Day 71/Practice_TimeSeries.ipynb

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  "metadata": {
    "colab": {
      "name": "Practice_TimeSeries.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "AGhz7hsO_IsH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 124
        },
        "outputId": "bcca7815-035a-43c8-9ab2-ac86e539329c"
      },
      "source": [
        "# Load the Drive helper and mount\n",
        "from google.colab import drive\n",
        "\n",
        "# This will prompt for authorization.\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly\n",
            "\n",
            "Enter your authorization code:\n",
            "··········\n",
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "t8QD530i_n41",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib as mpl\n",
        "\n",
        "from datetime import datetime\n",
        "from pandas import Series\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ICDcw6FCAk8j",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "2b544ed7-55df-4b92-f070-728681b41fd0"
      },
      "source": [
        "!ls \"/content/drive/My Drive/Time_Series\""
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "sample.csv  test.csv  train.csv\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Y4BltmfxA95i",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def parse(x):\n",
        "  return datetime.strptime(x, \"%d-%m-%Y %H:%M\")  "
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5xd7IsCj_w5L",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "train = pd.read_csv(\"/content/drive/My Drive/Time_Series/train.csv\", parse_dates=['Datetime'], date_parser=parse)\n",
        "test = pd.read_csv(\"/content/drive/My Drive/Time_Series/test.csv\", parse_dates=['Datetime'], date_parser=parse)"
      ],
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oV4wn9pYA73K",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "test_original = test.copy()\n",
        "train_original = train.copy()"
      ],
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "l6WwdZ7uC2Np",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def df_desc(df):\n",
        "  print(\"Data Format:\\n\")\n",
        "  print(\"Rows: \", df.shape[0])\n",
        "  print(\"\\n\")\n",
        "  print(\"Columns: \", df.shape[1])\n",
        "  print(\"\\n\")\n",
        "  print(\"\\n\")\n",
        "  print(\"\\n\")\n",
        "  print(\"Features: \", df.columns.to_list())\n",
        "  print(\"\\n\")\n",
        "  print(\"Information: \", df.info())\n",
        "  print(\"\\n\")\n",
        "  print(\"Description: \", df.describe())\n",
        "  print(\"\\n\")\n",
        "  print(\"\\n\")\n",
        "  print(\"Missing Values: \\n\", df.isna().sum())\n",
        "  print(\"\\n\")\n",
        "  print(\"\\n\")\n",
        "  print(\"Unique Values: \\n\", df.nunique())\n",
        "  print(\"\\n\")\n",
        "  print(\"Data Types: \\n\", df.dtypes)"
      ],
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6uTltgIlC-hF",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "7a166287-d925-4cae-8fb6-5051a42b394f"
      },
      "source": [
        "df_desc(train)"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Data Format:\n",
            "\n",
            "Rows:  18288\n",
            "\n",
            "\n",
            "Columns:  3\n",
            "\n",
            "\n",
            "\n",
            "\n",
            "\n",
            "\n",
            "Features:  ['ID', 'Datetime', 'Count']\n",
            "\n",
            "\n",
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 18288 entries, 0 to 18287\n",
            "Data columns (total 3 columns):\n",
            " #   Column    Non-Null Count  Dtype         \n",
            "---  ------    --------------  -----         \n",
            " 0   ID        18288 non-null  int64         \n",
            " 1   Datetime  18288 non-null  datetime64[ns]\n",
            " 2   Count     18288 non-null  int64         \n",
            "dtypes: datetime64[ns](1), int64(2)\n",
            "memory usage: 428.8 KB\n",
            "Information:  None\n",
            "\n",
            "\n",
            "Description:                   ID         Count\n",
            "count  18288.000000  18288.000000\n",
            "mean    9143.500000    138.958115\n",
            "std     5279.435197    153.467461\n",
            "min        0.000000      2.000000\n",
            "25%     4571.750000     22.000000\n",
            "50%     9143.500000     84.000000\n",
            "75%    13715.250000    210.000000\n",
            "max    18287.000000   1244.000000\n",
            "\n",
            "\n",
            "\n",
            "\n",
            "Missing Values: \n",
            " ID          0\n",
            "Datetime    0\n",
            "Count       0\n",
            "dtype: int64\n",
            "\n",
            "\n",
            "\n",
            "\n",
            "Unique Values: \n",
            " ID          18288\n",
            "Datetime    18288\n",
            "Count         437\n",
            "dtype: int64\n",
            "\n",
            "\n",
            "Data Types: \n",
            " ID                   int64\n",
            "Datetime    datetime64[ns]\n",
            "Count                int64\n",
            "dtype: object\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "t9AdnZR4Zq10",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "train['Datetime'] = pd.to_datetime(train.Datetime, format='%d-%m-%Y %H:%M')"
      ],
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UnTciZQSDG25",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "test['Datetime'] = pd.to_datetime(test.Datetime, format='%d-%m-%Y %H:%M')"
      ],
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uWoZHGI2YRSy",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "test_original['Datetime'] = pd.to_datetime(test_original.Datetime, format='%d-%m-%Y %H:%M')"
      ],
      "execution_count": 31,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Iq39cC_XYfoZ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "train_original['Datetime'] = pd.to_datetime(train_original.Datetime, format='%d-%m-%Y %H:%M')"
      ],
      "execution_count": 32,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "L5ROx_L2WfQr",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# extract the year, month, day and hour from the Datetime column \n",
        "for i in (train, test, test_original, train_original):\n",
        "  i['year'] = i.Datetime.dt.year\n",
        "  i['month'] = i.Datetime.dt.month\n",
        "  i['day'] = i.Datetime.dt.day\n",
        "  i['Hour'] = i.Datetime.dt.hour"
      ],
      "execution_count": 33,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "txMX51B1Yb8K",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "9b0425be-cf6a-460e-97ab-70793b4ab93a"
      },
      "source": [
        "# Hypothesis: traffic pattern on weekend is higher than weekdays\n",
        "\n",
        "# Extract the day of the week and then based on the value we will assign its type\n",
        "\n",
        "train['day_of_week'] = train['Datetime'].dt.dayofweek\n",
        "temp = train['Datetime']\n",
        "# Assign 0: Weekday and 1: Weekend\n",
        "def assign(row):\n",
        "  if row.dayofweek == 5 or row.dayofweek == 6:\n",
        "    return 1\n",
        "  else:\n",
        "    return 0\n",
        "train.head()"
      ],
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
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              "    }\n",
              "\n",
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              "        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>ID</th>\n",
              "      <th>Datetime</th>\n",
              "      <th>Count</th>\n",
              "      <th>year</th>\n",
              "      <th>month</th>\n",
              "      <th>day</th>\n",
              "      <th>Hour</th>\n",
              "      <th>day_of_week</th>\n",
              "      <th>weekend</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>2012-08-25 00:00:00</td>\n",
              "      <td>8</td>\n",
              "      <td>2012</td>\n",
              "      <td>8</td>\n",
              "      <td>25</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>2012-08-25 01:00:00</td>\n",
              "      <td>2</td>\n",
              "      <td>2012</td>\n",
              "      <td>8</td>\n",
              "      <td>25</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>2012-08-25 02:00:00</td>\n",
              "      <td>6</td>\n",
              "      <td>2012</td>\n",
              "      <td>8</td>\n",
              "      <td>25</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>2012-08-25 03:00:00</td>\n",
              "      <td>2</td>\n",
              "      <td>2012</td>\n",
              "      <td>8</td>\n",
              "      <td>25</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>2012-08-25 04:00:00</td>\n",
              "      <td>2</td>\n",
              "      <td>2012</td>\n",
              "      <td>8</td>\n",
              "      <td>25</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   ID            Datetime  Count  year  month  day  Hour  day_of_week  weekend\n",
              "0   0 2012-08-25 00:00:00      8  2012      8   25     0            5        1\n",
              "1   1 2012-08-25 01:00:00      2  2012      8   25     1            5        1\n",
              "2   2 2012-08-25 02:00:00      6  2012      8   25     2            5        1\n",
              "3   3 2012-08-25 03:00:00      2  2012      8   25     3            5        1\n",
              "4   4 2012-08-25 04:00:00      2  2012      8   25     4            5        1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Q-9-T2S8dIwK",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 225
        },
        "outputId": "3f431771-fec9-417d-8e3f-478cf050ec9d"
      },
      "source": [
        "temp2 = train['Datetime'].apply(assign)\n",
        "temp2"
      ],
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0        1\n",
              "1        1\n",
              "2        1\n",
              "3        1\n",
              "4        1\n",
              "        ..\n",
              "18283    0\n",
              "18284    0\n",
              "18285    0\n",
              "18286    0\n",
              "18287    0\n",
              "Name: Datetime, Length: 18288, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DDUWCvGydNBd",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "42dfe273-8c8f-460b-efe3-ae410e255ae4"
      },
      "source": [
        "train['weekend'] = temp2\n",
        "train.tail()"
      ],
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
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              "    }\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>ID</th>\n",
              "      <th>Datetime</th>\n",
              "      <th>Count</th>\n",
              "      <th>year</th>\n",
              "      <th>month</th>\n",
              "      <th>day</th>\n",
              "      <th>Hour</th>\n",
              "      <th>day_of_week</th>\n",
              "      <th>weekend</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>18283</th>\n",
              "      <td>18283</td>\n",
              "      <td>2014-09-25 19:00:00</td>\n",
              "      <td>868</td>\n",
              "      <td>2014</td>\n",
              "      <td>9</td>\n",
              "      <td>25</td>\n",
              "      <td>19</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18284</th>\n",
              "      <td>18284</td>\n",
              "      <td>2014-09-25 20:00:00</td>\n",
              "      <td>732</td>\n",
              "      <td>2014</td>\n",
              "      <td>9</td>\n",
              "      <td>25</td>\n",
              "      <td>20</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18285</th>\n",
              "      <td>18285</td>\n",
              "      <td>2014-09-25 21:00:00</td>\n",
              "      <td>702</td>\n",
              "      <td>2014</td>\n",
              "      <td>9</td>\n",
              "      <td>25</td>\n",
              "      <td>21</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18286</th>\n",
              "      <td>18286</td>\n",
              "      <td>2014-09-25 22:00:00</td>\n",
              "      <td>580</td>\n",
              "      <td>2014</td>\n",
              "      <td>9</td>\n",
              "      <td>25</td>\n",
              "      <td>22</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18287</th>\n",
              "      <td>18287</td>\n",
              "      <td>2014-09-25 23:00:00</td>\n",
              "      <td>534</td>\n",
              "      <td>2014</td>\n",
              "      <td>9</td>\n",
              "      <td>25</td>\n",
              "      <td>23</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          ID            Datetime  Count  year  ...  day  Hour  day_of_week  weekend\n",
              "18283  18283 2014-09-25 19:00:00    868  2014  ...   25    19            3        0\n",
              "18284  18284 2014-09-25 20:00:00    732  2014  ...   25    20            3        0\n",
              "18285  18285 2014-09-25 21:00:00    702  2014  ...   25    21            3        0\n",
              "18286  18286 2014-09-25 22:00:00    580  2014  ...   25    22            3        0\n",
              "18287  18287 2014-09-25 23:00:00    534  2014  ...   25    23            3        0\n",
              "\n",
              "[5 rows x 9 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5kjtGX6_dPPM",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "train.index = train.Datetime\n",
        "df = train.drop('ID', 1)"
      ],
      "execution_count": 49,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "q5B-xRL2dW0_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "ts = df['Count']"
      ],
      "execution_count": 50,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lC0kQt0WdZbQ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 638
        },
        "outputId": "669abcfb-7273-4ab8-bbd9-9500b86dfc1a"
      },
      "source": [
        "# Passenger Count increased with time\n",
        "plt.figure(figsize=(15,10))\n",
        "plt.plot(ts, label='Passenger Count')\n",
        "plt.title('Time Series')\n",
        "plt.xlabel('Time(year-month)')\n",
        "plt.ylabel('Passenger Count')\n",
        "plt.legend()"
      ],
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f14c8699dd8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 52
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VRG6MX0hdqCu",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 237
        },
        "outputId": "8cc76703-9d54-4d38-ed53-d55baedc63d9"
      },
      "source": [
        "train.head()"
      ],
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>ID</th>\n",
              "      <th>Datetime</th>\n",
              "      <th>Count</th>\n",
              "      <th>year</th>\n",
              "      <th>month</th>\n",
              "      <th>day</th>\n",
              "      <th>Hour</th>\n",
              "      <th>day_of_week</th>\n",
              "      <th>weekend</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Datetime</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>2012-08-25 00:00:00</th>\n",
              "      <td>0</td>\n",
              "      <td>2012-08-25 00:00:00</td>\n",
              "      <td>8</td>\n",
              "      <td>2012</td>\n",
              "      <td>8</td>\n",
              "      <td>25</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-08-25 01:00:00</th>\n",
              "      <td>1</td>\n",
              "      <td>2012-08-25 01:00:00</td>\n",
              "      <td>2</td>\n",
              "      <td>2012</td>\n",
              "      <td>8</td>\n",
              "      <td>25</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-08-25 02:00:00</th>\n",
              "      <td>2</td>\n",
              "      <td>2012-08-25 02:00:00</td>\n",
              "      <td>6</td>\n",
              "      <td>2012</td>\n",
              "      <td>8</td>\n",
              "      <td>25</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-08-25 03:00:00</th>\n",
              "      <td>3</td>\n",
              "      <td>2012-08-25 03:00:00</td>\n",
              "      <td>2</td>\n",
              "      <td>2012</td>\n",
              "      <td>8</td>\n",
              "      <td>25</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2012-08-25 04:00:00</th>\n",
              "      <td>4</td>\n",
              "      <td>2012-08-25 04:00:00</td>\n",
              "      <td>2</td>\n",
              "      <td>2012</td>\n",
              "      <td>8</td>\n",
              "      <td>25</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                     ID            Datetime  Count  ...  Hour  day_of_week  weekend\n",
              "Datetime                                            ...                            \n",
              "2012-08-25 00:00:00   0 2012-08-25 00:00:00      8  ...     0            5        1\n",
              "2012-08-25 01:00:00   1 2012-08-25 01:00:00      2  ...     1            5        1\n",
              "2012-08-25 02:00:00   2 2012-08-25 02:00:00      6  ...     2            5        1\n",
              "2012-08-25 03:00:00   3 2012-08-25 03:00:00      2  ...     3            5        1\n",
              "2012-08-25 04:00:00   4 2012-08-25 04:00:00      2  ...     4            5        1\n",
              "\n",
              "[5 rows x 9 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZmdtEiX1lWQ-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 312
        },
        "outputId": "df2bd48f-d12f-47d3-cf09-cf74b6970ead"
      },
      "source": [
        "# Traffic will increase with number of years\n",
        "train.groupby('year')['Count'].mean().plot.bar()"
      ],
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f14c879c9b0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 54
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CtbJjsjGlkuy",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 299
        },
        "outputId": "42c9ca77-64f1-40f9-f585-a3ad8867a3ba"
      },
      "source": [
        "# Traffic is higher in May to October\n",
        "train.groupby('month')['Count'].mean().plot.bar()"
      ],
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f14c87ae0f0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 55
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pYH-_dZOl0WZ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 367
        },
        "outputId": "5bdd5b4d-628f-4caa-ac9d-ca683ac3acbb"
      },
      "source": [
        "# Oct, Nov and Dec are not present for year 2014\n",
        "# Mean of these months in 2012 is too small\n",
        "temp = train.groupby(['year', 'month'])['Count'].mean()\n",
        "temp.plot(figsize=(15,5), title='Passengers Monthly Count')"
      ],
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f14c84d5eb8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 58
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ojibTK3WmFts",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 301
        },
        "outputId": "78f1d38c-0c60-48f8-b7e7-586068852d3d"
      },
      "source": [
        "train.groupby('day')['Count'].mean().plot.bar()"
      ],
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f14c8435940>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 59
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gMCAC4kjmgPN",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 299
        },
        "outputId": "b16db1ed-eb8b-4ee1-ec40-c1f0644d47ca"
      },
      "source": [
        "# Peak hours start at 7PM and then decrease till 5 AM\n",
        "# 11 AM onwards peak increases daily\n",
        "train.groupby('Hour')['Count'].mean().plot.bar()"
      ],
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f14c838a2e8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 60
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Lb5le39imoaE",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 293
        },
        "outputId": "7a6d0ad4-c4f2-419a-b748-53e11a0131d0"
      },
      "source": [
        "# Weekdays have more traffic than Weekends\n",
        "train.groupby('weekend')['Count'].mean().plot.bar()"
      ],
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f14c82e11d0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 61
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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0mOeUZmK4S1KDDHc1I8kfJ3lft/3JJF/vtl+X5Pwkb0hyZZLrkvxTkn278SOSfDPJtUm+luSgaed9VpLzkvxpkr2SfDzJt5PckOT3uznHdnf6FyW5tbteurETutp1wG/u0f9T9IxluKslVwCv7bYngH2TPLur3QB8DHh9VR0OTAIf7Mb/Cjipqo4AtgBnDZ1zDDgfuL2qPgacCjxUVUcCRwK/l2RtN/fVDN47WA+8BDgmyXOBzwK/ARwBvGhJ/uTSND7nrpZcCxyR5BeBh4HrGIT8axl8zeN64L+6G+q9gSuBlwGvAC7p6nsB9w2d8++AbVX1eOC/AXhlkpO6/ecD64BHgGuqaidAkuuBNcCPgTur6vau/o/ApsX+g0vTGe5qRlX9LMmdwDsYvAF5A3Acg7d17wQuqapTho9J8ssMPoPnNbOc9lvAcUn+oqp+yuDtyvdW1demnedYBv+gPO4x/O9Ly8hlGbXmCuCPgMu77XcB3wGuYrBMcghAkn26N3tvA8aTvKarPzvJYUPnOxf4CrAtyRiD7wV+d7ecQ5JDk+zzJP3cCqxJ8tJu/5QnmSstGsNdrbmCwYemXVlVDwA/Ba6oqikGd/QXdB9odSXw8qp6BDgJOCfJd4HrgV8dPmFVfYLBPxD/AHwOuBm4LsmNDJZtZr1D7+72NwFf7n6hunsR/6zSrPz4AUlqkHfuktQgw12SGmS4S1KDDHdJapDhLkkNMtwlqUGGuyQ1yHCXpAb9HxxZ1fQVEl0lAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "F-kP3Eq8m6RK",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 294
        },
        "outputId": "e650c08c-c573-495e-d04b-a38250781405"
      },
      "source": [
        "# Weekend has lower traffic than Weekdays\n",
        "train.groupby('day_of_week')['Count'].mean().plot.bar()"
      ],
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f14c832c1d0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 63
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cigMRLTynKQ1",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "train = train.drop('ID', 1)"
      ],
      "execution_count": 64,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aZucK_KnnXAn",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 524
        },
        "outputId": "c2e8ad0f-544e-4e1d-9837-8d8e6fcab836"
      },
      "source": [
        "# Reduce Noise by aggregating the time period\n",
        "train.Timestamp = pd.to_datetime(train.Datetime, format='%d-%m-%Y %H:%M')\n",
        "train.index = train.Timestamp\n",
        "# Hourly Time Series\n",
        "hourly = train.resample('H').mean()\n",
        "# Convert to daily mean\n",
        "daily = train.resample('D').mean()\n",
        "# Convert to weekly mean\n",
        "weekly = train.resample('W').mean()\n",
        "# Convert to monthly mean\n",
        "monthly = train.resample('M').mean()\n",
        "\n",
        "fig, axs = plt.subplots(4, 1)\n",
        "hourly.Count.plot(figsize=(15, 8), title='Hourly Forecast',\n",
        "                  ax=axs[0])\n",
        "daily.Count.plot(figsize=(15, 8), title='Daily Forecast',\n",
        "                 ax=axs[1])\n",
        "weekly.Count.plot(figsize=(15, 8), title='Weekly Forecast',\n",
        "                  ax=axs[2])\n",
        "monthly.Count.plot(figsize=(15, 8), title='Monthly Forecast',\n",
        "                   ax=axs[3])\n",
        "plt.show()"
      ],
