IBL_Graphs

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyOYaNFxp2WZEX2dGs3LaEVZ",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/crixox29/Table-QA-PineCone/blob/main/IBL_Graphs\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Con esto hemos leido todo el archivo"
      ],
      "metadata": {
        "id": "4ysnCh75Nfbf"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import seaborn as sns"
      ],
      "metadata": {
        "id": "LhEvGBPEOPeK"
      },
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "O3br4zIA_8v5",
        "outputId": "2b879c84-323e-4d0d-ea3a-bfb4e50f8d01"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     T/sec  C1/°C  C2/°C  C3/°C  C4/mb Time        Step\n",
              "709  709.0   50.8    0.0    0.0  962.8    6  84:Cooling\n",
              "710  710.0   50.0    0.0    0.0  963.8    5  84:Cooling\n",
              "711  711.0   50.0    0.0    0.0  963.8    4  84:Cooling\n",
              "712  712.0   50.0    0.0    0.0  963.8    3  84:Cooling\n",
              "713  713.0   50.0    0.0    0.0  963.8    2  84:Cooling"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-01709ba1-6675-4319-8764-76c08e9c2186\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>T/sec</th>\n",
              "      <th>C1/°C</th>\n",
              "      <th>C2/°C</th>\n",
              "      <th>C3/°C</th>\n",
              "      <th>C4/mb</th>\n",
              "      <th>Time</th>\n",
              "      <th>Step</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>709</th>\n",
              "      <td>709.0</td>\n",
              "      <td>50.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>962.8</td>\n",
              "      <td>6</td>\n",
              "      <td>84:Cooling</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>710</th>\n",
              "      <td>710.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>963.8</td>\n",
              "      <td>5</td>\n",
              "      <td>84:Cooling</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>711</th>\n",
              "      <td>711.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>963.8</td>\n",
              "      <td>4</td>\n",
              "      <td>84:Cooling</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>712</th>\n",
              "      <td>712.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>963.8</td>\n",
              "      <td>3</td>\n",
              "      <td>84:Cooling</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>713</th>\n",
              "      <td>713.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>963.8</td>\n",
              "      <td>2</td>\n",
              "      <td>84:Cooling</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-01709ba1-6675-4319-8764-76c08e9c2186')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"https://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\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",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\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-01709ba1-6675-4319-8764-76c08e9c2186 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-01709ba1-6675-4319-8764-76c08e9c2186');\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",
              "\n",
              "\n",
              "<div id=\"df-f34a8949-9d99-4f6a-953d-370616c6521f\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-f34a8949-9d99-4f6a-953d-370616c6521f')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"https://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-f34a8949-9d99-4f6a-953d-370616c6521f button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import os\n",
        "import glob\n",
        "\n",
        "def leer_y_procesar_archivo(file_path):\n",
        "    with open(file_path, 'r', encoding='ISO-8859-1') as file:\n",
        "        lines = file.readlines()\n",
        "\n",
        "    start_index = None\n",
        "    for i, line in enumerate(lines):\n",
        "        if \"T/sec\" in line:\n",
        "            start_index = i\n",
        "            break\n",
        "\n",
        "    if start_index is not None:\n",
        "        data_lines = lines[start_index + 1:]  # +1 para omitir la línea del encabezado\n",
        "        data = [line.strip().split(\"\\t\") for line in data_lines]\n",
        "        df = pd.DataFrame(data, columns=[\"T/sec\", \"C1/°C\", \"C2/°C\", \"C3/°C\", \"C4/mb\", \"Time\", \"Step\"])\n",
        "        df = df.replace('', np.nan).dropna()  # Eliminar filas vacías\n",
        "        for col in [\"T/sec\", \"C1/°C\", \"C2/°C\", \"C3/°C\", \"C4/mb\"]:\n",
        "            df[col] = df[col].str.replace(\",\", \".\").astype(float)\n",
        "        return df\n",
        "    else:\n",
        "        return pd.DataFrame()\n",
        "\n",
        "# Configurar el tamaño de la gráfica y el grid\n",
        "plt.figure(figsize=(10, 6))\n",
        "plt.grid(True)\n",
        "\n",
        "# Recorrer la carpeta y leer cada archivo .txt\n",
        "folder_path = '/content/IBL/'\n",
        "files = glob.glob(os.path.join(folder_path, \"*.txt\"))\n",
        "colors = plt.cm.jet(np.linspace(0, 1, len(files)))  # Generar colores\n",
        "\n",
        "for file, color in zip(files, colors):\n",
        "    df = leer_y_procesar_archivo(file)\n",
        "    if not df.empty:\n",
        "        plt.plot(df[\"T/sec\"], df[\"C1/°C\"], label=os.path.basename(file), color=color)\n",
        "\n",
        "# Ajustar los ticks\n",
        "plt.xticks(range(0, int(df[\"T/sec\"].max()) + 1, 20))\n",
        "plt.yticks(range(0, int(df[\"C1/°C\"].max()) + 1, 10))\n",
        "plt.xticks(rotation=90)\n",
        "\n",
        "# Mostrar la leyenda y los títulos de los ejes\n",
        "plt.legend()\n",
        "plt.xlabel(\"T/sec\")\n",
        "plt.ylabel(\"C1/°C\")\n",
        "plt.title(\"IBL_Graficas\")\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 577
        },
        "id": "DRZTvaVODASr",
        "outputId": "f781014b-f10e-4d14-db76-96a422e2f792"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import os\n",
        "import glob\n",
        "\n",
        "def leer_y_procesar_archivo(file_path):\n",
        "    with open(file_path, 'r', encoding='ISO-8859-1') as file:\n",
        "        lines = file.readlines()\n",
        "\n",
        "    start_index = None\n",
        "    for i, line in enumerate(lines):\n",
        "        if \"T/sec\" in line:\n",
        "            start_index = i\n",
        "            break\n",
        "\n",
        "    if start_index is not None:\n",
        "        data_lines = lines[start_index + 1:]\n",
        "        data = [line.strip().split(\"\\t\") for line in data_lines]\n",
        "        df = pd.DataFrame(data, columns=[\"T/sec\", \"C1/°C\", \"C2/°C\", \"C3/°C\", \"C4/mb\", \"Time\", \"Step\"])\n",
        "        df = df.replace('', np.nan).dropna()\n",
        "        for col in [\"T/sec\", \"C1/°C\", \"C2/°C\", \"C3/°C\", \"C4/mb\"]:\n",
        "            df[col] = df[col].str.replace(\",\", \".\").astype(float)\n",
        "        return df\n",
        "    else:\n",
        "        return pd.DataFrame()\n",
        "\n",
        "# Configurar el tamaño de la gráfica y el grid\n",
        "plt.figure(figsize=(10, 6))\n",
        "plt.grid(True)\n",
        "\n",
        "# Recorrer la carpeta\n",
        "folder_path = '/content/IBL/'  # Asegúrate de ajustar este camino a tu carpeta específica\n",
        "files = glob.glob(os.path.join(folder_path, \"*.txt\"))\n",
        "colors = plt.cm.jet(np.linspace(0, 2, len(files)))  # Generar colores\n",
        "\n",
        "for file, color in zip(files, colors):\n",
        "    df = leer_y_procesar_archivo(file)\n",
        "    if not df.empty:\n",
        "        # transparencia\n",
        "        alpha_value = 1 if os.path.basename(file) == \"Test_Hoy.txt\" else 0.3\n",
        "        plt.plot(df[\"T/sec\"], df[\"C1/°C\"], label=os.path.basename(file), color=color, alpha=alpha_value)\n",
        "\n",
        "# Ajustar los ticks\n",
        "plt.xticks(range(0, int(df[\"T/sec\"].max()) + 1, 20))\n",
        "plt.yticks(range(0, int(df[\"C1/°C\"].max()) + 1, 10))\n",
        "\n",
        "# Mostrar la leyenda y los títulos de los ejes\n",
        "plt.legend()\n",
        "plt.xlabel(\"T/sec\")\n",
        "plt.ylabel(\"C1/°C\")\n",
        "plt.title(\"IBL_Graficas\")\n",
        "plt.xticks(rotation=90)\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 577
        },
        "id": "RsAcrjytJwyf",
        "outputId": "f03a96b9-6dd6-4c6d-84dd-105ef6f6a067"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import glob\n",
        "import os\n",
        "\n",
        "def leer_y_procesar_archivo(file_path):\n",
        "    with open(file_path, 'r', encoding='ISO-8859-1') as file:\n",
        "        lines = file.readlines()\n",
        "\n",
        "    start_index = None\n",
        "    for i, line in enumerate(lines):\n",
        "        if \"T/sec\" in line:\n",
        "            start_index = i\n",
        "            break\n",
        "\n",
        "    if start_index is not None:\n",
        "        data_lines = lines[start_index + 1:]\n",
        "        data = [line.strip().split(\"\\t\") for line in data_lines if line.strip()]\n",
        "\n",
        "        filtered_data = []\n",
        "        for row in data:\n",
        "            if len(row) >= 3:  # Asegurarse de que hay al menos 3 elementos\n",
        "                # Eliminar los dos primeros caracteres de \"Step\" y asegurarse de que la fila tenga suficientes elementos\n",
        "                filtered_data.append([row[0], row[1], row[-1][2:]])\n",
        "\n",
        "        if filtered_data:\n",
        "            df = pd.DataFrame(filtered_data, columns=[\"T/sec\", \"C1/°C\", \"Step\"])\n",
        "            df[\"T/sec\"] = df[\"T/sec\"].str.replace(\",\", \".\").astype(float)\n",
        "            return df\n",
        "    return pd.DataFrame()\n",
        "\n",
        "\n",
        "\n",
        "folder_path = '/content/IBL_2/'  # Ajusta este camino a tu carpeta específica\n",
        "files = glob.glob(os.path.join(folder_path, \"*.txt\"))\n",
        "\n",
        "# DataFrame para acumular las diferencias de todos los archivos\n",
        "all_differences = pd.DataFrame()\n",
        "\n",
        "for file in files:\n",
        "    df = leer_y_procesar_archivo(file)\n",
        "    if not df.empty:\n",
        "        grouped = df.groupby('Step')['T/sec'].agg(['max', 'min'])\n",
        "        grouped['difference'] = grouped['max'] - grouped['min']\n",
        "        grouped['Step'] = grouped.index  # Convertir el índice 'Step' en una columna\n",
        "        all_differences = pd.concat([all_differences, grouped[['Step', 'difference']].reset_index(drop=True)], ignore_index=True)\n",
        "\n",
        "# Visualizar todas las diferencias acumuladas en un diagrama de caja\n",
        "plt.figure(figsize=(12, 8))\n",
        "sns.boxplot(x='Step', y='difference', data=all_differences)\n",
        "plt.title('Distribución de Diferencias de Tiempo por Step - Todos los Archivos')\n",
        "plt.xlabel('Step')\n",
        "plt.ylabel('Diferencia de Tiempo (T/sec)')\n",
        "plt.xticks(rotation=90)\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 907
        },
        "id": "h3F2uQa5djQc",
        "outputId": "72106f31-90fc-47c3-c499-cc73fc888c83"
      },
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/YAAAN6CAYAAAAkatL3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeVxUZf//8TeLLC5sGlu5oOaGkqapqFGpuebSraVGuWRZimVpm6Uihnm3ayWaLVpJmVq53WpuFWWIK6KmZoVLKlghEC6gM+f3hz/m6wgqozPC4Ov5ePCQuc4153xmmAHfc851XS6GYRgCAAAAAABOybW0CwAAAAAAAFeOYA8AAAAAgBMj2AMAAAAA4MQI9gAAAAAAODGCPQAAAAAAToxgDwAAAACAEyPYAwAAAADgxAj2AAAAAAA4MYI9ADhAfn6+XnnlFX377belXQoAAADKOYI9gKsyceJEubi4XJNj3Xnnnbrzzjstt7///nu5uLho4cKF1+T453NxcdHEiRMvun306NFKTExUq1atrkk9gwcPVq1ata7JsWypIS8vT4888oiCg4Pl4uKip556qlRqs5dr+Xq/nFq1amnw4MHX/LiXe+0DpeXCvxHXQnl+P8yZM0cuLi7avHnzZfuWxnMPwBrBHoBF4R/xwi8vLy+Fhoaqc+fOeuedd/Tvv//a5ThHjhzRxIkTlZqaapf9lTXz58/XokWLtGLFCvn5+ZV2OVekMMAWflWsWFE1atRQjx49NHv2bOXn55doP6+88ormzJmj4cOH67PPPtNDDz3k4Mphqwvf9xf7Ku0Pjq43+/fv15AhQ1SnTh15eXkpODhYUVFRio2NteqXkJCgOXPmlE6RNrjzzjtL9DorryHZEZYvXy4XFxeFhobKbDaXdjkASpl7aRcAoOyZNGmSwsLCdObMGWVkZOj777/XU089pbfeektLlixRRESEpe+4ceP0wgsv2LT/I0eOKC4uTrVq1VLTpk1LfL9Vq1bZdBxHOnXqlNzdi/4KNQxDf/75p1asWKEaNWqUQmX2NWPGDFWuXFn5+fk6fPiwvv32Wz388MOaOnWqli1bpurVq1v6fvDBB0X+c7lu3Tq1bt26SBhxVlfyei/roqKi9Nlnn1m1PfLII2rZsqWGDRtmaatcubKki7/2YT+//fabbrvtNnl7e+vhhx9WrVq1dPToUW3dulWvvvqq4uLiLH0TEhJUrVq1Url6wxYvvfSSHnnkEcvtTZs26Z133tGLL76ohg0bWtrP//uCS0tMTFStWrW0f/9+rVu3Th07diy1WsrS32fgesVfZgBFdO3aVS1atLDcHjt2rNatW6d77rlHPXv21O7du+Xt7S1Jcnd3d/h/8k+ePKmKFSvKw8PDocexhZeXV7HtLi4uGj169DWuxnH69u2ratWqWW5PmDBBiYmJGjhwoO677z5t2LDBsq1ChQpF7n/s2DE1atTIbvWYzWYVFBRc9Pl3tGvxer/Wateurdq1a1u1Pf7446pdu7YefPDBIv1L67kvb06cOKFKlSoVu+3tt99WXl6eUlNTVbNmTattx44duxbl2d3dd99tddvLy0vvvPOO7r77bi7hvgInTpzQ4sWLNWXKFM2ePVuJiYklCvaO+h1alv4+A9crLsUHUCLt27fX+PHjdeDAAc2dO9fSXtyY49WrV6tdu3by8/NT5cqVVb9+fb344ouSzo2Lv+222yRJQ4YMsVx+WXgp6Z133qnGjRtry5YtioqKUsWKFS33vdgYPpPJpBdffFHBwcGqVKmSevbsqUOHDln1udh45OL2efr0aU2cOFH16tWTl5eXQkJC9J///Ee///67pU9xl4xu27ZNXbt2lY+PjypXrqwOHTpYBV/p/y57Xr9+vUaPHq0bbrhBlSpV0r333qu//vqrSH3FWbRokRo3biwvLy81btxY33zzTbH9zGazpk6dqvDwcHl5eSkoKEiPPfaYjh8/XqLjXEx0dLQeeeQRpaSkaPXq1Zb288fYF85/kJ6erv/973+Wn/P+/fslnZtcMDY2VnXr1pWnp6eqV6+u5557rsgl/i4uLho5cqQSExMVHh4uT09PrVy5UpJ0+PBhPfzwwwoKCpKnp6fCw8P18ccfW92/sI758+dr8uTJuummm+Tl5aUOHTrot99+K/LYUlJS1K1bN/n7+6tSpUqKiIjQtGnTLNuLe73Pnj1b7du3V2BgoDw9PdWoUSPNmDGjyL43b96szp07q1q1avL29lZYWJgefvjhyz7fhmEoPj5eN910kypWrKi77rpLu3btKrZvdna2nnrqKVWvXl2enp6qW7euXn31Vbteplvca9/Wn0VcXJxuvPFGValSRX379lVOTo7y8/P11FNPKTAwUJUrV9aQIUMu+XqoX7++vLy81Lx5cyUlJRWpsyTvx+Ls379fLi4ueuONN/T222+rZs2a8vb21h133KGdO3cW6b9u3TrdfvvtqlSpkvz8/NSrVy/t3r3bqk/h6+aXX37RAw88IH9/f7Vr1+6iNfz++++66aabioR6SQoMDLR8X6tWLe3atUs//PCD5T12/u+zkrwebH28jpaQkGB5r4eGhiomJkbZ2dlF+s2aNUt16tSRt7e3WrZsqR9//LHY/R07dkxDhw5VUFCQvLy8dMstt+iTTz4p0m/evHlq3ry5qlSpIh8fHzVp0sTqvW+Lkrz2zpw5o7i4ON18883y8vJS1apV1a5dO6vfqZfyzTff6NSpU7rvvvvUv39/ff311zp9+nSRfpf7HTp06FCFhobK09NTYWFhGj58uAoKCqz2kZ+ff9m/V+f/Lc3MzJS7u7vVlSWF9u7dKxcXF7333nuWtj/++EP33XefAgICVLFiRbVu3Vr/+9//itz33XffVXh4uCpWrCh/f3+1aNFCn3/+eYmeL+B6UL5OOwBwqIceekgvvviiVq1apUcffbTYPrt27dI999yjiIgITZo0SZ6envrtt9+0fv16SVLDhg01adIkTZgwQcOGDdPtt98uSWrTpo1lH//884+6du2q/v3768EHH1RQUNAl65o8ebJcXFz0/PPP69ixY5o6dao6duyo1NRUy5UFJWUymXTPPfdo7dq16t+/v0aNGqV///1Xq1ev1s6dO1WnTp2LPu7bb79dPj4+eu6551ShQgW9//77uvPOO/XDDz8UmUTviSeekL+/v2JjY7V//35NnTpVI0eO1JdffnnJ+latWqU+ffqoUaNGmjJliv755x8NGTJEN910U5G+jz32mObMmaMhQ4boySefVHp6ut577z1t27ZN69evL/YMe0k99NBDmjVrllatWlXkTJx07uf82Wef6emnn9ZNN92kMWPGSJJuuOEGmc1m9ezZUz/99JOGDRumhg0baseOHXr77bf166+/atGiRVb7WrdunebPn6+RI0eqWrVqqlWrljIzM9W6dWvLf1pvuOEGrVixQkOHDlVubm6RSfr++9//ytXVVc8884xycnL02muvKTo6WikpKZY+q1ev1j333KOQkBCNGjVKwcHB2r17t5YtW6ZRo0Zd9LmYMWOGwsPD1bNnT7m7u2vp0qUaMWKEzGazYmJiJJ0LF506ddINN9ygF154QX5+ftq/f7++/vrryz7XEyZMUHx8vLp166Zu3bpp69at6tSpU5H/fJ88eVJ33HGHDh8+rMcee0w1atTQzz//rLFjx+ro0aOaOnXqZY91JWz9WUyZMkXe3t564YUX9Ntvv+ndd99VhQoV5OrqquPHj2vixInasGGD5syZo7CwME2YMMHq/j/88IO+/PJLPfnkk/L09FRCQoK6dOmijRs3qnHjxpJsfz8W59NPP9W///6rmJgYnT59WtOmTVP79u21Y8cOy++kNWvWqGvXrqpdu7YmTpyoU6dO6d1331Xbtm21devWIvMS3Hfffbr55pv1yiuvyDCMix67Zs2aWrNmjdatW6f27dtftN/UqVP1xBNPqHLlynrppZckyVKbra+HkjxeR5s4caLi4uLUsWNHDR8+XHv37tWMGTO0adMmq99ZH330kR577DG1adNGTz31lP744w/17NlTAQEBVsODTp06pTvvvFO//fabRo4cqbCwMC1YsECDBw9Wdna25X29evVqDRgwQB06dNCrr74qSdq9e7fWr19/yfd+cUr62ps4caKmTJliGfaSm5urzZs3a+vWrcX+Tr1QYmKi7rrrLgUHB6t///564YUXtHTpUt13331F+hb3O/TIkSNq2bKlsrOzNWzYMDVo0ECHDx/WwoULdfLkSasz8Lb+vQoKCtIdd9yh+fPnFxmG9eWXX8rNzc1SZ2Zmptq0aaOTJ0/qySefVNWqVfXJJ5+oZ8+eWrhwoe69915J54Z6Pfnkk+rbt69GjRql06dPKy0tTSkpKXrggQdK9sMByjsDAP6/2bNnG5KMTZs2XbSPr6+v0axZM8vt2NhY4/xfJW+//bYhyfjrr78uuo9NmzYZkozZs2cX2XbHHXcYkoyZM2cWu+2OO+6w3P7uu+8MScaNN95o5ObmWtrnz59vSDKmTZtmaatZs6YxaNCgy+7z448/NiQZb731VpG+ZrPZ8r0kIzY21nK7d+/ehoeHh/H7779b2o4cOWJUqVLFiIqKsrQVPscdO3a02t/TTz9tuLm5GdnZ2UWOe76mTZsaISEhVv1WrVplSDJq1qxpafvxxx8NSUZiYqLV/VeuXFls+4UKf64X+zkeP37ckGTce++9lrZBgwZZ1WAY55737t27W7V99tlnhqurq/Hjjz9atc+cOdOQZKxfv97SJslwdXU1du3aZdV36NChRkhIiPH3339btffv39/w9fU1Tp48aRjG/71GGjZsaOTn51v6TZs2zZBk7NixwzAMwzh79qwRFhZm1KxZ0zh+/LjVPs//OV34ejcMw3Ks83Xu3NmoXbu25fY333xz2fdWcY4dO2Z4eHgY3bt3t6rjxRdfNCRZvaZffvllo1KlSsavv/5qtY8XXnjBcHNzMw4ePFji41aqVKnY94thFH3t2/qzaNy4sVFQUGDpN2DAAMPFxcXo2rWr1f0jIyOLvJ4kGZKMzZs3W9oOHDhgeHl5Wb0WS/p+LE56erohyfD29jb+/PNPS3tKSoohyXj66actbU2bNjUCAwONf/75x9K2fft2w9XV1Rg4cKClrfB1M2DAgEseu9DOnTsNb29vQ5LRtGlTY9SoUcaiRYuMEydOFOkbHh5u9TusUElfD7Y8XntasGCBIcn47rvvDMP4v9d6p06dDJPJZOn33nvvGZKMjz/+2DAMwygoKDACAwONpk2bWr2nZ82aZUiyei6mTp1qSDLmzp1raSsoKDAiIyONypUrW/5ujBo1yvDx8THOnj1r8+O40r8Ft9xyS5HfjSWVmZlpuLu7Gx988IGlrU2bNkavXr2Kra+436EDBw40XF1di/2dVPi7xpa/Vxf+LX3//fetfscWatSokdG+fXvL7aeeesqQZPX34N9//zXCwsKMWrVqWV4LvXr1MsLDwy/1tADXPS7FB2CTypUrX3J2/MJZ4BcvXnzFl/96enpqyJAhJe4/cOBAValSxXK7b9++CgkJ0fLly20+9ldffaVq1arpiSeeKLLtYsucmUwmrVq1Sr1797YaqxwSEqIHHnhAP/30k3Jzc63uM2zYMKv93X777TKZTDpw4MBFazt69KhSU1M1aNAg+fr6WtrvvvvuIuPYFyxYIF9fX9199936+++/LV/NmzdX5cqV9d133136ibiMwonUrmSlhAULFqhhw4Zq0KCBVW2FZyYvrO2OO+6wenyGYeirr75Sjx49ZBiG1T46d+6snJwcbd261WofQ4YMsToDVXilyB9//CHp3KWz6enpeuqpp4qsZHC55e3OvyokJydHf//9t+644w798ccfysnJkfR/74tly5bpzJkzl3uKLNasWaOCggI98cQTVnUUt2zgggULdPvtt8vf39/qOenYsaNMJlOxl6tfrSv5WQwcONDqapFWrVrJMIwiwxJatWqlQ4cO6ezZs1btkZGRat68ueV2jRo11KtXL3377bcymUxX9H4sTu/evXXjjTdabrds2VKtWrWy/F4pfD8OHjxYAQEBln4RERG6++67i/398/jjj1/2uJIUHh6u1NRUPfjgg9q/f7+mTZum3r17KygoSB988EGJ9mHr6+Fyj9fRCl/rTz31lFxd/++/p48++qh8fHwsl2Zv3rxZx44d0+OPP271nh48eLDV70Xp3KzxwcHBGjBggKWtQoUKevLJJ5WXl6cffvhB0rn354kTJ0p8GfzF2PLa8/Pz065du7Rv3z6bjzNv3jy5urqqT58+lrYBAwZoxYoVxQ61uvB3qNls1qJFi9SjRw+r+XQKXfg770r+Xv3nP/+Ru7u71Vn9nTt36pdfflG/fv0sbcuXL1fLli2thqZUrlxZw4YN0/79+/XLL79IOvd8/fnnn9q0adNFjwlc7wj2AGySl5dnFaIv1K9fP7Vt21aPPPKIgoKC1L9/f82fP9+mkH/jjTfaNBHPzTffbHXbxcVFdevWtYzntsXvv/+u+vXr2zRB2l9//aWTJ0+qfv36RbY1bNhQZrO5yJj/C2fM9/f3l6RLjn8v/E/UhY9XUpFj79u3Tzk5OQoMDNQNN9xg9ZWXl3fVE3Dl5eVJ0iVfCxezb98+7dq1q0hd9erVk1R0crCwsDCr23/99Zeys7M1a9asIvso/EDown1c7vkunD+h8FJuW6xfv14dO3a0jLG+4YYbLPNCFAb7O+64Q3369FFcXJyqVaumXr16lWjZwIv9zG+44QbLYyi0b98+rVy5sshzUjihliMmXbPHz6IwjJ1/CXVhu9lstjyHhYp7/derV08nT57UX3/9dUXvx+Jc7DiFv1cKfzYXO87ff/+tEydOWLVf+Fq+lHr16umzzz7T33//rbS0NL3yyityd3fXsGHDtGbNmsve39bXw+Ueb3FMJpMyMjKsvi4cIlJSF3s+PTw8VLt2bcv2i70nKlSoUGQSyAMHDujmm2+2+qBAkmUW/sJ9jRgxQvXq1VPXrl1100036eGHH7aMQ7eFLa+9SZMmKTs7W/Xq1VOTJk307LPPKi0trUTHmTt3rlq2bKl//vlHv/32m3777Tc1a9ZMBQUFWrBgQZH+xf0Ozc3NLfHvuyv5e1WtWjV16NBB8+fPt7R9+eWXcnd313/+8x9L24EDBy76fBVul6Tnn39elStXVsuWLXXzzTcrJibGMsQPwDmMsQdQYn/++adycnJUt27di/bx9vZWUlKSvvvuO/3vf//TypUr9eWXX6p9+/ZatWqV3NzcLnscW8fFl8SlzraXpCZ7u9gxjUuMu7WF2WxWYGCgEhMTi91+ww03XNX+CyfVutRr4VK1NWnSRG+99Vax2y8MeBe+Hgo/JHrwwQc1aNCgYvdx4ZJZjnq+f//9d3Xo0EENGjTQW2+9perVq8vDw0PLly/X22+/banVxcVFCxcu1IYNG7R06VLLsoFvvvmmNmzYYLkC4mqYzWbdfffdeu6554rdXvjBiT3Z82fh6PdEWXAlv9vc3NzUpEkTNWnSRJGRkbrrrrtKNAP6tXg9HDp0qEho/O6775xulvvAwEClpqbq22+/1YoVK7RixQrNnj1bAwcOLHaiPXuIiorS77//rsWLF2vVqlX68MMP9fbbb2vmzJlWywJeaN++fZaz1sV9GJOYmGi1TKV09X9Tr/S92b9/fw0ZMkSpqalq2rSp5s+frw4dOlittFJSDRs21N69e7Vs2TKtXLlSX331lRISEjRhwoRiJ+kDrkcEewAlVrjWdefOnS/Zz9XVVR06dFCHDh301ltv6ZVXXtFLL72k7777Th07drzspc22uvBSRsMw9Ntvv1kFCn9//2JnVj5w4IDVWZ46deooJSVFZ86cKfHkcjfccIMqVqyovXv3Ftm2Z88eubq6FgmrV6JwhuziLt288Nh16tTRmjVr1LZtW4d8UFLS10Jx6tSpo+3bt6tDhw5X9Fq44YYbVKVKFZlMJrut21w4KeLOnTtt2ufSpUuVn5+vJUuWWJ3VuthQh9atW6t169aaPHmyPv/8c0VHR2vevHkX/Y/8+T/z81+nf/31V5GzZXXq1FFeXt41XcvaET+Lyynu9f/rr7+qYsWKlg+s7PF+vNhxCifEK/zZXOw41apVu+hydleq8LLpo0ePWtou9h6y9fVwucdbnODg4CKXr99yyy0lOt6Fzn8+z3+tFxQUKD093fI4zn9PnD+x4JkzZ5Senm51/Jo1ayotLU1ms9nqrP2ePXus9iWduzKgR48e6tGjh8xms0aMGKH3339f48ePL/EHmLb+LQgICNCQIUM0ZMgQ5eXlKSoqShMnTrxksE9MTFSFChX02WefFQncP/30k9555x0dPHiwyFn2C+v08fFx+KoHvXv31mOPPWa5HP/XX3/V2LFjrfrUrFnzos9X4fZClSpVUr9+/dSvXz8VFBToP//5jyZPnqyxY8eyDCcgLsUHUELr1q3Tyy+/rLCwMEVHR1+0X1ZWVpG2pk2bSpLlsuPC/+wWF7SvROFszoUWLlyoo0ePqmvXrpa2OnXqaMOGDVaXiS5btqzIJbl9+vTR33//bbUUT6GLnZ1wc3NTp06dtHjxYqvLVjMzM/X555+rXbt28vHxudKHZxESEqKmTZvqk08+sbo8efXq1ZZxiIXuv/9+mUwmvfzyy0X2c/bs2at67j///HN9+OGHioyMVIcOHWy+//3336/Dhw8XO1b41KlTRS5fvpCbm5v69Omjr776qtj/mJZ02cDz3XrrrQoLC9PUqVOLPDeXOitV+B/r8/vk5ORo9uzZVv2OHz9eZD8Xvi+K07FjR1WoUEHvvvuu1f2Lm+H+/vvvV3Jysr799tsi27Kzs4uMVbcHR/wsLic5Odlq3P6hQ4e0ePFiderUSW5ubnZ7Py5atEiHDx+23N64caNSUlIsv1fOfz+e/5rZuXOnVq1apW7dul3xY/zxxx+LnYuhcLz7+ZcuV6pUqdj3s62vh8s93uJ4eXmpY8eOVl8XDhEpqY4dO8rDw0PvvPOO1Wv9o48+Uk5Ojrp37y7p3IcbN9xwg2bOnGn1+3zOnDlFnodu3bopIyPDapz32bNn9e6776py5cq64447JJ1bieV8rq6ulg+GLzdc5ny2vPYuPGblypVVt27dyx4vMTFRt99+u/r166e+fftafT377LOSpC+++OKS+3B1dVXv3r21dOlSbd68uch2e10l4+fnp86dO2v+/PmaN2+ePDw81Lt3b6s+3bp108aNG5WcnGxpO3HihGbNmqVatWpZ5ga48Pny8PBQo0aNZBiGTfOWAOUZZ+wBFLFixQrt2bNHZ8+eVWZmptatW6fVq1erZs2aWrJkySU/GZ80aZKSkpLUvXt31axZU8eOHVNCQoJuuukmy+Q4derUkZ+fn2bOnKkqVaqoUqVKatWqlU3jT88XEBCgdu3aaciQIcrMzNTUqVNVt25dqyX5HnnkES1cuFBdunTR/fffr99//11z584tsnzdwIED9emnn2r06NHauHGjbr/9dp04cUJr1qzRiBEj1KtXr2JriI+P1+rVq9WuXTuNGDFC7u7uev/995Wfn6/XXnvtih5XcaZMmaLu3burXbt2evjhh5WVlWVZ27dw3Lt0bkz3Y489pilTpig1NVWdOnVShQoVtG/fPi1YsEDTpk1T3759L3u8hQsXqnLlyiooKNDhw4f17bffav369brllluKHctZEg899JDmz5+vxx9/XN99953atm0rk8mkPXv2aP78+fr222+LndDpfP/973/13XffqVWrVnr00UfVqFEjZWVlaevWrVqzZk2xHzBdiqurq2bMmKEePXqoadOmGjJkiEJCQrRnzx7t2rWr2HAkSZ06dbKc6XvssceUl5enDz74QIGBgVZnVT/55BMlJCTo3nvvVZ06dfTvv//qgw8+kI+PzyUD4A033KBnnnlGU6ZM0T333KNu3bpp27ZtWrFiRZHLWZ999lktWbJE99xzjwYPHqzmzZvrxIkT2rFjhxYuXKj9+/df0SWwl2Pvn8XlNG7cWJ07d7Za7k6S1eW49ng/1q1bV+3atdPw4cOVn5+vqVOnqmrVqlaXtr/++uvq2rWrIiMjNXToUMtyd76+vpo4ceIVP8ZXX31VW7Zs0X/+8x9LwNy6das+/fRTBQQEWE2e2Lx5c82YMUPx8fGqW7euAgMD1b59e5tfDyV5vI50ww03aOzYsYqLi1OXLl3Us2dP7d27VwkJCbrtttv04IMPSjo3lj4+Pl6PPfaY2rdvr379+ik9PV2zZ88uMsZ+2LBhev/99zV48GBt2bJFtWrV0sKFC7V+/XpNnTrVMkfII488oqysLLVv31433XSTDhw4oHfffVdNmza1jPUuqZK+9ho1aqQ777xTzZs3V0BAgDZv3qyFCxdq5MiRF913SkqKZem+4tx444269dZblZiYqOeff/6Sdb7yyitatWqV7rjjDsuyo0ePHtWCBQv0008/FZlE9Er169dPDz74oBISEtS5c+ci+33hhRf0xRdfqGvXrnryyScVEBCgTz75ROnp6frqq68sV1p06tRJwcHBatu2rYKCgrR7926999576t69+xXN9QKUS9d6Gn4AZVfh0jaFXx4eHkZwcLBx9913G9OmTbNaUq7Qhct/rV271ujVq5cRGhpqeHh4GKGhocaAAQOKLLm0ePFio1GjRoa7u7vV0nd33HHHRZe0udhyd1988YUxduxYIzAw0PD29ja6d+9uHDhwoMj933zzTePGG280PD09jbZt2xqbN28usk/DOLd82UsvvWSEhYUZFSpUMIKDg42+fftaLV+kC5Y4MgzD2Lp1q9G5c2ejcuXKRsWKFY277rrL+Pnnn4t9ji9cYqjwsRQu/XQpX331ldGwYUPD09PTaNSokfH1118Xu9ScYZxbAqp58+aGt7e3UaVKFaNJkybGc889Zxw5cuSSxyj8uRZ+eXl5GTfddJNxzz33GB9//LFx+vTpIvcp6XJ3hnFuyalXX33VCA8PNzw9PQ1/f3+jefPmRlxcnJGTk2PpJ8mIiYkptsbMzEwjJibGqF69uuXn1KFDB2PWrFmWPoXP64IFC6zuW7jE14VLLv7000/G3XffbVSpUsWoVKmSERERYbz77rtFnpfzLVmyxIiIiDC8vLyMWrVqGa+++qpl2cT09HTDMM69NgYMGGDUqFHD8PT0NAIDA4177rnHatm2izGZTEZcXJwREhJieHt7G3feeaexc+fOYpdw/Pfff42xY8cadevWNTw8PIxq1aoZbdq0Md544w2rJeYux5bl7gzj6n4WF3tPFLfkYuHrYe7cucbNN99seHp6Gs2aNSv2fVOS92NxCl8br7/+uvHmm28a1atXNzw9PY3bb7/d2L59e5H+a9asMdq2bWt4e3sbPj4+Ro8ePYxffvnlso/lUtavX2/ExMQYjRs3Nnx9fY0KFSoYNWrUMAYPHmz1e8gwDCMjI8Po3r27UaVKlSLLvZXk9WDr47WXC5e7K/Tee+8ZDRo0MCpUqGAEBQUZw4cPL7IEpWEYRkJCghEWFmZ4enoaLVq0MJKSkor9fZ6ZmWkMGTLEqFatmuHh4WE0adKkyPt+4cKFRqdOnYzAwEDDw8PDqFGjhvHYY48ZR48evezjuNK/BfHx8UbLli0NPz8/w9vb22jQoIExefLkS75Pn3jiCUNSkdfA+SZOnGhIsvzsLvU79MCBA8bAgQONG264wfD09DRq165txMTEWJYRtOXvVXHPvWEYRm5urmXpxvOXHTzf77//bvTt29fw8/MzvLy8jJYtWxrLli2z6vP+++8bUVFRRtWqVQ1PT0+jTp06xrPPPmv19wK43rkYRjmalQYAAJRbLi4uiomJKXaojL3s379fYWFhev311/XMM8847DhlxfX2eAGgvGKMPQAAAAAAToxgDwAAAACAEyPYAwAAAADgxBhjDwAAAACAE+OMPQAAAAAAToxgDwAAAACAEyPYAwAAAADgxNxLuwBnYDabdeTIEVWpUkUuLi6lXQ4AAAAAoJwzDEP//vuvQkND5ep66XPyBPsSOHLkiKpXr17aZQAAAAAArjOHDh3STTfddMk+BPsSqFKliqRzT6iPj08pVwMAAAAAKO9yc3NVvXp1Sx69FIJ9CRRefu/j40OwBwAAAABcMyUZDs7keQAAAAAAODGCPQAAAAAAToxgDwAAAACAEyPYAwAAAADgxAj2AAAAAAA4MYI9AAAAAABOjGAPAAAAAIATI9gDAAAAAODECPYAAAAAADgxgj0AAAAAAE6MYA8AAAAAgBMj2AMAAAAA4MQI9gAAAAAAODGCPQAAAAAAToxgDwAAAACAEyPYAwAAAADgxAj2AAAAAAA4MYI9AAAAAABOjGAPAAAAAIATK9Vgn5SUpB49eig0NFQuLi5atGjRRfs+/vjjcnFx0dSpU63as7KyFB0dLR8fH/n5+Wno0KHKy8uz6pOWlqbbb79dXl5eql69ul577TUHPBoAAAAAAK69Ug32J06c0C233KLp06dfst8333yjDRs2KDQ0tMi26Oho7dq1S6tXr9ayZcuUlJSkYcOGWbbn5uaqU6dOqlmzprZs2aLXX39dEydO1KxZs+z+eACUPpPJpG3btmnt2rXatm2bTCZTaZcEAAAAOJR7aR68a9eu6tq16yX7HD58WE888YS+/fZbde/e3Wrb7t27tXLlSm3atEktWrSQJL377rvq1q2b3njjDYWGhioxMVEFBQX6+OOP5eHhofDwcKWmpuqtt96y+gAAgPNLSkpSQkKCMjIyLG3BwcEaMWKEoqKiSrEyAAAAwHHK9Bh7s9mshx56SM8++6zCw8OLbE9OTpafn58l1EtSx44d5erqqpSUFEufqKgoeXh4WPp07txZe/fu1fHjx4s9bn5+vnJzc62+AJRtSUlJio2NVe3atTV9+nQtX75c06dPV+3atRUbG6ukpKTSLhEAAABwiDId7F999VW5u7vrySefLHZ7RkaGAgMDrdrc3d0VEBBgOWOXkZGhoKAgqz6Ft88/q3e+KVOmyNfX1/JVvXr1q30oABzIZDIpISFBkZGRio+PV3h4uCpWrKjw8HDFx8crMjJSM2bM4LJ8AAAAlEtlNthv2bJF06ZN05w5c+Ti4nJNjz127Fjl5ORYvg4dOnRNjw/ANmlpacrIyFB0dLRcXa1/rbm6uio6OlpHjx5VWlpaKVUIAAAAOE6ZDfY//vijjh07pho1asjd3V3u7u46cOCAxowZo1q1akk6N3b22LFjVvc7e/assrKyFBwcbOmTmZlp1afwdmGfC3l6esrHx8fqC0DZlZWVJUkKCwsrdnthe2E/AAAAoDwps8H+oYceUlpamlJTUy1foaGhevbZZ/Xtt99KkiIjI5Wdna0tW7ZY7rdu3TqZzWa1atXK0icpKUlnzpyx9Fm9erXq168vf3//a/ugADhEQECAJCk9Pb3Y7YXthf0AAACA8qRUg31eXp4ltEvn/vOdmpqqgwcPqmrVqmrcuLHVV4UKFRQcHKz69etLkho2bKguXbro0Ucf1caNG7V+/XqNHDlS/fv3tyyN98ADD8jDw0NDhw7Vrl279OWXX2ratGkaPXp0aT1sAHYWERGh4OBgJSYmymw2W20zm81KTExUSEiIIiIiSqlCAAAAwHFKNdhv3rxZzZo1U7NmzSRJo0ePVrNmzTRhwoQS7yMxMVENGjRQhw4d1K1bN7Vr185qjXpfX1+tWrVK6enpat68ucaMGaMJEyaw1B1Qjri5uWnEiBFKTk7WuHHjtGvXLp08eVK7du3SuHHjlJycrOHDh8vNza20SwUAAADszsUwDKO0iyjrcnNz5evrq5ycHMbbA2VYcevYh4SEaPjw4axjDwAAAKdiSw4l2JcAwR5wHiaTSWlpacrKylJAQIAiIiI4Uw8AAACnY0sOdb9GNQHANeHm5mYZ3gMAAABcD8rsrPgAAAAAAODyCPYAAAAAADgxgj0AAAAAAE6MYA8AAAAAgBMj2AMAAAAA4MQI9gAAAAAAODGCPQAAAAAAToxgDwAAAACAEyPYAwAAAADgxAj2AAAAAAA4MYI9AAAAAABOjGAPAAAAAIATI9gDAAAAAODECPYAAAAAADgxgj0AAAAAAE6MYA8AAAAAgBMj2AMAAAAA4MQI9gAAAAAAODGCPQAAAAAAToxgDwAAAACAEyPYAwAAAADgxAj2AAAAAAA4MYI9AAAAAABOjGAPAAAAAIATI9gDAAAAAODECPYAAAAAADgxgj0AAAAAAE6MYA8AAAAAgBMj2AMAAAAA4MQI9gAAAAAAODGCPQAAAAAAToxgDwAAAACAEyPYAwAAAADgxAj2AAAAAAA4MYI9AAAAAABOjGAPAAAAAIATI9gDAAAAAODECPYAAAAAADgxgj0AAAAAAE6MYA8AAAAAgBMj2AMAAAAA4MQI9gAAAAAAODGCPQAAAAAAToxgDwAAAACAEyPYAwAAAADgxAj2AAAAAAA4MYI9AAAAAABOjGAPAAAAAIATI9gDAAAAAODECPYAAAAAADgxgj0AAAAAAE6MYA8AAAAAgBMj2AMAAAAA4MQI9gAAAAAAODGCPQAAAAAAToxgDwAAAACAEyPYAwAAAADgxAj2AAAAAAA4MYI9AAAAAABOjGAPAAAAAIATI9gDAAAAAODECPYAAAAAADgxgj0AAAAAAE6MYA8AAAAAgBMj2AMAAAAA4MQI9gAAAAAAODGCPQAAAAAATqxUg31SUpJ69Oih0NBQubi4aNGiRZZtZ86c0fPPP68mTZqoUqVKCg0N1cCBA3XkyBGrfWRlZSk6Olo+Pj7y8/PT0KFDlZeXZ9UnLS1Nt99+u7y8vFS9enW99tpr1+LhAQAAAADgcKUa7E+cOKFbbrlF06dPL7Lt5MmT2rp1q8aPH6+tW7fq66+/1t69e9WzZ0+rftHR0dq1a5dWr16tZcuWKSkpScOGDbNsz83NVadOnVSzZk1t2bJFr7/+uiZOnKhZs2Y5/PEBAAAAAOBoLoZhGKVdhCS5uLjom2++Ue/evS/aZ9OmTWrZsqUOHDigGjVqaPfu3WrUqJE2bdqkFi1aSJJWrlypbt266c8//1RoaKhmzJihl156SRkZGfLw8JAkvfDCC1q0aJH27NlTotpyc3Pl6+urnJwc+fj4XPVjBQAAAADgUmzJoU41xj4nJ0cuLi7y8/OTJCUnJ8vPz88S6iWpY8eOcnV1VUpKiqVPVFSUJdRLUufOnbV3714dP3682OPk5+crNzfX6gsAAAAAgLLIaYL96dOn9fzzz2vAgAGWTysyMjIUGBho1c/d3V0BAQHKyMiw9AkKCrLqU3i7sM+FpkyZIl9fX8tX9erV7f1wAAAAAACwC6cI9mfOnNH9998vwzA0Y8YMhx9v7NixysnJsXwdOnTI4ccEAAAAAOBKuJd2AZdTGOoPHDigdevWWY0tCA4O1rFjx6z6nz17VllZWQoODrb0yczMtOpTeLuwz4U8PT3l6elpz4cBAAAAAIBDlOkz9oWhft++fVqzZo2qVq1qtT0yMlLZ2dnasmWLpW3dunUym81q1aqVpU9SUpLOnDlj6bN69WrVr19f/v7+1+aBAAAAAADgIKUa7PPy8pSamqrU1FRJUnp6ulJTU3Xw4EGdOXNGffv21ebNm5WYmCiTyaSMjAxlZGSooKBAktSwYUN16dJFjz76qDZu3Kj169dr5MiR6t+/v0JDQyVJDzzwgDw8PDR06FDt2rVLX375paZNm6bRo0eX1sMGAAAAAMBuSnW5u++//1533XVXkfZBgwZp4sSJCgsLK/Z+3333ne68805JUlZWlkaOHKmlS5fK1dVVffr00TvvvKPKlStb+qelpSkmJkabNm1StWrV9MQTT+j5558vcZ0sdwcAAAAAuJZsyaFlZh37soxgDwAAAAC4lsrtOvYAAAAAAMAawR4AAAAAACdGsAcAAAAAwIkR7AEAAAAAcGIEewAAAAAAnBjBHgAAAAAAJ0awBwAAAADAiRHsAQAAAABwYgR7AAAAAACcGMEeAAAAAAAnRrAHAAAAAMCJEewBAAAAAHBiBHsAAAAAAJwYwR4AAAAAACdGsAcAAAAAwIkR7AEAAAAAcGIEewAAAAAAnBjBHgAAAAAAJ0awBwAAAADAiRHsAQAAAABwYgR7AAAAAACcGMEeAAAAAAAnRrAHAAAAAMCJEewBAAAAAHBiBHsAAAAAAJwYwR4AAAAAACdGsAcAAAAAwIkR7AEAAAAAcGIEewAAAAAAnBjBHgAAAAAAJ0awBwAAAADAiRHsAQAAAABwYgR7AAAAAACcGMEeAAAAAAAnRrAHAAAAAMCJEewBAAAAAHBiBHsAAAAAAJwYwR4AAAAAACdGsAcAAAAAwIkR7AEAAAAAcGIEewAAAAAAnBjBHgAAAAAAJ0awBwAAAADAiRHsAQAAAABwYgR7AAAAAACcGMEeAAAAAAAnRrAHAAAAAMCJEewBAAAAAHBiBHsAAAAAAJwYwR4AAAAAACdGsAcAAAAAwIkR7AEAAAAAcGIEewAAAAAAnBjBHgAAAAAAJ0awBwAAAADAiRHsAQAAAABwYgR7AAAAAACcGMEeAAAAAAAnRrAHAAAAAMCJEewBAAAAAHBiBHsAAAAAAJwYwR4AAAAAACdGsAcAAAAAwIkR7AEAAAAAcGIEewAAAAAAnBjBHgAAAAAAJ0awBwAAAADAiRHsAQAAAABwYgR7AAAAAACcWKkG+6SkJPXo0UOhoaFycXHRokWLrLYbhqEJEyYoJCRE3t7e6tixo/bt22fVJysrS9HR0fLx8ZGfn5+GDh2qvLw8qz5paWm6/fbb5eXlperVq+u1115z9EMDAAAAAOCaKNVgf+LECd1yyy2aPn16sdtfe+01vfPOO5o5c6ZSUlJUqVIlde7cWadPn7b0iY6O1q5du7R69WotW7ZMSUlJGjZsmGV7bm6uOnXqpJo1a2rLli16/fXXNXHiRM2aNcvhjw8AAAAAAEdzMQzDKO0iJMnFxUXffPONevfuLenc2frQ0FCNGTNGzzzzjCQpJydHQUFBmjNnjvr376/du3erUaNG2rRpk1q0aCFJWrlypbp166Y///xToaGhmjFjhl566SVlZGTIw8NDkvTCCy9o0aJF2rNnT4lqy83Nla+vr3JycuTj42P/Bw8AAAAAwHlsyaFldox9enq6MjIy1LFjR0ubr6+vWrVqpeTkZElScnKy/Pz8LKFekjp27ChXV1elpKRY+kRFRVlCvSR17txZe/fu1fHjx4s9dn5+vnJzc62+AAAAAAAoi8pssM/IyJAkBQUFWbUHBQVZtmVkZCgwMNBqu7u7uwICAqz6FLeP849xoSlTpsjX19fyVb169at/QAAAAAAAOECZDfalaezYscrJybF8HTp0qLRLAgAAAACgWGU22AcHB0uSMjMzrdozMzMt24KDg3Xs2DGr7WfPnlVWVpZVn+L2cf4xLuTp6SkfHx+rLwAAAAAAyqIyG+zDwsIUHBystWvXWtpyc3OVkpKiyMhISVJkZKSys7O1ZcsWS59169bJbDarVatWlj5JSUk6c+aMpc/q1atVv359+fv7X6NHc2kmk0nbtm3T2rVrtW3bNplMpuuyBgAAAACA7dxL8+B5eXn67bffLLfT09OVmpqqgIAA1ahRQ0899ZTi4+N18803KywsTOPHj1doaKhl5vyGDRuqS5cuevTRRzVz5kydOXNGI0eOVP/+/RUaGipJeuCBBxQXF6ehQ4fq+eef186dOzVt2jS9/fbbpfGQi0hKSlJCQoLVeP/g4GCNGDFCUVFR100NAAAAAIArU6rL3X3//fe66667irQPGjRIc+bMkWEYio2N1axZs5Sdna127dopISFB9erVs/TNysrSyJEjtXTpUrm6uqpPnz565513VLlyZUuftLQ0xcTEaNOmTapWrZqeeOIJPf/88yWu01HL3SUlJSk2NlaRkZGKjo5WWFiY0tPTlZiYqOTkZMXFxTk8WJeFGgAAAAAA1mzJoWVmHfuyzBHB3mQyKTo6WrVr11Z8fLxcXf9vVITZbNa4ceOUnp6uuXPnys3NzS7HLIs1AAAAAACKKhfr2Jd3aWlpysjIUHR0tFWgliRXV1dFR0fr6NGjSktLK9c1AAAAAACuDsG+lGRlZUk6N0lgcQrbC/uV1xoAAAAAAFeHYF9KAgICJJ2bMLA4he2F/cprDQAAAACAq0OwLyUREREKDg5WYmKizGaz1Taz2azExESFhIQoIiKiXNcAAAAAALg6BPtS4ubmphEjRig5OVnjxo3Trl27dPLkSe3atUvjxo1TcnKyhg8f7tBJ68pCDQAAAACAq8Os+CXgqOXupOLXkA8JCdHw4cNLdR37a10DAAAAAOD/sNydnTky2Evnlp1LS0tTVlaWAgICFBERcc3PkpeFGgAAAAAA59iSQ92vUU24BDc3NzVr1uy6rwEAAAAAYDvG2AMAAAAA4MQI9gAAAAAAODGCPQAAAAAAToxgDwAAAACAEyPYAwAAAADgxAj2AAAAAAA4MYI9AAAAAABOjGAPAAAAAIATI9gDAAAAAODE3G3pvHv3bs2bN08//vijDhw4oJMnT+qGG25Qs2bN1LlzZ/Xp00eenp6OqhUAAAAAAFzAxTAM43Kdtm7dqueee04//fST2rZtq5YtWyo0NFTe3t7KysrSzp079eOPPyo3N1fPPfecnnrqqXIV8HNzc+Xr66ucnBz5+PiUdjkAAAAAgHLOlhxaojP2ffr00bPPPquFCxfKz8/vov2Sk5M1bdo0vfnmm3rxxRdtKhoAAAAAANiuRGfsz5w5owoVKpR4p7b2L+s4Yw8AAAAAuJZsyaElmjzP1pBenkI9AAAAAABlmc2z4j/55JN65513irS/9957euqpp+xREwAAAAAAKCGbg/1XX32ltm3bFmlv06aNFi5caJeiAAAAAABAydgc7P/55x/5+voWaffx8dHff/9tl6IAAAAAAEDJ2Bzs69atq5UrVxZpX7FihWrXrm2XogAAAAAAQMmUaLm7840ePVojR47UX3/9pfbt20uS1q5dqzfffFNTp061d30AAAAAAOASbA72Dz/8sPLz8zV58mS9/PLLkqRatWppxowZGjhwoN0LBAAAAAAAF1eidewv5q+//pK3t7cqV65sz5rKHNaxBwAAAABcS3Zfx/5CZ8+e1Zo1a/T111+r8HOBI0eOKC8v70p2BwAAAAAArpDNl+IfOHBAXbp00cGDB5Wfn6+7775bVapU0auvvqr8/HzNnDnTEXUCAAAAAIBi2HzGftSoUWrRooWOHz8ub29vS/u9996rtWvX2rU4AAAAAABwaTafsf/xxx/1888/y8PDw6q9Vq1aOnz4sN0KAwAAAAAAl2fzGXuz2SyTyVSk/c8//1SVKlXsUhQAAAAAACgZm4N9p06drNard3FxUV5enmJjY9WtWzd71gYAAAAAAC7D5uXu/vzzT3Xu3FmGYWjfvn1q0aKF9u3bp2rVqikpKUmBgYGOqrXUsNwdAAAAAOBasiWHXtE69mfPntWXX36p7du3Ky8vT7feequio6OtJtMrTwj2AAAAAIBryeHB/npDsAcAAAAAXEu25FCbx9h/8skn+t///me5/dxzz8nPz09t2rTRgQMHbK8WAAAAAABcMZuD/SuvvGK55D45OVnvvfeeXnvtNVWrVk1PP/203Qt0BiaTSdu2bdPatWu1bdu2YlcNAAAAAADAEWxex/7QoUOqW7euJGnRokXq27evhg0bprZt2+rOO++0d31lXlJSkhISEpSRkWFpCw4O1ogRIxQVFVWKlQEAAAAArgc2n7GvXLmy/vnnH0nSqlWrdPfdd0uSvLy8dOrUKftWV8YlJSUpNjZWtWvX1vTp07V8+XJNnz5dtWvXVmxsrJKSkkq7RAAAAABAOWdzsL/77rv1yCOP6JFHHtGvv/5qWbt+165dqlWrlr3rK7NMJpMSEhIUGRmp+Ph4hYeHq2LFigoPD1d8fLwiIyM1Y8YMLssHAAAAADiUzcF++vTpioyM1F9//aWvvvpKVatWlSRt2bJFAwYMsHuBZVVaWpoyMjIUHR0tV1frp9HV1VXR0dE6evSo0tLSSqlCAAAAAMD1oMRj7D/++GP17NlT1apV03vvvVdke1xcnF0LK+uysrIkSWFhYcVuL2wv7AcAAAAAgCOU+Iz93LlzddNNN6lNmzZ69dVXtWfPHkfWVeYFBARIktLT04vdXthe2K+sY2Z/AAAAAHBOJT5jv27dOh0/flz/+9//tGTJEk2ePFlBQUHq2bOnevXqpXbt2hW5JL08i4iIUHBwsBITExUfH2/12M1msxITExUSEqKIiIjL7qugoECLFy/WkSNHFBoaql69esnDw8OR5VtJSkrS9OnTlZmZaWkLCgpSTEwMM/sDAAAAQBnnYhiGcSV3LCgo0Lp167RkyRItXbpUp06dUrdu3dSzZ0917dpVlSpVsnetpSY3N1e+vr7KycmRj4+Ppb1wVvzIyEhFR0crLCxM6enpSkxMVHJysuLi4i4bjGfOnKkFCxZYnSF3c3PTfffdp8cff9xhj6lQUlKSJkyYIE9PT+Xn51vaC29PmjSJcA8AAAAA19jFcmhxrjjYX2jz5s1asmSJFi9erL59+2r8+PH22G2ZcKkntLh17ENCQjR8+PAShfp58+bJ399fQ4cOVWRkpJKTk/XRRx/p+PHj6t+/v0PDvclkUp8+fZSdna3IyEg9+OCDlg8n5s6dq+TkZPn5+emrr76Sm5ubw+oAAAAAAFhzSLCvXbu2Nm3aZJkF/1LOnDmjChUqlKxaJ3C5J9RkMiktLU1ZWVkKCAhQRETEZYNwQUGBunbtKh8fHy1YsEDu7v83KuLs2bO67777lJubqxUrVjjssvwtW7ZozJgxatKkiaZNm1ZkOMGoUaO0Y8cOvfnmm2revLlDagAAAAAAFGVLsC/xoPj9+/eXeEK18hTqS8LNzU3NmjVThw4d1KxZsxKd3V68eLFMJpOGDh1qFeolyd3dXQ8//LBMJpMWL17sqLKVmpoqSRoyZEixS/YNHjzYqh8AAAAAoOy5fma7K2OOHDkiSYqMjCx2e2F7YT9HstNoDAAAAABAKSjxrPiS9O2338rX1/eSfXr27HlVBV0vQkNDJUnJycm65557imxPTk626ucITZs21WeffaY5c+aoWbNmRS7FnzNnjqUfAAAAAKBsKvEY+5IsZefi4lIu1z+3ZWxDSZ0/xn7evHn65ZdfLGP0GzVqpP79+zt8jP35k+e1bt1arVq1ssyGn5KSog0bNsjf318LFy5k8jwAAAAAuIZsyaE2nbHPyMhQYGDgVRWHczw8PHTfffdp3rx56tq1q8xms2Wbq6urzGaz+vfv79D17N3c3DR69GhNmDBBGzZs0IYNG4r0efrppwn1AAAAAFCGlXiMvYuLiyPruC41atRIkqxC/fm3C7dfC56enpe8DQAAAAAom0oc7Jlgzb5MJpMSEhLUpk0brVy5UjExMbr33nsVExOjlStXqk2bNpoxY4ZDhzacX8PixYutali8ePE1qQEAAAAAcHVKfCn+oEGD5O3t7charitpaWnKyMjQ+PHjVaFCBdWtW1cBAQEKCAhQhQoVFB0drZiYGKWlpalZs2YOraFHjx4aPHiwMjIyLNu++uor9ejRQz///LNDawAAAAAAXJ0SBfsTJ05o9uzZJd7piRMnVKlSpSsu6nqQlZUl6dxydi+//LJVqA4ODtbQoUOt+jmyhg8//FCtW7dWv379LJPnbdy4UR9++KHDawAAAAAAXJ0SBfu6detq1KhRGjRokEJCQortYxiG1qxZo7feektRUVEaO3asXQstbwICAiRJr7zySrGh+pVXXrHq5wh+fn6SpOrVqys9Pd2yxJ507sOF6tWr6+DBg5Z+AAAAAICyp0TB/vvvv9eLL76o2NhYNW3aVC1atFBoaKi8vLx0/Phx/fLLL0pOTpa7u7vGjh2rxx57zNF1O73w8HC5ubnJy8ur2FBdsWJFnT59WuHh4Q6v5eDBg4qMjNT48eMVFham9PR0zZ0716omAAAAAEDZVKJgX79+fX311Vc6ePCgFixYoB9//FE///yzTp06pWrVqqlZs2b64IMP1LVrV5ZGK6Fdu3bJZDLpxIkT8vDw0DPPPKPIyEglJyfro48+0okTJyz9HDW+vaSX2HMpPgAAAACUXTatY1+jRg2NGTNGY8aMcVQ9142///5bknTzzTcrNzdXb7zxhmVbcHCwbr75Zu3bt8/SzxGys7MlST179tTGjRsVExNj2RYSEqIePXpo6dKlln4AAAAAgLKnxMvd4eJMJpO2bdumtWvXatu2bSVaHq4wLPfq1Utz5sxR79691aJFC/Xu3VuzZ89Wz549rfo5QuHY+czMTH300UdWNXz44Yc6duyYVT8AAAAAQNlj0xl7FJWUlKSEhIQis9qPGDFCUVFRF71fYVhOTEzU22+/bfkwYPPmzVq6dKkCAwOt+jlCtWrVJEkpKSnq3r27pX3z5s1atGhRkX4AAAAAgLKHM/ZXISkpSbGxsapdu7amT5+u5cuXa/r06apdu7ZiY2OVlJR00fsWhuWjR4/K1dVVDzzwgObOnasHHnhArq6uOnr0qFU/R4iIiFDFihUlSS4uLlbbXF3PvTQqVqyoiIgIh9UAAAAAALg6LoZhGKVdRFmXm5srX19f5eTkyMfHR9K5y++jo6NVu3ZtxcfHW4KwJJnNZo0bN84yu3xxEwqeOnXKMtlgQECA/vrrL8u2wMBA/fPPPzKZTFqxYoW8vb0d8rgKCgrUpUsXmc1mtWrVSq1bt7YsubdhwwalpKTI1dVVK1eulIeHh0NqAAAAAAAUVVwOvRguxb9CaWlpysjI0Pjx461CvXTubHd0dLRiYmKUlpZW7Kz2y5Ytk3TuA4I6deooKipK+fn58vT01OHDhy3j25ctW6b77rvPIY9h8eLFMpvN6tmzp1JSUpSSkmLZFhwcbJk8b/HixQ6rAQAAAABwda4o2GdnZ+ujjz7S7t27JZ1bk/3hhx+Wr6+vXYsrywqXgAsLCyt2e2H7xZaKO3LkiKRzk+ctW7ZMGzZssGxzc3NTz549tWTJEks/Ryjcd/369bVx48Yi2+vXr6+lS5c6tAYAAAAAwNWxeYz95s2bVadOHb399tvKyspSVlaW3nrrLdWpU0dbt261a3Emk0njx49XWFiYvL29VadOHb388ss6f/SAYRiaMGGCQkJC5O3trY4dO2rfvn1W+8nKylJ0dLR8fHzk5+enoUOHKi8v76pqCwgIkCSlp6cXu72wvbDfhUJDQyWdO2vesmVLjRo1Ss8//7xGjRqlli1basmSJVb9HKFw36+//nqx8wQULsHnyBoAAAAAAFfH5jH2t99+u+rWrasPPvhA7u7nTvifPXtWjzzyiP74449LThhnq1deeUVvvfWWPvnkE4WHh2vz5s0aMmSIJk+erCeffFKS9Oqrr2rKlCn65JNPFBYWpvHjx2vHjh365Zdf5OXlJUnq2rWrjh49qvfff19nzpzRkCFDdNttt+nzzz8vUR2OHGNfoUIF/e9//7Maw15QUKDu3bvrzJkzDh1jXxZqAAAAAAAUZcsY+ys6Y//8889bQr0kubu767nnntPmzZttr/YSfv75Z/Xq1Uvdu3dXrVq11LdvX3Xq1Mly2bhhGJo6darGjRunXr16KSIiQp9++qmOHDliWa5t9+7dWrlypT788EO1atVK7dq107vvvqt58+Zd1SXmbm5uGjFihJKTkzVu3Djt2rVLJ0+e1K5duzRu3DglJydr+PDhxYZ6SdqzZ48k6cyZM+rXr5+WLl2qv//+W0uXLlW/fv105swZq36OUBZqAAAAAABcHZuDvY+Pjw4ePFik/dChQ6pSpYpdiirUpk0brV27Vr/++qskafv27frpp5/UtWtXSecud8/IyFDHjh0t9/H19VWrVq2UnJwsSUpOTpafn59atGhh6dOxY0e5urpaTRZ3JaKiohQXF6c//vhDMTEx6tatm2JiYpSenq64uLhLrmNfOPa+T58+ys3N1Ztvvqm+ffvqzTffVG5urvr06WPVzxHKQg0AAAAAgKtj8+R5/fr109ChQ/XGG2+oTZs2kqT169fr2Wef1YABA+xa3AsvvKDc3Fw1aNBAbm5uMplMmjx5sqKjoyVJGRkZkqSgoCCr+wUFBVm2ZWRkKDAw0Gq7u7u7AgICLH0ulJ+fr/z8fMvt3Nzci9YYFRWltm3bKi0tTVlZWQoICFBERMRFz9QXKhx73759ez322GNavHixjhw5otDQUPXq1Uv79u3TV199ddEx+vZQFmoAAAAAAFwdm4P9G2+8IRcXFw0cOFBnz56VJFWoUEHDhw/Xf//7X7sWN3/+fCUmJurzzz9XeHi4UlNT9dRTTyk0NFSDBg2y67HON2XKFMXFxZW4v5ubW7FL2l1KRESEgoODlZiYqPj4eKvl5MxmsxITExUSEqKIiAib9utsNQAAAAAAro7Nl+J7eHho2rRpOn78uFJTU5WamqqsrCy9/fbb8vT0tGtxzz77rF544QX1799fTZo00UMPPaSnn35aU6ZMkXRurXVJyszMtLpfZmamZVtwcLBlTfhCZ8+eVVZWlqXPhcaOHaucnBzL16FDh+z6uKSrH6NfXmoAAAAAAFydK1rHXpIqVqwoPz8/y/eOcPLkSavZ5qVzYdRsNks6t1Z8cHCw1q5dq6ZNm0o6d9l8SkqKhg8fLkmKjIxUdna2tmzZoubNm0uS1q1bJ7PZrFatWhV7XE9PT7t/SFGcwjH606dPV0xMjKU9ODj4smP0y1MNAAAAAIArZ/MZ+7Nnz2r8+PHy9fVVrVq1VKtWLfn6+mrcuHGWWdTtpUePHpo8ebL+97//af/+/frmm2/01ltv6d5775Ukubi46KmnnlJ8fLyWLFmiHTt2aODAgQoNDVXv3r0lSQ0bNlSXLl306KOPauPGjVq/fr1Gjhyp/v37l5n12V1cXEq7hDJRAwAAAADAdjavYz98+HB9/fXXmjRpkiIjIyWdm3l+4sSJ6t27t2bMmGG34v7991+NHz9e33zzjY4dO6bQ0FANGDBAEyZMsKy5bhiGYmNjNWvWLGVnZ6tdu3ZKSEhQvXr1LPvJysrSyJEjtXTpUrm6uqpPnz565513VLly5RLVYcv6gbZISkpSbGysIiMjFR0drbCwMKWnpysxMVHJycnX5Ix5WagBAAAAAGDNlhxqc7D39fXVvHnzLEvOFVq+fLkGDBignJwc2ysu4xwR7E0mk6Kjo1W7dm3Fx8dbDTkwm80aN26c0tPTNXfuXIeNcS8LNQAAAAAAirIlh9p8Kb6np6dq1apVpD0sLMxyFh2Xl5aWpoyMDEVHRxeZR8DV1VXR0dE6evSo0tLSynUNAAAAAICrY/PkeSNHjtTLL7+s2bNnWyaYy8/P1+TJkzVy5Ei7F1heZWVlSTr3gYjJZFJaWpqysrIUEBCgiIgIhYWFWfVzdA0FBQVF1rG/FjUAAAAAAK6OzcF+27ZtWrt2rW666SbdcsstkqTt27eroKBAHTp00H/+8x9L36+//tp+lZYzAQEBkqRvvvlGS5YssVqyLygoSD169LDq58ga3nrrLX333XcymUyWbTNnztRdd93l8BoAAAAAAFfH5mDv5+enPn36WLVVr17dbgVdLyIiIuTn56cPPvigyBCG48eP68MPP5S/v78iIiIcWkOlSpW0Zs0a+fn56ZFHHlFkZKSSk5P14Ycfas2aNapUqZJDawAAAAAAXB2bg/3s2bMdUcd1qaCgQJJUqVIlPfHEE5ZQ/fHHH6ugoED5+fkOPb7JZNKpU6cknVsWMCwsTN7e3goLC1PDhg2VnJysU6dOyWQyMXkeAAAAAJRRNgd72EdqaqpOnjypGjVqqKCgQG+++aZlW0hIiGrUqKGDBw8qNTVVzZs3d0gNixcvltlsVs+ePbVx40bFxMRY1dCzZ08tWbJEixcv1n333eeQGgAAAAAAV8fmYP/PP/9owoQJ+u6773Ts2DGZzWar7Uy0VjKpqamSpKeeekq33HJLkcnzUlNTNWbMGIcG+yNHjkiSBg0apFGjRhWp4fjx41qyZImlHwAAAACg7LE52D/00EP67bffNHToUAUFBcnFxcURdV03DMOQm5ubmjVrds2PHRoaKklKTk7WPffcU6SG5ORkq34AAAAAgLLH5mD/448/6qeffrLMiI8r07RpU3322WeaM2eOIiIitHPnTsvZ8saNG2vOnDmWfo7Sq1cvzZw5Ux999JHuvvtu/fLLL5YaGjVqpI8//lhubm7q1auXw2oAAAAAAFwdm4N9gwYNLBOu4co1bdpUfn5+2rFjh7p3726ZSE+SPDw8VFBQIH9/f4cGew8PD913332aN2+eunbtajWswtXVVWazWf379y8yaz8AAAAAoOxwtfUOCQkJeumll/TDDz/on3/+UW5urtUXSsbNzU1dunSRJJ09e9ZqW+Htzp07O3w2+kaNGklSkbkSCm8XbgcAAAAAlE02B3s/Pz/l5uaqffv2CgwMlL+/v/z9/eXn5yd/f39H1FgumUwmff/996pfv74CAwOttgUGBqp+/fr64YcfZDKZHFpDQkKC2rRpo5UrVyomJkb33nuvYmJitHLlSrVp00YzZsxwaA0AAAAAgKtj86X40dHRqlChgj7//HMmz7sKaWlpysjI0Pjx49WgQYMiM9Lv2bNHMTExSktLc9jEeufX4OXlVWRJu+joaIfXAAAAAAC4OjYH+507d2rbtm2qX7++I+q5bhQuCxgWFlbsrPhhYWFW/RxdQ3GuRQ0AAAAAgKtj86X4LVq00KFDhxxRy3UlICBAkpSenl7s9sL2wn7ltQYAAAAAwNWxOdg/8cQTGjVqlObMmaMtW7YoLS3N6gslExERoeDgYCUmJhY7cV1iYqJCQkIUERFRrmsAAAAAAFwdF8MwDFvu4Opa9LMAFxcXGYYhFxeXcjnRWm5urnx9fZWTkyMfHx+77TcpKUmxsbFq3bq1WrZsKU9PT+Xn52vjxo3asGGD4uLiFBUVZbfjXaqGwuP/+++/qlKliqWOa1EDAAAAAMCaLTnU5jH2F7tsG7aLiopSv379NH/+fCUnJ1vaXV1d1a9fv2sSqKOiolS/fn2lpKQU2dagQQNCPQAAAACUcTYH+5o1azqijutSUlKS5s2bV6TdbDZr3rx5atSokcOD9UsvvaQ9e/bI3d1dERERqlq1qv755x+lpaVpz549eumllzR58mSH1gAAAAAAuHI2j7GXpM8++0xt27ZVaGioDhw4IEmaOnWqFi9ebNfiyjOTyaT//ve/kiR/f3/df//9evrpp3X//ffL399fkvTf//7XoUMbTp06pfXr18vNzU0BAQHaunWrVq9era1btyogIEBubm5av369Tp065bAaAAAAAABXx+ZgP2PGDI0ePVrdunVTdna2JXj6+flp6tSp9q6v3Nq6datOnjwpb29vVahQQfPnz9fbb7+t+fPnq0KFCvL29tbJkye1detWh9Xw/vvvSzr3IUPdunU1ffp0LV++XNOnT1fdunUtP9vCfgAAAACAssfmYP/uu+/qgw8+0EsvvSQ3NzdLe4sWLbRjxw67FleerVq1StK5s+bFherCs+SF/Rzhzz//lCQ1a9ZMcXFxKigoUHJysgoKChQXF6dmzZpZ9QMAAAAAlD1XNHleYeA7n6enp06cOGGXoq4HJ0+elHRugroJEyZo6dKlWrNmjUJDQzVhwgSNGjVKe/futfRzBE9PT0nnztg/+OCDyszMtGwLCgpSUFCQVT8AAAAAQNljc7APCwtTampqkUn0Vq5cqYYNG9qtsPKuatWqkqRDhw6pe/fuVmPpZ86cKS8vL6t+jtCuXTutX79eaWlpRcJ7dna2Jei3a9fOYTUAAAAAAK6OzcF+9OjRiomJ0enTp2UYhjZu3KgvvvhCU6ZM0YcffuiIGsul8PBwLVmyRCdOnJCbm5s6dOig+vXra+/evfr+++8tVz+Eh4c7rIbAwEDL9/n5+WrevLmaNWumbdu2acuWLcX2AwAAAACULTYH+0ceeUTe3t4aN26cTp48qQceeEChoaGaNm2a+vfv74gay6WAgADL9yaTSWvXrtXatWsv2c/ezGazJMnV1VVms1lbtmyxCvSF7YX9AAAAAABlj83BXpKio6MVHR2tkydPKi8vjzO6V+CPP/4ocb/bbrvNITWkpaVJOhfw/fz8VLVqVRUUFMjDw0P//POPsrOzLf0cVQMAAAAA4OpcUbAvVLFiRVWsWNFetVxXjh49avm+ZcuW8vLy0r///qsqVaro9OnT2rhxY5F+9lZ4Jr5q1ao6fvy4JchL587WV61aVf/88w9n7AEAAACgDCtRsL/11lu1du1a+fv7q1mzZnJxcbloX0euu14eNWjQQJs3b7YKz66urmrQoIH27Nnj0GP7+PhIkv755x/Lhwt5eXmqXLmy1YcLhf0AAAAAAGVPiYJ9r169LLOm9+7d25H1XDcaNmyoRYsWFRvezWazpd2RKw34+flZvi8M8ZfrBwAAAAAoW0oU7GNjY/Xwww9r2rRpio2NdXRN14Vq1apZvndxcdHdd9+t+++/X/Pnz9fq1atlGEaRfvaWm5tr134AAAAAgGvPtaQdP/nkE506dcqRtVxXzp49K+lcqDcMQ6tWrdIjjzyiVatWWdrP7+cIlStXliS5ubkVmQAxMDBQbm5uVv0AAAAAAGVPiSfPKzyDDPtYs2aNpHPPa+vWrXXjjTcqPz9fnp6eOnz4sDZs2GDp16pVK4fUsHfvXknnlturU6eOBgwYIE9PT+Xn52vjxo06duyYpV/Xrl0dUgMAAAAA4OrYNCv+v//+Ky8vr0v2YaK1kim8+iE6Olpr1661BHlJCgkJ0QMPPKDPP//8mlwlUadOHaWnpys5Odmqhjp16uj33393+PEBAAAAAFfOpmBfr169i24zDEMuLi4ymUxXXdT1oEmTJvrpp5+0YcMGffbZZ9q5c6eysrIUEBCgxo0b67HHHrP0c5Qbb7xRkvT7778rMjJS/fr1szpjXxj0C/sBAAAAAMoeF6OE19i7urrqq6++UkBAwCX73XHHHXYprCzJzc2Vr6+vcnJy7HZFQkFBgbp06SKz2axWrVqpdevWllC9YcMGpaSkyNXVVStXrpSHh4ddjllcDV27dpWXl5cqV66szMxMy7agoCDl5eXp9OnTWrFihcNqAAAAAAAUZUsOtemMfdu2bYtMsoYr4+Hhofvvv1/z5s1TSkqKUlJSivS5//77HRqoPTw8dN9992nevHk6efKk1bZjx47JMAz179+fUA8AAAAAZViJZ8WH/TVq1Oiqttuzhgsv3Ci8fS1qAAAAAABcuRIH+5o1a1qWP8PVM5lMSkhIUGhoaLHbQ0NDNWPGDIfOWWAymfTqq69K+r/l9QoV3n711VeZNwEAAAAAyrASX4qfnp7uyDquO2lpacrIyJB0bv4Cs9ls2ebq6qojR45Y+jVr1swhNWzdulUnTpyQJLVu3VoPPvigwsLClJ6errlz5yo5OVknTpzQ1q1bddtttzmkBgAAAADA1bFpjD3sp3CNeElq2bKlWrVqJS8vL50+fVopKSmW5e/O72dv3377rSQpLCxMkyZN0s6dO5WcnKyAgABNmjRJw4YNU3p6ur799luCPQAAAACUUQT7UvLLL79IkgICAvTHH39YrWMfGBiogIAAZWVl6ZdfflHnzp0dUkPhFQP16tXTgw8+WGRW/IiICKWnp1v6AQAAAADKHoJ9Kfn7778lSVlZWUW2nX+WvrCfIwQHB2vnzp2WM/fny8zM1OrVqy39AAAAAABl01XNin/69Gl71XHd8fb2tmu/K3H33XfbtR8AAAAA4NqzOdibzWa9/PLLuvHGG1W5cmX98ccfkqTx48fro48+snuB5VWtWrXs2g8AAAAAcH2yOdjHx8drzpw5eu211+Th4WFpb9y4sT788EO7FleeFX4gIp1bWq59+/YaMWKE2rdvb7X03Pn97G3VqlV27QcAAAAAuPZsHmP/6aefatasWerQoYMef/xxS/stt9yiPXv22LW48uz8wG4YhtatW6d169Zdsp+9/f7775IkPz8/eXp6Wk2eFxwcrNOnTys7O9vSDwAAAABQ9th8xv7w4cOqW7dukXaz2awzZ87YpajriZ+fnwIDA63agoKC5Ofnd81q8PLy0scff6zevXurRYsW6t27tz766CN5eXldsxoAAAAAAFfG5jP2jRo10o8//qiaNWtatS9cuFDNmjWzW2HlXZ06dbR//35lZ2cX2Xb+mfM6deo4vIaMjAx1797d0r5582YtWrTomtQAAAAAALg6Ngf7CRMmaNCgQTp8+LDMZrO+/vpr7d27V59++qmWLVvmiBrLpS5dumjt2rUl6leeawAAAAAAXB2bL8Xv1auXli5dqjVr1qhSpUqaMGGCdu/eraVLl7Ismg0aN25s137OWgMAAAAA4Opc0Tr2t99+u1avXq1jx47p5MmT+umnn9SpUyd711aulfTqBkdeBVEWagAAAAAAXJ0rCva4eocPH5Z0bvx6cZPnFY5rL+xXXmsAAAAAAFydEo2x9/f3t1pb/VKysrKuqqDrTatWrTR06FClpaUpKytLAQEBioiI0IcffnjNlpkrCzUAAAAAAK5MiYL91KlTLd//888/io+PV+fOnRUZGSlJSk5O1rfffqvx48c7pMjyqGHDhlq0aJGWL1+uhx9+2GpFgbNnz2rFihWWfuW5BgAAAADA1SlRsB80aJDl+z59+mjSpEkaOXKkpe3JJ5/Ue++9pzVr1ujpp5+2f5XlUOGl79nZ2erbt686deqk0NBQHTlyRKtWrbIsg3fhJfLlrQYAAAAAwNVxMQzDsOUOlStXVmpqqurWrWvV/ttvv6lp06bKy8uza4FlQW5urnx9fZWTkyMfHx+77NNkMik6Olr5+fk6fvx4ke3+/v7y8vLS3Llz5ebmZpdjlsUaAHszmUxFhpXw+gUAAICzsSWH2ryOfdWqVbV48WKNGTPGqn3x4sWqWrWqrbu7brm5uenOO+/UvHnz5O/vr1tuuUVeXl46ffq0tm/fruPHj6t///4ODSRloQbAnpKSkpSQkKCMjAxLW3BwsEaMGKGoqKhSrAwAAABwHJvP2M+ZM0ePPPKIunbtqlatWkmSUlJStHLlSn3wwQcaPHiwI+osVY48Y+/r66vs7GxlZmZatgUHB8vX11e5ubnX5Ix9adYA2EtSUpJiY2MVGRmp6OhohYWFKT09XYmJiUpOTlZcXBzhHgAAAE7DoWfsBw8erIYNG+qdd97R119/Lenc5Go//fSTJejj8tLS0pSRkaHx48erQYMGRS4d3rNnj2JiYpSWlmY1qV15qwGwB5PJpISEBEVGRio+Pl6urudW8gwPD1d8fLzGjRunGTNmqG3btnxIBQAAgHLH5mAvnVseLTEx0d61XFcKlwUMCwuTm5tbkeAcFhZm1c/RNRTnWtQA2MP5H1IVhvpCrq6uio6O5kMqAAAAlFtXFOxx9QICAiRJ6enpxZ4tT09Pt+rnyBq++eYbLV26tMi45HvuucfhNQD2wIdUAAAAuJ4R7EtJRESEgoOD9c477xQZ3x4UFCQ/Pz+FhIQoIiLCoTX4+fnpgw8+UOvWrdWvXz95enoqPz9fKSkp+vDDD+Xv7+/QGgB7OP+DsvDw8CLbr8UHZQAAAEBpIdiXkgtnpL///vsVEhKio0ePavXq1dq7d+81nZF+27Zt2rBhg+W2p6enJMnGuRWBUlH4QVliYqLVGHtJMpvNSkxMdPgHZQAAAEBpcb18FziCyWTS999/r9DQUOXk5Gj+/PmaNm2a5s+fr9zcXIWGhuqHH36QyWRyWA1paWnKzs6+ZJ/s7GylpaU5rAbAHtzc3DRixAglJydr3Lhx2rVrl06ePKldu3Zp3LhxSk5O1vDhw5k4DwAAAOUSZ+xLSeFkX5Lk4eGhgoICyzY3NzcdOXLE0s9Rk339/fffkqSbb75Zubm5VsMB/Pz85OPjo3379ln6AWVZVFSU4uLilJCQoJiYGEt7SEgIS90BAACgXLuiYL9582bNnz9fBw8etAqkkixL4OHSzg/LzZs314MPPmhZd3vu3LlKTk4u0s/eCs/W79u3T23atNGECROs1v7++eefrfoBZV1UVJTatm1bZDJKztQDAACgPLP5Uvx58+apTZs22r17t7755hudOXNGu3bt0rp16+Tr6+uIGsulwtm569Spo8mTJys8PFwVK1ZUeHi4Jk+erNq1a1v1cwQfHx9J587OT5o0yaqGSZMmyc/Pz6of4AwKl4/s0KGDmjVrRqgHAABAuWdzsH/llVf09ttva+nSpfLw8NC0adO0Z88e3X///apRo4YjaiyX/v33X0nnJqkzmUzatm2b1q5dq23btslkMsnLy8uqnyPk5uZKOndGfsKECVbjkidMmGA5U1/YDwAAAABQ9th8Kf7vv/+u7t27Szo3NvzEiRNycXHR008/rfbt2ysuLs7uRZZHLi4ukqRffvlF3bp105kzZyzbKlSoYLld2M8RCs/I33zzzdq3b5/VuOTAwEBLe2E/AAAAAEDZY/MZe39/f8tZ5BtvvFE7d+6UdO6s78mTJ+1bnaTDhw/rwQcfVNWqVeXt7a0mTZpo8+bNlu2GYWjChAkKCQmRt7e3OnbsqH379lntIysrS9HR0fLx8ZGfn5+GDh2qvLw8u9dqi6ZNm1q+Pz/UX3j7/H72Vq1aNUnnxtj/9ddfVtuOHTtmeR4L+wEAAAAAyh6bg31UVJRWr14tSbrvvvs0atQoPfrooxowYIA6dOhg1+KOHz+utm3bqkKFClqxYoV++eUXvfnmm/L397f0ee211/TOO+9o5syZSklJUaVKldS5c2edPn3a0ic6Olq7du3S6tWrtWzZMiUlJWnYsGF2rdVWTZo0sXzv7u6uDh06aMSIEerQoYPc3d2L7WdvERERlvXqL8bT05O1vwEAAACgDHMxDMOw5Q5ZWVk6ffq0QkNDZTab9dprr+nnn3/WzTffrHHjxlmF7qv1wgsvaP369frxxx+L3W4YhkJDQzVmzBg988wzkqScnBwFBQVpzpw56t+/v3bv3q1GjRpp06ZNatGihSRp5cqV6tatm/7880+FhoZeto7c3Fz5+voqJyfHbhPJbdq0Sc8++6wk60vvJevl715//XXddtttdjnmhU6dOqWuXbtKklq1aqXWrVvL09NT+fn52rBhg1JSUiRJK1askLe3t0NqAAAAAAAUZUsOtfmMfUBAgCUMu7q66oUXXtCSJUuKnEm3hyVLlqhFixa67777FBgYqGbNmumDDz6wbE9PT1dGRoY6duxoafP19VWrVq0sy8UlJyfLz8/PEuolqWPHjnJ1dbUE1wvl5+crNzfX6sveVq1aJUnq1q2bqlatarWtatWqlsBd2M8R3n//fUlSu3btdODAAU2bNk2vvfaapk2bpoMHD6pdu3ZW/QAAAAAAZU+JJs/Lzc21fEJwuZBrz6XR/vjjD82YMUOjR4/Wiy++qE2bNunJJ5+Uh4eHBg0apIyMDElSUFCQ1f2CgoIs2zIyMhQYGGi13d3dXQEBAZY+F5oyZYrDJwE8deqUpHOhesyYMUXW3d6wYYNWrFhh6ecIf/75pyTp8ccfV0hISJEajhw5op9++snSDwAAAABQ9pQo2Pv7++vo0aMKDAyUn59fsTO1G4YhFxcXmUwmuxVnNpvVokULvfLKK5KkZs2aaefOnZo5c6YGDRpkt+NcaOzYsRo9erTldm5urqpXr27XYzRp0kQ//fSTPvroI7Vu3VrNmjWzbDObzfroo48s/Rzlpptu0ubNm7V8+XINGzbMqgZJWr58uaUfAAAAAKBsKlGwX7dunQICAiRJ3333nUMLOl9ISIgaNWpk1dawYUN99dVXkqTg4GBJUmZmpkJCQix9MjMzLbPJBwcH69ixY1b7OHv2rLKysiz3v5Cnp+dlJ5W7Wvfee6/ef/99/f7773rxxRf10EMPKSwsTOnp6frss8/0xx9/yNXVVffee6/Danjssce0aNEiLViwQA899JD27NljOWPfoEEDLVy40NIPAAAAAFA2lSjY33HHHcV+72ht27bV3r17rdp+/fVX1axZU5IUFham4OBgrV271hLkc3NzlZKSouHDh0uSIiMjlZ2drS1btqh58+aSzn1QYTab1apVq2v2WC7k4eGh+++/X/PmzVNKSoo2bNhg2ebqem7qg/vvv18eHh4Oq8Hb21tt27bV+vXrLWP6L9S2bVsmzgMAAACAMszmyfNmz56tBQsWFGlfsGCBPvnkE7sUVejpp5/Whg0b9Morr+i3337T559/rlmzZikmJkaS5OLioqeeekrx8fFasmSJduzYoYEDByo0NFS9e/eWdO4Mf5cuXfToo49q48aNWr9+vUaOHKn+/fuXaEZ8R3r88cfVoEEDXbgwgdlsVoMGDfT44487vIbOnTtf1XYAAAAAQOmyOdhPmTJF1apVK9IeGBhoGQtvL7fddpu++eYbffHFF2rcuLFefvllTZ06VdHR0ZY+zz33nJ544gkNGzZMt912m/Ly8rRy5Up5eXlZ+iQmJqpBgwbq0KGDunXrpnbt2mnWrFl2rfVKzJw5U3v27Cl22549ezRz5kyHHt9kMumtt96S9H9XCRQqvP3222/bdd4EAAAAAIB92byOvZeXl/bs2aNatWpZte/fv18NGzZ06CzupcUR69gXFBSoS5cuMpvNatmypapXr678/Hx5enrq0KFD2rhxo1xdXbVy5UqHXY6/ZcsWjRkzRpIs69cXOv/2m2++aRnGAAAAAABwPFtyaInG2J8vMDBQaWlpRYL99u3bi6zHjov75ptvZDab5evrqy1btmjjxo2WbW5ubpYf4DfffKN+/fo5pIatW7eWuB/BHgAAAADKJpsvxR8wYICefPJJfffddzKZTDKZTFq3bp1GjRql/v37O6LGcmnHjh2SZPn05ZlnntFXX32lZ555Rj4+PsrJybHq5wiZmZmW72+99VZNnz5dy5cv1/Tp03XrrbcW2w8AAAAAULbYfMb+5Zdf1v79+9WhQwe5u5+7u9ls1sCBA+0+xr48K1xOr2LFilqwYIHlubznnnvUpUsX9ejRQ6dOnXLosntms9lSw8svv2ypITw8XC+//LKlhsJ+AAAAAICyx+Zg7+HhoS+//FIvv/yytm/fLm9vbzVp0sSyBB1KpmLFipLOTWBXUFCgb775RkeOHFFoaKi6d+9uFbodpXCCvJMnT+rFF1+Ul5eX/v33X1WpUkWnT5+2zJdw4cR6AAAAAICyw+ZgX6hevXqqV6+ePWu5rri5uUmS8vPz1a1bN6tt06dPL9LPEYKDgy3fnz/G/1L9AAAAAABli83B3mQyac6cOVq7dq2OHTtW5DLtdevW2a248uzGG2+0a78r0axZM82dO7dE/QAAAAAAZZPNwX7UqFGaM2eOunfvrsaNG8vFxcURdZV7Xbt2tTozf6l+jlK/fn279gMAAAAAXHs2B/t58+Zp/vz5RS4fh22WLl1q+d7FxUWGYRR7e+nSpRowYIBDapg1a1aJ+40ePdohNQAAAAAAro7Ns6J5eHiobt26jqjlurJ+/XrL9+eH+gtvn9/P3vbs2WP53sPDw2rb+bPxn98PAAAAAFC22HzGfsyYMZo2bZree+89LsO3gxo1amjWrFlaunSpZVb8Hj16aNiwYTp48KBDj134AUK1atX0xRdfaOfOncrKylJAQIAaN26s/v37659//inywQMAAAAAoOywOdj/9NNP+u6777RixQqFh4erQoUKVtu//vpruxVXnoWFhWnnzp3KyMjQH3/8oVtuuUW33HKLJOmPP/5QRkaGpZ+j3HTTTdq3b5+ysrJkGIbVJHkFBQU6fvy4pR8AAAAAoGyyOdj7+fnp3nvvdUQt15XGjRtr6dKlKigo0IgRIy7Zz1FCQ0MlSWazWd27d1ffvn3VrVs3LV++XAsXLrSseFDYDwAAAABQ9tgc7GfPnu2IOq47gYGBdu13Jc7/0ODMmTP64osv9MUXXxTpd+uttzqsBgAAAADA1bF58jxJOnv2rNasWaP3339f//77ryTpyJEjysvLs2tx5VlERISCg4MVGhoqV1frH4Orq6tCQ0MVEhKiiIgIh9Xg7+9/2T5VqlRR06ZNHVYDAAAAAODq2BzsDxw4oCZNmqhXr16KiYnRX3/9JUl69dVX9cwzz9i9wPLKzc1NI0aM0NGjR9WyZUu1b99ektS+fXu1bNlSR48e1fDhw+Xm5uawGmrVqqXHH39ckorMlVA4S/6oUaMcWgMAAAAA4OrYHOxHjRqlFi1a6Pjx4/L29ra033vvvVq7dq1diyvvoqKiFBcXp/3792vdunWSpHXr1unAgQOKi4tTVFSUQ4/v5eWl/v37a9KkSapatarVtqpVq2rSpEnq2LGjQ2sAAAAAAFwdF8PGtcyqVq2qn3/+WfXr11eVKlW0fft21a5dW/v371ejRo108uRJR9VaanJzc+Xr66ucnBz5+PjYff8mk0nLly/Xm2++qTFjxqhbt27X/Cx5WagBAAAAAHCOLTnU5jP2ZrNZJpOpSPuff/6pKlWq2Lo76Nxl+fXr15ck1a9fv1QCdVmoAQAAAABgO5uDfadOnTR16lTLbRcXF+Xl5Sk2NlbdunWzZ20AAAAAAOAybF7u7o033lCXLl3UqFEjnT59Wg888ID27dunatWqFbtUGgAAAAAAcBybg3316tW1fft2ffnll9q+fbvy8vI0dOhQRUdHW02mdz0xmUxKS0tTVlaWAgICFBERwaXsAAAAAIBrwqZgf+bMGTVo0EDLli1TdHS0oqOjHVWX00hKSlJCQoIyMjIsbcHBwRoxYoTDZ7UHAAAAAMCmMfYVKlTQ6dOnHVWL00lKSlJsbKyOHz9u1X78+HHFxsYqKSmplCoDAAAAAFwvbJ48LyYmRq+++qrOnj3riHqchslk0ltvvSXDMHTrrbdq+vTpWr58uaZPn65bb71VhmHo7bffLnYFAQAAAAAA7MXmMfabNm3S2rVrtWrVKjVp0kSVKlWy2v7111/brbiyLDU1VdnZ2WrSpIkmT54sV9dzn5GEh4dr8uTJGjVqlHbs2KHU1FQ1b968lKsFAAAAAJRXNp+x9/PzU58+fdS5c2eFhobK19fX6ut6kZqaKkkaPHiwJdQXcnV11eDBg636AQAAAADgCDafsZ89e7Yj6nBaLi4upV0CAAAAAOA6ZvMZe0k6e/as1qxZo/fff1///vuvJOnIkSPKy8uza3FlWdOmTSWd+6DDbDZbbTObzZozZ45VPwAAAAAAHMHmM/YHDhxQly5ddPDgQeXn5+vuu+9WlSpV9Oqrryo/P18zZ850RJ1lTtOmTeXn56cdO3bopZde0oMPPqiwsDClp6dr7ty52rFjh/z8/Aj2AAAAAACHsjnYjxo1Si1atND27dtVtWpVS/u9996rRx991K7FlWVubm4aPXq0JkyYoK1btyo5OdmyzdPTU5I0evRoubm5lVaJAAAAAIDrgM2X4v/4448aN26cPDw8rNpr1aqlw4cP260wZxAVFaVJkybJz8/Pqt3f31+TJk1SVFRU6RQGAAAAALhu2HzG3mw2F7s2+59//qkqVarYpShnEhUVpbZt2yotLU1ZWVkKCAhQREQEZ+oBAAAAANeEzcG+U6dOmjp1qmbNmiXp3KzweXl5io2NVbdu3exeoDNwc3NTs2bNSrsMAAAAAMB1yOZg/+abb6pz585q1KiRTp8+rQceeED79u1TtWrV9MUXXziiRgAAAAAAcBE2B/ubbrpJ27dv15dffqnt27crLy9PQ4cOVXR0tLy9vR1RY5lnMpm4FB8AAAAAUCpKFOxvvfVWrV271jIp3DPPPKPo6GhFR0c7ur4yLykpSQkJCcrIyLC0BQcHa8SIEUyeBwAAAABwuBLNir97926dOHFCkhQXF6e8vDyHFuUskpKSFBsbq9q1a2v69Olavny5pk+frtq1ays2NlZJSUmlXSIAAAAAoJwr0Rn7pk2basiQIWrXrp0Mw9Abb7yhypUrF9t3woQJdi2wrDKZTEpISFBkZKTi4+Pl6nruM5Lw8HDFx8dr3LhxmjFjhtq2bctl+QAAAAAAhylRsJ8zZ45iY2O1bNkyubi4aMWKFXJ3L3pXFxeX6ybYp6WlKSMjQ+PHj7eE+kKurq6Kjo5WTEyM0tLSmDEfAAAAAOAwJQr29evX17x58ySdC61r165VYGCgQwsr67KysiRJYWFhxW4vbC/sBwAAAACAI5RojP35zGbzdR/qJSkgIECSlJ6eXuz2wvbCfgAAAAAAOEKJztgvWbJEXbt2VYUKFbRkyZJL9u3Zs6ddCivrIiIiFBwcrMTERKsx9tK5Dz8SExMVEhKiiIiIUqwSAAAAAFDelSjY9+7dWxkZGQoMDFTv3r0v2s/FxUUmk8letZVpbm5uGjFihGJjYzVu3DhFR0crLCxM6enpSkxMVHJysuLi4pg4DwAAAADgUCUK9mazudjvr3dRUVGKi4tTQkKCYmJiLO0hISGKi4tjHXsAAAAAgMOVKNjj4qKiotS2bVulpaUpKytLAQEBioiI4Ew9AAAAAOCasCnYm81mzZkzR19//bX2798vFxcXhYWFqW/fvnrooYfk4uLiqDoBAAAAAEAxShzsDcNQz549tXz5ct1yyy1q0qSJDMPQ7t27NXjwYH399ddatGiRA0stm5KSkpSQkKCMjAxLW3BwsEaMGMGl+AAAAAAAhytxsJ8zZ46SkpK0du1a3XXXXVbb1q1bp969e+vTTz/VwIED7V5kWZWUlKTY2Fi1bt1a/fr1k6enp/Lz87Vx40bFxsYyzh4AAAAA4HAlDvZffPGFXnzxxSKhXpLat2+vF154QYmJiddNsDeZTEpISFC9evWUnp6u5ORky7bg4GDVq1dPM2bMUNu2bRlvDwAAAABwGNfLdzknLS1NXbp0uej2rl27avv27XYpyhmkpaUpIyNDv/76q2rXrq3p06dr+fLlmj59umrXrq1ff/1VR48eVVpaWmmXCgAAAAAox0oc7LOyshQUFHTR7UFBQTp+/LhdinIGf//9tySpZcuWio+PV3h4uCpWrKjw8HDFx8erZcuWVv0AAAAAAHCEEgd7k8kkd/eLX7nv5uams2fP2qUoZ5CdnS1Juv322+Xqav00urq6ql27dlb9AAAAAABwBJtmxR88eLA8PT2L3Z6fn2+3opyBn5+fJOnHH39Ut27drMK92WzWTz/9ZNUPAAAAAABHKHGwHzRo0GX7XC8T50lStWrVJEkpKSkaN26coqOjFRYWpvT0dCUmJiolJcWqHwAAAAAAjlDiYD979mxH1uF0IiIiFBwcLF9fX/3++++KiYmxbAsODlb9+vWVm5uriIiIUqwSAAAAKF2nT5/WwYMHL9mnRo0a8vLyukYVAeVPiYM9rLm5uWnEiBGWdez79+9vtY79hg0bFBcXx1J3AAAAuK4dPHhQw4YNu2SfWbNmqV69eteoIqD8IdhfhaioKMXFxSkhIcFqHfuQkBDFxcUpKiqqFKsDAAAASl+NGjU0a9YsSdKBAwc0efJkvfTSS6pZs6ZVHwBXjmB/laKiotS2bVulpaUpKytLAQEBioiI4Ew9AAAAIMnLy6vI2fiaNWtyhh6wI4K9Hbi5ualZs2alXQYAAABQLl1unP7lxug7+v6X24c95hngMTBfw6UQ7AEAAACUaZcbp3+5MfqOvv/l9mGPeQZ4DMzXcCkEewAAAABl2uXG6V9ujL6j73+5fZx/fx5D6T2G8oxgDwAAAKBMu9px+mXx/mWhhuvtMZRnrqVdAAAAAAAAuHIEewAAAAAAnBjBHgAAAAAAJ0awBwAAAADAiRHsAQAAAABwYgR7AAAAAACcGMvdXWOZmZnKyckp0n7gwAGrf8/n6+uroKCgclUDAAAAAMA+nCrY//e//9XYsWM1atQoTZ06VZJ0+vRpjRkzRvPmzVN+fr46d+6shIQEqxB68OBBDR8+XN99950qV66sQYMGacqUKXJ3v7YPPzMzUw8+NFBnCvIv2mfy5MlF2ip4eGruZ5/aJViXhRoAAAAAAPbjNMF+06ZNev/99xUREWHV/vTTT+t///ufFixYIF9fX40cOVL/+c9/tH79ekmSyWRS9+7dFRwcrJ9//llHjx7VwIEDVaFCBb3yyivX9DHk5OToTEG+TtW+Q2Yv3xLdx/V0jvTHD8rJybFLqC4LNQAAAAAA7Mcpgn1eXp6io6P1wQcfKD4+3tKek5Ojjz76SJ9//rnat28vSZo9e7YaNmyoDRs2qHXr1lq1apV++eUXrVmzRkFBQWratKlefvllPf/885o4caI8PDyu+eMxe/nKXKnaNT9uWasBAAAAAHD1nGLyvJiYGHXv3l0dO3a0at+yZYvOnDlj1d6gQQPVqFFDycnJkqTk5GQ1adLE6kxz586dlZubq127dhV7vPz8fOXm5lp9AQAAAABQFpX5M/bz5s3T1q1btWnTpiLbMjIy5OHhIT8/P6v2oKAgZWRkWPpcePl44e3CPheaMmWK4uLi7FA9AAAAAACOVabP2B86dEijRo1SYmKivLy8rtlxx44dq5ycHMvXoUOHrtmxAQAAAACwRZkO9lu2bNGxY8d06623yt3dXe7u7vrhhx/0zjvvyN3dXUFBQSooKFB2drbV/TIzMxUcHCxJCg4OVmZmZpHthduK4+npKR8fH6svAAAAAADKojId7Dt06KAdO3YoNTXV8tWiRQtFR0dbvq9QoYLWrl1ruc/evXt18OBBRUZGSpIiIyO1Y8cOHTt2zNJn9erV8vHxUaNGja75YwIAAAAAwJ7K9Bj7KlWqqHHjxlZtlSpVUtWqVS3tQ4cO1ejRoxUQECAfHx898cQTioyMVOvWrSVJnTp1UqNGjfTQQw/ptddeU0ZGhsaNG6eYmBh5enpe88cEAAAAAIA9lelgXxJvv/22XF1d1adPH+Xn56tz585KSEiwbHdzc9OyZcs0fPhwRUZGqlKlSho0aJAmTZpUilUDAAAAAGAfThfsv//+e6vbXl5emj59uqZPn37R+9SsWVPLly93cGUAAAAAAFx7ZXqMPQAAAAAAuDSCPQAAAAAAToxgDwAAAACAE3O6MfYAAAAAyr7MzEzl5ORYtR04cMDq3wv5+voqKCjI4bUB5Q3BHgAAAIBdZWZm6sGHBupMQX6x2ydPnlxsewUPT8397FPCPWAjgj0AAAAAu8rJydGZgnydqn2HzF6+JbqP6+kc6Y8flJOTQ7AHbESwBwAAAOAQZi9fmStVu6L7Fncpv3Tpy/kvvJT/aocDlIfhBI54Di63j6u9f0n24Ww/B0cj2AMAAAAoUy53Kb9U/OX851/Kf7XDASQ5/XACRz8HF9vH1d7fln04w8/hWiDYAwAAAChT7HEp/9XuQ5LTDyco7efgSu5v7xrKws/hWiDYAwAAACiTruZSfnvtwx41lLbSfg7Kws+xvGMdewAAAAAAnBjBHgAAAAAAJ0awBwAAAADAiRHsAQAAAABwYgR7AAAAAACcGLPi24HJZFJaWpqysrIUEBCgiIgIubm5lXZZwHWJ9yMAAACuNwT7q5SUlKSEhARlZGRY2oKDgzVixAhFRUWVYmXA9ScpKUnTp09XZmampS0oKEgxMTG8HwEAAFBucSn+VUhKSlJsbKxq166t6dOna/ny5Zo+fbpq166t2NhYJSUllXaJwHUjKSlJEyZMUHZ2tlV7dna2JkyYwPsRAAAA5RZn7K+QyWRSQkKCIiMjFR8fL1fXc5+RhIeHKz4+XuPGjdOMGTPUtm3bIpcBu57KLvFxbOlri7JQA2AvJpNJb731liTp1ltv1YMPPqiwsDClp6dr7ty5Sk5O1ltvvVXs+xEAAABwdgT7K5SWlqaMjAyNHz/eEuoLubq6Kjo6WjExMUpLS1OzZs2stnunl/6Zw7JQA2Avqampys7OVpMmTTR58mSrD9omT56sUaNGaceOHUpNTVXz5s1LuVoAAADAvgj2VygrK0uSFBYWVuz2wvbCfuc7FRYls7dfiY7jeirbISG8LNQA2EtqaqokaciQIcV+0DZ48GCNGTOGYA8AAIByiWB/hQICAiRJ6enpCg8PL7I9PT3dqt/5zN5+Mleq5tgCL6Ms1ADYm2EYpV0CAAAAcM0xed4VioiIUHBwsBITE2U2m622mc1mJSYmKiQkRBEREaVUIXD9aNq0qSRpzpw5xb4f58yZY9UPAAAAKE8I9lfIzc1NI0aMUHJyssaNG6ddu3bp5MmT2rVrl8aNG6fk5GQNHz6cibqAa6Bp06by8/PTjh079NJLL1m9H1966SXt2LFD/v7+BHsAAACUS1yKfxWioqIUFxenhIQExcTEWNpDQkIUFxfHutnANeLm5qbRo0crNjZWW7duVXJysmWbp6enXFxc9PTTT/NBGwAAAMolgv1VioqKUtu2bZWWlqasrCwFBAQoIiKCAAFcY+d/0JaRkWFpDwgI0PDhw/mgDQAAAOUWwd4O3NzciixpV9a5ns5xSF+gNPFBGwAAAK5HBPtSUJqh2tfXVxU8PKU/frDpfhU8POXr62vXWgBHcMYP2gAAAICrQbC/hspCqA4KCtLczz5VTk7RDwwOHDigyZMn66WXXlLNmjWttvn6+iooKMguNQAAAAAA7Idgfw2VlVAdFBR0yf3VrFlT9erVs9vxAAAAAACOQ7C/xgjVAAAAwPUhMzPzoif1zv/3fBee1CtuH5e6f3H7QPlHsAcAAAAAO8vMzNSDDw3UmYL8i/aZPHlykbYKHp6a+9mnCgoKuuw+irv/+fvA9YNgDwAAAAB2lpOTozMF+TpV+w6ZvUo2X5br6Rzpjx+Uk5OjoKCgq94Hrh8Eeyd2+vRpHTx48KLba9SoIS8vr2tYEQAAAIDzmb18Za5UrdT3gfKNYO/EDh48qGHDhl10+6xZsxivDwAAAADlHMHeidWoUUOzZs2SVPys+jVq1CjN8mxiMpmUlpamrKwsBQQEKCIiQm5ubqVdFgAAAACUeQR7J+bl5VXkjLwzzqqflJSkhIQEZWRkWNqCg4M1YsQIRUVFlWJlAAAAAFD2uZZ2Abi+JSUlKTY2VrVr19b06dO1fPlyTZ8+XbVr11ZsbKySkpJKu0QAAAAAKNMI9ig1JpNJCQkJioyMVHx8vMLDw1WxYkWFh4crPj5ekZGRmjFjhkwmU2mXCgAAAABlFsEepSYtLU0ZGRmKjo6Wq6v1S9H1/7F332FNnW8fwL9J2HvIVBFwi1pXVaRFq9a9W5WK4rYqVqvW1tZBcdUOte69xeJs3aNOqoIbwT1QcYEbBzJzv3/w5vwSMiHBBLw/18WlOed5Tp6TcXLuZ4rFCA0NxaNHj5CQkGCkEjLGGGOMMcaY6ePAnhnN8+fPAQB+fn4q98u2y9IxxhhjjDHGGFPGgT0zGhcXFwDA7du3Ve6XbZelY4wxxhhjjDGmjAN7ZjQ1a9aEp6cnoqKiIJVKFfZJpVJERUXBy8sLNWvWNFIJGWMfstzcXJw/fx4HDx7E+fPneb4PxhhjjJksXu6OGY1EIsHQoUMRERGB8ePHIzQ0FH5+frh9+zaioqIQGxuLyMhIXs+eMfbe8TKcjDHGGCtOOLBnRhUcHIzIyEgsWLAA4eHhwnYvLy9ERkbyDTRj7L2TLcMZGBiICRMmKFQ4RkRE8LWJMcYYYyaHA3tmdMHBwQgKCkJCQgKeP38OFxcX1KxZk1vqGWPvXf5lOGUrdsiW4Rw/fjwWLlyIoKAgvkYxxhhjzGTwGHtmEiQSCWrXro1mzZqhdu3afMPMGDMKXoaTMcYYY8URB/aMMcbY/+NlOBljjDFWHHFgzxhjjP0/XoaTMcYYY8URB/aMMcbY/+NlOBljjDFWHHFgzxhjjP0/2TKcsbGxGD9+PC5duoT09HRcunQJ48ePR2xsLIYMGcLzgDDGGGPMpPCs+IwxxpgcXoaTMcYYY8UNB/aMmYiEhAQMHz5ceDxnzpwCd/dNSkrCgAEDIJVKIRaLsWzZMvj7+xu6qEUqOTkZ/fv3R3Z2NszNzbF8+XL4+Pi8t+fPysrCtm3b8PDhQ3h7e6Njx46wsLB4b8/PTAMvw8kYY4yx4oQDe8ZMQJMmTZS2yYL8I0eOFOoYUqkU/fr1K9AxjK1p06YK45qzs7MRFhYGsViMQ4cOFfnzL1q0CJs2bUJubq7Ctq5du2Lw4MFF/vzMtMiW4WSMMcYYM3U8xp4xI8sfkJcuXVrjfl2OUdD9piB/UC9PKpWiadOmRfr8ixYtQnR0NBwcHPDdd99hy5Yt+O677+Dg4IDo6GgsWrSoSJ+fMcYYY4yxwuIWe8aMKCEhQWnbgwcPVKZT1y0/KSlJ+L+trS2GDBmCwMBAxMbGYuHChXj79q2QzlS75ScnJwtBfZ06dfDpp5/CysoKGRkZ+O+//3Du3DlIpVIkJycXSbf8rKwsbNq0Cc7Ozti0aRPMzPIuje3atUOrVq3QtWtXbNq0Cf369eNu+YwxxhhjzORwiz1jBpKbm4vz58/j4MGDOH/+vEJ3bnXkx9Q7OzsrtBQ7OzurTJffgAEDhP9v27YN7dq1g6urK9q1a4dt27apTGdq+vfvDwAQiUR48OABZs+ejV9//RWzZ8/GgwcPIBKJFNIZ2rZt25Cbm4v+/fsLQb2MmZkZ+vXrh9zcXIXXkzHGGGOMMVPBLfaMGUBMTAwWLFiAlJQUYZunpyeGDh2q8wzaqlqKmzdvrjWfrKW7UaNGKoPS+vXr49SpU2q7uZuC7OxsAAAR4eXLlwr7Xr58CSJSSGdoDx8+BAAEBgaq3C/bLkvHGGOMMcaYKeEW+w9YRkYGrl+/LvzdvXsXAHD37l1hW0ZGhpFLafpiYmIQEREBf39/zJ8/H7t378b8+fPh7++PiIgIxMTE6HQcVUF5QZw+fVrl9nPnzhXoOMYgP9N4nTp1FF7HOnXqqExnSN7e3gCA2NhYlftl22XpGGOMMcYYMyUc2H/AkpOTMWjQIOFv6tSpAICpU6cK25KTk41cStOWm5uLBQsWIDAwEFOmTEFAQABsbGwQEBCAKVOmIDAwEAsXLlTbLf+TTz4R/n/9+nWFffKP5dPl9+WXXwLIa83O36L88OFD5OTkKKQzRfJlGzFihMLrOGLECJXpDKljx46QSCRYvny58HrJ5OTkYMWKFZBIJOjYsWORPD9jjDHGGGP64K74RpSRkSEEzvKt5TI+Pj6wsrIqsuf38fHBkiVLtKZh6iUkJCAlJQUTJkyAWKxYTyYWixEaGorw8HAkJCSoXDbro48+wrFjxwAAgwYNAgBUqVIFV69eVUqnzqBBg7B582YAQI8ePWBubo6QkBBER0crdF2XHd8UyfdOCAkJgY2NDcLCwrBmzRqkp6erTGdIFhYW6Nq1K6Kjo9G1a1f069dPmIBwxYoVePHiBUJCQnjiPMYYY4wxZpI4sDciWYu5PFmrOQAsWbIElSpVUsp39epV3Lt3T2Hbo0ePAABxcXEKlQMyZcuWRZUqVRS2WVlZqTw+093z588BAH5+fir3y7bL0uXXsWNHLFq0SKFFP39Qr62l2MLCQgjkgbyW+7Vr1yqkMfWgNH+lSHp6usrl5fKnMyTZOvWbNm3CjBkzhO0SiQQhISG8jj1jjDHGGDNZHNgbkbYWc1Wt5ampqRg6NBxSqequ3StWrFC5XSyW4K+/1sPDw6NwhWUqubi4AABu376NgIAApf23b99WSJefhYUFGjZsiOPHj6t9joYNG2oNymVBpyy4l1ccgtJatWph7dq18PHxwdu3b/Hs2TNhX6lSpWBjY4Pk5GTUqlWrSMsxePBg9OvXD9u2bcPDhw/h7e2Njh07mnSlCGOMMcYYYxzYG1FhWszT0tIgleYio3QdkIWdTnlEWW9g9eAc0tLSOLA3sJo1a8LT0xNRUVGYMmWKQouyVCpFVFQUvLy81K5Bn5ubi0uXLml8jkuXLiE3N1frxHHFOSitVasWnJyckJycjIYNG6Jnz56wtLREZmYmTp48ibi4ODg5ORV5YA/8r1s+Y4wxxhhjxQUH9sVUrmMZSG1L6ZRW/PYp8MD0Z0YvjiQSCYYOHYqIiAiMHz8eoaGh8PPzw+3btxEVFYXY2FhERkaqDcrj4+Px8uVL+Pj4IDMzE6mpqcI+Dw8PWFpaIjk5GfHx8ahbt65O5alQoQJcXFzg4uJSZLPIG5pEIsGoUaMwceJEnD9/HnFxccI+S0tLAMCoUaOKzfkwxhhjjDH2PnFgz5iegoODERkZiQULFiA8PFzY7uXlhcjISI3r2MfHxwMA7t27h8DAQEycOFGpYkCWTltgHxMTgwULFiAlJUXY5unpiaFDh2osg6kIDg7GpEmTMH/+fIUKDmdn52JzDqYiNzcXCQkJeP78OVxcXFCzZk2uFGGMMcYYK8E4sGfMAIKDgxEUFFTgYEoqlQIAqlatiokTJ2LHjh04cOAAvL29MXHiRIwaNQqXL18W0qkTExODiIgIBAYGYsKECQqVAxEREVorGExFYV9H9j/FvYKHMcYYY4wVHAf2jBmIRCJRuaSdJg4ODgCABw8eoE2bNgoB/MKFC2Fvb6+QTpXc3FwsWLAAgYGBCuP8AwICMGXKFIwfPx4LFy5EUFBQsQiQC/M6sjwlpYKHMcYYY4wVTNGtHcUY00o2W35aWhrEYjGaNWuGoUOHolmzZhCLxUhLS1NIp0pCQgJSUlIQGhqKnJwcbNq0CbNnz8amTZuQk5OD0NBQPHr0CAkJCe/lnJhx5K/gCQgIgI2NjVDBExgYiIULFyosrcgYY4wxxkoGkw7sf/nlF3z88cewt7eHu7s7OnXqhGvXrimkycjIQHh4OFxdXWFnZ4cvvvhCYXwukLdefNu2bWFjYwN3d3eMGTMGOTk57/NUGFPJyclJ+H9OTg4OHjyIBQsW4ODBgwqfUfl0+T1//hwAcOjQIbRu3Rrz58/H33//jfnz56N169Y4dOiQQjpWMslX8MivzgAAYrGYK3gYY4wxxkowkw7sjx49ivDwcMTFxeHff/9FdnY2WrRogbdv3wppRo4ciR07dmDTpk04evQoHj58iC5dugj7c3Nz0bZtW2RlZeHEiRNYvXo1Vq1ahYkTJxrjlBhTkJSUJPzfzExxZIz8Y/l0+cla87ds2QIHBwd899132LJlC7777js4ODhgy5YtCulYySSruPHz81O5X7a9uFTw5Obm4vz58zh48CDOnz9fLHsalIRzYIwxxljxYNJj7Pfu3avweNWqVXB3d8fZs2cRHByMtLQ0LF++HOvXr0fTpk0BACtXrkTVqlURFxeHhg0bYv/+/bh8+TIOHDgADw8P1KpVC5MnT8YPP/yAn3/+uVis8c1KrkePHgn/z9+LRP6xfLr8qlSpAgAwNzfH+vXrcfXqVcTHx6N06dJYv349OnTogOzsbCEdK5lkFTe3b99GQECA0v7bt28rpDNlJWECwJJwDowxZgjidy/1SqtvflMpg7EZ+zUo6OtSUt+HomTSgX1++ccbnz17FtnZ2WjevLmQpkqVKvDx8UFsbCwaNmyI2NhY1KhRAx4eHkKali1bYsiQIbh06ZLKSboyMzORmZkpPH716lVRnRJjetu5cycAIDs7G506dVL47FpaWiI7O1tI17VrV6OUkRW9mjVrwtPTE1FRUQqTKAJ5qy9ERUXBy8sLNWvWNGIptSsJEwCWhHNgjDFDsb4dY9T8plIGYzP2a2AK72NJV2wCe6lUim+//RZBQUGoXr06ACAlJQUWFhZK4489PDyEVpKUlBSFoF62X7ZPlV9++QWRkZE6l43XjGaFVbFiRb3TPXz4UKdj6JqOFU8SiQRDhw5FREQExo8fj9DQUIWAMjY2FpGRkSZ9bSoJKzyUhHNgjDFDeucXDKm1k05pxe9eKgVv+uY3lTIYm7Ffg4LkL6oylHTFJrAPDw/HxYsXcezYsSJ/rh9//BGjRo0SHr969Qply5ZVmZa7WzJ95J8MUlO6tm3bqtzn6ekJAChfvjwWLVqEixcvCpVM1atXx9dff42kpCQhHSu5goODERkZiQULFiA8PFzY7uXlVSxaiWUTAE6YMEHtBIDh4eFISEgw2SURS8I5MMaYIUmtnSC1LWW0/KZSBmMz9mtgCu9jSVcsAvthw4Zh586diImJQZkyZYTtnp6eyMrKwsuXLxVa7VNTU4UgxtPTE6dOnVI4nmzWfHWBjqWlJSwtLbWWi7tbMn09fvxY73T+/v5CGpFIpBAs5OTk4MmTJwrpWMkWHByMoKCgYtmLqCRMAFgSzoExxhhjxY9Jz4pPRBg2bBj+/vtvHDp0SOlGqW7dujA3N8fBgweFbdeuXUNycjICAwMBAIGBgUhMTFQIjP799184ODigWrVqhS6bfHfLyMhIZGVlITY2FllZWYiMjOQ1o5lO7t+/r3c62RwQr1+/RteuXbFjxw48ffoUO3bsQNeuXfH69WuFdKzkk0gkqF27Npo1a4batWsXi6AeUJwAUJXiMAFgSTgHxhhjjBU/Jt1iHx4ejvXr12Pbtm2wt7cXurs7OjrC2toajo6O6N+/P0aNGgUXFxc4ODjgm2++QWBgIBo2bAgAaNGiBapVq4ZevXrht99+Q0pKCsaPH4/w8HCdWuXVkXW3bN++PXr16qXUFb99+/Y4ceIEd7dkGuWfCb8w6WQBQvPmzXH48GHMmDFD2CeRSNC8eXMcOHCAAwlm8krCBIAl4RwYY4wxVvyYdIv9woULkZaWhiZNmsDLy0v427Bhg5Bm1qxZaNeuHb744gsEBwfD09MTW7duFfZLJBLs3LkTEokEgYGB6NmzJ8LCwjBp0iS9yibrRrls2TL4+/tj/vz52L17N+bPnw9/f38sW7ZMIR1jqmRlZSk8rly5Mnr37o3KlStrTCdPFkikp6dj+/bt6NSpE+rVq4dOnTph+/btSE9P50CCFQuyCQBjY2Mxfvx4XLp0Cenp6bh06RLGjx+P2NhYDBkyxKR7IJSEc2CMMcZY8WPSLfZEpDWNlZUV5s+fj/nz56tNU65cOezevduQRRPG9FevXl3lzMcjRoxAYmKi0oz9jMmTLUUnc+3aNZUT6uVPJ09+NvQuXboIy92dOXMGe/bsEYaHcCDBioPiPgEgUDLOgTHGGGPFi0kH9oyVdJpa4guaTl1FmC4VZIyZkuI8AaBMSTgHxhhjjBUfHNgX0suXLwEAiYmJKteMTkxMVEhnaOKMtCJJy94ve3t7oYVdE1tbW7X7ZBM5NmrUCJGRkUrL3UVERPC62azYkU0AWJyVhHNgjDHGWPHAgX0hySYiGzhwIHbs2KHU3XLAgAFYtmyZwScsc3R0hLmFJZB0tED5zC0s4ejoaNCyMP01bNgQO3fu1JouICBA7T5eN1tRbm4ut5IyxhhjjLEPCgf2hSSbsOzSpUtYu3atylbSopiwzMPDA+vWrkFammIr/N27dzF16lSMGzcO5cqVU8rn6OgIDw8Pg5aF6S88PFynwH7UqFFq98kmaHz48CEmT56stEJD//79FdKVZDExMViwYIHSazB06FAe18wYY4wxxkosDuwLSX7CsoiICISGhiIwMBC3b99GREQEYmNji2zCMg8PD7VBerly5VCpUiWDPycrGtbW1ggKCsLx48fVpgkKCoKzs7Pa/bJeIVOnTkVgYCC6d+8OS0tLZGZm4tSpU5g6dapCOlNX2Bb3mJgYREREIDAwEBMmTFAYGhMREcGTljHGGGOMsRKLA3s98MzHzBBkPS1UBfdBQUFCYK5OQEAAJBIJrKyskJSUhNjYWGGfh4cHbG1tkZGRobE7v6kobIu7bJ6BwMBAlatUjB8/nucZYIwxxhhjJRYH9nrimY+ZIUydOhXv3r3Dr7/+iiNHjqBJkyb44YcfYG1trTXvpUuXkJubi7dv38LCwgKjR49GYGAgYmNjsWLFCrx9+1ZIZ8pj7PVpced5BhhjjDHG2IeMA3sD4JmPmSFYW1ujR48eOHLkCHr06KFTUA8AT58+BQBUrFgRr1+/xowZM4R9Xl5eqFixIm7cuCGkM0X6trjL5g/w8/NTeXzZ9g9hngHGGGOMMfbhEWtPwhgzZbIlFTt27Ig1a9YgPDwcnTt3Rnh4OFavXo0OHToopDNFshb30NBQtS3ujx49QkJCgsr8svkDbt++rXK/bHtxmWeAMcYYY4yxguAWe8aKOScnJwDAtm3bsG7dOoXx6Vu2bIG9vb1COlOkb4u7bJWKqKgohRZ/AJBKpYiKiiqSVSoYY4wxxhgzBdxiz1gxV6pUKQDAjRs38PjxY4V9jx8/xo0bNxTSmSJ9W9xlq1TExsZi/PjxuHTpEtLT03Hp0iWMHz8esbGxGDJkCM99wRhjjDHGSiQO7Bkr5gICAoQW6vyBq+yxWCw26Vnx5VvcpVKpwj5dW9xlq1QkJSUhPDwcbdq0QXh4OG7fvs2rVDDGGGOMsRKNu+IbQGHX3WbMEBITE4VguG7dumjQoIGwjv3JkycRFxcHqVSKxMRE1K1b18ilVU3W4h4REYFx48ahfv36wjmcOnUKcXFxiIyM1Pq94lUqmCHxtZ0xxhhjxQUH9noq7LrbjBlKfHw8AKBPnz7YvXs34uLihH0eHh7o3bs3Vq9ejfj4eJMN7IG8oLx79+7YtGkTYmNjhe0SiQTdu3fX+fvEq1QwQ+BrO2OMMcaKEw7s9aDPutuMGdrp06eVxtinpqbizJkzRipRwcTExGDDhg1o2LChUov9hg0bUK1aNf4+sfeCr+2MMcYYK254jH0h5V93OyAgADY2NsK624GBgVi4cCFyc3N1Otb58+dx8OBBnD9/Xqc8hmYKZWCFU6tWLQDApUuXVO6XbZelM0Xy36dJkybB19cXlpaW8PX1xaRJkwr0fWJMH4a8tjPGGGOMvS/cYl9IsnW3J0yYoHbd7fDwcCQkJGjsFmwK3T1NoQys8CpXriz838nJCf3790dgYCBiY2OxfPlyYf16+XSmRvZ9at++PXr16qX0WWzfvj1OnDih9fvEmL4MdW1njDHGGHufuMW+kPRddxv4X3dPf39/zJ8/H7t378b8+fPh7++PiIgIxMTEGL7gJlgGpp8lS5YI/3/37h1mzJiBL7/8EjNmzMC7d+9UpjM1su/JsmXLVH4Wly1bppCOsaJiiGs7Y4wxxtj7xoF9Iem77rYpdPc0hTIw/V27dg0A0K1bNzg5OSnsc3Z2RteuXRXSmSJZuatXr67ys1i9enWFdIwVFX2v7YwxxhhjxsCBfSHpu+62rLtnaGio2u6ejx49QkJCQpGdgymUgenPzs4OAEBEWLt2LcLDw9G5c2eEh4djzZo1ICKFdIwx9fS9tjPGGGOMGQOPsS8k+XW3x48fj9DQUIWZk2NjYzWuu20K3T1NoQxMf926dcPZs2exZcsWHDlyBE+ePBH2bdy4Ec+ePRPSmSrZPACJiYkqv0+JiYkK6YoSr13+YdP32s4YY4wxZgwc2OshODgYkZGRWLBgAcLDw4XtXl5eWpdDku/uGRAQoLT/fXT3NIUyMP3Vq1cPZmZmyMnJUQjqAQiPzczMUK9ePWMUTyeyz9jAgQOxY8cOpe/TgAEDsGzZsiL/LPJEkgzQ79rOGGOMMWYMHNjrKTg4GEFBQQVu4ZPv7jllyhSFrvDvq7unKZSBGYZEIkFOTo7G/aZM9lm8dOkS1q5di4sXLwrfp+rVqyMiIqLIP4u8djmTV9hrO2OMMcaYMfAYewOQSCSoXbs2mjVrhtq1a+t04yfr7hkbG4vx48fj0qVLSE9Px6VLlzB+/HjExsZiyJAhRXoTaQplYPo7d+4cMjMzYW1tDTc3N4V97u7usLa2RmZmJs6dO2ekEmon/1mMiIiAhYUFAgMDYWFhgYiIiCL/LMpPJBkZGYmsrCzExsYiKysLkZGRPJHkB6ow13bGGGOMMWPgFnsjMoXunqZQBqaf/fv3A8jrxt6xY0elFsZ//vkHc+fOxf79+/Hxxx8bubTqGfOzKJtIsn379ujVq5dSV/z27dvjxIkTvHY5Y4wxxhgzSRzYG1lwcDAaNmyIbdu24eHDh/D29kbHjh1hYWHxQZWBFZ5srXovLy+V+z09PRXSmTJjdX+WTRC5bNkylV3xly1bppCOMcYYY4wxU8KBvZGpmqxry5Yt73WyLlMoAyu8GjVq4NixY/jzzz8BAKmpqcI+Dw8PhXTFgaz78/vk5OQEAKhevbrCfBMBAQGYMmUKRowYgcTERCEdY4wxxhhjpoTH2BuRbLIuf39/zJ8/H7t378b8+fPh7++PiIgIxMTE6HSc3NxcXLt2DQBw7dq1Ao0DNlQZmPF07twZIpEIqampyMzMxOjRo7F582aMHj0amZmZSE1NhUgkQufOnYu8LLm5uTh//jwOHjyI8+fP85h0xhhjjDHG3gNusTcS+cm6VLUQjh8/HgsXLkRQUJDGbsgxMTGYN28eHj9+DACYMWMG1q5di2HDhmltbTdUGUzBh7z2uEQigbW1NdLT05GWloYZM2YI+2TvqY2NTZG/HsV5qbiXL18CABITE1WuXZ6YmKiQjjHGGGOMMVPCLfZGIpusKzQ0VGGZOSAvGAsNDcWjR4+QkJCg9hgxMTGYOHGiENTLPH78GBMnTtTa2m6IMpiCmJgYhIaGYuTIkZg8eTJGjhyJ0NDQD6a3QUJCAtLT0+Hg4AAiUtgnlUphb2+Pt2/fFun7WNx7fri4uADIm4AwKSkJ4eHhaNOmDcLDw3H79m0MGDBAIR1jjDHGGGOmhFvsjUQ2CZefn5/K/bLt6ibrys3NxZQpUzQ+x9SpUzW2tsuXQVWLt7YymAJZQFmvXj3Y2Njg1atXcHBwgKurq8mvPZ6amoq0tDSFbXfv3lX4Nz9HR0eFcfPA/96fV69eAQDKlCkDBwcHvHr1Cvfv38fr168V0hlaSej5UbNmTXh6euLSpUtYu3YtLl68KHwXqlevjoiICHh5eaFmzZrGLipjjDHGGGNKOLA3ElnL3+3bt1GlShWloPr27dsK6fI7c+YMsrKyND5HZmYmzpw5gwYNGmgsw99//40dO3YodaFu166dxjIYmyygtLCwwOnTp4XtT58+RVJSEiwtLU02oExNTUXPXmHIzspUuX/q1Kkqt5tbWGLd2jUKwb2NjY3wfzc3N9y/f1/h8ZMnT5TSGZKs58eECRPU9vwIDw836aXiJBIJhg4dioiICEycOBH169eHpaUl7ty5g40bNyIuLg6RkZEm9zlijDHGGGMM4MDeaGQthHPmzMHLly+VZjJ3cnLS2EL4ww8/6PQ8P/zwA44cOaK2DE5OTli6dCkaNmyI7t27w9LSEpmZmTh58iSWLVsGZ2dnk22llAWU6mRmZgpDCUwtoExLS0N2Vibe+TeG1MpRpzzijDQg6SjS0tIUAvsdO3YI/5e12qt6vGPHDgQGBupZcmX69j4xFcHBwejevTs2bdqE2NhYYbtEIkH37t1NtucHY4wxxhhjHNgbiUQiQZMmTRAdHQ1nZ2c0adIEVlZWyMjIwIULF3Dt2jWEhITo1EJYqVIldOnSBd7e3nj48CG2bt2K69evF6g858+fR1xcnPDY0tISAJTGbJsS+ZZpIK+Xwddff43FixcrBPz37983ucBeRmrlCKltKb2O8ejRI+H/1tbWCAwMFD5L8fHxyMzMVEpnSPr2PjEVMTEx2LBhAxo2bIj69esLr+GpU6ewYcMGVKtWjYN7xhhjjDFmkjiwN5Lc3FwcOXIEzs7OePHihVKrurOzM44ePYqBAwdqDe7nzp2Ly5cv48mTJ/Dw8MDcuXPRsmVLrWVISEgQZvmWBX8ysscvX740yRZvAIiOjhb+/88//whrjH/22Wd4+fIlOnXqJKRr3769EUr4fsi62JuZmeHly5dKnyUzMzPk5OQUWVd8+d4nL168UJjM0d3dHc7OzgUan26MFQ7UzRMAAB07diwW8wQwxhhjjLEPFwf2RiLfjdzJyQktWrQQWtz379+PFy9eCOm0BdXt2rVDdna28Njc3FynMjx9+lT4f8OGDdGgQQOFrviyFnz5dKbkwYMHAPJ6Pzg4OCjsc3BwgEQiQW5urpCupKpevTouXbqEnJwclftl26tXr14kzy/f+yS/x48f4/Hjxzr3PjHWknklYZ4AxhhjjDH24eLA3khkrZpOTk7YvHkzzMz+91YMGjQIX375JV6+fKm0lJ0q8kG9qsfqyMY8ly9fHtOmTVNqpRwwYACSkpJMfmx0bm4uvv32W7Ru3RqlS5fGgwcPsGfPHuTm5hq7aO+Fri3IRdXSnJubi+3btwMARCKRwvANsVgMqVSK7du3a+19IlvhIDAwEBMmTFBYR76oVzgoKfMEMMaKP/kVUzIzMzXOJePp6SkMnVO1agpjjLEPBwf2RnLlyhUAQJs2bRSCeiCv63Tr1q3x119/4cqVKyq71U+YMAGTJ0/W+jwTJkxQu082sZrspiA/KysrhXSmRrakG5DX4qpunXZbW9v3Waz3TjacwhDpCtMN/ty5c0hPT4e9vT3Wrl2L33//HQ8fPoS3tzfGjBmDXr164fXr1zh37hw+/vhjtc9rzCXz5OcJCAgIUNpfXOYJYIwVb6mpqQjt2Qs52ZpXvVHFzNwCUevWcnDPmAkSv3upd1pDHIOVbBzYG9n169chlUoVWsulUilu3LihMZ9sPLk2mtLJnvPy5csYP348QkNDFVpJL1++rJDO1CxZsgQhISHCY09PT6SkpAj/yixatMgYxXtvEhMTDZKusN3g9+/fDwAoVaqUMK8BkBcMHz9+HH5+fnj9+jX279+vNrA3dld42TwBUVFRSmPspVIpoqKieB17xliRS0tLK1RQDwA52VlKq6YwxkyD9e0YkzgGK9k4sDeS0qVLA8hbj15VUH3mzBmFdPkZopW2Vq1aWLt2LXx8fHDr1i2Eh4cL+zw9PeHj44Pk5GTUqlVLp+d63zw9PYWZywEIAal8YGplZYWyZcsapXzvi6Zumrqmk3WDly17KD8jvLZu8O/evQOQF8ibmZmhcePGqFy5Mq5du4ajR48Krd2ydKoYuyu8/Dr2qr6PsbGxvI79B8gYEzkyBgDv/IIhtXbSOb343Uu+6WfMhBXkO63u+2yIY7CSjQN7I+nYsSMWLVoEKysr3Lx5UyGo9vDwgK2tLTIyMtCxY0eV+WVdguW7o8uzt7fH69evNXYdrlWrFpycnJCcnIyGDRsiJCREafI8Jycnkw3sAWDv3r1o1aqVENzLs7Kywt69e41QqvdLfi4Bc3NzhTkWLCwskJWVpZQuf/4FCxagUqVKSEpKUljD3cPDA5UqVdLYDb5KlSo4duwYgLzP5cGDB3Hw4EEAebPiy+aJqFKlitpzMIWu8MHBwYiMjMSCBQsUvo9eXl5FOr6fmSZjTeTIGABIrZ30XgqVMWY6DPGd5usC04YDeyOxsLBA165dER0dDQsLC3Tr1g1eXl549OgR/v33X7x9+xYhISGwsLBQmb9mzZoQi8VCUF+lShU0bNgQcXFxuHr1Kl6/fg2xWKyx67BEIsGoUaMwceJEtevYjxo1yuRbqPbu3YuUlBQMGjQIr169goODA5YsWQJPT09jF+29MDc3F5YnzD9xoiyol6VTRdYNPiUlBY0aNcLEiRMVWqtPnDghpFPVDT41NVX4/5MnTxT2yT+WT5effFf4yMhIXLx4UWglrV69+nvrCh8cHIygoCBupf3AyXqw1KxZE0+fPkVOTg7MzMzg4eFR5BM5MsYYY4wVBgf2RjR48GAAwKZNm7Bx40Zhu0QiQUhIiLBflTdv3kAqlQIAPv74Y/Tp0wd+fn74+OOPsWrVKpw+fRpSqRRv3ryBo6Oj2uMEBwdj0qRJmD9/vkLg5ezsXKxapjw9PfHHH39g0KBB+OOPPz6YoB7IaxW/d++eTulUkS1n2KBBA0ycOBE7duzAgQMH4O3tjYkTJyIiIgInT55Uu+zho0ePhP/Lz4if/7F8uvxkXeEnTpyIdu3aCRUVAIReJJMmTXovAbZEIuEl7T5gsh4sRIQLFy4I23NycoTHRTmRI2OMlTTijLQiSfs+6XsOhngNjF2G95m/qMpQ0nFgb2SDBw9Gv379sG3bNmEm8Y4dO6ptqZcZN24cgLyl6vKPj3d1dYW/vz+SkpIwbtw4zJs3T+OxuJWyeKtQoYJOgX2FChVUbpfNwyCVStGmTRuhwgjIC2Dq1KmjkC4/bZ/VgqQTiUQF2l4UeFz1h03Wg0WTR48eFdlEjowxVlI4OjrC3MISSDpaoHzmFpZwdHQUln00Jn3PQfZ/ffKbQhmMkd/QZfgQcGBvAmTd8gtC1rqempqKN2/eKOx79uyZ0OKpqfuzPG6lLL7s7Oz0SidbOeH06dNKATQRCRM5qlthQdfJCTWlk1/uTtZrQFbR1b59e0yaNOm9tJLGxMQo9V7x8PBAeHh4sem9wvRz9epVndPxNZMxxtTz8PDAurVrkJaWhszMTKHS9NGjR1ixYgX69esHLy8vIb2npycsLfMCMQ8PD5MI7OXPQd7du3cxdepUjBs3DuXKlVPKJzsHACrzazuGfP6CvI6y11BdGQrzPqjLr60M6l4DY53Dh4AD+2LKw8MDT548EYL6atWqoX///li+fDkuX74sbP+QPszFkSHWJNW1NVtdOvmAXVNXenWBvbou+gVJJ2slbd++PcLCwoQJ94C8oSodOnTAiRMnirSVNCYmBhMnThR+TGRevnyJiRMnYtKkSRzcfwCWLl2qc7qvvvqqiEvDGGPFm4eHBzw8PHD9+nVMnTpVYd+KFSsUHi9ZsgSVKlVSOoaxu7HLzkGVcuXKqSyzrvkLegxtr6O611Df90FTfl3KIP8aGOscPgQc2BdT33//PcLCwgAAGzduFMZP161bF48fP0a3bt2EdMx0GWIpEn0D65s3b+qU/+bNmyrXodd1CTpN6WT7VAVVjx8/xrJlywr0XAWVm5uLmTNnAgBq166NBg0aKK0QMXPmTB5X/QGQH4piiHSMMcYAHx8fLFmyRGsaeYbogm6IY5gSba9j/tewoPm1HUPf/Loco6jPoSTjwL6YmjhxovD/bt264eOPP0avXr2wdu1anD59WiHdqlWrjFDCopWamqqyW5T8v/mZYnccQ6xJmr+VXR116RISEoT/q1qHPicnR0inqoVSfqI7TTSlk+8NIBaLFYIm+cfqeg3oKz4+Hi9fvoSPjw/u3LmjsEKEp6cnfHx8kJycjPj4eNStW7dIysBMj6OjIwYMGIDAwEDExsZi2bJlJtE1lDHGihsrK6sCt6Cq6wYPFK4bu6758x9DJiMjA8nJyUJ++X9lfHx8YGVlpfJ85POrO4am/EDhXkdTym8qZSipOLAvpp49ewYgb6K8Z8+e4fTp0woBvWy7LF1Jkpqaip69wpCdpTpQVNVFCMirfV23do1JBfeGWJNU38Ba9oMiFotRqlQphXXoPT098fjxY0ilUrUVJvJL6mmiKZ2s8gBQbgmVfyyfzpDi4+MBAPfu3UNgYCAmTJigsORfbGyskI4D+w+HWCzGjBkzhMfOzs5GLA1jjH145Ltw5w+M81MXFMuOUdj8MsnJyRg0aJDCtvz3nJq6gKvKn/8YH2oXcmYYHNgbgDFm0XZ1dcXr16/h4eGBFStWYNy4cUhNTYWHhwemTp2KsWPH4tmzZ3B1dS3SchhDWloasrMy8c6/MaRWunWTEmekAUlHkZaWZlKBvSHGjTk4OOiUX106WcBvZmaGpUuXYvny5bh//z7KlCmD/v3744svvkBWVpbaigFDtNj/+++/wv/NzMxQo0YNoXIqMTFRCOj//fdfNGjQQOPzJCcno3///sjOzoa5uTmWL1+utUuWrPKgatWqiIyMxMWLFxEbGwsXFxdERkZixIgRuHz5Mne//sC8ePEClpaW+OSTT3Ds2DG8ePHC2EVijLEPlrbAWltQrG9+U+jGzpgmHNjrKSYmBgsWLFCYIdLT07PI14CfOXMmunTpgsuXL0MikSgsaffmzRtcuXJFSFdi6dgFvcBp3wNDjvnSZak7TekcHBzw7NkzZGVloX379sL2M2fO4J9//lFIp8q7d+90en5N6WRr3IvFYuTk5OD8+fMK+2Xd8WXp1GnatKlC8J2dnY2wsDCIxWIcOnRIbT7ZuT179gw9e/ZUmhU/fzpWcjk7OysE8JmZmUIPlvzpGGOMvT9FPTZbW37uQs5MHQf2eoiJiUFERITKrrsRERGIjIwssuDexcUFLi4ueP78Odq1a4eqVauib9++WLlypRDUy9KUVIaYeM5YDDnm6/79+zo9p7p0n3/+udYaZFk6VQwR2Mu66UulUjg5OaFWrVqwtrbGu3fvhPHv8ulUyR/Uy5NKpWjatKna4F72PUlNTYW9vT28vb2RkZEBKysrvH79Gq9fv1ZIx0qukSNHKsxhoikdY4yx94cDa8Y048C+kOTX3VbVdTciIqLI193eunUrunTpgufPn+PKlSsKM+C7uLhg69atRfK8psIQE88Zk77Lp8joOu5cXboOHTroFNh36NChSJ4fyBtacuPGDQB5Qy2OHDki7JNfpk/d0JLk5GSFoL5+/foICwvDmjVrcOrUKQB5wX1ycrLKGnn5gF0+kNeUjpVMQUFBShM45icWixEUFPQeS8UYY4wxphkH9oUkv+52r169lLrit2vXrsjX3Qbygvvnz59j1KhRwpj6mTNnfhABiCEmnisJrK2t8ebNG53SqbJnzx6dnmfPnj3o2rWr0nYzMzOdxtmbmam/3IjFYuH/+Wfvl38sn05e//79hf/v3r0bNjY2AIDffvsN6enpaNOmjZBOfjw/Y/lJJBL8/PPPGlvtf/7552Kz7KEx5oBhjDHG2PvHgX0hya+73ahRI6Wu+EW97rY8FxeXErmkHdONg4ODToG9uvHhDx8+1Ol51KXTd7k9QH1LvK7psrOzAeSNj5MF9TI2NjYoXbo0Hjx4IKTLryCvAc+KX/IFBwdj0qRJmDt3Lp48eSJsd3d3x7Bhw4p0/hRDMtYcMIwxxhh7/ziwLyTZeto1atTAlClThJbEgIAATJkyBSNGjEBiYmKRrbvNDDOjfEkgH3gUJp2np6dO+dWly8jI0Cm/pnTy3e010ZZOftI7eU+fPtWYb+PGjTo9/8aNGxUmGGQlV3BwMIKCgopta7cx54BhjDHG2PvHgT0rdgw5o3xJoK4VWtd0Xl5eOuXXNV1h5J9EsKDp/P39kZSUhMzMTDx+/Bju7u7CvsePHwtDBfz9/VXm13dlAVYySSSSIh1KVVTk54CZOHEiduzYgQMHDsDb2xsTJ07EpEmTinwOGMYYY4y9XxzYF5Jslu6LFy9i/PjxCA0NVWgRuXjxokK6ovShjaE05IzyDFi9erXO6VS18Jmbm+s0xt7c3FztvqtXr+pUBnXpZs2ahY4dOwIAunXrBhsbG2HyvPT0dIV0jJV0sjlgqlevjjZt2ihMBLhw4UI0bdoUjx49KvI5YNj/ZGVlYdu2bXj48CG8vb3RsWNHWFhYGLtYjDHGShAO7AtJNjndgAEDsGPHDoSHhwv7vLy8MGDAACxdurTIJ7H7UMdQGmpGeQbcvn1br3SGmBVf3xZ7R0dHYRw9AKSnp2PRokUKaUqXLl0ie2wwlp9sbpcDBw4o7ZNKpcL29zEHDAMWLVqETZs2ITc3V2Fb165dMXjwYCOWjDHGWEnCgX0h1axZE56enrh06RLWrl2LixcvCi3m1atXR0REBLy8vFCzZs0iKwOPoWSGIN+at3XrVhw8eFBoVWrWrBm6dOmilE6e/M2qJprSGWKc/vLly9GrVy+Vcwm4ublh+fLlOj0HY8WduokyC5uOFd6iRYsQHR0NZ2dn9O/fH4GBgYiNjcXy5csRHR0NABzcM8YYMwjVa0cxrSQSCYYOHYrY2FhERETAwsICgYGBsLCwQEREBGJjYzFkyJAi6xIvP4ZyypQpCAgIgI2NjTB5X2BgIBYuXKhz0MUYAPz666+oVq0aBg4ciGrVquHXX381dpF0lpycrHaCwCdPniA5Ofk9l4gx47h27Zrw//zdveUfy6djhpeVlYVNmzbB2dkZUVFRePfuHdatW4d3794hKioKzs7O2LRpE7KysoxdVMYYYyUAt9jrITg4GJGRkViwYIFSV/yibi2XjaGcMGGC0treYrEYoaGhCA8P5zGU79HWrVsxZ84c4fHw4cOF1u7i4uTJkzh58qSxi6Gz1NRUoXt+ZmYmxo0bBwB49OgRVqxYgX79+gmT/mVmZuL69esAeL4FVrIdPHhQ+L+NjQ2GDx8utBQvW7ZMCCQPHjyInj17GquYJd62bduQm5uLChUqoH379kpd8WvXro0zZ85g27Zt6Nq1q0Legq7kUpJXfmGMMaYbDuz1ZKwlkWRjI/38/FROnufn56eQjhWtJk2aKG2bM2cO5syZgyNHjrz38hREuXLlcPfuXZ3SmZLU1FT07BWG7Cz1E/etWLFC5XZzC0usW7uGg3tWIr1+/RpAXld7S0tL/PHHH8I+T09PODg44NWrV0K6ks5YE9c9fPgQAHD69GmVXfHPnDmjkA4o/KovQMld+YUxxphuOLA3AGMsiSSblO/vv//G9u3bFdbv9vDwQIcOHRTSlXS5ublCt9Jr166hfPny721lAFVBff79RRncW1tb4927dzqlU2XOnDnCjPKayPdGkCcSiUBEWvPrula9rtLS0pCdlYl3/o0htdL9ZlackQYkHUVaWpoQ2JcqVUrrWveydIyZOicnJzx9+hQZGRlo0qQJtm/fLuyrX78+9uzZI6TTJiUlBUOGDMGbN29gZ2eHhQsXwtPTs6iKbnCyMe7y5s+fj5CQkCIf2y67vtjY2GDTpk0wM8u75WrXrh1atWqFDh06ID09XaGCUd2qLwCv/MIYY0wzDuyLqZo1a8LJyQlLly6FpaWlwr6XL19i6dKlcHJyKtLJ+0xF/pUBZsyYgaioqPeyMsDWrVt1TldU3fKXL1+OHj166JROlfwzyquiaUb5kJAQ/PXXX1qfv3Xr1lrTFIbUyhFSW/0CbnUTAxY2HWPG9PHHH+PmzZvIyspSCOoBKDz++OOPNR6nVatWChNWvnjxAiEhIbCyssLevXt1KosxKwZUBfUy72PiOl0qPFWl07TqC8ArvzDGGFONJ88rxmTjJG1sbPDdd99hy5Yt+O6772BjYwMAyM7ONmbxdJKRkYHr16+r/dM2W/qBAwcQEREBd3d39OnTBwDQp08fuLu7IyIiAtHR0TrPuF4Y8q3YTk5OCu+DfGuYutZuQ/D29ta4RjyQt4a8t7e32v1RUVEoXbq0yn2lS5dGVFSU2rx9+/bVqZxFdQMtSbsPs6c3YfbkGswfnFf7Z/bkGsye3oQk7b7SMXQdssJDW5gpu3r1Kv7991+de8eIRCJcvXpV5T75oN7T0xMRERFCQJ6RkYFWrVppPX6rVq0QEhKCFy9eIDs7W6gY0CWvvHfv3uHPP//Ed999hz///FOnHkpZWVlqg3qZ6OjoIp247vHjxwDylt/s2rUrduzYgadPn2LHjh3o2rUr0tPTFdIxxhhj+uAW+2IqPj4e6enp8PHxQWZmptIYSh8fHyQnJyM+Ph5169Y1YklVu3nzJm7fvo179+5hzZo1atOFhYWhbNmyAPLmE6hQoYKwLzc3FwsXLgQRISEhAQkJCQCAVatWCWkWLVqEWrVqoUqVKiqfH8i76bp165baMpQvXx42NjZKz5/f5s2blbpaNm/eXG16Q/r333/x+eefq6zMMTc3x7///qv1GFFRUUhLS8OoUaNw69YtlC9fHjNnztQ6ZtPCwgIhISEab6JDQkIMvrSWo6MjxGIJrB6cK3BesVjCY1FZiZKamoqhQ8Mhleq+Esr69esRHb0Bf/21XqGFOCUlRaFCNCUlBZGRkQp5MzIykJKSorb1PX/FwNdff43FixcLx27VqpVOrf7jxo3D8ePHhcdnzpzBP//8g6CgIEydOlVtvpkzZ2o9tizd2LFjNaZJS0vDuHHjkJqaCg8PD0ydOlXj9UM2qaesgsXPzw937tzBjBkzhDRisVhYotbc3Fw4NmOMMdNUFLGDoXFgX0zFx8cDAL799lt89NFHSpPnxcfHY/To0e8tsF+xYoVCgB4WFoZ+/fqpTT937lxcuHBB63Hlj/nRRx9h9uzZwuOEhAQ8e/ZMuCmbPn26sG/s2LEgIvz6668qxyrq+vzy8j9/flevXsWwYcOEx/PmzSvQ8QtKfkZ4IG/c6PPnzxEREYHMzExYWloiMjISLi4uameDz38MIC8Inzp1KkJCQpCamqowf0P+Y8jyN23aFM+fP8f+/fuVytmiRQs0bdrU4DPSe3h4YMGC+bh37x6AvB4qmsbJlypVSujZULZs2SK9iVY1oeX7mvPBVLx79w6LFy/G/fv3UaZMGXz99ddq53lghiGWSAoU2Mvy5DdkyBCd8g4ZMgR///230nb5igF3d3eFigF3d3c8fvxYa8UA8L+g3tzcHF27dkWbNm2we/dubNq0CcePH8e4cePUBve6DhXYu3evxsA+NDRUYZjSkydP0LFjR7U9mVJTUxHasxdysv/XE0B2IyhPKpUK2zdu3Iitf/+DqHVrObhnjDETVRSxg6FxYG8Cnjx5gmHDhiEtLQ2Ojo6YN28e3NzcdMpLRAaZvO/+/fsYMGCAEBAuW7YMZcqU0Smvqsnj1qxZgzVr1qidNO6bb77B7du3hWCMiJCSkoJ3797B2toanp6eEIlECsGYbKZ/GVm3aPmAXkZ+25s3b9Q+P1CwWjd5qampcHNzE9ZOlw/q8z92c3PD9evXDRbU6jIjfGZmptINq/xs8NqOoe6GWXYMAFrLAAD79+9XCPgNOSN9lSpVlHpjFMa8efOU3j9VZs2apTVN/jkfgLwWy/cx54OpKGwrKys8Dw8PRK1bi7S0NAwaNEjnfKqCSVXXTFXUpZOvGMjfzVz+sbqKASCvYkgW1O/atUuYxX7QoEHo06cP2rZti+PHjwu/GUUhf1Av78GDBwgNDVUZ3EtzC1a5Utg8jDHG3h9DxA5F7YMK7OfPn4/ff/8dKSkp+OijjzB37lzUr1/fqGVq166dws1RRkYGunbtCjs7O+zcuVNtvlq1amHt2rVYtWoVateurbCWvVQqFbqj16pVS2sZmjVrprC+bkZGBnr27AmJRKKwHrIqhZ0RvkKFCkLXlMIGQqpm/K9bty7Onj2rNZ388xeGqlYZTZ48eYJBgwbBzNzCIK0yhZkRPv9s8PoeAwCyszKRVaoiyNxGp/yi7HTg6Q2hDFevXhVa3HV19epVgwTzMqmpqTovfWVra6uxgiYmJgYRERGoVKmSwufZ0dERERERiIyM1PiZzsjIQHJystr9Pj4+sLKy0qms75P8+7hhwwbcvHlTZbrjx49jwIAB6N69O8qWLWvQ97EkkPWAyczMVPj8qOLp6QlLS0uFz6KqSdcWLVqEGzduCBXHFStWVJjvQtXnOP+QHvlruPw1X908LvpUDMheg7Vr1wIA6tWrh6NHlZd+q1u3LuLi4vDrr79iyJAhBm/pTktL0zihKJAX3MteVxn5nkSyiuvTp08jMTFRKX+NGjXQunVrmJubF3kvIsYYY/rRN3YA/tedX1vFAPC/yoGCrMj0wQT2GzZswKhRo7Bo0SI0aNAAf/75J1q2bIlr167B3d3dKGWSD+p9fX0xaNAgLFmyBHfu3MGbN2/Qrl07tcF9rVq14OTkhMTERIwbNw49e/YUxuutW7cOiYmJcHZ21hrYywf1Dg4OGDhwIJYuXYpXr14hNzcXzZo1Uxvcq1sjXFU6dd3yZYFQYGAgJkyYIJxDVFSU1kBIfsI4R0dHpKWlCUG97HH+dIZkCq0yBpkRvpDHkI1xt3h6o0D5ZOPbCzMmGACGDg1XGhNcWLr0fJAnawmV73UgC2ozMzOxaNEiEJGw9KKM7PGMGTOQkZEBHx8fIaiVD4ofPXqk8XvVr18/eHl5GTwo1iegLOj7ePPmTUydOhViscRg72NJUNDKQhltlYUJCQno1q2b8Hjjxo0FOv4///yj9LhTp05q09+8eVMp4JctvwoozsqfnZ2Nf//9VxiDqOo1iI2NRWxsrNrnO3LkCI4dP2HwbuxjxozROd2SJUsUtuXvSaTuO52YmIi5c+cWvpCsxNO3so8xZloK052/IPd7H0xgP3PmTAwcOFCYwXvRokXYtWsXVqxYoXXinKLw5MkTIajfvn27MLFYo0aN8OrVK3To0AFv3rzBkydPVHbLl0gkGDVqFCIiInDu3DmFGx9LS0uIRCKMHDlS47je+/fvC0H95s2bhRqh9u3b4+nTp/jyyy+Rm5srjJGVkdU25Z/0ztraGlWrVsWVK1cUZi1es2YNgoODlWq5cnNzsWDBAgQGBmLKlClCr4OAgABMmTIF48ePx8KFCxEUFKTyPOS7TovFYowePRqBgYGIjY1VuJEaNmyYwdeRl7XKFGSm93Hjxhm8VUaSdh/idy91SivKUt2KVthj5B/jLiMLTmVBaH6y1yA1NdVgY4ILS9ZrIaN0HZCFXd7GV69g8SweIgAEIMu1FiA38Z8o6w3w4JxQcVSQoDYtLQ3Tpk0TgtqC5pd9rvMHxYWpAdYUTOlCFlAChhvbDRS+14I+r4EpSEtLK/B7AAA52VlCDxiZsWPHCsORFixYgAULFkAikSj0zJKlyy9/b4tOnTrByspKuLbnX2VEPjAHoDJQzb/knrypU6cqjEE0RIWpuh4j6uQ/h9TUVGFOEHm+vr64c+eOwjbZCi7qgin5Hg7m5ubo1asX1q5dK1R+qOvVxkoGXQNzWVAOQKHStCAVzzKGHO7GGDMsWXf+grbYL168WKfjfxCBfVZWFs6ePYsff/xR2CYWi9G8eXONLQFFSRaU+vr6Ks0W7uDggHLlyuHu3bsYNmwYNmzYoPIYwcHBiIyMVOrG7uLigiFDhmgdzztgwADh+fJ38yhVqhTs7e3x+vVrDBgwQGEiInW1Te/evcO5c6pnKJ87d67S5BEJCQlISUnBhAkTFIYSAHnvT2hoKMLDw5GQkKBxDgEHBwdYWloqzDjs5eUllL+oyNegeXl5ITU1VWGdc7FYDDc3N2Hyuc8//9xgz13YGeHlZ4M3xDFUjXG/fv06VqxYgYYNG2pca1l+TPCSJUtw5swZrc/doEEDjBo1yuA3LJpeA+tn8cAz9Xn1DWoNERTrO6GLPsGUocZ267tShr6vgSFmu9W1ckGWX/4cHB0dYWZuUagKlvwztLdq1Upp7pH8Qb0sXX6qAvOMjAycP39e5fPnD8y/+eYb4bdFRlPFwLhx44QxiPKVhenp6Zg1axbEYjHCwsKUhputWbMGUqkUP/zwA/z8/BQ+SwVtBZc/B1lFlyr5g3oZdcOskpKShP+vX79eWHI0LCwMDx8+RI8ePYR0/v7+BSozM336BuYKw+UsbCHO1DzERWppB3HWW4Uhd4wx01KY7vyvXr3SOe0HEdg/ffoUubm5Shc5WTfa/DIzM5GZ+b8LsfwLaqhWIVlrn7ob4f79+2PixIkqZ3SXFxwcjKCgoELNwC07x4EDB6rc37dvX8yZM0fhtQD+V9skPwmWfFdLGflWmm+++UZpv2zyO3UTS8i2a1s7/NWrV/j777+VXoNmzZppzGdIjx49wv79+7Ft2zY8fPgQ3t7e6NixI1q0aKE1r3wL5d27dxX+lcnfSil/A6yt+zag2IVbfjxu/rGgQN73Zfv27ejQoYNQ4aNtRvnCnIOsDB4eHlq/SzLXr1836M2KvsGUuqB23LhxSnnkvy/yAYAsPwCdW3Xytw4WpgZYVTClbWUB4H+fhfyfpfzvS/7uyYDi9S5/en1XytDnNSjI88vLP9utPseQ/ywZotvtkSNHNM6Bomli0/yBuYWFBbKysoR/5ckH5gBU3rBoqhjIX+EpX1l46tQpHD9+HFFRUfjyyy+FWfE3b94MqVSKoKAgtG7dWqdz0CT/ORhqmJWsDObm5kJQL+Pt7Q1zc3NkZ2djwIABOHTokMrjaru2FlUPFkPlB4q+osxUz0EWmGeVqggSm0Ocpb6hQWphD0jMFeahkRFlvoZYmgNRVrrGcxBTLkTZ7xS2GbvCkjFTUtx79unigwjsC+qXX35RWrNXxlBLHTg6OiIjIwNLlixBo0aNlPIsX75cSKdNYWfFt7S0REZGBpYuXYr27dsr7V+5cqWQTp6stkk+UKlQoYLacZSy/fnJJrW7ffs2AgIClPbLfoxUTX4H5LV6yG7y7969q/AayLeUhIWFqcxvCOHh4Zg/fz4AIDk5GV27dhX2yXcHDQ8PV3uM5ORkpQqe/DOHL1myRKn1W3YDnJGRgYYNG2osp7qbP9kxrl+/jt9++01hn/x7qOr5DXEOMjk5OQAAkUgEIlLaL9suS2co8sHU3bt3tc7YPm7cOJQrV07jhGVOTk5o1qyZUgvj3LlzhUpC+fT589eoUaPA56HvhC6GWl1Anq+vr8KkhPkDwvzyr5ShjrqVMvR9DQwx262ulQv5b4Bl5D8Lhfkc5HfkyBHs3btXaSlQVS31MhUqVFCqFJC9d/nfQ3WVAz4+PkIw+tFHHyE5ORlv3ryBnZ0dfHx8hN9QHx8fjeWfOnWqsMLCX3/9hb/++kvYp2mFhYJ+DuQrF9QNs/L29katWrUQHx+Phw8fKuxTN8xK1oOrVy/VPQBCQkKwdu1ahZ5e+Wm7tqq7rup7r2Ls/KZQBn3z6zsPjez/+vSqM4X3gTFT8SF8lkWk6i66hMnKyoKNjQ02b96sMOlP79698fLlS2zbtk0hvaoW+7JlyyItLQ2PHz82SG3PkydPhCBQfoy97PlkQfKmTZt0XvquoO7fv4+ePXsCUBxjD0AYYw8A69atU7n0narWIFtbW7x9+1Zpu6obwNzcXISGhsLf319hjD2Qd0M0fvx4YTJAVT0Qzp8/j5EjRypsk7XoyJs1a5beywGqI5tgUF6LFi2U1nM/ePCg2l4U2sYUA0U/G7q+s7Hrew59+vQRurna29vD3d1daCF8/PixMKTC19dXWPHB0PQ9B/nvQ6NGjRAaGqowGeSJEyeE/SV1TG3+a8JXX30lfCflgzKg5L4GJUlhWvx1yavrMWTevXuHxYsXC/O9fP3111qXuPv888/Vztovz9zcHP/++6/Sdl3KL6PuPJo2bQqpVKr2OWRlFIvFOrXYq8It9qZ9DrLJUQtSYSk/Oaqu+eWPIZ+fW+wZ+5/i2mL/6tUrYVLw/MO38/sgAnsgb2xu/fr1hbF3UqkUPj4+GDZsmNbJ8wryghaE/Kz45cqVQ//+/bF8+XKhm522Je8MQX5WfHt7e/Tt2xcrV64UAilNS96lpKQgJCRE63NER0fD09NT5T75WfHzB0KxsbEaZ8WXVQxo6rLq5eWltmLAUGJiYjBx4kS1+ydNmvTBrF9eWM+fP0eXLl20ptu6davaHhzGdubMGXz33XcA8r678kt5yT/+448/UK9ePaOUsaglJCRg+PDhWtPNmTMHNWvWfA8lYvpSFeDqGpDrUzFgCPpULsTFxek0se706dPV9phKSkoSVoSRH2MPQGGM/YoVK3iMPWOMMZU4sFdhw4YN6N27NxYvXoz69evjzz//xMaNG3H16lWtY3aLKrAHlNexl3kfQb1M/nXsZXRZx75Vq1ZKkyHJs7KyUph4TxVV69h7eXnpNAGgrGKgWrVquHTpkrA9ICAAly9f1rpuuKHExMRgypQpCl1VLS0tMW7cOA7qddSlSxdhPgV3d3eUL18et27dwuPHjwHkDcnYunWrMYuoVf5Awt/fX2FYCFDyW6oN2VLLir+wsDCFFmcfHx+NkyMamrF7HeSfFT8kJATR0dEKvQn4+8AYY0wdDuzVmDdvHn7//XekpKSgVq1amDNnDho0aKA1X1EG9kBet/xhw4YhLS0Njo6OmDdvXpF1v1fn/v37GDBgADIzM2FpaYlly5ap7H6virrgXpegXiY3N7dQEwAC+lUMGJI+58DyyAf38opDUC9j7FZKU8CvATMl+bvlq+sar4ohPsv8fWCMMVZYHNgbWFEH9iVBSkoKhgwZIkyQtHDhQrXd74sCB9Ulx/PnzzFq1Cg8e/YMrq6umDlzpsl2v1dHvls+ULK736uTv1s+d79nxVX+bvmaut+rk5SUhAEDBkAqlUIsFmPZsmXc/Z4xxphWHNgbGAf2jDHGGGOMMcbep4LEoWKNexljjDHGGGOMMWbSOLBnjDHGGGOMMcaKMQ7sGWOMMcYYY4yxYowDe8YYY4wxxhhjrBjjwJ4xxhhjjDHGGCvGOLBnjDHGGGOMMcaKMQ7sGWOMMcYYY4yxYowDe8YYY4wxxhhjrBjjwJ4xxhhjjDHGGCvGOLBnjDHGGGOMMcaKMQ7sGWOMMcYYY4yxYowDe8YYY4wxxhhjrBjjwJ4xxhhjjDHGGCvGOLBnjDHGGGOMMcaKMQ7sGWOMMcYYY4yxYowDe8YYY4wxxhhjrBjjwJ4xxhhjjDHGGCvGOLBnjDHGGGOMMcaKMQ7sGWOMMcYYY4yxYowDe8YYY4wxxhhjrBgzM3YBigMiAgC8evXKyCVhjDHGGGOMMfYhkMWfsnhUEw7sdfD69WsAQNmyZY1cEsYYY4wxxhhjH5LXr1/D0dFRYxoR6RL+f+CkUikePnwIe3t7iEQilWlevXqFsmXL4t69e3BwcCjwcxg7vymUwdj5TaEMfA6mUQY+B9MoA58DvwamUgY+B9MoA5+DaZTB2PlNoQx8DqZRhg/hHIgIr1+/hre3N8RizaPoucVeB2KxGGXKlNEprYODQ6E/WKaQ3xTKYOz8plAGPgfTKAOfg2mUgc+BXwNTKQOfg2mUgc/BNMpg7PymUAY+B9MoQ0k/B20t9TI8eR5jjDHGGGOMMVaMcWDPGGOMMcYYY4wVYxzYG4ilpSUiIiJgaWlZLPObQhmMnd8UysDnYBpl4HMwjTLwOfBrYCpl4HMwjTLwOZhGGYyd3xTKwOdgGmXgc1DEk+cxxhhjjDHGGGPFGLfYM8YYY4wxxhhjxRgH9owxxhhjjDHGWDHGgT1jjDHGGGOMMVaMcWDPjCInJweTJk3C/fv3DXK8jIwMgxyHMWMw9PfhQ7ZmzRpkZmYqbc/KysKaNWuMUCJWGJMmTUJ6errS9nfv3mHSpElGKBFjjBkWT3NWsuTm5uLhw4dGLQNPnmdEubm5+Pvvv3HlyhUAQNWqVdGpUyeYmZm9tzJcu3YNc+fOVSjDN998g8qVK6vN8/TpU7x9+xblypUTtl26dAl//PEH3r59i06dOqFHjx5an9ve3h6JiYnw9fUtVNmlUimmTp2KRYsWITU1FdevX4e/vz8mTJgAX19f9O/fX2P+O3fu4N9//0VWVhYaN26M6tWrF6oczDByc3Px9OlTiMViuLm5Gbs4752+3weZx48f49q1awCAypUrw93dXad82dnZsLa2Rnx8vMl9F7Zt24a0tDSEhYVpTSuRSPDo0SOl83727Bnc3d2Rm5urlGfUqFE6l2XmzJla0/z3339YvHgxbt26hc2bN6N06dJYu3Yt/Pz88Mknn2jNn5OTgyNHjuDWrVvo0aMH7O3t8fDhQzg4OMDOzk5lHkOfg7EV5n2UFxwcjCZNmqBx48YICgqClZWVXuU5cuQIGjRoAGtr6wLlS0tLQ0pKCgDA09MTjo6OepWjMGQVXYaYcZmIIJVKIZFI9D6WrpKTk/Ho0SOIxWL4+/vD1dW10Me6ceMGkpOTUa5cOVSoUEFtujlz5uh8zOHDh+ucNjMzE/fv30eZMmX0ej9SU1NBRPD09Cz0MQoiNzdX4T0/deoUpFIpateurdN5PH36FCtWrEBsbKzC96FRo0bo06fPB/mbDwAWFha4cOECqlatauyiFBuPHj3CwoULcezYMYXrQqdOndCnT59CXZtWrVqFzp076319vnDhAurUqaPx9+nRo0c4ePAgXFxc0Lx5c1hYWAj73r59ixkzZmDixImFLwQxo7h48SL5+/uTjY0N1a5dm2rXrk22trbk6+tLiYmJ76UMmzdvJjMzM2rYsCGNHDmSRo4cSYGBgWRmZkabN29Wmy8kJIRGjRolPE5NTSVnZ2cKCAigDh06kLm5Oa1Zs0br83fo0IFWrVpV6PJHRkaSv78/rVu3jqytrenWrVtERBQdHU0NGzbUmPfQoUNkY2NDIpGIRCIRmZub09q1awtcBicnJ3J2dlb6c3FxIW9vbwoODqYVK1YU+LiXL18mPz8/remWLl1KYWFhwnNER0dTlSpVyM/PjyZOnKgxb2pqqsLj8+fPU1hYGDVq1Ii++OILOnz4sMb81atXp0mTJlFycrLWcmqyc+dO+vTTT8nS0pLEYjGJxWJydHSknj170t27d/U6tr7i4+NJLBZrTbdr1y7q378/jRkzhq5cuaKw7/nz5/TZZ59pPYa+34dXr15Rz549yczMTPhcm5mZUWhoKL18+VKnY/j5+VF8fHyhy6BOs2bNdPo8q1O5cmWd3gciIpFIRI8fP1baHh8fT87OzirzNGnSROHPwcFB6drs4OCg0/u4efNmsra2pgEDBpClpaVwXZo7dy61bt1aa/47d+5QlSpVyMbGhiQSiZB/+PDh9PXXX6vNZ8hzUEeX61J8fDxNnjyZ5s+fT0+ePFHYl5aWRn379tXpudS9jwcPHqRSpUppzT958mT6/PPPydbWliwtLSkoKIjGjRtH+/fvp7dv3+pUBnnm5uZ0+fJlndMvXbqUqlatKlzTZH9Vq1alZcuWac2v7+u4f/9+at26NTk5OQnP7eTkRK1bt6Z///1X6/NnZ2fTuHHjKDg4WPgt+e2338jGxoYsLCwoLCyMMjMz1ea3s7Ojfv360fHjx7U+lzrz588nHx8fpdcwKCiIzpw5ozX/tGnT6MCBA0SUdx1u1qyZcG0Ui8XUqlUrevHihcq8vr6+Cn+2trYkEomE33iRSES2trYavw8rV66kEydOEBHRu3fvqF+/fiSRSEgsFpOZmRl9/fXXlJGRofEcnj17Rl988QWVLVuWBg8eTDk5OdS/f3/hHAIDA+nhw4dq8588eZJycnKExzt27KDg4GDy9vamunXr0urVqzU+/507d6hu3bokkUioVatWlJaWRs2bNxdeR39/f7p27ZrGY5w6dYqcnZ2pdOnS1Lt3b/r+++/p+++/p969e1OZMmXIxcWFTp8+rfEY2iQnJ2v9TqSnp9N///1Hly5dUtr37t07ra/F5cuXacWKFcJv/JUrV2jw4MHUt29fOnjwoMa8snvs/H9isZjCwsKExwXx5s0bWrFiBf300080d+5cevr0qcb0Z8+epaSkJOHxmjVrqFGjRlSmTBkKCgqiv/76S+tzDhs2jGJiYgpUzvzmzp1LvXr1Ep5vzZo1VLVqVapcuTL9+OOPlJ2drTbv6dOnydHRkerWrUuffPIJSSQS6tWrF3Xv3p2cnJyoUaNG9OrVqwKXqaDXd3W03TOeOnWKnJycyMHBgaytralChQp08eJFYX9KSorO9zrqcGBvJA0bNqT27dvT8+fPhW3Pnz+nDh06UGBgoM7HmT17tsq/OXPm0JIlS+jQoUMKF3V5/v7+NGHCBKXtEydOJH9/f7XP6evrS0eOHBEe//7771S+fHnhy/j7779TgwYNtJZ94cKF5OnpSaNHj6b169fTtm3bFP60KV++vPCjbWdnJ9wAX7lyhZycnDTmDQoKoo4dO9LDhw/p+fPnNHToUPLy8tL6nPnNnDmTXF1dqWfPnjRnzhyaM2cO9ezZk0qVKkVTp04Vbu6XLFlSoOPqElDOmjWLbG1tqUuXLuTl5UVTpkwhV1dXmjJlCkVGRpKDgwMtXrxYbX6xWCwE98ePHydzc3Nq3LgxjRkzhj7//HMyMzOjo0ePqs0vEonI1dWVJBIJtWzZkjZv3qzxgqzKmjVryN7enkaPHk3jxo0jT09PGjt2LC1cuJAaN25MpUqVouvXr+t8vFWrVtHOnTuFx2PGjCFHR0cKDAykO3fuFKhsRHnvg0gk0pgmKiqKJBIJtW3blj755BOysrKidevWCft1vVDr+33o1q0bVaxYkfbu3UtpaWmUlpZGe/fupcqVK1P37t21nywRLVu2jNq0aUPPnj3TKb2u5s6dSz///LPGNFlZWdS0adMCvd/yatWqRbVr1yaxWEw1atQQAtratWtTzZo1yd7enrp27ar1ODNmzFB5be7YsSP98ccfOpVDdoMof106d+4ceXh4aM3fsWNH6tmzJ2VmZirkP3z4MFWoUEFrfkOcgzrarkv79u0jCwsLCggIIB8fH3J1daVDhw4J+3X5LsgqS2WBqHyFqYODA4nFYho6dKjOZc7OzqYTJ07QL7/8Qi1btiRzc3OytLRUm17+cyP/JxKJqGrVqsJjTWQB8NixY+nw4cN0+fJlunz5Mh0+fJh+/PFHsrW1pd9//11tfn1fx1WrVpGZmRmFhITQypUraffu3bR7925auXIlffXVVzpVvo8fP548PDxo1KhRVK1aNRo8eDCVLVuW1q1bR6tXr6bSpUvTr7/+qja/SCSigIAAEolEVKVKFfrjjz9UVtSo8/vvv5O3tzfNnTtXqCSZNGkS7dmzh3r16kU2NjZag8EyZcrQuXPniIhowIABVLt2bTp37hy9e/eO4uPjqWHDhtS/f3+tZYmKiqKgoCC6evWqsO3q1av06aefKlzr8/Pz86O4uDgiIvruu+/I19eXtm7dSleuXKF//vmHKlWqRGPGjNH43P369aPq1avT3LlzqXHjxtSxY0eqWbMmHTt2jE6cOEEff/wxhYWFqc0v/zu/fft2IZCcP38+DRgwgMzMzGjr1q1q83/xxRfUuHFj2rFjB3Xr1o2CgoKoSZMmdP/+fXr48CG1bNmSOnXqpPEcGjRoQIMGDSKpVKq0TyqV0qBBg7Q2xmij7dp07do1KleunFAhEhwcrFAhou07tWfPHrKwsCAXFxeysrKiPXv2kJubGzVv3pyaNm1KEolEY3AvEomoVq1aShWwIpGIPv74Y2rSpInWSteqVasKv83Jycnk6+tLjo6O9PHHH5OLiwu5u7srBO751axZU6jUW7p0KVlbW9Pw4cNp4cKF9O2335KdnR0tX75cYxlkr1/FihVp+vTp9OjRI43p85s8eTLZ29vTF198QZ6enjR9+nThvnXatGnk5uamsVEqKChI4V5i7dq1Qrzx/PlzqlWrFg0fPlxtflUNcbKKOkdHR+FxYWn7HDZv3pz69u1Lubm59OrVKxoyZAi5uroK1ykO7IsxKysrhVoamcTERLKystL5OPI1yS4uLuTi4iLUJHt4eJBIJKLy5curbFW1tramGzduKG2/fv06WVtbayy7fJDUunVrhR+na9eukYuLi9ayy2p8Vf3p8sGWL4f8DfClS5fI1tZWY15HR0eFWtu3b9+SRCLRWuOZX5cuXWjhwoVK2xctWkRdunQhIqI5c+ZQ9erVFfarq72V/fXs2VPra1ClShWKiooiorygwczMTKElaNmyZVS3bl21+UUikfCD//nnn1O/fv0U9o8YMYKaNm2qMf+DBw/o77//pvbt25OZmRm5ubnR6NGjda75rFKlCkVHRwuPT58+TWXKlBFuALp3706dO3fW6VhERJUqVRJ+XE+cOEE2Nja0ePFiat++vcrjdO7cWeNf06ZNtb4PtWrVotmzZwuPN2zYQLa2tsJ7oeuFWt/vg42NDf33339K22NiYsjGxkZrftm52NnZkaWlJVWqVEkpuClqBa3Ikffzzz/Tzz//TCKRiL777jvh8c8//0zTpk2j9evXa2xhlPH29lZ7bdal8s/a2ppu375NRIrXpVu3bmkMKGVcXFyEAEI+/+3btzVelw1xDvpelwIDA+mnn34iorwb9l9//ZXs7Oxoz549RKTbd2HVqlW0cuVKEolENHv2bFq1apXwt379eqEFVFfXrl2jxYsXU0hICHl5eZGLi4vGQMTMzIxatWql8PmJiIgQKhRk2zTx8fGhDRs2qN0fHR1NZcuWVbtf39exYsWKNG/ePLX758+fr7WSyN/fn3bs2EFERDdu3CCxWKxwrd6wYYPS75o82e9LfHw8DRs2jFxcXMjCwoK6dOlCu3fvVhnkyfP19aXdu3cLj69du0aurq5C5fHw4cPp888/13gMS0tL4R7B19dXqaL6zJkzOn2n/f39hRvv/Pl9fX01Pr+s11mlSpWE90/m6NGj5OPjo/G5vby8hF4PKSkpJBKJaP/+/cL+Y8eOUenSpdXml/+d/+STT2js2LEK+6dOnaoxqHZzc6Pz588TEdHLly9JJBIp/M6cPXtWa4WllZWVUk82eVeuXNF635u/ojv/36xZszR+Jzp16kRt27alJ0+e0I0bN6ht27bk5+cnvD/avlOBgYE0btw4IiL666+/yNnZWfiOEhGNHTtW4+fxl19+IT8/P6Xg38zMTGUPAlXk38vQ0FBq1KiR0Bvv9evX1Lx5c/rqq6/U5re2tha+D7Vr11ZqcIqKiqJq1appLcOBAwdoxIgRVKpUKTI3N6cOHTrQjh07KDc3V+s5lC9fnrZs2UJEeUGwRCJRqBzbunWrxmuTfO9cIqLc3FwyNzenlJQUIsrrqeTt7a02v52dHbVt21bhd2XlypUkkUho6tSpwrbC0hbYOzs7K/Vw+eWXX8jZ2ZlOnTrFgX1xVrNmTZW1ewcPHtT4Y5nf+vXrqUmTJnTz5k1h240bN6hp06YUHR1N9+7do6CgIPriiy+U8rZu3VplN/EVK1ZQixYt1D6nu7u7QnddV1dXha77169f1xpYG0KdOnWE7vPyN8CRkZH0ySefaMwrf4GUkT+GrmxtbVVWjty4cUN4DW7evKkUWInFYqpTp45S7a3sr169elq/3NbW1gpd1S0tLRVu5m/cuKGx54L8a+Dl5UWxsbEK+y9evKixy2v+1/Dhw4c0bdo0qlixotBFUFvtr3wQJGNmZkYPHjwgorxuhNp6X+Q/nuw1+f7776lXr14az8XMzIxat25Nffr0UfnXoUMHre+Dra2tUi35oUOHyM7OjhYuXGiQC7UuypYtSwkJCUrbL1y4oPHGT558MKPqr6DS0tLo77//1rmi59tvv6UffvihwM8jb9WqVfTu3btC57ezs1M5DEX2nmrj5+cntIrIX1NWr15NVatW1ZrfyclJuNGTz//ff/+Ru7t7kZ6DvtclBwcHhd8iorybRVtbW9qxY0eBvgtHjhwpcA8geV999RV5e3uTq6srde7cmf7880+Kj4/XGlAeO3aMypcvTxMnTlS4US3IDbiVlZXGz/ylS5c0VtLo+zpaWloqtC7nd/XqVa2BlJWVlUKDQP7gLCkpiezt7dXmz//7kJGRQevXr6dmzZqRWCymMmXKqOwxKGNjY6Pw2yCVSsnMzExoZY2Pj9f6faxUqZLQg8vPz09pWMD58+fJwcFB4zGI8n5XTp06pbT95MmTGt/HcuXKCT0tSpcurdTD4PLly1rvlWxsbBQaUszNzRWGayYlJWk8hvz74O7urjSE4erVqxp/Y+3t7YXft9zcXDIzM1O4/7tx44bGzwFRXqWKpm7uq1evpnLlymk8hqyCu7AV4O7u7gq/j1KplAYPHkw+Pj5069Ytrd8pBwcH4V5P9jrIV/YkJiZqreA4deoUVapUiUaPHk1ZWVlEVPjA3t/fX6GChyiv56WmCkNXV1fh/c9/H0+Ud6+qrfJYvgxZWVm0YcMGatmyJUkkEvL29qaffvpJ5T2xTP77VnNzc4X71jt37mhsiChXrhwdO3ZMePzw4UMSiUSUnp5ORHkV4JqubTdu3BB6ubx+/VrYruv7cOHCBY1/GzZs0BrYX7hwQWn777//Tk5OTrR161YO7IurXbt2UUBAAG3atInu3btH9+7do02bNlGNGjVo165dQlfatLQ0jcfx9/cXalPlnTt3Thj7dfz4cfL09FRKs3DhQnJzc6Pw8HBau3YtrV27lsLDw8nd3Z0WLlyothtwhw4dqF+/fpSbm0ubNm0iCwsLhS6fO3fupCpVqhTo9SjMjfg///xDjo6ONH36dLKxsaHff/+dBgwYQBYWFkoXvPxEIhGtWbNG4RxtbGxoyZIlBer+XLZsWZo5c6bS9pkzZwoX2AsXLihd8CtVqqRxTP/58+e1frldXV0Vbh7LlCmjcANw48YNjTc+IpGIbt68SWlpaeTn56fUIqGqQkKefBe//A4fPkw9e/bUetNStWpV2rRpk/D47NmzZGFhIQwfka8g0YWbm5twHrVq1RK6m968eVPlcWrUqKFxvKsu74OqShGivMDEzs6Oxo0bV+ALdWG+D4sXL6bmzZsrdI179OgRtWjRghYtWqQ1f3Z2NkVGRtK9e/cK/NwyXbt2pblz5xJR3njGihUrkrm5udZ5O2SGDRtGDg4OVLduXRo0aJBSi/H70KtXL/L19aUtW7YI1+bNmzeTn5+fxi6vMtOmTaNq1apRXFwc2dvb03///Ufr1q0jNzc3mjNnjtb83bp1o4EDBxJRXoCelJREr1+/pqZNm1KfPn2K9Bz0vS65ubmpHPv8119/kY2NDS1cuFDn78LZs2cVbsT/+ecf6tixI/3444869bwQiUTk5uZGP/zwA+3bt69A4+pfvnxJISEh1KBBAyHALsgN+KeffkphYWEqKyZycnIoLCyMgoOD1ebX93WsU6eOxi7e33//PdWpU0fjOXh4eCi8/o0aNaL79+8Lj69cuaIxKNb0+3D79m0aP368xiCkVq1aCi2KBw8eJBsbG6Fi5urVq1oDyt9//52qVq1KN27coBkzZlBgYKDwfiYlJVGTJk3oyy+/1HgMIqJ27dpR7dq16ezZs8K2M2fOUJ06dah9+/Zq8/30008UGBhIL168oLFjx1L79u2FYOLt27fUrVs3jY0oREQfffSR0Pti9+7dZG9vTzNmzBD2L1y4UGvPicOHD9OFCxeoXLlyShUUV69e1Xif0LBhQxo/fjwR5TX6eHh4KLT6T5o0SWPPQCKiefPmkaWlJQ0fPpy2bdtGcXFxFBcXR9u2baPhw4eTtbU1zZ8/X+MxvL296Z9//lG7X9u1yd7eXmVlW3h4OJUpU4ZiYmIKVGmZvyHozp07OvW2ff36NYWFhVHNmjUpMTGRzM3NCxTYy4azeHt7K83Hpa0MPXv2FIaedO3aVXhfZaZNm0Y1atTQWgZV3+u7d+9SREQElStXTuPr6OfnJ/RcuX79OonFYtq4caOwf9euXRp7wYwYMYKqV69Oe/bsoUOHDtFnn31GTZo0Efbv3buXypcvr/EcsrOz6fvvv6fy5csLlQS6Xt81VTDJtms6/08//VRlL18iol9//VWYa0ofHNgbSf4Pg/wHRf6xLq22qsaZnTp1Sqh5u337tsqgRlPNp6Za0AsXLlCpUqXIwsKCxGKx0sWhZ8+eGid5ksnJyaFJkyaRt7e3wiRR48eP12lyIaK8bsbNmzcnNzc3sra2pqCgINq3b5/WfIU5b1WWLFlCEomE2rdvT5MnT6bJkydThw4dFLrF//HHH9StWzeFfD169KBvv/1W7XF1GdsdFBSk0DUyvx07dmj9wZf/rOXvlrVt2zaNXaLUXeDlaauYmjdvHjk6OtL3339PEydOJG9vb4Uxj+vWrStQF/AePXpQnTp1qH///mRjYyMMrdi2bRsFBAQope/Tp4/G8bqXL1/W+CNDlDcmWt2YsMOHD5Otra1OnyV9vw+ybvTm5uZUvnx5Kl++PJmbm5OdnZ3OXert7OyUelAUhIeHh9AKEBUVRRUqVKC3b9/SggULqFatWlrzq2sp1jb+0NnZWZhgTN2ElrqOnXv79i0NGTJEYTJHCwsLGjJkCL1580ZrfqlUSlOmTBGGSIlEIrKyslK6Tqpz7949qlatGlWtWlWY3NTV1ZUqV66s9fum7znoe136/PPP1Y4dX79+PZmbm+t801KvXj2hMkg2jOGrr76iChUq0IgRI7Tmf/78OW3bto1GjhxJderUIWtrawoMDKQff/xRp98IorxAxtPTkxYvXlygG/ALFy6Qp6en0Ftg8ODBNHjwYOrcuTO5urqSl5eXxkly9X0dZdedGjVq0MiRI2n69Ok0ffp0GjlyJNWsWZPs7Ow0zp9CRPTZZ59p7JK6ceNGnYd6qaOp98SGDRvI3NycunXrRmFhYWRnZ6cQUC5atEin+Yi++eYbMjc3pypVqpCVlZXwXRCLxVSvXj2dxgg/fvyYWrduTSKRiCwsLIT8rVu31niOmZmZ1KFDB3J2dqbPP/+crKysyMbGhipWrEi2trbk4+OjdeK5devWkUQioQoVKpClpSVt2rSJvL29qVu3bhQSEkIWFhYah13kD0RmzZqlsP+vv/7S2P167969ZGVlRRYWFmRlZUVHjx6lSpUqUf369alhw4YkkUg0DjuRiY6OpgYNGihN7tqgQQOd8rdv315jDw9t16aPP/5Y7bwS4eHhwiST6tSsWVNhKEViYqJCxV1MTEyBJoj966+/yMPDg8RicYECe9n8MXZ2dkqV5UePHtXYO+/Bgwfk6+tLwcHBNGrUKLK2tqZPPvmEBg4cSMHBwWRhYUG7du3SWgZNn3mpVKqxYW38+PHk5uZGAwYMID8/Pxo7diz5+PjQwoULadGiRVS2bFmNlfivX7+mbt26CZ+jRo0aKfSY3Ldvn0JFgSYHDx4kHx8f+vHHH3W+vt+5c0enP3WWLl1KPXv2VLt/+vTpWu85teHl7ozk6NGjOqdt3Lix2n1t27ZFSkoKli1bhtq1awMAzp8/j4EDB8LT0xM7d+7Ejh078NNPPyExMVHvcss8ffoUx48fh6enJxo0aKCwb9euXahWrRr8/Pw0HmPSpElYvXo1Jk2ahIEDB+LixYvw9/fHhg0b8OeffyI2NtZg5S1Kx48fx7x58xSWGPvmm2/QqFEjtXlSUlKQmZmpsGRgYZ7X1tYWtWrVUrl/wYIFkEqlGDZsmMr9+T+DXl5eqFSpkvB49uzZyMrKwpgxY1Tm79u3L+bMmQN7e/vCncD/W7hwIdatW4fMzEy0bNkSEyZMEJamunHjBnJzc1GlShWdjvXy5UuMHz8e9+7dw5AhQ9CqVSsAQEREBCwsLDBu3DiF9JmZmcjNzYWNjU2hy3/06FGcOHECP/74o8r9hw8fxpo1a7By5UqNx9H3+xAZGalzmSMiIlRu79ixI7p06YLevXvrfCx51tbWuH79OsqWLYuwsDB4e3tj+vTpSE5ORrVq1fDmzRu1eXNzc3H8+HHUqFEDzs7OBXre1atXIyQkBJaWlli9erXGtJrOTb4MFhYWuHXrFgCgfPnysLW1LVCZsrKycPPmTbx58wbVqlVTu0ydKjk5OYiOjkZCQgLevHmDOnXqIDQ0tMBLrb19+7ZA56Dvdenvv/9GTEwMZs2apXL/+vXrsXTpUhw+fFjrsRwdHXHu3DmUL18ev/76Kw4dOoR9+/bh+PHjCAkJwb179wpUtps3b2LKlCmIioqCVCrVulyezI0bNxAaGoozZ87g4sWLqFatmk75Xr9+jXXr1iEuLk5hea/AwED06NEDDg4OavMa4nW8c+cOFi5cqPL5Bw8erHVZzevXr8Pc3Fzt7/j69ethZmaGbt26qdwfGRmJMWPG6HVt3bNnj8Jvw8CBA4V9z549AwCdlr67cuUKdu7ciaSkJEilUnh5eSEoKAjNmzeHSCTSuTzXr1/H1atXAQBVqlRR+L3UZO/evdixY4fS8/fo0UOn68rx48cRFxeHwMBANGrUCJcvX8b06dORnp6O9u3ba7ym3b17V+GxnZ2dwmu2Zs0aANC4lOidO3dw9uxZ1K1bF76+vkhNTcX8+fORnp6Otm3b4rPPPtN6DjLZ2dl4+vQpAKBUqVIwNzfXKd9///2Ht2/fCr/p+b19+xZnzpxRe7/8yy+/4L///sPu3btV7h86dCgWLVoEqVSqcv+iRYtQtmxZtG3bVuX+n376CY8fP8ayZct0OJs89+/fx9mzZ9G8eXOdPgf5f+MbNmyIli1bCo/HjBmD+/fv46+//lJ7jJcvX2L69OkqP48jR45EvXr1NJbBz88PZ86cKfSSk1KpFNOnT0dsbCwaNWqEsWPHYsOGDfj++++Fz/O8efO0vh4ZGRnIyckp0O+qKs+ePcPAgQNx+PBhxMXFaVzqu7jgwL6YS0lJQa9evXDw4EHhApmTk4NmzZph7dq18PDwwOHDh5GdnY0WLVoYubSKKlSogMWLF6NZs2awt7fHhQsX4O/vj6tXryIwMBAvXrwosufeuXMn2rZtW6AfdcaKkjG/DzKLFi1CZGQkQkNDUbduXaUf1w4dOmjMX6lSJUyZMgVt27aFn58foqOj0bRpU1y4cAHNmjUTbujUsbKywpUrV7RWChYlUygDAxwcHHD27FlUrFgRn3/+Odq1a4cRI0YgOTkZlStXxrt37zTmf/bsGY4ePYojR47gyJEjuHz5MpycnBAcHIzGjRtjxIgROpdFKpXi9evXcHBw4N8Mxhj7QCUkJOiUrmbNmkVcEvXMjPbMDACQnp6O5ORkZGVlKWzX9UPh6emJf//9F1evXsX169cB5LUYy9c6aapNffv2LY4ePaqyDMOHD1eZ59ChQxg2bBji4uKUWh3S0tLQqFEjLFq0CJ9++qnGsj948AAVKlRQ2i6VSpGdna0yj7Ozs843Vs+fP1e7r1OnTvDw8ECfPn3Qt29fleXQlVQqxc2bN/H48WOl2t7g4GCNeXNycnDp0iWFFpVq1arpXIttiGMYO7+hjiHz33//YfHixUhKSsKmTZtQunRprF27Fn5+fvjkk08KdKycnBw8fPgQPj4+BS5HQY9RmO+DKmfPnsWVK1cAAAEBAUJPHl0MHToUADBz5kylfSKRSGsr57fffovQ0FDY2dmhXLlyaNKkCQAgJiYGNWrU0Pr81atXR1JSksGC6oyMDKXrmqaWUkOUISMjA3PnzsXhw4dVXhPOnTun9RgPHz7EsWPHVOZXd13u0qWLzmXcunWrzmmNpV69epgyZQqaN2+Oo0ePYuHChQCA27dvw8PDQ2t+d3d3lCpVCp9++ikGDhyIJk2a6PQZlDHkNSm/7OxsPHr0SOs1oSjLoC99r43Gzg/o/j7k5uZi1apVOHjwoMrv5KFDh7SW1ZR+I/Mf19jvA2OmQtvnuVatWhCJRJC1icviEfk2cl3ulYqUXh35WaE9fvyY2rZtK4x/zP/3Ppw7d448PT3JwcGBJBIJubm5CUvlaRor1L59e5UTxsnMnj1b67qmRIWb1V5+iYoZM2aQs7MzhYSE0OzZs2n27NkUEhJCzs7OGstHlLcGaGRkJPn7+wtrmq5Zs0aYWVNXsbGx5Ofnp3IyDU3vY25uLo0bN46cnJyU8jk5OdH48eO1Lh2i7zGMnd9Qx5C3efNmsra2pgEDBpClpaXwmZo7dy61bt1a5+PIaFu6xJDH0GeVByKi1NRU+uyzz0gkEimszdq0adMCrR+tr9OnT9PWrVsVZpzduXOnwky26uzZs4dq1apFO3bsoIcPHypMIqptvgaZN2/eUHh4OLm5uRXq2qpvGXr06EGlSpWiwYMHU0RERIFXFli5ciVZWFiQnZ0dlStXjnx9fYU/TddldSs7qPorDi5cuEDVq1cnBwcHhddt2LBhGpd0klG13J8uDH1NUkXbNcEQZZg/fz41a9aMunbtSgcOHFDY9+TJkwKNBy7MOZh6/oIcIzw8nGxtbalbt240YsQI+vbbbxX+1DHF38j8TOF9YMxUaPs8y4+jl81fdvToUZ3H2L8PHNgbSY8ePSgoKIhOnz5Ntra2tH//flq7di1VrlxZWJ5FFzk5ObRs2TL66quvqFmzZvTZZ58p/GnSuHFjGjhwIOXm5gqBRHJyMgUHBwvrTKri4+OjcSmfK1euaJztVkafWe2J8taQl83ALW/u3LnUsWNHrfllDh06RGFhYWRra0uOjo709ddfq1zaRpWPPvqIunbtSpcvX6YXL17Qy5cvFf7UGTNmDLm5udGiRYvo9u3blJ6eTunp6XT79m1avHgxubu70/fff6/xufU9hrHzG+oY8mrVqiUsqyMfHJ87d07rUjSqvM+bR32/D926daN69eopfDcvXbpE9erVo5CQEL3OoTCkUqnWpcXyUzWpqK4TicoMHTqUqlatKlTyrFixgiZPnkxlypRRWC+3qMrg4OCgUyWGOmXKlKEpU6boHTyWVO/evROWitLF48eP6b///qP//vtPpwouQ1+TVNF2TdC3DLNnzyYbGxsKDw+nnj17koWFBU2bNk3Yb4glOI0dEL7Pa7Orq6vWScVUMcXfyPxM4X1gzFQU9PNcmGWyixqPsTcSLy8vbNu2DfXr14eDgwPOnDmDSpUqYfv27fjtt99w7NgxnY4zbNgwrFq1Cm3btoWXl5dSN3V1k+8AgJOTE06ePInKlSvDyckJsbGxqFq1Kk6ePInevXsLk8TkZ2VlhYsXL6rtvn7z5k3UqFFD6xhIIK/b9KRJk3DhwgVhkqiJEyfqNB+AnZ0d4uPjlcpx8+ZN1KpVS+NEXaq8fv0a0dHRWLVqFeLi4lC9enVcuHBBYx5bW1tcuHChwF35PT09sXr1aoWJT+Tt27cPYWFhSE1NLbJjGDu/oY4hz8bGBpcvX4avr6/COPWkpCRUq1YNGRkZCunr1Kmj8Xjv3r3D9evXNXarMsQxZPT5Pjg6OuLAgQP4+OOPFbafOnUKLVq0wMuXL7UeAyjc8Bx5a9aswe+//44bN24AyBt3P2bMGPTq1UtrXm2TimqaSFTGx8cHa9asQZMmTeDg4IBz586hQoUKWLt2Lf766y+1kycZqgzVqlVDdHR0ocfYubq64tSpUyhfvnyh8st78uSJwqSebm5ueh+zuHj79i2++eYbrFmzRug6LZFIEBYWhrlz56qd1M0Q1yR9rwn6liEgIADjxo1Djx49AAAnTpxAp06dMHjwYEyaNAmpqanw9vYu0uuasfMb6hgA4O3tjSNHjug8WZ6MKfxGmsL7wJipMPTnWf4+0xDu37+PSZMmYcmSJYU+Bo+xN5K3b9/C3d0dQN648SdPnqBSpUqoUaOGTmMwZaKjo7Fx40a0adOmwGUwNzeHWCwGkDceMTk5GVWrVoWjo6PGGYdLly6tMbBPSEiAl5eXTmX49NNP8e+//xa47EDeDfC2bdswevRohe3btm0r1Iyd9vb2aNasGe7evYurV6/i8uXLWvM0aNAAN2/eLHBg//r1a3h7e6vd7+Xlhbdv3xbpMYyd31DHkOfp6YmbN28qzfh87NgxlRfey5cvIyQkRO146kePHglzV6hjiGPI6PN9kEqlKsdbmpubq53pN7/z58+jTZs2SE9Px9u3b+Hi4oKnT5/CxsYG7u7uWgP7mTNnYsKECRg2bBiCgoIA5L32gwcPxtOnTzFy5EiN+XUJ3LV5/vy58F47ODgIc2188sknGDJkiNb8+pZhxowZ+OGHH7Bo0aJCzS7fv39/bNq0CWPHji10GQob1JqS3NxczJo1Cxs3blRZyaRpDhUAGDVqFI4ePYodO3YofBaHDx+O0aNHC2P28zPENUnfa4K+Zbh9+7bCqiyNGjXCoUOH0Lx5c2RnZ+Pbb7/VWH5DnIOx8xvqGAAwevRozJ49G/PmzSvQ5Imm8BtpCu8DY6bC1D/Pz549w/Lly/UK7LkrvpHUq1eP9u7dS0R5Y9Z79epF9+/fp++//578/f11Po6Xl5fWdVDV+fzzzykqKoqIiAYMGED169endevWUcuWLal+/fpq8w0bNoyqV69O7969U9qXnp5O1atXp2+++aZQZSqIlStXkkQioXbt2glryLdr147MzMxo5cqVOh8nPT2dVq9eTY0bNyaxWEzly5enKVOm0P3797Xm3bp1K1WrVo1WrlxJZ86coQsXLij8qdOmTRtq0aKFsPa2vCdPnlCrVq2obdu2Gp9b32MYO7+hjiFv2rRpVK1aNYqLiyN7e3v677//aN26deTm5kZz5sxRSl+3bl1asGCB2uOdP39ea7csQxxD3unTp2nNmjW0Zs0aOnPmjM75OnToQMHBwfTgwQNh2/3796lx48Y6zXlBVPjhOTK+vr7CUAh5q1atKtDarG/fvqUrV67o/H2SV6NGDTpy5AgRETVr1oxGjx5NRHndkzWt8WuoMjx+/JiaNGlCYrGY7OzshPkOZH/a5OTkUKtWrahx48Y0bNgwGjlypMKfLgYNGkT+/v60e/duYW6AXbt2Ufny5Wnw4MEq8+R/Hk1/RZE/vwkTJpCXlxf98ccfZGVlRZMnT6b+/fuTq6srzZ49W2t+V1dXOnz4sNL2Q4cOUalSpdTmM8Q1Sd9rgr5lKFu2LMXExChtv3TpEnl4eFBYWFiRX9eMnd9QxyAi6tSpEzk6OpKfnx+1a9eOOnfurPCnjin8RprC+8CYqTD059nOzo6SkpIMUTQiMszQFm6xN5IRI0bg0aNHAPLWlG7VqhWioqJgYWGBVatW6XycwtYkA8C0adPw+vVrAMDUqVMRFhaGIUOGoGLFilixYoXafOPHj8fWrVtRqVIlDBs2TJiB/+rVq5g/fz5yc3OV1guXcXFxwfXr11GqVCmtM9xra5Hp06cPqlatijlz5gizPFetWhXHjh1DgwYNNOYFgLi4OKxYsQIbN25EVlYWunTpggMHDhRoTdYvvvgCANCvXz9hm2zGTE0zYy5atAht2rSBl5cXatSoIczynJqaisTERFSrVg07d+7U+Nz6HsPY+Q11DHljx46FVCpFs2bNkJ6ejuDgYFhaWuK7777DN998o5Q+KChI6Kqsir29vdaVDQxxDCCvC9ZXX32F48ePw8nJCUDemrONGjVCdHQ0ypQpozH/vHnz0KFDB/j6+qJs2bIAgHv37qF69epYt26d1ucHgPj4eCxevBhisRgSiQSZmZnw9/fHb7/9ht69e2udef3Ro0cKLYUyjRo1Eq53mjx58gR9+/bFnj17VO7XpXtc3759ceHCBTRu3Bhjx44V1sXNzs5WOdu/ocvw1Vdf4cGDB5g2bRo8PDwKfF3+5ZdfsG/fPuG6Kp9f12Nt2bIFmzdvFlYlAIA2bdrA2toa3bp1U9laff78eZ2Ora4M+ubPLyoqCkuXLkXbtm3x888/46uvvkL58uVRs2ZNxMXFae09kp6ernL2fHd3d6Snp6vNZ4hrkr7XBH3L8Mknn2Dr1q1KK9NUq1YNBw8e1Ok3Tt9zMHZ+Qx0DyBu22LlzZ63p8jOF30hTeB8YMxX6fp5r166t8Bv27t07tG/fHhYWFgrpCtLz2tB4jL2JSE9Px9WrV+Hj44NSpUrpnK9z5844fPgwXFxcEBAQoNQVt6iWNbp79y6GDBmCffv2KSz70LJlS8yfP19tN5fVq1cjJCQElpaWWL16tcbn6N27t8HLLVOtWjVcu3YNtWvXRv/+/dGjRw84OjoW+Dh3797VuF9TV1ypVIp9+/YhLi5OYQmbwMBAtGjRQhgmoYm+xzB2fkMdI7+srCzcvHkTb968QbVq1WBnZ1fgY7xvrVq1wsuXL7F69WohqLt27Rr69u0LBwcH7N27V+sxiAgHDhwQ5seoWrUqmjdvrnMZ3NzccOLECVSsWBGVKlXC3Llz0bJlS1y9ehV169bV2m20evXq6NGjB3766SeF7VOmTMGGDRuQmJioMX9oaCju3r2LP//8E02aNMHff/+N1NRUTJkyBTNmzEDbtm11PheZu3fv4uzZs6hQoYJO4971LYONjQ1iY2Px0UcfFbisQN7QrFmzZqFPnz6Fyi8rw9mzZ1G1alWF7ZcuXUL9+vULNLzFWGxtbXHlyhX4+PjAy8sLu3btQp06dZCUlITatWsjLS1NY/5mzZrB1dUVa9asgZWVFYC8m7DevXvj+fPnOHDggNq8RXFNKih9ypCQkICzZ8+ib9++KvdfvHgRW7ZsQURERJGUnf2Pqf5GMsYKLjIyUqd0hb22XrhwAXXq1NFrzgoO7Is5dT/cMitXrizS53/x4gVu3rwJIkLFihXh7OwMIG9N7tKlS6vNl5OTg/Xr16Nly5Y6rUmsTm5uLv755x+Fdbs7dOgAiUSiMd/w4cPRv3//Qt98M2Zo1tbWOHHihNK682fPnsWnn36qsZUxOzsb1tbWiI+PR/Xq1QtdhhYtWqBPnz7o0aMHBg4ciISEBAwfPhxr167FixcvcPLkSY35t2zZgu7du6N58+bCuObjx4/j4MGD2Lhxo9ZWL0NMKpqRkSEEcoWhbxnq1KmDBQsWoGHDhoV6fk9PT/z333+oWLFiofID+gW18m7evIlbt24hODgY1tbWQk8kXemTv3LlylizZg0aNGiATz75BO3atcPYsWOxYcMGfPPNN3j8+LHG/BcvXkTLli2RmZkpXOcvXLgAKysr7Nu3DwEBATqfB2M5OTk4cuQIbt26hR49esDe3h4PHz6Eg4NDsag4ZowZn7Zejy9fvsTRo0c5sC8uRo0apXNaXbqMFkb+biSaFKYrSUpKCqZOnYrly5drDESAvFalK1euFGqCKSDvprFt27a4f/++Qgtn2bJlsWvXLoPMKq3K9u3b0bp1a5ibm2P79u0a03bo0KFIysD+R9uFUl5R9WAxhEqVKmHdunWoX7++wvZTp06hR48euHnzpsb8/v7++Pvvv/WqrDpz5gxev36Nzz77DI8fP0ZYWJjQgr98+XLUqlVL6zHOnj2LWbNmCZVtVatWxejRo5UqLFRxcHBAQkICfH19Ua5cOaxfvx5BQUG4ffs2AgICtF5TgLxVO+rXr4/GjRujSZMmaNSoEaytrbXmM1QZ9u/fj8jISEydOhU1atRQ6kXl4OCgMf8vv/yCR48eYc6cOTqXOT99g9pnz56hW7duOHz4MEQiEW7cuAF/f3/069cPzs7OmDFjRpHmB/KG1Tg4OOCnn37Chg0b0LNnT/j6+iI5ORkjR47E9OnTtR4jPT0dUVFRCj1YQkNDC/R5YOzu3bto1aoVkpOTkZmZievXr8Pf3x8jRoxAZmYmFi1aZOwiMsaKAW2NsTL6NMryGPv3yNBjEAujU6dOeh/jxYsXGDp0KP79919YWFhg7NixGDZsGH7++Wf88ccfqFmzpk4fyvr16+P8+fOFDuyHDx8Of39/xMbGwsXFBUDeDWXPnj0xfPhw7Nq1S+dj3blzB6NGjcIvv/wiVBKo06lTJ6SkpMDd3V3j66lpjD0znMIMoTBFv//+O7755hvMnz8f9erVA5AXaI8YMQJ//PGH1vzjxo3DTz/9hLVr1wrfh4KSPS+QNxZZl+7/+dWtW1fnMf35Va5cGdeuXYOvry8++ugjLF68GL6+vli0aJHOK20cOHAAMTExOHLkCGbNmoWcnBzUq1dPCPQ///zzIi1Dq1atAOS1msvTNu+GzKlTp3Do0CHs3Lmz0MOrqlevjhs3bigEtV999ZXOQe3IkSNhbm4urJQi0717d4waNUprYK5vfgAKgXv37t1Rrlw5jIetKgAAspFJREFUoZKpffv2WvMDeZXHAwcO1CktY+qMGDEC9erVw4ULFxRW3OncuTN/vhj7gBUkdgCKvhc1wC3271VCQgICAgK0dhPXpk6dOjh48CCcnZ21tsDnb3WfM2cOBg0aBCsrKyQnJ6NMmTIFHp/19ddfY+/evejatSv27duHy5cvo2XLlhCLxRg/frzOXVA3btyIH3/8ESNHjkTdunVha2ursF/beFhbW1vExcWhRo0aCtsvXLiAoKCgAq1jHxkZicjISHz33Xf47bffdM7HmD7yTyD59u1b5OTkwMwsr85V9n9bW1utk0nWrl0bN2/eRHZ2NsqVK6f0fdKlB87t27eRk5Oj1A38xo0bMDc3V1pGUJXc3Fz8/fffQot9tWrV0LFjR+GcNFm3bh1ycnLQp08fnD17Fq1atcLz58+FSUW7d++u9RjycnJycPr0aSxevBhRUVGQSqVaA2t9y3D06FGN+7Utp2fs4VVA3nCAffv24aOPPlJYpzcpKQk1a9bUem0tbH7537ZJkybhu+++K9DSfNp6UMnj3lRMV66urjhx4gQqV66s8Hm+c+cOqlWrplNPIsZYyWOKsQO32L9HtWvXRkpKCtzc3ODv74/Tp08Xar31jh07wtLSEkDBW+BHjRqFkJAQWFlZwc/PD48ePYK7u3uBjrFnzx6sWrUKTZs2xbBhw+Dv749atWph2rRpBTpOSEgIACjMbqzLjPIylpaWwqz+8t68eaM0Q6U2a9asQY8ePbBu3TpMnz5d58qONWvWoHv37sL7IZOVlYXo6GiEhYUVqBxMP4YITN+nP//802DHMkRvnD59+qBfv35Kr9/JkyexbNkyHDlyRGP+S5cuoUOHDkhJSRFqr3/99Ve4ublhx44dWsf/9+zZU/h/3bp1cffu3UJNKnr9+nUcOXJE+MvMzES7du0UZokvqjJoC9y1MVTgfuPGDRw+fBiPHz8W1rKXmThxosa8b9++VRlQP3/+XOlaZ8j8V65cwdu3b+Hs7IzIyEgMHjy4QIG9rt8B7k3FCkJdheD9+/dhb29vhBIxxkxBQWMHXYeO6jNslFvs3yNXV1fs3r0bDRo0gFgsRmpqKtzc3N5rGXx8fPDjjz+iTZs28PPzw5kzZ9TerPr4+KjcbmZmhnv37gndUm1sbHDmzBlUq1atQGXRZ0Z5AAgLC8O5c+ewfPlyYVzyyZMnMXDgQNStW1fnZQNjYmLQoUMH3Lt3DxUrVsTKlSvRunVrnfJKJBKVlSPPnj2Du7u7zjePjx8/FpbgqFy5coErWwxxDGPnN8QxGjdujH79+imtqLBu3TqdAlNTOAdjcnBwwLlz51ChQgWF7Tdv3kS9evXw8uVLjfkDAwPh5uaG1atXCxNpvnjxAn369MGTJ09w4sSJoiq6oHTp0nj37h2aNGmCJk2aoHHjxqhZs6bOQ5ySkpLg7++vVxlevnyJ5cuXK0zq2a9fvwING3ny5InC56ggvxVLly7FkCFDUKpUKXh6eiotmaet90abNm1Qt25dTJ48Gfb29khISEC5cuUQEhICqVSKzZs3F0n+wMBA2NnZ4ZNPPhFaQdRNTKatcsJQTOGaYOz8plAGY55D9+7d4ejoiCVLlgifZzc3N3Ts2BE+Pj46V8bx+8CYadHn81yY2CF/j7z169ejffv2ShWEelXwF3The1Z4AwcOJEtLS/L19SWxWEw+Pj7k5+en8q+oLF68mCwsLEgsFqv9E4lEJBaL1R5DLBbT48ePhcd2dnaUlJRUoHJkZWWRv78/Xb58udDn8uLFC+rQoQOJRCKysLAQzqtTp0708uVLnY/Tr18/6tevHxERjRgxgrp166ZzXpFIpPBayMTHx5Ozs7PW/K9evaKePXuSmZkZiUQiEolEZGZmRqGhoTqfg77HMHZ+Qx2DiMje3p5u3LihtP3GjRvk6OhYLM4hNTWVEhMT6cKFCwp/74ODgwOdO3dOafuZM2fIzs5Oa34rKyu6ePGi0vbExESysrLSmr9Lly40ffp0pe2//vorffnll1rzExF99NFHZGlpSYGBgfTjjz/Svn376O3btzrlJcr7TpctW5Z69uxJy5YtU/l50uT06dPk4uJCpUuXps6dO1Pnzp2pTJky5OrqSmfPntWa/82bN9S3b1+SSCQKn6N+/frpfB4+Pj4qX0ddJSYmkru7O7Vq1YosLCzoyy+/pKpVq5KHhwfdvHmzyPJfvXqVunfvTvXq1SOxWEzVq1enWrVqKf3Vrl27UOf14sULndOawjXB2PlNoQymcA737t2jatWqUdWqVcnMzIwaNmxIrq6uVLlyZUpNTS0W52Ds/IyZEkN8nvWJHWTs7Ozo1q1bBc6nCQf279mePXto7ty5JBKJaPLkyfTnn3+q/NPEycmJnJ2ddfpT5dWrV5SYmEgikYgOHjxI8fHxKv/UEYlEVKNGDapduzbVrl2bJBIJBQQECI9lf9p4e3vrFdjLXL9+nbZv307bt28v8E14eno6OTg40JEjR4iI6OzZs2Rtba31iy27uRSLxQqvRe3atalmzZpkb29PXbt21fr83bp1o4oVK9LevXspLS2N0tLSaO/evVS5cmXq3r27Tueg7zGMnd9QxyAqfGBqCudw5swZCggIECrX5P/UVbTpey3Ir127dtS1a1fKyckRtuXk5NAXX3xBrVq10pq/Zs2adPDgQaXtBw8epOrVq2vNX6pUKUpISFDanpCQQO7u7lrzy7x48YK2bdtGo0aNorp165K1tTUFBgbSTz/9pDXv/fv3ad26dTRw4ECqVKkSiUQiKl26NPXo0YOWLl2qNf8nn3xCffr0oezsbGFbdnY29e7dmz799FOt+QcNGkT+/v60e/du4XO0a9cuKl++PA0ePFhrfqK8Ci59bxZevnxJU6ZMoa5du1Lr1q1p3Lhx9PDhw/eWXyQS6RQ0qTN9+nSKjo4WHn/55ZckEonI29tb4++bjClcE4yd3xTKYArnQJT3HV63bh2NGTOGhgwZQkuXLqX09PT39vzGfh0N9RvNmCnQ9/Nc2NghPw7sS5A+ffrQq1evCpV31apVOv9pO05GRkaBn//nn3/W6U+bqVOnUu/evRVugN+3tWvXkq+vr8K2gIAAWrRokcZ8snMUiUT03XffKZz3tGnTaP369ZSZman1+W1sbOi///5T2h4TE0M2NjY6nYO+xzB2fkMdg6jwgakpnEPNmjWpc+fOFBcXR7dv36Y7d+4o/Kki/12fMWMGOTs7U0hICM2ePZtmz55NISEh5OzsTDNnztTpHC5dukSurq5Uvnx56tOnD/Xp04fKly9Pbm5ulJiYqDX/rl27KCAggDZt2kT37t2je/fu0aZNm6hGjRq0a9cu4Qc0LS1NZX4rKyu6evWq0vYrV67o1OKf39OnT2nz5s3Uq1cvMjMz09gTSZ3r169T7969dc5vZWVFV65cUdp+6dIlsra21prf1dWVDh8+rLT90KFDVKpUKZ3K3K9fP1q4cKFOaUsqX19fOn78OBER7d+/n5ycnGjfvn3Uv39/+vzzz7XmN4VrgrHzm0IZTOEc9GUK52Ds/IyZEn0/z4WNHfIrisCeJ88zEn3GT+QfP/y+jxMREWGQ5z99+jQOHjyI/fv3o0aNGkqzeKubPGLSpEk6HV+XMZhr1qxBaGiowraePXti1apV+Prrr9Xmk70Gvr6+6N69O6ysrHQqU36urq4qx906OjoKY5SL+hjGzm+oYwB5E7UFBwejcuXK+PTTTwEA//33H169eoVDhw4V6fPre4ykpCRs2bJFaXy7JvLf4S+++AKTJk3CsGHDhG3Dhw/HvHnzcODAAYwcOVLr8apVq4aEhATMmzcPFy5cgLW1NcLCwjBs2DCdltBr164dAKBbt27CuG76/2lcZEuUkYbJMWvUqIENGzYofXejo6N1nsNj69atwqR5ly9fhouLCz755BPMmDFDp4nt0tPTcezYMeEY58+fR5UqVTBs2DCdJt9zcHBAcnIyqlSporD93r17Ok20lZ6eDg8PD6Xt7u7uGmffll/3vkKFCpgwYYKwakj+JfPkJyxVpUKFCujZsydCQ0OVJlLUhb75DSElJQVly5YFAOzcuRPdunVDixYt4OvriwYNGmjNbwrXBGPnN4UymMI56MsUzsHY+RkzJfp+ngsbO7wXBq0mYEaRk5NDmzdvpsmTJ9PkyZNp69atCi2WpkrWIqjuTx1Z19jatWurHH+p6xjM5ORkkkgkdP36dYXt9+7dI4lEQteuXdP7HLVZvHgxNW/enB49eiRse/ToEbVo0ULnmj99j2Hs/IY6hsyDBw/oxx9/pDZt2tAXX3xBkZGR9OzZM5M/h44dO9LmzZt1ei5VbG1t1c4vYGtrW+jjFsSRI0d0/lNl+/btZGZmRmFhYUJPBFlr+99//61TGdzc3OiLL76guXPnquzWr425uTm5u7vTyJEjadu2bfT8+fMC5f/mm2+oTJkyFB0dTcnJyZScnEx//fUXlSlThkaMGKE1f9OmTalr16707t07YVt6ejp17dqVmjVrpjafr6+vTn+6zOEyc+ZMqlevHolEIqpXrx79+eefCp/ros5vCF5eXkKLfaVKlWjjxo1ElDeO397eXmt+U7gmGDu/KZTBFM5BX6ZwDsbOz5gp0efzrE/ssG3bNoU/GxsbWrJkidJ2ffCs+MXczZs30aZNGzx48EBYXuratWsoW7Ysdu3ahfLlyxd5Ge7cuYNRo0bhl19+EcpQlNq2bYtDhw6hZcuW6NevH9q1a6fz8nSGlpubi1mzZmHjxo1ITk5GVlaWwn5d1x7PzMwUViFITk6GpaWlUkuXupms9T2GsfMb6hj6MIVzePr0KXr37o369eujevXqSq2s2tbdLleuHIYPH47Ro0crbJ8xYwbmzJmjdRUKU7Fr1y5MmzYN8fHxsLa2Rs2aNREREaH3MnK66tSpE44dOwYLCwthZv0mTZqgUqVKOuXPysrCmDFjsGjRIuTk5AAAzM3NMWTIEEyfPl3rcnEXL15Ey5YtkZmZiY8++ggAcOHCBVhZWWHfvn0ICAjQ7wQL4Pr164iKisJff/2F27dv47PPPkPPnj11XsZT3/z6GDZsGHbu3ImKFSvi/PnzuHPnDuzs7BAdHY3ffvtN63XEFK4Jxs5vCmUwhXPQlymcg7HzM2ZKjPV51iVW0Xc5Vu6KX8wNHz4c5cuXR1xcnNBV9tmzZ+jZsyeGDx+OXbt2FXkZVq9ejX/++QcVKlTAb7/9VuTPt2vXLjx8+BCrV6/GmDFj8PXXXyMsLAz9+vV7LxUL8iIjI7Fs2TKMHj0a48ePx7hx43Dnzh38888/Og0FMMTa4/oew9j5DXUMIG9oRL9+/dC3b1+hG+77en59jxEbG4vjx49jz549Svt0udBHRkZiwIABOHLkiNDV+OTJk9i7dy+WLl2qV9nep7Zt26Jt27ZGe/5//vkHAJCQkICjR49i//79mDBhAszMzNCkSRNERUVpzG9hYYHZs2fjl19+wa1btwAA5cuX13k99urVq+PGjRuIiorC1atXAQBfffUVQkNDYW1tXfgTK4RKlSohMjISkZGRiIuLw5AhQ9C3b1+dA3N98+tj1qxZ8PX1xb179/Dbb78Jy+Y9evQIQ4cO1ZrfFK4Jxs5vCmUwhXMwhec39uto7NeQMUMy1udZKpUW+XNwi72RZGZmIicnR2lceUHZ2toK4yjlXbhwAUFBQXjz5o3KfK9evcLJkyeRlZWF+vXrF2iN5PzKly+PwMBAHDp0CPfv3y9Q6/nmzZvVtnbrWksWExODlStXYsuWLahRowYOHDhQqBvgGjVqYPfu3QUKCMuXL485c+agbdu2sLe3R3x8vLAtLi4O69evL3A5WOH9+eefWLVqFS5evIjPPvsM/fv3R+fOnbW2kpoCX19ftGvXDhMmTFA5xloXJ0+exJw5c4T106tWrYrhw4frNKa4pDl58iRat26NLVu24LPPPitwfiLC+fPncfjwYRw+fBj79u0DEQmt8B+KU6dOYf369diwYQNevXqF9u3bIzo6+r3kf/nyJTZv3oxbt25hzJgxcHFxwblz5+Dh4YHSpUsX9pQY09mGDRuwfft2ZGVloVmzZhg8eLCxi8QYMyGFiR2KlF4d+VmBPX78mFq1aiXMsNygQYMCL9Emz9nZWRhHKO/YsWNql7g6f/48eXl5CctqOTg40N69ewv1/EePHiVHR0d69eoVeXh40O7du3XOO3v2bLKzs6Nhw4aRhYUFff3119S8eXNydHTUaVkqmfT0dFq9ejXVr1+frK2t1c64rU1hZqe0sbGhu3fvEhGRp6ensE71rVu3yMHBQadjvHjxgpYuXUpjx44VxoKfPXuW7t+/r3M59D2GsfMb6hgyZ8+epW+++YZKlSpFzs7OFB4ernUNcWOfg52dnU5rhDPdDB48mCwsLKhXr14Fyjdjxgxq3749OTs7k5mZGdWtW7dA4+3fvHlD48ePp8DAQCpfvjz5+fkp/Oni+vXrtHjxYpo8eTJFRkYq/L0P165do4kTJ1LFihXJzMyMWrRoQatXr6bXr1+/l/xERBcuXCA3NzeqUKECmZmZCdfmcePGFfg9LSxjXxNMIb8plMFY57BgwQISiURUqVIl+uijj0gsFtN3332n83OawjmYUn7GTImhPs9FMbO9Pjiwf8/69u1Lnp6eNG3aNJo5cyZVrlyZmjRpUujj9erViwICAiguLo6kUilJpVKKjY2l6tWrU+/evVXmadGiBTVq1IhOnDhB586do86dO1OFChUK9fz9+vWjfv36ERHRiBEjqFu3bjrnrVy5Mq1fv56IFL8YEyZMoPDwcK35T5w4QQMGDCAHBweqV68ezZ8/n168eFHwk/h/hflyVqpUieLi4oiIKCgoiH755RciIoqOjiY3Nzet+Q1x86rvMYyd31DHUCUrK4v+/PNPsrS0JLFYTB999BEtX76cpFKpyZ1DWFiYTuukvw+pqakUExNDMTExeq0lbiwZGRnk4uJCv/76K9na2hYooKxXrx6NHj2aduzYUeA1aYmIQkJCyMvLi77//nuaNWsW/fnnnwp/2ixZsoQkEgl5eHjQRx99VOBJQQ1BJBJR/fr16c8//6SUlJT3np+IqFmzZjRmzBgiUrw2Hz9+nMqVK1eoYxaEKVwTjJ3fFMpgzHOoVq2awtK9a9euLdTSbvw+MGZaDPl55sD+A1emTBmF1vHr16+TRCIp1HryRHk1Th06dCCRSEQWFhZkYWFBYrGYOnXqpPam1NXVVaH18sWLFyQSiQrc0p2enk4ODg7CDNdnz54la2trnW+Gra2thfW53dzcKD4+nojyXhMXFxe1+X799VeqWrUqubm50bfffksXLlwoULnVad26NT18+LBAeX744QeaOnUqEeUF82ZmZlShQgWysLCgH374QWt+Q9y86nsMY+c31DHkZWVl0YYNG6hVq1YkkUgoKCiIVqxYQZMmTSIPDw/66quvTO4cpkyZQqVKlaLevXvTH3/8IaxFL/vTVVxcHDk7O9OhQ4d0ziPz6tUr6tmzJ5mZmZFIJCKRSERmZmYUGhpaoCDX2BUDGzZsIB8fH5JKpRQQEEArV67UKV92djZFRkbSvXv3Cv3cjo6OdOzYsULn9/HxoenTpxc6vyHkn+33fecnInJwcBB6sMh/n+7cuUOWlpZ6H18bU7gmGDu/KZTBmOdgZWVFt2/fFh7n5uaShYVFge8T+H1gzLQY8vNcmNihKHFg/56JxWKlZX9sbGwUfjwK4/r167Rt2zbavn271q79IpFI6Wbbzs6OkpKSCvSca9euJV9fX4VtAQEBOi994ufnR+fOnSMiorp16wr59u3bp3YYAVFe+cuVK0fh4eE0cuRItX/GEBsbSzNmzKDt27frlN4QN6/6HsPY+Q11DKK8yqVhw4aRq6srubm50ejRo+nKlSsKaRITE8nKysrkzkHfJcpkCtsFnYioW7duVLFiRdq7dy+lpaVRWloa7d27lypXrkz/x955R0V1fW//maE3ARXs0hUEW2IsMVZiwwQrEUEFwZrYsSQaCyrqN7bEFo3KgF0QwRo1othiL6gYRZCmaNRYAUXKfv/wZX6MTL8D9yrns9Zdyzl3nn32Hu9cZp97zj4DBgxQqec6MHDjxg2F59Td7o6IyMvLi3766SciIlq4cCG1b99eba25uTmn+7G9vT3dunVLa72FhYVORv/fvHlD58+fp3379mm1lQ7f03ZtbGykfx9Kf5+OHDlCdevWVcsGF4RwT+BbLwQf+IxBJBLR48ePZdq0eTrH/h8YDGHxKV/PrCo+D+jp6ZV5TRxrGLq4uMDZ2RnA+wraqrh16xYePXokfU1E+Oeff/D69WtpW5MmTZTa2LRpE/z9/WXaBg0ahIiICIwcOVKlD507d8bevXvRvHlzDB06FBMnTsSuXbtw6dIl9O3bV6Guffv2EIlESEpKUvgedT4DrhQUFGDkyJGYOXMmHBwcAACtW7dG69at1bZhZGSEV69elWlPTk5Wu6AhVxt863VlAwC++OILdOnSBb///jt69+5dZss4AHBwcICvr6/O++dqIy0tTa1+lJGfn4+oqCjMmzcPc+fOxZo1a6TVwNVh//79OHz4ML766itpW7du3bB+/Xp0795dpX7YsGG4evUq9u/fjzZt2gB4X+1//PjxGDlypMqiad26dcPp06el36cSYmJiMGTIEOTm5qr04dGjR/jrr7+wbNkyAIC/vz9+/vlnpKWllbErj86dO+PEiROwt7dX+V55zJs3D7NmzUJkZKTalfBL4+PjgyNHjnAq0nXo0CEMGTIET58+LXNOnR0Wrl+/Dk9PT1hZWSE9PR3Dhw9H1apVsXv3bmRmZmLTpk3lqgfeb+84d+5cREVFSf3OzMzEtGnT0K9fP5V6gFvxPSHcE/jWC8EHvmOYOXOmzPf43bt3CAsLg6WlpbSt5F5THv3rygbfegZDSAjpen779i127tyJ3NxcdOnSpcx2exrD98hCZUMkEpGVlRVZW1tLD5FIRJaWljJtmhAZGUkeHh5kZGRERkZG1LhxY9q0aZNSH0oK5314lLSLxWKlfWZmZpKenl6ZKZdZWVmkp6dHd+7cUel3UVERFRQUSF9v376dxo4dSytWrKD8/HyVeiFQpUoVjWc6lCY4OJh69+5N7969k86ayMjIoObNm9P48eMrxAbfel3ZICLp0g5NEVIMXNB2CnoJ9erVo+vXr5dpT0xMpDp16qjUm5qa0qlTp8q0nzx5Uq21qbNmzSJHR0eZWU07duwgU1NTioqKUqknIlq8eDF98cUXMm2dO3eWWSurjN9//51q1qxJISEhtG3bNrWedpesfy85LCwsyNzcnDw8PGTaFa2RL73kYsGCBZyXZDg7O9P333+v9fr2zp07c5qmyFVPRPTixQv6+uuvycrKivT09KhevXpkYGBA7du3p5ycHJV6rmsohXBP4FsvBB/4jKFDhw7UsWNHpUenTp0EHYNQ9AyGkODrep44cSKNGTNG+jo/P5+aNWtGBgYGZGlpSWZmZvT3339z6oMl9hVMRESEWoe6LF26lExNTWnq1KnSH55TpkwhU1NTWrZsmVxNenq6WgdDNUOGDFH4OasD1x+vurDBt15XNoiILly4IC1mWJpz587RxYsXBR9DVlYWrV69mqZNm6bV0hIuU9CJiNatW0dff/21TGL98OFD6tq1q1pLbLgODBARjRkzhtzd3em///6jrVu3komJCe3atUvtGDw8PGjlypUybRKJhBwdHdXSyxvwLD3wKY85c+aofchD2TIMbZZkWFhYcNphQUjTdk+fPk2rV6+m//3vf/TXX3+preO6hlII9wS+9ULwQQgxcEUIMfCtZzCEBF/Xs7u7u8wDgvDwcLK2tqb09HQqLi6mwMBA8vLy4tQH28e+gikqKiozFZ8LDg4OCA0NxZAhQ2TaIyMjMWfOHLnTe2/evAkPDw+d+aAtEokE5ubm8PHxkWmPjo5GXl4eAgICePJMfebPn4+lS5fC09MTn3/+OczMzGTOjxs3Ti07Z86cQWJiInJycvDZZ5/h66+/1tgXrjb41uvCRsuWLTF16lT0799fpn337t343//+h/Pnzws2hvj4eHh7e8PR0RG3b9+Gh4cH0tPTQUT47LPPcOzYMaX6R48eoX79+rhx4wYaNmyIrKwsODg44O7du2pNQQeA5s2bIyUlBfn5+ahfvz4AIDMzE0ZGRmWmh125cqWM/o8//kB0dDQ2b96MmjVrSv0KCAhA37591VqiA7yfPn/x4kU8ePAA27ZtQ69evdTSZWVlISAgANHR0ahWrZq0PScnB71798bvv//OfZrbR0BQUBDatm2L4OBgrfS2trY4fPgwmjdvDgsLCyQmJsLR0RF//fUXgoKCkJWVVa564P1SrwEDBsDIyEim/d27d9ixY0eZv3kfYmlpiStXrsDJyUnGh4yMDDRs2BBv375V/UFAGPc1vvVC8IGPGCZPnoxhw4bB1dVV47500X952OBbz2AIiYq+nqtUqYIrV65Il04PHDgQFhYW+OOPPwAA165dg5eXF7Kzs7XvhNOwAENjatasSdOmTdNJ1WAiIiMjI7nF8pKTkxU+GSnZiuiPP/6gV69e6cQPDw8PyszM1Ejj4uIit3J3QkICNWjQQCd+acKbN28oIiKCVq9erfb/D9ena5GRkXJ3RMjPz6fIyEi1fOBqg2+9rmwQEZmZmcktbHTv3j0yNzcv1/652vjiiy9o1qxZRPR/Txhfv35N3t7etGbNGpV6rlPQibg/eW7WrBmZm5uTgYEBOTk5kZOTExkYGJC5ubnCKekfTnXfs2cP7dq1i+rVq0fBwcEaF31jEOXm5pKXl5fW0/mFMG1XLBbL3VHh6dOnKpeKEXEvvieEewLfeiH4wGcMzs7OJBaLqU2bNrRx40atn+Sx/wcGQ1jo8nrWJHewtLSUeY+9vT1t3LhR+jotLa1McWdNYYl9BTN37lxycnIisVhMX331FUkkEsrNzdXanru7u3S7tdLMmzePPDw85GpOnjxJQ4cOJQsLCzIzM6MhQ4bQyZMntfaBSLtKsUZGRnKrT+viwlZFRaxzUQeuP151YYNvva5sEBFVrVpV7v/bmTNnyMrKqlz752rD3NxcOn3ZysqKbt68SURE165dU2vqMNcp6LpAm4EBZVPf1ZkGr4ysrCwqKirSWJeQkEDffPONdHDi22+/5XyPrEg2bNhA+vr6ZG5uTnZ2dhoPOAph2q68iuRE778P6tSh4Tq4IIR7At96IfjAdwwnTpyggIAAMjc3J3Nzcxo6dCidOXNGrX510b+ubPCtZzCEhLbXM9fcoXXr1rR06VIiIrp58yaJxWKZOl0JCQmct49kiT1PHD9+nIYMGUJmZmZUpUoVGjZsmNy1warYtWsX6enpUbdu3Wju3Lk0d+5c6tatG+nr69Pu3buVanNycig8PJzat29PIpGIXFxcaNGiRWW241MHbRL7evXqyX0KFxcXp/Z6XG0pj3UuxcXFVFxcrJGG649XXdjgW68rG0REvr6+1KFDB5mt1Z4/f04dOnQgHx+fcu2fq40aNWpIt0lzc3OTXp/Xrl0jMzMzpdrMzEzq1KkTPX36VKb99evX5OnpqfEMoUuXLtHmzZtp8+bN0qeeHyPabB23efNm0tfXp++++076hPu7774jAwMD2rp1azl5qltq1KhBYWFhWg1qlObUqVNarW/noi8pRCgWi6lx48YyszyaNGlCFhYWSr/LJXAdXBDCPYFvvRB8EEIMRO9/L23cuJG++uorEolE5OrqSosXL1arQKUQYuBbz2AICW2vZ665w+7du8nQ0JA6d+5MNWrUoG+++Ubm/NSpU9X6+6YMtt0dT3Ts2BEdO3bE6tWrsWPHDkRERKBNmzZwc3NDcHAwJk2apJadfv364fz581i+fDni4uIAAG5ubrhw4QKaN2+uVGtmZoahQ4di6NChSElJgUQiwerVqzFz5kx0794de/fuVTuedu3awcTERO33A+/XlowbNw4WFhZo3749AODEiRMYP358me3IFPHixQts3LgR//zzDwDA3d0dQUFBMlvRyCMzMxONGjWSvj5y5Aj69+8POzs7AMD48ePh5eWllg+bNm3C4sWLcffuXQBAgwYNMGXKFAwePFihpnnz5hCJRBCJRPD09IS+/v99FYuKipCWlqZyezGuNvjW68pGaZYsWYL27dvDzs5Oev1fu3YNNWrUwObNmwUdQ+vWrXH69Gm4ubnBy8sLISEhuHHjBnbv3q1yC8V69erJXYNvbm6Oo0ePquy7hMePH8PX1xcJCQmwsrIC8P471qlTJ+zYsUPtbWAuX74s851UdS8qL0iLEjJhYWH45ZdfMHHiRGnbuHHjsGzZMsybNw9+fn66dLFcePfuHQYMGACxWMzJzldffSWz9WFF6Hv37g3g/fe2W7duMts1Ghoawt7eXq3t7iwtLfHXX39pvIZSCPcEvvVC8EEIMZTGzMwMQUFBCAoKkv5eWrhwIWbMmIH8/HzBxsC3nsEQElyvZ665Q58+fXDw4EHs378fXbt2xdixY2XOm5qa4vvvv9c2PAAAS+x5xtzcHMOGDcOwYcNw4MABDBkyBFOmTFE7sQeAzz//HFu2bOHkh7OzM6ZPnw47Ozv89NNPOHDggEb6gwcPatznvHnzkJ6eLvPlKi4uxpAhQ7BgwQKV+kuXLqFbt24wMTFBy5YtAbzfTzYsLAxHjhzBZ599plArFotlfvSfO3cOM2fOlL62srLC8+fPVfqwbNkyzJw5E2PGjEHbtm0BAKdPn8aoUaPw9OlTmeSgNLr48crVBt96XdkoTZ06dXD9+nVs3boViYmJMDExwdChQzFw4EC5e9oLKYZly5YhJycHABAaGoqcnBzs3LkTLi4uKvdJ/pD79++jdu3aGid2Y8eOxevXr5GUlAQ3NzcAwK1btxAQEIBx48Zh+/btSvVcBwbGjRsHZ2fnMkUnV61ahZSUFPz6668axaMN9+7dw7ffflum3dvbG9OnT1epV1acNC4uTnq9yKOwsBALFixAUFAQ6tatq7bPHxIQEICdO3eq5W8JK1asUPu98oqCctWXMHv2bACAvb09BgwYAGNjY7Xtlqak+F7btm2l92ZAdfE9IdwT+NYLwQchxCCP3NxcnDp1CidOnMDz58/RsGFDQcfAt57BEBJcr2dd5A6enp7w9PSUe67k7x8nOD3vZ3AmNzeXJBIJtW/fnsRiMbm4uNDChQtV6h48eEAhISH08uXLMudevHhBkydPVnsP49JryEqWBZw9e1bjWLQlOTmZoqKiaN++fRpts/fVV19RYGAgFRQUSNsKCgooICCA2rVrp1Srq3Uu9vb2cgttREREkL29vUp9RESE3AIemsDVBt96Xdngu3++YyiNNlPQid5vU3bhwoUy7efPnydLS0uV+u+++45atGghXVJARJSUlEQtWrQgX19flfratWvTpUuXyrRfvnxZq+U5CxYsoOfPn2ukcXJykru13++//07Ozs4q9bVr15a5l5Swa9cuMjU1Vak3NzeXW3tEE8aOHUuWlpbUvn17GjNmjFpbJ3Ldck/XW/ZxheuaYCHcE/jWC8EHIcRA9H5ZSUltopK19qdPn66w/vn+HIX0943B4Iq21zPX3CEnJ4dGjRpFtWvXpurVq9OAAQPkLgngAkvseeLMmTMUHBxMVapUIVNTUxoyZAidOHFCbX1ISAgNHz5c4fmRI0fS1KlTFZ5/8OABhYWFkYuLC4lEImrbti2Fh4d/VPuRGhsb0z///FOmPSkpiUxMTJRqdbXORZtdCUqTmZlJWVlZ0tfnz5+n8ePH07p161RqdWWDb72ubHBBSDHk5+dTVlYWZWRkyByaoE3NixLd1atXy7RfuXKFLCwsVOq5Dgwo+j7dvXtX4/3PtWXNmjVkaGhIo0aNok2bNtGmTZto5MiRZGRkJDfh/5BZs2aRo6OjTK2SHTt2kKmpKUVFRanUe3t7U0REBKcYOnbsqPDo1KkTJ9sVRWFhoXSnhxo1apC1tbXMoQqua4KFcE/gWy8EH/iMITs7mxYuXEgNGzYkkUhEbdq0ofXr19Pr16/V7pvvGISiZzCEhLbXM9fcYeLEiWRmZkYjRoygcePGkY2NDfXu3ZtbMB/AEvsK5n//+x+5urqSWCymli1b0rp167Tacs7d3Z1OnTql8PyZM2eoUaNGcs91796d9PX1qWbNmjR16lS6ffu2xv0LAVtbWzp8+HCZ9kOHDpGtra1K/dGjR2nChAm0aNGiMjsTzJkzh44fP67Shja7EpTmq6++ok2bNhER0cOHD8nCwoLatGlD1atXp9DQUJV6XdjgW68rGyWIRKIy137Jd07IMdy5c4e++uorEovFMoc2FeG1Tey9vb2pffv29ODBA2nb/fv3qUOHDmr98eE6MODu7l6msj8R0YoVK8jNzU2lXlfs3r2b2rZtS1WrVqWqVatS27ZtKS4uTm39mDFjyN3dnf777z/aunUrmZiY0K5du9TS/v7771SzZk0KCQmhbdu2ldkKsLIwc+ZMqlWrFi1ZsoSMjY1p3rx5FBwcTNWqVVO6ZZ+uiu8J4Z7At14IPvAZg56eHtna2lJISIjMLCRNYf8PDIaw4HI9c8kd7O3tZQb4L126RPr6+jIzj7nCEvsKpnr16jRhwgS6ceMGJzumpqZKn+JlZGQonPb57bffUlxcHBUWFnLygW/Gjh1LdevWpR07dlBmZiZlZmbS9u3bqW7dumrvlcwVLrsSEL3f1qxkYOW3336jL7/8koiIDh8+rPaUVa42+NbrykYJEomEYmNjZdpiY2OVPgUVQgxffvkltW/fng4ePEhXr16la9euyRyaoM0UdKL3o9glW7c4OjqSo6MjGRgYUPPmzWVGtxXBdWBg48aNZGJiQrNmzaKEhARKSEigmTNnkqmpKf3xxx8ax6Muv/32G71584aI3t87Nd3dQh5+fn7k4uJCpqamGg0K6HrLv48VR0dH2r9/PxHJbgX522+/0cCBAxXqSrZTFIlENHnyZJktFhcsWEDbtm2j/Px8lf0L4Z7At14IPvAZQ0xMjE5+cLP/BwZDWPB1Pevr68v8PiIiMjEx0XhWptI+uK/SZ2hCdna23CJemmJiYoL09HTUr19f7vn09HSFVeo1qXavLm/fvsXOnTuRm5uLLl26wMXFRed9fMiSJUsgEokwZMgQFBYWAgAMDAwwevRoLFq0SKk2NzcXkydPxt69e/Hu3Tt4enpi5cqValf9LoHLrgQAUFBQACMjIwDA0aNH4e3tDQBwdXXFw4cP1fKBqw2+9bqyUUJgYGCZNmUFy3TVP1cb165dw+XLl+Hq6qpWf8r46aeftNLVq1cPV65cwdGjR3H79m0A769nVZXES1i1ahW8vb1hb2+PevXqAQCysrLg4eGhVoHPoKAg5OfnIywsDPPmzQPwvoja77//rrDYmS6YNGkSfH19YWxsDAcHBzx8+BC2trZq6+XdU/v27YtTp05h4MCBEIlE0veUXBeKKC4u1sx5OXTq1AkikUjheXk7KAiNR48eoXHjxgDeF5l9+fIlAOCbb76RKVb0IboqvieEewLfeiH4wGcM3t7eKCoqkqmc/e+//2Lt2rXIzc2Ft7e3Wrs+sP8HBkNYaHs9c80diouLy+SA+vr6KCoq0jISOehsiIBRoXh5edGwYcMUng8ODqYePXqUS98TJ06kMWPGSF/n5+dLn/JZWlqSmZkZ/f3330ptFBQUUGhoqFpPAeVRWFhIJ06coGfPnlFubi5dv36drl+/XmZajLIYynudizq0bNmSpk2bRidPniRjY2Ppk9mzZ8+qXSyMqw2+9bqyIY/09HRKSkpSuZ+3EGJo0aKF0uU15c27d+9IT0+P82yi4uJiOnLkCK1YsYJWrFih1f7nRESPHz/WeC2rttSrV4/WrFlD6enpJBKJ6PLly2VqHCirdaDsKTuXJ+4lswg0ZcKECTLHDz/8QG3btiVLS0saN26cVjYrmgYNGtC5c+eIiKht27bSorI7duwgGxubcu9fCPcEvvVC8IHPGAIDA2nEiBHS169evaJ69eqRjY0NNWnShPT19enAgQOCjkEoegZDSGh7PXPNHUQiUZklYnp6euTu7i7TxgWW2H+kHDt2jPT09CgkJESm+v2jR49o0qRJpKenR/Hx8eXSt7u7u8xaz/DwcLK2tqb09HQqLi6mwMBA8vLyUmmHa/VnIyMjudWn1UGX61wKCwspOjpaOhV/165dats5fvw4WVlZkVgspqFDh0rbf/rpJ+rTp0+F2OBbrwsbGzdulFYqLWH48OHSdepubm6UmZkpuBhevnwpPeLj46lNmzZ0/Phxevr0qcw5ebtflAcODg4aT/svQVcDA9ry5MmTMrtq3Lx5kwIDA8nHx4e2bt2qULtu3ToyNDQsU9+Aa60DbSgsLKS5c+dS7dq1SU9PT1or4eeff6YNGzZwsj179mwKCQnRhZvlzrRp06T1S3bs2EH6+vrk7OxMhoaGNG3aNJV6rsX3hHBf41svBB/4jMHFxUWmjs+qVauodu3a9OLFCyJ6XyirY8eOgo5BKHoGQ0hoez1zzR1KLw1TdnCBJfYfMWvXriUjIyMSi8VkZWVF1tbWJBaLycjIiNasWVNu/VpYWMhUrvb19ZWp0H/16lWqVauWSjtcqz9//vnndPToUa20ulrncvPmTXJ0dCRTU1PpSJuZmRnZ29urneAUFhbSs2fPZNrS0tLkbtVUXjb41nO10apVKwoPD5e+/vPPP0lfX5+2bNlCly9fpjZt2lBwcLDgYihJFj9MHvlIKImINmzYQF5eXvTff/9ppddmYKB58+bSz6yk8JmiQxm+vr40adIk6et///2XrK2tyd3dnby9vcnAwEBaLEcer169ohs3bpBIJKL4+PgyNQ60qXWgDaGhoeTo6EhbtmwhExMTaWK/Y8cOat26NSfbd+/eVSupJXo/W+D8+fO0b98+rQr4cdV/yN9//01Lly6lvXv3qvV+bYvvlYbv+5oQ9ELwga8YTE1NZR4e9OnTh8aOHSt9nZSUpPbsEfb/wGAIC22uZ665Q0ZGhsoZpFwRERHpbmI/o6J58OABoqKikJKSAiJCgwYN0L9/f9StW7fc+rSyssLFixel6+gdHBwwc+ZMBAUFAXi/vt/NzQ1v3rxRamft2rUIDQ2Fv78/Pv/8c5iZmcmcV7UW9dChQ/jpp58wb948ufoqVaoo1Orp6eHRo0cy62KqVKmCxMREODg4KO23NG3atIGNjQ0iIyNhbW0NAHj+/DkCAwPx5MkT/P3332rbYmhPtWrVkJCQIF2TO3r0aDx58gS7du0CACQkJGDo0KFIS0vj080ynDhxQu33dujQoRw9eU/z5s2RkpKCgoIC2NnZlflOXblyRal+48aN2L17NzZv3oyqVauq1WdoaCimTJkCU1NThIaGKn1vyfppeTg4OCAiIkL6OS1ZsgRr167F7du3oa+vjyVLlmDXrl04d+6c0j4iIyPh6+srXX+nKePGjYOzszPGjRsn075q1SqkpKTg119/Vap3dnbGunXr4OnpCQsLCyQmJsLR0RG3b99GmzZt8Pz5c638AoDNmzdj2rRpyM7OVvq+Q4cOYciQIXj69GmZcyKRSOV6QK56XeDk5IQVK1agZ8+esLCwwLVr16Rt586dw7Zt28rdB8bHTbVq1XDq1Ck0atQIAFC7dm0sXrwY/v7+AIB79+7Bw8MDeXl5fLrJYDAqCK65g56ensY1fDSmXIcNGEpJSUmhGTNmkK+vr3SE6ODBg3Tz5s0K8yE5OZnWrVtH8+bNo9DQUJlDEa1bt5ZOe7558yaJxWKZUe2EhASys7NT2TfXtagfvl+TJ5y6WudibGws9//rxo0bZGxsrFJfQlpaGvXp04fT1oNcbfCt52LDxMREZhp2kyZNZJ7KZWRkqPX/IYT/B03hMgX9Q7hOD2vWrBmZm5uTkZERNWjQQKMn7lwxNjaW+Rx69OhBU6ZMkb6+c+cOVa1atVx9ICKqXbs2Xbp0qUz75cuX1VqLWjqO0tsWJiUlkZmZmVo+9OnTR+bo3bs3tWrVivT09NT6f3R2dqbvv/9eZpmXJmir//DJvrJDFaV3jqlZsyZdvnyZiIhSU1OpSpUqavskhHsC33oh+MBHDJ07d6Yff/yRiIhOnjxJYrGYsrOzpeePHDlCTk5O5dZ/edjgW89gCAlNr2euuYNIJCr3GS6sKj5PnDhxAj169EDbtm1x8uRJhIWFwdbWFomJidi4caP0SaM6iMViuLm5ISkpSdrm5uaG5ORkpU9G1q9fj9GjR6N69eqoWbOmTBVlkUiEWbNmydVNnToVvr6+OHDgAJKSkuDl5SUzUnXw4EG0bNlSpd9cqz8fP35ca628J3+9evXS2E6DBg3w77//wt3dXab98ePHcHZ2VttOZGQk4uLi4OzsjF9++UVjP3Rhg289Fxt2dna4fPky7Ozs8PTpUyQlJaFt27bS848ePYKlpaWgY5BIJDA3N4ePj49Me3R0NPLy8hAQECBXN3bsWNSuXRtLly4F8P7aa9euHWrXrg0nJycEBgaiqKgIgwcPVumDsifi6qBq9wF1uXTpEv755x8AQKNGjfD555+r1FSpUgUvXryAnZ0dAODChQsIDg6WnheJRMjPz9eJf8r477//5F5rVapUkfsE+0MaNWqEU6dOSeMoYdeuXWrttAGgTP9isRgNGzbE3Llz0bVrV5X6f//9F5MmTUKNGjXU6k9XenWvH3We+tetWxcPHz5E/fr14eTkhCNHjuCzzz7DxYsXNZqNwe7NwvCBjxhmzZqFHj16ICoqCg8fPkRgYCBq1aolPR8bGyvzd0aIMQhNz2AICU2vZ13kDsp2rNEJ5TpswFBI6afepZ/KnD9/XuMKo9rs201EVL9+fVq0aJFGfZVw9OhRmjBhAi1atKhMJfo5c+bQ8ePHNbKnbfVnbdHVOpcDBw6Qu7s7RUdHU1ZWFmVlZVF0dDQ1btyYDhw4oHbxM0dHR/L396datWpp7RdXG3zrudhYuHAh1axZk+bOnUsdO3Ykd3d3mfPLly8nT0/PcutfFzZcXFzo2LFjZdoTEhKoQYMGCnX29vaUkJAgfb148WJycnKSFnNZvHgxtWrVSoMI+CMrK4u++uorEolE0iJnIpGI2rZtq3IHDW9vbwoKCqKioiKKjo4mQ0NDmfVz+/fvJ1dX1/IOgdzd3WnlypVl2lesWEFubm4q9XFxcWRpaUmLFi0iU1NTWrx4MQ0bNowMDQ3pyJEj5eFyGYYOHcqpUB9XvS7gWnyvBHZvFoYPfMVw69Yt+vXXX2nHjh1lNOvWraOrV6+Wa/+6tsG3nsEQEppez1xzB5FIRCNHjqSJEycqPbjAEnueMDMzk05fL53Yp6WlkZGRUYX4YGFhIe2XD7hWfw4PD5epTllCVFSUykENsVisk+kw8pYDyHutbGnAiRMnyNLSkl69ekU1atSggwcPauwHVxt867naKCoqopkzZ1KzZs2oe/fudOvWLZnz/fv3V3lN8R2DkZGR3F0i0tLSlC4j4DoFvaTwpjpHedOtWzdq1aqVzLS427dvU5s2bahbt25KtYmJiVS9enVpdfuff/5Z5vygQYNo5MiR5eJ3aTZu3EgmJiY0a9YsSkhIoISEBJo5cyaZmprSH3/8oZaNkydP0tdff002NjZkYmJCbdu2lanOXd7k5uaSl5cXBQQE0JIlS+i3336TOcpbXx5oWnyPiP97ghD0QvBBCDFwRQgx8K1nMISENtcz19xBJBLRl19+SR07dlR4dOrUSWv7RKx4Hm/UrVsXUVFR+PLLL2UKJMXGxmLy5MlITU0tdx+Cg4PxxRdfYNSoURrpcnNzMXnyZOzduxfv3r2Dp6cnVq5cKVNMQh3mzp2LyMhIzJ07F8OHD8fNmzfh6OiInTt34tdff8XZs2eV6hs0aIB169ahU6dOMu0nTpzAiBEjcOfOHYVasViMR48ecS5goYviZyXThTdu3IgJEybg4cOH2Llzp0Z+cLXBt15XNrjAdwz169fHqlWryhSN3LNnD3744Qfcv39frq5GjRo4cuQImjZtCgCoXr061q1bh379+gEA7t69i+bNmyMnJ0euPjIyUvrv//77D/Pnz0e3bt3Qpk0bAMDZs2dx+PBhzJw5ExMnTiyjt7a2Vntq2bNnz5SeNzExwd9//11myvnly5fRrl07lUWqnj59ijNnzqBmzZpo1aqVzLkDBw6gUaNGKgvc3Lx5Ex4eHnLPxcXFqTVd/Pfff0dYWJi0SJ29vT3mzJmDIUOGqNTqArFYrPT/RNU09o0bN2LUqFEwNjZGtWrVyizTunfvXrnoV6xYgREjRsDY2BgrVqxQ2seHxQnLA77vCULQC8EHIcTAFSHEwLeewRAS2lzPXHMHXeUeSuE0LMDQmpCQEPrqq6/o4cOH0u3jTp8+TY6Ojpz3MFSXBQsWUPXq1TV+qjJx4kQyMzOjESNG0Lhx48jGxoZ69+6tcf9OTk7S7epKz1r4559/yMrKSqVe2yecRO9HzR4/fqyxz7omLy+PqlSpIp1KffnyZTIxMZHuk1sRNvjW68LGs2fPaMWKFXKXPLx48ULhOSHFMHXqVLKzs6Njx45RYWEhFRYWUnx8PNnZ2Snde1yXU9D79u0rdxr5ypUrqVevXnI1ERER0mPp0qVkbW1Nvr6+0vuIr68vWVtb07Jly1T27+LiQufPny/Tfv78ebWKVBUXF1NycjLdvHlT7X1lP6R27doyxUBL2LVrF5mammpk6/Hjx/T69Wut/Lh48SJt2rSJNm3aJLcYnzLi4uJkjujoaJo+fTrVqVNHrdlQNWrUoLCwMK2nHGqrt7e3p6dPn0r/rehwcHCQq9dl8T0h3BP41gvBByHEwBUhxMC3nsEQEtpez1xzB13NFlYGS+x5Ij8/n4YNG0b6+vokEonIwMCAxGIxDRo0iAoLCyvEB21+OJXoSk+Bv3TpEunr62v8Q5pr9ed69erJ/YEWFxensk6Brte55Obm0j///EOJiYkyhyo2b95M9vb2Mm3u7u60du1atfvmaoNvvS5szJ07l/r376/wvI+PD82fP7/c+teFjfz8fPruu++k9wMDAwPS09OjoUOHUn5+vkKdLqegm5mZ0d27d8u03717V63vpDYDA6WJi4ujli1b0sWLF6VtFy9epNatW5epI/Ih9+7dIw8PD+kSmPr168vYUZdZs2aRo6MjPXz4UNq2Y8cOMjU1lbv0RxGPHz+mU6dO0alTp+jJkydq67jUGVDF1q1bydvbW+X7rK2tKSUlRet+uOq1RdlOK5ruuiKEewLfeiH4IIQYuCKEGPjWMxhCQtvrmWvuUBFV8VlizzOZmZl04MAB2rlzJyUnJ/Ptjlro6+vTgwcPZNpMTEykWwupy2effUabN28mItnEPjQ0lL766iuVem2fcBLpbp3L48ePqWfPnjLb7ZU+VNGlSxeaMWOGTNvChQupdevWKrW6ssG3Xhc2mjZtKp39IY+jR49Ss2bNyq1/Xdkger8FZVRUFO3bt6/MNnaKePLkCcXFxdG5c+fKnNu/f7/cJ9DyqF+/Pi1ZsqRM+5IlS6h+/foq9VwHBqysrKQDFIaGhjL/VrXev1+/fuTq6krbtm2j3bt305dffkmfffaZyj7lMWbMGHJ3d6f//vuPtm7dSiYmJrRr1y61tDk5OTR06FDS09OTJpL6+voUFBRUptCoPLjUGVBFamqqWv8PEyZMkBae0waueqL3fwfkfV55eXlKt2PVFUK4J/CtF4IPQoiBK0KIgW89gyEktL2eueYOERER9PbtW53EoAiW2AuEwsJCunr1qswU2ooiPz+fbt++rfYTd7FYXGYqioWFhdrJQwlcqz9r+4STSHejZn5+ftS2bVu6ePEimZmZ0ZEjR2jz5s3UsGFD2r9/v1JtZmYm6enplRnQycrKIj09Pbpz547K/rna4FuvKxvm5uZKB5YyMjLIwsJC0DFwQRdT0Ine77Chp6dH33zzDc2bN4/mzZtH33zzDenr65NEIlGp5zowUHpav6rjQ2rUqEGnTp2Svs7OziaxWEw5OTkq+5WHn58fubi4kKmpKcXFxamtGzFiBDk6OtLBgwelO2IcOHCAnJycaNSoUSr1xsbGdOXKlTLtly5dIhMTE41iKE1eXh6NHz9e6Q4LJYwdO5YsLS2pffv2NGbMGI1nMnHVEymesvj06VO1Bk25IIR7At96IfgghBg+5M2bNxQREUGrV69W62GMEGLgW89gCAku13NFPHHnCiuexxMTJkxA48aNERwcjKKiInTo0AF///03TE1NsX//fnTs2LHcfcjLy8PYsWOlxbOSk5Ph6OiIsWPHok6dOvjxxx/l6sRiMTw8PKCvry9tu379OlxdXWFoaChtu3LlikofTp06hblz5yIxMRE5OTn47LPPMGvWLLX2Wi4hOTkZiYmJMDExQePGjcvs/ywPPT09PHz4kHMBi1q1amHPnj1o2bIlqlSpgkuXLqFBgwbYu3cvfvnlF5w+fZqTfYZ6WFlZ4dChQ2jdurXc8+fOnUP37t3x4sWLinWsAkhLS4O3tzdu3boF4H1hzpiYGLRo0UIre+fPn8eKFSuk+8i7ublh3LhxZYrRySMiIgLDhg1Djx49pO8/f/48Dh06hPXr1yMwMFArn9RBLBbj4cOHMnunm5ub48aNGyoL5u3du7dMW0FBASZOnIiuXbvKFDT8sLjhh1SvXh27du0qcw8/fvw4vvvuOzx58kSpvkGDBtiyZQtatmwp037hwgX4+fkhJSVFqR4oW9CQiPD69WuYmppiy5YtKmP4sCBpaUQiEY4dO1aueuD9/+e///5bpijrsWPHMGDAALmfo9CK7zE+biZNmoSCggKsXLkSAPDu3Tu0atUKSUlJMDU1RWFhIf766y9poVEGg/Fpo6vcAXj/N87NzQ1JSUnSNjc3NyQnJ6sscKsMfdVvYZQHu3btwqBBgwAA+/btw71793D79m1s3rwZM2bMwJkzZ8rdh59++gmJiYlISEhA9+7dpe1ff/015syZozCxnz17dpm2Xr16aeVDu3bt8Ndff2mlLaFBgwZo0KCBRhpdjWfl5uZKv+DW1tZ48uQJGjRogMaNG6s1sMHQDc2bN0dcXJzCxD42NrZMpfVPhSlTpqCwsBBbtmyBsbExlixZgpEjR+Ly5cta2WvVqhW2bt2qlTYwMBBubm5YsWIFdu/eDeD9H6rTp0+rNTDABZFIhJycHJiYmEjbxGIxXr9+jVevXknbqlSpUkarrNJ9eHg4wsPDpX2o+oObl5cnM7hQgq2trcqq/gCwePFijB07FqtXr5YOzly6dAnjx4/HkiVLVOoBYPny5TKJvVgsho2NDVq1agVra2uV+uPHj6vVT3noSwYlRCIRGjRoIBNHUVERcnJyFO7ksnz5cvj7+8PY2BjLly9X2IdIJGKJPUMlR44cwYIFC6Svt27dioyMDNy9exf169dHUFAQ5s+fjwMHDvDoJYPBqCh0+Sw8PDwcVlZWMm0LFy7Ey5cvuRnmdb5AJcbIyEhaCGn48OE0fvx4InpfAErRlGFdU79+fTp79iwRya5xv3v3rlIfMjIytK6WXJrg4GA6fvy41vrCwkLasGEDDRw4kDw9PalTp04yhzJ0tc6lRYsWdOjQISIi+vbbb2nw4MF0//59mjp1Kjk6Ompky8PDgzIzMzn5w9UG33ptbezatYv09fVp5cqVMsUnCwsLacWKFWRgYEDR0dHl1n952FAXXU9BFwLnzp0ja2trOnbsmNqakqJopY/SbeoWTeNK586dycfHh968eSNty8vLIx8fH/L09JSrsbKykqkfoKzOwKdOREQESSQSEolE9Ntvv8ksv9i2bRv9/fffFe6TEO4JfOuF4ENFx1CyY1EJvr6+NHz4cOnrq1evUq1atcqt//KywbeewRASmlzPFbFGnivsiT1P1KhRA7du3UKtWrVw6NAh/P777wDeP+3R09OrEB+ePHkidzpJbm6u0j2QHRwcdDIV5cmTJ+jevTtsbGzg6+sLf39/NGvWTG39+PHjERERgZ49e8LDw0PtvbQBICAgQAuP5fvw8OFDAO9nMnTv3h1bt26FoaEhIiIiNLKVnp6OgoICTv5wtcG3Xlsb/fr1w9SpUzFu3DjMmDEDjo6OAIB79+4hJycHU6ZMQf/+/cut//KwoS6PHz+Gi4uL9HWtWrVgYmKCx48fq5yCrojz58+jR48eiImJUTqturyIiIhAbm4uJBKJ2v1zfcqsK3777Td069YNdevWRdOmTQEAiYmJMDY2xuHDh+Vqfv31V536IJFIYG5uDh8fH5n26Oho5OXlqbz/derUSen9VJ2p+NrqS3xzcHDAl19+CQMDA6V9KWLu3LmYPHkyTE1NZdrfvHmDxYsXY9asWWrbEsI9gW+9EHyo6BjEYrHME7pz585h5syZ0tdWVlZ4/vx5ufVfXjb41jMYQkKT61lXuUN5whJ7nhg6dCi+++471KpVCyKRCF9//TWA9z+oXV1dK8SHFi1a4MCBAxg7diwASH+IbdiwQemaMdLRVJQ9e/bg+fPniI6OxrZt27Bs2TK4urrC398ffn5+sLe3V6rfsWMHoqKi4OXlxckPLutcSpZTAMDnn3+OjIwM3L59G/Xr10f16tU5+cXQjLCwMPTq1Qtbt25FSkoKiAgdOnSAn59fmfXKQuXt27e4fv06Hj9+jOLiYplzitZFc5mCrghtEuvScBkYyM/PR1RUFObNm4e5c+dizZo1MDc3V6nLyMjAgAEDYGRkpLG/pRk3bhycnZ3LTNVetWoVUlJSVCbhHh4euHv3LrZu3Yrbt28DAAYOHAh/f3+Z/6PS6PrHwsKFC7Fu3boy7ba2thgxYoTK/j4cYC0oKMC1a9dw8+ZNtXzlqgeADh06oLi4GMnJyXK/D+3bt1eqDw0NxahRo8ok9nl5eQgNDdUosWdUTtzc3LBv3z5MmjQJSUlJyMzMlLmfZWRkyF12w2AwPn3Ka408Z3ieMVCpiY6OpmXLlsnsTRwREaFRBWYunDp1iszNzWnUqFFkbGxM48ePpy5dupCZmRldunRJoU4kEpWpiq8LsrKy6JdffiFXV1fS09NT+f5atWrppBqrRCIps0d2bGys3MrbH1J6CjRXevToQdnZ2bza4FuvKxsfkp2dTT/88EOF9a+NjT///JNsbGw03ndb11PQ3759S1WrVqX//e9/ZGZmRq9fv9YoDiKiUaNGkaGhIQ0ePFhj7c6dO6l+/fpUXFxM7u7ualXjJ1JcRV1TateuLff+d/nyZapTpw5n++ry77//0o0bNygxMVHmUAcjIyNKS0sr056WlkbGxsZa+zR79myVW4nqSn/27FlycHCQXsOa7kOv6O9UfHw8Va9eXSO/hXBf41svBB8qOobdu3eToaEhde7cmWrUqEHffPONzPmpU6eSj49PufVfXjb41jMYQkLb65lL7lCesKr4lZzU1FQsWrRIpir9tGnT0LhxY4UasViMESNGlHkS8iHLli1T24+CggIcOHAAW7ZswYEDB1C1alU8ePBAqWbp0qW4d+8eVq1apdE0fF1iaGiIOnXqYODAgRg0aBAaNWrEix8MICkpCcePH4eRkRF8fHxgZWWFp0+fIiwsDGvXroWjo6PMyKrQcHFxQdeuXTFr1iyNngKdOHFCrfd16NBBrfdFRUVhypQpSE9PR+PGjTF58mSNqtnn5+ejdu3amDZtGubOnYtHjx6p9cS9hJ49e6Jp06ZYsGABFi1ahD///FOtGMViMR49esR5iZCxsTFu3rwJZ2dnmfaUlBR4eHjg7du3ZTTyquorQlVF+suXLyMgIAD//PNPmdlR6hTvA4D69etj1apVZfras2cPfvjhB9y/f19tf0uTkpKCli1b4tmzZ+Wub9asGRo0aIDQ0FDpzLbSWFpaytWVFN97+fIlqlSporD43urVq7WKgVG5iI+Px/79+1GzZk2MHTtW5ndPaGgoOnToUCG7GDEYDIY6sMSeR06cOIElS5ZIt5Vq1KgRpkyZgnbt2vHsmXLEYjHatGkjs7Xdh6i7pdHx48exbds2xMTEoLi4GH379oW/vz86d+6sMlnv06cPjh8/jqpVq8Ld3b3MWsySqtzlydOnT7Fjxw5s374dZ8+eRZMmTeDv74+BAweibt265d4/4z179+5F//79UVhYCABwdHTE+vXr8d133+Hzzz/HhAkTZHZ+ECJVqlTB1atX4eTkpJFu06ZNOpmCXoK2iXUJXAYGHj16hPr16+PGjRto2LAhsrKy4ODggLt376qsF6BoezRN8fDwwKhRozBmzBiZ9pUrV+L333+Xbiv4Yd/qoE5i3rRpUzg5OWHatGmoUaNGmfugOtt5Tps2DTt37oREIpFOWT9x4gSCgoLQv39/tavrf8jmzZsxbdo0ZGdnl7vezMwMiYmJZQZYVBEZGQkiQlBQEH799VeZAQBDQ0PY29uz7ckYDAaD8UnCEnue2LJlC4YOHYq+ffuibdu2AIAzZ84gNjYWERER8PPzqxA/ioqKEBsbKzO40KtXL5k96j9EV0/G6tSpg2fPnqF79+7w9/fHt99+q1FyMnToUKXnJRIJJ/80JS0tDdu2bcP27dtx+/ZttG/fXq3BDQZ3WrZsibZt22LevHnYsGEDJk2aBHd3d4SHh+OLL77g2z21CAoKQtu2bREcHKyRTpf7qnJJrEvgMjCwZMkSREVF4cKFC9I2T09PtG/fXu42m6URi8Xw8PBQeu8CoHIbyvDwcIwZMwZTpkxB586dAbx/ard06VL8+uuvGD58uFqxaIuFhQWuXr2qcUJbmnfv3mHw4MGIjo6Wfh7FxcUYMmQI1q5dq3RQFgD69u0r85qI8PDhQ1y6dAkzZ85U+X/BVQ8AnTt3xtSpU7UekDtx4gSn4nsMRm5uLiZPnoy9e/fi3bt38PT0xMqVKzkPHjIYDEZ5wRJ7nnBzc8OIESMwceJEmfZly5Zh/fr10kS7PElKSoK3tzcePXqEhg0bAgCSk5NhY2ODffv2wcPDQ65OV4nE+vXrpVOmPxWKiorw559/YubMmbh+/Tq/BTQqEZaWlrh8+TKcnZ1RVFQEIyMjHDp0SFqU8mMgLy8PPj4+sLGxQePGjcskJIr23dbVQBvALbEGuA8MNG7cGCNHjpR5Wh4REYF58+YhNTVVqVYsFiMkJETltH914vj9998RFhYmfbJsb2+POXPmYMiQISq1XOnduzcGDx6Mfv36cbaVnJyMxMREmJiYoHHjxmo97QfKDpqKxWLY2Nigc+fO6Nq1a7nrASA2NhY///wzpkyZIvf70KRJE5U2iouLkZKSolXxPQZj0qRJ+OOPP+Dv7w9jY2Ns374dbdu2RWxsLN+uMRgMhlxYYs8TRkZGSEpK0mgdp65p06YNbGxsEBkZCWtrawDA8+fPERgYiCdPnuDvv/+Wq9NlIlFCyZpPTaavz549G0FBQWr/WC1Pzpw5g61bt2LXrl14+/YtevXqBX9/f8FP//5U+PCatLCwQGJionTbu4+BjRs3YtSoUTA2Nka1atVkpmCLRCLcu3dPrk5XU9ABbok1wG1gICsrCwEBAYiOjka1atWk7Tk5Oejduzd+//13mW39PqQ87ktPnjyBiYmJRjUCgPdP+JcvXy4doHVzc8OECRPUGmh6+vQpAgIC0LJlS3h4eJRJaFWt0f9UkLe8QSQSgYjUWtJw7tw5+Pn5ISMjQ+taBYzKjYODA3755RfptpGXL19G69at8ebNG5UzgxgMBoMPWGLPE87OzpgyZQpGjhwp07527VosXboUd+/eLXcfTExMcOnSJbi7u8u037x5E1988QXevHkjVxcZGQlfX1/Oa3qLi4sxf/58LF26FDk5OQDeJ2QhISGYMWOGynWrzZo1w82bN9GhQwcEBwejX79+OltnrC4//fQTduzYgezsbHTp0gX+/v7o1auXysKCALBz506ZKX6jRo3SuH+uNvjW68qGWCxGZGSkdD3twIED8euvv5YpQicvKRJKDDVr1sS4cePw448/qr1mG9DdFHSuiTXAfWCAC7pckgC8T+rv3LkDAHB1dVV7+8o1a9Zg/Pjx6N+/v3Qt97lz57Br1y4sX74cP/zwg1L9vn37MHjwYJmtCkvQJCG9f/8+9u7di8zMTLx7907mnCaFTfkiIyND6XlVA7raFt8DhHFP4FsvBB/4jsHAwAAZGRmoXbu2tM3U1FS6pe3HEIMQ9AyGkPjkr+eKLsPPeM+aNWvI0NCQRo0aRZs2baJNmzbRyJEjycjIiNauXVshPjRp0oTi4+PLtMfHx5OHh0e59//jjz+SjY0NrVmzRrqV0+rVq8nGxoamT5+ulo0rV67Q2LFjqXr16mRlZUWjRo2iCxculLPn/8eXX35Jq1evpidPnmikW7NmDYlEImrQoAE1bdqUxGIxTZ48uUJt8K3XlQ0ikrtFnDpbZAkpBmtra0pJSdFYJxKJaPLkyTRnzhylR3mTmZlJnTp1oqdPn8q0v379mjw9PSk5OVkje1lZWVRUVKT2+0UikU62u8vJyaGhQ4eSnp6e9NrR19enoKAgys3NVamvU6cOrVy5skz7qlWrqHbt2ir1dnZ29MMPP9CjR4+08p+I6OjRo2RqakoeHh6kr69PzZo1IysrK7K0tKROnTqp1MvbQrH0Ud56XWBqakp3797VWCeEewLfeiH4IIQYxGJxmS0TLSws6N69ex9NDHzrGQwhURmuZ5bY88ju3bupbdu2VLVqVapatSq1bdu2wvawJyI6cOAAubu7U3R0NGVlZVFWVhZFR0dT48aN6cCBA/Ty5UvpoQiRSESNGjWSaXN1dVXrx1utWrVoz549Zdrj4uLU+gFcmnfv3lFMTAx98803ZGBgQI0bN6Zff/2VXrx4oZGdiqJRo0YyydbmzZvJ1NS0Qm3wrdeVDS4IKYYJEyZQWFiYxjpdJbQfomlirWssLCwoNTVV7fenp6dTcXEx535HjBhBjo6OdPDgQen978CBA+Tk5ESjRo1SqTczM5ObUCYnJ5OZmZlKvbm5uVYDPKX54osvaNasWVJ7qamp9Pr1a/L29qY1a9ao1MfFxckc0dHRNH36dKpTpw5t2LCh3PUlbNq0ib788kuqVasWpaenExHR8uXL1fo72alTJ/rzzz/V7qsEIdwT+NYLwQchxCASiahx48bUvHlz6aGnp0fu7u4ybUKOgW89gyEkKsP1zBL7SsyHTzPFYrHc18qSdIlEQrGxsTJtsbGxFBERobJ/IyMjunPnTpn227dvk7GxsUax5Ofn044dO6hr166kr69P7du3J2dnZ7KwsKAdO3ZoZEtTtPnxaWxsTGlpadLXRUVFZGhoSNnZ2Wr3y9UG33pd2eCCkGIYO3YsWVpaUvv27WnMmDE0ceJEmUMRYrG4XBJ7TRPrD+E6MFCSkGrDiRMn6OLFizJtFy9epBMnTqjUVqtWjY4fP16m/dixY1S9enWV+oEDB9Ivv/xSpn3x4sU0YMAAlfohQ4bQ+vXrVb5PGaUHB6ysrOjmzZtERHTt2jWys7PT2u7WrVvJ29u7QvRr1qyh6tWr0/z588nExER6LUgkEurYsaNK/e7du6lRo0YkkUjo0qVL0llhJYcihHBP4FsvBB+EEIOqWVCqZkMJIQa+9QyGkKgM1zOr/lGJOX78OGcb8van7t27t1rapk2bYtWqVVixYoVM+6pVq9C0aVO1bFy+fBkSiQTbt2+HkZERhgwZgtWrV0uLEq5cuRLjxo3DgAED1LKnKb///jtmzZqFCRMmICwsTLr+1crKCr/++it69eolV5efnw8zMzPpa7FYDENDQ4V1DcrDBt96Xdn4ELFYDFdXV5n9xt3c3JCcnFxmfbKQYrhx4waaN28O4H2di9J8uD64NFROZVK42m3UqBGuXbvGSwHDjh07lrkGBg8eLPca+JC8vLwytRkAwNbWFnl5eXI1pe9hjRo1QlhYGBISEmTW2J85cwYhISEqfW/QoAF++uknnD59WqPdEUpjZmYmXVdfq1YtpKamSmupPH36VKVeEa1bt8aIESMqRL9y5UqsX78evXv3xqJFi6TtLVq0wOTJk1XqS3YVCAoKkrapU3xPCPcEvvVC8EEIMQwdOhR169bVqOaJLvvXhQ2+9QyGkKgM1zNL7CsQa2trpT/QS/Ps2bNy9gbo0KGDTu1lZGQgNzcXrq6uav0h/OWXX9CzZ08cPXpU+gP47NmzyMrKwsGDB1XqGzdujNu3b6Nr167YuHEjvv32W+jp6cm8Z+DAgRg/frx2AakBlx+fM2fOlCmy9+7dO4SFhckUdVJV5IqrDb71urJRmvDw8DJbKC5cuBAvX74UdAzaDrSlpaUJcl9lrgMD06dPR9WqVbXSpqWllUmI4+PjUVBQoFLbpk0bzJ49G5s2bYKxsTEA4M2bNwgNDZXepz5k+fLlMq+tra1x69YtmYEFKysrhIeH4+eff1ba/4YNG2Bubo4TJ07gxIkTMudEIpFaiX3r1q1x+vRpuLm5wcvLCyEhIbhx4wZ2796N1q1bq9TL482bN1ixYgXq1KlTIfq0tDTpQFdpjIyMkJubq5ZeW4RwT+BbLwQf+I7BwcGBc0FOvmMQgp7BEBKf+vXMquJXIJGRkWq/NyAgoBw9ec/Fixexfft2JCcnAwAaNmyIgQMHokWLFkp14eHhePHiBSZNmiRtGzFiBDZu3Ci1c/jwYdSrV0+lD9nZ2Vi9ejVu374N4P2T1e+//16mCq0i5s2bh6CgIK1/aOoCExMT3L59G3Z2djJbrN29exdNmjRROArYsWNHlYM8IpEIx44dU3ieqw2+9bqywYVPIYbSnDx5EqampjLf4UuXLiEvL0/jfbsXLlyI0aNHlxkkUZePcctB4P1siW7duiE/P186cygxMRHGxsY4fPhwmV1EhMSzZ89QtWpV3Lt3Dzk5OWjSpAlyc3MREhKCv//+Gy4uLli2bJnKivIfDkITEV6/fg1TU1Ns2bJF5ZZ7XPXA+5kPCxcuRK9evWSupZUrV0Iikajc5UFbhHBP4FsvBB+EEAPXLTSFEAPfegZDSFSG65kl9pWUqVOnYsmSJTA3N5f+8E5NTUVeXh4mT56M//3vfwq1rVu3xsiRIzF06FAAwKFDh/Dtt98iIiICbm5uGDNmDBo1aoQNGzZUSCwlFBYW4u3btxrvOc0Fvn58Mj49OnXqpPQPjjp/aDRZhlDecB0Y0JTnz59jy5YtCAgIQJUqVWTOvXz5Eps2bZJ7Th55eXnYunWrzICjv78/TExMysV3XWFsbIzevXsjODgYXbp00dpORESEzLUoFothY2ODVq1awdrautz1wPuZC3PmzMHSpUsRHByMDRs2IDU1FQsXLsSGDRvg6+ur0sbmzZuxdu1apKWl4ezZs7Czs8Ovv/4KBwcHhcukGIwSxGIx/v33X0HOiGIwGAy58LW4v7Ly4MEDCgkJkVtp/sWLFzR58mRO2xypQ0REBBkbG9PKlSvp3bt30vZ3797Rb7/9RsbGxhQZGalQX7VqVbp+/br09ahRo6hfv37S18ePHyd7e3u52g8LGCk7FLF3716SSCQybfPnzycjIyPS09OjLl260LNnz1R9DDph/fr1VKdOHdqxYweZmZnR9u3baf78+dJ/KyIkJIT++ecfTn1ztcG3Xlc2+O5fVzFMmDBB5vjhhx+obdu2ZGlpSePGjVPLRnp6Oj148ECm7cGDB9Kijp8yc+fOpf79+ys87+PjQ/Pnz69Aj7QnKyuLVq9eTdOmTVO7iCLR+0KenTt3JrFYTHZ2djR79myZQkEfG1u2bCFnZ2dpUVdNquprW3xPCPcEvvVC8EEIMYhEIho5cmSZ76C630khxMC3nsEQEpXhemaJfQUTEhJCw4cPV3h+5MiRNHXq1HL14YsvvqBly5YpPL906VL64osvFJ43MTGRSRSaNGlCv/32m/R1RkaGwqr2JVX2P9zn+MNq/Moq8Xfs2JFWrVolfX3mzBkSi8U0f/58iomJIVdXV5U/gHWJNj8+nZ2dSSwWU5s2bWjjxo2Uk5Ojcb9cbfCt15UNLnwMMcyePZtCQkJ0avNTpGnTpnT06FGF548ePUrNmjWTe27Pnj1qH+UN1z3oiYju3btHs2bNInt7e9LT06Ovv/6aduzYQfn5+Wrpw8PDKSoqqkx7VFSUWjuecNV/SG5ursY7P7i5uUl3bCm9w8KNGzeoWrVqCnVCuCfwrReCD0KIQSQS0ZdffkkdO3ZUeCj7TgohBr71DIaQqAzXM0vsKxh3d3c6deqUwvNnzpwpsy+8rjE1NVW6jVRqaqrSfR1dXV0pJiaGiIiePHlCenp6dOnSJen58+fPU40aNeRq09PTpUdsbCw5OTnR2rVrpU/p165dSy4uLmW20CuNjY0NXblyRfp64sSJ1K1bN+nrAwcOkLOzs0J9eaHpj88TJ05QQEAAmZubk7m5OQ0dOpTOnDmjUZ9cbfCt15UNLgg9hrt375K1tbXC88+ePaMVK1YonAWk6Nynhrm5OWVkZCg8n5GRQRYWFnLPld76U9mhbMBRV3Ddg/5D/vrrL/Lz8yNTU1OqWrUqjR07VqXGxcWFjh07VqY9ISGBGjRoUO56IqJ58+bRvXv31HqvPIyNjaUD0KUT++TkZJXbqQrhnsC3Xgg+8B2DSCTivJUo3zEIQc9gCIlP/XpmiX0FY2pqqvLHp7KkWhdYWFgonYpy+/ZthT+AiYgWLlxINWvWpLlz51LHjh3J3d1d5vzy5cvJ09NTpR9ffPEFHThwoEz7gQMH6LPPPlOoMzY2lvkMv/jiC5l9o9PT08v9M9QlOTk5tHHjRvrqq69IJBKRq6srLV68WKMlGVxt8K3XlQ0uCDWGTZs2Ua1atRSe/xSmoD958qTMcoGbN29SYGAg+fj40NatW1XasLS0pLNnzyo8f/bsWbK0tOTqarlTXnvQ79q1i6pWrarW4ISRkZHcKfxpaWkqk2Jd6InezwQrebKyevVqevLkiVq6Etzc3CguLo6IZBP7FStWUPPmzdWyIYR7At96IfjAVwxisZhzYs+lf13b4FvPYAiJT/V6Zol9BVOtWjU6ceKEwvMnTpxQOk1QF3To0IF+/vlnhednzJhBHTp0UHi+qKiIZs6cSc2aNaPu3bvTrVu3ZM73799frXWQxsbGZbRERLdu3VL648/JyYkOHTpERESvX78mQ0NDOn36tPT85cuXqXr16ir71yVpaWnUp08fun37Nic7d+/epenTp1PVqlXJ0NCQFxt863Vlgwt8xNCnTx+Zo3fv3tSqVSvS09OjOXPmKNRxmYJegi4Say74+vrSpEmTpK///fdfsra2Jnd3d/L29iYDAwPatGmTUhsdO3akadOmKTw/depUpWuruaKrz7BGjRrS+6Kbm5t0+v+1a9fIzMxMI5/S09Np9uzZMlPyldX+KKFevXpylx3ExcVRnTp1yl1fws2bN+mnn34iBwcHMjAwIC8vL9q6dSvl5uaq1Gpb/0QRQriv8a0Xgg8VGYMunthz6b88bfCtZzCExKd0PbPEvoLx8vKiYcOGKTwfHBxMPXr0KFcf9u3bR3p6ejRlyhSZkamHDx/S5MmTSV9fn/bt21euPhARNW/enAYPHiyz7jM/P58GDx6s9InKjz/+SK6urrRp0yby9fWl+vXrU2FhofT8unXrqG3btuXq+4fMmTOHRCIRTZkyRWsbOTk5FB4eTm3btpWOHla0Db71urLBBb5iCAwMlDmCgoJo2rRpdPjwYaU6LlPQS+CaWHNNau3t7SkhIUH6evHixeTk5EQFBQXS161atVJqY9euXaSvr08rV66UuR8UFhbSihUryMDAgKKjo5XaKOHo0aPUs2dPcnR0JEdHR+rZsyf99ddfSjW6GJwgIurVqxf98ccfRPS+JouzszPNnz+fPvvsM7VmQr19+5a2bt1Knp6epKenR/Xr16dZs2ZpVERv6tSpZGdnR8eOHaPCwkIqLCyk+Ph4srOzU6veA1e9PE6fPk3ff/892djYqLyeS+BSfK80Qriv8a0Xgg8VHUNERAS9fftW4z501X952eBbz2AIiU/temaJfQVz7Ngx0tPTo5CQEJmk+tGjRzRp0iTS09Oj+Pj4cvdjxYoVZGhoSGKxmKytrcna2prEYjEZGhrSr7/+qlSrqzW958+fJ1tbW7KxsSFPT0/y9PQkGxsbsrW1pfPnzyvU5eXl0eDBg8nKyopcXV3p5MmTMuc7duxIixYtUtm/LnF0dCR/f3+qVasWFRUVaaQ9deoUDR06lCwsLKTrfUrPQKgIG3zrdWWDCx9rDLqYgs41seaa1JZeD01E1KNHD5lBsjt37lDVqlWVxkBENH36dBKJRFSlShVq1qwZNWvWjKpUqUJisVjp0/zSrF69mvT19cnX15d+++03+u2332jgwIFkYGAgU7TzQ3QxOEH0vsZJya4gOTk5NHLkSGrcuDH17dtX5e4Go0ePJmtrazIyMqLvvvuODh8+TMXFxeqELUN+fj599913JBKJyMDAgAwMDEhPT4+GDh2qVgE+rnp5XL16lUJCQqhOnTpqT+cvQZvie0TCuCfwrReCD0KIgStCiIFvPYMhJD7V65kl9jywdu1aMjIyIrFYTFZWVtKk2sjISKviSNqSlZVFy5Yto9GjR9Po0aNp+fLllJmZqVKnyzW9OTk5tG7dOum2MX/88cdHV6XyxIkTZGlpSa9evaIaNWrQwYMHVWqys7Np4cKF1LBhQxKJRNSmTRtav349vX79Wu1+udrgW68rG1z4FGLQxRR0rok116TW1taWrl27Jn1drVo12rVrl/R1cnKy2tPQz58/T+PGjSMvLy/q0aMHjR8/XulA4YfUqVOHVq5cWaZ91apVVLt2bYU6XQ1OcKFx48b066+/0tOnT3Vi786dOxQVFUX79u3TastErvp79+7R/PnzqVGjRqSnp0edO3emDRs20IsXL1RqtS2+J4R7At96IfgghBhKIxKJyhQ2dnV1VVqzQggx8K1nMIREZbieWWLPE/fv36dly5bR999/L02qs7Ky+HZLLXSxpvdTIigoiIKCgoiIaPz48fTdd9+p1Ojp6ZGtrS2FhITIrTOgDlxt8K3XlQ0uCCmGD7d7/PBQhC6moHNNrLkmtd7e3hQUFERFRUUUHR1NhoaG9OzZM+n5/fv3c54e9/z5c7kJ+4eYmZnR3bt3y7Sr+gx0OThB9P6pd1ZWFmVkZMgclYVWrVqRWCymZs2a0eLFi+n+/fsa6bUtvieEewLfeiH4IIQYSiORSMrs1hMbG6t0+0YhxMC3nsEQEpXhemaJPUNjdLGmt4Tk5GRat24dzZs3j0JDQ2UOddFV4TptyMvLoypVqkifVl6+fJlMTExUPlGKiYmRPs3UFq42+Nbrygbf/esqhri4OJkjOjqapk+frta6YK5T0Lkm1lyT2sTERKpevbp0edCHxT0HDRpEI0eOVBmHPI4ePUoDBw4kY2NjtZ6YDxw4UGaXjRIWL15MAwYMUKjT1eDEnTt36KuvviozsKPpdnsnTpygixcvyrRdvHhRafHW0mRlZdHq1atp2rRp0hlVJUdF6KdPn05JSUlqvVcR2hTfE8I9gW+9EHwQQgxcEUIMfOsZDCFRGa5nERERGJUWsVgMV1dX3Lp1S9rm5uaG5ORkFBUVydVYWVnh0KFDaN26tdzz586dQ/fu3fHixQulfa9fvx6jR49G9erVUbNmTYhEIuk5kUiEK1euqBVDaGgoQkNDMXnyZPzyyy9qaXTFli1bMHPmTKSlpUnbPDw8MHbsWIwcOVKhrrCwEEVFRTAyMpK2/fvvv1i7di1yc3Ph7e2Nr776SmnfXG3wrdeVDS58DDFs27YNO3fuxJ49e5S+78KFC9i6dStSUlJARGjQoAH8/PzQsmVLlX1cv34dnp6eePXqFQoLCzF9+nTMmzdPen7w4MEwMzPD2rVr5ep79eqF6tWrY/369di9ezf8/f3x6NEjWFtbAwAOHDiAyZMn459//lHow9OnT3HmzBnUrFkTrVq1kjl34MABNGrUCA4ODipjAYCsrCxIJBJIJBJkZmbC19cXgwcPhqenJwwMDMq8f8WKFdJ/v3r1CkuWLEHbtm3Rpk0bAO/vaWfOnEFISAh+/vlnuX1y/QxLaNu2LfT19fHjjz+iVq1aMvdFAGjatKlan4E29/YS4uPj4e3tDUdHR9y+fRseHh5IT08HEeGzzz7DsWPHylVfHpw5cwbbtm1DdHQ03r59i1evXsl9nxDuCXzrheCDEGLgihBi4FvPYAiJSnE98zqsUMkRiUTk5uYm06ZqzZau0WZ6ma62lapfv75OitxxKVzHlS5dutCMGTNk2hYuXEitW7dWqgsMDKQRI0ZIX7969Yrq1atHNjY21KRJE9LX16cDBw6Uqw2+9bqywYWPIYbU1FSNtzkrjbpT0J88eUJxcXF07ty5Muf279+vdL2yLp64FxcXU3JyMt28eVOrEfV3795RVFQUde3alUxMTKhPnz4UHR1N+vr6Kp/82tvbq3U4ODgotcPlMyzB1NSU/vnnH5XvU0V6ejo9ePBApu3BgwdqrXX/4osvaNasWUT0f3vAv379mry9vdWqA8NVXx6oW3xPCPcEvvVC8EEIMXBFCDHwrWcwhERluJ5ZYs8j2iTVQkBX20pZWFhQamoqJ1+0KVynKzIzM0lPT4+Sk5Nl2rOyskhPT4/u3LmjUOvi4iKzjVlJYa6SKfzqDI5wtcG3Xlc2uCD0GPLy8mj8+PHUoEEDjbWaTkHnmlhzSWrv3btHHh4e0mnn9evXLzONXBU2NjbUrl07WrduncwUeHUSe13B9TMkImrRogWdOnVKx55phrm5OaWkpBARkZWVFd28eZOIiK5du0Z2dnblrtcV2hTfE8I9gW+9EHwQQgxcEUIMfOsZDCFRGa5nltgztEIX20oFBQXR77//zskPbQrXCQFTU1OZRKdPnz40duxY6eukpCSysbEpVxt863VlgwtCiqFkh4ySw8rKivT09MjCwoL27NmjVjyZmZkUGhpK9vb2JBaLyc/Pj/7880969+6dUp0uEmsuSW2/fv3I1dWVtm3bRrt376Yvv/ySPvvsM41sWFtbU/v27emPP/6Q2W6zohJ7Lp/hy5cvpUd8fDy1adOGjh8/Tk+fPpU5p2obUV1tRVqjRg1pYSE3Nzfp9Xft2jW1Zo9w1esCbYvvCeGewLdeCD4IIQauCCEGvvUMhpCoDNezmO+lAIyPk7CwMJw7dw6BgYGoXbs2atWqhaFDh+Ls2bNYtGiRWjacnZ0xc+ZMBAYGYunSpVixYoXMoYo3b95g165dGDJkCABgyJAh2LdvH16+fMkptorA2NgYb968kb4+d+6czLpiY2Nj5OTklKsNvvW6ssEFIcWwfPlymWPFihXYv38/MjIy4O3trVBXUFCA6OhodOvWDQ0bNsS1a9ewePFiiMVizJgxA927d5e7rrw0U6ZMQWFhIbZs2YJdu3ahbt26SmtEfEhaWhqaNGkCV1dXNGnSBE5OTrh06ZLa+tOnT2P9+vUYOHAg+vTpg127duHatWvIzc1V20Z2djZGjBiB7du3o2bNmujXrx9iY2PLrFEvL7h8hlZWVrC2toa1tTW6dOmCc+fOwdPTE7a2ttL2kvcoY9WqVTh58iSqVKlS5pylpSVOnTqFlStXqvSndevWOH36NADAy8sLISEhCAsLQ1BQkMLaKrrU6wJPT0/cuHEDV69exeTJk1GnTh21dEK4J/CtF4IPQoiBK0KIgW89gyEkKsX1zPfIAuPTIzs7m3744QeV7+OylpWIaPPmzWRvby/T5u7uTmvXrtXady54eHhQZmamWu/t3Lkz/fjjj0REdPLkSRKLxZSdnS09f+TIEXJycipXG3zrdWWDC59CDLqYgl6jRg2Z6d/Z2dkkFospJydHLT3XJ+4ikYgePXok02ZmZqbVPuRERCkpKTRjxgyqW7cuiUQi8vPzoyNHjsgsHdI1XD7DhIQEtQ9lcN2K9L///iOi93UdEhMTiYgoJyeHRo4cSY0bN6a+ffsqXaPPVf8hb968ofPnz9O+fftoz549Mkd5IYR7At96IfgghBi4IoQY+NYzGEKiMlzPLLFnaMXNmzdp5cqV9Mcff9Dz58+J6P0a2wkTJpCxsTE1atSo3H3QtnBdeVFSJEodEhISyMTEhBwdHcnExES6nKCE0aNH05AhQ8rVBt96XdnggpBiCA8Pp6ioqDLtUVFRSutu6GIKOtfEmuvAgFgsppSUFJkp5xYWFpSYmKj2NHR5FBUV0cGDB6lfv35kaGhI1apV09iGuuh6cEIbuG5FamRkRAMGDKAjR45o1T9XfWn+/PNPsrGxIZFIVOYozwKzQrgn8K0Xgg9CiIErQoiBbz2DISQqw/XMEnuGxuzZs4cMDAykP7KcnJzo2LFjVL16derWrRv9+eef5e4Dl8J15YUmiT0R0a1bt+jXX3+lHTt2lKnmv27dOrp69Wq52+BbrysbXBBKDC4uLnTs2LEy7QkJCUqL571584a2bNlCnTp1IhMTE+rbty/t3r2bDAwM1E7suSbWXJPakmRN3r7t6u7h/vnnn9Pvv/+u0M/Hjx/T0qVL1fJHG3Q1OKHtAA8RkaWlJZ09e1bh+bNnz5KlpaXC85s2baLOnTuTWCwmOzs7mj17NqWlpan0WVf60jg7O9P3339f5rqqCIRwT+BbLwQfhBADV4QQA996BkNIfOrXM9vHnqExLVu2RNu2bTFv3jxs2LABkyZNgru7O8LDw/HFF19oZOv+/fvYu3cvMjMz8e7dO5lzy5Yt06Xb5Y6Xlxc2btyIWrVq8e0K4yPE2NgYt2/fhr29vUx7eno63NzcZNaFKSI1NRUSiQSRkZF48OABBg4ciMDAQHTu3Bl6enoKdWKxuMxadCKStpX8W9H+53p6ekhOToaNjY20rW7dujh9+rRMPPLWfgPAiRMnVMYGAB06dFB4Ljg4GNHR0SgqKkLfvn0RHByMjh07qmUXAJ4+fYrc3FzY2dlJ25KSkrBkyRLk5uaid+/e8PPzU6jn+hmW0KBBA6xbtw6dOnWSaT9x4gRGjBiBO3fuKNR26tQJrVq1UljnZNq0abhw4QKOHz+u1Ie0tDRERERg06ZNyMrKQqdOnTBs2DD06dMHhoaGSrW60APvr5WrV6/CyclJrfczGAwGg1HZYYk9Q2MsLS1x+fJlODs7o6ioCEZGRjh06BC+/vprjezEx8fD29sbjo6OuH37Njw8PJCeng4iwmeffYZjx46VUwQMhvCoX78+Vq1aVaZQ3p49e/DDDz/g/v37atsqLi7G4cOHsXHjRuzbtw8WFhZ4+vSpwvdzTay5JrWbNm3CgAEDYGRkpJYfisjLy0NUVBQiIiJw6tQpODg4ICgoCAEBASqLpw0cOBC1a9fG0qVLAQCPHz+Gq6srateuDScnJ/z555/YuHEjBg8eLFevi8EJgNsAT0xMDHx9fbF8+XKMHj1aOphTVFSENWvWICQkBNu2bUP//v3V8hUAjh49ColEgri4OBgbG8Pf31+t4qZc9UFBQWjbti2Cg4PV7ovBYDAYjMoMS+wZGiMWi/Ho0SPY2toCACwsLJCYmAhHR0eN7LRs2RI9evRAaGio1IatrS38/f3RvXt3jB49Wm1bjRs3xsGDB1GvXj2NfGAwhMK0adOwc+dOSCQStG/fHsD7ZDEoKAj9+/fHkiVL5OpatGiBYcOGwc/PT+4T8SdPnmDz5s2YNGmSwr65JtZck1o9PT08fPhQek/RBSWzFzZv3ozs7Gx07doVwcHB6Nu3r9z3Ozg4ICIiQurjkiVLsHbtWty+fRv6+vpYsmQJdu3ahXPnzsnV62pwgusAz4wZM7Bw4UJYWFhI78n37t1DTk4OpkyZovauJR8SExODESNG4MWLFypnHehCn5eXBx8fH9jY2KBx48ZldnYYN26cShtv377F9evX8fjxYxQXF8ucU7bTBIPBYDAYHyW8LABgfNSIRCLatGmTtDqxqakp/fHHHxpXLTY3N6eUlBQier+H982bN4no/V7HdnZ2Gvmk6fp2BkNo5Ofn03fffUcikYgMDAzIwMCA9PT0aOjQoZSfn69QFxQURBYWFmRqakqDBg2i48ePa9y3WCymf//9V2vfIyMj6e3bt1rrRSIRp/6VUVxcTNHR0VS1alWl6/SNjY1lKrb36NGDpkyZIn19584dqlq1qkI918+whKlTp5KdnR0dO3aMCgsLqbCwkOLj48nOzo5CQkLUsnH+/HkaN24ceXl5UY8ePWj8+PF0/vx5jX1JT0+n2bNnk729Penp6dHXX39N27dvrxD9hg0bSF9fn8zNzcnOzk7jXVP4Kr7HYDAYDAZfsMSeoTHyfihp88OpRo0adOvWLSIicnNzkw4GXLt2jczMzDTyiSX2jE+FO3fuUFRUFO3bt0/trcFyc3NJIpFQhw4dSCwWk5OTE4WFhdH9+/fV0nNNrLkmtSKRiB4/fqy1XhHHjx+nIUOGkJmZGVlaWtLIkSMVvtfW1pauXbsmfV2tWjXatWuX9HVycrLS+5KuBie0HeBRh+fPn9PKlSuVvuft27e0detW8vT0JD09Papfvz7NmjVL7SJ4XPUl1KhRg8LCwsoUN1IXPovvMRgMBoPBB2wqPoM3evfujZ49e2L48OGYPHky9uzZg8DAQOzevRvW1tY4evSo2rY+hcJ1b9++xc6dO5Gbm4suXbrAxcWlwm3wrdeVDS587DFoOgUdeL+85t9//5UpfqcJHy7P0Ubv4eEBfX19pe+7cuWKSlv3799HREQEIiIicO/ePbRr1w7BwcHw8fGBiYmJQl2vXr1QvXp1rF+/Hrt374a/vz8ePXoEa2trAMCBAwcwefJk/PPPPwpj4PIZfsjdu3dx7do1mJiYoHHjxjJF/TQlPj4eGzduRGxsLExNTfHff//Jfd/333+PHTt2IC8vD7169UJwcDC6dOlSpn6CIrjqS1O1alVcvHhR6+J5uiy+J4R7At96IfgghBi4IoQY+NYzGELiU7ueWWLP4I2SdZ9NmjRBbm4uQkJC8Pfff8PFxQXLli3j9EOWDzS5OUyaNAkFBQVYuXIlAODdu3do1aoVkpKSYGpqisLCQvz1119o06ZNudngW68rG1wQWgy63CWCiBATE4ORI0eqXNfMNbHWxcBASEgIzM3Nlb5v9uzZCs9FRUUhPDwc8fHxsLW1RUBAAIKCguDs7KyWD9evX4enpydevXqFwsJCTJ8+HfPmzZOeHzx4MMzMzLB27VqFMehqcEIXZGVlQSKRQCKRIDMzE76+vhg8eDA8PT3LrFcvoUmTJggODsagQYNQrVo1jfvkqi/NxIkTYWNjg+nTp2ul17b4nhDuCXzrheCDEGLgihBi4FvPYAiJSnE98zpfgMH4SJk4cSKNGTNG+jo/P5+aNWtGBgYGZGlpSWZmZvT3338r1Lu7u8vUIQgPDydra2tKT0+n4uJiCgwMJC8vL6U+cLXBt15XNrggpBiOHj1Kpqam5OHhQfr6+tSsWTOysrIiS0tL6tSpk0ZxaTIFnej9NPLJkyfTnDlzlB7K9I0bN6bmzZsrPZTpuU5jNzAwoN69e9O+ffu0nr795MkTiouLo3PnzpU5t3//frp3755CLdfPUBe8e/eOoqKiqGvXrmRiYkJ9+vSh6Oho0tfXp6SkpHLtW9eMHTuWLC0tqX379jRmzBiaOHGizKGK3Nxc8vLyooCAAFqyZAn99ttvMocihHBP4FsvBB+EEANXhBAD33oGQ0hUhuuZJfYMTohEImrUqJFMm6urq0bFifLz8ykrK4syMjJkDiHD9eZgYWFBd+/elb729fWl4cOHS19fvXqVatWqpdQHrjb41uvKBheEFMMXX3xBs2bNIqL/qxnx+vVr8vb2pjVr1qjUZ2Vl0bx588jJyYlEIhG1b9+eIiMjKS8vT6WWa2LNNanVReE5XaxvLy4upuTkZLp58yYVFBRopC3PAoDqYmNjQ+3ataN169bRs2fPpO3aJPYnTpygixcvyrRdvHiRTpw4USH6jh07KjzUGejStvieEO4JfOuF4IMQYuCKEGLgW89gCInKcD0rnzPIYKggPDwcVlZWMm0LFy7Ey5cvVWqTk5MRHByMv//+W6adVOx5LQQyMzPRqFEj6esjR46gf//+0uUD48ePh5eXl0K9WCwGlVoFc+7cOcycOVP62srKCs+fP1fqA1cbfOt1ZYMLQorhn3/+wfbt2wEA+vr6ePPmDczNzTF37lz06tVL4faPXKegA9BqDfSHTJkyRes19qSDFWFct8pLS0uDt7c3bt26BQCoW7cuYmJi0KJFC7X0uvgMuVJYWAiRSASRSCTdw15bOnbsCFdXV+nnAbxfjpCcnKzWvZmr/vjx49o5/v+ZMWMGQkND8eOPP0IsFqutE8I9gW+9EHwQQgxcEUIMfOsZDCFRGa5n9f/aMRhyCAwMRO/evWXaevfujYCAAJXaoUOHQiwWY//+/bh8+TKuXLmCK1eu4OrVqxW2DlVb5N0cWrduLX2t6ubg5uaGffv2AQCSkpKQmZmJTp06Sc9nZGSgRo0aSn3gaoNvva5scEFIMZiZmUnX1deqVQupqanSc0+fPlWoGzRoEExMTBAbG4usrCwsWLBAo6Qe4J5Yc01q09LSdFZ0Dnj//XR3d5dpc3NzU5rsTpkyBYWFhdiyZQt27dqFunXrYuTIkWr3qYvBCa5kZ2djxIgR2L59O2rWrIl+/fohNjZWq/+ftLS0MgVM4+Pjce/evQrRc+Xdu3cYMGCARkk9IIx7At96IfgghBi4IoQY+NYzGEKiUlzPFTY3gMH4AFNTU/rnn390YuvNmzcUERFBq1evpuTkZJ3YVEbr1q1p6dKlRER08+ZNEovFMutvExISyM7OTqF+9+7dZGhoSJ07d6YaNWrQN998I3N+6tSp5OPjo9QHrjb41uvKBheEFEOvXr3ojz/+ICKikJAQcnZ2pvnz59Nnn31Gnp6eCnW6mP5dsoREW3Q5DZ3rFG4iIolEQrGxsTJtsbGxFBERoVBTo0YNOnXqlPR1dnY2icViysnJUatPrp9had68eUPnz5+nffv20Z49e2QOdUlJSaEZM2ZQ3bp1SSQSkZ+fHx05coQKCwt14mN5UzLlXtGhigkTJlBYWJjG/QrhnsC3Xgg+CCEGrgghBr71DIaQqAzXM0vsGbzRokULmR/S6sK1cJ0u0MXN4ejRozRhwgRatGgR5ebmypybM2cOHT9+XKUfXG3wrdeVDS4IJYbU1FRKTEwkIqKcnBwaOXIkNW7cmPr27av2fva6QJvEWpdJrUgkIjc3N5k2Tet2aNvvh3uem5mZKS2YpwgugxN//vkn2djYkEgkKnNo8xkUFRXRwYMHqV+/fmRoaEjVqlVT+N5nz57RihUr6OXLl2XOvXjxQuE5XelLM2HCBJnjhx9+oLZt25KlpSWNGzdOpZ5L8T0h3BP41gvBByHEwBUhxMC3nsEQEp/69cy2u2NUKK9evZL++9KlS/j555+xYMECNG7cuMwWTFWqVJFrw8PDAwsWLIC3tzcAQCKRICQkBFevXkX9+vURFBSEx48f48CBA+UXCN5PK92/fz9q1qyJsWPHwtTUVHouNDQUHTp0QMeOHcvVBwajNGKxGG5ubkhKSpK2ubm5qb2uucTGh2ujNbFx8uRJmJqayqxNv3TpEvLy8tC+fXuV+oyMDBgYGKB27drStuzsbBQUFJTrFph6enpITk6WWRJQt25dnD59Gvb29tI2Rfel0nD5DF1cXNC1a1fMmjVL4ymBLVq0wLBhw+Dn5yfXzydPnmDz5s2YNGmSXP28efNw/fp1REdHyz3/3XffoWnTppgxY0a56NVhzpw5yMnJwZIlS5S+r/T0yg8RiUQ4duyY1j4wGAwGgyFI+B5ZYFQuSp46lRwfvi7dpohPoaplTk4OjRo1imrXrk3Vq1enAQMG0OPHjyvUBt96XdnggpBiCA4O5jxSrM0U9A9JT0+nBw8eyLQ9ePBA7VkDfD1x54qye5E696XScPkMLSwsKCUlRasYgoKCyMLCgkxNTWnQoEEaX09Nmzalo0ePKjx/9OhRatasWbnp1eHu3btkbW3NyYYyhHBP4FsvBB+EEANXhBAD33oGQ0hUhuuZJfaMCiUhIUHtQxGWlpYy6+jt7e1p48aN0tdpaWlkbGxcrnFwvTlMnDiRzMzMaMSIETRu3DiysbGh3r17a+QDVxt863VlgwtCisHb25uMjIyobt26NHnyZLp27ZrGNoSANkmtLqdwawvX+5KuGDp0KG3YsEFrfW5uLkkkEurQoQOJxWJycnKisLAwun//vkqtubm50q1GMzIyyMLCotz06rBp06ZyHbgVwj2Bb70QfBBCDFwRQgx86xkMIVEZrmeW2DM+OrgWrtMFXG8O9vb2FBUVJX196dIl0tfX12jvbK42+NbrygYXhBbDs2fPaN26ddKkrFGjRhQWFkZpaWka29K0Xz4T67lz51L//v0Vnvfx8aH58+eXW/9ERJGRkfT27Vut9br6DHNzc8nLy4sCAgJoyZIl9Ntvv8kcmlBSQK9+/fqkr69PXl5eFBMTo/D9lpaWdPbsWYXnz549S5aWluWmL02fPn1kjt69e1OrVq1IT0+P5syZo1KvbfE9IdwT+NYLwQchxMAVIcTAt57BEBKV4XpmiT3jo0MIVS253hz09fXLPNU0MTFR+rRL1zb41uvKBheEHENWVhb98ssv5OrqSnp6epxsqYJrYs01qa2IKdyqEIvFnCr762pwYsOGDaSvr0/m5uZkZ2dH9vb20sPBwUEr34qLiyk6OpqqVq2qdDlBx44dadq0aQrPT506lTp27Fhu+tIEBgbKHEFBQTRt2jQ6fPiwWnpti+8J4Z7At14IPgghBq4IIQa+9QyGkKgM17M+32v8GQxN6dOnDw4ePIj9+/eja9euGDt2rMx5U1NTfP/99+Xqw/3799G2bVvp688//xwGBgbIzs5G/fr1VeqLi4vLFAvU19dXu8CZLmzwrdeVDS4INYaCggJcunQJ58+fR3p6ernvqxoTE4OlS5cqPD9y5EhMnjxZYdGzVatW4fr162W+iwBgaWmJU6dO4dWrVwr1qampcHFxUdi/i4sLUlNTVUTBDeJYR5brZ1jCjBkzEBoaih9//FHjPdjlkZCQAIlEgpiYGOjr62P48OEK3ztmzBj4+vqibt26GD16NPT09AAARUVFWLNmDZYvX45t27aVm740EolEgyjLsnz5crntJcX3FCGEewLfeiH4IIQYuCKEGPjWMxhCojJcz6wqPoOhBXp6enj06JFMBe0qVaogMTERDg4OKvVisRgeHh7Q1/+/sbXr16/D1dUVhoaG0rYrV66Umw2+9bqywQWhxXD8+HFs27YNMTExKC4uRt++feHv74/OnTtDJBJpGp7aWFhYICkpSeGgVGZmJjw8PGR2tShNs2bNsHTpUnh6eso9Hx8fj8mTJ+Pq1atyz1tZWeHQoUNo3bq13PPnzp1D9+7d8eLFC9XBaIlYLMa///4r853WBK6fYQlVq1bFxYsX4eTkpJUfwPuBx4iICERERODevXto164dgoOD4ePjAxMTE6XaGTNmYOHChbCwsICjoyMA4N69e8jJycGUKVOwaNGictWXNykpKWjZsiWePXsm97wQ7gl864XggxBi4IoQYuBbz2AIicpwPbMn9oyPjtzcXEyePBl79+7Fu3fv4OnpiZUrV2r9g1wbiAienp4yN4e8vDx8++23at0cZs+eXaatV69eGvnA1Qbfel3Z4IKQYqhTpw6ePXuG7t27448//sC3334LIyMjje1og56entLZJtnZ2UqfHnN94t68eXPExcUpTOxjY2PRvHlzhXpd8eF3Wh6KvtNcP8MSAgICsHPnTkyfPl21wx8QFRWF8PBwxMfHw9bWFgEBAQgKCoKzs7PaNsLCwtCrVy9s3boVKSkpICJ06NABfn5+aNmyZbnrSxCLxUoHs7R9wnL27FkYGxsrPC+EewLfeiH4IIQYuCKEGPjWMxhCojJcz+yJPeOjY9KkSfjjjz/g7+8PY2NjbN++HW3btkVsbGyF+RAaGqrW++TdRID3T+/q1q3LaaotVxt863VlgwtCimH9+vXw8fGBlZUVJzva0KlTJ7Rq1Urh09Rp06bhwoULOH78uNzzXJ+4x8TEwNfXF8uXL5c7hTskJATbtm1D//79NQ9OTcRiMUJCQmBubq70fYq+01w/wxLGjRuHTZs2oWnTpmjSpEmZaYPLli1TqDU0NETPnj0RHBwMLy8vnX+vXrx4gS1btmDMmDHlrt+zZ4/M64KCAly9ehWRkZEIDQ1FcHCwUn3fvn1lXhMRHj58iEuXLmHmzJns3ixwH4QQA1eEEAPfegZDSFSK65m31f0Mxv8nLS2N+vTpQ7dv31br/UKoapmRkUFFRUVa67kW6tKFDb71urLBd/98x6ALdu3aRfr6+rRy5UoqLCyUthcWFtKKFSvIwMCAoqOjFep1UTRt+vTpJBKJqEqVKtSsWTNq1qwZValShcRisVLbukIkEnH6f+T6GZbQsWNHhYeyau5EVG7X4dGjR2ngwIFkbGxMVatWrXB9abZu3Ure3t4q36dt8T0h3BP41gvBByHEwBUhxMC3nsEQEpXhemaJPYN35syZQyKRiKZMmaLW+4VQ1ZLrzYFrEqELG3zrdWWD7/75jkFXcEmsdZXUnj9/nsaNG0deXl7Uo0cPGj9+PJ0/f55zbOqgiz/4fA9O6JLMzEwKDQ0le3t7EovF5OfnR3/++Se9e/euQvSKSE1NJTMzM042lCGEewLfeiH4IIQYuCKEGPjWMxhCojJcz2yNPYN3Nm3aBD8/P2zZsgWLFi1SOUVGCFUtSQcrWHRRDI2rDb71urLBd/98x6ALuKyN7tevH6ZOnYpx48ZhxowZcoumqTONvmXLlnL74joFXB108Z3W1fpyXSAWi+Hm5oakpCRpm5ubG5KTkxXeKwsKChAXF4cNGzbg1KlT6N69OxYvXoyBAwdixowZaNSokdI+uepV8ebNG6xYsQJ16tThZEcVQrgn8K0Xgg9CiEEI/fP9OfL9GTIYuuRTv57ZGnsGr5w8eRLe3t7IysqCi4sLJBIJevTooVQjhKqWXCtoi8VijBgxAqampkrfp2w9LVcbfOt1ZYMLn0IMFYG6ifWFCxdkktoGDRpwSmrj4+OxceNGxMbGwtTUFP/9959WdtQhIyMD9evXL7c/+up+hp06dVLqw7Fjx9TqLyIiAlZWVujdu7e0LS4uDi9fvkRAQIBcja2tLVxdXTFo0CD4+PjA2toaAGBgYIDExESViTlXfWmsra1lPgciwuvXr2FqaootW7bA29tbqV7b4ntCuCfwrReCD0KIgStCiIFvPYMhJCrD9cye2DN4JTIyEv369YOFhQV8fX0RERGhMrEXSlXLmTNncro53LhxQ2Yg4kPUSTC42uBbrysbXPgUYigvPkysVSWlunjinpWVBYlEAolEgszMTPj6+iI2NlbhVnq6ws7OTvrvkydPwtTUFC1atJC2Xbp0CXl5eWjfvr1GdjX9DJs1aybzuqCgANeuXcPNmzcVJuTyCAwMLNNWOsmXR2FhIUQiEUQikbSAoSZw1Zdm+fLlMt8bsVgMGxsbtGrVSjpgoIwPi6l+WHxPGUK4J/CtF4IPQoiBK0KIgW89gyEkPvnrmb9VAIzKTl5eHlWpUoUSEhKIiOjy5ctkYmJCL168UKrjWrhOF4hEIvryyy+1LnTF1t7pzgbf/esyhk2bNtGXX35JtWrVovT0dCIiWr58OcXFxenEvjrocm20ukXT3r17R1FRUdS1a1cyMTGhPn36UHR0NOnr61NSUhKXcLRCJBKRm5ubTJurqyuJxWK19OWxvnz27NkUEhKitV4d3rx5Q1u2bKFOnTqRiYkJ9e3bl3bv3k0GBgZq/T9w1VcEqorvCeGewLdeCD4IIQauCCEGvvUMhpCoDNczS+wZvLF582ayt7eXaXN3d6e1a9cq1QmhqiXXmwOrlqs7G3z3r6sY1qxZQ9WrV6f58+eTiYkJpaamEhGRRCJRWVGeK7pMrLVJam1sbKhdu3a0bt06evbsmbSdr8Q+PT29TIHOBw8eSAdb5FHegxN3794la2trznbUJSUlhWbMmEF169YlkUhEfn5+dOTIEZniiOWpDw8Pl9n9pISoqCiKiIjQKJbSqCq+J4R7At96IfgghBi4IoQY+NYzGEKiMlzPn/BGfgyhs2nTJvj7+8u0DRo0CBEREUp1JICyEFyn6ugiBq42+Nbrygbf/esqhpUrV2L9+vWYMWOGzDTmFi1a4MaNGzrpQxF16tTBypUr0a9fPzx48AC7d+/WaM/4goICREdHo1u3bmjYsCGuXbuGxYsXQywWY8aMGejevXuZgpel0eUUbl1gZ2eH2rVry7TVrl1bZrr+h3D9DFVx9uxZGBsb68yeKpycnDB//nxkZGTgwIEDyM/PxzfffIMaNWpUiH7hwoWoXr16mXZbW1ssWLBAo1hKUKf4nhDuCXzrheCDEGIQQv98f458f4YMhi6pDNczW2PP4IWsrCwcO3YMq1evlmkfNGgQfv75ZyQnJ6NBgwYK9XyvgeF6c5BIJLC0tOTVBt96Xdngu39dxZCWlobmzZuXaTcyMkJubi5n+8rgmljXqVNHWjRtx44d0jXQAwcOVEufnZ2NmJgYbNy4EePHj0ePHj0waNCgCv2eP3/+HFu2bEFAQACqVKkic+7ly5fYtGmT3HMl6Gpwom/fvjKviQgPHz7EpUuXMHPmTK3tqkOLFi0wbNgw+Pn5SeMUi8Xo0aMHevTogSdPnmDz5s3lpi9NZmYmHBwcyrTb2dkhMzNTpV5V8T1FCOGewLdeCD4IIQauCCEGvvUMhpCoDNczq4rP+OgQQlXLyMhI+Pr6wsjIqNz6YFQuGjVqhIULF6JXr16wsLBAYmIiHB0dsXLlSkgkknLd5eHt27fSxPrcuXPSxHrAgAG4du2aymrmVatWRePGjaWakqROm2roqampkEgkiIyMxIMHDzBw4EAEBgaic+fO5fo0f968ebh+/Tqio6Plnv/uu+/QtGlTzJgxQ+55rp9hCUOHDpV5XVI0rnPnzujatatmQWlIcHAwoqOjUVRUhL59+yI4OBgdO3asMH1p6tevj1WrVpWpfr9nzx788MMPuH//vlJ9REQEp+J7DAaDwWB8dFTUnH8GQ1dwLVwnNEQiETVq1EimTZNCXbqwwbdeVza4wHcM69evpzp16tCOHTvIzMyMtm/fTvPnz5f+u6LQZm10eRRNKyoqooMHD1K/fv3I0NCQqlWrpm1IatG0aVM6evSowvNHjx6lZs2aqWWL6/pyPsnNzSWJREIdOnQgsVhMTk5OFBYWRvfv368QfQlTp04lOzs7OnbsGBUWFlJhYSHFx8eTnZ1duRcRLIHve4IQ9ELwQQgxcEUIMfCtZzCExKd6PbOp+AxB0LhxYxw8eBD16tVT6/2xsbGwtbUtZ6/UQywWw83NDUlJSdI2Nzc3JCcnK9wruTTh4eGwsrKSaVu4cCFevnyptg9cbfCt15UNLvAdw7Bhw2BiYoKff/4ZeXl58PPzQ+3atfHbb7/B19dXbR+4UrI2eu7cuTh8+DA2btyIb775BhYWFnj69KlcjbGxMfz9/eHv7y994j5u3DgUFhYiLCxM5RN3XU7h1pbU1FS4uLgoPO/i4oLU1FS1bGnzGQoFU1NTBAYGIjAwUPp/uW7dOsyePRtdu3ZFcHBwmeUCutSXMG/ePKSnp8PT0xP6+u9/qhQXF2PIkCFqrbGXSCQwNzeHj4+PTHt0dDTy8vLU2jqQ73uCEPRC8EEIMXBFCDHwrWcwhMSnej2zqfgMQVB66rEq9PT08PDhQ8Ek9hEREbCyspLZIzouLg4vX77UaN9pBqOEvLw85OTkVNg1Li+xLk1JYj1p0iS1bRYXF0uT2n379ilNanU5hVtbrKyscOjQIbRu3Vru+XPnzqF79+548eKF3PO6+gzFYrHS2gLqDBbqGiJCTEwMRo4ciRcvXmjsAxd9cnIyEhMTYWJigsaNGystYFiaBg0aYN26dejUqZNM+4kTJzBixAjcuXNHoxgYDAaDwRA6LLFnCAJNEnuxWIxHjx4JJrFnMHTBmzdvQETS2hEZGRmIjY1Fo0aNBL+2WhdJbV5eHqKiohAREYFTp07BwcEBQUFBCAgIUFrFXFd06tQJrVq1wqJFi+SenzZtGi5cuIDjx4/LPa+rwYk9e/bIvC4oKMDVq1cRGRmJ0NBQBAcHa2yTCwkJCZBIJIiJiYG+vj58fX2xdu3aCtNri7GxMW7fvg17e3uZ9vT0dLi5ueHNmzfl7gODwWAwGBUKj8sAGAwpPXr0oOzsbLXeGxERQW/fvi1njxiMiqVLly70+++/ExHR8+fPydbWlurWrUvGxsa0Zs2acu+fy9rooKAgsrCwIFNTUxo0aBAdP36cky8la9Tr169P+vr65OXlRTExMZxsqmLXrl2kr69PK1eulFkLX1hYSCtWrCADAwOKjo5WakNX68vlsXXrVvL29uZsRx2ysrJo3rx55OTkRCKRiNq3b0+RkZGUl5dXIfrSdlavXk3Tpk2jiRMnyhyqqFevHu3Zs6dMe1xcHNWpU0cjPxgMBoPB+BhgiT2DwWAIgGrVqtHNmzeJ6H0hvSZNmlBRURFFRUWRq6trhfqiTWJdHkltcXExRUdHU9WqVSukoM306dNJJBJRlSpVqFmzZtSsWTOqUqUKicVimjZtmka2dD04kZqaSmZmZlrr1WHnzp3UrVs30tfXp9q1a9NPP/1Ed+/erTB9aY4ePUqmpqbk4eFB+vr61KxZM7KysiJLS0u1iqMKofgeg8FgMBgVCZuKz/io4Vq4jsEQCqamprh9+zbq16+P7777Du7u7pg9ezaysrLQsGFD5OXlVbhPpOXa6JKiaZs3b0Z2drZGRdNK4GsK94ULF7B161akpKSAiNCgQQP4+fmhZcuWWtnT9jMszZs3b/DTTz/hzz//LNe14YaGhujZsyeCg4Ph5eUFsVhcofrStGzZEj169EBoaKh0qZatrS38/f3RvXt3jB49Wqn+3bt3GDx4MKKjo8sU31u7di0MDQ219o3BYDAYDCHCEnvGRw0rXMf4VGjSpAmGDRuGPn36wMPDA4cOHUKbNm1w+fJl9OzZE48ePapQf3SRWGua1N6/fx8RERGIiIjAvXv30K5dOwQHB8PHxwcmJiZcwuHMixcvsGXLFowZM0ZtjTafobW1tUzxPCLC69evYWpqii1btpTZ112XPH78mFPtEq760lhYWODatWtwcnKCtbU1Tp8+DXd3dyQmJqJXr15IT09Xy462xfcYDAaDwfjYYNvdMT5qAgMDy7SVTvIZjI+FWbNmwc/PDxMnTkTnzp3Rpk0bAMCRI0fQvHnzCvFBXmK9Zs0arRLrD5Pa4cOHK3xvVFQUwsPDER8fD1tbWwQEBCAoKAjOzs5cQ+JMfHw8Nm7ciNjYWJiamqpM7Ll+hsuXL5dJ7MViMWxsbNCqVStYW1tzjkcZXJNyXRY0NTMzw7t37wAAtWrVQmpqKtzd3QFAoy0DGzRogAYNGujMLwaDwWAwhAp7Ys9gMBgC4dGjR3j48CGaNm0qncZ84cIFVKlSBa6uruXWr64Sa22fuOtyCrcuyMrKgkQigUQiQWZmJnx9fTF48GB4enrCwMBArkbIgxPawHWZE1d979690bNnTwwfPhyTJ0/Gnj17EBgYiN27d8Pa2hpHjx5VaeP+/fvYu3cvMjMzpYMEJSxbtkylnsFgMBiMjwmW2DMEwdu3b7Fz507k5uaiS5cucHFx4dslBoM37t+/DwCoW7duhfTHNbHmmtTqcgq3thQUFCAuLg4bNmzAqVOn0L17d/j5+WHgwIFITExEo0aNlOp1NTghkUhgbm4OHx8fmfbo6Gjk5eVV2BIjrsuctNU/e/YMVatWxb1795CTk4MmTZogNzcXISEh+Pvvv+Hi4oJly5apnFIfHx8Pb29vODo64vbt2/Dw8EB6ejqICJ999hmOHTumMgYGg8FgMD4mWGLPqHAmTZqEgoICrFy5EsD7IketWrVCUlISTE1NUVhYiL/++ks6FZnBqAwUFxdj/vz5WLp0KXJycgC8X2ccEhKCGTNmlOtTbK6JtdCeuGuDra0tXF1dMWjQIPj4+EinvRsYGKiV2OtqcKJBgwZYt24dOnXqJNN+4sQJjBgxolyL5wkBY2Nj9O7dG8HBwejSpYvWdrgW32MwGAwG42Pj4/v1xfjoOXLkiMwPtq1btyIjIwN3797F8+fP4ePjg/nz5/PoIYNR8cyYMQOrVq3CokWLcPXqVVy9ehULFizAypUrMXPmzHLtm2tCev/+fcTGxuKbb77hnNSLxWLpWuoS3NzcoKenx8muKgoLCyESiSASibTqS1czDjIzM+Hg4FCm3c7ODpmZmTrpQ8isX78eT548Qffu3WFvb485c+aoXSivNP/88w+GDBkCANDX18ebN29gbm6OuXPn4n//+5+OvWYwGAwGg39YYs+ocDIzM2Wefh05cgT9+/eHnZ0dRCIRxo8fj6tXr/LoIYNR8URGRmLDhg0YPXo0mjRpgiZNmuD777/H+vXrERERUWF+aJNY63IafXh4OMLCwmTaFi5ciPDwcJ31IY/s7GyMGDEC27dvR82aNdGvXz/ExsbKFLJTFy6DE7a2trh+/XqZ9sTERFSrVk1jXz42Bg8ejPj4eKSkpCAgIACRkZFwdnZGly5dsHPnzjJr5RUhr/heCZoU32MwGAwG42OBJfaMCkcsFqP0CpBz586hdevW0tdWVlZ4/vw5H64xGLzx7NkzuQXyXF1d8ezZswrzg2tizfWJe2BgYJmdLXr37l3ua8uNjY3h7++PY8eO4caNG3Bzc8O4ceNQWFiIsLAw/PXXX2rvQc/lMxw4cCDGjRuH48ePo6ioCEVFRTh27BjGjx8PX19frWL7GHFwcEBoaCjS0tJw6NAh2NraIigoCLVq1cK4ceNU6lu3bo3Tp08DALy8vBASEoKwsDAEBQXJ/L1hMBgMBuNTga2xZ1Q4bdq0gY+PDyZNmoSkpCQ0adIEKSkp0umnJ06cQEBAgFbTLxmMj5VWrVqhVatWWLFihUz72LFjcfHiRZw7d44nzzSDa9E1IVFcXIzDhw9j48aN2LdvHywsLMr9ae+7d+8wePBgREdHQ19fX+rHkCFDsHbtWhgaGpZr/0ImJiYGI0aMwIsXLxQOsuiq+B6DwWAwGB8bLLFnVDixsbHw9fXFV199haSkJHzxxRfYt2+f9Py0adOQlpaGqKgoHr1kMCqWEydOoGfPnqhfv760cOTZs2eRlZWFgwcPol27djx7+GnTokULDBs2DH5+fqhSpUqZ80+ePMHmzZsxadKkCvEnOTkZiYmJMDExQePGjSttIpqRkQGJRILIyEhkZWWhU6dOCA4OVjh7QVfF9xgMBoPB+NhgiT2DF+Lj47F//37UrFkTY8eOhampqfRcaGgoOnTogI4dO/LnIIPBA9nZ2Vi9ejVu374N4P0U9u+//x61a9fm2bNPn+DgYERHR6OoqAh9+/ZFcHAwuwfxRH5+PmJiYhAeHo6EhATUqVMHgYGBGDp0KOzt7ZVqN2/ejIiICCQkJKBevXoIDAxEYGCgSh2DwWAwGB87LLFnMBgMBgNAXl4eoqKiEBERgVOnTsHBwQFBQUEICAhAnTp1KsyP+/fvY+/evcjMzCxTLG7ZsmUV5gcffP/999ixYwfy8vLQq1cv6ZN3TYsYpqWlISIiAps2bZI+6R82bBj69OlTqZczMBgMBuPThSX2jAonNzcXkydPxt69e/Hu3Tt4enpi5cqVsLGx4ds1BqNCkVf9XBFNmjQpR08YH5KamgqJRILNmzcjOzsbXbt2RXBwMPr27Vuu/cbHx8Pb2xuOjo64ffs2PDw8kJ6eDiLCZ599hmPHjpVr/3zTpEkTBAcHY9CgQTrbBeDo0aOQSCSIi4uTFkn8sJYFg8FgMBgfOyyxZ1Q4kyZNwh9//AF/f38YGxtj+/btaNu2LWJjY/l2jcGoUMRiMUQiEVTdhkUikdoV2Rm6hYgQExODkSNHKi3apitatmyJHj16IDQ0FBYWFkhMTIStrS38/f3RvXt3jB49ulz7/5RRp/geg8FgMBgfK/p8O8CofMTGxkIikcDHxwcAMGTIELRu3RqFhYXSKtAMRmUgLS2NbxcYSkhISIBEIkFMTAz09fUxfPjwcu/zn3/+wfbt2wEA+vr6ePPmDczNzTF37lz06tWrUiX2J0+ehKmpKVq0aCFtu3TpEvLy8tC+fXu1bCgqvsdgMBgMxqcGy6IYFc79+/fRtm1b6evPP/8cBgYGyM7ORv369Xn0jMGoWCprpXMhc//+fURERCAiIgL37t1Du3btsGbNGvj4+MDExKTc+zczM5Ouq69VqxZSU1Ph7u4OAOW+1Z7Q6NixI1xdXXHr1i1p2+DBg5GcnKz0iTuX4nsMBoPBYHyssMSeUeEUFxfDwMBApk1fX59NjWRUSi5fvozJkydjz549ZbZZe/nyJXr37o1ff/0VTZs25cnDykFUVBTCw8MRHx8PW1tbBAQEICgoCM7OzhXqR+vWrXH69Gm4ubnBy8sLISEhuHHjBnbv3o3WrVtXqC98k5aWVuZvRXx8PAoKChRqPiy+d/DgQa2K7zEYDAaD8bHB1tgzKhyxWAwPDw+ZaffXr1+Hq6urTLXiK1eu8OEeg1Gh+Pn5wc3NDTNnzpR7fsGCBbh16xa2bNlSwZ5VLgwNDdGzZ08EBwfDy8sLYrG4Qvt/9uwZqlatinv37iEnJwdNmjRBbm4uQkJC8Pfff8PFxQXLli1jszxUUB7F9xgMBoPB+BhgiT2jwgkNDVXrfbNnzy5nTxgM/nFyckJsbKzCqvc3btxAr169cO/evQr2rHLx+PFj2Nra8ta/sbExevfuLd3erbLy/PlzbNmyBQEBAXJnsGzatEnuOQaDwWAwKjtsKj6jwhk6dCjq1q1b4U/EGAwh8uDBA1hYWCg8b25ujocPH1agR5UTPpN6AFi/fj0iIiLQvXt31KtXD4GBgQgMDKx0a8JXrVqF69evY+zYsWXOWVpa4tSpU3j16hVmzJih0pYuiu8xGAwGg/GxwDIrRoXj4OBQ6YpAMRiKsLGxwZ07dxSev337NqpXr16BHjHEYrG0YF0Jbm5u0NPTK7c+Bw8ejPj4eKSkpCAgIACRkZFwdnZGly5dsHPnTmlBvU+dmJgYjBo1SuH5kSNHYteuXWrZ6tixI4YMGSLTNnjwYHTq1ImTjwwGg8FgCBE2FZ9R4YjFYjx69Ij3J2QMhhAYOnQoUlJScOrUqTLniAjt2rWDi4sLJBIJD95VTiIiImBlZYXevXtL2+Li4vDy5UsEBARUmB9Hjx6FRCJBXFwcjI2N4e/vjxUrVlRY/3xgYWGBpKQkhTukZGZmwsPDA69evVJpKyMjAwYGBqhdu7a0LTs7GwUFBaxWAYPBYDA+OVhiz6hwxGIx/v33X9jY2PDtCoPBO6mpqfj888/RsGFDhISEoGHDhgDeP6lfunQpkpOTcenSpQqvzs4QDjExMRgxYgRevHjxye8eYmVlhUOHDincAeDcuXPo3r07Xrx4UbGOMRgMBoMhcNgaewYvzJw5E6ampkrfs2zZsgryhsHgDycnJxw9ehSBgYHw9fWVbstFRGjUqBH++usvltRXQjIyMiCRSBAZGYmsrCx06tQJwcHBfLtV7jRv3hxxcXEKE/vY2Fg0b95coZ4V32MwGAxGZYUl9gxeuHHjhszWdh/C9hxmVCZatGiBmzdv4tq1a7h79y6ICA0aNECzZs34do1RgeTn5yMmJgbh4eFISEhAnTp1EBgYiKFDh1aaInpjxoyBr68v6tati9GjR0vrGhQVFWHNmjVYvnw5tm3bplCvy+J7DAaDwWB8TLCp+IwKh62xZzAYDFm+//577NixA3l5eejVq5d027vKOMg5Y8YMLFy4EBYWFnB0dAQA3Lt3Dzk5OZgyZQoWLVqkUNusWTMsXboUnp6ecs/Hx8dj8uTJuHr1arn4zmAwGAwGX7DEnlHh6Onp4eHDhyyxZzA+gG3PVXlp0qQJgoODMWjQIFSrVo1vd3jnwoUL2Lp1K1JSUqQzWPz8/NCyZUulOl0W32MwGAwG42OCJfaMCoc9sWcw5CMWi+Hq6opbt25J29zc3JCcnPzJF01jMNThxYsX2LJlC8aMGSP3PCu+x2AwGIzKCtvHnlHhSCQSWFpa8u0GgyE40tLScPToUZm2+Ph43Lt3jyePGHxw8uRJXLp0Sabt0qVLOHnyJE8e8U98fDz8/PxQq1YtzJ49W+H7SorvKUJV8T0Gg8FgMD5W2BN7BoPBYDAEBJu58Z6srCxIJBJIJBJkZmbC19cXgwcPhqenJwwMDORqYmJi4Ovri+XLl8stvhcSEoJt27ahf//+FRkKg8FgMBjlDkvsGbwiFovh5uaGpKQkaVtl/AHLqLyw7bkYH5KRkQEDAwPUrl1b2padnY2CggLY2dnx6Fn5U1BQgLi4OGzYsAGnTp1C9+7d4efnh4EDByIxMRGNGjVSaYNL8T0Gg8FgMD5WWGLP4JWIiAhYWVmhd+/e0ra4uDi8fPkSAQEB/DnGYFQQ8+bNw/Xr1xEdHS33/HfffYemTZuy7bkYlQJbW1u4urpi0KBB8PHxgbW1NQDAwMBA7cQe0L74HoPBYDAYHysssWcwGAweYdtzMQA2c6OEqlWronHjxhg0aBAGDBggjVfTxF4RqorvMRgMBoPxscKK5zEYDAaPpKamwsXFReF5FxcXpKamVqBHDD5YtWoVTp48KTdxt7S0xKlTp7By5UoePKtYsrOzMWLECGzfvh01a9ZEv379EBsbC5FIxMmuusX3GAwGg8H4WGGJPYPBYPCInp4esrOzFZ7Pzs6GWMxu1Z86MTExGDVqlMLzI0eOxK5duyrQI34wNjaGv78/jh07hhs3bsDNzQ3jxo1DYWEhwsLC8Ndff6ldfyUrKwtz586Fg4MDunbtCpFIhNjYWDx69Kico2AwGAwGo+JhvxYZDAaDR9j2XAyAzdyQh5OTE+bPn4+MjAwcOHAA+fn5+Oabb1CjRg2FmoKCAkRHR6Nbt25o2LAhrl27hsWLF0MsFmPGjBno3r27wor6DAaDwWB8zOjz7QCDwWBUZsaMGQNfX1/UrVtX7vZcy5cvx7Zt23j2klHelMzcqF+/vtzzlWXmRosWLTBs2DD4+flJlyWIxWL06NEDPXr0wJMnT7B582aF+jp16kiL7+3YsUNafG/gwIEV4j+DwWAwGHzx6f9KYDAYDAHTr18/TJ06FePGjUPVqlXRvHlzNG/eHFWrVsWECRMwadIktud2JYDN3HhP06ZNMXXqVNSqVQuDBw9GQkKCzHkbGxtMmjRJob6wsBAikQgikUg6SMZgMBgMRmWAJfYMBoPBM2FhYTh37hwCAwNRu3Zt1KpVC0OHDsXZs2fZntuVhDFjxmDp0qVYtWqVzBryoqIirFy5EsuXL8cPP/zAo4cVw8aNG/Ho0SOsXr0aWVlZ8PT0hLOzMxYsWIAHDx6o1JdX8T0Gg8FgMIQO2+6OwWAwBAzbnqvyMGPGDCxcuBAWFhZwdHQEANy7dw85OTmYMmVKpRzkSU1NhUQiwebNm5GdnY2uXbsiODgYffv2VVsbGRmJBw8eYODAgQgMDETnzp3Z03wGg8FgfHKwxJ7BYDAESHx8PDZu3IjY2FiYmpriv//+49slRgVw4cIFbN26FSkpKSAiNGjQAH5+fmjZsiXfrvEKESEmJgYjR47Eixcv1K6MDwDFxcU4fPgwNm7ciH379sHCwgJPnz4tR28ZDAaDwah4WGLPYDAYAiErKwsSiQQSiQSZmZnw9fXF4MGD4enpySp5V3Iq88yNhIQESCQSxMTEQF9fH76+vli7dq3c98orvleakuJ7ytbpMxgMBoPxMcISewaDweCRgoICxMXFYcOGDTh16hS6d+8OPz8/DBw4EImJiWjUqBHfLjJ4pLLO3Lh//z4iIiIQERGBe/fuoV27dggODoaPjw9MTEwU6oKDgxEdHY2ioiL07dsXwcHB6NixY8U5zmAwGAwGT7DEnsFgMHjE1tZWuj2Xj4+PdHsuAwMDlthXUirzzI2oqCiEh4cjPj4etra2CAgIQFBQEJydndW2kZeXh6ioKERERODUqVNwcHBAUFAQAgICUKdOnXL0nsFgMBgM/mBV8RkMBoNH2PZcDOD9zI3o6Gh069YNDRs2xLVr17B48WKIxWLMmDED3bt3/+STegAYNGgQTExMEBsbi6ysLCxYsECjpB4ATE1NERgYiISEBCQnJ8PX1xfr1q2Dvb09evbsid27d5eT9wwGg8Fg8Ad7Ys9gMBg88vbtW8TExGDjxo04d+4cevTogUGDBmHAgAG4du0ae2JfSWAzN97z+PFj2Nra6twul+J7DAaDwWB8DLAn9gwGg8EjxsbG8Pf3x7Fjx3Djxg24ublh3LhxKCwsRFhYGP766y+WhFQC2MyN95RHUp+QkIDAwEAEBgaiqKgIw4cP13kfDAaDwWDwDUvsGQwGQyA4OTlh/vz5yMjIwIEDB5Cfn49vvvkGNWrU4Ns1RjmTnZ2NESNGYPv27ahZsyb69euH2NhYiEQivl3jDbFYDHd3d5k2Nzc3tQY+7t+/j/nz58PZ2RmdO3dGeno61qxZg4cPHyqsqM9gMBgMxscMm4rPYDAYPMK252J8SGpqKiQSCSIjI/HgwQMMHDgQgYGB6Ny5c6V6mh8REQErKyv07t1b2hYXF4eXL18iICBArkYXxfcYDAaDwfgYYYk9g8Fg8AjbnouhiOLiYhw+fBgbN27Evn37YGFhgadPn/LtlqAxNDREz549ERwcDC8vL4jFbGIig8FgMCoHLLFnMBgMnmHbczHYzA3dUF7F9xgMBoPBEDossWcwGAwBUTINe/PmzcjOzkbXrl0RHByMvn378u0aoxxhMzcYDAaDwWBwgSX2DAaDIUDY9lyVDzZzQ7eIxWK4ubkhKSlJ2ubm5obk5GT2fWIwGAzGJwdL7BkMBkNgJCQkQCKRICYmBvr6+vD19WWVvCsZbOYGd7QpvsdgMBgMxscKS+wZDAZDANy/fx8RERGIiIjAvXv30K5dOwQHB8PHxwcmJiZ8u8fgCTZzg8FgMBgMhjro8+0Ag8FgVGbY9lwMRXw4c2P48OF8u8RgMBgMBkOgsCf2DAaDwSNsey5GadjMDQaDwWAwGNrAEnsGg8HgEbY9FwNgMzcYDAaDwWBwgyX2DAaDwWDwDJu5wWAwGAwGgwsssWcwGAyBwLbnqrywmRsMBoPBYDC4wIrnMRgMhkAIDw+HlZWVTNvChQvx8uVLfhxiVBgsqWcwGAwGg8EF9sSewWAwGAwBwWZuMBgMBoPB0BT2xJ7BYDAYDAHBZm4wGAwGg8HQFPbEnsFgMBgMBoPBYDAYjI8YVnaXwWAwGAwGg8FgMBiMjxiW2DMYDAaDwWAwGAwGg/ERwxJ7BoPBYDAYDAaDwWAwPmJYYs9gMBgMBoPBYDAYDMZHDEvsGQwGg8FgMBgMBoPB+IhhiT2DwWAwGAy1ePLkCUaPHo36/6+9+wtl/Y/jOP6is1BzsTsjf5ILXOxiubAoF4gLRbZppZC2cqdcKOTPFhfcIxdCcSWZuaJWi9RCaaXJhZoby4Vy4U8j9btQ+yV+0e90jr7nPB+1i+8+n/e37/tu7977vj9FRcrKylJeXp6ampp0cHAgScrIyFAwGPzehwQA4C/EOfYAAOBLnE6nnp6etLKyotLSUl1fXyscDuvm5ua7Hw0AgL8a59gDAIBP3d7eymKxKBKJqK6u7t16SUmJLi8v09fFxcVKJBKSpK2tLfn9fsXjceXn56u7u1sjIyP68eO1v5CRkaG5uTmFQiFFIhFZrVbNzMzI5XL9ltwAADA6/ooPAAA+ZTabZTabFQwGlUql3q0fHR1JkpaWlpRMJtPX+/v76urqUn9/v+LxuBYWFrS8vKypqak38aOjo3I6nYrFYurs7JTH49HZ2dmvTwwAgD8AHXsAAPAlGxsb8vl8enx8lN1uV11dnTwej2w2m6TXzvvm5qba2trSMQ0NDaqvr9fQ0FD6u9XVVQ0ODurq6iod19fXp/n5+fSe6upq2e12zc3N/Z7kAAAwMDr2AADgS5xOp66urhQKhdTc3KxIJCK73a7l5eX/jInFYgoEAumOv9lsls/nUzKZ1MPDQ3qfw+F4E+dwOOjYAwDwRQzPAwAAX5adna3GxkY1NjZqdHRUXq9X4+Pj6unp+XD/3d2d/H6/2tvbP7wXAAD4eXTsAQDA/1ZZWan7+3tJkslk0svLy5t1u92u8/NzlZWVvftkZv77MyQajb6Ji0ajqqio+PUJAADwB6BjDwAAPnVzcyO3263e3l7ZbDbl5ubq+PhYMzMzam1tlfQ6GT8cDqumpkZZWVmyWCwaGxtTS0uLioqK5HK5lJmZqVgsptPTU01OTqbvv76+rqqqKtXW1mptbU2Hh4daXFz8rnQBADAUhucBAIBPpVIpTUxMaHd3VxcXF3p+flZhYaHcbreGh4eVk5Oj7e1tDQwMKJFIqKCgIH3c3c7OjgKBgE5OTmQymVReXi6v1yufzyfpdXje7OysgsGg9vb2ZLVaNT09rY6Ojm/MGAAA46CwBwAA3+qjafoAAODreMceAAAAAAADo7AHAAAAAMDAGJ4HAAC+FW8FAgDwc+jYAwAAAABgYBT2AAAAAAAYGIU9AAAAAAAGRmEPAAAAAICBUdgDAAAAAGBgFPYAAAAAABgYhT0AAAAAAAZGYQ8AAAAAgIFR2AMAAAAAYGD/AFUuT6HW8x3VAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "Oh-v1IAvKz3C",
        "outputId": "24fd4ebf-f1a3-4ae3-e6f6-603945b3eecd"
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   T/sec  C1/°C  C2/°C  C3/°C  C4/mb Time             Step\n",
              "1    1.0   35.5    0.0    0.0  965.7    0  16:Open VP flap\n",
              "2    2.0   36.3    0.0    0.0  965.7    0  16:Open VP flap\n",
              "3    3.0   35.5    0.0    0.0  967.7    0  16:Open VP flap\n",
              "4    4.0   35.5    0.0    0.0  965.7    0      17:TPS ->VP\n",
              "5    5.0   35.5    0.0    0.0  965.7    0      17:TPS ->VP"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-22ae65a7-7fff-4483-a35c-c1362992138e\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>T/sec</th>\n",
              "      <th>C1/°C</th>\n",
              "      <th>C2/°C</th>\n",
              "      <th>C3/°C</th>\n",
              "      <th>C4/mb</th>\n",
              "      <th>Time</th>\n",
              "      <th>Step</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1.0</td>\n",
              "      <td>35.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>965.7</td>\n",
              "      <td>0</td>\n",
              "      <td>16:Open VP flap</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2.0</td>\n",
              "      <td>36.3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>965.7</td>\n",
              "      <td>0</td>\n",
              "      <td>16:Open VP flap</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3.0</td>\n",
              "      <td>35.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>967.7</td>\n",
              "      <td>0</td>\n",
              "      <td>16:Open VP flap</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4.0</td>\n",
              "      <td>35.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>965.7</td>\n",
              "      <td>0</td>\n",
              "      <td>17:TPS -&gt;VP</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>5.0</td>\n",
              "      <td>35.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>965.7</td>\n",
              "      <td>0</td>\n",
              "      <td>17:TPS -&gt;VP</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-22ae65a7-7fff-4483-a35c-c1362992138e')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"https://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\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",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\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-22ae65a7-7fff-4483-a35c-c1362992138e 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-22ae65a7-7fff-4483-a35c-c1362992138e');\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",
              "\n",
              "\n",
              "<div id=\"df-6e9bf7de-bb47-4046-977c-cf6d41f09ee7\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-6e9bf7de-bb47-4046-977c-cf6d41f09ee7')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"https://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-6e9bf7de-bb47-4046-977c-cf6d41f09ee7 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 36
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<google.colab._quickchart_helpers.SectionTitle at 0x7fe52fed4ac0>"
            ],
            "text/html": [
              "<h4 class=\"colab-quickchart-section-title\">Distributions</h4>\n",
              "<style>\n",
              "  .colab-quickchart-section-title {\n",
              "      clear: both;\n",
              "  }\n",
              "</style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "from matplotlib import pyplot as plt\n",
              "_df_0['T/sec'].plot(kind='hist', bins=20, title='T/sec')\n",
              "plt.gca().spines[['top', 'right',]].set_visible(False)"
            ],
            "text/html": [
              "      <div class=\"colab-quickchart-chart-with-code\" id=\"chart-ff0b992d-a930-4ba4-ba71-ab651d1bb05d\">\n",
              "        <img style=\"width: 180px;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAioAAAGrCAYAAADuNLxTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\n",
              "bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\n",
              "AAAPYQGoP6dpAAAgUElEQVR4nO3dfXCU5d238e+y0VUrSQSTJkNY0hASQE1ikAwEfKVWpRooOFY7\n",
              "KEEhUexQixaKyCjeKnSmtlKsEoShUqZqh0TJ4NtUiQgKQhApBBWCCRsQiIqwoCSQ5Xz+YNiHbQhm\n",
              "cS/23HB8ZnYmuzm9+J33etXj3r3YdRljjAAAACzUKdoDAAAAtIVQAQAA1iJUAACAtQgVAABgLUIF\n",
              "AABYi1ABAADWIlQAAIC1CBUAAGAtQgUAAFiLUAEAANYiVAA44sILLwzezj33XLnd7pDHVqxYEVw7\n",
              "depUjR8/PorTArBVXLQHANAxHTx4MPjzI488opUrV+q999476dry8nL9/e9/P0OTAYglvKICIKpq\n",
              "amr09ddf6+qrr9bhw4c1fvx4paSkqHPnzkpPT9fs2bODaz/77DPdfPPN+ulPf6pu3bpp/Pjx+u67\n",
              "74K/37t3r8aPH6+f/exn6ty5s3r37q233347GtsCECGECoCoqqioUFFRkeLi4vTiiy9q1apV2rRp\n",
              "kw4cOKDVq1dr0KBBkqSvv/5aV155pYYMGSKfz6cNGzZoy5YteuCBByRJxhgNHz5c9fX1Wr58ufx+\n",
              "v9544w117949irsD8GPx1g+AqCovL9eTTz4pSTr33HN18OBBbd68WQMHDlRKSopSUlIkSQsXLlRm\n",
              "ZqZ+//vfS5I8Ho+mT5+u6667TnPmzNH69eu1cuVK7dmzR0lJSZKkjIyM6GwKQMQQKgCiZtu2baqr\n",
              "q9PPf/5zSdKoUaP01Vdf6Q9/+IM+++wzFRYW6oknnlC/fv20detWrVu3TomJicF/3hgjl8ul3bt3\n",
              "q66uThdddFEwUgB0DLz1AyBqKioq9Mtf/lIej0eS5Ha79dBDD+mjjz7Szp071adPHw0bNkySlJKS\n",
              "osGDB2vfvn3B2/79+9XU1KRu3bopPT1d3377rb7++utobglAhBEqAKKmvLxcI0eODN5ftmyZqqur\n",
              "dfjwYZ133nm68MIL5Xa7JUljxozR+vXr9dxzz+n777+XMUYNDQ167bXXJElXXHGFCgsLNWbMGO3Y\n",
              "sUOSVFdXp08//fSM7wtA5BAqAKJix44d2rhxo2666abgY42NjSouLlaXLl2UlJSk5cuXa/HixZIk\n",
              "r9erVatW6T//+Y969uypxMRE3XDDDdq4caMkyeVyacmSJUpNTdXAgQPVuXNnDR06VA0NDVHZH4DI\n",
              "cBljTLSHAHD2mT17tqqqqlRRURHtUQBYjFdUAERFSkqKJk2aFO0xAFiOV1QAAIC1eEUFAABYi1AB\n",
              "AADWIlQAAIC1CBUAAGAtQgUAAFirQ4TKrFmzoj0CAABwQIcIle3bt0d7BAAA4IAOESoAAKBjIlQA\n",
              "AIC1CBUAAGAtQgUAAFiLUAEAANYiVAAAgLUIFQAAYC1CBQAAWItQAQAA1iJUAACAtQgVAABgLUIF\n",
              "AABYy9FQmTBhgtLT0+VyufTJJ5+0uW7+/Pnq1auXevbsqXHjxunIkSNOjgUAAGKEo6Fy6623auXK\n",
              "lerRo0eba+rq6jRt2jStWLFCtbW12rNnj+bOnevkWAAAIEY4GipXXXWV0tLSTrlm8eLFKioqUkpK\n",
              "ilwul+6991699NJLba5vbm6W3+8PuQUCgUiPDgAALBAX7QF8Pl/IKy7p6eny+Xxtrp8xY4amT58e\n",
              "8tiAAQMcmS39j687clxJqp/5S8eOjf+P5zD2OfUc8vydOTyHZ0ZH/b9zzF1MO2XKFO3fvz/kVlBQ\n",
              "EO2xAACAA6L+iorX69W2bduC9+vr6+X1ettc7/F45PF4Qh5zu92OzQcAAKIn6q+ojBw5UpWVldq9\n",
              "e7eMMZozZ45uv/32aI8FAAAs4GiolJaWKi0tTTt27NANN9ygzMxMSdLYsWNVWVkpScrIyND06dM1\n",
              "aNAgZWZmKikpSaWlpU6OBQAAYoSjb/2UlZWd9PF58+aF3B83bpzGjRvn5CgAACAGRf2tHwAAgLYQ\n",
              "KgAAwFqECgAAsBahAgAArEWoAAAAaxEqAADAWoQKAACwFqECAACsRagAAABrESoAAMBahAoAALAW\n",
              "oQIAAKxFqAAAAGsRKgAAwFqECgAAsBahAgAArEWoAAAAaxEqAADAWoQKAACwFqECAACsRagAAABr\n",
              "ESoAAMBahAoAALAWoQIAAKxFqAAAAGsRKgAAwFqECgAAsBahAgAArEWoAAAAaxEqAADAWoQKAACw\n",
              "FqECAACsRagAAABrESoAAMBahAoAALAWoQIAAKxFqAAAAGsRKgAAwFqECgAAsBahAgAArEWoAAAA\n",
              "axEqAADAWoQKAACwFqECAACsRagAAABrESoAAMBahAoAALAWoQIAAKxFqAAAAGsRKgAAwFqECgAA\n",
              "sBahAgAArEWoAAAAaxEqAADAWoQKAACwFqECAACsRagAAABrESoAAMBahAoAALAWoQIAAKxFqAAA\n",
              "AGs5Gipbt25VYWGhsrKy1L9/f9XU1LRac/ToUU2cOFF9+/ZVTk6Orr32WtXW1jo5FgAAiBGOhkpp\n",
              "aalKSkq0ZcsWTZ48WcXFxa3WVFZW6oMPPtCGDRv03//+V0OGDNHDDz/s5FgAACBGOBYqjY2Nqq6u\n",
              "1qhRoyRJI0eOVENDQ6tXS1wul5qbm9XU1CRjjPx+v9LS0pwaCwAAxJA4pw7c0NCg1NRUxcUd+yNc\n",
              "Lpe8Xq98Pp8yMzOD62655RZVVVUpJSVFnTt3Vrdu3bR8+fI2j9vc3Kzm5uaQxwKBgDObAAAAURX1\n",
              "i2mrq6u1adMm7dy5U19++aWGDBmie++9t831M2bMUEJCQshtzZo1Z3BiAABwpjgWKt27d9euXbvU\n",
              "0tIiSTLGyOfzyev1hqxbuHChrrvuOiUmJqpTp04aPXq0qqqq2jzulClTtH///pBbQUGBU9sAAABR\n",
              "5FioJCcnKz8/X4sWLZIklZeXKy0tLeRtH0nKyMjQsmXLdPjwYUnS0qVLdemll7Z5XI/Ho/j4+JCb\n",
              "2+12ahsAACCKHLtGRZLKyspUXFysp556SvHx8VqwYIEkaezYsSoqKlJRUZHuv/9+ffrpp8rNzdU5\n",
              "55yjlJQUzZkzx8mxAABAjHA0VLKzs7Vq1apWj8+bNy/4s8fj0QsvvODkGAAAIEZF/WJaAACAthAq\n",
              "AADAWoQKAACwFqECAACsRagAAABrESoAAMBahAoAALAWoQIAAKxFqAAAAGsRKgAAwFqECgAAsBah\n",
              "AgAArEWoAAAAaxEqAADAWoQKAACwFqECAACsRagAAABrESoAAMBahAoAALAWoQIAAKxFqAAAAGsR\n",
              "KgAAwFqECgAAsBahAgAArEWoAAAAaxEqAADAWoQKAACwFqECAACsRagAAABrESoAAMBahAoAALAW\n",
              "oQIAAKxFqAAAAGsRKgAAwFqECgAAsBahAgAArEWoAAAAaxEqAADAWoQKAACwFqECAACsRagAAABr\n",
              "ESoAAMBahAoAALAWoQIAAKxFqAAAAGsRKgAAwFqECgAAsBahAgAArEWoAAAAaxEqAADAWoQKAACw\n",
              "FqECAACsRagAAABrESoAAMBahAoAALAWoQIAAKxFqAAAAGsRKgAAwFqECgAAsBahAgAArEWoAAAA\n",
              "axEqAADAWo6GytatW1VYWKisrCz1799fNTU1J123ceNGXXPNNerTp4/69OmjiooKJ8cCAAAxIs7J\n",
              "g5eWlqqkpETFxcVavHixiouLtXbt2pA133//vYYNG6aFCxdq8ODBCgQC2rt3r5NjAQCAGOHYKyqN\n",
              "jY2qrq7WqFGjJEkjR45UQ0ODamtrQ9b961//0oABAzR48GBJktvtVlJSUpvHbW5ult/vD7kFAgGn\n",
              "tgEAAKLIsVBpaGhQamqq4uKOvWjjcrnk9Xrl8/lC1m3evFkej0c333yz8vLydNddd+mrr75q87gz\n",
              "ZsxQQkJCyG3NmjVObQMAAERR2KHy9ttvR3SAlpYWvfPOOyorK9P69evVrVs33XfffW2unzJlivbv\n",
              "3x9yKygoiOhMAADADmGHyuOPP67s7GzNmjVLfr+/zXXdu3fXrl271NLSIkkyxsjn88nr9Yas83q9\n",
              "uvbaa9WtWze5XC6NGjVKq1evbvO4Ho9H8fHxITe32x3uNgAAQAwIO1Q++OADvfzyy9q0aZOysrI0\n",
              "fvx4bd68udW65ORk5efna9GiRZKk8vJypaWlKTMzM2TdbbfdprVr1waj54033lBubu7p7AUAAHQw\n",
              "p3WNyuWXX64XXnhBb731lpYuXaqcnBxdf/312rhxY8i6srIylZWVKSsrSzNnztSCBQskSWPHjlVl\n",
              "ZaWkY6+oPPzwwyosLFROTo6WLVumOXPm/MhtAQCAjuC0/nryO++8o9mzZ2vjxo26//77dc899+i9\n",
              "997Tr371q5C/1ZOdna1Vq1a1+ufnzZsXcv/OO+/UnXfeeTqjAACADizsUOnTp48uvvhiTZgwQSNG\n",
              "jAheH3Lrrbdq/vz5ER8QAACcvcIOlUWLFqlfv34n/d2bb775owcCAAA4LuxrVNatWxfyybHffPON\n",
              "XnjhhYgOBQAAIJ1GqDz33HPq0qVL8H7Xrl313HPPRXQoAAAA6TRCxRjT6jE+wh4AADgh7FBJTU3V\n",
              "v//97+D9V155RampqREdCgAAQDqNi2mfeeYZDRs2TJMmTZIkXXDBBVqyZEnEBwMAAAg7VHr37q3N\n",
              "mzfr888/l3Tss1L4CHsAAOCE0/rAN5fLpcTERLW0tGjnzp2S1Oo7fAAAAH6ssEPlH//4hyZMmKBz\n",
              "zjlHnTodu8TF5XKpsbEx4sMBAICzW9ih8n//939au3atsrOznZgHAAAgKOy/9XPxxRcTKQAA4IwI\n",
              "O1SGDx+uZ555Ro2NjfL7/cEbAABApIX91s/UqVMlSRMnTpTL5ZIxRi6Xiw99AwAAERd2qBw9etSJ\n",
              "OQAAAFoJ+60f6dgXE/7zn/+UJO3bt0+7du2K6FAAAADSaX4p4d13363HHntM0rFvT/7Nb34T6bkA\n",
              "AADCD5W5c+dq9erVio+PlyT17NlTX331VcQHAwAACDtUPB6Pzj///JDH4uJO6wNuAQAATinsUElK\n",
              "StKWLVvkcrkkHfukWj4+HwAAOOG0vj35jjvu0Geffabu3bsrPj5eS5cudWI2AABwlgs7VDIzM/XR\n",
              "Rx/p888/lzGGb08GAACOCTtUfD6fJOknP/mJJPHtyQAAwDFhh0q/fv2Cn0jb1NSk77//Xl27duXb\n",
              "kwEAQMSFHSr/+1eRKyoqtGHDhogNBAAAcNxpfTLtiUaMGKHXX389ErMAAACECPsVlRO/KTkQCOij\n",
              "jz7i25MBAIAjwg6VxMTE4DUqbrdbvXr10t/+9jcnZgMAAGc5vj0ZAABY60dfowIAAOCUsF9R6dSp\n",
              "U/Dj809kjJHL5VIgEIjIYAAAAGGHyuOPP65Dhw7pvvvukyTNmTNH559/vh544IFIzwYAAM5yYYfK\n",
              "q6++qnXr1gXvP/HEE+rXr5+mTp0a0cEAAADCvkblwIEDIZ9C29jYqAMHDkR0KAAAAOk0XlF58MEH\n",
              "lZubq6FDh0qS3nrrLT322GORngsAACD8UCktLdWgQYNUVVUlSZo4caIuueSSiA8GAAAQdqhIUteu\n",
              "XXXZZZfpmmuuUUtLiw4fPqxzzz030rMBAICzXNjXqCxevFgDBgzQmDFjJEk1NTUaPnx4pOcCAAAI\n",
              "P1RmzJihjz/+WImJiZKk3Nxcbd++PdJzAQAAhB8qbrdbXbt2DXmMt30AAIATwg6Vzp07a8+ePcFP\n",
              "p3333XfVpUuXiA8GAAAQ9sW0f/rTn3TTTTfpiy++0ODBg1VXV6fXX3/didkAAMBZLqxQOXr0qAKB\n",
              "gKqqqvThhx/KGKPCwsLg9SoAAACRFFaodOrUSSUlJdqwYYNuuukmp2YCAACQdBrXqPTq1Uu1tbVO\n",
              "zAIAABAi7GtU9u7dq7y8PBUWFurCCy8MPl5RURHRwQAAANodKiUlJZo7d65Gjx6toqIiXXTRRU7O\n",
              "BQAA0P5Qqa6uliSNHj1a+fn5+vjjjx0bCgAAQDqNa1QkyRgT6TkAAABaafcrKocOHdLGjRtljFFT\n",
              "U1Pw5+NycnIcGRAAAJy9wgqVoqKi4P0Tf3a5XPriiy8iOxkAADjrtTtU6uvrHRwDAACgtdO6RgUA\n",
              "AOBMIFQAAIC1CBUAAGAtQgUAAFiLUAEAANYiVAAAgLUIFQAAYC1CBQAAWItQAQAA1nI0VLZu3arC\n",
              "wkJlZWWpf//+qqmpaXOtMUbXXXedEhMTnRwJAADEEEdDpbS0VCUlJdqyZYsmT56s4uLiNtf+9a9/\n",
              "Vc+ePZ0cBwAAxBjHQqWxsVHV1dUaNWqUJGnkyJFqaGhQbW1tq7U1NTV67bXX9Mc//vEHj9vc3Cy/\n",
              "3x9yCwQCEZ8fAABEn2Oh0tDQoNTUVMXFHfveQ5fLJa/XK5/PF7LuyJEjGjdunMrKyuR2u3/wuDNm\n",
              "zFBCQkLIbc2aNY7sAQAARFfUL6adPn26RowYoT59+rRr/ZQpU7R///6QW0FBgcNTAgCAaIhz6sDd\n",
              "u3fXrl271NLSori4OBlj5PP55PV6Q9YtX75cPp9Pzz77rFpaWuT3+5Wenq61a9cqKSmp1XE9Ho88\n",
              "Hk/IY+15JQYAAMQex15RSU5OVn5+vhYtWiRJKi8vV1pamjIzM0PWrVixQtu3b1d9fb1Wrlyp+Ph4\n",
              "1dfXnzRSAADA2cXRt37KyspUVlamrKwszZw5UwsWLJAkjR07VpWVlU7+0QAAoANw7K0fScrOztaq\n",
              "VataPT5v3ryTrk9PT9e+ffucHAkAAMSQqF9MCwAA0BZCBQAAWItQAQAA1iJUAACAtQgVAABgLUIF\n",
              "AABYi1ABAADWIlQAAIC1CBUAAGAtQgUAAFiLUAEAANYiVAAAgLUIFQAAYC1CBQAAWItQAQAA1iJU\n",
              "AACAtQgVAABgLUIFAABYi1ABAADWIlQAAIC1CBUAAGAtQgUAAFiLUAEAANYiVAAAgLUIFQAAYC1C\n",
              "BQAAWItQAQAA1iJUAACAtQgVAABgLUIFAABYi1ABAADWIlQAAIC1CBUAAGAtQgUAAFiLUAEAANYi\n",
              "VAAAgLUIFQAAYC1CBQAAWItQAQAA1iJUAACAtQgVAABgLUIFAABYi1ABAADWIlQAAIC1CBUAAGAt\n",
              "QgUAAFiLUAEAANYiVAAAgLUIFQAAYC1CBQAAWItQAQAA1iJUAACAtQgVAABgLUIFAABYi1ABAADW\n",
              "IlQAAIC1CBUAAGAtQgUAAFiLUAEAANYiVAAAgLUIFQAAYC1CBQAAWMvRUNm6dasKCwuVlZWl/v37\n",
              "q6amptWaZcuWqaCgQH379tUll1yiSZMm6ejRo06OBQAAYoSjoVJaWqqSkhJt2bJFkydPVnFxcas1\n",
              "F110kV5++WVt3rxZ69at04cffqiFCxc6ORYAAIgRjoVKY2OjqqurNWrUKEnSyJEj1dDQoNra2pB1\n",
              "l19+uTIyMiRJ5513nvLy8lRfX9/mcZubm+X3+0NugUDAqW0AAIAocixUGhoalJqaqri4OEmSy+WS\n",
              "1+uVz+dr85/ZvXu3Fi9erJtvvrnNNTNmzFBCQkLIbc2aNRGfHwAARJ81F9P6/X7dcsstmjRpkq64\n",
              "4oo2102ZMkX79+8PuRUUFJzBSQEAwJkS59SBu3fvrl27dqmlpUVxcXEyxsjn88nr9bZae+DAAd14\n",
              "440aNmyYJk6ceMrjejweeTyekMfcbndEZwcAAHZw7BWV5ORk5efna9GiRZKk8vJypaWlKTMzM2Td\n",
              "wYMHdeONN+rGG2/UI4884tQ4AAAgBjn61k9ZWZnKysqUlZWlmTNnasGCBZKksWPHqrKyUpI0a9Ys\n",
              "rVmzRhUVFcrLy1NeXp6efPJJJ8cCAAAxwrG3fiQpOztbq1atavX4vHnzgj9PnTpVU6dOdXIMAAAQ\n",
              "o6y5mBYAAOB/ESoAAMBahAoAALAWoQIAAKxFqAAAAGsRKgAAwFqECgAAsBahAgAArEWoAAAAaxEq\n",
              "AADAWoQKAACwFqECAACsRagAAABrESoAAMBahAoAALAWoQIAAKxFqAAAAGsRKgAAwFqECgAAsBah\n",
              "AgAArEWoAAAAaxEqAADAWoQKAACwFqECAACsRagAAABrESoAAMBahAoAALAWoQIAAKxFqAAAAGsR\n",
              "KgAAwFqECgAAsBahAgAArEWoAAAAaxEqAADAWoQKAACwFqECAACsRagAAABrESoAAMBahAoAALAW\n",
              "oQIAAKxFqAAAAGsRKgAAwFqECgAAsBahAgAArEWoAAAAaxEqAADAWoQKAACwFqECAACsRagAAABr\n",
              "ESoAAMBahAoAALAWoQIAAKxFqAAAAGsRKgAAwFqECgAAsBahAgAArEWoAAAAaxEqAADAWoQKAACw\n",
              "FqECAACsRagAAABrORoqW7duVWFhobKystS/f3/V1NScdN38+fPVq1cv9ezZU+PGjdORI0ecHAsA\n",
              "AMQIR0OltLRUJSUl2rJliyZPnqzi4uJWa+rq6jRt2jStWLFCtbW12rNnj+bOnevkWAAAIEY4FiqN\n",
              "jY2qrq7WqFGjJEkjR45UQ0ODamtrQ9YtXrxYRUVFSklJkcvl0r333quXXnqpzeM2NzfL7/eH3AKB\n",
              "gFPbAAAAURTn1IEbGhqUmpqquLhjf4TL5ZLX65XP51NmZmZwnc/nU48ePYL309PT5fP52jzujBkz\n",
              "NH369JDHevfurYkTJ0Z0/kAgoNQ1a1RQUCC32x3RY0vSxInvRvyY4QoEAlrj4B6jraM/hx39+ZOc\n",
              "fQ6j/fxJPIc/Fs9hqBEOHDMQCGjgwCcc21+PHj30u9/97pRrHAsVp0yZMqVVlHg8Hnk8noj+OX6/\n",
              "XwkJCXr77bcVHx8f0WPboqPvkf3Fvo6+x46+P6nj75H9Oc+xUOnevbt27dqllpYWxcXFyRgjn88n\n",
              "r9cbss7r9Wrbtm3B+/X19a3WnMiJKAEAAHZy7BqV5ORk5efna9GiRZKk8vJypaWlhbztIx27dqWy\n",
              "slK7d++WMUZz5szR7bff7tRYAAAghjj6t37KyspUVlamrKwszZw5UwsWLJAkjR07VpWVlZKkjIwM\n",
              "TZ8+XYMGDVJmZqaSkpJUWlrq5FgAACBGOHqNSnZ2tlatWtXq8Xnz5oXcHzdunMaNG+fkKGHzeDx6\n",
              "9NFHO/TbTB19j+wv9nX0PXb0/Ukdf4/sz3kuY4yJ2p8OAABwCnyEPgAAsBahAgAArEWoAAAAaxEq\n",
              "AADAWmd9qEyYMEHp6elyuVz65JNP2lwXq9/w3J79vffeezr//POVl5cXvB06dOjMDnqampqaNHz4\n",
              "cGVlZSk3N1fXX399q++TOm7p0qXq3bu3evXqpREjRsjv95/hacPX3v3V19fL7XaHPIcnfpCi7X7x\n",
              "i18oJydHeXl5uvLKK7V+/fqTrovV87A9+4vl8/C4BQsWyOVy6bXXXjvp72PxHPxfp9pjLJ+H6enp\n",
              "ys7ODs79yiuvnHRdVM5Bc5Zbvny5aWhoMD169DDr168/6ZovvvjCpKamml27dpmjR4+aW265xTz7\n",
              "7LNndtDT1J79VVVVmdzc3DM6V6QcOnTIvP766+bo0aPGGGNmz55trr766lbrDhw4YJKTk82nn35q\n",
              "jDHm/vvvNw899NCZHPW0tHd/dXV1JiEh4cwOF0Hffvtt8OeKigqTk5PTak0sn4ft2V8sn4fGHPt3\n",
              "cODAgWbAgAHm1VdfbfX7WD0HT/RDe4zl8/BU/404Llrn4Fn/ispVV12ltLS0U64J9xuebdKe/cWy\n",
              "8847T0OHDpXL5ZIkDRgwQPX19a3Wvfnmm7r88svVu3dvSdL48eNj4jls7/5iXWJiYvDn/fv3B/d7\n",
              "olg+D9uzv1h29OhRjR07VrNnz27z8zZi9Rw8rj177OiidQ7G3JcSRkO43/Aci7Zt26b8/Hy53W6N\n",
              "GTNG48ePj/ZIp2XWrFkaNmxYq8dP9hye+F1UsaKt/UnSd999p/79+ysQCGj48OGaOnVq1L/NNRx3\n",
              "3XWXqqqqJElvvPFGq9/H+nn4Q/uTYvc8/Mtf/qJBgwapX79+ba6J9XOwPXuUYvs8vOuuu2SMUUFB\n",
              "gWbOnKmkpKSQ30frHLT/3w44Lj8/Xzt27FBCQoJ27NihoUOH6uKLL9Ztt90W7dHC8tRTT6m2tlbv\n",
              "vhv9r353wqn2l5qaqp07dyo5OVl79+7Vr3/9az399NOaNGlSFCY9PQsXLpQkvfjii5o8eXKb/zGP\n",
              "VT+0v1g9Dzdt2qTy8nK9//770R7FMe3dYyyfh++//768Xq+OHDmiRx55RKNHj7bmHDzr3/ppD6/X\n",
              "q+3btwfv/9A3PMea+Ph4JSQkSJLS0tJ0xx13aMWKFVGeKjx//vOfVVFRoTfffFMXXHBBq9+f7DlM\n",
              "TU2Nif9PTvrh/Xk8HiUnJ0uSunTporvvvjvmnsPjRo8eraqqKn3zzTchj3eU87Ct/cXqebhixQrV\n",
              "19erV69eSk9P1+rVq1VSUqLnn38+ZF0sn4Pt3WMsn4fHz6VzzjlHDzzwwEnnjto56PhVMDHiVBcS\n",
              "bdu2rdUFRLNnzz6zA/5Ip9rfl19+aQKBgDHGGL/fbwoLC838+fPP4HQ/ztNPP23y8/PN3r1721zj\n",
              "9/tNUlJSyIV8Dz744Jka8Udpz/727NljDh8+bIwxpqmpydx6661m2rRpZ2rEH+Xbb781O3fuDN5/\n",
              "9dVXTbdu3YIXEB8Xq+dhe/cX6+fhcVdfffVJLzSN5XPwf7W1x1g9Dw8ePBhywffTTz9trrzyylbr\n",
              "onUOnvWhUlJSYrp162bcbrdJTk42PXv2NMYYc88995glS5YE182dO9dkZGSYjIwMc/fddwf/ZbRd\n",
              "e/Y3e/Zs07dvX5OTk2P69u1rHn300Vb/I2qrhoYGI8lkZGSY3Nxck5ubawoKCowxxkybNs08//zz\n",
              "wbVLliwx2dnZpmfPnmbYsGFm37590Rq73dq7v/LycnPJJZcEn8Pf/va3pqmpKZqjt1t9fb3p37+/\n",
              "ufTSS01OTo4ZMmRIMKo7wnnY3v3F8nl4ohP/I94RzsGTaWuPsXoebtu2zeTl5ZnLLrvMXHrppaao\n",
              "qMjU1dUZY+w4B/lSQgAAYC2uUQEAANYiVAAAgLUIFQAAYC1CBQAAWItQAQAA1iJUAACAtQgVAABg\n",
              "LUIFAABYi1ABAADWIlQAAIC1/h9FJt9Oke5mPwAAAABJRU5ErkJggg==\n",
              "\">\n",
              "      </div>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-ff0b992d-a930-4ba4-ba71-ab651d1bb05d\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-ff0b992d-a930-4ba4-ba71-ab651d1bb05d\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "from matplotlib import pyplot as plt\n",
              "_df_1['C1/°C'].plot(kind='hist', bins=20, title='C1/°C')\n",
              "plt.gca().spines[['top', 'right',]].set_visible(False)"
            ],
            "text/html": [
              "      <div class=\"colab-quickchart-chart-with-code\" id=\"chart-64f40ba0-3f17-4b1b-bffa-ba3d2a11ae27\">\n",
              "        <img style=\"width: 180px;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAioAAAGrCAYAAADuNLxTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\n",
              "bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\n",
              "AAAPYQGoP6dpAAAmCUlEQVR4nO3df3DU9Z3H8dcmsSEISQRBgkuSA0IiP/ILSaNgB8ZCQa+BAvbg\n",
              "rio/EoJKbS+2aMai8qOE67VMvVYKCEf9Mc1JIVAmVB08YSa98wAboIqDksgSosFcrSSRSwLZfO4P\n",
              "hh23SSyb3W/2k/B8zHxnspsvn31/hqrPfveXyxhjBAAAYKGIcA8AAADQFUIFAABYi1ABAADWIlQA\n",
              "AIC1CBUAAGAtQgUAAFiLUAEAANYiVAAAgLUIFQAAYC1CBQAAWItQAeCYd955RwsWLFBCQoIGDBig\n",
              "5ORkLVy4UJWVlfroo480e/ZsJSUlyeVyadu2bZ2uYYyR2+3WkSNHJEk/+MEPNGzYME2bNk3nzp27\n",
              "5scD0DsRKgAccejQIeXk5OiWW27RW2+9paamJh0/flzTp0/Xb3/7W0VERGjGjBn6zW9+I7fb3eU6\n",
              "hw8fVkREhCZNmqQ333xT7733njwejxYvXqxVq1Zd8+MB6J2iwj0AgL6psLBQ8+fP17PPPuu7Lz4+\n",
              "XkuWLPHdfuSRRyRJkZGRXa6ze/dufetb35LL5ZLX61V7e7va29vl9Xrl9XoDejwAvQ9XVACE3OnT\n",
              "p/XBBx/ogQceCHqtsrIyzZs3T5L09a9/XaNGjVJSUpJ27NihdevWhfzxANiFKyoAQq6+vl6SvvQp\n",
              "nWtx/PhxXbx4UVOmTJEkuVwuPffcc3ruuecceTwA9uGKCoCQGzp0qCSptrY2qHV2796t2bNnKyLi\n",
              "y/9VFarHA2AfQgVAyKWkpGjMmDF66aWXglrni0/79MTjAbAPoQLAEVu2bNFvf/tbFRUV6ezZszLG\n",
              "qLGxUS+++KKefPJJSVJLS4taWlpkjFFbW5taWlp0+fJlSdKpU6dUV1enadOmhezxAPQ+hAoAR0yd\n",
              "OlWHDx/WRx99pJycHA0cOFDp6el67bXXNH/+fElSTEyMYmJiVFNTo4ceekgxMTEqKCiQdOVpn29+\n",
              "85u64YYbQvZ4AHoflzHGhHsIAPhrEydO1NNPP628vLxwjwIgjLiiAsA6ly5dUl5enmbMmBHuUQCE\n",
              "GVdUAACAtbiiAgAArEWoAAAAaxEqAADAWoQKAACwFqECAACs1SdC5Ytf6w4AAPqOPhEqZ8+eDfcI\n",
              "AADAAX0iVAAAQN9EqAAAAGsRKgAAwFqECgAAsBahAgAArEWoAAAAaxEqAADAWoQKAACwFqECAACs\n",
              "RagAAABrESoAAMBahAoAALBWj4TKjh075HK5tHfv3k5/X15errS0NKWkpGju3LlqbGzsibEAAIDl\n",
              "HA8Vj8ej559/Xrm5uZ3+/vPPP9fSpUu1d+9enT59WsOHD9fatWudHgsAAPQCjoZKe3u78vPz9Ytf\n",
              "/ELR0dGdnvPqq68qKytLaWlpkqSHH35YpaWlXa7Z2tqqxsZGv8Pr9ToyPwAACK8oJxffuHGjJk+e\n",
              "rIkTJ3Z5Tk1NjZKSkny3k5OTVVdXp7a2NkVFdRyvpKREq1ev9ruvq6s1wUp+Yr8j60qSZ8O9jq0N\n",
              "AEBf4dgVlXfffVe7d+/Wj370o5CuW1xcrIaGBr8jJycnpI8BAADs4NgVlYqKCnk8HqWkpEiSzp8/\n",
              "r2XLlqmurk4PPfSQ77zExEQdOHDAd9vj8SghIaHTqymSFB0d3eFppMjISAd2AAAAws2xKyoPPfSQ\n",
              "6urq5PF45PF4lJubq61bt/pFiiTNnDlTlZWVOnXqlCRp06ZNWrBggVNjAQCAXsTR16h05amnntLw\n",
              "4cO1fPlyDRw4UNu2bdOcOXPU1tam8ePH64UXXgjHWAAAwDI9FiqHDh3y/bxmzRq/3+Xl5SkvL6+n\n",
              "RgEAAL0En0wLAACsRagAAABrESoAAMBahAoAALAWoQIAAKxFqAAAAGsRKgAAwFqECgAAsBahAgAA\n",
              "rEWoAAAAaxEqAADAWoQKAACwFqECAACsRagAAABrESoAAMBahAoAALAWoQIAAKxFqAAAAGsRKgAA\n",
              "wFqECgAAsBahAgAArEWoAAAAaxEqAADAWoQKAACwFqECAACsRagAAABrESoAAMBahAoAALAWoQIA\n",
              "AKxFqAAAAGsRKgAAwFqECgAAsBahAgAArEWoAAAAaxEqAADAWo6GyowZM5Senq7MzEzdddddOnbs\n",
              "WIdzDh06pJiYGGVmZvqO5uZmJ8cCAAC9RJSTi+/cuVPx8fGSpD179mjRokU6ceJEh/NSU1N1/Phx\n",
              "J0cBAAC9kKOhcjVSJKmhoUEulyvoNVtbW9Xa2up3n9frDXpdAABgH8dfo/LAAw9oxIgRWrVqlV56\n",
              "6aVOz6murlZ2drYmTZqkTZs2fel6JSUliouL8zuOHDnixOgAACDMHA+VF198UefOndO6dev0+OOP\n",
              "d/h9dna2amtrVVlZqT179mjz5s3auXNnl+sVFxeroaHB78jJyXFyCwAAIEx67F0/Dz74oA4ePKhP\n",
              "P/3U7/7Y2FjFxcVJktxutxYuXKiKioou14mOjlZsbKzfERkZ6ejsAAAgPBwLlQsXLujjjz/23d67\n",
              "d68GDx6sQYMG+Z1XV1en9vZ2SVJTU5PKy8uVlZXl1FgAAKAXcezFtA0NDbrvvvvU3NysiIgIDRky\n",
              "ROXl5XK5XMrPz1deXp7y8vK0e/du/epXv1JUVJTa2tp03333afHixU6NBQAAehGXMcaEe4hgFRUV\n",
              "aePGjSFfN/mJ/SFf8yrPhnsdWxsAgL6CT6YFAADWIlQAAIC1CBUAAGAtQgUAAFiLUAEAANYiVAAA\n",
              "gLUIFQAAYC1CBQAAWItQAQAA1iJUAACAtQgVAABgLUIFAABYi1ABAADWIlQAAIC1CBUAAGAtQgUA\n",
              "AFiLUAEAANYiVAAAgLUIFQAAYC1CBQAAWItQAQAA1iJUAACAtQgVAABgLUIFAABYi1ABAADWIlQA\n",
              "AIC1CBUAAGAtQgUAAFiLUAEAANYiVAAAgLUIFQAAYC1CBQAAWItQAQAA1iJUAACAtQgVAABgLUdD\n",
              "ZcaMGUpPT1dmZqbuuusuHTt2rNPztm/frpSUFI0aNUoFBQW6fPmyk2MBAIBewtFQ2blzp/70pz/p\n",
              "+PHjKioq0qJFizqcc+bMGa1atUoVFRWqqqrSJ598oq1btzo5FgAA6CUcDZX4+Hjfzw0NDXK5XB3O\n",
              "2bVrl/Ly8jRs2DC5XC4tX75cpaWlXa7Z2tqqxsZGv8Pr9ToxPgAACLMopx/ggQce0MGDByVJv//9\n",
              "7zv8vqamRklJSb7bycnJqqmp6XK9kpISrV692u++3NzcEE0LAABs4viLaV988UWdO3dO69at0+OP\n",
              "Px70esXFxWpoaPA7cnJyQjApAACwTY+96+fBBx/UwYMH9emnn/rdn5iYqLNnz/puezweJSYmdrlO\n",
              "dHS0YmNj/Y7IyEjH5gYAAOHjWKhcuHBBH3/8se/23r17NXjwYA0aNMjvvHnz5mnfvn06f/68jDHa\n",
              "vHmzFixY4NRYAACgF3HsNSoNDQ2677771NzcrIiICA0ZMkTl5eVyuVzKz89XXl6e8vLyNHLkSK1e\n",
              "vVqTJ0+WJE2dOlWFhYVOjQUAAHoRlzHGhHuIYBUVFWnjxo0hXzf5if0hX/Mqz4Z7HVsbAIC+gk+m\n",
              "BQAA1iJUAACAtQgVAABgLUIFAABYi1ABAADWIlQAAIC1CBUAAGAtQgUAAFiLUAEAANYiVAAAgLUI\n",
              "FQAAYC1CBQAAWItQAQAA1iJUAACAtQgVAABgLUIFAABYi1ABAADWIlQAAIC1CBUAAGAtQgUAAFiL\n",
              "UAEAANYiVAAAgLUIFQAAYC1CBQAAWItQAQAA1iJUAACAtQgVAABgLUIFAABYi1ABAADWIlQAAIC1\n",
              "CBUAAGAtQgUAAFiLUAEAANYiVAAAgLUIFQAAYC3HQqWlpUVz5szRmDFjlJGRoenTp6uqqqrDeR6P\n",
              "R5GRkcrMzPQd1dXVTo0FAAB6kSgnF1+2bJlmzZoll8ulX/7yl8rPz9ehQ4c6nDdw4EAdP37cyVEA\n",
              "AEAv5NgVlX79+umee+6Ry+WSJOXm5srj8QS9bmtrqxobG/0Or9cb9LoAAMA+PfYalWeffVazZ8/u\n",
              "9HcXL17UpEmTlJ2drTVr1nxpeJSUlCguLs7vOHLkiFNjAwCAMOqRUFm/fr2qqqpUUlLS4XcJCQn6\n",
              "6KOPdPToUb3xxhuqqKjQz372sy7XKi4uVkNDg9+Rk5Pj5PgAACBMHA+Vn/70pyorK9Orr76q/v37\n",
              "d/h9dHS0hg4dKkkaNGiQlixZooqKii7Xi46OVmxsrN8RGRnp2PwAACB8HA2VjRs3qrS0VAcOHFB8\n",
              "fHyn59TX1+vy5cuSrrz+pKysTFlZWU6OBQAAegnHQqW2tlaPPfaYLly4oGnTpikzM1Nf/epXJUlP\n",
              "PfWUNm/eLEn6wx/+oKysLGVkZCg7O1vDhg3Tk08+6dRYAACgF3Hs7clut1vGmE5/t2bNGt/Pc+fO\n",
              "1dy5c50aAwAA9GJ8Mi0AALAWoQIAAKxFqAAAAGsRKgAAwFoBh8rrr7/uxBwAAAAdBBwqa9asUWpq\n",
              "qp599lk1NjY6MRMAAICkboTKf/3Xf+k//uM/9O6772rMmDF6+OGH9d577zkxGwAAuM516zUqWVlZ\n",
              "ev755/Xaa6+pvLxc6enpmj59ut55551QzwcAAK5j3QqVN954Q7Nnz9bcuXP1yCOP6Pz58yosLNS3\n",
              "vvWtUM8HAACuYwF/Mu1tt92mm2++WY8++qjmzp3r+0LA+fPna/v27SEfEAAAXL8CDpWXX35ZEydO\n",
              "7PR3r776atADAQAAXBXwUz9//OMf9Ze//MV3+9NPP9Xzzz8f0qEAAACkboTKpk2bNGjQIN/twYMH\n",
              "a9OmTSEdCgAAQOpGqHT2jcherzckwwAAAHxRwKGSkJCgnTt3+m6/8sorSkhICOlQAAAAUjdeTPvz\n",
              "n/9cs2fP1sqVKyVJ/fv31+9+97uQDwYAABBwqKSlpem9997T+++/L0lKTU31vUUZAAAglAIOFUly\n",
              "uVyKj49XW1ubPvroI0lSYmJiSAcDAAAIOFR+/etf69FHH9UNN9ygiIgrL3FxuVyqr68P+XAAAOD6\n",
              "FnCorF27VkePHlVqaqoT8wAAAPgE/K6fm2++mUgBAAA9IuBQmTNnjn7+85+rvr5ejY2NvgMAACDU\n",
              "An7q58knn5QkFRUVyeVyyRgjl8vFh74BAICQCzhU2tvbnZgDAACgg4Cf+pGufDHhSy+9JEm6cOGC\n",
              "6urqQjoUAACA1M0vJVyyZImeeeYZSVe+Pfkf//EfQz0XAABA4KGydetW/c///I9iY2MlSaNGjdL/\n",
              "/u//hnwwAACAgEMlOjpaMTExfvdFRXXrA24BAAC+VMChMmTIEH3wwQdyuVySrnxSLR+fDwAAnNCt\n",
              "b09euHChTp06pREjRig2Nlbl5eVOzAYAAK5zAYfK6NGjdfjwYb3//vsyxvDtyQAAwDEBh0pNTY0k\n",
