EDA.ipynb

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        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import matplotlib.dates as mdates\n",
        "from pandas import DataFrame\n",
        "import itertools\n",
        "%matplotlib inline\n",
        "from pylab import rcParams\n",
        "rcParams['figure.figsize'] = 20, 10\n",
        "\n",
        "from math import sqrt\n",
        "from sklearn.metrics import mean_squared_error, make_scorer, mean_absolute_error\n",
        "\n",
        "# Analysis imports\n",
        "from statsmodels.tsa.stattools import adfuller\n",
        "from statsmodels.tsa.seasonal import seasonal_decompose\n",
        "from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
        "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n",
        "\n",
        "\n",
        "import warnings\n",
        "warnings.filterwarnings('ignore') #this would remove any deprecated warning\n"
      ]
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        "df=pd.read_csv(\"Gold_data.csv\")"
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              "         date    price\n",
              "0  2016-01-01  2252.60\n",
              "1  2016-01-02  2454.50\n",
              "2  2016-01-03  2708.10\n",
              "3  2016-01-04  2577.80\n",
              "4  2016-01-05  2597.75"
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              "      <th>date</th>\n",
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              "      <td>2016-01-01</td>\n",
              "      <td>2252.60</td>\n",
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              "      <td>2016-01-02</td>\n",
              "      <td>2454.50</td>\n",
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              "      <td>2016-01-03</td>\n",
              "      <td>2708.10</td>\n",
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              "      <th>3</th>\n",
              "      <td>2016-01-04</td>\n",
              "      <td>2577.80</td>\n",
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              "      <th>4</th>\n",
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            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 2182 entries, 0 to 2181\n",
            "Data columns (total 2 columns):\n",
            " #   Column  Non-Null Count  Dtype  \n",
            "---  ------  --------------  -----  \n",
            " 0   date    2182 non-null   object \n",
            " 1   price   2182 non-null   float64\n",
            "dtypes: float64(1), object(1)\n",
            "memory usage: 34.2+ KB\n"
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              "             price\n",
              "count  2182.000000\n",
              "mean   3284.450046\n",
              "std     719.564434\n",
              "min    2252.600000\n",
              "25%    2697.020000\n",
              "50%    2879.800000\n",
              "75%    4147.325000\n",
              "max    4966.300000"
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              "      <td>2182.000000</td>\n",
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              "      <th>mean</th>\n",
              "      <td>3284.450046</td>\n",
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              "      <th>std</th>\n",
              "      <td>719.564434</td>\n",
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              "      <th>min</th>\n",
              "      <td>2252.600000</td>\n",
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              "      <th>25%</th>\n",
              "      <td>2697.020000</td>\n",
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              "(2182, 2)"
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        "gold=df.set_index(pd.DatetimeIndex(df['date'])).drop(\"date\",axis=1)"
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        "gold.plot(figsize=(15,4))\n",
        "plt.xlabel(\"Date\")\n",
        "plt.ylabel(\"Gold Price\")\n",
        "plt.title(\"Date v/s Gold Price\")"
      ],
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              "Text(0.5, 1.0, 'Date v/s Gold Price')"
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              "<Figure size 1080x288 with 1 Axes>"
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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "gold.plot(xlim=['2016-01-01','2016-12-31'],ylim=[2000,3500],figsize=(15,4))\n",
        "plt.xlabel(\"Date\")\n",
        "plt.ylabel(\"Gold Price\")\n",
        "plt.title(\"Gold Price for year 2016\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 324
        },
        "id": "wuOWgrCpmuTG",
        "outputId": "832f9d77-61df-4b64-8eaf-cd5f8b581d05"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Gold Price for year 2016')"
            ]
          },
          "metadata": {},
          "execution_count": 13
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "gold.plot(xlim=['2017-01-01','2017-12-31'],ylim=[2000,3500],figsize=(15,4))\n",
        "plt.xlabel(\"Date\")\n",
        "plt.ylabel(\"Gold Price\")\n",
        "plt.title(\"Gold Price for year 2017\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 324
        },
        "id": "kZFl0DyKoCqB",
        "outputId": "ce69021c-8ae0-4c3b-a039-9ac4a59e99d4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Gold Price for year 2017')"
            ]
          },
          "metadata": {},
          "execution_count": 14
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "gold.plot(xlim=['2018-01-01','2018-12-31'],ylim=[2000,3500],figsize=(15,4))\n",
        "plt.xlabel(\"Date\")\n",
        "plt.ylabel(\"Gold Price\")\n",
        "plt.title(\"Gold Price for year 2018\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 324
        },
        "id": "86_C9Ofst5eW",
        "outputId": "8c044eb9-9acd-4f71-97f8-ca2d1c3ff3e4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Gold Price for year 2018')"
            ]
          },
          "metadata": {},
          "execution_count": 15
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "gold.plot(xlim=['2019-01-01','2019-12-31'],ylim=[2500,4000],figsize=(15,4))\n",
        "plt.xlabel(\"Date\")\n",
        "plt.ylabel(\"Gold Price\")\n",
        "plt.title(\"Gold Price for year 2019\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 324
        },
        "id": "1k7kLbIIuAi3",
        "outputId": "34352b4e-b367-4e25-e3f9-282bb338c7d7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Gold Price for year 2019')"
            ]
          },
          "metadata": {},
          "execution_count": 16
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "gold.plot(xlim=['2020-01-01','2020-12-31'],ylim=[3000,5000],figsize=(15,4))\n",
        "plt.xlabel(\"Date\")\n",
        "plt.ylabel(\"Gold Price\")\n",
        "plt.title(\"Gold Price for year 2020\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 324
        },
        "id": "CxWmmwwUuJGy",
        "outputId": "4a25599b-f74b-4efa-ef76-677b4ea7948a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Gold Price for year 2020')"
            ]
          },
          "metadata": {},
          "execution_count": 17
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "gold.plot(xlim=['2021-01-01','2021-12-31'],ylim=[3500,5000],figsize=(15,4))\n",
        "plt.xlabel(\"Date\")\n",
        "plt.ylabel(\"Gold Price\")\n",
        "plt.title(\"Gold Price for year 2021\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 324
        },
        "id": "JVqIkuQFuVzV",
        "outputId": "4722d999-ff66-43d1-d4d7-3cb0b226ffc2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Gold Price for year 2021')"
            ]
          },
          "metadata": {},
          "execution_count": 18
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x288 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df2=gold.resample(\"Y\").mean()\n",
        "df2.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 238
        },
        "id": "DAz2BEMsujCL",
        "outputId": "cb38b030-f5d0-484a-b38e-d71a7d074709"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                  price\n",
              "date                   \n",
              "2016-12-31  2690.614162\n",
              "2017-12-31  2626.676484\n",
              "2018-12-31  2781.938082\n",
              "2019-12-31  3150.210685\n",
              "2020-12-31  4216.378689"
            ],
            "text/html": [
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              "      <th>2016-12-31</th>\n",
              "      <td>2690.614162</td>\n",
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              "    <tr>\n",
              "      <th>2017-12-31</th>\n",
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              "    <tr>\n",
              "      <th>2018-12-31</th>\n",
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              "      <th>2019-12-31</th>\n",
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              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-926789fa-593c-4046-a185-7c584bbf1301');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df3=gold.resample(\"M\").mean()\n",
        "df3"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "eNjM4_2qzBv5",
        "outputId": "3c57c46a-3c2c-490a-952a-adf153e30af1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                  price\n",
              "date                   \n",
              "2016-01-31  2495.832258\n",
              "2016-02-29  2688.703448\n",
              "2016-03-31  2682.854839\n",
              "2016-04-30  2677.790000\n",
              "2016-05-31  2677.650000\n",
              "...                 ...\n",
              "2021-08-31  4264.919355\n",
              "2021-09-30  4207.506667\n",
              "2021-10-31  4289.148387\n",
              "2021-11-30  4327.633333\n",
              "2021-12-31  4312.733333\n",
              "\n",
              "[72 rows x 1 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-0a3c0c51-5d1f-4efc-bcb8-39302d419bbd\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>price</th>\n",
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              "    <tr>\n",
              "      <th>date</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2016-01-31</th>\n",
              "      <td>2495.832258</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-02-29</th>\n",
              "      <td>2688.703448</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-03-31</th>\n",
              "      <td>2682.854839</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-04-30</th>\n",
              "      <td>2677.790000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-05-31</th>\n",
              "      <td>2677.650000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-08-31</th>\n",
              "      <td>4264.919355</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-09-30</th>\n",
              "      <td>4207.506667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-10-31</th>\n",
              "      <td>4289.148387</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-11-30</th>\n",
              "      <td>4327.633333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-12-31</th>\n",
              "      <td>4312.733333</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>72 rows × 1 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0a3c0c51-5d1f-4efc-bcb8-39302d419bbd')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
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              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
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              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-0a3c0c51-5d1f-4efc-bcb8-39302d419bbd button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-0a3c0c51-5d1f-4efc-bcb8-39302d419bbd');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "import seaborn as sns"
      ],
      "metadata": {
        "id": "l-PvTzGJv4HU"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "sns.barplot(x= gold.index.year, y= gold.price)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "id": "qgAgkH06wK-w",
        "outputId": "2e494eb3-e30e-43bb-bdb2-ecca9a87987a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f17978e75e0>"
            ]
          },
          "metadata": {},
          "execution_count": 26
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(20,5))\n",
        "sns.barplot(x= df3.index, y= df3.price)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 351
        },
        "id": "QQBjM2yDwPFZ",
        "outputId": "b143e6c0-b717-40e7-8444-c2f2d580756e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f17977c3a30>"
            ]
          },
          "metadata": {},
          "execution_count": 27
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y = df2['price']\n",
        "x = df2.index\n",
        "\n",
        "plt.figure(figsize=(15,8))\n",
        "font1 = {'family':'sans serif','color':'black','size':30}\n",
        "plt.title(\"Average Gold Prices Yearwise\")\n",
        "plt.xlabel(\"YEAR\")\n",
        "plt.ylabel(\"PRICE\")\n",
        "\n",
        "plt.plot(x,y,linestyle = 'dashed' ,linewidth = '5',marker = '*',ms = 20, mec = 'r', mfc = 'k')\n",
        "plt.grid()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "W-x3PTz51j6I",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 513
        },
        "outputId": "e07d6643-abdd-42fe-8abd-c815cb2791b5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x576 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "gold_data_yearwise = gold.resample(\"Y\").mean()\n",
        "gold_data_yearwise"
      ],
      "metadata": {
        "id": "adbTgleJJExo",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "outputId": "99606b57-693f-4263-b0cb-27d20408ec57"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                  price\n",
              "date                   \n",
              "2016-12-31  2690.614162\n",
              "2017-12-31  2626.676484\n",
              "2018-12-31  2781.938082\n",
              "2019-12-31  3150.210685\n",
              "2020-12-31  4216.378689\n",
              "2021-12-31  4266.871549"
            ],
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    {
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        "gold_data_halfyear"
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            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "result = seasonal_decompose(gold_data_yearwise, model='additive')\n",
        "result.plot()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "bH4WEI22Lpqw",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "outputId": "6a001f03-56b2-46e0-970b-faeff83bf2f3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "result = seasonal_decompose(gold_data_monthwise, model='additive')\n",
        "result.plot()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "t9nqc2y2Lwkc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "outputId": "fc14431f-a5f5-4520-cac3-531c11a1170c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "result = seasonal_decompose(gold_data_quarter, model='additive')\n",
        "result.plot()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "N-W2uM21L6GE",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "outputId": "32acfcf4-dabc-4677-ee06-7b97b2a96b94"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "result = seasonal_decompose(gold_data_halfyear, model='additive')\n",
        "result.plot()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "aDtkNPi_L90O",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "outputId": "c649484a-84bb-46f0-f7ca-77d534c61028"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 4 Axes>"
            ],
            "image/png": 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knYjcHa2YuhLmWP8oIrtEZHm04ulOuGLtqpxuqfu4B3tF94XzYMfJ7nIm8BEwAfgpcLe7/m7gXne5CJgK/Aj4ZhdlJgA7cAbKRT3GcMcKFAMbgVT38zzg5mjHF6FYjweWA2k4M8C8DoyJdnx9jHU6kOsuXwi8H/T/dj0wCkgCPgQmRDu+SMTqfj4DmAwsj3ZcET6vRyynu2NbCypGqOp2VV3kLu8DVuH8Ap4BzHE3mwNc5m6zS1UXAh1HKK7TucB6VY2p2TTCHKsXSBURL84v720Rrn6PhDHWY3F+0FtU1Qe8DVzRDyGErBexzlfVBnf9AqDEXZ4GrFPVDaraDsx1y4gZYYwVVX0H5+nhMSlcsXZTTpcsQcUgESkHJgHvA0NUdbv71Q5gSA+KuhZ4MqyVC7O+xKqqW4GfA1uA7cAeVX01YpXtoz6e1+XAJ0QkX0TSgIuA0ghVtc96EestwD/c5WKgOui7Go7yiyya+hjrgBKuWA8rp0txPVnsQCQiGcCzwNdUda8EPTtJVVVEQhoXICJJwKXAPRGpaBj0NVb3mvcMYCTQCDwtIp9R1T9HsNq90tdYVXWViNwLvAo0A0uA8D9NMgx6GquInI3zi+z0fq1oGFisjp7Eeng53R3TWlAxREQScU7cX1T1OXf1ThEZ5n4/DNgVYnEXAotUdWf4a9p3YYr1PGCjqu5W1Q7gOZzr3zElXOdVVR9R1SmqegbQgHMNP6b0NFYRORF4GJihqnXu6q0c2joscdfFlDDFOiCEK9YuyumSJagYIc6fI48Aq1T1vqCvXgJucpdvAl4MscjriNHLe2GMdQtwioikuWWei3NdO2aE87yKSJH7XoZz/+mJ8Na2b3oaqxvHc8CNqhqcbBcCY0VkpHsl4Fq3jJgRxlhjXrhi7aacroW7x4e9et1T5nRAgaU4l2+W4NxnyAfeANbi9NzKc7cfinNtfi/O5a0aIMv9Lh2oA7KjHVc/xPoDYDXOPZrHgeRoxxfBWN8FVuL0ajs32rGFIdaHcVqCndtWBpV1EU4LcT3wnWjHFuFYn8S5h9rhnu9boh1fJGLtqpzujm1THRljjIlJdonPGGNMTLIEZYwxJiZZgjLGGBOTLEEZY4yJSZagjDHGxCRLUMYYY2KSJShjjDExyRKUMcaYmGQJyhhjTEyyBGWMMSYmWYIyxhgTk+L6eVAFBQVaXl4e7WoYY8whWjv8JHk9eIKeqRSvqqqqalW1sDf7xnWCKi8vp7KyMtrVMMYMYg3N7SypbmTRlgYWbWngw+o9NLX5+NPNUzl7fFG0qxdxIrK5t/v2W4ISkQSgEtiqqheLyEhgLs6U7VU4zw5pF5Fk4DFgCs4jI65R1U1uGffgPKHRD3xVVV/pr/obY8zR+APKRzv3OclocyOLtzSwobYZgASPMH5oJpdNGs7kslyOL86Ocm1jX3+2oO7EeZhclvv5XuCXqjpXRB7ASTz3u+8NqjpGRK51t7tGRCbgPLjsOGA48LqIjFPVmHzstTEm/tU3t7Ok2klGTuuokeZ251dSfnoSk8pyuXJKCZPLcjmxJJv05Li+aBV2/fKvJSIlwKeBHwHfcJ+seA5wvbvJHOD7OAlqhrsM8AzwO3f7GcBcVW0DNorIOmAa8F5/xGCMGdx8/gAf7Ww6cKlu8ZZGNga1jo4dlskVk0uYPCKHyWW5lOWlIYPgHlMk9Vc6/xXwbSDT/ZwPNKqqz/1cAxS7y8VANYCq+kRkj7t9MbAgqMzgfQ4QkVnALICysrLwRmGMGTTqm9tZ7CajRZsb+bCmkRa3dVSQ4bSOrq442DpKS7LWUbhF/F9URC4GdqlqlYicFenjqepsYDZARUWFPS7YGHNUPn+A1Tv2sbi6kcWbnaS0qa4FcFpHE4ZlcfWUEiaV5TK5LJfSvFRrHfWD/kj5pwGXishFQArOPahfAzki4nVbUSXAVnf7rUApUCMiXiAbp7NE5/pOwfsYY0zI/AHlw5pG/rl6Fx9sqmdpzZ6g1lEyk8tyuHZaGZPLcjmhOJvUpIQo13hwiniCUtV7gHsA3BbUN1X1BhF5GrgKpyffTcCL7i4vuZ/fc79/U1VVRF4CnhCR+3A6SYwFPoh0/Y0x8WHP/g7e+Wg3b63exT8/2k19czsJHuG44VnMrChlUplz76gk11pHseKoCUpErujue1V9rpfHvguYKyI/BBYDj7jrHwEedztB1OP03ENVV4jIPGAl4APusB58xpiuqCrrdjXx5updvLl6F5WbG/AHlNy0RM46poizxxdx5thCstMSo11V0wVR7f42jYj8yV0sAqYDb7qfzwbmq+rFkate31RUVKgN1DVm8Gjt8LNgQx1vrd7Fm2t2UV2/H4Bjh2VxzvhCzhlfxEmluSR4rIXUX0SkSlUrerPvUVtQqvo59yCvAhNUdbv7eRjwaG8Oaowx4bJ9z37eWr2bN1fv5N/r6tjf4Scl0cPpYwq47czRnH1MEcNzUqNdTdMLPbkHVdqZnFw7AevHbYzpV/6AsqS6kTdX7+TN1btZtX0vACW5qVxdUcI544s4ZVQ+KYnWsWGg60mCekNEXgGedD9fA7we/ioZY8yh9rR08PZap4PD20EdHCpG5HLPheM5Z3wRY4oyrHNDnAk5Qanql90OE59wV81W1ecjUy1jzGCmqqwN6uBQ5XZwyEtP4qxxhZw9vogzrIND3OtRN3O3x15ve+0ZY0yXWjv8vNfZwWH1LmoanA4OE4ZlcfuZozl7fBEnleZYB4dBJOQE5bae7sXpzSfuS1U1q9sdjTGmC7VNbby5ehevrdzJv9bWsr/DT2piAqeNKeBLZ43h7PGFDMu2Dg6DVU9aUD8FLlHVVZGqjDEm/q3f3cRrK3fy+sqdVG1pQBWKc1KZWVHCOccO4eSRedbBwQA9S1A7LTkZY3rKH1AWb2ngtZU7eW3VTjbsdmYAP744izvPHcv5E4YwYViWdXAwH9OTBFUpIk8BLwBtnSv7MJOEMSZO7W/38+7a3by2cidvrt5FXXM7iQnCKaPyuXl6OecdO8TGJpmj6kmCygJagE8GrVOs04QxBti9r403V+/ktZU7eXdtLW2+AJkpXs4ZX8R5xw7hzGMKyUqxXncmdD3pZv65SFbEGDOwqKp7P2kXr63cweLqxgP3k66bVsb5E4YwbWQeiQmeaFfVDFA96cU3DueJt0NU9XgRORG4VFV/GLHaGWNiij+gVG1u4PVVTkup84myJxRn8/XzxnH+hCGMH5pp95NMWPTkEt9DwLeABwFUdamIPAFYgjImjrW0+3jno1peX+XcT6p37yedOrqAz58+kvOOLbKu4CYiepKg0lT1g8P+MvJ1tbExZuData+VN1a545PW1dLuC5CdmnjgftIZ4wrItPtJJsJ6kqBqRWQ0TscIROQqYHv3uxhjBoIde1qpch91Xrmpng9r9gBQmpfKZ04ewXkTiphabveTTP/qSYK6A5gNjBeRrcBG4IaI1MoYEzEd/gCrtu+lanMDVZsbWLylka2NzrRCyV4PE0ty+I/zx3H+cUM4ZojdTzLRE1KCEpEE4Euqep6IpAMeVd0X4r4pwDtAsnu8Z1T1eyIyEudx7/lAFXCjqraLSDLwGDAFqAOuUdVNbln3ALcAfuCrqvpK6KEaMzjVNbWxaEvjgRbS0ppGWjsCAAzPTmHyiFy+8ImRTC7L5dhhWSR5rZVkYkMoj3z3qqpPRE4HUNXmHh6jDThHVZtEJBH4l4j8A/gG8EtVnSsiD+Aknvvd9wZVHSMi1+LM/3eNiEzAefz7ccBw4HURGWePfTfmIH9A+WjnvgPJaNHmBjbVtQCQmCAcNzyb66eNYMqIXCaPyLHODSamhdKC+gCYDCwWkZeAp4EDSepoM0mo80z5JvdjovtS4Bzgenf9HOD7OAlqhrsM8AzwO3GuMcwA5qpqG7BRRNYB04D3QojBmLi0Z38HS6rd1tHmBpZUN9LU5vRdKshIYnJZLtdNK2PyiFxOKM62Oe7MgNKTe1ApOJfczsFJMEKIM0m4lwirgDHA74H1QKOqdvYCrAGK3eVioBrAbbntwbkMWAwsCCo2eJ/gY80CZgGUldkDf038UFU21DYfSEaLtjSwdlcTquARGD80i8smDWfKiFymlOVRmpdq94/MgBZKgioSkW8AyzmYmDppKAdxL8OdJCI5wPPA+J5WNFSqOhunMwcVFRUh1c+YWOMPKDv3trKptpnF1QfvHzW2dACQleJl8ohcLjlxOJNH5DKxNIeM5B493s2YmBfK/+gEIINDE1OnHiUAVW0UkbeAU4GczvtbQAmw1d1sK1AK1IiIF8jGabl1ru8UvI8xA0q7L8D2PfvZ2rCfmob91DQ6y1sbW6hp2M+OPa34Agd/vMYUZfDJCUOc1tGIXEYVZOCxB/eZOBdKgtquqv+vtwcQkUKgw01OqcD5OB0f3gKuwunJdxPworvLS+7n99zv31RVde9/PSEi9+F0khiLc3/MmJizv93P1sb91DS0sLXxYCLqXN65rxUN+vNOBIZmpVCck8qUEbmU5KZSnJNGaV4qJxRnk5OWFL1gjImSUBJUX/9MGwbMce9DeYB5qvo3EVkJzBWRHwKLgUfc7R8BHnc7QdTj9NxDVVeIyDxgJc4MFndYDz4TLXtbO5wWj5t0Dk9Edc3th2zv9QjDclIoyUnj9LEFFOekOkkoN5WSnDSGZqdY925jDiOq3V+lE5E8Va3vp/qEVUVFhVZWVka7GibGtXb42dvawb5WH3v3u++Hfd6zv4Mde1udVlBDC3tbD53lK9nroTg39UDiKclNozjHTUC5qRRlppBgl+TMICQiVapa0Zt9j9qCGqjJyQwOgYCyr62rxNLB3laf877fx7429/2w9e3+QLfHSPAImSlehmSmUJKbytTyXDcRpR1ISgUZSdZjzpgws24/pluqij+gtPsDdPiUNr+fDr/S4QvQ7g/Q7gvgCygd/oD7UnzucnvQcoff2cbnd8ry+Q/dp8MfwBcI0O5TfIFD139sf1+AJjcpNbX7OMpFANKSEshM8ZKVkkhmipfc9CTK8tPJSvGSmZJIVqr77m5z8LOzfVpSgiUfY6LAElQcqG1q48Ul22j3uYmh8z142ef8km/zBQ780u/8ri1o+w5fZzJy9/cHjpoAeivBI3g9QlKCh0SvB69HSEzwkJjQ+X5w2ZsgZCR7D6zLdJOHk1CCllO8h3zOSPHaBKfGDFCWoOLArr1t/M/fVh74LAJJCR6SvJ4D752/2JO8CSQliPOd13PgF3jntonud8HrOhPIwXUSVKbzvTehu+Tilhu0nOjxWDdpY0y3LEHFgXFDMvjwe588kGC81mIwxsSBo/biG8hEZDewOdr1iJACoDbalegnFmt8sljj0+GxjlDVwt4UFNcJKp6JSGVvu24ONBZrfLJY41M4Y7VrQcYYY2KSJShjjDExyRLUwDU72hXoRxZrfLJY41PYYrV7UMYYY2KStaCMMcbEJEtQxhhjYpIlqBghIqUi8paIrBSRFSJyp7s+T0ReE5G17nuuu368iLwnIm0i8s2gco4RkSVBr70i8rVoxXUk4YrV/e7rbhnLReRJEUmJRkxdCXOsd7pxroi1cwq9ivUGEVkqIstEZL6ITAwq6wIRWSMi60Tk7mjF1JUwx/pHEdklIsujFU93whVrV+V0S1XtFQMvnOdmTXaXM4GPgAnAT4G73fV3A/e6y0XAVOBHwDe7KDMB2IEzUC7qMYY7VqAY2Aikup/nATdHO74IxXo8sBxIw5kB5nVgTLTj62Os04Fcd/lC4P2g/7frgVFAEvAhMCHa8UUiVvfzGcBkYHm044rweT1iOd0d21pQMUJVt6vqInd5H7AK5xfwDGCOu9kc4DJ3m12quhDo6KbYc4H1qhpTs2mEOVYvkCoiXpxf3tsiXP0eCWOsx+L8oLeoqg94G7iiH0IIWS9ina+qDe76BUCJuzwNWKeqG1S1Heep2zP6J4rQhDFWVPUdnIezxqRwxdpNOV2yBBWDRKQcmAS8DwxR1e3uVzuAIT0o6lrgybBWLsz6EquqbgV+DmwBtgN7VPXViFW2j/p4XpcDnxCRfBFJAy4CSiNU1T7rRay3AP9wl4uB6qDvajjKL7Jo6mOsA4RgSQ0AACAASURBVEq4Yj2snC7ZZLExRkQygGeBr6nqXgl6DpGqqoiENC5ARJKAS4F7IlLRMOhrrO417xnASKAReFpEPqOqf45gtXulr7Gq6ioRuRd4FWgGlgD+CFa513oaq4icjfOL7PR+rWgYWKyOnsR6eDndHdNaUDFERBJxTtxfVPU5d/VOERnmfj8M2BVicRcCi1R1Z/hr2ndhivU8YKOq7lbVDuA5nOvfMSVc51VVH1HVKap6BtCAcw0/pvQ0VhE5EXgYmKGqde7qrRzaOixx18WUMMU6IIQr1i7K6ZIlqBghzp8jjwCrVPW+oK9eAm5yl28CXgyxyOuI0ct7YYx1C3CKiKS5ZZ6Lc107ZoTzvIpIkftehnP/6Ynw1rZvehqrG8dzwI2qGpxsFwJjRWSkeyXgWreMmBHGWGNeuGLtppyuhbvHh7163VPmdECBpTiXb5bg3GfIB94A1uL03Mpztx+Kc21+L87lrRogy/0uHagDsqMdVz/E+gNgNc49mseB5GjHF8FY3wVW4vRqOzfasYUh1odxWoKd21YGlXURTgtxPfCdaMcW4VifxLmH2uGe71uiHV8kYu2qnO6ObVMdGWOMiUl2ic8YY0xMsgRljDEmJlmCMsYYE5MsQRljjIlJlqCMMcbEJEtQxhhjYpIlKGOMMTHJEpQxxpiYZAnKGGNMTLIEZYwxJiZZgjLGGBOT4vp5UAUFBVpeXh7tahhjzKBVVVVVq6qFvdm32wQlIpO7+17dx/fGqvLyciorK/vteG0+P199cjFej4erK0r4xNhCEjxy9B1NTNvb2sEdf1lEYUYyM6eWcvLIPIIf1mYGptYOP19+YjEpiR5mVpRy2pgC+3mNABHZ3Nt9j9aC+kU33ylwTm8PHG9Ulf9+YQWvrNhJTloif1+2nWHZKVw5uYSrK0oYkZ8e7SqaXggElG889SHz19eRlpjAc4u3MiI/jaunlHDllBKGZadGu4qmF1SV/3xuGa+v2kl2aiJ/W7qd4pxUrpxSwtVTSijNS4t2FQ3E9+M2KioqtL9aUH9esJnvvrCcO84ezZ3njuONVTt5qrKadz7aTUDhlFF5zKwo5cLjh5GalNAvdTJ995s31nLfax/x3xdP4LppZfzfiu3MW1jDexvq8AicMa6QmRWlnHtsEcleO68DxZ/+vZEf/HUlXztvLLefNZrXVu5kXmUN767djSpMH53PNVNL+dRxQ0lJtPPaFyJSpaoVvdo31AQlIscDE4CUznWq+lhvDhpU5h+Bi4Fdqnq8uy4PeAooBzYBM1W1wX0a469xHpTVAtx8tEuM/ZWgKjfVc91DCzhtTAGP3DT1kMsE2/fs57lFW5lXWc3muhYyk71cctJwZlaUMrEk2y4VxbC3Vu/i83MWMmPicH55zUmHnKvNdc08U1XDM1U1bN/TSm5aIpdPKmHm1BLGD82KYq3N0SzYUMcND7/P2ccUMfvGKXiCfl63Ne7n2aoa5lVVU12/n8wULzPcn9cTiu3ntTcinqBE5HvAWTgJ6mXgQuBfqnpVbw4aVO4ZQBPwWFCC+ilQr6o/EZG7gVxVvUtELgK+gpOgTgZ+raond1d+fySonXtbufi3/yItKYGX7jid7LTEI26nqry/sZ55ldW8vGw7rR0Bxg3JYGZFKZdPKiY/Izmi9TQ9s6m2mUt+9y9Kc9N49vbpXbZ6/QHlX+tqmbewmldX7qDDr5xYks3VFaVcOnE42alH/v9gomNb434u+e2/yE5L5IU7TiMr5cjnJxBQFmys4+nKGl5etp02X4DxQzOZWVHKZZOKyUtP6ueaD1z9kaCWAROBxao6UUSGAH9W1fN7c9DDyi4H/haUoNYAZ6nqdhEZBvxTVY8RkQfd5ScP366rsiOdoNp8fq6bvYDVO/bx/JdO45ihmSHtt6+1g78t3c5TC6tZUt2I1yOcd+wQZk4t4YyxhXgTrPd/NDW3+bjiD/PZua+Vv3759JDvR9Q3t/Pikq08tbCa1Tv2kez1cOHxQ5lZUcopo/IP+Uvd9L/WDj8zH3yPDbubeeGO0xhTlBHSfnv2d/DXD7fxdGU1H9bsITFBOH/CEGZWlFpHqBD0R4L6QFWniUgVcDawD1ilquN7c9DDyi7n0ATVqKo57rIADaqaIyJ/A36iqv9yv3sDuEtVKw8rbxYwC6CsrGzK5s297kByVP/5/DKeeH8Lv79+Mp8+cVivyvho5z6erqzmuUVbqWtuZ0hWstuxopSRBdaxor+pKl9+cjH/WLadRz83jTPG9bx3rKqyfOte5lVW88KSrexr9VGal8rVU0q5ckoJxTnWsaK/qSrfemYpz1TV8OCNU/jUcUN7Vc7qHXuZt7CG5xfX0NDSwdCsFK6aYh2hutMfCeoPwH8C1wL/gXNZbomqfq43Bz2s7HK6SFDu5wZVzQ01QQWLZAvqyQ+2cM9zy7jtzNHcfWGf8zTtvgBvrt7F05XVvLVmFwGFaeV5zJxaykUnDCUtKa6HrMWM2e+s539fXs1dF4zn9rNG97m81g4/r6zYwbzKav69rg4ROH1MATMrSvnkcUOsY0U/eey9Tfz3iyv46jlj+MYnj+lzee2+gHWEClG/dJIIOlg5kKWqS3tzwC7KG1CX+BZtaeDaBxdw8qg8Hv3ctLA38XfubeW5RVt5urKaDbXNpCclcMnE4VxdUcrkshy7URsh/15Xy42PvM8Fxw/l99dPDvu/c3V9C09X1fBMZTXb9rSSk5bIZScVc3VFCccNzw7rscxBH2ys5/qHFnDmuEIe+mxF2C+1Hqkj1MUTh3PNVOsIBf3Xi68YGEHQ2ClVfac3Bz2s3HIOTVA/A+qCOknkqeq3ReTTwJc52EniN6o6rbuyI5GgdrmdIpITPfz1y6eTkxa5m6WqSuXmBuYtrObvy7bT0u5nTFEGMytKuHxSCYWZ1rEiXGoaWrjkt/+iICOZ5+84jYzkyLVY/QFl/vpa5lXW8MryHbT7Axw3PItrppYyY2Jxlx1tTM9t3+N0ishMcTpFRLLTSncdoS6bVEzBIO0I1R+X+O4FrgFWAn53tarqpb05aFC5T+L0DiwAdgLfA14A5gFlwGacbub17v2o3wEX4HQz/1x3l/cg/Amq3Rfg+ocWsGLbXp770nSOHdZ/3Ymb2nz8fek25lXWULW5Aa9HOHt8EddUlHLWMdaxoi9aO/xc9cB8Nte28OKXT2NUYWg3z8OhsaWdF5dsY15lNSu27SXJ6+FTxw1lZkUJp40usI4VfdDm8zPzwQWs27mPF+44jbFDQuvEFA7WEeqg/khQa4ATVbWtNweJlnAnqP96YTmPL9jMb66bxKUTh4et3J5at6uJp6uqebZqK7VNbRRmJnPF5GLuOHtMl91mzZGpKt98einPLqrhkZsqOPfYIVGry/Kte3i6spoXlmxjz/4OinNSmVlRyq1njrLBoj2kqtz97DKeqqzmgc9M5oLje9eJKRwO7whVlJnMVVNKuP2s0WQOgp/X/khQ/wCuVtWm3hwkWsKZoOYtrObbzy5l1hmj+M+Ljg1LmX3V4Q/wzzW7mVdZzZurdzG2KIM5n5/GkKyUo+9sgIM3z+88dyxfP39ctKsDOC06Z2aDat5dW8u08jwe+myFXfrrgb+8v5nvPO/M7PKtT/W9E1M4HN4R6thhWTz6uWlxf6m+PxLUszjjoN4ADrSiVPWrvTlofwlXglpS3cjMB95j6shc5nxuWkw2z99du5vbHq8iJy2Jx26Zxuh+vEw1UC3cVM91syN38zwc/vrhNr4xbwkjC9KZ8/lpNvdfCLqb2SVWvLV6F1/6yyIKM5OZ8/lpcT2kpC8JKtTftC8B/wPMB6qCXnFv9742bnu8iqKsZH533eSYTE4AnxhbyNxZp9Lm83PV/fNZtKUh2lWKaTv2tHL7nxdRmpfGfdecFJPJCeCSicOZ87lpbGts5co/zGftzn3RrlJM27m3ldv/sojhOan8+ppJMZmcAM4eX8QTXzyZfa0dXHX/fJbWNEa7SjEppN+2qjoHeJKDiekJd11c6/AHuOMvi2jc386DN04hN8anNzmhJJtnb59OVmoi1z+0gDdX74x2lWJSm8/P7X+poqXdx4M3Ton56YimjyngqVtPoSOgXPXAe1Rtro92lWJSm8/P7X+uornNx+wbY/+S6KSyXJ65fTopiQlcO3sB73y0O9pVijkhJSgROQtYC/we+APwkTuPXlz70d9X8cGmeu698sQBM05lRH46z9w2nTFFGXzxsSrmVVZHu0ox5wd/XcniLY387KqJjOvHnl19cdzwbJ67fTp56Ulc/9D7vLbS/vg43A/+upJF7nkNddqxaBtdmMFzX5rOiPx0Pv/oQp5fXBPtKsWUUK9X/QL4pKqeqapnAJ8Cfhm5akXfM1U1PDp/E7ecPpIZJxVHuzo9UpiZzNxZpzJ9dD7ffmYpv39rHfH8WJWeeGrhFp54fwu3njmq19NTRUtpXhrP3HYq44dmcuvjlcz9YEu0qxQznvzAOa+3nTl6wJ3XIVkpPHXrKVSU5/L1pz5k9jvro12lmBFqgkpU1TWdH1T1IyC22899sKxmD//5/DJOGZXHPWGYxigaMpK9PHLTVGacNJyfvbKG77+0An9gcCepJdWN/NcLKzh9TAHfCsN0N9GQn5HME188hU+MLeTu55bxmzfWDvo/PhZtaeB7L67gE2ML+NanBuZ5zUpJZM7np/HpE4bxvy+v5od/W0lgkP+8QugJqlJEHhaRs9zXw0D/PUs9iIhcICJrRGSdO9NEWNU1tXHr45UUZiTz++tjt1NEKJK8Hn458yS+cPpI5ry3ma8+uZjWDv/Rd4xDtU1t3P7nKgozk/ntdZMG9HlNT/by8E0VXDG5mPte+4jvvrB80P7xsWtvK7c9XsWQbOe8xmqniFAkexP4zXWTuOnUETz8r4187akltPsC0a5WVIU6n8vtwB1AZ7fyd3HuRfUrEUnAuQ92PlADLBSRl1R1ZTjK9/kD3PHEIuqa23n29ulx8Ywmj0f47sUTGJKVwo9eXkVdcxuzP1sxqAb0dnZ2qXfPa6x3dglFYoKHX1w9kaLMFB54ez21TW38+tpJg2pAb7svwJf+soh9rT7mfH56RKcd6y8JHuH7lx5HUVYKP3tlDfXN7Txw45SITr0Vy0Ltxdemqvep6hXAF4A3ojSrxDRgnapuUNV2YC4wI1yF/+/Lq1mwoZ4fX3ECxxcPjE4RofriGaP41TUnUbmpgZkPvMfOva3RrlK/+fHLq3l/Y/ydVxHh7gvH898XT+CVFTv57CMfsGd/R7Sr1W/+528rqdzcwL1Xndiv045Fmohwx9lj+NlVJ/Lehjqunf0eu/cNqEl8wibUXnz/FJEs93HsVcBDIhKNThLFQHC3tBp33QEiMktEKkWkcvfu0LttPr+4hj/+eyM3Ty/niskl4altjLlsUjF/vHkqW+pbuOIP81m/e0BNDNIrLy7ZGvfn9fOnj+Q3101icbXzx8f2PfujXaWIm7ewmscXbGbWGaOiOu1YJF1dUcpDn53Cul1NXHn/fDbVNke7Sv0u1Avx2aq6F7gC5/HsJwPnRq5avaeqs1W1QlUrCgtDe9jc8q17uPvZZUwbmcd3Ph0b0xhFyhnjCpk76xRngtT757M4jgf0rti2h7ueXToozuulE4fz6OemsbVxP1f+YT7rdsXvgN4l1Y1894XlnDYmn28P0E4RoTpn/BCe/OIp7Gvt4MpBOKA31ATldZ/NNBP4WwTrczRbgdKgzyXuul6rb27n1seryEtP4vfXTyZxAN88D9WJJTk8e/t0MlMSuf6h93lr9a5oVynsGlvaue3PVeSkDp7zetqYAubOOoV2v3Ll/fE5oHegzOwSToN5QG+oZ/f/Aa/g3P9ZKCKjcAbu9reFwFgRGSkiSThP+H2pt4X5/AG+8uQidje18cBnpsT9pI3BygvSefb26YwuSucLj1XydBwN6PUHlK88uZide9q4/zOTB9V5Pb7YGdCbm5bIDQ+/z+txNKB3oM3sEk6dA3rL8tL4/KMLeWFxn/4uHzBC7STxtKqeqKpfcj9vUNUrI1u1I9bDh/PQwleAVcA8VV3R2/J++soa/r2ujh9ddjwTS3OOvkOc6RzQe+qofL4VRwN6f/HqGt5dW8sPZhzHpLLcaFen35Xlp/HM7dM5Zkgms+JoQO9AnNklnIZkpTDvtlOpKM/la08t4aF3NkS7ShEXaieJFBG5Q0T+ICJ/7HxFunJHoqovq+o4VR2tqj/qbTkvLtnK7Hc28NlTR3B1RenRd4hTGcle/njzVC6d6Azo/cFfB/YAwf9bvp0//HM9100r5bppZdGuTtQUuAN6T3cH9P52gA/oHcgzu4RTVkoij35uGhedMJQfvbwq7gf0hnqJ73FgKM4UR2/j3PsZsHdhV27by13PLmVqeS7f/fSEaFcn6pK8Hn51zUnccvpIHp2/ia/MXUybb+AN6F27cx//Me9DTirN4fuXHhft6kRderKXR26q4IpJxfzitY/4rxcH5oDezpldTh2VP2BndgmnlMQEfnvd5AMDer8+L34H9IY6+muMql4tIjNUdY6IPIEzWHfAaWhu59Y/V5Kdmsjvb5hMkjf+b7KGwuMR/uviCQztHNDbNLAG9O5t7eDWx6tITUrg/s9MJtk7eAasdicxwcPPr55IYVYyD769gdp97fzq2pMGzIDe4Jldfnf9wJ4BJJyONKD3/s/E34DeUM925+i/RhE5HsgGiiJTpcjxB5SvznVunj/wmSkUZdqTZw/3xTNG8ctrJlK5qYFrHlzArgEwoDcQUL7x1IdsqW/h99dPtof6HcbjEe658Fj+6+IJ/N+KHXz2jwNjQG9H0MwuD944JS5mdgmnzgG9P73qROavr+O62QvibkBvqAlqtojkAv+F02tuJfDTiNUqQn72inPz/H8uG5w3z0N1+aQSHrl5Kpvrmrni/tgf0Pu7t9bx+qqdfOfTx3LyqPxoVydm3dI5oHeLM6B3x57Y/uPjx3E8s0s4zXQH9K7dtY+rHpjP5rr4GdAbai++h1W1QVXfVtVRqlqkqg9EunLh9Lel23jg7fXccHIZ10wdvDfPQ3WmO6B3f3tsD+h9c/VOfvn6R1w+qZibp5dHuzox79KJw/nTzdOoaWjhij/8O2YH9A6GmV3C6ZzxQ3jii6ewZ78zoHdZzZ5oVyksQu3FN0REHhGRf7ifJ4jILZGtWvis3rGXbz29lCkjcvneJXbzPFQfG9C7JrYG9G6sbebOuUs4dmgW/3v5CYgM3Jms+9PpYwt46tZTafd3PqE3tv746JzZ5eRBMANIOE0uy+WZ26aT7E3g2tnv8e7agT+gN9RLfI/ijD3qnPTqI+BrkahQuO1pcW6eZ6Z4ud86RfRYeUE6z9x+KqMK0/nCnEqeqYqNJ342t/m49fFKEjzCgzdOITVpYNz0jxWdA3pzUhO54eEFvLEqNgb0HjKzyw2DYwaQcBpT5AzoLc1L43N/GvgDekM9+wWqOg8IwIEBs73uhywiV4vIChEJiEjFYd/d4z7raY2IfCpofa+eA/XVuYvZ1rif+z8zmaIs6xTRG0WZKcyddQqnjMrjm09/yB/+Gd0BvarKt59dyrpdTfz2ukmU5qVFrS4DWeeA3nFDMpn1eBVPLYzugF6fP8CXnzg4s0uBdYroFecJvacyZYQzoPfhdwfugN5QE1SziOQDCiAipwB9uci5HGfi2XeCV4rIBJzpi44DLgD+ICIJQc+BuhCYAFznbtutHXtbefuj3Xz/0uOYMiKvD9U1mSmJ/OnmaVw6cTg//b/oDuid/c4G/r50O9++YDyfGBvahMDmyAoyknnyi6dw2pgC7np2Gb97M3oDeu/9v9XMXz94Z3YJp+xU5wm9F50wlB/+fRU/+vvAHNAbaqf5b+D03hstIv8GCoGrentQVV0FHOmewQxgrvusqY0isg7nGVDgPgfK3a/zOVDdPqhw9742vjGtlBtOHtHbqpognQN6CzKS+eO/N7K7qY2vnzeWNl+ANl+A9kPe/Uf53Pk6+naHr/cFlE+fMIxbzxgV7X+SuJCe7OXhz1Zw17NL+fmrH7FzbxufPXXEYef1SOfFf+hnf4C2Dr/7HqDNfT98fbv/yOX5AzroZ3YJp84BvQUZK3jo3Y3s3tfGHWePCTpXXZybj52rg/8HPv6z7j/qz35fdJugRGQqUK2qi0TkTOBW4ErgVZxnMYVbMbAg6HPw854Ofw7UyUcrrCAj2WYUCDNnQO+xDM1O5n9fXs3fl27v0f4ikOz1kJTgITkxwX0/+Dk5wUN6spfctKD13gSSvB5nP6+HvPQkrj+5zDpFhFGSt/MJvck8+M4GHl+wuUf7e4SPnSfnPeHA54xkL/npHz+fne9FmSmDenqqSEjwCD+49DiGuAN6X1iyrUf7d/68fvycHfyckewlOT1ofdDPdJLXw10/7n39j9aCehA4z12eDnwH+ApwEjCbblpRIvI6zvRIh/uOqr7Y86qGRkRmAbMAysrKbEaBCBARZp0xmikj8tjauP+QXzRH+8/s9Ygllhjl8Qj3XHQsZx5TSF1T+xHP35HPr8dmeIhhnQN6Tx6Zx/Y9rR/72Uzu4mc1KUw/r3f1Yd+jJagEVe18qMw1wGxVfRZ4VkSWdLejqp7X3fdd6O55TyE9B0pVZ+MkTyoqKgbeRdcBZMqIXKaMsAHP8Wb66IJoV8FEQEX5wLsPf9QEJSJet9feubgtkxD37Y2XgCdE5D6cLu1jgQ8AwX0OFE5iuha4/miFVVVV1YpIz65VDBwFQG20K9FPLNb4ZLHGp8Nj7XUngKMlmSeBt0WkFtiPO0GsiIyhD734RORy4Lc4nS3+LiJLVPVTqrpCRObhdH7wAXeoqt/dp/M5UAnAH0N5DpSqxm0XLxGpVNWKo2858Fms8clijU/hjFWO1qXU7VI+DHhVVZvddeOADFVdFI5KmJ6z//DxyWKNTxZr7xz1Mp2qLjjCuo/CcXBjjDGmK9b1ZuCaHe0K9COLNT5ZrPEpbLEe9RKfMcYYEw3WgjLGGBOTLEHFCBEpFZG3RGSlO5Hune76PBF5TUTWuu+57vrxIvKeiLSJyDeDyjlGRJYEvfaKSEzNPB+uWN3vvu6WsVxEnhSRmJoROMyx3unGuSLWzin0KtYbRGSpiCwTkfkiMjGorF5NDt1fwhzrH0Vkl4gsj1Y83QlXrF2V0y1VtVcMvHB6Sk52lzNxHmkyAefJxXe76+8G7nWXi4CpwI+Ab3ZRZgKwAxgR7fgiESvONFgbgVT38zzg5mjHF6FYj8eZZDkNp3PT68CYaMfXx1inA7nu8oXA+0H/b9cDo4Ak4ENgQrTji0Ss7uczgMnA8mjHFeHzesRyuju2taBihKpuV7fbvqruA1bh/AKeAcxxN5sDXOZus0tVFwId3RR7LrBeVWNqsHKYY/UCqSLixfnl3bPJxiIsjLEei/OD3qLOwPm3cZ4IEDN6Eet8Ve18WuICnBliwJkgep2qblDVdqBzcuiYEcZYUdV3gM4Ze2JOuGLtppwuWYKKQSJSDkwC3geGqGrnjKw7gCE9KOpanMHWMasvsarqVuDnwBZgO7BHVV+NWGX7qI/ndTnwCRHJF5E04CIOnf4rpvQi1luAf7jLxXx8cuhuf5FFUx9jHVDCFeth5XQpEtMVmT4QkQzgWeBrqrpXgiZqVFUVkZC6XYpIEnApcE9EKhoGfY3VveY9AxgJNAJPi8hnVPXPEax2r/Q1VlVdJSL34jxJoBlYQh8eGhpJPY1VRM7G+UV2er9WNAwsVkdPYj28nO6OaS2oGCIiiTgn7i+q+py7eqeIDHO/HwbsCrG4C4FFqhobz/I+TJhiPQ/YqKq7VbUDeA7n+ndMCdd5VdVHVHWKqp4BNOBcw48pPY1VRE4EHgZmqGqdu7q7SaNjRphiHRDCFWsX5XTJElSMEOfPkUeAVap6X9BXLwE3ucs3AaE+quQ6YvTyXhhj3QKcIiJpbpnn4lzXjhnhPK8iUuS+l+Hcf3oivLXtm57G6sbxHHCjHjo7zULcyaHdKwHXumXEjDDGGvPCFWs35XQt3D0+7NXrnjKnAwosxbl8swTnPkM+8AawFqfnVp67/VCca/N7cS5v1QBZ7nfpQB2QHe24+iHWHwCrce7RPA4kRzu+CMb6Ls5Eyh8C50Y7tjDE+jBOS7Bz28qgsi7CaSGux3mGXNTji2CsT+LcQ+1wz/ct0Y4vErF2VU53x7aZJIwxxsQku8RnjDEmJlmCMsYYE5MsQRljjIlJlqCMMcbEJEtQxhhjYpIlKGOMMTHJEpQxxpiYZAnKGGNMTLIEZYwxJiZZgjLGGBOTLEEZY4yJSXH9PKiCggItLy+PdjWMMQaAxpYOtjbuJxA0B6pHhOKcVHLSEqNYs8ipqqqqVdXC3uwb1wmqvLycysrKaFfDGGMAOO0nb+Jr3P+x9UNyUvn33edEoUaRJyKbe7uvXeIzxph+su0Iyam79YNdXLegjDGmKy8s3srPXlnDtsb9DM9J5VufOobLJhVH9JjDc1LZeoRkNDwnNaLHHaisBWWMGXReWLyVe55bxtbG/SiwtXE/9zy3jBcWR/bJ8t/61DGkJiYcsi41MYFvfeqYiB53oLIEZYwZdH72yhr2d/gPWbe/w8/PXlkT0eNeNqmYH19xAsU5qQhQnJPKj684IeItt4Eqqpf4ROSPwMXALlU93l2XBzwFlAObgJmq2uA+z/7XOI8abgFuVtVF0ai3MWZgi+a9oMsmFVtCClG0W1CPAhcctu5u4A1VHYvzvPu73fUXAmPd1yzg/n6qozEmznR1z8fuBcWWqCYoVX0HqD9s9Qxgjrs8B7gsaP1j6lgA5IjIsP6pqTEmnti9oIEhFnvxDVHV7e7yDmCIu1wMVAdtV+Ou2x60DhGZhdPCoqysLLI1NcYMSJ2X2Pq7F5/pmW4TlHs/qEuqKDsXjQAACf1JREFUenjrJ6xUVUVEj77lIfvMBmYDVFRU9GhfY8zgYfeCYt/RWlBVgAIClAEN7nIOsAUYGYE67RSRYaq63b2Et8tdvxUoDdquxF1njDEmDnV7D0pVR6rqKOB14BJVLVDVfJyed69GqE4vATe5yzcBLwat/6w4TgH2BF0KNIPEC4u3ctpP3mTk3X/ntJ+8GfFxK8aY6Am1k8Qpqvpy5wdV/Qcwva8HF5EngfeAY0SkRkRuAX4CnC8ia4Hz3M8ALwMbgHXAQ8CX+np8M7BEa3ClMSY6Qu0ksU1Evgv82f18A7CtrwdX1eu6+OrcI2yrwB19PaYJj2hME9Pd4Eq7l2BM/Am1BXUdUAg8776K3HVmEIpWS8Ym2jRmcAmpBeX21rszwnUxA0S0WjI20aYxg0u3LSgR+ZX7/lcReenwV/9U0cSaaLVkbHClMYPL0VpQj7vvP490RUIlIhfgzMmXADysqj85yi4mzKLVkrHBlcYMLt0mKFWtct/f7lwnIrlAqaoujXDdPkZEEoDfA+fjzCSxUEReUtWV/V2XwexbnzqGe55bdshlvv5qydjgSmMGj5A6SYjIP0Uky51ZYhHwkIjcF9mqHdE0YJ2qblDVdmAuzhx9ph/ZIwOMMf0h1G7m2aq6V0S+gDNh6/dEpN9bUBx5Pr6Tu9p4zZo1nHXW/2/v3mLsquo4jn9/9mYLTlMqlFKc2mLLWBUigvGCjdoaCg9WUJt6S02IfcEETHho0ydNmogxhgdf1GJCVEraWANBBSxaMSLQhlScUrC3UFsLLbU4VhCm078Pew0cJj2XOWfvs/fM/D7Jyeyz9zlrr392Z1b32mv91yeLrlPpTs/u41TvUoam9jDp9QFmHX6U808+W/h5pwDz0/adD8KdhZ/RzCaSVoeZT05ph1YBDxRYn45JWitpl6Rdg4ODZVencKdn93Fy4QqGps0EiaFpMzm5cAWnZ/eVXTUzs460egf1HeAh4M8RsVPSQmBfcdWqq2k+vpHJYnfs2NG1ypXh49/9PTFiwEJMmsK0a1axY92nS6qVjVVlTMC28S1ba7Y9rc6D2gpsrXl/EPh822dt305gkaQFZA3TauDLJdSjMjx51fIyPAF7ePDL8ARswI2UlaLVQRKLJT0iqT+9vyKlPuqqiDgDfJPsbm4vsCUi9nS7HlXilUEtL40mYJuVodVnUD8B1gODAGmI+eqiKtVIRPwmIhZHxGURsbGMOlSJJ69aXsq6G3eGequn1WdQMyLiyRF9iWcKqI+NkievWl7KmIDtbkVrpNUG6iVJl5EtXoikLzBiqXUrjyevWh7KmIDtDPXWSKsN1C1kI+P6JB0FDpEtuWFm40QZd+Me5GONtDqK7yCwXNJ5ZM+tXiF7BvV8gXUzsy7r9t24M9RbI82ymfdIWi/ph5I+Q9YwrSFb1XZVuyeV9EVJeySdlXT1iGPrJe2X9Jyk62r2r0j79kta1+65zaw6PMjHGmklm/kpsmXZvwFsAATcGBG7OzhvP3AT8KPanZKWkN2ZvQ+4BNguaXE67CSxZuOMB/lYI80aqIUR8QEASZvIBkb0RsT/OjlpROxNZY48tBK4NyJeAw5J2k+WIBZSktj0veEksW6gzMY4D/Kxepo1UG8ks4uIIUlHOm2cmpgHPF7z/kjaBy0miZW0FlgL0NvbW0AVbaJx+h+zcjRroK6UNJC2BUxP7wVERPTU+6Kk7cDF5zi0ISLua6u2LRiZi6+o89jE4Hk6ZuVptmDhpEbHm3x3eRtfa5QMtmGSWLMieJ6OWXlanQfVLfcD96TFEC8BFgFPkt2xOUmsdV2Z6X/crWgTXau5+HIl6UZJR4CPAr+W9BBASvy6hWzww4PALREx5CSxVpYykvEOdysefflVgje7FZ2jziaaUhqoiPhVRFwaEdMiYk5EXFdzbGNKBHt5RPy2Zr+TxFrXlTFPx1nFzTJV6+IzqxSn/zErjxsosyac/sesHIoYvyOxJZ1g/OYLfCfwUtmV6JIJFevbpvecndxz4XykN7vgI86eGTjx/NlXB/5VYt3yNqGuKxM31vkRcWE7BY3rBmo8k7QrIq5u/smxz7GOT451fMoz1lIGSZiZmTXjBsrMzCrJDdTY9eOyK9BFjnV8cqzjU26x+hmUmZlVku+gzMysktxAmZlZJbmBqghJ75L0B0nPSNoj6da0/wJJv5O0L/2clfb3SfqLpNck3V5TzuWSdte8BiTdVlZc55JXrOnYt1IZ/ZI2S3p7GTHVk3Ost6Y491TtmkJbsX5F0tOS/ibpMUlX1pS1QtJzkvZLWldWTPXkHOtPJR2X1F9WPI3kFWu9chqKCL8q8ALmAlel7XcAfweWAN8D1qX964A70vZFwDXARuD2OmVOAl4gmyhXeox5x0q2mOUhYHp6vwX4etnxFRTr+4F+YAZZBpjtwHvKjq/DWD8GzErb1wNP1Py7PQAsBKYCfwWWlB1fEbGm90uBq4D+suMq+Lqes5xG5/YdVEVExLGIeCpt/4csa/s8sqXt704fuxv4XPrM8YjYSc2qx+ewDDgQEZXKppFzrJPJFtKcTPbH+58FV39Ucoz1vWS/6K9Elt3/j8BNXQihZW3E+lhEnEr7Hydb5w3gw8D+iDgYEa8D96YyKiPHWImIR4HKZgjJK9YG5dTlBqqCJL0b+CDwBDAnIo6lQy8Ac0ZR1Gpgc66Vy1knsUbEUeD7wGHgGPDviHi4sMp2qMPr2g98QtJsSTOAG3jrIp6V0kasNwPDqxfMA/5Rc+wITf6QlanDWMeUvGIdUU5dThZbMZLOB34J3BYRA5LeOBYRIamleQGSpgKfBdYXUtEcdBpr6vNeCSwAXga2SvpqRPy8wGq3pdNYI2KvpDuAh4H/AruBoUbfKctoY5X0KbI/ZNd2taI5cKyZ0cQ6spxG5/QdVIVImkJ24X4REdvS7hclzU3H5wLHWyzueuCpiHgx/5p2LqdYlwOHIuJERAwC28j6vyslr+saEXdFxIciYilwiqwPv1JGG6ukK4BNwMqIOJl2H+Wtd4eXpn2VklOsY0JesdYppy43UBWh7L8jdwF7I+IHNYfuB9ak7TXAfS0W+SUq2r2XY6yHgY9ImpHKXEbWr10ZeV5XSReln71kz5/uybe2nRltrCmObcDXIqK2sd0JLJK0IPUErE5lVEaOsVZeXrE2KKe+vEd8+NX2SJlrgQCeJuu+2U32nGE28Aiwj2zk1gXp8xeT9c0PkHVvHQF60rHzgJPAzLLj6kKs3waeJXtG8zNgWtnxFRjrn4BnyEa1LSs7thxi3UR2Jzj82V01Zd1Adod4ANhQdmwFx7qZ7BnqYLreN5cdXxGx1iun0bmd6sjMzCrJXXxmZlZJbqDMzKyS3ECZmVkluYEyM7NKcgNlZmaV5AbKzMwqyQ2UmZlV0v8BA+UEPQOytHoAAAAASUVORK5CYII=\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "adfuller_result = adfuller(gold['price'])\n",
        "print('ADF Statistic: ', adfuller_result[0])\n",
        "print('p-value: ', adfuller_result[1])"
      ],
      "metadata": {
        "id": "H7ghsy5wYtNu",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d6569e0d-a21f-47d3-fc25-caa87ec9c4c5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "ADF Statistic:  -0.30990365704573875\n",
            "p-value:  0.9240899189086011\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data_diff = gold.diff().dropna()\n",
        "diff_adfuller_result = adfuller(data_diff['price'])\n",
        "print('Difference Method ADF Statistic: ', diff_adfuller_result[0])\n",
        "print('Difference Method p-value: ', diff_adfuller_result[1])"
      ],
      "metadata": {
        "id": "FWwimYe-bcx5",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "42ccd121-e197-4a55-d9ec-d20a7f54a76d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Difference Method ADF Statistic:  -21.66454212724444\n",
            "Difference Method p-value:  0.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data_difftwice = gold.diff().diff().dropna()\n",
        "difftwice_adfuller_result = adfuller(data_difftwice['price'])\n",
        "print('Difference Method ADF Statistic: ', difftwice_adfuller_result[0])\n",
        "print('Difference Method p-value: ', difftwice_adfuller_result[1])"
      ],
      "metadata": {
        "id": "OGtH2rEDbl4M",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "67a4e6b1-a53a-4064-f276-360c99b9d23f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Difference Method ADF Statistic:  -16.299033158957716\n",
            "Difference Method p-value:  3.2803943329227154e-29\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def difference(dataset, interval=1):\n",
        "\tdiff = []\n",
        "\tfor i in range(interval, len(dataset)):\n",
        "\t\tvalue = dataset[i] - dataset[i - interval]\n",
        "\t\tdiff.append(value)\n",
        "\treturn diff"
      ],
      "metadata": {
        "id": "pZXG6Ii2NMbZ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dif30=difference(gold['price'],interval=30)"
      ],
      "metadata": {
        "id": "e724rR7dNVvk"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "diff30_adfuller_result = adfuller(dif30)\n",
        "print('Difference Method ADF Statistic: ', diff30_adfuller_result[0])\n",
        "print('Difference Method p-value: ', diff30_adfuller_result[1])"
      ],
      "metadata": {
        "id": "5RSO86ryNgfN",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "aabf5926-21ee-4576-ab0c-5d8af76966b6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Difference Method ADF Statistic:  -10.01261574022718\n",
            "Difference Method p-value:  1.7623278407657135e-17\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np"
      ],
      "metadata": {
        "id": "cCUraXJ0cM33"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data_sqrt = np.sqrt(gold).dropna()\n",
        "sqrt_adfuller_result = adfuller(data_sqrt['price'])\n",
        "print('Square Root Method ADF Statistic: ', sqrt_adfuller_result[0])\n",
        "print('Square Root Methodp-value: ', sqrt_adfuller_result[1])"
      ],
      "metadata": {
        "id": "pK9KUI4DbvmA",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0950b65b-cb76-467d-92b5-f2e7fb17da9e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Square Root Method ADF Statistic:  -0.3724189661915892\n",
            "Square Root Methodp-value:  0.9146029735449441\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot the time series before transformation\n",
        "plt.figure(figsize=(16,8))\n",
        "sns.lineplot(x=gold.index, y='price', data=gold, linewidth=1.5, label='Before transformation').set_title('Time Series - Before Transformation')\n",
        "plt.show()\n",
        "\n",
        "# Plot the time series after transformation\n",
        "plt.figure(figsize=(16,8))\n",
        "sns.lineplot(x=data_diff.index, y='price', data=data_diff, label='After transformation', color='green').set_title('Stationary Time Series - Diff Transformation')\n",
        "plt.show()\n",
        "\n",
        "# Plot the time series after transformation (twice diff)\n",
        "plt.figure(figsize=(16,8))\n",
        "sns.lineplot(x=data_difftwice.index, y='price', data=data_difftwice, label='After transformation(twice diff)', color='red').set_title('Stationary Time Series - Diff twice Transformation')\n",
        "plt.show()\n",
        "\n"
      ],
      "metadata": {
        "id": "6ADj_6-CcJ-V",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "21ee276d-773a-4325-c4e6-7f838d5b8f4b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x576 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x576 with 1 Axes>"
            ],
            "image/png": 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9AKCUmgdgEID5AEYBuIuRoQkhhBBCCCFRMWDAAPzkJz/BgAG7wxWNHTsWp556KmbOnImjjz7aWAhWSqGuri7rmJ8QXFsbnYjTs2dPjBkzBm+99ZZW+Zqamryv6RSCX331VZx88sl512tKYoVgpVSlUupgpdQW27GOSqlTlVKnKaWuUEqttf3WVSn1A6XUSUqpj4rTakIIIYQQQkhDo6KiAhMmTECfPn3wzjvvAABmzZqF+++/HyNGjEDr1q3xwAMPoKSkBK1bt8bf//53AED37t1x1lln4bTTTsO//vUvAMDy5ctx0kkn4eabb0arVq2wcuXKzHVeeOEFrFmzBhdeeCEuvPBCAMC+++6L++67D6effjomTZqEf//73zjrrLPQqlUrdOrUCUopAMAFF1yABx54AGeffTZOPPFEjB8/HgAwb948nH322WjdujVOO+00LFmyBHfccQeWLVuG9u3b49lnn8XGjRtx1VVX4bTTTsM555yD2bNnAwA6d+6Mjh07ol27dujYsSM6d+6MW265Beeffz6OOeYYDBs2DPfffz9OPfVUXHLJJaiurgYA1zYOGTIE06ZNw0033YTWrVujqqoKF1xwAaZNmwYgtclw6qmnolWrVnjggQcyz2TffffFQw89hNNPPx3nnHMO1q9fn/f7rA/RoQkhhBBCCCEEfx31V8xaNyvSOlsf3hrPXfKcb5kRI0bgkksuwYknnoiDDz4Y06dPx5lnnol///vfmDZtGnr06IHly5dj3rx5mDUr1b7Ro0djyZIlmDJlCpRSuOKKK/DFF1/ge9/7HpYsWYL+/fvjnHPOybrO3XffjWeeeQaffvopWrZsCQCorKxE27Zt8fTTqZjAJ598Mh599FEAQMeOHfHBBx/g17/+NYCUtnbKlCn48MMP0aVLF3zyySd46aWXcM899+Cmm27Crl27UFtbi5deegmjRo3KXOcvf/kLzjjjDAwfPhzjxo3DzTffnLmP+fPnY8KECdhrr73QuXNnlJSU4NNPP8X8+fNx7rnnYujQoXjyySdx9dVXY+TIkbjqqqvw5z//OaeN1157LXr06IGnnnoKbdq0ybrvNWvW4IEHHsD06dNx0EEH4Ve/+hWGDx+Oq666CpWVlTjnnHPQtWtX3H///ejduzcefvjhfF55cjXBhBBCCCGEEJIEBgwYgBtuuAEAcMMNN2SZRHsxevRojB49GmeccQZ+/OMfY+HChViyZAkA4JhjjskRgL1o2rQpOnTokPn7008/Rdu2bXHqqadi3LhxmDdvXua3a665BgBw5plnYvny5QCAc889F48//jieeOIJrFixAnvttVfONSZMmICOHTsCAH7+85+jvLwcW7duBQBcccUVWee0b98ezZs3x6mnnora2lpccsklAIBTTz01c02/NroxdepUXHDBBTjkkEPQrFkz3HTTTfjiiy8AAHvssQcuv/zynPvKB2qCCSGEEEIIIfWCII1tHGzcuBHjxo3DnDlzICKora2FiKB79+6+5yml8OCDD+KPf/xj1vHly5djn3320b5+ixYt0LRpUwCpdFF33nknpk2bhqOPPhqdO3fOSg205557AkgJzpYP74033oi2bdti5MiRuPTSS/Hyyy/j5z//ufb1nW21rtGkSRM0b948E5m5SZMmqKmpCWyjKfZr2O8rH6gJJoQQQgghhBAPhgwZgo4dO2LFihVYvnw5Vq5cieOOOy7jc2ux3377Ydu2bZm/L774YvTt2xcVFRUAgNWrV2PDhg2B13PWY8cSJlu2bImKigoMGTIksL5ly5bh+9//Pu6++25ceeWVGX9fO+eff34mQNZnn32Gli1bYv/99w+s27SNXvd29tln4/PPP0dZWRlqa2sxYMAA/OxnPwt1fR2oCSaEEEIIIYQQDwYMGJAVqAkAOnTogAEDBqBt27aZYwcffDDatWuHVq1aoX379ujevTsWLFiAc889F0AqwNObb76Z0ep60alTJ1xyySU48sgj8emnn2b9duCBB+IPf/gDWrVqhcMPPxxnnXVWYPsHDRqEN954A82bN8fhhx+Of/7znzllOnfujNtvvx2nnXYa9t57b/Tv3z+wXi/82njrrbfijjvuwF577YVJkyZljh9xxBHo1q0bLrzwQiilcNlll+HKK68M3YYgxIom1tho06aNsiKREUIIIYQQQpLJggUL8KMf/ajYzSAJx62fiMh0pVQbZ1maQxNCCCGEEEIIaTRQCCaEEEIIIY2KpyY+BekiqKquKnZTCCFFgEIwIYQQQghpVDw18SkAwOYdm4vcEkJIMaAQTAghhBBCGhUKqZg4VtoVknwaaxwjoodp/6AQTAghhBBCGiUCCsH1gRYtWqC8vJyCMHFFKYXy8nK0aNFC+xymSCKEEEIIIYQklqOOOgqrVq1CaWlpsZtCEkqLFi1w1FFHaZenEEwIIYQQQghJLM2bN8dxxx1X7GaQBgTNoQkhhBBCSKOCZrWENG4oBBNCCCGEkEYJA2MR0jihEEwIIYQQQhoVVnRoQkjjhEIwIYQQQgip96zYvAJV1VVaZS1zaEaHJqRxQiGYEEIIIYTUe459/lhcPfBqo3NoDk1I44RCMCGEEEIIaRB8XPKxVjmaQxPSuKEQTAghhBBCGiU0hyakcUIhmBBCCCGE1GtMUx4xRRIhjRsKwYQQQgghpF5jat5sladPMCGNEwrBhBBCCCGkXhNWs0uNMCGNEwrBhBBCCCGkXsNAV4QQEygEE0IIIYSQek1oTTCFZ0IaJRSCCSGEEEJI4qiqrsK1g67Fis0rAssa+wTTDJqQRk2zYjeAEEIIIYQQJx8u+RBDFwyFgsLQ64f6ljWODk0NMCGNGmqCCSGEEEJIvSasUEuNMCGNEwrBhBBCCCEkcZgItswTTAgxgUIwIYQQQghJLILgXL6hNcE0iyakUUIhmBBCCCGEJA4Tba1VVkdgBij8EtLYoRBMCCGEEEISi0j0mmATAXt79XZ0+awLqmurja5BCEkuFIIJIYQQQkjiCOMTrCMwu53nR9cvuqLz553x6oxXjeomhCQXCsGEEEIIISSxxOkTrEPFrgoAwM7anbFdgxBSWCgEE0IIIYSQxBGnT3DmPAPh2bRuQkhyoRBMCCGEEELqNZYwq2sObWRqbVg3IST5UAgmhBBCCCH1mrB5f3XOC6tlJoQkFwrBhBBCCCEksRQ7OrSpJnjpxqVYUr5Eu/4tO7ZolyWERAOFYEIIIYQQkjjiDHYVKvK0pib4hBdPwIk9TtQqO33NdBz4xIEYNG+QdnsaO9JFcOlblxa7GaSeQyGYEEIIIYQkDhPhM87AWHEK49PXTgcAjCkZE9s1GiIfLf2o2E0g9RwKwYQQQgghJLEU3Rw6ZA7iOOqesXZGJmUTISQ8FIIJIYQQQkjiCGWybCioagXGQnyBsUzq3l69HWe+ciY6DOoQeTsIaWxQCCaEEEIIIYlFyxzaVBMcwsQ5zhRJOnXvqt0FAJi8anJs7SCksUAhmBBCCCGEFISJKydidMlorbKhTJY1tbVx1m1CmLqZqomQ/GlW7AZ4ISLLAWwDUAugRinVRkS+A2AggGMBLAdwvVJqk6S2z54HcCmA7QBuVUrNKEa7CSGEEEKIO+36tgMAqH9FG2wqbPAqk8BYsfgEx1g3IcSbpGuCL1RKtVZKtUn//Q8AY5VSJwAYm/4bANoDOCH9XycAvQreUkIIIYQQUhQKEbwqDpISoIuQxkbShWAnVwLon/53fwBX2Y6/rlJMBnCgiBxRjAYSQgghhJDoMIkObZwiqciBsSxM/J5pDk1I/iRZCFYARovIdBHplD52mFJqbfrf6wAclv73dwGstJ27Kn0sCxHpJCLTRGRaaWlpXO0mhBBCCCF5EiY6dJx1x2kObdIOQkj+JNYnGMBPlFKrReRQAGNEZKH9R6WUEhGj0UAp9QqAVwCgTZs2HEkIIYQQQhKOkZZUU1A1MkOOM0VSCAGb5tCE5E9iNcFKqdXp/28A8C6AswGst8yc0//fkC6+GsDRttOPSh8jhBBCCCExMn3NdPxz7D8jrzeMv6zxNYocGMsijjRQhBBvEikEi8g+IrKf9W8AvwIwF8B7AG5JF7sFwIj0v98DcLOkOAfAFpvZNCGEEEIIiYk2vdvgvxP+izpVF0v9cfgEh8oTHIcmOISATZ9gQvInqebQhwF4Nz0gNAPwtlJqlIhMBTBIRH4HYAWA69PlP0QqPdJSpFIk3Vb4JhNCCCGEkKgohL+sVmCsAkSe1tIE0yeYkMhIpBCslFoG4HSX4+UAfuFyXAG4qwBNI4QQQgghLiilUCwlZb31CQ6jkaZPMCF5k0hzaEIIIYQQQnSJ1Se4ABpYCraEFBYKwYQQQgghJG/iCtxU7By6cQbGMjKHZp5gQiKDQjAhhBBCCMmbqDWmcUaHDpUnuMgCthV4jFpjQvKHQjAhhBBCCMlQU1eDY547BkPmDyl2UwAYRoc2FBC1AmMVQBMcdVlCiD8UggkhhBBCSIaNVRvx7ZZv8aeRfzI6L2pz6MRoawuhCaY5NCEFhUIwIYQQQgjJwVTYiktTaSIgmmJyXqw+wTrabmqCCYkMCsGEEEIIISRxhDEVjkVQLYAG1kgTTJ9gQvKGQjAhhBBCCMmb2KJDG/gEB/H58s8hXcJpuOMUsE3aQQjJHwrBhBBCCCEkQ+icu0UU0nT9dvt93c/1PN+6YxLu7dePUtAnhARDIZgQQgghhGSoj2a3BRFUix0YK8Z2ENLYoBBMCCGEEEJyMA6MlYTo0AGCu/OedK5RiE0BaoIJKSwUggkhhBBCSN7Ux+jQUbfDlKQE/yKksUEhmBBCCCGEJI5QAmKceYKLHHm6TtVplyWE+EMhmBBCCCGEZAgr9MUWHTpA6NtevR07a3eGqsskMFasKZIMzKGpCSYkf5oVuwGEEEIIISQ5hBX6ojaH1hWq93l8n8y/Y9HWxqQJXlC6ADtqdqTqNgiMRQjJHwrBhCSA2etn471F7+Hhnz5c7KYQQgghicJE+IwjmFccmuCNVRtxcs+TM38baYJpDk1I3tAcmpAEcHbvs/HIp49k/H0IIYSQ+kbk0aETovmMox3bdm5LRDsIaaxQCCYkAeyq3QWAExwhhJDiE3YuSsIcFmvwqjhTJCUkAjYhjQUKwYQkCE5whBBCik1jCsCkFRgrxsjTFlrm0EyRREhkUAgmJEEkYRedEEJI4yZsKp5iRYc2KZuPABml8Omsi5pgQgoLhWBCEoA1GXKCI4QQUmySYg4dx5yYkyLJIDBWECUbS/DpN5+GapcOcWmkX//6dby/6P1I60wKl7x5CVr1bFXsZpAEwujQhCQIaoIJIY2J2rpaXD3wajzQ7gG0+167YjeHpEnahqxRdOgItbUbqzbimOeOQRPR0xkd/+Lxoa9VzDzBtwy/JVX/v5L13t0wXSd9XPJxTC0h9R1qgglJEElbeBBCSJysrViL9xe/j+uHXF/sphAboTXB9TA6tN81vlr1FSp2VWDrzq2RX9epzdXR7oY1U29IcJ1EooJCMCEJwJrQqAkmhNR3pq6eitdmvqZVthABh4g5YTWOcc1hSekfcc7RJoGxGjN8BiQqaA5NSILgDichpL5z9qtnAwBuO+O2wLKNKQpxfSIpGkfOidnweRASHdQEE5IguMNJCGlMUBOcTJJiDm1h5BMcYURr53XjFEK1okMzRRI3AkhkUAgmJCa27tyKsu1lWmUZHZoQ0pgp9qK+urY6Fr/PJHH/mPtxaPdDtcqGnYuSsJEb1JeK3dcsnM/YJDBWQ2PWulnoMKgDaupqAssmoY+RhgGFYEJi4rjnj8Mh3Q8xOoeDOyGkMZGURf21g6/FAd0OiKXuXlN7QboIdtXuiqV+XbpP7I7S7aVaZRuyxjEnRZLBvBvlHG2ZnJvQUC0nbhx6I4YtGIZFZYsCyyZlzCD1HwrBpN6xausq3DnyTq0dw2KysWqj8Tkc3AkhjQlrUa+bgiYu3lv0nlH5x8c/jjnr52iVfWjcQwCAbTu3GberWITWBCcgOnR9ERCd96ZlDt3A1wgMDkYKCYVgUu/43Xu/Q69pvTDum3HFbkpkMDo0IaQxkpQATCbU1tXioXEPoe2rbYvdlNgI+14aenToKJYtaL0AACAASURBVAllDt2ANfS6NPSNAFI4KASTekecguKc9XMgXQTfbPomtmu4YU1oYcyjCCGEFA5rEb6zdmeRWxIfSdiQnfDtBGzascn4POO0Tn6BsZym0xEKYM75vjFrgk3uKwl9kzQMmCKJEBt9Z/YFAAxfOBz3nntvwa/fUCc4Qghxoz6mSAq7WRnHPXZ6vxMA4JVfvxJpvcU2h95ZsxPnv3Z+5u/61D90yTGH1rjH+mg5YUJj3ggghYeaYEJcKPQgS3NoQkhjpD4G+jEVguOcT3rP6I3eM3pHXm9Ys9uo5rBaVRv63DhNuKOco3PMoZkiSQuuk0hUUAgm9ZY4BsJMqqIiDbLc4SSEJJHaulrs8