Understand_Data.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Understand Data"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import pandas as pd\n",
        "\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "\n",
        "# fix_yahoo_finance is used to fetch data \n",
        "import fix_yahoo_finance as yf\n",
        "yf.pdr_override()"
      ],
      "outputs": [],
      "execution_count": 1,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# input\n",
        "symbol = 'AMD'\n",
        "start = '2014-01-01'\n",
        "end = '2018-08-27'\n",
        "\n",
        "# Read data \n",
        "dataset = yf.download(symbol,start,end)\n",
        "\n",
        "# View Data\n",
        "dataset.head()"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[*********************100%***********************]  1 of 1 downloaded\n"
          ]
        },
        {
          "output_type": "execute_result",
          "execution_count": 2,
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2014-01-02</th>\n",
              "      <td>3.85</td>\n",
              "      <td>3.98</td>\n",
              "      <td>3.84</td>\n",
              "      <td>3.95</td>\n",
              "      <td>3.95</td>\n",
              "      <td>20548400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-03</th>\n",
              "      <td>3.98</td>\n",
              "      <td>4.00</td>\n",
              "      <td>3.88</td>\n",
              "      <td>4.00</td>\n",
              "      <td>4.00</td>\n",
              "      <td>22887200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-06</th>\n",
              "      <td>4.01</td>\n",
              "      <td>4.18</td>\n",
              "      <td>3.99</td>\n",
              "      <td>4.13</td>\n",
              "      <td>4.13</td>\n",
              "      <td>42398300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-07</th>\n",
              "      <td>4.19</td>\n",
              "      <td>4.25</td>\n",
              "      <td>4.11</td>\n",
              "      <td>4.18</td>\n",
              "      <td>4.18</td>\n",
              "      <td>42932100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-08</th>\n",
              "      <td>4.23</td>\n",
              "      <td>4.26</td>\n",
              "      <td>4.14</td>\n",
              "      <td>4.18</td>\n",
              "      <td>4.18</td>\n",
              "      <td>30678700</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            Open  High   Low  Close  Adj Close    Volume\n",
              "Date                                                    \n",
              "2014-01-02  3.85  3.98  3.84   3.95       3.95  20548400\n",
              "2014-01-03  3.98  4.00  3.88   4.00       4.00  22887200\n",
              "2014-01-06  4.01  4.18  3.99   4.13       4.13  42398300\n",
              "2014-01-07  4.19  4.25  4.11   4.18       4.18  42932100\n",
              "2014-01-08  4.23  4.26  4.14   4.18       4.18  30678700"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 2,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Create more data\n",
        "dataset['Increase/Decrease'] = np.where(dataset['Volume'].shift(-1) > dataset['Volume'],1,0)\n",
        "dataset['Buy_Sell_on_Open'] = np.where(dataset['Open'].shift(-1) > dataset['Open'],1,-1)\n",
        "dataset['Buy_Sell'] = np.where(dataset['Adj Close'].shift(-1) > dataset['Adj Close'],1,-1)\n",
        "dataset['Return'] = dataset['Adj Close'].pct_change()\n",
        "dataset = dataset.dropna()\n",
        "dataset['Class'] = np.where(dataset['Return'].shift(-1) > dataset['Return'],'Increase','Decrease')"
      ],
      "outputs": [],
      "execution_count": 3,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Exploratory Data Analysis\")\n",
        "print(\"Stock Data\")\n",
        "print('-'*40)\n",
        "print(\"Dataset information\") \n",
        "print(dataset.info(memory_usage='deep',verbose=False))\n",
        "print('-'*40)\n",
        "print(dataset.info())\n",
        "print('-'*40)\n",
        "print(\"Data type:\")\n",
        "print(dataset.dtypes)\n",
        "print('-'*40)\n",
        "print(\"Check unique values without NaN\")\n",
        "print(dataset.nunique())\n",
        "print('-'*40)\n",
        "print(\"Data shape:\")\n",
        "print(dataset.shape)\n",
        "print('-'*40)\n",
        "print(\"Data columns Names:\")\n",
        "print(dataset.columns)\n",
        "print('-'*40)\n",
        "print(\"Check for NaNs:\")\n",
        "print(dataset.isnull().values.any())\n",
        "print('-'*40)\n",
        "print(\"How many NaN it has in each columns?\")\n",
        "print(dataset.isnull.sum())\n",
        "print('-'*40)\n",
        "print(\"Data Statistics Summary:\")\n",
        "print(dataset.describe())"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Exploratory Data Analysis\n",
            "Stock Data\n",
            "----------------------------------------\n",
            "Dataset information\n",
            "<class 'pandas.core.frame.DataFrame'>\n",
            "DatetimeIndex: 1171 entries, 2014-01-03 to 2018-08-27\n",
            "Columns: 11 entries, Open to Class\n",
            "dtypes: float64(6), int32(4), object(1)\n",
            "memory usage: 156.7 KB\n",
            "None\n",
            "----------------------------------------\n",
            "<class 'pandas.core.frame.DataFrame'>\n",
            "DatetimeIndex: 1171 entries, 2014-01-03 to 2018-08-27\n",
            "Data columns (total 11 columns):\n",
            "Open                 1171 non-null float64\n",
            "High                 1171 non-null float64\n",
            "Low                  1171 non-null float64\n",
            "Close                1171 non-null float64\n",
            "Adj Close            1171 non-null float64\n",
            "Volume               1171 non-null int32\n",
            "Increase/Decrease    1171 non-null int32\n",
            "Buy_Sell_on_Open     1171 non-null int32\n",
            "Buy_Sell             1171 non-null int32\n",
            "Return               1171 non-null float64\n",
            "Class                1171 non-null object\n",
            "dtypes: float64(6), int32(4), object(1)\n",
            "memory usage: 91.5+ KB\n",
            "None\n",
            "----------------------------------------\n",
            "Data type:\n",
            "Open                 float64\n",
            "High                 float64\n",
            "Low                  float64\n",
            "Close                float64\n",
            "Adj Close            float64\n",
            "Volume                 int32\n",
            "Increase/Decrease      int32\n",
            "Buy_Sell_on_Open       int32\n",
            "Buy_Sell               int32\n",
            "Return               float64\n",
            "Class                 object\n",
            "dtype: object\n",
            "----------------------------------------\n",
            "Check unique values without NaN\n",
            "Open                  639\n",
            "High                  645\n",
            "Low                   627\n",
            "Close                 658\n",
            "Adj Close             658\n",
            "Volume               1169\n",
            "Increase/Decrease       2\n",
            "Buy_Sell_on_Open        2\n",
            "Buy_Sell                2\n",
            "Return               1066\n",
            "Class                   2\n",
            "dtype: int64\n",
            "----------------------------------------\n",
            "Data shape:\n",
            "(1171, 11)\n",
            "----------------------------------------\n",
            "Data columns Names:\n",
            "Index(['Open', 'High', 'Low', 'Close', 'Adj Close', 'Volume',\n",
            "       'Increase/Decrease', 'Buy_Sell_on_Open', 'Buy_Sell', 'Return', 'Class'],\n",
            "      dtype='object')\n",
            "----------------------------------------\n",
            "Check for NaNs:\n",
            "False\n",
            "----------------------------------------\n",
            "How many NaN it has in each columns?\n"
          ]
        },
        {
          "output_type": "error",
          "ename": "AttributeError",
          "evalue": "'function' object has no attribute 'sum'",
          "traceback": [
            "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
            "\u001b[1;32m<ipython-input-4-6a63ea1cc3d9>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     23\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'-'\u001b[0m\u001b[1;33m*\u001b[0m\u001b[1;36m40\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     24\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"How many NaN it has in each columns?\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 25\u001b[1;33m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdataset\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0misnull\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msum\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     26\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'-'\u001b[0m\u001b[1;33m*\u001b[0m\u001b[1;36m40\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     27\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Data Statistics Summary:\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
            "\u001b[1;31mAttributeError\u001b[0m: 'function' object has no attribute 'sum'"
          ]
        }
      ],
      "execution_count": 4,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Check for headers\n",
        "dataset.columns"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 5,
          "data": {
            "text/plain": [
              "Index(['Open', 'High', 'Low', 'Close', 'Adj Close', 'Volume',\n",
              "       'Increase/Decrease', 'Buy_Sell_on_Open', 'Buy_Sell', 'Return', 'Class'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 5,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Check for type of data in each columns\n",
        "dataset.dtypes"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 6,
          "data": {
            "text/plain": [
              "Open                 float64\n",
              "High                 float64\n",
              "Low                  float64\n",
              "Close                float64\n",
              "Adj Close            float64\n",
              "Volume                 int32\n",
              "Increase/Decrease      int32\n",
              "Buy_Sell_on_Open       int32\n",
              "Buy_Sell               int32\n",
              "Return               float64\n",
              "Class                 object\n",
              "dtype: object"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 6,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataset.shape"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 7,
          "data": {
            "text/plain": [
              "(1171, 11)"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 7,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Descriptions\n",
        "print(dataset.describe())"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              Open         High          Low        Close    Adj Close  \\\n",
            "count  1171.000000  1171.000000  1171.000000  1171.000000  1171.000000   \n",
            "mean      7.016661     7.163860     6.870598     7.018395     7.018395   \n",
            "std       4.881772     4.986302     4.780320     4.888730     4.888730   \n",
            "min       1.620000     1.690000     1.610000     1.620000     1.620000   \n",
            "25%       2.710000     2.780000     2.660000     2.705000     2.705000   \n",
            "50%       4.250000     4.350000     4.180000     4.280000     4.280000   \n",
            "75%      11.590000    11.790000    11.310000    11.560000    11.560000   \n",
            "max      24.940001    27.299999    24.629999    25.260000    25.260000   \n",
            "\n",
            "             Volume  Increase/Decrease  Buy_Sell_on_Open     Buy_Sell  \\\n",
            "count  1.171000e+03        1171.000000       1171.000000  1171.000000   \n",
            "mean   3.787362e+07           0.455167          0.011102    -0.000854   \n",
            "std    3.457405e+07           0.498199          1.000366     1.000427   \n",
            "min    0.000000e+00           0.000000         -1.000000    -1.000000   \n",
            "25%    1.308165e+07           0.000000         -1.000000    -1.000000   \n",
            "50%    2.900680e+07           0.000000          1.000000    -1.000000   \n",
            "75%    5.067665e+07           1.000000          1.000000     1.000000   \n",
            "max    3.250584e+08           1.000000          1.000000     1.000000   \n",
            "\n",
            "            Return  \n",
            "count  1171.000000  \n",
            "mean      0.002284  \n",
            "std       0.038126  \n",
            "min      -0.242291  \n",
            "25%      -0.015962  \n",
            "50%       0.000706  \n",
            "75%       0.018312  \n",
            "max       0.522901  \n"
          ]
        }
      ],
      "execution_count": 8,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Check for class in dataset\n",
        "print(dataset.groupby('Class').size())"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Class\n",
            "Decrease    597\n",
            "Increase    574\n",
            "dtype: int64\n"
          ]
        }
      ],
      "execution_count": 9,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot Class\n",
        "import seaborn as sns\n",
        "\n",
        "sns.countplot(x=\"Class\", data=dataset)\n",
        "dataset.loc[:,'Class'].value_counts()"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 10,
          "data": {
            "text/plain": [
              "Decrease    597\n",
              "Increase    574\n",
              "Name: Class, dtype: int64"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              "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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edcb1a9588>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 10,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Check for NaN and Total of NaN\n",
        "print(dataset.isnull().sum())"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Open                 0\n",
            "High                 0\n",
            "Low                  0\n",
            "Close                0\n",
            "Adj Close            0\n",
            "Volume               0\n",
            "Increase/Decrease    0\n",
            "Buy_Sell_on_Open     0\n",
            "Buy_Sell             0\n",
            "Return               0\n",
            "Class                0\n",
            "dtype: int64\n"
          ]
        }
      ],
      "execution_count": 11,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Check missing value\n",
        "print(dataset.isna().sum())"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Open                 0\n",
            "High                 0\n",
            "Low                  0\n",
            "Close                0\n",
            "Adj Close            0\n",
            "Volume               0\n",
            "Increase/Decrease    0\n",
            "Buy_Sell_on_Open     0\n",
            "Buy_Sell             0\n",
            "Return               0\n",
            "Class                0\n",
            "dtype: int64\n"
          ]
        }
      ],
      "execution_count": 12,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Check unique values wihtout NaN\n",
        "print(dataset.nunique())"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Open                  639\n",
            "High                  645\n",
            "Low                   627\n",
            "Close                 658\n",
            "Adj Close             658\n",
            "Volume               1169\n",
            "Increase/Decrease       2\n",
            "Buy_Sell_on_Open        2\n",
            "Buy_Sell                2\n",
            "Return               1066\n",
            "Class                   2\n",
            "dtype: int64\n"
          ]
        }
      ],
      "execution_count": 13,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Dataset information and prints all columns\n",
        "print(dataset.info())"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "DatetimeIndex: 1171 entries, 2014-01-03 to 2018-08-27\n",
            "Data columns (total 11 columns):\n",
            "Open                 1171 non-null float64\n",
            "High                 1171 non-null float64\n",
            "Low                  1171 non-null float64\n",
            "Close                1171 non-null float64\n",
            "Adj Close            1171 non-null float64\n",
            "Volume               1171 non-null int32\n",
            "Increase/Decrease    1171 non-null int32\n",
            "Buy_Sell_on_Open     1171 non-null int32\n",
            "Buy_Sell             1171 non-null int32\n",
            "Return               1171 non-null float64\n",
            "Class                1171 non-null object\n",
            "dtypes: float64(6), int32(4), object(1)\n",
            "memory usage: 131.5+ KB\n",
            "None\n"
          ]
        }
      ],
      "execution_count": 14,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Dataset information \n",
        "print(dataset.info(memory_usage='deep',verbose=False))"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "DatetimeIndex: 1171 entries, 2014-01-03 to 2018-08-27\n",
            "Columns: 11 entries, Open to Class\n",
            "dtypes: float64(6), int32(4), object(1)\n",
            "memory usage: 196.7 KB\n",
            "None\n"
          ]
        }
      ],
      "execution_count": 15,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Visualization Data"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "# Box and whisker plots\n",
        "dataset.plot(kind='box', subplots=True, layout=(5,5), sharex=False, sharey=False)\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edca5a9320>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 16,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Histogram plots\n",
        "dataset.plot(kind='hist', subplots=True, layout=(4,4), sharex=False, sharey=False)\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edcce4e1d0>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 17,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Histograms\n",
        "dataset.hist()\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edcd2ea978>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 18,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataset_missing_count = dataset.isnull().sum() # Values of NaN is missing data\n",
        "plt.rcParams['figure.figsize'] = (15,8)\n",
        "dataset_missing_count.plot.bar()\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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TRFU9K8kl3f3H+2q3e/furz/ftWtXdu3adWV+HAAAwNLbs2dP9uzZs19tq/tKZbHFi6vOTrKruy+sqm9K8s7uvvOaNkcn2d3dx03bT0/S3f3cafsxSZ6Q5D7d/eV9/KzeSq0AAAAjq6p0d613bKtdMU9L8pjp+aOT/MU6bd6X5PZVdeuqumaSh0+vS1Udl+SpSR66r1AHAADAxrZ6x+7GSV6b5JZJzkvyo939uaq6eZKXd/eDp3bHJXl+FkHy5O5+zrT/3CTXTPIv01/5t9390xv8LHfsAACAHWtfd+y2FOwOJMEOAADYya7KrpgAAADMTLADAAAYnGAHAAAwOMEOAABgcIIdAADA4AQ7AACAwQl2AAAAgxPsAAAABifYAQAADE6wAwAAGJxgBwAAMDjBDgAAYHCCHQAAwOAEOwAAgMEJdgAAAIMT7AAAAAYn2AEAAAxOsAMAABicYAcAADA4wQ4AAGBwgh0AAMDgBDsAAIDBCXYAAACDE+wAAAAGJ9gBAAAMTrADAAAYnGAHAAAwOMEOAABgcIIdAADA4AQ7AACAwQl2AAAAgxPsAAAABifYAQAADE6wAwAAGJxgBwAAMDjBDgAAYHCCHQAAwOAEOwAAgMEJdgAAAIMT7AAAAAYn2AEAAAxOsAMAABicYAcAADA4wQ4AAGBwgh0AAMDgBDsAAIDBCXYAAACDE+wAAAAGJ9gBAAAMTrADAAAYnGAHAAAwOMEOAABgcIIdAADA4AQ7AACAwQl2AAAAgxPsAAAABifYAQAADE6wAwAAGJxgBwAAMDjBDgAAYHCCHQAAwOAEOwAAgMEJdgAAAIMT7AAAAAYn2AEAAAxuS8Guqm5UVadX1ceq6i1VdegG7Y6rqnOq6uNV9bR1jv98VX2tqm68lXoAAAB2oq3esXt6krd1952SvCPJM9Y2qKpDkrwoybFJjkxyQlUdser4LZLcL8l5W6wFAABgR9pqsDs+ySun569M8rB12twrybndfV53X5Lk1Ol1K56X5KlbrAMAAGDH2mqwu1l3X5gk3f2ZJDdbp83hSc5ftX3BtC9V9dAk53f3R7ZYBwAAwI519StqUFVvTXLY6l1JOskvrtO89/cHV9V1kjwzi26Yq//uDe3evfvrz3ft2pVdu3bt748DAAAYyp49e7Jnz579alvd+53FLv/iqrOT7OruC6vqm5K8s7vvvKbN0Ul2d/dx0/bTswiAf53kbUkuziLQ3SLJp5Pcq7v/eZ2f1VupFQAAYGRVle5e92bYVrtinpbkMdPzRyf5i3XavC/J7avq1lV1zSQPT3Jad/9dd39Td9+2u2+TRRfNu60X6gAAANjYVoPdc5Pcr6o+luSYJM9Jkqq6eVX9VZJ096VJnpTk9CRnJTm1u89e5+/qXEFXTAAAAC5vS10xDyRdMQEAgJ3squyKCQAAwMwEOwAAgMEJdgAAAIMT7AAAAAYn2AEAAAxOsAMAABicYAcAADA4wQ4AAGBwgh0AAMDgBDsAAIDBCXYAAACDE+wAAAAGJ9gBAAAMTrADAAAYnGAHAAAwOMEOAABgcIIdAADA4AQ7AACAwQl2AAAAgxPsAAAABifYAQAADE6wAwAAGJxgBwAAMDjBDgAAYHCCHQAAwOAEOwAAgMEJdgAAAIMT7AAAAAYn2AEAAAxOsAMAABicYAcAADA4wQ4AAGBwgh0AAMDgBDsAAIDBCXYAAACDE+wAAAAGJ9gBAAAMTrADAAAYnGAHAAAwOMEOAABgcIIdAADA4AQ7AACAwQl2AAAAgxPsAAAABifYAQAADE6wAwAAGJxgBwAAMDjBDgAAYHCCHQAAwOAEOwAAgMEJdgAAAIMT7AAAAAYn2AEAAAxOsAMAABicYAcAADA4wQ4AAGBwgh0AAMDgBDsAAIDBCXYAAACDE+wAAAAGJ9gBAAAMTrADAAAYnGAHAAAwOMEOAABgcIIdAADA4AQ7AACAwW0p2FXVjarq9Kr6WFW9paoO3aDdcVV1TlV9vKqetubYz1TV2VX1kap6zlbqmcOePXvmLmEoztfmOF+b43xtjvO1Oc7X5jlnm+N8bY7ztTnO1+aMeL62esfu6Une1t13SvKOJM9Y26CqDknyoiTHJjkyyQlVdcR0bFeShyT5tu7+tiS/tcV6DrgR/6fPyfnaHOdrc5yvzXG+Nsf52jznbHOcr81xvjbH+dqcEc/XVoPd8UleOT1/ZZKHrdPmXknO7e7zuvuSJKdOr0uSn0rynO7+apJ092e3WA8AAMCOs9Vgd7PuvjBJuvszSW62TpvDk5y/avuCaV+S3DHJ91XV31bVO6vqHlusBwAAYMep7t53g6q3Jjls9a4kneQXk7yiu2+8qu2/dPdN1rz+h5Ic293/adp+ZJJ7dfeTq+ojSd7R3SdV1T2TvKa7b7tBHfsuFAAA4CDX3bXe/qvvxwvvt9Gxqrqwqg7r7gur6puS/PM6zT6d5Fartm8x7UsWd+9eP/2c91XV16rqJt39L/v7HwAAALDTbbUr5mlJHjM9f3SSv1inzfuS3L6qbl1V10zy8Ol1SfLnSe6TJFV1xyTXWC/UAQAAsLEr7Iq5zxdX3TjJa5PcMsl5SX60uz9XVTdP8vLufvDU7rgkz88iSJ7c3c+Z9l8jyR8kOSrJl5P8fHe/awv/PQAAADvOloIdAAAA89tqV0wAAABmJtjBkqmq281dAwenqjqsqk6uqjdN299SVT85d13Lbhojft/p+XWq6vpz1wQAa+mKuUlVddMkT0jyzVk1q2h3P26umkZQVYcnuXX2Pmd/M19Fy6uq3pXF7LHvS/LuJH/T3R+Zt6rlVVWV5BFJbtvdv1JVt0ryTd393plLWzpToDslybO6+65VdfUkH+zub5u5tKVVVU9I8p+S3Li7b1dVd0jyku4+ZubSllpVfU+SO3T3KdPn5jd09yfnrmtZ+Yy8YlX1g/s63t2vP1C1jKSqvjvJ7lz2+1VJeqPlxXayqjopi8/ILyb5/SR3S/L07j591sI24QqXO+By/iKLL9tvS3LpzLUMoaqem+THknw0l52zTuJDax3dfe9pBtl7JtmV5K+r6htWrxnJXl6c5GtZzLD7K1m8If9ZFuePvX1jd7+2qp6RJN391aryPrZvJya5V5L3JEl3n1tVN5u3pOVWVc9Oco8kd8riS9I1kvxhku+es65l5TNyvz1kH8c60/JZXM7JSX4uyQfie+sVeVx3P7+qjk1yoyQ/keTVSQS7g9h1u/tpcxcxmIcluVN3f3nuQkYwXen+3ulxwyR/lcXFBNb3Hd1996r6YJJ0979NwZjLu6iqbpLFl6BU1dFJPj9vSUvvy939lcWN4WS6y6mry779QBZXus9Iku7+R91X98ln5H7o7sfOXcOgPt/db5q7iEGsrJn9wCSv7u6zauXNfxCC3eb9VVU9sLvfOHchA/n7LK7Y+tDaP3uyuLL235K8sbu/Mm85S++SqrpaLgsrN83iDh6X95Qs1hG9XVX9zyQ3TfLD85a09N5VVc9Mcp2qul+Sn07ylzPXtOy+0t1dVSv/Jq83d0FLzmfkfqiqp+zreHf/9oGqZTDvrKrfzOKO5td/x7r7jPlKWlofqKrTk9wmyTOmC1JDfZ8wxm6TquqLSa6X5CvTY6Wv8g1mLWwJVdULs/iyfXiSuyZ5e/Z+U3nyTKUttaq6YRZdlr4vi+6EX0vyv7v7v8xa2JKqqkdk0Y3p7klemUVQ+cXuft2shS2p6Y7TnbJ47/pYd18yc0lLraoOSfKTSe6fxTl7S5Lfbx+eG6qqX0hyhyT3y+IC1eOS/HF3v3DWwpZUVf1ZfEZeoamL74a6+5cPVC0jqap3rrO7u/s+B7yYJTe93x+V5O+ndblvnOQW3f3hmUvbb4IdV5mqevS+jnf3Kw9ULaOpqjsnuXcW3TG/K8k/dPe9561qeVXVEUmOyeKL99u7++yZS1pKVfUjSd7c3V+sql/MIgz/miu3bLfp7ubXw3B3v3XmkpbWRp+VPiPZqimo/HB3v3buWkYwTTRzZndfVFWPzOIz8vndfd7Mpe03wW6TVs3Ad5vu/tWqumWSm5uBj+1SVX+f5Jwk/yOLwfPv1R1zY9PyEBd095eraleSuyR5VXd/bt7Klk9Vfbi77zKN4/zVJL+V5Je6+ztmLm1pVdWDszhXa2eU00tjA1PXyy9196VVdacs7hC/yd3hjVXVdZLcqrs/Nncty66q7pjk95Ic1t3fWlV3SfLQ7v61mUtbSlX1/u6+x9x1jKCqPpzF3fO7JHlFFjNj/uhIF9atY7d5L07ynUl+fNr+9yS/O185y6+qPlJVH17zeHdVPW+ayIG93b67H9jd/7W7/4dQd4X+LMmlVXX7JC9NcsskfzxvSUtrZUa0ByV5eXf/dRITzezb7yR5dJKbdPcNuvv6Qt0V+psk15qm8H9zFjPLvWLWipZYVT0kyZlZnKtU1VFVddq8VS21lyd5RpJLkmTqJvfwWStabm+rql+oqltW1Y1XHnMXtaS+OnWzPz7Ji7r7d5MMNfGTyVM2zwx8m/emLL5QrnzZfniS6yb5TBYf9vuawngn+v+m8YkrU4O/O8lJ3X3BjDUts69N0/b/YBZvxC9c+ffJ5Xy6ql6axdin51bVteIC3xU5P8nfGVO3KdXdF1fVTyb5ve7+jao6c+6iltjuLJbU2JMk3X1mVVljbGPX7e73rpms8KtzFTOAH5v+PHHVvk7id+zyvjgtB/TIJN83dWW9xsw1bYpgt3lm4Nu8+3b33Vdtf6SqzpgC8iNnq2p5nZJFCP6RafuR0777zVbRcrukqk5I8qhcdpFgqDfiA+hHkxyX5LemgeE3T/LUmWtadv85yRur6l3Ze2ILM/BtrKrqO7MYtvCT076rzVjPsrukuz+/Jqj4XrGxz05d8Fe+h/1wkn+at6Tl1d23mbuGgfxYFj3yfrK7P1NVt0rymzPXtCmC3ea9IMkbkhxWVb+eaQa+eUtaelerqnutjEOsqnvmsg95V9ku76bdfcqq7VdU1c/OVs3ye2yS/z/Jr3f3J6vqNlksKMoa012U/5Pk2GkB1nd39zALr87k17Pocn/t6La6v07KoqvcG6Z1oG6bZL2Z+Vg4q6p+PIvPyjskeXKS/zVzTcvsxCQvS3JEVX06ySezuIjAOqrqUevt7+5XHehall13fybJb6/a/ockQ50nk6dcCatm4EuSd5iBb9+mIPcHSb4hi4kHvpDk8UnOSvIgszXtrarensUduj+Zdp2Q5LHdfczGr9rZpu7Qd5w2TeG/gao6KckTsljPKFksJP0y09BvrKr+rru/de46OHhV1XWTPCt7L6nxq939pVkLW3LTJD2HdPcX565lmU1DO1ZcO4vvr2d0tzVM16iqo5O8MMmds7iQd7Uk/97dh85a2CYIdldCVd09yfdk0Q3gf5oqfP9U1aFJ0t2fn7uWZVZVt87ijeU7s/gd+19Jfqa7z5+1sCU1zYT5yiSfyuJL0S2TPLq7/2bGspbSNOPXd3b3RdP29bJYI/Eu81a2vKrqN5K8zZ3N/TcNUfjPSY7M4otkksS6WftWVTfIYsZVQWUd0yQzH16Zer6qfinJDyU5L4tx6J+cs75RTGvlntrdx81dy7KpqvdnMQ/E65LcI4shHnfs7mfMWtgmGDS/SdMbySuT3DjJNyY5ZVoPijVWxs9V1VOq6ilZjLX4yVXbrKO7z+vuh3b3Tbv7Zt39sCw+vFjff09y/+6+d3d/X5Jjkzxv5pqWVeWymTEzPa8N2rLwU0neXFX/UVVfqKovVtUX5i5qyf1RFku23CbJL2dx0eV9cxa0zKrqnlX1kSQfzmIM+oeq6tvnrmsJ/XqS/5t8fRmSRyZ5XJLTkrxkxrpGc1EW/zZZR3d/IsnVuvvSaVjMUAHYGLvNe0SSu650kaiq52QxTbH1Uy7vetOfQ00Vu6SeksW061zeNVav/dTdH68qk6es75Qk76mqN0zbD0ty8oz1LL3u9v61eTfp7pOr6qTufleSd1WVYLexk5P8dHe/O0mmdSZPyWItLS7T3X3unj+RAAASiElEQVTx9PwHk5zc3R9I8oGq+ukZ61pqVfWXmSaayeKGzrdkcUeKy7t4Gtpx5tRb458y2E0wwW7z/jGLriUrfd+vleTT85WzvLr7pdOfvzx3LQcBd1U29v6q+v0kfzhtPyLJ+2esZ2l1929X1Z4supIni7GblobYh6r6vvX26+q7TytjXP+pqh6UxeemdbM2dulKqEuS7v4fVWViscurqvqGJBdnMU7sxauOXXv9l5Dkt1Y9/2qS8yyftKGfyGJc3ZOS/FwWQzuG6jFljN0mVdWfJ7lnkrdOu+6b5L1JLkiS7n7yTKUtnap6wb6OO1f7r6r+obtvNXcdy2hai+3EXBZW3p3kxd395Y1ftbNc0WK03f2vB6qW0UxXu1dcO4v1xj5gvNjGpm5y787iS9ELk9wgyS93t0W311FVv5PkOllMmNVZTLn+pUwXq4zjX6iqxyV5ZhYTsP3zyhixqrpbFku4mGBsHVX13O5+2hXt4+Ag2G1SVf1UFnc6O4srH/+x+nh3v3KOupZRVT161eYvJ3n26uPO1d6q6ou5rLvEXoeSXKe73WHnSqmqT2bxu7Vy53fl96yy6N5kodr9VFW3TPI73T3UVVyWV1XtaymIdhHhMlV1eJKbJflQd39t2nfzLLrk/8O0fWR3nzVjmUtlZd3gNfs+bNKsy0xjXDcMRCOdK8FuP1XV1ZP81ywG6p6XxReiW2XRD/6Zplfft6r6YHffbe46OHgcTG/EjKMWq0if1d3fMncty6qq7pjk95Ic1t3fWlV3SfLQ7jYWnavcekFmJ5puRPx0ktsm+T+rDl0/ixndHzlLYUtoWj/ysCRrZx+/ZZLPTBOqDEGw209V9bws/jH83MpUxNPUxL+V5OLutoD0PnijZbsdTG/EV7VpMfLrd/efrtn/Q0m+0N1vXf+VTGtArZ544Kgkn/KlaGNV9a4kT03y0pULetYDXF9VfWsW5+rIaddZWXQr/Mh8VY3NheSFaYmpGyX5b0mevurQF3W/31tV/VWSZ6z9d1dV35bkv3b3Q+apbPOGmullZg9O8oTV68t09xeymAr7QbNVBTvX85J8floe4uuPJJ+P5Q7W+qUk71pn/7uS/MoBrmU070/ygenxv5M8Tai7Qtft7veu2WcykDWq6vgkb8ji3+Hjpse7krx+OsaV445FFmsGd/enuvuELC543mf6jDykqix3sLfD1ruYMu375gNfzpVnzM7+617n9mZ3X1pV3kTWsWbM2HVXrf20Mq7nBvNUxkFiwzfiqvrmA1/OUrtWd//ftTu7+7PTIuVswFjgK+WzVXW7TO//VfXDWUwbzt5+Jcn9uvtTq/Z9uKrekeQvpgdsSVU9O4vFtu+UxfCha2YxMc93z1nXkrnhPo5d54BVsQ0Eu/330ap6VHe/avXOaRHuc2aqaalZ/4mr2EHzRnwA3KCqrt7de901mdb7c67WsY8xnCsXpozh3NiJSV6W5Iiq+nSST2axDAl7u/qaUJck6e5PWYtzS74ydwFL5geS3C3JGUnS3f9YVb6f7e39VfWE7n756p1V9fgsemsMQ7Dbfydm0T3icbnsf/I9svhS9AOzVQU710HzRnwAvD7Jy6vqSd19UZJM60E9fzrG5T147gJGVFWHJLlHd993uht8yOohDOzlq1V1q5XZHFdU1a2j6+qGqur1WSzq/qaVmTFX6+6jD3xVS+0r3d0rvcv00ljXzyZ5Q1U9Int/x79mBvuOb/KUTaqq++SyQc4f7e63z1kP7FRVdVgW41O+knXeiLv7M3PVtmymWX1/Lcnjs5jVN1nM6ntykv9iVt99m37X7jltvre7/3nOepZdVb2/u+8xdx3LrqoeluQ3sphxe/V72NOzGMv553PVtsyq6r5JHpvk6CSvS3JKd39s3qqWV1X9QpI7JLlfFhOpPC7Jn3T3Ptca3omq6vuTrEzydFZ3v2POeq4MwQ4Y2sHwRnygVNV1ktx+2vxEd//HvtqTVNWPJvnNJHuy6Ib5vUmeunaGUS5TVc9J8tkkr0ly0cp+M/FdXlXdNcnPZ+9ZMf97d39ovqrGMM36eEKSZ2UxO/LLk/yhC1WXV1X3S3L/LN7D3mIm5IOXYAcAG6iqD2UxwcU/T9s3TfK27r7rvJUtr6r65Dq7u7tve8CLOQhU1Qu7+2fmrmOZVNVNkjwyyU8k+cckf5Tke5J8W3fvmrG0pTd1lz6hu/9o7lrYfsbYAcDGDlnT9fJfYqmgfepuU6lvL7MXrlJVb8hihsdXJ3lId6/MuPqaqnr/fJUtl2mt5ROTHJ7ktCRvnbZ/IcmHsgjDHGQEOwDY2Jur6i1J/mTa/rEkb5yxnqVXVScm+aPu/ty0faMs7hC8eN7KOEi8oLvfud4BYzv38uok/5bF+puPT/LMLLpiPqy7z5yzMK46umICHOSq6ojuPqeq7r7O4U7yr9PCtUyq6neT/HF3/8+q+sEsunklybu7+w0zlrb0qurM7j5qzb4Pdvfd5qppZFV1Rnev9293R6qqR623f+1yVDtdVX2ku79ten61LNaSvFV3f2neyrgquWMHcPD7+SRPSPLfNzh+k6r6UHf/xAGsadl9PMlvVdXNk7w2yau7+4Mz1zSKq1VV9XTlePpSec2ZaxpZzV3AkrnnqufXTnJMFmu0CXZ7+/okMt19aVVdINQd/NyxAyBVdXp333/uOpbNtKbYw6fHdbLokvkn3f3xWQtbYlX1m0luneSl064nJjm/u39+vqrGVVWP6e5XzF3HsqqqGyY5tbuPm7uWZVJVl+ayWWkri/evi6fn3d03mKs2rjqCHcBBbupKuKHutkj5fqiquyX5gyR36e6rzV3Psppm3XtiFndSksWkDb/f3ZfOV9Xyqqo7JnlqFmH46z2puvs+sxU1kKq6RpK/6+47zV0LzE1XTICD30OmP2+W5LuSrKz19/1J/lcSwW4D0+LuD8jijt0xWaxnt3vGkpZed3+tql6R5B0Wjt4vr0vykizWYRN+r0BV/WUWY4OTxQy135JFd2nY8dyxA9ghqur0JI9emR58Gj/2iu4+dt7Kls+0oO8JSR6Y5L1JTk3yF9190T5fSKrqoVks6n7N7r5NVR2V5Fe6+6Ezl7aUquoD3f3tc9cxiqq696rNryY5r7svmKseWCaCHcAOUVVnd/edV20fkuSs1ftYqKp3JPnjJH/W3f82dz0jqaoPJLlPkj0rM2GunqGPvVXV7iT/nOQNSb68sr+7/3WumkZRVd+Y5F/al1lIoismwE7y9jVrsj08ydtmrGdpGd+0JZd09+er9prM0RfvjT16+vOpq/Z1ktvOUMvSqqqjkzwnyb8m+dUs1mn7xiSHVNWjuvvNc9YHy0CwA9ghuvtJVfUDSb5v2vVSa7JxFTirqn48i2UP7pDkyVmM5WQd3X2buWsYxIuyWGT70CzGCT+gu/+2qo7I4mKVYMeOpysmwA5VVd+b5OHdfeLctXDwqKrrJnlWkvtnMbX6W5L8qjW01jfN6vhTueyCy54sLrpcsuGLdqDVC9+v0638gyvdfmEnc8cOYAeZpuw/IcmPJvlkzIjJNuvui7MIds+au5ZB/F6SayR58bT9E9O+x89W0XL62qrn/7HmmLsUEMEO4KA3rZN1wvT4bJLXZNFj4/tnLYyDTlU9OslJSVbWFDs7yQu6+1XzVbX07tndd121/Y6q+tBs1Syvu1bVFzIttj09z7R97fnKguUh2AEc/M5J8u4kD+7uTyRJVf3cvCVxsJlC3c8meUqSM7L4wn33JL9ZVd3dr56zviV2aVXdrrv/T5JU1W1jPbvL6e6rzV0DLDtj7AAOclX1sCxmwPzuLCYYODXJ75u0ge1UVX+bxZjNT63Z/81JTu3uo2coa+lV1TFJTkny91mE4VsneWx3v3PWwoDhCHYAO0RVXS/J8Vl0ybxPklcleUN3nz5rYRwUquqj3f0tmz1GUlXXymXdVz/W3V9edex+3f3WeSoDRiLYAexAVXWjJD+S5Me6+5i562F8VfWB7v72zR5j36rqjO6++9x1AMtPsAMAtqyqLk7yifUOJbltd1/vAJd0UDCVP7C/TJ4CAGyHO19xE64EV+CB/SLYAQDb4WVZTM7zpu4+Z+5iAHaaQ+YuAAA4KDw6yb8l2V1VZ1TV71XV8dOkPVx5n5q7AGAMxtgBANuqqg5J8h1JHpDkmCT/keT07v6NWQtbIlX1g/s63t2vP1C1AAcHwQ4AuEpV1TcmOba7/2juWpZFVZ2yj8Pd3Y87YMUABwXBDgDYNlV1xyS/l+Sw7v7WqrpLkod296/NXBrAQU2wAwC2TVW9K8lTk7x0ZZr+qvq77v7WeStbLlX1lH0d7+7fPlC1AAcHs2ICANvput393qpave+rcxWzxK4/dwHAwUWwAwC202er6naZ1l+rqh9O8k/zlrR8uvuX564BOLhY7gAA2E4nJnlpkiOq6tNJfjbJT81b0vKqqjtW1dur6u+m7btU1S/OXRcwHmPsAIBtN61fd0h3f3HuWpaZMYnAdnHHDgDYNlV1UlXdIMnFSZ43LVZ+/7nrWmLX7e73rtlnTCKwaYIdALCdHtfdX0hy/yQ3SfITSZ4zb0lLzZhEYFuYPAUA2E4r02E+MMmruvusWjNFJns5McnLctmYxE8mecS8JQEjMsYOANg2VXVKksOT3CbJXZNcLcme7v72WQtbcsYkAlsl2AEA26aqDklyVJK/7+7PVdVNkhze3R+eubSlUlUPSfLh7j5v2v6lJD+U5LwkJ3X3J+esDxiPYAcAbKuqulGSOyS59sq+7v6b+SpaPlX14SRHd/fFVfXgJL+d5IQkd0vyI9197KwFAsMxxg4A2DZV9fgkJyW5RZIzkxyd5H8nuc+cdS2h7u6Lp+c/mOTk7v5Akg9U1U/PWBcwKLNiAgDb6aQk90xyXnd/fxZ3oD43b0lLqarqG6auq8ckefuqY9fe4DUAG3LHDgDYTl/q7i9VVarqWt19TlXdae6iltDvZHFH8wtJzu7u9ydJVd0tljsArgTBDgDYThdU1Q2T/HmSt1bVv2UxIQirdPcfVNVbktwsyYdWHfpMkseubFTVkd191oGuDxiPyVMAgKtEVd07yaFJ3tzdX5m7nhFV1Rndffe56wCWnzt2AMC2qqrvSXKH7j6lqm6axbp2pu+/cizuDuwXk6cAANumqp6d5GlJnjHtukaSP5yvouHpWgXsF8EOANhOP5DkoUkuSpLu/sck15+1IoAdQLADALbTV3oxgL+TpKquN3M9ozM2Edgvgh0AsJ1eW1UvTXLDqnpCkrclefnMNS2tqnp9VT1oWs/ucrr76ANdEzAms2ICANuqqu6X5P5ZTPzxlu5+68wlLa2qum8WyxscneR1SU7p7o/NWxUwIsEOANgWVXW1JG/r7u+fu5bRVNWhSU5I8qwk52dxl/MPu/uSWQsDhqErJgCwLbr70iRfm0IK+6mqbpLkMUken+SDSZ6f5O5J3OkE9pt17ACA7fTvST5SVW/NNDNmknT3k+craXlV1RuS3CnJq5M8pLv/aTr0mqp6/3yVAaPRFRMA2DZV9ej19nf3Kw90LSOoqu/v7nfOXQcwPsEOANg20/IGX5q6Za6Mu7tWd188b2XLqaoetd7+7n7Vga4FGJuumADAdnp7kvtm0SUzSa6T5PQk3zVbRcvtnqueXzvJMUnOSCLYAZsi2AEA2+na3b0S6tLd/15V152zoGXW3T+zeruqbpjk1JnKAQZmVkwAYDtdVFV3X9moqm9P8h8z1jOai5LcZu4igPG4YwcAbKefTfK6qvrHLBYo/6YkPzZvScurqv4yycqEB4ck+ZYkr52vImBUJk8BALZVVV0jiyn8k+RjFtneWFXde9XmV5Oc190XzFUPMC7BDgDYVlX1XUm+Oat6Bpnl8YpV1Tcm+Zf25Qy4EoyxAwC2TVW9Ov+vvTtGkSoKogB6L2hgoomLELMBBQMXoIkLcg2uwA0YCC7ASLNBDJvRJWgsCAZaBs2IDDIgNvP74TnR57/kpkUVVcmzJA+z3/h4P8m9TUMdobYP2r5p+6rtSdtdkl2Sz20fbZ0PWI+OHQBwMG0/JLmr63S5tu+TPE1yK8nzJI9n5rTtnSQvZuZk04DAcnTsAIBD2mW/MIXLXZuZ1zPzMsmnmTlNkpn5uHEuYFG2YgIAh3Q7yVnbd0m+nf+cmSfbRTpKP377vngOQrcT+GtGMQGAg7mw5fGXmXl71VmOWdvv2d+sa5IbSb6eP2V/5P36VtmANSnsAAAAFmcUEwD4Z22/5M8jhE0yM3PziiMB/Fd07AAAABZnKyYAAMDiFHYAAACLU9gBAAAsTmEHAACwuJ/jXp22qVs/nwAAAABJRU5ErkJggg==\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edcc9927b8>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 19,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataset.plot(kind='line', subplots=True, layout=(5,5), sharex=False, sharey=False)\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edccdc87f0>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 20,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "X = dataset[['Open','High','Low','Adj Close']]\n",
        "Y = dataset.index"
      ],
      "outputs": [],
      "execution_count": 21,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(X)\n",
        "plt.title('Stock Line Chart')\n",
        "plt.legend(X)\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edccf98198>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 22,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.scatter(dataset['High'], dataset['Low'])\n",
        "plt.title(\"High vs. Low\")\n",
        "plt.xlabel(\"High\")\n",
        "plt.ylabel(\"Low\")\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edcd1e1f28>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 23,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.hist(dataset['Adj Close'], bins = 50)\n",
        "plt.xlabel(\"Adj Close\")\n",
        "plt.ylabel(\"Frequency\")\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edcca994a8>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 24,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataset.plot(kind='density', subplots=True, layout=(5,5), sharex=False)\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edcc7cc4e0>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 25,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "X.columns"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 26,
          "data": {
            "text/plain": [
              "Index(['Open', 'High', 'Low', 'Adj Close'], dtype='object')"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 26,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "labels = ['Open','High','Low','Adj Close']\n",
        "y_positions = range(len(labels))\n",
        "# Creating our bar plot\n",
        "plt.bar(y_positions, X.iloc[0])\n",
        "plt.xticks(y_positions, labels)\n",
        "plt.ylabel(\"Price\")\n",
        "plt.title(\"Prices Columns\")\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edccccdf60>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 27,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sizes = X.iloc[0]\n",
        "labels = ['Open','High','Low','Adj Close']\n",
        "\n",
        "plt.pie(sizes, labels = labels, autopct = \"%.2f\")\n",
        "plt.axes().set_aspect(\"equal\")\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edcd1a4ef0>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 28,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import seaborn as sns\n",
        "#sns.set_style('White')\n",
        "cmap = sns.diverging_palette(220, 10, as_cmap=True)\n",
        "\n",
        "plt.figure(figsize=(8,6))\n",
        "sns.heatmap(dataset.corr(), cmap='Blues')\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edccb94e10>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 29,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.set_style('white')\n",
        "cmap = sns.diverging_palette(220, 10, as_cmap=True)\n",
        "\n",
        "plt.figure(figsize=(8, 6))\n",
        "sns.heatmap(dataset.iloc[:dataset.shape[0]].corr(), annot = True, cmap = 'Blues')\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edcc9e7a20>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 30,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.pairplot(dataset, diag_kind='kde', size=2.4)"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "C:\\Users\\Tin Hang\\Anaconda3\\envs\\py35\\lib\\site-packages\\seaborn\\axisgrid.py:2065: UserWarning: The `size` parameter has been renamed to `height`; pleaes update your code.\n",
            "  warnings.warn(msg, UserWarning)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "execution_count": 31,
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x1edcc94c240>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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e+TV3uwMTZS6XXm8ZOE1NQEUFsHMnMG4c4zI21u5WOUNFBTB9urXod/NmvQ/tYGK0oICL5BSjpPh0BnM/axI9I0dyrlQUo4NNV/cpKSmM/xNO6HyvovFr6Dlyf1JDQwNuvvlm3HXXXRg2bBiioqICvt7xYzvU1rLc4aGSYAC/p6wsNG0SEfL5mABraQG+9z1g0ybV2pXwY+K4ogI44gjg3HMVyzJwfD5gzx4ezvvd7wLz5jEBprgTp/CP0dtv57m7jY1AXp7iM5yY13HXLuCsszr3L0VFwL338nUuK7MODT/tNCbLdu3SvZWEVnU1x2Ll5Xw08Sqc6DN/k4oKfiyhV1HBxSCzZ/NRfSQpPp2hrIxxeeaZfNy71+4WOYdidPDwv08xY9bKSo4diooCx7p6ne3juPx7a2srbr75Zlx00UU4++yzAQCpqamoqqqC2+1GZWUlUlJSuvzZDRs2IDc3NyTtrK3lpGRPkmB79/KNIOGhYxzNmDEDM2fOHJDnluDzT4Dl5wPbt3NHg9ttrbwI91q7itHBy3+rfHY2V8hfdRXwwAPhE8uKz/BiYq611ZqMdrmAhx5iciFc4q43FKPhw79PHDeO13WvF1i1yuobFZ99f247lJcz+dXddW34cH7tpJM4STBkSOckp8/XedVsX8sqBqMcY6QZ7DHaUVMTcP75Vow6rHm2GjMm8P07ZozdLYq8+AS4A8y/nywocMZrYTcnxicQeTFaWNg5AeCU18JuTozRSIvPvuo4fnS5eJ9iYt3rBeLjuaD07bc7v846Nqnv+hOjUe3th0vjhNaiRYuQnJyMxYsX//tzjz76KBITEzF//nwsX74c+/bt69GZYJMnT8a2bdsGpJ2vvgo8/zxXora1df99//3fwPXXA9dcMyDNkDA3kDEaqSoqeMGprORFZ84cJhOeego4cIBb8DXB0XOK0dDas4db5WfPBh55hDcJZ50FrF+vWO6K4rP/9uwBzjmHk86jRzPOpk0DFi9mCQfFXf8oRvvHrKiMjgaWLWPi49FHgQULrL5xyRLgwQeB0lKWlBk1SvHZU3bE57p1wKmndr6u1dcDw4YBN94ILFrE1/W997jg0L9c4urVLKXUMQlmYqVjqZnD6evPSWg4oQ/99FOu6jY++YQxLHz/7N1rTQJ29d4czJwQnwB3yPqXBc7Pd8Zkut127+YuJP9FDqNG2d2q0HJCjCo+uxfpMeqE+Owr//HjUUcBy5db84/mc888w3mdLVu4oMa8zhkZHN/qniX0HLUTbNOmTVi5ciUmTZqEiy++GFFRUbj11lsxb9483HLLLXjttdcwatQoPPnkk3Y3FbW1LBN0uBRiYiKzwyIysMxKjP37OYnS0MBJ3FWrODGWnq760+J85eXA2rW8dkyfDrzzDutI33gjJ/4OHGAcKwkhwVJRAaxYwcH4/v2cmI6OZvmnjn2oBuoSamZX7NKlVow+/jjj1vSNJkE7axbjVDHqbFlZna9rbjfw8MPA66/za1OnMgE2bx5QV8frYl1d4JlgHXk8nXeM9WQyvrg48OeKiyNrEl8Ob9y4wBXc48bZ3SLnMKdUDBkS+LGEVnw8EwvmTLD4eLtb5AxmPGDiU+MDe8TGsrqEORNM59VZFKPhy3/cuX07x6jz5wMffMB8wbhxvKdOSQGuu473K5mZ/P7aWi7m27CBr73mdkLHUdPB06ZNw9atW7v82ooVK0LbmMPoaRIsKUl1w0VCobycuxfy8oBt2zh5u3QpUFLCZMLQoUqAifO53dzJWFTESd4bb2QSor6eA6gxYzjJKxIsqansI99/Hzj7bCYafv/7zn2oEmBih6ws3jTOmcMYXbAAuP9+K0FbUsK+8YQTFJ/hIjOTk7V5eXzNDh4ErriC/c4VVwDHHw/87nfAxRcDa9bwZ044gaVkhg7t/hqYldW3spgdyzGOHRuMf6UMJrGxTMqWlnLHtCZwLdu2cSIvJYXj17VruVhLQqu1lfcN7e18VCKfdu+25uva2vix4jP02tt5jW1p4aPi06IYDV/+486UFC7SWrGCyd6kJM49Xn89F3zV1fH1ve8+JsleeYUfb9rEygcffqj3RahoSriPamqYBDucxESWZRORgeXxAMnJvBnLyWES4aSTgIkTOYnSzVGCIo6yaxcnEY4+2jp34sILOfkbE6M4luArKeHNlzlPora26z5UCQaxQ2Ymbybb2xmTubmKz3DncjGp3t4ObNzIJHtBgfV6vvAC8Mc/Av/f/xc4uZCezljIyOj6eTMzWW7Gv6RQT1RXWwnVsWP5sco0ib+aGi4YaWjgY02NJimNnBy+P00SOSfH7hZFpvJyTqg2NHCOqrxcMQrwejF9unX2Tl6e3S2KTGlpTNQ2NvJanpZmd4ucQzEavjqOO91uvoalpcB557E84nvvcXFIbi7PFq2osBZcuVx83LGj59ULpP+UBOuj2tqercZPTORNlYgMHJ+PExY1Nbz5euwxa8v9xIlclaEJMnE6E8dxcawZvXYtE2Km/FNGhuJYgm/8eJYv8t8N8dhj3KmxYwf7UE2kiF1cLl7Xo6K4AyMpCbjnHl7ji4pY9knxGX5cLi7sWLKEr6kpi5iQwN1+SUnc9WV2jI0eze89VGEQl4sTCL2dREhP504zMwG1eXO//mkyCB1xBM+lS0zkau6NG+1ukXPExQWWOYuLs7tFkUn9WNfi4jj5rPi0V1QUy8LFxvJR97MWxWj46m7cOXo0F3qNHGndW//yl7xWFhezTGJVFRdgLVjAhSQ9rV4g/ackWB+ZldKHk5TEFYUiMnDKy1ln9+23+f+LFnEgcfTRrLGbnGx3C0UOz8TxE08Aw4fzRvbAAZ5xp3NuZKDExFg3X3l5wDffAMcey7HLMcdwtaZiT+zkH6ObNvEGsr0d+M53eOOo+AxPMTHASy9x9SvA/qaxEfjtb7n445prWAr4mWeAffuYAOvp7q7eyMzkhHFvd5BJ5BgyhGe0mhgxZ7cIJ7QBJrD9P5bQionhhKqJUR0BQIpPZygvB6ZMsXaMbtmiXS9GbCwXv5pF2yq3G/7MuLKigou5ioo4t3P55Vy0v3o1F5+2tHDMq7FnaOny2Ee1tZyYPBwlwUQGnsfDckhr13JC7JlntHtBwo+J4ylTeIPw7LMsGaVBkQyknTu5Y/2GGzi2SUoC3noLOPlku1smQh1jNCUFWLlSqybDXUEBcOqp1llCn37KfufII4F166zzwKZOBT77bOAmzPq6g0wiR1exqvNZads24PTTuTi4sBD4+GONH+ygGO2a4tMZPB4mwAA+qvSbZetW4MwzOdbJzwf+/nfFaLjzH1du3MiFXLNnc4EzAOzZY73Geh+EntZO9lFtrbWi5FCSkjgQEZGBY2rwmguL+VgknPjHcVsbB0VKgMlAGzXKSia0tvJRyQVxko4x2tbGUiMS3rKyrLOEOpaC8R/HpaTo9RZ7HSpWI11WFuc7tm3jo/429lCMdk3x6Qz+13S3W6+Dv6wsltxdv56P+tsMLqNGcU7HnOuu+LefdoL1UU+TYImJ3PLY3s5auCISfOZQysJC6/wkJcEk3CiOxQ6ZmSybs3EjsGsXV8sq+SpOohgdnDoeKO7/mh7qayKhpnjsnv42zqDXoWv6uziDXofu6W8zuOkexnmUBOujmhoe2Hw4Q4bwv7o6rj4RkeDy+Vhn2uNhCUSdnSThwD9uzYBXJZnEDu3t3F1TUaE+VJzHv6/MzgZOOUXxOVgc6prnxOthd9dtGfza2/moc5Y6c+J7NRLpdeia3rvOoPjsnmJ0cHO5rNK0/d0BpnFocOit1kc93QkGMPm1d6+SYCL9YTr9wkIeJGkSzE1NOmhVwoN/DGdlsfa34lYGWse4q6lhSQazMk2HVYvduopRt5sxqvgcPMzrXF4OZGTw9W1v7/qGvqsbff/vzc4OfcJesRi59Np3r6mJi2gKC60V7rGxdrcq8jQ2ApWV1uuQkcH75Ein964zKD67pxgdPFpagLIyoKiI49TGRmDYMKC4GBg/vv9JK8VKcChv2AdNTVw13dOOOzGRbwYR6buyMuCss4AzzgCmT7fOBSks7HzQqohT+Hw8/PTTTzlwOeEE4LLLgLw8xa0MLBN7paVW3E2fDiQn84Deykr2oV0dVi0SCv4xaq7vU6dy0VhtLVBdrfgcLHw+vp4tLUxy+nx8NDf0p5zCR3O/5P/5E07gJHt5OfDTn3KC/bPPgN272YeZOFq3jo/mfNhgUyxGrqKiwNe+qMje9jhJZSXHFpdfzsfycrtbFJmqqnj9PPNMPlZU2N0iZyguDnzvFhfb255IpfjsnmI0fHUcf5aXM77N/UxsLNDczHzALbcAO3fynsecwd1bGocGh5JgfdDb0oZJSeroRfrD5+PEyQMP8NDQ7GyufGhu5q4wHbQqTmUm7ZKSgO3bgXfe4Qq40aMVtzKwysuBc87h+OOdd4Cnn+bj3r3AiBHsUysqdFi12Ke8HPjFL5i08L++FxcD0dFAQ4Pic7CorOQiwnnz2P/k5XGFbMfkwvbtTIRVVPDjGTPYb337LfusJ54A5swBLr2UEwxlZXzuE07onEgLNsVi5Bo3LvC1HzfO3vY4SXl54BhDcx720ER61/TedQbFZ/c6zmUpRsOH/4Kts84KHNNmZ3MO8+uvmQRbtIj3O7feynvxvizY0jg0OFQOsQ9qaxnIpn7r4SgJJtI/5eXAiSdaW39Xr+bj9u3AccfpMFFxLo8HePBBYPZsK35XrQJ+9StOAhYWcpCkuJVg83i40yIzM7D0Zl4eJ5Y/+4wr0k48UX2o2MPjAe64g/Hof30HWKpz717F52Dh9XIs9+CDTGJVVbGcYV4eX3fz+g8bxgmFvDy+1kuXWt/vdjNR6vXyOauqeA11uTj5fuONQG4uY2UgysPo8PrIVVnJsVtJCScsKyuBMWPsbpUzpKcHjjHy8+1uUWQyi+vM6zB6tN0tcoboaI4rTL8dHW13iyKTmbw38anJe4vLFRijUVF2t0h6yn9n1vbtVkLT6wWeego46aTA+Z+TT+Z4NS+Pu8RMRZaenu+lcWhwKAnWB7W1wBFH9DwJlpioJJhIX7S0WJMc/quH6uuBAweASZN48dBBq+I0Ph8nScaN61z6sL6eK2YXLQLuuouTvTrUVILFnKUzdiwnpzqWTtiyhWUYdu4EJk7UYdUSWiY+d+/mAoD16zv3jw89xL4xJ4fjZ8Vn+EtK4v1Qbq71epsShx9+yOvliBFMZFVUsN/64AN+3T8+9uwBJk/m/0dF8XzmGTN4zuGqVcCFFw7c5Jr6ysiVnMzJrLY2xsH69Xa3yDm6KhWpBGHoxccHTqTHx9vdImf49lvg7LN5jfB6eV0ZOdLuVkUeLSToXmEhy0SaGP3734FRo+xulfREx+RuQgIXguzaBezfH3htLCnhGKK0lD+3YwerI2zb1vPzvTQODQ4lwfqgtzvBEhPZ0YtIz5kkQltb59VtI0Zwcre9nReQtDS7WytiMZO8Bw8yhqdODYzf5GRO3j38MG9SFb8STF4vFxCUlAB/+xsTXv7xN3IkB9HZ2VaCQSRUqqr4X3Mzy+FNn955J9DnnzMBds89wLXXKkYHg8xMJj47vt4ZGfz6EUcwmVVRwc8feSTwH//Bcxb8vz8lBXj3XU605+QAd9/NcWJVFctnbtnC8aFIMMXHcwJXCYbOsrMD36PZ2Xa3KDKZe+ODB/l4xBF2t8gZJkzgdcPE54QJdrcoMqWnA9OmWQsJNm2yu0XOMX58YIyOH293i6SnMjOZ9Nqxgwu09u/nf+PHd77/HjuWsT91KvCznwF//CN/zuXivNBAVTGQzhyXBLvrrrvw0UcfITU1FStXrgQALF26FK+88gpSU1MBALfeeitOO+0029pYU9O7nWBJSUBBwcC2SWSw8Xr5HtuyhWc9fPwxD1UfMwYYMoSrxW+6CVixwu6Wilh8PpbwqqvjBG9zM0tv5OUxKTFqFDB0KL9n5EgmwGIcdyWWcOS/cKCqijFYVsaY+/BDjl3Gj2eCduNG4NEqRD6CAAAgAElEQVRHgTvvtLvVEknM+Z4tLYzH+HjGZ34+sHUrcPTRjM9Nm3htf+st4L777G61BIPLxWvh44/z9S0o4E7UuDjgO98BfvQj7hIrKuIkZWMj77UWLODuhoYGXjvb25lI8y+f+fzznECaNOnQpWHMApXelJ4RAXjf4Z9gGDLE7hY5R3y8Vd47J0cJQrvs28dFBPHxfIyJ4aKSSDd8OMcYBQW8tgwfbneLItPQoYH9xNChdrfIOdSHhi+Xi/M7iYm85z7/fPYzL7/Mij+rV/Pzxx3Hfjkvj/fqTz/N13nhQuDqq7k7bMwYK0ksA8txf+JLL70Uzz33XKfPz507F2+88QbeeOMNWxNgQN/KIZqtkCJyeGairLHRGsAfPMj33v79nEipruYkmWrhipNUV3MwNGIEBzdZWTzfJDubZ5vExrI0hxJgEmzl5Uxs+Xz8OD6ek8R79nAxTn09xyLPPMNB9p13qv+U0Kqutv7fxOeOHbymZ2QwCTJsGD+ePZuLYBSj4c3nYx+0bh2vdzffzMnIyZMZA//8J/ulq6/mTrDLL2eSq6mJE5ePPQakpvL7f/pTlo3xLy+zfz+foyex4n+A+ZQpnJgYaP7//j17+nYQuthv3z7G5/XX83HfPrtb5BxRUZy0S0jgoybw7GHGfjt3Bn4c6ZqarKRgRQU/ltCrr2dJ2bvu4mN9vd0tco7WVo5nzDEgeu+Gl6wsjic9Hi7i//3vOXZ95BEuSD3+eODee1muu6qKZ4VVVbGs8h138NzbSy/lDrFQjEvFgTvBpk+fjt27d3f6fHtPM04h0NskWFJS4I2/iHSvqYkrJMrLuZoiKgpYtgz4z/+0aiV/8gknMUScwH91+ZgxnLBra+OgdtMma8LulVeAK68EZs7kSmJNFEiw+HzcdXjVVfz/OXN48O706VYfOn8++8+2NmDuXPWhEjqmjywu5s6vruJT1/jBySSevF4mOefMCTxXafp04LLLuHjE//zkmhomSefNY6L0rLO4otbn61x6bdSorq+nHXd+VVQEJtBCUXrG/PtNe3ty5oM4T2kpJ6fMBFVpqUpWGQcP8n1s3td5eRwHS2j5fLxvNn3Nxo12t8gZduwAzjjDGl989JEW19ihuhp4801eEzMy+FoM1Pmd4aagQDEaziorgWOPZd87aRLHs9dcwwUz5rq4ejWrACUnA4sXMxFs7n/8x6XFxRojhoLjkmDdefHFF/HWW2/h2GOPxZ133okRI0bY1pbaWq7y76nERCXBRHrK7KTZu5cXA5eLZ4KpVrI4lf8kV3o68OWXLOm0ezfrP/tP2E2bpgSYBF95OZOrH37IVcDt7exH/ftQgINx9aESaqaPjI0F/vKXruNT1/jByePh65qWxv/3T3SVlnKH9KOPdn12wjffcOcXAKxZw4PGJ03iZILHwwRYXFz319OOCaj8fF5/zbljoZiAM/9+IHSJNwm+rKzA+NTkraWwMPB9XVjIBWESWrt2BfY1u3YpTgHGov/4QrFpj5EjObfT1MRr9siRdrfIOTqOgc09m4SH9HTmBxISuMAvNpaLoP2vi/v2AcuX88zjYcMC7386jn1l4AU1Ceb1evHKK69g9+7daG1t/ffnH3rooX4975VXXomFCxciKioKv/3tb/HQQw/h17/+dafv27BhA3Jzc/v1u3qitrZ3nVNSElc0SnjoGEczZszAzJkzB+S5xdLSwvdWSQkHqHFx1kVhyRJeTHbuZK3kSF8doxh1FjPJ5XJxFWZTEwdAWVlc7bNqFSf7pk/n5NdgT4ApPkOrpYWTTgkJjMOUFK4u80/Aqg8NpBgNHZ+P8VlbC5x+OuOyq/jMz2dfqvgcXPFpkgfV1Z0TCQkJwO23W5PmH37I78vJ4Q6w++8P/P4xY3gtnTHDWjG9di1LZ5vymv7X144JqJIS7sQqKrLOBAvVv3+wJU8GU4z2hFnJbXYVDvZxXG/k5ATGeE6O3S2KvPgEOi+602QqxcUFvnfj4uxuEUVajDY3a6did+LjA2PUCWeCRVp89pZ/pYHsbI5HTz/dWvC8bFnnsd/Uqfw4Nzfw/icvj/+NHcsxsBL1PdOfGI1qD2KdwSuuuALTpk3DMcccg+jo6H9//rzzzuvV8+zevRs33HADVq5c2auvdTR58mRsM0sIg+jHP+aK6+OP79n3t7ez06+p4Q2fiDFQMRpumpp48Wht5U6F6moeOj10KFeyjR/PAUFamm48Q00xemjmvI977+VAZsgQDm4efhh47jnG8O7dPCQ1Lk4lYoIt0uOzpYUrzYYOZUmi5mYmXh9+mBPLEyZw0ve44/g96kNDL5Jj1Ofjyt/YWF7bW1p4Lkdzc2B8HnMMx8cxMYxRCZ2BjE+fj+O5Awc4lpswga+9udm/8UaeTThhAicHUlIYDzt2AKedxnutv/yFCdLRo3mNfe45Ligxu7ny8oDHHwduu41JLpNEdbl4bR6IUoQdyyya39eVtjbrrIjDfa90zQl96Kefdi5XdeqptjbJMSoqOP4oLOT7b+hQroyPFE6IT4ALTerrrdchMZHHd0S6/Hz22WVl7H+jo3m9iSROiNFPP+V13fjkE/Whhhkn7dwJjBvH8XAkzRc4IT57y4wvs7N5xldqKnDiiVZVoC++4D1PcTEwfDjHDWefzZ+dMQP4f/+Pz5GVxUVfmzZZ5YTNLl6NFwdOUHeCHTx4EHfccUe/n6djXq6yshJp/7orXrNmDSZNmtTv39EftbUM5p6KiuJusPJylXgR6UpdHd8nFRWsE52aygsEwP9/911N3orz+Hwc1ADAr3/Nwc62bZysKyri4GjyZJZxiolhHWiRYGlp4U19eTnLisybBzz7LJNgUVHAwoXWZMh776kPldDy+axD6F0uxmRlJa/xQGB8mj4ykm76I0F5OfDTnwIPPsiJx7IyxsKSJUx0paQwoRUdDbz2Gs/2iouzdk8VFXEC0/88wy1b+LncXF5r580D/vQnjhlNYswkuzIz+f/+CSigcxIrJoaTEampTKSNH3/oyYfenPPlcvFrKoEY3saODSxXpV02luhoxnlCAh/91kFLCNXXB57NtmmTkmCANadg/i5hvgElbI0fH7gzRnOilq1bee7p1Kkc36xdC3z3u3a3Sg7F4+G4dNUqbnbJzuZuvvZ23pMfPMiF0enpvDYmJlrxX1TEcSfA73nmGWvR//XX855dZ8gOrKAmwc444wx8/PHHOP300/v8HLfddhs2bNiA2tpanHHGGbjpppuwYcMGbN26FS6XC6NGjcJ9990XxFb3Xk0Na3n2RlISV8Oqwxex+HzA/v1cGdzSwovIhAmcDFm1ipMRY8fyQqHJW3Ga2lrGbXs7J3qnT2ct6CVLAksgZmRYgx2RYCkvB377W+AXvwC2bweeftqacHa5gJdeUh8q9qmu5rU9Koq7vH2+wGv8Sy9ZZUSio7UDbDDyeNgfzZljrY79/HPg9dcZH6NGcRHUokXA734HPPEEcNddwHXXBV5DAes8w4wMJtAWL+ZjWxuTqW1t/D7/c7e6S0B1TGKtXs2fN6VqDjf5oHO+Ik9sLOPEXFNjY+1ukXPs3w+cdBIn+erqgPXrtaDBDsXF7I9SU62JVp0txIUV/nMKTimHGGnq6rjLpaiI4766OsWnMW4cE9br13P8MW6c3S2Sw8nK4hm15nzjqipeB4uLOZ78yU94n9PYyIpAI0cy/vPz2Q/97GdcwPWTn3Ah4MSJXPR///3MNeTmamw5kII6Lff8889j2bJliI2NRWxsLNrb2xEVFYX8/PweP8fjjz/e6XOXXXZZMJvZb7W1vU+CJSbypktEyOfjAOjAAeCcc4AHHrAuIpdeCrz8MhMM0dG62RTn8fms/4+O5mClooLlnZYu5YrMmTN5s6UEmARbUxP7z1tvBU44gYmGZcs4kF67lisKly2zziNVHyqh5PNZ126XCzj33K6v8Y2N/H71kYNTdjbw2Wd8zWfM4LVx61be7F96qbUbLC+PEwe/+hUTWqYfS0lh4iE/n99jSiL+6U/s20xibOJEK8nfk3O3OiaxKitZwq2nia3DnfPVm3KJEh5iYvhaHzzIR/VZlpIS7vIsK7M+1iRu6GVn815k715OuEb62ZrGnj28VgwZwsc9e/S3sYPbzTHf0KH8WAufLJWVgYnaykqdC+V0mZksi9zczNj2eoG5c7kwescOLkxtb2cJRDNW/Phj9tO1tbxHLyvjri+AlYTy81nee+lS4MILB88Zsk4U1CHc5s2bg/l0jlVba3XgPWXKIYoI7d/PwVBhIXcx+B/oW1jICbTJk60bThEnMJNbVVUsb+j1Wqst3W7egF54IQcyw4f3rnSuyOGY+KustOKtqooTrCYGq6qAzZs5SZeSwoG6+lAJFZ+PMdjczBvA4uLur/FZWUzgKj4HJ7ebO7nS03lTP2eOlbA3xz9UVVklD02pKhMnAHc1mDNcPB6eCRYfzxXTO3cCRx3F79+8uXPZQ3+mfKwpwXnOOUy2ud3A0UdbkxRdJbY6JrXS07sus2j0plyihIfGxsCSahs32t0i5xgzJvC9o8lbe5gylFFRgR9HupQULko0790NG+xuUWRqaeF4wPQTETJt3COK0fBjFjYdOMAKB42N1ljV67UWb/kvriov56KtoUO5a+zttwOvndOn83xbtxv46ivOM+3ZowVVAyGoSbD29na8/fbbKC0txcKFC7F3715UVlbiuOOOC+avsV1tLW/A/HcCHE5SEncJiAjQ0MDkVkkJJ25TUriDZvVqfi0zkyvIExN1jpLYz38CbPx4xm5qKid3y8s5uduxBGJ8PBNgGqxIsJgzlvbt4yRsx8TCkiXWjooJE7hjXZNREkotLewTo6J4E3jgQNfX+KwsXuPT09VHDlY+H5NO8+ezX9qxo+uEvdvNj82ZXwUFjBOPB5g2jbup16/n93z6Ka/B69ZxouGoo7gIpa2N48aMDMbf+vWdJwzKygLLHebnW4ePl5UBCxYAH3zABVpHHslFBGZCqruklsolRo6dOwPv43fu1LlghikVaSbqtPPcHqYkrNlhbT6OdDExvD/zPwNSQs+U6wT4WFyscohGbGxgjKoPDQ8tLRwzVlRwzmffPsZ2WhrHsv736G43S16edx53iZWV8b5o1So+x4QJLAVuFmdt2cLn1YKqgRHUy8A999wDl8uF9evXY+HChUhISMC9996L1157LZi/xlb+pVt6kwQ74gir4xeJZAcOsIyXz8eLRFOTdfMEcPeXKXGjyTFxAjMBFhfHybemJuCmm7iafehQnk3y4INMgM2Ywe9LTlb8SnBVV/NspSeeAP77v1lSYd48q8b46NGsMf7nP/MQXh2ILqFWXg78n/8D/N//Czz0EPDww7zm+1/jTem61FT1kYNZZSV3y6xeDfz4x8D//m/nhH1eHnDiiTwI3Iz7kpK4QnbyZJaJOf54TgS43cCmTfx+8/Hq1cCppzLJumULf293EwaFhYETcIWFwBlnWO1NTubv9nhYNutnPwNWrODP9zapdbhyiRJ+tNupe6YfHzKEj9qBZA9ztraJUe1WJBOPik97dbX4RahjH6qxsb16WtK6tTWwz83P5/e2t/PnFi+2FkhPnQr86EfAt9/yPFz/6kFmodiaNXxeM86MidGCqoES1CTYF198gTfeeAMXX3wxACAxMREtLS3B/BW2q63lTVJ7e+9+LjGR2xlFIllTE99Dzc3cBm8mw5KSWL/crApvb9dKLXEOj4ere776ih9XVzPptWMHV6I//TRXlE+axJurlBQNYCX42tq4w+ZXv7J2TCxbxsnc6dM54funP3EHWGKi3a2VSNPUxLi8917u8v7lL61+0P8ab0o16Ro/uBUVMVHvdltnxL3/Ple8JiQAV1zBc71efRV45hleQ8eN40Tuu+9yfLh9OycQFi5keaCCAmt3g5kQSEnp2YRBTk7gBFxOjtXWzEzg2Wd5vqL5ulmVfeSRvU9qZWYeulyihB/tdupexx1HvVkkLMGza1dg/2d2ukY6l4v99oEDWmBrp/j4wD40Pt7uFjmHObcOsM6tGznS3jZFsp6WtO7Y5+7dy0oEhYV8/Z59lmPhGTO4y2vDButsUbMDLDubfVNqatfjTC2oGhhBvQzExMTA5/Mh6l93uF6vF65BdqWpqeHkUm+TYElJ2gkmkc3nYyJh504OgEaPBn7xC5ZG+vZbTn6Y1Vnp6bY2VeTffD5OxhUUcPV5VBRj1eMBRowArr2Wcd3QwJ032t0gwebzcezh87F8yO7d7EdHjOBuheRkriI74QSWYxg2zO4WSyQxKyarq3nzHhvLBINZPHDwIPDNN4zLmBj2oampdrdaBppJFHz0EfDyy9yVcMEF7LfcbmDRIuCFFzgOjI4GnnqKj3v28Jo7fTowezZX2f7lLywhM2GCtVjKTAh4vfxcdjbHlcceCxxzDBNP/hMGmZlcpfvhh3w0O7vNAsWSksDJjNJSPqf52S1bgH/+k4+HS2q5XJwwOflkPmpMEP60m6R7hYWc5Lv2Wj4WFtrdosg0frx1vqbbzY+FuzWqqjjRXFXFjyX0oqMZl+npfFQfaklN5Y6ga6/lo8bI9upq939XcnK4GNrlYlyPHMmx6wsvWOfQTpzIM3Dvvx/4+9+ZCL7uOr7OKSl8njPO4Pth1Sp+z+bNVvnlr78GPvmEY2hTplv6L6jrMK+++mosXLgQVVVV+O1vf4vVq1fjlltuCeavsF1tbd+TYNXVA9MmEaczF4L9+zlJUVMD3H57YAm54cOB+nolEcQZzMRuYSEn3ioquGrN7FScOpWl6B58kIOjGTM4ANLqYAm2ujomWXfsAI4+mjtuDhwAbrklMP7i4tjXaoeNhJK5UTR9ZlYWb+amT+eN3oMPst9MSbEmPRSjg19mJq+ft9wCPPkkx34+H5OgP/sZy2V6PMBzz/H6+uijjJfPP+cOV/8JiPx84H/+hwmvp57iQpTYWD7XunVMNBUWctL3nXe4SCA7myW3jcpK9pPJyZyg8C9hs2VL591e06dbC7JMUktlaCJXTU3gbpKaGu3wM7KzrR2ZbreVPJbQGjKEC6LMLlyTsI10Zk6huTnwYwmt0lKOAQ4c4DU/OlqLno34+MAzwbRLzl492f1vdjwvW8byhs3NXPBXWws88ADnPXft4tg3J4fjz+OPB379a+Cxx7hwev584O67mZivruaYwtxLLVjAvjw/n2Pmbdus0t8ai/ZfUG9Df/CDH+CYY47B+vXrAQBPPfUUcvzrTQwCfU2CJSYqCSaRq7KSE7mJiUwc/PnPLCFXWmqtoNizh0kw1YgWJygvB846i8nZt95igiExkcmvtWsZs6aE08yZHMhrYleCyQyEfT7umnj4YfaTQ4fy66YPPfFExuOWLdxloZtKCRWfjzdvbW1MLFx9dWAfuWwZd9iccALHzddcw/PsFKODn8vFG/9TT+UEgsfDCdrKSsbFl19yoraujnFjVsC2tXU+THzcOCb/Z8+2zgNbtQr4wQ9YembqVCbIcnM7n89gzm7yeDgp4fNZq3xdLibSCguZHMvPZ7yOH9/9GRASmYYP5yRWYiJjNjfX7hY5h0m+FBbyPa/kiz2am9mvNTbyUUlaMjuQTAJbO5DskZbGxSVtbby25uXZ3SLnUMlOZzG7/4uLOR41u7L8x4UdSyauWsXx5kknsS9esoSLALdv5xm3GzZwgVZaGnDHHSwFnpLCygVDhnCMsX8/cMop/PyqVXyuwkLmEFJT+ahzwYIj6G+xxsZG+Hw+tLW1obGxMdhPb7vaWmZue5sES0lREkwiU0MDJx1+9jPuZHjvPeCyy1gmKTqak7bvv89BuxJgYiefj0mGr77iAObpp5kAa2mx4reigqvVGxqssk2pqUqASXCYGDRlur79lp9/9FHGpccDzJ3L+PvmG07WDhnC3RZJSepDZeD5x2h1tbVDdu7czn3k7t3sI9es4c9s3qya9pEkPR247TYmqX74Q/ZnTU3cXT13Lj+/bRsTYyUlnBQ77zyuks3PB1au5Ofa2/nf2rVMRFRV8fuTkjhBUFXF67B/CZvsbCZoP/2UsTdhAicqqqsZg+ecwwTasmWc5Lj+ek7QmaRZqHXs+1XyxlkqK4G33+ak1ttv82Ohbdv4/lqwgI/bttndosjU1sZFAHPm8FFns1FJCcclZgdSSYndLYpMLhcn9p95ho9K9Fi++YZ957x5fPzmG7tbFP76M6Yyu/9zcjguPOEEJrzKyqzv6VgysaEByMgAXnyRi7KWL2c/fOaZwNln82cvvxz40Y9YDWvNGpY4PHCAY9EVK3jPZHZVl5Tw/mnCBL5fnn6ai28mTAjmXylyBXXabunSpXjvvfdw7rnnor29HYsXL8b555+PBQsWBPPX2KqvSbBhw3gzduAAD4QWiQSNjYx7j4cdtzmYfP16Xhg2beL3zZ7NnTamlrmIHcrLOdB5/33ghhs4gGlu5m4v//jNzWUt5/x8Dlbi4uxuuQwWZmVZVBTwwQfcKdvYyIGxOQunqIirwyZO5PccOAD85jccW6gPlYFmYnTGDOBPf2JMulxMcHTVR8bG8gawspJJMK1OH3zMrlVTyic93ZpsbGlhsuuRR3g+XGamdU6y280ElMvFx6goYPFiJqJiYhhjZuLB7eZZCkuXMrbGjuU92cSJgcktt9sqm2gSZqbk4Zdfsv8cM4ZlGKdODVzFe9JJnJR4+WXgiSd47c/KCs2usJ4exC72SEnhrn+zi2HDBrtb5BxjxvA9vW0bY9euRHKk63iuYUkJ+8lIl5GhHUhOUFwMnH46+1KvF/j4Y5aRE46d/fvQQVZIzRbBGFMVFVm7wMzZYOY5OpZMnDSJFa1iYzlm3LbN6o+//Zb9UFsb50AvvJBzTTU17JOmT+cY1O3muNbtBqZN4xm2MTGdy3dL/wU1CbZy5Uq8/fbbiPvXjOD8+fNx0UUXDbok2IgRvU+CRUWx0y8p4aTWQMjP5xvoyitVj1vsZ8oxREXxgpGUBNxzj1WvfMIElkWaO5dbf7UiSOzm8XCbel0dV4dHRXEw0138pqaqbrcEl8fDuPvNbziIbmpikvXII4Gf/5wTs+vXc1VbVhYX2FRVcSJYJBQ8Hu7ifv55JjUOHuTK87/9jTsWTVmsiRN5Q5iczIkOTXYMXh0nG/LzmYA6/XTGxFNPMcHk9XJH6+rVTOxPmcLk6KpVjKMhQ3hNffxxrpTduZO7bm68kYlVj4cJto0bWU1g82ZrUqC4mP1kXh77xwMHAieECwvZl5qJi02b2B7zdbPqduxYlp/1T5CFIiHV1UHsSoI5R1xc4JktWvxkiY3le9r8bXQ2rj16co5NJBoyhNcPleu0V1ZW4NmBik+LSsoGXzDGVN31qT4fk1MbN3KxVE4Or3uFhcDIkZxHys62ftYsmP7wQy7YGjOGRxtceimPOgBYCjE2lsnhMWP4PDEx3MmmsWHwBXXaOT09HU1NTf/+uLm5GRkZGcH8FbYzSbC+SE3lTd9AWLeOJUR27ABmzeIbUsQuPh9XNxw8yFq4Bw+yjM1PfsKdYcccw7IZK1fygqIEmNjN5+Og48EHGZ+mxFd38ZuWpgSYBJeJwZdf5vW8tZWLCUwMPvaYdY7NxIkcLP/0p0yEiYSCf4w2NzMuCwpYuqWpiYmLwkLWv29pYWxGRdndahloHScbysqAd97h9fS223hPUlXFVbBz5zKRZa6fBw9yomDuXODrr3mdvf12row9/XQmWJcu5c9kZfHchJgYTiqYVbqZmZyEmDoVOPlk3qf574x1u/nxrFnsM3fvZt+am8tknVl1+9JLwK9+xbMWO046DDQz2WLaqwlCZ9m7l/E7ZAgf9+61u0XOo4lbe5mJ9LVr+ahELbW0sB/3f5TQi45msvzVV/moYwQsitHgC8aYypwN9s9/8tFUsigv51zQj3/MCnGFhRw3jhtnLeYaMoTn3H74IRfQLFnCcWdcHBNel13Gnxs7ljmCI47g2OKyyzj+NTvQ/P8d55zDezBT4rG1VWW0+yqo3c+IESNwwQUX4JRTTgEArFu3DscddxweeOABAMB//dd/BfPX2aKmhmdw9EVy8sAkwXw+3tQ9+qi1euDnP+cNqIgdams5IbZvH1dCzJvHyZCGBl4Y2tq40tYcPi5it/Jy9qF33MFBis/H0jfr13eO3yOOUAJMgq+8nBOy//gH+8jW1q77UDPR1NjIGuHqQyVUyst5PuKzzwZe41NSgKuu4o4fcyOXkMBEbXKy3a2Wgea/WjY9nX3SggU8G+6OO6xD382OrOholoYpLmZ8XHEFPz9lCmPKnPMF8PHgQeDzzzkxtH8/E6vHH89JArNTy+Oxzmu47jrg9detVbpjxvAcBoD9qP8ur40b2afGxXGF7rx5/Hqod1SYyRazm0b9urOkpamkWnc6LmTUwkZ7HDjQuWRnWprdrbJfdDQfm5sDP5bQ2rGD5yOZcoh//7uuc4ZiNPiCMaYyZ4N13Hnl8TCGf/97lns3Y8Wvv+a9eVQU+9/Roxnv557L8eqqVcAXXzBhdvvtbNfQocB77zEp/M03/J4FC6wdX/7/jjFjAsev+flWwkxltHsnqEmw7373u5g1axaioqIQHR2NmTNn9vo57rrrLnz00UdITU3FypUrAQB1dXW49dZbsXv3bowePRpPPvkkRvR1O1Y/9Xcn2ECsHHv7bd5E/sd/cAB02WUsibhtG1fjioRSQwPLhe7dy1UJS5fy3JDCQk5ajBjBkl7XXceLg4gTlJdzsq62lhNuDQ2cULvnHsZvURHjVyUQZaBUVLAMQmws+0+zwqtjHwrw6y0tTJqJhEp5Oc9SiooKvMabMi7p6Swda5IbmuCIDP436ZMm8Rp6zz38fG4uy72sWsWSg9Om8XyEc87h5MEDDzAxlZXFG/uVKxk7/kmoYcMYaxdeyH7ygw+sFa9mp5Z/6ZmiIlnSm0UAACAASURBVMZoVhb/27OHn0tN7bzLa88e7h5btw449VROWOTkMDlmys6GIo67m2wRZzC7G805S2VlOvvK2L3bOiairY0fjxxpb5siUUmJtXvAfKwdpVzc4HZzjsycH6n4DL2xYwPLIeq8OotiNPgGckyVlcWxrv85jDk5XBxYUsLrYVYWx6YPP2yNHaZNY5nvqKjAXeWjRrEKwv3382defpnJsY7/jo6lEQsLO4+FNYbsmaAkwVpbW/HEE0/gtddew6hRo9De3o49e/bg0ksvxS9+8QvE9qI49KWXXoqrr74aixYt+vfnli9fjlmzZmHevHlYvnw5li1bhttvvz0YTe+12tq+lx5KTh6YJNhTT3En2MGD/Dg+HrjgAk5M/OEPwf99It1paOB7ZPt2lusaMoQd/4svcqXCCy/wAvH976tMgziHz8ct7A0NHHjm5HBQ4XYDK1awbEN+PvtwJcBkoGRkcPVfYyNjLzq6cx+6fDl32ixeDPz5z3a3WCJJUxNvrlpbu7/G/+UvXJD1j3/oGh9J/G/Sd+1iLLzzDhc7LVvGBNRJJzFm3n8fSEzkZNj773OH1/vvc9IgPZ2TAKWlvO7W1/Oea8EC4M47eV2eNIlncprdJmanVnp696t+TZKusLD7Mx78zysBGNsnnxyqv6A4XWamdoJ1JyNDfxsn8F8I4HbrfHgjMZELxhITeVZPbq7dLYpM8fGBZwfqftqiGA0vmZksO9vczL7W62VllnPP5Xh30ybu9Oo4/l2zhvf2c+YE7thtaOCRB2eeGXgWbUcdx685OZ3HwtIzQUmCPfLII2hoaMDatWsxfPhwAMD+/fvxm9/8Bo888giWLFnS4+eaPn06dneoGbh27Vq8+OKLAIBLLrkEV199tW1JsJoa1qPvi9TU4J/VVVXFjvL++zlxZpxxBnD33dymqfMYJBQaG3kRyMvjDq/PP+eKh9xcTmiYw5Krqri6xdS3FbFTSwtX9Ho8LN/1y19yIPrf/83ElzmkVgkwGUimBGdBAeNw6VJew4880upDTa3xsjImwLTLRkLF5+MCAZ/PusZ/+CFv+DZu5ArH7GwmLf7xD65g1DU+MhUWMqFVUsJ7pvp63uTv3s1xYFwc48N8buxYTgBceSUnC/LzeT2Oj+eq6Asv5GTBjBn8mV27OInw5ZcsrzR2rLX7ITOz61WwZpJg3jzuVFy9ms+dk2P1oypHKIeSkMC+r6CASdiEBLtb5Bz62ziDORPM3LfojDY64giOo018Jiba3aLIZHaLmntp87EwJv1jVGXEnc2MKe+4g1UODh7ka/aHPzDZVVXFBFhVlTWmTUgAHnmERxaZsWxiIkt1FxXx+A2vl89bVcXFhi4XF3iZ39dxnJqeDmzerHFrXwQlCfbRRx/hvffeQ5RftmX48OG455578L3vfa9XSbCueL1euP91N52WlgaviRAbeL193wmWksLJgmB66y1g9mxOTPjLzuZN4oYNzD6LDCSfjx22f53aVat4MZ88mdt6lyzh59VBi1P4fCzv1TFuTzoJuPxynnvzyCPsu3uxoVmk16qqgBNOCIzDiRNZMz8+nknZ//1f9p/qQyXUamq4YGD69MAY3bGDi1qamniTNnmyzoOJdDk5XHw3dizLuJ55JisE5OXxHqqoCPjP/2QMuVzAX//KMu4mkZWXB8yfz//PzwdefZWlYtrbgRNPDFwlm5PDc8R6ch6Cx8My8QATap99Fvi9Kkcoh/LFF8D553O8mJ/PROqZZ9rdKmeorwdmzbJ2MXz2GRf+Smh9/TUXpuTkMBH2/vucJI10+/bxvm7sWC7OWL+eiTEJrW+/ZQlkcybYBx+o5J9RV8ed58ceC3z1Fcve9XXThYSGx8Px6Ztvsk+54QYmvsx9Uno6++BTTuE86IwZXND11FPAp59ykcIJJ1jlDPfsAS69lM9pyoBPmcIklxmXdjVO1bi1b4KSBIuKigpIgBnR0dFdfj4Yv68rGzZsQO4A7x/1evu+wsnt5oRrMP3tbxyEt7QEfj4qigPSt99WEqy3OsbRjBkz+nS+XU+ee7Coq+MZIP51aktLebMIsHRXZqYmx4JFMRocXm/nuC0pYfJh9GjWcU5MVAKstxSfvddVHObk8Ka9vR146SVNZgSTYrR3TJ37rq7xDzzAJK3/akXpn3COz5EjWQqmuppjw6oqIC2Nq16bmqxzQUziatw462fdbl57vV5ODBQV8Ro8fDgTrv7x5/HwIHGTPDvceQj+ZWRSUnQmbX+Fc4z2xYQJnDhfv55xNGGC3S1yjpIS7lAvK7M+trssU6TFJ8CYTEpisl8xaiko4ATznj3Wx044zy/SYnTChMAzwRSfloICjqlLS62P7Y7RSIvP3jJjyqgoXvMeeogLZMw4taKCr+OIESwZbGI/JYUfu1yB74eEBOCJJ4CFC/kzCxbwOXTOV/f6E6NR7e3934y6YMECnHvuubj44osDPv/WW2/h3XffxTPPPNOr59u9ezduuOEGrFy5EgDwve99Dy+88ALcbjcqKytxzTXX4N133z3s80yePBnbzLK/IPD5WMbjH/8ILD3YU7W1PLurtjZ47UlLA15/veuvb9gAvPEGB+ziTMGOUbvs3cv3xIwZVmeel8dVDtHR1opfCT+DJUa7UlrK8238V5evX88++sgj2b/GBGWpiAyUwRKfO3cG7rJZv579Z1wcH5OS7G6h9NVgiNF//pN9YlfXeJ+Pi1zUV4angYxPj4fXV6/XOuNi8WLgwQd5/TXnyP3wh9y5MHEizxFbs4Yxlp/PXWAuFycwp0zpfF5Cx891N1nQ1maVPjZlYzQuDQ9O6EMrK3mfY8pVxcdzjCh8L/vvZN+8ObKSzE6IT4CxGRdnxWhTkxINABdg+Ff8yM+3P8EQak6IUfWh3Yv0GHVCfPaW/5hy3DiOcUeP5nlf5nVcvZqbUbZsYclEM/4cOpQ/39RknX174408+/akkxgLZWWHH9dK3wXllvXuu+/GjTfeiNdeew3HHHMMAOCrr75CY2Mj/vjHP/b6+Trm5WbPno3XX38d8+fPxxtvvIGzzjorGM3utbo6rgLra9owMZGd/4EDwamXvXkzb+Li47tOyh13HHDvvay139cSjiKH0tTEjr6sjB30Z58xITZmDCfHhg5l7GmiQZzC5+NAvK2NCbAhQzjY3L4dmDTJ2sKenKxJXRlYpv8sL+fuic2buSNs9GiOEaKjOaGh67fYwedjGUSze6e+vvM1PiGB8am+UroSH89JAI+H48HkZOCZZzjhc+KJ7PtOPx342c+4ira+HnjuOetMG/9yQOYshMJCxl9MDFfR9vQcL5U7lP5obeWq7PZ2PiqOLMOGBZ6hqzGLPeLiOpf9E87d5edbyReVQrSH+tDuDR8eGKMqheh8/mPKtjYu6rruOpaKLy3lGLe+HnjlFX5/Whort6Wmsq/evZs7wh5+mBtaUlL4HGlprKbgP9Zta9NcarAF5c+ZkZGBv/71r1iwYAFGjRqFUaNGYeHChXj11VeRkZHRq+e67bbbcMUVV6C4uBhnnHEGXnvtNcyfPx/r1q3Deeedh/Xr12O+KRYfYl4vV2P3NQkWFcWMbnFxcNrz0UesM9qxFKIxdCg70k8/Dc7vE/HX0sJyNyZp8OKL7NSjojgx1t4ONDerlJw4h8/HCdzt2/n/J57Is+ri4oCjjuKAY9Qoa3GByEDx+XgTmJvLAXF0NJMK2dn8fFsbPzdihAa+Enqmr9y6ldf4uDgmMGJj+d+QIfy+ESOUABPy+bhba906Pra2MlbS03lNHT6cC/ZcLsYTwOttaSlw//3cITZiBCcBfvhDPhYVWSXWTD84bx4n2o85xppIO/lkPqqvlIFiqlrExvIxOtruFjlHayvHLElJ1gIzCb34ePa/Dz7IR93HUHMz49Lt5mNzs90tikymDx0yRH1oRy0tjM3kZD52N7crzuPzcZxaXQ38+c8c52ZnA3ffzTnRkSM55t23j6/vnDlctHXTTbx/+t3vOFe/ZQvHxOaeyn+sa8bBEjxBvXWdNWsWZs2a1a/nePzxx7v8/IoVK/r1vMFQU8Pg7U8BybQ0rlj814a5flm3DjjrLL75unPUUfy+88/v/+8T8VdTw9irquL/L1oE/Nd/ceLikUfYcbvddrdSxFJeDlx7LfD441xtVVUFrFjBBO66ddw9m5SkiTQZeOXlHOD+5jdcsVtTA1x2GTB5Mr/+9NNc5CJiB9NXPvggExpRUYzRn/+cVRFaW7lyUYeai1FebpUmTE9nucypU1lC86mngI0buUPh7ruB++5j0mrvXn6Px8Pr8pYt1hlfAD/v81krxj0enncDHP4MMJFg2roVOPts3tsUFgIffKBzOo3KSu7+MlVpzDmAElrNzfzbt7Tw8VA7YyPJN990fu+efrrdrYo8JSWcQ21o4HU+Kkp9qKHrS/jqOPbduJGvY1sbSxy2tLAU4r59vHfaupU/t349F8LOnMmFXP401h14Wr/ZC15v/5Ng6eksA9Jf7e0sS7NgwaG/76ijrDr8IsF08CATXrW1TCiYA8e3b2dtXA2+xWk8HuDRR4Fzz7UON6+qYuIrM5Nb0UVCoaICWLaME8TvvMPVX0lJwNdfMy5zcpSMFfuYvvLss63znIYP52SnqXU/frzdrRQn8XisA8Hb2zmR4/UC99wTeN5hXh7PQCwr44rwzz9nwtXr5WIUc112u7la1j/Rag4i9/+6SChkZ/MavW0bYy872+4WOYfZwWlKNuXl2d2iyFRYCJx5Ju9lvF7g73/n2DLS6b3rDBkZ6ie6oxgNX/5j34oKjm9zctgHezxc/HXOOTzrtqUlcAw7ejSwY0fnOVONdQeekmC94PXyXK/+JMHcbq6E6C+Ph48jRjAZ0Z2jjgKWL+//7xPpqKTE6vTvuSewHrwSYOJE2dkcYJaVMWbz8lhuSTXiJdTS0phYqKjgSrHnnuPHpaXqQ8V+pq801/gFC7jza+NGLuRSjEpH/jftUVGMkUmTAseKVVUcK5qq9lu2cAe2KaG2ZAmvy8XFPAshIYETZ4Y5F6wnZ4CJBFNcHGPT3OeYkp7C92PHHZxjxtjVmsiVnc0EmJk41UQ67d8f+N7dv9/uFkWmuDje56gP7UwxGr46JqxycoAPP7Sug/PmMe6Li4E77uCZYSUlwLRpwJ138kywjjTWHXhKgvVCTU1wkmDB2AmWm8vVFIerGTtyJA81LylhJlqkP3w+7vwqKmLHbjr9d95hiZtTTtEZYOIsPh/77gMHGLvjxjFuV6wAVq/mpG5CAhcUiAwkE4t797Kk3OjRjMXcXJY2/vxz4NRT7W6lRCqfjzu96uoYl6avrKriNb+lhTGrFYnSlY437enpwNq1LNHVceWr18vEV3ExMGsWf66wkPdY9fUslxQfzwSY/45Y/4PID8XnY4ka/wkE7ayV/tixAzjjDKtc1UcfqVyVMX584Htcu4TtkZERuCDVfwFBJBs6FDjpJF5f6upYSUlCLyWF9z/DhvF6rOorFsVo+OoqYWXGqq2twLPP8to4dizvpU46CZg4EXj3XZ6Fm5DQ+TnNz2dkcCy7fr3GssGmJFgveL3cqtqfJJh5o/RXfj7PFTvUeWAAV2MedRTwj38AV17Z/98rkclMjrW1cXA9fjwPNF292ur04+OVABNnaWnh6tTWVi4a8HqBb78NjNshQzQQl4HX2MgEWFERB8JJScB113FFWGkp41NnaIhdTNJgzx5OYh48yP7Tv69MSLAObBbpyOViH+ZyMX6+/prX1n37eM+ycycTq9ddx7GkSbSam/3MTO7S9ni4QjY9ve83+/5nNLjdvO/SeQrSH+a6bcpVaWGpxe3me7yoiLuPNJaxh9k9kpzMx4MHdV8OcH7inXcC5ysk9MzC/aFD+ejzaUxpKEbDV8fFWeZ+yufjJpSMDGtTSsf5p7Q0Xj+7o7HswFEusRe8XpbM6k8S7MgjeSPYX/n5zCL3pC1HHcUMskhf1dZy8LJ9O29w3n6bq3na2nihbmvj5IWIU5hByN697HOrqhinV10FpKZyJ+PIkYcefIgEQ0sLFxFs28a4a2/nxw8+yAFydjZQXa2bQbGHz8d+srCQ/WFCAnfoXHWVdY1PTVVfKYdXVsa+zOvlGXJTp/IGfvp0lh2OieFZiJ98AmzaxO/fs8c6I+TII3lAeH9Xu/qf0WAOFRfpj8pKLlp59VU+mvgSvt8rKji2qajggh8JveZm9qXV1XxsbLS7Rc7Qcb5i7167WxSZ9u3j39/cj+/bZ3eLnMOMg0yM7tljd4ukr7xe3lc1NfH+/+BBfi42lvdSo0bxMSrq8Pf9GssOHE259EJNDct49EdmJjs2n487afqivR3YvJlbKHviqKOAt97q2+8S8fnYif/ud8CPfsTSXd//Pi/SM2ZYkxebN9vdUhHy+XgjXltr1V32L+s1ZAhjV2SgmWTsggW8dt97L0tzZmUFHhCt/lPsUlkJXH01x6e3386S3VlZgWU7PvxQJTjk8EpKeIN/+eXAfffxGjxlCnd1tbQA55/Pe6mkJOC994Cbb2aZufx8K+5MAqypidfxggIm0DIze76rQYeKS7ClpQVes/Py7G6Rc5gFuXV1LC3e1mZveyJVczPw3e+yz92yBVi3zu4WOUNaGu8DzXt30ya7WxSZmps5pkxO5jggN9fuFjlHerpiNNx0V3a7sZFj1/PPt8agGzeyKlFZGRd77dsHPPkk8POf8zX3P/PLPG9FReDRMxrLBpeSYL3g9fb/3Ji4OO4mMzd7fbFrFzPHCQk9W+Vz1FHAAw9YHatITzU08KamqQm48UbgxBOtjviLL3iRLinRoY3iDGbgUFvLvvrMMxmv55zDWN25kyVsFKsy0DrG4m238YyGqVOtmMzLC5z4FQklU+a4tRX4n//h58w1/pxzOicmRA7F5+P1taCAZ26mpTF+Wlq4yxAA1qwBdu/mQpQdO4Cnn2afmJ8PPPMM8JvfcJV+ejqfz3/MmZ/PBFtP7mN0qLgEW1sbr9kmKSsWny9wwk8TuPbw+Zj4MjHan8pFg0l0NHdvmuuBqi7YY98+VqYqKeFYob7e7hY5R0yMYjQc+Ce+xoxhee81a3jP9Nxz1kKw2lrmDdLSOI/a0GCVDK+oYInEn/yEY12zczc9nT+zbRsrKbhcnY9N0Fg2eJQS6QVT3qO/Ro5kgPdVfj5w3HGcuOiJxEQeQllQ0PffKZGnqYkxv3cvMGcOb2r8t+QWFHBX48knc1WDEqxit/Jy4Prr2efl5VnxumYNdzUMHcqV5IpVGWgmFkeM4CTv5Zd3jkmPR/2n2MOUQKyoYKx+73uB13jFp/RWeTn7utmzgQsvZKKrpYWfO/NMPvp8nPhKSgKOPZbjyIkTge98h0mwO+/kc517bucx544d/B3r1lmlg7rjX1pR8SvB4HJxEuryy/kYFWV3i5zDlBwH+BiMYx+k96KjrT546lTFqFFQwOofN9zAxx077G5RZEpOZv9QUcFHncdt2bFDMRoOzBldp5zCPvbRRznWffxxfvzd73Lx1lFHcafjK6+w//F6uXnl5JO5OGHqVOC00/g4fDjwyCO8J/vqKyaIX3mFSeM1a7h7cv58LirTWDZ4lGfuhWAlwY48km+I887r289v3sybR5+v5z8zYQLfjJMm9e13SuSpruZur8ZGngU2dmzglty0NO5qFHGKoiKuJN+2jaVr/eM1M5P9d3q63a2USGBicccOxqDL1Tkmx4+3u5USqSorubLQ52N5jq6u8WPG2N1KCSeFhdZEeFQUY6ugoHMia8ECji/z85lMeOkl4Mc/Zp+Zn8/v6Soec3K4inz+fD6fDgiXUCou5uStUVTU/yMSBouOJZt07bBHx/62oECvBcC/QUqK4tNuzc2dS8QJjR4dGKO6tjiT/zi3qoo7vswCV/N5r5cLwObMAd55x1qQsGwZE2AlJYHPUVjIajGmUozbzedsbbWuq4BKIQabkmC9UFPDLG5/jRzZvwx/fj7fWL3Z5j5hAn/uqqv6/nslchw8yE45PZ2TtykpLIe4ejW39GZnc+WD2213S0U42eb1Mi43bOBAYt68wC3k8fFchaYSAzLQWloCY9EMYpcs4XW4uJgJMJU1EDuYM2nHjuW1Pj6+8zU+IyM4412JHP4T4ampLHs4YULnRFZhIW/uCwq4I8ycLQvwxn/s2M7xOG4c8NhjwDXX8Frf1sadigORBOvunAeJbB2TsmPH2t0i54iN5XvVvGd6enafBFfH/lZlOykm5v9n787jo6ru/oF/MtlIwpKEJAQIELKAKyhicOlDq1ZtFavQ1lrrhhbr1j7ahap0sbbqo/aprSKtWC0/l9ba1rogbmBbKhQCBNeyBgIkQBZCAmTPZH5/fJ7TO5MECMnM3DMzn/frxWsyk+TOIfO95557vmcJjE/dB7qje+e/2U5D2A73j9FBg9wukfSm+4CPggK2YV991Xl9wgTO2vJPeJmBsHFxvQ/wMgNmAScxNmYME8VVVeozCAVdBvrI5+ONV0oKRzIMxJgxA9sMsqyMN4fHoqiIG5uLHI3XCxw6xMr6G98AfvELjr7dvZvxn5fHWWDqFBBb1NWxYVFdzYTXQw8BTz7JRkRJCRO26em68ZHQ83oZj42NTiyuXctYLC7mvqATJ6oOFfeYG7KqKl7P29p4ja+sZFzm5TGONchFjkX3jvARIxhbZnZXcTHrQzO6taiIsxC7j36+9VYOYDHJ2PZ21qHf/S4Ht3R1HX6D8GAksMxyN6ZMmnEmAK/d/vGdnOx2iewRH8/HpKTA5xJeqamsb82eYBrIQopPOxQU9EwgCCUk8G/S3MxH9VfYKTXVaQcUFHBVjb172S+/ZAmX+x4+nH1O3RNe8+axLVtTE1hPHzzI9rH/uVFczD7Y3/6WSy92p8FaA6dTrI9aWhjMCQkDT4KNG8flP/qjupoV5LBhXKaur4qKgEcf7d97SmxpaOBycoWFwPz5jLmMDMbc0KGs2FXRii3MsrCmAzcpCfj+9znbpriYsTpkiEamSniYBnFWFjvJ5s5lI7W4mO2HxERnw1sRN3R1MSlh2qJXXMH604zgHzZMo1Dl2JlrrOloTEtzOhuPP56Dq+bOBWbN4j1JcjJv/teudWbHzpnDGbQzZjD51NXFZO3pp/N4ixY5N/05ORyc5d8JEIwEVkVF4IjcUM04k8hiOilbWtRJ2V1qKs/H1lY+KvniDhOTZqsCxSiZ+GxpUXy6rayMgwILC90uiV0SEnhfmJTER527dsrK4kAur5eDtMxrpaVst65Zw36A1lYmxQ4dYsxv28akWVMT26oHDrBfoKuL7eSUlMBzo6mJCTAz+6t70gvQYK2BiqhT7Nxzz8XgwYPh8XiQkJCAP//5z2F77/37OVrxWPbhOpwxY9jh0NFx7B2z69cDkyYdeznMiMy9ezWdUnrX0sLZjl4vO8c8HlbKJvmbn6818MUebW0cTWOWhc3K4o1Nezvr1vR01q+ZmU6nnEiotLVxn5sdO3iNTU52OoATE50bmw0buDGuSDh1dHCAS3s7l+kYN44x+pWvMCF2wgnch2ncOCXApH9M50BnJzsat21ju7G1lTfuhYW8YT/uOI5w/fGPuRdYQgJnIs6ZA9x3H3DzzVxG1ucDTj2V13n/m3xzo797d2AnwEcfBSeBlZ8fOCJXyzUJ4LQ1TefksWxJEO06Ovg4fHjgcwmvtjZ2qiYl8bGtze0S2aGzk4/p6YHPJbx8Pt7/nHQS8PHHwMqVbpfIHmZgpGl/a6CknTwetilHjGBSyszqMkt519Wx7q2s5GCv1lY+f+YZDvZ6/nm+9pOfcMD27t08H2bMYP/B++87yTV//gO8jjsOWLhQg7UGKqJOsbi4ODz77LN4+eWXw5oAA5gcSE8PTqM3KYkzFjZsOPbfLSvjyXKsSbC4OJ6M2oRSetPRwUr0pptYkcbHs9Lu7OSo8I4O4Ec/YseGiA1qa4ELLgA2bmTMmpu9zk7W15mZSoBJ+NTWAuefzz0/4+PZyG1vZ5th0CCOBvva19ShKu4wIxOvuIIxmpzMdmRcHGfpbN7MdqkSYNJf5v5o5EgmuTwe4N//5uP48Uy2Zmby3ue++3jD/pvfAC+/7CxhbPYIueIKrkhg9gozN/n+uie8TNLNLOPZ3wRWbi4TbitW8FEDBwVgXWk6Jj0ePhfq7OS5euiQc+8o4Wdisqkp8HmsM9cRs4KSeS7hVV0NvPQS8PWv87G62u0S2cPEpLnGKEbtZpJSp57KAVwlJeyHys5mQuuKK5jwzc9ne/hb3+LAL5+PA7YfeIDXy8mT+bOrV3OiyubNnFW2e3dgDPi3dzdvdvYmAzRYq78iKgnm8/nQ5VKtEMwkGMBg/fDDY/+99eu5n0h//gxFRcxUi3S3fz/Xpn37bXZWXHcdRzHs3u3s1zB3rjoDxB7bt7MhkJHB+vTWW9kJtnEjZyuOGKEEmISH18t43LiRjdrERCYd1q5lZ8TIkWwwL1qkOlTckZrKa/yqVYzPzk5e3zdvZmwWFXEJJe0DJv1VXQ2cdx6wbh3wxhvcE3HWLI72rqzkNXn1as4+POUU7o9w+ulcEnHuXCZm583j723dypljpkOot5v83hJewUhgmZG+Z53FR43IFoB1Zk0NtySoqVGix58ZSLlvHx81E8wdO3YwNg8e5OOOHW6XyA7m3D1wQOeum0aMYILgppv42NuMl1hlJjd0fxQ7+Sel3nmH91NnncVr4OLFzgCvqipgwQL2s6anAzfcwJUOzIBDr5ftXcBZ0ejMM5kc27nTSYb5t3czM/lzGqw1MBHVtI+Li8P111+PL37xi3jxxRfD+t7797OzNVg5uIICJrSOVVlZ/zeSLCzs33tK9Nu2zekE+93vgKeeYuet2XfhlFPUGSD2aG3lKJjMTG5G2tHhxOwJJ3BJFq2nLeFSW+vE4w03pZvtdQAAIABJREFUsJMsJ4fPBw9mPKpDVdzi9bJuLCriTdi8eXx9+HDeSGVnszNC8SkDUV7OpGpeHm/Wzf2SuXmvrnaW0+7qAl57ja/98IecPZuZyc6EZct4r5Oby3uWw93k95bwUgJLQsXjYRwnJvJRseUwSz+bPdPNcwkvk2S48kolGfwlJrJNnpTER+0R7Y7kZM5y+eMf+Zic7HaJ7GG2eKiv56OWMrWbadeWlDCWW1uZsMrJCUz0xsUxh/D447w+3ngjB4bNns1E2De+wQGzf/sbV2u75Ra2j+vqOKDs3HOZSDPLLr73Htu7WVlq6w5URHUT/uEPf0BOTg7q6+sxe/ZsFBQUYOrUqf/5/urVq1FaWhqS966vZ4IgWDPBJkzgjd6xlqGmhh0WLS3H/p7FxcALLxz778Wa7nFUUlKCadOmheTYbmtq4oioESMY22VlzoiEU05x1s8Wu8RSjPrr6GCCob2dSa516zgDJzGR9eNxx7EBosaAu2IlPtvaOLJ0/35gyBDG444djL/ERM7a1swaO8VKjDY3819FBduA5hrv9bINesEFWkfeRpEYn/4DU5YtAxobGVvJycA993Cvr7vu4mbhlZWc8VVbC/z+97ye793L17q6WIeuXx+4B1h3JuE1kPjtvtm4SaTJ0UVijA6Eme3U3MxHJRgccXFs6zQ389GGZfhiLT4BtjtLSzkgobBQyR6jtZX9Z+3tfLTl3I21GDUDY1JTA5+L07/c1MRtSGzYczLW4vNYmEFY7e1c0aCujv1P77/PVbX27+fKWnV1QEoK8IMfcMLB1KlcDeFf/+IyiuvW8b7srLPYt79tG4+flcU9xrZsYZLsxhvZNtWsr0ADidE4n8+G0+zYzZ8/H2lpaZg9e/Zhf2bixInYtGlTUN7v5z9nx8FXvxqciqmmhtne2tq+NxbfeQe4917gwQed0VbHwutlVrq2lqPTxX3BjNFj1dTETlyvl4mw/fvZWdHYyIp88GAlwcTdGPXX2sob7M5O7jMycSJjNiUF2LNHHVixyq347OjgkjNtbYzJhAQnHmtr2TE7aJCSYOJejDY1sa1YXs5On4MH+fqQIbzRKix0RkZL7ApGfLa1sf6rqmKcDRnCm/4dO4C33uIsxFNO4Qjw7dsZeykpwDnncI+wCRO4fMxnPuMcc/lyxueYMaG7tu/e7Ww2npXFDgYlhe1jQzt0zx7Gy+7dTvJ15EhXi2QN87cx51Gs/W1siE9An8Ph6Ny1I0YVn4cX6zFqQ3z2x4oVwKc+xa+zs4EXXwQuvJA5gzPOAJYudQYilpQw8fXWW4z/JUvYL792LQcseL0cDGba0Lfcwnu1JUt4rK4uvt9ZZ7n6X44aEdNd2NLSgqb/2+mzubkZ7733HoqLi8P2/rW1XDomWCnD7GwGe1VV339n7Vpg0qT+r2UcH8+O4nXr+vf7Ej2amvivpYVTawcNYoW7Zw87y9LSOPNRxAbNzUBDA+N1xQp2oL3zDmO2qgoYN44xqwSYhENHB5OyTU2cSRMf79ShVVXA6NGMx8xMt0sqscpc45ubuZR3cjIHtaSmchZOcTGTEErSykA1N/MeyedjTGVmMrH6/e/zZv+FF5iM3baNN/eZmfzZrVuB55/nyFj/ZRQBPg4ezJv9U0/lwMHuvF52GK1c2XMT8b7y39ehro7PRXpjBgxkZDhLq4kjJ4ftHg2qcE9qauDnYGbcxDqdu3aIj3f2PcrK0rKp/lJSAmM0JcXtEklfjB3rtFvj4jj7a+hQ4Ec/YtvUbI8wciQHyz70EPDKK+zTj4/nY1wccPLJnOQyfLiz9PK8eZwlNm8e27dZWRwUphmUwRExXYZ1dXW48sorcdlll+ErX/kKzj33XHzKpF7DoKaGFVOwxMVx75p//KPvv7N2LXDiiQML/uJiHkdil+kcA5yOhxUr+HzIEMZXaqoSCuI+08nV2Mh4NPH6t79xneTt2znCPDGRsSsSal4vl0Ds6GAn7r//zfrUbARv6tDBg1WHijtaWph08PlYZ7a08EbMLP2Wn88b7IwMxagM3L593INm0ybeyN95J5cnNnXgFVdwVteaNVzmJzGRN/+DBwPf+x4wfz6XMm5r44jXl17iYL2bb2aCbPFiYONGJm/ff99JeFVXcxbX2WcD113HAQjHmhDz32w8K4vPRXpj9mgxG9przxZHaytHw8+fz8fWVrdLFJvWr2ddaupU7QNPpp1jzl21e9zR0uIsF+/x9G9rl2h16BD7mhMS+HjokNslim2m/2nFCmDXrsC2p799+9huffllYNUqLv1tZnj5fGzPbtjAAWD/8z9sA2dkMA/wpz/xuOvXs8189dU83o03sm9r7lwOYHzqKR5nyRLuO753ryt/kqgTMXuCjRkzBq+88opr719by8ANppNPBv7+d+BrX+vbz69bxw30BqKoiFlliU1tbZxRc/Agl64pKmKFet99TI5+6lMcLa51xMUG1dXOcrHl5YHxumYNO7/S0vhPJBxqa5nwampiPGZmAlddBSxYwAbvmDGc6a2bbHGD18sEWGsrl6LzrzNraphUSEgI7qAuiW179wK/+x1H12dmAm+8wfuVt99mh8FVVwGPPsp2Z0UFl/nJyOC9z+9/z+v3ggUcQNDayhhtbOQgl8WLgYsucpZPWrKEM8M++MCZxeXxML6nTDn8soaH2/vL7Ovg/7pIb7xe3iOdeSb383jvPbdLZI9Bg9hJV1HBxLZJNkh4FRZyEOsf/8h6sLDQ7RLZwewJ1tnpJBok/Dwezu4+6STg4485aEXIzIozy+lrllx4dW8jAoFLZZu2p9mr1sjJ4eseD5NgixcDzzzDSSd//CNw2WVsFzc0sL27YAHbuI8+Cjz9NDBrFo8zYQKwcydnij37LL8+7TS+96pVTIzV17NNbdrRMjC6DPRRTU3wk2CTJgGPP963n62t5QmUns4Rvf1VVMRlxCT2eL1MfO3axUr9lFPYafHUU5zRUFLCEQdKgIkttm9nw+Djj3kzZ0bE+MdrcrLbpZRYYWZ77djBxvK553JQydatbAibulMJMHHLwYPOPmDjxgXWmaecws5JDRqQYMrN5c15Rwfrw+3buURMcjLw299ytuzw4WyDpqc7M69qazkjsaTE6WhYv56/t28fR8hu2hS4XOHOnewE2LbNmcUVF8dZYt2XNfTvJDCzxszm5WZzcY/H2X9D5EhSU5n42roVePhhLTXnzyxz1tysZc7c5PM5bdKiouBt4RHpzHKIO3ZwuXIth+iOtDQmvkx8qi3qMDHa0qIlO93g30Y87jhg4cLe257d25a5uWy3bt3K9mxZGbBlC5NgN9wALFvGRNejj3Lw9q5dbLvW1HDywQ03cNDXc8+xnbxtG/f/Ki4G3n2XbVSTlDNLImrFguBQV00f1dQEf7mtCRN4Qa6vP/rPrlvHTLPphOuv8eN5og70OBJ5Dh1iDI8YwbVpu7rYKdHZydd8Pi5PI2KDpiYOFNi0iY3lhx9mrHq9TrwmJ2tEn4RHWxsbwl1dTC7k57ODNyGBDeaqKsZmdrbbJZVY1dTEROzmzYzR9nbVmRJ6e/bwviI+nqtVZGRwwFVnJzB9OjsFkpNZfzY3Ox0L55zD5WX8Oxq2b3f2FDPLHfsvVzh2rNMpYGZxvfwyR9YeaVlDM2uspMRZXrG/+4hJbPJ6GS9myWOv1+0S2cOcR2YgkM4rd8TFcabNQw/x0aykEeu0HKIdmpsDl/wbyKD+aKVZtO7w3x9282au6tK97XnaaXz9/feZzFqxgish5OayH+Cjj5gAu+02Dkh84AHgxRe5RPiBA2wX33IL3+faazlD9ckn+XNZWTwvlizhZJWlS52VCUxbd8UKZwBXNArGPr/HQpeBPvD5QpMES0hg1vm1147+s2vXcvnEgTa6U1LYGfLJJwM7jkSWpiZneaRBgzgaNz6eHbuNjXw+apQahuK+jg7G5KFDjFszm2HuXCbEkpOdxokaixIOra28WUtMZMfu4MGsL7/0JXb+ejycqTh6tOpQcUdTEwdU1dSwzoyP50wFk7zNzFSdKaExahSTTnffDTzxBONw+HB2wB5/PPDLX7Le7OpiYrari3skPPww9/g87jhnI/DCQo7Ive46J6FbVsYZOGVlfG39+sBZXGedxbr3SJ0E+flMrM2fz+UVzzmH91/aW0H6yuxj09np7Gsj5PPxOtPYyEfNQHJHcjLryu99j49aKYNMZ6oZAKQkrTvMDNGGhsDn0vPeUfeS4eW/P2xmJu+fPvggsO355JMccNXRwQFVc+YwMVZVxX7USZM4g6u2Frj+eueeKyGB/fdeL5NcBw9y2fA9e/h+ZrDCl77EvcQyMjjzzMSAf1u3e19tuBNHoeS/z2842ucaD9oHTU0M0IQENn6Dado0jkq89toj/9zKlcCllwYnuIuLgdJSLo0j0c90jpWXs4Nh6FDG8fbtjIXs7J77J4i4paWFI2Z27OCN9JQpfG5mLHZ1sTGizlwJl9ZWJmW3bmWHbVISnzc2AgUFTIp98IFmgYk7mpqc2f0VFbw5O3DAidvRo1mvRuvoQXGH18s6MCWFMfbrX/PmvqiI7cvCQsbff/83BxHMmMHrt8fD+55Nm4CJE7nszLhxPM7w4dz/4L77nL3AcnLYCTFyJAfA9OZoyxqakbQbNx552USRwzFJL9P2VBLMYe4rzVJeQ4e6XaLYlJbGgS+pqawTtdwcJSXxGmT68LTUnDsGDQpc8k/38Q6TEDSJWiUIw6v7/rBZWU67EmDbc+VK5gPM/l+mX7W9ne3J9nbWM2Vl/F5SEldxKy/nMdvb+fkWFTHBU1jI5Q8nTuRxv/99Dgz7/veBRYuY1Oq+j213/ss49rYfbiTxn40Xjva58sx9UFPDzq1QZFenTeN6oUdKrnm9HN14wgnBec/CQp6gEv1MAmzKFI58nTKFnRYAOx127gRmztT6suI+06HW2Mg4/fSneSM3cyb3+wA4OiY7Ww1nCQ+zj+LBg4zJc8/lSK8DB9gYzchgI1V1qLilqYmdXv4x+sUvOjNv4uM5WlEjwiXYqqt5w9/czBv9/fu57MusWcDzzzMGa2qYzLrySnYgvPQSV7Z49llnz4RBg7jke2srb3yLiwP3+Kqp4cC9mho+78/IV4+HnQgTJhx52USRwzl4kDGYlMTHgwfdLpE96uuBT32KMy0/9am+bfMgwVdfzyVon3qKj/oc6NAhnrPJyXw8dMjtEsWmQ4fYRn3zTT7qc3A0NTE2TbupqcntEsWWI822MgoL2Wefk8MZYeedx0GHSUmc1XX66Vy1raYGuOsuZwnFjAzWxz/6EdurtbXAN7/JQbRz5rAtvX8/j3nwIPDggxwEvmcP8JOfsH19uFlRvSWOIpX/bLxwtM81E6wPTBIsFNP7R4zgyfbmmxwl2ZsPPuAoy8TE4KxBXlQE/OUvAz+O2K2piaNttm4NrCA3bmTlkp3NTodFizRCXNzl9bIx7PUGxusttwAvvMBZYXl5rC+1RICEy6FDHJ3VWx06YgQbtqpDxS2trbxhSkgIjNG33uINU14ekwQLFyo+JfiqqniT+sknvHZv2+Ys715aCnz5y5w5u2kTl4qpr+cySBdeyBg9cAD46U+dGV9ZWcDbb7NuPf10Pjev5+Xx+Lm5Axv52n20r84L6SszGKu8nHFTWcnZicLrz86d/GeeH27WpoTO1q2s2377W+e5Pgfn3K2o0Lnrpr17gd//nvXEpZfyueKTNm4EPvtZLsVXX889oRSjdjH7gn7wgXO/5fOxXqmp4WvZ2Xy+ahW/v3cv28CHDvG17dvZhl25kt/ftIk/b2anjh3LAY0vvADMmwe8/jr7cjs6+DvdZ4WZxJFpD0fywK5wt8+VBOuDmhou0RGqNa7POQd47rnDJ8H+/nfgjDOc5W4GqriYN60+nzZNjVZNTfx8W1qcjcVNBVlYyMrT5+O6q0oqiNsOHWJnbmNjYLxu28YO3uJiZ2q6SDg0NXEWzf79PevQoiL+jOpQcVNHB6/xZnkN/xjNzeWSVIpPCZVx4xiDhYW8lxg7NjAGi4sZmy++yCTWvHlc5tDc9MfHM+FVUMDfMdf8jg6OiC0r46wx87uLFvF9B7JkytGWTRQ5nNxcxqVZ0nPtWrdLZI/DtZEkvPQ59E7nrh30ORxeURETYDp33eP1MkF1uCUIq6o4O2vyZKeeNW3f1FS+tm9f74mp+np+bZb+9v/+2LE8flYWcMUVHDSWnw9s2QK8/z5jYerUwIFfgFPOTz7hYPHRoyN7YFe42+dKgvXBnj2c+hiqzeY+8xluoHfgQO/raC9eDFx1VXBmgQHAsGE8AcvLVclGq/p6jiqoqmJHhFmftrCQywEMHaol5cQOLS1cTmnHDo6Y+exnGa9bt7J+Sk3luvbaf0HCyb8OPfHE3mNSdai4pamJgweqq/n1GWcExmhmpvYDkdDKyuKMr+OO43KGNTWMwW3bmNgaOpSdXFOn8mb9gQc4u9tsOl5Swq/ffNP5Oj+fo589HmcFjG3bAmfbRtPIV4kc6emMZ1PHpqe7XSJ7ZGb2vP5I+KWm9myrCuPR/9xVfLojIyPwc8jIcLtE9sjICDx39bcJv6OtMmCSTFu2AO++y0GyaWnAPfcA3/se28OVlZwNtn49f66oiO3YpUv5dXs7j7lmDbBrFxNgiYm8jzt4EJg7lzPBvvIVp03cfTWa8nIuo7hpE3D++Vz+NlgTZWKJxof2we7doVsOEeAssylTgKef7vm9hgZeMIK1H5hx/PHA8uXBPabYw+sF/v1vjqBtaGACd/BgJkA9HnXeij3MXmBjx/Ji/4MfMF6zstiJpmSDuMG/Dq2pYUyOGsV49PkUk+K+3bsZn+npXH++q4sJW0Abv0voeTzcY+vjj/n8T39ivWnqxq98haNaS0pYd2ZlAT//Oe9pTLzW1TGZu2IFOwXGjHGSXWYfr+57NJglU1as4GMkj3yVyGH2VzKdYtpvyXHgANtJo0bx8cABt0sUm5qaOLD61Vf5qH2FqLmZ15vx4/nY3Ox2iWKTqRfMEoiqJxxmz8nsbO056Zaj7a+Vm8v9vAoLmcwyW3RcfTXr2jvv5M/V1vL+7LjjmAxrawMeeojt5Usu4ef7X/8FPPMMf3/HDraba2u5FHhbG/DwwxwgduutPffKGjOGCTaPh6srTJnCVT8mTz783mHSk5JgfVBVxZlgoUqCAVwb97HHes72evVVbjIbrFlgxsknA//4R3CPKfaIj+eIgz/8gSPBzCzGgwc1AkrsUl/PxEJyMkeAf+c7XC88O5uvKdkgbuitDj14kDMXVYeK23btYrs0KYn15re/zXqzq4t1p2bOSriMG8e4u+UWdhrk5XHQ1ZNPAr/7He9jrrySya/WVi6RaJZzycrirLGSEt7o5+QcffnOvmxgLhJsHg9j7vbb+ai4cwwaxHO3tpaPare7IzGRgxHOOYePageQx8N/1dXO1xJ+Xi/7NH/wg9D0bUYyU4c2NKgOdUv3ZFP3VQbMwKy5czl465prgM5OJtdnzAD+/Gf2F8yYwbp3yhTghhuAm27i3sy//z0TW4mJwLPP8vXLLwdmz+Zg8Oxs7hnW2ck++qwszjBLSeFqC3/+MweLpaayH2L4cM48O1LiTg5PyyH2we7dXGomlCZP5k3jc88B117rvP6b3/AE6uwM7vtNmsSstESn5GQmFq64gpttnnACL6opKWr8iV3i4jjjKy6OjYC9e52lZtQIFLcMGsSGpupQsVFaGpdLaWvjP1Nvpqaq3pTwiY/n9bu5mQmu9HQOGOzq4uvf/S5HrJplXXJyOHp2/frD77sgYqPMTG5MryXVeoqP5+PgwYHPJbyGDmV/UXMzO1R722IjFiUl8W9i4lIz5d2Rlga89x7r0Icf1pLd/kxMmjpUMRp+ZpUB/7Zpbz/zyCOcCbZtG/MDs2ZxKcSdO9m+XbOGCffSUh5r3Djel512mjNQpLOT93APPcQkmpkFOGIE28zXXceZkrm5HHx7ww1cfvHdd52lGisqOCtMy4P3j5JgfVBVFfrGblwc8PWvcyrlpZfyRvKf/2SG9+STgz91u6CAnSY1NTwZJboMHcqpuQkJrFzb2znyQB0NYhvTGKivZxKsqIiNQHXkipuGDGGj0qwR3tHBwQWqQ8UG2dm8rre0MDbHjWNsmhtokXAYMoQx6PXycdQodt7ExzMuly7lyNYxY5yNw8O9+bVIMJgO9PHjA5+L02GbkhL4XMLLxGRBAetkxSiZGXHDhgU+l/BKTWXflPkctGedw5yrpr9Z52749aVtan6mqyswYebxOAO6q6u5f1hNDevi2lqu2JGUxEFiXi+TW62tXDKxs5PHi4tjYuyss/jc4+HPpqdzKfHx451BY6ac3cuh5cH7LqKSYMuXL8f9998Pn8+HL37xi7jxxhvD8r67d4dnA9yTT+b04C98AfjRjzhN8ic/4UkSbPHxwEknMaN8xRXBP764a9AgJREkMiQnOzMXzTrhIm4bNIjLeuXluV0SkZ7MNV4jvcVNHg+v3Ycb0Z2ZqTpUosOgQWqjHo7+NnbQ59A7/V3sYD4HfRY9KUYjS28JM5OAGj269+f+r3U3cuSRj3+42NCgsv6LmDHNXV1d+OlPf4qnnnoKixcvxuuvv47y8vKQv29bG2cnhGu0wk03AcXF3N/hG9/gEkxmP6dgmzQJ+NvfQnNsERERERERERERERERN0VMEuzDDz/EuHHjMHr0aCQmJuLiiy/GsmXLQv6+e/Ywa+vzhfytAHCG1tVXA48/znVGW1pC914nn8y1eUVERERERERERERERKJNxCTBqqurMdJvruCIESNQU1MT8vfdudNZczOcvF7+C6WJE/n/C8OfUUREREREREREREREJKwiak+wo1m9ejVKS0uDeszt24GxY8OfBAuHxETgtNOAl18GwrS9WkToHkclJSWYNm1aSI4t0h+KUbGZ4lNspxgVmyk+xXaKUbGZ4lNspxgVmyk+xXYDidE4ny9cC/0NzPvvv4/HHnsMTz31FABg4cKFAIAbj5C9mThxIjZt2jSg9/3xj4FDh4AvfCF8SyKG0xtvAJ98Aixe7HZJYlMwYlQklBSjYjPFp9hOMSo2U3yK7RSjYjPFp9hOMSo2U3xKuEXMcognn3wydu7ciaqqKrS3t+P111/HeeedF/L33bYNGD06OhNgAHDmmcDy5UBTk9slERERERERERERERERCZ6ISYLFx8fjhz/8Ia6//nrMmDEDF198MQoLC0P+vtu3AyNGhPxtXJOeDpxwAvDSS26XREREREREREREREREJHgiak+w6dOnY/r06WF9z23bojsJBgDnnAM88wxw9dVul0RERERERERERERERCQ4ImYmmBtaWoD6emDwYLdLElrTpwNr1gC7drldEhERERERERERERERkeBQEuwINmwAiouBri63SxJaKSnAeecBv/qV2yUREREREREREREREREJDiXBjuDjj4HjjgO8XrdLEnqzZgFPPw0cOOB2SURERERERERERERERAZOSbAj+Pjj2JgJBgCjRwNTpwI//7nbJRERERERERERERERERk4JcGO4OOPgfHjAZ/P7ZKEx7XXAo89BuzZ43ZJREREREREREREREREBkZJsCP48ENg7Fi3SxE+o0cDl1wC3Hhj7CT+REREREREREREREQkOikJdhg7dwLt7UB6utslCa+rrgI2bgR+8xu3SyIiIiIiIiIiIiIiItJ/SoIdxnvvAWecAXR0uF2S8EpKAn78Y+CHPwQWL3a7NCIiIiIiIiIiIiIiIv2jJNhhvPceMHUq4PW6XZLwy8sD7rsPmD0beOSR2PwbiIiIiIiIiIiIiIhIZFMSrBc+H/DOO8DkybG7N9bEicBjjwEvvABMmADcey+wdm3szYwTEREREREREREREZHIlOB2AWz0/vuc/TRyJNDc7HZp3JObCzz4ILBjB/D3vwPXXAPs2gWcfjpw9tnAjBnAtGlul1JERERERERERERERKQnJcF68cILwBe+ALS1uV0SO4wbB1x7LXD99UwKbtoEbNwIXH45MGYM8JOfAOed53YpRUREREREREREREREHBGxHOL8+fMxffp0zJw5EzNnzsTy5ctD9l6NjcBTT3GWk/bCCuT1AsnJwKRJTID97nfA5z8PfP3rwOc+B3z4odslFBERERERERERERERoYiZCTZ79mzMnj075O/zs58BF1wApKYC7e0hf7uI5vFwWcQzzgCWLgXOPx+46CLuHzZmjNulExERERERERERERGRWBYRM8EAwOfzhfw9Fi0C/vhH4LbblAA7FvHxwIUXAs88A6SkAKecAsyZA7zzTmzvqSYiIiIiIiIiIiIiIu6JmJlgzz33HF555RWcdNJJuPPOOzFkyJCgHfvVV4Ff/xrYupVLIXZ2Bu3QMSU5mcskXnghsGIFcPfdwCefAGPHAqNGAbm5QHo6E2VH+zdokPN1UhIQF8eZZx4PP5+GBuDEE/l9ERERERERERERERGR7qxJgs2ePRt1dXU9Xr/jjjtw5ZVX4tZbb0VcXBweeeQRPPDAA7j//vt7/Ozq1atRWloa8NrEiROP+t4ZGRkoKDgdU6Zk4MEHW9HerixYMGRkJOLii9Pg8XgRF9eOrq5O1Nd7ERfXBcAHwIe4ODPDr+v/vu7q9s/n97o/DxobG7B584aQlP222277z9clJSWYNm1aUI7b3xgV6U4xKjZTfIrtFKNiM8Wn2E4xKjZTfIrtFKNiM8Wn2K7fMeqLMJWVlb4ZM2b06WcfffTRoLxnNB7HprIE6zg2lSXc7xWNfz+bjmNTWYJ5HDfeK9aOF4pjxtrxwvFeNh3HprIE6zg2lSWYxwnXe9n2/9b/KbTHiaT4dPP3I7nsA/39SC67ze91NDaVxeezqzyxWhabrh3BOo5NZQnWcWwqSzCPE673su3zF0JhAAAgAElEQVT/bdNxbCpLsI4TafFp+3tG+/u58Z4Deb+I2BOstrb2P1+/8847mDBhgoulEREREREREREREREREdtZsxzikTz88MPYsGEDPB4PRo8ejXvvvdftIomIiIiIiIiIiIiIiIjF4u+555573C7E0Zx//vm48sor8dWvfhUXX3wxUlNT+/y7eXl5QSlDNB7HprIE6zg2lSXc7xWNfz+bjmNTWYJ5HDfeK9aOF4pjxtrxwvFeNh3HprIE6zg2lSWYxwnXe9n2/9b/KbTHiaT4dPP3I7nsA/39SC67ze91NDaVBbCrPLFaFpuuHcE6jk1lCdZxbCpLMI8Trvey7f9t03FsKkuwjhNp8Wn7e0b7+7nxnv19vzifz+cLcllEREREREREREREREREXBURe4KJiIiIiIiIiIiIiIiIHAslwURERERERERERERERCTqKAkmIiIiIiIiIiIiIiIiUUdJMBEREREREREREREREYk6SoKJiIiIiIiIiIiIiIhI1FESTERERERERERERERERKKOkmAiIiIiIiIiIiIiIiISdZQEExERERERERERERERkaijJJiIiIiIiIiIiIiIiIhEHSXBREREREREREREREREJOooCSYiIiIiIiIiIiIiIiJRx6okWHt7O7785S/jsssuwyWXXIL58+cDABobG3H99dfjwgsvxA033ICDBw/26XirV68OSrmi8Tg2lSVYx7GpLOF+r2j8+9l0HJvKEszjuPFesXa8UBwz1o4Xjvey6Tg2lSVYx7GpLME8Trjey7b/t/5PoT1OJMWnm78fyWUf6O9Hctltfq+jsaksgF3lidWy2HTtCNZxbCpLsI5jU1mCeZxwvZdt/2+bjmNTWYJ1nEiLT9vfM9rfz433HMj7WZUES0pKwjPPPIOXX34ZL7/8MpYvX44PP/wQCxcuxJlnnom33noL06ZNwxNPPNGn45WWlgalXNF4HJvKEqzj2FSWcL9XNP79bDqOTWUJ5nHceK9YO14ojhlrxwvHe9l0HJvKEqzj2FSWYB4nXO9l2/9b/6fQHieS4tPN34/ksg/09yO57Da/19HYVBbArvLEallsunYE6zg2lSVYx7GpLME8Trjey7b/t03HsakswTpOpMWn7e8Z7e/nxnsO5P2sSoIBQEpKCgDOCuvs7AQALFu2DDNnzgQAzJw5E0uXLnWtfCIiIiIiIiIiIiIiImI/65JgXV1duOyyy3D22Wfj7LPPxqRJk7Bv3z5kZWUBALKzs1FfX+9yKUVERERERERERERERMRmCW4XoDuPx4OXX34Zhw4dwq233ootW7YgLi4u4Ge6PzdWr14dMC1u/vz5+OY3vzngMpWUlAz4GLYdx6ayBOs4wSrLkCFD8NhjjwUcd9q0aUE5ts0xatNnadtxbCoLEJkxagTrbxApxwvFMW0/XiTGp03nuE1lCdZxbCoLEHkxatvfLxpjwqbjRFJ8DvT/O5Dfd/O93f59t8seSTEaTKFoIw6ETeWxqSyRGJ82XYNsKkuwjmNTWYDIi1Hb/n42HcemsgTrOJEWn8cq3NeraH8/N95zIDEa5/P5fKEq2EA9/vjjSElJwZ/+9Cc8++yzyMrKQm1tLa655hq88cYbR/39iRMnYtOmTWEoqUj/KEbFdopRsZniU2ynGBWbKT7FdopRsZniU2ynGBWbKT4l3KxaDrG+vh4HDx4EALS2tmLlypUoLCzEueeei5deegkA8Ne//hXnnXeem8UUERERERERERERERERy1m1HGJtbS3uvPNOdHV1oaurCxdddBE+/elPY/Lkybj99tvxl7/8BaNHj8Yvf/lLt4sqIiIiIiIiIiIiIiIiFrMqCTZx4kT89a9/7fF6eno6Fi1aFP4CiUQZnw84zJZ6IiIiIiIiIiIiIiJRxarlEEUkdDZvBsaPB95/3+2SiIiIiIiIiIiIiIiEnpJgIjFi9mwgIwP41a/cLomIiIiIiIiIiIiISOgpCSYSA1pbgfXrgXvuAf76Vz4XEREREREREREREYlmSoKJxIAPPwSKi4HsbP774AO3SyQiIiIiIiIiIiIiElpKgonEgDVrgMmTAa8XyM/nrDARERERERERERERkWimJJi4yusFdu8GVq7kY1eX2yWKTmvXAiedxL/3+PHARx+5XSIRcZPqXgkXxZrYTjEq0UKxHBr6u4rtFKNiM8WnSE86L9yR4HYBJLZVV3OGUl0dkJXFZfpGjXK7VNFn40bgwgv5dX4+8M47rhZHRFymulfCRbEmtlOMSrRQLIeG/q5iO8Wo2EzxKdKTzgt3aCaYuKqigic9wMeKCjdLE7127gSGD+fX48czKSYisUt1r4SLYk1spxiVaKFYDg39XcV2ilGxmeJTpCedF+5QEkxclZ/PrDfAx/x8N0sTndrbWakOHsznI0YA+/cDTU3ulktE3KO6V8JFsSa2U4xKtFAsh4b+rmI7xajYTPEp0pPOC3doOURxVW4up31WVPCkz811u0TRp7ISGDnSee7xADk5QHk5MGmSe+USEfeo7pVwUayJ7RSjEi0Uy6Ghv6vYTjEqNlN8ivSk88IdSoKJqzwernuqtU9DZ+dOIC8vcKPFnBxg+3YlwURilepeCRfFmthOMSrRQrEcGvq7iu0Uo2IzxadITzov3KHlEEWi3M6drFi7J8G05qyIiIiIiIiIiIiIRDOrZoLt3bsXc+fOxb59++DxeHD55Zfj6quvxvz58/Hiiy9i+PDhAIA77rgD06dPd7m0IpFhx47ek2A7drhXJhERERERERERERGRULMqCRYfH4+77roLxx9/PJqamjBr1iycddZZAIDZs2dj9uzZLpdQJPLs3AkUFgI+n/OaWQ5RRERERERERERERCRaWbUcYnZ2No4//ngAQFpaGgoLC1FTUwMA8Pn34ItIn+3dC/zfJMr/GDECqKx0pzwiIiIiIiIiIiIiIuFgVRLMX2VlJTZu3IhJkyYBAJ577jlceumlmDdvHg4ePOhy6UQiR00NMGxY4Gs5OUBVlTvlEREREREREREREREJB6uWQzSamprwrW99C3fffTfS0tJw5ZVX4tZbb0VcXBweeeQRPPDAA7j//vt7/N7q1atRWlrqQoklmnSPo5KSEkybNi0kxw6H6mpgyJDA17Kz+brPB8TFhbU4EgTRFqMSXRSfYjvFqNhM8Sm2U4yKzRSfYjvFqNhM8Sm2G0iMxvksW2ews7MT3/jGNzB9+nRce+21Pb5fVVWFm266Ca+99tpRjzVx4kRs2rQpFMUUCYpQx6jPB6SlAW+/DXR2Bn5vxgxg1y4gIyNkby9RQPWo2EzxKbZTjIrNFJ9iO8Wo2EzxKbZTjIrNFJ8SbtYth3j33XejqKgoIAFWW1v7n6/feecdTJgwwY2iiUScpibO9EroZc5nZiawc2f4yyQiIiIiIiIiIiIiEg5WLYe4bt06vPbaa5gwYQIuu+wyxMXF4Y477sDixYuxYcMGeDwejB49Gvfee6/bRZU+8nq57F5FBZCfD+TmAh7rUq/Rq6aGSx92dfX8XmYm9wWbPDn85RKR0FLdK25R7InNFJ/SG8WFSP/o3BGbKT7FdopRARQH4WRVEuy0007Dhg0berw+ffp0F0ojwVBdzSRLXR2QlQV88AEwapTbpYodJgnW26KnmZnA7t3hL5OIhJ7qXnGLYk9spviU3iguRPpH547YTPEptlOMCqA4CCflFiWkKip4IgN8rKhwszSxp6aGlejhkmB794a/TCISeqp7xS2KPbGZ4lN6o7gQ6R+dO2IzxafYTjEqgOIgnJQEk5DKz2cSBuBjfr6bpYk9NTXA8OGHXw5xz57wl0lEQk91r7hFsSc2U3xKbxQXIv2jc0dspvgU2ylGBVAchJNVyyFK9MnN5VRO/7VNJXxqapjsOtxMsC1bwl8mEQk91b3iFsWe2EzxKb1RXIj0j84dsZniU2ynGBVAcRBOSoJJSHk8XMtU65m642hJsOrq8JdJREJPda+4RbEnNlN8Sm8UFyL9o3NHbKb4FNspRgVQHISTlkMUiWL79gHDhvX+vcxMJslERERERERERERERKKRkmASFF4vsHs3sHIlH3vbg0rCr74eGDy49+9lZjJJJiKRSfWuuEnxJzZTfMYWfd4i7tC5JzZTfIrtFKOxTZ9/+Gk5RAmK6mpg8mSgro4b+X3wgaZy2qC+Hhg6tPfvDRsGNDay4o2PD2+5RGTgVO+KmxR/YjPFZ2zR5y3iDp17YjPFp9hOMRrb9PmHn2aCSVBUVPDEBfhYUeFmacTYtw9ITe39e/HxnCVmPjcRiSyqd8VNij+xmeIztujzFnGHzj2xmeJTbKcYjW36/MNPSTAJivx8Zq4BPubnu1kaMerrgbS0w38/IwOoqgpfeUQkeFTvipsUf2IzxWds0ect4g6de2IzxafYTjEa2/T5h5+WQ5SgyM3l1M2KCp64ublul0i6uoCGBiAlBWhr6/1nMjKAPXvCWy4RCQ7Vu+ImxZ/YTPEZW/R5i7hD557YTPEptlOMxjZ9/uGnJJgEhcfDtUu1fqk9Ghu53OGRpKdzHVoRiTyqd8VNij+xmeIztujzFnGHzj2xmeJTbKcYjW36/MNPyyFKv3m9wO7dwMqVfOzqcrtE4q++njO9fL7D/4ySYCKRRfWuuEFxJzZTfEY2fX4ikUvnr9hM8Sm2U4zGBn3O9rBqJtjevXsxd+5c7Nu3Dx6PB1/+8pdxzTXXoLGxEXfccQeqqqqQl5eHX/7ylxgyZIjbxY151dXA5MncwC8ri9M4lcG2R1+TYDU14SuTiAyM6l1xg+JObKb4jGz6/EQil85fsZniU2ynGI0N+pztYdVMsPj4eNx11114/fXX8cILL+D5559HeXk5Fi5ciDPPPBNvvfUWpk2bhieeeMLtosa8jg6gvJwnMcDHigpXiyTdKAkmEh28XmDfPmDnTmDzZtW7Eh5eL68Pu3Yp7sQ+Xi+wdy+wYYPao5HKfIZ9qV/Mz2oErbjBjOD+6CPFX3fbtweev9u3u1ueWGVidP16xag/xacdTHyuWaP47E4xGv283p73Kvqc3WNVEiw7OxvHH388ACAtLQ2FhYWorq7GsmXLMHPmTADAzJkzsXTpUjeLGdO8Xp60e/cCqanMYgN8zM93tWjSzb59THIdKQmWkQHU1oavTCJybFpbebNw4ABw+ulAWprqXQkdc5P6z39yxFpbGzB1quJO7NHRAVRWAu+/z69TUtQejVRmVGz3+mXMGH6+pqPM1Ev/+heQmAhcdx3vQ4JFS9TI0TQ0OPfAXi/3XRYaOzbw/B071t3yxKr6el4T9+93HkXxaYu6OmDPHg7o3LPHSQaIYjTa+N9LV1Q4sT9uXM/PWe1Nd1i1HKK/yspKbNy4EZMnT8a+ffuQ9X8Rk52djfr6epdLF5va2jgqvKsLKCsD/ud/gCVLeDE77TQgN9ftEoq/+npg2LCjzwRTI0TEHl4vOwZrathA6uwEPv954Gc/42u33cZ6t6kJmDBB9a4Ej2m0T5kCFBUBL74IrF2ruBM7mLrR6wXmzAGeeAK44ALWjQ89pPZopDGjYv3rl4MH2W694QbgvvuAU09lHdTVxWS8WUJmyRJ2LARrGRktUSNH09zMa6OJkbIyDiQUDro09e/YsXw+ZozbpYo9ra2B9WRZGTB8uNulcl9tbWB81tYqPt3Q0gJ87nNOfK5Z43aJ7KEYjS7+bcqcHKC0lLE/f37g51xdDXg8wMiRfJTwsTIJ1tTUhG9961u4++67kZaWhri4uIDvd38u4VFT43Q4jB0LbNsGnHEGUFwMvPmmTl7b1NczyXWkEQYZGUqCidikupqduK+/Dpx/PuvbzZudUWKlpcCMGeykU0evBFN9Pa/r9fXAggXsfM7LU9yJHWprgXvuAa66CnjgAXbwmbrRvz367rtqj9rOJNxHjQqsX958Eygp4eCPb3zDGXTn8QQuIVNZCZx5ZvDK032JmvJyJcEk0NatgTGydas6KY3hw5l86eriubp2rdslik291WOKUSAzE5g2zYnP1avdLlFs2rUrMD537dKsfUMxGj26L3vo8/H55s3A0KFs65rPubSU185169TmDDfrkmCdnZ341re+hUsvvRSf/exnAQDDhw9HXV0dsrKyUFtbi8zMzF5/d/Xq1SgtLQ1ncWOGOaFNh8O8ecxkV1ZyZFxSktslDJ7ucVRSUoJp06aF5NihtH8/R9QeSXo6OzwlskRLjEpPNTXsxK2rc+rbzEyOlH/zTY5GLizkyCJbKT4ji5lh09XFG9IJE5hU6H6tnzrV7rg7ForRyGHic/Nm4Mc/ZpyaBG1vdWM0JGmjPT6rq3nvUFAAvP02l5orKOAMv85OZ0lLj8fpGMjKckaQH64uMrFSUcHfz83tW0J0zJjA46vj+OiiPUa7KyoKjJGiIrdLZI/qamDx4sDR7W6fQ7EWnwCvf/4xWljodonskJDgzB7Oz+dzG8RajObnB8anEmCOxMTAGE1MdLtEsRef/dW93Qk4S7TX1QFxcayLzf2KWfUgLY2DaTo7eX/j8bBdq0F8fTeQGI3z+Y60WFr4zZ07FxkZGbjrrrv+89rDDz+MYcOG4cYbb8TChQtx4MABfPe73z3qsSZOnIhNmzaFsrgxY/dunuTmpnXBAnY4jB3LBFh2tj2NikgSyhidPRs48UR2FhyOzwdceCHXtk9JCUkxJMKpHg2v3bu5lj/Ac9fUt01NwPjxwJAhTF4LKT4Hrrqa++sMHcrZF/fdx2v6jTfy68pKzs7Qcg39oxgdmN27uQfUgw+y7rv1Vi6FaJbMMwna0aMVn/3hRnyuXAmcfTa/TkhgB8DNNwM//anzeW7Zwpl9N9zANuqCBcChQ+xMGDWq98969+7+LWtYU8NR6aYTY8yY6En4RwMb6tC6Oi7ntXUrE2ApKc7eHrFu166eM8HcToKFkw3xCQCffAIMHsxBy4WFrC9PPNHtUrlvzx5eG8zs41Gj2J6NJTbEaFkZ+xIrKzmIKT6e/YrCe7CqKidGR4+OjgFdfWVDfPaXf7vzuOOAhQuB736Xj/v3s03p9bI+bmhgHX333dz3dvFizgwzj+vXa0ZYuFiVtli3bh1ee+01TJgwAZdddhni4uJwxx13YM6cObj99tvxl7/8BaNHj8Yvf/lLt4saMzo6eHO4c6fTsC0vd7Lbt9wCPPmkEmA2amjgKIMjiYvjkojV1RqRI+I2r5eJ6Y8/BgYNApYuZQMqPZ0N4rg4JipEgqm1FbjySuDxx4F33gGWLWOi4amneL0vKQFGjFCCQdxRUQE8/DBjdMEC4I03uCzik08C27czPlNTFZ+RxH9EeHo6kJwM/PznfJ6fD3zlK0yCvfACk5+Njexgv/9+zgbMy+v9uGYDcoCPfd03zOy/6fWyc1TJDenO7Ivt8/Exljooj+bQIS7r5J98kfAbOpTXw2HDWGdGyUSLAdu/n3V6czMf9++PvSSYDXJzuc+nSZavX+92iexRXx8Yo/X1usZECv925+bNHACybRsTvGeeyT2L/+u/+P3Pfhb49a+BH/yAbV0zi/q229iuCOZet3JkVqUuTjvtNGzYsKHX7y1atCi8hREAHJnwuc8Br77KpMoZZziNq3/9i6NxVUnbyYw2OJqMDI5iUBJMxF21tbxpzcvjDcIFF/D14cOBt97STBwJjZ07gY0beS0wHdN/+APw7W/zeWKiBrqIewoKgE2bGKPp6YzJp5/mkiJr1rBD5WhLP4tdcnM5S2vzZs5unjWLeyKUlwOnn87OALNcUkICk18vvcTlZI7UVu3vcktm2UV1PsjhmLZXUxPrG7XFHKmpgf0Dq1a5XaLYdOgQ//ZKRgYaMkTJQRuYZSnNsqm6r3AoRiOXf7szM5PXQ9O+TUvjimmZmfx+WRlnQM6fDzzyCPt7Jk8ObPNKeKj6kQD+65oWFbEhtXEjl4BISQHee4/TmAsLOXJz+HDdCNhq/35WxEeTns5kp4iET297l2zbxgbRvHnAL37BJaN273b2uVFdK6Fg9p278UburWSW3mxs5OuaFSFuysribEUTo+++y0E+eXlqh0Yqk3Tq7AxMesXHc3S4GQ17443cO+HRRzk7dcKEIw+8M8k1/+tqMPV3zzGJfGbfTICP1dWaTWIkJATuCabObXekpPQcrCxs0/onB5ua3C5RbNq6lTNiMjM50+mf/9Syw0ZSUmCMJiW5XSLpq+7tzqwstgs9Hia48vOde+u0NK50sHo18N//zfratHn72mZVOzQ41EyRANXVzrqmubkciZCZyTX5FywADhwAJk7Uxn2RoKFBSTARW/nXtWbvkvx87n1z331cCmrqVK4vnZ3tdmklmiUlcanjsjJ27j32GPCrXwEnneR2yUSYIGludmK0tZWjKH/1K9WNkW7QoJ6bwefkMAG2ezc7B+rquFfCBx8cvYMg1DO6ertua/ZYbBg+vOe+V0KJiXw0yS/zXMIrNZXJSFOf9qUPIBakpWmWjQ3y850ZMZr1Eqiri3+Xjg4+ql0ROQ7X7szJcRJcOTm8j5k+PXDWV3/arGqHBoeSYBLAf13TvXuZtS4r48iEnByOetMIr8hgkmA+35F/LiODFbKIhE9ve5eccQawaBHr29NOc2Y5iIRSdTWv66ecAuzYwb15tMyx2KKiArjjDu5Rd8opwK5dXEZEI4gj35H24uo+utaGz7u/e45J5Nu3L3C207593PtDtKeeLfQ59G7fPm7roXPXXaGeqR3JzEzj9nbNNI4W/gkuk+RcvZr3MGaFn/5QOzQ4lM6QAN3X0x86lCeWGguRpauLa4EnJ3PU9JGkpysJJhJuve1don1JxA05OdysGmDSdelSzfQWe+Tnc6nYyZO5EsG776rzJFoc6Zpn4/Wwv3uOSeQz10kzE2z9erdLZA8bz9VYpM+hdzp37aD4PDzFaHTzeJyBXANtN6odGhxKgkkAjdKIDo2NwODBR58FBnB5gK1bQ18mEXGorhVb5OYe+5rkIuFi44wgiU26bscuXSdFIpPOXbGdYlT6Su3Q4FASTP6zwV59PRMitbVAQYH2/YpkDQ2c4dWXJJiWQxQJD6+XI3daWviYl8clEFXPSjh4vby+V1Zy9FhqqrOBr0ZnittMW3TvXmDECMZqTg5v8BSfAvTcEDwnh+3XcG0Qrroydnm9/Bcfz0czYl/EFqZ+rK7mNTTU9WGkMH0hKSnuliPWdXSwfbdnD5f60xYrDrUtokf3duqR6uFj+VlDsRIcqnoEdXW8IAG8GDU3A21twP792o8mUjU0MKHZlyRYerqztqyIhE51NfdZHDwYyM5mo6ezkw0Z3ahKKHm93AfB6+USuR4PcPCgE38ibquvB+Li2O7ctYtxef31wNNPK0ajxZE6afuS4DIbgtfXAxMmAG+/DUyd6mw0rg3CJVRqa/mvoQFITOT9svZsIdO5XVvLtq06t91RX8/PoquLj+rHIdPPtXcv/zYJCZpR7ob6ev79fT4+1tfrczBM+6eqChg9WgnsSFZdzaUtTz0VuO8+XhezstiWHT+e7YctW9iuTUhgm9Ysbag2bPjo9BK0tnKPhZEjmfzy+dhR297udsmkv44lCZaZyc5REQk+rxfYvRv45z/ZwZuSwuVHfT42dA4cUBJaQsPE3vr17ADYtIkdI+PHc8/I1FTehIq4xT9G29oC68ZDh4DHHuONo0QH00m7f7+TmG9vZ9JzxQrWU3fcwU6BPXvYiXD22Xy+dy9joaAAWLUK+NnPmMSfPJnHrqsDNm92OjpFgs3nY73k8/Xt/ipWNDTw8cABPjY2uleWWBYXx47zAwfUge6vs5OP5pw1zyW84uL42NQU+FycRO3OnXxUv0DkMPcxK1fysbERWLwYuOsuDgoxg0+HDQNuv531c2IicN11nHhi7sPr6nS/E04apxPDvF42XHfuBL72NT6fNs0ZUVla6nYJpb/27weGDu37nmD19fxZNUhEgsuMCCopAX7zG+C005w69s03+TPNze6WUaKTib1332XcmTp+5UogLY2d0ZmZbpdSYpmJ0b//HTj/fCYxMjOBtWv5/cREJj0k8pmOgDlzODp27VrO4mprA6ZMcUbCLlnCZYLLy51kVn09l3EdNw5YsAD43Oecn3/zTWDZMsZNWhqTYuvXazStBFd7e2DcrVnjdons0drKc9m0Mdatc7tEsamlJbAuLSvTTDCgZ1+IEtjuaGtjPeEfn0ItLcBFFzl16OrVbpdI+sqsUFBXx5mNa9cC06cHtmnvvht46CHgllv4Ow89xHbwrl1AcTFnhk2YwNlhEh4aJxKjTNa6qQkoKuLzLVuYuS4p4YlbWel2KaW/Ghr6ngRLSgIGDXJG8olI8NTUsINuwQLOxPGvYysqWA+b5WhFgqmigvuXtLYy7n79az5WVAAXXsgO5l273C6lxLKKCiZoU1I4s2fVKia9ysr42p49Wi4nWtTXc6bfffexs2fWLOCCC4Dt251Rz3V1HJhXXMx7E4+H18vSUmeZdp8v8Oebm4Hly9nRcNttzhKKIsG0c2fPOBWqqQlsY1RXu12i2LR1a2CMbt3qbnls09bmdgliW/dr/fbt7pbHJvv2BdahWqUjclRUOHHt83EAl3leUMABWrfcwte+/30O8po7l/3s2dkcqFpeDixcyN/RSgbhoZlgMaq6mjefP/sZcPrp7ITwz1jPmAEUFrpdSumvY0mCAUBGBmMiIyO05RKJNVlZXA+6+0j3GTPYOOrq4t4oIsFWUABMnMgkgn/8rV3LBveOHfy+iFvy84EHHmA71H9mT1eXkwzRsk7RobKSI11LS50Ogs2bgTFj+Lmbz3/KFOD55/m5L17MDoQzzgisv8x+YVlZvFfxeDgS17ym0bQSbAUFgXGqGaqO7m0MzfBwR1FRYIwWFbldIjt0dmoWpw3Gjg2Mz7Fj3S6RPVSHRq78fCeu4+KceuNRuswAACAASURBVLi+ngOg/duvZqWDykoO8LriCuDZZwPvgbQvWHgoCRaDvF52gG3ezEb8hx8Gjsw4eJCVb26uu+WU/utPEmz3buC440JbLpFY0dHB5NeOHdyjpLc61ufjTJ3sbHfLKtHFbFK/bRs7k/1HpdXVsYFdWMh/mmUj4Wbis7ycSRH/fRFN/fj448Ajjyg+o8mIEUByMpdDMh0GmZncm7CsjLMWCgqA//1ffv5//zv3VPjOd3rWX2+/zeWDcnO5sXhmJpdArKhgh4TuXyTYOjoYp+XlvHZ2dLhdInv4j4Q3qxyMGeNmiWKTf11aVMTnwhUP/ONz1y4NlHDDoEEc5GSu04MGuV0ie6gOjVy5uWyXlpdzz+2EBNbDGzZwpYLeVjqYOhV48UUmyrrXTxUVSoKFg3XjK++++26cddZZuOSSS/7z2vz58zF9+nTMnDkTM2fOxPLly10sYeSrq+PoCzM98+STeUMK8LG4mB0PGn0bufbvBwYP7vvPp6ezU0pEBqajgwnlvXu5x+Lgwc4oIcCpYxMSuH/JiBH8WmSgvF7O6N27lyPMbr0VuPhiNsr942/SJGDpUjaydZ2XcPJ6nfi85RbgzDN71o/5+UyAmQSHRAeTmEpI4Gyu5cvZceD1cmRsVhYfH3uM9yfp6cAf/sD6yj8+Jk/m9/ft40CTq67iDLBRo4CzzjpyvdZ9A/NwLDvjxntK8CUkMD7vuouPqpscZpYcoFlybvJ6Wb8MGcJH1TXUvQ08fry75YlVSUnsX8zN5WNystslsodiNHKZ9ub8+ayDTz4ZuPxyIC/PWekA4OOppwJ//SvPhcmTmRTu/tkrQR8e1jXhZs2ahauvvhpz584NeH327NmYPXu2S6WKfF4vk19eL2ceJCVxSZLKSm48/o9/sPNs4kRenNQxFtkaGo7tApqRoSSYSDDU1rKe3b+fG9t2dXF6/Jo1HO2Tng4cOgQcf7zbJZVoU13NuAO4t1J1NTByJDuI163jrMQxY5h8HT5c13kJv3372D5ZtYptjlGjGJ9lZc7I18GDmeRQfEYHk5yvqOAMGp+Pn31BAdDYyPuRvDzg618HXn2VMwHz84GbbuJm4o8/ziVkdu7k0u3Jyexk8F9epq8jZ/03MA/XsjNuvKcE38GDTGSamWAHD7pdInskJ7MO37aN57VmeLijtpbXz85O57lWmuD+ov6zODVDzh3NzWzvtbfz0ePRNhyGxxMYo2r/RpbycuDOO/kZ1tU5210kJTn9P0OHAo8+ytUNPvmEn/MHH7Bd+7e/cd/4/Hz2Ga1c6axqoFgIDev+rFOnTsXQoUN7vO7r67pu0qvqaia8Ght58Zk0iVPl58zhzIWWFp6MGhkeHRoajm0m2LBhbJCIyMB0dABbtrBhv2cPR/2MHQtcdBE7+r76VZ5vIsFWVcV/Q4dypk1cHNeYP+00rjeel8fOquxsXefFHVVVHAhQUsIYnDKFy4JMncqbxuRkJgoUn9HDJIH+6794HzJ5MmfSnHIK26nf/Cb3TVi7lntlZmczWWqWbV2+nD8/bx7vYTZvDlw6prKy7zNPeltyKNTceE8JvvR0fn5NTXxU562jpYV1+Je+xMfmZrdLFJuGDuXf/8wz+ThkiNslskNzM9scN93Ex6Ymt0sU2+rr3S6BfbzewBj1et0ukRyLcePYtsvL4yzH+fOBtja2dwsL2d/u8QB33MG2bmEh6+hLLmGffFsbV8coKeEgwUsv5e9qgkLoWDcT7HCee+45vPLKKzjppJNw5513Yoiu7MekqoqJkexsdtCaG7JNm5i9HjyYI2UkOhxrEiw9XUkwkf4yI92rqoDWVi53+OGH/NrUtRs2sLNu6VLtcyPB5/Vy1tewYbym+3ycOWHir6aG8XfGGe6WU2KTqSPNnrS9xeeWLRw0INHFJIGys3smhNauBR54gDNYX32VnQEJCRxAUlrKmQyrV3Mm69ix7CD6wx+cPcWystiRcLhrqv8stPx8Z8Ny87vhWHbGf9N0LXUTudrbgc99zvkc16xxu0T22Lo18B5y61btZ+OG7vu/lpfrcwCA7dvZmWw6lLdv19/FDZ2dqkMPZ+vWwBhVHRpZBg3ioL45c7jE4aFDvCb697c3NABf/jKTwE880XOvsK4uroKRl8ef6erS/mChFBFjLa+88kosW7YMr7zyCrKysvDAAw+4XaSI0tEBjB4NnHACL/yFhYFrjxYWsvNs+HB3yynB09BwbEnN9HR2NojIsTMj3T/1KTZgPviAnXLd97opLNTUdgk+r5edxp/+NBviBQWcBTZ2bM/4S0x0t6wSm6qrmeC66irG4eHiU+Pboo+5Du7b1/OamJfHJdTGjeON/ne/ywRpdjZHxJ5+On9v3jwm8LduZR23bh2wbBkfU1I4cra3/bbMtfnss/nY2cnr84oVfDT7lB2rY9nny2yaPtD3FHd137x+1y53y2MTk1wG+FhU5G55YlVv/TvSs60xdqy75YlVqkMPT3Vo5PFvB3Z2ciWLBx9km3bs2J7t3VGjONhv3z62ff2/N3Uq8PLLwPr1wA9/yDalBk2FVkTMBMvMzPzP15dffjluuummXn9u9erVKC0tDVexIkJHBy80Ph+THAUFwEMPcfRleTlnLAwapP1B/HWPo5KSEkybNi0kxw6V/fuPbc3rjAwlwSJJNMRotDAzG+bMAW6+GThwgJ1tN9wA/OIXTuecSYDFAsVn+Hi9rLs9HuBf/+I64889x2v8li18/OgjxmSsxF9fKEbDw8RnTQ1jMSGBN4C9xefIkWqHGtESn14vP3OzJ8LIkbzJX7OGnQDz5gFPPcXr5zvv8Mb/m9/k75iZJbfcwpG1u3ZxQF99PWe8nnACf/6f/+S9jJn54D/YpLelCM86CxgxggmyVav6t+/Csezz5fHwe9E2mjdaYrSvxo0LnNE3bpzbJbJHRwf3Qtm6lZ23HR1ulyj24hPg/jP+n0NystslskNSEq8hZkZwUpLbJaJYi1GTjDR1qJKRgfzPXRvEWnweK9MOLCgAFi5k3+t553EwdHEx8Kc/cUWDXbvYZm1p4ffq6tj2LSvj/c8JJ/B38/N5v/Tkk7xPysnRffvRDCRG43wWbrZVWVmJm2++Ga+99hoAoLa2Ftn/t7PnokWL8NFHH+F///d/j3qciRMnYtOmTSEtq83M6PDGRuDcc4HFi4G0NK47WlHBEzQ7W/uDuClUMTp4MPDGG31fU7iiAvjZz3jxFfEX6/XokXi9bLi0tHBmw6mnchbmjh1sHG3bBkycyDp2xAi3SxudYjk+OzqcOCsq4teZmRxRVlzM5RYaGvh1To6u826J1Rg1S9E1NnK2udfLmT2rVnHAwAMPsO0xdaoSYG4KZXzu3s1OgoYG4NprgR//mMnPiROZsMrP5+d+6qlOx1hZGRNg/ssmrV0LfP7zXFImM5MdC2Yj+bw83tt8+tM9k1Lm/Y/2elkZOx2GD+eyNOPHHzkxtnIlZ5cZK1YwuSahYUMdumcP46aykjE3erQ6qIxduzhTc+xYnj+rVsXWUl42xCfAz6GkhB2ujY3OYINYZ87dmhq2hUeNYpsjltgQo+Zz2LmTdUUsfg6Hs2sX2xAnnQR8/DHbGKpD7bZyJfe6XbWK+9kuXsz93wsKgKefZrs0KYn3PlOnsr27YAH3KBw6FLj1VrZBn3+e9XZmJrBkCY+1fn30DZyyTUhmglVXV6Oqqgpevx74008/vU+/+53vfAerV69GQ0MDPvOZz+Cb3/wmVq9ejQ0bNsDj8WD06NG49957Q1HsqHPoEBAfzxu7mhrgtts44jI9nQ339HTNAItGHR1MdCYm9j0JlpHhjJYVkb5paOA+EQATEeYcmjcP+MlPuPnysGFaalZCo7qaMyh+/WveVLa3A48+6sz0Tk9nB0hGhtsllVhUW8uY3LqVa+Vv2cL9Du65hzG7bRtvDEeMUDs0WlVUOKNkDxxgPIwcyVnS3/42k1knnMBlDcvLmcyvqeHsryVLWK9NmcLBJhs28Jh1dUxEzJnDmJowgZ0P9fXO980+CmYpQjMDwCQtetubbOxYvldvs7u67y2mfb5iT3w8O9BbWvgYH+92iexRU8OlnEzndk1NbHXg2qKign97r5d9P9u3KwkG8F4tK4udz1lZfK7kS/jt36/P4XBqa4GXXnLq0Npa1aG2y89n+3PnTqeffckSp5150UXcBz4ujomyHTvYN/vnPwO33w7cdx8/6yuu4KoGZm+wzEy2h0eN6tn21JYawRP0JNjDDz+MN954A4WFhYj3ayH2NQnW2wyvL37xi0ErXzTzP1FOPBE4eJDP09J4sSkt5TTNt9/mCLYRI7jkiESXxkZ2vB/LHM8hQ9hh39GhPWNEjsTUs/X1TgOlpsapZ+vq2CF3223s0NMMHAmVxkZ2Lk+ZwngsLWXsPfcckwt/+hOvBSJuaGnhfk2nnMIYXbyYdeSiRVyaqKyMs2TVDo1eZuTrZz/LZNiCBRygd/vtjAuTRHrzTXYEeDysx7Zt48yS4mIukxgfH5h0GjOGyf1Vq9hpEB8PzJrFzgX/pJT/UoQdHUBVlbNk4vnn89jm5/0Hsvgn0oCeyx9+8knvyTVDHRfRp72d19WuLn6W69a5XSJ75OQE/m3WrnW7RLGpsJD1p/9MG+HqOP4z5CJ8FbaINXQocNppqkN7k52tOjTS5OZyb9r2dqef/Re/4LZDW7YAf/wjv2fu0YuLgddfB665hm3Wm28G/t//Y9sTcPYGu/9+thu7unq2PcvK2Iev9uTABf3Wc+nSpfj/7J15fFTV2cefmewLIZkkkwBJCFkIyiIggnsV6lLFt8Uuaqu2qOBGF61SKV1sFZeq1VZqldbqq9baWsUFEUWtdcEQQhCqsmQlEMgyJISQdTIz7x+/9/TOTBLIcmfunczv+/nkczOTmXNPZp577nOedcOGDRJtloK7YURDg8g11+ACPHoUkZJ1dbgYvSMq4+PhlaazY3TS0jJ0J5jVCuXE4WBUDiH+eBu0srNFHn0UfUs6O0V27BDp6up/nU1OpqJC9MNbDqdMgRF4yxbNcHvTTTAK79tHBywxBiWj1dXaJq683DdK8uhRbAZTUugAG+3Y7XA6NTfju7/wQuw/nniir8PJ7YaclJfDKVZbC4NAfDxKKJWV4W8FBXjt6tW+JRPLykRuuaV/p5QI5NI706usDGtldrbIAw+I/PjHfR1tyiDlnzlWUYHSRQMZmYfSM4yEBtXVWp869ZhZNqCpCUEOzGIwlt5eZB94PFhnt2wxekbmoKFB5LXXNPlsaKB8GgHX0IHhGhp6WK1wXqog1LIylHxXTq+yMjgzle64e7fIp5+KPPSQyH33obqB976ooAD95FVwlgq08q9aEBXFUsx6oPv2Mzs7W5xOJ51gBtDYiKjwri5EVD7zDC4U74jKt9/Gpu7/W6yRUcjhwzC+D7XbX0oK6jXTCUaIL94GrWefRRR7ZCQUGuVo8F9nLRY2pSb60tAgcv/9InfcgfVdlUtQhtuqKqz/kycjA4dqGAk2yth0+eWIgPziC0SnqyjJhQuxMYyMFImNNXq2JNA0NsKJpUrGOBy4X2Zl9S0n2NyM38eMwb3UZhN59VUYDS65BA6x6dPRS+7oUZGJE5Fd5nDgZ98+kXnzIINbt2o9m1QggH+mV3W1yNlnY090++0or1hain4cdjuMEU8/jTV2qOUP/Q0X3lllJDTJzu7rJCXAZsO1p5zGmzcbPaPwRBnSVe8rhwMG9XAnI4NZNmaAa+jAcA0NTerroa9u24bvr6IC8p2ejt9zcvrqjlu2QD/13he98w5+37gR4zocInv2wKbkXbUgKwu6LJ1gI0c3J9hdd90lFotF4uLi5Gtf+5qcdtppPo6wn/3sZ3qdivSDy4ULzunEBrC4GAbYuDj8vn8/DBGRkbiIGH07ejl8eOiZYCKaE4wQ4ktNDQx0t94q8pWvYL11OmHUuvFGZN8WFyNaPTcXzoe0NKNnTUYbra0iP/0pHKxdXZr8vfMO1v2JE3HfT0rCvZ+QYOJyYe275BL0fHC54KR44AGtT11hIZxfCQlGz5YEGpcL3/ltt4m88AL0UmUMWLkSMlFWhvJIIiLvvQd5WbIEkbSqgfjFF6OqxWuvYV0791zfMoqqoXhuLp4/eBAON6sVex27HeP7GyMmTUJj89xc9M/xeJBJofp8trYev7fYQLBn2OgjKgrypmSA1VQ0YmIQza4+GwaAGcO4cVj/urqw/jGoFcTEwMCsSuFSPo0hJsZ3DeX3oBEV5buG8v5iLIMtaV1fD5nevVsL+LLbsU/PzRVZsQLf6/790GsvuwyJCp2dWgZYXh503YICX70xIQHvKS3V+tauXCnyl78E+cMYpejmCpk2bZqIiEydOlXmz5+v17DkOKiLtLISF1tsLCIrkpNxodx5p1YaKT4edZHpABvdHD4MI+hQnWDJyVjMCSG+5OcjcsfphKISEYENVWGhyIMPQmGZOBHKT2SkSGqq0TMmo5HUVMhgZCTu+TYb5K+5GfIXF4cfOhiIETgc0EmVM6GsTGTaNDhBKitFioqwsU9IYBZYONDQgH1HVZXI9deLPP88ZKKqCpv+8nLsW5YuRYPwI0fg7Prd77DGnXqqZgxYvx7Rsps2Yb0Twd+OHhV55RVkiGVmwvmlSiSed57Ik09qjq4xYzQD3Jw5vmVnysqwlnqfc8MGzYjs3VtsMAzVaUbMj9pTqfjeoe6xRjMHDyKDIToaR1YVMYaeHt8SsSyHCNxuHOPjfR+T4FJXh3VTrRN1dVwn/GEFD3Mw2JLWmZl9y2wrh/u4cSJ/+pPI3r14TVsbyiCOGQP9s6YGQaxuN2xLSUnQO9vbsZdftgxZvbW10E1378Z4KrCLjAzd3CGLFi3SaygyBNRFmpcn8tRT6AeVm6tt9BwO/M3jwQXFyILRT0vL8JxgKSl0ghHSH243rqe2NhjDKiqQkn7rrTDetbdDcU1I0DZZhOhJdzd+amrg8MrJ0YzHSv4SExlZSYxDOcDcbmzasrJEbr4ZMupy4fmkJDrAwoWaGmzYS0shF62tIldeiYyu66+HXNTUoIz77beLLF+O9yUloQyMdznB9naRmTNhNCsshDEgLQ33W5UNa7Ui6E+VXFy1ytc4sX07jBJWK+TTu+zMwYNYX73P2dExfOfVUJ1mxPxERBz7cTjDUl7mQK1/IlqJWGah4v7jcOAeFBXFddkoWJaShAqDLWmtynyLIECrtxfVCfLyUM3A6cT+vLERgVwzZ4rccw/6yOfmIjPs9tuRuPLmm9ArCgvxusZG6K45Ob6P2WNWH3TPCbrkkkv6PDdmzBiZNm2a3HjjjZKSkqL3KcMWVWrkyBFEO557Lpxf/tFqFgvKkNDwEB4M1wmWnOzbsJSQcKe7G0qN0yly6aVQUC680NeIt38/FJ7kZDgg+kuXJ2Q4qEzv6mo4vlatgqJcVYV64vfeC8W8oACKc1wc5Y8EFyWjPT2QwbY2bOreeEPkuuv6rpHUQ8OH3FxEst55J2ShsRE94trbRe66C+uYWrvuvx/Gg64uNAsvLPQtCzNmDAwHkZEif/879j2TJuHv//oX5PDjj3HOb31L5PPPIXf+RozTT4fx4MABjNvcjAzuceNwfv9+JVxPiSIiAnLR0YEjnWAaLOVlDliGtX8OH/a9dg8fZgaSEbAsJQkV/NdSpTf6l0WcNElkyhQEbk2ejMCD5mYEZp1/Phy/r74Km9G6ddBL7XbotJdfjmshJweVEfbvR2WD226Dg7i2FuM3Nmr2WfaY1Q/dnWBnnXWWREREyMKFC0VEZP369dLZ2SlpaWmyYsUKefzxx/U+ZVjicuFinDQJF0NFBS6Qm24SeeklvMZqxY/Fwv4g4URz8/CcYGPHYgEmhMDxdegQjLtHj6KkUmUljHg9PZoDoqiIDggSGFSm9/vvI6jl5z/HBjIvD/f6VauQfWizwcFA+SPBpqEBPb9U29+aGqyRnZ1YI/fvh7xGRlIPDTcyM3HPTE3FJn/cOKxV116LCNnMTNxLKyvRN+FvfxM56yxUJPjmN1HKa+tWvPfmm0X++Efca6urtajYzEzsh1TZGlUCsboa+6OBDMKZmSKffQY53bcPwWMPP4xAwrY29FiOjNRKKQ7UD4KED263liHocCAQhfjCUl7G0t2NclzKyeB0Gj0jcxAfj3JiY8ciG6y42OgZhSednbiPxsfj2N1t9IwI6R9V0rqyEvJ62WUI3PLOwnK5cFyzBkFTUVGwvU6ZAt323Xex74mOxn6othb7oa4urEOrViHg6847tX38j34E3XfCBDjV0tNxjoF02cH2LiN90d0J9sknn8jatWv/+7ioqEgWLVoka9eu7TdLjAyPQ4cg+BER2AiOH48Lo7hY5JprUILE6cTFk5rKCyKcaGnB5n+opKSIbNum/3wICRW8lYlJkxAZ/tOfIkr9/PORAWaziVx9NYx4EyZAaaEDguiFksG6OijKDz0E+XI64QDLykLphFWrEAgzZw7u8cywIcHCW0atVmQndnXhb+PH+66RGRnQTblGhh9WKwyxP/gByhLOmYMyaXV1+Puvfy3y6aeIji0uRt+E994T+fGPRT76CK9ZuRLr2xNPIPsrPl7k7rthjFi/Hk6vxx/vvwTieedpDcVPPtm3tKHVCjk+5RTfvmOnnoo5JCaKzJp1/H4QekJjhrkpLxc55xysb83NCE5hrzfgL6eUW2OIjcVap8rNbd1q9IzMQWQk7jO1tQiqiNTd+kkGg9XqWw6R8kkCyUh0KlXSWlWyUH0EvbOw/PuGlZYi8eTtt/H61lbolKo0oqo4cOWVGGfDBrznF79AkOvtt6N6wpIleP+WLbDjH6vH7GB7l5G+6K6muFwu2bFjx38f79ixQ1z/7yqNYO0A3ejoQD3RujpsBjs7cTH985/YBFqt8C5nZLAsQbjR0oI026GSnCzS1KT/fAgJFZQy8eKLUGQ8HjQxrawU2bVLW2dV75JJk6CM0AFB9ELJ4KmnIrJswQKUbikvhwNs5UqtxNycObi/U/5IMFEy+sMfQkbdbhiV9uzpf43MyGDZm3DFbsfGPS8P99LGRkTju93I/lq/Hpt+mw2yZLPh+Q8/xLr24YciL7yAfU5sLP62ejWcEKoXQ3Y2Nv+pqb4lEDduRFbEgw8iEtff+OHf86G2Fk67pCQYJvxLKQYadV2dcQaO7NFrLpR8OhyavBJQV6cZCd1uzdFNgkt1NdZYhwPH6mqjZ2QOVGUc5fwaaqUcog81NZTPgfCXScroyNFDp8rKwv1epG8WVn86pMej2VIdDvyUlMCRFhODMe64A075n/wETvm9e7GX37QJ51Pv3bcPvyuHnCrn7a3L9te7jAwO3WMh7r77blm5cqW0t7eLiEhCQoKsWrVKOjo6ZOnSpXqfLixRZbruuAMXW1SUyK23wjAWG4sLzGrFRo4OsPCjpQVRrEMlJQVyRUi4UlOD9PMf/xhlGpSiMWmSbxmnceNg3EtJYUQh0Rel0N51Fwy3bjfu5YmJiA7zdoBZrbjfExJMamrghFi7FjpoTw+ctsXFWCOVLmq3w+HBNXL04x9xa7fDyHXgADb5jz8u8uUvQ25KSnwbhN9/PwK3OjowTmysyCOPoC9CbS2yv+67T8v+qq1FkJ8yRsTHa2VrcnJ8y8bMmoUS8XY75uIdSZuXp80zLQ0ZFH/9q8gNN8DRFuzeOoNtxE6MISYGDn4lQ3Tsa2Rk+GZ4lJYaPaPwxL8E7HCqwoxG/GPwGZNvDBMnsmfdQFBG9UcPnWqgLCyXSwvAUvKclwc9NS8PDjfvv9ts+LnxRuyRampQte3663E8cAD6bXe3Nl5+/vHnxz6Qw0f3remMGTPk9ddfl7a2NhERGeOVknLRRRfpfbqwpL4eRtht27BZzMhAqZD9+0WmTYPjiw6w8GW4TrDkZDjBPB5kwRASbuTmop9IZyfqOF92GZwRzz6Lsg01NYg2j4/HGsv+B0RvcnNFpk+HMyEyEqUTdu6EDP75z5DBk0/G/Z0l5ogR5OYiQzEqChu28nJs4J56CutnRQUcHCzTGT70V5Ll4EFksWZloc+WMkbcdBMcYXv3wgkVEQGdc/FiZBD+/Ocib74Jo7p/qcL9+1HucMMG9Orcvl0L/MvMxOu3bEEEbX6+Vv7mwIG+fcNqa2GsP3QI87DbcU9/6CEYLwYqPxMoaMwwNwcPwsmjglMOHsRenOBaLCnRelEdPWr0jMKTuDhkv1ZUiBQUoGcsQfBFWhoCLdLS8JjXbvCJj/eVz/h4o2dkHiij+qOHTqWysPydZw0N2KevX68Fpt52GwK2urtRtWX1ak3eExPR++tXv0KZxDlzUD3jrrsQiJWRgbLyiYkIKJwwoX+9s7+As2DrqqMF3Zxgr776qnz1q1+Vp556qt+/L168WK9ThTXd3TA8lJdD8K1WGCNEUDf07bfhxGAD8vClpWV4iq+Smfb24TnRBsOBA7gpjB8PQwgNuMQsqB6LiYkwyFVVYVOfn4+09eeeQzr7P/6BtZcQvVFNdl96Cb+73ZDB2bP7ymBaGjNsSPBR66QKFlDymZYm8stfIiCrrAwOWmZKhA/eEbfNzdir3HqryMMPozRaQoJmjKiqgnP/iiuwrn3nOyK7dyNKtqAAjrPKSt8I3vZ2kUsvhawtXy7ywAN4fVUV1knl7FL3Zn9jh5qff98w/x4K/saOYGZiHavvAzGe9HRmOw1EXByc1GPHwsD3ySdGzyg86ejoK6MpKUbPyniSkqA7K/ksKTF6RuFJZ2df+UxNNXpW5oAyqj+B1KlqalByu60NlQ4qKqDzulx4bs0arSyizYa+8o2NcJpt3Soybx6qaFit6JVrtSJosKdH67HcHwP1AGPVgKGjmwmls7NTROS/ZRCJvijPb2QkfrKykEL529+ihqgqOaIyFOhcCF9aWiAHw6knLrZ1tAAAIABJREFUnJKCTMOCAv3ndeQIbgKnngpnbXm5yO9+p/95CBkqLheUE6cTBryeHqyxycmI3CkthbGtoICZDSRwOByIoI6NhfKssigefBAyWFmJMmCpqXSAEWNwOLBexsSIfP55//IZG0sHWLjhHXG7fDnWp9//Hkavujr0MFalDGfPxvM9PSg9+OyzWPdUj6XXX8ca5x3BO2YM9juNjeijEBUlMmOG9vctW5ChM1DjczU/i8W3b5iZyg4OFHFMzEF9PZy2tbXYb6tyRwTX+7p1mrGR+okxVFRgjfR+TBnF/aK4WMtUZKUkY6is9JXPykrKp4Iyqj+B1KlUFtbvf49S36rKwJ//DP22sxPPdXdD/1W6w+zZeO6117T7ZWys1kfzwguPrdeybLZ+6KamXH755SIismzZshGN89Of/lTef/99SU1Nlddff11ERFpbW+WWW26Ruro6ycrKkkceecSnzGI40NyMC6GzEyVE8vNF7r0X0ZMFBVpJkfh4OsDCGbcbEQixsZCVoZKSAodqIJxgDz6IMl9LlkAJWrwYqcQzZuh/LkKGwqFDWF+dTjge8vOxnqr+Dw6HyNSpMP6OHWv0bMlopatLcx4kJ0MJVj2WysoQQJCSQkcsMQaVBdbbCwdYQUFf+bRYWOImHPGOuM3ORrT3unUw5OTmIojk1FPhJH37bUTMqjIyaWkwEtxzD+7Dqrz7hg3QZxMSUDngwQc151h5ua8hYOtWlJ95773+DQKZmZDR0lItc5FlB8lQyMxkJthAqP41qkQ4+9kYQ0GB79oWiL18KOLx4DNxOnGk0dgY8vN95XMwPY/CBcpoaKF03l27fKsMfOUryOTbsEFzZHrrvxs3wg56111a7+S6Ouztq6t99dpt20RWrPDVa1k2Wz90c4Ldfffdx/z7z372s0GNc+mll8pVV10ly5cv/+9za9askdNOO02WLFkia9askSeeeEJuu+22Ec03lFBlkdxuOA8aGtB0LyMDkZRjx+JCSk1l5EC409qKcm7DyQITgeH14EF95yQCx8If/iDy4otwzo0Zo/VbevFF/c9HyGDp6kJUTk0NjLc/+QlKEvziF1BOOjtxTEhgfX0SOLq6YDiqroYcrl4tcvfdWo+luXNxn6cDjBiBd5ZsaSkywLZv95XPyEjoo9RDww/viNv334cOWlsLR9iqVSjts3+/yKRJMJSvWoWN/5w5yHpdvlzk29+GsaCsDPfj2FiU91q4EPufSZNwnooKZOKcdx4MCmlpeFxePnBUrNWKPmFLl8Lwtn49SixOnsyyg2RwxMdj7WM/m75ER/vqy+yXawzsudQ/cXG+8snPxRhiYrSqAfn5rBjgTWKir4wmJRk9I3IsrFaUSO7thQ46ezbs8m++Cbt9Swt6unk8Wp/a5GQEfK1aBd125kwEEr71FsYoLcV339iIx1lZffVals3WD92cYFOnTv3v748++qh8//vfH9Y4c+bMkTqVE/j/vPvuu/Lcc8+JiMiiRYvkqquuCisnWEsLjAttbX3TJFUURVISDQ8EspKSMjInWH29vnMSgaPrS1/S6t2KoDTiVVfBccfsGmIUTU2+/UHWr0fEzre+hbT23/wGcss+iySQ9CeHubki//qXpvxy406MoqkJGzt/Ga2pEZk4ERu8mTNp/CTYl1gscEzdcovIrFkwGGzYgKzrqiqRb3wDfRIOH8Ya9/Wva2WSSkvhrBKBQffxxzGWiG8vBOUsi49HppjNduyoWPW3zZvhWNu+nQYEMnj+8x+RCy7AGlhWBsPVOecYPStz0NYmctppvj3B2Osn+FBG+6etrW+/Jdodgs/nn8P2k58PR9jbb7PHtuLwYdgecnIQQFRczMBbs9PQIHLNNdgL2WxaDzBlq7fbIePf/a7IY49hj+R24/cPP4T++tZbeI/Dge992zZcGykpcJD567Usm60fujnBFi1a9N/f//d//9fn8Uhpbm6WtLQ0ERFJT0+X5uZm3cY2M6oPWG0tInpqa33TJGtrRU44AVk1jA4nInCCJSePzAnW0KDvnEREnn9e5MorNQeYCBTQk08W+etfYcAgJJi4XDDI+aef19YiZT0rS+S++3BNMFqNBBr/Ot+1tdgo5uQgQ2zcOJY6JsbhdsN54S2j+/fD2Hb33eidSD2UiGCt2roV99fWVji30tPhKO3uxppms2nOrIkTtfeq6NfmZsjc3r3Y7E+YAMOAt/zt2ydyxhkI3Hr44eNHxfpH0NL4RoZCfj4CTouLWcrLn9paXIcqiLK2lmWajIAy2j8VFb7yyV5pxlBQgD317t0s1+lPRQXakRw4oD2mjJqbmhpUI9ixA1UxPB7ouEpPbWzE9+h0IktM6b02Gx5brb6lDePjYYMtLIT+Oxi9lgyfgLQutVgsgRj2uONv3rxZSkpKAnruYNLQgKjHE04Q+dWvcFF4Xyx5efAUswGtvvjL0dy5c2XevHkBGVtvWlrgXBquE8xm027AenHwIAwP99+P9F9vTj8dTdDpBBsaoSyjZqGhARGT69b5rqszZ8IxGxurKSlkaFA+h4bLBcOwvxxu3AgHrM1GOdQbyujQUKXsvGV09mxkfv3qV9yk6U0oy2dkJBxZWVkwEqSlwSE2bhz+vmKF1g9szhyRv/8dkfk1NdjXXHstDABpaTACxcRAvtRzSv6UgWiwUbGMoNWXUJbR4cBSXgOTl9fXPmE04SafIrgfe8soM7OBWXulhZuMxsX5lutkhRUNM8pouMnnUFH9uZqafPdA/j279uyBc0z1mc/NxWO3u//et3Y77LhWK4IPRTA+7QB9GYmMWjye4ZrLB2bRokWydu3aYb+/rq5ObrjhBnn99ddFROQrX/mKPPvss5KWliZNTU1y9dVXy5tvvnnccYqKimT37t3DnofRfPihyNlnQ4mpqEDGwqRJmnKTns7I21BHbxl98UWR554Tue02GFaHyocfivz73yLvvKPblOTpp0VefRVzcjp9/3b4MEoiOhzcUJqVUF9HB+LDD1Em5IsvEH1TXo5AA6W4cH0NDUJZPp1ORIqpuB63G/f5rCzIZGQkFGPKYWgT6jJ66BA2bL290EdrajTnRHw8ywqFOoGUz/p69P6qqRGZPh1ZCp2dcIDl5SEYZexYPPfrX6M3mOonprJgZ87E5t/txliqJ93KldAv6dQa/ZhhDW1shJwePAiHruozRBCAefSoZp9ITESQbrhgBvkUQRDrwYPaPmbcOK6PIshIPnJEc74kJYWf3mIGGW1owL1ftcHIykKwKaGMmkE+h4rbDR23pkZzWjqd+Nm3T+tju2uXyJQpsMvW1UFviIvDa8aNE7n1VpGXX0bA6/btWLMPHPAt/62eJ/qhWw7RrFmz/puh1dXVJbNnzxYREY/HIxaLRcrKygY9lr9fbv78+fLyyy/L0qVLZe3atbJgwQK9pm1anE4YGZQ3+YUXRC6/HIvj9OkogUinAfFnpJlgdrv+mWBvvSVy5pl9HWAiSIvPyUFPiAsv1Pe8hPijSszu24f11WYTufpqlOssKoIjbOpUKJ9cX0kgUbJ48CAMa4WFcDRMmgSlOjYW93lG8hIjUPJZWYnNXXQ0+s52d2PzpuSSPQuIQsmMd7nBmBgcu7rgMLVa4dyPioLzf8IEkXPP1cojPfQQssPcbry2tFQb32rFvXvpUq1confDcEICSW8v9uPt7TiqzEaCz8btxp7O7cZjEnwiInB0u30fhzs9PVomsdvt25qBBA+LBd9BdzeOAS4cFlKozCAlo93dRs+IHA9VXSAjQ9N98/LwODYWekJyshb81dmJ4JCFC7G3mj0bZRR/+1v0z/UufejfIoG6rv7o5gTbtm2bLuP8+Mc/ls2bN8vhw4flnHPOke9///uydOlS+eEPfygvvfSSTJgwQR555BFdzmU21AaysVHbPG7YgOemT8fxxBNxQbEEIumPkTrB0tNhlNULtxtZZddfP/BrZs3Ca+gEI4FCra09PTCy3XYbNof//jeyHJRh7swzubaS4OBwIPLPZoMsPvccAl1qahBJnZYGQzEhRtDQIHLvvVgrd+4UmTYNhk2rVTNwslws8UaVcFcNwUtLsck/4QSUPCwuhoHA23Ha0YFAqfJyrHsvvID3qWyva6/1zfZSfYaUsWigvkP+DjmWkiEjRRlslQGdBlwNqxU/3d3a7yT4KOeX/zHcUTaR9nYYpPWvgUUGQ0eHyLx5WpDL5s1Gz8g8RETgM2lvh52XDuzQwVv3TUtDyc85c/C4pAQBrUePavb8N99EtYOJE0Wuu07kl79Ef1tvVKlFNabKDqMuqx+mM/c99NBD/T7/9NNPB3ciBtDQAIfAhg1wRKxYIbJqFW7WbjecYkwbJseipWVkCl5yMpSUzk59ajV/9hmiHmJjEQncH9Oni7zyysjPRchANDSILFggcs89MOrOmQNj3GOPwdFw9CiuHa6vJFh0dmJNPOccTRarq1EyIS2NSi4xlspKba10OETOOw8RiwcPalk+lFHijXfkqscDGWpuRnPvGTO0zfyGDdjw22wi27aJbNmC/U5lJRysJ5+Mx+XlfbO9MjNRFsbbudUf/kYJlpIhI0U5FFQQAB0MGkeOoMfz2LEI7tm0SSQ11ehZhR+7dol8+ctYW5ubEWDKjEUERajAs6go3guMYt8+BPp7Px4okCXc6OnBZ9PRgSNlNHTwz9qqrIR+kJqKPZPTqVVzmz1b+9tbbyHIMCen75hK162sRBWFyy5DfzDqsvrBLayJqKnBxlHVF924UeTUU0W+9z2RTz+FUkPIsWhpQcTBcLFaYTCortZnPh9+iKif/kohKqZOxaLO8gQkUNTUoDFpUREUChWdM3cuZPOGGwY2phESCNR93lsWo6PpXCDmIC9PWytFoI+Wl6NcJyMRSX+oyFURZMnk54tMntx/WRebDb/v3Yu179AhOBfS0lAatqWl/2wvVX7m9NNxHEgO+zsnISOhqgqyes01OKqG9QR9furrUda0vh6PSfApKNDWVptN61MT7uzejWv2yitxDLHWQ6OGnBxNR0hL69/4H64oGb3sMspoqOGt+6alQfe1WqHXjhsHOZ8zB3uo+no4OXfuhFPsrbfwOn+UrhsTA3koKaEuqzemywQLR1wukaYm1MZX9XKVM0Jt4mbPZgNecnxaWpBZNRLsdjjBTjxx5PP56CMs3i7XwK9JTETZm82bRc46a+TnJEThckG5UP2/brhB5K9/1dZWmw3Ky4sv0glGAo/TCQW4pQVrXlSUryxmZRk9QxLOeMtnejqcEd7lOAoLGd1PBsY/S8tuF3n3XQQ4ectRbi6yFNLSNKeqd8TrL3+JbLGjR7XXqvEH63z1LyXDaHMyUiZN0hwMSnYJmDTJ93rjZ2MMdjtKcVVUwAFGuxHIz/e9dvPzjZ5ReBIXh3t7bS0cA3pUHBotUEZDl/50323b8Dg7GwFdzz/va9tPS8MaffrpfcuCepfzVvYr6rL6QyeYwbhcqPG5cyfKhWzdCiPEhAkoEVJbqzXZY38QcjxaWuBUGgnp6ZA7PfjoI5HFi4//uilTRD75hE4woh9qba2pgfG2tBRynZjou0nMyEAGDiGB5sgRBLocOgSlWd3n9+2D0YjlOImRKPlUTrD+1kr2TCQDYbVqfeL27YOs2O0oQVVWhuCqiROxl1m7FutfVJQW8ZqZif3PdddhnJwc3L9ra7HxV+MNhsGWTSRksIwZAzmurISBMinJ6BmZh4wMfDZVVZrNggSfw4eRZZCWhmNMDB1hImjL4K3LsLKSMURFQR57enCMiTF6RuYhKclXRseONXpGZLAoHda7TOH48bgP1teLfPEF1uRDh3y/4+5ulA72X6ObmtAeKTdX5KmnNDtBfj51WT3hdtZgGhqQ5aU8vNu2weu7caPI2Wfjh5DBoocTLCNDn3TbAwfQ82bsWPS/ORbKSUGIXvS3tk6ZgmyH7Gz8EBIMXC4owr29Wo8l1Tw3N5eRXcR4urvRi6A/fZRrJRksDodIW5umR3Z34xgfL3LvvSJ1dcjG/vvfRX70I5HPP0fJRJXl5W1I2LtX5MILfddLt3tw2WD9GSUIGQmqZLsqe3SsMu/hRmMjqn6onmClpXByk+BitcKgeuAA1r6ICKNnZA4OHxY580yR005DwO3HH4skJBg9q/BFBZ5aLMbOw0y0tqJX6rRpIp99BucIAy1CE6cTNqj9+7EOn3AC1uLsbJH2djjle3rwumXLRP7yF7xOZYDt2SOybh2uky99CdUQCgtF3nuPpej1hB+lwXj3XHA4EClptYosWIANICFDoaUFxoaRMG6cPrXuS0sRyaCaSB+LoiL0vSNEL/pbW0VglCMkmDQ3I4uhutpXJisqjJ0XISLYeLW04L7f35pJyGDp7MTG/ZRTYOCaMwc9Lm69VWT1apH16xEctWoVDOY/+YnISSchSMCf2lpfeayqgrGdECNwu/Gj+tUdq8x7uFFV5dsTjP3SjEHJqMdDGfWmuhr3k7//HUfqNsbQ0+Mrn11dRs/IPOzdC6fJhg04svdT6NLUBKdmejrWGrcb+nBnJxycTqfIzTfjelDBYSJwgJ10ksi554pcfTV0DYcD79+9mzKhN3SCGYTLBcOYfzO9sWMRjdvdjawFQoZCc/PInWDjx+ujIG7Zgv5kg3GCTZoExbS9feTnJeGNy4WoP/+1NScHCveBA4ZOj4QZ7e2Qu507UcrAWyYLC42dGyHd3dhoOZ19m5YzA4wMlaYm6HIWC4wA//63SHGxyN13o/SR1YpeXxYLImNXr4beumeP5vSqr4f+mJ3tK49ZWQwOJMbhckE+vY8EqJ5gIuwJRsyH/36Q8mkMVit+2tpwZKaihr/+nZNj7HzI8VFtNzZtggNL/e5yQcc99VSR5cuhF5eXw5kVG4vSymvWaL1xIyLw3vJyvM9qhU7sv26xaoy+sBxikFGpjj09iAy/9lpERu7fj4jJ1lZkMCQlcQEkQ8PtRk+P2NiRRdeMH69PT7DSUpFLL0XEz/GIioJSunmzyPz5Iz83CT+UYcLpxO9LlviurXv24NrIyzN6piQc6K8E4nnnab1x8vLYq4EYi9OJTVhvL8og5uUhCrWjAw6IkQbUkPDC5UJZw5oakTfewIa9sxMVAVRJw/feE7niCuiFpaXI7CosRGmqU07Bc6p3mMOBx9u3o7Rad/fxyxt6NxRXvcBYPoboQUQE7tltbTiyP6JGRATuHeq6o3HbWDo6jJ6BuYiMpHyaga4u35LbZWUiqalGz8ocxMT4yij7pZkTbx0zOxt2/H/9C+Xjzz1Xk+3iYthk//xn2DWVDeBPf8Ke6+STtde+8w564T7xBHqA2e0iK1diHS8rQz8w/9621HVHDlW4INPQgFKHf/sbFOmNG0XefRdNOl9+GUJdWKhFSxAyWFpb0Q9sME6nY5GWhoW7o2P4RjBl4LjttsG/Z/JkOsHI8GlogFF3+XLUWPZeW196CcpKXJwWVUNIIKmvRwmwZcu0kl4bN8LAm5SEH1UXn5Bgo2rWt7YiQMDhwM/cucjeiYtjPwIyNLz7cGZmag4t75KGhw/DCJCZidfPmCHy7LNYJxsbUUYtO1sLHLDbkRXmdMJwYLUi0nagTb8qJ6OMC9u3sy8Y0Yeenr49EwnYtUvky1+Gvt3cDKPeuHFGzyr86Onp23eWQMeZP1+Tz/feo3waQUVF35LwrDgAystFzjlHk9H33/d1ehBz4K9jvv8+1t2mJl/ZbmmBDqz2VlYryoBfeCEqI/i/9qGHoAN3deG1Tz8t8vWv4/nTTz/+PKjrDh26WYJMTY3IRRdBUFWpD7cbf8vOFjnxRDgeeHMmQ6WlBc0WR+oEs1px4929e/hj1NYiu2soTrTCQpGtW4d/ThLe1NVB7u64A+ur99qakyOSnIx1NSrK2HmS8KCqylcWRbQSF3Y7AhYIMQqHA1myTU0oM6dk1GZDFo7NhsxZQgaLdx/OlBTIl7dspaVhPbzuOuyDMjKQKbZwoUhJCf6enAznghqnsRGb+699DWUUZ85E8/iB+ojV1PgaF9hDgeiFv0OXfa80Cgpwz3A4cCwoMHpG4Ul/TgaCLHdv+WRFEGMoKPDVB7hOaGRn+8oonYPmxL/ffHOzyHe+gz29km27Hfrtl7+sPZ+aCp14z57+S1/GxMBB9o1v4NjZiSDFgUogUtcdOcwECzKFhUhxrKvDIued+hoVBQcEU4PJcGhpgQFhpE4wERgqdu9GGZvhsGULjBVDqZlfVCTy6qvDOx8Jb7q7oUwfPYrIm8JC37U1NhbrLcvXkGDQ2Ynyrlu2DCyLzPQmRuF0ovzc+PH4/cYbfUvHJiQwWIAMHeXwUpGt48f3LZPW2ak1+q6pgYGgtBQOhZwckW9/W+T3v9fGSUtDb9l160QOHeq76fePfFU9FNR7h9NDgWVmSH8ow5WSLbYs0IiLQ9ZRRQV08bg4o2cUnigng5JROhlAUxN0nNpaXLdNTXQyGEFsLO73lZXokcxAK42oqL42YWI+VAKLWmOzsmAvXbYMa0xbGxxgVVUI4lLPHz2qBYssW4bvuq0N/cFiY/s61+rqkLE6UNsEPXTdcIcmwSDjdELQJ0zQNlWqJFJEBKPDyfBpbsbiqocTLCtLZOfO4b+/tBSGi6E4wXJzUff26FFeB2TwuFxQNCIj8TNnDmo0r1oFxUJl3dABRoKB04mSXyL9y2JyMssgEmNpakLz5ago/Nx7LzbeBQVYJ9kLjAyH2FhfI05iItZDux1ZW2lp6NXpduP3iRNF5s3DXqi4GI6zigrNQKBKcl92GQwKZWUYq7FR2/QfOODrrMrMROaY93NDhWVmSH/4yzcNuBq9vbguPR4cJ0wwekbhic3m64y02YyekTmw29GDx+3G/YZVZ4whOhrl3hIS8D1wL6Sh+tR524SJ+YiP7z+wtaQEVQ22bIENIC8P+qP385GRsI/W1mJNioqCTeAPfxC5/vq+AQzH6gFmt49c1w13aBYMMocOwUPsvTns6sLRZuMNgQyfpiZ9yiGKwDjxxRfDf39pKdKDhzKXqCgs5Fu2oLkkIYOhuRlKQ3u7yNSp2OQ8+SQ2gTNnIsqGRl0SLFpatGjTuDhfWUxNpeGMGE9EBO7vM2f66qE2G3QIyigZDunpMIarPU1jI+69sbEIinI4sB5+/rnICSegB0ZvL57fs0dkyhQ4w/bvh7FgzBiRCy7AOCJYV7dvh0MsNxevmTq1r7NK/QyX/srM0AlGurt99+zd3UbPyDzExWmfid3OTDCjaGvDHmjSJBzb2uBwCHeSknwzkNjv1BjKy2EX8ngQGNPQgGBBAruw9/2FweDmJC0NeqvLhRYb6emwW27din1/by/2VQcO+AYk/OMfIldcgTFiYhCImJEB3ffyy0V++UtkjLW3i0ye3NepNVBwFnXT4RNSTrD58+dLYmKiWK1WiYyMlH/+859GT2lQuFzwCjud2NTFxIgcPIij240bst3OchtkZDgcMGCpPkgjYdIkRDoMB48HN4Of/3zoDrnCQjrByODo7ITDoboaUadpaXCIRUbi+alTYezlZocEg64u3Od37oTCGxGBet61tSIzZkAPoHOBGEV3t8iRI9igqU3ZL34hctttWC8nT0ZEIkuwkOESGYlSMePHI+DP48G6d+21Ir/7HYIAampQaeD665Eh29ys9QJzu0W++lUEdInAaKlIS4NeqrK9REQ2bQqMs4plZkh/WK1oUD9tmshnn0H+COjsxPU7ZgyOnZ0iY8caPavww+PBuqXWLhpIQXs7gimSk7XKIdwbBp+MDDi9VEae9z0+3OnowOeSkYFjRwcdYWbEasW6mpEBx1RJCfTelSthA/jjH9HXy2ZDZavycrzuvvtE/vlPkT//Gd9vd7fm8Jo5E07h9evhONuzR3OyqSpGDM7Sn5ByglksFnn22WdlbAhpVk4nDA8dHSJz58I54PFAUdy7F5u6lBQ6wMjIUU4wPTLBcnIQMaUUlaFQUYHNT3T00CMlCwrQFJ2QY+F0wsh28snoFeJyQU7j4+GM6O3Fj2o8SkigOXQIm7viYpEXXhD57ne1ch8dHVBmCTGK9nasjXPnimzejCjC5ctxv54yBQYhOsDISHA6sZF3uUROOQUOrksvFXn0Uex38vMR6PTJJyL3348I2vfeg1Osuxv37zff1KL1MzOhDw5U7iVQzio9SiqS0cfYsXB8qSCCEDJFBBxv50tPD41zRhEZibWwowNHloEHqhz53r2odMOANGOIiYHTQN3jY2KMnpF5iIqCHuRwILCX+ri58c7MuuACkXfeQdBrdjYcYEovtVqx/9+yBS1fEhPxfHW1ZhfYsgVrU06OyOLFIhs34jVbtsCGEBmJeyqDs/QlpFwvHo9H3HqkuQSRhgYohJWV2ByuXImNYm0tvL8ZGbwJEH1QTjA9SEyEo7aqaujvLS1FVMNQ+oEpCgtFduwY+vtIeNHUBAVCNR3t7IS8VVdjczN7NhQGBheQYNDdjbWyvl7kzjtFvvUtlPyKjoajNjubxghiHC4X9M6KCsjoL3+J8nSVlchqSE+nHkpGTn29yPnnw3HlcCCI6p//hE7Y04MSnB9/LLJ0Ke7RX/86Nv27dsEB5nYjkOCb38SxqQn38dNP7/9+rpxVH3+Mo17OKhXpO9B5SXhSViZy4okizz+PY1mZ0TMyDyqjMz5eq8pAgs/evdgXdXXhuHev0TMyB8oGp8rwVVYaPaPw5PPPEUBw0004fv650TMyD/X10IFiY3Gsrzd6RuRYqMysuXNF7roL+6v8fATErl8P3Xf9eui3W7ei/+3ll4t85SsiH30kcsstWKNnzICvoKAA69LGjRjf4cD75s+H8+zyy1Gh64MP9NV3w5mQMstYLBa55pprxGq1ymWXXSbf+ta3jJ7SMensRGqkd4O8p5+GEG/cCMMZDWNEL5qasDHTi0mTYMwoKBja+0pEUB8NAAAgAElEQVRLYVgbjhMsLw/G5J4e9scj/dPejjJzWVla09EFC7CuLl0q8vbbNFqR4OByYd2Njtbk0fse39PDezwxlu5u9AXZuxf3cm8ZLSujHkr0o7ISZVzUWugdsRoZifXQZsNr3W4YDRwOkdtvx3171y6t/5cab/9+jJeZ2fe+rpxVI8k68W823t95CBGBgSs2FuWM0tLwmICkJBgDx46Ffl5SYvSMwhOWm+sffi7moKAAJSl378YaOlT70mgmNlbk1FO1NZTlds1Nbi6yS1evFrnoIuiymZm493mvNevW4Tt1u9EnrKcH7y0pQUKM2w39s7cXOoW37pyTg3KKNTXQh+fORSUFZlrrQ0htff/2t7+J3W6X5uZmWbx4seTl5ckcr46KmzdvlhKTaF5OJxaxxEQIf08PPLp792JDFxvLUl1mxV+O5s6dK/PmzQvI2HricOhb43ryZCzS3/zm0N63ZYvIkiXDK8sYG4ubyI4dbJZ6LEJVRkdKezvKy8bFIXPh3/9G1E1uLpwRb7/N6BgzEC7yefgwmtt+8QWU148/hkFV3eNTU42eIRmIcJHRzk5soMaNQ5S+d6Pm6GiW9DIroSafLhfWQJsN2dnvvos90PjxkLtvfEMkIUHkf/8XeuW+fQi0amwU+dvfRK67TuSJJ3wNAPHx2PTbbFoTcL0ZqNk4OT6hJqMjJSYGxnOW8upLTAxKQZvpswk3+RRhubmBMOvnEm4y6q+DxscbPSPzEBsLh4kKyDFDyc5wk8+hoCoR7Nql9epSQVXr16MkbU4ObFSxsSiXWFWFKgiXXQa9NicHjjLlUGttxfVRXQ19+aab8LrcXGRX22ywLxCNkcioxePRo4NQ8Fm9erUkJCTI4sWLB3xNUVGR7N69O4izAl1dMI6Vl+NmGxeH57q6cDGoKElG3xI9ZXT6dKTkJifrMpx89BEW7fffH/x7entx/rffhuN3ONxzj8iiRSI33ji89xN9MWod9cblEmlpQdZCSQnSyhMS4BBTvUYSEtjoOBwxSj7b26GULlyIjUtCAp7buxdlXePiKI8EGCmjhw9D90xOxjra3Y1N2rhxcNKaYaNNjGWk8tndjbUwIgK/K0PjoUMotRkbi7JHubkiDz0kcs01KN198CAcsTfdBAP6O+9ATmtqYCi4/nqtNMzHH6M8oTd6ZHFt2iRyxhna4/7OQ4zHDHpoWxvW07o69GxJTkbZeAJndmcnrulx46D/2O1Gzyp4mEE+Rfg9DMSRIzAwq2t37Njw08/NIKPqe2hoQHZeOH4PA3HoEBwnqm9dfHx4BVKaQT6Hw4EDWiCV3Q4b1amnot9tRwdsAwkJ8AlMngzb/65d0JEbG/Edx8SgF9i990Kfff559GyurUVCQFwcsiezs7WSw6xYMHJC5iPs7OyU9vZ2ERHp6OiQjz76SAoLCw2elS8uFy4GhwMLfVYWBNrpRLrjkSNQSugAI4HA4cBCqxcnnIAoh6G4yf/zH9y8LZbhnzc/H1mThKg1ta4Oj1WppXvvhbHNaoUhoreXEWUkeLS346eiQuSzz3B/7+6GHKan456fmGj0LEk4094O59eePTCKtbVBRhsbsZGy2+kAI/pw6BD0xC++QE/EwkJs+MeNg9wdPYrnqqtFfvADNHyPikLvxPPPF/n97yGPyckwHqxciXv79u0Y325HqWx/VBbXGWeIfO970BM2bYLOMFD7aKVTqNepEqEibDZOjs3evZCrlBQc2W9Jw/96C7H27aMG73Ky/T0OVzo6IJNJSTh2dBg9o/Bkzx70uoqIwHHPHqNnZB7Umqn0cq6hoUFkJMrLv/yyyObN0IFfew36pd2OwBkR2KgaGqD3rliBrPKrroJzq7QUGWBVVbBxvf++pgtHRcG2sGQJ7KNTp47efnH++nmgr4GQccU4HA5ZtmyZWCwWcblccskll8iZZ55p9LR8cDiweB04AGdEbCw2Zh9+KFJUhA1hSgodYER/PB4YIhITYejSg9RULL6VlYOv27x5MyJ4h9MPTFFQIPLCC8N/Pxk9OByIkGls1OTw2mtFVq1CxPappyKaLD3d6JmScMHlgoPh0CHIo80Gpfaxx7CxS0/HvZ5RWsQo2tuhB+zY4btmNjYiqjAyEvd2QvSgp0fkrLOwcX3tNZFnnoGcrV4NI8DNN2N9TEqCoywzE47ZN99E9GtbG0obJyWhikBursiDD6KkjAjGqKxEcMGhQ3icmak1JrdaId+zZw9c1lBljfX0iJxyiu/rtm/3zSYjpD/GjmXfq4HweHBNtbbi3sKSosZAGe0fJZ9q3ad8GgN7sw1Mby909CNHEEhOGQ0u/pUF7HZ8H9XVWllDpXt67+8rKqD/TpkC/XfdOujAhYUib72FUt9PPYVsrvPPx5hpaXB2HTqk9cm1WHCelSuh++7fj2slMxOVElSSnMOBOY5G+Qh2efKQccdkZ2fLq6++avQ0jklnJxb2sWNhZIiOxgXT2YnnYmNpeCCBobUVC6zeTJ+OEjWDdYIVF2MB6+0d/jkLC0V27tSUJBK+dHZqvZVSU6GMPPkklI65cxFZo2f2IyHHo7kZDoaODiinqr693Y7SSLGxXLeIcaisL6cT9+3GRm3NnDmTaybRn0OHELkaEyOybRuiWXNysBb29Ij8+tdYEy+8UNPrtm4VOe00RNAmJsIYNnMmolydTpErrkAwgYjvpnj9epFZs3Ce3Fw8Z7HAYKD6MvRnJGhoEFmwQOTuu/u+7vTTR6dBgehLYiKcCqqfDbO9NbztHXY7HpPgEx/vK6OskAFiY33lk1nwxmDW3mxmID7eV0Z57QYXbweM3Q6d1Duwylv39NYXc3PhyNq1C/rthg3QK+fMQTDXU09hT3bCCSKffIKKBbm52Jtt3Yry4K2tGN9iEfnTn/D+uXO1gFql66q5jNaKBSqwTSQ4zj6aanTA5dJSzvftw4Xk8WAh278fNUCjo3nTJYHD4cAirHeHv5NOQl3bwbJ5Mxb6kZCUBGNyefnIxiGhi8sFmXa5kPbd0ADlYtIkKM/Tp2NNjYlhZi0JHl1dUEgrK9HHxunE8ykp2j2e93liFC4XZLS+HjJaWorNXEWFyIwZWiAWnbRET+x2lDwsKUHDb9Xvy+lEL8/kZNynS0tFXnwRx5YWOMgSEmAs+MY3kNnd04ON/7x5kNM9e3w3xbW10AVqarTG5K+8gjGOVdawpgZj5eSw/CEZHkeP4qgit9VjgnuO2417jNs9ess1mZ3GRnz+Y8bgyHKIoK0NR9XDTz0mwUXZqJSDR2+bVSijyuaNHev7mAQHbweMx4M91EC6pzdKD/3Xv/Dd2Wy4D1osyAI7eBDB/fv2Yf/1zDMin34qctFFcJA9+aTIffdBj960CcELR47AWab2auocH3+Mo3fFgmCXEAwkytknEhz9nOZDHXA4INhjxqAckscDb3F0tMjZZ4v85jfIYmBkFAkU9fVIM9dboZg9Gw0aPZ7j9/lqaYHTNz195PW2CwvhUCsqGtk4JDRpbYW8JSdDCYiM1Mp4nXyyyBNPwNBGhwMJFqrEXGMjIhirqmCsPekklDyIj6c8EuNwubDZSknBRiw1Fffvjg6R73wHwVipqZRRoj8HD2KDn5MDR9PMmdDh/vpXbNafeUbkyitFzjwTUZ21tdiwz5+P91ksuM87HOizNG4cNvNz5qC0jHcEbE6OFhlrtWK88eOx8T9WWUMVrbtsGSJ1OzqwjrP8IRksFguyF6dNQy/QTz4xekbmISmJZfjMQHw8ggnU91BcbPSMzIHVymvXDDidvmVTMzKMnpF5sFqRla5kdNMmo2cUXnhnW1ks0A/9dc+TT0ZP5U8/xX6qthbB2ZmZsE/95z/QfW+/XeTZZ+Hocrvxt5IS6Mq/+AWuA7cbvz/+OCpuNTaK/PCH0FPHj9cqIYj46rr+BLuEYCBRzr5glSenE2yEdHXBqHD0KAR4wgQ8X1qqpfvS8EACTX09nE96RwAoef7iC5SpORZbtsD5O5JSiIqCAqQJX331yMcioUV7OwxU9fW4AcbGQmEoLdVKfNABRoJJezvKICqZTEzUyiAWFEDBDUQ5WkIGy9GjCFb57DNs1pxOXxmlHkoCxYQJCABcsULko4+wF8rK0jIPr7wS6+PHH2NfpHp+PfAAdNYnnsBzK1bAoNDUhPt9YyOcVuvXYw0uKMBGf9u2vpvjYxkJRHw31+PG9e3rQMjxiI6GfFdVieTlMbDVm5gYOFxY5sxYoqMROFBbCz2AMgri4uBUUPJJfd0YIiJw7OnxfUzgwN60iaVMjcLfAWO347F3T7A//QnBHuvXa8EGLS1wirlcWFva2xEY29AAPba0FPrwkiUi994rcuONyP4qLcU6nZ2N+2VKCsqKq8etrRhzoF5kimCXEAwkx9PjdT9fcE4zOnE6IaTt7XCGtbbCGNbdjTTGoiI4Jmh4IIGmvh6LpN6ZYCry8cUXj//a4mJEAOvlBNu+feTjkNCivR3GXJcL6eAuFxRBiwUR4ieeyDWVBJfubsik240SKhERmiKakoJjXBwNqsQ4lA7qduP3hASumSTwuFwIDoiKgiNszRps/PPzoYsqXXDyZJTJbmhAxsippyLAqbpa5Mc/hoGgpgYGBrsdToasLES1lpSILFyItdZqhY6ZkQGddyjlX9TmWvX/4npNhoq696v7PQ24GtHR+Ezi43GkE8wYVO+r9HT2vvJGVbJR5RC5/huD6h2YksLegf6o1g5KRtnqIbj464iRkTiecQYcUzNnwiG1bh3u/cXFIqtX4+h0IsvrlFOw57r+eq2iwbx52J/96U/Qif/4R5EPPoCN68gR6M/XXQe/QVISnGqzZ8PeMGcO9Gz19/503mCXEBxN8BIbAU1N2OjV16Phs0pFLClBOqvKEiMk0NTXQ/YCUQv2zDOR1nvnncd+3QcfoJm5HnMoLBR56KHBlWEko4OuLhhwe3pw41fr6datiJaZORNKCddUEixcLiit/cnkwYPIjqVMEiNpb8fRX0bLyrhmksDS0ACHQEcHgqXWrxe5/35Es86YgXKIe/eKTJwosns3HF3R0VhTDxxAaZnly1EyRsnttm0Iglq2DMaFTz9FFO7SpSIPPwyjxGgq/0JChx07sNefPRvr64YNIueea/SszEFbG5zbOTnQ14uLtd42JHioXjPnnIN1eP16yqgI9CT/cp0qiI0EjyNH4GRQ38OmTahSQBBQdPbZWjnEDz7gGmo2UlPh4HriCegBDofIlCkif/kLdFqHA860X/0K+y+HAxlcb7+N73bqVAR+5eaiHLjSYd9+G/qxcnz29mo9yFpbfc/nr/OqDLa6OgSjscT34GEsxDBpb4fAV1f3TUXcvx+/q+a5hASa+vrAKRInnQQZr64e+DWdnejhdeKJ+pwzPR03g4oKfcYj5qarC9Ev5eV9m5Gq8hW9vTTmkuBy9CgMvP3JZE4OHQzEWNrbYVTYubN/GW1vp3ySwFFXh3v3vn0IGKiqgtG1owNG8H374ACrrNQiVFVJl9mz8XqbDaXlRCC3W7Zg4//II4i2XbkSxvWqKi3Ctb/yL4QEmoICRGoXF+NYUGD0jMxDZSVsIsXFOFZWGj2j8KSgAOW6N2zAkTIKKithJ9m9G0fKpzHs3+/7PSh7KcFnsX8/rl31OwkuLhfuXwNVGaitRUnD7ds1HXTPHmQ1qoys1FR8d+rv9fWwZR49Cv128mTfvysdNi8Pji2lI6u+t2PHonSi9+urq7VqCE1NeN7pDPCHMwqhE2wYqJJdqalIkfRPRVS1wpluTYJFfX3gopoiI0UWLEAq70B8/DGiV/QsxzhtGiLZyOjG5UIWQ2Ul1k3VjFQER2V4SEw0dp4kvFBZiZ991r9Msi8dMZKuLuihu3YhaMRfRvPzGYhFAsukSdjM5+UhYz8np68M9vai6feWLdjgd3QgYOq220S+9CU4uB57DPultDSUQayqwmtzckTee0/kww9hdFARriz/QozAZkMG2Hvv4cj1VaO/+w8JPpTR/qF8moO8vL72UgL42RiPqjJwxhk41tf7/j0/H8Fd06dr35XNhkSAmBhkmL70EqpyeH+Xc+agrUxpKRxr/f3dZkMJxbY27XXr14vcfLNWHly9PicH8zvrLOjgx5ozGRiWQxwm5eW4GDo6sFkrKYEgTpoE5xjr3JJgEkgnmIjIBReI/PrXInff3b9z9623UDZRj35gihNPhHNtyRL9xiTmo6UFBrQJE5Bm/vTT2Lyp5rA2GyLCWR+bBJPOTkQrqv6E3jKZlEQHGDEWlwv3/YICkd/8BuWKy8q0zNn0dNSaJyRQ2Gy4dx84gE17XR1ksKpKCwYsL0fk6wsv4LnCQgRLqQAnhwPO3A8/hLyuXAkdQGTgJtn+DcxZ/oUEgyNHRBobIceNjdBJExKMnpU5SEz01ZEYtGYMSkYnTaKMekP5NAdWq8jGjSj9Z7MxWcCb+HjIaHU1rt/4eKNnFH70V2XAW/+020VmzYJtoLQU5b4TEkSuvRav3bABOuldd+Hv27drjq3XX0eJy64ukX/8A9dBayvsCb/9rcj3vofHhYUiDz6IUuFz5mCft3Il2jBs24Yy4g4H1vf09OPPmQwMl59h4HajxIfTiU1eVRUMYiecAA8tjWMk2Bw8iIU0UBQWIiV37dq+f/N4sKCfc46+PcmmTkVpDTK6iYtDr4XYWJHHH4cR1+1GpI3Nhr9zTSXBRvWyiYlBdFVFBbJT4+NpVCDmwGaDPC5fjjU0MhJ16NPTuWaSwGO1Qv9LToZRMScHBpz8fASuOJ0iRUUwOt53H6JZDx3yNe6oiOfCQrz+6aeP79Tyb2BOQxoJBhERkNfaWhwjIoyekflgnyVjiY6GoXb/fhwZkA2cTuwrU1JwZOkwY4iM1BIFUlMZ3OqNsp8pW56e9jQyOI5XZcBqRfnBwkI4LNPT8fz99yNr6447YMNasgQOqVmzYJ8VEfnRj0R++lO87oc/hDNr9Wrs484+G2vT+PHwKdx6q8gf/gAb6D//iRKMR46gN25tLdb2tDTo06yMMHy4dRgGDgccAlFRyHxJSIAynJhIwwMJPm43IgICGdlksYh885tY6P1LHhYX4xpQi7BeFBQg7bi1Vd9xibnYuRPf9YEDWFMtFhjJ4uLggKCBixiB3Y77vMuF+3xGhna/58aNGE1JCdZJtT6OGYPfY2Oph5LgkpgIo6LLhTXTYoFe6nbj9+efx8Z/5Uo4vFJTEdH68ceIlJ0wAcYEOrWImYmIgGxGReFIJxgxGz09sAd4PDj29Bg9I3MQG4trtqtL05NI8Ont1eSysVHf6kGhjqrcoD4TVnIIPqrKgNJN+wvIsttRtWj2bDiz3G7oAnY7ynzn54ssXAh9V/1tzBiRBx6Ag+rgQZEnn0TJ2t/+Fj6FU07BMSpKZMoUVEi6/npkkKk5XHstxlPVD7ZvRwWF7Ozjz5n0D7cawyA2FkLd24uSSenpLI9EjMPhgPxZLIE9z1ln4Vyvvur7/Jo1IosWiXR363u+yEhEEX/0kb7jEnORmYlIGLsd2TYnnADjLksgEiOx2WDYVff5sWPZB4yYh4ICyOLRo6hjn5PDQCwSfFSgQE+PyOHD2A95PLh/JyUhanbuXJSOf/JJ3O8jI5nJRUIPtbYqvZRrrYZ/xhEzkIxhzBjspSwWHMeMMXpG5kA5rFWWDR3YxqDkU2UsUj41lEyqTHnKaPAZTJWBzEyRP/8Zjqonn4Rum58PfWDKFOi8W7eKrFgBXWHWLATzL1+uObWiouBEs1o122laGp5PTUVFj6gokQUL0IpGBCUSlZPLe552O/Xp4UIT4zBISYGQ790LQY2MpDJMjGPfPkQC+Gdo6U1EhMgNNyCl99xzYfyorESd29deC0zE2YknoobuxRfrPzYxB3Y70rxFRGbMgEEtIoJrKjGWiAgoty4X1teoKMokMQ/p6dBDKyoQRejxIHOWkGASFQXna3e3Vro4OloLIJg2DZvyCROMnikhI0NF5tvtvo+JZrBNS9Oc4CT4KAetygZgICFQ8piaClsF5dMYlI46bpzvY0IZDRX8e9VmZ+Podmu9ueLiUDJx7168LjMTJWpPOAG6cVMTji0tyOyyWnHv9F6vMzNRMaGmBteLcn4R/Qip2+MHH3wg99xzj3g8Hvn6178uS5cuNWQesbEQeiX4hBhJbS0MDMGoHzx3rsiWLSL/8z9o/PiDH2jpwIFg6lSRN94IzNjEHERH619Kk5CRou7zhJgR6qHELMTG0slFRj/R0VxvB4L6kjng99A//FzMQVQUv4eBoIyGNlYrAmRUkIyI5igT8bVz+TvQBhrP29lG9CdkfIput1vuuusuefLJJ2XdunXyxhtvSGVlpdHTIsRwamuxSAarieb11yPl9/vfR4bWBRcErq7z9OmIhOjsDMz4hBBCCCGEEEIIIYQQQkYvIeME27Fjh0ycOFEmTJggUVFRcvHFF8u7775r9LQIMZzaWqTKBssJFhkpcsUVIn/4g8iFF6JkWKBITETvE17qhBBCCCGEEEIIIYQQQoZKyDjBGhoaZJwqIisiGRkZ0tjYaOCMCDEHtbW+6bfBorcX/XICzckni6xfH/jzEEIIIYQQQgghhBBCCBldhFRPsOOxefNmKSkpMXoaJMTxl6O5c+fKvHnzAjK2Huzda4wTLFjMnSvym9+g2bLFYvRszEGoySgJLyifxOxQRomZoXwSs0MZJWaG8knMDmWUmBnKJzE7I5FRi8fj8QRqYnry6aefyqOPPipPPvmkiIisWbNGRESWLl064HuKiopk9+7dQZkfIcNBDxnNzBT5619FIiJ0mpTJ8HhELr8cJRGnTTN6NuEH11FiZiifxOxQRomZoXwSs0MZJWaG8knMDmWUmBnKJwk2IVMOcfr06VJbWyt1dXXS09Mjb7zxhixYsMDoaRFiKJ2dIocPiyQkGD2TwGGxiJx1lsjf/mb0TAghhBBCCCGEEEIIIYSEEiHjBIuIiJCf//zncs0118jChQvl4osvlvz8fKOnRYih7Nkjkpcn4nYbPZPAcs45In//O7LCCCGEEEIIIYQQQgghhJDBEFI9wc4++2w5++yzjZ4GIaZh926RgoLR7wSbOlWkp0fkk09ETj/d6NkQQgghhBBCCCGEEEIICQVCJhOMENKXXbuQCeZyGT2TwGKxiFxwgchjjxk9E0IIIYQQQgghhBBCCCGhAp1ghIQwu3eLTJwYHmUCL75Y5PXXRZqajJ4JIYQQQgghhBBCCCGEkFCATjBCQphdu0Sys42eRXBIThb50pdEHnrI6JkQQgghhBBCCCGEEEIICQXoBCMkRHG5RPbsEcnIMHomweOKK0TWrGE2GCGEEEIIIYQQQgghhJDjQycYISHKzp0i48aJREYaPZPgMW6cyIIFIitWGD0TQgghhBBCCCGEEEIIIWaHTjBCQpQtW0RmzUJGWDjx3e+KvPaayIcfGj0TQgghhBBCCCGEEEIIIWaGTjBCQpSSEpHp00V6e42eSXBJTBS55RaURmRZREIIIYQQQgghhBBCCCEDQScYISHK5s0iRUVGz8IYTjtN5LzzRC64QOTwYaNnQwghhBBCCCGEEEIIIcSM0AlGSAjS0CBSXS2Sk2P0TIzj6qtFTjhBZO5cZMURQgghhBBCCCGEEEIIId5EGj0BQsjQeeMNkXPPDb9SiN5YLCJLlohMmSLyP/8jcuKJIgsWiMybJzJzpkhamtEzJIQQQgghhBBCCCGEEGIkdIIREoK89hocPk6n0TMxnrPOEjn9dJEdO0R274aD8IsvROLjRc48U+S730XZxEiudoQQQgghhBBCCCGEEBJWsBwiISHG/v0iH3wgcvLJRs/EPEREiMyaJXL55SL33Seybp3IY48hO+znPxeZOhWOQ4/H6JkSQgghhBBCCCGEEEIICRYh4QRbvXq1nH322bJo0SJZtGiRfPDBB0ZPiRDD+N3v4Oxxu42eiTlxu1EmMjlZ5JxzRH77W5EbbhC57TaR+fNFysqMniEhhBBCCCGEEEIIIYSQYBAyBcIWL14sixcvNnoahBjKtm0iTz8t8tJL4d0PbKjMmiXyxz+KvPuuyFe+InL++SIrViBTjBBCCCGEEEIIIYQQQsjoJCQywUREPKxjRsKcsjKRr35V5O67RSwWo2cTekREwPn1zDMiY8ciK+zcc0Uefljk009FurqMniEhhBBCCCGEEEIIIYQQPQmZTLDnnntOXn31VZk2bZrccccdMmbMGKOnREhQ+OILkdtvFykthQNs2jSR7m6jZxW6xMSIfOMbIpdeKrJ9u8jWrSJPPCFSUyOSliaSmipis+GYmCgSG4v3qGNkpIjVCqdaRMSxf4+K6vtjsYh0dIi0t4uccgqz0QghhBBCCCGEEEIIISRQmMYJtnjxYnE4HH2ev+WWW+Tb3/623HzzzWKxWOThhx+We++9V+65554+r928ebOUlJT4PFdUVBSwOZPRy7Jly/77+9y5c2XevHm6jDtcGZ0z5yw591ybvPVWpLz8cqcucyHAarXIjBlxctJJFrFYXCLS+/9Hl/T0uKWnx/X/mXduEfHPSLV4HT39/LjFYtF+9zuzbNwosnXrZnEPo8Gb2WSUEG8on8TsUEaJmaF8ErNDGSVmhvJJzA5llJgZyicxO8OWUU+IsX//fs/ChQsH9drf//73upxzNI5jprnoNY6Z5hLsc43Gz89M45hpLnqOY8S5wm28QIwZbuMF41xmGsdMc9FrHDPNRc9xgnUus/3f/J8CO04oyaeR7w/luY/0/aE8dzOf63iYaS4ej7nmE65zMdO9Q69xzDQXvcYx01z0HCdY5zLb/22mccw0F73GCTX5NPs5R/v5jDjnSM4XEj3Bmpqa/vv7xo0bZfLkyQbOhhBCCCGEEEIIIYQQQgghhJgd05RDPBYPPPCA7Ny5U6xWq0yYMEF+/etfGz0lQuIsJ6sAACAASURBVAghhBBCCCGEEEIIIYQQYmIi7rzzzjuNnsTxOO+88+Tb3/62XHHFFXLxxRdLfHz8oN+blZWlyxxG4zhmmote45hpLsE+12j8/Mw0jpnmouc4Rpwr3MYLxJjhNl4wzmWmccw0F73GMdNc9BwnWOcy2//N/ymw44SSfBr5/lCe+0jfH8pzN/O5joeZ5iJirvmE61zMdO/QaxwzzUWvccw0Fz3HCda5zPZ/m2kcM81Fr3FCTT7Nfs7Rfj4jzjnc81k8Ho9H57kQQgghhBBCCCGEEEIIIYQQYigh0ROMEEIIIYQQQgghhBBCCCGEkKFAJxghhBBCCCGEEEIIIYQQQggZddAJRgghhBBCCCGEEEIIIYQQQkYddIIRQgghhBBCCCGEEEIIIYSQUQedYIQQQgghhBBCCCGEEEIIIWTUQScYIYQQQgghhBBCCCGEEEIIGXXQCUYIIYQQQgghhBBCCCGEEEJGHXSCEUIIIYQQQgghhBBCCCGEkFEHnWCEEEIIIYQQQgghhBBCCCFk1EEnGCGEEEIIIYQQQgghhBBCCBl10AlGCCGEEEIIIYQQQgghhBBCRh2mcoL19PTIN7/5Tfna174ml1xyiaxevVpERFpbW+Waa66RCy64QK699lppa2sb1HibN2/WZV6jcRwzzUWvccw0l2CfazR+fmYax0xz0XMcI84VbuMFYsxwGy8Y5zLTOGaai17jmGkueo4TrHOZ7f/m/xTYcUJJPo18fyjPfaTvD+W5m/lcx8NMcxEx13zCdS5munfoNY6Z5qLXOGaai57jBOtcZvu/zTSOmeai1zihJp9mP+doP58R5xzJ+UzlBIuOjpZnnnlGXnnlFXnllVfkgw8+kB07dsiaNWvktNNOk7feekvmzZsnTzzxxKDGKykp0WVeo3EcM81Fr3HMNJdgn2s0fn5mGsdMc9FzHCPOFW7jBWLMcBsvGOcy0zhmmote45hpLnqOE6xzme3/5v8U2HFCST6NfH8oz32k7w/luZv5XMfDTHMRMdd8wnUuZrp36DWOmeai1zhmmoue4wTrXGb7v800jpnmotc4oSafZj/naD+fEeccyflM5QQTEYmLixMRZIX19vaKiMi7774rixYtEhGRRYsWyTvvvGPY/AghhBBCCCGEEEIIIYQQQoj5MZ0TzO12y9e+9jU544wz5IwzzpAZM2bIoUOHJC0tTURE0tPTpbm52eBZEkIIIYQQQgghhBBCCCGEEDMTafQE/LFarfLKK6/I0aNH5eabb5by8nKxWCw+r/F/rNi8ebNPWtzq1avl+9///ojnNHfu3BGPYbZxzDQXvcbRay5jxoyRRx991GfcefPm6TK2mWXUTN+l2cYx01xEQlNGFYP9DD7+WGT+fJFHHhG58caRjzdY9B4vEGOafbxQlE8zXeNmmote45hpLiKhJ6Nm+/xGo0yYaZxQks+R/r8jeb+R5zb6/UbPPZRkVE8CoSOOBDPNx0xzCUX5NNM9yExz0WscM81FJPRk1Gyfn5nGMdNc9Bon1ORzqAT7fjXaz2fEOUcioxaPx+MJ1MRGyh/+8AeJi4uTF198UZ599llJS0uTpqYmufrqq+XNN9887vuLiopk9+7dQZgpIcODMkrMjlEyOnu2yOmni7zyikhVlUh0dNCnQEIArqHE7FBGiZmhfBKzQxklZobyScwOZZSYGconCTamKofY3NwsbW1tIiLS1dUlmzZtkvz8fJk/f768/PLLIiKydu1aWbBggZHTJIQQEkDa2kR27xa56iqRsWNF3n/f6BkRQgghhBBCCCGEEEJCEVOVQ2xqapI77rhD3G63uN1uueiii+RLX/qSnHTSSfKjH/1IXnrpJZkwYYI88sgjRk+VEEJIgCgpEZkxQ8TlEpkyRaS4WOT8842eFSGEEEIIIYQQQgghJNQwlROsqKhI1q5d2+f55ORkefrpp4M/IUIIIUHnk09ETj5ZpLdXZPJkka1bjZ4RIYQQQgghhBBCCCEkFDFVOURCCCGkuFhk+nQRt1ukqEjk00+NnhEhhBBCCCGEEEIIISQUoROMEEKIqdizR2T8ePyenS3icIg0Nxs7J0IIIYQQQgghhBBCSOhBJxghhBDT4HaL1NaK2Gx4HBEhMnGiyI4dxs6LEEIIIYQQQgghhBASetAJRgghxDQcOCCSkiJi9bo7jR+P7DBCCCGEEEIIIYQQQggZCnSCEUIIMQ1VVSK5ucgIU4wbJ1JRYdiUCCGEEEIIIYQQQgghIQqdYIQQQkxDdTX6gPk7waqrjZsTIYQQQgghhBBCCCEkNKETjBBCiGmoqurrBBs/nk4wQgghhBBCCCGEEELI0KETjBBCiGmorobTy+PRnpswQWTvXuPmRAghhBBCCCGEEPJ/7J15eJTluf/vmeyEJesQQgjZALcqSwwClVqtSz142qpHWqu0SAEX7CluFeiv9VgVt9bWQ1W0WFv1tFqrdSmyCFWvikkIoRSVJZkkZJ8kkxCyTiYz+f3xPc95ZyYJZJnM+07m+7muXC+z5iHv/TzP/dwrISQ4oROMEEKIYaiqErFYvJ9LTBRpaxPp7NRnTIQQQgghhBBCCCGEkOCETjBCCCGGoa5OJC7O+zmzGY6xkhJ9xkQIIYQQQgghhBBCCAlO6AQjhBBiGOrrRSZP7v98cjKyxAghhBBCCCGEEEIIIWSo0AlGCCHEEHR1iXR3i0RF9X8tOVmksjLwYyKEEEIIIYQQQgghhAQv4XoPwJP6+nq57777xG63i9lslhtuuEFuvvlm2bJli7z++uuSmJgoIiLr16+XpUuX6jxaQggh/qS+XiQlRcTt7v9aUpJIdXXgx0QIIYQQQgghhBBCCAleDOUECwsLkw0bNsjZZ58tHR0dcu2118rixYtFRGTlypWycuVKnUdICCFkrKirQ++vvr7+ryUm0glGCCGEEEIIIYQQQggZHoZygiUnJ0tycrKIiMTGxkp2drY0NDSIiEjfQFZRQggh44b6epGpUwfOBEtOFvn888CPiRBCCCGEEEIIIYQQErwYtidYdXW1HD16VM4//3wREXnllVfkG9/4hmzatEna2tp0Hh0hhBB/U1eHsocDxTwkJ+N1QgghhBBCCCGEEEIIGSqGygRTdHR0yA9/+EPZuHGjxMbGyo033ih33HGHmEwmeeqpp2Tz5s3yyCOP9PtcQUGBFBYW6jBiMlJcLhGbTaSiQiQjA/2AzDq7Zn3lKC8vTxYuXDgm302CG73kd7zKaH09yiEOlglWXx/4MZHhM17lk4wM7vPE6BhNRimfZKQESpZDTUaNtkaQ0xNq8ilCGQ02Qk1GKZ/BRajJp15wXoyc0cioqc9gdQZ7e3tl7dq1snTpUvne977X7/Wamhq59dZb5d133z3jd82ZM0eOHTs2FsMkfqK2VuSCC0SampABcuiQSGqq3qMKHJTR4CYU5DeQMrp6tUhOjshA+5fbLXLllSLt7SJRUQEZDgkCuIYan1BYJ08HZdT4hLKMUj7HF+NRlo0go+Px70r8gxHkU4QySgbHCDJK+SSDYQT51AvOC30wnJ9x48aNkpOT4+UAa2xs/L9/7969W2bPnq3H0MgYUFGBSS+Ca0WFnqMhZHhQfv1Lfb1IfPzAr5nNIgkJItXVgR0TIWR0cJ0kRocySsYLlOWxgX9XYnQoo8TIUD4J6Q/nhT4YqhzigQMH5N1335XZs2fLN7/5TTGZTLJ+/Xp577335MiRI2I2m2X69Ony4IMP6j1U4icyMuD1Vt7vjAy9R0TI0KH8+pemJpHJkwd/PSFBpKZGJDs7cGMihIwOrpPE6FBGyXiBsjw28O9KjA5llBgZyich/eG80AdDOcEWLFggR44c6ff80qVLdRgNCQQpKUj79KyDSkiwQPn1L01NIhMnDv56fLxIXV3gxkMIGT1cJ4nRoYyS8QJleWzg35UYHcooMTKUT0L6w3mhD4ZygpHQw2xG3VPWPiXBCOXXv9AJRsj4g+skMTqUUTJeoCyPDfy7EqNDGSVGhvJJSH84L/TBcD3BCCGEhB5Op0hbm0h09ODviY9H3zBCCCGEEEIIIYQQQggZCnSCEUII0Z3mZvT86usb/D3x8SI2W+DGRAghhBBCCCGEEEIICW7oBCNjisslUlsrsm8frm633iMi5PRQZvWhqUkkMfHMTrCGhsCNiRAyfLiGEiND+SQDQbkgZGRw7hAjQ/kkRocySkQoB4GEPcHImGKziVxwAQzcSUlo/Meap8TIUGb1oakJmWCn2/ATEugEI8TocA0lRobySQaCckHIyODcIUaG8kmMDmWUiFAOAgkzwciYUlGBiSyCa0WFnqMh5MxQZvVBOcFOlwmWkKDdG0KIMeEaSowM5ZMMBOWCkJHBuUOMDOWTGB3KKBGhHAQSOsHImJKRAU+2CK4ZGXqOhpAzQ5nVh6E4weLj6QQjxOhwDSVGhvJJBoJyQcjI4NwhRobySYwOZZSIUA4CCcshkjElJQWpnBUVmMgpKXqPiJDTQ5nVh6YmOLlO5wSbOFHE4RDp6hKJiQnc2AghQ4drKDEylE8yEJQLQkYG5w4xMpRPYnQoo0SEchBI6AQjY4rZjFqmrGdKggXKrD4MxQlmMuE91dUis2YFbmyEkKHDNZQYGconGQjKBSEjg3OHGBnKJzE6lFEiQjkIJCyHSAghRHeamkQmTz7z+xISROrqxn48hBBCCCGEEEIIIYSQ4IdOMOIXXC6R2lqRfftwdbv1HhEhp4cyayyam1Hu8EzEx4vU1Iz9eAghp4drKDEylM/QgvebEH3g3CNGhvJJjA5lNLTh/Q88LIdI/ILNJnLBBcjmSEpCPVOmchIjQ5k1FsNxgtlsYz8eQsjp4RpKjAzlM7Tg/SZEHzj3iJGhfBKjQxkNbXj/A4+hMsHq6+tlxYoV8m//9m9yzTXXyB/+8AcREWltbZVbbrlFrrzySlm1apW0tbXpPFLiS0UFJq4IrhUVeo6GkDNDmTUWLS0isbFnfl98vEh9/diPhxByeriGEiND+QwteL8J0QfOPWJkKJ/E6FBGQxve/8BjKCdYWFiYbNiwQf72t7/Jn/70J3n11VfFarXK888/L4sWLZKdO3fKwoULZevWrXoPlYh36uaMGfBci+CakaHr0AjxYqA044wMyqyRaGkRiYk58/voBCMk8HANJUaG8hnc+KMUDO83IfrAuUeMDOWTGB3KaGgwmK7L+x94DFUOMTk5WZKTk0VEJDY2VrKzs8Vms8mePXvklVdeERGRb33rW3LzzTfLPffco+dQiXinbl5+uUhxsUhVFSZuSoreoyNEY6A045QUXCsqKLN609eHcogTJog4nad/b3y8iNUamHERQgDXUGJkKJ/BjT9KwfB+E6IP4eEiO3Zocy/cUNYlEupQPonRoYyGBoPputRfA49hp1h1dbUcPXpULrjgArHb7ZL0v+7R5ORkaW5u1nl0xOWCIVqlbu7eDQfY4sX6josQT1wukcZGkePH+6cZp6ZqP0RfOjpEIiNFzEPITU5IwD0lhIw9XEOJ0fHVRymfwcOZ1pfhYDbzfhOiByUlIkuXQj9vbhb5+GMRi0XvURECKJ/E6FBGQ4Pycm9dt7wcOiv118BjSCdYR0eH/PCHP5SNGzdKbGysmEwmr9d9HysKCgqksLAwEEMMeWw2ZG0kJWne7PGSuukrR3l5ebJw4cIx+W4ytthsIvPmibz33viS1fEmo83NUPz6+s78XjrBjM94k89QRZVtyM3lGjqa7yZjg8uFPd7pHH/6aKjI53B0NHW/PSNlhxI4Q8aGUJFRhZK/mhqR6dMpf56kp0M3V/M3PV3vEYWefIpwjRwMI8qnSOjJKOVzcIwoo6Emn2ONy4X76qnrGuE+BzOjkVFTX99QzI6Bo7e3V9auXStLly6V733veyIi8vWvf11efvllSUpKksbGRlmxYoW8//77Z/yuOXPmyLFjx8Z6yCGF04nePceOidxzj8iWLSKVlSILFmAiczMbHpTRscHlErHbIadLl4rk5UFWOzpEZs+m4jUcAiGjhw6JfPe7Ilu3nrkcYlubyI034koI11D/43SKNDTg36WlIpdcwjV0NFBG/Yva391uBEQ0Nops2EB9dKToJZ8uF/oi+OpomZnoD5qU5H0Pa2tFLrsMWWMJCSMrmXi6sdA4Z1yMsIbabCLV1fhJS0MvbEbqg3/+E3pDZSXW3ogIkblz9R5V4DCCfIpgjVywAGXjW1pEDhxgZoEI5VPEGDJaW4ugl74+EZNJ5OBByqci1GXUCPI5VrhccHr19iKIxmTS7nNYGO4z9c3AY7hMsI0bN0pOTs7/OcBERC699FJ58803Zc2aNfLWW2/JZZddpuMIQxeXS6S+HpN4wgSRsjKRiy4SmTVLZNcuTmBiHJqbRXp6tOjwwkKRZctE9u+nwmVEWlpE4uKGlgk2caKIwyHS1QVDGSHEPyhFvasLCnpmJuab5xqqei0RogfKWdHbCyfY176GLCJPfXTvXuqjRkdlmaameq8vu3aJ5ORAH9i/H8aCyEisS5MmiTz0EAwH69aNrGTiYPijJxkZ3zgcIlddpcnIgQN6j8g4WCwwbrvdWHsPHtR7RKHJyZMi+fkoD5ydLdLaynVMRCQxERUNlHwWFek9otCkrg76mnIA1NdTPhWU0fGDOkt3d0PWZ8zAPb3wQsj/smXaff70Uy27nOeWwGIoJ9iBAwfk3XffldmzZ8s3v/lNMZlMsn79elm9erX86Ec/kr/85S8yffp0+dWvfqX3UEMSmw0HgIcfFtm8WWT7dkzuuXNFoqL0Hh0hwOWCA6y8HNmKSk4XLKDTxKg0Nw/dCWYyIcqxpgbGMkKIf1BK+4UXYp5t3Sry6KPeaygj34meNDUhWvaqq+AQaWiAQ2T7du8sRWJsbDaR+fNFsrLQDL69HUaxb38bDs6mJjgZNm0SefVVGAwuvVRzQOzYITJtmv/GU1Ex+p5kZHxz4oS3jJw4wVJGCrNZ0xOYhasfkyZhXVXrZHGx3iMyBo2N3s6XxkYYpklgsVgon4NBGR0/2Gxw+KqgmbPOEnnuOe288t57qGaUnS2yfDmCFhh4FXgM5QRbsGCBHDlyZMDXXnrppcAOhvSjrk7kpZcQreAZdfvyyyJVVSJTp+o9QkKgOFRWoqSNp5y+/z5klxiPlhaRKVOG5gQTgROsro5OMEL8icOBQ2lTE9bN+fOZYUOMhcMh8q9/IWgiN5dZisGKcjo1NaEU4ocfioSHY70R0XollJRAnwsP93ZAdHb6915nZIyvnnLE/6SlectIWpreIzIONTVwVIeH41pTw7VYD0pLvdfJ0lIa0kVw9s/L07IvQqwVkWEoK/OWz7IyyqeCMjp+qKlB2WQl68ePa/qDZ2WqlhbYvRh4pQ+GcoIR46FKz7S3axEcnpGbEyYgUnPbNr1HSkId1cempARlvFatQmRidTXkNjKSBlyj0tyMCMbhOsEIIaNHrZ0VFVDULRaRp58WWb1aW0Nzc2nUIvrhKaMpKegf5SufzFIMHgZyOvnqbMuXo/dXejoMQ57vz872rz6XkgInqmdPMEI8iY7G2VfJSHS03iMyDszwMAY5Od7rJAMFQWQk9hY1dyMj9R5RaJKV5S2fWVl6j8g4UEbHD6q0oZL1hAQE8BUVoUrVpEki//EfcAJv3w6nWGoqSoSzH23goBOMnBabDaWR8vO1CA4VufnJJyg7t22bf8uSEDIS6ushl4WFMGbs3i2yZw82nzffFFm0SO8RksEYTk8wEby3vn5sx0RIqFBfDyfCrl0i994LQ9/Jk95r6F//yohNog+qH62S0YcfFrnjDspnMKOcTlYr9vODB73v55//LPL//p/I+ecju6SkBAaEw4fRu2swJ5UK3PN0Zg3FoKB0j3CeiskgREbC2dPVhSuNlBoDlRPlehx4Jk6EA7K0FA6wiRP1HpExKC0VueQS7C3Nzcg8pt0q8EybBvlUPet4DzSsVpGvfEWT0Y8+4t8nWPDVOy0W6JJFRVpPsM5Okdtuw9nlsssQ2CWCMu67diHoq6yMZREDCX2N5LQ0NMAgVlqKg2pSEp5PSED5spwcTG4eHImeuFyIrnC5kHb8pS9BVtUmk5lJGTUyLS2IjBkq8fFQOAgho8dqxV6/Zg36fba2ahGbnmsoIXpgt8MJ0tAgct99kFFVWoTyGZyYzTjoR0Yig2TaNO/7mZEBPe6ee0T27RO57jqcN1auRPn1wRxbNhucZEuW4DrUYBn1uYULh/c5EjocPgwZvPdeXA8f1ntExiE9XbMPqFKmJPAcOoS+mI8/juuhQ3qPyBikp8NupbIyKJ/6YDKJhIWJTJ6MKzNeNGbM8JZRBhEED756Z0MDHGE2m8gNN8D51dEBffb883F/RbS9MjcXAfwqgIQEBpqFyWlRNWrz87XSM7W1WqmSJ59kLzCiPzabSGwsFKzJk0XWroXztrJSZMECZDWwfr9xaW5G49ChEhcHJYMQMnqys71rlRcWshQiMQ6lpZqMfvAB9vNHH6V8jgdSU7Gfr1sHna2zE/c6JQWOqA8/hOFARKS3F9fT9esaKCNlKFG1I/0cCR2ys3G+yM/XSnISEBmpnbnS05klpxfZ2cj+2rGDMuoJ5dMYKGeBKofIrBcNymjwMpj+mJYGvXXHDmRAFhUh2NSz7HdbG3Rg9qMNPHSCkdNSWYmD6AMPiLzwAlI1588X+dnPEJnLyUqMQEWFyPr1Iu+9J3LqFGT1s8+QzdDerkVdEGMykkywzz4bu/EQEkpMmIAmvQcO4PD105+K/OY3CHhZtAgRbYzYJHqRkSHy3/8N52xxsUhUlMhPfoJ9g/IZ3NjtMAhUViILLC5OM4qlpKBMYkMD7ntlJTL+TufwHKjX2FAY6edI6BAVBSOWKuUVFaX3iIyDzYb5Gx6Oq83GUl56MGGCt4xOmKD3iIxBXZ23fNbVUT71gMEmg8Nyu8HLYPqjb6/Z+no4xHbtgl3yuedE/vQn6LdVVexHG2joBCOnJTMTE/qllzBxDx4U6e5GSZKHHuJkJcYgIwMO2osuEpk1C70l4uNRsnPCBK1MBzEmLS3I5BsqCQnMBCPEX8THIwNj0yYEtyQkiDz4IEo70LlA9CYlReTOO9GDVsmoiiKmDhrcWCwi8+bBMGk244yhUCUTlZFsKOWBfI0OQ5WPkX6OhA4JCTCex8ZCNhlcp3G6eUwCR3y8iMOBYIKICDwmWM8pn/rDYJPBmTIF57CYGO0xCQ4G0x99dVgRTf5FUKlq0SK8n+UvAw+dYOS0+E5sFXHLjYsYiYE2IG4owUNz8/CcYCp1nBAyesxmkenTRfbu9V5D6QAjRkAdJN1ubxm1WPQeGRktKtvLX86ngYwOY/k5EjqEh+NcwbNFf/w9j8nI4Do2MJRPY8Bgk8Hh/hK8DHXdHUj+ec7WDzrBiBcuF8oYeE5QKlTEyHjKbFYWSyMFIy0tWvTTUIiPRxklQsjo4RpKjIyvXnrRRZTP8UKwGW0HOiNRFkMD3vvBCbZ5TEKLvj5cw2n11BWuE4PD/WX84y/5p6z4B24HRESQPt/QgAZ+eXlsWkmMSXe3SGOjSGmpSE6OyNSpkFU2Wg1e3G6R1lY4wXp6hvaZKVPQ+623l4caQoaCUpqtVjTrjY5Gzfn4eDarJsbA5ULN/LIyTUaTkrDnUz7HBwPpcMHU+4JrZejCez84yoag5nVKCsrxkcDC+zAwnLvGgPI5OJTR8YfnuXvGDMi62YznLJaRO68oK/6B5kMiTic2pSuuQJ8vNq0kRsThgPHkiitEjh9HPf5//pONVoOd1laRSZNETKahfyYsDJ9paOC9JuRMuFwitbXea+eOHVCenU6uoUR/XC7027n8cm8ZdbtFTpygfI4HXC7ocPPna4f34mKUYjWb+0e3WizY4z2jXfv69I2A5VoZulit3vfeauW9VzQ0iOTmYn6aTCJFRSzrpQe8DwPDuWsMKJ+DQxkdP7hcuIe9vdB3Gxqg7+7YgdfdbvQoLCrS9N/hQD3UP9AJFuK4XOjHU1qKMki5uWxaSYyHyyXS1oaN45FHECW+bh2MZbNmUWaDmZYW9PhS5SqGSkKCSE0NN35CzoTdDmfXE08g8+InP4HS3NkpMmECm1UT/bHbsb8/9BDk7447IKNdXdBNKZ/BT0sLzhpNTTj0m0x4PGEC1qLycvQGXb8e2YDFxTiTNDTAIXboEGTENwJWJHBOMa6VocuMGd73nsZbjbo6kffe0+ZqfT3/Pnqg7kNlpUh6Ou+DgnPXGCj5rK6GHYfyqUEZHT80NaHqgdUKef/hD/HvigqRiRNR9cjthhMsIgL/Ho4OSz3UP9AJFsKoqMwTJ5CWfP/9Ih0dIh98gANobi6bVhJj0NICY1hxMRSnTZtEXngBpbxaW9loNZhpbh6ZEyw+HtkthJDT09ODNdThgHL9wguYb0r5ZrNqoicuF2TzwAEY7jZsEHntNeijkyah5C3lM/gpL8dZ4/LLRR5+GIawnByR9nacN9SBfvt29H2zWrE+5eWJbNkicvQo7n9WFt6roqVXrxY5diwwZWG4VoYu4eGI5Fb3nqW4NdLSYODu7oaOMX263iMKTaZN659pSxBoUVysleGLjtZ7RKGJr3wePKj3iIxDVBScIlarSHY2HpPgpLtb02kvv1zkT38SOXwYAVwqK2zBAuybJSXQYUtKRGbPFtmz58w6LPVQ/2A4FW7jxo3y4YcfSmJiorz77rsiIrJlyxZ5/fXXJTExUURE1q9fL0uXLtVzmEGPKjty/DgWW89Naft2kVtvFXnjDUYiEH1RjtrubpELL/SW0dZWGMxcLjZaDWZaWuDQGokTrL5+bMZEyHjB5UJJhquu0tbP/HyRa64R2bVL5ORJKOJcQ4keqDKIvjpocbHIwoUif/4z9v7FiymfwY7qibBtm3a/zzpL5PnnvUu7VFYiwz8nB46GLVtEDOGvxAAAIABJREFUrr5ak48dO+Aky8nBd5aUaJ89fhxGeItlbDLC/NXYnAQfYWG4qh526jFBoI2njrF/v94jCk18SwefOEE7jgiCbHJzEVRhNsPZQAKPbxm38nKcPwh04bw8TUYPHNB7RGSkVFZqFQ8efrh/kFdenkhhocjatSLPPAN7Vn4+PqeyxE6nv1IP9Q8BrKQ+NK699lrZtm1bv+dXrlwpb731lrz11lt0gPkBmw31SKdMEfn88/4H0Ph4OMcI0RObDZtEVZW3jFZXi8yciQjiCRP0HSMZHc3NWIeG6wSLi4N8EEIGxuWCo9h3/ayqQvm5sjIo5YToRWMjooF99/eMDETEbt3KUh/jBYsFDvmyMu1+Hz+ulQESwXX+fJFXX8VBf/t2lML2lI/2dnxu61Y4yS67TPtsbCyibRkgQ/xNWBhkLC4OVzrBNJTRT0SzI5DAo8pkibBMlidWKzIwmppwtVr1HlFo4rvX00GrUV7uLaPl5XqPiAwV1Xd73z5cs7Mh34mJOM/47o1uN/Tg3/4WDnoV6HX99Qj6o/4aGAznBMvNzZXJkyf3e75vuBZSMiiqTmlDg8jtt4ucfbb3pjR3rsju3UyvJPricGBjueceZHz5GkkcDjhOaMQNblpaRCZPHlkmGJ1ghAxOayvW0JkzvdfP+Hj8OysLhmlC9MDpxM+XvtR/f9+wAXL7wQfURccLZjOMAqrHmwh6e0ZHI/Nv715E6D/1FCJlS0pEbr4ZQTK+ht2LLhL5ylcQzLdtm8jf/w6H2bp1ONtUVOj1vyTjlepqyFZnJ67V1XqPyDhkZnrP0awsfccTqpw6hTVUraWnTuk9ImOgjNIiuDLIWx8iI5HJ/cYbuKqsWtLfzpWeru94yNCx2RB8tWQJrqqE+1tvIQvM976azahk4HbDBtbZ2T9Dkow9hiuHOBivvPKKvP3223LeeefJ/fffL5MmTdJ7SEFLYyOyZ1RZpLVrEYlbXo7Uyp4eGM8YoUH0wuXCIXP+fGQKHT4Mpb65WSups3y5yC9/STkNdlpaYORyu4f3ubg4KgqEDER3N/b53l4Yk7OzYRD5/HORc8/FvCkqwn4/FiXDCDkdg8nn4cNwiJWXo2/d9OmUz/GAKr9eUQF9bfVqGMAqK2EgePRRke9+F4bziy5CFKzKuHnvPXyuqEjkiy9EzjsP39XUJJKcjIzWigoE851/vtZvgRkQxN8kJnqXqyos1HtExiE6mv1sjEBSEgJEY2K0srCE/ZaMgsmEn4kTtX8ToByElZVwlNBBGDx4lvnMzoZTq6UF/3a5UB64qgr3tbQUj9vbRZYuhV2zsBBrtyqZSAdoYAgKJ9iNN94od9xxh5hMJnnqqadk8+bN8sgjj/R7X0FBgRRSKz0tDgcm6z33IGqyshLN+To6oCx9+ctQ8EO5WaWvHOXl5cnChQvH5LtJf5TBpKhI21RWrhR57TXIaVsbDCZWa+gaOsaTjDY3IxNsuMTHixQU+H88ZPSMJ/kMNlQfxSuuEHnoIayhTU0i3/42mvNWVaEPz1j1zAkWKKP6MZh8vvYaepjMmiUydSrlc7zIp4qSNZlQwnDnTlSbSEgQefNNkfvvF1mxAsF3770HA8LkySL33ot+YcuXQ0+IixN5+21kCBYWak3BY2Lw3QcPslF4IBlPMjoUYmNxLiktRRQ3S7FrHD0qcumlMPpZrQhaTE7Wd0yhJp8isPF49tcsLtZ7RMagqgq2LacTgRJGcRCGmoza7Qgm6OjAtaVFZNo0vUdlDOrqIKPh4bjW1en/twk1+RwpqgxtTg7O2Xl50GVratArs7kZ55rdu3GtqcFapGyct98Oe9ahQ+iRZ7czwH+ojEZGTX0GrDNYU1Mjt956q7z77rvDes2XOXPmyLFjx8ZiiEGJw4EJ192NaEs1Kf/2N0RYJidDMUhLwwEylA0QgYIy6o1ygFmtiCz0bIZeUACZTUtDLV1l6KCcji1jLaM/+AHWoeHqVceOiTz9NLJbSOjCNVTD5cIa+dlnIl/7GjK9PdfQ4mKsq3obp0INyqiG0ynyj38MLp8TJsA4QgLHWMvnvn0oE2M297/nO3bg+d5enEtERD75BE6t1FRc583zlhHf5z74AEa1xYvPPBbPrLRA6ZB6/M7xhhHW0KoqZC6qTLCiIhqqFOXlMPypOVlYiBKJoYIR5FMEZWEvvVR7vHevyFe/qt94jALnrjFktKqqv5M21O7DYJSXQwdSMpqfzzU0WHC7tT6YBw+iwtqLL8Lufv312vs+/hiVEEpKsEdedZW3Lnz11dp3pKYG/v8RahgyE8zXL9fY2CjJ/2u12b17t8yePVuPYQU1nZ2Isjx2DNEvO3ZoB7KeHky2xMTQzawh+tPdjeiH2lo4utauRbZidTWyFR0OGA/UDxkftLSgNMJwiYvTomgICXVU+YXKSkSjJSSgP86OHcienTkTkexxcXqPlIQiKkOxp2dg+Zwxg1HB4xGXC/dWlXrZtEnkwAGUg0lPRwTsfffBOZ+QgM+kpODxBRfACFRUBGNZWprI3XeL3Hmnd/+EsjKRRYuGNh6VlaYMD4cOjb2xQY/fSfxPaSmySDwf04ALoqO97QrR0XqPKDTJyfEuq5WTo/eIjIHNhswMVWrOZuPc1QOr1Xvvtlp5HxTR0bB5cQ0NPsxmtGkpKoKeajJp1Sw81+Pp0+EAc7uh++bnwzGcnY3yiG+8gX+HhyN4jEFTY4vhnGB33323FBQUyMmTJ+WSSy6RO++8UwoKCuTIkSNiNptl+vTp8uCDD+o9zKCiowPNUY8exeRavVrk4YexwFosIn19+GFpB6IXDofIyZPYKCwWbCabN0MZyMnB44gIZjCMR5qbR+YEi4/HZ1XUFCGhissFB8Ldd2PdDAuD0bioCPPjN79B/0RlZCYk0DQ2ak2g09P7y+f998MBFm64UwkZDTabyKpVMO7U1iKDKzwczrCSEqxJqpTMc89pxp+SEjgc+vogJ7feiv1eBGucp2EhNxdGB9UP7HT6gGfvhqYmPB6JQ2o42V3++p1EX+hgGJzwcPxNOjtx5TquDxMmYG9lyU5vpk7tnwlGAk92tvcamp2t94iMQ0QE7F9dXZodjBgbTz1w5kyRuXNhY3/vPQT3nX221g8sLg7B/gkJWvDWyZP4XGUl9NsLLsB9P+ccBk0FAr+rKZWVlZI+io5uv/jFL/o9d911141mSCGLMox1daFMQX6+yJNPouG41YrJKoLJOX06JhshgaarCxlgTif6hOzZAwUgKQmvJSTAqOty8WA1HhlpJlhkJDJbGhqYGUhCF1XmuKRE5LHHEPTS1YX1My9P5Phx7Ptsskz0oqMD5e589/gLL8RB8Ikn0Kh+6lS9R0r8TUUFqlBERiKIye3G8x98gPI/aWm49x0dmhNUBeUlJUE3VBUq3G5NL9y/X+ufoAL71Hs89QFfZ5WnI8NiEcnKGtn/azjZXcrJp97LihvBCR0Mg6P6m3R24sqMXn2oqMAaaDKJ1NfD4cPywgisKCyE7Ss7m1k2ehEZCQekug88l2j09sKe0dOD6/Tpeo+InAlPPdBigWxv24bz+KxZ0GXNZpHZs7E32u3QIcrKoLs6HNBno6NFvvlN2DuLiuAcE2HQ1Fjj9/j5jRs3yte+9jVZv369vPrqq0Fb33M8YLdjghUVQRl64AGRe+7B5Dv7bPTTcbsxOadPZzYFCTzd3VjkL78cG0NDA6KGVQRwZCTk0uViFth4pbl55MaE5GSREyf8Ox5CggWnExk2c+eK3HAD1tCVK2FQPnoU75k0CUZok0nfsZLQpKMDgQ4D7fG9vVj73W4EulAHHX9kZIg88wx6wC1Zgt6fp05Bv1u7Fj0w5s2Drud2wwhQUoJSMdu3i7z+OpxaBw6IvPkmnrvrLnz3mjVw9O/ciUbjCQlY92prNWebMlIsWYJrb6/I4cPouaCMcZ7vHyoDZXd54nLhe/ftg2Pv0CH0Ojt0iEE7wYraQydNwpXrlYbVirl40024Wq16jyg0sVhE/v3fRW67DVeLRe8RGQO1VquzJkvp64PS8yZMwJWBzRo1NdBDurpwranRe0TkTCg9MC9PZNcu6H25uQjsa25GhpfJJHLeeQicuekm6L7Z2Ti7T5ggMnky9F23W8sQO3gQujGDpsYWv6twr7zyimzfvl1uuukmOXXqlKxdu1by8vL8/WvIGVCRt4WF8DYnJYm89BIm1VlnIfvrxRdxTUigMk8CT1cXjLMVFchWSE/XGipfdhlSgm+5BRvC1KlUlsYrLS0jd4IlJmINIyQU6epCNkVTE4Je0tKwXl50EQzEfX1a9gQzvUmg6ehAnfvy8sH3eNX/ifI5PrFYtOyQvDyUiWlpwTp15AicoQ0NcJB+61swIGRmauvYpk1w9jc3I3Owu1tk61bNaabWtwsuwPu/+lX8u74ev9/TWZWVhSjrsjLoDqtWiXz5y9r7PR1Xvo4x39dUdpfIwIYKT+fbuefiucWLEdHL81Zw0tHh7ehpb9d7RMZhxgytzFNCAvv86EVrK6r+PP88rqdO6T0iYxATg/3h+9/HNSZG7xGFJl1d2OOvuQbXzk69R2QcEhNFli2DjC5bxgzOYCAjAzruli0i3/42grUyM6GjnjyJ15UO6naLHDuGKgZXXYXkk2XLROrqoJOKQJfMykIg2Ouvi3z+Ob5/ML2UjA6/m5WLiorkwIEDUlRUJG1tbXLJJZdIbm6uv38NOQ3d3VB8SkthFNu0CdGT1dXapqOiMehhJnrgcEBGHQ4YBRISRNatQ2Pljg5sAq2tiJTIzqbRYLzidEIpjorCujVcEhOxrhESaqhenxMnaqW2Nm1CdkN5OaLObDYY6wgJNA4HauL39Ay+x5tMKJvF/X184nLBuTRhgmYouPpqOLQKC71LBKalaT0+S0ogJ5WVIvPnQz6+/nW8749/xGeefBKOM9WLobERzjQR7xIyylnV3IyMtAsv1H7n9u0ozdnUhMwVpxNnpIFKHPqWP/z8c7zu2RPME/YBG39YrZBn5WC1WunsUURFYc6q+RAVpfeIQpOEBBhVW1ux7rCkGoiIQACGkk/2W9IHq1Xbp9VjrqEgKgo6CdfQ4CElBXrg0aNaoN+zz4osWKDpuaq0t9Id09Px79JS6JHr1uG+d3TAgbZ6tcju3ZoO2tAw9NLbZHj43Qm2YsUKOffcc2Xt2rWydOlSiWTB14CiyiNdfbXIO++g3MjDD8NQnJeHbBqzGQrAwYMsy0ECj8sFGbXbESmRmKgdnkRQRzc8HJmMlNHxTUsLmoX29Y3s80lJLBlAQo+uLqydVqvIj38Mx1dxMQzJa9ciy3vXLmTbEKIHdjv2+hMnROLjB97jVb18Mj5pbETU66OPiuzdi8fKMXT77chU+OwzOLpWrdKyuiZNQrR+QoLI229DB9y7F0ahlhY8vvlmvH/WLETRzpiBkpvKeKAC/JSRoqZGy0gTwbW6Gr9DBFeVVate93Rc+Tq1Sku1zK6BYB+w8Ud2tvc9zc7We0TGoa4O81FlaNbVsS+YHqgsAYcDV5dLv7EYEZok9YVr6OBwDQ0+VM/F7Gy0Fvqv/xK57z7Id3Iy9MbHH4eTq7ISrQtuuw1nn6wsrTLGsmU4wx8/Dh1WRNNBw8MZUDVW+N0Jlp+fL8XFxbJ//375wx/+IGazWebOnSs/+tGP/P2riA8uF8ozlJaKfPEFInA3b8aEyclB9tf69ZiQ551H4wPRh4YGbAZ1dZDLu+6CozY6Wuv75XCgbx2jtcY3o3WCJSZCjggJFTo7kWFTWQmnl9WKMgzPPYfMsN/+Fsbir32NAQQk8DidcIA5nXBwnHOOFowVHY2MILMZmb884I9vVPPvsjI4uo4f1wxgqvxLerrIz36G6NkTJ2AYuPdevP+ZZ7TKFV1d+HdUFF5TRrQdO0QuvhhOrOJilEf2zMwym2EwSE3Fa54GuNxcONlSU3F2mjQJ8tnXhyxFT8fVcJ1ayvk2WKYYCT5aW7U+ctnZeMwsBpCQgH5/bjfmXEGB3iMKTXp7UWpLrVP79+s9ImPg2xOXPXL14dQp7zWU5To14uMR/KPW0Px8vUdEhkJjI2xZW7cikys8HGuv3Q7dT5X2njUL/Wvvvx+65gMPwDnW3g69t70d++hAeiYDqsYGvzvBJk+eLDNmzJC6ujqpr6+XgwcPSm9vr79/DfHB5cIk7O2FYyEhQWTFChwip0/H4+5ukcceQ5QBHWBED5xOGG+nToUx4957YRyrrYVBQmUphofTARYKNDdD8RuNE+zQIf+OiRCjokrMlZfDgdDZqWXYuN2IRGttxfrKevJED2w21LK/8EI4FLq6EIxVWYmDXng43nPOOezzOd7JyMC9LypC5qrdrpXDnDlT5J57RN58E+eTO+/EmhUWhmjaqCgYDjxLFy5bhr4Izc34fhUVm5CA5+rrIXf19SIffwwj27RpmpzZ7VpEbk4O9M3wcPw0NIi8/DKicq1WGCwsFu3/MlynlqfzjYwPpkxBRZUpU7DPFhbqPSLjEB7uXcqLa7s+VFV5Zw2ooIBQRzm9lO2LTjB9mDyZa+hgREd7r6HR0XqPKLRxuXBW8dT5BrKdOxyouqJ01cJC3EebDXpsUREcYVlZIrfeKvLIIwhUaGjA+3btwvdccgmywFRpxJwcvMdiQdnEY8cQdBMerjlKyejwu5py2WWXSVZWlixYsEC+853vyObNm1kSMQC0t2MiHj+OJswq0iIpCfVIXS6R2Fg4ydiAnOhBdzcMuKmpuMbEIPq3uhqGi9hYkWuvFXnpJdYxDxVaWqAMj6YcIjPBSCjgcmEN7euDMq7K3MTFwdCbnAyn2IQJDCAg+tDRAdlbvhxyesstIr/8JWTU6UTAQ2cnrjSSjn9SUlAa5v330dPL6RRZsgSlDTs6UCZx3ToYB8xmOExXrRL53e9Q0cLTmFtZiYN/TQ0cVMeOaVGxOTnoN9bZCQfYqlVaWcTiYi1bJzERwVYiMDTMnasZLoqLMZbBeoLRqUWcThi4Skshc06n3iMyDmFhuCpzj3pMAgvLsA5MRIQWlGOxUEfWi/Z2ZDipTLD2dr1HZBzCwjBnOztx5RqqL759YAfrxVVd7a2rNjXhfON04pze2Qmd9Qc/EPn5z2H3Uo6xuDiRNWtQDaG3F5999lmcm3Jzoc8q/XTtWui9CQnsC+Yv/H4M3b17t5jpngwo3d1IKc7NRePPn/8cEZYTJuDgpvouTJ5MwwPRh+5upAz39WHBf/FFKKP19chaMJmwYfzud3CAcQkJDfzRE8xm8++YCDEaTicyHXp6EBkWE4Pno6Ig/+npODD19SHjIi1N3/GS0EPpob290EX/8Q+RF17AQS8nBz/t7ZDhtjaWEQsFzGZkIlx5JUoYZmfDAGa3wyF15Agc+O3tIv/xHyJ/+5vIRx+J/POfIuef37904aWXImjmtdcga0lJMDK88kr/rLE9e/DYatVkzW7HGclmgwx6Gi7q6hBIyN4LZDAiIiBn6elwyrJclYYqAaUMuLQ16ENEBLJtKyshp3T2AKcTurPSobmu68PEicwEOxOcs8bAtw/sYPqgZ587iwU2zQULENz18ssIDGlrw3lIVRlwOtEbTDm1zj0X75s0CS2LGhuxTqnfbbVqerPdTt3UX/jd1NzQ0CB33HGHLFq0SBYtWiR33nmn1NfX+/vXkP+lowOG5JISTJh161AGsawMClBjIw6ijLwleuFyYRH/9rcRQblzp8h118GI0dcHZ21UFKJ8w8PpAAslmpvhnFfNnIdLXBzkiBG5ZDzT3Ix19F//gvK7ciX2/i++gMMrKgqRZA0NUKgJCSTd3ZqMKl30pps0h63JhEjGsDD0qvMsM0fGN7Nm4TyijAjl5XA25eSI3HwznGNffAHHlNUqcuAAqgIomXnzTZEPPoCMrVuHPf/kSWQ42GzY+48e9TZW1NbCKHH55TBQ7NuH51JTUVJx1SoYG5KSoG+edRbWUWXMEMF1xoyR6yZk/GGzifz1rwgy/etfGYDlydGjmNOrV+N69KjeIwpNSkrgZFizBteSEr1HZAxqarCWd3RoGcUk8DQ2irzzDtpgvPMOHhPwxRdYO7//fVy/+ELvEYU2KqtW5PRZtSkp6L349tvI8DpxAueh3/8eJS0vvBDl36++Gk7grCyR73wHr+/ejc92dqKP5m9+Az25uxsO4rw8/O6cHAR3Pfssns/JCdAfYZzjd7fIhg0bZNmyZfLrX/9aRETeeecd2bBhg/zud7/z968KeTo7EUlRUICDpKpFumwZDo8lJTiArlmDUiH0GpNA43Dgp7wcsqmMDPn5qIl74ACMHb29UEzZPDy0GG05xLAwOPhra9FjZCyprIRht7RUZMMGGORYV56MNR0dCA44fhzOA7PZu9HuBx8gunXTJjgcWO6YBBKnE7poXx/2ebXHe+qiMTE4BLa348DHfX784ds/wWKBE7S8HAf2yy8XeeIJVABISYEzS2VupadjXZs1C2vZ448jcvaRR5D19dhjkKO0NBjZH35Yq3xx9dWQNc+ssQsuwLkoPFxk3jzvcjYHD2KMM2aIfPYZxlNVhf+D6t/g+bteeonySsDUqZA71Y+jqEjvERmHGTMwp1WZUmb66kNmJgKh1JqXman3iIwB564xsFiQJaPuw4EDeo/IOGRne6+h2dl6jyi0GWofWLMZWVz33Yez0Ecf4bwzeTICu1SA1hdf4L7GxWnno127kNkVHo55sWMH7Frz5mEd378f3x0eDpuppy5LRo/fnWDNzc1y3XXX/d/ja6+9Vn7/+9/7+9eEPE4noiFLSnBYe/JJrQ/YrFnIjsjMxKR76y1ErtEJRgLNyZNwcKWmYuF/4AHIaXk5oiFUScSHHxb56U9pbAg1mpvhBBsNSUmIvBlLJ1hHB5qW3nKLyB13wAkWHw+nGCFjRUcHAl36+rCG3nYbaoXn52uO34gIRFOed57eoyWhSHc35PSqq+CU8NVF29vhIElP13ukZCzx7Z9QXIwo1vh4BOG98AKMkM3NcD7t2IFofPWZ/ftFnnlG5Pbbsb/OnAnjwu234/VHH4Xzf/t2rT9YZSX0S7sdRgGrFZUFvvMdfPaRR/qXs1m8WDsL1dYiSleNef9+vGfNGhig/vu/kdGiArRYpSC0iY6G8Ur1s4mO1ntExkGV4VMGQ5b00oeYGKy9ZWU4Y8fG6j0iYxAZ6T13Ve86EliiozX9MDtbK+1OIJOefxvKqL6oPrBTp0K/zc/XnGG+umBKCgJSHQ7ooHv24N/Tp2sBWgkJeO7AAS0Qq6cH1dseewzfc+qUVimjqQkBWhdfjGoGLNXtf/yu0sfFxcnbb78tLpdLXC6XvP322xIXF+fvXxPytLXhAJiWhgjwFSug+Jx9NowOkybBc/z1r7M5KtGHjg5kyhw/DmfXjh2IfGhuRpSEzQaHQnQ0onMpo6GH3T56J1hiItbCsWTzZhj0vvY1KEQbNoj86EdwUBAyFnR3I6pMZYF1dUEOjx3D82lpWF+vvJIlEIk+dHRALktL4Szo6EApl+JiHOS6u3EgZCnu8Y9v/4T6ejhFn34a+t6JE3je7UY5V4sFEa8NDXB+2WzIACspQcmYkycRDfuVr8DBumULdMfqahh3zWYtg8xigUHAbIZO+fTTInfdhUDA05WzqanBd6oxHzgAp53ZDAfY1VeLfPWrcNSxqj9RJf9uvx3XY8f0HpHxoOFWX1T51rAw78ehjtOJNd7zSgKPywWZDAvD1eXSe0TGgTJqTFSA15Il/XVBlwvBVPn5CFa98044utrb4dCKjsZ5aO9eBHCtWIHgwMxMkWuugW6s2hclJkL3PX4c+qpnRvXpSjOqMaiy31zzh47fnWCPPPKIvP/++7JkyRL58pe/LDt37pRHH310yJ/fuHGjLF68WK655pr/e661tVVuueUWufLKK2XVqlXS1tbm72EHFR0d+ImIwGTbvBlG4KwsTML4eGwwUVFIyzx0iBk2JLA4HDAuVFVBLu+6CwtzdDQW8MZGLNwvvgg5PniQMhqK2O1IGR8NSUkwjI0Vra2o03zHHTDqikCJmT8fzxPib9QhqLt74DU0Lg4RvlFRUKy5dpJA09XlvccnJKDXkojItGk4zE2Zgivlc/zjeUi3WHDP77oLclFTg/VKvW614oySloazzO23o7xwQgIMATfdBNnydKpVVmLfzc2F7lhYiChyT90xPR178tVXi1x/vcgPfoDI6jffxPvCw2EosNlgLPDtu5CeLnLrrXiuvb1/5C0JbTIytHJVcXFjX4I7mPCNjGfWpD50d+NscvHFuHZ26j0iY6Ccgj093o9JYOnpwR6+dCmuDofeIzIOlFFj4hvgpXRB5XxSDrL582GPP3ECuubEiSJ1dVqv7mXLoFtOnozXf/97kddfR4JATAyumzZp5bw/+ghBhCJaacZPPkElBRHN6WW3D+6kI6fH72rK9OnT5bnnnpP8/Hz59NNP5ZlnnpGdO3cO+fPXXnutbNu2zeu5559/XhYtWiQ7d+6UhQsXytatW/097KBBOcBKS3FwdLuhjKemwvkVEQGlp6wMh0lV+oMKKQkU3d1wHJw4gc3igQdQCqetTWTuXCzqkybhvWlpeI4yGprY7ZosjJTERCgCY8XLL4tcdll/+bz+ekSnM5KN+BOnE0pzff3ga2hMDNbZhgaunSTwOByIcvSUz6IiHAAtFmRJhIdDD1CZNWR843lI//xzPPfoo5CVigqcV7ZvF3njDZQdPHpUMxq43bgWFCCT5PhxRMB6Rr4uWCDyxz+KLF8OJ5nZjBKwnuvftGk4/yiDxe7dKL29eDHec+65MA5XV8NYsHQpssxeew0GiHXrcLZqaoKhYihN0f0JI3qNjc2myfD27XhMQHW1Jq9u99gGppHBUeuXCK6lpfqOxyg0N2v9eJKStAxgElg8eyQ1NeExAXa7t4za7XpnSlQhAAAgAElEQVSPKPjxh041WBZWYyPOPZ7yXFamvf7ZZ3CCqRLb772n6b9VVRhLZCSudXWofvD44wjAOngQtjFV5UWVZly8GP8nT6dXZ6d3RQMGbA2dgBxNX3rppSG/Nzc3Vyb7pAbs2bNHvvWtb4mIyLe+9S354IMP/Dm8oMHlEmlpEXnwQRgZysowAa65Bs4EsxlGhx//mM1QiX40NUFGZ87EZvDee5DXTZuQqdjbK/Lss5BZEtrY7YiWGQ1j7QR74QU4vHxLE8yejbH//e9j97tJ6GGzwcgbETH4GtrVJbJwIcsgksDjcuHwN9geL4K18he/YD+SUMLzkN7VBQfXXXfhuYwMnFcuuggyYjIhSzAhAY3Bly3DPt7Sgj7Gc+bAAHDwoMjHHyN6NiICPRE//RSZOAMd9MPD0UvD02AxezZKGKto3sTE/pG9NTXo3fDkk3CGqb5kxcVw6gWqmsbpyu4Q/Zk6FbJ66624Tp2q94iMQ0oK/ia33IIrs3/1ISfHe/3LydF3PEZh8mTsP6tX4zraCiRkZPjuz9nZ+o7HSEyZ4i2jo20VQfyjU3kGeHnqgmVlsGN6ynNuLpxatbV4bdq0/vpvWBh+PPfLhATYk8xmlOC+9lro0A0N/cfjq79WVaFKghoDW8sMnYBU6u/r6xvV55ubmyXpf6UsOTlZmkMwhMPhQOR3X5/IdddhshQXI8onJwclkh57DIe3J56gAkoCj8uFCAZPGQ0PhwGjuhqO2eeeQ4maO+6gjBI4wUZrKE1KEvnHP/wzHl9KSqCEZGUNXFbkq18VefVV9AojZLR0dEAJfvFFGIQnTIARWa2hGRlQnm029K/hGkoCidOp7fHXX99fPjMzkaVYVSVy772Uz1DFakVk6tNPw7G0YYO3jERGQm5URGx6OpxcR4+iNOHu3YiinTULGTePPw4jwY4deD0hAcaz2lpkeqWnQ5ewWPBz6BAMBaqJuYgWzWu3a/9uasI1MxPvs1hgJHnqKe2zqidDIBio7A6bnxuH6GjIsdUK+YuO1ntExiEqClHxyiYRFaX3iEKTsDBv2xD7cYLoaPTt4dzVl74+b/kkGhMmYH9RfxtVCo+MHH/oVCrAy/dzGRnogfzBB8jimjkTemxPD85KWVlaDzyl62ZmoqJLaioqH1RVwdm5fDkcZfn53lldx49rfW9VxQNf/TU7Gz3HfHVecmYCsj2aTCZDf5/RcbmQ4eVwwMvc1wcP8QsvYAL09cFgtnIlssB+/WuWnyGBx26HjF5xBRbuyy4T2bYNRrOZM+FE+P734fRITtZ7tERvenuhDERHa722RkJS0thFTL/1FvqLqBrdvnzlK2iE6nZzzSWjw+mE8tvcjDW0oUHkyiuxhtrtmqHYYkF0GSGBxmaDvum7xzc34/AVGYkDXWKi3iMlepKdjQysykoEPc2bh/1xxw6thNzVV+OanIznFyzAPp6UhMeXXw5nV1ERHGlNTdAh9+2DPqnKGypDwPbt+D0HDw5ssEhJgfGtqAgG+j17cK7KztaMBoMZOwKFr3GDEb3GoqcH90b17KSxScPhQBbol74kcvgw5ikJPC4XMg7S07H+5ufrPSJj0NuLOety4crgAn0wmRDIMmUK9t/CQr1HZBx6enDuM5m0UvdkdIylTpWSIvLSS7hvy5fDwV5YiEoura2octDVJXLzzbB17dsHPbehAef4oiLonPPmaWUaa2uRBfbGGxhvbCwy2JReq36vb6CX0l3J8PCbE2zevHkDOqf6+vrEMcrOh4mJidLU1CRJSUnS2NgoCYPUACooKJDCcbii2u2I7qmrQ9mZykooOPX18Co7HDBCmM1wgFExHx2+cpSXlycLFy4ck+8eT4SHI5PhoYcgn6q/wpe+BBl1u5EdRgPZ6BkPMtrSAkV4lInCkpyMtbGvD8qjP3n7bZRg6u0d+PXUVJRt2r8f5ekIGA/yGWgcDhzQ7Xbs8+vWiezcCWfDOedAvj2jwcjooIwOD4cDP2Zz/z1+3z6RFSvgtGDkuX8IZvmcNg3ZXG43MrUaGrBPV1XhdYdDK/PS0AAZUnusitZNSNB6hmRnY13MzIT8lZVh783KwnuamnAucrsHj/Q1m/H716zRIm0//dRYhoOBjBtGJphldCRYrcj+T0iADP397yijSaCDv/mmt30ikFmUAxFq8imCtbS2VisRX1qq/30wAlVVOB92d2s964wQTBZqMmq1Ym1QgatWK+VToWS0rQ3ODyPIaLDL51jqVGYzfg4dQonuK66AffP99zVddMYMre+9qiwkgmtJCXRbpesmJSH775e/RLWsSZNQ3a2hwVuv1TtYy2iMRkZNfaOtVTgGVFdXy2233SbvvvuuiIg88cQTMmXKFFmzZo08//zzcurUKbnnnnvO+D1z5syRY8eOjfVwxxyrFYtjdjYywNRkKS5G5O3LL4vceCMnRDAyXmTU6cSGnZenyeeOHTDaRkZiY09KogE3GBkrGT16FP0Mf//7wTOthsq//zsMY6o2sz9ob4fC9MEHp89U27JF5OyzRX7+c//9bjJ0xssaWl2NiDDPzIZlyxAtFhvL/l/BzHiQ0ZoaHOw8dVC1x5tM6I8TEaH3KMlIGCv5dLthFL/wQjgNPO0dV12lyVFREXTHhgZNrlTZQ5W9lZ4OGfNcIz3fp9ZLz4hZX2prEVWrPn/oEM9NwYIR1lDfPfrgQfY2VlRV9bdPhJJx2wjyKcL7MBj8uxhDRnkfBifU/zZGkM/hsm8fzj3LliF4Vdk4PfXbHTuQJX38OKq5eeq9bW0IClOOz3XrRO6/H9m88+dr1RGoq44NhovZvPvuu6WgoEBOnjwpl1xyidx5552yZs0a+c///E/5y1/+ItOnT5df/epXeg8zIKhoyZYW1MYvLfWubXrihEh8PBxgRo8YJOMTpxPlbSIjcUD0lM/OTizqvb0wUtABRjyx2yEX/gjDSElBJI4/nWCffAKDh8t1+vfl5or89a90gpHh43RCyT15UstoEMG1owNGtilT2F+D6IfTCR20vFwrJSSi7fFxcdj/6QAjvpjNKHe8YwciWSdNEpk8GTqhZz+wnh6UjrHbcdYJC0Mm2axZiIydNg0ZN1Zrf/nbtw/GAbsd6+XpzkLBlmlFjEV0NAyT7CvUnxMn+tsnQsmAaxQcDu+eS6MsxDRuoHwag5gYb/mMidF7RMaBMhp8qL5gO3YgcFq1LvI9y3/4YX/Zj4oSaWxEcNejjyKTOiEBNqXkZPT9pq46thjOCfaLX/xiwOdfeumlwA5EZ5xOTI7582Egq6lB6Q/P2qYzZ3KBJPrhcsEB9uMfozzSzJn95bOjgzJKBsZuhxPfX04wq1VkyZLRf5fiww9R4nCwUoiKCy4Q+a//QrYYjSJkONhsiBi75BJEf3munzk5MBjHxuo9ShKqqD1+40aRhx+GM8xTRjMzcbBjCUQiosmLOrhbLDjoWyzYH2NiRDZvRp+wykqRuXNF7r5b5M9/1iJme3oQNav6bB44gGwvsxnP+fZ3mD4drw1Fz2QZGTIanE4Eprrd7Nniy0DnPxJ4oqLYE2wg2G/RGPT2Yu3s68OV5WQ1KKPBh+oLVlGB85Dqeet7Tjp6FE7Nn/1M5IUXRL7+dQRuz58v8uKLKIG4fr13j6+pU7Xy3+p3MZnAv/DoakBUX5Dycs2b/OMfwwihoiczM+kZJvrS0gJF5tZbkQX24otI7y0vR5RkVBScHIQMhL+dYOXlo/8eTz78EHWZzzS+mBgc+PPz4cwgZCioDMN33oETwen0jhLr6UEWBCF6ofb4738fshgWhpJ21dXaIY/lwIjCZtPKDarG3/Pnwyj7zDMoB3PXXTAGnHceZOqJJ9BUPC0NDrI779T6Joho/b9EsM+r8ohpaSKrVsEAQWcECQT19XCAdXQgq7G+Xv+eLUYhKgrzUmXJMXtdH6KikB3L++BNQwNK5tbWYr9oaKDuogcqkKqzE9eWFtoyFW1t3mtoW5veIyJnwjOwyu1GVQyn07vSwYQJ6OtdWIiKQceOiRw+jM/n54t88QXWosWLvb/bU59mScSxgU4wA2KzIQssNVUzNLz3nshPf4pMg0WLGHlL9KerCwaOsDCRggLI6CuvIGr3tddgBCFkMPzpBJs6FZE4/qK9HUpKZiYUmjNxzjkiH31EJxgZOjYbfm66CZm0Z50lcvHFWgTv/v2M+iL64XJpe7zJhP192jTIa1kZDnwHD+o9SmIkKiq0wL2+PhhzmptxdlG9LiwWlD7MyUEpzc8+Q8+wkhKRJ5/EmucZRRsbC2dDaipeq6oSWbMG36uaj9MwQAJBfDyqA6gsxYICvUdkPBi4oy9uN67qPvjjfDUeSEyEbULNXc/+lCRwxMQgKGbKFJSO+/RTvUdkHGJjsb+ovw33l+DBswpCVhacYWvXQk999lmROXPw/KlTKPPtqeNmZ2N98sVTn25qoq47FtCVYkBqamAEmzNHq6WfkYEFko4FYhRUjzqzGRErO3YgQjwtDRsAIaejqQlGMH8c0qZNQw8Rf6H6gQ2V886jMk+GR2Ul9vrjx+H4Wr8eveXq6iB7jI4kemK3wzGh9niTCc6HLVugk+bmUkaJN57lfEwmHO5nz8Zapw7zDQ3QHePi8Nzx4yj7unEjoqC/+lVkexUWYl28/XaRp57SDv+qRJAqjciSQSRQREQgm0SdydkHUePYMZFLL8Wct1pF9u6lvUIPnE5vZ09Rkd4jMgZhYZi7lZXYV8LC9B5RaBIRgYAqrqH9MZvxt1F2NAZBBg++WVv792NPFMG9vOsukW3bYCtdvlyz7c+fj7Xabu9f0pvlMcceTjED4XIhVTs5GcJ+112YHNHRmADV1XqPkBCNnBzIpdsNWbVY8HjaNFwJOR12u/+cYCkpiBD3Fx99hGi1M/UDU5x7Lg6bjLokQyUlBft8QoLIunUoBdbdDQOG6nNDiF6UlMCgqfb4TZtEnn8eZWwWLaKMkv6kpKBkyyefIEtw2jSRPXtEFizQdEJ1mG9u1qJgT51CWZjeXgSzWK3ICrvoImQdeh7+PX/HoUODO2LVeWrfPlxVhgQho4VBfv3JzIQ+f+wYrpmZeo8oNKmoQKBBUxOu/qyQEcwop5eqokQnmD4op5daQ+kE01AyqfRqymjw4Ju1VVWFjC91dnrhBVR4mzkTZ6u8PDwfHo4KQgMFjChd9x//QGBYQwN1WX/DTDCD4HTCkzxvHlIm/+d/YHA4cQKTZu1a9FwiRC8cDpGTJ+GMtVgQvVtcrBnLnngC0byMDidDwW5HFIw/mDYNculy+Udx/Phj9LobqlPLYoHiWlKCyHdCBsLhgMH3s89Q/jAmBsbf6mqU9LRYaGAj+uG5x6enizz+uNajYNYsyKdvtCIhCs9m3lVVOOBbLCjtU1yMvp0zZ2KN+/hj797Gvo3EX38dUfu+/Y89ezCcDvZTIP7GV7ekkVJD9esrK4MNg+dAfVCBK56ltgjKQ1osKPFssbBsp15Mnoy/f08PrnFxeo/IOISHe/dLY9ub4ME3ays7G9nQSudta8OeGB/v3fvb4UCg1kBOMKXrms3QZRsaqMv6G8ZxGgCHAxNHlZ4pLIQh9dQplEQ8dQoOMCqVRC+6u7EAHzkCOYyORs+k735XO/yobDBChoLdjubi/iAmBsp0efnov8vpFPnnP3GQHyomE0oifvTR6H8/GX+4XCh9WFiIfnPnngsjcUcHmuImJmLvpwOM6IXDoe3xqamQxxUr4ASbNg3rdVSU3qMkRqepCQd+1aezrg5rXEMDsl1//GNkfJlMWBf/9S8Yezyzu2bMwM9FF+E7Dx0afgTsQP0UCBkNSgbDw3GtrdV7RMZB9c5VRm2XS7+xhDLR0TiP//3vuMbG6j0iY3D4MOxqDz+M6+HDeo8oNOnqwlWtD93d+o3FaNTUQE/q6cG1pkbvEZGh4luhQFXQiIqCvjtpEpxZjY1wgJ1zDmz+bW0iq1fjfnuiKhns34/3qdepy/oX+pl1xunEpCgqQhaY8iQnJCBiIiWFzi+iP83NIg89hIzEwkL0A8nIgMHsS19ClPjevSyPRIaO3Y41zl+kpYl8/jmia0bD4cOI3DGZhve5c86BArR69eh+Pxl/2GwiN96IEnJ3340Mh6wsrKOqd8PBg3qPkoQyjY0iW7eKfPObyE7MzaV8kuHT1QVDbF6eyDvvQIbCwhAZ++yzMAbceqvIBx9g/9++HTrkwYMiixd7f1dzM85ILS04E7W0DNxAfCDYT4H4m+Rk7zWR/ZY0Tp3C36WlBY6w1lYGRepBdzf28ogIXMPDRaZM0XtU+jNzpsjEiejFw/1AP9rboRvEx2OtKCz0rx0gmElKQulotb8cOKD3iMhQ8a1QUFuLc/+JE1iLIyKw/lx4ISoMmUyQ/YceEvn5z+Hw9MzuamzUKsP96U/UZccKOsF0pKMDh7z58yHcl1/unSYZE6P3CEmo09kJpcXlErn/figvaiH+5z9xCKypwaJMZy0ZDna7f0tSzJiBiPNvfGN031NQgDV5qP3AFOeeK/L006P73WT80dGB9fOhh7BOeu73RUXICOP6SfTC6YSM9vWJrFql7fGUTzJcXC4c7ktL0eC9txfZ0TExcPzHxcEhtmGDyHPPifzud3je7UbJTbsdxrHycuznYWFwOiids7gYrw8l2EpF5lZUUH6Jf2hrg+FKlfxra9N7RMbB6fSeqwya0IewMAQKVFXhypKdICwMDjC1HzBgVx9aWxFkVVWFPf7UKb1HZBzCwxEUpGSU5RCNj8sFZ5ennmk2o7LGhg3IPC0rw97ocEAvrqxE0LTbLXLzzfhMezscZ729cJylpSGb1+lEYPX27ShTn5tLXdafcIrphNOJzaCoSCvZsXs3Dm3z5mHSnHWWvmMkpLUVi/IVV8CI61leRh0EfaN3CTkTfX0weMXGQjHwB2lpaMo9WgoLUdpwuOVcsrNhvOvsZL15Ajo7Ee04fz6Mw1u3eu/3J06IfPnL+o6RhDbt7fjx3eN378bB7uKLdR0eCSJsNm9D+Gef4awzb5723IED6DsXE4PDfW0tjAbTp8NQ+YMfwNk1Z47Igw9665wlJSgZO3Xqmccy1N5hhAyV5GRk2kRGav3vCCgv956r5eXQyUlgcbvx97fZsMZOn673iIyB1SpyySXIKG5uFvnwQ+4NepCYqGXJUD69KSnpL6N0eBgb1Xu2uVnkuutEfvELOLmmTxf55S9FLrtMZPly2ABqayH/OTnQITyTCoqKUDr86qu1TLFdu+Ak3r1bZM8eyMXbb7Mvsz+hE0wnWlqwKaeleac5nn8+IqgWLBh62Q9CxoKODijURUUix4+LpKd7y2pWFg+BZGS0tyM93J/ReDNmoPzSaCkoQEmw4RIZiUigoiKRpUtHPw4S3DidMJgp45DZ3H+/H07fOUL8TWcnytcNtsfzsEWGg9WqGcJPnkQAla9x/MQJHPJFEGgSE4Mo1+98B4FVRUX4SU+HAci32fjx49Q7iT50d2uZ3Mx28mbGDO4dRsDhELnqKu0+7N+v94iMwYwZMCJTPvWF8jk4lNHgo6IC5/jt22Gz99QPDhxA5ldSEoLDmpsRZH3TTf2TCqxW2JBUplh6Op7PzNT2VRGWQvQ3dILpQHc3PMIzZoisWeOd5mizIWpy6lSmaxP9cDhgxCgshOE2IUFk3TqUE+jowKI/bRpllIwMux0Kw3Aa3Z+J9HREUo2G1lYoIFOnjqxh75w5Ip9+SicYQaCL04loU6XEbtqELAeW6CJ6092NvVwFY/nu8RYLM1rJ8PA0hOfl4Vzj6/hPTRW5/nrs/fv3oyzS1VdrukBxMTJmN29GXwRVIj4rS+TJJ0Xuu09k3z7v0jOEBIKKCmY7DUZEhHe5uYgIvUcUmlRVecuoKmcc6kRFectnVJTeIwpNKiu95bOykvKp4BoaHDidIvX1ODtlZ4u8/DLacHg6tpqbodOuWKE9n5yMeztQwGF2Nj7nWUmhqAgll/fvh8+ANgP/QydYgHG5kAWRlIR0x82bMSlycrSSIHSAEb1pb4dDIS0NhlvlqLVYEK2QmEgZJSPHbofR1Z9OsKlTkdnQ2AhlYyQUFSG1fbilEBWzZ7NZOkEQQU8PlNdZs7wPNuHhKHXMNZTohcuFw1VXF5wSt92m7fHJyXBm9PZCTyVkqPgacSyW/r1YurpwyHe7YQCzWLyjn9PS0EdBRYtbLNhTCwtF7rkHfet278Z7Dx3qX9JqsB4Nw8Ef30HGH8x2GhyTCdfISO/HJLBkZHjLKB0MoK4Oe05kJK51dQjkJYElK4vVMM6EWkOJMamv98742r8fgVqejq3ZsxGA4OnwstuxHvsGHGZmwnbV0ODtIK6oENmyReTXvx647Qz11NFDJ1iAaWsTOXoUXl9lAI6MhMFBZOhNnwkZKxwOkSNHIKOrVsEgoTIVGxvR0JENO8loUE4wVRbJH5hMkNn9+xFZPhIKCpCJO1In2Jw5Im++ObLPkvGBy4WMQhUlftddWEOjo7XsmthY7vNEP06exAGtvR3rsGcwVkSEyOTJkFdChoOKXFZGnLg4OL0sFhgOkpLQB8ztxr8zMxFsVVSklYC59170UFDGgIYGRNxedBEO/Lt343llJPB1gqkeDcpAMZCj7Ez44zvI+IOR+oOjnF7qbEgnmD40NSGgxbOkFp212IMWLMDeYzajVBkJPDExyO5WWTQxMXqPiJDh4Vn2W2UzZmdrjq22NpEpU3C28nV4paZi7TlxAmesZ54R+dnP8F2+AQwzZ8IBNlj2F/XU0RNUpuxLL71UJk6cKGazWcLDw+WNN97Qe0jDwunEgXDmTDi9wsK8Xw8Lo+GB6IdK8Q0Ph4yGh4ts2wYDRUYGjBcvvEAZJaPHboeBzJ9OMBFElRUXj84JduWVI89Qy8hA2vqpUzAkk9DC6YRsHzmCDLBbbtGCCPLycOD7/POBo7oIGWucTjgVzGZkfFksmoxGR+PAFhnJPZ6MjKQknG16eyFbqn/Xgw+K3HknAgO2bYMBYMoUBAt85zsoHbNnD3TORx+FAd3TGBAbi8jboiJ8b0ODluVQW+sdCetbsm4gR9mZ8Md3kPGHOrMrJ6/vGT6UMZnwExam/ZsEnuRkOnsGIiYG+wedL/rickE2J07EdaQBp+ORgWzCxHhkZ/fPZtyxQ+Rf/8Lj8HDYtzyrIKie4A0NeD0rCz1wH3gArRNMJui+O3YgKyw7u39ml2fmV1ZW/3671FOHT1DFIptMJnn55Zflr3/9a1A5wFwuHPKam5EFNmECJoHbjZJIyck4KLL0DNELlwtZXh0dmoyKYGFesAAR488+yzraxD/Y7ch69bcTLDsb0TAjoa8PTrA5c0b++8PDkU1RUDDy7yDBSXc3FNzycsjh3r0iL76IwJfcXCjEP/sZy9MQfXA6scefPInDV1QUDEHbtmHfnzsXWTkOh94jJcGK2s+nTRNZuxYH+LY2rHutrVgXo6IQIBIXhyzZhgb8OzYWJWSXLNHKc+7dC6PAunV4X2Ul9vdPPsE1PByRsEuW4Fpfr0XTioy8HJg/voOMP8xmyENCAq7M5tbo7IQtY+JEXDs79R5RaBIRgdKxf/4zrsxWBCqwcdIk78cksHzxBc7IN92E6xdf6D0i4xATo5WHtljoqDUq06Yh2Prvf8c1JQWBMffdJ7JoEYJec3IQYOh2wzEVHo7gQnX26uuDfdVsxn2eO1fkpZcQLBsRATtCTY1WJU5Ey/xS+q4qsyhCPXWkBJUK19fXJ+4g3Lna26EQXnEFJsYDD+CwV18PYV+wAB5ilpgjetHUBOPX8uX9ZTQsDIttVBQdtcQ/NDUhEtzfy3lOjsjhwyP77IkTUEgmThzdGObMEfn009F9BwkuXC7I9BVX4PDidIp85SvIhJgzR1N+N2xgY1uiD52d2OO//W3s521t0E1raiCjqlcd5ZOMFJtN5LLLkH3w/vtw/i9diqCQKVMgb1VVkMG1a0V++1uRDz8Uyc+HISA6Gof+nTtFli1DX4Vly2DMVeUTU1KQSZuaij4MvpGwKSnejrKRyLM/voOMXxih3x+zGSVL774bVzoI9UHpog4Hrsy0Ab29CKRobcXV07hMAkd2NoJejh3DNTtb7xEZB4cDNpHJk3FlQJoxCQ9HidmLL4YuUFiI5/buFXnjDZHzz4ds794N/TUzE0FetbXQib/4Arry7Nm4qiocIrhGREBvnj8fDrXaWsiDZ4WChgYEk1NPHR1B5XYxmUxyyy23iNlsluXLl8sNN9yg95DOSHc3fkpKRD77DIJ83304vJ11FoSfkTpEb6qqkLEwmIzGx+s9QjKesNng+Pc3WVmIFh9JOcL8fCgooz0czZ7NEiShht2O9fLoUayjkZEwAk2aBIeYMtwSogcuF5xg1dU4gHV341DmcODw5nKhGgENl2Q0WK1w/KelaeViRBChOnEiDu41NSgXe+QIgq7+53+wbp53Hj7j2S/EYsFe6lnu0BPfHgoZGZDh1NTRlYXxx3eQ8Ydv5QJ/VzIIZiIiRN55h/3S9EaVoVTnGJalBKrEbmcnrvy76ENUlHdZSlYX0ujpgS5z8iT+PXWq3iMip0NlZmVlobdXZyfsP3V13n0ZP/8ca85jj8G2GhaGxytWiPz852g1o/ripqUhSMzthiwcOCCyaRMcaqmp3vquxUI9dbQElRPsj3/8o1gsFmlubpaVK1dKVlaW5Obm/t/rBQUFUlhYqOMIvenowKRQ6b8JCSI33IDJEh8P4xgXOePhK0d5eXmycOHCMfluveno0MpyhoX1l9G+PkTwEmMR7DJqs8Ho5W8iItCL6R//GH5fsPx8pKSP1gk2Z47IK6+M7juCnWCXz6GiSh2fPIkDXUKCyKpVWD+dThiDLBY6F4xIqMhoVxd+ysogjwkJKEXzzDOQ3+nTUd6DMmosglE+Z8zQGoHv2YOo+9RUGLoeeABlDpy//MkAACAASURBVD0dVyqT6/vfRwRtWBgCUVQ/m6IiBGhlZQ28jqqMrcGcZEPBs8+C+g7OhaERjDI6GpxOyGtrK3RNnt811JxR/dKMMIdCTT5F6OwZjL4+zN3OTlyNYjgONRlV1V9Uy40gLO41ZqgM485OraeU3oSafA6Higqc/7dvF7nqKqwrKSnIDPPUYwsKcE9/8hOcw3JzEQD26adwgB04AF135kwEJZaV4fuTkuBEKynB688+279nGBmdjJr6+oIzlmnLli0SGxsrK1euHPQ9c+bMkWPHjgVwVBrKAfbZZ3CA/elP8O6WlsJIq3qCGWUjJvqgt4w6HDD6q0jxiAgswNnZcH4NN5uGjD/GQkaXLBG5446xWf+2bkX6+SOPDO9zixaJ/OhHozdsuFwi3/gGonpUijsZO/RaQ51OZBz29OAnJgYZNhUVUGajoxFcwDLHRC8Z7eiAbB47BmdXTw/2+BMn4LCIiaGMktHLp8OBLK+wMETBtrUhC/YnP4Gs7dyJc9DcuSJvvgk5rKrSggbKykR27cJ6eskl2ve++ab8f/buPDyq8m4f+J3JSgJJSCYhbCEkAdxRlqDYYpW6VLEFa0t/vnUBKlKwfWu1VuHtplXaaqutaKu+9rXWttaKS7UI4tLaSknYxKVs2QgJyWQjIQxJSCb5/XH39MxkIwkzc87M3J/ryjVMMjnzkPme5zznWb4Pli/nv3fvDkx74fBhzuY1ZtcG6n3k1Fh5r2Sorma8HD5szsAeO9bSItlGbS0nWxiz3439bSKFHeITMGPUqM8UoxTp8QnYI0YVn/2L9Bi1Q3wOxeHDTP/9wx8C117L72VkcFCsu5v9AYmJXFBw5Aj7BgoKOPC1aRPjf8MGpkzcsIG///rrwI03ck+wpCRg5Uq2jzdsYJphgINnBQWW/JfDjg3m6gxOa2sr3G43AOD48eP4xz/+gSlTplhcqr653fzau5c3fu+8Yw6AnXEGTwiHQ6O4Yh2jc6y1lflkR4zgDL6KCq5kGTXq1PdGEumPyxW4FYZnnAFs2TK032lvBz74gIMXpyo6mkvitS9YeDMmulx2GQcWYmM56zYujoMK8fEaXBDruN28CTt+nDdmMTG8znd1cYA2Lo6PilE5VQ0NHPiKimKMGRu7f/vbvNl/7jm2N0tLOXP26FFOVPF4gLvu4izXVavMNIqAOQu2sdHc76snj4cdEVu2mPsmDJX3Pgv9vY8IwDozM5P38JmZ5qon4bnocLAd5HBoLyqrjBzJ2ExK4qPu4yk62jc+7bDKJhLFxPDanpjIR7U/TfHxvjGqVJH2lpXFjAczZ5rt1qgo3m8tWAD86U/8/pEjrIvHjmW8/+QnwCuvsN0bHc2VYhkZbANfdRW//8gj5tY0O3cyJWJXF9vWY8dqBaW/hMwgWH19Pa677josXLgQixcvxiWXXIJPfOITVherF7fb3Jh0wgQOgF18MQfAzjyTN4hG48QO6QIk8hiDtB6PuX/Dn//MnyUnc2VYYqLiUwKnpoYDrYFwzjlsRAxlU9n33+cKXX+ti546lekVJTwZaWSLi5nu2O3mhAKPh9f37m51Poh1jFXe3d28xre2cpDC2HNg4kTeYAeqDpbI0t4OrFjBFYdnnw1cfjmwaBEHWRsaOAnw3XeBbds4+SU2lp0BJ04Av/oVr9eNjTzOhg1cAeZ942/s99VzwMvYk+HCC5lSsaqq/wGx/gbMjPSMgPk+In05doyPI0b4PhdOuPjEJ4CHH+ZjW5vVJYpMO3Yw1fz69XzU/sS+tFedtZqb2bdk7Jvc3Gx1ieyjpYWrwaKi+NjSYnWJIkt/bcT+vm/sHZuUxDSFL77IAa3vfx947TXgoot4D/bii9wDt6WFmQ/a2zn41dnJfcI+/pjt5OZmThSbMAH461+58mvNGt6rPfUUj7NhA49RU2PVXym8hMwY/MSJE/HKK69YXYwBGanljh/nIEJ8PAe+iop4Y+jxmI1nESu0tXH/mpYWVqL5+axQ77uPHREXXshZjmooSqAYA7BxcYG5UU5J4Qzyd98FLr10cL+zdSswY8ap7wdmmDqV55OEn+PH2WHrdpt7fRp7LHV3M+3cmDGaRCDW8HhYj3V0mPvRGtf42lrWc6mpHKAQ8YfGRuD//o/X9LQ0ti07O9mOTE/nDNdf/YqDVpWVnEHb2sr0w7/4Bduc69dz4kBtLTB7NvC97zFm16xheu7YWHbq1tZysOrDD81VXA4HXztjRv9pDY0Bs/p6TkLcvZvl8Me+YhIZHA5g7lzG4UcfDT3jQDhLSGAnXXk58K1v6fpilbw81sMPP8x6MC/P6hLZw4kTvHYcP85Hpby1Rnw8O/ezs5l5SJNFTcbqRCM+tVoxuLzbiN5tyLo64LzzzLZnz7blgQPAJz8JnHYaFxS89hrwzDOcWP3HPwILF7Jd3NTEiWDnn8+f/fa3HOy6806mPXz2WbaXly/nYFdlJfcPczp5nixfzrZ2Vxevs6rDTl3IDIKFgvp6Nj727mVKueho3my1tnLwKzFRgwtiHY+Hy3IPHWKsTp/OvLNPPcUVDQUFXAmmGJVAcrk4SBDI5dyzZrERMdhBsC1buCeYv1K4TJsGPPmkf44l9tHRwcGvgwcZx5dcwhULxcW81o8apVW0Yq22Nk7IOnCAA2De1/hzz+U1Xh2U4k+Zmbw57+hgfVhWxk6uhATWl48+yjrxiivMzcK3bzdTD7a1ccXijBnA6afz58uWMe1LZiY7Hz7+mJ0Lt97KiYWlpeYqrqgodhj0TGvo3UlgDJgVFADr1vE+rauLg17G/k4iAxk5km3F4mLWrVrtbYqO5rl4/Dgf1YFrjfh41q0lJRwAU0o1SkjgteTgQT6qDWSN+HjWoYrP3owYbW1VjFqhZ2rs2lr+e/9+37Znz7ZlTg4HuYw25caNfM2sWdz/6623gGuu4YSvbdvYB5uTw+Nv385FCXfcwWMlJHB12NGjbKuOHcv2sJGhwDszQjjyeNi34j0pLZD9Keqq8RO3mwNgH33ExvHatbyxq6zkiG9cHJdMiljl2DF2gI0Zw4q1u5v7MhQXc6XiiBG66ErguVzMf+yv1IN9mT2be5EMRnc3Z+Ocfbb/3n/cOHYGaMl6+Ojo4Iywjg7uHZeTA/zv//Jno0czvZex15KIFf69bS7272eM9nWNVzYC8bfqasZYdDRwyy2sD8vLzZSchqIizowtKmI9OW8eO3suuoidBLNmsX7NyOCKm3Hj2FEwfTrTyl95JQewMjPNG+Tdu4GXXzZnzAJ9dxLk5PD31q3jcS6+mMfVNVoGq6ODnVCjR/Oxo8PqEtmHkWq3rY2PJ05YXaLIZGzH4f0o5rk7cqTOXSsZk18TE32fC+vO2lq2o2prlVI22LxTY2dmclVWf21P7xSJACdpvfMOMxGlpbF9GxsLPPgg8Pzz3Pv26FEuRFi5knXzjTcyBWJrq9lv0NjIwa+jR5ne2xgAMtq6771nZjEIR94pzoPRPtcgmB+43QxYIz3S7t1c3lhSYt6IpadrA0ixjtvNC2pxMTtqU1N5ofV4eEPX2srviQRaTQ0bEoFs/J5xBi+mBw6c/LV797JB7s9JClFRXA2mdDnhoa2Ng5pxcezYHTmSHbTXXsvO3rFjGW+aRCBWcbt5A3X4MAfAoqN5E9bZyWt8Wxuv8VqlKP42fjzvdVavBh5/nHGYm8sYTEoCfvYzDobV17Pzsb6eeyA88ADjNSqKcVlfz5n6xmzQigoO6HrPznW7zU4AY0+GuXNZhoE6CYxOBLe794oxkcGIjWXMtbXxUVkzTMbKL6PjVivBrGGsyEtI0Io8b9HRvueu/i7WMNoBzc18DORk2FBjrATzeLQSzAo9B5oqKnq3PT/8kM8PHWKKxIUL+djezu2PysrY1/+tb7F/ICWFn2NMDD9Xj4dZilpagNdfZ1vZ6eSKSKcTWLqU92njxnFvMIN3W3fcON/7uP72LAtFPVfjBbp9rtvhU2QMgLW3s0GclsbRy+Ji5g1PSGCAagBMrGJ0ju3Zw/hMTmZnblkZZ4VPmWI2EEUCzeXipIBANn6joznL/He/O/lr33mHs078tR+YYepU5TsPFydO8Dr/4Yfmaq/OTt7I5ebyeWam1aWUSOV2mzPvKyt5nY+KYofPsWNc/Z2UpGu8+JfHw7ZlfDwHoX75S97c5+ezAyE6mhOsbruN+x0YKWOdTg6AlZXxRv/xx5kW5vLLuXLR2Dts9mzGrfcKr6lT+06RMlAngfHzrCz+/kArxkT6Y8zWNjonterbNGoUz+/Ro/mYnGx1iSJTQoI5QOtwqCPdYPwdjL44/V2sYdQTSUlme0DIiE0jza76jYPLuw2ZlcW2aM+2Z2cnt9moqGDaw1//mqkSW1o4DjBmDO+5Nm8G7r+fbYTzzmP/wahR/ExjYthGrqtjStCKCo4XxMYyFeK2bSzH0aMcbHv//YEHt4K9eiqQvFfjBaN9rlviU+B2c6O7w4d5s3bNNVxVcOQIn+/bxxvAcF22KPZnDIDNmMElvTNmsOM2KooV+vHjfI1iVIKlupoXt0DPALvoIqZeOtn7bN4MzJnj/0GwadPYmJHQ5nazzpwxg3uA3Xgj69SqKjZkq6t1nRfrGCkQjx0zY3TRIg5QxMdzwkF0NGckiviTy8Ub89ZW3ugfOcK0L9dcwwkonZ1M63PllcyOsX07OwLOP5/7K+Tmcs+ECRM44/PJJ9kxVlXF57W1fN2GDdxXYdcu1rOnMvM1UtLKiP+53Yy11FQ+GnWv8Nz/xCeYMuoTn2AbSYLP7Wa9GRPDR8UoHT3Kv0diIh+PHrW6RJGppYV//5QUPra0WF0i+zh2zNyHqraWz8U6fbUVa2vZr5Sfz4ke3oO61dXs+z/rLL7u7ru5N+7MmZwcMm8e8N3vsu1QVwd87WtmG9jl4u8nJ3Oy7fz5PDdmzWJ79ytfYbu4rzZvsFdPBVKw2+caZx4mt5tfhw4xMOvrzU2X332Xrzn/fI3ki3Xcbs5MKC72rSCN9G9nn82KVCsYJJgqKzlAFOhBsHPOYSOiqIiDXH1pawPefhu4/Xb/D4KdeSbzQXs8Sr0RqoxOL+86dPNmPnc6OZlgwgR1pIo12tsZoyNG9I7RAwd489Xezj2WRPytqoqpN0tKeJ0rLQVefZU/KyoCvvAFXuv37WN9OWEC0xt2dnIC1sGDXD12882MWaeTA12TJvHeyenkcRYs4Kzbigoe4/Bhznitr+drdu/23ah8IMZs38G+XsTw8cfAZZdx9nZJCfDGG7p/MhQX8/ysqDCfT5xobZki0d69wKc/zdXgjY3Am28yXXek09/FHvQ59E9/G+sZqbjLy819Z73biunpbHdWVwNXXMF/n3Ya9wevqeHzjAz+vpEJqKaGbeBjx/i98nJ+z9guY98+fs9YWT5hAr9XWcn+h+ZmZkuYMaPvNq+x3213N/skQjm7QbDb51oJNgzt7ZxFsm+fmQvfWL6XlsaRX2PJo4gVvNN05uf7Li/Ny2Pcut26gZPgq6w04zGQHA7gM58BHnus/9e88w5n7QQiTVhaGmf/vP++/48tgWfUoceO9a5D8/P5+aoOFSu1t/Ombdu2vmM0Opo3bSKBkJPDAa28PN58Z2f7xuCUKUzx8vzzXM21Zg1f43BwItYnP8mZrvfdZ+4Jtm0bb/zHjwd27gRefJHpZr79bfPmPpxmvkroyM/nKrB9+/iYn291ieyjr+uPBJ/RNq2v56M+B9LfxR70OfRPfxvrnSy1YHU1X2MsfgE4sSsryxwLaGjoO61fY6PZTu758+xsHuOss4CVK/n5T5jAdnFKCrMoeLd5y8rMgbToaGDHDrazt29Xn8RQaJhmGDo7uZRxwgQui7z+et64VVRwaePo0co3LNY6epQx2tjIinznTs5czMtjiqTkZMWoWKOyMngds5/5DLBkCZem99UwePFFzrzy9yoww/TpTOM0c2Zgji+B412Hzp7NOrS4mDcmiYlMf6A6VKxirPTeu5fX9cRE3xhNS2OMigRKejrwwQe859mxg9fZnTu5Iiw3l2ld7r0X+NWvWJ8+9RR/VlgIrFjBwa76enMfO4D3VaWl3Jehq4uDaKWlwNNPmytujQ4EY1ZsKM98ldCRkuJbxyrFrEl/G3sYOdL3czD2F4p0aWm920cSfPHxvp9DfLzVJbKP0aN9/zajR1tdosjT1wQr71VJEyZw3y/AbIOmpTEl+IgRHAs4dIgr+HbuZEaO/HwOZv35z5zc9bOfAXfcYb7WWDgTFcU2749+xPZzTQ0nj61aBTzyiG+bNzvbzIZQVGSuShtqZoRIp5Vgw2QMdF18MfDRR7xRy81lEI8YYXXpJNIdO8YYzcszc9CmprJBrAEwsVJlJWMxGNLSWEc/8EDvnx07BrzwAnMvD2VPkaE46ywzPa6EFu869K67GCOTJvGmTQNgYgf79vEG68EHGa8HDnBlTXKy2qESeA4HU54Z18877mB7c/164MQJpty+/35ehwsLOUvVmABjpE1zOpnm5YUXzNVixqCWw8GBr7lzeVNvrNjWvl5ihePHOdCbnMzH48etLpF9GH+b0aP1t7FSWxv//iNG8LGtzeoS2YPxd5g0yfe5BFdbG/dG+v3v+ajPwdTayraU0aZqbbW6RJGnrxVc3rKymJ6wro7t2bff5uPx45yY+O1v83V1dZxcvWYNMyK4XNx2Y+ZM4NlnOcB14YXAM8+wXfvxx8zqUVbG9sUtt3AgbcECtp3XrOFEsxdf5Ps1NLB+T09XZoRToUGwYdi1ix1hCQlcXRAfzwrL2CAvEKm1RIYiIYFxOXIkNyQvLeXshbg4dd6KdY4eZcMgmLO/vvQl5muuqvL9/h//yM61QKatnT4d+Oc/A7//mfhfX3XoiBEaABN7+Ogjc1D2zjt583T66exUSEhQO1SCIyrKjLdnnuHK629+k/VkTAw7DaZOBX78Y86ibWjgz958kxNEtm1jvXrGGUBHh++Kr/4Y+wb0HBwTCSSHgx1jra18VNyZ4uPZ/2GkiNYKD2tERzM2Ozr4qP2IyThXGxt9n0twxcZykszVV/MxNtbqEtlHXBzjsqGBj8YeURI8J5tgZbQBYmO50is1le3Q2FgOWL3wArNyXHEF78XWreOA74gR3Pf2hReAv/6VA1y//z0njRn3bj/4AQfAjh3jxO1HH+UeYi+8AKxdy/6zNWv4XpmZA6delMFROsRhmDSJN3GNjexYnTrVvOFThS52kJzMyrqpiTF65pmMUc0OFytVVXE5eKBWXvUlK4sN7hUruBw9Koqzdu65B/jpTzljPVCMzoB//YvnoISOkSN5TVcdKnY0bhxX2BgTC4x0r6NGqQNSgmfUKN73NDUBBw9yk/CYGMZkbCw7CX7/ew6ArVnDlIjp6eZAlreMDGv+DyKDkZTEFLQxMYxfpZs1GR22xt9EHbjWMGI0NlYx6s2IR2PSo+LTGsnJbBscP87rfXKy1SWyDyM2ExN9n0vwGO3SgdIJZmXxs0lLA5YtA15+GThyhCu0jPSJ27Zx9VdmJickjBzJyWIzZ/I1KSmc+LV3LzB5Mo93ww18TVYWt69ZtYr3d0lJ5oDXm2+aA3O7d/NYEyea/87JUWaEodBciGHIyDA7HvLyOMs/OlodD2If8fGcTeBwMEY7Oth5q9lPYqXKyuAPggHAl7/M2TZ33AG0tABf/SpQUMCOuUCbPp0NFwktI0awY/fIEaa1TE5mY1R1qNhBRgZn3Xd2Mi7T07UfrQRfbKzZ4Zqby/gzMg50dTEu58xhrP7615wBqzpUQpGxqsboINMqG5P+NvZg/N1zc32fRzrj72Ck4tffxRrG3z0/3/e5mH8LYz9F/W3syeHg4Nb48cxc0NHBAa3YWPYTdHVxkcz48ebE78REM03ttGnsV2hr40CakU0uLs68lzOyHKSm8jWxscC555qZD7yzIWRmKjPCcIXUOPO7776L+++/H93d3fj85z+P5cuXW1KOhATeyInYlWJU7KiyknEZ7PSAcXFc+fXzn7OBccUVwP/8T3D2LTj7bOCdd4D//u/Av5f4T0ICZ1hNnGh1SUR6S0jQgJfYQ0ICb/T7c7KZtSKhwGgTSG/629iDPoe+6e9iD/oc+qe/TWjpa9WYsQrLaA97r8oyUhYC3J6mp55t6MGsSpNTEzKDYF1dXbj33nvx9NNPIzMzE9deey3mz5+PvLw8q4smIiKDUFbGQbBgrwQDOJvmBz/grJvu7uBt3D17NvDkk9z0VDO7REREREREREREgitkFs198MEHmDRpEsaPH4/Y2FhcddVVeOutt6wuloiIDFJJCWc6BXslmLf29sDuA9ZTRga//vGP4L2niIiIiIiIiIiIUMgMgrlcLoz1yu82ZswY1NbWWlgiEREZipKSyNy0c84cbp4qIiIiIiIiIiIiwRUy6RAHo7CwEEVFRVYXQ0JczzgqKCjAnDlzAnJskeEI1RgtLu47F3K4mzsXeOAB4Gc/A6KirC5N4IVqfErkUIyKnSk+xe4Uo2Jnik+xO8Wo2JniU+zuVGI0qrvbysRUg/f+++/jkUcewVNPPQUAeOKJJwAAy5cv7/d3pk2bhn379gWlfCLDoRgVu/NXjDY3AxMmAG++CbS2+qFgIaS7G/iv/wL+8hfgvPOsLk14UR0qdqcYFTtTfIrdKUbFzhSfYneKUbEzxacEW8ikQzz77LNRUVGBqqoqnDhxAn/5y18wf/58q4slIiKDUFICTJ4MeDxWlyT4oqKAT30KeOYZq0siIiIiIiIiIiISWUJmECw6Ohrf+c53sHTpUixYsABXXXUV8vLyrC6WiIgMQnExkJMDdHVZXRJrXHop8Ic/AJ2dVpdEREREREREREQkcoTUnmDz5s3DvHnzrC6GiIgM0Z49kbsSDOD/PTMTePll4NprrS6NiIiIiIiIiIhIZAiZlWAiIhK6PvgAmDqV+2NFqquvBn7+c6tLISIiIiIiIiIiEjk0CCYiIgH3wQdcDRXJLr6YaSELC60uiYiIiIiIiIiISGTQIJiIiATUsWNAVRWQlmZ1SawVEwMsXgysWWN1SURERERERERERCKDBsFERCSgPvoIOO00oKvL6pJY76qrgP37gY0brS6JiIiIiIiIiIhI+NMgmIiIBNTOncAZZwAej9UlsV5sLLBqFXDLLVwhJyIiIiIiIiIiIoGjQTAREQmov/0NmDlTg2CGOXOAs84CvvpVoLvb6tKIiIiIiIiIiIiELw2CiYhIwHR3cxDsrLOsLom93HorUFQE3H+/1SUREREREREREREJXxoEExGRgNm/nykAk5OtLom9jBgB3Hcf8OSTwOrVWiUnIiIiIiIiIiISCBoEExGRgNm0CZg3D+josLok9uN0Ag8/DLz1FjB3Lh+7uqwulYiIiIiIiIiISPiIsboAIiISvv7wB+591dlpdUnsKTUVWLsW+PvfmSKxoQG45BKgoAA45xxg+nQgI8PqUoqIiIiIiIiIiIQmDYKJiEhAlJUBxcXAtGlAa6vVpbEvhwO46CLg4ouBxkZg717g44+B9ev5mJMDfO5zwNKlwKRJVpdWREREREREREQkdGgQTEREAuLhh4EvflGpEAerq4srw84/n1+Ofycs3r8feO894LzzgEsvBe6+Gzj3XGvLKiIiIiIiIiIiEgpCYk+wdevWYd68eVi0aBEWLVqEd9991+oiiYjIACoqgGefBb70JaVCHK6uLn7l5wM33sjUktnZwBVXAAsXAjt2WF1CERERERERERERewuZlWBLlizBkiVLrC6GiIicRHs7sHgx8PWvA1FRVpcmfMTHA1ddBVx+OfDWW8BnP8t9w26+GViwAIiLs7qEIiIiIiIiIiIi9hIyg2Dd3d1WF0FERE7iX//ioEx2NnDllYDbbXWJwk9MDAfCPv1pYMsW4MEHgWXLgHnzgAsvBE4/HcjNBZxOIC0NiI21usQiIiIiIiIiIiLWCJlBsGeffRavvPIKzjrrLNx1110YNWqU1UUSEZF/O3YMmD8fKC/nCrDLLtMAWKBFRwOf/CQHv1pauHfYv/4FvPEGcOgQcOQIv+LigIQEfo0YYf57MN+Lj+dqvq4uoLubj52d/Pnq1Vb/BURERERERERERAZmm0GwJUuWoL6+vtf3b7vtNlx33XVYtWoVoqKi8NBDD2Ht2rW4//77e722sLAQRUVFPt+bNm1awMos4evWW2/9z78LCgowZ84cvxxXMSr+YscYnTw5H7m5U/HhhzHYuVMbgVkhKgpwOmPgdHp/twtAN6KiugEYX13/TlVp/qyrqwvHj3fh+PHuHr/T1eNdHOjujsInP1mM2traPsthx/gU8aYYFTtTfIrdKUbFzhSfYneKUbEzxafY3bBjtDvEVFZWdi9YsGBQr/3FL37hl/cMx+PYqSz+Oo6dyhLs9wrHv5+djmOnsvjzOFa8V6QdLxDHjLTjBeO97HQcO5XFX8exU1n8eZxgvZfd/t/6PwX2OKEUn1b+fiiX/VR/P5TLbuf3Ohk7laW7217lidSy2Ona4a/j2Kks/jqOncriz+ME673s9v+203HsVBZ/HSfU4tPu7xnu72fFe57K+zkCNCjnV3V1df/59+bNmzF16lQLSyMiIiIiIiIiIiIiIiJ2Z5t0iAN54IEHsGfPHjgcDowfPx733HOP1UUSERERERERERERERERG4v+/ve//32rC3Eyl156Ka677jr8v//3/3DVVVchMTFx0L87YcIEv5QhHI9jp7L46zh2Kkuw3ysc/352Oo6dyuLP41jxXpF2vEAcM9KOF4z3stNx7FQWfx3HTmXx53GC9V52+3/r/xTY44RSfFr5+6Fc9lP9/VAuu53f62TsVBbAXuWJ1LLY6drhr+PYqSz+Oo6dyuLP4wTrvez2/7bTcexUFn8dJ9Ti0+7vGe7vZ8V7Dvf9orq7u7v9XBYRERERERERERERjk0dDwAAIABJREFUERERS4XEnmAiIiIiIiIiIiIiIiIiQ6FBMBEREREREREREREREQk7GgQTERERERERERERERGRsKNBMBEREREREREREREREQk7GgQTERERERERERERERGRsKNBMBEREREREREREREREQk7GgQTERERERERERERERGRsKNBMBEREREREREREREREQk7GgQTERERERERERERERGRsKNBMBEREREREREREREREQk7GgQTERERERERERERERGRsGOrQbATJ07gC1/4AhYuXIirr74a69atAwA0Nzdj6dKluPzyy7Fs2TK0tLQM6niFhYV+KVc4HsdOZfHXcexUlmC/Vzj+/ex0HDuVxZ/HseK9Iu14gThmpB0vGO9lp+PYqSz+Oo6dyuLP4wTrvez2/9b/KbDHCaX4tPL3Q7nsp/r7oVx2O7/XydipLIC9yhOpZbHTtcNfx7FTWfx1HDuVxZ/HCdZ72e3/bafj2Kks/jpOqMWn3d8z3N/Pivc8lfez1SBYXFwcnnnmGbz88st4+eWX8e677+KDDz7AE088gQsuuACbNm3CnDlz8Pjjjw/qeEVFRX4pVzgex05l8ddx7FSWYL9XOP797HQcO5XFn8ex4r0i7XiBOGakHS8Y72Wn49ipLP46jp3K4s/jBOu97Pb/1v8psMcJpfi08vdDueyn+vuhXHY7v9fJ2KksgL3KE6llsdO1w1/HsVNZ/HUcO5XFn8cJ1nvZ7f9tp+PYqSz+Ok6oxafd3zPc38+K9zyV97PVIBgAjBgxAgBXhXV2dgIA3nrrLSxatAgAsGjRIrz55puWlU9ERERERERERERERETsz3aDYF1dXVi4cCEuvPBCXHjhhTjnnHPQ0NAAp9MJAMjIyEBjY6PFpRQRERERERERERERERE7i7G6AD05HA68/PLLOHbsGFatWoUDBw4gKirK5zU9nxsKCwt9lsWtW7cOX/va1065TAUFBad8DLsdx05l8ddx/FWWUaNG4ZFHHvE57pw5c/xybDvHqJ0+S7sdx05lAUIzRg3++huEyvECcUy7Hy8U49NO57idyuKv49ipLEDoxajd/n7hGBN2Ok4oxeep/n9P5fetfG+rf9/qsodSjPpTINqIp8JO5bFTWUIxPu10DbJTWfx1HDuVBQi9GLXb389Ox7FTWfx1nFCLz6EK9vUq3N/Pivc8lRiN6u7u7g5UwU7Vo48+ihEjRuBPf/oTfvvb38LpdKKurg433HADXn/99ZP+/rRp07Bv374glFRkeBSjYneKUbEzxafYnWJU7EzxKXanGBU7U3yK3SlGxc4UnxJstkqH2NjYiJaWFgBAW1sbtmzZgry8PFxyySV48cUXAQAvvfQS5s+fb2UxRUREJMJUVgKrVgFdXVaXREREREREREREBstW6RDr6upw1113oaurC11dXbjyyitx0UUXYfr06fjGN76B9evXY/z48Xj44YetLqqIiIhEkBtuALZuBS67DPjc56wujYiIiIiIiIiIDIatBsGmTZuGl156qdf3U1NT8fTTTwe/QCIiIhLxamuBnTuB1auBn/9cg2AiIiIiIiIiIqHCVukQRUREROxmxw5g+nTg3HOB7dsB++6mKiIiIiIiIiIi3jQIJiIiIjKAHTuAs88GkpOB+HigvNzqEomIiIiIiIiIyGBoEExERERkADt3AqefDnR1AXl5wLZtVpdIREREREREREQGQ4NgIiIiIgP48EMgJ4f/zs0Fdu2ytDgiIiIiIiIiIjJIGgQTERER6UdXF3DoEJCayueTJwMffWRtmUREREREREREZHA0CCYiIiLSj7o6YNQowPHvFtPYsUBFhbVlEhERERERERGRwdEgmIiIiEg/KiqAiRO5IgwAxowBqqqsLZOIiIiIiIiIiAyOBsFERERE+lFRAYwfD3R383l6OnD0KNDWZm25RERERERERETk5DQIJiIiItKPQ4eAcePMlWAOB5CRAZSUWFsuERERERERERE5OQ2CiYiIiPSjogLIyjIHwQA+Ly21rkwiIiIiIiIiIjI4GgQTERER6UdFBZCZ6fs9DYKJiIiIiIiIiIQGDYKJiIiI9KOmBhg92vd7mZnAwYPWlEdERERERERERAYvxuoCeKupqcGdd96JhoYGOBwOfPGLX8T111+PdevW4fnnn0d6ejoA4LbbbsO8efMsLq2IiIiEu7o6IDnZ93vp6UBVlTXlERERERERERGRwbPVIFh0dDTuvvtunH766XC73bjmmmswd+5cAMCSJUuwZMkSi0so/ubxAC4XUF4O5OQwxZRD6xMlRCh+JVQpdgevthYYNQro7ja/l54O7NhhXZlExH9UH0q4UCwHhv6uYneKUbEzxadIbzovrGGrQbCMjAxkZGQAAJKSkpCXl4fa2loAQLd375OEDZcLmD4dqK8HnE5g925g3DirSyUyOIpfCVWK3cE5cQJwu4GEBKC11fx+WhoHx0Qk9Kk+lHChWA4M/V3F7hSjYmeKT5HedF5Yw7bjjJWVldi7dy/OOeccAMCzzz6Lz33uc1izZg1aWlosLp34S3k5T3qAj+XlVpZGZGgUvxKqFLuDU1fHRmlXl+/309L4MxEJfaoPJVwolgNDf1exO8Wo2JniU6Q3nRfWsNVKMIPb7cbXv/51rF69GklJSbjuuuuwatUqREVF4aGHHsLatWtx//339/q9wsJCFBUVWVBiGa6cHHYwGqPfOTlWl6h3HBUUFGDOnDkBObaENqviVzEqpyqQsRtO8Vlb2/cg2OjRwJEjTGMQHR204oifhFOMyqmzW1tU8SnDFaxYjrQYtVsdIQOLtPgEFKOhJtJiVPEZWiItPq2i82L4TiVGo7ptlmews7MTt9xyC+bNm4cbb7yx18+rqqqwYsUKvPrqqyc91rRp07Bv375AFFP8pKsLqKmJ3DyoitHQFgnxqxgNT+ESu4GOz02bgB//GLjnHqCz0/dnixYBH30EjB8fsLeXMKA61P7CpT4cDsVneAnHWLZDjIbj31X8ww7xCShGpX92iFHFp/THDvFpFZ0X1rDdSrDVq1cjPz/fZwCsrq7uP3uFbd68GVOnTrWqeDJEJ9vsz+Fg3lPlPhW7GMoGlYpfsSvVvf5hrATra7qQ0wkcOqRBMJFQ0l/dqPowsoXL5uSK5cDQ37V/4XLuhDrFaN8Un/ag+OyfYjRyeZ8XHo8GxILFVoNgO3bswKuvvoqpU6di4cKFiIqKwm233YbXXnsNe/bsgcPhwPjx43HPPfdYXVQZJG32J6FGMSvhQHHsH7W13P+rZzpEgCkRq6qCXyYRGT7VjdIXxYXI8OjcETtTfIrdKUYFUBwEk60GwWbOnIk9e/b0+v68efMsKI34Q1+b/elkFjtTzEo4UBz7hzEI1tdKsPR04PDh4JdJRIZPdaP0RXEhMjw6d8TOFJ9id4pRARQHwaQFdhJQxmZ/gDb7k9CgmJVwoDj2j/p6IDW175+lpnKQTERCh+pG6YviQmR4dO6InSk+xe4UowIoDoLJVivBJPxkZXEpp3duUxE7U8xKOFAc+0djIzBqVN8/S0kB6uqCWx4ROTWqG6UviguR4dG5I3am+BS7U4wKoDgIJg2CSUBpE0wJNYpZCQeKY/8YaBAsNRUoLg5ueUTk1KhulL4oLkSGR+eO2JniU+xOMSqA4iCYlA5RREREpA+NjUBSUt8/S0kxc3eLiIiIiIiIiIg9aRBM/MLjAQ4fBrZs4WNXl9UlEhmYYlZCnWI48AYaBEtNBRoaglseERkc1Y+RRZ+3iDV07omdKT7F7hSjkU2ff/ApHaL4hcsFTJ/OWfFOJ/OZaimn2JliVkKdYjiwurs5yJWYCHR29v55aioHyUTEflQ/RhZ93iLW0Lkndqb4FLtTjEY2ff7Bp5Vg4hfl5WZaqPp6PhexM8WshDrFcGC1tvIxOrrvn2sQTMS+VD9GFn3eItbQuSd2pvgUu1OMRjZ9/sGnQTDxi5wcjlwDfMzJsbI0IienmJVQpxgOrMZGIC2t/58nJDBlgdsdvDKJyOCofows+rxFrKFzT+xM8Sl2pxiNbPr8g0/pEMUvsrK4dLO8nCduVpbVJRIZmGJWQp1iOLAaG4HRo/vPzR0VxZ8fPgxMmRLcsonIwFQ/RhZ93iLW0Lkndqb4FLtTjEY2ff7Bp0Ew8QuHg7lLlb9UQoViVkKdYjiwjEGw7u7+X5OSwlzeGgQTsRfVj5FFn7eINXTuiZ0pPsXuFKORTZ9/8Ckdogybx8MZ8Fu28LG/2fIiVlOsSrhQLAdPYyP3/RpoECw1lYNgImId1YuhTZ+fSOjS+St2pvgUu1OMRgZ9zvahlWAybC4XMH06N/BzOrmMUyPYYkeKVQkXiuXgGcwgmLESTESso3oxtOnzEwldOn/FzhSfYneK0cigz9k+bLUSrKamBjfccAOuuuoqXH311XjmmWcAAM3NzVi6dCkuv/xyLFu2DC0tLRaXVDweoKSEJzHAx/JyS4sk0ovHA9TUAPv3K1YltCmWg6+xEUhOPvlKsLq64JVJRHypPRq6dF0TCX1lZb7nb1mZteUR8ab4FLtTjEYGfc72YatBsOjoaNx99934y1/+gueeew6/+93vUFJSgieeeAIXXHABNm3ahDlz5uDxxx+3uqgRz+UCEhM5ig3wMSfH0iKJ9GLMuEhKUqxKaFMsB19zMzBq1MlXgmkQTMQ6ao+GLl3XREJfdrbv+ZudbW15RLwpPsXuFKORQZ+zfdgqHWJGRgYyMjIAAElJScjLy4PL5cJbb72FZ599FgCwaNEiXH/99bjjjjusLGpEM2bd3nEHsGEDUFEBzJwJZGVZXTIRkxGntbXArbcyVt1uYOpUxaqEDo+Hgyz79yuWg62pCRg7duDXpKbyGigiwdXRwbpx3z7grrvUHg1F5eW9r2uTJwMxMdwrweE1VdO4FpaWcpAsK8v35yKB1NHBVYslJUBeHtsGMbbqRbFOQ4NZ/2Zn8/nEiVaXKvJ4PJxYUFUFjB+vOtKg+LQHxWf/FKPhzWi/ulz6nO3Cts23yspK7N27F9OnT0dDQwOc/x42zcjIQGNjo8Wli0zGDUBnJ2fdlpYC558PTJkCvPmmLmRiH0asGrPDi4qABQuAnTuVe1dCg3GzcOIEMGcO8NprvrG8e7c6egOtqQnIzx/4NSkpbMSKSPC0t3PwZNYs1o3e7dG331Z7NFTk5Phe1954g3VuaiqvcWPG8DpYWwukpwPbtwMTJgA33QQ8/bTacxI8LhcwY4a5l8euXYxFATIzgfPOMweud+2yukSRqb4eqK5mB6vDwUHazEyrS2W99HS2FYz43L7d6hJFJsVn/xSj4cfoxykv50CXcb+yYIH5ORcVAYcPa0DYCrYcBHO73fj617+O1atXIykpCVFRUT4/7/ncUFhYiKKiomAUMSLV1ACXXQb88IfAT35ijmSfe254nbg946igoABz5swJyLElMGpr2YD40Y/MOJ0xAzhyhLOPQp1iNPy5XMD8+axvvWfKHzsG5Oba+8YhXOKzqQkYOXLg16Smmvm9JXSES4xGqvp6XuN71o3TpoXH5IBIiE+Ph51g27YBhw5xQOu66zjRrr6eK246O4HZs/n5eg9AbNjAjgUNglknEmLUW2mp714epaUaBDNERZnnZE4On1st0uITAFpbgSuvZArvqCigsNDqEtlDXR07n43VF3V19lh9EWkx2toKXHGFeR3fts3qEtmHHWM00uLT34x+nCNHgF/+0rxfee01oKUFGD2a2Q8uvpgTR9SeHbpTidGo7u6BdrsIvs7OTtxyyy2YN28ebrzxRgDAZz7zGfz2t7+F0+lEXV0dbrjhBrz++usnPda0adOwb9++QBc5Ing8wN//zpN561Y2shobOet20ybOhJ8xw+pShh7FqP8ZsZqU5BunGzcCCQnh0UEWTIrR4PN4gC1bgE99yqxv6+s58FVUBMTHK44NgYzPT3wC+OpXBx44r6wE7r6bnbgifVEd6l/t7ezcGzHCt27UTeTwWBWfhw/znqK5GXjySX6GxufpdPIz7u4GVq4Eli8Hrr3W/N0XXwQuuMB/10HvGbtKtWg/dqhDDx7kTG4jPrdvByZNsrRItvHXv/JcTkvjPddbb7H9GinsEJ8AsGMHVxgYHenR0eqbAYCyMq4UN1ZfbN3KtLuRxA4x+ve/A/Pmmc/ffRf45CetK4+dlJcz64sRo4WFkbU3qh3i0588HvYL7NjBujguDvj0p837lY0bgYIC4LnngBUrgD/9CTjtNP5Mbc/gsN1KsNWrVyM/P/8/A2AAcMkll+DFF1/E8uXL8dJLL2H+/PkWljAyuVxcfZCWxlHsjRs56zYxEbj5ZuCpp6wuoQgdOcJ8/cuWcWZiZSVvAuLi7L16RsTgcnGGkHd929ICjBqlOA6mpiZe4waSmso6R0QCr6ODsymTkjj4bFzjZ81SvRhKPB6m+v3hD80Ogm99y7fNtngxV4Nt3MiOIafTHIDw9+ftcgHTp5vH371bA6riKy6OsWgMlMbFWV0i+8jLY3vVOH/y8qwuUWTKzPRdMbtzp9UlsoeEBN+VigkJVpcoMk2a5Hsd1yQCU3y8b4zGx1tdIhkuj4eTvGbPNmP9b39jfVxezn6FFSvYf5CdzUGvpCS2QTWZL3hsNQi2Y8cOvPrqq5g6dSoWLlyIqKgo3Hbbbbj55pvxjW98A+vXr8f48ePx8MMPW13UiGFs5Ld/P2fDb9/Om9L0dGD1au4FZsw6snrZrkQu781WMzKAxx8HnniCMzByc4EvfYmpEceOtbqkIv3zrm+dTuCdd/i8qwtYu5b17V//qjgOlqYmrjYZSFISV6a0t+umRSSQjAEwI9XxunVse86ezZvKGFvd0chAXK7eHQRPPcUOgnPPZZvNSOV17Bj3Xty+nYNT06fzfsSfs2XLynxT3ZWVqSNCfBUXc3WTsdpJbTFTfLzZP5CXp7aQVcrLfesxYy+aSBcdzevM8eN8jI62ukSRKTaWEwmMlYqxsVaXyD6qq3mvHxfHx+pqXV9CVV0dr4fedXFdHXD77UByMvDgg/zKzmZb+LXXOOG5tlZpvoPJVreMM2fOxJ49e/r82dNPPx3cwggAnpznnceL1kcfAV/8IlPL/eY3HNE2ZmdG2rJysRdjFm9sLPCHP3DPumuuAdasAQ4c4E2rZiaK3XnXtyUlTP9UVMQc6rW1qmuDzRgEGyhpdFQUZ3NVV0dW6gqRYGtoAPbt4z48paVMbzRlCicHpKRYXToZip6dtXV1wMMPA0uX8nlxMX/mdHIi0x13MAViXh7w9tv+TxeTne07Qz0727/Hl9A3ebLvaie1xUz/+hdw6aU8P0tKgM2btTLXChMn+tZjGgCjffuASy4x4/PttxWfVtBEgv6lpfVOhyihydgv1LsuTkwE3niDn+/KlcAzz3A1WHw8cNllZh+P+hGCx1aDYGI977z4ubmcDVlbCzzyCPCDH7Czb88eDi5s386BsFmztD+NWMfjYaM2N5czw51OM43c737HWcS5uYpRsZe+9iAx/h0by8Gw1FQ2kjZsUBwHW0cHN3GOjwfa2gZ+bUoKP0s1XkX8r6ODA9JtbUB+PvCVr/imQRwzRqvAQk1Ojm8HwYQJTK2emclH78/X7eas2a9/nQMPA10Dh7u3V0MD39OYod7Q0HcHsvYOi1wOB+95jdVOqnNMeXlsr+7bp3SIVhoxwjdl58nSeUeK7Gzf+NQkB2tMnOg7kUCDtCalQwxdPduFOTnATTf5tmOXLTMXjiQmAk8/DfzXf3EQuKiImayMNuVQ30/t0OFRE058eOfFz8riiZmZCXz1q7wx3biRM96nT+cKm4ICnsA6+cQqLhcvKI89xhUzubmc5dXUxEavkTZHN6xiJ33tQZKTwzi++GJ2IrzzDvebSk/nTVt6uuraYDl6lINbA60CMxiDYCLifzU1vHmcPRtYsAB48knOtCwo0ABYqMrK4jWvpITtt+uu42f6wQfsHCgv5+e7bBmwaRPvQ3bvPnkHwXD39srM5MQTYxb2rl3+Pb6EPo+HMZmSAjQ38/5YSOkQ7aGri4/GfnUej3VlsRNjPz9jkoP287NGYqIGaU9G+9WFnp7two8/ZjvWmKD/ve9xS4vvfIcxv3IlB4NTUrhCdccOYO7c4b+f2qHDo+408eGdosQYad64EWhp4Y1oQQGwZAkb/ytXAgcPqlNWrFVeDvz4x5wtXF/P2Dz3XP7shhs4WOt0WlpEkV76yt2flWXGcWEhGzlRUbxZyMhQXRtMTU2DHwRLTeWKaRHxv+pq3kzW1/PGMj8fGDlSA2ChzOHgTXtcHO8rior4+ZaW8vtz5/L+YtMmvr62lj87mb6uq4ORlcWBr1de4WN/g23DPb6EvuJiDsjv28dHI2Wn8D4rP5/9Avn5fC7Bt3cv69OlS/m4d6/VJbKH5mb2Axhfzc1WlygyOZ2cOD9xIh/VN2Myzt2bbtK5G2p6tguLi9mOjY8HZswA/u//+Jm63Wz73nknsG0bf75jx9Az/Kgd6h/qUhMfRooSgJ2vY8YAV17JzkCn05xllJ3NFQpK/yRWy8kB/v53YNIkM3bT0hijpaWclajBA7Eb77rWyAPtcDDdk3ccT5pkVQkj21AGwVJSuKeNiPjf2LG8jhv1Ymoqbxo1ABb6jPRIQO99lvq6Rp7McH4HMAfl5s7lY39txuEeX0Jffr7vZ5+fb2157GTyZDPdXGqq9kuzSn6+mW4uLU0xakhO5h6iN9/Mx+Rkq0sUmYzrbEHBwNfZSKRzN3T11y6cMMFs36alcTJzQQG3FIqLA846a3jngdqh/qFbSPFhpCgxlipnZnKUuraWudC98+UPNFtSJFiyshijR4/65ut3u4c3w0IkGHrWtUacZmUxjouL2QhW/FpjqINgxqwsEfGvsWO5ibr39V2bqYeH/q6DJ/vZcI4X6PJKeFPbrH86L+xBMdo3o59A8Sl2NWaM77k7ZozVJZLBGqg/x/v7MTHA3/526nWQrrf+oUEw8dlgLzeXJ5N3btFx48znxiaW2sxSrOLxcNVFaalZ+fcVoyJ209dmpj3zOMfGMoYVx9ZqbgZGjdJKMJFg6+san5nJn6leDC/GzPC+9jMY6GeG/q6pgdofYTBlkvDkcADR0eycjI7ml5DOC3vQ/UPfjHb8iBHWliPSGdfrqiru156VpdVghrg4nbuhqr/rX1/fN+5lDH21YU92Tuh66x+qegQuF3PQxsYCH35obkIuYjceD+Pzww+ZS3fpUj4XCQUuFzB/PnDHHfz3zp3A4cOqb+2oqYkpUzQIJhI8xg3hhx+yTXrTTbrGhxOPh9e8Xbv8c69hbBB+4YV8VKxIoNTXc3/Cffv4qNXfIqHBOHerqnTuWsn4HNxufQ4SeYw+zC1bzL4ftWGto5VggvJy4NFHOQvB7QY6O82ctNpzQezC42GjqawMmDKF8frMM7yQaDaE2J3HA5w4AfzkJ8B553EW8Z49zBF95AiQnm51CcVbU9PgV4KlpjJdm4gMX0cHbwjLypgOJj6ebdPycl3jw0VjI+vU0aOBAwd4vzGUPRF6zpqtre29QbhiRQKhrQ244grGmdMJbN9udYnso72d56KRrjYri5MYJLiMz+HgQe4nrM+BOjr42N7u+1yCKyqKK2GOHuWjVtNKOPJup+blsc1bVcWYLy1ln8FNNwFPP83XqA1rDQ1xCKZOBVpbgRkzeIM6dSqwaRNHoydMsLp0IlRTA8ycyYtJVBRQVMTHjAyrSyZyci4XMHu2Wce+9hoHWW6+GXjqKQ2C2c1QB8EaGgJfJpFwVlsLXHopsH8/J2G99RbPrdxcq0sm/uDxsPOxs5PXQmMwYfdu/ryxkatqKyqAyZPZYVBb65smxpg1a/zuzp3m67RBuATSoUO+nVWHDnGgQXj+zZpl3p/t2KH+Ays0NPCzaGpi6r+YGO2fCfCa4z2AvW2b1SWKTO3tvvXE9u269zV0dLCfy3vfWy1ECE0uFyc7X3cd8M1vMs5nzOCXUQdt2MDP+rTT+NzoG1IbNnh0ekUoY5S6upojzmVlHGC4917egHZ1caaGGrFiB21tbBxs3MhZFNnZZkOhvp65pUXsyNjfZv9+3zoW4Kqw++5jLCsPuL00N7MjfjBSUrQSTORUuN2sK3/4Q17fb72V51RLC3DBBVaXTvyhoYEdPTt3+g4mVFdzJVhzMzvJvvlNtvN27eI1s7aWA127d/Na6f27FRXm97Oz+VpAe42I/02axM4qoxNLA2Cm2lpO7HK5uGeay6X+Ayt4PHw0VjwZzyPdoUNsT2Rk8Dp06JA6m61QXc16oqKC1+uaGt37Gmpqeg8Q6m8TmmprgTfeYD96bS3wxBPmPQ3ANsThw6yD2tuBjz7iYpRDh/jzri61X4NBg2ARyhilfvNNnoiTJwN3382T7ic/4Q3ozp1Wl1KEmpvZCbJ9OxtOa9YATz7JhtS0aVaXTqR/Lhf3rnv88d517IYNQGUlUFBgdSmlp6amwd+AJCezsauGq8jQeTy8Odyxw7y+P/YYV4ElJOicChcHD3JC04QJ5mBCZia/es6QPf98XiMBXh/XrQP27uW9yqWXAps387WTJ3PAC+AKMWNF2O7dSikj/lVTw9hUB25vY8eyg7u9nfW1zj1reDxa8dSX3FxmjzFWFWt1nDXGjvW91quf0VRT4ztA6HLp+hKq0tPNOL/0UvZXlpWxDlq5km3bc88FvvQlYPVqvrZndgRdQwNPg2ARqKODsya7u7k6oaCg7xvQgwdVAYt1PB52RHd1cYaE9wViwwbgww8Zt06n1SUV6ZtR1957L2d49axjjQGwMWOsLqn01NQEjBw5uNfGxACJiezIV30kMnhtbawXe7ZBjx3jYIlS5YSPSZP4eX/lK74TQEpLe6/umjKFHUEZGRwAu/JK372Ytm/nNTU2lm3E0lJzFZj2VZDZBSSfAAAgAElEQVRAyMpizBmTXbQnmOnECQ2+2EFfKTu14on9Xd7xuWuX1SWKTAcP+san+hlNWVkaIAwXFRX8HB0OZvvx7v/Zto33N4sXm1mADhzwPS/KytR+DQbbza9cvXo15s6di6uvvvo/31u3bh3mzZuHRYsWYdGiRXj33XctLGHoO3KEjaKoKM6O+eijvm9AtQ+DWKmxETh+nLN/ezbsKyu5ktHp1Cxxsa/GRtajlZV917GzZjGGlffbfpqagKSkwb8+NZUzoUVkcDo6mJqo5w1gZSWQn880o6obw4fTyUGrtWuZgSI3l+23yZPNyQNOJ9t2v/sdEBfHx5YW3/jYvZt7J5SVmZ0NOTm+x1DHr/hbYiIHvp5/no+JiVaXyD76GnyR4OtZl06ebG157KKsrHcnswSfrtP9Ky/3jdHycitLI0Ph8bBNu2WLmV3N6eQkvp79P4cOcb/xBx7gQKfHw61dvM+L7Gzr/i+RxHa3l9dccw2uv/563HnnnT7fX7JkCZYsWWJRqUKfx8OTz+Ph17JlXHZ75Ahw1lm+ec5nzmSaRCPFiEiwtbdzxvCMGRxI+PBD3xidNQt48EHgW9/SbAmxF2NzWyNWb76ZqRC943fGDNaxY8awU1Dsp7l5aJ1cqalMX3H22YErk0i46Ojg+TJzJtuiPa/v6elMhSjhw+HgwJbTyQlOqan83pEjvB5WVbH+LCvjPq8/+hFw223sMPCOj/PO4woyj4eT+QoL2Wmwe7eZ7kr3L+JvnZ1cBTZqFB+135LJ6PQzzlENvlijpYUDtKWlnGTQ0mJ1iexB8WkPMTGMz7Iyfga6/zUpRkOXy8V03EaK748+MveqNQZ+jc81OZnt4AkTeK9TW8uUiUaGg+xs7iNfXc3XaH/bwLHdINisWbNQVVXV6/vd3d0WlCZ8uFw8oUaN4uPmzcBbbwFpacCmTVwaXlrKme8rVgDf/a42tRVreDzsgPaeFbNkCZcQHzrEFGWLFwP//CfwhS9oEEzspaaGM3xWr2a62U2bGK8bN3LfqLQ0NoKU5svempqAESMG//qUFF5nRWRgbW3mCrDaWm4YbaRAnDKF13Td9IUPj4d1Y1UVP/tLLuHM15ISDn6tW8dJTRUVTKv2m9/wPuSPf+REpzvuMNMnzpjBjt0//9ncO6OxkR0N48apPSiBY0wmra7m4Kv2FTK5XDxHq6v5d3G51IdghYwMbh8wYgSvoUq1TrW1jM/Dh3mNqK1VfFqhs5N1qLG6W5NVTD3rUMVo6DD6KwsKgKee4r1MYyPvZ7q6zP7L9HRO/tq5k/3tRgrvzZuB99/nfshHjjAOLriA/UXaHyxwbDcI1p9nn30Wr7zyCs466yzcddddGDVqlNVFCilVVTyxUlN9R6UBnpQuF2cd5Oezg1ZLlMUqTU1cCZaYaMZpaSlvOvPyOHO8pkZL6cWeSkuB229nnZuUxDgtLOSeJjt3skE0erTVpZSTGc4gWF1d4MojEi7q6jgD0lgBVlQELFjAG8X4eA2AhRtjlmxjIz/r1FRg3z5+9iNHAnfeyWvj8uV8/c6djJGiInYS/PjHwI4dXNnw5S8Dv/89cNFFvntnGPs02ZExCOi9Ss2uZZX+ad+r/mVmar80O2ht7b2vUFqa1aWyXkaG4tMOOjtVh/ZHdWjoysnh57duHfsv58/n/U1VFePdGBDbvJmZDOrr2b7tmSHoqaeYBWHxYsaB9rcNLL8OgnV3d+PPf/4zDh06hFtvvRWHDx9GfX09zjnnnFM67nXXXYdVq1YhKioKDz30ENauXYv777+/1+sKCwtRVFR0Su8VjjwezioYN46bULa2cpTZmEVZUgK43Zyh+c9/8gYtkmdn9IyjgoICzJkzJyDHFl8dHbzRLCkBvv1tM05nzODFxOEwVy1Gcsobxag9eTzcq6SkhJ1eP/mJbwwnJXGSQbh3gIV6fHZ1caZiQgIbtIORnKxBsFAS6jEaqjo6WD96rwBraeH1PCFBK2QN4RSf3qv6V67kzf/773OW88qVXDWdk8OOgq4uvn7yZE54MjoL1qzhysGpU3vvnbF7N9Mq2bU96J0qx+kMn5m94RSjg2HsPweYe7tqIh65XOz0M/oVXC5g4kRryxRp8QkAxcW+MVpcbP3nYAd1db7xWVdnj79LpMVoX3sHqg6lmhrfGK2psT5GIy0+hysrixMOSkt5b9PdzWtge7sZ7/v2sQ3b1cWvlSuBrVu5OnXSJE4Ge+ghvtbYD06T/U/uVGI0qtuPeQa/973vweFwYOvWrXj99dfR3NyMpUuXYv369UM6TlVVFVasWIFXX311SD/radq0adi3b9+Q3jvceDy8sTxxghf99HSeoFdeac422LCBr83MtL7CjTSKUZPbzc6wPXvMFV/G7IlNm3ghSU/XBSHYFKMn19HBWO3oYCrP5GTWsz1nAKl+9b9AxGdzM29CNm4c/CDY88/zevv4434tioQB1aHkdvOrvd2crZ6ZCbzxBmerjx8f/hME7CjQ8Xn4sO8g0PbtwGc+w06BtDR2Htx8M9t5xuzwmhqmgwGYYua559g5lJbGrAAXX2web8MGXnvnzj15WYxVWbW1bE9WVHDALZCrs7ZsAS680Hz+3nuDK6uY7FCHVlaas7idTk7IU7oqOnSo9yqGSGrv2iE+AX4OPVeCRdLn0J+KCmD2bDM+t21jGz+S2CFGDx5kPeHdFpg0ydIi2YbqUOvj81S89565j/GVV3JA0+HwXfm4fTvbs7W1Zv38058CCxey//Pss/mYmsqU8ZmZyhwQSH5dCfbBBx/gpZdewsKFCwEAKSkp6OjoGPJxeo7L1dXVISMjAwCwefNmTJ069dQLGyGM1HLG5uMtLUwz989/cmVNdjYQHc0TLD7e6tJKpHK7ma5z9mzOjHjgAaa/KS3lgFhsLPezS0y0uqQivdXXs3PtvPNY51ZVsUN32zazk23kSKtLKYPV1MRG6FCmCKWksFNXRHozrvFz5gAffMCbv7IytkETEnhDqBu98OPxADEx5rUwJ4fPjRXSxvP77uNAWE4O70ViY33TYRv7aTY0mJ0H27dzEGLNGuDXv+47JWLPVIQxMbxOv/aab2fxUFdnDSXFYc+N0TWRKzSNGMG4KynhfclQ0iWHu/h4rtg0/jbqT7DGyJGM0eJibm+h+w6KjTX3lZwwgc8l+OLjObnQWO2kesI0ciTbNDp3Q1N2NrBsGfCzn3HiU3Mzs7AZ+4GlpADf/z7roePHOVl68WKuDrv+eqZQTEvjz2fN4iSbcMgYYGd+veWMiYmBx+NBVFQUAKCxsRGOId7V3n777fjSl76EsrIyfOpTn8L69evxwAMP4Oqrr8bnPvc5FBUV4e677/ZnscOWMeO2uNhMPdPVxQ6H2lp20sbEsOPuxAntUyPWcLvZ6VxczNm/3/8+N0IvKQFOP52N1ZISNpacTqtLK2LyeBi73d1mGpLOTqby7OriBIPkZD6mpFhdWhmspiZ+bkMdBDPSHoiIyfsaf/gw8Oij/H5iIq/raWlsi0r4cbm4j1dzMxAXZ66avusudpZ/5jPA//wP23ZjxnDvlupqporZsAF44QV2ImRmApdcwhVgF1/MeMnNZWfaj3/MQbKqKl53e77/9OlciTV9OjsfMjJ6p7Yz0s/0x+Nh7G7Zwseex62p6f93s7I4yPbee3y0a9pGGRyjc/LfXR0CDi7U1vL8rq3lcwm+tjb+/WNi+DjYTAbhrqmJ15i0ND42NVldosjkcPDvb3xFR1tdIvuoqTH3DO/qGrhNIfbg3S50OID//V8Oah09yu0wAN7nTJnCz/Wzn+Vnu2EDn69dy8kjK1eae4AZGQ/Kynq/x+HDvdu4Mnx+ve28/vrrsWrVKjQ0NOChhx7Cxo0b8Y1vfGNIx/jpT3/a63uf//zn/VXEsOY9M/H004Fjxziz8vHHzc3H58/nLAyPB/jv/wZuugl48EFg/XrNwpXga23lxcLIfex0Ak8/zRgtKgJWrODMirVrgT/9STEq1vNOp5SVxZt+73q2vp6zzI1GzbRpXFUkoWM4g2CpqezcFRFTe3vva/z3vsf6cts27pMYF2d1KSVQysu5yuvTn/ZNf/m97/Ha+cMfckXWLbdw9X9MDNt+paXA+eez82DjRv7Me9Bqzx5mDLj/fr723HP5XvHxfA/v9zd+LzeXj/fdx9dfeinTFA9mdZb3vl6nnQY88UTvQbT+Zu06HPyZZvWGtuPHmcooJYWDukVF7KwSphYtKDBXY4bJVi8h58AB9vPk53PSyVtvadAd4MB1z3NXgq+1VfVEfxIT2eYxYnTrVqtLJCfj3S4880zgl78Eli9n/fuLX/C+Z8wYbkfU0MB25urVwNtvs9/oq18FfvMbtmEBtkVnzWK7Njub50nPPWV37lTqeH/x6yDYZz/7WZx55pnYunUruru78dhjjyEvL8+fbyEDcLmApUu5FPP4ca6eufdenmjGMnDjZvPJJ7kx9axZHABTI0mCrbWV6Tnb25kzNzeXnR1uN1MfxsRwafjDD3MATDEqduBycWD2V79iI6S8fOB6NjnZ6hLLUA13EKyhIXBlEgk1Hg9npvd3jXc4lPIl3OXmAoWFvIEvKADWreNkgfx833SEGzawA6irix0GRUXcPyQtjQNbZ57pm1Jw6lQOoF12mW/nwL/+xdXYRnpCIxVhYyPw2GNMue39eu89wQZKceg9mLZ/vzmg21+Kw6GkS5TQUF7OTi1jhn55eWTt2TKQ+Hiew0a8K82ZNXJz2XleXc1UXLpvJoeDkxON+FRdbI2KCk4g9X6uPcEoPt43RlWH2p/RLpwzh6vARo5k3fLkk+zDTE5mW9CYBOZ0sj0cG8uBrz17mKVtwwYuXMnPZ/+SMTlr927ftmd9PftFY2NVt/uDXwfBKioqMHHiROTl5aGwsBDvvfceMjIykKxewKCoreXsxJYW3mwWFfFr82bOBkpLA55/nrnzu7u5tFKjyWKF9nazUj94kP82Oknee4+Nd4+He9eNG6cYFfsw6tkf/ICz2ZOT2Zjpq55NT1fshqLm5qEPgo0ezUGw7m6lSRIBuAdYe3vva/w//sFr/OjRqh/DndPJwa7MTA6AXXkl68fHH/e9sa+sNFfVpKfzRj8/n6kLDx9mvGzcaHYQnTjByX49OweWL+dzY48vIxVhVVXv15eWAhddxLZmTQ2P6T1I5r1PmPe+XmlpnLVtdFAYg1zees7eHeqeY2I/2tutfwcOAJ/6FM+Nxkbgr39VJ50VjPRyxupqpZuj0tLe8Tl+vNWlijyqQ/unOjT05OQAl1/O9uysWZyE8Le/McNFaSkft2/3bXfu2gV85zvA66+bWdoWLADefNPsszdeu38/syF4Zy2YMIHHVmycOr/efn7ta1+Dw+HAwYMH8d3vfhfV1dW4/fbb/fkWMoDMTFacjY1cTltVxZtPp9PMITplCmcIVVdrAEys4fEwRvfu5UU/NdXc6ystjRW8y8UY1QCY2E1mJmP43nsZvytW9F3POp2ayRWqhrMSLD6eX0eOBK5cIqHC7WY9uX9/72v8xIn8nurH8ObxsB13881M/3LsGG/sGxrYzjNiwkgBs349V2fdfDNw7bVc5XXiBG/2Cws5gPr447zOGoNPl15qHmPCBLYtjc4DY8XOuHEc3DI64IzXG+kRXS7gG9/oPePWe5+wnvt6OZ087ty5fbdTBzqWhCaXy9ynbsMGPheaOJF1uzFIrBVy1nE6uQrB6dSELEN2tm98ZmdbXaLIVFfnW4fW1VldIvuYMME3RidMsLpEcjJZWZzw/P77/Nx27mQmghkzgC98gQNgPdu6OTnAvn1MV7txIydPFxayzs7P931tUhKP9dRTwIsv8vXf+Y4Gj/3FryvBHA4HYmJi8MYbb+DLX/4yrr/+eixcuNCfbyF98HjY8dbZyYEtt5vPx4xhSq6NG7nkeNYspvBavFgrFMQ6bjcr/9RUDigYaeQOH2Zl73IBI0ZwBrBiVOzASG3kdpv7e23dyngtLmad+sYb3PsmN5exq31uQldTE9O1DWUQDOCNy6FD2idEIpvbzXOoqIjtzmXLfK/xTieQkGB1KSXQ6urYCbBpE6+Nzz1nzgJfs4Y/27mTMXHsGCfveTzsFDBSJ5aV8Yb//PPZXrzvPq4mM2aSb9/Or4ICxllXF78/cSInAjoc5h5hDQ2Mw4oKdoI2NPB15eXAt77FQdn+ZqkPdV8vzXgPP2PGsD4z9rPZvt3qEtlHbKzvSs3YWKtLFJk6Oxmj3ilfhfdjRl9Ydrbuz6ySkaE6tD8JCb51qNrI9udwcOuhceM46HX33eZELIeDA2Br1vhulbF4MfsIkpO5AqyoiNln5s9n29dIGT9iBFMl1tay3jr/fA6ePfmk7763Mnx+HQSLiYnBa6+9hldeeQW//OUvAQCdnZ3+fAvpg8vFC3pUFFPPxMQwr2xNDU+WkhLeIMbGcsAhLo6NeZFgM/YBGz+eK2gefZR5dEtL2TB6+mnghhsYw4pRsQuXixuY/vrXrGNLSti4efBBYMcONlpHj2ZDKCVFKxxCXVPT8PYqSktjR//06f4vk0gocLv5tX8/68jnnuMsxuJiXuPT03VzHylKSzkpJDMT+PnPOdD1xht8zM7mINm55/Le5LbbeH8yfjw7E26/3Xewq7CQE09cLt8VVjt38jr8yitsPxYXc/bsddfx/bdtM8uTmQmcdx474GbO5P3Rli0sy/797HTYuNHMlBFzCnfIxsqx/tIlSug5epQdViUlQF4en4svDS5Yq6TEt34sKdGqPIDXmMxM9kFkZmqQ1iouF/snjcFIl0vxaXA42NY5fpyPmgQeGiZP5sKTr32Nz70nQK1ZY97/zJ7NNsPq1Waq7H/8A/jmN4F77jEHz9LSgGnTgHPO4QCY08lz5dxzzedKr+0ffj3F1q5di/fffx8rVqzAxIkTcejQIXz2s5/151tIDx4Pv44fZ+qQ9983K87aWn5NmMCbvthYzm4fM0aVqwSfsUJx+3bG69q1wAcf8HtGjN50EzvIFKNiJ52dwC9/ybhdvNic3XPDDRwEy8tjB1pKijp4w0FzM6+VQ2UMgolEouPHeT1fvJhpPdas4R4H27cDZ5zBVbSqHyOHsSLkH//g5JEDBzghz+ggqK5mp0BjI/dJMF7/0EO99+/atYt7L4wZY86CdTo5qLV+vZmeMC7O3BPZSHe4ZQvr5cxMHueVVzgANmMGcOGFPMaUKbxfiolh3Z+cDHR0mCmOh8pYOdZfukQJPcnJnI29ciUftd252E1enm86rbw8a8tjF21trN9PnOBjW5vVJYpMY8Zw9cuKFXzUZGdTZyfbOkbbR2tIrOXxsN1otB8Hagtecgkwbx774QFOpnr1VfZznjgBTJ0KfOUr7AeNjmZ78IEH2PZ98UUOBu/ezdd9+cucILZrl5l+u6GB9Rag9Nr+5NeVYPn5+bjzzjtRXl6O/fv3Y/LkyVhu7FIsfuXx8ETo6uJJVVfHmYxjxnCmS0YGT7z0dK5KiItjB61uxMQKbW1cXWEsG/7mN9nRMX48byQTErjR+KhRilGxB2PvuhMnGJvt7UzNtHUr69SHH2bDZMYMxqwGwMJHUxNXEwxVWpq5D41IJPF4uMq7rIyDHomJ5gzIggIOLmiFbGTJymKbb/RoYNIktvdSUznZ6bHHeH+Smsp7mX/+kxNJGhqAPXvMfTWNlWCzZpnpZt9/n3E1cSLjzKh3y8o4Y/bznwdeeonvMXu2eQxj9uy4cezY8B5kq6jge86YYb5+40Zm2NCMWwFYf23daq4EU30mdpOQwEknRozqnoSio/nodvNezXguwRUf77uaVnVobydOWF0CATgwZazYGmj11f9n797Do6rO9vHfmZwTciAJIZAQyIGAioCIgIdSlXqo1VbUautbbZGKvkptba210L61aqVWbf1WrOfWKq1WrdpiEUE80J9IQoiiIARICCGBnBgI5JxM8vvj7u6eyQFIsjN7T+b+XFeuIZNkzyJ5Zu+117PWs/bu9e1LGhUQIiPZN21r4/3Pk08y7qdP5+SvH/+YE2qSkthHPu88Tqp+6SUeJyHBvHcC+i6vbWzX4V11QOOoJ8bSX1N+fj4uuugi3HPPPfjlL3+Jiy66CJu8a1GIZerq+MZqbeVsxbFj+UZavJjPGSu/wsK4r4nbrTeF2MPjYZL2wgs5CLJ0KWdA1NUxbmNiGJvl5YpRcY66OiZvW1o4scCI38RExnBsLAfIIiLY2dHN5vBx+DDPS/01ciRXN4gEm8OH2fccO5bnyDvuYD80Lo6PsbGDKy8ngcflYmLJ2Nz7f/6HA7QPPcSv//KXXFHjcnFF1o4dfH7pUg4QFBVxluyqVdzf+O9/5zV4926ea7/xDeDUU3nOnTYNOOccvs4DDzAh1tDgOzjhPXvWKFnjcgGTJ3NArvtgRlmZJjWIae9ezsZub+fj3r12t8g5ut+76V7OHjt2cBX2Lbfw0TinBjuj1FxiokrN2amiwvccWlFhd4tEeldW1nf/0VtWFvuQxv6zOTnA7Nnso7a3cyLWV7/KY8THs0/5nx2j8MADLPUdEWGW925vZ0JsxgxzPMEor22sDPMur20k684+m4/qs544S29JH3jgATz77LPI/k8Nij179uBHP/oRXnvtNStfRsCB2aVLmfSqrGT9UGNDxeZmzrBsbuYbKDl5YLPaRazQ0MDZDzt2MCaXLeMgRm4uLxqtrUwijBpld0tFTK2tLJn0wx+y02HEr3GeravjAF94OG+sZPgYzJ5gJSXWt0fEyRobOSmrrIzvAe9zZGamudpbgk9KCld5ZWfzxr+ykjNcW1u5iXhcHEsjdXSwT/jyy5wJW1TE5554gn3I5ctZTjE2lgnW0lImxy67zHcfnOxsJl03b+YgQl+zZ9PSgK1beU3ft48/k51tfv8FF3D1WXk5S+Fodq2kpTEmOjsZC4WFdrfIObwHszs7+T4fM8a+9gSrrCzejxQX81yWlWV3i5yhvd231JzK8NkjNZX7cRrn0M2b7W6Rc3R1Hftz8S/vvb269x8NHg8fn3ySE7Ta2jgBKzmZ/dfPPuPP19VxVVdREc/P553H98BjjwF33smx+okTec3cu5f3Ud57OhrltXtbidZbsk7VC06MpUmw9vb2/ybAACArKwvt7e1WvoT8x8GDwP338yQZHs6B2l/9igMNqal8Exlv2MhIs0a0iD81NnLZb1YWT+oLF7JEjbHpuMvFj85OdUrFOTwexuVNN3EArrf4jY7m+Tc+XoNjw019Pf++/ZWUxDJbIsGisZGVBmbN4ozG737Xty+qBFhw6F6SJTWVM73Ly3kT/8QTwJe+xFgpKOB+INOn8z7mwQd5jX3wQa4Au+QS4PPPed/y3ntMfBUVcS/On/6UCbE5czjwnpRk7oPjdvP6PGeOmcgqLOTPzpzpO3vW5eL1e/Zsc7PxwkIOyu3Zw/acfvrxS+FI8FApr74pQegMERH83RsluSIi7G6RMxjlD41ScyqHaI+ICJ5DFZ89dY9Jxai9jNVXRpltY08u7wlR3Usmvv02S38DfG7aNDORlpTE5xsb2bfcswf42c/Y5332WU4e/PGPWSkhMtJcVXY8J5Ksk95ZmgSbMmUKli5diq9+9asAgJUrV2LKlClWvkTQ83i41DEtjZvmRUUxefD445zNOHUq3zzp6by4jBypEjRiDyMBtmsX8MILZp1yY1Nzl4vl5EJDVZ5AnKOlhUmQri6WW7r33p7xGxfH5FhKis6vw9HhwwNPghkd5aGwaxdwww08Z/7pT5rlK/byvsZXVQG/+AVXz+7ZwwRHcrISYMGi+2BAURETo9OnMyYOHzZnq95yCwfCjJWDcXG81m7YAHz968Cvf82BBI+H59OEBD5nrP4y9u867TTgnXd4Td6yhc97l0Bcu5axeNZZrDRg9DGNhN3OncCbb7KiRkEBr/E//zmwZg1/TrNrxduOHcC8eRyYKikB3n3XvJ8Jdg0NvgnChga7WxScOjv5OJD+63DmdvO61NRkTpjQSkX/6+ridTg83BwDElKMOoux+srlYt/WmCzlPSGq+yqshgb+zdasYT/TKHG4ezeryyxaZE62Skzk87/6FY+dlMRVYXV1wCuvcPJYb4sDeptwtmWL755gcmIsHb775S9/ib/85S944YUXAAAzZ87Etddea+VLBL3qauDLX+YSytRUvjnnzePXkpOZhS4uZp38piYN0Io92tuBo0c5yJCTw4GGFSs4U/Dllxm3UVFcLqybSHGSgwf5WFrKm/re4jckxOwcyfDS1WWuBGtt7d/PJiVx/8Oh0NICXHQRO9EHD3JVxeefaza62KO9nTd8xjU+JQV47jnOZiwq4vcoARY8ug8GVFUxFuLiuDrwySfN2aqlpez7XXstr60XX2wOMIwdy7jp7OQ5zkiqrVplrv6aMYPHzsw0r8Fjx/Lmv7LSd1ZsXh4HEjweljUsK+PgwowZvse+9FIer7iYyTQjpjW7VgzdS80pJkzR0Xx/JiSw//TRR3a3KDh1dvKcVVnJRIMS9xQfz0kZRnwWFNjdouDU1uZ77TX6iqIYdarSUnNyq/eEKI+HfUnvfmJCAu+JMjJ4z56SwopCTz7J8SOjn5uUxCoEHR3sw+bnA3fdxcoHq1Zxf9ukpN4rEHSfcGZ8j871/WdpiiQiIgILFizAggULBnyMJUuW4P3330dycjJWrlwJAKivr8ftt9+OyspKZGRk4JFHHkFcXJxVzQ4oVVXAX/7CjvjChcBvf8vZk/v38wauro43b21tygaLPVpbeQFvbubMh4ceMlfRTJzI50eO5AVE+4CJkzQ3Mwmyd6854HH33YzfPXt4bh05cmD7RUlgaGwceIkO4+alvZ0DEFZ65BFObjnvPMbphg2cDPPDH1r7OiInoqWl72t8bKzOkcHGuyTLRRfx/mPfPp4P73fl6FoAACAASURBVL0XuPFG3txXVHAwoL6e9yk338znGxpYHunuu3lue/xx36SasfprxgzOln3ooZ6TUFwuVsHobVasMXAQEsIBCe9jNzZy5u6iRRx4MH5Os2vFW02NuRLRKI80bpzdrXKGyEgmtI33iybn2KOtjZMKjAHSTZvsbpEzhIcDGzeaKxWt7p/Lidm92/fau3u3zqGGyEjfGNU51Bn6KjdYXc1x+FWrOAY/bRrwv//L0t8hIWZp2l/+kt/35ptm/7elxfd6GR4OLFvGKi9f/7o5maG3CgTaA8w6liTBLrvssmN+3UhmnYgrrrgC1113He68887/PvfUU0/hzDPPxI033oinnnoKTz75JO64444BtzcQtbdz9ndaGt88NTVcQllczBtHgKu+UlO5IkwnT7GDx8Ml3M3NnIl2xx3cv6GwkLMeXC4OjnV1qQSiOIfHw0G5pibgd79jYqGqyhzwMGbvxMfr3DrcHTrEROdANiUODWUirKaGg7FW8XiY8HrySZ5bAeD664H77gN+8AOdR8W/GhvZDy0vZw1772t8eDhv/hSTwcU7aZSZyVKFublcOV1YyNKE69YxyfTaa8Dvf28mxVJSgKVLOYCweDHw17+yHKL3wMOsWZwle+AAE2BGmaDupWHS0nqfFWsMHLhcnKXbfbUYwGu/cYxjbUQ+VHr7v+h95BzJyTzHGfte5efb3SLnOHCAv5eICD4eOKBSXnYoL+85eUArFtmfr6vjWFpdnQaN7ZKb63vtzc21u0XOUV7OOG1v5z1kSIgqJQ2WFX2qviZElZWZ/drUVPYHPv2UY0QdHcAnn/D7vb8vKYmlDh97jJO5oqL4PrjySiY/Cwv5/YBZGWH/ft92aw8w61iSBHv00UdRV1eHMd16PAcOHMCofi71mDlzJiorK32eW7duHVasWAEAmD9/Pq677rqgS4K53XxjNTRwlcLEidxYz3sT2shI4MUX+WbSBV78rb2dg2MdHWaMlpayRMbEidy7ITTU3KtOxCnq6tgZ6epiWaTwcJZQ8j7Hbt7MBIcMb273wJNgADu5+/ZZmwRbu5ad4ORkMwmWl8dz6fr1wLnnWvdaIsfS2Mj3yO7dvV/jExJUBjEYeSeN/v1vxsjvfw88+CATpcZNO8Cb9ocf5s1+djb3A9u9G5gyhX3EkhLe+BcVAVu38mcXLgT++EfuexwWZpY3LCkBYmKA229nLPZWPsZ4TaMNS5fynskoe+id9LJTX2VuxBkiI5m41WqnnlJTe/aXxf+ys30HSI1J0sGuqYkx2txsPor/jRhh7pGUm8tyyUKjR3OVkPe4rgyOFX2qviZEGX3K7GzgD3/guOfmzZwgWFbG173xRt9S4ACrDP32t/z+KVPY/zUm1JSVcTVgRQUrEV1zTc9+raoUWMeSJNiyZcvwwx/+EOndRn0aGhqwbNkyPPHEE4M6vtvtRkpKCgBg1KhRcLvdgzpeoDAy2Hv28GLR0MATZFcX3zRG+ZmcHNbjXrkSuO02dkR14yT+ZKwAa2sDLryQNXFvuYWdHSNGo6KAf/4TmDyZG5WL2Mn7/Dpxonl+NVZ9bdvGmtxGGUSV7gwOhw5xIH8wSbBu83gG7W9/A+bPZ+faEBICXHAB92FSEkz8wUiA9XWNT0lRAkxY3igvj0mmhQs5ELB6NVdXT53K/WLPOw+YPh24/37gN79hIuvaa3nDv3o1V9ykpHBQwSjxvmcPV3EBPQc3jD3D+ioNk5bG0mCbN3Ol2je+Afy//+eseyWVuQkMMTF2t8B5QkPNlZ0ZGfxc/M8owWVckwda2nu4iYjg9WH8eA4+axWnPRoa+HfIzGT/YONGDvYLJ1UUFPiOmcngDGWfykhGtbUBZ5zBe6OCAlZpqa/nBNUHH+Q+4UVFfO2YGPaHP/uM39vZyYQwwH5sVhbvs+LiuCeusReZd7vtqFIwXFmSBKurq8OkSZN6PD9p0qQeq7qsEBIS0uvz+fn5KBhGOwkaN3mHD3PG44EDrCFq1COvqgJOPpkrcLZu5dJKLY0cvO5xNGvWLMyePXtIjj1cVFfzAt7UxBJdmZksa7N7N3DKKYzR734X+PBDXjRkcBSjg2ecX2+7jTdGu3bx/Lp4MTsn27ZxH6YnnuB5VTXkT1wgx+dgV4IlJ/NabZXOTg4u/fWvPdt05pnAkiV8vo9ukfQhkGPUDs3N/Ojo6HmNnzKFN226abdOIMdnTAwT9wkJvHl/+22WgikqYrkYo6T7mjVcPfjBB8All/je8Ccl8fPSUg4I1dZygGD/fnNAIDubAxvee4b1df/jcnEgdOlSXuuTksyEmlMEWpmbQI7Rgdi9mxNOkpLYT3j/fZX8M1RU8NHlYp+lstL+302wxScAfP45J0fl5HAwfe1alVQDeC154w3f/fyccP4Pthg1Vnnv329+rj3BaN8+njuNcogul/2TbwM9PoeyT+Vy8WPLFh7/wgv593rrLf4dy8rYZ73jDm5d9NhjLOvd2cmf37WLC1hWr2bSLCGB46TLlvmeswOhL2inwcRoSFfXQId6TBdeeCHWrFnT69cuuOACrF27tl/Hq6ysxM033/zfvcS+/OUv44UXXkBKSgpqa2tx/fXX46233jrucSZNmoTi4uJ+vbaTfPghcM45HGB49ll2KGfMMN/MRUUcdLjvPr7J9u1THflAE+gxaigsZEyecYYZn6tX80QeFcVVNyUlvCAoPgPLcInR7j78EDj/fA5seJ9XV61iScTCQs5mTU1l+SVxJqvj89lngXffBW66yeys9sfTT/M6/KtfWdOe/HyupnjmGd+VYACTX9dey4GOKVOseT2x3nA4hx44ALS29n6NHzVKCbBAZnV8dnZykl59PW/yzziDSfonn+TAo8sFXHyxGUeFhRwcMFZhr17Nz5OSuHpr2zb2G0eP5l5j3vHn/X0REcfuXxrtcuqeW05vn52ccA4tK/M9/23apMEpw759Pccngmlw2wnxCejv0Bf9XpwRo/o79C3YfzdDEZ9D3afasIETpC+9lJOojWN7929XreJY/s6drDbk3e+tqQG++lV+z6xZnGS4fj0nuNbUmEnimBj+jPqD1rJkaG/KlCl4+eWXcfXVV/s8/8orr+CUU07p9/G65+XOP/98vPbaa1i0aBFef/11zJs3b1DtDRSZmQz6kBDuL1Ja6rusc+9ezlj/yU/4xg6mk6U4y+jRPZcdNzVxAATgQJnq1oqTjB/P5ea7d/vGbUMDOydRUfbPwhL/c7sHVw5x5EhrV4KtXQt88YucHdhdSAgH5f75TyXBZGiVlJibywO+13glwMSbd7mWqiomq8rKOACwcCH3Q9i4kbPBMzNZTmbNGuDgQa7mOnoUePllDlpERXF1bXo6Y7D7tfrDD3mMExnccHoZGae3L9hFRpqxrD3BfPVWdkpjEv4XHu5bDlEVLEjx6QzR0b57ghljRKIYHQpD3aeaMAH4znfYL2ho4MSv1lbfv2NFBRAfDzz0kG/sR0bynqqggP3ijg6O+efkmBOvb7zRrFygPWKtZ0kSbMmSJVi8eDFWrlz536TX1q1b0d7ejuXLl/frWD/60Y+Qn5+Pw4cP49xzz8X3vvc9LFq0CN///vfx97//Henp6XjkkUesaLajeTx886xaxdnf4eFcRdN9WacTlnNL8Gpp4R46YWG9x2dnp0oxiPN4PCyvZGxX6R23WVl8LiHBvvaJfQa7J9ioUcBHH1nXng8+4P41Hk/vX582jTPHliyx7jVFDMY1fvx4Jie6X+N1npS+eDwchEhJ4cBAZCRXtJaUMNk1eTLwve8Br7zC71mzhjHW2MjkV2oq731mzTLLrHnHX0wMz9MaGBB/CAtj3DU18VEVAkzd7/+MfrT4lzFRpb2djzo3Una2b3xmZ9vdouDk8XCFS1eXc0pSOoXOoYEnLY37chulD6ur+bz333HmTE7qys3l41e+wv7sjh3sB0dEmMcwVqsB/NxYGKc9YoeGJV24lJQUvPTSS9i4cSN27doFAPjiF7+IM888s9/Hevjhh3t9/rnnnhtMEwNOba355rnmGuBnP2Nprk2buGTWKCsnYpeWFnPDxzPPZHwWFZkz0CIjOXtBxEmMuB05kpuW/uIX5uyciRM5qBsbq2Xnwcrt5oD/QKWmmvtjDFZ7O1dM3H137yvBAODUU1lrXPuCidWam3nzVVTEvXDCwjhrsaKCg0ijR2sgWEweDwcBjJt5gLNkH3yQN/re5VxdLl6DH3oIuPVWDoZFRvL5PXuAqVPN44wcyZ9JS2MsFhby+5cu5eCBiD8Ye4BERJj/FoqL873/i4uzu0XBKTaWfdDmZj7GxtrdImcwVsgZ15SICLtbFJyMEvOtrb6fC1cLFRWx6ld2Nj8XZ/NeadbZyfNKe7s5Vj9+PDBiBHDyySyHeMUVnOB1+DDH8VtagOnTgY8/Bs46y/fYgbZHbCCy9PZ1zpw5mDNnjpWHDCrGDaRRjmnhQtYYrajgBaOl5dgbP4v4U12dWb/4ggu4l87+/TzZq3atOIlxbq2pYWmlGTPYyfzDH4CtW5msHTtWs9KEq14GU1pw9Ghz0+fB2ryZcXqsc2lqKgePt2/nuVfECu3tLE/nfY1/+mmW/MjL44pHXePFW3U1V6bW1XGV11NPAevWsczLt77Fsi7GXgg7d/Jn6uqAX/+aH0VFjLeJEzkB0NgjzCgD43KxLGJ4OAeKnnuu78mA3RNy2l9LBuvQIV5rQ0P5eX09+5PCcYu5c9l32rqVq9O1Stj/du3iYGxYGEvR1tbynBrsOjp4rWlp4eOYMXa3KDjt2MFtCJKSeM545x39LQwNDezzxMbyMTRUibBA4d3fzM5mMuymm3g+NpLvt9zCeD/nHJYAd7k4qdDl4uSR7qu80tLY992zhyW/a2rM59WXtYbmcDpIdTU3fX73Xb5p1q7lDWRSEm8mZ82yu4UiJu896tau5ed5eSp/KM7jfW414raujufU9euBb34TeOstu1spTuB2D24Wc2Iiy3k1Nw++3v2mTYzbjo5jf9+UKSybqCSYWKW21ncPprVreSOXl8dEr0h33nta7NzJ/Szy8nzLutTU8P5m0SJ+XlQE3HMPcP755ozXjRt77o1hDBC4XBwEOF4lDO+EnHciTWSgIiOZnO3sZBwWFtrdIueoqDA/jM9Vzsv/UlPNiSspKTy/Cvsy555rJl/ef1/XAzvk5vJvYMRnbq7dLXIOxWjg6t7f3LSJfd7kZFYZyszk2EB1te8k2fJyvgd62/vNWGXmcvHY3SeFyeApl+ggZWUsabRjB1ckpKSYS4UzM5kNFnGKzEzGKMDHjAxg71572yTSG+PcumePeW4FzBVgb7+t8rJChw6xfMFAuVxcJVNaOvi2bN7MxFZf+4EZJk5kp1vEKt3PlSkpLO2hlQ/SF6N8C8Bra0wMJ/KdfnrPvqLbzQGD8nJz/xqAj/v385xmfP9Aql/0tsm8yGCUlHAgqq6OjyUldrfIOYz9bADtZ2Mnnfd6N26cmXxJSup90FmGXkwMJw+sW8fHmBi7W+QcGRm+MarKNIGj+3l33z72YQ8eZP916VLuBzZ+vO91ctw4YPnyY78PSkvNVWA6p1tLK8FsZiyhNJY7hoTwcelSYNUqzqaaMYPLKv/4R7tbK8GstdWcHZ6dzbq2q1eb5WZaWxm7Ik7Q27l19GjGqXfcRkdz9qSWlwvAwdnB7qMwejTj7pRTBneczZuByy47/vfl5QF//vPgXkuktZU3W8aeBEeP+p4rY2K0l4b0zSjfYsRLSgonnxw+zBUJe/ZwcHzhQk7w8x4s9977IDOTZWP27h14GRjtpyBWy8nxjamcHLtb5Bypqb57gqkiiD0Uo73rPl4RFWV3i4JTXBzQ1MRHl0vl/rwpRgNX9/5mTg4rD5WVMdH13HP8d3Ky7984IoIJz6Sk3o/r8fDn1ZcdGkqC2cx7CeUFF3BmRG0t91cqL2e5rtpaJsC0UkHsYgyOeZdZ+PxzDva2t/PEHhNjznAQsVtf59aRIxmr7e2sRa4EmHg7dIhJsOOtvjqW1NTBz9ZqauKAUloaY/VYJk7kCvKODu4FITIQxv4hdXXA4sXAkiWcJGCcK3V9l2NxudgXDAtjn3H9eg4GREXxXqazk+V+nn3Wd7Dc5fJNnhnJrrAw3zIwRUXcE+xErtfdE3K6f5LBio9nDO7ezRJGGsA11dYCc+YwaV1ezpXpKtnkf4mJvsnIvgZXg01oKK8hzc18NPb1E/9qaOCj8ftvatLegYbISPaHmpv5qCRY4Oje30xNZb81I4P3Tzt3cp/cyEj2kdvbea6urwduv51j/GPH9py83dkJ3HijuShm5kz1Za2k4RKb9bbnQmYmb/6ysvimSE+3tYkiaGzsudx3xw6uQJgzx9amifSqt3Przp0sVTdhgmbTSE8eD1e/REby5mygrEiCffIJO80nIjaWcf3pp9oEXQamudn3Gr98OXD11cAXvqDSVnLiamp44z5zJlcT/uEPXA323ntcAVZdzQGwtjZ+36efmnt8dR8037XLtwzMli1AePiJDQIY+yloIF6s0tbGx5Ej+Xi8vTqDSWkpy5ga+52UlOi9Z4fDh3nOjI/nY1gYJ7AEu+Ji4LzzmBgsKeH1aNQou1sVfNrbed03PoxzqgDbtgFf+hLv4YqKuBr+C1+wu1VyIrr3N6urWQqxsZH91UmTeG0cPRqoquJjYyMnhN17r7nvbXU1MG8ex6ry8oDHH+f41bp1nNDwj3+olKuVNP/dJh4Pyy5519A3yoBERPDrVVW2NlEELS3mibz7/iATJihGxXn6OrcmJAAXXqh9HKRv9fUs09HVNbjjjBkz+D3BNm8GTj31xFekTZoEbNw4uNeU4NTYyOt8enrPvZtE+mP/fq4EOXwYWLGCAwApKVwp8vLLwIsv8tx40knABx/w/HbaafyZ/fs5cLthA//d/Rp+6qm6fot92tsZn42NfNQArqn7nmDZ2fa2J1hpNUnvJkzgyoviYj5qEqQ9XC5+HD1q/lsoK4vJ640b+ajJZ4Grvd3cH7yujv3c5mY+NjayUkJ8PDB/PvvIJ53EBFhrK/Dgg4yBxERzD7HOTh5X5y1raSWYnxlLHdvaOENn4ULfZY6PPALceiu/Nnq03a2VYGYkEzwezkzJzmYt26YmnogbG1UeSZzDOLcas8y7n1vr6znb5qST7G6pOJXbzVneRodzoNLTea4cjM2bGasn2paJE/kzIv3R2Mi4736Nz8hgQljkRHk8nM1aVgYUFPAmv7UVOOMMs4z25s28TkdHs0zxhg08x23ezL2Q//IX4IorWDLmhRd4DS8v5wTBkhIm+4/XhurqnqUVRQYrPJyJhd27zQmrQqGhvnud6D1nj7Y2JmirqpgACw+3u0XO0D0+VTbcHi0tvttqFBXxWi+MScVoYPHub+bmcnW4sQ9YSAhwzjnAmjVmzF9wAfD00/y+00/3fR+4XLwXa23lv599lomzwkL2gXNyfKsgqK87eHqL+Zmx1PGVV7j3iPcyx9deAxYtYrBHRXHgVsQuVVU8QZeW8rGujvs6fPABZ40bM3xFnKC6GvjwQ+Dssxmz3ufWv/+dN0Hjx3N2jUhvDh1iEmywK8HS04G9ewd3jM2bgcsuO/Hvz8sDnn9+cK8pwaWpiSt2Cgt7XuNHjOCHyImqrjZv9lNTeWO/d69vGe09e4BbbmHiq6CAq7tcLiYVdu3iDPGnn2b/MjmZ5bY7Ovg9BQVcUXasEvHee4GmpLCEosqyiRU0gNu3HTtYyispiQN577yjMnx2aG0FLr7YjNFNm+xukTPs2sVyiEZ8vvee9taxg/c2BXV1/Fzl3WjXLu6ZasTo++8rRp2uuhr4zneAX/2K+93Nnu074WvVKvPeyuXi9118MXDffb7vg127OAnR+9xdUMC+8pIlHNfqnuBSX3fwlDP0s7Iy4KKLuETSKC9nzPTOyAAOHODXjH3BROzg8QD79nHGo3cZxKQkJhJSU/mhGBWnKCtjB7K8vOe5NTOTM2WiolguRKQ3bjfLZg52JdjIkZyRe+jQwH6+sZE3h/0ZRMrN5UCU9imRE9HeziTYrl09r/HGTH6VUpL+8B7gCglhScPuZbSNEpt1dVyl3dTEgYLFixl7cXEcKHC5eC0vKOAkllWrgIcfZtLBKJfY23m6+961g92bUcSwe7dvbO3ebW97nCQ3l+/fujo+5uba3aLgtG+fb4zu22dve5wiM9M3PjMz7W5RcMrJ8e0P5OTY2x4nycjwjVGVI3em9naeV99/n2Oljz4KXH898PHH5rnX7Wb/9OKLOZkwJYV914oK7veVmdnzfdC977p3Lz9ycnpf4aW+7uBpCNvPcnKAn/+cN3dpab5LX6OiWNIoPFwrbMQ+Hg8Hb9PSGIs//alvWbnYWJa50bJbcQqPh6XjjhxhzLa29jy3ulw6r8qxHTrElYKDXQkWEsLVCjt2AGee2f+f37IFmDy5f+0wOtrbtnF2mMixNDdz5mJWFnDjjb7X+Lg4lUKU/jMSXnV1vOEfNYol47yvxa2t5szV9HSWf7/vPuChh/j5//wPBxW8Z8R+/DHvmX78Y9+VOL3NfDX2ETO+R3soiFVyc31jS4keX0VFTAzq92Ifnf961/06pFKm9oiMZOWBkhKOh2pSqikqque4hThPVZVvP3TTJrNEsnHuzctjoqymhhO8Vq3i/ZYxWWTxYv6tGxu5sOCee4Dvf9/33J2VxRXVfa0G1Ll+8JQE87POTpYDGTOGA24pKZwJmZLCsjQpKbxxFLFLTQ1QWckl6mlpwOOP82Q+cSJL0WgFmDiJx8MVtBERHCi74w7WUk5M5ADZ6NHsaI8caXdLxencbib4B5sEAzigu337wJJgmzczkeXx9O/ncnPZIVcSTI6lpYUf+/YBf/wjy8+VlLAUYlSUOWlApD96G8RpbGSfsaqK/caQEM6gzczkhJXvfpc/O3Ei+52HD/M63n3FzeTJZolu4/k9exinpaXmnghpaUyOee+T0F/aa0F609DgO4Db0GB3i5wjJIR9nSlTgK1bgY8+srtFwamuzncfxbo6lZsDGJ8AEBPj+7n4V2gor6UxMXwMDbW7Rc5hjAF7jwmrpKzzdC/paezXZSS2jh7lJMLRo82yhpdeCuTnsw9s7PEVFQW89RZXkV1/Pb/33Xf5dzf2//Lud3bvl6amDr6vG+wCaij7/PPPx4gRI+ByuRAWFoZXX33V7iadMI+HCYSDBzlDcsQIDrSdcQbLL9XXc/BKA7Vil+4xGhHBZb+XXcbnAM7008wdcQqPxxwYM1Y1lJYyCTBpEvcFi4zU3jZyYqxaCQZwdte2bQP72c2bgZNP7n9ZxtxcrpoQ6YvHw5u0bduYeHjzTWDFCq4Ae/llrvTWNV4GYtQolmNtaeENeng4Y8ntBqZP57U5K4uD5FFRHAhYupQlOdesYaLrzTfNVdvGDNfYWF7TCwt53JoaPp+ZyeeNz42VYcbHQGmvBenNiBGcKGDcsxcU2N0i54iPZ5lSI0EYH293i4LTqFHA6aez7+hysS8pTLqkpnIFfGqqmQwT/6qp4e8+LIwxWlOjfRUN8fHshxvXl8JCu1skvTFKehr9w+xsjjVt2cLPw8M5dvrcczz/lpWxr9rVxaRveDjHB/buBb79bY47jBoFXHkl+xQffsiqHIBvIqyvfqn6pgMXUEmwkJAQvPDCC0hISLC7Kf1irFR49VXga1/jzV9dHRAdzczw3r28MUxL0wobsY/bzZN0bCxj1O1mjL71FmeMZ2VpVoo4h8fD82hNDRMXycnsLBQV8UY8N5eDFgF2uRAbud2cwWVFEmzCBGDjxoH9bGEh8NWv9v/ncnKAlSsH9poy/LW384Zr2zaeH999l+fL0lLGzqhRSoDJwIWFcdXB2LE8lzY28rnQUN7A5+VxtVdeHksbLlvGBFhSEq/hnZ28R8rIMEvFREdzhm1NDZNmW7aYK79qavgBmHsiWDEg0NteCxpokLAw4F//4n50Y8fqft1bWxsfU1N9Pxf/io5m/7G0lIOz0dF2t8gZmpp4rYiK4mNYmO4N7RAdDcyZYyZ6tGLUFBPDJMiePRxvU6LWmcaMMceZjBVb+fnAggVMcL30EuP8pJPMfm91NXDhhTwnP/MMJyJmZPC8NHo0J4lVVZlJtFmz2C/2noClfqn1AqoL19XVhc7B7ljvZ+3t3KemuppZ3rAwDrBFRJgDD9OmadaU2KuxkbF64ABPqt1jdOpUxag4R3s7V361tXH1bGQknwsJ4Ux0IyGmfW2kP4y9EK2QlcWZYP3V2Mjz7pgx3D+nP3JzmeDo6lK5F/HV2MhBhwMHGCdbtgDnncdSc6ecwkEJJcBkMNrbeSPv8bDKhdsNXHEF9/s6coTX6/h4znJ96ikOSL77LgcDWls56PPWWxxcSE3l16dMMVd6GZMFvc/RQ7EngvZakN5ERXGiQFMTH7Vni6m9ne/T+nquttHgnD08Hk4miI3lY39Lag9XERG8puzdy1UY2hPMHpGRXO1tlHBTn7MnjbU5mzHZy7vMbFYWH6uree695BJzNe769ewvFBRwIldsLMeoysrMhQWbNvHclJ4OXHMNf7auDti5k8dwuXhNVb/UWgFV5TwkJAQ33HADrrzySrz88st2N+eEVFezw5yayo30nn6anZK9e5kdjohQqS6x35EjHIS4+GLFqDhfdTWTYDNmsMNgJMBKSjiQNnkyOwzax0P6w+227lyXns4B4ebm/v3cli2cQTaQ1WhG8tcopSBi8L7Gr17NyVe7dzPJkJiowQgZvKoqznb9+GPeqHd2sgJGYSHjz+3mIPnNN3Ny1Xe+w8faWsagx8NyQF//Oh+7unisDz/kebH7BAVj/6++vj5QQ3VcCWxVVYzpESP4WFVld4ucwyhhGh7OR/W97VFby8eODt/Pg52RHIyKUnLQTpWV/P1HYZJFpgAAIABJREFURPCxstLuFjlH9zUeAbbmI+h4PFwV/sknHH/atIn73Y4dy/KITzzB/Rk9Hq54vPlm9h0++4yTEp9+mhNHpk7lmFZODo9bWspH71Lg+/YB3/gG793Wr1e/1CoBtRLsxRdfRGpqKtxuNxYsWIDs7GzMnDnT7mb1qaWFeym1tDARVlcH/OIXwK9+Bbz9Nt8YRukAETu0tDCBUFLCAQfvGM3PV3yKs3g8XK3T0MAVDXV1/MjKAt54A/jrX4GHH+aNuEh/HTpk3epBY7bYli0s/3GiNm9mp3igN+m5uTx3azN0MTQ28ibr6FGeLxct4mBQQQHjVLOixQolJZy5mpHRc8aqywX89KfAXXcBxcX8/rff5rnqoYeAV17h80Z5Q4CfR0ayhExqas+BdWN2rNWrTobquBLYYmJ8S3kNtNzxcFRcDMybx4G8khJg3TqWeRL/io/XvnW9+fxz4IILzPhcu1bjG3YYPZoTXIxVMtr3yvTpp5ykNmMGy+2tXs1qDeJM1dXAaadxZePUqZzkNXs28MADwLnnspyh2829lnNzGeszZ3Iv5r/8hZVijBVjZWUci83M5P64xliEUQq8rIznrVmzmFBT39QaAZUES/3PFSspKQkXXHABPvvsM58kWH5+PgoccsVvbmYQp6QwwDs7zZvC+HheiOvrtceSE3WPo1mzZmH27NlDcmw7NTezPE1rK8sDHD3qG6MpKXa3UPoSLDHanbGaIS6OM2SMeE1KAk49lQkwzY6xX6DGZ12dtateJ07kQFl/k2CnnDK4JFhREXDVVQP7+WARqDHaX42N/EhM5PnSOGeOGMFSstoXw5kCLT49Ht7XJCXxxn3dOt7jjB3L5MENN/C8NH68b4IsM5MDtZs2cYDA+2sxMb3vjWB1u6urzfJM3huRy7EFWowOVkQEB7zKyxm3mjxgys7mNaa4mO/d7Gy7WxR88QlwAuDGjeZ+NZoQSDk5vvFprLqwW7DFaGQkr/dGfKoCgSk3l2NvGzcyRnNz7W5R8MVnf5SVcfFAebm5V9emTexHJiWZ/djTT+dCmHfe4Sovo4JRUhL7ES6XWdrw//6PCxESEzluYJQCnzCBCbWkJE4yE9NgYjSkq8uKLeCHXnNzMzo7OxEbG4umpibccMMNWLx4Mc4555w+f2bSpEkoNqYc+pGRACsvZwdkwgTeaLW28sSfm8vljOeeq2xusLMrRhsbuQqspYVLec86y/y8ooIra6KjWV5LgptdMdpdYyNw+DDjNS2N59EjR1jSy+g8akA3+FgZn6mpXE1o1Yb3//wnVyy++OKJ/8zJJwPLlg08lt99lzPOVq0a2M+L9ey8zh85AmzfzrgySgIZAxDa10aAwcdnaytv0END+e/SUg6CG4MAkZEcfMzMNEv8VFQwyXXLLfz+VasYq4mJHFyYMQO46SbO2AdYmvCss3xf14oE1v79LDdjtHWokm0yOE7oh9bWcjDLSILFxPAcKqx609RkXltiYoLr/tEJ8Qmwv7l/v3k+GztWk60BMz6N+8Vgi0/AGTF65Agnx1RWsmR8QoL2wDIEe4w6IT77Y/9+cyXYJZfwnDt5MrBiBfu5LS38G773Hkt8l5ZyYmxYGLBjB6+TNTXmNgZXXw08/jj7s48/zopc5eWcHBYdzT70uHE8pkoOWyNgfoV1dXW49tprcfnll+Oaa67B+eeff8wEmB2M+qBVVTyRjR7NJNif/sQbw+pqYNIkLnk891ytWBD7eDysYbtzJwd+m5pYQ/zIEQ5eREdzlriInYxz6vbtnFxgxGt4OOspA+aKxeho+9opgc/j4UBubKx1x5w8masfTtThw6z9PZi+QW4ua45LcGtsZL/TuNl64QXemJWXMyGWmqoEmFjj4EHOiP38c+Duu3ne6+jgObWri/9esoQzW+fM4c375Mnsg951F5P2P/+5Oft16VJ+z5YtPH5fm4BXVzOBdfbZ3F+sshLYsIF9hr720zD6FMb31dSYs3jr6jgAIdKb9nbGusfDx/Z2u1vkHO3tvvul6Xdjj7Y2XttjY/nY1mZ3i5yhqYnjbv/8Jx+bmuxuUXAqLuYYaWQkHwMo5+E3VpXkl6GVlsY9a0ND2YdduRJ46y0muS69lCW+U1KAM84w98ysreUqsJ/+lD9z3XXAtm3sT9TXM1GWkcHjGn3h8HD2oW+8kfdyp5wyfPcj7d4/H+p98QKmHOK4cePwj3/8w+5mHFNdHQcVQkM5YBsZycf58xnYkyfzOc3KETsZq8C2beOA6cKFwG9/yyRCVxc/Ro7ULAOxX3W1WVb2s89843X+fA5Y5eVxNq7iVQbD7bZ+JWF2NpNaR4+e2I3Npk3A9OmD27Q7PZ3/l8OHOagswaexkYM8W7fynPmb3wB33AHs2sUbqPh4laER63R28jqdk8NBxuefZxnDP/yBia7Dh7nCtqSEK2iMvekiIrh5+E9+AjzyCONyzRomvB56iKvDmpp43NRU3hR7r/oqK+NxXC7Omp0xo+8VXcaqsbY2DkoY31dUxGN7l50R6U1ICO+Pmpt5PQ8JsbtFzmHsKX3wIH8vWk1pD5eLK2anTOH1f8MGu1vkDJGRrJJQUgL84Afq/9glLU17gvXFqNQA8HEw94HSf31VFujreWPv2IoK3mfl5bH/++Mfc3VYRQW/Z8UK7sMcEcE934y+ZkYGr5dpaayIsGIFV4UtWsS+b0UF3ytpaSyRaSSMjclaw/Eaa0xs81dlhoBJggWC5maeuIqLueIrKood5b17zaWtVs4yF+kv75JyU6dyMOLZZ7n8Oi+PJ9voaCUUxBmqqxmT27fzHLpnj2+8TpvGmxnFqwxWbS2TqVYWiA4L4+SXd98Fvva1439/fj7LK3R0DPw1Q0OZfCssBL70pYEfRwJTU5O5ojA3l9f4O+/kOfOkkzhTXyvAxEodHcC993Ivg48/5qS/zEzGWUQEz4MdHbzRP3iQP1NYCHzlKywVO2IEP58+nUna9nbgm9/khEEjQfXRR7yHuv12Hn/LFg5IpKRw0L2ioueKLu+b5+pqYN484L77fL+vvJzHKi01BzhEehMTw3hsbuZjTIzdLXKOiAjf3432S7PHiBFMfBkl1azc4zaQhYdzZXxMDO8XtVeaPWJieK33LvknFBnJGO3oYIwqUetf3RMwW7cyAVZS0rPv6d23zMjghNMdO/j9y5ax/zlrFvDgg0xqHT3K+6/8fN6bTZjAfm1hIb92xx08VlQU8MADrMo1axb7wMaeYd775Q7XyVrGxDbAP8k+DR1awOMxZyPu389ZiytWAA0NvDGbNIk3gRERGqwV+7S08HHXLt6khIYySbt7N0/8sbH8UIyK3YxyM+PH89yakwO89BL3qtu9Gzj1VHZKIiLUURRrGLW5rV5+f9pp5r42x7NxI2N7sG3IzdUMy2DU3s7rvNvNctzdr/FRUdbtdydi2LePs187O3nDP3IkSxN2dDAei4t5rV69mkmvggLGZm0t+5wzZwJXXcXyL21tvPE39rWuqGDszp3LWbTLlzO+y8qYsNqyBXjjDR7DKI3c2yBBWRnLKWdm+n5fVhaPc9ZZvNlW/1f6YpSWM1aMq9ScqaWFfajOTj4a95viX5WV/BuMHMnHykq7W+QMRrnOqCiV67TTgQP8/cfF8fHAAbtb5BytrfydxMbysbXV7hYFF+8EjNvNCR199T29paWxosCrr3LSgTFBpqsL+O53GeMTJ7KfDHC/r7o64NvfZgnE5mZz0ojbzeTXkSM8dxv9UaOv++GHfPSerOXvEoJDyUj2Af5J9ul22AJuNy+oxiyxyEhucLdrFzO/AN8YGqwVuzQ28qQaF8eEgncJxJQUcw87ESeorzf3aIqL63lO7epi7GpFg1iltpbnQitXggFc3fDkk8f/vq4uzhIzZoQNRk4OV2RIcGlq4rnSOGceOsTH5GR+LSVF/VCxXm4uE/gPPcTJKoWFvHn97ndZpjAnhzfmtbW8V6qrY6Lr3HM5MBASwpv9ujpWzhgzhjfzF17Y+8qtiRN5fKMczdixPP6WLb4la7xNmAAkJQGLFzMZZ5RZ1MovOVEdHUzw1NczATYcyxENVn29Kt7YKSGBg6gJCfxbFBTY3SJnUXLWXorP42tsZGlo8S/v1VZ5eeybdu97XnEFMG4cq2klJ/O5rCz2WefMYf+1qYl71K5aBVxyCfumYWHsd9bWclJsSQnw5z8z0ZmSwknfKSncLywxkX0L762TvPu63fm7hOBQMpJ9ffXjraYk2CA1NbEzXFrKG6roaPOGLiaGnebISD4vYofGRg6G7dvHk2p8PPDHP7K0XFwcE7cJCSoPIM7Q2MiZMfv2cX8jY1NQ73PqyJFKgIm1amo4SGp1Euykk9hRPnDg2PuB7tnDvkJMzOA37c7NZQdcgocx0aW8nH9/j8csx52VxRs2nTPFSkYVDGM1186dwHPPcZJVSQlnvBr7JD//PG/wjZv+ZctYKqari5MEJkzgZuFZWRwoKCz0Xbll3OCffjrLy3a/OT7WIAHge3M9Zoy5r4PIiTJmeRsl/1RqzhQaeuzPxT+iojghoaSEY1K65lNUlLmyxuXS78Uu8fFMfBnlEJXsMYWGmn0Sl0vnUH/rnoABevY9Z83ix6pVTHolJHB8taCA/crISN6LdXYCt97K54uKuEWBMZZVVMTXSEnheWjnTu7hCLAU4vjxPI4xGfzgQfY3+uqz+ruE4FA6Xj/e8tfzz8sMT62tXKmwYAEDOT+fQd7UxAGvrCye4BMTdbMl9mhv54m0upozaw8eZIx2dXHgIiKCJ3F1CMVuHg9j9cgRoKqKS8GPHuUEAo+HSbHsbO7bpHgVq9XWMglmdSmBsDCW9nrllWN/38aN7GRbUWIpK4sTc1ROIzg0NvLcWVPDc2dYmHnOzMtTAkyGRnU174Hq65nQ2rwZ+MIXGHsnn8yYc7mAK69kucTCQiZm58wBrr+eif8f/pB7KpSVAU8/zZv90lI+571y6/33OXiQmcmqBVVV/Sv/Ytxcq+yhDJQRZ6mpvp8L7ytTU/meTU3VpEq7GHskG1sbaOU3tbTw/Rofz0etCLOHUfIvJUUl/7ozSpUb506dQ/2rex+xewnCzEyOob75JhOUGzeyROLGjbxvr6nh+NXRo+yrLlvGMdbZs82qRi4XP8aMAb71LR7zxhuZMzhwgOenzz7j/rVHj3JymcfDqgqVlb33ef1dQnA40UqwAfJ4mP3du5flPi65xMwWFxXxBrClxawdLmKHhgZ2Mi6+2IzPjRt5sc3L46MGx8RuRgKsvb1nvBYUcLBt6lTFqwydmpqhm3101lnA668Dt93W9/d88AGTYB7P4F8vMpL/l08/Bc44Y/DHE+dqbORjW5vveXPTJp0zZWhVVnI295YtwGOPAdddByxdyoTWyJHAW29xxrdRajYjg7NeOzp4I3/aacCdd/reP338MY+5eDH7qp98whv+++8HfvELlqLZv3/4lH+RwOF2c3+QKVOArVuB9et1j284coT9HKPM2YYNnHwh/nXwIMvMnnkm8NFHnDyg1TbsJ82Zw2uJy8Vri/jftm0sc5yTw9WKa9aYkwqCnXEONa4vGzbovWun3lYlJScDN93E6gUzZrAPmprKCV4HDvAezO3muNWSJXw+JYVxnpfHBNXTT3NM6//7/3jM4mLufWskQTMy+Fx5Oc9X9fW+r2f0eQFz1dq2bcxHpKerxHd/aC7cAHg8XO1VVsYsbkWF71LEkhKWS0hKsrWZEuQaG5lU6B6f+/bxZK3BMXGKw4eZ/Nq7lxf+7vE6frziVYZWTQ1XbQ+FOXO4SqKmpvevd3Wxk3z66daVY8zNZSJEhi+jBOKuXT3Pm+XlOmfK0EpPN/fWystjzBkzVbdtY1xOnswZsatWMUGWmcnBhRkzeA+VlMQV3gDjdtMm3vg/8ghn2y5dyvNnUZE5w7W38i8iQ62igh+rV5v/Fqqo4OrM4mI+6ndjj4oKnof/9jc+6u9AFRXsf9fV8VG/F3vk5vI+q7iYj7m5drfIOUpKfK8vJSV2tyj4eDzsv/ZVZaC8nP3ZLVvMPmhXF/ugRr80OZn/3riRE76qqjgZbMQIJsjGj++5eisjg8mrKVOAW25hv9jY9zYhgcm07nmG888Hzj6b+4+1tnK8V/pHSbABaGjgjd/o0VztNXOmbzDn5KgEotirsZEf27axNJZ3fCYlcTatBsfECdrbuex/927up5id7Ruv2dmcDaV4laF04MDQzVyOjuYMvz/9qfevl5SwEztqlHWvmZvLjrMMT83N7Ivu2MFVN72dN3XOlKGUlsaBgsREbvZ9+um+MThxIs952dm8V3r2WcZtYSGwaBHwxS8ywfWHP/B+yRgMKC3l7NvMTO7/9e9/c9DBmOGq8i9ih+73UllZ9rbHSXq7/oj/KUZ7p/h0hqQkTmh5910+arGAKSen51iy+Fd1NasMnH02H6uqfL+ek8OJ2aeeav6tQkLYVzX6pQcP9uyjzpzJLRGMe/KxY7labP16TpAdM4bjXEePsjpCURETcKtWcW+xjAzf440bx0lmLher0c2Y0XebpW9K0wxAWBiDLyqKA7hRUb4n9VGjVMtV7NXczLIzubmMy48/5sl20ybGp5WDrSKDcfgwz6MZGZz1HRHB8+h77/Fx5EidT2XoGYO5Q+WiizgI3NtKr5UrWQPciv3ADKecwk62DE+dnbzZyc0FHnqIe4B4nzeNGyaRoeJycTDx8895Xquu9r0XGjGCZbmSkrhncmEhr+e7d3M/MICzWpuaWDrRWC1mJLX62ser+14NKv8i/hAd7XuOjY62u0XOYYyDrF/PR03AsIcRo8YeiopRionxjc+YGLtbFJzcbuDyy3nNv/xyfi6UkODbf1KpXf87XpWB1FSW8S4pYX/2gw/Yb737bp5rCwp47k1IYHLrH//g148e5X3+FVew/HdVFeP/iSe4+mzvXl4za2uZMHvoISbGLr2UfeelS3m8117jOG5MDPvVyck9q32pMsKJUxJsAFpbuZyxvZ0b3e3cyZuzadO0YkGcobycMRoaCpx3HpO2kybxxJyUxESDiBPExHDvoqgozggvLuYA76mnMlkbG6t4laHV1WVuSjtUpk/n67z1Vs+vvfgia4l3dFj3ehMnckXFkSPWHVOco72d1/KYGM4c/OQTTtA67TSeN9UPFX8wElUxMXzcswc46ST2PZua2O/MywMeeIATXXbv5uf19fx5Y8bz1KmM6eeeO35Sq6/kmMhQ8njYNx0xgo9W7N853Cjp4gyxsXa3wFlaWlgGMTycjy0tdrcoOIWHcyA/OpqPmuBqMsrZjR7t+7n4z/GqDLhcTFRNnGguegGAb3+biw/uuovfc+gQv++00zi2AAA/+AH3CVu1CvjJTzjutWYNE1cLF7JPPGoUk1g33cR9djduBF59lSUYjxwxJ4ob+4K98UbPanSqjHDidOswAI2NTCaEh3PQKjaWgw/h4UyKidht1CjGaEgIYzQlhTds0dFAZKTdrRMxffwxVzPs38/YDAlhnEZFaSBX/OPgQQ7iDuVgakgIcPXVnDHmvRqsuJizwKyujR8RwQHof//b2uOKMxw96huzRt8zMlLnTfGfsDAmBYyEQGysmSww9lP461/NVV4zZ3I27ebNviu50tKU1BJnCw1lbHZ08DE01O4WOUf396zew/Zoa2OSp7mZj1ZWFwhksbG87nR08FFJQnt0dXHQv72dj1btgTwcGAnBpibfz8V/TqTKQGoqk1QzZgDf/z77uaGhfH7xYk72uvRS9neNr8XFAQ8+yATVgQOsCmOs1nW5uA9cWxvHbSdPZoWkW29lviE2lmO4bW3AO++wTd4TwdLTVRlhoNRNGYCYGAZ1Rwc7GqNG8SYwNlYdP3GGkSPZyTBiNCmJz2lwTJxmwgTGZ2oqZ4mfdBLPpUrWir/s38/SA0N9Q3b++Zzt9Ze/mM/ddx9ngQ3FYMWUKexoy/BjJLsaGliGLjNT13jxv+hoJtzb2njjbpxHjQRBVxcwezZv5v/4R96gh4drJZcEHuPcGhbm+7mY1RqM342qN9gjPp73UiEhfBzK6gaBxLgeGXtQKYFtjxEjzCRkaio/FzJi0ijVqRj1vxOpMpCWBjzzDFd7Pfssk5bZ2SxtOGYMr4EFBUyCGdU56utZsePoUf58WBirwwAcq3W5zIULI0ear5+YyHNWeDi/v7c2qTLCwIXZ3YBAFBvLZY7V1czYdnZyQEKBJ04RFsYTdGsrB8fCwnTDJs40ejRnLJaVAWecwcGy0FDzZlpkqO3fz46psXJhqISGAj/8IcsijB/P1123jmVBhqI8yymnAG++af1xxX7x8eyHVlYy2alrvNghLIyJrq4us3RxeDhv7KOjGafGTbpIIDP6pKmpvp+LuWohJYXnAq1isIcxcJ6R4ft5sIuO5u8iKYn9fJXttEd0NCfLGKtV9HcwGe/V5GROKtJ715mM/qzRpx03jgsO/vd/uQXBhAlM7ubksMrL2LGM94oKllHcv5/jsnFxTHyNG3diryPWC6gu3Pr163H//fejq6sLV155JRYtWmRLO6KiGLR9Ba6I3YwYFXG68HAu505P5+eaGSb+tn8/k7FDnQQDWKLwxz8GrrmGsf7MM0NXsuaUU4B77+WAtAalhhf1Q8UpwsMVhzL8RUYqzvsSEaHfjRPo3r93mojhDGFhis++6L0buMLCOPHAmHxg8D7nGPt2jRnjv3bJsQVMEqyzsxP33nsvnnvuOaSmpuKqq67CvHnzkJOTY3fTREREJEDt38/Z3f6qTz97NvDSS+aKiaFKvsXFscO9aRNLJYiIiIiIiIiIBKOAKeD36aefYvz48UhPT0d4eDi+8pWvYN26dXY3S0RERAJYeTlXgvlzk+bOTparHerVZ9Onc9NdEREREREREZFgFTBJsOrqaozxWkM4evRo1NTU2NgiERERCXR79pg16oebM84A3n7b7laIiIiIiIiIiNgnYMohnoj8/HwUFBTY3QwJcN3jaNasWZg9e/aQHFtkIBSj4mSBFp979pib3Q8306cD99zDzagTE+1ujXMEWoxKcFF8itMpRsXJFJ/idIpRcTLFpzjdYGI0pKvLnwWABu6TTz7Bo48+imeffRYA8NRTTwEAFi1a1OfPTJo0CcXFxX5pn8hAKEbF6RSj4mSDjU+PB4iJAd57D2hrs7BhDvKznwE33MAP8T+dQ8XJFJ/idIpRcTLFpzidYlScTPEp/hYw5RBPPfVUlJeXo7KyEm1tbfjXv/6FefPm2d0sERERCVCVlUBKChASYndLhs7cucArr9jdChERERERERERewRMOcTQ0FD8/Oc/xw033ICuri5cddVVyMnJsbtZIiIiEqD27AHGjwc6O+1uydA56yzg0UeB+nogIcHu1oiIiIiIiIiI+FfAJMEAYO7cuZg7d67dzRAREZFhYM8eYNy44Z0EGzECmDkT+POfgdtus7s1IiIiIiIiIiL+FTDlEEVERESstH07kJ09vJNgAPDlLwPPPAMExi6wIiIiIiIiIiLWURJMREREgtK2bUBW1vBPDp1+OnD4MLB+vd0tERERERERERHxLyXBREREJCht3QpkZtrdiqEXGgp8/evAfffZ3RIREREREREREf9SEkxERESCztGjQG0tkJhod0v846KLuPJNq8FEREREREREJJgoCSYiIiJB5/PPgby84b8fmCEiArjhBuB73wM6OuxujYiIiIiIiIiIfygJJiIiIkGnoACYOhXweOxuif/MmwdERgL33293S0RERERERERE/ENJMBEREQk6H34InHZacCXBQkKAO+4Ali8HVq+2uzUiIiIiIiIiIkNPSTAREREJKl1dwL//DZx8st0t8b/UVODuu4FvfQv417/sbo2IiIiIiIiIyNBSEkxERESCSmkp9wJLSLC7JfY4+WTgvvuAhQuBm28Gdu60u0UiIiIiIiIiIkNDSTAREREJKq+/Dlx0EdDebndL7DN5MvDMM/wdfOELwBlnAHfeydVh9fV2t05ERERERERExBpKgomIiEhQefVV4EtfAjo67G6JvUaMAK67Dvjb34BFi5gQ+/WvgYwMYOZM4PHHgaYmu1spIiIiIiIiIjJwYXY3QERERMRfPv0U2LsXmDgRaG62uzXOMXEiPy6/nKUit2/nirm77+YKsVtuAaKj7W6liIiIiIiIiEj/BMRKsOXLl2Pu3LmYP38+5s+fj/Xr19vdJBEREQlA997LhE5bm90tcaauLiAkhPuGLVkCPPwwsHYtkJsLPPYY0NpqdwtFRERERERERE5cwKwEW7BgARYsWGB3M0RERCRAvfQS8PHHwB13aBXYicrIAO66i6vnnn8e+M1vgJ/9DLjmGiA+3u7WiYiIiIiIiIgcW8Akwbq6uuxugoiIiASgxkauYnr4YeBPfwJaWuxuUeAZPx74v/8Ddu8GXnwR+NGPgFmzgNNOYxnF5GR+jBgBxMSYH9HRfAwNtft/ICIiIiIiIiLBKGCSYCtWrMA//vEPTJkyBXfddRfi4uLsbpKIiIg43KZNwPnnA+edx+RNRATg8bDkn/Rfbi6TYW1tQHExUFYG/PvfwOHDwKFDQFMTP5qb+WH8OyysZ2IsJgaIjTX/HRnJ/cg8Hn60tgJ//jOQmGj3/1pEREREREREApVjkmALFixAXV1dj+dvv/12XHvttbj11lsREhKC3/3ud1i2bBnuv//+Ht+bn5+PgoICn+cmTZo0ZG2W4Wvx4sX//fesWbMwe/ZsS46rGBWrKEbFyZwWn/PmTUd0dCqefLITnZ1aWW610NBQjBjBVWDHExLShZCQTgAeAJ3//QgJ6UJnZ+d/jsePiIhQXHVVJfbt22t5m50WoyLeFJ/idIpRcTLFpzidYlScTPEpTjfgGO0KMBUVFV2XXnrpCX3v73//e0teczgex0ltseo4TmopVQXuAAAgAElEQVSLv19rOP7+nHQcJ7XFyuPY8VrBdryhOGawHc8fr+Wk4zipLVYdx0ltsfI4/notp/2/9X8a2uMEUnza+fOB3PbB/nwgt93Jr3U8TmpLV5ez2hOsbXHStcOq4zipLVYdx0ltsfI4/notp/2/nXQcJ7XFquMEWnw6/TWH++vZ8ZqDeT3XECXlLFVbW/vff69duxZ5eXk2tkZERERERERERERERESczjHlEI/lwQcfxPbt2+FyuZCeno577rnH7iaJiIiIiIiIiIiIiIiIg4Xefffdd9vdiOO54IILcO211+Kb3/wmvvKVryAmJuaEfzYjI8OSNgzH4zipLVYdx0lt8fdrDcffn5OO46S2WHkcO14r2I43FMcMtuP547WcdBwntcWq4zipLVYex1+v5bT/t/5PQ3ucQIpPO38+kNs+2J8P5LY7+bWOx0ltAZzVnmBti5OuHVYdx0ltseo4TmqLlcfx12s57f/tpOM4qS1WHSfQ4tPprzncX8+O1xzo64V0dXVph3gREREREREREREREREZVgJiTzARERERERERERERERGR/lASTERERERERERERERERIYdJcFERERERERERERERERk2FESTERERERERERERERERIYdJcFERERERERERERERERk2FESTERERERERERERERERIYdJcFERERERERERERERERk2FESTERERERERERERERERIYdJcFERERERERERERERERk2FESTERERERERERERERERIYdJcFERERERERERERERERk2HFUEqytrQ1f//rXcfnll+Oyyy7D8uXLAQD19fW44YYbcNFFF2HhwoU4evToCR0vPz/fknYNx+M4qS1WHcdJbfH3aw3H35+TjuOktlh5HDteK9iONxTHDLbj+eO1nHQcJ7XFquM4qS1WHsdfr+W0/7f+T0N7nECKTzt/PpDbPtifD+S2O/m1jsdJbQGc1Z5gbYuTrh1WHcdJbbHqOE5qi5XH8ddrOe3/7aTjOKktVh0n0OLT6a853F/PjtcczOs5KgkWERGB559/Hm+88QbeeOMNrF+/Hp9++imeeuopnHnmmXj77bcxe/ZsPPnkkyd0vIKCAkvaNRyP46S2WHUcJ7XF3681HH9/TjqOk9pi5XHseK1gO95QHDPYjueP13LScZzUFquO46S2WHkcf72W0/7f+j8N7XECKT7t/PlAbvtgfz6Q2+7k1zoeJ7UFcFZ7grUtTrp2WHUcJ7XFquM4qS1WHsdfr+W0/7eTjuOktlh1nECLT6e/5nB/PTteczCv56gkGABER0cD4Kqwjo4OAMC6deswf/58AMD8+fPxzjvv2NY+ERERERERERERERERcT7HJcE6Oztx+eWX4+yzz8bZZ5+NqVOn4uDBg0hJSQEAjBo1Cm632+ZWioiIiIiIiIiIiIiIiJOF2d2A7lwuF9544w00NDTg1ltvxa5duxASEuLzPd0/N+Tn5/ssi1u+fDm+973vDbpNs2bNGvQxnHYcJ7XFquNY1Za4uDg8+uijPsedPXu2Jcd2cow66W/ptOM4qS1AYMaowarfQaAcbyiO6fTjBWJ8Ouk97qS2WHUcJ7UFCLwYddrvbzjGhJOOE0jxOdj/72B+3s7Xtvvn7W57IMWolYaijzgYTmqPk9oSiPHppGuQk9pi1XGc1BYg8GLUab8/Jx3HSW2x6jiBFp/95e/r1XB/PTteczAxGtLV1dU1VA0brMceewzR0dF45ZVX8MILLyAlJQW1tbW4/vrr8dZbbx335ydNmoTi4mI/tFRkYBSj4nSKUXEyxac4nWJUnEzxKU6nGBUnU3yK0ylGxckUn+JvjiqH6Ha7cfToUQBAS0sLNmzYgJycHJx//vl47bXXAACvv/465s2bZ2czRUREREQc5bbbgKeftrsVIiIiIiIiIs7iqHKItbW1uOuuu9DZ2YnOzk5ccskl+OIXv4hp06bhBz/4Af7+978jPT0djzzyiN1NFRERERFxhH/+E3jtNX585ztAeLjdLRIRERERERFxBkclwSZNmoTXX3+9x/OJiYl47rnn/N8gERERERGHW70auPlm4NVXgZUrgSuusLtFIiIiIiIiIs7gqHKIIiIiIiLSP5s3A3l5wKmnAh99ZHdrRERERERERJxDSTARERERkQDV3g5s3QpkZADZ2cBnn9ndIhERERERERHnUBJMRERERCRAff45MG4cEBIC5OQA27bZ3SIRERERERER51ASTEREREQkQG3fDpx0EuDxAOnpQF0dcOSI3a0SERERERERcQYlwUREREREAlR5OTB2LJNgoaHA+PHAp5/a3SoRERERERERZ1ASTEREREQkQJWXA2lpQFcXPx89GigpsbdNIiIiIiIiIk6hJJiIiIiISIAqLwdSU83PR48G9uyxrz0iIiIiIiIiTqIkmIiIiIhIgCovB0aNMj9PTQX27rWvPSIiIiIiIiJOoiSYiIiIiEiAKi8HRo40P09L43MiIiIiIiIioiSYiIiIiEhAOnoUaGkBoqPN50aPBioq7GuTiIiIiIiIiJMoCSYiIiIiEoAqKoCMDKCz03xu9Ghg/36gq8u+domIiIiIiIg4hZJgIiIiIiIBqLqae4B5J8Hi4vj54cP2tUtERERERETEKcLsboC3qqoq3HnnnTh48CBcLheuvvpqXHfddVi+fDlefvllJCcnAwBuv/12zJ071+bWioiIiIjYp6YGSEnxXfUVEgIkJ/fcK0xEREREREQkGDkqCRYaGoqf/vSnOOmkk9DY2IgrrrgCZ511FgBgwYIFWLBggc0tFKt5PJzFXFYGTJjAzdxdWp8oAULxK4FKsSv+olgbWjU1THh1L32YlARUVgLTptnTLhHxP51vh4Z+r+J0ilFxMsWnSE96X9jDUUmwUaNGYdSoUQCA2NhY5OTkoKamBgDQpY0NhqXqag7Q1NVxJvOWLcDYsXa3SuTEKH4lUCl2xV8Ua0OrpoYJL+9yiAATY5WV9rRJROyh8+3Q0O9VnE4xKk6m+BTpSe8Lezg2z1hRUYEdO3Zg6tSpAIAVK1bga1/7GpYuXYqjR4/a3DqxSlkZ3/QAH8vK7GyNSP8ofiVQKXbFXxRrQ8tIgnU3ciRw4ID/2yMi9tH5dmjo9ypOpxgVJ1N8ivSk94U9HLUSzNDY2IjbbrsNS5YsQWxsLK699lrceuutCAkJwe9+9zssW7YM999/f4+fy8/PR0FBgQ0tloGaMIFZbyP7PWGC3S3qGUezZs3C7Nmzh+TYEtjsil/FqAzWUMau4lO86To/tGpqgP/MF/ORnAxUVfmtGWKh4RSf4l/+Ot8GW4w68TomfQu2+AQUo4Em2GJU8RlYgi0+7aL3xcANJkZDuhxWZ7CjowM33XQT5s6di29/+9s9vl5ZWYmbb74ZK1euPO6xJk2ahOLi4qFopliks5ODNMFaB1UxGtiCIX4Vo8PTcIldxafzDZdYG6ihjtFzzgFuuaVn+Yy33wZ27ABef33IXlqGAZ1Dh5fheL51QowOx9+rWMMJ8QkoRqVvTohRxaf0xQnxaRe9L+zhuJVgS5YsQW5urk8CrLa29r97ha1duxZ5eXl2NU/66Xib/blcHLhR7VNxiv5sUKn4FafSuVfs0lvsKdaGTm0tEB/f8/nkZP4dROT4hsvm5Lq2Dw39Xvs2XN47gU4x2jvFpzMoPvumGA1e3u8Lj0cJMX9xVBJs8+bNWLlyJfLy8nD55ZcjJCQEt99+O958801s374dLpcL6enpuOeee+xuqpwgbfYngUYxK8OB4ljsotjzr5oaIC4O6F7XISmJXxOR49N5S2Rg9N4RJ1N8itMpRgVQHPiTo5Jgp59+OrZv397j+blz59rQGrFCb5v96c0sTqaYleFAcSx2Uez5T1sb0NgIREUBzc2+X0tO5ioxETk+nbdEBkbvHXEyxac4nWJUAMWBP2mBnQwpY7M/QJv9SWBQzMpwoDgWuyj2/Mft5oqvzs6eX4uLY4Ksvd3/7RIJNDpviQyM3jviZIpPcTrFqACKA39y1EowGX7S0riU07u2qYiTKWZlOFAci10Ue/7jdgMjR/YshQiwjnxcHEsipqf7v20igUTnLZGB0XtHnEzxKU6nGBVAceBPSoLJkNImmBJoFLMyHCiOxS6KPf8xkmC9rQQDgMRE4MABJcFEjkfnLZGB0XtHnEzxKU6nGBVAceBPKocoIiIiIhJg3G4munpbCQbwa9XV/m2TiIiIiIiIiNMoCSaW8HiA/fuBDRv42NesZBGnUMxKoFMMi50Uf/Y7eBBISFASTETnIxF76L0nTqb4FKdTjAY3/f39T+UQxRLV1cC0aUBdHTfy27JFSznF2RSzEugUw2InxZ/9jrcSLCGBe4KJDHc6H4nYQ+89cTLFpzidYjS46e/vf1oJJpYoK+MbF+BjWZmdrRE5PsWsBDrFsNhJ8Wc/txuIjz92Eqy21r9tErGDzkci9tB7T5xM8SlOpxgNbvr7+5+SYGKJCROYuQb4OGGCna0ROT7FrAQ6xbDYSfFnP7ebia6+JCYqCSbBQecjEXvovSdOpvgUp1OMBjf9/f1P5RDFEmlpXLpZVsY3blqa3S0SOTbFrAQ6xbDYSfFnP7cbOOWUvr+ekADs2uW/9ojYRecjEXvovSdOpvgUp1OMBjf9/f1PSTCxhMvF2qWqXyqBQjErgU4xLHZS/NnP7QZGjOj764mJwMGD/muPiF10PhKxh9574mSKT3E6xWhw09/f/1QOUQbM4wH27wc2bOBjZ6fdLRLpnWJVhgvFsthBcedMbjcQF9f315UEk0Cg84tI4NL7V5xM8SlOpxgNDvo7O4dWgsmAVVcD06ZxA7+UFC7jVAZbnEixKsOFYlnsoLhzJrcbiInp++uJif8/e2ceHmV59f9vJitJINtkIYGQFdxaJIQQlyplqwv2rWiL9a1WoSildLFVi/JzrRbrUmnrjrS4va24tkJkV1QUQgjiwpaVEEImmWyQyTaZ5PfH17vPzCSBLJM8TzLnc125HmYymbl1znPuc5+VrxEEIyP6RRCGL3L/CkZG5FMwOiKj3oF8z8bBUJVglZWVuPHGG3HllVfiqquuwssvvwwAaGhowMKFC/G9730PixYtwqlTp3ReqeBwAEVFvIkBXktLdV2SIHTB4QAqK4EjR0RWheGNyLKgByJ3xqauDhg1quffjxkDnDwp2YaCMRH9IgjDn5IS1/u3pETf9QiCMyKfgtERGfUO5Hs2DoYKgvn6+uKuu+7Chg0b8K9//QuvvfYaioqK8MILL+CCCy7Apk2bMH36dDz//PN6L9XrsViYfWw287HZzEF+gmAkVMZFSIjIqjC8EVkW9EDkzrh0dACNjUBQUM+v8fOjrVZdPXTrEoTeIvpFEIY/iYmu929ior7rEQRnRD4FoyMy6h3I92wcDNUOMTo6GtHR0QCAkJAQpKamwmKxYNu2bXj11VcBAFdffTVuuOEG3H777Xou1atRVWC33w7k5ABlZcDUqUBcnN4rEwQNJadVVcCyZZRVmw2YOFFkVRg+OBx0YB85IrIsDC12u+hQI3PyJBAaCnR2nv514eGstomNHZp1CUJvKS3tql+Skxm87ejgsHCF2guLixkki4tz/b0gDCZ2O/VoURGQmgqMHUs5FTh3UvkDEhP5ePx4vVflfTgcTCw4fhxISBAdqRD5NAYinz0jMjqyUfarxSLfs1EwrPlWXl6OQ4cOYfLkyaipqYH5m7BpdHQ0amXAgS6oA0B7OzOLi4uB7GwgPR3YulU2MsE4KFlV1Yq5ucC8eUB+vvTeFYYH6rDQ1gZMnw6sX+8qy/v3SyBCGDxaW+mcdtehInfGob4eCAvrXRDsxAlW3AiCkUhKctUvmzcDaWmU2f37Gbi1WKiLoqKAvDxg3DjgppuAtWvFnhOGDosFyMjQZnns20dZFICYGGDKFC1wvW+f3ivyTqxW7vVlZfwe/Pz43Xg7UVFAZqYmn3l5eq/IOxH57BmR0ZGH8uOUljLQlZlJX868edr3nJsLVFRIQFgPDBkEs9ls+NWvfoW7774bISEh8PHxcfm9+2PF7t27kZubOxRL9DpU3/65c4GHHgIefVSLZJ9//si6cd3lKCsrC9OnTx+U9xY8j8NBh0leHvDII5qcZmRwfkpCgt4rHDgioyMbh4NGkdK3zpnyjY1ASoqxDw4in8OblhZmp3WnQ40sd31hJMhoQ0Pvg2BVVYO+HMGDjAT5PBMOB51ge/YAx44xoHX99Uy0s1pZcdPeDkybRh3kHIDIyaFjwVNBMGdnhVSZ9Q5vkFFniotdZ3kUF0sQTOHjo92TSUl8rDfeJp8A0NwMXHEFbQIfH2D3br1XZAyqq+l8VtUX1dXGqL7wNhltbgYuu0zbx/fs0XtFxsGIMupt8ulpLBZg1iz6Hp99VvPlrF8PnDoFRESw+8F3v0tdHRAgtmdfGYiM+nR2nun4PLS0t7fj1ltvxSWXXIKf/vSnAIDLL78cr7zyCsxmM6qrq3HjjTfi/fffP+N7TZo0CYcPHx7sJXsFVVXAV18Bc+YAu3bRyKqtZRXYpk10mGVk6L3K4YfIqOepqgIOHOCMCWc53biRs1OkiqFviIwOPZWVNIjmz9f0rdXKAERuLhAYKHKsEPn0LMoZfPgwW+0569CtW8Xp1x8GS0Z37ABWrGCgsr2959c98QRw6aVsYS0I7uilQysq6CBoaABWr+b+pvY6s5l7YGcnsHQpcMstwLXXan/79tvABRd4bh+sqGClpPrs/fulysxIGGGfP3qUmdxKRvLygAkTdF2SYfjwQ97LkZG0F7ZtA2bM0HtVQ4cR5BMA9u5lhYFypPv6im8GAEpK2LlIVV/s2sW2u96EEWT044+BSy7RHn/0EfCd7+i3HiNRWsquL0pGd+/2rtmoRpBPT+JwMLlr717q4oAAYPZszZezcSOQlQX861/AkiXAc8/xPLd9u9ieQ4XhKsHuvvtupKWl/TcABgAzZ87E22+/jVtuuQXvvPMOZs2apeMKvZPCQrYoiYxkFHvjRlYkBAcDixcDa9bovUJBIDU17Ne/aBEzE8vLeQgICBg5VQzCyMXhAAoKWO3lrG9PnQJGjxY5FgYP1QJRtWxYsULToZmZEng1GvX1wJgxZ64ECwtjVqkgGAWHg61+H3pIcxDccYerzbZgAavBNm6kY8hs1gIQmZme3QdLSlyrfEpKxBEhuBIQQFlU1U4BAXqvyDikptJeVfdnaqreK/JOYmJcK2bz8/VekTEICnKtVAwK0ntF3smECa77uCQRaAQGuspoYKDeKxL6i+rmM22aJus7dlAfl5bSd75kCbt0JCYy6JmYSN+PJzscCKfHUEGwvXv34r333sPEiRPxgx/8AD4+PrjtttuwePFi/OY3v8Fbb72FhIQErFq1Su+leg0qKzw+nnOW8vJ4KI2KAu6+m5nhKutI77JdwXtx77v7zDPACy8wAyMlBbjuOrbwHDtW75UKQs8owyk+ngGJDz6g87qjA1i5kvr2ww9FjgXP43DQWM/L01o2PPUUk12ysuhc8TOUxSjU1zMw3psgmHLwC4IRsFi6OgjWrKENd/75tNlUK6/GRjoL8vKAL7/k7+PjPdsyJjHR1TmXmOi59xZGBoWFrG5S1U5ii2kEBmr+gdRUceDqRWmpazBfnYm9HV9f6vWmJl59ffVekXfi789EAlWp6O+v94qMw4kTPOsHBPB64oTsL8OV6mruh866uLoa+N3vmLj4+OP8SUzk73Jy2PEgMtK7qv/0xlAujalTp+LgwYPd/m7t2rVDuxgBAA+qkycDP/4x8MMfAjNnsi3SSy8xoq2yM72trFwwFhYLB6X/6U88hD36KFvJrVjBzIrISMlMFIyPxcIKxr/8hYbRrFlsf3jZZQxMSIatMBjY7ZS3I0fY7tBsptzNm8cB92azHFaNSG8rwcLDGTwQBKPg7qy1Wun88ffnvwsL+TuzmYlMAQF8TlWAeXpmQk2NNvswMZGPxXksOJOc7FrtJOdejQMHOC4hNZVnsC1bpGOBHowf7xrMFx1GDh+m/0rJ5/btIp96IIkEPRMZ2bUdojA8UfNCnXVxcDCweTO/36VLgZdfZjFJcDB/nnxSm0crDA2GCoIJ+uNcUZOSQmOhtha44QYq5fBw4OBBBhfy8hgIkzZJgp44HJTThx9msGD9eq2N3GuvMYs4JUVkVDAWzrpWGT6lpZTjGTMox+HhLJnPyRE5FgYPVZWxaxfbG7u3QJQhvcakoaH3lWA1NUOzJkHoDUlJrg6CUaM4GyQ3t2sra9UWcf/+M+9/3e2rvdFfMTHAlCmaA2rfPs++vzD88fPjDOzycjq4pDJaIzWV9urhw5KspSeBga4tO6Uij4wf7yqfEhzUh/HjXRMJ5HvQkHaIwxd3uzApiYn5zmfpRYu0wpHgYGDtWiaarljBLj8XXtj/zxM7tH+ICSe4oCq/rFbgnHOADRuAiROZHfnoo7yhT5xgO5LiYrZJGjtWbj5BPywWGreFhVobr61b6SCMiOBhNSpKZFQwFs661mymgy8lBfjss65yHBXF7HSRY2EwKCwEKiuB++8HVq/W9vbBqLgQPIdqh3gmwsOZzCQIRiEujnvekSNASAj3u8pKtoxZu5aH+6lTGQDbtYt/U1x85iBYd/tqb+YrxMUx8OXsVPDk+wvDn4KCrlUMkpREGhtd2yE2Nuq9Iu/k+HEmxaiWasePS6UNwBlgzsFBmQmmD8HBrt9DcLDeKzIOcu8OX9ztwq+/ph175Ajl/L77mOB8111acnNkJJO8tm7tux0hdqhnkCCY4IJzi5JDh9ia5NVXedMWFwPZ2WyH+MorPJy+8w6QkKDrkgUvp7QUuP124PXXtTZec+fyQJadDbzxBhAbq/cqBcGV7nr3Z2czY8hZjvPzRccKg0tqKmVu7VoeUPPzqTMlAGZs6ut7d3iSSjDBaJhM2lyvyZO1dr9xcXw+Pp7zMZ3bIvZmVkJ3+2pvnANqPWd6bX/fXxj+jBvnWsUwbpzeKzIOYWEMWoeFMXFr7169V+SdxMbyDKEqWvPy9F6RMais5P+ToCBeKyslgK0HZjPQ3s5KlrFj+Vggcu8OX9ztwsJCVnY527cbNrANa1MTsHw5v+uEhP6ds8UO9QwSBBNccG5REhnJINjYscx6y8/njRYczH6mHR0ywE/Qn6QkZmjefz+NhpIS9uq/916grU1kVDAm7u2gkpJoDAUHu2bUSsaiMNi4D7X39ZUA2HCgvh4IDT3z68LD+drOTsDHZ/DXJQi9JSam5wosVS12puosZ7rbVz3JYL+/YFykmqRn4uIY+OrLvSp4nuBgJtApW04qbUhv290Kg0tvk028kcBA13tX2iEOH3qyC93tWz8/BsguuGBgnVbEDvUMEgQTXHA/dJrN2qYFMGpdWSkD/ATj4Cyz/v7AxRcz62LxYpYfi4wKRqQnB19EBNDaSse1vz8fC8JgEhnJNschIdzvIyP1XpHQG+rr+Z2dicBAHr5OnmSmviAYhdM5xfrjMOtP4KwvDPb7C8YlOppVDC0tdGBFR+u9IuMgzm1jIOeH7ultu1tB0As5hw1ferILu9sXY2IG7/OEviFBMMFlwF5KitaOpDvE0BX0xuFga6fCQk35u8ukyKhgRLobZuoup6JjhcHE4eDcnWPHmNQSF8cAyfjxMqR6uNHQ0PtM77AwJjBJEEwYSfS0pw7W/in7s/fi48Mq6TFjpFpaMCain7qns5PXUaP0XYe3o/Zri4Xt/+LiRI8q5Bw2fBmI3u3Ohj3TPSF63jN4VPVYrVbcfffd+NnPfgYAKCwsxBtvvOHJjxAGAYsFWLiQzpG2NmDnTvbi7+jQe2WC4IrdTkfe4cN04D7yCB8LwnDAYgHmzOGcOrsd+OwzBiPa2/VemeANOBzMNDx2jFmG9fVaX3Fh+FFf3/sgWHi47JWC/tjt1D87d3Lw+0D3PjUg/KKLeBUZFwYLq5XyVVrKq+ydGg4H/Qb79on/QE/U97Bnj3wPzlittH0rKniVe1cfamtpA7S28lpXp/eKBGHwcThoMyi79/PPNf0sNqx+eDQItnz5clx88cWoqqoCACQlJeHll1/25EcIg0BVFbB2LbPbCguBxERg5Uq5EQVjoQJghYUMgNlswF13UX4Fweg4HJThZ58FfvtbttSprKT8VlfrvTrBG6ipoRyeOsWsw8BADukVhif19b2fSxMWJnuloD/V1WzLOXYsbbnKSgbCKiroGFABsp4cuMrJ++mnvFZVdR0QLgiDQWsr8L3vAd//Pq+trXqvyDgo53ZdnTi39UQFeywWCfY4o5ItWlpcHwtDi9rT1bnD4dBvLUZDAtgjB2c71WKhnXvgADBuHBNFIiJYfHL8uGbDmkysNhcbdujwaDvEuro6XHHFFXjhhRf45n5+MEmdqyFR5ZclJSy/tNuBjAwashMnAps2AcXFUmopGAO7nfKamcm2Bj4+HCDqcLCkXhCMitK1bW3AtGmajl2/ngkHd90FPP+83qsURjpNTdSjWVk0us1mDrKvqJChusORzk62Qxw1irrlTISHSxBM0BeHgz+hobTl1FDvffuA6dO5J2Zmavpp/36+Xg2KHzuWv5s8Wfvb/HzOWFB/I7pMGCyOHu0acJXWVaSlhbaFOp/l5QFRUXqvyvuw20//2Fux24HLLtP2jT179F6Rd9LW1lVPCEQFsMvKGBDx8/PM/Chh6LFYgClTgOuvZ9JzXh597M5278aNfD4ri0k1f/gDUF5Om6KjQ9qEDgUeDYIFBwejrq4OPj4+AIDPP/8co0eP9uRHCB5ClV9OmwY8+CAdZFOn8iYsK+MNOHGi3qsUBFJXR5nduJHB2cREOkbS0vj82LF6r1AQusdiAWbNAv74R1cdCwCPPgo8/DANn+RkfdcpjFxaWlgFVlpKR/OyZUwiKCoCzjlH71TyAMgAACAASURBVNUJ/cFmYxXYN+b2GZFKMEFvqqvp/MrPdw0mWCzUS3V1XfXTrbcCBw/SGbRvH59z/tuyMgbLiopoFyoZl1kjgqcZP57OK+XEkgCYRlUV710166eqSv7/6IlUKbpSVsYExOho2sJlZZIwoQeVldQTZWXcry0W0ROK5mbgiiu0AOHu3XqvSOgvVVXA5s3selBVBbzwAu3a2lr+XtmuSUksRlmzBjj/fM222L9filCGAo8GwZYvX46f//znKCsrw3XXXYe6ujr85S9/8eRHCB6itJQ348MP0yjo7GRFgslEx2xxMbPEBcEItLfTCZKXR8NpxQpg9WpmZkqwVjAypaV0QGdkdNWxOTkMgF1wgd6rFEYytbU0xKuqaHSvWcPAbFoa939h+FFfz+ouNfD9TIwZQ+ePIOjFsWMMyI8bpwUTYmL4k5GhOQBycoB58/i6mhpmyj71FGfBpqRwrua2bbT9kpMZ8AKY2OdcRSZOBMGT+PszEU8NsPf313tFxmHsWFYxtLbSxpV7Tx/a26XiqTvS0phYoe5dkU99iItz3evz8/VekXGoqXENENbWSqB2uBIVpcn5nDn0V5aUUActXUr/T0YGk7z+9Cc+dq8yFx01+Hg0CHbuuefi1VdfRUlJCTo7O5GcnAx/sRINh93OzIuJE3njRUWxQsH5AJqdzQBDYqLeqxW8FYeDjr72dsqscxlxTg7w5ZfcRMSJKxgVu5069Omnu8pvdjYDYFlZ0vJAGBzsdurQ1lZXx0huLg+fZrNUSwxX6usZ2OptECw8XKtAFQQ9mDCB2c6LF2sJIFlZdA44OwBOnWIWbVAQ9dNTTzFDWumvvXup244fZ9eK9naeZVQVmDgRhMFA7ZUBAa6PBbY5k+CL/hw75qpLjx0TRzrAfcJZPvft03tF3klpqbSU7Qn3ZCAJEA4f1NiL0lImapWVaXO+Hn7Y1f+zezfg68vuBc8/D/ziF7RxnavMRWcPDR414d5//320tLQgPT0dW7duxW233Yavv/66T+9x991348ILL8RVV1313+eeeuopXHLJJbj66qtx9dVX46OPPvLksr2OujregDk5bIf4xRdd24ukp7MHvyDoRW0tHSZHjmgbCsBreTn77fr5yUFUMC51dcwWttm617GZmQziigwLg0FtLZ1T5eVd9WdYGBAYqO/6hP7T1yBYWJhUggn6YjYzgLByJXVQSgr3vqQk/k69JimJQdvXXmP1f2Ojq/4qLgauvBK49FLagSdOdP8eguBJfH0pWxERvPr66r0i49Bd8EUYepKTXfWgtFkn7okWJSX6rsdbEfnsme4ChMLwQI0YuugiXhMTKd9RUV3P38eOAQUFwKRJbHt5xx1M+Nq+HXjzTVab+3m0REnoCY+63p555hmEhoYiLy8Pn332Ga699lrcf//9fXqP+fPnY82aNV2ev/nmm/HOO+/gnXfewSWXXOKhFXsPKkptsTArfPJkloffcQf/7bwpZWQAmzZpLUYEYahpaeHPlCnAjBl04DnLaGYmcN99QGGhrssUhC7Y7UBFBStpm5qAb38bGDWqq47dsoU6VmUVC4InaWlhACwjgxmGzvKXkgIEB+u7PmFg1NdzX5QgmDBcMJm435nN/AkPZyChtRXYuhV4910GvZYu5fVPf6KzIDLSVX9NmMAs2uhoBvqLiriX7t8P7NzJq5xfBE+jKg2Vg0o5tgRxbhuF+nrqzu3bea2v13tFxkDk0xgEBLDC6YMPeA0K0ntFxkFkdPjiHsBsaKAd+tZb9Fe6J2iFhtIvP3UqfZzf+hbP60uXsjvC4cPs2FJRwSpWYXDwaKzR95u0qB07duBHP/oRZsyYgVWrVvXpPTIzM3H8+PEuz3f29qQvdIvFwmzJmBjemOpmXbcO+P3vWRpeXAyEhADLlwNPPinVCYI+qDaIzj1yFy9me43ycmD0aGDBAjpHHnxQ37UKgjuVlZTfP/yBBk1VFQei5uQwoz0ykhUcUVF6r1QYqTQ30zlcUED5u/FGyp/NxuSXsWNlfx/uNDT0vR2iGsosCEOJSsI7fpzB+Zkz2WmiqIhnkJQUyqfJxNaGo0czk9Zk4uuc2ydmZDCpZNcu1/kuag6RtEAUBgs121XaVXXFYuE9euIE7QuLhTP9hKFl7Fgm340aRZ2YkKD3ioxBVZW2h4wbx8cin0NPayuDAh0dlM+8PL1XZByqqymjFRW0Y6qrRUaHC6oTQUoK8Pe/05d+4gQ7/nR00H957BgTuH72M+Dzz9kK0b1DS0cHfUTBwQyGRUbKfNvBxKNBsNjYWNx7773YuXMnFi9ejLa2NnR4KIT56quv4t///jfOO+88LF++HKNHj/bI+3oLx4/TAdbQwIizc+/RqCgarKmprF548knJohT0o6GBTtzQUE1Oi4tZNpyaSqff449z0xE5FYzGsWOsBrvjDhr5agbTvHl0mvj4sJ2OIAwGra3UmZmZHLLsLH/79kn7zZFCfT2DBX2pBJMgmKAHqlVMbS11UXg4M13NZjp5CguZEb5wIV+fn08HUG4unZXPPcc5YCkpwPXXA//3f67zXfLzNaeaEXGeF6HsVqOuVeiZoiJXp1VRkcyzUcTEiHPbCDQ1dQ3UynmD/w+yszX53LVL7xV5J0VFWkWteiw6lKguR6JDhx+qE0FbGztuzJzJ8/fx47RVa2sZENu4Edi2jX8zbpyrLz4jg90QEhKY6N/RIfNtBxuPBsFWrVqFjz/+GAsXLsSYMWNQVVWFO++8c8Dve/311+MXv/gFfHx88OSTT2LlypX44x//2OV1u3fvRm5u7oA/b6ThcDA7SDlLCgqYbVBWxmzLwkIaTi0t7Gfq7bjLUVZWFqZPnz4o7y24YrczAFZeDtx+uyanGRkM0AYE0JD19g1BZNSYOBzM9Glv5+HzkUdcZTg21jt6PYt86oPdziSCwkLXCsRTp2iAx8R4h/z1huEuo30NgoWGcm+12zmnUDA2w10+nXFuFbN0KYNbX3xBO27FCrY9bG+no6Cjg69PTmarGKuVr1+xgmeXiRO7zojNy6NM9yYpSo+AlAoCKmfHSMnsHUky2htSU12dVjI3W8NiodNP+RUsFv2d294mnwBtP2fdWFio//dgBIKCaAsrvW+UNnzeJqOiQ3umstJVh1ZW6n/vept89heTiT8HD9Kf3tmpjR9S+vjwYfox09P57xUraLuWldFvdOedLEIBtHlwMt/2zAxERn06Pdxn8NChQ8j7JnydmZmJs846q8/vcfz4cSxZsgTvvfden37nzqRJk3D48OE+f/5IwuEA6uoYna6qohPM4XDNNsjJ4WtjYvRXuN6GyKiGzQacPAkcOkQHwcUXa9kT69bReRcVJRvCUCMyembsdsqqCkJERtKpl5GhyfCWLaJfBwORT9LUxHabR47QoFbZwDExDMhGR8v8Ob0YDBm94w4gMBCYPbv3fzN/PoMP0mJFcGawdWhFhWsQaNs2nkNKSxno8vcHfvpT7pFmM1vHVFYCF1zAv8/KAl5/nVXWCQkM5KsAmdnMM4zdDlx4Ye/XkpICPPMM9WZq6uAGwz791DXBcOfO3q1V0DDCPl9VxUSCoiLKzKhR3F8F3pvuVQzeZO8aQT4Bfg/ulWDe9D30RGEh7aWjR2kft7ayNbg3YQQZPXCAreKUDrXZgHPO0XVJhkF0qP7yORA+/pjBdZMJuOIKBjRNJteuBVu30n6treU5LDCQSWBXX81k1W99i9fwcFaUxcRI54DBxKM5wS+99BLeeOMNzJkzBwBwxx134Ec/+hFuuOGGPr2Pe1yuuroa0dHRAIAtW7Zg4sSJnlnwCMdu1wJgU6fyhjxxAnjsMR5C6+qoYP38eIMFBuq9YsEbUYHalhZg2jS2KVi8GNixg5uAktGmJvbJFQSj4HCwbVNHB3+mTGGFxtGjlNX8fB6+0tJYiSEIg0FrK+VOZV/7+naVPQmAjSzq6/ueRRsezuCCBMGEocLhoP22Zw8zXlUS09GjtPeamtgieOVK4NZb+fvAQAbG3Nth33orM2jnzKF+y8ujLK9YwTkM3bVEdK/8qqqifnzqKVfnxJmqs9zfJyaG79WbijI1L0J9liRyDW/kHNKVwEBWbCrntvgT9CE0VM4d3REYyC4yiYnch6Qdoj6MHs2klrAwJoyOkEIgjxAaSptG7t3hyfjxwC23AH/+MxOfGhrYhU3NAwsLo2+ztJTf8/XXUw+Fh3Nu96xZTKDOyaFtumULbVKHg8lb0k7b83g0CPbmm29i3bp1CP7GQly8eDEWLFjQpyDY7373O+zevRv19fWYMWMGfvnLX2L37t04ePAgTCYTEhIS8OCDD3py2SMSu50HLrudB0jVGmnNGh42jx2jMeDvz8zxtDTpGy3oQ2MjnbiFhXTQ3X8/sHo15fbss/ma4mLKq9ms61IF4b8op5jDwdL34mKt7H3FCuDhh+mUi4ig0y0sTN/1CiMTVYXY0cHAyF//Stlrb6e+9PHhwVMYWTQ0MKO2L4SHU2cJwlBhsQA33cTku4AAreX1008DTzzBDNjsbODee/l8dDST9ZYu1VoJT53KRKmDB/memzYx+eSss/j+zz5Lp4DFwpbDzg4C51aEc+bwDPT883Q2pKTw+d7MXXB+n5gYOjGcKy5OF0RT8yKcnRjC8EMljAK8SltZjbIy2sF2O/0NPj5SJacHJSVa4kFlJc8e4tuhn+HTT7UgbWOj3ivyTlpbGfhSgR67Xe8VGYfKSiZYRETwPFdZKfeu0XFOjkpOBl58kfNrk5KARx9le8PgYLbxbm5my8OkJOC++4CXX9ZaX153nTYDrKmJozTa2vjcSG2nbQQ8Ph3C19e323/3lieeeKLLc9dcc82A1uQtON+M48fTSXL77Tzwmc3ceGbNAjZv5k34/e8Dq1axFDk6WiLLwtBjs/FH9T42m4G1azk8Mj8fmDePjpKzzhIZFYyB0rMq+ODnx9ZkSs9aray6XbaMzq7zzpM5TMLgUVfHgJdyyq5fD7z6KrMt33hDssZGKvX1fQ+ChYVJEEwYWkpLGZSfPVsLIO3YQbuurY0tCZOSWOW1dy/3ytxcJpVkZ2vDxH19XaupVLuYJUs4Kywykjbjzp2u7Q3VPDKTietwDlxt3Eg9GRl55uos57lmnZ10pjrP3jldEM1k4u/EcTG8sdlcqxj27BEnpSI2tmsrL2HoiY6mjIaH00aQShsSGtr13hWGnsBAVz2xd6/eKzIOwcG0eZSMSrWi8VEBqtRUJu/X1LAaLC2NCamVldwbLRaOe8nKYuHJL35Bm/bnPwdeeon2LkC7NDQUmDmTdqlKnnK2NYuK5FzvKTzqmps/fz5++MMf/rcd4tatWyWANYRYLMDChcDf/sZDWl0d8Ic/sPwyJwcoL+fm4+fHLC2LhdHp2Fi9Vy54IzYbe9+2tbH0NyWFTgmbjf/28wOOH6cTRGRUMAoWC/Db3zJTZ9QoZqT3pGd9fSUAJgweNhszK5Vjd84cOp+Ki6k3zWYxlEcq/QmChYczS18QhoqUFGD3buqnrCy2Iayq4t6ZleU61ys7m86x6mo6b48epSMgMJB/k5/PgFd6Ov9+/362RwT4Pnl5dEAAWrasakXo48O92dmZ0NQEfPYZWyr6+QGff87XHj3KrF5nR4NzS0MfHzo9Ttfi0L19ojgthj+lpXRqVVbycUmJtJZV+PvzHlbyLlVy+nDqFJ3nqsJAKp6IycQEMSWfPj56r8g7KSlxtUGLi0WHKgIDXWVUWsoan9JSBrz+9S/as2oO2OrVtCnHjKEtOHeuq617443sYHDwIBOmc3Koq5OTgQULtKqw0lLa0M62ZnAwbRBJqho4HnXP3XzzzcjKysLeb0L7K1euxDky8XDIqKoCXniBGQTz5wPvv89sly1bOAMsMhJ4801W1dTV8XfSlkPQAzXDxm6nw0G1pMnKYiavvz8zKkRGBaPR0MDWTr//PQeatrbSkO9Oz0qWsDBY2GzUoXl5mmN3yxY6irOzKXsyB2zkUl/f99k0ERFSCSYMLWYzg/QxMQyAXXEFHZDPP+8akCov594JAFFR1GtpaUyAKi93rTTx8+Nem5np6hwYN05rDXvkCJ0RMTFaNq3qNuAcuBo/nvMWbryRa5oypfu2M+4tDZ3ft7sWh9LCZuThLj/jx+u9IuNQUADMmMF7uLYW+PBDObvpQXg428k2N1NOReeQ4uKu8pmQoPeqvA811kLp0MREvVdkHESHDj+SktgCMT9fGzv04Yes5iouZqKi8xndamWCgtVK/aO6tM2bx/N7dbVrVVh8PO3Zzz9nckNiIluFP/mk6HZP4JEgWH19/X//nZCQgASnnaW+vh7h4eGe+BjhDMTE0EFbX88bqbKSh0+14QCMKJeX8+aLiZHMRGHoaW1lgOvzz7lBRERoMhoZSUeGKiEWGRWMxpgxlMknnmAWz4oVzAJy17MREZINKwwOqor28GHqS+dDZWYmZS8oSO9VCoNJQ0Pfv+PISFZXC8JQ4HDQIbt4MbB9O88lqjVhd3rrrbeYCbtoEeX7mWeo45KT6SCqqtKqydT8jI8+Ag4d4t8vWkSHgdnMOYhTprDdkmpFmJ+vzRlLTOR6xo9nIGvlSv6+pxaH3bU0PF2LQ/cWNmeaOSYYH39/dquQaqeujB/P/UUChPri48P//w0N0gnAmcREV/mU4Is+BAW56lA5p2iMG+cqo1IhZ3zi4tieUAV38/PZiS0jQ0v2crd1VdeA5matAiwlhZ0JnnySz9lsbIu5YAGDYvn5nCNmtfL9z9S+W+gdHgmCzZ8/Hz4+Pujs7AQA+HxTZ9zZ2QkfHx9s27bNEx8j9IDDoc0FCQtjm5DOThrot97KDaesjIfE559nD30JLgh6UVtLh0ZMDMu9b7+dSr+iAjj/fGbQjh0rMioYB9XayGZjpmVbG7N3MjI44HfBAs5aVOXs0dFShSMMDqqKtriYLbnc23CGhMjBcqTT2UkZGDWKdl9vUXOTBGEoqK5mFuymTdwb//lPzRmwYgUDVMXFlMvGRp5fHA7ggw+ATz9lm2zlOMjPZxBJVZM5t5ZZsoSfsXYtbcukJO7L//kPA2fO1VxTpmjzSPbt4/MpKWyLmJJCu7Ozkw6MgTganNsndtcuURh+qPOIsu3kfKIhAUJj0N5OO9BZbwq8Z5UvLDFRzmd68Y2b+L///9VjQQKEwxGTiQkfS5cCX35J35DzHNpx42jrOp/RLRY+XrSIr928me81cyZt1u9/ny3EU1O1811ZGW3cggI+HxOj13/xyMIjQbDt27d74m2EfmKxcEPx9WV2ZEwMbzCrlUGvsjIe/Pz8eFiU3vSCXjQ3s/3h+PGUxT//mX1xKyoYUHjgAeD++yUAJhiL6moOMn3xRTrpCgpo3Dz+OJ18RUU8cE6YwOx06eUtDAYOB9DSwj1fyd/q1ZS/rCwGRfo6J0oYfrS00Env59f3IJjMBBOGiuJiLbD0t79x31RzXyMieFUzYG+5hQH9hATgpz/VWsYAvBYUsB3MiRNd2yhGRPAz4uO1LNyqKu7JKtAF8Oyzbx8dD6mp1KeffkqHU3Y215KbS32amjqwfdy9faK0NRr+lJdr/+7o4OOxY/Vbj5EQ57YxKCpy1Y9FRVKVB2gVck1N2oxIYeg5dAiYPVtr+bd1q+hQhciosejtXNfQUPoxCwr4b9Uuu7MTuOceYM0aJmVlZrIwxeEA/vhH4NFHeY7/+c85Z76jgzbopk1MIgkPd61cdbZrpb22Z/CIm/njjz/Gxo0buzy/adMm7Ny50xMfIfSAw8GfpibeIA4Hg2EAn7NaeTP6+tI5Gx9Px4kgDDU2G9sg+vvTibdyJVvdNDZqWQ0PPCAyKhgHh4MBWqsVePpp6tQpU+ggW7GCc0Ty84FJkyizwcGSvSUMHo2NwMmTnJkTFATcdBODsCppQAKw3kF9PQ9IfXU0RkYyoC8IQ4GqCPnkE8psZCRnH0RHM2P2wAE6AU6eZHBKvf6BB7R5X4DW3jAzU2uTrZ6fMgXYsYOPP/2Uc2ZV1VVKCh9//DH3cYD25YUXcm+fPBm46CJeOzu5h2dmArNm8drURMdEf1DtEy+8kFdJ6hr+xMVRfhcu5FUCmxrK79DTY2FoSE111Zupqfquxyh0dvIcp/xiEqTVh7Q0reVfZCQfC0Rk1Fioua7KRqys7P51bW20Fy+5BJg7l3Zkbi7HZDz/PG3NiROZ5PXAA1o3tmefZSB4/37OkN+6lb6klSvpK92/H9i5k9eaGi2BUbXXFgaOR8zyp59+GllZWV2enzZtGv7617964iMEN1SEuqqKwYWjR7WhfG1tPCiazXSWjR5N51hYmBzEBH1oadFaeC1dygNSdDSzfseM0X4SEkRGBWOg5plcfjkz1To7gZISOtP+8Q/g73+nXGdkUGZlDpMwmNhsDILl5bFaNiCAhnRsLPd2kT/vob6e33lfD8nh4Tx09dexLwh9IS6Oh/fWVjq7mppYzdXYyPNJWBhlsrWV7Qjj4xnEP3yY+m3fPga4du1ilWtyMnDsGOfJfvQRsGcPzzbOAa1p04DnnuPfP/MMK2QvuaSrE8N9Ztfx43xv5+ecB5oLQnAwZWLdOl6Dg/VekXGor+c9HR7Oq9OoeGEICQqibG7bxqvYhKS5mfZySAivzc16r8g7CQ5m4uj27byKDtVQOjQ4WHSoEehuruuZXldbS79QZibwyitaQn9rK7u2NDbSJrVagT/9iWe4vDzgD39gO0SrFXjkEb6Pw8HXxsdTZzknNzi311bJ2p9+yquc73qPR9zNbW1tiIyM7PJ8ZGQkmpqaPPERghtWK4Nddjt/4uN5Y+Tm8qZxOJgBdPAgXy/Zv4Je2O2Uv7lzGeQqLgbOOYdzHcaNo5MEoANCEIyCksv336fzTsmv2cwBpdOnM9N81CgJQAiDi83GA1FuLnXm+vV0MP/kJ0B6OhMKRP68h4YGJo30NQgWEMADtjj2haHAZKJ+Cgnh/AN/fzoM4uPZfvDHP+bVZGIA69Ah/t2KFWyZ1NnJNokTJ7I66513uAcXFnLPve464NJLu7YAUwlXjY09OzHUzC6TiVm4CQkMsilHw5w5THA5cEAcCwL54gsGc+++m9cvvtB7RcYhNJT38uLFvIaG6r0i7+TQIcrm0qW8Kp3q7ZhMlMs77tD2HGHoOXDAVYceOKD3iozDqFGuOnTUKL1X5N0oGxE4/VzXpCTakCYTbdXyctqgDz3EdvXTptEff+GF9H1mZ9OflJ1Nmzg/nwUstbW0W7/6CrjmGtqfJ07wM1R7bVUZ5lyF3tuKNaErHmk6ZrPZ0N7eDj+3HmZ2ux2tra2e+AjBjZYW4N572Uv0+HGWUDoPVAwI4I10/vnAm2/yhhKEocZuZzChoIDGeHOzq5x2dGhVNt3E0QVBN5qbGfwKD+9Zfk0mOqMlACEMFjYb24UdPtz9kN2wMJE/b6O+vn9BMID7bHm5DFYWPEtP8xPMZlZ5PfwwE598fFhJ85//ULeNHs32MO3tdIqtW8c2Mvn5fC4sjIl9zzzDfTgkBLj9djoLcnLoWBg/np9jtTJ4lZLChAHVUlHNVXB2YsTF8YzU3KwlYDU3Mys3P58OiMxM7W9lBoOQlka9u2sXZUJaeWlYLLyny8o4v8RikVlUepCczDPL4cOU0eRkvVdkDPz8KJ9qf5KRC/qQnOyqQ0U+Nfz8mOAoMmoMejPX1eHg9YUXaB82N1O+s7Npv375pZaIVV5OW/OTT2hjjhsH/P73tI2PHWPC2Pjx7JSlOnaomY6qvXZ3Nmh3FWtiq/YOj9xic+bMwT333IN77rkHwd/UttpsNjz88MOYM2eOJz5CcKOmhjdOaysjyb/9LR8HBdG5ceyYNqfmmmukd7mgDw0NdFykptL5tmgRnRkJCcxy8fdnwNbh0DIuBEFvHA7KZlhYz/IbGysVYMLg0tLCQGxhIWVw8WLu8+XldAyHhor8eSP9bYcIsEX28eN08g8WHR2Sae1tqGxU56ARQKf4hAlsbWi1Ui5CQjhT6fzzOSD8scfoDHvsMWbqz5vHAJXZDHzwAV+vnAZ33QU89RSdDOXl1IvBwfy8I0f4Pip4NWcO/660lK9zPgeZTLx/pk/Xho3v2cPA3Flnda0uE8eCEBjIIGlREeVJ5m9qxMbyvlO6Py9P7xV5JwEB/H9fUkJdGBCg94qMgZpRp/5/yMw6fRD57BmRUWOhAk+xsbRvd+1yTfACutq9e/awS9urr/K5yZNdE7H8/YFTp4CpU3kPKJt3zRpg0yae+Ts6+Jmqo9uZUBVr3SV7CafHI0Gw3/zmN1i1ahW++93vIiEhAQBQUVGBa6+9Fr/+9a898RHCNzgcLHWMiwN272bkeNQoDtgrL+eQaB8fOmn9/dkmSRD0wGZjkDY+Hnj8ce3wqPpyt7RwI4mK0nulgqDR0sLgbUcH8L3vMXvQXX5Hj6ZsSwBCGCzsdgbA2to0Hbp6NWVQBcCkn753Ul9PHdTfSjDVYsPTtLUxUPvKK8C11/IgKE4O78A9G7WoCLj1VgbA1qxh0FUd1FesAPbu5WsiIynL113HmQZXXw28+y6zaJuaGKAKC+OcBFX9VVbGs8+UKZwtotoa+vmxXYxax5YtTAj8zndc16qq1o4cYeb1smWsHNu7l2vbuJFtbcSxIDhz+DDndqSmUna3b5eKWkVgIO8hCRDqi8mk6UKTiX4gQatKbmrS9gth6PHxcZVPCfRoiIwak+4SvFRClLvde+wYbUV/f9oG9fVaIlZwMNt7l5Zyru2YMUxwffhh2rl+fkwk2bYNeOstVoDFxnZdj3vXhZiYM1esCd3jkSCYn58fbr/9dixbtgxHjx4FAEyYMAFB4iH0OBYLcOWVwN/+xqxIVQFWUsKsSl9fHuzOPZfOXEHQg5YWbYZNejpw000MIkyaxM3BbqdzrL1d75UKgitqFlhJ941ViQAAIABJREFUidYC0Vl+/fxoyEuCgTCY1NTQ2O1Oh/r60skkDg7vxKhBsCee0Np9/P73wD33cPizMPJxz0ZNTgZef50JTydOsILLuY3rkSPA//4vn7vsMq0aKzSULQ537eJVvV9Ojlb9lZHBQFVioqujyGzuuQWis+Ng/Hi+h/N7z5vH9yso4Ayw7GxxLAiuJCW5tpqTwKhGeTnvMbud97KvrwQI9aC52VW35eezY4W3097O/ydNTbyKPteHlpau8imJ0ERk1Jj01G7Q4XBtxW020z5QnVuWLGGBSlUV8Ne/AnfeCSxfThvVbqfdqyqnd+8GfvEL/n1ICBNdIyO7b8PdU1BOOhX0HY92HA0KCsKkSZMG9B533303PvzwQ0RFReG9994DADQ0NOC2227D8ePHMW7cOKxatQqjR4/2xJKHDQ4HUF3NKrA33qAj9tZbtdZI06bx9y0tvPna20WBCvrQ3MyB5EeOuAZqg4KY0VtTQ8Xd0SGHJME4OByUW5OJjtxx41xbIMbH00AZM4ZGiiAMFjYb5fDgwe51aHi4VCF6MwMJgkVEDE4QrKaGQbB161gRtmwZbdTbbhNb1Btwnp+Qns6zSGMjfyoqWJW1bRv31DfeoB5rb6ejICeHr0tJAe6/n3uxeztCmw2YP58OtDvvZGWse6a0ycQuGN0Fr5TjwMcHeP75ru+9eTOzdCMjtXmf4lgQnKmq0ioRExP5WOZekYgIBo6VU2/XLr1X5J0UFrrqtsJCkVFAs5Xa2lwfC0OLyOeZUTIqGIOe2g1aLPQP5eTQxp08Gbj+euDNN+lDeuEF2qItLXzu7bdpX77+Ou3SnBzNTvX3Z5tvX1/ghz/kPtpTG26ZAeY5DFdsOX/+fKxZs8bluRdeeAEXXHABNm3ahOnTp+P555/XaXX6YbEws3bsWN4kQUHAypU0xlNSgJMnmU2RkMBrTIyU0gpDj8NBB92pUxwavWKFFqg9/3wGb8PC6IiQcm/BKDgcdOKePAk89xz1bGAgs83vvJOvSUlhlvqoUfquVRjZ2Gx0CH/9dfc6NDpaAmDeTl0dg2D9ITKSyVSe5tVXgdmztTZYsbHAJZcw4CCMfFTQ6MILtWzv3/6WzyknQkcHX5uaSr2Wk8PMWLOZ55n8fAZPAwOp+9ScWLOZ8v7nP3Offvxx7tEA9+6KCrZSrKjgc2od8fGajakcBzU1TCxwfu+JE6lXn3ySTgu9grbu/y3q/5dgDKKiWDG4ZAmvUsGgERTE+/m553gVG0Uf3PVmWpq+6zEK7m33pA2fPoh8CkOJJ2wqleC1c6erfVhayuSu7GzaBCYTOwjZbEySUeMzurN/f/tbPg4K4u+uuYbVX52dfF+Az8fHd123ej/1GqlI7z+Gc0FnZmZizJgxLs9t27YNV199NQDg6quvxtatW/VYmq7YbMBf/sLMyaNHGUyIjuYNEhZGx0ZICEsuVTsvQRhKWlsZ/FIyGhzMWRCNjVTuQUHMdhg1SoK0grGoq9Nm18yYQSec0rGxsVrANjxc5FYYPGw2zqNramI7sX/9y1WHRkWJc0kAamtZkdofIiOZVOVp1qwBfvADtvlQzJ4NvPaaZF17G0VFlNG//lULWOXmAh99BOzbx/119Wp2DUhJ4TywvXuB886jjsvNZZVNfj6wYQOd6kuX0jnw7W8zc9zHR3NunDjBisPJk3sO8Do7IlasYGvZjz7SnBrdBc6GGlWtdtFFp/9vEfQhIMA10CNzrzSCgniui43lVeaV6kNQEHXbtm28ir1I7HbKZUQErzKKQR9CQ7mvb9/Oq5c19Tot7oFZP4/2avNOPGFTOSd4OduHyqbMzORs2aNHad/6+7NlckoKbc3AQFZGK/v31Cnav62ttHmvu47tEK1WFrbs3cvXfvABsGBB13X3FJQT+o5HbrGioiKkpqbi66+/7vI7Hx8fhIWFISEhod/vX1tbC/M3Yc/o6GjU1tb2+72GE6qHfUkJHWKnTvFm6+xkluXq1dqASYCVYi++yMHSUhopDCWqksbhAObOZSvEWbPoGBszhs+3t3NDWLiQm4kg6Im7fm1tpX5Vs0m++IJVjWqAr/TVFwaT1lY6jmtrqUOTktiGs7QUOOccHh7FoSEADNr3tyVrZCRbZ3uSI0d4gEtJYQBXcd55tFu//JLBC8E7SE1ldVVZGfCznwFTpnAP3bxZC8BecQUrW//4R+DRR+k0v/56oLiYFdjTp3Mf3ruX7zdmDHWiOu+4z0VQM8N6ag0TFwfs2cP3S0yk4+EvfzHWWUna3BgbHx9eJcDTlcZG3n8TJtAZuGsXE3SFoUXNFXI4eBX9QXx8usqnMPQoPZGYSPtg1y4mlwpaspiycaQSfOAMpk2lglFtbRxJVFvLBK4bb2Qy60cf0U+fn0/bNT2dtnB7O7/j3Fx+x4WFfD+zmbaFw8EKycRELVjvvG5p1e05PBIE+8c//oGHHnoIjzzySLe/r6+vx1lnnYXHHnvMEx8HH2WJurF7927k5uZ65DOMgDrk+frSIVtezmiz6kdeWUnnbUcHcOgQ8O67UhrpCdzlKCsrC9OnTx+U9x4pVFczS/LUKeChhyify5ZRuZ97LmV04UIq/Qcf1Hu1wx+R0YGj9Ovvf8+DUUEB9euyZZTTQ4fY0/nxx5k5KFlZvUfks+80NWnJBEoOs7JoSEsbTs8znGV0oO0QPR0E27ABmDOn6ywDk4kOj3fflSBYXxnO8jl2LNvEdHQwyaSqilXVR4/y962tfG7zZmDrVmDHDgbFqqr4+9JSymlVFYNi//kPH6v5YsohkJJCx4bKoE1P7/n8YzLRRl2xgnt9ZCTbIhqJnmZPGJXhLKP9obCQnQIiI+nw+vBDrS2nt3PiBPW8s39C71k/3iafACsQZs3SZHTbNpFRwJjyCXifjBYVcQ9XrYuLiozxPRiBY8cYrG1vp+1UXq7/vTvc5XMwbSqTiT/79/P9586lnfv++/z+Sksp2889Bxw/zs