              "6cYbb5Qkvj0ZAAA4JuBQmThxou8TaVtaWvR///d/Gjx4MN+eDAAAQi7gUPnrtyKXlZXpxIkTIRsI\n",
              "AADgqm59Mu0XzZ07V/v37w/FLAAAAH4CDpUvfmPyZ599ptdee63Tb09uaWnRnDlzNGbMGGVkZGj6\n",
              "9OmqqqrqdM3y8nKlpaUpJSVFc+fO5duYAQCApG6ESnx8vG666SbFx8dr6NChKioq0r/92791eu6y\n",
              "Zcv0/vvv68SJE5o9e7by8/M7nPP5559r6dKl2rt3r06fPq3hw4dr7dq1ge8EAAD0OQGHSnt7u7xe\n",
              "r9rb23X58mW99957mjlzZofz+vXrp3vuucf3wXC5ubnyeDwdznv11VeVlZWltLQ0SdLDDz+s0tLS\n",
              "Lh+/tbXV76pOY2OjvF5voNsAAAC9QNCvUblWzz77rGbPnt3h/pqaGiUlJfluJycnq66uTm1tbZ2u\n",
              "U1JSori4OL/jyJEjjs0NAADCJ+BQiYiIUGRkZIfj6v2dWb9+vaqqqlRSUhL0wMXFxWpoaPA7cnJy\n",
              "gl4XAADYJ+C3J69Zs0bNzc166KGHJEmbN29WTEyMvv/973d6/k9/+lOVlZXpjTfeUP/+/Tv8PjEx\n",
              "UQcOHPDd9ng8SkhI6PKLDqOjoxUdHe13H5+MCwBA3xTwFZU9e/boxz/+sdxut9xut9atW6eysjLd\n",
              "eOONvk+rvWrjxo0qLS3VgQMHFB8f3+l6M2fOVGVlpU6dOiVJ2rRpkxYsWBD4TgAAQJ8T8BWVpqYm\n",
              "1dfXa+jQoZKk+vp6NTU1dTivtrZWjz32mEaOHKlp06ZJunI15PDhw3rqqac0fPhwLV++XAMHDtS2\n",
              "bds0Z84ctbW1afz48XrhhReC3BYAAOgLAg6Vxx57TBkZGbrnnnskSa+99pqeeeaZDue53W4ZYzpd\n",
              "Y82aNX638/LylJeXF+goAACgjws4VAoLCzV58mQdPHhQklRUVKRx48aFfDAAAICAQ0WSBg8erAkT\n",
              "Jmjq1Klqa2vTpUuX9JWvfCXUswEAgOtcwC+m3bVrl3Jzc7V48WJJ0smTJzVnzpxQzwUAABB4qJSU\n",
              "lKiystL3Lp6MjAydPXs21HMBAAAEHiqRkZEaPHiw33087QMAAJwQcKgMHDhQn3zyie87fP7zP/9T\n",
              "gwYNCvlgAAAAAb+Y9l/+5V80a9Ysffjhh5oyZYrOnDmj/fv3OzEbAAC4zgUUKle/OfngwYP67//+\n",
              "bxljdOedd3b5qbMAAADBCChUIiIitGzZMp04cUKzZs1yaiYAAABJ3XiNSkpKiqqqqpyYBQAAwE/A\n",
              "r1H5y1/+oszMTN15550aMGCA7/6ysrKQDgYAAHDNobJs2TJt3bpVDz74oPLy8nTTTTc5ORcAAMC1\n",
              "h8rbb78tSXrwwQeVnZ2tyspKx4YCAACQuvEaFUldfisyAABAKF3zFZXm5ma98847MsaopaXF9/NV\n",
              "6enpjgwIAACuXwGFSl5enu/2F392uVz68MMPQzsZAAC47l1zqHg8HgfHAAAA6Khbr1EBAADoCYQK\n",
              "AACwFqECAACsRagAAABrESoAAMBahAoAALAWoQIAAKxFqAAAAGsRKgAAwFqECgAAsBahAgAArEWo\n",
              "AAAAaxEqAADAWoQKAACwFqECAACsRagAAABrESoAAMBahAoAALCWo6Hy6KOPKjk5WS6XS8ePH+/0\n",
              "nEOHDikmJkaZmZm+o7m52cmxAABALxHl5OLz58/XypUrNWXKlC89LzU1tcuQAQAA1y9HQ+VrX/ta\n",
              "yNdsbW1Va2ur331erzfkjwMAAMLPiteoVFdXKzs7W5MmTdKmTZu+9NySkhLFxcX5HUeOHOmhSQEA\n",
              "QE8Ke6hkZ2ertrZWlZWV2rNnjzZv3qydO3d2eX5xcbEaGhr8jpycnB6cGAAA9JSwh0psbKzi4uIk\n",
              "SW63WwsXLlRFRUWX50dHRys2NtbviIyM7KlxAQBADwp7qNTV1am9vV2S1NTUpPLycmVlZYV5KgAA\n",
              "YANHQ6WwsFBut1u1tbX6xje+odGjR0uS8vPztW/fPknS7t27NWHCBGVkZCg3N1fTp0/X4sWLnRwL\n",
              "AAD0Ei5jjAn3EMEqKirSxo0bQ75u8hP7Q77mVZ4N9zq2NgAAfUXYn/oBAADoCqECAACsRagAAABr\n",
              "ESoAAMBahAoAALAWoQIAAKxFqAAAAGsRKgAAwFqECgAAsBahAgAArEWoAAAAaxEqAADAWoQKAACw\n",
              "FqECAACsRagAAABrESoAAMBahAoAALAWoQIAAKxFqAAAAGsRKgAAwFqECgAAsBahAgAArEWoAAAA\n",
              "axEqAADAWoQKAACwFqECAACsRagAAABrESoAAMBahAoAALAWoQIAAKxFqAAAAGsRKgAAwFqECgAA\n",
              "sBahAgAArEWoAAAAazkaKo8++qiSk5Plcrl0/PjxLs/bvn27UlJSNGrUKBUUFOjy5ctOjgUAAHoJ\n",
              "R0Nl/vz5+sMf/qCkpKQuzzlz5oxWrVqliooKVVVV6ZNPPtHWrVudHAsAAPQSjobK1772Nbnd7i89\n",
              "Z9euXcrLy9OwYcPkcrm0fPlylZaWdnl+a2urGhsb/Q6v1xvq0QEAgAWiwj1ATU2N3xWX5ORk1dTU\n",
              "dHl+SUmJVq9e7Xdfbm6uY/MBANAbJD+x35F1PRvudWTda9XrXkxbXFyshoYGvyMnJyfcYwEAAAeE\n",
              "/YpKYmKiqqurfbc9Ho8SExO7PD86OlrR0dF+90VGRjo2HwAACJ+wX1GZN2+e9u3bp/Pnz8sYo82b\n",
              "N2vBggXhHgsAAFjA0VApLCyU2+1WbW2tvvGNb2j06NGSpPz8fO3bt0+SNHLkSK1evVqTJ0/W6NGj\n",
              "NWTIEBUWFjo5FgAA6CUcfepny5Ytnd6/bds2v9sFBQUqKChwchQAANALhf2pHwAAgK4QKgAAwFqE\n",
              "CgAAsBahAgAArEWoAAAAaxEqAADAWoQKAACwFqECAACsRagAAABrESoAAMBahAoAALAWoQIAAKxF\n",
              "qAAAAGsRKgAAwFqECgAAsBahAgAArEWoAAAAaxEqAADAWoQKAACwFqECAACsRagAAABrESoAAMBa\n",
              "hAoAALAWoQIAAKxFqAAAAGsRKgAAwFqECgAAsBahAgAArEWoAAAAaxEqAADAWoQKAACwFqECAACs\n",
              "RagAAABrESoAAMBahAoAALCWo6Fy+vRp3XnnnRozZowmTZqkkydPdjjn0KFDiomJUWZmpu9obm52\n",
              "ciwAANBLRDm5eGFhoZYtW6ZFixZp165dWrRokY4ePdrhvNTUVB0/ftzJUQAAQC/k2BWV+vp6vf32\n",
              "2/rOd74jSZo3b57OnTunqqqqoNZtbW1VY2Oj3+H1ekMxMgAAsIxjoXLu3DklJCQoKurKRRuXy6XE\n",
              "xETV1NR0OLe6ulrZ2dmaNGmSNm3a9KXrlpSUKC4uzu84cuSII3sAAADhFfYX02ZnZ6u2tlaVlZXa\n",
              "s2ePNm/erJ07d3Z5fnFxsRoaGvyOnJycHpwYAAD0FMdCZcSIEaqrq1NbW5skyRijmpoaJSYm+p0X\n",
              "GxuruLg4SZLb7dbChQtVUVHR5brR0dGKjY31OyIjI53aBgAACCPHQmXo0KHKzs7Wyy+/LEnavXu3\n",
              "3G63Ro8e7XdeXV2d2tvbJUlNTU0qLy9XVlaWU2MBAIBexNGnfrZs2aItW7ZozJgx2rBhg3bs2CFJ\n",
              "ys/P1759+yRdCZgJEyYoIyNDubm5mj59uhYvXuzkWAAAoJdw9O3Jqampeuuttzrcv23bNt/PK1as\n",
              "0IoVK5wcAwAA9FJhfzEtAABAVwgVAABgLUIFAABYi1ABAADWIlQAAIC1CBUAAGAtQgUAAFiLUAEA\n",
              "ANYiVAAAgLUIFQAAYC1CBQAAWItQAQAA1iJUAACAtQgVAABgLUIFAABYi1ABAADWIlQAAIC1CBUA\n",
              "AGAtQgUAAFiLUAEAANYiVAAAgLUIFQAAYC1CBQAAWItQAQAA1iJUAACAtQgVAABgLUIFAABYi1AB\n",
              "AADWIlQAAIC1CBUAAGAtQgUAAFiLUAEAANYiVAAAgLUIFQAAYC1CBQAAWMvRUDl9+rTuvPNOjRkz\n",
              "RpMmTdLJkyc7PW/79u1KSUnRqFGjVFBQoMuXLzs5FgAA6CUcDZXCwkItW7ZMH3zwgR5//HEtWrSo\n",
              "wzlnzpzRqlWrVFFRoaqqKn3yySfaunWrk2MBAIBewrFQqa+v19tvv63vfOc7kqR58+bp3Llzqqqq\n",
              "8jtv165dysvL07Bhw+RyubR8+XKVlpZ2uW5ra6saGxv9Dq/X69Q2AABAGEU5tfC5c+eUkJCgqKgr\n",
              "D+FyuZSYmKiamhqNHj3ad15NTY2SkpJ8t5OTk1VTU9PluiUlJVq9erXffWlpaSoqKgrp/F6vVwlH\n",
              "jignJ0eRkZEhXVuSior+M+RrBsrr9eqIg3sMN/bX+/X1Pfb1/Ul9f4827W+uA2t6vV7dccc6x/aX\n",
              "lJSk733ve196jmOh4pTi4uIOURIdHa3o6OiQPk5jY6Pi4uL0+uuvKzY2NqRr26Kv75H99X59fY99\n",
              "fX9S398j+3OeY6EyYsQI1dXVqa2tTVFRUTLGqKamRomJiX7nJSYmqrq62nfb4/F0OOeLnIgSAABg\n",
              "J8deozJ06FBlZ2fr5ZdfliTt3r1bbrfb72kf6cprV/bt26fz58/LGKPNmzdrwYIFTo0FAAB6EUff\n",
              "9bNlyxZt2bJFY8aM0YYNG7Rjxw5JUn5+vvbt2ydJGjlypFavXq3Jkydr9OjRGjJkiAoLC50cCwAA\n",
              "9BKOvkYlNTVVb731Vof7t23b5ne7oKBABQUFTo4SsOjoaD399NN9+mmmvr5H9tf79fU99vX9SX1/\n",
              "j+zPeS5jjAnbowMAAHwJPkIfAABYi1ABAADWIlQAAIC1CBUAAGCt6zJUZsyYofT0dGVmZuquu+7S\n",
              "sWPHJF35+P7U1FRlZmYqMzNTr7zySqd//tChQ4qJifGdl5mZqebm5p7cwpcKdn+S9M4772jq1Km6\n",
              "7bbbdNttt6msrKynxr8mwe5xx44dfn9/N998s+bOdeIDqLsn2P21t7erqKhIY8eOVXp6uqZNm9bh\n",
              "e7bCKRT7+8EPfqDx48crLS1NS5cu1aVLl3pyC39TV3tsbW3VihUrlJKSogkTJvi+D60zNn+zfLD7\n",
              "83g8mjp1quLi4pSZmdmDk1+bYPf35ptvKicnR2PHjtW4ceO0cuVKtbe39+QW/qZg9/jWW2/5/lkd\n",
              "N26cCgsL1draGvpBzXXos88+8/1cVlZm0tPTjTHGJCUlmWPHjv3NP3/w4EGTkZHhzHAhEOz+Ll68\n",
              "aP7u7/7OVFRUGGOMaWtrM/X19U6M2m3B7vGvjRs3zuzatStE0wUv2P3t2bPH5OTkmEuXLhljjFm7\n",
              "dq257777nBi1W4Ld39atW820adNMa2uraW9vN/n5+eYnP/mJQ9N2T1d7/P73v29WrFhh2tvbjTHG\n",
              "1NXVdfrnP/zwQ5OQkGDq6upMe3u7+eY3v2l++ctfOj73tQp2f59++qmpqKgw5eXlVv77NNj9VVZW\n",
              "murqamOMMc3NzWby5Mlmx44djs4cqGD3ePHiRd+/Y7xer5kzZ47ZuHFjyOfsdd/1Ewrx8fG+nxsa\n",
              "GuRyucI3jAOC3d9vfvMb5ebmasqUKZKkyMhIDRkyJJQjBi2Uf4eHDx9WfX298vLyQjBZaAS7P5fL\n",
              "pdbWVrW0tCgqKkqNjY1yu90hnrL7gt3fiRMn9PWvf11f+cpXJEmzZs3SM888ox/+8IehHDMone3x\n",
              "4sWL2r59u2pra317HjZsWKd//ovfLC9Jy5cv1/r16/XII484Pvu1CHZ/gwYN0pQpU3To0KEemDZw\n",
              "we4vKyvL93O/fv2UmZkpj8fj5MgBC3aP/fv39/186dIlNTc3O/Pf05CnTy9x//33G7fbbdxut/nT\n",
              "n/5kjLny/+YmTJhgxo8fb5YsWdLlVYSDBw+aAQMGmKysLHP77beb5557ridHvybB7O+f//mfzaJF\n",
              "i8y9995rMjIyzP3332/dFRVjgtvjFxUUFJiioiKnxw1YMPvzer3me9/7nunfv7+55ZZbTHZ2tmlq\n",
              "aurJ8f+mYPb37//+7+arX/2qaWhoMJcuXTL/8A//YAYOHNiT41+Tv97jiRMnTFJSknn88cfNxIkT\n",
              "zZQpU8wbb7zR6Z9dsWKFWb9+ve/2yZMnzYgRI3pq9GsSzP6usvkKdSj2Z8yVKxK33HKLOXr0aA9M\n",
              "HZhg93jmzBmTnp5ubrzxRvPtb3/btLa2hnzG6zZUrvr1r39tZs2aZYwx5uzZs8YYYy5dumRWrlzp\n",
              "u/+vNTQ0mAsXLhhjjDl37pyZMGGCeeWVV3pm4AB1Z3/f/e53jdvtNrW1taa9vd088cQTZt68eT02\n",
              "c6C6s8erPv/8czNw4EBz8uRJx+fsru7s7/Dhw+buu+82n332mfF6veaHP/yh+ad/+qcemzkQ3dlf\n",
              "e3u7efrpp01mZqa54447zKpVq8xNN93UYzMH6uoe//jHPxpJ5oUXXjDGXHl6YPDgweb8+fMd/kxv\n",
              "CJWrurO/q2wOlauC2V9DQ4O5/fbbzc9+9rOeGrdbgtmjMcY0NTWZ2bNnm9LS0pDPdt2HijHG9OvX\n",
              "z/z5z3/2u+/jjz82AwYMuKY/v379erNixQonRguJQPf3r//6r+b+++/33X733XfNrbfe6uiMweru\n",
              "3+GOHTtMbm6uk6OFRKD7e+SRR8yPf/xj3+13333XDB8+3NEZgxHsP4OlpaVmypQpTowWMv369TPn\n",
              "z583ERERpq2tzXf/7bffbg4cONDh/J/85CemsLDQd3v//v1m8uTJPTJrdwS6v6t6Q6gY0739NTY2\n",
              "mjvuuMOsXbu2p8YMSnf/Dq8qLS01f//3fx/yua67d/1cuHBBH3/8se/23r17NXjwYPXr108XLlzw\n",
              "3V9aWur3HOMX1dXV+V693dTUpPLy8i7P7Wmh2N+3v/1tHT16VI2NjZKk3//+98rIyHB07kCEYo9X\n",
              "bd++XUuXLnVq1G4Jxf5GjhypN9980/dOmPLyco0fP97Rua9VKPbX0tKizz77TJL05z//WRs2bNDK\n",
              "lSsdnTsQXe1x6NChuvvuu/X6669Lks6cOaMzZ87otttu67CGzd8sH4r92SwU+/v88881c+ZMzZw5\n",
              "Uz/60Y96bPZrFYo9VlVV+d6JdunSJe3Zs0fp6emhHzbk6WM5j8djJk2aZMaPH2/S09PN3XffbY4d\n",
              "O2aqq6tNZmam7/nxvLw8c+bMGd+fW7p0qfnd735njDHmF7/4hRk7dqxJT083Y8eONU8//bTv1dHh\n",
              "For9GWPMiy++aMaNG2cmTJhgZs6caWpqasKwm86Fao+nTp0yAwYMMI2NjWHYRddCsb+WlhaTn59v\n",
              "0tLSzIQJE8z06dN970AIt1Ds7/z58yYtLc2MHTvWpKWlmV/96ldh2k3nutqjMcZUV1ebqVOn+n73\n",
              "xXeb/fX/Rrdu3WpGjhxpRo4caZYsWeJ7h0W4hWJ/Fy9eNLfeequ5+eabzQ033GBuvfVW88QTT4Rj\n",
              "Ox2EYn/r1q0zUVFRJiMjw3esW7cuHNvpVCj2uGXLFjNu3Djffwu/+93vmubm5pDPypcSAgAAa113\n",
              "T/0AAIDeg1ABAADWIlQAAIC1CBUAAGAtQgUAAFiLUAEAANYiVAAAgLUIFQAAYC1CBQAAWItQAQAA\n",
              "1vp/aEya7XW6UkYAAAAASUVORK5CYII=\n",
              "\">\n",
              "      </div>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-64f40ba0-3f17-4b1b-bffa-ba3d2a11ae27\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-64f40ba0-3f17-4b1b-bffa-ba3d2a11ae27\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "from matplotlib import pyplot as plt\n",
              "_df_2['C4/mb'].plot(kind='hist', bins=20, title='C4/mb')\n",
              "plt.gca().spines[['top', 'right',]].set_visible(False)"
            ],
            "text/html": [
              "      <div class=\"colab-quickchart-chart-with-code\" id=\"chart-5c628ac1-998a-44a3-a906-5199243bc8f6\">\n",
              "        <img style=\"width: 180px;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAjMAAAGrCAYAAAA1jxZxAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\n",
              "bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\n",
              "AAAPYQGoP6dpAAAnfklEQVR4nO3de3BUZZ7G8acJ2gKSRC6RYAgRyGUHcmWJWfC+hYI6AQOusMXK\n",
              "LRBECmbDjJqaAQV14tY4CO4MAoKXkVpG5F5hhNIZ2ImrCzoRRF2RIDFcAhm5JAFDzOXdPyi6aHMh\n",
              "nfRJ8rbfT9Wpyjnnzdu/X50OPHXO6T4uY4wRAACApTq1dwEAAACtQZgBAABWI8wAAACrEWYAAIDV\n",
              "CDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxGmAEQkF5//XVFRES0dxkA2gBhBoDfHThwQBMm\n",
              "TFB4eLiuv/56RUVFaeLEiSooKPAat3XrVrlcLk2aNKneHBUVFerWrZtOnjzZVmUDsBRhBoBf7d69\n",
              "W6mpqbrxxhv14YcfqqKiQvv27dPIkSP19ttve8Z9++23+tnPfqYRI0Y0OM/27duVkpKiPn36tFXp\n",
              "ACxFmAHgV1lZWRo/fryWLVumqKgouVwuhYaGatq0acrNzfUaN2/ePA0aNKjBeTZu3KiMjAxJ0tNP\n",
              "P61bb71VCxcuVHh4uIKDg/X444/r7NmzevjhhxUSEqKoqCht3bq13jzLli1TRESEevbsqWnTpun8\n",
              "+fPONA6g3RBmAPjNoUOH9NVXX+mRRx5pctzatWtVWlqquXPnNri/srJSO3bs8IQZSdqzZ4969uyp\n",
              "4uJi/fnPf9aLL76okSNHas6cOTp79qzmzp2rqVOn6rvvvvP8zsmTJ7Vv3z4dPHhQn376qQ4cOKB/\n",
              "//d/90+zADoMwgwAvyktLZWkJm+8PX78uJ544gm9+uqr6tSp4X+Cdu7cqbi4OPXv39+zLTIyUvPm\n",
              "zdM111yjYcOGaciQIRo6dKhuu+02derUSZMnT9bZs2d16NAhz+8YY7R06VJ169ZNN910kxYvXqw3\n",
              "3nhDtbW1fuoYQEdAmAHgN2FhYZKkY8eONTpm+vTpmj9/vqKjoxsdc+UlpsvCw8O91rt16+a1rVu3\n",
              "bpIu3Th82Q033KCQkBDP+s0336zq6mqdOnWqGd0AsAVhBoDfREdHKyYmRm+++WajY3bu3KnnnntO\n",
              "vXr1Uq9evfTHP/5RGzZsUK9evVRVVaXq6mrl5eVp3Lhxra7n7NmzKisr86wXFRXpmmuu0Y033tjq\n",
              "uQF0HJ3buwAAgWXlypUaPXq0evXqpXnz5ikyMlIVFRXasmWLDh48qKNHj3qNz87OVk1NjV566SW5\n",
              "3W7t2LFDERERiomJaXUtLpdL8+fP17Jly1RWVqannnpK//Zv/6agoKBWzw2g4yDMAPCrO++8U3v2\n",
              "7NFzzz2n1NRUXbhwQb169dLw4cP1i1/8ot79NF27dlVNTY1ne0OXmFqqT58+io+PV0xMjCorK5We\n",
              "nq6lS5f6ZW4AHYfLGGPauwgAkKTa2lqFh4frvffeU0JCQnuXA8AS3DMDoMM4c+aMsrOzCTIAfMKZ\n",
              "GQAAYDXOzAAAAKsRZgAAgNUIMwAAwGqEGQAAYDXCDAAAsFpAhJlly5a1dwkAAKCdBESY+eabb9q7\n",
              "BAAA0E4CIswAAIAfL8IMAACwGmEGAABYjTADAACsRpgBAABWI8wAAACrEWYAAIDVCDMAAMBqhBkA\n",
              "AGA1wgwAALAaYQYAAFiNMAMAAKzWJmHmtddek8vl0pYtWxrcn5eXp7i4OEVHRysjI0Pl5eVtURYA\n",
              "AAgAjoeZoqIivfLKK0pLS2tw//nz5zV9+nRt2bJFhw4dUt++ffXMM884XRYAAAgQjoaZuro6ZWZm\n",
              "6j//8z/ldrsbHPPOO+8oOTlZcXFxkqTZs2dr3bp1jc5ZVVWl8vJyr6W2ttaR+gEAQMfX2cnJlyxZ\n",
              "ohEjRmjo0KGNjikuLlb//v0961FRUSopKVFNTY06d65fXm5urhYtWuS1rbGzPq0V9eR2R+aVpKLn\n",
              "73dsbgAAfkwcOzPz2WefaePGjfrVr37l13lzcnJUVlbmtaSmpvr1NQAAgD0cOzOTn5+voqIiRUdH\n",
              "S5JOnjypmTNnqqSkRI8++qhnXGRkpN59913PelFRkcLDwxs8KyNJbre73iWroKAgBzoAAAA2cOzM\n",
              "zKOPPqqSkhIVFRWpqKhIaWlpWrVqlVeQkaRRo0apoKBAX375pSRp+fLlmjBhglNlAQCAAOPoPTON\n",
              "Wbhwofr27atZs2ape/fuWr16tcaOHauamhoNGTJEb7zxRnuUBQAALNRmYWb37t2enxcvXuy1Lz09\n",
              "Xenp6W1VCgAACCB8AzAAALAaYQYAAFiNMAMAAKxGmAEAAFYjzAAAAKsRZgAAgNUIMwAAwGqEGQAA\n",
              "YDXCDAAAsBphBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACwGmEG\n",
              "AABYjTADAACsRpgBAABWI8wAAACrEWYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxG\n",
              "mAEAAFYjzAAAAKsRZgAAgNUIMwAAwGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArOZomLnnnnuUkJCg\n",
              "pKQk3Xbbbfrkk0/qjdm9e7e6dOmipKQkz1JZWelkWQAAIIB0dnLy9evXKzQ0VJK0efNmTZkyRfv3\n",
              "7683LjY2Vvv27XOyFAAAEKAcDTOXg4wklZWVyeVytXrOqqoqVVVVeW2rra1t9bwAAMBOjt8z88gj\n",
              "j6hfv35asGCB3nzzzQbHHD58WCkpKRo2bJiWL1/e5Hy5ubkKCQnxWvbu3etE6QAAwAKOh5k//OEP\n",
              "Onr0qJ599lk98cQT9fanpKTo2LFjKigo0ObNm7VixQqtX7++0flycnJUVlbmtaSmpjrZAgAA6MDa\n",
              "7NNMkydP1q5du3T69Gmv7cHBwQoJCZEkRUREaOLEicrPz290HrfbreDgYK8lKCjI0doBAEDH5ViY\n",
              "OXfunE6cOOFZ37Jli3r27KkePXp4jSspKVFdXZ0kqaKiQnl5eUpOTnaqLAAAEGAcuwG4rKxMDz30\n",
              "kCorK9WpUyf17t1beXl5crlcyszMVHp6utLT07Vx40a9/PLL6ty5s2pqavTQQw9p6tSpTpUFAAAC\n",
              "jMsYY9q7iNbKzs7WkiVL/D5v1JPb/T7nZUXP3+/Y3AAA/JjwDcAAAMBqhBkAAGA1wgwAALAaYQYA\n",
              "AFiNMAMAAKxGmAEAAFYjzAAAAKsRZgAAgNUIMwAAwGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArEaY\n",
              "AQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACwGmEGAABYjTADAACsRpgBAABWI8wAAACr\n",
              "EWYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxGmAEAAFYjzAAAAKsRZgAAgNUIMwAA\n",
              "wGqEGQAAYDXCDAAAsJqjYeaee+5RQkKCkpKSdNttt+mTTz5pcNyaNWsUHR2tgQMHasaMGaqurnay\n",
              "LAAAEEAcDTPr16/Xp59+qn379ik7O1tTpkypN+bIkSNasGCB8vPzVVhYqFOnTmnVqlVOlgUAAAKI\n",
              "o2EmNDTU83NZWZlcLle9MRs2bFB6err69Okjl8ulWbNmad26dY3OWVVVpfLycq+ltrbWifIBAIAF\n",
              "Ojv9Ao888oh27dolSfrTn/5Ub39xcbH69+/vWY+KilJxcXGj8+Xm5mrRokVe29LS0vxULQAAsI3j\n",
              "NwD/4Q9/0NGjR/Xss8/qiSeeaPV8OTk5Kisr81pSU1P9UCkAALBRm32aafLkydq1a5dOnz7ttT0y\n",
              "MlLffPONZ72oqEiRkZGNzuN2uxUcHOy1BAUFOVY3AADo2BwLM+fOndOJEyc861u2bFHPnj3Vo0cP\n",
              "r3Hjxo3Ttm3bdPLkSRljtGLFCk2YMMGpsgAAQIBx7J6ZsrIyPfTQQ6qsrFSnTp3Uu3dv5eXlyeVy\n",
              "KTMzU+np6UpPT9eAAQO0aNEijRgxQpJ05513Kisry6myAABAgHEZY0x7F9Fa2dnZWrJkid/njXpy\n",
              "u9/nvKzo+fsdmxsAgB8TvgEYAABYjTADAACsRpgBAABWI8wAAACrEWYAAIDVCDMAAMBqhBkAAGA1\n",
              "wgwAALAaYQYAAFiNMAMAAKxGmAEAAFYjzAAAAKsRZgAAgNUIMwAAwGqEGQAAYDXCDAAAsBphBgAA\n",
              "WI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACwGmEGAABYjTADAACsRpgB\n",
              "AABWI8wAAACrEWYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxGmAEAAFZzLMxcvHhR\n",
              "Y8eOVUxMjBITEzVy5EgVFhbWG1dUVKSgoCAlJSV5lsOHDztVFgAACDCdnZx85syZGj16tFwul373\n",
              "u98pMzNTu3fvrjeue/fu2rdvn5OlAACAAOXYmZnrrrtO9913n1wulyQpLS1NRUVFrZ63qqpK5eXl\n",
              "XkttbW2r5wUAAHZqs3tmli1bpjFjxjS478KFCxo2bJhSUlK0ePHiJsNJbm6uQkJCvJa9e/c6VTYA\n",
              "AOjg2iTM/PrXv1ZhYaFyc3Pr7QsPD9fx48f10Ucf6b333lN+fr5++9vfNjpXTk6OysrKvJbU1FQn\n",
              "ywcAAB2Y42HmhRde0KZNm/TOO++oa9eu9fa73W6FhYVJknr06KFp06YpPz+/0fncbreCg4O9lqCg\n",
              "IMfqBwAAHZujYWbJkiVat26d3n33XYWGhjY4prS0VNXV1ZIu3Q+zadMmJScnO1kWAAAIII6FmWPH\n",
              "jmn+/Pk6d+6c7rrrLiUlJemWW26RJC1cuFArVqyQJL3//vtKTk5WYmKiUlJS1KdPH/3yl790qiwA\n",
              "ABBgHPtodkREhIwxDe5bvHix5+eMjAxlZGQ4VQYAAAhwfAMwAACwGmEGAABYjTADAACsRpgBAABW\n",
              "8znM7Ny504k6AAAAWsTnMLN48WLFxsZq2bJlKi8vd6ImAACAZvM5zPzP//yP/vjHP+qzzz5TTEyM\n",
              "Zs+erS+++MKJ2gAAAK6qRffMJCcn65VXXtGOHTuUl5enhIQEjRw5UgcOHPB3fQAAAE1qUZh57733\n",
              "NGbMGGVkZOixxx7TyZMnlZWVpQcffNDf9QEAADTJ528A/od/+Af16tVLc+fOVUZGhuchj+PHj9ea\n",
              "NWv8XiAAAEBTfA4za9eu1dChQxvc984777S6IAAAAF/4fJnpb3/7m86cOeNZP336tF555RW/FgUA\n",
              "ANBcPoeZ5cuXq0ePHp71nj17avny5X4tCgAAoLl8DjMNPQm7trbWL8UAAAD4yucwEx4ervXr13vW\n",
              "33rrLYWHh/u1KAAAgOby+QbgpUuXasyYMXr88cclSV27dtXWrVv9XhgAAEBz+Bxm4uLi9MUXX+jg\n",
              "wYOSpNjYWM/HswEAANqaz2FGklwul0JDQ1VTU6Pjx49LkiIjI/1aGAAAQHP4HGZef/11zZ07V9dc\n",
              "c406dbp0y43L5VJpaanfiwMAALgan8PMM888o48++kixsbFO1AMAAOATnz/N1KtXL4IMAADoMHwO\n",
              "M2PHjtXSpUtVWlqq8vJyzwIAANAefL7M9Mtf/lKSlJ2dLZfLJWOMXC4XX5wHAADahc9hpq6uzok6\n",
              "AAAAWsTny0zSpYdNvvnmm5Kkc+fOqaSkxK9FAQAANFeLHjQ5bdo0Pf3005IuPTX7X//1X/1dFwAA\n",
              "QLP4HGZWrVql//3f/1VwcLAkaeDAgfr73//u98IAAACaw+cw43a71aVLF69tnTu36IuEAQAAWs3n\n",
              "MNO7d2999dVXcrlcki59IzCPMgAAAO2lRU/Nnjhxor788kv169dPwcHBysvLc6I2AACAq/I5zAwa\n",
              "NEh79uzRwYMHZYzhqdkAAKBd+RxmiouLJUndunWTJJ6aDQAA2pXPYWbo0KGeb/69ePGivvvuO/Xs\n",
              "2ZOnZgMAgHbhc5j54cewN23apP379/utIAAAAF+06BuAr5SRkaHt27f7oxYAAACf+RxmrnxS9tmz\n",
              "Z7Vjx44Gn5p98eJFjR07VjExMUpMTNTIkSNVWFjY4Jx5eXmKi4tTdHS0MjIyeAo3AABoNp/DTGho\n",
              "qG644QaFhoYqLCxM2dnZeumllxocO3PmTB08eFD79+/XmDFjlJmZWW/M+fPnNX36dG3ZskWHDh1S\n",
              "37599cwzz/jeCQAA+FHyOczU1dWptrZWdXV1qq6u1hdffKFRo0bVG3fdddfpvvvu83y5XlpamoqK\n",
              "iuqNe+edd5ScnKy4uDhJ0uzZs7Vu3bpGX7+qqsrr7FB5eblqa2t9bQMAAASIVt8z01zLli3TmDFj\n",
              "6m0vLi5W//79PetRUVEqKSlRTU1Ng/Pk5uYqJCTEa9m7d69jdQMAgI7N5zDTqVMnBQUF1Vsub2/I\n",
              "r3/9axUWFio3N7fVBefk5KisrMxrSU1NbfW8AADATj5/NHvx4sWqrKzUo48+KklasWKFunTpop/9\n",
              "7GcNjn/hhRe0adMmvffee+ratWu9/ZGRkXr33Xc960VFRQoPD2/04ZVut1tut9trG99ADADAj5fP\n",
              "Z2Y2b96s5557ThEREYqIiNCzzz6rTZs2qVu3bp5vBb5syZIlWrdund59912FhoY2ON+oUaNUUFCg\n",
              "L7/8UpK0fPlyTZgwwfdOAADAj5LPZ2YqKipUWlqqsLAwSVJpaakqKirqjTt27Jjmz5+vAQMG6K67\n",
              "7pJ06azKnj17tHDhQvXt21ezZs1S9+7dtXr1ao0dO1Y1NTUaMmSI3njjjVa2BQAAfix8DjPz589X\n",
              "YmKi7rvvPknSjh079PTTT9cbFxERIWNMg3MsXrzYaz09PV3p6em+lgIAAOB7mMnKytKIESO0a9cu\n",
              "SVJ2drYGDx7s98IAAACaw+cwI0k9e/ZUfHy87rzzTtXU1Oj777/Xtdde6+/aAAAArsrnG4A3bNig\n",
              "tLQ0TZ06VZL0+eefa+zYsf6uCwAAoFl8DjO5ubkqKCjwfDopMTFR33zzjb/rAgAAaBafw0xQUJB6\n",
              "9uzptY1LTAAAoL34HGa6d++uU6dOeZ659Oc//1k9evTwe2EAAADN4fMNwP/xH/+h0aNH6+uvv9at\n",
              "t96qI0eOaPv27U7UBgAAcFU+hZnLT8zetWuXPvjgAxljNHz48Ea/3RcAAMBpPoWZTp06aebMmdq/\n",
              "f79Gjx7tVE0AAADN5vM9M9HR0SosLHSiFgAAAJ/5fM/MmTNnlJSUpOHDh+v666/3bN+0aZNfCwMA\n",
              "AGiOZoeZmTNnatWqVZo8ebLS09N1ww03OFkXAABAszQ7zHz88ceSpMmTJyslJUUFBQWOFQUAANBc\n",
              "Pt8zI6nRp2EDAAC0tWafmamsrNSBAwdkjNHFixc9P1+WkJDgSIEAAABN8SnMpKene9av/Nnlcunr\n",
              "r7/2b2UAAADN0OwwU1RU5GAZAAAALdOie2YAAAA6CsIMAACwGmEGAABYjTADAACsRpgBAABWI8wA\n",
              "AACrEWYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxGmAEAAFYjzAAAAKsRZgAAgNUI\n",
              "MwAAwGqEGQAAYDXCDAAAsJqjYWbu3LmKioqSy+XSvn37Ghyze/dudenSRUlJSZ6lsrLSybIAAEAA\n",
              "6ezk5OPHj9fjjz+uW2+9tclxsbGxjYYdAACApjgaZm6//Xa/z1lVVaWqqiqvbbW1tX5/HQAAYIcO\n",
              "cc/M4cOHlZKSomHDhmn58uVNjs3NzVVISIjXsnfv3jaqFAAAdDTtHmZSUlJ07NgxFRQUaPPmzVqx\n",
              "YoXWr1/f6PicnByVlZV5LampqW1YMQAA6EjaPcwEBwcrJCREkhQREaGJEycqPz+/0fFut1vBwcFe\n",
              "S1BQUFuVCwAAOph2DzMlJSWqq6uTJFVUVCgvL0/JycntXBUAALCFo2EmKytLEREROnbsmO69914N\n",
              "GjRIkpSZmalt27ZJkjZu3Kj4+HglJiYqLS1NI0eO1NSpU50sCwAABBCXMca0dxGtlZ2drSVLlvh9\n",
              "3qgnt/t9zsuKnr/fsbkBAPgxaffLTAAAAK1BmAEAAFYjzAAAAKsRZgAAgNUIMwAAwGqEGQAAYDXC\n",
              "DAAAsBphBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACwGmEGAABY\n",
              "jTADAACsRpgBAABWI8wAAACrEWYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxGmAEA\n",
              "AFYjzAAAAKsRZgAAgNUIMwAAwGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArEaYAQAAViPMAAAAqzka\n",
              "ZubOnauoqCi5XC7t27ev0XFr1qxRdHS0Bg4cqBkzZqi6utrJsgAAQABxNMyMHz9e77//vvr379/o\n",
              "mCNHjmjBggXKz89XYWGhTp06pVWrVjlZFgAACCCOhpnbb79dERERTY7ZsGGD0tPT1adPH7lcLs2a\n",
              "NUvr1q1rdHxVVZXKy8u9ltraWn+XDgAALNG5vQsoLi72OnMTFRWl4uLiRsfn5uZq0aJFXtvS0tIc\n",
              "qw8AABtEPbndkXmLnr/fkXn9ybobgHNyclRWVua1pKamtndZAACgnbT7mZnIyEgdPnzYs15UVKTI\n",
              "yMhGx7vdbrndbq9tQUFBjtUHAAA6tnY/MzNu3Dht27ZNJ0+elDFGK1as0IQJE9q7LAAAYAlHw0xW\n",
              "VpYiIiJ07Ngx3XvvvRo0aJAkKTMzU9u2bZMkDRgwQIsWLdKIESM0aNAg9e7dW1lZWU6WBQAAAoij\n",
              "l5lWrlzZ4PbVq1d7rc+YMUMzZsxwshQAABCg2v0yEwAAQGsQZgAAgNUIMwAAwGqEGQAAYDXCDAAA\n",
              "sBphBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACwGmEGAABYjTAD\n",
              "AACsRpgBAABWI8wAAACrEWYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxGmAEAAFYj\n",
              "zAAAAKsRZgAAgNUIMwAAwGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA\n",
              "1QgzAADAao6GmUOHDmn48OGKiYnRsGHD9Pnnn9cbs3v3bnXp0kVJSUmepbKy0smyAABAAOns5ORZ\n",
              "WVmaOXOmpkyZog0bNmjKlCn66KOP6o2LjY3Vvn37nCwFAAAEKMfOzJSWlurjjz/WpEmTJEnjxo3T\n",
              "0aNHVVhY2Kp5q6qqVF5e7rXU1tb6o2QAAGAhx8LM0aNHFR4ers6dL538cblcioyMVHFxcb2xhw8f\n",
              "VkpKioYNG6bly5c3OW9ubq5CQkK8lr179zrSAwAA6Pja/QbglJQUHTt2TAUFBdq8ebNWrFih9evX\n",
              "Nzo+JydHZWVlXktqamobVgwAADoSx8JMv379VFJSopqaGkmSMUbFxcWKjIz0GhccHKyQkBBJUkRE\n",
              "hCZOnKj8/PxG53W73QoODvZagoKCnGoDAAB0cI6FmbCwMKWkpGjt2rWSpI0bNyoiIkKDBg3yGldS\n",
              "UqK6ujpJUkVFhfLy8pScnOxUWQAAIMA4eplp5cqVWrlypWJiYvT888/rtddekyRlZmZq27Ztki6F\n",
              "nPj4eCUmJiotLU0jR47U1KlTnSwLAAAEEEc/mh0bG6sPP/yw3vbVq1d7fp4zZ47mzJnjZBkAACCA\n",
              "tfsNwAAAAK1BmAEAAFYjzAAAAKsRZgAAgNUIMwAAwGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArEaY\n",
              "AQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACwGmEGAABYjTADAACsRpgBAABWI8wAAACr\n",
              "EWYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxGmAEAAFYjzAAAAKsRZgAAgNUIMwAA\n",
              "wGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArEaYAQAAViPMAAAAqzkaZg4dOqThw4crJiZGw4YN0+ef\n",
              "f97guDVr1ig6OloDBw7UjBkzVF1d7WRZAAAggDgaZrKysjRz5kx99dVXeuKJJzRlypR6Y44cOaIF\n",
              "CxYoPz9fhYWFOnXqlFatWuVkWQAAIIA4FmZKS0v18ccfa9KkSZKkcePG6ejRoyosLPQat2HDBqWn\n",
              "p6tPnz5yuVyaNWuW1q1b1+i8VVVVKi8v91pqa2udagMAAHRwnZ2a+OjRowoPD1fnzpdewuVyKTIy\n",
              "UsXFxRo0aJBnXHFxsfr37+9Zj4qKUnFxcaPz5ubmatGiRV7b4uLilJ2d7ecOpAwfxtbW1mrv3r1K\n",
              "TU1VUFDQVcdnZ/+55YW1A1/7s02g9ycFfo/0Z79A79Hp/nz5P8sXvvx/5WuP/fv317x581pTniQH\n",
              "w4xTcnJy6gUXt9stt9vdThVdUl5erpCQEO3cuVPBwcHtWosT6M9+gd4j/dkv0HsM9P6k9uvRsTDT\n",
              "r18/lZSUqKamRp07d5YxRsXFxYqMjPQaFxkZqcOHD3vWi4qK6o25UkcILgAAoONw7J6ZsLAwpaSk\n",
              "aO3atZKkjRs3KiIiwusSk3TpXppt27bp5MmTMsZoxYoVmjBhglNlAQCAAOPop5lWrlyplStXKiYm\n",
              "Rs8//7xee+01SVJmZqa2bdsmSRowYIAWLVqkESNGaNCgQerdu7eysrKcLAsAAAQQR++ZiY2N1Ycf\n",
              "flhv++rVq73WZ8yYoRkzZjhZiuPcbreeeuqpgL0ERn/2C/Qe6c9+gd5joPcntV+PLmOMadNXBAAA\n",
              "8CMeZwAAAKxGmAEAAFYjzAAAAKsRZgAAgNUIM5J27Nihf/zHf1RCQoLS0tK0f/9+SZIxRk8//bRi\n",
              "YmIUHx+vu+66y/M7d955p26++WYlJSUpKSlJL774YoNz79y50zMmKSlJffv2VUpKime/y+VSfHy8\n",
              "Z39+fn6H6K+pfT+Ul5enuLg4RUdHKyMjQ+Xl5c3aZ0uPBw4c0O233664uDgNGTJE06ZNU2VlpWe/\n",
              "7cewqKhIQUFBXu/TK7/Isi2OoZP9dYS/wZb2eMstt3jqGjJkiFwulz799NMG59+zZ48SExMVExOj\n",
              "u+++W8ePH2/WPhv6O3HihO69917FxsYqISFB48aN09///nfP/qioKMXGxnrmeuutt/zen9M9Sk2/\n",
              "F20/hgcOHPD6O4yKilKPHj08+1t9DM2P3JkzZ0yPHj3MZ599Zowx5q9//asZPHiwMcaYpUuXmgcf\n",
              "fNBUVVUZY4wpKSnx/N4dd9xhNm/e7PPr3X///eaFF17wrEsyZ8+ebXkDV9HS/prad6WKigoTFhZm\n",
              "/u///s8YY8xjjz1mfv7zn191n009fvXVV2b//v3GGGNqamrMv/zLv5innnrKs9/2Y3jkyBETEhLS\n",
              "4L62OIZO9/dDbf03aEzLe7zS22+/bYYMGdLgvtraWjNw4EDzl7/8xRhjzG9+8xszfvz4q+7zF6f7\n",
              "O3nypMnPz/es//znPzeTJ0/2rPfv39988sknfuikcU73aEzj78VAOIY/9Nhjj5k5c+Z41lt7DH/0\n",
              "Yeajjz4y0dHRXtu6d+9u/va3v5mbbrrJHDx4sMHfa0mYOX78uLnuuuvMqVOnPNuc/oe0pf01te9K\n",
              "69evN/fee69n/fPPPzc33XTTVff5k9M9/tBvfvMbr39IbT+GTYWZtjiGbXn82uNv0JiW93ilUaNG\n",
              "mRdffLHBfXv37jWxsbGe9fLycuN2u01lZWWT+/zF6f5+6O233zZ33HGHZ70twkxb9NjYezHQjmFl\n",
              "ZaUJDQ31OmatPYY/+stM0dHROn36tD744ANJ0rZt21RRUaHPPvtMp06d0tatW3XLLbfolltuqXfa\n",
              "68knn1R8fLwefvhhff3111d9rddff1333XefwsLCvLb/8z//sxITE5Wdna0LFy74rzm1rL/y8vKr\n",
              "9n5ZQ089v/xMrqb22dTjlS5cuKDVq1drzJgxXtttPoaX+xo2bJhSUlK0ePFi1dbWSmr6+NrU32Xt\n",
              "8TfY0h6vdPToUf33f/+3Jk2a1OD8PzxO3bt3V3BwsE6cONHkPlv6u1Jtba1+97vf1fsbfOSRRxQf\n",
              "H6/p06d7XYLyl7bqsaH3YqAdw02bNmnAgAFKSkry2t6aY2jdU7P9LSQkRBs2bFBOTo7Onz+vf/qn\n",
              "f9JPfvITSVJNTY0qKyu1Z88eFRUVafjw4YqLi1NiYqLefPNN9evXT8YY/f73v9cDDzygL774otHX\n",
              "Mcbo1Vdf1UsvveS1/ZtvvlFkZKQuXLigWbNm6Re/+IWWL1/erv3169evyd47mrbq8fvvv9fDDz+s\n",
              "e+65Rw8++KBnu+3HMDw8XMePH1dYWJjOnDmjhx9+WL/97W/1+OOP+62H9uzvsvb6G2xpj1f28frr\n",
              "r+uBBx5Qr169/FqXv7RVf8YYzZ49WzfccIPmzZvn2f7Xv/5VkZGRqq6u1q9+9StNnjxZf/rTn6zr\n",
              "sS3ei41py/fomjVrNH36dK9trT6GLT6nE6AuXrxoQkNDzaFDh8z1119vDh8+7Nk3fvx488orrzT4\n",
              "e26323z77beNzrtr1y5z0003mZqamkbHfPDBB82+3thSze2vub13hMtMP+TvHo0x5vvvvzdjx441\n",
              "mZmZpq6urtHXtvEY/tB//dd/mQceeMAY0z7H0Kn+OsrfoDG+/TtTV1dnbr75ZrNjx45G52voMsS1\n",
              "117b6GWmy/uc4u/+LpszZ44ZPXq0596Nhpw4ccJcf/31rWugGZzq8bIr34uBdAy//vpr07Vr1yYv\n",
              "7bbkGP7oLzNJUklJiefnZ555RnfffbcGDRqkiRMnaseOHZKkM2fOaO/evUpISFBNTY1OnTrl+Z2N\n",
              "GzfqxhtvVM+ePRt9jTVr1mjKlCkKCgrybDt79qy+++47SVJdXZ3eeustJScn+7s9n/uT1OS+K40a\n",
              "NUoFBQX68ssvJUnLly/3PPW8qX029VhTU6MJEyaoR48eWrVqlVwul2dfIBzD0tJSVVdXS5Kqqqq0\n",
              "adMmTw9tdQyd7O+y9vwblFrWoyT95S9/UU1NjUaOHNno3EOHDlV1dbV27dol6dJDfn/605/quuuu\n",
              "a3KfLf1J0ty5c1VYWKjNmzfr2muv9Wy/cOGCzp0751lft26dlcewqfdioBxDSXr11Vf14IMPKjQ0\n",
              "1LPNL8fQp+gToDIzM01sbKwZOHCgmTRpkicxfvvtt+anP/2pGTx4sBk8eLD5/e9/b4wx5vz582bo\n",
              "0KFmyJAhJiEhwdx9991m3759nvkWLFhgXn75Zc/6uXPnTNeuXb2SrTGXknd8fLxJSEgwP/nJT8yk\n",
              "SZPM6dOn272/q+37YX9bt271zD9mzBhz7ty5Zu2zpce1a9caSSYhIcEkJiaaxMREM3v2bGNMYBzD\n",
              "jRs3msGDB3t6mDNnjrl48aJnbFscQ6ffo+39N9jSHo0xZuLEiWbhwoX15nv55ZfNggUL6vUSHR1t\n",
              "7rjjDlNcXNysfTb09/777xtJJi4uzvM3OHbsWGOMMYcPHzZJSUkmPj7eDBkyxKSnp5sjR474vT+n\n",
              "e7zae9H2Y2jMpU9lRUREeD6VdZk/jiEPmgQAAFbjMhMAALAaYQYAAFiNMAMAAKxGmAEAAFYjzAAA\n",
              "AKsRZgAAgNUIMwAAwGqEGQAAYDXCDAAAsBphBgAAWO3/AXfKbL2EJ1OzAAAAAElFTkSuQmCC\n",
              "\">\n",
              "      </div>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-5c628ac1-998a-44a3-a906-5199243bc8f6\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-5c628ac1-998a-44a3-a906-5199243bc8f6\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<google.colab._quickchart_helpers.SectionTitle at 0x7fe52fed5a80>"
            ],
            "text/html": [
              "<h4 class=\"colab-quickchart-section-title\">Categorical distributions</h4>\n",
              "<style>\n",
              "  .colab-quickchart-section-title {\n",
              "      clear: both;\n",
              "  }\n",
              "</style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "from matplotlib import pyplot as plt\n",
              "import seaborn as sns\n",
              "_df_3.groupby('Step').size().plot(kind='barh', color=sns.palettes.mpl_palette('Dark2'))\n",
              "plt.gca().spines[['top', 'right',]].set_visible(False)"
            ],
            "text/html": [
              "      <div class=\"colab-quickchart-chart-with-code\" id=\"chart-b215149b-d74f-42ed-a6d6-6ba5651a5105\">\n",
              "        <img style=\"width: 180px;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAnIAAAGZCAYAAAANRdxJAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\n",
              "bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\n",
              "AAAPYQGoP6dpAAAbgElEQVR4nO3de5BX9X3/8dcCCbHTgBdCsCAgKCGCsFxWE1tQgskGQ9RcRiVY\n",
              "RUnUGIumcby11GmcxFhvVTvWZIqQkEBalRKidWhMAG1xkqJS0aApRARUwgRvSABlOb8/Otm6v11w\n",
              "l7AsH3w8ZnZm95yzZ9/7mTPLk/P9fndrqqqqAgBAcTp19AAAAOwZIQcAUCghBwBQKCEHAFAoIQcA\n",
              "UCghBwBQKCEHAFAoIQcAUCghBwBQKCH3LnDbbbd19AgAQDsQcu8Czz//fEePAAC0AyEHAFAoIQcA\n",
              "UCghBwBQKCEHAFAoIQcAUCghBwBQKCEHAFAoIQcAUCghBwBQKCEHAFAoIQcAUCghBwBQKCEHAFAo\n",
              "IQcAUCghBwBQKCEHAFAoIQcAUCghBwBQKCEHAFAoIQcAUCghBwBQKCEHAFAoIQcAUCghBwBQKCEH\n",
              "AFAoIQcAUCghBwBQKCEHAFAoIQcAUCghBwBQKCEHAFAoIQcAUCghBwBQKCEHAFAoIQcAUCghBwBQ\n",
              "KCEHAFAoIQcAUCghBwBQKCEHAFAoIQcAUCghBwBQKCEHAFAoIQcAUKiaqqqqjh6C9nXekJpcXafZ\n",
              "gQPboFkNHT0C7HP+dQcAKJSQAwAolJADACiUkAMAKJSQAwAolJADACiUkAMAKJSQAwAolJADACiU\n",
              "kAMAKJSQAwAolJADACiUkAMAKJSQAwAolJADACiUkAMAKJSQAwAolJADACiUkAMAKJSQAwAolJAD\n",
              "ACiUkAMAKJSQAwAolJADACiUkAMAKJSQAwAolJADACiUkAMAKJSQAwAolJADACiUkAMAKJSQAwAo\n",
              "lJADACiUkAMAKJSQAwAolJADACiUkAMAKJSQAwAolJADACiUkAMAKJSQAwAoVFEhN23atPTv3z81\n",
              "NTVZvnx54/ZNmzaltra28W3QoEHp0qVLXn755Safv2zZssZj+vbtm+7duzd+fOONN2bWrFmN24YM\n",
              "GZIJEyZk7dq1SZIVK1bkYx/7WIYPH56hQ4emrq4uTz311F75vi6++OJcfvnlzbafdtppueWWW7Jm\n",
              "zZp07tw5tbW1GT58eEaNGpVFixbtla8NAJSrpqqqqqOHaK2HH344AwYMyJ/92Z9l/vz5qa2tbfG4\n",
              "m266KUuWLMmPf/zjXZ5r1qxZmT9/fubPn7/LbZdeemnWr1+f++67L0OHDs11112Xz3zmM0mSdevW\n",
              "pWvXrunZs+c7zr1p06Ycdthhu9z/2GOP5VOf+lTWr1+fLl26JEk2bNiQgQMHZs2aNdmyZUtqa2vz\n",
              "6quvJknmzZuXCy+8MBs3bkxNTc07fv3zhtTk6rqimh2gzQbNaujoEWCfK+pf97Fjx6ZPnz7veNyM\n",
              "GTMyderUP/jr1dfX59lnn02SrF+/Pr17927cd8QRR7Qq4pLkuOOOy8SJEzNnzpxs2bKl2f5Ro0al\n",
              "V69eeeCBBxq3fe9738uECRPygQ98oNnxn/zkJ/Pb3/42mzZtauu3BAAcQIoKudZYunRpXnnllUyc\n",
              "OLFx29/8zd/krrvuatN5Ghoacs8992TUqFFJkunTp2fcuHEZP358/uqv/ipPPPFEq8+1atWqXHnl\n",
              "lfnP//zPHHvssZk0aVJ+/OMf56233mo8ZurUqZk5c2bjxzNnztxljM6dOzd9+/ZNjx49mu3bvn17\n",
              "Xn/99SZvDTtbPSoAUJAuHT3A3jZjxoycc845jQ9RJsnXv/71Vn/+okWLGh+yHTlyZG6++eYkyde+\n",
              "9rWcffbZ+dnPfpaHH344Y8aMyYwZM3LmmWe+4zlramoyZsyYjBkzJg0NDbn//vvzla98JZ06dcqa\n",
              "NWuSJJMnT84111yTjRs3ZtWqVXnjjTdSX1/feI7Nmzc3ztW7d+8sWLCgxa91/fXX52//9m+bbBve\n",
              "vPcAgAPAARVyb7zxRv7lX/4l//Vf/7XH5xg3blyT58293Qc/+MFMmjQpkyZNSr9+/fKDH/ygWch9\n",
              "61vfyg9/+MMkyQ033NAYY2+99VYWLlyYH/7wh1m6dGkmTpyYs88+u/HzDj300EycODGzZ8/OypUr\n",
              "M2XKlHTq9H83TN///vc3eYHHrlx99dX5y7/8yybbLjm+e2u+dQCgMAdUyP3zP/9zhg8fnsGDB+/1\n",
              "c//rv/5rJk6cmPe85z3ZsWNHnnzyyQwcOLDZcVdddVWuuuqqJtu++MUv5ic/+UnGjh2byZMnZ9as\n",
              "WU3uGP7e1KlTc8kll+Sll15q00O3b9e1a9d07dq1ybbOB9wD6ABAUthz5C688ML06dMn69evT319\n",
              "fY466qgm+3f1Ioc9eY7c/2/evHkZOnRohg0bluHDh6dr167NHsLclY9//ON55plnMnv27EyYMKHF\n",
              "iEuS8ePHZ/v27Rk9enQGDBjwB80LABz4ivr1I+wZv34EeDfw60d4N/KvOwBAoYQcAEChhBwAQKGE\n",
              "HABAoYQcAEChhBwAQKGEHABAoYQcAEChhBwAQKGEHABAoYQcAEChhBwAQKGEHABAoYQcAEChhBwA\n",
              "QKGEHABAoYQcAEChhBwAQKGEHABAoYQcAEChhBwAQKGEHABAoYQcAEChhBwAQKGEHABAoYQcAECh\n",
              "hBwAQKGEHABAoYQcAEChhBwAQKGEHABAoYQcAEChhBwAQKGEHABAoYQcAEChhBwAQKGEHABAoYQc\n",
              "AEChhBwAQKGEHABAoYQcAEChunT0ALS/Q+q/mkG33NLRYwAAe5k7cgAAhRJyAACFEnIAAIUScgAA\n",
              "hRJyAACFEnIAAIUScgAAhRJyAACFEnIAAIUScgAAhRJyAACFEnIAAIUScgAAhRJyAACFEnIAAIUS\n",
              "cgAAhRJyAACFEnIAAIUScgAAhRJyAACFEnIAAIUScgAAhRJyAACFEnIAAIUScgAAhRJyAACFEnIA\n",
              "AIUScgAAhRJyAACFEnIAAIUScgAAhRJyAACFEnIAAIUScgAAhRJyAACF6tLWT9i+fXtuvfXWPPTQ\n",
              "Q6mpqcnJJ5+cyy67LF27dm2P+QAA2IU2h9xFF12UTZs25S/+4i+SJDNnzsyzzz6bu+++e68PBwDA\n",
              "rrU55B599NGsXLkyNTU1SZKJEydmyJAhe30wAAB2r83PkTvssMOydevWxo+3b9+eHj167NWhAAB4\n",
              "Z22+Izd48OAcf/zxOeOMM5Ik9957b+rq6nL77bcnSaZNm7Z3JwQAoEVtDrmdO3dm9OjR+fWvf50k\n",
              "GTlyZBoaGvLEE080PtwKAED7a3PIzZw5sz3mAACgjdr8HLnXXnstl1xyST796U8nSX75y19m7ty5\n",
              "e30wAAB2r80hd+GFF6ZXr1557rnnkiRHHnlkbrjhhr0+GAAAu9fmkPvVr36Vv/7rv8573vOeJMlB\n",
              "Bx2Uqqr2+mAAAOxem0Puve99b5OPt27dKuQAADpAm0Nu3Lhx+cY3vpFt27bloYceyuc///l85jOf\n",
              "aY/ZAADYjTaH3HXXXZdOnTqlW7duueaaa/Knf/qnufbaa9tjNgAAdqPNv37kl7/8Za6++upcffXV\n",
              "jduefPLJDBs2bK8OBgDA7rX5jtyUKVNatQ0AgPbV6jtyGzduzIYNG7J169asWLGi8QUOr776arZs\n",
              "2dJuAwIA0LJWh9zcuXPz93//93nxxRdz6qmnJklqamrSrVu3XHHFFe02IAAALWt1yF166aW59NJL\n",
              "c91112X69OlZvXp1FixYkKOOOqrxrzwAALDvtPo5cieffHKWL1+e6dOn58UXX0xdXV3+/d//PVdc\n",
              "cYW/7AAA0AFaHXIvvPBCamtrkyRz5szJiSeemAcffDBLly7ND37wg/aaDwCAXWh1yB100EGN7y9d\n",
              "ujSnnHJKkuSQQw5Jly5t/i0mAAD8gVodcp06dcr69evzxhtvZMmSJTnxxBMb9/3ud79rl+EAANi1\n",
              "Vt9Ku+aaazJixIh06dIl48aNy6BBg5L87925/v37t9d8AADsQqtD7rOf/WxOOOGE/OY3v2nyVxz6\n",
              "9++f73znO+0yHAAAu9amJ7f16tUrvXr1arLtT/7kT/bqQAAAtE6b/0QXAAD7ByEHAFAoIQcAUCgh\n",
              "BwBQKCEHAFAoIQcAUCghBwBQKCEHAFAoIQcAUCghBwBQKCEHAFAoIQcAUCghBwBQKCEHAFAoIQcA\n",
              "UCghBwBQKCEHAFAoIQcAUCghBwBQKCEHAFAoIQcAUCghBwBQKCEHAFAoIQcAUCghBwBQKCEHAFAo\n",
              "IQcAUCghBwBQKCEHAFAoIQcAUCghBwBQKCEHAFComqqqqo4egvb1x/V1Ofis8R09BgAcUNaf962O\n",
              "HsEdOQCAUgk5AIBCCTkAgEIJOQCAQgk5AIBCCTkAgEIJOQCAQgk5AIBCCTkAgEIJOQCAQgk5AIBC\n",
              "CTkAgEIJOQCAQgk5AIBCCTkAgEIJOQCAQgk5AIBCCTkAgEIJOQCAQgk5AIBCCTkAgEIJOQCAQgk5\n",
              "AIBCCTkAgEIJOQCAQgk5AIBCCTkAgEIJOQCAQgk5AIBCCTkAgEIJOQCAQgk5AIBCCTkAgEIJOQCA\n",
              "Qgk5AIBCCTkAgEIJOQCAQgk5AIBCCTkAgEIJOQCAQgk5AIBCtVvITZs2Lf37909NTU2WL1/eZN/2\n",
              "7dtzySWX5Oijj86xxx6bs88+e5fnWblyZT71qU9l4MCBGThwYCZOnJhnnnmmvcZu5phjjsn999/f\n",
              "ZNubb76ZD3zgA3n88ccza9asdO/ePbW1tRkyZEgmTJiQtWvXtniua6+9NoMHD87xxx+fxYsXp7a2\n",
              "dh98BwDAgardQu7zn/98/uM//iP9+vVrtu+qq65KTU1NfvWrX2XFihW56aabWjzHiy++mBNPPDGT\n",
              "J0/O6tWrs3r16kyePDknnXRSNmzY0F6jNzF16tTMnDmzybYFCxakT58+GTlyZJJk3LhxWb58eZ5+\n",
              "+ukMGjQoX/3qV1s819/93d9l0aJF+fnPf97ucwMAB752C7mxY8emT58+zbZv2bIlM2bMyDe+8Y3U\n",
              "1NQkSXr16tXiOe68886cdNJJ+cIXvtC4bdKkSRk7dmzuvPPOJMmUKVNy/vnn54QTTsigQYNy7rnn\n",
              "ZuvWrUmSzZs350tf+lKOO+64DBs2LBdccEHefPPNJMlJJ52Uyy+/PGPGjMnAgQNz0UUXtTjDn//5\n",
              "n2fhwoX57W9/27jt7rvvztSpU1s8vr6+Ps8++2yz7SeccEK2bduWT3ziE5k2bVqTfTt27Eh9fX1G\n",
              "jx6dIUOG5Atf+EK2bNmSJFm8eHGGDh2ac845J0OHDs2oUaOa3eEEAN6d9vlz5FavXp1DDz003/zm\n",
              "NzN69OiMGTMmP/3pTxv3f/GLX8yCBQuSJI8//ng++tGPNjvHRz/60Tz22GONH//85z/PwoULs3Ll\n",
              "yrz88su59dZbkyRf+9rXMmbMmPziF7/If//3f2fnzp257bbbmsyyaNGiPPXUU1m4cGEeffTRZl+r\n",
              "Z8+eqa+vz/e///0kyQsvvJCHH344kydPbnZsQ0ND7rnnnowaNarZvqVLlyZJHnnkkdx+++1N9nXu\n",
              "3Dlz5szJsmXL8tRTT6V79+654447Gvc//fTTOffcc/PUU0/lyiuvzFlnnZWqqlpY3f992Pr1119v\n",
              "8paGlo8FAMq2z0Nux44def7553PMMcdk2bJluf3223PmmWfmN7/5TZLkn/7pn3Lqqae26ZxnnHFG\n",
              "3v/+96dz586ZOnVqHnrooSTJ/Pnzc+ONN6a2tjYjRozII488klWrVjV+3plnnpkuXbrkoIMOSm1t\n",
              "bVavXt3i+d/+8Op3v/vdnHrqqTnkkEMa9y9atCi1tbUZNWpUampqcvPNN7dp/qqqcuutt2bEiBEZ\n",
              "NmxYHnjggSZ33fr375/x48c3fq8bNmzIunXrWjzX9ddfn+7duzd5e/O5l9o0DwBQhn0ecn379k2n\n",
              "Tp0a72iNGDEiRx55ZFasWNHs2JEjR7Z4l+zRRx9tfH5aS37/kG1VVbnvvvuyfPnyLF++PM8++2y+\n",
              "/e1vNx73vve9r/H9zp07Z8eOHS2er76+Pps2bcqyZcsya9asZg+r/v45csuXL8/dd9+dHj167GYF\n",
              "mpszZ05+9rOfZcmSJVmxYkUuv/zybNu2bbff3++/x//f1Vdfnddee63J23uPPLxN8wAAZdjnIdej\n",
              "R4+MHz8+CxcuTJI899xzee655/LhD3+42bFf/vKXs2jRosyZM6dx29y5c7N48eJcfPHFjdvuvffe\n",
              "vPHGG2loaMjMmTNz8sknJ0lOP/303HDDDY2B9sorrzS5I9danTt3zpQpU/LlL385O3bsyMc+9rE2\n",
              "n2N3XnnllfTo0SPdunXL5s2bM2vWrCb716xZk0WLFiX53+/1gx/8YIvPP0ySrl27plu3bk3e0rnl\n",
              "6AMAytZuIXfhhRemT58+Wb9+ferr63PUUUc17rvrrrty44035thjj83pp5+eb3/72+ndu3eSps+R\n",
              "6927dxYvXpzZs2dnwIABGThwYGbPnp0lS5bk8MP/7y5TXV1d6uvr8+EPfzgHH3xwLrvssiTJrbfe\n",
              "2viw6bBhwzJ+/PisWbNmj76f888/P4899ljOO++8Xd4N21PnnHNOfve73+VDH/pQJkyYkDFjxjTZ\n",
              "P2TIkMyaNSvHHntsrr/++sydO3evzwAAlKem2tWz5gsxZcqU1NbWNsbbgWbx4sW57LLL/qBXqv5x\n",
              "fV0OPmv83hsKAMj6877V0SP4yw4AAKUq/o4c78wdOQDY+9yRAwBgjwk5AIBCCTkAgEIJOQCAQgk5\n",
              "AIBCCTkAgEIJOQCAQgk5AIBCCTkAgEIJOQCAQgk5AIBCCTkAgEIJOQCAQgk5AIBCCTkAgEIJOQCA\n",
              "Qgk5AIBCCTkAgEIJOQCAQgk5AIBCCTkAgEIJOQCAQgk5AIBCCTkAgEIJOQCAQgk5AIBCCTkAgEIJ\n",
              "OQCAQgk5AIBCCTkAgEIJOQCAQgk5AIBCCTkAgEIJOQCAQgk5AIBCCTkAgEIJOQCAQgk5AIBCCTkA\n",
              "gEJ16egBaH8XDBmTW877VkePAQDsZe7IAQAUSsgBABRKyAEAFErIAQAUSsgBABRKyAEAFErIAQAU\n",
              "SsgBABRKyAEAFErIAQAUSsgBABRKyAEAFErIAQAUSsgBABRKyAEAFErIAQAUSsgBABRKyAEAFErI\n",
              "AQAUSsgBABRKyAEAFErIAQAUSsgBABRKyAEAFErIAQAUSsgBABRKyAEAFErIAQAUSsgBABRKyAEA\n",
              "FErIAQAUSsgBABRKyAEAFErIAQAUSsgBABRKyAEAFErIAQAUSsgBABRKyAEAFErIAQAUSsgBABRK\n",
              "yAEAFErIAQAUSsgBABRKyAEAFKpLRw9A+9q+fXsefPDBNDQ0pHPnzh09TlEaGhryi1/8Iscdd5y1\n",
              "awPrtues3Z6zdnvO2u2ZfbFu/fr1y6WXXrrbY2qqqqra5auzX3j99dfTvXv3vPbaa+nWrVtHj1MU\n",
              "a7dnrNues3Z7ztrtOWu3Z/aXdfPQKgBAoYQcAEChhBwAQKGE3AGua9euufbaa9O1a9eOHqU41m7P\n",
              "WLc9Z+32nLXbc9Zuz+wv6+bFDgAAhXJHDgCgUEIOAKBQQg4AoFBC7gDxP//zPznhhBMyaNCg1NXV\n",
              "5emnn27xuBkzZuToo4/OwIED86UvfSlvvfXWPp50/9OatVu8eHEOOuig1NbWNr5t3bq1A6bdf0yb\n",
              "Ni39+/dPTU1Nli9fvsvjXHNNtWbdXG8t27ZtW04//fQMGjQow4cPz8c//vGsWrWqxWPvv//+DB48\n",
              "OEcffXQ++9nP5vXXX9/H0+5fWrt2a9asSefOnZtce6tXr+6Aifcfn/jEJzJs2LDU1tZmzJgxeeKJ\n",
              "J1o8rsN+1lUcEMaNG1fNnDmzqqqquueee6rRo0c3O+bXv/51dfjhh1cvvfRStXPnzurTn/509Q//\n",
              "8A/7eNL9T2vWbtGiRdXw4cP37WD7uSVLllTr1q2r+vXrVz3xxBMtHuOaa6416+Z6a9nWrVurBx54\n",
              "oNq5c2dVVVV1xx13VCeeeGKz4zZv3lz17NmzWrlyZVVVVfWVr3yluvzyy/flqPud1q7dc889V3Xv\n",
              "3n3fDrefe+WVVxrfnzdvXjVs2LBmx3Tkzzp35A4AGzduzLJly3L22WcnST73uc9l3bp1zf63de+9\n",
              "9+bUU09Nr169UlNTk4suuihz587tiJH3G61dO5obO3Zs+vTps9tjXHPNtWbdaNn73ve+nHLKKamp\n",
              "qUmSfOQjH8maNWuaHffggw9mxIgRGTx4cJLk4osvftdfd61dO5o7+OCDG99/7bXXGtfw7TryZ52Q\n",
              "OwCsW7cuhx9+eLp06ZIkqampSd++fbN27domx61duzb9+vVr/Lh///7Njnm3ae3aJcnq1aszcuTI\n",
              "1NXV5c4779zXoxbJNbfnXG/v7Lbbbstpp53WbHtL191LL72UHTt27Mvx9mu7Wrsk2bJlS+rq6jJy\n",
              "5Mh8/etfT0NDwz6ebv9zzjnn5Igjjsj06dMze/bsZvs78mddl33yVaBwI0eOzPr169O9e/esX78+\n",
              "p5xySnr06JEzzjijo0fjAOR6e2ff/OY3s2rVqvz0pz/t6FGKs7u1O/zww/PCCy+kZ8+eefnll3Pm\n",
              "mWfm5ptvzhVXXNEBk+4/vve97yVJvvvd7+bKK6/Mv/3bv3XwRP/HHbkDwBFHHNHkf5tVVWXt2rXp\n",
              "27dvk+P69u2b559/vvHjNWvWNDvm3aa1a9etW7d07949SdKnT59MmjQpjzzyyD6ftzSuuT3jetu9\n",
              "m266KfPmzcuDDz6YP/qjP2q2v6Xr7u133t/N3mntunbtmp49eyZJDj300Jx//vmuvbc599xzs2jR\n",
              "omzatKnJ9o78WSfkDgA9e/bMyJEj8/3vfz9Jct9996VPnz456qijmhz3uc99LgsWLMiGDRtSVVXu\n",
              "uuuunHXWWR0x8n6jtWv30ksvZefOnUmSzZs35/7778+IESP2+bylcc3tGdfbrt1yyy2ZO3dufvKT\n",
              "nzR57tLbffKTn8zjjz+eZ555Jkly5513uu7SurXbuHFj46stt2/fnnnz5r2rr71XX301L774YuPH\n",
              "8+fPz2GHHZZDDz20yXEd+rNun7ykgnb3zDPPVB/5yEeqo48+uho1alT15JNPVlVVVVOnTq1+9KMf\n",
              "NR73ne98pxowYEA1YMCA6vzzz6/efPPNjhp5v9GatbvjjjuqY445pho2bFh1zDHHVNdee23jq7/e\n",
              "rS644IKqd+/eVefOnauePXtWAwcOrKrKNfdOWrNurreWrVu3rkpSDRgwoBo+fHg1fPjw6rjjjquq\n",
              "qqqmT59e/eM//mPjsT/60Y+qD33oQ9XAgQOr0047rXr11Vc7auz9QmvX7r777quGDBnSeO1dcskl\n",
              "1bZt2zpy9A61Zs2aqq6urho6dGg1bNiwavz48Y2vNt9fftb5W6sAAIXy0CoAQKGEHABAoYQcAECh\n",
              "hBwAQKGEHABAoYQcAEChhBwAQKGEHABAoYQcAEChhBwAQKGEHABAof4fLhdCDSKv57IAAAAASUVO\n",
              "RK5CYII=\n",
              "\">\n",
              "      </div>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-b215149b-d74f-42ed-a6d6-6ba5651a5105\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-b215149b-d74f-42ed-a6d6-6ba5651a5105\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<google.colab._quickchart_helpers.SectionTitle at 0x7fe52fed5600>"
            ],
            "text/html": [
              "<h4 class=\"colab-quickchart-section-title\">2-d distributions</h4>\n",
              "<style>\n",
              "  .colab-quickchart-section-title {\n",
              "      clear: both;\n",
              "  }\n",
              "</style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "from matplotlib import pyplot as plt\n",
              "_df_4.plot(kind='scatter', x='T/sec', y='C1/°C', s=32, alpha=.8)\n",
              "plt.gca().spines[['top', 'right',]].set_visible(False)"
            ],
            "text/html": [
              "      <div class=\"colab-quickchart-chart-with-code\" id=\"chart-fdd676cf-350a-47ff-98bf-81b96acede7d\">\n",
              "        <img style=\"width: 180px;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAjEAAAGkCAYAAADALHSZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\n",
              "bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\n",
              "AAAPYQGoP6dpAAApYUlEQVR4nO3db1BUV57/8U83kMasCiNgzCKI+G/8AzbGUJqEjSlnSDKVtK4O\n",
              "0YwGcHQyTuJvk2V3RY3sbGpZ8cGGKs3sRFNLWcHMODKJEIc1SdUaElNbcRgXgiabjaUrKkGIUWmU\n",
              "QEs39/cgZVcYQVvl2hzyflXdKvv0Pfd+T65n/Ezf030dlmVZAgAAMIwz3AUAAADcDEIMAAAwEiEG\n",
              "AAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEAAMBIQz7EbNmyJdwlAAAAGwz5EHPy5MlwlwAA\n",
              "AGww5EMMAAAYmggxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICR\n",
              "CDEAAMBIhBh8J3V1B/TVJZ+6ugPhLgUAcJMiw10AcDudvejT6wcb9c4nrersDmhYVIQenTFGy+eO\n",
              "U/xwV7jLAwDcAFs/icnOzlZ6errcbreysrJUX18vSfL5fFqzZo0mTZqktLQ0LV++vM/+H330kdxu\n",
              "t9xut6ZPn66f//zn8vl8dpaMIezsRZ/+3656/eaPp9Th8yvS6VCHz6/X/3hSa35br68u8XcLAExi\n",
              "6ycxFRUVio2NlSRVVlYqPz9fDQ0NWrdunRwOh44ePSqHw6GWlpY++8+cOVN/+tOfFBUVpZ6eHi1e\n",
              "vFi//vWv9bd/+7d2lo0h6vWDjTr25UUlDHcpMuKb/P4XLskf6NGxLy/q9Y9O6vkfTg5zlQCAUNka\n",
              "Yq4EGEnyer1yOBzq6OhQWVmZmpqa5HA4JEljxozps/+dd94Z/PPly5fV2dkZ7NMXn8931Sc1gQBr\n",
              "HvDNGph3PmlVdGREMMBcERnhlCsyQm9/2qLV8yYoOioiTFUCAG6E7Qt7c3NzlZSUpKKiIu3cuVPH\n",
              "jx/XqFGjtGnTJs2ePVtZWVnav39/v/0bGxs1c+ZMxcfHKyYmRs8880y/+5aUlCgmJqbXVltba8ew\n",
              "YJhLPr86uwO6I7Lvv/KuSKc6Lwd0yee/zZUBAG6W7SGmvLxcp0+fVnFxsQoLC+X3+3Xy5ElNmzZN\n",
              "hw4d0tatW7VkyRK1trb22T8lJUUNDQ1qaWmRz+fTnj17+j3X+vXr5fV6e22ZmZl2DQ0GGe6K1LCo\n",
              "CF329/T5vs/fo2F3RGi4i7XuAGCK2/YV67y8PNXU1CgxMVFOp1PLli2TJGVkZGj8+PE6cuTINfsP\n",
              "Hz5cS5cu1W9+85t+93G5XBo5cmSvLSKCWwOQoqMi9MiMu9TlD8gf6B1k/IEe+fwBPTp9DLeSAMAg\n",
              "toWYtrY2NTc3B19XVVUpLi5Oo0eP1vz58/Xuu+9Kkk6cOKETJ05o6tSpVx3j2LFj6u7ulvTNmpjK\n",
              "ykqlp6fbVTKGuKfmpmji6BE6e8mn8x2X1eHz63zHZZ295NOk0SO0fO64cJcIALgBtn127vV6lZOT\n",
              "o87OTjmdTiUkJKi6uloOh0Pbtm3TypUrVVhYKKfTqe3btysxMVGStGrVKnk8Hnk8Hr333nvaunWr\n",
              "IiIi5Pf7NX/+fBUVFdlVMoa4+OEu/eonGXr9o5N6+9MWdV4OaHh0pHKmj+V3YgDAQA7LsqxwF2Gn\n",
              "goIClZaWhrsMDDJd3d8s4h3uiuQWEgAYilWM+E6KjoogvACA4Xh2EgAAMBIhBgAAGIkQAwAAjESI\n",
              "AQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAj\n",
              "EWIAAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAA\n",
              "wEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJFtD\n",
              "THZ2ttLT0+V2u5WVlaX6+npJks/n05o1azRp0iSlpaVp+fLlffZ/7733lJmZqWnTpmn69Olau3at\n",
              "enp67CwZAAAYItLOg1dUVCg2NlaSVFlZqfz8fDU0NGjdunVyOBw6evSoHA6HWlpa+uz/ve99T7/7\n",
              "3e+Umpqqrq4u/eAHP1B5ebny8/PtLBsAABjA1hBzJcBIktfrlcPhUEdHh8rKytTU1CSHwyFJGjNm\n",
              "TJ/9MzIygn+Ojo6W2+1WY2Njv+fz+Xzy+Xy92gKBwM0PAAAADFq2r4nJzc1VUlKSioqKtHPnTh0/\n",
              "flyjRo3Spk2bNHv2bGVlZWn//v3XPU5LS4veeOMNPfbYY/3uU1JSopiYmF5bbW3tQA4HAAAMEraH\n",
              "mPLycp0+fVrFxcUqLCyU3+/XyZMnNW3aNB06dEhbt27VkiVL1Nra2u8x2tvb9fjjj2vt2rWaPXt2\n",
              "v/utX79eXq+315aZmWnHsAAAQJjdtm8n5eXlqaamRomJiXI6nVq2bJmkb24ZjR8/XkeOHOmz38WL\n",
              "F/XII49owYIFKigouOY5XC6XRo4c2WuLiIgY8LEAAIDwsy3EtLW1qbm5Ofi6qqpKcXFxGj16tObP\n",
              "n693331XknTixAmdOHFCU6dOveoYly5d0iOPPKJHHnlEGzdutKtUAABgINsW9nq9XuXk5Kizs1NO\n",
              "p1MJCQmqrq6Ww+HQtm3btHLlShUWFsrpdGr79u1KTEyUJK1atUoej0cej0dbtmxRbW2tOjo6tGfP\n",
              "HklSTk6OXnjhBbvKBgAAhnBYlmWFuwg7FRQUqLS0NNxlAACAAcYv9gIAACMRYgAAgJEIMQAAwEiE\n",
              "GAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAw\n",
              "EiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMA\n",
              "AIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLE\n",
              "AAAAI9kaYrKzs5Weni63262srCzV19dLknw+n9asWaNJkyYpLS1Ny5cv77N/Y2Oj5s2bp5iYGLnd\n",
              "bjtLBQAAhom08+AVFRWKjY2VJFVWVio/P18NDQ1at26dHA6Hjh49KofDoZaWlj77jxw5UsXFxfJ6\n",
              "vXrhhRfsLBUAABjG1hBzJcBIktfrlcPhUEdHh8rKytTU1CSHwyFJGjNmTJ/9R40apQceeEDvv/9+\n",
              "SOfz+Xzy+Xy92gKBwE3VDgAABjfb18Tk5uYqKSlJRUVF2rlzp44fP65Ro0Zp06ZNmj17trKysrR/\n",
              "//4BOVdJSYliYmJ6bbW1tQNybAAAMLjYHmLKy8t1+vRpFRcXq7CwUH6/XydPntS0adN06NAhbd26\n",
              "VUuWLFFra+stn2v9+vXyer29tszMzAEYBQAAGGxu27eT8vLyVFNTo8TERDmdTi1btkySlJGRofHj\n",
              "x+vIkSO3fA6Xy6WRI0f22iIiIm75uAAAYPCxLcS0tbWpubk5+LqqqkpxcXEaPXq05s+fr3fffVeS\n",
              "dOLECZ04cUJTp061qxQAADAE2baw1+v1KicnR52dnXI6nUpISFB1dbUcDoe2bdumlStXqrCwUE6n\n",
              "U9u3b1diYqIkadWqVfJ4PPJ4PPr66681efJk+Xw+eb1ejR07Vk899ZRKSkrsKhsAABjCYVmWFe4i\n",
              "7FRQUKDS0tJwlwEAAAYYv9gLAACMRIgBAABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADAS\n",
              "IQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAA\n",
              "jESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQA\n",
              "AAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxka4jJzs5Wenq63G63srKyVF9f\n",
              "L0ny+Xxas2aNJk2apLS0NC1fvrzfY5SVlWnSpEmaMGGCfvazn6m7u9vOkgEAgCEi7Tx4RUWFYmNj\n",
              "JUmVlZXKz89XQ0OD1q1bJ4fDoaNHj8rhcKilpaXP/idOnFBRUZHq6up01113acGCBXr11Vf17LPP\n",
              "2lk2AAAwgK0h5kqAkSSv1yuHw6GOjg6VlZWpqalJDodDkjRmzJg++7/xxhvyeDzB91evXq1Nmzb1\n",
              "G2J8Pp98Pl+vtkAgMAAjAQAAg43ta2Jyc3OVlJSkoqIi7dy5U8ePH9eoUaO0adMmzZ49W1lZWdq/\n",
              "f3+ffU+dOqVx48YFX6ekpOjUqVP9nqukpEQxMTG9ttra2gEfEwAACD/bQ0x5eblOnz6t4uJiFRYW\n",
              "yu/36+TJk5o2bZoOHTqkrVu3asmSJWptbb3lc61fv15er7fXlpmZOQCjAAAAg81t+3ZSXl6eampq\n",
              "lJiYKKfTqWXLlkmSMjIyNH78eB05cuSqPsnJyTp58mTwdWNjo5KTk/s9h8vl0siRI3ttERERAz8Y\n",
              "AAAQdraFmLa2NjU3NwdfV1VVKS4uTqNHj9b8+fP17rvvSvpm8e6JEyc0derUq46xePFi7d27Vy0t\n",
              "LbIsS9u2bdPSpUvtKhkAABjEtoW9Xq9XOTk56uzslNPpVEJCgqqrq+VwOLRt2zatXLlShYWFcjqd\n",
              "2r59uxITEyVJq1atksfjkcfjUWpqql588UXdf//9kqR58+bp5z//uV0lAwAAgzgsy7LCXYSdCgoK\n",
              "VFpaGu4yAADAAOMXewEAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAA\n",
              "IxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEA\n",
              "AMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYKOcS0t7ersbHxqvbGxka1t7cPZE0AAADX\n",
              "FXKIWbt2rf77v//7qva6ujoVFhYOaFEAAADXE3KIqa2t1eLFi69qX7RokQ4cODCgRQEAAFxPyCHG\n",
              "7/f3fxAnS2sAAMDtFXL66O7u7nPti9frVXd394AWBQAAcD0hh5ilS5fqqaee0oULF4JtFy5c0IoV\n",
              "K7R06VJbigMAAOhPyCFm48aNio2NVVJSkjIyMpSRkaGkpCSNGDFCRUVFdtYIAABwlchQd4yIiNBr\n",
              "r72moqIi1dfXS5JmzZqlCRMm2FYcAABAf0IOMVdMnDhREydOtKMWAACAkIV8O+mdd97R3Llzdd99\n",
              "9+ntt9+2syYAAIDrCvmTmKKiIn3wwQeyLEvz5s3To48+et0+2dnZamlpkdPp1IgRI7R161ZlZGQo\n",
              "JSVFLpdLw4YNkyStX79eS5Ysuap/T0+P1q5dq3feeUd+v1/333+/XnnlFd1xxx03MEQAADAUhRxi\n",
              "Jk6cqB07dsjpdGr8+PEh9amoqFBsbKwkqbKyUvn5+WpoaJAk7d69W263+5r9y8rKVFdXp7q6OkVF\n",
              "Renpp5/Wli1b9A//8A+hlg0AAIaokG8n7dixQ3fccUdwgW8orgQY6Zvfk3E4HDdUXENDg37wgx/o\n",
              "jjvukMPh0KOPPqqdO3f2u7/P51N7e3uvLRAI3NA5AQCAGUIOMX/4wx/0k5/8RE8//XTwNlAocnNz\n",
              "lZSUpKKiol4BJDc3V2lpaVq5cqXOnj3bZ9977rlHe/fuVXt7u7q7u1VRUdHnQyivKCkpUUxMTK+t\n",
              "trY25FoBAIA5Qg4xBw4ckNvt1mOPPaZ///d/7zd4/Lny8nKdPn1axcXFwQdFHjhwQIcPH1ZdXZ3i\n",
              "4+OVl5fXZ9/8/Hw98sgjevDBB/Xggw9q8uTJiozs/w7Y+vXr5fV6e22ZmZmhDhEAABjEYVmWdSMd\n",
              "Dh06pMrKSu3du1ff+973tHDhQi1cuFCpqanX7Tts2DA1NTUpLi4u2HbmzBlNnjxZFy9evG7/3/3u\n",
              "d/q3f/s3ffjhhyHXW1BQoNLS0pD3BwAAZrjhJzfOnj1b//Iv/6IjR46orKxMfr9fy5cvv2qRbltb\n",
              "m5qbm4Ovq6qqFBcXp+joaLW1tQXbd+3apYyMjD7P1dXVFXzMwVdffaXNmzdr7dq1N1oyAAAYgm74\n",
              "x+6+bdKkSVq7dq3Wrl2rlpaWXu95vV7l5OSos7NTTqdTCQkJqq6uVmtrqxYvXqxAICDLspSamqry\n",
              "8vJgv1WrVsnj8cjj8cjr9WrevHlyOp3q6enRc889p8cff/xWSgYAAEPEDd9O6kteXl7I31i63bid\n",
              "BADA0HTDt5P6UlNTMxCHAQAACFnIt5NGjRrVZ7tlWSEtygUAABhIN/QU6/379ysmJqZXu2VZuv/+\n",
              "+we8MAAAgGsJOcTcc889On/+vNLT0696Lz4+fkCLAgAAuJ6QQ0xZWZm+/vrrq9obGxt14MCBAS0K\n",
              "AADgekJe2PvP//zPOnz48FXtdXV1Wrdu3YAWBQAAcD0hh5ja2lotXrz4qvZFixbxSQwAALjtQg4x\n",
              "fr+//4M4B+Sb2gAAACELOX10d3ervb39qnav16vu7u4BLQoAAOB6Qg4xS5cu1VNPPRV8lpEkXbhw\n",
              "QStWrNDSpUttKQ4AAKA/IYeYjRs3KjY2VklJScrIyFBGRoaSkpI0YsQIFRUV2VkjAADAVW7ox+5e\n",
              "e+01/eM//qPq6uokSbNmzdKECRNsKw4AAKA/N/wU6wkTJhBcAABA2PG1IgAAYCRCDAAAMBIhBgAA\n",
              "GIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgB\n",
              "AABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxka4jJzs5Wenq63G63\n",
              "srKyVF9fL0lKSUnRlClT5Ha75Xa7tXv37j779/T0qKCgQNOmTVN6eroeeughHTt2zM6SAQCAISLt\n",
              "PHhFRYViY2MlSZWVlcrPz1dDQ4Mkaffu3XK73dfsv3fvXv3Xf/2XGhoaFBUVpeLiYm3YsEEVFRV2\n",
              "lg0AAAxga4i5EmAkyev1yuFw3FB/h8Mhn8+nrq4uRUZGqr29XWPHju13f5/PJ5/P16stEAjc0DkB\n",
              "AIAZbA0xkpSbm6uamhpJ0r59+3q1W5alzMxMbd68WQkJCVf1ffzxx1VTU6MxY8ZoxIgRSkxM1Acf\n",
              "fNDvuUpKSvTiiy/2apszZ84AjQQAAAwmti/sLS8v1+nTp1VcXKzCwkJJ0oEDB3T48GHV1dUpPj5e\n",
              "eXl5ffY9dOiQPvnkE33xxRdqbm7W/PnztXr16n7PtX79enm93l5bZmamLeMCAADh5bAsy7pdJxs2\n",
              "bJiampoUFxcXbDtz5owmT56sixcvXrX/mjVr9Jd/+ZfasGGDJOnTTz9Vdna2vvjii5DPWVBQoNLS\n",
              "0lsvHgAADCq2fRLT1tam5ubm4OuqqirFxcUpOjpabW1twfZdu3YpIyOjz2Okpqbqvffe0+XLlyVJ\n",
              "1dXVmjFjhl0lAwAAg9i2Jsbr9SonJ0ednZ1yOp1KSEhQdXW1WltbtXjxYgUCAVmWpdTUVJWXlwf7\n",
              "rVq1Sh6PRx6PR88++6w+++wzzZw5U1FRURozZoy2bdtmV8kAAMAgt/V2UjhwOwkAgKGJX+wFAABG\n",
              "IsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAA\n",
              "gJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQY\n",
              "AABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAkQgwAADAS\n",
              "IQYAABiJEAMAAIxEiAEAAEayNcRkZ2crPT1dbrdbWVlZqq+vlySlpKRoypQpcrvdcrvd2r17d5/9\n",
              "d+zYEdzH7XYrPj5eixYtsrNkAABgiEg7D15RUaHY2FhJUmVlpfLz89XQ0CBJ2r17t9xu9zX7r1ix\n",
              "QitWrAi+njFjhpYtW2ZXuQAAwCC2hpgrAUaSvF6vHA7HTR/rj3/8o7788kt5PJ5+9/H5fPL5fL3a\n",
              "AoHATZ8TAAAMXraGGEnKzc1VTU2NJGnfvn292i3LUmZmpjZv3qyEhIRrHqesrExPPfWUoqKi+t2n\n",
              "pKREL774Yq+2OXPm3EL1AABgsHJYlmXdjhO99tpr2r17t/bt26dTp04pOTlZ3d3d2rhxo44cOdIr\n",
              "4Py5jo4O3X333Tp48KCmTZvW7359fRJTVFSkLVu2DNg4AADA4GD7JzFX5OXlafXq1Tp37pySk5Ml\n",
              "SVFRUXr++ec1efLka/b9/e9/r+nTp18zwEiSy+WSy+Xq1RYREXFrhQMAgEHJtm8ntbW1qbm5Ofi6\n",
              "qqpKcXFxio6OVltbW7B9165dysjIuOaxysrKtHLlSrtKBQAABrLtkxiv16ucnBx1dnbK6XQqISFB\n",
              "1dXVam1t1eLFixUIBGRZllJTU1VeXh7st2rVKnk8nuAC3s8//1wff/zxNW83AQCA757btiYmXAoK\n",
              "ClRaWhruMgAAwADjF3sBAICRCDEAAMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAA\n",
              "ACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgx\n",
              "AADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEAAMBIhBgAAGAk\n",
              "QgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJFsDTHZ2dlKT0+X2+1WVlaW6uvrJUkp\n",
              "KSmaMmWK3G633G63du/e3e8xjhw5onnz5mnq1KmaOnWq9uzZY2fJAADAEJF2HryiokKxsbGSpMrK\n",
              "SuXn56uhoUGStHv3brnd7mv2//rrr7VgwQKVl5frgQceUCAQ0Pnz5+0sGQAAGMLWEHMlwEiS1+uV\n",
              "w+G4of6//e1vNWfOHD3wwAOSpIiICCUkJPS7v8/nk8/n69UWCARu6JwAAMAMtq+Jyc3NVVJSkoqK\n",
              "irRz585e7WlpaVq5cqXOnj3bZ9//+Z//kcvl0mOPPSa3263c3Nx+95WkkpISxcTE9Npqa2sHfEwA\n",
              "ACD8bA8x5eXlOn36tIqLi1VYWChJOnDggA4fPqy6ujrFx8crLy+vz75+v1//+Z//qe3bt6u+vl6J\n",
              "iYn6xS9+0e+51q9fL6/X22vLzMy0ZVwAACC8bL2d9G15eXlavXq1zp07p+TkZElSVFSUnn/+eU2e\n",
              "PLnPPsnJyXrooYeUmJgoSVq+fLkefvjhfs/hcrnkcrl6tUVERAzQCAAAwGBi2ycxbW1tam5uDr6u\n",
              "qqpSXFycoqOj1dbWFmzftWuXMjIy+jzGE088oT/96U9qb2+XJO3bt08zZ860q2QAAGAQ2z6J8Xq9\n",
              "ysnJUWdnp5xOpxISElRdXa3W1lYtXrxYgUBAlmUpNTVV5eXlwX6rVq2Sx+ORx+NRcnKyNmzYoPvu\n",
              "u09Op1OJiYl69dVX7SoZAAAYxGFZlhXuIuxUUFCg0tLScJcBAAAGGL/YCwAAjESIAQAARiLEAAAA\n",
              "IxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGIsQAAAAjEWIAAICRCDEA\n",
              "AMBIhBgAAGAkQgwAADASIQYAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCRC\n",
              "DAAAMBIhBgAAGIkQAwAAjESIAQAARiLEAAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiHmJnR1\n",
              "B/TVJZ+6ugPhLgX4zmIemo9raLbBcP0iw3ZmA5296NPrBxv1ziet6uwOaFhUhB6dMUbL545T/HBX\n",
              "uMsDvhOYh+bjGpptMF0/h2VZll0Hz87OVktLi5xOp0aMGKGtW7cqIyNDKSkpcrlcGjZsmCRp/fr1\n",
              "WrJkyVX933//fT366KOaMmVKsO2jjz4K9gtFQUGBSktLb3ksZy/69P921evYlxcVHRmhOyKduuzv\n",
              "UZc/oImjR+hXP8lg8gE2Yx6aj2totsF2/Wz9JKaiokKxsbGSpMrKSuXn56uhoUGStHv3brnd7use\n",
              "Y8qUKfr444/tKzJErx9s1LEvLyphuEuREd/chfsLl+QP9OjYlxf1+kcn9fwPJ4e5SmBoYx6aj2to\n",
              "tsF2/WxdE3MlwEiS1+uVw+Gw83Ty+Xxqb2/vtQUCt36vrqs7oHc+aVV0ZETwol0RGeGUKzJCb3/a\n",
              "wn1dwEbMQ/NxDc02GK+f7Qt7c3NzlZSUpKKiIu3cubNXe1pamlauXKmzZ8/22//48eOaNWuW7r33\n",
              "Xv3617++5rlKSkoUExPTa6utrb3lMVzy+dXZHdAdkX3/53JFOtV5OaBLPv8tnwtA35iH5uMamm0w\n",
              "Xj/bQ0x5eblOnz6t4uJiFRYWSpIOHDigw4cPq66uTvHx8crLy+uz76xZs9TU1KS6ujpVVlZq27Zt\n",
              "qqio6Pdc69evl9fr7bVlZmbe8hiGuyI1LCpCl/09fb7v8/do2B0RGu5inTRgF+ah+biGZhuM1++2\n",
              "fcU6Ly9PNTU1OnfunJKTkyVJUVFRev755/Xhhx/22WfkyJGKiYmRJI0dO1ZPPvlkv/tKksvl0siR\n",
              "I3ttERERt1x7dFSEHplxl7r8AfkDvS+eP9Ajnz+gR6ePUXTUrZ8LQN+Yh+bjGpptMF4/20JMW1ub\n",
              "mpubg6+rqqoUFxen6OhotbW1Bdt37dqljIyMPo9x5swZ9fR88x/q4sWLqq6u7ndfuz01N0UTR4/Q\n",
              "2Us+ne+4rA6fX+c7LuvsJZ8mjR6h5XPHhaUu4LuEeWg+rqHZBtv1s+0zH6/Xq5ycHHV2dsrpdCoh\n",
              "IUHV1dVqbW3V4sWLFQgEZFmWUlNTVV5eHuy3atUqeTweeTwevfnmm3rllVcUGRkpv9+vnJwcrVix\n",
              "wq6Sryl+uEu/+kmGXv/opN7+tEWdlwMaHh2pnOlj+W0D4DZhHpqPa2i2wXb9bP2dmMFgoH4n5tu6\n",
              "ur9ZuDTcFcnHnkCYMA/NxzU022C4fqyeugnRURFMOCDMmIfm4xqabTBcP56dBAAAjESIAQAARiLE\n",
              "AAAAIxFiAACAkQgxAADASIQYAABgJEIMAAAwEiEGAAAYiRADAACMRIgBAABGGvLPTlq0aJFSUlIG\n",
              "9JiBQEC1tbXKzMxURMTQ/MnsoT5Gxme+oT7GoT4+aeiPkfHdmnHjxum555675j5DPsTYob29XTEx\n",
              "MfJ6vRo5cmS4y7HFUB8j4zPfUB/jUB+fNPTHyPjsx+0kAABgJEIMAAAwEiEGAAAYiRBzE1wul375\n",
              "y1/K5XKFuxTbDPUxMj7zDfUxDvXxSUN/jIzPfizsBQAARuKTGAAAYCRCDAAAMBIhBgAAGIkQcw1/\n",
              "8zd/o5SUFDkcDn388cf97ldWVqZJkyZpwoQJ+tnPfqbu7u7bV+QtCGV877//voYNGya32x3cOjs7\n",
              "b2+hN6mrq0sLFy7U5MmTNXPmTP3whz/UsWPH+ty3urpa3//+9zVp0iQtWrRI7e3tt7naGxfq+Bob\n",
              "GxUREdHrGh4/fjwMFd+c7Oxspaeny+12KysrS/X19X3uZ+o8DGV8Js/DK3bs2CGHw6Gqqqo+3zdx\n",
              "Dv65a43R5HmYkpKiKVOmBOvevXt3n/uFZQ5a6NcHH3xgnT592ho3bpxVX1/f5z7/93//Z919993W\n",
              "mTNnrJ6eHuvxxx+3fvWrX93eQm9SKOOrqamxZs6ceVvrGiidnZ3Wf/zHf1g9PT2WZVnWyy+/bD34\n",
              "4INX7Xfx4kVr9OjR1meffWZZlmU9++yz1t///d/fzlJvSqjjO3HihBUTE3N7ixtAFy5cCP55z549\n",
              "Vnp6+lX7mDwPQxmfyfPQsr75Ozh37lxrzpw5VmVl5VXvmzoHv+16YzR5Hl7r34grwjUH+STmGv7q\n",
              "r/5KY8eOveY+b7zxhjwej8aMGSOHw6HVq1dr165dt6nCWxPK+EwWHR2tH/3oR3I4HJKkOXPmqLGx\n",
              "8ar93n77bWVkZOj73/++JOmZZ54x4hqGOj7TxcbGBv/s9XqD4/02k+dhKOMzWU9Pj1atWqWXX365\n",
              "36/imjoHrwhljENduOZgpO1nGOJOnTqlcePGBV+npKTo1KlTYaxo4B0/flyzZs1SRESEVqxYoWee\n",
              "eSbcJd2ULVu2aMGCBVe193UNz5w5I7/fr8hIc6ZIf+OTpI6ODt17770KBAJauHChXnjhBaMeSJeb\n",
              "m6uamhpJ0r59+6563/R5eL3xSebOw9LSUt1///265557+t3H9DkYyhgls+dhbm6uLMtSZmamNm/e\n",
              "rISEhF7vh2sODv6/HQirWbNmqampSTExMWpqatKPfvQjxcfH64knngh3aTdk06ZNOnbsmPbv3x/u\n",
              "UmxxrfHdfffd+uKLLzR69GidP39eS5Ys0UsvvaS1a9eGodKbU15eLkl67bXXVFhY2O8/9Ka63vhM\n",
              "nYeffPKJ3nzzTR04cCDcpdgm1DGaPA8PHDig5ORkdXd3a+PGjcrLyxs0c5DbSbcoOTlZJ0+eDL5u\n",
              "bGxUcnJyGCsaWCNHjlRMTIwkaezYsXryySf14YcfhrmqG/Ov//qv2rNnj95++23deeedV73f1zW8\n",
              "++67jfh/gNL1x+dyuTR69GhJ0qhRo/TTn/7UuGt4RV5enmpqanTu3Lle7UNlHvY3PlPn4YcffqjG\n",
              "xkZNmjRJKSkpOnjwoJ5++mm98sorvfYzeQ6GOkaT5+GVuRQVFaXnn3++z7rDNgdtX3UzBFxrUdPx\n",
              "48evWsz08ssv394Cb9G1xtfc3GwFAgHLsiyrvb3duu+++6yysrLbWN2teemll6xZs2ZZ58+f73ef\n",
              "9vZ2KyEhodeiwr/7u7+7XSXeklDG19raal2+fNmyLMvq6uqyfvzjH1tFRUW3q8RbcuHCBeuLL74I\n",
              "vq6srLQSExODi5mvMHUehjo+0+fhFQ8++GCfi15NnoN/rr8xmjoPL1261Gvx+UsvvWRlZWVdtV+4\n",
              "5iAh5hqefvppKzEx0YqIiLBGjx5tTZgwwbIsy1q5cqX11ltvBfd79dVXrdTUVCs1NdX66U9/GvyL\n",
              "OtiFMr6XX37ZmjZtmpWenm5NmzbN+uUvf3nV/8AOVqdPn7YkWampqdbMmTOtmTNnWpmZmZZlWVZR\n",
              "UZH1yiuvBPd96623rClTplgTJkywFixYYLW1tYWr7JCFOr4333zTmj59evAarlmzxurq6gpn6SFr\n",
              "bGy07r33XmvGjBlWenq6NX/+/GDgHgrzMNTxmTwPv+3b/8APhTnYl/7GaOo8PH78uOV2u620tDRr\n",
              "xowZlsfjsU6cOGFZ1uCYgzw7CQAAGIk1MQAAwEiEGAAAYCRCDAAAMBIhBkBYXXkey7Rp03o9W2bJ\n",
              "kiXBfdasWdPv81oAfHexsBfAoNDY2Ci32622trZe7ZZlaeLEifr44481YsSI8BQHYFDikxgAg9qh\n",
              "Q4c0ZcoUjRgxQn/4wx+CT3yeMWOG3nrrLUlSS0uLnnjiCWVmZiotLU0bN24M9v/ss8/08MMPKz09\n",
              "Xenp6dq2bVu4hgJggA3+n0ME8J1WWVmphQsXSpI2btyo7du3a+7cuerp6VF7e7ukb37pdsOGDXrw\n",
              "wQfl9/v12GOP6fe//73++q//WgsWLNCLL76oJ598UpL01VdfhWsoAAYYIQbAoLZ3797gM6Hmz5+v\n",
              "5557Tj/+8Y+VnZ0tt9utjo4O7d+/X62trcE+ly5d0ueff67PP/9cXV1dwQAjSfHx8bd9DADsQYgB\n",
              "MGgdPXpUsbGxuuuuuyR987TgTz/9VDU1NcrLy9OyZcuCT3M+ePCgoqOje/X/9NNPb3vNAG4f1sQA\n",
              "GLS+fStJkv73f/9X06dP15o1a/SLX/xCBw8e1PDhw/XQQw9p8+bNwf2am5vV1NSkKVOm6M4779Su\n",
              "XbuC73E7CRg6CDEABq2qqqpeIWbDhg2aPn26MjIytHPnTv3TP/2TJOk3v/mNjh07phkzZigtLU2L\n",
              "Fi3SuXPnFBkZqbfeeks7duxQWlqaZs6cqTfffDM8gwEw4PiKNYBB6cyZM3r44Yd1+PDhcJcCYJAi\n",
              "xAAAACNxOwkAABiJEAMAAIxEiAEAAEYixAAAACMRYgAAgJEIMQAAwEiEGAAAYCRCDAAAMBIhBgAA\n",
              "GOn/Awsv+hE0OfnWAAAAAElFTkSuQmCC\n",
              "\">\n",
              "      </div>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-fdd676cf-350a-47ff-98bf-81b96acede7d\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-fdd676cf-350a-47ff-98bf-81b96acede7d\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "from matplotlib import pyplot as plt\n",
              "_df_5.plot(kind='scatter', x='C1/°C', y='C4/mb', s=32, alpha=.8)\n",
              "plt.gca().spines[['top', 'right',]].set_visible(False)"
            ],
            "text/html": [
              "      <div class=\"colab-quickchart-chart-with-code\" id=\"chart-560932c8-0554-445b-bb26-2d1291315337\">\n",
              "        <img style=\"width: 180px;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAGkCAYAAADZp5o/AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\n",
              "bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\n",
              "AAAPYQGoP6dpAAA0NUlEQVR4nO3df1zW9b3/8SdCQIViwpQs0xSIgOviQknAolvoGrW5fnksHbgy\n",
              "LDvNtsWOOW7fSRo72Rknt6xj7gdmrc0bt8imaxvrbJRyjg2cFHjtHG9bFFCCZEiAhJde8P7+4c3r\n",
              "RAKC8AHx87jfbp/b7bo+78/n/Xm9aG3PfX5dfsYYIwAAABsZN9oFAAAAjDQCEAAAsB0CEAAAsB0C\n",
              "EAAAsB0CEAAAsB0CEAAAsB0CEAAAsB0CEAAAsB0CUB+eeeaZ0S4BAABYhADUh7q6utEuAQAAWIQA\n",
              "BAAAbIcABAAAbIcABAAAbMfSAFRSUqKkpCQ5nU6lpKSoqqpKkmSM0bp16xQdHS2Hw6H09HTfPsnJ\n",
              "yXK5XHK5XIqPj5efn5+qq6vPmPvAgQO+7Vwul2bMmKFJkyb5xmfMmKFrrrnGN15UVGRlqwAAYAwJ\n",
              "sGrilpYWZWZmas+ePYqLi1NZWZkyMzPldru1adMmVVdXy+12KzAwUIcPH/btV15e7vtcXFys9evX\n",
              "y+l0njG/w+HQu+++6/u+atUq+fn59dimqKhILpdr2HsDAABjm2UBqKamRmFhYYqLi5MkpaWlqb6+\n",
              "XpWVlSooKFBpaakCAwMlSREREb3OUVhYqOzs7LMe6/jx4/rVr36lN998c/gaAAAAFyzLLoFFRUWp\n",
