nagishin/heikin_visualization.ipynb

## heikin_visualization.ipynb
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    "colab": {
      "name": "heikin_visualization.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true,
      "authorship_tag": "ABX9TyOG4An3Kcl4x1Peozdsenbk",
      "include_colab_link": true
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    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/gist/nagishin/87bffdfbac1b7a2de5d3eb934e619ac6/heikin_visualization.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yWkoDzePy_Vy"
      },
      "source": [
        "---\n",
        "# 【平均足を使った戦略の可視化・検証】\n",
        "* れたすさんの平均様を受けてrichmanbtcさんが行った検証をトレース\n",
        "* くもすけさんのpandasでのバックテストを活用して損益計算\n",
        "* 損益結果を統計情報とチャートで可視化\n",
        "\n",
        "<b>対象データ</b>\n",
        "* BitMEX 1d OHLCV\n",
        "\n",
        "<b>対象期間</b>\n",
        "* 2020/01/01 ～ 2021/05/26\n",
        "\n",
        "<b>取引ロット</b>\n",
        "* 1 BTC\n",
        "\n",
        "<b>[参考]</b><br>\n",
        "[richmanbtcさん著 平均足を使った戦略](https://note.com/btcml/n/n6198a3714fe5)<br>\n",
        "[れたすさん著 HEIKIN_ORACLE_ver3.0+環境設定用シェルスクリプトのご案内](https://note.com/letasun/n/n519d21d94d9e)<br>\n",
        "[くもすけさん著 pandasを用いた超高速バックテスト](https://note.com/kunmosky1/n/nc15678b3dcc2)<br>\n",
        "<br>\n",
        "<b>[注意]</b><br>\n",
        "本検証は上記noteを参考に作成していますが、動作を忠実に再現しているものではないことをご了承ください。\n",
        "\n",
        "---"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KRMvJtg5y5yI"
      },
      "source": [
        "!pip install numpy\n",
        "!pip install pandas\n",
        "!pip install matplotlib\n",
        "!pip install mpl_finance\n",
        "!pip install japanize-matplotlib\n",
        "!pip install -U git+https://github.com/nagishin/DataUtility.git"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZQU0rSTbC2Xy"
      },
      "source": [
        "## BitMEX OHLCV(1d)取得"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "id": "nV1xyEGm0dc-",
        "outputId": "508a7ba2-a9d2-45b6-fd41-57d776527c00"
      },
      "source": [
        "# coding: utf-8\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import DataUtility as du\n",
        "\n",
        "start_ut = int(du.Time('2018/01/01 00:00:00').unixtime())\n",
        "end_ut = int(du.Time('2021/05/27 00:00:00').unixtime())\n",
        "\n",
        "# BitMEX OHLCV(1d)取得\n",
        "df_ohlcv = du.Tool.get_ohlcv_from_bitmex(start_ut=start_ut, end_ut=end_ut, period=1440)\n",
        "du.Tool.set_unixtime_to_dateindex(df_ohlcv)\n",
        "display(df_ohlcv.head(5))"
      ],
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "read csv: 1514764800 - 1621987200 (len=1242)\n",
            "get  df : 1514764800 - 1621987200 (len=1242)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div>\n",
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              "    }\n",
              "\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>unixtime</th>\n",
              "      <th>open</th>\n",
              "      <th>high</th>\n",
              "      <th>low</th>\n",
              "      <th>close</th>\n",
              "      <th>volume</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",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2018-01-01 00:00:00+00:00</th>\n",
              "      <td>1514764800</td>\n",
              "      <td>13873.0</td>\n",
              "      <td>14011.5</td>\n",
              "      <td>12772.0</td>\n",
              "      <td>13477.0</td>\n",
              "      <td>638958746</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-02 00:00:00+00:00</th>\n",
              "      <td>1514851200</td>\n",
              "      <td>13477.0</td>\n",
              "      <td>15269.0</td>\n",
              "      <td>12900.0</td>\n",
              "      <td>14786.5</td>\n",
              "      <td>904159652</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-03 00:00:00+00:00</th>\n",
              "      <td>1514937600</td>\n",
              "      <td>14786.5</td>\n",
              "      <td>15524.0</td>\n",
              "      <td>14555.0</td>\n",
              "      <td>15157.0</td>\n",
              "      <td>812686550</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-04 00:00:00+00:00</th>\n",
              "      <td>1515024000</td>\n",
              "      <td>15157.0</td>\n",
              "      <td>15500.0</td>\n",
              "      <td>14150.0</td>\n",
              "      <td>15186.0</td>\n",
              "      <td>814142088</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-05 00:00:00+00:00</th>\n",
              "      <td>1515110400</td>\n",
              "      <td>15186.0</td>\n",
              "      <td>17088.0</td>\n",
              "      <td>14805.0</td>\n",
              "      <td>16891.0</td>\n",
              "      <td>1010611092</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                             unixtime     open  ...    close      volume\n",
              "datetime                                        ...                     \n",
              "2018-01-01 00:00:00+00:00  1514764800  13873.0  ...  13477.0   638958746\n",
              "2018-01-02 00:00:00+00:00  1514851200  13477.0  ...  14786.5   904159652\n",
              "2018-01-03 00:00:00+00:00  1514937600  14786.5  ...  15157.0   812686550\n",
              "2018-01-04 00:00:00+00:00  1515024000  15157.0  ...  15186.0   814142088\n",
              "2018-01-05 00:00:00+00:00  1515110400  15186.0  ...  16891.0  1010611092\n",
              "\n",
              "[5 rows x 6 columns]"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d1W2yn7wC68B"
      },
      "source": [
        "## 平均足計算"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 235
        },
        "id": "--crTgaFzRda",
        "outputId": "09f91432-6e6b-4892-95fc-e63608040284"
      },
      "source": [
        "df_ohlcv['heikin_cl'] = 0.25 * (df_ohlcv['open'] + df_ohlcv['high'] + df_ohlcv['low'] + df_ohlcv['close'])\n",
        "df_ohlcv['heikin_op'] = df_ohlcv['heikin_cl'].ewm(1, adjust=False).mean().shift(1)\n",
        "df_ohlcv['heikin_hi'] = np.maximum(df_ohlcv['high'], np.maximum(df_ohlcv['heikin_op'], df_ohlcv['heikin_op']))\n",
        "df_ohlcv['heikin_lo'] = np.minimum(df_ohlcv['low'], np.minimum(df_ohlcv['heikin_op'], df_ohlcv['heikin_op']))\n",
        "df_ohlcv = df_ohlcv[['unixtime', 'open', 'high', 'low', 'close', 'volume', 'heikin_op', 'heikin_hi', 'heikin_lo', 'heikin_cl']]\n",
        "display(df_ohlcv.head(5))"
      ],
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
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              "\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>unixtime</th>\n",
              "      <th>open</th>\n",
              "      <th>high</th>\n",
              "      <th>low</th>\n",
              "      <th>close</th>\n",
              "      <th>volume</th>\n",
              "      <th>heikin_op</th>\n",
              "      <th>heikin_hi</th>\n",
              "      <th>heikin_lo</th>\n",
              "      <th>heikin_cl</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",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2018-01-01 00:00:00+00:00</th>\n",
              "      <td>1514764800</td>\n",
              "      <td>13873.0</td>\n",
              "      <td>14011.5</td>\n",
              "      <td>12772.0</td>\n",
              "      <td>13477.0</td>\n",
              "      <td>638958746</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>13533.375</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-02 00:00:00+00:00</th>\n",
              "      <td>1514851200</td>\n",
              "      <td>13477.0</td>\n",
              "      <td>15269.0</td>\n",
              "      <td>12900.0</td>\n",
              "      <td>14786.5</td>\n",
              "      <td>904159652</td>\n",
              "      <td>13533.37500</td>\n",
              "      <td>15269.0</td>\n",
              "      <td>12900.00000</td>\n",
              "      <td>14108.125</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-03 00:00:00+00:00</th>\n",
              "      <td>1514937600</td>\n",
              "      <td>14786.5</td>\n",
              "      <td>15524.0</td>\n",
              "      <td>14555.0</td>\n",
              "      <td>15157.0</td>\n",
              "      <td>812686550</td>\n",
              "      <td>13820.75000</td>\n",
              "      <td>15524.0</td>\n",
              "      <td>13820.75000</td>\n",
              "      <td>15005.625</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-04 00:00:00+00:00</th>\n",
              "      <td>1515024000</td>\n",
              "      <td>15157.0</td>\n",
              "      <td>15500.0</td>\n",
              "      <td>14150.0</td>\n",
              "      <td>15186.0</td>\n",
              "      <td>814142088</td>\n",
              "      <td>14413.18750</td>\n",
              "      <td>15500.0</td>\n",
              "      <td>14150.00000</td>\n",
              "      <td>14998.250</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-05 00:00:00+00:00</th>\n",
              "      <td>1515110400</td>\n",
              "      <td>15186.0</td>\n",
              "      <td>17088.0</td>\n",
              "      <td>14805.0</td>\n",
              "      <td>16891.0</td>\n",
              "      <td>1010611092</td>\n",
              "      <td>14705.71875</td>\n",
              "      <td>17088.0</td>\n",
              "      <td>14705.71875</td>\n",
              "      <td>15992.500</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                             unixtime     open  ...    heikin_lo  heikin_cl\n",
              "datetime                                        ...                        \n",
              "2018-01-01 00:00:00+00:00  1514764800  13873.0  ...          NaN  13533.375\n",
              "2018-01-02 00:00:00+00:00  1514851200  13477.0  ...  12900.00000  14108.125\n",
              "2018-01-03 00:00:00+00:00  1514937600  14786.5  ...  13820.75000  15005.625\n",
              "2018-01-04 00:00:00+00:00  1515024000  15157.0  ...  14150.00000  14998.250\n",
              "2018-01-05 00:00:00+00:00  1515110400  15186.0  ...  14705.71875  15992.500\n",
              "\n",
              "[5 rows x 10 columns]"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2QRziu-9DBVj"
      },
      "source": [
        "## 期間設定"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 235
        },
        "id": "EQ6uolsUbsKY",
        "outputId": "a1322c13-2a36-47a9-e959-3908f9505b9f"
      },
      "source": [
        "# taker手数料\n",
        "FEE  = 0.075\n",
        "\n",
        "# 検証期間\n",
        "FROM = int(du.Time('2020/01/01 00:00:00').unixtime())\n",
        "TO   = int(du.Time('2021/05/27 00:00:00').unixtime())\n",
        "\n",
        "# OHLCVフィルタリング\n",
        "df = df_ohlcv[((df_ohlcv['unixtime'] >= FROM) & (df_ohlcv['unixtime'] < TO))]\n",
        "display(df.head(5))"
      ],
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
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              "\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>unixtime</th>\n",
              "      <th>open</th>\n",
              "      <th>high</th>\n",
              "      <th>low</th>\n",
              "      <th>close</th>\n",
              "      <th>volume</th>\n",
              "      <th>heikin_op</th>\n",
              "      <th>heikin_hi</th>\n",
              "      <th>heikin_lo</th>\n",
              "      <th>heikin_cl</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",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2020-01-01 00:00:00+00:00</th>\n",
              "      <td>1577836800</td>\n",
              "      <td>7163.0</td>\n",
              "      <td>7234.5</td>\n",
              "      <td>7153.0</td>\n",
              "      <td>7179.0</td>\n",
              "      <td>762775093</td>\n",
              "      <td>7250.657488</td>\n",
              "      <td>7250.657488</td>\n",
              "      <td>7153.000000</td>\n",
              "      <td>7182.375</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-01-02 00:00:00+00:00</th>\n",
              "      <td>1577923200</td>\n",
              "      <td>7179.0</td>\n",
              "      <td>7183.0</td>\n",
              "      <td>6905.5</td>\n",
              "      <td>6942.0</td>\n",
              "      <td>1471023953</td>\n",
              "      <td>7216.516244</td>\n",
              "      <td>7216.516244</td>\n",
              "      <td>6905.500000</td>\n",
              "      <td>7052.375</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-01-03 00:00:00+00:00</th>\n",
              "      <td>1578009600</td>\n",
              "      <td>6942.0</td>\n",
              "      <td>7412.0</td>\n",
              "      <td>6855.0</td>\n",
              "      <td>7335.0</td>\n",
              "      <td>3050176897</td>\n",
              "      <td>7134.445622</td>\n",
              "      <td>7412.000000</td>\n",
              "      <td>6855.000000</td>\n",
              "      <td>7136.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-01-04 00:00:00+00:00</th>\n",
              "      <td>1578096000</td>\n",
              "      <td>7335.0</td>\n",
              "      <td>7399.0</td>\n",
              "      <td>7258.5</td>\n",
              "      <td>7345.0</td>\n",
              "      <td>1183967641</td>\n",
              "      <td>7135.222811</td>\n",
              "      <td>7399.000000</td>\n",
              "      <td>7135.222811</td>\n",
              "      <td>7334.375</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-01-05 00:00:00+00:00</th>\n",
              "      <td>1578182400</td>\n",
              "      <td>7345.0</td>\n",
              "      <td>7494.0</td>\n",
              "      <td>7310.0</td>\n",
              "      <td>7350.5</td>\n",
              "      <td>1533245110</td>\n",
              "      <td>7234.798905</td>\n",
              "      <td>7494.000000</td>\n",
              "      <td>7234.798905</td>\n",
              "      <td>7374.875</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                             unixtime    open  ...    heikin_lo  heikin_cl\n",
              "datetime                                       ...                        \n",
              "2020-01-01 00:00:00+00:00  1577836800  7163.0  ...  7153.000000   7182.375\n",
              "2020-01-02 00:00:00+00:00  1577923200  7179.0  ...  6905.500000   7052.375\n",
              "2020-01-03 00:00:00+00:00  1578009600  6942.0  ...  6855.000000   7136.000\n",
              "2020-01-04 00:00:00+00:00  1578096000  7335.0  ...  7135.222811   7334.375\n",
              "2020-01-05 00:00:00+00:00  1578182400  7345.0  ...  7234.798905   7374.875\n",
              "\n",
              "[5 rows x 10 columns]"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "otQZGsArDFlf"
      },
      "source": [
        "## [関数定義] チャート作成"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UPzfQKRaf9s2"
      },
      "source": [
        "import matplotlib\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.gridspec as gridspec\n",
        "import mpl_finance as mpf\n",
        "from matplotlib import ticker\n",
        "from matplotlib import dates as mdates\n",
        "import japanize_matplotlib\n",
        "import seaborn as sns\n",
        "sns.set(font='IPAexGothic')\n",
        "%matplotlib inline\n",
        "\n",
        "def chart(df, title='', pnls={}):\n",
        "    matplotlib.rcParams['axes.xmargin'] = 0.001 # X軸マージン\n",
        "    matplotlib.rcParams['axes.ymargin'] = 0.05  # Y軸マージン\n",
        "    # グラフ設定\n",
        "    fig = plt.figure(figsize=(20, 8))\n",
        "    fig.autofmt_xdate()\n",
        "    plt.subplots_adjust(wspace=0.0, hspace=0.0) # グラフ間余白\n",
        "    # チャート配置割り\n",
        "    gs = gridspec.GridSpec(4, 1)\n",
        "    ax = []\n",
        "    ax.append(plt.subplot(gs[0:1, 0])) # ax[0]\n",
        "    ax.append(plt.subplot(gs[1:2, 0], sharex=ax[0])) # ax[1]\n",
        "    ax.append(plt.subplot(gs[2:4, 0], sharex=ax[0])) # ax[2]\n",
        "    # タイトル\n",
        "    ax[0].set_title(title, loc='center', fontsize=16)\n",
        "    # グリッド\n",
        "    for a in ax:\n",
        "        a.xaxis.grid(True, which='major', linestyle='dotted', color='lightgray')\n",
        "        a.yaxis.grid(True, which='major', linestyle='dotted', color='lightgray')\n",
        "    # x軸設定\n",
        "    ax[0].tick_params(labelbottom=False, bottom=False)\n",
        "    ax[1].tick_params(labelbottom=False, bottom=False)\n",
        "    ax[2].xaxis.set_major_locator(ticker.MaxNLocator(15))\n",
        "    xdate = df.index\n",
        "    def mydate(x, pos):\n",
        "        try:\n",
        "            return xdate[int(x)].strftime('%y/%m/%d')\n",
        "        except IndexError:\n",
        "            return ''\n",
        "    ax[2].xaxis.set_major_formatter(ticker.FuncFormatter(mydate))\n",
        "\n",
        "    # candle\n",
        "    mpf.candlestick2_ohlc(ax[0],\n",
        "                          opens=df.open.values, closes=df.close.values,\n",
        "                          lows=df.low.values, highs=df.high.values,\n",
        "                          width=0.8, colorup='#53B987', colordown='#EB4D5C')\n",
        "    # candle(heikin)\n",
        "    mpf.candlestick2_ohlc(ax[1],\n",
        "                          opens=df.heikin_op.values, closes=df.heikin_cl.values,\n",
        "                          lows=df.heikin_lo.values, highs=df.heikin_hi.values,\n",
        "                          width=0.8, colorup='blue', colordown='red')\n",
        "    # pnl\n",
        "    x = range(len(df.index))\n",
        "    ax[2].hlines(y=0, xmin=x[0], xmax=x[-1], linewidth=0.5, color='dimgray')\n",
        "    for k,v in pnls.items():\n",
        "        ax[2].plot(x, v,\n",
        "                   linestyle='dotted' if k == 'unrialized' else 'solid',\n",
        "                   linewidth=0.9,\n",
        "                   drawstyle='steps-post',\n",
        "                   label=k)\n",
        "    ax[2].legend() # 凡例表示\n",
        "\n",
        "    # チャート表示\n",
        "    plt.show()"
      ],
      "execution_count": 53,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Qn-ALLcYDLu3"
      },
      "source": [
        "## [関数定義] 損益計算"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FaMqZtsWd3a3"
      },
      "source": [
        "def calc_pnl(pos):\n",
        "    global df\n",
        "\n",
        "    df_pnl = df.copy()\n",
        "    df_pnl['pos'] = pos\n",
        "    df_pnl['order'] = df_pnl['pos'] * df_pnl['pos'].shift(1, fill_value=0) < 0\n",
        "    df_pnl['return']= -df_pnl['open'].diff(-1)\n",
        "    df_pnl['fee'] = df_pnl['open'].shift(-1) * FEE / 100.0 * abs(df_pnl['pos'] - df_pnl['pos'].shift(1))\n",
        "    df_pnl['profit'] = df_pnl['return'] * df_pnl['pos'].shift(1) - df_pnl['fee']\n",
        "    df_pnl['unrealised_pnl'] = df_pnl['profit'].cumsum()\n",
        "    df_pnl['pnl'] = df_pnl['unrealised_pnl'].copy()\n",
        "    df_pnl['pnl'].where(df_pnl['order'] == True, None, inplace=True)\n",
        "    df_pnl['unrealised_pnl'].fillna(method='ffill', inplace=True)\n",
        "    df_pnl['pnl'].fillna(method='ffill', inplace=True)\n",
        "    df_pnl.fillna(0, inplace=True)\n",
        "    return df_pnl"
      ],
      "execution_count": 54,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ui60IryTDlrC"
      },
      "source": [
        "## [関数定義] 損益計算＆統計情報・結果チャート出力"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8aEN4j778S10"
      },
      "source": [
        "# ストラテジー毎の損益\n",
        "pnls = {}\n",
        "\n",
        "def get_result(storategy, pos):\n",
        "    global pnls\n",
        "\n",
        "    df_ret = calc_pnl(pos)\n",
        "    pnls[storategy] = df_ret['pnl']\n",
        "\n",
        "    # チャート\n",
        "    title = f'[{storategy}] {int(df_ret[\"pnl\"].values[-1]):+,}'\n",
        "    chart(df_ret, title=title, pnls={'unrialized':df_ret['unrealised_pnl'], 'pnl':df_ret['pnl']})\n",
        "    print()\n",
        "\n",
        "    # 統計情報\n",
        "    np_pnl = df_ret['pnl'].diff(1).fillna(0)\n",
        "    du.Tool.print_pnl_statistics(np_pnl[np_pnl!=0], df_ret['close'].values[0], 0)\n",
        "\n",
        "    # 詳細情報\n",
        "    #display(df_ret)"
      ],
      "execution_count": 55,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_Dw99zxLAooD"
      },
      "source": [