Z898Mr0aDWOFvVpUd8Y3FaSNhdFuUmSlL4WKjp0wt5LVBhtRDTQZ0AKD4VgUu+IcwIrtjaCO5yEkCRSVVOF6rpq3PtxtG4iGXPoeqQJDjtO1yfhOWxbkyCgxLlGiPL+wphD61pOKKWwecfm8I0rEowOTQoJhWBSb4lzsi24ObSlgU7AAoIQQpzEZbac8XFMiHZOZ4EdWkDUqHvpxqU4+X8no7RSL59vXIR931EJKIUUdIo174Yyh9Zsa+8ZvXHQEwdp5d2tb3CdRKKCQjCpd8SpMSj2Qow7nISQQvHMpGfQqmcrrbJxBbBKmk+wjoBrGpzIukedup+a+BQWlC3A0AVDteqOi2IHLMtHax70Xkz6mvP+I/UJzkcTHFD2o6UfAQDml84P2brCUh8tQgCg/VvtMWLhiGI3g4SE0aEJSRDc4SSEFIr7Rt+nXTZuYbXYG5AWOmOwJaCZjtcmdRdbGAgr7EU1h4XJoRumLFC8zec4fYKbSlMAQE1djfE1ioFJwK8kKQtGLR2FUUtHQf0rOW0i+lATnGBq6mowedXkYjcjscQSGKtIUZoZHZoQkmRi0wQnbONPRzAJ22atutNzQBMp7vIsdIqkemgO7UeceYJNzaFHLh6JuRvmapVt1iSl46ovQrAJSRkzktJHSXgoBCeYh8c9jHP7nIsZa2cUuymxsa5iHdZXrDc6J9bAWEX2zU3K4E4IIXZi9wmOQfO5ZccWbKraZHSOiU9wHP6ySfGRLvYCP4y/bJiybtfS/S1fTM2hLx9wOe768C6tups3bQ6g/gjBJs+52H3Toj4FuiPu0Bw6wcxaNwsAjIXE+sQRTx8BADQlSZOUwZ0QQuzEJZxZ9cah+TzoiYOgoIzmFxOfYF2sBX59WjSHFvQjEhrjfFb59OEo52jnPebjq+ykvmqCowwOFjf16Xsm7lATTOoN/2/Y/4N02T1AFnKHNm6KrYEmhBA/alUtgOiF1Tg1n2HGUxO/3TjqtsokxRy6WP61YYJGhSkbWFeMvtn5zPeB5tBSP4VgHZKiLOB6rf5DIbgeUGyzqKTw1py3AMQcHbqeBiMhhJA4ictsOWljXiyaYIPo0PU9MFZk1y+ggGFyr8XOE6xLfdUE65AU4TMp3yoJTyKFYBE5WkQ+FZH5IjJPRO5JH+8sIqtFZFb6v0tt5zwoIktFZJGIXFy81pNCEeckTZ9gQgjZTdzm0DoLyarqKjwy7hHsqNkRaRvc2uNH6MjJGuclTRNcqPOc5GUqnCCh5IYhN+D5yc+7/taYzKFLNpagclel5+9GGxEJ2ThLiv8+CU8ihWAANQDuU0qdDOAcAHeJyMnp355VSrVO//chAKR/uwHAKQAuAdBTJB0fnjQ4ChIYq0jRoeljQghJInGNTSYLyecmP4fHxj/mKVREgUnwKlOMNMEJCYwVR/CvQtbjhknE53zzBA+cNxB//fivrr/FueltIgQXYr1z/IvH4/IBlwe3xcBloNgkRRgn4UmkEKyUWquUmpH+9zYACwB81+eUKwG8o5TaqZT6BsBSAGfH39L4+GLFF5hXOq/YzWh0FGsHuVjCNyGE6BCX6Z+JQGlpgKtqqiJtg504BVWtBX7M+Zjt1/Cj2MJ4Xv6yEbY5VouzfPyeNVMklW0vw6SVk3zL2vt8+fZy7TaY8tnyzwLLaFlLJGSdRHPo+k8ihWA7InIsgDMAfJU+9GcRmS0ifUXkoPSx7wJYaTttFfyF5sTzs34/w6qtqwDwAysGNIcmhJDdxCUUmZj/FmKz0CQwlm47TKJDF8IcOk5tW1RzWFIEHSdRztFxWn5ZQvDjEx7HeX3PQ3VttVY7WnZviZlrZ0balqhzbydlnVTsjSKSP4kWgkVkXwBDAfxVKbUVQC8APwDQGsBaAE8b1tdJRKaJyLTS0tLI20sKSxwDYbEHs6RO/ISQxk3cmmCdei3BMM5FcNQL9qzzEqKBjVPbFtUcluMvG6GW1MTEOdb34OhHJs9O1yfY61p2rMjvFlFbIZr4JSdFwNUhE0Gdiqp6S2KFYBFpjpQA/JZSahgAKKXWK6VqlVJ1AHpjt8nzagBH204/Kn0sC6XUK0qpNkqpNocccki8N0BiwxpwvCaMdn3b4emJRvsjRSdzT/VoAiCENB5iD4ylUW8hYifEKaiaBN2qr5rgqEiKObSTKDeq49z0zhGCfa7l7JdR973autrAMlb76qU5NDXB9ZZECsGS6lF9ACxQSj1jO36ErdjVAOam//0egBtEZE8ROQ7ACQCmFKq9xaa6thpD5g/RGhgWlS3CS9NeKkCr4iNowJm4ciL+NuZveV2jWINsUgZ3Qgixk4QUSRlNcIzjZBwpkixMTK2L6RM8aN4gXNj/Qu12/Ofz/+yu2+ceN+/YjMXli0O1sVj5egvZ1xQUNlZtjKRupxDs12fDCMGllaUYv2K8VlssTbDfO7TeQX3YoLEI863OWDsDhz11GMq2l8XVLGJAIoVgAO0AdATwc0c6pCdFZI6IzAZwIYB7AUApNQ/AIADzAYwCcJdSKnjrKaGYDrpdx3fFdYOvw3uL3gss26Z3G/xp5J+02/G9Z7+H3tN7G7UnKcwvnW+cSqPYZi1JGdwJIcROElIkWdeOVRMch0+wQZ7gjIlljNqloHa8PeftzL912vHoZ49m/u33TM7rcx5O6nGSRgvze8dRzuM5JstR5gl21NVnZh8c/OTBmLthrscZu9ENjGURtRB8Xt/z8NN+Pw0sB+w2t9aptz5pgjNB7Ay+1W4TumFD5QaMXTY2rmYRAxIpBCulJiilRCl1mj0dklKqo1Lq1PTxK5RSa23ndFVK/UApdZJS6qNitj9fdtXuMiq/cksqJpjOzlLFrgoAeoPIuop1WLl1Je4ZdY9Re5LCKT1Pwe/e+53ROZnAKwUWRhkdmhBSLIxMgOPyCdZYSCbFJzi0JthggV9Mc2iTRb2bNtOLBWULtOt11lO0KNUFjA5tCb/zS+cHnhv0PJz9x++9hMlXvHTj0sAyFpYmuGmT4MylDV0TbD0Dpx82KQ6JFIIbO870D3EM/jqTuDUgn3LoKZFfPwp0BkJdcx2LIH/juEnK4E4IaTwYmekazEdRC9eF8Ak28duNxSe4AMF2gt6LybXjehf5zMFB7yUnT7CBv2ykPsEe353ONYLekbNuE01w1GtOyyfYb2OnsfgEN5WmWeeS4kIhOIFUVceXA9FC5wMsr0rlizt0n0Pjbo4RxTZZjpOkDO6EkMZDXJpgE62OkSa4gNo5N+L0CQ4rYEfdDl2cQY/iig7th+k1jTZyimB1EMU1nc8kanNoEzKaYIleE7yhcoNv+qc4CfOerGerEyyMxA+F4ARi6sdqYfJBGu1212OhM+xCouDm0IwOXXDKtpeh36x+xW4GIUVHZ9xZVLYIgNkCOXJNcAF8guMwhzbJE1wIDVGgJtg2bwa9F6dZZ2R5gvPIG2u6ZjEJjBWpT7DHe3A7nhMoLGBtY6LBdgpkcQnBcfgEH/bUYfj9+78P37g8CLMxaD0DaoKTAYXgBOI0hw4ijKBnYpZVCMGstq7WWAMehclQTnnmCW40/GbIb3DbiNtQsrGk2E0hpKjojDvXD7keQPRatKT5BJu02bhunQW+gcAcFpPnZypsRYVJdOhYLQOK0Nfcjps+Z2d5I3NoE2sPjWdvbZTo+ARrXdPxfIbMHxJJvabkYw5Nn+BkQCE4gTiFwTg0sSaa4EJw8/Cbsffje2uVNRlwii3U6lKsgFyNmTXb1gAwD0RHSEPDSCiKeIFcL32CQ47TJvNuse9Rl7jMofPSBEc47+dogiNcF5m8B1NBNR+fYCNrD433pGMObZQiyfEOdMys4yCMtWQmMBbNoRMBheAEUghBKM6JPgz2lAy6xNG+OAJjmWisaSJTOKh1JyRFXN9CmAWtH43BJ9g0/VKodkQYGCsuc2iTYE35Piu/82PVBBuYQ+erCTaJDh21y4NOYCyT+pz34kwH5cWS8iVYu21tcEFNGkpgrI+XfoyLXr8oUW0qFBSCE0ibI9ugzZFtYqnbmtxMTDF0BqXy7eU4/KnDMWPtjNBt0yVOH+U4NLJGO9oUzAghBSZK81j7GGakCdZYSCbNJ1h3LgqTJzjWVE0xpkiKCpO5MF+fYD+c9/fM5GewdefWSOpOqjl0bJpgH3PoTHToEBtnukLwiT1OxFHPHqVVVoeG4hPcYVAHjP1mLCp3VRa7KQWHQnBCiUvQM1lEmExCY78Zi/WV69FtQrfQbdMlLtO9uMhnMifxUV9M5QmJG5MxKmhMfXn6y7vrNdB86iy8M1rShPgEm7bDZFOg2L7JFoGBsQpkDm3iE2w6tpsExpq9fjb+7+P/M6rfC8/o0BqaYJPNKL9ruf0WuSZYaaRIssyhQ/QfXSEYiFb4NIlsb5GJDp0gn+Aw99FQoBCcUOLqjCZmtyYTfFQfdtTCeejo0AXIBWgno4GmJjgvqqqr6GtDiCFRaoJHLR1ldG0TbYr1bRtHZzYYV+OMlxG1T3DYsS5QE5xAc2g/TK+Zb5qvzTs2G13Ps24vc2gNTXDQPRhFh85j3RaVT7BJfc4yUQXcMiWMJthqa5I0wSa+zQvLFuL4F45HaWVp3M0qCBSCE4q9M0a56x1GE6xz/aj8HNzOL9tehlemv7K7XQY7hsbRoYsUhMyCmuD82PvxvXHTsJuK3QxC6hVRagZN6zUZ86zFtKkQmk8AIr8yUabicdYdqzm0SYqkAkWH3lW7C5e/fTm+Xvc1ADPtrkkkabe6zu1zLlZuWalVd5Tkk9YyUBOcR2CsqF24IvcJLkBgrF21uwIzluQVHTpBm/UmQcme/PJJlGwqwfuL34+7WQWBQnBCsX9UuoNw1AGYwmiC7fWWbCwxTmLu1q7/Tfkf/vjBH3e3y0A4D0shcgHmW5a4M3DeQK1yfNaEpIjUJ9hWV9QpkiyNlangFXUMjDjzBJts8obV4AW1w0sgdG1DRObQs9fPxsglI3HbiNtS9ZgIYhHM15NXTY6tbi/yMYc2rdtECI564z5yn+CQgbFMaP1S68CMJWH6eiY6dMzm0Nurt2u/RxPrk7AbgEmFQnBCse+YBXVMk84YShOs8aFnzKHTE+KGyg04/sXjcc+oe7TbZj/fTsWuiux2Rbhg8ypf6DQImajU9VQT/MJXL2D4wuHFbgYhJARRaoJDB8YyMIc2HSdNtC7F1MDayxQrMNbgeYMxadWkzN+BPsERmUPvv+f+AHabGidl89it7qjc1bza7fZe8zaH9nkveQnBGs/eyBw6hCY4DiF4QdmCwDIm8QwsChEYq6auBvs8vg/u+Uhv/W0SkT7MPSeZhnEXDZDYzKGt6NARm2I4/RysiWzMsjFG9bgNDM4JJ84JL47drcYQHfqeUffg6oFXF7UNps+uMQaBIMSNYmqCn5v8nPa1LYHL9Fs30gTHGJDKRLAtVmAsL41o1G1wYs29m3ZsMq7X+azCLNC9+rXrmiSidUI+5tCBdTve8fgV49F/Vn+tuqMO5qkTGMukvnw0wVGaTtuFR93Iyk6FURCTVk7CrHWzAss9MeEJdP2iKwBgZ81OAECfmX20rmFiDk0hmBQE+4Ac5Y6RkSY4D3PosPl23RYrzgnH5HmEnayi3HigT3BhSFK0RUKSilIKb85+EztqdmQd0yVqn2BL66izqLIWjjWqRrsN9vN0iHpuND3PxHQ6jsBYppuDUZlDW+N3RhPsaGOc0aH9KEqeYI3AWEE4y988/GbcOuJW17LOdxibJlgjgNX26u2Z8rrXNAmMtUfTPbTLBmG9p/Kqcuz73321noVp/Jzz+p6HM14+I7DcP8b+Aw9/+jDemftOpl1+38HOmp047vnj8MHiD0KlcKMQTGIlSxMcoXbQyCfY4LrO6NBh8+1qaYJNAmOFNIeOEpN21ldNcBIImji94MYDaUyMLhmNju92xIOfPJg5FlueYJ96u3/ZHb8b8TvtegEzTbC9TNSL+rBauajdkAqSIingvcwrnZddd8jxNEptZChNsIeQHac5dJwpkkz6hnMDOeqNe53AWFY9v3j9F7hiwBVG1zTSBBtGkvZbVzifU2V1sDY47hRJvx3620wsHr+No9LtpVi+eTl+997vtNbU80vno3x7eahgYEkmekN6EglhNMGV1ZUo216Glnu3DKzXKECHxiDn1ARbf/t9VMs3L8855raz7Rw449JaxEWhA3w0VkyFYJPFJiENhY1VGwEAayvWZo6F2fDUwa/e+z+5P+tvv7F6cflijFo6yihFkr2MyYKz6D7BJprgkAtpo02PgDm0w6AOodrgJEgbGWl06DxTJMVtDu123DgntUH5HG1+xC5cJj7BAPDR0o+MrmkiBJv6D1fuqsQBLQ5w/c3ZR7ft3IZ999jXt75MYKwYo0PP3TA3sIz1HDZUbtBSjp3S8xQcvNfB+MX3fwGAmmASM2F8gu/9+F4c0v2QLDM3L+LSBDvNof2uc1bvs7Ta5Zxw/ITzqASaQgfGiuO6jY24cmYS0pCw+vuKLStyjrmxrmId5pfOz/wdGBjL0CdYh/P6nId7Rt2DnbU7tevNEoINxoY4fHFNBNtCpEjyOy9fAS+qHMr5bB5PXzsdX6z4wuj6XkJ2oYNueR3PNzCWH84N5Mg1wRo+wflo/uMUgp2BWbPa4Wjz1p1bA+uLKp2oHyu3pqK76z5vXYVXeVV5jqKrvkNNcEIxiQ7tZEfNDrRo1sL1NxNzaIvRJaNRp+p8O71T86tjDl22vSznmKtPsEFgrBw/IlNz6DgCYxmkrqJAFp6w5tBJSlpPSNxY49HMtTNzjrnxvWe/h+q63anuTMyhTfCr1wqWZH3jplrSqDXBYe/RJJ2MiZmpcTuKlPtWIJ6/50SZNtDuut3Pz/r9DOpf+d+nqyY4bnNoDZ/gxJhDR+QTnI/22STYlWlgLD8h2PmcdITguM2hgd1+9b7WEyH9zq1n31CE4IZxFw0QkzzBzo7uu8ubLqvzAdo/khe/etG3rNeHbTrZGmmCXeo2NYvKuVaA8L5q6yqUby83qlMrRZKBmTpxx1QITsozn7dhHnpP713UNpDGgzW22QVbv2/AXs6kfiA61xWrHsvXLeibPeHFE9D9y+6Zv02+8WJpYC1MBP04UiTFiUmanjjdiNyEA6/+V4zo0FFogk2+vXwCY5n06bgEp1jNoX38fMMIwc5MKnGwZccWAOYbR1GntKsPUAhOKPYOlm9UQLd6TXe7F5Uv8i3rNPEwSfNgx21n20sTrOM3E1YT7DUYHP3s0TjsqcOM6ix2iqSq6ipMWjkpuGA9J+zOatST0bad2yBdBK/OeFWr/Bkvn4FOH3SKtA2EeOEWpClKH9Gsa0UUcMuqR1dAXLpxKR797NHM30bm0CYLQcP5xURrplN2V+0u7WtnvW+fup33FOU9HtjiQM/fggQxv75UDJPlQtcd5TrQST7KCxOLhajSExUyMJbfc3S2Y9uubYH1WRsBSzYuMWqHyRgWpya4oZlDN4y7aIBkaYINBUkdTbBpGggr71gQE1dORO/pvUMHHTLRBLuVLYRPramwFfWEYsodI+/AeX3Pw4rNK4IL12PCBsaKWghevW01AKD7xO4BJVNYmjZLy0VInOQbS8EoOnTEQQyraqoAmH+zxQ6MZTLWmAT/snykdbDP4XFtegTVffx3jvf8Le5ctUF4+gQ3BnPoBKRIMnrfBQyM5fcs3AJjBWFtBAxfONyoHTqRpy227AzWBLuunzW+I8s8nEIwiZWkaYKDJlv7x/PQuIfCa4JdFivOj82eoNyJqcmQF4XOExw2r7IOVqJ1y6+uoRI6RVLEzzzsuzSZ5AgJi6sZnMF4F3WQKQsdwWLA3AEAQgjBRQ6MZVK3iTm0iSbYPof7aoJjNHP0ew852kjHs/KNBWI41uab6zoJ5tBh63Yjn8BYny3/DG/Pedu3jE5gLBOc92ai3dXRRuumV3P+prPZZqqJtpi7YS5uHX4r1lesDyxraYJNA5HpvPfyqvLAuusTDeMuGiD2DhaFNtXCWmjMWT8nUDNoH2iCIk7b21hdV+0rqPqhkyfYrX1+x2rqajKDQhCx5AmO0bdJh0JEI0wCYYPERP1cTHNkN2/SHEAqFQNJmbLeOfLOWFNINGby1QT7LfRKK0tj8Ql2YjqvBC1O7d+eznjQZ2Yfo+ub1G0SGEvXQstZNs65wO/dmAgUUUcoDsIzT3CM/tOe0aE1NME7anbgmoHXuKaadCvvR9AGhB/XDr4WNw27yfP3YQuGZSJ1R2YO7XhuB+zpnsLIjWZNmmH11tW+a1rdeAnOdug8c1Phce/mewMA7ht9H/p/3T8ntZwbGU2woTl035l9A+u2Uuw1lDzBFIITSpg8wTrlrYH+5uE3o1WvVtp1mmiCq2urw2uCXRa+zoHGz9Q6JzCWCNq/1R4HPXEQhi0YZtSWqCh2iiRn+qpiMmvdLCwoXRBL3abBN+IKjGWqCbYiuVMTnKLDoA7oNa1XVloeEh1xaYK/WvUVDn3qUIwuGR2qXhNLjijnxIFzB+K8vudl/vb7bit3VeLOkXdi5JKRRtfXqdsirCY4qG77oj9qDb0dv7r9fE9zctU65/0E+QTHbg6toaWbtmYa3l34Lu4bfZ9R3W7kYw4dRIdBHdD/6/4AAjSTeSgLgnLz2mnWpBmOevYoXD3was8y9u+qTtVh686tGeHPjvM5bd6xGXeOvBPbq7d71m1qRdBy75YA9IJdWYQNjNXl8y6BdVuBYakJJrESJk+whe4A5hf6Hcj+SEw1wSZ5Ee1Y5dduW+sZMdc3T7AzMBYks5j+dsu3gdePwyxZK0WSofbQhCQJwWe8fAZO7nmylu+MKdbiUXeSicsn2FS4toTg9m+1x4kvnpj39XfW7ETLJ1ti6PyhedcVFSu3rMTnyz/XKltVnfL73LPZnlrlg8ax+o5SCg+NfQijlo6Kpr6YNMGW20XYek38W020M4C/lcgNQ2/A7PWztep+ccqL6DWtl2YrbW0ymA9NAmNlmTgHzB3a5tDOwFgRmkf7vYdCRod2w0uwLUp0aA1NcJCFl0kO4nxSJJkQ1hTYST7rM6sNfuOpM4jc4U8djoOfPNi3HAB0Hd8Vvab1Qq+p5mOEF1Zfs96RzgaMpck21QTrYG3WMzo0iZW4NMEmuzcmgbE8NcEhzdauGngVOn3QCau2rvL0DdINjGUFQtDRNMQhjBY7OnTcQnCYes985UytcuNXjMdFr1+EhWULA8uG9TuKeuPBWujp1msJe8s2LQuMGDlvwzyc1+c8jF021rPMuop1KK8qx/+N/j/NFsfPST1OwgX9L9Aqay3WdSbZr1Z9hf3+ux9GLg7WzNXW1eK6wddh8qrJWu2oqq7Cqq2rtMrGyfS10/H4hMfx5w//HEl9SfUJtjQeOpiY1QJmgbFM0vjoYmLibKIJNjFxDqsJNsXEHNo+JwcJYlH6BLthYg4dlSbYRFDNEYLTwpzX91gH9/7g1k+ca6O4NOtG60+/923gL+4kjE+wFZAvqB2WBlk3ovSiskWYt2Geb1usvra4fDEAoImL2Oa8fyvIpqkm2IQkKFWigEJwQsnSBAflCXZ0dB2fYB2MAmPZI4JChTaHts6znP+ra6s9/S50FnMikhn0TKLvRjkJPDHhCXy16iu969ZDTXAY303d9AB9ZvbB2G/GagkuYXMRRv1crMWcqTm0DlPXTMWkVZMy5mVu5NOHBswZgCsGXBFYTimF12a+pu1r77WIcMNa2OtsWs3dMBcAMHj+4MCy6yrWYcj8Ib5mcHauGXQNjn72aK2yptw/5n48NfEprbJl28sAAHs03SOwbHVtNToM6oBPln3iWSZfTXBc48g+zfeJpA1uAq/JGKXjTmTClNVTtOq2iMscOis6dIyBsUzMofd4bHefLmR0aBPBNk5T63yiQwfN617t1vk+YtMEG/gEm5i/m7RXZ31gv7afaXMYP3Z723/4vx/6uiVeO+jaHJ9vt37qfKdxaoKjOj8pUAhOKPYPNWw6BjfC5ng00QQD/oIqkAqg4oY1GPuZlPqaQzt9giGZHVO3RbVSCp3e74TxK8a7ticKekztgeuHXO9bJs7o0FZf0lkIPjf5uYxgoUvYqMw6hDEjNN2lj1wINkhxApgJwVadOuagVp+6fvD1uPjNi7Xqv3HYjXh/8fuB/XDqmqm4/b3bjbWTOv3b0ljZg5N4ccR+RwAA1mxbE1jWEiI3VelFSbfM5eII0NV9Ynf8fczftco6x0Q/1lWsw7AFw/DLN37pWSZfTbCJxjYuQcZUWxtViqQwGkB73zTKE6zxPOyb00HjjW7ZOAPe+EaHdvoEO7V9EfoEFyNtoaXJC1u3V+YLr3fpddztHRTKHLqJNMHYZWNd3etMBFuTvhEGe1tuG3GbZzkvIdi3rxq0degCPZcmp4LHUiKZpkgygZpgEitx5QkOy9frvza6pqUh8mrLI58+kvW3c0D384n2DYzlogm26nIT1mpVLXrP6I2f9vspTn/pdGMBUBcdf2TA/F0PmT8E0kV8I31nzKY0FoL3fnwvznj5DKM2mOZNDoOJEJwYTbDmuzTJW2hiYWGNIYPnD84KVqRDkABqH+d50wAAIABJREFUTbKmabd0Nkws7ZaO5caeTVOm5FZuZj+sZ2fiewroa7FvGX4LPlzyoVHdOph8Xzpl89UEH3PgMdpl43IF8dUEuyzyowpO6FxU6qQo+s5e39Fqx8PjHoZ0kcw7NDWHDnrWBQuMFVF06IJrgr3MoTVSJC3btAzSRXwtvk7qcRJKNpYE1u113EsT7PXNewrBEWiCw86Zi8sX46I3LnLdPM0nJVZU0e0t7Pe3vtI7JVGYduSr6HBb3zjHISuNka8mOM92xGkhUUgoBCeU2PIEhzSHBvy1wc6y1q6n1+TkjIRrtcvp/F+n6jyjROr6BFvl3Rb29vKz18/GzHUzfdsdFisNThCVuyqN0l70m9UPALICuzgxNYc21ewWIpWNzjWsMjpCcI8pPbCofBEAvefy4ZIPsXbb2sBy9nboPm/dyWR9xXr84f0/BNYdhVDvZwIG7A5GZRKVE9ATQK0yOppg6151gmOZPhdLc2wF6gri9a9fx2VvX2Z0DR0ymmANKx6d7yRfTbCRcBKTIGPsExyVOXQILan92n732HV8VwD6gbE+WvJRlqlkoCY4pDm0qXm0iTm0329x+gRH3S8t94Og1FlrK7LnEK+63d6lpxDs0be96tbRBAfdc1jrLyt1j07k/7g0wTpt160vjDl0vrh9j15zpa9PcJ5rXGqCSaxkaYKjzBPs8lEopTBtzbTc4x5O/244y1paHN2dTqcm2Brg/QRX3ejQVp1ug5/zWWWCGgU887+O+quR1rh5U38h2Hrf1wy6Bm1fbatdr/N5uaGbJzjszl6cmuAgky87Jprgv3z0l8y/g+5bKYXL3r4M5792fmC9gLlPsC5LNy7NapMXUZinBwnB23alonvvt8d+RvUGRZkH4Pu9RlFWl4wQrKEJDvuuf9jjh4FlTNpdCE1wXFF7I9MEu2m6IgqM5RxbmjVphq07t/q6/azYsttKJ0qf4EvfvhT//uLfu9sd5BNsEEk6LpISHdrEJ9g1OrSjrLXJHbRxpys0mQjBpubQOoGxgvpe2DnGarPOGGQy7hmNkSE3Cl3LebgBmpxjils/9bKaikoTnO/GaZKhEJxQCqkJ7jm1J87qfRbGlIzJOp4Tcc5ngPcqq7vTmdEEO7Qe1bXVOXVkfILdPkyfY1pCsOZi6fmvnseTXz6pVRYI1gTb33eQ6bkd61n4DXa6muCwO3txaII7DOqAS9+6NPO3kU+woebCq+5/jv0n+s3qh2cnPwsAKNlU4lrOiWl06DDaJb+67c8hSJj1Iug8K2eisSbYwMpBxxzaRAg23ayxhGAdwT3sgsCyRvDDyBy6AJrgqEyL8yEfTfCMtTNCm+y6jS0HdDvAM23SoU8dmuVTqPM8rH4f5bwPOMyhDd5L0Aauk7DPtpB5gvMVAJyBSy2XlqAxS1e7HacQHIU5dFgh2OS5f7D4A0gXyTEhd6snSk1wnarTXtvlGxgrDIXWBO+q3YUm/84VFakJJrESl0+w20dhCV32HWu36/oN8F5ldaMf5vgEp++/us4nOrSOJlj8NcE5UfVq/YV3OyYTgelCQhdnECQ3dANjhV3Ix6EJHrZgGD5a+lHmb50BN2yKJK+6/zvhv7htxG24b/R9RvWZ5PkMi1/d9siQyzYtC6xre/X2nAiUQUKwjmCY73km5tA6wp/ppG35G+uYQ8fpEmASGKsgmuAEaI1NhWDr2OB5g3HmK2di4LyB3u0wuD/rW39z9pta5U00RVFoN+3o+g87+9lBLQ6KrB35mEOHvaZueZMUSRYVuyrQ5N9N8OKUFwGYa4I9TZZdnlOO9ZzDhSyofKZuHXPogG8gX2sjnW+s94zeADzyjxv4DzsJavvIxSPx1CS9yP1hrBd0+6rXPZlogv3WQjom6UDKRc8N+gSTWMknOrSz/ND5Q3FW77OglHIPr67pS2miCbZMp00CPwC5goyrJtgvMJaLmXXGJ9hloHA+K52Ft4VOyhLdsmEjcupognUDYyVJE5xzDY3FfZSBsfLZ5TQNjKWL7saYfZLXmeiuGXgNjnv+uKxvJ0gItt65qTDs5RPcf1Z/SBfBuop1mWMm2t04zKGt/M1B5tAz187E3R/dbVS3CdY9zt0w13NBkilbCJ/gmEycoyrrt8i3vge/78Kvn3iNLboB4uZsmIPhC4drlY1aE2wSSdpOlOOY23XLtpfhkXGP4LPln/let2g+wT6aYCt92dQ1UwEEa4J1Na4mc1IxNMFu9/nEhCdyjnmu/zQUGFZw1f32zHW5iVMTbPkt6xBGENQ9x6udRppgj3XhZ8s/w3WDr9Nqh2n/qm9QCE4oRnmCHR3d2TmvG3wdpq2Zhl21u1w/IGtQdOZwyzFx9hjgN1Vtwl0f3pVdNsAc2k1ja297xhzazSc4fa7ORCEiRubQJrmETYRg3cBYpphognXMgNyYt2EeFpV5m23G6hPskyrLSZQpkkz6gRPTwFi65tv279Gvbrs5tBU1/Lv7fdez/MclHwPIFmgDhWAVTgj2Kv/arNcAZO/6m5hDm0b81EFXE3z+a+fjpekvGdVtgn2Beu/H93qWe3/R+1ma/5envexarjFqgp3adF+BykBLamEt2L/Z9A0eHvewZ/1PT3oaVw+8Gu8vet/zGhbLNy9Htwnd9P0TfcotKluEJeVLtMraaXNkm8CyPzjoB9rtcNuguOvDu/DY+Mfw8vTs/lroNEaeeYJ9/Ie37dyWdbx0u3vqRwtrbF6zbU1qgz8Pc+ggKxhPIdilfBQ+wf8Y+4/ca3kE3NJ5t1t3bgXgHnfC+U521OzALcNvcc2S4bxW0FyhE/HdIowgqNtXPYVgl37q1WavtYWuFhjQt+asr1AITij2jm4a0Mgqv6lqU2oSxW4h0C/RtnOXO8fE2WO36ZFPH8E3m7/JLhtkDu0RGMu5WHGbKKyFss5uor0NNUpDCLaEd41B2kQINkmDY4J1v37az3yF4Fa9WuGH//MO4BNnnmALLXNogyi6dtz6jNek4tRWuLYjpsBYutjfh/Vvv/5n5Sm2gl0BwUKw9T6MNcEePsHWt9T+rfaZYybm0MXUBJtYjwDBz9aJvd1e6TqUUrjinStwzaBrMsfuGHmHZ9mcYzEJqyYUMjCWTp7hqaunes5TTqzc09cMugZdx3cN9PW+4p0rAhfbb815Cw+OfdA1FoFOCh07P/zfD/HM5Gd2n69x/0C2JZUXzrnnl2/8EjtqduC7z3wX0kXw8dKPM7+5vRuv7yGKPMFeWROismZwag0nfDvBt66dtTtRuasS333mu7hz5J2e7XC+y8mrJmPSqkmuZTzNoTXrdqujTtVhyuopnvOd33hr79f5WIlZQrCbK5nznYwpGYPXv34dfxr5p9yyjucQNFeYxK3QXd+GwUgTbBgYy2TN5lWWmmASK355cp147RD+5aO/4MGxD2aOV9dVu35AVvkcIdjxIbfr2w6D5w3OOd8arACg0487Za5l0ubMzmp6IW7XBHtqkw3NoXU0wYUQ6NxwvpegAeb2EbdDuojWQJSvEBxEPhPdG1+/gWcmPRNYzsQnOApNsNcC9cL+Fwa2xVQT7ETHF0gnOrSIaD2TvZvvDSBbqxGk/bTuUTeHroWX0GwJnHaiDoxl+j50UySZjBlD5g/BPo/vY9QO+wLVSwgz0V4UQhNstTNpKZJ0NsjqVB0mfDsBZ796Np6amO0b6PUdWabGVqounevovjO3cm73GJVgZx/P7ZZUnnU5rruzdiemrZmGNdvWAAAueeuSzG9u7fZ6Vs6yz3/1PF6Z/krm79tH3I5hC4a5tsHi9JdOxzebvsk5HhTsyq8d9rJbduibzgIpAcsSnD9Y8oG23+65fc7NWsvZy8RhDq2g0PbVtriw/4WudXiNeSMWjsCej+2Z2XxwlrO7uzhxPgvrOels2lmbvF+u/BIjF4/0rdfepm4TuuG/4/+b9Xu+Y2ngOZpjoomJs2lgrCiE4K9WfYUbh95Y74VhCsEJxUQT7CUEO/2U3DqzUiozAFq+o5nfHB942fYyXD/k+pw67Dl/2xzZBoCGT7DTHDr9sXYY1AHl28uzfIK9MA2M5VaXc/DPBDXSGNxMhD9T4TpIALDMR63n62fiYz3LZZuWYX7pfMxcOxOVuypx49AbsyalYqRIunn4zVqBp0wCH0URHdpvIgyaJPP1Cc7XtNduDq3j758Rgm2a4EBBP6Q5tJdPsGV6bOfVma/6tuO3Q3+b8WsyySOti9tzccNkETB4fu4mYhA67Q5qY1B9/5v6P+3zdfq1tYGgHSEdwcKWHZMow27lg4RAa2N37Ddjc9rph0kf011su80dxz1/XM6xqPx8nZrgIEwEW7fn42mG7PKOHv300cy/X5v1GjoM6uBZ1qKyuhLrK9Zn/HeB/C0frDab+I8CqfHP0jT6WYSYbPrWqTqUbS/Dma+cmZVGz8Qc2jQomacQvGgEAGDK6im+5axnWltXi30f3xd9ZvTJec7W89HZtLO0xVt3bsXlAy7Hk18+iZemveR6vv3+Hxz7IP457p9Zvwd9l5W7KjMbxsUwh3aby001wVGsXV+Y8gIGzB2A9RXu1kn1BQrBCcXe0YMWB3Vwj1Dn5tPr/IBqVa22T7AX9mAtzlQBulpc+8daur3UNzq0X/tcNcEhfIJ17n3YwmGYunpqYDmva/uhu0Dy03JbWO/8oXEP4ZSep+DHr/wYr0x/BQPmDsAj4x7JlLM/i6rqKry74F2tne44A2N9seKLnLY5+cXrv8Av3/hl6B1JUyFYV0satj06fcVvIrVPiDoCtSXs2S06dLXdfkJwnapDycaSrGcZZA5tZ9w343yj7r4z953Mv/2ex5YdW/DAmAe0zZAXlC7AgtIFaLl3SwDAhsoNnmXd+snabWs9y9ufcRBvfP0G7v7obqzetjpzzGtRY2kgdXDrE1Z0W4vy7eVZPqSZ62sKq9aiVHcOMXUXMdYEG2zU1dTVZL6JtRXZ7zLIysS6jtdmjx3nt+AlOLqNNyu3rsw5trh8Mcq3lwdeFwjYBDAwHfeqy3PxnWe+Zmsuc0azDxoPD3/6cBzS/ZDd5SOyfDD5noHUeGn1ja07t2Liqomu5XTmDrtP8Dtz38GMtTOyrKqCgo9mHfMJjGVp2+3ormc8heB02yqrK1FZXYm7R3kHFnS7D6fm06lhfuCTBzKm0X6aYDeC1l5HPH0E9u+2PwDv9+TW/7/Z9A1GLR3lu25dVLYI+zy+D0o2lkQSGMtr89vvGZgGi63vvsEUghOK0xxaKYVtO7dh686tmLN+TlZZL02wmy+EWxAtL02wF0optOvbDiMWpnb97Jpga/FjfTh1qg5rtq3BgDkDsuvw+XCaSlPfPMH2tue0zc8nWEcINvDv21C5AWe/erZW2aB6ne/FbyC2Rxf1E/AtnJsbwG4zVvuEaH8Wvab1wjWDrkHPqT192+2sIyxewpEV6MdvUTDum3H4ZNknBROCg7Sf+foEawnBLnXX1NVgxMIRWSmSvATyil0VmXvcq9leALLNob3e6fuL3sfQ+UO1ojI/MeEJHP/i8Vl5Ur3q9fKvt0wq8+G5yc/hyYlPoue03X3Zr6+c3PNknNzzZCwuXwzAXwju+kXXnGNHPXsU3l3wrmvbTcwn7x51N16c8iIGzB0QWNYZoMcPnU2r1i+3xok9TsR7i97LOt68aXMopOYiv0jVViBA3QWSVa8upml4rHu2z0te1NTVZDaSSiuzAx0FaUZNfOWdY4zXgtWaX5dtWobL3r7M87mf/9r5OKXnKYHXtbcz6Dcdc2gdTfDFb16sXda33vQ86dSE+7Wx8+edc455WZENnDsQ0kWyAiz5pVMKYw5t39T4atVXruVMrIFqVW0mMNuBLQ7M+d3rPDvOcdz+PP8+5u+B5Z1YzydIE2x9J37flen8nHUdpYxd3vzqVkplWd149bsXvnohZ4PkhBdPQPu32rv2J6tN/b/uj+3V2zFw3kCjwFi6gTxHLByBz5Z/5vsM7PPDL9/4JbqOz53j7IRNl5gUKAQnFKc5dI8pPbB/t/1xaq9TcdpLp/lGis0IwU5NsItPcG1drXFghYpdFZi4ciJuGHoDgGyzHmvxYw8wddnbl+HGYTdmTRg5Ie5tfyuoLE2wF/b2DZo3CBf0u8DXf0RHCHarOwqi1ARbZj72ev12XN1yYlrlvYTgUUtHAcje4HBSW1eLGWtnZJmZhSUoqqZOAAq/CNYW6yrW4aGxD3nWYZGXEJyeRLbt2hbKx9xLSAmKE9BjSg9cNfAqvD3n7d11KXcheL//7od2fdsB2K0JXlC2IPO72/Mu216GK965AtcOvjaTW9ze1spdlXhk3COZDQ1LCJy8anLgvbmZQwN6OXqDOGivVJ5T+0ac16JhY9XGzL/nbpgLwDsYFQBMWTMl51idqsM1g67BBf0uyDpesasiJ7iNH9Z7sZs4emFkDq2xwF61dRUA4Mp3rsw63rxJcyilsH+3/fGj//3I83w3TfDoktEYUzLGtXyzJs20N42aN2nuK8TZBQtLw2zds9Wfhi8ajtElo13Pr6mryXz/XrErvLD6t05wnU4fdMoKpOQpBKeF3r+P+Ts+XPJhZmx2w62vuglazvHjLx/+BWf3Tm3oZvkE+wTG+mbTN6jcVem7qLcYXTLaVSABgBVbciP6jlg4Al+v+zrnuNcz8puvnRs5gLcVWf+v+wNImfP6uXSFNYe+e9TdmL52euZvt3sHzOIh1Kk6IyFY1xz6lENSGyoXHXdRTvkgLWWQhZr1TK21YxNpYpROSVfo27JzS875XnEsrht8HW4bcZuvFYfXWtvJ6m2rce+o7Ej+fuNuZuPaFkvB6x6fnfxsTuR/r/WKvY5FZYtw1cCrcGH/C33XJfbfPln2CV7/+nXPsgCFYBITzhRJli/Zt1u+BZD9ITs/xNnrZ+Nvo/+WtfgEPHxiVW2WWY0dr0HJWnBZ2pssITi9+MlMIFBYvTVlzmf/WPwWMXazbb80AvbjvxnyG3y+4vOcAS7LJ9hFoPZrR8nGEpzW67SMUGFphsJgN7PW0Vj6CWH2Ba81YHsJFyOXjHQ9bpW3n2dvl+VP7jfZvDbrNZz5ypm47O3LMsf+NvpvoQQ/p8Ylp70eE4h9wnp8wuOB1xk0b1BOuZnrZmLm2plZx/yev9081c4XK76AdJGsaK46qQh0d6rtk7mXkArsjoi6uHwxek3rlTrX5RuatmYaAGCfPVKBmuw7/p8v/xzvLng3q7xdIJ2xdgaA7PfSdXxXPDb+scykaX1v9rQ9XvfmFhgLyF2wKKVQWlmKiSvdzQjd2HePfQFk9xWv9+tmyuzUBC8uX4xNVZvQ6f1OmfHYjSUbl2Diyolo80obVFVX5VjDWJi4e3hpTLzMoZVSuH/M/Zi4cmLmG7N/8/bNBx1tcvOmuwXQlVtXoufUnq590akJfn7y87j4zYvxqzd/5VpvsybNjLTGfmPozcNvzvzbmqOse7bmqoVlCzPaSSe1qtZzIWx//m4byiaa4NElo3H+a+fj9hG3p+rzELCtjchMzAODwH9KKZzT55yc4xsqN2T19R5Te2DqmqnoNqFbdiA2EVRVV2V9t1NWT0HHdzvi+y98H5cPuNz1Xfy0309zjnmN4fa0aBZXDbwKj41/LOe4pxBsmifYpa898eUT+GjpRwCA64dcjwv7XwilFKatnZZT9uXpL2PpxqXG5tAAtCw7dNwb7EKwFZ38gD0PAABcP/j6TOo7J7rm0Jm1XF3uWOk1jved1VernIVdCPbCdJPaTlV1lXbfGDJ/CPrN6udbt4nv9Ibt7hZEXlZcdj5Y8kGmL7rR7ctueHnayzj+heNTliseyiL7vdgzfPgJ5KaWbBSCSSw4NcHOQWJ9xXo8M+kZ1NTV5HyIPaf2xNOTns7Zpaypq8Fh+x6WdcxuDr2ofBEeGvtQpvN7LUqsgd9aYPj6BCvlKiz7LXjs+Yx31e7y/MDtdVjlncLUXs328jUZ9hsMpq+djjkb5mQiUp7U4yTPsusq1vlOXNa1v/fc9/CTvj/J+d25oPIbiO3XsTQONXU1KNtehm4TumX1By9TTjdNsP15WgKPvR23jbgtKzqnJXTZB8GnJz3tq6nwImzwoSBN4caqjRi/YnzmbzfztSe+fAI/fuXHuHbQtRltsp8FwvmvnZ+lMZy9fjZ6T++NV2e8CiBlnm2hs5hx9sGg3XPAfdPjO3t9B0C2Nsj6Vv0ma0vjaKfvrL64ZtA1Wde0t8v6lu3tsL4961pufbimrgYjF4/M8kUHvM2hrb61rmIdTut1Gh4a9xAOferQjBbbzthlY3OOAe59xOv7cuuHzsAfJ/U4CUc+cyR6z+gduMnx5w//jOlrp2N+6XzPvuAmpABmEYC9fEF31OxA94nd0a5vOxz61KG4ZfgtWQKeffPB8nPzo3mT5ln+qHd9eFfGLSarnEMT/NeP/xpYbz6a4CHzh+D5yc/nlLX6lVV+e02wX7hdE+zEPg/v1XyvrN8qqysz1xm6YKiWBh9IbSa6zfGZen3Mzt14f9H7mW/R0hA6ufKdK3HkM0diZ83OLP/aB8c+mPNsv1z5Ja5850q8OftNPDvpWdww5IaMr/5nyz/LWA0EEYVVh9cmkO4Gyo6aHZ7j6+crPs/6e+L/Z++846Qo0j7+q9nEsuzCknPOOQcDQUQFBAQkioigIGICPYyIp957Rrwz5zPHM4Cnd96ZPcMphlPPnDEnUEAk7Pb7x1C91d3V1VUz3TM9s8/3Pn6Onamprq6urqqnnrTheSTOTuCvb/9VWr7LZV18NbkqdATnX3boC9efbfoMm7Y7n7MqAN+u6l2Ye99cR/ojmXDH93Cy5xbk3sV/G2R1wutWHezsrN7p2dfpCsHbq7YbW/Wp6naPnVQO/GV9x/uL98OLX7yIY/9+rG8dVdVVOOrho/DRxo/wy/ZffJUV/Fpun2lVu+feNxcbt23UFm7DeK+zCQnBMcVhOgzLs0Ce9fRZOPGfJ+Ivr/3Fs2j5mkZU77S1IhzRHHrVk6vwf//+P3S6tFPyuj6bErcQLC60HnNoWLbmTDStddctbsR3Vu+0J4OjHj4Kf/6Pd3MDODeJPNepO2F7aVGpPQk+8ckTWPmvlXjj2zd8zd3E9omakaDJrsXFLdD3qr6+3/Pff/HLF1omkb6b9O2bHYIt39Duqt6FJX9bglMfPxUvbHjBUV4Gn+DE+3cExtrlFYJvev0mLPnbEvtvv4lXd1IUx8DLX76MM544w5FTUqSqugqvfJU0I/vyly8x8Y6J+PHXH6WmTYwx3PbGbdj02yZMvXsqRt40Eh/8+AF6XdnLNuOVcd879+Ge/90DIHiRFf09+13dD4v/ttjuv399XGPyqbOB9YtQ7kZ8PrIy/DNRQJf91j3muU+wDPE+Vdestqpx/WvJQwAuWMkW+yqrCgfeeSDOffZch8lokDn09a9ejze/exN//PcfpeUAYN9b95Vaa8jGiN/zlQmq4qGCiaaPgTk2gX7PlUdSdSObmx5890Gw33s3jDwqqxv3/dzy31sc5pjuw4cgQbSooMiziZcJb6bRoWWa4LvfuhuV51d6TItlmuAZ987ACY+e4Al+xscVfw5+QqHYZj8huKq6ypF3lq85nPVfrbfdOq555RqPf64sNgNHFrSSw9dN/myCNPaT75psm7EHCajzHpjn8a/l89H7x7xvC52PfPAIDn3gUKz45wrbvUCkc8POyusA5unUONN61OS+/uznz/CnF//kKaN7gFL6h1IUnVPkawpvyt/e/5vxb2TPb+1s5/v71ndv4cbXklrVoHvbXlVzkKET02TLji248607se8tNWbOnujpsOz5ij+3n3/7GYevPRybftsUuB/iv1n2yDLp9/xdd5hD+8wVKx5dgaYXNcXWHVvx2MeP4c1v3zRKL2ZqJaDUBLvWalXZxz5+DOz3DP/77n+Oz2Vz9dvfv62MPeFG7P8tO7b4Pne+R2txcQvf37t56P2HcPELF2tbOZAmOCYwxg5gjL3HGPuQMXZK8C/ijSgwyk6JuYnxN1u+0Tan3FW9yzMhVFlVnhf7k02fYPP2zfj3Bnnid7cQLGpP3JpgEZUmuH6d+va/d1Tt8NUMifzw6w/YuG0jXvv6Nbs8jybMqbaqHf1z4fMXot/V/XDqY6fa38uwYNn3WZAoUG48eP99sukTWJaFzzZ95jEldUe5DppgxMm12qq2y+93236OUz1RE7zh56SG5qdtP+HbLd+iqrrKV8O65sU1dtuf+vQpT7okLnzIJld+H6rDFpEznjgDR647Ek0vbOqsRxgDJ/3rJPzh2T/ggNsPcGhuOTf99yYMvm4w1r67Fhc9fxEe+eARrHlhjfSU/pst3+DQBw5F5fmV9ni46PmL8Pb3b+O+d+6TtpnD+zlokZVtpmVjib/HW3ZsQVV1FT786UPP++Y+LX/s48cAeLV7Yv1VVhVuePUGxzhSjdFqqxq/7vwVO6p2eA4pVIJKkCkzb7soePP33E8TzBG1qH7m0FxzJ7ZDhWzekS3Sn2z6BEBSSBD7Q9aH32/9Hpf95zI0ubCJvTHVhT/rvf+yN8577jzfcl0u61Kz6dy5Dfe/c79RoDe/DZRMqBf7w3348OXmLz2+zCIyLazKHFrG9l3bccYTZzg+c0eHrqquwuz7ZmPTb5vw5ndvesr6bWzd2le+Lvzx338E+z3zaPXFQyou1O6q3mXPq4wxfPDjB/j7B3/HvAfmOYKruQ+Pxt4y1vG3e/y7D6BFZPE6OMf/43h8/vPndj+7A66VF5d7fsP92f1cNziy+bPKqkLritbo0qiLVEPHo6aLjGg9Ao/Pl1ticHSjs7v5v32c7ivLH3X6Wm7buc1Y2yeLrp0qsv5QIVuTR7cf7XgX3/ruLSxatwg//vqj4+DFD54L2e0+1qRuE1w23hn5nc8JDisw1/tUbVXb6/j3W7/H7W/cjoXrFuKm12+bpYHTAAAgAElEQVRC5fmVuPd/6lRvv+78Fbuqd/lahfHrcZc9lTn0a98kXZW+//V7jLt1HPpe3VdfE7xLTxMsri8qoU7ss2l3T1NaAvB6Xv7qZYdfPnclEhl500h0urST9pwvtmPLji2+Com+zfpK61SZWgPJObC2CMFmeQliCmOsAMAVAMYB+ALAy4yxdZZlBTvkxRRx4FqWVxPMN9dXrb/KE9XZzwTl152/er4T/ZhE5j0wz3cC475EJQUlHvNSt0+wo807nIK9iLgA7KzaqdROcc5/7nyc/9z5yjKWZUk3THxi9Zt07njzDtsvtoAVKCcEUXjc9NsmjLpplHRydPjcbtuIipIa80P3ZuPJT5/EtHum4YBOB6B5veY46+mz8MGxH3j8vLkm+N8b/o2Xv0qma5p812QAwCF9DkGr8la+7QaSY2XZI8vw9vdv24EwgJoNi8w37qdtP6FR3Ua+p4/bd23HqidWIcES+P2Y3/tGF/SbuGVRdXkff/jTh7bVgI4PMEcV4Evkh21JE28dIXj7ru2OzbtsMdiyYwuqrWqU/7EcI9uNxDOfPYNzxpyDM0aegY83foxXv37VI1AvWLsAhYlCzHtgHl5b8hr6N++Pjds24qH3H7LLPL/heTz16VM44qEjsHb2WuzXaT/lGLVgoez/yrBHmz3wwKyaA5pXvnpFmgKDI2pBZfPK29+/jRtfu9GhCeJzguz5nvtMjZ/fhl824IbXbsCsXrN8r//guw9iyl1TAn3GOTuqdmDLji148pMn0a5BOzz72bNSy4QDbjsA7yx7B20uaYOlg5fiyolJ4YZvUAsThQ6XAZ7C48iHjtRqB5Dsczsg065tSk3Yhz99iG+3fIunPn0K//joH8rUUID3YNRPwHALkABs/0HAe/jw3g/vecxCRYoKijzv0pYdW/Dfb/7rODTl74UswEudPzg1qEBSw/fZz5/hv9/8Fx0rOzoOq57+1NkeVWAs9/zIhWAuHLstQcSgfnUK6+CX7b84NMGWZaHr5V2l13KbQwdRVlzmG0jpre/eUs5Rj374qL1xdQv6FSUVvoedfqa8KngOekBufizTolqwpAfXHSs72gJGqkKwSkACkgJMqpH4w6Bt/bZGwSH9DitlBw7Xv3q9x7rttqm34ZIXL3FYdPC9ytdbvsbKf620P+/csDPGdRyndX0R0Rz6hS9e8FiviYdBMrbt3Ca1SOJYSCoLVj6WbOvWHVsDLQVECwCdFGRAcj3QESy7X17jLyv2qxtxLnvg3Qd8y4kcvvZwHD346MByW3Zs0X5HxEPPPW/cE32bya0QSwpLHGmzOEFuPGKu9CBICI4HQwF8aFnWxwDAGLsLwBQAeSEEyzTBfLH/esvXdjAEjp8meNRNo6TXkW1uZREVOTzwiAULRz/ifLltTbBEQNq6cyu27dyG5zY85xF0xDbsqNqRkq+FDLcmmLO9ajv++vZfUVnHa9oF1CwqQNK89fQnTpeWA5JaHs6CtQt8TwfFyaL3Vb2xT4d9cOPkG8EY8+Q9fOzjx/Dppk9x9Ss1kaBvf+N2T51cOJQ9r7e/fxu3v+n9jciOqh12PtAznqzRzvAFSTYpL1y3EIsGLPIVFH/a9pMd1OS0vU+TlvGrGwDOfuZs398EBcXxI6gfOD/8+gO6XtY1UFOwcdtGVJ5f6Vi4Zfez9OGltu8V10pftf4q7Krehctfuhw/bpP7ci5clwyWc8I/TsAJw0/A4x8/jstfvtz+Xuz7KXdNQc8mPdGvWT/f9nLN1vMbnsfc++banw++brDyPmfcOwMAUFmnEjN7zZSWWbRukeNvvnjK5gDx3Xjkg0dwzSvX4JnPnnGYPIr8uvNX5Vzk5rddv+Gkf56Ea16piZ45ovUIT7nNOzbjvH8nNbM3vX4Trlp/Fe6beZ/d9iZ1m3hyxKaCTpRgzqonVzkEEBUbt21EveJ6uOTFS9C+QXtfAcod3RlwPgO3Jvi9H9UR1ndW7fRs+D/a+JEjGBUg+ASjJuKuDv2v6Y/6JfXRrXFN/AX3u1tUUIT3fnwPr3/zOvo37+8QgER3DcBr7u1+R8XNJO+LXdW77E22KjK42xxaRQErUB7sjrjBO0ZFvvjlC3tNdD+jipIKqcb3u63f4YbXbnB8Jh7u6KAbhMtPCBUPemUWPmG04cOfPkSHyg7KMlEyuMVgqXbPDxOzcNmBVKeGnXwPBi58/kLH3zurvWb2f/pPjTA5/4H52LZrm2cPaVmWUbpIN5t3bLa1035waxxAr09Et7gT/3miVjsW/20xejT2j2LPEe9VJSBydylTgg4NOO59oA6bftvksYDkVFvVeOSDR4zrrLaqffcmbkgIjgetAIi71i8ADMtSW0LBoQkOMOc4ftjx2FG1wza3M1nkqqwqo42ayPs/vu/xwbN9giVaoK07tuLyly63T/8c7RBMRJc/uhzv/PAOyovLjVJ/yNj02yZp/z2/4Xk8v+F5O5hQECoh6pNNn6Bt/bb4/OfPlRv2g+4+yP73lh1bsO69dWh8odyUym0eCMjzHXJ+2vYT6hbVtTd5zcqa2dpuFS9/+bJ0seNClsyndd176/DPj/6Jg7of5PkOSJo2c1TBYfy0IqpF6Mdff0xLOBH7SIauj9fzG573LNyyaJxbdmzxbES/2vwVfv/075X18/5/+rOn8fRnT2Ovtt5gaiJvf/+2st/Evn78E7XZooyNv210CJYqznvuPDQtaxrYl7y+BnUapJzj2c3Im0Z6Nj1+Pvj8UIE/x+n3TLe/a1KmLwSXFZX5CqHiRi8IXQEYgO+8oYNoeeAWEv18+DiyAz7ZWObrwA+//mCkPQeSY1X0k3bPY7zuAdcMwLUHXus5iBUJcqsR87xzrfjLX73syMXuh461EqcwUWgkNFeUVDg0MeLB4HMbnvOUdbN5x2Y0u6iZ5/PSwtK011QZFiyp1lg0iz/q4aNSqjsoN/NBdx+E15YEr3VRsUebPXDtq9cGF9yNbH/Gdv/PjZ/Zqu7hRFV1laes+G7d+sat0t9d9tJl2tZTfr+/7KXLfL9/49s3cPbT/ofdQejucV/9+lWjA4ogLn7h4tDqkuEX2yFVHvv4MXRr5B/Q1Y81L66xXeaCmPfAPOzbcV9P0N1cIW98gnVgjC1mjK1njK3//ns987ps4dYE/7brN8+p/eZTN+O4ocdhyeAljoluV/UutKvfTus6VdVVnshxQPDmgQf5KCkowfHDjrc/d2uCRT+ok/51km9KEVETzPOV6pq8qHj5q5fx685ffU0uVSY7Jtx8ULC2g/t66iA7GW1d0RrnjDkHt069FddPut7zvSjciT7WKnggl9eXvC49EOAL4T4d9sHt027HsFbDsFfbvfDbrt9w11t3BdYv5sF0I5pl6nL2M2dra5Zun3Y7mtdrjjNHnml/9vMpP6NpWVPFr9R0b5w0mxI19BO6TEi5Pl38+nHPNskoyc3rNcd5Y/19TlNheGt51GIVp++dtJhY8c8V2r959vNncc4z5/h+37huY/zrUHl+WTe7qndJTYD9aFu/reezipIKR75NTnFBMVpXtPZ8LouuzdHRQmQTP19sAL5WMpxGpY18v+Oa4NMe97cESRVeN5DU9Kg2xPz+REHxlD1Pcbh+cPgz1xGAAbU59Mh2zhRBohAcZN4LBPe9iO5cD+hprwe3HIzXlyTTFgUJoJxqq1oqmLWqULvjuBnWyqu70Okvv+joMprXa27UpiAmdZuEAzofgNHtR4darx+6z4Sj039uUhWAh7Qcol32yU+f1C571CD9A5TGdRtjTu85WmWn9ZiGNhVttNe6bFocpMp7P76H44cdj3l95xn/tkW9FsGFAJz82MnGdceFfBGCvwTQRvi79e7PHFiWda1lWYMtyxrcpEmTjDUuFdw+wVVWFfZos4f92ePzH0e94nr48/g/o2V5S8dEV1VdhQRL4N4Z6uAF/DpuIbhNRRt8ucI/oEZxQbEttD614CnM71djCuf2CRYDs3zxyxcOk06RquoqW8Dg6AY/AIB5fecpX/L2Ddp7PhvTfoyyzrl95iq/F+E+kReNu0j7N5zz9/X6Ncu0lRuWb8AZI8/AvL7zAjcXftF23UzuNhnnjT0PfZv1lW78+fOb3mM65vaZixePeBHXHOivEezRuAe2nrbV9jtVnf7zA4gHZz2Ipw57CkBSoPjT/t7onyJHDz4a03tMV5YBkgcwX634Cr8fU6OpKkwUSrXsADC2w1hM6eY1HxU5b+x5+PMByXeOozpwkm22TVBpOEoLS7FqZDLV0H0z78PJe52s3PAcO/RYHNT9INw38z4MaTkEF427SHkg8MjcR2yf8sP6HRbY1hcWvYCzxzhP92Wb7rNGnWX/+7ihxzm+k0XQPXLgkRjbYazncxUNSxtqHQo0qdsESwbVmNBWn1mNTSdvkmr5pvWYhtumen11ZQdWXRp2AQBM7T5Vu80ze83ElROuxJ3Tg/OIpor7cFM1T3Ru2Bl3TLvD9/vrJl3n+x3XAIpay7EdxuKvM/R8VFePWo13lr2DL5Z7oxurgm7N7j3b8bc7T/Ad0+7AH8b+AVdNvMrz2yDB0x3Yyk8TPLX7VMzoOcPxWUGiwH4Xxnceb3/+lyly7b8sAjMA6dhwa4Kb1PXf24jvY8PShvb8MqzVMFSdWYV7Dr4HTy94Gv2aJ10rZIJtWVGZfdjF8TOHbl+/Pe6f6R9zwI3sQFFH62mi3Q5aG59f+DxOHJE0txX3XDIuHHchGpY2xN8P+TvOGeN/kBcEY8y+T1UANbu8gSBsIgSfvOfJvod67v2ZDJmQuE+HfXzLFyWKtPZZVx14lfY9H97/cKwYoXcIe9n4y/D58s/xwqIXbN/pY4Yc41teTH8YNn+b8zfcffDd2uWPGHCEdtlBLQbhloNuQe+mvY3apHuIZeLyEjfyRQh+GUAXxlgHxlgxgNkA9B3JYoi4qHC/1oJEAW6deiteOuIlz8TiEIKtpBB8cM+DA6/z267fpBpX1YQjbuy7NermKKsyh1ZRZVV5NswmURdvnXorRrYd6fs9A/MIvRO7TLT/vW72Os8EsWyI2jRQpHVFa/zwux+wYsQKbD1tK66YcIX2b2WCSFBqnSBNvUrDI7J29lqcvNfJYIxJF0tuSiQ+Y9VJemlRKeoW1cWUblMCg0Fwv+vK0kq7D+oV1/PdAHKumHgF7jr4Lry19C1sOnkT9u24r7RcUaJIuoHyE4LListw1cSrcOWEK/HIXLkfTXFBMY4bdhy+XPGlPV78xumri1/FcwtrhID1R65X3heQ1Ez+7+ialAr9m/f3LVtSWIL9O++PX075xd6sPbPgGfx+tNzUukGdBnhg1gOY1mMaXjryJZy4x4lKoUTsJ/FdkAm2e7TZA8NbD/eMIVnk2tWjV9v/XrP/GocwJYtPUL+kvrb5H5AUpGf2nIkZvWoEkaGthkrLWrBw9YE1Wn2+GZXdY2WdSoxqPwrWaguvLXnNHrOyCMxlxWUAgPIS7/3LaN+gPW4+6GYsHbJUGSgMALadvg33HGzmm7Z44GL8tPInfHfSd7hvZk3QKXGe4M/79mlJ148W5S2U84j4TNyHGbL5ad+O+2JEG7XvK6dLwy7o3ri7dBPm9/7ectAtuHP6nY61UUx7xMAwp88cJFhCqsWVHQKKuH3u/TTBjDHPuC9KFNljSryOn8DByxQXFDsOHWWWC25/TpW2Smzz4f0PR5+mfXDCsBNw98F3I8ESmNFrhqNN4j5kSrcp+OT4T7DltC04d59zHfX6mUP/sO0HI021LP+5ai/C9zi60eOB4LVxRJsRtsDHg4D6IVqGqA5nTCgrKlN+L5sLVRYnsv2ZH+fte57jILJ1RWtb2NIx/3ePRUC9jystKtU+KNaNAF5cUKytBBCtWfhh5tiO6gPXipIKnDjiRGw9Tb5Hu3ri1VKLhiAmdp3oG3dDRtA+SaS8pNx3j6f8nWT9FlHtT3KFvBCCLcvaBeAYAI8CeAfAPZZl/U/9q3gjaoJ3Vu+0g2PN6zsPQ1p5TU7EiW7Lji32C33FhCscJ89uznzqTOnnqpelR5OaCbeytNJRVhUYS0VVdZVj4np9yevaJpAcd5RsEcYYHprzEL5aUROQSzzlTbCEZ3NVv6S+dEN68X4XSzfVjeo2AmMMdYvq+i42Mq2vbJEQNcGdG3b2aD4DheDdfak6hXWnTnBvNsSTX55yA1BrTDpVJnNMM8ZwxUT1QQA3h65fUt8eQ+XF5VoLWGGiEL2a9kL9OvWxaMAiaRnRbFI0T/TbRPds3BMtyltg6ZClGN9F/s6I/X7pAZeiR+Me0oBUA1sMxIAWAxwbwEEtB+GlI17ClROuxOpRqz2/AYCZPWeiZ5OeWDt7rW1i72dixjfVoqC1Z9s9ceaoM/Hfo/7refYyLatqQyi+T+J9uDUVQ1oOwaPzavyh21S08S0ru8aBXQ9UljHZRAPAd7/7DldOvBIdKzvip5U/wVptYc1+cv8mPs++u+xdvH10jU+1TAgWNwT9m/fHrVPl/nQAsGL4Ciwbskz7IG3fDvva12SMObTTbuoU1kGnhp206uX86YA/obK0EvXr1Me0HtPscSyO56GthmLzqZsxt89crD9yPf4y5S++7wrgnC8mdZvk+E589wDgoO4HYfGgxQ4LCpXljhht/IVFL2BB/wX2335tmtU7OVeL45yX3V613bFOyYRPv3lt3ex1GNRiEP58gDNfvWyMtK5ojdP3Pt0z7sd1Gmf3tRix32+d4MLuzF4zsXjQYttVRXy3OG5NsEqYFwWZOoV1UJAowCUHXIJ2DeTWLOI+hDEmtagCksKyTDib0m2KtkAC1OwbxGfhdwB2wrATbAsV3UBJgJ6VVIcGyYOEIMFLfH9U+w8d+Pukc4At9smpe52q3CuJbZzTJ9hMWBzXvZv2xsIBySCNOvcn809X5ccuLSzF4Jbq4IxiWR2KC4q1UmwCzr7m1kb82fvRpWEXXLTfRb4HWIWJQk+Mi8fnP65tBaNL0KGdCH+mskMmFUGHuEFCci6QF0IwAFiW9YhlWV0ty+pkWZY8J0sOIb5ED777IL7e/LVSMHUvFDz68tFDjsaa/f0d3P1SKKg0L+XF5XhtyWv425y/ecomWAIJlkhJEyxOSP2a9zM2JVVNtgmWQFlxGVqU1/g4iBsyqRBcpz5um3YbXljkDKyTYInAlAx+z0rmqyJbOEQh+JXFr+CvM53PiU8+fieOvC/n93VGbT2076EAkgvuMUOdZj/iczxy4JGODdfiQYsd5fyEisndJjv+fuqwp7B08FK8ufRNh28ukPTnA5L93LGyIyZ3m4w7p9/p2UBzmpY1xe/2+J3nc7/nLj7Px+c/ju1nJC0eZDl+9+mwj8eU9+kFzsic03tMx7DWNf09psMYvL3sbemmxc9fckirIVg6ZKnH14ZvgPi4mdxtsu1m8NKRL+GGyc7gWoDav69vs74ecynZmFRtCMV+FTcg7ujA7Ru0d2z6Pz3h05rfKfwm+SZCJWgBZos9kDTz5GOZn5b79RV/j7s17uY43JMt7ly7qyrDaVS3ES6fcLm2JnhKd6cZPu97v7HNNS7t6rdzuKOIiAKW+/75Zkh8/gzMfo6DWg5Cw9KGyjlVnC8GtRjke20AuH/m/Z6YA72b+JvmdazsaP97eOvhWNh/YU3drvlhVq9ZeOmIl+yNr7hZF+dRsb2yDbXfOOtQ2QHrF6/3aD1kfbNh+QYMbDHQswluUa+F3W7xWcjmujYVbdC4tLGjnccOPRZAcly5ca8fDAyvLXkN544511NWvLaOMKgbsE6mCX5x0Ys4uOfBHrcmlSsLjzQrvmt+a+ma/dcY+U5zVELmk4cl/VTHdBiDC8dd6LvOcUShIhXfWw5DjTm0rB7eLl5WZPGgxUqzVZ2+FBHn8h1VO4yEe1GL/fqS1/H6kteV10ywhPY+74VFL+DaA6/Fg7PUPvslBSVaBwnu93fVyFX4/ITPfQ96OEFzekGiwHN4sk+HfVJOEeaHKOh/d9J3nnzaIvxd90uf6kdFSYXSvSIVjXfcyBshON8QF5/3fnwPn/38WeBk4ofp6Q9j8kiFnNLCUvRv3h8Tu070XJsxhgJWYC98jx1aEwxKZcInaoJ5fX7CkB/KQwLJ/YgneQWJAqkmuDBR6DFXFq+zT4d9pKazfocIRQVF6Nmkp0NIEidjHgVYnDBlm5W+zfpi3ex1HuHYvv7u+3VP2JO6JjU2skh+Yh8dP+x4u//3bru37SPGWTZUruFyt3VU+1G4cuKV6N20t1TjXcAK0LhuYxQVFGHt7LUY0mqIr1D07rJ3ccG4Czyf+53WixvxwkShvWjIgqHN7DnTM97cWpd7Z9wr1WzKDnzEe7ht6m2eQGZu4ZBvVPw2HPw0XiQoyI2oTfOrO0gTvHb2Whza91DHgZEb970kWML2jfd7Jz89/lN8dkIy0rBK0GpU2shj7v7QnId8SvvjZ5Lnt8mXCRvuk38ufMi0DuLY8zPFBpKWE7+d/ptHG86fld8hQrsG7TCj5wzcffDduHi/ZMRSd2Cee2bUzLfu+YhvhsTnL5uzVBvgBEvg5oNuxoFdD/SY5onvUklBibRuPyuBS/a/BE3KnBsvcRyJfVtaWIqbD7rZYR0lvnv80A9wzm+yfvWzOOCCqLsv3ClExHHsThtSmCi0ry+OF5kmuDBRaPcNn09Xj1qN7Wdsl2qf3ELwyj1Xon/z/jh95OmegxrxvnWEG4cmWLEnkB0K82funlcnd5uMSw+4VFoPz1QhClN+12WMaR8yiai0hPxZJ1gCJ+1xkmccuhFdycQxumrkKofftEkwRtn9uuNOiGWCBFvxwCehseUXg2KJBxg6uZjF3/Zr3g/9mvdTKlR2VO1Qri0i/Zr3w5GDjsSYDupYLm5NMLdOc/PUgqccfxckCtCmfptA15sg7WcBK5Duud3B8oI4oPMByu/FuaNJWROpMoVjqgnmftrlxeW2f7yMM0fJLUlzCRKCY4psc5aqEJwKqvrcm2+HEAyGwkShbdYknqrN6DUD649cLw1YU2VV2ZsX1cmTm0P6HGKbwwZt2NyIi3OCJTwbDL4RcX+eYAlb8BrfebzUdNZv4S5MFOKNo97AtyfV5J8U28YDSomLiWzRZoxhUrdJaF3RWmpizcePe6PZuqI1lg9fjsfne9Pk8Mn/3hn3olfTXvY9yDYCfmZ8uua1QNIc/d1j3vW00a9uv82LnyBjcogiE7zFzxIs4bs4yqLTir89pO8hWDTQabLtfof4GFMJhG6ChGC35lJqDl3g9QkVyw9qOQi3TL3F8exW7uFMcVanwNsOfm2/yL3tGrSzBVPxuvt32t9R7vvffe8RYE1iBXDa1PeakQL+flWySOlu1wi+AZfdozj2nlnwDH4+pSZFldjn3Rt3l74z/N3zMwEsTBTinhn3YFjrYWhctzF+OeUXj6WFTiAZtyZYdh0/GBjm95svPZQQ32E/s0E/AV+W0sPPlHn1qNWe/hPHuXgQJD4nWb+6P+P37jeniVYprStaO4JcuTewYj8WFRThvWPewzvL3pHOUYWJQvv94esMY8ye//brtJ+jvLj5tVZbDjeIz5d/7jAlF5/LG9++Ib0vESNNsGt+5ONpr7Z7OeKTqPYW/PBAXBNM9iI6qIRg93gPeodEIVH8LQNzXOeEYSco6xEVD7L7FftDDKLlV16kqKDIfu46+0Qxd/aOqh12kL8VI1agd9PeUvNlPgY3btuIN5e+6ciWIbsmdy3YXrXdKN4DEOxi4xaC/zj2j9Jyfmut3zPnc6XKuglI7nP4e3PZ+Mvs4H7tGrTDK4tfUf5WvP7Dcx9WRsV2zx2qZ8vnMN72oOCLfLyUF5dj5Z4rff3UdYK4xR0SgmOKTLtlqunk9GraC3dNvytwInbUp5iY3JOAeG3GGAoSBfZE6hZ8BrUc5DB141RVV6FhaUOcsfcZDtOfVxerc7zdNu02XD85qWXTNd3jiBuCBEs4TKuunHCl/Zvm9Zrjzul32hOBeL++E6lP/xUmClGQKHD0i1iWT7Ti4hq0SKzcU5J3ebemR1wMpvWYht5Ne2PN/mvQs0lPb5tdi/DDHzwMIBnh01PWp0265rVAMsCaW1sJ+G+8/YRaXyHYIFCJ7JriM1Ld1+Rukz0b0yATX/f3fGNvcpgVtAF0tzlIE+wxq/R5xu6YBLJNAb8fVfogjtgX7n4U2/D8wufx1tK3MKTlEFw98WqpL7ZfhFZZv87tM9d3M+AWgusV1/MI0lwjIBt/4j2VFJY4+pYfKh3U/SDcMV0efZnft07/AUmB3C2s6WwuHUKwTBNsOKdyxPt338O/D/83frfH7+y63e+prF7xM7dA4GmzMM7FusU1VdavbuHo4bkP46xRZzl8eEVEDdaG5RtwaL8arXOTsia4fHxNJgSxHcUFxejaqCu6N+7uqwnma41Mc/PovEcd1hGyYEScBnUaoFlZjdWPeLiq0vBw3D7BIl0bdbX/bVlec2ix/ME9aoTgAlbgO3a4ZlV8Pqo5MZV0R8o1ysD0d3DLwY6DMbdZr2kqI/t3jOHeGffawiegFtx11gzen6YC5/Zd21FZWglrtYW5febizaVv4uqJV3vK8fE4udtk9G7a2+GiIWsfP8jkmn8TEiyBJw970ldTWlxQjPol9dGjcQ9csv8lmNFrhiMjgapdgH8fHdT9IADBbgQFrMB2XzikzyEOU3UdF4T1i9fj3DHnIsESyvHonjt0Dovun3k/zhx5pjL44jUHXmP3QVlxmR3nRgZjDP2a9XPMdbkGCcExRbaxSnVDAiSDhvj5PMl8CVQvlPvE3K0JFk/cZfXIPquyqlCQKMA5+5zj8M1T3deVE67UbrP43TcnfoMvV3zp0QRzIbhOYR0sHbLU8fvZvWfbE7foE+w3Sfm1xS389G7a21FWN6CDm/VHrscnx39iHzDwZyCOmftm3qc0H3P7JPEctGVD2RoAACAASURBVBfud6F2O1SCmbuv/IRU3kfuwxK/8n5CcJAgyrXufmXFz1T3VVJY4klHFqSFdo8Pvuk12YQFjRWVxQZHXJRV5lQi7lNhWd/wMhUlFRjRWh0RWLxn1Ts8os0I9GraCwWJAiwZvAT/mPcPx/d7ttkTZ4w8I7D9nJV7rPQ1xZNpgt2o3iXVAQy3dJnQeYJvn/u5M6hwz8s6m3BxDMkELmWwQUX9Yr3uDdSebffEBeMusJ+16lCVI44L0dRYVlac8/zew6KCIryw6AWctldNHmP3+9StUTesHr3a37Ul4JBN/J2fYO4nxPO5x8+HTzRNDQocJ/bRtp3JgJkL+y+UBth0o9IEv3zky7hg3wsCywHO51CQKPAdO1wI1vVjrSipwH+O+I/v97I8p+JhiLsd7j2Wav9x1/S7HO1kjNkp9kyFTfE3PLOHmLtWHJsMTnc1nfect9PUYlCWskq27nRv1B27Vu3yxDbwax83DzcNoMoZ3X60r8VgcUExigqK8Payt3HC8KTix8TVw6+P+OFb0LpbkCjAooGLYK22PJZGOvu7gS0G4vSRSVN61Z7fRBPM1+hODTvh92N+7zs++zTtg8WDFttrAV9TVOP59aNe93WPywVICI4pUZhDy1769g3a49S9T/V8rppY3Zte8QVhjDkC8sjaJXuheAoLk3a4BVXdDVuzes3Qsrylx9w1KOS8uEjxhdRP0PJrt7gB2nLqFqw/cr3T383QD5ozqOUgtG/QHq8veR3fnPiNPX5MFj3eZv7/fz/k7/j6RHVANjdKc2jXhK7aoALezbPfRJyqOTQX8oFgITgo0EZFSQXWzl6rrE/E3ac8YJuJOXRQ8Dn3exoUHTooNYddzmVmLTMtHdJqCMa0H4MTR5wYKFy730NdUtEC+V3XjVu7pjIVntN7jqevVXXzDWBQNHtA/2AC8JqmMcbQtn5baVodWTtlApfSHFqxMVIF5eLYQrBbeJfUK44L0Q9TVlYcF0WJIt97GN56uOOww71BDRqLJgeWYhvE3/lZEfBr6/jwBY0RsY8WD1qMIwceKY2tIEPlE1xRUmG7O6nMoQGv1ZUfMp/goINBlY/mhC4TPLmY+TUqSirw0pEvOb5zX0v3oEeG2B9BUaZlQq3Y96q1jPdnx8qOHncSTiqWRoDcssavLSZCpZ91hQm+1mia6SF9NcE++1Deh+JYllkSqdZw3bbZdQVogttUtLHnV6U5tEGEdqBGiaJTd66Tv3eW40QhBMs2AzItjRipUIYsEI74W3FR5hOKOx2Rm13Vu7QFZj+CokOrPitgBbYm2B3UxG6LYC5sa4I1zKGvmniV/W/xGZQVl6GksMTRDlmUahPKS8rRrF4z7NcxaVYq5jEMwq0JLi8pNxY0TEzN/DQpvM3uvM5+pGoOXaewjp1+SGoOLTxbnQ2vGBnbVAjm/Wyy2PiNU45HCJaZQwvPS9f01i0syxb2tvXb4onDnsCBXQ8MvCf3e5gpVBuMIL8vzpZTt+CWqbd4xr1q08oP23TcW0yEYPfhBJAMQPbp8Z/6/kYcpzLfZqX1kUJAcFvZyOCf64w7sQ6uzfRrw3n71sScKCoocuRFVtVrolmRlXcjts3tE8zxE4L52NSJ5lqvuB6WD1+OFxe9GFi2fYP2uHbStdLAbzJU5tBATR/JzKFF3ONBVtfTC542ig7NUVlLJFjCYwHHXY2CrAiCSPXA2g/7EJp5hWCxXYwxx7jg/fPRcR/hH/P+YWujRUQheE7vOXbgIwC4cJy/pZdsjjS1VpMKwYpo1ukijaFiYJouG5sblm+w11Ox/tm9ZztSSQLqdcW074I0wR8d95EdbyIM33l+73x82Wn7UjTtzwVICI4ppkKwziB1v1DXHngtrjnwGmnZlANjMWdAiARLYNeqXXj28GcD65YKwQYvn7J/AoTpBEtIIybL6nBs2n0mPFH4FydJHfPwVE2iRc4cdSY+P+Fz3/yPMlSBOWRwvxeRMDTB7Ru0x0fHfYQ/7KOX6SxVTXCdwjp2Xwdqgg1PUhuUqNP6uIM7Na2rHz2UEyQEe3xEAwIfyYQoET+hxUQjEkQ6J86mJoiqgwrd511WXOaIPM5RHcDUK0pqbN2pY2SkowkGvEF03Ih9IIv+GoYmOOj3OubQopWKGDlfNl7E8VmUKFJaOIi/d99ruppgsX/8NMEyTW9hotCeK/3mNrHuOoV1sGb/NY70bY6yQn+aRClWXZ/D1z+ZplNso3jPflGGR7YbiaWDk9Zdg1vUBF8KFIIVmuAES9gHndwigpvgytI6eQJjpTjG3SbLQcgCXakOIH789UdPec59M+/zBB+1fYLBcMf0O3D7tNvt79zzRlA+W9l9qzTdsudnMq/54e5fmZBql5U8R7/5V9be8pJye00INIdWCK6mCo4ggbqooMhuj05gLF34vJRK4Llcg4TgmJIJc+ghrYb4nqIGpUjyK8vAPKe+BYkCj7ZY95pGmuAU/deAZDtn954dWIa3iU/6fhOeeEIe5AMWhRDMw/2bwNuhK4hcOv5SzOs7z/GZqu3u56Mq27Gyo3Y/uIMpcXSCU2kLwYaLyB/GqgX44a2HO8ynecRNkxNyWVAxEZ0NnfhZkEaOjwu3sBzoG2mwGTTxiU4X1WbFdPF3jw/V2OObzi07tgTWW1FsoAl2CXs6/R50UJTqnKqjJePjSeVe4y5bXFDsCO4UtD4UFRQptfqRCsE+5sDi7/gcLUZ0LkwU2tYCfn6PoiAZdGAj9pFfuhg/glIkOTTBmubQMuGTM7XHVFirLcc8GPQcVBFqEyyBVhWtYK228OriV3F4/8MdabPcmJhDmxzY6aQX4v3Hr6kSLL//9XvfdhQkCjzzEbeu2rLTO+e4x7FotSdDNu5V9+fXh2eNOsvO+XvX9LvQp2kf5XWD4L/X3Tf4BeXyG+e8T9397b530ywlKlTjz2S+0tYEQ64JJnNoIuPIJpV0NJ2A96URF7i1s9fiH4fUBJpR1afSBCdYwqMJduN3HzuqvSdzRhtoQ3No9/d+6UjcbdHSBLOahSxIGHPfI++/NhVt8NNKb07bqLAXYYODB/c4VQlEHk1wgPCkO/G2rmgNa7X3fdEJXMM367Jr6UaHFjl/3/Px/MLntVIHiObTc/rMwcaTNzqiaqpYN3sdrp10rVZZTtC7FCQE8+fnfv/D1ASnYw5tquVSbVZMhWCPJlghBOoIwbzPTAJjeTbwhmuCbNMtPg/3O6Kq322+KcPXJ1ghbBUXFGPrjq3KsiJFiSLtdbMwUYhBLQZ5rqmqW4WfJljsm66NuuLT4z/FqXud6vh+UtdJuH7S9Th3n3OV1wCCxyrvo4X9FwYG0XITqAlmNZpg3UMRmcD8zIJnpPUCwc9B96CmUd1GuHHKjUrLAJP5J8in39QyZdNvmwDINcGOusHssvxaQUzumlxrvt78tec79zgO2q/I5nvdgyaR1aNX24G0ZvWehYfnPqy8rhvPocvuv3XNocXYAqp6Aee+VvedkNZtaFasGvvuvZeqrKkGmt8jf29TCfSWK5AQHFOk0aHTPGFyv5ziNXhoeyCpjVLV584b6w6MFaT59HuhZvacqV1WhrvNN0y+AY1KG2nV4+enJGuL6BMcFBjLsizjSMF8sq1fp35gsK4wMTWHBrwbZ9W9ju04VrsskL5WUEcbxftaFqVSfF9Ev24VK/dciRFt1NGQ/fCL3i5jUrdJxv7aQeNbVxPsHvOm4zussiJXT7wa10+63ug3qo1B2kKwQkDigq2OJlg3WJmMdvWDXSFMUnl5UhmlqSXz83tWaYKLCooc5tA6mmBdC6rCRCHWL14v/c6vbl0KE4WOnL8i7Rq087SDMYZFAxf5Chduc2gVKuEgiCCfYPuwV3Jo72cOLdvb7N1ub8ffqQbLcxPkQua+J5ODpDC1Y+K79NHGjwDo52jWcSPjhx/bdm3zlHWP46A5QTbuxTRcOu2TEZagJWu/rO4ODTrI2+FzCOenoXf/HaYmWFXePT78yp49+mzt69k+wbvNofkeiHyCiYzDB7hoIpKuT7BKEwwkhd+bD7oZD8x6wLe+mw+62faxkbXLnSTeRBMsS1citmPTyZs834uIk8+62euwcMBCzOg5Q3nNoDbJ2pJgiUBzaD8tgM61VSa6mSAdMy/VRqthaUNHfuKwNMF+6Pgl8vbK/IPEZ6iTTiQVVgxfgVHtRkVStxu/d/qYIcfgjml3BApc/P0y1einag6tk6aIs2TwkuDo7q52hGkO7R73snd3UtdJOGLAEXY/KzXBu9tar7iedsAykQ+O/QC9mvYKLBc0x4jPw8RfUufd5T7tbu1koCZ4p5kmWFdYNzWHDvreLzBWumXdBLlqpLOBDTKHFgUDXf/ZIK0xEK0QrGvBAKj7LkhrnGq/80MeHX9wQK9/+BwiiyOhM3epygNQxlPRFoIN+8uvvM71Hp//OLo06iL9TmoVxmpc+tLRBIcpBLuD5vmVXTVqldE1gZogiXwskCaYyDj8Rbt3xr12KpeE4nGZ+gQzME9UOwCY328+mpY19R30A1sMVE7CssBYum2VnTCK1woy5ZKZ4Nl+vAETrI7WUaxLN0+wjjm0nxCsI8SFialPMFBzCnrSiJNwzJBjbM27DmFH1+TcOvVWdG3UVUuQUQnBmeDi/S/GUwueysi1/N7pyyZchjl95uCcMedgQf8Fvr/n49FE+w84x9PKPVZqlZ3bZy5+XPmjsqwp7naamEMHbQJ0okOvm7MO102+DiPbjQQA33QmIgmWwNbTtkpTlchYNGARLhp3UaC/OCdQCBbmVFH4BLxzalBqPDfcpNMdRE6lcSwuKI5UE+z3XSqkehCqsxaJh4+6ZtmpbGSDNvxiJGP3eHD4BAdExHajmzvczRPzn3D8HaQl9RyMGVgfpaqU+OF3P3jLS54N76drD1S7vegI+ioh2NQcWva9yipJd9yFJWjpaMbdgSmD2iFaCgb5d+ukvtPFfS+n7326/e8gTfDU7lPx5GFPGl3P7RPM74U0wUTG4QO8IFFgD8SwfIKHtByC6tXVKUXok5qauBYVccFTnR43LG3o8OUMqjsIWfAtXcFOZ6GV1eWrCRbNoQ01ntnSBMuiXwfBF4SBLQbisgmXGU3yo9uPNmqfLvP6zsN7x7znuxj9c94/cd2k6wAI5tABOXfzgaB3qVHdRp6cmiJPLXgKv9vjd54curo+wffOuBfnjztfWVb3tD0V3O+TMjq0YSA0E21Kn2Z9sP2M7bY/nAp+4HDGyDO02nH95Otx4h4nBpbjc1LQ3GQSHfq6ydf5fifDFoI13AD42C0uKMbC/gs9n/tRlCjS1libCMEDmg9QXtfdtn7N+6nLCm2c03tOYN1+vw1qhymB5tDwFwxU5tBBbU5VE6yjJdWNlh5UNkhg9vtto7qNtA64ed+7tazu52miCRbTi3FMzaFl42lYK3lkcln7/Pad6WqCeX+l4hoYRIIlHIoNEU9gLANNsElcAQDo16yfbd3ojizvrrt3094p77E85tCkCSYyjWhuqyPImbz46WwwZS+4ShMsm/DsycQ1eej6cvi2LaHQBGv4BAdhlCIpB82hxTQkuvj5uQXx1tK3bB/0TDOu0zgcMTCpteKpOHj6jHzjxUUv2pYk6S5kfZv1xQXjLgBjDGv2W2N/rnvIoxMhNUoh2N3OMFNZuIXmoD4JM5hYKozvMh6Ac/6SPZ9U/dtkB5Juft6ezG+pYw7NzfOKC4px9YFXo2+zvsmyAf1UXFAciSbYxHqjVXkru71+iPfsjrgvLW8wPtIZS6oIxWLdQebQ7lRcJubQRqmGDAREWfAqE+EondgZX5/4NZ5e8LTyN7pCnY7mM0xNsLvP9m67t5FrxLvL3tWq1xRVf6ViQu7+Pe9T3bRhMtzX5WUXD1wsv65kPA9vPRwAPOkv3XWncvhl+wS7NMFh+r/Hjfy9sxzHoQlmwQORf+f21xXhA9rtS6DD3QffjcUDF6NDZQfPd47AWIJP8NBWQ5VBTtwLQ7qaYIc5NBfoNE1YQvcJ9jEF07k2rzMqc2E/UtEEz++bjGY8tNVQo2sFba4yxTFDj8Eri1/BmA5jst2USBjWehi6NuoKIFyTpuUjlmNcx3EA9FPFaJlB7h77svyp6WKiCXYT1Hdu7V1YB1g6BwepcOf0O/HkYU8qzQIB5/zm3rymGxiLp6qZ2csZEFGV07MoUYSCRIEj76mKwkShttmqiRBscmjq1nSnmwrQlIz4BEsEWz+zY525Xye6uAwtTbBCe61KkXTn9DsD6xbboer3RnUb2WmL3NfhUZL5ePT4KStSUfmhEoJTiSpvUt7dT6mk5dS5Lg90JcsbnY7ZOycMn2DZO7LjjB246kB54E1ZBOzlw5fjzaVv2sKwu31+f+sgRpIHYLtMkjk0kXFsIVhTE2wSGCsVLcvMXjNxzaRrpJs7tyaYnyz6+WT6TZrpaoLd7RA/C7pnU00wX1TC8Al23+NnP38GIPM+walEh57YdSKs1RY6VnaMqlmRwhjDwBYDs90MLVJdiFLV1gfB/U7d0eLd+B16yeDvUybMocPMSXzEwCPw62m/4pkFz2Bh/4VpC8GyZ92tUbfAHJ661C2qi9HtRwf2M7+P0sJSdGvczdnGNANj9WnWRzp3yO6dC8HuAxediP6q90ZlsaOz3j6/8Hl8cvwnyjKckW2TvuDSg+QIN5npvPfiYZQyOrSmxhhIvttB5VN9f3Q0wUaBsYSy7sOaqBjfOWmlcdXEq3Dc0OMwrtM4ZXkTn2AxOvTU7lOTZSMWcHS18+42d2koD1zlx41TbsT9M+/3zFMyUhIQQ/AJlgmqqrgFsr5jjEmt6Dya4DTe+8P6HwZrtWX7euezOXR2ws8Sgch8gnUc7nUm+LA3mG7TN76A+eVW9Xvh09YEJ7ya4DBO7ziiafV5Y8/DDa/d4Kt5FydMU59g7p+6dPDSwDaFia7peDrwHKmmPjnvH/N+FM3JKRIsgSqrCqftdZrR7/iiHfZmZ83+azC52+TAQwQxeE4QfAymYq0SRPsG7fHt1m/tv4PGYIt6LdC9cXc8+alecJHSolLs3W5vT7qXsHj3GLkZYTrobuhkz84vinO1VZ2W+Zxs/uGRv7lpv8mY1j08dm+6dTTBqnRo7vtYMWIFpvaYKj0wTLW/dFK3qTSfQegeHsty/4p/i5HeLcsKtPRQ7XUu3u9izOo1S/qdiSbY/e+g65qSqq82/13L8pb48/g/B/7OxCdY1ATfffDd2LpzK/77zX8Df68i6B1MVUPZqG4jfPDTB9rXrSipwNQeU+Vl0zB7d18vMEWSgU+wziGerA06dacj6Hs+J00wkWlE/wYTn2DVYE1HE6zCsagwZudc9Qsu47coy4RFI59gRXToUDTBgmA9psMY3DbtNjSqK4+GLPZJveJ6KGAFvloc97W5AJBKapR00D3pTIe/zvgrzh1zrjQyuQq/dAa1Cf58Vo9ebfS7qDTBdQrr4IDOBwSWM/EJbt+gPQC1W4fIJ8d/gucWPqdVdt2cdbj5oJs97fLjqxO/wqXjL9WqOyqidhvQPRyUCsGS8cStf9ISgiVrWNdGXfHK4ldwwbgLHJ+bWPCoOLTvoR4zzXQDUcp+42cxk+q7qbM5DcsnODBFksIcum5RXaydvRZAMt2crgWCjK6NuqJVRSvpd6Y+wW5UKZLS8U0OLJ/GM1IFLONwhYQYXbiooAgN6jSIXMunK5yZCvcmc2MqBwdu+GGvO6WhJzCWQXRoWVpQR3mDdochBM/sKbd2yGdNMAnBMYW/WAmWMPIJVhGVqaFbE8xPG/3MoaPSBIv18n8Hab+XD1+OjpUd0bSsaWD9Jj6zoplYSWEJfj7lZzx12FOB7QZqTNBKi0oDrxMFUW6829Rvg9NHnp7Xk2pUHDv0WADmp9h87GfrNJe3V2dc9W/eH28ufROn7a2n7W7foL22iXDTsqaY32++/bfOGMxWQJBMvR+6wgh/ds8e/qz9nWw8cfO5dHy6/e59YIuBnjgJfmW5vzGgJwjJxma67kdRCk327zTGSVg+warr6xxwTe42GTtX7UTvpr0DLT1UQrDS51KhjZZ9FlQ+LeFU6PcwD5ZTPYCxVls4a/RZ3u/SXBdMfYLDModOp09T0fiPaDMC3530HWb1llsh2HVr+gSvGrkKlx6gPmQ1GY/pBsbafOpmnLTHSVp15xP5e2c5jqkmeHzn8ahTWAfHDzvetwxfWMIOOuNeVLbv2g4g2BxaKzBWqtGhNc2h1+y/Bh8d9xHKissC6zfxmXVrv8qKy3wDXbnr45FQM64JTsNsjoiei/e7GDvO2JGyyV62Dh4u2u8iHDHgCBzc82Ct8r2b9o7NopvtdkT9LgYdTLgPTvdqu5f9nWw8PXboY7h4v4tTSr9n1xuC8HjL1Fvs9HtKn2DFnKd6X7SEzwxEcI5aExzoEyxqgjU27Lp7EJUgodS06fgER3jgYFLWHVA0TDI51we1XTcyszs42JmjzlTWa6QJTjE6dL9m/dCjcQ/776D4F4C+JvjsMWdj/87qXPGZ1ATXK67nO27cdU3uNtm27Mh1yCc4ppgKwS3KW2Db6dvwwY/+PhSZ8AlOsASGtU7mjPNL9WAUGMvEJzgNc2gd+jfvj1e+fkVrg+fnPyLDzxy6tDAcTfCUblPQqFRuti2iG+SkNvHW0re08phmAsZYShHDo/IJ1qVpWVNHDtlcIlt5EjP1rAJ9glXm0JI2dqjsgBUjVuCa9deE08AA0tXmp/pcTdxndIg0MFaGNMEm10nHHDrdNEZGwmwafRfVOpprArOuhlJsx4QuE7Dh5w3KetPpX90xdN2k6zC45WCjusN8Pun4BIf5XN11XzHhCkd081yGhOCYIgrBJrm6VGW4eXKb+m1CaKH8mgwMXRt1tU/hg8qLhBodWlMTbMKl4y/F0sFLtaIJp7PQck1wWObQD85+UKucie9mbaFX017ZbkLa8M1CtrWauUi+95kYbVm2qeRrj8wqRTXHpRPYLGwhRecZmm6ow9bApjrOwtZIuxEP3VQ+wbqHJJy0zKENfC5NA2OFiXsdvXz85Xjj2zcycu1MHsCYmkPrBl8KU4hLtW7GWGBZ99whRuBOl3Q0wWHiPjTIp3WRhOCYcvmEy7H80eUoKyrT0gRzVGWGtx6OqydejbEdx4bWTsC1qBiczJsEFNDBYQ4dgSa4blFdDGo5SKtsqr7MQE1bs2UOHUV6mlQZ1moYxrQfk+1m5DS2T3CM/bBn9ZoVy4U1zGixqRC1VcaMXjNw+hOn45NN8jQ/CZbAReMukgZAU81x6cwhRhv4NIXAVF1Awn6XIjWHTkPIaVneEt9t/S5ZT0CKJBP/xXSiQ5vkYU3brzuN5+J+B5YNXRb6dTKdRlGGaXRo33oMtJ6A2Tubqjm0ybvzp/3/BADo1SS8g/N0fIK5MiUM3IdSYdadbUgIjinz+823g7jwSd8kjY+MooIiLBm8JJwG+lwzmwFDHObQEWiCTTDRqvo9s7DMoXWJozn0i0e8mO0mEBngroPvyti1nl7wNP7zxX+0yuZ7YKzCRCFWj1qNBWsX+JY5cY8TpZ+r2piWEJxBTXBchM9IA2OlMa+3qWiD17953b9u4RDB5B6yqglWCO6esnE0hxba/NkJn4VaXxTo9mGU0aFTbZOWFcnuPV7juo1xSN9DUm6TjHQ0wTzVZhi437l8shYkITgHMNEEZ0Nz4RCCTTTBGpNYyubQEWiCTTDZePgKwRmODk2BsfKTbPsEx42R7UZiZLuRWmVTyScZJpl4F1N1g8gZTbBGfcbm0CELn1EKIum89wv6L8BD7z/kW49qLVeaQwdoglOODq0hNGRqHhTfAWn/hBAYSzfSsoqo+yNlTXCQGbKJJjgNc2hdojgwTccnmKcqDQP+zv1lyl/AwNCuQbvQ6s428bM/IzyEZQ4dFaaTuUkbjTTBKUSHjop0zKFXjVwFQL0RiII4aoKJ9CGf4NTJmiY4gwcWKWtDFb9rVS7P45puvZ6y6WqCIzz4y4gmOEKTXgCY1mMaJnaZGFi3ZZmZQ+vmp5ahWhdNNME6pPNuOITgMFMkCc88qvnp/WPex5crvtRrT0Af6SpmVHmmZaQTHTpV7bSqHVEcZLmvr7rnKDXBvO6mZU1xWP/DQqs3DtCuKIeIqxBsqglOZxFS3V/U0aFNMMmf6L6ns8ecrQwsFhW5rgnu1qibb1qu2oypT/BNU27C/TPvj7JJOUNtODgIWwsFAAf3PBhzes+JvD1p+wRnwOw87INhR90hacJV8NgUsmu1LG8JANi3475GdaZjDq3KzmDqExyY3ieNvguMrB3CQZdOuqEgZM+1S6Mu9rNNFzH4ngmB5tBp7FNS1U4ry0ZwcOm+vsoXN0pNMH8f89GajMyhcwC3QKciK5pg4cUwWfB1JjGT00FVdOh0opWmQlQm31GS65rgt5e9nbMCfCbQXcDy7aQ3HbgWI1uLfybexSj8Yhlj2L/T/rjzrTsjbU+2okPrEKU5dNgHBSp4/8mu2bZ+W3x+wudoWd4S7//4vnYb0zGHriyt9P3ONDp0lKQTuEm3bBj7vbSjQwf8XlcINjaH3v1e7d12b2ngPkddu9vYtVFXLBm0BPXr1Ndqk5HVYgY0wUZCsKYm+LmFzwVaHdrrYEz2qmFCQnAOkS0heNvp6pDvDnNog5PpVDYHjDH4/Szq6NAmpGMOnS14LuFUT26zTYIlkIcHlWlDBwOpky3hN5ObjaiCMmXiHtJdE3PVHNo2wdQxh05zDAf1MU+5aBIxNtAcWmFCW7/EX4DROTQ32a+EGR06CoJ8gjNxCB/0e939hG4+YQ5/Z6f3mI7jhx+vdY3ODTtjxYgVWmV12pBqWe06M6AJbl3RGm3rt1WW4VaW+agJjsfum9AiW0Iwzy+sQ9Q+war6VdGhMy0IpGMOnS2uPvBqrNlvDUa1G5Xt8DmNfwAAIABJREFUphAhMqL1CABAx8qOWW4JYUom5q2oIiTz77Ot5QzSWEdFpnxPo6qbo9IEi7g33enkkVZppsTcxW7C1gRHGR06jPcu2yncdNCNbeJO96SrCTZ5B0yfp07dduDJDGiCVRYUqWqCTfbscUqfGRbx2H0TWuhMeNkWqEyiQ6dSn26IeNIEm9OgTgMsH7E8L01eajMrRqzAu8ve1c5xTXjJ9DthYi0T1rWMfxeiFq1P0z4p/S7W5tAZELYyoQnWfR5uLVU65tAp+0hDf7/AWLBPcKp4AmNF9B6H4hMcsTm0rhDsLqfrExzlO1AbNME67zd/Npl2K8wE8dh9E1popUjKckqPVKJVHjHgCPRs0lOrvj+O/aNvvXGKDm3iExwXIZjITxhj6Na4W7abkZPwxb9TZacstyQ6otYE6/D6UTW5aDMaGCtCc2gTTNeAVPoo1Xu0NcEBfW1iDh3VZtooT7BOTJI0Dr+iCowVuk9wxObQukKwaQTnVLIemN6ryQFaJCmS3JpgxXvjvr7u+2iSetXkHc8VyCc4B3ALdCqyLVAZ5QnevQhdN/k67fqWj1iOFf+U+3SUFpbi6MFH44dtP9hCdS5Eh85HPwuCyAfq16mPB2c9iD3a7JHR66YruBhdKwaaYNMMA3bZNDXBUQYDjNIc2sgUNCSf4EBz6Cp9c+hU1+ONJ29Ufh/XPMFREeQTHIe9hdvMWZcwc/lGaQ6dStlU64xEE6zRJ1y5FmTBkYuQEJxD5IIQrINR5GTDE+8rJl4hvVaczaHJ/Jgg4suU7lMyfs2cyBMcoiY41d9lQghMFRMtc1zzBANAQtNgcFDLQWhRrwW+3vJ1YNlUN9MN6jRQfm+aJzjwICeN5xLVAVbYeYLjYg5tWi/vX50+yEh8gijMoSP0CU6wBKqtaq0+4Zpg8gkmskLcUySZko30DlnTBOdouiGCILJHjyY9AADdG3eP/Fomh5IikUXWzYJPcBREqUXK5OZc1xy6XnE9fHL8J1rXjcwc2tAnOLC+KM2hQzj8jipPsAlhmUO7CfQJNoiQzsm5wFiuOnkkdhmmmmBdCw9A0ATnoU8waYJziHwRgtOJDp3qtbLmE0zpaQiCMGRWr1no2qgrBjQfEPm1UvWLzRVNcLZSJNnXiFBbncno0KZlozCHDsI0OnSUVgJRHYA7NNlZNncuKSjBKXueoiyTsiY4KDq0iSaYm0NH4BNsXyNCTfARA47AEQOPwLDWw3zLutvasl5LZd26h1sA+QQTMUEn6FUuCcGpBqZYNGARftv1m9a1hrceDgCY1G2SQQvTJ9uLE0EQuQtjDANbDMzYtaL4XSbcPNI1B440RZKBgB1WNORUyyh/b+BPqXsfmdIEy55v2JYG0t+5o0NLxkAYewS/e8nEPQLAb2cE78N4Squujbrizul3htYuE7943TrTKR+1JlglAAM17179kvq4btJ1mNBlglZ58gnWhDHWDkAXy7IeY4yVAii0LGtzdE0j3OSLJjjdSev6yddr/75Psz7YtWpXxvPpkTk0QRC5QFQa2yi1myZls5YiKSZ5gtMl1ei76aRIShV3f8iCMmVKsIlM2x3yAXvUY4hrgpuVNTM62AtVE5yJuShCTbBJlhELFmb0mqFd3kQTnI/m0FqzG2PsSAB/BXDN7o9aA3gwqkYRTkyc+nMhyJJRYKwQ7icbCeVJE0wQRC4QN01w2D5+qjJRmkNnO6iOm1QFfZPNsi6ZEhC5FtKvbFT7JQanJrhjZcdIrqO6flzgQrButGJOmD7BUZpDp6KR1sUkS4CpC55J1pl81gTrHvEtA7AngF8AwLKsDwA0japRhJPeTXsDALbv2p7lloRD3DYHUUA+wQRB5AK5qAk2yc2ZbnCkVMmIJjhNc3AdTMwmHf62iutmKk9wcUFxYBllfWnsP/jaP6PnDMzvNz+tdkRJ1HssLgSb+pPqRofOtjm0iUbalFQ1wTpQYKwkuubQ2y3L2iGcphQCZOeZKU4YfgJalbfC+C7js92UUIgyuXm6fHTcR9i4TZ2LUAcyhyYIIhdIdY4NmsczogkOyToq2/N0Jsw1UyUKc+h5febhrrfuSqtd0utDQwgWBIsoBUCuCR7dfnSozylsi8Cox1Db+m0BAFO6maWaC2oX71+dWDk5aw5tsI80DQJr8l7b5tB5qAnWFYKfZoydBqCUMTYOwNEAHoquWYRIgiUwq/esbDdDyfQe0/Hrzl+1yhoFxsqwJrhjZUegMv16clWDTRBE7SKqDWJcNp7Zig5tcv9RBsZKl1RzrKqY2HUiXjriJQy9fmhodQIRaILTcBUIMteNswl8mDSv1xwbT96IipIKo98F9Q/XSuq4u6VqDp31wFgG8xPvB925zERzPKPnDFy1/iqMbDdSq+5cQlcIPgXAIgBvAlgC4BEA+tGJiLznrzP/ql02TqeUUZGr7SYIonYRlcY2LppgU3PoAc0H4M3v3tRug0ndYZQ1JV0BP24+48o6DTTBqdRnAtfIhW0mG3ZE8EwI4w3qNDD+TVC/ca2kSQom03vNeoqkFDTBpubQOprjMR3GwFqd/QOVKNAdPaUAbrQs6zoAYIwV7P5MT/VHZJSzR5+NsR3HZrsZvhgFxspRjSr5BBMEkQvETRNs1IY0BYLKOkmznzYVbezPXln8SvoNC7huOmUdv8tgGqrQoxJHKDRwZEKweP0o+y8qIThs4npgH9QuWxNsYA5trAk2cKXItibYdM9paj6dr+i+nY8jKfRySgE8Fn5zAMbYhYyxdxljbzDGHmCMNdj9eXvG2DbG2Ou7/7ta+M0gxtibjLEPGWOXsri+1Rli1ahV2KPNHtluhi/p5gnOBUwCGhAEQWQLUw0CJzJNcMgaVFWZvdvtjXsOvgcX73+xo3ym1524RNKW/i4iU9JMaIKlKZJCGF/PLXwusB1BAZOifD9ydd9kgu0TbJD9I9I8wTmmCT53n3MBJPMK12Z0heA6lmVt4X/s/nfdaJqEfwHobVlWXwDvAzhV+O4jy7L67/7vKOHzqwAcCaDL7v8OiKhtRAhke2LJBCah7QmCILJFZOauKWoQM70+zOg1A3UK66Rdj5tsB9Vxk+qBbC5ZCmj5BAvXTTXCuY6SoRrV0jbFjVzdY5mYQ8flQM74+hFqghcPWgxrtYWSwpLUG5gH6ArBWxljdpZrxtggANuiaJBlWf+0LIvHUn8RyZzEvjDGWgCosCzrRSv59G8BcFAUbSPCIc7RocMiVxcWgiBqF5GlSMrRjaeK5cOXo0ODDlplU0lvYkomtIK2Jjhsc+iAdjWu2xjtG7Q3q1PHJzhDYyZQExzRe2dcX47usVIxhzbRGgNASUGwgLizKpn/WGV6nypRaoKJJLo+wScAuJcx9hUABqA5gEyEK14I4G7h7w6MsdeQzFd8hmVZzwJoBeALocwXuz/zwBhbDGAxALRt2zaSBhPBmLzYuSpM0oREEEQuELUm2LjeGFsKrdl/Ddbsv0arbFzyBKdLtoS17076zvyaJj7BER4gMMZsc91s7GHi/A6FBdcEmwi2JkG0AKC8pDywzNadWwEAZUVlRnXrEKUmmEiiNSIsy3qZMdYdQLfdH71nWdbOVC/KGHsMSUHazemWZa3dXeZ0ALsA3L77u68BtLUs68fdmugHGWO9TK5rWda1AK4FgMGDB9NIyRJxDxQRBmQOTRBELpBqmqDaqAk2IW8CY6XoExxYbwTjxyhPsGVFarIdWXToGI/5TMI1wSaCrY7WWETn2fHUoPWK6xnVrYPJsybFS2ooRw9jbB/Lsp5gjE1zfdWVMQbLsu5P5aKWZe0bcN0FAA4EMHa3iTMsy9oOYPvuf7/CGPsIQFcAX8JpMt1692dETCFzaIIgiHhAmuDsE0XU2rAx9u3ORoqkkPMEp9wOsEAhOMp25MtBkgpbE6wh2KYiMJtSVhy+JpgTpUtFbSdoRIwC8ASASZLvLAApCcEqGGMHAFgJYJRlWb8KnzcB8JNlWVWMsY5IBsD62LKsnxhjvzDGhgP4D4D5AC4Lu11EeNSGTU6uLiwEQdQuctEnOMjfMg5EGRiL338um0NHEhjLHR26QBId2iQwVhrrOBdcspEnOJv1pcP7x7yPn7f/rFXWJDr0rupkmKFIhWAyh85JlCPCsqzVjLEEgL9blnVPhtp0OYASAP/aPQG9uDsS9EgAZzPGdgKoBnCUZVk/7f7N0QBuQjJ10993/0fElNqQIsnUNOWRuY+gVYXUlZ0gCCIy4qYJDrMN2cTk/qMMjJUukZlDZ0kTHOX1RWyfYJ/rRPl+xEmwNaFLoy7aZU20uxkRgiPQBFNgrOgJHBGWZVUzxlYCyIgQbFlWZ5/P7wNwn8936wH0jrJdRHiYvKy5Opmb+tmN7zI+yuYQBEFIiZ0mOE8shaI0Sc2k8B9nf2XPNQ2jQ0dm0s+C8wSnSi4cRmQCE3NoLgSb+ASb+vhGIWCnogkmzNB9ao8xxk5CMlLzVv6hoIklCG1qg79KrrabIIjaRapzVdCmKxPCU77Ms5nwn07VTDKyFElRmEML46FecT2p0GN0yJLG+MpqdOiY5aiOAjtFkoY5tElOYQDYfOrmWPQLN+fXSb/E29u4buNI25Rv6ArBs5D0AT7a9XnHcJtD1AYYGPZquxeWD1+e7aZEhkmOSIIgiGyRqhldVIGP8kYTHKGwZfsE66T5SbOP4mYpoHvNzaduNrruxC4TQ21LlIGx9u24L5785MmUf58rXDnhSgxvPVz6nYlga2oObaIFblneEl9t/kq7vAmTu03G7/b4HVbuuTKwLGMMN06+ESPbjYykLfmKrhDcE0kBeC8kheFnAVwdVaOI/IYxhmcPfzbbzYgUClJAEEQuELfARyb5W+OsCTZJk5etXLxG1wrZZDtqTXBg2d3/49w/yxvnNZ3nElmKJDD869B/BZbRri/G79DSIUt9v7M1wSbm0AY5hXV5a+lb+GX7L6HXCySF9gvGXaBd/vABh0fSjnxGVwi+GcAvAC7d/ffc3Z/NjKJRBJHrxHlhIQiC4EQWGIs0wdplTQWljPoER2UOHbEm2KRMncI6oadTCooOHZexG5d2mGISHTrKFEmVpZWoLK0MvV4iM+iOiN6WZfUU/n6SMfZ2FA0iiHyCzKEJgogzuagJTqVsnIkynVS65IKW2r6mgRWBBSsyAR8Ijg6dKib3mM+YmEOb+gQTtQfd48dXd+fhBQAwxoYBWB9Nkwgi98nV01WCIGoXpAmOhrzJE5xDKbRS1QSHra2NMjp02OSqwJySObRBdGiidqB7LDIIwPOMsc93/90WwHuMsTcBWJZl9Y2kdQSRo5j4gxEEQWSLuGmCjdoQ4w18Jvwy46wJDqw3A3mClWWF+/LN5RthdGh33ccNPQ7tGrQLrDdVQT+MsnHCTpGkYQ6diTzBRG6iOyIOiLQVBJFnUHRogiBygdhpgvMkvUuU95FK36a6FkWl0Te95zqFddK+JuC8H14+ivRPQT7Bbv48/s+htiHfMfHzJSGY8ENrRFiW9VnUDSEIgiAIIrPYB3aGViu6Qo5xVGENgSQXLGyiDIxlco24astN2vXLKb9o9VGqKaN8NcFpCMeBKZIyED09rPrc/HHsH/HyVy8b/y5MbE2whomzSU5honZBxyIEESG5sFkjCKL2ktOa4JgKeKbE+T6iEtZM6i0vKde7pqkmOMLAWI3rNgYA1C2qG3rdYZLKvZ+y1ykRtMQMk+jQpAkm/KARQRARIEagJAiCiCtx8wmOs4mzCflm1m26lsU2OrSJJjiNg5wrJ1yJvdvujb3a7pVSHb51h+wTnKtQYCwiDEgIJnyZ03sOvtv6XbabkZPUhkWIIIjcJ5c1wXEmE4GxMkFOBcZKsc99g1elce/169THUYOP0rp+NolLO0zJ1RRJX634Cjurd2a7GcRusj8iiNhyx/Q7st2EnIfMoQmCiDPcZzFsTR9pgmv3fWQlRZJJnmDLStlvPZuE7hOco++biZ+vSRCtqGlR3iLbTSAE4p3AjCBylFxaVAmCqL2kugkOClRU2zXBmSAT7japBk4LrDdLmmCpObRmGqOo20HoYxIYyzaHpsBYhAsSggkiQsgnmCCIOJNLmr5cIm73n6oQG5cUSVrXNNSS2oGxDKJDD2011LfuTB5KhFZfjh46UYokIgxICCaICIjq9JwgCCJMIguMFaEWzZSnDnsK/zv6f6HXqyITwRHjrHHMhnAVtk+wm59W/oSnFzxtVHc2MOqHmB3W6DKtxzQAeunFjh16LABgdPvRUTaJyEHoWIQgIiDbiyBBEIQOcdMERzF3jmo/KvQ6g8iEcJGLmke73ijMoRnDh8d+iK82f+VfBl7hVzc6dGVppfr6GQiGFna/5epe5Y5pd+DHbT9qtX/PtnvCWk0KCcILCcEEESFkDk0QRJyJWwCrXNVMuYlSuMhkH0WVIikSc2gwdGrYCZ0advIvIzwXfk862sRcIlcFWxNKCkvQsrxltptB5Dj59eYTRExoWNoQk7tNxv0z7892UwiCIHyJi0Yq6nrziUweruaaJjiwjElgrAgPiOJy2BOXdhBENiBNMEFEQIIlsHb22mw3gyAIQkncNsE67ckFC5tM9GtGrhEzc/mw6mRgdswOXXPoOBC2gB3HeySITEGaYIIgCIIgYkG+5DjNhHARZ5/gbDwb0+jQvP/iPI4IgogOEoIJgiAIopZDkezDJUrBKh+EtmznCbZgBWuCIwzuFqUbQr4cJBFE1JAQTBAEQRC1lEyk8jGBNuXBpPKsUn2+9vgwPCTJijm0oYBYbVUr21IbTIVrwz0ShB8kBBMEQRBELSUqoTNdoSvXycR9aGk+02xHTgXGMvUJhloTHCW1IegWQcQdEoIJgiAIgogF+bKBt81uIzQzz4hPcKpmu9lIkWQYHdo2h85CdOi4kEttJYiwISGYIAiCIAgt7pt5H6Z0m6Jd3nSTTZpgjbozmSdY8KE1+l2QOXSWnrM0MFZI0aHjcihh5BOcJ+8bQaQCpUgiCIIgCEKLaT2mYVqPaZHVny+aqSjvw0TYooBnTkw0wSlfI8LAWARBhAdpggmCIAiCiAUkHOQH2TCH1kGmCU4w+VbY2IohJrmhTX2jCaK2QkIwQRAEQRCxwGRTHpeI1jLiZg4dZbqfONVrcv2gFEmRXj8mwme2nwNBZBMSggmCIAiCyBniIkCoiFsbM31gkI0USTqIActsn+CQUyRFmiPawNSaTOEJQg0JwQRBEARBxAKdTX6cNcCcuGjYwmqHcZ7gIHPoGATGKi8uBwAMbz1cXjZmBxlRUBvukSD8oMBYBEEQBEHEAtqUx4t8ex7i/bQob4FXF7+KHk16ZL4dEWqZjXyCY3JYQxDZgIRggiAIgqjlxMV0UmdT3qi0EQCgpKAk6uakjKnw2LlhZ0zrHl3U7XQJPUVSloVr3r4BLQYElkm1boIg4g0JwQRBEARRS8nFDftt027D3W/djb7N+ma7Kb6Y9usHx34QUUviSRzMoQPLRunbG2GgMl5Gq2yeafoJwgQSggmCIAiilpMLfracxnUbY9nQZdluhhI7AFOE/ZpJ7X3Y6YKyHRiLSJKLh2AEERYUGIsgCIIgCCJE8k24CN0cOhc0wTGMDh02udRWgggbEoIJgiAIopZCm+BoyXa6HE6qGul8E+Y5UTwXkz6OS2AsgqjNkBBMEARBEAQRIpkwhzZpR7qEbXqdbXNonecSpd9uXMilthJE2JAQTBAEQRAEESKZEC4y4RMclbCaj+bQRqmJMhAYK8p2EEQ+QEIwQRAEQdRSmtdrDgBYNiTegaaI1BjRZgQAYEbPGVluiZNsa4KjINtaf4IgzKDo0ARBEARRSykvKYe1OvzNe1zyDuczOhq/7o27R/J80yXbZrhR+tZmO7WSkUaazKGJWgxpggmCIAiCCJXCRPKMvay4LMstyQ5kZhpPYmMOHRPhk8YpUZshTTBBEARBEKEysMVAnD36bCwauCjbTclbMqltD9vUNx/NoTNB2D7BBFGbiZ0mmDF2FmPsS8bY67v/myB8dypj7EPG2HuMsf2Fzw/Y/dmHjLFTstNygiAIgiCA5EZ81ahVaFneMttNySq5bhYelUCVC4GxorxGXIRxEpiJ2kxcNcGXWJZ1kfgBY6wngNkAegFoCeAxxljX3V9fAWAcgC8AvMwYW2dZ1tuZbDBBEARBEESmyKQAky8pkuzrR9B3mQiMZeITrPPMsv0cCCKbxFUIljEFwF2WZW0H8Alj7EMAQ3d/96FlWR8DAGPsrt1lSQjOE26YfANa1GuR7WYQBEEQhBFRCqq5rGXOmiY4A0KflqBKGliCyDpxFYKPYYzNB7AewImWZW0E0ArAi0KZL3Z/BgAbXJ8Py0griYywcMDCbDeBIAiCIIyJQlDNhgAV9jWz5hPM9LWkxnVnQsAOO08wCeNELSYrPsGMsccYY29J/psC4CoAnQD0B/A1gItDvO5ixth6xtj677//PqxqCYIgCIIgbPJNuMhlrbMI5Ql2QubQRG0mK5pgy7L21SnHGLsOwN92//klgDbC1613fwbF5+7rXgvgWgAYPHhw7s1WBEEQBEHEniiFxkwKpFEJSbU9MFbKdUeY35ggahtxjA4tOn9OBfDW7n+vAzCbMVbCGOsAoAuAlwC8DKALY6wDY6wYyeBZ6zLZZoIgCIIgCDf5ohGOc4qkO6bdgaMGHWV2/QieSy4Kn/kyPgkiFeLoE3wBY6w/AAvApwCWAIBlWf9jjN2DZMCrXQCWWZZVBQCMsWMAPAqgAMCNlmX9LxsNJwiCIAiC4OS6T3AupEia02cO5vSZo3fdWmAObeQTnIOCO0GEReyEYMuyDlV89wcAf5B8/giAR6JsF0EQBEEQ0fDK4lew/qv12W5GaJCGTU0+C19R3huNK4IIj9gJwQRBEARB1C4GthiIgS0GZrsZoZEvgaTyjSi1tXER7E3aQUI1UZuJnU8wQRAEQRAEkb9kW/iKi8BqStjtztV+IIgwICGYIAiCIAgiRLIt5IVNvmm2I9UIZ1vApzzBBKEFCcEEQRAEQRA5QuO6jQEAdQrrRH6tfNMU5npgLBJaCSI8yCeYIAiCIAgiAqIQjK6YcAWGtxqO0e1Hh163H3GJfJwuGRFU8+zggCDyFRKCCYIgCIIgcoSKkgosG7osI9fKV81jFIJqJoRfnWuQEE4QepA5NEEQBEEQRATkukCSb77AUZIv2nKCqC2QEEwQBEEQBBEBJBjVPqLUnuvUna/ae4IIGxKCCYIgCIIgQiTXNcCcfBOootRs58szJ4jaAgnBBEEQBEEQIZJvGuB8M4uOQriPyzMnYZwg9CAhmCAIgiAIgvBAApU51GcEkRuQEEwQBEEQBBEiJAjFm3zTbIvkmwk7QUQFCcEEQRAEQRAhUq+4HgBgYIuBWW5JOMTF1DcXICGUIHIDyhNMEARBEAQRIs3qNcMLi15A32Z9s90UQkIUgmpctP9xaQdBxB0SggmCIAiCIEJmeOvh2W4C4aJhaUMAwOKBi0Ovm7TlBJFbkBBMEARBEARBeMg3096y4jJUnVkVqbY025rYfHtmBBEVJAQTBEEQBEEQtYIEiyYcTraFX4IgzKDAWARBEARBEIQv+RxNOSziYg5NwjhB6EFCMEEQBEEQBOGBBCpzyByZIHIDEoIJgiAIgiAIIg3icmBAQjhB6EFCMEEQBEEQBEGkQVzMoQmC0IOEYIIgCIIgCMIXEvD0ybZGONvXJ4hcgYRggiAIgiAIwgOZ1hIEka+QEEwQBEEQBEEQIZDtg4NsX58gcgUSggmCIAiCIAhfyBw6GDJDJojcgoRggiAIgiAIgkiDuBwUkDBOEHqQEEwQBEEQBEEQIUBCKEHkBiQEEwRBEARBEB5IoNOH+oogcgsSggmCIAiCIAgiDWJjDk2BsQhCCxKCCYIgCIIgCF8sKx4CXi5AQihB5AYkBBMEQRAEQRAeSKDTJy7m0HFpB0HEncJsN4AgCIIgCIKIL3Ex9Y0zudpHnRt2xqF9D812Mwgi45AQTBAEQRAEQRB5gKn2/oNjP4ioJQQRb8gcmiAIgiAIgvCFTGxzj/9v7/6DbSvL+4B/H7hCxF+kiNGCN2C0SZAmJtzR4ATGCCbo1F4iijjWYIZKnJoZEycZrZrWxDCtM6Zt2qQaKhGcqYoBjYyiJCZWTYyEnyqI1Csk4SJBggimZlDi0z/OIrO9nHs4l7vO3mef9fnMnDn7vmvv9zzrnmf2vd+93rXWsh6ZhnkRggEA2CuBav0W/YHBon8+LAshGACABxCo9t1m+cDA7w7W5pxgAAD2aqq3SDr+yOPznCc9Z9Fl7BNX9Ib1EYIBAHiAqQeqT5/16UWXAGwQy6EBAGA/WH4My0UIBgCA/bBZzgUG1kcIBgAAYDKEYAAA9spRTmCrcWEsAAAeYF/Pc33zT705l996+QZVsxycGwzLQQgGAGCv1nuLpDee+MYNrmTzc9QclsOmWw5dVRdW1bXD119V1bXD+FFV9Q8z294+85rjqurzVbWrqv57Tf2a/gAAAKxq0x0J7u4X3/+4qn4ryd0zm7/c3U9b5WVvS/KKJJcnuTTJKUk+spF1AgBMgWML62c5NCyHTXck+H7D0dzTk7znQZ73hCSP7u7P9Mp6nXclOXUOJQIAbHnrXQ6N5dCwLDZtCE5yQpLbu/tLM2NHV9U1VfWJqjphGDsiye6Z5+wexgAAeIgcAQa2qoUsh66qjyV5/Cqb3tDdHxwevyTffRT4tiTbu/vOqjouyR9W1VP38eeeneTsJNm+ffu+Fw4AMDGObi4fvzNY20JCcHefvNb2qtqW5AVJjpt5zb1J7h0eX1VVX07yL5LcmuTImZcfOYyt9nPPTXJukuzYscO7AwDAXji/df38XcFy2azLoU9O8sXu/qdlzlV1eFUdODx+UpKnJLmpu29Lck9V/cRwHvHPJfngapMCALBZg28hAAAOjElEQVQ+B9QB3/WdvXPkFZbLprs69OCMPPCCWCcm+Y2q+naS7yR5ZXd/bdj275Kcn+ThWbkqtCtDAwDsh9OOOS2vuuVVedOz3jT63De/+uYc8rBDRp8XYD02ZQju7pevMnZxkov38vwrkxy7wWUBAEzGQQcelN953u9syNxHHXrUhswLsB7WtwAAwAicGwzLQQgGAIARODcYloMQDAAAwGQIwQAAMALLoWE5CMEAADACy6FhOQjBAAAATIYQDAAAwGQIwQAAsB+cCwzLRQgGAID9sFnOBRbGYX2EYAAAACZDCAYAAGAyhGAAABiB5ciwHIRgAAAYwWY5NxhYmxAMAADAZAjBAAAwAsuhYTkIwQAAMIJFL4de9M+HZSEEAwAAMBlCMAAAAJMhBAMAADAZQjAAAIzAhbFgOQjBAAAwAhemguUgBAMAADAZQjAAAIzAcmhYDkIwAACMYNHLoYVwWB8hGAAAgMkQggEAYASOxMJyEIIBAGAEi14ODayPEAwAAMBkCMEAALBJvf4nX58Ttp+w6DJgS9m26AIAAIDVnXPSOYsuAbYcR4IBAGAELowFy0EIBgCAEbgwFiwHIRgAAIDJEIIBAGAElkPDchCCAQBgBIteDn1ArfzX/uADD15oHbDZuTo0AABsAcc+7ti88YQ35hXHvWLRpcCmJgQDAMAIFr0cuqry5me/eaE1wDKwHBoAAIDJEIIBAACYDCEYAACAyRCCAQAAmAwhGAAAgMkQggEAYASLvk8wsD5CMAAAAJOxsBBcVS+qquur6jtVtWOPbf++qnZV1Y1V9TMz46cMY7uq6nUz40dX1eXD+IVVddA89wUAABZ9n2BgfRZ5JPi6JC9I8snZwao6JskZSZ6a5JQk/7OqDqyqA5P8bpLnJjkmyUuG5ybJW5L81+5+cpK7kpw1n10AAIAVlkPDclhYCO7uG7r7xlU27Uzy3u6+t7tvTrIrydOHr13dfVN3fyvJe5PsrKpK8uwkFw2vvyDJqRu/BwAAACybzXhO8BFJbpn58+5hbG/jhyX5enfft8c4AADMjeXQsBy2beTkVfWxJI9fZdMbuvuDG/mz91LP2UnOTpLt27fP+8cDAACwYBsagrv75IfwsluTPHHmz0cOY9nL+J1JDq2qbcPR4Nnn71nPuUnOTZIdO3Y4aQMAAGBiNuNy6EuSnFFVB1fV0UmekuQvk1yR5CnDlaAPysrFsy7p7k7y8SQvHF5/ZpK5H2UGAABg81vkLZJ+tqp2Jzk+yYer6rIk6e7rk7wvyReSfDTJq7r7H4ejvL+Y5LIkNyR53/DcJHltktdU1a6snCN83nz3BgAAgGWwocuh19LdH0jygb1sOyfJOauMX5rk0lXGb8rK1aMBAABgrzbjcmgAAFg67hMMy0EIBgAAYDKEYAAAGIH7BMNyEIIBAGAElkPDchCCAQAAmAwhGAAARmA5NCwHIRgAAIDJEIIBAACYDCEYAACAyRCCAQAAmAwhGAAAgMkQggEAYATuEwzLQQgGAABgMoRgAAAYgfsEw3LYtugCAABgSi584YV5zMGPWXQZMFlCMAAAzNHpTz190SXApFkODQAAwGQIwQAAAEyGEAwAAMBkCMEAAABMhhAMAADAZAjBAAAATIYQDAAAI+j0oksA1kEIBgAAYDKEYAAAGEGlFl0CsA5CMAAAAJMhBAMAADAZQjAAAACTIQQDAAAwGUIwAAAAkyEEAwAAMBlCMAAAAJMhBAMAADAZQjAAAACTsW3RBQAAwDL77VN+O9sO2Jaf/oGfXnQpwDoIwQAAsB+OOvSoXHz6xYsuA1gny6EBAACYDCEYAACAyRCCAQAAmAwhGAAAgMkQggEAAJgMIRgAAIDJEIIBAACYDCEYAACAyVhICK6qF1XV9VX1naraMTP+nKq6qqo+P3x/9sy2/1NVN1bVtcPX44bxg6vqwqraVVWXV9VR898jAAAAlsG2Bf3c65K8IMnv7TH+d0me391fqapjk1yW5IiZ7S/t7iv3eM1ZSe7q7idX1RlJ3pLkxRtUNwAAAEtsIUeCu/uG7r5xlfFruvsrwx+vT/Lwqjr4QabbmeSC4fFFSU6qqhqvWgAAALaKzXxO8GlJru7ue2fG3jkshf61maB7RJJbkqS770tyd5LDVpuwqs6uqiur6so77rhjI2sHAABgE9qwEFxVH6uq61b52rmO1z41K8uaf2Fm+KXd/S+TnDB8vWxfa+ruc7t7R3fvOPzww/f15QAAACy5DTsnuLtPfiivq6ojk3wgyc9195dn5rt1+P6Nqnp3kqcneVeSW5M8McnuqtqW5DFJ7tzP8gEAANiCNtVy6Ko6NMmHk7yuu/98ZnxbVT12ePywJP8qKxfXSpJLkpw5PH5hkj/t7p5f1QAAACyLRd0i6WeraneS45N8uKouGzb9YpInJ/kPe9wK6eAkl1XV55Jcm5Wjv/9reM15SQ6rql1JXpPkdfPcFwAAAJZHTfWg6Y4dO/rKK/e82xIAAABbQVVd1d079hzfVMuhAQAAYCNN9khwVd2R5K8XXccaHpvk7xZdBJuW/mAt+oO16A/Woj9Yi/5gLZuxP76/ux9wW6DJhuDNrqquXO3QPST6g7XpD9aiP1iL/mAt+oO1LFN/WA4NAADAZAjBAAAATIYQvHmdu+gC2NT0B2vRH6xFf7AW/cFa9AdrWZr+cE4wAAAAk+FIMAAAAJMhBM9JVT2xqj5eVV+oquur6tXD+D+rqj+uqi8N3793GP+hqvqLqrq3qn5lj7kOraqLquqLVXVDVR2/iH1iPGP1R1X9YFVdO/N1T1X90qL2i3GM/P7xy8Mc11XVe6rqexaxT4xn5P549dAb13vv2BoeQn+8tKo+V1Wfr6pPV9WPzsx1SlXdWFW7qup1i9onxjNyf/x+VX21qq5b1P4wrrH6Y2/zLJLl0HNSVU9I8oTuvrqqHpXkqiSnJnl5kq91938e/kH53u5+bVU9Lsn3D8+5q7vfOjPXBUk+1d3vqKqDkhzS3V+f9z4xnjH7Y2bOA5PcmuQZ3b2Z74nNgxirP6rqiCR/luSY7v6Hqnpfkku7+/z57xVjGbE/jk3y3iRPT/KtJB9N8sru3jX3nWI0D6E/npnkhu6+q6qem+RN3f2M4d+U/5vkOUl2J7kiyUu6+wuL2C/GMVZ/DHOdmOTvk7yru49dyA4xqhHfP1adZ5HvH44Ez0l339bdVw+Pv5HkhiRHJNmZ5ILhaRdkpbHS3V/t7iuSfHt2nqp6TJITk5w3PO9bAvDyG6s/9nBSki8LwMtv5P7YluThVbUtySFJvrLB5bPBRuyPH05yeXd/s7vvS/KJJC+Ywy6wgR5Cf3y6u+8axj+T5Mjh8dOT7Orum7r7W1n5wGTnfPaCjTJif6S7P5nka3MqnTkYqz/WmGdhhOAFqKqjkvxYksuTfF933zZs+tsk3/cgLz86yR1J3llV11TVO6rqERtVK/O3n/0x64wk7xm1OBZuf/qju29N8tYkf5PktiR3d/cfbVixzN1+vn9cl+SEqjqsqg5J8rwkT9ygUlmAh9AfZyX5yPD4iCS3zGzbnQX/J5Zx7Wd/sMWN1R97zLMwQvCcVdUjk1yc5Je6+57Zbb2yNv3B1qdvS/LjSd7W3T+W5P8lcV7OFjFCf9w/z0FJ/nWSPxi9SBZmf/tjOGdnZ1Y+TPvnSR5RVf9mg8plzva3P7r7hiRvSfJHWVkKfW2Sf9yYapm3fe2PqvqprPwn9rVzK5KF0R+sZaz+WGueeROC56iqHpaVX/z/7u73D8O3D+vk7193/9UHmWZ3kt3dff+nJxdlJRSz5Ebqj/s9N8nV3X37+JWyCCP1x8lJbu7uO7r720nen+SZG1Uz8zPW+0d3n9fdx3X3iUnuyso5oCy5fe2PqvqRJO9IsrO77xyGb813rww4chhjyY3UH2xRY/XHXuZZGCF4TqqqsnIe7w3d/V9mNl2S5Mzh8ZlJPrjWPN39t0luqaofHIZOSuKiFEturP6Y8ZJYCr1ljNgff5PkJ6rqkGHOk7JyXg5LbMz3j+GiWamq7Vk5H/jd41bLvO1rfwy/+/cneVl3z34IckWSp1TV0cNqozOGOVhiI/YHW9BY/bHGPAvj6tBzUlU/meRTST6f5DvD8Ouzsh7+fUm2J/nrJKd399eq6vFJrkzy6OH5f5+VK7reU1VPy8onLAcluSnJz8+chM4SGrk/HpGVsPOk7r57vnvCRhi5P349yYuT3JfkmiT/trvvnef+MK6R++NTSQ7LykWzXtPdfzLXnWF0D6E/3pHktGEsSe7r7h3DXM9L8t+SHJjk97v7nLntCBti5P54T5JnJXlsktuT/MfuPm9Ou8IGGKs/9jZPd186nz15ICEYAACAybAcGgAAgMkQggEAAJgMIRgAAIDJEIIBAACYDCEYAACAyRCCAWALqao3VdWvrLH91Ko6Zp41AcBmIgQDwLScmkQIBmCy3CcYAJZcVb0hyZlJvprkliRXJbk7ydlJDkqyK8nLkjwtyYeGbXcnOW2Y4neTHJ7km0le0d1fnGf9ADBPQjAALLGqOi7J+UmekWRbkquTvD3JO7v7zuE5v5nk9u7+H1V1fpIPdfdFw7Y/SfLK7v5SVT0jyX/q7mfPf08AYD62LboAAGC/nJDkA939zSSpqkuG8WOH8HtokkcmuWzPF1bVI5M8M8kfVNX9wwdveMUAsEBCMABsTecnObW7P1tVL0/yrFWec0CSr3f30+ZYFwAslAtjAcBy+2SSU6vq4VX1qCTPH8YfleS2qnpYkpfOPP8bw7Z09z1Jbq6qFyVJrfjR+ZUOAPMnBAPAEuvuq5NcmOSzST6S5Iph068luTzJnyeZvdDVe5P8alVdU1U/kJWAfFZVfTbJ9Ul2zqt2AFgEF8YCAABgMhwJBgAAYDKEYAAAACZDCAYAAGAyhGAAAAAmQwgGAABgMoRgAAAAJkMIBgAAYDKEYAAAACbj/wN1hR6UdYNovwAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x576 with 1 Axes>"
            ],
            "image/png": 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pIaVEjRr5HN5ee+2FMWPGoF69etWWr6ysRM2aNaN/GAB/+tOfMHjwYDRs2FBr+Y0bN6JWrWjzD7dv3x73338/WrZsGakcqz4tWrTAd999h1q1asVadlg9e/bE1ltvjeuvv77K85deeinatGmDc845BwCw3XbbYfHixahZsyZWr16NI488Et9//71rmW77vxBirJSy2gdlJpiIiIiIqNRccw3Qvn28/665JnC1K1euxFdffYXnnnsOr7/+OgCgoqIC3bt3x8CBA9G8eXPceOONmDp1Kpo3b44bbrgBANC7d28ceuihaNq0KXr06AEAmD59Og488ECcd955aNy4MWbOnLl5PY888ghmz56No446CkcddRQAYOutt8Z1112HZs2a4ZtvvsEdd9yBQw89FI0bN0a3bt1gJf/at2+PG2+8Ea1atcIBBxyA4cOHAwAmTJiAVq1aoXnz5mjatCmmTJmCSy+9FNOmTUOnTp3w0EMPYfHixejcuTOaNm2Kww47DD/88AMAFdSde+65OPLII3HuueeiZ8+eOP/889G2bVvsueeeeOedd9C9e3c0adIEHTt2xIYNGwDAtY4DBgzAmDFjcPbZZ2/OiLZv3x5WAq9///5o0qQJGjdujBtvvHHzNtl6661x6623olmzZjjssMMwb948AMCQIUPQokUL1KpVq1rZw4cPxymnnAIAGDhwIOrWrYv169dj7dq12GeffQAAXbt2xYABAwAAo0ePxhFHHIFmzZqhVatWWLFiBSorK3HDDTds/v6efvpp132jV69eOOCAA9CmTRtMnjx58/NW+c8++yzefPNN3HbbbTj77LNx4oknYuXKlTjkkEPwxhtvYKuttsJee+2FUaNGBe6HQRgEExERERFRLAYOHIiOHTvigAMOwE477YSxY8eiefPmuOOOO9ClSxdUVFTg3nvvxb777ouKigr07t0bgwYNwpQpUzBq1ChUVFRg7NixGDZsGABgypQpuPzyyzFhwgTsueeem9fzz3/+E7vtthu++OILfPHFFwCAVatWoXXr1hg3bhzatGmDK6+8EqNHj8b48eOxZs0afPjhh5vfv3HjRowaNQp9+vTZnK1+6qmncPXVV6OiogJjxoxBw4YN8dRTT21ez7/+9S/06NEDBx98MH744QfcfffdOO+88zaXOXHiRAwePBj9+/cHAEydOhVDhgzB+++/j3POOQdHHXUUfvzxR9StWxcfffQRALjW8bTTTkPLli3Rr18/VFRUoG7dupvXMXv2bNx4440YMmQIKioqMHr0aLz33nubP/9hhx2GcePGoV27dujbty8AYMSIETjkkEMAoFrZhx9+OCoqKgCorsiNGzfG6NGj8e2336J169ZVvtv169ejS5cuePjhhzFu3DgMHjwYdevWxXPPPYftttsOo0ePxujRo9G3b1/8+uuvVd47duxYvP7666ioqMDHH3+M0aNHV9t3LrroIpx44ono3bs3+vXrh/fffx9169ZFRUUFunTpAgBo2bLl5osWUfA+wUREREREpaZPn1RW279/f1x99dUAgDPOOAP9+/ffHIB5GTRoEAYNGoSDDz4YgMomT5kyBX/84x+x55574rDDDtNad82aNXHqqadu/v8XX3yB++67D6tXr8bixYvRqFEj/P3vfweAzdnPQw45BNOnTwcAHH744ejVqxdmzZqFU045Bfvvv3+1dXz11Vd4++23AQAdOnTAokWLsHz5cgDAiSeeWCVg7dSpE2rXro0mTZqgsrISHTt2BAA0adJk8zr96uhm9OjRaN++PerXrw8AOPvsszFs2DB07twZW2yxBU444YTNn+uzzz4DAMyZM8ezm3ytWrWw7777YtKkSRg1ahSuvfZaDBs2DJWVlWjbtm2VZSdPnoxdd90Vhx56KABg2223BaC+vx9++GFztnjZsmWYMmVKlXv2Dh8+HCeffDK22mqrzdsqjJ133rnKWPOwGAQTEREREVFkixcvxpAhQ/Djjz9CCIHKykoIIdC7d2/f90kpcfPNN+OSSy6p8vz06dPxhz/8QXv9derU2TwOeO3atbj88ssxZswY7LHHHujZs2eV+8huueWWAFTgvHHjRgDAWWedhdatW+Ojjz7Ccccdh6effhodOnTQXr+zrtY6atSogdq1a2++jU+NGjWwcePGwDqasq/D/rnq1q3rW267du3wySefoHbt2jj66KPRtWtXVFZWBn5vFiklHn30URx77LGh665r7dq1VS40hMXu0EREREREFNmAAQNw7rnnYsaMGZg+fTpmzpyJvffeu1r31W222QYrVqzY/P9jjz0Wzz//PFauXAkA+P333zF//vzA9TnLsbOCvnr16mHlypWbs5R+pk2bhn322Qf//Oc/cdJJJ20e72vXtm1b9OvXDwDw5Zdfol69epszoqb86uj12Vq1aoWhQ4di4cKFqKysRP/+/fGXv/zFdz0HHXQQfvnlF8+y27Ztiz59+uDwww9H/fr1sWjRIkyePBmNGzeuUs6BBx6IOXPmbO7KvGLFCmzcuBHHHnssnnzyyc3jnH/++WesWrWqynvbtWuH9957D2vWrMGKFSvwwQcf6Gyian7++edq9QqDmWAiIiIiIoqsf//+VSZqAoBTTz0V/fv3rzK+dKeddsKRRx6Jxo0bo1OnTujduzcmTZqEww8/HICa4OnVV18NnN25W7du6Nix4+Yxu3bbb789Lr74YjRu3BgNGjTY3IXXz5tvvolXXnkFtWvXRoMGDXDLLbdUW6Znz574v//7PzRt2hRbbbUVXnrppcByvfjVsWvXrrj00ktRt25dfPPNN5uf33XXXXHPPffgqKOOgpQSxx9/PE466STf9XTq1AnnnnuuZ9mtW7fGvHnz0K5dOwBA06ZNMXfu3M1ZZcsWW2yBN954A1dddRXWrFmDunXrYvDgwbjoooswffp0tGjRAlJK1K9ff/M4ZUuLFi3QpUsXNGvWDDvvvLPW9+FmxIgR6NmzZ6j32vEWSUREREREJSArt0ii7Dn55JNx3333uY5zLhbff/89HnzwQbzyyiuur/MWSUREREREhfK//wFCALbbvhBlyT333IM5c+akXY1IFi5ciDvvvDOWstgdmoiIiIgoitz9cDFiBHDggenWhcjFgQceiAOLfN/829/+FltZzAQTEREREZWIch3qSOXNdL9nEExEREREFIU1gVDKAWidOnWwaNEiBsJUVqSUWLRoEerUqaP9HnaHJiIiIiKKwjGLbloaNmyIWbNmYcGCBWlXhaig6tSpg4YNG2ovzyCYiIiIiCgOKWdga9eujb333jvVOhAVA3aHJiIiIiKKIiOZYCLSwyCYiIiIiCgOHItLVBQYBBMRERERRZGRibGISA+DYCIiIiKiKNgdmqioMAgmIiIiIiKissEgmIiIiIgoDuwOTVQUGAQTEREREUVhOiZ49mxg7tzk6kNEvnifYCIiIiKiKEzHBO++u3pk5pgoFcwEExERERERUdlgEExEREREFAdmdomKAoNgIiIiIqIoeJ9goqLCIJiIiIiIKAreJ5ioqDAIJiIiIiIiorLBIJiIiIiIKA7sDk1UFBgEExERERFFwTHBREWFQTARERERURQcE0xUVBgEExERERHFgZlgoqLAIJiIiIiIKApmgomKCoNgIiIiIqI4MBNMVBQYBBMRERERRcFMMFFRYRBMRERERBQHZoKJigKDYCIiIiKiKJgJJioqDIKJiIiIiOLATDBRUWAQTEREREQUBTPBREWFQTARERERURyYCSYqCgyCiYiIiIiiYCaYqKgwCCYiIiIiigMzwURFIdUgWAjxvBBivhBivO25HYUQnwkhpuQed8g9L4QQjwghfhFC/CCEaGF7z/m55acIIc5P47MQERERUZliJpioqKSdCX4RQEfHczcB+FxKuT+Az3P/B4BOAPbP/esG4ElABc0AegBoDaAVgB5W4ExEREREVDDMBBMVhVSDYCnlMACLHU+fBOCl3N8vAehse/5lqYwEsL0QYlcAxwL4TEq5WEq5BMBnqB5YExERERElg5lgoqKSdibYzS5Syjm5v+cC2CX39+4AZtqWm5V7zut5IiIiIqLCYSaYqChkMQjeTEopAcTWmgghugkhxgghxixYsCCuYomIiIionFmZYAbBREUhi0HwvFw3Z+Qe5+ee/x3AHrblGuae83q+GinlM1LKllLKlvXr14+94kRERERUhtgdmqioZDEIfh+ANcPz+QAG2p4/LzdL9GEAluW6Tf8PwDFCiB1yE2Idk3uOiIiIiKhwmAkmKgq10ly5EKI/gPYA6gkhZkHN8nwPgDeFEBcCmAHg9NziHwM4DsAvAFYDuAAApJSLhRB3AhidW+4OKaVzsi0iIiIiomQwE0xUVFINgqWUZ3q89FeXZSWAKzzKeR7A8zFWjYiIiIjITNqZ4HXrgDp1gLvvBm6+Od26EGVYFrtDExEREREVjyQzwYsWAZMm6S27fLl6fOCB5OpDVAJSzQQTEREREZWMJDLBTZoAc+bolc1u2URamAkmIiIiIooiyeBzzpzkyiYqUwyCiYiIiIjikPaYYEtW6kGUUQyCiYiIiIiiyEo3ZKseDIKJfDEIJiIiIiKKQ9rBJ4NgIi0MgomIiIiIoshaJpiIfDEIJiIiIiKKQ1YysFmpB1FGMQgmIiIiIooiKxnYrNSDKOMYBBMRERERxYEZWKKiwCCYiIiIiCiKrGVgGYwT+WIQTEREREQUh7SDT84OTaSFQTARERERURRZywQTkS8GwUREREREcchKBjYr9SDKKAbBRERERERRZC0TzCCYyBeDYCIiIiKiOKQdfKa9fqIiwSCYiIiIiCiKrGWCicgXg2AiIiIiojhkJROblXoQZRSDYCIiIiKiKLJ2a6Ks1IMooxgEExERERFFkZXu0Ax+ibQwCCYiIiIiikNWgtCs1IMooxgEExERERFFkZVMsIVBMJEvBsFERERERHFIO/hMe/1ERYJBMBERERFRFFnLBBORLwbBRERERERxyEomNiv1IMooBsFERERERFFkJRPM4JdIC4NgIiIiIqI4ZCUIzUo9iDKKQTARERERFdbw4cD48WnXIj5ZyQRbGAQT+aqVdgWIiIiIqMy0a6ceSy1YS/vzpL1+oiLBTDARERERURSFyAQzwCWKDYNgIiIiIqI4JBmompTNgJnIF4NgIiIiInL3228MqHRkJRPM74pIC4NgIiIiIqpuzBhgzz2Bp59OuybFIytBaFbqQZRRDIKJiIiIqLrJk9XjsGHp1qMYZCUTHGZZojLEIJiIiIiIorv4YuCPf0y7FunimGCiosBbJBERERFRdM8+m3YN0mNlgtMOghn8EmlhJpiIiIiIqitEF99SkbXu0ETki0EwEREREXlj8EVEJYZBMBERERFVV4guvqWG3aGJigKDYCIiIiKiKLIyJpiItDAIJiIiIiKKgmOCiYoKg2CiJEgJvPUWsGlT2jUhIiIKhxNjZQu7QxPFhkEwURJefBE4/XTgscfSrgkREVE0DKz0sTs0UVFgEEyUhLlz1eOcOenWg4iIKCxmgvUV6yRizz0HfPll2rUgKrhaaVeAiIiIiKioZWVMsGkQftFF4d5HVOSYCSYiIiIiigO7QxMVBQbBREREROStXIOvBg2AM87QWzYrmWAi0sIgmLLvs8+ApUvTrgUREVF5KfcxwfPmAW+8YfYeZoKJigKDYMq2RYuAY44BTjst7ZokZ9Mm4OKLgXHj0q4JERHF5fvvgXXr0q4FFUpWLhgwUCbSwiCYsm3tWvU4cWK69UjSzJnAs88CJ56Ydk2IiCgOv/0GtGgBXHll2jWJBwMrfcwEExUFBsGUbVm5shoWD1hEROVnyRL1+O236dYjqmI/BhcSxwQTFRUGwVQcSrnhL+XPRkRExY/HKX1pZ4L5XRFpYRBM2car0EREROngMVgfM8FERYVBMBUHNvxERFQsGDyWL9PzFZPleS5EFBsGwZRtxX4iUez1JyKi8JIIWpYtA556igFR1oQ93sf9PXK/INLCIJiyjY05ERFR3qWXApddBnzzTeHWyWOxvrTHBBORFgbBRFnBrDEREQWZP189rl6d/Lp4XNJnbSt2hyYqCgyCKduK/QDMA4jrHU0AACAASURBVBYRUflJ8tiVxnGRx7JghegOzdmhiWLDIJiKAxt1IiIqNjx2URBmgolSwSCYsq3YM8FERERUPpLsDk1EsWEQTMWBBwkiIqK8QhwXw45zLUdZGRPM74pIC4NgyjZmgomIqNiUyphgHoP1FWJbMcAlig2DYCoOxdbwmxwMi+2zERFReeFxKjkcE0yUCgbBREnggYqIiHgsyJ4RI4Bly5IrP+3u0ESkhUEwFQc2/EREVCzYNTab1qwB2rQBTjwxuXWkHQRzv8iul14CunVLuxaUwyCYsq2cGnOOvSIiKi3FfgwrteOS9X2MGpVuPeyKfR8hfV27An37pl0LymEQTN722w+4//60a0FERERpKpVAzQrqN2yIv+yw24jdoYlSwSCYvE2dCtxwQ7p1KHSDv24dsHFjYddJRESkq9Sys2morEyu7CTPW9gdmig2DIKpOBSqUa9TBzjssMKsy8IDFhFRaeGY4GwqxDZLe0wwEWlhEEzZ5tbgn3Ya8Oabya1z7NjoZfBKPRERFXvQwmNZ8hgEE6WCQTAVB3vD//bbQJcu6dVFh8mBiicZRESUlCVLopdRKsFXsWeC0yiPqERlNggWQkwXQvwohKgQQozJPbejEOIzIcSU3OMOueeFEOIRIcQvQogfhBAt0q09xaYcGvNy+IxERH5GjQJefTXtWqTnwguB117TW9bkwunYscCOOwL9+4erl7UuHqeCcWIsoqKS2SA45ygpZXMpZcvc/28C8LmUcn8An+f+DwCdAOyf+9cNwJMFrykliw0/EVHpat0aOPfctGsRH9MePs8/D5x9ttl7dI6LFRXq8bPPzMouVVnMBGelbKIyk/Ug2OkkAC/l/n4JQGfb8y9LZSSA7YUQu6ZRQYoZG3wiIqJwin24Td++wL77xldeFoPguDPBPG8i0pLlIFgCGCSEGCuE6JZ7bhcp5Zzc33MB7JL7e3cAM23vnZV7jkpFOTTqxX6yQkREpSXt41K3bsC0aenWIWnsDk2UiiwHwW2klC2gujpfIYRoZ39RSimhAmVtQohuQogxQogxCxYsiLGqlBg2+EREVKySOIaFCUyj1iPLx+JnnwU6dtRb1v45GjQAWrWKrx4cE1wYlZXAXXcBy5alXRMqcpkNgqWUv+ce5wN4F0ArAPOsbs65x/m5xX8HsIft7Q1zzznLfEZK2VJK2bJ+/fpJVp/KXdpXz4mIdGzcCFxxBTBzZvCypC8r9wmOWo9iOJZdfDHwv/+Zv2/ePGD06Pjrk/bs0KXu/feB224Drr027ZpQkctkECyE+IMQYhvrbwDHABgP4H0A5+cWOx/AwNzf7wM4LzdL9GEAltm6TVMxK4eDQzl8RiLKpi+/BJ54Qs1OTFTqOCa4+K1dqx5XrUq3HlT0aqVdAQ+7AHhXqCuQtQC8JqX8VAgxGsCbQogLAcwAcHpu+Y8BHAfgFwCrAVxQ+CpTokq9USciStOmTWnXgCiaTZuAGhnK7UgJfPQR0KkTULNmfGWWO2sbFEMvBcq0TAbBUsppAJq5PL8IwF9dnpcArihA1ajQirXB5xgfIiombIeSkZUxwVGFyW4Wup5LlgAffACcf773ugt5+6J33gFOOw3o3Ru4/nr995msoxwxCKaYZOiSGZGLcmjw2aATUVrY7iQjK2OCwyxrF/ZzpHHsvuIK4IILgCFDCr9uO+uzz56tHmfM0FvepOy4yitmbLsoIgbBVByKrVFPY/ZOIiIiu7QChTSOZ1Onqke/saJpjAkOWieP/WaYOKCYMAimbCuHg0M5fEYiyibrRJLtULyytj1L+RZJW26pHtesUY9ZGhesg92hzVjzFzAIpoiKrKWgslXKDT+vahJRWhgEJyvtMcFp3SKpkPuTFQRbGWC/ILiQY4ItQduQ3aHNlMs508aNwNFHA8OGpV2TksUgmLKt1BtzIiIqPVm8FU8h15VmEBzXTMxhmXaHjlJ2OSqXIPj334HPPwfOOUdveSGAzp2TrVOJYRBMxaUUDwCl+JmIqLgk0Q4NH66yGZS+Yp8Yy688k+7Qhbw4obvt2B3aTLkEwWE+38CB8dejhDEIpmwrhwa/HD4jEWVTUt2hR44E2rUDevaMt9xik3b7XuqBApAPglevVo/lPiY47X0uaeUSBFPiiqyloILJWiNq1SeoXj//DDz5ZPL1ISIqRx9/DNx6a/Byc+aox/Hj46/DrFnAww/HX26ckjyGFsPJfyHPIerUUY/WhEl+3aHTGBOc1PvKVbkFwdw/EsMgmNyZ/ujatweOPz75egTVq2VL4PLL469HktjAEVFaTDPBxx8P3H138HJWNi6J9u3EE4Frrgm+/2qpK2Q32rTHBPuVV6tW1f+nnQlOclvxfKF8guBS/3wZwCCY4jF0qMoQJEU3E7xihd5yWVIuDToRZU9S7U6Ss04vXaoeKyvjLzsuWTkGlcPs0E5ZGROcxPL9+qnvxO8CUFb2vaTxnIkiYhBM7rLSiIadZTEr9SciKmdJ3iKoGNr5rNSx2O8TbLL+rM0OHadXXlGPEyYkt46sy1riYMqU9H8fFAqDYHKXtR902l2xklRMdSWi0pJUQJlkoFoMQXCpjAkuxnGuSWSCk5yQyuR91rjnrASAaTDdBrNnA+vWJVOXceOAAw4AevdOpvykvP9+cI+CMsAgmLKtHDLBxVRXIiotxRgEW9h26ks6aHrtNWDEiPz/Czkm2CmJMcFW4JWEMGOCyzkINt0Gu+8OdOmSTF2mT1eP9n0/bkm0cy+8oB6/+y7+sotIreBFqCxl7eRCd0ywc/m0ZaUeRESFlORJejEEAFlr+03rs2kTsGyZ/vvPPjva+qJw7g9JZII3bdLvZp1kzzWdLGjW9r24mQTB1rJJ3T+32Ht8lPq+EoCZYHKX9NX7N97Qm9SEmWAiouQxE5yMtD9/2BPp228HdtwRmDcv3PvTlMSY4CgzOAe9l92hzYQJgotZkkNKdFRWAj16AEuWxF+PlDEIpsJ79VXgjDOAhx5Kbh3F1PAVU12JqLQU4+zQHBNsvg7T+rz9tnqcP9/sfTrrGzMGWL06vvKcksiShnlfEr8tBsHlEwRnJRP8wQfAHXcAV1+dfH0KjEFwOVm1CmjUCPj22+Blk2w4FixQj7NmAdOmmdWjFDPBRERpS6rNTKJrqOnJ4bBhwNSpZu8pFWnd4sjr/fPnA4ceClxwQbTyCy3MxFhxnq9Y3yO7Q+fp7NthxnJLaT77dpIBa9qZ4A0b1OOaNfHXI2UMgsvJmDHAxIlA9+7ByxaiEX34YWDffYFJk/Tro1uvJCexMFHqVyqJqLhlbWIsk4BAt+y//AXYbz+zerh58UXguuv0li32dj1sQBe0/PLl6nHMmOD3r18fbv1+yxYiE5zkPs9MsFkmOMz2evBBoHFjvYRRWEnONp6UrNUnBgyCy0lWdmBnY/Tbb97LlkMmmLM9ElFastYdOokgOC4XXKBOkE2kncUJW4+oxyWv9VlBSdC43SefBLbcMty602a67X77Td2yRgeDYLNtEGY/Hj1aPf76q1m9TBRTEFzC+xqD4HJSzOMokpxtkYiI4pVkEBxmWTfz5wO77gr88EO0ctwU4hiU5MRYzvOFuD6PNSFm0G2MXn01/DrSzgSbOvpo4KSTzOpRat2hTz8d6NBBb9mkM8FZkZU2pIQxCC5HaQfBJo1RsWeCi+lqHxGVr1LuDu3lk0+AuXOBBx6IVk4xKPSF5KiZ4I0b462PXzk6ZffpA3TrZl62bvlBSr079FtvAV98obdsmIROUr0nkryoYjoM0ESp7T8hMQguJ1kJtqI0RsUWBOsoproSUWkphzHBachK3cKe7EYNtoKC4KBMsM4tFOPSo0fwMrfeCvTtq1dekt99FoLg774DnnsuvfWXQiY4KwmSQva8ySAGweUkq92hTbr1lGIQTESUlqTHBJvSmdQwaye0fso1i+P1uXW7QzuD4CQnxnrsMf2yw6xf9/saOxb49FP315yZYL/tl/T5zyGHABddlEzZ224bvAyD4OhMtkfWtl2MaqVdAUpB2kFwlO7QSb8vDcVUVyIqTWEytn5teTGMCU5SsWdxkh4TbNodOklZufVLy5bqMcmx3lm3YoX+sibnsuvXq9tz1q8frl5x1MWuGNu5rNQjRswEl5Os7MCF7A49dy7w0EPZ+exuslw3IiptSd1Htty7Q2dFWhNjFTIT7PyMppngtWv966IryTHBTqUaBOuwtudDDwV3Ubf3LNl77+TqZCrtMcEm9ShhDILLUTFngnXrZTV8Z5wBXHutuj8yERHFQ/de7OUaBGcl05N0b6qBA92zd3FPjFVMpAQWLdL/jehwnjeVcxBs36633+6/rH0/XLVKr/xCbNu0u0MTAHaHLi9ZOShHaWBMM8FLlqjHDRvCrzOKtC84EBHpiDtYLUR36GKQxMluIU/S/dY1eTLQuTNw2mne73fS7Q6d1MRYhdi/FiwA6tUDdtwxvjJNguBS+w052T9f0G8hzgsRQXUpprJNFMNFx5CYCS4nYaeK7907/rroinoVO+0fr8kJUDlf2SWidITtcsfu0P6yMiY4qe7uALBypXqcOlW/XN1McJSJsYYP11/WlM72nD5dPS5enG49SpVJEBzld5h2gGtfxkroxKWc9x8bBsHlyDQ72b174dfvFHZMMH/oRETewp7oBWVYwgaqJrNDZzkINpGVgNlv+UKPCY7SHfpf//J+LY5tHTT2d/ny6OtwymJ36CwkF4L2ozCZ4Kx1h54/X/UqeOMNvbI//lj1RoirHlnY1xLCILicZKU7tFMhbpGU5ZOlLNeNiMpDMWaCsywrx9skM8F+33HUMcFRMsFpSyIIdkrzFkmWpLsaP/MM8MUX1Z/PUndo3Xo4hRkmMWSIXtnHHw907Oi/TDG0oQXAILicZCU7GjYTPHt2+ExwlichKKaDOxGVlqD25/PPgWXLqj+fVCa4VLpDW4p1ZmCr3jpBhNv43bhnh45LkpngQjLdB1aujH+ysY8+MrulkalLLgE6dKj+fJa6Q69fn1zZUer+88/x1SPMskWCQXCWjR/vfvIRVdqTNTnXP3++em7AAO96bNoE7L478MILeuvISsBPRJRlfkNNFiwAjj4a6NLF+31uz192GTBqVLT6+Ik7CE775C7pGZzDrMNkCJJJti1sJjhL0thfonaH3mYb4OST46sPAJx0EnDeefGWqSPpTLDutv3sM+DMM83LB9JPzJjsPyV8Hs0gOMuaNAH+9je9Zd9+G/jDH/xv+l7IKz4bN+rPyDx+vHp8/PHgZXUnvAjTHTrOBifKbaCIiArNrR2y7p86YUL117xOLletAp56CrjuOu9y7caMAa64wr8eXqK2nUme3GUlwxK1O7ROMOy2L8SdCTbdRl5Zz0KMCU5CHLNDf/hhfPWxTJ4cf5lB27FQmeAgn3wS/r1pB8GFXEeGMQjOutGj9Zbr3h1YvRqYORN44AH1t1Mhs6MHHwxssYX7a143tnc7KEadtCXO7tA//gicdZZel6KsnACZmDbNPRtPRKUr7iyk6QXIDh2AJ54wq4/Vrsc53u+xx4Dvv9dbdv16YNw4vWWlBL75BpgyJXzd4pBEJtj6Hky6QxfqPsHr1kV7v58kuvhTXpxBcJQ2IqgehRpvnIQSzu6aYBBcKqwdun9/4Prrgf/8J1p5URttK7trsq44f5Rh6h/0njPPVNt30qRwdUrLiScCb70VvFyTJsA//pF8fbLim2+AOXPSrgVRuvzaPdPsn2kZbq+nNTv0VVcBLVroLXvNNUDz5sCMGd7L2Ot2xBHAAQfoLaujEF0ZTbpDhwmCk84EewXBxTom2Pk9LlsGjBxZ+Ho46W6LDRv0h/cFdYW3rzPN2aGTDLB1l0ly/XG8J+MYBGeV6Y/L+tGuWqUely6Ntv6sdM8qxFgp0/fEfQUt6Yblgw+A008PXs6t90ApO+IIoFmztGtBlA06GT+d5U0zwWGGriSRCTYxYoR6jOvenVk8ucxad+iFC72Xdds/k8wEZ0GnTsDhh7tnzLO4P51+OrD99nrLBv2us9Id2l7PQswOnZYSzhozCM6qsEGwzslB1nZok0ywbt2dZcbR4CTVnZyTeHmrrEz2QKB7Lz2iUuUX5ITJBBciCA6zbJx02uysnMBaim1iLGdwt88++usAgFNPBSZOrP58sY4JdrKC/LT3M931v/eefpkmmeA0b5Fkr2cSXeSzkowqYQyCsypsEGwxPaGJsqwprx+fTrZBd8bIMIFlWkEwuVu3DqhVC7j11rRrQlRYa9cCL76