              "ublZe/fulSTt2rVL7e3tcrvdampq0s6dO5WcnKzk5OReL099+OGH2r17t7Kyss56rB07dmjmzJln\n",
              "nO355je/KYfDoezsbB05cqTP/T0ej9ra2nosXV1dg2sYAACMGZYFoNDQUBUXFys3N1dz5szRG2+8\n",
              "odjYWEmS1+tVZ2enysvLVVRUpEcffdR3f9Bp27Zt08KFCxUeHn7WY/V2pmjPnj2qrq5WZWWlwsPD\n",
              "de+99/a5/4YNGxQaGtpjqaioOIeuAQDAWOBnjDEjcSCPx6OIiAjt27dPiYmJqqqq0syZMyVJixcv\n",
              "VkZGhlasWCHp1E3Ss2bN0vPPP6+MjIx+5/3ggw8UHx+vQ4cOaeLEib1u09jYqOjoaLW3t/dZm8fj\n",
              "6bFu7dq1vA0aAIALlKVPgTU2Nvo+5+fna/78+YqMjNTSpUtVUlIiSTp69KgqKip63OhcWloqr9er\n",
              "m2+++azH2Lp1q+68884e4aejo0Offvqp7/v27duVmJjY5xxBQUGaMGFCj8Xf338QnQIAgLHEspug\n",
              "JSkvL09lZWXyer1KTU1VYWGhpFOXnJYvX67NmzdLktasWaO5c+f69issLNTy5cs1blzPfLZlyxY1\n",
              "NDToiSeekCR1d3dr27Zteumll3ps19TUpEWLFqmrq0vGGM2cOfOMbUbL8ZNdOubxKiQoQMEXEbIA\n",
              "ABgNI3YJbKzJycnRxo0bh22+I+0evfyXWpW4m9R5sksXX+SvW+MjlJU6XeEhQcN2HAAAcHa8CXoE\n",
              "HGn36JHt7+hX5fXq8HgVMM5PHR6vXi6v06pfv6NPjnnOPgkAABg2BKAR8PJfavXex+36UkiQLrs0\n",
              "UJcGBeiySwP1pZAgvfdxu15+m1+eBwBgJBGALHb8ZJdK3E0KDvBXgH/PP3eA/zgFBfjrD387rOMn\n",
              "ee8QAAAjhQBksWMerzpPdikwoPc/dVDAOHWeOHVjNAAAGBkEIIuFBAXo4ov8dcLb3eu4x9utiwP9\n",
              "FRJk6QN5AADgcwhAFgu+yF+3xE/RcW+XvF09Q5C3q1seb5dujYvgkXgAAEYQpx1GwLLUGSr/oEXv\n",
              "fdyuoAB/BQWMk8d7KvxETR6vrNTpo10iAAC2whmgERAeEqTnvpGorOTpCgkOkLfbKCQ4QFnJ0/Xs\n",
              "NxJ5DxAAACOMM0AjJDwkSN+9OVoP3TSLN0EDADDKCEAjLPgif4IPAACjjEtgAADAdghAAADAdghA\n",
              "AADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADA\n",
              "dghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghA\n",
              "AADAdghAAADAdiwNQCUlJUpKSpLT6VRKSoqqqqokScYYrVu3TtHR0XI4HEpPT/ftk5ycLJfLJZfL\n",
              "pfj4ePn5+am6urrX+f38/ORwOHzbl5WV+cbKy8uVkJCg6OhozZ8/X4cOHbKyVQAAMIYEWDVxS0uL\n",
              "MjMztWfPHsXFxamsrEyZmZlyu93atGmTqqur5Xa7FRgYqMOHD/v2Ky8v930uLi7W+vXr5XQ6+zxO\n",
              "WVmZJk6c2GNdd3e3MjMz9fOf/1zp6en693//d333u9/VK6+8Mux9AgCAsceyM0A1NTUKCwtTXFyc\n",
              "JCktLU319fWqrKxUQUGBnnrqKQUGBkqSIiIiep2jsLBQ2dnZgz72/v37FRAQ4DuztHLlSv32t7/V\n",
              "8ePHz7EbAABwIbEsAEVFRam5uVl79+6VJO3atUvt7e1yu91qamrSzp07lZycrOTkZBUVFZ2x/4cf\n",
              "fqjdu3crKyur3+MsWLBACQkJysnJUUdHhySpvr5e06dP920zfvx4TZgwQQ0NDb3O4fF41NbW1mPp\n",
              "6uo619YBAMB5zrIAFBoaquLiYuXm5mrOnDl64403FBsbK0nyer3q7OxUeXm5ioqK9Oijj/ruDzpt\n",
              "27ZtWrhwocLDw/s8Rl1dnfbv36+9e/fqyJEjWr169TnVumHDBoWGhvZYKioqzmkuAABw/vMzxpiR\n",
              "OJDH41FERIT27dunxMREVVVVaebMmZKkxYsXKyMjQytWrJB06ibpWbNm6fnnn1dGRsaA5n/77bf1\n",
              "4IMP6sCBA9q3b5+WLVumgwcPSpLa29sVHh6u1tZWBQcH91qbx+PpsW7t2rV65plnhtIyAAA4T1n6\n",
              "FFhjY6Pvc35+vubPn6/IyEgtXbpUJSUlkqSjR4+qoqKix43OpaWl8nq9uvnmm/ucu6WlRZ999pmk\n",
              "Uzc9FxUVKTExUZI0Z84cnTx5Um+++aYk6ac//am+/vWv9xp+JCkoKEgTJkzosfj7+w+teQAAcN6y\n",
              "7CkwScrLy1NZWZm8Xq9SU1NVWFgo6dQlp+XLl2vz5s2SpDVr1mju3Lm+/QoLC7V8+XKNG9czn23Z\n",
              "skUNDQ164okndPDgQa1cuVJ+fn7yer2aPXu274zNuHHj9PLLL2vlypU6fvy4pk6dql/+8pdWtgoA\n",
              "AMaQEbsENtbk5ORo48aNo10GAACwAG+CBgAAtkMAAgAAtkMAAgAAtkMAAgAAtkMAAgAAtkMAAgAA\n",
              "tkMAAgAAtkMAAgAAtkMAAgAAtkMAAgAAtkMAAgAAtkMAAgAAtkMAAgAAtkMAAgAAtkMAAgAAtkMA\n",
              "AgAAtkMAAgAAtkMAAgAAtkMAAgAAtkMAAgAAtkMAAgAAtkMAAgAAtkMAAgAAtkMAAgAAtkMAAgAA\n",
              "tkMAAgAAtkMAAgAAtkMAAgAAtkMAAgAAtkMAAgAAtkMAAgAAtkMAAgAAtkMAAgAAtmNpACopKVFS\n",
              "UpKcTqdSUlJUVVUlSTLGaN26dYqOjpbD4VB6erpvn+TkZLlcLrlcLsXHx8vPz0/V1dVnzN3Q0KCM\n",
              "jAxdc801cjqdWrRokY4cOeIbnzFjhq655hrfXEVFRVa2CgAAxpAAqyZuaWlRZmam9uzZo7i4OJWV\n",
              "lSkzM1Nut1ubNm1SdXW13G63AgMDdfjwYd9+5eXlvs/FxcVav369nE7nGfP7+/tr7dq1uuGGGyRJ\n",
              "q1ev1urVq7Vt2zbfNkVFRXK5XFa1CAAAxijLAlBNTY3CwsIUFxcnSUpLS1N9fb0qKytVUFCg0tJS\n",
              "BQYGSpIiIiJ6naOwsFDZ2dm9jk2ZMkVTpkzxfU9OTtZzzz03zF0AAIALkWWXwKKiotTc3Ky9e/dK\n",
              "knbt2qX29na53W41NTVp586dSk5OVnJycq+Xpz788EPt3r1bWVlZZz1WV1eXnnvuOd1+++091n/z\n",
              "m9+Uw+FQdnZ2j8tjX+TxeNTW1tZj6erqGmTHAABgrLAsAIWGhqq4uFi5ubmaM2eO3njjDcXGxkqS\n",
              "vF6vOjs7VV5erqKiIj366KO++4NO27ZtmxYuXKjw8PB+j2OM0cMPP6zLLrtM3/nOd3zr9+zZo+rq\n",
              "alVWVio8PFz33ntvn3Ns2LBBoaGhPZaKioohdA8AAM5nfsYYMxIH8ng8ioiI0L59+5SYmKiqqirN\n",
              "nDlTkrR48WJlZGRoxYoVkk6FmlmzZun5559XRkZGv/M+8sgjqqmp0W9+8xvfJbUvamxsVHR0tNrb\n",
              "2/uszePx9Fi3du1aPfPMM4NtEwAAjAGWPgXW2Njo+5yfn6/58+crMjJSS5cuVUlJiSTp6NGjqqio\n",
              "6HGjc2lpqbxer26++eZ+5//2t7+t9957T6+99lqP8NPR0aFPP/3U93379u1KTEzsc56goCBNmDCh\n",
              "x+Lv7z/YdgEAwBhh2U3QkpSXl6eysjJ5vV6lpqaqsLBQ0qlLTsuXL9fmzZslSWvWrNHcuXN9+xUW\n",
              "Fmr58uUaN65nPtuyZYsaGhr0xBNP6L//+7/17LPPKiYmRsnJyZKkq6++Wq+99pqampq0aNEidXV1\n",
              "yRijmTNn6qWXXrKyVQAAMIaM2CWwsSYnJ0cbN24c7TIAAIAFeBM0AACwHQIQAACwHQIQAACwHQIQ\n",
              "AACwHQIQAACwHQIQAACwHQIQAACwHQIQAACwHQIQAACwHQIQAACwHQIQAACwHQIQAACwHQIQAACw\n",
              "HQIQAACwHQIQAACwHQIQAACwHQIQAACwHQIQAACwHQIQAACwHQIQAACwHQIQAACwHQIQAACwHQIQ\n",
              "AACwHQIQAACwHQIQAACwHQIQAACwHQIQAACwHQIQAACwHQIQAACwHQIQAACwHQIQAACwHQIQAACw\n",
              "HQIQAACwHUsDUElJiZKSkuR0OpWSkqKqqipJkjFG69atU3R0tBwOh9LT0337JCcny+VyyeVyKT4+\n",
              "Xn5+fqquru51/vLyciUkJCg6Olrz58/XoUOHBjQGAABszljk6NGjZtKkScbtdhtjjNmzZ4+Ji4sz\n",
              "xhjzk5/8xNx5553G4/EYY4xpbGzsdY5XXnnFxMfH9zrW1dVlZs2aZUpLS40xxhQUFJh/+qd/OuvY\n",
              "QD366KOD2h4AAIwdlp0BqqmpUVhYmOLi4iRJaWlpqq+vV2VlpQoKCvTUU08pMDBQkhQREdHrHIWF\n",
              "hcrOzu51bP/+/QoICPCdPVq5cqV++9vf6vjx4/2OAQAAWBaAoqKi1NzcrL1790qSdu3apfb2drnd\n",
              "bjU1NWnnzp1KTk5WcnKyioqKztj/ww8/1O7du5WVldXr/PX19Zo+fbrv+/jx4zVhwgQ1NDT0O9Yb\n",
              "j8ejtra2HktXV9dQ2gcAAOexAKsmDg0NVXFxsXJzc3Xs2DGlpqYqNjZWkuT1etXZ2any8nLV1tZq\n",
              "3rx5iomJUUJCgm//bdu2aeHChQoPD7eqRJ8NGzZo/fr1PdalpKRYflwAADA6LL0JOj09Xbt379b+\n",
              "/fv19NNPq6GhQfPmzVNISIjvzM6MGTN0/fXXa9++fb79jDF64YUX+rz8JUlXXXWV6urqfN/b29vV\n",
              "2tqqqVOn9jvWm9zcXLW2tvZY5s6dO9T2AQDAecrSANTY2Oj7nJ+fr/nz5ysyMlJLly5VSUmJJOno\n",
              "0aOqqKiQ0+n0bVtaWiqv16ubb765z7nnzJmjkydP6s0335Qk/fSnP9XXv/51BQcH9zvWm6CgIE2Y\n",
              "MKHH4u/vP+T+AQDA+cmyS2CSlJeXp7KyMnm9XqWmpqqwsFDSqUtOy5cv1+bNmyVJa9as6XHGpbCw\n",
              "UMuXL9e4cT3z2ZYtW9TQ0KAnnnhC48aN08svv6yVK1fq+PHjmjp1qn75y19KUr9jAAAAfsYYM9pF\n",
              "nI9ycnK0cePG0S4DAABYgDdBAwAA2yEAAQAA2yEAAQAA2yEAAQAA2yEAAQAA2yEAAQAA2yEAAQAA\n",
              "2yEAAQAA2yEAAQAA2yEAAQAA2yEAAQAA2yEAAQAA2yEAAQAA2yEAAQAA2yEAAQAA2yEAAQAA2yEA\n",
              "AQAA2yEAAQAA2yEAAQAA2yEAAQAA2yEAAQAA2yEAAQAA2yEAAQAA2yEAAQAA2yEAAQAA2yEAAQAA\n",
              "2yEAAQAA2yEAAQAA2yEAAQAA2yEAAQAA2xl0AGppadHKlSsVGRmpqKgo/fM//7NaWlqsqA0AAMAS\n",
              "gw5A9913nwICAvTqq6+quLhYAQEBuu+++ywoDQAAwBoBg93h73//u3bu3On7/uyzz+raa68d1qIA\n",
              "AACsNOgzQFOnTtWRI0d8348cOaIrrrii121LSkqUlJQkp9OplJQUVVVVSZKMMVq3bp2io6PlcDiU\n",
              "np7u26e/sc/74x//KJfL5VumTp2q2bNn+8b9/PzkcDh842VlZYNtFQAAXKAGfAYoJydHknTZZZfJ\n",
              "4XDoa1/7miTp97//vdLS0s7YvqWlRZmZmdqzZ4/i4uJUVlamzMxMud1ubdq0SdXV1XK73QoMDNTh\n",
              "w4d9+/U39nkZGRnKyMjwfV+4cOEZYamsrEwTJ04caIsAAMAmBhyAQkNDJUkOh0MOh8O3/qGHHup1\n",
              "+5qaGoWFhSkuLk6SlJaWpvr6elVWVqqgoEClpaUKDAyUJEVERPj262+sLw0NDfrzn/+srVu3DrQd\n",
              "AABgYwMOQI8//vigJo6KilJzc7P27t2refPmadeuXWpvb5fb7VZTU5N27typ4uJiSafOLt1zzz1q\n",
              "a2vrc6w/27Zt01e/+lVNnjy5x/oFCxbI6/VqwYIFys/P16WXXtrr/h6PRx6Pp8e6rq6uQfULAADG\n",
              "jkHfBP3ZZ5/pxRdf1D/+8Q95vV7f+k2bNvXYLjQ0VMXFxcrNzdWxY8eUmpqq2NhYSZLX61VnZ6fK\n",
              "y8tVW1urefPmKSYmRtOmTetzLCEhodd6jDHaunXrGcevq6vTVVddpY6ODj300ENavXq1Nm/e3Osc\n",
              "GzZs0Pr163usS0lJGeyfBgAAjBGDDkB33XWXLrroIl133XXy9/fvd9v09HTffTkej0cRERGaN2+e\n",
              "QkJClJWVJUmaMWOGrr/+eu3bt08JCQn9jvVm9+7dOn78eI/7gSTpqquukiRdeumlevjhh/Xggw/2\n",
              "WWdubq7vHqfT1q5d229vAABg7Bp0AKqvr9f//M//DGjbxsZGXX755ZKk/Px8zZ8/X5GRkVq6dKlK\n",
              "Skr08MMP6+jRo6qoqNDq1aslqd+x3hQWFuq+++7rEcZaWloUFBSkSy65RN3d3SoqKlJiYmKfcwQF\n",
              "BSkoKKjHurOFOwAAMHYN+jH4mJgYffLJJwPaNi8vTzExMYqMjFRdXZ0KCwslnbrkVFJSovj4eN14\n",
              "441as2aN5s6de9axvLw8bdmyxTd/a2urduzYofvvv7/HcQ8ePKiUlBQlJCTI4XCoublZP/nJTwbb\n",
              "KgAAuED5GWPMYHb43//9X91222267rrrFBwc7Ft/oT2BlZOTo40bN452GQAAwAKDvgT2wAMPKDU1\n",
              "VUlJSVwmAgAAY9KgA1BLS4teeuklK2oBAAAYEYO+ByghIUGHDh2yohYAAIARMegzQEeOHFF8fLxS\n",
              "U1N73AO0Y8eOYS0MAADAKoMOQFlZWb739AAAAIxFAw5ABQUFuuOOO3TvvfdaWQ8AAIDlBnwP0Lhx\n",
              "43T//ffL6XTqBz/4gfbv329lXQAAAJYZcAD63ve+p7KyMv3pT3/S9OnTlZeXp6ioKH37299WaWmp\n",
              "uru7rawTAABg2Az6KbDJkyfrgQce0O9+9zu98847uuGGG/Tzn/9ckZGRVtQHAAAw7AZ9E/Tn1dTU\n",
              "6O6779bdd9+tkydPDldNAAAAlhpwAGpraztj3e23364DBw7IGKMJEyYMa2EAAABWGXAAmjhxovz8\n",
              "/PTFnw4LDQ2Vn5+furq6hr04AAAAKwz4HqBvfvObys7OVnt7u7q7u9Xd3a3p06eru7ub8AMAAMaU\n",
              "AQegbdu26dZbb1V6erp2794tSfLz87OsMAAAAKsM6iboO++8U/PmzdODDz6oV199lTM/AABgTBrw\n",
              "GaC2tjbV1tZqypQp2rlzpxISEpSWlqba2tpeb5AGAAA4Xw04AD322GM93v6cnZ2tl19+WZWVlVqz\n",
              "Zo0lxQEAAFhhwAGooqJCixYtOmP9XXfdpT179gxrUQAAAFYacADyer19TzJu0C+UBgAAGDUDTi4n\n",
              "T57s9V6f1tZW3gINAADGlAEHoCVLlmjZsmVqaWnxrWtpadHy5cu1ZMkSS4oDAACwwoAD0A9+8ANN\n",
              "nDhR06ZNU2JiohITEzVt2jSNHz9ea9eutbJGAACAYTXg9wD5+/vrxRdfVF5eniorKyVJs2fP1qxZ\n",
              "sywrDgAAwAqD/jX4WbNmEXoAAMCYxuNbAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADA\n",
              "dghAAADAdghAAADAdghAAADAdiwNQCUlJUpKSpLT6VRKSoqqqqokScYYrVu3TtHR0XI4HEpPT/ft\n",
              "09/Y59XW1srf318ul8u31NTU+MZff/11xcTEKCoqSnfddVevv2QPAADsadA/hTFQLS0tyszM1J49\n",
              "exQXF6eysjJlZmbK7XZr06ZNqq6ultvtVmBgoA4fPuzbr7+xLxo/frzefffdM9YfO3ZM2dnZ2r17\n",
              "t2JiYrRq1Srl5+eroKDAilYBAMAYY1kAqqmpUVhYmOLi4iRJaWlpqq+vV2VlpQoKClRaWqrAwEBJ\n",
              "UkREhG+//sYG6g9/+IMSExMVExMjSXr44Yf1la98hQAEAAAkWXgJLCoqSs3Nzdq7d68kadeuXWpv\n",
              "b5fb7VZTU5N27typ5ORkJScnq6ioSJLU1tbW51hvOjo6dN1112n27Nl64okn1NXVJUmqr6/X9OnT\n",
              "fdvNmDFDjY2N8nq9vc7j8XjU1tbWYzk9FwAAuPBYdgYoNDRUxcXFys3N1bFjx5SamqrY2FhJktfr\n",
              "VWdnp8rLy1VbW6t58+YpJiZG06ZN63MsISGhx/yXX365Dh06pMmTJ+vo0aO655579PTTT+uxxx4b\n",
              "dK0bNmzQ+vXre6xLSUk59+YBAMB5zdKboNPT07V7927t379fTz/9tBoaGjRv3jyFhIQoKytL0qmz\n",
              "M9dff7327dunSZMm9Tn2RUFBQZo8ebIkadKkSbr//vtVVlYmSbrqqqtUV1fn27a2tlaXX365AgJ6\n",
              "z3u5ublqbW3tscydO3dY/xYAAOD8YWkAamxs9H3Oz8/X/PnzFRkZqaVLl6qkpESSdPToUVVUVMjp\n",
              "dEpSv2Of9/HHH+vkyZOSTl3C2rFjhxITEyVJt9xyiyorK3Xw4EFJ0ubNm7VkyZI+6wwKCtKECRN6\n",
              "LP7+/sPwFwAAAOcjSwNQXl6eYmJiFBkZqbq6OhUWFko6dcmppKRE8fHxuvHGG7VmzRrfGZf+xvLy\n",
              "8rRlyxZJ0n/9138pMTFRCQkJmj17tiIiIvT//t//k3Tq6bBf/OIXuuOOOxQZGamPPvpIa9eutbJV\n",
              "AAAwhvgZY8xoF3E+ysnJ0caNG0e7DAAAYAHeBA0AAGyHAAQAAGyHAAQAAGyHAAQAAGyHAAQAAGyH\n",
              "AAQAAGyHAAQAAGyHAAQAAGyHAAQAAGyHAAQAAGyHAAQAAGyHAAQAAGyHAAQAAGyHAAQAAGyHAAQA\n",
              "AGyHAAQAAGyHAAQAAGyHAAQAAGyHAAQAAGyHAAQAAGyHAAQAAGyHAAQAAGyHAAQAAGyHAAQAAGyH\n",
              "AAQAAGyHAAQAAGyHAAQAAGyHAAQAAGyHAAQAAGyHAAQAAGyHAAQAAGyHAAQAAGyHAAQAAGzH0gBU\n",
              "UlKipKQkOZ1OpaSkqKqqSpJkjNG6desUHR0th8Oh9PR03z79jX3egQMHdOONNyomJkbx8fG6//77\n",
              "1dnZ6Rv38/OTw+GQy+WSy+VSWVmZla0CAIAxJMCqiVtaWpSZmak9e/YoLi5OZWVlyszMlNvt1qZN\n",
              "m1RdXS23263AwEAdPnzYt19/Y58XHBys5557Tk6nU11dXfrGN76hf/u3f9O6det825SVlWnixIlW\n",
              "tQgAAMYoywJQTU2NwsLCFBcXJ0lKS0tTfX29KisrVVBQoNLSUgUGBkqSIiIifPv1N/Z5UVFRvs/+\n",
              "/v667rrr5Ha7rWoHAABcQCy7BBYVFaXm5mbt3btXkrRr1y61t7fL7XarqalJO3fuVHJyspKTk1VU\n",
              "VCRJamtr63OsPx0dHfrFL36h22+/vcf6BQsWKCEhQTk5Oero6Ohzf4/Ho7a2th5LV1fXELoHAADn\n",
              "M8vOAIWGhqq4uFi5ubk6duyYUlNTFRsbK0nyer3q7OxUeXm5amtrNW/ePMXExGjatGl9jiUkJPR6\n",
              "nBMnTuiee+7RV77yFd15552+9XV1dbrqqqvU0dGhhx56SKtXr9bmzZt7nWPDhg1av359j3UpKSnD\n",
              "9JcAAADnGz9jjBmJA3k8HkVERGjfvn1KTExUVVWVZs6cKUlavHixMjIytGLFCo0fP77PsS86efKk\n",
              "7r77boWHh+tnP/uZ/Pz8ej3222+/rQcffFAHDhzoszaPx9Nj3dq1a/XMM88MpWUAAHCesvQpsMbG\n",
              "Rt/n/Px8zZ8/X5GRkVq6dKlKSkokSUePHlVFRYWcTqck9Tv2eV6vV0uWLNGkSZPOCD8tLS367LPP\n",
              "JEnd3d0qKipSYmJin3UGBQVpwoQJPRZ/f/+h/wEAAMB5ydIAlJeXp5iYGEVGRqqurk6FhYWSTl1y\n",
              "KikpUXx8vG688UatWbNGc+fOPetYXl6etmzZIkkqKirSjh079Ne//lWJiYlyuVz61re+JUk6ePCg\n",
              "UlJSlJCQIIfDoebmZv3kJz+xslUAADCGjNglsLEmJydHGzduHO0yAACABXgTNAAAsB0CEAAAsB0C\n",
              "EAAAsB0CEAAAsB0CEAAAsB0CEAAAsB0CEAAAsB0CEAAAsB0CEAAAsB0CEAAAsB0CEAAAsB0CEAAA\n",
              "sB0CEAAAsB0CEAAAsB0CEAAAsB0CEAAAsB0CEAAAsB0CEAAAsB0CEAAAsB0CEAAAsB0CEAAAsB0C\n",
              "EAAAsB0CEAAAsB0CEAAAsB0CEAAAsB0CEAAAsB0CEAAAsB0CEAAAsB0CEAAAsB0CEAAAsB0CEAAA\n",
              "sB0CEAAAsB0CEAAAsB1LA1BJSYmSkpLkdDqVkpKiqqoqSZIxRuvWrVN0dLQcDofS09N9+/Q39kWv\n",
              "v/66YmJiFBUVpbvuukttbW0DGgMAAPZmWQBqaWlRZmamXnzxRVVXV6ugoECZmZmSpE2bNqm6ulpu\n",
              "t1sHDhzQ9u3bffv1N/Z5x44dU3Z2tn7zm9/oH//4h6ZOnar8/PyzjgEAAFgWgGpqahQWFqa4uDhJ\n",
              "Ulpamurr61VZWamCggI99dRTCgwMlCRFRET49utv7PP+8Ic/KDExUTExMZKkhx9+2BeW+hsDAACw\n",
              "LABFRUWpublZe/fulSTt2rVL7e3tcrvdampq0s6dO5WcnKzk5GQVFRVJktra2voc+6L6+npNnz7d\n",
              "933GjBlqbGyU1+vtd6w3Ho9HbW1tPZaurq7h+lMAAIDzTIBVE4eGhqq4uFi5ubk6duyYUlNTFRsb\n",
              "K0nyer3q7OxUeXm5amtrNW/ePMXExGjatGl9jiUkJFhVqjZs2KD169f3WJeSkmLZ8QAAwOiy9Cbo\n",
              "9PR07d69W/v379fTTz+thoYGzZs3TyEhIcrKypJ06uzM9ddfr3379mnSpEl9jn3RVVddpbq6Ot/3\n",
              "2tpaXX755QoICOh3rDe5ublqbW3tscydO3c4/xQAAOA8YmkAamxs9H3Oz8/X/PnzFRkZqaVLl6qk\n",
              "pESSdPToUVVUVMjpdEpSv2Ofd8stt6iyslIHDx6UJG3evFlLliw561hvgoKCNGHChB6Lv7//MPwF\n",
              "AADA+cjPGGOsmvyBBx5QWVmZvF6vUlNT9eyzz2rixIlqbm7W8uXL9f7770s6dZPyww8/LEn9juXl\n",
              "5Wnq1Kl66KGHJJ26r+ixxx6T1+tVfHy8XnzxRYWGhp51bCBycnK0cePGYftbAACA84elAWgsIwAB\n",
              "AHDh4k3QAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADA\n",
              "dghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghA\n",
              "AADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADA\n",
              "dghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdiwNQCUlJUpKSpLT6VRKSoqqqqokScYYrVu3\n",
              "TtHR0XI4HEpPT/ftc9NNN+nqq6+Wy+WSy+XSj3/8417n/uMf/+jbxuVyaerUqZo9e7Zv3M/PTw6H\n",
              "wzdeVlZmZasAAGAMCbBq4paWFmVmZmrPnj2Ki4tTWVmZMjMz5Xa7tWnTJlVXV8vtdiswMFCHDx/u\n",
              "se+Pf/xj3XHHHf3On5GRoYyMDN/3hQsX9ghSklRWVqaJEycOV0sAAOACYVkAqqmpUVhYmOLi4iRJ\n",
              "aWlpqq+vV2VlpQoKClRaWqrAwEBJUkRExJCO1dDQoD//+c/aunXrkOsGAAAXPssugUVFRam5uVl7\n",
              "9+6VJO3atUvt7e1yu91qamrSzp07lZycrOTkZBUVFfXY9/vf/74cDofuuecevf/++2c91rZt2/TV\n",
              "r35VkydP7rF+wYIFSkhIUE5Ojjo6Ovrc3+PxqK2trcfS1dV1Dl0DAICxwLIAFBoaquLiYuXm5mrO\n",
              "nDl64403FBsbK0nyer3q7OxUeXm5ioqK9Oijj/ruD/rlL3+pgwcPqrq6WmlpaVq4cGG/xzHGaOvW\n",
              "rcrOzu6xvq6uTvv379fevXt15MgRrV69us85NmzYoNDQ0B5LRUXFEP8CAADgfOVnjDEjcSCPx6OI\n",
              "iAjt27dPiYmJqqqq0syZMyVJixcvVkZGhlasWHHGfsHBwTp06JDCwsJ6nfett95SVlaW6urq5O/v\n",
              "3+s2b7/9th588EEdOHCgz9o8Hk+PdWvXrtUzzzwzmBYBAMAYYelTYI2Njb7P+fn5mj9/viIjI7V0\n",
              "6VKVlJRIko4ePaqKigo5nU55vV41NTX59nn11Vc1ZcqUPsOPJBUWFuq+++7rEX5aWlr02WefSZK6\n",
              "u7tVVFSkxMTEPucICgrShAkTeix9hSkAADD2WXYTtCTl5eWprKxMXq9XqampKiwslHTqktPy5cu1\n",
              "efNmSdKaNWs0d+5cdXR06Gtf+5o8Ho/GjRun8PBw7dq1q8d8U6dO1UMPPSRJam1t1Y4dO844s3Pw\n",
              "4EGtXLlSfn5+8nq9mj179nlzNufjtk590PyZrg67RJMnXDza5QAAMOKOn+zSMY9XIUEBCr5odE44\n",
              "jNglsLEmJydHGzduHLb53n7vE33vlXfV0Pp/l9qumBisjfe4lHx132e4AAC4UBxp9+jlv9SqxN2k\n",
              "zpNduvgif90aH6Gs1OkKDwka0Vp4E/QIePu9T5S1tbxH+JGkQ58e1zd+/heVf9A8SpUBADAyjrR7\n",
              "9Mj2d/Sr8np1eLwKGOenDo9XL5fXadWv39Enxzxnn2QYEYBGwPdeeVdd3ac++/n93yJJXd1STtG7\n",
              "o1YbAAAj4eW/1Oq9j9v1pZAgXXZpoC4NCtBllwbqSyFBeu/jdr38dt2I1kMAstjHbZ2+Mz+nQ89p\n",
              "p78f+vS4Pm7rHOHKAAAYGcdPdqnE3aTgAH8F+PeMHgH+4xQU4K8//O2wjp8cuXfwEYAs9kHzZ8O6\n",
              "HQAAY80xj1edJ7sUGNB77AgKGKfOE6dujB4pBCCLXR12ybBuBwDAWBMSFKCLL/LXCW93r+Meb7cu\n",
              "DvRXSJClD6f3QACy2OQJF2tq6Kk727/4vN3p71dMDOaReADABSv4In/dEj9Fx71d8nb1DEHerm55\n",
              "vF26NS5iRB+JJwCNgB8vSdTpS57G/N8iSf7jpI33uEatNgAARsKy1BmKnDxeR455dLTjhDo8Xh3t\n",
              "OKEjxzyKmjxeWanTR7QeAtAISL46TL9+IEVXTAzusf6KicH69QMpvAcIAHDBCw8J0nPfSFRW8nSF\n",
              "BAfI220UEhygrOTpevYbiSP+HiBehNiH4X4R4mm8CRoAYHfnw5ugR+5uI0g6dU8QwQcAYGfBF/mP\n",
              "WvA5jUtgAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADAdghAAADA\n",
              "dghAAADAdvgtsD7cddddmjFjxrDP29XVpYqKCs2dO1f+/qP7GnAr0N/Yd6H3SH9j34Xe44Xen2Rt\n",
              "j9OnT9d3vvOds25HABphbW1tCg0NVWtrqyZMmDDa5Qw7+hv7LvQe6W/su9B7vND7k86PHrkEBgAA\n",
              "bIcABAAAbIcABAAAbIcANMKCgoL0+OOPKygoaLRLsQT9jX0Xeo/0N/Zd6D1e6P1J50eP3AQNAABs\n",
              "hzNAAADAdghAAADAdghAAADAdghAw+QrX/mKnE6nXC6X0tLS9M4770iSZsyYoWuuuUYul0sul0tF\n",
              "RUW97v/WW2/p4osv9m3ncrnU2dk5ki2c1VB7lKQDBw7opptu0rXXXqtrr71WO3bsGKnyz2qo/b3w\n",
              "wgs9/vmFh4frrrvuGskW+jXU/rq7u5WTk6PY2Fg5nU6lp6frvffeG8kWzmo4evyXf/kXxcfHKyYm\n",
              "RtnZ2Tpx4sRIttCvvvrzeDxatWqVoqKi5HA4lJWV1ecchYWFioqK0qxZs/TAAw/o5MmTI1X+WQ21\n",
              "v9raWt10000KDQ2Vy+UawcoHbqg9lpaWau7cuYqNjVVcXJwee+wxdXd3j2QL/Rpqf2+//bbv39O4\n",
              "uDitXLlSHo/HmmINhkVLS4vv844dO4zT6TTGGDN9+nTzzjvvnHX/N9980yQkJFhT3DAZao8dHR3m\n",
              "6quvNmVlZcYYY7xer/n444+tKPWcDLW/L4qLizPFxcXDVN3QDbW/1157zcydO9ecOHHCGGNMfn6+\n",
              "Wbx4sRWlnrOh9vizn/3MpKenG4/HY7q7u82KFSvMj370I4uqHby++vvud79rVq1aZbq7u40xxjQ2\n",
              "Nva6//vvv28uv/xy09jYaLq7u83Xv/5189xzz1le90ANtb/m5mZTVlZmXn/99fP2v0+H2mNlZaWp\n",
              "qakxxhjT2dlprr/+evPCCy9YWvNgDLW/jo4O33/HdHV1mTvuuMNs3LjRkloDrIlV9jNx4kTf59bW\n",
              "Vvn5+Y1eMRYZao+//vWvlZKSohtuuEGS5O/vry996UvDWeKQDOc/w/Lycn388ce67bbbhqGy4THU\n",
              "/vz8/OTxeHT8+HEFBASora1NV1555TBXOTRD7bGqqkpf/vKXFRgYKEm69dZbtW7dOq1evXo4yzxn\n",
              "vfXX0dGhwsJCffTRR75+IyIiet2/uLhYt912m2/8oYce0pNPPqlvfetbltc+EEPtb9KkSbrhhhv0\n",
              "1ltvjUC152aoPSYmJvo+BwcHy+Vyqba21sqSB2Wo/V1yySW+zydOnFBnZ6d1/3tqSayyqWXLlpkr\n",
              "r7zSXHnllaa6utoYc+r/eTocDhMfH2/uv//+Ps94vPnmmyYkJMQkJiaapKQk8x//8R8jWfqADaXH\n",
              "Rx991Nx3333ma1/7mklISDDLli07r84AGTO0/j7vgQceMDk5OVaXO2hD6a+rq8t85zvfMZdccomZ\n",
              "MmWKmT17tmlvbx/J8gdkKD1u3brVJCcnm9bWVnPixAlzzz33mPHjx49k+Wf1xf6qqqrM9OnTzZo1\n",
              "a8ycOXPMDTfcYP70pz/1uu+qVavMk08+6fv+t7/9zUybNm2kSh+QofR32vl+Rn04ejTm1FmUKVOm\n",
              "mH379o1A1QM31P4++OAD43Q6zaWXXmruvvtu4/F4LKmTAGSBbdu2mVtvvdUYY0xdXZ0xxpgTJ06Y\n",
              "xx57zLf+i1pbW82nn35qjDHmww8/NA6HwxQVFY1MwefgXHp85JFHzJVXXmk++ugj093dbb7//e+b\n",
              "RYsWjVjNg3Eu/Z127NgxM378ePO3v/3N8jrP1bn0V15ebhYsWGBaWlpMV1eXWb16tcnMzByxmgfr\n",
              "XHrs7u42jz/+uHG5XCY1NdWsXbvWXHbZZSNW82Cc7m///v1GknnxxReNMacukYSFhZnDhw+fsc9Y\n",
              "CECnnUt/p53vAei0ofTY2tpqkpKSzNNPPz1S5Q7aUPozxpj29nZz++23m+3bt1tSHwHIIsHBweaT\n",
              "Tz7psa6hocGEhIQMaP8nn3zSrFq1yorShs1geywoKDDLli3zfXe73eaKK66wtMahONd/hi+88IJJ\n",
              "SUmxsrRhMdj+vvWtb5l//dd/9X13u91m6tSpltY4VEP993D79u3mhhtusKK0YREcHGwOHz5sxo0b\n",
              "Z7xer299UlKS+c///M8ztv/Rj35kVq5c6fv+u9/9zlx//fUjUuu5GGx/p42VAGTMufXY1tZmUlNT\n",
              "TX5+/kiVec7O9Z/hadu3bzcLFy60pDaeAhsGn376qRoaGnzff/Ob3ygsLEzBwcH69NNPfeu3b9/e\n",
              "4/rt5zU2Nvru5G9vb9frr7/e57ajYTh6vPvuu7Vv3z61tbVJkn7/+98rISHB0roHajj6O62wsFDZ\n",
              "2dlWlXpOhqO/mTNnqrS01PdU1Ouvv674+HhL6x6M4ejx+PHjamlpkSR98skneuqpp/TYY49ZWvdA\n",
              "9dXf5MmTtWDBAv3xj3+UJH3wwQf64IMPdO21154xx6JFi7Rr1y4dPnxYxhht2bJFS5YsGbEe+jMc\n",
              "/Z3vhqPHY8eO6ZZbbtEtt9yiH/zgByNW+0AMR3/vvfee78nEEydO6LXXXpPT6bSmYEtilc3U1taa\n",
              "6667zsTHxxun02kWLFhg3nnnHVNTU2NcLpfv3oPbbrvNfPDBB779srOzzc6dO40xxjz77LMmNjbW\n",
              "OJ1OExsbax5//HHf3fLng+Ho0RhjXnrpJRMXF2ccDoe55ZZbTH19/Sh0c6bh6u/gwYMmJCTEtLW1\n",
              "jUIXfRuO/o4fP25WrFhhYmJijMPhMDfffLPvaZTzwXD0ePjwYRMTE2NiY2NNTEyMef7550epmzP1\n",
              "1Z8xxtTU1JibbrrJN/b5pw+/+J/Rn/3sZ2bmzJlm5syZ5v777/c9cTPahqO/jo4Oc8UVV5jw8HBz\n",
              "0UUXmSuuuMJ8//vfH412ejUcPf7whz80AQEBJiEhwbf88Ic/HI12zjAc/f30pz81cXFxvv8tfOSR\n",
              "R0xnZ6cl9fJbYAAAwHa4BAYAAGyHAAQAAGyHAAQAAGyHAARgzPJ6vVq/fr1iYmIUHx8vl8ulBx98\n",
              "UB999JEyMjIUHh7e4820n7dq1SoVFRWps7NTS5Ys0Zw5c/T73//+rHN//okyAGMXN0EDGLPuvfde\n",
              "HT16VC+99JIuu+wyGWNUXFwsp9OpQ4cOadKkSbrpppvOCC3GGEVGRurdd9/V9u3b5fF4tHz5cn35\n",
              "y1/WX/7yl37nnjNnjmbOnDkK3QIYTvwWGIAx6b333tMrr7yi+vp6XXbZZZJO/V7Z4sWLJUnXXHNN\n",
              "n7+R9Ne//lXXXHONxo8fL2OMxo0b1+P3hs42N4Cxj0tgAMakyspKRUVFKTw8fND7vvbaa7rjjjsk\n",
              "ScuWLdNbb72lG2+80fdiuaHMDWBs4AwQANvZtWuX/vznP0s69evTr7zyyihXBGCkcQYIwJg0e/Zs\n",
              "/eMf/1Bzc/Og9vv73/+uiRMnasqUKcM+N4CxgwAEYEyKjIzUokWLlJ2d7bvJ2RijV199Ve+//36f\n",
              "+33+8tdwzw1g7CAAARiztm7dqoSEBCUnJysuLk6xsbF64403NGnSJDmdTqWmpqqtrU1XXnmlli1b\n",
              "JunUDzSeLQCdbW4AYx+PwQOwjcbGRmVkZKi6unq0SwEwyghAAADAdrgEBgAAbIcABAAAbIcABAAA\n",
              "bIcABAAAbIcABAAAbIcABAAAbIcABAAAbIcABAAAbIcABAAAbOf/AyYsGYn6r8hdAAAAAElFTkSu\n",
              "QmCC\n",
              "\">\n",
              "      </div>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-560932c8-0554-445b-bb26-2d1291315337\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-560932c8-0554-445b-bb26-2d1291315337\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<google.colab._quickchart_helpers.SectionTitle at 0x7fe534fc8250>"
            ],
            "text/html": [
              "<h4 class=\"colab-quickchart-section-title\">Time series</h4>\n",
              "<style>\n",
              "  .colab-quickchart-section-title {\n",
              "      clear: both;\n",
              "  }\n",
              "</style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "from matplotlib import pyplot as plt\n",
              "import seaborn as sns\n",
              "def _plot_series(series, series_name, series_index=0):\n",
              "  from matplotlib import pyplot as plt\n",
              "  import seaborn as sns\n",
              "  palette = list(sns.palettes.mpl_palette('Dark2'))\n",
              "  xs = series['T/sec']\n",
              "  ys = series['C1/°C']\n",
              "  \n",
              "  plt.plot(xs, ys, label=series_name, color=palette[series_index % len(palette)])\n",
              "\n",
              "fig, ax = plt.subplots(figsize=(10, 5.2), layout='constrained')\n",
              "df_sorted = _df_6.sort_values('T/sec', ascending=True)\n",
              "for i, (series_name, series) in enumerate(df_sorted.groupby('Step')):\n",
              "  _plot_series(series, series_name, i)\n",
              "  fig.legend(title='Step', bbox_to_anchor=(1, 1), loc='upper left')\n",
              "sns.despine(fig=fig, ax=ax)\n",
              "plt.xlabel('T/sec')\n",
              "_ = plt.ylabel('C1/°C')"
            ],
            "text/html": [
              "      <div class=\"colab-quickchart-chart-with-code\" id=\"chart-75daab58-3e0b-4998-8452-fe23242c500c\">\n",
              "        <img style=\"width: 180px;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABH8AAAITCAYAAACezbCZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\n",
              "bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\n",
              "AAAPYQGoP6dpAAB4hUlEQVR4nOzdeXiU9b3//9fMZCOQhbAFQkgIIUAgyQQQQUAItGitRRQVcQEU\n",
              "FFEKyDk/l1b6PW2t9vttq4BUwYoo1CKulFJ6PAphkUVkScIOgQQIYYcsZE9mfn8EcqQECZDJZ2by\n",
              "fFzXXBczc9/3vKa3YZoX7/ncFqfT6RQAAAAAAAC8ktV0AAAAAAAAALgO5Q8AAAAAAIAXo/wBAAAA\n",
              "AADwYpQ/AAAAAAAAXozyBwAAAAAAwItR/gAAAAAAAHgxyh8AAAAAAAAvRvkDAAAAAADgxby+/Jk1\n",
              "a5bpCAAAAAAAAMb4mA7gaocPHzYdAQAAAACAeudwOFRWVqby8nLTUWBAkyZN5OfnV6dtvb78AQAA\n",
              "AADA2xQVFSk7O1uVlZWyWCym48AAp9Opdu3aqVWrVtfclvIHAAAAAAAPUllZqczMTAUEBKht27by\n",
              "9/enAGpknE6nTp06pdzcXIWEhFxzAojyBwAAAAAAD1JUVCSLxaJ27dopKCjIdBwY0rp1axUWFqqk\n",
              "pOSa5Y/XL/gMAAAAAIA3stlspiPAoOuZ9qL8AQAAAAAA8GKUPwAAAAAAwC0sXLhQ3bt3V9euXdWx\n",
              "Y0f17dtXVVVV+u1vf6ujR4+ajuexWPMHAAAAAAAYd/jwYU2dOlXffvut4uLiJEnr16+XxWLR3Llz\n",
              "9aMf/UiRkZGGU3omJn8AAAAAAIBxubm5slqtat26dc1j/fv31wsvvKBTp07p4YcfVteuXbVx40aV\n",
              "lZXp2WefVWJiorp27aq77rpLp0+fliTdf//9evDBB5WcnKzo6GiNHDlSRUVFpt6WW6D8AQAAAAAA\n",
              "xvXp00e9e/dWVFSUhg0bpl/96lfKysrSH/7wB7Vu3Vp/+9vftHfvXvXr10//9V//pcDAQGVkZGjv\n",
              "3r3q3r27/uM//qPmWNu2bVNqaqoyMzN1/vx5vfLKKwbfmXl87QsAAAAAABhns9n05ZdfKi0tTV9/\n",
              "/bW+/PJLvfHGG9q0adMV2/7zn/9UYWGh/vGPf0iSKioq1L59+5rnR4wYodDQUEnSE088oTlz5jTI\n",
              "e3BXlD8AAAAAAMBt2O122e12/ed//qcGDhyoTz755IptHA6HXn/9dd177711Oub1XBbdG/G1LwAA\n",
              "AAAAYFxWVpa++uqrmvunT59WTk6O4uLi1LRpU+Xl5dU8d/fdd+uNN95QYWGhJKmwsFBbt26teX7Z\n",
              "smXKz89XZWWl3n//faWkpDTY+3BHlD8AAAAAAMC4iooK/eY3v1F0dLS6du2q2267TQ899JAefvhh\n",
              "TZo0SZMmTapZ8Pm3v/2tevbsqV69eikuLk69evXSd999V3Msu92ulJQUxcbGKiQkRL/85S8NvjPz\n",
              "LE6n02k6hCtNnz5dr7/+uukYAAAAAADUi/z8fB0+fFixsbEKDAw0Hcft3H///UpKStKMGTNMR3Gp\n",
              "4uJiZWZmKioqSiEhIT+4LZM/AAAAAAAAXowFnwEAAAAAgNf49NNPTUdwO0z+AAAAAAAAeDGXlj/D\n",
              "hg1TYmKi7Ha7Bg4cqO3bt0uSysrKNHnyZHXu3FkJCQl69NFHa91/48aNNZd46969uyZOnKiysjJX\n",
              "RgYAAAAAAPAqLv3a18cff6zQ0FBJ0hdffKFx48YpPT1dL774oiwWi/bv3y+LxaITJ07Uun9SUpK+\n",
              "++47+fr6yuFwaOTIkXrrrbf03HPPuTI2AAAAAACA13Bp+XOp+JGqVyO3WCwqKirS/PnzlZOTI4vF\n",
              "IkkKDw+vdf/vr1peXl6ukpKSmn1qU1ZWdsVkUFVV1U28AwCeLL+sRJPXfKRbwztqcuJg03EAAAAA\n",
              "wAiXr/kzZswYRUZGasaMGVq0aJEOHjyosLAwvfrqq+rdu7cGDhyolStXXnX/7OxsJSUlqWXLlgoJ\n",
              "CdEzzzxz1W1fe+01hYSEXHbbvHmzK94WAA/wzq51Sj22T/9v25fKKjhjOg4AAADg1R5//HFFRETI\n",
              "YrFo48aNlz1XUlKisWPHKioqSnFxcRoxYsRVj7N9+3YNHjxYkZGRioyMVEpKitLS0lwb/ns6deqk\n",
              "jz766LLHSktL1bx5c61fv15vvvmmgoKC1LVrV8XGxur222/XgQMHaj3Wc889p44dOyoxMVErVqxQ\n",
              "165dG+ItXMHl5c/ChQt19OhRvfLKK3rhhRdUWVmpw4cPKz4+Xlu2bNHs2bM1atQonTx5stb9o6Oj\n",
              "lZ6erhMnTqisrEyff/75VV/rpZdeUn5+/mW3Pn36uOqtAXBjeWXFem/3ekmSw+nUnIxUw4kAAAAA\n",
              "7zZq1CitW7dO7dq1u+K5n//857JYLMrKytL+/fv15ptv1nqM7OxsDR06VKNHj9bRo0d19OhRjR49\n",
              "Wj/60Y909OhRV78FSdJjjz2mBQsWXPbYRx99pPDwcPXv31+S1LdvX+3du1eZmZmKjY3V5MmTaz3W\n",
              "22+/rdWrVysjI8PluX9Ig13ta+zYsUpNTVVERISsVqseeeQRSVJycrI6duyoHTt2/OD+zZo100MP\n",
              "PaQPP/zwqtv4+/srODj4spvNZqvX9wHAM7y3e4MKK8rUpkmQJOnTzO06UnjOcCoAAACg/jkcDhWW\n",
              "lbr05nA4rpnjzjvvVExMzBWPFxQU6KOPPtIbb7whq7W6hoiMjKz1GG+88Yb69u2riRMn1jz21FNP\n",
              "qU+fPvrTn/4kSbr//vv14IMPKjk5WdHR0Ro5cqSKiookSXl5eXrooYeUmJiouLg4jR49WqWlpZKk\n",
              "Pn36aOLEierdu7ciIyNreol/9+STT2rdunU6fvx4zWMLFizQmDFjat3+Jz/5iQ4dOnTF48nJySor\n",
              "K9OPf/xjPf7445c9V1FRoYEDB6pHjx6KjY3V8OHDVVBQIElasWKFOnfurPvuu0+dO3dW9+7dr5ik\n",
              "ul4uW/MnLy9PxcXFNY3f0qVL1aJFC7Vu3VpDhw7Vl19+qbvuuktZWVnKyspSt27drjhGZmamoqKi\n",
              "5Ovrq/Lycn3xxRdKTEx0VWQAXqKgvFTzd38jSfr1rT/T4gNbtObYfs3JWK3/1/8+w+kAAACA+lVU\n",
              "Ua5uf/svl77Gnof/S0H+ATe27549CgkJ0csvv6w1a9YoICBAv/rVrzR8+HBJ1RND99xzjx5++GGl\n",
              "paVp6NChVxyjb9++WrVqVc39bdu2acuWLWrWrJmGDRumV155Ra+99pomTZqkgQMH6qOPPpLD4dDo\n",
              "0aP16quv6je/+Y0kKSsrSxs3blR5ebni4uK0cuXKK14vIiJCAwcO1LvvvqsZM2YoKytL3333nT79\n",
              "9NMrclVWVmrJkiW1dhXbt2+XxWLRhg0b1LJlS61YsaLmOZvNpk8//VRt2rSRw+HQmDFj9Pvf/16v\n",
              "vvqqpOo+5E9/+pOGDx+u9957Tw8//LAOHjxYU55dL5dN/uTn52vEiBFKSEhQUlKS5syZo+XLl8ti\n",
              "sWju3Ln6wx/+oISEBI0YMULz5s1TRESEJGnChAlatmyZJGnVqlVKTk5WUlKSkpOT1aZNG82YMcNV\n",
              "kQF4iff3bFB+eaniQlvrrugeei6p+i/zTzK3KufCecPpAAAAgMalsrJSubm5io+P186dOzV79myN\n",
              "HTtWOTk5kqQlS5bo4Ycfvq5jjhgxQqGhofLx8dETTzyh1NTqZR6+/PJLzZo1S127dlV8fLw2b96s\n",
              "zMzMmv0efPBB+fr6qmnTpurevbv2799f6/EnTJigv/71r5Kkd955Rz/60Y/UqlWrmuc3bdqkrl27\n",
              "qkePHrJarZozZ8515Xc6nXr11VfVrVs3de3aVStXrrzsq2Ht2rWrKceeeOIJnTlzRgcPHryu1/g+\n",
              "l03+REVFXXWx5ZiYmJoT8+/efffdmj8/9dRTeuqpp1ySD4B3ulBRpnd2VU/9TEkaIqvFqt5tojSg\n",
              "bay+OZ6pt3as0av9RpgNCQAAANSjpr5+2vPwf7n8NW5UTEyMrFZrzVe5brvtNkVERGjr1q1q3779\n",
              "Zdva7XZt2rTpimNs2rRJdrv9qq9x6crgTqdTn332mRISEmrdLiDgf6eXrFarKisra93u3nvv1eTJ\n",
              "k7Vu3TotXrxYs2fPvuz5vn376quvvrpqnmt55513tHbtWm3YsEHNmzfX7373O61evfqq21sslhue\n",
              "+pEacM0fAGgIH+zZqLyyYsUEt9TPov939HKafYgk6aP93ym3KN9UPAAAAKDeWa1WBfkHuPR2M8VD\n",
              "27Zt1a9fP33xxReSpL179+rYsWO1flVq2rRp2rhxo+bNm1fz2DvvvKNNmzbpueeeq3ls2bJlys/P\n",
              "V2Vlpd5//32lpKRIku644w698sorqqiokCSdPn1au3btuu7MPj4+euihhzRp0iRVVlbq7rvvvu5j\n",
              "/JBz584pLCxMzZs3V15e3hXrG+fm5mr58uWSpPfff18tWrRQx44db/j1KH8AeI3iinLN27lOUvXU\n",
              "j+17H1B9w2PUN7yjyh1VenvHGlMRAQAAAK/18MMPq02bNjp58qTuvvtudejQoea5v/zlL/rjH/+o\n",
              "uLg43XPPPZo5c2ZNmTFq1Cj97W9/kyR17NhRX3/9tT788EO1b99ekZGR+vDDD7Vy5UpFRUXVHM9u\n",
              "tyslJUWxsbEKCQnRL3/5S0nSvHnzFBAQoPj4eMXFxWnQoEGXfe3rejz99NPavXu3Ro8efVPl19WO\n",
              "XVJSoo4dO2ro0KHq27fvZc/HxsZqwYIFiouL0x/+8Ad9+OGHN5XB4nQ6nTcb2p1Nnz5dr7/+uukY\n",
              "ABrAvJ1r9dvvVigqqIXW3DddPtbLr/a3PjdTo758V/42H224/3m1CQw2lBQAAAC4cfn5+Tp8+LBi\n",
              "Y2MVGBhoOk6Du//++5WUlOS1awKvWLFC06dP1969e39wu+Li4poLZYWEhPzgtkz+APAKJZXlmrtz\n",
              "rSRpSlLKFcWPJN3WtpNuaR2lsqrKmm0BAAAAwNtR/gDwCh/u26zTJRcU2ay57uuUXOs2FotF0+zV\n",
              "V/5atPdbnS4pbMiIAAAAAOrBp59+6rVTP5J01113XXPq53pR/gDweKWVFTXr+ExOTJFvLVM/l9ze\n",
              "rrOSW0WqtKqiZn0gAAAAAPBmlD8APN6SA1t0sqRQ7ZqG6IHYnj+4rcVi0bSk6umfhXs36VxpUUNE\n",
              "BAAAAOqdly/hi3rkYzoAANyMsqpKzclYLal66sfPdu2/1oa076LEFhHKOHtMf9n1jV7odYeLUwIA\n",
              "AAD1x9fXV5JUWVmpysrKer8SFTxDZWWlpOrL0l8L5Q8Aj/ZJ5lYdL85XeGCwRnXuXad9Lq3988TK\n",
              "hVqwZ4Oe6jFQzf0b31USAAAA4JmsVqt8fHxksVhUUVFhOg4McTgcstlsstmuvuzFJZQ/ADxWhaNK\n",
              "czJSJUnPJAySfx2mfi75cWQ3xYe11e5zxzV/93r9Z/KPXRUTAAAAqHcWi0W+vr7y9/c3HQUG1XXq\n",
              "i9kwAB7rs8xtyrmQp1ZNmml0XJ/r2tdisWhq0hBJ0nu71yu/rMQVEQEAAACXsVgsslqtbnObNm2a\n",
              "YmJiZLPZlJGRUfP4+fPn1bNnz5pb165d5efnp7y8vMv237ZtW8020dHRat68ec39P/3pT1q4cGHN\n",
              "YwkJCfrpT3+qnJwcWa1W7dq1Sz/60Y+UnJysxMRE3Xrrrdq9e3e9vK/Jkyfr+eefv+Lxe++9VzNn\n",
              "ztSRI0fk6+urnj17Kjk5WbfccovWrFnj8v+9LRZLnf9bYfIHgEeqdFTpzYtTP5N6DFITH9/rPsZP\n",
              "orqrS2gb7cs7qQV7NtRcBh4AAADwJE6nU87yYpe+hsUv8Jplw/3336/nn39eAwYMuOzxFi1aKC0t\n",
              "reb+H//4R61Zs0ZhYWGXbde7d++a7d5//30tXbpUS5curXn+/fffV0pKSs1jU6dO1XPPPafPPvtM\n",
              "o0eP1m9/+1vde++9kqSjR4/WeSrq7NmzatGixVWfHz9+vH7605/q97//fc36OidOnNDXX3+td999\n",
              "V0VFRQoKCqrJ/vnnn+vBBx/UqVOnrqugcSXKHwAeaemhNB0uPKcWAU31aJdbb+gYVotVU5OG6Jk1\n",
              "i/WXXd9ofHx/BfkF1HNSAAAAwLWc5cXKnBjs0teInVcgi3/TH9zm9ttvr9Ox5s+fr9dee+2mM91x\n",
              "xx16/vnnJUk5OTmKiIioeS4yMrLOx+nTp4+6deumhx9+WPfcc4+aNr38ffbq1Uvh4eH65z//qXvu\n",
              "uUeStHDhQv3kJz9Rq1atVFR0+RWE77zzTp05c0Znz55Vy5Ytb/Tt1Su+9gXA41Q5HJqVXj31M7HH\n",
              "7Qr09bvhY/00OkGxIa2UX16iD/ZurK+IAAAAAGqxYcMGnT9/XnfffXfNY7/61a80d+7c6zpOVVWV\n",
              "PvnkE/Xq1UuSNGPGDKWkpGjo0KH65S9/qe3bt9f5WJmZmXrhhRe0fv16JSQkaPTo0frHP/5x2WLa\n",
              "48eP14IFC2ruL1iwQOPHj6/1eIsXL1aHDh3cpviRmPwB4IGWZWUoq+CMmvsHamzXvjd1LJvVqilJ\n",
              "QzRl7RLN27lOj3e7TU19WTQPAAAAnsPiF6jYeQUuf436MH/+fI0ZM+ayy5P/5je/qfP+qampstvt\n",
              "klSzFpAk/cd//IceffRRrVq1SmvXrtXAgQM1f/58jRo16prHtFgsGjhwoAYOHKiqqiotX75czz77\n",
              "rKxWq7KzsyVJjzzyiH7xi1/o1KlTyszM1IULF3THHXfUHKOwsLAmV0REhJYtW1bn99QQKH8AeJQq\n",
              "h0Oz01dJkp7qPrBeiprhHRP1RtpKZRWc0cK9mzQpYdBNHxMAAABoKBaL5ZpfyXIHFy5c0Mcff6zv\n",
              "vvvuho/x/TV//l2bNm00evRojR49WlFRUfrwww+vKH9+//vf66OPPpIk/d//+39rCpyKigp9+eWX\n",
              "+uijj7RhwwbdfffdevTRR2v2CwsL0913361FixZpz549Gjdu3GVX2vr+mj/uiPIHgEdZcXinDuSf\n",
              "UohfgMZ161cvx/Sx2jQlMUXPffOJ5u5cq3Hd+qmJz41/lQwAAADAlZYsWaKkpCR17dq13o/9xRdf\n",
              "6O6775avr68qKyuVkZGhTp06XbHdiy++qBdffPGyxyZMmKCvvvpKt99+ux555BG9//77l00mXTJ+\n",
              "/HhNnjxZx48fv66vlbkD1vwB4DEcTodmpq2UJE3oPqBeF2ce0cmuqKAwnS0t0l/3fVtvxwUAAAAa\n",
              "i4kTJ6p9+/bKycnRHXfcodjY2Muenz9/fq3r5NzImj//7vPPP1ePHj2UmJiopKQk+fv769e//nWd\n",
              "9v3xj3+svXv3atGiRfrJT35Sa/EjSUOHDlVZWZl69+6tmJiYm8rb0CxOp9NpOoQrTZ8+Xa+//rrp\n",
              "GADqwYrsnXoq9a8K8vXXpgdeVIh/k3o9/uL93+n/W/+ZWjcJ0vr7n7+hy8cDAAAArlZaWqqsrCx1\n",
              "7NhRAQFcrbaxup7/Dpj8AeARnE6nZqZXT/08Ed+/3osfSRrZKVntm4XqVEmhFu/fXO/HBwAAAAAT\n",
              "KH8AeISvju7R7nPH1dTHTxO6D3DJa/jZfDQ5IUWS9Ocda1RaWXGNPQAAAADA/VH+AHB7TqezZq2f\n",
              "x+NvU3P/+rnMZG0e6NxLbQNDdLK4QB9nbnXZ6wAAAABAQ6H8AeD2VuXsU8bZYwr08dNT3Qe69LX8\n",
              "bT56NnGwJGlORqrKqypd+noAAADAjXI4HKYjwKDrWcKZS70DcGvfX+tnTNe+Cgto6vLXfKhzb72Z\n",
              "vkq5Rfn6JHObHunSx+WvCQAAANSVn5+frFarcnNz1apVK/n5+clisZiOhQbkdDp1+vRpWSwW+fpe\n",
              "+0I1lD8A3Nra3APafvqoAmy+mtjDtVM/lwT4+GpSwiD91+blmpORqgc795Kv1dYgrw0AAABci9Vq\n",
              "VceOHXX8+HHl5uaajgNDLBaL2rdvL5vt2r+rUP4AcFtOp1NvXFzr57Gut6pVk6AGe+1HuvTRn3es\n",
              "1tEL5/X5we0a1bl3g702AAAAcC1+fn7q0KGDKisrVVVVZToODPD19a1T8SNR/gBwYxuOH9SWU4fl\n",
              "b/PR0z1ub9DXbuLjp6d73K7ffrdCs9NTNbJTsnyY/gEAAIAbufSVn7p87QeNGws+A3Bbb1xc6+fh\n",
              "uD5qExjc4K//WJe+CvNvqsOFZ7X0UHqDvz4AAAAA1AfKHwBuaeOJQ9p0Ikt+VpsmJQwykiHQ169m\n",
              "naHZ6atUxdUUAAAAAHggyh8AbmlW2ipJ0kNxt6hd0xBjOcZ266dQ/0AdKjijf2RnGMsBAAAAADeK\n",
              "8geA2/nuZLa+OZ4pX6tNzyYMNpqlma+/nuo+QFL19I/DyfQPAAAAAM9C+QPA7cxMr576eSC2lyKa\n",
              "hZoNI2lct9sU4heg/XmntOLwLtNxAAAAAOC6UP4AcCvbTh/RmmP7ZbNYNTlxsOk4kqRgvwCNj6+e\n",
              "/pmVtpLpHwAAAAAehfIHgFu5tNbP/bHJ6hAUZjjN/3oi/jYF+fprz/kT+p8je0zHAQAAAIA6o/wB\n",
              "4DZ2nDmmlTl7ZbVYNDkxxXScy4T6B+qJ+P6SpJlpK+V0Og0nAgAAAIC6ofwB4DZmpq+UJN0bY1fH\n",
              "4JaG01xpQnx/NfXx085zuVqZs9d0HAAAAACoE8ofAG5h97lcfXlktyyy6OduNvVzSfOAphrbrZ8k\n",
              "6Q2mfwAAAAB4CMofAG5hVnqqJGl4x0TFhrY2nObqnuo+UE18fJV+Jkerj+03HQcAAAAAronyB4Bx\n",
              "e8+f0D+zd0iSpiQNMZzmh7Vs0kxjuvSVxPQPAAAAAM9A+QPAuDcvTv38NDpBXZq3MZzm2ib2uF3+\n",
              "Nh9tO31E3xzPNB0HAAAAAH4Q5Q8AozLzTmlZVoYkaWqSe6718+9aBwbp0S63SmL6BwAAAID7o/wB\n",
              "YNTsjFQ55dQdHeIVH9bOdJw6m5QwSP42H20+ma2NJw6ZjgMAAAAAV0X5A8CYQ/lntPRQmiRpWtJQ\n",
              "s2GuU3hgsB7qfIskaWbaSsNpAAAAAODqKH8AGDMnI1UOp1M/iuyqhJYRpuNct2cTBsnXatOGE4f0\n",
              "7Yks03EAAAAAoFaUPwCMOFx4Vp8d3C5JmuphUz+XtGsWqlGde0uSZqWvMpwGAAAAAGrn0vJn2LBh\n",
              "SkxMlN1u18CBA7V9e/UvemVlZZo8ebI6d+6shIQEPfroo7Xuv2rVKvXp00fx8fHq3r27nn/+eTkc\n",
              "DldGBtBA5mSsVpXTocERcUpuFWk6zg17NmGQfCxWrc09oK2nDpuOAwAAAABXcGn58/HHHysjI0Np\n",
              "aWmaPn26xo0bJ0l68cUXZbFYtH//fu3YsUN//OMfa92/efPm+uijj7R7925t3bpVGzZs0MKFC10Z\n",
              "GUADyLlwXp8c2CpJes7umVM/l0QGhen+2J6SpJlpTP8AAAAAcD8+rjx4aGhozZ/z8/NlsVhUVFSk\n",
              "+fPnKycnRxaLRZIUHh5e6/7Jyck1fw4ICJDdbld2drYrIwNoAH/OWK1Kp0MD28WqV+so03Fu2uTE\n",
              "FH2SuU2px/Yp7fRR2T14kgkAAACA93H5mj9jxoxRZGSkZsyYoUWLFungwYMKCwvTq6++qt69e2vg\n",
              "wIFaufLaV8o5ceKEPv30U919991X3aasrEwFBQWX3aqqqurz7QC4SbkX8vTRgS2SPO8KX1cTHdxC\n",
              "93WyS2LtHwAAAADux+Xlz8KFC3X06FG98soreuGFF1RZWanDhw8rPj5eW7Zs0ezZszVq1CidPHny\n",
              "qscoKCjQz372Mz3//PPq3bv3Vbd77bXXFBISctlt8+bNrnhbAG7QWzvXqMJRpX7hMbo1vKPpOPXm\n",
              "54kpslos+uroHu08e8x0HAAAAACo0WBX+xo7dqxSU1MVEREhq9WqRx55RFL1V7s6duyoHTt21Lpf\n",
              "YWGh7rzzTt1zzz2aPn36D77GSy+9pPz8/Mtuffr0qff3AuDGnCgu0OL930mSpnn4Wj//Liakle7p\n",
              "mCSJtX8AAAAAuBeXlT95eXnKzc2tub906VK1aNFCrVu31tChQ/Xll19KkrKyspSVlaVu3bpdcYwL\n",
              "Fy7ozjvv1J133qmXX375mq/p7++v4ODgy242m63+3hSAmzJ3xxqVVVWqT5to3RYeYzpOvZuSNEQW\n",
              "WfTfR3Zp97njpuMAAAAAgCQXlj/5+fkaMWKEEhISlJSUpDlz5mj58uWyWCyaO3eu/vCHPyghIUEj\n",
              "RozQvHnzFBERIUmaMGGCli1bJkmaNWuWNm/erM8//1x2u112u12/+93vXBUZgAudKi7Uon3fSqpe\n",
              "6+fSgu/epHNoa/2sY4IkaTZr/wAAAABwExan0+k0HcKVpk+frtdff910DKDR++13KzRv51r1bNVB\n",
              "f//pJK8sfyRp7/kT+tHSmbLIoq9HTFOX5m1MRwIAAADQyDXYmj8AGq+zpRe0cO9GSdVr/Xhr8SNJ\n",
              "XZuH666oHnLKqdkZTP8AAAAAMI/yB4DLvbPzG5VUViipZXulRMSZjuNyU5OGSJKWHcpQZt4pw2kA\n",
              "AAAANHaUPwBc6nxpkd7fs0GSNC1piFdP/VzSvUU73dEhXk459WZGquk4AAAAABo5yh8ALvXu7vUq\n",
              "qixX97C2+lHklVf181aXpn+WHkpXVsEZw2kAAAAANGaUPwBcJq+sWO/tXi/J+9f6+XeJLdtraPuu\n",
              "qnI6NCdjtek4AAAAABoxyh8ALvPe7g0qrChT1+bhuqNDvOk4DW6qvXr657PMbTpSeM5wGgAAAACN\n",
              "FeUPAJcoLC/V/N3fSKpe68dqaXx/3fRs1UGDIuJU6XToz0z/AAAAADCk8f02BqBBvL9no/LLS9U5\n",
              "pLXuiu5hOo4x0y6u/fNx5lYdu5BnNgwAAACARonyB0C9u1BRpnm71kmSpjTSqZ9LbmkTrf5tO6nC\n",
              "UaW3dqw2HQcAAABAI9R4fyMD4DIL925SXlmxYoJbanjHRNNxjJtmHypJWrz/Ox0vyjecBgAAAEBj\n",
              "Q/kDoF4VV5Rr3s61kqQpSSmyWflrpl94jG5t01Hljiq9vWON6TgAAAAAGhl+KwNQr/6671udLS1S\n",
              "VFCYRsTYTcdxG89dnP75cP9mnSwuMJwGAAAAQGNC+QOg3pRUVujtndWTLT9PTJGP1WY4kfvo37aT\n",
              "ereOUllVZc1kFAAAAAA0BMofAPXmb/s363TJBbVvFqqRsT1Nx3ErFoulZu2fhXu/1ZmSC4YTAQAA\n",
              "AGgsKH8A1IvSygq9dXE9m8mJKfJl6ucKg9p1lr1lpEqrKjRv5zrTcQAAAAA0EpQ/AOrFkgNbdLK4\n",
              "QO2ahuiB2F6m47gli8VSs/bPB3s36lxpkeFEAAAAABoDyh8AN62sqlJzMlZLkp5NGCx/m4/ZQG5s\n",
              "SPsuSmgRoeLKcv1l1zem4wAAAABoBCh/ANy0TzK36nhxvtoEBmtU596m47g1i8WiaUlDJEkL9mzQ\n",
              "+bJiw4kAAAAAeDvKHwA3pcJRpTkZqZKkZxIGKcDH13Ai9zesQ7ziw9rqQkWZ5u9ebzoOAAAAAC9H\n",
              "+QPgpnyWuU05F/LUqkkzPRzXx3Qcj2CxWDT14vTPe7vXK7+sxHAiAAAAAN6M8gfADat0VOnNi1M/\n",
              "k3oMUhOmfursJ1Hd1SW0jQrKS7VgzwbTcQAAAAB4McofADds6aE0HS48pxYBTfVol1tNx/EoVou1\n",
              "ZvrnL7u+UWF5qeFEAAAAALwV5Q+AG1LlcGhWevXUz8QetyvQ189wIs/z0+gExYa0Un55iT7Yu9F0\n",
              "HAAAAABeivIHwA1ZlpWhrIIzau4fqLFd+5qO45FsVqumXJz+mbdznYoqygwnAgAAAOCNKH8AXLcq\n",
              "h0Oz01dJkp7qPlBNff0NJ/JcwzsmqmNwS50vK9bCvZtMxwEAAADghSh/AFy3FYd36kD+KYX4BWhc\n",
              "t36m43g0H6tNUxJTJElzd65VSWW54UQAAAAAvA3lD4Dr4nA6NDNtpSRpQvcBCvILMJzI843oZFdU\n",
              "UJjOlhbpr/u+NR0HAAAAgJeh/AFwXf778G7tyzupIF9/PdGtv+k4XsHXatPki9M/b+9Yq5LKCsOJ\n",
              "AAAAAHgTyh8AdeZ0OjUzvXrq54n4/grxb2I4kfcY2SlZ7ZuF6lRJoRbv32w6DgAAAAAvQvkDoM6+\n",
              "OrpHu88dV1MfP03oPsB0HK/iZ/PR5ITq6Z+3dqxRWVWl4UQAAAAAvAXlD4A6cTqdNWv9PB5/m5r7\n",
              "BxpO5H0e6NxLbQNDdKK4QB8f2GI6DgAAAAAvQfkDoE5W5exTxtljCvTx01PdB5qO45X8bT56NnGw\n",
              "JGlOxmqVM/0DAAAAoB5Q/gC4pu+v9TOma1+FBTQ1nMh7PdS5t9o0CdKxojx9enCb6TgAAAAAvADl\n",
              "D4BrWpt7QNtPH1WAzVcTezD140oBPr6alDBIkjQnfbUqHFWGEwEAAADwdJQ/AH7Q99f6ebRLH7Vq\n",
              "EmQ4kfd7pEsftQxopiMXzumLg9tNxwEAAADg4Sh/APygDScO6btTh+Vv89HTFydS4FpNfPz0dI/b\n",
              "JUmz01NVyfQPAAAAgJtA+QPgB12a+hkdd4vCA4MNp2k8Hut6q8L8myq78Kz+npVhOg4AAAAAD0b5\n",
              "A+CqNp04pI0nDsnPatMzCYNNx2lUmvr666mL6yvNTl+lKofDcCIAAAAAnoryB8BVzUpfJUka1bm3\n",
              "2jUNMZym8RnXrZ9C/QN1MP+0lmfvMB0HAAAAgIei/AFQqy0nD2tdbqZ8LFY9mzjYdJxGqZmvv56M\n",
              "7y9JmpW+Ug4n0z8AAAAArh/lD4BazUyvXuvngc691L5Zc8NpGq/H4/sr2C9A+/NOacXhXabjAAAA\n",
              "APBAlD8ArrD99FGtPrZfNotVk5n6MSrYL0DjL03/pDH9AwAAAOD6Uf4AuMKsi1M/IzslKyqoheE0\n",
              "GB/fX818/bXn/An9z5E9puMAAAAA8DCUPwAus+PMMX19dK+sFosmJ6aYjgNJof6BeqLbbZKkmWkr\n",
              "5XQ6DScCAAAA4EkofwBc5tJaPyNi7IoJaWk4DS55svsABfr4aee5XK3M2Ws6DgAAAAAPQvkDoMbu\n",
              "c7n68shuWWTRFKZ+3ErzgKYa162fJOkNpn8AAAAAXAeXlj/Dhg1TYmKi7Ha7Bg4cqO3bt0uSysrK\n",
              "NHnyZHXu3FkJCQl69NFHa90/OztbgwcPVkhIiOx2uyujApA0Kz1VkjS8Y6JiQ1sbToN/91T3gWri\n",
              "46v0MzlafWy/6TgAAAAAPISPKw/+8ccfKzQ0VJL0xRdfaNy4cUpPT9eLL74oi8Wi/fv3y2Kx6MSJ\n",
              "E7XuHxwcrFdeeUX5+fn65S9/6cqoQKO39/wJ/TN7hyRpStIQw2lQm5ZNmmlMl76at2ud3khbqcER\n",
              "cbJYLKZjAQAAAHBzLp38uVT8SFJ+fr4sFouKioo0f/58/e53v6v5pSU8PLzW/cPCwjRgwAA1bdq0\n",
              "Tq9XVlamgoKCy25VVVU3/T6AxuDNi1M/P41OUJfmbQynwdVM7HG7/G0+2nb6iL45nmk6DgAAAAAP\n",
              "4PI1f8aMGaPIyEjNmDFDixYt0sGDBxUWFqZXX31VvXv31sCBA7Vy5cp6ea3XXntNISEhl902b95c\n",
              "L8cGvFlm3ikty8qQJE1NYq0fd9Y6MEiPdrlVEmv/AAAAAKgbl5c/Cxcu1NGjR/XKK6/ohRdeUGVl\n",
              "pQ4fPqz4+Hht2bJFs2fP1qhRo3Ty5Mmbfq2XXnpJ+fn5l9369OlTD+8C8G6zM1LllFN3dIhXfFg7\n",
              "03FwDZMSBsnf5qPNJ7O18cQh03EAAAAAuLkGu9rX2LFjlZqaqoiICFmtVj3yyCOSpOTkZHXs2FE7\n",
              "duy46dfw9/dXcHDwZTebzXbTxwW82aH8M1p6KE2SNC1pqNkwqJPwwGA91PkWSdLMtPqZnAQAAADg\n",
              "vVxW/uTl5Sk3N7fm/tKlS9WiRQu1bt1aQ4cO1ZdffilJysrKUlZWlrp16+aqKAB+wJyMVDmcTv0o\n",
              "sqsSWkaYjoM6ejZhkHytNm04cUjfnsgyHQcAAACAG3NZ+ZOfn68RI0YoISFBSUlJmjNnjpYvXy6L\n",
              "xaK5c+fqD3/4gxISEjRixAjNmzdPERHVv3ROmDBBy5YtkyQVFxerffv2euCBB7R79261b99eL730\n",
              "kqsiA43O4cKz+uzgdknSVKZ+PEq7ZqEa1bm3JGlW+irDaQAAAAC4M5dd6j0qKuqqiy3HxMQoNTW1\n",
              "1ufefffdmj8HBgYqJyfHJfkASHMyVqvK6dDgiDglt4o0HQfX6dmEQfpo/3dam3tAW08dUa/WHUxH\n",
              "AgAAAOCGGmzNHwDuJefCeX1yYKsk6Tk7Uz+eKDIoTPfH9pQkzUpn7R8AAAAAtaP8ARqpP2esVqXT\n",
              "oYHtYtWrdZTpOLhBkxNTZLNYtSpnn9LPMCkJAAAA4EqUP0AjlHshTx8d2CKJK3x5uujgFrqvk12S\n",
              "NIsrfwEAAACoBeUP0Ai9tXONKhxV6hveUbeGdzQdBzfp54kpslos+p+je7Tz7DHTcQAAAAC4Gcof\n",
              "oJE5UVygxfu/kyQ9x9SPV4gJaaXhHZMkceUvAAAAAFei/AEambk71qisqlK3tI7SbW07mY6DejIl\n",
              "KUUWWfSvw7u059wJ03EAAAAAuBHKH6AROV1SqEX7vpUkTbMPlcViMZwI9SUutI3ujk6QJM1m+gcA\n",
              "AADA91D+AI3IvJ3rVFZVqeRWkbq9XWfTcVDPpiQNkSQtz96h/XknDacBAAAA4C4of4BG4mzpBX2w\n",
              "d6Ok6it8MfXjfbqFhesnUd3llFOz01NNxwEAAADgJih/gEbiL7u+UUllhRJbRGhI+y6m48BFpl1c\n",
              "xHtZVroO5p82nAYAAACAO6D8ARqB82XFWrB7gyTW+vF23Vu007DIbnI4nXqT6R8AAAAAovwBGoV3\n",
              "d32jospyxYe11Y8ju5mOAxebaq+e/vniUJqyCs4YTgMAAADANMofwMvll5Xovd3rJbHWT2OR1LK9\n",
              "hrTvoiqnQ3MyVpuOAwAAAMAwyh/Ay723Z70KK8rUJbSN7oyKNx0HDWTqxbV/PsvcpiOF5wynAQAA\n",
              "AGAS5Q/gxQrLS/Xurm8kVa/1Y7XwI99Y9GrdQYPadVal06E/M/0DAAAANGr8Jgh4sff3bFR+eak6\n",
              "h7TWXVE9TMdBA5t2ce2fjzO36tiFPLNhAAAAABhD+QN4qQsVZZq3a50kaUrSENms/Lg3Nre0iVb/\n",
              "tp1U4ajSWztWm44DAAAAwBB+GwS81MK9m5RXVqyY4JYa3jHRdBwYcmn6Z/H+73S8KN9wGgAAAAAm\n",
              "UP4AXqi4olzzdq6VJE1JSmHqpxHrFx6jW9t0VLmjSm/vWGM6DgAAAAAD+I0Q8EJ/3fetzpYWKSoo\n",
              "TCNi7KbjwLDnLk7/fLh/s04WFxhOAwAAAKChUf4AXqakskJv76ye8Ph5Yop8rDbDiWBa/7ad1Lt1\n",
              "lMqqKmsmwgAAAAA0HpQ/gJf52/7NOl1yQe2bhWpkbE/TceAGLBZLzdo/C/d+qzMlFwwnAgAAANCQ\n",
              "KH8AL1JaWaG3Lq7rMjkxRb5M/eCiQe06y94yUqVVFZq3c53pOAAAAAAaEOUP4EWWHNiik8UFatc0\n",
              "RA/E9jIdB27EYrHUrP3zwd6NOldaZDgRAAAAgIZC+QN4ibKqSs3JWC1JejZhsPxtPmYDwe0Mad9F\n",
              "CS0iVFxZrr/s+sZ0HAAAAAANhPIH8BKfZG7V8eJ8tQkM1qjOvU3HgRuyWCyaljREkrRgzwadLys2\n",
              "nAgAAABAQ6D8AbxAhaNKczJSJUnPJAxSgI+v4URwV8M6xCs+rK0uVJTpvd3rTccBAAAA0AAofwAv\n",
              "8FnmNuVcyFOrJs30cFwf03HgxiwWi6ZenP6Zv3u9CspLDScCAAAA4GqUP4CHq3RU6c2LUz9P97hd\n",
              "TZj6wTX8JKq7uoS2UUF5qRYw/QMAAAB4PcofwMMtPZSmw4XnFObfVI916Ws6DjyA1WLVlIvTP+/s\n",
              "+kYXKsoMJwIAAADgSpQ/gAercjg0K7166mdij4EK9PUznAie4u7oBHUKaaX88hK9v2ej6TgAAAAA\n",
              "XIjyB/Bgy7IylFVwRqH+gRrbrZ/pOPAgNuv3pn92rlMR0z8AAACA16L8ATxUlcOh2emrJElPdR+g\n",
              "Zr7+hhPB09zTMVHRQS10rqxIi/Z+azoOAAAAABeh/AE81IrDO3Ug/5RC/AI0rtttpuPAA/lYbZqS\n",
              "lCJJmrtzrUoqyw0nAgAAAOAKlD+AB3I4HZqZtlKSND5+gIL9Agwngqe6t1OyOjQL05nSC/pw32bT\n",
              "cQAAAAC4AOUP4IG+PLJb+/JOKsjXX0/EM/WDG+drtWly0mBJ0ls71qikssJsIAAAAAD1jvIH8DBO\n",
              "p7Nm6ueJ+P4K9Q80nAie7v5OPRXRNFSnSgr10f7vTMcBAAAAUM8ofwAP8/XRPdp17ria+vhpQnx/\n",
              "03HgBfxsPpqcOFiS9Ocdq1VWVWk0DwAAAID6RfkDeBCn06mZF6/wNa7bbWoe0NRwIniLBzv3Vnhg\n",
              "sE4UF+jjA1tMxwEAAABQjyh/AA+Semy/0s/kqImPr57qMcB0HHgRf5uPnk0YLEmak7Fa5Uz/AAAA\n",
              "AF6D8gfwEE6nU2+kfS1JGtO1n1oENDOcCN5mdNwtatMkSMeK8vTpwW2m4wAAAACoJ5Q/gIdYl5up\n",
              "7aePyt/mo6d7DDQdB14owMdXkxIGSZLmpK9WhaPKcCIAAAAA9YHyB/AA35/6eazLrWrVJMhwInir\n",
              "R7r0UcuAZjpy4Zy+OLjddBwAAAAA9YDyB/AAG04c0nenDldP/VyczABcoYmPn57ucbskaXZ6qiqZ\n",
              "/gEAAAA8HuUP4AFmpq2UVL0mS3hgsOE08HaPdb1VYf5NlV14Vn/PyjAdBwAAAMBNovwB3NymE4e0\n",
              "8cQh+Vlteubi1ZgAV2rq66+nLq4rNTt9laocDsOJAAAAANwMl5Y/w4YNU2Jioux2uwYOHKjt26vX\n",
              "jygrK9PkyZPVuXNnJSQk6NFHH73qMebPn6/OnTurU6dOevLJJ1VRUeHKyIDbmZW+SpI0qnNvtWsa\n",
              "YjgNGotx3fop1D9QB/NPa3n2DtNxAAAAANwEl5Y/H3/8sTIyMpSWlqbp06dr3LhxkqQXX3xRFotF\n",
              "+/fv144dO/THP/6x1v2zsrI0Y8YMrVu3TpmZmTp58qTeeecdV0YG3MqWk4e1LjdTPharnk0cbDoO\n",
              "GpFmvv56Mr6/JGlW+ko5nEz/AAAAAJ7KpeVPaGhozZ/z8/NlsVhUVFSk+fPn63e/+50sFoskKTw8\n",
              "vNb9P/30Uw0fPlzh4eGyWCx6+umntXjx4qu+XllZmQoKCi67VVWxWCk818z06rV+HujcS+2bNTec\n",
              "Bo3N4/H9FewXoP15p7Ti8C7TcQAAAADcIJev+TNmzBhFRkZqxowZWrRokQ4ePKiwsDC9+uqr6t27\n",
              "twYOHKiVK1fWuu+RI0cUFRVVcz86OlpHjhy56mu99tprCgkJuey2efPmen9PQEPYfvqoVh/bL5vF\n",
              "qslM/cCAYL8Ajb80/ZPG9A8AAADgqVxe/ixcuFBHjx7VK6+8ohdeeEGVlZU6fPiw4uPjtWXLFs2e\n",
              "PVujRo3SyZMnb/q1XnrpJeXn519269OnTz28C6Dhzbo49TOyU7KigloYToPGanx8fzXz9dee8yf0\n",
              "P0f2mI4DAAAA4AY02NW+xo4dq9TUVEVERMhqteqRRx6RJCUnJ6tjx47asePKBUU7dOigw4cP19zP\n",
              "zs5Whw4drvoa/v7+Cg4Ovuxms9nq/80ALrbjzDF9fXSvrBaLJiemmI6DRizUP1BPdLtNkjQzbaWc\n",
              "TqfhRAAAAACul8vKn7y8POXm5tbcX7p0qVq0aKHWrVtr6NCh+vLLLyVVL+qclZWlbt26XXGMkSNH\n",
              "atmyZTpx4oScTqfmzp2rhx56yFWRAbdxaa2fETF2xYS0NJwGjd2T3Qco0MdPO8/lalXOPtNxAAAA\n",
              "AFwnl5U/+fn5GjFihBISEpSUlKQ5c+Zo+fLlslgsmjt3rv7whz8oISFBI0aM0Lx58xQRESFJmjBh\n",
              "gpYtWyZJiomJ0a9//Wv1799fsbGxatWqlSZOnOiqyIBb2H0uV18e2S2LLJrC1A/cQPOAphrXrZ8k\n",
              "6Q2mfwAAAACPY3F6+f+Lnz59ul5//XXTMYA6m5j6of6ZvUPDOybqrcEPm44DSJLOlFxQ30/+r0qr\n",
              "KvTXYU9ocESc6UgAAAAA6qjB1vwBcG17z5/QP7Or17+akjTEcBrgf7Vs0kxjut4qSXpj+9dM/wAA\n",
              "AAAehPIHcCNvpqdKku6K6qGuzcMNpwEuN7HH7fK3+Wjr6SNaf/yg6TgAAAAA6ojyB3ATmXmntCwr\n",
              "Q5I0lakfuKE2gcF6JK6PpOq1fwAAAAB4BsofwE3MzkiVU07d0SFe3Vu0Mx0HqNWkhEHys9r07cks\n",
              "bTxxyHQcAAAAAHVA+QO4gUP5Z7T0UJokpn7g3to2DdHouFskSTOZ/gEAAAA8AuUP4AbmZKTK4XRq\n",
              "aPuuSmzZ3nQc4Ac9kzBYvlab1h8/qM0ns03HAQAAAHANlD+AYYcLz+qzg9slSVPtTP3A/UU0C9WD\n",
              "sb0kSbOY/gEAAADcHuUPYNifM9aoyunQoIg49WzVwXQcoE4mJw6Wj8WqNbkHtPXUEdNxAAAAAPwA\n",
              "yh/AoJwL5/VJ5lZJ0nNJQw2nAeouMihMI2N7SpJmpTP9AwAAALgzyh/AoLd2rFGFo0oD2saqd5so\n",
              "03GA6/LzxBTZLFatytmn9DM5puMAAAAAuArKH8CQ3KJ8fbT/O0nSNNb6gQeKDm6he2Psklj7BwAA\n",
              "AHBnlD+AIW/vWKNyR5X6hndU3/AY03GAG/LzpBRZLRb9z9E92nn2mOk4AAAAAGpB+QMYcLK4QH/b\n",
              "v1kSa/3As3UKaaXhHZMkSbPSVxlOAwAAAKA2lD+AAXN3rlVZVaVuaR2l29p2Mh0HuClTklJkkUX/\n",
              "OrxLe86dMB0HAAAAwL+h/AEa2OmSQi3a+60kaZp9qCwWi+FEwM2JC22ju6MTJEmzmf4BAAAA3A7l\n",
              "D9DA5u1cp9KqCiW3itTt7TqbjgPUiylJ1YuWL8/eof15Jw2nAQAAAPB9lD9AAzpbekEf7N0oSZqW\n",
              "xNQPvEe3sHD9JKq7nHJqdnqq6TgAAAAAvofyB2hAf9n1jUoqK5TYIkJD2ncxHQeoV9MuLl6+LCtd\n",
              "B/NPG04DAAAA4BLKH6CBnC8r1oLdGySx1g+8U/cW7TQsspscTqfeZPoHAAAAcBuUP0ADeXfXNyqq\n",
              "LFd8WFv9OLKb6TiAS0y1V0//fHEoTVkFZwynAQAAACBR/gANIr+sRO/tXi+JtX7g3ZJatteQ9l1U\n",
              "5XRoTsZq03EAAAAAiPIHaBDv7VmvwooydQltozuj4k3HAVxq6sW1fz7L3KYjhecMpwEAAABA+QO4\n",
              "WGF5qd7d9Y2k6rV+rBZ+7ODderXuoEHtOqvS6dCfmf4BAAAAjOO3UMDF3t+zUfnlpeoc0lp3RfUw\n",
              "HQdoENMurv3zceZW5V7IMxsGAAAAaOQofwAXulBRpnm71kmSfp6UIpuVHzk0Dre0idZt4TGqcFTp\n",
              "zzvWmI4DAAAANGr8Jgq40MK9m5RXVqyOwS01vGOi6ThAg7o0/bN4/2YdL8o3nAYAAABovCh/ABcp\n",
              "rijXvJ1rJUlTElPkY7UZTgQ0rH7hMbq1TbTKHVWae/FnAQAAAEDDo/wBXOSv+77V2dIiRQWFaUQn\n",
              "u+k4QIOzWCw10z9/3fetThUXGk4EAAAANE6UP4ALlFRW6O2d1eucTE5MkS9TP2ikBrSNVa9WHVRW\n",
              "VVkzCQcAAACgYVH+AC7wt/2bdbrkgto3C9XITsmm4wDGfH/6Z+G+TTpTcsFwIgAAAKDxofwB6llp\n",
              "ZYXeunh1o8kJKfKz+RhOBJg1OCJOSS3bq6SyQu9cvPodAAAAgIZD+QPUsyUHtuhkcYHaBobogc69\n",
              "TMcBjLNYLHru4vTP+3s26lxpkeFEAAAAQONC+QPUo7KqSs3JWC1JejZxsPyZ+gEkSUPbd1WPsHYq\n",
              "rizXu7u+MR0HAAAAaFQof4B69EnmVh0vzlebJkF6qHNv03EAt/H9tX/e27NBeWXFhhMBAAAAjQfl\n",
              "D1BPKhxV+vPFqZ9JCYMU4ONrNhDgZoZ16KZuzcN1oaJM83evNx0HAAAAaDTqXP4UFBQoOzv7isez\n",
              "s7NVUFBQn5kAj/T5we06euG8WjVppke69DEdB3A7VotVUy9O/8zfvV4F5aWGEwEAAACNQ53Ln+ef\n",
              "f15bt2694vFt27bphRdeqNdQgKepdFRpdnqqJOnpHreriY+f4USAe7orqrviQluroLxUC5j+AQAA\n",
              "ABpEncufzZs3a+TIkVc8ft9992nt2rX1GgrwNEsPpetw4VmF+TfVY136mo4DuC2rxaqpSdXTP+/s\n",
              "+kYXKsoMJwIAAAC8X53Ln8rKyqsfxMrSQWi8qhwOzU5fJUma2GOgAn2Z+gF+yN3RCeoU0kr55SV6\n",
              "f89G03EAAAAAr1fn1qaioqLWtX3y8/NVUVFRr6EAT/KP7AwdKjijUP9Aje3Wz3QcwO3ZrFZNSRoi\n",
              "SXpn5zoVMf0DAAAAuFSdy5+HHnpIjz32mM6fP1/z2Pnz5/X444/roYceckk4wN05nA7NSque+nmq\n",
              "+wA18/U3nAjwDPd0TFR0UAudKyvSor3fmo4DAAAAeLU6lz8vv/yyQkNDFRkZqeTkZCUnJysyMlJB\n",
              "QUGaMWOGKzMCbmtF9k4dyD+lEL8Ajet2m+k4gMfwsdo0JSlFkjR351qVVJYbTgQAAAB4L5+6bmiz\n",
              "2fTBBx9oxowZ2r59uySpZ8+e6tSpk8vCAe7M4XRo5sW1fsbHD1CwX4DhRIBnubdTsmamrdKRC+f0\n",
              "4b7NmtB9gOlIAAAAgFeqc/lzSWxsrGJjY12RBfAoXx7Zrb3nTyjI119PxDP1A1wvX6tNk5MG6/n1\n",
              "n+utHWv0SJdb1cTH13QsAAAAwOvU+Wtf//3f/61+/frptttu07/+9S9XZgLcntPp1My0lZKkJ+L7\n",
              "K9Q/0HAiwDPd36mnIpqG6lRJoT7a/53pOAAAAIBXqnP5M2PGDK1cuVJfffWVfvWrX9Vpn2HDhikx\n",
              "MVF2u10DBw6s+bpYdHS0unTpIrvdLrvdriVLltS6v8Ph0H/+53+qR48e6tq1q8aPH6/yctaFgHlf\n",
              "H92jXeeOq6mPnybE9zcdB/BYfjYfTU4cLEn6847VKquqNJoHAAAA8EZ1Ln9iY2O1YMECLVy4UB07\n",
              "dqzTPh9//LEyMjKUlpam6dOna9y4cTXPLVmyRGlpaUpLS9OoUaNq3X/+/Pnatm2btm3bpj179shq\n",
              "tWrWrFl1jQy4hNPprFnrZ1y329Q8oKnhRIBne7Bzb4UHButEcYE+PrDFdBwAAADA69S5/FmwYIH8\n",
              "/PxqFn6ui9DQ0Jo/5+fny2KxXFe49PR0/ehHP5Kfn58sFot+8pOfaNGiRdd1DKC+pR7br/QzOWri\n",
              "46unerBALXCz/G0+ejZhsCRpTsZqlTP9AwAAANSrOpc///jHP/Twww/rqaeeUpMmTer8AmPGjFFk\n",
              "ZKRmzJhxWXEzZswYJSQkaPz48Tp9+nSt+/bq1UvLli1TQUGBKioq9PHHHys7O/uqr1VWVqaCgoLL\n",
              "blVVVXXOClyL0+nUG2lfS5LGdO2nFgHNDCcCvMPouFvUpkmQjhXl6dOD20zHAQAAALxKncuftWvX\n",
              "ym636+6779a777571cLm3y1cuFBHjx7VK6+8ohdeeKHmWBkZGdq2bZtatmypsWPH1rrvuHHjdOed\n",
              "d2rQoEEaNGiQ4uLi5ONz9QuUvfbaawoJCbnstnnz5rq+ReCa1uVmavvpo/K3+Whi94Gm4wBeI8DH\n",
              "V08n3C5JmpO+WhUOinsAAACgvlicTqfzenbYsmWLvvjiCy1btkzNmzfXiBEjNGLECMXExFxz3yZN\n",
              "mignJ0ctWrSoeez48eOKi4tTYWHhNff/6KOP9Oc//1nr1q2r9fmysjKVlZVd9tiMGTNYJwj1wul0\n",
              "6r4Vc/XdqcMaH99fv771Z6YjAV6lpLJc/T75fzpTekFvDHhAD3TuZToSAAAA4BXqPPlzSe/evfW7\n",
              "3/1OO3bs0Pz581VZWalHH31Udrv9su3y8vKUm5tbc3/p0qVq0aKFAgIClJeXV/P44sWLlZycXOtr\n",
              "lZaW6vz585KkM2fO6Pe//72ef/75q2bz9/dXcHDwZTebzXa9bxGo1YYTh/TdqcPyt/loUsIg03EA\n",
              "r9PEx08Te1RP1M3OSFUl0z8AAABAvbj6d6jqoHPnznr++ef1/PPP68SJE5c9l5+frwceeEAlJSWy\n",
              "Wq1q1aqVli9frpMnT2rkyJGqqqqS0+lUTEyMFi5cWLPfhAkTNHz4cA0fPlz5+fkaPHiwrFarHA6H\n",
              "pk6dqp/9jGkLmDEzbaUk6aHOtyg8MNhwGsA7jenaV2/tWKOsgjNalpWh+zrV/o8DAAAAAOruur/2\n",
              "VZuxY8fW+QpgDW369Ol6/fXXTceAh9t04pDu/9c78rXatH7k/6d2zUJNRwK81pyMVP1+65eKDWml\n",
              "lSOek8163UOqAAAAAL6nXv4fdWpqan0cBnBbs9JXSZJGde5N8QO42Niu/RTi10SZ+af1z+wdpuMA\n",
              "AAAAHq/O5U9YWFitt+bNm1+2tg/gbbacPKx1uZnysVj1LGv9AC4X5BegJ7sPkFRdvDqcDsOJAAAA\n",
              "AM9W5zV/bDabVq5cqZCQkMsedzqd6t+/f70HA9zFzPTqtX7uj+2pyKAww2mAxuHxbrfpnV3rtC/v\n",
              "pP51eJd+Gp1gOhIAAADgseo8+dOrVy+dO3dOUVFRl92io6PVsmVLV2YEjNl++qhWH9svm8WqyYkp\n",
              "puMAjUaIfxM9EV/9Dwsz01Yy/QMAAADchDqXP/Pnz1dERMQVj2dnZ2vt2rX1GgpwF7MuTv3c18mu\n",
              "6OAWhtMAjcv4+P5q5uuvPedP6Ksje0zHAQAAADxWncuf3/72t8rIyLji8W3btunFF1+s11CAO9hx\n",
              "5pi+PrpXVotFP2fqB2hwzf0D9Xi32yRJM9NXqR4uTgkAAAA0SnUufzZv3qyRI0de8fh9993H5A+8\n",
              "0qW1fu7pmKSYkFaG0wCN05PdByjQx087zh7Tqpx9puMAAAAAHqnO5U9lZeXVD2KtlyvGA25j97lc\n",
              "fXlktyyyaErSENNxgEYrLKCpxnbtJ0l6I20l0z8AAADADahza1NRUaGCgoIrHs/Pz1dFRUW9hgJM\n",
              "m5WeKkn6WccEdQ5tbTgN0LhN7DFQATZfpZ05qjW5B0zHAQAAADxOncufhx56SI899pjOnz9f89j5\n",
              "8+f1+OOP66GHHnJJOMCEfedPakX2Tkli6gdwAy2bNNOYrrdKkt7Y/jXTPwAAAMB1qnP58/LLLys0\n",
              "NFSRkZFKTk5WcnKyIiMjFRQUpBkzZrgyI9CgZmesklNO3RXVQ12bh5uOA0DSxB63y9/mo62nj2j9\n",
              "8YOm4wAAAAAexaeuG9psNn3wwQf61a9+pW3btkmSevbsqU6dOrksHNDQMvNOadmh6qvaTWXqB3Ab\n",
              "bQKD9UhcH723Z4PeSFupAe1iTUcCAAAAPEady59LOnXqROEDr/VmRqqccuqODvHq3qKd6TgAvmdS\n",
              "wiD9dd+3+vZkljaeOKR+4TGmIwEAAAAegct0ARdlFZzRF4fSJDH1A7ijtk1DNDruFknSzLSVhtMA\n",
              "AAAAnoPyB7hoTkaqHE6nhrbvqsSW7U3HAVCLZxIGy9dq0/rjB7X5ZLbpOAAAAIBHoPwBJB0pPKdP\n",
              "M7dLkqbamfoB3FVEs1A9GNtLkjSL6R8AAACgTih/AElzMlaryunQoIg49WzVwXQcAD9gcuJg+Vis\n",
              "WpN7QFtPHTEdBwAAAHB7lD9o9HIunNcnmVslSc8lDTWcBsC1RAaFaWRsT0nSrHSmfwAAAIBrofxB\n",
              "o/fWjjWqcFRpQNtY9W4TZToOgDr4eWKKbBarVuXsU/qZHNNxAAAAALdG+YNGLbcoXx/t/06SNI21\n",
              "fgCPER3cQvfG2CWx9g8AAABwLZQ/aNTe3rFG5Y4q9Q3vqL7hMabjALgOP09KkdVi0f8c3aNdZ3NN\n",
              "xwEAAADcFuUPGq2TxQX62/7NkqRprPUDeJxOIa30s46JkqRZ6asMpwEAAADcF+UPGq25O9eqrKpS\n",
              "vVtHqX/bTqbjALgBUxKHyCKLVhzeqb3nT5iOAwAAALglyh80SqdLCrVo77eSpGn2obJYLIYTAbgR\n",
              "XZq30U+je0iSZjP9AwAAANSK8geN0ryd61RaVSF7y0gNatfZdBwAN2FKUvVi7f/I2qEDeacMpwEA\n",
              "AADcD+UPGp2zpRf0wd6NkqTnmPoBPF58WFvd2aG7nHIy/QMAAADUgvIHjc5fdn2jksoKJbSI0JD2\n",
              "XUzHAVAPptmrp3/+npWuQ/mnDacBAAAA3AvlDxqV82XFWrB7gyRpWtIQpn4AL9GjRYR+HNlNDqdT\n",
              "b2akmo4DAAAAuBXKHzQq7+76RkWV5YoPa6thHeJNxwFQj6ZeXPvn84Npyi44azgNAAAA4D4of9Bo\n",
              "5JeV6L3d6yVV/5LI1A/gXeytIpUS0UVVTofmMP0DAAAA1KD8QaPx3p71KqwoU5fQNvpJVHfTcQC4\n",
              "wKW1fz7N3KajhecMpwEAAADcA+UPGoXC8lK9u+sbSdVTP1YL/+kD3qhX6yjd3q6zKp0O/XnHGtNx\n",
              "AAAAALfAb8BoFN7fs1H55aWKDWmln0YnmI4DwIWm2YdKkpYc2KLcC3lmwwAAAABugPIHXu9CRZnm\n",
              "7VonSZqSNEQ2K//ZA96sT5to3RYeowpHFdM/AAAAgCh/0Ags3LtJeWXF6hjcUsM7JpqOA6ABXJr+\n",
              "Wbx/s44X5RtOAwAAAJhF+QOvVlxRrnk710qSpiSmyMdqM5wIQEPoFx6jW9tEq9xRpbkX/w4AAAAA\n",
              "GivKH3i1D/d/q7OlRYoKCtOITnbTcQA0EIvFUjP989d93+pUcaHhRAAAAIA5lD/wWiWVFXp7R/W/\n",
              "+E9OTJEvUz9AozKgbax6teqgsqrKmglAAAAAoDGi/IHXWrx/s06VFKp9s1CN7JRsOg6ABvb96Z+F\n",
              "+zbpTMkFw4kAAAAAMyh/4JVKKytqrvIzOSFFfjYfw4kAmDA4Ik5JLdurpLJC71y86h8AAADQ2FD+\n",
              "wCt9nLlVJ4sL1DYwRA907mU6DgBDLBaLnrs4/fP+no06V1pkOBEAAADQ8Ch/4HXKqyo1JyNVkvRs\n",
              "4mD5M/UDNGpD23dVj7B2Kq4s17u7vjEdBwAAAGhwlD/wOp9kblNuUb7aNAnSQ517m44DwLDvr/3z\n",
              "3p4NyisrNpwIAAAAaFiUP/AqFY6qmqmfSQmDFODjazgRAHcwrEM3dWsergsVZZq/e73pOAAAAECD\n",
              "ovyBV/n84HYdvXBerZo00yNd+piOA8BNWC1WTb04/TN/93oVlJcaTgQAAAA0HMofeI1KR5Vmp1dP\n",
              "/Tzd43Y18fEznAiAO7krqrviQluroLxUC5j+AQAAQCPi0vJn2LBhSkxMlN1u18CBA7V9+3ZJUnR0\n",
              "tLp06SK73S673a4lS5bUur/D4dD06dMVHx+vxMREpaSkKDMz05WR4cGWHkrX4cKzCvNvqse69DUd\n",
              "B4CbsVqsmpI0RJL0l93rdaGizHAiAAAAoGG4tPz5+OOPlZGRobS0NE2fPl3jxo2reW7JkiVKS0tT\n",
              "WlqaRo0aVev+y5Yt0/r165Wenq6MjAwNHTpUv/jFL1wZGR6qyuHQ7PRVkqSnegxUoC9TPwCu9LPo\n",
              "RMUEt1ReWbE+2LPRdBwAAACgQbi0/AkNDa35c35+viwWy3Xtb7FYVFZWptLSUjmdThUUFKh9+/ZX\n",
              "3b6srEwFBQWX3aqqqm40PjzIP7IzdKjgjEL9AzWuWz/TcQC4KZv1f6d/5u1cp+KKcsOJAAAAANdz\n",
              "+Zo/Y8aMUWRkpGbMmKFFixZd9nhCQoLGjx+v06dP17rvz372Mw0ePFjh4eFq27atVq5cqd/85jdX\n",
              "fa3XXntNISEhl902b95c7+8J7sXhdGhWWvXUz5Px/dXM199wIgDubERMkqKCWuhcWZEW7dtkOg4A\n",
              "AADgci4vfxYuXKijR4/qlVde0QsvvCBJWrt2rTIyMrRt2za1bNlSY8eOrXXfLVu2aOfOnTp27Jhy\n",
              "c3M1dOhQPf3001d9rZdeekn5+fmX3fr04YpP3m5F9k4dyD+lYL8APR7f33QcAG7Ox2rTlKQUSdLc\n",
              "nWtVUsn0DwAAALxbg13ta+zYsUpNTdXZs2fVoUMHSZKvr6+mTZumdevW1brPwoULNWTIEIWGhspq\n",
              "tdYc42r8/f0VHBx82c1ms7nk/cA9OJwOzby41s/4+P4K9gswnAiAJ7ivU7IimzXX6ZIL+nAfE6IA\n",
              "AADwbi4rf/Ly8pSbm1tzf+nSpWrRooUCAgKUl5dX8/jixYuVnJxc6zFiYmK0atUqlZdX/6vs8uXL\n",
              "1aNHD1dFhgf68shu7T1/Qs18/TWeqR8AdeRrtWlyYvX0z9s71qi0ssJwIgAAAMB1fFx14Pz8fD3w\n",
              "wAMqKSmR1WpVq1attHz5cp08eVIjR45UVVWVnE6nYmJitHDhwpr9JkyYoOHDh2v48OF69tlntWfP\n",
              "HiUlJcnX11fh4eGaO3euqyLDwzidTs1MWylJeqLbbQr1DzScCIAneSC2p2alr1RuUb4+OrCFxeIB\n",
              "AADgtSxOp9NpOoQrTZ8+Xa+//rrpGHCBr47s1uMrFyrQx0/fPvCCmgc0NR0JgIdZuHeTfrFxqdoG\n",
              "huib+/8/+dtc9m8iAAAAgDENtuYPUJ+cTmfNWj/juvWj+AFwQ0Z17q3wwGAdL87XJwe2mo4DAAAA\n",
              "uATlDzxS6rH9Sj+ToyY+vnqq+0DTcQB4KH+bj55JGCRJejMjVeVVlYYTAQAAAPWP8gcex+l06o20\n",
              "ryVJY7r0VcsmzQwnAuDJRsf1UesmQTpWlKfPDm43HQcAAACod5Q/8DjrcjO1/fRR+dt8NLHH7abj\n",
              "APBwTXx8NSmh+u+SN9NTVeGoMpwIAAAAqF+UP/Ao35/6ebTLrWodGGQ4EQBv8GiXW9UyoJmOXDin\n",
              "pQfTTMcBAAAA6hXlDzzKhhOH9N2pw/K3+WjSxXU6AOBmNfHx08Qe1euHzc5IVSXTPwAAAPAilD/w\n",
              "KDPTVkqSHup8i8IDgw2nAeBNxnTtq+b+gcoqOKNlWRmm4wAAAAD1hvIHHmPTiUPaeOKQfK02PcvU\n",
              "D4B61tTX/3+nf9JXqcrhMJwIAAAAqB+UP/AYs9JXSZJGde6tds1CzYYB4JXGdu2nEL8mysw/rX9m\n",
              "7zAdBwAAAKgXlD/wCFtPHda63Ez5WKxM/QBwmSC/AD3ZfYCk6sLZ4WT6BwAAAJ6P8gceYWZa9dTP\n",
              "/bE9FRkUZjgNAG/2eLfbFOwXoH15J/Wvw7tMxwEAAABuGuUP3F7a6aNKPbZPNotVkxNTTMcB4OVC\n",
              "/Jvoifj+kqoXmWf6BwAAAJ6O8gdu79JaP/d1sis6uIXhNAAag/Hx/dXM1197zp/QV0f2mI4DAAAA\n",
              "3BTKH7i1nWeP6auje2S1WPRzpn4ANJDm/oF6vNttkqSZ6avkdDoNJwIAAABuHOUP3NqltX7u6Zik\n",
              "mJBWhtMAaEye7D5AgT5+2nH2mFbl7DMdBwAAALhhlD9wW7vPHdd/H9kliyyakjTEdBwAjUxYQFON\n",
              "7dpPkvRG2kqmfwAAAOCxKH/gtmZfXOvn7ugEdQ5tbTgNgMZoYo+BCrD5Ku3MUa3JPWA6DgAAAHBD\n",
              "KH/glvadP6l/Zu+UJKZ+ABjTskkzPdb1VknVV/5i+gcAAACeiPIHbml2xio55dRPorqrW1i46TgA\n",
              "GrGne9wuf5uPtpw6rA3HD5qOAwAAAFw3yh+4ncy8U1p2KEOSNC1pqOE0ABq7NoHBejiujyTpjfSV\n",
              "htMAAAAA14/yB27nzYxUOeXUsMhu6t6inek4AKBJCYPkZ7Vp04ksbTxxyHQcAAAA4LpQ/sCtZBWc\n",
              "0ReH0iRJU+1M/QBwD+2ahuihuFskSbPSVhlOAwAAAFwfyh+4lTkZqXI4nRrSvouSWrY3HQcAajyb\n",
              "MFi+Vpu+OZ6p705mm44DAAAA1BnlD9zGkcJz+jRzuyRpKmv9AHAzEc1C9UBsL0nSzHSmfwAAAOA5\n",
              "KH/gNuZkrFaV06FB7TqrV+sOpuMAwBUmJw6WzWLVmmP7te30EdNxAAAAgDqh/IFbyLlwXp9kbpUk\n",
              "TWOtHwBuqkNQmO6PTZbE2j8AAADwHJQ/cAtv7VijCkeV+rftpFvaRJuOAwBXNTkxRVaLRStz9irj\n",
              "TI7pOAAAAMA1Uf7AuNyifH20/ztJTP0AcH8dg1vq3hi7JGkWa/8AAADAA1D+wLi3d6xRuaNKt7bp\n",
              "qH7hMabjAMA1TUkaIoss+vLIbu06m2s6DgAAAPCDKH9g1MniAv1t/2ZJ0nNM/QDwEJ1CWml4TKIk\n",
              "pn8AAADg/ih/YNTcnWtVVlWp3q2j1L9tJ9NxAKDOpiRWT/+sOLxTe8+fMB0HAAAAuCrKHxhzuqRQ\n",
              "i/Z+K6l6rR+LxWI4EQDUXZfmbfTT6B6SpNlM/wAAAMCNUf7AmHk716m0qkL2lpEa1K6z6TgAcN2m\n",
              "JA2RJP0ja4cO5J0ynAYAAACoHeUPjDhbekEf7N0oqXqtH6Z+AHii+LC2urNDdznlZPoHAAAAbovy\n",
              "B0b8Zdc3KqmsUEKLCA1p38V0HAC4YdPs1dM/f89K16H804bTAAAAAFei/EGDO19WrAW7N0iSpiUN\n",
              "YeoHgEfr0SJCP47sJofTqTczUk3HAQAAAK5A+YMGN3/3ehVVlis+rK2GdYg3HQcAbtrUi2v/fH4w\n",
              "TdkFZw2nAQAAAC5H+YMGlV9Wovd2r5dU/csSUz8AvIG9VaRSIrqoyunQHKZ/AAAA4GYof9CgFuzZ\n",
              "oILyUnUJbaOfRHU3HQcA6s2ltX8+zdymo4XnDKcBAAAA/hflDxpMYXmp/rLrG0nVUz9WC//5AfAe\n",
              "vVpH6fZ2nVXpdOjPO9aYjgMAAADU4LdvNJgP9m5UfnmJYkNa6afRCabjAEC9m2YfKklacmCLci/k\n",
              "mQ0DAAAAXET5gwZRVFGmeTvXSZKmJA2Rzcp/egC8T5820botPEYVjiqmfwAAAOA2+A0cDWLh3k06\n",
              "X1as6KAWGt4x0XQcAHCZqRenfz468J1OFBcYTgMAAABQ/qABlFSWa+7OtZKkKUkp8rHaDCcCANe5\n",
              "LTxGfdpEq6yqUnOZ/gEAAIAboPyBy/1137c6W1qkDs3CdG+nZNNxAMClLBaLpiVVT/8s2vetThUX\n",
              "Gk4EAACAxs6l5c+wYcOUmJgou92ugQMHavv27ZKk6OhodenSRXa7XXa7XUuWLKl1/wULFtRsY7fb\n",
              "1bJlS913332ujIx6VlJZobd3VE/9TE4aLF+mfgA0AgPbxapnqw4qq6rUvF3rTMcBAABAI+fjyoN/\n",
              "/PHHCg0NlSR98cUXGjdunNLT0yVJS5Yskd1u/8H9H3/8cT3++OM193v06KFHHnnEVXHhAov3b9ap\n",
              "kkJFNA3V/Z16mo4DAA3CYrFomn2oxny1QAv3btQzCberRUAz07EAAADQSLl08udS8SNJ+fn5slgs\n",
              "N3ysb7/9VqdOndLw4cPrIRkaQmllRc3VbiYnDpafzaVdIwC4lZSIOCW1bK+Sygq9s/Mb03EAAADQ\n",
              "iLl8zZ8xY8YoMjJSM2bM0KJFiy57PCEhQePHj9fp06eveZz58+frsccek6+v71W3KSsrU0FBwWW3\n",
              "qqqqenkfuH4fZ27VyeIChQcG68HOvU3HAYAGVb32zxBJ0vt7Nuh8aZHhRAAAAGisXF7+LFy4UEeP\n",
              "HtUrr7yiF154QZK0du1aZWRkaNu2bWrZsqXGjh37g8coKirSRx99pPHjx//gdq+99ppCQkIuu23e\n",
              "vLne3gvqrryqUnMyUiVJzyYMlj9TPwAaoR9FdlP3sLYqqizXu7vXm44DAACARqrBrvY1duxYpaam\n",
              "6uzZs+rQoYMkydfXV9OmTdO6dT+8GOYnn3yi7t27Kz4+/ge3e+mll5Sfn3/ZrU+fPvX2HlB3n2Ru\n",
              "U25Rvto0CdLouFtMxwEAIy6t/SNJ7+1er7yyYsOJAAAA0Bi5rPzJy8tTbm5uzf2lS5eqRYsWCggI\n",
              "UF5eXs3jixcvVnLyD1/+e/78+dec+pEkf39/BQcHX3az2bi6VEOrcFTVTP1MShikAJ+rf1UPALzd\n",
              "HR3i1bV5uAoryvTe7g2m4wAAAKARctl3cfLz8/XAAw+opKREVqtVrVq10vLly3Xy5EmNHDlSVVVV\n",
              "cjqdiomJ0cKFC2v2mzBhgoYPH16zsPO+ffuUlpamFStWuCoq6tnnB7fr6IXzahnQTI90YfIKQONm\n",
              "tVg1LWmInl79N83f/Y0mdB+gYL8A07EAAADQiLis/ImKirrqejvbt2+/6n7vvvvuZfe7dOmiwsLC\n",