        "## [検証] ヘーキン様"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 598
        },
        "id": "oHEQgqDtzpLR",
        "outputId": "b855f0ee-0b25-4cba-d3c6-05af51ba4d97"
      },
      "source": [
        "storategy = 'へーキン様'\n",
        "pos = np.where(df['heikin_cl'] - df['heikin_op'] > 0, 1, -1)\n",
        "get_result(storategy, pos)"
      ],
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x576 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Profit and loss statistics]  PF: 2.00\n",
            "  [Balance ] Result: 7,179.0 -> 55,518.0 (+673.35%)  PnL: +48,339.0  Avr: +452.0\n",
            "  [Trade   ] Count:  107  PnL: +48,339.0  Avr: +452.0\n",
            "  [Profit  ] Count:  37 (34.58%)  Sum: +96,696.0  Avr: +2,613.0  Max: +18,497.0  MaxLen: 4 (+1,316.0)\n",
            "  [Loss    ] Count:  70 (65.42%)  Sum: -48,357.0  Avr: -691.0  Max: -3,477.0  MaxLen: 8 (-2,318.0)\n",
            "  [Max risk] Drawdown: -37.82% (-3,930.0)\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZV2joWDPAsF6"
      },
      "source": [
        "## [検証] 直前を含めた終値モメンタム"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 599
        },
        "id": "jSAGaUnNzwXh",
        "outputId": "884266dc-ad32-462e-ad97-fa6cf351fabe"
      },
      "source": [
        "storategy = '直前を含めた終値モメンタム'\n",
        "pos = np.where(df['close'].diff(1).ewm(1, adjust=False).mean().fillna(0) > 0, 1, -1)\n",
        "get_result(storategy, pos)"
      ],
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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z3n/BOfdsQvHzfYTMnSfnuGbMrVG9o5j1hHpP1dBe5XF5omyZTxKyzz4G4L0fds79MCGgVzEgEwX+riNMo3oxIVvpF733QzW241pC3ay/JxRQr3TsZYRA6HWEMX6Fc+4jhPpCzyBMi1xNKEDfRZhSV2rltnnjQoTwj4FXee+PJravJgQdH09s+zFg1Hv/lcQlfo7wd+a/KHOL+wlei7mWMIZ/mlC4PC5o/+uE2k7J8f7jwAqiaaXOubcAL/Lev77ompujP0tmmQkhhBDNQIElIYQQwhjv/cNRtk05cmW2jxdlxrw8se9O5s5uiImLWf+4c+5fgFPASefcCsKKbX3e+4cqXaAOPgh8lfBifZBQMDku3Pz9hEDXzxACQL/uvS8ufn0e8CvAh+MVsLz3E865O4EDzrl3El7oM1HfLiFMt3oyKt79AkJAKeY+4EXOOQ98wTmXAT5GCGrNWk2vAm+kdHComlW6hoGXOef+hvAMIGRxrQT+1Xtf8DyjTJl3EgIRv+W9L1gFLgoc/nO5m0WFn/cDLyIE9r5EyFL6lyramrzOJYTAz88Tpnu93XtfbszGbCZk+EwTpiH+MGEq2SFCwO/h0AX/pHPul4APOec+HE1VazSPEv7Oe49z7l2E7KFnENxOEOo9xewErnLO7SJkvH0/oQj8ryXrWTnn/oKw0mGcFTirzphzrh/IeO+T+yYJmXM/6pz7LUK9sxcC7yFM+YxrJz1ImCbYR/isn4za8h7gM/XW1hJCCCEsUGBJCCGEsOWrFaZU5Ukcc7H3/omifasJGTe9REEo7/1DLqza9nTCNJxKL/r/RKjJ86Ho2CQ5QvHszcUnRVwaZSTVhPf+EefcBuDCZCaQC8umf5aQcfGXwMeK+xvxPEKw5sNF299OKLi8A3g2YYW0ceA48Jpo32rgq977wYTXHXE7XFhd76WE4s3vAT7mnPv9ZDZLGSpm+Djnxrz3vRUO+T1CfZ2DhGmJbYTAxjghwFa81PynCBk/N3rv/2yOts3Ce/8d59x/AXcDB733/1frNZxz30WYcvV/hKyuL1d56t8SspIe996Xqp2V5KOhufMLKvnyq+plouLsbycE6TYQgnxfBX6uqMbUVsK0yfcSVg30wFu8958uuuxzCFMRa23jKefc90X3GCB8Hp8g1AF7V+K4f3fOvZBQJ+3ThDpejxICe7fXel8hhBDCkrZcrua/KwohhBAiQZQFsdF7/4ai7SeAl3vvy9VQqnTN5xJWjnp6NO3qjwjZOS/x3v9XdMy/ErIY2oH93vs3V3HdCwhBjWlCIONMnBFU4tgbgA9WORXuSu99qal+pY5vL3fPeo6b4xpfBj7gvf+7Mvu/m5C58oj3/m1F+34NuNx7/4aoj2u89ydKXceCaNpUn/d+cKHuWaYd30co9j6vZ1HHfXPAM733jy7kfeciKl5+AniF977qgvpCCCFEWlFgSQghhJgn5QJL87zmcuCSuV6q46K/0epRQqSGFg4svRp4H3DZQgfbhBBCiFZEU+GEEEKIxvC6KLPoVd77cqtHVY33/hxh6stcx+Uosay6EIsV59zngFc0ux0VOE5YSVBBJSGEEAJlLAkhhBDzJpqytDb69bD3vrhWjhCiSqLaXH3Rr17ZeEIIIURro8CSEEIIIYQQQgghhKiLtE2F6yIsL3yMUJRUCCGEEEIIIYQQQsyPDuBi4GuEBWXypC2w9ALgnmY3QgghhBBCCCGEECKFvBj4t+SGtAWWjgGcOjVGNqspfkIIIYQQQgghhBDzpb29jQsv7IEo7pIkbYGlaYBsNseTTx5hzZp1zW5PKhkaOiq3RsitHXJrg7zaIbd2yK0dcmuH3Noht3bIrR1ya4fczsmsskNpK969EXhkeHiUyclJOjrSFjdrDaanp+TWCLm1Q25tkFc75NYOubVDbu2QWzvk1g65tUNu7ZDb0rS3t7FqVS/AM4FHC/Y1o0ELwfT0VLObkFrk1g65tUNubZBXO+TWDrm1Q27tkFs75NYOubVjSbu9bcD08kvabZ2kNrA0OvpUs5uQWuTWDrm1Q25tkFc75NYOubVDbu2QWzvk1g65tUNu7ZDb2kntVDgV7xZCCCGEEEIIIRY/ux7YT2Z6kg/sf4juyRx0dTHwyy9m56YbQgbT7p3NbmLqWZJT4UZGhpvdhNQit3bIrR1ya4O82iG3dsitHXJrh9zaIbd2yK0dS9FtV0dn/ueBay/myMQQA4cOwqFvw023Nuw+S9HtfKmqIpVzrgP4APAioAN4ANhBiFTtA84HzgFv9N4/HJ3znEbvq6ljy5bXeoqoErm1Q27tkFsb5NUOubVDbu2QWzvk1g65tUNu7Viqbt/xls3suXuUndftZODQwZCxxBdnDmhA9tJSdTsfqs1Yuhl42Hu/xXv/AmAPMAl8Dnif9/75wLuBzwA459obva9WVqw4v57TRBXIrR1ya4fc2iCvdsitHXJrh9zaIbd2yK0dcjs/dj2wnx337wvZONtuKsjKSavbgUMHZ28sU6w7BJUS3HRrQ7KX0urWkmoDS78AnHTO/bNz7otAD3AlkPHefwHAe383MO2cey7wPIN9NXH8+OFaTxFVIrd2yK0dcmuDvNoht3bIrR1ya4fc2iG3dshtA+nqCn9GQZal4LZkkAlmZyRtugz23hF+jj3Ng6XgttHMGVhyzq0AngVsBl4KvBU4AGwCfNHhDwOXAf0G+6pmfHyE1avXceLEY0xNTTI5mWF4+BgAZ86cZGxsBIChoaNMT09x7txZTp58AgjzKcfHzwBhQGWzWTKZcU6dOg7A6dNDTEyMAfDkk98BYGJijNOnhwA4deo4mcw42Ww2PyDHx8/k52mePPkE586dZXp6iqGhowCMjY1w5sxJAIaHjzE5mWFqapITJx4DQlX6uDJ9K/Rp9ep1qetTqzynnp4LUtenVnlO7e0dqetTKzyn1avXpa5PrfKcLrzw4tT1qVWe03nn9aSuT63ynOJFYdLUp1Z5Tued15O6PrXKc7rwwotT16dWeU6rV69LXZ8W8jmRWI8qF/0v7tMFFzytoE/T7719Vp/u8HeZ9ukDD/9VQZ/u8HcxPT3F5HveV/dzyuayDA8fY9cD+xkcfZzp934ADh+Fs2fJTE9CjrJ9AiCTgYkJ2HYTuR276npOXV0rlvzYK9encsy5Kpxzbg3wOHC+9/5stO0u4K+Ba7z3r00c+2fAXwFtwE81cp/3/q6KDQ1sJFoVbmJiLD8gRGPJZMbl1gi5tUNubZBXO+TWDrm1Q27tkFs75NYOuZ0f8Upod3782zMbN6yD3Ttnu03UFoprD83UIGoss64f3bv495L9yGRCVlGcYVTEjvv35Yt0Z6YnufPK7bOvX4nbBkIgKqbMfSqx0OO2pLcWXOluXqvCee+HgHFC0CdmGrgAeHbR4ZuAbwODBvtqYnx8tNZTRJXIrR1ya4fc2iCvdsitHXJrh9zaIbd2yK0dcttA4kycqIbQ+PhovgbTrgf2V64tFNcoKlOrqBbiTKKBQwc5MjHE0d9+Bxw+ysCXPsSRiSEy22/Jt6XkVLaiKX2z2hixZ/O2EFSCfIClqiBZA4Ix9Yzb4r6WncZXdEzsc85n2OJUW2PpU8BuAOfcRuD5wCeA5c65H4m2vxhY7r3/hvf+G43eV2vHLrxwba2niCqRWzvk1g65tUFe7ZBbO+TWDrm1Q27tkFs7WtFtNS/8zaAgSFRUqJu9d8D+vdDdnQ/MxG7j7J7kdZKBn2SgZz4Ue9u56QbWd69h3TvfAxvWsfOlN7O+ew1d7Z35NuYDJkkSAbJd9/4BO+7fx+A7d4csowYEvhpBLeM2GRya2H7z7GdXdCwwq5/Fz7BkEfIWcVOOagNLbwe+2zl3P2GVtjd4708Drwbe7Zy7D3gv8JrEORb7qiaeYygaj9zaIbd2yK0N8mqH3Noht3bIrR1ya4fc2tFKbmsJACw0ccBhVoChAnO53bnpBvZs3hYCPVCQ7ZSnymBFQVZNKYozijKZgt17Nm+jv/eSECDbdFlBgKyro5N9r9yUn+J355Xb2bN5W1Xtqoqoj7UEFKsdt/nxNH1uZmNxUC1a0a9g7EVBtfjczPRkOLfBRcgXkmXVHOS9PwO8qsT2bwFXlzmn4ftqYflyzeW1Qm7tkFs75NYGebVDbu2QWzvk1g65tUNu7WgFt8V1efLBm1Z+cd90GezeyR5KB0R23Xgpmf/7LFlytNMW+lTunL13zK47VAUFdX+u6c1727N5W+UgTXy/3TvpL1UTaffO0gE9w3pCcY2nie030z2Zq1jjCeYYt0W1j2Iv67vX0N2eqCFVguKxlzx356Yb4O7CQN+uGy8lc/8+PrD/odDum26tq2bUQlBVYGkx0t3d0+wmpBa5tUNu7ZBbG+TVDrm1Q27tkFs75NYOubWj2W7jgEJcEDqfGdJCxG0sCBJVwaygxObq7zlXEey4TYPv3E3/8DScfSaZzvb8PeNzy16jRE2kWcdGWU2Z6cmaMrWqJpOBbDZkaf2/Z9O1ojtsryKgWM+43bnpBtg7U4D7zvyeEkG0or6X9FiU9dXSgVCqnwq36IiX3hONR27tkFs75NYGebVDbu2QWzvk1g65tUNu7WgFt10dnXR1dLK+ew13Xrmd/t5L6G5f3uxmFdDV0Ul3x3L6ey+ZNQ2sUkCmHPWuBBfXeYqndsVT1Pa88KaSbaubaErcni23NPa6Rdenuzu/qaSvMlMBi8dtvvZVXPuowrlzZV694y2by/c9PrfIT6uN11KkNrD0tKdd2uwmpBa5tUNu7ZBbG+TVDrm1Q27tkFs75NYOubWjFd3WG3RpNMkgTtWZVPUGZBLBjl03XlpxFbJKQa6GUstKb/VSZ4AmHrdlp/zFAabxifratRB9X2BSG1iamBhrdhNSi9zaIbd2yK0N8mqH3Noht3bIrR1ya4fc2tHSbuOpRk0s4l02iFMp6yXaN52drv2GxdOrqmGxB0GKXcYOktlHRUxMjJUuWB5nQsGCTU1bLN5TG1g6d2682U1ILXJrh9zaIbc2yKsdcmuH3Noht3bIrR1ya0cruS14QY8DBC1WCLmWIEIuCixVfc7eO2D/3vLZTkVTuxZLQKMmIgdzPfd43Ma1nwp8xYGqKqYkFlNTjS/DYuYWpLZ498qVa5rdhNQit3bIrR1ya4O82iG3dsitHXJrh9zaIbd2LLTbgqLU0WpmTbl3BUoV664niPOrz5m1aHvVpDJoNAe19Ll43M46N1r5bs+WW+a+WBTEilfrS6v71GYsnTp1vNlNSC1ya4fc2iG3NsirHXJrh9zaIbd2yK0dcmvHQrvNT126bQAOHwVqzBKJKVeYuUHnNqKOUUPdzrdm0GLmpltnTYesym0dGUVpDSpBigNLK1YsXHR6qSG3dsitHXJrg7zaIbd2yK0dcmuH3Noht3YslNtZRZZ37wyrmW3eVlPwpmyx5gYQF+uGmWDXfAINDXFbYlpYXYG4xUiyXhLAxEQ+wNTK3wnxGLUcq/WQ2sBSZ+d5zW5CapFbO+TWDrm1QV7tkFs75NYOubVDbu2QWzua6nahatTcNpAv9Dyx/eaSK60lqTXYVY6Guk2snnbnldttV4NrNeIAU3d3viB31+//YZMbVSPzybBrEKkNLJ04cbTZTUgtcmuH3NohtzbIqx1ya4fc2iG3dsitHXJrh5XbWrI1qs0KioND+WlhFYJDO+7fF6bcJaaQxYWeF2q1sIa7XWTFouekmv6UWjFuYgIODbbktMBdN17K4Ojj7Lh/H0cmhsLnILm6XRMDTKkt3r127YZmNyG1yK0dcmuH3Nogr3bIrR1ya4fc2iG3dsitHQ1ze9tA6UDBbQPsuqaXzPRk4bLw86WW4FCZYwcOHeTIxBCZ6cmZoFMD0bhtMFFBbg4fLVjxzeLZ1UXUJgg1utZ3r4mCpvc0r00JUpuxND5+ptlNSC1ya4fc2iG3NsirHXJrh9zaIbd2yK0dcmtHLW6Ls5BKZiWVmnaWyBaqaxrXpstg7x35KWrF9yv4sxTFy85nMgxce3E+qBSzZ/M27rxyO9CYIs4at0bsvYPsZRvZs+WWhkxZbFSb4qmKcZtarRB4agNLU1Pnmt2E1CK3dsitHXJrg7zaIbd2yCimAwcAACAASURBVK0dcmuH3Noht3bU5TYRPCpY4a3UtLOIphWcLqpN1L3vQ7DpMnZe9yus717DnVduNwtOaNwaEGXF5XI5oMVWcWvxqYqpDSz19a1qdhNSi9zaIbd2yK0N8mqH3Noht3bIrR1ya4fc2lGN23L1kvLBo2iFtySZ6Une8ZbNs7I4aqLSi3q+1k7lWks1X7eBaNw2kKJn1tGR2opBZqQ2sHTy5BPNbkJqkVs75NYOubVBXu2QWzvk1g65tUNu7ZBbO+ZyG2cmxcWIM9tvyWclzaLCymWNyizZuemGwlXCIASZDh8NS9FHy9EXMEcgySrrRePWjpO/8NpmN6F24sy+cuPUmNQGlnp7L2h2E1KL3Noht3bIrQ3yaofc2iG3dsitHXJrh9zaUY3bro7OfDHirvbO0sWw4+DNQk0H2r1zJsC0f2/ImOrqqqmot/U0Ko1bOxaV2713hDEaZ/Ylx+kCrhKX2sCS0tfskFs75NYOubVBXu2QWzvk1g65tUNu7ZBbO+pyW1wMuxILXXcmsTJXs9G4tUNuaye1gSWlBtoht3bIrR1ya4O82iG3dsitHXJrh9zaIbd21OI2OQ1tQVfkqiY4lcxg2ntHfavPNRiNWzvktnZSG1has2bd3AeJupBbO+TWDrm1QV7tkFs75NYOubVDbu2QWzvm47YlVuRq4ZW4NG7taGW3VX0uiovPL8CUuNQGlsbGRprdhNQit3bIrR1ya4O82iG3dsitHXJrh9zaIbd21OW2hYM5rYTGrR2L1m0ysy4uPl/v6oY1UtPkQefcVcC/Add677/snLsauANYDgwDr/feH4uObfi+Wshmp2o9RVSJ3Noht3bIrQ3yaofc2iG3dsitHXJrx0K7HTh0sDWycRaA1I3bFgp6pc5tC5EKt3vvmFkpLqLgu+e2gYaO56ozlpxzFwEfAv4p+v184LPAm733VwF3AR+12lcr559/UT2niSqQWzvk1g65tUFe7ZBbO+TWDrm1Q27taKrbeIrKAq7etJBo3Noht3YsercLvYoiVQaWnHPtwKeBdwEno80vA+7z3j8Y/b4feEEUgLLYVxPDwzUnOYkqkVs75NYOubVBXu2QWzvk1g65tUNu7VgotwOHDgIwOPo4ux7YH6amHPr2gty7WRS7jR2I+aPvBDvS6rae755qP7PVZiy9ixDw+cfEtn7Ax79476eBR4BnGu2rmvHxEfr6LuLEiceYmppkcjKTHxxnzpzMz5kcGjrK9PQU586dzVd+HxkZZnz8DADHjx8mm82SyYxz6tRxAE6fHmJiYgyAJ5/8DgATE2OcPj0EwKlTx8lkxslmsxw/fjhqzxlGRoaBUGH+3LmzTE9PMTQU0tLGxkY4cybE64aHjzE5mWFqapITJx4DYHT0KUZHnwJoiT719V2Uuj61ynNavvy81PWpVZ5TNjuduj61wnPq67sodX1qlefU27sydX1qlee0bNmy1PWpVZ7T1NS51PWpVZ7TsmXLUtenVnlOvb0rF7RPMblcNvxw0658DZRyfbr9oc8syufU13dRQZ/OnTs76znlcjnIsWj61MixN58+9fT0pa5PrfKcOjo6UtUnyJEjF37K5iD6uVSfbvvWX1bsUznacrlcxQOcc9cBO4CXe++zzrlPAJ8ArgJWe+/fnjj2K8BNwA81ep/3/usVGxrYCDwyPDzKuXPnWLass4pTRK1MTU3KrRFya4fc2iCvdsitHXJrh9zaIbd2LITbXQ/sJzM9SVdHZ/7PPZu3zaqBwt47Sp5vWRvFkmK3O+7fF/r+0Ychk2HXm54NK0KR4T2btzWrmYsSfSfYkSq3iaLdO950WcHnj/17Zx2e/66Jvmfyn9nN22hvb2PVql4IiT+PJs+rJmPp1cDlwLeccw8DW4FPAr3As+ODnHNthMDOo8Cgwb6aeOqp47WeIqpEbu2QWzvk1gZ5tUNu7ZBbO+TWDrm1Y6HcdnWEF9X+3ktqDqLMmsJivMJTKeqZxpZ7/545j8lMT9bTnCWPvhPsWEpuk5/rXQ/sZ3D0cSa231zz98ycgSXv/eu898/y3l/uvb8cOAC8Dng/8ELn3PdEh/4M8F/e+5PAFwz21cTq1c+o9RRRJXJrh9zaIbc2yKsdcmuH3Noht3bIrR1NdRtnHmUyYVnwbTfN/TLX1RX+LFfwu4UKgXd2LmfXA/vZcf++EBiLiZZE37PllroCbULfCZYsSbfR90YcAK+VqleFK8Z7f5YQ+Pmkc+4+4PXAL1rtq5W55gCK+pFbO+TWDrm1QV7tkFs75NYOubVDbu1outsoyEJ390zQCEoHZCrQKoWx43bnsx7GJ/Ivq3deuX1WECk/xU/URNPHbYpZKm4HDh3kyMQQme235D+rAO94y+bwnbT3jqoDv8tqvbn3/g2Jn+8BnlfmuIbvE0IIIYQQQojFQlxbKUuOdtqqzwa4bQCu6S2YPhcCMLeG7KZsdmaqyoZ17Lqml8z0JBPbb6Z7Mhe2l6nXtBAU9zOuK1XAIqkTJcSiJ5MpCFqz9w64bYCdm25g4NBButo7oav0qdUGfmsOLC0WensvaHYTUovc2iG3dsitDfJqh9zaIbd2yK0dcmuHtds4oLK+e03d2Tn586IXQg4fDS+LmUz4+ewzobNoMspNt5Yt0GtFMmvqHW/ZzJ67R9mz5ZYFu/9SQt8JdqTKbfydsXsn/clFAOaixsBv3VPhWp14aTzReOTWDrm1Q25tkFc75NYOubVDbu2QWzsWym1VL3RxraXEtJSSxNPn9u+FDevY88Kb6O+9hO59HwrbktlKN91aXe2meZIv/Dt9Ll+Q+8QbX2V6z6WMvhPskNvaSW1g6YIL1ja7CalFbu2QWzvk1gZ5tUNu7ZBbO+TWDrm1o1Fui2sc1VzzqEytpbLMlVEQXw/mvl4NBb/z/UqcE2/r6uiku2N5vpaSxq0dcmvHUnKbD3hnMuGPOldpTO1UuFwu2+wmpBa5tUNu7ZBbG+TVDrm1Q27tkFs75NaOhru9bSBf86jq2krFQaLES161dZmqyYgaqGUqTOKcIxNDZKYn2XH/Pro6OsN14hpPFWo5adzaIbd2pNVt2c9+NF1uPtNWU5uxNDJystlNSC1ya4fc2iG3NsirHXJrh9zaIbd2yK0d83EbZ+rE08C46daCldC6O5ZXvapSnijTaM+WW0qfWxyEqrIWyq4bLw1T1bbfnJ8aN1dWVXJ6G4SMpOJaUXHgCWZnO2jc2iG3dsht7aQ2Y2nVqoub3YTUIrd2yK0dcmuDvNoht3bIrR1ya4fc2tFwt0XTzuot2N0Qdu8sqK2Uz37q6mLXjZeSGX2cXQ/sZ0+UfbTrzZeTmZ7kzo9/O2RNvenZdK3oBmaKj+eDUZsug9072Un5TCiNWzvk1o4l4bbBqzKmNmPpzBlFGa2QWzvk1g65tUFe7ZBbO+TWDrm1Q27tmI/bwSgwU8A8a5UA+Zc+s6BU1MaKlKnLVKpN5dqpcWuH3Noht7WT2oyl9vbUdq3pyK0dcmuH3Nogr3bIrR1ya4fc2iG3djTCbX662l7ytUrqqWe0ELzjLZvZc/doYRuj2Nge4ul935513qy+VJHxoHFrh9zaIbe1k9qMpZ6evmY3IbXIrR1ya4fc2iCvdsitHXJrh9zaIbd2LAm3xVlU1WRENSDzakm4bRJya8eSdDvPqXGpDSwNDR1tdhNSi9zaIbd2yK0N8mqH3Noht3bIrR1ya0c9bucqel03Da57AsxdDLyInZtuqPmccmjc2iG3dsht7aQ2x+uii57e7CakFrm1Q27tkFsb5NUOubVDbu2QWzvk1o653O56YH8+aydf/Jq5g0stNQ1uHgGr+fRD49YOubVDbmsntYGl6ekpOjpS272mIrd2yK0dcmuDvNoht3bIrR1ya4fc2pF3e9tA2QBMHFBKrozWUoEjCxqQPaVxa4fc2iG3tZPaqXCjo081uwmpRW7tkFs75NYGebVDbu2QWzvk1g65taOU20WVjVQDC91ujVs75NaO1Lm1mGJbRFsulzO/yQKyEXhkeHiUbDZV/RJCCCGEEEIYkM8+ijKW4qlv/b2XcGRiqGAaXL21hoQQYrHT3t7GqlW9AM8EHi3Y14wGLQQjI8PNbkJqkVs75NYOubVBXu2QWzvk1g65tUNubdj1wH4GRx9n8J274fDREFyK2LnpBtZ3r+HOK7dz55XbFVSqA41bO+TWDrmtndQGlpYtW97sJqQWubVDbu2QWxvk1Q65tUNu7ZBbO+TWjuXty9j3yk2wYR3s3smezdvo772k2c1KBRq3dsitHXJbO5oKJ4QQQgghhFhSxNPdsuRop03T3IQQYg6W5FS448cPN7sJqUVu7ZBbO+TWBnm1Q27tkFs75NYOua1Mvth2PJUtMaUtT9G2ro5OujuWs2H5RQoqGaFxa4fc2iG3tZPajKWpqWna21MbN2sq2WxWbo2QWzvk1gZ5tUNu7ZBbO+TWDrktJF9wm5nso50HH6V/eBoymXBQVxc73nRZyEb66MOQybDrTc8m07WsIFPpA9/zJrk1QuPWDrm1Q25LUyljaVkzGrQQTE6epatrRbObkUrk1g65tUNubZBXO+TWDrm1Q27tkNsZ4kDSwKGDBau27XvlJvbcPRqKcMfBpTJ0dyzPZyllMuNya4TGrR1ya4fc1k5VgSXn3HOBD0bHLwPe5r3/F+fc1cAdwHJgGHi99/5YdE7D99XC+PioBoMRcmuH3NohtzbIqx1ya4fc2iG3dsjtbHZuuqEgcwmAzdGftw3A7p30x/v3hm17ttwy6zpya4fc2iG3dsht7cyZ3+WcWwb8JXCL9/4HgNcBf+6cWwl8Fniz9/4q4C7go9E55zd6X61ceOHaek4TVSC3dsitHXJrg7zaIbd2yK0dcmuH3MKO+/ex64H9BdsKgkolKNi/e2fJY+TWDrm1Q27tkNvaqWbiYA74Oe/9A9Hv/wd0AzcA93nvH4y27wde4Jy7CHiZwb6aOH16qNZTRJXIrR1ya4fc2iCvdsitHXJrh9zaIbcz7Nm8jTuv3F75oDJBpFLIrR1ya4fc2iG3tTNnYMl7P+29vw/AOdcJfAT4e+BiwCePAx4hFHLqN9hXNePjIyxfvoITJx5jamqSyckMw8NhNt2ZMycZGxsBYGjoKNPTU5w7d5aTJ58AYGRkmPHxM0CoBp/NZslkxjl16jgQBtnExBgATz75HQAmJsbyg+/UqeNkMuNks9l8Nfnx8TOMjAwDcPLkE5w7d5bp6SmGho4CMDY2wpkzJwEYHj7G5GSGqalJTpx4DIDR0acYHX0KoCX6tHz5itT1qVWeU/yRTFOfWuU5nTt3NnV9aoXntHz5itT1qVWe07JlXanrU6s8p2w2m7o+tcpzOnt2PHV9apXnlM1mm9angUMHOXnyCXLvv6OpzwmAHA1/TsuWdWnsGfVp+fIVqetTqzynjo6u1PWpVZ7T9PR06vrUqOdUjqpXhXPObQT+HPhX4DeAW4DV3vu3J475CnAT8EON3ue9/3oVzdxItCpcNpuq1e6EEEIIIYSYF3HR6w/sf4juyRx0dcHeO2o6J15VDaCro5P13WvYedsX89dKFtQutUrbXPcDZhXlju8zOPp4WOEtKrothBBi4Zj3qnDOuecAfwps997fG20bBK5OHNNGCOw8Cljsq4knn/wOT3vapbWeJqpAbu2QWzvk1gZ5tUNu7ZBbO+TWjlJuk4Wr4wAQhEDMez/yIF2T2RDM2bAuPzWsq6Nz5gITE7DtpjkDPgXnJLat714T3f+L+fYcmZiZQlKwShuw68ZLydy/LwSHPvSNgvsWt784qDRXLaX5oHFrh9zaIbd2yG3tzJmxFE1/+yrws957n9h+HnAIuNZ7/z/OuZ8FXuO9v95iX5X92YgyloQQQgghREpJBpOSmT1ZcrTTNhOI+f17QqZQV1c4ccM6dl3TS2Z6cibr56ZbZy4cBXji68eBnjjI09XRGYJEu3fOXoltLm66FTKZfLZTQWBpwzo4fJRdb768sG1CCCFaikoZS9UEll4M/A3wzaJdbyUU8f59YAp4CniD9/7xxHkN3VcFG4kCS2Njo3R391R5mqiFiYkxuTVCbu2QWxvk1Q65tUNu7ZBbO2K3O6KMn/Xda/LZQXFAZlZmz20DlYtYRwEfALq6GNi6kSNrzstfOzM9OXeR7BopGZSaq53GaNzaIbd2yK0dcluaeQWWFhkbiQJLp04dZ+XKNc1uTyo5fXpIbo2QWzvk1gZ5tUNu7ZBbO+R2/pQKvJTMHmpUVk8c1In+rDkbKQVo3Noht3bIrR1yW5olGVjSVDghhBBCCLFQFE9R27nphtmZOEW/F0876++9hCMTQ+w68CjrhsJqpmxYx66XdJLpbLeZJtbkbCEhhBCLgyUZWBoefpILL1zb7PakklOnjsutEXJrh9zaIK92yK0dcmvHUnWbzCiKp5Ht+ejDBXWF8iukQagrBOy6prf8tLOigM9SdbsQyK0dcmuH3Noht6WZ96pwi5EVK3qb3YTUIrd2yK0dcmuDvNoht3bIrR1L2W28ctrMNLJbC/bnV0hLBIv2VLpgURbRUnZrjdzaIbd2yK0dcls7qQ0sdXae1+wmpBa5tUNu7ZBbG+TVDrm1Q27tWGxuy01Zi7fHhbL33D0Kh4/mC13HWUhAvu5R/HOeaJW1guDR5vrbutjcLibk1g65tUNu7ZDb2kltYOnEiaOsXbuh2c1IJXJrh9zaIbc2yKsdcmuH3NrRTLcDhw7mp5R9YP9DdE/mCpe3/+jDsGEdA1ufyZGJofwUtKO//Q7WDZ1l4Esfgg3r8yutDRw6OHPxuLh1IrgElF6JzQiNWzvk1g65tUNu7ZDb2kltjSUV7xZCCCEWJ/kskahGDfv3NrtJosWJaxxlydFOW+nAUmIa2qyVz1TAWgghhKjIkizePTo6wooV5ze7PalkfPyM3Boht3bIrQ3yasdCu41fzOMXcrq68lN5kvsLihNH04MGtm7kyJrz8itZxb+v717Dztu+mL9WMqNk58FH6e+5mIGrluWzRNZ3h6V9B0cfLwwsbbosfx82rGf7wD/TNZktm40C5I8p6EcUPChwe9sAu67pnWnT8HS+/e/9yIOzryEqUsu4rbSs/VxL3sfBx3jMxOPKZNW0FkHft3bIrR1ya4fc2iG3pVmSxbunps41uwmpRW7tkFs75NYGebWjEW7jYFBxwCQmfikvxcC1F8Ohg/z0n32Ndd2r4SWd0NkOhOLEA4cOwu5tcNsAO196MwOHDrLunYW/h8DAF8P1oqBSzL5XbmLP5m1UzBFJJipF1wWg/R4gU3jshnWwe+fM9aJjCvoRTXeauuTpLFvWyc4Dj4SpTVw+06a7R/Pt72rvnLnPtpsWJMBUvPx8wUpiMCuIx4Z1M9Oz6s3sKpetU0cWTzxuk4Gf+LnHPye3Hf3td4TxlSCeqhbvKxV8jFmIKWitgr5v7ZBbO+TWDrm1Q25rJ7UZS5oKZ0v8F16A/t5LZv7CXuZfqYspVyxTCLEwzJWdIhY/xYGceBpQ/P1bMSNE382ziQJLu958eVgW/uPfLlhKHkK9nWSW0443XVaQVQMUBFmS/+1kw/r8/uTy8wVTuKLnMuu/oTfdCpkMA7t/BGDWf5N3HXg0H7yJM7pi4uBa3IZ8IPHw0XDAhnWzVMTXiNsanxMHgCCRdbZ525zZR0IIIYRofZbkVLgTJ45x0UVPb3Z7msKcQZui7cVBouRfamf9y+CBR5iaOsful180O+W8+C+80V/CB375xUCZv+gWBaOAmekVkP9LanxuvmBmSl+CT558YsmOW2vqdVuQNdBz8czLVhVjsVTwZuCXX1yw0lDyX+6Bwqk3UQZGPRTXqNl18/fOKmjLim7e85EH6G5fHs5JvASX+hwm2xl/Xt/6wX+h7dINJacfxX0tRakiu9V8rmc9j0PfDjtS+J1Qbswmv7O7OjoLMleSQYP4eaV9elA91PV9MEdgKV/E+ffvCd8PicBS0v2C1fYp/m/yAqH/jtkht3bIrR1ya4fc2iG3pVmSgaWzZydYvnxhlgks+S//0Qth8ctjI+o1FNe5gOhfHJlJH08GbQr+BRLCi3HiXyDj2hLVvnicO3e2frfFf4Eu8Rffsn8JTq7G0tU182dUt6NcMC3pa8+HvjHjPlFXAxKZV92rm/ayOi+3YhbJsZR7/x3cem1f6RfymA3r2HVN76zsgpJB1DjAFJ2XLAgbn1NcRHbgho0cWb+S9d1rSv5r/sChgzMvpRCCM4lMhpj4mPiFtniaU8H1KwSWMl3LCr63ki/B5T6Hxdtz77+DtrfdOnNAnDkR9RUoyGiAme8poPC7E/K1dOLvqDhQEn/Hzfq+iu6XP7eYw0fzwe1K2RXx9fP9TAa1E8cW9yN5bj3nxH0tNdUnm83S3t5e8P0OIRMEilajUoZRTei71g65tUNu7ZBbO+TWDrm1Q25LsyQDS5OTk3R0VF9Cqty0kFJBiVL/Wpn/l//45SgKLu340a7CF7XkS+Omy0q+eMTELxHFLynJl4pm/Av09PRUTW7NSGREJYvIAgUvagW+4sBSVJMifpazXN6UeFFOZo0Yv7y1jNsUUPDZjcZG8nnPeiGv9V/344BGV1f4PbGENTQoS6TceIvuXWq1o7qyE+Yxrlt+zC7igEvLu13EyK0dcmuH3Noht3bIrR1ya4fclmZJBpaefPIIa9bMrgsQU1wcs6ujs+S/nO96SSeZzvY5A0v5l7slMNVgaOhoRbepoETQACi5KlEjs5pa0m0LvJgnP6dAwbTJJMlslILP7uZtNm5bwE2zackxmxLk1g65tUNu7ZBbO+TWDrm1Q27tkNvSLLnA0m3/dRdPZcZmZfokpxgUF8e888rtTW24WIQks5rmEViaK8OkUp0eoObgRvH1Sk2nKpgelJhKVFzUteQ0raJzipcFz9fGocS0ICgI3sWf05JTfxLuVBhWCCGEEEIIIexYcoGl4eFRzpw5TU9PX7Pbk0rGxkbkFuYVWCqVgbPzwCPkDh+hjbaCTLjiOj1x1lx8Tr4eTVx/CgpWKervvaTg3sUFk0tNp6qKSgGt5L5S07YqZfYZZQFp3Nogr3bIrR1ya4fc2iG3dsitHXJrh9zaIbelqRRYSu3EwWx2qtlNSC1yW8iuGy8lc/++WfW5irNoShV1BmYycHZD9r230/HYEwXX7+5YHgIx+2a27Yl/2J04MFncPKKro7N8Js++omsBbK6h45WCP8l9UdBtT5lDa7ruPNC4tUFe7ZBbO+TWDrm1Q27tkFs75NYOubVDbmsntRlL2Wyq+iVakShjadeNlxYWby9RUDxerSu5IllySpcQQgghhBBCCNGqLMmMpeHhY6xadXGzm5FK5DZBlB2UmZ7kHW/ZnJ/ilc+52QzcNsDOl95c1eXk1g65tUFe7ZBbO+TWDrm1Q27tkFs75NYOubVDbmsntRlLmcxZOju7mt2eVDI5mZHbIhpVPFpu7ZBbG+TVDrm1Q27tkFs75NYOubVDbu2QWzvktjSVMpbam9GghaCtLbVdazpyO5tGTWmTWzvk1gZ5tUNu7ZBbO+TWDrm1Q27tkFs75NYOua2d1Bp76qnjzW5CapFbO+TWDrm1QV7tkFs75NYOubVDbu2QWzvk1g65tUNuaye1U+FUvFsIIYQQQgghhBBi/iyl4t3dAMuWtTM2dobu7t5mtyeVTEyMyq0RcmuH3Nogr3bIrR1ya4fc2iG3dsitHXJrh9zaIbelaW9vi3/sLt6XtoylXwL2NbsRQgghhBBCCCGEEClkO/Dh5Ia0ZSx9GeDUqTFOnDjGRRc9vcnNSScnTz4ht0bIrR1ya4O82iG3dsitHXJrh9zaIbd2yK0dcmuH3Jamvb2NCy/sgSjukiRtGUsbiWosTU5O0tGRtrhZazA9PSW3RsitHXJrg7zaIbd2yK0dcmuH3Noht3bIrR1ya4fclqZSjaXUrgo3PT3V7CakFrm1Q27tkFsb5NUOubVDbu2QWzvk1g65tUNu7ZBbO+S2dlIbWBodfarZTUgtcmuH3NohtzbIqx1ya4fc2iG3dsitHXJrh9zasZTdbt06q3Z0Q1nKbusltVPhstlU9UsIIYQQQgghhFjybN3azYEDE81uxpJjSU6FGxkZbnYTUovc2iG3dsitDfJqh9zaIbd2yK0dcmuH3Noht3YsRbdbt3bT39/Dvfd20N/fk89cWrn1uobeZym6nS+pDSwtW7a82U1ILXJrh9zaIbc2yKsdcmuH3Noht3bIrR1ya4fc2rGU3fb05BgZacsHmJI0Isi0lN3WS1VT4ZxzHcAHgBcBHcADwA5CCtQ+4HzgHPBG7/3D0TnPafS+KtiIpsIJIYQQQgghhEgBmvY1w9at3Tz4YMiNGRlpo6MjBJlOcRFTV2xm2YMP0DY2Sq6nl+HBI01ubfpoxFS4m4GHvfdbvPcvAPYAk8DngPd5758PvBv4DIBzrr3R+2rl+PHD9ZwmqkBu7ZBbO+TWBnm1Q27tkFs75NYOubVDbu2Q28ZRXLA6rW5LFeZOToEbGWkDoK8vx7FjowwOjjF1xWZOH/g8ALmeXtpGTrP64gtZ1b++rjak1a0l1QaWfgE46Zz7Z+fcF4Ee4Eog473/AoD3/m5g2jn3XOB5BvtqYvXqdbWeIqpEbu2QWzvk1gZ5tUNu7ZBbO+TWDrm1Q27tkNvGE0/1Wgpui4NMPT1hVtLYWFvZc9rGRoEQYKqXpeC20cwZWHLOrQCeBWwGXgq8FTgAbAJ80eEPA5cB/Qb7qmZ8fITJybOcOPEYU1OTTE5mGB4+BsCZMycZGxsBYGjoKNPTU5w7d5aTJ58AQqGu8fEzQIhUZrNZMplxTp06DsDp00NMTIwB8OST3wFgYmKM06eHADh16jiZzDjZbDYf6RwfP5MvAHby5BOcO3eW6ekphoaOAjA2NsKZMycBGB4+WjJdAwAAIABJREFUxuRkhqmpSU6ceAwIyx3GSx62Qp8mJ8+mrk+t8pxGR0+lrk+t8pyGhx9PXZ9a4TlNTp5NXZ9a5TllMmOp61OrPKeRkROp61OrPKehoSOp61OrPKeRkROp61OrPKdMZix1fWqV5zQ5eTZ1fVro5zQ5mUkUrF6R79PZs6MFfbr++s5ZfXrFK7pM+/QTP7G8oE+veEUX09NTrLjuR+p+TtlsluHhYwVFuoszlb75zUEGB8dm9Wnof79D5oXfR/b88wHI5bJ1Pad4/1Ife6X6VI45ayw559YAjwPne+/PRtvuAv4auMZ7/9rEsX8G/BXQBvxUI/d57++q2NDARqIaS8PDT3LhhWurOEXUyqlTx+XWCLm1Q25tkFc75NYOubVDbu2QWzvk1g65nR/9/T2MjbXlM3UAhq54CacPfH6W22Qtpvhnq/pMxdePax/FbY3bWOmcclx8cW9BZlJPT46xsTamp8nXVBocHCt7/sqt17HswQcAaBs5DR0dNddcWuhxW8rNyq3XzXLYbOZVY8l7PwSME4I+MdPABcCziw7fBHwbGDTYVxP6ArNDbu2QWzvk1gZ5tUNu7ZBbO+TWDrm1Q27taEW3pWr4LBa+M7KKznu/wqr+9Xm3cX+KV0hLZvzE0+fms2Jasbf4+mvX9uYzinp6cgVtjOscFWcfJdtU7voxg4NjHDs2yvHjo/maSpUoDsbUMyWunnFb3P5qxtliHovFVFtj6VPAbgDn3Ebg+cAngOXOuR+Jtr8YWO69/4b3/huN3ldrx+JUMNF45NYOubVDbm2QVzvk1g65tUNu7ZBbO+TWDrmtjTjQUCngMFdx6uTKaVAYjGoEcXAIKMikgsq1j5Ik27Ry63UFAaeYOKDUDGoZt8nC4v39PRWfXRxMSx5TKui2qn/9rGc2n6DgQlBtYOntwHc75+4nrNL2Bu/9aeDVwLudc/cB7wVekzjHYl/VLF++op7TRBXIrR1ya4fc2iCvdsitHXJrh9zaIbd2yK0dreS2+IW/lV7Uq8lciYM2cXHqbE8Pq0YenRWQOXBggiuuyOYDM319IfjTNnK64cGKsbG2/OpscUbR5PHDTG65umDq2eDgGFu2TOf/7OvL5QNknfd+hfaRkfyx1WQl1Uqtq8TVM257enKMjLTNChLB3J6LA3TQmNXtFpJl1RzkvT8DvKrE9m8BV5c5p+H7aqG7u2fug0RdyK0dcmuH3Nogr3bIrR1ya4fc2iG3dsitHa3gNlm3Jq5Z1N/fw9AVTW5YEcm2xX/GxIGWSQ4zGdUQKs4N2rJlumTtouHBI7PqDq2++EJyPb1MXbG5bHtK1U8qbtNc9ZImt1w9a2ragQMT0D8TIAMY7ttYUw2kakheHwoDNXPVXKo0bufqc3GQaFX/+oK2xM937dpeOjooqB2Vf4b9havbJYOCjfbUKKrNWFp0xBXSReORWzvk1g65tUFe7ZBbO+TWDrm1Q27tkFs7WsVtcmWxUtkhrUJNbRsbZbhvYz4TqJoi3clgRTXM5a3cPeNgUjKolDx2ePAIk1uu5sTxkVnZTY0gvn6ub2W+z8V9j2tAlWI+4zbOLCvOvIqntyWzs4B8xlfy2FLtr6dW1EKS2sDS0552abObkFrk1g65tUNubZBXO+TWDrm1Q27tkFs75NaOVnKbDIw0uu7QfEgGb4opV2doePAIUxUCMuUyl+JgRUwpB8maR8mAUhwwaWbto1opDmAlAzWVKB638VTFZH2pZG2l+NmVChLNalMUDDx+fDQfFIwpfm6lnlmrktrA0sREY+dlihnk1g65tUNubZBXO+TWDrm1Q27tkFs75NaOVnYbZ4A0s4ZNHLAozgYqDjiUIjs9XfV9iqejFQdXkiu4xSQDSn19uaraVAulspqsiQM1yYBcqb7H47bcintJigNvle4Z/xkHkKrJMkvSyjWXUhtYOnduvNlNSC1ya4fc2iG3NsirHXJrh9zaIbd2yK0dcmtHs92WygYqLoLdSsRtqxRwiAMx2Vz1gaUkpYIrUHqqVTIDp9YgSKtQTeCquO9zjdtk3alkAfNGFx2H2e1v1SlxqQ0srVy5ptlNSC1ya4fc2iG3NsirHXJrh9zaIbd2yK0dcmtHK7hNZgPFAYBSK5ctNPVMo0qybNlyoLasl+IgRbGDtrHRUBh8bKxsBs5ip5pA01zjNl5579ix2dPZGsVcWWatRmoDS6dOHW92E1KL3Noht3bIrQ3yaofc2iG3dsitHXJrh9zasdBu46lLxT9XQ6VizrXeu9pj51NI/NE/+uO6zy0XXIlXijt0bHbx6cXOXAGl5DSzWsZtNYG9+U73Wwy1llIbWFqxojVTxNKA3Noht3bIrQ3yaofc2iG3dsitHXJrh9za0Sy3ySLLMbVk4Kzcel3d9641oAW1tS2m0W5bPSOm0cTBmiTxNLMVK3rzYyhZWylZuLyeqYGNqifVirWWUhtY6uw8r9lNSC1ya4fc2iG3NsirHXJrh9zaIbd2yK0dcmvHQrmdK5hTyzSzeFl4i5f2elcSK0Uj3MaBjnJ1l5YibSOnecbGZ9A+MjKvjDJr4iDYfDPtGkVqA0snThxtdhNSi9zaIbd2yK0N8mqH3Noht3bIrR1ya4fc2rHQbkut3lVPNlAtBZLryVCaayWxarByu5CrtFlSSz/ibK34z+yKFcDM80nbtEALUhtYWrt2Q7ObkFrk1g65tUNubZBXO+TWDrm1Q27tkFs75NYOK7fVBnPiqUuVggLlMnUqTTcqvn+chbR2bW/ZpemLp+fNdyWxRrtNS0CpFk4f+Hw+W+vE8ZF8HaO2tnaG+zaaFeZuBMVTF+PMpWZNj0ttYGl8/Eyzm5Ba5NYOubVDbm2QVzvk1g65tUNu7ZBbO+TWjvm4raYQd3JqWblaOPUQv7TPlbmUnNaWnDb1nZFV+Zf8UvWaGrHimsatHa1cb6ptbJRc38qSAdFaMu0aTWoDS1NT55rdhNQit3bIrR1ya4O82iG3dsitHXJrh9zaIbd21OK2miykcoGkRtTCSdYZSq7ANVeh5OS9+/pybNkyTV9f2NY2NsqyBx8oCC5Vk0VVDRq3NgwPHuHs81/A8OCRugp0W5Ico+UyzJpV2Du1gaW+vlXNbkJqkVs75NYOubVBXu2QWzvk1g65tUNu7ZBbO+pxW26aWZKenhxjY208+GA7Y2Nt5rVwijNB5qrllJ9edewUU1ds5vSBz887i6oYjdvGEwdrOpZ1NrklsykXSKq0ut1CktrA0smTTzS7CalFbu2QWzvk1gZ5tUNu7ZBbO+TWDrm1Q27tqMZttfWSktPOxsbC1LMrrshy7NhoXbVwaq0pVC4TZGysraBe0kJluWjcNo7isTA1qWywWlnW7AZY0dt7QbObkFrk1g65tUNubZBXO+TWDrm1Q27tkFs75NaOat329/cwNtZGf38PV1yRLfi9mL6+XD6IFAelGhXMiQMMpw98nlX962etFlacCVJNMMuqKLbGrR2n7vpblje7EXWQrA0VB0JzPb0li9M3mtRmLHV0pDZm1nTk1g65tUNubZBXO+TWDrm1Q27tkFs75NaOWtz29OQYGWkrWQwbGlebqFpKrRYWU02GlPUqaxq3diw2t8nV7ZLjdCGnxKU2sKTUQDvk1g65tUNubZBXO+TWDrm1Q27tkFs75NaOetyWCyiVYqGLK7fSamEat3YsdrelMpesi3mnNrC0Zs26ZjchtcitHXJrh9zaIK92yK0dcmuH3Noht3bIrR3zcZsshm1JNZlFyYyQVlktTOPWjsXstlmZS6kNLI2NjTS7CalFbu2QWzvk1gZ5tUNu7ZBbO+TWDrm1Q27tqMdtcTHsZmI9nW0+aNza0cpuaxmTC5lht7gmD9ZANjvV7CakFrm1Q27tkFsb5NUOubVDbu2QWzvk1g65tWMut3GR7unpUJQ7WZhbVEbj1o7F6jYZdBoePMLKrdex7MEHFuTeNQWWnHNXAf8GXOu9/7Jz7mrgDmA5MAy83nt/LDq24ftq4fzzL6r1FFElcmuH3NohtzbIqx1ya4fc2iG3dsitHQvtduvW7paYSrUQVOM2Ltq9GGilDCZ9J9iRVrcrt16XH8PJnxtB1VPhnHMXAR8C/in6/Xzgs8CbvfdXAXcBH7XaVyvDwzXHokSVyK0dcmuH3Nogr3bIrR1ya4fc2iG3djTT7dat3UB4yUsjGrd2yK0di91tHDAqDhx13vsVsyLeVQWWnHPtwKeBdwEno80vA+7z3j8Y/b4feEEUgLLYVxN9femMMrYCcmuH3NohtzbIqx1ya4fc2iG3dsitHQvlNg4iLSWK3VZysFDFutOCvhPskNsZqv3eqjZj6V2EgM8/Jrb1Az7+xXs/DTwCPNNoX9WMj4/Q1tbOiROPMTU1yeRkJh91PHPmZL4Y19DQUaanpzh37mx+ScGRkWHGx88AcPz4YbLZLJnMOKdOHQfg9OkhJibCvN8nn/wOABMTY5w+PQTAqVPHyWTGyWazHD9+OGrPGUZGhoGwdOG5c2eZnp5iaOgoEIqDnTkT4nXDw8eYnMwwNTXJiROPATA6+hSjo08BtESf2traU9enVnlOmcxE6vrUKs/pqaeGUtenVnhObW3tqetTqzynXC6Xuj61ynOK75mmPrXKc4rPSVOfWuU5jY+fSV2fWuU55XK5Be3T9PQ0AJddtoJ77+0gkxlnavJcxT5df/2yRfmc2traC/p07tzZWc8plwu1lR57bISvfOWhlu9TI8fefPqUzWZT16dWeU7xPdPSpxw5crlc+DmXZVX/Ojrv/UrJPr385R0V+1SOtvgG5XDOXQfsAF7uvc865z4BfAK4CljtvX974tivADcBP9Tofd77r1dsaGAj8Mjw8CjHjx9l9epnVHGKqJUTJx6TWyPk1g65tUFe7ZBbO+TWDrm1Q27tWCi3cW2liy/upacnvIONjbVx7NjonPVOknWZFlONpmK3cd8HB8fYurWbBx+cyXNQ0e7a0HeCHWlym5z61jY2Sq6nt+Dn+M/hwSPAzPdL8Z8A7e1trFrVCyHx59HkfarJWHo1cDnwLefcw8BW4JNAL/Ds+CDnXBshsPMoMGiwrybSMhBaEbm1Q27tkFsb5NUOubVDbu2QWzvk1o5mu41Xblp98YWsvvhCsxoo86WeqXzbtvWX3N7f38O993YwMtKmKXB10uxxm2aWkts40FSOe+/toL+/Z87rzBlY8t6/znv/LO/95d77y4EDwOuA9wMvdM59T3TozwD/5b0/CXzBYF9NzJWqJepHbu2QWzvk1gZ5tUNu7ZBbO+TWDrm1YyHcxoGUUi9opw98nqkrNpPr6Z31khcX9S51brmC361Qyyluw/T0VMHvxfT15diyZVrZSnWg7wQ70ua2bWwUgMktV+czkwr2j5wuCGpX+r4qR9WrwhXjvT9LCPx80jl3H/B64Bet9gkhhBBCCCHEYiMOqsTT32IGB8c4dmx01vHFL3lJ4he+zrUbZq3w1Gory/X39/C1r3Wxdm3vrJfUwcGxfEBpsUzrE2IxMjx4ZFZAKd4GM0Gn4qB28ffVXCyrtWHe+zckfr4HeF6Z4xq+rxZ6ey+Y7yVEGeTWDrm1Q25tkFc75NYOubVDbu2QWzta0e1c01Ni4iBUrqeXqSs209/fw9hYG/39PZziItrGRjlx7JRxawuJ2zA9HTKSRkZKT3VTQGl+tOK4TQtLxe3w4JH8VFyAl479LQ8+2J6fntrTkysZ/C5F3RlLrU5cwVw0Hrm1Q27tkFsb5NUOubVDbu2QWzvk1o5Wdds2cnpWVlKc6TN5/DCTW64m17cyX4B32YMP0DY2e0rZqv71C1a7qTg7K17x7dix0XyGlqa9NYZWHbdpYKm6/VLP9VxxRZZjx0Zr/qzWnLG0WLjggrXNbkJqkVs75NYOubVBXu2QWzvk1g65tUNu7bB0W5y9A1TMAIinpdRCvKrT1BWbOXQAILpGom52tRlQjWZ8vL3mKTWiOvSdYMdSdJtcMa4eUpuxlMtlm92E1CK3dsitHXJrg7zaIbd2yK0dcmuH3NrRKLfFBarL1VYqR1z3JNe3Mrzk9a3M10YplT1w+sDnS9ZPKb5eTKXaTXMV/E4W842PTdZ0Wrn1uoKV3iAE0g4fHlaGkhH/P3t3HuZUebB//M5sMAvDvikoKnrcAJWK6KvWWuu+oZVWi0jRaqvW0sW22reK7Vv1p6+Vblq1UKRUa93Xaq2+blVEkSKIHtkEgYFZmUySmcn6+yNzQpLJTHKS3JPM4f5cVy+YrM/55kDNwznP0d8JPHtS23R/j2TKsRNLbrftC8lJhtSWR2151JZDXXnUlkdtedSWR2158t22p0kaa92SVFqffD72+3Rf8npamyj+NXqSzREJ8RNkbrcrNsGUfJqe9Rhg97Zqv+VRWx6nts3k74hs1z5z7MTS8OFjCz0Ex1JbHrXlUVsOdeVRWx615VFbHrXlyaWtNeliHa3Tk/h1hvItky+L8afYxR+5lOpKcnavLhe/+K/X60rYVu23PGrLo7b2OXZiqa3NmbOMxUBtedSWR2051JVHbXnUlkdtedSWh9E2+bSwQok/zSVSOzjhvvjFwVevLsGMGZUYPnF87LZUp83V1kYwfXoI69d7Y0dVtT75PIKTJqdcnFv7LY/a8uwJbTOZkLbDsRNLJSWOXZe84NSWR2151JZDXXnUlkdtedSWR2158tk2fkIp+bQwO6wvffn+8he/dlP8RNOkSeFup8BEqmsSLj9ubUeqU2V6Gqf2Wx615VFb+xw7sVRdXVvoITiW2vKoLY/acqgrj9ryqC2P2vKoLU8uba31hlJJPi2s0JLXbor/2Zosil/w2+X19Hr58UwmvbTf8qgtj9ra59iJpYaGrYUegmOpLY/a8qgth7ryqC2P2vKoLY/a8uSz7fr1XkyfHkJ9vSd2ylgxSndEVD6uEgVov2VSW549sW2uR0c6dmJp2LAxhR6CY6ktj9ryqC2HuvKoLY/a8qgtj9ryZNO2pyu/5Srfp74Vegzab3nUlkdt7XPsyYOhUBClpY7dvIJSWx615VFbDnXlUVseteVRWx615cmk7YwZlbG1hkIhoLQUCafApToyKdvLdjPkMlmUy3Zov+VRWx61tc+xRyx5PLsKPQTHUlseteVRWw515VFbHrXlUVseteWx2vZ0FFKqBbmtX/sbOxNM+ThySfstj9ryqK19jp1Y0uFrPGrLo7Y8asuhrjxqy6O2PGrLo7Y8qdpak0zWr8kTSdYV0oplYe5ipf2WR215nNa2L06xdezEktvdVOghOJba8qgtj9pyqCuP2vKoLY/a8qgtzznnlMWOSpo4sTrh99aRSpZMrvRWTKfAFZr2Wx615VFb+xx74mBZWUWhh+BYasujtjxqy6GuPGrLo7Y8asujtjwuV/Tf2ns7vc2aUNLRSfZov+VRWx61tc8VifTP84N7MAHApqYmD8JhR22XiIiIiIjk2cSJ1bEFuWtrd39/8HpdqKvzYMaMSh2BJCICoKTEheHDawBgPwCfJdxXiAH1hfr6LYUegmOpLY/a8qgth7ryqC2P2vKoLY/a5p+1flJVVRjA7nWT1q/3oq7OA0CnteVK+y2P2vKorX2OnVgaMWJcoYfgWGrLo7Y8asuhrjxqy6O2PGrLo7a9S15se/CMs3p8DJB4pTeXK/26SZId7bc8asujtvY5dmIpEOgo9BAcS2151JZHbTnUlUdtedSWR2151DZR/ESSNUk0alRNbNHt5MdZjxk7tiZ2+psl/veSX9pvedSWR23tc+zEks/nKfQQHEttedSWR2051JVHbXnUlkdtedS2u/ijjuIX3n7W+2WUrf4Qg2echdWrSxKOVKqujmDSpDDq6jyoq/Ogvt6DtWs36kglEu23PGrLo7b2ZbR4t2EYRwBYgOhV5MoA/MQ0zdcNwzgOwF0AKgA0AbjMNM26rufk/b4MTIAW7xYRERERcSzriCNrMsntdqG0NDppZE0QDZ5xFlqffF6Lb4uI5ElOi3cbhlEG4BEA15mmeTyA2QAeNgxjMIBHAVxpmuZUAE8AuL/rOYPyfZ9dra0N2TxNMqC2PGrLo7Yc6sqjtjxqy6O2PGqbuEZSvN7WR8pkUkltedSWR2151Na+TE6FiwC41DTND7t+3gigEsD5AJabprm66/YHABxtGMYwAKcR7rOloqLK7lMkQ2rLo7Y8asuhrjxqy6O2PGrLo7ap9bQ+UuuTz2f8GmrLo7Y8asujtvalnVgyTTNkmuZyADAMoxzAHwG8AGAsADP+cQA2IXpY1ETCfRnz+dyorKxGY+M2BIMBBAKdaGqKnk3X1tYMr9cNAGho2IpQKAi/vwPNzTsAAG53E3y+NgDRywyGw2F0dvrQ0lIPIDp72d4e/deQnTs3AwDa272xWc2Wlnp0dvoQDodjlyn0+drgdjcBAJqbd8Dv70AoFERDw1YAgNfrRltbMwCgqakOgUAngsEAGhu3AQA8nl3weHYBQFFsU2VlteO2qVg+p0gk7LhtKpbPyevd5bhtKobPqbKy2nHbVCyfU0XFAMdtU7F8TsFgp+O2qVg+J7e70XHbVCyfUzDYWbBtmjGjEs3NO3DeeQMK+jlZC3NbS3msWPEZNm7cifXrvTl9ThUVA7TvkbapsrLacdtULJ9TeXmF47apWD4na/FuJ21Tvj6nnmS0xhIAGIYxAcDDAN4A8N8ArgMwwjTNG+Ie8zaAawF8Kd/3mab5QQbDnICuNZbq6j7D6NH7ZrRtYs/OnZvVlkRtedSWQ1151JZHbXnUlidfba01h+ysPTRjRiVWry6JrWs0aVI44eeGSSfFjhAaPOMsjFz9GrxeF0IhoLQUaAwNw+DSNkSqa9C0/nNb72e9RnV1JGFdJa/Xhbq6/Cywq/2WR2151JZHbVPrbY2lskxewDCMQwD8FcDVpmku67ptPYDj4h7jQnRi5zMAjPts0Y7Ao7Y8asujthzqyqO2PGrLo7Y8qdomTw6lmgCKn0SyFr0eO7YG1dURDBw7HjXw9DrhYz0nFIquZeT1umLvYbGuwGb9vicudytGjB2KSHUNXN7o+wKAy+vBkGp/wkSS9Wu8fE0kJdN+y6O2PGrLo7b2ZbJ4dzmAvwC42JpU6vISgGmGYRze9fMlAFaYptlMus8W6/AwyT+15VFbHrXlUFceteVRWx615bHaWgtYT5xYHTs1bOzYGowaVYNly0rhdkcnfKwJIGuyKX7ha+vqadXV0Z+tCZ/hE8fHJois140XP2FVV+eJLZjdtP5ztD75PFqffB5N6z/H+vVe1NV5UF8ffUygfgsC049DpHZwxttrLchtvUaqhbnzRfstj9ryqC2P2tqXyRFL0wEcAGChYRjxt89DdOJniWEYQQC7AMwBANM0OwzDyOt9dvn9PlRWVmfzVElDbXnUlkdtOdSVR2151JZHbXmsttZkUk9qayOxSZh0p7s1rf8cg2echbLVH8Ll9cDl9cQdffQaAORtQif+VLnkhbUHzzgL658s3Bc57bc8asujtjxqa1/Gayz1ExPQtcZSOOyo7RIRERERB+tt7SPrdDTGOkPWRE/yryIiIvF6W2Mp7alw/ZW1arrkn9ryqC2P2nKoK4/a8qgtz57cNv5UM+v38bf19rN1Wpt12trEidWYMaMSn088B4NnnAWXt/vRPNbpZvliTSbtiZNKe/J+y6a2PGrLo7b2ZbR4d39UVVWT/kGSFbXlUVseteVQVx615VFbHrXdfXRR/CRR8v2TJoUBoNvaR91PW3sWrQDWAejsrMeAAVV5H++eOJGUTPstj9ryqC2P2trn2Iml8vKBhR6CY6ktj9ryqC2HuvKoLY/a8uypba3JpPhJpPjT2no7zS1Te2rbvqC2PGrLo7Y8amufY0+Fa2zcWughOJba8qgtj9pyqCuP2vKoLU9/a5t8ylryr2PH1mDixOrYFdLKR+2DEWOHYubY/8RutyaVLPGnqFmTSMm/ZqO/te1P1JZHbXnUlkdt7dPi3SIiIiLS71mnnnm9LoRCQGkpYr/GL3o9aVIYq1eXxH7tyaRJYSxbVpqwUHZjaBgGl7YhUl2DEyc15nwUkoiISH/R2+Ldjp1Y8njcqKoaVOjxOJLP16a2JGrLo7Yc6sqzJ7eN/6LO+NK+J7dlK1Rb66ihUAiorY3A7Xb1OLG0fr23237VHyaHtN/yqC2P2vKoLY/aptbbxJJj11gKBv2FHoJjqS2P2vKoLYe68vR12/jLmU+aFE75Jdv68m09dvr0UNojPt5YPQLBSZNRtvpDuLwenDC9I/ac5CNHUi1ovHp1CQbPOAsAULb6w9hrxbNuC06ajJPxKgDgH8tGoAae2MxCpLoGwUmT0frk8xj1tQvhefafsW1KPsoFAKZPD+G3q0/BEfgPgpMmo3zZ24hU16Bp/ec5VHY+O/ttqnWHkm8bPOOslItLjx1bk3AkkfV76+fa2ugEUk+S9+9in1QC9Pctk9ryqC2P2vKorX2OPWJJp8KJiIikPz0ofjLHWiemujqC/8PJOHxSODZhc+rqBViJI2KTQF6vC3V1nh4XJ06eGBg+cTxcXg8a61rycnSI9brJv1qs94ufLYpU777KizUJZU1yxfexjmqJf58RY4fGnm9tB0Py5F3yZwYgYULPmrzLZUw9LSzd06ROLtuRPH5L/H5o7WP/h5NxBP4DALF9MDhpMgB0O0XNWtNIREREOPbIU+EaG+swbNiYQo/HMeL/Y/Pss0vx3HOhhC8rABL+tXDSpDDeXDYw4T/C4/+lN92/RO6pmpt3aL8lUdvu8vHnML5rfziVpD/JdZ/tbUIp1QRK8nOd/Flm0zZ5Yikw/bhuR07FS3UUlSX5KK3ko7XiJ+96+8ysz8maRAtMPw4AYuM6Ga8iOGlywuunkmqSJ/5orWTW9iSP/7erT8HBB3egrLwCI1e/lnI7etrnJD39/xgPLQ/NAAAgAElEQVSP2vKoLY/a8qhtanvkxFJHRzsqKvbMywSm+5fHVF8YkieJrH9NTP4P3fjfJ08qWadOWK+f/B/hABCYflzsX73j/yUSQMr/eLX+dTL+P1qdfFqC39+xx+63bOedNwBPP91p+3k9/Wu7dZpNb/tg8nOrqyNomHQSWp98PnYaR/LisdafC+vPTLb7ePLRAtb6IvHbYR2VYv2Ziv8SHP9n/rerT4kduQLs/rIKdP+7IXn8yd+Kre0ZPOMsjFz9WrdTr9JNciU3tRbSTX79vsKcgOnt74NUk0bxRx8BSDgSR1/mE2Xzd238vtnT0VLpjqLqS4V6b/3/GI/a8qgtj9ryqC2P2qa2R04sBQIBlJb23RJS8f+RH/8lKXkNgFdxMo6vXpnyS6Od/wi0vszEfzm1pPuXR+tfEV/FyQAQ+xIZP0nU2xeQUCiYt7bZ/Md3T6clRKprEk57SHWElNXLWrizp8m0TCYNGPLZVtJPrli/Wn8u4/98WHr613brCAFrv4vfF0+Y3gEgeqoGkPp9qpa93m0R2fgjiKz1aADEjkKIl+pIiVQTPvF/L6WahIifzIn/c9jThEnyn9Xzzx+Ip57q6PaY2PhTTCxZk1hD0dzt1Kv4015SsSajeptY6um5yRPV8ZNi1t+HyY+1JtWSn2vpaQIu/rSd3t4nfs2g5FN9IpEIXC4XksVPGAHpjz6S7vR3LY/a8qgtj9ryqC2P2vKobWp75MTSzp2fY+TIcbaenDw5lHyoeaqFIuO/FFm/t35OdZla64iF5C+N1pfEVF+IUn1JARIvg9uXXyYaGrbabsuQvG5H8sQSkHiEVHyv+KNEUv1rfm+TBswjI4qlrRPETyYB6HViKf5IIjtHoPT12iup3jsfR0bk8lztszxqy6O2PGrLo7Y8asujtjxqy6O2qe2RE0vJi3f3tKho8pVtrMmhV3Eypk8PpZyUABK/pOpfiZ2pp0mDnk7tcaqeTq0s1DiSJ3iBxKPNrF+to4W0uKuIiIiIiEhu9riJJf9XZyK0bSsGrF2bcCUbS/KCmfrCaY/X60Z1dW2hh1FwwyeOBwC43K05TTDFT9j01LanUy2BzI826e0KPfELrwNIeapP/JFyyaf8JIu/PX5dHuvPYU+LyFqnCWVylF60V+YTu9pvOdSVR2151JZHbXnUlkdtedSWR2151Da13iaWHHniYNt9i9Da2oRBg4YBAB4FAOiIonwJh4OFHkLRiF8ryy5romfZslJMnFgNAPB6a1Jehjl63+5TLVevLsGMGZV4FSejbPWHGDzjLADd191JXnNnxozKbq+bauH19J5Fay/3Jk92DZ5xFh598kDMmBHu9fVbkThBFv2zm5+jpLTfcqgrj9ryqC2P2vKoLY/a8qgtj9ryqK19jjxiKdWpcCIM1iLFwO4FxJOP1Im/3VrDJ3lB5eTTtXI5/awYrkYkIiIiIiIiztHbEUvdD4twiKamukIPwbHUtrvkyaPWJ59POEXM5fWgbPWHuGjiuoS1vACgrs6D9eu9WL/eizVr1gFAbDIpmzWNrMkkTSol0n7Loa48asujtjxqy6O2PGrLo7Y8asujtvY58lQ4AKitHVboITiW2iZqWv95yqODrJ/j70t3Wqba8qgth7ryqC2P2vKoLY/a8qgtj9ryqC2P2trn2COWXC7HblrBqe1umRwVZOfIIbXlUVsOdeVRWx615VFbHrXlUVseteVRWx61tc+xxXbtqi/0EBxLbbvL12lnasujthzqyqO2PGrLo7Y8asujtjxqy6O2PGprnxbvFhERERERERGRHvW2eLfT1liqBICyshJ4vW2orLR/CXhJr73do7YkasujthzqyqO2PGrLo7Y8asujtjxqy6O2PGqbWklJ7AJUlcn3Oe2Ipe8AuKfQgxARERERERERcaCrAdwbf4PTjlh6DQBaWrw6FU5EREREREREJA9KSlwYOrQa6Jp3iee0iaV2AAiHI9ixYzNGjdqn0ONxpPr6LWpLorY8asuhrjxqy6O2PGrLo7Y8asujtjxqy6O2abUn3+C0U+EmoGvx7mAwhJISx170rqDC4bDakqgtj9pyqCuP2vKoLY/a8qgtj9ryqC2P2vKobWq9Ld7t2FqBQEehh+BYasujtjxqy6GuPGrLo7Y8asujtjxqy6O2PGrLo7b2OXZiyefzFHoIjqW2PGrLo7Yc6sqjtjxqy6O2PGrLo7Y8asujtjxqa59jT4WLX7w7FAqipaUBwaC/YAPbE5SVVWDo0JEoLXXa0l0iIiIiIiIie67eToVz7AxAa2sDBg8eCQBoaWnAwIFVqK4eA5fLVeCR9X/BYABlZeUJt0UiEXi9brS0NGDEiLEFGln/F7/fSn6pLYe68qgtj9ryqC2P2vKoLY/a8qgtj9ra59hT4SoqqmK/Dwb9qK6u1aRSnqRayMzlcqG6ulZHheUofr+V/FJbDnXlUVseteVRWx615VFbHrXlUVsetbUvoyOWDMO4B8AJAFq7btpomuZswzCOA3AXgAoATQAuM02zrus5eb/PjsrK6oSfNamUPyUlpSlvV+PcJe+3kj9qy6GuPGrLo7Y8asujtjxqy6O2PGrLc9tDa/CLy4/BwufW4vKzDy30cPqFTI9YGgfgEtM0j+/632zDMAYBeBTAlaZpTgXwBID7AYBxn107d27O5mmSgUCgs9BDcCzttzxqy6GuPGrLo7Y8asujtjxqy6O2PGrLc+XpowAAXzxi7wKPpP/IdGJpbwDJe+5pAJabprm66+cHABxtGMYw0n22jB69r92nOM7Chfdh8eI/5f11TznlxLy/pkRpv+VRWw515VFbHrXlUVseteVRWx615VFbno+3R0/sCoXDBR5J/5HpxNJwAD81DONVwzBeMAzjKAATAZjWA0zTDAHYhOgK4Yz7bGlv99p9Sr+yZMkiPPfc0xk//rnnnsaSJYuII5J8cPp+W0hqy6GuPGrLo7Y8asujtjxqy6O2PGrLU+IKAgDe/6ShwCPpP9JOLBmG4QLwCoC/mKZ5MoCbADwJoBRAJOnhka7/BQj3Zcznc8Pv96GxcRuCwQAikUhsUelQKIhQKAQACAT8iEQiCIfDCAYDKe7v7Lo/FLs/GAwgHN59P4CU90cikdj9oVAIoVAw7v5w1/3+FPf7u+4Px90fjN0fHXMYs2bNwemnn9HrNoW7ZlhDoSDOOONszJ49Ny/bFIn0vE3WOLxeN9ramgEATU11CAQ6EQwG0Ni4DQDg8eyCx7MLAGKfUyDQiaam6HJabW3N8HrdAICGhq0IhYLw+zvQ3LwDAOB2N8HnawMA1NdvQTgcRmenDy0t9QCiK/lbf9lah4m2t3vR2hr9y6GlpR6dnT6Ew2HU12/p2m/a4HY3AQCam3fA7+9AKBREQ8PWPtwmtwO3qTg+p7a2JsdtUzF8Tn6/z3HbVCyfU2enx3HbVCyfk9e7y3HbVCyfk9vd6LhtKpbPyevd5bhtKpbPqbPT47htKpbPye/3OW6biuVz6ujwOG6biuFzuuOv7+OA0dG1g8/4Qq0jtimfn1NPXJGIrTkbAIBhGO8DeBbAZNM0L+y6zQVgG4DDEV3oe3Y+7zNNszmDoU0AsKmpyYNwePd27dixGWPGFM+hgnV12zFv3tV45JGnAAAvvfQC3n9/OY48cipWrlyB9vZ2bN++DaNHj8b//M8dKC0txbXXXokZM76KZ555EvPmXY9HHvkrJk8+AmeeeQ7q63fittt+AY/Hg8rKStx00/9gxIgRWLjwPpSWlmLOnCuwePGfEAqFcPnlV+H3v1+Ajz6Knm1omp/gzjsXYOrUo/Hoo3/Dyy+/iEgkjGOPPR5z514JAHjrrTfwwAP3YtiwYTj66GNw331/wOuvv5ty24qttYiIiIiIiEg69z/7Ea4857DYz79Y/B5umnN0AUdUXEpKXBg+vAaInlH2WcJ96Z5sGEaNYRh3GYZR2/XzwQBGI3rltmmGYRze9dBLAKzomgB6iXCfLdaMXn/z73+/ieuu+wEWLVqK1tZWfPDB+7H7li17G7/+9e+x3377JzyntbUVl112OR544EGceuoZePzxR3p9j2uvnYd7712Ib3zjMhx11FRMnXo0Vq5cgXfeeQv33PMn3H//g9iwYR3eeecttLS04K67bsf/+3934+67/4Bhw4Yji7lIyVB/3W/7A7XlUFceteVRWx615VFbHrXlUVsetc2/M4+JHiBhtb3x0qmFHE6/knZiyTRND4BPAbxpGMbbABYC+HrX7ZcAWGIYxnIAlwG4qus5Hfm+z66qqppe73/x3S14Z80OtLR1YsGjqwAA9z61BnVNXnzwaQOeenMjAODmRcsBAI+/vgGr1jdia70H9z/7EQDgrr+thNvrx5urtuPl9z6HPxDCi+9uyWa4MccddzxGjRoNABg/fh80Nu4+r/P447+I0tLSFNtahaeffgLf+c7leOyxR9DU1Jj2fVpaWvD739+NH//4ZwCAd955K3Yk1Xe/exXq6uqwadMmrF27BoceehjGjBkDADjttDPhcuW0idKLdPutZE9tOdSVR2151JZHbXnUlkdtedSWR23z6/HXN6DJ3QFgd9t/vb+1kEPqV8oyeZBpmvcBuC/F7W8COKqH5+T9PjvKywf2ev/px+wT+/28i6YAAL5zfvRAqbHDq3HUQSMBALfMnQYAuPCLB8Qebx0e98OvHwkAOGHKXilftycuV+J8XjAYjP2+rKws7nEuxJ+qOGTI0JSvd8cdv8KJJ34JN930S7z33rt4+eUX047hf//3VsyaNSc2iRUOR3DuuRfg4otnJTzu7bffSjhCyVpDSTjS7beSPbXlUFceteVRWx615VFbHrXlUVsetc2fmxctj33vB3a3HVRVXqgh9TuZXhWu32lsLN7ZxaFDh8DtdsPn88Lv9+PZZ5/K6fV8Pi8OPvhQAMC//vVS2smff/7zHwiFQjj77PNitx133PF45pkn0NoaXZTr5ZdfxNtvv4XDDjscn3yyFnV12wEAjzzyV7h0yBJNMe+3/Z3acqgrj9ryqC2P2vKoLY/a8qgtj9rmzjpTKX5SCdjd9tAJwwoxrLxrau3AsrU78OQbG2nvkdERS/3RqFHpjxwqlAEDBuKyy+biqqu+iREjRmLatOmxiZtsfPvb38Xtt/8CgwbV4txzZ+Dpp5/o9fF3330nRo0ahe9853IAwEUXXYyTTz4FM2deguuu+w4qKyux997j8KMf3YDKykr85Cf/jRtu+BEGDBiAk076MmprB2c9VuldMe+3/Z3acqgrj9ryqC2P2vKoLY/a8qgtj9rmbuzwqtiZSvGstov/8Qm+P3NKXw8r7/768qe47quTqe+R1VXhitgEdF0VzuNxo6pqEABdqSzfQqFQyrWeALXOlc/XFttvJb/UlkNdedSWR2151JZHbXnUlkdtedQ2d/c+tSa2HE48p7adv2g55icdnWVHTleF66+CQX+hh+BgjpqMLCrab3nUlkNdedSWR2151JZHbXnUlkdtedQ2d6kmlYDdbf/49Jq+HA7NH55cDQA5TSql49iJpdra4YUegmOVljr2DMqC037Lo7Yc6sqjtjxqy6O2PGrLo7Y8asujtrmzrg6fzGp77n/tBwDY1uDB/c9Erwx/29IVfTO4PPrqSdELkf3tlXW093DsxFJz845CD8GxgsFAoYfgWNpvedSWQ1151JZHbXnUlkdtedSWR2151DZ3l51+cMrbrbY7m30AgIbWDlx5bvTK8Feffzje+rAO/3zv874ZZB58vtMDAJhyAG8y0rETSzU1Qwo9BMcqKUm9vpLkTvstj9pyqCuP2vKoLY/a8qgtj9ryqC2P2mbnZw8sQygcxovvbsEnm1tSPsZqu3lnGwBg4/bW2H2Dawbg+Mlj8aUj9+IPNk/qmrwAgAEVvDOPHHtOk07X4nG5XIUegmNpv+VRWw515VFbHrXlUVseteVRWx615VHb7PzqW9MBAKcf0/NV9ay2X6l7AHX3t+LUqgp4liY+pqndhX2/dTdtnPl0TtcpfW+s2ob996qlvIdjj1jSoYE8OhWOR/stj9pyqCuP2vKoLY/a8qgtj9ryqC2P2mbnoZc/TfsYq23E346xV96DmlkLuv1veGX/uaDVzYuWAwDmnHEI7T0cO7E0cuS4Qg8hrxYuvA+LF/+p0MMAAJSXVxR6CI7ltP22mKgth7ryqC2P2vKoLY/a8qgtj9ryqG12phoj0z4mk7at/hLsevA6tPz1x/kYFtUtXVeDYy487tiJJa/XXeghOFYoFCr0EBxL+y2P2nKoK4/a8qgtj9ryqC2P2vKoLY/aZqe0NP0USCZt9577awy57LcIdvjyMSyqR19bDwCYd9EU2ns4dmIpHA4WeggO1n8O++tvtN/yqC2HuvKoLY/a8qgtj9ryqC2P2uauwx/EKyu24o1V2xNuV9vsvL0m/SmEdtpWDij+ta4O2WcogMy2PVvFXyFLgwYNK/QQenT66SfhssuuwOuvvwq/vxPz5l2PyZOPQF3ddvzsZ9fjyCOnYu3aj9DZ2Ylbb/1fjBkzptBDTqCF4niKeb/t79SWQ1151JZHbXnUlkdtedSWR21z9+u/r8KNs6bC0564zq3aZubDDY0YNmggnn5rE665YBJmn2akfY6dtm0+P2pyGWAfqK2OLmUz6aPfoG2tH96OIAYNrkX1zNvy9h6OPWKpqamu0EPokdfrRUmJC3/84yL8+Mf/jV/84ucIBKJ/UXz6qYmpU6fh3nsXYvr04/DMM08UeLTdBYP+Qg/BsYp5v+3v1JZDXXnUlkdtedSWR2151JZHbXN346ypAIB7n1qTcLvaZmbd1laMG1WDay6YBAD41V/eT/scO21rqsqzHltfefm9zwEAVSUBDLr0NxjzrT/A687vqZSOPfSktrb3WUbfP+5CuOnzvL9vyfDxqDrjh70+xuVy4cILvwYAOPjgQ1BbW4vPP9+MysoqjB49BscddzwAYJ999sUHH6Tf8ftaSYljd5uCS7ffSvbUlkNdedSWR2151JZHbXnUlkdtc/fgi5/gstMPxvUXH5lwu9qmN3/RcszvWrj6rr+txA+/fiSu//qRaZ5lr63fH856fH3l8rMP7XbbgPLSvL6HY2cIXK7eD8ZKN/nDVlISPz5X7HdlZbs/EpfLhUik+NYzcrnSP0ayk26/leypLYe68qgtj9ryqC2P2vKoLY/a5u6EyXsBABY+tzZhgkBte/f0W5tik0oA8K1zD8Obq7ajIxDCV74wvtfn2mnbH74b3/nwym4Tk+GkaYb7nvkIV517GG5Z/B5unnO07fdw7N64a1d9oYfQo3A4jJdeegEA8Omnn6CtrQ3jx+9b4FFlLhjUQnEsxbzf9ndqy6GuPGrLo7Y8asujtjxqy6O2uesMRK/I/ZWjEydD1LZ340YmrnxUW1WBE6bslXZSCbDXtqys+KdUvnP+4d1uC4YSj7Q6tWv/+vHF6Y/oSqX4K2RpxIi9Cz2EHpWWlqKhoR7f+97VuP32/8FNN/0C5eXFf26mpby8otBDcKxi3m/7O7XlUFceteVRWx615VFbHrXlUdvc/WddIwDA7U1c51Zte7f3yOqsn2unra+j+A+6+ODThm63JV/Nrr0zuh3LPsruynGOnVjyeHYVegi9mj17Ln7zm3uwaNFSTJo0BQAwduxeeOSRp2KPOe20M/Gzn80HAFx++VWYM+eKQgy1m1Co+P/w9FfFvt/2Z2rLoa48asujtjxqy6O2PGrLo7a5u/iUAwEAq9Y3AQB+et87ANQ2nSff2Jj1c+20raks/gNEAsHu60C1+RInKj/cEN2/XFme2+fYiSURERERERGR/mz+n5cDAL5x6kEAgNuvOraQw+k3Up3+xeDtCPTJ+2Tr1qUr8F+TxnS7fVBV4llIX/9ydALz6ENGZfU+jp1YqqkZUugh9Oj1198t9BByUlrq2DXfC66Y99v+Tm051JVHbXnUlkdtedSWR2151DZ3yQspP/vvTQDUNp0Fj67K+rl22g6sKN7vxg+++AlunDU15Rg7/IlnId28KDqB+YcnVmf1Xo6dWGps3FboIThWIOBP/yDJivZbHrXlUFceteVRWx615VFbHrXlUVv7nnlrE1aYuxePfvHdLQn3jx0eXTtIbXs3+zQj6+faaRtOvrxaEVj8j0/w8eaW2BUFUyktSTzl7ZauK+j9+JKjsnpPx04sDRmSeAhXJFJ8H3h/VVaWelZWjXOXvN9K/qgth7ryqC2P2vKoLY/a8qgtj9raM3/Rcpx7/H4JVzQbOmhAwmPGj47ep7a9Mz/Pfg0qO21D4ej6RX97ZR1WrmvAtkZv1u+bL3POOBiH7DsU++9V2+NjSksSp4Kef+czAMCi5z/O6j1tHbdlGMZUAG8BOMM0zdcMwzgOwF0AKgA0AbjMNM26rsfm/T47IpHdC1SVlVXA63Wjuro268WoZLdIBEjOGIlE4PW6UVamK8blIn6/lfxSWw515VFbHrXlUVseteVRWx61tWd+11EjD7+yDvMumoLfPvYhZnWtrWR57LUNuGbGpD227T1PrcGFJ+6P0cOqen1cqyf7s2zstK2sGYS6+6/G2VUVQB2wq7MEuPzXWb93Psz/83LM/+a0Xh+zy1+CkqXz4G0PoHJAGY4Nh+HZUIoLSgYA+H+23zPjiSXDMIYB+B2Al7t+HgTgUQCnm6a52jCMbwO4H8A5jPvsbpjb3Yzhw8cCAIYOHYmWlgatnJ8noVAIpaWl3W4vK6vA0KEjCzAi54jfbyW/1JZDXXnUlkdtedSWR2151JZHbe157LUN+OpJB2DeRdGrhl/31cndHnPNjEkA9sy2v33sQ1z31clYYdbHJpYee20DDho/BJMPGJ7w2FOPHp/1+9hpWz3zNlTH37B0Xtbvmy/J63Klss8VdwMAapJub1l8XVbvmdHEkmEYJQCWApgP4JKum08DsNw0TWt1pwcAzO+agDo53/eZptlsZ8Pid4TS0jKMGLFn/aGT/mlP+z+HvqS2HOrKo7Y8asujtjxqy6O2PGprz0Hj0y8abU2u7IltraO3Nm53Y6oxCjfc9w5uu+pYfF7v6fbYXz74Pm7+ZvoJllRyaetpD3SbrOlrL767BWdM3zer5wZD2R0Jl+kaS/MRnfD5Z9xtEwGY1g+maYYAbAKwH+m+jPl8brS1NaOxcRuCwQACgU40NUXPpmtra4bX6wYANDRsRSgUhN/fgebmHQAAt7sJPl8bAKC+fgvC4TA6O31oaYkuoNba2oD29uh5kzt3bgYAtLd70draAABoaalHZ6cP4XAY9fVbusbTBre7CQDQ3LwDfn8HQqEgGhq2AgC83uh4AaCpqQ6BQCeCwUBs0TCPZ1fsaKti2Ka2tmbHbVOxfE4tLTsct03F8jlZz3fSNhXD59TW1uy4bSqWz6m1tdFx21Qsn1NT03bHbZMTPydtU+I2NTVtd9w2Fcvn1Nra6LhtKpbPqa2t2XHbxPycKko60m7TN75yEBobt6G1tbFfbFM+P6dPNjfD7+/Al6dEp25uuPgg+HxteGn5ltg2rd6wA39+bhVu/ubRWW9TY2P0vxPC4ZDtbRpYXY2mRddi54M/Kti+V1PpyvpzGlDu6vVz6okr3YLLhmGcBeAaAGebphk2DGMxgMUApgIYYZrmDXGPfRvAtQC+lO/7TNP8oNeBRk0AsKmpyYO2tlZUV/e8WJVkz1qvSvJPbXnUlkNdedSWR2151JZHbXnUlkdt7fnTc2txxdmH9vqYZWt3YPqhY/bItv9YtjntkTgbtrfigL0G5/Q+VlvP0nmombUgq9doW/o9DJr1m5zGka1mdweG1Q7sdnsm21N3/9UYe+U9Ke8rKXFh+PAaIHrgz2cJ92Uwrq8BOBjAWsMwPgEwA8ASRE/Hi60kZhiGC9GJnc8ArCfcZ8ue9oesL6ktj9ryqC2HuvKoLY/a8qgtj9ryqC2P2mamzefHnQ+vTDupBADN7k4Ae2bb04/ZJ+Xtdz68Mvb7f39o+7pf3eSjbZPPBc/SeWhYeC1a/vrjnF/PjqX//DTr59YOGYzGRdeiefF34Vk6D75/3JXR89JOLJmmOds0zf1N0zzYNM2DATwJYDaiS4VPMwzj8K6HXgJgRddaSC8R7rPFOqxL8k9tedSWR2051JVHbXnUlkdtedSWR215nNa2pa0T/15dhxff3ZLX1125rhHXX3xkRo/94pY/ou7+q+FeEv3i7/37DemflKFHXl2HjzbZ/uod094ZxO1LV+RtPMluWfxeytu/fd5hsd/PPv3gnN8nH/vthCsXoGbWAoy8/PdwBTtyfj07Ui36nqnqmbdhxNzfI3j+HVhcdTmqzvhhRs/L+KpwyUzT7DAM4xIASwzDCALYBWAO6z67hg0bk+2mSRpqy6O2PGrLoa48asujtjxqy6O2PGrL47S2i//xCb4/c0rWCxz3JBDM/PUi/naMvfIePPSyiUu+YsCTp6uQzV+0HPPnTsNnO9xpH7t5RxteWbEVc886BHc89AGuuWAS3vu4HpFIBD+dNRV/fuFjfPPMQ/IyroQxfnNayts7HvsZ/KEOVJSVwNMewKCqipzepxIReOCCq6Iyp9ex+G18vrlYYdZj3MgaPPzKutiVBbM1akglrr1gUsaPtz2xZJrmnLjfvwngqB4el/f77AiFgigtzXreTHqhtjxqy6O2HOrKo7Y8asujtjxqy6O2PE5r+/2Z0S/rt/5lBW7K4JLumbj1Lyvww68dYft5h++X/gpydsyfG520efWDbZh7Zu+ngrW1+zH3rOjE0Y8viX51P+nIvWP3x/8+nx7+1zpcfMqB3W6vLAmgZvbvAACD8vA+fn8HKiq6r1GUraoB3D8D1tXxrKvl5TqplI1MrwrX76RbtVyyp7Y8asujthzqyqO2PGrLo7Y8asujtjxOabvy0wZsb/Tit499CAB5m1Ra8uInuPHSqcWJM2oAACAASURBVBhQUWr7ueGgL+f3v+tvK9Gwqx3LP96JJ97YCACYm8GRRms3tfR6f3tnMOexpXLEgSMor5ss3/ttm8+f19dLdttVxwIALvrSROr79MaxE0tOO+yymKgtj9ryqC2HuvKoLY/a8qgtj9ryqC1Pf297w33vAAA+3boLe42ojq1d89ccFkeO91+Tx2b93Hc/jU4s5TJp8cOvH4mRQyox7ZDRuODE/QEAt/819cXYH399A4DoKXMzT+59AuPDDU1p33vjdjc+/qwZS178JOPxDii3PwGXjXzvtzWV5Xl9vWSPvbaB+vqZcOzEktudfmeW7Kgtj9ryqC2HuvKoLY/a8qgtj9ryqC1Pf29rHQnytZMTT7/6wsEj8/L6wRzW3rn4pOjkRy6TFr9/YnW32667MPW6OuNH1QDYfcpcb77+5e6nqyV7Y9U2HDJhWK+LbXvaA3hj1Xa8siK6mPabH25P+7r5kO/91h/grrF00Pj8nhaZDcdOLJWV5bZgl/RMbXnUlkdtOdSVR2151JZHbXnUlkdtefpr220NHvxnfSP+9sq6lPeXluTna/SKTxuyfq7VNpeFoVMdefTux/UpHzthbO/rLsXbdN88eJbOQ93iH/X4mDlnRE+5m79oecLtW3a2YeFzawEACx5dhROn7IX/mjQGty5dgcvycMW3TOR7v3W58vpy3QwdNID7Bhlw7MRSVVU+lu2SVNSWR2151JZDXXnUlkdtedSWR2151Janv7Z9/p3NOGLiiB6PvHnnox15eZ9LTjko6+fmo+1ndemvAGf5+6vrM37syGqgZtYCDEBn7Lafdp1WuPSfJgDgtqUrAHQ/Asrt9ePysw8FAPz37C8AAAZWlOHGWVMzfv9c5Xu/LSvjTru8tHwL9fUz4diJpfr6wsd1KrXlUVseteVQVx615VFbHrXlUVseteXpr22vPPewXu+/9DQjL+9zy5/fy/q5VtuKHCYtdra0d7vtmENGpXysnUvPW8rijuy6veu0wiMmRhfgtq5c9sKyzQnP+XhL7wuD94V877e+Ds5i5pYruibiCsmxE