      "execution_count": 65,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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d5SyuMDgUgNquZ+cICuYIIYTUGVRkWffYru1ESHURs1I7I9NreSQ1xf7EfmNoEg5fsW+D//vpRCzYFo1fTyY4dORinR6zvj6O2MxieAnl6ybOkZhbihnLQ5BfWql6/wqD0S4j+ubmKJwRFjKvqQXNyyrNa8cpBT1HrmRhQ2gSAPfmVmvdU227ycRRrrfP3P3mwHtDZZaEEEIIIeSmondhblRtqjAY8e3hOFQa1MctF68EbbmAJ1eftdunWGcOHgrK9A6N4f7vT+JCaiG+2HcV3kzMzHF8dzgel9KLsCc6Q/X+fd7dg2lfHVPcXh3ln844l5SPxNxSPLH6LOZvuQDAvQoO2wXHbaldWDRxjg2hyXa3b4rQzlbe2bu15j62fJy+ByGEEFJLqP8JIUQknqzXtbLrlSHX8dneK2jo642nxnZT3M82SVMoE6iJ2SexVNLRIOpqpnl+HGNV941MLkCrxn4A1OfPiY1Z4rOV14VjQrij0xsxf8sFvH53H3Rs7m/Z/ldYsiXL5ozCcvNrUFRu/Vr887uTdvu6M29v5GL7BcUdJb62tmKF29XG1cDH+TwbZeYIIYTUOXXt5I04LjazmJqmEIfU1SVKjl3NBgDNxi22zTCGfLTPbh9xF/FCV0RSPl7ccM6pcr1inTkwOhhTVb6ptmi5I41SNkekoLBcj+OxOdh6LhXv/X3Ravsbm6Lw/vZozeOYTNwS/Px5NhnXc8wB5BOrz4Jzjs/2xiA5T34BcLlXIDAoWPMxAWgGmjMHt1fcVqSTz45WCJlYtb9f1ACFEEJIvUaZufpvypfHMHKJ61fFyc1DelJ856eHUe5CpudG45xb5pX1bN1YdV9Hsmziyb847+30tTzsiExDTqlji28z5th6dlJeDv4izizSwVtsruLiFbgxnxzCsI8P4PO9V/CmTaOb5LxyfHs4Hv9dFy5735q66MfB0a1VgOJ2tYBsX3SG6iWIGx7MMcYSGGMXGGPnGWNhwm0tGGP7GWOxwv+3CLczxtgKxlgcYyyKMTbUnccmhBBCCCE3L+lpb1JeGcIT82ttLI46eLkq+5VeqL6mmjQYUQpUxayVl018VaG3zvoN+XCfbFaqtMJoFZzFZ7u2PIEc6ZASc+WzZ3NGdlU9RnqhDrmllfjmcJzdNjFAvJgq31nSNnPbpomf6mM5SitIVAvC564NVy2zNNRSZm4i5/xWzvkw4fsgAAc5570AHBS+B4DpAHoJ/+YC+L4aHpsQQshNqK6WV91MamqdKUJEtp+xSqPnZ+Y2SVr2L9imXmYo/T0XlVIgu49tZk5UYbB+LQrL5Uv/IhLzoZM0+whzICB2NDMn3U0sjwSABZKSS3eqLbTuavsrKKvYsWylFi5zbKk5q0I1769kxcFYp8dTE2WW9wL4Tfj6NwCzJbev4WanATRnjCkXnBJCCCE2GC1OQIhHySzSubS2WXWwPSmuNHj+BQTbLpFqHS0dydKI2amcEuulBHR6+eNWGkzIKq4qq6wwmqzmyinR6Y2WzKe3bRpQEbOaF3j0ajZe2nAOa08nWm5zp+ulViDoQpLLIekF6hlVLdV9ncvdYI4D2McYC2eMzRVua8s5Fxf8yADQVvi6IwBpn84U4TYrjLG5jLEwxlhYdna2m8MjhBBSH1HSh5DqE5dVrNhEQk1hmR4jFh/Ewp2XamBU2ux/D1TPLwaTiWPtqQSrjFVNmacw3wtQD/REwxeZ55f+cDTe5rgRsvuPXHLQch9HH6OkwoB+7+3B/d+fRHx2CZ5YrZ55EjFmPQfs8V9CsT0yzWqfpDz7wMjRz6Laxb2EnNIaq+AorTQi9Hquy/ev7nG5G8yN5ZwPhbmE8nnG2J3Sjdyc/3ZqxJzznzjnwzjnw1q3dn6tBUIIIfUXNUCpOyjgrjsmLzuGcZ8edvp+Yte+A5e1Mzs1wuYzxrk5OLn/+5M4m6C8aHVSbpmlvb6cPdEZWLAtGl/su1JdI1Ukfe0yi3TIkyzW/fe5VMvXzv44KTU1ydNYDFzO6CUHLT/Pd31xFOkONkxh0M6OiZ09pRz9LKr9PThzPbe6YntZv51K1N5JgUdl5jjnqcL/WQC2AhgOIFMsnxT+Fz+lqQA6S+7eSbiNEEIIcUp1/40urzTizU2RKChz/kSHEDWVBhMupck3aCCuWXEwFq/9GWmX4eAAEnNLEZ6Yj7eFhaPl3PnZYTz1a5jidrEtfa6TgY/eaML8LReQ5mIZ3ojFBzF04X7L99Ks1sXUQqeO1a9DU5fGIKdIpxz4qtkZle5yGaUjnUnVW/zXaCznUVwO5hhjAYyxJuLXAKYCuAhgO4DHhd0eB7BN+Ho7gH8LXS1HAiiUlGMSQgghmmoqMfdnWDL+DEvBsv1Xa+gRbj43y4mUlsW7LmPGihAkKXTzq8vEzMiNbnazbP9VbI5Iscv6cG6/7pqSU9dyMWfVGdmGE+KUsC0RqXaNRKRMJo4wSQYwJDYbG0KT8M7WqkCySKdHaYVrwdBfkmYpey5mqOxpLzK5ALsvuHea7chadX+eTVbcll1c4fLvgXdt1qWTo1auqDea8NOxay4+es3ypMxcWwDHGWORAEIBBHPO9wBYCmAKYywWwGThewDYBeAagDgAPwOY58ZjE0IIIdWOSgNJdbsgZFQyi+vmQuglFQYEBgVjvkymiwkRU1qhDplFN/752QaRJs4tJ/hKDUCkAUpIbI7sBRxpt8bP9iiXWv5y4jr+74dT2HbeXGh2NdPc1t9g4lh1/DpWHb+OwR/sw+0fm7Ntz65VzgYqEZvLqGW4lILp+VuVs5OOcGRtONu132zv78zi5VKJuaWq2/89qqtqCWdMRrFLj3sjrDvjeommHJeDOc75Nc75EOHfAM75IuH2XM75XZzzXpzzyZzzPOF2zjl/nnPeg3M+iHPu/CeaEEIIQfVnAiwZhnqUTwpLyEO+C/NjiL2/wpJx+Ipr88Isiya70Vrvna0X8MfZJJfv7w7xM7QhVP3x47Kqb30yR9m+onuiM2ASYrikvDLM32IfaMgFKEYTtzQ70emNOBmfY9mWkl8Ond6IB344iYuphUjMLUVMRhGyinRYsjsGAPDyxvM4fCULS4XvQ2JzsHDnJUtjGDGw3BudKfs8TsXnKv5O23/JfB+1j8/ldPnApaBMj5wS9Xb8Mwa1U9zmzmcWANafSUKbpq6t7aa1REKAn4/G3wHP/F1+SyNffBx8uVqPWRNLExBCCIH5ivZhB1o+EyfUUAcU8aj1KTP3fz+cwkM/naq1x69P68y9sSkKT64+q7j98V9CMfvbE7LbxJI9d1qwrzuThLc2y2dZCsvk1w+rLmo/ctJNrix27C7blzQ4Kt3qgsyGUPsSQLn34dU/zqPvgj0AgPe3RePPsKryRiPniEopxNmEfHy4IxrjPzuCaV+F4Mlfz1oFO+78rj8Wm60YrDlSNqr22Xr4p9Oqj63WEXL2tydczqyJ/Hy8Xb7vyhDlMknO1cM15qHdshxdo8+pY1b7EQkhhAAA3twUiSd/PYuEHPVyEeK8aj9tFP7A1p/ww0ws+yI16+jVbJxPll/UWTxZdjSWi0jKx4jFBxQXeZY6cCkTQz7ap9q5UYta+/0inR56o/zA0wrK8cvx65bv3T3pt+XIxQC5TLrt3Y7YZFRNMtWX0nb5oTavpZgZsz12ZpF1xsudZQxMnCsGZLsupKO80ohGDZSDIoOJo0VAA9ltWhlTL5U142IyilGq0vXTMa5/LtQyWD8cjVetPBhQjQ1gqpM7F3WUUDBHCCE15Fq2OYhz/48hEdXUtVZPzMyFXs/D1nMp2jvehKJSChAYFIzwRNeDmBslQ5hLdjm9CEYTR2BQsGqjneUHYpFZVIGIJPUyMwAIF/Y5HV+15tXcNWFYIDSP+GB7NAKDgnHvtyeQqtBh8Y1NVaWIts0+Bn+wDxM/PyJ7v4d/Oo2V0mCuGn948kor0W3+Ls3Pf1aRfQmhbWngE6vPoqTCgM1CMxG1eWAmE8d1mYtvD/6oneHOK3U9Q2pu3CI/ruAL6fhgezQaqmS4YjOLXVpyAABaKgSBoshk57po2qrJ36mn4pXXevOk3+VSNZHApmCOEEJInePKH+rwxHz8djJBdltV5YvnnAE8+OMpvPpHpOL2PRfTcTm9qFYaTzhC6ZXU6Y2KgYWjQmLNc5oOVtP6ZpxzrDmVoJkNcyX7JAYHHwdfhl5oZmG7wPO17KrsiWWOnUJGTKqxnw8AoERywWjfpUysPW1usPCr8HmPTC7AmKWH7IJfg9GECMncJEfawYuSbBZ2nrcuQjY79dvJBHy6J8bh4wJATLp5KYdX/4i0vGZy1p2xn8fX0Nc+6Bn4/l689lckIpLyVeeBZWvML5OynYvm7cYZdXqhTjZjKEorLMc/bu2guN3V+ZyAY/PixvVq5fLxa7L8Ni5bOeuo9rmpTY5k3J1FwRwhhNQwtTkJxDnuTDe4//uTeH97tPxxnSyF8wTP/R6B6ctDMGLxQbttNTVfrbTCgHe2XkCJi63WAeDFDecwZukh2TE6W5IsPYJOb5TNqjji/e3ReG9bNF7ZeE51P0e6+6kR715pMCEwKBiVBhN+PnYNk744ir3R5tbz4sneIZkT9Ad+OCl7XEfn4di2au/5zm6rwHrumnDL184EdgBQYTBZGoBIvb89Gt8dsQ5eOedYtu8Knl8fIZuB3CJZLLvXO7vxV1gyAoOCsSncOlNn25Tl7gFtYVCJikorDKoB+RMq8yK1eDGG27o0d+m+OyLTsFGlwY2Jc3y445Lidnc+llqNRto1a4jurQJcPr7WnD13bDufprgtOOrmWf2MgjlCCKlh9alDYn0lThvZqLJmkrt0eqPb6z6JbOdn2c4dqamgdNXx61h3JgmrQq5r7qs0BnEOklxGQKvznqhqfbOq2yZ8dgQTPz+CSoMJnHPsiExDpcGxq/NrTpkzWbEa84vc7e5nG2gU6/RYtMs8L+iVjecBAFeElurrZbJOZxOsT7wNQvbue5tgSYlSN0WRdL5YbJZ9h8RFwZcsJZxypItlH47Jwulr8mVweiPHikNxCI5Kx33fmQPUCoMRxTpzINu+WUOr/cVS0K8OXMXx2Bwo8ff1Vs1wqZUzAkCSRjt8vcr737qJH27rfIvq/Vs1Vu7sqBaspeSXq5ZR7nZyDTqpy+nqC9rnlFS4fRGjNmgFqfUJBXOEEFJDPLWbVv1QvScXcpmNwjI9YjLUT3Sc8dHOS/jvugiES04yRi05iFXH1QMjg9GEMUsPYWdU1VVo286Jty3cb3UiXV0451YBjFi6pJZFcJTcCWIDn6rTks/2xuCpX6syJSYTR1aRDnqjCZ8Ka39JT8zFuWnFOj1eWH8OL244J7sgtBqt0iytkjHb8klbWyJSFbeVCyWKDX2tT822RFhno65I1s/y8a763F5MdWxuk1aJq/gayGWpfg65binhlJNTUmEJoJ/89axiVsY2G5dRqMP935/EoA/2AVCex5WSX46/wpUvuPx9Pk018OBQz66WaTQxMapEiv3bN4VOZYFxAPD1du1vQkahe6XU7pQ1P/zTaeSW0BIntem1Kb1Vt1MwRwghpM6ojvBYrrxPLu7+vx9OYtpXIarH+t+f5xEYFKxYurUvOsNSPicGW4XlVSdG6YU6y1pUSu7//iRSC8rxwnr1EsAMydw5d0LdwnK9JdM3b10Ebv1on2WbGDylF+qw7Xwqsosdn2Nka86qUOy/lGn12knbmH97OB4HY7KQLMzN+mjnJQxffBDvbavKDMllyj7ccQnBQgY0Q2U+YWxmMQKDgq3mq9l2KLSllZmTKzOUruPlSNdJ21bu//vTet7k3V8dQ2BQMADAR9KJ8J6vj+Nrm+C1e2v78jithavFOXS3NPJV3EepjDciqQD3fy9fCip1IcU68By55CAuplZdOFELmrV+B6i9R5xzzcyd+rFVtnGObi2VyxE55/B1cWLdP4Yoz5dzxNw17i3t7GjGnNSMoV3VM74UzBFCSD2VXVyBmStCaiRjU9vcqfqRthoXyWVRtUrugKpMy06F8sm5a8Px7FrzPCRvJi4ebd52Kc2xrF+k5MQ3XKV0SMwucs6tSuSSbRpViPuExGbj4Z9O2WWjbvtoH25buB+AuXyrWCvF17kAACAASURBVFc1P056kv3yxvN4WuUkUau8OPR6Hp5ZE4bub+/C38IcKdtuigAw7tPDAKqaeUjXDpMro5S2mVfpuo6/z5sfc5fNe6e2OLcrZZYDOzazfL3TZh6PbVnvxtAkh7MoOr3R7nhfSLpkcs7RpKF9QFZaoZ49euin0yjS6dGhub/iPmqfwwsKGUJpmWBNtGd35NhamTktBpVozmjiqpm3CoPJKpPqDLX3whHuzHEF7Mt7bzYN3OluUw20inwomCOEkBpWW9MNNkekIDqtSLGDY12kVLrKOceuC+kOdTDLlMkmqZ30O6LMgZMlcT0nMSC4mmk/J0mL2two8Tlsj0yzyiiKwZDUVwdiMWdVKE5fy0N4Yj4Cg4It4xHjlUd/ti+RO59kPVcvSybzdTG1UDFzIxesAcArf5xHXmkl/vGN/MLbSlLy7QNVKUebD43q3tLy9VubL2DtqQTZbITBZILRxPHetos4ciUL5ZVGu+cUet06+6bWnCTCJigK2iK/MLic7w7HKQZOgDl4kosdrueUokxjuZR3t17E8MAWitt1ehP6tXduHa+LqYX4KywZCTml8FE5Oa40mNwK9tQC7sMxWaoBmTvHNhi5atv5SqMJvl6unXa7s4YdACTmqv+cEHV39na9m2d10Po9RsEcIYTUkNqeMSee3NfkVfDa8ujPZ6y+D4nNwbx1Efhin/L6XaJymxNZg9FkV8omR6c3okgn31ZabeFdkZiZE98PtfUHlU7eDlxWbmAhBg1aGT+D0YTlknI8sUPg1C+PWe13UrKGk9jZUJqlA8zllh/tuGQJ3uZvuYB7vj6ObvN3yc4Pu1clWFMr2VQqYz18JVvxPgAgPXfOLq6AycSxLzoDPx6Nt7rIMqpHS6v7LdgWjWEfH7A73oFLWejx9i6sOZWIJ1afxeRlR1FYZv2ZsF2TTLXsT2XsWtmAnzWa0JRUGBQDyZc2qJfsJueXoVfbJqr79G7bWHW7Lb3RhDc2RWHW18cxuFMzxf2S88vUyyw10hRqS3WsOZWIrw44N49S6ppKt1QTV89Fp+aXu5yZW6kxr5bUtNr9a651kZKCOUIIqafEq3k1uMzPDScGDZXCH7cTcTmYv+UCyoRgI86B0sgym5br6TbNBWwDB/FkfMqXRzH4g32Q461xgrk9Ms3SNl88XjN/5TlJ05erz9WTYzlxlxlKQVlVids7W627ETrS8XH4YnNgUylzUvHLieuWk29pq/j5MlmmmAzlbKRaPKxXmei05lSC4rYNockoqzQgJb8Mdyw6gLuWHcXcteFYsjsGq0+Y73ctp1Qxey7OTRO9vdX6OaUWlGvOT9Saw6VE7rWWKtfI1uiNJsVg7oDG+nyOZMeaq3x+5Yhly8UVBixXCaj0RpNDa+wpeVnoCirHz8cLW88pN6Fxh8HEVd/P6ctDFC8GaXG3iypxT233MlNbbgOgYI4QQuotufbtNSGrSIcluy67fMIxb1045q0zzyv7dE8MJn1xRHHfCJsyv3+tPIMNoUmSIEJ7DC1sOuXZliHazqkRT/6S85TnMumNJtW5Ti9tOIcrljJG8/GbCvOZbLsXAlBdL03phHHt6QRwzqE32G+/9aP9lq//CLOep+VIaaqYkVNae0xuXp6z1E6Y9Con9+9tk187UHQ5vQgJOebxSV9XMRhKyXdvTqlc0CP9WXA1M6d1Xy2VBu5yQkGnN2o+trOLQUubwxyPU15egHPrrHB1enlyrxo5LmDOeGsFwGq/Q1yx8N4B1Xq8+qxpQx+X76v1Y/TMuG6YN6GHy8fXcksj+e6uIgrmCCGknvKyKeurKW9ujsKPx65hs00LdUftupCBXRfMHR+/OxKPa9mOLfwsDWqOXlUvtwOAkd3Nc4Aa+6n/US+1mf92RmGtLKmgLRcwZukhrDp+3bLos1LGS3w/xKutDAwVBvu5V0qUTrI3hCZjb3SmZnt0W86sUTV1QFvZ2yd9cRQA0KiBt+x2R6h9TI9dzcbMwe1dOu6bm6JUm174ejO31oKUezukAXKSSqCrdZLoSKCtdl+1z7paFik+u1Tz94badmcXHJfKKNThlMrPnNq4tbiT8dPy+b6rWLzLvptpTVn71HD0bKNeCkuqtG3aUHsnBVrlsS9P7g1/X9d/96lZ+9Rw3NaFulneNJ5fH4FvDrleC04IqV61XZphO2fuZHxOjXS2FE843xQW9nXVjyprdMVmFiMqxTorp5atEZVVGizNHhoILd9f/ysSSSoNAbadT7P6vsJgwtpTCZbvX9lonm8k10hh4c6qRZWVSmOMJvMJ6bGr5uxEud6IPu/ukZ2jJSdKpelFZpHOrZNdLT3bqM+TenBYZ5ePrfZ+phWUo6GP8smS9P2xFZ9dqtr04kRcrmogqTRfTyR37CsZxRiz9BCyinSqZX3eGg0x3AnmCsv1OBSjXE6pFjAB2llBaVdRW8MXOfZZliNXniv1t83PpzPWh7q/PqIncbdxk5L7h3aqmQPXon+PDnT5vmrzV/u3b4qABt5OZ6q1dG7hj50vjsW4Xq0196Vgrh4JjkrH5w5M/ieEeIaSCoPLcygc4W3TPfHRn8/gri+Oyp7sZxXrsOJgrFOBwLbzqSjW6R3uGKhliaQMy3YcU748ZtfpUC6TdeByFsITq7oJDvlwH/q/txcA0MC7ag7hK3+YA7JP9thfSX9/u3XZ3vbINCyQlPL9fT4NYQl56PnObtnnkS/MT1P6224ycaw7k2RptS+ybS6i5L7vlNfxCvDzwZBOzWW3HVY5sXdEXFax5vxLtc9PXJZ69061eSH5ZZWqmd8FGqWWWoH/FZW5fBUacwrljn2fsDbga3+pN9ZR63HSzN/XoQsWStafUQ9cbJsI2VI7OX1rs/qFm2I3WuGrrQ3oLtv5sXUZ59rNYFzl6uLmnmzOyK54Zlw3l+7bWKVEc9E/B4IxpjmvzVkhb06yWtZEDQVzhBDiphfWR9g1SnDE0I/2KzbUqA5ih0UT55Yr/OV6Ix760b7l/PBFB7Fs/1WcTy6w2yYnOq0QL288j6AtF1S7Mrpqh7B+VnmlEf/8Tr4DYqXBhK4tG9ndfv/3Vd0ExZPhkYsPWnVLFG9Xa/Wv5utDcYrb9EYTTCaOge/vld1epNPj3b8vym47KcwlcvWKe4sAX8WT8Cd/Pat6X60yoQ2hyTCqZIpySyqgl3lsby8Gg9GEycuOydyrilrgotW5UUvLxupzTvZEK5eaqnVHBIBVx6/Z3SZeQAmJVZ4bBgB7o5W7kxaW6zF04X7F7VrSCt3Lwv90zP55iRxdC4+4rolGOXjzRr41Vv3hbpD4vym9ndr/0GvjLV+3bern1mOrcbbUctqAdgAAHy8vJCydKbuP+CtPXKpjaBfri2kvTOyp+hg92zTGpudG4c9nRzk1NikK5ggh9ZrBaHJ7jR4ttgv3iqKFFvFKc0u0utVp2RGZhsCgYLs5XiJx3orRxK3WmgtNMGeuMgp1dsFbhcGElSHX7LJeZZUGcM7x7eE4DHx/r6UjZEahDuckTUl2RtmXQG09l4L+7+3B7gvp6PH2Lnx14CrCEvLs9pP6RWjFfSIux+r4tmNVCkD+tFmMOaNIZ7X4dkp+mWrpnVZDD7WrsKev5eFimnIp5MfBlxW3PbrSnC3xcXE9qmvZpaqleWqLB5frjTiuEnxkF1eoZmvOJRXIvqZGE1fMYkrFqqy750jHTTU+btSjTfj8iOp2tXLD2hSVovwZdIQjnWFJ9Zt7Z3fzFyof2c8fGILBnZrLlh6vfvIOt8fgaCw3rpf8+msv3eV4o5ngl8aie+vGlrUex/bULit0Vuyi6QCAR4Z3we1d1eefAVXLbjTyM7++YpXL38+PQfi7k232Nv9OvGdwBxx6bTxWPzncauvrd/fBhQ+myj5Ok4Y+2P/qnRgW2ALDu7VA/OIZDj8nKQrmCFGw52JGjQcBpOY9/NNp9F2wp9qOF5GUj2X7lcuZTSaOizZzmpw92Zu/JQr3fB2i2UTgGyE7pNTGXgwajKaq0j9RYbkeEz8/gtnfWme9lu27io+DL+Mtyfy3skoD+r+3F93m78Jne6+gpMKAA5fMGQUG6yzSC+vt16969Y9IlFUasXDnJRhNHF8diMX//XDKbj8pMchsqtL+vFhngJ9CMPemRhlYfpkeySpdDEsrDXj4DuX5X1olke5OW3MxlsMX+65Cp1cOfJSyhaLHVimX3m2PTFMNRPPKKpHgxuLEziyY7azqns/iqAY+dJpFnDNMCDbEbrdSB/43HiseuQ3/d7t5TtugTs3wyf2DLNtfmdwLE/u0wfn3pqBLC/uqhdenKmfMHhnexfK1Ixc//nx2FG7tbM5CdW8VoLm/kgEdzKWEq5+8A2ffmawYSHq7eEFm/dMj4CvUMwf4+eBZMViWWP3EHTgZNAmbnhuFva/caWkeJmbYxce+tXNztGxsnTns2rLquXdv3Vj2tWsi814CQJ+2TayyoK4+R/otQ4iMc0n5eO73cHy081JtDwUAsCj4ktU8IOK4sMR8AO51QJO677uTWHEwVrEpwvdH43HP18etMl4bZCbdqzUi2RCajIupRViwTb4UT9RQ6Bwo7ZY3ZdlRBAYFY0dkVYbMYDIhLCHf6r5DPtxnac0ufW3ErJ20yYBccPCjUIIVlphvN4/qWnYJfjoWbxfUptnMV9HKflUaTKpZpvyySvhpLKysZmekciMFb8ZU/7BqZT1+DlEuUQOA6QPbqW53NTNXrjfKzgO8Ed7cFIXQ6573e2rm4PZ4QOPiQU1xN6NIHHP2Hdtsiefr3to+APr8gSGYOqAdPvzHAKx/ZgTu6tvGanvPNo3xjyEdrG576I6qIOyVyeZgrXmjBtj36p1W+03t3xbPje9hVS7YQzKGj+4dgH2v3on7buuIf48K1Bz/8G4tMG9CT7x8Vy/8+VxVieC258eo3m9k9xZ4fFRXu9sb+nqjdRPXSyzfuLsP/pg70u720T2ts4e2JaRNGvpgYt826NDcH8MCW6BPuyaWxeHFbrCdb/GXfcyEpTPRyia4k/7dmDmoqgOv3DISc2ReB1cqXCmYI0RGgdBaPNXN9YeqA+ccP4dct5oHFJGUj8/2mk/YQmKzERgUrDqBv7rEZBQhq/jGTSBffyYJgUHByC+1ziqZTBwn43KcCtC+c3FulBKlpggrhZP4vxU62GUV66DTG62aeSh1cdxnM49HpzciSzJ/x3aO+rx14ZaFeV/cUJUh0xtNOKNykq2UtTifXIAind7pta4mfXEUi3fF4J6vj6vuZ7u+m60X1keoZscrDSa0a+Z6u+m+whwHOStDrrvcrH5879aKpbciteUAFu685PIVWmIvWOO9qCsGdlT+vN7s3AkCasM7M/rh0GsTrAKf5o18MU24yPP46EB0bRmAVU84XjJpmxFq6Ott1YWxfbOG8BG+f2dGP6x7egSCXxpn2e7r7YXebZtg2UO3omebxlj/9Ai7x/h49kBMG9DOMsfNv4E3Xp3SGy0aNcDQLs3xyxPDMETI1tmWM54ImoSH7+iMn/49DB/eO1DxeYj3t/WvEV3w+1MjsOEZ+4ANMAdRdwjlimpa2cyf9ZKJnsSLMLNv64hvHx2Kf42wDroO/G88dkleOyk/Hy9M7tcWXz10K5Y/fKvl9jmjAi2ZTNGwQPuxnn1nMk7Nn6T6HGxRMEeIHOEsTvozfjI+BxFJ+fL71yC5E+37vjuJbw/Hw2Ti2COcFIZK5iAl5JRaOscZTbzarg5P+yoE4z5RPwFXEp1WiG8PVzWN+GB7NAKDgpFTUqF4n41nzRmtxLwy6PRGS/C25lQCHl15Bt3m71JtSS712d4rqtsrDOZFchNyShEYFGyXVRKJXb4yi3QwGE2452vrEsf8MvOFANtOhaLhiw6i74I9Vs97ye4YS9AizVYV6QxW713fBXswfPFB/HriOnq9s8tuAW1xrTZbSreLlN6D2d+ewO0L97u1cLEWtbbv+y5lqs7xOhSThe0q2TW5jKjUJWFOo5w/wpI1uwEqUZrD6CjpWnWk/rlbYa0+LT1b2y8LkbB0Jpo3Ui5F9nTuNLuwPSkPfmms08dIWDoTm4SskjhPqjp88cAQxW1eDHhGKPUb0rk5HhKW8zjx1iTZdQG1svgAsOOFsTj+ln0AMCywKqDqLCm7fObO7hjTsxUa+npj+wtjZBuWjBDmsImOvTERj43sih/m3I7uNp9FLy+GLfPGYFLfqs+2bZbslka+WHr/YEv56If/GCCbSXtsRBerUsgnRgfi8kfT8MGsARjbqxVG9Whpdx8AGNm9Jby8mGYjkdu63ILPJe+PXPAYs3AaVj0+DHcEtsDMwe0tzcREPds0Rv8O8hdXGGNY+fgwzL6toyV4Ft1/e9WSD188MAQdm9tn/Fo19kP7ZvKZQCUUzHmQkgoDpn11TPEksjqUVRrcWrfmZiEuICv98X305zOqLcFriu37Jc1U6E0mS8ApBjoGowkTPj9i6Rz3xOpQ9H5Xu/mAo7TadEuJgdG5pHzM+vo4Ptt7xXLyLgY7H+1QLmUVrzSuOn4dfRfssawRJJ2Xs2BbtGzL8yNXshQ7ruWVViI4Kt0qs9fn3T14dm0YDlw2zwVTyiqJHfcmfH4EL/9xHhdTqwICtYYaZ67l4qpKgwexY55ttqr3u7vtmpF8sOOSXec/d7IPasG+3sjdarmsNe9UqwnMyxvPK25TCphFWutVfXmgZpZyEUt7CZHjp7Jenhq5DAJgPbfq2fH284EcsVHmpNrWk2MCVbcrZSrU/Paf4fhIpvzMEWHvTsFz43tgxSO3ATDPvZLO3XpyTCCeHd8dEQum4GSQcqZjWGALJCydiV0vjYOfE3McnxrbDW/c3QfvzuxndXvPNo1x/+2dcDJoEsb1amWXKbJ9/xfOHohT8ychQKF75feP3Y7XpvRGn7bKC4QP6tRMtkpBOp9Laf7m4E7NZRuWeHsxXP14Oj6ePRBb5o1GF5nOwWqkgcwbd/dBowbWz+/x0YF2ASNgDoaCpvfF2qeGY/3TI/DuzH7wb+BtFVBte34MFt47ANeXzEDcoumIWzTdKuu180X1wP7+oR3x+tTeWPbgEHz3r6F22xv6euOufq5ddFHz2IguluURqvMiDAVzHuTg5UzEZBTjPY15Mo6IyyrBu39fsLqiviE0Cf3f24te7+zWXO9HS3phOd74K1J2nSdbxTo9VhyMtZzoXk4vsiziK7UhNMmuM9/55AK3sgKn4nOxbJ96RkYqt6QCh2Iy3c5kpRWUI93NttAivcH6+V9Orwoe9EZu+QMvBkllNifPWq2xXaGUDckrrcTBy1Wtto9cMa9r9c/vTlrmVdkGg2Kw+sH2aHx/JN7y/MIT8yyZJ3H+1ztbzT8btiWDk5cdQ2BQMH44Gg/OOQrL9Hhi9VmMWXrIaj8xyzN04X48vz4C3ebvwi/Hr1sWgT5wOcsqExQYFIwJnx3GhZRCu5JHwD6AyrUpB5V66KfTqqWwG88m42S8/HvV5909KNZYj+759RGq29XMUGigIpqzKtTlY2s1n3GlOc1tXeTLcEj1a1NL5WviyaUzmZt+KmWzjroRWS5Xm6LMHd9ddm7Y70+NsFzhnzW4A1o38bPrMnjxw7sVjxuxYApGdm+JiAVT8LfNfCex3LeBjxf+M6abYrv8w69PkM1UaGUhK/QmxLgxRSBoel+rOWRbnx+DJfcNwjeP3ob3Zw3A/On90CKgATo098edvau6JN7ZuzUO/G+81bF8vL1w5ePpSFg6E5HvTUXMwmnY+eJYbHt+jOyi0f8a0QXPT+yJp8d1x/G3JlpuF4/bobk/1j41wqrUDgAm9LHu1tjAx0szE/PiXb2w12YOnCPeu6e/JfM3SiZw0tLAxwuPjeyKoV20O0DKufjh3Qh+aSye12jPb4sxhnG9WmN0z1Z22S3AnE2bMyoQjDH4eHvZ7TOwYzPseGGs3edZevwXJvXCfUM7yWZDawpjDK9N7YNlDw7BJJv5kO6gYM5Fp+JzERgUjJgM5TIdkcFo0lynBqhqxR2RVKDZGEBNYFAw/vt7OH4/nYT47KrWwtKr1JOXHcMFyQT+yOQCBAYFO1xG+P62aPwVnqK4CO3KkGvYKGRRFu+KwbL9V3HgsjlImr48BP/93XzieTIuBx9sj8ZfYcmW9Z7EtaDCE/Mw+9sT+PFY1Xyi5Qdi8eRq+RNLvdGEWV8ft3pej/x8GisOxYFzDp3eiOUHYlUDtVlfH8d/fg3Dc8L4Dl/JtjuJzympwLJ9V2A0ccUmFqOXHsKoJYdkt4n2XMxASr75fS6rNCBPEgjEZ5fg2NVsALD6jKXkl1l10dt9Id0SQHy48xJySipgkGRspIFxZpEOyXllCAwKRmBQsF1AnV1cAZ3eiF0X0q3W4xJJ54C9tOEcdHojAoOC0XeBOetnMJowdOF+PPVbmOVxC2RKxfq9t8cq27j7YgYCg4Lx68kEfLInBtOXh2D68hCrOYJSJ+Ny0Mxf/pfv0t0xyCjS4c3N8gv1Dnx/LyJtWvF/tPOSVbMP2w6SCbllmPXNccxdG47I5ALVX/wjFh9U3AaoN8X4/ki86iK+g2pwPbpSja6Z14XJ4DXJmSliHZwsQXHU02NdW1BW6ypwdfjk/kEIaCCf0enQrKHd2kYidxf/3fTcaNXtrp4I9W2nnGVY+9RwvDq5F75+5DbscOK1vbVzM7x8Vy+sf8Z+ro8cuSYMu18eh4WzB+KB2zvhpUn2J6DLHlQun9Mivke2J3FdWzbC0TcmIGh6X8tttlmwxf8chL7tmqJ1Ez+79a66tGyE429NxLkFUzCwYzOcfWcy1vzHuj260vv09NhuaBFgLldsEdDAbk5P/OIZSFg6E1c/no7OLRrJlvJFf3g3ugkZsXtvtW7OMVkju9GvfVPMGFjVJOLM23dZvn5yTCDWPz0CL0zsif2v3okfHqvKoKxWmEvWzN8XjwzvgnsGd7DbtuY/w3H5o2m49NHdWPOf4ejZRrmsslkjXzT09cbAjs0wpHNzq0DwRNAkJCydaVVq2OmWRvhj7kis/Pcwu2O1b+aPhKUzkbB0Jva8Mg5fPnSr3T41xb+BNz75v8FIWDoTvVQyezWlsZ+PpVvljTaoUzO7z7MnaOjrjfuGdqrWBd/rbTC3MypNtVucu/ZcNF+R36ey4OfZhDwEBgVj/pYLGLH4IArL9Cgs1yO3pAI7ItOweNdllFUakFmkw19hyVYnTEqL5ALmoGXNqQTojSYs+Psixiw9ZHdiLjZBeEUoUZJrFDHrG3MZWVmlwXJV/9Bl6+BsR2Qatp1Ptbu/eLVObpHXlzeew8fBly1tpqsCA2bJehy9mo2TcTl4dOUZ/HoyAW9sirJ05Pvx2DWYTBwZheb7fbrniuV5f3ngKg5fMQc5JpN5IeSCskpEJOVj/pYLuJBaaHleUpfTizHw/b348sBV/EPYnlmkw5xVZyzNNQrKKu267QHA3LXh+EKS3Rv28QGsOBSHHm/vwuilhxCbWYzckgrcsegA/jibZLV4tJgtK9bp8fneK5ZA6tjVbDz3ezjGfnIY4Yl56P/eXgxduB+ZRTqsDLmGu744in//Yg5aH/qpaoHnsZ8cttwOAG9sirJkhzg3j02a2T0gyZKNWHzQqoRv/ZkklFYYLGO6Y9EB9F2wB/PWReBfK08jq0hn2XY4JsuuHf9oIeul05swf0uU1TpSL288h/VnkvDVgVi71xMApn2lvniwNPto69GVZ3D6mnIzjwmfHVFdiPfeb5V/toCqLo1K91Wbw6XF3XWf6rMZkq5fWtRKN3vIdIhzxF1921jmsajpYFPKNKlvGwzs2AxfC6Vecv4zRj1IVCtfC2zZCEden4CH7ugCo/B7WCzTEe159U5smSd/BfpE0CTZE2qtq/R92zVBxIIp6NKykewJqmjRP5UbGQDmzJ6YzZGWiT0/sSf+fHYUQt++yy77N7ZnKzDGMGtIB7S26RR39I0JVt8/MTrQ8rXRxPHqlN4Y3aMVvnxoiOrr+t8JPfDhvQPxq2RNrgP/G4/2zfwxZ2RXfPbAEPxvah+r5SmuLZ6B+4Z2wpm370LEgimYLwm++rdvinVCwwi5RYIHdmyKX564A+ufGYEZg9pbvaYL7x2Iri0D8Nz4Hoh8bypOzZ+E92cNsJp3NbiT+gkxYwy3BDSw+l7Mij03vgcA82dh67zR2P5C1Welj0xQ/faMvna3iZo18rW0wp81pANiF023Kg+cM7IqQP7wHwPwwLDOuPSRfFYwYelMNPDxQqXR/PM8Y1A7tG3aEI+P6ooF9/TH+7MGYHTPVnj97j7o1bYJpg1sjz2vjMP1JTMw0cWshn8Db7tyP0d88+ht+Ou5UVj8z0Gy85wA8xyzyf3Vg9e+7ZqiocJyKoS4ilVXu26HH5CxaQCWA/AGsJJzvlRp32HDhvGwsDCnH8No4ujx9i50bO6PEyp10lIn43LQr31Tq1+GIs45GGMorTCgUQNvMMaw4O+LWHs6EQCw+b+jcXvXW3D6Wi56tmlsaVMqPal3VecW/nhhYk+cTy7AhtBkPDayC3y8vDTnirijR+sAxGfbX4lf/cQdll+gr/0Zic0RKXhrWl/8d4L5D8WHO6Kx+oT1uH547Ha8tPEcKg0mPDu+O7q2CMDbW2tuLSGpUd1b4tS1XNltHZv7W82nOvbGRNz5mWuNPbSEvn0XhmtkbAipC96d2U92nbHJ/doit7QCf8wdhafXhFmyys74/IEheP0v+YyqrXVPj8C/VlpnMacNaIc90Rm4vmQGXvsrElsi5LuJ3ndbR2yx6TS688WxGNjRfLJ8+louHpZcQAGAh+/ojI3CIuQ/zbkdc9eGAzC38n5wWGerk7M/w5LxprBG34xB7bDrQobl5Df4QgZ6tWmMVUIVBgAceX0CurZsBJ3ehPGfHUaWJCveMqABwt6dbLmC+2dYMhbuvISIBVOQnbnuXAAAIABJREFUml9uWcw6dtF0+Hp7YXtkGl4Supg+PbYb8soqsexBcxbgYmqhZR7orpfGoW+7JjiXnI+SCiMChbkwO6PSLY2Cdr00zqpsbmdUGsoqjOjWOgD5pZWW12Dni2Pt5pd2bxWAoOl9UWk04Z7BHfDD0Xgs3R2Dfa/eiT/PJuPFSb3QTFLOWKTT45PdMdgemYaX7+qFp8dZB9WX04vwy/HrGBZ4Cx66owuKdHoER6XjXFI+7h/ayXLBa8cLYzHIJugp1umtstri37d3ZvSzBO+5JRXw8fKyGpPoUEwm/vNrGO69tQOWP2wfsCflluHFjeew6blR8PX2wvWcUgS2bISU/HLc+dlhy3qDttk0o4nj0z0xeGpsN7Rpqt6RtcJgtJtnJZ5f2B7XUaUVBmyOSMGjw7vIlrFdTC1EdnGFYtBUXmlEQ18vxezCtewSdGsVYNl+Ob0IsVkl6NjcH5lFOoQl5OO9Wf0BmC/UfrI7BvMm9rRkCQkh1hhj4Zxz2StrNzSYY4x5A7gKYAqAFABnATzCOZftgODXvhdv//hXAIDRPVoiJb8cOSUVKNMoCZJq1dgPBpMJHZr545LN1f4GPl4IaOBt6T5HCKl/fL0ZPp49EG9tvjEXEaSaNvRBk4a+io1YqosYNADAuQVTsPNCOr45FIuF9w7E5H5t0f3tXZZ9lz04BMfjchSDHcC88KxcVnXd0yOQnFeG1IJy/H46EaUVRjx4Ryd8PLtq0Vqd3oit51LR6RZ/q7l2T43thquZxZjQpw0m9mmN4Kh0/BmejOQ882uTsHSmudy7VQBOxefis70xdheVzr4zGS0DGsDLi0GnN1rm2y29bxAeHt7FcuEtraAcj/8SitisEix/+Fak5Jdj1uAOlgn84Yn52BKRggA/H0wb2M5uPsjLG8+Bc3O787sHtMPwbi2gN5qQX1qJNk0bWioVlE5k91zMwPvbL2L3y3diZcg1vDK5t9U8qcMxWcgursC0Qe2smlfojSa8t+0iNoQmo3/7ptj+whjZE21Rt/nB4ByIWzTdst+Za7lo6u9rN3+Mc45vD8dhzshA2aBFZDJxGExcc16XGEzsemkcZqwIQTN/X/z+1Ah0adkITRv6WL02RhNHVrHO6Q5tjjKZuF23Oamt51Lw+d6rCHlzIjiATeHJuH9oJ9XX1vb4jCm/30o457ieUwr/Bt7V/tzdDeYIIXWLJwVzowB8wDm/W/h+PgBwzpfI7S8N5gi50bq2bITEXOu5i89P7IFvD1fvemWOeHxUV/x2KlFx++6Xx2G6ShOLFY/cZrli/9JdvbDioHz5oyMWzh6IBX9XlXK+PaMvFu9yfZHioV2aIyKpwHLF3NebWcp3x/RsCYORw2jiaNu0ITKKdAgXOgV+96+huCOwBYp0enx9MBaZRRVWmVjGgAsf3A2d3ohWjf2QVlBuKQ0FgE3PjcJXB2JxIbUQPVoHIKu4AinCuoLPT+yB0gojNoen4J9DO8Lf1xtN/X0tWYsnRgcis0iHSoMJ788agMiUAnRu0Qizvz2BB27vhNem9oGXF9DcvwEa+HghJDbbKrCJ+mAq3toUhY9nD0TLxn7YG52BKxnFuJxehM4tGlkCjFf/OI+t51Jx4H/jMXnZUQDA/Ol98a+RXeEtnFgaTCY0aajetKG80oi90RlIKyzHvAk9wTlHbmklWjX2w5LdlzG1f1twDvTv0BT+vubqg39+dwLnkgrw13Oj8MAPp9C6iR8Ovz7BqTlSO6PSUFiuR7/2TWUn0HPOser4dcwZ1VW2w19phQFJeWXo1ioA8dkldnMvCsoq0aiBj2LgkVWsQ5smrq9DV1uCo9IxoU9rxe52om8OxeLzfVdxbfEM1WCmJgQGBaNjc3/88exIjP3kMJ4d3x3zp/fTviOpFoFBwWjb1A9n3q57i2UTQpznScHc/wGYxjl/Wvh+DoARnPMXJPvMBTAXAJp06H57izkr0KN1AHJKKuHFgAA/H8sJ1+R+bZFTUoH0wnJkFplLU4Z0bg7OOaJSCtG9VQA63uKPgjI9erVtjOS8MjAw+PowlFYYMazrLbiYVoiuLQIwqFMzJOWV4WR8Dpo29EVphQHXsksxdUA7DO92CyqNHAv+vojebRvDxAET51jyz0Hw8WY4HpuLsMQ8NPX3RevGfigs1yOwZQACWzVC68Z+OJdcgPG9W2NzRAoAIL+0Em2bNcS88T0RkZyPY1ez0bG5P/q3b4oAPx+0a9YQnJvnGlzOKEJjPx/4+Xgju7gCcdnFyCqqwOBOzdHU3wdejKGpvy90eiOuZhRj+qD2KCzTW668puSXoaBMjwqDEb3aNoEXY1YnY9dzSpFdXIFbGvlCb+TIK61EqyYNkF+qR+smfmjm74vYrGKk5JfjUloRKgwmGE0mtG3aEBP6tMEfZ5Pw0B1dcPRqNmIzi/HMnd3RqIE3DEaO6LRCeHt5oVebxvDz9cKeixmY2r8d+rZrAi8vhoKySjTz90V+mR4mzuHr7YVm/uZxc84RmVIIX2+G/u2bIjG3DF1aNIKXF0NhmR5ZxTqcTy7A8G4t8Pe5NEwd0BbdWgWgrNKIvNJKNPT1gskEBPh5o0VAA4TE5qB/h6Zo1dgPeqMJ8dklSC/U4dZOzXEsNhvphTo09/fFmJ6t0OkWf6srsJUGEyqNJruTWM45SiuN0BtM4DB/JioNJnSQ1NNHJhcgs0iHfu2bIiW/HH3aNUGThj7w8WJgjIFzjqJyg+yVcrEJToXBiJ5tmqBIp0dKXjn8fL3QQ2a9IQDIKNTB24s5tYBqpcEEvdFkd+JYWmGAr7cXGvh4Qac34rzQ/EMsR7NVrNPD39cbRs5hMgE+3gwVBvPrVlBWCQZmeZ5ZxTqcSyrA6B4t4efjjYTcUvSuhcnZdU10WiH6tG3icEbBHSUVBuQUVyCwlWtz0Ej9FpdVjDZNG6JpQ19EJhegT7smNBfoBtLpjWDM9WUOCCF1S50K5qRcnTNHCCGEEEIIIfWBWjB3o7tZpgLoLPm+k3AbIYQQQgghhBAn3Ohg7iyAXoyxboyxBgAeBrD9Bo+BEEIIIYQQQuq82liaYAaAr2BemuAXzvkilX2LAVxR2g6gGYDaXripFYCcWh4D4BmvhSeMAaD3pLYfW8oT3gtPeS08YRye8H4AnvFaAJ4xDnpPPGsMAL0ntf3YUp7wXnjKa+EJ4/CE9wPwjNcCuLHj6MM5l20ucMODOWcwxsKU6kOF7T9xzufeyDHJjEF1jDdwHJ7wWtT6GIRx3PTvCb0XVmPwlNei1sfhCe+HMI5afy08ZRz0nnjWGIRx3PTvCb0XVmPwlNei1sfhCe+HMI5afy1u9DjUXvsbXWZZ3XbU9gA8iCe8Fp4wBk9Sm68HvRdVPOW18JRxeAJPeS08ZRyewBNeC08YgyehvyGewVNeC08ZhyfwlNfCI8ZRpzNznqAujPFmQ++J56D3wrPQ++F56D3xPPSeeA56LzwLvR+1py5n5n6q7QE4oC6M8WZD74nnoPfCs9Sr94Mx1oUxVsIY8xa+P8IYe7q2x+WkevWe1BP0nngOei88C70ftUfxtffozBwhhJD6izGWAKAtAAMAI4BLANYA+IlzbnLheEcA/M45X+nk/Z4AsApAueTmX5XWQPUUjLEJMD/fTrU9FkIIIbXDp7YHQAgh5KY2i3N+gDHWDMB4AMsBjADw5A0exynO+VhX78wYYzBfIHU6CCWEEEJc5ellloQQQm4CnPNCzvl2AA8BeJwxNhAAGGMzGWPnGGNFjLFkxtgH4n0YY4GMMc4Ys7owyRhrwBjLY4wNktzWhjFWxhhr7cy4GGOjGWNnGWOFwv+jJduOMMYWMcZOACgD0J0x1pcxtl94/CuMsQcl+/szxr5gjCUKxzvOGPMXtv3FGMsQbj/GGBsgud8MxtglxlgxYyyVMfY6YywAwG4AHYRS0xLGWAdnnhshhJC6j4I5BzDGOjHGtjHGYhlj8Yyx5cKi50r7v8IYa3Qjx3gzYoyV1PYYCMAYmy2cUPet7bGQKlo/H0Ig4nET2TnnoQBSAIwTbioF8G8AzQHMBPBfxthsjWNUAtgI4DHJzY8AOMg5z3Z0LIyxFgCCAawA0BLAMgDBjLGWkt3mAJgLoAmAbAD7AawH0AbAwwC+Y4xNZIxtA5AOYJ6wT1sAbwIQM3m7AfQS7seFY4hWAXhWWGNoIIBDnPNSANMBpHHOGwv/0hx9boT+hngK+hvimerq35CbEQVzGoTSmS0A/uac9wLQG0BjAIqLnQN4BQAFc+Rm8QiA48L/DhObVhAiIw1ACwDgnB/hnF/gnJs451EANsBcjqnlNwCPCL/DAXPQtVZl/5GMsQLJv5EwB4+xnPO1nHMD53wDgBgAsyT3+5VzHs05NwCYBiCBc75a2P8cgM3C424D4AdgNAAGYCHn/CTnvEJ4nr9wzouF77sBGCyUngKAHkB/xlhTznk+5zzCgedPSF1Bf0MIcQMFc9omAdBxzlcDAOfcCOBVAP9hjAUwxj5njF1kjEUxxl5kjL0EoAOAw4yxw7U47psCY6wxY+wgYyyCMXaBMXavcHsgY+wyY+xnxlg0Y2yfWM5Eqg9jrDGAsQCegjkLAcbYBKFMLFgoM/uBMeYlbCsRyswiAYyqvZHfHIT3Yqfk+2/+n733jpOzLtf/35+dnZmd2d6T7CbZ9JAGhECCoIAgKKIIIiIo6kHhqL+jp1iOerr1eBR7OYgeQfgCiociIBw6hBSSEEjv2c2WbC/T++f3x1PmmbJpG0gC9/v1yisz85R55tnZneea676v2wz7ONlpAYYBlFLLlVLPKqUGlFJjwF8DDYfbgdZ6LUbp44XmN/6zgYcPsckarXWN498ajL/lHXnrdZjHZ9HpuD0dWO4UhRiuYgnwCFAG7Kb4Z0i/+RpjwFRzf4+b/38QuBzoUEo9r5SS353jhHyGnFjkM+Tk5hT+DHlLIWLu8CwENjgf0FoHgAPAp4A24Ayt9RLgbq31TzC+Vb5Ia33RG3ysb0ViwFVa66XARcAPHN/EzwF+rrVeCIxiXBAJx5crgce11ruAIaXUWebj5wB/AywAZgFXm4+XA2u11qdrrVe+4UcrnPQopc7GEEvW++P/YYiwqVrrauBXGM7WkXAHRqnlx4D7tdaxozycHgyB5mQa0O2474yE7gSed4pC4CvAfcAgxt+rWUU+Q/4LGALeBfjICsSPAWit12mtr8QowXwQ+EOR5xaODfkMObHIZ4ggTBARcxPjQuC/zfIatNbDJ/Zw3pIo4NtKqU3AUxgXgc3msv1a61fN2xswLpqE48tHMHqTMP+3ymRe1lrvM53sezC+eQUjfv5Pb+whCqcCSqkqpdQVGO+ju7TWm81FlcCw1jqmlDoHuP4odnsXcBWGoLvzGA7rMWCuUup6pVSpUurDGBeXj4yz/iPm+h9TSrmVUm4M8Vdnplz+FrhVZYNKrjYfKwfiwD6MEv0aa4fKCHO5QSlVrbVOAgGyfXZ9QL2jHFM4euQz5MQinyGCMEFkNMHh2QZc43xAKVWF8QHdfiIOSMjhBqAROEtrnVTG3Koyc1ncsV4a4xtv4ThhhkO8E1islNKAC8MpeJRCx8C6HzM/nIU3hhS5X9qVjbfiCeTPSqkUhkDZhhEy8ivH8s9iuCU/A57HcKVqCvZSBK11p1LqFYwSyxeP9sC01kOmwPwx8EtgD3CF1npwnPWDSqlLzddwK8a5P0BWfH0R+A6wHpiEUUqqMITmZRiO3zDG365Kx64/BvzM7BHaifF3D631DqXUPcA+c9kCCUE5auQz5AQhnyGnBKfCZ8hbHhFzh+dp4LtKqRu11neaH5g/AH6H0ftwi1LqWa11SilVZ7pzQYwP4qIf+MJxpRroNz+EL6KwJEp4/bgG+L3W+hbrAaXU8xgphOcopWZg9Bd9GLjtxBziW54OjOAML8aF6MVkyxdPOFrrtiNY537g/nGWteMoudRaX1hktQMY/XDjliRqrX+H8Te92LKVwFnjLCt4Pq31TozgFMAO0Vrn+Az5BwwnLoDxGfJJ4Amt9ZXWZ4hSajNwjtZ6v7mbdx/i2P9qvGXCESGfIScO+Qw5+TmpP0MEAymzPAzmBcBVwIeUUruBXRg19l8Dbse4UNhkNuNa5T+3AY9LAMrrhzLmSsWBu4Fl5sXPjRhJc8Ibw0eAB/Ie+5P5+DrgZ8B2YH+R9YTXEev3Q2vdieFkbTH/33hCD+wNRinVhlHK+JsTdQzyGXJyIp8hJwXyGXKSIp8hpxbqEF9WCsJJi1LqdODXWutzTvSxCLkopS4Evqi1vuJEH8tbFfn9AKXUNzBSI7+jtT7UKBnhLYj8jpy8yGfIiUd+P04txJkTTjmUUn+N0RD9Tyf6WAThZEN+Pwy01v9sDtIWISfkIL8jgjA+8vtx6iHOnCAIgiAIgiAIwinISR2A0tDQoNva2k70YQiCIAiCIAiCIJwQNmzYMKi1biy27KQWc21tbaxfv/5EH4YgCIIgCIIgCMIJQSnVMd4y6ZkTBEEQBEEQBEE4BTmpnTlBEARBEARBEIS3Ilu6x3hx96HHVouYEwRBEARBEARBOMl4YGM3v1m5/5DrSJmlIAiCIAiCIAjCSUYgmjzsOiLmBEEQBEEQBEEQTjKCsdRh1xExJwiCIAiCIAiC8AYyEIzzTw9uJpZMj7tOICbOnCAIgiAIgiAIwknFqr2D3LXmANsOBsZdR5w5QRAEQRAEQRCEk4xownDkBoPxcdcRZ04QBEEQBEEQBOEkI2qWVw6GEuOuI86cIAiCIAiCIAjCSUbEcuZCxZ05rbWkWQqCIAiCIAiCIJxsRA8j5mLJDKmMPux+RMwJgiAIgiAIgvCmJJXO8ODGblbtGTzRh5JDtsyyuJg7kn45mKCYU0rVKKXuV0rtUEptV0qdq5SqU0o9qZTabf5fa66rlFI/UUrtUUptUkotnchzC4IgCIIgCIIgHIq/+8Nr/O19r/LlP2060YeSg11mGSzeMxd8I8Qc8GPgca31fOB0YDvwj8DTWus5wNPmfYD3AHPMfzcDv5zgcwuCIAiCIAiCIIzL6r2GI+ctPbkKEmOHcebGokb4SWOl95D7OeZXpZSqBt4B/AZAa53QWo8CVwJ3mKvdAXzAvH0lcKc2WAPUKKUmH+vzC4IgCIIgCIIgjEcsmbbTImPJzAk+mlwiCUOsDYwj5ixnrq3ef8j9TESizgAGgP9RSm1USt2ulCoHmrXWB811eoFm83YL0OnYvst8LAel1M1KqfVKqfUDAwMTODxBEARBEARBEN6qHByLAVDucdk9aicLVpllMJYinso9tie39XH32gMATKsrP+R+JiLmSoGlwC+11mcCYbIllQBorTVw+BiW3G1u01ov01ova2xsnMDhCYIgCIIgCILwVqVnNArA7KYK2wk7WYg5xOVQ3qy5T9+5nie39QGwYmbdIfczETHXBXRprdea9+/HEHd9Vvmk+X+/ubwbmOrYvtV8TBAEQRAEQRAE4bjSbYq5WY0VxJIZMkcQ9X803P7iPn781O5j2jaSSFOijNvj9c0BvHfJobvSjlnMaa17gU6l1DzzoYuBbcDDwMfNxz4OPGTefhi40Uy1XAGMOcoxBUEQBEEQBEEQjhs9o1GUghkNRqliLHV8Sy2f2NrL/a90Hn7FIkSTaSZX+4BCMVfhLbVv+9yuQ+6n9JBLD8/fAHcrpTzAPuCTGALxD0qpm4AO4Fpz3ceAy4E9QMRcVxAEQRAEQRAE4bjTMxqlqdJLlc8NGIO6/Z6Jyp8sY9Ek3SNREqkMnqNMy4wm0kyt89M9GmU4nDuGoNrnJhQ3ykKVUofcz4Rejdb6VWBZkUUXF1lXA5+byPMJgiAIgiAIgiAcCT2jMabU+PB5DHcrkkhTn7fOQ692c8lpzZR7j14WBaIpMhq6RiLMbKwoWP7E1l7Oml5LQ0XheIFIIk1rjY+XgZFwgngqjcdVglLKDmtZPuPQ/XIw8TlzgiAIgiAIgiAIJx09o1Gm1Pjwm2IuP9GyczjCF+59lXtePnBM+w+Y4wM6hiIFyyKJFH991wbuWNVedNtoMk1jlRe3S9EXiPG27zzDHzd02dve/I6Z3HfLuYc9BhFzgiAIgiAIgiC86RgKJ2is8Np9Z9FErpgbDhspkpu7x45638l0xh4v0D4UZkv3GJ+9ewOpdMbet9awbyBcsG06o0mkMvjdpdSVe9jeG2AonODAUIRMRhNLZg7bK2chYk4QBEEQBEEQhDcd8VQab2lJTpmlk9Go4axt6iou5sYiSe5c3c5fNh/E6BjLEoxlRx10DEV4Zkc/j23utYeUj0aMfe8bLBRz1pgEv8dFrd/Dtp4AAOFEynYPLTfxcIiYEwRBEARBEAThTYXWmngqY4g50+WK5ZVZjplibv9g2L7t5I8bOvmXh7bymbtfYXd/qOi2YDhzvQFjQHnYFGojEUPUtQ+GC4SgJdjKPC7qKzyMmMIvmkjbglPEnCAIgiAIgiAIb0mSaY3W4HW77ATLfGfOKci2Fim1PDCc7YXLH+wdMLct97joGIrQN2aIuUjceA5boCXT9AVyRw9Y5Z5+t4u68mw4SiSRtpf5jjB1U8ScIAiCIAiCIJxChOMp+oOxE30Yx4U/rOuka6QwQGSixM2Zck5nLj8AZSySFWibioi57pGofdsKO8m/v7Clms7hiD2g3HLmRh373jeY6+pZx+HzuKjzu+3HI4kUkWS2BPNIEDEnCIIgCIIgCKcQ3/+/nVx325oTfRgTJppI8+U/beK/n9933PedSBlBJB5Hz1w0kcpZZyyaxOd2Ma3Oz6au0YJ9dI1EmT+pEsg6cRaBqLGvJS3VpDKaXX1B8zlMZ84xO25/Xt9cJOEQc3nOnHPZkSBiThAEQRAEQRBOIbpGonQMRUhn9OFXPokJmu7Wuvbh477vuCnmvKUltstVrMyy2udmcWt1QQiK1pru0SgLplQBEIjlCkHLmVvcWg2A9aNw9sxVeEvxlpbQnifmcsssnc5cOmfZkSBiThAEQRAEQRBOIUYjCdIZzVA4fviVT2KCcUP47OwLFg0gmQhZMeeibJwyy9GIIeaWtFTTNRK1RxWAIfRC8RTzJ1WiFAXHZ90/vbUm5/Fsz1yC2nI3MxrKC5y56DjOXG4AivTMCYIgCIIgCMKbDitcoz9wios50+3SGl7pGDmu+7Z65jylJbhKFN7SkoI5c5Yzt8QUZM55c11mv9y0Oj8V3tIiZZZJSksU0+v9OTPhss5ckjq/hxkN5QXjCSKO8QN15Z6cba2xBVJmKQiCIAiCIAhvQqwZZqd6CErQESry8nEutUw4yizBEEcFASjRJNV+N4tajFLKTZ3ZvjlLzLXU+Kn2uYsGoFT53ChlCDoLy1kbjSSo8XtoayinczhiDxOHbO+ez1NqizmlDGcuKqMJBEEQBEEQBOHNidbaTko81Z25kOnMVXpLWX+cxZyzzBKMHrTxeuYqy9zMbCzPSbS0EjZba31UlbntwBOLQDRFVZlRCukUc+F4tmeu1m+UWSbT2k67BEeZpdvFjIZyrj6zhUtOa84NQJGeOUEQBEEQBEF4cxFOpEmZaRv588tONawyy7fPbeC1zrGCod4TIZ40xZz7MM6czwggWdJSzWZHCEp/MI63tIQav5sqX5EyS9OZA5g3qYrKslIqvaVZZy6cpMYsswRySi2dZZae0hJu/fAZnDa5imgybYtBKbMUBEEQBEEQ3tSkM5pfv7CvoBfqVKZjKMy3Ht02blLliCOko+9UL7M0hctF85pIpDM5PWsTxe6ZcznEnON9kkhliCTS1FhirrWG3kCM/oBxTgOm0FNKGc5crDAAparM2PYzF8zi0b95OxVlpYTjKZLpDMF4ilqHmHMmWsYSaZTKloCCMXwcYDiSoCRv2aEQMScIgiAIgiCckrzWNcq3HtvOczv7T/ShHDce39LLr1/cP+4gbWeq4qleZmn1zF04rwmAl/cfv1JLu2fOdOb87lI7XASy57Hab4k5Y8SANaLA6bxV+dxFA1AsV8/ncTGt3o/fY5RyWj2NdeVu6ss9VJaV5iRaRhJpfG4XSin7MatHbjCUwO8pzVl2KCYs5pRSLqXURqXUI+b9GUqptUqpPUqp+5RSHvNxr3l/j7m8baLPLQiCIAiCILx1sXquBh1u1anOYMgQaP3B4kJtxOyXK/e4jlsAyufv2cg/P7jluOxrIBhH6yObfxeMpSj3uGis9DKzoZzXOgsHdx8r+T1zZR4X0WQ2hMQWc6YgWzClihKF3TdnOG+l9jqBWIoDQxEypmMaiKWo8uWODyj3lhJOpBiLGj8jKyBlZmMFu/tC9nqRZLog4MQaRTAUih9xiSUcH2fuC8B2x/3/BH6otZ4NjAA3mY/fBIyYj//QXE8QBEEQBEEQjgmrv2godGo7VE4GQ4cON7FcnznNlcfNmXv4tR5+v6Zjwvv57+f3cva3nuKBjd1HtH4olqLCFExT6/wcHDt+ZaNWmaVVruh3u+wUSSgUc35PKTMbK9hxMACYASeWM1fmJhRP8Y7/epY/b+oxl2fLLC0sZ27MDEux9n3apEq29wZskRtLpO3Zd85tAYZCiSNOsoQJijmlVCvwXuB2874C3gncb65yB/AB8/aV5n3M5RerI/UPBUEQBEEQBCGPkC3mTh1nLpJIceXPX2LdOOmNWWeuuLCxkiznNlcwEDpyF+xIOJbew8FQnLvXdrCle4zv/GUHAE9s7T2ibYPxJJWmIJpcXXZcxZxVZulxjCYIx7Ovz3LPLMEF0FTptQeHB2JZseZ04LYfDBJLpomnMrbYsyj3GKWcgTyheNrkKkYjSXrNfrxIotCZ89lllvEjTrKEiTtzPwK+DFieZT0wqrW2ZG8X0GLebgE6AczlY+b6OSilblZKrVdKrR8YGJjg4QmCIAiCIAhvVqzkwKHwqePM7eoL8VrnKPet6yy6fCCPahYaAAAgAElEQVR4uDJLQyhMq/OTzuiChMaJsLMvyAMbu/jgL1cdUiQ+sLGLu0wn76FXe/j6A1v4P1PALZ9Rx6o9QyQdc9XGIxhLUeE1hNKk6jIGQ3FbhE2UeN6cuZYaH72BmO3Y5TtzAHXlnqyYc/TEOR249sGwHYZilWFa+L2lROLp7HKHmAPYbrp+0WS6QLCVm+dhKPwGOXNKqSuAfq31hmPdRzG01rdprZdprZc1NjYez10LgiAIgiAIbyIsZ27wFHLmOoaMIIzndvbb/VdODlVmeXAsyv7BMBXeUmrNYdNW3+DRYok1p2jb1hPg0U29bOgYKZjJ5uR3L7XbYm7YFNLP7OynRMH1y6cRjKd49Qj634KxFJWmIJpcXQZAX+DQ7tyafUM5M9sAYsk0rxwYyXksv2du7qRK0hnN3n7j/I+ZorjG77G3qSv3MBROoLXO6YmrdIi29qGwPXOu0JlzEXY4c5YInD+5EjBcPTAc0Py+OKe4s/rnjoSJOHPnAe9XSrUD92KUV/4YqFFKWUfQClhFs93AVABzeTUwNIHnFwRBEARBEN7CnIo9cweGjJTKwVCCLT25UfzpjLbFUbEyy4/evpYHNnYTimcdrYAp5ixRtncgdNh5bWPRJEv+7f94ftcAMUcoyNaeMVuEDR8iVKZzJGr37llO4ZbuAC21vqNKpgw6ShknVfsA7FLEYnSNRLjutjV84Z6NOY/f+/IBPvjLVRwcy4q8eNKI/3e7jK6u+ZMMQbWrzxBUo9FCd62u3MNYNEkgliKd0faxuUqynWHtQ+GcgBMnPo+LSDxtu36WGKwqc9Na62Ob6cxFkqkCwWY5c8Ab48xprb+qtW7VWrcB1wHPaK1vAJ4FrjFX+zjwkHn7YfM+5vJn9PEs8hUEQRAEQRDeUthi7hRKs+wYjthOz8o9gznLRiMJLLNuIK/MsmMozN4Bw1Wy4u7BcCc7hyPM+tpjXPbDF7j4B8/z25f2H/IYOocjBOMp9vaHCDtCQZ7c1mf37FmpmfmE4ymGwwlbsDjn3rXVl1Ptc+P3uHIeHw9nmaXlzB2qb+62F/YBkDRP0kOvdvNvD29lV38IrQ1BaRFPZ/C4SuyI/7b6ctwuxU5TzI1Fk1R4Syl1ZeVQvel2WoLbEmsXzWvi+x86nX993wJiyYydTJkfgFLusdIsk5S5S2xXEGB2U4W932iisMzSKeDmNleOew7yeT3mzH0F+Hul1B6MnrjfmI//Bqg3H/974B9fh+cWBEEQBEEQ3iKEzVLA0UjyiHq0TgYODEU4bVIVDRUeOodzZ8lZJZY1fneBmHthtyH8fvuJZdxz8woqvIaQCMVS7B8Mk9HYQiU/4j+SSOUMrbb2HYyliJihIOfPbsjp0xtPIHea8++iyTSJVCZH9E2v9wOGyLHEXiajSY3zswnFs2WWk6wyS4eY01rbgS/r24e592Wjz9Bnzo77wr2v8rtV7ezsNV73VofTGU9mcgZve0pLmNlQYa87Fknm9MsBdunqvsFcsVZSorjmrFbmNBki67Uu4/xW+/J75lxktNHvmL/vOr/HPldFyywd95e11RY5W8U5LmJOa/2c1voK8/Y+rfU5WuvZWusPaa3j5uMx8/5sc/m+4/HcgiAIgiAIwlsTy5kDjsgJOhnoGA4zrd5PS42PrpHc3i/LFVswuYqhcCJHoL64a4DWWh8XzWtibnOl7WiF4kk7cOPRz5/PBXMb6RzO3e+3Ht3Ohd9/zu5Hs8RcKJ60nbnrzpnK1Dqfvc1459O577Fo0i63BMP9AiNUxBJzX/nTJs78xpN22WbXSITP37OR4XCCSCJtjyao9JZS7nHlOHOr9g5xxn88ya+e38tNd6ynpdbH2W21Oc8J2P1ym7rGePi1HhKpDPFUBm+e+zVvUmVWzEULxVydKebaBy1nLlestTUYYvW1TkM0FnPmwHAX85dV+932cUeKBKD4HfeXTn+DxZwgCIIgCIIgvNGEHGLuVAhBiSbS9AXiTK/z01LrywnySGe03SdnpR8OOnoBXzkwwoqZ9XbZoOVoBWMpWzjVl3uZ2VjO/sFwTrCJJZD+/g+v8p4fv2g7eMFYyhbEVWVuvn/N6Xz98tOA8XvmnG7iWDSZ58xlxZwlMB/ZdJBgLMVf/W4dqXSGP67v4uHXevjtyv3m6zBEj1KKSdVl9Aay58Tqb/vuX3agteZ3nzybGQ3l9nNaYsx6qc/s6Ofz92zkmR19xFNpPK5cqbNwShXdo1H6g7FDijkrpCZfkE2p9uEpLbHPX37PnFUq2TsWK1hW6/cQiqdIpDJEi4wmcJZ75j/voRAxJwiCIAiCIJySRBJpe47YoQI7ThYOmEJoWr2fKdU+ekajtuj68dO7+bv7XgNgUYsh5npGDRGWyWiGwwkmVZXZ+3KKuWy6ojH4OppM5wSJ1JqJjS/tGWL