              "es0G16l0VGl2evXUz9M9blcTHz/DiQDAvLuieygutLX2553S+3s2aMrFhaABAACAhtBga/6gcVh6\n",
              "KF2HC88qzL+pHut6q+k4AOAWrBZrTeHzzq5vdKGizHAiAAAANCaUP6g3VQ6HZqevkiQ91WOgmvr6\n",
              "G04EAO7jZ9GJigluqbyyYn2wZ6PpOAAAAGhEKH9Qb/6RnaFDBWcU6h+ocd36mY4DAG7FZv3f6Z95\n",
              "O9epuKLccCIAAAA0FpQ/qBcOp0Oz0qqnfp6M769mTP0AwBVGxCQpKqiFzpUVadG+TabjAAAAoJGg\n",
              "/EG9WJG9UwfyTynYL0CPx/c3HQcA3JKP1aYpSSmSpLk716qkkukfAAAAuB7lD26aw+nQzItr/YyP\n",
              "788ljAHgB9zXKVmRzZrrdMkFfbiv9qtiAgAAAPWJ8gc37csju7X3/Ak18/XXeKZ+AOAH+VptmpxY\n",
              "Pf3z9o41Kq2sMJwIAAAA3o7yBzfF6XRqZtpKSdIT3W5TqH+g4UQA4P4eiO2pdk1DdLKkUB8d2GI6\n",
              "DgAAALwc5Q9uytdH92jXueMK9PHTk90HmI4DAB7Bz+ZTM/3z54zVKquqNJwIAAAA3ozyBzfM6XTW\n",
              "rPUzrls/NQ9oajgRAHiOUZ17KzwwWMeL8/XJga2m4wAAAMCLUf7ghq0+tl/pZ3LUxMdXT3UfaDoO\n",
              "AHgUf5uPnkkYJEl6MyNV5Uz/AAAAwEUof3BDnE6n3ri41s+YLn3Vskkzw4kAwPOMjuuj1k2CdKwo\n",
              "T58d3G46DgAAALwU5Q9uyDfHM7Xt9BH523w0scftpuMAgEdq4uOrSQnVf4e+mZ6qCkeV4UQAAADw\n",
              "RpQ/uG7fn/p5JK6PWgcGGU4EAJ7r0S63qkVAUx25cE5LD6aZjgMAAAAvRPmD67bxxCFtPpktP6tN\n",
              "ky6uVwEAuDFNfPxqJihnZ6SqyuEwnAgAAADehvIH123mxamf0XG3qG3TEMNpAMDzje3aV839A5VV\n",
              "cEbLsjJMxwEAAICXofzBdfn2RJY2nDgkX6tNzyQMNh0HALxCU1//mqsmzk5fxfQPAAAA6hXlD67L\n",
              "rPRVkqQHY3spolmo2TAA4EXGdeunEL8AHcg/pRWHd5qOAwAAAC9C+YM623rqsNbmHpCPxarJiYNN\n",
              "xwEArxLkF6AJ3QdIqv56rcPJ9A8AAADqB+UP6mxmWvXUz8jYnooMCjOcBgC8zxPd+ivI11/78k7q\n",
              "vw/vNh0HAAAAXoLyB3WSdvqoUo/tk81i1c8TU0zHAQCvFOLfRE/E95ckzUxfKafTaTgRAAAAvAHl\n",
              "D+rk0lo/98bYFR3cwnAaAPBeE7oPUFMfP+0+d1xfHd1jOg4AAAC8AOUPrmnn2WP66ugeWS0W/TyJ\n",
              "qR8AcKXm/oF6PP42SdVr/zD9AwAAgJtF+YNrurTWz/COSeoU0spwGgDwfk91H6hAHz9lnD2mVTn7\n",
              "TMcBAACAh6P8wQ/afe64/vvILllk0RSmfgCgQYQFNNWYrn0lsfYPAAAAbh7lD37Q7Itr/dwdnaC4\n",
              "0DaG0wBA4zGxx0AF2Hy1/fRRrc09YDoOAAAAPBjlD65q3/mT+mf2TknSlKQhhtMAQOPSqkmQHut6\n",
              "qyTpDdb+AQAAwE2g/MFVzc5YJaec+klUd3ULCzcdBwAanad73C5/m4+2nDqsDccPmo4DAAAAD0X5\n",
              "g1pl5p3SskMZkqRpSUMNpwGAxqlNYLAejusjSXojfaXhNAAAAPBUlD+o1ZsZqXLKqWGR3dS9RTvT\n",
              "cQCg0ZqUMEh+Vps2ncjSxhOHTMcBAACAB6L8wRWyCs7oi0NpkqSpdqZ+AMCkdk1D9FDcLZKkWWmr\n",
              "DKcBAACAJ6L8wRXmZKTK4XRqSPsuSmrZ3nQcAGj0nk0YLF+rTd8cz9R3J7NNxwEAAICHofzBZY4U\n",
              "ntOnmdslSVNZ6wcA3EJEs1A9ENtLkjQznekfAAAAXB/KH1xmTsZqVTkdGtSus3q17mA6DgDgosmJ\n",
              "g2WzWLXm2H5tO33EdBwAAAB4EMof1Mi5cF6fZG6VJE1jrR8AcCsdgsJ0f2yyJNb+AQAAwPWh/EGN\n",
              "t3asUYWjSv3bdtItbaJNxwEA/JvJiSmyWixambNXGWdyTMcBAACAh6D8gSTpeFG+Ptr/nSSmfgDA\n",
              "XXUMbql7Y+ySpFms/QMAAIA6ovyBJOntHWtU7qjSrW06ql94jOk4AICrmJI0RBZZ9OWR3dp1Ntd0\n",
              "HAAAAHgAyh/oZHGBPty/WZL0HFM/AODWOoW00vCYRElM/wAAAKBuKH+geTvXqqyqUr1adVD/tp1M\n",
              "xwEAXMOUxCGSpBWHd2rv+ROG0wAAAMDdUf40cmdKLmjh3m8lVa/1Y7FYDCcCAFxLl+Zt9NPoBEnS\n",
              "bKZ/AAAAcA2UP43cvJ3rVFpVoaSW7TU4Is50HABAHU1NSpEk/SNrhzLzThlOAwAAAHdG+dOInSst\n",
              "0gd7N0qqXuuHqR8A8BzxYe10R4d4OeXU7IxU03EAAADgxih/GrG/7PpGxZXl6hHWTkPbdzUdBwBw\n",
              "naYlVS/Sv/RQmg7lnzGcBgAAAO6K8qeROl9WrAV7NkhirR8A8FQJLSP0o8iucjidmsP0DwAAAK6C\n",
              "8qeRmr97vS5UlKlb83AN69DNdBwAwA2aenH657OD23W48KzhNAAAAHBHLi1/hg0bpsTERNntdg0c\n",
              "OFDbt2+XJEVHR6tLly6y2+2y2+1asmTJVY+xY8cODR48WN26dVO3bt30+eefuzJyo5BfVqL3dq+X\n",
              "JE21D5XVQgcIAJ4quVWkBkfEqcrp0JyM1abjAAAAwA35uPLgH3/8sUJDQyVJX3zxhcaNG6f09HRJ\n",
              "0pIlS2S3239w/+LiYt1zzz1auHChBgwYoKqqKp07d86VkRuFBXs2qKC8VHGhrXVXVHfTcQAAN+k5\n",
              "+1CtPrZfnxzYqqlJQ9S+WXPTkQAAAOBGXDrycan4kaT8/PzrXlfmb3/7m/r27asBAwZIkmw2m1q1\n",
              "anXV7cvKylRQUHDZraqq6oaye6vC8lL9Zdc3kqq/KsDUDwB4vl6tozSwXawqnQ79mekfAAAA/BuX\n",
              "/+Y/ZswYRUZGasaMGVq0aNFljyckJGj8+PE6ffp0rfvu3r1b/v7+uvvuu2W32zVmzJirbitJr732\n",
              "mkJCQi67bd68ud7fkyf7YO9G5ZeXqFNIK90dnWA6DgCgnly68tdHB7Yo90Ke2TAAAABwKy4vfxYu\n",
              "XKijR4/qlVde0QsvvCBJWrt2rTIyMrRt2za1bNlSY8eOrXXfyspKff3115o3b562b9+uiIgITZo0\n",
              "6aqv9dJLLyk/P/+yW58+fVzyvjxRUUWZ5u1cJ0makjRENitTPwDgLW4N76h+4TGqcFTprZ1rTMcB\n",
              "AACAG2mw3/7Hjh2r1NRUnT17Vh06dJAk+fr6atq0aVq3bl2t+3To0EEpKSmKiIiQxWLRo48+qk2b\n",
              "Nl31Nfz9/RUcHHzZzWazueT9eKKFezfpfFmxooNa6J6OiabjAADq2TR79fTP4v3f6URxgeE0AAAA\n",
              "cBcuK3/y8vKUm5tbc3/p0qVq0aKFAgIClJeXV/P44sWLlZycXOsxHnzwQX333XcqKKj+P7ArVqxQ\n",
              "UlKSqyJ7tZLKcs3duVaSNCUpRT5WSjEA8Da3hceoT5tolVVVau4Opn8AAABQzWVX+8rPz9cDDzyg\n",
              "kpISWa1WtWrVSsuXL9fJkyc1cuRIVVVVyel0KiYmRgsXLqzZb8KECRo+fLiGDx+uDh066Be/+IVu\n",
              "u+02Wa1WRURE6J133nFVZK/2133f6mxpkTo0C9O9nWov2wAAns1isWha0lA9/D/ztWjft3omYbBa\n",
              "BwaZjgUAAADDLE6n02k6hCtNnz5dr7/+uukYRpVUVqj/p/9Pp0oK9f/636eH41gHCQC8ldPp1D3/\n",
              "fFvbTh/RxB63a8Ytd5mOBAAAAMNY8bcRWLx/s06VFCqiaaju79TTdBwAgAtZLJaatX8W7t2os6UX\n",
              "DCcCAACAaZQ/Xq60skJ/vrjuw+TEwfKzueybfgAAN5ESEaeklu1VUlmhd3Z+YzoOAAAADKP88XIf\n",
              "Z27VyeIChQcG68HOvU3HAQA0gOq1f4ZIkt7fs0HnS4sMJwIAAIBJlD9erLyqUnMyUiVJzyYMlj9T\n",
              "PwDQaPwospu6h7VVUWW53t293nQcAAAAGET548U+ydym3KJ8tWkSpNFxt5iOAwBoQN9f++e93euV\n",
              "V1ZsOBEAAABMofzxUhWOqpqpn0kJgxTg42s4EQCgod3RIV5dm4ersKJM7+3eYDoOAAAADKH88VKf\n",
              "H9yuoxfOq2VAMz3ShUu7A0BjZLVYa9b+mb/7GxWUlxpOBAAAABMof7xQpaNKs9Orp36e7nG7mvj4\n",
              "GU4EADDlrugeigttrfzyUr2/h+kfAACAxojyxwstPZSuw4VnFebfVI91vdV0HACAQVaLVVMuTv+8\n",
              "s+sbXagoM5wIAAAADY3yx8tUORyanb5KkvRUjwFq6utvOBEAwLSfRScqJril8sqK9cGejabjAAAA\n",
              "oIFR/niZ5dk7dKjgjEL8mmhs136m4wAA3IDNatWUpBRJ0ryd61RcUW44EQAAABoS5Y8XcTgdmpW+\n",
              "UpL0ZPcBCvILMJwIAOAuRsTYFRUUpnNlRVq0b5PpOAAAAGhAlD9eZMXhXdqfd0rBfgF6vNttpuMA\n",
              "ANyIj9WmnydWT//M3blWJZUVhhMBAACgoVD+eAmH06FZadVTP0/E91eIfxPDiQAA7mZkbE+1bxaq\n",
              "0yUX9Lf9m03HAQAAQAOh/PES/3Nkj/acP6Fmvv4aH9/fdBwAgBvytdo0+eL0z1s71qiU6R8AAIBG\n",
              "gfLHCzidTs28OPXzeLfb1Nw/0HAiAIC7eiC2l9o1DdHJ4gItObDFdBwAAAA0AMofL7AyZ692nstV\n",
              "oI+fnuw+wHQcAIAb87f56NmEwZKkORmrVVZVaTYQAAAAXI7yx8M5nU69cXHqZ2zXfgoLaGo4EQDA\n",
              "3Y3q3FttAoN1vDhfn2RuNR0HAAAALkb54+FWH9uv9DM5CrD5amKPgabjAAA8QICPr55JGCRJmpOR\n",
              "qgpHleFEAAAAcCXKHw/2/amfMV1vVcsmzQwnAgB4iofj+qhVk2bKuZCnzzK3mY4DAAAAF6L88WDf\n",
              "HM/UttNH5G/z0cQet5uOAwDwIE18fDWpR/X0z5sZqapk+gcAAMBrUf54qO9P/TwS10dtAoMNJwIA\n",
              "eJpHu9yqFgFNdbjwnJYeSjMdBwAAAC5C+eOhNp44pM0ns+VntWnSxXUbAAC4HoG+fjWTo7PSU1Xl\n",
              "cBhOBAAAAFeg/PFQMy9O/YyOu0Vtm4YYTgMA8FRju/ZVc/9AZRWc0bKsDNNxAAAA4AKUPx7o2xNZ\n",
              "2nDikHytNj2TMNh0HACAB2vq66+nuldfLXJ2+iqmfwAAALwQ5Y8HmpW+SpL0YGwvRTQLNRsGAODx\n",
              "xnXrpxC/AB3IP6UVh3eajgMAAIB6RvnjYbaeOqy1uQfkY7FqcuJg03EAAF4gyC9AE7oPkFT9tWKH\n",
              "k+kfAAAAb0L542FmplVP/YyM7anIoDDDaQAA3uKJbv0V5OuvfXkn9d+Hd5uOAwAAgHpE+eNB0k4f\n",
              "VeqxfbJZrPp5YorpOAAALxLi30RPxPeXJM1MXymn02k4EQAAAOoL5Y8HubTWz70xdkUHtzCcBgDg\n",
              "bSZ0H6CmPn7afe64vjq6x3QcAAAA1BPKHw+x8+wxfXV0j6wWi36exNQPAKD+NfcP1OPxt0mqXvuH\n",
              "6R8AAADvQPnjIS6t9TO8Y5I6hbQynAYA4K2e6j5QgT5+yjh7TKty9pmOAwAAgHpA+eMBdp87rv8+\n",
              "sksWWTSFqR8AgAuFBTTVmK59JbH2DwAAgLeg/PEAsy+u9XN3dILiQtsYTgMA8HYTewxUgM1X208f\n",
              "1drcA6bjAAAA4CZR/ri5fedP6p/ZOyVJU5KGGE4DAGgMWjUJ0qNd+kiS3mDtHwAAAI9H+ePmZmes\n",
              "klNO3dmhu7qFhZuOAwBoJJ5OGCR/m4+2nDqsDccPmo4DAACAm0D548YO5p/WskMZkqRpdqZ+AAAN\n",
              "JzwwWKPjbpEkvZG+0nAaAAAA3AzKHzf2ZnqqnHLqx5Hd1KNFhOk4AIBG5pmEwfKz2rTpRJY2nThk\n",
              "Og4AAABuEOWPm8oqOKMvDqVJkqay1g8AwIB2TUM0qnNvSdKsixcfAAAAgOeh/HFTczJWq8rpUEpE\n",
              "F9lbRZqOAwBopJ5NHCwfi1XrcjO15eRh03EAAABwAyh/3NCRwnP6LHObJNb6AQCY1b5Zcz3QuZck\n",
              "aSZr/wAAAHgkyh839OeM1ap0OnR7u87q1TrKdBwAQCM3OXGwbBarVh/br+2nj5qOAwAAgOtE+eNm\n",
              "jl3I08eZWyVJ0+xDDacBAECKCmqhkZ2SJUmzmP4BAADwOJQ/buatHatV4ajSbeEx6tMm2nQcAAAk\n",
              "SZMTU2S1WPT10b3aceaY6TgAAAC4DpQ/buR4Ub4W7/9OElM/AAD3EhPSUiNi7JJY+wcAAMDTUP64\n",
              "kbd3rFG5o0q3tolWv/AY03EAALjMlMQUWWTRl0d2a/e5XNNxAAAAUEcuLX+GDRumxMRE2e12DRw4\n",
              "UNu3b5ckRUdHq0uXLrLb7bLb7VqyZEmt+69evVpNmjSp2c5ut6ukpMSVkY05WVygD/dvllQ99WOx\n",
              "WAwnAgDgcrGhrTW8Y6IkaVZ6quE0AAAAqCsfVx78448/VmhoqCTpiy++0Lhx45Seni5JWrJkiex2\n",
              "+zWP0aVLF6WlpbkupJuYt3Otyqoq1atVBw1oG2s6DgAAtZqSNER/z0rXP7N3aO/5E+raPNx0JMBr\n",
              "OJ1OOcuLTccAvJrFL5B/aEej5NLy51LxI0n5+fku/yErKytTWVnZZY9VVVW59DXrw5mSC1q491tJ\n",
              "TP0AANxbl+Zt9NPoBP0ze4feTE/VnwePNh0J8BrO8mJlTgw2HQPwarHzCmTxb2o6BtDgXL7mz5gx\n",
              "YxQZGakZM2Zo0aJFlz2ekJCg8ePH6/Tp01fd/+DBg+rZs6duueUWvfXWWz/4Wq+99ppCQkIuu23e\n",
              "vLne3ourpJ/JkcUiJbVsr8ERcabjAADwg6YmpUiS9p4/odLKCsNpAAAAcC0Wp9PpbIgX+uCDD7Rk\n",
              "yRKtWLFCR44cUYcOHVRRUaGXX35ZO3bs0IoVK67Yp6CgQE6nUyEhIcrJydFdd92ll19+WQ8++GCt\n",
              "r1Hb5M+MGTM0a9Ysl7yn+nS29ILOlBSpS/M2pqMAAHBN357I0i1tomS1cO0IoL7wtS/A9fjaFxqr\n",
              "Bit/JKlJkybKyclRixYtah47fvy44uLiVFhYeM39X3vtNeXm5urNN9+s82tOnz5dr7/++g3lBQAA\n",
              "AAAA8HQu++e6vLw85eb+72Vgly5dqhYtWiggIEB5eXk1jy9evFjJycm1HuP48eNyOBySpMLCQi1f\n",
              "vvyq2wIAAAAAAOBKLlvwOT8/Xw888IBKSkpktVrVqlUrLV++XCdPntTIkSNVVVUlp9OpmJgYLVy4\n",
              "sGa/CRMmaPjw4Ro+fLg+++wzvf322/Lx8VFlZaUeeOABPf74466KDAAAAAAA4HUa9GtfJvC1LwAA\n",
              "AAAA0JixSiMAAAAAAIAXo/wBAAAAAADwYpQ/AAAAAAAAXozyBwAAAAAAwItR/gAAAAAAAHgxyh8A\n",
              "AAAAAAAvRvkDAAAAAADgxSh/AAAAAAAAvBjlDwAAAAAAgBej/AEAAAAAAPBilD8AAAAAAABejPIH\n",
              "AAAAAADAi1H+AAAAAAAAeDHKHwAAAAAAAC9G+QMAAAAAAODFKH8AAAAAAAC8mMXpdDpNh3Cl++67\n",
              "T9HR0aZjXFNVVZU2b96sPn36yGazmY6DH8C58iycL8/BufIsnC/PwbnyLJwvz8G58iyedr6ioqI0\n",
              "depU0zHgRby+/PEUBQUFCgkJUX5+voKDg03HwQ/gXHkWzpfn4Fx5Fs6X5+BceRbOl+fgXHkWzhca\n",
              "O772BQAAAAAA4MUofwAAAAAAALwY5Q8AAAAAAIAXo/xxE/7+/vo//+f/yN/f33QUXAPnyrNwvjwH\n",
              "58qzcL48B+fKs3C+PAfnyrNwvtDYseAzAAAAAACAF2PyBwAAAAAAwItR/gAAAAAAAHgxyh8AAAAA\n",
              "AAAvRvnTgKZMmaLo6GhZLBalpaVddbv58+erc+fO6tSpk5588klVVFQ0XEjUqMv5Wr16tZo0aSK7\n",
              "3V5zKykpadigUGlpqUaMGKG4uDglJSXpxz/+sTIzM2vddvny5eratas6d+6s++67TwUFBQ2ctnGr\n",
              "67nKzs6WzWa77Gfr4MGDBhJj2LBhSkxMlN1u18CBA7V9+/Zat+Ozy7y6nCs+t9zLggULZLFYtHTp\n",
              "0lqf5zPLvfzQ+eJzy31ER0erS5cuNedhyZIltW7H5xYaHScazJo1a5xHjx51RkVFObdv317rNocO\n",
              "HXK2bdvWefz4cafD4XD+7Gc/c86ZM6dhg8LpdNbtfKWmpjqTkpIaNBeuVFJS4vznP//pdDgcTqfT\n",
              "6XzzzTedgwYNumK7wsJCZ+vWrZ179uxxOp1O57PPPuv8z//8z4aM2ujV9VxlZWU5Q0JCGjYcanX+\n",
              "/PmaP3/++efOxMTEK7bhs8s91OVc8bnlPrKyspz9+vVz9u3b1/nFF19c8TyfWe7lWueLzy338UP/\n",
              "3/0SPrfQGDH504Buv/12tW/f/ge3+fTTTzV8+HCFh4fLYrHo6aef1uLFixsoIb6vLucL7iEgIEB3\n",
              "3XWXLBaLJKlv377Kzs6+Yrt//etfSk5OVteuXSVJzzzzDD9fDayu5wruIzQ0tObP+fn5Nefu+/js\n",
              "cg91OVdwDw6HQxMmTNCbb7551ctO85nlPupyvuBZ+NxCY+RjOgAud+TIEUVFRdXcj46O1pEjRwwm\n",
              "wrUcPHhQPXv2lM1m0+OPP65nnnnGdKRGb9asWbrnnnuueLy2n6/jx4+rsrJSPj78dWjC1c6VJBUV\n",
              "FemWW25RVVWVRowYoV/+8pey2WwNnBCSNGbMGKWmpkqSVqxYccXzfHa5j2udK4nPLXfw+uuvq3//\n",
              "/urVq9dVt+Ezy33U5XxJfG65kzFjxsjpdKpPnz76/e9/r1atWl32PJ9baIz45ABuQs+ePZWTk6OQ\n",
              "kBDl5OTorrvuUsuWLfXggw+ajtZovfrqq8rMzNTKlStNR8E1/NC5atu2rY4dO6bWrVvr3LlzGjVq\n",
              "lP70pz/p+eefN5AUCxculCR98MEHeuGFF65aKsC8a50rPrfM27lzpz777DOtXbvWdBTUQV3PF59b\n",
              "7mPt2rXq0KGDKioq9PLLL2vs2LF8bgFiwWe306FDBx0+fLjmfnZ2tjp06GAwEX5IcHCwQkJCJEnt\n",
              "27fX6NGjtW7dOsOpGq8//vGP+vzzz/Wvf/1LgYGBVzxf289X27Zt+RdUA651rvz9/dW6dWtJUlhY\n",
              "mJ544gl+ttzA2LFjlZqaqrNnz172OJ9d7udq54rPLfPWrVun7Oxsde7cWdHR0dq0aZOeeuopvf32\n",
              "25dtx2eWe6jr+eJzy31c+vzx9fXVtGnTaj0PfG6hMaL8cTMjR47UsmXLdOLECTmdTs2dO1cPPfSQ\n",
              "6Vi4iuPHj8vhcEiSCgsLtXz5ciUnJxtO1Ti9/vrrWrx4sb766qvL1r34vjvvvFPbtm3T3r17JUlv\n",
              "vfUWP18G1OVcnTp1quaqG2VlZfr888/52TIgLy9Pubm5NfeXLl2qFi1aKCws7LLt+Owyr67nis8t\n",
              "8yZNmqTjx48rOztb2dnZ6tu3r9555x1NmjTpsu34zHIPdT1ffG65h6KiIuXl5dXcX7x4ca3ngc8t\n",
              "NEaUPw1o4sSJat++vXJycnTHHXcoNjZWkjRhwgQtW7ZMkhQTE6Nf//rX6t+/v2JjY9WqVStNnDjR\n",
              "ZOxGqy7n67PPPlNCQoKSkpLUt29f/fjHP9bjjz9uMnajlJOTo//4j/9QXl6eUlJSZLfbdeutt0qS\n",
              "fvWrX2nu3LmSpKCgIL377rsaMWKEYmNjlZOToxkzZpiM3ujU9Vx98803Sk5OVlJSknr27Knw8HD9\n",
              "8pe/NBm9UcrPz9eIESNq/p6bM2eOli9fLovFwmeXm6nrueJzy73xmeVZ+NxyPydPnlRKSooSExOV\n",
              "kJCgNWvW1Hwdls8tNHYWp9PpNB0CAAAAAAAArsHkDwAAAAAAgBej/AEAAAAAAPBilD8AAAAAAABe\n",
              "jPIHAIBGzG63y263Kz4+Xjabreb+qFGjaraZPHmylixZYjAlAAAAbgYLPgMAAGVnZ8tut192iVxJ\n",
              "cjqdio2NVVpamoKCgsyEAwAAwE1h8gcAAFzVli1b1KVLFwUFBekf//iHEhMTZbfb1aNHD/3973+X\n",
              "JJ04cUIPPvig+vTpo4SEBL388ss1++/Zs0d33HGHEhMTlZiYWHNZZAAAADQcH9MBAACA+/riiy80\n",
              "YsQISdLLL7+sefPmqV+/fnI4HCooKJAkjR07Vr/4xS80aNAgVVZW6u6779Ynn3yie++9V/fcc49+\n",
              "/etfa/To0ZKkM2fOmHorAAAAjRblDwAAuKply5Zp5cqVkqShQ4dq6tSpuv/++zVs2DDZ7XYVFRVp\n",
              "5cqVOnnyZM0+Fy5c0L59+7Rv3z6VlpbWFD+S1LJlywZ/DwAAAI0d5Q8AAKjV/v37FRoaqjZt2kiS\n",
              "Xn/9de3atUupqakaO3asHnnkET3zzDOSpE2bNikgIOCy/Xft2tXgmQEAAHAl1vwBAAC1+v5XviRp\n",
              "79696t69uyZPnqxJkyZp06ZNatasmVJSUvT73/++Zrvc3Fzl5OSoS5cuCgwM1OLFi2ue42tfAAAA\n",
              "DY/yBwAA1Grp0qWXlT+/+MUv1L17dyUnJ2vRokX6r//6L0nShx9+qMzMTPXo0UMJCQm67777dPbs\n",
              "Wfn4+Ojvf/+7FixYoISEBCUlJemzzz77/9u7YxoAYBCKgnWHf0xgowI6dmjye6cA1pcQ3iwDAPAx\n",
              "r94BgMPMrKpa3f16FAAALok/AAAAAMGcfQEAAAAEE38AAAAAgok/AAAAAMHEHwAAAIBg4g8AAABA\n",
              "MPEHAAAAIJj4AwAAABBM/AEAAAAIJv4AAAAABNsSETr9zmYKSwAAAABJRU5ErkJggg==\n",
              "\">\n",
              "      </div>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-75daab58-3e0b-4998-8452-fe23242c500c\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-75daab58-3e0b-4998-8452-fe23242c500c\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "from matplotlib import pyplot as plt\n",
              "import seaborn as sns\n",
              "def _plot_series(series, series_name, series_index=0):\n",
              "  from matplotlib import pyplot as plt\n",
              "  import seaborn as sns\n",
              "  palette = list(sns.palettes.mpl_palette('Dark2'))\n",
              "  xs = series['T/sec']\n",
              "  ys = series['C4/mb']\n",
              "  \n",
              "  plt.plot(xs, ys, label=series_name, color=palette[series_index % len(palette)])\n",
              "\n",
              "fig, ax = plt.subplots(figsize=(10, 5.2), layout='constrained')\n",
              "df_sorted = _df_7.sort_values('T/sec', ascending=True)\n",
              "for i, (series_name, series) in enumerate(df_sorted.groupby('Step')):\n",
              "  _plot_series(series, series_name, i)\n",
              "  fig.legend(title='Step', bbox_to_anchor=(1, 1), loc='upper left')\n",
              "sns.despine(fig=fig, ax=ax)\n",
              "plt.xlabel('T/sec')\n",
              "_ = plt.ylabel('C4/mb')"
            ],
            "text/html": [
              "      <div class=\"colab-quickchart-chart-with-code\" id=\"chart-cbfe5c6c-89cf-4935-8191-27302113e1db\">\n",
              "        <img style=\"width: 180px;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABH8AAAITCAYAAACezbCZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\n",
              "bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\n",
              "AAAPYQGoP6dpAABlUElEQVR4nO3de1xUdeL/8fdw94p5xRugAqLAgJcENUx0y7a1zS5bKW5mlqaZ\n",
              "lbtt61Z+Lfe39X1Y7qplWpFW24VvZum2rdWmImVeEhUxyUDBC3gJERARGeb8/rBmY0UFZTjMzOv5\n",
              "eMzjAec27+MpD775nM9YDMMwBAAAAAAAALfkZXYAAAAAAAAAOA/lDwAAAAAAgBuj/AEAAAAAAHBj\n",
              "lD8AAAAAAABujPIHAAAAAADAjVH+AAAAAAAAuDHKHwAAAAAAADdG+QMAAAAAAODGKH8uYMGCBWZH\n",
              "AAAAAAAAuGI+ZgdoqvLz882OAAAAAADABdntdlVWVurs2bNmR4EJmjVrJj8/vzptS/kDAAAAAICL\n",
              "KS8vV15enmw2mywWi9lxYALDMNSlSxd16NDhkttS/gAAAAAA4EJsNptycnIUEBCgzp07y9/fnwLI\n",
              "wxiGoWPHjqmgoECBgYGXHAFE+QMAAAAAgAspLy+XxWJRly5d1KpVK7PjwCQdO3ZUWVmZKioqLln+\n",
              "MOEzAAAAAAAuyNvb2+wIMFF9RntR/gAAAAAAALgxyh8AAAAAANAkvPnmm4qKilJkZKR69OihhIQE\n",
              "VVdXa+7cuTp48KDZ8VyWU+f8WbNmjZ588kmdPXtWzZs319KlSxUbGyvDMPT000/rnXfekb+/v9q3\n",
              "b69169ZJkuLj41VZWSnp3CRWu3fv1s6dO2W1Wmsce9euXfrtb3/r+P7kyZMqLS3ViRMnJEmhoaHy\n",
              "9/dXs2bNJEmzZs3SnXfe6czTBQAAAAAAlyk/P18PP/ywNm/erIiICEnSV199JYvFoiVLlugXv/iF\n",
              "unfvbnJK1+S08qe4uFjJycnasGGDoqKilJ6eruTkZGVlZWnhwoXKzMxUVlaW/Pz8dOTIEcd+mzdv\n",
              "dny9YsUKPf300+cVP5IUExOjHTt2OL6fPn36ec+7paamKi4ursHPDQAAAAAANKyCggJ5eXmpY8eO\n",
              "jmVDhw7VY489pmPHjmncuHHy9/fXsmXL1L9/f82cOVPp6ek6e/asevbsqTfeeEMdOnTQ7bffLi8v\n",
              "L33//fcqLi7WgAED9Oabb6pFixYmnp25nPbYV25urtq1a6eoqChJUmJiog4cOKCMjAzNmzdPzz33\n",
              "nGM26qCgoFqPkZKSokmTJl3yvc6cOaO33367TtvWprKyUqWlpTVe1dXVl3UsAAAAAABQf4MGDdLA\n",
              "gQMVEhKi66+/XrNnz9b+/fs1b948dezYUe+8846ys7M1ePBgzZkzR82bN1dmZqays7MVFRWl3/3u\n",
              "d45jZWRkaN26dcrJyVFxcbH+/Oc/m3hm5nNa+RMeHq6ioiJt3LhRkrR69WqVlZUpKytLR48e1apV\n",
              "qxQfH6/4+Hilpqaet//BgweVlpam8ePHX/K9Vq5cqZ49e543yufuu+9WTEyMJk2apOPHj19w/2ef\n",
              "fVaBgYE1Xlu2bKnfCQMAAAAAgMvm7e2tTz/9VGlpabr++uv19ddfy2q1avfu3edt+89//lMrVqxQ\n",
              "ZGSkIiMjtXLlSuXn5zvWjxkzRm3atJGPj4/uvfdex1Qznspp5U9gYKBWrFihWbNmacCAAfrss8/U\n",
              "t29fSefm8qmoqNDmzZuVmpqqRx99VDt37qyx//LlyzV69Gi1b9/+ku9V2wihDRs2KDMzUxkZGWrf\n",
              "vr0mTJhwwf1nzZqlkpKSGq9BgwZdxlkDAAAAAIArERcXp9///vf6/PPPFRcXp/fff/+8bex2u+bP\n",
              "n6/s7GxlZ2crNzdXaWlpFzxmfT4W3R059dO+kpKSlJaWpm3btumFF15QQUGBhgwZopYtWzpG9ISG\n",
              "hmro0KHaunWrYz/DMLRs2bI6Pca1f/9+bdq0SePGjauxPDg4WJLk6+urRx55ROnp6Rc8hr+/v1q3\n",
              "bl3j5e3tfTmnDAAAAAAALsP+/fv1+eefO74/fvy4Dh06pIiICLVo0UInT550rBs9erT++te/qqys\n",
              "TJJUVlambdu2OdavXr1aJSUlstlsWr58uZKSkhrtPJoip5Y/hYWFjq/nzp2rESNGKCwsTGPHjtWa\n",
              "NWskSSdOnNCWLVtqTOq8du1a2Ww2XXfddZd8j9dff1233HKL2rRp41hWXl5e4z+Kd999V/369bvy\n",
              "EwIAAAAAAE5RVVWlZ555RqGhoYqMjNSQIUN01113ady4cZo6daqmTp2qyMhIff3115o7d6769++v\n",
              "AQMGKCIiQgMGDKgxqCQuLk5JSUkKCwtTYGCgnnjiCRPPzHwWwzAMZx38/vvvV3p6umw2mwYPHqxF\n",
              "ixapTZs2Kioq0sSJE7Vv3z5J0rRp0zRt2jTHfuPGjVN4eLiefvrpGsdbsmSJCgoK9Mwzz0g6N8wr\n",
              "JCREb775Zo0Wb9++fbrttttUXV0twzDUs2dPLViwQKGhoXXOPnPmTM2fP/8Kzh4AAAAAgIZXUlKi\n",
              "/Px8hYWFqXnz5mbHaXJuv/12xcbG6qmnnjI7ilOdPn1aOTk5CgkJUWBg4EW3ddpHvUvSq6++Wuvy\n",
              "du3aafXq1Rfc75133ql1+QMPPFDjey8vLx08ePC87Xr27Knt27fXIykAAAAAAIB7cmr5AwAAAAAA\n",
              "0JhWrFhhdoQmx6lz/gAAAAAAAMBclD8AAAAAAABujPIHAAA0qJLKCrMjAAAA4GcofwAAQIOpsFUp\n",
              "6cP5mvTFm/qh4pTZcQAAACDKHwAA0IDe3btFxyrKtPtEgQL9m5kdBwAANKKJEyeqa9euslgs+vrr\n",
              "r2usq6io0IQJExQSEqKIiAiNGTPmgsfZvn27hg8fru7du6t79+5KSkrSjh07nBv+Z3r16qX33nuv\n",
              "xrIzZ87oqquu0ldffaVFixapVatWioyMVFhYmIYNG6bvv/++1mM9+uij6tGjh6xWqz755BNFRkY2\n",
              "ximch/IHAAA0iMpqm17etUGS9GDMcPl6eZucCAAANKY777xT6enp6tKly3nrHnroIVksFu3fv197\n",
              "9+7VokWLaj1GXl6eRo4cqbFjx+rgwYM6ePCgxo4dq1/84hc6ePCgs09BkvTb3/5Wy5Ytq7Hsvffe\n",
              "U1BQkIYOHSpJSkhIUHZ2tnJychQWFqbp06fXeqyXX35Z69evV2ZmptNzXwzlDwAAaBArcjJUeLpE\n",
              "nZq31m/CBpgdBwAAj2G321VWecapL7vdfskcN9xwg3r27Hne8tLSUr333nv661//Ki+vczVE9+7d\n",
              "az3GX//6VyUkJGjKlCmOZZMnT9agQYP0wgsvSJJuv/123XHHHerXr59CQ0N12223qby8XJJ08uRJ\n",
              "3XXXXbJarYqIiNDYsWN15swZSdKgQYM0ZcoUDRw4UN27d1dycnKtGe6//36lp6ersLDQsWzZsmW6\n",
              "++67a93+l7/8pfbt23fe8n79+qmyslLXXXedJk6cWGNdVVWVEhMTFR0drbCwMP36179WaWmpJOmT\n",
              "Tz5ReHi4br31VoWHhysqKuq8kVT15XNFewMAAEiy2av1UuZ6SdLU6GEK8PE1NxAAAB6kvOqs+rwz\n",
              "x6nvsWfcHLXyD7i8fffsUWBgoJ588kmlpaUpICBAs2fP1q9//WtJ50YM3XzzzRo3bpx27NihkSNH\n",
              "nneMhIQErV271vF9RkaGvvnmG7Vs2VLXX3+9/vznP+vZZ5/V1KlTlZiYqPfee092u11jx47VX/7y\n",
              "Fz3zzDOSpP379+vrr7/W2bNnFRERoS+++OK89+vatasSExP12muv6amnntL+/fu1detWrVix4rxc\n",
              "NptNqampslqt563bvn27LBaLNm7cqPbt2+uTTz5xrPP29taKFSvUqVMn2e123X333Xruuef0l7/8\n",
              "RZKUk5OjF154Qb/+9a/1+uuva9y4ccrNzXWUZ/XFyB8AAHDFPtq3QwdOnVC7gBZK7j3I7DgAAKAJ\n",
              "sdlsKigoUN++fZWVlaWFCxdqwoQJOnTokCQpNTVV48aNq9cxx4wZozZt2sjHx0f33nuv1q1bJ0n6\n",
              "9NNPtWDBAkVGRqpv377asmWLcnJyHPvdcccd8vX1VYsWLRQVFaW9e/fWevz77rtPf//73yVJr7zy\n",
              "in7xi1+oQ4cOjvWbNm1SZGSkoqOj5eXlpRdffLFe+Q3D0F/+8hf16dNHkZGR+uKLL2o8GtalSxdH\n",
              "OXbvvffqhx9+UG5ubr3e4+cY+QMAAK5Itd2uRT+O+pkclahmPn7mBgIAwMO08PXTnnFznP4el6tn\n",
              "z57y8vJyPMo1ZMgQde3aVdu2bVO3bt1qbBsXF6dNmzadd4xNmzYpLi7ugu9hsVgknStVPvjgA8XE\n",
              "xNS6XUDAf0YveXl5yWaz1brdLbfcounTpys9PV3vvvuuFi5cWGN9QkKCPv/88wvmuZRXXnlFGzZs\n",
              "0MaNG3XVVVfp//2//6f169dfcHuLxXLZo34kRv4AAIAr9El+lnJLjivQr5nujkwwOw4AAB7Hy8tL\n",
              "rfwDnPq6kuKhc+fOGjx4sD788ENJUnZ2tg4fPlzro1KPPPKIvv76ay1dutSx7JVXXtGmTZv06KOP\n",
              "OpatXr1aJSUlstlsWr58uZKSkiRJo0aN0p///GdVVVVJko4fP67du3fXO7OPj4/uuusuTZ06VTab\n",
              "TaNHj673MS7mxIkTatu2ra666iqdPHlSb7/9do31BQUF+vjjjyVJy5cvV7t27dSjR4/Lfj/KHwAA\n",
              "cNnshl0Ldp57/n5S36Fq5Xd5cwEAAADXN27cOHXq1ElHjx7V6NGjFRwc7Fj36quv6vnnn1dERIRu\n",
              "vvlm/e1vf3OUGXfeeafeeecdSVKPHj3073//W2+//ba6deum7t276+2339YXX3yhkJAQx/Hi4uKU\n",
              "lJSksLAwBQYG6oknnpAkLV26VAEBAerbt68iIiJ07bXX1njsqz4eeOABffvttxo7duwVlV8XOnZF\n",
              "RYV69OihkSNHKiGh5i/QwsLCtGzZMkVERGjevHl6++23ryiDxTAM40pDu6OZM2dq/vz5ZscAAKBJ\n",
              "++zAt7r3izfV0tdfX//mcV3l39zsSAAAuL2SkhLl5+crLCxMzZt73r339ttvV2xsrJ566imzozjF\n",
              "J598opkzZyo7O/ui250+fVo5OTkKCQlRYGDgRbdl5A8AALgshmE4Rv1MiBxM8QMAANBEMeEzAAC4\n",
              "LBsKvtfOHw4pwNtX90ddY3YcAADgIWr7yHV3cuONN+rGG29s0GMy8gcAAFyWhT+O+hnfe5DaN2tp\n",
              "choAAABcCOUPAACot01H9mnz0Tz5eXlrSvQws+MAAOCRmMIXdcVjXwAAoN4W7lwnSbozfKA6t7j4\n",
              "BIMAAKBh+fr6SpJsNptsNluDfxIVXIPNZpN07mPpL4XyBwAA1EvG8QPaUPC9vC1emhZzrdlxAADw\n",
              "OF5eXvLx8ZHFYlFVVZXZcWASu90ub29veXt7X3Jbyh8AAFAvi34c9XNbr37q3qqtyWkAAPBMFotF\n",
              "vr6+8vf3NzsKTFTXUV+UPwAAoM52FxXo84N7ZJFF063DzY4DAIBHs1gsTeqRrxkzZmj16tXKz8/X\n",
              "9u3bFRcXJ0kqKirSyJEjHdudPn1a+/bt07Fjx9S27X9+kfTNN9/ovvvukySdOHFCJSUl6tGjhyQp\n",
              "OTlZHTp00MMPP6wePXqoqqpKwcHBWrp0qYKDg7Vr1y49/PDDKioqUnV1tZo1a6Zly5YpOjr6is9r\n",
              "2rRpat68uZ5//vkay2+++WZde+21uvXWW9WrVy/FxMTIMAz5+Pjo+eefV1JS0hW/98VYLJY6b0v5\n",
              "AwAA6mxR5rlRP7/uYVXPwA4mpwEAANK5iZ+Ns6ed+h4Wv+aXLBtuv/12/eEPf9A111xTY3m7du20\n",
              "Y8cOx/fPP/+80tLSahQ/kjRw4EDHdsuXL9dHH32kjz76yLF++fLlSkpKcix7+OGH9eijj+qDDz7Q\n",
              "2LFjNXfuXN1yyy2SpIMHD9Z5VFRRUZHatWt3wfWTJk3Sr371Kz333HOO+XWOHDmif//733rttddU\n",
              "Xl6uVq1aObKvXLlSd9xxh44dO1avgsaZKH8AAECdfH/ymP6ZlyVJmm517m+yAABA3RlnTytnSmun\n",
              "vkfY0lJZ/FtcdJthw+r2CaApKSl69tlnrzjTqFGj9Ic//EGSdOjQIXXt2tWxrnv37nU+zqBBg9Sn\n",
              "Tx+NGzdON998s1q0qHmeAwYMUFBQkP75z3/q5ptvliS9+eab+uUvf6kOHTqovLy8xvY33HCDfvjh\n",
              "BxUVFal9+/aXe3oNqumMDwMAAE3ai5nrZMjQDcFR6tM2yOw4AADABW3cuFHFxcUaPXq0Y9ns2bO1\n",
              "ZMmSeh2nurpa77//vgYMGCBJeuqpp5SUlKSRI0fqiSee0Pbt2+t8rJycHD3++OP66quvFBMTo7Fj\n",
              "x+of//hHjcm0J02apGXLljm+X7ZsmSZNmlTr8d59910FBwc3meJHYuQPAACog7zSIn20b6ckaUYs\n",
              "o34AAGhKLH7NFba01Onv0RBSUlJ099131/h48meeeabO+69bt84xl1D//v31wgsvSJJ+97vfafz4\n",
              "8Vq7dq02bNigxMREpaSk6M4777zkMS0WixITE5WYmKjq6mp9/PHHevDBB+Xl5aW8vDxJ5+Yc+tOf\n",
              "/qRjx44pJydHp06d0qhRoxzHKCsrc+Tq2rWrVq9eXedzagyUPwAA4JJe2rVe1YZdSV17y9q+m9lx\n",
              "AADAz1gslks+ktUUnDp1Sv/3f/+nrVu3XvYxfj7nz3/r1KmTxo4dq7FjxyokJERvv/32eeXPc889\n",
              "p/fee0+S9L//+7+OAqeqqkqffvqp3nvvPW3cuFGjR4/W+PHjHfu1bdtWo0eP1ltvvaU9e/bonnvu\n",
              "qTHZ9s/n/GmKKH8AAMBFHT51UityMiRJD8eOMDkNAABwVampqYqNjVVkZGSDH/vDDz/U6NGj5evr\n",
              "K5vNpszMTPXq1eu87f74xz/qj3/8Y41l9913nz7//HMNGzZMycnJWr58eY2RST+ZNGmSpk+frsLC\n",
              "wno9VtYUMOcPAAC4qJez0lRlr9aQoJ4a2CnE7DgAAKCJmjJlirp166ZDhw5p1KhRCgsLq7E+JSWl\n",
              "1nlyLmfOn/+2cuVKRUdHy2q1KjY2Vv7+/nr66afrtO91112n7OxsvfXWW/rlL39Za/EjSSNHjlRl\n",
              "ZaUGDhyonj17XlHexmYxDMMwO0RTNHPmTM2fP9/sGAAAmOrY6TINXvG/qqy2KXXUfRraJezSOwEA\n",
              "AKc6c+aM9u/frx49eiggIMDsODBJff47YOQPAAC4oKW701VZbdOADsEa0vn8odMAAABo+ih/AABA\n",
              "rU6cKddb2ZskSTNiR8hisZicCAAAAJeD8gcAANQq5duvdNp2VtFtu2hEt95mxwEAAMBlovwBAADn\n",
              "Kams0OvffiWJUT8AADRVdrvd7AgwUX2mcOaj3gEAwHneyP5aZVWVimjTUTeE9DU7DgAA+Bk/Pz95\n",
              "eXmpoKBAHTp0kJ+fH7+o8TCGYej48eOyWCzy9fW95PaUPwAAoIbyqkq9uvtLSdJD1hHysjBQGACA\n",
              "psTLy0s9evRQYWGhCgoKzI4Dk1gsFnXr1k3e3t6X3JbyBwAA1PD37zaruPK0Qlu10009YsyOAwAA\n",
              "auHn56fg4GDZbDZVV1ebHQcm8PX1rVPxI1H+AACAn6mwVWlpVrokabp1uHy86vYDBQAAaHw/PfJT\n",
              "l8d+4NkYxw0AABxSv/9GxyrK1LVFG93aq5/ZcQAAANAAKH8AAIAk6Wy1TYt3rZckTYu5Vn7eDBAG\n",
              "AABwB5Q/AABAkrQiN0MF5SXq1KyV7gwfaHYcAAAANBDKHwAAIJu9Wi9lrpckPRAzTAE+zB0AAADg\n",
              "Lih/AACAVu3PVH7ZCbX1b6HkiHiz4wAAAKABUf4AAODh7IZdi3aulSRNjr5GzX39TE4EAACAhkT5\n",
              "AwCAh/skf7dySo4r0C9AEyIHmx0HAAAADYzyBwAAD2YYhhb+OOpnYt+hauUXYHIiAAAANDSnlj9r\n",
              "1qzRwIEDZbValZCQoJ07d0o694PmnDlzFBERoZiYGCUlJTn2iY+PV1xcnOLi4hQdHS2LxaLMzMxa\n",
              "j2+xWBQTE+PYPj093bFu8+bNio2NVUREhEaMGKHDhw8781QBAHBJXxzK1rcnCtXCx0+T+gwxOw4A\n",
              "AACcwMdZBy4uLlZycrI2bNigqKgopaenKzk5WVlZWVq4cKEyMzOVlZUlPz8/HTlyxLHf5s2bHV+v\n",
              "WLFCTz/9tKxW6wXfJz09XW3atKmxzG63Kzk5Wa+++qqSkpL0/PPP65FHHtH777/f4OcJAICrMgxD\n",
              "C34c9XN35GBdFdDC5EQAAABwBqeVP7m5uWrXrp2ioqIkSYmJiTpw4IAyMjI0b948rV27Vn5+5yaU\n",
              "DAoKqvUYKSkpmjRpUr3fe9u2bfLx8XGMKJoyZYqefPJJnTlzRgEB5w9nr6ysVGVlZY1l1dXV9X5f\n",
              "AABcyZeFOdp+/KD8vX00Ofoas+MAAADASZz22Fd4eLiKioq0ceNGSdLq1atVVlamrKwsHT16VKtW\n",
              "rVJ8fLzi4+OVmpp63v4HDx5UWlqaxo8ff9H3GTlypGJjYzVz5kyVl5dLkg4cOKCQkBDHNq1atVLr\n",
              "1q1VUFBQ6zGeffZZBQYG1nht2bLlck8dAACX8NOon+SIQerQrJXJaQAAAOAsTit/AgMDtWLFCs2a\n",
              "NUsDBgzQZ599pr59+0qSbDabKioqtHnzZqWmpurRRx91zAf0k+XLl2v06NFq3779Bd8jPz9f27Zt\n",
              "08aNG3X8+HE99thjl5V11qxZKikpqfEaNGjQZR0LAABXsPnIfm06sl++Xt56IOZas+MAAADAiZz2\n",
              "2JckJSUlOR69qqysVFBQkIYMGaKWLVs6RvSEhoZq6NCh2rp1q2JjYyWdm4Ng2bJlevnlly96/ODg\n",
              "YElSixYtNG3aNE2ePNmxPD8/37FdWVmZSkpK1KVLl1qP4+/vL39//xrLvL29L+OMAQBwDQsz10mS\n",
              "7ggboC4tAk1OAwAAAGdy6qd9FRYWOr6eO3euRowYobCwMI0dO1Zr1qyRJJ04cUJbtmypManz2rVr\n",
              "ZbPZdN11113w2MXFxTp9+rSkcxM8p6amql+/fpKkAQMGqKqqSuvWnfvBdunSpbrppptqne8HAABP\n",
              "s+P4QaUd3itvi5emWRn1AwAA4O6cOvJn9uzZSk9Pl81m0+DBg5WSkiLp3Bw7EydO1OLFiyVJjz/+\n",
              "eI3HrFJSUjRx4kR5edXsppYsWaKCggI988wzys7O1pQpU2SxWGSz2dS/f38tWLBAkuTl5aW///3v\n",
              "mjJlis6cOaMuXbrorbfecuapAgDgMhb9OOrnlp5xCmnVzuQ0AAAAcDaLYRiG2SGaopkzZ2r+/Plm\n",
              "xwAAoEF9e6JQ169aIIssWnfLowpr09HsSAAAAHAypz72BQAAmpYXfxz1c1OPGIofAAAAD0H5AwCA\n",
              "h8g5eUz/2L9LkjTdmmRyGgAAADQWyh8AADzEi5nrZcjQqOC+6tu2s9lxAAAA0EgofwAA8AD5ZUX6\n",
              "cN8OSdJDjPoBAADwKJQ/AAB4gMWZaao27Lq2a4TiOnQ3Ow4AAAAaEeUPAABurqC8RP+Xs02S9HDs\n",
              "CJPTAAAAoLFR/gAA4OaW7EpTlb1aCUE9NKhTqNlxAAAA0MgofwAAcGPHK8r09t4tkhj1AwAA4Kko\n",
              "fwAAcGOvZH2pymqb+nXorms6h5kdBwAAACag/AEAwE0VnynXm9lfSzo36sdisZicCAAAAGag/AEA\n",
              "wE2l7NmocttZ9W3bWSO7RZodBwAAACah/AEAwA2Vnj2jZd9+JUmawagfAAAAj0b5AwCAG3oz+2uV\n",
              "nD2j8MCOujEkyuw4AAAAMBHlDwAAbuZ01Vm9kvWlJGl6bJK8LNzuAQAAPBk/DQIA4Gbe3rtZJyrL\n",
              "FdKqrW7uYTU7DgAAAExG+QMAgBs5Y6vSkl0bJEkPWofLx8vb5EQAAAAwG+UPAABu5P9ytuloRZm6\n",
              "tAjU7b36mx0HAAAATQDlDwAAbuJstU0vZa6XJE2LGS4/bx9zAwEAAKBJoPwBAMBNrMzdrsPlJ9Wx\n",
              "WSvdGT7Q7DgAAABoIih/AABwAzZ7tV78cdTPlOhENfPxNTcQAAAAmgzKHwAA3MA/9u9SXlmRrvJv\n",
              "rvG9482OAwAAgCaE8gcAABdnN+xalLlWknR/1DVq4etvciIAAAA0JZQ/AAC4uDX532rvyWNq7Reg\n",
              "e/oMMTsOAAAAmhjKHwAAXJhhGFq489yon4l9hqi1X4DJiQAAANDUUP4AAODC1h76TlknCtTcx0+T\n",
              "+g41Ow4AAACaIMofAABclGEYWvDjqJ/fRiaobUALkxMBAACgKaL8AQDARW0szFXG8QPy9/bRlKhE\n",
              "s+MAAACgiaL8AQDARf006mdsxNXq2LyVyWkAAADQVFH+AADggrYezdPGI/vk6+WtqdHXmh0HAAAA\n",
              "TRjlDwAALmjhznWSpNvD+qtryzbmhgEAAECTRvkDAICLyfzhkNYd/k7eFi89GDPc7DgAAABo4ih/\n",
              "AABwMT+N+hnTM1ahrduZnAYAAABNHeUPAAAuZM+JI1pzYLcssmi6NcnsOAAAAHABlD8AALiQFzPP\n",
              "jfr5VWi0wtt0NDkNAAAAXAHlDwAALiK35LhW78+UJM2IZdQPAAAA6obyBwAAF/FS5noZMnRd9z7q\n",
              "27aL2XEAAADgIih/AABwAQfLTuiD3O2SpIcY9QMAAIB6oPwBAMAFLN6VpmrDrmFdwtW/Q7DZcQAA\n",
              "AOBCKH8AAGjiCstLlPr9N5KY6wcAAAD1R/kDAEATtzRrg87aqxXfKVQJQT3NjgMAAAAXQ/kDAEAT\n",
              "9kPFKf39uy2SpBmxI0xOAwAAAFdE+QMAQBP26u4vdaa6SrHtu2lYl3Cz4wAAAMAFUf4AANBEFVee\n",
              "1vI9GyVJD8eOkMViMTkRAAAAXBHlDwAATdSybzeq3HZWfa4K0i+6R5odBwAAAC6K8gcAgCao7OwZ\n",
              "pXz7laRzc/14WbhlAwAA4PI49SfJNWvWaODAgbJarUpISNDOnTslSYZhaM6cOYqIiFBMTIySkv7z\n",
              "sbXx8fGKi4tTXFycoqOjZbFYlJmZed6xCwoKNGrUKPXu3VtWq1W33Xabjh8/7lgfGhqq3r17O46V\n",
              "mprqzFMFAKBBvZm9SSVnK9QrsINuDIk2Ow4AAABcmI+zDlxcXKzk5GRt2LBBUVFRSk9PV3JysrKy\n",
              "srRw4UJlZmYqKytLfn5+OnLkiGO/zZs3O75esWKFnn76aVmt1vOO7+3traeeekrXXHONJOmxxx7T\n",
              "Y489puXLlzu2SU1NVVxcnLNOEQAAp6iwndUru9MlSQ9Zh8vbi1E/AAAAuHxOK39yc3PVrl07RUVF\n",
              "SZISExN14MABZWRkaN68eVq7dq38/PwkSUFBQbUeIyUlRZMmTap1XadOndSpUyfH9/Hx8XrxxRcv\n",
              "K2tlZaUqKytrLKuurr6sYwEAcKXe/m6Lis6UK7hlW43pGWd2HAAAALg4p/0qMTw8XEVFRdq48dyn\n",
              "lKxevVplZWXKysrS0aNHtWrVKsXHxys+Pr7WR7IOHjyotLQ0jR8//pLvVV1drRdffFE333xzjeV3\n",
              "3323YmJiNGnSpBqPhP23Z599VoGBgTVeW7ZsqecZAwBw5c7YqvRy1gZJ0oPW4fLx8jY5EQAAAFyd\n",
              "08qfwMBArVixQrNmzdKAAQP02WefqW/fvpIkm82miooKbd68WampqXr00Ucd8wH9ZPny5Ro9erTa\n",
              "t29/0fcxDEPTpk3TVVddpYcfftixfMOGDcrMzFRGRobat2+vCRMmXPAYs2bNUklJSY3XoEGDruDs\n",
              "AQC4PO/nbNPR06Xq3DxQt4f1NzsOAAAA3IDTHvuSpKSkJMdkzpWVlQoKCtKQIUPUsmVLx4ie0NBQ\n",
              "DR06VFu3blVsbKykc4XOsmXL9PLLL1/yPWbMmKGDBw/qo48+ktfP5kQIDg6WJPn6+uqRRx5RRETE\n",
              "BY/h7+8vf3//Gsu8vflNKwCgcVXZq/XSrvWSpKkxw+Tv7dTbNAAAADyEU2eQLCwsdHw9d+5cjRgx\n",
              "QmFhYRo7dqzWrFkjSTpx4oS2bNlSY1LntWvXymaz6brrrrvo8WfMmKGcnBx9+OGHjvmDJKm8vFwn\n",
              "T550fP/uu++qX79+DXRWAAA4x4e523Xo1Em1D2ipsRGMQAUAAEDDcOqvFGfPnq309HTZbDYNHjxY\n",
              "KSkpks7NsTNx4kQtXrxYkvT444/XeMwqJSVFEydOrDGSR5KWLFmigoICPfPMM/rqq6+0aNEiRUZG\n",
              "Kj4+XpLUo0cPffjhhzp69Khuu+02VVdXyzAM9ezZU2+++aYzTxUAgCtSbbdrUeZ6SdKU6EQ18/E1\n",
              "NxAAAADchsUwDMPsEE3RzJkzNX/+fLNjAAA8xKp9O/Vg2rtq499cm37zuFr6+l96JwAAAKAOnPrY\n",
              "FwAAuDS7YdfCnWslSff1HUrxAwAAgAZF+QMAgMk+O7BH3508qla+/prYZ4jZcQAAAOBmKH8AADCR\n",
              "YRiOUT/39BmiQP9mJicCAACAu6H8AQDAROsP71Vm0WE18/HVfVFDzY4DAAAAN0T5AwCASQzD0IIf\n",
              "R/38tne82gW0NDkRAAAA3BHlDwAAJvn6yD59cyxf/t4+mhw9zOw4AAAAcFOUPwAAmGThznWSpLvC\n",
              "ByqoeWuT0wAAAMBdUf4AAGCCbcfy9WVhjnwsXpoac63ZcQAAAODGKH8AADDBT6N+bg/rr24trzI5\n",
              "DQAAANwZ5Q8AAI0sq+iwvjiULS+LRQ9ah5sdBwAAAG6O8gcAgEb20yd83dwjVj1atzc5DQAAANwd\n",
              "5Q8AAI3ou+Kj+lf+bknSQ7FJJqcBAACAJ6D8AQCgES3KPDfXz40h0Ypo08nkNAAAAPAElD8AADSS\n",
              "fSU/aPX+nZKkGYz6AQAAQCOh/AEAoJG8tGu97Iahkd0iFd2uq9lxAAAA4CEofwAAaASHThXrg5wM\n",
              "SYz6AQAAQOOi/AEAoBG8vCtNNsOuazqHaUDHELPjAAAAwINQ/gAA4GRHTpfqve+/kcSoHwAAADQ+\n",
              "yh8AAJzslawNqqy26eqOIRoc1NPsOAAAAPAwlD8AADhR0ZlTeuu7zZKkGbEjZLFYTE4EAAAAT0P5\n",
              "AwCAE722+ytV2KpkbddVw7tGmB0HAAAAHojyBwAAJzlZeVrL9myUxKgfAAAAmIfyBwAAJ1m+52ud\n",
              "qqpU7zaddH1wH7PjAAAAwENR/gAA4ASnqir12rdfSTo36sfLwi0XAAAA5uAnUQAAnOCt7E06WXla\n",
              "PVu31+jQGLPjAAAAwINR/gAA0MAqbGe1NCtdkvSQNUneXtxuAQAAYB5+GgUAoIG9s3erfjhzSt1b\n",
              "XqUxveLMjgMAAAAPR/kDAEADqqy26eVdaZKkB2OGy9fL2+REAAAA8HSUPwAANKD3c7bpyOlSdWre\n",
              "Wr8JH2B2HAAAAIDyBwCAhlJlr9ZLmeslSVOjh8nf28fcQAAAAIAofwAAaDCr9u3QwVPFahfQQsm9\n",
              "B5kdBwAAAJBE+QMAQIOottu16MdRP5OjEtXMx8/cQAAAAMCPKH8AAGgAn+RnKbfkuAL9munuyASz\n",
              "4wAAAAAOlD8AAFwhu2HXgp1rJUmT+g5VK78AkxMBAAAA/0H5AwDAFfr3wWxlFx9RS19/Tew7xOw4\n",
              "AAAAQA2UPwAAXAHDMByjfiZEDtZV/s1NTgQAAADURPkDAMAV2FDwvXb+cEgB3r66P+oas+MAAAAA\n",
              "56H8AQDgCiz8cdTP+N6D1L5ZS5PTAAAAAOej/AEA4DJtOrJPm4/myc/LW1Oih5kdBwAAAKgV5Q8A\n",
              "AJdp4c51kqS7Iq5W5xaBJqcBAAAAakf5AwDAZcg4fkAbCr6Xj8VLUxn1AwAAgCaM8gcAgMvw01w/\n",
              "t4X1U/dWbU1OAwAAAFwY5Q8AAPWUVXRY/z6YLS+LRQ/GDDc7DgAAAHBRlD8AANTTosz1kqSbeljV\n",
              "M7CDuWEAAACAS6D8AQCgHvaePKpP8rIkSQ9Zk0xOAwAAAFwa5Q8AAPXwYuZ6GTJ0Q3CUIq8KMjsO\n",
              "AAAAcElOLX/WrFmjgQMHymq1KiEhQTt37pQkGYahOXPmKCIiQjExMUpK+s9vTuPj4xUXF6e4uDhF\n",
              "R0fLYrEoMzOz1uNv3rxZsbGxioiI0IgRI3T48OE6rQMA4HLklRbpo307JEkzYhn1AwAAANfgtPKn\n",
              "uLhYycnJeuONN5SZmal58+YpOTlZkrRw4UJlZmYqKytLu3bt0rvvvuvYb/PmzdqxY4d27NihOXPm\n",
              "KDo6Wlar9bzj2+12JScn629/+5v27t2rG2+8UY888sgl1wEAcLle2rVedsNQUtfesrbvZnYcAAAA\n",
              "oE58nHXg3NxctWvXTlFRUZKkxMREHThwQBkZGZo3b57Wrl0rPz8/SVJQUO3D5lNSUjRp0qRa123b\n",
              "tk0+Pj6OUUNTpkzRk08+qTNnzmjXrl0XXBcQEHDesSorK1VZWVljWXV19eWdOADALR0+dVIrcjIk\n",
              "SQ/HjjA5DQAAAFB3Thv5Ex4erqKiIm3cuFGStHr1apWVlSkrK0tHjx7VqlWrFB8fr/j4eKWmpp63\n",
              "/8GDB5WWlqbx48fXevwDBw4oJCTE8X2rVq3UunVrFRQUXHRdbZ599lkFBgbWeG3ZsuVKTh8A4GZe\n",
              "zkpTlb1aQ4J6amCnkEvvAAAAADQRTit/AgMDtWLFCs2aNUsDBgzQZ599pr59+0qSbDabKioqtHnz\n",
              "ZqWmpurRRx91zAf0k+XLl2v06NFq3769syI6zJo1SyUlJTVegwYNcvr7AgBcw7HTZXp371ZJjPoB\n",
              "AACA63HaY1+SlJSU5Hj0qrKyUkFBQRoyZIhatmzpGNETGhqqoUOHauvWrYqNjZV0bkLoZcuW6eWX\n",
              "X77gsYODg5Wfn+/4vqysTCUlJerSpYuKioouuK42/v7+8vf3r7HM29v78k4aAOB2lu5OV2W1TQM6\n",
              "BGtI515mxwEAAADqxamf9lVYWOj4eu7cuRoxYoTCwsI0duxYrVmzRpJ04sQJbdmypcakzmvXrpXN\n",
              "ZtN11113wWMPGDBAVVVVWrdunSRp6dKluummmxQQEHDRdQAA1MeJM+V6K3uTJGlG7AhZLBaTEwEA\n",
              "AAD149SRP7Nnz1Z6erpsNpsGDx6slJQUSefm2Jk4caIWL14sSXr88cdrPGaVkpKiiRMnysurZje1\n",
              "ZMkSFRQU6JlnnpGXl5f+/ve/a8qUKTpz5oy6dOmit956S5Iuug4AgPpI+fYrnbadVXTbLhrRrbfZ\n",
              "cQAAAIB6sxiGYZgdoimaOXOm5s+fb3YMAICJSiorlPD+cyqrqtQrSeN1Y2i02ZEAAACAenPqY18A\n",
              "ALiyN7K/VllVpXq36aQbQvqaHQcAAAC4LJQ/AADUoryqUq/u/lKS9FBskrws3DIBAADgmvhJFgCA\n",
              "WryVvVnFlafVo3V73RRqvfQOAAAAQBNF+QMAwH+psFVp6e4NkqTp1uHy9uJ2CQAAANfFT7MAAPyX\n",
              "9/Zu1fGKU+raoo1u7dXP7DgAAADAFaH8AQDgZ85W27R4V5ok6UHrcPl6eZucCAAAALgylD8AAPzM\n",
              "itwMFZ4uUadmrXRH2ACz4wAAAABXjPIHAIAf2ezVeilzvSTpgZhhCvDxNTcQAAAA0AAofwAA+NGq\n",
              "/ZnKLzuhtv4tlBwRb3YcAAAAoEFQ/gAAIMlu2LVo51pJ0uToa9Tc18/kRAAAAEDDoPwBAEDSJ/m7\n",
              "lVNyXIF+AZoQOdjsOAAAAECDofwBAHg8wzC08MdRPxP7DlUrvwCTEwEAAAANh/IHAODxvjiUrW9P\n",
              "FKqFj58m9RlidhwAAACgQVH+AAA8mmEYWvDjqJ+7IwfrqoAWJicCAAAAGhblDwDAo31ZmKPtxw8q\n",
              "wNtXk6OvMTsOAAAA0OAofwAAHu2nUT/JvQepQ7NWJqcBAAAAGh7lDwDAY20+sl+bjuyXn5e3pkQP\n",
              "MzsOAAAA4BSUPwAAj/XTJ3zdET5QXVoEmpwGAAAAcA7KHwCAR9p+/KDSCr6Xt8VL02KuNTsOAAAA\n",
              "4DSUPwAAj7Tox1E/t/aKU3CrtianAQAAAJyH8gcA4HG+PVGgzw7ukUUWTbcmmR0HAAAAcCrKHwCA\n",
              "x1m0c70k6aYeMeoV2MHcMAAAAICTUf4AADxKzslj+jhvlyQx6gcAAAAegfIHAOBRXsxcL0OGRgX3\n",
              "Vd+2nc2OAwAAADgd5Q8AwGPklxXpw307JEkPMeoHAAAAHoLyBwDgMRZnpqnasOvarhGK69Dd7DgA\n",
              "AABAo6D8AQB4hILyEv1fzjZJ0sOxI0xOAwAAADQeyh8AgEdYsitNVfZqJQT10KBOoWbHAQAAABoN\n",
              "5Q8AwO0dryjT23u3SGLUDwAAADwP5Q8AwO29kvWlKqtt6tehu67pHGZ2HAAAAKBRUf4AANxa8Zly\n",
              "vZn9taRzo34sFovJiQAAAIDGRfkDAHBrKXs2qtx2VlFtO2tkt0iz4wAAAACNjvIHAOC2Ss+e0bJv\n",
              "v5IkzWDUDwAAADwU5Q8AwG29sedrlZw9o/DAjvplSJTZcQAAAABTUP4AANzS6aqzemV3uiTpodgk\n",
              "eVm45QEAAMAz8ZMwAMAt/f27zSquPK2QVu306x5Ws+MAAAAApqH8AQC4nTO2Ki3J2iBJmm4dLh8v\n",
              "b5MTAQAAAOah/AEAuJ3U77/RsYoydWkRqNt69TM7DgAAAGAqyh8AgFs5W23T4l1pkqRpMcPl5+1j\n",
              "ciIAAADAXJQ/AAC3sjJ3uw6Xn1THZq10Z/hAs+MAAAAApqP8AQC4DZu9Wi9mrpckTYlOVDMfX3MD\n",
              "AQAAAE0A5Q8AwG38Y/8u5ZUV6Sr/5hrfO97sOAAAAECTQPkDAHALdsOuRZlrJUn3R12jFr7+JicC\n",
              "AAAAmgbKHwCAW1iT/632njym1n4BuqfPELPjAAAAAE0G5Q8AwOUZhqGFO8+N+pnYZ4ha+wWYnAgA\n",
              "AABoOupd/hQXF2vKlCkKCwtTeHi4pk6dquLi4lq3XbNmjQYOHCir1aqEhATt3LlT0rkf0ufMmaOI\n",
              "iAjFxMQoKSnJsc/F1v3cp59+qri4OMerS5cu6t+/v2O9xWJRTEyMY316enp9TxUA4CLWHvpOWScK\n",
              "1NzHT5P6DjU7DgAAANCk+NR3h3vuuUfdunXTBx98IEl67bXXdM8992jVqlU1tisuLlZycrI2bNig\n",
              "qKgopaenKzk5WVlZWVq4cKEyMzOVlZUlPz8/HTlyxLHfxdb93KhRozRq1CjH96NHjz6vKEpPT1eb\n",
              "Nm3qe4oAABdiGIYW/Djq5+7IBLUNaGFyIgAAAKBpqXf5s3fv3hpFz6JFi9SnT5/ztsvNzVW7du0U\n",
              "FRUlSUpMTNSBAweUkZGhefPmae3atfLz85MkBQUFOfa72LoLKSgo0BdffKHXX3+9vqcDAHBxGwtz\n",
              "lXH8gPy9fTQ5KtHsOAAAAECTU+/Hvrp06aLjx487vj9+/Li6du163nbh4eEqKirSxo0bJUmrV69W\n",
              "WVmZsrKydPToUa1atUrx8fGKj49XamqqJKm0tPSC6y5m+fLluvHGG9WxY8cay0eOHKnY2FjNnDlT\n",
              "5eXlF9y/srJSpaWlNV7V1dV1+vMAAJjrp1E/4yIGqWPzVianAQAAAJqeOo/8mTlzpiTpqquuUkxM\n",
              "jH71q19Jkj755BMlJp7/m9bAwECtWLFCs2bN0qlTpzR48GD17dtXkmSz2VRRUaHNmzcrLy9PQ4YM\n",
              "UWRkpLp3737BdbGxsbXmMgxDr7/+uhYuXFhjeX5+voKDg1VeXq4HHnhAjz32mBYvXlzrMZ599lk9\n",
              "/fTTNZYlJCTU9Y8GAGCSrUfztPHIPvl6eWtq9DCz4wAAAABNUp3Ln8DAQElSTEyMYmJiHMsfeOCB\n",
              "C+6TlJTkmIensrJSQUFBGjJkiFq2bKnx48dLkkJDQzV06FBt3bpVsbGxF11Xm7S0NJ05c6bG/D+S\n",
              "FBwcLElq0aKFpk2bpsmTJ18w56xZsxzl1k+eeuqpC24PAGgafhr185uwAerSso25YQAAAIAmqs7l\n",
              "z//8z//U++CFhYXq3LmzJGnu3LkaMWKEwsLCNHbsWK1Zs0bTpk3TiRMntGXLFj322GOSdNF1tUlJ\n",
              "SdE999wjb29vx7Li4mL5+/urefPmstvtSk1NVb9+/S54DH9/f/n7+9dY9vPjAQCanp0/HNL6w3vl\n",
              "bfHSg9ZrzY4DAAAANFn1nvD59OnTeuONN/T999/LZrM5lv/3Y1eSNHv2bKWnp8tms2nw4MFKSUmR\n",
              "dO4xq4kTJzoew3r88cc1aNCgS66bPXu2unTp4hhtVFJSopUrV2rXrl013jc7O1tTpkyRxWKRzWZT\n",
              "//79tWDBgvqeKgCgCVv446ifMT1jFdKqnclpAAAAgKbLYhiGUZ8dbrjhBvn6+urqq6+uMTrmiSee\n",
              "aPBwZpo5c6bmz59vdgwAQC32nDii61b9TRZZtPaWRxXepuOldwIAAAA8VL1H/hw4cEDffvutM7IA\n",
              "AFAnL2aukyT9KjSa4gcAAAC4hHp/1HtkZKR++OEHZ2QBAOCSckuOa/X+TEnSjNgkk9MAAAAATV+9\n",
              "R/78v//3/zR48GBdffXVCggIcCx//fXXGzQYAAC1eSlzvQwZuq57H/Vt28XsOAAAAECTV+/y5/77\n",
              "79fgwYM1cOBAPhELANCoDpad0Ae52yVJDzHqBwAAAKiTepc/xcXFevPNN52RBQCAi1q8K03Vhl3D\n",
              "uoSrf4dgs+MAAAAALqHec/7Exsbq8OHDzsgCAMAFFZaXKPX7byQx1w8AAABQH/Ue+XP8+HFFR0dr\n",
              "8ODBNeb8WblyZYMGAwDg55ZmbdBZe7XiO4UqIain2XEAAAAAl1Hv8mf8+PEaP368M7IAAFCrHypO\n",
              "6e/fbZEkzYgdYXIaAAAAwLXUufyZN2+exowZowkTJjgzDwAA53l195c6U12luPbdNaxLuNlxAAAA\n",
              "AJdS5zl/vLy8dO+998pqterJJ5/Utm3bnJkLAABJUnHlaS3fs1GS9HBskiwWi8mJAAAAANdS5/Ln\n",
              "d7/7ndLT0/Xvf/9bISEhmj17tsLDwzVjxgytXbtWdrvdmTkBAB5q2bcbVW47q75tO+sX3fuYHQcA\n",
              "AABwOfX+tK+OHTvq/vvv1z//+U9t375d11xzjV599VWFhYU5Ix8AwIOVnT2jlG+/lCTNsDLqBwAA\n",
              "ALgc9Z7w+edyc3N1xx136I477lBVVVVDZQIAQJL0RvYmlZw9o7DADvplSLTZcQAAAACXVOfyp7S0\n",
              "9LxlN998s3bt2iXDMNS6desGDQYA8Gynq87qlax0SdJ0a5K8veo9WBUAAACA6lH+tGnTRhaLRYZh\n",
              "1FgeGBgoi8Wi6urqBg8HAPBc7+zdohOV5Qpu2VZjesaaHQcAAABwWXX+Nerdd9+tSZMmqaysTHa7\n",
              "XXa7XSEhIbLb7RQ/AIAGdcZWpZezNkiSHrQOl4+Xt8mJAAAAANdV5/Jn+fLl+uUvf6mkpCSlpaVJ\n",
              "EhNvAgCc4v2cbTp6ulSdmwfq9rD+ZscBAAAAXFq9Jny+5ZZbNGTIEE2ePFkffPABI34AAA2uyl6t\n",
              "l3atlyRNjRkmf+8r+mwCAAAAwOPVeeRPaWmp8vLy1KlTJ61atUqxsbFKTExUXl5erZNBAwBwOT7M\n",
              "3a5Dp06qfUBLjY0YZHYcAAAAwOXVufz5wx/+oG3btjm+nzRpkv7+978rIyNDjz/+uFPCAQA8S7Xd\n",
              "rkWZ6yVJU6IT1czH19xAAAAAgBuoc/mzZcsW3Xbbbectv/XWW7Vhw4YGDQUA8Ewf5+3S/tIf1Ma/\n",
              "uX4bmWB2HAAAAMAt1Ln8sdlsFz6IV50PAwBAreyGXQt3rpUk3dd3qFr6+pucCAAAAHAPdW5tqqqq\n",
              "ap3bp6SkRFVVVQ0aCgDgeT47sEffnTyqVr7+mthniNlxAAAAALdR5/Lnrrvu0m9/+1sVFxc7lhUX\n",
              "F2vixIm66667nBIOAOAZDMNwjPqZ2GeIAv2bmZwIAAAAcB91Ln+efPJJtWnTRt27d1e/fv3Ur18/\n",
              "de/eXa1atdJTTz3lzIwAADe3/vBeZRYdVjMfX90XdY3ZcQAAAAC34lPXDb29vfXGG29o9uzZysjI\n",
              "kCT1799fvXr1clo4AID7MwxDC34c9XN37wS1DWhhciIAAADAvdS5/PlJr169KHwAAA1m45F9+uZY\n",
              "vvy9fTQ5OtHsOAAAAIDb4WO6AACm+mmun7vCr1an5q1NTgMAAAC4H8ofAIBpvjmar68Kc+Vj8dK0\n",
              "mGvNjgMAAAC4JcofAIBpFmaeG/Vze1h/dW3ZxtwwAAAAgJui/AEAmGLXD4e19tB38rJY9KB1uNlx\n",
              "AAAAALdF+QMAMMVPo35u7hGrHq3bm5wGAAAAcF+UPwCARvdd8VH9K3+3JOmh2CST0wAAAADujfIH\n",
              "ANDoFmWukyTdGBKtiDadTE4DAAAAuDfKHwBAo9pX8oNW798pSZrBqB8AAADA6Sh/AACN6qVd62U3\n",
              "DI3sFqnodl3NjgMAAAC4PcofAECjOXSqWB/kZEhi1A8AAADQWCh/AACN5uVdabIZdl3TOUwDOoaY\n",
              "HQcAAADwCJQ/AIBGceR0qd77/htJjPoBAAAAGhPlDwCgUbyStUGV1TYN6hSqwUE9zY4DAAAAeAzK\n",
              "HwCA0xWdOaW3vtssSZoRO0IWi8XkRAAAAIDnoPwBADjda7u/UoWtSrHtu+naLuFmxwEAAAA8CuUP\n",
              "AMCpTlae1rI9GyVJM6xJjPoBAAAAGhnlDwDAqZbt2ahTVZWKvCpI1wX3MTsOAAAA4HEofwAATnOq\n",
              "qlKv7f5K0rlRP14WbjsAAABAY+OncACA07yZvUklZyvUs3V7/So0xuw4AAAAgEdyavmzZs0aDRw4\n",
              "UFarVQkJCdq5c6ckyTAMzZkzRxEREYqJiVFSUpJjn4ut+7m8vDx5e3srLi7O8crNzXWs//jjjxUZ\n",
              "Ganw8HDdeuutKi0tdeapAgD+S4XtrF7JSpckPWRNkrcXv28AAAAAzODjrAMXFxcrOTlZGzZsUFRU\n",
              "lNLT05WcnKysrCwtXLhQmZmZysrKkp+fn44cOeLY72Lr/lurVq20Y8eO85afOnVKkyZNUlpamiIj\n",
              "IzV9+nTNnTtX8+bNc8apAgBq8c7erfrhzCl1b3mVxvSKMzsOAAAA4LGcVv7k5uaqXbt2ioqKkiQl\n",
              "JibqwIEDysjI0Lx587R27Vr5+flJkoKCghz7XWxdXf3rX/9Sv379FBkZKUmaNm2arr/++guWP5WV\n",
              "laqsrKyxrLq6ut7vCwA4p7Lappd3pUmSHowZLl8vb5MTAQAAAJ7LaWPww8PDVVRUpI0bz3287+rV\n",
              "q1VWVqasrCwdPXpUq1atUnx8vOLj45WamipJKi0tveC62pSXl+vqq69W//799cwzzzgKmwMHDigk\n",
              "JMSxXWhoqAoLC2Wz2Wo9zrPPPqvAwMAary1btjTUHwUAeJz3c7bpyOlSdWreWr8JH2B2HAAAAMCj\n",
              "OW3kT2BgoFasWKFZs2bp1KlTGjx4sPr27StJstlsqqio0ObNm5WXl6chQ4YoMjJS3bt3v+C62NjY\n",
              "Gsfv3LmzDh8+rI4dO+rEiRO688479cILL+gPf/hDvbPOmjVLM2fOrLHsqaeeuvyTBwAPVmWv1kuZ\n",
              "6yVJU6OHyd/babcaAAAAAHXg1Nk3k5KSlJaWpm3btumFF15QQUGBhgwZopYtW2r8+PGSzo3KGTp0\n",
              "qLZu3aq2bdtecN1/8/f3V8eOHSVJbdu21b333qv09HMTiwYHBys/P9+xbV5enjp37iwfn9r/AeLv\n",
              "76/WrVvXeHl784gCAFyOVft26OCpYrULaKHk3oPMjgMAAAB4PKeWP4WFhY6v586dqxEjRigsLExj\n",
              "x47VmjVrJEknTpzQli1bZLVaJemi637u2LFjqqqqknRuzp6VK1eqX79+kqQbbrhBGRkZys7OliQt\n",
              "XrxYd911l/NOFAAgSaq227Xox1E/k6MS1czHz9xAAAAAAJxb/syePVuRkZEKCwtTfn6+UlJSJJ2b\n",
              "Y2fNmjWKjo7WsGHD9Pjjj2vQoEGXXDd79mwtWbJEkvTll1+qX79+io2NVf/+/RUUFKQnnnhC0rlP\n",
              "AXvttdc0ZswYhYWF6dChQzzGBQCN4JP8LOWWHFegXzNN6DPY7DgAAAAAJFkMwzDMDtEUzZw5U/Pn\n",
              "zzc7BgC4DLth1/WrFiq7+Ih+1+8XejTuF2ZHAgAAACAnj/wBAHiOfx/MVnbxEbX09dfEPkPMjgMA\n",
              "AADgR5Q/AIArZhiGFuxcK0m6p89gtfFvbnIiAAAAAD+h/AEAXLENBd9r5w+HFODtq/ujrjE7DgAA\n",
              "AICfofwBAFyRn4/6+W1kvNoFtDQ5EQAAAICfo/wBAFyRTUf3a8vRPPl5eWtK9DCz4wAAAAD4L5Q/\n",
              "AIArsvDHUT93RVytoOatTU4DAAAA4L9R/gAALtu2YweUXpAjH4uXpjLqBwAAAGiSKH8AAJdtUea5\n",
              "UT+3hfVT91ZtTU4DAAAAoDaUPwCAy5JVdFj/PpgtL4tFD8YMNzsOAAAAgAug/AEAXJZFmeslSTf1\n",
              "sKpnYAdzwwAAAAC4IMofAEC97T15VJ/kZUmSHrImmZwGAAAAwMVQ/gAA6u3FzPUyZOiG4ChFXhVk\n",
              "dhwAAAAAF0H5AwCol7zSIn20b4ckaUYso34AAACApo7yBwBQLy/tWi+7YSipa29Z23czOw4AAACA\n",
              "S6D8AQDU2eFTJ7UiJ0OS9HDsCJPTAAAAAKgLyh8AQJ29nJWmKnu1hnbupYGdQsyOAwAAAKAOKH8A\n",
              "AHVy7HSZ3t27VZI0g1E/AAAAgMug/AEA1MnS3emqrLZpYMcQDQnqaXYcAAAAAHVE+QMAuKQTZ8r1\n",
              "VvYmSedG/VgsFpMTAQAAAKgryh8AwCW9tvtLnbadVUy7rkrqGmF2HAAAAAD1QPkDALioksoKLduz\n",
              "UZI0IzaJUT8AAACAi6H8AQBc1PI9G1VWVanebTppVHBfs+MAAAAAqCfKHwDABZVXVerVb7+SJD0U\n",
              "myQvC7cNAAAAwNXwUzwA4ILeyt6sk5Wn1aN1e90UajU7DgAAAIDLQPkDAKhVha1KS3dvkCRNtw6X\n",
              "txe3DAAAAMAV8ZM8AKBW7+3dquMVp9S1RRvd2quf2XEAAAAAXCbKHwDAec5W27R4V5ok6UHrcPl6\n",
              "eZucCAAAAMDlovwBAJxnRW6GCk+XqFOzVrojbIDZcQAAAABcAcofAEANNnu1XspcL0l6IGaYAnx8\n",
              "zQ0EAAAA4IpQ/gAAali1P1P5ZSfU1r+FkiPizY4DAAAA4ApR/gAAHOyGXYt2rpUkTY5OVHNfP5MT\n",
              "AQAAALhSlD8AAIdP8ncrp+S4Av0CNCEywew4AAAAABoA5Q8AQJJkGIYW/jjq596+Q9XKL8DkRAAA\n",
              "AAAaAuUPAECS9MWhbH17olAtfPx0b9+hZscBAAAA0EAofwAAMgxDf9txbtTPhD6DdZV/c5MTAQAA\n",
              "AGgolD8AAKUX5GjHDwcV4O2ryVGJZscBAAAA0IAofwAAWvDjXD/JvQepfbOWJqcBAAAA0JAofwDA\n",
              "w206sk+bj+6Xn5e3pkQPMzsOAAAAgAZG+QMAHm7RznWSpDvCB6pLi0CT0wAAAABoaJQ/AODBth8/\n",
              "qLSC7+Vt8dK0mGvNjgMAAADACSh/AMCDLfpxrp9be8UpuFVbk9MAAAAAcAbKHwDwUN+eKNBnB/fI\n",
              "IoumW5PMjgMAAADASSh/AMBDLdq5XpJ0U48Y9QrsYG4YAAAAAE5D+QMAHijn5DF9nLdLkhj1AwAA\n",
              "ALg5yh8A8EAvZq6XIUOjgvuqb9vOZscBAAAA4ESUPwDgYfLLivThvh2SpBmxI8wNAwAAAMDpnFr+\n",
              "rFmzRgMHDpTValVCQoJ27twpSTIMQ3PmzFFERIRiYmKUlPSfRw4utu7ndu3apWHDhikyMlLR0dG6\n",
              "9957VVFR4VhvsVgUExOjuLg4xcXFKT093ZmnCgAuY3FmmqoNu4Z3jVBs+25mxwEAAADgZD7OOnBx\n",
              "cbGSk5O1YcMGRUVFKT09XcnJycrKytLChQuVmZmprKws+fn56ciRI479Lrbu5wICAvTiiy/KarWq\n",
              "urpa48aN0//+7/9qzpw5jm3S09PVpk0bZ50iALicgvIS/V/ONknSw4z6AQAAADyC08qf3NxctWvX\n",
              "TlFRUZKkxMREHThwQBkZGZo3b57Wrl0rPz8/SVJQUJBjv4ut+7nw8HDH197e3rr66quVlZV1WVkr\n",
              "KytVWVlZY1l1dfVlHQsAmrIlu9JUZa/W4KCeurpTqNlxAAAAADQCpz32FR4erqKiIm3cuFGStHr1\n",
              "apWVlSkrK0tHjx7VqlWrFB8fr/j4eKWmpkqSSktLL7juYsrLy/Xaa6/p5ptvrrF85MiRio2N1cyZ\n",
              "M1VeXn7B/Z999lkFBgbWeG3ZsuUKzh4Amp7jFWV6e++5v9sY9QMAAAB4DqeVP4GBgVqxYoVmzZql\n",
              "AQMG6LPPPlPfvn0lSTabTRUVFdq8ebNSU1P16KOPaufOnbLZbBdcdyFnz57VnXfeqeuvv1633HKL\n",
              "Y3l+fr62bdumjRs36vjx43rssccueIxZs2appKSkxmvQoEEN94cBAE3A0qx0VVbb1L9DsIZ27mV2\n",
              "HAAAAACNxGmPfUlSUlKSY8LmyspKBQUFaciQIWrZsqXGjx8vSQoNDdXQoUO1detWxcbGXnTdf6uq\n",
              "qtKdd96pzp07a8GCBTXWBQcHS5JatGihadOmafLkyRfM6e/vL39//xrLvL29L//EAaCJKT5Trjez\n",
              "N0k6N+rHYrGYnAgAAABAY3Hqp30VFhY6vp47d65GjBihsLAwjR07VmvWrJEknThxQlu2bJHVapWk\n",
              "i677OZvNprvuuktt27bVK6+8UuMfMsXFxTp9+rQkyW63KzU1Vf369XPaeQJAU/fat1/ptO2sotp2\n",
              "1ohuvc2OAwAAAKARObX8mT17tiIjIxUWFqb8/HylpKRIOjfHzpo1axQdHa1hw4bp8ccfdzxmdbF1\n",
              "s2fP1pIlSyRJqampWrlypb755hv169dPcXFxevDBByVJ2dnZSkhIUGxsrGJiYlRUVKS//e1vzjxV\n",
              "AGiySs+e0bI95+Zfm8GoHwAAAMDjWAzDMMwO0RTNnDlT8+fPNzsGAFyxRTvX6X8zPlV4YEd9ccsj\n",
              "8rI4tfcHAAAA0MTwLwAAcGOnq87qld3pkqSHYpMofgAAAAAPxL8CAMCN/f27zSquPK2QVu306x7n\n",
              "z58GAAAAwP1R/gCAmzpjq9KSrA2SpOnW4fLx4lMMAQAAAE9E+QMAbir1+290rKJMXVoE6rZefOIh\n",
              "AAAA4KkofwDADZ2ttmnxrjRJ0rSY4fLz9jE5EQAAAACzUP4AgBtambtdh8tPqmOzVrozfKDZcQAA\n",
              "AACYiPIHANyMzV6tFzPXS5IeiB6mZj6+5gYCAAAAYCrKHwBwM//Yv0t5ZUW6yr+5xveONzsOAAAA\n",
              "AJNR/gCAG7Ebdi3KXCtJmhyVqOa+fiYnAgAAAGA2yh8AcCNr8r/V3pPH1NovQBP6DDY7DgAAAIAm\n",
              "gPIHANyEYRhauPPcqJ+JfYaotV+AyYkAAAAANAWUPwDgJtYe+k5ZJwrU3MdP9/UdanYcAAAAAE0E\n",
              "5Q8AuAHDMPS3nV9Iku6OTNBVAS1MTgQAAACgqaD8AQA38FVhrrYfPyh/bx9Njko0Ow4AAACAJoTy\n",
              "BwDcwIIf5/oZFzFIHZu3MjkNAAAAgKaE8gcAXNyWo3n6+sg++Xp5a2r0MLPjAAAAAGhiKH8AwMX9\n",
              "9AlfvwkboC4t25gbBgAAAECTQ/kDAC5s5w+HtP7wXnlbvPSg9Vqz4wAAAABogih/AMCF/TTqZ0zP\n",
              "WIW0amdyGgAAAABNEeUPALioPSeO6NMD38oii6Zbk8yOAwAAAKCJovwBABf1YuY6SdKvQqMV3qaj\n",
              "yWkAAAAANFWUPwDggnJLjmv1/kxJ0oxYRv0AAAAAuDDKHwBwQS9lrpchQ9d376O+bbuYHQcAAABA\n",
              "E0b5AwAu5mDZCX2Qu12S9FDsCJPTAAAAAGjqKH8AwMUs3pWmasOua7uEq1+H7mbHAQAAANDEUf4A\n",
              "gAspLC9R6vffSJJmMOoHAAAAQB1Q/gCAC1mStUFn7dWK79RD8UE9zI4DAAAAwAVQ/gCAizheUaa3\n",
              "v9siSXqYUT8AAAAA6ojyBwBcxKu7v9SZ6irFte+uxC5hZscBAAAA4CIofwDABRRXntYbe76WJD0c\n",
              "mySLxWJyIgAAAACugvIHAFzA699+pXLbWfVt21m/6N7H7DgAAAAAXAjlDwA0cWVnz+j1b7+SJM2w\n",
              "MuoHAAAAQP1Q/gBAE/dG9iaVnD2jsMAO+mVItNlxAAAAALgYyh8AaMJOV53VK1npkqTp1iR5e/HX\n",
              "NgAAAID64V8RANCEvbN3i05Uliu4ZVuN6RlrdhwAAAAALojyBwCaqDO2Kr2ctUGS9KB1uHy8vE1O\n",
              "BAAAAMAVUf4AQBP1fs42HT1dqs7NA3V7WH+z4wAAAABwUZQ/ANAEVdmr9dKu9ZKkaTHXyt/bx9Q8\n",
              "AAAAAFwX5Q8ANEEf5m7XoVMn1aFZS90VcbXZcQAAAAC4MMofAGhiqu12LcpcL0maEjVMzXx8zQ0E\n",
              "AAAAwKVR/gBAE/Nx3i7tL/1Bbfyb67eR8WbHAQAAAODiKH8AoAmxG3Yt3LlWknR/36Fq4etvciIA\n",
              "AAAAro7yBwCakE8PfKvvTh5VK19/3dNniNlxAAAAALgByh8AaCIMw9DCneskSRP7DFGgfzOTEwEA\n",
              "AABwB5Q/ANBErDu8V7uKDquZj6/ui7rG7DgAAAAA3IRTy581a9Zo4MCBslqtSkhI0M6dOyWd++32\n",
              "nDlzFBERoZiYGCUlJTn2udi6//bxxx8rMjJS4eHhuvXWW1VaWlqndQDQ1BiGoQU7vpAk3d07QW0D\n",
              "WpicCAAAAIC7cFr5U1xcrOTkZL3xxhvKzMzUvHnzlJycLElauHChMjMzlZWVpV27dundd9917Hex\n",
              "dT936tQpTZo0SR999JG+//57denSRXPnzr3kOgBoijYe2adtxw/I39tHk6MTzY4DAAAAwI04rfzJ\n",
              "zc1Vu3btFBUVJUlKTEzUgQMHlJGRoXnz5um5556Tn5+fJCkoKMix38XW/dy//vUv9evXT5GRkZKk\n",
              "adOmOYqii60DgKbop0/4uiv8anVq3trkNAAAAADcidPKn/DwcBUVFWnjxo2SpNWrV6usrExZWVk6\n",
              "evSoVq1apfj4eMXHxys1NVWSVFpaesF1/+3AgQMKCQlxfB8aGqrCwkLZbLaLrqtNZWWlSktLa7yq\n",
              "q6sb6o8CAC7qm6P5+qowVz4WL02LudbsOAAAAADcjI+zDhwYGKgVK1Zo1qxZOnXqlAYPHqy+fftK\n",
              "kmw2myoqKrR582bl5eVpyJAhioyMVPfu3S+4LjY21llR9eyzz+rpp5+usSwhIcFp7wcAP7cw89yo\n",
              "n9vD+qtryzbmhgEAAADgdpw64XNSUpLS0tK0bds2vfDCCyooKNCQIUPUsmVLjR8/XtK5UTlDhw7V\n",
              "1q1b1bZt2wuu+2/BwcHKz893fJ+Xl6fOnTvLx8fnoutqM2vWLJWUlNR4DRo0qCH/KACgVrt+OKy1\n",
              "h76Tl8WiB63DzY4DAAAAwA05tfwpLCx0fD137lyNGDFCYWFhGjt2rNasWSNJOnHihLZs2SKr1SpJ\n",
              "F133czfccIMyMjKUnZ0tSVq8eLHuuuuuS66rjb+/v1q3bl3j5e3t3QB/AgBwcT+N+rm5R6x6tG5v\n",
              "choAAAAA7shpj31J0uzZs5Weni6bzabBgwcrJSVF0rnHrCZOnKjFixdLkh5//HHHSJuLrZs9e7a6\n",
              "dOmiBx54QK1atdJrr72mMWPGyGazKTo6Wm+88YYkXXQdADQV3xUf1b/yd8siix6KTTI7DgAAAAA3\n",
              "ZTEMwzA7RFM0c+ZMzZ8/3+wYANzY9LT39NG+HfpVaIyWJiWbHQcAAACAm3LqY18AgNrtK/lBq/fv\n",
              "lCTNsDLqBwAAAIDzUP4AgAle2rVedsPQL7pHKqpdF7PjAAAAAHBjlD8A0MgOnSrWBzkZkqSHrCNM\n",
              "TgMAAADA3VH+AEAjW7wrTTbDrsQuYRrQMdjsOAAAAADcHOUPADSiI6dL9d7erZKkGbGM+gEAAADg\n",
              "fJQ/ANCIlmZt0Fl7tQZ1ClVCpx5mxwEAAADgASh/AKCRFJ05pbeyN0s6N+rHYrGYnAgAAACAJ6D8\n",
              "AYBG8uruL3Wmukqx7bvp2i7hZscBAAAA4CEofwCgEZysPK3le76WJM2wJjHqBwAAAECjofwBgEaw\n",
              "bM9GnaqqVORVQbouuI/ZcQAAAAB4EMofAHCyU1WVem33V5LOjfrxsvBXLwAAAIDGw79AAMDJ3sze\n",
              "pJKzFerZur1+FRpjdhwAAAAAHobyBwCcqMJ2Vq9kpUuSHrImyduLv3YBAAAANC7+FQIATvTO3q36\n",
              "4cwpdW95lcb0ijM7DgAAAAAPRPkDAE5SWW3Ty7vSJEkPWofL18vb5EQAAAAAPBHlDwA4yfs523Tk\n",
              "dKmCmrfWb8IGmB0HAAAAgIei/AEAJ6iyV+ulzPWSpKkx18rf28fcQAAAAAA8FuUPADjBqn07dPBU\n",
              "sdoHtNS4iKvNjgMAAADAg1H+AEADq7bbtejHUT+ToxPVzMfP3EAAAAAAPBrlDwA0sH/m7VJuyXEF\n",
              "+jXT3ZEJZscBAAAA4OEofwCgAdkNuxbsXCtJui9qqFr6+pucCAAAAICno/wBgAb0+YE9+u7kUbX0\n",
              "9dfEPkPMjgMAAAAAlD8A0FAMw9DCzHWSpHv6DFYb/+YmJwIAAAAAyh8AaDBpBd9r5w+HFODtq/uj\n",
              "rjE7DgAAAABIovwBgAZhGIYW7PhCkvTbyHi1C2hpciIAAAAAOIfyBwAawKaj+7X1WL78vLw1JXqY\n",
              "2XEAAAAAwIHyBwAawMIfP+HrroirFdS8tclpAAAAAOA/KH8A4AptO3ZA6QU58rF4aSqjfgAAAAA0\n",
              "MZQ/AHCFFmWeG/VzW1g/dW/V1uQ0AAAAAFAT5Q8AXIGsosP698FseVksejAmyew4AAAAAHAeyh8A\n",
              "uAKLMtdLkn7dI1Y9A9ubGwYAAAAAakH5AwCXae/Jo/okL0uS9JCVUT8AAAAAmibKHwC4TC9mrpch\n",
              "Q78MiVLvqzqZHQcAAAAAakX5AwCXIa+0SB/t2yFJmmEdYW4YAAAAALgIyh8AuAwv7Vovu2FoRLfe\n",
              "imnf1ew4AAAAAHBBlD8AUE+HT53UipwMSdLDsYz6AQAAANC0Uf4AQD0t3pWmKnu1hnbupQEdQ8yO\n",
              "AwAAAAAXRfkDAPVw9HSp3vt+qyRpBqN+AAAAALgAyh8AqIdXstJVWW3TwI4hGhLU0+w4AAAAAHBJ\n",
              "lD8AUEcnzpTrze82STo36sdisZicCAAAAAAujfIHAOrotd1fqsJWpZh2XZXUNcLsOAAAAABQJ5Q/\n",
              "AFAHJZUVWrZnoyRpRmwSo34AAAAAuAzKHwCog+V7NqqsqlK923TSqOC+ZscBAAAAgDqj/AGASyiv\n",
              "qtSr334lSXooNkleFv7qBAAAAOA6+BcMAFzCW9mbdbLytHq0bq+bQq1mxwEAAACAeqH8AYCLqLBV\n",
              "aenuDZKkh6zD5e3FX5sAAAAAXItT/xWzZs0aDRw4UFarVQkJCdq5c6ckyTAMzZkzRxEREYqJiVFS\n",
              "UpJjn+HDh6tHjx6Ki4tTXFyc/vrXv9Z67E8//dSxTVxcnLp06aL+/fs71lssFsXExDjWp6enO/NU\n",
              "Abip9/Zu1fGKU+rWso1u6dXP7DgAAAAAUG8+zjpwcXGxkpOTtWHDBkVFRSk9PV3JycnKysrSwoUL\n",
              "lZmZqaysLPn5+enIkSM19v3rX/+qMWPGXPT4o0aN0qhRoxzfjx49ukaJJEnp6elq06ZNQ50SAA9z\n",
              "ttqmxbvSJEkPxgyXr5e3yYkAAAAAoP6cVv7k5uaqXbt2ioqKkiQlJibqwIEDysjI0Lx587R27Vr5\n",
              "+flJkoKCgq7ovQoKCvTFF1/o9ddfv6z9KysrVVlZWWNZdXX1FWUC4PpW5Gao8HSJOjVvrd+EDTA7\n",
              "DgAAAABcFqc99hUeHq6ioiJt3LhRkrR69WqVlZUpKytLR48e1apVqxQfH6/4+HilpqbW2PePf/yj\n",
              "YmJidOedd2rfvn2XfK/ly5frxhtvVMeOHWssHzlypGJjYzVz5kyVl5dfcP9nn31WgYGBNV5btmy5\n",
              "jLMG4C5s9mq9lLlekjQ1epgCfHzNDQQAAAAAl8lp5U9gYKBWrFihWbNmacCAAfrss8/Ut29fSZLN\n",
              "ZlNFRYU2b96s1NRUPfroo475gN566y1lZ2crMzNTiYmJGj169EXfxzAMvf7665o0aVKN5fn5+dq2\n",
              "bZs2btyo48eP67HHHrvgMWbNmqWSkpIar0GDBl3hnwAAV/bRvp3KLzuhdgEtNC6Cvw8AAAAAuC6n\n",
              "PfYlSUlJSY55eCorKxUUFKQhQ4aoZcuWGj9+vCQpNDRUQ4cO1datWxUbG6vu3btLOjdh8/Tp0/X7\n",
              "3/9eRUVFateuXa3vkZaWpjNnztSY/0eSgoODJUktWrTQtGnTNHny5Avm9Pf3l7+/f41l3t7M7QF4\n",
              "qmq7XS9mrpMk3R+VqOa+fiYnAgAAAIDL59RP+yosLHR8PXfuXI0YMUJhYWEaO3as1qxZI0k6ceKE\n",
              "tmzZIqvVKpvNpqNHjzr2+eCDD9SpU6cLFj+SlJKSonvuuadGWVNcXKzTp09Lkux2u1JTU9WvH5/S\n",
              "A6Bu/pWfpZyS4wr0C9CEyASz4wAAAADAFXHqyJ/Zs2crPT1dNptNgwcPVkpKiqRzc+xMnDhRixcv\n",
              "liQ9/vjjGjRokMrLy/WrX/1KlZWV8vLyUvv27bV69eoax+vSpYseeOABSVJJSYlWrlypXbt21Xjf\n",
              "7OxsTZkyRRaLRTabTf3799eCBQuceaoA3IRhGFqwc60k6d6+Q9XKL8DkRAAAAABwZSyGYRhmh2iK\n",
              "Zs6cqfnz55sdA0Aj+/zAt5r4xZtq4eOnTXf8UVf5Nzc7EgAAAABcEac+9gUAruTcqJ9zc/1M6DOY\n",
              "4gcAAACAW6D8AYAfpRfkaMcPBxXg7avJUYlmxwEAAACABkH5AwA/+mmun+Teg9S+WUuT0wAAAABA\n",
              "w3DqhM8A4Co2HdmnzUf3y8/LW1Oih5kdBwAAGYYh4+xps2MAbsXi11wWi8XsGECjo/xxYX/6+iO9\n",
              "mb3J7BiAW7kjfKC6tAg0OwYAADLOnlbOlNZmxwDcStjSUln8W5gdA2h0PPYFAD8K9AvQgzHXmh0D\n",
              "AAAAABoUI39c2J8G/lIz435hdgzAbbT09VeAj6/ZMQAAkHTu8ZSwpaVmxwDcisWPT3OFZ6L8cWEt\n",
              "ff3V0tff7BgAAABwAovFwuMpAIAGwWNfAAAAAAAAbozyBwAAAAAAwI1R/gAAAAAAALgxyh8AAAAA\n",
              "AAA3RvkDAAAAAADgxih/AAAAAAAA3BjlDwAAAAAAgBuj/AEAAAAAAHBjlD8AAAAAAABujPIHAAAA\n",
              "AADAjVH+AAAAAAAAuDHKHwAAAAAAADdG+QMAAAAAAODGKH8AAAAAAADcGOUPAAAAAACAG6P8AQAA\n",
              "AAAAcGOUPwAAAAAAAG6M8gcAAAAAAMCNUf4AAAAAAAC4MYthGIbZIZqiW2+9VaGhoWbHuKjq6mpt\n",
              "2bJFgwYNkre3t9lxcAFcJ9fAdXINXCfXwHVyDVwn18B1avq4Rq7B1a5TSEiIHn74YbNjwI1Q/riw\n",
              "0tJSBQYGqqSkRK1btzY7Di6A6+QauE6ugevkGrhOroHr5Bq4Tk0f18g1cJ3g6XjsCwAAAAAAwI1R\n",
              "/gAAAAAAALgxyh8AAAAAAAA3Rvnjwvz9/fU///M/8vf3NzsKLoLr5Bq4Tq6B6+QauE6ugevkGrhO\n",
              "TR/XyDVwneDpmPAZAAAAAADAjTHyBwAAAAAAwI1R/gAAAAAAALgxyh8AAAAAAAA3RvnjAmbMmKHQ\n",
              "0FBZLBbt2LHjgtulpKQoPDxcvXr10v3336+qqqrGC4k6Xaf169erWbNmiouLc7wqKioaN6gHO3Pm\n",
              "jMaMGaOIiAjFxsbquuuuU05OTq3bfvzxx4qMjFR4eLhuvfVWlZaWNnJaz1XX65SXlydvb+8a/z/l\n",
              "5uaakNhzXX/99bJarYqLi1NiYqK2b99e63bcn8xVl+vE/alpWLZsmSwWiz766KNa13Nvahoudp24\n",
              "N5kvNDRUvXv3dvz5p6am1rod9yZ4HANNXlpamnHw4EEjJCTE2L59e63b7Nu3z+jcubNRWFho2O12\n",
              "46abbjJefPHFxg3q4epyndatW2fExsY2ai78R0VFhfHPf/7TsNvthmEYxqJFi4xrr732vO3KysqM\n",
              "jh07Gnv27DEMwzAefPBB4/e//31jRvVodb1O+/fvNwIDAxs3HGooLi52fL1y5UrDarWetw33J/PV\n",
              "5TpxfzLf/v37jcGDBxsJCQnGhx9+eN567k1Nw6WuE/cm813sZ/GfcG+CJ2LkjwsYNmyYunXrdtFt\n",
              "VqxYoV//+tcKCgqSxWLRAw88oHfffbeREkKq23WCuQICAnTjjTfKYrFIkhISEpSXl3fedv/617/U\n",
              "r18/RUZGSpKmTZvG/0+NqK7XCeZr06aN4+uSkhLHNfs57k/mq8t1grnsdrvuu+8+LVq06IIfQ829\n",
              "yXx1uU5wDdyb4Il8zA6AhnHgwAGFhIQ4vg8NDdWBAwdMTIQLyc3NVf/+/eXt7a2JEydq2rRpZkfy\n",
              "WAsWLNDNN9983vLa/n8qLCyUzWaTjw9/bTa2C10nSSovL9fVV1+t6upqjRkzRk888YS8vb0bOaFn\n",
              "u/vuu7Vu3TpJ0ieffHLeeu5PTcOlrpPE/clM8+fP19ChQzVgwIALbsO9yXx1uU4S96am4O6775Zh\n",
              "GBo0aJCee+45dejQocZ67k3wRNwpgEbUv39/HTp0SIGBgTp06JBuvPFGtW/fXnfccYfZ0TzOX/7y\n",
              "F+Xk5OiLL74wOwou4mLXqXPnzjp8+LA6duyoEydO6M4779QLL7ygP/zhDyYk9VxvvvmmJOmNN97Q\n",
              "448/fsFiAea61HXi/mSerKwsffDBB9qwYYPZUXARdb1O3JvMt2HDBgUHB6uqqkpPPvmkJkyYwL0J\n",
              "EBM+u43g4GDl5+c7vs/Ly1NwcLCJiVCb1q1bKzAwUJLUrVs3jR07Vunp6San8jzPP/+8Vq5cqX/9\n",
              "619q3rz5eetr+/+pc+fO/Ga1kV3qOvn7+6tjx46SpLZt2+ree+/l/ycTTZgwQevWrVNRUVGN5dyf\n",
              "mpYLXSfuT+ZJT09XXl6ewsPDFRoaqk2bNmny5Ml6+eWXa2zHvclcdb1O3JvM99M9xtfXV4888kit\n",
              "f/7cm+CJKH/cxG233abVq1fryJEjMgxDS5Ys0V133WV2LPyXwsJC2e12SVJZWZk+/vhj9evXz+RU\n",
              "nmX+/Pl699139fnnn9eYB+PnbrjhBmVkZCg7O1uStHjxYv5/amR1uU7Hjh1zfDJHZWWlVq5cyf9P\n",
              "jejkyZMqKChwfP/RRx+pXbt2atu2bY3tuD+Zq67XifuTeaZOnarCwkLl5eUpLy9PCQkJeuWVVzR1\n",
              "6tQa23FvMlddrxP3JnOVl5fr5MmTju/ffffdWv/8uTfBE1H+uIApU6aoW7duOnTokEaNGqWwsDBJ\n",
              "0n333afVq1dLknr27Kmnn35aQ4cOVVhYmDp06KApU6aYGdvj1OU6ffDBB4qJiVFsbKwSEhJ03XXX\n",
              "aeLEiWbG9iiHDh3S7373O508eVJJSUmKi4tTfHy8JGn27NlasmSJJKlVq1Z67bXXNGbMGIWFhenQ\n",
              "oUN66qmnzIzuUep6nb788kv169dPsbGx6t+/v4KCgvTEE0+YGd2jlJSUaMyYMY6/01588UV9/PHH\n",
              "slgs3J+akLpeJ+5PTRP3JtfAvanpOHr0qJKSkmS1WhUTE6O0tDTHY6/cm+DpLIZhGGaHAAAAAAAA\n",
              "gHMw8gcAAAAAAMCNUf4AAAAAAAC4McofAAAAAAAAN0b5AwAAahUXF6e4uDj17dtX3t7eju/vvPNO\n",
              "xzbTp09XamqqiSkBAABwKUz4DAAALiovL09xcXE1Pj5XkgzDUFhYmHbs2KFWrVqZEw4AAACXxMgf\n",
              "AABwWb755hv17t1brVq10j/+8Q9ZrVbFxcUpOjpaq1atkiQdOXJEd9xxhwYNGqSYmBg9+eSTjv33\n",
              "7NmjUaNGyWq1ymq1Oj4qGQAAAA3Lx+wAAADANX344YcaM2aMJOnJJ5/U0qVLNXjwYNntdpWWlkqS\n",
              "JkyYoD/96U+69tprZbPZNHr0aL3//vu65ZZbdPPNN+vpp5/W2LFjJUk//PCDWacCAADg1ih/AADA\n",
              "ZVm9erW++OILSdLIkSP18MMP6/bbb9f111+vuLg4lZeX64svvtDRo0cd+5w6dUrfffedvvvuO505\n",
              "c8ZR/EhS+/btG/0cAAAAPAHlDwAAqLe9e/eqTZs26tSpkyRp/vz52r17t9atW6cJEyYoOTlZ06ZN\n",
              "kyRt2rRJAQEBNfbfvXt3o2cGAADwVMz5AwAA6u3nj3xJUnZ2tqKiojR9+nRNnTpVmzZtUsuWLZWU\n",
              "lKTnnnvOsV1BQYEOHTqk3r17q3nz5nr33Xcd63jsCwAAwDkofwAAQL199NFHNcqfP/3pT4qKilK/\n",
              "fv301ltvac6cOZKkt99+Wzk5OYqOjlZMTIxuvfVWFRUVycfHR6tWrdKyZcsUExOj2NhYffDBB+ac\n",
              "DAAAgJvjo94BAEC9FBYWatSoUcrMzDQ7CgAAAOqA8gcAAAAAAMCN8dgXAAAAAACAG6P8AQAAAAAA\n",
              "cGOUPwAAAAAAAG6M8gcAAAAAAMCNUf4AAAAAAAC4McofAAAAAAAAN0b5AwAAAAAA4MYofwAAAAAA\n",
              "ANwY5Q8AAAAAAIAb+//4a80aJGiQRQAAAABJRU5ErkJggg==\n",
              "\">\n",
              "      </div>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-cbfe5c6c-89cf-4935-8191-27302113e1db\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-cbfe5c6c-89cf-4935-8191-27302113e1db\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "from matplotlib import pyplot as plt\n",
              "import seaborn as sns\n",
              "def _plot_series(series, series_name, series_index=0):\n",
              "  from matplotlib import pyplot as plt\n",
              "  import seaborn as sns\n",
              "  palette = list(sns.palettes.mpl_palette('Dark2'))\n",
              "  counted = (series['T/sec']\n",
              "                .value_counts()\n",
              "              .reset_index(name='counts')\n",
              "              .rename({'index': 'T/sec'}, axis=1)\n",
              "              .sort_values('T/sec', ascending=True))\n",
              "  xs = counted['T/sec']\n",
              "  ys = counted['counts']\n",
              "  plt.plot(xs, ys, label=series_name, color=palette[series_index % len(palette)])\n",
              "\n",
              "fig, ax = plt.subplots(figsize=(10, 5.2), layout='constrained')\n",
              "df_sorted = _df_8.sort_values('T/sec', ascending=True)\n",
              "for i, (series_name, series) in enumerate(df_sorted.groupby('Step')):\n",
              "  _plot_series(series, series_name, i)\n",
              "  fig.legend(title='Step', bbox_to_anchor=(1, 1), loc='upper left')\n",
              "sns.despine(fig=fig, ax=ax)\n",
              "plt.xlabel('T/sec')\n",
              "_ = plt.ylabel('count()')"
            ],
            "text/html": [
              "      <div class=\"colab-quickchart-chart-with-code\" id=\"chart-44e82167-2024-49c1-b08a-5a92b3bc180d\">\n",
              "        <img style=\"width: 180px;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABH8AAAITCAYAAACezbCZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\n",
              "bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\n",
              "AAAPYQGoP6dpAAA1OklEQVR4nO3de5CV9Z3n8c/h1ohR0IiiYnOxRaJcGjUsapSwmqAO4nVV1PGK\n",
              "QaMrI8lqjJJRk1FnRzFGawacYXE0Rk28DTFOpRJjFEUXjTDOqMS0oYUOKGrkIgrS9Nk/UtObHkBA\n",
              "aA798HpVnSr7PL9+zvfUk/ax3nnOc0rlcrkcAAAAAAqpXaUHAAAAAKD1iD8AAAAABSb+AAAAABSY\n",
              "+AMAAABQYOIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4AwAAAFBghY8/t99+e6VHAAAAAKiYDpUeoLW9\n",
              "9dZblR4BAAAAtrimpqasWrUqn3zySaVHoQJ22GGHdOrUaaPWFj7+AAAAQNGsWLEi9fX1aWxsTKlU\n",