Y7YlR4goEnMe6YsgEO+vhJ8mTXZNtFbZsv2DY73uImgmO6ptvgAsuSKbsNAJPr+1VLEGwCZNMcNB+FKV+SY4JjrtdKGSvyRLCIDirTH5cQlS/J5hfEJy1WySZ1Oujj/TWESW7oFtmXMq8EfJkdc+2T5pDVA5uuUWdwH/8ceHWGTV49Sonye7QSbSdV14ZfNuTtE9gwwS2hc4ER50YKw4m3fhNZGFMsCXtC0E67rjDbPm0M8FhxgSn3R06ahty223Bt7UrwXNVBsFZFfUeeabjuwrJJAiOenUrre7QaW/jKLLS0FlXeLNSH6JCmTtXPUad20GHbtC5aBHw7rvB73M+b5LV0a1PmGV1Pf448Prreust5nY+SFJBcKEywUBy30+WMsE62z7NY+iKFUCPHmbvMTn/TXNMcNL3si5kJviuu4DWrd2XKeF2jkFwVtkbtg0bgLFjzd5fKt2hwyqm7tBJbuswZSdZn7lzge++01s2K10eKbuWLwcWL067FvEr5AUgv3XYX+vcGTjllPz/dTPBpus3mR06rrYhbJ3jGhNciO/Z5Lh1zTXqogegVzeTYKAUMsFekiw7Sndo3XqFCeqCyg5zsSPO7tBZvUVS1jLBZYpBcFbZf1y33AK0bAlMmBD8Pr/MZ1a6Q5usK2w9Zs6sepsmr3ImTgTefltvXQyCo2vcGDjkELN66NZnn330x4AVa3b5iy+An35KuxbZUa8esNNOestef73Zb3fBAnU/2DQk2d3XS1DvoV9+0VvedIxvFrpDm57Mxn0sLcR4PimBr78G5s0LXvbhh/N/W9vGb0ywyS2SmAkOJ0p3aN39+6679OujK8zvOygYN+mGzFskpb+ODGMQnFX2H5eVBdY5eFmidodOY0xwnAfFo45S970NOllq1Ag47TT/ZcLISsMSph5JZl6t7IIO0yD411/VZEImZReTWbOADh2Agw5KuybxmzNH/x6Sdhs26C/7wANmZe+8c/DY0KQUMgg2/Z1ZvNqJQgbBcbVVSQTBafSmClr2yCO9uzx64ZjgZMowFaU7tN/+bV/266/N6xUkzMR3WblF0vjxwE03BV/Q0alHnPWKs7w5c4A33kh2HRnGIDirrB9X1Jkd3Z778kugb99w5cYhyuzQYddV6DHBJpJsWMKcJGal+7FVjyTqo9vt6+23VfCZBXvskXYNkrPbbsD++6ddi+reeSed9RZyKIBuT5ygYHXIEODJJ82D2iyMCU4yE2xSXpKsdcyYEe59fucUWR0TnNQ6onb5DyNKd2jd/XvLLfWWs+/3pl2G48gE28uoqAC22EJ//SZ69wbuvdd7boYsZYLD7mPduwNnnBHuvSWAQXBWWT8uk8bGvozfAWvFCqBbN71yCqEQ69JprExP1vzEORY5iqxlgk2EzVDp0N0fTjsNaNMm/vVTdQsWqBnBu3cH1qxJty5pX/HOSndokyD4r38FLr88/Uzwxo3q9jgmwk5wk/aYYCmBSZP86x91X9K5SKK7/Vq1Avr0UX/HmQku5IX1uMowZZIJDrMMANSpY16XadOAVav01x1HfZ3b369HkHPZVauAMWP8y3fuN0nMzJ12EBzmHDXt42ICGARnlT0ITmNnTaM7dJKZ4DgCO7+r3lmVpUzw2rVmy6cdBFvLmGZOqKrJk9VEOzrbvE8fdfX9oYeSq0+cJ42W/v3VPa119/GgoS1pdIcOek23i2UhMsF+2+ff/waOOEJvAr6wx4esnAxOmAD8+c/+t6CJetzS2T90ZygePVrNwwEAzzxT9fVFi4DBg+OvYxJGjzarRxw9BkwCsbDdoXWDYHtdNm0COnb0XjbpTHAQ5/q33ho49FDgvff0yyjFINhEVtq7BDAIzirdTLDXCYTOslmTxCQWJic5uidrWRnLkVTZSdXn1lvNlvebkCUqncxFMV3syLLOndVEO1OmBC9rXdFfty65+uh8r/b947nngscr33STeo/OvA0ffAA0aAB89pn3MoUKgufPB44+2ntd9uOQbrAa9XcTdXboigr1OH9+vOu00+kOXYgszvTp6jHo/p6A/vh5Zy8MnXMKnYmxgnp3HHcc8Le/xdsLxC17GsdvyvrN6Cq17tDOunz1lf66k7gI6cdr+zgn+gtTRjHfIsnkfNv6PsaPVxNRzpljtq4MYxCcVbrjZpw/wriC4FLJBFviDILjDo7iHl9ml6VM8O+/my2fZObd5EBciFsJrFgBdOqUP6ktRTonDFZ7l+QFCNMLIBddBFx8sV7ZOu3ViBHq0a9LXqFukfT44/m/TbtDR5kYa8MG4Pjj3YO3qMepQgwBMbkgGnfGx84KbP26Fltlb9yoV2azZlX/v2SJ97LWdnO7aOX8TH7lAPm7OYQJLArdHToNUbpD6/b2CNMdOkjWMsEWv+O61zmqbtk6ijETPGOGuiXhBx8kt64CYxCcVbon4KUQBPt91iwFwabLZUEhTgh1+Z1Q+9Uj7UxwIb7vd98FPv0UuO22+Mvu1w/YbjuzmZSD3Hyz/9V/O+sEPStBcJhMRNCV77gvlNgznbffDlx7bbzlO9fjRbcbpd/zbmVMmQJ8/DHQtat+uXZ+mWDr/StXqoz7sGHe5YS90KYTBBei3bAC21q1guuhGwQ7e2zYL5R4la3Da3IhSxrj4ItJUt2h7cJ0hw4SJhNscosk0/WHoRMEJzE7tHMZk54ncR6TwgxZKRIMgrNKd0ywVwPj17UtbnH9IJLMuMVx1S3pTHASspQJtn9OnYAoqe7nQLwXReJgrSuJ2UyvvhpYvjz4JNTEPfcAbdvqLWsSBFvLpp0Jdi6jW5+420IpgZ494x0jLaV+75M4MsF+y5h0V129Ghg6VP3tFzBZz33/veqe/u9/69dHV9xtk72cn37yHnPqZF3Yql1bf9k4mVwECMoEW+LsYmpyYT2Oe4L7bY8uXaKd4yQ1MVYWM8FDh/rPrxBHQidKIG9x7qu6+zgQ7pzU5HOvWOG/fJTJWxkEU+Luv189Bo0JNskEmxzoszIWIeqPjWOCC/MeU2lnYrM2JjiprtdPPpm/N3PQ55k3TwVbcW/vrGWCw3z3cW4Tne84bFZs+XIVRPnp3Dm/nXv2zD/vd8wwGROss5xp758RI9R40fbtgZYt9YJgv0Dbqz66rAtKOkGg6cnuQQepWZT9WJ/fCmxNMsFhZ2U27V3mfE33PuB+v88ddgBmztQrBzBrT485Rn/ZMN58M9r7szwm2GTdOnW57DLgyiu9X4+jO7Qfr96KfmUPGADsuCPw7bd66yhEd+jXX9d/v58Snh+FQXBWPfGEeqxRwywTnFR36B9/VPdM1amDqSSzYEkEwZs2qayE6W040lCITPC4cWqikKCZccNmgpOQ5OQcF16of/K1dq1a1rptSNy/gcsvz//t9Xlmz1ZZkLPPVt1ua9QArrvOu0zT7yVrQXCY7z7OfdGku6992YEDg9/Xvr0Kovy8/7561PmM9ud0T2Z1yjXNBLdpA3z9tfp77Fi97tBJBsGLF+u/L8l92SSw1Rk/bMqku7xud2y/dmLpUrN7d5tkgq1eBllViNmhrSC4okKd83mJEgTvsove5Gfjxnm/ZpLkiSMT7DWJods6dWalBwqTTNGZqDFM2cwEU8E4p6J38uq2F3d36KZN1T1T3UT9QWRlTHAQ+wWGrl3VbTjmzo2v3CSEKdt0W116KfD556r7oW5d0s7EJjkx1vPP6y9rZZR++CHcuky4bfONG4HddwfOO69qV64HH/Qux/R7MQmC47ylmZd164K7PppmL+Kut9vEWJ07B78v6DdoZ/ob1D0RMgmC3bKDUXssOS8E6/ymwn5vOpnQJIdehBkTXKhMsJPuNk66O3SxCtsdevhwdeFIhxUEH3ywOuczrYsbZ/3WrgV++y34fX4TB5qc38bRJp9zTn7iNrso+2ohMsFxXVR3ln355SUTCDMIzjp7I+72g8tCd+iw46nCrMuU7snppk1mmWCrgV69Olr97OUW6+zQ1j4YdHKVpUxw2kG4xfkZk+gNYXH7PNaJ8Tvv6O9/pgf+rGWCmzcP7vYX9uTG5H06s5OG3Q4nnxyceXO+HhTkLF9e9TXTzIvbMm734DbJlPtlwXr3rrqsnySCYJOyw7Z1hewO7Ve2zmtxBcEmx8mot0gy/V50hwisWGGepQvbHbpdOzUTu46rr1b30Q1bFzdu33uc+6DfevyeNz3fcs6a7lW27j7z5ZfAF1/4LxN1XzWZAdu07ObN9d+fYQyCs84+MZbbSY3XVfc4u8gEiXqgcMu4VVaq5Qo1JlgnCLYkFZwlUW4hxgTHHQQPH66+N92r137r8ZJ2N0ZL2kGw/TnddSeZCS5EEKxz8mnaHdpqZ+LKYkWdKfe994CpU/2X0emeam2HX3+t/locmWA3YbuLBy3rJ8kgOIl7iVqfyerR4BcEW9IOgv22w5/+pLccYHbyntVMcNOmauZyEybdoU04v6dVq4Lfk3YQnHR3aLfXgo6fprp2BTp08F/GWXe/ye1Mg2ATbp/T6r1W5BgEZ529sdHJBPv9KJ2vxXVwjpoJdgbB69erg7rOrJ664s4EF3qMYFiFyATrnlzpBsHW2MfBg83q4ayPH/v6vepSiCDYuY4kb2sQ1H4EndjMmKGuXhciE/zII/63ZklamMlcgPh6OHgFeZMn69VDukWClgAAIABJREFUZz06vxO/Mry2SaNGwWXEFQTrXOzV+U05bwukSycITLLXi0l3aJ2ssSmT79FvWft+Hed9gt2k0Y3TWb8w94M36Q6d9GfUyRZbrDkI7KJe7DUJSOPKBLtx21evuCJ6uRbn9/jCC969DwudCS4RDIKzzjQTbP0odU48/A42aWaCrSuRjz+erUywvat5nF2Yk+wOXYgxwdZ+ZHJylWR3ZJ3PPGRI/u9atdwPLGHHBJtwboc4MsGbNqm2Quf3bm8vgta9337AUUeFD4J1btFir4Pf7KBJ8xpmYvo+Pzff7D3hituYYKBqxiyIaRBsOuYzSs+ZJHshhbmwNHu2/jqD1u+0YkU85bjRCYItUSfGirp/BLXn1nE/TBDsVY+o7WlcJ/9xlBNldmg/Yd6/ww56y339NXDDDeblB3Gr8003me2jcRzXk75Q7lb3F17QXzaucxcGwZQa0zHB1v91rg76ZQIKGQRbEwk5A9Y4um0lNSbY+VyQ++8HPv1Ub1kAuP32/GyoURQiCI47E+y2vImg9y1YAFx8cdXn3O6ha22HTZvUPR6T4PwNxnHQOussdd9Q5zb2u4gmZfC6rfeH7Q5tGgSnybQ7tNf77H75Re179u1szQruFLU7tM57dYJgk55FJvUwKddtWZMx02ndf74QJ45ZvkWSk27PjqS7Qyf5vSRZdpT7BMdtu+2q/t+rbgsWuD8fdxduAHj0UWDWrHjWpbuPxbHtb7rJ/fmFC9Vs/05XXln1Ir4lqUywlMCkSXrLFqGMnHGQp6BMsM6JriWr3aEtznF1NWrEd1AJqmPQjcUB90xw0DYcMkTNhnjDDUCnTv7l2vXsCRx5pH/ZOsI00ibbfPr0fFe2oEZVNwi2b+cwgj7zypV677GvP+o9Hr04f69xBIFvvKEevS6QeT2nu+4kM8FJTJgSRtju0HPnet/aY//9gb320isnjSDYtIxCZYLd6qlzn2DnskmIKwApRHfoNMcEL1yof1E3TBDs9x1LqYZX2Ge/92Jy8SuJsd5+4u4OvX696gERZsiDc3/z2v5ebUzUbWeS3c16Jvi++9yf//hj7/e4XbR3m+sijs/48svAPfdELyejGARnXdCYYOeP0Gp0dE4O3MqzuoUVMhNssX6w1slyHAGBbsagQQPvxsjiNiY4qDEfMwa46iq9cr3+72fpUnXLF92ydZg07PZAXfciApBsENyzJ/DXv3q/rvM7cnsuiav8SWSCLToXyEy6Q1uSzARnZSKbsBNjHXec/6yZq1dHH/Mal6xmgk16LOn8bv3266DgKUhcmeCwbYvJON807xNsEvQELfv55/oBdY0awMiRatZjq/eP37bWvZcxULU927hRXVzt1899WfsY4LDfddzdoS++WN0eb+1a72WuuUZvnV5189qeSWSCvSTZhsZxIURK99sv+R0vnRd01q+vPhcDEM/xdPTo6GVkGIPgrDPNBPt1h/YKmC39+qlG8euv421knnuu6lUq3QxFHJlgk5PJ117TK9MkEwzoz3L800/qVjUmB+IddvCfYTDJibEqK4E5c8Kty7Q7tMk2ue8+9+5CfuvWCYyTuPLvPNClFQSbrNvkuwDyJ0jffQcsWuS/bFaC4LBjguNSiEzwsGHRyoiSCTYp1zQT7LWsKZ2y7703P5Gfjm++CVcXJ+c5gV9gm4VMsMl+HNS+vPuufi8pIfJBXlDb47Zuv3rb7zXepQuwzTbe3UYHDcr/bfXU8WOtd9YsNRkhEP/s0O++qx79gmCve947t8uGDe6T9mU5CE4yE2zabjdpUv05v9/BRRflvz8AmDnTfbk4EkmF7vFQYAyCs850THCU7tBffaUevbrzefH7wf/2m/rBnnxy8PLWDzbOTLBFp9ENMyZYp4HwO8g413vqqVUPrjr8rorby544Ua88++dbtQp46CH37VerltmJTpQxwX//e/DyutzW7QxGKyuBZcuC32e3bh3QqlX+/zoHwkJmgoPaD911+/U8sKxfr8p77LH8Sfe99wItW+qtw1TcQapOd+jKSrVfDhsWf/DuNTGWiaD3du0avHwcE1gVU3fooOOt0zvvAJ07u7/mVrcjjnDv5lgMmeAoY4JNPl+cJ91C5AMEKYO7/4bNBL/zjv77zjwzeBmrjn/+s5qMEIi/O7TzfMuvHjrPP/lk9eeSuvOCV70mTKh+3I6zN9z06VVfiysIdhPUc8p+j2Gv2cbjOC6ZXvQuMgyCs86+E+vMDh2mO3TTpsCdd+YbResevbr8GjTrh6yTCXbrDl3ITHASY4IB7yntvdar021Ul/1zN2qkF2Db63PjjcC111a/zUGYe+aZdoe2z4JoMqlYELd6Orf5ZZcBzZpVfa5vX/9yp0yp2nVIZ59LYkywJanu0EEXdQBg+XL1+J//VD3pdjtY2/eLsCdHNWoAFRXh3utGpzv0okXAhx+qC1dOcbVbSQbBOsuHGS+oI64gOK5bJLktm9R9MO0ZHEuSQXCSmWC/7/G66/I9hdIKgj/5BDj/fPX30KGqp5vXjOyA2Qm/6cVqE9b2ss8sHnd3aKu8MMOpdNuKpMYEe+13HTtWb4/DZIK93rP33uqYZvH6HHHsw0HngfZ1uE0IBnjPJA3ot4vMBFOq7N2hdTLBVtcsnSDFeu+PP6ofttUo+s2UHNT4HXhg8PuCGu0kMsE6BwrdIM5kTDCgd4sMO/vBdfhws/c6mYyvs9i3gzW7ozPw0bkg41eXuG7PBQCjRgG77KK/vFvdnSc0bgHvVVf595JwdmkqpiDYZN06mWB7uSazhkcJrJ55xmx5v3XpdIf2a5ejXj1PIwh2k1Qm2KTHktvJoEkm2OQ3ZT8xNOm1YJKN0w2ebrlFDSXyY40N1OkObe2nheoOPWQIcOmlVdetQ3fZTz4J3gfdtrXfGMew3aHjJqWaZM8u7u7QOkFw1EynbnfoGTP0yrP4bXvnMToo6eLG7/N9+GH+b9N7E5sIOobYfyfW7cWcvHoJ/vabf4DstZ4SxCA464K6Z/k1Up98UnWsQNCYYJ0ueEF1+Pln7/cGSSIT/O236jGOTLDbcjoNhLN7TtB67Q18u3be7wtzr92LLlLbd9CgquOUvN7jdbsqtxPTu+7yr4v9c8Y55f499wDz5+sv73YA1c2+B2X17fz2uWnT1AWjtm2rPh9nt1rn7zuu2aHtF0Tee899GevESojgk26d7mVOn39efRyUaQ8Kv9+PTndoa/u6lRP1BDmOIDiOWfvjyAS7lWFyESzJTHCUrLGdyb43f37VGeq//LL6+3fbDfjvf1V77cY5Jtik3jVrqq6UJm2ZF90L2kkEwccdVzUg0ZVEd+i4SVn11jlSmgXBJt2hdS5q6pRv8jt31vmYY8zW79cbab/9/Ndl8dqea9ao+Su82H83SWW6/cp2e91ve4wcWf25o4/WrweDYCo4+w5tOjGWRUp1kDjkkKrPOd9rL9PK+vl1h7Zmj3auy4vbQdqkO3RUVhY2jitzbmOCdQ6aQY1I2O7QOgcvZ9n9+6sToGOPVf/cuI15dn4Xbp/77bf163LGGe63KgqjTp3g9dnZuzNZdLd5XCdzjz/ufsFId5/ffXfvSUsszkAsqDu07om0vX06+WR1+xMna9+UMv77RwPqIO7sru71HVZW6o0Dt9PpDm1t302bqm+7LATBUU5efv5Zfc9JZYKjBsEmdTAJgsNm8N2+b6+6ffpp/rg8apQa83nzzVWXCbpw6vxMJt/TjBlqMsXLLvNfR1A5gwcDvXr5v8evt4QXk2XdzkeC+G0rk0zwnXcmFwg725RXXwUWL/ZeNgyr/DS6Qzvr7HYM8eMX9DmPoaZB8DnnqLHFXuxZV6/vP47zTZPu0GvWeC93+OEq82vn97s57ji1/J/+pB4ZBCtCiD2FEEfn/q4rhNgmuWqVuYceyv/9++/5xk93Vlsg/yO036zcrTu0/cfTv39+Oa/Gb889qzeafj94k5ODl19WjY/141+71vveuqbiHBN87LH5RiSJBsLvKqSdfduuWaM+Y9++VSfpCNMYr1wJ9O5dNXjQyQSbWrwYeOKJ6vuIyYn/nXfm91snrwPw//5X/bkkgmC/be81hk83EJ09G7jwQv9lnJ8pru7QzhMQt1lB7W2ESSb4n//0X9a+TzpvE+H1HTZoUD07AJh1yXXbJ631rVwJ/PJL1deiBsH2oSk65szxnvNBl/X+lStVL4WuXZPJBC9b5t9jSCcw/egj7zr4ZXfHjas6JjSOLuNAfl/QLe/nn4HXX8+f/DtvkeLVvdGL33qdrzVooB79TvR1/O1vwbcqss8zosurh5Ib67OZZML99luTC7Mvvww8/bT+8ibOPRd48cX8/887z72dBfLboGdP1RtrzRrvMaJ21nfjlim0mHSHllJNvmmfv8NvzOzOO6uJ4txuDxTEpAu3129j40a13zz7bNXng/a/QmWCg85J7J8zaJ4Oq53ZuFG1nX7Hp08+UV2lJ08GnnqKQTAACCEuBjAAgPWLbwjAox8cReZs0K1Gau5c9Zr9R+rVSNkbiX/9C5g61b07tFuXqKCTG+cYV9NxM37Lt2mTb1hmzw7+cX/5pftNwp3iDILt4rpPnN1pp+m9z/4db7WVGkPWrZuaGKJnT6Bhw3AneT16AN27q+DS2m46mWAA+PVX73KddXngAeCKK1RDG5b9gpGTSSCiGwSbZIr89g2vIDjOMcHWrTUs9tunWd3R7b+LsEHwlCn+y5gEwUG22kpdoXbj9X0vXOg+IZffd+787nQmU9N9zSR7qdO+/PST6j77yCNVn6+sVPXWbaOselkB2Oefx5MJXrlStUfWNmnbFrjhBv1yTTPBzjrbj6fNm1ftehn0GXR/79a+V68ecPzxemWfeWa4INHNnDlqP3CaODE/JMji1bsnCWEywffcU73OXqzv2uQ457dso0bqgpaUqsdQ0FjVuHozOb31lv6y1ja4/XbgtttUJvMf//Be/uOP1fdijTm+9trgdTz7rErIWLyC4EaNqiYu/DLBCxaoW4Y1aeKd5fZiEgR7tWFLl6pHZy+MoAtQS5eqHhxA/JlgKdWx8/vv9cYET5igglq/TDCQ3169egEnnBB8vrNNLse5cKF/PeKcjDIluq3gFQCOBLAcAKSUUwDsnFSlyp7Xwcm6x6D9xN/r4GI/Ce3TB3j4YfdMgVcQ7HegcAbBPXp4r9s6OdCdGGvdOv2A5PXXVVeyZs1U4+t3VTpMELxsWdXPYhIEe33GY47Jf8a6ddUVN5MD+OrVwL//rRo950m//ar07berg5bb5w66am4dkFau9D5h8vqO9tnHu1zn5/SaZMpke/idyNnrOHKkOrB40Q2YvQ42OifjdlEzwW7mzat6L0xrUhqLdTC74w51641Jk+K5RZLbiaC1zIoVwZP76J4wDBigvidn1tVi2juhfXt1cdDu99/VCU5QNuHll1UWw4vzlimmXfKcQ0P8WBeerrmm+joPPrjqkBgdVptXo4ZZl3Evy5ap9uiss1R5P/7ov7xJEKxTB782Iqit8Rrz7rR+varL4sXut0AKqptOsP3TT/lt5zzuPPIIcNBB1U/gGzWqfpEx7ARZ1rb6/Xe9e+4Caj/+73/de9/40clk2utkImif2X9/tZ3vvFMN28k65+cZMsR/+Xvv1S9bSrVPX3yx6gG3bJlq73V/+0ndJ9gvCF69Gjj0UBUc/vqr9z5ilVG7dtXndfYp6z7VXp9vyRJ1Xmx6TLriCnVe2KKF93HOsnEj0LixCmqDkkXWZ+3ZU68e9iDY7wJWmzZ65WWYbhC8Tkq5+SxRCFELQEz9iKgavwH7QNWDutcO6jxZ32ef6g3PzTe7Z0iCguCrr843Aps2VT/JvfLK/N/O4KJ//+rdGO1q1tRvOAYMUI/z5qkr3t27ey9rGgR//jmw/fb5z9mrl/s4rYkT81cUvcqy++wzNcvwoEGq4XKeuHrVyyrv4YdVXR59tPqBwG27uV3JDhpLbK1LyqpjRoPW5adHj+rdjKx9b4cdzMqy8zvBte97hx+uDizOoMcSZWKsESPc61HoTHCDBkD9+t6vWwds6/6Cc+dWrePQodXfM2mSuthk5zzgul05t/Yxt5OEioqqZfj9Nm+8Md+W+WU3ADUzvskM0ePHV88CNG4MtG5dvU7Wid/Agap9Pv9899+95eqr1W2ili9X7YY1a7/TmjXqoqbX/aLdLs4496sttnAv+/PP1W1+xo1T63nsMe962Fn7+Pz5anyYF9MAZMAA4O67g5fTmR3arw46k12deabq7h00Qd8//qGX7duwoWqmzKtuTlaX16BM6fLlKsht2lSd3L/5pvtyt9yS/215nRhb+5S9rVm2DPi//wseiwyoHkb16gUvB6gM9S23qN5oJnR7Q4XpDq3zvVj7XFCG8q67godwJM35efwuRAP521bpsPckmTlTnRPtuaf7NnziierPxX0LocGD1f7rF/SNHw+MGaOCQ7fzXouVzHEGwTqsC0hebdMVV6iLzQ88kE9O3H9/8Lwp9nste3V/t9i3YdAdSNatAx580H8Zt7Lffdf/ot6qVeqicZwTnRaY7hnXUCHELQDqCiH+BuAtAB8kV60y59WgWyeb9iu4Xj9wZyPxr39Vf+7TT9UEGU5BAeMHH+Szrs4ZWoGqGTf7Sdy0aSobcNtt3mWvXKnfNcZ5tdivMbN/ph9/dF+HvWG3Zs+zxuf++9/u5V59dfUZfoP07asaaECdnAYdlGvUyJ9EWMHF8uX5MixuJ8xuJ7HOe/562bQpfzuJJUuqZtp1uwnOn68mV7jjjuqvWd+fdSBx6zVg5zZTdlAm+JVXqu6jbmNDAXUrKp2Toy5dqu87Xrca8Psdee2r1ljJSy4B7rtP/b16dfXbL3nRmdnd2t61awcfSBs1UgGDnbMdWb1adW2zgmvA/0LLwQdXnZTHbzvdd1/w/ZntTA70QPXPYgW2zt/S/Pmq3br9dv2y160DtttOnTieckr+eXv38SFDVHdE57g0i9tvukcP9fvfbTdg2DDv34D9qn+3buriW+fO3vW19h3dWYM3bVLtl25WENDL8Fn1GD5cXbQKygRXVqpAa9q0qu+3uAWMr78OvPSSOjEN8vXX+ftee/npJ+CPf6z6Gfr1Cy7bms/A6+IcoPaNs87K/9/Z7ts98ojK2gHVe4IA6tzB+p3XrKkuhC1dqvbBF15QF1m9hMm6+t2OKA5h6qTzHqtNcksS2K1apS5Ip8k+vAUIvqhscicFIN+W2y8MBG3DSy9Vy3h1aw8TNI0Yocahb7llcPdfO7dzVED1kATUcXDlyqqT0AaxLjx6BcHWuOibb1bb4uST1RAQ3Ys7QPDFCisJBFSf+MrpnXfUfbt16Yx7tnTt6j7ZaJHQDYJvArAAwI8ALgHwMQCPqCAdQoiOQojJQohfhBA3Bb8jw7xOaqwr0jVrqiuQn36qnwkGgNde01t/UCbYzu3gveWW+b/tk2/oTsV/zz16yzlPqLwyIoDKuAqhDvJNm6qMj5PXZ27f3r8e48fnA/8VK1R3lg80rxFt2KC3ra2TEyt4GjCg+pVC3WxmUFBhHQhmzsxn7c8/X2XFrZNB3XU1baquHLux9t3Vq9U6t9yyasPuNHy4qtNpp6mLEgcf7D8efPFiNaGIzuRqDz6od0IM5K9433GHGqPqNX7LOpEaOFAtu2qV6l40YoT3d/7mmyqgfOYZlQUF1Al2mMlDnKyDmX3Gdt2Zy+3ft/N3fMcdapKTDh1UkLhhg/sJuN2LL+Z7BgRddDO5lcuKFaq7n5XxDPpteZ1MuZ0ovvmmWQbDq2y3LrZeWUS3NvOzz1R2d84cFRw5xwK7efXV4GWsro+698f95Rc1vKNePf37fNatq1cPQF302m+/4DHBQ4eqLrfWhcKo92h2OvZY4MQT/ZdxBqY1auhtcx0XX2wWTL76qmpDnHMCAGr/tdrwGjWAXXdVQZM107zfsJBFi7I3SY6U6qKQ30UEp4kTg5dp1Sp8nQpt0yY1vMXidx4EmH2HUuYvLtnbs6B29emn1bHA6zzokkv06wCo4Sf27sFu49+9WMdRL1tskf+MulasUNtc9zxIZ1iF83sxmTE76GKNfbIyHSbH3DVr9Nr1rJJSBv4D8AcANW3/rwlgK533FuJfrj5TAewDYAsA4wD82e89hxxyiMysBx+0OsBW/bfVVuqxU6f8c6+95r5slH833qi33DvvuK+/bdvqz+29d/z1dP474QSz5aV0375h/y1aJOWoUebve+stveWWLJHyllvi3Wbz50s5dGj1bQFIecop1Z+bNk3KTZukPPNM/+1q0alD9+75vw86SMorr/Re9k9/0v9sVjk77KC3/FFHSfnhh8HLXX+92gY66589O///hg3zf9es6f2+kSOrbsuTTvJe9qOPpNxySykXLgyuz447SvnMM1I2aqT+/957Utau7b38xIn5v+fOzf99333+6+naVf87qqxUvxu/ZXr1kvKhh/TK22ab/N833STl8OH+yx95pPoun/z/9u48XJKqvv/459w7CzPM4DDIDDNsA8gi+zIwIAiyDTuIYMQY1AEERFQiyKaJiGA0alwQWSXikoDiAiJKBJdA2GURFWMIIoKoRBAw/sSF8/vj3ErX7VvLOdW1dr9fz3Ofe293ddWp6urq863vWS6w9uqre49/7GP++1DGz1FH9T4zn/705Mf7l1261H1myy7D3LnWrrNOtfu5445+y33mM72//+Zv8t9DydoVK6xdvry6siddD+v6iV87qvzJ++4/5pjmjkHSz9vf3nwZmv5ZsGDy/wcfXP02t98+f5mxsXK3+dGPVrc/F1zQ/Pt49tnNlyH6OeMM/2UXLLD2uOOqj4sGJOkuaxPix6QHpywk3SZpTuz/OZJu8XltHT+SdpJ0fez/MySdkfWaVgfBH/lIsx+AJUsGe/0ee0x9rI4gOPTnhz+c/P+gQbBkrTHhr7nySr/ldt21/GPwyle637fe6rf8qada+/WvZy/z7ne7yu7vfue3zniQt8Ya5e/jokV+y22xhbU77JC/3BveYO3xx/utc7vtBiv7I4/4LXfVVeUft/jNiBe+sJr3aL/9rL377uxlqg4+Dj986mOnn17tNpN+9t576mPR55MffviZ+rP66s2XgZ96fnbZpfkyVPlzwAHNl6Hoz0knNR015UoLgo17Lpsx5l5r7dZ5jzXFGHO4pH2ttcdM/H+kpGXW2hPTXrN06VJ711131VXEMB/7mOtrimotWZLfjAQAAADAVGec4TfoYYOMMd+z1k7p6+PbJ/h/jTHbxla2naSAnuntYIw51hhzlzHmrieeeKLp4qQbZJqUqsUH/+iyVVbpXgC80Ublr9OY5KkyVlqp/G31SxshGUD1dtyx6RIAKEPodFdAmeqoL1bENwg+SdIXjDE3GWNulnSlpNQsawMek7R27P+1Jh6bxFp7sbV2qbV26epZU4k0LWSalGju4LpssEFvBNYTT3SD/HTR+9/vBgUpQ3zQgbzpCfrdeKP/skkDesS//KIbFMuX+6/z3e9ObnUQMpJgv/45UtOEDPwQueGGwUYi3LqkxivRqK55kgZgC7Fwod9yzz7bG006z2teE16Osj4rcW97m99ys2ZNHl05y1Zb5Q8Mk+b4490gH2kjwRfxutf5L+szgFuZBpmarGrx0cPLFHJt7Jc1XVSZQr9DgN13b7oE3fbiFzddAidkir82aduAeQG8oi1r7Z2SNpH0RknHS3qxtfZ7VRYs0J2SNjTGrGeMmSHpCEme88C0kE8m+CtfkQ46yM1pWYW0jO/YWC9IHxuTXvKS8redNtpumhUrwrcxc2b2he/II/3XFU2nJLnpNLbaKnm5v/mbqY+tvLLfNnbd1QW8p546eVqreIU/urEzb577PTaWf3F/wQvcaNwf+MDkx6M7e4cdlvyaLFts4eYk/e533ZyWWdsOtfLK0r77uuORF6i/6U2T/99mG+mQQ7Jf85a3uEpo1jQkkn9wmzSf5vbb+71WcjdJkjJ2xrhRmTff3B2POXPyg5qTT3ZT8viOgh0XzXWY5PTT3Yize+6Zv574vNg77OCmF8sK9JcvdyNV+ga2n/ykuyEQH205ax7Pxx7rjZY+bZo779Om0frXfw0PzkJa9Zx/vpvKaJVVwrYRKrpm92ePVqwIm+4o8o53DF6mflGlvn+0+LxzPO/mVNYUUXnWXLP4a0Ost14925GSR3WNplhK4zO3Peo1f777XeW5k3dexI2P+91M/NCHipenTPHpH9/+dr/XlHmz9Jxz3HRlIS0t3/xm93u33corR1FZo8q3XGYQbIzZY+L3KyQdJGmjiZ+DJh5rBWvtn+Uy09dLekDS5621P8x+VYv5VJwOOcTN9zpo0+nbbpv62Otel77e8fHelCYhGWvJTbdzww35yyXNXZxkyRL3+53vDC+LMdnzCm+9tXTllX7rGh/vNe1duFC6997k5c45p/d3VPmITyeV5LDDXFAbDbH//vdPzh7HmxRHFcQosH7++fzjMnu2Ow79U0JE5YpXlO+5x50vedn/BQtcALrrruGZl/6pYvqtvLK0004uwP7gB9OnKPjBD1wg/swzbhqlK6905c4LpjbbzE23EX3BpFl7ouFJ3rx/8SA4urGSl9V8xzvcBPV//rMrzy23TJ1qYtEiN2/t/fdLX/+6eywvg/TBD7rgwqfp0ooV0gEH9P6fMyd5udmz3fQ0c+e6ITIkFxSn2XrrXhA2f76b5zZrCrL4DR0fM2e693jxYleOHXbInvt04UKXGX/jG91UK9E+JTniCPf5C/H005P/z7peL1nibjak3USLrLlm7xj/1V+FlUfqzbfdX5ZTT+1VpkOstlp2Rex7CffLr702e52vfKWbS/SwwyZPedR/PTn66Mk3F484In2dF188WLO96Fws4tBD/Zft7yZS5KaIb2uZ/gzOpz+df4wB1a6SAAAgAElEQVQ+/OHJ09VUIe0ziGRz57rfvjfViwj57CxZIr3nPb3vyTRbbJG/rujmakiyI3TKnuj4SZOnm8qyyy7+63/FK7KvH2ut5b6L8uqDcVGZt9oqv1XdF7/ov94ifKeKaqG8mkX0zXZQwk9OqqRe1trrrLUbWWs3sNae23R5BhIa0CW5+26/5ZIyyZ/6VHplbWyseBA8b55ftigrOI27/HIXlK2/vvTb34aVxdrsCmkUHPr69a+z56yV3AXuDW9w5Y0C1rwvlpe8xN08SMuAxAe2iwKVeMUm7yZJ9KXZX/GKLsbxx7fe2p0vm23m5v9NE/9CCe33u3hx9vP970laX6jNNuuVZcECFyzMmpX9nt5yS+9ud14fq1VWkf7wB+mKK7KXe9Wr3O+bb3aZvje9yXUjyHL22a5pbFQGY6YG70lZ9LwKRyR+zqW9Pzvu2AtUZs9Or5TGA5ToXMxqNjo+3js/oi/OrGMd7advn7f4cfqHf5Buvz17+fFxd1584hO9GxZZFck5c1yw6GP+/N78zlFlL20gyu99r/dZzZorW5J++lM3CIm17ubOL36R3y1m7bXdnO1/93fSGmu4x/qvDdH///M/Yc0D582Tzs34yu0/ntZOvsGSVFZJ2mQT9zv+3vefr5deKn3mM37ljOYi9xG/obTzzu53/LoWKqTPZv8+nn22e0+yjlncc89JZ53lNx9uf7ewI4/0u7EeUlkvospgLuS9yLsp9OMf+3dZqVJ0zlR53HwCy/POm1yevPnDt902+3nJfRda25vL2kc0fkrefPWR+DnhW6/Nq6tEFi1ydeqsQYij7RcJgq11NyKz9N94z2odVcSwBsHW2ncZY8Ykfd1au6Lv56iayjh60r6EDjrIZUnjzW/TrLvuYGVIuxAMkgn25dv0cdq0XhDvW0HZbrve31lf9tOn+wVw0TKrruqCrSwzZrhsxH//d+9ilxdo511covdCkjbc0P2OByZp71F0vKLgpr9iEAVKaccg7T1Kurlw3nnpwciFF/Yq5T76j1fSe5gVDGa9pzvt1Ftf1nLPPturUOdVqPbYw71HO+/sjvnHP56eVY0kvWc+wf8GG7gAO6+ZVnTuzZ+fXrGJyvC1r7lsc1oQHD8/L73UZVR32il92+Pj0tKJARqjDFfWMYyaJvcfk7QKfhmV86SK5E03ud/GuGzwbbflV7D220/6yEfcDaO8yl78+azryFFHuXMhft4vWpQ/yNW0aS7DcfbZk7uzJFltNem++/wrnWuvnd21wRgXJG+55eTWMEkWL3bnW5q0z+XVV0uf/Wz2uo1xfb59xD8X3/qW+8znZWSzmlqHtNjq/zysv757T6JrQN7Nrhkz3PbWWit9mU98wt0o/8533N8+Pvc56fOf720jS5FxB+KqHGgn7b049dSp283qPvOud0kbb5zd5acsxx6b/Xx006bKINjnHI5a50XfF1mvueuuyd+Faa1JQls7zpzZq9/svnvv2u3Ld3t59b3I8uX59dPouhY///K6mTzzjPudV5+I7LNP7++99/Z7jW8SI60LUQfkRjHW2ucled76RimSKie77+6aP994o/TNb+avY9Bm0lU0h/blm4EN3f773tfLEOa9Pt7Eef31peOOS14u5Ms6XnGIKut5fSl8g+Bbb+3d+PAJgqMml9GXVfxiN3t27/+0ACUk2DjxxKnNrSPHHSc9/rhr7v2e96Sv47TTXP8hn0Fjss5933MmKzDz/dKJli1jtPf+z0TSfoyNuRsOeYN/GSP98z9Ld9wxNQiOgpmozPvv7455WhAcv7u9/vquQp31xTk25rJU3/xmrzlZ1rGOmrdGy5x+upuOIcoS9vO9gbbNNul35pP2tb9v97Jlbl9///vk8t92m+ufvP/+LqAMbZ6Xpmh/4Sh4kXrnTlomWHLnW9J4AJFVV3Wj63/2s651T14QfOaZ7jjkVewWLsxeV9p3w8EH5wdexriseZp4JTx+DsyY4T7H8c990vvwT//UOy+/9a2p2+53zz3J5ej//Gyzjft95pmuKXzaYIo33ij9/Oe9/+fOndocP7Lllm69L3qRu3H10EO91gRp16s99nDN1CW/z1n8hrOPePNS3+/VP/4xrF9p1k2Q1VfvdYM56ST3/qQdix13dNcxye1n1F2pKnnjZ0SZz7KuM0l81v2737nfPn2Tt9tu8ud56ZTZa5z4e/DYY67v7B/+kL7eP/xhclAZ0mxZ8q8j+HaP8Flf9B0SHeMVK/JvGEbL+vYJjg/g6tsa4plnXNImy2tfO3X8lQ7xjSJuMMacYoxZ2xgzP/qptGSjLOnC6zGf8ySDBqhZQXBUFp8P0qGHuruYSf3C0viWPTS46M+gZG1nbMxVdGfNchmuqElcv6JB8Je+JB1zTP60R75B8IwZvb6W8eaoaft4/vmu8hrtV7zi5XM3eYMN8pcJccgh2RnMddZxown7vOdFguD+gZ+KTN/UHygdfHDxkYr7+WTAQ7z+9e49jL5ITzjBnctRM9j+4xTaR+/++11TwX7RzaV4a5a068iHPtQbKCQqz3rruabAafvve3Mm63qa9JlOOm+McccvaWTMZcsmlyXrxl7VI7uefPLkCmZ07LKCYCk74F5nHXfT7TWvca8bpL9sXLxlS5JBplUzppcNSWo+GN//pAp//D1M6jc4Pt67AdnfVDLpfI1/puLbi/bxmGPc5yjK6G6/vfToo+lNH+fMmZr9TXsP+8uz3nq91gQ+dY2865oxLtMXYt99e3/7fq9On+4/mvZ//7dbb9q1Ixps8PLL3Q2NrJuJ/etIqx+UYenS7Ezi4sW98pSZmIgnDL72td6Ajln1vui5vOMRUt74sV682N0oy/v+K9K8OGl7WWbOlP7t39Kfj7ov+AyEGZV3k03cuDk+o0S//e1uPJDomhZSJ8g67vF62KxZ+d/9u+9eXUKsBr4lf5WkEyR9V9JdsR9UIbSCm7T8oJXktJN6bKz3Jelz4q+/vgswfPp+hCoyGNZBB7m/t902P1iaP99lenbfPf3CHzIwTbwS9eIXu1Fp09YblS2e1U0SVRqnT3d39p96yt2Z619Pvy23dBfbpExwPAhOqxB94hP1juwY8l5nva9Jz/3Hf0xtblbGvItZX8Df+17+oFpxIUFwyA2z6P0/4QSXJUlrKhsaBG++uWsq2C/puKa9t/FzMqoU+1Z+8mQFW0nPDXo9zQqC+7OGZZkzx1Xmzz578uNpmeAQ/YF/VuuIkO3kBcEh4zQklWOHHdzn4yc/mdp8Ol7OpGA7rd/gWWe5Jo+LFvWOS385kz6T8c9U/O9o23PnJo9Cn3Y8Q27IFqm0xrdb1s29uKSWUj6yzq/LLuvdsMjLThrjjuFrXxv+2XjhC4sNKpcmPtjbt7+dfUNqfLxXXt9rfzQYYdZ6t9rK3eg67TR3Y32//dzMHe99b/prDjvMdU3IG0E87aZikiLXqeizmnc84mMfXHKJmzIy77MRPzfTkgF77eXG1Lj/fr9+yfHrzZ57+t3sW2mlyTeOQj7TWd+T/f2F89Y7yDW5BXyP2qaSzpd0n6R7JZ0nabPMV6C40C+opBO6yubQb3qT+6I45ZT89VR5h6jIzYLDDpP+93/dBT4kY5h0jHfcMXvk2aTt+4ouLL6Z4Gj5efN621m82P/49wfB8S/VefN6I+fGlykyNZWPO+6Y+lhIUBqaCfZd9+zZydmNa65xzYtD1rvttr0bMj6KBME+51uUgYqaCaYFSPFKuu/omUmSjknaF3582bPPdtedrKnLTjopvVJ3332T/88KtrbYwlX64lm1Qa9jTVQUpk+X/vZvp97ASMvCJJ0vaedwfxBsjGv+nSTkupdXaR00ExyZP39q8+n480nliB+L+N+77y5df7073lH2rP+mwAMPTF1f/H2J33jM64oyaCuIrHXkPRfJu2ZG6zjzTP8yxYPgvM/Lbrv1mm9nfTZXrHB9Qv/939NbQEQGTSaU2Y85vk9z5mQHq9Om9cr5/PO9wfjS/OAH0qtf7f5+1avSb+Q//7zr8vC+97n/jXE3brNueI2NuRZQedfL+PPnn+/6p5f5vkTnZ978tffc4+qDkmt58fd/n7/uhx7qjY6eNYCs5G5i+dygKOOme1mZYJ+uV5K78XfMMdndZjrA95v9ckkvlvQxuQB404nHUIXQ4C6tf2AVZRgfdxfkyy/3awJXxoc7TdFA32fQhv7jl1T5WrRosEpZlugLddGi7OX6g+DIzTe7gC2+H9EXX5Ks5tBPPdXr/xRXVcU+qflQWZlg389K0hfWhhsm93M76CDXvLh/u3nnRshnoz/z4hMEH354dh9IqTcnYpQlicrUf0zi7/XHP569zrj+mydJ+5x2HOKPr7qq225WRfPDH85u+RCXFQSPjbnmf/H+lU0FwYN8xrJa80j5zaEl/yA47fU+4qM71xUEJ4lvO6kc8W2njVj9uc+5vrn9g+YkBQ7xJtDxADY+KnySqoNgn9f4vv7cc3sj5OcJCYI33rjXfDuvLPPnu/nI8wyaOIhnbwfV/9nN6qI0bVpveWsnN2NOWz66ud7fRSwu7bNYxuCD8f074QTXiq3MTHC0/ryWdDNnTr1JmHWtf9WrXJ0sygDnBcFxWTOjlFGPTCtLUiY6q+7hGwQvXOiy51UOYlcD32/2za21x1hrvz3x8wZJCe10UIoysqfGuMrF615X/PVJQstWZSa4SHPorP+z1l1lMJ9k+XI3VYrvUPb9F66dd3YX6/h+ZA08lZUJ9t1mleoOgpOCpNAvqjKDYN8vJmlyJjivDEccMXmKhayRg3fe2WX7dt99amY1Tf/Nk5AguOxrR3yuxLxmt/18KmJZ/fuLjtb/hz+4qbtCyhFJO355GbG4tPcm6bqQtz2fbTQZBMcD+7xMcH+mLrLKKvnz3EdTpMUrj/HPd7SPoUFByPW46mkY42X87GenjpeQJF7+vObW8fdq0HpA1uMhn7esacJC9X/ussoR2hx6fLzXPS1rlOC0LGoZQU9Z3+dp3vte16e7yHgLWdu75BK/8iTt3+c+56aoSxJav3z966c+llauCy7o/f2Wt7hxesrIBA8J37272xjzf3MwGGOWiT7B1Uk6mbMubknPGePuTH7qU+WVQWpXEDxo3+lBg+BB7xxnefJJ18wk7eJ40UWTpzBJqwDFyzh7thsc5Oabpy7XHwRH68u661tnEBxyrEOb+iUd4zKC4LwvtrKnhorEg+Cin9ek1918s5uiRyqeDSiaCS7DK14hHX20+7uKgQZvuy39uaOPlr785WIjlfp+zqK5iCN5Nxd8rodp+11VEJynqpY30tRK//e/Lz3ySO//tCA4GrwtS/x4ffSj7uZG/LgkBcGhx7OsLiO+QWI0anWeadPCW43lBcHx63NZ38ODfsf4XCM22UT667/OX86nq0Ik3hzax7Rpbhq73/zGTeuV9tq0G4VlZ4Ij/eXIyvTn7e+WW7qmzkVG08871j7LJu3frFnpWfrQG+JJXU98zoGPftQNylpGJnhI+O7ddpJuMcY8bIx5WNKtkrY3xtxvjPl+ZaUbVaEX9SoGchn0izZq0hr6AQrJXA/64cwbHTqurkzwtde633mV9GOPndwnN62iHN+PWbPcQGVJIzfGL+7vfrebCuPkk3v9gfLW7SNqelu1qppD51XAo+1G2c+8c+ZlL5O++tXetCNZ6g6C864fRStCIX2yQz5zPqNpSr2pHKoIgrPOD2NchfPCC6UDDwzbtm/gd+edvf5t0uRpkfrLIg3WJzjtxmsR8XKUkQlOGlNACs8Eb7HF5Dl549uOlzlv+ppofZK7wTg2NvXzk9S8OjQTHPJZr7pi219Gn9GT48cg78ZPvM5TZSa4jPXGPf989ndqpOiNIZ/rWrR83kBeaesq4+a3TxCc1y2gKlnnk2+GPm0dae9rSLA+fXrYwGIh5UhaD0GwJGlfSetJ2m3iZ72Jxw6UFDC6C7yEnnRJQXBVAaLvxTmakiM0eAzJXA+aCc6aSy7kTmyZtt7aNasKzeD7BMFZI/zGv0i33dbdif/gB8sd8fK00/yXPeSQ8rYb5xsE540OmySamirKYvic+wce6BdQFh0dusxMcFzRJnFZQXD/FFl5wUXUl3TZMukNb/DbfvS+ltkc+v773efV5/3ebDN346NohSXrdf3929L6QYaMDp12HiQdv7RjmredkEq8TwW8vz+ubzmKNof2DX6kya13JDdgU//Ub3nvT9WZ4DJfE7nwwvxlms4Ehwi9iRb505/83qeQ+sf4uJvjWEoekb+fbzYz7fOcdiPqmmvytx3x+V7KWqbK9zwkE5wmtP4cvX+DrLuMrjKDLttBXu+otfZnVRcEMaEf8LLuyn/5y71MwqB3m6PlimZQf/Yz6emnpw5oU6Qskf59+shH3B24j31s6uAd/esuM/ORZWwsbETNiE8QnFWBrLKZYVJZ8nzlK27ghV//2v0fUukI/fJMOkd32GHqY3nH6KKL3EBQV1/tt3xWmfqFBMFR5aXs5tBxRTPBSaOdR9uaOdPNLbzJJu7/pOlh4l7zGjfwl0/zwkjRIDjreGy+uft57jn/9X3/+y7TmDVYXaTsz2ZIcJV2/U46fml9CPPO77IzwUUzfSFBcOj3Wtq0gi99qfuJX2+KBsFtqtj2l9HnplnTmeA6lv3zn/3OnfFxN5BSNKp4XmC2dKmbs3bXXf3W7SPtGpn2+pDZDnwymU0FXyEtBMvKBIcEwaGjxoesI3L33W5Ocmnog+Dh3ruuCu0TnLeOO+5I7gfab599etNGxF+/YkV4UOtbmU6zzjpT+7j1Cw1C+yvuCxe6wGXmzKnHt6kPftHA2icILuMO5yBC9823ctw/x28ZzaGNcf2m4qL+pGlmzJCWLOllsY85Jnv5rO33K9JPp43Nof/4x6mPRefeX/7iMhkf+ID7f/31s9dljHTqqZOnMspTRRAcCQmMNt/cndP/8i/lrtdHWkA2aHPo6Jgmje6eJb7dMjLBRYPg+Eiyed0hQj9Xacc8qWzR38OUCfYRkgmO37Cosk9w2fvsGwSPjUk33CA99lh+OaKbhnvv7Xdd9v2uD80EhwgJgutKQBRZd1lBcHyk+Dx1ZIK32aZ3U4MgGLUr46SLr2P77cP75MRfv2CBy5r2L+Oz/bZMkfTOd2b3N84Lgos2fwpV9L1P+2LyXV8dfZ6rGlTtoov85qyWko9T2nb6g3DfjOOSJW75rFYMcWVnguMV7tD31bcfVtEgOClbGm0zCkJOOcXtQxXnZBXNoSNVfYZ8m0P7CplHOiQIjgKTrbaa/HhImfOus3nBkVS8klhlJjg633xeVzQIblMmOEnaND8nneRmQ9hvv95jIc2hq8wEl+1Pf/ILIn336dprpU98IqwMgwzulPT6IrqaCe43aBDsM6ie77pDyh1y/SIIRu3KuEgXWUdWZSvkSzy+XJUfoJB1v+c92V+s/c+V3Rzat29t0fc+r8LUP19rv7ZngkOWzdrO4Yf3BkeK1DVFT5oiWcaqBsbyfY+KBnxJmeBoXWnNacsUbauKTHBVleuyP5tpQfCgzaGjx0LHUwg5bj43X8poDp2kiubQkfjjTfcJrqr+8eij0i9/OfXxDTaQrr9+8lRTq66avf4DDsjeVtWKbjOkObTP9g44IHusjyS+15OLLhrs9Vnmzs1fJjQT/Otf95rwDqKM8ymtvtf/vn7xi+UN0lh3n+AmbyaViCC4jcqofBc5QbMCiSiTHA3+kyfvS78MZX4Izz9/8v9lVnovu8yN3Ooj9Hhde6105JH561u2LHs9g2SxQlsH+ArpK+gbBM+YIX38473J7rPKteaa+WUsQ1Teww6bPCds/zJLlkx9TZKoefCmmxY/5mW2fPjFL3o3HpKmSlm40P2O5iquUtH9a/JueFXNoX2C4Ph+f+tbvb9DguA8Ic2hfTLBRYPg+D6V3Rw67yZyGc2h88r0hS/4LxuyXV/z5vU+63nrzRrc7Nlnpde+tni5ms4Elz0wViifTPAJJ0iLFvm9vojrr5/62KCZ4NVXL+c7e5BM8CqruAFFoy49/frf+yLX9ir7BCfNdZ223rpaR1aMILiNyugTPOh2+wOQpUtdFmefffzWFd1Vb0smOM/ChZMHpCqzOfSKFfn9GyOhX3YHHCB9+tPpz0f7kZf5Kvol+8QT0n33+S0buo34hTrv+CdVIrP86Ee9v9POo7Q74WWLyrt8+dR+yHHRHL3x1yTZYw836uyppxYPgsvMyi5a5LpTXH21tO++U58/6ih3o+itby1vm2l8Pw/9mqw4V5UJDm2BkBespgV6IZngMvoE19Ecuo4+waH7kVeh3nvv/HWUZdD6SlKwLLlyxzPGUndutEvlZ4KLCGmSX/T1WQ49VHrRi6Y+ntYlre5ga5A+wWNjbmrJ/nM0/nzW/z6qzAQnDQg6JBnfNATBbVTVSbfHHoOVwacCcuONbkCH0ObTRfgcp3XXnXwHPEtWJaeuC3HZ733VXyQvfKFf06Z4WXxV0Rw6Es8olTF33yCiUZDXXdf/NZtumv38S1/qjknRGw+hQWKeadOkgw9OzzauWFHvCOVVNIeOpGWximoyE3zoocnPZ/UJHiSLVWUmOG/dTfYJTrp+ta1PcJnvY95606b6KWPwqpDjWvb3cdFMcJl8Pp9Z+z3odTotwxwyOGmVgVn/drfdtrx1l5EJLiMILuM7ZUiCY4LgNqrqAnjjjcmPv//9U+fkLHKC/+M/ukB7zz3bkwk+8kjXD9RH6J3+Ki4CZR+vqIxlBzVJ2yhruUgVzaHzXtuEN7/ZNYP2bWWxbJn04Q/7LVu0gljl+dKkqoPgm26S7r03bN15muwT/I//mPx8SCY4T9nNodPeq7z3PC8Irmt06KJ9gvPKFNpaxkdVTSWXLpWuuspv2aav3yGef775TLCPKoPgtKbC/aq8gX/rrW4aziT9+77LLu5cPPnk/GXz9L+vTWWCQwY8TENzaFSm7gveqadKv/3t4GU48MDe31GFoulMcIisIDjeH/NlLyt3u3FVZYKrDGp8L+Rt6BOc99p+Dz/s35+7qLGx7GbQkegY7L2337ybRcsi+Z0v117r5hPsklVXdZW4eHDnw/ec2mWX9ExHUWVfQ+PzSIdsO758UwNjtSUTXDQIDunPV7Rvs4+sdcTHS8h7TdpxGDQTLE1uvp21bBN9ggdZhzHSdddlz2hQZZ/gpPL4PBZJCoLPO89/e2kDedXZHHrHHdNHZk7a98MOc319fZbNUmWf4BBdunFUMY5EGzXVJzitDL7bjn+woiaBvqMiF+FzASp6d6z/IrHlltKDD7qK3nHH+a/TR9LIoGU56ST3e8cdy11vXBsywYNkObK+VNZd12UlRkVIc+gDDnDzCXbJ9OmuSeLrXx/2urYMjFVGZThknuC055POj7Y3hw7JBCepa3TovCmsip4DaWN+9HvjG6Xjj/dbZxkZpTS++9mlCn00h/Z++0lrrJG+3KBB8CD9WpO2H5cUBJ94ov/20oQ0h67SINvNO+5tzwSPoA5dPUZIGy7qRYLg+Afrne+UPvlJ6ZWvLLdccWU3WY4PPJS07g02qKZJ2SBZzDy77+7ev6wv3Piyvs1s4+rIBIcs27Xm0L7qaCFSR8uBLmryHIlXOvOmjvER0hw67fms5tBNjw7d9ebQdQTBWesYG3OD9Plst4xMcBrfDGXdAWJR3/++9M1v+q276SClDWXr4sBYearsExxyTRqSpsxlqGEkEgSrqzl01kA8g96hmjlzclBZhbKP08KF0iabSD/+cfb+l30BqTIIDhGfAiVEGzLBoxAE14EgOFmTn8t4RSmrCaWvvCArTdEgeNSbQ3/mM9LZZ09dR1zSsW1yPI211x5sPWU0h/YNeMs6TlV/xrfYwn/ZKppDX3xx8hR1gzaHPuOMwcoV6WImuIk+wWkD1IaUJdru+Pjk696QDHYVgtpfG9Xx4X/sMXdnMk2RD0PdF63+7R17rLR48eTHQvejjgpIvyqbQ9fBt8yh70V86qeQ5tChmr7r3iYEwcna0hzaJwh88EHpkUfSn0/rE1xWJrjKKZJCg+D4KMODZoKLNofebrtyM8FFhbRiWrpUuuSS9NdHovl6H3hg8uNZ7+P73pe97aztDbJcEU2te9CBsZKW32wz/5Z5IUHwEUf4lytL/zkTHYOmM8FZ2687E/y2t0lf+crgZVm8WPrOd6RnnpFuvrk3c8wIZog7WOMeAXXcjVm8OHsKmEH7BNeh/zhddJEL7gfhEwSvtZb7HU1tM6i2ZIKLqup933pr//7X8XkHq2x2PewIgpM1eY6EXhM22CA7k1dGc+iQPsEh8r5rZs7MX0d8+w884GYI8Fl3lc2h80bOjo7tm98cFgQXnb7Fp/w+/f0//nE3qOYmm7jp8iJZx/q00yb/P2gmuImBsapWRSY4JOAKCYLLOp5tmSe4ymv9oJngD31I2nDD5OdC34fddnODlO2880jXgUZ3z9ss6WQOHchlUGV22Pdx443pUzhVsb00Pv3aXvpSd/esrGZAXc8Et6FS8cpXui8IaXibQ8+ZM/l3FQiCJ9t/f/e7Ded42mimocpoDp01OnSbMsHG9Crteed0/Pkym0Mb458J3mefsPfnhhvCypH0t8/yacbHe9Mrlh2s1N0cOkQZ14O8ftllK6uZb1VBcD/6BIep+zuqDd+JJaBPcBv1X6yeeiq5L0eV6m4OHTXHCFHWF3mcb3PonXcOW2+Wskd/rVuR9/2jH/VbLjoePs2hd9klvBxSd5pDn3iiG9k4GvG7CtF7mTdS7qi46irXuqTuivbll0u/+U3v/299S3rxi8tZd1UDY0XXxP5rY5lBcFp/uKzt+V5DqhwdOi8THJ8bOCQIDhkoLb6+IoNKhnw3VdUneJDliizf1PdxFaNDlzE9V9J6qs4E163tfYLLKkuouXOlZ5/t/T8kTacJgui1vh8AACAASURBVNuo/2Ru+k5nk82h45WCpOeS7LCDdMcd2cukabpPcBeD4CJlfstbwtbtcw4Wfe+6kgmePt3N6V2lkCmSRsGsWZOb2tcl6msZ2X338tZdxhRJSZ/H5culJ58MH8G67Exw/375ZpRCmkMfcEDYjbw29AlO214Vyrh+tDkTXIas96B/Nocqm0MPOjDWsDWHrvKz0fZMcNqxfuQR6fe/d90ehkxHrx5Drv9kbiJTFTIyb9JrylKkydDtt0t/93fFtld0mo9BdL05dDyLUbbDD3e/d9stf9milccuHvOqRP0nk6ZIwXAoI8hK+05ICoDLzCAWGR06+r+sgbFmzQqfH9u3T7C11X0HDUMmeNj7BO+9t/SFL0h/9VeTH6+6+XXIsknzBFehLZngKgfGytvHkGNd5Xm99tq92WS22qr67dWI2l8bpd3JThPSVHrhwskDWKQpcoJXEaxnlSPruaJ3D8kEh6uyzHvs4d4Tn0HIir7nBME9y5a547jRRk2XBFWpamAsn9cVeT6uykxwXFYQ/Pzz4QFF3vdKvIxtGB26iPgxq2qe4CRdvX4n7d+0ae7G76DvT/T6M8+UVlrJ/e3TCiHrsXgZfZcN0cVM8KA33PPqzNF7V2TdRWTtz0oruffib//W/T8kzaE7evUYcqGZ4Pvuk77xjd7/WSfnL34h/fKXxcuWpekpkpJ0rTl0F4VmgnfcsZpy1NGMEOi6MqZIKrO5fF19grPKfMwxk/9PKscgNyt9m0M//3w917E2ZYLjHn1U+tnPwrbX1T7BRctx8MH+r9t/fzdafOj2ss6PKkaultozRVJV+yeFZ4J9RsOPzJ8fXh4QBLdSaCZ4nXXcqJK+6/bJ2HahOXQVmeCmm0N3UciXxMMPh41oGoIgGMgX+jl5xzuk17ym2DgRPtsJWa9P88C0MTWyguD+OXGTBp+bPt1l1m69tXgm2Kc5dFsywVU0l8/bzppr9kZBHxtzTS+jLjFpZary+3PQQbvKLsfqq0v/8A9hr8s7n0IzwYPcHMnSloGx+venyXmCoyD4pJPcdSfL4sVhZUlS5nW9IxgYq43a0Ce4yAkeetHqH20utBxZ2ytakSATHC4kExz1K6nCVltJS5ZI73tfddsAui60OfQ557jf99wzdR0+yswg+qwr7Sayb/b6iSeSuwwZI517rvv76af91hVpQ3PopO2FqCMT3L+9e++VvvhFN0q7JH3mM4OVq8jyVSmaCQ69gVHkfGpDtnwYm0OHZoJPPdUFwOecI628cvayixaFlSWuLZ+JBnS89j2kqrrTNkgZfIR+sT766GDlqLJfE0Gwv7ZcQOfMkX76U2nXXZsuCdBe0aBO/d0SutAcOnR98f+T1v3pT0sHHjj5sZBss29A4jswVpXNobuQCc6y227SoYcWf31Z5WhSkc9H2ZngQZbN0pZMcJumSHrrW91xyQuAJddaB8E6XvseUkU//I8/7oKAMtQRBPtkuOsOgmkOHS6kQgigWXvvLf3859Jhh4W9rujnu8zm0EVkZZSOPFL66lcnPxYSBPu20vLtExwfHbptQXDea8oeGMtX6PdnW76nupwJvvTSsPL46OLAWHHHHy9985vZy8SvFwccUO5I27vv7ka4X2UVaa21yltvGgbGQmWKfgjXWMM1By1DHX2CB70bPSzNoT/3ufq2VYXown7ssc2WA4CfpEpSSLAaoqkgOJprNZ5l9RESBPsOMBUyRVJbm0OHqKrPeJHnB9HFgLn/dSFzVPtu7+ije9nJthyjshTNBF9wgbTddtnLxz//115b/rEbG3NztT/8sPvfZ1aNuCEJbEMQBCNZkYpJlXdkr7uu2Ou7EATvvHN926rC2Jj0//6fdN55TZckzCB9aIBhU3ew8cgj0oMP+i279969v598Mn/5L37RzRcvhWeUyg6C49v2yQRX9R3U1ubQg2oiE9zUOqwtXqcpu4lz2deD/nMmqxtDlfpbtq1Ykb+srzrG9xkfdz+PPy7ddlt12xmSmx8MjIVkdTSHDrnQRsP8+26vS/MED4OQ+eza4t57/fqlD4MoKwYUVXYmeO213e/4lH1p1+1rrpGeesr9veqq+dt8xSumbt83E+xTUc0b7Tkungn2CYL7H6tCFwbG8t0umeBsXRkYKyrnu97lxvXIa1pcleizsf76/jfpfNU5yG2R7/ymPuMNoqbfRm248LatOXTRwRtCj2UTfYLRjAULpG23bboU1XvyyfK/zDF82twceqWVirfcCM0E++xn6PdEXtBcx+jQdWaCQwZOG3Q/y6p31F3vKhJohmaCjZFmzXJ/5zXFj9toI/8y5ZXnjjvyp/eReuf9aqtJe+zRfCa47GUl6pUtRCYYyYp8IYS+pso+wUWRCcaw8cmcAW0OggcRmgn2MWeOtHy5dPLJftv3bQ79/PP1DIzl25c56/9+8feuzGOdpw1Jg6oNUre65hrps5/1n57w1lulZcvKK9v220vPPRe+vqaC4CpHh45EI/R32ZB87giC26gNJ1dIGRYtcv0PfF14oWvqUmUmmObQAFCeOr6XqgyCy1z32Jh0/fX+y4c0h65jYKyq38syM8F5z1fZJ7iN70Ho65Yskd75Tv/19U+dVkZ5fJZJO++HpNnt/7nrLtfUuo2G7Vh7IAhGspAL7e23S3ff7b/8cce5nz/9abDy+ATBNIcGgHzDmgmeN8/99plrswo+meB4c+gXvcj9veaa5Zejf3u+yyf9n6XOynQVLdCaktdUO/S41rGvVQXBTWWCQxQ5vnkjSDehzZ+JihEEI1lIxWTttXuDnBTdRpFlqujXRCYYwChqQxBchbe9TZo+XXrjG7OXO+UUN81JFfKaOMebQ7/97a6iHB8Ru2xkggcTuo5jjhlsHaF9guvMdpcdBIe8pmldKCMyUdNHsqrvzvdvI2+Z0IvNW98q7bKLdNRRYa8jCAaA+lT9XTNjhuu7O3169nIf+ID0u9+Vv31jetMu+WT6xserDYCzypG1TNN9gtsyoFURl1yS/fzs2dnPt3Efyw6029Ycuo3HvCohxziaCWTOnGrKUjMywW23+urNbLeOILDKESoXL5Zuuin8dVUNSgIAbdZUJjiuzU0fB3HzzdIXvtAbqbdf6AjWcS94gQv0yzbId2CdmeCymkOHdrkaVLTuQw6RjjhCevWrw15X1rJtyQT3L9uFOlgXyujjBS9wv32uI4cfLp17rvTmN1dbppoQBLfZ9tu74eWb0La+JNHvhQulX/2qujLVMSgJALRNG5pDD2sQvOWW7idNvDl0qP/5n2JlCtV0JjhNlTfs66gHLFiQ30ohtH9sHc2hQ4LVIs2h8x6vSsj2hqWeeNFFrgvGy16Wv+z4uHTmmZUXqS4EwW3Uhg9W25pDS9Kzz7oPYF7ToUHQHBoApqrqe2nYg+Cqs3HTKqrGDVImBsYKE3KjqI7sbohhzQS37ThXaf586fTTmy5FIwiC26zJCkHbgkBj6umDUHZz6G9/u5z1AECV6ghy69xul7RxJNxBgss2D4zVNj7veZs/I2WVrS19gtv0GUTlOn71GFJtuOCFDihVlbqPxfLl7ndZd9d9mpcAQNOaCoLjhrECGpJRqrMZcai2NoduIhNc9jp81+c7OnToegdRVRDchnpwni6UEZkIgtusyQrBHntIH/949eXYYAPp0kvTn6/7gnjFFdJPfpLfRwcARtWHPlTeuoa9ObSPYcgEx3UxE5w1MNaSJdJJJ5WznSKqDPTrGBjLR1v6BIcgCO48mkMjXR0f8AcfbL4McbNnSxtuWO82AaBpvpm+DTZwc++Wtd5hD4J9vsMGGR26Lk1n9JucIumEE6TnnvNf/qKLpOOO81/e9zMSmgmuUtnlaFsmuOntoxZkgpGvyS/mtlwQAWCY+V5jq8xKtTkIrFIbm0O3JROcJzQTXCRLGnpeHnus/7JV9gluyxRJg6yv7mvCqqu633vumb8s9dLOIxOMdG34gLehDAAAFBESiLTpJkB/uZvqEzysA6sV6RPsu2ydfYGrag49Pl7OeuNuv12aOzd7mQULXAvFddbJX19Xzz38H4LgNmrbB4tMcLi11pIefbTpUgCAnzaMDt2mILBOXWgOHSIkCB50n7s6MFaR7dXZzLyu16et761vlR5+WDrllPLWvdlm0sor5y+3wQblbROtRhCMdG0IPNtQhiLuv196+ummSwEAzQrJIA5LEBjX1dGhQzPBcSHvY94+t2FgrKpV1Se4S82h+/sEz52bPWhqXF52N9LV+iQqQxDcZsNYISiqaxevefPcDwB0QRuusaP6nTdzpvtdRRPQourqEzxo4F9HJrjK87KKPsF1fparnic4z3e/K62/vt+ybbjGoVUIgtuID2pP0rH49rel226rvywAMKxCMrZlrreMbbSZz/6fdZZb7qijKi9OLcoMguvKBBfZdhPbqXogqlBlfWaLrmfXXcvZPkYSo0O3UdQh/5hjmi1H1HdilVWaK0PSBfplL5NOP732ogDAyGN0aD8h+73KKm7u5Sgj3Aah73PRgbG6kAluWtE+wSH7evrp0i9/WX2Z0hTNBIfo4nuPSpEJbqPVVmtHZeCv/1r61a/cHHlN4aIFANVrw7W2Dd97ZWvDcY0cc4x/P8tBtDkILmKQ8/LEE5MfDxkdOnQk6SKZ5QULpIULw19XNoJg1IhMMNKNj7uR+WbPbq4MbZw6AgCGTVXNoUdVGyvcl1zi/z62JRMcEiBef33+9qLlL7vMjRZcZNshx+a887Kfb8vnqulyNL19jCSCYLQbQTAAtEcbg7s26+rx6srAWHEbb+y/7E47Tf4/a3+tLb8OUiRbGzo6dBeRCUaNCILRDQTBAICuGOUKd51TJIVqchCqooqWoy3l90GfYDSAIBjtRiYYAKr1k580t+1hv7Z3teJdVya4zObZXQxwQ6dIquo4NP05JAhGAwiC0W5tuUADwLDacMP8ZVZd1f3ea69qyzIsRrnCHRIE/+Uv1ZRh3rzkx8uYJ3j69PB1+JSjiX75XZ8iCRgAo0Oj3UalIvHII9If/tB0KQCMkhNOkK67zm/ZBQukhx6S1lqr2jINm65+h3VlYKy0ZX/608HXm7bMZZf5l6kMdTSHDg1Cr7hCOuccaf78sNflbZ9MMGpEEIxuGPa7hGuv3XQJAIya888PW3699covQ9GK6frrl1uOsnW9wj1I+cvsE1xUaCY4b2CsyDveIS1eXLxcRYQOjFVHs/C99qqmVQhBMGpEEIx2ozk0AAyvItf2P/6xOxXarpSzTE1lgrsotE9wk+Xo+vaH/VxCMIJgtBtBMAAgrow+mVXreoW7bQNjZdltN+nII8vPklapaN/ksrO8bTkedTSHBvoQBKPdCIIBAF3V1Up9l/oEf+c77vejj/pvt79OkVTHaMt7F1qOMgb/qht9gtEAgmC0GxctAOim669vugTNGeXvrir6BJeV1Ywv41vOpgPE0D7BRdZdtYsvlrbcMn+5Uf7coHYEwWg3MsEA0E3Llzddgua0pTJ/883SLbeEv26Q7GMbpkjKE69TzJkjvepVU5epo/5RZZ/gKkeHDvWGNzS7fSABQTDabdNNpf/6L2nWrKZLAgCo0t//fdMlKF/TwfDOO7ufqlXVHLps8fcj+vtrX5Pmzm2uHGW/rki/4aaDUPoEowFjTRegnzHmLGPMY8aYeyd+9o89d4Yx5kFjzH8aY/aJPb7vxGMPGmNOb6bkqMRnPiN94xtMIQQAw2ybbaR3v7vpUpSn65X5Lg2MFQnNfDYd+EXyytGWQLUOXf/coFPamgn+sLX2g/EHjDGbSjpC0maSFku6wRiz0cTT50vaW9Kjku40xlxjrf1RnQVGRebOlfbZJ385AADapquV+rYMjFW2pP0qMndwnYr2CW5L+X2MQoCP1mlrEJzkEElXWGufk/RTY8yDknaYeO5Ba+1DkmSMuWJiWYJgAADabFgrv10KQMpWxcBYPqrqA1vFgFQh5ahydOi2nKc0h0YDWtccesKJxpjvG2MuM8asOvHYmpJ+Hlvm0YnH0h4HAABdMKyV367uV13NockEh6lq7t+mb0YRBKMBjQTBxpgbjDE/SPg5RNIFkjaQtLWkxyV9qMTtHmuMucsYc9cTTzxR1moBAMAgmq6El63rlfm2BMHDdl4UUWWf4LacpztMNOxcd91my4GR0khzaGvtXj7LGWMukXTtxL+PSYqPjrTWxGPKeLx/uxdLuliSli5dypUVAICy/fjHku+N5rZUwqsy7PsXaUOf4C41hy7aZLmqps5N32w47TTpoIOkzTdvthwYKa1rDm2MWRT791BJP5j4+xpJRxhjZhpj1pO0oaQ7JN0paUNjzHrGmBlyg2ddU2eZAQDAhI03lnbZxW/ZpivfVel68DtI+ZvqE+yjbc2h6RPsjI0RAKN2bRwY6x+NMVtLspIelnScJFlrf2iM+bzcgFd/lvQma+1fJMkYc6Kk6yWNS7rMWvvDJgoOAAAKaEtlvCzDtj8h9vJq7Od0JRPcBk0P0AUMmdYFwdbaIzOeO1fSuQmPXyfpuirLBQAA4GVUg+BbbpG22sp/+VHPBPsoWo6QQbQIgjGCWtccGgAAjIioEj42pNWRrgYXRcu90UbS7Nn+y/sGwWWPitz0+1KkyXLTfZOBITOk3zoAAKD1tt5aOukk6cormy5JuUYtuCg6xU0bMsFNarpPcEg5gCHTuubQAABgRIyNSR/+cNOlqE5Xg4uo3KuuKj35pP/r2h4ER+LvS16ZQ5YdRNnZ7qrmFAaGBJlgAACAMg1LcFF1FrLMeWGrCiKbvpExLOcS0DJkggEAAKrQdADVZl/9qrTffs1s2ye7G3+87PexynmCCZoBLwTBAAAAZep6IFK0j2/I8gceGLbuMrbdtvelypskXRooDGgAzaEBAACq0NXgIjQILho0N6Wufr5lCM0EF103MGIIggEAAMo0b5773dUgY3zc/V5ttbDXlb2/TTZDrqoMoRgdGqgEzaEBAADKdOON0tVXS/PnN12SYubPly64QNp//6ZL4q/s5r9NjwSdtGxVmWCC4GI++lFpyy2bLgUKIggGAAAo03rrufmPq3DGGdKf/lTNuuOOPz78NW3PfB98sHTffdIaa/QeC5kiqWxN9wlu+/vVdm95S9MlwAAIggEAALrive9tugRTVd0nuKyA7qyzpBNPlBYsyA9Au5oJpjk04IU+wQAAABhc2zOLY2MuAI5re5nbEowDQ4YgGAAAAINr+8BYcaEjX1chtG9y0QxyGeUAhgxBMAAAALqtS9MHxdfd5AjYZIIxwgiCAQAAMLguBlVNDozlo8rRoSNN7yPQAIJgAAAAFFf1wFg+QrfdlcCv6DHt4g0JoEYEwQAAABhcFwOvJstcRZ/gLr4HQAMIggEAADC4YQrAon3pSsa4iFHYRyAFQTAAAAC6rexmw20J6KscHbot+wg0gCAYAAAAxVXdJ7jtTZZDVTmCc5FjRSYYI4ggGAAAAIPr0sBYbVDlPME+9trL/V6+vNz1Ah0wrekCAAAAoMOmT5eee66bGcUuBs8+fPZrxx2l558f3mMAZCAIBgAAQHG33y596UvStCGqVtYdGJbVN7mO5tPAEBiiqxUAAABqt9VW7qdJVc2n26Y+wQSsQGnoEwwAAID2abJ5dR3TB4X2CfZBoAx4IQgGAABAt9UR/DUdYFY5qjQwYgiCAQAAMJraHiy2vXxARxEEAwAAoNvKDharDD6r7BNM0Ax4IQgGAADAaGpiYKw61k0wDGQiCAYAAMBoyQtA2xJEMjo0UAmCYAAAAHRb2VMkHXusdNhh0qmnFi9TGRgdejCrrdZ0CdBSzBMMAACA9qoisMtb5wteIF11Vfnb9dl22rKMDh3uJz+Rnnmm6VKghQiCAQAAUI9bbqkmKOli0NfV/sZdMn+++wH6EAQDAACgHjvt1HQJJms6eA7pm8zo0EBp6BMMAACA0dKVTClBLVAJgmAAAAC0T0igWvbAWFWqo09wV4J8oCEEwQAAAGivJgbG6qpovwiCgUwEwQAAAOi20KC2K0HisAbrQMMIggEAADCamgwyfQJxgmCgEgTBAAAAQF1CmiyHBsE0hwa8EAQDAACg28iYAghAEAwAAAC0EcE9UAmCYAAAAHTbsE6R1KZ1A0OEIBgAAADtU0e/1ib7ztJvF2gMQTAAAADQpJAM7s475y9DgA1kmtZ0AQAAAICBVNkcuk0B5Y9/LC1enP48zaEBLwTBAAAAQF0GCVQ33ri8cgAjjObQAAAA6LYuZkCrzDC3KXsNtBBBMAAAAJCnC4F2F8oItABBMAAAAABgZBAEAwAAoL18sptdyoDGy7rNNu73a19b7jZoDg1kYmAsAAAAoG7WSuusU27A2qWbAUCDyAQDAACg2wj+JiMTDGQiCAYAAMBoqTJI3GUXac01q1t/Fm4GAF5oDg0AAIBua1Pwd9NN2c+3qazAiCITDAAAgPapMlvbhkDUd/+OO0667rpq1g2MKDLBAAAAGC1dChIvvNB/2TYE90AHEAQDAAAA6IaxMWnddZsuBTqOIBgAAADtNWzZzTr2p0uZ7lDPPTd85wRqRxAMAAAADINRCA6nEb5gcAyMBQAAgPaJgp2ZM8tf9ygEiwBSEQQDAACgffbaSzrzTOmii8pfd0hz4c02c7833bS5MrRp3cAQoD0BAAAA2md8XDr33KZLIR1+uHTvvdJWW5WzPrLQQOPIBAMAAABZygqAAbQCQTAAAABG07BlZaP9oTk0kIkgGAAAAKhbFYHqsAX1QEUIggEAAIC6VBmoXnqptMce0sYbV7cNYAgwMBYAAAAwDJYtk268selSAK1HJhgAAAAAMDIIggEAAIC6MXgV0BiCYAAAAKAujOAMNK6RINgY80pjzA+NMc8bY5b2PXeGMeZBY8x/GmP2iT2+78RjDxpjTo89vp4x5vaJx680xsyoc18AAAAAAN3RVCb4B5JeIenf4w8aYzaVdISkzSTtK+kTxphxY8y4pPMl7SdpU0mvnlhWkt4v6cPW2hdJekrS0fXsAgAAAACgaxoJgq21D1hr/zPhqUMkXWGtfc5a+1NJD0raYeLnQWvtQ9baP0q6QtIhxhgjaQ9JV028/nJJL69+DwAAANA6m23WdAnyMZcv0Li2TZG0pqTbYv8/OvGYJP287/FlklaT9Ftr7Z8TlgcAAMCouOcead11my6FP/oEA42pLAg2xtwgaY2Ep95hrb26qu1mMcYcK+lYSVpnnXWaKAIAAACqsPXW/ssSgAIjrbIg2Fq7V4GXPSZp7dj/a008ppTHfyNpnjFm2kQ2OL58UpkulnSxJC1dupSrHwAAAACMmLZNkXSNpCOMMTONMetJ2lDSHZLulLThxEjQM+QGz7rGWmslfVvS4ROvf52kRrLMAAAAQC76BAONa2qKpEONMY9K2knS14wx10uStfaHkj4v6UeSviHpTdbav0xkeU+UdL2kByR9fmJZSTpN0tuMMQ/K9RH+ZL17AwAAAADoikYGxrLWflnSl1OeO1fSuQmPXyfpuoTHH5IbPRoAAADIRzYWGGltaw4NAAAAVKsNA2O1oQzAiCIIBgAAAOpCFhpoHEEwAAAAAGBkEAQDAABgNJGVBUYSQTAAAABGU5P9cukTDDSGIBgAAACoC9lnoHEEwQAAAACAkUEQDAAAAAAYGQTBAAAAGE1NNk2mTzDQGIJgAAAAoC70CQYaRxAMAAAAABgZBMEAAAAAgJFBEAwAAIDRcuKJ7veiRc2VgT7BQGMIggEAADBa3vxmF4Suskr926ZPMNA4gmAAAACgLtts436ffHKz5QBG2LSmCwAAAACMjBe+kKbQQMPIBAMAAAAARgZBMAAAAABgZBAEAwAAAABGBkEwAAAAAGBkEAQDAAAAAEYGQTAAAAAAYGQQBAMAAAAARgZBMAAAAABgZBAEAwAAAABGBkEwAAAAAGBkEAQDAAAAAEYGQTAAAAAAYGQQBAMAAAAARgZBMAAAAABgZBAEAwAAAABGBkEwAAAAAGBkEAQDAAAAAEYGQTAAAAAAYGRMa7oAAAAAQKddfrn0+ONNlwKAJ4JgAAAAYBCvfW3TJQAQgObQAAAAAICRQRAMAAAAABgZBMEAAAAAgJFBEAwAAAAAGBkEwQAAAACAkUEQDAAAAAAYGQTBAAAAAICRQRAMAAAAABgZBMEAAAAAgJFBEAwAAAAAGBkEwQAAAACAkUEQDAAAAAAYGQTBAAAAAICRQRAMAAAAABgZBMEAAAAAgJFBEAwAAAAAGBkEwQAAAACAkUEQDAAAAAAYGcZa23QZGmGMeULSz5ouR4YXSvqfpguB1uL8QBbOD2Th/EAWzg9k4fxAljaeH+taa1fvf3Bkg+C2M8bcZa1d2nQ50E6cH8jC+YEsnB/IwvmBLJwfyNKl84Pm0AAAAACAkUEQDAAAAAAYGQTB7XVx0wVAq3F+IAvnB7JwfiAL5weycH4gS2fOD/oEAwAAAABGBplgAAAAAMDIIAiuiTFmbWPMt40xPzLG/NAY89aJx+cbY75pjPmvid+rTjy+iTHmVmPMc8aYU/rWNc8Yc5Ux5sfGmAeMMTs1sU8oT1nnhzFmY2PMvbGfZ4wxJzW1XyhHydePv51Yxw+MMf9qjFmpiX1CeUo+P946cW78kGvHcChwfrzGGPN9Y8z9xphbjDFbxda1rzHmP40xDxpjTm9qn1Ceks+Py4wxvzbG/KCp/UG5yjo/0tbTJJpD18QYs0jSImvt3caYuZK+J+nlkl4v6Ulr7fsmvlBWtdaeZoxZIGndiWWestZ+MLauyyXdZK291BgzQ9Jsa+1v694nlKfM8yO2znFJj0laZq1t85zYyFHW+WGMWVPSzZI2tdb+P2PM5yVdZ639VP17hbKUeH5sLukKSTtI+qOkb0g63lr7YO07hdIUOD9eIukBa+1Txpj9JJ1lrV028Z3yE0l71zwduwAABZlJREFUS3pU0p2SXm2t/VET+4VylHV+TKxrV0m/k/Rpa+3mjewQSlXi9SNxPU1eP8gE18Ra+7i19u6Jv5+V9ICkNSUdIunyicUulzuxZK39tbX2Tkl/iq/HGPMCSbtK+uTEcn8kAO6+ss6PPntK+m8C4O4r+fyYJmmWMWaapNmSflFx8VGxEs+PF0u63Vr7e2vtnyV9V9IratgFVKjA+XGLtfapicdvk7TWxN87SHrQWvuQtfaPcjdMDqlnL1CVEs8PWWv/XdKTNRUdNSjr/MhYT2MIghtgjFkiaRtJt0taaK19fOKpX0pamPPy9SQ9IemfjTH3GGMuNcasXFVZUb8Bz4+4IyT9a6mFQ+MGOT+stY9J+qCkRyQ9Lulpa+2/VVZY1G7A68cPJL3UGLOaMWa2pP0lrV1RUdGAAufH0ZK+PvH3mpJ+HnvuUTVciUW5Bjw/MOTKOj/61tMYguCaGWPmSPqipJOstc/En7OubXpe+/RpkraVdIG1dhtJ/yuJfjlDooTzI1rPDEkHS/pC6YVEYwY9Pyb67BwidzNtsaSVjTF/U1FxUbNBzw9r7QOS3i/p3+SaQt8r6S/VlBZ1Cz0/jDG7y1ViT6utkGgM5weylHV+ZK2nbgTBNTLGTJd74z9nrf3SxMO/mmgnH7W7/3XOah6V9Ki1Nrp7cpVcUIyOK+n8iOwn6W5r7a/KLymaUNL5sZekn1prn7DW/knSlyS9pKoyoz5lXT+stZ+01m5nrd1V0lNyfUDRcaHnhzFmS0mXSjrEWvubiYcf0+SWAWtNPIaOK+n8wJAq6/xIWU9jCIJrYowxcv14H7DW/lPsqWskvW7i79dJujprPdbaX0r6uTFm44mH9pTEoBQdV9b5EfNq0RR6aJR4fjwiaUdjzOyJde4p1y8HHVbm9WNi0CwZY9aR6w/8L+WWFnULPT8m3vsvSTrSWhu/CXKnpA2NMetNtDY6YmId6LASzw8MobLOj4z1NIbRoWtijNlF0k2S7pf0/MTDZ8q1h/+8pHUk/UzSX1lrnzTGrCHpLkmrTCz/O7kRXZ8xxmwtd4dlhqSHJK2IdUJHB5V8fqwsF+ysb619ut49QRVKPj/eLelVkv4s6R5Jx1hrn6tzf1Cuks+PmyStJjdo1tustTfWujMoXYHz41JJh008Jkl/ttYunVjX/pI+Imlc0mXW2nNr2xFUouTz418lvUzSCyX9StK7rLWfrGlXUIGyzo+09Vhrr6tnT6YiCAYAAAAAjAyaQwMAAAAARgZBMAAAAABgZBAEAwAAAABGBkEwAAAAAGBkEAQDAAAAAEYGQTAAAEPCGHOWMeaUjOdfbozZtM4yAQDQNgTBAACMjpdLIggGAIw05gkGAKDDjDHvkPQ6Sb+W9HNJ35P0tKRjJc2Q9KCkIyVtLenaieeelnTYxCrOl7S6pN9LeoO19sd1lh8AgLoRBAMA0FHGmO0kfUrSMknTJN0t6UJJ/2yt/c3EMudI+pW19jxjzKckXWutvWriuRslHW+t/S9jzDJJ/2Ct3aP+PQEAoD7Tmi4AAAAo7KWSvmyt/b0kGWOumXh884ngd56kOZKu73+hMWaOpJdI+oIxJnp4ZuUlBgCgYQTBAAAMn09Jerm19j5jzOslvSxhmTFJv7XWbl1juQAAaBwDYwEA0F3/LunlxphZxpi5kg6aeHyupMeNMdMlvSa2/LMTz8la+4yknxpjXilJxtmqvqIDANAMgmAAADrKWnu3pCsl3Sfp65LunHjq7yTdLuk/JMUHurpC0tuNMfcYYzaQC5CPNsbcJ+mHkg6pq+wAADSFgbEAAAAAACODTDAAAAAAYGQQBAMAAAAARgZBMAAAAABgZBAEAwAAAABGBkEwAAAAAGBkEAQDAAAAAEYGQTAAAAAAYGQQBAMAAAAARsb/BydSg0zk3RI1AAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot ACF and PACF with stationary data using data that was differenced once\n",
        "\n",
        "fig_diff, (ax1, ax2) = plt.subplots(2,1, figsize=(16,8))\n",
        "\n",
        "# Plot ACF of data_diff\n",
        "plot_acf(data_diff['price'], lags=50, zero=False, ax=ax1, title='Autocorrelation Diff Data')\n",
        "\n",
        "# Plot PACF of data_diff\n",
        "plot_pacf(data_diff['price'], lags=50, zero=False, ax=ax2, title='Partial Autocorrelation Diff Data')\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "zop7UF7Ac3Ov",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 499
        },
        "outputId": "d36eae77-f757-44ed-abe8-93021907ebd6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x576 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot ACF and PACF with non-stationary data just to see how different they are compared to the stationary data\n",
        "\n",
        "fig_data_gld, (ax1, ax2) = plt.subplots(2,1, figsize=(12,8))\n",
        "\n",
        "# Plot ACF of data_difftwice\n",
        "plot_acf(gold['price'], lags=50, zero=False, ax=ax1, title='Autocorrelation Non-Stationary Data')\n",
        "\n",
        "# Plot PACF of data_difftwice\n",
        "plot_pacf(gold['price'], lags=50, zero=False, ax=ax2, title='Partial Autocorrelation Non-Stationary Data')\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "nxNWl9GwOkIA",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 499
        },
        "outputId": "c3017a0a-5a3d-4c59-bf97-1f8bdf681e58"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x576 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "gold['diff30']=gold['price']-gold['price'].shift(30)"
      ],
      "metadata": {
        "id": "xSncnJ9bju5D"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Plot ACF and PACF with month diff stationary data just to see how different they are compared to the stationary data\n",
        "\n",
        "fig_data_gld, (ax1, ax2) = plt.subplots(2,1, figsize=(12,8))\n",
        "\n",
        "# Plot ACF of data_difftwice\n",
        "plot_acf(gold['diff30'].dropna(), lags=65, zero=False, ax=ax1, title='Autocorrelation Non-Stationary Data')\n",
        "\n",
        "# Plot PACF of data_difftwice\n",
        "plot_pacf(gold['diff30'].dropna(), lags=65, zero=False, ax=ax2, title='Partial Autocorrelation Non-Stationary Data')\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "4Uj0W6AGrXYp",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 499
        },
        "outputId": "eaaa7517-cad7-4dbb-f2a2-47955b964ede"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x576 with 2 Axes>"
            ],
            "image/png": 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C9jdExO6I2FQ+3lRFvTNFK6PPkiRJmn4mPBtGRHQCVwMvA3YAd0bE+szcMqzo5zPz8onWN1MNjj4v6N1+aJYMSZIkTW9VjCyfC2zLzO2Z2Q/cAFxUwX4lSZKktqoiWD4J6GlY3lGuG+7XI+L7EXFTRCyvoF5JkiRpUk3VBX5fBFZk5vOBfwM+OVKhiLgsIjZGxMbdu3dPUdMkSZKkkVURLD8ANI4Un1yuOyQzH83MA+Xix4CfHWlHmXlNZq7JzDWLFy+uoGmSJEnSkasiWL4TOCMiTouILuBiYH1jgYh4dsPihcA9FdQrSZIkTaoJz4aRmQMRcTlwC9AJXJeZmyPiKmBjZq4Hfj8iLgQGgMeAN0y0XkmSJGmyTThYBsjMm4Gbh627suH5O4B3VFHXbFerJxu27mLzzr2ctWwR61YucT5mSZKkNqkkWFY1avXktdfewaaeXvr6a8wv7/TnDUwkSZLaw9tdTyMbtu5iU08v+/prJLCvv8amnl42bN3V7qZJkiTNSQbL08jmnXvp668NWdfXX2PLzr1tapEkSdLcZrA8jZy1bBHzuzqHrJvf1cmqZYva1CJJkqS5zWB5Glm3cgmrl3cTtX7IOgvKnOV1K5e0u2mSJElzksHyNNLZEVx/6VoW3/tFunfcxkcuOduL+yRJktrI2TCmmc6OYEHvdhb0bue8M5e2uzmSJElzmiPLkiRJUhMGy5IkSVITBsuSJElSE+Ysz0DeEluSJGlqGCzPMN4SW5IkaeqYhjHDeEtsSZKkqWOwPMN4S2xJkqSpU0mwHBHnR8TWiNgWEVeMUu7XIyIjYk0V9c5F3hJbkiRp6kw4WI6ITuBq4AJgFXBJRKwaodxxwFuBOyZa51zmLbElSZKmThUjy+cC2zJze2b2AzcAF41Q7s+Bvwb2V1DnnOUtsSVJkqZOFcHySUBPw/KOct0hEXEOsDwz/3W0HUXEZRGxMSI27t69u4KmzU6Dt8TufuB2zjtzqYGyJEnSJJn0C/wiogP4e+CPxiqbmddk5prMXLN48eLJbpokSZI0qiqC5QeA5Q3LJ5frBh0H/DSwISLuA14ErPciP0mSJE13VQTLdwJnRMRpEdEFXAysH9yYmY9n5omZuSIzVwC3Axdm5sYK6pYkSZImzYSD5cwcAC4HbgHuAW7MzM0RcVVEXDjR/UuSJEntUsntrjPzZuDmYeuubFJ2XRV1SpIkSZPNO/hJkiRJTRgsS5IkSU0YLEuSJElNGCxLkiRJTRgsS5IkSU1UMhuGpp9aPdmwdRebd+7lrGWLWLdyibfFliRJGieD5VmoVk9ee+0dbOrppa+/xvyuTlYv7+b6S9caMEuSJI2DaRiz0Iatu9jU08u+/hoJ7Ouvsamnlw1bd7W7aZIkSTOKwfIstHnnXvr6a0PW9fXX2LJzb5taJEmSNDMZLM9CZy1bxPyuziHr5nd1smrZoja1SJIkaWYyWJ6F1q1cwurl3UStH7LOgjJned3KJe1umiRJ0oxisDwLdXYE11+6lsX3fpHuHbfxkUvO9uI+SZKkI+BsGLNUZ0ewoHc7C3q3c96ZS9vdHEmSpBmpkpHliDg/IrZGxLaIuGKE7b8bEf8eEZsi4tsRsaqKeiVJkqTJNOFgOSI6gauBC4BVwCUjBMOfzcyfyczVwN8Afz/ReiVJkqTJVsXI8rnAtszcnpn9wA3ARY0FMrNxzrJjgaygXkmSJGlSVZGzfBLQ07C8A1g7vFBE/B7wNqALeGkF9UqSJEmTaspmw8jMqzPzucDbgXePVCYiLouIjRGxcffu3VPVNEmSJGlEVQTLDwDLG5ZPLtc1cwPwypE2ZOY1mbkmM9csXry4gqZJkiRJR66KYPlO4IyIOC0iuoCLgfWNBSLijIbFXwHuraBeTZFaPbn1nof58K33cus9D1Orm3IuSZLmhgnnLGfmQERcDtwCdALXZebmiLgK2JiZ64HLI+KXgIPAHuD1E61XU6NWT1577R1s6umlr7/G/PJugN7kRJIkzQWV3JQkM28Gbh627sqG52+toh5NvQ1bd7Gpp5d9/TUA9vXX2NTTy4atu7zZiSRJmvW83fUcN1aKxeade+krA+VBff01tuzciyRJ0mzn7a7nsFZSLM5atoj5XZ2HRpYB5nd1smrZonY1W5Ikaco4sjyHNaZYJENTLAatW7mE1cu7iVo/ZJ0FZUC9buWS9jVckiRpihgsz2GtpFh0dgTXX7qWxfd+ke4dt/GRS8724j5JkjRnmIYxh7WaYtHZESzo3c6C3u1e1CdJkuYUR5bnMFMsJEmSRmewPIeZYiFJkjQ60zDmOFMsJEmSmjNYViVq9WTD1l1s3rmXs5YtYt3KJY5QS5KkGc9gWRPmLbElSdJsZc6yJqyV+ZolSZJmIoNlTZi3xJYkSbOVwbImbHC+5kbeEluSJM0GlQTLEXF+RGyNiG0RccUI298WEVsi4vsRcWtEnFpFvZoenK9ZkiTNVhMOliOiE7gauABYBVwSEauGFfsusCYznw/cBPzNROvV9OF8zZIkabaqYmT5XGBbZm7PzH7gBuCixgKZ+Y3M3Fcu3g6cXEG9mkYG52vufuB2zjtzqYGyJEmaFaqYOu4koKdheQewdpTylwJfrqBezUDOxyxJkmaSKZ1nOSJeA6wBXtJk+2XAZQCnnHLKFLZMU8H5mCVJ0kxTRRrGA8DyhuWTy3VDRMQvAe8CLszMAyPtKDOvycw1mblm8eLFFTRN04nzMUuSpJmmimD5TuCMiDgtIrqAi4H1jQUi4mzgHygCZSOjOcr5mCVJ0kwz4WA5MweAy4FbgHuAGzNzc0RcFREXlsX+B7AQ+MeI2BQR65vsTrOY8zFLkqSZppKc5cy8Gbh52LorG57/UhX1aGYbnI/5Oz98kOyYx4KjjxpxPmYvApQkSdPFlF7gp7ltcD7mF//apfQfu4S/e/cfHhYIexGgJEmaTrzdtabUWPMxexGgJEmaTgyWNa14EaAkSZpODJY1rXgRoCRJmk4MljWtDF4EGLV+yDoLypzl4RcBQpHffOs9D/PhW+/l1nseplbPNrRYkiTNZl7gp2mllYsAwQsBJUnS1HBkWdPOWBcBQusXAjr6LEmSJsKRZc1Io10IeN6ZSwFHnyVJ0sQ5sqwZqZULAZ2GTpIkTZTBsmakVi4EdBo6SZI0UaZhaEZq5ULAwdHnfQ0B80jT0Hl7bUmS1IzBsmaswQsBF/RuP5Sn3Ghw9Pk7P3yQ7JjHgqOPOmz02bxmSZI0GtMwNGsNjj4vvveLdO+4jY9ccvZhQbB5zZIkaTQGy5rVxpqGzrxmSZI0mkqC5Yg4PyK2RsS2iLhihO2/GBF3R8RARLyqijqlKozn9trO2SxJ0twz4ZzliOgErgZeBuwA7oyI9Zm5paHYT4A3AH880fqkKrWS1wzmNkuSNFdVMbJ8LrAtM7dnZj9wA3BRY4HMvC8zvw/UK6hPqkwrec1gbrMkSXNVFcHySUBPw/KOct24RcRlEbExIjbu3r27gqZJY2vl9tqt5jabqiFJ0uwyraaOy8xrgGsA1qxZY5ShaaOVOZtN1ZCk2S1zdoUm0+3tREDE9Pt/WUWw/ACwvGH55HKdBEC9niRQzySz+Amwr3+ATEiKP0DFTyBhoF5seOyp/iHbkvIFRTH6B4rMngcf7zu0L3j6D1omHCjL/OTRfeXr8tAfiMHy+w8WQfCPdj956HWNJU7qns/Kpcfx3R/vgs55HNM1j+ctPY5nHz+frQ89AcDt2x/l7p/sYf/Bevn+atz9kz1c/537WPucZw7b79OS5n+tqvpD1sp+RmvHePYzE1T5Nob/8xxp30WRbHjO08d7k/1oatjrs+f3Woer15NNPb3c9+hTrHjmsaxe3k3HNB68WbLoaJ67eGG7m3GYKoLlO4EzIuI0iiD5YuC3KtivJlG9ngzUk1r5SKB3Xz+1elLP4h93vQxsa/XkwME6SbJ995PUy21F2SLwrNWTJw8Uwe/G+x4bso/hntw/AMD3eh5v2r59B4oyg4FoM4NB7n2P7Gta5kBZ5oHevqZlBoPuXXsPNC3zx7+8kje/9RpqC5dy+e9exurl3Tzed/DQ9h888DgHDg5Nyz9wsM7mnXtZ+azDZ9eQJGmy1OvJ+798D9t2PUn/QJ2ueR2cvmQh77zgzGkdME9HEw6WM3MgIi4HbgE6gesyc3NEXAVszMz1EfFC4F+AZwCviIg/y8yzJlq3CvV60l+rc7BW52AtOVir0z9QZ//BGpmwZedeavVkoF4/FBw3BrFPlYHpPQ82D0wPDBQB58OjBJP1cqcHa7NzmKKjI+h6dBs8uo1zTn37YdtXPPNYuuZ1HBrJBuia18GKZx47lc2UJIlNPb1s2/Xkof9JBwbqbNv1JJt6ejnn1Ge0uXUzSyU5y5l5M3DzsHVXNjy/kyI9Q+OUmRwYqJePGgcO1umv1dnXX6OeyZ33PcZAk+B0cLS0cfRTk2f18m5OX7KQzT95BDrncfRR8zh9yUJWL+8eUq4dp8Vm2qk4SdLE3PfoU4figEH9A3Xue/Qpg+VxmlYX+M1l+w/W2H+wxr7+Gn0Ha9TryV337+FgrT5iPtlArV7+nJ2juDNRR0fwzgvO5M1v/aMhqRqNQel4TotVFeB6Kk6S5h7PdlbHYHmKZcLj+w6y7+BAERiXwXFj0HuwPLCHfyPU9DdWqkarp8VaDXBbCag9FSdJc0+rZzs1NoPlSdQ/UOepAwM8eaAIjJ/YP0BmsuXBvWO/WLNSq6fFWglwWw2oW63TVA1Jmj1aOdup1hgsV2RwRoiex/axr7/GkwcGDgtQnBpKrZ4WayXAbXXEuJU6TdWQpNlnrLOdak0Vd/Cbkw7W6jz65AF+/MhTfK+nlyf2H2Rf/wA79vTx2FP9plBoRIOnxRjoh6xzdBmUDj8tNhjgNhoe4I4WUI+3zsbAOxkaeEuSNJcZLLcoyxtk3PfIU3x/Ry8b79vDDx9+koce3z/krm7SaAZPiy3c8gXm//hb/P5Lzxhx9LaVALeVgLrVOlsNvOv15O779/DPd+/g7vv3HJouUJKk2co0jCYGanX27h9gb99BnjowQK2eY94gQ2pFK6fFWsk1G8/FG1XMEW2qhmYL8/MljYfB8jAHa3XueXAv+/prh6Zsqzl6pjYYK8Ct8uKNVgLv8cyqYTDSOvtqas2FL30eU1K1DJaHqWfy1AHTKjQzVHXxRiuB93hm1ZjtwUhV7KupN9OnUhwrEPaYkqpnsCwJqO523jM9GJlK9lXrWh0tHavcdL6rWRWBsMeUVD2DZUktaTVHuspgZLafTp7Ogdt0Mp6b9IxVbjx3NZvK46+qQHg8x9Rs//2SqmKwLKklreZIV3WL1blwOtnb0bam1dHSVsq1+qWvyuOvqjttthIIt3pMzYXfL6kqTh0nqWWDqRrz77+Nc059xoj/VFudS3osc2Hu56r6arZrdWrDVsq1On1jq8ffWNMpDgalH/76vdx01w4+/PV7ef+X7zmsXCttb2W6yFaPqareX7tM13ZpdqpkZDkizgc+BHQCH8vMvxq2/WjgU8DPAo8Cv5mZ91VRt6TppapZOuZCisJ0vR1tKyOhVeUQt6LV0dJWy7VyYWwrx1+VOcSttL2VUfFWj6mq3l/VWj32puOouGkts9eEg+WI6ASuBl4G7ADujIj1mbmlodilwJ7MPD0iLgb+GvjNidYtaXpqJRgZ6x/LdM0trVoVfVWlVgKRKnOIW9Fq6sR