4IzhVdBQU812/cyKBZWBg7Hjz+OHDWWQwODxdbUE8GIqM+nZ1D06hk4cKF+Pvf/96r1x4/fhxLlizBe++9BwC4/PLL8corr8BsNqO6uho33ngj3n///TO+z6RJk3D48OEBrVtPdu4ELr6Yc77efJPXjAztpsjP56Hu5ps5d+HYMW0QtLTsGh4MdxlV7NpFuZs2TZPPjRsZPAC4sR89yqCtyOfwYqTIqDs7dwIzZ9Kx4axXc3I47yEvjwkIIq/GZiTIp8PBQ/qUKd3L4dixEoQdznhaRpOTWSXYn8BoRwfwve8xoOCpdl6zZrGKJzW16+927qQs79zpmc8SPM9g6dCODjodnbNkFZddpum6vDwG/FUV9saNfBwZyeqtG27gPp2b67pXu78uIOD0+3VHB50Qahi50fZ2o69PT4ywz5eWup5x9uwR55Ti2LGu/glvcm4bQT4B+R56Qv6/GENG5XvoGW//fzMY8jnYNtWnn7L94bx5TF5V7+1s327cyO5XR46w25Cz3VtVBXz/+3xNZiYDX6rFYWWlFiQODtbGcgiewyNulc2bN5/293Pnzu11AAwA3ONyM2fOxNtvv41bbrkF77zzDmbNmtWvdQ43EhMp9OHhDIAdPepa1nn0KFt0vfgibxhvUpaCsUhIYMavs3w2NTGzoa3NmFm3gnczYQJn1hQWusptY6PWq7y/c3cEoS80NDArzFkObTb2D4+MlACY4EpdHQ9F/UlhM5koU+Xl3Qet+kpLC/vZP/QQK3zcycgAHn6Y9oC0EfMuTCa2cN24kU6IsWO5vwYFMYBw7BjPLW1trAqrqWE116lTwLp1dFoEBbFlYno6HQLue/XOnTwr9ca5YfQ2MkZfn7cTEKDJclKSNkdW6N4/IT6Jocffn87VoiLu7/7+eq/IGIh8Gof8fJ6709L0XomxEBn1PINtUyUlATfdRLugsZFn+dbWrmf5Dz7gY2fZDwzkGU4lcO3Y0TVQt3ix1rlg/36xDT2NR1wrH3zz7dbU1GDfvn3Izs4GwBK1KVOmYO7cub1+r9/97nfYvXs36uvrMWPGDPzyl7/ELbfcgl//+td46623kJCQgFWrVnli2YbGbmfLmpwcOhn8/LSgmHN5pAQWBL1wODgzqa2N8pmc3FU+bTb9y7kFwRnVcq6qimXqgKvcpqbSMJH2c8Jg09zMComCAhrFznKYlkbDV+aACc44HAwSBAVRfvqD2UxHrieCYLm5wNln9xyQGzWKtsEnn7BdiOA9OBw86MfE0E708eF55vBh2ocTJ7KK8OBByuTmzZRtm43yHRNDJ+5FF9Ep0NHhqiNVIFgcA8JQoBxTKpgvWdkaw62V50ils5Pfgd0uM8GcEfk0BqpF9nnnAV99JbPZnBEZHX7ExQFr1/I8lZyszbx1/h6Tk/l7gK0Of/5z3geHDjG5y9eXr1OdsxSlpbSVAZkRO1h4JAi2cuVKAGx5uGHDBsR8801WVVXhrrvu6tN7PfHEE90+v3bt2gGtcbhhtbK3aGYmsGAB8P/+H59X2ZOqrZwg6EVtLR0a+fnABRdQkefnaxlogYF04gqCkbBamakTGQk89hhw332u2TmxsZLhKwwNdXWUx/HjWUmr5DA9nUaxBMAEd+rrWWE9kKHZsbHaoWyg7NhBp4Ya4Nwd3/425+dIEGxk43DQCaAqZQDO3Tz7bOD11xnsUrZheDgQFcUM2pISJvQFBtI5UFJCmVHvExHB94qLo47My+PrV6ygA0IQhgKTiftyc7O0JnJn9GjX819/Z1YKAyM4mM7U5mZepfqaBARw3ygpof/MU62ghb5hMnE2W3k593DRoRqiQ4cfzpVmHR3UM3a75qufMIEzvdPTGdD69a+ZGFhZST3k60sbee/ergEuCYoOPh5tsnPixIn/BsAAwGw2o0JNPxTOiDpANjTwplm0iD1Gy8vptG1pOf3gZ0EYSlpbtf7Fc+YAa9Zw2OnZZzOAK8aNYBSUbq2tpQN56lQgJYVzdb76igGx+HhpPSAMHa2tlMvZszVZVM7fiAjRn0L31NZSXw1kmm90NFuteIJPPgF+9KPTB+XOPRfYutUznycYF4uFB3qrlYO9X3iB8vrkk9RrVisds3l5DPb7+vK5Rx7hT34+bcr0dCYAqhlhqg2MycTW2/7+QHExA2A9JQO6B+RkvpYwUBoamJji50dZOnmya/a2t1JbC1xyiVbh8dFHtLWFoaWwkHtxZycdrdXV1KneTnu7lgBptUqHGr04dIhnnshI6oytW+W7UNhstHmCgnj19RUdOlxwtjdTUhgMu/VWdnnJy+PzS5YAW7aws0F7O22I3Fye94uKugbB4uJo+5aUsBNcVZX2vNiynsGjQbALLrgAixYtwpVXXgkA2LBhAy688EJPfsSIxmIBpkwBtm3jTbNlC/8dGcnDZFaW3isUBI3iYq3v7ZYtfDxxIrPMBcFIKN26dasmt1YrdepHHwE//jHw/vt6r1LwJqxW7vPOsrhzJ6sjBKEn6up4MB5IECwmhlmKA6WzkzK8fPnpX3feecCjj/L1Pj4D/1zBmJSWajbhkSNMKpk40fX5qirKzC238HF+PvDgg8DMmVrG665drjMVnNvAmEx0ApypE4ZzQM45kCYI/SUoiMHZjg7KYV6e3isyDuXl2o96nJys75q8kZgYLTnVbKZ+FehknjFDC758+KHsB3qg2rw7t30XiMjo8MXd3tyzh5VfUVFMTEhM1OS+slL7u7IyBju7S8BWVWYmE9/bPSlMGDgejSXee++9uO6663Do0CEcOnQI1113He655x5PfsSIprSUToLDh1kmbDZr2bWJiYwGC4JRUDPqAF7HjfNcdrkgeBKlW48e1XQroFWAbdok7WWFoeXIka6yKDM+hTNRW8vMwYEEwWJjPRMEKy2lY/hM8xPDw9mW6ciRgX+mYFxU+xaA+iw4mIl8U6d2tRVra+kQKCvT5tcAvFZUsBpMvb4/3S+cA28qkCYIA6GoiI4oq5XXoiK9V2Qc1ExoQJuDIgw9ove6Z/x4zQkdGSldP/QiNpaB2e3beZWkaY1x41xlVM6Dwwd3vXvsGG3YmhrarytWAOvWsT2iuy386qunb1tbXKxVgYlO9ywerQQDgDlz5mDOnDkAgLy8PDzwwAO47777PP0xIwZVQllczJvDx4fBhRUrgJwcZlNlZLCs8u9/13u1gjfT0kIFXFjIfsVBQZznoNrNtLZSdgXBCHSnW2NjKafOcjtqFLMnpbxcGGyam2kUFxQwA3LRIm2fz8yU1krCmfFUJdjx4wNfy969zFA83TwwxcSJwGefAZMmDfxzBWOi2rcUFdEW9PWlM6ehwXXWxaJFTPBzdpY7zz5ITGTV9tGj/HdFBV8fF8dWdL1B5ikIniY11VWmUlP1XpFxiIlxvcfFltEHkdHucfdXyLxdfXBO7BdcERkdvrjbm6mpDPSWlDDR+sUXac+qObjqOw4IoI0cGen6fsp/VVXFgL3YsoODx4NgBw4cwPr167Fx40YkJCRgrkzCPi3OJZRz5rC9QnU1b5iyMrZIqq5mAEwqFQS9aG3VeosrRXzgAIMKdjsVe3CwluEgCHrTk26NiKCs2u3sRS4BMGEoaGpi9cOUKZTJRx/lHMXCQu7zMTGcdSMIp0PNNRxoJZgnxvXu3ct5X70JgqWns0XITTcN/HMFY2IyMfCVkMCkky++YLA/KIg6rr2dVWFr1rg6y00mBs/c53f5+NDmVG1g8vP53r3Zr1VAzvk9BWEghIZSBgsLKdehoXqvyDhUVwPZ2XRul5VR10vLpqEnMNA1GHmmKm1vwdeXe0hTE6++vnqvyDux2XitqeH522ZjIEDgvRsTw2TJmBgJgg0n3O3NmBjarenp9J8WFjIB0N+f/lK7nR0yTp4EbruNPv74eC34VVREP5WfX9dkWbFlPYdHgmAlJSXYsGED1q9fj4iICFxxxRXo7OzEK6+84om3H9EUFbnOVSotpRHp70/hT0jgjyDoic3Wtdz30CEq+OxsXZcmCN3SnW49cgSIjqaRItk0wlBhtwONjTSElUzeeScN2u9+V9+1CcMLT1SCjRkDtLWxQmcgg7fz8oAFC3r32okTgX//u/+fJQwPmpvpYJw6lQPCn3mGsvrBBzzMt7Tw921tzAr/4gttxpe707yw0LUNzP79PBv1xgmg5imII17wFHY7rxERvKqqBoEdFyoqtOSKoiK59/SgtZU6c8wYXntbOTvSOXyYtnZqKmXzgw94FhSGlvZ2baZiR0fvEqi8ha+/BmbPZuJPfj6r4b/zHb1XJfQGd3vTYmHCYmMj7dWzzgJOnGACYmUlrzYb8I9/ACtXanNvLRZg1iz6qiZOBJ59lv6rbdtYLfbvf0srV0/ikfz3yy+/HLt27cLzzz+Pf/7zn7jhhhtgktT60+Jw8AZx7qGv2oAEBPD3EyboukRBQEsLM3ZsNtf5Naok13nAoyAYgZ50a1gYMHeuzHEQhhabjXrywAGtVQ3Aq5p7Iwi9xROVYD4+3M8PHer/e3R2shKst8kEEycCX301sHULxqe6mpUg9fWcdRAXR11XXc2ZCP/8Jx3mZ58N7NjB/XrKFP5NRQUdt59+yn+npLjqy299S/ZvQT/a2ymfNhuvbW16r8g4uM8ES0nRdz3eilSTdE9SEisvDh/mVZIg9cFk4s+pU9q/BZKczOD1rl28ylzF4YvdznNWdDQTuBwO6mSHg/ZDayu/4//5H+6XZ53F17W2Ao89RhkID9dmiKmEG9FbnsUjOSJPPfUUNmzYgBtvvBHf+c53cOWVV6JTTrrdokod7XZmQ7qXOa5aBfziF8zeCQzUe7WCN6OCCQ4HM1NSUtjLtqmJithmk7JcwTgo3aqyzN11a0MDs23OPlvvlQreQnMzdahqIztnDjP8VMX3QKpwBO+krs4z3QESEhgEmz69f39fWspWSyEhPLidiYgIvv7IEZkLNlKx22kTlpYCubk8xLe2AtOmaW209+7lPj1qFPXhp5/ygL93L2chv/YaMH8+W8a88gr38LIy6suiojPLjrID3FsrCsJA8fdnYKGwUEtYFYivr+usE7nn9KGtjQHaykoGwKTFNnGXT6mQ04eWFtexGvn53OsFyqTI6PDC2d5MS2OiTGkpq7V8fICLLwY2b3b1AaxerbUGd74PfH3pL2ht5f65Zg19CPn5tIGTk119rmLrDhyP3GKzZ8/G7Nmz0dTUhG3btuGll15CbW0t7rvvPsyZMwcXX3yxJz5mRGCx8CZYt47C7lzm+PbbwC23UNhVD31B0IvKSiro4mJerVbK5I4drA6Li5Phx4JxsFiAnTuBiy6izDrr1rfeooExYYLWykYQBpu6Ok1/ApTJkhIGDoKCeBWEvlBbC4wePfD3iY8HCgr6//d793LmYl/a2UycyAxHCYKNTCortcN+XBzbZZaUuLbRLikBli5l4Cs3l9VdJhODCgUFzBBfvZp/HxXFdtvt7XxNbi4ryk4XBHaeBWo2s4WitGUTPIE4cHvm0CG28oqM5B61dStn/ghDS2srcNllmozu2aP3ioxBQQHbISr5/OADSeLVA+cxBVYrH0t7N1JQAMyYocnohx+KjBodi4Vzjh9+mK0Pp093TfjKydH8pyYTX3fZZcBDD7neBwUFLDRw1t25ubSV77mHfq3uPlts3YHh0ZhhcHAwrrrqKjz33HPYsWMHzjnnHKxevdqTHzHsKS0Frr6aAqvay6kyx3Hj2DM0OpoHQonoCnrhcADHjjHj0bkNYmQkAwkxMdpAc0EwAqWlNCDLyrrq1sREZsoEBUn2rjA02GyusghoLY/HjqUuFf0p9JW6Os8ET+Pjub/3l7w84LzzaCv0lokT+XfCyMTZwRURwSpsd/03bhz/bbXy901NdBQsW0adOHo0HQUmE/Vnbi6TWHJygCeeYNBBtUvsbiaT++za0tLB/q8WvAXnmZ5W68D050gjLY33r9XKa1qa3ivyTo4dc5XRY8f0XY9RSEx0lc/ERL1X5J24t4RPTdV3PUZi3DhXGVW2kmAs7Hbq1Q8/5Pnnb38DbrwR2LdP0721tbRPL7sMCA2lrEdF0eY9coT6x/0+cLddjx7lT08tEMXWHTiDVmwZFhaGBQsWYEFvp2Z7CenpwG9+wxshNta19DUoiL/399duDkEYaux2to6Li6Ms3nWXa1u5kBD2shUHrmAU7Hb2VD51ijLb2tpVt5pMoleFoaGlhcGKnmQxPFza1Aj9w1OVYAkJwMcf9//v9+4Frruub3+TlkZbQhiZKAeX1Ur9Fx/ftQ1Va6uWuZqSwsqumBjg0UeZEf6//0unQnfVDHfdBXz726fPfFWzQNVrZIaC4CnS0lxlSwI9ruTnMzAo/1/0Q/Rf9wQEuO5DkgypD4GBTIQqKqK9IGNfNIKCup4VBePh3PFA2aeqRbLSvRMnMlBWVcUEr5wcVoqpZJFly/hd22wsLHjwQeDXv3bV3cnJrKjuqRpQdP3AkY6jQ4zdzgzGsWN5SDSbmQlpNnOQdGKitEgS9KW6mjI6fjyV77PPUpmnp/N3sbHSq1gwDqovckAAM8dvv529lMPD6SCLjeW/xaAUhgK7HTh5ku0Nli8XWRQ8S10d5ykNlIQEtqbrD52dDIItX963v0tLAw4c4N/7+PTvswXjEhzs6uAKDub+HBNDx4GfH7/3Dz9klnNjI/C97/H5XbvoMKiv5z7unOGq5oVt3MggsHq+pITJLcXF2kyEuDgGx5znJPQVmbUgdEdjo6t8NzbqvSLj4OMDXHABq4O/+gr47DO9V+SdWK2ucxStVmk3B2j2RnCw62NhaPH15V4aHMyrr6/eKzIO9fVdfcLSUtZ4uLf0LCujPaACW6dOMVExNlZrazhvHoNlfn60IdTYo/ffB264gb83m4Ht2/m9p6Z2tTvd7dKYmIHbut7OsHJlz5w5E6GhoTCZTPDz88Obb76p95J6jcPBOUo1NSyJDA6mI2DaNCAsjJU3e/Z4xrkhCP3BXUYDAujQveoqPgcw008yqASj4HDQcVZdzYya5GQ6xCZP5tyZLVsoyxJ0EIYCh4NOWjUkV2RR8DS1tbQf7faBvU90NA/bar/vCyUlXENwMCt7eovZTLv3+HFp9TISiYigPIwZw++5rY0Vr0FBnP119Cj36A8+4HNlZWwZU1HBFjFnnQWsX69VbasMVzUvTCVjHT6sPT95Mm0A58ow9dNfZNaC0B2hoZyLrM7subl6r8g4hISwTakKEEoyrz5ERwNTp1KvmkxMIBC438TEAM3NvIodrg+VldSjfn6U0cpKmauoGDOG3ZbU/iKtw42Jc8cD1dFgyxbaiWYzbV67HVi7lt9hcTH9AevWAddey7FHylf105/SfzVpEnDNNbQpdu5k5y3ANRDWk10qtmn/GVZBMB8fH7zyyisICwvTeym9xuGgwLa1Aa++Cvz4xyz/ra1lwGvXLh4Ek5Ml21DQDxUAs9uZweAso++/TxlNSZGsFMEYKL3a2UljITqaRoHJxEBtURGNjtBQOewIQ4PDwSqdgwdpJIeGau2B0tMZMBBZFAZCczMdB76+Aw+C+fjQ7ty3D5g9u29/u3cvD2N9mQemPjMtjQc9CYKNPEwmreK1tlaT15oaoL2derCigkO+77gDWLmSrzObWSHb0QH8z/9QNjZuZJA2OJjDwSMjqVe3b9cyX6uq+ANoMxE84RDobtaCOBoEPz9gwwbKcHy8dMRwRu0F4eGuj4WhZdQo12pFSawmLS3cK/z8tKsw9IwZI4kEPREczP8fxcX0t6mqRcFYjB2r+ZlUxdbu3cDNNzMA9q9/Ue+efTZ1zdlnM/HvkUeAN98EXnyRiYTjx9PGTUgAzj+fAWEVRMvKos27fz/t6epqJoqJXepZhtU20NnZiY7uJiEbGKuVAl1eDvzkJ9x4OztZTVNczBto8mRuDIKgFzYbnRSVlVSqIqOUyb5mAAAgAElEQVSCkbFaGag9dYoBsIAAyq+PD69RUXTIeWJ2jiD0BpuNTt+UFBrBP/0pn4+MpD4VWRQGSl2dJk+eIDmZh6z+BMHOPbd/js60NP79/Pl9/1vB2NjttCEdDna5qK3l9/z44wwc2O20I8vLgRdeYFLA9u0MerW2ck9/6SVtwPe559J5+eSTrm0JnQ/+gzETQWYtCN0RHKxV0EZHi5PSGbudDr+GBt7/4pzTB4eDyQShobxKMJKoSrCjR+l0loQ0fQgMZPK/zATrmWFU5+GV+PkxgBUfz+qs3Fx2JQD4OCQEuOIKrRr3o48YONuzh90MQkNpV5aUaIUFe/ZoumnBAv6t1crAV2cnsGgR8Ic/iF3qaYZV3ZGPjw8WLlyIa665BuvWrdN7Ob2itZXOsZgYDtK7+246aY8fpzPA15c3hCDoic1GWb3sMpFRwfi0tjIAlpFBg6G5mQGw4mI6Js4+mwaKVNYKQ4GaA5aRAdx3H2Xy0CHqzoQE/kjmqTBQ6uqYae+pIFhiIue39JW8PLau6886UlOBzz/v+98JxqeyEpg7l9WFVisP8m++SXk5dYpBsYYGYMkSysFNNzFp4NAhJglUVDADdskSXg8d4j5+4YXd7+dq/tfOnbx6aibCYL2vMLwpKtJm21VW8rFAVAtTf3+tK4Mw9FRX89re7vrY21GVYJ2dvLa06L0i7+TAAfqVli7VZsQKxL3GY5jVfHgdqj3hbbfRvt2zh/Nu4+PZHvG55zif0eHgjMzp04HrrgMuvxz45BP+XVUV8O1v871SU/m+xcW8ms0MqGVkMAD2y1/y/T74QOxSTzGs3DL//Oc/ERMTg9raWtx8881ISUlBZmbmf3+/e/du5Bqotra5mTdGYyMzx6xW9gh99VUKcmcng2OCsXCXo6ysLEyfPn1Q3ltvmpupoIuKKI/OMvrZZ6JkjYo3yagzdjsdaa2tzCa3WvkzcSLw7rs0OlavloCD3niTfNpslMuCgq57vI8PDVnBeAxHGa2t9WwQLCUF+L//69vfdHayFcj/+3/9+8z0dODll/v3t97EcJTPoiJmro4b1zVj1c8PuOsuYPlyzvQCgE2bmEW7YgX37dRUVjqqvxs/nnOGnKvAnFFVYQOpOnEfNu5cbSbVLKdnOMroQIiKYnBWZXgbbHm6cvgwMGsW7+GiImDbNrZx0hNvk09A2s31hJLPyEjaUdu2GWO8g7fJaGoqbVg111M5/gXgiy+YiJ6RQRt740bgu9/Vd03eJp99obSUuiQnB7j0Uv57+nTgT38CZszQdM26dQz4qvm3bW20NXNztbm4paX0IyQmAps3M+Fx9Ghg2TIGysrLua/OmycBMHcGIqM+nZ2eOk4PLU899RRCQkJw88039/iaSZMm4bA6bQ0xNpvWFgCgkGdmaoe7/HxWLMhASO9GbxltaaFCbm9nwPbSSzUZ3bdP5nYI+sqoMw4HUF9PmVUZUhkZmrzu2cO2iDJb0bvQW4eePMkAWHKyqzzm51MW/f11WZpgIDwlo+++y2DB8uWeaXPU2Aj86EeU4d4mDhQXA5dcwgqf/mRTOxzAVVdxOLS0fTEGnpBPh4MH/IwMBldXr+YZKD6eZ51rr+V8xNxc17NQTg4P9jk5nKNgs/HAn5kJLF7MQJnzEHBPU1HR/bBxwVgYwQ49cYLyUlZGZ1V8vDEc6UagvByYMsV7z49GkE+ADtPmZteZYJJszTZk7vb5+PF6r2poMYKMinz2jLfLqBHksy9UVDCw/tBDtG8BnqOKi7v6ppqaGORSv1uwgPeAs/0LAM8+y24y7e1AdjbvFyULx471nBAm9I9hky/f3NyMjo4OhISEoKmpCZ988gmWLVum97K6xWZjQKGsjDdEaiqFXw3SS0tjhFdmhAh6oQJgLS1sTXTppZTV3FweZlJS2PNeEIxCU5Mmr7GxrP7Kz6djLS2NWTchIXqvUvAWbDZmef3kJ5xj09amyWN6utYaSBA8RVWVZ2eChYZyn//iCx7MesPu3XytarfUV3x9GTDeuxeYObN/7yEYi+ZmoKaG8z3y83nQj4hgskpQEJNTHnmEgYOODs3OTEpiu67t24GFC4E772SbpI4O4PXXKSNAz0PAe6ri6gulpTJsXOgdaq5QczOvMldIIyRE83Gkpootrhd+ftSBwcG8SlcMEhzsel6UeX76EBTETi5KPkWHaowZ4yqjY8bovSLhdMTFsaK0rU3rfJCWxnNaTg59VklJ9FuNHs3vdfp0yv0jj3CfrKrimcpkYkLis8+yffizzwLr1zOOMHUqk238/bVWiRII8wzD5n+h1WrF9ddfjx/84AdYsGABZs6ciYsvvljvZbmgMiFV3/vYWB7+fvxjzleqqeEchfh4ZsCKAAt60NpKpQ2wdU1MDOX2xAke7sLDqWwDAvRdpyAonVpURENCyWtAAA2GmhqtLHzUKH3XKngPaoZiYSHbdQUEsEpxzx7gnHPoeJDDneBpqqs9GwQDOD9x587ev373blbODKQSLT2dBz1hZGC18pzz9deceRAZyWSVmBjKbGMjZ81mZ/PHZGISi9XK1jFNTVogSwWkUlO1M1JPQ8DVTIaLLuJ8sePHqY8rKrrO01C2xOefM6N2504+TkvTWtbKsHHhdJw8ycD9xo28njyp94qMg81Gh15gIK82m94r8k5KSqgXOzp4LSnRe0XGoKmJLcr+8x9em5r0XpF3UlDAeYr+/rwWFOi9IuPQ1ETdGRrKq8jo0KJsxJ5sSHdU2+yQENoEb78NvP8+z//z5gF//CPt2ZoaJg2GhrLdZWoqW4Pn5QE33AB8+SVf09DAINe4caykzs5mq/CAAMrDt75FW3fyZN47I5G+fgcDZdjkiIwfPx7//ve/9V7GabFaeTO0tPCLDAxkUOHpp5n1mJ7Ow6EEvwQ9aWlhZeLXX9MBsGgR8Oc/MzBbXc1sXZljIxgBi4VzlUJDga++cpXXp5/mJhkTI1kxwtBSV8e9PS2NSQMrVgD336+1l5UWScJgUFXFFtqeDIJNmgTs2sWhy71h927gV78a2BpSUnjIE0YGlZXA3//OwP+RI8D55/O889pr3J9PneLsuaIi2penTvG89KtfAatW8fGOHcx83raNr3n8cS2bNjVVS9ZyrvpSVVwmE/Dww64taNzbGlosbNe2fn3X1+3f7/q+gvD/2bvz+KjKe3/gn0wWsrFkIQmEwJAEIrKpxKBiwVtLrxf0gluxpVXRW7SIVq+VKv7cWpd6bWtbl9pa63Ltxar3okVRUBFQKAkQCFURSMIQQkImIYKQEJLMzO+Pbw+zZCaZZM7Mec7M5/168RoSkjMPyec855xn9ScpCXjtNRmdffnlHCjoKT5eXlta5LzTPqbIys2VmQPavnXabNpYN2iQzDiuqQFuv10+psjLyZGljrV8cjCUW3y83JNoy+2yDo0sbVCV7z1kXysO7NsHfOMbMsnlb38D7rpL7jPr6yXvd90F3HmnfE9jo9zTVldLZ9eRI/IeS5bIXuJZWcDixXLvqy0Lnpcnz2ixsGJBoN9BuJimE8wMTp6U1y++kJMhKUmmQB44II1l6em8aSZjtbXJqNydO4EpU6RR7YUXpEIeP14aLziDgVTR1CQXwC++kDq0qso7r5Mnu5dVIIqEtjaZSdDQIKPBteUrLBZg0iR5uOYSNBQOzc3SgaSnqVOBhx4K7mtPnZKlEwsL3fe7AzFunGz+TNEhL09WwPjqK6kP9++XRpzkZKkLExJkJOySJfLQD0jjl80mHWBFRfLxWWdJp6zTKTPLRoyQRgS7Hfj73+Vaf8cdMlq2qkoaJLKzZaBMfX3vjQQ2m3Tc1tX1/LoLLojOBgXSF5dDDCwpyftnw7YOY6SkSF3quecSycwjz2X4uFS5MQYNkuWQtXyyM9Jt0CDJaGKiZJQ/m8jyXRrbbpe/19T0vPf0vF+0WmWCy5dfyr3rY4/JscrKgCeekA6w48dl1Y2tW6X9YOxYOda2bfJvP/mJHCs5WVZH+Ppr+f4RIyQL2r2u1jkUrSsWRHp5cjYd6sDhkMCmpsovrLhYenTb2+XBbPx46dHnzQgZSVueYt8+eUiJj5fX6mrpEEtL40MdqcHhkKnhRUVShxYXywjcqVMlr5MmSX2r7TdCFAltbdKQOmKE3ISuWiWfz8iQHA4axDqUwsdulxnberJa5SHMZuv7a6uqpC4OdSba2LHyYKkty0zm1tAg1+VBg4CbbpL60GaTjq/OTrnnTEqSJWNWrJBGsPh4+bpx42S061VXyfIvDofUr9Ony7Hr6+W6P3OmLCXz9NPS4WazSedbVRXw1ltyjN6WNbRapbPMc6WDaG5MIP1pS8Cmp3t/TNL5ZbdLI6DdHtogCRq4xkb5HaSny2tjo9ElUkNXl3uPSqdTPqbI05Y30/ZkC/dyZ2Zy6pT8PNLS5PXUKaNLFFu0jiZA2kazsgLfe3rS7kM//liezzIzpZ5xuYD/+A+pg8eNk86v+HjglVfkczffLO1cJ0+627FaW6Xz6+uvZXlvbYC39h6bNsmr54oFkV5CMJw8fweRuD9nJ5gOjh6V2TUOh/RYDhok+9Xs2+d+8NL2WSIyQlubNHR1d0vHwr33SmWrbeh48iQ34SR1HD8u2dy9W25GPOvUM86QOjUlhR0OFDltbZLJbdskdykpsj53ba17n0/mkcIpHJ1gFossE/fee31/bXm5LCXX3R3aeyYnS0fHZ5+FdhxSw8iR8qyzfDnwhz9Ih9jQodIA0NUlD+xOp8xk7OqSEZ5xcbL0oc0mf7dY5PMHDkjjQUMDcPHFspyX58jQujppULBa3XsyXHABkJ8fuJEAkI937JDnsMpK4NNP/X8dUSDd3VIHt7bKa6j1YDTRlu46dsz7Y4qsoUNlMMH3vy+vet8vmFV8vFwvOjrklfk0hssl1/Fjx+RVz6W9owX3UzSGb0eT76oBdXXAFVcABQXee8sePizfe8YZsr9XfLwsgdjUBMyeLVt4lJVJO9Y110jnl8UCrFkj9xLZ2fJv2dnADTdIf8HIkbJcosbzXnfkSO/Vjzz3xjX7fmG9dfaFAxftCVFbm1xUa2ulcyEzUz5nsUhvfne3PHSxcYyM0tYmy9QcPCgNT8OHy/4NtbXSkJCby73qSB3akp319dKwNWyYdD541qkZGaxTKXLa2uRm9dAhuc4nJspSx3V1MjNmyBDmkcKvudk9C0FPpaXAu+8CP/pR71+3ZYvsN6JH429xscwIOuec0I9FxnA45N5y6FCpE595Rq7V06dLR9hzz8kI18REWR3jmmtkdHN2tmwavmwZMGaMdJxZrbJZ+NixkvNt22R/MW3mlrYMzLRpsreL78Ox1kgQaOkU338vKAjrj4aiUHq6DMrq6JDXcNTFZjVkiFwXtOUQOajSGEOHynW1ulqusewEE8nJsjqTtlQ579eNwXoisJQU9+wvi4Wrh0Wa7z2i09nz3rOsTP6sXu0eZPDVV9Ip1tkp97qpqdLB1dQkg7hqauT+NilJ9q7NzZWv09oTamtldSNAlkIcM0Y6xY4elXvsI0fkXPHdi0wT6SUEw6mv+3jd3y8ybxOdOjqkYWzRIrmglpfLFMbOThnZmJ8voc/MNLqkFKtOnpQRN01NMrL2yBHJrcslN8jx8dLJwD1syGjaEohaXg8dkhlh2h+HQ/aiGT6cDzAUOW1tkkm7XTLZ2SkP0zU1sowsO8AoEpxOecAJR8Pr+ecDGzb0vYRVebns2aSHoiKZmUPm1dQkf44dkxGot94qzz5a40FXlzzUFhVJh9e2bTJ44LzzgGuvlYf1O++UEa82G/D88/KwX1srn8vMBJYulWUU16+XGVyjR0sjwuHD0bH8C5mH1kCpdcByuSo37R4pIUFev/7a6BLFJm2ZPy2jXPZPaPlMTWU+jdTaKnspv/++vLa2Gl0idWjnqtZmzJnGxvKdlTR6tLShvvOOtJ1u2SJLJG7ZIr+7G2+UjstPPpF/T08H9uyRttY9e+Se9aOP5B758GG5Xy4sBH74Q1kesbFR2hP+8Q9ZBeHECRmg6HDIqgqHDvm/5430EoLRhE3fA6TtA3bggPTszpnj7i2urJSZCh0d7mASRZrDIQ9pp07JerZaPrdskQcVbR8b7qlERnM45ILf2Sl/PPNaUSENbZMmMa8UWdqeH/4yOXiw3Mxy82KKhKNHwzfzYNgweVB77z1Z7sOfujppSBo+XDqBQ1VcDLzxRujHIeMcOiS/x6oqqRvvv19mgbW2ypKFa9YAX3whI1uPHJGOrb17pXGnoUGW4Vy2zPv5accOOebSpXKvunOnPPA/+ijwwAMyg6uhQTrdtO/x3aicKBy+/lqWIxo6VOrCzZtl3xDq+ZxZUWF0iWITM+of86mG6mr588gj7o85K1u0tcksI+3craiQdjoyhr9ZSVlZsu/tH/4gq1i0tMgyiH/4g7svoLVVfndafZOTI52+ZWXy+/zXf5U2rc2b5Zh79sjKR9pkhFGj3J9zOiULnu+n3fMCMnjMagU+/1z6I/LzucR3f3Am2AA4HDJids8eWbqjvt57KmJNjfydM8DISCdPyo2fbz4PHpQRBwkJ7FAgNZw4ITeAn3/ecx3mgwelEY15pUjr6JBc+svkyJGSSe71SZHQ1CQdUOHaQ+Ff/gV4+eXA//7BB8CsWdIhrIfiYukg4Z4Q5pWfLx2iRUXA+PHuetLplOejmhppIHjsMVk+5t57ZTStxSIP9DabPCcVFsrxWlqArVvl+3/zGxlNe++9MnOsstI9wtXf8i9E4VZfLyO4tVHd9fVGl0gdvs+Z/NkYgxn1j/lUQ3Gx96yV4mJjy6OSmhrvc1drS6bIcThkkFWgVQbq6uR+Vhv4BbiX7dbqmKws73tUu10+HjZMBs6OGdNz9taoUdJ5NWkSsGSJ3BePGiX3ykOHyioKvv0M3/ym7AN2/fXS1stZv/3HTrABOHFCHvxGjQL++leZrugZ5qIiWR6JeyyRUdrapBPsiy+ko9Yzn5mZMvKGS3iRCrQlk/btkz2/Cgu981pYyD3AKPK0OvTzz5lJMl5jozwkhWvpt4suAj7+WNa39+eDD2SEuV5LtAwdKksT7d2rz/Eo8vLypKEgI0PyMW2adz05bhzw4otSX3Z0AC+8IHXqtm3A4sXSqXreecCzz8o9gNYYUFsrgwxGj5b9vz75xHuTbC7/Qkbwdx9Agj8bNfD34B9/LmrIzJQBLevWySsnC7gVFfVsS6bIamqSVQZmzJDXw4e9/72oSAbBTp7s/l1lZkq/wDnnyOeOHOl5j1paKitfbNsmnxs5UmaLbdwo+4bl5QEjRsjAr1/8Qs4NQAaP3XKL3Bd7Hq+gQNrMLBaZgXbOOYHLTIFxOcQBSEiQgJ5xhjzEHT0qH9fUyAkyfDj3WCJjnTwJfPaZjLJZsULyabO5O79ycowuIZFoa5OG1cJCWVP5+ee969PsbHY2UOSdPClrcxcXux/YmEkySkOD7IUUrplTQ4bIch3PPy9L1Hnq6ADWrgV+9CN933/SJOl402ufMYosi0Wu2zt3yujWbdvcG4EXF8tSseefL40EH3wgI1iLi2UJpP375RgtLTKo8L33pDPt3nuBl15yH9/fJtnaXg3aUjBc/oUiITFRMn7ggOSds8Dd+LNRA38P/qWmuttBrFb5mCKvtRWYPx/42c/k9a23ZPAryXLnlZVyf1RcHL7lzykwf6sMeN5/5uTIMt579rjr2bQ0abvKyJDP1dXJ7277drk3HjFC9rVftUo6vTo6gFdflX1xp08H7rtP2mvPPFPeb8gQWXLxj38Ezj1XOrXuvVeOt327vH9qqtxXx8X1nOXqW2YKjHOVBuD4camgPvhATghtg83Jk+VkYOMYGe3AAfdeDddcIxfV8eNl9HVWFmcpkjoSE6WzYdAgGSleVyezHSZOlAEFrE/JCFodun+/LBVXXS03qcwkGaGhQe43wzUTDACuvBJ46qmes71WrwamTNG/QW3SJJnlQ+ZlsUhja3y8zOqy2WQGWHy8zPIeN07uPR9/XEazaveix47J92sjnqdMka9/6aW+O7W0zrELLpBX3s9SJHFZ7p4SE+U8TEqSV3a+GCM+3vv3EB9vdInU0NUl906DB8srlw4zRmIi8H//B6SkyCvriZ64D5hx+lplwGIBmpvlvrayUtoDALm/feQR4Oab5eOvv5avO/tsWcUDAG6/HVi+HHj3Xcn9b38rnV3f+Q7w4x/LPfGQITKr7Je/BJ55RvbFffNNWYLx66+lMywpyb0v2Ftv9VyNjisjBI+PDgPQ1SWdCVrD2LhxUmkNGiRrfhIZLSdHMjp1qmR00iQZOZCezpsOUktlpXQ2fPmlfJyYKDfIgwezs4GMo9WhY8dKHTp5suSRmSQjaJ1g4dxDa8IEeY/nn/f+/IsvAv/+7/o3HE2aJA95ZF4JCXJfGRcn+cjIkIaCU6eksTE+Hvif/3HvCVZaKhnbvh3YtMm9zGFeHju1SG1aBwPADgZf2uAM7f4onIM1KLDOTtmDpqtLXvXaw9PsBg2Sc7ajQ14HDTK6RLHJ5ZLZKl1d8so9Yd1873t4HxR52ioDnvemvnJypPPqnHOk80q7z83JkU4uqxW49FK539X+bfBg4Ikn5N+qq+XjzEzpRHv8cVlpo7NTPnfGGbLC3C23yEpJaWnSudXZCXz4oZTJcyBYfn7fZSb/eIoNQGqq++Y3N1ce9uLi5EGQlRapICPD3WCVmys3fomJ7AAj9Ywd693ZUFzMGbVkvMxM7zr05EmOACfjNDTILO5wW7wYeOABWRsfkM6Kykrgwgv1b7AYO1Ya6pqb9T0uRU5KitxXOhwygjUjQx78k5PdA1mmT5eH+T//WZaGSUzkTC4yH63hXNvugA3pbtrPQptFzJ+NMdLTpTE2Lk5euaSa0M5Zbek9bllijCFDJJdpafI6ZIjRJVKHlkmtfZkZjbxgVhnIywP+9CfZP/nPf5bOqXHj5F549Gh5ntm+XTrIXC7grLNklteyZe6V5BIS5Gvj492zdgcNkno7I8P9/sOGSVtEYqIcx1+ZuDLCwJnqFNu4cSMeffRRuFwuXHnllVi8eLEh5Rg8WBoI7HZZ1qOzU8JPpIrERKmgOzulwk5L40MJqSk3V+pTm03WPz5+nDNqyXgJCbJXjcUio7CGDmUdSsZpaIjMJuIlJcCcOTKS8eGHgdtuA376Uxnspbf4eFn2dv164Oqr9T8+hV9CgnR0uVwyQDApSe47nU7pGMvIkD/co4DMTrv+a/Uw7wfctEFr2s+Gg9iMoWVSmw3AjIqUFLnfGDpUXtlmZwzt93DWWbK8G38Pbtogda39g4PW1eS7V+2oUfLa3S33vtqA2alTgb17pdPrjDPcywQfOiTfM2SI/K7z872PE+h9SH+m6QRzOp34+c9/jpdeegk5OTm46qqrcPHFF6OoqCjiZUlKAgoK5A+RigYNYj7JHBIT5eKv3QBw5CKpgHUoqaShIXJ7BfzgB7LW/H33AddfLzN5Tp4Mz3tNmgRs2MBOMDNLSGBdSdEvMZE5D4R1gBq09inypjUok7E8fw981vfGc9fcEhJ6dlr51jm5ufKH1GCaTrBdu3ZhzJgxyP9nl+ncuXPx0UcfGdIJRkREREQUbi6XdIINGRKZDd3j44Err5QNm4HwdYAB0gn28svhOz4RERERERERYKI9wZqamjBixIjTH+fm5sJutxtYIiIiIiKi8GlqkmW4I73Wu8Mhf8LpzDOBffuA1tbwvg8RERERERHFNtN0ghERERERxZL9+4ExY2SfpWijrZ3/zjtGl4SIiIiIiIiimWmWQ8zNzUVDQ8Ppj5uampCTk+P1NeXl5aioqIh00SjK+OaorKwM06dPD8uxiQaCGSWVMZ+kOjNldP9+YPTo6OwEA4DSUuDdd4FrrzW6JOowUz4pNjGjpDLmk1THjJLKmE9SXSgZjXO5XK5wFUxPDocDl1xyCV566SUMHz4cV199NX7961/3uidYSUkJ9uzZE8FSEvUPM0qqY0ZJZcwnqS7UjD7yiCyJeOWVsj9YtGlqAm6+GbDbgcREo0sTe1iHkuqYUVIZ80mqY0ZJZcwnRZppZoLFx8fjvvvuww033ACXy4Wrrrqq1w4wIiIiIiIz278fGDcuOjvAACA3F8jPB9auBebONbo0REREREREFI1M0wkGADNnzsTMmTONLgYRERERUdjt3w984xtGlyK8Zs0CXn2VnWBEREREREQUHhajC0BERERERD3V1gI+W+BGnYsvln3Bjh83uiREREREREQUjdgJRkRERESkmLY24PBhICPD6JKEV2YmcPbZwMsvG10SIiIiIiIiikbsBCMiIiIiUszu3cD48YDTaXRJwm/ePOC3v42N/ysRERERERFFFjvBiIiIiIgU89lnQEkJ4HAYXZLwO/tsICEB+N//NbokREREREREFG3YCUZEREREpJjPPwfGjYuN2VFxccCiRcA99wDd3UaXhoiIiIiIiKIJO8GIiIiIiBTz2WeA1Qq4XEaXJDLOPRfIygJ+9SujS0JERERERETRhJ1gREREREQKcTqB8nKZCRYr4uKA224DHn9cOgCJiIiIiIiI9MBOMCIiIiIihezeDWRkAMnJRpcksvLzgSVLgH//d6CpyejSEBERERERUTRgJxgRERERkUI2bQKmT4/N/bG+9S3g4ouBmTOB6mqjS0NERERERERmx04wIiIiIiKFfPwxcM45sdkJBgALFwLz50tH4N13A/v2GV0iIiIiIiIiMit2ghERERERKaKjA3jvPekAimX/9m/A738PNDcDM2YAEyYAN98MrFgBNDQYXToiIiIiIiIyC3aCEREREREpYs0aYMoUID7e6JIYLycH+MEPgDfeAO69F8jMBF55BZg8WWbKvfIK0NlpdCmJiIiIiIhIZQlGF4CIiIiIiMQzzwBXXAF0dRldElMYG40AACAASURBVHW4XMCoUfLn298G4uKAqirg+eeB++8HHnwQ+P73gQQ+2RAREREREZEPU8wEe/rppzFz5kxcfvnluPzyy7Fx40aji0REREREpKtPPgH27pXl/1wuo0ujLpdLZss9/DBwzz3Ac88BEycCr70GOJ1Gl46IiIiIiIhUYprxkosWLcKiRYuMLgYRERERke7sduDaa4EHHgBOnjS6NObgcgElJcAvfgHs3g388pfAI48Ad90FXHYZkJFhdAmJiIiIiIjIaKbpBHNxOCwRERERRZkTJ4C//Q1Yvlz2v5owAejoMLpU5jNhAvCrXwE7dwJ/+QuwdClQVCT7h40YAWRlSadYaqr8SUlx/933cykpXFqRiIiIiIgoWpjm8e7VV1/F22+/jUmTJuHuu+/G4MGDjS4SEREREVFIliwBGhpkNlNREXDqFDtgQjFtGlBaCjgcQH09cPAgcPQosH+/7CN26pTMtPP809Hh/nt7u7wmJLg7x9LS5DUuTo7rcMhxvvc94Gc/M/p/TERERERERL1R5hF70aJFaGlp6fH5O+64A9/73vdwyy23IC4uDk8++SQee+wxPProoz2+try8HBUVFV6fKykpCVuZKXotXbr09N/Lysowffp0XY7LjJJemFFSGfNJqlMpo6mpqSgpORt//Ws3uru7dSkH9WSxxCE+PgEWSxxSU+VPXFwcLJY4WCwWxMXF+XyHC4ATgAPyT85/fk4Th9paCyZN2oquri5dy6pSPon8YUZJZcwnqY4ZJZUxn6S6AWfUZTL19fWuSy+9NKiv/d3vfqfLe0bjcVQqi17HUakskX6vaPz5qXQclcqi53GMeK9YO144jhlrx4vEe6l0HJXKotdxVCqLnseJ1Hup9v/m/ym8xzFTPo38fjOXPdTvN3PZVX6vvqhUFpdLrfLEallUunbodRyVyqLXcVQqi57HidR7qfb/Vuk4KpVFr+OYLZ+qv2e0v58R7xnK+1nC1Cmnq+bm5tN//+CDDzB+/HgDS0NERERERERERERERESqU2Y5xN488cQT2L17NywWC/Lz8/EzLr5PREREREREREREREREvYh/8MEHHzS6EH2ZPXs2vve97+G73/0u5s6di9TU1KC/d9SoUbqUIRqPo1JZ9DqOSmWJ9HtF489PpeOoVBY9j2PEe8Xa8cJxzFg7XiTeS6XjqFQWvY6jUln0PE6k3ku1/zf/T+E9jpnyaeT3m7nsoX6/mcuu8nv1RaWyAGqVJ1bLotK1Q6/jqFQWvY6jUln0PE6k3ku1/7dKx1GpLHodx2z5VP09o/39jHjPgb5fnMvlcvX9ZURERERERERERERERETmYYo9wYiIiIiIiIiIiIiIiIj6g51gREREREREREREREREFHXYCUZERERERERERERERERRh51gREREREREREREREREFHViohNs+fLluOCCC3DZZZf1+bWNjY249tprcfnll2PevHnYsGFDBEpIREREREREREREREREeoqJTrArrrgCL7zwQlBf+/vf/x5z5szBypUr8etf/xoPPfRQmEtHREREREREREREREREeouJTrDS0lIMGTLE63MHDx7Ef/zHf+DKK6/E97//fezfvx8AEBcXhxMnTgAAvv76a+Tm5ka8vERERERERERERERERBSaBKMLYJT77rsPP/vZzzB69Gjs2rULDz74IF5++WUsXboUN9xwA/77v/8bHR0dePHFF40uKhEREREREREREREREfVTTHaCtbe3Y8eOHfjxj38Ml8sFAOju7gYAvPvuu7jyyitx/fXXY+fOnbjrrrvw7rvvGllcIiIiIiIiIiIiIiIi6qeY7ARzOp0YMmQIVq5c2ePf3nzzzdP7h5111lk4deoUWltbkZmZGeliEhERERERERERERER0QAZvidYZ2cnrr76asyfPx+XXXYZnn766R5fU1FRgdLSUlx++eW4/PLL8eyzz/b7fbQZXwCQnp6OUaNG4f333z/9uS+//BIAMHLkSGzevBkAUFNTg87OTnaAERERERERERERERERmYzhnWBJSUl45ZVX8NZbb+Gtt97Cxo0bsWvXrh5fV1paipUrV2LlypVYsmRJUMcuLy8HANx555245pprsH//flx00UX43//9X/zyl7/Em2++iXnz5uHSSy/FunXrAAA//elP8frrr2PevHn4yU9+gscff/z0cUKl0nFUKotex1GpLJF+r2j8+al0HJXKoudxjHivWDteOI4Za8eLxHupdByVyqLXcVQqi57HidR7qfb/5v8pvMcxUz6N/H4zlz3U7zdz2VV+r76oVBZArfLEallUunbodRyVyqLXcVQqi57HidR7qfb/Vuk4KpVFr+OYLZ+qv2e0v58R7xnK+xneCQYAKSkpAGRWmLY3lx4qKioAAL/61a/w6aef4rPPPsP69etx5ZVXIj8/H3/605/w9ttv45133jndsVZUVIQVK1bg7bffxsqVK3H++eefPo5e5VHhOCqVRa/jqFSWSL9XNP78VDqOSmXR8zhGvFesHS8cx4y140XivVQ6jkpl0es4KpVFz+NE6r1U+3/z/xTe45gpn0Z+v5nLHur3m7nsKr9XX1QqC6BWeWK1LCpdO/Q6jkpl0es4KpVFz+NE6r1U+3+rdByVyqLXccyWT9XfM9rfz4j3DOX9lOgEczqdmD9/PmbMmIEZM2ZgypQpPb5mx44dmDdvHhYvXozq6moDSklERERERERERERERERmoUQnmMViOb0UYlVVVY9OrokTJ2L9+vV4++23sXDhQtxyyy0GlZSIiIiIiIiIiIiIiIjMIP7BBx980OhCaJKSktDQ0IDGxkacffbZXp9PTEwEAFitVrz44ouYN28ekpOTvb6/vLwcK1euREVFBSoqKvD000/j1ltv1aVso0aNirrjqFQWvY6jxzF2796NTz755HSO9DouoH5GVfpdqnYclcpi1oxq9CqrWY4XjmOqfDyz5lOlc1ylsuh1HJXKYsaMqvTz0+s4KpVFpeOYLZ+hli2U7zfyvY3+fiPf22wZ1VM47hFDoVJ5VCmLWfOpyjVIr2OodhyVymLGjKr081PtOCqVRY/jmDGf/RXp61W0v1+k3zOUjMa5XC5XOAvXl9bWViQmJmLw4MHo6OjAjTfeiMWLF2PWrFmnv6alpQXZ2dkAgF27duH222/HunXr+jx2SUkJ9uzZE7ayE4WKGSXVMaOkMuaTVMeMksqYT1IdM0oqYz5JdcwoqYz5pEhLMLoAzc3NuPvuu+F0OuF0OjFnzhzMmjULr732GuLi4rBgwQKsWbMGK1asQEJCApKTk/Hkk08aXWwiIiIiIiIiIiIiIiJSmOGdYCUlJVi5cmWPz19zzTWn/75w4UIsXLgwksUiIiIiIiIiIiIiIiIiE7MYXQAiIiIiIiIiIiIiIiIivbETjIiIiIiIiIiIiIiIiKIOO8GIiIiIiIiIiIiIiIgo6rATjAzlcAANDcDmzfLqdBpdIqLgMb9kVswuRQqzRqpjRomoN6wjSHXMKKmM+STqieeFMRKMLgDFtqYmYOpUoKUFyM4GqqqAkSONLhVRcJhfMitmlyKFWSPVMaNE1BvWEaQ6ZpRUxnwS9cTzwhicCUaGstnkpAfk1WYzsjRE/cP8klkxuxQpzBqpjhklot6wjiDVMaOkMuaTqCeeF8ZgJxgZymqVXm9AXq1WI0tD1D/ML5kVs0uRwqyR6phRIuoN6whSHTNKKmM+iXrieWEMLodIhsrLk2mfNpuc9Hl5RpeIKHjML5kVs0uRwqyR6phRIuoN6whSHTNKKmM+iXrieWEMdoKRoSwWWfeUa5+SGTG/ZFbMLkUKs0aqY0aJqDesI0h1zCipjPkk6onnhTG4HCIRERERERERERERERFFHcNngnV2dmLhwoXo6uqCw+HAv/7rv2Lp0qU9vu7hhx/Gxo0bkZKSgl/84heYMGGCAaUlIiIiIiIiIiIiIiIiMzC8EywpKQmvvPIKUlJS4HA48N3vfhczZ87ElClTTn/Nhg0bUFdXh7Vr16KqqgoPPPAAXn/9dQNLTURERERERERERERERCpTYjnElJQUADIrrLu7u8e/f/TRR5g/fz4AYOrUqTh+/DhaWloiWkYiIiIiIiIiIiIiIiIyDyU6wZxOJ+bPn48ZM2ZgxowZXrPAAMButyMvL+/0x7m5uWhqaop0MYmIiIiIiIiIiIiIiMgkDF8OEQAsFgveeustnDhxAkuWLEF1dTWKi4v7fZzy8nJUVFSEoYQUS3xzVFZWhunTp4fl2EQDwYySyphPUh0zSipjPkl1zCipjPkk1TGjpDLmk1QXSkbjXC6XK1wFG4hnnnkGqampWLRo0enP3X///TjvvPMwZ84cAMAll1yCV199FdnZ2b0eq6SkBHv27AlreYlCwYyS6phRUhnzSapjRkllzCepjhkllTGfpDpmlFTGfFKkGb4cYmtrK44fPw4A6OjowObNm1FYWOj1NRdffDHeeustAMDOnTsxZMiQPjvAiIiIiIiIiIiIiIiIKHYZvhxic3Mz7r77bjidTjidTsyZMwezZs3Ca6+9hri4OCxYsACzZs3Chg0bMHv2bKSkpOCxxx4zuthERERERERERERERESkMMM7wUpKSrBy5coen7/mmmu8Pr7//vsjVSQiIiIiIiIiIiIiIiIyOcOXQyQiIiIiIiIiIiIiIiLSGzvBiIiIiIiIiIiIiIiIKOqwE4yIiIiIiIiIiIiIiIiiDjvBiIiIiIiIaMA++QR4912jS0FERERERNRTgtEFICIiIiIiIvN69VXg0CFg7lyjS0JEREREROSNnWBRwOEAmpoAmw2wWoG8PMDCOX6kCOaTzIJZJaMxg6Q6ZpQC2b4dOHgQcLmAuDijS0OkH9Z7pDpmlMiceO7qjz9T6g07waJAUxMwdSrQ0gJkZwNVVcDIkUaXikgwn2QWzCoZjRkk1TGj5E9nJ/DFF0BiIlBfDxQUGF0iIv2w3iPVMaNE5sRzV3/8mVJv2B8aBWw2OcEBebXZjCwNkTfmk8yCWSWjMYOkOmaU/Pn8cxltO3my7A1GFE1Y75HqmFEic+K5qz/+TKk37ASLAlar9HAD8mq1GlkaIm/MJ5kFs0pGYwZJdcwo+fPZZ8DEicDYscA//mF0aYj0xXqPVMeMEpkTz1398WdKvTF8OcTDhw9j2bJlOHLkCCwWC66++mpce+21Xl9TUVGBJUuWoOCfa2vMnj0bS5YsMaK4SsrLkymenmueEqmC+SSzYFbJaMwgqY4ZJX+OHAEyMoDkZODwYaNLQ6Qv1nukOmaUyJx47uqPP1PqjeGdYPHx8bjnnnswYcIEtLW14YorrsCMGTNQVFTk9XWlpaV47rnnDCql2iwWWeOU65ySiphPMgtmlYzGDJLqmFHy5+hRYPBgID0d2LfP6NIQ6Yv1HqmOGSUyJ567+uPPlHpj+HKIw4cPx4QJEwAAaWlpKCoqgt1uN7hURERERERE1BetEywjA+BjHBERERERqcbwTjBP9fX1+PLLLzFlypQe/7Zjxw7MmzcPixcvRnV1tQGlIyIiIiIiIk9Hj8ossMxM92bkREREREREqjB8OURNW1sbbrvtNixfvhxpaWle/zZx4kSsX78eKSkp2LBhA2655RasWbPGoJISERERERERIJ1gaWnsBCMiIiIiIjUp0QnW3d2N2267DfPmzcO3vvWtHv/u2Sk2a9YsPPTQQzh69CiGDRvm9XXl5eWoqKgIe3kpuvnmqKysDNOnTw/LsYkGghkllTGfpDpmlFRmxnxqM8HS0gCHAzh+XJZHpOhkxoxS7GA+SXXMKKmM+STVhZLROJfL5QpXwYK1bNkyZGRk4J577vH77y0tLcjOzgYA7Nq1C7fffjvWrVvX53FLSkqwZ88eXctKpCdmlFTHjJLKmE9SHTNKKtMrn2edBdx3H5CVBXz3u8C6dcA/t3wmCgnrUFIZ80mqY0ZJZcwnRZrhM8G2b9+OVatWYfz48Zg/fz7i4uJwxx13oKGhAXFxcViwYAHWrFmDFStWICEhAcnJyXjyySeNLjYREREREVHMO3oUSE2Vv2dmAo2N7AQjIiIiIiJ1GN4JNm3aNOzevbvXr1m4cCEWLlwYoRJFP4cDaGoCbDbAagXy8gCLxehSEXljTsmMmFsyEvNHqmNGo5PWCeZySSdYQ4PRJSLSD+stUh0zSipjPonceD4Yy/BOMIq8piZg6lTZuDo7G6iqAkaONLpURN6YUzIj5paMxPyR6pjR6ON0AidOAIMGAR0dwLBhwOHDRpeKSD+st0h1zCipjPkkcuP5YCz2N8Ygm01OOEBebTYjS0PkH3NKZsTckpGYP1IdMxp9jh0D0tNlFhggnWB2u7FlItIT6y1SHTNKKmM+idx4PhiLnWAxyGqVHmdAXq1WI0tD5B9zSmbE3JKRmD9SHTMafY4elY4vrRNs6FD3wz1RNGC9RapjRkllzCeRG88HY3E5xCgWaK3RvDyZcun5eSIj9LYeLnNKZuCb4Zwc5pYih/kjlfm7xvPaHn2OHgWGDPGeCXbggLFlItJTTg5QWQnU1ABFRfIxkUp4bfWPe++ogfkMjBmNPn39Tnk+GIudYFEs0FqjFou8ct1RMlpv6+Eyp2QGgTLM3FIkMH+kst7yyYxGj6NHZfaXZycYZ4JRNLHbgdJS2f/OYgF27GAdRmrhc7N/3HtHDcxnYMxo9Onrd8rzwVjsY45iXGuUVMeMktkxw2Qk5o9UxnzGhuPHgbQ0706wI0eMLRORnmw26QhraZFX1mVE5sD7EFIdMxp9+DtVGzvBohjXGiXVMaNkdswwGYn5I5Uxn7GhvR1ISfHuBGttNbZMRHpiXUZkTjx3SXXMaPTh71RtXA4xinGtUVIdM0pmxwyTkZg/UhnzGRva24HUVPfHQ4fKEona0nFEZse6jMiceO6S6pjR6MPfqdrYCRbFuNYoqY4ZJbNjhslIzB+pjPmMDe3tQHKyeyZYYqLMDGttdY+EJTIz1mVE5sRzl1THjEYf/k7VxvF5RERERERE1G9tbd6dYIAsidjYaFyZiIiIiIiIPBneCXb48GFce+21mDt3Li677DK88sorfr/u4Ycfxre//W3MmzcPu3fvjnApiYiIiIiIyJO2J5inYcOApiZjykNEREREROTL8OUQ4+Pjcc8992DChAloa2vDFVdcgRkzZqCoqOj012zYsAF1dXVYu3Ytqqqq8MADD+D11183sNRERERERESxTVsO0VNGBtDQYEx5iIiIiIiIfBk+E2z48OGYMGECACAtLQ1FRUWw2+1eX/PRRx9h/vz5AICpU6fi+PHjaGlpiXhZzcrhkAfRzZvl1ek0ukRE/jGrZFbMLhmJ+SPVMaPRq70dGDTI+3OZmVwOkaIH6y8ic+K5qwb+HiiWMO9qM3wmmKf6+np8+eWXmDJlitfn7XY78vLyTn+cm5uLpqYmZHO35aA0NQFTpwItLbJBdVUVN+kjNTGrZFbMLhmJ+SPVMaPRy99MsKwszgSj6MH6i8iceO6qgb8HiiXMu9qU6QRra2vDbbfdhuXLlyMtLW1AxygvL0dFRYXOJTM/m01OQEBebTaehL3xzVFZWRmmT58elmOTN2Y1OMyoephdN+Yz8pi//mFGI48ZDZ7Z8hloJtiBA7q+DSnEbBkNlc0GtLYCw4cDR46w/lJdrOWTAlP13I21jPIe0FxiLZ96Y97DL5SMxrlcLle4Chas7u5u3HTTTZg5cyauu+66Hv9+//3347zzzsOcOXMAAJdccgleffXVPmeClZSUYM+ePWEps5k0NATfE+1wSM+1zQZYrUBeHmAxfNHM6MWMeutPVjXMbHgxo8Hpb3aZW30wn2IgdaeGWQwvZlQMNKPMZ3jpkc9LLwUuuwwoKXF/bssWYPVqYOPGEAtIMU+FOrSpCaivd9dDBQVATo6hRSJFqJBPCoznrhoZDeU5JdrF+n2uCvnUW7jyHutZ0UvQM8EOHTqEAwcO4IILLkBHRwe6u7uRnp6uSyGWL1+O4uJivx1gAHDxxRfjL3/5C+bMmYOdO3diyJAhXAoxCNpJYrcDlZVAXR0wdqycLIFw6iZFmmdlXlwsmfOs2PvCzJJRQskuc0t6cTiAhARg61bg4EGgqCi4ulPDLFK4hZJR5lN9/maCZWfL744oGjgcwCWXeNdDRKQ+nrtqyMvrfxtPrOB9bvTRI+/+OryYFX0E1Qn2+uuv469//SuOHTuGDz/8EIcPH8YDDzyAl19+OeQCbN++HatWrcL48eMxf/58xMXF4Y477kBDQwPi4uKwYMECzJo1Cxs2bMDs2bORkpKCxx57LOT3jQWeJ0lOjpwkfZ2AnLpJkeavMr/gguC/n5klo4SSXeaW9KLlsLUVGDcOWLeuf6PCmEUKt1AyynyqL9ByiHa7MeUh0ltNjXc9VFPDeojIDHjuqsFikZ87f/Y9MaPRR4+8+7Yz/eMffCbSS1CdYH/5y1/wxhtv4Dvf+Q4AwGq1orW1VZcCTJs2Dbt37+7z6+6//35d3i+WeJ4kdjtQW9t3J5jVKieZdrJZrWEuJMW8UCtzZpaMEkp2mVvSi2cO9+xhHUrqCSWjzKf62tuBxETvzw0bBhw/DnR2AklJxpSLSC8FBd71UEGB0SUiomDw3CXVMaPkj287U20tn4n0ElQnWFJSEpI8nmC6u7vDViDSz0BOEk5VpkgLtTJnZskooWSXuSW9sA4l1bGujG7t7T07uiwWmQ1WXw8UFhpTLiK9pKYC77/vrodSU40uEREFg+cuqY4ZJX/8PTvxmUgfQXWCnXvuuXjuuefQ0dGBTZs24X/+53/wzW9+M9xloxAN5CThVGWKtFArc2aWjBJKdplb0gvrUFId68ro1tbWczlEABg+HNi/n51gZH7Z2UB3t+zRMWKEfExE6uO5S6pjRskff89OfCbSR1CdYD/5yU/w5ptvYvz48fjrX/+KWbNm4eqrrw532ShEPEnIDJhTMitml1TAHJLqmNHo5m85RADIz5flLy++OPJlItIT6zAic+K5S6pjRskf5iJ8guoEs1gs+M53vnN6TzBSh8Mhm+b59hATqYQ5JTNibkkFzCGpjhmNbdpyiL6r5efnA3v3GlMmIj2xjiMyJ567auDvgWIVs6+eoDrBPv74Y/z2t79FQ0MDuru74XK5EBcXh8rKynCXLyrpeSI0NQFTp7rXCq2qYm8xhU7vypo5pXAK180Fc0sDwfqTVBaO+pIZjV1dXYDL5T9D+fnAzp2RLxOR3ljHkeq0a/uRI0BWFhtaNTx31cDfQ2DsJDEvz99dYSGQk9Pzd8fsqyeoTrBHH30UTz31FEpKShAXFxfuMkU9PU8Em02OA8irzQbk5sp71NQABQVAejrQ2cmKlYKnd2Xtm9P9+yWD+/YxoxS6cN1c+OZ2714gIUFGu2tZzckB7HZml9zCXX/u2SONzjk5QHMzs0f9E476khmNXe3tQFqa/38rKAD+7/8iWx6icKit9a7jamvZiEVqOXpUGmRbWoBhw4Bjx4CMDKNLZTybDWhtlT0qjxyRj3nuRt7+/T3bgvh7EE1NwLRpcr5+9RWwfTt/NkbqT6dkUxNw/fXAI48Af/87UFoq+7ppbUOFhT2zzzrIeEF1guXl5WH8+PHsANOJv46r/p4I2sk5cqQ0YmiNGQUFPRs4tm0DysrkZIx07zNHNpiTHhn1ZLV653T0aMmolkkjM+qLmTUfvfMKSA4KCrxzm5YGHDwIXHKJ+3OVlXLDo0J2fcvPHBsj3PVnejpwzjlSbzJ71F/hqC/NlFHmU1/t7UBqqv9/y88HDhyQDlE+QpKZjRkjnfpalseMMbpE6mCdqob2drnuej6fsBMMKCoCKiqAujppfygoMLpEsWn06J5tQSSOHQO2bJHBFYWFwNdfG3+vHMv6M1jQZgMee8zdNpSTI88+Wl2sfeyZfavV/7H8XUtdrsDXV157By6oTrC77roLP/zhD1FWVoakpKTTn1+0aFHYChbNfBsLAp0IvdFOzqIiObEqK+VictddwC23eDdw1NQATqf744E2eAQz3TNQOTn901z0yKinvDzJqHZRqKmRRjFA34xqBpJVDTNrPnrnFZAc3HgjsGaN3JympwP/7/8Bixd716/V1eHLbig3NMyxccJRf1ZVyeya9HRg6VKpP5k9Gohw1Jd5ecCOHTK7O1wZZT7V1NYGpKTIg7qv9HRg0CAZPMIGLzKzY8e8G9KPHWNjuoZ1qhqqq71nPFVXM6OALNnrOXhxxw6jSxSbDh8GVq+W+iI3Vz5mPsXgwcDZZzOjqgh2sKDDIQNi9uxxf73LJe2a2sd2u9THVVVynKIi+b6tW2WgmOezjL9rKRD4+spr78AF9fj4m9/8BikpKTh16hTa2tpO/6GB0Rq0Nm2S17y8/h9DOzlra6XRwWqVz915p3ukBSCvRUXukyuUBg9tumdiokz3PHTI3bjRVzkBdyVC6tMjo54sFrkAFBbKhWHs2PBkVDOQrGqYWfPRO6+A/N6PHZObmcJC4NJLgQ8/dDcgA/JaWKh/dqdOBWbMkNfmZqChAdi8WV6ZY/XplUeHQ37nW7bIx+PHSw4rKiRrxcXhyd4ddwCNjVL+/mROw+ypTc/60jOj3d2SyXBllPlUU3t74E4wADjzTGD9+ogWiUh3mZlSX9jt8pqVZXSJ1ME6VQ0lJXLt/f3v5fWMM4wukRr8LWVKkZefL/eDXV3yOmqU0SVSh7+lIsk4vm09I0f6f95oapLB/YMHu78+Lk7aNT2/PydHjnHBBfK5xkYZUNPY6P69A/6vpfX1ga+vvPYOXFAzwex2O955552wFWL58uVYv349srKysGrVqh7/XlFRgSVLlqDgn8MFZs+ejSVLloStPHoKNHJ15Eh9lkf66itg3DgZ4bJ3r9yk79olDRvV1XLB6ewE1q6VToiMDNnTSMBCyAAAIABJREFUZiBsNlnvdM6c4HucwzHimPQVroz6ysqSZZFcLrlgbN8uF/nRo/XLqGYgWdUws2qLVF6tVuDZZ6VuLS6WfH71lTT27dgh9WtaGvDgg8A77wDHj0snRagdcJ43NK2twMmTwLnnMseqCmcePUd45eQAn30mDRvachkvviijKo8fl9GUiYmhvZ+2b8Lq1d6jZvs7sozZU0e460sto62tUv+9847M+N63Tx4CX3tNMltTE3r9yHyqSesEC2TyZGDDBuDaayNXJiK9dXZ61ztbtxpdInWwTlWD08kZT/5wGT41MJ+B+W6/wBlyxtIGC9bUyHLfCxbIs7fv84bNJgNjli6VZ5O2Nmkzevxx+bi+Xto+c3Lc33PyZOB7iUDX0kDXV157By6opuaZM2fi008/xYUXXhiWQlxxxRX4wQ9+gGXLlgX8mtLSUjz33HNhef9wCtc0Re3kbG2VToWHH5aL+q23yrIjZWXS0PHNb8oUzexs4P335fMbNnifjMEqLJRZNf3ZS0Irp2cDDKklUlNpW1qkgUxbSsRul1FqP/4x8MYb+mRUM5CsaphZtUUqr3l5cvNTWAj87nfS6TVtmnR8ZWVJR622r93q1ZLdurrQR7Z53tCMHy/1OXOsrnDmUesQLSsDnn4a+PxzubkePVryN3myPFQ+8wywbJmUZfjwgb+f1SqZq6sLbc8oZk8d4a4vtSWHV6+W3MTHAx0dwMSJMnv1oouAm26S9fJDrR+ZTzX1NRNs8mTgqaciWyYivfneix08yAYnDetUNezb553Rffs42waQRuz333fnM9AelhReBw545/PAAeZTk5TknVGP3YfIANpgwfp6eQbXZoD5Pm9obTYVFbIKRlWVdJY9/bQMpM7MBP74R+D8893XRX/3Ena7nAs5Of6vpYGur7z2DlxQnWArVqzAn//8ZyQlJSEhIQEulwtxcXGorKzUpRClpaU4dOiQLsdSTTg2IAfcJyfg3cCxbZs0EDQ0yIn04YfuXux77pGTcaA37Tk50pvdnx7ncMzQIH2FK6O+srN7bthbXQ088YQ04LpcwJIl0sgb6oPlQLKqYWbVFqm8Wiwyk0GbDeaZ2y1bJE87d8rfR42S+vWll0J/X98bGoA5Vlk482i1Sl329NPes1orK+V9SkulkWPZMuDee0PPX14e8NFHMuI9lJFlzJ46wl1fes6Y9b22a/n8+c+Bn/6U+YxW7e29NyqOHy8NCY2NwIgRkSsXkZ60Zdy1emfsWKNLpA7WqWooLvbOaHGx0SVSCzsWjMU6NLC4OHnVMjqQ/W5Jf6NGuZdC9ve84dtmk5MjHWZazrVj1Na6O6i0pRK1Yw4dKvvBZWa6Byr6XksDXV957R24oDrBdigwX3XHjh2YN28ecnNzsWzZMhSb5Moe7mmKhw7JbDBA3qOyEli8WD7WTqScHHn4vPtuOfEGOsPGYpHlFdnjHF0iNZXWd/T2tm3eWY2PB1askBERgFxEBnoTwKxGr0hO/dZmg/WW2/PPl819n39evtbp9N7ktL98b2icTuZYZeHMo+dyDJ7Xec8M7tghdetLL8m1vaGh59J3wdKyx8xFj3DXl3l5kj/mM3b1NRMsIQG48ELglVekM5TIjLRZ/w0NUg9pI7cp8LK7FFnp6e5BKMXF8jHJikjf/Kb8TKqrgXXrQltthgYmJ0fyWVMTWntkNKqu7plR3tsar6+ZVv46ofLyJOfbtsk9gu8g1aQk+bfaWukIXrBAnmvCObCbegqqE2xrgIWvzz33XF0LE8jEiROxfv16pKSkYMOGDbjllluwZs2aiLx3qMI1TVG74ezokCmYS5bIyTRqlDRGOJ3uE8lu956BE8pyOOxxjj7hzqh23HHjvBvjfLNqtQ5s76NAmNXoFImp377ZnT0b+OAD/7m94AL5e7iWHGOO1RbOPLpcki2nM/B1vq7OvdFuQ4M+OWTmokc486nVk11dzGcsa2sDkpMDd4IBwL/8iwxyYicYmVVOjtR3Fov8yc01ukTqiNQy5dS7oUNlv5msLBlYOnSo0SVSQ1GRrNqh3Qcxm8aw22WFAG2Q844d/F1oxo71zig7wNQwkOcNbSB+YqI8E730kvfv88QJYPp0+fvq1fI1QHADFTngRD9BdYK98MILp/9+6tQp7Nq1CxMnTsQrr7wStoJ5SktLO/33WbNm4aGHHsLRo0cxbNgwr68rLy9HRUVFRMrkT7g3IPfke8O5davc8Nx4o3sapnYiRWr5sGjhm6OysjJM12ornY9tFH9ZDXdGq6rcjXEFBd5ZLSyUGWCeo8mZ08BiIaNAZOtUT77ZrayUfPrmVqtjfWfkxnp2YyGfvtk87zz9b0T7c50HeK3vj2jPqIr5ZD0ZPDPlU5sJ1ptp02Sj8L17ZXlEMj8zZVQvnsu+KrBIjjJUvPeIxXxygIh/XV3e5+62bUaXSMRaRvfvl99BVpa87t/PrHpS7foSa/nUk8UibVb+OjO1PcAAGTy4dasMEgym8zOaB5wMpIMvlIzGuVy9jd3zr7GxEY8++iie0nGn4/r6evzoRz/CqlWrevxbS0sLsrOzAQC7du3C7bffjnXr1vV5zJKSEuzZs0e3MvZFr1GuvXE4gOZm4MsvZWSlZtMm2bivsVGmGWsPmTU1EqQbb3TPZKiqkhFs7Ek2XqQzqgl3Vh0OYPNmYOZM9+c2bXKPCHc6ZQm5mhoZ/eJySRZTU92jyauq5GuZUWMZlVEgMnWqRrv4HjokM2z9Zdczt6NHS8Nfe7vc0HhmV+s0Y27DLxrr0N6u8+edJxn03Dz5xAmZcTN2bM9rfbTcHJuZERlVJZ8JCVKnZmf3vMZXVspoSdaPxgo1n088Ib/PBQt6/7qnngJKSoBHHx3wW1GMMvI+VPPpp8A3vuH++JNPZJlPiuy9uopUyCcgnT2HD8v94OjRsgdjQlDD3aPbJ594P9Nt3Oh9LscCFTLa2Oi9JHZ+Pmc8aTZt8r6efPopMGOGceWJNBXyORBa29H+/VLnHjkis8Z92348O3hGj5Y9wHyvl4E6gYJpn4oGkb6PGNClMS8vDzU1NboV4s4770R5eTmOHj2Kiy66CLfeeiu6uroQFxeHBQsWYM2aNVixYgUSEhKQnJyMJ598Urf31pPvSKiaGv0bQJua5MR55x3vpeUKCmSEbWmpfN3q1T1HvdTVyZTwvDy5SYrlG9ZY5nD03OdI71F7TU3S2OWbUW0KvHZO3HQT8PLLwJw53qPJk5Lkxn3iRGY0lvnWqXv3SnZycsI3q6G1VUZg+dtHxze3Fot3Pes5E4IdEdEr3HVoUxNwww3AH/7QM4eeI30bGoADB3pe67dtc3dAUGzSRtwC+o+41e5D167tO5+TJ8v9queS3Fu2SD17442yTAjrR3MLZiYYAFx8MfDLXwKPPOLeBJ7ILMaM8a7vxowxukTqSEgA3n/fe/ADRV5zs8wwOHxYlqhNSJCOsFgXyb2kKTCHQ73ZTqoYPZrXFyP1dxaS9vU1NdLe+Z//KYPBVq+W5yPfpT49Z3DNnt1zsLTv13i2H3m2T1VURG9dFukZ5UHdpvz85z9H3D+fWJxOJ3bv3o0zzzxTt0L86le/6vXfFy5ciIULF+r2fuHie5FNTZUbET1/gTab3ODceqs0dFVWyv4LN94I/PGP7mnGdXXeQdq2TUaJa2VRcekCigx/HVR6V6I2m1wQfDPq2eClZdA3qw0NMqph82ZmNNb51qlpaXIjEI51xLU8ap20gR7ota9ragJOneqZ3YQE6QDTPsfcRp9w16E2G/DznwM//KHcUNfXywAX3xGThw71rD8rK2UT3n37ZPQrN56OTb4P1KNH63dsrQ6Mj++94dNmk1nevhndtQu4+Wa5l2X9aH7t7dLg2pcJE+SauXWrrFxBZCZ2u1yPtVk2drsM7iOgulpm1mRmSkMd7z2MceqUdydDFK821i+HD3ufu4cP89w1wr593veC+/ZJ+xDJwCDP+2mKrP4uM+j79atXy0oYdXXuPeM9v9+z3f2DD6QDzHcGV6C2ec/P93f5RDOJ9GCFoDrBJk2adPrv8fHxmDt3LqZNmxa2QplVXp4Ec/t2ucguWQI8+aS+D/haQLSlZBYvdm9AfvAgMG6cXFR8G0B8T5TCQrlBtdujryeZemezAXfc4b4hnDZN/0rUagWOHZNOsJtvdmfU86JgtcpF319WAWaUJJdVVTIDLC0NWLo0fA2nWt0aFyd16FVX+X+g13KbmyudZf6yG62jdEiEuw4tLAT+/ne5Uf7oI8nh22/3fGjXlpLzzVtNjXwPsxe7jhzxbvQ5ckS/Rh+rVZbc3rMH+M53Ajd8BrrGjx7N+jGatLcDw4f3/XVxcTIb7OWX2QlG5pOVJZvZaytalJcbXSJ1WK1yHWC9bqz6eu9G1Pp6GQAd6/LyZCCZdu6qsidYrCku9r4XLC42ukTq2L8fuOgi9/30+vXsIIyk/k4O8f36ujppgx89Wp6DfK+BwXTwBPoaz8/X1spqWdGyBKInrc3PczZeOAXVCXb55ZeHtxRRwmKRYGqjsMPRCOUZEM8GjTPOkKUO161z/1tVlTSGFRS4R617rl26bZv32qUUG6xWqUTPO08q7HXr9F9aLi9PGm87O+Vjp7NnpZ+XJzN6Dh+WDl2bTTKckyMjHJhR0pbWslhkxE04O0R969ZAD/Rabu126QjbutU9pd1ul6x+/rmMjI22UTokwl2H5uTIA7t206u9p6+8PJl945nB5ma5/9Cu+RSbcnJkSQ6t0UfPZWc8r++9NXx61pXaNb6gABg0SAaL8boeHdragm+smTlTlkMkMpvkZBlY0NgoS8wFswRorIh04xX5V1Tk3YhaVGR0idSQni7tCQcOyDJz6elGlyg2DR4s94La72HIEKNLpI6iIu/7aZ67kdXfWUi+Xz9tmrQFdHUBzz0nX6M9fwHBXSMDfU2sXF89l9OPhF47wS677LJev3nVqlW6FiYa5OW5O6LCEVTPgDidwGefASdPSgOY9v6e4fENUqxvXkuRqUy1nDqdPd/Ld93ds86Sr9c6dZlR8pWTI42pkcisv9xqHbOe7++ZyeRk7066qqroHKVDItx1qMUis7z6qjvz8twzb/xlUO/BDWQeWgdUODLan+u7Vlc2NMjyntoAMV7Xo0d7u3RsBqOwUEY5NzTw90/mkpAg19Zjx+SV+165Rbrxivzj3mz+DR4MnDgh9yzaxxR5p07JM0pzswwiCPa+IRbESkeHqvr78/f39YcPywBWf+2X/q6RgZ6XfK+jvL6GR6+Xx+e0rkwKWihB7e+mfBaLfM+557pPuMpK9xJJ/nAvMNKrMg0mr57v5XDIBaKz0zuzvo1hzCj5CjWzA6lbR46UmV5NTbKkSG+Zra2VG3uAmY0FetShfWXS33v0NkCAGSRPkagzfd/D4ZCMnnNOz4zabLJ8IsB8Rptg9wQDJDNTpshSr9ddF95yEenpxAnv+8CtW2WJRCJVcG82/+x2//clFFknT3rvWbd1q9ElUofLJa/suDZGf5+Z/H29b/vl/v3ydbW1/p+jgtmHrL/tVxS8Xn+M+fn5p/8MGjQIe/fuxd69e5GcnIz8/PxIlTFmaCfDjBnyevhw39/je8JVVrobwvzRpm8CXLebQtPfvDY1yX4Q27f37OTyxIyS3gZSt2rfx8xSOAwkkzU13jmsqXH/GzNIehpIPpubZckhf3Ul8xm9+tMJBgCTJwMffxy+8hCFw8GD0rEwfLi8aiuwEKnCc29jXmfdert3psg5eND798A61K2pSZbUu/56eQ22nYLUUVjoHnSg7X/c23OUv0H/vgbafkV9C6ovcfXq1bj66qvx/vvv47333jv9d+o/baTs5s3yqk3NBoI7GXz5NixMmQJ0dHgf15M2fXPTJnnt73Tb3spP0UfPvNpsMhqisNA7swUF3sdlRmkg9K5bte/76iu5kfHMrLa8l/YeoWY22P8HmU+g3+dAMumbw1Gj3McMJYPMXOzSM58HD/bMqHZ9Zz6jV3+WQwSAM8+UAXtEZlJYCFRUAL//vbxyzxY3rY7eupV1tJFycmQgyhtvyCtngQnf+5LRo40tT6zi7yGwY8eALVuAp5+W16+/NrpEFCzt+ldTI/Xujh3ynHPkiDw/aQNn+hpA7du2BAR+FuNzUeiCmnT53HPP4c0330TWP+f9t7a24vrrr8cll1wS1sJFo96mPvZ3Uz5AGhIqK2XK5dixsmFvbq4co7q659TJUJfICWbqJkUPPfM6bhywd68cs7JS9rPLzgZuvBF44QX3Mp7MKA2E3nWrwyENuH/6k2SzokKWRRw6FFiwQDp0PZef1Wu9ZuY3ugT6ffYnk9pyCEeOyKzEAwckh9dc453DgWaQmYtdeuazo0M2O6+slOPk5sr1/Y9/BJKSeu6lGGoZSQ1tbUBiYvBfX1Qke8N1dfXv+4iM5HJ5L+W1Y4fRJVJHS4u0PzQ1yf1wQgI7YIzAZf/8S0qSvdIaG4ERI+Rjiry0NOkkqKmR+4D0dKNLpI70dNlPyuWSmZzbtxtdIuqL9uwTaJuX+HhpO7LZgOJi+beGBrk+VlfL56qq5HxITQW++13g6FHgo4/6br/ic1HogpoJ5nK5TneAAcCwYcPg0hYvpX7pbXRtf0fKanssHTsmF5PSUmD6dHnt6ACuvDL4qZPB9iizRzq26JnXjg7vjE6aBFx4oewNsW1b78t4AqFndKDHI3PQM6uA3GCccw5w2WXuG42bbpKNfbUlv4LJLdC/rPVnBgYzrL5Av8/+ZFK72Z02TW60hwzpmUPtPfzpKycDnSnJ/JmfnvmcOVMyardLp+wFF8j1fft24Kqrer8XDcdMXuYzMtrb+9eomJLizheRWezf33O/DxJdXfJ66pT3xxRZXPbPP+3639Ulr42NRpcoNnV0AGVlMpC0rEz2CCNhtwPvvCMzjd95J7i2BTJWX1tmOBzAPffIjMfaWqC7G7jhBlk14xvfACZOlEEjgwYBt9wC/O53wMMPy3W0ubn3VTQG+lxEbkHNBLvwwgtx4403Yu7cuQBkecSZM2eGtWBm1tsmdr2Nru3vbAKt4SE3F3jqKXeFqd34ZGQAu3dLOXJze99YL9geZfZIR4dgN1rUM6+eN+d2u4wEHjtWZjeMGiUNZE5n+DLqi5k1j2DyqmdWgZ43GHV1klW7XY7vdAaXW6B/WevPDAxm2Dih1qH9yaRnFu12uZlOSpLNz88+Wzprv/hCbrAHkr+BzJQM5rhkHKPyqdWVSUnAsGGSz9JS4M47ZbSk0+m/HHrP5O3rmKSf/naCAbIyQHm5ZIPIDAZaD8WC7m7vWXJbtxpdotjEjPqXk+M9Q47L8Rqjulp+B1lZ7hWrRo0yulRqYEbNx2aTFa60ZT59612bDXjkEWDOHPe/vf++fD4z091eP3asdH5++9veX9fV5X4O8312YV0ful47wR566CFceuml+OlPf4q1a9di+z/nZi5YsACzZ8+OSAHNqLcHb61H17NhYqC0hoejR2UmmOfJoC03op0YfTUG2Gwy/dZicfco+2ssCFR+fz3SbGxQV7CNQ3rm1Tej48YBzz0n0+Pvuw94/vm+M6plrLUVOHQotDIzs+YRTF71zCrQ8wajuBhYvVoa/DZvlhFsP/lJ37kFgs9uf/8fzLBxIlmH+mZxyhRpdH7jDbl5Li0NPn/+cjLQMjJ/6lIhn6tXy4N9X/kEes8S86m2gXSCFRdzuR8yl+ZmqdPq66XhtrlZlswmGdnuWdcePMhGOSNoGa2rk4ZZZlTU1vacxcmfS+SNHy/Lw2nLUvJ+zM03o7W1zKjqrFbpzFq6VDqtjh8HBg+W5Q4B2Uf073/vOUiwuFjagrKz5RneYpFV3XyfVxwOfdqKyL9eO8GsViv+67/+C83Nzbjkkkswb948nHnmmboXYvny5Vi/fj2ysrKwatUqv1/z8MMPY+PGjUhJScEvfvELTJgwQfdy6KW3B++B7h3jb1Sv1vDQ2ipTjLXeZatVHkg3bJATMCdHNln0nSKvjQzW9r75wx/kxv7eewPfvAYqP3ukzSXYxqGB5DXQCPTUVBnZsm2b5EzbC6yuDnjpJXltbXWXyTOjgDtjhYXAs89Kw0tDQ88R7sGWmZk1j2DyGsq+XP4yq+23WFUFTJ4sgwSmTfMe6eovt3v3Sllycvqf3f7+P5hh44SrDg2UxR075ME9NRX43vfkAWnHDhlJ2doqG+8eOdKz3gS8czJ7tlzvN2/2rp8Hcu4wf+qK5DU+J8d7XXvPfGpLiFksUof6qx+BvjPKfKpL6wTr7g7+e8aPB/77v8NXJiK95eVJ421CgtRdI0YYXSJ1jB3rXdeOHWt0iWJTdrYsma3NuOaMPFFY6J3PwkKjSxSbtHs+bdnU+HjjyqIaZtR8cnLkOWffPqlzH3sM+PBD4JNP5N+0QYCev9fSUunwev11GajgcsnA6IKCns8rWVn6tBWRf712gl133XW47rrrcOjQIbz77rtYvnw5Ojo6cOmll2Lu3LkYq9NdzhVXXIEf/OAHWLZsmd9/37BhA+rq6rB27VpUVVXhgQcewOuvv67Le4dDbw/ewS5R48vfqF6tF/jQIfn3iy6SHunWVmDjRpl5U1srJ6a2IZ/2/ampsozXyJHuvW88p+D2t0eZPdLm4pvRggL3TfNAM6oJNAI9I0OW7Fq8WDLqdMpowfPOk+85dUpGCC1ZIrn1zCjgzligDSj7i5k1j3DmFQic2fx8IDFRctrR4d2ofOiQ1LG+uR08WJYA2749fNnVMMPGCXSdD1f9OXKkjEAvK3PvbVRXB5x5pnvjXau1Z70JeOekoEC/jdOZP3UZcY0/eNA7nwcOyIzv2bNlSZD6emkcXbRIBsCEO6PMZ/h1d8uf+Pj+dYIVF8ty7Q4HG8LIHLq6vJf827bN6BKpQxvkWFMj98VpaUaXKDYlJgLvvSfPJ9rzC8n9jedA8bg4o0sUmzo6uGxqIMnJck3R6tDkZKNLRH2x26VNZ/Vqd67Hj/deVj4/3/s5JCFB9hHT9vtatUq+t7BQ6qi2Nukca28Hbr5ZOtl27JD75JMn5TmrqGhgbV3kLag9wfLz87F48WIsXrwYX3zxBZYvX45nnnkGu3fv1qUQpaWlOHToUMB//+ijjzB//nwAwNSpU3H8+HG0tLQgOztbl/fXW0KC98U2weOnPNA9CgKN6tX+NDS41xfNzpYTaOpU9/41VVVyg2qzyb899BDwn/8pJ9DevT2XMejvFFz2SJuLNsvFc1bWSy+5O0VD2UdDy6o28lvLqsUiFTcglb/WMHfwoHfHQEWFfO2DDwI//rH7mFojlu+sxoEuccTMmkc48wr0nlltJk5Dg3ejsm8du3WrfO+BA8Df/iYjfbRj651dDTNsnEDXeT3qT39LE1sskjnP67zVKh2rvg+VTqfk1TN7Wk42b9Yvg8yfusJ9jfeX0YIC73xqy3y88IJ3p9bOndKgHGg2ol4ZZT7Dr71dGsD7Kz1dsvL557J8JpHq6up6Lms0ZoyxZVLF118D558v+0AePSpLQGVkGF2q2HPypKwKoL12dBhdIjXU1noPFF+/XhqnKbK4bGpgLpe8DuR+ioxhs8mg0yVLpE5JTpbBfoB70KH2e01JkdfMTOnUstmk42vfPjkXWlpkEOGmTTK4uq0N+OEP5bn/8GHpBPvWt/QbRE1BdoJ1d3dj48aNePfdd7FlyxaUlZVh6dKl4S7baXa7HXkeQzhzc3PR1NSkRCeYvxG11dXAN77hvthq0yKBge9R4Duqt6jIu5Fr+HBp8Ni3T/6tsVEaZ7X3qakBhgyRv2dmSgeD0ykzFrR9G3x7sCk6BBr1ffCg96wsLYuh7qNhtXqP/NZGoLtc0lC8dau899ix0hG7YEHPB8tnnwXuv18ye/HF0lGbmSmVvtUKnHGG+3PMa/QIlNVw5hUInFltlI3D4Z3djAzJn2cde/Cg5LW5WY43eLA7u9oMWy7PZU79uc6Hksfelib2zWBRkYzy/fTTnuvIFxXJ0p0ul9w4l5fL93ouo8wMRo9IXuN7y2hOjvdsgEGDgAsvBB5+2P1+ra3SAXbuufL38eOBtWvlIS8/nxk1m/Z298N9f40fL/UZO8HIDLS6NSMD+Oor1kuejhyRwV/aXlStrfz5GCEpSa6tWkY500aMGeM9QIed18YYM4b3doF0dMjKSNq5W15udImoL55tR0lJwJw50jZQXCzPNfn5kvXG/8/edcdHVaXtd5JJAiEJIZlMJqRXQMWShGLDwoKIuk0Ud11dG+iibrEhYgfLgm1XRUBR1oqun7urGEGasIIkTAKhSEklvU4aIaTM3O+P5zvfuXdmEiIkmRvyPr9ffpOZueUk9znvec9bK7HPcjiwF1cH57W3yzkREoJzamuxh1uyBHv6nBwkCHCP475Fj06w7du309q1a2nbtm00fvx4uuaaa2jRokXkr1M3dWZmJmVlZQ3oPd1F1IpGee6E/Klu7p3Lutjt2vvm5MCD3NWFiZOVhXPsdkTsxsXJ5uRZWUSzZhG9/jqU1tJSKEpeXujfQKQ1AA81OPNo4sSJNGnSpH659kCgu6hvwT2RlSXen64BymJxjfzOzcV3552HzVFyMrIo/vMfogULYDwTGTUBAUQPPQRFoK0NBrSYGDSerKnBsStX4rPhw3HOUMOZxlGBnjIU+ouvRN1zVtxbjEtw94MP4PBydsamp4OjN9wA5WXxYihD3t5Ehw/D6HfgAJQk0a/xTMSZxs+fss6fDh97Kk3szMHNm6EPREVp7zdqFJwQa9dC8T7vPDgYfHykI2zfPijWQ7lE3JnE0YFc43viaE0NZKDQHzMzkREbEyPvl5KCbNmEBARgVVbCWdvSIvvtcBnDwcPP1lZELoto15+CpCRkKt55Z58MhTHAGCwc7SuI0tfCyNXZ6ekR6Qdms+u64GkMNX5E6tHkAAAgAElEQVQSYb3duVMGorS0eHpE+oCPj7Zyg17KRA41jornUFmJnorGXqViDA20tGjnbmurp0c09Pj5UyFsRw8+iH5gr7+O/XluLvSDhgbYMXsqATp8OPTgnBxZteO554iuvRb7+MmTIbec2xqxAxk4HY4aFKX7rcutt95K1113HU2fPp1Gjhx5+iPtAeXl5XTPPffQV1995fLdk08+SZMnT6aZM2cSEdGMGTPoww8/PGkm2JgxY+jw4cP9Ml6BHTuILr5Yvt++HYStqnLfb8Hh6P47Z/TUt8H5vlu2IKNGURCRtWULMm2EMD12DL1DwsKI3nqL6KaboMgLx5jJhIVp4kQY9nJy4I0eqo6wgYKnOHrRRd1z8adwVEDN1aQkZCRecon2nkYjhHp9Pe5hteK6FRWIBD5yBI6F++5DFtjZZ2vLJK5bRxQejuxF9UaLedq/GAiOCnTHVaK+5SuRlrMJCYhgvfBC2c9Gfe8dO5D1ExoK/m7YAFlqsyGyzd8fGWRpabj3zp2ICHInW4VD+HR6mDEk9LbOn6r8rK0lOnSI6MYbpYx05uAvf4nv0tOJPv1UZiV6e2NTGRhI9Oc/E338sXZtz8iA7M3KwiaUuTew6G+Ons4aL5zx/cXRfftw7+Bg8C8mBhGTXV3ajaHgqNUqS+QwPwcGp8PPvXuJfvMbBCb9VKdAVhbRv/8N3jAYPWEg9dDuUFoKuaYoCC61Wn9664AzFVu3El15pdSRt2whmjLF06MaOOiBn0TM0e6wdStKiSUlwfa1adPQ4ieRPjgqHABC7zMYwFcG5q5zIMFQmrt64OepYMcO7KuF00pt+xFtMmbPlpl927bBniQg9lG//rWs2vH55+gHtnw5qm1s2AA7U0sL9wTrS/Tog3///fcHahzUgy+Opk6dSh999BHNnDmT9uzZQ0FBQboohUjkPqK2pz4E6u/s9p6NZc7Rvfv34xzROPyqqyAkvb2RkZCRIa81ejQcC2phKkoexsVBEThwwDW1UkS2W62Y1N1F4AoDsmi+ypNRv+gu6rs7norPw8PxjHfuPLlBqrqa6LbbEL2wfTuUmmnTILhF+c7OTllC6YknXCMHv/0WjoLgYHDXuWTT8eOIIFd/1hue1tZqsx6Yp/pFTxkKJ+Nrb2SqGkK+JiSg/KaI8p03T/JFIDER33UnX3ftglNMKPVlZd3L1vx8lCg7fLj3dZ2Zx57FT1nnT1V+3nEH5GN3pRBjYojefhvXHjFCGyCwaxfRmDGQp4oCx4NziVmHA69z5vSee8y7wYFTWePDw/F7YaFs0NzTs+0NR6Oju+doTg7W/cOHia6/nuj++91z1GqFfCRifg4GiEywU4HYhwiDLYOhZ1RVwchVXS3X96FkpOwJyclaHZn7LXkGzFH3SE6GLs789CyiohD4bLdDV+PnIFFQoNWJCwp47uoRzgkqCQnogakorn1Ds7Ox71m/HsknQUFIUNm+HXt6IacTE3GOqNoRE4P5cf75RF9/jdYxf/sb7scZYH0HXSSiPvjgg5SZmUmNjY10+eWX0/3330+dnZ1kMBho9uzZdNlll9HWrVtp2rRpNHz4cHrhhRc8PeT/h7uyLT1lcKlxsubkaieAzYaUSmejgkgpPnGC6He/k6W5du3COUSyT8i338om1hs2YMI6G05sNvweFYVzunMuiBqnJSX424zGM7e012CHM0fNZm0/uVPlpxrFxXCAqSMgcnLAj6Qkoo4O1+g0ZydXczOitaKjie69FwJfzU9haFF/1hNP7Xb8nVYrjrvtNqLVq7mGrp7RXRmsvpKpahQXQ95lZLimqg8fjnv+97/gjo9Pz/I1O5tozRrJ64SE7mVrZCQyJcW5J6vrzDz2PE5Fhv5ULi5apM3eEmXmOjth2FDLz6wsLf9275b827uX6JxztPwTCvXo0b3nHvNu8KC/+UnUPUdNJkQm2u1EV18tZaTVquVobi7RJ59gnQ8MRPCWO45GRbn2MHMH5qc+cDrlEENCkBVYVIQ1k8HQMyIjse9tb5frKQOw27V6tB7KIQ5FMEfdw26HfUJtg2AMPOx2vLa3a98z4AgxmyVHhWOE4Vk425+ItHunAwewLzIYtKXfTSYEp/7jH9h3r1kDW7k6gDojA+fu2oXs1MZGVBfKz0eG2fPPIyPsiy+I/vIXlud9DV04wV5++eWTHvPkk08OwEh+OtxF2lZUoGSbEGS7d7sn7smak6uje1NSYGhwzoKJi5O1SJcuhUf5vvuQMZOcLCO+xcRtbCQaORKCdv9+TEDhqLBYkIIpInxXr5ZjcS53d7Iapwz9wJmjfcVPNUQkhPr40lLpAMvLQ0m4wkIsEnl5KJuhXiwiI2EYKyggeu01RJJnZ4PL0dEouRMcrK2d68xTIsnVzk7XkmDcSFLf6C5zobYWnBV947oz2P4UzsbFQa46R+5UVIDPQsm58UbIVnVvOmf5OnYsHGZFRYjyqa4GR0XvG6MRCs7IkZCd3fWMFFDL25gYbcYk83jg4U6GTp0qDf7u+NgX8jM6GgYNZ/lZXw/l+uBBcOL884nGjYPjIDAQcl3Izrg4zJ/MTHDPZJLzqLuIMrsd92XeDQ6cyhr/U/hJ1D1Hvbzc66AlJVqOnn02DB8xMbhXfDzGVVgoZabVikxF5x5mzmB+6getrQgaORUnGJHMIGEnGEPv6OjgfW93KCiAfWHcOOgrnMXgGTBH3UNkyIm+4pwh5xk4l8Fmfkp0dEAHLimBnsw9J/UBtf1p7FiU/lbvg/LzUcUqO1vafgoLiQICpPNd8D0zUxscWFJCdPnlOE70T25tRRnEpUtRmWjePNl3ntG34MIh/YCaGiy2b70lF113EE4uX19MEmeCi+je7dthQE1MxPFEMnK2sBD9kxobZeTPe+/BWbBuHdF33+HV1xfGBX9/9HSorMQx116L8jUOBwx6EyYg62H1am12jSh35+ODRcvZIVda2qf/QkY/orf8FL1CiMC30aNxrOiZpIbZDIeTmp9xcTDGVVTA0CEM+gsXgsv33QcuffEFODpiBBaSK65A5ENbGxYf4UR44w2USWpuRg+Szk5XnhKBq3/+MxwSao6WlbGhZbBBRPsfOgSuTpwoDbbu4I6ztbXuOWuxQK6mpbnytrAQ95k0iWjJEig3grvLlkn5KrgbEoISYYmJkLOKAmU2KQnXrajAd8XFGMvWragLnZvrPotRZGk8+6xriQTmsWdht2OzsngxyqskJLjnY1wcFGYvL/AqOhryrqrKlY/dyU8i9/IzLEy7vv/mN1Cc09OJLrsMnG5pwdjq6zEPRIBBVhZ4LzLN3KG2lmjPHubdYEVv1nh3/Nyxwz0/ibrnaF6eex00MhJlPNxx9PLLie66C3Np5EhwMzwc8nDFCubnYMLpZIIRYY3kqHzGYADve7vHuHEwBr7xBl7POsvTIxqaYI66R1QUdJMTJ2TGOWPgwfzsHv7+0NWrqvB6qmWmGX0Dd/anI0ewV3LeB9XUYK/9+98TNTRgHfTywmdqvpeXYz8vzk1Ph5PLZiN66CHY4NvaiF55BTIqIoLo1Ve7txUxTg+6yAQ70xAa6trcUMA5wn/PHhgc8vPxXWcnHE1ErtG9DgcmQlERzn34YaL58xGFecUV2siK9nZ5j8ceg/Pguedk477UVBgMNm9GjVL1eLuLahfl7mw2RPCqs3g4bXfwoCd+EkmOFhXBOFFbi+wCHx8YPA4fdm3KKGo7O5eyMxrBReeI7YMHsUgIjj7+ONEjj+AYLy9wbeJEydXNm7XRQ7m5cIS5Q3Ex5oYw7olz0tO5ZOdgg3PJrowMyDDngAF3nA0JgXF1/36Z6SpkK5GUr0KuOpcOs1iI3nzTNZvw2DF8J7h7771EL74IxSY3Vysns7Lwu+Cxes6lpGB+uIMo1bhoEfNYb6iu1pYlXrcOiqoaosTHypVQmP39pSLc0YHAFrUM7U5+dnbi1V3Gi7c3rv3b38Jpq87saWyEXpCaCu6Vl7uWKoqI6L5/UmEh0fjxzLvBit6s8USSn35+KLtx770wEn3/PfRDsYYTueeoyQTnx4kTrjqo0Yj7GAxYy0NDJUed1/jKSi0/d+/uub8X81M/OJ2eYESQg99/33fjYTD6C86ljmJiPD0i/UCUvOdyiJ5FT32VhzLa2zkDSQ+Ij9fyMz7e0yPSD5ij+kJ39id/f9fy8+XlcHi99x7RqlVEL72E70XyirhGcDDaEYlz77wT78X1J0/GdydOwF5lNmMfVFiIMXHf474FO8H6AMIAW14Og4Jzea2SEpl2rZ5Uo0cjktzZWBEZ6Z7kwmhrNCJS4A9/gKG3qck1vTI0lGjBAjjX1q3DxNm9W9u4z2aT6bfq8R45gnuJ2rTV1fBIZ2fL4+bMgYCuqND27mHoE2qOnjjRPT+JXAW/iNKtqnI1pKq5KvgZHi6vK0p6paVB0IuI7bQ0OCpefBG8zMgA30wmfHf8uOSqwYBju+OouL/4GwVXX3xRlvtMT+9+XjH0B7sdz/zIEe1zb22F8uFs7HTHWS+v3snW7nibmYnoHoMBxwjuTpwoFZeUFKIPP8T1L7oI8lzI07AwKDPumqUWFmIuxsS4KjV2O+aMKNW4ZAnz2NPoSX4eP+4+G1Xw0WwGJ664Agb/tDT3ASc/RX6mp6PJrs0G/k2eLI0fCQlwbpSUyPW7vd2Vf8OGgaPqv0/d6PfHHyXv4uKg4HP5GP3idNb4XbuIbr0V8vXSS7UyU32elxf4aTSC95mZ4NDx41o5WVIC3fShh1BpwGyGLBUcVa/x7vh55Aiup3bUqjkaG4tgHOan59EX5RDfeqtvx8Rg9Ad8fLCfLiuTvWIZgHPFAi6H6Bk4HFi3Cwo4OFkNd3Y5dhAOPAICtPwMCvL0iPQDd1lyzFHPwblkvLA/mUzafosVFdoAkJ07ESwdHIx9y65dsEkmJWFfU1wMG31hIfb14volJdCH4+Igxy+4AIHUJ0tSYZw62JTWB6irQyRrSQkMELGx2lTJyEhMEtHoW0yq+Hg4qZxri4r33eH4cfQjEZkzTU2YKBMnEk2bhvsfOYImfImJKItUXw+jh7pxn4jMjYrSjnfECBxbVSWNJbNnYyKK4woLEYk+eTImJBtl9Q3xHP/4R/n8iWQ0444d7jlaVwdnRGWl6+e7d7svs1RdjU3ihAkwgtXXwyG7cyf4mZpK9MwzOPbRR2EYNhhQIi4zE7VwAwIkV0NDXdOP1Rx1/htnz4aRrbAQjomXX8ZmlTk6eCDSxp2fe0oKjK5VVd1z1maDzPupslXN2ylTUK4rPBzludTcvfNORPns3ImSeKGh6KXY2YnSYKJkWH09lBmDQRp/xd8REEB08cWuHBbjuPNOovffx/2Yx56HkC2TJ6N8m/pZJiZ2z0cvL/CjoMC9M7SgwP29TiY/ly4l+vhjyb9du