              "qvQ4VEC5XM5ee+2V7t27b3Ct+AMAAABtSGNjY+rq6tK5c+fsueeeqaqqEoC2M+VyOYsXL87ChQvT\n",
              "tWvXDV4BJP4AAABAG7JixYqUSqXstdde2WmnnSo9DhWy++67Z/ny5fn44483GH8Kf8NnAAAAKKL2\n",
              "7dtXegQqaFOu9hJ/AAAAAApM/AEAAAC2Cffcc08OPPDA9O/fP3369MmwYcOyZs2afPe7382CBQsq\n",
              "PV6b5Z4/AAAAQMW99dZbGT9+fP7v//2/6devX5LkueeeS6lUyuTJk3P00Udnn332qfCUbZMrfwAA\n",
              "AICKW7hwYdq1a5fdd9+9+bnDDz88V111VRYvXpwzzzwz/fv3z/PPP59Vq1bl0ksvzaBBg9K/f/8c\n",
              "d9xxeffdd5Mkp556ak477bQMGTIkvXv3zimnnJIVK1ZU6m1tE8QfAAAAoOKGDh2aQw45JL169cpX\n",
              "v/rVfOc738m8efPyd3/3d9l9993zox/9KHPnzs2hhx6a6667Ll26dMkrr7ySuXPn5sADD8w3vvGN\n",
              "5n29/PLLeeqpp1JXV5cPPvgg3/ve9yr4zirPx74AAACAimvfvn1+/vOfZ86cOfnlL3+Zn//857nt\n",
              "ttvywgsvrLX2Zz/7WZYvX56f/vSnSZLVq1enZ8+ezdtPPPHEdOvWLUlywQUX5M4779wq72FbJf4A\n",
              "AAAA24za2trU1tbmm9/8Zo444oj85Cc/WWtNU1NTJk2alJNOOmmj9rkpX4teRD72BQAAAFTcvHnz\n",
              "8otf/KL553fffTcNDQ3p169fdtxxxyxZsqR526hRo3Lbbbdl+fLlSZLly5fnN7/5TfP26dOnZ+nS\n",
              "pWlsbMzdd9+dESNGbLX3sS0SfwAAAICKW716dW644Yb07t07/fv3z2GHHZYzzjgjZ555Zi655JJc\n",
              "csklzTd8/u53v5uDDjooBx98cPr165eDDz44L774YvO+amtrM2LEiNTU1KRr16655pprKvjOKq9U\n",
              "LpfLlR6iNU2YMCGTJk2q9BgAAACwRSxdujRvvfVWampq0qVLl0qPs8059dRTM3jw4EycOLHSo7Sq\n",
              "jz76KHV1denVq1e6du36qWtd+QMAAABQYG74DAAAABTGQw89VOkRtjmu/AEAAAAoMPEHAAAAoMDE\n",
              "HwAAAIACE38AAAAACkz8AQAAADbb+eefn7333julUinPP/98i20ff/xxzj333PTq1Sv9+vXLiSee\n",
              "uN79zJ49O1/+8pezzz77ZJ999smIESMyZ86c1h3+z+y777554IEHWjy3cuXK7LLLLnnuuedyxx13\n",
              "ZKeddkr//v1TU1OTI488Mr/73e/Wua8rrrgiffr0yaBBg/LEE0+kf//+W+MtrEX8AQAAADbb6aef\n",
              "nhkzZmSvvfZaa9v//J//M6VSKfPmzcsbb7yRO+64Y537qK+vz1FHHZUxY8ZkwYIFWbBgQcaMGZOj\n",
              "jz46CxYsaO23kCT5y7/8y0ybNq3Fcw888EB69OiRww8/PEkybNiwzJ07N3V1dampqclll122zn39\n",
              "wz/8Q37961/nlVdeafW5P434AwAAAG1YU1NTlq9a2aqPpqamDc5xzDHHpG/fvms9v2zZsjzwwAO5\n",
              "7bbb0q7dnzLEPvvss8593HbbbRk2bFjGjRvX/NzXvva1DB06NLfeemuS5NRTT81pp52WIUOGpHfv\n",
              "3jnllFOyYsWKJMmSJUtyxhlnZNCgQenXr1/GjBmTlStXJkmGDh2acePG5ZBDDsk+++yTs846a50z\n",
              "XHTRRZkxY0YWLVrU/Ny0adNyzjnnrHP9sccem9///vdrPT9kyJCsWrUqX/nKV3L++ee32LZ69eoc\n",
              "ccQRGTBgQGpqajJ69OgsW7YsSfLEE09kv/32y8knn5z99tsvBx544FpXUm2qDpv12wAAAEBFrVj9\n",
              "Sb7wo+ta9TVeP/O67FTV+bP97uuvp2vXrrn22mvz9NNPp3PnzvnOd76T0aNHJ/nTFUMnnHBCzjzz\n",
              "zMyZMydHHXXUWvsYNmxYfvWrXzX//PLLL+ell17K5z73uXz1q1/N9773vdx000255JJLcsQRR+SB\n",
              "Bx5IU1NTxowZkxtvvDE33HBDkmTevHl5/vnn88knn6Rfv3558skn13q9vffeO0cccUT+6Z/+KRMn\n",
              "Tsy8efPy4osv5qGHHlprrsbGxjz44IMZNGjQWttmz56dUqmUmTNnZrfddssTTzzRvK19+/Z56KGH\n",
              "sscee6SpqSnnnHNObr755tx4441Jkrq6utx6660ZPXp0/s//+T8588wz8+abbzbHs03lyh8AAACg\n",
              "1TQ2NmbhwoU54IAD8h//8R/5wQ9+kHPPPTcNDQ1JkgcffDBnnnnmJu3zxBNPTLdu3dKhQ4dccMEF\n",
              "eeqpp5IkP//5z3P77benf//+OeCAAzJr1qzU1dU1/95pp52Wjh07Zscdd8yBBx6YN954Y537Hzt2\n",
              "bH74wx8mSe66664cffTR6d69e/P2F154If3798+AAQPSrl273HnnnZs0f7lczo033pgvfOEL6d+/\n",
              "f5588skWHw3ba6+9muPYBRdckPfeey9vvvnmJr3Gn3PlDwAAALRhO3bslNfPvK7VX+Oz6tu3b9q1\n",
              "a9f8Ua7DDjsse++9d37zm9+kZ8+eLdbW1tbmhRdeWGsfL7zwQmpra9f7GqVSKcmfosrDDz+cgQMH\n",
              "rnNd587//+qldu3apbGxcZ3rTjrppFx22WWZMWNG7r///vzgBz9osX3YsGH5xS9+sd55NuSuu+7K\n",
              "M888k5kzZ2aXXXbJ3/zN3+TXv/71eteXSqXPfNVP4sofAAAAaNPatWuXnao6t+pjc8LDnnvumUMP\n",
              "PTSPPvpokmTu3Ln5wx/+sM6PSv3VX/1Vnn/++UyZMqX5ubvuuisvvPBCrrjiiubnpk+fnqVLl6ax\n",
              "sTF33313RowYkSQZOXJkvve972X16tVJknfffTevvvrqJs/coUOHnHHGGbnkkkvS2NiYUaNGbfI+\n",
              "Ps0f//jH7Lrrrtlll12yZMmS3HfffS22L1y4MI8//niS5O67787nP//59OnT5zO/nvgDAAAAbLYz\n",
              "zzwze+yxR955552MGjUq1dXVzdv+8R//Mbfcckv69euXE044Id///vebY8bpp5+eH/3oR0mSPn36\n",
              "5Je//GXuu+++9OzZM/vss0/uu+++PPnkk+nVq1fz/mprazNixIjU1NSka9euueaaa5IkU6ZMSefO\n",
              "nXPAAQekX79+GT58eIuPfW2Kiy++OK+99lrGjBmzWfFrffv++OOP06dPnxx11FEZNmxYi+01NTWZ\n",
              "Nm1a+vXrl7/7u7/Lfffdt1kzlMrlcnlzh96WTZgwIZMmTar0GAAAALBFLF26NG+99VZqamrSpUuX\n",
              "So+z1Z166qkZPHhwJk6cWOlRWsUTTzyRCRMmZO7cuZ+67qOPPkpdXV169eqVrl27fupaV/4AAAAA\n",
              "FJgbPgMAAABtxrq+cr1IjjvuuBx33HFbdJ+u/AEAAAAoMPEHAAAA2qCC38KXLcjHvgAAAKAN6dix\n",
              "Y5KksbExjY2NW/ybqGgbGhsbk/zpa+k3RPwBAACANqRdu3bp0KFDSqVSVq9eXelxqJCmpqa0b98+\n",
              "7du33+Ba8QcAAADamFKplI4dO6aqqqrSo1BBG3vVl/gDAAAAbVCpVNqmPvJ1+eWXZ/r06Xnrrbcy\n",
              "e/bs1NbWJknef//9HHXUUc3rPvroo/z+97/P4sWLs+uuuzY//9JLL2Xs2LFJkj/+8Y9ZunRp+vTp\n",
              "kyQ566yz0r1794wfPz59+vTJ6tWrU11dnSlTpqS6ujr//u//nvHjx+f999/PmjVrssMOO2TatGkZ\n",
              "MGDAZr+vr3/96+nSpUtuueWWFs+fcMIJGT58eE4++eTsu+++GThwYMrlcjp06JBbbrklI0aM2OzX\n",
              "/jSlUmnj15YLfoeoCRMmZNKkSZUeAwAAALaIlStXZt68eenTp086d+6ccrmc8icfteprljp12WBs\n",
              "eOaZZ9K3b9986UtfymOPPdYcf/6rW265JU8//XR++tOfrndfd999dx577LE89thj631u/PjxaWho\n",
              "yMMPP5wBAwbku9/9bk466aQkyYIFC1JVVZXdd999g+/t/fffz+c///n1bv/Nb36Tv/iLv0hDQ0Pz\n",
              "/XXefvvt7Lvvvqmvr8+KFStSW1ubJUuWJEkeeeSRjBs3LosXL96kQLOp/uv/Dj6NK38AAACgDSt/\n",
              "8lHqxu3cqq9RM2VZSlU7fuqaI488cqP2NXXq1Nx0002bPdPIkSNz5ZVXJkkaGhqy9957N2/bZ599\n",
              "Nno/Q4cOzRe+8IWceeaZOeGEE7Ljji3f58EHH5wePXrkZz/7WU444YQkyT333JNjjz023bt3z4oV\n",
              "K1qsP+aYY/Lee+/l/fffz2677fZZ394Wte1cHwYAAAAU2syZM/PBBx9k1KhRzc995zvfyeTJkzdp\n",
              "P2vWrMlPfvKTHHzwwUmSiRMnZsSIETnqqKNyzTXXZPbs2Ru9r7q6ulx11VV57rnnMnDgwIwZMyY/\n",
              "/elPW9xM+8ILL8y0adOaf542bVouvPDCde7v/vvvT3V19TYTfhJX/gAAAECbVurUJTVTlrX6a2wJ\n",
              "U6dOzTnnnNPi68lvuOGGjf79p556qvnjZAcddFBuvfXWJMk3vvGNnH322fnVr36VZ555JkcccUSm\n",
              "Tp2a008/fYP7LJVKOeKII3LEEUdkzZo1efzxx3PppZemXbt2qa+vT/Knew59+9vfzuLFi1NXV5cP\n",
              "P/wwI0eObN7H8uXLm+fae++9M3369I1+T1uD+AMAAABtWKlU2uBHsrYFH374YX784x/nxRdf/Mz7\n",
              "GDFiRIv7AP25PfbYI2PGjMmYMWPSq1ev3HfffWvFn5tvvjkPPPBAkuRv//ZvmwPO6tWr8/Of/zwP\n",
              "PPBAZs6cmVGjRuXss89u/r1dd901o0aNyr333pvXX3895513Xoubbe+0006ZM2fOZ35frU38AQAA\n",
              "AFrdgw8+mMGDB6d///5bfN+PPvpoRo0alY4dO6axsTGvvPJK9t1337XWfetb38q3vvWtFs+NHTs2\n",
              "v/jFL3LkkUfmrLPOyt13393iyqT/dOGFF+ayyy7LokWLNuljZdsC9/wBAAAANtu4cePSs2fPNDQ0\n",
              "ZOTIkampqWmxferUqeu8T85nuefPf/XII49kwIABGTRoUAYPHpyqqqpcf/31G/W7X/nKVzJ37tzc\n",
              "e++9OfbYY9cZfpLkqKOOyqpVq3LIIYekb9++mzXv1uar3gEAAKAN2ZSv+Ka4NuV/B678AQAAACgw\n",
              "8QcAAACgwMQfAAAAgAITfwAAAKANampqqvQIVNCm3MLZV70DAABAG9KpU6e0a9cuCxcuTPfu3dOp\n",
              "U6eUSqVKj8VWVC6X8+6776ZUKqVjx44bXC/+AAAAQBvSrl279OnTJ4sWLcrChQsrPQ4VUiqV0rNn\n",
              "z7Rv336Da8UfAAAAaGM6deqU6urqNDY2Zs2aNZUehwro2LHjRoWfRPwBAACANuk/P/KzMR/7Yfvm\n",
              "hs8AAAAABSb+AAAAABSY+AMAAABQYOIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4AwAAAFBg4g8AAABA\n",
              "gbVq/Ln88svTu3fvlEqlzJkzZ73rpk6dmv322y/77rtvLrrooqxevbrF9nK5nP/+3/97unXr1prj\n",
              "AgAAABROq8afU089Nc8++2x69eq13jXz5s3LxIkTM2PGjNTV1eWdd97JXXfd1WLNbbfdln333bc1\n",
              "RwUAAAAopFaNP0ceeWR69uz5qWseeuihjB49Oj169EipVMrFF1+c+++/v3n7q6++msceeyzf+ta3\n",
              "Nvh6q1atyrJly1o81qxZs9nvAwAAAKCtqvg9f+bPn9/iyqDevXtn/vz5SZLVq1fnoosuypQpU9K+\n",
              "ffsN7uumm25K165dWzxmzZrVarMDAAAAbOsqHn8+zfXXX5+TTz45X/jCFzZq/dVXX52lS5e2eAwd\n",
              "OrSVpwQAAADYdnWo9ADV1dV58803m3+ur69PdXV1kuTpp5/O/Pnzc+edd6axsTHLli1L79698+KL\n",
              "L6Z79+5r7auqqipVVVUtntuYK4YAAAAAiqriV/6ccsopmT59et5+++2Uy+VMnjw5Z5xxRpJkxowZ\n",
              "eeutt1JfX59nn302O++8c+rr69cZfgAAAABYW6vGn3HjxqVnz55paGjIyJEjU1NTkyQZO3Zspk+f\n",
              "niTp27dvrr/++hx++OGpqalJ9+7dM27cuNYcCwAAAGC7USqXy+VKD9GaJkyYkEmTJlV6DAAAAICK\n",
              "qPjHvgAAAABoPeIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4AwAAAFBg4g8AAABAgYk/AAAAAAUm/gAA\n",
              "AAAUmPgDAAAAUGDiDwAAAECBiT8AAAAABSb+AAAAABSY+AMAAABQYOIPAAAAQIGJPwAAAAAFJv4A\n",
              "AAAAFJj4AwAAAFBg4g8AAABAgYk/AAAAAAUm/gAAAAAUmPgDAAAAUGDiDwAAAECBiT8AAAAABSb+\n",
              "AAAAABSY+AMAAABQYOIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4AwAAAFBg4g8AAABAgYk/AAAAAAUm\n",
              "/gAAAAAUmPgDAAAAUGDiDwAAAECBiT8AAAAABSb+AAAAABSY+AMAAABQYOIPAAAAQIGJPwAAAAAF\n",
              "Jv4AAAAAFJj4AwAAAFBg4g8AAABAgYk/AAAAAAUm/gAAAAAUmPgDAAAAUGDiDwAAAECBiT8AAAAA\n",
              "BSb+AAAAABSY+AMAAABQYOIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4AwAAAFBg4g8AAABAgYk/AAAA\n",
              "AAUm/gAAAAAUmPgDAAAAUGDiDwAAAECBiT8AAAAABSb+AAAAABSY+AMAAABQYOIPAAAAQIGJPwAA\n",
              "AAAFJv4AAAAAFJj4AwAAAFBg4g8AAABAgYk/AAAAAAUm/gAAAAAUmPgDAAAAUGDiDwAAAECBiT8A\n",
              "AAAABSb+AAAAABSY+AMAAABQYOIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4AwAAAFBg4g8AAABAgbVq\n",
              "/Ln88svTu3fvlEqlzJkzZ73rpk6dmv322y/77rtvLrrooqxevTpJ8qtf/SpDhw7NAQcckAMPPDBX\n",
              "XnllmpqaWnNkAAAAgEJp1fhz6qmn5tlnn02vXr3Wu2bevHmZOHFiZsyYkbq6urzzzju56667kiS7\n",
              "7LJLHnjggbz22mv5zW9+k5kzZ+aee+5pzZEBAAAACqVV48+RRx6Znj17fuqahx56KKNHj06PHj1S\n",
              "KpVy8cUX5/7770+SDBkyJH379k2SdO7cObW1tamvr1/vvlatWpVly5a1eKxZs2aLvR8AAACAtqbi\n",
              "9/yZP39+iyuDevfunfnz56+17u23385DDz2UUaNGrXdfN910U7p27driMWvWrFaZGwAAAKAtqHj8\n",
              "2RjLli3L8ccfnyuvvDKHHHLIetddffXVWbp0aYvH0KFDt+KkAAAAANuWDpUeoLq6Om+++Wbzz/X1\n",
              "9amurm7+efny5TnmmGNywgknZMKECZ+6r6qqqlRVVbV4rn379lt2YAAAAIA2pOJX/pxyyimZPn16\n",
              "3n777ZTL5UyePDlnnHFGkuTDDz/MMccck2OOOSbXXntthScFAAAAaHtaNf6MGzcuPXv2TENDQ0aO\n",
              "HJmampokydixYzN9+vQkSd++fXP99dfn8MMPT01NTbp3755x48YlSW6//fbMmjUrjzzySGpra1Nb\n",
              "W5u/+Zu/ac2RAQAAAAqlVC6Xy5UeojVNmDAhkyZNqvQYAAAAABVR8Y99AQAAANB6xB8AAACAAhN/\n",
              "AAAAAApM/AEAAAAoMPEHAAAAoMDEHwAAAIACE38AAAAACkz8AQAAACgw8QcAAACgwMQfAAAAgAIT\n",
              "fwAAAAAKTPwBAAAAKDDxBwAAAKDAxB8AAACAAhN/AAAAAApM/AEAAAAoMPEHAAAAoMDEHwAAAIAC\n",
              "E38AAAAACkz8AQAAACgw8QcAAACgwMQfAAAAgAITfwAAAAAKTPwBAAAAKDDxBwAAAKDAxB8AAACA\n",
              "AhN/AAAAAApM/AEAAAAoMPEHAAAAoMDEHwAAAIACE38AAAAACkz8AQAAACgw8QcAAACgwMQfAAAA\n",
              "gAITfwAAAAAKTPwBAAAAKDDxBwAAAKDAxB8AAACAAhN/AAAAAApM/AEAAAAoMPEHAAAAoMDEHwAA\n",
              "AIACE38AAAAACkz8AQAAACgw8QcAAACgwMQfAAAAgAITfwAAAAAKTPwBAAAAKDDxBwAAAKDAxB8A\n",
              "AACAAhN/AAAAAApM/AEAAAAoMPEHAAAAoMDEHwAAAIACE38AAAAACkz8AQAAACgw8QcAAACgwMQf\n",
              "AAAAgAITfwAAAAAKTPwBAAAAKDDxBwAAAKDAxB8AAACAAhN/AAAAAApM/AEAAAAosA6f5Zdee+21\n",
              "NDQ0ZIcddsjAgQPTrVu3LTwWAAAAAFvCRsef5cuX55Zbbsk//uM/pkuXLtljjz2ycuXKvPnmmxk6\n",
              "dGiuuuqqHHXUUa05KwAAAACbaKPjz4gRI3LOOedk9uzZ2WOPPZqfb2pqyowZMzJ58uTU1dVl3Lhx\n",
              "rTIoAAAAAJtuo+PPc889l6qqqrWeb9euXYYPH57hw4dn1apVW3Q4AAAAADbPRt/weV3h57OsAQAA\n",
              "AGDr2ej4M2rUqMycOXOd25YsWZJbb701U6ZM2WKDAQAAALD5NvpjXzfeeGOuvvrqvPbaa/niF7/Y\n",
              "fMPnuXPn5g9/+EMuvfTSXHDBBa05KwAAAACbaKPjz6BBg/Kzn/0sCxYsyNNPP52GhoZ06dIlZ511\n",
              "Vr70pS+lQ4fP9K3xAAAAALSiTS42H3zwQc4+++wWz73yyisZNGjQFhsKAAAAgC1jo+/585/OO++8\n",
              "jXoOAAAAgMrb6Ct/Fi9enLfffjsff/xx/v3f/z3lcjlJsnTp0qxYsaLVBgQAAADgs9vo+HP//ffn\n",
              "+9//fhYuXJjRo0c3P9+1a9dceeWVrTIcAAAAAJtno+PP+PHjM378+Hz3u9/NxIkTW3MmAAAAALaQ\n",
              "Tb7h88SJE9PU1JS33347jY2Nzc9XV1dv0cEAAAAA2HybfMPnf/7nf063bt0ycODAHHzwwTn44INz\n",
              "yCGHrHPt5Zdfnt69e6dUKmXOnDnr3efUqVOz3377Zd99981FF12U1atXb9Q2AAAAAD7dJsefG264\n",
              "IS+++GLef//9vPvuu3n33XezePHida499dRT8+yzz6ZXr17r3d+8efMyceLEzJgxI3V1dXnnnXdy\n",
              "1113bXAbAAAAABu2yR/72m233bL//vtv1Nojjzxyg2seeuihjB49Oj169EiSXHzxxbnxxhtz6aWX\n",
              "fuq2IimXy/m40RVNALQ9O3TomFKpVOkxoBDK5XLKn3xU6TGg0EqdujhvsV3a5Phz4okn5vvf/37O\n",
              "PPPMdO7cufn5nXfe+TMNMH/+/BZXBvXu3Tvz58/f4LZ1WbVqVVatWtXiuTVr1nymubamjxtXp98P\n",
              "v1PpMQBgk71x9g3p0rFTpceAQih/8lHqxn22/6YGNk7NlGUpVe1Y6TFgq9vkj31dc801mTBhQnr0\n",
              "6JFddtkl3bp1yy677NIas22ym266KV27dm3xmDVrVqXHAgAAAKiYTb7yp6mpaYsOUF1dnTfffLP5\n",
              "5/r6+uZvDvu0bety9dVXZ8KECS2eawtfS79Dh4554+wbKj0GAGyyHTp0rPQIUBilTl1SM2VZpceA\n",
              "Qit16lLpEaAiNjn+bGmnnHJKvvSlL+W6667LHnvskcmTJ+eMM87Y4LZ1qaqqSlVVVYvn2rdv36rz\n",
              "bwmlUskl8wAA27lSqeTjKAC0ik3+2Fe7du3Svn37tR7rMm7cuPTs2TMNDQ0ZOXJkampqkiRjx47N\n",
              "9OnTkyR9+/bN9ddfn8MPPzw1NTXp3r17xo0bt8FtAAAAAGxYqVwulzflF1asWNH8zx9//HHuueee\n",
              "rFmzJv/rf/2vLT7cljBhwoRMmjSp0mMAAAAAVMQmX/mz4447Nj922223TJgwIQ899FBrzAYAAADA\n",
              "Ztrk+PNfzZ07N++9996WmAUAAACALWyTb/i8yy67pFQqJUkaGxuTJHfccceWnQoAAACALWKT48+c\n",
              "OXP+/y936JAePXq0iW/UAgAAANgebXL86dWrVz766KPmCLTLLrukS5cuW3ouAAAAALaATY4/M2fO\n",
              "zCmnnJIePXokSd555508/PDDOfTQQ7f4cAAAAABsnk2OP//57V6HH354kj/FoCuuuCIvvPDCFh8O\n",
              "AAAAgM2zyd/29fHHHzeHnyQ57LDDsnLlyi06FAAAAABbxibHn8997nP55S9/2fzzk08+mR133HGL\n",
              "DgUAAADAlrHJH/v6wQ9+kJNPPrn5G76ampryyCOPbPHBAAAAANh8mxx/Fi5cmJdeeinvvPNOkmSP\n",
              "PfbIrFmztvhgAAAAAGy+Tf7Y18SJE9O9e/cMGDAgAwYMyG677ZaJEye2xmwAAAAAbKZNjj//ValU\n",
              "ypo1a7bELAAAAABsYZscf3baaafMnDmz+efnnnsuO+200xYdCgAAAIAtY5Pv+fO///f/zkknnZT+\n",
              "/fsnSX73u9/l0Ucf3eKDAQAAALD5Njn+HHrooXn99dfz/PPPJ0kOO+ywdOvWbUvPBQAAAMAWsMnx\n",
              "J0l22WWXHHfccVt6FgAAAAC2sM2+4TMAAAAA2y7xBwAAAKDAxB8AAACAAhN/AAAAAApM/AEAAAAo\n",
              "MPEHAAAAoMDEHwAAAIACE38AAAAACkz8AQAAACgw8QcAAACgwMQfAAAAgAITfwAAAAAKTPwBAAAA\n",
              "KDDxBwAAAKDAxB8AAACAAhN/AAAAAApM/AEAAAAoMPEHAAAAoMDEHwAAAIACE38AAAAACkz8AQAA\n",
              "ACgw8QcAAACgwMQfAAAAgAITfwAAAAAKTPwBAAAAKDDxBwAAAKDAxB8AAACAAhN/AAAAAApM/AEA\n",
              "AAAoMPEHAAAAoMDEHwAAAIACE38AAAAACkz8AQAAACgw8QcAAACgwMQfAAAAgAITfwAAAAAKTPwB\n",
              "AAAAKDDxBwAAAKDAxB8AAACAAhN/AAAAAApM/AEAAAAoMPEHAAAAoMDEHwAAAIACE38AAAAACkz8\n",
              "AQAAACgw8QcAAACgwMQfAAAAgAITfwAAAAAKTPwBAAAAKDDxBwAAAKDAxB8AAACAAhN/AAAAAApM\n",
              "/AEAAAAoMPEHAAAAoMDEHwAAAIACE38AAAAACkz8AQAAACgw8QcAAACgwMQfAAAAgAITfwAAAAAK\n",
              "TPwBAAAAKDDxBwAAAKDAWjX+/O53v8thhx2Wfv365Ytf/GJeffXVtdY0NTXlm9/8ZgYMGJD+/fvn\n",
              "wgsvzCeffNK8/W//9m9zwAEHpLa2NsOGDcusWbNac2QAAACAQmnV+DNu3Lh87WtfyxtvvJGrrroq\n",
              "55133lprpk6dmpdffjkvv/xyXn/99bRr1y633357kmTOnDn5+7//+8yaNStz5szJZZddlssuu6w1\n",
              "RwYAAAAolFaLP4sXL85LL72Us88+O0lyyimnZMGCBamrq2ux7t/+7d9y9NFHp1OnTimVSjn22GNz\n",
              "7733JklKpVJWr16dFStWJEmWLFmSnj17rvc1V61alWXLlrV4rFmzppXeIQAAAMC2r9Xiz4IFC7Ln\n",
              "nnumQ4cOSf4UcqqrqzN//vwW6w4++OBMnz49y5Yty+rVq/PjH/849fX1SZLBgwfniiuuSJ8+fdKz\n",
              "Z8/cdtttueOOO9b7mjfddFO6du3a4uFjYgAAAMD2rOI3fD7vvPNyzDHHZPjw4Rk+fHj69evXHIzm\n",
              "zZuXRx55JHV1dWloaMgVV1yR008/fb37uvrqq7N06dIWj6FDh26ttwIAAACwzWm1+LPPPvtk0aJF\n",
              "aWxsTJKUy+XMnz8/1dXVLdaVSqVcd911mT17dmbOnJkDDjggBx54YJLk4YcfzsCBA7PXXnslSc4/\n",
              "//w899xzLW4I/eeqqqqy8847t3i0b9++td4iAAAAwDav1eLP7rvvnoMOOig//OEPk/wp5PTs2TM1\n",
              "NTUt1q1cuTIffPBBkuS9997LzTffnCuvvDJJ0rdv3zz33HP58MMPkySPP/54+vXrl06dOrXW2AAA\n",
              "AACF0qE1dz5lypScd955ufHGG7Pzzjtn2rRpSZKxY8dm9OjRGT16dJYuXZovf/nLadeuXZqamjJ+\n",
              "/Pgcf/zxSZKTTjopL774Yg455JBUVVVlxx13zI9+9KPWHBkAAACgUErlcrlc6SFa04QJEzJp0qRK\n",
              "jwEAAABQERW/4TMAAAAArUf8AQAAACgw8QcAAACgwMQfAAAAgAITfwAAAAAKTPwBAAAAKDDxBwAA\n",
              "AKDAxB8AAACAAhN/AAAAAApM/AEAAAAoMPEHAAAAoMDEHwAAAIACE38AAAAACkz8AQAAACgw8QcA\n",
              "AACgwMQfAAAAgAITfwAAAAAKTPwBAAAAKDDxBwAAAKDAxB8AAACAAhN/AAAAAApM/AEAAAAoMPEH\n",
              "AAAAoMDEHwAAAIACE38AAAAACkz8AQAAACgw8QcAAACgwMQfAAAAgAITfwAAAAAKTPwBAAAAKDDx\n",
              "BwAAAKDAxB8AAACAAhN/AAAAAApM/AEAAAAoMPEHAAAAoMDEHwAAAIACE38AAAAACkz8AQAAACgw\n",
              "8QcAAACgwMQfAAAAgAITfwAAAAAKTPwBAAAAKDDxBwAAAKDAxB8AAACAAhN/AAAAAApM/AEAAAAo\n",
              "MPEHAAAAoMDEHwAAAIACE38AAAAACkz8AQAAACgw8QcAAACgwMQfAAAAgAITfwAAAAAKTPwBAAAA\n",
              "KDDxBwAAAKDAxB8AAACAAhN/AAAAAApM/AEAAAAoMPEHAAAAoMDEHwAAAIACE38AAAAACkz8AQAA\n",
              "ACgw8QcAAACgwMQfAAAAgAITfwAAAAAKTPwBAAAAKDDxBwAAAKDAxB8AAACAAhN/AAAAAApM/AEA\n",
              "AAAoMPEHAAAAoMDEHwAAAIACE38AAAAACkz8AQAAACgw8QcAAACgwMQfAAAAgAITfwAAAAAKTPwB\n",
              "AAAAKLBWjT+/+93vcthhh6Vfv3754he/mFdffXWtNU1NTfnmN7+ZAQMGpH///rnwwgvzySefNG+f\n",
              "P39+jj/++Oy///454IADcscdd7TmyAAAAACF0qrxZ9y4cfna176WN954I1dddVXOO++8tdZMnTo1\n",
              "L7/8cl5++eW8/vrradeuXW6//fYkSblczkknnZRzzjknv/3tb/Paa6/ltNNOa82RAQAAAAql1eLP\n",
              "4sWL89JLL+Xss89OkpxyyilZsGBB6urqWqz7t3/7txx99NHp1KlTSqVSjj322Nx7771JkieffDJV\n",
              "VVX5H//jfzSv32OPPdb7mqtWrcqyZctaPNasWdMK7w4AAACgbWi1+LNgwYLsueee6dChQ5KkVCql\n",
              "uro68+fPb7Hu4IMPzvTp07Ns2bKsXr06P/7xj1NfX58kee2119K9e/ecccYZGTJkSE466aT8/ve/\n",
              "X+9r3nTTTenatWuLx6xZs1rrLQIAAABs8yp+w+fzzjsvxxxzTIYPH57hw4enX79+zcGosbExv/rV\n",
              "rzJx4sTMnj07I0eO/NSPfV199dVZunRpi8fQoUO31lsBAAAA2Oa0WvzZZ599smjRojQ2Nib50/17\n",
              "5s+fn+rq6hbrSqVSrrvuusyePTszZ87MAQcckAMPPDBJUl1dnSFDhjT//Jd/+Zd5+eWXs3r16nW+\n",
              "ZlVVVXbeeecWj/bt27fWWwQAAADY5rVa/Nl9991z0EEH5Yc//GGS5OGHH07Pnj1TU1PTYt3KlSvz\n",
              "wQcfJEnee++93HzzzbnyyiuTJMcee2waGhryhz/8IUnyxBNP5Atf+EI6duzYWmMDAAAAFEqH1tz5\n",
              "lClTct555+XGG2/MzjvvnGnTpiVJxo4dm9GjR2f06NFZunRpvvzlL6ddu3ZpamrK+PHjc/zxxydJ\n",
              "dtxxx0yePDl/8Rd/kXK5nK5du+aBBx5ozZEBAAAACqVULpfLlR6iNU2YMCGTJk2q9BgAAAAAFVHx\n",
              "Gz4DAAAA0HrEHwAAAIACE38AAAAACkz8AQAAACgw8QcAAACgwMQfAAAAgAITfwAAAAAKTPwBAAAA\n",
              "KDDxBwAAAKDAxB8AAACAAhN/AAAAAApM/AEAAAAoMPEHAAAAoMDEHwAAAIACE38AAAAACkz8AQAA\n",
              "ACgw8QcAAACgwMQfAAAAgAITfwAAAAAKTPwBAAAAKDDxBwAAAKDAxB8AAACAAhN/AAAAAApM/AEA\n",
              "AAAoMPEHAAAAoMDEHwAAAIACE38AAAAACkz8AQAAACgw8QcAAACgwMQfAAAAgAITfwAAAAAKTPwB\n",
              "AAAAKDDxBwAAAKDAxB8AAACAAhN/AAAAAApM/AEAAAAoMPEHAAAAoMDEHwAAAIACE38AAAAACkz8\n",
              "AQAAACgw8QcAAACgwMQfAAAAgAITfwAAAAAKTPwBAAAAKDDxBwAAAKDAxB8AAACAAhN/AAAAAApM\n",
              "/AEAAAAoMPEHAAAAoMDEHwAAAIACE38AAAAACkz8AQAAACgw8QcAAACgwMQfAAAAgAITfwAAAAAK\n",
              "TPwBAAAAKDDxBwAAAKDAxB8AAACAAhN/AAAAAApM/AEAAAAosFK5XC5XeojWdPLJJ6d3796VHmOD\n",
              "1qxZk1mzZmXo0KFp3759pcfhUzhWbYvj1XY4Vm2L49V2OFZti+PVdjhWbUtbO169evXK+PHjKz0G\n",
              "BVL4+NNWLFu2LF27ds3SpUuz8847V3ocPoVj1bY4Xm2HY9W2OF5th2PVtjhebYdj1bY4XmzvfOwL\n",
              "AAAAoMDEHwAAAIACE38AAAAACkz82UZUVVXlr//6r1NVVVXpUdgAx6ptcbzaDseqbXG82g7Hqm1x\n",
              "vNoOx6ptcbzY3rnhMwAAAECBufIHAAAAoMDEHwAAAIACE38AAAAACkz82Youv/zy9O7dO6VSKXPm\n",
              "zFnvuqlTp2a//fbLvvvum4suuiirV6/eekPSbGOO169//evssMMOqa2tbX58/PHHW3dQsnLlypx4\n",
              "4onp169fBg8enK985Supq6tb59rHH388/fv3z3777ZeTTz45y5Yt28rTbt829ljV19enffv2Lf62\n",
              "3nzzzQpMzFe/+tUMGjQotbW1OeKIIzJ79ux1rnPuqryNOVbOW9uWadOmpVQq5bHHHlvnduesbcun\n",
              "HS/nrW1H7969s//++zcfhwcffHCd65y32O6U2Wqefvrp8oIFC8q9evUqz549e51rfv/735f33HPP\n",
              "8qJFi8pNTU3l448/vnznnXdu3UEpl8sbd7yeeuqp8uDBg7fqXKzt448/Lv/sZz8rNzU1lcvlcvmO\n",
              "O+4oDx8+fK11y5cvL+++++7l119/vVwul8uXXnpp+Zvf/ObWHHW7t7HHat68eeWuXbtu3eFYpw8+\n",
              "+KD5nx955JHyoEGD1lrj3LVt2Jhj5by17Zg3b1750EMPLQ8bNqz86KOPrrXdOWvbsqHj5by17fi0\n",
              "/3b/T85bbI9c+bMVHXnkkenZs+enrnnooYcyevTo9OjRI6VSKRdffHHuv//+rTQhf25jjhfbhs6d\n",
              "O+e4445LqVRKkgwbNiz19fVrrfvXf/3XDBkyJP3790+SfP3rX/f3tZVt7LFi29GtW7fmf166dGnz\n",
              "sftzzl3bho05VmwbmpqaMnbs2Nxxxx3r/dpp56xtx8YcL9oW5y22Rx0qPQAtzZ8/P7169Wr+uXfv\n",
              "3pk/f34FJ2JD3nzzzRx00EFp3759zj///Hz961+v9Ejbvdtvvz0nnHDCWs+v6+9r0aJFaWxsTIcO\n",
              "/nVYCes7VkmyYsWKfPGLX8yaNWty4okn5pprrkn79u238oQkyTnnnJOnnnoqSfLEE0+std25a9ux\n",
              "oWOVOG9tCyZNmpTDDz88Bx988HrXOGdtOzbmeCXOW9uSc845J+VyOUOHDs3NN9+c7t27t9juvMX2\n",
              "yJkDNsNBBx2UhoaGdO3aNQ0NDTnuuOOy22675bTTTqv0aNutG2+8MXV1dXnyyScrPQob8GnHas89\n",
              "98wf/vCH7L777vnjH/+Y008/PbfeemuuvPLKCkzKPffckyT553/+51x11VXrjQpU3oaOlfNW5f3H\n",
              "f/xHHn744TzzzDOVHoWNsLHHy3lr2/HMM8+kuro6q1evzrXXXptzzz3XeQvihs/bnOrq6rz11lvN\n",
              "P9fX16e6urqCE/Fpdt5553Tt2jVJ0rNnz4wZMyYzZsyo8FTbr1tuuSWPPPJI/vVf/zVdunRZa/u6\n",
              "/r723HNP/w9qBWzoWFVVVWX33XdPkuy666654IIL/G1tA84999w89dRTef/991s879y17VnfsXLe\n",
              "qrwZM2akvr4+++23X3r37p0XXnghX/va1/IP//APLdY5Z20bNvZ4OW9tO/7z/NOxY8f81V/91TqP\n",
              "g/MW2yPxZxtzyimnZPr06Xn77bdTLpczefLknHHGGZUei/VYtGhRmpqakiTLly/P448/niFDhlR4\n",
              "qu3TpEmTcv/99+cXv/hFi/te/LljjjkmL7/8cubOnZsk+fu//3t/XxWwMcdq8eLFzd+6sWrVqjzy\n",
              "yCP+tipgyZIlWbhwYfPPjz32WD7/+c9n1113bbHOuavyNvZYOW9V3iWXXJJFixalvr4+9fX1GTZs\n",
              "WO66665ccsklLdY5Z20bNvZ4OW9tG1asWJElS5Y0/3z//fev8zg4b7E9En+2onHjxqVnz55paGjI\n",
              "yJEjU1NTkyQZO3Zspk+fniTp27dvrr/++hx++OGpqalJ9+7dM27cuEqOvd3amOP18MMPZ+DAgRk8\n",
              "eHCGDRuWr3zlKzn//PMrOfZ2qaGhId/4xjeyZMmSjBgxIrW1tflv/+2/JUm+853vZPLkyUmSnXba\n",
              "Kf/0T/+UE088MTU1NWloaMjEiRMrOfp2Z2OP1bPPPpshQ4Zk8ODBOeigg9KjR49cc801lRx9u7R0\n",
              "6dKceOKJzf+eu/POO/P444+nVCo5d21jNvZYOW9t25yz2hbnrW3PO++8kxEjRmTQoEEZOHBgnn76\n",
              "6eaPwzpvsb0rlcvlcqWHAAAAAKB1uPIHAAAAoMDEHwAAAIACE38AAAAACkz8AYDtWG1tbWpra3PA\n",
              "AQekffv2zT+ffvrpzWsuu+yyPPjggxWcEgCAzeGGzwBA6uvrU1tb2+IrcpOkXC6npqYmc+bMyU47\n",
              "7VSZ4QAA2Cyu/AEA1uull17K/vvvn5122ik//elPM2jQoNTW1mbAgAH5l3/5lyTJ22+/ndNOOy1D\n",
              "hw7NwIEDc+211zb//uuvv56RI0dm0KBBGTRoUPPXIgMAsPV0qPQAAMC269FHH82JJ56YJLn22msz\n",
              "ZcqUHHrooWlqasqyZcuSJOeee26+/e1vZ/jw4WlsbMyoUaPyk5/8JCeddFJOOOGEXH/99RkzZkyS\n",
              "5L333qvUWwEA2G6JPwDAek2fPj1PPvlkkuSoo47K+PHjc+qpp+arX/1qamtrs2LFijz55JN55513\n",
              "mn/nww8/zG9/+9v89re/zcqVK5vDT5LstttuW/09AABs78QfAGCd3njjjXTr1i177LFHkmTSpEl5\n",
              "9dVX89RTT+Xcc8/NWWedla9//etJkhdeeCGdO3du8fuvvvrqVp8ZAIC1uecPALBOf/6RrySZO3du\n",
              "DjzwwFx22WW55JJL8sILL+Rzn/tcRowYkZtvvrl53cKFC9PQ0JD9998/Xbp0yf3339+8zce+AAC2\n",
              "PvEHAFinxx57rEX8+fa3v50DDzwwQ4YMyb333pvrrrsuSXLfffelrq4uAwYMyMCBA3PyySfn/fff\n",
              "T4cOHfIv//IvmTZtWgYOHJjBgwfn4YcfrsybAQDYjvmqdwBgLYsWLcrIkSPzyiuvVHoUAAA2k/gD\n",
              "AAAAUGA+9gUAAABQYOIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4AwAAAFBg4g8AAABAgYk/AAAAAAUm\n",
              "/gAAAAAUmPgDAAAAUGD/D5cQsfpyK33OAAAAAElFTkSuQmCC\n",
              "\">\n",
              "      </div>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-44e82167-2024-49c1-b08a-5a92b3bc180d\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-44e82167-2024-49c1-b08a-5a92b3bc180d\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "from matplotlib import pyplot as plt\n",
              "import seaborn as sns\n",
              "def _plot_series(series, series_name, series_index=0):\n",
              "  from matplotlib import pyplot as plt\n",
              "  import seaborn as sns\n",
              "  palette = list(sns.palettes.mpl_palette('Dark2'))\n",
              "  xs = series['C2/°C']\n",
              "  ys = series['C1/°C']\n",
              "  \n",
              "  plt.plot(xs, ys, label=series_name, color=palette[series_index % len(palette)])\n",
              "\n",
              "fig, ax = plt.subplots(figsize=(10, 5.2), layout='constrained')\n",
              "df_sorted = _df_9.sort_values('C2/°C', ascending=True)\n",
              "for i, (series_name, series) in enumerate(df_sorted.groupby('Step')):\n",
              "  _plot_series(series, series_name, i)\n",
              "  fig.legend(title='Step', bbox_to_anchor=(1, 1), loc='upper left')\n",
              "sns.despine(fig=fig, ax=ax)\n",
              "plt.xlabel('C2/°C')\n",
              "_ = plt.ylabel('C1/°C')"
            ],
            "text/html": [
              "      <div class=\"colab-quickchart-chart-with-code\" id=\"chart-6aafa039-2916-4ae5-a7e1-d8a70085aca0\">\n",
              "        <img style=\"width: 180px;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABH8AAAITCAYAAACezbCZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\n",
              "bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\n",
              "AAAPYQGoP6dpAAA+F0lEQVR4nO39f7RVBb3v/7/WBgQ1BQXUQn4KiKiwUeJiRmoU/rgGJiH4CzDw\n",
              "V3mu5TkXtKSTxRG7mR3NTmIShpVCKmTEzeEPSm/ZQQNRK49hgBCiZrJBxC17sz5/9HV/2wdQzL3Y\n",
              "Mnk8xlhjsOaaP95zNMcejadzzVUql8vlAAAAAFBIVc09AAAAAACVI/4AAAAAFJj4AwAAAFBg4g8A\n",
              "AABAgYk/AAAAAAUm/gAAAAAUmPgDAAAAUGDiDwAAAECBFT7+XH/99c09AgAAAECzadncA1TaypUr\n",
              "m3sEAAAAaHJbtmxJbW1t3njjjeYehWaw5557Zo899tihdQsffwAAAKBoNm7cmBUrVqSuri6lUqm5\n",
              "x6EZlMvlfOADH0jHjh3fdl3xBwAAAHYhdXV1WbZsWdq0aZP3v//9ad26tQC0mymXy3nxxRezZs2a\n",
              "tG3b9m3vABJ/AAAAYBeycePGlEqlfOADH8g+++zT3OPQTA444IBs2LAhmzZtetv4U/gHPgMAAEAR\n",
              "tWjRorlHoBm9k7u9xB8AAACAAhN/AAAAgPeEWbNm5fDDD0+fPn3SvXv3DB48OPX19fnqV7+aVatW\n",
              "Nfd4uyzP/AEAAACa3cqVK3PppZfmP//zP9O7d+8kya9+9auUSqXcdNNN+djHPpbOnTs385S7Jnf+\n",
              "AAAAAM1uzZo1qaqqygEHHNCw7Nhjj83kyZPz4osv5qyzzkqfPn3yyCOPpLa2Np/97GfTr1+/9OnT\n",
              "J6ecckpeeumlJMmnPvWpnHHGGRkwYEC6deuWkSNHZuPGjc11Wu8J4g8AAADQ7AYNGpSBAwema9eu\n",
              "GTZsWL70pS9l+fLl+frXv54DDjggP/rRj/L000/nmGOOyZe//OXstddeeeKJJ/L000/n8MMPzz//\n",
              "8z837Gvx4sVZuHBhli1blldeeSVTp05txjNrfr72BQAAADS7Fi1a5N57783jjz+e+++/P/fee2++\n",
              "+c1v5je/+c1W6/7sZz/Lhg0b8tOf/jRJsnnz5hx88MENn5922mlp165dkuTTn/50brzxxp1yDu9V\n",
              "4g8AAADwnlFdXZ3q6ur8y7/8S4YMGZIf//jHW62zZcuWXHfddfnkJz+5Q/t8Jz+LXkS+9gUAAAA0\n",
              "u+XLl+e+++5reP/SSy9l9erV6d27d/bee++sW7eu4bNTTz013/zmN7Nhw4YkyYYNG/Lb3/624fN7\n",
              "7rknNTU1qaury6233poTTjhhp53He5H4AwAAADS7zZs35ytf+Uq6deuWPn365EMf+lDGjBmTs846\n",
              "KxdffHEuvvjihgc+f/WrX81RRx2Vo48+Or17987RRx+dRx99tGFf1dXVOeGEE9KzZ8+0bds2X/zi\n",
              "F5vxzJpfqVwul5t7iEq67LLLct111zX3GAAAANAkampqsnLlyvTs2TN77bVXc4/znvOpT30q/fv3\n",
              "z5QpU5p7lIp67bXXsmzZsnTt2jVt27Z9y3Xd+QMAAABQYB74DAAAABTGnXfe2dwjvOe48wcAAACg\n",
              "wCoaf4YNG5Z+/fqluro6Q4YMyZIlS5IktbW1ueSSS9KrV68ceeSROeecc7a5/SOPPNLwE2+HH354\n",
              "LrzwwtTW1lZyZAAAAIBCqejXvubMmZN27dolSebOnZvx48dn6dKlufzyy1MqlfLMM8+kVCpl7dq1\n",
              "29y+f//+efTRR9OqVats2bIlI0eOzH/8x3/k85//fCXHBgDexpbyliRJVclNxAAA73UVjT9vhp/k\n",
              "b08jL5VK2bhxY2bMmJHVq1enVColSQ466KBtbv/3Ty1/4403smnTpoZttqW2tnarO4Pq6+vfxRkA\n",
              "AP/dlvKWdLn1C0mS58ZfLQABALzHVfz/rY0dOzadO3fOlClTctttt+XZZ5/N/vvvn6uvvjoDBw7M\n",
              "kCFD8sADD2x3+xUrVqR///7p0KFD2rZtm8985jPbXXfatGlp27Zto9eiRYsqcVoAsNv66+uvbfPf\n",
              "AMDu7bzzzkunTp1SKpXyyCOPNPps06ZNGTduXLp27ZrevXvntNNO2+5+lixZkuOPPz6dO3dO586d\n",
              "c8IJJ+Txxx+v7PB/55BDDskdd9zRaNnrr7+e/fbbL7/61a/yrW99K/vss0/69OmTnj175iMf+Uj+\n",
              "+Mc/bnNfn//859O9e/f069cvCxYsSJ8+fXbGKWyl4vFn1qxZWbVqVaZOnZrJkyenrq4uK1euTN++\n",
              "ffPYY4/lhhtuyOjRo/PCCy9sc/tu3bpl6dKlWbt2bWpra3P33Xdv91hXXHFFampqGr0GDRpUqVMD\n",
              "AAAA/n9Gjx6dhx9+OB/4wAe2+uyf/umfUiqVsnz58jzzzDP51re+tc19rFixIkOHDs2ZZ56ZVatW\n",
              "ZdWqVTnzzDPzsY99LKtWrar0KSRJzj333MycObPRsjvuuCMHHXRQjj322CTJ4MGD8/TTT2fZsmXp\n",
              "2bNnLrnkkm3u6zvf+U5+8Ytf5Iknnqj43G9lp92nPW7cuCxcuDCdOnVKVVVVzj777CTJgAED0r17\n",
              "9zz55JNvuf373ve+jBkzJj/84Q+3u07r1q2z7777Nnq1aNGiSc8DAAAA3ku2bNmSDbWvV/S1ZcuW\n",
              "t53jpJNOSo8ePbZavn79+txxxx355je/maqqv2WIzp07b3Mf3/zmNzN48OBceOGFDcsuuOCCDBo0\n",
              "KN/4xjeSJJ/61KdyxhlnZMCAAenWrVtGjhyZjRs3JknWrVuXMWPGpF+/fundu3fOPPPMvP7660mS\n",
              "QYMG5cILL8zAgQPTuXPnhi7x351//vl5+OGH8/zzzzcsmzlzZsaOHbvN9U8++eT86U9/2mr5gAED\n",
              "Ultbm49//OM577zzGn22efPmDBkyJEcccUR69uyZ4cOHZ/369UmSBQsWpFevXjn99NPTq1evHH74\n",
              "4VvdSfVOVeyZP+vWrctrr73WUPzmzZuX9u3b54ADDsjQoUNz77335pRTTsny5cuzfPnyHHbYYVvt\n",
              "Y9myZenatWtatWqVN954I3Pnzk2/fv0qNTIAAADscjZufiOH/ejLFT3GH876cvZp3eYf2/YPf0jb\n",
              "tm1z5ZVX5pe//GXatGmTL33pSxk+fHiSv90xNGLEiJx11ll5/PHHM3To0K32MXjw4Dz44IMN7xcv\n",
              "XpzHHnss73vf+zJs2LBMnTo106ZNy8UXX5whQ4bkjjvuyJYtW3LmmWfm6quvzle+8pUkyfLly/PI\n",
              "I4/kjTfeSO/evfPAAw9sdbxOnTplyJAhueWWWzJlypQsX748jz76aO68886t5qqrq8vs2bO32SqW\n",
              "LFmSUqmUX//61+nQoUMWLFjQ8FmLFi1y55135sADD8yWLVsyduzYXHPNNbn66quT/K2HfOMb38jw\n",
              "4cPzve99L2eddVaeffbZhnj2TlXszp+ampqcdtppOfLII9O/f//ceOONmT9/fkqlUm666aZ8/etf\n",
              "z5FHHpnTTjst06dPT6dOnZIkEydOzD333JMkefDBBzNgwID0798/AwYMyIEHHpgpU6ZUamQAAACg\n",
              "idXV1WXNmjXp27dvnnrqqdxwww0ZN25cVq9enSSZPXt2zjrrrHe0z9NOOy3t2rVLy5Yt8+lPfzoL\n",
              "Fy5Mktx77725/vrr06dPn/Tt2zeLFi3KsmXLGrY744wz0qpVq+y99945/PDD88wzz2xz/xMnTswP\n",
              "fvCDJMnNN9+cj33sY+nYsWPD57/5zW/Sp0+fHHHEEamqqsqNN974juYvl8u5+uqrc9hhh6VPnz55\n",
              "4IEHGn017AMf+EBDHPv0pz+dv/zlL3n22Wff0TH+XsXu/Onatet2H7bco0ePhv9h/rtbbrml4d8X\n",
              "XHBBLrjggorMBwAAAEWwd6s98oezvlzxY/yjevTokaqqqoavcn3oQx9Kp06d8tvf/jYHH3xwo3Wr\n",
              "q6vzm9/8Zqt9/OY3v0l1dfV2j/HmL4OXy+XcddddOfLII7e5Xps2//+7l6qqqlJXV7fN9T75yU/m\n",
              "kksuycMPP5zbb789N9xwQ6PPBw8enPvuu2+787ydm2++OQ899FB+/etfZ7/99su//du/5Re/+MV2\n",
              "1y+VSv/wXT/JTnzmDwAAAND0qqqqsk/rNhV9vZvw8P73vz/HHHNM5s6dmyR5+umn8+c//3mbX5X6\n",
              "3Oc+l0ceeSTTp09vWHbzzTfnN7/5TT7/+c83LLvnnntSU1OTurq63HrrrTnhhBOSJCeeeGKmTp2a\n",
              "zZs3J0leeuml/O53v3vHM7ds2TJjxozJxRdfnLq6upx66qnveB9v5a9//Wv233//7Lffflm3bt1W\n",
              "zzdes2ZN5s+fnyS59dZb0759+3Tv3v0fPp74AwAAALxrZ511Vg488MC88MILOfXUU9OlS5eGz777\n",
              "3e/m2muvTe/evTNixIj8+7//e0PMGD16dH70ox8lSbp37577778/P/zhD3PwwQenc+fO+eEPf5gH\n",
              "HnggXbt2bdhfdXV1TjjhhPTs2TNt27bNF7/4xSTJ9OnT06ZNm/Tt2ze9e/fOcccd1+hrX+/ERRdd\n",
              "lN///vc588wz31X82t6+N23alO7du2fo0KEZPHhwo8979uyZmTNnpnfv3vn617+eH/7wh+9qhlK5\n",
              "XC6/26Hfyy677LJcd911zT0GABTGXza9muo7piZJHh9zZTrs+b5mnggAdi81NTVZuXJlevbsmb32\n",
              "2qu5x9npPvWpT6V///6FfSbwggULctlll+Xpp59+y/Vee+21hh/Katu27Vuu684fAAAAgAKr2AOf\n",
              "AQAAAJratn5yvUhOOeWUnHLKKU26T3f+AAAAABSY+AMAAAC7oII/wpcm5GtfAAAAsAtp1apVkqSu\n",
              "ri51dXVN/ktU7Brq6uqS/O1n6d+O+AMAAAC7kKqqqrRs2TKlUimbN29u7nFoJlu2bEmLFi3SokWL\n",
              "t11X/AEAAIBdTKlUSqtWrdK6devmHoVmtKN3fYk/AAAAsAsqlUrvqa98/a//9b9yzz33ZOXKlVmy\n",
              "ZEmqq6uTJC+//HKGDh3asN5rr72WP/3pT3nxxRez//77Nyx/7LHHMnHixCTJX//619TU1KR79+5J\n",
              "krPPPjsdO3bMpZdemu7du2fz5s3p0qVLpk+fni5duuTJJ5/MpZdempdffjn19fXZc889M3PmzBxx\n",
              "xBHv+rw+85nPZK+99sq1117baPmIESNy3HHH5fTTT88hhxySI488MuVyOS1btsy1116bE0444V0f\n",
              "+62USqUdXlf8AQAAgF1YuVxO+Y3XKnqM0h57vW1s+NSnPpVJkyblwx/+cKPl7du3z+OPP97w/tpr\n",
              "r80vf/nLRuEnSQYOHNiw3q233pp58+Zl3rx5DZ/feuutOeGEExqWXXrppfn85z+fu+66K2eeeWa+\n",
              "+tWv5pOf/GSSZNWqVTt8V9TLL7+c9u3bb/fzCRMm5H/+z/+Za665puH5OmvXrs3999+fW265JRs3\n",
              "bsw+++zTMPvdd9+dM844Iy+++OI7CjSVJP4AAADALqz8xmtZduG+FT1Gz+nrU2q991uu85GPfGSH\n",
              "9jVjxoxMmzbtXc904oknZtKkSUmS1atXp1OnTg2fde7ceYf3M2jQoBx22GE566yzMmLEiOy9d+Pz\n",
              "PProo3PQQQflZz/7WUaMGJEkmTVrVk4++eR07NgxGzdubLT+SSedlL/85S95+eWX06FDh3/09JrU\n",
              "e+f+MAAAAKDQfv3rX+eVV17Jqaee2rDsS1/6Um666aZ3tJ/6+vr8+Mc/ztFHH50kmTJlSk444YQM\n",
              "HTo0X/ziF7NkyZId3teyZcsyefLk/OpXv8qRRx6ZM888Mz/96U8bPUx7woQJmTlzZsP7mTNnZsKE\n",
              "Cdvc3+23354uXbq8Z8JP4s4fAAAA2KWV9tgrPaevr/gxmsKMGTMyduzYRj9P/pWvfGWHt1+4cGHD\n",
              "s4SOOuqofOMb30iS/PM//3POOeecPPjgg3nooYcyZMiQzJgxI6NHj37bfZZKpQwZMiRDhgxJfX19\n",
              "5s+fn89+9rOpqqrKihUrkvztmUNf+MIX8uKLL2bZsmV59dVXc+KJJzbsY8OGDQ1zderUKffcc88O\n",
              "n9POIP4AAADALqxUKr3tV7LeC1599dXMmTMnjz766D+8j79/5s9/d+CBB+bMM8/MmWeema5du+aH\n",
              "P/zhVvHnmmuuyR133JEk+drXvtYQcDZv3px77703d9xxR37961/n1FNPzTnnnNOw3f77759TTz01\n",
              "t912W/7whz9k/PjxjR62/ffP/HkvEn8AAACAips9e3b69++fPn36NPm+586dm1NPPTWtWrVKXV1d\n",
              "nnjiiRxyyCFbrXf55Zfn8ssvb7Rs4sSJue+++/KRj3wkZ599dm699dZGdya9acKECbnkkkvy/PPP\n",
              "v6Ovlb0XeOYPAAAA8K5deOGFOfjgg7N69eqceOKJ6dmzZ6PPZ8yYsc3n5Pwjz/z57+6+++4cccQR\n",
              "6devX/r375/WrVvnqquu2qFtP/7xj+fpp5/ObbfdlpNPPnmb4SdJhg4dmtra2gwcODA9evR4V/Pu\n",
              "bKVyuVxu7iEq6bLLLst1113X3GMAQGH8ZdOrqb5japLk8TFXpsOe72vmiQBg9/L6669n+fLl6d69\n",
              "e9q0adPc49BM3sl14M4fAAAAgAITfwAAAAAKTPwBAAAAKDDxBwAAAHZBW7Zsae4RaEbv5BHOfuod\n",
              "AAAAdiF77LFHqqqqsmbNmnTs2DF77LFHSqVSc4/FTlQul/PSSy+lVCqlVatWb7u++AMAAAC7kKqq\n",
              "qnTv3j3PP/981qxZ09zj0ExKpVIOPvjgtGjR4m3XFX8AAABgF7PHHnukS5cuqaurS319fXOPQzNo\n",
              "1arVDoWfRPwBAACAXdKbX/nZka/9sHvzwGcAAACAAhN/AAAAAApM/AEAAAAoMPEHAAAAoMDEHwAA\n",
              "AIACE38AAAAACkz8AQAAACgw8QcAAACgwMQfAAAAgAITfwAAAAAKTPwBAAAAKDDxBwAAAKDAxB8A\n",
              "AACAAhN/AAAAAApM/AEAAAAoMPEHAAAAoMDEHwAAAIACE38AAAAACqyi8WfYsGHp169fqqurM2TI\n",
              "kCxZsiRJUltbm0suuSS9evXKkUcemXPOOWeb2z/44IMZNGhQ+vbtm8MPPzyTJk3Kli1bKjkyAAAA\n",
              "QKG0rOTO58yZk3bt2iVJ5s6dm/Hjx2fp0qW5/PLLUyqV8swzz6RUKmXt2rXb3H6//fbLHXfckR49\n",
              "euT111/Pxz72scyaNSvjx4+v5NgAAAAAhVHR+PNm+EmSmpqalEqlbNy4MTNmzMjq1atTKpWSJAcd\n",
              "dNA2tx8wYEDDv9u0aZPq6uqsWLGikiMDAAAAFEpF40+SjB07NgsXLkySLFiwIM8++2z233//XH31\n",
              "1bn//vuz55575stf/nKGDh36lvtZu3Zt7rzzzsyfP3+769TW1qa2trbRsvr6+nd/EgAAAAC7qIo/\n",
              "8HnWrFlZtWpVpk6dmsmTJ6euri4rV65M375989hjj+WGG27I6NGj88ILL2x3H+vXr88nPvGJTJo0\n",
              "KQMHDtzuetOmTUvbtm0bvRYtWlSJ0wIAAADYJey0X/saN25cFi5cmE6dOqWqqipnn312kr99tat7\n",
              "9+558sknt7ndhg0bctJJJ2XEiBG57LLL3vIYV1xxRWpqahq9Bg0a1OTnAgAAALCrqFj8WbduXdas\n",
              "WdPwft68eWnfvn0OOOCADB06NPfee2+SZPny5Vm+fHkOO+ywrfbx6quv5qSTTspJJ52UK6+88m2P\n",
              "2bp16+y7776NXi1atGi6kwIAAADYxVTsmT81NTUZNWpUNm3alKqqqnTs2DHz589PqVTKTTfdlAkT\n",
              "JmTy5MmpqqrK9OnT06lTpyTJxIkTM3z48AwfPjzXX399Fi1alI0bN+buu+9OkowaNSpf/OIXKzU2\n",
              "AAAAQKGUyuVyubmHqKTLLrss1113XXOPAQCF8ZdNr6b6jqlJksfHXJkOe76vmScCAOCt7LRn/gAA\n",
              "AACw84k/AAAAAAUm/gAAAAAUmPgDAAAAUGDiDwAAAECBiT8AAAAABSb+AAAAABSY+AMAAABQYOIP\n",
              "AAAAQIGJPwAAAAAFJv4AAAAAFJj4AwAAAFBg4g8AAABAgYk/AAAAAAUm/gAAAAAUmPgDAAAAUGDi\n",
              "DwAAAECBiT8AAAAABSb+AAAAABSY+AMAAABQYOIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4AwAAAFBg\n",
              "4g8AAABAgYk/AAAAAAUm/gAAAAAUmPgDAAAAUGDiDwAAAECBiT8AAAAABSb+AAAAABSY+AMAAABQ\n",
              "YOIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4AwAAAFBg4g8AAABAgYk/AAAAAAUm/gAAAAAUmPgDAAAA\n",
              "UGDiDwAAAECBiT8AAAAABSb+AAAAABSY+AMAAABQYOIPAAAAQIGJPwAAAAAFVtH4M2zYsPTr1y/V\n",
              "1dUZMmRIlixZkiSpra3NJZdckl69euXII4/MOeecs83tV6xYkeOPPz5t27ZNdXV1JUcFAAAAKKSW\n",
              "ldz5nDlz0q5duyTJ3LlzM378+CxdujSXX355SqVSnnnmmZRKpaxdu3ab2++7776ZOnVqampq8sUv\n",
              "frGSowIAAAAUUkXjz5vhJ0lqampSKpWycePGzJgxI6tXr06pVEqSHHTQQdvcfv/998+HP/zh/OIX\n",
              "v9ih49XW1qa2trbRsvr6+n9odgAAAIAiqPgzf8aOHZvOnTtnypQpue222/Lss89m//33z9VXX52B\n",
              "AwdmyJAheeCBB5rkWNOmTUvbtm0bvRYtWtQk+wYAAADYFVU8/syaNSurVq3K1KlTM3ny5NTV1WXl\n",
              "ypXp27dvHnvssdxwww0ZPXp0XnjhhXd9rCuuuCI1NTWNXoMGDWqCswAAAADYNe20X/saN25cFi5c\n",
              "mE6dOqWqqipnn312kmTAgAHp3r17nnzyyXd9jNatW2ffffdt9GrRosW73i8AAADArqpi8WfdunVZ\n",
              "s2ZNw/t58+alffv2OeCAAzJ06NDce++9SZLly5dn+fLlOeywwyo1CgAAAMBuq2IPfK6pqcmoUaOy\n",
              "adOmVFVVpWPHjpk/f35KpVJuuummTJgwIZMnT05VVVWmT5+eTp06JUkmTpyY4cOHZ/jw4XnttdfS\n",
              "u3fv1NbWpqamJgcffHDOPffcTJs2rVJjAwAAABRKxeJP165dt/uw5R49emThwoXb/OyWW25p+Pde\n",
              "e+2V1atXV2Q+AAAAgN3BTnvmDwAAAAA7n/gDAAAAUGDiDwAAAECBiT8AAAAABSb+AAAAABSY+AMA\n",
              "AABQYOIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4AwAAAFBg4g8AAABAgYk/AAAAAAUm/gAAAAAUmPgD\n",
              "AAAAUGDiDwAAAECBiT8AAAAABSb+AAAAABSY+AMAAABQYOIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4\n",
              "AwAAAFBg4g8AAABAgYk/AAAAAAUm/gAAAAAUmPgDAAAAUGDiDwAAAECBiT8AAAAABSb+AAAAABSY\n",
              "+AMAAABQYOIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4AwAAAFBg4g8AAABAgYk/AAAAAAUm/gAAAAAU\n",
              "mPgDAAAAUGDiDwAAAECBiT8AAAAABSb+AAAAABSY+AMAAABQYOIPAAAAQIGJPwAAAAAFJv4AAAAA\n",
              "FJj4AwAAAFBgFY0/w4YNS79+/VJdXZ0hQ4ZkyZIlSZLa2tpccskl6dWrV4488sicc845293HjBkz\n",
              "0qtXrxxyyCE5//zzs3nz5kqODAAAAFAoLSu58zlz5qRdu3ZJkrlz52b8+PFZunRpLr/88pRKpTzz\n",
              "zDMplUpZu3btNrdfvnx5pkyZksWLF+fAAw/MiBEjcvPNN+ezn/1sJccGAAAAKIyKxp83w0+S1NTU\n",
              "pFQqZePGjZkxY0ZWr16dUqmUJDnooIO2uf2dd96Z4cOHN3x+0UUX5eqrr95u/KmtrU1tbW2jZfX1\n",
              "9U1wJgAAAAC7poo/82fs2LHp3LlzpkyZkttuuy3PPvts9t9//1x99dUZOHBghgwZkgceeGCb2z73\n",
              "3HPp2rVrw/tu3brlueee2+6xpk2blrZt2zZ6LVq0qMnPCQAAAGBXUfH4M2vWrKxatSpTp07N5MmT\n",
              "U1dXl5UrV6Zv37557LHHcsMNN2T06NF54YUX3vWxrrjiitTU1DR6DRo0qAnOAgAAAGDXtNN+7Wvc\n",
              "uHFZuHBhOnXqlKqqqpx99tlJkgEDBqR79+558sknt9qmS5cuWblyZcP7FStWpEuXLts9RuvWrbPv\n",
              "vvs2erVo0aLpTwYAAABgF1Gx+LNu3bqsWbOm4f28efPSvn37HHDAARk6dGjuvffeJH97qPPy5ctz\n",
              "2GGHbbWPkSNH5p577snatWtTLpdz0003ZcyYMZUaGQAAAKBwKvbA55qamowaNSqbNm1KVVVVOnbs\n",
              "mPnz56dUKuWmm27KhAkTMnny5FRVVWX69Onp1KlTkmTixIkZPnx4hg8fnh49euSqq67KsccemyQ5\n",
              "/vjjc+GFF1ZqZAAAAIDCKZXL5XJzD1FJl112Wa677rrmHgMACuMvm15N9R1TkySPj7kyHfZ8XzNP\n",
              "BADAW9lpz/wBAAAAYOcTfwAAAAAKTPwBAAAAKDDxBwAAAKDAxB8AAACAAhN/AAAAAApM/AEAAAAo\n",
              "MPEHAAAAoMDEHwAAAIACE38AAAAACkz8AQAAACgw8QcAAACgwMQfAAAAgAITfwAAAAAKTPwBAAAA\n",
              "KDDxBwAAAKDAxB8AAACAAhN/AAAAAApM/AEAAAAoMPEHAAAAoMDEHwAAAIACE38AAAAACkz8AQAA\n",
              "ACgw8QcAAACgwMQfAAAAgAITfwAAAAAKTPwBAAAAKDDxBwAAAKDAxB8AAACAAhN/AAAAAApM/AEA\n",
              "AAAoMPEHAAAAoMDEHwAAAIACE38AAAAACkz8AQAAACiwHY4/69evz4oVK7ZavmLFiqxfv74pZwIA\n",
              "AACgiexw/Jk0aVJ++9vfbrV88eLFmTx5cpMOBQAAAEDT2OH4s2jRoowcOXKr5aeffnoeeuihJh0K\n",
              "AAAAgKaxw/Gnrq5u+zup8uggAAAAgPeiHa42mzdv3uazfWpqarJ58+YmHQoAAACAprHD8WfMmDE5\n",
              "99xz88orrzQse+WVV3LeeedlzJgxFRkOAAAAgHdnh+PPlVdemXbt2qVz584ZMGBABgwYkM6dO2ef\n",
              "ffbJlClTKjkjAAAAAP+glju6YosWLfL9738/U6ZMyZIlS5IkRx11VA455JCKDQcAAADAu7PD8edN\n",
              "PXv2TM+ePSsxCwAAAABNbIe/9vXzn/88xxxzTD70oQ/l//7f/1vJmQAAAABoIjt858+UKVPyy1/+\n",
              "MuVyOccff3xOPvnkt91m2LBhWbt2baqqqrLPPvvkhhtuyIABA9KtW7e0bt06e+65Z5LkiiuuyOjR\n",
              "o7fafsuWLZk0aVJ+/vOfp66uLscee2y+853vZI899ngHpwgAAACw+9rh+NOzZ8/MnDkzVVVV6d69\n",
              "+w5tM2fOnLRr1y5JMnfu3IwfPz5Lly5NksyePTvV1dVvuf2MGTOyePHiLF68OK1atcoFF1yQ66+/\n",
              "Pv/7f//vHR0bAAAAYLe2w1/7mjlzZvbYY4+GBz/viDfDT5LU1NSkVCq9o+GWLl2aj33sY9ljjz1S\n",
              "KpVy8skn57bbbntH+wAAAADYne3wnT8//elPc9ZZZ2Xvvfd+RwcYO3ZsFi5cmCRZsGBBo+XlcjmD\n",
              "Bg3KNddck44dO2617dFHH53p06fnkksuyZ577pk5c+ZkxYoV2z1WbW1tamtrGy2rr69/R/MCAAAA\n",
              "FMkO3/nz0EMPpbq6OqeeempuueWWvPTSSzu03axZs7Jq1apMnTo1kydPbtjXE088kcWLF6dDhw4Z\n",
              "N27cNrcdP358TjrppBx33HE57rjj0rt377Rsuf1eNW3atLRt27bRa9GiRTt6igAAAACFUyqXy+V3\n",
              "ssFjjz2WuXPn5p577sl+++2X0047Laeddlp69OjxttvuueeeWb16ddq3b9+w7Pnnn0/v3r2zYcOG\n",
              "t93+jjvuyLe//e08/PDD2/x8W3f+TJkyJddff/3b7hsA2DF/2fRqqu+YmiR5fMyV6bDn+5p5IgAA\n",
              "3soO3/nzpoEDB+bf/u3f8uSTT2bGjBmpq6vLOeecs9XDm9etW5c1a9Y0vJ83b17at2+fNm3aZN26\n",
              "dQ3Lb7/99gwYMGCbx3r99dfzyiuvJEn+8pe/5JprrsmkSZO2O1vr1q2z7777Nnq1aNHinZ4iAAAA\n",
              "QGHs8DN/tqVXr16ZNGlSJk2alLVr1zb6rKamJqNGjcqmTZtSVVWVjh07Zv78+XnhhRcycuTI1NfX\n",
              "p1wup0ePHpk1a1bDdhMnTszw4cMzfPjw1NTU5Pjjj09VVVW2bNmSSy+9NJ/4xCfezcgAAAAAu5V3\n",
              "FX/eNG7cuK1+Aaxr167bfd7OkiVLtruvW265peHfBx54YP7whz80xYgAAAAAu6V3/LWvbXnz17wA\n",
              "AAAAeG/Z4Tt/9t9//20uL5fLO/SwZgAAAAB2vh2OPy1atMgDDzyQtm3bNlpeLpdz7LHHNvlgAAAA\n",
              "ALx7Oxx/jj766Pz1r39Nv379tvqsQ4cOTToUAAAAAE1jh+PPjBkz8tprr221fMWKFXnooYeadCgA\n",
              "AAAAmsYOP/D5q1/9ap544omtli9evDiXX355kw4FAAAAQNPY4fizaNGijBw5cqvlp59+ujt/AAAA\n",
              "AN6jdjj+1NXVbX8nVU3yi/EAAAAANLEdrjabN2/O+vXrt1peU1OTzZs3N+lQAAAAADSNHY4/Y8aM\n",
              "ybnnnptXXnmlYdkrr7yS8847L2PGjKnIcAAAAAC8Ozscf6688sq0a9cunTt3zoABAzJgwIB07tw5\n",
              "++yzT6ZMmVLJGQEAAAD4B+3wT723aNEi3//+9/OlL30pixcvTpIcddRROeSQQyo2HAAAAADvzg7H\n",
              "nzcdcsghgg8AAADALsLPdAEAAAAUmPgDAAAAUGDiDwAAAECBiT8AAAAABSb+AAAAABSY+AMAAABQ\n",
              "YOIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4AwAAAFBg4g8AAABAgYk/AAAAAAUm/gAAAAAUmPgDAAAA\n",
              "UGDiDwAAAECBiT8AAAAABSb+AAAAABSY+AMAAABQYOIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4AwAA\n",
              "AFBg4g8AAABAgYk/AAAAAAUm/gAAAAAUmPgDAAAAUGDiDwAAAECBiT8AAAAABSb+AAAAABSY+AMA\n",
              "AABQYOIPAAAAQIGJPwAAAAAFJv4AAAAAFFhF48+wYcPSr1+/VFdXZ8iQIVmyZEmSpFu3bjn00ENT\n",
              "XV2d6urqzJ49e5vbb9myJZdddln69u2bfv365YQTTsiyZcsqOTIAAABAobSs5M7nzJmTdu3aJUnm\n",
              "zp2b8ePHZ+nSpUmS2bNnp7q6+i23v+eee/KrX/0qS5cuTatWrTJ16tR84QtfyJw5cyo5NgAAAEBh\n",
              "VDT+vBl+kqSmpialUukdbV8qlVJbW5vXX389LVu2zPr163PwwQdvd/3a2trU1tY2WlZfX/+OjgkA\n",
              "AABQJBWNP0kyduzYLFy4MEmyYMGCRsvL5XIGDRqUa665Jh07dtxq20984hNZuHBhDjrooOyzzz7p\n",
              "1KlTfvnLX273WNOmTctVV13VaNngwYOb6EwAAAAAdj0Vf+DzrFmzsmrVqkydOjWTJ09Okjz00EN5\n",
              "4oknsnjx4nTo0CHjxo3b5raPPfZYnnrqqfz5z3/OmjVrMnTo0Fx00UXbPdYVV1yRmpqaRq9BgwZV\n",
              "5LwAAAAAdgUVv/PnTePGjctFF12Ul19+OV26dEmStGrVKp/73OfSu3fvbW4za9asfPSjH234+ti4\n",
              "ceMybNiw7R6jdevWad26daNlLVq0aJoTAAAAANgFVezOn3Xr1mXNmjUN7+fNm5f27dunTZs2Wbdu\n",
              "XcPy22+/PQMGDNjmPnr06JEHH3wwb7zxRpJk/vz5OeKIIyo1MgAAAEDhVOzOn5qamowaNSqbNm1K\n",
              "VVVVOnbsmPnz5+eFF17IyJEjU19fn3K5nB49emTWrFkN202cODHDhw/P8OHD89nPfjZ/+MMf0r9/\n",
              "/7Rq1SoHHXRQbrrppkqNDAAAAFA4FYs/Xbt2zaJFi7b52ZIlS7a73S233NLw79atW+e73/1uk88G\n",
              "AAAAsLuo+AOfAQAAAGg+4g8AAABAgYk/AAAAAAUm/gAAAAAUmPgDAAAAUGDiDwAAAECBiT8AAAAA\n",
              "BSb+AAAAABSY+AMAAABQYOIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4AwAAAFBg4g8AAABAgYk/AAAA\n",
              "AAUm/gAAAAAUmPgDAAAAUGDiDwAAAECBiT8AAAAABSb+AAAAABSY+AMAAABQYOIPAAAAQIGJPwAA\n",
              "AAAFJv4AAAAAFJj4AwAAAFBg4g8AAABAgYk/AAAAAAUm/gAAAAAUmPgDAAAAUGDiDwAAAECBiT8A\n",
              "AAAABSb+AAAAABSY+AMAAABQYOIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4AwAAAFBg4g8AAABAgYk/\n",
              "AAAAAAUm/gAAAAAUmPgDAAAAUGDiDwAAAECBiT8AAAAABSb+AAAAABSY+AMAAABQYBWNP8OGDUu/\n",
              "fv1SXV2dIUOGZMmSJUmSbt265dBDD011dXWqq6sze/bsbW4/c+bMhnWqq6vToUOHnH766ZUcGQAA\n",
              "AKBQWlZy53PmzEm7du2SJHPnzs348eOzdOnSJMns2bNTXV39ltufd955Oe+88xreH3HEETn77LMr\n",
              "NS4AAABA4VT0zp83w0+S1NTUpFQq/cP7+s///M+8+OKLGT58eBNMBgAAALB7qOidP0kyduzYLFy4\n",
              "MEmyYMGCRsvL5XIGDRqUa665Jh07dnzL/cyYMSPnnntuWrVqtd11amtrU1tb22hZfX39u5geAAAA\n",
              "YNdW8Qc+z5o1K6tWrcrUqVMzefLkJMlDDz2UJ554IosXL06HDh0ybty4t9zHxo0bc8cdd2TChAlv\n",
              "ud60adPStm3bRq9FixY12bkAAAAA7Gp22q99jRs3LgsXLszLL7+cLl26JElatWqVz33uc3n44Yff\n",
              "ctsf//jHOfzww9O3b9+3XO+KK65ITU1No9egQYOa7BwAAAAAdjUV+9rXunXr8tprr+UDH/hAkmTe\n",
              "vHlp37592rRpk3Xr1jU8D+j222/PgAED3nJfM2bMeNu7fpKkdevWad26daNlLVq0+MdOAAAAAKAA\n",
              "KhZ/ampqMmrUqGzatClVVVXp2LFj5s+fnxdeeCEjR45MfX19yuVyevTokVmzZjVsN3HixAwfPrzh\n",
              "wc7/9V//lccff7zR84IAAAAA2DEViz9du3bd7vN2lixZst3tbrnllkbvDz300GzYsKFJZwMAAADY\n",
              "Xey0Z/4AAAAAsPOJPwAAAAAFJv4AAAAAFJj4AwAAAFBg4g8AAABAgYk/AAAAAAUm/gAAAAAUmPgD\n",
              "AAAAUGDiDwAAAECBiT8AAAAABSb+AAAAABSY+AMAAABQYOIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4\n",
              "AwAAAFBg4g8AAABAgYk/AAAAAAUm/gAAAAAUmPgDAAAAUGDiDwAAAECBiT8AAAAABSb+AAAAABSY\n",
              "+AMAAABQYOIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4AwAAAFBg4g8AAABAgYk/AAAAAAUm/gAAAAAU\n",
              "mPgDAAAAUGDiDwAAAECBiT8AAAAABSb+AAAAABSY+AMAAABQYOIPAAAAQIGJPwAAAAAFJv4AAAAA\n",
              "FJj4AwAAAFBg4g8AAABAgYk/AAAAAAUm/gAAAAAUmPgDAAAAUGDiDwAAAECBiT8AAAAABVbR+DNs\n",
              "2LD069cv1dXVGTJkSJYsWZIk6datWw499NBUV1enuro6s2fP3u4+nnzyyRx//PE57LDDcthhh+Xu\n",
              "u++u5MgAAAAAhdKykjufM2dO2rVrlySZO3duxo8fn6VLlyZJZs+enerq6rfc/rXXXsuIESMya9as\n",
              "fPjDH059fX3++te/VnJkAAAAgEKpaPx5M/wkSU1NTUql0jva/kc/+lEGDx6cD3/4w0mSFi1apGPH\n",
              "jttdv7a2NrW1tY2W1dfXv6NjAgAAABRJxZ/5M3bs2HTu3DlTpkzJbbfd1mj5kUcemQkTJuSll17a\n",
              "5ra///3v07p165x66qmprq7O2LFjt7tukkybNi1t27Zt9Fq0aFGTnxMAAADArqLi8WfWrFlZtWpV\n",
              "pk6dmsmTJydJHnrooTzxxBNZvHhxOnTokHHjxm1z27q6utx///2ZPn16lixZkk6dOuXiiy/e7rGu\n",
              "uOKK1NTUNHoNGjSoIucFAAAAsCuo6Ne+/t64ceNy0UUX5eWXX06XLl2SJK1atcrnPve59O7de5vb\n",
              "dOnSJSeccEI6deqUJDnnnHNy4oknbvcYrVu3TuvWrRsta9GiRROdAQAAAMCup2J3/qxbty5r1qxp\n",
              "eD9v3ry0b98+bdq0ybp16xqW33777RkwYMA293HGGWfk0Ucfzfr165MkCxYsSP/+/Ss1MgAAAEDh\n",
              "VOzOn5qamowaNSqbNm1KVVVVOnbsmPnz5+eFF17IyJEjU19fn3K5nB49emTWrFkN202cODHDhw/P\n",
              "8OHD06VLl3zhC1/Ihz70oVRVVaVTp065+eabKzUyAAAAQOFULP507dp1uw9bXrJkyXa3u+WWWxq9\n",
              "P/fcc3Puuec26WwAAAAAu4uKP/AZAAAAgOYj/gAAAAAUmPgDAAAAUGDiDwAAAECBiT8AAAAABSb+\n",
              "AAAAABSY+AMAAABQYOIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4AwAAAFBg4g8AAABAgYk/AAAAAAUm\n",
              "/gAAAAAUmPgDAAAAUGDiDwAAAECBiT8AAAAABSb+AAAAABSY+AMAAABQYOIPAAAAQIGJPwAAAAAF\n",
              "Jv4AAAAAFJj4AwAAAFBg4g8AAABAgYk/AAAAAAUm/gAAAAAUmPgDAAAAUGDiDwAAAECBiT8AAAAA\n",
              "BSb+AAAAABSY+AMAAABQYOIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4AwAAAFBg4g8AAABAgYk/AAAA\n",
              "AAUm/gAAAAAUmPgDAAAAUGDiDwAAAECBiT8AAAAABSb+AAAAABSY+AMAAABQYOIPAAAAQIGJPwAA\n",
              "AAAFJv4AAAAAFFhF48+wYcPSr1+/VFdXZ8iQIVmyZEmSpFu3bjn00ENTXV2d6urqzJ49e5vb/+IX\n",
              "v8iee+7ZsF51dXU2bdpUyZEBAAAACqVlJXc+Z86ctGvXLkkyd+7cjB8/PkuXLk2SzJ49O9XV1W+7\n",
              "j0MPPTSPP/545YYEAAAAKLCKxp83w0+S1NTUpFQqVfJwqa2tTW1tbaNl9fX1FT0mAAAAwHtZxZ/5\n",
              "M3bs2HTu3DlTpkzJbbfd1mj5kUcemQkTJuSll17a7vbPPvtsjjrqqHzwgx/Mf/zHf7zlsaZNm5a2\n",
              "bds2ei1atKjJzgUAAABgV1Mql8vlnXGg73//+5k9e3YWLFiQ5557Ll26dMnmzZtz5ZVX5sknn8yC\n",
              "BQu22mb9+vUpl8tp27ZtVq9enVNOOSVXXnllzjjjjG0eY1t3/kyZMiXXX399Rc4JAHZH5XI5L7++\n",
              "MUnSvs3eFb+zFwCAd2enxZ8k2XPPPbN69eq0b9++Ydnzzz+f3r17Z8OGDW+7/bRp07JmzZp861vf\n",
              "2uFjXnbZZbnuuuv+oXkBAAAAdnUV+9rXunXrsmbNmob38+bNS/v27dOmTZusW7euYfntt9+eAQMG\n",
              "bHMfzz//fLZs2ZIk2bBhQ+bPn7/ddQEAAADYWsUe+FxTU5NRo0Zl06ZNqaqqSseOHTN//vy88MIL\n",
              "GTlyZOrr61Mul9OjR4/MmjWrYbuJEydm+PDhGT58eO6666585zvfScuWLVNXV5dRo0blvPPOq9TI\n",
              "AAAAAIWzU7/21Rx87QsAAADYnVX8174AAAAAaD7iDwAAAECBiT8AAAAABSb+AAAAABSY+AMAAABQ\n",
              "YOIPAAAAQIGJPwAAAAAFJv4AAAAAFJj4AwAAAFBg4g8AAABAgYk/AAAAAAUm/gAAAAAUmPgDAAAA\n",
              "UGDiDwAAAECBiT8AAAAABSb+AAAAABRYqVwul5t7iEo6/fTT061bt+Yeg2ZSX1+fRYsWZdCgQWnR\n",
              "okVzjwNvyfXKrsT1yq7E9cquxPVKknTt2jWXXnppc49BgRQ+/rB7W79+fdq2bZuamprsu+++zT0O\n",
              "vCXXK7sS1yu7EtcruxLXK1AJvvYFAAAAUGDiDwAAAECBiT8AAAAABSb+UGitW7fOv/7rv6Z169bN\n",
              "PQq8LdcruxLXK7sS1yu7EtcrUAke+AwAAABQYO78AQAAACgw8QcAAACgwMQfAAAAgAITf9jlbdmy\n",
              "Jf/0T/+UQw45JD179syNN9643XX/+Mc/5kMf+lB69+6dD37wg/nd73631TozZ85MqVTKvHnzKjg1\n",
              "u6umuF5ff/31nHbaaendu3f69++fj3/841m2bNnOOgUKbkf+TibJjBkz0qtXrxxyyCE5//zzs3nz\n",
              "5h36DJrSu71eH3zwwQwaNCh9+/bN4YcfnkmTJmXLli078xTYjTTF39ckKZfL+ehHP5p27drthKmB\n",
              "wijDLu773/9++aMf/Wi5rq6u/PLLL5e7dOlSfuqpp7a57gknnFCeOXNmuVwul3/84x+XBw4c2Ojz\n",
              "5cuXl4855pjy4MGDy3Pnzq3w5OyOmuJ63bRpU/lnP/tZecuWLeVyuVz+1re+VT7uuON2xvjsBt7u\n",
              "72S5XC7/6U9/Kr///e8vP//88+UtW7aUP/GJT5RvvPHGt/0Mmtq7vV4XL15cfvbZZ8vl8t/+th57\n",
              "7LEN+4Om9m6v1zd94xvfKE+cOLHctm3bnTA1UBTu/GGXN3v27Jx//vlp0aJF9t9//4wePTq33377\n",
              "Vuu9+OKLeeyxx3LOOeckSUaOHJlVq1Y13DGxZcuWTJw4Md/61rf8tCYV0xTXa5s2bXLKKaekVCol\n",
              "SQYPHpwVK1bszNOgoN7u7+Sb7rzzzgwfPjwHHXRQSqVSLrrooobr+K0+g6bUFNfrgAED0qNHjyRJ\n",
              "mzZtUl1d7e8pFdEU12uS/O53v8u8efNy+eWX79T5gV2f+MMu77nnnkvXrl0b3nfr1i3PPffcVuut\n",
              "WrUq73//+9OyZcskSalUSpcuXRrWve6663Lsscfm6KOP3jmDs1tqquv1711//fUZMWJE5YZmt7Gj\n",
              "191bXcc7eo3Du9UU1+vfW7t2be68886ceuqplR2c3VJTXK+bN2/O+eefn+nTp6dFixY7b3igEFo2\n",
              "9wDwdo455pj88Y9/3OZnS5YsaZJjPPXUU7nrrrvy0EMPNcn+2H3tjOv171199dVZtmxZHnjggSbf\n",
              "N8DuYv369fnEJz6RSZMmZeDAgc09DmzTVVddldNPPz2HHXaYO9SAd0z84T3vkUceecvPu3TpkpUr\n",
              "V+aYY45JkqxYsSJdunTZar3OnTvn+eefT11dXVq2bJlyuZznnnsuXbp0yX333ZcVK1akV69eSf72\n",
              "X/8uuOCCPP/887n44oub/qQorJ1xvb7p2muvzd133537778/e+21V9OeCLulHbnukr9dx88++2zD\n",
              "+7+/jt/qM2hKTXG9JsmGDRty0kknZcSIEbnssst22vzsXpriev3lL3+Z5557LjfeeGPq6uqyfv36\n",
              "dOvWLY8++mg6duy4U88H2PX42he7vFGjRuW73/1u6uvr89e//jWzZ8/O6NGjt1rvgAMOyFFHHZUf\n",
              "/OAHSZK77rorBx98cHr27JmLL744zz//fFasWJEVK1Zk8ODBufnmm4UfmlxTXK/J376mePvtt+e+\n",
              "++7zax80mbe77t40cuTI3HPPPVm7dm3K5XJuuummjBkz5m0/g6bUFNfrq6++mpNOOiknnXRSrrzy\n",
              "yp1+Duw+muJ6ffjhh7Ny5cqsWLEi/+///b/su+++WbFihfAD7Jhme9Q0NJG6urryZz7zmXL37t3L\n",
              "PXr0KP/7v/97w2c/+clPyhMmTGh4//TTT5cHDx5c7tWrV/noo48uP/HEE9vc53HHHefXvqiIprhe\n",
              "V61aVU5S7tGjR7l///7l/v37lwcNGrTTz4Vi2t51N2HChPJPfvKThvVuvvnmco8ePco9evQof/rT\n",
              "ny6/8cYbO/QZNKV3e71OnTq13LJly4a/pf379y9PnTq1Wc6F4muKv69vWr58uV/7At6RUrlcLjd3\n",
              "gAIAAACgMnztCwAAAKDAxB8AAACAAhN/AAAAAApM/AGA3VhdXV2uuuqq9OnTJ0cccUSqq6tzwQUX\n",
              "5OGHH85HPvKRhuWf/vSns2nTpkbbXnvttfna176Wcrmcz3zmMxkwYEC+973vNVrn29/+do444ogc\n",
              "dthhOeqoo3LmmWfmueee25mnCACw2xN/AGA3NmHChDz22GN55JFH8tRTT2XJkiX5+Mc/ngMOOCA3\n",
              "3nhjnn766SxdujQbN27M1772tUbbzps3L6eddlruu+++7Lnnnlm0aFG+973vZePGjUmSf/3Xf80P\n",
              "fvCD/PznP88f/vCHLF68OBMnTszatWub41QBAHZbLZt7AACgeSxbtiw//vGP89xzz2W//fZLkpRK\n",
              "pYwaNarRei1atMgHP/jBPPXUUw3LXnjhhaxbty6HHnpoVqxYkaqqqpRKpZRKpSTJxo0b83/+z//J\n",
              "b3/72xx88MEN2w0dOnQnnBkAAH/PnT8AsJtavHhxevXqlQ4dOrzlehs3bswtt9ySESNGNCz7yU9+\n",
              "kuHDhydJPv7xj2f9+vX54Ac/mHHjxmXvvffO7373u+yxxx7p27dvRc8BAIC3584fAGC73njjjYwe\n",
              "PTrDhg3LJz/5yYbl8+bNy1VXXZUkqaqqyvTp05trRAAA3oY7fwBgN3XUUUflj3/8Y15++eVtfr55\n",
              "8+aMHj0673//+3P99dc3LN+wYUP+67/+KwMHDtzuvvv27Zs33ngjv//975t8bgAA3hnxBwB2Uz17\n",
              "9szIkSMzYcKErFu3LklSLpdz11135ZlnnsmYMWOy//775+abb254lk+SLFiwICeffHKjZf/d+973\n",
              "vvzLv/xLzj///Pz5z39uWL5w4cIsWrSoYucEAMDWfO0LAHZj3/ve9zJ16tT8j//xP9KyZcts2bIl\n",
              "H/nIR/L666/n7rvvTr9+/TJgwIAkybHHHptvf/vbmTt3biZOnPi2+/7KV76SDh065MQTT0x9fX1K\n",
              "pVKqq6u3+tUwAAAqq1Qul8vNPQQAsGt444030rt37yxbtiwtW/pvSAAAuwLxBwAAAKDAPPMHAAAA\n",
              "oMDEHwAAAIACE38AAAAACkz8AQAAACgw8QcAAACgwMQfAAAAgAITfwAAAAAKTPwBAAAAKDDxBwAA\n",
              "AKDA/j/WU1dRRpgoRgAAAABJRU5ErkJggg==\n",
              "\">\n",
              "      </div>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-6aafa039-2916-4ae5-a7e1-d8a70085aca0\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-6aafa039-2916-4ae5-a7e1-d8a70085aca0\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<google.colab._quickchart_helpers.SectionTitle at 0x7fe534fc8d60>"
            ],
            "text/html": [
              "<h4 class=\"colab-quickchart-section-title\">Values</h4>\n",
              "<style>\n",
              "  .colab-quickchart-section-title {\n",
              "      clear: both;\n",
              "  }\n",
              "</style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "from matplotlib import pyplot as plt\n",
              "_df_10['T/sec'].plot(kind='line', figsize=(8, 4), title='T/sec')\n",
              "plt.gca().spines[['top', 'right']].set_visible(False)"
            ],
            "text/html": [
              "      <div class=\"colab-quickchart-chart-with-code\" id=\"chart-bf2d3d39-a1d7-4080-a32b-a2b991682b5f\">\n",
              "        <img style=\"width: 180px;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAApsAAAFuCAYAAADOJdNTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\n",
              "bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\n",
              "AAAPYQGoP6dpAAA94UlEQVR4nO3deXTU9b3/8VcWCFsWlqyEJCQZQGRHMOyQUK3UBqqi1rYqBRVB\n",
              "Ey722uOx2HJ7r/T3q/IzgGBRarGtVCuIinpbExI2EVEWRVBmsickbCEbIZNk8v39MSEYCUhIJjPJ\n",
              "PB/n5BzmO59M3vmc+OXpdyaMh2EYhgAAAAAH8HT2AAAAAOi8iE0AAAA4DLEJAAAAhyE2AQAA4DDE\n",
              "JgAAAByG2AQAAIDDEJsAAABwGGITAAAADkNsAgAAwGGITQAAADgMsQkAAACHITYB4Hv06tWr8aNr\n",
              "167y8vJqcmzXrl2Na59++mktWrTIidMCgGvxdvYAAODqKisrG//8m9/8Rrt371ZGRkazazdv3qwX\n",
              "X3yxnSYDANfHlU0AaCNfffWVzpw5o2nTpqmmpkaLFi1SSEiIfH19FRUVpdWrVzeu/frrr3X77bcr\n",
              "ODhY/fv316JFi3T+/PnG+0tKSrRo0SINHDhQvr6+GjJkiP71r38549sCgFYhNgGgjWzZskWJiYny\n",
              "9vbWxo0btXfvXh05ckQVFRX65JNPNGnSJEnSmTNnNGXKFCUkJCgvL0+HDx/W8ePHtWTJEkmSYRia\n",
              "M2eOcnJytGPHDpWXl+uDDz7QgAEDnPjdAcD14Wl0AGgjmzdv1v/8z/9Ikrp27arKykodPXpUEyZM\n",
              "UEhIiEJCQiRJr732mmJjY/Uf//EfkiQfHx8tX75c8fHxeumll3Tw4EHt3r1bJ0+eVGBgoCQpOjra\n",
              "Od8UALQSsQkAbSAzM1PZ2dmaOXOmJOnnP/+5Tp8+rf/8z//U119/rYkTJ+q///u/NXbsWJnNZn3+\n",
              "+ecKCAho/HzDMOTh4aHi4mJlZ2erd+/ejaEJAB0ZT6MDQBvYsmWLfvSjH8nHx0eS5OXlpV/96lfa\n",
              "t2+fCgsLdcMNN2j27NmSpJCQEE2ePFmlpaWNH2VlZaqurlb//v0VFRWlc+fO6cyZM878lgCgTRCb\n",
              "ANAGNm/erDvvvLPx9vbt2/XZZ5+ppqZG3bp1U69eveTl5SVJmjdvng4ePKi1a9eqqqpKhmEoPz9f\n",
              "W7dulSTddNNNmjhxoubNm6eCggJJUnZ2to4dO9bu3xcAtBaxCQCtVFBQoC+//FK33XZb47FTp07p\n",
              "wQcfVJ8+fRQYGKgdO3borbfekiRFRERo7969+uijjxQTE6OAgADdeuut+vLLLyVJHh4eeueddxQa\n",
              "GqoJEybI19dXs2bNUn5+vlO+PwBoDQ/DMAxnDwEAHdnq1auVnp6uLVu2OHsUAHA5XNkEgFYKCQnR\n",
              "k08+6ewxAMAlcWUTAAAADsOVTQAAADgMsQkAAACHITYBAADgMMQmAAAAHMYlYzMlJcXZIwAAAKAN\n",
              "uGRs5ubmOnsEAAAAtAGXjE0AAAB0DsQmAAAAHIbYBAAAgMMQmwAAAHAYYhMAAAAOQ2wCAADAYYhN\n",
              "AAAAOAyxCQAAAIdpcWxGRUVp8ODBGjVqlEaNGqU33nij2XUbNmyQyWRSTEyMHnroIdXW1rZ6WAAA\n",
              "AHQs13Vl84033tChQ4d06NAh3XPPPZfdn52drWXLlmnXrl2yWCw6efKk1q9f3+phAQAA0LE45Gn0\n",
              "t956S4mJiQoJCZGHh4cWLlyoTZs2OeJLAQAAQFKtrd7ZIzTrumLz/vvv1/DhwzV//nydPn36svvz\n",
              "8vIUGRnZeDsqKkp5eXnNPpbValV5eXmTD5vNdj1jAQAAuJ2yC7V6IfW4Jv5hu06WVzt7nMu0ODZ3\n",
              "7typL774QgcOHFC/fv30wAMPtGqAFStWyN/fv8nHp59+2qrHBAAA6OzKqmr1/z46rsn/Z7teSDXr\n",
              "dIVVb+7Pd/ZYl/Fu6SdERERIkrp06aIlS5Zo0KBBza7JzMxsvJ2Tk9P4ed/11FNPaenSpU2OLVu2\n",
              "rKVjAQAAuIXSqhr9eXe2Xt2TowprnSRpUHAvJSWYNGtYqJOnu1yLYvP8+fOqra1VQECAJGnTpk0a\n",
              "PXr0ZevuvPNOTZ48Wb/73e8UHBysl156Sffee2+zj+nj4yMfH58mx7y8vFoyFgAAQKdXWlWjV3Zl\n",
              "6y8f56iyITKHhPgqKcGkH94YIk9PDydP2LwWxebJkyd15513ymazyTAMRUdH67XXXpMkLViwQImJ\n",
              "iUpMTFR0dLSWL1+uSZMmSZKmT5+uRx55pO2nBwAA6OTOna/RK7uztPHj3CaRuWSmSbcMdd3IvMjD\n",
              "MAzD2UN819KlS7Vy5UpnjwEAAOA0Jedr9PKuLL32cY7O19h/eXpoqJ+SEky6ZWiwy0fmRS1+zSYA\n",
              "AAAc52ylVet3Zemve3NV1RCZN4b5KTnBpB8MDZaHR8eIzIuITQAAABdwptKql3dm6bW9ubpQa4/M\n",
              "Yf39tCRhkBJuCOpwkXkRsQkAAOBEpyusWr8zU3/7JK8xMkeE+ys5waT4IR03Mi8iNgEAAJzgVEW1\n",
              "/rQjS3/fl6vqWvu7/4wcEKAlCSZNHxzY4SPzImITAACgHZ0qr9ZLDZFprbNH5qgBAVoy06RpgzpP\n",
              "ZF5EbAIAALSDk+XVWpeRqU2f5jVG5piIACXPHKSppn6dLjIvIjYBAAAcqLisWusyLNq0P181DZF5\n",
              "U2RvJc80aXJs543Mi4hNAAAABygqu6B1GZn6x6f5qrHZI3NcVG8tmTlIE2P6dvrIvIjYBAAAaEMn\n",
              "Si9obYZFb+4vaIzM8QP7aEmCSRPcKDIvIjYBAADaQGHpBa1Nt+jNz/JVa7O/QWNcdB8lJwzShJi+\n",
              "Tp7OeYhNAACAVsgvqdLajEy99fmlyJwQ3VfJM02Ki3bfyLyI2AQAALgO+SVVejHdorc+L1BdvT0y\n",
              "J8X2VXLCII0f2MfJ07kOYhMAAKAF8s5WaU26WVsOFDZG5uTYfkqeadK4KCLzu4hNAACAa5B79rzW\n",
              "bLdoy8FC2Roic4qpn5bMNGlsJJF5JcQmAADAVeScOa/V2y3aeuhSZE4bFKikBJPGRvZ28nSuj9gE\n",
              "AABoRtbpSq1piMyGxtT0wYFKTjBpdASRea2ITQAAgG/JbIjMd74VmfFDgpSUYNKoAQFOna0jIjYB\n",
              "AAAkWU5VavV2s947fKIxMmfeYI/MEeEBTp2tIyM2AQCAWzOfrNCq7RZt++KEjMbIDFZygknDw/2d\n",
              "O1wnQGwCAAC3dPxkhValmfX+l0WNkXnL0GAlJZg0rD+R2VaITQAA4Fa+KbZH5gdHLkXmD28M0eMJ\n",
              "sboxjMhsa8QmAABwC8eKyrUqzawPjxQ3HrttWIiSEky6IdTPiZN1bsQmAADo1I6esEfm/35lj0wP\n",
              "D2nWsFA9nhCrISFEpqMRmwAAoFM6UlimVWlm/fvoSUn2yPzR8FAlJZg0KNjXydO5D2ITAAB0KkcK\n",
              "y/RCqlmpxy5F5u0jwpQUHysTkdnuiE0AANApfFlQppS040o9dkqS5Okh/XhkmB6Pj1VsEJHpLJ7X\n",
              "+4mvvvqqPDw8tHXr1svuy8nJkZeXl0aNGtX4kZmZ2Zo5AQAAmnU4v1S//Mt+/XjNbqUeOyVPD+kn\n",
              "o/vro6XTlHLvaELTya7rymZOTo5efvllxcXFXXGNr6+vDh06dL1zAQAAXNXBvHNKSTMr45vTkuxX\n",
              "MueM6q/H4mMVHdjLydPhohbHZn19vRYsWKDVq1friSeecMRMAAAAV3Qg75xSUs3acdwemV6eHo2R\n",
              "ObBfTydPh+9qcWyuXLlSkyZN0tixY6+67vz58xo3bpxsNpvmzJmjp59+Wl5eXpets1qtslqtTY7Z\n",
              "bLaWjgUAADq5z3NL9EKqWbvMZyTZI/OO0f21eEasoohMl9Wi2Dxy5Ig2b96snTt3XnVdaGioCgsL\n",
              "FRQUpJKSEt1zzz16/vnn9eSTT162dsWKFVq+fHmTY1d7eh4AALiX/TklSkk1a7fFHpnenh66Y4w9\n",
              "MiP7EpmuzsMwLr5R0/dbt26d/uu//ks+Pj6SpOLiYvn5+Wn58uV69NFHr/h5mzZt0uuvv6733nvv\n",
              "svuau7K5bNkypaSkXOtYAACgE/o0u0Qpace1x3JWkj0y7xobrsUzYjWgTw8nT4dr1aIrm48++miT\n",
              "qJw+fbqWLFmiOXPmNFl36tQp9e7dW126dJHVatWWLVs0evToZh/Tx8enMV4vau7pdgAA4B4+yTqr\n",
              "lFSz9mZdisy5Nw3QoukxRGYH1Gb/zuYzzzyjsLAwLVy4ULt379YzzzwjLy8v1dXVKT4+Xk8//XRb\n",
              "fSkAANAJ7c08qxdSj2tfdokkqYvXpcgM701kdlQtehq9vSxdulQrV6509hgAAMDBDMOwR2aaWZ82\n",
              "RGZXL0/dPS5cj06PVf+A7k6eEK3FOwgBAIB2ZxiG9ljOKiXtuPbnnJNkj8x7xg3Qo9NjFEZkdhrE\n",
              "JgAAaDeGYWi35YxeSDXr89yGyPT21E/HDdDC6TEK9ScyOxtiEwAAOJxhGNppPqOU1OM6kFcqyR6Z\n",
              "942P0MJpMQrx7+bcAeEwxCYAAHAYwzCUcfy0UlLNOpRfKkny8fbUfTfbIzPYj8js7IhNAADQ5gzD\n",
              "UMY3p/VCmlmHGyKzWxdP/ezmSD0yNVpBRKbbIDYBAECbMQxD278+pZQ0s74oKJNkj8xfxEXqoanR\n",
              "CvIlMt0NsQkAAFrNMAylHjulVWlmfVloj8zuXbz0iwmRemhKtAJ9fb7nEdBZEZsAAOC6GYahj46e\n",
              "VEqaWV+dKJck9eh6KTL79SIy3R2xCQAAWqy+3tC/j57UqjSzjhbZI7NnVy/dPzFKCyYPVF8iEw2I\n",
              "TQAAcM3q6w3966tipaSZ9XVxhSR7ZD4wMUoLpkSrT8+uTp4QrobYBAAA36u+3tD/flWsVd+KzF4+\n",
              "3npwYpTmTx6o3kQmroDYBAAAV1Rfb+iDI0VanWbRNyftkenr4615k6L0y8kDFdCDyMTVEZsAAOAy\n",
              "tnpD739ZpNVpZplPVUqSfLt5a96kgZo/aaD8e3Rx8oToKIhNAADQyFZvaNsXJ7R6u0WWb0Xm/MkD\n",
              "NW/SQPl3JzLRMsQmAACQrd7Qe4dPaPV2szJPn5ck+XXz1vzJ0XpwUhSRietGbAIA4MbqbPV69/AJ\n",
              "rdluUdYZe2T6d++iBZMH6oFJUfLrRmSidYhNAADcUJ2tXu8cOqE16RZlN0RmQI8uemhKtO6fEClf\n",
              "IhNthNgEAMCN1Nnq9fbBQr2YblHO2SpJUu8eXbRgSrQemBilXj6kAdoWP1EAALiBWlu93j5QqDXp\n",
              "FuWV2COzT8+ujVcyexKZcBB+sgAA6MRqbfXacqBAa9Ityi+5IEnq27OrHp4arZ/HEZlwPH7CAADo\n",
              "hGrq6rX5QIFeTLeo4Jw9Mvv1uhSZPbqSAGgf/KQBANCJ1NTV65+f52tteqYKSy9Gpo8WTovWz26O\n",
              "VPeuXk6eEO6G2AQAoBOw1tn0z88KtDbdohNl1ZKkQF8fLZwWo/vGRxCZcBpiEwCADsxaZ9Ob+/O1\n",
              "NiNTRQ2RGXQxMm+OULcuRCaci9gEAKADqq616Y39+VqXkanicntkBvv56NFpMbp3PJEJ10FsAgDQ\n",
              "gVTX2vSPT/O0bkemTpZbJUkhft20aEaM7r5pAJEJl+N5vZ/46quvysPDQ1u3bm32/m3btmnIkCEy\n",
              "mUy64447VF5efr1fCgAAt1dda9Ofd2dr6v9N1+/eO6qT5VaF+nfT72ffqB1PTtf9E6IITbik67qy\n",
              "mZOTo5dffllxcXHN3l9ZWan58+drx44dGjJkiB577DH9/ve/1x//+MdWDQsAgLu5UGPT3/fl6k87\n",
              "s3S6wn4lM8y/mxbNiNXcm8Ll401gwrW1+MpmfX29FixYoNWrV8vHx6fZNR9++KFGjx6tIUOGSJIW\n",
              "LVqkTZs2tW5SAADcyIUam17ZlaUp/zdd//3+MZ2usKp/QHc9+5PhyvjPGfp5XCShiQ6hxVc2V65c\n",
              "qUmTJmns2LFXXJOXl6fIyMjG21FRUSoqKlJdXZ28vZt+SavVKqvV2uSYzWZr6VgAAHQKVTV1+tsn\n",
              "uVq/M0tnKmskSeG9u2vxjFjdOSZcXb2v+xVwgFO0KDaPHDmizZs3a+fOnW02wIoVK7R8+fImx670\n",
              "9DwAAJ3VeWud/vpJrl7emaWz5+2ROaBPdz02I1Z3jAlXFy8iEx1Ti2Jz165dysnJkclkkiQVFxfr\n",
              "4YcfVlFRkR599NHGdREREfroo48ab+fk5Cg0NPSyq5qS9NRTT2np0qVNji1btqxF3wQAAB3VeWud\n",
              "Xtubq5d3ZamkITIj+vTQYzNi9ZMx/YlMdHgehmEY1/vJ06dP15IlSzRnzpwmxysqKhQTE6OdO3c2\n",
              "/oJQt27d9Nxzz13T4y5dulQrV6683rEAAHB5ldY6bfw4R6/sytK5qlpJUmRfe2TOGU1kovNos39n\n",
              "85lnnlFYWJgWLlwoX19fvfLKK5ozZ47q6uo0bNgwbdy4sa2+FAAAHVZFda09Mndnq7QhMgf266nH\n",
              "ZsRq9qgweROZ6GRadWXTUbiyCQDobMqra7Vxjz0yyy7YIzO6X089nhCrH48gMtF58Q5CAAA4UNmF\n",
              "Wv1lT4427M5SeXWdJCk6sKeS4k368cgweXl6OHlCwLGITQAAHKDsQq3+vDtbf96TrYqGyIwN6qXH\n",
              "42N1+wgiE+6D2AQAoA2VVdVqw55svfqtyDQF9VJSgkmzhocSmXA7xCYAAG2gtKpGG3Zn6y97clRh\n",
              "tUfmoOCGyBwWKk8iE26K2AQAoBXOna/RK7uztPHjXFU2ROaQEF8lJZj0wxtDiEy4PWITAIDrUHK+\n",
              "Rq/sytLGj3N0vsb+NstDQny1ZKZJtwwlMoGLiE0AAFrgbKVVL+/K1mt7c1TVEJlDQ/2UlGDSLUOD\n",
              "iUzgO4hNAACuwZlKq17emaW/fpLbGJk3hvkpOcGkHwwNlocHkQk0h9gEAOAqzlRatX5nlv66N1cX\n",
              "au2ROay/n5YkDFLCDUFEJvA9iE0AAJpxqqJa63dk6W/7clVdWy9JGhHur+QEk+KHEJnAtSI2AQD4\n",
              "llPl1XppR5b+vi9X1jp7ZI4cEKAlCSZNHxxIZAItRGwCACB7ZK7bkanX9+U1RuaoAQFaMtOkaYOI\n",
              "TOB6EZsAALdWXFatl3Zk6vVP81TTEJljIgKUPHOQppr6EZlAKxGbAAC3VFR2QesyMvWP/fmNkTk2\n",
              "sreWzDRpciyRCbQVYhMA4FZOlNoj8439+aqx2SNzXFRvJScM0qTYvkQm0MaITQCAWygsvaC16Rb9\n",