7wQBPb+8zto2n7FLVcq+L5TPr+dTbZ+AqUeP2zFlllmDMahuJJDlvdj0NFR4Wt1Sbx+G2B2e31hpu36udo9y5uoNndvQD8BtTzDlf05QaX47zFzTDXZoqvfzoujOYXl9Ord/DSCSJ1toWXwBLWqvt26G4UQLqdedKnRUzjaloa/YNM3oIMbffFHP5y0tKFG31xkgIT2lJweBv62fSOxYrLOH0G/dHIgniqUxBmaXF+bMbij4+HiLmBEEQBEEQhFOScDzFtDqj9G3wFEi03NNv9GLNaqygpdZHLJmxRehGs1SwtdbH4pYaIOsQhRIpMtropbMo92YDUMaiSdwuhc/tYmaD4Y7tG8j2yIXjKdwuxVVnGuOf280gjlAsRcR05qx0RaUUtX5PjjjWWnPfugPc+uQu1u4bxjQHOTgWI5HKcP7sRtb/07vsvrcqX6kdzx+MpfjQWa1cOK+R/3piJ5u7x5g/qZJoMs0lpzXx7kWT7OdZOKWaHb0BO41zMGT0nq392sW8c34zYIwSSKQyRJPpHGf2E29rs4XhqCmYnAEkxv6rqCwrZfXeQcaiyZzzCVnRa/UX5rtrkC0lLeaeTaszliXSmYIZdNYIhB7TjS02GHzLv1/G/3zy7ILHD4WIOUEQBEEQBOGUJBRP2c7PeE7SycSuviBKGWJuSo1x3Jb7Fk9lOGdGHS9++SKm1fkpUbB/MHcmmtPtcbtKKHOXEIqnCJgR/0opZjaaYs4ReBJOpFg4pZpbrz2dSkcEfjCWzDpzjqj8+vJcMXfXmg6+8qfN/OTp3Ww7GOC0SYZz2GGKwto8UVTtczvEXJLKMjffu2aJnVj5/Q+dzi9vWMpPPnJmTuz/0mk1JNOaLd1GT9pQKEFDhccuLXU+10gkSdAs5VQK3rNoMqu/+k7bVTTEXK7UKXWVsHxGHav3DhUts3S7SqgqK7XHLVSWFc57m2GK5fx+OoCZjeX26yl05gwxZ5W8Fhs/UOEtxe06Onl25BPpBEEQBEEQBOEkIhxP2QLB6hs7mdndH2RanR+fx0WLKea6RyMsbq1mNJJgRkM5Sik8pYrWWr8t5qzgjFrHgGuACq/bKLOMZYXJpKoy/B4XO3uzMf1WaqRSiraGcjabYikUTxExA1DKvVlxUVvuZiRsPOdYJMk3HtnORfMaue3GZezqC1LmdnHxD563Haza8tzjqva5CZr9YeFEmsqyUpoqy7j3lhVsPDDKopZqFrVUk48V/PHKgRGWtdUxEIpTX+HNWcdyuPoDMWLJDNedPZXz5zTYZYs1PiNoJJ7MluA6OXdWA09tN0o9izlv9RVeArEUfo+rqLBqaxjfmStzu5he72ffQLhg35YLaDlz+SWax4o4c4IgCIIgCKcoB4YipDNv3bG94USaKp+bCm/pKSHmdvWF7Hh7S8xZiZYjkWSOWGtrKKfdLLMcjWZHFjipKis1nLlo0hYPSinOn93A41v67JEAoVjKdt4sMWI9Ho5bPXO5w7OHzOHl3aNREukM1y6bittVwsIp1Uw3S1ut48sXmZbQsYSLdWxNlWVctnAS49FQ4WVanZ9XOozo/6FQnMY8MWc5c1b/4YIpVVyxZIq93EqNTKQLnTmAc82+OSg8n4CdEpr/mizsMssiQhBgrvnzzRd7WTFnOXPHx1MTMScIgiAIgnAKMhJOcPGtz/Hgxu4TfShvKKORBBs6RkimMyRSGSo8pTlR+FprMiehwE2kMrQPhpnbXAEYF/d+j4tuMwRlNJKwXSeAmQ3ltA9GzGVJexsnFWWlBGPJHDEHcPXSVgZDcV40h5KH4ylbrLWZs+DAnDOXSFGiyBE+VsgIYM95cx5bqauECm+p3XtXrMwSskK1WLnieJw1vZaX24dJpTMMhhLUV+SKKus4rAHc+fuuNee5GXPmCt2v+ZMq7ePNL4UEY0TDFUsm84NrTy96fFaZZbFtAfvnO36ZpXFOipVZHgsi5gRBEARBEE5B+oIxkmnNnoHQiT6UN5Q7V3dw3W2rGTJHEfi9pVQ5erQ+8POX+OCvVh12P1prNnWN0uuYa2aRyRh9W854/2Ks3jvEsm8+ac9t29I9lhPEorW297F/MEwqo5nbbDg3Simm1fk5MBQhnEiTTOscUdRW7ycUTzEYSjAatXrm8sssSwnFUgRiqRzxcNH8Rqp9bh557SCQO5zbcpYmVZURSqQImq6dsy+tvtzDaCRBOqNtUVdbXijYrNdd4y8sswRjphxQEAZyKC5d0MxwOMGLe4yQkobDOHP5Dlit6czFU+mCNEswEimtVMtiguyG5dP52fVL7XXyaa7yUuktpb68uHM3x/z55vfU+T0uPK4SKbMUBEEQBEEQsHuaekajh1nzzcVwOEEyrdl+0OgJq/C6qPZlyyxf6xpj44HRnKTDfDIZzQ23r+X9P3uJr/xpU86yUDzFp+9czxU/XcnvVrUf8lg+f+9GBkMJth0MkEpnuOKnK1n2zad4dqfRk/X/3bOR5d9+GsiWJM5qrLC3n9FgzISzBnTnl1mCIQLH8uaqWVR4S+00S6dg8pa6mNdcSdeI4eyF4im7J86aYbeopRqtYSAUx+/NFRZ15R4y2giVGTafuy6/lNJxLPmOYbV535qjV3kUc9Mumt9EucfFnea5H9eZG7acuXyRaQjRRDqDd5wwkbfNMoTaeKWUh0IpxR03ncNnLpxVdPmKmfWcM6OOJa01BdvV+N30HCIA5VgQMScIgiAIgnAS0x+I5QxqtrDK37pHJibmnt81wGfv3nBYF+pkwRpGbSUelntzyywtntrWN+4+/rKll1V7h2ip8bGhY8TuO9Ra86U/vsZzuwaY0VDOj57abZ/nfMYiSduZipoOl8Xn79lI53CERzcdpD8Yt8soAeoc4mRGQzkHhiO2m+cURa21RjnkwbEoI5Ek5R5XQaCHUWaZKprMWFvuZiSSIJbMkNHZnrgFU6p4/ksX8s75TQD0jcVykiwBWszn7hqJMhouLLOEbHnjWdNrC4JCLLescxz37FCUuV28a0Ezz+4cAChw5jylJZR7XNl9+/LLLN2MRJJGmWURZw7gmrOm8q2rFrHAFLZHy9JptTQ75uM5aaz08odbzrXTSp3U+LNupog5QRAEQRDedGQy+pQRFW8Uf3XHOt7+vWfti0ALq/xtos7co5t6eGxzb06UvZPvPb6D21/cV3RZNJHmo7evZUPHyISOoRhPb+8jXMRds0TTlp5CMae1xkq6v33lPrb1ZGeWWWit+cnTu5ndVMHfvWsuoXiK3f1BAJ7Y2stftvTylXfP4xc3LGUsmuS+dZ1Fj+9/N3bZt0cjSfu4vnDxHLSGj/x6TfaYTfcMct21toZyUhnNlh7DZXSmQjZXGSKmLxBjNJIsEFMAld5S+oMx0hlddAD2cDhpO5TOkQTT68ttMdYXjOWEn0C2r65jKDyukHx5/zAAnzp/RsFxTaRnDuAj50yzbzdUFL7uGr/Hdrjynbkav5toMk0glizaMwfg87i4Yfl0ShxjEd4InD9DKbMUBEEQBOFNhdaat3/vWe5c3XGiD+V1Y+XuQTtu/kjZftAQGv/68Jacx625ar2BmJ1aeCzs6jN67jYeGC1YNhZN8usX93HbC/uKiuyX24dZuWeQ367cf8zPX4wt3WPcdMd6/uuJnQXLgrYzZwigckcASiSRJqNhUUsV+wbCXP6TFznvu8+w19FX2DkcZWdfkBvPnc4yKwrfTE/c1hOgRMEnz5vBaZOrWDC5iqe29zm2jbCnP0gmo/ndqnbmTzL6o0ajSdsxXDClim9+YJEtZAAGg3HGoklcJYpyhyNjDfjeaIphZ89chbcUv8dFXyDOWDRRtL+rssxNMm38XPLTFWv9RrmhJebyBVuFJebG4gUu0dQ6P0pB+2CEkUiiYPQAwM3vmIlScGmRdErrWLNllkcn5s6ZUWffri/3FiyfUpN1xcYbzh1LFk+zPJE4f77izAmCIAjCceTv//Aqv1/dfqIP4y3NcDhB92iUF3cPnuhDeV3QWvOZuzbw06d3H9V2fvMb/Me39Ob0gVl9VhkNfXmu3dEc055+Q+i8cqDQXXtmRx/JtKY/GGfbwezcMisgZO2+IQCe2t5ni6zjweNbegG45+UD9AdzA0qsc2AJheYqL9U+N7FkxnYvP7p8Os9+8UK+/yEjkfBTd6wnkTIE74YDhqN0dlsd0+v91JV77NfeNRJlcrXPLhu8ZEEzGzpGGDLLIP/2vle55NYX+PqDm+kYivDZi2bjKS1hJJKwnbnKslI+cGYLn3hbmy3WBkMJuxTSGTRi9cVt7DTEpNO5UUrRVOmlPxg3nbkiMfoOIVPMmUtltJ2emC/mLBGUSGcKlpW5XUyuKjOduUTR3rKvXX4ae751ec7Q7+z2Jbhdyh6QfTQ9c2C89rs/tZzzZtcXLVdcOq3Wvp1fIuo81mJz5k4k1lgKwJ6LN1FOrlcoCIIgCCcArTWPb+nlpT1DJ/pQ3tL0BowLv21m+dybgUQqw3f/soPhcIKesRjBeIquoyiLDMSSBOMp3j6ngYyGjQ7BZZVZQrZvbk9/0O4l234wwA23r+G1zkLHzaJnLGaLo2LO3KObem034fldA/bjT+/o54qfruQXz+2lxu8mnsrwxNbxe9SKsalrlD1meWM+j2/tZU5TBcl0ht+ubM9Z5uxNO7utlun15VSbF/CdVnqiz01zVRnXnNXKl989j/2DYXvZho4RKrylzG2uRCnFGVNreNU8R12jUVpqs+Lh0gXNZDQ8s8MINLFKWu95uZPlM+p4z6JJ1PjcjEWyzpzVH/Zv71/Iz65fCsBgyBBk+YKrvtxDZVmp7dbW5C1vqiozyiyjxcVcq+NYx4vC7xo23bF8Z857aJdoer0x524kkizqzAFFhRwYYsyaD1fmLjkmUXXe7Abu/tSKottaw8WBglJJ53k6Wkfw9ebT75hp3y4bpwT0aBExJwiCILzlCcVTRBLpU2Lo8JuZPlPM9YzFGA4XD5041Xh5/zC/en4vX75/E7t6DeHi7HEbDidYtSfXiewdi9mBHNa671syhRIF68w+JTACUKyL8B5zVtklt77AFT9dCcCLuwd4ac8QV/78JT5953rGIrnv73A8xfp2Y3/nzqxnZ28gx137xXN7eGp7Hx8+exoLp1TxpCNQZMgRv3/d2dOYWufjoVePfN5dPJXmE/+zjq/+7+aCZe2DYfb0h/joiulcumAS9647kNP35hRzN57bBmSFTKcpXJyBG1PNAdfW+2tDxyhnTquxhciiKVXsGwgRTaTpHonS6nCCFk6poqqs1HbOtIarl7aw7uuXcN8t5+J2ldhzzZzOnEVDpSGCBkPxoiElSikWTjFCOHxuF6V5QSLNVWX0mz1z+WMJAC5fNNku9azLE1zWfUvEjldmCYXuFkBbg5+OoQgj4UTBHLkj4YxpRprj0bpyR8JZDjGXj1PMXb209bg/90So9rn59Y3LuHZZ63Hr1xMxJwiCILzl6QsYF6ajIuZOKL1jWYGw9SjducFQ3C67O94MhuJ2DP7RksoYpX0v7BpgV58h5voCWbH2o6d2cf3ta3lmhyGU+oMx3vG9Z3lkUw+QFXOzmytYOKWal9uzYm4kkrBj5p/d2c8rec6a9eXEJ89r48ltfTyYJ7a+8qdNfOHeV+11Mho7QTCZzvCD/9vFJac188VL53L10lY2Hhi1nUHnFx+XnNbElae38NKewYKSyPF4fEsvw+EEr3WOFQSUWJHzC6ZU8fG3tTEaSbL0G0/ynce2AxCKpXjv4snc/I6ZvHuR0a9lizlTuDhFk5U62B+IE4qn2NkbyCnTWzClmow23nO9gViOM6eUYt6kSnb1BtFaMxxO0FjppbEy28dVbc41s4SwU7zU+T0oZfTMBYqIOYBbLjAi7qN55wGgudJLbyDGWDRR1JkrKVE89P+dxx1/dY4t6iwsN806n/lizik6L5zXWLDv6fXlDIUTdI5EjinC/6zpRt9bNFH4uiZKfsKlkxZTjP/dJXMPud6J4l0LmvneNcUHkh8LxyzmlFJTlVLPKqW2KaW2KqW+YD5ep5R6Uim12/y/1nxcKaV+opTao5TapJRaerxehCAIgiBMhH7zG/uAiLkTiuWcALxapOTvULznx0bQxeuRhPmTp3dz3W1ryGSOft8B061JpDOsazeEUDKt7Sj6cNy40P3y/ZsIxpJs6hwjkc6wd8Aou+seNc5JS42Pc2bU8cqBUbskbzSSZFJ1GbdcMJOHXu3hxt+stZ/XGvZcX+7hX9+3kJYaH2v25ZYRWwmUMxvKufi0ZpoqvTxqisgRc2D0BXMbKHWVcN3ZU6kqK+W2F/aZy5O4XYrd33oPy9rq+MCZU8ho7CHVsWSau9d28JOndxf9mdzz8gFcJYpEOsPm7lzhbp2b+nIPK2bWcemCZiKJNCv3DBJLpkmkMyyYUsXXLj/N7m3LOnOFcfVNldlUyM7hCBkNc5qzs94sZ+zpHf2kMzqndBFg3qRKdvYFCcRSJNIZGsoLh1g70yydIqnUVUKd38OAo2cunwvnNuL3uJjrOCaL5qoyYskMybS2Eybz8Za6uGBuY04vnnVcznOSX3JY4SmltdbHx1ZM5z2LJxfs1+r30/rY5rFZ7tmh5v1NhB9++HS+e/Xigsdr/B52fvPdfOGSOa/L855sTMSZSwH/oLVeAKwAPqeUWgD8I/C01noO8LR5H+A9wBzz383ALyfw3IIgCIJw3Ogz3QQpszyx9AViNFZ6WdxSzQ+f2jVuHH4xUWUFXxxtUiQYP/d/fWgLD27sLrrv3rEYY9HkuNH9h8L5BcFT2/twu4wLbstxs9ycwVCCBzd2s9WMqB8w35M9o1HcLqP/6JPntVHucXHznetJpjNmMIWbr77nNG699nTmTaq0L+CHwwnGHKEZy2fWsXb/cI6w8pSW8N4lk3n4b87HVaJ4z6JJPLdzgFA8xahZkmm5O+XeUq44fQorzXCa0UiCGr/HFlOzmyppqfHxWpchwn/89G6+/sAWbn1yly1inWzqGuN9SwwBsa59mL9sPsi1/72aTEYzFDJKbBsqvSiluO3GZXxwaSvD4WwpY36CYYGYc7hjVipkfzBOrxnIMbk6K9haa31UlZXyxFYjdKWlJlc0zWuuJBhL2W5xwRBrn4fRaIJgLGkGf+ReXjdUeMctswTD/Xvln9/FQ587v2BZU1VWOF44r6lg+aGotcssiweglJQoXvzyRXzjA4uKbv/2OVm3rrb86EslLZH8enHVma1c5xhh4GS8kQRvRo5ZzGmtD2qtXzFvB4HtQAtwJXCHudodwAfM21cCd2qDNUCNUqrwawBBEARBeIOxyixD8RTJCUS8Hw3xVJq71nRMKFL+9SaSSNlJeMeL369u51uPbiu6rDcQY1JVGXfdtJwL5zXxvcd3FgzL7hyOsPBfn2DFt5+2+72c/G5VO3/a0FXw+KF4ac8gd6zu4G/ve5VfPLenYLklbDZ1FXcLv/7AZv7f2gNFl1mhGJcuaAbg9Fajj6jHdNyGwgneNqueRS1V3L32gD07rd98T/aMRplUXUZJiaK11s8/vXcBu/tDbOkeYyyatB2Tq5e28r+fPY9vXbXY3G+cEVNwAayYWc9wOMHu/mxE/3AoQWOFlwrzIv/C+U3EUxm2do/ZSZlOR6a11kcwniIcT9lC0smk6jL7uHf1BpnZUE61z80dq9pz1gubParzJ1cxu6mCdfuHWb1viJf3D9MXjDEYiuNxleQEdkyqNlIdrS9cKsYTc0XmmimlaDaDRKyQnUnVZTnLF0wxRhlYr9PJvEmGKFm913A26/NK92rKjSHVwViqaH9YQ6WHgeD4Yg6M9Mhi6YZWiejCKVXjDqkej0pvKaUlKjukushcs3w3z4nP4+LtcxqM9Y7qmQ3crhI+fu50/v39C49ha+FIOS49c0qpNuBMYC3QrLU+aC7qBZrN2y2Ac+pil/lY/r5uVkqtV0qtHxgYyF8sCIIgCMcd69t6OLpSy3A8xWjk2II6nt0xwD89uIWVe4rH8N+5up0P/WoVyXSGg2NRvvTH14pGv2ut7cj14837f/YS537nmWPefk9/sKDE7p8f2sqvX9zP1p6xAiHbOxYzYub9br591WJKSuCHT+7KWWfV3kGiyTS9gRhPOuZ/WUEgd67u4B/++BpPbz/yZMUhU7ic3VbLT57Zwz7HTDLIznPb1FW8j+/utQf42gObi5YTBmMpPK4SfvXRs/jFDUv5z2uWAFlnbigUp6HCy0eXT2dHb5DnzZ61/mBWzDldJGv+1up9Q2Q0BYOk6003ZjCYMFIITcF17sx6AJ7baaQyJlIZgvFUTmjGVFPE9AZidlKms09rktV7FowzUmSItRGjb/wu9QVjTKv38+Gzp/L41t6c3xNLXDRWeFkwuYq9A2G7xLZ9MMJgKEFDhSdHaDRXlZHOaDqGDMFV6c0VRVVlpShlOJIV3tKCIJGmSi/9gTgHx2IolS29tLjyjOwl6eSaXNFklT+ussRceaEzl0hl6A/Gi6YnNqXjTm0AACAASURBVFR46RgKmz+vo3O4LAH3zvlH58qBIdQsd67CW3pMgRv/fMUCJleXcd7shqPeFuDfr1zEx9/WdkzbCkfGhMWcUqoC+BPwt1rrnO5gbfxVO6oCc631bVrrZVrrZY2Nhc2YgiAIwlubzV1jdo/b8cIZ2nA0IShff2Az1/967eFXLEKXGdSwo7d4NPuT2/pY1z7CH9Z3csPta/njhi7WO8rVNneN8fiWg7znxy9yw+1rCrZPH0N/l5OxSNKePxY2e17GIkmu/e/V7BsIsaM3YD9ejC3dY1xy6wt2pLuFlSB4zS9Xs+I7zxBJZPfRF4jZF6+Tqst414JJrOsw3LcNHSO8+0cv8OS2fmr8bhZOqWKbWZIYTaSJJNJ2iebMhnL+/c/bjljkDptlfT+67kz8Hhc33bGeDR0jtktrCZv1HcMFZZzOcAerRNJJIJqkssy4kL588WRmNpRT7nHRM2aJuQT1FR6uXtrK/EmVJNIZlMq+Jw+OxZjicJGsksCXzC8B8t2xBlOkDIXjdikkGImOZ02v5d51nWitbYHqFHOTTNHYOxazlzudOetn0zsWY7SIM2fNRAPDWWyq9LJ8Rh3pjM45b9Y6jZVeJteU0TsWs79QaR8KMxiK268j/7mt92S+aCp1lTCr0RBd+SWYYEb8B2P0jkVprPAWlEJ+5JxpPP0PF/CHW84tKNGr8XuYXF1mj3jIL7N09qYVdeYqvPZ7KH+w9+Foq/fzb+9bwCeOURBZ7uZ4juDhmNtcyeqvXszMxsJ+PuHkYEJiTinlxhByd2ut/9d8uM8qnzT/t/6KdwNTHZu3mo8JgiAIwhHx/Sd28r6freQbj24/6m3Hoslx+6n6AnEsE+Bo+uY2dY2x7WDgmEoRu8xysB3jpCRuP2iIvO88tsMu/7Li+kcjCT5822r++q5X2NEbZF37CO2O17azN8jSbzzJnavbx33+Q4V59AVi/PCprCNmpURuPTjGy/uHeXTTQa78mRF3P55otBxHZ7jFqBmqMbm6jEnVZQyG4rYTFUumGYkkbfcHYFKVl4FgHK019758gB29QZ7a3sfSabW2mNNaMxQ2xMGXLp3Hn//mfP7h0nkcGI7Ys8MOx1A4TrXPTUuNj9tvXEbPaJQP/nIV335sO1prRiMJShRs6Q5w0fef4zN3beBHT+0iFE/ZYR1A0Wj+QCyVcwGvlGJKjY+e0SixZJpgPEVDhRdPaQk/uPZ0Wmp8XDSvicGQca76A/Gc8jojyr6aNfsMkTs9LxTDCucYMAdNOwXXR86Zxr6BMGv3D9vvJaeYq/CWUukt5eC4Ys7Yd38wZrp+ec5cVRnBmFGGORgyjnuaORbggKNc1nLmmqq8tNT4SKQz9pca7YNhhsLxAvfLel/stsVcoThZ3FINFBdMzZVe+gIxDo7FckosncxqrLCdz3zOmFpDynyv548AsNy2A8ORokJyXnM2ZfJoRZVSik+cN6OgtPNIGTZ/jn//rrnHtL1w8jORNEsF/AbYrrW+1bHoYeDj5u2PAw85Hr/RTLVcAYw5yjEFQRAE4ZDEU2l+bvYzHYsz9+OndnP1L14qKmL6AjH7ojN/Ftd4JFIZOswL1GMZNm6LuSLO3EAwzmAozg3Lp3HBvEaWmalwlqPxu1XtRBJpfn79Uh783HkAdngDwK+e32uEejy81Q6scPL7NR2s+M7Ttsuxszdon5fRSIL3/XQlv3P0OVkDqa2L8D9u6CKeyrBq71DOek5eNueh7e7LlixaYvo/rlzEk3/3DurKPTy2xThuq9eq2XGh3VRpJPkF46mcocZLp9WwYHIVQ+EE/cG4HZhhOSbnza5HKVi7b/yfSzSRtt9HQ+GELR6WtdXx3JcuZMHkKrZ2BwjFU6Qymk+9fSbfvmoxn71wFs/vGuBHT+3mqW19dolmucfFb19q59mduU5kIJosuMCfXOPjoGOWnvXcC6dU89I/vpML5zWSzmj2DoRIpDMFvVKLWqpIZzTzJ1XmROyDkeLocZXQPRolmkznlEJesWQy3tISnt7eV1TMgeGIGs6bEebh7OPKd+byyyytuP4dvQEy2nDqWmuN36vOHDFnnPfGCq9dQho3XdT2oTCDwURBpPzhnDnIirn8UQfW9rFkht19oZwvDI6UM62Zad7Sos6d9RqKHdcFjtj/Y3XIjpUfffgMbr32dD541sk1b004fkzEmTsP+BjwTqXUq+a/y4HvAu9SSu0GLjHvAzwG7AP2AL8GPjuB5xYEQRDeYvSMxrBako4l6nrPQIiRSLJgFlksmaYvELO/PT9SZ659KGy7Uit3H32Pt1Vmuac/VFAOuNMUeO9dPJmfX7+U+z/zNso9LvqDMTIZzZ2rO7jktCbeu2QyZ0ytYXFLNX8xRdHBsSh/fq2H65dPY0q1j588sztn38l0hp8/s4f+YJyb7ljH41t6uexH2XLIbz66neFwgrtuWs6LX77IOFbznFl9TZbL0lrr4/8cIrJzOMLn79nI5T9+0RZz1mw165wBzGjwU+oq4dIFzTyzvY+Y2QMH5FxoW0l+Vq+TxbK2OhZMMS7ct/UEbGfOEiY1fg/zmitZsz8r5tIZbbts4XiKr/7vJt7705WkM5rhUCJH1Eyu9rGopYp9g2E7/GR2UwXXL5/Gl989n43/8i5KFOwbDNvDs3994zJmNZbzzUdyw10CsWSBi9RSU0bPaNQhQnOFS6N5f7PZo5fvJC0yRctN588oCLBQSlFf4bFFj7NHq8ztYmZjBXv6Q4cUcwcDMXNQdO4yKxVy/2CYZFoXLbMEw8EEaKwsw+dx0VTpzXXmQnFcJYpas3zRyX7Lmcs7Jw0VHkoU7D2EmFvSapyXjrzQHMi+l3oDsYLnPBLOmGqI5vwSS8h1R/N7+YAcMf5Gi7kL5zWddIOzhePLRNIsV2qtldZ6idb6DPPfY1rrIa31xVrrOVrrS7TWw+b6Wmv9Oa31LK31Yq31+uP3MgRBEIQ3O5Y7NLXOZ1+IglHy9fBrPYedL9ZlXuBtyytrXLNviGRac9lCY/iwFdQwFk3agqQY1sXynKYKnt05YF/UW2it+ejta7no+8/x73/earta1rLukSgNFR5SGW3vy8IaUD3PMQS4sdIoOWwfCjMcTnCpebwAb5tVz9aeMTIZzSsdo6QymuvPmcYnz2vj5f3DOSmMf9nSS28gxmcunEXHUITP37sx5zmf2NrLVWe2cP6cBlpqfHhcJbbwtFI/wZh7dvH8JjZ3j9mi9p6XD/DIph4OjkUJxVO01vrYPxi2xer+wQhKGf1bABfNbyKcSLPtYKBoyqDl9PQHjRTCt89p4J5Pr2D5jDrmTzbOzbaDAQatKHuHAFgxs54NHSMkUhkyGc3if3uCf3t4Kx/85Sou/8mL/HnTQQaCcTZ1jTIcThSImpmNFQyG4rYIcQobb6mL1lo/+wfDdpnltHo/71syhb0D4ZwvBIKxVM7MMzDE4mAoYX+xkC8QLOFhlajmO3PvXjSJH374dK46syBHzt6fJXryBdnspgr2DIwv5iZXl9E7Fi0acGKlQm43v2woKLOsNI5zi3nc1uuYVudnS3eAv7vvVbpHowwE44Y4K1H2gGcwfrd39YVIpjUNeeek1FVCQ4WXoPlFToW3UMwtMKPwi/0pWD6j3r7dfAxibnFLNa4SVbTccXK1j5mNxky2YiIT4HRTaL7RYk5483Nc0iwFQRAE4fWme9S4qF7SWsNQOGGLt395cCufv2cjj2wav3I/k9GOHrXcssZndvTjc7u4bJEhjsaixsXi71e38+HbVtvBDIFYkst++ALP7zJcuN19IZSC/7xmCdFEmq/8aVNOCefOviAr9wxS4S3ljlXtnP2tp/j8PYZwCkRTBOMp3m0+56Obe3KOaXtvgKZKb86FY1NlGf3BuC1GF0zOznCaWucnmdbGHK1Adsj0tWdPpdzj4q41Hfa6z+3op7HSy5cuncc1Z7XaQmvfYJhQPEUwlrLDDkpKFFNqymwh7RzqffrUapa01hBJpNlrpj/2jEaZUuPjvlvO5frl07jlglmkMtp25NoHw0yp9tllalZM/6bOUfrM8+wULpY4GAjGzSAQH+fOqkcpRVWZm8nVZewdCBWUWQIsn1FHLJlh+8EAg6E4kUSaO1Z3sHcgTMdQBK01SsELuwZNJyhPzJkDk18xB2vnu1AzGsrZPxjKEZJLphqvZ6ujT9Aos8zddoopYKy5ZflDqK3XbYnw5qrc5d5SF1ed2VqQ2GjRUOGlxzyfNXniYU5TBV0jUTtNM3/5pGof/cE4A6F4wWu2jmVnr/EerM535szj3GIGwVg/y6l1frYdDPDAxm5+8eweBoJx+zXW+N2UuY3Xcb4jMbGxslA0OYV+sdfu95RyywUzue1jZxXd9oK5RrljsX67w+HzuFgxs67oYG/IisVi4wUAfvfJc/jeNUvsn70gHC9EzAmCIAgnlP9+fi8bOgqHCufTNRKlRBkiJpHKEDZFxBPbenG7FP/68NaCSHmL/mCchJlMuKM368xprXl6ez/nzW6gwltKhbeU0ahxcd5tlnVaUe6PbjrIzr4gq8xgjz0DIVpqfCydVsvXLp/PU9v7+fqD2Xh6q4/uVx87i8f/9h28c34Tj2/tJZHK0GUK0/NmNfC+06fwm5X7c8YjdI9EC4ItGs0wkK09AdwuxVxHqEKLGSnfPRqhLxDDU1pCjd9NVZmbyxdP5rHNvXbq4r7BMHObKygpUXzt8tP43EWzWDqthn0DIXrNIJcpjmj2llqf7SD1B+NMrfOhFCydVsvppnixgkZ6RmNMqfExt7mSb1+1mKVmn9GuviC7TXHrvBhurvLSWOllU/cYvYEYPrcrp7/MEgfdo1EGQ/GCcsO2+nKjLC8Ux+d24fdkt51jnp99gyG7TBSM0tD/uHIhX7xsHktaqnl2Zz8jkST1eYLKErQbDhjvzXyXakZDuRmjH6fCW0qZ28USs/zxNccIg0AsWRDIYZ1fy3nLF5KWkLHOqyV8jhSnQ5l/3LObKtDaGNRd43cXiKLJ1WVobcyJy3feINt7BoXOXJ3fQ2mJsl1eq1zUcmIB7t/Qxc7eoP0alVJMMfvmPv32mfZ6xZ7b6olry/vdcPLV95yW41o7+a8PLeHSBc1cctrRx/wD/M8nzuGbH1hcdNkZU41jy3fZLWrLPVy7bGrRZYIwEUTMCYIgCBOiczjCPz24OSei/UhJpDJ85y87+OAvV9ExFOb7T+zkC2bZXz7dI8a8LasvZziU4A/rOnGXlPD7m5ajgGt+tbposmSnWSZYVVaaEziyqy9E92iUi82Lu2qf2y6Rs8IxrEALaxC1FeKx42DAFlSfOG8GN50/g3te7mSfuXzVnkHa6v20mOLGcsG2HwzYLmFrrZ8vXTqPZFrz+zXt9nE5nQsLY05WjG09AWY3VeIpzX6EW/PBukaiZry/1+6lunppK6F4iv/b1ovWmn0DIWaYrlNduYcvXTafRS3V7B0I24OsnXPNWmv89vH2B2KcMbWW+//6XD66YjozG8qp9JbaDlL3aDSnbG5WYwUlyjjPn7n7FVwliq+/9zR7uVKKJS3VbO4yxNyk6rKcHjAjbKKErd0BtKag12lGYzntg+GiZZLT6vyUKKO003IWrzqzhW98YBE3ntvGZy+czQVzG3m1c5R0Rhfd3lWi7C8aijlzoXiKHQeDthirLffQWuvjPx/fwRf/+BrxVJpYMpMz/BqwxcvmrjHK3CU54S5g9LadNrmKjDZ6xZw/6yPhMoeYqS0vdOYAXjkwWvCaIet+RZPpgm0ht6cx/5yUlChbSFaWldrHbYULfXTFNBLpDD1jsZxevik1Prv89refWMakqjLmO0qMLb5x5SKe/ocLuPvTKw7x6senqbKM225clvP+Pho8pSX2aI183r1wMrObKrj5HTOLLheE1wsRc4IgCMKEuH9DF3etOcAdq9uPeltnrPs3HtnOvesO8PiW3oJh0mAIlZYan33hPBiOs28wzIyGclbMrOfem1cwEklw78udBdtaSXoXzW+ifShsC8+nzMHS1kDeap/bTrPsMxP3Vu4e5NuPbWd9xwhKGSEeo5EEu/tDnDU9myT4/tOnAMY386l0hrX7h3mbo2zMSsPbeGDEHjUwrd7PtHo/581u4KFXs31/fYGY7UpZNFWWEU6kWd8+zMIpVTnLWmr89jnqHYvlXHAvn1HH5OoyHt/Sy0gkSSCWYkZDbqnYrMYKQvGULcqcomlavZ+BYJxALEmfOTvsrOl1lLldlJQoFrdW81qn0TfXG4jluHplbhfT6vxs6BhmT3+IvzpvBrObci/SF7dWs2cgxL6BcEE5oVKKpiovr5nHle/MzWwoZySSZO9AqKDHylNaQkutj/bBsO0s/seVC7loXtaVecfcbMpgvjvmKS1hWp2fYMwou83vdbIE8fqO4RwnzPrZ3L+hiw3mXMB8Z856HUPhBDMaKgpCTADbPfKMU0p5KJzOU40v93VNry+3BUldEfdrTlOFPaajmDv20RXTmT+pkmqfm8lFSgbnmM6r8z10wdxGPnLOVL787vn8x/sXArnu4YyGclpqfLhdJbxzfjNrvnYxTUUSJ0tKFLMaK3K+MDhZqPa7eervL+DMvHRRQXi9ETEnCILwOrG7L8j69vEDNF5vYsl00Yju440VEvKr5/cSjB06CVJrndN3ZYWCtNX7eWp7H4OhBPFUxna3nHSPRmmt9VFXnnXmukeitniY01zJ+bMbuH9Dlx3I8cvn9vIff95mJzVeOK8RrY3SOzD65Ra3VNu9PVNqfHYSXl8gzumt1XjdLm57YR/vXTyZ686eRsdQhHXmRbpTzFkBCHsHQuwZCBGKpzinLTuzanK1j+YqL692jrKzN8CU6jJbIHzgjCl0jUTZ0DFCOJ4inEgXdeYAwom0XW5m4fO4aKjw0DUSyRm8DcYF8PIZdazvGLHLUGc05JapWce+cs8gSuX2rVmv8entfUST6QLBdfrUGrYfDNA5HCGd0QU9QXOaK1m91yg5PW1yodtyxtQatDYCWPKDPozXXWY7g/mOSlu9cdxbegJFe5Ha6stpHwrTPRKlqqy0oFfqjKk1dmBFMZfKEvlQ2KNlnbNkWufMRPuX9y3k+x86HYDHzaTP/ACUMnfWibtiyeSC5wW45LRmALv37WhQSvHo58/nS5fNK+jh8pSWcM3SVvweF0vMnkUnrbV+PnLONGM/RfY9tc7P43/7Dl79l3cVDSG57WPL+PWNy7j12jPsxxorvXzn6iVUlbn52Llt3PPpFXzmgln28i9eNo97jtFtE4S3OiLmBEEQXie+8eh2Pvf/Xjlhz3/L7zfklCy+sGuA9/105TENuIbswGcniVSGVw6McHZbLaORJA+92jPO1ga/eG4vb/vuM/aAa2tu2s3vmJWz3raebF/bC7sG+NoDmzk4FqWl1mdfOA+HjTRAq18M4MNnT6V7NMrafUNorfnPx3fw25f288imgygFCyZn+1qGwwleOTCSc8E+f1Il+wfDRBLG0OML5zWx/uuXsPGf38XPb1jKopYq4qkMj27qobRE2QEeYIQqTKoqY09/yA5ZOW1yroN25tRaNhwYYUdvMCep8rKFk/CUlvD4ll77nOSLpgZHIESxmVEttX46h6NGuWKeKDprei0DwTgvmDPnijlzAGv2DdsDrO1jnlaDt7SEB/5/9u47PI7qauDw765Wu+q9d9mS5d47xmCb3kzvYMAESCCBQEIg+UhvJJCEBEIJNpjeO4TQcS9y77YkW1bvXdp+vz92JKvbuGltn/d59Gg1Mztzd0fSzNlz77nrS412dd33mJRwXB7dkeXsHlQNiQ+h/ddmeLf3A2Da4OiOboi9zf8V2ymD0z0zl2kEVG6P5oLRST2e6y1S0mL8nvQcZ2X2M3Fqtjd72lsw13kMV3fJEYEdz9Xdll8+IYW0qKCOuf+6F0Dp7MJe2g37x4fNHdv7+gMZkRTOnbOyel338OWj2fqbs/nlhcN7Xf/Q+cO5YWo6F/dRLRPoNZsI3g8Wzhwe3zF9Qm+mDY4mstP7HR7o32VcnRDi4EkwJ4QQR4HWmi0lDVQ02g9pguvD1eZwszy/mmV5Nbg9mjaHmwff2czmkgb+8fnuHts3tDlp6WfutqW7q5n6py+Zv2gNzk5dIDeX1GN3eZg/I5Oc+FDeMsaV9SavsonHvtiN26P5bJsxUbTRlfH0nFhy4kMZnxaBxWzqqNi4Zm8tNy5czYcbSkk0Khm2d4fbV9tKQ5uzo4uhdz9xKAVr9tZ1lNG/78wh3DlrML+8YDgZMd5xVPlVLWwoqkNrb1n/dkMTQ3F7NCsLatDaG7iYTKrjxjPTyAS9t6GUkcnhPbIeg+OCya9qYXtZIxY/U0f2pt0pWdEU1baxs6KJnIT9gU2w1czYlAhyC+s6MpfdM3ODjX09dMHwXjMiKZGBbC9rxObsOcn0hHRvhvDttcWYTYqUyK4BV2J4AFnGWKqkbgGT1ezHpIwolhhz6XWvMtheBKV9nrvuXeDaxxVGB1t6rVBoNfsxZZD3HHQv1gEw2igscc3k1B6Tb6dGBhnzlflzxvCeRS0yooNpsrnYVNzQZ9e880YlEujvR0pEz2AiITyAn5w1hO+fPrjHOqUUvzG6DLYHw51NHxzd8TvYW/XEy8anMCgmmLQ+inmYTIptvz2bR40s35HWVzAG3oDsdxeP7CgCI4TwXb1PhiGEECeIhjYnm4sbmJEdc+CNj6CyBlvHPE6bSxqY00vGwePRmPoYTH8otNZ8s7OK8WmRbCltwOnWON0udlU0saqghpL6NqYNiubNtUVcPjGFCWmRHcf/3qJcVu+t5Q+XjMTu9HDR2KSOMS1NNiffeyGXyCAL3+ys4o+fbOdXF3pvYlcZXSwnZURx+YQU/vDJdnZXNJESGUSAvwmlFG/mFvHtrio2FNUTEmAmPNCfL7ZVctvMwR3dLGNCrLwwfzJKwfznczsyc+uNSoLf/PT0LmX6A/xNHZUAO4/RCrGaGRwbwsbieiZlersHjk+P5JROY9fSooLIr2zGbFIoBSM6ZRDaiy58u9MbuHTPjmXE7A/Ozh/Vs3vc4NgQ3l1XQliAmez4EPy7dc07a0QCD72/Fa17djkcnx7JgqUFHeP7uo+ZS4kMYttvz+5SsbHr+kBqjN+57vNo5SSEEmI1U1LfRlZcz3YppbhgdCL/+GJ3r7+T0wZHszSvmimZUV26loI3mxYXau0oFNK9SEm2MUZuWGJYnwHE3LFJfLG9okt3xXY/OD2LO2YO7rVdFrOJWTlxRvawZ0n49nFt1c32HgFsuwtGJzFnaHyfJeXvmp3d63LwVrxc+rNZXcZ/tTt/dCKfb6tgTGpEx5x4nT165ZgDzo3Y17kWQoh2kpkTQpzQFiwp4PoFqw65a+Gh2tqpm+CmTmXK27U53Jzxt2955H87e6zbUtLAna+s6zdTBrAsr5r5z6/pCHg+21bBzc+v4Y6X1rI8v7pju7WFdeQW1pESGchT108gIzqYGxasIueh//LBxlLcHs1qY2zfL97dwm8/2sZZf19MozH+bXtZE21ON3+8ZBTXT01j0fK9XP3MCm5dlMvqPbVkx4UQHWLlkvHJBFn8ePCdzUz905c88XUeAItW7OWjTWXUtzp5/uZJXDgmidzCWmqa7VQ22YkK9lbriw8LIC40gBFJYWwqrsfucrOropnYbvOtAUQHWzuCue436aNTwtlUXN9RZCQzpmt2bHBsCPlVzWwpaSAzJrhLlisjOhiL2dTRHbF7hishLIDoYAszh8Ry66mZPc7J4NgQmuwuluyuZmhCzy6F8WEBHeX6c7pV65uQHonT7Z0qASC+l3L0/d3cn2mMsWpvZ2d+JsU1k1OZOSSWv13Ze6anvZui3dmz+My86Rk8csUYXpw/pUfQpJRiUqY38xcVbOmRhRoUG4zVbOq3292FY5J4845pvXYfBfr90OPZeRP77E44NjWio+JiX8Ec9D032MHwfnDR8/mnZsey9qEzWXjTpD67WfaXHRNCiIMhH/kIIU5o6/Z5q+CtKqjtd/zHofJ4NAXVLR1d1JburiYhPIAtJQ2YlHf80JaSnsHcm2u9Jeyf+CaP2cPiGG9UQLM53fzotfUUVLUwIyumoxBBd3aXmwfe2URRbRvf7qri4x+dym8/3EZEkD8rCmpYW1jHmJRwSuptrCusY1NxA6NTwgkP8ueF+ZP55ftbyd1by/+2ljPSqL734zOGcOqQGJptLm5cuJpPN5dz5aTUjjmjhiWGMT4tkk82l7OywBv8Wc0mLjduwGNCrNxzRjZ//GQHAN/uquLWUwexo6yJ+TMyuWtWFpHBFvz9TPzzy928va7YKMHfNVA7b1Qir60p4n9bK9hV0UROfM+sRnSIpSNITu7WPW5sagTvrCtheX41Af6mHoFNVlwIS/KqqW91Mjkzqss6s5+JrNiQjm6e3bNjJpNi2QOzsZpNvd6Ij+9Uya63Yh/gHddX0WhnULdxa+1B3qdby7GYTT2KZhzIxIwopg6KYmVBba+Byy/O7318VLusuBB+deHwLlnMdiFWc8d57s1fLhvNlRNTe0xADd5iH+/8YPoBx0RNyojqd/2hiAy28O39s3h/fQkXjjm0sWdCCOHLJJgTQhyXKptsOFweUnopatDO49FsNCbdXVlQc0SCuae/zWdpXjW/v3gkqZFB/OK9zby6uognrxvPjOwY5j23Gj+TIizAn0GxIYxKDmfJ7mq01thdHp5dUsD28iZW5tcwOiWc8gYb//pyN8/dPBmAv3y6k4KqFmJCLLy6el+XYG5XRRP3vbGRyiYb0cFWimrbePiyUfzs7c386NX1lNS38eL8yeRVNvPNziouHZ/Mp1vKOyZFbt9XSmQQC2+axL2vb2Dx7qqOwGXOsDhGJoejtSYzJph31hd3BHORQf4dc5e9fttUCmtaufWFXOwu4tfFiAAAIABJREFUT8d4J4CbT8mksc3F9rJGluyuZv2+elwezeTMqI5xZ8MSw5iSGcWi5YVE9TKOakZWDGlRQby0opDdFc29BrTnj0rsCOa6B4PtFfo+2VzO0ITQHlmd4UneScfLG22MTO6ZPZszLK7jPek+kTTQaxam3aiUcF6cP5mFS/d0meurs6smpXHVpJ6vKTrEyrDEMLaXNRJqNR9S1uaFW6awpbSh18qOB+PmU3pmGw9GsNXMaZ3K/Hc3IqnvrNzR1l5BUQghTkTSzfIE0V7gQJwc2sdiHWtuj6bV0X/XvyOpr/Ekb6wpYvIfvmTGw1/z6up9fT63oLqZJrsLi5+JlQU1R6RNL6/ax5Ld1Vzy7+U8/OkOXl1dRIC/iX9/k8/awjrcHs2EtEiGJYbyw9lZTBscTXWzna2ljfx3SxmPfLaLzcUNJEYE8PPzhnHhmCSW5dXQbHexsqCGhcv2cOO0dO6alcWm4ga+90IulU02PB7Nzc+toayhjfFpkYQEmPnZOUO5alIaE9Mj2VnRRFZcCDOyYrj5lEwW3TKZuWOTuWJiCnXGvGmjU7reUE8dFE11s4MPNpTiZ1Id2UWlFJeMS2ZlQS35Vc1sL2vsMt4pOz6UM4bHd1Rq7Fx+39/PxE/OzuGqSak43B5eWlUI0KXqI8D8GZmU1LexuaShRzBnMimun5rG6r21tDndDInvWYRh3vSMLtt3NjwxrGOS4tCAnp9Znj8qkSlGRq630uw/PmMIt582iHNGJPQ5QXB/Ts2O5bmbJx9Sdb72gho1h/g3bjGbumQHhRBCnNgkM3eC+PfXeSxaUcji+0+XAdMnuE82l/GDl9dx47R0HrpgeI9CBgfi9uhDukEF+N1H2/h0SzlLfjbroI7bZHOyfl89p2bH9MgyaK3Ruu+xMPtqWrn0yeUMSwzlrBEJjEuNYESSN6D4cFMpaVFBZMQE8/N3N7OusI7vzRzUUTVPa83dr23gg43eUuqXjk/mtTVFFNa0kBwRyJ//u4PM2GCGJoSSGB7YJYuxp7qFRz7byZTMKIbEh2JSiqomO9MGR9Nid7GvtpVrp6Tx1tpinl5cwFnD45k1NI4H39nMY1/uxmxSLLhpYsffYU2zHZPyjmfbV9NCdLCFb35yepfXvWDpHr7ZWcnjX+WRGhXIA+cOxaQUZQ02nlu+lz9/soPrp6VTUt/GP64a2yPDeMHoRHIL67huSlqP9/n0IXGkRwdRWNPaY8zSVCOj9tm2CnLiQ7tknK6dksbT3+bzp092sLOiiWsnp/c4R7fNzOTbnVU9ysXD/i5zH28qIy7U2mObM4bFG2PbGgju5X/WvOkZHd01s3vpZhng78dHP5xBY1vPee0sZhPPzpvIWX9fzOyh8T3Wm/1MvHTrFNbsqe0I6jozmRQPnjusx/JjYXJmFL+bO6LXqo5CCCFEd3LXf4L4bFsF1c12PtpYxpWTUvvcrqbZTm2Lo9ebI+FV3Wzn6mdWMjg2mD9eMoroECsr8mv475Yy5s/IJD06+MA7OYL+9Ml2ShtsPHzZKIIsZj7cWIrFbOKFFYVEBlnYVFxPbKiVedMzGJEUTovdxbayRrJiQ/A3m3hnXTFxoQGcOTyehjYnc59YytWT0vosGNCXwpoWXlpZiMujWZFfwylZMazaU8OE9MiOgghOtweTUh3B4gNvb+bjzWVMHxxNbYuDqiY7/7xmHNMHR3Ppk8vZWtLIWSPimZgeybsbSrGaTZw2JJabpmdw9+vrsTvdHd31wFu+/rGrxrGqoJZ509O598wcHvlsJy+uLOTNtcX8+dJRXD05jZdWFnYEcrGhVn40J5t31pXwzOICpg6K5tmle7q8toggf2ZkxfDny0bz9Lf5fLypjI83lXXZJjsupKO7303TM8iJD2Xhsj387uKRRAT588TXeazfV8/Y1IguH6hEh1iZkB7JZ1vLqWqyM3NIbJdAbmJ6JJFB/vzmw21UNdl57OqxHc9/8LxhKKV4enE+NS0O/P0Us4b2LL9+xcRUWhxuru6l657JpPjFecNYWVDbMUF1u9SoQC4em8R7G0oZn941QxUTYuWO0wbz6Oe7ABiR1LM74iXjUrhkXO/jqCKDLZySFc3KglrOHdmzu6HJpPi/84dz5dMreh3fZTX78ek9p7JgyZ5eu0IC/RbUGBIfytbfnE1gH10i/f1MTO9lbJgvkC6BQgghDpY6UFncgTRx4kSdm5s70M04ZvIqm4gKtvY6cWl/6locjP/952gNI5PD+Pl5w/jdR9u5/5wcZuXsv/FzuT3MfWIZ28oaueWUTH5x3rCOm0qt9TGrqrU8vxqb093lE/M2h5uHP93B5MwozhmRgMmk0FrjcHs6AoUmm5Pl+TWcMSy+18zS8vxq9la3cs3kVJRSeDya9UXem+uDyUTVtjj4wctrKalvo7LRjtYwJCGEN2+fzrmPLWZvTStWs4mnrp/AjOyYXjNTHmP+rIpGO1dPTu1R9a2i0UZEkH+X5a0OFxuLGhif7i2tvaWkgXte38Bds7KYPSyOib/7Aofbw4T0SJ68fjyn//UbLh6XTFFtK0t2V2M2KQL8/WhzurlzVhafbS1nR3kTEUH+nD4klveMSZwvGJ1Im8PNlzsqCQ/0Z+WDc/AzKYrrWjGbTARYTNS1OLGaTR3l17/YVsGQ+FDSooP48esb+O+WMvyU4qwRCThcHj7eXEZqVCDP3DCR3MI6Hv1sJxPTI3nmhomsKKjhumdXMTE9kr01rQxLDGVXRRPRwVZ+f8lILv33ck7JimZZnrf746jkcEwKNhY3EBnkT12rk8evHcd5IxOpaLLx7voS/vLpTnLiQ9lZ0cQrt07puBmvabZzx0trKahq4eXvTeGSJ5YzOTOKp2+YgM3pJiLIwoPvbObttcUkRXjnDfvblWOpb3Wwp7qFHWVNvLWumJz4UAprWjhvVCI/nJ3NPqNEfG2rgx+/vgGP1kQHW1jzizNQSnX5u3l/Qwl3v7aB22cO4sHzumZ1Xlyxl4fe3wrQa2btnXXF/P2LXSSGB/La96Z2CfYaWp2c+9hiShtszBwSywu3TD7g7/J3Vd5gIyzQ3COrb3O6eXNtMRY/xdyxyf2OFTtUeZXNpEYF9lpWXgghhBCglFqrtZ7Y67pjHcwppc4BHgP8gGe11n/ua1tfDubKG2z4mVSvE6CC96b+pVWFzMyOJTLIW3a7vfSx1pryRhtuj8bh8pAZE8y6ffVc88xKgq1+3HrqIBLDA0gID2D64N4/OS6tb2NvTQvrCusoqG7hnXUlXDkxhTdyvRP2KgVmk+Jn5wzlxmkZVDTaWLB0D88v38up2TEs2V3N7TMHMf/UTD7ZVMbfv9jN3XOyuWVGJg6Xh1aHi/yqFmqa7QxLDOsx9iOvspmUyMAeN3c7yhtZuruaEUnhTB0URVWznfnP53L5hBRunJbOT9/axFtri1EK/u/84TS2OXF5PLjcmqcXFwAwdVAU109N519f5rGzoolJGZH8/Lxh3PfGRgqqW7hwTBJ/uWx0l/czv6qZuY8vo8Xh5tYZmfzk7Bye/raAv3+xi7ljk/jdxSOZ//waEsK9XdiSIwKxOd20OdwdRRl+8+FWFi3fy6iUCL5/2mBMCm57cS1D4kPYVdHMHy4ZySur9nWUnE+NCuSHs7OZMzSOBUv34O9nYkV+TUeJ92GJYbz6vSkEW828vqaIlQU1fLK5jKy4EGYPjaekvo24UCsbi+rJLawjLMDMhPRIVhTUYHN6iAjy565ZWfz+4+18//TBPLukgGCrmfpWJ8/dPIm4UCtXPrWC+87K4dLxyfzqg628v6EUpeCBc4by6Ge7cLg9XDoumcyY4I4My/mjEvl4cxmXjktm7b46Cmtae/x+3TQ9g8ggC3//YhcxIVZ+cf5Q7n1jI7fPHExpfVtH1uvmUzL4ZHMZzTYXLQ432XEh7K5s5vIJKXyxvYKIQH8+vWdmx+/Ju+uL+fHrG0mLCqKqyc7qX8xhWV41xXVt3HJKJiaT4sWVhfzh42388oIRXDula6bpP4sL+Nvnuwi0+LHywTlYzPsD6vX76rjk38uxmE1Y/Ex8fu9MEsP3Z3xK69u45fk17Chv4pErxvSozPfNzkrufHkdLQ43b39/eo+5tJburubFlXuZkB7JbTN7TiDs8WgWLN3DuaMSehRl0VrznyUFfLypjEW3TP7OXejqWhz866s8zh+d0DH5sxBCCCFODj4TzCml/IBdwJlAMbAGuEZrva237Q8UzLncHlwe3WeJ6INhd7n5anslfibFhPTILnMZVTfb2VHWhL+fIjs+lMggf5RSlDfYOO+fS2i2u7h8QgqXjEsmISyA8kYbUcEWQqzmjjFsqVGBNNtcBFvN/PTsHIItZl5dvY8vd1R2HGfu2CSW5VUTZDETF2ol15h4FWBcWgQJYQHUNDtIiQpkRlYM728o5dtdVV1eR6jVzPpfnskX2yv5cFMpd8/J5uH/7uDLHZVY/Ew43N55gy4ak8RjV4/lgbc383puUcfz40KtVDbZSQwPoLLJjtvT9fdiRlYM35s5CJfbQ35VM3/8ZAc58aH8YNZgLH4mShtsLM+r5qudlbT/So1ICkNrOqrCTRsUzYqCGm6fOYglu6vZVtaIUqAAj/aOoZkzLI7ff7SNFoebmBALl41P4dmle3B7NDEhVs4flcCiFYXEhFgxmxQRQf6UN9qob3USHujPnGFxvLOuhCCLN1OVHecNxKKDLdS2OrD4mVAKzhmRwJq9dZQ32rh0XDIZMcH844tdXDY+hT9fNrrjdT/xdR6vrt7H4NgQnr95Eo02F++sK6a+1cnSvOqOSXJNCjQQYPbjNxeN8AZir6xnRHIYFj8Tq/bUEhVs4ewR8Xy+rZL6VgfJkYGU1rfh9mjuOyuH/KpmcvfWMXVQFBeMTuLm59fg9mhSIgNZcv8sVhTU8OQ3+bQ63Lx86xQC/P2wu9wdGQ2tNS+sKCTQ348rJ6Xy2Be7eXZJAf+951RSIoPIq2wi0GImKTyAq55eyeq9tQyKCea2mYPwMynanG6igi2syK/h5VXeoiKnDYllW1kjVU12QgPMLLl/FiX1bTy3bC9XTUplUkYUW0oauOaZlVw4Nonfzx3JA+94A/a40ADeuH0aadH7Axu3R/PTNzfyzvoSLp+QwiNX9D7flcvtwdzHmLxmu4s2h7vXD1LeW1/C4t1VnDU8gXN66dqntaai0d7rGC/wfhixZm8d1/cy9kwIIYQQYiD4UjA3Dfi11vps4+cHAbTWf+pt+7DUHD3qzieJCbViNW7smu0uGtqcNLY5aTIm1A2y+JEQFkBJfRtmkyI+PIC6Fgfhgf5EBFmw+Jlotrtodbjw9zPR6nDjdHsID/QGAk027378TIqYEAsOlwe7y0Nrt+qQFrOJmGALTo+mxe7inBEJfLy5DLur5wSrAGcOj+frHZXEhwXg9nizcQD+foofnJ5FYngAm0oaeGXVPgbFBPPMjRPIigultsVBQ5uTL7dX8OGmMpranESHWMirbKau1Ul0sIUbp2UwKSOS7PhQdlc2oTU95gbSWvPtriqW7q4mPsw7Zqq9+5zHo1meX8O2sgZGJUcwPj2CJ77Op7S+jfgwK9HB3oIFSRGBLMur5rlle6hu3l9dbXJGFLsrmzqq5AEkhQdw8bhkrpmcxoqCGhYt30t+VTO/uWgEawvr+GpHFafnxPLXy0dT2+JgS2kjkzIi2VLSyL++2s3v5o4kIyaYhjYnBVXNDIoJITzIn7fXFvPF9gp+fdEI4sMCWFVQw4KlewixmmlocxITYiUrLoTTc2LJjg9lZUENn24px+pv4kezs/l4Uxn/994Wbp6RwY3TMvjLpztYs6eW+PAAhiaE8u76EmzO/d0Y43qZqLc3bo/mg40llDXYOG1ILMEWM34m1ZHFfH9DCQ+8vRmTgl9dNIIrJ3rHMjrdHtweTYC/HxWNNqqb7b2W7V6WV83ra4qYPTTukEvqtzpcvRbE0Vpjc3qwmk09CpBordlU3IBHa0anRNBkc/LhxlLSooP7LD3eOagE79+pxc/UJXPW2dbSBtKignpMLiyEEEIIIbrypWDucuAcrfWtxs83AFO01nd12uY24DaAsKRBE27529tUN9txuTUaTbDFTHiQP+GB3i9/PxOVjTYqGu2kRgXi8mjK6m1EBltobHPSaHPidHsI9PcjJMAfp8tDkNUPf5OJ+jYHUcFWzh2ZQLDVzNc7Kqlqsnu7aZlNRAVbGJcWgdOt2V3RRFWTnepmB/WtDq6bmsbsod6CEisLaqhqspMSGUh9q5OGNifDEsOYlOEtFx4fGoDV38Te6lZcHg8xIdaO6nlaa9bsrWNkctgBq1A6XB7W7atjRFLYMb8JbrI5WZFfQ3SIFYfLG/h4tKaothWXkTWLCbH4bDaj2e4i2OLXa/scLg+1LY4+szVCCCGEEEIMlOMqmOvMl8fMCSGEEEIIIcTR1l8wd6wnDS8BOtfNTzGWCSGEEEIIIYT4Do51MLcGyFZKZSqlLMDVwAfHuA1CCCGEEEIIcdwbiKkJzgP+gXdqgoVa6z/0s20TsLOf3YUDDUe2hd9ZDFA9wG0A33gvfKENIOdkoI/dmS+cC195L3yhHb5wPsA33gvwjXb4yjkB33g/fKEN4DvnRa4jvnEufOW98IV2+ML5AN94L+DYtSNHax3a2wqfnjRcKZXbV/9QY/0zWuvbjmWbemlDv208hu3whfdiwNtgtOOkPydyLrq0wVfeiwFvhy+cD6MdA/5e+Eo7fOWcgM+8HwPeBqMdPnFe5DriG+fCh96LAW+HL5wPox0D/l4cy3b0974f626WR9qHA90AH+IL74UvtMGXDOT7IediP195L3ylHb7AV94LX2mHr/CF98MX2uBL5DriG3zlvfCVdvgCX3kvBrwdx3VmzhccD2082cg58R1yLnyLnA/fI+fEN8l58R1yLnyLnI+BcTxn5p4Z6AYchOOhjScbOSe+Q86Fbzmhz4dSSiulsr7rugF2Qp+T45icF98h58K3yPkYGH2+7z6dmRNCCHF8U0o9CMzUWp/badluIK+XZQ9prV87jGNpIFtrnfdd1h1gn88D1wKOTovna61fP9R2HgtKqV8DWVrr6we6LUIIIY4eX8/MCSGEOL4tBqYrpfwAlFKJgD8wrtuyLGNbX/QXrXVIp6/vFMgppcxHq2FCCCFObhLMCSGEOJrW4A3exho/nwp8jXfamc7L8rXWpUqpcKXUAqVUmVKqRCn1+/agD0ApdYtSartSqk4p9T+lVHpvB1VKzVBKFSmlTu+2fJJSqqLbPi9VSm38ri9MKfU9pVSeUqpWKfWBUiqp0zqtlLrTyDjuNpZdoJTaoJSqV0otV0qN7rR9qlLqHaVUlVKqRin1uLF8sFLqK2NZtVLqZaVURKfn/cx4n5qUUjuVUnOUUucAPweuUko1H8prE0IIcXyQYO4gKKVSlFLvK6V2K6XylVKPGZOe97X9PUqpoGPZxpORUqp5oNsgvJRSFxs3r0MHui1ivwP9jSilvlFKHdWB7FprB7AKmGksmgksAZZ2W9aelXsecOHN1I0DzgJuNdo7F2+QcikQa+zn1e7HNIKZV4HLtNbfdGvPGqDG2G+7G4AXvsvrUkrNBv4EXAkkAoVA9y6iFwNTgDOVUt8A7+Gdo+kF4FngA6WU1QgsPzL2kWHs9932Qxk/JwHDgFTg10YbcoC7gEnG/ENnA3u11p8CfwReNzKJY77LaztZyDXEd8g1xDf5wjVEHJgEcweglFLAO8B7WutsYAgQAvQ52TlwDyDBnDiZXIP35vya7/KkztkRcUL7lv2B26l4g7Al3ZZ9q5SKB84D7tFat2itK4G/A1cb290B/ElrvV1r7cIbsIztlp27AngaOFdrvbqP9iwCrgdQSkXhDYJe6af9PzGyafVKqfbJcq8DFmqt12mt7cCDwDSlVEan5/0JqDP27TF+TgeC8QZmdmAqMBlvsPZTrXUL3gBtI4DWOk9r/bnW2q61rgL+Bpxm7N8NWIHhSil/rfVerXV+P69DCF8l1xAhDpEEcwc2G7BprZ8D0Fq7gR8DtyilgpVSjyiltiilNimlfqiU+hHei/LXSqmvB7DdJwWlVIhS6kul1Dql1Gbjk3uUUhlGV6z/KKW2KqU+U0oFDnR7T0RKqRBgBjAf46ZbKXW6UmqxUupjo+vXU0opk7GuWSn1qNH1a9rAtfzkYJyLjzr9/LhS6qZj3IzFwAwjcIrVWu8GluMdSxcFjDS2ScfbJbOsPXjCG5jFGftJBx7rtK4Wb+YqudOx7gHe0Fpv6ac9LwEXKqWC8WbWlmity/rZ/hGtdYTxFWMsS8KbSQNAa92MN+PXuS1FGNcQ4+s+Y5vLjMepwE+B1/EGeN/vfg1RSsUrpV4zulI2Gm2PMY6ZZ7zeXwOVxnZJiIMm15CBJ9cQ3+Yj1xDRDwnmDmwEsLbzAq11I7APb9efDGCs1no08LLW+p9AKTBLaz3rGLf1ZGQDLtFajwdmAY8a2VSAbOAJrfUIoB7vDZQ48uYCn2qtdwE1SqkJxvLJwA+B4cBgvF3jwHvTukprPUZrvfSYt1YMhBVAOPA9YBl0/B8tNZaVaq334A1+7EBMp+ApzPgbxlh/e6d1EVrrQK318k7HugK4WCl1d1+N0VqXGG26FG8XyxcP4TWV4g0uATACw2igpPOh2H8NKQL+0N5uvJm3B/H+D7sWaAZe6+Ua8kdjP6O01mF4M4qq4wBav6K1nmG0RQMPdzq2ODC5hgw8uYYIcRgkmDs8pwNPG9190FrXDmxzTkoK+KNSahPwBd5PxeONdXu01huMx2vxBt7iyLuG/WOFXmN/N5nVWusCI5v9Kt5PXsHbNeztY9tEMZC01m1ALnAv3u6V7ZYayxYb25UBn+G9oQ5TSpmUtwBIe7fCp4AHlVIjAJS3WMoV3Q5XCswB7lZKfb+fZr0A3A+MwtuV/rt6FbhZKTVWKWXFG3St0lrv7WP7/wB3KKWmGMGCCbjKaMcKoAz4mREUKrw3sgCheAO9BqVUMt5MHuAdM6eUmm0c3wa04e3OCVABZLRnM0Sf5Boy8OQaIsRhkH/yB7YNmNB5gVIqDEgbmOaIbq7DWwhhgtZ6LN4bmABjnb3Tdm5AyoMfYUYXudnAs0qpvXhvNK/Ee4PUPTPQ/rPNuDiLY8NF1//1AX1teJR9i7e7ZOdP0pcYyzpPSXAjYMH7v7cOeAtvgRG01u/izTy9ZnQ53AKcSzda6314A7oHlFK39tGed/Fms97VWrd+1xejtf4CeAjvTWUZ3szB1b1sug3v/6dcvFnIx43XNco4fnv3/QvxFn3ZB6TgLZ4C8BtgPNAAfEzXwNMK/BmoBsrxvpcPGuveNL7XKKXWfdfXdxKRa8gAkmvIccFXriGiD/KP6cC+BP6slLpRa/2CMdj2UbwV13YDtyulvtZau5RSUUZ2rgnvp6nVfe5VHCnhQKXW2qmUmkWnbk/imLgceFFrfXv7AqXUt3gLWkxWSmXiHVd0FfDMwDTxpFeIt0CGFQjEG+Qc865JWusH2R9otC97A3ij27IG4PvGV2/7eZE+ukVqrTt3P9xDp/8HndcZP7cqpar62len7W7qZ91TeLOFfbZFKZVP12vI58ZzGvFeQ25USn2itd6nlLpFa12rlNqMt1gKWuutdPtAEe81CK31JvZn8Lofv4b9mQzRN7mGDCy5hvg+n7iGiL5JZu4AtNYauAS4QnnnC9qFtzvLz/GWlt4HbDIG4l5rPO0Z4FMpgHL0KO8kvHbgZWCicfNzI7BjQBt28rmG/SXU271tLF+DNwuxHdjTy3biKGr/G9FaF+ENmLYY39cPaMN8hFLqMryf9H91NI8j1xDfJNcQnyHXEB8l15Djh/JeZ4Q4viilxgD/0Vr3+qm0GFjKO1HzT7TWFwx0W05W8jfSN+Wd8204cIPW+n8D3BwxAOTvw7fJNWTgyd/I8UO6WYrjjlLqDuBHeEtyCyG6kb+R/mmtTx/oNoiBI38fQvRP/kaOL5KZE0IIIYQQQojjkE9n5mJiYnRGRsZAN0MIIYQQQgghBsTatWurtdaxva3z6WAuIyOD3NzcgW6GEEIIIYQQQgwIpVRhX+ukmqUQQgghhBBCHIcOK5hTSkUopd5SSu1QSm1XSk1TSkUppT5XSu02vkca2yql1D+VUnlKqU1KqfFH5iUIIYQQQgghxImntsXR7/rDzcw9BnyqtR4KjME7F8gDwJda62y8E24/YGx7LpBtfN0GPHmYxxZCCCGEEEKIE9aLK/rsYQkcRjCnlAoHZgILALTWDq11PTAXWGRstgi42Hg8F3hBe60EIpRSiYd6fCGEEEIIIYQ4Udmcbl5cubffbQ4nM5cJVAHPKaXWK6WeVUoFA/Fa6zJjm3Ig3nicDBR1en6xsawLpdRtSqlcpVRuVVXVYTRPCCGEEEIIIY5PH2wspbr56HWzNAPjgSe11uOAFvZ3qQRAeyex+04T2Wmtn9FaT9RaT4yN7bUCpxBCCCGEEEKcsLTWLFiyh6EJof1udzjBXDFQrLVeZfz8Ft7grqK9+6TxvdJYXwKkdnp+irFMCCGEEEIIIYRhaV41OyuamD8js9/tDjmY01qXA0VKqRxj0RxgG/ABMM9YNg9433j8AXCjUdVyKtDQqTumEEIIIYQQQghgwdI9xIRYuWhsUr/bHe6k4T8EXlZKWYAC4Ga8AeIbSqn5QCFwpbHtJ8B5QB7QamwrhBBCCCGEEMKQV9nENzuruPfMIVjNfv1ue1jBnNZ6AzCxl1VzetlWA3cezvGEEEIIIYQQ4kS2YOlerGYT101JO+C2hzvPnBBCCCGEEEKII6Cm2c4764q5dHwy0SHWA24vwZwQQgghhBBC+ICXV+3D7vJwyyn9Fz5pJ8GcEEIIIYQQQgwwu8vNCysKOT0nluz4/qckaCfBnBBCCCGEEEKeaoDrAAAgAElEQVQMsA82lFLdbD/gdASdSTAnhBBCCCGEEANIa82CpXvIiQ9lRlbMQT9PgjkhhBBCCCGEGEDL82vYUe6dJFwpddDPk2BOCCGEEEIIIQbQs0sKiAmxHHCS8O4kmBNCCCGEEEKIAZJX2czXO6u4YWoGAf79TxLenQRzQgghhBBCCDFAFi7bg8Vs4rqpB54kvDsJ5oQQQgghhBBiAFQ22byThI9LJuYgJgnvToI5IYQQQgghhBgAj/xvJ26P5vbTBh/S8yWYE0IIIYQQQohjbEtJA2+uLeam6RlkxgQf0j4kmBNCCCGEEEKIY0hrzW8/3EZUkIUfzsk+5P1IMCeEEEIIIYQQx9Anm8tZvbeW+87KISzA/5D3I8GcEEIIIYQQ4oRmd7kpqGo+Kvt2uT1UNdkPenub080fP9nO0IRQrpqUeljHlmBOCCGEEEIIcUJ7+L87mf3ot1z/7CpW76k9Ivv0eDTvbyjhjL99y/Q/f8lnW8sP6nkLlu6hpL6NX144HD+TOqw2SDAnhBBCCCGEOGE12128kVvE8MQwdpQ3cuXTK7j6mRUsz69Ga/2d96e15rOt5Zz72BLufm0DAf5+DE0I485X1h0woKtotPHE13mcPSKe6YNjDvUldTAf9h6EEEIIIYQQwke9u76EZruL318ykmEJYbyyeh9PfZvPtf9ZxaSMSH40J5sZWTEo1X+WTGvN0rxqHvlsFxuL6smMCeZf14zj/FGJNDtczFu4mh+8vI4nrhvP2SMSet3HX/+3E5db8/Pzhh2R16YOJRo9ViZOnKhzc3MHuhlCCCGEEEKI45DWmrP+vpgAfz8+uOuUjoDN5nTz+poinvwmn/JGG+PSIjhreAJBFj8C/f0IaP/ubyLQ349mu4snv8ln1Z5akiMCuXtONpeOT8bst7+jY5PNyY0LV7O5uIHHrx3POSO7BnSbiuu56PFl3H7aIB489+CDOaXUWq31xF7XHW4wp5TyA3KBEq31BUqpTOA1IBpYC9ygtXYopazAC8AEoAa4Smu9t799SzAnhBBCCCGEOFTL86u59j+r+Ovlo7liYs9iI3aXmzdzi3nym3xK6tv63VdMiJW7Zg3mmilpWM1+vW7TZHMyb+FqNhU38Pi14zhnZCLgDSqveGoFe2ta+fonpxH6HSpY9hfMHYlulncD24Ew4+eHgb9rrV9TSj0FzAeeNL7Xaa2zlFJXG9tddQSOL4QQQgghhBA9vLC8kMggfy4ck9TreqvZj+unpnPdlDRsTg9tTrf3y+HG5vR+tTnduNyaKYOiCLL0Hz6FBviz6JbJ3PTcGu56ZT3/ugbOHZXIR5vKyC2s4+HLRn2nQO5ADiuYU0qlAOcDfwDuVd685WzgWmOTRcCv8QZzc43HAG8BjyullPblfp5CCCGEEEKI41JJfRufbSvntpmDCfDvPZPWTilFoMWPQEv/2x2M9oBu3sLV3PXqev7qdPPoZ7sYnhjG5RMObyqC7g63muU/gPsBj/FzNFCvtXYZPxcDycbjZKAIwFjfYGzfhVLqNqVUrlIqt6qq6jCbJ4QQQgghhDgZvbKqEIDrpqQd82OHWM0sumUy41IjuPeNjZTUt/GrIzAVQXeHHMwppS4AKrXWa49ge9BaP6O1nqi1nhgbG3skdy2EEEIIIYQ4Cdicbl5dXcScYfGkRgUNSBtCrGaev2Uys3JiuW5KGlMG9chjHbbD6WZ5CnCRUuo8IADvmLnHgAillNnIvqUAJcb2JUAqUKyUMgPheAuhCCGEEEIIIcQR88nmMmpbHMybljGg7Qixmnnu5slHbf+HnJnTWj+otU7RWmcAVwNfaa2vA74GLjc2mwe8bzz+wPgZY/1XMl5OCCGEEEIIcaQtWlHIoNhgTsk68tkwX3K4Y+Z68zO8xVDy8I6JW2AsXwBEG8vvBR44CscWQgghhBBCHGe01qwtrOOzreV4PIeX79lQVM/GonrmTcs44ETgx7sjMTUBWutvgG+MxwVAj1yi1toGXHEkjieEEEIIIcTJrKHNSXjgkStxP1Ccbg+fbC5j4bK9bCyqB+CUrGj+evkYkiICD2mfL6zYS7DFj0vHJx9w2+Pd0cjMCSGEEEIIIY4Cj0fz2w+3MeY3n/HSysKBbs4hq2tx8MTXeZz68Nfc/doGmtqc/G7uCP5wyUjW76vn7H8s5t31xXzXUVk1zXY+2ljGpeNTjuh8br7qiGTmhBBCCCGEEEeX3eXmvjc28tGmMlIiA3no/S2EBfpzUR8TYh9rWmtyC+uoarIT4G/CavbDaja++5uwmk002Vy8snof76wrxub0MCMrhj9dOorThsRiMsr2z8iK4b43NvLj1zfyxbZKfn/xSCKDLQfVhtfWFOFwe7hxWvrRfKk+Q4I5IYQQQgghfFyjzcntL6xlRUEND547lHnTM7hx4WrufX0DoVYzs4bGDVjbbE43H2woZeGyPewobzrg9haziUvGJnPLjExyEkJ7rE+PDub126fx9OJ8/v75LtbsreXhy0czK6f/1+hye3h5ZSHTB0eTHd9zvyci5csFJSdOnKhzc3MHuhlCCCGEEEIMmIpGG/MWriavspm/XjGaS8alAN4A79r/rGR3RTMvzp/C5MyoY9quyiYbL63cx8srC6lpcTA0IZRbZmQyOiUcu9OD3eXB5nRjd3mwu9zYnR40MCsnlugQ60EdY2tpA/e+vpGdFU1cNyWNH585hOhgS6+FTT7dUs4dL63lqesncM7IhCP8ageOUmqt1npir+skmBNCCCGEEMI35VU2M2/haupbHTx5/QRmDontsr6m2c4VT6+gqtHOq7dNZWRy+GEdr83hJr+qGYAAf6ObZJcukya2ljaycNkePtxYisujmTM0jltOyWTa4OijUj3S5nTzt8938Z8lBWgNYQFmMmOCyYgJJiM6uOPxnz7ZTlFtK4vvn4XZ78QpDSLBnBBCCCGEEMeZtYV1zF+0BrNJ8dxNkxmV0nugVlrfxhVPrcDmdPPGHdMYHBtyUPvXWrOvtpV1++pYv6+e9fvq2V7WiOsgpgYIsvhx5cRU5k3PIDMm+Du9rkO1paSBVXtq2Vvdwt6aFvZUt1BS30bncOanZ+dw56ysY9KeY0WCOSGEEEIIIXzI3uoWvtlZiZ+fCX+Twuxnwt9P4e9nwmxSVDXb+d1H20gIC2DRLZNJj+4/YCqoauaKp1ZgNZt46/vTey3r39DqZFOJdw629fvqWV9UT22LA4Bgix9jUiMYlxbByKRwTCbl7R7Z0U1yf1fJqGALF49L9ompEewuN0W1reypbqWyycal41IItPgNdLOOKAnmhBBCCCGE8BHFda1c/MQyqpsd/W43JiWcBTdNIuYgx5dtKWngmmdWEhtm5cX5UyhvsLGp2Bu8bSxuYE91S8e2WXEhjEuNYFxaJOPTI8iOC8XPdGJPsH28kmBOCCGEEEIIH9Bsd3HZv5dT2tDGK7dOJT7cisutcbk1To8Hp9uDy63xaM3QhDAs5u829mvN3lpuWLAKm9PTsSwhLIAxqeGMTolgbGoEo1LCCTsJ5mA7UfQXzMnUBEIIIYQQQhwDbo/m7lfXk1fVzPM3T+pzDNzhmJQRxcu3TmXxriqGJ4UxJiWChPCAI34c4RskmBNCCCGEEOIY+PN/t/Pljkp+N3cEp2bHHvgJh2hCeiQT0iOP2v6F7zhxanYKIYQQQgjho15fs4//LNnDvGnp3DAtY6CbI04QEswJIYQQQojjksvt4UevrufqZ1awt1NxD1+zIr+GX7y7hVOzY3joguED3RxxApFgTgghhBBCHHe01vzfe1v4YGMpm4obOPexJbyyah++Vtxvb3UL3395LenRQTx+7fgTajJrMfDkt0kIIYQQQhx3/vHFbl5bU8Rds7L48r7TmJAeyc/f3cz8RblUNtkGunmAd163WxatQQELb5rkE/OyiROLBHNCCCGEEOK48sqqfTz25W6umJDCfWcNITE8kBdumcyvLxzOsrxqzv77Yj7dUn5Q+zpambyGVid3vrKOotpWnrp+wgEn/RbiUEg1SyGEEEIIcdz4fFsF//feZk7PieWPl45CKe9E1yaT4qZTMpmRHcM9r2/gjpfWcsWEFH554XBCA/zxeDTFdW1sK2tkR3kjO8qa2F7eSFFtKwH+fgRZzIRY27+bCbL6EWw1ExdqZURSOCOSwsiKC8G/j26SLreHjcUNLN5VxeLdVWwsqsej4S+XjWbKoOhj+RaJk4hMGi6EEEIIIY4LawtrufY/qxiaEMqrt00lyNJ7XsLh8vCvr3bzxNd5JIYHkhAewI6yRlocbgCUgszoYIYmhpIeHYzT5aHF4abF7qLV4aLZ7qLV4abZ7qK0vq1jAm6L2cTQhNCO4G5oQih5lc0s3l3F0t3VNNpcKAVjUiKYOSSWM4bFMTol4pi9P+LE1N+k4RLMCSGEEEIIn5dX2czlTy0nMsjCW3dMIzrEesDnrC2s4/cfb8Pfz8SwhFCGJoYxLDGMIfEhfQaC3bk9mj3VzWwtbWRLSQNbSxvZWtpIQ5uzY5uEsABmDolh5pBYZmTFEBFkOeTXKUR3RyWYU0qlAi8A8YAGntFaP6aUigJeBzKAvcCVWus65c2BPwacB7QCN2mt1/V3DAnmhBBCCCFERaONS/+9HLvLwzvfn05adNCAtkdrTUl9GzvKmkiNCmJIfEhHd08hjrT+grnDGTPnAu7TWq9TSoUCa5VSnwM3AV9qrf+slHoAeAD4GXAukG18TQGeNL4LIYQQQogDKKhq5qlv8ylvtBMTYiE2xEpMiJXoEAsxxuO4MO/3E0lNs515C1dT3+rg9dunDXggB6CUIiUyiJTIgW+LOLkdcjCntS4DyozHTUqp7UAyMBc43dhsEfAN3mBuLvCC9qYCVyqlIpRSicZ+hBBCCCFEL/bVtPLPr3bzzrpirGY/suJCyKtoorrZgcPt6bH9mJRwLp+YykVjkr5zKXytNXWtTiqbbFQ22qlotFHZZKeqyU5Vsx27043Lo3G5NS6PB7dH43Rr3B5NZLCFX104nMGxIUfkdbc6XCxYsoenFxdgd7lZMG8SI5PDj8i+hThRHJFqlkqpDGAcsAqI7xSglePthgneQK+o09OKjWUSzAkhhBBCdFNS38bjX+3mzdxi/EyKm0/J5I7TBhMb6s28aa1psruobrJT3eygutlOYU0r728o4aH3tvD7j7ZxzsgErpyYyrRB0ZhMXbsBaq3ZW9NK7t5a1hbWsbawjsKa1l4DxFCrmdhQKwH+fpj9FGaTwmwy4e9nIsBf4e9nYv2+Oi7611Ievnw0F4xOOuTX7XR7eH1NEY99uZuqJjtnDo/n/rNzyI4PPeR9CnGiOuxgTikVArwN3KO1buzcX1hrrZVS32lQnlLqNuA2gLS0tMNtnhBCCCGETymtb8Ph8hBklMEP9PfDr1OgVdFo44mv83httfcz8GunpHHnrCziwwK67EcpRViAP2EB/gyK3b/8jtMGsaWkkTdyi3hvQwnvbyglOSKQKyamMCUzmi0lDeQWegO46mYHAGEBZiakRzJ7WBzxoQHEhVmJDwsgLtRKXGgAgRa/g3pdd76yjrteWU/u3jp+ft4wLOaDn9JYa80nm8t55LOd7KluYVJGJE9dP54J6VEHvQ8hTjaHVc1SKeUPfAT8T2v9N2PZTuB0rXWZUioR+EZrnaOUetp4/Gr37fravxRAEUIIIcSJQmvN41/l8ejnu3qss5pNBFm8wV1Vsx2PR3PFxFTump1FckTgIR/T5nTzv63lvJlbzLL8atpv+9KigpiYEcnE9CgmZkSSFRvSI3N3KBwuD3/673aeW7aXcWkRPHHteJIO0H63R7Msr5pHP9vJxuIGcuJDuf+cHGYPjZOiIkJw9KpZKrxj4mq11vd0Wv5XoKZTAZQorfX9SqnzgbvwVrOcAvxTaz25v2NIMCeEEEKcfDwezRfbK3hp1T6igy3MHZvEjKwYzH1M1nw8cHs0D72/hVdW7WPu2CROGxJLi8NNm8M7n1mbw02L8TgswJ9bTsk84oU+iuta2VnexKiUcOJCAw78hMPw8aYy7n9rIxaziX9cPY7ThsR2Wd9sd7FkVxVfbK/k652V1LY4SAoP4N6zcrhkXHKXTKUQJ7ujFczNAJYAm4H2ztU/xztu7g0gDSjEOzVBrRH8PQ6cg3dqgpu11v1GahLMCSGEECcPu8vN++tLeXpxPvlVLSSFB9Bsd9FocxETYuGC0UnMHZvE2NSIo5qxKa5r5b31JYRYzSRHBpEUEUByRCDhgf6HdNw2h5sfvbaez7dV8P3TB3P/2TknRcYpv6qZH7y0jl2VTfxodjaXT0jh652VfLG9kpX5NTjcHsID/ZmVE8ucYfGcOTyeAP8Dd+cU4mQjk4YLIYQQwmc12Zy8smofC5ftoaLRzrDEMO44bRDnj0rErTVf76ji/Q0lfLmjEofLQ0Z0EBeNTeaC0YlEB1vwN5vwN5nw91P4mdQhB0q1LQ4e/yqPl1YW9loEJNjiR1JEIEkRgQxNCOXqyWlkxgT3u8+6FgfzF61hfVE9v75wBPOmZxxS245XbQ43v3hvM++sK+lYlhkTzBnD4pgzLJ6J6ZHHdcZViGNBgjkhhBDiOPbplnLeyC0iNTKQnIQwhiaGkhMfSrD1iBSlHhBOt4e8ymbe31DKyysLabK7mD44mjtOG8yp2TG9BmSNNiefbi7nvQ0lrCiooa9bGIufCbOfIj4sgLOGx3POyIR+s3ktdhcLlu7hmcUFtDpcXD4hhbvPGILVbKK0vo2SujZK6tsorbdRUt9Kab2NHeWNuDyaWTlx3DQ9o9c2F9e1Mm/haorq2njsqrGcOyrxsN+341F7YZOyhjZmDY07YlMXCHGykGBOCCGEOA412pz85oNtvL2umMTwABrbnLQ43B3r06ODGJoQSk5CGMMTwxidEk5ieIDPdeFrsjnZUd7EttJGtpY2sK2skV3lzTjcHkwKzh2ZyG0zBzEmNeKg91neYGPJ7iranG4cLg9Ot8bl9uB0e3B6NE6Xh92VzSzPr8bp1iSFB3D2yATOG5XIhLRITCaFw+XhtTX7+OeXeVQ32zlreDw/PcgS+JWNNl5atY9XVhVS3exgcGwwN03P4NLxKQRbzWwtbeDm59Zgc7p5dt4kJmdKRUYhxKGRYE4IIYQ4zqwsqOG+NzZS1tDGnbOy+OHsbMwmRUl9G9vLGtlR3sSOcu/3PdUtHVmqmBALo5LDGZUSwejkcEalhHcpaa+1xu7y0Gx30WxzGWPSnN55yoyJoauMSaKrjccaSIkMJDUyiNSoQFIigzoeJ0UEYnO6KWuwUVrfRlmDjbL6NkobbJQ1tFFU28a+2taO40cFWxiR5A0+hyeFMSE9kpTII1voo7OGNidfbq/gv1vK+XZXFQ6Xh9hQK3OGxrE8v4Z9ta1MyYziZ+f+f3t3Hh3ZWd/5//2tXVKVpNbS6r3V3W53e7dxYzCbbQi7g0NCgiEsDjBk5gQIBJKBJOdMfr8z5MdkwhoykxgCGEjwMEMmEAh7bAPGNrax8dZu2724N3WrJbV21f79/XGvSqVuqVdJVZI+r3Pq3KVuVX2rqtWPPnqe+9ztPGfDirN+/lyxxHce6eGLd+/j0UNDZFIxbrx8Df/6q8NkUjFue8c1XKjro4nIeVCYExERWSSyhRKf+OFTfO6ne9jY1sgn3njlaUPGRL7EziPDPHpwiEcPDfHowSGe7h2hHDbxnZkkiWiE0VyRsVyRYnn2tj8WMTozSTrSSTozSTrTSRzn4PEJDhwPhhiWTvF4ADNYmUmyuqWBtSsa2N6V4ZK1zVy8uoWu5mTNeg5Hc0XueLKX7z7Wwx1PHqO7o4k/edU2rr+w87xrcnd+uf84X7x7H9997AgXdKb50juey+qWc7+sgIgIKMyJiIic1lNHR/in+/YzOJ7nkjUtXLKmmUvWtNDSGJ/1MeWyT+sp2z8wTjkMOk7wC/7kOkBzKs6WziYuWJlhy8omVjVPHxL5xOFhPvC/HmbX0RF+93kb+LPXXkRj4tzOixvPF3ni8DCPHhri8cPDlN3JJGM0JWOkUzHSyeDWlIyRScXoTAcBrqUhfsrrjRVLZXqGspVwd+j4BI2JKKtbG1jdkmJ1S4qu5hTxOp/Uolz2Obmu2kz6R3M0JWOamVFE5oTCnIiIyAwKpTI/fOIoX75nH/fuGSARi9DWmODIcLZyzLoVDVyypplL17Rw4aoMvSM5ngzD264jI4zmipVjVzWniEWNyXxmTK0DDIzmGak6vikRZcvKNFs602RSMb72i/20Nib4q9+6nBu2r5zvty8iIovAqcLc4p0GS0RElp2RbIGfPd3H8fECLQ1xWhvjtDSEt8Y46UTsjHpbekey3P6LA/zTffs5Mpxl3YoGPvzq7fzOjvW0NSXoH83x+OFhHj88zGOHh3ji8DDff/xo5fGZVIyLVjXzm89Zy/azmF3S3Tk2kuOZY6PsPjbG7t5Rdh8b5b49/fQMZ3n1pav4r79xGW1NifP+rEREZOlTz5yIiNS1AwPj/HjnUX60s5f79vZTKM3ebkUMmhviZFIxmhLB8MF0MkY6FSedjJJOxjgynON7j/VQKDkvubCTtz1/IzdsX0n0NCFwJFvgmd5RVjanWDMPM0YWSuW6H5ooIiILTz1zIiKyaJTLzsMHB/nRE0f58c5edh0dAWBzZxPveOEmXnZRF+vbGhiaKDA0XmBwosDQRIHhcDk0UWA0W2QknK2xbzTPs/3jle141HjL8zfy1udvZPNZXO8qk4pz1TnMdnimFORERORsKcyJiEjNBTMBDvKdR3r4t0d7ODKcJRoxntu9gj9/7UW87KIuNnU0TXuMZgkUEZHlTmFORETOmrszli8RixjxaOS0QxRne45HDg7x7UcO82+PHuHQ4ASJaITrtnXy4cu2c8O2laecSVJERGS5U5gTEVkmCqUyE4USE/nwVijR0hBnVXPqtJOGuDv7+se5d08/9+zu5949/fSO5Cr3RywYJpiIRojHIsSjRioepTERI50Mlk2Ty0QUB+7Y1cuBgQniUeMlWzv54Csu5Ncu7qI5pQAnIiJyJhTmRESWiONj+XC6/GF2HR3hySMjHDo+UQlws10oOhGLsKGtke72Rja2N9Hd3siG9iY600kePTTIvXsGuGd3f2W6/s5Mkms3t3PxmmbK7hSKTrFcJl8qUyg6hVKZfLFMtlhiLFdiPF9kcKLAocEJxnNFxvIl8sUy12xq430v3corLl6lHjgREZFzoDAnIjKPcsUSPYNZGhJRMqkYDfHoec+CWC47+/rHKheDfvLICE/2DE/rKWtpiLNtVYbrt3XSmIjRkIjSGI/SkIiGPWbB8vh4MDnIvr4xnu0f52fP9JEtlKe9Xkc6wfM2t3Pt5nau3dLO5o6mOZ/JUURERM6ewpyIyByYyJfYfWyUp3tHeKZ3lKePjvJM7yjPDoxTquoRi0WMTCpGc0Oc5lQwhX5rY5yOdJL2piQdmQQd6SQd6SSd6STt6QQ9Q1keOzTEo+HticPDlQtVJ2IRtq5M86KtHWxflWHbqma2r8qwMpM8p8Dl7vSO5NjXN8aR4SwXrW5m68q0wpuIiEgdUpgTETlL7s7+gXHu2zvA/XsHeODZ4+zrH2Pysp2xiNHd0cS2VRluvHw169sayZfKDE8UGckWGM4WGMkWGZ4IlruOjHD3aD9DE4VTvm4yFuGi1c28/qq1XLa2hUvXtrC1Kz2nU9qbGV3NKbqaU3P2nCIiIjI/FOZEZNEpl52RbJGhiQKDE3kGq641NhIGpanl1HpbU4LujiY2tTexsb2RTR1NrG9rJBWPzvpa7k62UObZgTF+sXegcpsc0riiMc6O7jZef9Vatq5Ms7Urzcb2pnMKWPlimf6xHH0jefpGcxwbzdE/mqc9neCytS1sXZkmpmuRiYiISEhhTmQR6hvNMZotkk7FSCdjJGORRTMMLlsoVS7sPHnR58n14WyBsVyR8XC2xbH81Pp4uD15cehZ5vIAIB41Mqk46WSMTCq4rVvRQN9onu8+2sPx8akeMDNY09LA2tYG8qVy8FqFYuU1JwqlSo8bwOqWFNduaeeaTW1c093Gls70aWeCPFOJWITVLQ26fpqIiIicEYU5kVkMZwvsOjJCxKhMsd6YiFYmklioHpKhiQKPHRriVwcHeeTAEI8cHOTwUHbaMfGokU7GwnAXJ50MJreYnCo+EQtu8WiEZCxCQyLKquYUq1tSrGltYHVLiramxIyB0N0ZyRUZGM3TP5bj+FgQhCann09Eg+eNRyMkYkbZ4ehwlp7BLIeHJugZzNIznKVncIKeoWzlXK/ZNISTczQmozTGw4k7ElFaG+M0JoLzy1ob4rQ0JoJlQzzY1xicg9bcED9tuB0aL7Cvf4x9/WPsDSf+ODw4QSYVo6s5Wfmug+87WO9qTrJjYxvrVjQsmuAsIiIiS5vC3CJWKju7j43y6MFgUoTHDg1xbDRHMhYhFY+SjEVIxsJlPFhvSkYrv/C2NEz+8hur7GtPJ8gkY/P6y2q57PSN5egdznF0OMuR4Swj2SKxiAW3aBASYpEIsWhwQeKGRJTmVIxMOGFEJhWnKTHzrIDuTq5YDm6FEk4ws9+phtKVy87TvaM8tP84D+0f5KEDx3m6d3Raj8yJJgNUZybJykwqXCbprLql4lFKZadYckplp1AuUyo5xXI4lXtYZ7ZQCusNpnPPFYLhdo8eHGJP31jlNTe2N3J1dxvvWNdCW1OCsVyRkVyR0XA44WhucllgNFckXyxXponPF4Op43PF8ozT1CdjEVa3pFjd0kAsagyM5ekfzTMwlidfKp/49s9YZybJmpYUmzubeOEFHXRmkpXg1dIw/dbcED+ni0+frZbGOFc0tnLF+tZ5fy0RERGR+bLgYc7MXgV8GogCn3f3jy10DQupWCoznC0yOJ6vnNMzONuprVIAACAASURBVJ5nYKzA8bE8x8eD28BYnuNjBY6P50nGI7Q1JmhtTLCiMU5rY4K2pmA9Ho3w5JGRyox2E4USEPRmXLKmmSvWtVIoTYWDiUKJwYl8JSSM5YIhbqVTjFFLxCJ0NCVoTyfpSE8uk2HPSDTsOanqpQr35Yrl8P1Nncc0HG4fH89zdCRH73CWYyO5Wa93dTYiRtAblYxRKDu5yUBUnDl4JGORsFcnQctk705DnJ6hLL86MMhI2GPU0hDnqg2tvPayNVy2rploJMJEvshEoTRtyN9EocTwRIG+0Ry9Izn27h3j2GiO/Cyvf6ZikeBiy82pGJesbeE3n7OWy9e1cvm6FlobE+f13JMmA3XPYJaeoQkOTy6Hgh608bzT1ZziotXNtKcTtDclaG9K0pZO0NaYIGIWXFOs6pYPry/mQFcmyZrWBrqaUyRiOsdLREREZD6Yn6rrYa5fzCwKPAW8HDgI3A+8yd2fmOn4rZdc4Z/82nenPwfT/2pfdscJemPcw20HBwyIRoxIxIgYRM0wM6KR4FmCXoqgFyRfKlctS+SqezPCHo3JXpRCqUyp7JTdKXvw2uXwtcseBLihymQMsw8pixisaEywoin4BXlFUxA0csUSx8MAdHw8z+BYoRI0YCq4Xbq2hcvWtnDZuha2dKbPuEfD3RnPlxjOFhieKIbLIHQNjOXpCydg6B/L0RdOwNA/em69M4lYhNZwGFxXc4qVmRSrWpJV6ym6mpO0NMSD3qqSUyyVKZTDZSkICOP50owTWoxkC4zmSiRiFvRChj2QqfhUryRQ+T4Gx/OVwDm5bGtK8JyNrVy1fgVXbWhl03lcQ8vdGZ4ocmw0S+9wjnypTCwSIRoxYtHg31483I5GbHovajwYEqkJLkRERERkkpk96O47ZrpvoXvmrgGecfc9AGZ2O3ATMGOY2z8wznv+6aEFLG9KIhYhWXWuUSI2/dyjWCQIhhGDSCRCxAwziFgwVPDCrszUuTwNQe9aS0O80iPU3pQkk4qd8cQJ+WKZwYk82XyZtSsazmsompnRlIzRlIyxuuXMHuPuJ/VMjeenJokYL5SCnq+q99raeOqhjUuRmdHSGHzPF6zM1LocEREREVnCFjrMrQUOVG0fBJ5XfYCZvRt4N8Ca9Rv54QdeUrnvxD5E96B3y6qClEElWJXdwx60yV6zcLsMjpOMRYPQFga0ZFVoq7cJDhKxCCsztbvuk5mFQyt1mqWIiIiISD2ou9/M3f1W4FaAHTt2+NYu9W6IiIiIiIicaKFPzjkErK/aXhfuExERERERkbOw0GHufmCrmW0yswRwM/CtBa5BRERERERk0VvQ2SwBzOw1wKcILk3wBXf/6CmOHQF2neLpWoChua1wTnQAfTV67Vp+Jvo+Tqbv42TL8fuo1+8C9H3Um1p9H/q/amb6PurHcvy/qtavfSrL9fs4lfmsa5u7z3ju2YKHubNhZg/MNg1neP+t7v7uhazpTJyu7nl+7Zp9Jvo+ZnxtfR8nWI7fR71+F6Dvo97U6vvQ/1Uz0/dRP5bj/1W1fu1TWa7fx6nMZ12n+rwX+wWt/rXWBdShWn4m+j5Opu+jvtTqM9F3MTN9H/VD/1fVF30f9UXfR32p18+kJnUt6p65erVY616q9H3UF30f9UXfR33R91Ff9H3UD30X9UXfx8JazD1zt9a6gHO0WOteqvR91Bd9H/VlSX0fZuZmdsEs991iZj9b6JrO0pL6PpYAfR/1Q99FfdH3sbBm/bzrumdOREQWJzPbB6wB1rh7X9X+h4ArgU3uvu88X+NO4Kvu/vmqfQ5sdfdnZjj+FuBd7v6ic3gtB8aByUaz6O6t51L3Qgq/h3e5+49qXYuIiMy9eu+ZExGRxWsv8KbJDTO7DGisXTnn7Qp3T4e3sw5yZhabj6JERGT5UpgTEZH58hXgbVXbbwe+XH2AmbWY2ZfN7JiZPWtmf25mkfC+W8zsZ2b212Z23Mz2mtmrw/s+CrwY+KyZjZrZZ6ue9tfM7GkzGzSzvzUzO7GwcP/HT9j3LTP7wNm8wTOo/24z+6SZ9QN/YWbJ8P3sN7OjZvZ3ZtZQ9Xw3mdnDZjZsZrvN7FXh/t8zs51mNmJme8zs96se02Fm3w7f74CZ/dTMImb2FWAD8K/hZ/QnZ/PeRESk/inMnSMzW2dm3wx/YdhtZp8OL4Q+2/HvN7PF/Bfpumdmo7WuQaaY2W+E5y9tr3UtEjjdz4iZ3Wlmc3lC+71As5ldZGZR4Gbgqycc8zcE1+bZDFxHEP5+r+r+5xFcb7QD+CvgH8zM3P3PgJ8C7wl7yt5T9ZgbgecClwO/A7xyhtpuA95UFbw6gF8D/uks3+OZ1L8H6AI+CnwsrOsxYAR4K/ATM0uY2TUEYfePgVbgJcA+M3s/wbWLbgSaw+f/pJk9J3yNDwIHgc7wdf4UcHd/K7Af+PXwM/qrs3xvy4LajvqitqM+1aD9kDOkMHcOwr/y/jPwL+6+FbgQSBM01LN5P4t7eJHI2XoT8DOqhtmdifCXflk6JnvnXg7sBA5N3lEV8D7i7iPhOXQfJwg4k55198+5e4kggK0mCCyn8jF3H3T3/cAdBOfoTePuvyAISC8Ld90M3OnuR0/xvL8Me78GzewzZ1j/YXf/G3cvAlng3WH9/9vdLwBeAWwnaD/eCXzB3X/o7mV3P+TuTxK0Hz9x990euAv4AUHPJEAh/Fw2unvB3X/qOiFeFi+1HSJnQWHu3LwUyLr7FwHCXzI+ALzDzJrCITSPmdkjZvZeM3sfwUQAd5jZHTWse8kzs7SZ/djMfmlmj5rZTeH+7nCI0ufM7HEz+0H10CaZW2aWBl5E8MvpzeG+683sJ2b2HTPbFQ4vm+wVGTWzj5vZr4Bra1f50hd+D9+u2v6sBRODzJevAG8GbuGEIZYEvW1x4Nmqfc8Ca6u2j0yuuPt4uJo+zWseqVofP8XxtwFvCdffEtZ6Ks9x99bw9j7OrP4DVeudBH/Uu4SgZ20Q+DfAgHcA3cBls7Qf95vZUDiMchB4Tfj6AP8deAb4QTgE88OneR9yArUd9UFtR32rQfshZ0Bh7txcAjxYvcPdhwmGs7yLoEG+0t0vB/7R3T8DHAZucPcbFrjW5SYLvN7dnwPcAHw87EkF2Ar8rbtfAgwCv1WjGpeDm4DvuftTQL+ZXR3uvwZ4L3AxsAX4zXB/E3Cfu1/h7vU+dbycBXd/lmAilNcQjGio1kfQq7Sxat8GqnrvTvf051neV4GbzOwK4CLgX87y8WdSv89w/BeqQmGLu6cJ2o90+PiZ2o8ugl9wu8LJVyZDIGGv4AfdfTPwOuCPzOxlM7y+zE5tR31Q2yFylhTm5t71wN+HQ2pw94HalrPsGPCXZvYI8COCv5BPDsna6+4Ph+sPEoRumR9vAm4P129narjML9x9T9ib/TWCv8AClIBvLGyJsoDeCbzU3ceqd4b/Dr4OfNTMMma2EfgjTj6vbjZHCc5VOyfufhC4n6BH7hvuPnGWjz+r+t29DPwcuN7MVgKY2Vozmzynr0DQC3dd2PPQEJ43ZEASOAYULZgE5hWTz2tmN5rZBWH4GCL4eSqHd5/XZ7SMqO2oD2o7RM6Swty5eQK4unqHmTUT/EVVaut3CYYyXe3uVxL8IpMK78tVHVcCNE34PDCzNoKhyJ+34BpXf0wwCYVxci/B5HY2bKRl/hWZ/n9/arYD50p4rtcDs9z9XmCMYJKQnxFMQPKFM3zqTwNvsGCmy8+cY3m3AZdx+iGWsznb+v8bwWd+r5kNEwSHywnaj+PAXwOfJAhldxH0+jnwEYLgeJxg2Oq3qp5za/g8o8A9wP9w98kh/f8f8OfheX4fOsf3uByo7agxtR2LwoK3H3J6+g/p3PwY+JiZvc3dvxyedPtx4EvA08Dvm9kd7l40s7awd24EyBAMs5H50wL0unvBzG5g+vAnWRhvAL7i7tVTp99FMFnDNWa2ieC8ojcCt9amxGXtWeBiM0sCDQQTgMz58CR3755lf5FweGC4fZyp89ZOPPZLBP+vVu+rfuw9BBNQzXh/uH3LqZ6PYHjjAeDOmWqY7Xmr9p9V/cD3gF7gM1Xtx98x1X78GsG5eZX2w8xGCCZMmXE2Snf/JEEAnOm+bwLfPNV7E0BtRz1Q21H/FqT9kLOjnrlzEM4S9nrgt83saeApgvH2fwp8nuCXg0fCE3LfHD7sVuB7mgBlflhwMd4c8I/ADjN7lGAGvSdrWtjy9Cbg/56w7xvh/vuBzxLMarh3huNknkz+jLj7AYIensfC5UM1LayGzCwO/CHw+YWa/VHtR31R21FX1HbUKbUf9c00e7EsBeEEBp9z92tqXYvMzMyuBz7k7jfWupblSD8j05nZRcADwK+AV4WTWMkyo5+L+qe2o/b0c1LfNMxSFj0z+4/A+wiuxSQiJ9DPyMncfSfBTHiyTOnnQuT09HNS/9QzJyIiIiIisgjVdc9cR0eHd3d317oMERERERGRmnjwwQf73L1zpvvqOsx1d3fzwAOzzWYtIiIiIiKytJnZs7Pdp9ksRUREREREFqG67pkTERERERFZjnqHs3z1vv2nPEZhTkREREREpE48fGCQL929l+882kOxfOrJKhXmREREREREaqhQKvPdx47wxbv38tD+QdLJGG95/kbefm03mz42++MU5kRERERERGqgfzTH7fcf4Cv3PMuR4Szd7Y38l1+/mDdcvY5MKn7axyvMiYiIiIiILKCdPcN88e69/MvDh8kXy7x4awd/+ZuXcv2FK4lE7IyfR2FORERERERknpXKzg+fOMoX797LfXsHaIhH+e2r13HLC7rZ2pU5p+dUmBMREREREZknQxMFvn7/AW67Zx8Hj0+wtrWBj7x6Ozc/dwMtjacfSnkqCnMiIiIiIiJz7JneUb70871848FDTBRKXLOpjT9/7UX82kVdxKJzc7lvhTkREREREZE5UC47dz19jC/evY+fPHWMRDTC665cwy0v6ObStS1z/noKcyIiIiIiIudhNFfkGw8e5Laf72NP3xgrM0k++PILedPzNtCRTs7b6553mDOzKPAAcMjdbzSzTcDtQDvwIPBWd8+bWRL4MnA10A+80d33ne/ri4iIiIiI1ML+/nFuu2cfX7//ACO5Ilesb+XTN1/Jqy9dTSI2N0MpT2Uueub+ENgJNIfb/w34pLvfbmZ/B7wT+J/h8ri7X2BmN4fHvXEOXl9ERERERGRBuDv37O7nC3fv48dPHiVqxmsuW80tL+zmORtWLGgt5xXmzGwd8Frgo8AfmZkBLwXeHB5yG/AXBGHupnAd4P8AnzUzc3c/nxpERERERETm20S+xL88fIgv3b2PXUdHaGtK8AfXX8Bbnr+RVS2pmtR0vj1znwL+BJi8MEI7MOjuxXD7ILA2XF8LHABw96KZDYXH951nDSIiIiIiIvPi8OAEX7n3Wb72i/0MjhfYvirDX/3W5bzuyjWk4tGa1nbOYc7MbgR63f1BM7t+rgoys3cD7wbYsGHDXD2tiIiIiIjIGckVSzyw7zj/9Iv9fO+xI7g7L7+4i9974Saet6mNYEBi7Z1Pz9wLgdeZ2WuAFME5c58GWs0sFvbOrQMOhccfAtYDB80sBrQQTIQyjbvfCtwKsGPHDg3BFBERERGReVUslXnk0BD37O7nnt393L9vgFyxTCYV4x0v7OZt13azvq2x1mWe5JzDnLt/BPgIQNgz9yF3/10z+9/AGwhmtHw78M3wId8Kt+8J7/93nS8nIiIiIiILrVx2dh4Z5p7d/fx8dz+/2DvAaC44U2z7qgy/+7yNXLulnRde0E5jon6v5jYflf1n4HYz+6/AQ8A/hPv/AfiKmT0DDAA3z8Nri4iIiIiITOPu7D42ys939/PzZ/q5d28/g+MFADZ3NnHTlWt4wZYOnr+5jfZ5vC7cXJuTMOfudwJ3hut7gGtmOCYL/PZcvJ6IiIiIiMhs3J0DAxP8fHcf9+wJet+OjeQAWNvawMsv6uIFF7Rz7eaOms1EORfqt89QRERERETkDB0ZynLPnj5+/kwQ3g4NTgDQmUnygi3tvGBLEN7WtzXUzQQm50thTkREREREFp3+0Rz37hkIet9297OnbwyA1sY4z9/Uzu9ft5kXbGlnS2d6yYS3EynMiYiIiIhI3RvOFvjFnoHgvLfdfTx5ZASAdDLGNZvaePPzNnDtlnYuWtVMJLI0w9uJFOZERERERKTujOeLPLDvOD/f3c89u/t49NAQZYdkLMJzu9v441eu4QVb2rlsbQuxaKTW5daEwpyIiIiIiNRMqewcHpxgT98Ye46NsrdvjJ09wzx8YJBCyYlHjavWr+A9L93KC7a0c9WGVpKxaK3LrgsKcyIiIiIiMu8GxvLs7Rtl97Ex9lYFt3394+SL5cpxmWSMC7rSvPNFwTlvO7pX1PW13mpJn4qIiIiIiMyJbKHEvv4x9lQC2xh7+oLQNnldN4B41NjQ1simjjQ3bFvJpo4mNnem2dTRREc6sWQnLJlrCnMiIiIiInLGymXn0ODEtN61PWFwOzw0gfvUsauaU2zqaOK1l61mU0cTW8LAtm5Fw7I9z20uKcyJiIiIiMhJjo/lp53HNtnTtrd/bNqwyHQyxubOJnZ0r2Bzx3o2dTaxuaOJTR1NNCUVN+aTPl0RERERkWVuNFfk58/08ZOnj/HE4WH29o1xvGpYZCxibGhvZHNHE9dt6wyGRXY0samzic50UsMia0RhTkRERERkmXF3njo6yp27ernrqWPcv2+AQslpSkS5dG0Lr7p0NVs6myrnsq1b0UBcwyLrjsKciIiIiMgyMJItcPcz/dz1VC937TrG4aEsANu6MrzjhZu4blsnOza2kYgptC0WCnMiIiIiIkuQu7Pr6Ah37jrGnbt6eWDfcYplJ52M8aILOnjvyzq57sJO1rQ21LpUOUcKcyIiIiIiS8RwtsDdT/dx565j3PXUMY4MB71v21dleNeLN3P9tk6u3rhCQyaXCIU5EREREZFFyt3Z2TPCnU/1cueuY/zy2aD3LZOK8eKtHVx3YSfXXbiSVS2pWpcq80BhTkRERERkERmaKPCzp/sqk5f0juQAuHh1M+9+yWau37aSqza0qvdtGVCYExERERGpY+7O44eHueup4Ny3X+4fpFR2mlMxXry1k+u2dXL9hZ2sbFbv23KjMCciIiIiUmeGxgv85OngvLe7njrGsbD37dK1zfyn67Zw/bZOrlzfSky9b8uawpyIiIiISI1lCyWeOjrCXbuOcedTx3ho/3HKDi0NcV68tYPrt63kJRd2sDKj3jeZojAnIiIiIjLPSmWnZ2iCAwMTHBgY58Dx8XA5wf6B8UrPG8Dl61p4zw0XcN22lVyxrkW9bzIrhTkRERERkfPk7gyM5dkfBrQDA+McPD4ebA9McHhwgmLZK8dHDFa3NLC+rYEbtnWyfkUj3R1NXLulnY50sobvRBYThTkRERERkTMwliuGPWon9K4NTHDg+Djj+dK049ubEqxra+SK9a3cePlq1rc1sn5FIxvaGlndmtJsk3LeFOZERERERIBCqczhwYlKODswMF7paTs4ME7/WH7a8Y2JKOtXNLK+rZEXXNBeWd/Q1si6FQ00JfWrtswv/QsTERERkWWpfzTHj3f28oMnjrKzZ5ieoQmqRkISixhrWhvY0NbIKy7pYl1VWFu/ooG2pgRmVrs3IMuewpyIiIiILBsHBsb5/uNH+MHjR3ng2QHKDmtbG9jRvYINbWsrvWvr2xpY1ZzS5CNS1xTmRERERGTJcnee6BnmB48frfTAAWxfleE9L93KKy7u4pI1zephk0VJYU5ERERElpRS2Xlg3wDff/woP3jiCAePT2AGOzau4M9ecxGvuKSLje1NtS5T5LwpzImIiIjIopctlPjZ03384Ikj/GhnLwNjeRLRCC/a2sF7briAl13URWdGU/7L0nLOYc7M1gNfBroAB25190+bWRvwv4BuYB/wO+5+3IK+608DrwHGgVvc/ZfnV76IiIiILFdD4wX+fddRfvD4Ue566hjj+RKZZIwbtq/klZes4rptnaQ1o6QsYefzr7sIfNDdf2lmGeBBM/shcAvwY3f/mJl9GPgw8J+BVwNbw9vzgP8ZLkVEREREzsiRoSw/fOII33/8KPfu6adYdlZmkrz+qrW88pJVPH9zO4mYJi2R5eGcw5y79wA94fqIme0E1gI3AdeHh90G3EkQ5m4CvuzuDtxrZq1mtjp8HhERERFZINlCiWd6R8kVS3Skk3Skk3V9TbRnekfC89+O8qsDgwBs7mjiXS/ezCsu6eLKda1EIprARJafOfmpNbNu4CrgPqCrKqAdIRiGCUHQO1D1sIPhPoU5ERERkXng7hwdzrGzZ5idR4bZ2TPCkz3D7Okbo1R9QTWgIR6lPZ2ohLvOzNR6cEvQkUnS0ZSkuSE2r7M/lsvOrw4OViYw2XNsDIAr1rXwx6/cxisv6eKClZl5e32RxeK8w5yZpYFvAO939+HqH2x3dzPzWR888/O9G3g3wIYNG863PBEREZFlYbK37YmeYZ7sGWFnzzBPHhnm+Hihcsza1gYuWt3Mqy5dxUWrm2lMROkbzdM3mqNvJBcsR/McPD7OwweOMzCWpzzDb3KJaKQq+IXLTHL6dri+ojFxRr1m+WKZe/f08/3Hj/DDJ47SO5IjFjGev7mdW17Qzcsv7mJ1S8NcfmQii955hTkzixMEuX90938Odx+dHD5pZquB3nD/IWB91cPXhfumcfdbgVsBduzYcVZBUERERGSpq/S2HRkOAlsY3Kp721LxCNtWBaFt+6pmLlrdzLZVGVoa4mf1WqWyc3x8MuyFy9Ecx6q2e0dy7OwZoW80R3GG5BeNGG1NU8GvMwx+7eG+SATu3HWMf3+yl5FskYZ4lOu3dfKKS7p46bYuWhrPrmaR5eR8ZrM04B+Ane7+iaq7vgW8HfhYuPxm1f73mNntBBOfDOl8OREREZHZTfa27ewJhkjO3tuWqfS2bV+VYWN7E9E5OIcsGrFKLxurTn2suzM0UQjCXlXwmwyC/WM5jo3m2XNsjL7RHLliufLYtqYEr750Fa+4eBUv2tpBKh4979pFloPz6Zl7IfBW4FEzezjc96cEIe7rZvZO4Fngd8L7/o3gsgTPEFya4PfO47VFRERElgx3p3ckxxM9p+9te+UlQWg71962+WJmtDYmaG1McMHKUx/r7ozmivSN5pnIl7iwK00sqhkoRc7W+cxm+TNgtj/5vGyG4x34g3N9PREREZHFrFAqM5YrMpItcnw8z64jI8GEJOFwyZl626aC29z1ttUDMyOTipNJ1UcQFVms6ncOWhEREZEac3cmCiVGs0VGc+EtW2QkXE7uG8kWGataH80VKsdO7qseVjgpFY+wrWsqtG1flWH76ua66W0TkfqmMCciIiJLlrszli9VZmo8NpJjaKJQFbqmh7LpASw4bqbZHE8UjwY9TU3JKOlknEwyxspMis0dMdKpGJlkjKZkjHQy2G5OxdnalaZ7CfW2icjCU5gTERGRRcXdGckVw4BWNdHGSDDL4omTb2QLJ/eITWpKREmnJkNWEMI60okgkKWmwlc6GatsT4ay6vuTMU3YISILT2FOREREas7dGc4WK71nU9c9q54OP1/pYZtpyKIZlenuO9JJutsb6cxUXfQ6M3Xds3QqRlMipl4xEVnUFOZERESWsHLZGRjPM5ItUnbHPQhODpXtqf3gOOXwmGB44eQ2p3484X5n1scXy2UGxvJVgS0/LbTlSycHtIhBe9UFqLd0NFVCWUc6OS2stTUlFM5EZFlRmBMREVmksoUSR4ezHBnKcmQ4G67ngmW4v3ckS6F0Bid9LaBoxKZ60DJJLliZpjOTDC4mXelFC+5f0aiAJiIyG4U5ERGROuPuHB8vcGQoOy2YnbhePZX9pKZElK6WFKuaUzxvU1tlvbkhRsQMM8MgXA96vsCIWDBdfLBkhuOCbavenu3xWPgc0x8fMaOtKUFrQ5yIApqIyHlTmBMREVlA+WKZo8MzhbQcR4ey9AxPcHQ4R/6Ec8LMoCOdZFVzinUrGtnRvYJVzSm6mlOsakmxuiVY13W7RESWD4U5ERGROZItlDgylOXw0AQ9g1l6hiY4PJQNQloY2vrH8ic9LhWPVILZczZMhbTVLalKz1pnJkk8GqnBuxIRkXqlMCciInIGiqUyR0dy9AxOcGhwgp6hLD2DQVjrCcPbTEGtrSnBqrD37Ir1raw6IaRNDoE007BDERE5OwpzIiKy7JXLTt9oLghmkwEtDGyTvWy9I9mTLh6dScVY09LA6tYUl61tZU1LitWtDaxpSbGmtYFVLSlScV1/TERE5ofCnIiILGnuzuB44aShj5Oh7fDgBEeHT57xMRWPVILai7Z2TAW1MKytbm0gnVQzKiIitaNWSEREFr1socTB4+Ps6xvn2YFxnu0fY1//OAcHxukZyjJRKE07Ph41uppTrGlp4OqNK1jd0sDa1hSrw/C2pqWB1sa4hj6KiEhdU5gTEZFFYTxf5Nn+qaD2bP8Y+/rG2T8wzuGhCbyqYy2TitHd3sT21Rlu2L5yWm/ampYUHemkpsYXEZFFT2FORETqxtBEYSqs9Y1N62U7NpKbdmx7U4KN7Y1cs6mNje2NdLc3VZbqVRMRkeVAYU5ERBaMu9M/lj+5h61/nP39YyddBLurOcnG9iZu2NbJxvamSmDb0N5Is66nJiIiy5zCnIiIzKlCqcyxkRz7w161ILiNsy9cH80VK8dGDNa0NtDd3sRrLlvNxvbGSmjb0NZIQ0IzQYqIiMxGYU5ERM7IWK5I70iO3uEsx0Zz9A7n6B3JcWwkR+9IlmPh+sB4ftr5a7GIsaEt6E17bvf0IZHrVjSSiOlC2CIiIudCYU5EZBkrl52B8Ty9w7kwoGUrAa06pPWO5BjPl056fDxqdKaT1PfH1QAADxBJREFUdDanWN/WyHM2rmBlJklnJsmGtiC0rW5JEYsqsImIiMw1hTkRkSUoWygFgSzsQTtWFcqqe9P6RvOUTrwSNpBJxuhsTtKZTnLZutZKQFuZSbIyk6qsa6IRERGR2lGYExGpU8VSmeFskeGJAkMTBYazwXJoosDwRHHavuHJW7ZI/2iO4WzxpOeLGLSng4C2sjnJRaszYShLnRTUdK6aiIhI/VOYExGZJ+7ORKFUCV6ToWt6CJs5lA1NFBibYVhjtXjUaGmI05yK09wQp6UxwYb2JlY0xqt60qaCWltTQsMdRURElhCFORGRWbg72UKZ4exUr9e09TCEjVTWg2A2UhXYCqWThzBWSydjtDTEyaSC5fq2xkpAa2mI09wQ7A/W49PuS8UjGuIoIiKyjCnMiciS5e6M5UuMZIMesKkgFmyPZKeHssljRqr2nS6MJaIRmsPQlQlD1voVDTOGr8lgNrmdScXUUyYiIiLnTGFOROpWvlhmZDJchcvqABZsT+6bOq46lM00uUe1hniUTCoWBLJUjLamBN3tTZVwFgxhjFWGMjanwv3hvlRc55aJiIhIbSjMici8KJWd0clwlZ0KXkEIOzGgTR5XrNw3ki2QLZRP+zrpZIxMKlYZptiVSXFB52Q4mx7EMqmTQ5mucSYiIiKLlcKcyAIrlZ1CqUyhVKZYCtfLTjHcVyg5xZKTL5UplsoUy5PrwTGV9XJwX9mD4YTlcL3sjofLqe2p9crxfsLx5enHOyccX5758SV3xnJVPWTh8MXTTd4BkIpHwt6vWGW5bkVDZTuTjFVCWPVxk6EsnYoRjeicMREREVmeFOakohyGhnypTL5YdStNLX2GEWszzb8w06/XJ07UMPMxMz3X9J2OUyoHt+K0ZRByJrfL7tO2S2H4qX7cSfeVpj9n+RSPnS2MFUtOoVymUAwCV6Hk0/bP9BkutIhBxIyIGRaun7iMVLat6vjge4xEpj++KRH0jHV2pKeCV0N18ArCV2W7IU46GVOvmIiIiMh5WPAwZ2avAj4NRIHPu/vHFrqGelMolckWSmQLk8twvVhiIh9s504MVieErOrwVSiVyc2wr/q43Az7iqc5t2gpi0eNaMSIWrCMRSPBMmInLIP9wTFGPBIhGY/QFIkQjxrxaIRYNEJ88v5oJNgXMeKxyf0RYlEjEe6PRSPBetQqj42H25XHh68VjwU1xMNjYxGbFrwiZljkxDA2dd9kGBMRERGRxW9Bw5yZRYG/BV4OHATuN7NvufsT8/3a5fIMw8qqhopNDkMrlU8ckubki2UmwoCVK5Qq69lCqRK4csWpIDbt/uqAVgy2g+On7jvfEBUPg0EiFtzik+vRCMnY1P50KjbtuET0hOUp9k8+Z+SEIOAzdDPN+G78xM0ZHjfDA2frxYpGTw5YsaqQFaxHgnAWnT2UxSJGRMP0RERERGQRWuieuWuAZ9x9D4CZ3Q7cBMwY5nYdHeG6/35HEKrKzHjeTyk8V+jkc4Smh7WFYAapWJSGRJRULEIqHiUZj9IQD9abw+tCpeLR4BaLkopHaJjcjkfC46e2U+F2coawFQ97dBRGRERERESWn4UOc2uBA1XbB4HnVR9gZu8G3g3QvGYzV61vPfm8nQgnnMdTNdQscupzfqKnuX9yGFo0Eq5jJGKRaeEqVQlckalQlgiClYawiYiIiIjIQqi7CVDc/VbgVoAdO3b4p26+qsYViYiIiIiI1J+FnkruELC+antduE9ERERERETOwkKHufuBrWa2ycwSwM3Atxa4BhERERERkUXPZpqNcF5f0Ow1wKcILk3wBXf/6CmOHQKeXqjaTqEFGFINQH3UUQ81AHQAfTWuoV4+i3qoox5qgPqoox5qgPqoox5qgPqoox5qgPqoox5qqIc2BOrjs6iHGqA+6qiHGqA+6qiHGqA+6tjq7i0z3uPudXsDbq11DfVSRz3UUC911EMNYR0P1EEN9fJZ1LyOeqihXuqohxrqpY56qKFe6qiHGuqljjqpoeZtSB19FjWvoV7qqIca6qWOeqihXuo4VQ0LPczybP1rrQsI1UMd9VAD1Ecd9VBDvaiXz6Ie6qiHGqA+6qiHGqA+6qiHGqA+6qiHGqA+6qiHGupFPXwW9VAD1Ecd9VAD1Ecd9VAD1Ecds9aw4MMsRZYKM3vA3XfUug4REVl81IaIyFyo9545kXp2a60LEBGRRUttiIicN/XMiYiIiIiILELqmasjZrbOzL5pZk+b2W4z+3R4CYfZjn+/mTUuZI0itWZmv2Fmbmbba12LTDGz0dPcf6eZaUjZPFM7InJqakPql9qRc6MwVyfMzIB/Bv7F3bcCFwJpYNZLNwDvB9QIy3LzJuBn4fKMmVl0fsoRqQ9qR0TOiNoQWVIU5urHS4Gsu38RwN1LwAeAd5hZk5n9tZk9ZmaPmNl7zex9wBrgDjO7o4Z1L3mn+0uRLBwzSwMvAt4J3Bzuu97MfmJm3zGzXWb2d2YWCe8bNbOPm9mvgGtrV/nyEH4X367a/qyZ3VLDkpYbtSN1SG1I/VAbUv/Ujpy9WK0LkIpLgAerd7j7sJntB94FdANXunvRzNrcfcDM/gi4wd3r4aKjIgvhJuB77v6UmfWb2dXh/muAi4Fnge8Bvwn8H6AJuM/dP1iTakUWltoRkVNTGyJLjnrmFofrgb939yKAuw/Utpzlx8zSZvZjM/ulmT1qZjeF+7vNbKeZfc7MHjezH5hZQ63rXcLeBNwert/O1DCZX7j7nrAn4msEf3kFKAHfWNgSRerS9agdqRm1IXVDbYgsOeqZqx9PAG+o3mFmzcAGYF8tCpJpssDrw79ydwD3mtm3wvu2Am9y9/9gZl8Hfgv4aq0KXarMrI1gGNllZuZAFHDgO+Gy2uR2NmycZWEUmf5HwlStClmm1I7UL7UhNaY2ZNFQO3KW1DNXP34MNJrZ26Byou3HgS8B3wd+38xi4X1t4WNGgMzCl7osGfCXZvYI8CNgLdAV3rfX3R8O1x8kGMokc+8NwFfcfaO7d7v7emAv8GLgGjPbFJ7n8EaCk9tl4T0LXGxmSTNrBV5W64KWGbUj9UttSO2pDVkc1I6cJYW5OuHBBf9eD/y2mT0NPEXwl7w/BT4P7AceCU/CfXP4sFuB7+nE9QXxu0AncLW7XwkcZeqvRbmq40qox3u+vAn4vyfs+0a4/37gs8BOgsb5xONkHoUBIefuB4CvA4+Fy4dqWtgyo3akrqkNqT21IXVM7ci500XDRU4jnInsz4AL3P29ZnYD8O/ApvCQb7v7peGxHwLS7v4XNSl2GTKz64EPufuNta5luTKzK4DPufs1ta5FpN6oDalvakPqg9qRc6e//oicwuRfioB/BP7VzB4FHgCerGlhInXCzP4j8D6C65WJSBW1ISKnp3bk/KhnTuQU9JciERE5V2pDRGS+6Zw5kVmEfyn6GvDnta5FREQWF7UhIrIQ1DMnIiIiIiKyCKlnTkREREREZBFSmBMJmdl6M7vDzJ4ws8fN7A/D/W1m9kMzezpcrgj3bzeze8wsF85ANvk8KTP7hZn9Knye/6dW70lERBbOXLUjVc8XNbOHzOzbC/1eRGRxUJgTmVIEPujuFwPPB/7AzC4GPgz82N23ElyU98Ph8QMEsy/99QnPkwNe6u5XAFcCrzKz5y/EGxARkZqaq3Zk0h8SXPtMRGRGCnMiIXfvcfdfhusjBA3oWuAm4LbwsNuA3wiP6XX3+4HCCc/j7j4absbDm05OFRFZ4uaqHQEws3XAawku+C4iMiOFOZEZmFk3cBVwH9Dl7j3hXUeArjN4fNTMHgZ6gR+6+33zVKqIiNSh821HgE8BfwKU56M+EVkaFOZETmBmaeAbwPvdfbj6Pg+mfz1tL5u7l9z9SmAdcI2ZXTovxYqISN0533bEzG4Eet39wfmrUkSWAoU5kSpmFidogP/R3f853H3UzFaH968m6G07I+4+CNwBvGquaxURkfozR+3IC4HXmdk+4HbgpWb21XkqWUQWMYU5kZCZGfAPwE53/0TVXd8C3h6uvx345mmep9PMWsP1BuDlwJNzX7GIiNSTuWpH3P0j7r7O3buBm4F/d/e3zEPJIrLI6aLhIiEzexHwU+BRps5R+FOC8x2+DmwAngV+x90HzGwV8ADQHB4/ClwMdBOc4B4l+IPJ1939/124dyIiIrUwV+1I9dBMM7se+JC737hQ70NEFg+FORERERERkUVIwyxFREREREQWIYU5ERERERGRRUhhTkREREREZBFSmBMREREREVmEFOZEREREREQWIYU5ERFZEsysZGYPm9njZvYrM/ugmZ2ynTOzbjN78xk897TjzGyHmX1mLuoWERE5VwpzIiKyVEy4+5XufgnwcuDVwH85zWO6gdOGuROPc/cH3P1951iniIjInNB15kREZEkws1F3T1dtbwbuBzqAjcBXgKbw7ve4+8/N7F7gImAvcBvwGeBjwPVAEvhbd//7GY57iPBCzmb2F8AmYDPBRaE/ADyfIEweAn7d3QtmdjXwCSAN9AG3uHvPPH0cIiKyDKhnTkREliR33wNEgZVAL/Byd38O8EaC0AbwYeCnYY/eJ4F3AkPu/lzgucB/MLNNMxx3oi3AS4HXAV8F7nD3y4AJ4LVmFgf+BniDu18NfAH46Ly8cRERWTZitS5ARERkAcSBz5rZlUAJuHCW414BXG5mbwi3W4CtQP40z//dsPftUYIA+b1w/6MEQzS3AZcCPzQzwmPUKyciIudFYU5ERJakcJhliaBX7r8AR4ErCEalZGd7GPBed//+Cc91/WleLgfg7mUzK/jUOQxlgrbWgMfd/dpzeCsiIiIz0jBLERFZcsysE/g74LNhsGoBety9DLyVoGcMYATIVD30+8B/CodFYmYXmlnTDMedrV1Ap5ldGz5v3MwuOY/nExERUc+ciIgsGQ1m9jDBkMoiwYQnnwjv+x/AN8zsbQRDIMfC/Y8AJTP7FfAl4NMEwyJ/acF4yGPAb8xw3ENnU5i758Ohm58xsxaC9vdTwOPn9E5FRETQbJYiIiIiIiKLkoZZioiIiIiILEIKcyIiIiIiIouQwpyIiIiIiMgipDAnIiIiIiKyCCnMiYiIiIiILEIKcyIiIiIiIouQwpyIiIiIiMgi9P8DeDv8X9NQm2QAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 1080x576 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_H_a-gMrofcf",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "test.Timestamp = pd.to_datetime(test.Datetime, format='%d-%m-%Y %H:%M')\n",