5Ctu3Ej1v3p0yEjDQZwOCHBlX+tra5/n+Ck0Yh+Tj//OUrTzpzJWTZ6R09rfHw8uCnKHapLBdtsMijKeY3vjp+lpVJO/vGPkMlqOTlyJLi7YoUswZmZCYPHrl1weog13h0/AwPBc3fr+8UXQz4mJ6NE97x5zE9P4nSdYBERuEZ3ZbkZDL3AaIR8Cg/Ha3eZ/EMRzu0a2AHjGfj4QJa2t+OVOQqIDCQizkDyJFpasEe+4Qa8NjV5ekT6QXw89NiwMLwyRz0LZ7tNSor7TCznfdOePSj/HhKC0ohNTURPPQWbuZDLbW2u+560NATZ+PmhXYzdDpuS+truWi+Iso1qGwSjd+DlsQ/Q1qbNkNmzB97aggKkTc6eDUNmbq42VX3kSHiG1amSSUkw1prN2sjeyEh81tAAA4S3N8rJqe+blYXJqfZIf/stFPauLtkYtLkZkelFRRCyc+Zg4jU1wfhw332YpOXlMOzW1eHnN79BBIfVCgNEQ4NM9+QUTX1DlFf7+9/xvDMyZEbBnDlE69fLKAM1R6dNA3+Ki6VxX3ArIkL2D1GnBZeUwGnmjqM5OeDRq69qP7da0cvGywsOXOEca24GN729weWGBi1Hi4tlVIRYiGw2nPfdd8h2KCvDGB0O5uhggZCpCQl4/q2tsqRhVZU2i0HN2YQE9OxqaOhetoaGarNeLBbpoKishGHWaES5LnUEjtUK7mZmupagzc5GnxuzGZ+JyB8/P/C2sxPcz8khOucclLBzOKRSo47sKS5GdNCWLfjbmMeeh9qp5eUFTgr+GAxE558PeaTm47Rp4FBZGdbI1FTXckrCOaGWnxUV4Gdjo6v8tFqJbr4Z8lO9zmdnQ8cYOxbys6YGMnLtWnB79GjJyZgYOA5eeklGGaqV+MREzL/cXDg1Cgqw3nO2t77R0xpvNBKdfbY2M1EtL48fRw+XhgYtP1NSXPlZUgLHrLd393Lyt78leu01V442N0Mndl7jzzoLsjEv7+TrOxHmBhHGHhWFjSUb+zwD4QQ7VRgMWJt37oTTncHQKzo6ZICWjw+viWocOwbZLzI8jh3z9IiGJkSp42PHsO6K90Mdfn5afvr5eXpEQxMFBdqAF84YlTAaYccVHOVMY8/CYnFtUWC3Qwdoa4MtPiVFBmuryySPGoX3wcFEBw6gP7K3N7K71L6CXbuIjh7F9Y8dw/7noYfAA7PZtZyiu8xA58oenC3We/C2sQ/gnMKan48oal9fZGcRwfBaVER04YUgaHk5JtSdd2qNFd99hywvcS2RYTZsGDaLhw7BYLBqFTaf6vtWV+NH/dmxY/BGi94L114LI6rRiMnX2opo3bIyNLYV0bcig41ITkDh9Hr8caLVqxF9y5NucCAuTpZX27ABjedDQoj++U8Yp4hgQBM8VHNUGLimTYOhqrgY5z74IEodnXeeNKYVFOBeiYnuOVpcDP51VzI0PR08LSxE1sWvf40GkcLAHBZGNGkSnApms3ZBEI4QgwHGtJgYOCaYo4MPQqbW1UF2/fe/cD4oiiy74uUlU8snT8bz7eyUhlfB1/x8GNnWrIEDQSgMas7Gx+N9dDRqOo8eDf6rOSqMtMIw7JwxkZSEuSJ6gS1ciOOnTcM8aWrC2Do7MeawMJklpoaax4cPM4/1AGfZMmsWZKDNBlkqIq/UMnTVKtdynLW1eC0shJJMJJXXq64ieucdKNfjx6OX3eHDrhysr8c9nPmXkoL7jxghg2KuvRY6RVsbxv7EE3AgjBqljdQWf5/Nhiwd9bjXrZNlGRn6RXdr/L//jc2Xmi9NTZAjHR3a/nZ790IvFKWCREkO4TzbuxdOp85OOC3a2lzLYOXkyHngvPYnJMg+dc5rfH099OYZMzBPulvf3XE0IwO85mywgcfx49jonw7GjUMUKzvBGHpGVxf3bOkOgYHYm8XGwqiXmenpEQ1N2O3MUXcQxuvAQLzyHsozcDbqc8aoxIkTWn2c565nIUoeqmVFRYXsYSxsPQsWYA9y/Diem7c30bPP4nf1PmXXLnwnysYXFBDdfz/2Ux98gP1QUhL23EVFkFVPP433x4/LhBNnOGeiOQdWM7oHO8H6AO4a3xUWQhkU0eAlJTBmCmPZ8OEy4l8YK957j+jKKyXJnTPMfvgBE+THH4nOPRffq+8bGSlLG4rPgoIQ/aKODD92DMYGux3XSk6GUSw/HxO6vh7GBDEO4QlPTITRZMkSODdExoQwRPOk0y8sFqJvvsEzF/wgwjP18sLm5a23wI3aWnwnOCqO3bCBaN8+GMWKiuAILSjAQpCRITN3li0DP9xxNC6O6IsvsNg78zQ7W/I0IwNjEY4FcV2DAca3wkJ8pjZ6iaiNmho4GA4fxtjCwsBp5ujggVqmhoTAsC8ag/r7w2Eg5Gp0tMyOUpf52rBBZrt6ecEBZrGAP2rOCg7u3o3rBARAUTn/fC1HJ0yQveuceR0crO2tOG8e5ltJCThcVSWjieLjtRGJzoZb5rH+YLHITKrUVHBSvYkzGlGC8PnnoawKRVStmBYV4bn5+kK2ms1ah+7SpUR33AFeZ2fDkSZKEKs5+P77GI/684AA3H/5ckSRiV5JF1yA8UyYAIfYhg1Yw8vKMC4xbwTnbDYEuzgHKFx8sUf+7YyfgO7W+NhYOP7NZsi055/HM1bzjwivhw4hm9BkAk/V36engzt33gmO7t4NfrqTkx98IHt8is9HjpRRwOo1XjjGEhJw3ldfgXPdre/OHLXZcM20tIH7XzMkWltPPyPmrLNQypXB0DNKS7W6GPdskTAa4cgWtg7OYvAMuK+Qe3R0yEoLFgsc2oyBB2fkdY/SUgRzjRuHYEueu/pDebkM4hd934Ud//77kRxgteK57d/vKotXrYIdYOFC2IK++AJr5VNPyfXT4cA+zMsLVT0iInBMXh6u5Vx5TV29q7tsMYZ7sBOsD2CxyFJXo0cTPfwwHARNTcgAEJ5gUYYmPR0lsvz9tcaK8eMRQRUZCUOGWpmx2aBkqr3KImp33z6ZVfaPf8hI3uholKX5+9+1keE5OZhk6qwFtTHYOdNAeMJF87/UVBjbRM+xffu0hmiG/uDlBaPWn/6kzTxsbSXavBkRB2lpkg8zZ7py1GRCSaWiIvQostsRwSCiz905FtxxdNUqXNdqBRfPPZfod79z5emePXDMNjbCATZzJpy43TWJVDeqvOACLEpWqywTNnIkFhmR1sxc1S+6k6mFheBPT3JVzdcRI2CsCA2VioE6Y0ItX9vbEYmjdop9+y2UnJgYlO0KC5Ml8USWWUAAnF6Cv3V1GKfoH9HZKeeEGGtPjU7VPE5Lw/zMypJOtNhYbYky5nL/Q8jPhQvh8FRHZp04Aceqw4GsRSFDnWXniBHQCYxGmSHe2Skjx2w2OBfUGdZ798I4nJ+PZy046OMDR1lBAfh3331wYERFyQyb5GRZQraxEcdUVblf69Wca2+X477qKsyrvDxkYdrtzDu9ors1vq4OemFWlitHnctzCodUdjaer8Mhs69efBGyy5mje/a4cjQ8HOeqS3Decw/Rhx/2vMa3tHSvi7rjaGKiDN4xGFguegKtrahUcTo46ywEAfAegqFnJCVpdTFRLYUBp4Ko3uDvz6UiPQXnNT0mxtMj0geGDYOu3tqKdeZ0SvgyTh0iESAkRPueAbtEfr50EDJH9YfISOioJpPs+y72SL//vatdSi2LQ0IghxoaUIHtwAHs50ePxv5cvfdZtw7XuOgi7GvOOqt7m5G7so2M3oGdYH0ALy9MDB8fGKBWrwZ5FQUKszC0ilJeBgM2/Y88IiO2zz8fr8nJOLa2VpvVpXY0iCg0URpRoKmJ6OBBTCaHQxpwH39cGu3i42GMO3BA68lWG4NLStwbEGpq4IRQl1dU93zgMl36hsVC9Le/4XlfeCGeWWUlDJvZ2Vo+9JajeXnITAgN7T1H8/JgTP7sM5RjFIZbwdPWVvDUzw/XtFpxrQsukBmIIp3YXVaMKLsUGAh+NjZiHqpr8TJX9Q13MtVigbPg6ae1WVfqEom+vijDsnu37H30yCNwNggnmNEI7gUEaOWrc5RvURGOMRohTysrIUMffhj1nW02cPvcc3GNpUtlycTkZGkI2LlTjlVkUZ6Mw0SQt19+iXkwZQqOFRlJzOWBh8UCh2RxMSKzRC+5igpkYS1erJWh77zj2ofLmYu1tViny8sh84QcFqU+Dx+GwT8hAec/9BCU6IcfRtbPuHEop1hTA53D3x/8Ly+HwS48XEZeNjdDftpsuLc6O02guJjoL3+BzG9qQsZ4aqqUodOnM+/0DHdrPBEcYzNmaDlaWYnnKtb3mBhswLu6pEzy8QGH9+8Hb+LiZO8xIScLC3EdZ46ecw7k9WefEX3+OcbS1aWVkaGh4LrgZ0ODVjY685NIcnTLFmSQq4N3egrmYvQP+sIJFhICfW3fPsgzBkOP6Ohw7dHJAJzL8PH/xjMYPhxrrDCkn65sPlPQ0aG1V+XkeHpEQxP19dhXt7SgAlVDAxvtBZij+ofFItsJiTYBVit016YmbeaX2N+XlGA/dOwYgv+cg/l37ZL9RsW5xcVw2kdHn7zcobuyjYzeQRdOsG3bttHzzz9PiqLQ9ddfT3PnztV8n5WVRfPmzaPo/2tKMW3aNJo3b54nhuoCux2lZsrLYbSdOBEGqR9+ACETEqSh1WCAUhIaCsN/cTHRdddhA/jBB9KjTATDQliYTBtOSoJBQh2FNno0jAGbN8MYJ0p1jRoFw2tDA47Pz8fnw4YRrVwJRTUy0tWTLUrOHTsm/x61Iyw0VBr7hEOC65DqG4KfwjFkNuOZFhbCGLtoEdHVV0uHq+CD4KjIKhgzhuiTT1w5ajbDSFtSAgeWt7crR//8ZxjBkpIQCS7GkJcHx0F7u+S52QyjbWUlPps8GQ6I2Fiil1+G8rRiBca2cKH7tN+4OGQq5uTgb16+3LXEF3NVn3DH17AwfLZzJwy1BQXaAAEhV1NSUN41Jga9j2w2yMW4ODgtxPWPHyc6cgRG4s2bcVxQEDaPztz92c/gyBWbeocD8rW0FPIvJAQG4mPHkHlhMIDnzz4L3re0yKapNlvvOUyklbd1dVhbli/HvGEuDxycOSnWeMHHoiLwSUTgChlaUoJzRW84kwncCAuT1xVrfFwc5GBqqiyhXFYGXt90E66/bh2U74AAZPZUV+O5792LDPKICByXmIi1u72daPt2XHvNGmTilJSA4/PmQX47RwnHxeHziy6C/LRaWYbqHb1d4505GhGB42bMkH1iMzLwGheH67a24rqRkfh8/nxk4arlZFAQyniHhGDD19WFe9TWYlyvvIJSH4GBOCc2FpnZnZ3IzE5MRInGJ57A9dSy0V0Uu3DEdXZKp/FVV0HWMj8HHn3hBCNCkNW6dewEY+gX7noZx8Z6dkx6Af9v9AG7HfppRwdeOVsRKCzU8rOwkPvcegKjRsG+U1ODoD3W0SSYo/qHl5cs0y72SRUVsOEvWSJt6e++i4ST0lLotkYj9uqKAv47l0lU+/V64E0AACAASURBVApESUP1fbjcYf/A404wh8NBixYtotWrV5PZbKZZs2bR1KlTKdGpW2J6ejotX77cQ6PsHnV1IHRZmYzevuACCHiTiWjrVhgWKipg4IqIQP1QLy8YEgoLZbTO738v64XGxSG69pJLiGbPRp1R5yi0vXthIC0pwcJit8MIsWIFDGAjR2q9zd98A6PqggVEr70mjVwielxRtOXA1JG0ogySMKQ89xw+54mpb1RXE912G57XDz8gymTuXBgbTCYYkRwOmfFVVoZnvmED+LBpE7gUHg5Dq5cXnFSiaX1jIzh57bXI0HGOBty9m+gPf0AppdxcGPZ/+AHOVm9vlOcKDdWmEGdlwfmQno4o7+nT0Wdk2TLXKBl1BJEwBtpsiCqPisI5M2Yg8oK5qn+o+ZqZCV74+cEwpn7ugsMlJeBERAS42tEBR9M330C2JiXhM6NRXl/deHb/fhhvRdDBpZdq7/Pss8j26uhAMEFiIhy5x44RPfYY0euvg78TJ2ojYOfORRTP5ZdDuVm3DkbbESN65jAReFxbizEJeWs2E73xBnPZE3DHyTlziNavl8/QbNZmXEdHQ4YSIROmvR3PubgYfHE4cF31+nzwIDiyapVrSYVnnsF5paXg8tKlRK++Cvl5/Dg4oC5vTKQtwblrF2SpuJfoi1dfj7EK2VlTg79HZAmxDNU/erPGiz5hzhwlAr9E70TRF9bPz1VWHjgA3bKrS7vGZ2VBF+3oAKeSk+F0/e1vZTUEUUZbZLOKz9R89PHRzgeRAS7G6czRvDzw02yGo0+UKGF+DixaW/umr4coZzx//ulfi8HoD3Cpue7Bhjp9wG7Ha0sLdEbxfqjD2cickODpEQ1NdHTAXiSywH74wdMj0g+Yo/qHOuhQrHFz5mBvJOwCISHYuwj7z7Jl8A2kp8Pued55rmvlsmXY1xQXY88zbBj24BUV2ONwucP+gcedYHv37qXY2FiK/L9wlWuuuYY2bdrk4gTTK06c6L4EgKiPHR0N45bBgM+9vV3TXjduhMNARK9aLMh4sNlQXuahhxC9LbzHSUm45qRJOOb662H8TUqC80td+kaMpbMTE/O55zBZH3gA0eGi1JFzJFdxMZwf1dUYr78/JvcTT8CRpi6Vl5bGE1OPKC527eFhtSK7YOdOpPDGxhLdey+cAHFxUE7q6yHsg4JwHVFyKCUFDgYiydHGRjjAZswg+utfJYcSEsCbyEhw3WYjuuEGGHDz8/H9TTdhfOrSdkVFOPb55zE+m00uDs78VBvIhKPZZkOvkUWLMGdqalAiNCMDBpuUFOaqXlFcDH787GeSr9nZ2hJu+/cjozU/H86n8HDIVm9vlEN85BGtMTUjA+ebzVoONTbCOXHXXeDtkSNafuXlYT6IcoRq/paWIjNy5kxXOVtWBiNzczPOMRgQXJCRARncHYeJJI/T02Xp2fvug3HQZmMuewLuOLlpE5xcgo9ZWTKTNTwcm7uODnBg1Cg8dyGbUlJQys2Zix0dcH7W18vMvzfeAA+fegrnix5I994LR9rMmZDbQoaKMnft7bKsYmgo5oqad3v3ItNm40Z8Vl0tHc1C4e7sRPANy1B942RrfHY2nKBZWVhbLRbwpKGBqK0NHI2P1/Jz/XrIMTU/u7qk41S9xjsc2pKtM2ZAPre3w9gRGqpd40eN0vLRZsPcaWvTcjQnB9m6AmqOirKwd9wBp15DA3RS1kcHHq2tWHdPF2lpRC+9hD0Vl/Bi6BG+vrJqRWJi3zh/zxTU1mpL69bWchaDJ+AcpLJrl6dHpA8wP/WB1lbopUKGHj/u6RHpB8xR/UO9Dxk7FnsdkVCyYQP2VvfdBzuOzYbnOWMG9krvvYdA2poa7XOuqSGaNQt7uS++gL0/LQ3XUCekcNZk38PjTrDq6mqKELWqiCg8PJz27dvnctzu3bvpF7/4BYWHh9MjjzxCSUlJAznMblFZqTXQlpRgEohMsPh4GLOqqlCy5e23sQhUV2sNCaJEVnS0bA4dHQ3jaXExeoCIDByDAZOpqAjnZmTgXqmp+G7NGqKPP4YDQ5ThSklBtkR8PO7/wAMwtF5wASbuggUYm7N3urqaaOpUGHqXLsVEz8mRZZMmT0bk7+bN3NBaj0hIcHUi5OTI6P7x41Eq6dAhPOdVq2D8am2FMaKyEmWMBM9KSnAdNUcnToRCk5+PtF/B0WXLiB59FEbUhATZw0Pw9Kuv0FvJ4ZA99Ly9oRhdfz2ObWqC8e6+++AQUPNT7SevrZV9okRG5vz5RMHBMlr92muxmLBxTL9ISIBcUfP16FGU4zx4EM/y7LPB3cBAojffxPFxcTDmdnW5GmlDQqBMVFRoo1UFb597Dtf79lstD8eOBa9EmTFn/q5ZQ/Tpp65yNjIS5x87pi0b5ueHMXfHYSLJY7XToa0Nc8RkYi57Au442dCAZ+FwuPJRlJE7cQLPPikJckwtQ0+c0HJx8mQ4DaZPBw8tFimj09KwPiclgW9paZJ/mzahjKeXF/iany9Lf6rLKiYna3mXmgoHmOCPc1/QEycQILNokZS7zDt9IiEB0bTqXlrqNT41FXre3XfjeYosrOZmucY3NGj56XD0zE/1Gr9ggQzQuv12ZC1On44s2bVrZW85IVubmsBldQnulhYco+ZoerosB0LkGgRjMBC98ALmZno666OeQl+VQwwMxP5k61bslRgMvcFuh94o9j/Z2Z4ekX4gKiKI/43ISGcMLJx7G5eWclYeEXSJtDSeu55GUBD0NUWBDse9AyVYhuof6n1IcDBkq8EgK/Y8+KBswzF2LGzojY0IaL3sMvy+ezfsreI5b96MIOyJE9FG49Ah2KuIuLR7f8PjTrDe4Oyzz6bvvvuOhg8fTlu3bqV7772X1q9f79ExiZTIjg5tj43oaGQINDZiUlRWEn35JdEf/4gN+969mBgBAdJwumwZenCIRWH3bhB+xAhMnFGjsGCfcw7uVVaGTWdAAM699VYY32w2RKEnJmKRSUgg+u47WZe0qQlRF1dcIe8lMsDGjMHfJZr9JSbC0LVzpyzJ1dSEBWvlSmSd7dyJ3mFJSWwU0yPsdgjZoCAtR6Oi8Cy3bsVxzz6L5+vrC+PV0qVE48YhlddmAx+XLUOkuTNH/f3x3ahRcAAYjZKjx4/DeevlhWPsdpxns8FQO3o0DHTXXSej1OPjYeh9+WWtorRjB4wk6oa/agOZ+LtMJhxfU4Pjy8vB2eJiGMfU5zD0hc5OOLG6ulxl6vr1eIYhITj22WfBj/R0GRQwdizkqCjb5k627tsn08pjY/H5rl1QNPz9JQ9FGcXp03E9Z/4KOWuzIZNsyxacX16OubVqFbj/619DfoaEEH3/PeaYs4xVQ83jrCxExi9dinPGjIHjoqEBc4253P8QMtSZk7GxRP/5D2QMkeTjjBla+Sn6Fb39Njj0u99JPhw4AHm2dy9koci88ffH887LA79Eqbfly8HNujrwKDERvz/wAO65fDnG1dkJXq9aJWVoairkYEkJlPP6ei1/1H1BxX0WLYLeEhiI8QgnMvNOXxAOI3Uvrago6KA5ObLH64oVrvKypzVeyMqCAvBVzc+sLMgw9RpvscABZrVijiQnwym1di34KbIlk5Ohl+bkYH6JfmVTp2rLgThnWThz9MgR6MArV0oZKTjK+ujAoa8ywYhkBjQ7wRh6RFER9hbq91FRnhuPnuDnJ2W8aPHAGHgkJWmD77gnGFBVhbWlrAxztqqK564nIJ6DyIKpruZsJwE/P22GEGcaDzycyx1aLNqAOrEPsdlgn7/zTvC5pUWWaZ8/n+ijj1CloqgI8thmk86zO++ETXP/ftj1u7qg+xLh3iEh2J8JW8Ho0djbOI+FcfrwuBMsPDycKoTLk5AZZnaysowYMeL/f7/sssvomWeeocbGRgoODtYcl5mZSVkD5DpXp0SKngaNjdgMGo3YqE+fDo9uSAjRtm1QnqOisAjPnw9jwf79IPXatbhmeDiMqESYPDEx6JVw4YWIxBU1RT/9FE61Rx/FMSkpmGiVlbKsYVISjASi7OLYsUTvvy8XoIQERAKnpMDge8EFsqeDiKSNi5MluT78EJEKzz8PR5rzsWcKnHk0ceJEmjRpUr9cuz/hjqM2G4xkq1bhmV91FQRtSgoMS/n5UEiEwctoxGamo0PL0ZoavHZ1IaJc9BHr7JSlDw8cwPEvvICfgABwLCsL1xVZEk89pS0N+u234LHgaVISuO/nh+NE9ITVCmea0Qie3nab7GuWnKztq5OTc2ZFUpwpHFWjqkpbxlDIVB8fyLtZs/DsJ0yAofbdd2XEo3Ai1NQQ3X8/uHHkCI5ftw5G2ZgYKBLjx+N+RUXgSXo6ru3rK3l4442QeTU1KP/qzN/WVoyrpQW/BwZqObxtG+bG4sXg5pNPgr/nnivl5rp1MCQPH45zhLxV81jdS8dkwjljx+rfyHum8LO7dd7hAOec+egsP7284Ez6xz+Ibr4ZxvrwcFkuwWxGkMKoUeDx/PmQt2lpkH/XXw9+vfgiOBgfjwyvv/4Vnx8/7lqqcfNmyPV//Qs8Ki5GXzs/P6z5qakyUz0nB0YSiwW/d3Ro+4JmZCD7y9cXzuQzCWcKR2tqXHtp3X03MrEcDqJf/hKO83fekWu60EMFR318epaVBQXg3tixOF+s8Tk5kGGLFsl1e+JEyMjqanDx+HFER6rl47p1yPCNjISMTEhAIJfBgFLdeXnQO0WwjXCyDSWODhZ+CieYopz+tdLTwVvG4MBg4WhfITZWm60aG+vpEekHXV36y5Ibavwkwh5cXQ5RD89BDwgPd7Uf6AFDjaMWi1Zfzcnx9Ij0Ay8v7Anb2vBq9LiFfujx03nPL0oRClgs+Ky8HHubDRtQkSUkhOif/0QASHEx9lzqEvWid3hNjawss2AB9uk2G/Y1c+eih7jRiOC+6GjcY/ZsnOM8FgZwWhxVPIyuri7lZz/7mVJWVqa0t7crP//5z5X8/HzNMbW1tf//e25urnLFFVf06topKSl9OlY1tm9XFGz78LNpk6IcPaoohw8rSlkZfj7/XFGyshTloovwvrhYUbZsUZSSEkU56yyck52tKNu24buNGxXFalWU0lJFMZlwXZNJUWpqFKW8HMcRKYrRiOPNZlzfalWU3Fwc6+uL65vNivLjj4ry3XdyjEYjxjhtGs774gscu2ePvLb42bZNUex2/JSX4+8tL1eUzk7XY7dv77d/8xmPgeTod98pyvff4zl+9pmiFBZqOVperig5OeBlSYmiXHWVfF9aqih5eTjealWUigocI3hqsYDjghteXuCV1YrvBF/37JHvrVZFOXhQy1EiyUs1T8vK3B9XXo6/Vc3T6mr8nepjv/++3/7NZzz6k6NqbNmifWZbtuC519QoSlWVouzbpyibN2tlak4OOPnjj+Co2awoN96oKPn5ivLVV/hs0yacM20aeFVerpWvdXWu3BVy1WTSyts9e7Ryd/9+XHPTJjluLy/c32RSlIkTcdwPP7jKzc8/V5QxY3B+XR3+ByfjsZDLDAlPrPMNDd3zceNGKRtnzFCUggLIrqNHFWXrVvDhwAGt/Bw7FrpAWRnkGpGiTJ4s5aSQmVddhdfRo3H+wYOuvNqyRVFuukkrQ48e1V5b/GRkKEplJf5Wu939tSormXOni4HmaGkpOFpQINd4wR+rVR4j5GVhIZ59YSF47U5W3nADeKTmyEUXSR4PG4bfc3O1a3xFhevaLXQM9RpfWeleD62vl38rc7R/cKr8dDiw3u3Ygedwuj8bNyrKyJHgGYOhxkDpoT2hogIyTb0PYgDOMv677zw9ooGFHvipKO7XUAb2iMXF0D2Ki/F+qEEPHN26VcvPrVs9PSL9QNhuTSa8lpR4ekQDCz3w03k/1ZN9W70/uuoqPC+rFXtttU2ISFHWrsX+6j//kfb+/HzYtrZtw7kXXoi90J490KtNJuyPvLzY1t5f8Lif2dvbm5544gm64447SFEUmjVrFiUmJtKaNWvIYDDQ7Nmzaf369fTJJ5+Q0WikYcOG0auvvurpYWv6JZhMiOL29YUn/8ABlK56911EeH/yiUx3rKtDiaF16xD1esEF8hrff4/yWW+9pe19UFaGjC11ubeCAkSKt7XhvqJO6bhxiMZdt06WTBTjTEpC9K1ooi7K4vj4IBNI/fdER8NjbbG4NuRLTHTtHcbQH9xxNCgI3LnwQkRnf/klsghWr0Ya8PTpOP5Pf0IJL3XEjugl8tJLODc3V/LUbkfWlpqjhYXIYMjIwO+KgkyJKVPwfulSRH+rOWoyIZqwqMiVp+eeqz0uKgp/i4gUV/O0q0t7bHy8p54Co7dwliuJiYjaO3QIz2/xYsjIxETwweGQfDWZIHetVhmRqo7A+fRT8OnIEchLtXytrETJMDV3y8okd6urwW3BX0VBObnWVshNUcJJjD0lxbUpqs2Gsan/vpgYZDxYrRgv0cl5nJh4ZmXd6h3OMjQiAvzYvx8ZfEuXIiLsf/5Hy8cZMyAf7XbXqMe2NlnaVfDwyBE88yNHJA8LCnCMWoaKBryXXAIumkwoT+ccnf7SS5DXzz2HzMKvv0ZEsLi2OPacc3BdUWbBeQ6mpOg/63Cow5mjiYmytPBjj6Fs569+hQxwsabbbESHD4MjDoervHz7bVdZWVICnTI6Wt7PZpNNnqurITcrKsD7vDzoraNGadd4sxn6seDnzJmobrBzJzLD1H/L6NGYLwLMUX2hrQ37B4Ohb67n7Q3ddM0aokce6ZtrMhh9hUOHsF8KCYHs27hR9uAc6khI0MrlhARPj2hoQr0+C1sOA7rL5MlEI0ei2tKOHZ4e0dBEfDzbZrqDu3K7PH8HFs77qe7s23Y79F5RYUtkOBoMMotLfR2zGb8/8ogsGfzBB7DJz5sHm9K6ddiPFRZCx6irk+URxdgYfQuPO8GIiKZMmUJTpkzRfHbTTTf9/+8333wz3XzzzQM9rB4hUiILCkBMPz8YLKursVE3GmGobW+HQezNN2XpmVtvhXFi7lytMbamBqXlYmJkzdGUFBgRvL1xzXXr4PBKTMSCPmUK0ZIl2IgKw1lEBPosvPkmJpyoMZuWhtTKw4flWMxmGNF8fOS14+LwXUmJe+OC+NvVNVMZ+oOaowkJeMZTp6JH3Jtvwqnw0kvgnb8/jKqCF7ffrnVy1dXBOLZwIfoziXKaotm9nx8MrGqOpqbi9fHH0W9ENI985BFw9ehR/Myfr+Xoww/LHiJiPKNHQ3EVRmDR+2TFip7/dubo4EFEBMpflZXBGOrnh7T0mBgEFLz6KmRsTQ04LPhBBFl57BjKw86bp+Wt1Ur0m99IJ67DIXnr7Y1NUXs7Nklq7hYWorzW73+Pkp2Cv97eCDZobMScqalBebuMDJRHTEzEa0qKLE1LBJm/axc4HxCAcYaEgMt5ee5r9zOPPQvx/xcOfh8foiuvhBNr1SqUmLPbcazVKp/17t3gV2GhKxcTEuBciIiQ6/zYseB2fDzqhavLYXYnQ81mXE84yUpKiM4/H+PJygJfSkqgXAv+CFlbVgaOV1aCr85/L/Nt8EDN0chI9Kc7cABl5RYtwlpaVYUmzkJmhoeDSw8/THTvva4cnTgR8kvISoMBOkNpKXir1hXNZlzn4YdxD19fyMjkZMjI0lKtHjphAtGePZKfYjzFxXhVX7utDeerZSNzVD9oasL62RelEAUuvZToiy/YCcbQH5KSpHHKZMJ7BuDjg7VDGPh8fDw9oqEJ9R48Lk4fJdX0gGHDEKwo/i/cs84zaG7WyonmZk+PSD8Qtl91oCxjYNHb/YUomyh6L4v9v+jX/be/Yb9VUiLtPSNHwn4q/Abz58MGW1CA/X9LC/ZZjz4Ku4DJhHts2IB9Fu91+h68PJ4ihGF++HAYXw8cgEI8cyYW2qoqENZqRW1QIdwMBmwclyxBlKzFAidXQwOMbNdfD4Nsbi5qhB49iuM6O/FKhEnW0YEJ1tWFHgqvvAKPdG0txvP11zi2sBDOsuRkTD5vbzgahKBduBBZQCK7QDS4FpkRPf3tXJtU3/DyglHJ2xvGpMJCGKIUBdG2O3fCyLpuHYxS48ZJjtbXQ/iqjbQJCRDWBQWI5O7sBL/z8vDeZnPlqMjMmTMH80J8//TTGAuRK0fnz8e10tMlT198EYuFtzfGkZ+PHjndKbLM0cEHg0H2pyEiOngQTqOmJvCmowPG2XXrIPuSkrTZVyUlkGeBgfi8sRHHR0Uhq2HyZGQpREfj/MJCXGP/fsjAhx7CfX19oYzs2QOOE2mbn1qtuM7w4VKWZmWhL01ODhwLgYGoE63O5MrJwYb0rbdgmH70UenMXbXK/f+EeexZKIrkpKKAR19/jc9qa8GPmTOhuKr5GBaGZy8yW9RczM/H56GhWOfb2qAvVFbiHs89J4MM2tu7l6FPPUX0zDNa+blhA2TkOefguueei2uGhECurlqF68XFoW/U229jrALMt8EH4YAQcvP22yHjJk/WrvEFBXB8mkw4rqwMDrOAAOnoCg2V8tJiwXurFRvCzk5wu7ERGeW+vghUUBSszxMmgLPvvUeUmYnggGHD8JkzR0UFBJHdXVuL1wceQBRlVRUccA884CobmaP6QVMTuNCXTrD0dOh2ov8sg6EXeHtDj8vPx3rv7e3pEekHigKZLtYJls+egeCksOUwRwFfX22/JfH/YQwsgoKwFxIZeTprCeVRqANx2VHrGfR2fyGqr0VEyCDZ++6DHam+HvtzIgSvLlki7T13342e3gYD7PZLlkg7UVwc0csvw070n/9gf1Rfj70YO8D6B+wEO0W0t2OTb7cjo+uvf4UzQFGweQsIQIRDSgo2/cOHS+E2Zgy+Cw3FAiAUan9/or/8BcYqYVSoqwP5s7Nxr/R03D8jg+jnP0c2z4YN0mHxr39hbFdeiZJJ69ejbJe/P9GNN+L+u3drBa3BAANKWBgMzaGhEL5ms+f+v4zTh+BoZyfRPffAuHroEJ5tfDyMYiJbITVVuwCPGQPe5ObCGNXVBYdsdjZ40twMA5go9eWOoxs3ajm6aRM4unMnjLkffoisyJwcpH2PGCE5arW6ZkT4+cE5O2oUjCNms9aAyxi8EFzduxcG/DvvBF8PHoRDqbkZCrPg69ix4IHVCv5ERUHG+fpC1u7fj2sWFIAnsbGQ0888g2xYIVvNZsjglhZwWGSKGY1wwF19tZa/ovmpyYSsygsuIPr2W/AyJgbjXr8e183OJrrrLi2HLRY4wKqrsRE4fBhGXi6poz/Y7XB2Wq2Qc4KTeXmSk83NUFITEsAZwce4OGkIcuZiSAjW21tvhcNg8mQ4/ffskRtEwcGsLJRYdJahO3YQffUV5PnGjRhHUBDRDTdAllqtyGJMSAD/urrgXFDz7u23wTsurzl4IeSmyN6qqgKXOjuxxqvLt44ZAxkoODpmjOTZ7t24VlkZ1uGoKFxXyEpRzlVEpk6bhteNG4muugr8rKvDz/jxRP/9L+aIWkY2N0NGz5kDLk6dCn6uW4f7mM2So+efz7JxMKA/nGC+vkSTJqFB+P339911GYzThd2OffWFFxL98APKczMAdjLoA/wc3KOrC/rOsGHSpsEYeAwbBhuQyARjR4+Etzf2d8eP45Ud2PpFXJx0eikKMr1WrICtwNsbwbImk6y2NWECOP/mm7BRGY3Qn+++G3ZPYcOqrJQ+gWPH4Cw+cQKBgqGhvF/va7AT7BRRXw/DQH09vLnt7TC0Ggww0ItSg21tEPIVFTDYi3qfycn4zrlfSGUl0RNPoASMKFETF4fz2tpg0BI9bI4c0abPOhwwYNx9N5TzAwdwz2PHpGEtLAzGBXVd8//+F4a49nY4GoQDjCfb4IXdjmfrzFHhmD16FAqIKK81YgSUwpAQCHDB0fZ22eNG8DQ7G8bgu+6SHK2pwfknTkiONja652hHhywdJ4R6UxPRFVdIjublaR0P//kPONrVBUNdcjKOY46eGaivB4cUBU5QZ76Kcq+Cr35+MPTW1kK5KCkBl4jgOEtMRJaWWra+/jqcwfPna3mbn0+0fLmUr8XFUECKilz5SwTn2113wRFx4AC+Ew6Q9etxjMgacuZwdDSygHx8MMfOPpt5rFdUV8Px9de/Qnl1x0mRQePlBVkbEoI1vbYWz/rIEegFzlz8+GN8V1YmefWPf6AEmNUqs7UKC93LUMHVlha8T0zEfbq6wCdR2rauDmv/Dz8w785E1NZKjnZ0EC1YgLU5JATyS2QrjBkDPr/4Is6ZNEnWtG9tBXfVa/zu3chQfeQRyc9770XvO0XpeY0PCYE+MWcOeLdvH75bsADyMDTUPT/NZnCZOTp40B9OMCI4Gj7/nJ1gDH3h2DGibdugD/z1r3jPAI4exZrS1YVgDG9vqZMzBg5FRZDHHR14DiLDe6hDZCrW1+N/4q78PKP/ITJFxSsHOUkcOoQEhsRErDGbN3Ogt15hsWB/lJqKYL5339W2lAkMxP6ouRlBgosX43ejEft2ux02z7Vr8ZmvL/SJjg7Y4ENCcNxNN2E/9O23mDMiQ81ux55OtEey27UlHHnf1DuwE+wUYLeDqNOnI4p1+HCQOSEBQis4GBv5xkYQOy0Nv99+OxxcPj5E5eUguLoXQ0EBMhzq6mRzPpsNBtoDBzBBbrwRn2dkYJLcdx/G0NICo9sf/oDreHvDKNbUBIOEqGNuMGCc6rrmogcYl5g5c2CzwWDrzNG6OnBmxw4888xMGMXa2xEl/vzzUJzPOw8G2q4ucFXN06NHYdASZefq6lBKsaICx954I3j85Zdajra24pxbb4Ww3rUL925oAO/UHE1M1DoemKNnNkTvRJsNTgJnvj72GJ5/djY+MxqRWZWcjPKCnZ2QeUeOwOB76JCrbDWbkaHr3MA7MVHLXZGps327e/7OnQulRJSWnTMHGWbqhqrdcZgIfwent+sfBQVwKMyYTVAM0QAAIABJREFU4V6GPv44OCMcp7GxcEg8/zzWXaMRXBM9OIkkF6+/nmjrVtkk2mYjuuUWGDDKyuCs9fFBgIo7Dt55p1aGEkHvENxTl2YUfeeYd2ceCgvB0d/9DhGGzz2H8pwJCdg0BQRgjT96FI6quXNxTG4ujA+dndBnndf4oiJ8r5aVzc24Tm/WeCEjvbwg91paILsdDlfZKPhJxBwdbGhqwvPuayfYpEmIoBWBBQyGHhAYCG7GxkIWZmZ6ekT6QViYrKTg5YVAHsbAIzycn4M7lJVhnRIZYWVlrGd4Avn52EeJIPwtW9imIxAXh33c4cPSNsvQJ0TAtsEgq8Xk58v9fHs79kXvvw+bligHn5EBJ9fs2QjCLiuDHam2Fskvd90F+fTPf8pjiKBrGwywK5hMsieZzYaKMeogxtxcnlO9BTvBTgE2G8g6cyYMBXl5IJ/NholRVYXPg4Lw3bXXogeSomAiZGfDIGs2uxpjiWDQePddTJbqajjQQkJwTEgIJsXChbIZn8MBA8grr8DJFhcnMyTS01FSZtcuKO3Bwdhc5uTgb+DG4mcmysrgNK2pgQM1NlZGKNx9Nz4PC4Nhd/RoOKJWrgRfDAZEO4oMF5GFI3gaH49yILt24Sc7GwYxf38cGxICJ0R7uyyvSITsiRMnUA4uIQEcnTiROcqQGTG33QbZKRwHgq8VFcj2uugicCEvj+i66+B8Sk2F7E1NJfriC2TJJCe7l60vvQSjr+BtTAyMwo89JrkryiT6+Wn5m5yM4IeXXsJ8stsxjm++QXQhc/jMQlwc1tfuZGhZGXjy0kuo911XJ2Wojw8MZF5e7rn461+jdHF1Ndb5mhrI68hI2ci8urr3MvT3vwfX8vJw/TVrmHtDAfHx4Ojs2eBZVhZ4lpgIB1hDA9bz+HjopStXQi80GMA7EYXrvMZHR0Nn7er66Wt8ayvmRHw8+JmejntmZ8O5FhWF6+7eDZnO/By8aG7uHyfY8OFYz//5T8haBkMP8PVFAKEo5cWl5iT8/LD+iP+Nn5+nRzQ04eurfQ7MUYCdg/qAcxB+QoKnR6Qf+PmBlyxD9Q27XSarrFghe7v7+mLfffQo7PY7d+IZbtoEG1V0NJJSbr8d9gGTCXquCB6MiZGBgcJmRYTjQkNhV9q+XbbzEP3HRX8yIrwWF7MTrLdgJ9gpIC8PG/ynn0a/g8xM2Z9oxAiiTz9FJGxlJUgr+iWcOIHUR9H0vrlZ22S3sRHe3o4OTIJJk3C/jAxk3ixbBoNEaSnqhD71FNGf/oTzXnoJaZOvvCKNFCEhUIamTkW/kTFjEJ27YAGMDtHRHv03MvoREREwNEVFEV12GYxhzhydMwdcu/JKZByUlUl+2u04rqYG18rKwvexseDbiRPS4LpwIYxbRUXgu3AEeHuDixER0sB27BiMaT/+iDmk5uj+/czRoYr4eDzvp5+W8k3N17ffRu3ljg5w0mSC8+rIEdn3qLoafBs2DPwVsjUhAXK1uhrGNZE6vnAhOGw2Ez37rJa7wcFEL7yAdPeODoyxsRG9arZuhUFZ9HcymZjDZyJ8fbFpdidDQ0LAIW9v8HLxYgSgCBlaXY3sl6YmOA7U63xnJ5TeoiLwPi0N98vIQC34iAgoz6WlcIiZzeCgyQTn2auvusrQ994DJ1etwnVvvpm5NxTg5weOpqcjO3DFCqKzzoK8XLkS0YGidv0bb0AnFWv88OGQrRUVrmu80YhjEhPB15Ot8ZGRmBd1degX9q9/4fuoKPAzMxM68apVyCSLigI/RQYYY3CivzLBiIguvRQlEdkJxtAL1P1kTSbIQQbg7Q3ngr8/XrmfjWfgcGjLzbExFBg2TOsc5F5UnoGvLzt6TgZ/f0+PgNETqqshX9PTtW0O2tvxk5KCPXtwMPZOTz8Ne8CwYQgMfOstlIk/7zzstVpbsR8bPpzou+/w/J98UtoERo/Gd+edp72f2aytHKeu7sboHdgJdgpISoJXt6oKhrDKSiyu1dUg7P33w+AlHFGtrTBG7NyJqO116zBRRAPomBgYHL78EkarhgYsDLt3w6MbHU20ejWOIZKNE6+5Bo4OiwWLSn09jrVYMNFEhG5cHBRSs5kjbocKgoPBo6wsRGx/+CE4UlICztxzD4z6I0Yg66utTZazqKuDIe2TT9D/KC0Nr15eaPbY1ibLHFksKAFaXAzO2u3gdXAwHAJxcTjXasUCkJYme3/cdhuEfFkZ7iv6gzFHhxY6O2X2YXk55Ok330i+Hj+OPl6trbLXYlMTHLEBAQgOUJdSNJvB8auvBs8aGiB729txv/Z2GF8Fb4UCUVWFOZGUhHlz661wFK9YgQy0v/8dToeYGCglFRVwgDCHz0yI0gPZ2cgE++gjcFJEXNlscNZ6e0OeqmWozUa0dy+cC7W1yAAX6/wPP4CTcXGITlWv80Tg7rBh4HtTE9Ef/wgO7t0ro8m6k6Hh4Vxjf6jAbofsbG+Hw7ShAXxZvRoy6N575QbrjTdwTGSk7EN71llwSkVGatf4b76BHPTxgYyNjHRd4318YMDYtQuy9OWX0W+sqAhzIiYG13LmZ0QE9+I4kyDKrfeHE0ysufX13NOGoQ+oe3XX1clMa4YMUDt+HK/sfPEMHA68iuA98X6og/st6QPHj8PuKTLyMjP5OQiUlUG/bmrCvlLYbRn6grAVObc58PVF0LXDgTXQasW+SdiE0tNlALWwz4sgQocDzrLbboOfwOFAKcUvv4R9QSTTiPuVlKDsYWEhbAK5udqeYIzegVunnQI6OkDixESQWqQw1tZCmLe3y7THe++FYDvvPBBUlDKsqoK3NzMTDXa3b4fSWFUF0tfXYxIYjdLRNXkyjjl0CJPknnvwKt5v3izJHxoKg0N0tMzEYQwd2GxYQBUFxq6nn4ZADghARMGcOSjX6e0NI2tzszal9tAhcCYwEA6BN9+EcSwgAMeuXYvIhqoqnJeQACNadDTRwYMwtKn5mZJCdO65ckE3m1Hys7MTpRUjI7mR41BFbS0UimHDwJ+0NGS55uRARoqsG19fmZ3z9NPguL8/jLx1dZCXCxfCeeHvD76++Sb4O3w4DLjz5iFDQRjtROk5b2/ce/x4KDNz50Lerl+P4+PicF+1jLVYYHBmDp+Z6OoCL7q6iM45R3LSbJYN4L29IeO8vbUy1OFAJqC/P3ixfTvW+cxMbHC+/BK6QGMj7iXWeZMJa3xBAZRhNQdTU7X8Yxk6tFFfj+c9fDgc9//zP+BCTY2UmSdOgFu33oo1urBQu8ZHRso1ftkyyEw/P2zM5s3D+u5ujS8tRaCXkJOffw499/zzJUeZn2c+mpqgE/YHRoyAseyDD/rn+gzGT4Xo4UkkS8MzgMOHoQvNno3Xw4c9PaKhicJC/P/vuAOvhYWeHpE+EB0t+y0FB3OVBE+htBQ6al0dXktLPT0i/SAkBO1zfvc7vHI/VH0iLEz2NSbC65gxkCknTsDeb7ejTcLYsQju3rMHeyki8L64WFaUKyiA3eqbb3AN8dxDQrCPOnIEwYbOuofFgmAxsxl2g4suwivvs3oPzgQ7BTgc+PHxQYR2RwcyES69FMYyg0GWNXzySSy4zz2Hc00mog0biJYvhxNh4kR8HhqKzd7Pfw4CZ2Wh1KJzo7thw2AMU9fUTU2FQUQdMeDlheM5Gmtows9P8rSrC46Fujo4ZW+8EXysrITxVnBUGGEFrxwO8HjyZER3NzXB+fXb30qOqtNzBUcTE7X8TE/H8T4+cnzMT4ZASQlKcLW1Qb4ZDFL23XILyiFFRyPLIDAQHBSl6dLT8V7w9uhRKCHt7VreZmRA1gYHQ5kQTUXdNRIVNcodDqlsrFnDMnYowssLRnyHA+uswYBSb5GRUF6ffhrcqq+Ho1QtQ48eBadrasDj+npcMyMD63xWFqIi1SUVBA+dOSj6fzH/GAJiPbXb4Wy67TbooWedRfT889JZNWwY0WuvgYsJCZKfISEIKmhpAUcXLECgTHAwOFpSgk2WOzkZGSmdaYKjiYmynyIR83MooKmpf5/v1KnYF/35z/13Dwajt2hp0Zbyamnx9Ij0A+d9n7qnCWPgIEpkq3t4M7Q9nuPiuAyfpyACCZifrvDzg+7NHNU36usRpCX6HCckwN7/8MMIHqypIXr8cVTaEOUMnfsup6YS3XUXbLGiutGOHehzn5GB4O6EBBzT1YUAb+7z3fdgJ9gpICAABoXaWmTTlJdLo1dlJQywQUEg9tVXE338MZTl+fNl75qaGkSO19TgmqKMwOefg+BFRe4b3YlJJEqFxcdjkqxf72rMZQxdnDiB16YmCGzBpcxM9DnKzpZl4G6+mWjRInwujF8TJshMBRENTgTB/MUXMJR114wxIgLCWmwU33oLWRAhIcxPhiuEAhEQgMVeLfu++45oyRL07ho5UioPFgtKfNXUoN9NRgb6zY0bh4yE5mYtb1tacK3AQGTnFBR030jUYtHy198fhmXRi4w5PDSgKFjLxVpfVwfD/qhRUERzc6UjduNGRNyqZeikSdAJqqqQHSvQ3AwHmN3uWl5J8NCZg0uWEL3+OvOPIdHZiZ/qajjASkrAoaIicCYvDzLVZIIe+s474LPgZ0wMsmlFae+dO3Fd0bvTatVmjjnz02iUPWpZDx2aEOUQ+wsTJqDf8ZEjqCbAYHgSgYHgpAiu4p5gEj4+WgehOuiRMbBYt06u8Qygvl62EjGZ8J5Lhw88ampkieyoKLzn3rCAKF3q66t9z9AXzGYEavv6wnE1Ywb6yj/8MPZFJhNsAvX12CuVlUHWZGZCLptMsKVu2ED02GNyD9bVRfTVV2g7s3Mngm7ffhv7qYgIXO+iizz9159Z0EXS3LZt22jGjBl01VVX0cqVK90es3jxYpo+fTr94he/oINqi5IH4OWFjX9oKAjv7w9SNzRAmI8ahf4IxcUwfnl7Q3kuLER2wiOPoHeHczplXByidu12GbGr/k7c22xG5sSll2JCrV+P74SRgsGoroZDNihIW8JDUSC4U1MlR3/4AccIfoqSchaLK0dF1E5QkHv+EmFOREcTXX455skLL8hmvcxPhjMMBry2tyNjRjhnxXeKgs8EX+vqUMpL8DorC6UDUlLAWZGN6I63o0ZBbqvv4dxIVM3f6GiUzxDBCszhoQMhQ0eOlHxxOMDD+His6UVF4MY998hyc0KGKgqMEM5cS0jAGu/v33sZ+vrr+Jz5xxDw84NBx2wmeuUVyTMvL1eZefAg+BoQAFl5zz14Ff27nDkaHw+ud8dPoYfGxbEeOpTR304woxF9XFat6r97MBi9RVAQ9M3ly/EaFOTpEekHeXkoyztvHl7z8jw9oqGJoiJUvZg7F69FRZ4ekT4wciR08zlzZJUQxsDDbIbuOXcuXrnnlQSXMh0csFjQy/vLLxH0cegQ9vVlZUR/+AOCQT7/HLqx6AeWmYmy8LNno7rGwYNEycmw5YsKMueeS/TppwhiaG3FPRobIbN4rvQPPJ4J5nA4aNGiRbR69Woym800a9Ysmjp1KiWqcum3bt1KJSUl9O2331Jubi499dRT9Nlnn3lszB0dcHaVlcEIsWABIhs6OmA0Gz4c5WiMRmS/3HEH0XvvyajZxESZ/qiO9hY9vIhggOhNozthvBApltykl0EELikKUUUFXkX09znngIPDh8M55e2NrK6nnoLgFlHkEREQ3g0Np8dR5ifjZGhvBz8aG6EY1NZq+XroEEoiLVmC4wWfli7VcjM8HN9bLD3zVhzT20aizOGhiYgIOKvq67UZNOecA65mZOA4kwnRYM58FFGmRiMMZmVl+NxikTW7WYYyTgdBQciSSU2VEbYdHa4yU62HZmZKPdRikb1n3XGU9VBGT2hqgjO/PzFjBoIKFi/m7BKGZ5GbSzRzJtFNN6FEdkYGggAYMAKKnksi2Icx8IiN1ZZDjI319Ij0AX9/6Dj5+XDS9ve6xXCPjg5txmhHh6dHpB8kJGjnLstQfUJd6r20FM9s3jzoBAUF0A/eeQfPsakJ36eny2QAUdFowwbotGFhuG5xMRxjNTVEDzyAUonNzcgOi4riEoj9AY87wfbu3UuxsbEUGRlJRETXXHMNbdq0SeME27RpE/3yl78kIqLzzjuPWlpaqK6ujkwiRHWAITIXIiORxiiiv8ePB1nT0/H95ZfDKFZYiCjciAitcSA0FD/uGnT2tp/CTzHmMoYOgoLgCLBYYMidOBEC2N+f6PvvXTlaXAzOTZmibap4uhxlfjJOBj8/cCg0VGbIXHaZlq9ffQWj7q23gq8//ogShbW14LAaXl4981Yc09t+NczhoQlfX5RCDA7G+7Q0LScnTiS65BJkwLS2ghu+vq58FM4wd7XvWYYyThU1NfiJj4eT4OOPwVFRosNZZubkuNdDvby65yjroYye0NSEgKr+RGIi+PfZZyjdzWB4CvHxqNbyzjvcz8YZohyiWAPYYe0Z+PhAJxXl5vg5AJ2d2C96e+OVyzV7Br6+KBUfE4OgwsxMT49IPxAytKgIawvPXf1DtH8pKoIdYNs2OLqCgtBm5uGH4R9IT5ffjR6NLLFly4hWrECFog8+wJzw9UU5+qVLce7q1Syr+hMed4JVV1dThKowb3h4OO3bt09zTE1NDVlUu+rw8HCqrq72mBOMCAupKEWzZw8cXdHRIL7Vqo02GTMGkbbGfvhvc/NxhjvY7eBoZyeMFNnZ4GhMjCtHAwKgLPv6ah1gfQHmJ+NkCA1Fzy5vb/CypkYGD0RFga85OZKvDgeycT75hOg3v+n/8TGHhyaGDUOU4vHjiOQSTXDFOi+iSsPCZInD/igNxvxjuENAADjqcBB99BGctSLCNiDAVWamp0MXYD2U0Vdobu5/JxgR0S9+QfS3v7ETjOFZCLkqshgCAjw9Iv1gxAhkzPv5YT3ozzKpjO4xYgR00uPH8crPAQgMxP+jrQ2vgYGeHtHQRGAg+h0JGcrPQULI0GHDWIYOFojWBRYLWigIB6aXFxxZlZWwHRQXQ184cQLP18cHvZynToVd1mjEOX5+8BkUFsIBxgGF/QuPO8H6EpmZmZSVldXv9wkMxELa1QVBnpICI1hbG4y5QUFoXldfDyJbLLKvAkP/cObRxIkTadKkSf1y7f6Cry/KIDY3o1zS2LFIs21uBkf9/dHguakJ5StiYmRKLkP/OBM4KiAWfgFFgULgLFMvvhhl6Ox2yN3f/pYVBL3iTOCntzfkZFcX0YEDWOfHjIGiK3qBpqaCi6KHYn84GBj9g8HOURE80NGBjVVZGTbNMTGISBR6aE0NssJDQ7mHzWCC3vnpcKAShr9//5c0uuQSorfeggMiNbV/78XoPfTO0b7GsGGQuaGh8j0DsNvxKgIhxHtPYqjxkwiBr0TS5iTeD3U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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edccf0b518>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 31,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# import graph objects as \"go\"\n",
        "import plotly\n",
        "import plotly.plotly as py\n",
        "import plotly.graph_objs as go\n",
        "\n",
        "plotly.tools.set_credentials_file(username='QuantPython', api_key='bWmf0mKJlNViBrOjDQbE')\n",
        "\n",
        "trace = go.Candlestick(x=dataset.index,\n",
        "                       open=dataset.Open,\n",
        "                       high=dataset.High,\n",
        "                       low=dataset.Low,\n",
        "                       close=dataset.Close)\n",
        "data = [trace]\n",
        "py.iplot(data, filename='simple_candlestick')"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 32,
          "data": {
            "text/html": [
              "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~QuantPython/2.embed\" height=\"525px\" width=\"100%\"></iframe>"
            ],
            "text/plain": [
              "<plotly.tools.PlotlyDisplay object>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 32,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "x = dataset['Low']\n",
        "y = dataset['High']\n",
        "z = dataset['Adj Close']\n",
        "\n",
        "trace1 = go.Scatter3d(\n",
        "    x=x,\n",
        "    y=y,\n",
        "    z=z,\n",
        "    mode='markers',\n",
        "    marker=dict(\n",
        "        size=12,\n",
        "        color=z,                # set color to an array/list of desired values\n",
        "        colorscale='YlGnBu',   # choose a colorscale\n",
        "        opacity=0.8\n",
        "    )\n",
        ")\n",
        "\n",
        "data = [trace1]\n",
        "layout = go.Layout(\n",
        "    margin=dict(\n",
        "        l=0,\n",
        "        r=0,\n",
        "        b=0,\n",
        "        t=0\n",
        "    )\n",
        ")\n",
        "fig = go.Figure(data=data, layout=layout)\n",
        "py.iplot(fig, filename='3d-scatter-colorscale')"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 33,
          "data": {
            "text/html": [
              "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~QuantPython/4.embed\" height=\"525px\" width=\"100%\"></iframe>"
            ],
            "text/plain": [
              "<plotly.tools.PlotlyDisplay object>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 33,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from bokeh.io import show, output_notebook\n",
        "from bokeh.plotting import figure\n",
        "\n",
        "output_notebook()\n",
        "\n",
        "# create a new line chat with a title and axis labels\n",
        "p = figure(plot_width=400, plot_height=400)\n",
        "p.line(dataset.index, dataset['Adj Close'])\n",
        "\n",
        "# show the results\n",
        "show(p)"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "    <div class=\"bk-root\">\n",
              "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
              "        <span id=\"512fc507-65bf-43a8-8b30-4e669eaf9464\">Loading BokehJS ...</span>\n",
              "    </div>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"512fc507-65bf-43a8-8b30-4e669eaf9464\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n    }\n    finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.info(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(js_urls, callback) {\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = js_urls.length;\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var s = document.createElement('script');\n      s.src = url;\n      s.async = false;\n      s.onreadystatechange = s.onload = function() {\n        root._bokeh_is_loading--;\n        if (root._bokeh_is_loading === 0) {\n          console.log(\"Bokeh: all BokehJS libraries loaded\");\n          run_callbacks()\n        }\n      };\n      s.onerror = function() {\n        console.warn(\"failed to load library \" + url);\n      };\n      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.getElementsByTagName(\"head\")[0].appendChild(s);\n    }\n  };var element = document.getElementById(\"512fc507-65bf-43a8-8b30-4e669eaf9464\");\n  if (element == null) {\n    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '512fc507-65bf-43a8-8b30-4e669eaf9464' but no matching script tag was found. \")\n    return false;\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.13.0.min.js\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.css\");\n    }\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"512fc507-65bf-43a8-8b30-4e669eaf9464\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(js_urls, function() {\n      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));",
            "application/javascript": [
              "\n",
              "(function(root) {\n",
              "  function now() {\n",
              "    return new Date();\n",
              "  }\n",
              "\n",
              "  var force = true;\n",
              "\n",
              "  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
              "    root._bokeh_onload_callbacks = [];\n",
              "    root._bokeh_is_loading = undefined;\n",
              "  }\n",
              "\n",
              "  var JS_MIME_TYPE = 'application/javascript';\n",
              "  var HTML_MIME_TYPE = 'text/html';\n",
              "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
              "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
              "\n",
              "  /**\n",
              "   * Render data to the DOM node\n",
              "   */\n",
              "  function render(props, node) {\n",
              "    var script = document.createElement(\"script\");\n",
              "    node.appendChild(script);\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when an output is cleared or removed\n",
              "   */\n",
              "  function handleClearOutput(event, handle) {\n",
              "    var cell = handle.cell;\n",
              "\n",
              "    var id = cell.output_area._bokeh_element_id;\n",
              "    var server_id = cell.output_area._bokeh_server_id;\n",
              "    // Clean up Bokeh references\n",
              "    if (id != null && id in Bokeh.index) {\n",
              "      Bokeh.index[id].model.document.clear();\n",
              "      delete Bokeh.index[id];\n",
              "    }\n",
              "\n",
              "    if (server_id !== undefined) {\n",
              "      // Clean up Bokeh references\n",
              "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
              "      cell.notebook.kernel.execute(cmd, {\n",
              "        iopub: {\n",
              "          output: function(msg) {\n",
              "            var id = msg.content.text.trim();\n",
              "            if (id in Bokeh.index) {\n",
              "              Bokeh.index[id].model.document.clear();\n",
              "              delete Bokeh.index[id];\n",
              "            }\n",
              "          }\n",
              "        }\n",
              "      });\n",
              "      // Destroy server and session\n",
              "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
              "      cell.notebook.kernel.execute(cmd);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when a new output is added\n",
              "   */\n",
              "  function handleAddOutput(event, handle) {\n",
              "    var output_area = handle.output_area;\n",
              "    var output = handle.output;\n",
              "\n",
              "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
              "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
              "      return\n",
              "    }\n",
              "\n",
              "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
              "\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
              "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
              "      // store reference to embed id on output_area\n",
              "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
              "    }\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
              "      var bk_div = document.createElement(\"div\");\n",
              "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
              "      var script_attrs = bk_div.children[0].attributes;\n",
              "      for (var i = 0; i < script_attrs.length; i++) {\n",
              "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
              "      }\n",
              "      // store reference to server id on output_area\n",
              "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
              "    }\n",
              "  }\n",
              "\n",
              "  function register_renderer(events, OutputArea) {\n",
              "\n",
              "    function append_mime(data, metadata, element) {\n",
              "      // create a DOM node to render to\n",
              "      var toinsert = this.create_output_subarea(\n",
              "        metadata,\n",
              "        CLASS_NAME,\n",
              "        EXEC_MIME_TYPE\n",
              "      );\n",
              "      this.keyboard_manager.register_events(toinsert);\n",
              "      // Render to node\n",
              "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
              "      render(props, toinsert[toinsert.length - 1]);\n",
              "      element.append(toinsert);\n",
              "      return toinsert\n",
              "    }\n",
              "\n",
              "    /* Handle when an output is cleared or removed */\n",
              "    events.on('clear_output.CodeCell', handleClearOutput);\n",
              "    events.on('delete.Cell', handleClearOutput);\n",
              "\n",
              "    /* Handle when a new output is added */\n",
              "    events.on('output_added.OutputArea', handleAddOutput);\n",
              "\n",
              "    /**\n",
              "     * Register the mime type and append_mime function with output_area\n",
              "     */\n",
              "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
              "      /* Is output safe? */\n",
              "      safe: true,\n",
              "      /* Index of renderer in `output_area.display_order` */\n",
              "      index: 0\n",
              "    });\n",
              "  }\n",
              "\n",
              "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
              "  if (root.Jupyter !== undefined) {\n",
              "    var events = require('base/js/events');\n",
              "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
              "\n",
              "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
              "      register_renderer(events, OutputArea);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  \n",
              "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
              "    root._bokeh_timeout = Date.now() + 5000;\n",
              "    root._bokeh_failed_load = false;\n",
              "  }\n",
              "\n",
              "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
              "     \"<div style='background-color: #fdd'>\\n\"+\n",
              "     \"<p>\\n\"+\n",
              "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
              "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
              "     \"</p>\\n\"+\n",
              "     \"<ul>\\n\"+\n",
              "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
              "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
              "     \"</ul>\\n\"+\n",
              "     \"<code>\\n\"+\n",
              "     \"from bokeh.resources import INLINE\\n\"+\n",
              "     \"output_notebook(resources=INLINE)\\n\"+\n",
              "     \"</code>\\n\"+\n",
              "     \"</div>\"}};\n",
              "\n",
              "  function display_loaded() {\n",
              "    var el = document.getElementById(\"512fc507-65bf-43a8-8b30-4e669eaf9464\");\n",
              "    if (el != null) {\n",
              "      el.textContent = \"BokehJS is loading...\";\n",
              "    }\n",
              "    if (root.Bokeh !== undefined) {\n",
              "      if (el != null) {\n",
              "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
              "      }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(display_loaded, 100)\n",
              "    }\n",
              "  }\n",
              "\n\n",
              "  function run_callbacks() {\n",
              "    try {\n",
              "      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
              "    }\n",
              "    finally {\n",
              "      delete root._bokeh_onload_callbacks\n",
              "    }\n",
              "    console.info(\"Bokeh: all callbacks have finished\");\n",
              "  }\n",
              "\n",
              "  function load_libs(js_urls, callback) {\n",
              "    root._bokeh_onload_callbacks.push(callback);\n",
              "    if (root._bokeh_is_loading > 0) {\n",
              "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
              "      return null;\n",
              "    }\n",
              "    if (js_urls == null || js_urls.length === 0) {\n",
              "      run_callbacks();\n",
              "      return null;\n",
              "    }\n",
              "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
              "    root._bokeh_is_loading = js_urls.length;\n",
              "    for (var i = 0; i < js_urls.length; i++) {\n",
              "      var url = js_urls[i];\n",
              "      var s = document.createElement('script');\n",
              "      s.src = url;\n",
              "      s.async = false;\n",
              "      s.onreadystatechange = s.onload = function() {\n",
              "        root._bokeh_is_loading--;\n",
              "        if (root._bokeh_is_loading === 0) {\n",
              "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
              "          run_callbacks()\n",
              "        }\n",
              "      };\n",
              "      s.onerror = function() {\n",
              "        console.warn(\"failed to load library \" + url);\n",
              "      };\n",
              "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
              "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "    }\n",
              "  };var element = document.getElementById(\"512fc507-65bf-43a8-8b30-4e669eaf9464\");\n",
              "  if (element == null) {\n",
              "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '512fc507-65bf-43a8-8b30-4e669eaf9464' but no matching script tag was found. \")\n",
              "    return false;\n",
              "  }\n",
              "\n",
              "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.13.0.min.js\"];\n",
              "\n",
              "  var inline_js = [\n",
              "    function(Bokeh) {\n",
              "      Bokeh.set_log_level(\"info\");\n",
              "    },\n",
              "    \n",
              "    function(Bokeh) {\n",
              "      \n",
              "    },\n",
              "    function(Bokeh) {\n",
              "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.css\");\n",
              "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.css\");\n",
              "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.css\");\n",
              "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.css\");\n",
              "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.css\");\n",
              "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.css\");\n",
              "    }\n",
              "  ];\n",
              "\n",
              "  function run_inline_js() {\n",
              "    \n",
              "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
              "      for (var i = 0; i < inline_js.length; i++) {\n",
              "        inline_js[i].call(root, root.Bokeh);\n",
              "      }if (force === true) {\n",
              "        display_loaded();\n",
              "      }} else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(run_inline_js, 100);\n",
              "    } else if (!root._bokeh_failed_load) {\n",
              "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
              "      root._bokeh_failed_load = true;\n",
              "    } else if (force !== true) {\n",
              "      var cell = $(document.getElementById(\"512fc507-65bf-43a8-8b30-4e669eaf9464\")).parents('.cell').data().cell;\n",
              "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
              "    }\n",
              "\n",
              "  }\n",
              "\n",
              "  if (root._bokeh_is_loading === 0) {\n",
              "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
              "    run_inline_js();\n",
              "  } else {\n",
              "    load_libs(js_urls, function() {\n",
              "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
              "      run_inline_js();\n",
              "    });\n",
              "  }\n",
              "}(window));"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n\n\n\n\n\n",
              "  <div class=\"bk-root\" id=\"f54260d0-78cf-4a90-aa4b-2f092f682582\"></div>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.bokehjs_exec.v0+json": "",
            "application/javascript": [
              "(function(root) {\n",
              "  function embed_document(root) {\n",
              "    \n",
              "  var docs_json = 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id\":\"f80028b3-515d-4819-9c1e-9ed3141152f0\",\"type\":\"BoxAnnotation\"},{\"id\":\"eba0932c-57b3-4d3e-ac3a-2d14ef9034fe\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"b1205ad7-52ff-472d-ad3d-3c300b9701ad\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"be76aa48-d4e9-4944-af64-683553978047\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"fd06d555-9c7f-4cdb-bc29-d11dee17e38f\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"ecde034d-a4ce-4443-9e33-acf52a355347\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"c259642b-f4e3-402b-8086-91ba3e69f063\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"5a071c7d-741c-4682-a370-4e0ab121fe73\",\"type\":\"LinearScale\"}},\"id\":\"bf01c7ec-f94c-4e34-a11c-aa07abd1e6a3\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"b8eef0fa-771c-4f49-b10d-546269d7a357\",\"type\":\"BasicTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"ce749074-6bc6-4cd4-ae6c-05726345ff4c\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"bf01c7ec-f94c-4e34-a11c-aa07abd1e6a3\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"e41b464d-8fe1-40d8-a1b9-d353b4ad7971\",\"type\":\"BasicTicker\"}},\"id\":\"91dc4f44-b8b9-4f36-9ff4-3c98429725ec\",\"type\":\"LinearAxis\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"bf01c7ec-f94c-4e34-a11c-aa07abd1e6a3\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"e41b464d-8fe1-40d8-a1b9-d353b4ad7971\",\"type\":\"BasicTicker\"}},\"id\":\"7b56bff2-d84e-44be-a77c-bfc34aa88c17\",\"type\":\"Grid\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"f80028b3-515d-4819-9c1e-9ed3141152f0\",\"type\":\"BoxAnnotation\"}],\"root_ids\":[\"bf01c7ec-f94c-4e34-a11c-aa07abd1e6a3\"]},\"title\":\"Bokeh Application\",\"version\":\"0.13.0\"}};\n",
              "  var render_items = [{\"docid\":\"36538ff7-e3ea-421f-8c59-6cca0ed5e090\",\"roots\":{\"bf01c7ec-f94c-4e34-a11c-aa07abd1e6a3\":\"f54260d0-78cf-4a90-aa4b-2f092f682582\"}}];\n",
              "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
              "\n",
              "  }\n",
              "  if (root.Bokeh !== undefined) {\n",
              "    embed_document(root);\n",
              "  } else {\n",
              "    var attempts = 0;\n",
              "    var timer = setInterval(function(root) {\n",
              "      if (root.Bokeh !== undefined) {\n",
              "        embed_document(root);\n",
              "        clearInterval(timer);\n",
              "      }\n",
              "      attempts++;\n",
              "      if (attempts > 100) {\n",
              "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\")\n",
              "        clearInterval(timer);\n",
              "      }\n",
              "    }, 10, root)\n",
              "  }\n",
              "})(window);"
            ]
          },
          "metadata": {
            "application/vnd.bokehjs_exec.v0+json": {
              "id": "bf01c7ec-f94c-4e34-a11c-aa07abd1e6a3"
            }
          }
        }
      ],
      "execution_count": 34,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Create a blank figure with labels\n",
        "p = figure(plot_width = 600, plot_height = 600, \n",
        "           title = 'Stock Prices',\n",
        "           x_axis_label = 'X', y_axis_label = 'Y')\n",
        "\n",
        "# Example data\n",
        "squares_x = dataset['Open']\n",
        "squares_y = dataset['Adj Close']\n",
        "circles_x = dataset['Low']\n",
        "circles_y = dataset['High']\n",
        "\n",
        "# Add squares glyph\n",
        "p.square(squares_x, squares_y, size = 12, color = 'navy', alpha = 0.6)\n",
        "# Add circle glyph\n",
        "p.circle(circles_x, circles_y, size = 12, color = 'red')\n",
        "\n",
        "# Set to output the plot in the notebook\n",
        "output_notebook()\n",
        "# Show the plot\n",
        "show(p)"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "    <div class=\"bk-root\">\n",
              "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
              "        <span id=\"9330b644-b60b-4e9b-800e-528ad5b68a84\">Loading BokehJS ...</span>\n",