0sjRowr9BAcS2151JZHbTnUlUdtedSWR2151JZHbXn6a9u7HvlPr/f/asn7eXmfn1/2hayfa7X12pi0+OPTa7B5RxvWbIquIXTOcRO6Pea3j3dfdwkAfvf4h7bHGH91uGf/vQkAMKgqeprZ22uiR30Nq008jeuikwp3ZTNLvvdb9uLddz68kvr6mXDsxFIg0FHoITiW2vKoLY/acqgrj9ryqC2P2vKoLY/a8vTXtlecdUiv919/8ZE5vX6zuwPvfLQDz779WdavYbW1M2nx7fMOx75jBmHlukYAu696F++n3zgq4b7n3/kMyz/emdGC3MlqBtdi55+ugXvJ93D8ul/Ds3Qeyl64GQBQWhpdeOjAvRMXnr45ac2lQsj3fuvtCOT19ZJ9+7zej7DrC46dWPL5PIUegmOpLY/a8qgth7ryqC2P2vKoLY/a8qgtT39tu3pjc6/3v/6f3K5OtuQlE8ceNgbnHb9f1q9htd3VWYLWB69D89Ifp33OHQ99AAC49NToqXzWVe/iLXrh44T7zjp2AqYdMhojh1TaHmP1zNsw+oo/oHb2bzB0zu9QM2sBhtQMwI4HrsHU1XfAs3QefI/emPCcWzK46hxbvvfbgRWleXmdh/71KcwUpwpaE4WFVFboAbAMHZr63FDJndryqC2P2nKoK4/a8qgtj9ryqC2P2vL0h7Y//9O7+OUVx2DpP01MO2Q0Dho/BL7O3k8vSzVR0NLWiU82t6DV68fpx+zT6/Ot9YVyYbUdd/mvAQANC69N+5xrMlgnacauxWhZ3I5AKIyqAdlNF7gqep6Eqp55G6rjH/v3G7DzT9dgYEUZwuEwgqEIKm2+b2/vl41877fBkoFoXHQtKmsGoXrmbVm9xi1/fg83f/NobNjeiiUvfoLZpx+MW/+yAj/82hEI5HBlwHxx7MRSa2sDBg8eWehhOJLa8qgtj9pyqCuP2vKoLY/a8qgtj9ry9Ie2N3/zaADArFMNrNu6CwDwpSP36vU5U7oWoI734IufYN5FUxAKp/+Sf+9Ta/Cd8w/PYrS7JbfNZDLmvY/rcdKRe/f6mPJwJ2rm/DansdmRPNFUDPK93w6fdQcAoO7+q7PeVms9rgP2GowD9hoMALjx0uiV8r48tfBrmTl2YqmioqrQQ3AsteVRWx615VBXHrXlUVseteVRWx615ekPbV9dsRWnToseYfTGqu04cNwQ/OLB9/HLy4/p8TktD/0EJZUReDsCGFhRitKSElwBwLMUaPS5MOHKu1M+7+//tx4H7DUYM07cP+dxJ7dt8/lRk+Y5kUgk5/fdE7D2W2vh8mz8873P0x4JV0iOnViqrCy2eU/nUFseteVRWw515VFbHrXlUVseteVRW57+0LY6bvHry8+KXra9t0klABheGUHNrAWoAbBqfSOmTByx+yikpfN6fN7ML+XvimfJbTOZtJh+2Ji8vb+TsfbbDn8w7eRfTwbXZD8p1Rccu3j3zp2bCz0Ex1JbHrXlUVsOdeVRWx615VFbHrXlUVue/tD2sP2G5fT89dtaAQDnnxBdiLu9l/WZ5ufximfJbduCpWhZ/F24l3wPW/70/ZTP+c2jq/L2/k7G2m9LS7KffjHGD0n/oAJy7MTS6NH7FnoIjqW2PGrLo7Yc6sqjtjxqy6O2PGrLo7Y8xdj25wvfBQAsfH4tAGDR8x/n9HoXfvEAAEBdkw8AUF7W81fs+Xm84lly27Fz7sLQOb9D7ezfYHjtQOx84Bq4l3wPzYu/i7rFPwIA/HTW1Ly9v5Ox9tuSElfWz13ykpnHkeSfYyeW2tu9hR6CY6ktj9ryqC2HuvKoLY/a8qgtj9ryqC1PMba9qWsR5BOnRBfo/sHXjsjp9X563zsAgPVbW9M+9vHXN+T0XvF6a1s98zaM/tYfUDv7Nxg253cYVBY9iurPL+Q2ibanYO23Hf7erzbYm3xcSZDJsRNLfr+v0ENwLLXlUVseteVQVx615VFbHrXlUVseteUpxrb/t3I7AMBax/q+Zz7K6fVuv+pYAMDMk6PrJ3mCZfAsnYe6+6+GZ+k8eP9+Q+yxB44bnNN7xbPTts3nB4C0V4STKNZ+Wz2wPP2DenDvU2vyOJL8c+zi3cV+Wcv+TG151JZHbTnUlUdtedSWR2151JZHbXmKsW3VgOhX4OUf78RB44fg7OMm5PX1x13+awBARSCE11dtx9TVd8QuMT9s0MC8vY+dtrVDBqNh4bUYWlYCT2nvx5a4KipzHVq/x9pvPe2BrBfvzseVBJkcO7HU0lKPoUNHFXoYjqS2PGrLo7Yc6sqjtjxqy6O2PGrLo7Y8xdh20v7RxbpnnWoAAOpbfNh7RP6vAlZRXoqvfGE83OurseOBa1BTWY7yjgA8ORy1Auye+LHTtnrmbSj+6/MVD9Z+WzWw5+mXmxctxy29rMG1rcGLMcOq8j6mfHHsxFJVVbZzgZKO2vKoLY/acqgrj9ryqC2P2vKoLY/a8hRD2/+sb8TIwQPx/DubceW5h+Gep9bghllT8csH38PPLzsam+racOSBvCOrar9+O2q7fp/PGsXQ1qlYbYPBcMrbH399A26ZOw1PvbkR55+Q+sikrQ0eTDWK7whAi2PXWCovz99hhpJIbXnUlkdtOdSVR2151JZHbXnUlkdteYqh7cbtrdh7ZA2uPPcwAMANXVdGs369oMhPMepJMbR1KlZba12vZBP3jq69tc/oQahr8qZcT+m84/ejjClfHDux1Ni4tdBDcCy15VFbHrXlUFceteVRWx615VFbHrXlKYa2F5x4QMrbX10RHdv8Rcv7cjh5UwxtnYrVtqIi9fTL8NroRNZRB43E2OHV+M75h2PBo6sSHlPs+2lGp8IZhnE1gG8CCAPwALjaNE3TMIzjANwFoAJAE4DLTNOs63pO3u+zY9Sofew+RTKktjxqy6O2HOrKo7Y8asujtjxqy6O2PMXQdv6i5ZifYu2a6sroWkep7usPiqGtU7HaenwBDEpx+wvvbsaV5xyWcNtlpx+c8HOx76dpJ5YMwxgB4HAAx5um2WkYxtkA7jEM43wAjwI43TTN1YZhfBvA/QDOMQxjUL7vs7thPl8bqqpSfWySK7XlUVseteVQVx615VFbHrXlUVseteUphrY9fSE/bL/oIt5PvLGxX54OVwxtnYrV1ro6X3lZCcpKSxCORODrCOKSynJ4liY+NhgpBy69M/bz469vwIVfTH30XTFIO7FkmmYjgKsBwDAMF4CDAEQAnAZguWmaq7se+gCA+YZhDANwcr7vM02z2c6GBYN+Ow8XG9SWR2151JZDXXnUlkdtedSWR2151JanGNr2tCDyouc/xg++dgT2G9s/J2eKoa1TsdpaV+dbv7UVE8cNxpurtuOEKXulfGznou8m/HzguMGUMeVLxleFMwzjdgBzAHwA4NsAvgrAtO43TTNkGMYmAPsBmEi4z9bEUm3tcDsPFxvUlkdtedSWQ1151JZHbXnUlkdtedSWpxja7js69cTRVa5HsPNPD2D/ijJ43nXZek1XRWU+hpaTYmjrVOy273y0AxPHDUaHP9TjYwYkrcc0bFBxL9ae8eLdpmn+FMA+AN4F8BUAAUSPXIoX6fof476M+XxuNDfvQGPjNgSDAQQCnWhqii7T1NbWDK/XDQBoaNiKUCgIv78Dzc07AABudxN8vjYAQH39FoTDYXR2+tDSUg8AaG1tQHu7FwCwc+dmAEB7uxetrQ0AgJaWenR2+hAOh1Ffv6VrPG1wu5sAAM3NO+D3dyAUCqKhIboomNfrRltbdN6sqakOgUAngsEAGhu3AQA8nl3weHYBQFFsU3PzDsdtU7F8TtZrOWmbiuVz2rlzi+O2qRg+p+bmHY7bpmL5nJqa6hy3TcXyOVm/d9I2OfFz0jYlblNDw1bHbVOxfE5NTXWO26Zi+Zyam3cUfJsqXG0ptync6cXoK/4A/xnXo/Li/0XFzNvhP/OnqJm1AOFzf46SC36JmlkL4Dv1B6i65Ncov+hWBM66ETWzFiB42g8K/jk1NW3Xvkfapvr6z6nbdMHxY/GrJe/jsHGRHrepzRdI2Kan3/y0KD6nnrgiPV3zLo5hGC7TNCNdv68CsB3AZQBmm6Z5ofUYANsQXY/phHzfl+GpcBMAbGpq8qCjox0VFcU9q9df+f0dakuitjxqy6GuPGrLo7Y8asujtjxqy1MMbf/49Bp8+7zDu93uWToPNbMWFGBE+VEMbZ2qGNoy9s9cX7OkxIXhw2uA6Blln8Xfl8ni3WcAuMwwjFmmaQYBfAnAVgAvAfi9YRiHm6a5BsAlAFaYptlsGEbe77O70aWlGZ/lJzapLY/a8qgth7ryqC2P2vKoLY/a8qgtTzG0TTWp5ATF0NapiqFtq78EwQevAwCUlZbA0x5ATdeVDLPFPIUzk2IvAfgCgGWGYfgBhABcappmh2EYlwBYYhhGEMAuRNdgAuM+u5qbd2DkyHHZPFXSUFseteVRWw515VFbHrXlUVseteVRW55iaHv331fh+zOnFHQMDMXQ1qmKoe3ec38NAFjykonZpxkI+/yoqaoo6Jh6k9GpcP3IBHSdChcOO2q7RERERERExKaWtk4MHTSg2+39/VQ42bP0dgW5vtLbqXAZL97d31iLfEn+qS2P2vKoLYe68qgtj9ryqC2P2vKoLU8h2v7lJRPrt7bC3NICAFj7me1VVfoF7bc8xdT2poXL4Q+E0BHo+QpyxcCxE0vhcLDQQ3AsteVRWx615VBXHrXlUVseteVRWx615enrtr9a8j4uPc3AxHGD8f4n0atktfkCfTqGvqL9lqeY2v7i8mmoKC/FV74wvtBD6ZVOhRMREREREZF+zx8IoaK8NPbzLxa/hxsvnYqy0u7HU+hUOBF79shT4Zqa6go9BMdSWx615VFbDnXlUVseteVRWx615VFbnr5u+/p/tif8fNOco1NOKjmB9lsetbXPmX/KANTWDiv0EBxLbXnUlkdtOdSVR2151JZHbXnUlkdtefq67cCK0vQPcgjttzxqa59jJ5ZcLsduWsGpLY/a8qgth7ryqC2P2vKoLY/a8qgtT1+3nTJxRJ++XyFpv+VRW/scW2zXrvpCD8Gx1JZHbXnUlkNdedSWR2151JZHbXnUlqev2z7w7Ed9+n6FpP2WR23t0+LdIiIiIiIiskfR4t0i9uyRi3d7PLsKPQTHUlseteVRWw515VFbHrXlUVseteVRW56+bnv/HnTEkvZbHrW1r6zQAxARERERERHJ1sP/WodDJwzFmcfsW+ihiOyRdCqciIiIiIiI7FF0KpyIPXvkqXCNjdsKPQTHUlseteVRWw515VFbHrXlUVseteVRWx5W25a2Tix4dFXs55sXLae8TzHTfsujtvY5dmJpyJBRhR6CY6ktj9ryqC2HuvKoLY/a8qgtj9ryqC0Pq+0nm1sw76IpuPepNQCAW+ZOo7xPMdN+y6O29jl2YikSCRd6CI6ltjxqy6O2HOrKo7Y8asujtjxqy6O2PLm0dfv8eHPVdrz8/ufwB0IJ97V6/QCA80/YDx982oC/v7o+p3H2R9pvedTWPsdOLLndzYUegmOpLY/a8qgth7ryqC2P2vKoLY/a8qgtTy5tH3jmI5wwZS985QvjceffVibc95WjxwEAxg6vxlEHjcTMkyfmNM7+SPstj9rap8W7RUREREREpKgtecnEcYePwcS9B+OWxe/h5jlH5/R6WrxbxJ49cvHutjbNMrKoLY/a8qgth7ryqC2P2vKoLY/a8qgtTy5tH3h2bcLPs08zEAqF8dDLn+Y8qeQE2m951Na+skIPgKWkxLGbVnBqy6O2PGrLoa48asujtjxqy6O2PGrLk0vbM47Zp9ttxj5DYewzNJchOYb2Wx61tc+xRyxVV9cWegiOpbY8asujthzqyqO2PGrLo7Y8asujtjyZtr3lz+8hHI7gxXe34J2PdgAAmts6mEPr97Tf8qitfY6dWGpo2FroITiW2vKoLY/acqgrj9ryqC2P2vKoLY/a8mTS9qF/fYqbv3k0SkpcOP2YfWCMHwIAWLe1lT28fk37LY/a2ufYiaVhw8YUegiOpbY8asujthzqyqO2PGrLo7Y8asujtjyZtJ160MiEn5e8ZAIALvziAZQxOYX2Wx61tc+xE0uhULDQQ3AsteVRWx615VBXHrXlUVseteVRWx615cmkbVlZ4lfSeRdNAQDMX7ScMian0H7Lo7b2OXZiyePZVeghOJba8qgtj9pyqCuP2vKoLY/a8qgtj9ryZNL23x/WJfx871NrAADz506jjMkptN/yqK19rkgkkvZBhmEcAWABoleRKwPwE9M0XzcM4zgAdwGoANAE4DLTNOu6npP3+zIwAcCmpiYPwuH02yUiIiIiIiLFY0ezD9savNiwvRUzvzSR9j6epfNQM2sB7fVFnKakxIXhw2sAYD8AnyXcl+7JhmGUAXgEwHWmaR4PYDaAhw3DGAzgUQBXmqY5FcATAO7ves6gfN9nl9vdlM3TJANqy6O2PGrLoa48asujtjxqy6O2PGrLk0nbW/+yIuHnMcOqMNUYSZ1UcgLttzxqa18mp8JFAFxqmuaHXT9vBFAJ4HwAy03TXN11+wMAjjYMYxiA0wj32VJWVmH3KZIhteVRWx615VBXHrXlUVseteVRWx615cmk7Q+/dkQfjMR5tN/yqK19aSeWTNMMmaa5HAAMwygH8EcALwAYC8CMfxyATYgeFjWRcF/GfD43qqoGobFxG4LBAAKBTjQ1Rc+ma2trhtfrBhC9jGAoFITf34Hm5h0AorOTPl8bAKC+fgvC4TA6O31oaakHALS2NqC93QsA2LlzMwCgvd2L1tYGAEBLSz06O30Ih8Oor9/SNZ622Kxnc/MO+P0dCIWCscsYer1utLU1AwCamuoQCHQiGAygsXEbgOg5ntZ5nsWwTVVVgxy3TcXyOVmctE3F8jn5fG7HbVMxfE5VVYMct03F8jkNGFDpuG0qls8pFAo4bpuK5XOyxuGkbSqWzykUCjhum4rlcxowoNJx21Qsn1NV1aC02/TPdz8tyDZFIuF+/TlVVAzUvkfapmDQ77htytfn1JOM1lgCAMMwJgB4GMAbAP4bwHUARpimeUPcY94GcC2AL+X7PtM0P8hgmBPQtcbSjh2bMWrUPhltm9hTX79FbUnUlkdtOdSVR2151JZHbXnUlkdteTJp+8aq7Thxyl59NKLd+vsaS9pvedQ2tZzWWAIAwzAOQXS9o++bpvkT0zQDANYDOCjuMS5EJ3Y+I91ny4gR4+w+RTKktjxqy6O2HOrKo7Y8asujtjxqy6O2PJm0PfLAEX0wEufRfsujtvZlsnh3OYC/ALjYNM1lcXe9BGCaYRiHd/18CYAVpmk2k+6zJRDosPsUyZDa8qgtj9pyqCuP2vKoLY/a8qgtj9ryZNL2j09/1AcjcR7ttzxqa19ZBo+ZDuAAAAsNw4i/fR6iEz9LDMMIAtgFYA4AmKbZYRhGXu+zy+fzYMCAqmyeKmmoLY/a8qgth7ryqC2P2vKoLY/a8qgtTyZtr7/4yD4ajbNov+VRW/syXmOpn5iArjWWwmFHbZeIiIiIiIjj/Om5tbji7EP7/H37+xpLIn0t5zWW+iNrVXTJP7XlUVseteVQVx615VFbHrXlUVseteXJpO1p07RIcja03/KorX2OnViqqNChayxqy6O2PGrLoa48asujtjxqy6O2PGrLk0nblrbOPhiJ82i/5VFb+xw7sVRZWV3oITiW2vKoLY/acqgrj9ryqC2P2vKoLU8xtvW0B3DHQx/k7fVuuO8dAMATb2zM22tmIpO2n36+qw9G4jzFuN86hdra59iJpZ07Nxd6CI6ltjxqy6O2HOrKo7Y8asujtjxqy1OMbd836/HjS47CwufW5uX1brvqWADAuJF9+4U5k7ZfPemAPhiJ8xTjfusUamufYyeWRo/et9BDcCy15VFbHrXlUFceteVRWx615VFbnmJsGwpFL0R0yhfG5+X1Hnl1HQBgv7G1eXm9TGXSdv6i5X0wEucpxv3WKdTWPsdOLLW3ews9BMdSWx615VFbDnXlUVseteVRWx615SnGtscdPgYA0Obz5+X1Dt9vOADgb6+sy8vrZSqTtvPnTuuDkThPMe63TqG29jl2Ysnv9xV6CI6ltjxqy6O2HOrKo7Y8asujtjxqy1NMbe975iMAwB0PrQQAfLy5JS+vW11ZBgD47oWTAQB/+aeJNZuasHlHGxY9/3HXe34Ab0cAr63clpf3BDJr+8xbm/L2fnuSYtpvnUZt7XNFIpFCjyGfJgDY1NTkQTjsqO0SERERERGH27jdjf33Sn262t9eWYfJBwxH5YAy26e0LXrhY8w98xD8/onVuPaCSb0+tn7J9ah0+dHUXoIJV95t632yscKsx1RjFP19knmWzkPNrAV9/r4i/VVJiQvDh9cAwH4APku4rxAD6gstLfWFHoJjqS2P2vKoLYe68qgtj9ryqC2P2vIUou3C59Ziy842rNnYlHB7pz+Y8PPNXesP3bxoOb7+5QNx6IRhWR1RNPfMQwAAM0+eCKD3dY2qSgIYdOlvMKIq93+oz6TtuJE1Ob/Pnkh/J/CorX2OnViqqtJfUCxqy6O2PGrLoa48asujtjxqy6O2PH3d9s6HV+Lysw/FPqMHYdX66MTST+97BwCwakPiRNMtXesP3RK3DtE3uyaJ7Lj9rx8AAD6rc+PZtz/LaF0jX0cw7WPSSW57w/3LEIlE8I9lm7Hsox0AgMff2Jjz++yJ9HcCj9ra59iJpfLygYUegmOpLY/a8qgth7ryqC2P2vKoLY/a8vR12++cf3js99849SAAwO1XHQsA+PqXD0x47LP/jq4/9Pw7n8Vuu33pCtvved2F0dPfph0yGuccNyGj51SU5/5VMbntbVdOh8vlwhnT98VB44fgt499iKvjekjm9HcCj9ra59iJpcbGrYUegmOpLY/a8qgth7ryqC2P2vKoLY/a8vRV2w5/EK+s2IoPPm3odp81gZR8itrY4dUAgBGDK2O3fe+iKbbf+92PC3NqT3Lbh/+1+6p0w2oH4rqvTu7rITmG/k7gUVv7HDuxNGrUPoUegmOpLY/a8qgth7ryqC2P2vKoLY/a8vRV21//fRW+PHUcTpyyV7f7rAmk5FPU9hkdPSXngLgFva1TyCw3dJ1G9/jrG/I63kAwnPNrWG3vf/YjbNzuxhEHjsj5NSVKfyfwqK19ZYUeAIvP14aqqkGFHoYjqS2P2vKoLYe68qgtj9ryqC2P2vL0VdsbZ03t8b7xXRNILyzbjDOn7xu7vePxn8EzMIJgewCeynIAwGHhcuCoO7FmUxPWbmrBbV2n0Y0f1fO6MMccYv+qa5UDcv+qaLW98pzDcn4tSaS/E3jU1j7HHrEUDPoLPQTHUlseteVRWw515VFbHrXlUVseteXpq7YPvvhJj/c99lr0aKNhtQMSbh82MIKaWQsw5lt/QM2sBaiZtQCVruh4B1VWxK7yBgATxtaiJ799fLXt8TZ4Ac/Seahb/CPbz92ysw0Ln1sba3trFutCSe/0dwKP2trn2COWamuHF3oIjqW2PGrLo7Yc6sqjtjxqy6O2PGrL01dtT5jc/RQ4y5zAQ9j5gBuHDiiD5wNX7HZXRWW3xzZ3lMC1dB4GdgTgGVgeuz3cdVRTc4cL+1xxd8JzfvqNo2yPd7+rFgAA/Iu/a/u5bq8fl599KO58eCWuv3g4fjDT/rpQ0jv9ncCjtvY5dmKpuXkHhg0bU+hhOJLa8qgtj9pyqCuP2vKoLY/a8qgtT1+17QyEerwv4m/H6G/9IaPX2fdb0Umj5BPfrJ/DS77X7TmLXvgYc888JKPXT1ZWYv8kl4+3tODw/Yfj4i+OwhurtiMQmkZisQAAIABJREFUDOPLU8dl9f6Smv5O4FFb+xw7sVRTM6TQQ3AsteVRWx615VBXHrXlUVseteVRW56+avufdY04ZN+h9PcJhncvuv2Xl0wcddBInHzU3lm/XntnED2fZJfaRSdFT9EbNWI4xu2lS7cz6O8EHrW1z7ETS6Wljt20glNbHrXlUVsOdeVRWx615VFbHrXl6au2F59yYJ+8TycGwLN0Htp8fsyoqgAaord7Mnx+8ul31ZXlPTyyZzcvWo5b5k7Tfkuktjxqa59jizU378DIkTrckkFtedSWR2051JVHbXnUlkdtedSWh932qTc34rzj98OND7yL266cTnsfy9g5/wug+6ly2fJ2BGy/1i1zpwHQfsuktjxqa59jrwqnHYFHbXnUlkdtOdSVR2151JZHbXnUlofddsywKrhcrj6ZVGKorMj8WISdLT68/0l97Cp32m951JZHbe1LO7FkGMaBhmHcbBjGTsMwju+LQeWD1+su9BAcS2151JZHbTnUlUdtedSWR2151JaH3fag8f17vZZQ15pN9zy1BgBwx0MfwNMewGv/2dbtsY+9tgFfOHgUvnrSAQC03zKpLY/a2vf/27vvMDeqc4/jX2l7cy9gG+MCHAymmh6KE1Ig9NAMBuNQc2OKqcEBEhJyQwuJQ0kCBgPGNEOACyGUQEIoIRiMMcaYF3DF3V6vt+9KWun+MaO1VivtSrs6klb7fp6HB69mNHPmp6PRzJkzZxJpfj4f2Aisi3zRGHMYcBdQCFQC54nIelvTkhUMBrryNpUAzdYezdYezdYOzdUezdYezdYezdYezdYe29nOff1LLj9tb6vrsKklGALguEN2BuC6s/d3Xm8JtZt32il7tflb6609mq09mm3yOu2xJCIzRGQmUB1+zRhTATwDXCwiE4DngAdsTeuKiooBXX2r6oRma49ma49ma4fmao9ma49ma49ma49ma4/tbHtyoxJAsXsrXG2Dr83rh41v/zj2u5/9tM3fWm/t0Wzt0WyT19Uxln4AzBeRxe7fs4ADjTEDLE1LWmVllzo6qQRotvZotvZotnZorvZotvZotvZotvZotvbYzjZ8C1lPtbke6uZOZ+i/fknd3Omt/22ac227eSd/b7c2f2u9tUeztUezTV5Xnwq3CyDhP0SkxRizAhhtadrWZAvYp4+2Mtqi2dqj2dqj2dqhudqj2dqj2dqj2dqj2dpjO9tTjxxjdfm2jb5kJtD+KXOeeTPY9OClFBZ4CeYXM2DyHXy1dhsD+27vyaT11h7N1h7NNnld7bHkB6Jvqg25/9mYlpSGhho8Hi9btqwlEPDj9ze3tjrW1m5tHYxr8+Y1tLQE8Pma2Lp1AwA1NZU0NNQCsGnTaoLBIM3NDVRVbQKgunozjY31AGzcuAqAxsZ6qqs3A1BVtYnm5gaCwSCbNq12y1NLTU0l4Dy60OdroqUlwObNawBncLDaWqftrLJyPX5/M4GAny1bnAHx6uq2UVe3DSArtsnj8ebcNmXL59Tc3Jhz25Qtn9O2bZtzbpuy4XPyeLw5t03Z8jmFQqGc26Zs+ZzC68ylbcqWzyn8nlzapmz5nBoaanNum7LlcwqFQla3aeX6qk63KRhs6XGfU/N3r2DIhffiPeWXBJqcMq9et7HN5+TxeLN2m0KhYMbrXne2KRgMZuX3KRf2EeF15tI2pepziscTCiXWbmOMeQu4UUTeNcacBEwRkVPdaR5gLTAeOCLV00Qk0R5Lo4AVlZV1bNq0hkGDhif4NpWMLVvWaraWaLb2aLZ2aK72aLb2aLb2aLb2aLb22M72xXdXcOLhozucp27udMrPmWmtDLbVz5tBzbZqKkoL27weDLbg9eZlqFQd8xSWUHbGrZkuRpfpPsEezTY2r9fDwIHl4NxVtjJyWldvhXsNuNcYM15EPgPOBhaIyFZjTMqndaWAWhHs0Wzt0Wzt0Wzt0Fzt0Wzt0Wzt0Wzt0WztsZntzbPnc/P5B1lbfrYoO+NWyjJdiF5G9wn2aLbJ69KtcCLShNPwM8cYMx84D7jE1rSu6Kyrluo6zdYezdYezdYOzdUezdYezdYezdYezdYeW9k++9ayXtGo1BGtt/ZotvZotslLuMeSiEyM+vsdYP8486Z8mlJKKaWUUkr1FLvt1C/TRVBKqbTo6uDdWa+8XHfktmi29mi29mi2dmiu9mi29mi29mi29mi29qQqW1ldxbJ11cx6aQkA/SuKUrLcnkzrrT2arT2abfJytmEpPIK5Sj3N1h7N1h7N1g7N1R7N1h7N1h7N1h7N1p5UZbvgy82MHdaXi07YE4DX5q9OyXJ7Mq239mi29mi2ycvZhqV+/YZkugg5S7O1R7O1R7O1Q3O1R7O1R7O1R7O1R7O1J1XZnv3d3QD47WMLALjw+D1SstyeTOutPZqtPZpt8nK2YSkUCma6CDlLs7VHs7VHs7VDc7VHs7VHs7VHs7VHs7WnO9m+v2QDr36wmmAwxM8f+C8AV5+5LwB3PrkwJeXrybTe2qPZ2qPZJi9nG5ZqarZmugg5S7O1R7O1R7O1Q3O1R7O1R7O1R7O1R7O1pzvZmp36cczBI/F6Pfz24kMAeHfxet5etI6fnLRnqorYY2m9tUeztUezTZ4nFAplugypNApYUVlZRzCYU9ullFJKKaWUyjIzn1nE9NP36fZy6uZOp/ycmSkokVJK2eH1ehg4sBxgNLCyzbRMFCgdamu1ldEWzdYezdYezdYOzdUezdYezdYezdYezdae7mSbikalXKb11h7N1h7NNnk527Dk9eZnugg5S7O1R7O1R7O1Q3O1R7O1R7O1R7O1R7O1pzvZ/vmFz1JYktyj9dYezdYezTZ5OduwVFbWJ9NFyFmarT2arT2arR2aqz2arT2arT2arT2arT3dyfaUI8eksCS5R+utPZqtPZpt8nK2YWnz5jWZLkLO0mzt0Wzt0Wzt0Fzt0Wzt0Wzt0Wzt0Wzt6U62azfXp7AkuUfrrT2arT2abfJytmFpwIAdMl2EnKXZ2qPZ2qPZ2qG52qPZ2qPZ2qPZ2qPZ2tOdbNdsrkthSXKP1lt7NFt7NNvk5WzDUktLINNFyFmarT2arT2arR2aqz2arT2arT2arT2arT3dyfakw0ensCS5R+utPZqtPZpt8nK2Yamublumi5CzNFt7NFt7NFs7NFd7NFt7NFt7NFt7NFt7upLtE298CcCM+99PdXFyitZbezRbezTb5HlCoVCmy5BKo4AVlZV1BIM5tV1KKaWUUkqpDLvvucWcdPhottY2sffYQSlbbt3c6ZSfMzNly1NKqVTzej0MHFgOMBpY2WZaJgqUDjU1lZkuQs7SbO3RbO3RbO3QXO3RbO3RbO3RbO3RbO1JJNuaBh93PbWQaT/aixFDylPaqJTLtN7ao9nao9kmL2cblvLzCzNdhJyl2dqj2dqj2dqhudqj2dqj2dqj2dqj2dqTSLaLvtrC1ZP2S0NpcovWW3s0W3s02+TlbMNSaWlFpouQszRbezRbezRbOzRXezRbezRbezRbezRbexLJtsnfkoaS5B6tt/ZotvZotsnL2YalTZtWZ7oIOUuztUeztUeztUNztUeztUeztUeztUeztSeRbI/aZ1gaSpJ7tN7ao9nao9kmL2cblgYNGpHpIuQszdYezdYezdYOzdUezdYezdYezdYezdaejrKd9dLnAPxmzoJ0FSenaL21R7O1R7NNXs42LPn9TZkuQs7SbO3RbO3RbO3QXO3RbO3RbO3RbO3RbDv3wjvLWfjl5qTfFyvbh/++FFldxbf3Hw7Ary84qNvl64203tqj2dqj2SYvZxuWGhrqMl2EnKXZ2qPZ2qPZ2qG52qPZ2qPZ2qPZ2qPZduzm2fM5+YgxDB1Qyl/+77Ok3hsr2x//cBxmZH92Gd43VUXslbTe2qPZ2qPZJi9nG5b69x+S6SLkLM3WHs3WHpvZ/vfzDVRWN3H3s59aW0e0T5dV8s2mOu57fnHC7wkGQ7z6wWreX7IhZeXQOmuPZmuPZmuPZmuPZhvbJ19v4bm3l3Hz+U6PomGDyvjJSeP5w7xFCS9jzhvrAbj98Y9bX/vVIx+mtqC9lNZbezRbezTb5OVsw1J1dfLdYFViNFt7NFt7bGQ74/73AVi/pYGBfYu5/LS9+f28T9hY1cBHX2wC4LPllazeWMufkmgACrvzyYUAzHym/cHxl99sY6ch5Uw7ZS/ufHIhtQ0+3l60jjcXrAFg1ktLWLauGlldxRNvfAnAjQ9+wDEHj2TPxTPZMGsa9fNmdGm7I2mdtUeztUeztUeztUezbe+BF5cwuG8xPzpybLtpU4/dPeHlHHvgAAAuPnFP3v9sA69+sJobp0xIWTl7M6239mi29mi2ycvKhiVjzDhjzL+MMR8ZY/5jjEn8l8FVWFhqo2gKzTbSAy8tAZzu113x1JtfsXTlVpavq+GRV5ZSWFjKrXMX0NgcSGUxFd2rt28uWENjc4Bb5zoDd97/ovO533rJoQCccuSY1nmvOmNfhvYvZX1lPQBLV1cxcmgFPz1lrzbLDNeZR1/9guXrali6qoon3/gKgBkP/BeAC44bB8BZR+/KAtnEi++uaH3vaRO3H0Rfe9Z+VJQWcuQ+wzjo6/tY/8A0zqqexdB//pLhb/+KEzf8ibq50/l56VPUzZ1OntfDDhfdR11NTZczCdP9gT2arT2arT2arT2abVt3Pf0JF5+4J8MHl8ecHnjhRipnX0bd051fRNnq3vXSv6KIQ8fvwDEHjyTPm5WnST2O1lt7NFt7NNvkeUKhUKbL0IYxxgt8BlwpIq8ZY44B7hCRvRN4+yhgRWVlHcFg8tv1zqJ1NPlaOGrfYdz55EJumHJA0stQvcvydTWMGdaHJl+A4sL8pN578+z5rd22o22acy15LU0UlpRRMem2VBRVdcNbn6xl4r7DW/+ueuJnePyN+AJBSovif+61DT4qSgtb/11eUoA/ECQEFOZ78Xg8cd/b5GvB64HCgrykyuopLKHsjFsTmrd6zhX0nfLHpJavlFJKZYPqumb6lhfFnV43dzrl58xk/QM/ZceL/9Thsl54ZzknHzGmw3lsC5dXKaWyldfrYeDAcoDRwMrIacmdCafH/kCziLwGICKvGmNuNcbsKyKfJLqQjRtXMXToztz++Mf8bPL+/PGZRVxx+j5x57/rqYVcdMKe9ClzTgJvmHIAa2dfRVlegGB+MQMm39HNzcod4WwVNPtbAHhv8QaOnjCC1Rtrqan3sXR1FadP3AWAj77YxE5Dy3n8H19y1Rn7tr43VqNSONtSr5/yKfewYdY0KpIs03NvL+dHR47h+vvf5za3R43qer2944mP2/U2Kgg2U37e3Z2+tzzOvxOR7Pxd4fcWsWX2pZSUVyTcGBVN9wf2aLb2aLb2aLb2aLZtLV6+lcP33rHT+cIXeDpy6G7JXcRRidN6a49ma49mm7xs7LE0CThZRCZFvPYk8KyI/LWTt48CVnzzzTrWzvsd5c0byfOAxwPN5CNjTqK5uRGPx0thYRH19TWUlJTz3jIvB4yoo6SknObmBrzePAoKithr2bN8OuZU9vj6eT4e8QNKSspoaqonL6+AgoJC6uq2UV7eD7/fR0uLn+LiMhob6ykoKCQvL5+GhhrKyvri9zcTDLZQVFRKY2MdhYXFeDxeGhvrKCvrg8/XTCgUpKiohIaGWoqKSvB4PDQ11VNa2gefz3ncYWFhMQ0NNRQXlxEKhWhubqS0tCLmNoVCQXy+pnbbVF9fTWlpH1paAvj9Pt2mbm7Tx9/ks+eQGtbW9WXnfo18sKqQI3b10tBQw+tf9uOEvXwsWBXioDEF7LHiRVr8AQrzoSUYIhTyUJAXIhQK4fF4gfB30YPfk8fno05k/KqXaPH5yc/zEAqFCIY8FORBkx+KC8DfAgFvPl+NPZHXloQ4eFQLVY35DCmpbrdNf/s0xHd3b2Hl1nz8/iZ227GYtwQm7tLIgrWl7Ny3nu9Uv4m3xY8nP4/PR5+UM59TdN17b3kRB4zysL6qkcaWYsbv2MLLn+Vz4j4wf0ULQyuCVJQU8MnqFiYaT7ttOnDtK3w65tSs2qbufE67ffkcS0Yfl3WfUy7WPd0m3SbdJt0m3abUbNPKbeWM7l8Xd5sOWvcaH+z4A/Zc809KvX5CoRCNoUJk1PfbbdMrSwr59thtGd2m/Va9yOKxp+bc55SLdU+3SbepN23THnvsy+DBAwHo06d/3B5L2diwdCpwmoicFfHaEzgNS8918vZRuLfC1dfXUVJS1jqhcu51hHwNFBfmt96e0tgcID/Pi9dLzPuow7eU1M+bQc22aspLC/D5gng8kF9SRp9eeotSY2N9m2wV1DX6+fMLn3HtWfvFnyeBLs5dybb6yZ/RVF9HWXFBm9cbmgMU5jv12ucPUlrceQfFcJ1PpNt4TxDutfXy+yvpU+Jl3KjBPPLqF1wzKf7nlIhc665eP28GDbW1rfvDZl8LZX36JNSLSfcH9mi29mi29mi29mi28NDLn3PBcXtwy6Mfcf3k/SjIj9/TKNZvdfRri77ewtdrq/nhQTtkPNtcO7YI03prj2Zrj2YbW0+7Fe5rYLeo13YFliWzEJ+voU1lGHjO9lvZyqP+35myM24lulqtmnUl3rnTqW/yU1yYT8Bb1GYd6fT7pz/h/OPGsWTFVr61l9MleO7rwkHjhrLbTv1Sso7bHv+YS07ck89XbmXz1ipOPmqPlCy3p7v54fnc/OODKC8p6LBRKVHR9TYRfc+6nb4xXu/OrVR9+vVly+xL8Xo95Hu9NPoClBUXUN/op6Qon0AwSDNF7Dj1dwktr6HJz91/Xcz1k/fvRqmSF74V8LhDR1FdvZm+fUu63aiUi+Lt41oeu4LmUCGDp9wZ971dqbMqMZqtPZqtPZqtPZnMVlZX8dEXm5n8/ehD9PQ6cp9hANx0XtfGQd3SAKHHrqAxWMCQ837HwD7F7LPLIKqrN2u9tUT3CfZotvZotsnLuh5LAMaYxTiDd79hjDkCuFdE4g+QtN0oujF4d3dsmX0pg86/N63rBOfpVJecuCcAr89fzXcmjOBXD3/ILRceTNXj1+FvaqC0KL914GCf3+1xle+loSlAeUkB9U1+ikrL6Xf27e2Wv25LPS++t4KfnDS+9bW6p2dQW11Nn359uzwuS65wbmOLPwBzpFy7EhXuydem958Hmt3eUXWNfsqK8/EFggAUFeRR7fMy/Pzfp62MT735FZOO3jXly821z7Ijmx69hhKvn7pGPxWlhW16wvkDQUqKwr1AC2jWHp1KKZWTvl5TzS4j+vLrRz7kF1MPzFg5vvxmW8IXTTv6rd768GUM+PE9PPDSEi4+Yc9UFrHLetOxhVKqZ+ppPZYAzgQeNMb8FvABkzqZv52qqk307z8k5QWLp6S8gvUP/JSK0kKafAHyvF4K8r3UNfopLc4nEAgSCkFhgZfKRg+jLu74h2NbXTOzX17KVWfuy/0vLuH4w0axqaoBWb2NSUfvylNvfoUZ2Y/jDxvV+p7vHzQSgFsuPBiAgpCP/hc4jV2xeq/0cf9fjnOr4JbZl7a5VbDJF6DE6+WcfC91c7e/L5hXyI4X/4nND13arpdDb/PqB6s59pDUDeyW7nrbHZG9XGLVr1iv+Z/4GVWPXE6gJbJBwqlr4d5R23xeRl74h6TK8q+P13DInjvwx2cWcf05E3j470uZuN9w9h47sHWenpRtNhlyntMrLTyIfPTnWlW1iR3dXMPTNsya1rp/UV2nddYezdYezdaeTGb7/pIN7DKiLz8/d0JG1h82f+nGlPTGzy8pY8OsaZxdUkDdXAgGW/B6MzuAt6ewJKPrt0X3CfZotvZotsnLyh5L3TAKt8dSY2M9RUWlGSvI2s11vPz+Ki4+sf1VkPp5M6ivrY151T9yHKd4jxmPfIR5R5J57HgympsbKCoqZevj1+ENNLU+cr1dr6g4vRZ+OXs+v4rxRLSe6L9LNnDInjskNG8iV6LC2fZm9fNmUFdTQ0lh+Ja7QnacehePvS7st+sgKkoKeXPBGs4/bhx3PPEx0360Fx8u3cTE/YZ3uNxUZqtXFbeLlWv4MywuzCcYDNESDMYd367J10JZcUHMRvh4vaRKK7r+FLueJFP7gxfeWc7IoRXsv9vgtK87XXRfa49ma082ZLvx0WsoCDb3iJ6pyfxWZ0O2uUqztUeztUezja2jHks527AUCLTgjTEgt+q+YDCYULarZl3JwJKQOw5VHsEgrT1V6gL57JDg+DzZbGtNEwP6FCc0byIHOIlm25tE3nLXPSEgsdsWO2Or0bYnykSdzZXB5TuTrmzDg9eeetTY1gHv11fWs+PA3O2TqvtaezRbexLJ9rePLeDSU/di0VdbaPK3cNQ+w+JeqIwUvuj3138vY5fhfdlnl0Ftpv/vnI+4YcoBrccyG2ZNY4eL7mPhl5tZtbGWk48Y061tW7ulvk3P/HhuefRDbjovsVvxkmlY0nprj2Zrj2Zrj2YbW69sWNqwYRVDhozMdHly0qZNq7udbeXc68gPNlPjy2OnC9M35k6q3f3sp1x+2t4JzZvIAU4qslWxabZ2ZCLXuqdn0Fxf1zpeXFWTl50vanv75M2z53Pz+Qfx3NvLGDOsL4P7FsftRZqtUpXtQ3/7nAuO34NfPPQBv77gYGrqfcx6aQlXT9qPB15awg8P3pkRQ9re5PjNg1fRvzhIXaOf8pLtT5zMlUZV3R/Yo9na05Vsf/HQfH59wUGsm301pXl+AOpb8tuMd/jCO8vbNAyt2VTXuk94Z9E6mnwtHLWv00AVPpaJ7Jma5/WwpYFOh3mY/fJSzj9uHDc9+AG3XHhwm2Ef7vnrp1x2avvjqdvmLuAnJ49nyYqt1Df6+c6EEeTnJXayl0zDktZbezRbezRbezTb2Hplw1K6B+9WXdOdW4rWbKpja20TX61xrrQDLJDNDB9cxvNvL+d/Th7PzGcWMeUHBvlmG4cmeMta2KfLKvnym22cNnFs60nqi++uYPjgMkYMLuevby/npyeP73xBLr19Sik7om+9C/eMjCXeLXe5/DCC8KC7Pn8L//5kHcWFeRzhPlkpnvD+qqq2mS9WVVFd7+N7B45g44OXMqwX9BZTqqtufng+v5x6IK9+sJr+FUXstlO/hHs2p8Kslz7nohPaP7k38hgk+njk4y83t7n19ZuHrqJ/UbB1f+mNeEhJvMbl+nkzaKyrJc/rxVNYEvOBMOGBtwMtQf65YA1lJQWtTzMOCx9vrd1Sz9/+s7L1ATVdocddSimVWj1x8O5ua2iopbS0ovMZVdJSme3WRg/Bx65oPckrKvRS2+BvHYelIN9LKL+E/pPbH6C88sFqLjphD/YeO4gZ97/PrZccyrJ11Uwwg/kft8Fn+unOwwRHf/g76hYG2ozxUuCO2VIXyGfEBe17TfWvKOK0iU6D1c3umFAnHj66dXoyjUqJ0nprj2ZrRzbkGjmQfGdiDSpfAaydfRX+Ry8H4o97l+4xRVKVbUvQeTJjYUEe3ztwp6Te27+iiEPHb2+U79PtW1KzQzbU21zV07INHz88//ZyTjmye7dzPfnGV9z8Y+d4Ifxgj2R6NncmnO0C2cyazXWcdPjo1oaYv/57GbuO6MuxB3d+hb22wddmX7jjwLbjiPQvClJ+zsyY+8t4IvfDGx+cBsC7n66noTnAt/cbRkF+HuH2qfw8b+sDZ6JdW/48W2bPodTrZXLUw2OSlcxg2D2t3vYkmq09mq09mm3ycrZhKRDwZboIOSuV2Y68qP3Tv8qj/r/moasomDu9tZt1TYOPWS86t3GE3XrJoQCc8e1dYq6nPD/Q5iAp8mCpYN4M1j8wjfKSfHyBIMG8YgZPuZPX5q/mwuPbX/WzSeutPZqtHbmSa+RtIWHRJ1WrZl2Jd+50d9y42AOT1/rz2PHHd6WkTKnK9qMvNmNG9k/Jsqp9XgJuA1z0gxsagwWtTxHMdrlSb7NRT8s2fPyw46D4g7SGxx965q2vGTeyP33KChk5tP0Jx767Dmr32gXBJ9n44P0Ul5XT96z2F8kiNftauOvpT/j5uROY8+oXnLD1YTz+xtbG7s31MPqSmQwfXMYE4/QwCl/4CvfcTkRF375Uzr6MYEExg8+9kxfeWdF6QS4Vyvv0YcOsaezt9nbastDZP/Zt8lNXXNDhez2FJQw6/96UlSVRPa3e9iSarT2arT2abfL0VjjVY9Q9PYPmhjo8xH9iXjzJjAtS+9T11NfWthlXJBVyZWwSpVR84fHjmnyB2E+7K/RS2eDpdCySVAi0BPntYwv4xdTEBrqN1JVbSDbPuZYij4+GpgDlJQVUNXvZKUZvUKVsW7Whljc++oYL3ItDby5Yw2Hjd2DmM4uYcc4EHnllKUfuM5xmX4APv9jElGN2p+bJ62msq6WspCCi8ThIoCXU7tba+iY/ZcUFVDZ62ozvtnxdDWOG9Wkzb+ttpY9cRv+p93RY7jcXrOHoCSPavTf67z+/8FnSDUGxvtM1T11PQ4zjHT1eUUopFUuvvBVu69YNDBiQ3Jg6KjGZyrb8zFuT6pbdVRWTbiNTHR+13tqj2dqhubY18Jw7AOjr/h1rn+WdN4PND13aejtudM8fn9+59S7PC42+IOWtJ7p5BLzFret44Z3l7Dy0gqEDSnnxvRX85KTx/GHeIqYeuzufr9xKbYO/S41KXTV4yp0AhE+rA0/8jKpHLqcxVMCwFPXiShWtt/ZkOttn/vU143buzwXH78Etj37ElWfsQ16eh5KifGacMwGAqceOa51/3KgBAHhbmhh60X1A7O9tpPD00GNXANvHBXpjwTdcPCz2mEBNoULq5k6npt5Hn7K2t5TWNfopK85nv0CQuqXbL5xF38rV1OynHFLWu6jPpNvo0/lsvUKm620u02zt0Wzt0WyTl7M9lpqaGiksTN9gib2Jz9ek2Vqi2dqj2drtzm36AAAXT0lEQVShudoTK9v1D19NRUFLzJPTVEplj4Wu9H5atq6a9z5dz5Rjdm+9DSna4//4ksnf2611jJxkdKXe3vnkQs7/4Ti+WruN9VsaOOXIMcx59QsO3H0IRYX5vL1oLafXzqG2uoayPhVUnJm+8bjiCTd4pFMm9wnx6koiutpLz9vSRGG+F0/EANeRYn2Xnn1rGbvt1I/+FUW8+N4Kpp2yV4Lru4Yi/DQ0B5LuVa29kDqmv2X2aLb2aLb2aLax9cqnwvn9fvLycrZDVka1tAQ0W0s0W3s0Wzs0V3tyJdsV909ncBk0+QLkeb14vR5qfHnsdGH82+RkdVXruFDNvhaKCvP43zkfccOUA3jwb5/zg4NGUlXbzN5jBwK0e2Lneb7HqauuoaSiIuaA66nINlajTbhxYtOca8mLanBIx4n97JeXcvSEEdQ2+lj41RbO/b7hpf+s5ITDRlldb6SeWm97whPEemq2PYFma49ma49ma49mG1uvbFjauPEbBg8e0dn8qgs2b16j2Vqi2dqj2dqhudqTy9nWz5tBbXUNpUX5BFrCTwXNax0EvaEpQGmxc0DX7G/BAxR00CskWrgRZ8tj14K/ieJC5/aiQIvzhLxafx47Xdj+4RGRPlteydLVVZw+0XkoxH3PL+60Z0l048Qtj37ETecdwEN/+5xTax4l5Gsk0LL9qYMVpYVug5sHb1FpzMGdw71wnnrzK/YeO5CSonzeWriWH/9wHL965EN+6d7ueMcTH3Pd2fu3e/+Wx66lMOSj0R33q77RT0lRPoFgkGAw1Gbw+RpfHsPO795tix3V289WVFJRUsibC9Zw/nHjuOOJj5n2o734cOkmQqEQh+y5A398ZhHXnzOBh/++lIn7DafvP39DS1ND6zhH4c/2d08t5JpJ+3Hfc4s5/dtjWb2xjlUba5MaxDpST2hYyuV9QqZptvZotvZotvZotrH1yoYlHbxbKaWUUgAzHvgvt158CI+88gVTj92d+nkzqKmuobzYeRpouOGq3h14vKHJT1FBHnl53tYnkm6samBo//hPDoPuNU6sfvBKBhSHYjb8xBMKhfAFnMayeLdjJdNTauvj15EXaKLZH6S0OJ8tDR5GXfwHGpr83P3XxVw/eX9m/30p39l/OPWNAfYc7YxP9PL7Kxncr4SDxg2Nudzw7YqPvS6c+32TUFnCwplef//73HbJoWx89BoKQs3ku73fUkVvFVNKKaU61isblmprqykr0yEJbaivr9FsLdFs7dFs7dBc7dFs7Ukm2/p5M2isqyXP66Egv+MnkuZa40Tt09fja6gHoCjqaawNzQFKi/Jbx/sKBkM0NgcoLc6jobmFksLEGsc6k2uZdofuE+zRbO3RbO3RbO3RbGPrlU+FCwYDmS5CztJs7dFs7dFs7dBc7dFs7Ukm27IzbqXMYlmyWUcDkJdH/R+cJwLW1m5laMUAm8XqtXSfYI9ma49ma49ma49mm7yc7bGkt8IppZRSSimllFJKdV9HPZa8mShQOlRWrs90EXKWZmuPZmuPZmuH5mqPZmuPZmuPZmuPZmuPZmuPZmuPZmuPZpu8nG1Y6tNHu2Hbotnao9nao9naobnao9nao9nao9nao9nao9nao9nao9nao9kmL2cbljyenN20jNNs7dFs7dFs7dBc7dFs7dFs7dFs7dFs7dFs7dFs7dFs7dFsk5eziW3btinTRchZmq09mq09mq0dmqs9mq09mq09mq09mq09mq09mq09mq09mm3ydPBupZRSSimllFJKKRVXR4N352eiQBblgbPBDQ01lJb2yXR5cpJma49ma49ma4fmao9ma49ma49ma49ma49ma49ma49ma49mG5vX6wn/My96Wq71WDoceCfThVBKKaWUUkoppZTKQUcA70a+kGsNS0XAgcB6oCXDZVFKKaWUUkoppZTKBXnAjsCHQHPkhFxrWFJKKaWUUkoppZRSaZKzT4VTSimllFJKKaWUUnZpw5JSSimllFJKKaWU6hJtWFJKKaWUUkoppZRSXaINS0oppZRSSimllFKqS7RhSSmllFJKKaWUUkp1iTYsKaWUUkoppZRSSqku0YYlpZRSSimllFJKKdUl2rCklOrRjDEDjDHfS+HyzkzVsno6C9mekaplKRWP1lullFJKqfTKz3QBkmWMGQBMEJF/dDJfBXAi8FNgqYhcGGe+M0Xk6U6W5QEOBaYCZ4tIeVfKnu0SzTaJ5Z0pIk/3lvw6YivbTubJA74DnA/sJyK7p2LdNhhj9gVm4uyT8oGfici/jTGHAXcBhUAlcJ6IrI96+5nAfHc5+cAfgMOAYuAeEflL1LoKgLeAr0RkatS0fsABwNPGmCJ33QcBecBS4BIRqXfnvRC41J32LnCZiAS6HUaKpStbY8xxwA04FyyagekisjBiuhc4Gpjn/h13/caYa4DJQABYBEwTkeZUZZINdH/bsXTUW/f7PgvYyV3eP4AZIhKMKEd0vT0auAUI4dTPS0VksTvtUuDHOPW/DvipiHydwlgyLrLeJnqc1cnyOv0t6y0SzdYYMxA4FbgMeFpEfhNneeF9Qo85FrBF623XGGP2Ac4FLgL2FJE1MeYxQImIfJKidWq22+exkm2u7xO03mZORhqW0nSiczgwAfgQiHlgHXkS6f59IvBLnBPFL4ELRKTW/ftS4O84X8KslaaD8SLgXmBvnGxeFZEbo8oRmW2H+ekJeptsxwP3uMsqA+4WkdlR5Yiut5OAK3FOcmqBi0TkG2AIzo71PeDA1CWRWm4eTwOni8inxpjdgLeMMeOAZ4BjRGSxMeYnwAPACVGL2F9E/uz++1pgoIhMMMb0Bf5rjPlIRD6KmP/3wGKc7KOd7q4TnAalVSJyqVvO3wFXAbe4n/nVwME4mT8BXIFTD7JGurI1xuyIc5D+HRFpMsYMB5qilnU08KZbrop46zfGTMT5vnxLRBqMMTcAPwN+ncJoUiJN+4RXgIqI9+0O/FZEfh9RjoT2t8aYUuA+YLw73xwRmdnNGFIujfuE23BOLE931/kGzj7z0YhlRdbbAe76jhKRNcaYbwOPABOMMYcA03BOXhuMMRfhNFp9O6XhpECq6i0dHGe53/H7gd3c5f1SRJ6PmiehYzBjzOVAZK+x/kCLiOzd5RAsSUe2wPHASJxG93jlGAcMd//s8FjAGHMwcIdbNoCbROSNTjc2zdJUb/vjfG+HAUXAbBG5L2qeyGxx6+e5OMdg3wAXi8g2d1qPzhbnd30B0NDB26cAf3SXE/d738VsOz0/MMbcifNbMaor225bmrI9ErgV8LjTfiUiL0WVo9fsE0hhthHr6gt8BDwuIjdHTUton2CMGQJ8hXMOEnajiLyV1IZnsbTfChdxwHi5iByO88E+6X5gz+CEPwF4DucALtr+IrLA/XfrASPOAfkVxpgDAETkFRG5CuioJbL1JNIYMwr4E3CSiOwLLAd+6y4rICJni8jcbmy6denKFvgFsFlEDgYOAQ4xxkQf2Ldm21F+ESfoR+I0VPXDOUHPKmnM9kzgChH5FvAt4CZjzMioZUXW292BG4Hvu+95Gmcni4isF5EpwN+6n4BVIeBcEfnU/Xs5UAKcDMwP9wbAOSA50D25A8AYMwZYFrGsycDtACJSDfwFOCdi/sk4JyVPxSnLgSIy333/OyJyp/u+EmBnt6wAZwN/EZEaEQnhnKCe24Vtty1d2V6Cc/L9mDHmXWCyiFRGleUE4EX33z/oYP0HAP8QkfABwSPApC5su1Vp/C07VkQOd9dxIs6J04NRy0pofwtcBzSIyIE4++7vGWOO6moGFqWr3vbHOfjEPVn5GOcEJlJkvW0ETou4+rkYGBOxrC8i6u0HMZaVcamst50cZ/0Op2H+AOA44G5jzLCoeRI9Brs7/B1wy/xxeFo2SVe2IvKoOBfzOuoNNwl40p0/7rGA+9v2W+BkETkUp74vTXSb0yWN9fZe4HUROQw4AphmjIluwGzN1ji33P4I50LIoTjZ3eRO6+nZekXkEhF5AKcXZqz3eoBBIrLJfamj732y2XZ6fmCMOZU4nQeyQRqzPRM40832h8DDxukEEKm37BNSnW14/keAf8UpTkL7BGAE8Ebk71kuNSpBZsZYSttJZAJaTyKB04BnIg4Y7wDOSmJZ2SBd2T6J0zIePhj/gu0H12GR2XZET9AjshWRmyLWMQKn11K0yGzXA2e4y4G2Jzo9goi0hLfHOLep/QWnt8WOgETOB6wARke8/Wyc3kJhYyPfg1M3x7rL3gvnoOSSWOUwxuwMrIrx+hs4OW/E6e0EsEvUeoQszD1d2QLjcE4S/wenh8d3jTFTwzO6PWVaRCTci6lNflHr/wg41hjT3/0xvwDnVqVsk4nfshtwejHWRL2e6P72AOD/3PX4cD7frBtTLI319ufAJGPMMcaYc4Eq4LHwjNH1VkQaxb29073C+ShOYwjAa8AKY8zVbmPdZJxu+NkmlfU2JuPcPngGcCeAOD1on6VtryPowjGYcW5x2FVE4l0cyCTr2SbC3W/uIO177cRyJk4j6B+MMe/hNHJvTEU5Uixd2d6N23DvNhIvJ2L/EiPbT4Hz3f0ptD0G6+nZVsR/S6uJOEMLJPK9TzbbDs8P3Aur1+Pkmq3Skq2ITIvYd44h6o6kXrZPSHW9BedYYQnwn+gFJblPGEGM84xckvaGpTQeMHYoxklk9InOVsBvnHvZe4R0ZSsin4lziyDGGVfleJwvIe5rMU/Q49AT9Kh6a4w5yhizGOdE5XIRWR0xrU22IlItIp+704binOSET3R6FPeK9ds4PTKmAn629xAKC0W9tlNkPjHeEwJCxpg+OFcbzhV3jKQYzqLt5wSAiHwX5/OpAPaNs55g9Puyic1s3X+XAw+JyBZxxkK6F6d3TdjJuA0acZbVujz36s2fgJeB13Guykc3pGRcun/LjDGDgVOAh6JeT2Z/+yFwpjEmz200OYvsbLQD0lJvd8A54VyE0z19DM5tGmHR9TZcrn1xDjDfFJEb3JfLcfYDH+IcgALs38kmpl2K6208Q4Bm9zgqLPp3rqvHYDfhnGBmnTRlm4gjgHcSnHccznhNv3LfNwSnF3RWSVe2IvKBuGOsGec2rLE4t8iGtclWRDaKyHJ3/l2B/2V7j6kenW3EBcuOnAS84P67w+99stnSwfmBMaYcmANMFZG6RLYzE9KVrbv8M40xgnOMcLq0HZey1+wTUp2t2wPpKJzbtGNJZp8wAhhmjHnBGPOuMeZXbs+rnJGxp8Kl4YCxM9EnkYmsv0dIR7buicntOFfQjxaRtRHzxjxBj0NP0KPmF5F/i8heOD0WfmSMiRwLKGa2xhlQ9t/AH0VkVnJblXnGuT/5OeBKEfmZiPhxGhR2i5jHA4wCVrp/H8T2MRPClkW+B9jVfe1bOCeR/2eM+QLngOQUY8z7EfOOFpEVsconzm1dT+PcSkR02SLWk3XSkC3u+yJ/T1rc/8KOxKmfYR2uX0RmichhIvI9d97Ig8usksbfssuARyJ6fYUls7+9FajGGavicZzPJOsa7SBt9fYp4HZxbgv4L/A8bm9cV3S9DY9l8QDOLXG/j5h0LU5X+rdFZAvOlfS73BOgrJOiehtPIstK+hjMPUjfmxiNfdnEcraJOBmnLieiHKen2Ar3pP8PtL0okFXSka0xptQY8yhOjkdFXYyKma0x5izgJZwxgF5xX+7p2XY2fzHgEZFG96VEvsPJZNvR+cGDwEwRWUIPkI5sReRpETE4jUBnur+PYb1pn9DZ/Alna4zZCaf37GS30TqWZPYJa3Buvz8VZ/D0XXDGyM0ZGWlYStMBY2eiTyKj198HKIhqwcx66cjWOE8TeAZn0OLDRSQ687gn6DHoCXrbbFt/CETkXfefx0TM2y5b4zwK+0acgZMf7+LmZYx7peEx4Cz35C7sNeAg4wxoDs5VxwUR38nTiOgp55qL2/jj9si4EGegvVdEZLiI7C7O0y+mAM+Lc/8zxpgJuGOtRJTrNmNM5P38E3F+FMA5Kf+JezsMwHR33VklHdm60x7BGS+hwq3DF+GOS2OcwQo3idOVvdP1G2N2M8bMcN/rxTlhv7urGdiUrt8y94rWBbQdVDos4f2tiPhE5CoROVRETsEZ6DPrGu3SWG8bcRqPwp/TRNwxGWLVW+PcXnMPcLyIROfWCBzu1llweiuVkoUXS1JYb2NyG+LzjTM4d1j0b3tXjsEuBuZG7Uuyiu1sE1h/EZAv8XvmRltJxxcFskY6snUbgv8OvC0ix8v2MVjiZmuMuRpn33OwiLweMWklPTvbzpzI9vHnOv3edyHbmOcH7r7hO8AvjDFfuBcLh7v/3jWJzU6LNGUbee7wPE4D/D7utN62T+hMMtn+EBgEvOPWs1uBS40xz7rrT2qfICIvisidbm8rH87QMt9KesOzWCYG707XAWNHZWh3EonTUHKa2T5Y12XEH+A3K6Ux2xnAQhH5jUQ8ltmdN1a2HdETdDdbdwf1oTEm3P2yD87JyVr371iNH7sC1wDHici6VGxrBhyC0+X0IeN0DX3XOANAj8fJc44xZj5wHu74SO6Jdom07/J6N1BvnFsJ3wMekLZPhIvnNNzHiUe4HedpT/Pd9Y/G7QrrLvNenCdMLcD50f1jshueBmnJVkQ+xOmG/B+cMZKWsn1/0TqoYZjb6ybm+nGeoLGrMWYJziC9C0XkBbJMmn/LvgesFpE2t7wlu781xhxvnMFOw40k5+CMSZJt0rVPOB24zjg9Fz/G6dUY7pXYrt7iDOo5FHguslzGeQri73GumC5wl3cPzvh3HT2VJu1SXG878hTOb1P4Ns5T2T5Qd9LHYO6J0zm4T5DLRmnMtiPHk9wDO57AGWcsnPvFRJx0ZYs0ZjsT57buh2JMa5etcXowfh/n1qPofU9Pz7Yz36b9YMZxv/ckmS1xzg/EGXNpSPhCoXuxcK3776+SKL916cjWvQgy330N9/doFNvHRept+4TOJJytiNwvIjtF1LMZwL0icpr7vqT2CcaY0yKOwTw4vZ0+TKLsWS8T9/VFHjBGvj6d7QeMAWAbbpe2Tg4Y73EPGAMkdxJ5e+QLIrLOGHMl8Koxphmnxfb8GO/NZunK9sdApTHmBxHzvyYitxAj246I86jy8Al6E84XLNtP0CNfT2m2xpirgEfddZThPHY8vNOJle0knPuDX48q11ESv9tmVhGRd3CeqBRPrHFKfoAz/k70svzATxJY51tsH7gvD6gQ9/HAEfNU4fRsireMPwN/jjc9G6Qz2w7y2ENE2vU4csvWbv3idE/uCfvedP6WnQD8I0YZktrf4oz986Ax5kacxtAZkthgnmmVrnorIotwxk6IpV29FZHHiBjcO4afdjAtW6Sy3nbkBncdC3FuK7g64uJHV47BDgT8Iu16imWTdGXbke8Alyc6s4isda+uv2KM8eE8Ke2OFJUlldKV7VRgd2NM5EM+HhVniIFY2Z6HcxL/dkS5NonIj3Ih23jnVMaYQUBl9MVlOv7eTyWJbHvQ+UFH0pKtMeY24G/ud6AEZ3zW8G97r9snpLjediSpfQLwX+Be9xjM5/79uwTW02N4QqGs7VHcyjgDRHtF5KUULCsPZxyaS7tfsp5Ps7VHs7XHGPNd4N+SWLfXzpY1EBgriT1VK+elONt8YKKIvNHpzL2A7hPs0Xprj9Zbe1Kc7QDgGhH5efdL1vNptvYYY6bh3NK2uNOZO1+WZhtBs7VHs7Wvp4xE3kzUAJrd0A9n4F7l0Gzt0WwtSeUJnzj3V1emank9XYqzDdD2qS+9ne4TLNF6a5XWW3tSmW1/nPHulEOztWd5Kk7OXZptW5qtPZqtZT2ix5JSSimllFJKKaWUyj4ZeSqcUkoppZRSSimllOr5tGFJKaWUUkoppZRSSnWJNiwppZRSSimllFJKqS7RhiWllFJKKaWUUkop1SXasKSUUkoppZRSSimluuT/Aavr9yPzzRe2AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 1440x576 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Profit and loss statistics]  PF: 1.60\n",
            "  [Balance ] Result: 7,179.0 -> 46,633.0 (+549.57%)  PnL: +39,454.0  Avr: +248.0\n",
            "  [Trade   ] Count:  159  PnL: +39,454.0  Avr: +248.0\n",
            "  [Profit  ] Count:  45 (28.30%)  Sum: +105,181.0  Avr: +2,337.0  Max: +20,491.0  MaxLen: 3 (+619.0)\n",
            "  [Loss    ] Count:  114 (71.70%)  Sum: -65,727.0  Avr: -577.0  Max: -4,377.0  MaxLen: 13 (-1,348.0)\n",
            "  [Max risk] Drawdown: -79.75% (-6,788.0)\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-u9QwpRTAwiy"
      },
      "source": [
        "## [検証] 直前を含めた始値モメンタム"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 599
        },
        "id": "Q_C1DKe7z1mx",
        "outputId": "0a2ff409-242e-4043-93ea-932e61234a70"
      },
      "source": [
        "storategy = '直前を含めた始値モメンタム'\n",
        "pos = np.where(df['open'].diff(1).ewm(1, adjust=False).mean().fillna(0) > 0, 1, -1)\n",
        "get_result(storategy, pos)"
      ],
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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NwIeA93nvT6bO8RZCQ+Q4Y6MduNs59z3v/beYmZ2EFej+BHgpoRF3XZlCZbgt6ncUs47Shs0zUSkwURHn3OsIZXT/y3v/xwDe+8GokfPVswVkosDfdYRyqxcTspXe4b0fqHEcryT0qPoyoYH6TPteRgiEXke4x690zn2M0JT+WYSysVWEDKEuQkndzlrGU+PYfwZY5b3/eOK1dkLfsfsSTcQ/D7zPhVUKkxmCrybci+lV32IKwHOcc93JUjkXVsN7FiFwinPuncCLvPdvSh2/KfoaZ48VCH+nbyKUTybH/DxCWZwQQgjREiiwJIQQQhjjvX8kyrapRKWVpkZTmTGvSmy7m9C0uhqWEhoS/3fn3D8Cp4CTzrllhB4uy733D890gjr4MKGU5y2EbIyfJvSfiVci+0lCI+8+4N3e+3Tz6/OAXwX+MLFS1phz7m5gr3PuvYTm2rlobpcQyq2ORfv+jXPuakJJ3uuADzrnSrJJ6uQtlA8OVbO62SDwCufcXxOuAYQsrhXAN7z3JdfTOddJWOnv3cBve+9LVoGLAodfowJRg+g9hFLAHkKfn5d47/+xirEmz3MJIfDzP4EPAu+aYXW0mE3APYSstqOE6/8EoYfW3xCCfD5aKfCXgI865/7Qe/9oLWOrgbVAv3PuckJgs4fQxPsqwr0IYUDfd879AfAZ59wOQtnbKwiBtFsSzd7fTyhTWxcdejchSPVV59zt0Vx/GPgdwn0fBx4fIpT/LY+OOQn8OPD7wOcSPbM+R+in9EXn3G8RgkuXELKariRkNAkhhBAtgQJLQgghhC3/MkNJVZHEPhd7759KbVtFKF3qJQpCee8fdmHVtmcSys5metD/O0JPno9G+yYpEJpnb0ofFHFplJFUE977R51z64ELk+VBLiyv/peEzIz/C/xxer4RzyUEa/4w9fq7gGOE/keXE1ZIGwWOE5ZmPxa9zwsJ/XN+23v/BefcP3jvT7qwAt2nnXOfrnVOhGXnK+KcG/He986wy/8m9GLaRyhLbCMEHUYJAbah1P6fJmT83Oi9/2ytg/XeP+6c+zZwL7DPe/+ftZ4janz+bULD95d6779e5aFfJGQlPZleEa0MHw/DnVtQyVdYVS/a9gfOuUPAbYSytXbg34CXl+nvtINwf76XkI32GCHD6xOJfZ5DooTVe//1KGD6q4Qg0kWEbMO/BW6P3Xvv/9k59wJC/7PPEPpzPUYI2H0wcb4BF1aX+41o30uA04Sm8D9dw3UQQgghzGkrFGr+W1EIIYQQCZxz7wM2eO/fnHr9BPAq732lHkoznfPHgHu998+Myq7+hJCd8xLv/bejfb5ByHZoB/Z4799exXkvIAQ1JgmBjDOJMqD0vjcAH66yFO4q7325Ur9y+7dXes969qtw7JeBf/Xe/07q9a8TglnTeiylAxNRg+4rvPdvjua42nufXKXPFOfcGkI22cH5es8K43ghodl7XddiDu9bAJ7tvX9sPt93NlxojH8E+D1fusqcEEIIsShRYEkIIYSYI5UCS3M851LgktkeqqOH3CXRKlMiIt3rRiw8Wjiw9ELgq8CzvPfpLDMhhBBi0aFSOCGEEKIxvDHKLHqd9/6euZ4s6uXyWBX7FUgsqy4CCiotXJxzXwBe0+xxzEAO2KGgkhBCCBFQxpIQQggxR6KSpTXRj4f0wClE/US9uZZHP3pl4wkhhBCtjQJLQgghhBBCCCGEEKIuslYK1wU8n7Cs7WwrkAghhBBCCCGEEEKI2ekALga+RSgLL5K1wNLzgW82exBCCCGEEEIIIYQQGeTFwD8lX8haYOkowKlTI+TzKvETQgghhBBCCCGEmCvt7W1ceGEPRHGXJFkLLE0C5PMFjh07zOrVa5s9nkwyMHBEbo2QWzvk1gZ5tUNu7ZBbO+TWDrm1Q27tkFs75NYOuZ2VaW2Hsta8ewPw6ODgMOPj43R0ZC1u1hpMTk7IrRFya4fc2iCvdsitHXJrh9zaIbd2yK0dcmuH3Noht+Vpb29j5cpegGcDj5Vsa8aA5oPJyYlmDyGzyK0dcmuH3Nogr3bIrR1ya4fc2iG3dsitHXJrx6J2e0e/6ekXtds6yWxgaXj46WYPIbPIrR1ya4fc2iCvdsitHXJrh9zaIbd2yK0dcmuH3Noht7WT2VI4Ne8WQgghhBBCCCEWPjv27yE3Oc6H9jxM93gBurro/+UXs33jDSGDaef2Zg8x8yzKUrihocFmDyGzyK0dcmuH3Nogr3bIrR1ya4fc2iG3dsitHXJrx2J029XRWfy+/5UXc3hsgP4D++DAD+Dm2xr2PovR7VypqiOVc64D+BDwIqAD2A/cRIhU7QbOB84Bb/HePxId85xGb6tpYkuW1nqIqBK5tUNu7ZBbG+TVDrm1Q27tkFs75NYOubVDbu1YrG7f885N7Lp3mO3Xbaf/wL6QscRXp3ZoQPbSYnU7F6rNWLoFeMR7v9l7/3xgFzAOfAF4v/f+ecDvAp8DcM61N3pbrSxbdn49h4kqkFs75NYOubVBXu2QWzvk1g65tUNu7ZBbO+R2buzYv4ebHtwdsnG23lySlZNVt/0H9k1/sUKz7hBUSnDzbQ3JXsqqW0uqDSy9DTjpnPuac+6rQA9wFZDz3n8FwHt/LzDpnPsx4LkG22ri+PFDtR4iqkRu7ZBbO+TWBnm1Q27tkFs75NYOubVDbu2Q2wbS1RW+RkGWxeC2bJAJpmckbbwM7rozfB97mgOLwW2jmTWw5JxbBvwQsAl4KfArwF5gI+BTuz8CXAb0GWyrmtHRIVatWsuJE08wMTHO+HiOwcGjAJw5c5KRkSEABgaOMDk5wblzZzl58ikg1FOOjp4Bwg2Vz+fJ5UY5deo4AKdPDzA2NgLAsWOPAzA2NsLp0wMAnDp1nFxulHw+X7whR0fPFOs0T558inPnzjI5OcHAwBEARkaGOHPmJACDg0cZH88xMTHOiRNPAKErfdyZvhXmtGrV2szNqVWuU0/PBZmbU6tcp/b2jszNqRWu06pVazM3p1a5ThdeeHHm5tQq1+m883oyN6dWuU7xojBZmlOrXKfzzuvJ3Jxa5TpdeOHFmZtTq1ynVavWZm5O83mdSKxHVYj+F8/pggueUTKnyds/OG1Od/p7TOf0oUc+XzKnO/09TE5OMP7776/7OuULeQYHj7Jj/x4ODj/J5O0fgkNH4OxZcpPjUKDinADI5WBsDLbeTOGmHXVdp66uZYv+3qs0p0rMuiqcc2418CRwvvf+bPTaPcBfAdd679+Q2PezwOeBNuBnG7nNe3/PjAMNbCBaFW5sbKR4Q4jGksuNyq0RcmuH3Nogr3bIrR1ya4fc2iG3dsitHXI7N+KV0O7+xA+mXly/FnZun+420Vso7j001YOosUw7f/Te6Z/LziOXC1lFcYZRipse3F1s0p2bHOfuq7ZNP/9M3NEfAlExFd5nJub7vi3rrQVXupvTqnDe+wFglBD0iZkELgAuT+2+EfgBcNBgW02Mjg7XeoioErm1Q27tkFsb5NUOubVDbu2QWzvk1g65tUNuG0iciRP1EBodHS72YNqxf8/MvYXiHkUVehXVQpxJ1H9gH4fHBjjyO++BQ0fo//uPcnhsgNy2W4tjKVvKlirpmzbGiF2btoagEhQDLFUFyRoQjKnnvk3PtWIZX2qf2Oes17DFqbbH0qeBnQDOuQ3A84BPAkudcy+LXn8xsNR7/13v/Xcbva3WiV144ZpaDxFVIrd2yK0dcmuDvNoht3bIrR1ya4fc2iG3drSi22oe+JtBSZAo1aibu+6EPXdBd3cxMBO7jbN7kudJBn6SgZ65kPa2feMNrOtezdr3/j6sX8v2l97Cuu7VdLV3FsdYDJgkSQTIdtz/B9z04G4OvndnyDJqQOCrEdRy3yaDQ2Pbbpl+7VL7AtPmmb6GZZuQt4ibSlQbWHoX8F+ccw8SVml7s/f+NPDzwO865x4AbgdenzjGYlvVxDWGovHIrR1ya4fc2iCvdsitHXJrh9zaIbd2yK0dreS2lgDAfBMHHKYFGGZgNrfbN97Ark1bQ6AHSrKdilQZrCjJqilHOqMolyvZvGvTVvp6LwkBso2XlQTIujo62f3ajcUSv7uv2sauTVurGldVRHOsJaBY7X1bvJ8mz029mA6qRSv6ldx7UVAtPjY3OR6ObXAT8vlkSTU7ee/PAK8r8/r3gWsqHNPwbbWwdKlqea2QWzvk1g65tUFe7ZBbO+TWDrm1Q27tkFs7WsFtui9PMXjTyg/uGy+DndvZRfmAyI4bLyX3n39JngLttIU5VTrmrjun9x2qgpK+P9f2Fr3t2rR15iBN/H47t9NXrifSzu3lA3qG/YTiHk9j226he7wwY48nmOW+TfU+ir2s615Nd3uih1QZ0vde8tjtG2+Ae0sDfTtuvJTcg7v50J6Hw7hvvq2unlHzQVWBpYVId3dPs4eQWeTWDrm1Q25tkFc75NYOubVDbu2QWzvk1o5mu40DCnFD6GJmSAsRj7EkSFQF04ISm6p/z9maYMdjOvjenfQNTsLZZ5PrbC++Z3xsxXOU6Yk0bd8oqyk3OV5TplbV5HKQz4csrZ+8nK5l3eH1KgKK9dy32zfeAHdNNeC+u7ilTBAtNfeyHlNZXy0dCKX6UrgFR7z0nmg8cmuH3NohtzbIqx1ya4fc2iG3dsitHXJrRyu47eropKujk3Xdq7n7qm309V5Cd/vSZg+rhK6OTro7ltLXe8m0MrCZAjKVqHcluLjPU1zaFZeo7XrBzWXHVjdRSdyuzbc29ryp89PdXXyprK8KpYDp+7bY+yrufTTDsbNlXr3nnZsqzz0+NuWn1e7XcmQ2sPSMZ1za7CFkFrm1Q27tkFsb5NUOubVDbu2QWzvk1g65taMV3dYbdGk0ySBO1ZlU9QZkEsGOHTdeOuMqZDMFuRpKLSu91UudAZr4vq1Y8hcHmEbH6hvXfMx9nslsYGlsbKTZQ8gscmuH3NohtzbIqx1ya4fc2iG3dsitHXJrR0u7jUuNmtjEu2IQZ6asl2jbZH6y9jdMl1dVw0IPgqRdxg6S2UcpxsZGyjcsjzOhYN5K0xaK98wGls6dG232EDKL3Noht3bIrQ3yaofc2iG3dsitHXJrh9za0UpuSx7Q4wBBizVCriWIUIgCS1Ufc9edsOeuytlOqdKuhRLQqInIwWzXPb5v495PJb7iQFUVJYlpaurxZdjM3ILMNu9esWJ1s4eQWeTWDrm1Q25tkFc75NYOubVDbu2QWzvk1o75dlvSlDpazawp7z0D5Zp11xPE+bXnTFu0vWoyGTSahVrmnL5vpx0brXy3a/Ots58sCmLFq/Vl1X1mM5ZOnTre7CFkFrm1Q27tkFsb5NUOubVDbu2QWzvk1g65tWO+3RZLl+7oh0NHgBqzRGIqNWZu0LGN6GPUULdz7Rm0kLn5tmnlkFW5rSOjKKtBJchwYGnZsvmLTi825NYOubVDbm2QVzvk1g65tUNu7ZBbO+TWjvlyO63J8s7tYTWzTVtrCt5UbNbcAOJm3TAV7JpLoKEhbsuUhdUViFuIJPslAYyNFQNMrfyZEN+jlvdqPWQ2sNTZeV6zh5BZ5NYOubVDbm2QVzvk1g65tUNu7ZBbO+TWjqa6na8eNXf0Fxs9j227pexKa0lqDXZVoqFuE6un3X3VNtvV4FqNOMDU3V1syN31kT9q8qBqZC4Zdg0is4GlEyeONHsImUVu7ZBbO+TWBnm1Q27tkFs75NYOubVDbu2wcltLtka1WUFxcKhYFjZDcOimB3eHkrtECVnc6Hm+VgtruNsF1ix6VqqZT7kV48bG4MDBliwL3HHjpRwcfpKbHtzN4bGB8HuQXN2uiQGmzDbvXrNmfbOHkFnk1g65tUNubZBXO+TWDrm1Q27tkFs75NaOhrm9o798oOCOfnZc20tucrx0Wfi5UktwqMK+/Qf2cXhsgNzk+FTQqYHovm0wUUNuDh0pWfHN4trVRTQmCD261nWvjoKm32zemBJkNmNpdPRMs4eQWeTWDrm1Q25tkFc75NYOubVDbu2QWzvk1o5a3KazkMpmJZUrO0tkC9VVxrXxMrjrzmKJWvr9Sr6WI73sfC5H/ysvLgaVYnZt2srdV20DGtPEWfetEXfdSabCib0AACAASURBVP6yDezafGtDShYbNaa4VDEeU6s1As9sYGli4lyzh5BZ5NYOubVDbm2QVzvk1g65tUNu7ZBbO+TWjrrcJoJHJSu8lSs7i2haw+lUb6Lu3R+FjZex/bpfZV33au6+aptZcEL3rQFRVlyhUABabBW3Fi9VzGxgafnylc0eQmaRWzvk1g65tUFe7ZBbO+TWDrm1Q27tkFs7qnFbqV9SMXgUrfCWJDc5znveuWlaFkdNzPSgXuy1M3OvpZrP20B03zaQ1DXr6MhsxyAzMhtYOnnyqWYPIbPIrR1ya4fc2iCvdsitHXJrh9zaIbd2yK0ds7mNM5PiZsS5bbcWs5KmMcPKZY3KLNm+8YbSVcIgBJkOHQlL0UfL0ZcwSyDJKutF960dJ9/2hmYPoXbizL5K96kxmQ0s9fZe0OwhZBa5tUNu7ZBbG+TVDrm1Q27tkFs75NYOubWjGrddHZ3FZsRd7Z3lm2HHwZv5KgfauX0qwLTnrpAx1dVVU1Nv6zIq3bd2LCi3d90Z7tE4sy95n87jKnGZDSwpfc0OubVDbu2QWxvk1Q65tUNu7ZBbO+TWDrm1oy636WbYMzHffWcSK3M1G923dsht7WQ2sKTUQDvk1g65tUNubZBXO+TWDrm1Q27tkFs75NaOWtwmy9DmdUWuaoJTyQymu+6sb/W5BqP71g65rZ3MBpZWr147+06iLuTWDrm1Q25tkFc75NYOubVDbu2QWzvk1o65uG2JFblaeCUu3bd2tLLbqn4v0s3n56EkLrOBpZGRoWYPIbPIrR1ya4fc2iCvdsitHXJrh9zaIbd2yK0ddblt4WBOK6H71o4F6zaZWRc3n693dcMaqal40Dl3NfBPwCu99193zl0D3AksBQaBN3nvj0b7NnxbLeTzE7UeIqpEbu2QWzvk1gZ5tUNu7ZBbO+TWDrm1Y77d9h/Y1xrZOPNA5u7bFgp6Zc5tC5EJt3fdObVSXETJZ88d/Q29n6vOWHLOXQR8FPi76Ofzgb8E3u69vxq4B/i41bZaOf/8i+o5TFSB3Noht3bIrQ3yaofc2iG3dsitHXJrR1PdxiUq87h603yi+9YOubVjwbud71UUqTKw5JxrBz4DvA84Gb38CuAB7/1D0c97gOdHASiLbTUxOFhzkpOoErm1Q27tkFsb5NUOubVDbu2QWzvk1o75ctt/YB8AB4efZMf+PaE05cAP5uW9m0XabexAzB19JtiRVbf1fPZU+ztbbcbS+wgBn79NvNYH+PgH7/0k8CjwbKNtVTM6OsTy5Rdx4sQTTEyMMz6eK94cZ86cLNZMDgwcYXJygnPnzhY7vw8NDTI6egaA48cPkc/nyeVGOXXqOACnTw8wNjYCwLFjjwMwNjbC6dMDAJw6dZxcbpR8Ps/x44ei8ZxhaGgQCB3mz507y+TkBAMDIS1tZGSIM2dCvG5w8Cjj4zkmJsY5ceIJAIaHn2Z4+GmAlpjT8uUXZW5OrXKdli49L3NzapXrlM9PZm5OrXCdli+/KHNzapXr1Nu7InNzapXrtGTJkszNqVWu08TEuczNqVWu05IlSzI3p1a5Tr29K+Z1TjGFQj58c/OOYg+USnP64MOfW5DXafnyi0rmdO7c2WnXqVAoQIEFM6dG3ntzmVNPz/LMzalVrlNHR0em5gQFChTCd/kCRN+Xm9Md3/+/M86pEm2FQmHGHZxz1wE3Aa/y3uedc58EPglcDazy3r8rse99wM3ATzV6m/f+OzMONLABeHRwcJhz586xZElnFYeIWpmYGJdbI+TWDrm1QV7tkFs75NYOubVDbu2YD7c79u8hNzlOV0dn8euuTVun9UDhrjvLHm/ZG8WStNubHtwd5v7xRyCXY8dbL4dlocnwrk1bmzXMBYk+E+zIlNtE0+6b3npZye8fe+6atnvxsyb6nCn+zm7aSnt7GytX9kJI/HkseVw1GUs/D1wBfN859wiwBfgU0AtcHu/knGsjBHYeAw4abKuJp58+Xushokrk1g65tUNubZBXO+TWDrm1Q27tkFs75sttV0d4UO3rvaTmIMq0EhbjFZ7KUU8ZW+EDu2bdJzc5Xs9wFj36TLBjMblN/l7v2L+Hg8NPMrbtlpo/Z2YNLHnv3+i9/yHv/RXe+yuAvcAbgQ8AL3DO/Ui06y8A3/benwS+YrCtJlatelath4gqkVs75NYOubVBXu2QWzvk1g65tUNu7Wiq2zjzKJcLy4JvvXn2h7murvC1UsPvFmoE3tm5lB3793DTg7tDYCwmWhJ91+Zb6wq0CX0mWLIo3UafG3EAvFaqXhUujff+LCHw8ynn3APAm4B3WG2rldlqAEX9yK0dcmuH3Nogr3bIrR1ya4fc2iG3djTdbRRkobt7KmgE5QMyM9AqjbHjcRezHkbHig+rd1+1bVoQqVjiJ2qi6fdthlksbvsP7OPw2AC5bbcWf1cB3vPOTeEz6a47qw78Lqn1zb33b058/03guRX2a/g2IYQQQgghhFgoxL2V8hRop636bIA7+uHa3pLyuRCAuS1kN+XzU6Uq69ey49pecpPjjG27he7xQni9Qr+m+SA9z7ivVAkLpE+UEAueXK4kaM1dd8Id/WzfeAP9B/bR1d4JXeUPrTbwW3NgaaHQ23tBs4eQWeTWDrm1Q25tkFc75NYOubVDbu2QWzus3cYBlXXdq+vOzikeFz0QcuhIeFjM5cL3Z58NnalilJtvq9ig14pk1tR73rmJXfcOs2vzrfP2/osJfSbYkSm38WfGzu30JRcBmI0aA791l8K1OvHSeKLxyK0dcmuH3Nogr3bIrR1ya4fc2iG3dsyX26oe6OJeS4mylLLE5XN77oL1a9n1gpvp672E7t0fDa8ls5Vuvq263k1zpNj4d/JcsSH3ibe8zvQ9FzP6TLBDbmsns4GlCy5Y0+whZBa5tUNu7ZBbG+TVDrm1Q27tkFs75NaORrlN9ziquedRhV5LFZktoyA+H8x+vhoafhfnlTgmfq2ro5PujqXFXkq6b+2QWzsWk9tiwDuXC1/qXKUxs6VwhUK+2UPILHJrh9zaIbc2yKsdcmuH3Noht3bIrR0Nd3tHf7HnUdW9ldJBosRDXrV9marJiOqvpRQmcczhsQFyk+Pc9OBuujo6w3niHk8z9HLSfWuH3NqRVbcVf/ejcrm5lK1mNmNpaOhks4eQWeTWDrm1Q25tkFc75NYOubVDbu2QWzvm4jbO1InLwLj5tpKV0Lo7lla9qlKRKNNo1+Zbyx+bDkJV2Qtlx42XhlK1bbcUS+Nmy6pKlrdByEhK94qKA08wPdtB960dcmuH3NZOZjOWVq68uNlDyCxya4fc2iG3NsirHXJrh9zaIbd2yK0dDXebKjurt2F3Q9i5vaS3UjH7qauLHTdeSm74SXbs38OuKPtox9uvIDc5zt2f+EHImnrr5XQt6wammo8Xg1EbL4Od29lO5Uwo3bd2yK0di8Jtg1dlzGzG0pkzijJaIbd2yK0dcmuDvNoht3bIrR1ya4fc2jEXtwejwEwJc+xVAhQf+syCUtEYZ6RCX6ZyY6o0Tt23dsitHXJbO5nNWGpvz+zUmo7c2iG3dsitDfJqh9zaIbd2yK0dcmtHI9wWy9XuotirpJ5+RvPBe965iV33DpeOMYqN7SIu7/vBtOOmzaWKjAfdt3bIrR1yWzuZzVjq6Vne7CFkFrm1Q27tkFsb5NUOubVDbu2QWzvk1o5F4TadRVVNRlQDMq8WhdsmIbd2LEq3cyyNy2xgaWDgSLOHkFnk1g65tUNubZBXO+TWDrm1Q27tkFs76nE7W9Prumlw3xNg9mbgKbZvvKHmYyqh+9YOubVDbmsnszleF130zGYPIbPIrR1ya4fc2iCvdsitHXJrh9zaIbd2zOZ2x/49xaydYvNrZg8utVQZ3BwCVnOZh+5bO+TWDrmtncwGliYnJ+joyOz0morc2iG3dsitDfJqh9zaIbd2yK0dcmtH0e0d/RUDMHFAKbkyWksFjixoQPaU7ls75NYOua2dzJbCDQ8/3ewhZBa5tUNu7ZBbG+TVDrm1Q27tkFs75NaOcm4XVDZSDcz3uHXf2iG3dmTOrUWJbYq2QqFg/ibzyAbg0cHBYfL5TM1LCCGEEEIIYUAx+yjKWIpL3/p6L+Hw2EBJGVy9vYaEEGKh097exsqVvQDPBh4r2daMAc0HQ0ODzR5CZpFbO+TWDrm1QV7tkFs75NYOubVDbm3YsX8PB4ef5OB7d8KhIyG4FLF94w2s617N3Vdt4+6rtimoVAe6b+2QWzvktnYyG1hasmRps4eQWeTWDrm1Q25tkFc75NYOubVDbu2QWzuWti9h92s3wvq1sHM7uzZtpa/3kmYPKxPovrVDbu2Q29pRKZwQQgghhBBiURGXu+Up0E6bytyEEGIWFmUp3PHjh5o9hMwit3bIrR1ya4O82iG3dsitHXJrh9zOTLHZdlzKlihpK5J6raujk+6OpaxfepGCSkbovrVDbu2Q29rJbMbSxMQk7e2ZjZs1lXw+L7dGyK0dcmuDvNoht3bIrR1ya4fcllJsuM1U9tH2fY/RNzgJuVzYqauLm956WchG+vgjkMux462Xk+taUpKp9KEfeavcGqH71g65tUNuyzNTxtKSZgxoPhgfP0tX17JmDyOTyK0dcmuH3Nogr3bIrR1ya4fc2iG3U8SBpP4D+0pWbdv92o3sunc4NOGOg0sV6O5YWsxSyuVG5dYI3bd2yK0dcls7VQWWnHM/Bnw42n8J8Ove+390zl0D3AksBQaBN3nvj0bHNHxbLYyODutmMEJu7ZBbO+TWBnm1Q27tkFs75NYOuZ3O9o03lGQuAbAp+npHP+zcTl+8/a7w2q7Nt047j9zaIbd2yK0dcls7s+Z3OeeWAP8XuNV7/xPAG4H/45xbAfwl8Hbv/dXAPcDHo2POb/S2WrnwwjX1HCaqQG7tkFs75NYGebVDbu2QWzvk1g65hZse3M2O/XtKXisJKpWhZPvO7WX3kVs75NYOubVDbmunmsLBAvA/vPf7o5//E+gGbgAe8N4/FL2+B3i+c+4i4BUG22ri9OmBWg8RVSK3dsitHXJrg7zaIbd2yK0dcmuH3E6xa9NW7r5q28w7VQgilUNu7ZBbO+TWDrmtnVkDS977Se/9AwDOuU7gY8CXgYsBn9wPeJTQyKnPYFvVjI4OsXTpMk6ceIKJiXHGx3MMDoZqujNnTjIyMgTAwMARJicnOHfuLCdPPgXA0NAgo6NngNANPp/Pk8uNcurUcSDcZGNjIwAcO/Y4AGNjI8Wb79Sp4+Ryo+Tz+WI3+dHRMwwNDQJw8uRTnDt3lsnJCQYGjgAwMjLEmTMnARgcPMr4eI6JiXFOnHgCgOHhpxkefhqgJea0dOmyzM2pVa5T/CuZpTm1ynU6d+5s5ubUCtdp6dJlmZtTq1ynJUu6MjenVrlO+Xw+c3Nqlet