        "test.index = test.Timestamp\n",
        "test = test.resample('D').mean()\n",
        "\n",
        "train.Timestamp = pd.to_datetime(train.Datetime, format='%d-%m-%Y %H:%M')\n",
        "train = train.resample('D').mean()"
      ],
      "execution_count": 67,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "C6wNXb4wpA-5",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Train Data: 7 Months\n",
        "# Validation Data: 3 Months\n",
        "Train = train.loc['2012-08-25':'2014-06-24']\n",
        "valid = train.loc['2014-06-25':'2014-09-25']"
      ],
      "execution_count": 70,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ecWYV0KcqOEW",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 508
        },
        "outputId": "491965ae-650b-4b2d-8670-3caaea5334e1"
      },
      "source": [
        "Train.Count.plot(figsize=(15, 8), label='train')\n",
        "valid.Count.plot(figsize=(15, 8), label='valid')\n",
        "plt.show()"
      ],
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ovF3iAU2q3gm",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 499
        },
        "outputId": "477945dd-2fd8-4d95-f52c-7a9903cd8303"
      },
      "source": [
        "dd = np.asarray(Train.Count)\n",
        "y_hat = valid.copy()\n",
        "y_hat['naive'] = dd[len(dd) - 1]\n",
        "plt.figure(figsize=(12,8))\n",
        "plt.plot(Train.index, Train['Count'], label='Train')\n",
        "plt.plot(valid.index, valid['Count'], label='Validation')\n",
        "plt.plot(y_hat.index, y_hat['Count'], label='Prediction')\n",
        "plt.legend(loc='best')\n",
        "plt.title('Naive Forecasting')\n",
        "plt.show()"
      ],
      "execution_count": 72,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "avHVfW61NKAc",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "1acf740f-9784-413b-94a8-55221b817ef5"
      },
      "source": [
        "from sklearn.metrics import mean_squared_error\n",
        "from math import sqrt\n",
        "rms = sqrt(mean_squared_error(valid.Count, y_hat.naive))\n",
        "rms"
      ],
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "111.79050467496724"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 73
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QdORH_jfNbT0",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 500
        },
        "outputId": "ca716127-7566-4cc0-9b12-4bed0f2ec3fd"
      },
      "source": [
        "y_hat_avg = valid.copy()\n",
        "# Average of last 10 observations\n",
        "y_hat_avg['moving_avg_forecast'] = Train['Count'].rolling(10).mean().iloc[-1]\n",
        "plt.figure(figsize=(12,8))\n",
        "plt.plot(Train['Count'], label='Train')\n",
        "plt.plot(valid['Count'], label='Validation')\n",
        "plt.plot(y_hat_avg['moving_avg_forecast'], label='Moving Average')\n",
        "plt.legend(loc='best')\n",
        "plt.show()\n",
        "print(sqrt(mean_squared_error(valid.Count, y_hat_avg.moving_avg_forecast)))"
      ],
      "execution_count": 80,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "134.23733308950264\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jiYfJUG7OOsP",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 880
        },
        "outputId": "b2b099ec-98a1-4e42-8b0f-e66624e7e35d"
      },
      "source": [
        "y_hat_avg = valid.copy()\n",
        "y_hat_avg['moving_avg_forecast'] = Train['Count'].rolling(window=20).mean().iloc[-1]\n",
        "plt.figure(figsize=(12,15))\n",
        "plt.plot(Train['Count'], label='Train')\n",
        "plt.plot(valid['Count'], label='Validation')\n",
        "plt.plot(y_hat_avg['moving_avg_forecast'], label='Prediction')\n",
        "plt.show()\n",
        "print(sqrt(mean_squared_error(valid.Count, y_hat_avg.moving_avg_forecast)))"
      ],
      "execution_count": 81,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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DAABgY0xfpniOg3b+5371udKvfK13XaVjGYZMMQAAAIYiN31Ci0yf8N5z7t72cTI+4V5j+gQAAAAGw58+4T9dF7qLxicCqYN27qWi+z46xQAAANgYk5on7H4uOH2iecouPpKNTjEAAAA2Iru8Y5FOcSJiYW06U5waycb0CQAAAGxe4qBdkyleNj7hd4rL8HkpOmg33GLYoSgGAAA41vxOsf90LiecukSuU5w4aMdINgAAAAxOE3PIjGSb7yKZ5xIH7ZSITzQoigEAALAxPWue55HqKucyxc1XsuYZAAAAg3OITnHyvTPiE8mDdsNFUQwAAHCcuY5ubs3zfBdJX7cvPuFniv0JGANFUQwAAHDspeYUZzrFn/uk9J7fCEe1ZadP9I1kG4XvDe5jeCiKAQAAjrVclzbTKf7rV0mv/w7pj77Xe2uuU+wezzho516nUwwAAICNyC7ZyHSKXTF7x83+RVIX9q6XGsmWKIrpFAMAAGBzUiPZMp3ipoCdUUBb2z6fmmrhxyfoFAMAAGCzMmuec/EJlyWeeSjPttdIFc2p+ASdYgAAAGyEtXUtOm+n2HZfX6RTnBrJRqcYAAAAm7fASDbrpk7M6ip7mWI77b63SMQn6BQDAABgM/xxaHMctGu6v2X/e/1OcWp8W5ApXuR+N4OiGAAA4DjLLe9YRaa4KaDn7BQTnwAAAMDmpKZP5DrFc8YnrHfQLtkp9gpg4hMAAADYrMzyjlkj2WbFJ4L3JjrFjGQDAADAYMyzvMN/vuyZKBFft8kUM5INAAAAg5eIT/iPy4n3dCI+kc0Uu/jEJHi6+kpGsgEAAGAw5ohPBEVtIj6RyxQzkg0AAABboYlPRBEKv+j1i+JlNtrNHMlGpxgAAAAbZxK54kXiE7M22qU6xWSKAQAAMBj+8g7vd7/7O10iPqHMQbvkmmf33Px3vW4UxQAAAMeZv7zD/e7/lDLxCf8auU5xT6Y4FZ8YcFVMUQwAAHDseZlizcgUN88vsNEulSlmox0AAACGIxdd8DvFB97TC0yfUKpTXGNOMQAAAAYlWLmc6hRPu49ziz7aJ9OdYqUyxcekU2yMud0Y8wFjzHuNMTfXz11ljPkTY8wt9c9H1s8bY8zPG2NuNca83xjztKP8AwAAANDDznHQLjV9Irfxzn8uuRI6kSlOHtQblkU6xc+01j7VWntD/fvLJL3ZWvtESW+uf5ekb5D0xPo/L5H0S6u6WQAAACzKKjmSzS9kp4n4xKyRbMFGu90eyfY8STfWj2+U9E3e879mK++QdKUx5tpDfA8AAAAOwyQO2uXmFKfiE4tstDvmyzuspDcaY95tjHlJ/dw11tq76sefkXRN/fixkj7lffaO+rmAMeYlxpibjTE3nzlzZolbBwAAwExNeqJvJJtf1PZEIjoX7ukUp+YUH4NO8VdZa5+mKhrxUmPMV/svWusfP5yPtfaV1tobrLU3nD59epGPAgAA7IaLD0t/+h/C5RoLq+MTvSPZZsUnZmWKZ41kc4XylhfF1to76593S/pdSU+X9FkXi6h/3l2//U5Jj/M+fl39HAAAABbx1n8nvfUnpA++7nDXSS3vOGx8Ijt9wn3nMVveYYy5zBhzuXss6WslfVDSGyS9sH7bCyW9vn78BknfUk+heIakB7yYBQAAAOZ1cL76uX92+Wtkp0/klnekpk/M2miXmGl8DEeyXSPpL4wx75P0Lkl/YK29SdLLJT3HGHOLpK+pf5ekP5T0MUm3SvplSd+x8rsGAABYsYcuHOj6l/2B3vihz2z6VlrFuPqZ6sTOLTd9wuv+TpfZaKd0pzgVldiCTvF41hustR+T9JTE8/dKenbieSvppSu5OwAAgDX52JmqG/sf33KrvvYfPGbDd1NriuLDZIpV16JRQZqbU9zEJ4I3d6/pZ4qD+2PNMwAAwNYaZL3mCsvDFMWdLu+MTHFy+kRmTnFqzXPfSLYBd4opigEAAIZqFUXxPMs7Djt9InnQ7vhligEAAI49U3cx7ZBWErv4hD1Mpljp5R25OcXlnAftlDlolxzJRqcYAABgK3Qmlg3BKg7axQffZo1ksz0j2eKFHIuOZKNTDAAAsB2GWRSvcnmHe9rr7k5nxSfq54q98LqpNc/HfKMdAAAA1s0VloeePjFjJFty+kQqEjGOnkuseU5urxvS/9JIoygGAADwDKp8aw7arSA+0bu8wy9q3fSJRHzCL4r9jXapTnFyJNtCd75WFMUAAAAaaNz1KJd3BJniOadPjKJOsXu+THSVGckGAACwveyQQsUrW96RKEZza5574xNxpnjRTjFFMQAAwKCZIXYxzREu78hlilPTJ1xRO/KK4tz0iaZTnJhTPMR/4xpFMQAAgAbaxHTd1kPNKc4t7/CK3mlio51SmeJR9Fxq+kSNkWwAAADbJ1UrbtxK4xPRQbvcnOJU1zc3fSI5pzgxfYJOMQAAwHYY1CY7xxWWZWqj3Jxyyzv8A3FlqlPsvzc3p9jLFHcKaL9TnBrTNiwUxQAAAPJquiEVx810h1Uu74gK3dGJzPQJ/3GuU5zIHSeXd9ApBgAA2AqDik04yekOS0gt73DF62gvjD+kohBNAR3PKfYjGNEBPTLFAAAA26esi7lhFccr6BT3Lu8wVcwhNX3C/2yy0PWuFXyuZyQbnWIAAIBha4riDd9HoIlPHLJTnJs+YYoqEjGN4xPGeyxlp0+ktuLRKQYAANhegyqGG6vKFEudLq0tqyK12OtOn2iyw1F8IsgJx0XxJPxM/N7UPQwIRTEAAIDaTXaD2mi3ioN21kYdWi9T7DrFQZfXtkVxJz5RhNdJHrSrFdF7B46iGAAAQEPLEteOND7hZ4oPvOfkFcVl+JneTnEcn0hMnyA+AQAAMGxlM5JtSFYRn3Dig3Z1p3jkxSdcYdtkh6NJFZ2Oc2oBCCPZAAAAtlYTmxhSVbyKTrGLT6Q6xcbU8Ym6oHUTJLLxiWghRzDTmIN2AAAAW+94d4pTa57r54uRNHVFcS4+4Z6fY/qEk9poR6cYAABg2AZ1wM5ZyfKOnjXPpginT5RRpziOT/hFbbzRruk20ykGAADYWgMsiVc4fULKj2RLxSdG4fe7Q3lxpnjhNc/DRVEMAAAgf6PdkMrjI5w+IZsoit2SjkSm2PgRDPdaYs1z85X+e+kUAwAAbIVB1cLOKjrFnehD1P0djeeLT5i4bJxx0C54K9MnAAAAtsIw1zzXxeQqpk8kny9mTJ/wD9pF8Qk3fcK9tzOSjU4xAADA1ml6osOqiqsfq5g+0TeSbRov74gzxa5TnMgUN0UxnWIAAICt16x5HlKveCUb7eK/J17zvNdePxefcAV0slO8174nuD6dYgAAgK1TDnJAwqqmT8xa8zwjPtGXKR5F8Ylkp5g5xQAAAFthQP3h1krmFEvJ5R2uWC7GUhnHJ1Ib7TLTJ1ynuOlmkykGAADYWu1Itg3fiM/dyyqmTyRHshXSyF/eEW+uiwrozpzisvq81F+4D+ofNY2iGAAAQEOt21YYn8iNZCvGs9c8p+ITVhy0AwAAOG7sIDvFR7i8w6o+aNeXKY4K6PDmqtdHmfhE8FbiEwAAAFthSLVwo5lTfETLO4ypp09klnc0mWYXn/BXN8fTJ+gUAwAAbL1hr3le4fQJ/9rZg3Zxpjgxkk31QbtRFJ9gJBsAAMD2GlQt7Phrng91g/HUCIWZ4iYPnIlPKDN9wu8UxyPZXKyi+a7oPgaGohgAAEBtp3hYvHtauluci0+46RPjxPSJxEi25Jxi76CdjTrFn/806dk/HF6HTjEAAMCw+efPBsMv1N0q5mWukVvekV3zvMBGu85Bu5ox0v/wPdLoBJ1iAACAbTGo9c5OU0yqzf0uJTGSzUUiinHV5bW2Pz5hCoVFrYtPJA7lxd9NphgAAGA7lLmabqNW0CnOLe9wkQg/E9xMn6gP2jWFbp0/jjvF8keyuXhHz0E7OsUAAADD1vZEB1QVryI+IeWXdxjjTY+Y9MQnbKLLGx+0mwYfad5vjDqF+QBRFAMAAGiga56Dg3aHyBRLXqfYu7Yp2gJ4erBYfKLJFGcO2jXv9eITA0ZRDAAAIA3shF3NLyYP0ylOZYqbkWyp+EQqJ5yYU2yVH8nmd4rJFAMAAGyHQY5kW2V8Ii5Im0xxnR/2ZyF3lnf0dYpdUVyGn6FTDAAAsH3KIY5k8x02PhH/7nLCrqjti0/Ysm42JzbadeYU14JOceLw3cBQFAMAAKg9YDeohvFKOsXxNjo/J5yJT7hC2ZbRNaJ7S80pTo1k46AdAADAdiibWm5AVXEwp3jZjXaq4xPumok1z+76TfbXlYg98YnO9IloJFswfaK5keX/hiNGUQwAACANrEXs+J3i/SUvMceaZ6nuREeZYn9OsTHhqmebWfOc7BS7hxTFAAAAg1Z6teJgrCw+oZ41z16nt+kUj4KPNiPZXFSiedobyVZmohZBHUxRDAAAMGh2UNWw488pPmR8om/Ns1Qd5GvGqcXxiTpq8TU/Kj3hOfVz7qBdYiRbLjJBpxgAAGDYykHWxCvoFHeWd8TxCe+gXLPRLo5P1IXupVdJX/9yd+E6UzxSNXbNX96RK4QpigEAAAat2Wi34fsIBMs7lswU56ZPNPGJugD2M8VNfCLeaKewuG4O643C6RN0igEAALbbsGIUK4xPdApSt7zDdYq9+ERneUdd/Kbuza2KDqZP0CkGAADYSsPsFK8wPhH/7grdkX/QLsoUB/GJuFPsrW42o27UokGnGAAAYGsMqkHc8DvFK17e0ax5diPZJgq6v+49zXu9tc1SG5dwq6JLf6MdnWIAAICtNMyRbF5sYelMscL4RFzopqZPxPEJeUVxc51p+3sxig7aBV8e3sdAURQDAACoXfM8KNZK45PV4+mSmeLc8g5FneLknGJveYeiTnFzCLCOT+RGstEpBgAA2B6D6hA3rDQ6UT08bHwitbxDajPFwfSJnviEmRWfiA7aDbgQ9lEUAwAASCrr/MSgpk9YRUXrklLLOzrxiWk3PmG9LXXNQo/4oF1RH7TLjGTLdo2HZbzpGwAAABgCG/0cBFtKIxefWPHyjk58wt9o1zOSLTV9ohjnD9ptSdeYTjEAAIDakWwDq4rrotUcwfSJaCRbEJ/IHMqrXqx+BPGJIr+8Y0s6xRTFAABgp/zVbffq3772fZ3nh1kT26oGHe0dPj7RFLr+tTMH7Yp5NtpFB+1ya56ZPgEAAHbZr7/jE/rr2+/b9G10/NVt9+i1776jkx12vw8qU+xvnVt2o11n+oR7vlSYKZ7MF59oMsV+p3g8X6d4wMgUAwCAI/FDv/dBSdLtL//GDd9JyM0jLq008uo1G70+CH7EYelOcdy5jbq//kY791rcKZ5r+kRmzXNj2MUxnWIAALBTXHa4jDrCuec3yhWjo73DLe+QMiPZvE7x9CA/pzg5fcLLH3fWPAdfHH7/QFEUAwCAndJ2hOOiOP38ZtVd12Jv+YN2TZc3t+bZ6xQ3hW7RfW9n+sScc4pN58EgURQDAICdUjbZ4fB52xTFa76hPk2neLz8RjtJ1WE475r+tV1Uws8sFz3LOzob7RTGJ+JMMZ1iAACA4bGZjrAdYnyiyf2eOORINim55tltuivG88cnUpnivukTcTE9UBTFAABgp7jNdXFH2J9UNpgJFE3u9xCZYqtoJFui++umW2TjE15XODl9wo9PiE4xAADA0LlieBpVxaX3+1Bq4pXGJ1LLO5qieJyZU+wfnpux0c5/b/DVdIoBAAAGp80UR/GJxHs2bwUH7XJb6vxIxGgcbbTrWd7hNJ1hU72WHclGpxgAAGBw2uxw+LxfCE+HUhS7CRGjE8vPKe5Mn3DPews55opPxJ1i771+fGJLl3dQFAMAgJ2SG73m/zqUmjicU3yINc/hRb1r16VgMa460fPEJ+LpEy4+MatTTHwCAABgOHJLOvw4xfDiE+PVxyf8TPHIrWmOOsWp+ERyTvG4/T3XKR54x5iiGAAA7JTSa5Smno8fb5TbDneYTnFueYeiTvH0oP1HcZ3i5hpefKIzp9j0L++gUwwAADA8uXnEVgPtFJui+k8wFm1RqZFscaa4Z05xavpEGXWKc8s76BQDAAAMT5k9aNc+XrT+/LOPni5GC2cAACAASURBVNEffeCuQ95ZgitczegQQefM8g4/Uzzamz8+cUwzxeNN3wAAAMA6NQftoqrYrzkXnT7xLb/yLknS7S//xkPdW4fruhqzfKfYv4b73X9equIPyfhE3/QJPz7hd4pFpxgAAGDo2jnF4fODPmhnCm+N8jIymeLsSLY4PqEZ0yfIFAMAAGwVV/fF3eByiEWxizgUo0NkinPTJxIj2eZZ9JHbaDczU7zk7a8JRTEAANgp2YN2g5xTXI9NO8xBu77lHe6p0V61Rjo7p9j/7hkH7egUAwAADF87ki3uFPuPB1MVq12jfNj4ROLaQac4EZ8IDuXNmym2mZqYohgAAGAwctMnwpFsa7qZMx/pnz/cHJI7iviEP5ItE59428ulhz6jsPubi0+QKQYAANgaribsi0/EkymOxL23Sb/4dOmtP9nzJv+g3ZL3lFveEXR/6+s3I+DqEvHBO6Xf/Vdh/ji50W7kxSckpk8AAAAMXNMpjhqva58+ce+t1c+73pd/jytGVzF9Irnm2RW6dWY5lT8+uBCuhE5utIviE/F3bwGKYgAAsFPKzEG7ta95Pn9/9fPSq/LvcUVqcZiNdvEfk5oo4TrRXhHumEJBJKLZaFe2rweZ5Cg+ERfTA0VRDAAAdkrppQfC59fcKT53X/Xzkkf2vMmPT6x6eUe0kMOWXnzCK2CLURifyGWK3XPxSLa4mB4oimIAALBTsiPZEu85Uq5TfOrK/HuagnYV0yd61jwbUz2fik+4grl3+kQ9raKcqHvQzr+H4aIoBgAAK7eWonJJzZrnzkG7NU+fOHeP++aeNx3l9In4oF2pdHxipGR8wkZziqU2QsFBOwAAgAEtv0jIZYqD6RPr+AMe+mz1c7qff48/DWLZg3a56RNBoesO2s0Tn/DvTWF8ItkpJlMMAAB21IBrYq9THD/fPjFdslW80Ci3h11RPM+c4kOMZOu9tpcTbvLAUXnovjvOCcfTJ6Qq4kGnGAAAoDKcjXBdTaa47OkUL5lUOFjkgw/fXf3s6xS7rmtx2PhEbiRbPKfYK8KdePqEVL2nWfM8K1NMpxgAAOyoAdfE2Y12/u92yV73Qh3mg3P1h/riEy7jaw530C4Xn0hliuP4RNMp9stG462ENmSKAQAAUpYtKlftgfMHnUN/rpkbP+//vmxRP1mkKHYZ4d74RHn4g3bulnpHsvnLOwqFXeH6taD5a/IH7Y57p9gYMzLGvMcY8/v17483xrzTGHOrMea/GGNO1M+frH+/tX79+qO5dQAAMFRD6BTf/dAFPeXH3qj/9LbbgudznWKbebyI6XSBT7rqfJ74xGHmFPvXkNrrxCPZ3Jpno7ArXETTJ6oPZDLFu9Ep/jeSPuz9/lOSftZa+wRJ90t6cf38iyXdXz//s/X7AAAA1uruBy9Kkn7//XcFz7uytbvRzu8UL1cWL9cpnhWfOOT0CantNkteURxliuVto5sVnzBeUexfu4l4HNNOsTHmOknfKOlV9e9G0rMkva5+y42Svql+/Lz6d9WvP7t+PwAA2BFD6BSPR1X5MY0Ov2WXdwSZ4uUslCkuJ/WHeuITqzho5/4wf0KEu3bQKfbiE/FBO7+Arp70DtoV4UG7bKd4udtfl3k7xT8n6Xsluf82HiXpc9ba+r9N3SHpsfXjx0r6lCTVrz9Qvx8AAOyIIWSKR8YVxXFHuPrZt+Z5+U7xHIXrH/+g9KNXtEXlrDnFfpG61H15hbXUFuPJTLErfqNOcWr6RC4+4Z5r35x4bnhmFsXGmH8s6W5r7btX+cXGmJcYY242xtx85syZVV4aAABs2BA6xUVRFWG5ecR9Xd1l73+uTvFf/UJ9I3N0iq3CEWnLTqAwShTF8ZziXHwitbxj1kE7/63DLoadeTrFXynpnxhjbpf0W6piE6+QdKUxpv4X0HWS7qwf3ynpcZJUv36FpHvji1prX2mtvcFae8Pp06cP9UcAAIBhGUBN3HR7c53i3kzxkt+5UKbYfcu8B+2k5SIUcXzC+vGJzPSJ+KBdHJ9wB/Pc46YodtdI3MfAi+OZRbG19vuttddZa6+X9AJJb7HW/nNJb5X0zfXbXijp9fXjN9S/q379LXbIC9ABAMDKDeH/9E/dcIfOko7MnOLSf8+y3znPB6PicN6DdtKSuWIXn4gmREheprgvPmHaa/h/QxCf6FneYY5JfKLH90n6bmPMraoyw6+un3+1pEfVz3+3pJcd7hYBAMC22XxJ3Bao3U5x9XtnTrF318sW9QfTOYrWuGM666BdUBQvG5+IJkT4Ba3kjXzzloV4t5CcPlFm4hOpldDuMwM2nv2WlrX2bZLeVj/+mKSnJ95zQdI/XcG9AQCALTWARnFT/MaRBtcR7ttot1AKwnPJJ/9MeuX/Kr30r6XTX5h+UzxzeNZBO78Te6j4RL2UI9kprrvB7vv8AthO04WuP5Ktb3nHDnSKAQAA0gZUFMcj2drlHd3tHc3StyX/gEfcVqdJP/XOxA1Nq4rcROXXuuITUlW8+p3ipl518QnV3+cVsLlC13oziXetUwwAADCPIYxky8UnXC2cOmg3MkYTa5cv6l2kwHV2fT9+lfSFX58oiueYU3zo6RN+UexNiAgyxfX0ifj+StcpjqdPpDrFU9EpBgAAqC0bP1jtPWQO1DWZ4vB5K6moC7hlb982OdtEUSxJH71Jix+0K9rrLZNL8T9TjPozxf7s4ubz08T0CUVFcc/yji3pFFMUAwCAlRvS9Il4oUYuPlFaW8VudYhMdF+n2AkOrI3mWN7hxRmWOmjnxydGbUZYig7U2fQ4tab76zNtODs5p5hOMQAAwADCE21sIl4y18Ynus+7LXidvPGcrN89zfGL4r1LFotPLLvqea74hDd9IrgFb36xf73cRjs6xQAAAJUBNIrbg3aZJR1lYn6x24K39O03neKeY1t+cTg+Nd9Bu1VMn3D3VU4Wi0+UifgEmWIAAIDZBn3Qrv7ZjU9II1cUL9spdiuUc5liKSwu9y6pitS4ne3frb9hbqmDdl6RakYzlnfEXV7VkY2e6ROmIFMMAACQtPmauNMhdnIH8KzsoQ/atd3TnhLLf218qr6pTISimRt8iE6xFMUnyrDL2/zMTZ/IFLq5+ASdYgAAgMoAauJOPKJ9vv4Zd4rLdvrE4Uey9cUn/ExxXRTnIhTN3OBDZIo70yd6MsW5+ERcLPdttHOvbxmKYgAAsHJDyBTHsQnHRSO6a56lkUspLPgHFK4GdEVhMW+n+JL6ZnOH7VZx0C6aPuHHJzqZ4txBu7hYNuEEi/igXYD4BAAA2FFDyBTnCltXK3enT9hm+sSiRf24LoJtfICtvbj3i58pntUpXsFBO6k7fSLOFLt76hyok7e8I84U+/GJUfte/3r+dxOfAAAAu2YYneL087k5xVXdt1ym2DWGTVMoxhW3dzPJTnGuKI7nFK9g+oRNZYr9TnTmoF1no10mPpE9aLf4ra8TRTEAAFi5AdTEPQftwp/t83bp6ROuw9zEJ+LP+1MjkpniOeMTqekTt75J+p1v8z5io/cl4hPyog/+PZXT9EG76k3e35AbycZBOwAAgMYQNtrlDtqlMsWvf++duuXuh9uieMHvcvONm0Kxs0PaL4r9OcWzOsV117Vv+sSv/y/SB17b/v5H3yv9+FXp6zUj2eI5xd7GvE58InV4zj9oN2t5h9r3DRhFMQAAWLkB1MTZg3bNUg/v9X/zW++V1B6YW7hT7D7oCsW4eJ3ZKc4t8FjgoJ2753e9sv5OV6AryhT7a55d7sO//6h4nU7C97r3J0eyJVZC0ykGAADYXNd40fiE5C/vmH39/Umpf/Hqd+qDdz7QxCeaTHFcvOY6xcVe+v3N56LlHbZneUdfd1p+Uex1ijuZ4p5OcWf6hB+fKKrntnh5R88QPQAAgOX4h9hKK402UA/58YnJtNS4nreWO2jnm6eM/9u7HtSf33KPHjj/geaAXluI9hy084tL12HN3Ys7aDfX9Ik4xzyRRnvh88Uo7Ob6c4qlOlOci0/4f4Jb9uF91hXcZIoBAAAqfo236MzfVfE7xQfT9rF7OtXBPntxGrynj/u8UTvfONspLjPTJ0YziuJOfKLnxjrf6R36a+ITuUyxf5Cvfu7b3y49/qu9ojiaPhE/9se9pTrFfQtNBoCiGAAArJxfum2qKPY7xfvefLbcmmdJeuB8NQVinjnLzTuMaTbhGZvJFNtMprgpFHOdYnfQLsosJ98bfWcw0cIrTK2fKY66uNabPvGYL5Euv9a7jt/99S8d5ZVzneLRXv7eB4CiGAAArJzfhd3UoTv/IN3+JFUUd2/s4YuT+rXZ12/qSu9xU/z2jmRbIFPs5gP3TZ+Ib6jzndGc4tyaZ/eZYEnHSNnpE81DF58Y9XeKKYoBAMCu8cuzjRXF3vceBJ3i8GfKIocDjWk7y/mDdpn4xDyZ4iA+sUCnOBWfMHWmOBefsNGc4qKQyoPufSfjEaP+THFBUQwAAHbMEDLFfnzCL4pdxX74qRjdbvjC8YkmU5ybPqE6PjHHSLbmfqJFIj6/m+vfSypTLLVFtH/d+HFzjVG9LY9OMQAAQM2fPrH5g3az4hOXnRgFn3UvfeCOB/TFP3yT7n7wQuf6QXyifs7klnfk5hTPyhS7rus80yfiMWtNURzHJxKZYn+NdBDvyMQnUo/j2cXx6xy0AwAAuybsFG/mHvxM8cVkUdy+d28clkRWVuf2J/q5N31U5/anetft93Wu3xTCxnQ7xX0j2YKi2GWK+w7aFVEnNyMuSEsv3xwchktlir3PBDGJUXvQbtb0CVPU143/lu3oFA+7ZAcAAFspzBRvPj4Rz02OX5/UAeT/5vRl+tiZsypL6Yt/+I+b16/+vJOd6/udYvcXj5psRs9GO7+gHM1a3lF3bpuDdr1B6Og7/fiEn/uddr+vKbon4f25aRXxfZtEfMIt9IjjE2SKAQDArhpEp9i7Cdc1tjZdKO9PS33rP7xer37hl1fvi67VrHFOMKb6e//5f//3dPkJL4bgCzrFUTwh+Y0Kn89liv2xa3PFJ0bRSLYoU5yKT6TuO1Ugm6L+quigXdMpHnYvlqIYAACsnB1AprhMFOap56y1OpiWesSpscbNmufwnqeJyj4YO6e6NsyNZMvOKZ5nzbM3pziePnFwrn184QHpR69oi+Hk8o7MmufUnOL4XnPTJ+JMMZ1iAACAil8TbmokWyo+USY6xdPSylppb9SWRfEtl6miuP5pZGStlZHxcrw98QkTxROknn+kGQft9r2i+J6P5r8z3jrXN6fY53eKc9MnFBXF2U4xRTEAANgxYVG8+ekTrtPrF8XuoVsBvTcuVLiYRHTL08TfYNuq2OsU5+YUL7vRrgwP2sXX9TvFJirrUvEJM8ea53h5R/N41vSJ+qCdzbxOpxgAAOya1MG2td9DolOcmp/sVkDvjYqmvxlHPiY9f4TbaGeknk5xZvrEzDnFLj6R6eT6RXHQnVW7dKMTnyh7MsXx8o55MsXRQTsyxQAAAF0bm1PsF8Vl917c44OmKDZtdDe6Vjo+4XedrYwxXkd43pFs4+Tb/W+R/OkTcaf4vHfd+KZz0ycSmWJ/JFs8fSL1BakC2RRVsd3JFLtr0SkGAAA7Zggb7aaJAjh10O4g6BS7g3bS5SfHevrjr6quleoUe/svmlcXjk/Me9AuE5/YP5u+rpSfPtGXKe49aDdro53fKfb/hvonmWIAALBrwi7qZu7B7+5Om6I47O5K0sGkzhSPCq9TbFVaq71R9URy+kT909ShYmMULswIbiYzp3iejXbzZoo78Yme5R3ZTHHPSLbsnOI4Uxx1il2Mg412AABg1wytU+wKYL+mdJGK/VR8oj4vNi6KzrXaa1Y/Xae4Ko7nGcmWKDqzG+1KVdMnMkXx+fvTn5My8YmxJNv+8fFGOxvFJ4KDdnNstEtlit19jE7k73UAKIoBAMDK+SXepjrF07L72C/QXaE7qQvEE0F8Ynan2KmWd9gwXdC3vMP/B5m10c59Qa5TfM5bP9053JeJT0ht9zaeUxyvec4dtAtq4hkb7ZqimPgEAADYMbnNcesUxCcSI9nK3vhEVdu5TXapvyGIiCgKL/TNKfZf64tP+DPfctMnzs9RFPtFquv8Npvw4vjEJD+SLTenONhoZ9XtFNf3THwCAADsGr/EG8Ka5yY+4b3uXm7iE+N2JFsTn6gXekymPfEJmU5ztHf6RNC57ekU+2PTctMn/E5xXDDnlndI3U5x0InOrXmecejO7bumUwwAAFAZwvKOWQft0iPZ2viEtVZ7vZ3iSpUpts1nqxfn7RT3ZIr9sWn+dAjfuXu998dFcSo+URfF00l7bWk1c4qr7SXd1919MJINAADsns0v7whHslU/wwOA1U9XFJ8YFSo68Yn6oF2ykRtO2ChspvCVwoI1FZ9IZoq9AjO35tk/aNfpFHsH7UyuUxwdtOs8XnD6RGokG51iAACwqwYxfaJsD7+VfZnixJzi0io8aFe/9+GLE/3MGz+ig2npTZ8wspIKeUXoXAftvA5wX6bYyOvkRu8LDtpFRXGTG/a4KRa5THHn/XNMn/AP6yUP2m1HpnjYdwcAALbSEKZPlNZqryi0Py2Tyztcp3ffO2jnaj1rbZ0proviunB+xZs+ql/+84/rsY+8RFd/3knvYtIoN2FC8rq4pi2Qi1G+2HUXlcI5xe46n3xHNaP4/H3SyUdIFx9MRzb8AlzyOsUuPhEt7+g8zk2fiKZWuM8lD9ptR6eYohgAAKzcUDrFeyOj/ak3fSKx+rmJT4xNUPdZ688prp6b1J9/6MJEV11WFcVVktZq1NsprovZJmKgquBsxl2U0mtfJF3/ldKXf1t0jcRItl/5uupnMZaueFxVFJeZ6RNSNz4x3Q+fzx2iyy3v8A/X+Z/rG8lGphgAAOyaOG+7CdOynR7hCvNUsR7GJxS8b+wO2tXF8MlxVSRenLTdZzd0YWz9ojjuFPvLMurX/E6xJH3ov0p/8D3da/TNKS4n0mVXt4/j1+L7aIriKFOcOjjn7rF5PrfFzv9cX6d42L1YimIAALBy5QA6xVUm2BXF3XtJFcWFCTPErqh2v5/aq36/eDBtCn83c6GQn+nNbLRzFbRURxO8TnFHInsc54Yl6dJHpa9RTsJrNN8pr4BOdHyzG+1S74meo1MMAADQsuoWn+s2La1ORBvpwqK4+rk/7S7vcO+PN9qd2vM7xdV7jTGy1mpSXCo984eqJ7MH7byiuCi8+ET0b/Sr/1h6xVPdF+SnT0jSJY+sX+uZU9zEJ6LlHclM8RzxiVynuG95x8AzxRTFAABg9RKjz9attLbp9LqubqqDfTBJr3mW2o120yY+UV3vwsE0KLCtpIO9z5P+0b+tn8jMKXa5W6mKMjQFaPSPdPufS2fvrj/jHbTrK4pTI9my8Ym+THHuoF1i+kQQqajz0lZ0igEAAKR4+sRmD9q5x/G9xHOK97yDdm4u8bhId4ovHHidYtWJgebKJtEpzhy0S8UnOv9e/prnBTrFn36P9PBn22tI+UxxLj4xK1Mcd49TnWL3XWSKAQDArgk22m3oHqqiOM4Ut6/bKFPsJk1U73OH6IwK0+0UX5x4meKmPvSXWPSMZEsdtPPff3Au/Kwxyq55lrxOcfTaLX8s/adntF8rSaMT1c/pRQUv5OITueUdyc/VB+2yc4rpFAMAgB0TZIo3lJ8ID9r1Le9o88PuoJ17rTBGo8I0B+3c9apOcfh3NWWg3w12/JXNuZFsztl7or/EpN/n5DrFUjWqzee6tZOL7f24e/bv3ylysYrUAT13f7npEye69zcgFMUAAGDlUuuU1y0VnwiK4rq+tLbafGeM6Ry0M6YqjF1h7z59cTLtNGaDjnHvQTuXKS7UFo/eP9K5e6MLuwN5Jl34nnxE/QclXmsvUv1oOsU9meJlp0+4DnmYJWEkGwAA2F2DyBRbf06xu5f2dX/LXVzi+XnhcWE6mWR/TrGaz/oFZiY+4UcrTCY+4a9ulsLJEa6g9ruurpubHOsWXcN9bhLFJ5Jrm7XE9ImeTvHA4xPDLtkBAMBWSh1oW7eytDrRs7zDPbayTWzCJOITRWGaTXbuM395273an4RFaNspTsUnUtMnMvGJc4n4hLuuK65PXCad32+f97+jjxuL1sQnZo1k80pFk+ilBs1jPxrCSDYAAICgT7rJOcXjUbiRLpUpLr1zYU2n2ItPjArTFtXeX3bzJ+4Pvi+cPpHrFHsH7fxOsf8vduGB8LPBAb666Dxxufe6m0wRbbRL3Z3r1k57MsXzxCf6Ntp1/vbt6BRTFAMAgNUbyEY7N1FimjhoN/W6x6bpFIevSdLI+PGJ7vf425irB4npE8nlHfFItvrxxYfCzzYFqBefOHGZ/4bwRnx7l4bXiOMTqZFsuYN2qekTqY12rHkGAACo+B3VTY1kq4piF4dQ8NN/bK1tSzwTdpbd9IlU/MKx0Wfnjk/EmWIXL4iLYiWuO0rEGlIH7fYuCX933+EO2iWXcOQ6xTOmTwQH7bYvU0xRDAAAVi7M7m4uPjEqqjnDZXRQblyY5rGVmkyxVNVzpdf9HRVGk2k4fSKld/qEG1Xhd5FH3kY7V0xK0v7D6QsXXlHs3nvqSu8aqaL4UneR+jtzneJMRzhY3qHue+JCOdUptmSKAQDAjgo6sj1DEY76HooinDPs7ms8aiMRZWnDhqfa+ERhqtnFbdQiXxYbv+ua6xRL1WuP/mLp2T+iYCSb+8yFaLZwqlNsrXTl35de+q4ZneI4PhEftJsxpzi3vCO50S6zvMMpiE8AAIAdE06f2GCn2M0ZjjLFe0XR5oQVd4rbLnJz0K5cpFPcM5LNrUF+3NOlL3hm2Cl2nzkfHuDT+GR73eY6pXTtU6TLr1GbKV4kPjHv9IlMfCK30S615vlf/J70pS9IF8oDMuySHQAAbKVw+sRm7mFaWhWFaZZvnN+f6gWvfIekqlPsF8p+ueavdW7mFHv541hTQLsn+jbauY5wfMDNlm0kIl7ecclV9XtHbeEbXGOOTnEnPhFlipOH6NQzfSJxQM//O/znv+CZ1X8GjqIYAACs3BAyxaW1GjUH5aS7H7rQvDYeFcFEiTA+YTRtxu1Wc4qndQak709pr9ETn/CnUEjRSDbXKY6Wd7g1zsW4PbSWKopTyzv2ToU312y0W2LNczJrnDhoF3eKtwRFMQAAOAKbnz7hDtoZ41Y+twXeXl0oS1XRXhRhqDiIT/gj2Xq+L9hol5tT7IrGpvBMLe+IiuJL607xaCxNU0WxCb/DF9+HGwPXmymeo1Ps8sGpg3a5TPHAkSkGAAArl1qnvG6lrYriUT1pwr8Pv1Psr3mWEgftirZzPFeneNn4hHMxOmjXdIr3pPKgfX/nGqmi2D3n/YWjE/1zipUofv33Sm2nuBOp2N5OMUUxAABYuSFkiidlNafYTY/wC1p/+oS/5lmKRrKpzhS7+ET9l93w9x/ZvL/z55nERjt/aoTfSe3LAzunrqx+jvakaaIoTnWbm++NN4uoKopdfCJ3YM4pctMnMkWxLeuamKIYAABgEJni6bQ9aDctu3Vqas2zpOZgnlQ9XwQH7aqf1zziVOf7epd3zIxPuOUeI3W4RR3Fnpcp9q7RV1inCuXRXnvQLrnRboH4xDwb7bYERTEAAFg5f6Pdxkay1RvtRoU68Yl7H96PDtp5nWJ50yeM0chf/lG/ZzzqFn3tOTujTv/YP2jnr3RuCtq6eD15ef4PGsUH7aJr+PGJ//H7q45wfLBPqoviC969etfwn5PyI9ly8YnURrstQVEMAABWLsgUb2h5x6T0O8VtmT4qjL7mi67xiuJwJJvx5hpX8Yk2f+z+sFGRKIr7MsVNFzeOT0TRh5OPyP9BxbiNTyhxDf8f+lFPqBaEJDvFJ9QU7XHHOn48a9NdcqNdfL3tQFEMAABWLswUb255h8sUl7a9j595/lN02cmRt6UuWt6h9r3VQTsFh/KkavmH08R2/Sv0jWRL5oHr10/1FcV7M0ay+Vvz6qLZFeMm6hQHf63m7BTPiE8EB+22D0UxAABYOT9HvIkSyVpbj2QrVBRVkduOWWu7x1K9vCNqlDYH7eqNdvGa55EXnyi961YPEiPZrNdpTkUfXPHqDtWljMb9B+2CTLGNOtbRQbvmb11gzXPq+fgfbovjE8wpBgAAR2oTB+1cUTsyppkz7G6jSKxu9jvFfsFsTPh7kyn24hOdAQ+9B+3qgjg3ku2yq9vPjC+R/tH3tr8Xe1J51rvOrE5x0Y5w8xVepzi15jm5pCN+PjWn2P3d29kppigGAAArF84pXv/3uyJ2PHLxCeuNWTNB9zeOd1Qj2dr4xLhoM8burX6m2M8fNxfIxSeaTHGmoL3sdPuZb3uT9JgvaX/PjWTLTp/w7mNmfGKe6RPex5LxCTrFAAAAAb/QnG6gKnbfOSqq5Rultc1EjMK4sWv1m224zdjPFLtrTKb5TnEZt4qbbK2nzK15jg7Jfd6j28/4MQepXvPsd5x7FoA08Ql3H7n4RKJTnJtTnFr/nDxot50j2SiKAQDAygVzijfw/ZO6yHTxibJs605Td3/9TrHxj8l5cYnCtJ1mycsUe1W0v+ijeuDFJ6yV7v+4d9AunvpQf9K9vndp+3TQ0VVdFM/ZKXbd2tyc4vaPTd9P/Hr8fBOfSBy0o1MMAABQCQrhTWSK61pwVBgZU80sbg/E1Qs5yurwXZUpbj9bdYrVvHdUmE63O+gUe/nj6oHXof3E26Vf/Ubvk4kNc37x6j8/Phn+UUF8ItGN9QtgVzTbGdMnZh2087G8AwAAYDH+4bpNZIpdp3g8qvLD/v0UdffY3VsZL+/wlnXE+WN3mXFq+kRTCHpF7uc+lb7BuDPbjE7znu/EJxYYydaZPuEJrpsoXnNd3lnTJ1jeAQAAEPLr4E1Mn4jjD9PSBgfiRkX7PhuNqvM5jwAAIABJREFUZDOmLYKLqFPsrrE3SsQnmprYtNXzhQfSN9iZ2uAK2tyBOEUj2Wy3y+sKZt/M+MSM6RPhTbcPXafYv34wfYKiGAAAIKiKN5EpdkXtuD5oN7VtnVoUVXxCcvOLOyGAMD6RGMk2CkayxdMnvA7thc9VP5/03OgO54hPjKL4RLZTnDho14xkS8UnFphTHNyyXxS77nQZvm5LOsUAAACO9UrhjcQn6mkR1ZrnqnD1l2y4+ES1/tmGG+38+ISpp1c0K6Gr94TTJ9rPNQ+aovgB6cTl0j/7TelZP9TeYBw7KKOpFNISB+3i6RP+QTu/oJ3RKc42iv3pE5lOcbPRjqIYAAAgnD6xkeUdbad41MQnqteq+ERdFFursoxqVJkgajEujCZNp7gd9eZMvfxx9cAbyXbhAenUFd7z7kviA2peR/fFb5L+4XdGizNUH7RLdIrjVdGSdM0/iEayRdfxvzt1P0mJ+EQwG5k5xQAAAIEwU7z+758k5hSrmVNsms5wmekUT+NOcXzQLjmnWPqpd/2U/m78OWn6kHTTi6QHPyxduVc9fuAO6TH1HOJP3yTd9MHq8aOvlM5+oHrtE78j3feX1fM3vSj8o+6/Xbr68ur5a66Szvxp9Xi6X33W3F39vPYp0gd+QSrvlC630iWPlm5/nXTvX1TXefi29j7e/L+3cQ/33F1/LN30ofZ73fPv/JF2ZNyDn66e3zto7/P+j0uPukwqT0l3v0W66bbsfz9PvurJ+r6nf1/29U2gUwwAAFYunFO84eUdpkoW+DEHNz1i4nWQHX8ucRFlih1/TrFXE3eVk27HN2We/+XgxyHiIHRwc3uZF7zrLCUxvzh723SKAQAANp4pbtY8F6beSFe2B+3iTrFV0CmW8nOKrRfLaN/bdpW/7+nfJ33gLVJxQvr610j/+aukR1xXPX77K6QP/3D1of/2O6Wv/NfV45+8TnriM6TbPiTd8APSDVGH2HnbT0l/95PSS14l/fhV0pP+N+mZ3y89fLf0fz9Ruvbzpc/cJr3gp6UrHyf9xvOlM++tXvev+8Yfkj76H6vH//JV7fzj/+vq6rkvean0Vd/Vfu+P1vGPb/4J6eonVI9vfo30oe+Srvh71d/mrvuxV0mT89KTXiQ98wd6/zsaGjrFAABg5cJM8fq/v+0UF9VItmh5h58p7o5kS8wpjg7aBZni5PSJRKY46LRG0x5SUyJiruM83Q/fG88pbp7PTbVIzSnO3JsvmD5R30tyJFt0vS1BUQwAAFYuyBRvID7RZorrOEQwpzicPlHaxPSJqIBuV0JX7/GXd1ivq1w9yBTFubFnRvMVky4W0RTF8UE7G/6eK1JnTp/ILe9IzSmOD9olivAtQVEMAABWzp84selO8agwVTHbxCe8OcWlEmue2yLY1FELN+3MFfjh8o54zXNdHJaldOFB6ZIrFb4heuymNnSej7hidhJ3iuufna14RrOXdySmT+Q6xUE3OdcpTiwh2RIUxQAAYOU2PZKtKYpNddAuGMlmTLvRztbPe0WhO5jnHo8Ta55HqUxxMN7MSvsPVT9ndoq9YjJbkMrrFF8M3xtvtPML3TIVn5hRFOcK2pnxCTrFAAAAAb8Q3uRBu2r6RDVNwjYj2dqDdW7Nc9ApNiaMWtSZYmvbIMjIK/o6daeLLeyfrX53Y8w6e/PUfrCco8PqIguTuCh28YkoKjHP8o6UbEE7Y07xXKuih4uiGAAArNym5xQ30ydGbVHsd4rH9Ui1/JrnNhJxYly9d39aNn9MqlMcXMGWXtd0Rm436BTPkyk+SF837jYHmeLEdXKyB+38jXaZ+ETzuP8rhoiiGAAArJxfJ3aLxqM3qdu3hTFNpjg8PFe/b9pd3iEjTb3u78m6KL44KeWSFkVmJFv1oGg3u7nf3cWa74i6qp08cILrzsbxCVeBxi3rXLE9qyieKz7hDtr5/93OEcEYMIpiAACwcjbzeF38Nc/NiLXUnOLkmucwJ9wUxQdl01UO4hPx8g7Xoe10ijMH7eYdZdbEJ6LpE3Gn2B+zdtTxiWynmKIYAAAgPFy3iU7xtI05uJFqbaHrzSmu1zwbr4grvA12hZFOjquowMXJtHmvt9Cu+Vs7meLOobPcnOI5D6jNPGgXzynOxSdOdJ/zZUeyJQ4Kxgft2l/6v2OAKIoBAMCR2vRBu5E7aOd3ir3lHWWcKTZhJOLkXp0pnpQqbbv6Of4u0zngFscnMtMnch3dWBHNKQ6mXWiB5R2zFhovOac4O3JuO1AUAwCAlQsaxRsIUEyD+EQ1ZzjIFHtrnhWteTYywdjgIFNs24kUzXeViU6xZmSK467xPBvtRvGc4kynOLm8w7OS+MSMg3Z0igEAAMJCeJOd4qKoZhKH0yfC+ESZWPOcjk+U1d9lwukTbQfaXcAdtIu7v33xiUOseW422iWmT7Rf0j6cGZ+YZ/pEIlMcj5nbMhTFAABg5TYcKW4yxeN6TvHUW2nnH7Sb1rOHi6iImzY3bZqRbBcPppI7aJccyeZdw5bqbKnLjmSbd