              "    </div>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"9330b644-b60b-4e9b-800e-528ad5b68a84\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n    }\n    finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.info(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(js_urls, callback) {\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = js_urls.length;\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var s = document.createElement('script');\n      s.src = url;\n      s.async = false;\n      s.onreadystatechange = s.onload = function() {\n        root._bokeh_is_loading--;\n        if (root._bokeh_is_loading === 0) {\n          console.log(\"Bokeh: all BokehJS libraries loaded\");\n          run_callbacks()\n        }\n      };\n      s.onerror = function() {\n        console.warn(\"failed to load library \" + url);\n      };\n      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.getElementsByTagName(\"head\")[0].appendChild(s);\n    }\n  };var element = document.getElementById(\"9330b644-b60b-4e9b-800e-528ad5b68a84\");\n  if (element == null) {\n    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '9330b644-b60b-4e9b-800e-528ad5b68a84' but no matching script tag was found. \")\n    return false;\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.13.0.min.js\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.css\");\n    }\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"9330b644-b60b-4e9b-800e-528ad5b68a84\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(js_urls, function() {\n      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));",
            "application/javascript": [
              "\n",
              "(function(root) {\n",
              "  function now() {\n",
              "    return new Date();\n",
              "  }\n",
              "\n",
              "  var force = true;\n",
              "\n",
              "  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
              "    root._bokeh_onload_callbacks = [];\n",
              "    root._bokeh_is_loading = undefined;\n",
              "  }\n",
              "\n",
              "  var JS_MIME_TYPE = 'application/javascript';\n",
              "  var HTML_MIME_TYPE = 'text/html';\n",
              "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
              "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
              "\n",
              "  /**\n",
              "   * Render data to the DOM node\n",
              "   */\n",
              "  function render(props, node) {\n",
              "    var script = document.createElement(\"script\");\n",
              "    node.appendChild(script);\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when an output is cleared or removed\n",
              "   */\n",
              "  function handleClearOutput(event, handle) {\n",
              "    var cell = handle.cell;\n",
              "\n",
              "    var id = cell.output_area._bokeh_element_id;\n",
              "    var server_id = cell.output_area._bokeh_server_id;\n",
              "    // Clean up Bokeh references\n",
              "    if (id != null && id in Bokeh.index) {\n",
              "      Bokeh.index[id].model.document.clear();\n",
              "      delete Bokeh.index[id];\n",
              "    }\n",
              "\n",
              "    if (server_id !== undefined) {\n",
              "      // Clean up Bokeh references\n",
              "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
              "      cell.notebook.kernel.execute(cmd, {\n",
              "        iopub: {\n",
              "          output: function(msg) {\n",
              "            var id = msg.content.text.trim();\n",
              "            if (id in Bokeh.index) {\n",
              "              Bokeh.index[id].model.document.clear();\n",
              "              delete Bokeh.index[id];\n",
              "            }\n",
              "          }\n",
              "        }\n",
              "      });\n",
              "      // Destroy server and session\n",
              "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
              "      cell.notebook.kernel.execute(cmd);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when a new output is added\n",
              "   */\n",
              "  function handleAddOutput(event, handle) {\n",
              "    var output_area = handle.output_area;\n",
              "    var output = handle.output;\n",
              "\n",
              "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
              "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
              "      return\n",
              "    }\n",
              "\n",
              "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
              "\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
              "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
              "      // store reference to embed id on output_area\n",
              "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
              "    }\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
              "      var bk_div = document.createElement(\"div\");\n",
              "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
              "      var script_attrs = bk_div.children[0].attributes;\n",
              "      for (var i = 0; i < script_attrs.length; i++) {\n",
              "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
              "      }\n",
              "      // store reference to server id on output_area\n",
              "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
              "    }\n",
              "  }\n",
              "\n",
              "  function register_renderer(events, OutputArea) {\n",
              "\n",
              "    function append_mime(data, metadata, element) {\n",
              "      // create a DOM node to render to\n",
              "      var toinsert = this.create_output_subarea(\n",
              "        metadata,\n",
              "        CLASS_NAME,\n",
              "        EXEC_MIME_TYPE\n",
              "      );\n",
              "      this.keyboard_manager.register_events(toinsert);\n",
              "      // Render to node\n",
              "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
              "      render(props, toinsert[toinsert.length - 1]);\n",
              "      element.append(toinsert);\n",
              "      return toinsert\n",
              "    }\n",
              "\n",
              "    /* Handle when an output is cleared or removed */\n",
              "    events.on('clear_output.CodeCell', handleClearOutput);\n",
              "    events.on('delete.Cell', handleClearOutput);\n",
              "\n",
              "    /* Handle when a new output is added */\n",
              "    events.on('output_added.OutputArea', handleAddOutput);\n",
              "\n",
              "    /**\n",
              "     * Register the mime type and append_mime function with output_area\n",
              "     */\n",
              "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
              "      /* Is output safe? */\n",
              "      safe: true,\n",
              "      /* Index of renderer in `output_area.display_order` */\n",
              "      index: 0\n",
              "    });\n",
              "  }\n",
              "\n",
              "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
              "  if (root.Jupyter !== undefined) {\n",
              "    var events = require('base/js/events');\n",
              "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
              "\n",
              "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
              "      register_renderer(events, OutputArea);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  \n",
              "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
              "    root._bokeh_timeout = Date.now() + 5000;\n",
              "    root._bokeh_failed_load = false;\n",
              "  }\n",
              "\n",
              "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
              "     \"<div style='background-color: #fdd'>\\n\"+\n",
              "     \"<p>\\n\"+\n",
              "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
              "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
              "     \"</p>\\n\"+\n",
              "     \"<ul>\\n\"+\n",
              "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
              "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
              "     \"</ul>\\n\"+\n",
              "     \"<code>\\n\"+\n",
              "     \"from bokeh.resources import INLINE\\n\"+\n",
              "     \"output_notebook(resources=INLINE)\\n\"+\n",
              "     \"</code>\\n\"+\n",
              "     \"</div>\"}};\n",
              "\n",
              "  function display_loaded() {\n",
              "    var el = document.getElementById(\"9330b644-b60b-4e9b-800e-528ad5b68a84\");\n",
              "    if (el != null) {\n",
              "      el.textContent = \"BokehJS is loading...\";\n",
              "    }\n",
              "    if (root.Bokeh !== undefined) {\n",
              "      if (el != null) {\n",
              "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
              "      }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(display_loaded, 100)\n",
              "    }\n",
              "  }\n",
              "\n\n",
              "  function run_callbacks() {\n",
              "    try {\n",
              "      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
              "    }\n",
              "    finally {\n",
              "      delete root._bokeh_onload_callbacks\n",
              "    }\n",
              "    console.info(\"Bokeh: all callbacks have finished\");\n",
              "  }\n",
              "\n",
              "  function load_libs(js_urls, callback) {\n",
              "    root._bokeh_onload_callbacks.push(callback);\n",
              "    if (root._bokeh_is_loading > 0) {\n",
              "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
              "      return null;\n",
              "    }\n",
              "    if (js_urls == null || js_urls.length === 0) {\n",
              "      run_callbacks();\n",
              "      return null;\n",
              "    }\n",
              "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
              "    root._bokeh_is_loading = js_urls.length;\n",
              "    for (var i = 0; i < js_urls.length; i++) {\n",
              "      var url = js_urls[i];\n",
              "      var s = document.createElement('script');\n",
              "      s.src = url;\n",
              "      s.async = false;\n",
              "      s.onreadystatechange = s.onload = function() {\n",
              "        root._bokeh_is_loading--;\n",
              "        if (root._bokeh_is_loading === 0) {\n",
              "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
              "          run_callbacks()\n",
              "        }\n",
              "      };\n",
              "      s.onerror = function() {\n",
              "        console.warn(\"failed to load library \" + url);\n",
              "      };\n",
              "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
              "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "    }\n",
              "  };var element = document.getElementById(\"9330b644-b60b-4e9b-800e-528ad5b68a84\");\n",
              "  if (element == null) {\n",
              "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '9330b644-b60b-4e9b-800e-528ad5b68a84' but no matching script tag was found. \")\n",
              "    return false;\n",
              "  }\n",
              "\n",
              "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.13.0.min.js\"];\n",
              "\n",
              "  var inline_js = [\n",
              "    function(Bokeh) {\n",
              "      Bokeh.set_log_level(\"info\");\n",
              "    },\n",
              "    \n",
              "    function(Bokeh) {\n",
              "      \n",
              "    },\n",
              "    function(Bokeh) {\n",
              "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.css\");\n",
              "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.13.0.min.css\");\n",
              "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.css\");\n",
              "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.13.0.min.css\");\n",
              "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.css\");\n",
              "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.13.0.min.css\");\n",
              "    }\n",
              "  ];\n",
              "\n",
              "  function run_inline_js() {\n",
              "    \n",
              "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
              "      for (var i = 0; i < inline_js.length; i++) {\n",
              "        inline_js[i].call(root, root.Bokeh);\n",
              "      }if (force === true) {\n",
              "        display_loaded();\n",
              "      }} else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(run_inline_js, 100);\n",
              "    } else if (!root._bokeh_failed_load) {\n",
              "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
              "      root._bokeh_failed_load = true;\n",
              "    } else if (force !== true) {\n",
              "      var cell = $(document.getElementById(\"9330b644-b60b-4e9b-800e-528ad5b68a84\")).parents('.cell').data().cell;\n",
              "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
              "    }\n",
              "\n",
              "  }\n",
              "\n",
              "  if (root._bokeh_is_loading === 0) {\n",
              "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
              "    run_inline_js();\n",
              "  } else {\n",
              "    load_libs(js_urls, function() {\n",
              "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
              "      run_inline_js();\n",
              "    });\n",
              "  }\n",
              "}(window));"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n\n\n\n\n\n",
              "  <div class=\"bk-root\" id=\"5be47697-819f-46de-8a29-7fc04cae4e15\"></div>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.bokehjs_exec.v0+json": "",
            "application/javascript": [
              "(function(root) {\n",
              "  function embed_document(root) {\n",
              "    \n",
              "  var docs_json = 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":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":12},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"fff44fde-1837-4b6c-94c2-52eabbd8066f\",\"type\":\"Square\"},{\"attributes\":{},\"id\":\"25077767-5942-4970-a320-1bb37a0866a7\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2201e381-197f-41b6-8808-6322e8259833\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"cca23b43-39ef-4484-8ab3-c103fe08eaa8\",\"type\":\"SaveTool\"},{\"attributes\":{\"source\":{\"id\":\"2b3ac4cd-d719-4b89-9ec7-e2b03d6ae98d\",\"type\":\"ColumnDataSource\"}},\"id\":\"e1752200-2071-47d5-8e11-5b3e42651edb\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"31b41f24-732a-483b-89bc-f32db7911f95\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"callback\":null},\"id\":\"12f4856d-8b45-409c-9ab7-5b8b23932445\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"b7fc8e3b-8379-4325-9f17-f4989e87b74d\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"axis_label\":\"Y\",\"formatter\":{\"id\":\"2201e381-197f-41b6-8808-6322e8259833\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"54703a53-a04e-4271-935f-c677a41b3dd7\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"88ab43d8-eec0-4bb1-9bc3-f96ca4588fc0\",\"type\":\"BasicTicker\"}},\"id\":\"97414566-14cb-46a3-9ca3-ad92cc947b95\",\"type\":\"LinearAxis\"},{\"attributes\":{\"fill_color\":{\"value\":\"red\"},\"line_color\":{\"value\":\"red\"},\"size\":{\"units\":\"screen\",\"value\":12},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"ffbd3110-f728-44e7-b4fd-1c28dfebf160\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":12},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2bb3055e-d54d-40c7-8bc9-81259c3e4f89\",\"type\":\"Circle\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"c76a5f93-ee07-42a4-b4ec-84edc859d87a\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"source\":{\"id\":\"22117c03-3f0e-4d8f-8dc5-3ad081e19320\",\"type\":\"ColumnDataSource\"}},\"id\":\"b428b559-292a-43c8-be8d-1b2ae4b41e10\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"49d8dba5-7014-45a8-b934-48cae69f7caa\",\"type\":\"BasicTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"22117c03-3f0e-4d8f-8dc5-3ad081e19320\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"ffbd3110-f728-44e7-b4fd-1c28dfebf160\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2bb3055e-d54d-40c7-8bc9-81259c3e4f89\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"b428b559-292a-43c8-be8d-1b2ae4b41e10\",\"type\":\"CDSView\"}},\"id\":\"4e55c1a0-8b2e-441e-9ea4-14bba6902df1\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"dfd7619e-55ca-4591-bfb4-1c1481dfc9ec\",\"type\":\"PanTool\"},{\"id\":\"2a483272-b2d8-4a0e-960f-bb3021f9abf6\",\"type\":\"WheelZoomTool\"},{\"id\":\"06b5ed9a-3a64-4ef0-a8ea-c2075aae0eb2\",\"type\":\"BoxZoomTool\"},{\"id\":\"cca23b43-39ef-4484-8ab3-c103fe08eaa8\",\"type\":\"SaveTool\"},{\"id\":\"5ac09c3a-75e6-419d-84ec-f3070fc85b5e\",\"type\":\"ResetTool\"},{\"id\":\"f9bd9d9f-3880-422c-90c8-f34cb7c3dcf6\",\"type\":\"HelpTool\"}]},\"id\":\"30924e37-5ef0-4844-90e1-d89dfb147142\",\"type\":\"Toolbar\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"54703a53-a04e-4271-935f-c677a41b3dd7\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"88ab43d8-eec0-4bb1-9bc3-f96ca4588fc0\",\"type\":\"BasicTicker\"}},\"id\":\"1ad986b4-7299-4f42-8b5a-0c0ae4517eb7\",\"type\":\"Grid\"},{\"attributes\":{\"plot\":null,\"text\":\"Stock Prices\"},\"id\":\"1e9c06a2-b8d8-4b28-9f7c-48b0c66c9d30\",\"type\":\"Title\"}],\"root_ids\":[\"54703a53-a04e-4271-935f-c677a41b3dd7\"]},\"title\":\"Bokeh Application\",\"version\":\"0.13.0\"}};\n",
              "  var render_items = [{\"docid\":\"ed21e802-917b-47b4-94b5-503da887e36d\",\"roots\":{\"54703a53-a04e-4271-935f-c677a41b3dd7\":\"5be47697-819f-46de-8a29-7fc04cae4e15\"}}];\n",
              "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
              "\n",
              "  }\n",
              "  if (root.Bokeh !== undefined) {\n",
              "    embed_document(root);\n",
              "  } else {\n",
              "    var attempts = 0;\n",
              "    var timer = setInterval(function(root) {\n",
              "      if (root.Bokeh !== undefined) {\n",
              "        embed_document(root);\n",
              "        clearInterval(timer);\n",
              "      }\n",
              "      attempts++;\n",
              "      if (attempts > 100) {\n",
              "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\")\n",
              "        clearInterval(timer);\n",
              "      }\n",
              "    }, 10, root)\n",
              "  }\n",
              "})(window);"
            ]
          },
          "metadata": {
            "application/vnd.bokehjs_exec.v0+json": {
              "id": "54703a53-a04e-4271-935f-c677a41b3dd7"
            }
          }
        }
      ],
      "execution_count": 35,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from mpl_toolkits import mplot3d\n",
        "\n",
        "# Plot 3d\n",
        "fig = plt.figure()\n",
        "ax = plt.axes(projection='3d')\n",
        "\n",
        "# Data for three-dimensional scattered points\n",
        "zdata = dataset['Adj Close']\n",
        "xdata = dataset['Low']\n",
        "ydata = dataset['High']\n",
        "ax.scatter3D(xdata, ydata, zdata, c=zdata, cmap='Greens')"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 36,
          "data": {
            "text/plain": [
              "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x1edd5fd2198>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edd48f09e8>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 36,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "x = dataset['Low']\n",
        "y = dataset['High']\n",
        "z = dataset['Adj Close']\n",
        "\n",
        "# Create plot\n",
        "fig = plt.figure()\n",
        "ax = fig.add_subplot(111, projection='3d')\n",
        "\n",
        "pnt3d=ax.scatter(x,y,z,c=z)\n",
        "cbar=plt.colorbar(pnt3d)\n",
        "\n",
        "ax.set_title('3d Plot')\n",
        "ax.set_xlabel('Low')\n",
        "ax.set_ylabel('High')\n",
        "ax.set_zlabel('Adj Close')\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edd1d11f28>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 37,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "fig = plt.figure()\n",
        "ax = fig.add_subplot(111, projection='3d')\n",
        "n = 100\n",
        "for c, m, zl, zh in [('r', 'o', -50, -25), ('b', '^', -30, -5)]:\n",
        "    x = dataset['Low']\n",
        "    y = dataset['High']\n",
        "    z = dataset['Adj Close']\n",
        "    ax.scatter(x, y, z, c=c, marker=m)\n",
        "\n",
        "ax.set_xlabel('Low')\n",
        "ax.set_ylabel('High')\n",
        "ax.set_zlabel('Adj Close')\n",
        "\nplt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edd5ed6940>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 38,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "x = dataset['Low']\n",
        "y = dataset['High']\n",
        "z = dataset['Adj Close']\n",
        "    \n",
        "fig = plt.figure()\n",
        "ax = fig.gca(projection='3d')\n",
        "ax.plot_trisurf(x, y, z, cmap='autumn', linewidth=0.2)\n",
        "plt.show()\n",
        "\n",
        "ax.set_xlabel('Low')\n",
        "ax.set_ylabel('High')\n",
        "ax.set_zlabel('Adj Close')\n",
        "\nplt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edd5f0c240>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 39,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "x = dataset['Open']\n",
        "y = dataset['Low']\n",
        "z = dataset['High']\n",
        "v = dataset['Adj Close']\n",
        "\n",
        "fig = plt.figure()\n",
        "ax = fig.add_subplot(111, projection='3d')\n",
        "#ax.plot_trisurf(x,y,z, edgecolor=\"gray\", color=\"None\")\n",
        "ax.scatter(x,y,z,c=v, s=100)"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 40,
          "data": {
            "text/plain": [
              "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x1edd6ff0ba8>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edd7060fd0>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 40,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig = plt.figure()\n",
        "ax = fig.add_subplot(111, projection='3d')\n",
        "\n",
        "x = dataset['Open']\n",
        "y = dataset['Low']\n",
        "z = dataset['High']\n",
        "v = dataset['Adj Close']\n",
        "\n",
        "ax.scatter(x, y, z, c=v, cmap=plt.hot())\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edd62f3dd8>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 41,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataset.head()"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 42,
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Increase/Decrease</th>\n",
              "      <th>Buy_Sell_on_Open</th>\n",
              "      <th>Buy_Sell</th>\n",
              "      <th>Return</th>\n",
              "      <th>Class</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2014-01-03</th>\n",
              "      <td>3.98</td>\n",
              "      <td>4.00</td>\n",
              "      <td>3.88</td>\n",
              "      <td>4.00</td>\n",
              "      <td>4.00</td>\n",
              "      <td>22887200</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.012658</td>\n",
              "      <td>Increase</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-06</th>\n",
              "      <td>4.01</td>\n",
              "      <td>4.18</td>\n",
              "      <td>3.99</td>\n",
              "      <td>4.13</td>\n",
              "      <td>4.13</td>\n",
              "      <td>42398300</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.032500</td>\n",
              "      <td>Decrease</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-07</th>\n",
              "      <td>4.19</td>\n",
              "      <td>4.25</td>\n",
              "      <td>4.11</td>\n",
              "      <td>4.18</td>\n",
              "      <td>4.18</td>\n",
              "      <td>42932100</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>0.012107</td>\n",
              "      <td>Decrease</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-08</th>\n",
              "      <td>4.23</td>\n",
              "      <td>4.26</td>\n",
              "      <td>4.14</td>\n",
              "      <td>4.18</td>\n",
              "      <td>4.18</td>\n",
              "      <td>30678700</td>\n",
              "      <td>0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>Decrease</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-09</th>\n",
              "      <td>4.20</td>\n",
              "      <td>4.23</td>\n",
              "      <td>4.05</td>\n",
              "      <td>4.09</td>\n",
              "      <td>4.09</td>\n",
              "      <td>30667600</td>\n",
              "      <td>0</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.021531</td>\n",
              "      <td>Increase</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            Open  High   Low  Close  Adj Close    Volume  Increase/Decrease  \\\n",
              "Date                                                                          \n",
              "2014-01-03  3.98  4.00  3.88   4.00       4.00  22887200                  1   \n",
              "2014-01-06  4.01  4.18  3.99   4.13       4.13  42398300                  1   \n",
              "2014-01-07  4.19  4.25  4.11   4.18       4.18  42932100                  0   \n",
              "2014-01-08  4.23  4.26  4.14   4.18       4.18  30678700                  0   \n",
              "2014-01-09  4.20  4.23  4.05   4.09       4.09  30667600                  0   \n",
              "\n",
              "            Buy_Sell_on_Open  Buy_Sell    Return     Class  \n",
              "Date                                                        \n",
              "2014-01-03                 1         1  0.012658  Increase  \n",
              "2014-01-06                 1         1  0.032500  Decrease  \n",
              "2014-01-07                 1        -1  0.012107  Decrease  \n",
              "2014-01-08                -1        -1  0.000000  Decrease  \n",
              "2014-01-09                -1         1 -0.021531  Increase  "
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 42,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Class is categorical variable\n",
        "# Convert to number\n",
        "df_dummies = pd.get_dummies(dataset['Class'])\n",
        "del df_dummies[df_dummies.columns[-1]]\n",
        "df_new = pd.concat([dataset, df_dummies], axis=1)\n",
        "del df_new['Class']\n",
        "df_new = df_new.rename(columns={\"Decrease\":\"Increase_Decrease\"})\n",
        "df_new.head()"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 43,
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Increase/Decrease</th>\n",
              "      <th>Buy_Sell_on_Open</th>\n",
              "      <th>Buy_Sell</th>\n",
              "      <th>Return</th>\n",
              "      <th>Increase_Decrease</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2014-01-03</th>\n",
              "      <td>3.98</td>\n",
              "      <td>4.00</td>\n",
              "      <td>3.88</td>\n",
              "      <td>4.00</td>\n",
              "      <td>4.00</td>\n",
              "      <td>22887200</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.012658</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-06</th>\n",
              "      <td>4.01</td>\n",
              "      <td>4.18</td>\n",
              "      <td>3.99</td>\n",
              "      <td>4.13</td>\n",
              "      <td>4.13</td>\n",
              "      <td>42398300</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.032500</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-07</th>\n",
              "      <td>4.19</td>\n",
              "      <td>4.25</td>\n",
              "      <td>4.11</td>\n",
              "      <td>4.18</td>\n",
              "      <td>4.18</td>\n",
              "      <td>42932100</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "      <td>0.012107</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-08</th>\n",
              "      <td>4.23</td>\n",
              "      <td>4.26</td>\n",
              "      <td>4.14</td>\n",
              "      <td>4.18</td>\n",
              "      <td>4.18</td>\n",
              "      <td>30678700</td>\n",
              "      <td>0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-09</th>\n",
              "      <td>4.20</td>\n",
              "      <td>4.23</td>\n",
              "      <td>4.05</td>\n",
              "      <td>4.09</td>\n",
              "      <td>4.09</td>\n",
              "      <td>30667600</td>\n",
              "      <td>0</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.021531</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            Open  High   Low  Close  Adj Close    Volume  Increase/Decrease  \\\n",
              "Date                                                                          \n",
              "2014-01-03  3.98  4.00  3.88   4.00       4.00  22887200                  1   \n",
              "2014-01-06  4.01  4.18  3.99   4.13       4.13  42398300                  1   \n",
              "2014-01-07  4.19  4.25  4.11   4.18       4.18  42932100                  0   \n",
              "2014-01-08  4.23  4.26  4.14   4.18       4.18  30678700                  0   \n",
              "2014-01-09  4.20  4.23  4.05   4.09       4.09  30667600                  0   \n",
              "\n",
              "            Buy_Sell_on_Open  Buy_Sell    Return  Increase_Decrease  \n",
              "Date                                                                 \n",
              "2014-01-03                 1         1  0.012658                  0  \n",
              "2014-01-06                 1         1  0.032500                  1  \n",
              "2014-01-07                 1        -1  0.012107                  1  \n",
              "2014-01-08                -1        -1  0.000000                  1  \n",
              "2014-01-09                -1         1 -0.021531                  0  "
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 43,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "X = dataset[['Open', 'High', 'Low', 'Volume', 'Increase/Decrease', 'Buy_Sell_on_Open', 'Buy_Sell', 'Return']]\n",
        "Y = dataset['Adj Close']"
      ],
      "outputs": [],
      "execution_count": 44,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "X.dtypes"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 45,
          "data": {
            "text/plain": [
              "Open                 float64\n",
              "High                 float64\n",
              "Low                  float64\n",
              "Volume                 int32\n",
              "Increase/Decrease      int32\n",
              "Buy_Sell_on_Open       int32\n",
              "Buy_Sell               int32\n",
              "Return               float64\n",
              "dtype: object"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 45,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.distplot(X['Return'],kde = False)\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edd62cc278>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 46,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Rank Features\n",
        "features = dataset[['Open', 'High', 'Low', 'Volume', 'Increase/Decrease', 'Buy_Sell_on_Open', 'Buy_Sell', 'Return']]\n",
        "\n",
        "X = features.as_matrix()\n",
        "y = dataset['Adj Close'].as_matrix()"
      ],
      "outputs": [],
      "execution_count": 47,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from yellowbrick.features import Rank1D\n",
        "\n",
        "# Instantiate the 1D visualizer with the Sharpiro ranking algorithm\n",
        "visualizer = Rank1D(features=features, algorithm='shapiro')\n",
        "\n",
        "visualizer.fit(X, y)                # Fit the data to the visualizer\n",
        "visualizer.transform(X)             # Transform the data\n",
        "visualizer.poof()                   # Draw/show/poof the data"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edd7232470>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 48,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from yellowbrick.features import Rank2D\n",
        "\n",
        "# Instantiate the visualizer with the Covariance ranking algorithm\n",
        "visualizer = Rank2D(features=features, algorithm='covariance')\n",
        "\n",
        "visualizer.fit(X, y)                # Fit the data to the visualizer\n",
        "visualizer.transform(X)             # Transform the data\n",
        "visualizer.poof()                   # Draw/show/poof the data"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edd7018be0>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 49,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.linear_model import Lasso\n",
        "from yellowbrick.features.importances import FeatureImportances\n",
        "\n",
        "# Create a new figure\n",
        "fig = plt.figure()\n",
        "ax = fig.add_subplot()\n",
        "\n",
        "# Title case the feature for better display and create the visualizer\n",
        "labels = list(map(lambda s: s.title(), features))\n",
        "viz = FeatureImportances(Lasso(), ax=ax, labels=labels, relative=False)\n",
        "\n",
        "# Fit and show the feature importances\n",
        "viz.fit(X, y)\n",
        "viz.poof()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edd970efd0>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 50,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.ensemble import GradientBoostingClassifier\n",
        "from yellowbrick.features.importances import FeatureImportances\n",
        "\n",
        "# Data cannot be continuous\n",
        "X = dataset[['Increase/Decrease', 'Buy_Sell_on_Open', 'Buy_Sell']]\n",
        "y = dataset['Buy_Sell']\n",
        "\n",
        "# Create a new matplotlib figure\n",
        "fig = plt.figure()\n",
        "ax = fig.add_subplot()\n",
        "\n",
        "viz = FeatureImportances(GradientBoostingClassifier(), ax=ax)\n",
        "viz.fit(X, y)\n",
        "viz.poof()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edd61a00b8>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 51,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataset_float = dataset.select_dtypes(include=['float']).copy()\n",
        "dataset_float.head()"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 52,
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Return</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2014-01-03</th>\n",
              "      <td>3.98</td>\n",
              "      <td>4.00</td>\n",
              "      <td>3.88</td>\n",
              "      <td>4.00</td>\n",
              "      <td>4.00</td>\n",
              "      <td>0.012658</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-06</th>\n",
              "      <td>4.01</td>\n",
              "      <td>4.18</td>\n",
              "      <td>3.99</td>\n",
              "      <td>4.13</td>\n",
              "      <td>4.13</td>\n",
              "      <td>0.032500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-07</th>\n",
              "      <td>4.19</td>\n",
              "      <td>4.25</td>\n",
              "      <td>4.11</td>\n",
              "      <td>4.18</td>\n",
              "      <td>4.18</td>\n",
              "      <td>0.012107</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-08</th>\n",
              "      <td>4.23</td>\n",
              "      <td>4.26</td>\n",
              "      <td>4.14</td>\n",
              "      <td>4.18</td>\n",
              "      <td>4.18</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-09</th>\n",
              "      <td>4.20</td>\n",
              "      <td>4.23</td>\n",
              "      <td>4.05</td>\n",
              "      <td>4.09</td>\n",
              "      <td>4.09</td>\n",
              "      <td>-0.021531</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            Open  High   Low  Close  Adj Close    Return\n",
              "Date                                                    \n",
              "2014-01-03  3.98  4.00  3.88   4.00       4.00  0.012658\n",
              "2014-01-06  4.01  4.18  3.99   4.13       4.13  0.032500\n",
              "2014-01-07  4.19  4.25  4.11   4.18       4.18  0.012107\n",
              "2014-01-08  4.23  4.26  4.14   4.18       4.18  0.000000\n",
              "2014-01-09  4.20  4.23  4.05   4.09       4.09 -0.021531"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 52,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataset_int = dataset.select_dtypes(include=['int']).copy()\n",
        "dataset_int.head()"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 53,
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Volume</th>\n",
              "      <th>Increase/Decrease</th>\n",
              "      <th>Buy_Sell_on_Open</th>\n",
              "      <th>Buy_Sell</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2014-01-03</th>\n",
              "      <td>22887200</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-06</th>\n",
              "      <td>42398300</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-07</th>\n",
              "      <td>42932100</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-08</th>\n",
              "      <td>30678700</td>\n",
              "      <td>0</td>\n",
              "      <td>-1</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-09</th>\n",
              "      <td>30667600</td>\n",
              "      <td>0</td>\n",
              "      <td>-1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              Volume  Increase/Decrease  Buy_Sell_on_Open  Buy_Sell\n",
              "Date                                                               \n",
              "2014-01-03  22887200                  1                 1         1\n",
              "2014-01-06  42398300                  1                 1         1\n",
              "2014-01-07  42932100                  0                 1        -1\n",
              "2014-01-08  30678700                  0                -1        -1\n",
              "2014-01-09  30667600                  0                -1         1"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 53,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataset_object = dataset.select_dtypes(include=['object']).copy()\n",
        "dataset_object.head()"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 54,
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Class</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2014-01-03</th>\n",
              "      <td>Increase</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-06</th>\n",
              "      <td>Decrease</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-07</th>\n",
              "      <td>Decrease</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-08</th>\n",
              "      <td>Decrease</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-09</th>\n",
              "      <td>Increase</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "               Class\n",
              "Date                \n",
              "2014-01-03  Increase\n",
              "2014-01-06  Decrease\n",
              "2014-01-07  Decrease\n",
              "2014-01-08  Decrease\n",
              "2014-01-09  Increase"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 54,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "Increase = dataset_object[dataset_object=='Increase'].count().sum().astype(float)"
      ],
      "outputs": [],
      "execution_count": 55,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "Decrease = dataset_object[dataset_object=='Decrease'].count().sum().astype(float)"
      ],
      "outputs": [],
      "execution_count": 56,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Pie Charts for Class\n",
        "new_dataset_object = [Increase, Decrease]\n",
        "labels = ['Increase', 'Decrease']\n",
        "colors = ['g', 'r']\n",
        "\n",
        "plt.pie(new_dataset_object, labels=labels, colors=colors, shadow=True, startangle=90, autopct='%.1f%%')\n",
        "plt.title('Stock Price Increase and Decrease')\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edd97196d8>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 57,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Pie Charts for Class\n",
        "new_dataset_object = [Increase, Decrease]\n",
        "labels = ['Increase', 'Decrease']\n",
        "colors = ['g', 'r']\n",
        "\n",
        "# only \"explode\" the 2nd slice (i.e. 'Hogs')\n",
        "explode = (0, 0.1)  \n",
        "\n",
        "fig1, ax1 = plt.subplots()\n",
        "ax1.pie(new_dataset_object, explode=explode, labels=labels, autopct='%1.1f%%',\n",
        "        shadow=True, startangle=90)\n",
        "\n",
        "# Equal aspect ratio ensures that pie is drawn as a circle\n",
        "ax1.axis('equal')  \n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edd9912390>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 58,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "new_dataset_object = [Increase, Decrease]\n",
        "labels = ['Increase', 'Decrease']\n",
        "colors = ['g', 'r']\n",
        "\n",
        "fig1, ax1 = plt.subplots()\n",
        "ax1.pie(new_dataset_object, labels=labels, colors=colors, shadow=True, startangle=90, autopct='%.1f%%')\n",
        "\n",
        "ax1.axis('equal') \n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edd9989080>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 59,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "new_dataset_object = [Increase, Decrease]\n",
        "labels = ['Increase', 'Decrease']\n",
        "colors = ['#99ff99','#ff9999']\n",
        "\n",
        "fig1, ax1 = plt.subplots()\n",
        "patches, texts, autotexts = ax1.pie(new_dataset_object, colors = colors, labels=labels, autopct='%1.1f%%', startangle=90)\n",
        "\n",
        "for text in texts:\n",
        "    text.set_color('grey')\n",
        "\n",
        "for autotext in autotexts:\n",
        "    autotext.set_color('grey')\n",
        "\n",
        "# Equal aspect ratio ensures that pie is drawn as a circle\n",
        "ax1.axis('equal')  \n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edd99e8550>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 60,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "new_dataset_object = [Increase, Decrease]\n",
        "labels = ['Increase', 'Decrease']\n",
        "colors = ['g', 'r']\n",
        " \n",
        "fig1, ax1 = plt.subplots()\n",
        "ax1.pie(new_dataset_object, colors = colors, labels=labels, autopct='%1.1f%%', startangle=90)\n",
        "\n",
        "#draw circle\n",
        "centre_circle = plt.Circle((0,0),0.70,fc='white')\n",
        "fig = plt.gcf()\n",
        "fig.gca().add_artist(centre_circle)\n",
        "\n",
        "# Equal aspect ratio ensures that pie is drawn as a circle\n",
        "ax1.axis('equal')  \n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edd9a4ddd8>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 61,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "new_dataset_object = [Increase, Decrease]\n",
        "labels = ['Increase', 'Decrease']\n",
        "colors = ['#99ff99','#ff9999']\n",
        "\n",
        "#explsion\n",
        "explode = (0.05,0.05)\n",
        " \n",
        "plt.pie(new_dataset_object, colors = colors, labels=labels, autopct='%1.1f%%', startangle=90, pctdistance=0.85, explode = explode)\n",
        "\n",
        "#draw circle\n",
        "centre_circle = plt.Circle((0,0),0.70,fc='white')\n",
        "fig = plt.gcf()\n",
        "fig.gca().add_artist(centre_circle)\n",
        "\n",
        "# Equal aspect ratio ensures that pie is drawn as a circle\n",
        "ax1.axis('equal')  \n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": [
              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\n"
            ],
            "text/plain": [
              "<matplotlib.figure.Figure at 0x1edd99f5320>"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 62,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    }
  ],
  "metadata": {
    "kernel_info": {
      "name": "python3"
    },
    "language_info": {
      "version": "3.5.5",
      "name": "python",
      "mimetype": "text/x-python",
      "file_extension": ".py",
      "codemirror_mode": {
        "version": 3,
        "name": "ipython"
      },
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3"
    },
    "kernelspec": {
      "name": "python3",
      "language": "python",
      "display_name": "Python 3"
    },
    "nteract": {
      "version": "0.12.2"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 4
}