09uxo5ubUKtcpn883bU79B/Zx8uRTFD5wZ1OvEwAFGn6dlizp0r1nNKelS5dlbk6tcp06OroyN6dWuU6Tk5OZm1OjrlMlql4Vzjm3Afg/wDeA3wRuBVZ579+V2Oc+4Gbgpxq9zXv/nSqGuYFoVbh8PlOr3QkhhBBCCDEn4qbXH9rzMN3jBejqgrvurOmYeFU1gK6OTtZ1r2b7HV8tnivZULvcKm2zvR8wrSl3/D4Hh58MK7xFTbeFEELMH3NeFc459xzgz4Ft3vv7o9cOAtck9mkjBHYeAyy21cSxY4/zjGdcWuthogrk1g65tUNubZBXO+TWDrm1Q27tKOc22bg6DgBBCMTc/rGH6BrPh2DO+rXF0rCujs6pE4yNwdabZw34lByTeG1d9+ro/b9aHM/hsakSkpJV2oAdN15K7sHdITj00e+WvG96/Omg0my9lOaC7ls75NYOubVDbmtn1oylqPztX4Bf9N77xOvnAQeAV3rv/8M594vA673311tsq3I+G1DGkhBCCCGEyCjJYFIysydPgXbapgIxH/lmyBTq6goHrl/Ljmt7yU2OT2X93Hzb1ImjAE98/jjQEwd5ujo6Q5Bo5/bpK7HNxs23QS5XzHYqCSytXwuHjrDj7VeUjk0IIURLMVPGUjWBpRcDfw18L7XpVwhNvD8CTABPA2/23j+ZOK6h26pgA1FgaWRkmO7unioPE7UwNjYit0bIrR1ya4O82iG3dsitHXJrR+z2pijjZ1336mJ2UByQmZbZc0f/zE2so4APAF1d9G/ZwOHV5xXPnZscn71Jdo2UDUrNNk5jdN/aIbd2yK0dclueOQWWFhgbiAJLp04dZ8WK1c0eTyY5fXpAbo2QWzvk1gZ5tUNu7ZBbO+R27pQLvJTNHmpUVk8c1Im+1pyNlAF039oht3bIrR1yW55FGVhSKZwQQgghhJgv0iVq2zfeMD0TJ/Vzuuysr/cSDo8NsGPvY6wdCKuZsn4tO17SSa6z3aZMrMnZQkIIIRYGizKwNDh4jAsvXNPs8WSSU6eOy60RcmuH3Nogr3bIrR1ya8didZvMKIrLyHZ9/JGSvkLFFdIg9BUCdlzbW7nsLBXwWaxu5wO5tUNu7ZBbO+S2PHNeFW4hsmxZb7OHkFnk1g65tUNubZBXO+TWDrm1YzG7jVdOmyoju61ke3GFtESwaNdMJ0xlES1mt9bIrR1ya4fc2iG3tZPZwFJn53nNHkJmkVs75NYOubVBXu2QWzvk1o6F5rZSyVr8etwoe9e9w3DoSLHRdZyFBBT7HsXfF4lWWSsJHm2qf6wLze1CQm7tkFs75NYOua2dzAaWTpw4wpo165s9jEwit3bIrR1ya4O82iG3dsitHc10239gX7Gk7EN7HqZ7vFC6vP3HH4H1a+nf8mwOjw0US9CO/M57WDtwlv6//yisX1dcaa3/wL6pk8fNrRPBJaD8SmxG6L61Q27tkFs75NYOua2dzPZYUvNuIYQQYmFSzBKJetSw565mD0m0OHGPozwF2mkrH1hKlKFNW/lMDayFEEKIGVmUzbuHh4dYtuz8Zo8nk4yOnpFbI+TWDrm1QV7tmG+38YN5/EBOV1exlCe5vaQ5cVQe1L9lA4dXn1dcySr+eV33arbf8dXiuZIZJdv3PUZfz8X0X72kmCWyrjss7Xtw+MnSwNLGy4rvw/p1bOv/Gl3j+YrZKEBxn5J5RMGDErd39LPj2t6pMQ1OFsd/+8cemn4OMSO13LczLWs/25L3cfAxvmfi+8pk1bQWQZ+3dsitHXJrh9zaIbflWZTNuycmzjV7CJlFbu2QWzvk1gZ5taMRbuNgUDpgEhM/lJej/5UXw4F9/Nxnv8Xa7lXwkk7obAdCc+L+A/tg51a4o5/tL72F/gP7WPve0p9DYOCr4XxRUClm92s3smvTVmbMEUkmKkXnBaD9m0CudN/1a2Hn9qnzRfuUzCMqd5q45JksWdLJ9r2PhtImrpga073DxfF3tXdOvc/Wm+clwJRefr5kJTGYFsRj/dqp8qx6M7sqZevUkcUT37fJwE983ePvk68d+Z33hPsrQVyqFm8rF3yMmY8StFZBn7d2yK0dcmuH3Noht7WT2YwllcLZEv/BC9DXe8nUH+wV/pU6TaVmmUKI+WG27BSx8EkHcuIyoPjzd8aMEH02TycKLO14+xVhWfhP/KBkKXkI/XaSWU43vfWykqwaoCTIkvxvJ+vXFbcnl58vKeGKrsu0/4befBvkcvTvfBnAtP8m79j7WDF4E2d0xcTBtXgMxUDioSNhh/Vrp6mIzxGPNT4mDgBBIuts09ZZs4+EEEII0fosylK4EyeOctFFz2z2eJrCrEGb1OvpIFHyj9pp/zK491EmJs6x81UXTU85T//BG/0R3v/LLwYq/KGbCkYBU+UVUPwjNT622DAzow/BJ08+tWjvW2vqdVuSNdBz8dTDVhX3YrngTf8vv7hkpaHkv9wDpaU3UQZGPaR71Oy45UenNbRlWTe//7H9dLcvDcckHoLL/R4mxxn/vv7Kh/+RtkvXly0/iudajnJNdqv5vZ52PQ78IGzI4GdCpXs2+Znd1dFZkrmSDBrE1yvr5UH1UNfnwSyBpWIT5498M3w+JAJLSffz1tsn/d/keUL/HbNDbu2QWzvk1g65tUNuy7MoA0tnz46xdOn8LBNY9l/+owfC9MNjI/o1pPtcQPQvjkyljyeDNiX/AgnhwTjxL5Bxb4lqHzzOnTtbv9v0H9Bl/vCt+EdwcjWWrq6pr1HfjkrBtKSvXR/97pT7RF8NSGReda9q2sPqnNyKaSTvpcIH7uS2Vy4v/0Aes34tO67tnZZdUDaIGgeYouOSDWHjY9JNZPtv2MDhdStY17267L/m9x/YN/VQCiE4k8hkiIn3iR9o02VOJeefIbCU61pS8rmVfAiu9HuYfr3wgTtp+/XbpnaIMyeiuQIlGQ0w9TkFlH52QrGXTvwZFQdK4s+4aZ9X0fsVj01z6EgxuD1TdkV8/uI8k0HtxL7peSSPreeYeK7lSn3y+Tzt7e0ln+8QMkEgtRqVMoxqQp+1dsitHXJrh9zaIbd2yK0dclueRRlYGh8fp6Oj+hZSlcpCygUlyv1rZfFf/uOHoyi4dNPLu0of1JIPjRsvK/vgERM/RKQfUpIPFc34F+jJyYma3JqRyIhKNpEFSh7USnzFgaWoJ0V8Lae5vDnxoJzMGjF+eGsZtxmg5Hc3ujeS13vaA3mt/7ofBzS6usLPiSWsoUFZIpXut+i9y612VFd2whzu65a/ZxdwwKXl3S5g5NYOubVDbu2QWzvk1g65tUNuy7MoA0vHjh1m9erpfQFi0s0xuzo6y/7L+Y6XdJLrbJ81sFR8uFsEpQYDA0dmdJsJygQNgLKrEjUyq6kl3bbAg3ny9xQoKZtMksxGKfnd3bTVxm0LuGk2LXnPZgS5tUNu7ZBbO+TWDrm1Q27tkFs75LY8iy6wdMe37+Hp3Mi0TJ9kiUG6OebdV21r6sDFAiSZ1TSHwNJsGSYz9ekBag5upM9XrpyqpDwoUUqUbupatkwrdUx6WfBibxzKlAVBSfAu/j0tW/qTcKfGsEIIIYQQQghhx6ILLA0ODnPmzGl6epY3ezyZZGRkSG5hToGlchk42/c+SuHQYdpoK8mES/fpibPm4mOK/Wji/lNQskpRX+8lJe+dbphcrpyqKmYKaCW3lSvbmimzzygLSPetDfJqh9zaIbd2yK0dcmuH3Noht3bIrR1yW56ZAkuZLRzM5yeaPYTMIrel7LjxUnIP7p7WnyudRVOuqTMwlYGzE/K3f5COJ54qOX93x9IQiNk99dqu+JudiR2Tzc0jujo6K2fy7E6dC2BTDROfKfiT3BYF3XZV2LWm884B3bc2yKsdcmuH3Noht3bIrR1ya4fc2iG3dsht7WQ2Yymfz9S8RCsSZSztuPHS0ubtZRqKx6t1JVckS5Z0CSGEEEIIIYQQrcqizFgaHDzKypUXN3sYmURuE0TZQbnJcd7zzk3FEq9izs0m4I5+tr/0lqpOJ7d2yK0N8mqH3Noht3bIrR1ya4fc2iG3dsitHXJbO5nNWMrlztLZ2dXs8WSS8fGc3KZoVPNoubVDbm2QVzvk1g65tUNu7ZBbO+TWDrm1Q27tkNvyzJSx1N6MAc0HbW2ZnVrTkdvpNKqkTW7tkFsb5NUOubVDbu2QWzvk1g65tUNu7ZBbO+S2djJr7Omnjzd7CJlFbu2QWzvk1gZ5tUNu7ZBbO+TWDrm1Q27tkFs75NYOua2dzJbCqXm3EEIIIYQQQgghxNxZTM27uwGWLGlnZOQM3d29zR5PJhkbG5ZbI+TWDrm1QV7tkFs75NYOubVDbu2QWzvk1g65tUNuy9Pe3hZ/253elrWMpV8Cdjd7EEIIIYQQQgghhBAZZBvwh8kXspax9HWAU6dGOHHiKBdd9MwmDyebnDz5lNwaIbd2yK0N8mqH3Noht3bIrR1ya4fc2iG3dsitHXJbnvb2Ni68sAeiuEuSrGUsbSDqsTQ+Pk5HR9biZq3B5OSE3Boht3bIrQ3yaofc2iG3dsitHXJrh9zaIbd2yK0dcluemXosZXZVuMnJiWYPIbPIrR1ya4fc2iCvdsitHXJrh9zaIbd2yK0dcmuH3Noht7WT2cDS8PDTzR5CZpFbO+TWDrm1QV7tkFs75NYOubVDbu2QWzvk1o7F7HbLlmm9oxvKYnZbL5kthcvnMzUvIYQQQgghhBBi0bNlSzd79441exiLjkVZCjc0NNjsIWQWubVDbu2QWxvk1Q65tUNu7ZBbO+TWDrm1Q27tWIxut2zppq+vh/vv76Cvr6eYubRiy3UNfZ/F6HauZDawtGTJ0mYPIbPIrR1ya4fc2iCvdsitHXJrh9zaIbd2yK0dcmvHYnbb01NgaKitGGBK0ogg02J2Wy9VlcI55zqADwEvAjqA/cBNhBSo3cD5wDngLd77R6JjntPobVWwAZXCCSGEEEIIIYTIACr7mmLLlm4eeijkxgwNtdHREYJMp7iIiSs3seSh/bSNDFPo6WXw4OEmjzZ7NKIU7hbgEe/9Zu/984FdwDjwBeD93vvnAb8LfA7AOdfe6G21cvz4oXoOE1Ugt3bIrR1ya4O82iG3dsitHXJrh9zaIbd2yG3jSDeszqrbco25kyVwQ0NtACxfXuDo0WEOHhxh4spNnN77JQAKPb20DZ1m1cUXsrJvXV1jyKpbS6oNLL0NOOmc+5pz7qtAD3AVkPPefwXAe38vMOmc+zHguQbbamLVqrW1HiKqRG7tkFs75NYGebVDbu2QWzvk1g65tUNu7ZDbxhOXei0Gt+kgU09PqEoaGWmreEzbyDAQAkz1shjcNppZA0vOuWXADwGbgJcCvwLsBTYCPrX7I8BlQJ/BtqoZHR1ifPwsJ048wcTEOOPjOQYHjwJw5sxJRkaGABgYOMLk5ATnzp3l5MmngNCoa3T0DBAilfl8nlxulFOnjgNw+vQAY2MjABw79jgAY2MjnD49MDhu2AAAIABJREFUAMCpU8fJ5UbJ5/PFSOfo6JliA7CTJ5/i3LmzTE5OMDBwBICRkSHOnDkJwODgUcbHc0xMjHPixBNAWO4wXvKwFeY0Pn42c3Nqles0PHwqc3Nqles0OPhk5ubUCtdpfPxs5ubUKtcplxvJ3Jxa5ToNDZ3I3Jxa5ToNDBzO3Jxa5ToNDZ3I3Jxa5TrlciOZm1OrXKfx8bOZm9N8X6fx8VyiYfWy4pzOnh0umdP113dOm9NrXtNlOqdXv3ppyZxe85ouJicnWHbdy+q+Tvl8nsHBoyVNutOZSt/73kEOHhyZNqeB//c4uRe8kPz55wNQKOTruk7x9sV+75WbUyVm7bHknFsNPAmc770/G712D/BXwLXe+zck9v0s8HmgDfjZRm7z3t8z40ADG4h6LA0OHuPCC9dUcYiolVOnjsutEXJrh9zaIK92yK0dcmuH3Noht3bIrR1yOzf6+noYGWkrZuoADFz5Ek7v/dI0t8leTPH3Vv2Z0uePex/FY43HONMxlbj44t6SzKSengIjI21MTlLsqXTw4EjF41dsuY4lD+0HoG3oNHR01Nxzab7v23JuVmy5bprDZjOnHkve+wFglBD0iZkELgAuT+2+EfgBcNBgW03oA8wOubVDbu2QWxvk1Q65tUNu7ZBbO+TWDrm1oxXdluvhs1B4fGglnfffx8q+dUW38XzSK6QlM37i8rm5rJiW9haff82a3mJGUU9PoWSMcZ+jdPZRckyVzh9z8OAIR48Oc/z4cLGn0kykgzH1lMTVc9+mx1/NfbaQ78U01fZY+jSwE8A5twF4HvBJYKlz7mXR6y8Glnrvv+u9/26jt9U6sTgVTDQeubVDbu2QWxvk1Q65tUNu7ZBbO+TWDrm1Q25rIw40zBRwmK05dXLlNCgNRjWCODgElGRSwcy9j5Ikx7Riy3UlAaeYOKDUDGq5b5ONxfv6ema8dnEwLblPuaDbyr51067ZXIKC80G1gaV3Af/FOfcgYZW2N3vvTwM/D/yuc+4B4Hbg9YljLLZVzdKly+o5TFSB3Noht3bIrQ3yaofc2iG3dsitHXJrh9za0Upu0w/8rfSgXk3mShy0iZtT53t6WDn02LSAzN69Y1x5Zb4YmFm+PAR/2oZONzxYMTLSVlydLc4oGj9+iPHN15SUnh08OMLmzZPFr8uXF4oBss7776N9aKi4bzVZSbVS6ypx9dy3PT0FhobapgWJYHbP6QAdNGZ1u/lkSTU7ee/PAK8r8/r3gWsqHNPwbbXQ3d0z+06iLuTWDrm1Q25tkFc75NYOubVDbu2QWzvk1o5WcJvsWxP3LOrr62HgyiYPLEVybPHXmDjQMs4hxqMeQuncoM2bJ8v2Lho8eHha36FVF19IoaeXiSs3VRxPuf5J6THN1i9pfPM100rT9u4dg76pABnA4PINNfVAqobk+aE0UDNbz6WZ7tvZ5pwOEq3sW1cylvj6rlnTS0cHJb2jitewr3R1u2RQsNGeGkW1GUsLjrhDumg8cmuH3NohtzbIqx1ya4fc2iG3dsitHXJrR6u4Ta4sVi47pFWoaWwjwwwu31DMBKqmSXcyWFENs3mr9J5xMCkZVEruO3jwMOObr+HE8aFp2U2NID5/YfmK4pzTc497QJVjLvdtnFmWzryKy9uS2VlAMeMruW+58dfTK2o+yWxg6RnPuLTZQ8gscmuH3NohtzbIqx1ya4fc2iG3dsitHXJrRyu5TQZGGt13aC4kgzdpKvUZGjx4mIkZAjKVMpfiYEVMOQfJnkfJgFIcMGlm76NaSQewkoGamUjft3GpYrK/VLK3UnztygWJpo0pCgYePz5cDArGpK9buWvWqmQ2sDQ21ti6TDGF3Noht3bIrQ3yaofc2iG3dsitHXJrh9za0cpu4wyQZvawiQMW6WygdMChHPnJyarfJ12Olg6uJFdwi0kGlJYvL1Q1plool9VkTRyoSQbkys09vm8rrbiXJB14m+k9469xAKmaLLMkrdxzKbOBpXPnRps9hMwit3bIrR1ya4O82iG3dsitHXJrh9zaIbd2NNttuWygdBPsViIe20wBhzgQky9UH1hKUi64AuVLrZIZOLUGQVqFagJX6bnPdt8m+04lG5g3uuk4TB9/q5bEZTawtGLF6mYPIbPIrR1ya4fc2iCvdsitHXJrh9zaIbd2yK0dreA2mQ0UBwDKrVw239RTRpVkyZKlQG1ZL+kgRdpB28hwaAw+MlIxA2ehU02gabb7Nl557+jR6eVsjWK2LLNWI7OBpVOnjjd7CJlFbu2QWzvk1gZ5tUNu7ZBbO+TWDrm1Q27tmG+3celS+vtqmKmZc63vXe2+c2kk/tif/Gndx1YKrsQrxR04Or359EJntoBSssyslvu2msDeXMv9FkKvpcwGlpYta80UsSwgt3bIrR1ya4O82iG3dsitHXJrh9zaIbd2NMttsslyTC0ZOCu2XFf3e9ca0ILaxhbTaLetnhHTaOJgTZK4zGzZst7iPZTsrZRsXF5PaWCj+km1Yq+lzAaWOjvPa/YQMovc2iG3dsitDfJqh9zaIbd2yK0dcmuH3NoxX25nC+bUUmYWLwtv8dBe70pi5WiE2zjQUanv0mKkbeg0z9rwLNqHhuaUUWZNHASba6Zdo8hsYOnEiSPNHkJmkVs75NYOubVBXu2QWzvk1g65tUNu7ZBbO+bbbbnVu+rJBqqlQXI9GUqzrSRWDVZu53OVNktqmUecrRV/zS9bBkxdn6yVBVqQ2cDSmjXrmz2EzCK3dsitHXJrg7zaIbd2yK0dcmuH3Noht3ZYua02mBOXLs0UFKiUqTNTuVH6/eMspDVreisuTZ8uz5vrSmKNdpuVgFItnN77pWK21onjQ8U+Rm1t7Qwu32DWmLsRpEsX48ylZpXHZTawNDp6ptlDyCxya4fc2iG3NsirHXJrh9zaIbd2yK0dcmvHXNxW04g7WVpWqRdOPcQP7bNlLiXL2pJlU48PrSw+5Jfr19SIFdd039rRyv2m2kaGKSxfUTYgWkumXaPJbGBpYuJcs4eQWeTWDrm1Q25tkFc75NYOubVDbu2QWzvk1o5a3FaThVQpkNSIXjjJPkPJFbhma5ScfO/lywts3jzJ8uXhtbaRYZY8tL8kuFRNFlU16L61YfDgYc4+7/kMHjxcV4NuS5L3aKUMs2Y19s5sYGn58pXNHkJmkVs75NYOubVBXu2QWzvk1g65tUNu7ZBbO+pxW6nMLElPT4GRkTYeeqidkZE281446UyQ2Xo5Fcurjp5i4spNnN77pTlnUaXRfdt44mBNx5LOJo9kOpUCSTOtbjefZDawdPLkU80eQmaRWzvk1g65tUFe7ZBbO+TWDrm1Q27tkFs7qnFbbb+kZNnZyEgoPbvyyjxHjw7X1Qun1p5ClTJBRkbaSvolzVeWi+7bxpG+FybGlQ1WK0uaPQArensvaPYQMovc2iG3dsitDfJqh9zaIbd2yK0dcmuH3NpRrdu+vh5GRtro6+vhyivzJT+nWb68UAwixUGpRgVz4gDD6b1fYmXfummrhaUzQaoJZlk1xdZ9a8epe77I0mYPog6SvaHiQGihp7dsc/pGk9mMpY6OzMbMmo7c2iG3dsitDfJqh9zaIbd2yK0dcmuH3NpRi9uengJDQ21lm2FD43oTVUu51cJiqsmQsl5lTfetHQvNbXJ1u+R9Op8lcZkNLCk10A65tUNu7ZBbG+TVDrm1Q27tkFs75NYOubWjHreVAkrlmO/myq20WpjuWzsWuttymUvWzbwzG1havXpts4eQWeTWDrm1Q25tkFc75NYOubVDbu2QWzvk1o65uE02w7akmsyiZEZIq6wWpvvWjoXstlmZS5kNLI2MDDV7CJlFbu2QWzvk1gZ5tUNu7ZBbO+TWDrm1Q27tqMdtuhl2M7EuZ5sLum/taGW3tdyT85lht7CKB2sgn59o9hAyi9zaIbd2yK0N8mqH3Noht3bIrR1ya4fc2jGb27hJ9+RkaMqdbMwtZkb3rR0L1W0y6DR48DArtlzHkof2z8t71xRYcs5dDfwT8Erv/dedc9cAdwJLgUHgTd77o9G+Dd9WC+eff1Gth4gqkVs75NYOubVBXu2QWzvk1g65tUNu7Zhvt1u2dLdEKdV8UI3buGn3QqCVMpj0mWBHVt2u2HJd8R5Oft8Iqi6Fc85dBHwU+Lvo5/OBvwTe7r2/GrgH+LjVtloZHKw5FiWqRG7tkFs75NYGebVDbu2QWzvk1g65taOZbrds6QbCQ14W0X1rh9zasdDdxgGjdOCo8/77zJp4VxVYcs61A58B3gecjF5+BfCA9/6h6Oc9wPOjAJTFtppYvjybUcZWQG7tkFs75NYGebVDbu2QWzvk1g65tWO+3MZBpMVE2u1MDuarWXdW0GeCHXI7RbWfW9VmLL2PEPD528RrfYCPf/DeTwKPAs822lY1o6NDtLW1c+LEE0xMjDM+nitGHc+cOVlsxjUwcITJyQnOnTtbXFJwaGiQ0dEzABw/foh8Pk8uN8qpU8cBOH16gLGxUPd77NjjAIyNjXD69AAAp04dJ5cbJZ/Pc/z4oWg8ZxgaGgTC0oXnzp1lcnKCgYEjQGgOduZMiNcNDh5lfDzHxMQ4J048AcDw8NMMDz8N0BJzamtrz9ycWuU65XJjmZtTq1ynp58eyNycWuE6tbW1Z25OrXKdCoVC5ubUKtcpfs8szalVrlN8TJbm1CrXaXT0TObm1CrXqVAozOucJicnAbjssmXcf38HudwoE+PnZpzT9dcvWZDXqa2tvWRO586dnXadCoXQW+mJJ4a4776HW35Ojbz35jKnfD6fuTm1ynWK3zMrcypQoFAohO8LeVb2raXz/vvKzulVr+qYcU6VaIvfoBLOueuAm4BXee/zzrlPAp8ErgZWee/fldj3PuBm4Kcavc17/50ZBxrYADw6ODjM8eNHWLXqWVUcImrlxIkn5NYIubVDbm2QVzvk1g65tUNu7ZBbO+bLbdxb6eKLe+npCc9gIyNtHD06PGu/k2RfpoXUoyntNp77wYMjbNnSzUMPTeU5qGl3begzwY4suU2WvrWNDFPo6S35Pv46ePAwMPX5kv4K0N7exsqVvRASfx5Lvk81GUs/D1wBfN859wiwBfgU0AtcHu/knGsjBHYeAw4abKuJrNwIrYjc2iG3dsitDfJqh9zaIbd2yK0dcmtHs93GKzetuvhCVl18oVkPlLlSTynf1q19ZV/v6+vh/vs7GBpqUwlcnTT7vs0yi8ltHGiqxP33d9DX1zPreWYNLHnv3+i9/yHv/RXe+yuAvcAbgQ8AL3DO/Ui06y8A3/benwS+YrCtJmZL1RL1I7d2yK0dcmuDvNoht3bIrR1ya4fc2jEfbuNASrkHtNN7v8TElZso9PROe8iLm3qXO7ZSw+9W6OUUj2FycqLk5zTLlxfYvHlS2Up1oM8EO7Lmtm1kGIDxzdcUM5NKtg+dLglqz/R5VYmqV4VL470/Swj8fMo59wDwJuAdVtuEEEIIIYQQYqERB1Xi8reYgwdHOHp0eNr+6Ye8JPEDX+ea9dNWeGq1leX6+nr41re6WLOmd9pD6sGDI8WA0kIp6xNiITJ48PC0gFL8GkwFndJB7fTn1WwsqXVg3vs3J77/JvDcCvs1fFst9PZeMNdTiArIrR1ya4fc2iCvdsitHXJrh9zaIbd2tKLb2cpTYuIgVKGnl4krN9HX18PISBt9fT2c4iLaRoY5cfSU8WhLiccwORkykoaGype6KaA0N1rxvs0Ki8Xt4MHDxVJcgJeOfJGHHmovlqf29BTKBr/LUXfGUqsTdzAXjUdu7ZBbO+TWBnm1Q27tkFs75NYOubWjVd22DZ2elpUUZ/qMHz/E+OZrKCxfUWzAu+Sh/bSNTC8pW9m3bt56N6Wzs+IV344eHS5maKnsrTG06n2bBRar27/vuZ4rr8xz9Ohwzb+rNWcsLRQuuGBNs4eQWeTWDrm1Q25tkFc75NYOubVDbu2QWzss3aazd4AZMwDispRaiFd1mrhyEwf2AkTnSPTNrjYDqtGMjrbXXFIjqkOfCXYsRrfJFePqIbMZS4VCvtlDyCxya4fc2iG3NsirHXJrh9zaIbd2yK0djXKbblBdqbdSJeK+J4XlK8JD3vIVxd4o5bIHTu/9Utn+KenzxczUu2m2ht/JZr7xvsmeTiu2XFey0huEQNqhQ4PKUDLi/2fvzuPjKgv9j38nW7M1aZOuQKGFwmFrWQqlIAgiqFxEqAoKlharFkXEXr2o1XuluOH9IcpFEaFQoVQRUFbZEQURSqFUaFkOLZRuJE0ySTOZmSyz/f6YnOnMZDJLMt/M5On3/Xr5opkzM3nOZ04jeTjnOfqZwLM3tc30cyRbxk4seTw530hOsqS2PGrLo7Yc6sqjtjxqy6O2PGrLk++2g03SOOuWpNJ5/yOxP2f6JW+wtYni32MwQzkjIX6CzONxxSaYki/Tc54D7NlXHbc8astjattsfkYMde0zYyeWGhunFnoIxlJbHrXlUVsOdeVRWx615VFbHrXlGU5bZ9LFOVtnMPHrDOVbNr8sxl9iF3/mUqo7yeV6d7n4xX99PlfCvuq45VFbHrXNnbETS11dZs4yFgO15VFbHrXlUFceteVRWx615VFbHkbb5MvCCiX+MpdIXX3CtvjFwTdsKMH8+VVonDkt9liqy+bq6iKYNy+EzZt9sbOqOu9/BMFZs1Muzq3jlkdtefaGttlMSOfC2ImlkhJj1yUvOLXlUVseteVQVx615VFbHrXlUVuefLaNn1BKviwsF84vffn+5S9+7ab4iaZZs8IDLoGJ1NQm3H7c2Y9Ul8oMNk4dtzxqy6O2uTN2Yqmmpq7QQzCW2vKoLY/acqgrj9ryqC2P2vKoLc9w2jrrDaWSfFlYoSWv3RT/tTNZFL/gt8vnTXv78WwmvXTc8qgtj9rmztiJpdbWHYUegrHUlkdtedSWQ1151JZHbXnUlkdtefLZdvNmH+bNC6GlxRu7ZKwYZTojKh93iQJ03DKpLc/e2Ha4Z0caO7HU0DCl0EMwltryqC2P2nKoK4/a8qgtj9ryqC3PUNoOdue34cr3pW+FHoOOWx615VHb3Bl78WAoFERpqbG7V1Bqy6O2PGrLoa48asujtjxqy6O2PNm0nT+/KrbWUCgElJYi4RK4VGcmDfW23QzDmSwazn7ouOVRWx61zZ2xZyx5vbsLPQRjqS2P2vKoLYe68qgtj9ryqC2P2vI4bQc7CynVgtzOP0ebXCaY8nHmko5bHrXlUdvcGTuxpNPXeNSWR2151JZDXXnUlkdtedSWR215UrV1JpmcfyZPJDl3SCuWhbmLlY5bHrXlMa3tSFxia+zEksfjLvQQjKW2PGrLo7Yc6sqjtjxqy6O2PGrLc845ZbGzkmbOrEn4s3OmkiObO70V0yVwhabjlkdtedQ2d8ZeOFhWVlHoIRhLbXnUlkdtOdSVR2151JZHbXnUlsfliv639nSXtzkTSjo7KTc6bnnUlkdtc+eKREbn9cGDmA5gi9vtRThs1H6JiIiIiEiezZxZE1uQu65uz+8PPp8LTU1ezJ9fpTOQREQAlJS40NhYCwAzALyfsK0QAxoJLS3bCj0EY6ktj9ryqC2HuvKoLY/a8qgtj9rmn7N+UnV1GMCedZM2b/ahqckLQJe1DZeOWx615VHb3Bk7sTRhwn6FHoKx1JZHbXnUlkNdedSWR2151JZHbdNLXmy7fv7Zgz4HSLzTm8uVed0kGRodtzxqy6O2uTN2YikQ6Cn0EIyltjxqy6O2HOrKo7Y8asujtjxqmyh+IsmZJJo0qTa26Hby85znTJ1aG7v8zRH/Z8kvHbc8asujtrkzdmLJ7/cWegjGUlseteVRWw515VFbHrXlUVsetR0o/qyj+IW3H/Z9FGUbXkf9/LOxYUNJwplKNTURzJoVRlOTF01NXrS0ePHmm+/pTCUSHbc8asujtrnLavFuy7KOBnA9oneRKwPwXdu2n7Us6yQA1wGoAOAGsMi27ab+1+R9WxamQ4t3i4iIiIgYyznjyJlM8nhcKC2NTho5E0T1889G5/2PaPFtEZE8Gdbi3ZZllQG4G8AVtm2fDGAhgLssy6oHcC+AJbZtzwFwH4Bb+l8zNt/bctXZ2TqUl0kW1JZHbXnUlkNdedSWR2151JZHbRPXSIqXbn2kbCaV1JZHbXnUlkdtc5fNpXARABfbtv16/9fvAagCcB6AtbZtb+h/fAWA4y3LagDwccK2nFRUVOf6EsmS2vKoLY/acqgrj9ryqC2P2vKobWqDrY/Uef8jWb+H2vKoLY/a8qht7jJOLNm2HbJtey0AWJZVDuB3AB4FMBWAHf88AFsQPS1qJmFb1vx+D6qqatDWthPBYACBQC/c7ujVdF1d7fD5PACA1tYdCIWC6OvrQXt7MwDA43HD7+8CEL3NYDgcRm+vHx0dLQCis5fd3dH/GrJr11YAQHe3Lzar2dHRgt5eP8LhcOw2hX5/FzweNwCgvb0ZfX09CIWCaG3dAQDw+Tzo6moHALjdTQgEehEMBtDWthMA4PXuhte7GwCKYp+qqmqM26di+ZwikbBx+1Qsn5PPt9u4fSqGz6mqqsa4fSqWz6miYoxx+1Qsn1Mw2GvcPhXL5+TxtBm3T8XyOQWDvQXbp/nzq9De3oxzzx1T0M/JWZjbWcpj3br38d57u7B5s29Yn1NFxRgde6R9qqqqMW6fiuVzKi+vMG6fiuVzchbvNmmf8vU5DSarNZYAwLKs6QDuAvAcgP8GcAWACbZtL4t7zgsALgfwkXxvs2371SyGOR39ayw1Nb2PyZMPyGrfJDe7dm1VWxK15VFbDnXlUVseteVRW558tXXWHMpl7aH586uwYUNJbF2jWbPCCV+3zjotdoZQ/fyzMXHDP+DzuRAKAaWlQFuoAfWlXYjU1MK9eXtO3895j5qaSMK6Sj6fC01N+VlgV8ctj9ryqC2P2qaWbo2lsmzewLKswwD8AcBltm2v6X9sM4CT4p7jQnRi530AjG050YHAo7Y8asujthzqyqO2PGrLo7Y8qdomTw6lmgCKn0RyFr2eOrUWNTURVE6dhlp40074OK8JhaJrGfl8rtj3cDh3YHP+PBiXpxMTpo5HpKYWLl/0+wKAy+fFuJq+hIkk55/x8jWRlEzHLY/a8qgtj9rmLpvFu8sB3AngQmdSqd8TAOZalnVk/9cXAVhn23Y7aVtOnNPDJP/UlkdtedSWQ1151JZHbXnUlsdp6yxgPXNmTezSsKlTazFpUi3WrCmFxxOd8HEmgJzJpviFr527p9XURL92JnwaZ06LTRA57xsvfsKqqckbWzDbvXk7Ou9/BJ33PwL35u3YvNmHpiYvWlqizwm0bENg3kmI1NVnvb/OgtzOe6RamDtfdNzyqC2P2vKobe6yOWNpHoCDANxmWVb840sRnfhZZVlWEMBuAJcAgG3bPZZl5XVbrvr6/KiqqhnKSyUDteVRWx615VBXHrXlUVseteVx2jqTSYOpq4vEJmEyXe7m3rwd9fPPRtmG1+HyeeHyeePOPvoHAORtQif+UrnkhbXr55+NzfcX7hc5Hbc8asujtjxqm7us11gaJaajf42lcNio/RIRERERg6Vb+8i5HI2xzpAz0ZP8TxERkXjp1ljKeCncaOWsmi75p7Y8asujthzqyqO2PGrLsze3jb/UzPlz/GPpvnYua3MuW5s5swbz51dh+8xzUD//bLh8A8/mcS43yxdnMmlvnFTam49bNrXlUVsetc1dVot3j0bV1bWZnyRDorY8asujthzqyqO2PGrLo7Z7zi6KnyRK3j5rVhgABqx9NPCytYfRCWATgN7eFowZU5338e6NE0nJdNzyqC2P2vKobe6MnVgqL68s9BCMpbY8asujthzqyqO2PGrLs7e2dSaT4ieR4i9rS3eZW7b21rYjQW151JZHbXnUNnfGXgrX1raj0EMwltryqC2P2nKoK4/a8qgtz2hrm3zJWvI/p06txcyZNbE7pJVP2h8Tpo7HBVP/HXvcmVRyxF+i5kwiJf9zKEZb29FEbXnUlkdtedQ2d1q8W0RERERGPefSM5/PhVAIKC1F7J/xi17PmhXGhg0lsX8OZtasMNasKU1YKLst1ID60i5Eamrx4Vltwz4LSUREZLRIt3i3sRNLXq8H1dVjCz0eI/n9XWpLorY8asuhrjx7c9v4X9QZv7TvzW3ZCtXWOWsoFALq6iLweFyDTixt3uwbcFyNhskhHbc8asujtjxqy6O2qaWbWDJ2jaVgsK/QQzCW2vKoLY/acqgrz0i3jb+d+axZ4ZS/ZDu/fDvPnTcvlPGMj+c2TEBw1myUbXgdLp8Xp8zrib0m+cyRVAsab9hQgvr5ZwMAyja8HnuveM5jwVmzcTqeAQA8tmYCauGNzSxEamoRnDUbnfc/gkmf+wy8Dz8Z26fks1wAYN68EG7YcAaOxr8RnDUb5WteQKSmFu7N24dR2Xy5HLep1h1Kfqx+/tkpF5eeOrU24Uwi58/O13V10QmkwSQf38U+qQTo5y2T2vKoLY/a8qht7ow9Y0mXwomIiGS+PCh+MsdZJ6amJoK/43QcOSscm7D52IbrsR5HxyaBfD4Xmpq8gy5OnDwx0DhzGlw+L9qaOvJydojzvsn/dDjfL362KFKz5y4vziSUM8kV38c5qyX++0yYOj72emc/GJIn75I/MwAJE3rO5N1wxjTYwtKDTeoMZz+Sx++IPw6dY+zvOB1H498AEDsGg7NmA8CAS9ScNY1ERESEY6+8FK6trQkNDVMKPR5jxP/L5ic/WYq//jWU8MsKgIT/WjhrVhj/XFOZ8C/h8f+lN9N/idxbtbc367glUduB8vH3ML7raLiUZDQZ7jGbbkIp1QRK8mtN/iyH0jZ5Yikw76QBZ07FS3UWlSP5LK3ks7XiJ+/SfWbO5+RMogXmnQQAsXF5fhPTAAAgAElEQVSdjmcQnDU74f1TSTXJE3+2VjJnf5LHf8OGM3DooT0oK6/AxA3/SLkfgx1zkpn+f4xHbXnUlkdtedQ2tb1yYqmnpxsVFXvnbQIz/ZfHVL8wJE8SOf81MflfdOP/nDyp5Fw64bx/8r+EA0Bg3kmx/+od/18iAaT8l1fnv07G/0uryZcl9PX17LXHLdu5547Bgw/25vy6wf5ru3OZTbpjMPm1NTURtM46DZ33PxK7jCN58Vjn74Xzd2aox3jy2QLO+iLx++GcleL8nYr/JTj+7/wNG86InbkC7PllFRj4syF5/Mm/FTv7Uz//bEzc8I8Bl15lmuRKbuospJv8/iOFOQGT7udBqkmj+LOPACSciaNf5hMN5Wdt/LE52NlSmc6iGkmF+t76/zEeteVRWx615VFbHrVNba+cWAoEAigtHbklpOL/JT/+l6TkNQCewek4uWZ9yl8ac/mXQOeXmfhfTh2Z/suj818Rn8HpABD7JTJ+kijdLyChUDBvbYfyL9+DXZYQqalNuOwh1RlSTi9n4c7BJtOymTRgyGdbyTy54vzT+XsZ//fDMdh/bXfOEHCOu/hj8ZR5PQCil2oAqb9P9ZpnBywiG38GkbMeDYDYWQjxUp0pkWrCJ/7nUqpJiPjJnPi/h4NNmCT/XT3vvEo88EDPgOfExp9iYsmZxBqP9gGXXsVf9pKKMxmVbmJpsNcmT1THT4o5Pw+Tn+tMqiW/1jHYBFz8ZTvpvk/8mkHJl/pEIhG4XC4ki58wAjKffSQD6Wctj9ryqC2P2vKoLY/a8qhtanvlxNKuXdsxceJ+Ob04eXIo+VTzVAtFxv9S5PzZ+TrVbWqdMxaSf2l0fklM9QtRql9SgMTb4I7kLxOtrTtybsuQvG5H8sQSkHiGVHyv+LNEUv3X/HSTBswzI4qlrQniJ5MApJ1Yij+TKJczUEZ67ZVU3zsfZ0YM57U6ZnnUlkdtedSWR2151JZHbXnUlkdtU9srJ5aSF+8ebFHR5DvbOJNDz+B0zJsXSjkpAST+kqr/SmymwSYNBru0x1SDXVpZqHEkT/ACiWebOf90zhbS4q4iIiIiIiLDs9dNLPV99gKEdu7AmDffTLiTjSN5wUz9wpkbn8+Dmpq6Qg+j4BpnTgMAuDydw5pgip+wGaztYJdaAtmfbZLuDj3xC68DSHmpT/yZcsmX/CSLfzx+XR7n7+Fgi8g6lwllc5ZetFf2E7s6bjnUlUdtedSWR2151JZHbXnUlkdtedQ2tXQTS0ZeONh180p0droxdmwDAOBeAIDOKMqXcDhY6CEUjfi1snLlTPSsWVOKmTNrAAA+X23K2zBHt+251HLDhhLMn1+FZ3A6yja8jvr5ZwMYuO5O8po78+dXDXjfVAuvZ/YwOtNsTZ7sqp9/Nu69/2DMnx9O+/6dSJwgi/7dzc9ZUjpuOdSVR2151JZHbXnUlkdtedSWR2151DZ3Rp6xlOpSOBEGZ5FiYM8C4sln6sQ/7qzhk7ygcvLlWsO5/KwY7kYkIiIiIiIi5kh3xtLA0yIM4XY3FXoIxlLbgZInjzrvfyThEjGXz4uyDa/j/JmbEtbyAoCmJi82b/Zh82YfNm7cBACxyaShrGnkTCZpUimRjlsOdeVRWx615VFbHrXlUVseteVRWx61zZ2Rl8IBQF1dQ6GHYCy1TeTevD3l2UHO1/HbMl2WqbY8asuhrjxqy6O2PGrLo7Y8asujtjxqy6O2uTP2jCWXy9hdKzi13SObs4JyOXNIbXnUlkNdedSWR2151JZHbXnUlkdtedSWR21zZ2yx3btbCj0EY6ntQPm67ExtedSWQ1151JZHbXnUlkdtedSWR2151JZHbXOnxbtFRERERERERGRQ6RbvNm2NpSoAKCsrgc/Xhaqq3G8BL5l1d3vVlkRtedSWQ1151JZHbXnUlkdtedSWR2151JZHbVMrKYndgKoqeZtpZyx9DcBvCz0IEREREREREREDXQbgpvgHTDtj6R8A0NHh06VwIiIiIiIiIiJ5UFLiwvjxNUD/vEs80yaWugEgHI6guXkrJk3av9DjMVJLyza1JVFbHrXlUFceteVRWx615VFbHrXlUVseteVR24y6kx8w7VK46ehfvDsYDKGkxNib3hVUOBxWWxK15VFbDnXlUVseteVRWx615VFbHrXlUVsetU0t3eLdxtYKBHoKPQRjqS2P2vKoLYe68qgtj9ryqC2P2vKoLY/a8qgtj9rmztiJJb/fW+ghGEttedSWR2051JVHbXnUlkdtedSWR2151JZHbXnUNnfGXgoXv3h3KBRER0crgsG+gg1sb1BWVoHx4yeitNS0pbtERERERERE9l7pLoUzdgags7MV9fUTAQAdHa2orKxGTc0UuFyuAo9s9AsGAygrK094LBKJwOfzoKOjFRMmTC3QyEa/+ONW8kttOdSVR2151JZHbXnUlkdtedSWR2151DZ3WU0sWZZVCuAXAE4EUArgdQBfR3Sm6rcAxgLoA7DYtu23+19zWL635aKiojr252CwT5NKeZRqITOXy4Wamjp4vbsLMCJzxB+3kl9qy6GuPGrLo7Y8asujtjxqy6O2PGrLo7a5y3aNpW8AeNu27Xm2bR8P4JcAAgD+AuDntm0fB+BHAO4BAMuySvK9LVdVVTUJX2tSKX9KSkpTPq7Gw5d83Er+qC2HuvKoLY/a8qgtj9ryqC2P2vKoLc/e2LbL34dr71o/5NdnO7H0ZQDtlmU9Y1nW0wBqABwDoNe27ScAwLbtxwGELMs6GsCxhG052bVra64vkSwFAr2FHoKxdNzyqC2HuvKoLY/a8qgtj9ryqC2P2vKoLc/e2Hb9pjZceeExuPWvbw7p9RknlizLqgZwIIDZAD4KYCmA+wEcDMBOevrbAA4CMJOwLWt+vweTJx+AtradCAYDiEQisYW7Q6EgQqEQACAQ6EMkEkE4HEYwGEixvbd/eyi2PRgMIBzesx1Ayu2RSCS2PRQKIRQKxm0P92/vS7G9r397OG57MLY9OuZw/5jT79OKFTfh9ttvzfs+nXHGhwfdJ+f7+HwedHW1AwDc7iYEAr0IBgNoa9sJAPB6d8cum3M+p0CgF253EwCgq6sdPp8HANDaugOhUBB9fT1ob28GAHg8bvj9XQCAlpZtCIfD6O31o6OjBUD0utjubh+APT8Yurt96OxsBQB0dLSgt9ePcDiMlpZt/cdNFzweNwCgvb0ZfX09CIWCaG3dMWL7NHZsg3H7VCyfk7OovEn7VAyf0+TJBxi3T8XyOU2YsK9x+1Qsn1N19Vjj9qlYPieHSftULJ9TdfVY4/apWD6nCRP2NW6fiuVzmjz5AOP2qVg+p8bGfYzbp2L5nKqqao3bp4yfkzf6PU84pCrtPg0m413hLMuaCOADAGNt2+7pf+w+AA8C+IRt2xfGPfePAP4MwAXgs/ncZtv2fWkHGjUd/XeF8/m8sVPYmpu3YsqUA7J4+eixatVKNDQ04pOfPHfQ59x2280oLS3FJZd8GX/964Nob3dj4cLFw/7ep556Ap599qWU20xsPZK6u3175amXI0FtOdSVR2151JZHbXnUlkdtedSWR2159sa2vX0hjKkoxevvujH7oMaUz0l3V7iMZyzZtt0KwI/opI8jBGAcgEOSnn4wgHcBbCZsy0lfnz/Xl4wqCxcuTjuplOyTnzw3L5NKAJBhLlKGwfTjtpDUlkNdedSWR2151JZHbXnUlkdtedSWZ29se93d/wYAvLN9aDfjyuqucADuBPAdAFdbljUdwHGIrrv0ZcuyzrBt+2nLsk4BUGHb9msAYFlWRb635aKYbw/Y1PQBli69DHff/QAA4IknHsUrr6zFMcfMwfr169Dd3Y0PPtiJyZMn4yc/+X8oLS3F5Zcvwfz5n8VDD92PpUuvxN13/wGzZx+N//iPc9DSsgvXXPMjeL1eVFVV4Yc//AkmTJiQ8D2jl8SF8KUvXYrf/OZ6vPHGBgCAbb+Na6+9HnPmHI977/0TnnrqcUQiYZx44slYvHgJAOD555/DihU3oaGhAccffwK0RjdPMR+3o53acqgrj9ryqC2P2vKoLY/a8qgtj9ry7I1tv3/xHADAZ0/LaRWimGwX714G4AjLstYjepe2S2zb7gTwOQA/sixrLYBrAHw+7jWMbVlzrkEcbf71r3/iiiu+hZUrV6OzsxOvvvpKbNuaNS/gl7/8DWbMODDhNZ2dnVi06EtYseIOfOxjZ+Evf7k77fe4/PKluOmm2/CFLyzCscfOwZw5x2P9+nV48cXn8dvf3opbbrkD7767CS+++Dw6Ojpw3XU/x//+76/wq1/diIaGRp2xRDRaj9vRQG051