45h4fSyvHX5U5xFUGwq0cU1W9P6ju+Gz1eJmOFzGO53dipv6tmsuqGFk+F9iWmdsBIuIG4CKgMVi+CHhv+fwm4KMREZnpeRNpDmrlH0s7ckuno6l+f60EIlXmEA++x9ECiPEEiVM593iVOcRVBsJT+f6qPD5bPV7acdZprGO0lbZX/btcZeBtED+6mGi8GhGvAs7PzDeVy68F1mbm5Q1lflCW2VEu/6gs80iz/Z5w6pn5sndeN6G2HYnM5IkDA0PW3bvlBwCcseqnm76uqjLW1559zfb6qtxXFfU9sX+AB3r7aPzzEwEndc/nuGOe/g6fmfxw23bo7GLZsmez8OhOIuKI9jWdVdFXrcpMnjxQY//BGscc1XlYn+5+4gCPPNl/2N9zCk0AACAASURBVOsWL+zixOOObrlMq+Uyk5881kffweJGUBEw/6hOTjlh/mGf9VQf62Mdf618NoPvb9+Bg0AQHdH0/VXZ9ql6f+M5Pqs49sZbZxVaOUZbaXuVfVXl702r+xqrTeMtN5Kuzg6OOaqzpbJVu/F3/9NdmblmpG3TKliOiMuAywAWPvu5P/vy91w/obYdiZGCZUnVavWfYtX7mo5fPsZS5ftrJXCrMkCqOtiabsYbZBw4WOPocQYP7VRVkNi4r4kee622a1AVv6dVHcft6KtWVPmlbzxfDkfq9+kaLFfxl+gBYHnD8snlupHK7IiIecDxFBf6DZGZ1wDXAKxZsyY//+YXV9C88TkwUOPu+2fP1fbSdHT3/Xv48NfvHXJq+uh5HbzhP5027tOo49nX7332HQBc+Sfrm+6vlTJV72s0Vb6/wX0RxYwKmVCrJ694/knjOlVcZc7yP9+9g5vu2jG0oQkvfs4z+bVzTj7ifpsqs/309Vjvr9Xjs6pjr9V2Dari97SVY7SVtlfZV1X+3rSyr1baNJ5yMHK/L1l0NM9dvHBc7a/Kjb/bfFsVwfKdwBkRcRpFUHwx8FvDyqwHXg98B3gV8HXzlaW5azBfcvg/liO5EKvKfU1HVb6/VnI9B3NnW8khHitYaaXcTJ9ruqMjOOfUZ8yaGVqGG+v9tXp8VnXstdquKrVyjLbS9ir7qsrfm1b21WqeeKvl6vWk/5mnU1u4lLvv3zPtv2ROOFjOzIGIuBy4hWLquOsyc3NEXAVszMz1wLXA9RGxDXiMIqCWNEeN55/iVO5rOmr1/bXyz2c8F5uNFYi0GqxUFWxpemr1+Kzy2JtqrR6jY7W9yr6a6gGHKqdvHByFf3LVK6FzHh/++r2HRuGnq0oSwjLzZuDmYeuubHi+H/iNKuqSNDtU+U+xlX3NtJGMRmO9v9H++RzJyNZUmu1fduaCVn7/puOx16qqv9xX0VdTPeDQ6ufXSrnBmUOY1wUMnTnk/O5njbv9U2F6Xz0hSRVoNZicqUb759P4T3m6BqbTcTRR1WrHsVflF+SpPEbHk+Y0VQMOVaZetXpHzunEYFnSrNdqMDlTR5/HM++sganaZSqPvZn+BXk6/p5WlXo1E69T6Bi7iCTNbK2MZDT+c+077Rf48Nfv5f1fvod6ffpfizz4z6fRdP/nI02mIV+Qo2PIF+RGg1+Q+079Oe6+f8+M+H2f6QZTNY6e10FQzAgy3VNyHFmWNOuN59a+Y40+T0czOR9UmgzjufvgTB19nqmmazrYaAyWhzmqo4PnLD6WvX0H2bv/IP0DfsuUZrpWgsl23EK3KjPxn480mWb7F+SZbjqmmYzGYHmYjo5g6aJjWLroGAD6+mvs3X/Q4FmawZzvV5pbZvsXZE0tg+UxzO/qZH5X56HgeV//AHv7Bg4F0AdrBs/STOB8v9LcMRe+IGvqGCyP04KueSzomsezjj88eH5i/8Bh31IlzQymMkizi1+QVRWD5QkaHjz3D9R56sAATx4YYF9/jScPGEBLM4WpDNLc4RdktcpguWJd8zromtfFM47tOrRuMIB+qn+Apw7U2Nc/wIGBOmkGhyRJbeMXZLXCYHkKjBRA1+vJvoNF4NzXX2Nf+XAUWpIkafowWG6Tjo5g4dHzWHj00I9goFan72CN/QfrHBiocWCgTv9AnQMDdQ4crOF86ZIkSVPHYHmamdfZwXGdHRx3zMjbi8D56SB6oJb01+ocHPJIUzwkSZIqMKFgOSJOAD4PrADuA16dmXtGKPcV4EXAtzPzVydS51xXpHR0cNwoZTKTg7U8FDwP1JN6PRmoJ7VDP+vU6jBQr1Mr19ezeG09oZ4G3FIzg7fIrS1cyt337/GiIEmaxSY6snwFcGtm/lVEXFEuv32Ecv8DWAC8eYL1qQURQde8oGtex4T2k/l0ED0YPNcyi+f1p5/XG8rUyjyReg4NvmHofhqD8UxIsvzZuK2hzGC5zEPPpXbwFrmSNLdMNFi+CFhXPv8ksIERguXMvDUi1g1fr+ktIpjXOX3/+WcZMQ8G2UPWQUOgffgo+Ujbhu9j6LrGFzc+bSg7vI4m7R2tzEhtbLp91FePsfNxFpvMLydjvo9p5tv3PsL23U8NuUXu9t1PsfPxPv7T6ScOKXv0UZ0ALD9h/pA+bDz+Gpen0szqdQ030t8TVWs293Dzw6e97/q4o6dndvBEW7U0Mx8snz8ELJ3g/qSWRUT5c8jatrRFc8eDj+9n/8HakHX7D9Z46PH9nNQ9f8j6o8uzOyc/Y8GUtU+SVK0xg+WI+BrwrBE2vatxITMzIib0lSQiLgMuAzjllFMmsitJmhRnLVvE/K5O9vU/HTDP7+pk1bJFbWyVJGmyjBksZ+YvNdsWEQ9HxLMz88GIeDawayKNycxrgGsA1qxZM5vPgEiaodatXMLq5d1s6umlr7/G/K5OVi/vZt3KJe1umiRpEkw0DWM98Hrgr8qf/3PCLZKkaayzI7j+0rVs2LqLLTv3smrZItatXEKnF/dJ0qw00WD5r4AbI+JS4H7g1QARsQb43cx8U7n8LeCngIURsQO4NDNvmWDdktQWnR3BeWcu5bwzvUxDkma7CQXLmfkocN4I6zcCb2pY/oWJ1CNJkiS1w8Qm4pUkSZJmMYNlSZoEtXqyr/s59J70Ym695+FDN+yRJM0s03P2Z0mawWr15LXX3sHuM15BdszjLZ/7LquXd3P9pWu9EFCSZhhHliWpYhu27mJTTy/Z2QXRwb7+Gpt6etmwdUKza0qS2sBgWZIqtnnnXvr6h97lr6+/xpade9vUIknSkTJYlqSKDd7lr5F3+ZOkmclgWZIqNniXvwVdnQSwwLv8SdKM5QV+klQx7/InSbOHwbIkTQLv8idJs4NpGJIkSVITBsuSJElSEwbLkiRJUhMGy5IkSVITkZntbsOIImI3cP8UVHUi8MgU1KOh7Pf2sN+nnn3eHvb71LPP28N+r8apmbl4pA3TNlieKhGxMTPXtLsdc4393h72+9Szz9vDfp969nl72O+TzzQMSZIkqQmDZUmSJKkJg2W4pt0NmKPs9/aw36eefd4e9vvUs8/bw36fZHM+Z1mSJElqxpFlSZIkqYk5HSxHxPkRsTUitkXEFe1uz2wVEddFxK6I+EHDuhMi4t8i4t7y5zPa2cbZJiKWR8Q3ImJLRGyOiLeW6+33SRQRx0TE/46I75X9/mfl+tMi4o7yb83nI6Kr3W2dbSKiMyK+GxFfKpft80kWEfdFxL9HxKaI2Fiu82/MJIuI7oi4KSL+IyLuiYgX2++Ta84GyxHRCVwNXACsAi6JiFXtbdWs9Qng/GHrrgBuzcwzgFvLZVVnAPijzFwFvAj4vfL4tt8n1wHgpZn5AmA1cH5EvAj4a+ADmXk6sAe4tI1tnK3eCtzTsGyfT43/nJmrG6Yu82/M5PsQ8JXM/CngBRTHvf0+ieZssAycC2zLzO2Z2Q/cAFzU5jbNSpn5TeCxYasvAj5ZPv8k8MopbdQsl5kPZubd5fMnKP6YnoT9Pqmy8GS5eFT5SOClwE3levu9YhFxMvArwMfK5cA+bxf/xkyiiDge+EXgWoDM7M/MXuz3STWXg+WTgJ6G5R3lOk2NpZn5YPn8IWBpOxszm0XECuBs4A7s90lXpgNsAnYB/wb8COjNzIGyiH9rqvdB4E+Aern8TOzzqZDAVyPiroi4rFzn35jJdRqwG/h4mXb0sYg4Fvt9Us3lYFnTRBZTsjgtyySIiIXAPwF/kJl7G7fZ75MjM2uZuRo4meIM1k+1uUmzWkT8KrArM+9qd1vmoJ/PzHMo0hl/LyJ+sXGjf2MmxTzgHOD/zsyzgacYlnJhv1dvLgfLDwDLG5ZPLtdpajwcEc8GKH/uanN7Zp2IOIoiUP5MZv5zudp+nyLlqdFvAC8GuiNiXrnJvzXV+jngwoi4jyKd7qUUOZ32+STLzAfKn7uAf6H4cujfmMm1A9iRmXeUyzdRBM/2+ySay8HyncAZ5RXTXcDFwPo2t2kuWQ+8vnz+euB/trEts06Zs3ktcE9m/n3DJvt9EkXE4ojoLp/PB15GkS/+DeBVZTH7vUKZ+Y7MPDkzV1D8Hf96Zv429vmkiohjI+K4wefALwM/wL8xkyozHwJ6ImJlueo8YAv2+6Sa0zcliYiXU+S6dQLXZeb72tykWSkiPgesA04EHgbeA3wBuBE4BbgfeHVmDr8IUEcoIn4e+Bbw7zydx/lOirxl+32SRMTzKS6u6aQYjLgxM6+KiOdQjHqeAHwXeE1mHmhfS2eniFgH/HFm/qp9PrnK/v2XcnEe8NnMfF9EPBP/xkyqiFhNcTFrF7AdeCPl3xvs90kxp4NlSZIkaTRzOQ1DkiRJGpXBsiRJktSEwbIkSZLUhMGyJEmS1ITBsiRJktSEwbIkSZLUhMGyJEmS1ITBsqSWRMST5Y0Ixiq3IiKy4VbDc1JEvCEivj2B1385Il4/dkm1emxK0pEwWJZmiYi4LyL6ysDh4Yj4REQsPMJ9bYiINzWuy8yFmbm9mtYeqmNPRBw9ztdlRJxeVTumg4h4b0R8unFdZl6QmZ+chLo+UfbhuQ3rTo+ISblDVUR0R8R1EfFQRDwRET+MiCsato/r85yKY3MyRMS6iKiXv59PRsSOiLgxIl44jn0cdpxImnwGy9Ls8orMXAicA6wB3j2eF0dh0v8uRMQK4BeABC6c7PomaqRR8hk+cv4Y8BdTVNcHgIXAmcDxFJ/3timqe9Ic4ee/s/z9PA54EfAfwLci4rxKGyepUgbL0iyUmQ8AXwZ+OiKeERFfiojd5UjulyLi5MGy5Ujd+yLiNmAfcD1FIPvRcgTso2W5QyOAEfErEfHdiNgbET0R8d5xNvF1wO3AJ4AhqQbDRw4b0xki4pvl6u+VbfvNcv3vRMS2iHgsItZHxLKG158VEf9Wbns4It5Zrj86Ij4YETvLxwcHR7nLUcAdEfH2iHgI+Hg5qndTRHw6IvYCb4iI4yPi2oh4MCIeiIi/iIjOkd5wRHyo7Ku9EXFXRPxCuf584J3Ab5bv6XvD+yEiOiLi3RFxf0TsiohPRcTx5bbBtJfXR8RPIuKRiHjXGP3/SeD5EfGSJm1dVvbjY2W//k7DtveWI6KfKkeKN0fEmlHqeiHw2czck5n1zPyPzLyp3Ndhn+dox2tEvI+xj83jy7btLvvr3YNfAAePpYj423LfP46ICxre2xsj4p7yfW2PiDc3bBvpmPhBRLyiocxRZf+fPVrnZ2FHZl4JfAz464Z9jPc4adpmSdUwWJZmoYhYDrwc+C7F7/nHgVOBU4A+4KPDXvJa4DKKEa83AN8CLi9Pb18+QhVPUQS83cCvAP9nRLxyHE18HfCZ8vFfImJpKy/KzF8sn76gbNvnI+KlwF8CrwaeDdwP3AAQEccBXwO+AiwDTgduLffxLorRvdXAC4BzGToS/yzgBIp+u6xcdxFwU/m+P0MR7A+U+z0b+GVgSIpAgzvLuk4APgv8Y0Qck5lfAd4PfL58Ty8Y4bVvKB//GXgOxUjt8M/w54GVwHnAlRFxZpN2QPGl6P3A+5psvwHYQdFnrwLeX/bzoAvLMt3A+hHa0uh24H1lUHdG44aRPk9GOV4z812MfWx+hGIE+znASyiOtTc2bF8LbAVOBP4GuDYioty2C/hVYFH5mg9ExDkNrx1+THwKeE3D9pcDD2bmd0fpj+H+GTgnIo4tl8d7nIzVZkkTlZk+fPiYBQ/gPuBJoJciYPy/gPkjlFsN7GlY3gBcNazMBuBNw9YlcHqTuj8IfKB8vqIsO69J2Z8HDgInlsv/Afxhs7opgsRvN2sHcC3wNw3LC8v9rwAuAb7bpB0/Al7esPxfgPvK5+uAfuCYhu3vBb7ZsLwUONDYx2V93xip3SPUv4ciSBzc96ebfQYUAf5/a9i2snyP8xr6++SG7f8buLhJvZ+gSME4GvgJcAFFsJ/l9uVADTiu4TV/CXyioa1fa9i2Cugb5X3OpxgRvats8zbgglaOq1GO1xGPTaCz/NxWNWx7M7Ch4TPZ1rBtQfnaZzWp+wvAW0c5JpYBTwCLyuWbgD9psq91wI4R1v9U2YaTjuQ4Ga3NPnz4qObhyLI0u7wyM7sz89TM/G+Z2RcRCyLiH8pT0nuBbwLdw9IFesZTSUSsjYhvlKe6Hwd+l2KkrhWvB76amY+Uy59lWCrGOC2j+HIAQGY+CTwKnEQR+P2oldeVz5c1LO/OzP3DXtPYT6cCRwEPRkRvRPQC/wAsGamyiPjj8nT542XZ42m9z0Zq6zyKgH3QQw3P91F8aWgqMw8Af14+htf1WGY+May+k0ap65iImBcRvx1PX8D25bKevsx8f2b+LPBM4EaK0dITRmpXi8drMydSfCbD+2rEtmfmvvLpwrLuCyLi9jL9pJdipLjxMxpyTGTmTuA24Ncjopvii8dnWmhno5MoguXesg3jOk5aaLOkCTJYlma/P6IYiVybmYuAwVPf0VBm+EwIY82M8FmK0+/LM/N44P8Ztr8RRcR8inSJl0QxO8JDwB8CL4iIwdPKT1GM+A161hi73UkRuA7WcSxFUPYARXDbbEqxIa+jOOW/s2F5pD5oXNdDMbJ8YvkFpTszF2XmWcNfVOad/gnFe39GZnYDj/N0n43V3yO1dQB4eIzXjeXjFKkUvzasrhPKFJbG+h4Ya2eZ+ZksUgQWZuYFI2zfS5FKcCxwWpPdjHW8jtZXj1CMXg/vqzHbHkW++j8BfwssLT+jmxn99wSK/O/XAL8BfCeL6wXG478Cd2fmU+M9Tlpss6QJMliWZr/jKPI+e8vRvPe08JqHaR5kDu7zsczcH8UUZL/VYlteSXGKfxXF6fXVFLMkfIsitxRgE/Br5Qjj6cClY7Ttc8AbI2J1GTy8H7gjM+8DvgQ8OyL+IIoL+o6LiLUNr3t3RCyOiBOBK4GWp+XKzAeBrwJ/FxGLorgI77kx8kVzx1EEt7uBeRFxJUWOaeN7WhHNZyL5HPCHEXFaFNMBDuauDrTa3ibvYYDieHh7w7oe4H8BfxkRx0TE8yk+gyOasiwi/jQiXhgRXRFxDPBWilHUrWWR4Z/nWMdr02MzM2sUI9fvKz/rU4G3tdj2LorUlN3AQBQX/v1yC6/7AsXsM2+lyGEeUxROioj3UOS4v7PcNN7j5EjbLGkcDJal2e+DFHmjj1BcbPWVFl7zIeBVUcwY8OERtv834KqIeIIiyLyxxba8Hvh4Zv4kMx8afFBcwPXbUUzH9QGK3NCHKUbthp/Wfi/wyTL14dWZ+TXgTylG2B4EngtcDFCmErwMeAXF6fd7KS6SgyJvdyPwfeDfgbsZ/3Rqr6MIWLZQ5JbeRHGR4XC3UPT7DynSAvYzNKXjH8ufj0bE3SO8/jqKWUq+Cfy4fP1bxtnWZj5H0W+NLqHIhd4J/AvwnrKfj0RSjGA/Uu7vZcCvlOkyMOzzZOzjdaxj8y0UZye2A9+mOAty3ZiNLI6V36c4lvdQfAFc38Lr+iiOvdMoLtYbzbKIeJLi2oI7gZ8B1mXmV8vt4zpOjrTNksYnMidlHnpJkuaEcgT4eZn5mjELS5pxZvKk+pIktVWZKnIpxfSLkmYh0zAkSToCUdyspQf4cmZ+c6zykmYm0zAkSZKkJhxZliRJkpowWJYkSZKamLYX+J144om5YsWKdjdDkiRJs9xdd931SGYuHmnbtA2WV6xYwcaNG9vdDEmSJM1yEXF/s22mYUiSJElNGCxLkiRJTRgsS5IkSU0YLEuSJElNTNsL/KaLWj3ZsHUXm3fu5axli1i3cgmdHdHuZkmSJGkKGCyPolZPXnvtHWzq6aWvv8b8rk5WL+/m+kvXGjBLkiTNAaZhjGLD1l1s6ullX3+NBPb119jU08uGrbva3TRJkiRNAYPlUWzeuZe+/tqQdX39Nbbs3NumFkmSJGkqGSyP4qxli5jf1Tlk3fyuTlYtW9SmFkmSJGkqGSyPYt3KJaxe3k3U+iHrLChzltetXNLupkmSJGkKGCyPorMjuP7StSy+94t077iNj1xythf3SZIkzSHOhjGGzo5gQe92FvRu57wzl7a7OZIkSZpCjixLkiRJTRgsS5IkSU0YLEuSJElNVBIsR8T5EbE1IrZFxBVNyrw6IrZExOaI+GwV9UqSJEmTacIX+EVEJ3A18DJgB3BnRKzPzC0NZc4A3gH8XGbuiQjnXpMkSdK0V8XI8rnAtszcnpn9wA3ARcPK/A5wdWbuAchM7xctSZKkaa+KYPkkoKdheUe5rtHzgOdFxG0RcXtEnF9BvZIkSdKkmqp5lucBZwDrgJOBb0bEz2Rmb2OhiLgMuAzglFNOmaKmSZIkSSOrYmT5AWB5w/LJ5bpGO4D1mXkwM38M/JAieB4iM6/JzDWZuWbx4sUVNE2SJEk6clUEy3cCZ0TEaRHRBVwMrB9W5gsUo8pExIkUaRnbK6hbkiRJmjQTDpYzcwC4HLgFuAe4MTM3R8RVEXFhWewW4NGI2AJ8A/jvmfnoROuWJEmSJlMlOcuZeTNw87B1VzY8T+Bt5UOSJEmaEbyDnyRJktSEwbIkSZLUhMGyJEmS1ITBsiRJktSEwbIkSZLUhMGyJEmS1ITBsiRJktSEwbIkSZLUhMGyJEmS1ITBsiRJktSEwbIkSZLUhMGyJEmS1ITBsiRJktSEwbIkSZLUhMGyJEmS1ITBsiRJktSEwbIkSZLUhMGyJEmS1ITBsiRJktSEwbIkSZLUhMGyJEmS1ITBsiRJktSEwbIkSZLUhMGyJEmS1ITBsiRJktSEwbIkSZLUhMGyJEmS1ITBsiRJktREJcFyRJwfEVsjYltEXDFKuV+PiIyINVXUK0mSJE2mCQfLEdEJXA1cAKwCLomIVSOUOw54K3DHROuUJEmSpkIVI8vnAtsyc3tm9gM3ABeNUO7Pgb8G9ldQpyRJkjTpqgiWTwJ6GpZ3lOsOiYhzgOWZ+a+j7SgiLouIjRGxcffu3RU0TZIkSTpyk36BX0R0AH8P/NFYZTPzmsxck5lrFi9ePNlNkyRJkkZVRbD8ALC8Yfnkct2g44CfBjZExH3Ai4D1XuQnSZKk6a6KYPlO4IyIOC0iuoCLgfWDGzPz8cw8MTNXZOYK4HbgwszcWEHdkiRJ0qSZcLCcmQPA5cAtwD3AjZm5OSKuiogLJ7p/SZIkqV3mVbGTzLwZuHnYuiublF1XRZ2SJEnSZPMOfpIkSVITBsuSJElSEwbLkiRJUhOV5CxLko5MrZ5s2LqLzTv3ctayRaxbuYTOjmh3syRJJYNlSWqTWj157bV3sKmnl77+GvO7Olm9vJvrL11rwCxJ04RpGJLUJhu27mJTTy/7+msksK+/xqaeXjZs3dXupkmSSgbLktQmm3fupa+/NmRdX3+NLTv3tqlFkqThDJYlqU3OWraI+V2dQ9bN7+pk1bJFbWqRJGk4g2VJapN1K5ewenk3UeuHrLOgzFlet3JJu5smSSoZLEtSm3R2BNdfupbF936R7h238ZFLzvbiPkmaZpwNQ5LaqLMjWNC7nQW92znvzKXtbo4kaRiDZUmSpFnIedyrYbAsSZI0yziPe3XMWZYkSZplnMe9OgbLkiRJs4zzuFfHYFmSJGmWcR736hgsS5IkzTLO414dg2VJkqRZxnncq+NsGJIkSbOQ87hXw5FlSZIkqQmDZUmSJKkJg2VJkiSpCYNlSZIkqQmDZUmSJKkJZ8OYIrV6smHrLjbv3MtZyxaxbuUSp2+RJEma5gyWp0Ctnrz22jvY1NNLX3+N+eXE4M53KEmSNL2ZhjEFNmzdxaaeXvb110hgX3+NTT29bNi6q91NkyRJ0igqCZYj4vyI2BoR2yLiihG2vy0itkTE9yPi1og4tYp6Z4rNO/fS118bsq6vv8aWnXvb1CJJkiS1YsLBckR0AlcDFwCrgEsiYtWwYt8F1mTm84GbgL+ZaL0zyVnLFjG/q3PIuvldnaxatqhNLZIkSVIrqhhZPhfYlpnbM7MfuAG4qLFAZn4jM/eVi7cDJ1dQ74yxbuUSVi/vJmr9kHUWlDnL61YuaXfTJEmSNIoqguWTgJ6G5R3lumYuBb5cQb0zRmdHcP2la1l87xfp3nEbH7nkbC/ukyRJmgGmdDaMiHgNsAZ4SZPtlwGXAZxyyilT2LLJ19kRLOjdzoLe7Zx35tJ2N0eSJEktqGJk+QFgecPyyeW6ISLil4B3ARdm5oGRdpSZ12Tmmsxcs3jx4gqaNjVq9eTWex7mw7f+/+3df4wcZ33H8c/39rzO2ca92ImvcWKSkFjGTlUuxkpIQciNSWtaIBFKIdCmaWWUIhGgFf0BoaItEhRUtYVUUVuUpA2mQFOXH24boNTBKkIhxHauJbZr7CQ2dpz4bMcn4x/x+fa+/WPnwvpys/ec99mZ2dn3S4q8MzvZ59ln53me7/PMM3O7tWnnIdXGPe8sAQAAIIIYM8uPS1pqZleqHiTfJundjQeY2bWS/l7SWncv1fPSeIYyAABAebU8s+zuY5LukvQtSTslPeTu283s42b2tuSwv5A0T9K/mNmQmW1sNd2i4BnKAAAA5RVlzbK7Pyzp4Un7Ptbw+k0x0imiZs9QZm0yAABAZ+Mv+LWIZygDAACUF8Fyi3iGMgAAQHkRLLeIZygDAACUV6bPWS4rnqEMAABQTswsAwAAACkIlgEAAIAUBMsAAABACoJlAAAAIAXBMgAAAJCCYBkAAABIQbAMAAAApCBYBgAAAFLwR0kwrdq4a/OuYW0/eFzXLJ6v1csW8RcKAQBAVyBYRlO1cdft9z+mof0jOj1aU1+1osEl/fxJbwAA0BVYhoGmNu8a1tD+EZ0arcklnRqtaWj/iDbvGs47awAAAG1HsIymth88rtOjtXP2nR6tacfB4znlCAAAIDssw0BT1yyer75qRacaAua+akUrFs/PMVcAyoT7IoDi6+Z6SrCM1/I3aQAAEzNJREFUplYvW6TBJf169EfPyXt6NWf2LA0u6dfqZYvyzhqAEuC+CKD4ur2esgwDTVV6TOvXXa+Ld/+b+g98T3/zrmu7pnIAaD/uiwCKr9vrKcFyB6qNuzbtPKR7Nu3Wpp2HVBv3tqZX6THNGXla/c9+X2uWDxAoA4iG+yKA4uv2esoyjA7T7ZdC0F26eY1ct+C+CKD4ur2eEiwXzHTBQeOlEOncSyFrlg/klW0gOgaG3YH7IoDi6/Z6SrBcICHBQbNLIQTLSNOJM7QMDLvDxH0RN7x9nUbnLtJf/vHvdcT5ifbIuq0KTa8T29CYur2eEixP4dGnjp6zffz02Sn3xz5m275j2rrvmM6MjUuqBwdb9x3T321+Sisvv1CSVDFTtbfnpWMkqdrbox6zpmm3KuT7oZjGx12f/MZO7Rk+odGxcVV7e3T1onm6+83L1VPghu6bTz4/5cDwm08+rznVcjVd1C9p7Lld6tEuzan+gX7wzAttTWt83DW0f0R7j57UFQvnanBJf6HrQrfIuq0KTa9T29AJMduXLOrpDVctbMvntoIb/Apk79GTGm0IgiVpdGxce4+efGl7cEm/rl40TxoblXxcs5NKO7ikP+vsokMM7R/RnuETOjM2Lpd0Zmxce4ZPaGj/SN5Za+qKhXNV7T23iar29uiKhXNzyhHKYCLwueeR3dqw9YDueWS3PvmNnRpv843SmF7WbVVoep3ahiIeguUCCQkOenpMd795uebt+Jr6nvmuPnDj0o4Z3Ur1jmrbvmP6yrYD2rbvGB1UBkIGYUXEwLAcilbnixz4FK2sspZ1WxWaXuhxIb9fzN+428+XLJXrWmaHmwgOtv/4iFTp1exZvVMGBz09purRPdLRPVp5+R/llNuZy+NSVszLrZ166XZiEDZ56U7RZ2gnBoa/88EPqTZvQHe9986OKfNOF+tcL2Kdbxb4TCx3y0PMsqKtipteyHEhv1/s37iTl4Z0mijBspmtlfRZSRVJ97n7pya9P1vS5yW9VtJRSe90970x0i6TsgcHjTM60rkzOufTSU3XIXR6wxTS4YUcEzoIK6JOHRh2spjneuw6HyPvRR08hpZVlu1e1mbSVsUYEISmF3JcyO8Xsz5kXbe6XcvBsplVJN0r6SZJByQ9bmYb3X1Hw2HrJB1z96vN7DZJn5b0zlbTLqMyBwcxZ3RCOoRObphizlKUfRCGuliziTHP9axncUPyXtTBY0hZxW73ijYDHdpWxRoQhKYXclzI7xezPhT1CklZxVizfJ2kPe7+tLuPSvqypJsnHXOzpAeT1xskrTEzeuouE/OGrZB1hzHXv2W9li7k+81k7eXEIKxv3/e08vILCZRLJuZNazHP9axv0gzJex73fYSsLQ0pq5jtXlFvdAxpq2KuOw9tG6c7LuT3i1kfuAE6W+beWsUws1slrXX39yTbt0u63t3vajjmyeSYA8n2U8kxR9I+d8Hly/2mux9oKW/n6/iLZ8/Z3r3jSUnS0hU/l/r/xDom9mfFEiM9d9ePXzitU2fOSjJZj6lvVkWvXNCnxrGTu+vEmZpePFvTBbMqmje7osljq8M/OaMjJ0ZflsbF86q66BWzJUk/eXFMz46cVuMpbiZd2t+nV1zw04sqIemFflZoOcT4fiHHNJruNwzJV8gxsWV9rueh1e8Y8/yMfa6H1Hkpzvk5k7xndV5NlMHpszW51/OT1u5NV1Yx272Yv3Ns0/02M237Wk0v5LiQ328m9WE6MevWTMT6rGb1ef4Fs1rO5/l46L2/sNXdV031XqFu8DOzOyXdKUnzLrkq59z8VMhJEeuYmJ8VMziPkZ6Z6ZUL+nTiTFVnztY0e4oOL7QBuGBWRWZ6WUM/e1blpe15syvqm1V5WSc1b3ZlxumFfNbE5/1oz9NSparFiy9p6/cLOaZRs9+wHQ19rEFfaL2Jkd50v1/s9Ca0Wr9eTM7LRu7SmbO1KQOfZp8Veq5P9zlSWJ2f0Or5OdO8Z3VenThTeyk/9e8inT5b04kz5/42IWUVq92Tws+ZkDoRu95M99vMpO2L2cY0Oy7k95tJfZgu77HqVmh6MT8r5qAhKzFmlm+Q9Kfu/svJ9kckyd3/vOGYbyXHPGpmvZKel3SxN0l81apVvmXLlpbydr7K8ocB3vfut0mS7v3ixijHxUqvmW37jumeR3afc/PN7N4efeDGpS+7ySX0YfLN1uSFphfyWRN5mrwWsjFPMb9fzBt5QvI107IKWSMd69wL/axmx4T8fjHTm6lmnzWT3yYkX6FrWWN+v2Zi1tOZCimrZuf6V7Yd0IatB9TY2ZmkW197md6+8rIZ5SVWuyeFlWlInWhHvYlVDrHSy0vWeS9Ke5XXHyUxs7bOLD8uaamZXSnpWUm3SXr3pGM2SrpD0qOSbpX0SLNAGd0r9KaFiXWH03UIPT2mlZdfmHrDw0xukpjusybW0am3KmnqG2tifr/QMggR8+aUiY7sxIpbpEqv7nlkd0fcjR/y+xXVxE1rk4OHtKcIjC68WrV5A9q279h51ZusxaynMzFdWYWc6zGfvhGr3ZPCzpmQOpFHvYnZ9iF7nXhzYsvBsruPmdldkr6l+qPjHnD37Wb2cUlb3H2jpPslrTezPZJeUD2gRomEdMAhZtKxxOgUY3ZkIQ1A7O8XKzAIyVdo3vPoPEPOv+mO6cQGfEJo8NCpA5k8HvcWUlYh5/pMBjIhYtX5kHMm9hMeYvUTE/kv0oAO4Yr6+MZmoqxZdveHJT08ad/HGl6/KOnXYqSF4onZAcfuWLJML6QByPr7hQrJV2jesw46Q86/rGcA8xASPHTq7Hke9SbWlaIiz4JOd87EHER36kAN8RW1H2ymUDf4oTPF7ICz7lhiphfSABS144y57CProDPWpeIiN+CxZuQ6dfY8j3oT80pRp86CxhxEd+pADfEVtR9shmAZLYvdAWfdsWR5WTNmerHFWvaRddAZ61JxURvwmDNynTx7nnW96eQrRbHEHER36kAtLzGXrBRRUfvBNATLaFknd8CxdVoD0A5ZB50xLxUX8feLOSNX9uAupk6+UhRTrEE0/US4Tl+yUsZAn2B5Cnk9tiS2+X31B3tP931Cj0tz3ZUL9L2njmho/4hOj9bUV61ocEm/3rv6KlU6vILg/L1+6UVN36+Nu3ovWabRuQM6NTqm1csWndf5EnL+teMcDak3rdYtSXp87wtTzsiNu5/X52686g3avGtYOw4e14rF88+73KU436/IQstqunMd+fUTnXiObtp5SM8cOXnOAPmZIyf14lhNa5YPtC3dGGVVG3fdfv9jOnnNLfKeXt27eY8Gl/Rr/brrOzoeIFguqdq461T/qzQ6d0Cbdh5KbeRDj2um0mNav+76aB0wym+iQT289K3ynl69/0tPnHeDGnL+dfI5es3i+eqrVnRqtPbSvr5qRSsWzz+vz6v0mNYsH2hrp1sWlFU8nVwHs7b94HGdbqjvknR6tKYdB48X/lzcvGtYQ/tH5JV6oH9qtKah/SPavGu48HlvhmC5hEIDkdgBC50KQsVuUEPOv049R1cvW6TBJf0vm5FbvWxRrvmKMdBGd+nUOpi12APkLHVyoN8MwXIJhQYiZR0BovjK2qC2QxFn5GIOtAGcq6gD5BCdHOg3Q7BcQqGBCAEL8lLWBrVRzJnXos3IMdAG2qeIA+RQnRzoN0OwXEKhgUg3BCwoprI2qBPKPvPKQBtor6INkEN1cqDfDMFyCYUGImUPWFBcZW1QJ5R95pWBNoA0nRroN0OwXEKhgUjZAxYUWxkb1Alln3lloI1OwE2oiIVguaRCA5EyByxAu0zXCZd95pWBNoqu7EuhkC2CZQCYgZBOuBtmXhloo8jKvhQK2SJYBoAZCOmEmXkF8lX2pVDIFsEyAMxAaCfMzCuQn7IvhUK2evLOAAB0kolOuBGdMFAsE0uh5lQrMklzSrgUCtlhZhkAZqAb1iMDnY6lUIiJYBkAZoBOGOgMLIVCLATLADBDdMIA0D1YswwAAACkIFgGAAAAUhAsAwAAACkIlgEAAIAUBMsAAABACoJlAAAAIAXBMgAAAJCCYBkAAABIQbAMAAAApGgpWDazBWb2bTPbnfx74RTHDJrZo2a23cz+18ze2UqaAAAAQFZanVn+sKRN7r5U0qZke7JTkn7T3a+RtFbSZ8ysv8V0AQAAgLZrNVi+WdKDyesHJd0y+QB3/5G7705eH5Q0LOniFtMFAAAA2q7VYHnA3Z9LXj8vaaDZwWZ2naSqpKdS3r/TzLaY2ZbDhw+3mDUAAACgNb3THWBm/yXpZ6d466ONG+7uZuZNPucSSesl3eHu41Md4+6fk/Q5SVq1alXqZwEAAABZmDZYdvc3pb1nZofM7BJ3fy4JhodTjpsv6T8kfdTdv3/euQUAAAAy1OoyjI2S7khe3yHp65MPMLOqpK9K+ry7b2gxPQAAACAzrQbLn5J0k5ntlvSmZFtmtsrM7kuOeYekN0r6LTMbSv4bbDFdAAAAoO2mXYbRjLsflbRmiv1bJL0nef0FSV9oJR0AAAAgD/wFPwAAACAFwTIAAACQgmAZAAAASEGwDAAAAKQgWAYAAABSECwDAAAAKQiWAQAAgBQEywAAAEAKgmUAAAAgBcEyAAAAkIJgGQAAAEhBsAwAAACkIFgGAAAAUhAsAwAAACkIlgEAALpYbdx1qv9VGrn0Bm3aeUi1cc87S4XSm3cGAAAAkI/auOv2+x/T4aVvlff06v1fekKDS/q1ft31qvRY3tkrBGaWAQAAutTmXcMa2j8ir1Ql69Gp0ZqG9o9o867hvLNWGATLAAAAXWr7weM6PVo7Z9/p0Zp2HDyeU46Kh2AZAACgS12zeL76qpVz9vVVK1qxeH5OOSoegmUAAIAutXrZIg0u6decakUmaU61osEl/Vq9bFHeWSsMbvADAADoUpUe0/p112vzrmHtOHhcKxbP1+pli7i5rwHBMgAAQBer9JjWLB/QmuUDeWelkFiGAQAAAKQgWAYAAABSECwDAAAAKQiWAQAAgBTmXsy//21mhyXtyyCpiyQdySAdnItyzwflnj3KPB+Ue/Yo83xQ7nFc7u4XT/VGYYPlrJjZFndflXc+ug3lng/KPXuUeT4o9+xR5vmg3NuPZRgAAABACoJlAAAAIAXBsvS5vDPQpSj3fFDu2aPM80G5Z48yzwfl3mZdv2YZAAAASMPMMgAAAJCiq4NlM1trZrvMbI+ZfTjv/JSVmT1gZsNm9mTDvgVm9m0z2538e2GeeSwbM1tiZt8xsx1mtt3MPpjsp9zbyMwuMLMfmNn/JOX+Z8n+K83ssaSt+Wczq+ad17Ixs4qZPWFm/55sU+ZtZmZ7zeyHZjZkZluSfbQxbWZm/Wa2wcz+z8x2mtkNlHt7dW2wbGYVSfdKerOkFZLeZWYr8s1Vaf2jpLWT9n1Y0iZ3XyppU7KNeMYkfcjdV0h6naT3Jec35d5eZyTd6O6vkTQoaa2ZvU7SpyX9tbtfLemYpHU55rGsPihpZ8M2ZZ6NX3T3wYZHl9HGtN9nJX3T3V8t6TWqn/eUext1bbAs6TpJe9z9aXcflfRlSTfnnKdScvf/lvTCpN03S3owef2gpFsyzVTJuftz7r4tef0T1RvTS0W5t5XXnUg2ZyX/uaQbJW1I9lPukZnZZZJ+VdJ9ybaJMs8LbUwbmdnPSHqjpPslyd1H3X1ElHtbdXOwfKmk/Q3bB5J9yMaAuz+XvH5e0kCemSkzM7tC0rWSHhPl3nbJcoAhScOSvi3pKUkj7j6WHEJbE99nJP2hpPFke6Eo8yy4pP80s61mdmeyjzamva6UdFjSPyTLju4zs7mi3Nuqm4NlFITXH8nCY1nawMzmSfpXSb/r7scb36Pc28Pda+4+KOky1a9gvTrnLJWamb1F0rC7b807L13oDe6+UvXljO8zszc2vkkb0xa9klZK+lt3v1bSSU1ackG5x9fNwfKzkpY0bF+W7EM2DpnZJZKU/Ducc35Kx8xmqR4o/5O7fyXZTblnJLk0+h1JN0jqN7Pe5C3amrheL+ltZrZX9eV0N6q+ppMybzN3fzb5d1jSV1UfHNLGtNcBSQfc/bFke4PqwTPl3kbdHCw/Lmlpcsd0VdJtkjbmnKduslHSHcnrOyR9Pce8lE6yZvN+STvd/a8a3qLc28jMLjaz/uR1n6SbVF8v/h1JtyaHUe4RuftH3P0yd79C9Xb8EXf/dVHmbWVmc83sFROvJf2SpCdFG9NW7v68pP1mtizZtUbSDlHubdXVf5TEzH5F9bVuFUkPuPsncs5SKZnZlyStlnSRpEOS/kTS1yQ9JOmVkvZJeoe7T74JEOfJzN4g6buSfqifruO8W/V1y5R7m5jZz6t+c01F9cmIh9z942b2KtVnPRdIekLSb7j7mfxyWk5mtlrS77v7Wyjz9krK96vJZq+kL7r7J8xsoWhj2srMBlW/mbUq6WlJv62kvRHl3hZdHSwDAAAAzXTzMgwAAACgKYJlAAAAIAXBMgAAAJCCYBkAAABIQbAMAAAApCBYBgAAAFIQLAMAAAApCJYBAACAFP8P+uN6CG8DbFcAAAAASUVORK5CYII=\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(16,8))\n",
        "sns.lineplot(x=gold.index, y='diff30', data=gold, linewidth=1.5, label='after 30dif transformation').set_title('Time Series after Transformation')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "3UIbgkG4rw2Z",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 513
        },
        "outputId": "7f53410a-2e18-43c7-9a5c-3aa12db0b34c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x576 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
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        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "diffm_adfuller_result = adfuller(gold['diff30'].dropna())\n",
        "print('Difference Method ADF Statistic: ', diffm_adfuller_result[0])\n",
        "print('Difference Method p-value: ', diffm_adfuller_result[1])"
      ],
      "metadata": {
        "id": "dxO-YJsMtga6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "923f67b5-6c18-47a8-f5fa-aa0a9229689b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Difference Method ADF Statistic:  -10.01261574022718\n",
            "Difference Method p-value:  1.7623278407657135e-17\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "gold"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "PpMwlVV3JqkF",
        "outputId": "e41b0b52-b7bf-4df3-d376-cf05ccefe839"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              price  diff30\n",
              "date                       \n",
              "2016-01-01  2252.60     NaN\n",
              "2016-01-02  2454.50     NaN\n",
              "2016-01-03  2708.10     NaN\n",
              "2016-01-04  2577.80     NaN\n",
              "2016-01-05  2597.75     NaN\n",
              "...             ...     ...\n",
              "2021-12-17  4394.40   -49.4\n",
              "2021-12-18  4389.50   -33.8\n",
              "2021-12-19  4389.50   -20.6\n",
              "2021-12-20  4354.10   -50.1\n",
              "2021-12-21  4346.50   -57.7\n",
              "\n",
              "[2182 rows x 2 columns]"
            ],
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              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-a8f9fec2-94b7-4ce3-b17d-ad68853a995d button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-a8f9fec2-94b7-4ce3-b17d-ad68853a995d');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 52
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from datetime import datetime,timedelta\n",
        "train_dataset_end=datetime(2020,12,1)\n",
        "test_dataset_end=datetime(2021,12,21)"
      ],
      "metadata": {
        "id": "69GY5SkGuBSR"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_data=gold[:train_dataset_end]\n",
        "test_data=gold[train_dataset_end+timedelta(days=1):test_dataset_end]"
      ],
      "metadata": {
        "id": "USIHwnUlJ3sk"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "test_data"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "CxqEQzLqKCFw",
        "outputId": "3785f741-6a3b-4fee-cbee-8c098dc6e7dc"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "             price  diff30\n",
              "date                      \n",
              "2020-12-02  3582.1    -8.6\n",
              "2020-12-03  3745.9  -149.0\n",
              "2020-12-04  4119.0     0.0\n",
              "2020-12-05  4113.1   -24.7\n",
              "2020-12-06  4222.5    -2.0\n",
              "...            ...     ...\n",
              "2021-12-17  4394.4   -49.4\n",
              "2021-12-18  4389.5   -33.8\n",
              "2021-12-19  4389.5   -20.6\n",
              "2021-12-20  4354.1   -50.1\n",
              "2021-12-21  4346.5   -57.7\n",
              "\n",
              "[385 rows x 2 columns]"
            ],
            "text/html": [
              "\n",
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              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>price</th>\n",
              "      <th>diff30</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2020-12-02</th>\n",
              "      <td>3582.1</td>\n",
              "      <td>-8.6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-12-03</th>\n",
              "      <td>3745.9</td>\n",
              "      <td>-149.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-12-04</th>\n",
              "      <td>4119.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-12-05</th>\n",
              "      <td>4113.1</td>\n",
              "      <td>-24.7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020-12-06</th>\n",
              "      <td>4222.5</td>\n",
              "      <td>-2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-12-17</th>\n",
              "      <td>4394.4</td>\n",
              "      <td>-49.4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-12-18</th>\n",
              "      <td>4389.5</td>\n",
              "      <td>-33.8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-12-19</th>\n",
              "      <td>4389.5</td>\n",
              "      <td>-20.6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-12-20</th>\n",
              "      <td>4354.1</td>\n",
              "      <td>-50.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021-12-21</th>\n",
              "      <td>4346.5</td>\n",
              "      <td>-57.7</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>385 rows × 2 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9f776aea-c341-4043-8aaf-3e532f1824dd')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-9f776aea-c341-4043-8aaf-3e532f1824dd button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-9f776aea-c341-4043-8aaf-3e532f1824dd');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 55
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "##prediction\n",
        "pred_start_date=test_data.index[0]\n",
        "pred_end_date=test_data.index[-1]"
      ],
      "metadata": {
        "id": "EZOlgXlFKIaN"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}