdo0GjHb/fff+gAoZ8lcWnkUDdm4zjUOfiAMzAr4TRbVBnohMO++C/fuacNdXnG6x4i5nQiICiA9KV0k+1y8BwcPiimYfBrIF0VtxrVh7JGxBqUgCgB6zfMq8RK6So0rERgdqALg6ZWnVfAbETPCaGnd01bc/TheX6u9GEzeNNloCMy/TY0awdat0K+fFgDtm1Tm3MqTmGel0PB74+AHotXDt98K8PvnH2G50/UA/vwzHDumDXepWz2N0T81YNTuUfqjYdeuiZ6XBTSQL6zq9qzLxIsTDcJdFAAMiAoo8VYPSviCAoAnlpxQwW/o6qHU7WGkv9VT1sO0hwxbNkx9PP/wfKMhMKUqValKVr16GU/1lCSRt1ajhuFzJaos402p86sQNTEt6ti8oW4cvUH0Z9FGbwxjZ8bmeUMdG2vcC5meDkfyuGdWPH7X799FnhfDrMZnGNRoEJM3Tebn3T+zdHUFZq/rz7d7BPhduHuBXst6kWVWkQ9i27A4SabP9MkE9w7GtmrOTXpOyZ/i8TORTNSZxCHhQ4i9FmsQ7qIA4NWHV4m7H1e0D+w/IjNrM4auGkqd7nVYOWIlR4KPsOb1NSxwW4BNZRtGxIzAzNKMx3ce4x3szb7f97H5fVF2qQBg0o0k0h6kFWp7uQdvdT1+PX7swbjT45A0EhHjIxi6aqge+IEoPb2wMee7aAJXd19lz697VA+g/cv2nFltPLcDIDFRC36bNgnr4+C5vRi5cxRSuXJ07661P9o62jJy50j6zOhTuA+zkJJlmR3f7iB8iLbCUFke/Uk0m9/dzMF/Dhq87+bxm5xYeoKFfRbqAeDRkKOsDFxJ3JY4QLTh0PX46YbAmFqYPtW0z9ZAR1mW35RleULOz8Qibe0ZSpJE6dtHH2kBcPfCOL3XWCfmHZLSt68oE1HAT5ECgFu3wvmw/QL8fOvhcScEqVs3HG2T8Y/0Jz0pnRDXOWR17ylcqCWY8JhXLbappWmJXDCMSQHApOtJLPZeTPKN5GcCfkk3kgyCT5Rwl/vJ99nYdSOnx51GI2kMQmD+jfLzg6AgLQCe2HKT66e0BuXKN4/l+d4GDWDvXi34KVIAcN8+KHsvToCf60sMtV6Naf++2J47pC2HcA8hqbMHRESIjvElpLy+s5IkYWb9dHr8KQBoaWdJ+JBwbhy98UzALzM1k33T9+mVlSrhLvsT9vNnnT+58/4dGjk0MgiBKVWpSvUf03ffgbe3qOfXVXKyaIsza9ZT2/SJJSfY9uU2Nk3WT2zeN30f699cz6E5hjaRmBho0wY+/VQfANPTRTVVx47iZltXqZmpdAvqxt2Uu6wbEkk969Z49TNlTIWFKgAOmRrGskvTmPiFAD+XIBdSMlKICoxi6XfbWDzfnU0mewn1CMV3i68B+Ckev9gxsUzrOY3VZ1fT2KEx73Z41+AY3Ou5c3HixadeDfQiSw8AA1dycPZBZFnG1MoUU0tT7GrZMWbfGGKnxxK/O55qr2gHZ5sMbcIbR9/AtmrBfrvzG8/zR/0/1GRPXfCr0bEG5yLOUb52eQKjA5E0EiG9Qrh54iZpj8TfQ+qDVELdQ0m+mYx3iDcfp35MQ5+GbHxnowqAr257FY/f8/bFV6wIXbpowQ+E97ZxGxuio0UCqO4Aj7W9dYnfKyu5HtXbVVctZgr4bf9mOy3HtMT1S8MmmA29G4rZ1p1XVABUwK+WSy2GrRlGI59GBGwJMAh3kUwk+szog8vnLkXe36Ic/XGgSpG38BylC4Db/j7DlrFLSNRUo9fGd3ip00t6HkBjatXK+HIrK2jcGJz9nXH/3R2PEF+kLVGQkgKurgIA/3gF97uhaMraiLOpkRCMf5sMRhYKGGg4nHjY6PLHGY85czvvURxd7fpxFysDVrL3j70AXH14VYBf0n2G/z2cxK8T9TyA3YK7cfbO2UKt+0WVAoAnoxMJ6RnM4yxzGs2aYOABNKYWLQxCNgHxt9CyJbzU6SV6/dyLoev8MY2JhJo1wcNDAGCYOx5ltlHm5kUx9f3KK0/xKJ+Ncn9nCyr1PJJ4xOgoebaczZHEwpWJHA87TsT4CNaNW4ecLfM447EKfr4RvmR8nEFZqazqAewf1p+oi1GFP6hSlapU/x6VKyeCAwYN0gJgcrIY3YuJEYFvT0muX7nSZkIb9vyyRwXAfdP3ETE+gvr96uO9wLDsvEsXGDVK5BwoAKiA3+rV8P33ov2srixNLfms62dEBkTSs0lrtmwR4Rte/UypEL0QaevntCnXl4gIsCmTjc8SHwF+AVE4V3HmxrEbtNvbDvcId043PM1na7SBUP4r/FXwG9ZUVE4oHsAVp1eoQTC5ZWP+bAK9XmSZWZvRcYrWltN8RHPunrtLsFswD648IMwrjPjd8fgs9KHx4MZ679WYa3KvzqjsatmRnZmtJnvK2TIZKRnU6FSD+J3x3D17l8z0TDUExqaSDQ/jHzK75Wx2/riThb0Xcm3/NQaHD6bZ8GZozDT4LPJRAfDQ3ENYlLXI99ptZgbz5mnBT1d16ogqvnLPIDfJwtaC4RHDVQCc3nC6Cn59Z/XN8xiaDGmiAuC3tt+ywn+FCn7K4HheM3vFrfQrCvzZAyclSdooSdJq5adYW32GkiRwq3GGwSzhOo4ca+5HG7eyeh7A/AAwP5mXMafthLbiw1cayKekgJMTjsO74VThrji51zaMd32akmWxG8aUklL0aGvQevxsKtswKHwQ1g7Weh7A3Fp+ajkt/mrBjNgZessfZzzGK8yLLvO78CjtUYHb7f5td172fpkNEzew94+9OFg74GzmzPB/htPUrikDF4tWAwoAdq3Zlaq2VYt+gC+Y2tZMJJBgMjBjPiPo7VdBzwOYHwDmJxONCe3eboeppam2gXzNmtC1K7YtnWievFOAX8dn7+N8/Nj48szM4lVNKx6/1HupDAgdQKUmlfQ8gLl14uYJXvn7FSZETNADwGw5m3HrxtHmnzacvn26wO06BzrT6YNOHJh1gHXj1mFpYklLm5b4RvjSLK4Zfhv9MLU0VUNg+tTvg1NFp6IfYCEkSdJcSZJuSpJ0XGdZBUmSNkuSdC7nX+N1xKUqVameXG+8IczXCgDeuyfAb+tWEdgxfPhT27QkSbj/5q4C4DdW36jgNzh8sNEbfBMTmD1bC4BTpmjB788/Ydw449vyd/ZXSzIrVRKXlpQU+GumKXL0Z2xeWxZbWzCRTJjff74KforHr2L9iiwIWsDYw2Oxm2THqRWnAPio80cs8lmkgp+iSe0n8Vffv3ir7Vsl+6G9IHp49WGe96bn1p/jztmCbRnxu+JZ3H8xZauXxaGRA4fnH6bN+DYkHkrk15q/cmXHFaPgVxQpUKe0drh7/i52te2I3xGPU28nHl17xKK+i0hPTse+gT2+63yJmBBB0o0kanauSYtRLURfwf7a9hIKALZ9qy11etQp9r49DykAKGeJxHHL8pb5gp+iJkOa4NRbex/gE+bz1KqioGjw9znQH5iKaGSt/LzQunABpr1/g1umjtzq5cfOA5YGITCJh0uowbKzszAJKpoz55mDH8DHH4v65/u5vKX374sI3E8+Kdr6dMNdRsSMoJFPIz0PoDEA7Fu/L54NPBm3fpwKgAr4RV2M4qceP2FrUfCIp8ZMw8DFA1UAXD5gOW3ebUNTu6YERAVgXVHbG6WBfQOWDFpCGfOCe8K8yLp/Hya/epc0LLjZewQPTMrreQCdA5y5fvA62VnZBa+sIFWpAqGh2scffvhcwC8kRPgdL+SyoCjBS0OH6vWML1C64S5DVw+lqW9TPQ+gMQBs5NCIt9u9zfTY6SoAKuA368AsJrefTIOKDQrctiRJdPummwqAwd2Dqf1WbZrFNSMwOlCvVLqCVQWWDV7GS+WeWuz0fMA917IpQJQsy05AVM7jUpWqVE9LugBYoYKwgjxl8FOkAKCkkchKE97DQUsH5TuzowCgvz/88INx8DMWUAHC45SenM7WrfrLY2O1vzev0lwP/BSPn30De34N+pVazWsRPjicUytO0apqKwY3Hmx0W6+1eo26FZ69f/tZKOaLGJYOXmoQTHJmzRnC+oepHr28FL8rnpBeIZRxLMPovaMZEzuGOt3rsPvn3Xqvq+P25HClAqCJxMwmM9k/fT8ve7/MsLXD8A7x5sp2UdKYsC+BGY1n8Oj6I/w3+VO9XXVajGyhB36KNGYa3H91f26tTvJLA8/3OVlm5/c71cdpD9I4tfxUgds7GnJUr/dhqEeowd9YZmomMV/EkJGSkfvtRVZRWj1sNfbzxHvwFHXhgoCg3WZdGLNzBCsiLPU8gGY2Fvhv9sf1K8M63GLp4EGYNEn7+NVX4fz5kll3EdS2LRw6JEzuCgDevy/sBYcPG58az0/bp24H9MNddENgdny7w+A95hpzlg5aqgLgtF3TVPAL6h+Ev7N/vtvc+8dedbsKAJqXMefsmrNkpmbS/bvueuD3X5Hy/7ThSiNclo4jZF15PQ+gAoADFw8sdD+pfHXtmiArRV9/DduKN6v4JGraFB49EtHhCgDqJu527Gi8nDUvHfznoEG4i24ITNQHUQYncEmS+N7te97r8B7TY6czfv143lz3JrMOzOKDTh/wTbdv8i2xOL/hPKtGrSI7K1sFwJf7v8zlrZdJvplMu0ntnnk4kizL24DckXdeQFDO70GIQb1SlapUT1O5I0UHDizS2/PIjCnwOYDYGbHIWdrzXdQHBacDZmbqDyAnJmqrhi5susBvdX7j6p6reu+RZZn149fzS/Ng/Idm0LGjuAVq3FjkKGzZor+NuOg4g3AXi7IW+G3wo+orVTkf8ezvn14UefzmoRfYAgL8lvgsoUrzKvSfn/dp+9H1R4S4C/AbETMC26q2ZDzOoNXrrdSQw3oe9dBYaAh2C+bc+nM8THiY5/oKo4r1K+ql055de5Zz68/RdFhTvEO8ubz1Mv+0/Yf0pHTcvnWjervqT7S9p6mUeynM6TDH6MzrlZ1XmNV8FvcvGyZ35vb4TXkwhertqxdYYajr8Zt0bRKW5S25fuA6813mqwCYmZrJEp8lbP18K5e2XHriYyywM7ckSY8QTdcNngJkWZbLPvFePAVlZkKfPqLsICoKnJ3FoX71lXj+m2/ETMPbb+fxEaSnw2+/wVtvgXmusIoLF2DnTv2T+cGDIgbU1hYOHICHD4XL1NVVjPLVq/cUjtK4PD0hPFxcW3r1giVLRNnG4cOwbJmAiKKo39/9eHTtERXq6kcKV2pciVG7RlG2uvGvgAKAfRf25d3NwpQd3D+4QPCTZZlrsdc4uuAosizT5aMuxEXH6Y12HF1wFCf3p1Mq9zw1cqT4fwoPB09P8d308xPPBQbCxIkwZ44JGBu0lWX44w8xmpw7h/v+fdGf5K23tN2Mr10T389r12DHDqhbF7p1E70mIiKE+eMZydlZ3Bh06yZ2KTJSzGDnTtwtrDq+35H6/epTqXElveUKAMrZstEyDAUAZVnmp91iFn9KxykFgh+IZL3Dcw+TlZZF/6D+3Dl7h/jd8erzx0KP0WFyh2feYsKIKuu0JEkE8syTlyTpNeA1gJde+vc1xS1uM/nP+aKE96RU/9NSPH4mJtChgzjfDhokTnAWFgW+PSMDhgyBZs1EOx9dXbwoVj17tvGiDV2P36Clg9j83mb2/LIHgJ7Teho9rykevzVrRB/EI0fEuCCIVkL2De2xKGtBSK8Q/Db6Ub1ddRX89s/Yzy6pPa3bmxIRIW6JlHN7376wdq34HaDzR51pO7EtFmXFZyBny2z7ZhutXmuF/yZ/TK2092dJN5I4MPsAXT7q8iKcQ5+6lMCWMK8wVo5Yydk1Zzm96jRVmlfBf5M/lnbGk+pBJFr2+rkXTr2d1NCWDW9v4NhCERjXzL8ZXvO8uLj5Ios8F7Go3yLq9qrL8PXFm4mWZZmIiRFc2HSB+v3qk7AvgZQ7KSz2XsyQFUOo3ER7iTExM6H5yObF2s6zkompCSamJoQPDWdg2EAaDWwEoDdTnXvmPDf4KaWewyOGE+oRarAuRSfDT+qFu5hZmzFq9yjmtJ+jAmBgdCDLhi7j3Ppz9Pu7H/X71H/yYyzoBbIs28qyXNbIj+2LCn4Apqbw118K+GmXKyEw//wDY8bks4LNm+H990Xkva7hSJlOnDxZOyx28qQW/BSPn64H0NUVrl41tpU8dXXvVePBE5nZXNt/rcD3KwC4bx/UqiVKLooDfgBmVmYG4KeoQr0Kwj+WhzKzM0nL0qacPUov2OcnSRJe87xo5teM6I+jWTliJWFeYWr9c5UWVTi+8LgaAvNf0g8/wMqV4v9PV35+4j7hi/zuSc+eFd/Z7t312zQo04nvv6/NO75zRwt+isdP1wPo4SGiQ4ugxMOJRvv1ybJsMEJsTAoAPnggkkuLC34ggl1yg58iGwcbylTOuzRYRtb7nhbmOwsCOLt9041joccI6x9GkGsQ6Y/EuaPqK1W5ceSGGgLzokgWJ5k8d0iW5dmyLLeWZbm1g4PDM9yzUpXqBZYs512HnnsaTgE/xeO3fbu+BzB3CqgRaTRgZyfO/7rwd/GiuB1JTIQyRk5psTNj9Tx+phameh7ATe9uMniPbrjLn3/ChAn6HsBPP4Wy1csRGB2ItYM1Ib1CuLrnqgp+j1u0J7l9DyI2SGqWjeIBrFNH9GBTJEmSCn4At8/cZud3O8W5MzldrW5JupFEcLdgdn63M8+cgf+iFABEFpCQnZFdIPgpajm6JbZVbZGzZWRZ/CCLa2PjwY0x0ZigMdcgmUjqc8WRAn6xf8bSfnJ7hq4ayoitI7CqaAUyLOq7iJnNZgJQ37M+cpYsUi2fsIn801Tu4JaT4ScNSpSVmWpFkiRhYmpiEO6irKtml5pGE0YdWzrSzK+ZXriLfQN7Ru0ehWV5S26duMWsZrNU8Gs5umQSbJ9OX4AXRF276oOfIkkSJzKb/MKg+vQRZ75Vq7QAqIBfSoqYmrCzE6+tWVMMaeUOd1EA0N0dKmtHPpSIW2NKe5RGwr4E5rSfw4a3N+gHT2Rms8x3GXM7zTU65ZxbuSduOncu8C0lKsXjt/3ydv7p94+BBzA/mWhM8JrvRe1utTkSdITM1EzSH6XTd3ZfRu8drRcC819SvXrQu7fx5wYMgOr5VUo0aCC+r6dPawFQt943PFzUVwKULy++l7nDXRQA7N8f6mtHl9KT0vOElrRHaSTfSmZel3ks9l6sB4CyLBPzeQxz2s/hwub8m7SCKA9ydNQ+Ntab62lK8fj9deAvpnScopaA5g6ByUudP+xM27facm7tOZJvJJPxOIO2b7dl1J5ReiEwzxkAb0iS5AiQ8+/N57kzpSrVv0qyDOPHw+jRhgB465bok7BsmXbZq68ahrvoegAnTChwkyYmYsD61Ve1AKiAX3KyOGUbu9exq2VHo0GN9MJd1BCYiW2o6GTYqX3fPlH4oevx0w2BmTkTbtyAcjVyANDemjnt57B/xn7av9ueqbE92LRZMggxrVRJjCd++GHex+nQ0AHf9b48uPyAINcgkm4kqeB3P+4+vut8cWj4vzUIldufnl+/u9ySs2XWvrGWyP+LpMePPfBZ5INjC0cWD1jMujfXsaDHAspULsPAxQPpM7N4fe8O/n1QBb8eP/ZAkiTsG9gzYusIzMtqq+YaDWzEsFX6HsB/CwAuHbSUeZ3m5Ql+ilw+d6HvX4bhLha2FgREBRj1NpavU57+Qf0Nwl3sG9gzImYEmamZ3I+7T7t32pUY+MF/HP6eWOPGaQGwVStxk6ytI9W+zsZGnNiNhbs4OwuToZn4j32Y8JCZTWYamG4Bji8+zu91fsfUypR2b7dj3+/7VABUwO/k0pN0+6YbdjXt8t115Z7fzEzMcJqZ6XsAn7Z0w12C+gcxquUoPQ9gYQGw4cCG6mO7Wna0GtNKLwTm7vncdqb/cfXqpQXA1q3F91ZbR6p9nYmJKGs2ViekhMCUFyGQmamZBLsFs+a1NQbQkrAvgd/r/E7C3gR6/dyL8xvOqwCogN+2L7fR/NXm1Omev7Fc8fidOSOCBipU0PcAPm3phrt80OkDpnafqucBLCwANvDSD4Xp+WNPTExM1BCYB3EPyMoowKTzdLUaCMz5PRBY9Rz3pVSl+vfJ3l5ky+sC4K1bYtDt5En9XPlPPoGFCw3DXd54Q6zj/fcLtcncAFi3bv7gB+Dk4cSgJYbhLpIk4fGbB63HtjZ4T6dO4hycO9VTAcADB7StHspWL0ulJtoKi0Y+jdBoJKzzsOPnO+Ceo1pda6kAOKPxDGY0nsH9uPs0/HEEE6bVIinJ8D3ffae19PyXpHj8qr5SlUnXJlHHTd8DWKAkkZmw68dd7P11L42HNMZvkx/ZGdnsn7kfOVum1y+9aDyoMXa18r+nzEvOAc54zvFUwU+RjYMNWana69yZ1Wc4u+6s6gG8sv0KUR++2C2OLGwt6PKJdhbllfGv5Al+ikqqJUNmaiZRH2g/n2Ohx7h1suT6hZfCX0EaNw7eeUeUy924IWZK8jrTFkI2lWyo1rYamyZv0gPA44uPs3z4cuwb2lO+dnl6TutJu3cEAK4fv14Fvx4/9aDD5A75bkN3smfZMnHCDg83DIF5mgrdHUnUhWh+6aoNd1E8gK3LePLe6qncf5x/OV1maibn1mrTj+7H3WfbNyKMRGOmYdCSQbj/mjvIsFT06iUGI+LixPDwX38Z1pEWQRoLDXV71uXQnEN6AJiwL4EFPRZgUdaCys6VaTm6Jf3+7qcCYOSUSBX8PP/xzNenoRvu8tNPYve3bBE3N88KAGMvnWZ27HxeracNd1E8gH6132PmnrkcvJL/qKssy5xZpf+alSNW6oXADF09FFOLAu3WJSJJkhYBu4EGkiRdlSRpFPAd0EOSpHOAW87jUpWqVIWRJImpt08/1QLgjRsC/M6dE7N5bm7a1zdtKgx7xjRiRJHyAExMtDNnlUkkwHIJDesZzp7oBqYVR3mFlJuYiEIn0Ia7nFl9hiZDm1C+Tnm1BPRJVatrLbzme5FyJ4WUOyl4zvUkq1JVIiJEZYwuAH73HXzwgRjvLEoi9Isu3XAX/03+2Draapu2FxIAlWtOq9dbsevHXUT+XyRx0XF6rylsP7+8ZGppSouRLfTgJuVuCsFuwWRnZtPrl168f/d9KjWpxJIBS1QAHLZmGK5flFDY4lPSlZ1XWDpwKbZVbSlfpzwb39lY7NZwRZES7qKUeo47PQ5JIxHkGlRiAFgKfwXpwgVxR6ro66+L13QsRxozDQNCB9BoUCMVABXwq9GhBsPXD8e8jDmSJNFzWk/aTGjD/hn7Obn0JM4jnA3AT5Zl9vy6hwfxD9RlY8cahrsoHsBDh+DNN4u9+4VWMwtPrOee5s8x/iQkaJevXGbOwQ+W0njvTszkvEdQdL/8fWf35ZPMT1QPoAKAJqYmxW5w+Z/W/fv6LUd++00ueIvlAAAgAElEQVTfA1hESZKEyxcudPmkiwqAV/dcZUGPBVjbWxMYE6jGMesC4K4fdlH1lapGwe/44uMk7NN+Mb77ztDjp3gAk5NFyevTvrBXNWuE44pjLB//DQcPavc3NlZi9cTvqbb6KJU1hmUbimRZZuM7G9n7217avt2WT7M/VT2AKwO1AKgxe7KLbVEky/IwWZYdZVk2k2W5uizLc2RZviPLcndZlp1kWXaTZbl0+rxUpSqKcgNglSpiukwH/O5fvk/aQ+MWj5vHbxaqiiC3Ll4UYSl2dvBK7TuUvXaaqY31y+f2/rGXDRM3cC32Wsm0AzIi3XCX9u+2Z8DCAQTG6HsAn0RJN5LY+rk2TH7rF1tx75zEwoWwa5cWABXw8/UVA4ZFSYR+0XXn7B2DcBfFA1inex1unSoYArKzslnYZyF3zt1RAXCJzxKQoMtnXZA0EmH9wzi79myJ7Xd6UjrBbsHcOnmLoauG0u7tdliVt8I/0l8FwIuRF3Hq7VQo7+Lzkq7Hb8z+Mbx++HXVA7jpPUOvLIgJioTYBKPPFVa5wa/l6JZ6vRRLCgD/Q38qT0G6Hr/Dhw09gMVUbgBcNnSZHvgpkrNkkhK1Q1xHgo5waqW2X4gsy0R/Gs3GdzZyYPYBdflPP4lrUO5wF09PsfzHH4u964VW27YQuaQeN26IjzAhQaSO+vpCx3bmbFleU68EJCYuRr0YyrLM0sFLObf+HO4z3UlzT1M9gAoA7vl1j/EN/69Ld9p31SoxU63rASymcgPgnPZzsKpgpQd+IP7vdAcirsVeY/u3+iPQxxYeY7nvcr0WIe+8A2FhhuEuCgDOnfv0L+w1asDONfUobyfh5ibKm/btEx+nfUWJnWvq6Xku91zdQ0pGivp4y0dbBPi91RaLiRZIkkTnDzurALj29bVP9wBKVapSPTtJkvD+KapSRY2xzEzLJLhbMKEeoQYAeHzxcWY5z+LwvMNF2pyuxy8mBladb0xie2/ky1dUAFTAz6nfy7jPKaF2QEZ0dMFRFfx6/CDK/VQPoIM1Yf3DyHhcvF5kuh6/wOhAAmMCVQ9g765aALS11Qc/zbMbU3sm6jC5AyN3jDQAJDNrM3zX+dJ9avcC12GiMaH12NbERccRv1ObPF3RqSJ7ftkjynYbV2LxgMWcXXuW22duc3nbZaPrOrXiFI9vPy5wm2Y2ZtTtVZehK4dSz107q60AYEOfhjg0frF9mw/iHxiEuygeQLuaduz+aTfr3lyn9577cfeZ7zKf8CHhT27rkDAId1EAUElvfVKVwl9e0gU/xeP3WiD8/qtxAEwr2uC5xkyj5w2q41ZHD/x0PX49fupB6zdbgwxLBizh1MpTKvht/3o7LUa10Js+r15dVP4ZU69eUK1akXa12GrXDjZtEhUx1auLypcOHWD9ev1ksl3xu3ANcmXc+nHIsowkSTQZ1gT3me58WfZLugV1I/5BvAqAbSa2oW7P/2Zj1ydS7nAXT0/o4QbhC40DYPo9beOmQkiSJOr31YbAVGxQkbLVtIG/uT1+fWYIA7nubO2xhcdY4b+Cml1q4h3irb7XxibvyihnZ2FdfBaqWVPcWNnZCctk27aia0ZMjIBDRYlJiXQL6oZXmJcKgA08G9BxSkc2uW+iW3A3oi9FAyIExu17NxoNamS4wVKVqlT/TikeP0tLcWG7ckX1AJpamOL2gxsJ+xL0APD44uMs913OS51eovHgxoXeVFoa9Oih7/GbOxeWnm7K5ZYCAL8t860KfgtSB+I1QFNg/7/iqunwpgxYOEAFP0UKAA4MG2gQYFEY5Q53qeVSS88DqACgrvNmxoz/HvgpyqskU2OuybfqKSs9ixX+K4jbGkczv2b0/qM3N4+LXK8yjmW4c1bcB4zYNoLAmECqOFfh/IbzRIyPINQjlLiYOL31HZ5/WPSY+7Lg1t6SJOH2rZse+CmyKm+Fz0KfAn1zz1vlapSj+7fdDcJdLGwtGLN/DFWaV2H/zP3s+E4MYCvgl/YwTYQr5VPdc/Cfg0ZnWrPSs9jwzgZS7qYwbM0wo+Eu9g3see3gazg0enJ4LoW/vJScLO5IFfDLzoQYD3COEQD48KFovgNw9wCscYJLoYVe/fHFx1kZuJLq7atTz6MeMZ/FqB7A3ODXYXIHev/ZWw8AZzabqYJfv9n9Xti+N+3aieuhor//Noykbl+9Pe91eI+Z+2eqAFh/UH2+LPsl68+t51f3X6lRTtx5m2hM8PjNA4dGDsUqm/lPKy1NDEjohrvEvgGaryE8RESQp6aK5Y8TYEMbOPJRoVevePzK1ylP8xHNubDxguoBzA1+nv940vqN1vSd1RcQADjLeZYKfsPWDsPcxryALT4f1aypPzs+bZo++AFUKVOFGX1mEHkxUgXAam2rsd5lPb/s/YUJbSbgUstFfX3H9ztSr5e4GJZ+b0tVqn+5FPBTPH47duh7ALOzaeTTCJ8wHxUAD/x9QAU/33W+eoO9iq7tv8amdzcZBGtZWMD/ddlNyMenVfDp3l3Mfq262JRsR+2IbmiyJxsjNQQEPDkUxcbCYyOTPZKJCXerNjUKIOVqlKOWS61ibc9EY4KlnaUKfooUALQqb8XPf5pz8KCaoUe/fhgNgflfVtrDNK4duMbC3gs5tfIUsTNiMTHLaZtxXXxY6Q/Tif0zFks7SwK2BODxuwfeId7Y1bJjYZ+FKgAenn+YVSNXUcetDm7fu+W1yf+c2oxvYxRSrcpbMSZ2DE19mxL1QRRrx65VwS8gMgDHlo5G1iaUnZnNgdkHWOKzRA8As9KzCB8azt5f93Jh84V8wb6krE6l8JeXmjWDEye04S4mpvDSYLi6UgDghnUCDu8egCg3MLMFByPJiUak6/Hz3+TP0FVD9TyAN47e4Oyas3rhLpIk6QHgreO3sLa3fqHBD0Sp5++/ixO1iYnoiJGQqyRaCdVQAHDMmjF4L/Zm/bn1vPnKm6w9u5bHGfpXIFmWmRgxkR93PoMa1n+LKlcWtYq64S41BsCDk6CZCnu3iGnfxwkQ6QKpN6Ba30KtWgE/xePnOddTzwOYfDOZA38dMAh3afV6KxUAbxy9gZwtv9DgB6LUc/Ro0StUoxHpegcOGL5uRPMRzPWaqwLgm+ve5Jc9v+DbxJeD1w+SmJRo8J4ZsTMYvXo02fJ/KJmgVKX6X5Isg5eXfrhLbg9gTvSkAoDxu+JZ+9paKjtXzhP8AM5vPM/uabtZ+8ZaPQDcNW0X1+dvIvWg1vZRu7aoSGgr7cX0utZjV2nLYmZPT2fkyCc7zFu3RBVrv376ACjLotzSxQU2bnyybeSWtb01r+541Sg81upaixt9X+Wzr83x9RVFWYsX63sA/4uSZZnEI4bXEhCQd+/iPYPl1vbWBG4JpOxLZVkyYAn3Lt6jy8fa1MqyNcqqHsC9v+3FwtYCyUQi+UYynT/prALgqldXqeDXZGgTUu+nPrXjfJ5KT0rn7DrjvsfEw4nqTKkiE1NRhVbBqQIH/jrAg8sP9MAv7WEaJ5aeMFiXiakJfhv9qNyssgqACvidXnEa99/daR7YvOQP0IieTeTcv1AZjzPY9vU2unzcRVu+0CCnH8+BidwN9aBCv+8g2gPMy0H3GChTq8D13r98nxX+Kww8fgNCBwCwafImRu0exbjT44y2c7Asr63/TrmXwpk1Z3jZK+8QiucpxeOnlHoePy6qEl1cxEVLt/xUAcC0zDR+3/c7ADP7zMTGzIaZsTPxCvNi1dBVWJtZI8syEyImMD12Ou91eO+5HNuLKDlbZuvX22k1ppW2LryqO3RZibytP0lhHbDxCsdk50ABfq4bwCH/5FgQBuTF3osNwl1cvnABYNtX26jevjpjYsdQtlpZg8EIc1v9G53Y6bF0fL9wAyXPWorHr2JFOHZMhMy4uIj7u8hIw/LTEc1HAPDqqlfZzGZea/ka/s388VjogWuQK9GB0TjaigvCjNgZjFs/Ds8GnmRmZ2KueXEB+H9dn/NZkd/zGZ8/k+0UR89qO8XdiiRJ7sBvgAb4R5ZlgwRaSZIGA58j2lEfkWXZt7j7+USSJPj+e1FpoZvqqQBgpUqiS3qOsjO1Az1ylpxvj8/OH3YmMyWT7d8In3TfmX3Z/ctuNr+7mcaDG+M1z4s75+5w9/xdnDycuLl2L+3vbeCi+cuEpg/Ejc20l/ZhGraQ9ADfJxpkc3AQPf0CAgQArlkDVlYC/L7/XgTL9ehR7NXnqbxmNmbMgA8/lPQ8foMHi+d8fcU+RkX9t0JfQGQ9rB61mv5B/Wnm10xdnvYwjVCPUB5de8S40+MMEqTLVCnDiOgR/P3K3zy8+pCYz2KQTCRav9ma2Omx3Dl3B9evXPXWufm9zcRtjcNzricrhq/g8PzDaMw11POox+pRq2n7Vlu6ftoVSSNhWe7FDWspqrZ9vY2dP+zEa56XHnxdP3SdBW4LqFi/IiN3jdT7bp6POM/dc1q714VNF3Bs6aj+vyTEJlC1dVXK1y6vty2r8lb4bfIjpGcIi/otQmOuISs9C/ff3Wk7oe3TP9gc/cf+TEpOl7dfZuf3O1nUb5GecflmxhAiw72oYLEVNrUHU+tCgx+AXU07hiwfYhDuooTADAofRPV21Q3AT/H47fhmBy1GteD9u+9TtXVVlg5cyulVp0vikEtUGzbog1+ZMlDLKpEVIclqCMwjnU4PFzZdIDU9lfP3zqvLjt44il8zP4L6BxF1MQqvMC8eZzzWA7/v3b5/9gf3guruhbvs/mk3813m8+ia9sNNNu3M2tBR2Fqex2Rjc0g6X2jwAxHlPHDJQINwFyUEZtDSQTQPbE65GuUMwE/x+NVyqcWUB1NoMqwJkf8Xyc4fdpbMQZegTp/Wgp/i8atg/ogl029iZyfu885pO49weftlUh+mcvTGUXXZxfsXaVW1FRHDI0h4lIBrkCvXH13XA7+lg5aWgl+pSpUjSZI0wHTAA2gEDJMkqVGu1zgBHwAdZVluDLz9zHdUV50764OfIkkS7aEqid53isevZpea9A/qz62Tt4yGwGjfLuH6lSudP+rMwdkH+VLzpQp+A0IHYGJqQuT7kYR5hbF+wnrV4xdbayCNOUE79lKx1Utc2XGFRX0XPXHap5+fAK3oaAFXb72lBb/p0wsGrcxM48uzs4ue3uzhAZMmGYa7DB4s2iiOHv3fAz+AxoMbU7NrTVYGruRoiLjWqICxL4Ge03rm2TqoTJUydP2sq/q4yydd6P1Hb7yDvYmLjiMuJk7Pm+mzyAeHRg6s8F+hLsvKyGLTpE008GxApymdWNBjAWGeYf8p+0LXz7pSp3sdVr26isNBIohp61dbCe4ejHkZcwaEDlDBLyMlg23fbGP9hPWYWovP3baqLVEfRBHzeYz6/+KzyMcA/BRZlbfCd50Yu8pKz6Jur7rPFPygFP7yVL1e9egf1J+4mDgVAG8ev0mQaxCJCTpNcCwrgVXVIq27ft/6Rss+NGYaGvkYhkLkDnfpN7ufGD3Y6IdjK8cXEgDbtRM9bBXwy0rPYnH/xZx8dy4rQpIZPVr4FQD2/r6X+b3n4zbNjfXn1jOrzyzefkXrAdQFQJupNkyPnc677QX4lbZ60KqiU0X8NvqRdD1JBcDkm8kEuQZx6UAuo2XZos0Wv9TxJT3wUyRJEo0GNsLE1PBUohvuMmztMCzKWuAd7P3CAmC9ejBypH64y6pXV7HFbx5L/rzJyJHa/lfnIs4R7BbM0K+H8sueX5jYZiJzPOepgxStHLUAWPXnqoxbP46+TqXgV6pSGVEb4LwsyxdlWU4HwgCvXK8ZA0yXZfkegCzLN5/xPhZZuuEuvut8cQ5w1vMAFgSAppbaG3rvBd7qOdZrnpcInJi1nzq96rEgdSBmZ0/gzQquW9Tmy/PDafG1N018m5RI2qefHwQFiaCZP/4QM4GFAb81a6BlS7h+XX95drbg4xxrZKFVu7bwXxvzMQ4eDMOHF35d/yaZWZvhu9ZXBcDYmbEqYHT+uDOpDwxLMWVZZvu32zkbcZZ1b2hTKXf9uEsNgfEO9ubSlkvs/WOv+rxVBStajGwBOf8vkkYCWfzbLKAZC/ss5Obxm3T8v47FuvdKvZ/K6tGrSbmbYvDc1T1X2fLxlucClWZWZgxdPVQFwNWjVxPzaQzpSekMXjaY8nUExGWkZBDSK4Toj6NJvZfKyO0j6TOrD4+uPcKmkg1bv9jK1T1X8QnzMXovrygrPYu1Y7Xp33HRcSXabqMwKoW/fNTMr5kKgL/V/o1/2v2DY51r+E6aBzY14eVJcO8w7BwCWcVv/VAYydmyQbiLZTlL/Db6Ub1ddeSs5zsKI8uy3h+tnZ24UJQpI57TmIuZzaTEJE6+O5c3/B4CAvzWTlrLurfWsStjF7P6zOK1Vq9z+s/vqXpJC4DDmw7H1kJrvi1/5PNS8DOiGh1qqAA4vdF0/nz5TzLvXeaNX5aAqS00+QRMLGCLW5ETaosqOVumlmstPY+fiamJCoBPqwdVUaT7nTU1hZ9/FuCnLO87qy8WZS3Y4j+Pd4dfx9RUgF9Y/zC2DtnKKptVTGwzkV/df+X0ohFU2KH1ALZybIVnA63/0mLL76XgV6pSGaoaEK/z+GrOMl3VB+pLkrRTkqQ9OWWiz1zh4XDtmuHyzEz46y/UdM3MtEyiP442CHfRDYE5tfyU4YpytPvn3WSmaqfN1k9Yr5aLWtpZ4r/JnyrOjpzfdJEym1cwQFpBnW61effgMKzKmhH4Y1NMWpdMRLIsi/gDRfHx2tyw/FS+vLY9hQKACvjNmiUmR0sv4YWTAoCOLR1Z/+Z64nfFM3DxQG4eu8nqUas5NPeQ+lpZltny0Ra2fLiFZUOWYWZjxuCVg5l8fTLlapZjYe+FKgAOXjZYr3f04fmHiZgYoXoulftK26q2LB20lBvHbjBkxRCcejsV6zhuHL3B0ZCjBLsF6wHg1T1XCekVwvGw48/NV6gAoFV5Kw7NEZ+nJEmsHr2ax7cfk/YojRD3EK7suIJ5GXNGxIzAsaUjrV9vTY8fe5B8MxmACk4VaODZIM/t5Pb4vX/3fT0P4LNSKfwVoGZ+zejwXgeSbyZj73AZ33fmYWJpJ0o9W06DVr+LEJinCICSJNHt625Gw10sy1kyYusIGg5o+FS2XRjJskz0J9GsH7feYNQm9UEqQS5BnF17VoDJBj+SEpMIcg0ickokG97agNUQK85UPMOsPrN4vfXrSBKMHiVxI1QA4NIT4YxcPZKHaQ8xSa4CssQ6Wy+DEJhSCdXoUAPvBd6kPUjDjJu8/lMYZtL/s3fdYVFcb/cMVZCiIiI2LGDvJWJHRVFRbKggCtg1GjXdGDVoYmzRJBZiEgtFEFGKWABFigUVEQsoIqI0C9IRaVvu98d1ZnfYBZaqX36c59kH5u7MnTu7d2fuufc9582moZ59twGj/akJTD0TwL4L+mLhpYUyuhMlFSXMOjELo34YVW/nVgQPTzyE5xRPCIr5+ajEQjF87Xxxc99NNOvYDI7hjlDXUYebuRuubr+KUzNOQWOQBh71fcQRP4ZhMG8eIIqmBPBaynVsDtsMz1hPKJfqAUI1RHW1wOt3rytoTSMa0YhKoALABIAZAFsA/zIMIyuKB8AwzHKGYaIZhonOzKx9MmQWOTl0tcrMjE8AhUK6OrZypcQARUVdBQ5hDnLNXXrO7olVsavQ31G+sUPk3kgu1HOzYDMXAiptAtOkWRNkWy6EEhGjNx4BBLA9ZwuTnqoID6dRNQsWoNapHlhzFzbU09WVRkaUN4GRh5Ejqfzj5UtJrl+W+H3/PbBjRyP5qw7EQjFPPyooEmDWiVkwtjBGwFJKAFnid33Hdag2VYWSihJ0jXQR9WcU1HXU4RDqwBHAe8fv4azjWcQcjeHqTL+Vjs7mndHVqivv3AVpBQAB+i/qX2PiBwBGo41g42+DzMeZHAFkiZ+mviYcwx2h0VyjxvXXFveO3eOR0s/WfobshGwcHXEUfxj9gdSrqZh8YDK+evkVz9zliZ8k8q5Zp2YV6nrFQjGP+A39YiinAWQJYOLFRLnH1jU+GvljGCaZYZhYhmHuMwwT/aGsBcMwlxmGSfzwV37AbAPibdxb3Dt6D4ySCLO/OIOifFUIhl8GtDqiMKMQl/7tBnH/PygBTDzEHZd0KYk3G1NbMAxToavnp+D2KSoTIfqvaB4BLMkvgcckD6RFpnFJL1kCmJOYgxu7bqDt0Lb43uV7PPviGVYMXsHVN3s2cMqLwRuPnWASLeH6wBUaMd+i1YlX2DXMFTczJBrARvDx/u17hP4YCgCwXHQeTGkG3vfxBfSHQ1giRNAeoHTAKUoA70kMczLjMxG+NbxOwy4+5T4rForxLPgZvKZ7cQRQLBTDz94PcSfjICqjfZYlgCW5JQjbFAZRmQirz6/GvZX3OOIHUDOYkBBKAJvc3oy9N/dC+5UVVPe/wh8DryBXJNEANqIRjeDwEoB0MpV2H8qkkQ4ggBAiIIS8APAUlAzKgBDyDyFkMCFksL5+3SWTbtGCyhhev5YQQJb4nToF7N5NXSdZ6LTTqdDVs2X3lnLLb/15S0bjJ60BvLBaEsI3qRN/leD5lecAJC6gPj61S/VQnvgdOkRDPqU1gIoSwPR0muu3vokfIQQ5xfInNPNL8iEUVyBC/MTBavzexr3FTPeZ6Di2I/wd/PH4zGPM85tHCeCSAOw13IvrO65j0IpBGLRiEBxCHTDi2xFIiUiB51RPjgB2Mu+EoHVB0NTX5JE5S2dLGE8x5jR+nz/+nCfpGLB4QK2vxXiSMUcAd+vtxtFhRznip9NOp+oK6gmv771G+JZwLtxav5c+bu69iYHLBiLnaQ5KcktgMsUEn63+DOo66gD42ss5Z+bA8rAlkoKS4D3bG8JS2b7GKDNoYdxCxtyFJYCdxnWCdtuGyYH4sVf+xhJC+hNCBn/Y3gDgCiHEBMCVD9sNirL3ZXgWRE1HWI2fsroyVj9Zh2TRHhzdsgAnbW5CUCRAUnASbu69idObWkM0MgDougYAJX5e070QdTCKIz3/ZTAMA/Nd5hj+7XCOAJbkUeL3KvoVrL2t0WOmZGXyVbRk2vR9xnu8f/uec0SUxuzZwKw/nZDZzgW48S2UQnchIpzBdxYLOQ2gzRmbhrhEDp/ipAURE8T7xYMQwmn8cl/kwiHMAcqjj8Djt0U4Nj0e7169w+t7rxHtHA3X+RkoHXyOrl6DEj/Xsa6I/isa7zPeN2TzPxr6O/aH1VErPA95Dq/pXigrLOOI3/gd4zFyw0hu38x4/gpCXnIeWmu1lgk9HjQI+M7tFPIGbwSeWOHd0dO4EKCGdTNHchrAcW7jUCL8b1pmN6IRNcAdACYMw3RiGEYNgA2AgHL7+IOu+oFhmJagYaDPG7KRADUwCw6mBHDUKJoKgSV+39aB8XTrfq3Rf1F/jvgBUiYwm0ahnWk7ADRqIWCxHzqN64SvXn6FNkPawHu2NxLOJQCgBLB7LU3As7KAEydkzV1YE5jISCA6uup6hg8HOneWbK9dW38rflvCtmDIv0OQlp/GK88pzsE4t3FYfm55/Zy4HiFNMKxPWaPvgr48DSBLAAE6nlJWU4alsyUs9lqgdf/WnHyJJYCZ8ZlICU9B01ZN4RDGN3G789cdXPqSEr+pf0+F3wI/MEoMdNpTUuY2zg3pt9PltrM6MJ5kzHu+zvOdxxG/d6/f4cLqC7ywZxaJgYmIOhhV4/OWFcqPznt97zVn7rIsehk6m3dG5qNMtOzWElEHJOcreFmAoiw64yH9vbAav8ErBsPysCUSLyTKJYAMw2DC7glyzV00mmvALtAOrfu1rvH1VQcfm/yVx3QArh/+dwUwo6EbcPXnq/CY4oHrO65zxM8hzAGCIgGu7MoCo92JM4Hpad0Tk/6chCd+T3BmfRFEIiWO+Ol108PCSwuhrFrLLKv/T1CeAO5qvgsv77yUIX63999G0LogdJ/ZHY4RjijKLoLrWFcUvCyQW6/jADvgynbg8i5oNGHQ+sPvYmG/hXCbeghrpVYLGxCf1KRFrGcsvGd5I+jLII742V20Q8vuLRG84SHevu7ImcA0M2qGef7z6MTGvBcoLlTniB8AOIY7Qqu1VhVn/O9gwKIBlABefo4d2jvkEr/EwEScmnEKhgMNsTxmOXSNdOFm7obXMfJX8Gb1mwBc/w44fRoQqXEDn5EdRiLQJgBfDVqKJir/HZvsRjSiNiCECAGsARAMIB6ANyHkEcMw2xiGYUWzwQCyGYZ5DCAMwLeEkGz5NdYvhg8HLlygerZr14D16+uG+AFAR7OOmH5suoyBFsMwGPfzOPR36I+HJx7Cz94PncZ2gu05W2i30aYawP6teQSwttDXp+ROnrnLggX0+kePln8sC1bjFxcHjBhBUyOPHStrAlNXmNp1KrKKsmDmasYRwJziHExwn4C4t3Gw7mldPyeuRyQEJHDEj5X3SJvARGyNQNiWMG5/UZkI913u8+rg/CvCkuE2zg2qTVVliB8A5CblcsSPNXeZ5zcPK++vRKs+raCqqYoTE0/wCGDu81ycsTkj18Ao7lQcwp1ko4nSb6Xj1u+3uG1/R38u3DLlagqinaNxauYpHgFkn8P3j9/nonKqg6wnWdhvvB9xXnEy71379RpKC0oxy2MWWvVqBZuzNugwqgOynmQBoKv4dkF2yE7Ihpu5G4qyivDu9TvkJefJmLuwBDArPgvF2bLGNp8KPib5IwAuMQxzl2EYdjrGgBDC3hbeADCQd2B9xfQDwJgtY9BpbCdc2XgF6rrqHPFzG+8GVQ1VLAhegBmuM6Cuow5GmcHQtUM5Ari7xW54TPGAXjc92IfYQ7OlZvUbUJH9FSHV90ZuYDAMg1E/SnRcTVs1RfcZkulHaeJnfcoaRqONeBrA8gTw0SNgkWVbGMYtxo4tb5GXR+2eCwoAlGRhQcbfMH/1T0NdXmX4qA6FFIsAACAASURBVJMWfeb3wcDlAxH1ZxRK35Vi/oX5aNm9JVzHuiI/LR82/jZYELwAWgZaUFZThslkE44A7mu3D3/3/xsAJX4VhSNVisr65SfeZwGg38J+vO2h6ySzcuwDp1XvVlh4eSEMBxjyNIDlCeDbt4D1RCVoXP0Ju394jmbN6GAnORmAqAwjU3/HsqyjgKhx5a8RjWBBCLlICOlKCOlCCNn+oWwLISTgw/+EEPIVIaQnIaQPIcTrY7VVKKQ551hcuFCBCUypsMIQenmrGori7aO3HPFjbfo5E5j+rZGdUHecuHXril09DWWDdXiQNnf5/ntKlKU1gPVBAIe2G4pLCy5xBPBhxkOO+PnN88MUkylVV/KJoe+Cvvj88ecyvg6qmqqwPWeLLhZdELknEoNWDsLGoo0wniTRAEqjhUkL7n81LTVo6smOTyfunYg5Z+bgzl93OOJnMsUEGi00sPzuciyPWQ7NlpoIWhvE9e3Mx5mI94mXcbCNOxUHXztfJIclQyyQjAOkNX5fpn0Ju0A7ngaw97zemHZkGp4FPeMIYPnn8NtHb3F2yVm5kXW3/rjF0zGy0Gmvg5bdWsLXzpdHAKMORSH+TDy6WHRB28+oz5RYJOaIH0BzGhtbGMPmrA1HADX1NPFF4hdyXT0HrxiMVbGrJPmWP0WwLo0N/QLQ9sPfVgAeABgNIK/cPrlV1TNo0CBS1yh7X0Zcx7kSJziR4G+CyS69XWRfu30k+1k2t49YLOYd4znVkzjBiTjBiRS8KqjZicPCCOnbl5C0NH65WEzIxo2E2NkRIhTWrO4GQHFeMTlieoRsU9lG9hvvJ05wIudXnSdisZgIS4Xkn8H/EK+ZXkRYxr+G1BupZIfODhJ7MpYri4sjRF+fEMPWApJwcAQhPq3IGdcUoqJCyHDTMpJ/ejghXk0IeXWp1u0GEE0U77cvAMQAuAtg+YeyPKn3mfL9uPyrPvqsWCQmAcsDiBOciP9if3Kw+0Gyvel2khyRLNmnXJ+N3BvJ9dnUG6k1O3FiIiG9exNy547se+7uhIwcSUh+fs3qbgCIBCJyxvYMcYITOdDtAHFinIjbBDdSVlRGCCHEx86H/D3wb1KUXcQ7LvdFLvnd6HcSujmUK8vIoB+FhoaYXPl1OSEn1Ul04A3SrBkhHTuKyYuTSwjxACFPnWvd7ur02bp6VdRv6cxU44t4oNqvj93mOv8MPtE+m5+WT3KScuS2K+1mmswzqSIIBITMm0evdfduQm7cIERLixATE0JevpTsJywVEjdzN3JhzQWZ+25GXAbZ134fSQxKVOic5cE+T+WhovKPgZ076ef0/fd0CMPi2jVCmjYlZMAAQkSi+jn3rbRbBE7gXheeXqhRPZ/SfVYeQn4IIU5wIudWniNikZiIRWJy++Bt4j7RnTgxTiTmaAwhhJC0W2nkV61fyR6DPeTajmtkq9JW4jLWhZS9L5Nbr0ggIi+jX8p9Ly81T2aM+9jnMdmmso0cHX6UlOSXkFivWLJVeSs5Pvo4KX1Xyu2XHpVOdujsIH92+ZPkp0nGBYmBiWSb6jayt81eUpxXTAgh5O6Ru9z4xAlO5EDXA9xzOMo5ijjBSWY8efP3m8QJTsTb2lvmd0cIIaWFpeT46ONkq9JWEnsyltw+eJs4wYmctDrJ/XZEAhHxmuFFy6efJG7mbsSJcSL3Xe8TQgh5FvyM/NHpD5KVkFXh91KSX0KenH0i972X0S9JZnxmhcfWFor22Y+28kcIefnh71sAfqC5fjIYhjEEgA9/P0ouH3ZGRbOlJm7+dhPF2cVwCHdAiy6SmRNprU/SpSQ8D5HIDy6uvlgzrV+TJnSJwMyMKqQB+kzdtAn49VdAU/OTtcdizV1Yjd+ap2t4GkAlVSUsDFkI61PWMqGw7Ye3x9qkteg1rzecnIBbt4AlS6j1fniECrouPAYxUcYE8RC4/PkYUXeAnSemA6MDAMMJDX2pIwkhA0ETEq9mGIYX+PLhx0fKH1Sfq9UANVCZ+tdUdLPqhvvH7iPrSRbsLtrBaLSRdBu4/zPjM3l59gK/CJSbe6dKqKoC79/ThMfSApATJ6g7gKoq/SI/QUibu4zfMR5rnqzhaQAFxQJMPz4d9lfsodGC70DWrGMzLL+7HGZbzeDiQnU/GzcCSUnA+fMMxn21A0SnJ/pmjYPX/gjkZb3H2j1WwBBnwGTVx7ngRjTifxCEEHhbe8PFzAW5z3N57yUEJOD46OOI2BrBlSUm0hx15SEUAmPG8DV+0hpAaRdQJVUltOrbCncO3kHg2kDQxwJdtXMd6wqxUIxmHeWalVYJhmGgrCZfTlJR+cfAsmU03VN5cxfWBOa33+ovKbuJHt8LqE+rPvVzoo+MpgZNMWjlIFgesgSjxCDpUhIC1wRCTUsNXS27QkNPA+m30+Fu7g5hqRCCIgEGLh3I0wAKigQy9SqpKKHNIPn5q3Xb60LbUBvFOcVIuZoCAOgxqwesT1njZdRL7NTdCR8bH7Qd0lbG7VannQ6MRhvJmLsYTzKGyWQTvHv1jgsHHbhkIHrMlqx2th7YmnsOD1k1BBZ/WFDJ1bwzEAlEuPXHLQR/GYwes3pglucsGT0+AKg1VcP8i/PRYWQH+Nj6IHBNILpZdcOc03OgrKZMxwQL/fDE/wnGbR8HG38b2Jyl+f/8Hf3xwO0BukzsgjVP1kCvq16F38vV7VfhNcML947zV19fRb+Cu7k7ApYEcPeEj4WPQv4YhmnKMIw2+z+AiQDiQEXeDh92cwBw9mO0DwCyE7NR9l4iDk2/KV/kKq3x+zbzW4kG8EOHrBZMTemTJDNTQgBZ4rdsGY2fqOO7ZX4+EFBeWv8BUVFAggLyAUIITs08xTN3Ka8BjNgWgSa6TSrUQGq21EReHuDuDlhYABs2UMeyrl2BPHFXzDkcDnUmD3bNeuHKD+Px0x8DPwbxq/GkBaknBzppvH/7HlkJklCFZ8HP5N5gpDV+q+NXY/7F+Xgb9xbuE9yrTwCNjKj1W4sWEgLIEj8zM+D8eTppUYcQCoGTJ+m8SHmkpgIREbLl8hD8dbCMxo/TAIY8h7+9P5RVldGkmXx9nqaeJghh4OICzJ9PBzWhodQEQqDUAos9QpDw0hgWymYI+2EkjjpnNxK/RjSigcEwDKYengrBewGPACYEJMDb2huGAwwx/BtJrrMffgBmzQL8/Pj1HD9OTU4GD+Zr/FgCWFICvHkjOefE3ybC9CtTjgCyBnJKKkpwCHNAy241CLH/f4QWLYA1a+TPV48cSe+T9QFW46emrIafxvwEHXUdngbwvwTTdaawdLbk3LONJxljwp4JiPeNh4qGCownGcNvoR+EpUIoqypj/oX50GypyTOBqamBSvCXwXCf6I5nwdQgscesHjyy1qR5Exm3W21Dbdies5Xr6mn2sxnaDm2LiK0RiNgWgcTARDzxl6RQyE/O58KlBcUC6PfU5wjgL2q/cMRv9ObRyE/Jr7Ddak3VYGIpmRzoMbsHN2mSGJiIOK84mO8yx6iNVMKkqqnKEcDgL4NRkldS5STL2K1j0WViF5qD8QMBfBX9Cu4T3NGkeZMKyWlDgvkY7JNhmM6gA2eA5u/xJIRsZxhGD4A3gA4AUgDMJYRUmohs8ODBJFoRyykFQQgQE/gGV+ypxm/+xfkIXh+MF2EvYH5oJvrY9YXOh36bdDkJXlZeMho/aW3bHO85MuLtKnHrFmVABR80cPVE/ADgm29oYutjxwBHR0n57dvAxIlAv350MF1VP31+5TlKC0p55i4AJYaReyLR26Y3dDvoVnC0BGlplDNkZQGXLgHdugETJgDpSVlIP9gByvhATqbEAc16Ve9iKwDDMHeJxLylsv2aAlAihLz78P9lANsAjAeQTQjZyTDMBgAtCCHfVVRPXfdZAHh0uxDhjlTjN//CfMR6xiLmnxgM+24ken4xDu3a0S8w60kWXMxcAPA1fryY+pCF1c+1k5JCxW0vXtDtsWPrhfgBgIsLsGgR8N13wM6dkr6Zmkr7TkkJXYHTqOISshKykHQpSa7z1gO3B2jZvSWnAagMhYXU4v3GDcDTkw4c7ewAf98yPD8yHu3UrtMdzQKBNnWTm1rRPluXqKjffqLBCA0O4lH9D4Kx+7izv3WNyoYTH7vPvrn/hmr3m6pi2NfDcPnbyzAcYIgFwQt4EzwFBfTxGx0NeHsDM2fS+SwHB+rwefGinNsaEUPwwh+qnWbyfhCEEFxa749b+x8CALRaa8Eh/L9P/D4WpM1dWI3f7fTbmHhiIlpqtkS4Qzja67avuqIP+Nh9tqaI/C0Sl7+9jA6jOiA/JR9FWUWwC7KD0Sgj3n4p11LQfnh7KCkrPrYUC8VglBgU5xbD3dwdmfGZsDlrg5K8EvjO9+Vy3LUZ3Ab2V+y5tAhV4dyKc4j5JwZtBrfhOcIb9DNAxoMMAJTczvObh4htEbix6wZmuM1A2KYw5CXnAQCW3VkGjykeaN6pOZbcWiKXYEUdikLgmkB0Gt8JgiIBXt5+iVkes9DbpjcA4OWdl2g7RPa5LygSIPd5Llr1bgVhiZBLCSENIiYQCURQUVeBsEQIrxleSLqUhCGfD0GsRyyaNG8ChzAHNDOq2aq/IlC0z36UlT9CyHNCSL8Pr15EIvDOJoSMJ4SYEELMqyJ+9YFtq9/g9FQ3EGVVOIQ7wKCPAWzP2aLtyE64/LkfVgx7yD3gNFtqov3w9jLmLqwJjE47HTDKNRgZDR1KpxdZbNpUb/ERP/8MjB9PsHgxHVQDEuKnr09w4gRRaHDXeXxnGeIH0BnQEd+NUIj4AUD79nTFr2VLuhDavDklfk+czaGsTIDBBwENQyB0HJD3SPELrRsYALjOMMwDAFEALhBCggDsBDCBYZhEAOYfthsMXkcKcdjUFdkv8mF30Q4dx3TE1L+mov+Sgbi5+zrW9g5FYSHttOq66mjZvaWMuQtrAqPTXgeqGqrVb4SREY3VZeHkVC/ED6CDsJUrCHbvpivEhEiIX04O4OcjrpL4AUDLbi3lEj8A6GffTyHiBwBaWnRAOGIEYGMDqKlR4hf/jzUlfv22A80HAFdnAK+CqnGljWhEI+oKrfu3hv0VexSkFSB4fTCa6DaRIX4AoKNDV/IGDwbmzgWsrek9Z8yYCogfAKScguqt2cCDH3gMmCl5iwFdd3PbBn0NKg0Xa0TtsCFkg4y5i7QJzMoLKz9yCxsGw78ZjmFfD0PqtVTkp+bD9rytDPEDAKNRRgoTP7FIDLFIDB9bH5xbfg4azTWwMGQh9Hvow9PSEz62PiBiAi1DLUw7Mg1v7r+RMYGpDFMOTkGP2T14xA8AMh5kwGSKCab8NYUzgRn+7XAYjTaC30I/jvgBwLERx6CkooQZbjMqJX7drLrB7qIdFl5eiA4jO/BMYOQRP4CuALbq3QpPLzzFwW4HeYYwACV+F1ZfwKkZp5AckYyzi8/C+pQ1NFpo4M6hOyjJK4FDmAMeuD3AHec7Cn0m9YlPLdXDR8dnrVIgVlKFc5EDknKoxi+/SBWHcmyRotQJI/SegJV0GQ4whP0V+a6eQ9cOxeT9k6u/tMtq/EJDgb596chy3DiJBrCO8fTMA0zPPoaxY0RYvBj4/HMJ8fum50U82hvU4LHJ7dsD/v70fz2tLMT8Zg5dJoFq/LquBsaHA4xygxPAT3XSomeLN9BVLoSLwA5RGfQGXyZgcOTNVERjIAbpPIMaQ+P6tQ21K3T1NJlsAht/G7kzWlXixAlg82agSxfAwACwslIsCVQNkBaZih5XDmKRbTF276Yhlyzx2znnLp79fFJugtX6hJaWJHxaVbkMIT9Zo0uTc1Tj12sjMC4E0O3ZSAAb0YiPiPxUSTiYqExUYZg7SwCFQposXSyuIpDByIaGdD/eJSGAxRl4e2w6XDeOglYrNXSd2pVqsqQ0gFVBJBDh4pqLyE6UdfDMS87D+VXnG/xe9yljz4Q9uLTgkoyr59B2Q3HF/gqOTDvykVrWsHj3+h2enn/KbUf/FQ2xsObO28W5xTg67ChiPWOh110P947e4wigyVQTEBHhnA5mHJ+BgUsGchpAj8keCqVmUFZVxuyTs9GiawteeQuTFpjrOxdDVg7BtCPToN9LH02aNUGXSV24cw7/bjjUtNQgKhNBv5c+mneWTbX86u4rGY2ftAbQb6GfjCZYHpp3ag5hqRAuZi4cAWSJ393Dd2HQzwDZCdmIOxmHk1NP8nILBq0PQviWcLyKfvW/qfn7lDHZaSiW3VsFZf0WmDABCAyk3OtJkipsztpiVcjs+ovVlTZ3WbYMuHcPuHyZrwGsY2gZaCHv8WvMyDkOHW2Cv/6iYS/f9LyIjHPR0G2vq9D1nnh4As53nGXKhWIh1lxcg4cZDxVuU14esHgx/X/j9F/RTCkB8a2kzF10ukoI4N0vFK73v4q+s4yxPnkd2gwzgq0t4OFBZ6vPX2Aw5dBUfBPnCLWmalVXVFNIa/wePqRLx9IawDqGRnMNlL0rRc9QZ0w0K4OXF4023TnnLjKOnIdWay2F8mtGpkXi20vfyr0J77i2A+efnle4TQIBsPxDwpoFI09gdJdziGakzF3UW0gIYNSyxlQPjWhEA4PV+LX9rC0cwh2gpKIk1wSGRXktfHBwJZUzDDD4kIQA3l78gfiNhpJGczhcXQabABueBlCRwV9BWgEenXoE17GuPAKYl5wH17GueHTqEfJe5FVSw/8WdJvoYkzHMXLfG9xmMAy1q8hP8f8E5T0ppJF0OYmmzkovgONVR0zYMwGPTz+Gz3yfGhNAFXUVqGmpwd/BH3pd9TBq0yjcO3oPJ61OInJPJG9f8oGRsSYwJpYmChsR3d5/GzlP+XPnOYk5uLGLmtMNXDIQE3+biOjD0biy4Qq6WXWDpr4mIndHoqywDCN/GIkXIS/oKmS531ebQW1g7W3NET8WLAGcc3qOXNJYHvo99eEQSq1JXMxckPk4E/6O/rh7+C5GfD8C43eMx6DlgzBiwwikXk8FwzBY+XAlmndpjgT/BLQf0R7T/p320TV/jeRPDkz6NEFYGJ3tmzIFiI2l7l8WU1Xr103r779lzV2kTWAmTqSjzDpEl4ldYBtgi7h4JRS+k9wYgs4JMGHPBJ4QviIQQuAb74vVF1fjUNQhrlwoFsLB3wGH7hxC2IswhdqTl0c1fg8e0IfvnO07YHvsKkxnTMDt21I76nQFxkcAw09yRYIiAR64PZBbb8bDDKTeSFWoDf8f0bJdEwQGAgMH0gS8588Df/0FrPqcUTjmvkaIiJA1dylvAsO6INQR2JtvrkgLd65JZu5PHClBP8f+sDpixQngK0Pws2D8dvM3rLm4hveg+DniZ2wM3YizTxTzmxIIqMbv9GnqYLf/3CJ87n8dQxeswqlTUjuyBHBsMKBMQ82ImCDmaIzch3JhRiHifeMVakMjGtGIiiFt7rIgeAE6jukI+yv2MiYwLFiNH5uQ3NSUhoCWN4HhgSWA7WdDmOAOz5+GUeIXsQwtu7WUMYGJ+Vc2F1l5NO/cHA5hDhCVijgCyBK/kvwS2IfY1yw3ayP+36LsfRlczVzhOcVThgBG/haJExNPIC85D3aBVOM3/JvhtSaAbFL5jmYdOQLY174vEi8kQlQqAhjA2tsarfu3htd0L54JDGucUhVu7ruJy99chuFAPkFvM7gNwn8Kx9VfrnJl7UzbYcCSATDbasZzK9XvRU1gTKaYyCVXveb0kjuGV2uqxstJXRXYMQgREzj3csZD94fQ66YHs21mYBgGr6Jf4e7hu1DVUoWwRIjDfQ8jNykX2m20kXYjrcJxakPiP0X+njyRX15WRg0gqoOmTfkyO13FJGu1g60tsGuXrLkLSwB37KDW+XWMLN0u8FR1gC7Jxxc4gM5IQgAzHU9bVk38AKrr87L2glU3K6wJXINDUYc44ucZ64kd43dgnem6KuspKJAQPx8fYNo0oL2ROg54DEHLlpT73pEOldYxATQMuM07f92Bv4M/wp3CefVmPMyA23g3nFt6DmLRp5V0/MkT+SYJhFTcnyuCmho/LEmvIaQlI0YA27fLxkSxBHDnTpopuI5RrKWPE02WolisjqX4F4NxBzcwApH6Vgo7kDiZOeHb4d/COdqZI4A/R/yMLeFbYN/PHoenHq6yDrGYT/y+/hrQ0maw+9gIjBhBQ1JPn5Y6QL0FXf37gKTLSTi39Bx8F/jyHsqFGYVwHesKf0d/FGUVKfy5NKIRjeCDEIKoA1Ey5i6sBlDwXoDHZx5z+7PEb8wYeltr3ZqvAayUAJa8BfIfQUVVBKvlZ+FwuAAtpTR+LAG0OmqFfg79FGp/q96tOAJ4sOtB/NnpT474lR8oN+K/D1VNVRj0N0Dq9VQeAYw5EoPL314Go8Rg+rHpPI0fSwBznuXwwhCre16OANr746GbJJpLv5c+es7uyWkApQmgotBpp4M2Q9rgdcxrmEwxwQ/vfuA0gG0+awOd9hKHUMMBhjD90hTuE92hrqOO5THLuXZpttTEgMUDanSN0rjjfAfvXr+TKS8rLEPkb5HQ66oH/Z4S5/bshGz4LfCDSCBC+u10KKkqQfBewCObq+JWoYtFFzy//Pyjh31+mgm4aoDAQMDSEjh0CFgl5aZeVgbMm0ed+BISqIFIVcjKoqGepaXA0aPAL79QUnL5MjBkSP1dA3R1qYWhFMrK6KAepqYyu3Pv1QKsuYuBoRLmZHmhSX4ObOGFm2M2YPFi2mmlXUArgpqyGk7POY05p+dgTeAarAlcAwDYMX4HNozcoFBbNDWB3r2BLVso8WPBmsAsXw60kZ96BgBgut4UmXGZXM4mMyczjvgpqyvDJsCmWq5W9Y3ERLpSt2QJsH+/hLMQQnPG7dtHyW7fvlXXVVpKQz0jIoA9e6hm0taWvjdnTv1dA1RUqDe6FIRCei3KRkbASr7Avi76LGvukv9OGT+ND0dpyCu0xSv0tumNPXs0wDB8F9CKwDAMdpnvAgDsidwD52gatmzfzx7HrI5BWanqVX4lJfr9DB1KiR8L1gTGzg7o3Lni440tjGG+yxwh34cAAGadmIWi7CK4jnVFfko+Z83diEY3TRaNn0P1wDAM5vnNg1gkRhNdvrlL6/6tsSp2FbQMtbiyhAQJ8WPns1gNoIUF8KyiMW1xBnBlLPA+FRgfjs4mp4DEncADAvSTJLtjGKbag9NWvVthust0nJxKI10s/7JsJH7/oxAWC1GSQ2UDLAHsPqs7gtcHQ01bDYISAbRaa8kcN/yb4fjsi8+gol7zYb+qpipG/jASyWHJtIABOo3thBehL3Bu+TlM+2caFoYshLu5OxICEmBsYaxw3cW5xXh15xVMpphgru9cqKirYPbJ2fCx9UG8TzyKbSRRPmy+TOm0KbbnbXFy6kn421PDiL52CgycKkB+aj4uf3cZUQeiYB9qD21DbQCU+HlM8UDqjVSkRaYhJSIF3ay6If1WOgTFAjw+TSeRuk7riqKsIuh20OWlnfC394f1KWuoNVVrDPusK4wbR8nf55/TcDdAQvz8/akXRXWIH5vodfFiSQTbhAnlVp7qGYWF9CG0fbvse3fuACYmNBdfbRAVJTF3aZKfic4TOqOJOsGMnOMYO0aE0NDK7buloaasBq/ZXtx2e532ChM/gPKI48f5xI+rqz0l+G0rMWBUUlbCtCPT0N+xPyK2RsB7tjdH/BzCHKBn8mm5rBkb0/568CCwdi39nFnit3Mn7Xu9e1ddD0v82FDPb76hn5WpKSWAvJWneoZYTGfNHRwAUTmNd1oa0KcP+KGQNUB8PM0rv3POXZSGXEc703Zoqq+JXmHOWGRbjGvXaLoHRSBNAFkctTqqEPFjsWkTn/ix0NICzp4FBg2q/PgR342A+S5zPDr1CO4T3OEy2oUjfh3NOircjkY0ohHyoaalJkP8WGi30eYNxLZto0nIy5u76OjQyTXpHH8cOOKXAowNBAzG8DWA5VxAq4u85DwErgnkti99fUmuCUwj/vtQ1VSFXZAd50adcjUFweuDodpUFcJSIeafm49O4zrJPbY2xA+gZPPUzFNglBlOWtHPsR+nAWRNYBzCHTDlwJQqauNDWVUZXad25YgfWzb75Gz0tO7JJWEve1+G5yHPZfJlEhGhrqajjfDY+3GtVtZ0O+jCLtAO+Wn5cBvnhnev3/GIX+fxnfHE7wlGfD8C8/znwSHMAaqaqlDTVsPj04/hb+8PnXY6yE/JR3/H/tgs3AzLvyzx9PxT+C3w+yQi0P4z5E9dHThzBpg6lQ6o9++XEL/9+4EvFPQF+f13CfEzN6dl0hKmr76q1T28WmjShGrgNm3iE8A7d2jbsrMB5VpKEFevEsOpvz8yzkVjwp4JWHhpIWwDbJGf8AYzc47j0G9FCufxEoqFWHpuKbedVpDG0wA2BFgCaDjIEPG+8SjKKvokiR9AJ4L37KHEgSWAP/xAid/KlXQVW5EMH76+EuLHLrRpa0sI4Lp1lCw1BJSUgHfvqOmMNAFk8ze+eFF72aqFBeCy5CoyjpxH/0X9sfjGYjiGOwIg6BnqDC/nLIVSPbD45eovvO11gesaPCRjxHcjYPqVKZLDk5H9NBs2ATaNxK8RjahniMpECFgWgLdxb7kyhqHRCTlJOfB39OdpiiqMWsh7CJS8ocSv1WgAQOF7BqIBHwjgqyBAJAnfzq84B7Vs1VIav+V3l2NV7CqeBrBOUNH97iOHpjVCPproNoFdkB2adZTkixMUCTDHe061Vtuqg9TrqfCY7AGxQAw1LTUsurqIpwFkCeDNfTfRRLeJQrp7aQxYPAA2ATYyBFVZVRnW3tb4bPVn8Hf0h+cUTwxcMhCfx33OEb/81Hwc7n8Yd5zvwPa8Lay9rWu9smY0yogjgEc+O4K/B/6NtMg09Hfsj+eXn3PmLgzDcBpA6WsuSCtAX/u+mHZkGpSUlTB45WCOAPrYyBrS3H7J/AAAIABJREFUNDT+M+QPkBBACws64K0u8QOArVuBmzclxI+FkRENPfTxqWZS46wswNVV/nvh4cDduxUeWlREHzZKShICyBK/4mIaXldUSzlQ6KZQJPk85Jm7sCYweQlv4GtzWqFOWl7jV7qplKcBbEhkPsrkCfhjPWIb9PzVQXkCuGsXsGKF4sQPoKt70dEyEZYcAQwLoxpWhVFaShsgljM7lZgoa4MnBUIk7WYJYEoKJX6pqZT4CWvpTP7wxENE7QhD/0UScxeJAxeBj5U7BMWKMUxpjZ9ws1BGA9hQKMwoxLNASTxZzL/yTWAa0YhG1B0K3xTi2cVncB3nyiOAOUk5cB3riqfnnvLSQ1QIwwmA1QuO+JWW0kihRYs/EMAJVwEVehOOiqIZcdh0RpUh62kWnHs5ozinmNP4sRpAQZEAh/se5hJg1xiHDgGLFsmGapSWArNm1T5UoxH1gsenH8sYFd3ad6tCF1BFIBaJ5R7/7tU7nJh0AtpttDH75Gw4hDqg/Yj2PBOYLhZdMO3faRi0oopQl0pQEWFjy7tO60pDXS09OS1dfmo+XMxcUJxTjI5mHaHWVK3WK5wsjEYZYc7pOShIL0BOYg4s9lnA8pAlrI5ZccSPxZsHb1CaX4pWfVth8Gqap1tQJOCS3hMxoQTwsCV62/ZuDPusazAMf9CsUs0+oKIC9O8v/70OHYBWrarZoH37qGhu3z5+eXg4tRL98ssKZ9d0dGi6v969JQTws88o8VNSAi5cAEZVYqRECDVPkYfcXDoYN11vCqujVjKuniwBnLB7QpWdlBACR39HjvhtGLmB0wCyBPCfu/9UWkddgdX4qWqqYvWT1VwIaHkTmE8N0v1URaWaEwyoOLRQWxvo1q2ajfHxAdasoSJLaQKYmEhZ3KpVFc46MAzg7U3T/AGUAHbsSAmgUEgNbavSkFbUZwUC4PFjoMfsHrD4w0LG1ZMlgJP3T1YoUf3O6zs54sdq/HaZ7+II4Pqg9VXWURdgzV3yU/LhEObAhYCWN4FpRCMaUTu8e/0O913uc9u6HXThEOYAZVVlHBt5DI9OP+KIn+C9APah1XDTVJO4wqmr08e7u/sHAqhEzSqioqjGXkeH6r2rAvvsFYvFvFAxsUjMDSprPYrLzaUT1IsXSwggqyXw96fhR7UAIQSPvB/JDXUryStBYmBirer/X0TMkRicW3YOatpSS9EESLmeIuMCGncqjmdoVBkClgTAY7KHjCkMEROoNlVFD+se6DGrB6c3ZU1gJuyZgPbD2mPg0oFQ164/d/He83pjlucsjgBmxmdyxG/h5YUVJmivDtIi07j/ywrLcH3HdW771u+3UJxbjAGLBvDGxbEnY+Fr5wudDjpo3a81puyfgol7JyL+TDx87XxRlF0EFzMXPD7zGINXDEavub1q3c7a4j9F/liNX2AgXU1hQ0BZDeBHwbZt1HHj668lBJAlfp0706XKSkb6enqUAEqbRojFlPiNH1/5qZ2dqUOZjw+/PDeXrh5aWABNWmpVKD5vO7oLWg+U77BSLJUbl2EYjOowCjvH7+Rp/FgCuLDvQvRvXQGjrkNIm7uwseDSGsBPkQCyGj92xe+rr+hELKsB/CiwtaWuO0ePSgggS/wEAup8UGG2Y7paffo0nflmIRLR3yGbC68ihIXRyZdff+WXCwSAjQ0wbBiQ+04VputM5YaV6HXXR8dJ8i2bpfssAAxpMwTLBy7nmbuwGsANIzZgeHvF3G5rA2nix2r8pDWAjQSwEY2oO0T+Fomzi87i1p+3uDK9rnow22qG0vxSnJl7BgeMD3DEr3W/ck7Fb68BZXJWAgkBXl7g3bQ3b6aPf3d3urB26xYlfi1a0CFAhw5Vt1fPRA+r41ejqX5TuI9zwUv/O3jz4A3cxrtBXVsdq+JWwaB3K8DTs+bx9Js20Ya6uVECWFzMF5GvWFGzej8gOSwZZ+adQcDiAB4BLMkrgYuZC07NOIXCjEKZ455eeMpbjW0ERdn7MkRsjYCathqEpULYBdlh3PZx9E0xDc9ko0jiTsXBd74vog9HKxTJYjzZGGmRafCYIiGABekFcB3rCmGxEN2myc4kq2qqYvjXwxvMTI8lgClXU+Dc0xkFaQV1RvwSAhJwbMQxXN1+ldP4pUWmYYbrDLQe0Bp5yXlwGePCcwEtLShF0NogGI02Ql+7vnjo/hABSwNgut4UE/dOxOPTj3Fs+DGk30wHo/xxV/uk8Z9x+5Q2d2FDPb/4gt7DPv+c7iPtAtpgUFGhN2aAEsDwcCAkhLK50FCFlhKfPwcypCI7RCL6IKmK/Nnb01Pb2ABeXsDs2RLiFxdHP6uKVkYFAmq8YmQE/PMPfzX10SNKHJ2dJSs8KwbLf0CoKavBbaZblddYF8h5lgPVpqpYeHkhp/FjNYAA8DrmNcQi8Sfj+Clt7sJq/BiGvvbupftIu4A2GBgGcHKi/2/bRolfYiJdumOXoqtARoasK9716zSFZWU61dGjaZ7CH3+k2xs3Soifry/w55+V/2TWraN9+/x5fqhrZiY1crK3lxg2jO88HuM7y/6IGIbBDvMdVV5jXeDdy3cozS+VMXcZ8d0IAECsZyxK35VCo3k1RIyNaEQj5MJ8pznyk/MRvJ5mbDddZ4pnQc9wcc1FNO/SHLlJNIxu0v5JssSvNAcItwR0ewBjL0lW+ggBYr4CEv4AxpwH2lrS3d+V4seNqgCUsGULJYGsfKSVTgkA+QY05aHbQReOwbZw6bELR2ZeBEBt8R3CHdCic3Ng0yZk/HoUBu/f0xusFMRCMbKfZvMs6eVi82b6d8sWSgIBvoi8Fug0rhPG/jwWYZtprl+rY1Yoe1cG94nueBv7FkRM8MT/CQavGMwdw+ZlNLYwhu0521q34b8GNW01FL4thG2ALYwtjGFsYYzSglLc2HWDrtJpqnLEr8PIDrDxt1EozLD3PPps97XzhccUD0z7dxpOTj2JwoxCLLy0EO1M29X3pSmE9sPac/8rqSpBv0cV/bscRAIRlFVlByImliboPb83wjaFIebfGBSkF2D6sem4f/w+Mh5kYPTm0bi57ybcxrlxLqDqOupwCHdAs47NoNZUDcpqypzjvMU+C9w/fh9ZT7Jg7W2NHjN71O7C6xCfxii4DhASIqvxkzaB2bKFEp+PApYA6utTJ5niYoWJH6vxk3YvlNYAVgZtbepa9tlndPB89Cif+E2eXHmThw3jL/4AlPiNG0e3qx1OWAGKc4vhNd1Lrng99UYqfO18ISoTyTmSjx6zemDNkzUy5i4sAZx7Zu4nQ/wASo7++INv7iKtAfz7byD2Y8kVWQJoawtcvUozHYeEKET8WHOXtDR+eXkTGHlQVgZcXCQEcNs2PvFbu7bycw8bRps7darE5IYlfklJioVaKQKRQAR/B38khyfLvJeXnIeTVicVys9nONAQa5PWyjV3GfHdCCy9tbSR+DWiEXUEZVVlzPaajR6zeiB4fTA8JnvAa4YXWnRpAWGxRIwc/GWw7KqTegtguDuQew8Im0hXAKWJX7d1QBvqcCgsFcLd3B3+9v6YaC5Z7erYESBp6fiz85+I94tXuN26Jq0wea/EiGDCt/044pfy6wkcxkpEvDbhHSMWiuFr54sjpkfk5iuTQbk0U+WJZG0wetNojP15LB64PYD3LG+4mbvhzf03mHNmDkwsTXBh5QVE/x0NQEL8DAcYYqb7zDprw38Fqpqq6DW3F0f8WJjvNMeI7+mkobe1N3xsfdBhZAfMvzAfalqK51fqPa83ZnnMQuq1VBzqfgi5z3M/KeLHavzUddUx7OthEJWK4GnpWWn+QmkPAEGRAO4T3HFtxzUQMYGwRPK7fxv3Fuk309FpfCfkp+Sjm1U33D9+HylXUzDTfSbGbhsLu0A7MMoM77hWvVpBrSn9jM2czDDmpzG4f/w+djXfhczHmZ8c8QP+Q+RvyhQ6UC5v7sISwBs3FEv1UG+4fp1v8XXiRJWH5OcDkyZJNH4hIdQ/RloDWJVonCWAJibA0qVATAw9plkzGr0nD3//TVdutm6lE4IsAYyLo4NoZWUanldX5K/wdSHSItNk3MtSb6TCY5IHXt55ieLc4kpqkEClifylTCVlJV6yzU8BJibUqKW8uQtLAGNiFMvxV2949ox6m7PYv1++CYwUCAGmT6d6UlbjV1rK1wDuqGJRjSWA8+YBP/0kIX7Tp9NUIPLg50e1gvPn0xl2lgAmJ0uI37lzVa+WK4rSglK8in4FT0tPHgHMS86Di5kLUq+n4t0rBQZcqLjPVvVeIxrRiOqDJYCqmqp4FvQMolIRSvJKICwRYsX9FViTsAbKqspwHeeK+5fKEcB204GRpyUE8PYSCfEb+DsXpqGiroJu07sh1jMWv4/xR+eOYixbBiRFpOPo2BPQaKGBNoMrSVpbDm8evIH/z5KZwPPrQ/By0hLg11/Rftlk9FvYD+E/RSDiZ3q/ZonfI+9HGLNlDJenrEKwGj9Akk9JWgNYBxi9aTSGfTMMCQEJeH33NeacnoMeM3tgrs9cjgB6TvXkiN+Q1UNQkF4gU49YJEbk3kieC+v/EhiGgZmTmVxXT/Od5mjZvSWdyCCA7TnbahE/Fh1GSGKSGWUGrXpX1+yCjzf33+DskrMQCWh/ImKCS99ewtu4t7h94DZijsRw+xa+KcT5leflfr/S5i4LLy/ExN8m8jSA8ghgwrkEHDA+wE3mKKsrQ6etDkI3huKI6RGcnHYSojIRDace5waxUIwpzlPQfWZ3PPF7guTwZMx0n4k+8/sAoCYwKx+sRPNOFROKYV8N4/5X11VH9+nypSgfE/8Z8gdUvCihrg507dqwbeGB1fiZmAAvX8pqACsAw9BcYay5y/jxEg1g7950dU67ins6QAfh0vfw9++BDRvoYLo8Ady+na5EHTxIzy9NAPv0oWV1SfwAatRhf8WeZ1/NEj8tQy04hjtCy0A2aWlluJ1+W26Mu0AkQMzrGDlHfBz06iXf1ZNhFMvxV2+Q1vjFxspqACuBpqaE+C1fLtEAsgRQV7fSwwHQU5SWSrYLCykhXryY9k1p+PjQn9SWLXSbJYDh4UCnTnTSoi6JHwBo6mnCPtQezTo24wggS/xKC0phH2IPg74G1arz3ut7KBPJPrwIIbidfruumv5JgHgw1X598rCrwasGYBKr/2oEHy+uvODN3Be8LcHCK1Tjp9dVDw5hDigqVYanhStuBJSLSGEJYHYU8Pw40NmRR/xYqJuPwnX1ceghiIVTP39sckjFUvUTyBdo4l4/B2i1UeBGCHAaP1UNVXzx7Ausv2AODVIE90sGeDl0FpQOO8Pq+HT0s++H8C3hCHcK54iftIt3hSifKDY9na8BrCEBJITwVk9L8kqQEpHCbcd6xEIsEkNFXQVzfeYCABIvJEIsEGOe/zyEbQ6D61i+C6tYJEbA4gBc/uYy4n0VXzmtDRiGmcQwTALDMM8YhpFJXMwwjDrDMKc+vH+bYZiOH8onMAxzl2GY2A9/x9V3W+NOxSH7qaS/Bq0PkhgDKQhW46emrQbTL01BxISnAawJ0m+n4/6x+zgz7wxEAhEK3xQizjMOR4YdQdDaIDwLegZCCArfFMJ1nCsenniIrCdZMvX4O/jLmLtIm8CEbgqVOYZNB8E6+iopK2G6y3Q079Icr+68gkgowtvHb+E2zg2qTVXhEOYAnbY6vMid3Bf8sMHKIshKC0pxwuIElFSUYNDXACW5JQhYGlDt76G+8Z8ifxWBEDp4lIfCwno21pA2dwkNBdq0oSGgChBAbW1g7lxZcxeWAM6dSwlZZWA1fsnJ1LF5+HAaybdoEdCjB58Abt9OVxMXLKCkD6DPs3nzJPV17Uo5bF3DoK8BRwAPdj2I4yOPc8RPu40CDFcKN1JvwPSoKb4P+Z5HAAUiAeadmYeRx0biZcHLur6EOse7ChaOBALFk5jXCNLEj51pcHJSiAAyDO0/LPFjwRLAxYvpSlxlYDV+/v7058GGgBoY0P76xRcSAujjQ/vn0KGU8LGQNpsBaL7DuoaWgRZHAF3HuuLPTn9yxI91Q1MUr9+9xsjjI2Htbc0jgIQQ/Bj6I0yPmiIiOaKSGhrRiEYogmdBz+A1wwsG/QywNnkdRFq6YIQCHPw6mRsL/OOjhwMFDhAZdcZAs3LPH0KAjHDJdv5jQMBfoWL5VFKbURj47Tg8PxuL4yOPo5mhBvS+doCLry6OHKm6rTlJORzxYzV+ujcuwhEu0EAx3KO6IfPKAygpK8HqmBX6zO+DiK0RihM/gA4GyieKZd1q3NzoOEXq0ivKUVhYyOeJkXsi8c/gf/As6BlK8krgPtEdb+6/wcwTM9HUoCken36Ms4vOQiwSIyk4iVdXQkACFl5eCGU1ZY4AssTvgdsDmG01Q98FDRYWcwjAZAA9AdgyDNOz3PtLAOQSQowB/A5g14fyLADTCCF9ADgAcEc9Qlrj98O7H7jQw+oQD5b4sRo/i30WmOUxS8YEproYvGIwJu2fhCd+T3Bm3hlo6mui/+L+EBQKoKymjFE/jsL7jPdwHeeK/NR82F20k/sMtTpqBfsQexlzl97zemP+xfkYu22szDHsZA67mp8Rm4GLqy8iNykX+r30kRKegn8G/MMRP63WWjg59STSbqRhhtsM9F3QF2GbwnB1+9Uqr5Mlfq+iX8Ha2xorH6ys0ffQEPifIH8//giMGEFDJqWRm0vHuFL3trpHaipgbMzX+LEawDlzgKdPK2SfbPifvBULPT0aQleZbLC8ucvcuRIN4LJl1ByDJYBjxkiIn4uLxJSD1fgZGtLjr11TaPGnRjDoa4CxP0t+vFZHrKpN/ABgePvhWD1kNfZE7uEIIEv8/J74YZf5LrTVqb0zVH3ixAm6uhpfbnJTIKDkfcaMOo3I4SMjgy6XS5u7sBrALVvoTEJZxQ+BlSvlu3qqqVHu2KsSl+Py5i5ffinRAG7ZQlNasARw7FgJ8QsMpPbpgETjp6EBLFlCV1alNYB1CS0DLVgds+K2R28eXW3iBwCG2obYM2EPzj09xxFAlvjtuL4DKwatwCijSvK6NKIRjagSLPHT76kP+xB7NDdqhi3ZX6CkUw+ohQZjk/kt7NhBjaYs5uthd9JsaOhI2+mX0/iN9udrAD9AXZ1OdoWHAwNmdeLKdTvoYtMubfj6Us61di0NUS+PN2/ofV6k1Qx9F/Tlmbvg11+hu8IGjuet0VftCVosmQW8eAEQ8LTxiuY6xZo11NWtvLnL5s3UeWzpUq7ol1+og/jLcnOnBQV0wk36vj9gyQDo99CH1wwv/Dv0X7y5/wbTj0/HjV03UJpfin6O/fDQ/SHcJ7jj1OxTaPtZW3yT8Q0XAvoi7AUdtKspw2WMC458doQjfmO2jFHs2mqPpgCeEUKeE0LKAHgBmF5un+kA2GTOZwCMZxiGIYTcI4S8+lD+CIAGwzD1kgfhkfcjjvixGj9p7VnA0gCF3D79Hf1lzF1YDWBaZBpCfgipcRuHfjGUI4C/qP2Ca79cQ+cJnaGhp4F/Bv6DvYZ7OeJnNNpIbh3NOzevMFza2MIY6jryP16WACopK+Fw38OI+TcGo34chRmuM7h9ulh04Ygfq/Hrt7AfprtMV4gAEkLgbe3NET9W4yf9PYRull2Z/GgghPy/fg0aNIhUhcuXCWnShJC+fQnJzKRlOTmEDBpEiJoaIRcuVFlF7VBWJr9cICBEJKrz08V6xRL/xf7E2VlE1NQIuXiRlouEIuK/yJ/cOv6IDB9OSO/ehLx5Qwh9ohHSqhUhQqGknrg4WmZoSMiTJ4SIxYRs3kz3XbKk7puecj2F/Kr1K3GCE3GCE9nbdi/JeppVo7rEYjFZfWE1gRPI+sD1ZKbXTAInkP239svsCyCafGJ9Nj6ekNatCTEwIOTxY1pWVkbI7Nn08//jjxp9LIqjoj4rFlf8Xi2QdiuNeFh6kEsXS4myMiF//il57+qvV8mVn8LJggWEtGhBSFqapM8ChOTnS/Z9+5b2aw0NQkJCaJmHByFKSoSYmRFSWFi37c59kUt+N/qd67PbNbeTF2EvalzfoahDBE4g0zynka+DvyZwAllxbgURifk/tobus6SSfiv9XSj6Ih5okFdN2lbTV00OqtG5nFD9V0N9BpXgU+izMcdiyN+D/iZF2UW8ckGpkGzodIpMRBABCJk/n/8sJITQe1/0etq3otfRbUIISfMn5KQqIUGfEVKaxzsk7WYa2aGzg/zZ5U9yftV54gQn4jPfh4iEIpKTQ0iPHoRoahISESE55vVrSfnNm1Ln3riRfsgrVkgevjExhLRoQUTtjchpy+PECU7k+q7rxM/ejzjBiYRvC+dfQ34+IRMnEnLjhuwXdPs2IebmdHBUASIjCdHWJsTYmJD0dEmVpqaEqKgQ4uvL3/991ntyoOsB4gQnEvRVEHHu40x+afILSbqcRAghxMfOhzjBiRwecJgU5xbT76JEQDwsPYgTnMidw3dIZnwmd389Pfd0hW2TB7FYTG7suSHzfbNtu/HbDSJmv0c5AJAE4Aj50J8ALARwkEj1MQBxANpJbScBaFluH2sAIaQGfVYRJF9NJh5TPEjpu1KZ98J+CiMRP0fIOUoWOc9zSNqtNLnvJQYmct9RbbDfZD/3fZa9LyMp11K47SjnqFrXXxHEIjFxMXPhzvXozCOyq8UusrfNXnLE9AhxghPxW+RHflb7mTz0eMg7ViQUEd8FvmRfu32VfgbJV5NJvF+83Pdu/nGT5KXkyX2vLqHoffZ/YuXP3Jxqfp4+patoiYl0lio2lhpFTJlSzw1QrSDhtIqKfMGXFGKOxCAzPlOmXFgqRMTPETzdAoucxBzcP3YfrW8G4OEDMSZPprHyZxedxf3j91H6MgtBQcDly+CFnuTkUFMZgK7AWFnxzV3KawCdnRX+BKqEtMbvq5dfYeWDlTwNYHXBMAwOTD6A5QOX44/bf8DviR/2T9qPL4Z+UfXBnwC6d6efO8PQFa7YWDoT7ONDHULXravnBlTUZxmm4vc+4FnwMyRdSpIpJ4Tgxp4bcnM6FaQV4FnQM6T/6oEHd8o4V89rO64hdGMo8hKzcfwYQVQUcLuc/I11Jgeom2h5cxdpE5i6XOWX1vgtv7scX7/5mqcBrAk+H/I5Dk05hHNPz2Hvzb1Y1H8RnC2docT8T9yqG9GIesWARQOog24LvoOuipoytBZZ4xImAqCRLjKP5rJc4OU5GXMXTgOYHw/kPeR2T7+VjhMWJ6CprwmHMAdYOlti3PZxiPWMhb+9P3R1xAgNpekfJk+m96c3b2jUQkoKjWbgwtXLymjYzYoV9MHLNm7AAIiDLsE3cxQeXUjBhD0TMOK7EbA6ZsVpAFkTGAA0NvPFC5qrKTJSUs5mn09KqlgjA+qmHBxMg0PMzGhkioUFNS7z9gZmljPn1NTTxOLIxdBuq41b+27hbexb2J6zRWdzmri4/Yj2MBxsCIdQBzRpRlNfsBpAE0sT5L3I4yXZfhH6olq5/7LisxC6KRRu5m4ozpGYxhVlF8FtvBvCNoXJ1ZbVJRiG6QUaClphwkSGYZYzDBPNMEx0ZqbseK8qGI0yqtDV08zJDKM3jVaonuadmqPdUPmunsaTjLnvqKa4feA2chJzuG1va28ELAvgtsN/Cq+X3I5ETHB+5Xkkhyej55ye0NTXxOk5p6GkqgTHq45YdH0R+szvgwfHH2Do+qGcuQsLVie49PbSSj8Do1FG6D5DvrmL6TpT6HZQTOfbEPifGVGwBPDhQ6pbu3u3gYhfLVCSX8KJnqUJoLBUCO/Z3gjfEo7nIc9ljhu9aTTMtprhofsDxO8IgEggwtlFZ/HQ/SHMtplh9I+jUVAA7N4tCfXMyKARftOnA7//TsM6XVxkzV1YAujuXndO0K/vveaZu2i30eZpAF3HuirsnCgNoViIzCLJ55ZWkMbOwv2/AEsAhULq+tlgxK8WIGKC8J/C4TXdi0cACSG49PUlhHwXgvsu92WO62ndE7M9ZyPtZhqi1nqg9F0pR/z6zO+DGa4zUFrG4MwZGuo5fDgN42ZDQDdupNv79wMXL8qGSs+fT3/vP/9cN9f5/u17nrmL4UBDngbQ09ITL6OqryslhCC9IJ3bzizKhFAsO8HTiEY0omZQUpEd9uzYAWzaooT58xksX06jHTdsKKfIUG+BHONLEPX5TTb5arvpyOwWA7SiodnCUiFOzz3NET/d9nTQN2rjKI4AxhyJQevW4AjgmDGUdLLEb7T0eF1dnbIuaeL3Aeml+ngsMOFp/FgNYD/7fri175Yk1UObNvShYmgoIYAs8WOzz7dvj8rAEsBnz4CePWnOYXnEjwUR0zVuFmKhRDMyZNUQLIlcIjOgVlFXwZwzc/Du9Tsu1HNNwhqeBlAR6PfUh81ZG2Q+zuQIIEv8shOyYXPWpqoccWUApD+QdgDK39hfsvswDKMCQBdA9v+xd57hVRVrG74nPSFAIKGX0KsIoXcIBAhdeicIKBZEsJ+jIkc5B+VTQRQURUhCb9J7FekdpJeIYOiEnoS0+X5M1i7ZO5CEVJj7unKR1WcvJmuvZ+Z9nzdxuTiwBBgopbQdEU1ESvmzlLK2lLJ2gQKpq1mXU9jz/R7WjlhLpS6V+CTmE/zH+nNuzTkizkYwcNNAhp8xu+ympwA0hJ8R6tlxWkdkvEQ4CBJiE4iLisPB0YGXQl+iWt9q7By/kxOLT9icx8HRIU1pSNkVkZNehu1Ru3ZtuX///hTte/u2er4Z3LgBPj4Z0674mHjiY+LtjsRE3Y5Kce2um6duEtw8GICgLUHkK5OPBd0WcHbVWdr/1N6qMGpSfv/8d7Z+ttW03Pzz5jT7tBlSqnpDFy+q2b3fflMzfLduqXzAsDCVjrhgQSo+8FMQGxnLmhFr8P/c3+aP69rRaxyafojW37ROVY0+yxy/7wK/48ytM0zeN5n3G746R2d4AAAgAElEQVTPVwFfWRU8FUIckFImfyPTmdT02dhYVZvu2DG1fOKEytPMCKSURN+Jtts3H917hLOHs90Xp6RE3owkNMD85VqmVRnWv7ue3RN2U3dEXQInBiZbcPb4guMs7rsYGa+eS4bwc3ByoHVrNVtdtap6Z8mTRw2IBwaq95kqVVSOamYgEyQbPthAtb7VbHL8Hlx7wOaPNxM4MTBVNttSWuf4VStYjeFrhtOxQkcW9VyEi6P5XOnRZ4UQF4D7QDwQ96TzJddvU1A72IbMcu8U/TLv+02S+s8kSEP7xqTh3o3JnPvwuNeJzH7OQsqetUaOX9++KorAwQHefFP5n3zwAXz5perjURFR/FDxB0o2KUn3+d2tikTvnbyXNW+tod+afiYL/vB94XgW9jQJP0tOLTtFhQ4VTN9pR45AjRpq2xdfqEHZ1HDz9E2Tq6ElCfEJ3PnrDvnL5bfeEB6uQkrOJlrBli6thF/JkjbnsMe9e9auzf/8Y64QYcnDGw8JbRlKxNkIXgp5ie3jtnPj5A16L+1NuUDbUgWW7bY0dzFy/G6duUWIfwjxMfEEbQlKcQmCc+vOMa/zPDwLeSKlJPJGJL2X9aZs67KPPU4IcQDID7REibx9QF8p5XGLfd4EqkkpXxNC9Aa6Sil7CiG8gN+B/0gpf0tRQ0nd+0FOYf/U/ax6bRWVulSi+/zuRN+JJrhZMBHnI0iISaByt8r0WNiDiHMRhDQPIT42nkG/D0p18XZ77Juyj9VvrqbJx03w/8IfIQQnFp3A1cuVZUHLcHRxNA0sJMQnsG/KPmoPq53tSoOllJQ+Z5+bmb/bt1Wop4uLMpFwc1OzA0lNYFKLPfEspeS3fr8xq+0sG3ekiPMR/FT9J3b8344Und+nkg+Dtg4CYHrD6UypOiVFwg+gycfWBhFN/m1ebtpUDSbu26fEHsCuXUoQenioQcHMwtnDOVlzl0IvFiJwYmCahd+kwEmMqDeC79t+b2MCk90xzF2OHVO5+IULq+/rpCYwqSW5z/7757/zc62fuXvR2s4t+k40M1vNZPmQ5XaPS4qHjwcDNw7Eu6I3czvN5acXf0qR8AOo2rOqVYmEdpPbmQRn69bKxOX8eTVzD3DqlHpxcnN7sotoeiIcBK2/bm3X3MWzkCedpnV6KuE3pf0U3qz7pikENKkLaDriL6Wskdkv5RpNduDcOVVL1BB+jo5K6E2eDK+/Dl9/DYcTAxXc87vTdHRTk2OhUbNs7+S9rBm+hkqdK1Ha32zuUqxOMbvCD6BS50qm7zTD3MVg3Dj7JjCPw57wAzVbYSP8QCm18ePNy2P+ZV/4RV0Fae3udu+eej9wclLiOHduFQKa1ATGUvj1WdGHqj2rMmDjAJMJzLm155L9PDJeEhURZWPuYhh3uHu78+jeo2SPT0q5NuXoPL0zdy/e5d6le3Se0fmJws+C4cA64CSwQEp5XAjxuRDCcPr6FfAWQpwD3gE+sjiuHDBaCHE48efpCublUIrXK06NwTVMgyaueVwpXL0wAzcMJHBSIOUCyyGEwLu8N0FbgyhWtxi5CuZKl2v7DfHjpdCXTMIPVKRR2YCyBG0J4qWQl0xCz8HRgXpv1cuxwi81PBfizxB+Ro7ft99a5wCmVQBeOXiFEP8QHt6wthEUQuDk4cSlHZesBGDE+QhC/EOIjYxNzYMHn0o+9F/Xn+g70dw+f5t6I+s9UfgZOX4ADs7qv3n54OUkxCcghPqi27NHCYzmzVWoZ9euavTx4kXlkphTOXjlIKvOrrLK8TNyAN+s8ya/HvqVy/cvP+EsWYsh/IxQzx9/tM4BTKsAvBd+j+Cmwdw4YZtX4JrblXuX7hHcLNgkAKPvRDOrzSyuHLpC5W4pn3I0BGD8o3iuH7uOT2WfJwo/UDl+Vw9dNQm+uR3n8ui++pJ/7z0l/MqUgfbtlRuo4ep5+LAK+cypXH1wlV8O/mISfkaOn5EDuO78OvZffrZGgzWarKZcORVFYAg/A0MA7toFfn7m9ZaOhYt6LWL3xN1K+L2kZjRS+9JomeP3++9w5Yp1DuDTcvq0cgy3Ge/bu5fQvmvZ5twSXBzU6OKWFdYHPgiDdXXh0Pum1fdux9OmWbQpx++rr6xzAC0F4JGQIybhZ+T4eXh7mATg5k82J2t97+jiSK+lvey6enpX8OaN429QouHjw1MtibwVyY7x5gH3HeN3WOUAPg4p5WopZQUpZVkp5X8T142WUi5P/D1aStlDSllOSllXShmWuH6slDJX4uCa8ZP+CW05gMI1CtP5186m2XInVye6ze2Gb1Nf6r1Vj5pDa5r29S7vTd+VffHw9kiXazu5OlF9QHW77x7eFbyTdRZ91skS8SeEKCGE2CKEOCGEOC6EeDtx/RghRLjFKEm6ZOSNGGFr7mJpAvP662k7b/SdaML3hhPaMtRKAO6asIujoUcpXq84/+z6h9ltZxO+J5yfa/5MbGQsAxOLyRpc+/Mae3/Ym+x14h7Fsfljs0XssbnH7JrAGBjCz8jx+zTmU5r/pzlHQo9YCcDq1ZWguHwZ3nkHcuVSYXXe3mm7H9mFesXrcWb4GRtzF0MAHhp2KNuXevj2W9scP0sTmO7d01bqIfZhrGkQwlIAnll5hk3/2kT+8vmJiogiuHkwV49cZcoLU7hy6Ao9F/WkYidz8ufD6w/ZOmZrsl/eUkr++N8fpuXbYbcJ22Cbn2qJZY7fx1Ef031+dy7tusScdnNMArBIEXUPoqJg5EgVqrx1q9mQKKdSJHcRDrx6wK65yxt13uDM8DM0LJGCml2pQwLrEwsQ2ynOodE8+9SubS38DIRQaRCgRJqBpQBcN2odJQPKp0n43b5tbe7StClWOYBt26p8uqdh+nQ1O/fZZxYCcO9egpsHMyhqChNbLIe9C8BLQvuXlADctk3F0L9VE+IeQumB6rj4eD6st5X9hx1ZMPW2KcfP0gTGctC4zvA6BE4KNAk/Aw9vD9pPbU+bCW0QDsk/tB8X7ZOaSCDLHL/+6/rTb20/qxxAjeZ5xCmLrhsHvCulPCiEyA0cEEJsSNw2QUr5dXpe7JtvVE2dpGFhAQGq7l1ai5aXblGaPiv6MLfjXEJbhjJw00COzjrK+nfWU6VHFbrO7sqppadY1HMR0+orW81i9YrhXd6srq79eY3QFqE4ujryYv8XbRKfDXMXI9SzVLNSBDcPJsQ/hKAtQXZjote8tcYk/Jp9qkbOjBG0rZ9txcHZgU7TVMTChQvm4x5FJXD9usDLKwe/RSfi62V/NEcIQcm8KctrSHJcCSAUKIR6af5ZSvmdEGIM8ApgKKl/SylXp6XNlrz9tjImSppEbwjAqCj7LyxPwgibCfEPMfWh22G3WdBtAYVeLMSADQO4dfYW0+pOY2qNqQDkLpabonXMtXUeXn9IiH8Idy7coWrPqhSoYt0HDXMXI9Sz2afNCA0IZV7necnmWeydvNfK3MXByYGqPVVBwMV9FzMzYCZDdg1BOAirFzGAC2HxlCuX88M0Htcvk+vPT0ljKWV4YijSBiHEKSml1XxDoih8FaBkCvOBMox+WXv554205WVm/3D61LJvn5rVmjTJLG4sRcu2bYJWV6B4Kv9E8+ZV7yDdu1ubuxgCcNSotL+bGIwbpwbIDKOr//Q/S0jzYAZH/UBAk0fMXuIB7t1gzUJo20MJwNXBUN8Vgu9CmXege3U10jhoEOPOrqDboMkEDLb+Y2zQQA0cF7GIgt/1zS62fLIFIYTVzM6ts7dY0GUB7vndee3Ia48VgE9LUnMX47un97LezOs8j9CAUAZuHGjj/qrRPOtkycyflPKKlPJg4u/3UbHUGTYVU7Bg8vlAzZopA6y0UqZlGfqs6EPEuQi+Lvi1lfBzdHa0yglycncifE848zrPIzYy1kr4BW0JeqLwqz2stlUOYFIXUIMX+79IwFcBJuEH6oW93oh6OLmpcNToO9GsXAldu0pqVo9nQr99iEdRNGkQZ8oB11hhDFhUAeoDbwohqiRum2AR1vHUwg9UDlty7mmVKlmHIqUWn4o+BG0JQjgKplSdwtyOc03Cz83LTQ1OWHwfR9+OVo6rV+5bCb++q/o+UfgFTgy0ygFM6gJqUKF9Beq/U98k/EDljFTuVpk8xfIQcS6C22G3OXpU/S0XLZJA8CdnKcB1OnRQgliTOqSU4Yn/Xkc50tW1s88z70Kn0TyOatXUe8JrQ2M5X68PZ4b9H2uGryGuXCXW0YpSMWc4/OoUZIsWcOlSis/r4KAEZVM7LvyFC8PcuWmPwrlz4Q63w27j4KDqtw8ZogSgb0A5Bkf9QMtGj1i2zh13Q/NUTxSALRLg0kB4LQo6t4LR36rcwEGDYNYsvMa+T8AM+6Mw9epZpw02fLch5QLLseKVFRycdhBQwi+kuTJs6Tqna4YKP4CE2ASEg7AZdCzXphy9l/VGCGHK3dRonieyPOdPCFEK8AOM6l3DhRBHhRDThRD5kjnmqWqipDdlWpahTEtzaEPgd4E4Ojuawuvcvd1p8kkT4mPi8a7gTdjGML4r8x2/NvjVJPwsZwNNSOUqmNTcxRCAnoU87YbdlWhYgkYfNDItXzl0hUllJ3F84XG6L+hOxPkI3q/zO127Ssr43KfdmYncnb2a8T32k+DgRPPmZLgATM50JLsasWT2gEVG41PRx2QLDqrPunm5mXL8HJwcaPppU1zzuuKaV+UCTqk6hcmVJ5uEX6nmpeyeOyEuwcbcxRCAhaoXsttnvUp50eabNmbhd/0hP9f8mfXvrafXsl4gYFyjVfg3T8BRxtLz5o9c+O8cRjfZSplyDrRvn/EC8HF9Nrv22+QQQuRKjLpACJELaI0qVqzRaCxwc1OO2J0Coojc+ydlf/6IcoUfMO5cd2oNb0jn0S/SeP2nxGzfS/zVrE/pklKyoNsCgpsHWwlAJye4dEkgcaCtz16z8Etk7Vk/6As4Jv7MnA7dusGHH8KsWTB2LHz8cYrb4eTmRK8lvUwCcMOHG0zCb+DmgRSqVujJJ3lKPAt78ur+V+1Gm5RrU45X9r2CZyHPDG+HRpPdyFLxJ4TwBBYDI6WU94AfgbJADeAK8I2947LbaPSuCbs4s/IM7t7uODg5MKvNLML3hpvMXQZuGkiLL1rQbW43Is5HkLtYbh5ee0jsw1j6re5nX/ihHp59V/a1a+7iU8mHYYeGUbDqk82jClQuQMkmJVn56koeXH1Aj0U9WXe+DIW4xktXpuAU9YBar9bijXlN2bJFEBMDixY99W1Jln0/7mNRz0U2I25xj+KY32U+h6YfyriLpwNpGbDIbhg5fq55XHFyd2J+l/mmosRGjp//5/4M2DCA2MhYXDxdiL4dTVREFJ1+7ZSs8BNCEPhdoF1zFw8fD4bsHPJYi2/TvgU8qNytMnsm7uFIyBEGbBzAvnsViLvzkF4RP+IVe5NSzUoxbG0Xtm4VlC4Nv/ySHnfGPuc3nCe4aTBRt61zRKSUbHh/Axve35DTBGAhYLsQ4giwF1glpVybxW3SaLIlbm4wLcSZpU49CKMMPa9OZEq7lUwa9Rc1gkfi6SEJju3PXxGpLOJ88CBERtrftiNljuBJEULQcVpHYh/GmgRgaKiqF2vwwbJGzJ1rXl67KIwqV5pzNzo/UVUngVMu2NwKHCy+o91SX+DbEID5yuZj5/id3L98P9OEn8HjZhczeuZRo8muZJn4E0I4o4TfbKMGipTympQyXkqZAPyCnTCk7MauCbtMoZ7vXnmXfmv7qdAG/xBiH1qbu1TtUZWArwK4H24uWL7+3fXERsYme/70eHA5uTnR67delGtbjpWvruThtQd81vUY/WKDcecRVXtWpf2P7REOghdegKNHVYHblLBj/A6uHLpisz7mQQzr3llnU+oCIP5RPCcWnWBxn8UmARj3KI6FPRZyetlp4h5l36LWaR2wyE6z1WdWnjHl+I38eyTDDg1DOApCWoRw5aC1uUuxOsXoPr87kTfNLyhbx2w1Fw22gxAiWVfPlPZZIQRtJrSh3tv1TALwP5/E8Iqcije3yeubl76r+uLs4UzBgsopLzg4ZZ//2PxjnFp6ymZ9QnwCG/+10abUBai6neF7w5kZMNMkAA3ht+ubXcRFZ98+aw8pZZiUsnriT1XDxU6j0djHq4g7N3sPpx57OEAtXl39EqJsGbh/H6ftW+ly7HNTjb8UceuWsm7u1MlWAI4ZA40bw5o13L6d/CmS21bErwgDNg4g9mEsb9TZy+DBkrKcZ0r9UPr3iSceJ/r2VaGlhvDLm+shjq034179LWiyAr45CwuXwsfvqcK/772nDBRSyd1Ld4m+E21aDt+TtEa6RqPJbLLK7VOgaqOclFJ+a7HesmhWF7J5GNLhkMM2OX5lWpah78q+JMQn4O7jTl7fvJxbp+rZXPvzGju+3IG7tzvDDg/Df6w/YZvCTDmAGUlSAXhu8VHcUQ6KEecjrGrmFCmSMufE6DvR7Juyj9CWoVYCMOZBDLPbzmbPpD38s/sfm+Pqj6xPmwltOLn4JIv7LCbmYQwLeyzkzIoztJvSjjqv13n6D5wBPM2ARXaZrb6065KVuYubl5spB9A1jysuni4UrV2UU0tPIaXk4fWHrH9nPY4ujnRf0J1eS3tx9+JdUw5gRpJUAG79ZDO5Ua66MfdjuH/ZfH0fH1XD80nIBMm+H/axsMdCKwGYEJ/A8iHL2fHlDk4vP21zXIX2Fej5W0+uH7uuBGBElEn41XmzDm2/b/vEMhYajSYHIhOQpybx7w+jmDTLm+6v5Ce04VTz9v5NwM8vRVE4Vnh7ww8/KHcXSwE4Zgz85z/w8suElW9DpUqqrE1Sfv5ZGcKctn1cAUoAOr/1CvMiWlNahjG08EoGr+9FyCxHBiYaePbtC0cWT2XZgS44tt6MZ3Fl7hLxynT4I54dNZpwrIoHzJmTJgFo5PgJIRi6d6hNDqBGo8kasmrmrxEwAGiRpKzDeCHEn0KIo4A/MCrTWyYlRCYzMhVzW1kfJ1K+bXkafdjIJPwMyrQsQ99VfWny7yZsH7edOe3msP3L7SZzlyG7lGXY7gm7yV82v1kARmWsAHR0daRAVbPwKNmkJL2X9eba0WvMbDXTanQuJbh5uTFo6yBc87iaBKAh/C7tukS3ud1sbJ4NLAXgOM9xOUH4Ze8Bi+T6bEIsRF0zLRbxK0LdEXVNws/Ap6IPg34fRIP3GnB+43nmd5nP+vfWm8xd+q3ph28TXzZ9tAknNyfuh9/PNAFYrK45tTJ30dwM3jkYhDI8ijgXkbrzOQj6rupL0dpFTQLQEH5HQo7Q/PPm1B1uP+DAEIDX/rzGeO/xWvhpNM8B8sYu5IGR+Dt2ZtSIKKZ+9BeTL3UiXjiS4CiQU5bDgulpO/mAARASYhaAH3xgEn5Mm0YJXweaNFFlbSwF4M8/w7BhUL8+lCqV/OkvrjxGec7Sh3mIR9FE3ojEwQHGj76Pk1DRCqMXfc6IkO+Yvao6AOtHb8dr1WxmVxlL48PbmLb7E5UwaAjAzz/HxnLZDpbmLgM3D6RYnWJWOYBaAGo0WUdWuX1ul1IKKeWLli6JUsoBUspqies7SSlt4wkzmhPjYPWLcPuI9fqY2yoGfltXU8GcXAVzEfBlgJXwMyjTsgw1gmrQbHQzfJv5sunfKr8qaEsQsZGxhLYMxdnDmX5r+/FS8Eu4eLqkqnaNFQkJT9wmpWTL6C3s+noXAHmK5+HiHxd5cO0BPRf35OqRq2kSgF6lvEwCcFq9aXxT5BuT8Kvao+pjj639unUuo6UddDYk+w5YXFoKy8vCP8ut1yfEwo4+sKGxadDCyc2J1v/X2sZZFpQAbPpxU6r3r47fUD92f7ubRw8e0WdlH3wq+RDiH8LdS3fpvaw3/db0w8PHw27fTxEp6LMAf879k9/6/waAZ1FP7l++z/EFx1VIU1RsmgSgax5X+q/rT9HaRVnQbQHjvcebhJ+lQ649yrcrT/5y+U3L/p/7a+Gn0TzD7DjTiJenziDghY18U7c1wr8Z4sE9xLclifnBjVOuVZD9hsGyZWm7gCEAN21SFdl79yb8P9Po1ceB+/dVaGa3bmYBOHy4En7t2qlasK6u9k97fOFx8h3ewgDnBXjmdUQmSIKbB3Np9yU+brqdOOkASJxc1Aleew0GD4bAcc1oX+wI/U98zIAB8M0EZ3VCQwDu3q3sSJ/A37//TXystbmLpQnM8fnHefhAcuCA/eNPnlSRsRqNJv3JcrfPbEfJXuDkAZtamAWgIfzu/AkV30pVNWmXXC70WdGHUs1Lcfuv2xz69ZBJ+AVtCSJ/2fxUH1idnr/1THWRWAAiIqBhQ1XBPinbt4OfH/LiRbZ+tpU/xv6BSx4Xar1ai+Gnh5tCQB9cVQLwxskbXD5wOdVN8CrlpUJdYxOIeRBDow8aPVH4GTl+AN4VleGNZQ5gdiNbD1gUag5eL8L27mYBaAi/S4uhwhsqgT+FCAdBx6kd8Rvqx72L9zg295hJ+BkzgCUbl+TlP17Gw8cj9e2NjVXFrb780nZbWBjUqAF79yrh1+833PK6Uap5Kd4685ZVDqAhAM9vsC0d8SRc87jSd3VfZILk0d1HFKlV5InCz8jxu3nyJl6lvXBwdmBmq5k2JjAajebZoXFjePnzIESl7xFvb4eIy/CpBw5FriE6rOX+0p2IWrXUM23r1rRd5LzFM+zaNU4eiWHpUmjVChsBOHmyqhE4c+bjhd/iPospXr84Q3cPwSWXC0IIou9E83PjWSy5XIeaL8QSGiqIjobcudVxM2ao8Pm14dUYMEAtW9WTdXKCypVT9JFqDq3J8FPDbcxdDAHYe1lv3ntf0LSpytm25NgxVV7DCE/VaDTpS1YVec++5C4LLbfCpuZKADZZDIfeU8KvyWIo1iHVpzQE4MSSE9nxlXLwGrpnKPnLmmcQ0jx74OSkxGjPnrBggbk43PbtEBgIxYsTfjSCbV9so8bgGgR8GYCHtwfCQdDrt17M7zqf1W+u5q2zbzHywsg0vczHPIhh1eurTMv7f9pPlR5VKOJXxO7+hvCzDPXcPXE360atY3GfxXSb281mRikiQrlMjx9v/qIy2L4d/vgD/vWvVDf92cDFC1qsh82tlQBsNA8uzFHCr+a3UCn1k5GGAHx49SEHf1HhOYO2DcK3ibmScZr7rBDg7m7+DzPchcLCVDXlhw95+ECyYugKfJv60n1Bd1w9XXH2cKbNhDYA7Jm4hwrtKzD81PA09dmE+ATWjVpnWr525Bqnlp6i0kuV7O5vae5ihHqeXX2WBV0XMDNgJgM2DsA9n7V3emwsvPuu+vFNUgA6LEzV+Pr6a/UnrMkYJGnso7PTcEwaitCnpZC6SEMZnky7TuoPyRE0bw7IN6Dvcii8HgpdhiZrcS3alLrFgbrr4NNPobatM/cTscjxo1kzePllAhw6sGTuSrr0caNVK1VA3cfHfMjIkZA/v/3TSSk58NMBitcvTr81/XDNrSKOfqj0A7dlXlyJoUXhU/y6ozF58oCHh9KtBo8S0/9thF8aSK54upObk+mj//67msVcvVp9/GPHVC1XZ2eYMOHprq/RaOzzTM78nV5+2srAxCA+Np5j84492ZLdEIAJMbDJHyIOpFn4GUSci7DK6Us3x6s8eWDdOvWl07OnmgG0EH5s2ULxDjUYsGEAnX7pRK4CuUyOi4YJzMCNA/Hy9Uqz8DNy/Lov6M7bf71tlQNoj5WvrrTJ8bPMAVw93LZO+t69ysq/bVs1EmpgfNTgYOv1OY2L2y9y58Idm/VSSo7NO/bkGVFDAOatCn90eyrhZ/Dw+kNunTXH3YRtCEufcgZOTirMqW9fJQC//NJK+LFpE7la1KP/+v70XdUXz4KeOHuo0CPDBKb/+v6UCSiTZuFnmeP30d2PrHIA7bHz6502OX6WJjBzO8y1uTfnz0NoqDL0+/tv83rjo86cCRcupLr5Go0mI3jcs01KiL4OrS9BqcR1p76BuMRZ/7x51WiOZyprxlkKv2nTICjIlAPYbkoHlsyN5tgx5Q0zdar6um/dWh0ycSL89ZftKYUQtJvZm7azlPADcMmtZv7ycZfzlObLJRXJk0ftH5VM4MK0XyT8739KjSXl7l01qpVcmYoUUqiQqs/q66sE4JQpZuG3ZQtUqPBUp9doNMnwzIm/u5fusrDHQma1mWUlAONj4/mt728s7rOYf3bZOlDa4JofhMWQvEeJNLfp6pGrhLYMxcPHg9eOvkYp/1IsGbCEP+f8meZzWmEpALt2hSZNTMKPImr2rUxAGbs2+w4uTsiSvjbrAW7cgAcPkr9sUnOXqj2qWuUAhrYM5eph28TweiPr0fGXjjbmLvVH1qf9j+2p91Y9m2MCA1Xoy+7dZgFoCL9ixVS0TdIZwZxC3KM4FvdZTHDzYCsBaORpLu6zmMMzDj/5RE65wNVieNjTtrBtSnlw9QEh/iHc++ceQVuD8Bvqx7YvtrH1s60ZIwDLljUJP2rUAKBko5K45LK18BRC4FDO/meLjobLj4lclgnSSvg1+7SZVQ7gwh4LObXMVgC+2O9F/Mf625i7GAKw8b8b28yEVqqkRuwjIswC0FLjbtwI5VLhDK/RaDKI+HiV8Pb117bbrlyBlrVhVQN4+DcE/A71g+HqRtjW2SwAU8utW2pE0xB+DomvY0YO4B9/0C7fLho0MB+yezesXKlCQEeNgooVbUMm792Djt1c6NzTlfh4uH9FmXM5uTvR6ddONCx6id86BXP92HVmzVKhlaVLq2OFgHr1oE0beO11wdTxd5UasxSAd++qHSZNgv370/bZLTAEYGQkvPmmeu/Qwk+jyVieOfGXt0Reus3rxuX9l00C0BB+JxadoPW3rSnR8AlCzsjxi4+EWt+BR3HrHMBUYAg/I8evULVC9FnRB99mvukvAD/91Lz89tsm4fc4xoyBmjXhUJK66tevq5AsxzAAACAASURBVGd+9+7JD4g6ujqSp3geG3MXQwAWerGQXWORIn5FkjV3qf1abQq+YN8yu0cPswDMk0dpXEP4Jf2oCXHJG4o8bltW4OTqRO9lvXl075FJABrC74+xf+A31O/JZjhGjt/VjfDCZ5C/jnUOYCowhJ+R41eqWSlTDmC6C8AxY8zLrVubhN/jmD9fvfQsXWq9PjpavRQ1bZr8aDZCmR0lNXcxBGDpFqXJVcA2PzJ30dw0/bip3VDXCu0rUKG9/TeVOnXMArBUKbPG3bgR/Pys981JfVajeaaQUqmP99+3FoBXrkD7xtDuEMReAf81ULAplAmC+jOeTgB6e8O+fdbCz2DAADh/nqln/K3EXf/+5hzA9u1VaHlgoFkA3rundNn+/SqaPvL6fdMgXv+1/fEb7EfQliAcnR15u+E+Bg6UlCqlZhAHDIB589Sxhr577e5XTI152SwAjQ0HDsCiRephmw4kLX17JfMz5zWa54pnTvwBVO5Sme4LunN5/2VCW4Yyt8Nck/BrMKrB4w+2NHdpshgqjlAhoElNYFLIhS0XrMxdwJwD6NvMl5O/nUyfF+nt21XYZ5Ei6i1zxAj7JjBJGDxYCamWLc0C8Pp1tXz+PHz4YfL+No7Ojsm6ehoC0KuU11N8KFt69FCjgwYrVtgKv4hzEUypOoW/t/1NUo7OOsq0+tOIisheJh1FahZh4MaBSgA2C2bpwKUm4ddxasfHF0e3NHep+S28OEaFgHrVSJMAvHLoCg+uPjCZu4C1CcyZlWeIi0qHouZhYaqj5c0LVaqoNw97JjBJaNsWatVSfcEQgIbwW71avfS42081QQhBi7Et7Jq7GALwiYNDqaROHRWyZTB9uq3wi7odxa8Nf+XQjCSjMMDFHReZUnUKN0/fTNd2aTSaRJycYPZs9R1qCMArV9Q0/d2rULIYtFynhJ+BIQAf3YL4NH6fFC1qK/wSWXm4OG+9pWr5XbkCq1Yp/WWYwCxZArNmqVm7wEBYvtws/ObPV0FAW77YzpmLrvRf25+SjUsC4F3Bm15rg9gQ2YjK+a7x1ltq9m/GDPXx589X5+jVCzp3Bq8xb6s4zFq1VESRIfw6d07bZ06CkeNXtKjK3a9cWYWAzpihBs3ssW3b46N0NRrN43kmxR8oAdh1Tlcu77/M+fXnaTam2ZOFH8CJ8bbmLkYOoJMH7Hs9VU+d+iPr8/rR163MXUAJwL4r+9JtTrensopPiEtgZ9fxJLRuY34wHzkCtWsje/Zkb8t/PbaAfKlSaubMEIDr15uF36pVKlwtO7F9O/z6q3l58GDbXD8XTxeEo2B2u9lWAvDorKMsGbgENy83U8J5dsIQgHcv3uXorKOUCSjzZOEH8PcC2xw/IwfQqwbsfdWqPuWTKN+2PG//9baVuQuYBeCgrYNMOXhpZe+784it31hNg23dqvpsYgjoiVoDrQq4J8UyyrlHD/WyYgi/X36BoUOfqmnpTliYep80GDXKOgcQVP6tez53lg9ZbiUAL+64yOxA5T5i5O9oNJoMIKkALFpUxZCHrIPuf1kLP4MyQdBmj0oTSUc2bFDirXp12LNHVVZo104JPkMAxsRAv37w3/+qwa/OnVVUjCH8YmNhxuU2/MoQnMuWtDp/sWrebNki2XYkL6NGqZx5w9ylWzfYuVNFoy5ZAr1GFlVlLGJikA8ecPvDL9Nd+Bk5fo0bq39LloQhQ1QIalIBOGmSMoYJCUmXJmg0zyXPrPiLj43nxIITpuXza8/bNYGxodp/IGCbrbmLIQAbL0pVqQfAJvTx2PxjRN+JxtnD2aq8Q9yjOA4HH07VTODDfcepvfRTbsfk4uaPC9U0WJ483J22gKuOxam1eTz3lm9+7DkMARgdrUYOjx3LvsLPyPG7fFmZm1rmABp4FvYkaHMQeUvmNQlAQ/iVblGaPsv7PLV4yQiklJxcctK0fPP0Te5evPvkA0v1hYA/bM1dDAHYYkOqSj2AbZ8N2xhGxLkIhIPANY9ZhEgpOTTjEPExKS/REXfnAZV+GE7sjTv8PWa6CvV0ciJm8i+cL1CfKgdncv+bqY89hyEAq1WD3r2zt/AzcvwOHlTGRZY5gAbO7s70WtqLsq3KmgSgIfxyF81N0JYgchfNoUmtGk1OwcnJOuwzIEApEofHDBY+blsaeeEFlXKxfj3ky2debwjAwEDl0gnqWWLpM5M/vxJ+vXrB0mUOjPvSwW4GSLUm+fAurkIkLF9p9u1T4nLhwsT1d+/C8OFIYDSf4zeuB9e2nrQ5359/ws1kghO2brU/Zh4aamvuUqiQ2r94cfX8DAgwC8BJk1RGS5cuaqxQo9GkjWdS/CXN8ev5W0+rHMDH4ugCPraGI4ASgB5Fn6ptd/6+w9KBS20Kqsc9imNB1wUse3lZqpxAc9d/gdh/f8YinzeY0XMt149d5+7Fu4R0WsJc1yAevPEB3j1bwV37LobIBLh3Bg8Pa1tnr/SN1nxqdu60NncpUsQ6B7BtW/WCbWApAIObBbNkQPYXfpY5fq/sf4WYBzE2JjB2EQIKNra/zcULvKo9VdviouNYOmipTUF1KSXr3lnH8sHLOTrraIrP5+Tlidvkb1lT6V1mvvcnZ1efVeZBHecz51ZrrvV+m6Kfvw73z0FCMuGl907j4gK5LDStpRV6duDCBWtzFz8/6xxAf3/4x8J7ykoADl7OjMYztPDTaDKTK1eU2nBzU182S5faN4HJYIoUUfXULYWfQbt2arZPCJXj17atynFu2FBtb9VKRe8sWaKKwo8YkbprV6qkxGefPrAw5CG0aYPcf4DRPU4xlk8JcNtOgR7NrUxgoqNVOwICbAXgpEnqWTdjhu21vvxSic2k5i6FCqkgpiVL4MQJdd4xY8zCb948VY9Qo9GkjWdO/CUVfg1GNbDKAUyRAMxAvHy96LGoB1ePXDUJQEP4nV19lvY/tad4/eIpP6EQuI3+kO5/vIWjiyM/VvuRib4TibwVSa8Nr+A5YSzcPgCrq8Gfn1sfKxNg7zCuz29DS/8Y4uNVPpKvr3UOYHagaFE1AJvU3MUQgFWq2OZ5eRb2xG+wObmq4fsNc4Tw6zi1I0VrFTXnAKZEAGYgTm5O9F3Vl9ioWJMANITfnol7qDuiLjVefrJRiyWOA/vRdse/KPhCQea0n8O43OO4tOsSXef2xCfkG3B8COvqwq6BtgLw1ESil/jRrcMttm+Hb76B+vWtcwCzA/nzq7CtpOYuhgCsVs12kMXZ3ZmGHzQ0LVcPqq6Fn0aTGRg5fpcvqz/QCxescwCzGZbmLgsWqHy5Hj0gLk79/tZbqRd+oFyz16yB+nXi6DPIlYX7SjG66zHGLqzIkCHw84HaOLg4qXjN48eRUuLmpsTd6dPWAvC77yRvv63CUAcMsL2Wg4P6brdHgQLQqZN6ph86pMpbNGumhZ9Gkx5kv8SnpyTqVhRXDl6xMXcxBOCq11Zx5+87FKpWKMvaWLFjRXou7smCbgsIbhaMi6cLl3Zeov1P7ak9LHVFYh9ce0Boi1AaftCQLjO7ENoyFIA237YhKiKKHyr9QP+1ffAu1Rf+/EwdVG20WfgdXEbLb49yPtzZFOrp76++A1u2VM77Sc0psoJSpWDtWvvbevRQP0k5OusoGz7YQMEXCvLo/iMWdFtAv9X98G1qv7RFVhEfE8/fW/+2MXcxcgBnt53N9WPX0908JzUUrl6YgZsGEtoylODmwRSpWYQzK85Qd0RdAicGpipvNe5RHHM7zKVIrSL0XNKT73y/A6D6gOoUqFqA7yt8T+cZnSld5UM4nFgAvkGoCq86NZHo3R/RbeoOVu/2NoV6Dh2qXoR69FDhSi+9lBF3IXXkyaMMiexRp45Ko0nKxR0Xmf/SfPKWzItrHlc2f7IZzyKe+L2cDf4IkyEtBcTTUhA9U8mk9qWlkHp2vk6OJSZGfeFdvqyUT+PESIrZKt+W99+HggWVM0o2YepUa3OX2Fj1YzB/Pnz7rYpkTS25c8OaFfG0rRhGz4h5sFDl4P38Mzg4VFBxmq+8QmSsE3Pq/0qL/7agVasyLF+uBFtAADStfpvvQ/PRqX0c8+Y54ZzGcdczZ8y/37ypyk8lV+Dehtj7sLM/VBsD+ZM8QyMOwrHPocEscE5lfUaNJofzzM38eRb25LUjr9k1d6ncpTIjwkZkqfAzqNixIt3mdOPa0Wtc2nmJll+2TLXwA+VQmLtYbpYNWsai3otM69eNWsfcTnNxz+eOh09uqDcdSg9UAvDP/8DeYXB+Gt/sXcT58EKsWiVMOX6WJjDvvJM2V60HVx+wqPciIm/ZFoE9t+4c699bnz4up8lgmeM3dM9Qhu4eapUDmJ1wcnWi/7r+ds1ditQswoiwEVTokPVFjwwBeD/8PmdWnKF8+/KpFn4Aji6O5C+fnx1f7WBGI3Ms0NHZR5necDoJsQnkKZYHqnwINb6Ev+eqGcCT38DBUSw8N57Vu2tZ5fhZmsC89dZjSj08htioWJYMWMLNU7aJKzdO3GDJwCXERaeDy2kyWOb4Ddk1hKF7h1rlAGo0mgzCxUXVG7UUfmA2gfnkE+jY8akvc/26/fVRUWomLzW8+y7s2mUWfr16qVmyCRNUPtz16/D552l3xfT0dqV2/0qm5VatLIxJK1RITMwrQVx0HHM7ziVsYxitWinX0SNH4PvQfJT3CCdk6qM0Cz/LHL9ly+DcOescwCcSEwG3D8PmAIiweIZGHFTrbh9W+2g0zxnPnPgD5faY7DY7RaOzgrhHcVaFu08uOmmVA5gs0TcgLNS06OzuTNsf2uLk7kTkjUiavleejtM6qtBWCYGTAnHP7w4OjkoAluoPf46B89Og6seMndqEnTuFjbmLIQAXLEi1vw0AN0/d5PSy04S2DLUSgOfWnWNe53n8tfkvYh7EpP7EKeDSzks25i5JTWDuhafymzaDcfZwTtbVM7v0WSklh4PNffbq4avcPn/7yQfGP4IzU9RsM6rcQsBXAXgW9uTeP/eo2Dovg3cMRkrJo3uPaDamGd4VvNWxlgLw0HtQ/CX6/+d19u2zNXcxBOCmTcmXengc9y/f5/yG84T4h1gJwBsnbhDiH0LYxjDuX0nehfRpuH/lvo25S1ITmOw2aKHRPFMMGGAt/AycnOCLL+wn4KWCX35RmmnfPuv1UVHKPLNdO1VrPqU4OKjBLkP4GTl+I0fCzJlqpu6LL+Czz1IvAGXEbUaPhu8mCXr1ggYNlLPowgUSbic+84XAw8eDgZsG4l3B2yQAty+/ZTqPY4kixLmmzmzMwFL4zZtnDgE1cgBTJABz+ULAVnDyNAtAQ/g551EmfrlKPuksGs0zxzMp/rI7SXP8ei/vbZUD+FhOfg27g+DUREC9NM5pOwdHJ0nRsuFs+/osK4auoECVAnj4eDD/pfnmF1khwMEsJKIfSJxdhE1d7evHrpMQn0CpUiruPi2Ual6K3st6c+v0LZMANIRfgSoFGLhxYIZZ1xevX5w237axMXcxBGDgxEA1s6RJMUlz/IYdHkZcdJyNCYxdLi6A/W/C3tdAJhAXHcecdnN4eOMhZapf4vT6u0xvNJ1cPrkoULUAa4av4fz68+bjHcz95NGDeIQQ1E4ySX77r9s8uveIPHlszQNSSv6y+QnaEoSU0iQADeEnHAVBW4LIV/rpXgCTI3eR3AR+F2hj7mIIwDbftqFEo/StP6jRZBeEEIFCiNNCiHNCiI/sbB8khLghhDic+JPNfH2fTJs2qq57q1ZmAWgIv40b4ZVXrE3XUsrevSq83NLcxcFBhWgOGQKTJ8PVqyk/n9y7j+iipTk1diFDhijjmXXroH49yZneo3lY0Q+uXTPtbykA32x1ms9/8KZGnjB+mxPNhb8d7JrAPImoKPjxR1tzl8BAJQBPnoTNjzcxN+NZ2iwA19aEtbXMws+zVOoaptE8I2jxl0hCAjxKxgcmLSFkyZFU+NUeVtuUA5giAVh9LJToBgdHwamJuOd3p3gNJwZ8OIPGvS6Ydqv5Sk0GbRuEb1Nf9TKZmONH2HRk5Q85d7ohbn//j+gdH1ud/sLvF5hWbxpbRm956s9atnVZkwD8P5//Y3bgbJPwc8+fhqmZFCIcBPVH1rdr7uJZ2JOaQ2tm2LUzm+T6ZnS06tPpQVLhFzgx0BQCamkCkyyl+kPVj+H8L7D3NRxdBMVretBt5HraBG037Va8QXEGbRtE+fblzTN/pyaqvl6iG6f/HoDrnRVEruxuZQITcS6CGU1m8Fv/3576sxaoXMAkACdXnsyUqlNMws+nYsbaifoN9rNr7uLs7kz9kfVxcNSPa82zhxDCEZgMtAWqAH2EEFXs7DpfSlkj8WdapjYyHShZUqXKGQJw2zaz8JsxA4KC0nbeRo2U0UpScxdDAB44gN1SD8nxx41K7H9UjXmiDz+3WoiDA+T2lGxqNJqP5VjmR7Tiarz1qLCHjwd/1+zMWtpSmRP8+sNDuvRxY/lyWxOYlODuru6PPXOXwEBVh7h795SfD8/SUGuCebnmRC38NM81+m0CFRLxyivKJCI6ie66ckUZnkyZkj7Xir4dTcS5CBtzF0MAPrj6gAdXHyR/AgdnaDTXJACddneja8/3iIovxeJvmuJT2YeitYuy7p11XNp5iZ6Le+Ka29mU40fVjxE1xuEWOIc/d/tZCcALv19gTrs55PXNS70RyZS7SCVlW5elzpt1TMvd53fPUOH3PDFxojIOSZpHEhmp0lOGD0+f68Q/iufa4Ws25i6GAJRScvuvx4R/CgEvfmESgGJzS1o1G0mB4jcJ+d8gPIt4UiagDKeWnGLn+J30XNxTmdtYCD8azaVQ30lsX9cBjwfLTAIw4lwEwc2DiYuOo8XYFunyeQtULkC7ye1Myx1+6pDhwk+jeY6pC5yTUoZJKWOAeUD6VBHPZhgC0MNDOVdu2PB0ws+gTBn76x0cVApHamjaPjf35q7GoVEDHPr1UQ5ao0fj+n9jiQkaiu+aqRQuav3qeGrdBaaHOFLN9QyDCq9jzavLrXIAz55VaSSpoUCB5F09k3MITZaIg7DHYrJ4zxDrHECN5jlDiz/Uu2mDBspNsksXswA0nJ//+QdefDF9rmUY0tgzd6nYsSJvnX0Ln0pPeNE0BKBLfghfzrmDxZj3P38KVi3I4O2DGbRtEGUCyrDs5WUcDjkMt/ZD2Az18v3iFyAExRv4kq/PEv7c7Yfj2a85OXutSfgFbQnCs1D6uF+dXnGa3RN2m5YX9lhoygG8eeom87vOz9LSGzmZGjVUEVx/f7MAjIxUo8mbNqnyB+mBk5sT/db0s2vuUrh6YUacG0HZVmUffxJDAJbsAdd/5/q5eEL+OwhHFxcGbR1E//X9qf16bXZ8tYNN/9qEjLqmclMThR8Oznj5evHC5zPZvq4D7veWEzYvxCT8gjYHUejF9DFyun78OksHmmtGrBy20hQ6HXkrknmd52Vp6Q2N5hmjGHDJYvmfxHVJ6SaEOCqEWCSEyLEx0AUKQN685uUq9uY4s5j2vXMjVq9WL0Y9e8LYsTB0KC7Tp9KylfVr419b/mJxl9m8V3EV284XY/ifw6xyAFu1SsNMXXpimePX6S/oFGadA6jRPIdo8ZfI0KEqIdsQgH/9pYRfeLhaZy8P/P59NftiL5n64EFYudL+tZzckvdeftw2K67/AbH3uHMjL/Mm9KZgWcmADQNwz++Os7szvZf1NgnA8LBi0PaQSfgZGALwl0+GsqD/HhycHNJV+J1bd46FPRbi4OSAS24XAicFmnIA/9n1DyH+IVzaeenxM52aZGneHFavVn3V3x/+/tss/IKD7buSx8erunj2wkXDw+HXX+1fy8nNKVlXzxT32ftn4cZ24mKcmP1VfxxFJEGbB+BdwRshBO0mtzMJwCMLrkDrXSbhZ2AIwJ/+/Roz+/3D/fD76Sr8bpy4QUiLEBLiEsABWn/b2pQDeGn3JUJbhnJ+/Xluh6XA6Eaj0aQXK4BSUsoXgQ1ASHI7CiFeFULsF0Lsv3HjRqY1MCUYOX6nTyszljJlrHMAsxWenlCrlnk5IMDC7lNx89RN5rSfQ/6y+Xnj9554FctlYwJz48QNChfO5LYb3Dtjbe7iWco6B3BzANzTdVA0zx9a/FlgKQDLlFGzKskJP1CJ0KNGwZtvWgvAgwfVc/Ldd63r7qQbVzfD7x0gT0W8XjlOxw+uMODtcbhfn2raxRCAHX7qQNE6RSHOfnJYXHQcN8ILAiATJAmx6ZModmHrBZO5yyv7XsHDx4Mtn24hYHwAN0/dZEbTGSTEJxC0Jcic36VJNYYAPHFChfds3Ji88APYsUOVrOrc2VoAhocrATlqVOrMAVLMvTOwqTkkxOH00iE6/CcXQR9OwfvOx1YuoO0mt6P9T+15ofcLkBBj2mZJQmwC1y+ZxV7co/QpvxBxLoIQ/xAcHB0YvGswJRuWZMP7G2j0YSMSEhIIbhLMzZM36b2sN6VblE6Xa2o0GsIBy5m84onrTEgpb0kpjRCRaUAtkkFK+bOUsraUsnaBtDqWZQCW5i4zZqjqEZY5gNlKAEqJsvv8Dnr3hoYNE+0+F1rt5l3Rm2ajmzFw00ByFTS7ehoCsOnopk+OZMpIPEtDqX625i6GACzVT+f+aZ5LtPhLQvv25t/d3LBxFbTk1Vfhww+VK5UhAA3hlzevcshKa32bZDGEn2cZaLkZPIpR/fMfca/czmQCY+Ds7kytV2shbu2F9fXh4LtWKvXClvPMaReKT7Gb9J7fAuEgCG4ezL1/nr4Mgk9lHyp3rczAjQMp9GIhBm0dhHt+d9aOWEv8o3gcXRwJ2hpEgcrZ58s5p1K3rnUh38DA5Pdt2lS9eGzcaBaAhvC7elX12XQfpbUQfrTcDF4vUP7Nz/EOeM1kAmMpAGsPq42TjIANTeCPbqpURCIR5yIIbjQJd89I+oRWwau0FzNbzSR8X3gyF085eYrnoVxgOYK2BFG0ZlH6ru5LiQYlWP/OeiKvRyITJD0X96Rs6yeEuD5v9EvDj0ZjZh9QXghRWgjhAvQGllvuIISwtCzpBJzMxPalC99/b2vuYmkCExSUulIPGYYh/BJDPZk9W42CN2gAffpYCUAhBI0/amwl/Aw8fDxo8q8myZYwyhQcnKH29/YFnmdpqD3JKrJEo3le0OLPAiPHL1cu9SB+8MA6BzApQsC4cWYB2KABtGyphN+WLalPtE4RkRchdzn1Eu2mZuysTGDunbaNQ3X0AEc3OD3BJAAN4Zc3/y2CxiyhYoey9F/Xn8gbkekiAD0LedJtTjeTuUveknnpMLWDaXv7H9tTsErBp7qGxpzjFx8PL7+sXNIscwDtERRkFoB16qjcQEP4NWiQAY2MvqrKNSQKP8DaBObhX2qWzwoHcHSHy6tMAtAQfnGRUQR9MocKbX0J2hKEe373dBGATm5OvBTyksncxTW3K11mdTFt9xviR4UOaawjodFo7CKljAOGA+tQom6BlPK4EOJzIUSnxN1GCCGOCyGOACOAQVnT2rTzzjuqPEFScxdDAC5dmrZSD+nO1q1m4Td1qgr1zJ1bhZg0aKDCSjIkPESj0WQWWvwlYjJ3uZTA+zU38cuPsVY5gFFRks2fbmbXt7usjjMEYKtWsGcP3LmTgcIPoMwgaLPfLPwMHJyh0TyoM9m2KrtnKchXExBwegJy/9tse+8nJfw+CcazYn1wK0Dx+sVNAvDALwfStdk3T920MtFYM2JNuszWPM+YzV0kr1TZwaT/PbDKAbx+HY7OPsqKYSuQCdYDAkFB8N//wvHjytBo2bIMEn4ABZtCh9Nm4WdgCMBmq9TghCUu+aBoW/V7ogDcM3qCEn4fh1LoxYKQpzxevl4mAbh93HbSE8PcxeDQ9EMcX3g8Xa+h0WhASrlaSllBSllWSvnfxHWjpZTLE3//l5SyqpSyupTSX0p5KmtbnHqcnNQ7hj1Klkx7fdJ0x99fWXQaws/AEICrVmVAeIhGo8lMsqX4e1LB1/RGShXNEB4OP4w6D9u3M6/zPIL6mQXgQP9L/DH2D26cvIFMMrN26JB1vP748fZNYNINx2T8jx2cQNj5L3XODf5rwKchIBBnv6fnaz8o4fdCoJWpRvH6xXn1wKs0/6x5ujX35qmbhPiHIKXkjRNvMPLvkek2W/M888EHytzlm39H4PvX74T4h1C7klkAvhRwn6UDlxJxJsImLy48XM3+GYwbl771LG1Irs8KYX+bgyPU+xVKJw6TX15Fm7b/45UvplGoelFouVEJRJQJzMvbXqbLzC6250kjkbciCW0Zyq3Tt+i/rj8f3fuIEg1KsLjPYi0ANRrNs03HjjbmLoASgC3Sp6SORqPJOrKd+EtFwdd0vKaq47duHbz83/J0+rUTYRvDTALws25/UmbPXPyG+NFxakcr10Mjx8/LS71wJ80BzDY454ZmK8BVmau45YrGs1gRaDjHJuY9f7n86Ranf/fiXZPwC9qicvzylsxrygGc2Wom148/JkYxh5DZAxYAY8bA4sUwaqw3/db0M93r2pUe8MM756l9LATfpr70WdkHZ3fz/7Fljt/OncogxjIHMNtgCECv6omLCeQrFgfNV5mEn0Ge4nlwyZWMwEwlsVGxJuHXe1lvyrYui2tuV1MO4OI+izmz6ky6XEuj0Wg0Go0mM0mhR3umYir4CiCEMAq+nsjIi1rW2vF72Q+A5UOW8z+P/yGARkP86PhzRytRZGnuYoR6jhuntn31lfp3sp0ozCwhIQ72DYNHN83rHpyDwx9BzW8yrJG5i+amcvfK1HmjjpW5iyEAt43dRv6y+TPk2pmFxYBFK1SNqn1CiOVSygztsz4+KiQZwLepL/3W9GN229l8U+QbAGo1L0WflX2sRFFSc5cGDczhni+/rATgsmUqdzBbcOwLuHPEvBx7TxXrbbIYHF0z5JLO7s5U7VmVorWLWpm7GAJw7ci1e4hK7wAACoRJREFUFK2d2irDGo1Go9FoNFlPtpv5IwUFXzOjjk+NQTXIXTS3aTnwu0Cb2bA7d6BIEescP0sTmJs3s4l7V0Ic7OwLFxNduoq0gfx1MXIAk7qApicOTg60+76dXVfPvCXz0vHnjimvE5d9MQ1YSCljAGPAIlPxbepLtf7VTMsdp3W0mQ17+FBF8yQ1dzFMYO7dg0ePyB4cHQPH/gM4gFcNKJbo/WBhApNRNPl3E7uunq65Xen8a+d0q4Wp0Wg0Go1Gk5lkR/H3RDK6jo+Uki2jt3A//D7CUQm++V3mExtlXbSvRQs4etTW3MUQgHPnWlvwZxm3D8OlJer3Et1U+GfLjaYcQM79DJGXHnsKzWN54oBFZnB09lEOTTtkGqSY22EuD64+sNqnQgVl8mLP3CUoSNUB9PLKjNY+gejrcHoi4AD5akDAZmjymzkH8MpauLUnS5uo0Wg0Go1Gk9PIjuLviQVfMxJD+P0x9g/8hvjxacyndJpuzgFMKgCTs2YWIpvYNgPIOPVTopvZ3MXSBCbhEZCdEhSfPTJ6tvro7KMsHbgU36a+fHTvIwb9PsiUA5hUAD6uX2abPgtqZi9fDbO5i6UJjIy3Ux5Co9FoNBqNRvM4sqP4e2LB14xk5//tNAk/I8fP72U/kwnMwu4Lbdw+sz0+9aHxAitXT8AsAJv8Brl8s659OZ8nDlhk5Gz16RWnTcLPyPEzcgANARjzMIcJJbeC0PQ3K1dPwCwAG82DQi2zrn0ajUaj0Wg0OZDsEJRohZQyTghhFHx1BKZLKTPNW71i54pE3ookYFyAVY6f38t+CCFwzeNq5faZYyjZw/5659xQvGPmtuXZwzRggRJ9vYG+mXXxEg1LUOu1WrQa38oqx88QgOF7w9PNCTNTMer8JcXBEXx7ZW5bNBqNRqPRaJ4Bsp34A1XwFVidFdf2qehDq69a2d1WY1CNTG6NJieQ1QMWHt4etJ/c3u4236a++DbVs7oajUaj0Wg0mmwq/jSanEZWDlhoNBqNRqPRaDQpITvm/Gk0Go1Go9FoNBqNJp3R4k+j0Wg0Go1Go9FongO0+NNoNJrnECFEoBDitBDinBDio6xuj0aj0Wg0moxHiz+NRqN5zhBCOAKTgbZAFaCPEKJK1rZKo9FoNBpNRqPFn0aj0Tx/1AXOSSnDpJQxwDygcxa3SaPRaDQaTQajxZ9Go9E8fxQDLlks/5O4TqPRaDQazTOMkFJmdRueCiHEDeDvdDiVD3AzHc6TWeS09kL2bbOvlLJAZl3sOe6zkPPanF3b+1R9VgjRHQiUUg5NXB4A1JNSDk+y36vAq4mLFYHTab1mItn1fj6OnNbm7NreTH3OQro9a7Pr/XwcOa3N2bW9ObXPQva9p8mR09oL2bPNKeqzOb7OX3r9YQoh9kspa6fHuTKDnNZeyJltzgie1z4LOa/NOa29qSAcKGGxXDxxnRVSyp+Bn9Projnxfua0Nue09mYk6fGszYn3M6e1Oae1NyN5Xt8Pclp7IWe22UCHfWo0Gs3zxz6gvBCitBDCBegNLM/iNmk0Go1Go8lgcvzMn0aj0WhSh5QyTggxHFgHOALTpZTHs7hZGo1Go9FoMhgt/sykW2hTJpHT2gs5s83ZmZx4P3Nam3Nae1OMlHI1sDqTL5sT72dOa3NOa292Jyfez5zW5pzW3pxATrunOa29kDPbDDwDhi8ajUaj0Wg0Go1Go3kyOudPo9FoNBqNRqPRaJ4DnjvxJ4QoIYTYIoQ4IYQ4LoR4O3F9fiHEBiHE2cR/82V1W5MihHAUQhwSQqxMXC4thNgjhDgnhJifaNyQLRBCeAkhFgkhTgkhTgohGuSEe5xdyan9VvfZ5xfdZzMH3W/TD91nMwfdZ9MP3Wczh2etzz534g+IA96VUlYB6gNvCiGqAB8Bm6SU5YFNicvZjbeBkxbLXwETpJTlgNvAkCxplX2+A9ZKKSsB1VHtzgn3OLuSU/ut7rPPL7rPZg6636Yfus9mDrrPph+6z2YOz1aflVI+1z/AMqAVqnhxkcR1RYDTWd22JO0sjupcLYCVgEAVl3RK3N4AWJfV7UxsS17gLxJzSi3WZ+t7nJN+ckK/1X1W/yS5l7rPpn97db/N2Pur+2z6t1f32Yy9v7rPpn97n7k++zzO/JkQQpQC/IA9QCEp5ZXETVeBQlnUrOSYCHwAJCQuewN3pJRxicv/AMWyomF2KA3cAGYkTutPE0LkIvvf4xxBDuq3us9qAN1nMxDdbzMI3WczDN1nMwjdZzOMZ67PPrfiTwjhCSwGRkop71luk0rGZxsbVCFEB+C6lPJAVrclhTgBNYEfpZR+wEOSTIdnt3ucU8gp/Vb3WY2B7rMZiu63GYDusxmK7rMZgO6zGcoz12efS/EnhHBG/ZHMllL+lrj6mhCiSOL2IsD1rGqfHRoBnYQQF4B5qKny7wAvIYRRq7E4EJ41zbPhH+AfKeWexOVFqD+c7HyPsz05rN/qPqvRfTbj0f02ndF9NsPRfTad0X02w3nm+uxzJ/6EEAL4FTgppfzWYtNyICjx9yBU3HS2QEr5LyllcSllKaA3sFlK2Q/YAnRP3C3btFlKeRW4JISomLiqJXCCbHyPszs5rd/qPqvRfTbj0f02fdF9NuPRfTZ90X0243kW++xzV+RdCNEY+AP4E3O88b9RMdILgJLA30BPKWVEljTyMQghmgPvSSk7CCHKoEZO8gOHgP5SykdZ2T4DIUQNYBrgAoQBL6MGG7L9Pc6O5OR+q/vs84nus5mD7rfph+6zmYPus+mH7rOZw7PWZ5878afRaDQajUbz/+3bv6tPcRzH8eeLy3QHkTDI3ciP6U4Xg/wDxB3cweRPkcEoZbQwKMkikUHKpIiBsFiUu1DKZPA2OCnplnLP+fa5n+dj+f4432+9h9d51+t7zleSetTdbZ+SJEmS1CPLnyRJkiR1wPInSZIkSR2w/EmSJElSByx/kiRJktQBy98GkOR0kkpyYNazSP/CzErSuNyzao2ZnYblb2NYAZ4Oj1ILzKwkjcs9q9aY2QlY/hqXZB44DlwAzg3vbUpyLcnbJI+S3E+yPBxbTPIkyfMkD5PsmeH46pCZlaRxuWfVGjM7Hctf+04BD6rqPfA5ySJwBlgADgLngSWAJFuAq8ByVS0C14FLsxhaXTOzkjQu96xaY2YnMjfrAfTfVoArw/Nbw+s54HZV/QBWkzweju8HDgOPkgBsBj5NO65kZiVpZO5ZtcbMTsTy17Ak24GTwJEkxa/wF3B3ra8Ar6tqaaIRpT+YWUkal3tWrTGz0/K2z7YtAzeqal9VLVTVXuAD8AU4O9wrvQs4MXz+HbAzye/L5kkOzWJwdcvMStK43LNqjZmdkOWvbSv8/avIHWA38BF4A9wEXgBfq+o7v06wy0leAS+Bo9ONK5lZSRqZe1atMbMTSlXNegaNIMl8VX1LsgN4BhyrqtVZzyWtxcxK0rjcs2qNmV1//udv47qXZBuwFbjoiaIGmFlJGpd7Vq0xs+vMK3+SJEmS1AH/8ydJkiRJHbD8SZIkSVIHLH+SJEmS1AHLnyRJkiR1wPInSZIkSR2w/EmSJElSB34C6vdq6XKpVdEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x360 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(n_numeric_attributes):\n",
    "    k = 1\n",
    "    plt.subplots(1,  n_numeric_attributes, figsize=(15, 5))\n",
    "\n",
    "    for j in range(n_numeric_attributes):\n",
    "        plt.subplot(1, n_numeric_attributes, k)\n",
    "\n",
    "        if i == j:\n",
    "            colored_hist(data, class_map, color_map, numeric_attributes[i], 'Drug', n_bins=10)\n",
    "        else:\n",
    "            colored_scatter(data, numeric_attributes[i], numeric_attributes[j], colors)\n",
    "\n",
    "        k += 1\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Focus on this scatter plot*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 6))\n",
    "colored_scatter(data, 'Na', 'K', colors)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# A hyperplane can separate the drugY (purple) class*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [0.5, 0.9]\n",
    "y = [0.033, 0.061]\n",
    "\n",
    "plt.figure(figsize=(6, 6))\n",
    "colored_scatter(data, 'Na', 'K', colors)\n",
    "plt.plot(x, y, linewidth=3, color='black')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data preparation\n",
    "--"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Remove all the attributes with too high (typically IDs) or too low variability (column that exhibit the same value for all the records)*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Sex      BP Cholesterol  Age        Na         K   Drug\n",
      "0   F    HIGH        HIGH   23  0.792535  0.031258  drugY\n",
      "1   M     LOW        HIGH   47  0.739309  0.056468  drugC\n",
      "2   M     LOW        HIGH   47  0.697269  0.068944  drugC\n",
      "3   F  NORMAL        HIGH   28  0.563682  0.072289  drugX\n",
      "4   F     LOW        HIGH   61  0.559294  0.030998  drugY\n"
     ]
    }
   ],
   "source": [
    "data = data[['Sex', 'BP', 'Cholesterol', 'Age', 'Na', 'K', 'Drug']]\n",
    "attributes = list(data.columns)\n",
    "n_attributes = len(attributes)\n",
    "print(data.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Highlight missing values*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 200 entries, 0 to 199\n",
      "Data columns (total 7 columns):\n",
      "Sex            200 non-null category\n",
      "BP             200 non-null category\n",
      "Cholesterol    200 non-null category\n",
      "Age            200 non-null int64\n",
      "Na             194 non-null float64\n",
      "K              196 non-null float64\n",
      "Drug           200 non-null category\n",
      "dtypes: category(4), float64(2), int64(1)\n",
      "memory usage: 6.0 KB\n",
      "None\n",
      "\n",
      "Sex            0\n",
      "BP             0\n",
      "Cholesterol    0\n",
      "Age            0\n",
      "Na             6\n",
      "K              4\n",
      "Drug           0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(data.info())\n",
    "print()\n",