JVHbXnUlkdtedSWR2151JZHbXn2xrarHn8bALB85dohvT6rM5Zs2+4CcEGKx98EcNIgr8n7tlxUV9em3f74S9tQX1OBQw8YjzsefxtLzz8KNz2wEeedMgNNbj+27erCeacciKtWrsXVi+fiL8++i5n71qOxrhKPvrQVS845Atf9aT2+cs4ReG1zG3r6Qjj16H3wzKs78YkT9h/yuE866WRMmjQZADBt2v5oa2uNbTv55FNRWlqaYl+r8cc/rsLNN9+I7u5uHHKIlfH7dHR04De/+RVuuOF3AIAXX3w+diYVAPj9fmzZsgXhcASHH34EpkyZAgD4+Mf/A9dc86Mh75+kl+m4laFTWw515VFbHrXlUVseteVRWx615VFbHtPabt7ZiRc2NmPhxwefJ/jQ7KkAgOWL5w7pe2R7KdyoU15emXZ7/OTP0vOPAgB87bwjAQBTG2tw7CHR09+u7g/7mVP3nBK25JwjAADf/vwxAIBTjton5fsOxuVKPFEsGAzG/lxWVhb3PBfiF1cfN258yvf7f//vp/jwhz+CH/7wx3j55Zfw1FOPZxzDL37xMyxYcElsEiscjuBTn/o0LrxwQcLzXnjh+YQzlJy7vglHpuNWhk5tOdSVR2151JZHbXnUlkdtedSWR215TGsbCoWx8OMWfnrnK/jBxcclbPPdswz+ri40lpXAW1qCnr4gKivK4KqoQs0F12T9PbK9FG7UaWvbUeghDGr8+HHweDzw+33o6+vDww8/MKz38/t9OPTQwwEATz/9RMbJnyeffAyhUChh8e+TTjoZDz10Hzo7o4t1PfXU43jhhedxxBFH4u2330RT0wcAgLvv/gNcWmSJppiP29FObTnUlUdtedSWR2151JZHbXnUlkdteUxru86OXgV1Zf+JMQDQfPt/wbt6KVp2d2Pil36DcYtuQO2C67H1Qz9E7YLrEenrzul7GHvG0qRJQ78cjW3MmEosWrQYl176RUyYMBFz586LTdwMxVe/+g38/Oc/wtixdfjUp+bjwQfvS/v8X/3qWkyaNAlf+9qXAADnn38hTj/9DFxwwUW44oqvoaqqCvvuux/+67+WoaqqCt/97n9j2bL/wpgxY3DaaR9FXV39kMcq6RXzcTvaqS2HuvKoLY/a8qgtj9ryqC2P2vKoLY9pbS868xAAwLOvfYAzj5sGAKiI9KJ2wa+RfNHffhOHdhmgK2LWSszTAWxxu73wej2orh4LAGhu3oopUw4o6MBMEgqFUq71BKj1cPn9XbHjVvJLbTnUlUdtedSWR2151JZHbXnUlkdteUxre/XtL+OqS47HP1/7ILaMj2fVN1G38P8GPPe3D2zEZecdCe89y9C1uxP10w5C9VnfBgCUlLjQ2FgLADMAvB//OmPPWAoG+wo9BIMZNRlZVHTc8qgth7ryqC2P2vKoLY/a8qgtj9ryqC2PaW3/e+EcAMBRB0+IPebvDaIuxXMv6193+p/7fxVnXZD9CSPGrrFUV9dY6CEYq7TU2PnIgtNxy6O2HOrKo7Y8asujtjxqy6O2PGrLo7Y8prV96uXomlErHnoj9lhtVXnK515713q0e3owfuyYnL6HsRNL7e3NhR6CsYLBQKGHYCwdtzxqy6GuPGrLo7Y8asujtjxqy6O2PGrLY1rb+poKAHvuag8Avp7Uv9NfeeExaKirxLwjpuT0PYydWKqtHVfoIRirpCT1+koyfDpuedSWQ1151JZHbXnUlkdtedSWR2151JbHtLaHHjAeALDi4Tdjj1VW5PcqJGMnlnS5Fo/L5Sr0EIyl45ZHbTnUlUdtedSWR2151JZHbXnUlkdteUxre8fjbwMAzjphz93uwuH8rpts7MSSaaevFRNdCsej45ZHbTnUlUdtedSWR2151JZHbXnUlkdteUxru/T8owAA7V09scdC4XBev4exE0sTJ+5X6CHk1W233Yzbb7+10MMAAJSXVxR6CMYy7bgtJmrLoa48asujtjxqy6O2PGrLo7Y8astjWtubHtgIANi4pR0AsHzlWl0Kly2fz1PoIRgrFAoVegjG0nHLo7Yc6sqjtjxqy6O2PGrLo7Y8asujtjymtT3vlBkAgIvOOAQAsHzx3Lx/D2MnlsLhYKGHYLD8Xo8pe+i45VFbDnXlUVseteVRWx615VFbHrXlUVse09o2uf3072HWqlRxxo5tKPQQBvWJT5yGRYu+jGeffQZ9fb1YuvRKzJ59NJqaPsAPfnAljjlmDt588w309vbiZz/7BaZMye1Wf2ymLWZWTIr5uB3t1JZDXXnUlkdtedSWR2151JZHbXnUlse0ttt2deHYQyZSv4exZyy53U2FHsKgfD4fSkpc+N3vVuI73/lv/OhH/4NAILog9jvv2JgzZy5uuuk2zJt3Eh566L4Cj3agYLCv0EMwVjEft6Od2nKoK4/a8qgtj9ryqC2P2vKoLY/a8pjW9rxTDqR/D2NPPamrSz/L6H/sOoTd2/P+fUsap6H6rG+nfY7L5cJnPvM5AMChhx6Guro6bN++FVVV1Zg8eQpOOulkAMD++x+AV199Je9jHK6SEmMPm4LLdNzK0Kkth7ryqC2P2vKoLY/a8qgtj9ryqC2PaW2vWrkWVxPWVYpn7AyBy5X+ZKxMkz9sJSXx43PF/lRWtucjcblciESKbz0jlyvzc2RoMh23MnRqy6GuPGrLo7Y8asujtjxqy6O2PGrLY1pb9qQSYPClcLt3txR6CIMKh8N44olHAQDvvPM2urq6MG3aAQUeVfaCQbMWMysmxXzcjnZqy6GuPGrLo7Y8asujtjxqy6O2PGrLY0rbHS1evLa5DXc9vYn+vYw9Y2nChH0LPYRBlZaWorW1Bd/85mXo6vLghz/8EcrLyws9rKyVl1cUegjGKubjdrRTWw515VFbHrXlUVseteVRWx615VFbHlPaPvrSViw55wgcNXMC/Xu5ivFSq2GYDmCL2+2Fx9OB2tpxAIDm5q2YMqV4zgg69dQT8OyzLxV6GEMWCgUHvTNcsbUebbze3bHjVvJLbTnUlUdtedSWR2151JZHbXnUlkdteUZ7W4+vDysefgPf/vwxgz7Hu3opahdcn9P7lpS40NhYCwAzALwfvy2rM5Ysy/otgFMAdPY/9J5t2wstyzoJwHUAKgC4ASyybbup/zV53yYiIiIiIiIiIqm9trkt7aQSQ7ZrLO0H4CLbtk/u/99Cy7LGArgXwBLbtucAuA/ALQDA2JarYp5hHM1nKwEY9GwlGb5iPm5HO7XlUFceteVRWx615VFbHrXlUVseteUZ7W17+kIj/j2znVjaF8DWpMc+DmCtbdsb+r9eAeB4y7IaSNty0ta2M9eXSJYCgb5CD8FYOm551JZDXXnUlkdtedSWR2151JZHbXnUlme0tz316H1G/HtmO7HUCOB7lmU9Y1nWo5ZlHQtgJgDbeYJt2yEAWxC93o6xLWt+vwfjxk1CW9tOBIMBRCIRBAK9AKLrA4VC0Rm8QKAPkUgE4XAYwWAgxfbe/u2h2PZgMIBweM92ACm3J37PEEKhYNz2cP/2vhTb+/q3h+O2B2Pbo2MO9485fvvI7VNZWVnKfQqHw7Hv4/N50NXVDgBwu5sQCPQiGAzE/pJ6vbvh9e4GgNjnFAj0wu2OXvXY1dUOn88DAGht3YFQKIi+vh60tzcDADweN/z+LgBAS8s2hMNh9Pb60dERXcG/s7MV3d0+AMCuXdE50e5uHzo7WwEAHR0t6O31IxwOo6VlW/9x0wWPxw0AaG9vRl9fD0KhIFpbd4zYPlVW1hi3T8XyOTnryZm0T8XwOY0bN8m4fSqWz6murtG4fSqWz6m8fIxx+1Qsn5Pz7wYm7VOxfE7l5WOM26di+Zzq6hqN26di+ZzGjZtk3D4Vy+c0dmyDcftULJ9TWVnFqN6n//3juoyfExAZ0j4NJuPi3ZZluQDcCuAXtm2/ZVnWcQD+guglarW2bS+Le+4LAC4H8BEAE/K5zbbtV9MONGo6+hfv7u3tif2LY1tbEyorq1FTUweXy5XF20g64XAYJSWJc5KRSAQ+nwc9PX5MmDC1QCMb/QKB3thxK/mlthzqyqO2PGrLo7Y8asujtjxqy6O2PHtD2xFfvNu27QiAL8V9/YplWa39rz3Eebx/Amp6/zfYDOCkPG/LicfTjsbG6ATH+PET0dHRmnGWTbITCoVQWlo64PGysgqMHz+xACMyR/xxK/mlthzqyqO2PGrLo7Y8asujtjxqy6O2PKO97Z1P2Lj449aIfs9szliqBXA1gKtt2/ZYlnUogKcAHAbgLQBn2ba90bKsLwD4vG3b51iWVQlgUz63Zbk/09F/xlI4nH6/RERERERERERMsnlHJ2buV5/2Ofk+YynjGku2bXsBvAPgn/2Xpd2G6GSPF8BFAFZZlrUWwCIAl/a/piff23LlXCMo+ae2PGrLo7Yc6sqjtjxqy6O2PGrLo7Y8asujtjyjue0fnnwHoXB4xL9vVveNt237ZgA3p3j8nwCOHeQ1ed+Wi5KSrHZNhkBtedSWR2051JVHbXnUlkdtedSWR2151JZHbXlGW9vHX9qGM47bD8t//zJ+8uUTCjKGbO8KN+rU1NQVegjGUlseteVRWw515VFbHrXlUVseteVRWx615VFbntHWdmx1OcpKSwo2qQQYPLHk3DpP8k9tedSWR2051JVHbXnUlkdtedSWR2151JZHbXlGW9vDpzcUegjmTiw1NEwp9BCMpbY8asujthzqyqO2PGrLo7Y8asujtjxqy6O2PKOt7e2PvV3oIZg7sRQKBQs9BGOpLY/a8qgth7ryqC2P2vKoLY/a8qgtj9ryqC3PaGv7nxccVeghmDux5PXuLvQQjKW2PGrLo7Yc6sqjtjxqy6O2PGrLo7Y8asujtjyjre3vHtxY6CHAFYlECj2GfJoOYIvb7UU4bNR+iYiIiIiIiIgk+KDNh30m1OT0Gu/qpahdcH1OrykpcaGxsRYAZgB4P2FbTu80ing87kIPwVhqy6O2PGrLoa48asujtjxqy6O2PGrLo7Y8assz2truavcXegjmTiyVlVUUegjGUlseteVRWw515VFbHrXlUVseteVRWx615VFbnmJs+/zrTej09uKa1esGbNu6q6sAI0pk7MRSdfXYQg/BWGrLo7Y8asuhrjxqy6O2PGrLo7Y8asujtjxqy1OMbf29QdTXjsGyBXNwy0NvYGerN7btvFMOLODIooydWGpp2VboIRhLbXnUlkdtOdSVR2151JZHbXnUlkdtedSWR215irHtR47ZJ/bnJZ86Aq2dPbjvuXcBAMtufrFQw4oxdvHuYDCEkhJj580KKhwOqy2J2vKoLYe68qgtj9ryqC2P2vKoLY/a8qgtTzG2/fEdr+B/Fh2Xt/fT4t1ZCgR6Cj0EY6ktj9ryqC2HuvKoLY/a8qgtj9ryqC2P2vKoLU8xts3npBKDsRNLfr8385NkSNSWR2151JZDXXnUlkdtedSWR2151JZHbXnUlqcY2975pF3oIaRl7KVw4bBR+yUiIiIiIiIie6FNO3bj4P3G5e39dClcljo7Wws9BGOpLY/a8qgth7ryqC2P2vKoLY/a8qgtj9ryqC1PMbYt9vOBjJ1YqqioLvQQjKW2PGrLo7Yc6sqjtjxqy6O2PGrLo7Y8asujtjzF2HbtW7sKPYS0jJ1YqqqqKfQQjKW2PGrLo7Yc6sqjtjxqy6O2PGrLo7Y8asujtjzF2HbBx6xCDyEtYyeWdu3aWughGEttedSWR2051JVHbXnUlkdtedSWR2151JZHbXmKse2P73i50ENIS4t3i4iIiIiIiIgUqWAojLLS/J0XpMW7s9Td7Sv0EIyltjxqy6O2HOrKo7Y8asujtjxqy6O2PGrLo7Y8xdj2mXU7Cj2EtMpyebJlWXMAPA/gLNu2/2FZ1kkArgNQAcANYJFt2039z837tlz09fmL8tpIE6gtj9ryqC2HuvKoLY/a8qgtj9ryqC2P2vKoLU8xtq2pKi/0ENLK+owly7IaAPwawFP9X48FcC+AJbZtzwFwH4BbWNtyVV8/cSgvkyyoLY/a8qgth7ryqC2P2vKoLY/a8qgtj9ryqC1PMbY9YkZDoYeQVlYTS5ZllQBYDWA5gPb+hz8OYK1t2xv6v14B4Pj+CSjGtpx0dLTk+hLJktryqC2P2nKoK4/a8qgtj9ryqC2P2vKoLY/a8ox020AwhB/f8Ura56x85K0RGs3QZHvG0nJEJ3yejHtsJgDb+cK27RCALYgu5MTYlpPq6tpcXyJZUlseteVRWw515VFbHrXlUVseteVRWx615VFbnpFu+/f1H+B/Fh2HO5+0B33Otz539AiOKHcZJ5YsyzobwHEAfpS0KQAg+dZrkf7/MbZlze/3oLy8Em1tOxEMBhAI9MLtji7T1NXVDp/PAwBobd2BUCiIvr4etLc3AwA8Hjf8/i4AQEvLNoTDYfT2+mOzlp2drbHFvJzbEHZ3+9DZ2QogOrvZ2+tHOBxGS8u2/vF0weNxAwDa25vR19eDUCiI1tboAlw+nwddXdETwdzuJgQCvQgGA2hr2wkA8Hp3w+vdDQBFsU/l5ZXG7VOxfE7BYNC4fSqWz6mrq/7Zj1sAACAASURBVMO4fSqGz6m8vNK4fSqWz6mkpNy4fSqWz6m3t9u4fSqWz2n37lbj9qlYPqfe3m7j9qlYPqeSknLj9qlYPqfy8krj9qlYPieXq9S4fSqWz6mnxz+i+1RRFkF7ezPmHT4Z69/eitsf3Thgn37953V5/ZyAyJD2aTCuSCT9nI1lWasAnAygr/+hqQA6AdwGYLZt25/pf54LwE4ARwI4BcDCfG6zbdu5BC+d6QC2uN1eNDdvxaRJ+2fxEslVS8s2tSVRWx615VBXHrXlUVseteVRWx615VFbHrXlGem2nd5e1NeOSXjsx3e8jP9ZdHzs651tPuw7IX8LintXL0Xtgutzek1JiQuNjbVA9Iqy9xO2ZXqxbdsLbds+0LbtQ23bPhTA/QAWAvhfAHMtyzqy/6kXAVjXPwH0BGFbTvSXjEdtedSWR2051JVHbXnUlkdtedSWR2151JZHbXlGuu2tKdZPWrZgTsLXLR3+kRrOkGR9V7hktm33IDrxs8qyrLUAFgG4lLUtV84pcZJ/asujtjxqy6GuPGrLo7Y8asujtjxqy6O2PGrLM1Jtd7Z6cctDb+DbKdZPembdjoSvtzQV9+ddlusLbNu+JO7P/wRw7CDPy/u2XASDfZmfJEOitjxqy6O2HOrKo7Y8asujtjxqy6O2PGrLo7Y8I9W2tbMHSz51RMptNVXlCV9/+sMHjsSQhizjGkujzHT0r7EUDhu1XyIiIiIiIiIyym25eSkm1gDdvUFUjUl9rk84EkGJyxV7jsfXh7qairyNwVVRhZoLrsnpNenWWMr5jKXRor29GQ0NUwo9DCOpLY/a8qgth7ryqC2P2vKoLY/a8qgtj9ryqC0Pu+3EGqB2wfWoTfOcX979b3zrc0dj06ZWHHPwxLTPLQZDXmOp2NXWjiv0EIyltjxqy6O2HOrKo7Y8asujtjxqy6O2PGrLo7Y87LY9fcGMz/nW547GzQ+9gUnjq6ljyRdjz1gqLTV21wpObXnUlkdtOdSVR2151JZHbXnUlkdtedSWR2152G1LS7I7v+fSQdZfKkbGnrHU3t5c6CEYS2151JZHbTnUlUdtedSWR2151JZHbXnUlkdteVhtffcsw65bvw7XmCrK+xeSFu8WERERERERESFqXvF1TPnKjYUexpClW7zb2DOWfD5PoYdgLLXlUVseteVQVx615VFbHrXlUVseteUpxravvtOKB/75XqGHMWzF2NYUrLbVleZevmjsxFI4nHlBLBkateVRWx615VBXHrXlUVseteVRWx615SnGtlMbq3HeKQfiqpVrCz2UrNx43wbsaPHi9XfbEh4vxramYLUNBsOU9y0Gxk4sjR3bUOghGEttedSWR2051JVHbXnUlkdtedSWR215irHtA//cAgC4evHcAo8kO1//9CzsN6kWm3Z0JjxejG1NwWpr1ipEiYydWHK7mwo9BGOpLY/a8qgth7ryqC2P2vKoLY/a8qgtTzG2/dp5RwIA/vLsuwUeSXau+9N6AMBnTj0o4fFibGsKVtuKCmOnX8ydWKqr0wwui9ryqC2P2nKoK4/a8qgtj9ryqC2P2vIUY9vr730NADBz3/oCjyQ7X+m/5fzypEv3irGtKVhtvf4A5X2LgbETSy6XsbtWcGrLo7Y8asuhrjxqy6O2PGrLo7Y8astTDG1/sGINQuEwHn9pG17c2IxFnzgUANBYV1ngkWXntU3RtZWWJ126VwxtTcVqO7a6gvK+xcDYo3H37pZCD8FYasujtjxqy6GuPGrLo7Y8asujtjxqy1MMbX/6lXkoLSnBJ07YHyceOQXjx44BADz60tYCjyw7PYEQAODB57ckPF4MbU3Fatvda+6C666IWStITQewxe32Ihw2ar9EREREREQkR3986h1cdOYhhR7GkPUFQqgoL8U6uxX7TqzBn/62CUvPP6rQw5Ih2H3HFRi36IZCD2PISkpcaGysBYAZAN5P2FaIAY0Er3d3oYdgLLXlUVseteVQVx615VFbHrXlUVseteUphrZzrIkpH3cWxS521/aPc441EVMaqmOTSsXQ1lRe7+4Ba1pJesZOLImIiIiIiMjerbQ09a+8XznniBEeydD84OLjEr52Fh8XnsfWNmH54rn48z/ye+fAvmA4r+9XTIydWKqtHVfoIRhLbXnUlkdtOdSVR2151JZHbXnUlkdteYqh7Qsbm1M+/trmNjz18nb09a9hVKxWPWEnfL3w4xaA4mhrqgP3bQQAHDItP429dy9D0y2XoWbs2Ly8XzEydmKprW1noYdgLLXlUVseteVQVx615VFbHrXlUVseteUphrbOREyyU47aB2cePw3X3lU8l8S9uLEZj7+0DaHwnjNbTjpySsJz7O3RS+CKoa2JfvvARlSX+QAgttD7cPX6vJi65LeoueCavLxfMTJ2YmncuEmFHoKx1JZHbXnUlkNdedSWR2151JZHbXnUlqcY2v70zlfSbv/BwuPSbh9Jhx4wHp84YX/88Lbo+j5/fOodhEKJl091evsAFEdb09zw59dx2XlH4uAD9gMAPLF2W17e1+XKy9sUNWMnliIRc69fLDS15VFbHrXlUFceteVRWx615VFbHrXlKYa2V37+mLTb70y61KyQ7nj8bQDAT78yDwBw0ZmHwNp/fMJzPnb8NADF0dY0Cz4WvXug0/bLnzw8L+9bVmbstEuMsXvo8bQXegjGUlseteVRWw515VFbHrXlUVseteVRW55iaPvsax+k3X7iEVPSbh9Jzh3f0vnxHdEzsPz3/jfcv/8G2n//DXhXL4XvnmXs4RkrEongsTVb8U7/ZYbOcZuvyyT9PcG8vE8xK8vmSZZlXQbgiwDCALwALrNt27Ys6yQA1wGoAOAGsMi27ab+1+R9Wy4aG6fm+hLJktryqC2P2nKoK4/a8qgtj9ryqC2P2vIUQ9vK8tK02+PXM8rkXxuacMSMBvzugY343oI5wx3aADc9sBFfO+/ItM+56ovHAwD8Xj+mLrkRXf4+1FZXwLt6aew52279T4yrCCMYCiMcASorog1cFVVGr/MzVFff/jKWf3Fu7GvnuP3qufm5c2BtVXle3qeYZTxjybKsCQCOBHCybdsnAPgVgN9aljUWwL0Alti2PQfAfQBu6X9N3rflqqur8LPjplJbHrXlUVsOdeVRWx615VFbHrXlUVueQrRdvrJ/faKn3wEAHHXwhLTPf+Xt1qzf29cdwLjaMXmfVLrnmc149Z1WnHfKjIzPdfartio6WfS7B98AAPSgAp2rvoldt34djXWVqFv4f2j44q8xYfGv8YvARahdcD0ifd15Hfdo99bWDtz19KaESSVgz3G7flNbXr6PryeQl/cpZhknlmzbbrNt+zLbtnsty3IBOARABMDHAay1bXtD/1NXADjesqwG0rbcdqwkq5OxZAjUlkdtedSWQ1151JZHbXnUlkdtedSWZ6TbPvj8FixfHJ0kOHJG9FfIFQ+9kfY1X+hfVycbp8+JLup8c4b3zNUFp8/EsYdMxNTGmozPnXPIRLz7QSf8vSEAwJUXRteQemH611C/8P8w+cs3DjgrafkX5+KupzchGNK6TPHGlJfiwjMOHvC4c9wGgvnp5ZwxZrKs11iyLOvnAJoAnAHgqwBmAoitdGbbdgjAFgAzSNuy5vd7UFNTh7a2nQgGAwgEeuF2R6+m6+pqh8/nAQC0tu5AKBREX18P2tubAQAejxt+fxcAoKVlG8LhMHp7/ejoaAEAdHa2ors7evvBXbu2AgC6u33o7IzOdHd0tKC3149wOIyWlm394+mCx+MGALS3N6OvrwehUBCtrTsAAD6fJzYr6nY3IRDoRTAYiN1C0uvdDa93z20lC71PNTV1xu1TsXxOrv5bBpi0T8XyOXV3dxm3T8XwOdXU1Bm3T8XyOVVWVhu3T8XyOYXDQeP2qVg+J6+3w7h9KpbPKRwOGrdPxfI5VVZWG7dPxfI51dTUjeg+1Vf2xvapsjSAFQ+/iUVnTEq7Tz+89V+D7tOmHbvx0us27nzibfT2+vHDW18EAJw2qy6v+3TVyrVZf07W/uNRX+FF9ZgyBAK9uPEv6wAAHzmqPu3ndPbcBiAS2WuOvWz26emX3025T6FQ9Ayjw/crybhP7X/4DnbffgV23Pafg+5TOBwx5mfEYFyR/oMrG5ZlVQBYBqAFQDWACbZtL4vb/gKAywF8JN/bbNt+NYshTgewxe32Yteu7Zg4cb+s902y19q6Q21J1JZHbTnUlUdtedSWR2151JZHbXlGum1zux9TGqpzek0wFEZZaerzLe580sbFH7MGPL5+UyuOOXhiwmOBYAh/X/8BqseU4eTZ2a0t9drmNmze2YnPnHpQTmMGAM+qb6Bu4a+xvcWLaZNqsXzl2tjZWoNpue1yTPrSbwbdns177A2c4/Znd67D9y9Of9mj09R3zzJ4dndibHU5AFfCelatt12OiWm6jxYlJS40NtYC0RN/3k/Yls0b9F8CB9u2+wBcC+AaAJsRvSwu/jnT+78BY1tOGhqKZ3V/06gtj9ryqC2HuvKoLY/a8qgtj9ryqC3PSLe9/7n3cn7N06/sGPBYIBjCj+94JeWkEgBsaeoa8NjP/7AeHzt+GmYdmP0qLo11lUOaVAKAkpLor/IdXb348z/ezWpCqHrM4JcmPrpmK5Yvnos//W3TkMYzGv1s9bqUjzvHbaZJJWBP05oLrsHUJb/F8wd/e8B6VlVpupsim8W7zwJwl2VZTo2PANgB4AkAcy3LcpatvwjAOtu220nbchIKmX9Lv0JRWx615VFbDnXlUVseteVRWx615VFbnpFum+mOaqlEzzBJ9Pf1H+B/Fh036Gs+/eEDBzzmPP/WR97K+ns/+tLWrJ+bzLnwaPZBjfjsadlNTnV1D76IdEPdGADAUQc1DnlMo823Ljgq5ePOcbvq8bczvkeXvy/h6/qaCgBALyrQtvJyeFcvRatvmAMdBbI5Y+kJAG8AWNN/Wdr3AFxs23YPohM/qyzLWgtgEYBLAYCxLVeZrgGUoVNbHrXlUVsOdeVRWx615VFbHrXlUVuekW57/b2v5fyaw6cPPMMo3Zk9wJ47z8W788noUsHf/tzRWX/vJecM/Xb2kUjuC0vXVibu1y/v+TcA4IY/v46D9x0HABhTYfbZNT9Z9Qq83QE899oH+NeG5pTPcY7bD2VxSWNtVeLE5KEHjAcA9J11FSYs/g1qF1yPGZdeP8xRF7+c1lgaBaajf42lcNio/RIREREREZE02j09aKirzOk1v7rnNfxn0pkrnd5e1NeOyel9Nu3YjYP3G4dbHnoDSz6V3YTRdX9aj29//picvo/Du3opahfkNmHh/v030PjFX8e+3tXhx+TxiWtS3f7YW7jkrMOGNKa/v7oDLpcLxx82CTWVA88EG23sbR1Y904rLjpj8DsHJjf93z+8iu9+4Vj8372v4Zvnpz4jarQa9hpLo5Gz6rnkn9ryqC2P2nKoK4/a8qgtj9ryqC2P2vKMdFt7e+5nSCVPKgGZL2e7L8VaTs75GmefeAAAYMvNS6OXQd0WvRzKu3opfPcsS3jNV4ZxxlI4nPsZS66kr7fv8g54TjaTSquesPHm++3Y0uTB7x+Ntvr56nWYd8QUnHbMvrjxvg05j22k3PbXNzM+xzlurf3H46IzDsHVv3950OcmN/3uF44FAOMmlTIx9jy3srKKQg/BWGrLo7Y8asuhrjxqy6O2PGrLo7Y8asszUm2/f8sa/OTLJ6Clozvzk5P87sGN+Oq5iWszZbqcbcbUsbE/v3/LUkyoBsb1BOGtLEN1MIy2cBiTxo9FzQXXYNM7rZjcUI2H/rUFC7puTXif1za34ZSj9sl5zADgSp7RyEJ5WeJ5JU3ugYv/XLN6HZYtSL9o9cKP71nUfMbUOgDA9+Je852Ljs19cCPkzOOnZXxO8nGbbr2tsjJjz9XJibETS9XVYzM/SYZEbXnUlkdtOdSVR2151JZHbXnUlkdteVht/7ZuB06eNRU/W70OVy+ei58tmQcAOPfkGTm/1+f9d6Lj9m6EwmFU9q8v5OsJpL2U68BwBN6XojM7E+qrUPu5a1A7yHOPOWQiAOCr5x6J5hWBhOf19IVyHq/D5cp9QsPXE0T8J3LOhwb2WprFmTZXrVyLq9PchW7lI29h8dmHoe3OK1ER6UN3XxC1dXWoueCanMecbx5fX8bnJB+3LauuREWkF2WlJfD3BhPWVdrdW4K6vI9y9DF2YqmlZRsmTdq/0MMwktryqC2P2nKoK4/a8qgtj9ryqC2P2vKw2paXlWBMRWlscuOPT7+Tdh2cdMpCvai95AYA0UW5ly+ei85WL2onDjZVBNz80Bu4tH8dpSfXbsPHsvxe1XGLZ/901Su48sKhra8EAOFw7pNSY+vr0HLr1zGmvBSlpSXo8vdhbHXi2Tm9gRBC5aVwVVQlTAS17e7Gux940NbZnXZSCQA+Ome/6B8C3ahb/BvUAdi14uuoyXnE+ffWtg4ceWD6O98lH7e1ZUHULoiuo1QH4KYHNmL+hw/ElIbqQScU9zbGnrc1YcJ+hR6CsdSWR2151JZDXXnUlkdtedSWR2151JZnOG3X2S146PktAIBlN7+YsO2YgycAAFY8/Abe/aATc/rPChqu5Yvn4r7n3kVrZ0/a5136qSPwy7v/jd3eXtRUZb9IdTAYXRfpzids/GDhcagoLx3yWEtKcv9VvuaCazDpyzdi+ylX4bH9LsfUJb9F7YLrE/634ZjvoXbB9Yj0JV5W+MenN+GEwyfj7BOnZ/w+Xd3Rs4Iq4+4wV5XhTnss1961HsCeO+Cdf9rMjK/JdNx+7bwjsbM1ehnhioczr9m0NzB2YikQSP/DQIZObXnUlkdtOdSVR2151JZHbXnUlkdteYbTdr+JtfhU/6Vt11x6YsK23z34BoDo4tcH7VMPa//xQx9kkk9/+CAcPXNCxud963NHY1ztGHxoVuZb0jucBb5PPGLKUIc34L2G4sgDGwedYDnOmpTy8Ss+Ozvr91+/qQ1A4mVnfa4KtK0cfCHzfLv/ufew5s1mLP6P6GLkXzgzekbbVSvXZnxtNsftjtbowudnnaCzHQGDJ5b8/oEr3Et+qC2P2vKoLYe68qgtj9ryqC2P2vKoLc9w2v4l7s5rf3jqHbz+rhvbW7y49a9vDusSskKqqIj++h0awh3dkkUiw3+PVH51z2sAoutMxcvlTm8Xfyy6uHddzZ7L7CZcfC0mLP4NftF3UcozorLx5vvt+NPfNmX13PkfPhDzDp+CxvpKANE74D38ry0ZL+MDsjtunfW82rs0MQ0YvMbS+PGpZ1pl+NSWR2151JZDXXnUlkdtedSWR2151JZnOG0vO2/Pndqcs00A4MufPHxYYyokt98F1+qlGN9/B7nhKK3krO7j3AGtMukyvfM/clBe3n95FhM7g6kaU4bPf/Tg2OLhbbu78cenN6U8m8pZL8tx3KHZH4vZHLfLbn4R11x6IjZuacfsgzKf4WY6YyeWOjtbUV+fn2ttJZHa8qgtj9pyqCuP2vKoLY/a8qgtj9ryDKftDX9+PafLr0aD6UuuB4C8LPjc2dmah3cZXDjpUrttu7yYNL562O979zOb8LnTDx7Sa/+xfidmTK3D1Yvn4pEX38eE+ipc8dnZuPG+Dfj6p2clPHc4E1jZHLfO5ZlDXTTeNMZOLFVUDP+gl9TUlkdtedSWQ1151JZHbXnUlkdtedSWJ5u2z732AQLBMD40awp+ec9r+P6COQCABR/TL+zpsI/b7kg5ylcvjd057oDeILyv5DZ94KqoGvDYkTMa8X6zB1U9gZwn2L7Yv14SgIRFxFOdTfWnv23C5z86tAks/UzInbETS1VVxXAzQzOpLY/a8qgth7ryqC2P2vKoLY/a8qgtTzZtjz1kImr776z2/QVzcMfjb2PRJw7FO9t3Y14eFrk2Ffu43eeL1wHYc3ZVvi68O2JGAwDAW5n93fQcP1+9Dt/rn3iMl+psqqMOahzaAKGfCUNh7OLdu3ZtLfQQjKW2PGrLo7Yc6sqjtjxqy6O2PGrLo7Y82bS96YGNCV+fMnsfAEBHVy9lTKYY7cettzuQ+UlJvnn+USkfb3L7Bjw2pmLo59CM9raFYOzE0uTJBxR6CMZSWx615VFbDnXlUVseteVRWx615VFbnmzaJt/hrTcQAgB8QrdxT2u0H7c1Q1i8fM0bzSkfP+dDM3DVyrUAgNVP2gCA517bOeSxjfa2hWDsxFJ398BZS8kPteVRWx615VBXHrXlUVseteVRWx615cmm7W1/fTPh65fe3AUA+P6KlyhjMsVoP277guGcX+NyuQbddnX/Yt1Hz4zeoe2Ssw4b9LmZjPa2hWDsxFJfn7/QQzCW2vKoLY/acqgrj9ryqC2P2vKoLY/a8mTT9szjpyV8fclZhwIArlkyjzImU+yNx+3xh03K+Jyx1RUAgGtWrxvy99kb2w6XsRNLumUoj9ryqC2P2nKoK4/a8qgtj9ryqC2P2vJk09bj6xuBkZhntB+3FWW5T0XceN+GjM95+pXtAIClg6zHlI3R3rYQjJ1Y6uhoKfQQjKW2PGrLo7Yc6sqjtjxqy6O2PGrLo7Y82bR9a1vHCIzEPKP9uHV3l8C7eil23fp1eFcvhe+eZRlf852Ljs34nC998nAAwAsbU6/HlI3R3rYQhr5UepGrrs7XDRElmdryqC2P2nKoK4/a8qgtj9ryqC3PSLe98f4N+NSHZqCjqxcb3nPjC2ceMqLffyRl0/b802aOwEjMM9p/Jkxf8isAQFuzB5On1MG7eikA4C/PvovPnHoQlq9ci+WL5+KeZzbj8BnjMbaqAo+9tBVfPffItO+7dcV/oqEyjKODYXjfKh3S2MoiEXjj1nNyVVQN6X32JsZOLJWXVxZ6CMZSWx615VFbDnXlUVseteVRWx615Rnptl+fPwsAMG1SLWYf1Bj7BdpE2bS9auXa2MLLkj1Tfib4uoMJX0+bFJ0wc/5OXHD6nonHTJNKANBYFUHtgv8b1pjC4TBKSoy9uIvC2FptbTsKPQRjqS2P2vKoLYe68qgtj9ryqC2P2vKMdNtr71qf8PXyxXPx0PNbRnQMIyWbtppUGhpTfiZs3OJO+Hr61LoCjWQPU9qOpKzOWLIs62gA1/c/vwzAd23bftayrJMAXAegAoAbwCLbtpv6X5P3bbmYNGn/XF8iWVJbHrXlUVsOdeVRWx615VFbHrXlGam2f1u3A+VlJfjquUcM2LbvxJoRGcNIy6btw//agnM+NGMERmMWU34mfO70gxO+vueZzbj807MKNJooU9qOpIxnLFmWVQbgbgBX2LZ9MoCFAO6yLKsewL0Alti2PQfAfQBu6X/N2Hxvy5Xf3zWUl0kW1JZHbXnUlkNdedSWR2151JZHbXlGqu3Js6biw0ftE7sderz9Jo7u9XIGk03bqY1mTqqxmfIzYfnKtQlfF3pSCTCn7UjK5oylCICLbdt+vf/r9wBUATgPwFrbtp17/q0AsNyyrAYAp+d7m23b7bnsWDCo21ayqC2P2vKoLYe68qgtj9ryqC2P2vKMVNvr7v43vn/xnJTb/vLce7jsvMzrx4w22bSdNtnMSTU2U34mLF88F4+8+D5OiJQjvOqb8PcGUVtVPuT3y8dC26a0HUkZJ5Zs2w4BWAsAlmWVA7gJwKMApgKw459nWdYWADMAzCRsy2liqa6uMZenSw7UlkdtedSWQ1151JZHbXnUlkdteUaq7WCTSgCMnFQCsmv753+8G1vQXLJn0s+Es0+cDpx4LQCg8CssmdV2pGS9eLdlWdMBPIfoukeXAAggejZTvEj//xjbsub3e9De3oy2tp0IBgMIBHrhdkeXaerqaofP5wEAtLbuQCgURF9fD9rbmwEAHo87dupbS8s2hMNh9Pb60dHRAgDo7GxFd7cPALBr11YAQHe3D52drQCAjo4W9Pb6EQ6H0dKyrX88XfB4oouStbc3o6+vB6FQEK2t0UXBfD4Purqi82ZudxMCgV4EgwG0te0EAHi9u+H17gaAotin9vZm4/apWD4n571M2qdi+Zx27dpm3D4Vw+fU3t5s3D4Vy+fkdjcZt0/F8jk5fzZpn0z8nLRPifvU2rrDuH0qls/J7W4akX1a9fjbg+7Tz1a9hHZPD555eZNRn1N7e3PGz+mi0yYXdJ/C4dCo/Pvkdn9QlH+fiuXYG84+tbRsN26f8vU5DcYViWSes7Es6zAAfwBwmW3ba/ofOxfAQtu2P9P/tQvATgBHAjgl39uyvBRuOoAtbrcXPT3dqKgw4xaMxaavr0dtSdSWR2051JVHbXnUlkdtedSWZ6TavvtBJw7apz7tcx5bsxVnzTuAPpaRkk3bG/78Oq747OwRGtFA3tVLUbvg+oJ9/6HSzwQetU2tpMSFxsZaIHpF2fsJ2zK9uP/ytzsBXOhMKvV7AsBcy7Kc8zYvArCufwKIsS0npaVZ3fBOhkBtedSWR2051JVHbXnUlkdtedSWZ6TaBoPhjM/5xAlm3Y0qm7ZfOPOQERiJefQzgUdtc5fNpXDzABwE4DbLsp53/ofoGUYXAVhlWdZaAIsAXAoAtm335HtbrpxTyST/1JZHbXnUlkNdedSWR2151JZHbXlGqu26d1ozPufq218egZGMnGzabtqZ/hIbSU0/E3jUNndZXQo3ikxH/6Vw4bBR+yUiIiIiIqNQOBzBj+94BVd98fisX+PtDuCmBzbiyguPIY6sODy6Ziv+o4CX/43WS+FERtqwLoUbrZwFsST/1JZHbXnUlkNdedSWR2151JZHbXnYbZ98eXvWk0p3Pb0JAPDqO6248sJjcNtf32QOjS6btoWcVBrN9DOBR21zZ+zEUjgcLPQQjKW2PGrLo7Yc6sqjtjxqy6O2PGrLw25bX1uR9XOPPngCACDQvx7TmcdPo4wpF513fQ/tt38DhRBEXwAAIABJREFUTbd/O+fXJre9+vfRS/1uf+wtvPdB9Jf35SvXDn+QeyH9TOBR29wZO7E0dmxDoYdgLLXlUVseteVQVx615VFbHrXlUVsedltr2risnzumvBQA8KFZUwAAHl8fZUy56PF1oeGSX2NsWSjn1ya3/c5F0Uv7LjnrMPT2BfGnv23C8sVz8zLOvY1+JvCobe6MnVhyu5sKPQRjqS2P2vKoLYe68qgtj9ryqC2P2vKw2656ws76uRWPLYd39VJ03H4FvKuXYvLfr4J39VL47llGHGF6NZXlAIAuf+6TXMltX9i4Z1Hkw6Y34PMfPXh4g9uL6WcCj9rmztj76NXVaZaRRW151JZHbTnUlUdtedSWR2151JaH3Xbp+Udl/dxxY8KoXXA9/n97dx7nVHX/f/yVzExmH3YQcQEVj7groFVbd7u51BUUcW+1X1Fr3Wlda391a/u1avXrAiLiAlq11da6tG7YVhCtouJRFEQWGRhgZrLMJJnk98e5CZmQmUkyOUkm83k+Hj5kkntvzn3n5Obek3POrXP+jv3fO+fSnJcrXb5AiDqgYeAA1s24iPIyN24XtIU64o1OLk81tZNu2WLdWLY3P/IuP5+0F2VlrnwWvaTJMcEeyTZzJduw5HKVbGesgpNs7ZFs7ZFs7ZBc7ZFs7ZFs7ZFs7ZFs7bGd7X3PfcT/HL97VuveMHMBNxV4qFh1pblkrJ10C7UJjw9I+HdXDV+xbK87awIAh+49ykYR+yU5Jtgj2WauZBPbtKmx0EUoWZKtPZKtPZKtHZKrPZKtPZKtPZKtPZKtPbazPeHgHbJet9CNSgDhSCTl47c//l783+v9LrxzLmXljMsAePfTRp5/e1k8275+d7tiJMcEeyTbzJVsw9LQodIabotka49ka49ka4fkao9ka49ka49ka49ka4/NbP88fxmr1vmyXv/5t5flsDTZiUSiKR+fduIevP7+Kl57byUjzrrDDOErN3fT2m5EHcceNIa7/7IKgCMnFP7udqVGjgn2SLaZK9mGJa93U6GLULIkW3skW3skWzskV3skW3skW3skW3skW3tsZXvjzAX86NtjGK+GZb2NkUNqe17IsipP6tlTaqsqOHSfURy27zbx4XIxT732BQBXTtqZp15bmtXE36J7ckywR7LNXMk2LAkhhBBCCCFEodyYg2Fs246o44/PLs5BabKXSaNQKGyGzU07cY/4Y6ccthO77zAk5+USQhSPkm1YqqsbWOgilCzJ1h7J1h7J1g7J1R7J1h7J1h7J1h7J1p5cZXv9jAUEQx288u7XAPzpjS96vc0Rg2qYdsIe+AKhXm8rUxseu4p1My6iYeCAnhd2xHou3fX0h4DUW5skW3sk28yVbMPS+vWrCl2EkiXZ2iPZ2iPZ2iG52iPZ2iPZ2iPZ2iPZ2pOrbH913n54KsqoqigDYOw26TfI9CR5qFmmvvqmlY+WNfHoyzrtdcrCbQw77x5qJ92S9jqx3k1TjhwLSL21SbK1R7LNXO+OUEVs4MDhhS5CyZJs7ZFs7ZFs7ZBc7ZFs7ZFs7ZFs7ZFs7clVtrNf0pz5PcVeY4cCMLi+Kifbha7vzJaufyxayblHj2P3MekPSWsPZf6aDQMHsH7mRbjdLrzlZVRGo3hdroy3k08uT3Whi5AVOSbYI9lmrmQblqLR3h18RdckW3skW3skWzskV3skW3skW3skW3skW3t6m+3jr3zGeDWMA3ffCoB7/rSYX5wxnj/PX9ZprqHe6GW7EucePQ4wE4qnO/dTTVXml4q1k24hcbrxUKidiorKjLcjeibHBHsk28yV7FC4lpYNhS5CyZJs7ZFs7ZFs7ZBc7ZFs7ZFs7ZFs7ZFs7elNtjfNWsiUo3ZGbTeInUaZoW+/OGM8QM4alQCq6+pY88CFeOdcSuOMi/DOuRTfvOlpr3/74+8BmU0o7s3BvE5Sb+2RbO2RbDNXsg1LQ4aMLHQRSpZka49ka49ka4fkao9ka49ka49ka49ka09vsr32zPE5LEnXaifdwsjz76Vu6p00HfEr6qbeSTQYSHv9WCPX8/9aDsAzb34JwPT7/w3A8m9amPm3JQD8atZC85pZ9FhKJvXWHsnWHsk2cyXbsNTaKq2Mtki29ki29ki2dkiu9ki29ki29ki29ki29vQm21cWrsxhSdJT6cm8wWfhkkYARgwy8wltM8wMWLvlggOY+8/P8QXCnPtDM1zuilP35rX3VxEM9344kNRbeyRbeyTbzJVsw5LbXbLTRxWcZGuPZGuPZGuH5GqPZGuPZGuPZGuPZGtPb7IdUOvJYUnS8+YHmd+xKhqNAjB6ZAMAY5z/A0w+fCy7jRkc/7umqoLD9hlFpXN3u96QemuPZGuPZJu5km1Yqq1t6HkhkRXJ1h7J1h7J1g7J1R7J1h7J1h7J1h7J1p7eZLvL9oNyWJL0nP2DcRmv863dzMTic17SAMz++6c5LVNXpN7aI9naI9lmrmQbltaty3+31P5CsrVHsrVHsrVDcrVHsrVHsrVHsrVHsrWnN9k+kqcGmkS3zFmU8Tp/eOoDAC6bvDcAl5+6T07L1BWpt/ZItvZItpnrsY+XUmosMAW4EDhJaz3feqlyYPDgrQpdhJIl2doj2doj2dohudoj2doj2doj2doj2drTm2wvPWWvHJbE3mteMzU/k4wnk3prj2Rrj2SbuXQGD54LrAVWJz6olDoQ+B3gAZqAs7TWa2w9l6mOjjBlZTI20gbJ1h7J1h7J1g7J1R7J1h7J1h7J1h7J1p5ssn3vs3WMHFLDvH8u5Wd5blz610ffcMT4bTJa5+G/LeGcH2Y+hK63pN7aI9naI9lmrsehcFrr6VrrO4Hm2GNKqXrgKeB8rfV44BngAVvPZcPr3ZTtqqIHkq09kq09kq0dkqs9kq09kq09kq09kq096WT7xKufA3DDzAUALF3ZzMghtXlvVAIoK3PhDYRo9QfTXufQfUZZLFHXpN7aI9naI9lmLts5lr4HLNBaL3b+fhCYqJQabOm5jEn3NXskW3skW3skWzskV3skW3skW3skW3skW3vSyXbX0WaS7pvO3Q+ASYfvZLVM3Tl071HUVVdQX2PuSDfnZTMh9zX3/7vLdQLt4byULZnUW3skW3sk28xl27C0E6Bjf2itO4BlwBhLz2XE72+hpaWJ9etXEQ6HCIXaaWoyI+paWzfg87UAZlKujo4wwWAbGzZ8A0BLSxN+fysAjY0riEQitLf72bixEYDm5nUEAj4A1q79CoBAwEdz8zoANm5spL3dTyQSobFxhVOeVlpamgDYsOEbgsE2OjrC8UnBfL4WWls3ANDUtIZQqJ1wOMT69eZWol7vpniraTHsU2x7pbRPxfI+xf5dSvtULO9TbP1S2qdieJ9aWppKbp+K5X1qbl5XcvtULO9TU9PqktunUnyfZJ8671NT0+qS26dieZ+am9f1uE/uSEte9ikSiaS9TxvboPmRSzh69T20zL6Ea2vn0jL7Yr55cBrNsy+haeY01sy6Ap+vhXeXrMr4fYpEOnq9Ty0tTVL3LO3Tpk3rSm6fiuV9ipWvlPYpV+9TV1zRaLTbBWKUUq8D12qt5yulLgeGaq2nJzz/L+Ai4LBcP6e1fi+tQsJoYFlTkxevt4Wamvo0VxOZ8PtbJVtLJFt7JFs7JFd7JFt7JFt7JFt7JFt70sn2gec/5vxjd7NeFu+cS6mbemdW6z7/9jKOPajzb/K+edNp2dQc792UCZenmtpJt2RVlhipt/ZItvZItqm53S6GDKkD0/lneeJz2c5ItRQ4MPaHUsqFadRZbum5jElFsEeytUeytUeytUNytUeytUeytUeytUeytSedbPPRqNRbI4fU0rjRz5yXP+OyyXsDUDvpFmoLWCapt/ZItvZItpnLdijcS8B+Sqndnb+nAIu01hssPZexWLcvkXuSrT2SrT2SrR2Sqz2SrT2SrT2SrT2SrT3dZfvWB6tp8QX5zZxFeSxRdibsMpzhg2rijUrFQOqtPZKtPZJt5rJqWNJat2EafmYrpRYAZwEX2HouG0OHZnYLTpE+ydYeydYeydYOydUeydYeydYeydYeydaeVNleP+MdgqEO2oIdNNR6+MXU8QUoWd8n9dYeydYeyTZzac+x1EeMxpljKRDwUVlZU+jylKT2dr9ka4lka49ka4fkao9ka49ka49ka49ka4/f7+W385Zw/dkTC12UXs2xVIyk3toj2doj2abW3RxL2Q6FK3p+v7fQRShZkq09kq09kq0dkqs9kq09kq09kq09kq09Ly1YwfVnT2TmX5egV2xk6cpmZrzwSaGLVRKk3toj2doj2WauZHssRSIltV9CCCGEEEKIHIjdKa1h4ABqJ93C24vXcNAeIwtdLKD0eiwJIUpHv+yx1Ny8rtBFKFmSrT2SrT2SrR2Sqz2SrT2SrT2SrT2Sbe4EvK2MPP9eAt5WALYdIj9I2yL11h7J1h7JNnMl27Dk8ciYSFskW3skW3skWzskV3skW3skW3skW3sk2977esZlNM++BJeTZZnbXArNe2NNIYtV0qTe2iPZ2iPZZk6GwgkhhBBCCFEE7n3uI046eAdWrvPy5eoWTjlsp0IXqc/Y5G3n42Ub8AVCfHe/7eKPr5t9JZWuIP62MPUDGqiddMvmdZ64mnafl9qqikIUOSWXp7pTGYUQolh0NxSuvBAFyoe1a79ixIjtC12MkiTZ2iPZ2iPZ2iG52iPZ2iPZ2iPZZu+upz/kkpP3BGDE4BrGq+HcOHMBV9Y9i7+1lTJ3FE9FRc4aHjY9fjVBv5fahoaSaMiY+dclXDZ5b8IdEW5+ZCHXnWXu8OYOt9Fw7t00pFhn4Gm3AVJvbZJs7ZFs7ZFsMyc9loQQQgghhCiAaDTK399ZwaD6SnbediCDG6q2WCY2mfPXjV62HV7X68mdffOm429txV1Zw5Cpt/PNg9PY6id/7M1uFNSq9T5e+NdyLjhut06Pz3lZM/W7itZHf0b9GX8oUOmEEKJ09MseS4GAj+rq2kIXoyRJtvZItvZItnZIrvZItvZItvb052wfe/kz9tppCA21Hl5Z+DXnHbMrv579LteeOQHfvOn4WlvxlJs5fULhCNWV5bT4g3ynxmM28D6kusG1y1MNwLNvfs4lJ+9Dqz9IXRdliESivLzwawbUeVDbDuShFz7hqin7dlqmZVMzI8+/N/53TVXfvRx45s0vGTOyfotGJYD9xo0AwBsIUd/DdvpzvbVNsrVHsrVHss1c3/0m6UEw6JfKYIlka49ka09vsvUGQryrG+noiHLE+G1yXLK+TeqsPZJt7t3xxPucd/Q4/qtXc/jEsZ2e+3J1C299uJqzvr8Lv5mziMsm7cXbi7+hotzNwXttXaAS9z39ud6e/t2d4/8+75hdAbj0lL0AaGluYWSKXkFdNRClctZR5vunrrrr+YBufuRdbjhnYvzvq6bsy33PfcQJB+/AqnU+Vq7zckSsIcsRDkd6fO33PlvHirWtHP+dHTIosV03zlzAjefu1+XzLhc8+rLmhKT9TaU/11vbJFt7JFt7JNvMyVA4IYTowe2Pv8dVU/Yl0B7mzqc+YPrU8cx6cQkH7zWKHbZONWuDEH3TNff/m1svOIB5/1zKpMMLN2lwJBKNXyDPenEJZ/9gXFbbWfPw5VS5grjdbtqC4fgEvW3BMFWeclr9QeprPATaw1SUuykv2/JmudFoFF+KSX+FSHbDzAXclNTQ8eYHqwmFI+z3yR05G4614eGLGXzO3VmvnzyUrvGRK6h2h0zPnhoP/rYQNc5nJTaf05omHyOH1Kbcx2LX26GDQgghjO6GwpVsw1JT01oGDRpe6PKUpI0bGyVbSyRbe2xku2T5BsaNHpzTbfY1UmftyVe2Kxu9NLW0sXRVMycdsiNgeifsu/OwnGy/ac5VRNr9VFdubshpC4Ypc7txu13xBh9vIERNZTnhjgiRaJQqj+lUHe4wvSmC4Qg1CduINfjUVVfgbwtR6SkjEjHLx16rYeCAlI1B2WTb+NA0hv+4785Dky9yTEgtF40bsWwbZ19JtSuINxCmvqYCf3s4PsQuGIr0OLStp8m/l65qZqdRAzqV+77nPuJ/jt89vszXMy5jUGXEfG6rygmHI3gqytLafq488+aXnHhwzz2o0sle6q09kq09kq09km1q/XKOpZqaTDoXi0xItvYUc7aNmwLM++dSLjpxD+7+04ecesRYhg2sLnSx0hbLdv2mAI+/+jmXnLwnf3xmMacctiMr1npZ0+Tj2IPGxH+Nfeq1pYzbfhD1NR7++p+vuDDhhDrmgy+aGDd6MM+++SUjh9YwdtRAZv5tCVeetk++d69girnO9nW5ynbpymb+/fE3nPE9BcBbH6xmr52G8uDzH3P5qfvw7FtfcvFJe7LXTkPj64wcUsN9z33EmcHHaG1uiV84RqNQ6cns4rE80saA8+4BNg/7SdyzASke605FsIP5i9d0GqKWat3utpdNtpXORbPoXl88Jtz++HtceMIeKYeYLVm+gQ++aOLUI8Yy/f5/c8sFB8Sf882bjrelhSpPOZFIhHBHlOrK1KfWsXmSeiOW7fAz7wCIzxuU68Q7OiI8/spnTDlqZ1qc+ZxijUpPvPo5u44exOiKMHVT74q/9isLv+aoidsCsGrmZUTnXMp6P4w+315PoTEje5o5KX19sd72FZKtPZKtPZJt5kq2x1I43IHbvWWXdtF7kUhEsnVEo1FumrWQG8/Jvlv4HU+8z7k/HMfnqzbR1NzG0QeMjp+8+uZNp7W5hdqqcoLOHAhdXdzk8hfC1Q9fTkNFR6feBW63C0/55tcOhjuIRKKdhpMk8gZCncrtKXfHu9knljU2R0K6vzxmYvZLmjO/p7hh5gJuOHsCL76zgqEDqtl/1xE52b5v3nRaNjVvse++thBVnnLK3K68/XJbKHI8sCdX2eoVG1HbDeL6Ge9w7ZkTeOO/q+MXgD1J/qW/IxLh17MXccPZE1n98OXUuEMAlJe5iUajBMMRXEB5uRu/05toY7ubbc/7fa/3I5eyyXbjrEsYdPZdlkpkbv0eDQYIRCvY+pzfAfDup41sN6KOp177gmkn7sFdT3/IlCPH8sXqFtY3Bzj6gNHxxvDY8a7Q+toxYcYLn3DeMbvy+n9X0dERZb+l9+BraXV6woXxVHQeItkW7MDthnK3m01BN9v9+H/zVtZCZOud8zPqpv6BO5/6ID5flHm887EhGOqI91iKHXO8c6fT7vPicoGnoiwn34e3zlnENVPHc/9fPuaYA0czamjPc6Ck02Opr9XbvkSytUeytUeyTa1fDoX75puvGD58u0KXpyQ1Nq6QbB0v/ucrfvCt7Xni1c857cixPa+QYO1GP0+//gXTTtgj/lhyto0PXcTwH98T/9sbCHHvs4u5asq+zHjhE46csC2t/iC77zAkfuIUuxCZ8/JnXDZ575SvvWxNC6+/v4pzfmjmLXn9/VVMHDec38/9L9edNTGrC6hHX9Lsu/MwaqvL+fs7K/jpj7bs4QMw829LOGHTLAgGCHWYoS1gGqrK3W4C7WFqqyvwtYWo9pQTjkTwlGd3QvrJ8g3s6gxVs1FvuztZfffTRibsMrzk53aQ44E9ucr2sZc/6zSpcCbSqb8PPv8JPzl2V66fsYBfndc35l7JJtvkBncwx+S66gp8gRDVlZuPV0B83ibYPDwpVYN7bDjfpnY325z3+04N1oH2cJc9YJIFXR4Gn357/O/X3luJy+Vi4rjh8bml8qEYjgm/ffJ9rjh1n7R7pW6/1eaeL8V8zC5Ett/MugJPtJ3ycjdulyv+ePJ38vUz3uFX5+3Poy9pDthtK3baZkD8uY2t7cx68VN+Eny419lu8rYzsK4yo3XSeU+Lod6WKsnWHsnWHsk2tX7ZsCSTd4t8+M/H3/Ct3bZiyVcbGbf9IG6cuYBrpu7b6U5C9z67mGMOHE2LzzQAxcQaHlKZ/fdPmbjLcEa+cSMDz+q+gWfOy5qp31Usf+BShtawxYVI7OQvNinvk//4nD13HMKuowdz06yFXHXaPvzn4284bF9zt5mZf13CSevvY0APr5svf3rjC046ZEdW338hW19wb88rJFi2poUxI+1Nrt3dyerTr3/ByYdmV24hikUxX2QX0tOvf8HorerZdkQdIwbVxB9/9s0vOeHgHbYYMpUPGx+/mpDf16kBy+VyxRu/0mmc982bjre5Jd5IFuuV2ld6Xj7z5peMGlrLjls3MDTLodpS5+1Z+9A0RvRynrK3F6/hoD1GZrSOvKdCCJEb/bJhyettoaYmd2OvxWZ+f6tk69jQ0sbghqpOt6mO8QZC3PfcR/H5dmK9BrpqAAKIRiO4XJu7XfbmZP63T77P2d/fBZ6/HkKB+ES46SjGiwjfvOn4W1spL3PjdkF7Gj0AfG2h+C/1ydnmQroXarFyV5S7izLb3ujvx4NV6300bvSjV2zi1CO67rXY8uQ1hAM+olHweNx4/aFOdyMDM5SkJqFnSbS8kvpTb+u0naY5VxEN+qmuq09Zj2597D0uOG43Plm+gVZ/iCMnbMONDy/k1z/eP6v9K9ULsv5Wb2f+dQknNs8iGgx0mtw8cahzV0O7bpy5gCvrnu36+NtQT/3kW+PLZ5Jt46YAy9e0sHZjgGMPHB0fGj3vn0vZdcwg6qs9vPjOV132gLWhmOt8X6+3m564mmj75joYaA+bOuU2Qwxjk/h31xD68oIVfHe/zHoRpPOe9vVsi5lka49ka49km1q/bFjatGk9DQ1Delo+Z2Jflh2RSKc5Zzbf+abzl2biRKieCjcuV9+Zi6WlpSmv2Razu57+kEtO3jOjdbo7wZFs7Sl0tivWtvLKwq851f+omTervp76U2/tecU86moITqdjFp3ny/K3heLzaoTC5mKhxR+kIWkurVKw9pErqIi0d5o/yBcIUetM+NvdHc+aAi62/0nPc7Hc/Mi7XHP6Prz2/mr2/uROqtzhza/VFqKypo6BU25j2f2XMqyWlK+VS6X2HsYU+nhQShpnX0lZR1u8Ub+msoy2YISKmloGTdncMPrXfy9n2MBqxoxs4Ml/fM7FJ+3J7+f+t8sh24luf/w9/qdsHkG/DzDHoKaAm9Hnm89UbH6pWM/c3ijmhqVSqrexRsRkzd52BtRVdvk+hDsinea8Skc672kpZVtsJFt7JFt7JNvU+mXDUr6HwvWme+91M97h5vP27zQRauwCLXahEolG4xcX0P3J/q1zFvHT43fn42UbOnUX3vjYVbjCbfg6yhl1rplIdf6Ha9hjh8Hc+9xHTJ86PqvyF6s/z1/GNsPqGDWslif/8XmnSScLqZhPWkX+rJt9JW7nYszbFqa+uvMto8vL8te7qfmJq4m0B2iLVjDSmTT4wy/WM7i+ij/PX8a0E/foYQuddUQilLndrHjw5wyujsYnM49Eols0vreEyuITFadr1czLGOCJ0OoPUldTQTAYodKzeR6u1et9rN3g56u1rRz/nR0SJoj/gh22HsDeOw3lqwd/zqCqSKcG/nhjWcL70OlYPGAAdZNLr5FFCBs2PHYVHW1+09jsC9JQ6+l5pW4kHw9986bja2nFU7H5mJkLpdqY2lfM/3AN/vYwB3z6W+rP+EP88Zl/XcK5R4/juofe4eYMe2DKeZcQQuRGv2xYWr9+DYMHb2XthZJ/ua4f0GDlRCTcEeGfi1ZSW13BQXuM5O4/fciJh+xIzQvT45MrP/Pml4wZWc/wQTW88K/lXHDcboDpLnz4+G1YNfNyhlRHaQ66GXXu5olB66orCIYi8VtHQ9cnVKvX+/jL28v46Y9259eP/Idrz/oW3rnTaW1u3nI4R9hMyJw4wWlX2/XNm07A25ryF/f2YAeVHjct/hANNR7CHRGC4Qi19WYIyG8eXcQvzhjPg89/wg/2344NrW18vrKZkw7ZMeX8Fnc+9QHndjwRH45S6SlLq4zdufe5j1Lehr473Z3gbNjwjdV625/1pWxnvfgpZ/9gF1Y/cCFbn596fqZFupFV63wc9+0xAHz4RROD6iv5y9vLOk0In47eNIynyvUv85cxbGA1u2w/iEH13U+y2jTnKsojbd326Exu8ImUV3WapPjtxWvYdfRgvHOnM6gq0qkXUbKOSIS2YAd1DXaO2bnUl+psXyPZ2iPZ2tOfso1NG5D8g0s20jm/60/Z5ptka49ka49km1q/bFhqawvg8VRltPJv5iziohP24IOl6/nOXlvHH9/42NW4woGi+uV6zcOXU1/RkdavgOl8od79pw858eAdqHrpV0SD/pTD+WINR5FIhHBHlJC7khFn/bbLbQZDHbzx39VUecrYa8ld+Ftb48M5qjxllLndrPfD6PM7N7Lc9th7nH/cbnz61UYO2N18oB9/5TPGq2Go7Qax5oELGXn+vfHhNplI1agz68UlHLDbVgyffyuhgC9+l7J0clu7wc+IwTXdLpNOGWKCwbaM661IT1/M1jtvOm1eL26XOaFOvGNelaecMrcrfgxIHrqWzlC7lievwd/a2quG8b6Ya18h2doj2doj2doj2doj2doj2doj2doj2abW5xqWlFLjgHuBeiAInKu1/jSNVUfjNCyFQiHKytKbrHhlo5e/vfMV5x9revq8svBrDtl7a+544n1+eeYEGh+axvBe3sWilHR0hNPOtisfLF3P0lWmd1GmvHOn0+734oL43C7pSqex6IaZC/jF1PF4H7uUIefc3e2yi3Qj41XqO7t1pbuGpVxkK1Lrb9luePhiBifVX71iI4s+W8eUI3fucplM9bdc80mytUeytUeytUeytUeytUeytUeytUeyTa27hqWiS0sp5Qb+BPxca/2SUur7wDwgoxmSN2z4hmHDtklr2aaWtnijEsBRE7cF4JdnTgDodJcekVm2Xdlrp6HstdPQrNatm3wLdb169e7d5Ewm6Utj2VXrfIxXuXtH+uGCAAAV1klEQVTtXGQrUutv2YbLqmh99Gd4A2Hqa8z8TSPK3RxX5mb1A6a3X9DV/TC1dPS3XPNJsrVHsrVHsrVHsrVHsrVHsrVHsrVHss1c0fVYUkpNAB7UWu+T8Nj7wDla6//2sPpoupi8++uHLqPB05Fy8thUt31PJBM59k+tT16Dzxm+528LUekpIxJhi1s1Z0rqkxBCCCGEEEKIvqRP9VgCdgJ00mOfAjsCPTUsAeD3t/D13NtpCK6jzAXBDheeijLe2/ZHtLcHcLnceDyV+HwtVFfXEY1GCAbbqK6uo73dj9tdRkVFJT5fMzU1DXR0hAn97Tmqq2tpa/NRVlZBRYUHr3cTdXUDCYWCdHSEqKqqJRDwUVHhoaysHL+/hdraAYRC7UQiHVRW1hAIePF4qnC53AQCXmprGwgG24lGI1RWVuP3t1JZWY3L5aKtzUdNTQPBYBsAHk8Vfn8LVVW1RKNR2tsD1NTUZ79PoWBW+1RRUYXLRUntU8r3aeghuIZ1s09b9WKfXvhTyn2KRqNUVdXa26dSfJ/S3Cfz/ICS2qdieJ/c7nI6OsIltU/F8j6Vl3soLy8vqX0qlvepoyNEdXVdSe1TKb5Psk+d9ykQ8FJWVlFS+1Qs71M4HCYcDpbUPhXL+1RWVk4kEi6pfSqW96msrILy8oqS2qdieZ9CoWD8uFsq+5Tt+7TrrnszbNgQABoaBnXZBlOMDUshILkbVTTFY12qqWlgqxN/Tn394E6Pj+h92QTQ2rphi2xFbki29ki2dkiu9ki29ki29ki29ki29ki29ki29ki29ki2mcvuvp12LQV2TnpsLPBFJhuRimCPZGuPZGuPZGuH5GqPZGuPZGuPZGuPZGuPZGuPZGuPZGuPZJu5omtY0lp/AHiUUkcCKKW+A3icx9PW1LTGRvEEkq1Nkq09kq0dkqs9kq09kq09kq09kq09kq09kq09kq09km3minEoHMBk4CGl1G+AIHBqphtoaJBWRlskW3skW3skWzskV3skW3skW3skW3skW3skW3skW3skW3sk28wVZcOS1voT4MDebMPlKrrOWCVDsrVHsrVHsrVDcrVHsrVHsrVHsrVHsrVHsrVHsrVHsrVHss1cySa2aVNjoYtQsiRbeyRbeyRbOyRXeyRbeyRbeyRbeyRbeyRbeyRbeyRbeyTbzLmi0bRvttYXjAaWNTV5iURKar+EEEIIIYQQQgghCsLtdjFkSB3AGGB54nNFORSuF8rA7LDf30JNTUOhy1OSJFt7JFt7JFs7JFd7JFt7JFt7JFt7JFt7JFt7JFt7JFt7JNvU3G5X7J9lyc+VWo+lbwNvFboQQgghhBBCCCGEECXoO8D8xAdKrWGpEpgIrAE6ClwWIYQQQgghhBBCiFJQBowEFgLtiU+UWsOSEEIIIYQQQgghhMiTkr0rnBBCCCGEEEIIIYSwSxqWhBBCCCGEEEIIIURWpGFJCCGEEEIIIYQQQmRFGpaEEEIIIYQQQgghRFakYUkIIYQQQgghhBBCZEUaloQQQgghhBBCCCFEVqRhSQghhBBCCCGEEEJkRRqWhBB9mlJqsFLqqBxub3KuttXXWch2Uq62JURXpN4KIYQQQuRXeaELkCml1GBgvNb6lR6WqweOAy4Elmitf9zFcpO11nN72JYLOAA4G5iita7LpuzFLt1sM9jeZK313P6SX3dsZdvDMmXA4cC5wD5a611y8do2KKX2Bu7EHJPKgau11m8opQ4Efgd4gCbgLK31mqTVJwMLnO2UA/8LHAhUAXdrrf8v6bUqgNeBz7XWZyc9NxCYAMxVSlU6r70fUAYsAS7QWvucZX8MXOQ8Nx+4WGsd7nUYOZavbJVSRwO/xPxg0Q5cqrV+P+F5N3AEMM/5u8vXV0pdAZwOhIEPgGla6/ZcZVIM5HjbvXzUW+fz/iCwrbO9V4DpWutIQjmS6+0RwM1AFFM/L9JaL3aeuwg4B1P/vcCFWuulOYyl4BLrbbrnWT1sr8fvsv4i3WyVUkOAk4CLgbla6193sb3YMaHPnAvYIvU2O0qpvYAzgJ8Au2mtV6ZYRgHVWuv/5ug1JdvNy1jJttSPCVJvC6cgDUt5utD5NjAeWAikPLFOvIh0/j4OuAFzofgZcJ7WutX5+yLgb5gPYdHK08l4JXAPsCcmm79rra9NKkditt3mJxfonbLdHbjb2VYtcJfWemZSOZLr7anAzzEXOa3AT7TWXwPDMQfWt4GJuUsit5w85gKnaK0/VErtDLyulBoHPAV8X2u9WCn1U+AB4NikTeyrtb7P+feVwBCt9Xil1ADgP0qpd7XW7yYs/3tgMSb7ZKc4rwmmQekrrfVFTjl/C1wG3Oy855cD+2Myfxz4GaYeFI18ZauUGok5ST9ca92mlBoFtCVt6wjgH0656rt6faXUoZjPy0Faa79S6pfA1cCvchhNTuTpmPAiUJ+w3i7Ab7TWv08oR1rHW6VUDfBHYHdnudla6zt7GUPO5fGYcCvmwvIU5zVfxRwzH0nYVmK9Hey83iFa65VKqcOAWcB4pdS3gGmYi1e/UuonmEarw3IaTg7kqt7SzXmW8xm/H9jZ2d4NWutnk5ZJ6xxMKXUJkNhrbBDQobXeM+sQLMlHtsAxwHaYRveuyjEOGOX82e25gFJqf+B2p2wA12mtX+1xZ/MsT/V2EOZzuzVQCczUWv8xaZnEbHHq5xmYc7CvgfO11puc5/p0tpjv9UWAv5vVzwT+4Gyny899ltn2eH2glLoD810xOpt9ty1P2R4M3AK4nOdu0lo/n1SOfnNMIIfZJrzWAOBd4DGt9Y1Jz6V1TFBKDQc+x1yDxFyrtX49ox0vYnkfCpdwwniJ1vrbmDf2CecNewoT/njgGcwJXLJ9tdaLnH/HTxgxJ+Q/U0pNANBav6i1vgzoriUyfhGplBoN3Av8SGu9N/Al8BtnW2Gt9RSt9Zxe7Lp1+coWuB5Yp7XeH/gW8C2lVPKJfTzb7vJLuEA/GNNQNRBzgV5U8pjtZOBnWuuDgIOA65RS2yVtK7He7gJcC3zXWWcu5iCL1nqN1vpM4IXeJ2BVFDhDa/2h8/eXQDVwPLAg1hsAc0Iy0bm4A0AptQPwRcK2TgduA9BaNwP/B0xNWP50zEXJk12UZaLWeoGz/lta6zuc9aqB7Z2yAkwB/k9r3aK1jmIuUM/IYt9ty1e2F2Auvh9VSs0HTtdaNyWV5VjgL86/v9fN608AXtFax04IZgGnZrHvVuXxu+wHWutvO69xHObC6aGkbaV1vAWuAvxa64mYY/dRSqlDss3AonzV20GYk0+ci5X3MBcwiRLrbQA4OeHXz8XADgnb+jSh3r6TYlsFl8t628N51m8xDfMTgKOBu5RSWyctk+452F2xz4BT5vdizxWTfGWrtX5Emx/zuusNdyrwhLN8l+cCznfbb4DjtdYHYOr7knT3OV/yWG/vAV7WWh8IfAeYppRKbsCMZ6vMkNsTMT+EHIDJ7jrnub6erVtrfYHW+gFML8xU67qAoVrrRueh7j73mWbb4/WBUuokuug8UAzymO1kYLKT7Q+Bh5XpBJCovxwTcp1tbPlZwGtdFCetYwKwDfBq4vdZKTUqQWHmWMrbRWQa4heRwMnAUwknjLcDp2WwrWKQr2yfwLSMx07GP2XzyXVMYrbdkQv0hGy11tclvMY2mF5LyRKzXQNMcrYDnS90+gStdUdsf5QZpvZ/mN4WIwGduBywDBiTsPoUTG+hmB0T18HUzR2dbe+BOSm5IFU5lFLbA1+lePxVTM5rMb2dAHZKeh1NEeaer2yBcZiLxP/B9PA4Uil1dmxBp6dMh9Y61oupU35Jr/8u8AOl1CDny/w8zFClYlOI77JfYnoxtiQ9nu7xdgLwZ+d1gpj3t+jmFMtjvf0FcKpS6vtKqTOAjcCjsQWT663WOqCd4Z3OL5yPYBpDAF4ClimlLnca607HdMMvNrmstykpM3xwEnAHgDY9aJ+mc68jyOIcTJkhDmO11l39OFBI1rNNh3Pc3Epv2WsnlcmYRtD/VUq9jWnkXpuLcuRYvrK9C6fh3mkk/pKE40uKbD8EznWOp9D5HKyvZ1vf9Spxh2KmFkjnc59ptt1eHzg/rF6DybVY5SVbrfW0hGPnDiSNSOpnx4Rc11sw5wofA/9K3lCGx4RtSHGdUUry3rCUxxPGbqW4iEy+0NkAhJQZy94n5CtbrfVH2gwRRJl5VY7BfAhxHkt5gd4FuUBPqrdKqUOUUosxFyqXaK1XJDzXKVutdbPW+hPnuRGYi5zYhU6f4vxi/SamR8bZQIjNPYRiokmPbZuYT4p1okBUKdWA+bXhDO3MkZTCaXR+nwDQWh+JeX/qgb27eJ1I8nrFxGa2zr/rgBla6/XazIV0D6Z3TczxOA0aXWwrvj3n15t7gb8CL2N+lU9uSCm4fH+XKaWGAScAM5Iez+R4uxCYrJQqcxpNTqM4G+2AvNTbrTAXnB9guqfvgBmmEZNcb2Pl2htzgvkPrfUvnYfrMMeBhZgTUIB9e9jFvMtxve3KcKDdOY+KSf6ey/Yc7DrMBWbRyVO26fgO8Faay47DzNd0k7PecEwv6KKSr2y11u9oZ441ZYZh7YgZIhvTKVut9Vqt9ZfO8mOB/8fmHlN9OtuEHyy78yPgOeff3X7uM82Wbq4PlFJ1wGzgbK21N539LIR8Zetsf7JSSmPOEU7Rneel7DfHhFxn6/RAOgQzTDuVTI4J2wBbK6WeU0rNV0rd5PS8KhkFuytcHk4Ye5J8EZnO6/cJ+cjWuTC5DfML+hFa61UJy6a8QO+CXKAnLa+1fkNrvQemx8KJSqnEuYBSZqvMhLJvAH/QWj+Y2V4VnjLjk58Bfq61vlprHcI0KOycsIwLGA0sd/7ej81zJsR8kbgOMNZ57CDMReSflVKfYk5ITlBK/Tth2TFa62WpyqfNsK65mKFEJJct4XWKTh6yxVkv8fukw/kv5mBM/Yzp9vW11g9qrQ/UWh/lLJt4cllU8vhddjEwK6HXV0wmx9tbgGbMXBWPYd6Tomu0g7zV2yeB27QZFvAf4Fmc3riO5Hobm8viAcyQuN8nPHUlpiv9m1rr9Zhf0n/nXAAVnRzV266ks62Mz8Gck/Q9SdHYV0wsZ5uO4zF1OR11mJ5iy5yL/v+l848CRSUf2SqlapRSj2ByPCTpx6iU2SqlTgOex8wB9KLzcF/PtqflqwCX1jrgPJTOZziTbLu7PngIuFNr/TF9QD6y1VrP1VorTCPQZOf7MaY/HRN6Wj7tbJVS22J6z57uNFqnkskxYSVm+P1JmMnTd8LMkVsyCtKwlKcTxp4kX0Qmv34DUJHUgln08pGtMncTeAozafG3tdbJmXd5gZ6CXKB3zjb+RaC1nu/88/sJy26RrTK3wr4WM3HyY1nuXsE4vzQ8CpzmXNzFvATsp8yE5mB+dVyU8Jk8mYSeco45OI0/To+MH2Mm2ntRaz1Ka72LNne/OBN4VpvxzyilxuPMtZJQrluVUonj+Q/FfCmAuSj/qTMcBuBS57WLSj6ydZ6bhZkvod6pwz/BmZdGmckKG7Xpyt7j6yuldlZKTXfWdWMu2O/KNgOb8vVd5vyidR6dJ5WOSft4q7UOaq0v01ofoLU+ATPRZ9E12uWx3gYwjUex9+lQnDkZUtVbZYbX3A0co7VOzi0AfNups2B6K9VQhD+W5LDepuQ0xJcrMzl3TPJ3ezbnYOcDc5KOJUXFdrZpvH4lUK677pmbbDnd/yhQNPKRrdMQ/DfgTa31MXrzHCxdZquUuhxz7Nlfa/1ywlPL6dvZ9uQ4Ns8/1+PnPotsU14fOMeGw4HrlVKfOj8WjnL+PTaD3c6LPGWbeO3wLKYBfi/nuf52TOhJJtn+EBgKvOXUs1uAi5RSTzuvn9ExQWv9F631HU5vqyBmapmDMt7xIlaIybvzdcLYXRm2uIjENJScrDZP1nUxXU/wW5TymO104H2t9a91wm2ZnWVTZdsduUB3snUOUAuVUrHulw2Yi5NVzt+pGj/GAlcAR2utV+diXwvgW5gupzOU6Ro6X5kJoHfH5DlbKbUAOAtnfiTnQrtab9nl9S7Ap8xQwreBB3TnO8J15WSc24knuA1zt6cFzuuPwekK62zzHswdphZhvnT/kOmO50FestVaL8R0Q/4XZo6kJWw+XsQnNYxxet2kfH3MHTTGKqU+xkzS+77W+jmKTJ6/y44CVmitOw15y/R4q5Q6RpnJTmONJFMxc5IUm3wdE04BrlKm5+J7mF6NsV6JW9RbzKSeI4BnEsulzF0Qf4/5xXSRs727MfPfdXdXmrzLcb3tzpOY76bYMM6T2DxRd8bnYM6F01ScO8gVozxm251jyOyGHY9j5hmL5X4+CRddxSKP2d6JGdY9I8VzW2SrTA/G72KGHiUfe/p6tj05jC0nM+7yc0+G2dLF9YE2cy4Nj/1Q6PxYuMr59+cZlN+6fGTr/AiywHkM5/toNJvnRepvx4SepJ2t1vp+rfW2CfVsOnCP1vpkZ72MjglKqZMTzsFcmN5OCzMoe9ErxLi+xBPGxMcvZfMJYxjYhNOlrYcTxrudE8YwmV1E3pb4gNZ6tVLq58DflVLtmBbbc1OsW8zyle05QJNS6nsJy7+ktb6ZFNl2R5tblccu0NswH7Biv0BPfDyn2SqlLgMecV6jFnPb8dhBJ1W2p2LGB7+cVK5DdNfdNouK1votzB2VupJqnpLvYebfSd5WCPhpGq/5Opsn7isD6rVze+CEZTZiejZ1tY37gPu6er4Y5DPbbvLYVWu9RY8jp2xbvL423ZP7wrE3n99lxwKvpChDRsdbzNw/DymlrsU0hk7X6U3mmVf5qrda6w8wcyekskW91Vo/SsLk3ilc2M1zxSKX9bY7v3Re433MsILLE378yOYcbCIQ0nqLnmLFJF/Zdudw4JJ0F9Zar3J+XX9RKRXE3Cnt9hyVJZfyle3ZwC5KqcSbfDyizRQDqbI9C3MR/2ZCuRq11ieWQrZdXVMppYYCTck/LtP95/5sMsi2D10fdCcv2SqlbgVecD4D1Zj5WWPf7f3umJDjetudjI4JwH+Ae5xzsKDz92/TeJ0+wxWNFm2P4jhlJoh2a62fz8G2yjDz0FzU+5L1fZKtPZKtPUqpI4E3dHrdXnva1hBgR53eXbVKXo6zLQcO1Vq/2uPC/YAcE+yRemuP1Ft7cpztYOAKrfUvel+yvk+ytUcpNQ0zpG1xjwv3vC3JNoFka49ka19fmYm8naQJNHthIGbiXmFItvZItpbk8oJPm/HVTbnaXl+X42zDdL7rS38nxwRLpN5aJfXWnlxmOwgz350wJFt7vszFxblDsu1MsrVHsrWsT/RYEkIIIYQQQgghhBDFpyB3hRNCCCGEEEIIIYQQfZ80LAkhhBBCCCGEEEKIrEjDkhBCCCGEEEIIIYTIijQsCSGEEEIIIYQQQoisSMOSEEIIIYQQQgghhMjK/wfVZUjVBs/mNQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 1440x576 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Profit and loss statistics]  PF: 2.07\n",
            "  [Balance ] Result: 7,179.0 -> 64,017.0 (+791.73%)  PnL: +56,838.0  Avr: +353.0\n",
            "  [Trade   ] Count:  161  PnL: +56,838.0  Avr: +353.0\n",
            "  [Profit  ] Count:  81 (50.31%)  Sum: +109,998.0  Avr: +1,358.0  Max: +19,407.0  MaxLen: 8 (+597.0)\n",
            "  [Loss    ] Count:  80 (49.69%)  Sum: -53,160.0  Avr: -665.0  Max: -4,138.0  MaxLen: 5 (-2,997.0)\n",
            "  [Max risk] Drawdown: -33.48% (-4,529.0)\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YsPXEe-HAy5K"
      },
      "source": [
        "## [検証] 直前を除いた終値モメンタム"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 599
        },
        "id": "BmPp_tUCz7-R",
        "outputId": "8d573375-a64e-43ba-c06a-964927863073"
      },
      "source": [
        "storategy = '直前を除いた終値モメンタム'\n",
        "pos = np.where(df['close'].diff(1).shift(1).ewm(1, adjust=False).mean().fillna(0) > 0, 1, -1)\n",
        "get_result(storategy, pos)"
      ],
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x576 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Profit and loss statistics]  PF: 2.05\n",
            "  [Balance ] Result: 7,179.0 -> 63,252.0 (+781.08%)  PnL: +56,073.0  Avr: +353.0\n",
            "  [Trade   ] Count:  159  PnL: +56,073.0  Avr: +353.0\n",
            "  [Profit  ] Count:  79 (49.69%)  Sum: +109,390.0  Avr: +1,385.0  Max: +19,407.0  MaxLen: 8 (+597.0)\n",
            "  [Loss    ] Count:  80 (50.31%)  Sum: -53,316.0  Avr: -666.0  Max: -4,138.0  MaxLen: 5 (-2,997.0)\n",
            "  [Max risk] Drawdown: -35.49% (-4,529.0)\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IZYHwrvXA1Pa"
      },
      "source": [
        "## [検証] 直前だけ逆張りにした終値モメンタム"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 599
        },
        "id": "bc7BP4Um0BPZ",
        "outputId": "ca34cf00-be00-48dc-fc0d-7f4b848e8f5c"
      },
      "source": [
        "storategy = '直前だけ逆張りにした終値モメンタム'\n",
        "pos = np.where((-df['close'].diff(1) + df['close'].diff(1).shift(1).ewm(1, adjust=False).mean()).fillna(0) > 0, 1, -1)\n",
        "get_result(storategy, pos)"
      ],
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x576 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Profit and loss statistics]  PF: 1.49\n",
            "  [Balance ] Result: 7,179.0 -> 59,155.0 (+724.00%)  PnL: +51,976.0  Avr: +161.0\n",
            "  [Trade   ] Count:  323  PnL: +51,976.0  Avr: +161.0\n",
            "  [Profit  ] Count:  210 (65.02%)  Sum: +158,472.0  Avr: +755.0  Max: +7,447.0  MaxLen: 13 (+2,456.0)\n",
            "  [Loss    ] Count:  113 (34.98%)  Sum: -106,496.0  Avr: -942.0  Max: -7,450.0  MaxLen: 6 (-19,887.0)\n",
            "  [Max risk] Drawdown: -75.91% (-19,887.0)\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BNoNT8QMA34y"
      },
      "source": [
        "## [検証] 直前だけ逆張りにした終値モメンタム (係数違うバージョン)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 599
        },
        "id": "Ju86T9nl0GFB",
        "outputId": "aa3dbb4c-c6a9-42cb-a640-f0294b2925be"
      },
      "source": [
        "storategy = '直前だけ逆張りにした終値モメンタム (係数違うバージョン)'\n",
        "pos = np.where((-df['close'].diff(1) * 0.5 + df['close'].diff(1).shift(1).ewm(1, adjust=False).mean()).fillna(0) > 0, 1, -1)\n",
        "get_result(storategy, pos)"
      ],
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x576 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Profit and loss statistics]  PF: 1.58\n",
            "  [Balance ] Result: 7,179.0 -> 65,967.0 (+818.89%)  PnL: +58,788.0  Avr: +198.0\n",
            "  [Trade   ] Count:  297  PnL: +58,788.0  Avr: +198.0\n",
            "  [Profit  ] Count:  185 (62.29%)  Sum: +159,661.0  Avr: +863.0  Max: +8,709.0  MaxLen: 11 (+2,290.0)\n",
            "  [Loss    ] Count:  112 (37.71%)  Sum: -100,874.0  Avr: -901.0  Max: -6,318.0  MaxLen: 5 (-1,505.0)\n",
            "  [Max risk] Drawdown: -71.30% (-19,725.0)\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Jw1iN48nA5-a"
      },
      "source": [
        "## [検証] 直前逆張り"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 599
        },
        "id": "yefuOdPv0Kxh",
        "outputId": "02951420-6cee-43d1-a185-8ede87eb8db7"
      },
      "source": [
        "storategy = '直前逆張り'\n",
        "pos = np.where(df['close'].diff(1).fillna(0) < 0, 1, -1)\n",
        "get_result(storategy, pos)"
      ],
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x576 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Profit and loss statistics]  PF: 1.58\n",
            "  [Balance ] Result: 7,179.0 -> 60,182.0 (+738.31%)  PnL: +53,003.0  Avr: +180.0\n",
            "  [Trade   ] Count:  295  PnL: +53,003.0  Avr: +180.0\n",
            "  [Profit  ] Count:  219 (74.24%)  Sum: +144,101.0  Avr: +658.0  Max: +7,447.0  MaxLen: 14 (+1,303.0)\n",
            "  [Loss    ] Count:  76 (25.76%)  Sum: -91,098.0  Avr: -1,199.0  Max: -8,632.0  MaxLen: 3 (-2,300.0)\n",
            "  [Max risk] Drawdown: -96.27% (-21,914.0)\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Vw8yDev5A7_K"
      },
      "source": [
        "## 結果比較"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 462
        },
        "id": "RdHAjVm79L6s",
        "outputId": "c2134e94-2d2f-48bd-e622-d41348ef21f9"
      },
      "source": [
        "# 比較チャート\n",
        "chart(df, title='[ストラテジー比較]', pnls=pnls)"
      ],
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x576 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}