05xZs1z0ynuyzAvEJ/IFc3J+ASdYgAAgKxwTvHm4hOjosoPVyPZqteMqeYXS+lOcbXW2e8UJ0aypaZP5DrFM1cpm26XN6WJT+SWdyTiEymz4hOP+dLMC4n7zx2028JO8aykNQAAwMLCTPH6hRvt1D1oF2y0UzB9onPQLsgU206m2J9qUT3IjWTLrXk23a5ySpGbPuHmFMfxCf/DC8QnHv1F6edTneLg9e3utW733QMAgEFymeJRYTbTKY6mT7iOsFRPjyjaOcVVoduqiuL6sRRMn6gK6HR8wvgd4dT0ieya52K++MQoM6fYPe5Mn8jENWbFJ1x2OTarKD7uyzuMMaeMMe8yxrzPGPMhY8yP1c8/3hjzTmPMrcaY/2KMOVE/f7L+/db69euP9k8AAABD4+rgahza+r+/WfNcFHV8wgbZ31HTKVadKW4/a7yCrgg6xdMqPqFMfKK5QNQpTsUZ4kkU88wpzmWK42ukDvalrhP7un8vvfD/y39/avpE8PLxX95xUdKzrLVPkfRUSV9vjHmGpJ+S9LPW2idIul/Si+v3v1jS/fXzP1u/DwAA7BB/ocVGDtq5TnEdlSi9yrwwapZvtJniMD7hPw6mT9h2dbTjj3qrHswxkq2z0e4wa57VFuL+tRedPvEV3yE9/qvz35+aPpF7/Th2im3l4frXvfo/VtKzJL2ufv5GSd9UP35e/bvq159tzBb+zwUAALC0plNcd2nXzRXBo5Gp7yGMOYTxiahTHBXI/vSJst7z7C/v6MSBl8kULxKfmB5EX5i5djY+MeOgXY6Z1Sne7oN2c2WKjTEjY8x7Jd0t6U8k3Sbpc9baSf2WOyQ9tn78WEmfkqT69QckPWqVNw0AwC546MKBrn/ZH+j33nPnpm9lYa4MjkedrYvfKTamHr3mzRNu4xNufrFXCHvXMQoP2rnXi0QFZfzYQnLNs//m3PSJOeIT8fSJzucS0y6C6yw7Z8EvemfEJ45jp1iSrLVTa+1TJV0n6emSnnzYLzbGvMQYc7Mx5uYzZ84c9nIAABw7n7rvvCTpP//pbRu+k8X5BegmOsXTemavO2hnveUdRadTbKNOcfi4M30iik+0b3Y/i/p/FfSsee4ctCsT74m42EOyKE4UyLlrLd0pnhGfCN57TItix1r7OUlvlfQVkq40xrh/keskuf8Ze6ekx0lS/foVku5NXOuV1tobrLU3nD59esnbBwDg+GrGz25iptkhuekTRWE2cv/Tusb0l3f4xbkraidT20yUcPxyrjBG41GhUWGq6RPqTp/ofK6JT/RliuORbPEhuYTxyernwbnu9ZLb8jKV/qyRbDkz4xPHvFNsjDltjLmyfnyJpOdI+rCq4vib67e9UNLr68dvqH9X/fpb7CZmsQAAsOWaongjk34Px58JvIn7d53iwlve4cqRoog32tkg5pE6dHdyXFTTJ9xGu0QntB3JpvT0ieya58Q4tRRXFE8upK8R33R2eccK4hOzDtptYad4nn+VayXdaIwZqSqif9ta+/vGmL+V9FvGmJ+Q9B5Jr67f/2pJ/68x5lZJ90l6wRHcNwAAx57LqG5ja6nNFGszI9ms1bju5vrj1yQFa5rLOlMcbrTrPq6K4lJW+fhE0CkOpk8sMJKt96Cd6xSfT1wvFXLOdJJXEp+YcdBuC80siq2175f0ZYnnP6YqXxw/f0HSP13J3QEAsMPaTvEW8iY9bGokmytcR4V7ru4e14fvpKp47oxkSyyhODEudPGg1Hhk6oN2qU6xexBPn0gcfMtNn+g9aFdUh+2SRXHqurnpEyuIT8w6aLeFBTIb7QAAGChXVmxjCtFlb402c//TaVsUuwL2YNputHNxibK0ko2mZCSiuCfHo3Z5hzHp+IS/pGPWSLb4S+aJT0hVhKI3PjHHWLSjik9s+Ua7Zf9VAADAEdvGTvH5/alu/KvbNSlts/ltIwftbFsUj5tDdW1+wr3WLO/wPhsftJPa+MQlJ2z+oF2bn5i95rkzks1235MyPtl2ilN3nYtMzFMsz7LI8o4t7BRTFAMAMFjbVxX/3Js+qv/nzz6ma684JVPHFDYzkq3NFLvC1s0u9keyTW1izXOiaXxyr6imT9QH7VLzl8PpE3b+Nc+mmC8+IVW54r5O8TzxiWUtsrxjCzvFxCcAABiobewUP3yx2ut19uJERnV8YgP3EWaKXae4zjnL7xSXnUxxkXhcxSfKZnzb7DnFs0ay5eITM0qz8YkZB+1W0BHOmbWxbta9D9x23z0AADtgmzLFzaiz0tYH2qr4xBve92n96ts/vrb7KFNFsXfQzp9I0ZlTnMwU1yPZZGVklK6JvQiD3yme2cUt5lvzLEnjU5mieMZhvnV0bolPAACAo7BNxbDjisVpnTOo6kOrf/2b75EkfetXPn4l3/Oat39c953d1/d87ZOSr09K2xS+rlB3B+2Madc0l/X6Z3/ihEkUkCfGhR6+OGkKaJMo+oLpE7Ld6RO9meKeldC+0Qlpcr773qOMT/zLt0of+aM53kh8AgAAHAE333ebSuPCO8DWHLQ7gu95y9/drbf83d3Z18vSajQKO8VuoYcJOsX9a54Lb9Zxaas1JLlyL8wUJw7aZTfQLRKfOCkdJDLFqQUhqypMH/s06Vk/OPt9s+IVA0dRDADAQLlG8TY1jF2XtWw6qkdz0O7CwbT332VSWo3rdvAoMZItnD6Rr+GaUtMYlU3UIv3m4PmF1jwvEHMYn/I6xamDdpuMT9ApBgAAR8AVk9u05rmJT5Que3s0I9kuTsreYrvKNFePXVd44nWK/ckY8ZrncOVz+9O9N1tAdw7a9a15XnJcmr94Y+b0iTV3bskUAwCAo+BqvrLsf9+Q+Jve3PKOo+oUp8aiOdNEp3jidYqlqlhOdYrDlc8m+Ex8KM/XHcnWt+b5EJ3i5DUSnz/qaRD/8y9Lp5+c+b7tK4rpFAMAMFCbmO97WJ0Zv2a+TPQn7z2nj3zmobm/58JB1Sl+4PyBfuL3/1YXDqbB6/5ItnijnYt4jApTZ4rD6EOqh1u4TLG1yYN4Uk+neJ41z6nnU8Z+pzh10C64o8zjFfnS50vXfmn6O7awU0xRDADAQG1hTRxOcTBVfMKvinMTNb76P7xVX/dzfxY89/jv/wO97Hfen3z/hYOpSiu9+i8+rlf9xcf16+/4RPB6aW0zYaI9VOfiE/XzTVEcbbQzpvO4ik+066vT/JFsC6x5Di4xKz5x0nvvjIN26y5M6RQDAICj4LLE2zSaLZjioG58wm2V8x1Mu/kQ18H9rb/+VPJ7qoN2Vo+8dE+SdPu9Z6vrT0tZW61udtGHUV3tHHgb7aQ6PlFPlChyneKmzjWyzfi2yrOe/Ojgnjoj2eZd87xQfCJTFK9jo90sTJ8AAABHYStHskX5ifig3f6kWwCnYhNnHrrY+z0X6u1yj3lElbG94/7zuufhi3rCD/6RbvzL24PidVS3jCfTsFNcFEZlaeuNdt5tJwpk93dY7/Vf+dYv1/NvuK7z3uxBu2QGWIsVkzOL4jkO8x0VOsUAAOAoNNMntqgqDg7aqZ3a4FxMFMXv+eT9ksLVyZ9+4Hz2O6y12p+UQYF6x/3n9cn7zkmSfve9nw5WN7tOcXvQzssU193f1MQJ/72u492JWkRxkerBqPpZTurfFxjJttD0iVQBPGc++dKr+79nGUyfAAAAR6GZU7xFveI4m2ui5R2pTvFdD1TLKK65vO2C3vW56rlTe93CzhXWVbFdXf2O+881Re9e0eaApbawddENv/s7LbsHGlNN3MJ4gYhMM7Z56MLM07go9v6Wwi/BFujoZqdPzMgtx0Xq//Ehrf7/B7HmzvSKURQDADBQdhs7xVHH1SjMRKeK4nP71eSIAy9vfFfdKX7Eqb3O+92kCWvbiMmFg7KJR4xHJuj+NiPZOgft6nvr6RS77q+bPtH/Xvcg7hQnurjjS7wPLtBhzcUn/EN+fa87e6e0clveKSY+AQDAQNno5zbwD9oV9YKMIFM8nXY+c74uiqdBUVx1ivdG3VLlwkHbKfavfb4ulsdFUcUn6ufd9ImDqa237IWFbidTrETRa6p50WUUn/CLzeZzhSuKD+oXEl3cPb8oXmAk26zlHRudPrHer1s1imIAAAaqLLewUxxliosoPuEKWt+5upj1p1B8pi6Kz+5POu/3O8V+tOT+c1URGneKi2Z5RxnUbS4+UU2f8P+G9rEftXDfGWaOvffGneJpXBR7X+4XxUcVn1j79IntLiu3++4BADjG2sbpFlXFnqorG2Z29xPj187Xha/LBEvSvWer6RPnLnY7yxcmrii28ie83X92X1LbKXb15biJT0TrnAs149vCiRPee7yNds2a51Qn2dd0iuN79968t2x8wusUB13hxOfXPg2CkWwAAOAItHOKN3wjCwhXL9cH7WaMZHOxh4m3z/rB81WhvD8tO59p4xNhXvneuijeG5mg+1t4a57jyRIugpGbXtYMlFD6vemoxRzxiaDju0B8YlaneJOH3RjJBgAAjkI7fWJ7jKKmpxtl5qRGsrmDdv5ijwfOHzSPXea4uYaLT0T/Mk2neFQE65hdpnhSlkFHuCqK60hEkA1W8B7JdZW7/10kC+Rm+kRcFOfGVixQTOYyxclZyKnRGEeIg3YAAOAoNEXxFrWK481wTbe2/pnsFO+3GWF32O7BCwe69ETVcY1zxRcmfqe4ff6+c3WnuKgzxW7Ns9cpjjPA7qBd+Hy3oDN+AT1j+13bKZ6GL8yTuZ0Zn5iVKc5dax2Z4u0eyUZRDADAQMXzc+dxbn+in3/zLc14snULCkbjiknbTJHoG8kmVYftpqXVQxcmeswVVQF49mJUFAcj2dp/o/uaTrGpp0S0UyakqhMd54Vd9zfIGifjE+5/nETLO1Lj2XLTJ3KF4iLF5N6s2MUCUYxVo1MMAACOQrPRboHPvOJNt+hn/uSj+q9/c+fR3NQMUaK4LialE3VRfHHSPTjnF8WT0urhC1UR/PlXVIfRzkbxibYoDkeyBfEJtXXZyJs+EY6MqzrT3ZFs/nvawtrWf0uRqf2awjqeU5yKNvhyEyNS9i7NfC71Hes++EanGAAAHIFmTvECVbGLGlxIFJ/rEHdZXTd2b5zvFJ/fnzQ122RaNnli1yk+F3WKL9YH7dp9dpXmoF0dn2jXPFc/D0qbyBTbbiQiEY9w0yf8DnT1eiJKUeRGsuUKxQWK1+zUihmrpNcSn6BTDAAAjkC70W7+qtgVaZuKIXcKyrqY3BtVz8cj2ay1OncwbTbXTUrbFMWf7+ITcae4LvirgrZ7OK89aFfxO8Wp6RPNvfr37b3H/V1laYMOtHKPOxvtUiuY/S9coBzLdYrbmWzLXXcVmD4BAACOQnvQbv7PuMJsCIfzjDEqTNXNzWWKL05KWSs94pKxpOow3IMXquL22iurrui5/Uyn2Kb/bcbRSLZm+sS0O6fYHewrMvmJJpVg2u/LhwSi6RN9a56Djy1QyM7ahJedPrHmg3Z0igEAwLK+7MffqO993fua38sl6lpX3C3z2VWIi3EjI2utlykOi2I3ecJ1ig8S8YmzF9OZYrdMQ5IuPzVuXh8XJljI4WrUSdmdU+zGwCWzwWo7302mOHpzsMEv7hR34hO5smuR+MSsTPEm4xNkigEAwArcf+5Av33zHc3vyxy02zS/GDemne/rIgxxUexWPPvxiQfrovj0552UJO1P0vEJv1N8xSV7wXuqNc/V4yY+UZadgtf9GwdZaO/+nWajnbXZTnEnU9xZ3pHrFC9QvA55eQcb7QAAwFFYZk5xE584gvuZh/+91fKO+jBb/Vwcn3Arnl2nd1q2neJHX14XxdP0RjvrXdcvikvrivPooN3URnnhdrV0arRaPHqtyR9n6s7mGvGc4vjCxTj9fOfiCbPWQ+c6xWuJT5ApBgAAR8Au0SluD9ptpiz2v7cwpsries/HI9ncOLbLm/iEbQ7WXXFp9Vx3zbOLT7Td9LAorjq6caZYCovfkTFNpji1ma6ICuV0pniB6RPuHX63N3g9epzirt15b2Ik20bjE9uHohgAgIFaZiRbe9AufP4X3nKL/s/f+2Dw3Pn9qZ7xk2/Wn99yZvmb7LsXVUWovx65E59wmWLvoJ0raF0OeX8a/jFNp1jtnGIXv5C84jWKT0iK5hR7mWKFBbD/0723+jvisW7qfK7tFGfiE3FRvGzkYVZ8Yt1FKiPZAADAUWgzxYuMZFPyM399+/1618fvC567/9y+PvPgBd1698OHuk+fv2HOGLe8oy1e73noYvD+8wdRp7isNtpVXWajE6MiMbGi7RQn4xNldQCvWbyROgxXP05mit0YtqgLXFqrsswUwv77m+kT0ZrnuTrFixTFmTEZfa8fJeITAADgKLhDa6voFO9PSh1E2Vz3e9y9PQz/e43UjGRz8Ynb7z3buS9JuuxE1V2dTK2m9v9n703DZUnO8sA3IjOr6py796rW0mqQhITQgoQEEgiQEIswq8HDYHYPD/uMxzCDRx4PoAdjswxmPEIG2xh4QGANq8FGICTLkkBCICQhGqm1tZZudavX23c/51RVZsT8iPwivoiMrMo62z11+3ufR8+pkxUZEZl1W+fNt97v/awnslWhOvsmpRg2zEtWCyB4ir1SnDTs4K+Dp5jtu08pRqsU9zXvWJY+QRFt5Ti6npg/7lEp7k2AOAySKoV2AoFAIBAI9hHGxE07VnEHE+lLz5k1plOwNm8JYa7L3FB84pEt78vtrKtCgRoNuevslr8+IBS6bRApNi63mIjsqFykFNts+kRIiYgL7dotefTlFC9On8By7qd72jzXO+7nIvvEKg03ltonpHnHKhBSLBAIBALBEQO1avaq62qVdgBiGwPgiG9KLmtDSvHuWkI/cHEHn/8zb8JPv+4D/lhWKbbBzjGtDR64tNPZw6RiSrEJRXI5UhzlFLcLnmQ5xZRKkfMUp22eaX2OkD4Rs1/yRvdqscs8xRtn3M+nvixZcLdeXM7aq+75V7V5x8Evt98QUiwQCAQCwRHD5akjxbvzFOfZSM4+QSotdYhbFY9cmQEA3vLBUKjH9+oIqHLeXws85qRTSD/+8JYfQ2r1RhWU4sZw+4TutU/4ZhoATiaRbK7QrlWKky52/rVSXsGOlWJKn+Bj2+uzNuGaGcLt0yeSNs8nHwv84B3AS/6v6Hp23fSCk+mi7B4TpXglCCkWCAQCwVqjMRZvuOOBI9HWeL9waSdWivfFU9wYT0D5Mf5zVfCmGIRUKXZRZs528KSbjgEA/svfftJ/XnW7NpHiuU+fCPaJaYcUh+YdRGq5fcKlUgS1OSq0Y2RNq7D31CrhjnW9yI1JPMU5cVQl9gk+6NTjYmYO7J7I8rGkFPfaJw650E48xQKBQCAQHC5+9W0fw3f9+jvxR7ffd7W3sm+4tOO+dt9NRzuiInVKgOuup3ivSjH5cXkXO/5wolSssN5yagPf8bm34TXvuBsffOASAGDenkz2ica4Qjsi3KNCY57aJ5jdwxfaZZp3cFpG86WRbMTnc62dc4SXF/C54xmC7NMn0pziPuzS5hApxRn7xFUtfBNSLBAIBALBoeKT550/9YGLO0tGHm1wMumV4sx7S+dpf6Ze2Wlrn+Bz1c3ePMXk9e1XilXU0U4r4CufdQsA4IGL02gPk8pRknlj0BhESnFK5jmJpwcHbp9wnmIbEd3CE92Y/OaU4rD/AFKbTcc+EV+ve9Fjn+jDbglrpBQfMfuEKMUCgUAgEBwuSPlLC8vWDVxtDfaJ1a+J1NvapEpxA2sRJUXs1T5B53H+nbZ51ppsDs52cLqNTju/NYv2ywvtuPUhl1NM9gl3vvsZ5xS3e+KqcCaxTCuwjnZdxTd3rG5sNqkimjtNn1hGEHedU5xRinvV4UMutBOlWCAQCASCwwUpeGvOiSNST6TY5xSvMI8nxQnRJQLLfcV7tU8QWeWFcOnDiVeKW9vB6c0RAOD81jzaD49ka0ywT2QL7eruehtV4TvghYYcgZiVLSuO1GPNO9rFe3Zju8fS69O5uLcofWIIOdxtJNuy9IlDVm5FKRYIBAKB4OqB/vaaI0yKt2cNPvLQ4q5xkYJbh0Iy/nMIaJ5OUV1LJLnqGiLZ9kaKo5xibp9QyhXagby4yiu6RIqDfSIU2jVJoR3fszEWs9pgVOpobaWAG447wm28Mh3gi+eiYyqbU5wvtGvXt3Gb5wipUtzMh5HcVQvinvedtMFwzHuKr2YChCjFAoFAIBBcNRCZOcr2ie/7zXfhpf/6LRF5TMG3X/sCtr3YJxj5bYx/aOBWidkem3cQmW7YPiP7BByxdG87L25VaBwflzi/7ewTvtCOkVxrg91hVOqItNPrDVaY59ZS+OXveD4mlfZpFxFn9IV2sSUikGJEx9NjcfpEdyztwb1gbZ6AMW2mAAAgAElEQVSHKKar5gn/vZ8FfuTh+Bh5iq+mfYJ36ltDpbhcPkQgEAgEgqML+tN7lCPZ/uxDLsfXWIuih5xwYkkq726uiAh1zjvs5o7JMrCHQrv2/Iar0uw6qlJDIUSyEck8vVnhAlOKS61QFrzQzoaOdsw+cdvLX4sXfur1ABwpvrA99w8OSgGffstJ3Hxy0nbQsx2rBI0juOYdtnM8KMFdT/Gw9Almnxhkh1jRPqE1OrpmLn3isO0Mo+MHv8YBQpRigUAgEKw1glJ8lTeyALS1RUoxV4WJrO6u0K7rHeZKcEyKQ5e53WCeUYr5JU5K7TraIRTaAY4Un99uSbGxKAuFqlD+98aG5h1p+sTbP3oWALA5SpRir+62zULQJcBuXGyJMP78rjc4R5RTW8bynOIVleLdKrrkKY79K7uba7eoNtgv66cUCykWCAQCwVqDR2UdVQzxBlvGS8lSYHbB9Ik/8kK7PlLs0yd26yluKJKN2yfC60lVQKkQyUYc7fTGCOfa9Il5Y1Bp7Qvh6jY2jkhsVSjM6+59IA8yLU2EWymwwr6uUpxaInKFdvAEm491PxtjO8Tan5braDfIU7yifSIH6mhHiRfA4fuLD7ut9D5DSLFAIBCsAR65MvNfwQtihAKoq7uPIWgWsOLYPhHaGK+8BinF7IZwJXhWdxXpvRbacfLOL3FS6bajHVr7RFCKg33CKcWl745nY/tEJqcYCEoxt08Abg23XqzoZu0TmpPb7uu4+53y15pLqnCv6cWK9on9IK9eKeZWmJyMfVgQUiwQCASCA8A/+tV34Nt+5R3Ynu3O+3ktg0jJUfYUExap2Tn7xG6IPrkmuM932mefMHuzT4TmHflCu0lVQEH5nGJCbJ8wKAsNrZVru9xYGBsI66goskr2RmKfINKqSSkGsp7iXMoEkLdB5N5vkvSJrDjKc4oHKaYreopzIE9xr1J8yBClWCAQCAQHgQ8/6OK8FimNj1aENsJXdx9DsMgOYSKluC2024OnmKdPcFI5y9gn9lpoB4S98uuYlIXzFFtn8iWedGqjwvmtGay1TiluP8Sy0JgbA2NC846qVFmleNJJn3DQrV0j7TznO9qxOXLqMBD2mXa/c+v1871O+sRuItl2SyYpfcKwz/LIxLOtB4QUCwQCwRqAeMb6/Zk5eJCiuA4PDIuUX94Vjgjtbi6JiueiQjuePsFzivdYaBcr0N1OI2SfoMI3nz1cFO6YDYV2AFBphbrNKSZld9x2tEsfECiSzSb2CUWFdjYhvd4+0SW6/HwgtkT4871NJ80/zknMrVLMnwQWYV8K7XKk+Cp6fEUpFggEAsFBwO7KXfrogGJk5ahjePrE7nOK6ZwhSnHNCu12o0rzecnak7VPwEZk0hetWesL7QCnFFOmMm/e4a4n3t/jzmz4OYBAcLVCx64BBKU4VzzHz3ev2/e5gMs62vVxzZDkVoAdxXLso33C9inFh4RiRIsf/tp7hJBigUAgWAPYrggnaOGVujW4OYuIJyfM+5FTXPdGsrF1erKMh4LPuzV3XlZ+jeOqgNas0I58vSwxhArtAKBs2y5H9ok2vzj1FT/2dEuKTUxSXaGdk6bzOcU9lgk2N42JC+0Q1ssV1/HXmpHiQ7NPZDzFV6PD3OhYu9z6kWJp3iEQCARrhHUoJjts8K+1jzoWWTz4W3NfaMfyf42N0hJ61/Ad7TjhDeohzf1P/r+/wR+855P++LQ2GJdc4VwOPq9XihP7BKA6bZeJjDr7hPFxbGXR2idMsE+QUsxJ8Rc97abwuZvUJ4y8pzgTyVboPEGmZIvtedN535hUKc7YMdSKpDgi0bskk8UST/FhkdTRcWD7HEQpFggEAsGBgHjGOsSOHTbWoXkHYaGnmNsnMp7ioaTfk+IlOcWcEKdjhiJSiltSHDfvKFoS2hqAyJbAHmTmjfWNO0qtnVIc5RSHTnejQuNpjzmBf/tNz/VqbTcNgjXvYHv1nuJcB7rk9ZlNp7peaBMywPbe6WiXsRSvTHL1PmiUXinmpJi9f1hWimqzu/aaQEixQCAQrANs8lPQwTooxYvSJ7JtntmxoYWEpBDPeyLZ+sjvbort+FyUYMH97xujwhfacTsDf5ChSDbAKbeNMREpJqV4WhtYWHzR027CxqhgSrFNvMGheQdX1gsV3if0xbOd2hh1ro/GNjaxT+SK9SKFdgDVIj/wXrAsko1sDQcNWmcN/ntMIaRYIBAI1gBENNaB+F0trMOtWfT5cQKcyynmp9aN8c0vOmu0J3GPcl+hHcd0vnosG59re9ZVtyeV9h5fbp/gxZHzKJJNheYdlD5B9omkAC/KDU6abFChHRcrl+UUc2nz9GaXpHISnlWHwSPZFLNQDFGK94EU55p3RKT4xN7XGAIixbMrh7PePkJIsUAgEKwR1oD3HTqIaK7DA8Pi9InwmtRefkn83Ff81/fh2T/++qgRR3ru3OSJ8LxHEd5rod1OhlRPygIKIZKNd50DHMGsG+MtEqVWaEzcvIPbJ5yC7OZQ3DaTJEqEttJdz/AQpfjM5ggpVmreAQQLxaEpxZk2z/zGjI/vfY0hGLXrCCkWCAQCwUGAyNE6EL/DhjnC9+ZjD1/BuSsz//siT3GcPpEptGOv33DHAwCABy9Ne+cZkj7BMZ2vToqntcGxtihtpyZPMWveURVQrVJsmSWi0IHQclW4iDzFbo4RS5+wlidDOHTaLrfNO2xSaEcJF3GTjvzrvFIcigOz6nAKtQIpPjBPMVu7nOx9jSFYY6VY0icEAoFgjXAEed9VB5HAo1ho95KffTNObQSCNbzNc9dTzJt73HxyggcuTnH/hR08ro0mIywrtOu1T+zSU3xyo8KVWYOdedc+MW6bd1i0BWrt8f5CO6cUN8b6XOGifY/IfOpLboztKL6heQfY8a5SXGhE5xH4Z0YYog7nleIB9ol99RRf5eYdX/xjwM4F4KkvO5z19hGiFAsEAsEawNfZCSvugO7JUb01PMFgISlmnJSUYj7aWIs/fd/9eP99F3HTCaf6PXBxpzNPNpItkz6RYln6xLvvPoc/+9BD0bF5YzyBJPsEL7TzzTvokCempBTbKJKtoJxiZp8gvzHtO3Sua6/X5nOKTeI1XppTzOagFtIcqud1VOQXNeFYgRTvi6c4Y5+4Gs07Tt8KfMvvAuND8jDvI0QpFggEgjWAJ35XeR9HEcT91uGBYUhHO6WCKspJdGMtvufV7wIAfPPn3AoAuO9ChhTbLim+uDPHuHTWhD5STOkRffi6X/gLAMDHf+or/LFZY3BykpDiTCQbXQcRyCinOGne0RgTJUqQYlw3+TlS+4RmkWycsJI3ub+L3WLy2mu7yDT4cL+0hHSQp3gf6FgufWIdc9GuIkQpFggEgjVAyCk++sTvsEFEcxHhPCpY9PHRZ+vIayanmF3fyVadvf/Cdmceug+c/D58eYYbjo8xKnS/p3jX9glH6IgURznFrX2C9kQEkneHm5tQaFfotnmH5T7jVCmObRAmU/hGkWxcpaWGHP0q72L0ju0h2UcufUKwFHK3BAKBYI0gnLgLUoiH5vheTQxRisdl4VVRPjwXz5ZTiolQ80K7hy9PccOJMapCeZvEqIgpwG6bd2yOSmgF7ylGYp/QbeEbkFF5qc1zEsnGc4rLIibFOrFgNEkzDa2Uf4DgRJZIse6xT+glSnH0dm8kG8Ohp09k5hBSvBLEPiEQCARrAEmf6AeRxXVQihcX2rmfo1L7OLUou5iZjun4/RlSTMP4/Xjo0hSPP7OJe89t+UK7jVGB2Xa3+cYqmNUGo1JjUhV5+0RVAFwpJlKsg31i3ljWvEOjNk1rnwiJFAAvtEP0s2ufCA9I3NqwUZXRHvgc6XEAeOU/fA4u7czZ+8vJdEycV0mf2EdPMcdhFdddIxBSLBAIBGsE4cRdmIyH9qhicaGde29U6JA+wd7nOcB0/I77LnpiSiDyzHOKH748w3NuPY1xWfjotc1RERUB7sY+URun8k6qwkeypc07FJQn/EQsefpEbYxPn6haT3Fkn1A9SjG1eTa2Q1jJOcI5ISnFXM/lHe9Spfirn/3Y6PeI/LLjccADZ9yrpE/so6eYQ0jxShBdXSAQCARrDVIFmx6v7FHCwpxisk9UOuQUsxO2ZoEU0/GtWYPb7zkfz8Maf9SNQWMsHrkyxQ3Hx5hU2pPXjVGcsLAb+wSlRGxURYhkY1R+XBZZNTZq89zYOH2isTAmjO16immO9npt2ua5xz4xLqJ5+D74vH3oU5V7z1MrFNrtp6c43oT7MTqkxh1rDiHFAoFAsEYQ+0QXdEu4veCoYpHFg66DF8Px0ZwU84Szv/jI2d41Zo3BI1dmMBYtKS6w086zkcSO7UYpti0hHVca26zQ7sxmhTf97y9GoVXSErlbJFcbE9InCupoF3KK6b3aWzCSOTpKcfi3wI9vttfLFffeOLUMctex8Dy9QqHdfna04yBCXm3uff5HAcQ+IRAIBGsE4cRdkCq47vYJIrPjqvCNN/j4ba4UW4sTkxLHxyXufmQrmifNJ374sut6d+OJMTaqwpPXMim02w0ppoK4SVlgyjzFm6MSn3KD62yWU2PjNs+h0K7QOjTv6EmfSNs8NzYfycbXA9yegJQU98SpZTCotXN0wlXqaMdB8WwjIcVDIEqxQCAQrBFEKe5irQrtDHBpZ46f/JP3dwrbeCTbnFkgCNvcU9x2h6sKHXWuc2tYrwJzUnz9sRE2RoEU8yK+Ual3VWhnrCOWk0pn7RNAPgKNiG5jrfMltwS9ZM07iISSYkz2juApDnuIrLyaKcW80K61i/D7uPucYnZ97S/jMqFURyF9gloti31iEIQUCwQCwRrh6NO+w4cvtFsLT7HFv3vLR/Dv3/JRvOav7o7eI446LgPR5cSV7BOldh3btFaoCuUJNKE21heVTWvjC+s2RgUmVeEVZ5r6577h2RiX2o/LISXe/HqUQpQ+ARv6VgD5RhdEjue120TFVGFvn2jnIAJdJz7hqHlHQm7JSZOLZOOkuOhJoshB9fxGr06mraG9Urx4Xrf4AaVPnHZNXvCiH9z7/I8CCCkWCASCNcI6dG07bBApXgeluGFe2fPbc5zfmuG2l78Wv/GXdwX7RKlhrCN7/JK2Z+6r8Kpw7+eU4u999bswrY1XRae18Q9SWlFBHHl/Lb7402/C1z338RiXhY9qy2GHWSv4fbZeKQ7pE2l75ZzVgEjsrImtHKVWmLfFgamneF7HPmEi3k0SyabAPcXheLBPsEI7nd9nDv1Ksft5KiXFK3W02w9S3G1NjY3TwCsuAM/8B3uf/1EAIcUCgUCwRhBO3EWIZDv6hXbWWhwbO3J2ZVrjnnOuI91/+qu7/XVQvNrcmMiKQEpxVShYOC9vWaioQ93r3nc/gKCKzmoTtY/mKRGO24av/hcpxVOmrvL0BtMW2k0qjUcuz3BxZ46kkVxCkEkpdj/Jx0yRbFwp9vaJnvQJmpfUagKPZONElu7Jzmy39on8a9pHhxQftqdYsGcIKRYIBII1whqIoYcOuifrUGjXGHhSfHla+4ccrVnzjiI0q+CXRKR4VBbeR1sVOiKphI1WFZ01xn+7oKA6nmIid+MlnmKuFPP7zAvtPnlhB896xeu935mQa49Mx8gn7DvakafYZHKKvX2im2DBibdWQJN5QMrZJ1Zp84xeou9+dpXiQ06fEOwZQooFAoFgjZAWMQlY+sSaeIqPe1LcBBUXihXaOTJVM0ILwBfMjQrliKdSqLTOXvdG5f68z2oTEe9JxUlxIHSjUi/MKeaJDXWkFANQLjGDYNFvNUj9wLRmQfaJQrdKcVCIKcO47kufMDZRcRXroNcttOOkfpU2z33XRB7tvSnFQoqPAoQUCwQCwRphDRwCh4518hQbY1G1BPDKtPZ714qlT1RBKeZ2GYpeq0rtVV5nn+j+o5hU3D7hjik4T/Gsdp5dsmAApBQPI8XcroHWU3z/he1wjYlUnLMo6KR4LlaKXUc737yDPMVNTHRDV7zuGo2x0RgAODbqWhQWtXnuju0W1wHwXQFPTpL5V0qf2Ef7xOTU/s31KIOYWAQCgWCNIEpxF8E+cfSfGIwNn+HlnTpqf5zaJ2rj/MAnxiUuTWvc2/qPR4X2loGq0Lgy69oeyGoxrZuIeE9awr0zb3ycGuDU6UX2iWlkn+h6iu+472IYnNgnckVpPn0iUX/JU2xtsE0QYZ4taPPMoVXoDsj3kXbw43Olr3Poa+dMpLhfKR5gn9gvpfh7/hw4fvP+zPUohCjFAoFAsEaQQrsuyD6xDkpxY4NP+NK09vaIQofWxKQU162n+PikxEZV4BPnWqW40G3qgytQm2cU3ostUZux9AmlVJTVyxXdcbWKfaLrKf7Jr3smAOBTbzgGiyQibUGhXZP4hENOcfAU03s+faKdy7d5Nt1COx/JxqTgTo4wYiKcez8emz/uleKrnT4BALc8CzghpHi3EFIsEAgEawQhxV2E9InlN+fC1jwieCuvZSx+9A/fi48+dHlX51trPRF29gl3nNsnRoUjrvPG+Mizm06OvX2gaiPblFIotc4q5Jd2XHxbVGingq1ie9Z464Nbc7F9gidTzBNPsVIKX/S0m/FVz35se42Lkhrg9wLw7GFKmnCEn1siysRq4TOQWaFdpPjqvFKcS5fgecpVsZgS9XW0+wef9XgAwJd9xmOSE1YotBNP8ZGAkGKBQCBYI0hHuy68fWJAod2zf/z1+JpXvW3Xa334wcv49bffhe959bt2dT7FjQGxp5j7YL1SbByBVgq48fjYzzFqI9mUcgQ5d93PfeIZAG1OsSfeyne622mVYqJr42q4p5jIqWW2DPpprB2UU0wklvZO5LRk3TTIPqG1glLcatFVm1NrQ67QjvD8287415xMV0uU4ohgs9+e8bhT+PhPfQWecF3SSnkVT7EWOnYUIJ5igUAgWCMIJe5iFaUYAD74wKVdr0Vi4m4fTowFFLNPcL8vTUmeYrI+kFJMUEr55IhKq6jpxuaowOc+6Qb8sy9/Gv7r334Ss9p4pVUBjBTT3O68cVkstE9wwkzk1DCyTT+NjVMt+Pv8dehSZ7LH3eswBzX1oOvn51Ajk7BGeJ1y4r97xZf6dA8+FxDuex/60if6T6hWGCw4ChBSLBAIBGsE6WjXRUifOPhCO07EliH3WRmmas4SFZeuwydHNMYXst10YsImpoxh1Xa0izvMfeqNx3zSwrQ2fj6d8RTH9okFOcWZ9AmTKMVKoU216EfqB/ZKcWKVcPPFZHredNejfaRjc68B4MQktilwAr0KKV7WEhoAUE3ijQqOPESvFwgEgjXCGtSSHTqICx9G8w5SMocU9eWGGBvHrAViqbwP9vSmI26X2nQKpRQee3oSnUPJEWWhOmkQSoWueI54ZzzF88bdN1ZoN9g+4ZXi2KJQKNV6pruENn1N7y9WisNrrhQHZdq9lyu0IyyjowUbW5W7S5/oRbnRDhaqtS6QT0ogEAjWCsKKUxxmTnGamrAIOaW4sTaK1SPLglKBRBMpvrA9957i59wafLDBt+uKw7jtgQrzYlIMv8YGL7Rj1zNe1rwjsk+QpxjRHGSfAGy/hSH1FBtK33DHS6bWcsJacPtEMpkxtjcCbnnMGiPFSwvtOpexGGVreRFSvDaQT0ogEAjWCKIUd7FKod3+rTmAFGfPiz/Dy1OXEqFblRUArjs2AkCk2BGwZz7uVDSHBbV5Vp22ywqORBZaYdY0noRrpZKc4kAmR6x5x6w2+P133xORep4+QequYQo0QK2qrW9BTchw4o59Ik2a4POivZ50rFeKF9gnlrFXTt7LJZ6IVeYFAFQbKwwWHAWIp1ggEAjWCGIp7iIU2h1e845h9om8p9gwjnRlSoptmPPMZkuKt2a+69yEt1G2lEqhUKaeYsTq73QeOtqlnmJSlQGnkjbGojEW//effgC/9Ocfw3XHRnjxU2/qXEvtPcU0r/upWl+0TdIneFZwmhxRN8PsE4XWnUYf/W2ew+tldDQunlvBPjGE6JbkKRb9cV0gn5RAIBCsESSSrQu6J8aGRh4Hv9YQ+0T+fL7FK0wppuOTqsCk0riwPYcxgbj9wQ98HsZtRrFv3tGmT1i2LyKFo1L7Yj3AkbpSh7g3Y61PAiOrgrUWb7vzLIAwNr1eIqchki14irmKTchZG3rtEws9xfF6oc1zQsIXFNqlWCUJbeX0CVKK7dHvtChwEFIsEAgEawThxF1wkklNKw4KdP93619ujI1sCWSfUCp0tNMKOL0xcqTYhiKyz3zCaXz+U26IsoDJB0v7sYyRjlq/MfcUE5G0npy3BLN9w1jgzgddY5K4SQdTik2sFHM7AxUSqh4Fllst+L5VRinm53FPsW8Uh7DnnG+Zr9eHQQVzLVZRoAEEpbiZDV5DcHUhpFggEAjWCBLJ1gVXh+965MrBrmVjQjhkLIdN1OytGSnFYXyhFU5tVDi/NW9V15go8ixgKkybNxZpM41RqeP0CaikUNAyK4L7WRvjc4954gS/3q5SzPZmQhFg2HN4ndonUvWXq9O9hXY+wQLsWrprpK9zKFYgxX0d7XpBpLjeGbyG4OpCSLFAIBCsEYQSd2GsxcmJK5G56+zWAa/V/hyUPtE91iT2icutp7jQwT6hlSPFPn2Cne+afIRItqrtADc3sXcYaIvnGn48VoS5wkrnPHwpqJo7NSfFizzFafrE8gSIEKfmiG6RUYq7zTuI3Hfn7csQXkZel5FmjvhzGHAe5RTX08FrCK4uhBQLBALBGkE8xV0Ya3HbDccAAHedPVilmB5LmgGfQz59Im5uEXuKg/f31Gbl0ye475XGUVQb2SfqJrSP5l3qpnMTeX+5fYIagPBzeHe87Vkc9UbYqRv84Xvu9QotnVtoZp9g15gjk6S6zpM5+pp3FFp1Mo1VD/ldpXhuUBOO3LxDTqCcYrFPrA0kfUIgEAjWCMKJuzDWtTe++eQYHz8kpXgv6RN5T3FQn4tWKX7v9hy3nJp0CryomI2adwDO0pA20wiFduHc0JEvqM1APn85sk+w4z//xjtx/8Ud/OhXPj1azxN22M6e09ekDNeJJaIoGBHu2CfSQru+NYaT19U8xStI0IAoxWsIUYoFAoFgjSBKcRfGOBL2xOuPHbhSTLd/9+kT8bmXM+kT3D5hUtW1zTOmArxKk6c4LqgDgHGhMasbr0wrxT3F8T6Cxzeow7F9Iuzh/ovOI3v2yjQ6l/zOxiwiqTGhDekT7veKe4qTJIp5nUaysTWi9Amw1/unFPclavRClOK1g5BigUAgWCMIJe7CWItCK9x4YoyzV/aPgPzCm+/E9776XZ213M8BE+Q8xSYfyaZUsGQoBZyYlNiaNW0L49g7a32hnfKtiesmtI/mnuK0zTNxTmOd3JxrmUzYmcfpEymBTHOKdat2W8QRaaknmvbC1wsWjLz6W2qFuYlV5b5s4lWi0/QKrHhVodh3tJNCu7WB2CcEAoFgjSDpE12YliAeGxW+ffF+4Gde90EAjrgeG5ftWq2neJf2CVJ5CVus3bJtiadSIWpt1pjELxu3eS6ZUpx6ikelxvltfjwoxVxtBgI5rHvsE9ZajEodE2UT5gWoWLAl50tIql8v7WjH7ROpUtzE19eXvdZHlnNYpdAu9hQPsU+QUjwftsBLfwzYPjd4P4L9h5BigUAgWCMIJ+6CyOTmqPTKa984gjF2qUpISus7Pv4IXtJ2dlvl/ueGNtZGc3D7RGOCF5cKzuaN6aQscIXWp0+wQjsibNQa2bLxwVNMvmT3Hu8OR0gj2UaF7qjH7YJ+Dt+8g11zzDtjlZfsGkSAORHm111q3ck07ssNjn3CB2SfGKQUr+gp/vwfGr4ZwYFgqX1CKfUEpdSblFJ3KKXep5T6X9vj1yml3qCU+nD780x7XCmlXqmUulMpdbtS6rkHfRECgUDwaIGQ4i6aNkXh2LjA1qzpVdP54fmAltCfdesZAMDbP3I2O8cy5PaRdt3j9gljg4JaRKQ4nK+YUqyZolwbw7zD7mfRWi18oR1C+gSfAwjkkLfKjkmx9WsRyH6czsFTLfj7fExa2JdLn4jOixI46DrzNomV7BMZgr1sLDDQU+yVYim0WxcM8RTXAP43a+3TAbwAwA8opZ4O4OUA3mitfQqAN7a/A8CXA3hK+7/vBvCL+75rgUAgeJRCCu26oFbIm6MStbFRrFg0LmpVvPw+jkr3J/L+C8ETusr9zzksnOc2YGsWWxRScjivuy2MLStmC807jO8m7IkeRaQheIqJSBryNveQVCD1FDvCXjF7Q2rX4MVzfaoqT6oAeCRbVymO2zwHupL3FPfZJ5YpxaTML6dDEfEewqJJKRasDZb+K7DW3metfXf7+hKA9wN4HICvAfBr7bBfA/C17euvAfDr1uEvAZxWSt2y7zsXCASCRyGEEndBRWDHRgUAYGsaiObvvPMTeMfHHgEQ37tZvVwpJtJ3mVkyVrn/NjOaFFogVkWNtbF9gsiuyXuKLVwBXuUVZWafYEoqt2vE3l9kC+24p3h73iXsnDxyrzLNC6AtDszfEzqcNu/IkVPOO2NbRXw9fN5Fx7P78R7nJQMx0EfMIaR47bBS+oRS6jYAzwHwVwButtbe1751P4Cb29ePA/AJdto97bF0ru9WSr1TKfXOhx56aMVtCwQCwaMTUmjXBdkANttiuCuzQGJ/+Hdvxzf8+7djVptEKV5Oimk4J8V9SrG1tjtnO/QLP+1Gf8hFobnXG1URrWVsyOZd7Cm2PqqtKplSzMYAzD5hYrKcFuu591qVt+FKcWyf4LnI7lpSEh6Op+q2f63jY7QeHY/Ib6QU5+cj9CnTy8gurTdEKV6lUx6AkFMsWBsMJsVKqeMAfg/AP7HWXuTvWff/0iv9P7W19j9Ya59nrX3ejTfeuPwEgUAgEDzqPcU/9Nvvwavf/vHomHHapW0AACAASURBVPtq3zXwAGJLAuFP33d/dO9WUop3mFLcc///5Wvfj6f88z+J7Af08ss+4zF4/4+/DCcnpe9GpxUwZqTYk1TyA3P7RGI/4CovkcVcR7ugKtPvKprDIibQbp5wX6apfYJ5mPn9yTUA6bVP9OQUpwWGfE9ATJCDPYR7h/OkeZm6G5T55Sx35fQJyikWrA0GkWKlVAVHiH/TWvv77eEHyBbR/nywPX4vgCew0x/fHhMIBALBHjEoH/caxu+/+178yB++LzpGKuaxUasUZxIozl6e7lop5spzn1L/6r+8C0BMtrmXd2NUQGsFXuA2qTjBbK9DxyStNqlSHMepVUU3ko37dl0uMqVShDnCPtpj7VaiSLY6VoqViklr3ekw547nspUJXlWm9ZrEPlHkz4vbPyO6nvT1KopursCvDyunTwzxZAiOFIakTygAvwzg/dban2Nv/RcA396+/nYAf8iOf1ubQvECABeYzUIgEAgEe0DOp7pbNMZGyuC6wloqtOtXiuukaca957eXzptTivseSkaUK8xJcZxYhoJZHxwpZkpxS15JHS10mC8lY1zlDaQ4eIeDTzY0+uDHC6XadtPhYFpoNyp1lPlM95jbG5qOMs2UYnZvotepMt1Jn2CeYsZQck09+lIm+hTkHPx+BpHi4V5lwXpiyGPM5wH4VgBfpJR6T/u/vwfgpwB8iVLqwwC+uP0dAP4YwEcB3AnglwB8//5vWyAQCB6d2E+l+Ct//q148j//k/2b8CrBFajBN9jIKcVcMQWAb/3ld+CdH39k4bw5T3GfUkwK57SJ1VUgti349soKGJexFaExgXjxArpuR7ugFHNFOS2o8/aJdmykICeEViUk9dio6CjFPOeY3580UaKxXcuHf82uA+iqzWeOVX4st0/kPMU5WwZfg19fH3JkfNnYdO2leMILVhgsuJpY2rzDWvtW9D8UvTQz3gL4gT3uSyAQCAQZ7Geh3fvvu7h80BqAbAekFPPUBEJtbMcPfOeDl/G8265bOC8ATGuDeWNQFbr3oaRcoBTTX9BCt5+fdQRrkniKrbUokoKzNKeYmndQF78RU4pzEWnUVjpWa1mRXNJMg9IgNkdlN5JNKWgdbkCaMewTLBrbr+ImhJZykel6x2W4J5GPeAkp5pw2JuEHpRQPZMUvv1tSKNYIYngRCASCNcK6F9rNaoNv/eW/wns+cX7f5qSv9oNS7Egxb5LRGNt5oNgYFVgEPprU5z77Cim7uQI+ro6SYt3rKU68tXVqRWjVX1BEWhHIc8dTrKmgLmmmoVXHtpAWvm2Mik76hEqU4iazHrDMPhGvlyZYAMDJSRmNAVKlmObNk9RVmnfQ+kM8xbtSiiengHI8cLDgakNIsUAgEKwR9tNTfDVw54OX8ecffhgv/73b921O+mo/eIodgeVd61JPMRA3quibl3Cp9RX3PZRQNNq07rZB5ukMpPJqpTApeSSbs0+EzF+e15vaJxAi2XjzjsTDHArqumpt46PQUqXYHd9MSDF1qeOWBptRpoGufSKXGxzaPNvOmE+7+QQARJ7mYknzjni9/PEcPCleNX1iJf+EYF0gpFggEAjWCAO6E+8Zt99zPiJE+wlKfUhbBu8F1PRicxQrxTxztzFxTrEb1/Uec3DOTAkUfTnF1aJCOyKNOo5eI2Wb1rLWehtALm0B4DFrpDY7Yr0zbzKeYsXWi4l1nTwQ0PtEUjeqwlky2nHUNZDvJdgnYk+x4a3yABRFl0wGZTq2TwDAN7/gVgDADSdGYY7IHhFfZ4pVotPC+qt1tBNKfG1iqadYIBAIBEcHB60TP3hxB1/9qrfhaz/zsfg33/icfZ+fSMgQZW4oqAVxoRXGpfZKMSd+dVJoBwCXp4uJv/P4OsvD5SVKMZFY3mLaW4rJU9ySVLJ7nJhwUmxj+8SCDF5jrW/zTMV603kg/bxBhjHBwxzmWJQx7PZPLa4ba6GhPJHn5NWkpN/7hG20Xo7gc6sFPw4Af/85j8cXPe1mnNqo2Bxd5bxXje5RjXOgGL9Pv+XE4oFI7BrCiq9JCCkWCASCIw7uhT3ojnb09f9ff/wcLk9r1I3B6c3RkrOGY1a7/e+nUkzNMACnvpKqy+PmmqZbaLc1W6YUW5yYlDi/NfcJFKsoxTniGTzFwPFJrBQ3ti+vN6xDjTdI/a0KjUIr7NTNArtGt8NcnZBR+jhIKS4Zaa2K2O/s99yjFKfNO+IWzfF15ewTACJC3J0j3ItwX8DeH25zuO2GY/hP3/U5eO6tZxaO4+sCohRfqxD7hEAgEBxx8G+6D7rQTjPF84U/+UZ85o+/YV/nJ/vEaBekmD8QxJ3jAmGblNqnJqRKcXrvLi+xT1gLr+Ze9oV2eVQUyVbH2b4clBtMhPYEs09YGzfTiDy0iAlh6uWdlLpViuP1Cg2mTCOagxThlGAGj61bn4g2dQ3MFdqlHebSNs/8AajjbTZ5UpxieSQbm5f90xpQP4fPfdINURJIH8RTfO1DSLFAIBAccXB18qAL7Uj9m84bX1y2n9iLfYITYR67Rp5iwJEVul28a12aUwwM8xSfnDjFMtgn+nKKu0oxfEe7UBjWmEBST0yCGtoY59/N2SdiktdVf8cVZQrnlOLQLCTMpzLd6MjjS0p+TJKpsQjfS18kW1poFzXeYHfHKdatp3cJydQ5C0YPSV0lfWIVRCRcOPE1CSHFAoFAcMTBydxBt3kmUjQ7oE53e7FPNOw+bEWtl7laGe4XL7TLeYqvDPAU09f4F3fmAOJCR06Qg1IcZ/sCcTpDSINQOD7ueoqJQMZEMlaKvfrb3kJSx8N64QHBsGYhYQ7VSd5Ic4rJw0vXS3vm5DXXVtqdE5PiPn+0UuEzUkv+OWSV4sz+u2vsH3uVjnbXPoQUCwQCwREH53IHbZ8gUjTN5O3uB1a1T3zkocs4e3kKICakO7PYu5sSTyCo0oC7Lrp3P/31z8SzHn/Ke4/7QJ7iUiuc23KkmN9+TiyJRE6zbZ5j5ZY80CcSTzERTzdfj9qpmAWDKcXTmucUu6EFe0BIvbwd60OiFNP6dD7tmRPDVCmmt2oTp12UOm+fKKK85MU0c1mbZyQPDt2j+wuxT1ybEFIsEAgERxypf3YRvuU//hVe+cYP73otIikHRb6JFA+1T7z0X78FL/7ZNwOIleLIPtF2tAMo4YHWyivFVaFxbFQOsk8UWuH0ZoXzW7P2WDwnIRvJhpSkBuuDVioqtLOW7BPu97Lopi2412FvdHhc6iSSLZzHI+D4fGnqgye0VGhH9gnvKW5zinn6RHupOqtuB/DPOrVPEJbZJ6rM/eizM6S5zgcB4cTXJoQUCwQCwRFH7ClejLfe+TB+7g0fWmn+vgK2HJ71ij/FP/v9v1tpfg5SUlexT5C3me/tu1/9TpYIERMlul98PLU7pjHHxsWgSDalFE5vjnDuytwf43MSRqVbP0qfINLIPLe0D60UToyDp5jIMhHL/pzi4PX1xYWVa7SR2hl4UsVQTzFdE30+aU4xV2HrpFivz+Pblz6xikc3pxT3Ra/tqvPcihjc5lmwVhBSLBAIBEcccfrE/ku4KXnsg7UWF3dqvOYdd+96LWoKsitPMdvbXWe38Mb3P+D3xYmZtRaXpzVuv+eCH1+zNs/UEnqZUkxe5es2RzjXKsX89nPPMlkE4pxiep/8zrFy280pDmRyUYwZ3QuuFE9rw5TioJq7sbn0ibRIjuwT8UMLV4qVStInTHJ9PbaFqsc+sYqim/MU9zXpUD3H9xP8sxNcOxBSLBAIBEcccU7x/s+fRpf14eL23tMoSCketV+pf/N//Eu86r8Ps3ukhP26Yy4/mSvFui0u+77feBf+z/8cFO2m4UqxI8VDcooV0Non5n4tAvcsk0VgOl/Q0U6F5h1KdXOKuTe67LEi8Og0rhRPuVIMWq+9dmOiWXjqA5RKxsaeYvqdHhA4EQ0Zw/He+DEg6WjX4/3lDwE5ZO0T7P0+sn1QSvGZfczuFhwdCCkWCASCI45VPMV7nX+RUvzApZ09r0WkkTyzb7vzLH729cPsHum1k1LbMC8u2Sfefde5eKwxUb7v8XG5NKfYtNFpZ7hSjPwDBBGxWdPNKebKrTGkbMcd7SinmNTd2C7QVUlrYz0pnFQufcKvRx3tdBibpjN0lGIa6z3FafqEa0HN9xXsE7Eyne65WmIF4fvoQ655x5AudgdFik9vVssHCdYOQooFAoHgiOOgm3dESnGzgBRfdKR4Uu3+T8dO29xiN9eREnZnGWjJnWZKsQ1tigk18xRrpbA5KrAzN4vtInDk9fQxpxRbaxOluPuwki20a39XytkRSNkel0V0Pld/40I7dF5TAxAAGJcFpnXXU9zXYU6rsHeejMGvqeoptOPzdHzJ7JZzLprzA7vxeRKdQ5VRm2NPMiPhPUWK+4kzx0QpvhYhpFggEAiOOLh94qoqxRddNNpevjompXjIdaR7SX+fNd1sXq3d/eLEqNChvbIbG0jzfEEeszGObJ3ZHGHWGGzNmuiz4G2k6fAsF8mmwj5IEU65WmNC1zhgeaFd3Rh/nJTizr1o369NXGhH94OP4WNpDBB3tFNJ+sS8VYpD4VveVMwj2XLq8DLrRDoHZRr35Qb3ddDbT5wRpfiahJBigUAgOATcfs95/NgfvndXhXIH37DDZF9z3HX2Cn76dR8AAJzeCyluleIhpDglrHTO//i8JwBwBJQTXffT+XY5MZqUGnXDm3coX/y1iBRTAR8RoHNbs7jQLqMUx807ugkPoaOdO/av/v4zcf2xEazPL+7aJ4pMoRpZO4DWU1wHwq78ea3a28SkOLZPpKpyXGhH6RN0L/g8fQkW6esoki1D8Ie0YuZz5GwTnCBTEkg6dj+xMaAttGD9IKRYIBAIDgFf/aq34dfefteummKYI6AUv/KNd+KhS04pHkJi+rDTKsXpOre9/LW445MXo2MpYaVzPvXGYwAcKQ55u8r/TO0T46rwZJT2T1/HL7KLUBYwKeN3nd2K7v+7mG+ZLie2T7SI/M5xQd03fc6t+OxPua5rn2A3eXMUCBhPiaDX47ajnU3GKD82vkaePsH3BoTiOV9ox5TiNJLNF9q1tzryFLP1+rvzxftchFht5teiOutFSvHSmXcHad5xbUJIsUAgEBxxcAJ5IJ7ipMlFDtcdC18Xz/bQ7S4oxd333vTBB3v35c5xv2+0JHFWh4YVRLyoDTL3oE5K3RbaoR2jvGd3oX2iVW5f8KTrceOJMX7yT94f7fuf/u7t2J6RR7pVijOWCq7cUiRbqqpSR7tcIwzu4c5Fsk2qAjt102uJaIyJ/L4ufaJPKSZPsY5+NzmlOCm06ytwi+PUumOWNe4AFijFmXn5A5GQV8EqEFIsEAgEh4jdKL1Rm+dFc+/SZ8H31KcUExF+7q2noyze5/3EG/DDv/O3g9cipTy31zQibZ5YOYjITdqvrp2nOCaCRWuf4MRo0irFfqwOSvF8YaGdI1UnJxX+4Wffivfee7HzQHDPuS03Nusp7hJPyiPmoMQMnrfMyRz/qp5HsimmFFvL1k68uh1PMbNPBFIZq8p0f0L6hFs7b5/o7pkrwr2FdivYJ6olFoy+QjvhxIJVIKRYIBAIDhG74a1D7ROLMoYXYUhO8fa8wS2nJnjSjccj4vfw5Rl+5133DF6Lmnc0mevYmsUd5lKlmIjcpleKjZ8nzSnmxGhcFVGbZ6WUf78e4CkGHPF0e3DjSb39REuKc55i72BmfufGIPIU03Fr23bVGRY3qbh9Au16YJFs7n1qfZ0SxYbFt9F+vKpM8W1MVQZC+gXdX7oXnODSw5HKkNu+ZAhkyPIQ32/kq+ZXo6IfAIDRIaRPCK5NCCkWCASCAwYnXrtRiqM2zwtO363fOPYU50ni9txgoyowKvUe7RP96RPbCSnuFNq1v1KU2aw2sL4HBRFBsk9wpVhHbZ6H2ycCqSILAPlof+u7XwgA+MQj29H1zOpuTnGIPUMoqIvsDG1HO5MncZOMUkzXATjSD4T7tyx9gtsnQrxZ7LFOm3fkI9mSnOIBEWs54qwHSMVVjwXDv2bHDtpT/KIn33AAswqOAqRPoUAgEBwwHmwL1IDdeYKHtnnetVLccFKcH7M9qzFJSPFukjQW2SeudEhxohRbigtzvtEps0/Qt+uU8BDZJ8oCl3bqKJ2hSkhuDjw6LVgR3P5vPDHGpNL4xCOkFLtxeftEmKPfU0zHu/vYqLqFdkAglaRiB6W4XY/7hDmR1OHhJ72+1FNM10APCJz4JrV6sX2ih43mSP2w9Im+WLeu2txntdgPfPAnXjbIAy1YT4hSLBAIBAeMT57f9q93F8k2TClelDG8CDml+Ge+/lkAQtHS9rzB5qjwZBRA5C0eiqm3T3Tf2048xWk8HI8RGxc6jmSjr+J1t9BunFGKg31iASlmCiv9JBJdaIXHnd7Aa95xNx6+PA2FdlEkW/siIezkzyWo1vJhrM1m9ubsE3xPk0Qp5nYNYLFSnBJT8linJJkeEHJKdrbQrjMqt//4/EXo8yVnhGJU5cHZJ8ZlERF0wbUF+WQFAoHggMHbCe/dU9w/brekOM4pdnO8+Kk34vte/CRvjN2eNdgYFZ6MWmuxM+uqosuwyD6ReorndT59otDKK9akHvMubt2c4qLT5pnSDBYRe1doB78mEEi0UsCTbzqOK7MGr3zjh/3ncmmnZufHFgWtnXc4VYS9fcLmSdzGKE/yfPpEohRzKwnQpk8kZDpE2cXzkiUi7WhHPujc/tI5+LHO2Ewk2yD7RKT+dufg642EtAp2CfmXIxAIBAeMVXOG//jv7sOFrXk4h/E2uyB/Yn+U4kA8iawBzlNM9gnAKaZEwgDg0jRWeXO488HLXjXPp08kpLhHKS5UIMU+ko0Vl6U5xZNKo2mCUjy80K7rl/W2Ayj8i699BgD30EP36dzWjE3gfvCItMbaTqGdt1WYbqc7t3/uKQ7HiWCSMjpNCu04kY/JaKy683lT+0RIn6BItu7+cjFyfQrtbtMneE5xPCH94PYJ9hCxl1BtwaMOQooFAoHggMF51zJSfM+5LXz/b74b//Nr3p09Z6hSvIpNI0qf8IVW2quugEuN2GCkeNaYiBSfvzLHMrzyjR/GuNQ4vVm1zTTiPaaFdp2cYp+Y0JLiTCQbFbONokI7lz7BlWJPihfcUGNDagMRvrkJc9x0YoJbr9uEYY1BLu3UnmhzEg6EuDg+L71PTT2W2ye6BWf0QMD3xsc2CdmOlOJkXrofafoENRbJ7S9EsrFr6ozqjgnJF6spxfHawTZDiJuFCATDIaRYIBAIDhgREV7CValQ655z3IfMBiwguzzmbJWiO5NTigvlyZq1Fluz2pHilizNahORWK6QWmvxoQcuddZ56NIUT33MCdxyaqOdN37/SuopTjvacfuE9xS79+Is4Pgr9rJQsadYq0H2CWNtUEGJeNbdxIXGxp/x+W33gODtE540Ou9wN5LN3bNe+wQnxeyvNg0tvSIcVGy6TiDONKZ9+PSJxDPtleL23NDm2Y3NpUrkit360ifyhXareYrj+fyr7PsSySZYBUKKBQKB4IDBSecyrkqkIWqoMVQpZsrqoqixFLmc4lIrTwStDZ7iEYtD40rxI4wU/8F77sWX/j9/hjd9IO5Qd3la4/i4RKHhFVOOVClOCSvtjXuKjYmJJ1kDuApdah3nFAOo9PJCO0cE23lZI4x0Pa4UA8C5KzN/Po1x+w7