    "print(data.isna().sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Embed the hyperplane of separation information*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### *# Compute the hyperplane*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create model\n",
    "svm_model = svm.SVC(kernel='linear', C=1000)\n",
    "\n",
    "# Prepare data projection\n",
    "x = data[['Na', 'K']].values\n",
    "y = np.zeros(len(data)) - 1\n",
    "y[data['Drug'] == 'drugY'] = 1\n",
    "\n",
    "# Replace missing values\n",
    "np.nan_to_num(x, copy=False)\n",
    "\n",
    "# Train the model\n",
    "svm_model.fit(x, y)\n",
    "\n",
    "# get the separating hyperplane\n",
    "w = svm_model.coef_[0]\n",
    "a = -w[0] / w[1]\n",
    "xx = np.linspace(0.5, 0.9)\n",
    "yy = a * xx - (svm_model.intercept_[0]) / w[1]\n",
    "\n",
    "plt.figure(figsize=(10, 10))\n",
    "colored_scatter(data, 'Na', 'K', colors)\n",
    "plt.plot(xx, yy, linewidth=3, color='black')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### *# Create a new attribute*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Instance_number  ID  Age Sex      BP Cholesterol        Na         K  \\\n",
      "0                0   1   23   F    HIGH        HIGH  0.792535  0.031258   \n",
      "1                1   2   47   M     LOW        HIGH  0.739309  0.056468   \n",
      "2                2   3   47   M     LOW        HIGH  0.697269  0.068944   \n",
      "3                3   4   28   F  NORMAL        HIGH  0.563682  0.072289   \n",
      "4                4   5   61   F     LOW        HIGH  0.559294  0.030998   \n",
      "5                5   6   22   F  NORMAL        HIGH       NaN  0.078647   \n",
      "6                6   7   49   F  NORMAL        HIGH  0.789637  0.048518   \n",
      "7                7   8   41   M     LOW        HIGH  0.766635  0.069461   \n",
      "8                8   9   60   M  NORMAL        HIGH  0.777205  0.051230   \n",
      "9                9  10   43   M     LOW      NORMAL  0.526102  0.027164   \n",
      "\n",
      "    Drug            Hyper  \n",
      "0  drugY  Under_threshold  \n",
      "1  drugC  Above_threshold  \n",
      "2  drugC  Above_threshold  \n",
      "3  drugX  Above_threshold  \n",
      "4  drugY  Under_threshold  \n",
      "5  drugX          Unknown  \n",
      "6  drugY  Under_threshold  \n",
      "7  drugC  Above_threshold  \n",
      "8  drugY  Under_threshold  \n",
      "9  drugY  Under_threshold  \n",
      "\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 200 entries, 0 to 199\n",
      "Data columns (total 10 columns):\n",
      "Instance_number    200 non-null int64\n",
      "ID                 200 non-null int64\n",
      "Age                200 non-null int64\n",
      "Sex                200 non-null category\n",
      "BP                 200 non-null category\n",
      "Cholesterol        200 non-null category\n",
      "Na                 194 non-null float64\n",
      "K                  196 non-null float64\n",
      "Drug               200 non-null category\n",
      "Hyper              200 non-null category\n",
      "dtypes: category(5), float64(2), int64(3)\n",
      "memory usage: 9.5 KB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "new_attr_val = np.array(['Under_threshold'] * len(data))\n",
    "new_attr_val[data['K'] > a * data['Na'] - (svm_model.intercept_[0]) / w[1]] = 'Above_threshold'\n",
    "new_attr_val[data['K'].isna() | data['Na'].isna()] = 'Unknown'\n",
    "data['Hyper'] = new_attr_val\n",
    "data['Hyper'] = data['Hyper'].astype('category')\n",
    "print(data.head(10))\n",
    "print()\n",
    "print(data.info())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 6))\n",
    "colored_bar(data, class_map, color_map, 'Hyper', 'Drug')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Modeling\n",
    "=="
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Binarize the dataset*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Instance_number  ID  Age        Na         K  Sex_F  Sex_M  BP_HIGH  \\\n",
      "0                0   1   23  0.792535  0.031258      1      0        1   \n",
      "1                1   2   47  0.739309  0.056468      0      1        0   \n",
      "2                2   3   47  0.697269  0.068944      0      1        0   \n",
      "3                3   4   28  0.563682  0.072289      1      0        0   \n",
      "4                4   5   61  0.559294  0.030998      1      0        0   \n",
      "5                5   6   22       NaN  0.078647      1      0        0   \n",
      "6                6   7   49  0.789637  0.048518      1      0        0   \n",
      "7                7   8   41  0.766635  0.069461      0      1        0   \n",
      "8                8   9   60  0.777205  0.051230      0      1        0   \n",
      "9                9  10   43  0.526102  0.027164      0      1        0   \n",
      "\n",
      "   BP_LOW  BP_NORMAL  Cholesterol_HIGH  Cholesterol_NORMAL  \\\n",
      "0       0          0                 1                   0   \n",
      "1       1          0                 1                   0   \n",
      "2       1          0                 1                   0   \n",
      "3       0          1                 1                   0   \n",
      "4       1          0                 1                   0   \n",
      "5       0          1                 1                   0   \n",
      "6       0          1                 1                   0   \n",
      "7       1          0                 1                   0   \n",
      "8       0          1                 1                   0   \n",
      "9       1          0                 0                   1   \n",
      "\n",
      "   Hyper_Above_threshold  Hyper_Under_threshold  Hyper_Unknown  \n",
      "0                      0                      1              0  \n",
      "1                      1                      0              0  \n",
      "2                      1                      0              0  \n",
      "3                      1                      0              0  \n",
      "4                      0                      1              0  \n",
      "5                      0                      0              1  \n",
      "6                      0                      1              0  \n",
      "7                      1                      0              0  \n",
      "8                      0                      1              0  \n",
      "9                      0                      1              0  \n"
     ]
    }
   ],
   "source": [
    "data2 = pd.get_dummies(data, columns=[\"Sex\", \"BP\", \"Cholesterol\", 'Hyper'])\n",
    "new_attr_list = list(data2.columns)\n",
    "new_attr_list.remove('Drug')\n",
    "data2 = data2[new_attr_list]\n",
    "print(data2.head(10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Split-out validation dataset*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = np.array(data2.values)\n",
    "\n",
    "# Replace missing values\n",
    "X[np.isnan(X)] = 0\n",
    "\n",
    "Y = np.array(data['Drug'].values)\n",
    "validation_size = 0.20\n",
    "seed = 121\n",
    "\n",
    "X_train, X_validation, Y_train, Y_validation = model_selection.train_test_split(\n",
    "    X, Y, test_size=validation_size, random_state=seed)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Create the models*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C45: 0.950000 (0.061237)\n",
      "CART: 0.956250 (0.062812)\n"
     ]
    }
   ],
   "source": [
    "models = []\n",
    "models.append(('C45', DecisionTreeClassifier(criterion='entropy', min_samples_leaf=3)))\n",
    "models.append(('CART', DecisionTreeClassifier(criterion='gini', min_samples_leaf=3)))\n",
    "\n",
    "# evaluate each model in turn\n",
    "results = []\n",
    "names = []\n",
    "\n",
    "for name, model in models:\n",
    "    kfold = model_selection.KFold(n_splits=10, random_state=seed)\n",
    "    cv_results = model_selection.cross_val_score(model, X_train, Y_train, cv=kfold, scoring='accuracy')\n",
    "    results.append(cv_results)\n",
    "    names.append(name)\n",
    "    msg = \"%s: %f (%f)\" % (name, cv_results.mean(), cv_results.std())\n",
    "    print(msg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Evaluation\n",
    "=="
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Model comparison*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "fig.suptitle('Model Comparison')\n",
    "plt.boxplot(results)\n",
    "plt.xticks(range(1, len(names) + 1), names)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *# Do predictions on test set*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 1.0\n",
      "\n",
      "\n",
      "Confusion matrix:\n",
      "[[ 3  0  0  0  0]\n",
      " [ 0  4  0  0  0]\n",
      " [ 0  0  3  0  0]\n",
      " [ 0  0  0 12  0]\n",
      " [ 0  0  0  0 18]]\n",
      "\n",
      "\n",
      "Classification report\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "       drugA       1.00      1.00      1.00         3\n",
      "       drugB       1.00      1.00      1.00         4\n",
      "       drugC       1.00      1.00      1.00         3\n",
      "       drugX       1.00      1.00      1.00        12\n",
      "       drugY       1.00      1.00      1.00        18\n",
      "\n",
      "   micro avg       1.00      1.00      1.00        40\n",
      "   macro avg       1.00      1.00      1.00        40\n",
      "weighted avg       1.00      1.00      1.00        40\n",
      "\n"
     ]
    }
   ],
   "source": [
    "model = DecisionTreeClassifier(criterion='gini', min_samples_leaf=3)\n",
    "model.fit(X_train, Y_train)\n",
    "predictions = model.predict(X_validation)\n",
    "print('Accuracy:', accuracy_score(Y_validation, predictions))\n",
    "print()\n",
    "print()\n",
    "print('Confusion matrix:')\n",
    "print(confusion_matrix(Y_validation, predictions))\n",
    "print()\n",
    "print()\n",
    "print('Classification report')\n",
    "print(classification_report(Y_validation, predictions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