XnSq3xnYVXUJf+kTqyZ033b3Rnjmn5JbbtPtdneYUs0K7QsfnEnKe4j6kCrnb/9LTIksER85TnNubQDAEQooFAoHggBGT2sWsmP6G82FR+sQiT7HlpHjxOpw05tInyFNM6+/MTUuKg1I85fYJRoo/9MBlAMAd912M1ry0M8eJSeVtBGkDj65SnLdPeE8xj2TT3FMcz11oUoqDOlqVRCSHeYq9GuujzJhSbGKCf671g4djQRFtTNdTTN5ta2027qsvp5j+saR7y7VuzpFpPp9v9EH2maTQjmLkFqVPxGR7uXK7SvpE2WOfCPaP/HlCigWrQEixQCAQHDBMD8HNgf6Ic/JrI1Ldfy5vvLFMKebz5JTiQqlIgZw1rnlH5W0HTaQU88LASasmc9IMtErxpIRi5JBjZ24iy0RfJBvZJ6YZ+0ShKOEhnFdq5dInQGND4dbi5h1BYfVKcaLGFlqjadXfY22nPbKSeErM5iDvcGyDUDDG9na021gSyeY/p5o81/H7tTHZAjc+H1eVgUC0eU5x2uY5nW9YTnH3vCG5v/32iXbtHvtE33GBIAchxQKBQHDA4PaJofVvsVKcP56C87tlpLivi13TftWudeheRgruRlX4RhHTxD6xPQ9zjKs4IoxwcafGiUkZNbFIwQl6qnaHojpmn7AxSdUZawapuZadT+R+YU6xDakN3lPcxKkNhYb3K193fASAqeYdv3PYW67Ns7H5tAS6n0AaaeZ++m57JvEUt+83pp+wBnIfe4rpoYH+GVGb5zwpjq/T7SEPfjwkhvQMZqh6PBakTvfNIeETglUgpFggEAgOGEObb7ix3XExqe6fIMobXmKf4HtKlWIiSERytqaO3E4S+wT3AO8wAkz+T97IYlo3mNUGJ8als0+YvOrNyXxK7OnXQiuME08xVysp3ozglGLr48V4847lbZ7Dmu7+kEWhPa4C4b7u2BhA1z5BvCykT6QFZ8E+kSNx46gZRTiuEH9OtSfsiI8nOcW5dszKk/58TnHoaNfdX0rC3XzdcXwdPmYv9gki770kXPwTghUgpFggEAgOGFyVXWafoLGR5zfyFPeDuw2WdZuLCvmS9IlAit0xUoo3qwKjIhTacSLMX1OCBj92uW1qcWJSQSl4y0EKvpeU2Kdtnp2nGO2xQBCpQQah0BrWxkVyRLLmOWaOcP+5dxhgc7CEByK6x0YuncPbJ9qpefoEEWhO1bRWaKzteH8JaXKEP4+U4iKQ39yemyZZL5sAAX99SoVz6eHCLFCKVSZabZWc4j5rBEdfoR09pPWmXSydWSAIKK/2BgQCgeBaxyrNO+h9PipKdBuoFK9in+DkszHWq29eKSb7xCjfvKMqVESA6fj23OB1770fjz+zgRMT9+fGpU8o13gjs0VumUibd3BVeJS2eWbeWCKphDR+TSvF0ie6m9iZN56EpUVkPvYsoxQXWuHUZuX91cHDHMifte546g02rX1iGUGM3k48uWn6hGJEt6/bHL1MW0J32jy3sW45e0e2M12vnYERZ2992L2nmBTtfvuE0GLBcIhSLBAIBAeMuNBu8digFPNzhhXa8XFpi+TOWMYFm0Q15kkOAHCltU/EzTsabLdtnk9vjiL/MBXYXdie43t/4134yp9/q29/zD3FafoErU/oKMWZSLbQrjgoxcaiY59w9yQQ2qrM2yceuTLD037kdfjFN9/px9K8fE+8eI48xYrIum/eEe+f4uK6nmLKKc5HssVzdJXi0LmuP32iv9CuO5Yrwt02z7k9xT+BRYVv3X0M62i3zD7R59dYPrdAQBBSLBAIBAeMuP3yUKU47/ldJDTXC1TWvnXS/dXGeALi7RNtC+dJ2rxj3mBUaBwfl9hhhXZEkC+wmDYixT59wuZV8z5PsWUk2hfaNbk2z/lCO7o2Ot8T5YR433fBNU35g/d8MroHPq0i8TCXrIjPdcpT/nNI7RPeamFSG0Qg8suUzSi1gooAk2tJyXJjbdZ2wfdGP6nRR599IpcUkW/ekd//bu0TfWpy5e0T+fOk0E6wCoQUCwQCwQFjqNILBAWX88U5K1hbZL+IcorrJfaJnkK72FNM9glHcseV9krxtPUUTyqNSVVESjFZKaizG+AyigHgxLhCoRzZWuQpnjcm6urXGBuSEQqFUVHE9gnma6Ukh2c87iQ+9BNf7gnwjJFG3+a5R43WniySNaC9V4kaW7R+4FCIpthDRkygqW02j3qjtcjywQni0x5zokMYc+Q2kOJ4b5zo9hfaITqH5qXf6VIoGSNHTnNz9HHR3P73Ugw3KharzVJoJ1gF4ikWCASCA0bc0W5JoV3GU7ysEYc/d0Gc2aI9NTwbuLEdpdgnEmjtkxCo0G5jVGCj0knRnRt/9nJQii9Pu/aJ3K0gNfcHf+s9+KPb7wt7tIEU++YdUSRb2DNZFEaFI/EFJU3UoRCNmpN0Ey6SQrrEt+vtE+14rZQn+ES2594+gXY9+DmM7bZ5Vi2RbxL7xB//48/vfK8Qe3JjpTVt7V1EJDVeL50v9TjTQwBv3sEL8HJ7ymUop8gpxXtRc+nhpo/8ilIsWAVCigUCgeCAwfnpEldD1lM8awLhXKgUR6R4d807GmNRkPqWKJDk5XV7cvaJjarApCqyhXZEhIGMfaJHKaa9cEJM+wqqcLBPBGU3p8YGiwO/jpDaoDs2k1wbZze2ncMkhXZMKSaynX6GPLLMe4oz3d8aE3e0yxe1dQ51PcU6/vzc6/wcnNzz/dA+DLuWfk/xCvYJ9po69Q1p3tEHakfdq0yLqViwAsQ+IRAIBAeMKGd4iac4pEvki+YWN+8YTorT4jpCnUmfmLHWvxVTXXfmDcZlgY0e+wQHEeTjlFOcJET49RubPb82iVJMiRKt+kvEyneNM13PamovqLTq2Cdo7ZDfi+icUGgXiGBj4GPWHNGOfeG+EI17fDNNOPoi2ThyRXJF8jktK3zLqc2cQHNF2KdP2NDUpbun7rx9V8HHbLQdAPeSEEH/Dnrr7IQTC1aAkGKBQCA4YKzSvCOQkHBs2gz0FO/SPtHvKaa5glLsFUTrmmkUWrVKcdhjltS2+6kK3don4j3wvdx+z4Xsfr0qrBUKHRRrvldKcmiYGpt6iokoVaXuPDzQdaREjxNrzgtL7ewTpKS6wru8faI3DYIruktIHD+PXpdJvNwy5baPvHKPMu3JWE6K822eU991Z8Gew5stBlRKXwAAIABJREFUKd4LcU2j8xatJxAsg5BigUAgOGBwVXawpzhTNDcq9EKdeTX7xPL0Cd/lrF2/1Mo3avAd2LT7Gjzubtddm+cJK9VfaFc3Bpen8+5xNr7QoU3zPKPchu5wiec2IY2l1p2HB1K8eYc8/nua+VtohdoYb4koNU+foLnTffTnBueUWI6cwuyLAL0fmt7vUYcTP3N6nNsn+EOaytgn+nzEfZcRKcVkn9iD8VfsE4L9hJBigUAgOGDEhXbLxrqffBipoaNSL2zeEaVPrNC8o7+jXWw74EpxY1o1VilsjNJCuyZqTQyEQi3y3fbaJ4zN+q6dUuxeFypEhpF9giu71AiDk19+HV4pLlTUvOPNH3wQv/XXdyfzuZ/kKc6pvG49F2VWFqpT8BZSFugazQIyucw+EV4T4ete3zKluO91+IaAx7lZ9kCT7i9HqvneFoHsE8u+PVmE5c07dj+34NEHKbQTCASCA0bcvGOoUhyOkVI7LvUKnuIl9okFnuLUPkH2jVLrkF9rg3o4KbuFdjccH+Pe8yFSzdhQRKaV6rR5rgqFeWNRN/mmHlwp1joohFSEGBqOuLUaYzvpDCHHV7VrBvvExZ05vuNX/zosSEpx+2vBHhA4ESxUS5S1au0TGrVponvs2y6zB4pIbR6gsPr3c3Fq7fNHWkiYK+brztGdTzGbBMXb0RwpKY5INc9Q7rmOnH1iWnftNkMxWmqfEFYsGA5RigUCgeCAwUnnMlXMN+9IVF+lHIkb6ileRjQWpk+kSnEdbAvEMciiUCin+G3PG7/nnbnB9cdHfs6qcMVoUUKEia9xUhbtXkxWDec5xYVizTfqrn3CWvhmGgD3FCf2iUJhbizecMcDeNYrXh+t5y0ISSGasz6EcaGjnTvu7BNunZA+gfh+NjZLRvk6fcgpu524uIxSHCnMA5RiXvzHrS+Lc5O5Uty3f2afGDldbrokU3sRqiX2CVGKBatASLFAIBAcMDjJW2R/AOIILMK0MagKDaWGp09c3uFxaHO88o0fxoOXdrJjG+ZXaIxlnmJ3bN4ETzFXO6n4alIVMDYosTvzBtcfC6R4VDjbB81XaHTsE+PWX1o3wSaRXhuR90IH+8Q0U2hHc6ee4tRqUWmNujF4x8fOdtYLloeEeBoTWQN4koZu7RNpJJsnmyzRYbf2iRyZ7qZr5ObKK9NZjzKzp3BSvJKnuIeN8qOb7WeeK8wcitKnT8TrfdWzH9seFlYsGA4hxQKBQHDAiAvtlozNDJjXFuNCe7/skHMvsYzgd911Dj/3hg/hs//lG72KmVom+Os+T3FZxGSJbACUN0tFajvzBtcfH/s5q9Ip3HxervwCwMZI+/X78otNSyaVCoV2gegyFdrayKKQxosRM6tKZ9kYtyp17l7qDvGMCS15iMkz7Yr3KH0iTrug82pjetXaZZm9OQJNZDVkLNN159dYlkqhletcpxTw4KUd/4Dlmnqk9onh1g++N4DbJ/ZfKf65b3g2/uZHvmTX8woenRBSLBAIBAcMrnwu8xR7+wQ7NmsaVG3h2qKcY06+L7IWyzNGOj553qnFfBtpoV0np7gOnmIiNZbUUR1SBHbmDeaNQW1sZJ8YFTq2T+jQYIPA7RN0/KYTgVhTYR+RUx/JVociQMCRLmNCri5/L80pJgKbFgUCgajliHVqGaBINoVEKU7mLCKlOK+qLhM2+2wQnIynKnc6dhlBJm9woRRe845P4Ktf9TZ/XtdTzM/vvw765oAfpkK7XFrJUJTJAxyhKjTOsG8rBIIhEFIsEAgEB4zYPuF+f++93SxeICjJcSSbRVW0rXcHKMVnNivfQQ6Ii+4+fvaKG2uHKMXu2KyJiSd1cbPePuH+lOzMG/9VeGSfaJViT1JVaHdMILWZf13/29/zQvy7b3luOM7IZJUQXa7GUgvpNK+37hTaufi00QJSTFSLE2vOv+J74X7395vsE2nEXcdTPNw+0RunprvxdEXPvH3kNf2GgPZNBZM8qi13fnQ80W7/8/d/Hn7m658VPQBskqd4L/aJdr5lTXEEgiEQUiwQCAQHjLjQzuL33n0vvvLn34o33PFA71huk5g1BqNSQyFk8L777nO9557ZHOHiTlCKeTzbXUSKeUxc4i/26ltCPOl4oVzhHPloN5h9YuaTMoIlwZNiRrbTNs9ErOfMU+y8rdrvlxcBdn3C4bixqarckmKTeIqLBUpxklccN++Iyaa7Fve60jrqAgd0Eyz4HtLXyzJ7OQnlI0sW/ZDzFKfZyrnj6UNESoA1K7TMnd+3TwC49fpNfMPznxAd2w/7BKWQ5GxHAsGqEFIsEAgEB4zUU/zhBy4BAD784KXO2GCfCOfM2kI7rZz4+Nvv/AS+7hf+Aq977/3xOi0xOL1Z4WKkFAfS8bGHt6J1gNheUTc5T7HzywbFs+0a12b2ek/xrAkJEYx4UTFa1IrZxIV2QSk2nqRTMwy6hw2bgwqsUhVbKZ4b3K7vI8tiJZVaMlORH8csUaB5J79UXaVGJFoDRaE8+abLSz3F/N52X3e2EmHIecFrzE7sIeERyU7OyxXVpaS9b79D/MVkn5jlKisHIo3bEwj2AskpFggEggMGtwnwgrMm84c8TS4AXE7xqNCYWgNjgY8+7NTejz58OXvu6c2Rt0kAgTCc2ay8UszV4S3Wja4x1hNOIjbzJqjHQGsZMG0km1YYV8HfSw8AnDw11qm//Gv9jqe4JabzxoKEW17YRWSZfi8TT7FOiBy3WpDa3FGKtfL3NsV0HivQukddLTVlLrvrK3Vo3tGXPsH3kL5elpbQR4RLdg3hYWC5fSK3D9+OOvG/53KK+6jokOYdpBQPxVt++MUdVbkqwr8PgWCvEFIsEAgEB4zIqmBD5Fna+YyPjQvtnH1i1rgM37KHVNdcKb6nZscdYfj0W07ib++5gHljIsJzZRbGOotCt9AuVX6JCGqlvFViWpsoS9hfsyfQ7nfNfLiEiY9kM1BtL+lChzxiaupReFIcK8VpNu+cKd4FO8bH8qK4FN5TnCGYnO5p9oCglSPr5F1O7RPL2iun6+QQK7tsH3xuqMyxnrFZ+4T7vW5SUtyNWuMPVH377MNmtRoFeeL1xzrHCh1sNwLBXiH2CYFAIDhgcAJqgcgnm4KGps07RoWGat8vvfLpyNgvvvkj+OT5ba/+ntkc4dJON33if3je4/Hw5Sn+2x0P+FbKo1JjmxGbOpNTPGtM7FnVqu105oggeXIjUszIE0WWpc07+Lfmk5JHssGvz9sN89QG39GuE8kGf2/TNIU6SWegIrlcB71Oow+dJ5KF4s07qM1zbJ+AXw9sjvB6NfsEnyNWrNMx/b5lNkdmbl+YmPz7zOUUz/bgB95YUSnOwT8giqdYsA8QUiwQCAQHjLR5R8irzSjFmTbPs5o8xQoWzH5hLD728BX89Os+gO/7zXcHpXijwrQ2vqsdqWhf8vTH4MxmhTd98EGvYp4Yl7iS2CfSgqt5Y5Kv4kPhm2LpE9M67yk2xkaRbKF5R0YpblMmAEc401xkX+yXFAGSGqwYoUuL5Oj+xOTcRlaSFCohinT9/rV2Hma6b66jnX+y6awX5mCve9ox5/eTV39zVok+y0ff61wnPA6ePnF8vFjlXXYdALKpH6uCrD612CcE+wAhxQKBQHDAiJMewlfzuVbMefuERVW6jnbGxCSPMl53Zo1Xbk9tVgDgY9lIIZ2UGidbwkzk+/ikxBazTxhucyBSXNuup7iNPSu4fWIeMoa1VviN7/wcHB+XIbKMzdt0SHFQzw0jk/xaG3bt3j6R2ByCymk8gevaJ+LrWCQypsSan8/npjnIU2zZvDn7xJCiu0X7SV/n9hfN1aMwR4q1jn921w7nnpwsJsVD7BP7gYq+NRH7hGAfIKRYIBAIDhhp8w7q/HaFdZ3j76eYtcVgpBSHr4yDXYE6qxVa4URLWIgUU7YutUeum6COnpiUuDIN5Dy2OcCf79vpwpEta0PiQmyfcGMKpfCip9yAr/7Mx6IxTgHniqm1ABf3QqFduCatgzLJEx7oemk8jeV7bpow1hPrxBJB1oecfYJfK5+XH0v34ewTgdzTNwQ5BXZR3vAi6AyJ5dcYr5ffc9/xIrPPeO3wkHJyo8qOoVNX4cQvevINK4yO0elWKBDsAVJoJxAIBAeMyD6B0A75co4U++SCxFNcBkWSq6dzEzKETUuKT04cYaGudrPGomq70VVt5zPiEMfHJbZmIamCUhSA8LPjKWY+WhUV2nH7hBvriKdbLyVd/CvvqnBKeNN2h3PjkCjFLJJNByJOY/ncc2NYu+OEQDN7QWqf+I3v/By85UMP4pf+/GPtPYC/F5S6EftwOSmO92v9GET3hN9b/j6frw+5gjp+jam1I4ztmSOzdl8ChlJh/hM9SrGC+ze+LEWD8IF/8bLoW4hV4R9KhBQL9gGiFAsEAsEBIyq0sxY7MyLFGftEO5T/jadCO1JYK6ZG0tfGZaGdUqwUTrf2iXNbMwBOIaXoKkpcIPJ6fFxhe954YuiizNy69LOTPqHj5h2jbKGdZmMd8VQJOeRfeZcFEXYbxboR6TGtousj2SinuE49xWHuLgnvNtPI2Tiqgj8AhM8h9S3zazHWkdCqCGsF+0T3vN3aJyJHRGZvQ7zDcVvpnO0ivzaPyKMHrxT0b2Eoz51URRQntyp80ekeso4FAoKQYoFAIDhgxJFsTClmCRH+/YziRYV2SrWFekyNJDJQtuSz0ArXHRsDAM5edqR43hhULVkptcKc+XZPTkpYC+y0/maeo8wV1ijdQMPbJwoViNB0znOK4eegZhpezfT7Z0qx1i2BNrGnmBFaEynFsfqbqsI1I/fBPhF7inVL7vnnM6mKiBTnrA19hXHOotI+sDQsco720UtY8/Pl0Ge7CM1Lwtgis/fuet25e+0TOrzXpxS/9NNvBgCc3+r+2z4IpEWUAsFeIKRYIBAIDhhp845F9omcv3VObZ6V+2qa5xRTdFhVaEaKRwCAR644UjxrrFfUykKjbgLxJHJDvmJSf4FAunjmLxAXypHPtCpUZJ/gBWp1633uplqEayVVeM78ztzD2hjrPdM03l1b3j4BBPLN2zwrxXKKNbXNDvd6Y1REqQhxow53PGdboLFVJg3B760nki2nPPehj0zzjn65NbiBos+CkfNPp2sT0e7zFP9Pn3cbAPiGLgcNiWQT7CfEUywQCAQHjKZVLZ1iCp8LfHknQ4ozf9ynLJKNK661sd4+UBaqbW6hcXJSoioUzl4J9olREYgg+XMBlz4BoE2gGEftkb19osk07zAWhnWpG5cFpnUg25y8GhN7lYP6G4jjrddterWbboFr3hGsIhe25zjVkrEqySnOemozJDxNbKiTRiZOKeakkc8X/+Tr0nH+2fjmHRkFNs06zh3Pga+91FPcq0b3zKcW74HnFI974tQ+64nX4fU/+AW4LdNo4yCQFlwKBHuBKMUCgUBwwDDWet+ktRY7rVJ8KaMU20VKMWLVuTHGF5qVWqNpXJyaUgpnNkd45MrUn0/2iSpRio+PHckkpdjaHJlM0id03LwDcCQpKrTjCQ+229EOCHaG1/7jF+GLn35z64tm6RMqqKuNsTh7eYobjjtriFeK69g+kfPtcqtFShopY5iwkdgncgkPfVFoui1kBKixijuu2Pvp3jprLCPFOj/HkL3lXuc62vXtwX0eiy0WAPBpN5/YlwziIeD+eoFgrxBSLBAIBAcM3trZ2jh9IiXBUXxb+4d+3ljX0U4pWATiPDfWk+KqVYpJWb3++NjbJ+ZJ04u6VXmBYJ/Yntd+r6kVwdrglXXHQ54wEa9xqZ2nOGneQW2Q40g2N0/aTIMaX9hWrVYqKMW1sTh7ZYbrjztrCJFPsmAssk9wEp5aFXh0GtAlxTnfLpePI5WXjakbw9InYhtHus/o3i75q7xRhS5wWU8xG5tTgdO1o+NLc4rV0oSKw4Z4igX7CSHFAoFAsA+4lCmaI/BObNxTbC1wYTs+j3+VTzaHxtio0I6Ic9NY3wCkbD3FRGiuPzby9ol5a78AHHmuWcJD11NsGfEJ+yoTQkdNL7x9oiqybZ69VaLJdJhLWym3WcsRgW6vZ1o3OL81x/VtEWHRKtfTnjbP/FjkKWb3Wuu2zXN7P1/05BswqTRGUfpEzqLQJd7ufinWYY3bJxD9TPc56iHhOcSkOBzPpU/kVGC3Z+SPLyu0U3kLydVEmfxbEgj2AiHFAoFAsEe85UMP4ZmveD3+8qNns+8bC2+fcJ5igxNtm9yHL0/jsUzxaoz1XslRGSLZiGw11mLadrSrWkWWlNXrjo2CUtzaLwBns6iN8etQu17qasd9wn1fxTufsI3i27x9gnW0A9LmFojmTVVetzcbZRrT9Tx0yd0nUopDR7sm2l/OosC7zqXNKgwjr6/+zs92Wc5lj0WBHhbQPUZrh4iwuIAvHcsJK7carGafCK/pPqenFxn2GhfadY8v9BQnxYtXG/TflSjFgv2AkGKBQCDYI/7m7nMAgLfd+XD2fW4zIE/xE67bBAA8eGnaGUuomWe4KlxZlbHh6/6G2ScoD5i4ynXHRnikjWSruX2iVYqJQ5yYxJ7iyD7B/kJUSUc7w9InACLFgWynyuWcFeulzTt4GkTdmCTTWEX36YaEFKetm7PqaU8cWWjzHOwa7lqZcsvTGZb6dsGUYp4+Eds40jn6lOllyBFanZDVnK2kV0FeogIfRfvE0x5zAs943En82Fc9/WpvRXANQNInBAKBYI8gYnkpkyYBOPJaJfaJW6/bxB33XfQKqB9rY6WYFLBxpBS79+eNSewTtSdpZzZHuDStMW+MzzkGnKJMFgUgoxTzPOFe36tCY+PueuOyyHqKie/Nm1BsyI/FY5W3HaTRaw9c3AHgvNL8+KxJ7RNd8pd24wvX5O4nNT0h9Dbv8LFn3WN0X8LX+SFaTmWJaZgjjoDDYHCyT+ump7t7YOPr4PvIWCkW2SfCww7w1v/jJf6h7GphUhX4o//l86/qHgTXDoQUCwQCwR5BvtyLPb5inj4xa323t17vlOKUFKf2iVkdcoih4BVaej+QEovahHbMZAEgC8axlvz6nOJ2nWNjatFs2r1y+0TYF/cUFwredkD8aVxpXJnWmUg2KogzOKaKdt6wN74OJWM0Ji6+A4AHL7b2iTaD2RXhqU6xXs4v21dwFvzOJlJY+zy+uSxgToqVir/Op0+SRvRFoVVJssdQLFOxgW6nv3TtrNq8QCnmBP/xZzYH71UgWAeIfUIgEAj2CPIH9ynFxgRyd6XNKL7pxBijQuPh1uJA4PVC3FPscopd8w4ik7UJnmI31oZ2zqwqn9sn0o52VLg1rY23ZfiQhV6bQGufMF37RJ0qxe1pWftEovJypdj7gb19winFN5wY9+wJ0Vzu/XAdwRLSJZIuv9gfXtrmOVfMR6954ReJ/svSJ/qahSxDrhAytTWsYp/IKdrperk8ZIHgWoGQYoFAINgjiGRc2pnj7+65gHvPb0fvN8wOQMrvqNS48cS4qxQn6RO80E5BwbIObMaE9InGOB8rKZVcjeX2ibJQPtECcLYHAG3jDUTn8q/Zy4RMUpONyD5R84zhmAjOM+kT88ReUHm/c2hlTXuglI5jo/AFZyCCAxpkZOwF3IIR2yeWzNFnn1Bxh7U0faJvb6MeEt4H2l8uBSPls/4hoE8pzhD8fvtE8BSvomgLBOsCIcUCgUCwR5DCenG7xle96q34vJ/679H73D5ReyKocMOJMR5K0ycST/GU2Se0RpQ+wXOKjXVKMVeEAUecefOOUmvMWfOOolAYtckRJlGKe9MnWKGdt08kc+TsEymhyinFRNgLNlYpsnXE+0gfAIa8TtMnaB/8eNXj8c17rcP7CiGSbc7tE5m1+byRUjyAbE5adT9bVJiS4tx19yjWQ3KKfQOWI1JoJxDsJ4QUCwQCwR5BCuulaY+nmNkXiAgWSuHG46NuoZ1JleJQaKdAZJTGhnSKxljUTVCEeVODmhX6UYMM30pZKd94I21LnPt6nuY2Nu5+N66oeUeY1411v3OLAv0MkWzuQFVozI2JfM18rjJhfKXuEsGYxPLXXXtBZJ/Ypac4tR+Qp/vbf+UduOvslWxzjPS8Ve0TRIqjSLYeT3EuUeKWUxvRntO1+5IltM77zQWCawVCigUCgSCD//BnH8FtL3+tty8sgmFKcQ6NtV5BDOkMwOao9C2f07ncWBMV2inlPMU0pm4spu35jW29w/TVOku7mEf2CR3ZJ5Ry1odZY3yXu9xX5Dx9QimwLnXuGNknfCRb8hU/9xR7hbZdkKYmpdgYmyW0aTZumbER9BHWnBeWXBIztjeg31PsSSPfQ5Jswef5m7vPL8g0Dsf5estyioHgA+cjewvtvG0kHH/yTcf9a348VbT/7Tc9Fz/xtc/wDwlaqWyTEIHgWoGQYoFAIMjgF978EQDA5Z7iOQ4iqX1d7XihHbdPOIU2JsVdpZh5ipVTaIl4cntF05B9gmwSYb25sd4SUBXKqbGsIC5VisNX5GFfXaW4jU6LCu2aUGhH6i5r3qESJTL1HztrR5x/zNcuk+/16fc+W0JO5c0R5Zo1FqF7FOZbTKzTDOSSnXvm2CjaQ6TA9vi1h3DNSaU786Uqerpmr10j85BAx77iWbfgW17wRJzarNrjRy+nWCDYTwgpFggEggxIvdupmyUjEQrfeppq8dxdbp+YVAV2kpxXPkfd8Ei2VtOL7BOs0M6SfSImf95TzIiltSHftyRSHHmKMwSSkb1COUXX8jbPbfpE6GiHaA7e0Y4X3/ExpVZojInaPLu58kpxlqRGtgs2NkMOg985Xi9q3hGNz9yXZJ+cuFub5AOzX8Zl3qIxRIHdyHiKvVKc/FXvS6VYtHa6h9MbRIqZqi+cWHANQkixQCAQZEBfGW/NlpNibnnoe79KCu20RlYp7uQUZyLZQqFd8BQbil5LPMWNSe0T7vi0diRVKVdoN2PpE8s8xaolxUAgUKPSkW26nuApDgQ4beiR5hSXbfqEtTG5S4sH/fHEKkL3NbzuEutYPUa7t7jQrs/jm8v8LZL7wvc4q02cJczO46SYY0j75HFLivm/uz5P8caoS6AB4Ff/0fPxNZ/52GhPm220YDr2dKsU84cHSZ8QXIsQUiwQCAQZkOK6PYgUL36/MVwpDmRyXOlORzDe0Y7bJ8bePhHaPDtPsfHncUWYF9px+wSRp+m88armuCqyOcWxhYH5XjX8vgKhde/zttNA0j0tUSKJ8EdtnpP0iWiu3kK7vEUhV6yXKyybL/AU5whwrljPzRfbJ2a1SaLQ8koxxxCuSYV29NnzuVNSTBF26fGXPPUm/L/f+JzoWj77U64DANx9disae3rTNUy5sD3P3gOB4FqBkGKBQCDIoNpXpTiQSt7cYlIWLh2CFfNxT7GxcUc7rdDb5tmlT4RCOyIvJiHLRF535oEIjguyT7h5cwSLkz1qsgEEUsjJNj+eRrnRtQAhs5kT67qNi4uL/HqUYu8pDsf6rA2LPMUufSLM0asU+6I1vofYfsDJIqnx/n2ecNFDioeQzY2KPsPwb7OvzfPmqFuU14cveMoNAIB33nUuOv6EtnNdYyyuOzbCS592E57zhNMDZhQI1gvS5lkgEAgyCKR4eaGdHWCfCE0dQjbvuArqKpFVm3iKeaEd4ArtSE2e1gY785BTzJt30Hqz2nVWq5Lj07rxr8eVxmXWojkX45XaBOpMnBrtia+T6zqXjuWkl7rt5VTqIjGy5tIn+hIesukTnhQnOcVR847cHDER9mMRWn4DTgnn9okiUooL5DDEPkFK8TYjxbnGIgBwvLVEDLE7PPH6YzizWeHbXnhbdPyfvuypuOXUBC97xmNQaIVf/o7nL51LIFhHiFIsEAgEGZDdYN/sE0WwMwAtKWbd5PjYMG9OKQ6d0nbmDR64uOPPmzchj5jIGqmJ3j5R0HHj9zT2nuI0p5gT05jcpfaJwpPtuCFHztfrfc2kKrOkChfJlhaw0R7iP1mepGaIN583GpshtLM66WinFyvFfBtpI4yTkwp/9sMvAUCJG3w/4XWfUjzEPkGFdjvMPpG7PqDfJ9yHv/nRL8UPfsmnRccmVYHv+oJPHUTYBYJ1hpBigUAgyGDUErcr+2GfYM0zgsIafKX8a/DUUzxrx49KDe09xe79eWM9yTbGJVukhXZEnIjUEuHbYUrxqE2OSHOKI+tD8ro2qVIcFGg+PrUXAKGIkQg0ETbqttewTnl0PN0DvxZ+eJHfl6/F55s3pkPec41BQj5w/r7Q3PQNwKyOFei+BiEcQ9InvucLn4Qn33QcX/YZN3f20fUUd/csEAjyEPuEQCAQZEBf8W8PsE+YJVKxsWBtnoNlwBdMMaWYz2VMUIpHhY6aW3CMS43aGMxN11PsleKELE/ngbC5xhu8RbObV0fENCZ/Xin25Ff7eQGWPpGxM3Q9xYFAu6g3myXkqac4r/4i+3pRN7raWIzLhHAXGrVpovHZKLTMfNy6QuekY4k4pxhic/iUG47hv/3QF0bH6AHr3NYsOn5sRaVYIHg0Q5RigUAgyGC1QrvF7zfMUxzbJ0gxjZViIjANS5+oCuXbK6frPfmm42isU4qrRFX1ecRFYl3gnuIe+0RsHYi7rnHFO543JsvZgrlEVfbKdBvJ1pjYU5zGuxFynuJYHe7uP0f054miC6CT9wzweLO8rYRuEVlVamOjCjf+gNCvFGcPL8XLnvEYAMCDSdtwUorTzokCgaALUYoFAoEgAyI7+5I+wSLZGpbaMPYpAkwpboviZrXxkWwu6ku3kWVtOoMK5PimE2M8eGnaKtIxgZwlhW8VT58oYvsEXUboWta9HzR3bWKVNxTPNdHYNN8Y6NonvIKsdXt9PWS6kz7R9fj2pT0E9bs77zwh4UDw/PKjRIr7ChD9vejxJCu2z3HVU2i3S0n97pirAAAgAElEQVT3yTedwPOeeAYn20YbBFKKh/w7Fgge7RBSLBAIBBmQojskfWKZUkwd7ZQKnuJCKVRUaMdUPGMsRkVQbmes8UahFZq2DfKpjQpf+Gk34uJODa0QFeTR/AD3+MbpE85T3OYUJ22eQ/pEn3dWsW50iOad1l1/rp+DFdTRWKVYTnHhlPDamCzx7Ha067Z5ju0RbGxG/aa9pTnFQLiPkVLcElleDKkzpL83vWKAUryX/N/f+d4Xds6nSLYr0+X/jgWCRzvEPiEQCAQZkBI6RGFbFslGdgCtuMKKKJKNjx2xr99njfG/l4UrcKPIsn/zjc/Br3zH81Fo1RuFlirFIfmB5RSXBWaNWZhTXLG0BM7niBR6pXgeJzks8xTH0WtkZ8g370jTJ8h+0heRlrZgBoBJpTvvzxMiz/fIOSYRTP555a4veoBgcw7yFO/B+5sj1Jtt8w4hxQLBcggpFggEggxICR0Wyba80E4rV//Pm15QJFuaPkFKIxXajZhq2RgLY9N2xcorwmn6RDcLuGtzGJU68i/T1JygHR+Hr/uLDAnlPuG+1ApPoNkeIo8vEesmT5ZTNTeQ4nCsL4mC9jzhhW++zbPtkFHvKWZvhE5y3XxgICQ8KKWizyxdD+hXivc79ozsE0NSVASCRzuEFAsEAkEG1GVuPwrtnH0ikFogLbQLyqO11quU5CnmjTfqNp0hJoJBKa4ST3GqIHOlOKRPxJnMwVMcFiHFMT0e7BPBq7zUc1ty+0SX/M5qE/uEe0jxaIlSnPMX8/bKRJRnjel4eYN9IhzL5QOTzzgdS/f5/2/vvePsqO+r//OdW7cX7ar3hhBICCQ6ptlgig0kcSGxHRsXwLFjxyUJNi74MY5x/MSPncd5HPOLHYgLuAQbQrUBAcZghABJCFSQhHrb3u7eMuX3x8x35jtzZ/beXd1drXbP+/XSa+/Ozp2ZO1pdnT17vucT1VQRNea50uOTa5wfZsr54Y6QyQ5FMSGEhCCd4kwZq/ZLOcUyPmFXmXm1Z8FKNsO0mxeki+g6xXHp/mowzZB2Bk24VWjBTt98pFNsusLNFcWBYRoqcjKaeix1X7WnOK64oGGusRSclhXeBpHXjWE6xRHxiZAFf+okubDXIfEW2qk/GDiiWGkLqVacZ1XQJtx7EB7niBK/lXaK5Q8z/YxPEFISimJCCAlBRgkyZYiJEprYzgBrwnGKlTHPyvCOO5/ZiUVffBj9Od0VVIblTKlT6tR0Jz7hE5tCuEIt2D5RFJ+IKe6oFIqBscFhv9mvKSGK40qjRPQCPftj2EAPAIgpxyinp9gVrj5HWHkcch1qpti/INB36FCnOC0zxYpTHDVNz6t087aVYwJXWBPjpOl1iGsCn7hkcWUPTMgEhO0ThBASgtc+UYZTXMbwDk3Yf7x+X/+Y54dePQwA2H6kHytmNbjXYC+0s/dzh3cEJr5pmnCFuRufkNGAgChW68LcTLGsaXNea5iLWZMMH0LhjWD2RLjavhCWPxZCIBETTpZXcVcVdzuYmVY/SlLKfQm7trDoguoUB2vmVBIx71ol0hVWnWIVLcQpFj5RXFrxljPRbjjUpuLY8U9XVfSYhExU6BQTQsaU2x54Db94ce/xvoySyExxlABSKTm8w7TbFITwxiPHNKG0Txg4fU6ju3/xQjvPKdVN04kdhAvPYHzCXYAXMirZc4pLxydUpziYZ7avWbZPGKHNEVHXGZY/tjO+UPb1u9wS6RSr9z8qzxx8req1Bx+rr8eXKS4xCEN1m91M8TDHK1daFBNCyoeimBAypvz+9SN4fmfH8b6Mksjsr/qr8iiGyhTLujbN6SmWC+2E8DKxuYKJurQnOoML7dQFZaYlM8reOWKKWAwutCtyimPFwtRrwfAP01ApHZ+wP2aH6CkOjRdo6rWHV7W5E+8iKtnkDzBA+Bhn9bHaPjFkpth1er3tVSFjuVXCMsXlxiHkftTEhBw/KIoJIWOKbpoolLJWxwEyUxwlgHoGC/jTLlvcW4E4g9wGwNc2oQnhHtce5iGQjGvI6oZvIITrgJr+4R1uj2+gsizcgfVcV0Ad81ycqU2WsdAuMj4hnWLnvIZpIWqiXZgADsv95gPCOq445Spqn3PYtfkGZzgv29c+ESHY/dfnbZNOcfBnoLD6tTBRPRT3f+IC3HjhwqLXSAgZOyiKCSFjimFaMIzREcV3PLIVH717fUWOJYVWLiI+8dG7X8T1d/4J2YLh9hCrSJ1mWF5cQhN+kQwAaWeanCqK5a/ng5Vs0hEuGCbCxiADqvgNd4rDBGsi4CqH6TifmA6rZIuFi9+oiEKY6JTusW4Gh3cURz8Az+EuKE6xz0FXjiFvryqKoxYEAt6wkjCnOEi1U3umHiEY9SjFitkN+OJVJ1e8ko0QUj4lRbEQ4sdCiKNCiM3KtmYhxO+FEG84H5uc7UII8a9CiB1CiE1CiDNG8+IJISceumn5nL1KsrOtH7va+gHYwnKn83gklHKKX9nbDcB2Yg2rePiDnFwnXUXNyRTL47oLvxIx5HS/KN7bmQFgxzJySiWbW1lmFPcUS4JjnqMm2gHFC9jkvqVyrWo7hTqi2f2673rChafsKhYh4hfw53PlIaKcYr8oDhfnMmJRbnwirD1C7WpWkQvwQkU/rSdCThjK+ed6F4ArAttuAfCEZVlLADzhfA4AVwJY4vy5EcAPKnOZhJCJgmFYrmCsNAXDRME59j3r9uLqf/1DpNNbzrEAWyiGtUtIYV/QTacNwi+qpMj1nGH4nGIpyJIxDTndcB1lADjSm3OfWzC8iXZSNBaKas+88xaNeTbCe4rVfaULnDcM375RhLnUaquF+vyk4syqtygRstDO5zaX5RRLUezdO3/jhPdY/n2FDe8Ing8Ij0REDdyQsQot5PUNd6EdIeT4UVIUW5b1DIDOwOZrAdztPL4bwHXK9v+ybP4EoFEIMaNSF0sIOfHRneETo3Jsw3Irz4725ZAtmBjIjUwU64obmzeiRXzesNsgghPRpAhT4xNq+4Q8diLm1KyZFupS8aJjFAyryCkuGP7KMn/+NtA+ERjqoY4XDi6+Gyo+oVIyPhGSrQ1uDzra6usL7uuK9+E6xcpj+drUSjafG11UyRbWgRx+Y6SD7Fto5zrhoU8hhIxDRvqLnWmWZR1yHh8GMM15PAvAPmW//c62IoQQNwoh1gsh1re1tY3wMgghJxq6abrCtdIUDNN1DQecoRsDI5jkZVl2xEM2LgzVQCGd5KBekrnphzbZb5X2QrviTHFME9ANC4Zli9/rVs3EP//FSsQ0AdNxiqUY1BRRHJWdDbY65AJOsRRrgCo2vdYH9dqiCHNYE4r4VQWyb7qdKnRDeoDjEW6zN+Y5qn0ifKHdwtZa97HrFCdUpzx8kIf6esqpSHMX4MG7juCCR0LI+OeY006WvcR62P/DWZZ1p2VZayzLWtPa2nqsl0EIOUGwM8WjF5+Qx5ZjbcsZvhFECig52nioCEbBMEMX2ummBd0w8YX7XgUATKlNQlOdYs0Tk7ppZ4o1TeC715+O95w5BzFnX920XGGpZorDOnjtffz75gqG7/NkSPuE6xQb5YliVUCWmlKn4otPhGRuVTGt7luqp1j9flKP11CVcB/LTHGUU1zUPhHh9K6e14TPXrbUt606pL/YdZpBCDlRGKkoPiJjEc7Ho872AwDmKPvNdrYRQghM04JlYdQW2ulKs8WAK4qH7xTLX8d7ojhaxOfcTLF/u2Fa2HKoDwDwpatPxjtWzvQJpFjQKQ40LmiavdBOrTiLKU5x2MQ3QF0gFpEpjmle5CGQKc65TnHkyy36eti0uahM8lDXqV4PgNABINHtE0qm2LnLsxqrfPvKfdQxz75zlJEpBoD//vh5+NRbl/i2SVGs/gDmLjCkKibkhGGkY54fAPBBAHc4H+9Xtn9SCHEvgLMB9CgxC0LIJEcPLD6rNAXDchfaySzxSJxiKaBqynKKLViWVfTrd9008eJueznG1StnuJliiTseOaY5Oetix9dw3OZgndpQ8YkiV1m2TyguazKuIVsw3ThCcN/gosFFrTW+z8NaG4QQzsQ9q0hgho50DhGdvjhDiCgOZorDFr611CbxhSuX4dpV/uSedJNVpzjmc7z9x55an0ZDVaLotYRRlbC/T/yiONwp/slHzsLMgGAnhIwPSopiIcQ9AC4G0CKE2A/gq7DF8C+FEB8BsAfAe5zdHwZwFYAdADIAbhiFayaEnKBIMVwYxUyxzJf2DyNT3Jct4F9+tx3/eMUyVCVj7q/apVOcLZUpDolPGKaFTfu7MaMhjRkNtgjy/7reE3q6abvNwV/nGzI+EXSKgxPfQrqHvTHPfqcYsF3QbMHLKquT5OS5JRu+cplPSKrXDgRiDjFbFAdryGKaI4pDhncEn1/Oa5KEiWIhBG66aFHRdvk95xvz7HO3/ftff+YcXHnq9MjFdSpnzm/Cf7+8H7MVsRsPccIB4C1LGBckZLxSUhRblvWXEV96a8i+FoBPHOtFEUImJtLFNUYpU6wbJnTTdm5lbGKwUNopfm5nB+56bjfedvI0XLCkxXW0a1JDj/UFpCi2F9rd87FzcNdzb+Kx146gYFgYyBu+XGvYFLq4E5+wxa+6WE1zRbEc2qHWrIVFGABVbNpjpd3hHWojRDwGQFciFdGZ4sbqZNFrjhzIoWnIwvS9DnV72KCO6PYJ5Xwl2ifKQUZi0qpTPNTwjpiGltpUWcd+75lzsGZ+ExZPrfOuLUT0E0LGN6wVJ4SMGTLvO1qZ4oJyfBmfKKeSraM/DwDoyuSd40in2Ba0wfiE+rlcaCeEwLmLpuCa0+xf2xtO9Zxv8ZhyDNcpdtzVYIOFXJRnmJbbeavGHCLHPMf8IlNeqypUU4GKN3l82bJRqqdYdVXDpukF3dUw1zQ0PhFSF6deZ3H7RPiEuTD0EKd4qPjEcBBC+AQxoLRrMFRMyAkDRTEhZMyQYng0K9nk8fuHsdCuo98eltHtimLZPhHuFPdnvWPmdNPOFMvFa+6oYrtRIhaRk3UzxZrmit9Y4Nf5hnsMvyjUTSsyPpEInM91igOZYvt4wvc16RSPpKfYfu2ye9i/fzysk9jZprq9UQ0WUZni4TjFXqY4IrdcYUs3LB5CCBnfUBQTQsaM4JS3SuNOmTNNpae4DKd4QDrFBfs4jjiM6inuV3LKeUPGJ/zCTTrFqkD0T1tT4xNyVLR/0VnRiGZ1oV3IGGSgeIyzvNWqoPQm5BUfV722KKIc1kRE9ldu91ey2Z9MrfMiCpET7UT4caMmzIXhtU947nJUXKMSSFE8nGskhBxf+K+VEDJmSLdu1HqKHRGZyRmuQM4USjvF7Y5T3Dngd4qj2idUUVwILLSTwk32MZdsVFAm2vkXmil1aoFMcbDJIRYxOCOqJi04Ia94od3QCjEqUxyPqDELTtkDPEd7an069Bp9memYP/scfB3lIH/QUZ+jOuzlLKgbDvK3Dhcu5cI6Qk4UKIoJIWOGjE2MWiWbI7a7B/PutkwZTnF7ID4hRXtdOsIpzhY7xd4QC/tt1Ra64fVl6uO4pjlDR6zAojPNPW8wUwz4HVr1eVGVY2G5YxnHsOviwtsnwtBKHDcoXsMyxfLhtHrPKVajH2HXXiS2hyFk5XS7oHPrRkgqnHOQOfV3njazosclhIweI+0pJoSQYePGG0YpUyxFd48TgwCAgbIyxf74hIwR1CTDneLuQe/4BcOEFeYUG7ZTnIx7b7P++IT90XWKA13HmiiuU/OLUe9YwToxiTseWoQLWVW8JjTNPV+pRWexEHErj2GfLxifkNPrvO3dzr2epjrFvol2pTPFw1kcd9cNZ+K1g71Fi/NiQsBAcc/0sfK1a0/BlStmYOm0utI7E0LGBXSKCSFjxmhmii3LckW3KloHlYEKm/Z346ltR4ue62WKAwvt0uET7boGPCc6rzsjmgML7YyQxXNhQk92+AYn2vkyxbFiURjmOktnO7g9WJEWFPDyHF4lG4Yk2JKhHiN4XHW7urnTuddqptjvFCvPj8gqD4cptanQKIM8ZanIyHCZ3VSNd62eXdFjEkJGFzrFhJAxYzQzxar77HeKPVF8zff/CADYfcfV3jUZpiuG5UfdbZ8IF8VS0MmvqS6vlym2F89FLeaSAjnhTK4zTKso4yod6rAxx2ECuz7tdSJHPc+3PdARnHM6nUtmiiOyymEtE/LYwePKHyymRWaKw/PXlcaLZlT80ISQEwyKYkLImCHF5mhUsqlCuzdri+JkTEOmxES7vqwOy7KFV/eAE59wjlWVjEEIuGJR0tmfRypuxw2C8Qm1fUI3gpGIYpEaiwm3vk1dBBbTPDHuZYrVRXtQ9nVEcVW4KA7GDsLEciKmuVGTkj3FEZVssmUilfBHFMI6ieWiRl/7RKQo1nwfVb78juVYOq12yOsdiuAPM4SQyQvjE4SQMcPtKXamzlWSgu4dT0Ym6qsSPqdYklVErrymKTVJ9OV0FAzTbbFIxjRX/Kp0ZvJoqU0hrgnfRDvA3z5hmFZgcZyzT6DGTDctGFawp1gryhSXWrQXjE8Ee4jd/UOc13jM6zQu2VOs/M+hOtbSaV8y1S9Sw+ITX7jqZNSl4piiTI2LcqBllCJsYd1HLlhwTKOT3bw2C4UJmfRQFBNCxgw1S1zpWHFBcYqzTuyguSaBvmyhaN8OJRMsr6mx2nZZB3K6K5TjMYFUPOYTxf+2dgfue/kAmmuSSMY1Z6KdVZTfNUKErhSQqv6KaRp0Q0608y+kK8oUR9StyefVR4jiIqc4IODldcu/k9I9xeGO9c62AQDAyTPqffvHteJKtnetno1Xv/b2IodWnloL3KPg8yuFPCJFMSGEopgQMmaoEQfZ8FCxYyuRjKxTZdZal/ItipPICXbqNTU40YN+xy0GbDFnO8Wes/ztx7YBAJpqkkjENMcp9gRv0CkO6971xxaEmz8OitRgpjis0gwABh3nuyhTHDH0IkwsRw3OCENO+gs7NgAsD4riYWSB5bk1370IF/eVwPt7q/ihCSEnGHwbIISMGapTXOkGClVky3hEa20KA3nD/Vxmdr/7+Bs42pv1XYcUxQM5wxXYiZhAOhHzNVhImqsTSMY15I3AmGc3U2xCN4KiuFjcxjQB3bBgBDuNNa8fOUwUqseQbnh0pjiqfSJqxHLRy/VRm/LOEyagG6r91yHPr5fxdy7PHTbGejScYnnI4dS7EUImJhTFhJAidMPEL9fvq7hwVd3ccgRSOViWhe/8bht2tPW726RTLKelyU7cRkc0Prn1KD73q42+66gPcYoTMQ3VyRj6QwaADOQNJGMa8roVOtGuYNjdw2FiU9V28ZjmuMqmL2sc0wRyimOtHjt4jN5Be4FcVHwiqiJNdUcTyielBGJtOrx7+bG/uxC/vvncov0TSk1dKVznNtCMYX+s/H9Zsv2CC+0IIWyfIIQUcddzu3H7Q1tQMEy87+x5FTuuKoT1CsUn9ncN4l+f3OETZzJT3Oos4urK5DG9IY3G6gSO9tnRiYPdgwDCnGIdBSVTXJuKYyCkweJwT9Z1itWFdmpPsR7sKUZ0NKBgFC+0k5nisDHHqpO6xGlfOH1ek+8ao0RxmGPtP3bRy/Uhq+qCxzhpevigClnVVk5kxnNuvW1Rr6MSzG2uxmsHeys+0Y4QcuJBp5gQUoRciNadKV6kdiwYSqa4Ui60FNpqmUXWiTu0OnVfMlesVp71DBbsgR+GXxRn8ror2BOahtp03DcVTwqz265Z7jjFRtmZ4rD2CSlGcwUjcmJd2PAKdd+rVszA039/MS45aarv3pTqKTaVmxaPGLEchiqKyxGqCUX4l0I6t2FjrEejp3julGoA/kYSQsjkhKKYEFKElB6Vrk3zOcVqE4Vp4cmtR0Z0vjAX13WKHVH84KuH0Jct+OIb7f15HOrJuuJcLlLrVzLF8ZhATSqOTft7sOiLD2NfZwYxIXDzRYuwel4zEnF7Gp2aKZadwrphOpVsalNDtFOc083A6OZikRrVDwwA86bUFN0HV0wWtU9IN9vbloip4r1U+0T4gr8oPPe8tFP84fMXAAAOOU4+ANQ4IlyO3a4kc5ttUbyvK1PxYxNCTiwYnyCEFCGFToU1ceRCu5+v24sv/XYzvvOe0/DnZwxvNG5/iCgeDDjFP39hL+KagGFauGBxC244fz4+cvd67OvMuO6xdIo/72SNATtnW+sIMcO08OTWo9BN0xWQSad9woJXpyaP541/9i+eA8LrxnK6GRDC3j4y7xsmsIciaoGaFL2mGe4UDyelUM51ePGJ0t9Q7zt7LroyefyF8n1w9oJm3POxc3DyjPB4xrEgRfGeDopiQiY7FMWEkCJk9rXSc+dUUaTmSw/12K7gga7BoudEcbQ3i6n16XCnWFayKYMhCoYdZ2iqSboCOG+YrmBsCDQ3ALYYrVGiAlXJGEzLE5mJmJ0pjgnhisOUI4qzBRO6afp+5S/vq294h/P1vG76hHBYnCE2DDfXPkaEU+wc2lDjE8OoZFMpZ9+aZKzkPt51aPi7ty31n0MTOHfRlLKPMRzWzGvGytkN+Icrlo3K8QkhJw6MTxBCxoyoTHEspLJr3Zud+MTPXva5mZK1247irH96Ak9vbwt1imV8Iq2MG57dVAXdmTCXitvbcwXTPWd1QLgJYYtRtZNXHk86t8m45k60k9owHtMQ1wRyugHTDI8a+PKyztdVgQ6U7uktx82NzhR7A0YkavvEcERxOQvUPv22pfjYWxbg3WuG91uAsaAqGcMDn7wAqwOLFAkhkw+KYkJIEaMVn4jKFHvdvt62Z3e046FXDyETsgBq2+E+AMDT29owEFKXJhfaxWMCU2qSAGxnWi58SyW8yII8Z1A4ymyw6hRL5L4pRRSrQjKdiHlOcUi3sG94R0Qkwp8vLn5eOQvcglP2vOfaH/0L7YaXE3b3LeN/kdpUHLdevdz9YYQQQsYjFMWEkCLchXYVDlCooldd9KY2NkjkQIqwVoDmalvotvXnIhbaOVVmQmD9l94GIWxRrDtdwDLikNMN30hnFRlrUEWxK7Y1Lz9sV7L5RWo6oWGwYPj6i4HwiXaxEEfY3u69PUsX17/Qrvz4RJFTLIp/CBnN+AQhhJwIUBQTQopxhE7FnWLf8I7iJgI1XtGXtcVuTi/eTw61aOvLhscnCgY0YUcQhBBIxjRnapyFWEyJT+ime85YwE2Vi8PU+jEZy5BiMx2PIVswfPEJAEjFYxh0atzCnGJ1X58Y9YliKI+91govglH0souQxwsK/kVT7V7jGQ1p7zpGvNCu/H0JIWQ8w4V2hJAiRkvn6BGZYukG53VVFEc7xRlHCLf1RTjFBcMVtYDTEmGYbqZYNkTkCkr9WjA+EeIUD7qxDPv56aQUxX7HNJXQ3Cl4/sVx9kf/tDZlQZ0Id4rjATe5YFhlObR1zuS5oFP8gXPmYfHUWpy70Fu8pgrn4QzJoFNMCJko0CkmhERS6fYJNR6hNlFIsamOU5YOcJgoHnD2P9KbC3WKTSsgJGPCdoqdqXEyPpE3ojPFUqz6nOKCHLusOsWmr6dYbs84TrEqdOUCu6hJcrESTrH6uBzdOqfJrhsLDkoRQuC8RS2+BX9qtrmcZovhONaEEHIiQFFMCCnCFToVzk8YihBWhdpgQYpib4LeUPEJ6Q7353S09+dCz6WK4kRMg26aSvuEdIpNt5Ys6BRLsaqKYnmd0imuSsrscHChneYKd1+jhPMwrFkiuD3KTZaPtTJU8Ryng/dob/g9UpGvt1yT+McfOhMXLW1FMsb/RgghEwO+mxFCxgx/+4Qndj1R7Lm+UhSHxieUscudzgjnIGp8IhHTkNfl2GUN8ZiGmCaK2iee/8KlOG12AwC4Yq9GqWST16I6xYZpIa+bPnc1FY+5wt0ffXAErS9THB6T8MUnQtzkcmILc5qqAAAHe0r3P8vFfOXGIS45aSru/vBZZbnKhBByIkBRTAgpQmrXkIrgYyKqfUKKzf6sKopt1zjcKfaEclemgBZlSIfEV3sWE9BN2xWWwjMV1+z2CTdTrGFGQxWWTa+3P3eEqNrfO6hUvQF2x628Hl98IqG5oli9Drl/VOOEr5LNN8ijeP+y4hOOU9yXLY6YBIkPQ2wTQshEhKKYEFKE7rQ7FEIaIo4F9XiqayzFZl+IU5wr4RR39Odcdxfwoh8JX6ZY8/UUA1IUK06xHN0c949Unt1UhZsuXAiguH0i5QzzGCwYRT3Fnij23mblgBBfpjiini0WMtEO8GIT5YjXafXpkvu41+GocGpiQshkhaKYEFKEFKwFfYwzxY4Qzuum6xDLxW0qqlPcm9VRk4rjgU+ejxvOn486JwOstj7ENVG0SC4Z13wT7dTtgNc+IYTA599+kn2dbk+xkylOSKdYh9rolk7EkAl0GgNAddK+Nn98ovRCu7CGinJiCzFNYFZjFT56wYKS+yZidIoJIZMbVrIRQoqQkYKwLuGRkMnr+L9P7sCA4vD6M8X2Y5kpltEJwB6wEXY8lapEDCtnN2Ll7EY8sOEgAL+QTMY1V9BKsZyKx5z2CdlTHBTFxVlfdyiIc4y0MhnPnynWXLGtLoircZxiNZYSj3CEozLF1U7GuZzxygDwx1suLWu/4NQ7QgiZbFAUE0KKkIJVrU07Fn7+wl784Kmd/nOomWJHsGbyBnTD9GVgw5zi/pyO6qTnxkpxCngCMpjDLYo+yExx0CmW0+N8Y48FEjHhXmci4BQDKIpPqOeWVDsutrp40CeERenHU2qS2NU2UPGhGXL0dcGobGSGEEJOFGgNEEKKkGL4WAXSh/5zHc78xuO+ARiSsPgEYLuxagtFuFNsoMkZ9QwERWixqE3EFKfY+XoqYccngj3F0ikO/jgQ1zRXWMt90z5R7O2bSoS7vzJTrC4eVB1pX1VbxKS7KTWpom2VQFbP6ZVeXUkIIScIFFJ/YIkAACAASURBVMWEkCJkpEA/RlH81LY2tPXl0FiVcLdJ51SPEMUF3USvEp8IzxTraKrxjplSxKkUpIlAJZsUop5THENOVzPFjliWojjQ0RyPCVdYJ2JhothfySYJE8XRTrF3vvp0+C/yptTaPwxUOvpbF3E+QgiZLPBdkBBShO46xZVxDVUBnIpr0POGL1OczRtuG0S+KD7hCcifvbAHezoyRU6xFLKAF2kIVrINBoZpJGN2fCLKKQ4apomY5op3zylWp8B5+6YjnOKaZHF8IhGx0K65prhmDrDjE/YxKhtzqA1x8wkhZDLBd0FCSBFu+8QInOI//39/xMrZjbjtmlOU43nHSSViGMgb/jHPBQPNNUkc7cshr/tFsRo1uPU3m93HjRHxCfnYP+ZZC6lT0zAwoCs9xf5MsRl0ijXhilnpQkdmiuNRmWLpFHuvKWpxXXON9/pUpjidzJ0DpafUDYe6dKL0ToQQMoFhfIIQUoQUsSPJl768txt3PbcbpvJcVQA3OFEKKbgLhh1hqHe25w0T/U58IqYI0SCzGqvcx6ozKx+rmdykL1OsLLQr2O0TQngZ3aGcYilmwzLFsYiFdpovPuE4xbrqFKuusnc+GZMIIrd39IdP8hspdIoJIZMdimJCSBGVWGin5oKlIAWAz1y2FIDdRQwA//jrTQDg5o5Vp7i5Juk6xWZApb57zWz3serMysfxQKWZmykOVLLppuVzc5NDZYoLQ2SKlXdTNc4R98UnYs6xvX19gzmEGp+IEMVOrKLSopiZYkLIZIeimBBShHEM8QlJuyLaegdtgfyD952Ba06bCU3Yx173Zifue+UAzprfjGtPnwXAEcU5Ham4hrpU3HWK2/vtuMD5i6fgN39zHuqVX/f74hOO8FSdYr8b6y2oyxUM35Q7YOj4hJc/Lo5PiAin2LfQLsSNVR1adV91caLK3Cn26OZFU2tCvz5SKIoJIZMdvgsSQoqQYlg/hoV2u9r63cdyfPN5i1sA2CI1r5v4xYv70FCVwN0fPgsv7u50z92XLaAunUAqEXMjCwe6BwEAH7lgAU6f2+RzolVn1nOK/QvtJGqmWLZPBAd9AH43V15z0TGU86oNab6FdopYrlbEsrdvuICOx8I9i1mNVfifT16AJdNqQ78+UsJq8wghZDLBd0FCSBF6BeITrx7ocR/LCXVSnCadponebAEzG6tQlYy5YlTGJ+rTcXfABgAc7M4CAGY6WeJkTM0RqwvtinuKw6bGJWN2JZthWj5BO1Sm2D2eHImsCbc1Q40+VCVjRfsC3kK7KNRrHooVsxvK2m84JCJEOCGETBb4LkjIJOXRzYfxgR+94BuiIfHiEyN3ilVR3OtkhNUu4LxhomCYSMb8C9xyTiVbrRTFjlN8qMd2imc0hIniYoEcD/QUS/xOsV0Np+47VE+xd4zi86miuC7lRR/URolkCeFZ7uhmQgghlYeimJBJSCav4+afvoQ/vNGOrkzxgq2C2z4xPKdYFdivH+x1H8uFc9IpTsQ0FHRbFEvBKgVjQZfxiTjSiZjrFA/k7I8yg6u2OqhOsdtTLMLjE2r7RMGwkNfNQKbYfn4wU5zQioW1ej5Vz9Yq+Vz1OkSE6A17TYDX1EEIIWT0YXyCkEnIK3u73cedA3m01PoHRYx0eIcatzja5/Xo9g4WENeEKwqT0inWLU8Uy/iE4xRPrUvDgoUBp7kibxiIaSI0YhBWyabid4o1Zz9bzA7kDX/+OG4/DmaKfU6xGolIFjvFUYvnoqhLx9Gf04uc4j/ecukxTxUkhBBSHhTFhExCckpPbudAsVM80uEd+Yj9+7KFot7gvG4iZ5hoSCbcbYCdKe7P2fGJqXUpPL7lKAZyOgqGFRk/UMcqS7GrutzxEKdY1qP1Z/XAqGX7cVH7RIiwBrwFaqr2VZsc1HMDwI8/tMaNgEikiI4F9mV3MCGEjB2MTxAyCckrU+K6wkSxMlhjOES1VfRmdV/8IBHTUDBMFPTiTLFcaFeXjuPshVNgmBZe3tuFvG66+wRJKe5wSopi5VrCFslVOYM0erMFn1Ms3eyi9gmtfKdYbaUIOsWXLpuGk2fU+7ZJEX28M8X1rGUjhExi+A5IyCQkrwjGzpBMscwGD7eSLSiim6oT6MoU0Jct+Dp9ZfuEmimWH7MFA/05HXXpBFbPa0JME3hhVydyQ4jisEyxOo0vLFMsneLewUJggIbzIKBPwxbrAZ6bKyKyw+UIXTliebgZ7krz3BfeyrgGIWTSQlFMyCSkUMIplgvthusUB/dvrUuhK1NAtmD6hm0k43Z8wrfQzhG8XRm7vq0uFUdtKo45TVXY3TGAVDwWGZ/wTbRzXGP1WsIErRyk0ZvV0VztTY+bP6UGN5w/H+87e57vHNIdjinZaPU4UdHhcjPFgLcg8XjBuAYhZDLD+AQhkxA1+9s5UCj6+sgX2vn3b63zFvCpwjQp4xOG5YphGTnodpxrmdWtScUxmDeQN6KdYtUJlgJZdbnjseI4g3SK+7IBp1gT+Oo7T8Hiqf7hGPL6gyK3NlUcn1AJZorDGC+imBBCJjMUxYRMQqSLWpOMoXMgV/R1GT0Y7q/zg06x2mrhW2jntE/kQ+IT3c5I6BpHbFYnY8jkDeR1I9IpDhuxrF57MqRjuNrJFGcLZlnCVTrMiYAorkmWcIrLiE+8a/VsAMDZC5pL7ksIIWR0oCieoDyw8SDa+4vFDqkcD2w8iGVffsTX5FAp7t9wAB2j+PcnF9pNa0ijMxPmFMv4hFU0xGIopCiWzmd9OuE6wHFfF7AXn0gqsYSYJtDtXI/MBlcn48jk9SEX2qnI+ISaKQ6baFeTCh+vHEU8wimWC+0QIX7LOfbqec3YfcfVWDKtruS+hBBCRgeK4glI10Aen7rnFXzkrheP96VMaL7zu23IFkzs6xys6HF7MgV8+t4N+O2GgxU5nmVZ+Le1O7CvM+NukzGHaXXpIqf4N6/sd3O9gF9clkIet8nJ6Nam4+7IYzU+kXAGZxR0syhWEYxPuE7xEPEJFbmPPz6hOsWyfSJWtG0o1MEjKrLFIlcI/+FIFeSEEELGL3y3noAYjrO3r6uyYo34kXnZo73Zih63L2cL0myEyBoubf05fPuxbXj/j15wt0mneG5zNfZ3Dfrc4M/8YqPv+Wp9Wymkw9xU44jiVNx1fIPi13aKLSQUoZuMa258QopW2yk2bKe4xJhkwBOhapQjGZopHt6ADXncKKd4MOLvi5qYEEJODPh2PQGRdVrGMBw+MnykKD7QXdkfPgadCW65YYjRoeh3Fm/t6VCdYhOaAE6aXofuTAEdIQ0UdY5TGyX2AMAMfI/JBXzN1XbTRJ3iFAczxTndnykGbOEs4xNStNpOsY68sihPcvt1p+Kmixb6tklH1xefCOspTqhOcem3Qjnprsgpdo6Tyfvvk9TO5QhuQgghxx+K4gmIdMgoikeXKTW2KD7YXVmnWIqr4Ti0Q9Eb0mhQcKIIsmFhx9F+AP7vmVonFzyYN4riFwBw1x/fxMIvPoz+nHd8Nz6hOMVS3KrDO5IxgcG87j6WpOIaehynWDqw1akYBqRTHBDF7z9nHr5w5cm+bXKhnTqIIqynWNOEe45yhGsiwimWon8wIIo/eN5859x8myWEkBMBvltPQKQwoSgeGw50Z0rvNAwGHLFYKVHcl/XywaoLnYhpWDLNFsVvOKJYFbhyzPH+rkF8+7FteO8Pn/cd9/6Ndub5pT1d7jYZn5iiiOLqCKd4wLkWX6xCEb3yeTXJOPK6icG8XlameE5zNf7XtafgB+9f7W6b1eiNVVZdYdlAUU6mWF5/cF/pFAcd9S9fvRxb/tcVFMWEEHKCwHfrCYjrFA+jNYAMHylaK+0US+GaN4bOFEtHtRS9g57QXb+nE4DjFMc0TK9PozYVx44jfQD8Aloev8tZ+Hawx/86V85qAACse7MDgC2IC8FMcdoTxVHiN5g1lqgL7QC7qq2cTDEA/PW58zGtPu1+vqjV6xxWnV7ZQFGOUyyvo64qEbo9k/c78pomfIv5CCGEjG8oiicgUqwF856kskgBeKinspliGZ/IFaKd4j/uaMdpX/sdntvRXvJ4UuhqAvjybze74jUZ1yCEwLLpdXjtYC8Av1Ocdc7fqeSN1QV5miMk125twwMbD2LxrY9g+xHbcb5wSSs+/dYlWD2vyZ34pkYYgk0U3mN7HyG8YR7Sze3OlC+Kg2hacfuEeuxyeorfvXoOvnf9Kvznh870bXfjE0P8fRFCCBn/UBRPQOQCIzrFo0vOEcUDucr2FHtOcbTI2rCvGwDwzBvliGJb6H7tmlOwuyOD1w/1Iq9UoZ02pxGbD/agYJi+iWoXLG4B4B8D/aH/fNGN5ciFgK8f6sWn7nkFALDlkC2ua1NxfOaypUjFY+7kODW2oDrFaqZYit6aZNwdyFGtuK3lxCeiOG1Oo30dMVUUS6e49HGbapK4dtUsNNckfdu9TDGn0RFCyIkMRfEERDqY1MSjS8ERhQNliCHTtPDYa4fLGoRRTqa41nFf+3P+CIUeIqR7swVoArj8lOkAgOd3dthVaI44PG1OI7IFE9uP9Lmu8o8+uAZfvMpewKY2Uzy9vQ3P7bSFeK5gYmZDGpctn4YGJ1IgXeVEPCS3GyJ+gfBYhRo7qJQo/tlHz8Z/f/xcpOLF/cTlZIqjmD+lBjMa0rjlymUjPgYhhJDjD0XxBKRQoQVaJxId/Tl8+K4XR32Kn2VZrlMqndxM3igpdn/2wh7c9JOX8N8vHyh5jnLaJ2QcoD+r4/WDvTjck8VvXzmAxbc+gjecfLCkL6ujNhXHtPo0FrbW4PldHc4gDFscnjbbzga/ur/HdYrnt9S4wltmin/+0bNRl47jPuc1ZHUD6WQM/99fr8Ezf38JALsTGfBHJWRut5xMccJ1ij3hKrPFwecNl9pUHKvn+ccoz3QW4C1qrRnxcdOJGJ7/wltx6bJpIz4GIYSQ4w9F8QRkqF+7T1TuWbcXT249ih89++aonucbD23BB5whGGr13d7OzJBtH3udOrNyRHs58YmMk/19/VAvrvrXP+BT97ziRipu/c1mAF6mvHewgHrHyV0xqwE72/p945XlgrSOgbxb31aX8vqFpfvbUJ3AX5wxG/dvOICX9nQhVzCRdoR1XToOIYC2PkcUhzQ8qEQ5xSnXKfaeo7rGI80UR3Hr1SfjkU+/BZ+8dElFj0sIIeTEg6J4AqKOt50sSDdRDqrozRZGZaHh3s6Mm5tVndyLvv0Ubv3Nq5HPkzV55fyaXsYnhhreMeCIYrmwLVPQ3ZjBtiN9eOf/fRbLvvwoth7uRW9WR13aFsVN1Ul0DxR8meJUXIMmbDEu719dOlEkiquTcXzu8qVoqk7iv57fjZxuIJWwj6FpAg1VCddpToRUq6n3y5cpjnv3RIphn1OcrIxTHEZLbQonz6iv6DEJIYScmFAUT0AKk9AplumFgZyOwbyBlbf9Dnc8urXi58npJroyBRQMsyjecO+L+yKfp5v2vuV01g6WEZ/oDyzua6hKuCK6Z7CAVw/0IG+YeHDjIfRmC+4gi8bqBPpyOjJ5w70WIQRqknEM5HX0ZQuIawLphOb278qFdlWJGOrSCSxqrcXhnqzPKQaARqWqTBX/UtSqIj8sMgEAZ8y1F8OpOebqUXSKCSGEEAn/h5mATMb4hOzU7c0W0OcsPrvzmV0VP48Uqh39eeRDHPlsYICDdKsLuv2xnD7ccjLFwU7cgZyBnF7cgvH4liPoCzjFgB3jUF3XqmQMg3nD2ddufohpAsm4hs6MJ4oBoLU+hba+nM8pBoCGaq+VQRW61U6mWP1hzd8+4T2+cGkrAODN9gHv+RVaaEcIIYQMBf+HmYBMxviEFMWHerJF43YriRSe7f055HXDJ9gAYNP+Hvfx/2w8iIVffBjbDveh4DjF5bj4UvAO9cON7BNOxTW8ZUkLBvOG2yssuXrlDGw93IeD3YOor/KcYgA42pfzCdeaVBwDeQN92YIroAFbCMvjppP2/q21KRztyyEb4RTHNOEfkOE4xVGiWI1aLGyxF7xdfFKru61JEdsUxYQQQkYL/g8zASklvD77iw341yfeGKOrGRukKD7QPVjx3mAVKVTb+nMoGJYvMgAAuzsG8PzODmw73IeX99rjj79w3yb3B5WgcA1DdYq/ev9mXPP9Z4v2GcjpWDGrAdtuvxIttSlkCnpRBvl0p5e3Z7CA1toUAKDREZh53fRneRMxZHI6+nO62zohtwP24A/p6E6tT6E/p6Mrk/c5xVJwF41BDskUq+dQnWIhBF697XLc+YE17jZ18AbjE4QQQkaL4mXh5IRHFcW6YSIeEBL3vWJXan3qrRNnxb0Uxd2Zgm8CW+dAvmjYwrEgp8y19eWQ10001yR944/3dWbwD7/eBMBzO/d0ZNyGh2C8IgxVFN/9/B4AdgxDFYcDecOtOpPRh1zBQCIm3EV9i6Z6o42n1Nr3oKnaE/H+kcoxZPIGDMtCXdp7W5BOeFUi5g7TmFpnv5ajfTm3LQLwnOKgcE07wlp1vqcrI5iDOWvVqZa01KaKIh+EEEJIJeH/MBMQNes6VIPBRKI74wnhw72eSN3V1l/R80hh196fQ94wXXcUsJ1SWb0GAE9tawNg9/zKVoZsSO43SFgl26HeLO57eT/W3P44CoaJgZzuxhJqkjEnU2xiltO7C8B1hwFgSo3jFFdF5H6TcWTyui9/DHiCVq1Fa61LFX0d8DLFWsApliJZdYqn+URx6Zx1iyPqKYoJIYSMFvwfZgKiTjXb25nBjqPeMAd1yMRQC7lONKRTDABHFFEse3OPBcO08Mmfv4yN+7rde9bel0dB94vik6fXY7eyQExiWsD+Llss58qIT7iVbIqrvKutH5/95Ua09+fQM1iwRbETQahKxjFYMDBYMFwXF/DcYfVxY413vcHatIyTKa4PcYpV8TtVEcWqUzy7yRbk6t8F4AnZfFSmuIxIhBTimhj55DlCCCFkKCiKJyBqfOK2B17DjT95yf1czbQe7B4c0+saLe5dtxc72wZcl1QVxe1KlGKk7O3M4MFNh/CJn7/sOu/t/TnkDNPN6ALA/JZqvHawN/QYuztsUVzOIkC5z6BPFHtiuy+rO/EJW7xK4dqTKSCtOLrSHQbs+AFgD+WQi+CSRU6x1z4hqVLiE5KpEU7xmfP90+Lc/evt/f/ijNmhXy/H/ZWud1cF/j4JIYSQMCiKJyBqfGJPRwaHuj2RKOvKAGBfVwZjwe72gYo4tlHccp89NEO6iYeVjG9HBcY+S+ezJhl3neK2vhwKhokGZaHd7KZq6CUGhpQTn5CZYvVQO5UYSK90ih3BKj92ZvJIxTX8x1+vwYN/ewGScc11faVTLITwsr8Bp3gg7yy0U0RxWHyiqTrpLqZTneL5U6pDX099OoHtt1+Jv7l4UejXy3GKrzh1OgBg4TGMYyaEEEKGgqJ4AqLGJw73ZjFYMNwJaGozg5p/HU0u/t9P4cxvPF72/nc/txtPbDky7PPIBXXSKdaE3Sccxi/X78NRxVEeinZH0FclY24l25HeLCzLP3lNzckGr0lSaqGdaVoYLBhFi9XU3t7uwQIyilMsp8B1O6L4bcun4dRZDQA8h1i9jhmN9nWqWd7qVAzdmQIM0/Jlimc0yH2969E04R5XdYqFEFjYUuMTypJkXHMX6gUpJ1N8+SnT8cqXL8OaCDeaEEIIOVYoiicgYZVsUhzKMb6AnYsdDX749E48uvnwiJ//1Qdew0fuXl/2/qm4hpNn1OOLV50MADjSa4vYOc3V6BgodoplQ8Sn791Q1vHbHLc5ndDcZocDTvREFYtqrEAyp6nK93lUJZtumPj1S/vdPLGaVQaADXu73ceHe+xz1wbiEwXD8olUwHaI69JxpJQ+4RWz7Kq2mKY4xQnPHVbjE6vnNQGwf+OgIl35oAB+9O8uxMavXh76GoPcdNFC5xixEnvaNFWwRYQQQggJQlF8AtGbLZTeCXCFm4oUdnLoA2C3IlQay7LwzUe24uafvlT0taBL+sirh3D+HU+GTmKTtPfnsKejePGaxDAt5HQTV5wy3V3odbg3i7gmML0+jfYQp3jHUTuKcLRvaKdYLpqT0Y+YEhmQ2WI1giCzs4BXfTarSBSHv9bndnbg87/aiLVOY4Uqihe21qBP+XuTDn+Ds486QCQoUmc2VvkaKQDg1Fn1AID9ym8KZL0b4K9Ek85seyCGIn8ASAVEeDKuFQnzKG65Yhm2334lGyUIIYSMC/i/0QnCC7s6sPK23+Hp7W0l9w2bhNYeIoqDLQGVIChC1baLnYF6tFf2deNA96Avb2wEMrlv+dZaXPTtpyLPJ6e/VSdjSMU1N3ZQlYyhpS5VJOYAYNsRu42jJuWv6Vb33bCvGxf/76fwwq4O9/r6neiJKjKTcQ1fv/YU3HXDmb4KtJnOPuqQiiVTa4tE8UBOR8Ew3XPvdX4AUKvTFrfW+p4jXdtmZ5FfddI7R9B1vfWqk/H/3neGb9tKxynuVX5roGaGVadYvtbTnEEgEvkDQFhUolyEEBTEhBBCxg0c3nGCIMcHr916FBctbR1yX90wMbXOHsUrkfEJmS2uTcV93b6VIih81bjAtsN9WD6jHpZl51Llgrj2/jxmN9mLtNR4B+BvYAhDLkqrTtnDJerScXQM5FGdjKGlJhmaKd5+2BbFfcq5ntx6BB++az1+/tGzcd7iFteN/cMb7a4ols0Hs5qqsMtxkRMxDe85ew4AOw8smdFQhdcO9qI6Gce1q2aitTaFvZ0Z7OnI4EfPvolHNx/CzMYq3L/hIM6a34zLT5kGANjXaUcjVKd4brN/AZsUxTJO4HOKE36RObU+jamB13/qrHp89Z3L8fZTprvbahRhXRf4YWH9l97ma58AvDaIcqMPhBBCyHiHNs0JQrXz6+1yIhRh2dKgUzy7qQpdGftYP39hb1kOdDmo1WGA17kL2LVkdzy6FWd/8wkc6hn0RLEi3tXXp7qqUbEDKfKlMKyvkpGCOKbUptAzWMC/P73T9xzpFB/oHnSd7Ked2MKrB+wfPqQA/tOuDjd64opixSlWnVJ1aMU0x0mtTsbwvetPx5fesRxVyRiyuoHvP/kGXtzdhfs3HAQAbDnU60ZZ9nfbgleK4ta6lCt+kzENjdUJ7Hbc5CkhojhdhkgVQuCG8xe4bjYQdIr9eeaW2lSRq97qLCpMJ/gWQgghZGLA/9FOEGR3bV/ASQ0jb5iIB1b0h4liGZ/44m9exQd/vG7E15bTDcy/5SH8av0+d4Kc/LV4Rmm7ONA1iIc2HUJbXw7f+d12d/KcGltQIx3quOZN+3twwbeexN7Agi/XKXacTvmr/6pEDFevnIHlM+pxxyNbsdkRuwCwv8t2Y/O66cY9BpzjyEq1DufcG/d3u5lmmetVRXFUnZh0UIOCtb0vh65MAZ+4ZBG+ds0puOmihejL6TjcY98D6RTXO8J0YUuNK/RjmkB9OuF+D3hOsRKfGKFIVdsp1PhEFG6mmE4xIYSQCQJF8QmCFIvlRB4KuolkTHN/5V2ViLk1ZQM5HZoApjek0Z3Jl6wIKwcpXr/16Fa3lSGvm8gWDJ9TfKA74y5WO9ybdUVxhyJ+VadYFcV/3NGO/V2DWL+n03duKYrlr/+lmKxOxrCotRb33nQO6tJx3PXcbmd/HT2DBZwxt9G5Jvt6DzhCWQ406XRaKwqGVZSTnqPEGYLVaRJpGseVr6cTmiu+T53ZgA+eNx/zp9i9u284Uwdld3S38/e9sLXW7RWOxwTqq+zXaQtk+7HaKzzSjO/quU3u43JE8XmLpuBD583HqkDWmBBCCDlRoSg+Qeh2og4Hu4duTLAsCwXDRCKm4QPnzgMArJjd4LqjfVl7PHBTdRI9gwV3/PCxIHPAumm51wnYQyakq9lYncD+rkEcciITu9oGfIMwvOcolXGKgywjA8ExynKhnfz1vxymIR3T+nQCy2fUY29HBo+8egjLv/IYAGCF0+Mrxe8bTiPFG0f68ZX7N+Onf9qL6fVpV9y+ZUmLe866dNw9TyIgQh/45Pn4zw+d6UYplHWGvkiLFNbScd3q5Jzl/teumompdSl87C0L3CiFdIoBe4CG7P1VF/OV2/wQRNMEnvn7S/D1604tik+EUZdO4LZrTvHFLgghhJATGYricYBlWfjmw1uwzRFGYUin+FDP4JAVZjf/9CWs3daGeEzgliuWYcNXLsOy6XXY5ywcG8jpqE3Zos60gNcPRZ+zFLLSTLq7hmH54g+f+9VGvOeHzwMAlk6tw/6uQVcIH1BGTKvit09xitV9pBjeVSSKHafYyVxftWIGAOCPOzrcfWY1VuFA9yC++sBr7raTZ9i1ZN2ZArYf6XOvYd3uTvzX83sA2AvcVsxqQHUy5vb1AnZkQI4slq9HsnJ2Iy5ZNhVyToUFTxWr9WVznelvsu83eJyl0+qw7ta3OU6xHW2IK6K4ucYvXKVrfCxtEHOnVOMD58wb8fMJIYSQExmK4nFA50AeP3xm15ADL6TYNC3gJ8/vcRd9qZimhcdesyfBaUJA0wQaq5OY01SN3qwdG3jjaD9mNlah0anzek3J2oYN/Yjixd2dOOsbT+ChTYfcazMsWxRL9/MPb7S7+y+Z5tWKzWzwJr+l4ppPFKs1YW8c8Zos5ES33YHOYnehnTN84qoV03HW/Gbc6gzyAOwJbod7sz4XdZkiir/zu+2oS8Vx5vwmqDTVJPDpty3BF6862TfOORnXcMuVy/BPf7YCl5wU3gSiiWKnuFE5hhS3U+uKp+AB/oVvDUqm+KwFdm9wcGz2dOeeMuNLCCGEjAyK4jHENC2fEyqRLRBD9QZ3DxZw/uIpSCc03P7QFnz5/s1F+7x+qNd9LJsdAGBOs70wbPOBHmza340LFre4wyVeO+g9RzYgfPynL+GfHt7iO/aB7kGfaJYL1374VoPTWgAAFDlJREFUzE438qCbtiieN8VfIQYAJ02vcx9Ll1Y+9scn7HvQVJ3Ahn3eFDcplne3Z3zdx7KyTbZzCCHwy5vPxccuXOjuM7OxCoZpoUMR30um1kIIO6O9fk8nrlwxHWc6gypudJ6b001cumwa3n/OPF/7QiquIRnX8Fdnz/VlhlVkpEF1bt9z5hz85Vlz8clLFrvbptR6C9ziSntFtSLgGx1X+M9On41rV80EUPy9IkdMBxdYEkIIIaQ8KIrHkO+v3YEVt/2uaLGc/HxnWz9+tX6f72v3bziAO5/Zid7BApprUrj9uhUAgFeUsb+A3U5xmxIPUKMHsgP43hf3wbSAC5e2uJnWZ3d4bm7nQB77uzJ4ZPNh3PnMLmx0RGl/Tsf5dzyJr9zvHV+2JGw+0IODPd7iuv6cjrnNNUWv/ZKTvLZcKYo1AZwxtwn7ugbdjt/ebAF1qTiWTa/3iWJJf05He38eP3hqJ/Z2ZDCQ8y+0C0NWj8lFboA9uKOhKoG2/jza+/OY3lCFT79tCZ76/MW4bLndGSzHRQePX87AiY9csACfunQx3q/EEWpTcXzzz1fg828/yd2mtldcrLjOqtiuTyew4SuX4R/efhKm1Kbw7XetxL03nus7nxTFnSG/QSCEEEJIaTi8YwyR8YgdR/vd8bmA5xQ/vb0NT29vwwVLWpDXTVz+f55xxwk31yTRUBXHu1bPxusHe3HPur2wLMtdbLV221Gs39OFL119Mm5/yO/yyvzq/2w8iLp0HKfNbnTbC3qzOpZOq8X2I/3Y3zmI//rTHvd5D246iNPmNLoO60ObDuKbf26L8l3tdrTBtICX9/jF64IW+3xLpta6C9iaa5J48nMX4fEtR1wB11qXwpJptcjrJg72DGJ2UzWO9uZQX5XAkmm1eH6XnQvWhH0eyXM72/GtR7e6TRpCDN2Xq1ao1abiOGehfe8bqxLY6VzftPoUUvEY5rfUuFVn1zmuLOAfg1xObjediOGzl59Ucj8A+McrlsGChT87fRYe3/Jk6D4y7gIA714zp+jr15w2E79+ab/PhSeEEEJI+dApHkNmOLnPHUf9U9+CznF7Xx6bD/S6gljuI7OlC1qqMVgwfBPrNu7rRlJpnFCpTydwulNBdv6iFsRjGoQQWOiMD/7QeQsAAJ++9xU8s70NZy9oxqo5jdjoTNGTlWS66R/ZfMpMW4C9vLfLd75ZTVW498Zz8JtPnO9uq0rEsLC1FjdeuMgVeNPr01jQYrvKa7e14dHNh/HQq4dw4dJWLJnqZZCXTqtzXof9M9zarUcBAG92DGAgb6A6EXN/OAhDFcU/eP8Z+I8PngkAaKhOYrtThaZmexuqEtj69SvcGAUA9zqB8pzi4fDxixfhby5ejBkNVaV3juDCpa3Y+vUrWJFGCCGEjBCK4jFEitrtR4Ki2J8PPdQziENOJOHTb10CwHZKmxwxOd8RaG+2D7j52o37u3HyzHqk4jF87/pV+OVN/l+vn7NwCgC7nk3yf967Cp+7bKkbFxjIG/irs+fi3hvPwWmzG7D5QI8viyszxYN5A/u7BnHJSVORiImiX9k3VCVwzsIpvqowddqbXHA2vSGNhc5r+fJvN+Pmn76Euc3V+No1p+A0RdwtdgTyshn1iGsCT0pR3DaATN5AdWroX3jUpOJ48nMX4V/efRrOW+RVqzVWJdx7LxcHStIBoa2OWh7NxWxLp9W6Xc7DZaR1bIQQQghhfGJMkRPR5KAGSVfAKT7Sm8XhniyqEjEsUhxT6STKgQ/ffGQregcLuOdj5+DV/T1412q7JuzaVbOKzn3zhYvQn9Xx/rM9J3lBSw3+9q1LYFkWbjh/Ptr78/jsZUshhMDK2Y24+/k92NnW7w7XKBi2AH9lXxcsCzhjXiMWtNQUifyGqiSGoklxilsDYvTaVTORjGtYObsR333vKjy9vQ2Lp9biwU2HkIprmNNc7TZRvNk+gAWtNb6pcVEsbK11nXGJ7P8FgKn1qeBTfKgCudJOscqDf/sWmGplBSGEEELGBIriMUQ2K2w51OvLA3cFnOLDvVkc6s1iRkMaLUo7wawmWxTPaqzCwtYadyHcJ3/+MgbyBpbPjM6TNlQn8PXrTg39mhACX33nKb5tMpu6/Uifr7VBN0y8sKsTmgDWzG/G0ml12H6kH801SdcxVuvLwmiuTSKuCcxproYQAjdeuBCpuIY9HRn89bnz3f2uO30Wrjt9Fu57eT8A26Fe0FLjiuLBgoE/bG/zdQgPB+lYCwG01A4tigHg+391Ov796Z0+B7zSjKbgJoQQQkg0FMVjiKwVa+/PY3/XoNsAEcwUH+7J4XBPFtMb0j6xNrPRzr1qmsD3//IM3PbAa0jEhTuoYvFUvxN6LMgM7a62AZ+T3d6fx/O7OrB8Zj3q0wn8xerZeHDTIV+EQhXFD3/qLb4eYsBe7Pbrj5+HpU538ReVTuEw5MK8gbyBz1y2FE9uPYq6VBx9OR29WR0rZ48sR9vgONYNVQlfC0QU71g5E+9YObPkfoQQQgg58aAtVQFM08IX7tuEl/Z0Drlf72ABy5y+XnVxWjA+sXbbUbx2sKdIFLfUeI+Xz6zHL28+1xeVWNhSOVFclYxhVmMVdrX1uwvtAOC3Gw5g3ZuduHz5dADAxUtb0VKbwk0XLcRv/uY8vGv1bEyp8dzt5TPrceHS4gEXq+Y0onqIGjUVmffN5HWcv7gFv//MhXjsMxe6Xz9tTkPUU4fknIXNWNBSg3dS6BJCCCGTHjrFFeDNjgHcs24f7lm3D1u/fgXSiRgGcjq+98QbWNxai3evmQ0hBPqyBVyyrBV7OzP4065OFAwLV62YXrRQTX7eWpvyTUHTQhZgrZjlCcKmmqGzvMNlQUsNfrvhIAA7spHTTdzxyFZMqUnihvPnA7CjFy/e+lY3CnL63JFFGYZimtPaceWp9gjnJU4bxYVLW/HM9rYRO8XnLWrB2s9fXJFrJIQQQsiJDUVxBXhdmQq3dutRXLliBh7cdBB3PrMLgN0WsWZeE/pyOpqrkzh34RTcs24v7lm3Fz97YQ+2H+lHVSKGwYKBK0+djrMWNGPdm524euWMUCGsUsnIRJBgy9kPP7Aa96zbi5suXIi6dELZb3SnqMnhFeo5AeDf338GthzqLSsPTAghhBAyFBTFAfZ1ZvBfz+/GrMYqvO+ceYgJUVKYylHJiZjAC2924soVM/D4lqNorknCMC18f+0OfPe9q2BZQH1VAtedPgtPOLVicjLdTz96Nr5y/2Z8+R3LMbOxCjecv8A9/ofOmx86Otk+p4YPn78Ai6YWT5E7Vt575hw8u6Mdt1yxDGfMa8Jq58/xQB1eIalOxrF6XnPI3oQQQgghw2NSi+LebAFvtg24nbimaeHGn7yEN470QTct/Oql/dh2uA9XrZiBTF7H+86Zh0tOmoqBnI5ETMOrB7qx7XA/XjvYg+Uz6tFck8Rdz+3GGfOa8Owb7Xj3mtmY21yN2x/aghv+cx0AoC4dx2XLp2HVnEbcfNEivH6wBwN5A6vnNeGhT70l9Dpvu+aU0O2Sr7xzeWVvjMM7Vs7E1StmjLoTTAghhBByvJm0oviVvV348F0voitTwA8/sBozG6rwpfs3Y8uhXnzv+lX4n42H8PiWIwCABzbaudrXDvbaAy9+uRH9OR09g16V2kcuWIDmmiSe3dGOT93zCgDgr8+dj8VTa5HTTXz7sW0AgLp0AulEDL91pr1dcer0sXzZw4aCmBBCCCGTgVERxUKIKwB8D0AMwH9YlnXHaJznWJjVVIX5LTXo2tuNm37yEgC7q/ZTly7GO1fOxIyGKqzddhQ/+uAa/NvaHUjFY1i3uxPX3/knAPbI4b972xIc7slif9cgPn/5SQCA0+c2YvvhPiyaWuvmfW++aBHWbj2K9Xu6ioZVEEIIIYSQ44+wKjw9SwgRA7AdwGUA9gN4EcBfWpb1etRz1qxZY61fv76i11EuHf05PLz5MEzTwtUrZ/gWbfVlC6hLJ9xBGx39OTy7ox31VQlcctLUYZ3HNC1sOtCDlbMaSmaUCSGEEELI6CCEeMmyrDXB7aPhFJ8FYIdlWbucE98L4FoAkaL4eDKlNoUPnDMv9Guy7UBGCKbUpkJHKJeDpgmsmjOy6jBCCCGEEDK6jMbwjlkA9imf73e2+RBC3CiEWC+EWN/W1jYKl0EIIYQQQkh5HLeJdpZl3WlZ1hrLsta0thZPPCOEEEIIIWSsGA1RfADAHOXz2c42QgghhBBCxiWjIYpfBLBECLFACJEEcD2AB0bhPIQQQgghhFSEii+0syxLF0J8EsBjsCvZfmxZ1muVPg8hhBBCCCGVYlR6ii3LehjAw6NxbEIIIYQQQirNcVtoRwghhBBCyHiBopgQQgghhEx6KIoJIYQQQsikh6KYEEIIIYRMeiiKCSGEEELIpIeimBBCCCGETHooigkhhBBCyKSHopgQQgghhEx6KIoJIYQQQsikh6KYEEIIIYRMeiiKCSGEEELIpIeimBBCCCGETHooigkhhBBCyKSHopgQQgghhEx6KIoJIYQQQsikh6KYEEIIIYRMeiiKCSGEEELIpIeimBBCCCGETHooigkhhBBCyKSHopgQQgghhEx6KIoJIYQQQsikh6KYEEIIIYRMeiiKCSGEEELIpIeimBBCCCGETHooigkhhBBCyKSHopgQQgghhEx6KIoJIYQQQsikh6KYEEIIIYRMeiiKCSGEEELIpEdYlnW8rwFCiDYAe473dYwhLQDaj/dFnADwPg0N78/Q8P6UB+9TefA+DQ3vz9Dw/pTHWN2neZZltQY3jgtRPNkQQqy3LGvN8b6O8Q7v09Dw/gwN70958D6VB+/T0PD+DA3vT3kc7/vE+AQhhBBCCJn0UBQTQgghhJBJD0Xx8eHO430BJwi8T0PD+zM0vD/lwftUHrxPQ8P7MzS8P+VxXO8TM8WEEEIIIWTSQ6eYEEIIIYRMeiiKCSGEEELIpIeiuAyEEHOEEGuFEK8LIV4TQnza2d4shPi9EOIN52OTs32ZEOJ5IUROCPH5UseJOOePhRBHhRCbA9tDzzkeqOB9Sgsh1gkhNjrH+doQ5/ygc9w3hBAfVLZ/QwixTwjRP5qveTiMp/ujfP2B4PfY8WK83B8hRJ0QYoPyp10I8d3Rfv3lcpzu06NCiG4hxIOB7QuEEC8IIXYIIX4hhEiO1useLpW6T8rxYkKIV4L3ILDPpHs/Uo434vujfH3CvR8pxxvR/Zks70fK8cq5T6P3fmRZFv+U+ANgBoAznMd1ALYDWA7gnwHc4my/BcC3nMdTAZwJ4BsAPl/qOBHnvBDAGQA2B7aHnnM8/KngfRIAap3HCQAvADgn5HzNAHY5H5ucx03O185xrqf/eN+X8Xh/nK//OYCfB7/HeH+K9nsJwIXH+/4cr/vkfP2tAN4J4MHA9l8CuN55/O8APn6870+l75NyvM86/14ejDjfpHw/qsT9cb4+Id+PKnV/lP0m5PtRuffJ2WfU3o/oFJeBZVmHLMt62XncB2ALgFkArgVwt7Pb3QCuc/Y5alnWiwAKZR4n7JzPAOgM+VLoOccDFbxPlmVZ0lFJOH/CVoS+HcDvLcvqtCyrC8DvAVzhHONPlmUdquTrO1bG0/0RQtTCfvO5vXKv8NgYT/dHIoRYCvtN/A/H/gorw3G4T7As6wkAfeo2IYQAcCmAXwfPOR6o1H0CACHEbABXA/iPIU45Kd+PgGO/PxP5/Qg49vujHGfCvh8BZd+nUX0/oigeJkKI+QBOh+2qTFPe6A4DmDbC4wyHEZ9zLDnW++T8CmUDgKOw3yjC7tMsAPuUz/cj4oeM8cY4uD9fB/AvADIjuf7RZhzcH8n1AH5hOdbDeGOM7lMUUwB0W5alO5+P239/FXjf/i6AfwBgDrHPpH0/wrHfnwn9foTKff9M6PcjlHefoqjI+xFF8TBwfpr9bwB/Z1lWr/o155u0rG/UoY4zHIZzzrGkEvfJsizDsqxVAGYDOEsIceqoXOxx4HjfHyHEKgCLLMv6zfCufGw43vcnwPUA7hnhc0eVcXafxi3Hep+EEO8AcNSyrJdG7yqPH8f7/kz096MKf/9M2Pej8fLvjKK4TIQQCdh/4T+zLOs+Z/MRIcQM5+szYLstwz6OE1SXIfqbSxxi2OccSyp1nySWZXUDWAvgCiHE2cp9ugbAAQBzlN1nO9vGLePk/pwLYI0QYjeAZwEsFUI8dWyvrDKMk/sjr+U0APHj/SYdxhjfpyg6ADQKIeLO5+Pu31+F7tP5AK5x/r3cC+BSIcRP+X7kcqz3Z6K/H1Xk+2cSvB+Ve5+iqMj7EUVxGThZlR8B2GJZ1neULz0AQK6g/SCA+0dyHMuy9lmWtcr58+8lLmdY5xxLKnifWoUQjc7jKgCXAdhqWdYLyn16AMBjAC4XQjQJe2Xr5c62ccl4uT+WZf3AsqyZlmXNB3ABgO2WZV1cuVc6MsbL/VEO9ZcYh67McbhPoTjuz1oA7yr3nGNJpe6TZVlfsCxrtvPv5XoAT1qW9X6+H9kc6/2Z6O9HFfz+mdDvR8O4T1HPr8z7kTUOVi+O9z+w/6FaADYB2OD8uQp2huUJAG8AeBxAs7P/dNh5ll4A3c7j+qjjRJzzHgCHYIfR9wP4iLM99Jzj4U8F79NKAK84x9kM4CtDnPPDAHY4f25Qtv+zczzT+Xgb7493f5Svz8f4We09ru4P7NXfy473fRkn9+kPANoADDrPf7uzfSGAdc79+xWA1PG+P5W+T4FjXoyhV8VPuvejStwf5evzMcHejyp1fzDB34+GeZ9G7f2IY54JIYQQQsikh/EJQgghhBAy6aEoJoQQQgghkx6KYkIIIYQQMumhKCaEEEIIIZMeimJCCCGEEDLpoSgmhBBCCCGTHopiQgghhBAy6fn/ASndIDh+SWSlAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 864x1080 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "130.44984977550422\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rpU_pd6OSlxG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 880
        },
        "outputId": "4d7ac90b-1608-48ed-d091-60c7a8544ca5"
      },
      "source": [
        "y_hat_avg['moving_avg_forecast'] = Train['Count'].rolling(window=50).mean().iloc[-1]\n",
        "plt.figure(figsize=(15,15))\n",
        "plt.plot(Train['Count'], label='Train')\n",
        "plt.plot(valid['Count'], label='Validation')\n",
        "plt.plot(y_hat_avg['moving_avg_forecast'], label='Prediction')\n",
        "plt.show() \n",
        "print(sqrt(mean_squared_error(valid.Count, y_hat_avg.moving_avg_forecast)))"
      ],
      "execution_count": 82,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x1080 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "144.19175679986802\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fvqjfinfWAiA",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 500
        },
        "outputId": "1ea62c98-6bfe-4fb5-e5b7-c0864c2646d7"
      },
      "source": [
        "# Simple Exponential Smoothing\n",
        "from statsmodels.tsa.api import ExponentialSmoothing, SimpleExpSmoothing, Holt\n",
        "y_hat_avg = valid.copy()\n",
        "fit2 = SimpleExpSmoothing(np.asarray(Train['Count'])).fit(smoothing_level=0.6, \n",
        "                                                          optimized=False)\n",
        "y_hat_avg['SES'] = fit2.forecast(len(valid))\n",
        "plt.figure(figsize=(16,8))\n",
        "plt.plot(Train['Count'], label='Train')\n",
        "plt.plot(valid['Count'], label='Validation')\n",
        "plt.plot(y_hat_avg['SES'], label='Forecasting using SES')\n",
        "plt.show()\n",
        "print(sqrt(mean_squared_error(valid.Count, y_hat_avg['SES'])))"
      ],
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "113.43708111884514\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "haVG73qtZw3Z",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 483
        },
        "outputId": "8efc2d5e-1681-4e5f-caaf-75d38599af00"
      },
      "source": [
        "fit1 = Holt(np.asarray(Train['Count'])).fit(smoothing_level=0.3, smoothing_slope=0.1)\n",
        "y_hat_avg['Holt_Linear'] = fit1.forecast(len(valid))\n",
        "plt.figure(figsize=(16,8))\n",
        "plt.plot(Train['Count'], label='Train')\n",
        "plt.plot(valid['Count'], label='Validation')\n",
        "plt.plot(y_hat_avg['Holt_Linear'], label='Holt_Linear')\n",
        "plt.legend(loc='best')\n",
        "plt.show()"
      ],
      "execution_count": 85,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lNm9l60uadpY",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "36035df0-dfe7-4d39-d33a-1e4338502fb8"
      },
      "source": [
        "print(sqrt(mean_squared_error(valid.Count, y_hat_avg.Holt_Linear)))"
      ],
      "execution_count": 86,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "112.94278345314041\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vCE0mDqValZg",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "predict = fit1.forecast(len(test))\n",
        "test['prediction'] = predict"
      ],
      "execution_count": 88,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "B-dokAegbY51",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "train_original['ratio'] = (train_original['Count']/train_original['Count'].sum())\n",
        "temp = train_original.groupby(['Hour'])['ratio'].sum()\n",
        "pd.DataFrame(temp, columns=['Hour', 'ratio']).to_csv('GroupBy.csv')"
      ],
      "execution_count": 89,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TuHcVtB9cCTh",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "temp2 = pd.read_csv('GroupBy.csv')"
      ],
      "execution_count": 90,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "27g2ZBKJcFkb",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "57e3948c-7a7b-4f2e-d3fa-76b75ffb89b0"
      },
      "source": [
        "temp2.head()"
      ],
      "execution_count": 91,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Hour</th>\n",
              "      <th>Hour.1</th>\n",
              "      <th>ratio</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.044287</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.035343</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.029911</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.024714</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.020802</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Hour  Hour.1     ratio\n",
              "0     0     NaN  0.044287\n",
              "1     1     NaN  0.035343\n",
              "2     2     NaN  0.029911\n",
              "3     3     NaN  0.024714\n",
              "4     4     NaN  0.020802"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 91
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zuGzuBogcGee",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "temp2 = temp2.drop('Hour.1', 1)"
      ],
      "execution_count": 92,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1UA-xrLzcJl1",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "merge = pd.merge(test, test_original, on=('day', 'month', 'year'), how='left')\n",
        "merge['Hour'] = merge['Hour_y']\n",
        "merge = merge.drop(['year', 'month', 'Datetime', 'Hour_x', 'Hour_y'], axis=1)\n",
        "prediction = pd.merge(merge, temp2, on='Hour', how='left')"
      ],
      "execution_count": 93,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H2oRjq9NclHQ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "outputId": "66d857bb-5a81-49d2-8b7b-bcad2b32f00d"
      },
      "source": [
        "prediction"
      ],
      "execution_count": 94,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>ID_x</th>\n",
              "      <th>day</th>\n",
              "      <th>prediction</th>\n",
              "      <th>ID_y</th>\n",
              "      <th>Hour</th>\n",
              "      <th>ratio</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>18299.5</td>\n",
              "      <td>26.0</td>\n",
              "      <td>334.650767</td>\n",
              "      <td>18288</td>\n",
              "      <td>0</td>\n",
              "      <td>0.044287</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>18299.5</td>\n",
              "      <td>26.0</td>\n",
              "      <td>334.650767</td>\n",
              "      <td>18289</td>\n",
              "      <td>1</td>\n",
              "      <td>0.035343</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>18299.5</td>\n",
              "      <td>26.0</td>\n",
              "      <td>334.650767</td>\n",
              "      <td>18290</td>\n",
              "      <td>2</td>\n",
              "      <td>0.029911</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>18299.5</td>\n",
              "      <td>26.0</td>\n",
              "      <td>334.650767</td>\n",
              "      <td>18291</td>\n",
              "      <td>3</td>\n",
              "      <td>0.024714</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>18299.5</td>\n",
              "      <td>26.0</td>\n",
              "      <td>334.650767</td>\n",
              "      <td>18292</td>\n",
              "      <td>4</td>\n",
              "      <td>0.020802</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5107</th>\n",
              "      <td>23387.5</td>\n",
              "      <td>26.0</td>\n",
              "      <td>866.398583</td>\n",
              "      <td>23395</td>\n",
              "      <td>19</td>\n",
              "      <td>0.055627</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5108</th>\n",
              "      <td>23387.5</td>\n",
              "      <td>26.0</td>\n",
              "      <td>866.398583</td>\n",
              "      <td>23396</td>\n",
              "      <td>20</td>\n",
              "      <td>0.053455</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5109</th>\n",
              "      <td>23387.5</td>\n",
              "      <td>26.0</td>\n",
              "      <td>866.398583</td>\n",
              "      <td>23397</td>\n",
              "      <td>21</td>\n",
              "      <td>0.049895</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5110</th>\n",
              "      <td>23387.5</td>\n",
              "      <td>26.0</td>\n",
              "      <td>866.398583</td>\n",
              "      <td>23398</td>\n",
              "      <td>22</td>\n",
              "      <td>0.050076</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5111</th>\n",
              "      <td>23387.5</td>\n",
              "      <td>26.0</td>\n",
              "      <td>866.398583</td>\n",
              "      <td>23399</td>\n",
              "      <td>23</td>\n",
              "      <td>0.048892</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5112 rows × 6 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         ID_x   day  prediction   ID_y  Hour     ratio\n",
              "0     18299.5  26.0  334.650767  18288     0  0.044287\n",
              "1     18299.5  26.0  334.650767  18289     1  0.035343\n",
              "2     18299.5  26.0  334.650767  18290     2  0.029911\n",
              "3     18299.5  26.0  334.650767  18291     3  0.024714\n",
              "4     18299.5  26.0  334.650767  18292     4  0.020802\n",
              "...       ...   ...         ...    ...   ...       ...\n",
              "5107  23387.5  26.0  866.398583  23395    19  0.055627\n",
              "5108  23387.5  26.0  866.398583  23396    20  0.053455\n",
              "5109  23387.5  26.0  866.398583  23397    21  0.049895\n",
              "5110  23387.5  26.0  866.398583  23398    22  0.050076\n",
              "5111  23387.5  26.0  866.398583  23399    23  0.048892\n",
              "\n",
              "[5112 rows x 6 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 94
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dAqf1BQlcqum",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "prediction['Count'] = prediction['prediction']*prediction['ratio']*24\n",
        "prediction['ID'] = prediction['ID_y']"
      ],
      "execution_count": 96,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uyzZgpUIc06A",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "submission = prediction.drop(['ID_x', 'day', 'ID_y', 'prediction', 'Hour', 'ratio'], axis=1)\n",
        "pd.DataFrame(submission, columns=['ID', 'Count']).to_csv('Holt_Linear.csv')"
      ],
      "execution_count": 99,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WcTvbl_NdX3U",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "outputId": "d7469f94-a3f1-44bd-faa3-3f2c600e1fd6"
      },
      "source": [
        "from google.colab import files\n",
        "files.download(\"Holt_Linear.csv\")"
      ],
      "execution_count": 100,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "download(\"download_71380ab9-6bc6-4e8b-8f8a-ea30a1be8f40\", \"Holt_Linear.csv\", 147972)"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}