              "87OCxsgcP7CPliSYNCGGyAQchdgEAHRqBeeqtDYjU//8LF+1NkOSdPPAPloyc5AmxPR18nRA50ds\n",
              "AgA6pfySKq3NsOitzwsaI3NCdF8lzzQpLprIBNoLsQkA6FTyzlbpxXSLNh8oUF29PTInxfZVcsIg\n",
              "jR/Yx8nTAe6H2AQAdAp5Z6u0Jt2szQcKZWuIzMmx/ZQ806RxUUQm4CzEJgCgQ8s5c15r0i16++Cl\n",
              "yJxi6qclM00aG0lkAs5GbAIAOqTsM+e1ertZ7xw60RiZ0wYFKinBpLGRvZ08HYCLiE0AQIeSdbpS\n",
              "a7ZbtPVQoRoaU9MHByo5waTREUQm4GqITQBAh2A5Vak128169/CJxsiMHxKkpASTRg0IcOpsAK6M\n",
              "2AQAuDTLqQqtSrPovS9OyGiIzJk32CNzRHiAU2cD8P2ITQCASzKfrNCq7RZtaxKZwUpOMGl4uL9z\n",
              "hwNwzVocm7fccouKi4vl6ekpX19frVq1SqNHj26yJiMjQ7fddpsGDx7ceGzv3r3q3r176ycGAHRq\n",
              "3xRXaNV2sz74sqgxMm8ZGqykBJOG9ScygY6mxbH55ptvKiAgQJL09ttv68EHH9Thw4cvWzd48GAd\n",
              "OnSotfMBANzE18XlWpVm1gdfFjce++GNIXo8IVY3hhGZQEfV4ti8GJqSVFZWJg8Pj7acBwDgZo4V\n",
              "2SPzwyOXIvO2YSFKSjDphlA/J04GoC1c12s277//fqWnp0uSPvjgg2bXZGZmasyYMfLy8tK8efO0\n",
              "aNGiZtdZrVZZrdYmx2w22/WMBQDoQL46UaZVaWb966uTjcd+NDxUjyfEakgIkQl0Fh6GcfEVMS23\n",
              "ceNGvfHGG5cFZ3l5uQzDkL+/vwoKCjRr1iz95je/0d13333ZY/zud7/T8uXLmxyLi4vT3r17r3cs\n",
              "AIALO1JYppQ0sz46ao9MDw9p1vBQJcWbNDjE18nTAWhrrYpNSerevbsKCgrUt2/fK65ZsWKFTpw4\n",
              "odWrV192X3NXNpctW6aUlJTWjAUAcDFfFtgjM/XYpci8fUSYkuJjZQomMoHOqkVPo5eWlqqqqkph\n",
              "YWGSpK1bt6pv377q06fpe88WFRUpODhYnp6eqqio0LZt2zR//vxmH9PHx0c+Pj5Njnl5ebVkLACA\n",
              "C/uioFQpqWalfX1Kkj0yE0eG6fH4WMUGEZlAZ9ei2CwrK9PcuXN14cIFeXp6KjAwUNu2bZOHh4cW\n",
              "LFigxMREJSYmavPmzVq3bp28vb1VV1enuXPnat68eY76HgAALuhwfqlS0sza3hCZng2R+Vi8SbFB\n",
              "vZw8HYD20uqn0R1h6dKlWrlypbPHAABch4N555SSZlbGN6cl2SNzzqj+eiw+VtGBRCbgbngHIQBA\n",
              "m/g81x6ZO4/bI9PL06MxMgf26+nk6QA4C7EJAGiVz3NL9EKqWbvMZyTZI/Mno/vrsRmxiiIyAbdH\n",
              "bAIArsv+nBKlpJq123IpMu8c01+LZ8Qqsi+RCcCO2AQAtMi+rLNKSTPr48yzkiRvTw/dNTZci2fE\n",
              "akCfHk6eDoCrITYBANfkk6yzSkk1a2/Wpcice1O4Fk0nMgFcGbEJALgiwzC0tyEy92WXSJK6eHlo\n",
              "7k0DtGh6jMJ7E5kAro7YBABcxjAM7c08qxdSzfo051Jk3jNugB6dHqv+Ad2dPCGAjoLYBAA0MgxD\n",
              "eyxnlZJ2XPtzzkmSunp5NkRmjMKITAAtRGwCAGQYhnaZzyglzazPcxsi09tTPx03QAunxyjUn8gE\n",
              "cH2ITQBwY4ZhaKf5jF5IPa6DeaWS7JF53/gILZwWoxD/bs4dEECHR2wCgBsyDEMZx08rJdWsQ/ml\n",
              "kiQfb0/dd7M9MoP9iEwAbYPYBAA3YhiG0r85pZQ0iw43RGa3Lp762c2RemRqtIKITABtjNgEADdg\n",
              "GIa2f31KKWlmfVFQJskemT+/OVIPT4tWkC+RCcAxiE0A6MQMw1DqsVNalWbWl4X2yOzexUu/mBCp\n",
              "h6ZEK9DXx8kTAujsiE0A6IQMw9C/j57UqjSzvjpRLknq0fVSZPbrRWQCaB/EJgB0IvX19shMSTPr\n",
              "WNGlyLx/QpQemjJQfYlMAO2M2ASATqC+3tC/vipWSppZXxdXSJJ6dvXSAxOjtGBKtPr07OrkCQG4\n",
              "K2ITADqw+npDHx4p1urtlyKzl4+3HpwYpfmTB6o3kQnAyYhNAOiA6usNfXCkSKvSzDp+slKS5Ovj\n",
              "rQcn2SMzoAeRCcA1EJsA0IHY6g29/2WRVqeZZT51KTLnTR6o+ZMGyr9HFydPCABNEZsA0AHY6g1t\n",
              "++KEVm+3yHIxMrt565eTBuqXRCYAF0ZsAoALs9Ubeu/wCa3ablbW6fOSJL9u3po/OVoPToqSf3ci\n",
              "E4BrIzYBwAXV2er17uETWrPdoqwz9sj0795FCyYP1AOTouTXjcgE0DEQmwDgQups9dp66IReTLco\n",
              "uyEyA3o0RObEKPkSmQA6GGITAFxAna1ebx8s1Jp0i3LPVkmSevfoogVTovXAxCj18uF0DaBj4uwF\n",
              "AE5Ua6vX2wfskZlXYo/MPj276qEp0frFhEgiE0CH1+Kz2C233KLi4mJ5enrK19dXq1at0ujRoy9b\n",
              "t2HDBv3hD39QfX294uPjtXbtWnXpwtM/ACDZI3Pz5wV6McOi/JILkqS+PbvqoanR+kVcpHoSmQA6\n",
              "iRafzd58800FBARIkt5++209+OCDOnz4cJM12dnZWrZsmQ4cOKDg4GDNnj1b69ev1+LFi9tkaADo\n",
              "qGrq6rX5QIHWbLeosNQemf16ddXDU6P187hI9ehKZALoXFp8VrsYmpJUVlYmDw+Py9a89dZbSkxM\n",
              "VEhIiCRp4cKFevbZZ4lNAG6rpq5e//w8X2vTM78VmT5aOC1aP7s5Ut27ejl5QgBwjOv6X+j7779f\n",
              "6enpkqQPPvjgsvvz8vIUGRnZeDsqKkp5eXnNPpbVapXVam1yzGazXc9YAOByrHU2vflZgV7KuBSZ\n",
              "gb4+emQqkQnAPVxXbL722muSpI0bN+rXv/51s8F5rVasWKHly5c3ORYXF3fdjwcArsBaZ9Ob+/O1\n",
              "NiNTRWXVkqQgXx8tnBaj+26OULcuRCYA99CqFwc98MADWrhwoc6ePau+ffs2Ho+IiFBmZmbj7Zyc\n",
              "HEVERDT7GE899ZSWLl3a5NiyZctaMxYAOE11rU1v7M/XuoxMFZfbIzPYzx6ZPx1PZAJwPy2KzdLS\n",
              "UlVVVSksLEyStHXrVvXt21d9+vRpsu7OO+/U5MmT9bvf/U7BwcF66aWXdO+99zb7mD4+PvLx8Wly\n",
              "zMuLkzGAjqW61qZNn+bppR2ZOlluf2lQiF83PTo9RveMG0BkAnBbLYrNsrIyzZ07VxcuXJCnp6cC\n",
              "AwO1bds2eXh4aMGCBUpMTFRiYqKio6O1fPlyTZo0SZI0ffp0PfLIIw75BgDAmaprbXp9nz0yT1XY\n",
              "IzPUv5sWTY/R3JuITADwMAzDcPYQ37V06VKtXLnS2WMAwBVdqLHp7/ty9aedWTrdEJlh/t20aEas\n",
              "5t4ULh9vIhMAJN5BCABapKqmTn//JE9/2pmlM5X2yOwf0F2LZsTorrFEJgB8F7EJANegqqZOf/sk\n",
              "V+t3ZulMZY0kKbx3dy2eEas7x4Srq7enkycEANdEbALAVZy31umvn+Tq5Z1ZOnv+UmQ+Hh+rO8aE\n",
              "q4sXkQkAV0NsAkAzKq11em1vjl7Zla2ShsiM6NNDj82I1U/G9CcyAeAaEZsA8C2V1jpt/DhHr+zK\n",
              "0rmqWklSZF97ZM4ZTWQCQEsRmwAgqaK61h6Zu7NV2hCZUX176PF4k2aPCpM3kQkA14XYBODWyqtr\n",
              "tXGPPTLLLtgjM7pfTz0WH6vEkUQmALQWsQnALZVdqNVf9uRow+4slVfXSZKiA3sqKd6kH48Mk5en\n",
              "h5MnBIDOgdgE4FbKLtTqz7uz9ec92apoiMyYwJ5KSjDp9hFEJgC0NWITgFsoq6rVhj3ZevVbkWkK\n",
              "6qXHE0z60fBQIhMAHITYBNCplVbVaMPubP1lT44qrPbIHBTcS0kJJs0aFipPIhMAHIrYBNApnTtf\n",
              "o1d2Z2njx7mqbIjMwcG+Sp5p0g9vDCEyAaCdEJsAOpWS8zV6ZVeWNn6co/M1NknSkBBfJSeYdCuR\n",
              "CQDtjtgE0CmcrbTq5V3Zem1vjqoaInNoqJ+SEky6ZWgwkQkATkJsAujQzlRa9fLOLP31k9zGyLwx\n",
              "zE/JCSb9YGiwPDyITABwJmITQId0ptKq9Tuz9Ne9ubpQa4/MYf39lJwwSDNvCCIyAcBFEJsAOpRT\n",
              "FdVavyNLf9uXq+raeknSiHB/JSeYFD+EyAQAV0NsAugQTpVX66UdWfr7vlxZ6+yROTLcX0tmDtL0\n",
              "wYFEJgC4KGITgEs7VV6tdTsy9fq+vMbIHDUgQMkzTZo+iMgEAFdHbAJwScVl1XppR6Ze/zRPNQ2R\n",
              "OSYiQMkzB2mqqR+RCQAdBLEJwKUUlV3QuoxM/WN/fmNkjo3srSUzTZocS2QCQEdDbAJwCSdK7ZH5\n",
              "xv581djskTkuqreSEwZpUmxfIhMAOihiE4BTFZZe0LoMi97cX9AYmeMH9tGSBJMmxBCZANDREZsA\n",
              "nKLgXJXWZmTqn5/lq9ZmSJJuHthHS2YO0oSYvk6eDgDQVohNAO0qv6RKazMseuvzgsbInBDdV8kz\n",
              "TYqLJjIBoLMhNgG0i/ySKr2Ybo/Munp7ZE6M6avkBJNuJjIBoNNqUWxWV1fr3nvv1dGjR9W9e3cF\n",
              "BQVp3bp1io2NbbIuJydHMTExGj58eOOxzZs3KyYmpm2mBtBh5J2t0pp0s7YcKGyMzMmx/ZQ806Rx\n",
              "UX2cPB0AwNFafGXz4Ycf1m233SYPDw+tWbNGCxYsUEZGxmXrfH19dejQoTYYEUBHlHPmvNakW/T2\n",
              "wULZGiJziqmflsw0aWwkkQkA7qJFsdmtWzfNmjWr8XZcXJyee+65Nh8KQMeVfea81my3aOuhS5E5\n",
              "dVCgkhNMGhvZ28nTAQDaW6tes5mSkqLZs2c3e9/58+c1btw42Ww2zZkzR08//bS8vLwuW2e1WmW1\n",
              "Wpscs9lsrRkLgBNkna5sjMyGxtT0wfbIHB1BZAKAu7ru2Hz22WdlsViUlpZ22X2hoaEqLCxUUFCQ\n",
              "SkpKdM899+j555/Xk08+ednaFStWaPny5U2OxcXFXe9YANqZ5VSl1mw3693DJxojM35IkJISTBo1\n",
              "IMCpswEAnM/DMAyjpZ/03HPP6R//+IdSU1MVEBDwves3bdqk119/Xe+9995l9zV3ZXPZsmVKSUlp\n",
              "6VgA2pHlVIVWb7fo3cMndPEsktAQmSOJTABAgxZf2Vy5cqU2bdp01dA8deqUevfurS5dushqtWrL\n",
              "li0aPXp0s2t9fHzk4+PT5FhzT7cDcA3mkxVatd2ibV9cisyZNwQrOcGk4eH+zh0OAOByWhSbBQUF\n",
              "euKJJxQdHa0ZM2ZIssfivn379MwzzygsLEwLFy7U7t279cwzz8jLy0t1dXWKj4/X008/7ZBvAED7\n",
              "+Ka4Qqu2m/XBl0WNkXnL0GAlJZg0rD+RCQBo3nU9je5oS5cu1cqVK509BgBJXxeXa3WaRe9/WdR4\n",
              "7NYb7ZF5YxiRCQC4Ot5BCECzjhWVa1WaWR8eKW48dtuwECUlmHRDqJ8TJwMAdCTEJoAmvjpRplVp\n",
              "Zv3rq5ONx340PFSPJ8RqSAiRCQBoGWITgCTpSKE9Mv991B6ZHh7SrOGhSoo3aXCIr5OnAwB0VMQm\n",
              "4Oa+LChTSppZqccuRebtI8KUFB8rUzCRCQBoHWITcFNfFJQqJdWstK9PSbJHZuLIMD0eH6vYICIT\n",
              "ANA2iE3AzRzOL1VKmlnbGyLTsyEyH4s3KTaol5OnAwB0NsQm4CYO5p1TSppZGd+clmSPzDmj+uux\n",
              "+FhFBxKZAADHIDaBTu7zXHtk7jxuj0wvT4/GyBzYr6eTpwMAdHbEJtBJfZ5bohdSzdplPiPJHpk/\n",
              "Gd1fj82IVRSRCQBoJ8Qm0MnszylRSqpZuy2XIvPOMf21eEasIvsSmQCA9kVsAp3EvqyzSkkz6+PM\n",
              "s5Ikb08P3TU2XItnxGpAnx5Ong4A4K6ITaCD+yTrrFJSzdqbdSky594UrkXTiUwAgPMRm0AHtTfz\n",
              "rF5IPa592SWSpC5eHpp70wAtmh6j8N5EJgDANRCbQAdiGIY9MtPM+vRbkXnPuAF6dHqs+gd0d/KE\n",
              "AAA0RWwCHYBhGNpjOauUtOPan3NOktTVy7MhMmMURmQCAFwUsQm4MMMwtNtyRi+kmvV5bkNkenvq\n",
              "p+MGaOH0GIX6E5kAANdGbAIuyDAM7TSfUUrqcR3IK5Vkj8z7xkdo4bQYhfh3c+6AAABcI2ITcCGG\n",
              "YSjj+GmlpJp1KL9UkuTj7an7brZHZrAfkQkA6FiITcAFGIahjG9O64U0sw43RGa3Lp762c2RemRq\n",
              "tIKITABAB0VsAk5kGIa2f31KKWlmfVFQJskemT+/OVIPT4tWkC+RCQDo2IhNwAkMw1DqsVNalWbW\n",
              "l4X2yOzexUu/mBCph6ZEK9DXx8kTAgDQNohNoB0ZhqGPjp5USppZX50olyT16HopMvv1IjIBAJ0L\n",
              "sQm0g/p6Q/8+elKr0sw6WnQpMu+fEKWHpgxUXyITANBJEZuAA9XXG/rXV8VKSTPr6+IKSVLPrl56\n",
              "YGKUFkyJVp+eXZ08IQAAjkVsAg5QX2/of78q1qpvRWYvH289ODFK8ycPVG8iEwDgJohNoA3V1xv6\n",
              "4EiRVqdZ9M1Je2T6+njrwUn2yAzoQWQCANxLi2Kzurpa9957r44eParu3bsrKChI69atU2xs7GVr\n",
              "t23bpl/96ley2WwaPny4/vKXv8jPz6/NBgdcia3e0PtfFml1mlnmU5WS7JE5b/JAzZ80UP49ujh5\n",
              "QgAAnMOzpZ/w8MMP65tvvtHhw4c1e/ZsLViw4LI1lZWVmj9/vrZu3Sqz2aywsDD9/ve/b5OBAVdi\n",
              "qzf0zqFC3frCTiVtOijzqUr5dvNWcoJJu38dr6U/GERoAgDcWouubHbr1k2zZs1qvB0XF6fnnnvu\n",
              "snUffvihRo8erSFDhkiSFi1apFtuuUV//OMfWzku4Bps9YbeO3xCq7eblXn6vCTJr5u35k+O1oOT\n",
              "ouTfncAEAEBq5Ws2U1JSNHv27MuO5+XlKTIysvF2VFSUioqKVFdXJ2/vpl/SarXKarU2OWaz2Voz\n",
              "FuAwdbZ6vXv4hNZstyjrjD0y/bt30YLJA/XApCj5dSMyAQD4tuuOzWeffVYWi0VpaWmtGmDFihVa\n",
              "vnx5k2NxcXGtekygrdXZ6vXOoRNak25RdkNkBvRoiMyJUfIlMgEAaNZ1xeZzzz2nLVu2KDU1VT16\n",
              "9Ljs/oiICH300UeNt3NychQaGnrZVU1Jeuqpp7R06dImx5YtW3Y9YwFtrs5Wr7cPFurFdItyzlZJ\n",
              "knr36KIFU6L1wMQo9fLhH3QAAOBqWvw35cqVK7Vp0yalpqYqICCg2TU//OEPtXjxYn399dcaMmSI\n",
              "1q5dq3vvvbfZtT4+PvLxafruKV5eXi0dC2hTtbZ6vX2gUGvSLcorsUdmn55d9dCUaP1iQiSRCQDA\n",
              "NWrR35gFBQV64oknFB0drRkzZkiyx+K+ffv0zDPPKCwsTAsXLpSvr69eeeUVzZkzR3V1dRo2bJg2\n",
              "btzokG8AaEu1tnptOVCgNekW5ZdckCT17dlVD02N1i/iItWTyAQAoEU8DMMwnD3Edy1dulQrV650\n",
              "9hhwIzV19dp8oEAvpltUcM4emf16ddXDU6P187hI9ehKZAIAcD34GxRuraauXv/8PF9r0zNVWHox\n",
              "Mn20cFq0fnZzpLp35SUdAAC0BrEJt2Sts+mfnxVobbpFJ8qqJUmBvj56ZCqRCQBAWyI24VasdTa9\n",
              "uT9fazMyVdQQmUG+Plo4LUb33Ryhbl2ITAAA2hKxCbdQXWvTG/vztS4jU8Xl9sgM9vPRo9NidO94\n",
              "IhMAAEchNtGpVdfa9I9P87RuR6ZOltvfqSrEr5senR6je8YNIDIBAHAwYhOdUnWtTa/vy9NLOzJ1\n",
              "qsIemaH+3bRoeozuHjdAPt5EJgAA7YHYRKdyocamv+/L1Z92Zul0Q2SG+XfTohmxmntTOJEJAEA7\n",
              "IzbRKVyMzJd2ZOlMpT0y+wd016IZMbprLJEJAICzEJvo0Kpq6vS3T3K1fmeWzlTWSJLCe3fX4hmx\n",
              "unNMuLp6ezp5QgAA3BuxiQ6pqqZOf91rj8yz5y9F5uPxsbpjTLi6eBGZAAC4AmITHcp5a51e25ur\n",
              "l3dlqaQhMiP69NBjM2L1kzH9iUwAAFwMsYkOodJap40f5+iVXVk6V1UrSYrsa4/MOaOJTAAAXBWx\n",
              "CZdWUV3beCWztCEyo/r20OPxJs0eFSZvIhMAAJdGbMIllVfXauOeHL2yO1tlF+yRGd2vpx6Lj1Xi\n",
              "SCITAICOgtiESymvrtWru3O0YXeWyqvrJEnRgT2VFG/Sj0eGycvTw8kTAgCAliA24RLKLtTq1T3Z\n",
              "+vPu7MbIjAnsqaQEk24fQWQCANBREZtwqrKqWm3Yk61X92SroiEyTUG99HiCST8aHkpkAgDQwRGb\n",
              "cIrSqhpt2J2tv+zJUYXVHpmDgnspKcGkWcNC5UlkAgDQKRCbaFfnzjdE5sc5qmyIzMHBvkqeadIP\n",
              "bwwhMgEA6GSITbSLkvM1emVXljZ+nKPzNTZJ0pAQXyUnmHQrkQkAQKdFbMKhzlZa9fKubL22N0dV\n",
              "DZE5NNRPSQkm3TI0mMgEAKCTIzbhEGcrrVq/K0t/3ZvbGJk3hvkpOcGkHwwNlocHkQkAgDsgNtGm\n",
              "zlRatX6nPTIv1Nojc1h/PyUnDNLMG4KITAAA3AyxiTZxqqJa63dk6W/7clVdWy9JGhHur+QEk+KH\n",
              "EJkAALgrYhOtcqqiWn/akaW/fysyR4b7a8nMQZo+OJDIBADAzRGbuC6nyqu1bkemXt+XJ2udPTJH\n",
              "DQhQ8kyTpg8iMgEAgF2LYjMpKUnvvvuucnNzdfDgQY0aNeqyNRkZGbrttts0ePDgxmN79+5V9+7d\n",
              "Wz0snK+4rFov7cjU65/mqaYhMsdEBCh55iBNNfUjMgEAQBMtis277rpLTz75pCZPnnzVdYMHD9ah\n",
              "Q4daMxdcTHFZtdZlWLRpf35jZI6N7K0lM02aHEtkAgCA5rUoNqdOneqoOeCiTpRe0LqMTL2xP181\n",
              "NntkjovqreSEQZoU25fIBAAAV+WQ12xmZmZqzJgx8vLy0rx587Ro0aIrrrVarbJarU2O2Ww2R4yF\n",
              "FigsvaB1GRa9ub+gMTLHD+yjJQkmTYghMgEAwLVp89gcM2aMCgoK5O/vr4KCAs2aNUv9+vXT3Xff\n",
              "3ez6FStWaPny5U2OxcXFtfVYuEYF56q0NiNT//wsX7U2Q5J088A+WjJzkCbE9HXydAAAoKPxbOsH\n",
              "9PPzk7+/vyQpPDxcP/3pT7Vr164rrn/qqadUVlbW5GP8+PFtPRa+R35JlZ7a8oVmPJeh1/flqdZm\n",
              "aEJ0X/3j4Ti98cgEQhMAAFyXNr+yWVRUpODgYHl6eqqiokLbtm3T/Pnzr7jex8dHPj4+TY55eXm1\n",
              "9Vi4gvySKr2YbtFbnxeort5+JXNiTF8lJ5h0czSBCQAAWqdFsfnII4/o/fffV3FxsW699Vb5+vrK\n",
              "YrFowYIFSkxMVGJiojZv3qx169bJ29tbdXV1mjt3rubNm+eo+XGd8s5WaU26WVsOFDZG5uTYfkqe\n",
              "adK4qD5Ong4AAHQWHoZhGM4e4ruWLl2qlStXOnuMTinnzHmtSbfo7YOFsjVE5hRTPy2ZadLYSCIT\n",
              "AAC0Ld5ByE1knzmvNdst2nroUmROHRSo5ASTxkb2dvJ0AACgsyI2O7ms05WNkdnQmJo+2B6ZoyOI\n",
              "TAAA4FjEZieV2RCZ73wrMuOHBCkpwaRRAwKcOhsAAHAfxGYnYzlVodXbLXrv8InGyExoiMyRRCYA\n",
              "AGhnxGYnYT5ZoVXbLdr2xQld/JWvmTcEKznBpOHh/s4dDgAAuC1is4M7frJCq9LMev/LosbIvGVo\n",
              "sJISTBrWn8gEAADORWx2UF8Xl2t1mkUfHLkUmbfeaI/MG8OITAAA4BqIzQ7mWFG5VqWZ9eGR4sZj\n",
              "tw0LUVKCSTeE+jlxMgAAgMsRmx3E0RP2yPzfry5F5o+Gh+rxhFgNCSEyAQCAayI2XdyRwjKtSjPr\n",
              "30dPSpI8PKRZw0OVFG/S4BBfJ08HAABwdcSmizpSWKYXUs1KPXYpMm8fEaak+FiZgolMAADQMRCb\n",
              "LubLgjKlpB1X6rFTkuyRmTgyTI/Hxyo2iMgEAAAdC7HpIg7nlyolzaztX9sj07MhMh+LNyk2qJeT\n",
              "pwMAALg+xKaTHcw7p5Q0szK+OS3JHplzRvXX4vhYxQQSmQAAoGMjNp3kQN45paSateO4PTK9PD00\n",
              "Z1R/PRYfq4H9ejp5OgAAgLZBbLazz3NL9EKqWbvMZyTZI/Mno/vrsRmxiiIyAQBAJ0NstpP9OSVK\n",
              "STVrt+VSZN45pr8Wz4hVZF8iEwAAdE7EpoN9ml2ilLTj2mM5K0ny9vTQXWPDtXhGrAb06eHk6QAA\n",
              "AByL2HSQT7LOKiXVrL1ZlyJz7k3hWjSdyAQAAO6D2GxjezPP6oXU49qXXSJJ6uLlobk3DdCi6TEK\n",
              "701kAgAA90JstgHDMOyRmWbWp9+KzHvGDdCj02PVP6C7kycEAABwDmKzFQzD0B7LWaWkHdf+nHOS\n",
              "pK5eng2RGaMwIhMAALg5YvM6GIah3ZYzeiHVrM9zGyLT21M/HTdAC6fHKNSfyAQAAJCIzRYxDEM7\n",
              "zWeUknpcB/JKJdkj877xEVo4LUYh/t2cOyAAAICLITavgWEYyjh+WimpZh3KL5Uk+Xh76r6b7ZEZ\n",
              "7EdkAgAANIfYvArDMJTxzWm9kGbW4YbI7NbFUz+7OVKPTI1WEJEJAABwVZ4tWZyUlKSoqCh5eHjo\n",
              "0KFDV1y3YcMGmUwmxcTE6KGHHlJtbW1r52xXhmEo7dhJzX5xj+b9Zb8O55eqWxdPLZg8UDufnKFl\n",
              "tw8lNAEAAK5Bi2Lzrrvu0u7duxUZGXnFNdnZ2Vq2bJl27doli8WikydPav369a0etD0YhqHUoyeV\n",
              "uGaP5m/8TF8UlKl7Fy89PDVau56M129uH6ogXyITAADgWrXoafSpU6d+75q33npLiYmJCgkJkSQt\n",
              "XLhQzz77rBYvXnx9E7YDwzD00dGTWrXdrCOF5ZKkHl299IsJkXpoSrT69fJx8oQAAAAdU5u/ZjMv\n",
              "L6/Jlc+oqCjl5eVdcb3VapXVam1yzGaztfVYV7Tz+Gn94cOvdbToUmTePyFKD00ZqL5EJgAAQKs4\n",
              "/ReEVqxYoeXLlzc5FhcX125fP/9clY4WlatnVy89MDFKC6ZEq0/Pru329QEAADqzNo/NiIgIZWZm\n",
              "Nt7OyclRRETEFdc/9dRTWrp0aZNjy5Yta+uxrmju2AEqrarVfeMj1JvIBAAAaFMt+gWha3HnnXfq\n",
              "3XffVXFxsQzD0EsvvaR77733iut9fHzk5+fX5MPLy6utx7qirt6eWjwjltAEAABwgBbF5iOPPKLw\n",
              "8HAVFBTo1ltvVWxsrCRpwYIFevfddyVJ0dHRWr58uSZNmqTY2FgFBgbqkUceafvJAQAA4PI8DMMw\n",
              "nD3Edy1dulQrV6509hgAAABopTZ/Gh0AAAC4iNgEAACAwxCbAAAAcBhiEwAAAA5DbAIAAMBhiE0A\n",
              "AAA4DLEJAAAAhyE2AQAA4DDEJgAAABzGJd9B6I477lBUVFS7fT2bzaZPP/1U48ePb9f3ZXd17MuV\n",
              "sTfNY1+ax75cGXvTPPblytib5jljXyIjI5WcnPy961wyNttbeXm5/P39VVZWJj8/P2eP4zLYlytj\n",
              "b5rHvjSPfbky9qZ57MuVsTfNc+V94Wl0AAAAOAyxCQAAAIchNgEAAOAwxKYkHx8f/fa3v5WPj4+z\n",
              "R3Ep7MuVsTfNY1+ax75cGXvTPPblytib5rnyvvALQgAAAHAYrmwCAADAYYhNAAAAOAyxCQAAAIdx\n",
              "m9hMSkpSVFSUPDw8dOjQoSuu27Bhg0wmk2JiYvTQQw+ptra2/YZ0gmvZl4yMDHXv3l2jRo1q/Lhw\n",
              "4UL7DuoE1dXVmjNnjgYNGqSRI0fqBz/4gSwWS7Nrt23bpiFDhshkMumOO+5QeXl5O0/bfq51X3Jy\n",
              "cuTl5dXk5yYzM9MJE7efW265RSNGjNCoUaM0ZcoUHTx4sNl17naeka5tb9z1XCNJr776qjw8PLR1\n",
              "69Zm73enc8x3XW1v3PE8ExUVpcGDBzd+v2+88Uaz61zqPGO4iR07dhj5+flGZGSkcfDgwWbXZGVl\n",
              "GaGhoUZRUZFRX19v/PjHPzbWrFnTvoO2s2vZl/T0dGPkyJHtOpcruHDhgvH+++8b9fX1hmEYxurV\n",
              "q41p06Zdtq6iosIICgoyjh07ZhiGYSxevNj41a9+1Z6jtqtr3Zfs7GzD39+/fYdzsnPnzjX+ecuW\n",
              "LcaIESMuW+OO5xnDuLa9cddzTXZ2tjFhwgQjLi7OePvtty+7393OMd/2fXvjjueZq/19fZGrnWfc\n",
              "5srm1KlTFR4eftU1b731lhITExUSEiIPDw8tXLhQmzZtaqcJneNa9sVddevWTbNmzZKHh4ckKS4u\n",
              "Tjk5OZet+/DDDzV69GgNGTJEkrRo0aJO/XNzrfvijgICAhr/XFZW1rhH3+aO5xnp2vbGHdXX12vB\n",
              "ggVavXr1Ff/JGnc7x1x0LXuD5rnaecbbaV/ZBeXl5SkyMrLxdlRUlPLy8pw4kevIzMzUmDFj5OXl\n",
              "pXnz5mnRokXOHqndpaSkaPbs2Zcdb+7npqioSHV1dfL27vz/iV1pXyTp/PnzGjdunGw2m+bMmaOn\n",
              "n35aXl5e7Txh+7r//vuVnp4uSfrggw8uu9+dzzPftzeS+51rVq5cqUmTJmns2LFXXOOu55hr2RvJ\n",
              "fc8zhmFo/Pjx+sMf/qDAwMAm97vaeabz/pSizYwZM0YFBQXy9/dXQUGBZs2apX79+unuu+929mjt\n",
              "5tlnn5XFYlFaWpqzR3EpV9uX0NBQFRYWKigoSCUlJbrnnnv0/PPP68knn3TCpO3ntddekyRt3LhR\n",
              "v/71r68YVe7o+/bG3c41R44c0ebNm7Vz505nj+JyrnVv3PE8s3PnTkVERKi2tla/+c1v9MADD7j8\n",
              "ecZtnka/FhEREcrNzW28nZOTo4iICCdO5Br8/Pzk7+8vSQoPD9dPf/pT7dq1y8lTtZ/nnntOW7Zs\n",
              "0YcffqgePXpcdn9zPzehoaGd+oqD9P374uPjo6CgIElSnz599Mtf/tKtfm4eeOABpaen6+zZs02O\n",
              "c5658t6427lm165dysnJkclkUlRUlD755BM9/PDDWrduXZN17niOuda9ccfzzMXzRZcuXbRkyZJm\n",
              "v1+XO8847dWiTnK1F9ZmZmZe9oLa1atXt++ATnK1fTlx4oRhs9kMwzCM8vJyY+LEicaGDRvacTrn\n",
              "ef75540xY8YYJSUlV1xTXl5uBAYGNnnx/hNPPNFeIzrFtezLyZMnjZqaGsMwDKO6utq46667jGXL\n",
              "lrXXiO3u3LlzRmFhYePtt99+2+jfv3/jL1Jd5I7nmWvdG3c+1xiGYUybNq3ZX4Jxx3PMd11pb9zt\n",
              "PFNZWdnkl+2ef/55Y8qUKZetc7XzjNvE5sMPP2z079/f8PLyMoKCgoyYmBjDMAxj/vz5xjvvvNO4\n",
              "bv369UZ0dLQRHR1t/PKXv2z8Ie6srmVfVq9ebQwdOtQYMWKEMXToUOO3v/3tZX9JdEb5+fmGJCM6\n",
              "OtoYOXKkMXLkSGP8+PGGYRjGsmXLjHXr1jWufeedd4zBgwcbMTExxuzZs43S0lJnje1w17ovmzdv\n",
              "Nm688cbGn5vHHnvMqK6uduboDpWTk2OMGzfOGDZsmDFixAgjISGh8X/g3P08c617467nmou+HVTu\n",
              "fI5pzpX2xt3OM5mZmcaoUaOM4cOHG8OGDTMSExON7OxswzBc+zzDe6MDAADAYXjNJgAAAByG2AQA\n",
              "AIDDEJsAAABwGGITAAAADkNsAgAAwGGITQAAADgMsQkAAACHITYBAADgMMQmAAAAHIbYBAAAgMMQ\n",
              "mwAAAHCY/w+7GR5gnaWycQAAAABJRU5ErkJggg==\n",
              "\">\n",
              "      </div>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-bf2d3d39-a1d7-4080-a32b-a2b991682b5f\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-bf2d3d39-a1d7-4080-a32b-a2b991682b5f\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "from matplotlib import pyplot as plt\n",
              "_df_11['C1/°C'].plot(kind='line', figsize=(8, 4), title='C1/°C')\n",
              "plt.gca().spines[['top', 'right']].set_visible(False)"
            ],
            "text/html": [
              "      <div class=\"colab-quickchart-chart-with-code\" id=\"chart-01746843-7eff-443f-b890-36c53458b3b8\">\n",
              "        <img style=\"width: 180px;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAqIAAAFuCAYAAABaw3qhAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\n",
              "bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\n",
              "AAAPYQGoP6dpAABFmElEQVR4nO3deXhU9d3//9dMEpKwJIEsLCELgYAsCcNiRCWyym29NVIRsdUS\n",
              "LLhvyN1v0bvl1+u+Lir9ftvSIqKgUmuoIqiA3NTWVgibIoiExRUISUgIhDWTEJJJMjm/PyaJRMKS\n",
              "9czyfFzXXJdJ5sy855QeXrzyOedYDMMwBAAAALQzq9kDAAAAwDcRRAEAAGAKgigAAABMQRAFAACA\n",
              "KQiiAAAAMAVBFAAAAKYgiAIAAMAUBFEAAACYgiAKAAAAUxBEAQAAYAqCKAAAAExBEAWAFjpw4IDu\n",
              "u+8+9ezZU507d1Z8fLx+8pOfaM+ePTp27JjuuusuxcXFyWKx6PXXX2/0NQzDUO/evbVr1y5J0i9+\n",
              "8Qv16NFD48aNU35+/jW/HwB4EoIoALTA5s2blZKSou7du2vHjh0qLS3V3r17deutt+rdd9+V1WrV\n",
              "pEmT9Pbbb6t3796XfZ2dO3fKarXq+uuv16ZNm/T1118rNzdXDz74oObNm3fN7wcAnsTf7AEAwJM9\n",
              "8sgjuueee7Ro0aL674WFhennP/95/ddPPPGEJMnPz++yr/P+++/rxz/+sSwWi5xOp2pqalRTUyOn\n",
              "0ymn09mk9wMAT0EjCgDNdOjQIR08eFDTp09v8WutWbNGU6ZMkSRNnDhRffv2VVxcnN544w3Nnz+/\n",
              "1d8PANwBjSgANNPJkycl6Yq/cr8We/fuVVlZmUaPHi1JslgsWrJkiZYsWdIm7wcA7oJGFACaKSoq\n",
              "SpJUUFDQotd5//33ddddd8lqvfIhubXeDwDcBUEUAJopMTFR/fv314oVK1r0Ohf/Wr493g8A3AVB\n",
              "FABaYNmyZXr33Xc1Z84c5eXlyTAMlZSUKCMjQ7/61a8kSRUVFaqoqJBhGKqurlZFRYWqqqokSd9+\n",
              "+62OHz+ucePGtdr7AYCnIIgCQAuMHTtWO3fu1LFjx5SSkqIuXbooOTlZ//znP3XPPfdIkoKDgxUc\n",
              "HKyjR4/qscceU3BwsB566CFJrl/L33nnnQoICGi19wMAT2ExDMMwewgA8FUjRozQb37zG6WlpZk9\n",
              "CgC0OxpRADBJZWWl0tLSNGnSJLNHAQBT0IgCAADAFDSiAAAAMAVBFAAAAKYgiAIAAMAUBFEAAACY\n",
              "wuOC6KJFi8weAQAAAK3A44JoXl6e2SMAAACgFXhcEAUAAIB3IIgCAADAFARRAAAAmIIgCgAAAFMQ\n",
              "RAEAAGAKgigAAABMQRAFAACAKQiiAAAAMEWTg+ikSZOUnJwsm82m1NRUZWVlSZIcDoeefPJJJSYm\n",
              "KikpSQ888ECj2+/YsUM2m002m02DBw/WI488IofD0bJPAQAAAI/j39QNVq9erbCwMEnS2rVrNWPG\n",
              "DO3bt0/PPfecLBaLDh48KIvFohMnTjS6/dChQ/X5558rICBANTU1mjJlil5++WU9++yzLfogAAAA\n",
              "8CxNDqJ1IVSS7Ha7LBaLysrKtHz5chUUFMhisUiSevTo0ej2HTt2rP/vyspKlZeX128DAAAA39Gs\n",
              "NaLTp09XTEyM5s2bpxUrVig7O1vdunXTCy+8oJEjRyo1NVUbN2687Pa5ubkaOnSoIiIiFBoaqscf\n",
              "f7zR5zkcDpWUlDR4OJ3O5owMtIuc02V6ZMVuZR09Z/YoAAC4vWYF0YyMDOXn52v+/PmaO3euqqur\n",
              "lZeXp0GDBmn37t168cUXNW3aNBUVFTW6fXx8vPbt26cTJ07I4XBozZo1jT5vwYIFCg0NbfDYtWtX\n",
              "c0YG2sVv1n+lj74q0i/f2y9njWH2OAAAuLUWnTWfnp6uzMxMRUdHy2q16v7775ckDRs2TH369NGB\n",
              "AweuuH3nzp1133336a233mr0588//7zsdnuDR0pKSktGBtrMF3nntPXgKUnSoZPn9fcDx02eCAAA\n",
              "99akIFpcXKzCwsL6r9etW6fw8HBFRUVpwoQJ+uijjyRJOTk5ysnJ0cCBAy95jcOHD6uqqkqSa43o\n",
              "2rVrlZyc3Oj7BQYGKiQkpMHDz8+vKSMD7ebPHx+UJHXr1EGStOjjg7SiAABcQZOCqN1u1+TJk5WU\n",
              "lKShQ4fqpZde0oYNG2SxWLR06VL9/ve/V1JSkiZPnqxly5YpOjpakjRr1iytX79ekrRp0yYNGzZM\n",
              "Q4cO1bBhw9S9e3fNmzev9T8Z0I52557VtkOn5W+16K1ZNyg0OEDZp8q0YX/h1TcGAMBHWQzD8KjK\n",
              "Zs6cOVq4cKHZYwANPPD6Tm0/fFo/SYnRgruT9dKmQ/rDvw6qb2Qn/evZMfKzcmUIAAB+iDsrAS30\n",
              "ee5ZbT/sakMfH9tPkpR+U7zCOrpa0f/dRysKAEBjCKJAC/3p3661oVNHxiimm+s6uV2CAvRQaoIk\n",
              "6cWNh1TtrDFtPgAA3BVBFGiBnUfO6NPsMwrws+jJ8f0a/Cz9pnh17RigI6fLtJ5WFACASxBEgRb4\n",
              "U+2Z8veOjFF0WHCDn3UO9NdDt9CKAgBwOQRRoJl2ZJ/RZ0fOqoOfVU+M69foc9JvjFe3Th2Ue+aC\n",
              "PthLKwoAwMUIokAz1V03dNr1Mer1gza0TqdAfz1c24ou3kQrCgDAxQiiQDN8mn1aO3Ncbejj4/pe\n",
              "8bk/GxVX34quzTrWThMCAOD+CKJAExmGoT//+5Ak6b6UGPUMbbwNrdMp0F+P1Leih1VFKwoAgCSC\n",
              "KNBkn2af0a7cs+rgb62/bujV/OzGOEV07qCjZy9o7R5aUQAAJIIo0CSGYdRfN/SnKbHqERp0Tdt1\n",
              "7OCvR25x/Qp/ceYhWlEAAEQQBZrkk8NntDvvnAL9rXps7JXXhv7QA6PiFNE5UPlny7VmT0EbTQgA\n",
              "gOcgiALXyDCM+uuG/vSGWHUPubY2tE5wBz89Oub7taKV1bSiAADfRhAFrtG2Q6f1RV0bOqZpbWid\n",
              "+29wtaIF58r1Pq0oAMDHEUSBa3BxG3r/DXGKamIbWie4g1/9r/RfohUFAPg4gihwDbYcPKWso8UK\n",
              "CrDq0bEJLXqt+2+IVVSXQB0rLte7X+S30oQAAHgegihwFa421HXd0AduiFNUl+a1oXWCAr5vRZds\n",
              "OixHtbPFMwIA4IkIosBVbD54SvvyXW3oI81cG/pDP0mJVfeQQBXaK/TubtaKAgB8E0EUuALXXZRc\n",
              "a0On3xivyC6BrfK6QQF+9RfDX5JJKwoA8E0EUeAKMr87qX0FdgUH+OnhW1q2NvSHpl0fox4hQTpu\n",
              "r9Dqz1krCgDwPQRR4DIMw9Cfa9eGTr/Rddml1hQU4KfHx9WuFc3MVkUVrSgAwLcQRIHL2PjNSe0v\n",
              "sKtjh9ZvQ+tMuz5GPUODdKKkQqtoRQEAPoYgCjTCMAz9eeP3a0PDW7kNrRPo76fHx7nWir68+TCt\n",
              "KADApxBEgUZ8/M1JfXmsRJ3asA2tc+/I3uoVGqSiEofe2XW0Td8LAAB3QhAFfsC1NtTVhqbfFK9u\n",
              "nTq06fsF+vvpifF1rShrRQEAvoMgCvzAv74u0leFrjb0odS2bUPrTB0Ro+iwYJ0sdejtnbSiAADf\n",
              "QBAFLlJT8/2Z8jNujlfXNm5D63Twt+qJ2rWir2yhFQUA+IYmB9FJkyYpOTlZNptNqampysrKkiQ5\n",
              "HA49+eSTSkxMVFJSkh544IFGt9+0aZNSUlI0aNAgDR48WL/85S9VU1PTsk8BtJJ/fX1C3xwvUedA\n",
              "/3ZrQ+vcM6K3osOCdarUob99lteu7w0AgBn8m7rB6tWrFRYWJklau3atZsyYoX379um5556TxWLR\n",
              "wYMHZbFYdOLEiUa379q1q9555x0lJCSooqJCEydOVEZGhmbMmNGSzwG02MVt6IM3xyusY/u0oXU6\n",
              "+Fv11Ph+em7NAS3dckT33xCn4A5+7ToDAADtqclBtC6ESpLdbpfFYlFZWZmWL1+ugoICWSwWSVKP\n",
              "Hj0a3X7YsGH1/x0UFCSbzabc3NymjgG0uo++OqFvT5SqS6C/Zo1u3za0zpQRvbVk82Hlny3XWzvz\n",
              "NKudW1kAANpTs9aITp8+XTExMZo3b55WrFih7OxsdevWTS+88IJGjhyp1NRUbdy48aqvc+LECb33\n",
              "3nu64447Gv25w+FQSUlJg4fTydo5tL4GbejoPgrtGGDKHAF+Vj01LlGStHRLti5UVpsyBwAA7aFZ\n",
              "QTQjI0P5+fmaP3++5s6dq+rqauXl5WnQoEHavXu3XnzxRU2bNk1FRUWXfY2SkhLdeeed+uUvf6mR\n",
              "I0c2+pwFCxYoNDS0wWPXrl3NGRm4on98eULfFZWqS5C/Zt7cx9RZfjw8WrHdOur0+UrWigIAvFqL\n",
              "zppPT09XZmamoqOjZbVadf/990ty/fq9T58+OnDgQKPblZaW6rbbbtNdd92lOXPmXPb1n3/+ednt\n",
              "9gaPlJSUlowMXKKmxtCi2rso/fxm89rQOgF+Vj1Ze13RZVuO0IoCALxWk4JocXGxCgsL679et26d\n",
              "wsPDFRUVpQkTJuijjz6SJOXk5CgnJ0cDBw685DXOnz+v2267Tbfddpt+/etfX/H9AgMDFRIS0uDh\n",
              "58fJG2hdfz9wXAeLzqtLkL9+PtrcNrTO3cOiFRfeUWfKKpWxg1YUAOCdmhRE7Xa7Jk+erKSkJA0d\n",
              "OlQvvfSSNmzYIIvFoqVLl+r3v/+9kpKSNHnyZC1btkzR0dGSpFmzZmn9+vWSpEWLFmnXrl1as2aN\n",
              "bDabbDabfvvb37b+JwOugbPG0KKNrrWhs0YnKDTY3Da0jr+fVU+Nd60VfXXrEZU5aEUBAN7HYhiG\n",
              "YfYQTTFnzhwtXLjQ7DHgJdbvK9TTK7MUEuSv7c+NV0iQewRRSap21ujWP21Vzukyzb3tOj02tq/Z\n",
              "IwEA0Kq4sxJ8lrPG0KLae8o/lJrgViFUqmtFXWtFX92arfO0ogAAL0MQhc/asL9Q2afKFBocoBk3\n",
              "x5s9TqPShvZSn4hOOnehSm9+mmv2OAAAtCqCKHzSxWtDH0rtoy5u1obW8fez6ukJrlb0tW1HVFpR\n",
              "ZfJEAAC0HoIofNL6fcd05FSZwjoGKP2meLPHuaK0odFKiOykYlpRAICXIYjC51Q7a/TixsOSXGtD\n",
              "3bUNreNnteiZCa4z6F/blqMSWlEAgJcgiMLnrN9XqJzTZerqAW1onTuSe6lfVGfZy6v05ie5Zo8D\n",
              "AECrIIjCp7jaUNfa0Idv6avOgf4mT3Rt/KwWPV3fih6hFQUAeAWCKHzKur2Fyj1zQd06ddD0G+PM\n",
              "HqdJ/jOpp/pFdVZJRbXe2J5r9jgAALQYQRQ+o9pZo8Wb6trQBHXykDa0zsVrRV/ffkT2clpRAIBn\n",
              "I4jCZ6zJOqa8MxcU7oFtaJ3/TOqp/t07q7SiWn/ZnmP2OAAAtAhBFD6h6qI29JExCerYwbPa0DpW\n",
              "q0XPTOgvSfrL9hzZL9CKAgA8F0EUPmHtnmPKP1uuiM4d9MAoz2xD6/xoSA9d16OLSh3VWv4JrSgA\n",
              "wHMRROH1qpw1WpxZ24be0tdj29A61ovWir5BKwoA8GAEUXi9978oqG1DAz2+Da3zH4O/b0Vf337E\n",
              "7HEAAGgWgii8WmV1jRZvct1F6dExCQru4GfyRK3DarVo9sTaVvSTXBVfqDR5IgAAmo4gCq/23hcF\n",
              "OlZcrsgu3tOG1pk0qIcG9gzReUe1XttGKwoA8DwEUXityuoaLcl0taGPjemroADvaEPrXNyK/vWT\n",
              "XJ0toxUFAHgWgii81rtf5OtYcbmiugTqpzfEmj1Om5g0qLsG9wpRWaVTr9OKAgA8DEEUXslR7dSS\n",
              "2rWhj431vja0jsVi0eyJruuKvvkprSgAwLMQROGVVu8uUKG9Qt1DAvWTFO9sQ+tMHBilIdGuVvTV\n",
              "rbSiAADPQRCF13FUO/Vy7drQx8f289o2tI7FYtHs2rstZezI1ZnzDpMnAgDg2hBE4XVWfZ6v4/YK\n",
              "9QgJ0rTrY8wep11MGBil5N6hukArCgDwIARReJWKKmf9mfJPjPPetaE/5For6jqDPmNHnk7TigIA\n",
              "PABBFF5l1ef5KipxqGdokO71kTa0zrgBURoaE6byKlpRAIBnIIjCa1RUOfXy5tq1oeP6KdDfN9rQ\n",
              "Og1b0VydKqUVBQC4N4IovMbKXUdVVOJQr9Ag3Tuyt9njmGJs/0jZYsJUUVWjZVuyzR4HAIAranIQ\n",
              "nTRpkpKTk2Wz2ZSamqqsrCxJksPh0JNPPqnExEQlJSXpgQceaHT73NxcjR07VqGhobLZbC0aHqjj\n",
              "akNdweuJ8b7Xhta5uBX92848nSytMHkiAAAuz7+pG6xevVphYWGSpLVr12rGjBnat2+fnnvuOVks\n",
              "Fh08eFAWi0UnTpxodPuQkBDNnz9fdrtdv/rVr1o0PFDnrZ1HdarUoeiwYE0d4VtrQ39oTP9IDYsN\n",
              "U9bRYi3dfET/352DzB4JAIBGNbkRrQuhkmS322WxWFRWVqbly5frt7/9rSwWiySpR48ejW7frVs3\n",
              "jR49Wp06dWrexMAPlFc69UptG/rk+H7q4O/bK04sFouerb3b0ls783SyhFYUAOCemvU39vTp0xUT\n",
              "E6N58+ZpxYoVys7OVrdu3fTCCy9o5MiRSk1N1caNG1s8nMPhUElJSYOH0+ls8evCu7y103W5ot5d\n",
              "gzVluG+uDf2h1MQIjYjrKkd1jV5hrSgAwE01K4hmZGQoPz9f8+fP19y5c1VdXa28vDwNGjRIu3fv\n",
              "1osvvqhp06apqKioRcMtWLBAoaGhDR67du1q0WvCu5RXOrV0i+tSRU+Oow2t07AVPaoiWlEAgBtq\n",
              "0d/a6enpyszMVHR0tKxWq+6//35J0rBhw9SnTx8dOHCgRcM9//zzstvtDR4pKSktek14l7995mpD\n",
              "Y7oFa8oI2tCL3dwvXCPjuqqyuqZ+6QIAAO6kSUG0uLhYhYWF9V+vW7dO4eHhioqK0oQJE/TRRx9J\n",
              "knJycpSTk6OBAwe2aLjAwECFhIQ0ePj5+ebZ0LjUhcpqLa39tfNT4xIV4EcbejGLxaJnb3W1om/v\n",
              "OqoTdlpRAIB7adLf3Ha7XZMnT1ZSUpKGDh2ql156SRs2bJDFYtHSpUv1+9//XklJSZo8ebKWLVum\n",
              "6OhoSdKsWbO0fv16SdKFCxfUu3dvTZ06VV9//bV69+6t559/vvU/Gbzeih15OlNWqdhuHfXj4dFm\n",
              "j+OWbuobrpT4bqqsrqm/2D8AAO7CYhiGYfYQTTFnzhwtXLjQ7DFgsjJHtVL/X6bOllXq9/cka+pI\n",
              "375k05V8mn1aP31tpzr4WbX5/4xVr7Bgs0cCAEASd1aCh1rxWZ7OllUqLryjfjyMNvRKbuoboRv6\n",
              "dFOlk7WiAAD3QhCFxylzVOvVra4z5Z8anyh/1oZe1ezaM+hXfZ6vwuJyk6cBAMCFv8Hhcd7ckauz\n",
              "ZZXqE9FJk229zB7HI9zYN1yjElyt6JJM1ooCANwDQRQe5XyDNrQfbWgT1F1XdPXufBWcu2DyNAAA\n",
              "EEThYd78NFfFF6qUENFJaUNpQ5vihoRw3dQ3XFVOQ0syWSsKADAfQRQeo7Siqr4NfXoCa0Obo+66\n",
              "ou/uzlf+WVpRAIC5+JscHuPNT3NlL69SQmQn3Ukb2izXx3fT6H4Rqq4xuK4oAMB0BFF4hJKKKr22\n",
              "LUeS9MyERPlZLSZP5LlmT0yUJL27u4BWFABgKoIoPMJfP3G1of2iOuuOZNrQlhgZ302pia5W9KVN\n",
              "tKIAAPMQROH27OVVen3b92tDaUNbru66ou/tKdDRM7SiAABzEETh9t74JEclFdVKjOqs/0zqafY4\n",
              "XmFEXFfd0j9SzhpDizcdMnscAICPIojCrdnLq7R8e+3a0Im0oa3p2dq1omuyjin3dJnJ0wAAfBFB\n",
              "FG7tL9tzVFpRrf7dO+v2IbShrWlYbFeNHeBqRV/ibksAABMQROG27Beq9Je6NnRCf1lpQ1td3VrR\n",
              "tbSiAAATEEThtpZvP6JSR7Wu69FFPxrSw+xxvJItJkzjalvRF1krCgBoZwRRuKXiC5X6yye5klzX\n",
              "DaUNbTt1rei6rGM6cuq8ydMAAHwJQRRu6fVtOTpf24b+x2Da0LY0NCZME66LUo0hLea6ogCAdkQQ\n",
              "hds5V1apNz5xrQ2dPZG1oe2hrhX9YO8xZdOKAgDaCUEUbuf17UdUVunUwJ4hmjSou9nj+ISk3qGa\n",
              "OLC7qxXdyFpRAED7IIjCrZwtq9Rfa9eGzp7I2tD2VHcP+vX7CnX4JK0oAKDtEUThVl7b5mpDB/ei\n",
              "DW1vQ6JDdesgVyv6Iq0oAKAdEEThNs6cd+jNT3MludYsWiy0oe2trhX93/2FOlRUavI0AABvRxCF\n",
              "23h12xFdqHQqKTpUEwdGmT2OTxrcK1T/Mbi7DENaRCsKAGhjBFG4hdPnHcr4NE+Sq5WjDTVP3Rn0\n",
              "fz9wXAdpRQEAbYggCrfw2tYjKq9yKrl3qMZfRxtqpoE9Q/SjIT1oRQEAbY4gCtOdPu9Qxg7aUHfy\n",
              "TO1a0Q8PHNd3J2hFAQBto8lBdNKkSUpOTpbNZlNqaqqysrIkSQ6HQ08++aQSExOVlJSkBx544LKv\n",
              "sXz5ciUmJqpv37566KGHVFVV1fxPAI+3bEu2yqucGhoTpnEDaEPdwXU9QnR7Ul0retDscQAAXqrJ\n",
              "QXT16tXav3+/9u7dqzlz5mjGjBmSpOeee04Wi0UHDx7UgQMH9Ic//KHR7XNycjRv3jxt27ZNhw8f\n",
              "VlFRkV599dUWfQh4rpOlFVrxGW2oO3pmQn9ZLNKHB07om+MlZo8DAPBCTQ6iYWFh9f9tt9tlsVhU\n",
              "Vlam5cuX67e//W19kOjRo/H7g7/33ntKS0tTjx49ZLFY9Oijj2rlypXNmx4eb9mWI6qoqpEtJkxj\n",
              "+0eaPQ4uMqBHF92e1FOStOhj1ooCAFpfs9aITp8+XTExMZo3b55WrFih7OxsdevWTS+88IJGjhyp\n",
              "1NRUbdy4sdFtjx49qri4uPqv4+PjdfTo0Uaf63A4VFJS0uDhdDqbMzLc0MmSCv2ttg199lauG+qO\n",
              "Zk9IlMUi/fOrE/qq0G72OAAAL9OsIJqRkaH8/HzNnz9fc+fOVXV1tfLy8jRo0CDt3r1bL774oqZN\n",
              "m6aioqIWDbdgwQKFhoY2eOzatatFrwn3sXTLETmqazQsNky3JEaYPQ4akdi9i+5I7iWJuy0BAFpf\n",
              "i86aT09PV2ZmpqKjo2W1WnX//fdLkoYNG6Y+ffrowIEDl2wTGxurvLy8+q9zc3MVGxvb6Os///zz\n",
              "stvtDR4pKSktGRlu4mRJhd7aWduGchclt/bMhH6yWKSPviqiFQUAtKomBdHi4mIVFhbWf71u3TqF\n",
              "h4crKipKEyZM0EcffSTJdUJSTk6OBg4ceMlrTJkyRevXr9eJEydkGIaWLl2q++67r9H3CwwMVEhI\n",
              "SIOHn59fU0aGm3p5c7Yc1TUaEddVqbShbq1fVBfdWduK/pm1ogCAVuTflCfb7XZNnTpV5eXlslqt\n",
              "ioyM1IYNG2SxWLR06VLNnDlTc+fOldVq1bJlyxQdHS1JmjVrltLS0pSWlqaEhAT9z//8j26++WZJ\n",
              "0tixY/XII4+0/ieD2zphr9Dbu1zrgmlDPcPTExK1YX+h/v11kb48ZteQ6FCzRwIAeAGLYRiG2UM0\n",
              "xZw5c7Rw4UKzx0AL/OaDL/XmjjxdH99Vqx+5kSDqIWa/k6V1ews1cWCUXk+/3uxxAABegDsroV0d\n",
              "t5dr5a58SbShnubpCYmyWqSPvzmp/QXFZo8DAPACBFG0q1c2Z6vSWaOU+G66sW+42eOgCRIiO2uy\n",
              "zbXchuuKAgBaA0EU7aawuFzv1Lahs2/lLkqe6KnaVnTjtye1L7/Y7HEAAB6OIIp28/Lmw6p01uiG\n",
              "Pt10U1/OlPdEfSI6afIwVyv654+5Bz0AoGUIomgXx4rLterz2rWht/Y3eRq0xNPjE+VntSjzu1PK\n",
              "OnrO7HEAAB6MIIp2sSTzsKqchm5MCNeoBNaGerL4iE76cX0rylpRAEDzEUTR5grOXdC7u2vXhk5M\n",
              "NHkatIanxveTn9WiLQdP6Ys8WlEAQPMQRNHmlmRmq8pp6Ka+4bqBNtQrxIV30pThtWfQcw96AEAz\n",
              "EUTRpvLPft+GsjbUuzw5LlH+Vou20ooCAJqJIIo2tSTzsKprDI3uF6Hr47uZPQ5aUWx4R00Z3lsS\n",
              "Z9ADAJqHIIo2k3/2gt77okCS9OytrA31Rk+O7yd/q0XbDp3W7tyzZo8DAPAwBFG0mcWbDqm6xlBq\n",
              "YoRGxNGGeqOYbh01daSrFf0TrSgAoIkIomgTeWfK9P6eY5Kk2RNZG+rNnhjXTwF+Fn1y+Ix25dCK\n",
              "AgCuHUEUbeKlTYflrDF0S/9IjYjravY4aEO9u3bU1JExklgrCgBoGoIoWl3u6TKtyXK1oc9y3VCf\n",
              "UNeKfpp9RjuPnDF7HACAhyCIotUtrm1Dxw6I1LBY2lBfEB0WrHtrW1HWigIArhVBFK0q53SZ1ma5\n",
              "zpRnbahveWJcP3Xws+qzI2e1I5tWFABwdQRRtKrFGw+pxpDGXxclW0yY2eOgHfUKC9a0679vRQ3D\n",
              "MHkiAIC7I4ii1WSfOq91e+vOlGdtqC96fFxfdfCzalfOWe1grSgA4CoIomg1L206rBpDmnBdlJJ7\n",
              "h5k9DkzQMzRYP0mpPYP+34doRQEAV0QQRavIPnVeH+zluqGQHhvbTx38rdqVe1afslYUAHAFBFG0\n",
              "ihdr14ZOHNhdSb1DzR4HJuoRGqSfpsRKkv70b9aKAgAujyCKFjt8slTr9xVKYm0oXB4b21eB/lbt\n",
              "zjun7YdPmz0OAMBNEUTRYos2HpZhSJMGddeQaNpQSN1DgvTTG2hFAQBXRhBFixwsKtWG/a429Bna\n",
              "UFzksTGuVnTP0WJtO0QrCgC4FEEULfLixkMyDOk/BnfX4F60ofheVEiQHhgVJ4nrigIAGtfkIDpp\n",
              "0iQlJyfLZrMpNTVVWVlZkqT4+HgNGDBANptNNptNq1atanT7mpoa/eIXv9CQIUN03XXXaebMmaqs\n",
              "rGzZp4ApDhaV6u8HjkviTHk07pExCQoKsCrraLG2HDxl9jgAADfT5CC6evVq7d+/X3v37tWcOXM0\n",
              "Y8aM+p+tWrVKe/fu1d69ezVt2rRGt1++fLn27NmjPXv26JtvvpHVatWiRYua/QFgnkUfu9rQHw3p\n",
              "oYE9Q8weB24oqkuQHrihrhXluqIAgIaaHETDwsLq/9tut8tisTRp+3379mnixInq0KGDLBaLfvSj\n",
              "H2nFihVNHQMm+/ZESX0bytpQXMkjY/oqKMCqffnF2vwdrSgA4HvNWiM6ffp0xcTEaN68eQ1C5PTp\n",
              "05WUlKSZM2fq1KnG/8IZMWKE1q9fr5KSElVVVWn16tXKzc1t9LkOh0MlJSUNHk6nszkjo5Ut+viQ\n",
              "JOk/k3rquh60obi8yC6Bmn5jvCTWigIAGmpWEM3IyFB+fr7mz5+vuXPnSpK2bt2q/fv3a8+ePYqI\n",
              "iFB6enqj286YMUO33XabxowZozFjxqh///7y9/dv9LkLFixQaGhog8euXbuaMzJa0deFJfrHlydk\n",
              "sUhPT6ANxdU9fEuCggP8tL/ArszvTpo9DgDATViMFtYTwcHBKigoUHh4eP33jh8/rv79+6u0tPSq\n",
              "27/zzjtasmSJtm3bdsnPHA6HHA5Hg+/NmzePNaUme3TFF/rnVyf0n8k9teSnw80eBx5iwT++0bIt\n",
              "R5TcO1QfPHFzk5f1AAC8T5Ma0eLiYhUWFtZ/vW7dOoWHhysoKEjFxcX131+5cqWGDRvW6GtUVFTo\n",
              "3LlzkqTTp0/rd7/7nX75y182+tzAwECFhIQ0ePj5+TVlZLSyrwrt+udXrjZ0Nm0omuDh1AR17OBq\n",
              "RTd+QysKAJAa/534Zdjtdk2dOlXl5eWyWq2KjIzUhg0bVFRUpClTpsjpdMowDCUkJCgjI6N+u1mz\n",
              "ZiktLU1paWmy2+0aO3asrFarampq9Mwzz+jOO+9s9Q+GtlG3NvSO5F5K7N7F5GngScI7u9aKLt2S\n",
              "rT9vPKgJA6NoRQHAx7X4V/Ptbc6cOVq4cKHZY/ikL4/Zdcfi7bJYpH8/e4v6RRFE0TRnyyqV+n83\n",
              "qazSqVd/NkKTBvcweyQAgIm4sxKu2Z9r29C0ob0IoWiWbp06KP2meEmuP08e9u9gAEArI4jimhwo\n",
              "sOvjb4pktUhPjWdtKJrvodQEdQ7019fHS/Svr4vMHgcAYCKCKK7Joo0HJdW1oZ1NngaerGunDppx\n",
              "UStaU0MrCgC+iiCKq9pfUKyPvzkpK9cNRSuZldpHnQP99c3xEv3r6xNmjwMAMAlBFFdVtzZ0si1a\n",
              "CZG0oWi5sI4d9ODN8ZJoRQHAlxFEcUV784u16duT8rNa9BRtKFrRrNEJ6hLor29PlOqfX9GKAoAv\n",
              "Iojiiv78sWtt6GRbtPpEdDJ5GniT0I4BenB0H0mu69PSigKA7yGI4rL2HD2nzd+dcrWh4/uZPQ68\n",
              "0MzRfdQlyF/fFZXqH1/SigKAryGI4rLq7qL042HRiqcNRRsIDQ7QzLpWdONBWlEA8DEEUTTqi7xz\n",
              "2nKQNhRt78Gb+ygkyF8Hi87r7weOmz0OAKAdEUTRqLq1oVOGRysunDYUbcfViiZIkhZtPCQnrSgA\n",
              "+AyCKC7xRd5ZbTt0Wv5WC3dRQrt4cHS8QoL8dfjkeW3YX2j2OACAdkIQxSX+9G/X2tB7RvRWTLeO\n",
              "Jk8DXxASFKCHUl2t6Iu0ogDgMwiiaODz3LPaftjVhj4xjrWhaD8zbo5XWMcAZZ8qoxUFAB9BEEUD\n",
              "dWtDp46kDUX76nJRK8paUQDwDQRR1NuVc1afHD6jAD/aUJgj/SZXK3rkVJnW7ztm9jgAgDZGEEW9\n",
              "P/27rg2NUe+utKFof50D/S9aK3pY1c4akycCALQlgigkSZ8dOaMdR2hDYb70m+LVtWOAck6X6YO9\n",
              "rBUFAG9GEIWk79vQadfHKDos2ORp4Ms6B/rr4Vv6SpIWbzpEKwoAXowgCn2afVo7c86qg59Vj4+l\n",
              "DYX5pt8Yp26dOij3zAWtoxUFAK9FEPVxhmHoz7X3lJ92fYx60YbCDXQK9Ncjt7jWitKKAoD3Ioj6\n",
              "uB3ZZ7Srrg0d19fscYB6P7sxTuGdOijvzAWtyeIMegDwRgRRH2YYhv5Ue93Qn6TEqGcobSjcR8cO\n",
              "/npkzPetaBWtKAB4HYKoD/vk8Bl9nntOHfytepwz5eGGHhgVp4jOHZR/tlxr9hSYPQ4AoJURRH3U\n",
              "xW3oT1Ni1T0kyOSJgEt17OCvR8fUnUF/WJXVtKIA4E0Ioj5q26HT+iLvnAL9rXpsLGtD4b7uvyFO\n",
              "EZ0DVXCOVhQAvE2Tg+ikSZOUnJwsm82m1NRUZWVlSZLi4+M1YMAA2Ww22Ww2rVq1qtHta2pqNGfO\n",
              "HA0aNEjJyckaN26cDh8+3LJPgSZxnSlf24beQBsK9xbcwa/+H0u0ogDgXZocRFevXq39+/dr7969\n",
              "mjNnjmbMmFH/s1WrVmnv3r3au3evpk2b1uj269ev1yeffKJ9+/Zp//79mjBhgv77v/+72R8ATbf1\n",
              "0GntOVrsakPH0IbC/d1/Q6wiuwTqWHG53vuCVhQAvEWTg2hYWFj9f9vtdlksliZtb7FY5HA4VFFR\n",
              "IcMwVFJSot69ezd1DDSTYRj1d1F6YFScomhD4QGCAvzq/9G0JJNWFAC8hX9zNpo+fboyMzMlSR9+\n",
              "+GGD7xuGoZSUFP3ud79TZGTkJdveeeedyszMVI8ePdSlSxdFR0dry5Ytjb6Pw+GQw+Fo8D2n09mc\n",
              "kVFr88FT2ptfrKAAa/1JIIAn+OkNsVq6JVvHisu1ene+HhgVZ/ZIAIAWatbJShkZGcrPz9f8+fM1\n",
              "d+5cSdLWrVu1f/9+7dmzRxEREUpPT2902927d+vLL7/UsWPHVFhYqAkTJujRRx9t9LkLFixQaGho\n",
              "g8euXbuaMzJUuza0tg392ag4RXYJNHki4NoFBfjp8bHft6KOav5RCgCerkVnzaenpyszM1NnzpxR\n",
              "bGysJCkgIECzZ8/Wtm3bGt0mIyND48ePV1hYmKxWa/1rNOb555+X3W5v8EhJSWnJyD4t87uT2ldg\n",
              "V1CAVQ/fQhsKz3NfSqx6hATpuL1Cq3ezVhQAPF2TgmhxcbEKCwvrv163bp3Cw8MVFBSk4uLi+u+v\n",
              "XLlSw4YNa/Q1EhIStGnTJlVWVkqSNmzYoCFDhjT63MDAQIWEhDR4+Pn5NWVk1Lr4nvLTb4ynDYVH\n",
              "Cgrwq78V7cu0ogDg8Zq0RtRut2vq1KkqLy+X1WpVZGSkNmzYoKKiIk2ZMkVOp1OGYSghIUEZGRn1\n",
              "282aNUtpaWlKS0vTE088oW+++UZDhw5VQECAevTooaVLl7b6B0NDm749qf0FdgUH+OnhWxLMHgdo\n",
              "tntHxujlzGwdt1do1ef5mn5jvNkjAQCayWIYhmH2EE0xZ84cLVy40OwxPIphGEp76RMdOGbXI2MS\n",
              "9PyPBpo9EtAiK3bkat4HX6l7SKC2/J9xCgrgNyUA4Im4s5IP+PibkzpwzK6OHfz0cCptKDzfvdfH\n",
              "qFdokIpKHHpn11GzxwEANBNB1MtdfBel6TfGK7wza0Ph+QL9/fT4uH6SpJc3Z6uiirWiAOCJCKJe\n",
              "7l9fF+mrwhJ16sDaUHiXe0fGKDosWCdLHVpJKwoAHokg6sUMw9Ci2jPl02+KV7dOHUyeCGg9Hfyt\n",
              "eoJWFAA8GkHUi330VZG+Pl6izoH+eoi1ofBC94zoreiwYJ0qdeitnbSiAOBpCKJeqqbm+7WhM26K\n",
              "V1faUHihDv5WPTne1Yq+sjlb5ZW0ogDgSQiiXuqjr07o2xOl6hzor1mpfcweB2gz94zord5dg3X6\n",
              "vENv7cwzexwAQBMQRL2Qqw11rQ198OZ4hXWkDYX3CvCz6qnaVnTplmxdqKw2eSIAwLUiiHqhf3x5\n",
              "Qt8VlapLoL9mjWZtKLzf3cN7K7ZbR50+X6m3PmOtKAB4CoKol6mpMbRoo2tt6IOj+yi0Y4DJEwFt\n",
              "L8Dv+7WitKIA4DkIol7mwy+P62DReXUJ8tfM0awNhe/48bBoxXbrqDNllVqxg7WiAOAJCKJexFnz\n",
              "/XVDZ47uo9Bg2lD4jovXii7bekRlDlpRAHB3BFEv8vcDx3Xo5HmFBPnrwZtpQ+F7fjwsWvHhHXW2\n",
              "rFIZtKIA4PYIol7C1Ya61obOHJ1AGwqf5O9n1VPjEyVJr27N1nlaUQBwawRRL7Fhf6GyT5W52tDR\n",
              "8WaPA5jmLlsv9YnopHMXqpSxI9fscQAAV0AQ9QLOGkOLNrrWhj6UmqCQINpQ+C5/P6uenuBaK/rq\n",
              "1iO0ogDgxgiiXuB/9xXqyKkyhXUM0Iyb480eBzDdncm9lBDRScUXqvTmp7lmjwMAuAyCqIerdtbo\n",
              "xYva0C60oUBtK1q3VvSISiuqTJ4IANAYgqiHW7+vUEdOu9rQ9JvizR4HcBt3Du2lvpGdZC+v0l8/\n",
              "yTV7HABAIwiiHuyHbWjnQH+TJwLch5/VUt+KvrbtiEpoRQHA7RBEPdi6vYXKPXNBXWlDgUbdkdxL\n",
              "/aI6q6SimlYUANwQQdRDVTtrtHiTqw19+Ja+tKFAI/ysFj1T24q+vu2I7OW0ogDgTgiiHmpt1jHl\n",
              "nbmgbp06aPqNcWaPA7it25N6KrG2FX3jkxyzxwEAXIQg6oGqnDVavOmwJOmRWxLUiTYUuCw/q0XP\n",
              "THS1osu359CKAoAbIYh6oLV7juno2QsK79RBP6MNBa7q9iE9NaB7F5VWVGv5dlpRAHAXBFEPU+Ws\n",
              "0eJM19rQR8YkqGMH2lDgaqwXtaJvbM+R/QKtKAC4gyYH0UmTJik5OVk2m02pqanKysqSJMXHx2vA\n",
              "gAGy2Wyy2WxatWpVo9u/8cYb9c+x2WyKiIjQ3Xff3bJP4UPe/6JA+WfLFdG5gx4YRRsKXKvbBvfQ\n",
              "dT26qNRRreXbj5g9DgBAUpPrtNWrVyssLEyStHbtWs2YMUP79u2TJK1atUo2m+2K2z/44IN68MEH\n",
              "678eMmSI7r///qaO4ZMqq2v0UqZrbeijY/rShgJNYLVaNHtioh792x795ZNc/Xx0H4V17GD2WADg\n",
              "05rciNaFUEmy2+2yWCzNfvOdO3fq5MmTSktLa/Zr+JL39xSo4Fy5IjoH6v4baEOBppo0yNWKnndU\n",
              "6/VtrBUFALM1a43o9OnTFRMTo3nz5mnFihUNvp+UlKSZM2fq1KlTV32d5cuX62c/+5kCAhq/P7rD\n",
              "4VBJSUmDh9PpbM7IHq+yukYv1Z4p/9jYvgru4GfyRIDncbWi/SVJb3ySo3NllSZPBAC+rVlBNCMj\n",
              "Q/n5+Zo/f77mzp0rSdq6dav279+vPXv2KCIiQunp6Vd8jbKyMr3zzjuaOXPmZZ+zYMEChYaGNnjs\n",
              "2rWrOSN7vHe/yNex4nJFdgnU/TfEmj0O4LH+Y3B3DeoZorJKp17bxlpRADBTi86aT09PV2Zmps6c\n",
              "OaPYWFc4CggI0OzZs7Vt27Yrbvvuu+9q8ODBGjRo0GWf8/zzz8tutzd4pKSktGRkj+SodmpJXRs6\n",
              "pq+CAmhDgeayWFxrRSXpzU9zdZZWFABM06QgWlxcrMLCwvqv161bp/DwcAUFBam4uLj++ytXrtSw\n",
              "YcOu+FrLly+/YhsqSYGBgQoJCWnw8PPzvRC2eneBCu0ViuoSqJ/ShgItduug7hoSTSsKAGZr0mnX\n",
              "drtdU6dOVXl5uaxWqyIjI7VhwwYVFRVpypQpcjqdMgxDCQkJysjIqN9u1qxZSktLqz8p6bvvvtPe\n",
              "vXv14Ycftu6n8UKOaqderj1T/vGxtKFAa7BYLJo9ob9mZezWm5/matboPgrvHGj2WADgc5oUROPi\n",
              "4i67RrPueqKNef311xt8PWDAAJWWljblrX3W6s/zddxeoR4hQbovhTYUaC0TBkYpKTpUB47Z9eq2\n",
              "I3r+RwPNHgkAfA53VnJjFVVOLcnMliQ9Po42FGhNF68Vzfg0T6fPO0yeCAB8D0HUja36PF8nSlxt\n",
              "6LTrY8weB/A646+L0tDeoSqvcurVrawVBYD2RhB1UxVVTr282bU29IlxfRXoTxsKtDZXK+q6rmjG\n",
              "jlydKqUVBYD2RBB1Uyt3HVVRiUO9QoN0L20o0GbGDoiULSZMFVU1enVrttnjAIBPIYi6oYoqp17Z\n",
              "XLc2tB9tKNCGLl4ruuKzPJ0srTB5IgDwHQRRN/T2zqM6WepQdFiw7h1JGwq0tTH9v29Fl21hrSgA\n",
              "tBeCqJupqHLqlS2uNvSJcf3UwZ//iYC2ZrFY9OytrrWif/ssTydLaEUBoD2QctzM3z7L06naNvSe\n",
              "Eb3NHgfwGbckRmh4bJgc1TX1/xgEALQtgqgbKa90amntrwWfHE8bCrSni1vRt3YeVRGtKAC0OZKO\n",
              "G/nbZ66LavfuShsKmGF0vwiNjOuqyuqa+hMGAQBthyDqJi5UVmtZ7aVjnhrfTwF+/E8DtLeLW9G3\n",
              "dx3VCTutKAC0JdKOm3C1oZWK7dZRdw+nDQXMclPfcF0fX9eKHjZ7HADwagRRN3Chsrr+kjFP0oYC\n",
              "prJYLHq29m5LK3fl67i93OSJAMB7kXjcQMaOPJ0pc7WhPx4WbfY4gM+7sW+4Uvp0U6WzRi9nslYU\n",
              "ANoKQdRkZY5qvbrV1YayNhRwDxe3oqs+z1dhMa0oALQFUo/J3tyRq7NllYoPpw0F3MmNfcM1KqG2\n",
              "FWWtKAC0CYKoic47qvVafRuaKH/aUMCtzL6oFT1GKwoArY7kY6I3P83VuQtV6hPRSXfZepk9DoAf\n",
              "GJUQrhsTwlXlNLQkk1YUAFobQdQkpRVVem2bqw19ekI/2lDATdVdV/Td3fkqOHfB5GkAwLuQfkzy\n",
              "5qe5Kr5QpYSITrozmTYUcFcpfbrp5n60ogDQFgiiJiipqNJr23IkSU9PYG0o4O7qzqB/d3eB8s/S\n",
              "igJAayEBmeCvn+TKXl6lvpGddOdQ2lDA3Y2M76bUxAhV19CKAkBrIoi2s5KKKr1evzY0UX5Wi8kT\n",
              "AbgWsycmSpLe+4JWFABaC0G0nb2xPVclFdXqF9VZd7A2FPAYI+K+b0UXbzpk9jgA4BUIou3IXl6l\n",
              "17e72tBnaEMBj1N3Bv37e44p70yZydMAgOcjiLajv2zPUWlFtRKjOuv2pJ5mjwOgiYbHdtWY/pFy\n",
              "1hhavIm1ogDQUk0OopMmTVJycrJsNptSU1OVlZUlSYqPj9eAAQNks9lks9m0atWqy77GgQMHNHbs\n",
              "WA0cOFADBw7UmjVrmv8JPIT9QpX+st11pvwzE2lDAU9V14quzTqm3NO0ogDQEv5N3WD16tUKCwuT\n",
              "JK1du1YzZszQvn37JEmrVq2SzWa74vYXLlzQXXfdpYyMDI0ePVpOp1Nnz55t8uCeZvn2Iyp1VGtA\n",
              "9y66fQhtKOCpbDFhGjcgUpnfndLiTYf1x3uHmj0SAHisJjeidSFUkux2uyyWpjV7b7/9tkaNGqXR\n",
              "o0dLkvz8/BQZGdnUMTxK8YVKvfFJriRXG2qlDQU8Wt096NdmFSiHVhQAmq1Za0SnT5+umJgYzZs3\n",
              "TytWrGjw/aSkJM2cOVOnTp1qdNuvv/5agYGBuuOOO2Sz2TR9+vTLPtfhcKikpKTBw+l0NmdkUy3f\n",
              "nqNSR7Wu69FFtw3uYfY4AFpoaEyYxl8XpRpDWryRM+gBoLmaFUQzMjKUn5+v+fPna+7cuZKkrVu3\n",
              "av/+/dqzZ48iIiKUnp7e6LbV1dX6+OOPtWzZMmVlZSk6OlqPPfZYo89dsGCBQkNDGzx27drVnJFN\n",
              "c3EbOps2FPAaddcVXbf3mLJPnTd5GgDwTC06az49PV2ZmZk6c+aMYmNjJUkBAQGaPXu2tm3b1ug2\n",
              "sbGxGjdunKKjo2WxWPTAAw/os88+a/S5zz//vOx2e4NHSkpKS0Zud69tO6LztW3opEG0oYC3SO4d\n",
              "pokDaUUBoCWaFESLi4tVWFhY//W6desUHh6uoKAgFRcX139/5cqVGjZsWKOvce+99+rzzz9XSUmJ\n",
              "JOnDDz/U0KGNL/YPDAxUSEhIg4efn19TRjbV2bJK/bW+De1PGwp4mbq1ouv3FerwSVpRAGiqJp01\n",
              "b7fbNXXqVJWXl8tqtSoyMlIbNmxQUVGRpkyZIqfTKcMwlJCQoIyMjPrtZs2apbS0NKWlpSk2Nlb/\n",
              "/d//rZtuuklWq1XR0dF69dVXW/2DuYPXth1RWaVTg3qG6D8Gdzd7HACtbEh0qG4d1F3//rpIizcd\n",
              "0qL7Gv8HOACgcRbDMAyzh2iKOXPmaOHChWaPcVVnyyo1+v9u0oVKp1792QhN4iQlwCt9ecyuOxZv\n",
              "l8Ui/fvZW9QvqovZIwGAx+DOSm3k1a1HdKHSqSHRIbp1EG0o4K2GRIdq0qDuMgxp0UbutgQATUEQ\n",
              "bQNnzjuUsSNXkjR7Qv8mX2sVgGepWyu6YX+hDhaVmjwNAHgOgmgbqGtDk6JDNWFglNnjAGhjg3qF\n",
              "6LbBPWpbUc6gB4BrRRBtZafPO5SxI0+S6zqDtKGAb3im9rqiHx44ru9O0IoCwLUgiLayZVuyVV7l\n",
              "1NDeoRp/HW0o4CsG9gzR7UmuVvRFWlEAuCYE0VZ0qtShFZ/VtaGsDQV8zTMTXGtF/37guL49UWLy\n",
              "NADg/giirWjZlmxVVNXIFhOmsQMizR4HQDsb0KOL/jOppyRp0ce0ogBwNQTRVnKytEJ/28naUMDX\n",
              "PTMxURaL9I8vT+jrQlpRALgSgmgrWbr5SH0bOqY/bSjgq/p3v6gV3XjQ5GkAwL0RRFvByZIKvVXb\n",
              "hj57K2tDAV/3zARXK/rRV0X6qtBu9jgA4LYIoq3g5c3ZclTXaHhsmG5JjDB7HAAmS+zeRXcm95LE\n",
              "WlEAuBKCaAsVlVTo7V1HJdGGAvje07Wt6L++LtKXx2hFAaAxBNEWemVztiqrazQyrqtG96MNBeDS\n",
              "L6qz0oa6WtE/04oCQKMIoi1wwk4bCuDynp6QKKtF+vibIh0ooBUFgB8iiLbAy5sPq7K6RtfHd9VN\n",
              "fcPNHgeAm+kb2Vl32aIlSX/+mDPoAeCHCKLNVFhcrnd25UuSnuUuSgAu46nx/WS1SBu/Pan9BcVm\n",
              "jwMAboUg2kwvbz6sSmeNUvp00420oQAuIyGysyYPq2tFWSsKABcjiDZDYXG5Vn1OGwrg2jw9PlF+\n",
              "Vos2fXtSe/OLzR4HANwGQbQZlmQeVpXT0KgE2lAAVxcf0UmTWSsKAJcgiDZRwbkLWr3b1YbOntjf\n",
              "5GkAeIqnJ/STn9Wizd+d0p6j58weBwDcAkG0iZZkZqvKaejGhHCNSqANBXBt4sI76W7WigJAAwTR\n",
              "Jsg/e0Hv1rahz95KGwqgaZ4anyh/q0VbD57SF3m0ogBAEG2CJZmHVV1j6OZ+4Urp083scQB4mNjw\n",
              "jpoyvLck1ooCgEQQvWb5Zy/ovS8KJLnOlAeA5nhyfD/5Wy3adui0vsg7a/Y4AGAqgug1emmTqw1N\n",
              "TYzQyHjaUADNE9Oto+4Z4WpF//Rv1ooC8G0E0Wtw9MwFvbfH1YbOnpho8jQAPN0T41yt6PbDp/V5\n",
              "Lq0oAN/V5CA6adIkJScny2azKTU1VVlZWZKk+Ph4DRgwQDabTTabTatWrWp0+82bNys4OLj+eTab\n",
              "TeXl5S37FG1s8aZDcta2oSPiaEMBtExMt46aOjJGkvSnf7NWFIDv8m/qBqtXr1ZYWJgkae3atZox\n",
              "Y4b27dsnSVq1apVsNttVX2PAgAHau3dvU9/aFLmny7Qm65gkzpQH0HqeHN9P732Rr0+zz2jnkTO6\n",
              "gcvBAfBBTW5E60KoJNntdq+/veXiTYflrDE0pn+khsd2NXscAF4iOixY99a2olxXFICvanIjKknT\n",
              "p09XZmamJOnDDz9s8H3DMJSSkqLf/e53ioyMbHT77OxsDR8+XH5+fnrwwQf1+OOPN/o8h8Mhh8PR\n",
              "4HtOp7M5IzdL7ukyrdtLGwqgbTwxrp9W787XjiNnNHnJJ/K3evc/7AGYa86t/XVTvwizx2igWUE0\n",
              "IyNDkvTmm29q7ty5+vDDD7V161bFxsaqqqpKv/71r5Went4gpNYZPny4CgoKFBoaqoKCAt1+++2K\n",
              "iIjQvffee8lzFyxYoP/5n/9p8L1Ro0Y1Z+RmeXvXUTlrDI0bEClbTFi7vS8A39ArLFj33xCnv36a\n",
              "q735xWaPA8DLnbtQZfYIl7AYhmG05AWCg4NVUFCg8PDv1zcdP35c/fv3V2lp6VW3X7BggQoLC7V4\n",
              "8eJLftZYIzpv3jwtWrSoJSNfs2pnjdbvK1T/7l00JDq0Xd4TgG9xVDv16eEzclS33297APimoTFh\n",
              "6hkabPYYDTSpES0uLtaFCxfUq1cvSdK6desUHh6uoKAgFRcX168fXblypYYNG9boaxw/flzdu3eX\n",
              "1WpVaWmpNmzYoJkzZzb63MDAQAUGBjb4np+fX1NGbhF/P6vurr0LCgC0hUB/P427LsrsMQDAFE0K\n",
              "ona7XVOnTlV5ebmsVqsiIyO1YcMGFRUVacqUKXI6nTIMQwkJCfW/vpekWbNmKS0tTWlpaXr//ff1\n",
              "yiuvyN/fX9XV1Zo6daoefPDBVv9gAAAAcG8t/tV8e5szZ44WLlxo9hgAAABoIe6sBAAAAFMQRAEA\n",
              "AGAKgigAAABMQRAFAACAKQiiAAAAMAVBFAAAAKYgiAIAAMAUBFEAAACYgiAKAAAAU3jcnZXuvvtu\n",
              "xcfHt9v7OZ1O7dq1SykpKe16n3t3x365PPZN49gvjWO/XB77pnHsl8tj3zTOjP0SFxenZ5555qrP\n",
              "87gg2t5KSkoUGhoqu92ukJAQs8dxG+yXy2PfNI790jj2y+WxbxrHfrk89k3j3Hm/8Kt5AAAAmIIg\n",
              "CgAAAFMQRAEAAGAKguhVBAYG6je/+Y0CAwPNHsWtsF8uj33TOPZL49gvl8e+aRz75fLYN41z5/3C\n",
              "yUoAAAAwBY0oAAAATEEQBQAAgCkIogAAADAFQVTS008/rfj4eFksFu3du/eyz1u+fLkSExPVt29f\n",
              "PfTQQ6qqqmq/IU1wLftl8+bNCg4Ols1mq3+Ul5e376AmqKio0OTJk9W/f38NHTpUt956qw4fPtzo\n",
              "czds2KDrrrtOiYmJuvvuu1VSUtLO07afa90vubm58vPza/DnJjs724SJ28+kSZOUnJwsm82m1NRU\n",
              "ZWVlNfo8XzvOSNe2b3z1WCNJb7zxhiwWi9atW9foz33pGPNDV9o3vniciY+P14ABA+o/76pVqxp9\n",
              "nlsdZwwYW7ZsMfLz8424uDgjKyur0eccOXLE6Nmzp3H8+HGjpqbGuPPOO42XXnqpfQdtZ9eyXzIz\n",
              "M42hQ4e261zuoLy83Pj73/9u1NTUGIZhGIsXLzbGjBlzyfNKS0uNqKgo45tvvjEMwzCeeOIJ4xe/\n",
              "+EV7jtqurnW/5OTkGKGhoe07nMnOnTtX/99r1qwxkpOTL3mOLx5nDOPa9o2vHmtycnKMG2+80Rg1\n",
              "apSxdu3aS37ua8eYi11t3/jiceZKf1/XcbfjDI2opFtuuUW9e/e+4nPee+89paWlqUePHrJYLHr0\n",
              "0Ue1cuXKdprQHNeyX3xVUFCQbr/9dlksFknSqFGjlJube8nz/vGPf2jYsGG67rrrJEmPP/64V/+5\n",
              "udb94ovCwsLq/9tut9fvo4v54nFGurZ944tqamo0a9YsLV68+LKX3fG1Y0yda9k3aJy7HWf8TXtn\n",
              "D3P06FHFxcXVfx0fH6+jR4+aOJH7yM7O1vDhw+Xn56cHH3xQjz/+uNkjtbtFixbprrvuuuT7jf25\n",
              "OX78uKqrq+Xv7/3/97vcfpGksrIyXX/99XI6nZo8ebJ+9atfyc/Pr50nbF/Tp09XZmamJOnDDz+8\n",
              "5Oe+fJy52r6RfO9Ys3DhQt18880aMWLEZZ/jq8eYa9k3ku8eZwzDUEpKin73u98pMjKywc/d7Tjj\n",
              "vX9K0S6GDx+ugoIChYaGqqCgQLfffrsiIiJ07733mj1au3nhhRd0+PBhbdy40exR3MqV9kvPnj11\n",
              "7NgxRUVF6ezZs5o2bZr++Mc/6pe//KUJk7afjIwMSdKbb76puXPnXjZw+aKr7RtfO9Z8+eWXev/9\n",
              "97V161azR3E717pvfPE4s3XrVsXGxqqqqkq//vWvlZ6e7vbHGX41f41iY2OVl5dX/3Vubq5iY2NN\n",
              "nMg9hISEKDQ0VJLUu3dv/eQnP9G2bdtMnqr9/OEPf9CaNWv0j3/8Qx07drzk5439uenZs6dXNxXS\n",
              "1fdLYGCgoqKiJEndunXTz3/+c5/6c5Oenq7MzEydOXOmwfc5zlx+3/jasWbbtm3Kzc1VYmKi4uPj\n",
              "9dlnn+nhhx/WK6+80uB5vniMudZ944vHmbrjRUBAgGbPnt3o53W744xpq1Pd0JUW+WZnZ1+yuHfx\n",
              "4sXtO6BJrrRfCgsLDafTaRiGYZSUlBg33XSTsXz58naczjx//OMfjeHDhxtnz5697HNKSkqMyMjI\n",
              "BicS/Nd//Vd7jWiKa9kvRUVFRmVlpWEYhlFRUWHcc889xrx589prxHZ37tw549ixY/Vfr1271oiO\n",
              "jq4/qauOLx5nrnXf+PKxxjAMY8yYMY2ekOOLx5gfuty+8bXjzPnz5xuc+PfHP/7RSE1NveR57nac\n",
              "IYgahvHwww8b0dHRhp+fnxEVFWX07dvXMAzDmDlzpvHBBx/UP+/VV181EhISjISEBOPnP/95/R9w\n",
              "b3Ut+2Xx4sXGoEGDjOTkZGPQoEHGb37zm0v+AvFG+fn5hiQjISHBGDp0qDF06FAjJSXFMAzDmDdv\n",
              "nvHKK6/UP/eDDz4wBgwYYPTt29e46667jOLiYrPGbnPXul/ef/99Y/DgwfV/bp588kmjoqLCzNHb\n",
              "VG5urnH99dcbQ4YMMZKTk40JEybU/+PO148z17pvfPVYU+fisOXLx5jGXG7f+NpxJjs727DZbEZS\n",
              "UpIxZMgQIy0tzcjJyTEMw72PM9xrHgAAAKZgjSgAAABMQRAFAACAKQiiAAAAMAVBFAAAAKYgiAIA\n",
              "AMAUBFEAAACYgiAKAAAAUxBEAQAAYAqCKAAAAExBEAUAAIApCKIAAAAwxf8P935NjcTeECcAAAAA\n",
              "SUVORK5CYII=\n",
              "\">\n",
              "      </div>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-01746843-7eff-443f-b890-36c53458b3b8\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-01746843-7eff-443f-b890-36c53458b3b8\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "from matplotlib import pyplot as plt\n",
              "_df_12['C4/mb'].plot(kind='line', figsize=(8, 4), title='C4/mb')\n",
              "plt.gca().spines[['top', 'right']].set_visible(False)"
            ],
            "text/html": [
              "      <div class=\"colab-quickchart-chart-with-code\" id=\"chart-b3c2e9be-571d-4cbb-bc9c-291ea6d727f1\">\n",
              "        <img style=\"width: 180px;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAArAAAAFuCAYAAAB5mCt0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\n",
              "bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\n",
              "AAAPYQGoP6dpAABOKElEQVR4nO3de1xUBf4//tcwMKBcBgERvADCgMQdUUAUFczs01rZbc2wXLWy\n",
              "tfK2n9aPj89H1vK7H/38XE2w1Noou+y2bGRpNzIVkcJAQUEqU1DuFxEQkPsM5/fHwAQKyChw5vJ6\n",
              "Ph7zeADnMu9zHnh885r3nJEIgiCAiIiIiEhPmIhdABERERGRNtjAEhEREZFeYQNLRERERHqFDSwR\n",
              "ERER6RU2sERERESkV9jAEhEREZFeYQNLRERERHqFDSwRERER6RU2sERERESkV9jAEhEREZFeYQNL\n",
              "RGSEDhw4gIkTJ4pdBhHRHWEDS0Q0ws6fP48nn3wSzs7OsLKygpubG5YsWYLs7Oxe6x06dAgSiQRL\n",
              "ly69ZR+NjY2wtLREZWXlSJVNRKQz2MASEY2gEydOIDQ0FOPGjcOpU6fQ2NiIc+fOYf78+fjkk080\n",
              "6127dg3r1q3DzJkz+9zPV199halTp8LJyWmkSici0hlsYImIRtCqVavw+OOPIy4uDm5ubpBIJLC1\n",
              "tcWKFSuwbdu2XuutXbsWCoWiz/18+umnePTRRwEAW7ZswaxZsxAbGwtnZ2fY2Njgz3/+M+rq6rB4\n",
              "8WLI5XK4ubnh0KFDt+wnLi4OEydOhL29PVasWIEbN24Mz4ETEQ0hNrBERCPk0qVLuHjxIp555pkB\n",
              "1/voo49w9epVrFmzps/lLS0tSE5O1jSwAJCRkQF7e3sUFxfj2LFjeP311zF//ny89NJLqKurw5o1\n",
              "a7B8+XI0NzdrtqmsrMS5c+fw66+/Ijc3F+fPn8f69euH5mCJiIYRG1giohFy9epVABjwzVNlZWXY\n",
              "uHEj3n33XZiY9H2J/vbbb+Ht7Q1XV1fNz1xcXLB27VqYmZlh+vTp8PPzQ0hICCIjI2FiYoJly5ah\n",
              "rq4Oly5d0mwjCAJ2794NS0tLTJgwAa+99href/99qFSqITpiIqLhwQaWiGiEODo6AgBKS0v7XWfl\n",
              "ypX405/+BE9Pz37X6Tk+0M3Z2bnX95aWlr1+ZmlpCUD95q9uY8aMgVwu13w/efJkdHR0oKqqahBH\n",
              "Q0QkHjawREQjxNPTE15eXvjwww/7Xefbb7/FX//6Vzg4OMDBwQH/+te/kJSUBAcHB7S1taGjowNf\n",
              "fvklHnvssbuup66uDvX19ZrvCwsLYWZmhnHjxt31vomIhpOp2AUQERmTt956C//xH/8BBwcHrF27\n",
              "Fi4uLmhsbMTnn3+OX3/9FSUlJb3W37BhA5RKJeLj42Fubo7k5GRMnDgRXl5ed12LRCLBn/70J8TF\n",
              "xaG+vh5/+ctf8PTTT0Mqld71vomIhhMbWCKiETR37lxkZGTgr3/9K0JDQ9HU1AQHBwdERETglVde\n",
              "uWU+dvTo0VAqlZqf9zU+cKecnJzg7+8PLy8vtLS04KGHHsLu3buHZN9ERMNJIgiCIHYRRER0eyqV\n",
              "Cs7Ozjh69CgCAgLELoeISDScgSUi0hO1tbXYsGEDm1ciMnpMYImIiIhIrzCBJSIiIiK9wgaWiIiI\n",
              "iPQKG1giIiIi0itsYImIiIhIrxhVAxsXFyd2CURERER0l4yqgS0qKhK7BCIiIiK6S0bVwBIRERGR\n",
              "/tO6gU1OTsa0adMQEBCA8PBw5OTkAAAEQcCWLVvg5eUFf39/REVFabYJCwtDUFAQgoKC4OfnB4lE\n",
              "gtzc3Fv2ff78ec16QUFBcHNzg52dnWa5m5sbpkyZolmemJh4J8dMRERERHrMVJuV6+rqEBMTg5Mn\n",
              "T8LX1xdpaWmIiYlBXl4e4uPjkZubi7y8PMhkMlRWVmq2y8jI0HydlJSEV199tc9PkvH398e5c+c0\n",
              "37/00kuQSCS91klMTERQUJA2ZRMRERGRAdGqgS0oKIC9vT18fX0BAJGRkSguLkZ2djZ27NiB48eP\n",
              "QyaTAQCcnJz63EdCQgJWrlx52+dqbW3FP/7xD6SkpGhTIhEREREZOK1GCDw9PVFTU4P09HQAwOHD\n",
              "h9HY2Ii8vDxUVVXh0KFDCAsLQ1hYWJ8v75eUlCA1NRVLly697XMdPHgQ7u7ut6StzzzzDPz9/bFy\n",
              "5UpUV1f3u31bWxsaGhp6PVQqlTaHS0REREQ6SKsGVi6XIykpCZs2bUJISAiOHDkCHx8fAIBSqURL\n",
              "SwsyMjKQmJiI9evXa+Zjux04cAALFy6Eg4PDbZ+rr6T25MmTyM3NRXZ2NhwcHLBs2bJ+t9+2bRvk\n",
              "cnmvR2ZmpjaHS0REREQ6SCIIgnCnG7e1tcHJyQmnT59GcHAwcnJy4O7uDgB44oknsGDBAjz77LMA\n",
              "1G/y8vDwwL59+7BgwYIB93vlyhX4+fmhrKwMtra2fa5TUVEBLy8vNDY29ltbW1tbr59t3ryZ94Il\n",
              "IiIi0nNa34WgoqJC8/XWrVsRHR0NhUKBJUuWIDk5GQBQW1uLzMzMXm/UOn78OJRKJebPn3/b53j3\n",
              "3XfxyCOP9Gpem5qacP36dc33H3/8MYKDg/vdh7m5OWxsbHo9pFKpFkdKRERERLpIqzdxAUBsbCzS\n",
              "0tKgVCoxY8YMJCQkAFC/ZL98+XLs3bsXALBx40aEhoZqtktISMDy5cthYtK7Z96/fz/Ky8vx2muv\n",
              "AQA6Oztx4MABfPDBB73Wq6qqwmOPPQaVSgVBEODu7n7LOkRERERk+O5qhEDfbNiwAbt27RK7DCIi\n",
              "IiK6C/wkLiIiIiLSK2xgiYj00PXmdqz911l8c77i9isTERkYrWdgiYhIfPHH8nHoXDmOX7iKCIUD\n",
              "5KPMxC6JiGjEMIElItIzVxta8Y+MIgBAY6sSCd9fEbkiIqKRxQaWiEjP7D1RgDZlJ+ws1R/d/d73\n",
              "V1Df3CFyVUREI4cNLBGRHqlqaMU/M4sBAHFPBsHbyRqNbUokfH9Z5MqIiEYOG1giIj2y70QB2pWd\n",
              "mO42BrMUDlh3rycA4N0fCnG9uV3k6oiIRgYbWCIiPVFZ/1v6uv5eL0gkEtzn4wRvJ2vcaFPinTTO\n",
              "whKRcWADS0SkJ/aeyEe7shOhbnaY4WEPADAxkWDdvV4AgPd+uIK6JqawRGT42MASEemB8ust+Fdm\n",
              "CQBg3XxPSCQSzbIFvuPg42yDpnYV/p7GWVgiMnxsYImI9MDeE/loV3UibLIdIjwcei2TSCSaWdj3\n",
              "0wtRyxSWiAwcG1giIh1Xfr0FiafV6ev6+V59rjPfZxz8JjCFJSLjwAaWiEjHvZmSjw6VgBnu9gh3\n",
              "t+9zHYlEgnXz1M3t++mFqLnRNpIlEhGNKDawREQ6rLSuGf8+0zX72jUm0J959zjCf4Icze0qvM0U\n",
              "logMGBtYIiId9mZKATpUAiI87BHWT/rarecs7AfpRbjGFJaIDBQbWCIiHVVS24xPzgw8+3qzaG9H\n",
              "BE6Uo6VDhbdPMoUlIsPEBpaISEe9mZIPZaeAWQoHTHezG9Q26hRW3ex+cKoQ1Y1MYYnI8LCBJSLS\n",
              "QSW1zUjKKgUArJ8/8OzrzeZOGYugSbZo7ejE2ycLhqM8IiJRsYElItJBbxxXp6+Rng4IcR1c+tqt\n",
              "5yzshz8W4Wpj63CUSEQkGjawREQ6primGUnZ6vS1exxAW3O8fkth30rlLCwRGRY2sEREOmbP8UtQ\n",
              "dQqY7TUWIa5j7mgfEolE88avj34swtUGprBEZDjYwBIR6ZDCa004eLYMALD+Nvd9vZ3Zng6Y6mKL\n",
              "NmUn9qVyFpaIDAcbWCIiHbLneD5UnQLmThmLYJc7S1+79Uxh/5FRjCqmsERkINjAEhHpiMJrTfj8\n",
              "nDp9vdPZ15vNUjhgmusYtCs7se8EU1giMgxsYImIdER81+xrtLcjgibZDsk+e6aw/8wsRmU9U1gi\n",
              "0n9sYImIdMDl6hv4vGv2de28u5t9vVmEhz2mu3WnsPlDum8iIjFo3cAmJydj2rRpCAgIQHh4OHJy\n",
              "cgAAgiBgy5Yt8PLygr+/P6KiojTbhIWFISgoCEFBQfDz84NEIkFubm6f+5dIJPD399esn5aWplmW\n",
              "kZGBwMBAeHl5ITo6GmVlZdqWT0Skk/Ycz0enAMzzdkTgEKWv3SQSCdZ3jSR8nFmCivqWId0/EdFI\n",
              "M9Vm5bq6OsTExODkyZPw9fVFWloaYmJikJeXh/j4eOTm5iIvLw8ymQyVlZWa7TIyMjRfJyUl4dVX\n",
              "X0VAQEC/z5OWlgZbW9teP+vs7ERMTAz+/ve/IyoqCn/729+wbt06fPLJJ9ocAhGRzimovoFDQzz7\n",
              "erMZHvYInWyHzCu12JtSgK2L/IbleYiIRoJWCWxBQQHs7e3h6+sLAIiMjERxcTGys7OxY8cObN++\n",
              "HTKZDADg5OTU5z4SEhKwcuVKrQvNysqCqampJtldtWoVvvjiC7S2cp6LiPRb/LFL6BSAe+8ZB/+J\n",
              "8mF5jp4pbOLpEpRfZwpLRPpLqwbW09MTNTU1SE9PBwAcPnwYjY2NyMvLQ1VVFQ4dOoSwsDCEhYUh\n",
              "MTHxlu1LSkqQmpqKpUuXDvg88+bNQ2BgIDZs2ICmpiYAQHFxMVxdXTXrWFtbw8bGBuXl5X3uo62t\n",
              "DQ0NDb0eKpVKm8MlIhp2+Vdv4HCO+jq27i7v+3o7MzzsEe5uh3ZVJ/ZyFpaI9JhWDaxcLkdSUhI2\n",
              "bdqEkJAQHDlyBD4+PgAApVKJlpYWZGRkIDExEevXr9fMx3Y7cOAAFi5cCAcHh36fo6ioCFlZWUhP\n",
              "T0d1dTVeeeWVOzgsYNu2bZDL5b0emZmZd7QvIqLhEn/sEgQBuM9nHPwmDE/62tO6HilsGVNYItJT\n",
              "Wr+JKyoqCqmpqcjKysLOnTtRXl6OiIgIWFlZaZJVNzc3zJw5E6dPn9ZsJwgC3nvvvduOD7i4uAAA\n",
              "LC0tsXr1as2buFxcXFBUVKRZr7GxEfX19Rg/fnyf+9m0aRPq6+t7PUJDQ7U9XCKiYXOpqhFf5KrT\n",
              "17XDnL52C3e3xwx3e3SoBLyZwhSWiPST1g1sRUWF5uutW7ciOjoaCoUCS5YsQXJyMgCgtrYWmZmZ\n",
              "vd6odfz4cSiVSsyfP7/ffdfV1aG5uRmA+k1biYmJCA4OBgCEhISgo6MDKSkpAIC33noLDz74ICws\n",
              "LPrcl7m5OWxsbHo9pFKptodLRDRs4rrS1wW+4+A7fvjT127d94X95EwJSuuaR+x5iYiGitYNbGxs\n",
              "LLy9vaFQKFBUVISEhAQA6pfsk5OT4efnh9mzZ2Pjxo29Es+EhAQsX74cJia9n3L//v2IjY0FAFy4\n",
              "cAHh4eEIDAyEv78/ampqsHv3bnWhJib46KOPsHbtWnh5eeHLL7/E66+/fqfHTUQkqotVjfjqvDoQ\n",
              "GK47D/QndLIdZiqYwhKR/pIIgiCIXcRI2bBhA3bt2iV2GUREePEf2fjqfAX+w88J+5aGjPjznyms\n",
              "xeP7T8HURIKU/5yLSXajR7wGIqI7xU/iIiIaYb9W/pa+jtTs682mudkh0tMByk6msESkf9jAEhGN\n",
              "sLhjFwEAv/N3hreTjWh1dN+2KymrFCW1nIUlIv3BBpaIaAT9UtGAr89XQiIB1swTJ33tFuL6Wwq7\n",
              "5/glUWshItIGG1giohEUd1TdKD7g74wpTtYiV/PbHQk+zS5DUU2TyNUQEQ0OG1giohHyU3k9kn9S\n",
              "p6/rRE5fu011GYM5XmOh6hSw5zhnYYlIP7CBJSIaId3p68KA8fAcJ3762q07hf3sbBkKrzGFJSLd\n",
              "xwaWiGgE5JXV48jPVZBIgLXzFGKX00vQJFtETWEKS0T6gw0sEdEIiDumTl8fChwPhaPupK/d1t7b\n",
              "ncKW4gpTWCLScWxgiYiGWV5ZPb77uQomEuDlaN2Yfb1Z0CRbRHs7olMA9hzjHQmISLexgSUiGma7\n",
              "j6rv+6pOX61ErqZ/3feF/fxcGQqqb4hcDRFR/9jAEhENo9zS6zj6y1WY6MB9X28nYKIt7r2HKSwR\n",
              "6T42sEREw2h3150HFgVNgPtY3U1fu63rmoU9nFOO/KtMYYlIN7GBJSIaJjkl13H8wlVITSR4WcfT\n",
              "125+E+SY7zNOncLy07mISEexgSUiGibds6+LgiZgsoOlyNUM3tquZludwjaKXA0R0a3YwBIRDYOz\n",
              "xXVI+bVanb5G69Z9X2/Hb4Ic9/mMgyAAccd4X1gi0j1sYImIhkH37OsjwRPgpkfpa7fuWdgvc8tx\n",
              "sYopLBHpFjawRERDLKuoDqkX9TN97eYz3gb3+zp1pbCchSUi3cIGlohoiHXPvj42dQJc7fUvfe22\n",
              "tuu+sF+fr8CvlUxhiUh3sIElIhpCWUW1SLt0DaYmEp391K3BusfZBg/4q1PYeKawRKRD2MASEQ2h\n",
              "7tnXx0MmYpLdaJGruXvdH77w1fkKXKhsELkaIiI1NrBEREPkTOFv6euLUfo5+3ozbycb/M7fGQAQ\n",
              "d5QpLBHpBjawRERD5PWu2dcnphlG+tpt7b2ekEiAb/Iq8XM5U1giEh8bWCKiIZB5pRY/5NfATGo4\n",
              "6Ws3r3HWv6Wwxy6KXA0RERtYIqIh8fp33enrJEwcYzjpa7e189Qp7Lc/VeGn8nqxyyEiI8cGlojo\n",
              "Lv14uQanLhtm+trNc5w1HgwYD4CzsEQkPjawRER3qfu+r4unT8IE21EiVzN81sxTQCIBjvxchbwy\n",
              "prBEJB6tG9jk5GRMmzYNAQEBCA8PR05ODgBAEARs2bIFXl5e8Pf3R1RUlGabsLAwBAUFISgoCH5+\n",
              "fpBIJMjNzb1l3+Xl5ViwYAGmTJmCgIAAPPbYY6iurtYsd3Nzw5QpUzT7SkxMvJNjJiIaMqcKavDj\n",
              "5VrIpCZYPdcw09duCkdrPBSoTmF3M4UlIhGZarNyXV0dYmJicPLkSfj6+iItLQ0xMTHIy8tDfHw8\n",
              "cnNzkZeXB5lMhsrKSs12GRkZmq+TkpLw6quvIiAg4Jb9S6VSbN68GbNmzQIAvPLKK3jllVdw4MAB\n",
              "zTqJiYkICgrS8jCJiIaeIAiaOw8snj4J4w04fe22Zp4nvsgpx9FfqnC+tB7+E+Vil0RERkirBLag\n",
              "oAD29vbw9fUFAERGRqK4uBjZ2dnYsWMHtm/fDplMBgBwcnLqcx8JCQlYuXJln8vGjRunaV4BdXJb\n",
              "WFioTYlERCPmVEENMq90pa9RHmKXMyI8xlrh4aAJAH4bnSAiGmlaNbCenp6oqalBeno6AODw4cNo\n",
              "bGxEXl4eqqqqcOjQIYSFhSEsLKzPl/dLSkqQmpqKpUuX3va5VCoV3njjDTz88MO9fv7MM8/A398f\n",
              "K1eu7DVecLO2tjY0NDT0eqhUKm0Ol4ioXz3T1yWhk+AsN/z0tdvL0QqYSIBjF64ip+S62OUQkRHS\n",
              "qoGVy+VISkrCpk2bEBISgiNHjsDHxwcAoFQq0dLSgoyMDCQmJmL9+vWa+dhuBw4cwMKFC+Hg4DDg\n",
              "8wiCgNWrV2PMmDFYu3at5ucnT55Ebm4usrOz4eDggGXLlvW7j23btkEul/d6ZGZmanO4RET9Si+o\n",
              "wenCOshMTbDaQO880B/3sVZYFKxOYeOOcRaWiEaeRBAE4U43bmtrg5OTE06fPo3g4GDk5OTA3d0d\n",
              "APDEE09gwYIFePbZZwGom1IPDw/s27cPCxYsGHC/L7/8MgoKCvD5559rRhJuVlFRAS8vLzQ2NvZb\n",
              "W1tbW6+fbd68GXFxcdoeJhFRL4Ig4In9p3CmqA5/iHDDlod8xS5pxF251oR7d6VC1Sng8xdnImiS\n",
              "rdglEZER0fouBBUVFZqvt27diujoaCgUCixZsgTJyckAgNraWmRmZvZ6o9bx48ehVCoxf/78Afe/\n",
              "Zs0a5Ofn47PPPuvVvDY1NeH69eua7z/++GMEBwf3ux9zc3PY2Nj0ekilUm0Pl4joFt/nX8OZojqY\n",
              "m5rgj3ONY/b1ZpMdLLGIs7BEJBKtG9jY2Fh4e3tDoVCgqKgICQkJANQv2ScnJ8PPzw+zZ8/Gxo0b\n",
              "ERoaqtkuISEBy5cvh4lJ76fcv38/YmNjAQA//PAD9uzZg8LCQs2ttx555BEAQFVVFaKiohAQEAB/\n",
              "f3+kpqbigw8+uOMDJyK6E4IgaD5166kwF4yzsRC5IvGsmaeA1ESCE79WI7u4TuxyiMiI3NUIgb7Z\n",
              "sGEDdu3aJXYZRKTHUi9WY9m7mTA3NUHan6PgaMQNLAC88kkOPskqxWyvsfhgRejtNyAiGgL8JC4i\n",
              "okHqmb4uDXc1+uYVAF6O9oSpiQQnL1Yjq4gpLBGNDDawRESDlHqxGudKrsPCzAQvzDHO2debudiP\n",
              "xmNTJwLgLCwRjRw2sEREg6C+76v6llFPh7tirLW5yBXpjpeiFTA1kSDt0jVkFdWKXQ4RGQE2sERE\n",
              "g3Di12rkdKWvz89m+trTJLvReDxEncK+/h3vC0tEw48NLBHRbfT81K1nZrgxfe3Di1HqFPb7/Gs4\n",
              "XcgUloiGFxtYIqLbOH7hKnJL6zHKTIrnZ7uLXY5OmmQ3Gk9MmwQAmje6ERENFzawREQDEAQBu7tm\n",
              "X5+JcIWDFdPX/rwUrYCZVIL0ghpkXK4RuxwiMmBsYImIBnDsl6s4X1aP0TIpVnH2dUATbEfh910p\n",
              "bHfTT0Q0HNjAEhH1QxAE7D6mfjl8WYQb7Cxlt9mCVkepU9hTl2vwI1NYIhombGCJiPrx3c9VyCtr\n",
              "gKVMiuciOfs6GBNsR2HxdM7CEtHwYgNLRNSHnrOvTF+182KUAjKpCTKu1CK94JrY5RCRAWIDS0TU\n",
              "h29/qsLPFQ2wMjdl+qolZ/koPBnaNQv73SUIgiByRURkaNjAEhHdpLNT0Hws6h8i3DCG6avWVs9V\n",
              "p7CZhbVIL+AsLBENLTawREQ3OfJzJS5UNsLa3BTPRk4Wuxy95CS3wJLuFPboRaawRDSk2MASEfWg\n",
              "Tl/Vs6/LZ7rBdjTT1zu1OkoBmakJThfW4Yd8prBENHTYwBIR9ZD802/p68pZnH29G+NsLPBUqAsA\n",
              "4HWmsEQ0hNjAEhF16ewUENedvs6aDPloM5Er0n+r53rA3NQEWUV1SLvEOxIQ0dBgA0tE1OXrvAr8\n",
              "WtUIawtTrJzF2deh4GhjgZgwVwBMYYlo6LCBJSICoOqRvq6cNRnyUUxfh8oLc91hbmqCs8XXkXqx\n",
              "WuxyiMgAsIElIgLw9fkKXLp6AzYWpljB9HVIOVpbYGm4OoXdfZT3hSWiu8cGloiMnqpTQNwxdfr6\n",
              "bKQ7bCyYvg61F+Z4wMLMBOdKruMEU1giuktsYInI6H2ZW478rvT1DzPdxC7HII21NsfT3Snsd5yF\n",
              "JaK7wwaWiIyaqlNAfFf6+hzT12G1ao4HRplJkVNaj5Rfr4pdDhHpMTawRGTUvsgpR0F1E2xHmzF9\n",
              "HWYOVuZ4ZgZnYYno7rGBJSKjpVR19kpfrZm+DrvnZ7tjlJkUuaX1OPYLU1giujNsYInIaH2RW47L\n",
              "15owZrQZlkW4iV2OUbC3MsczEV0p7DHOwhLRndG6gU1OTsa0adMQEBCA8PBw5OTkAAAEQcCWLVvg\n",
              "5eUFf39/REVFabYJCwtDUFAQgoKC4OfnB4lEgtzc3D73n5GRgcDAQHh5eSE6OhplZWWDWkZEpA11\n",
              "+poPAHhutjuszE1Frsh4rJrtgdEyKfLKGnCUKSwR3QGtGti6ujrExMTg/fffR25uLnbs2IGYmBgA\n",
              "QHx8PHJzc5GXl4fz58/j448/1myXkZGBc+fO4dy5c9iyZQv8/PwQEBBwy/47OzsRExOD3bt34+LF\n",
              "i3jggQewbt262y4jItLWoXPluNKVvj4zw03scoyKnaVMk3jv5qdzEdEd0KqBLSgogL29PXx9fQEA\n",
              "kZGRKC4uRnZ2Nnbs2IHt27dDJpMBAJycnPrcR0JCAlauXNnnsqysLJiammrS21WrVuGLL75Aa2vr\n",
              "gMuIiLShVHViz3H17Ovzsz2Yvorg+Uh3WMqk+Km8AUd+rhK7HCLSM1o1sJ6enqipqUF6ejoA4PDh\n",
              "w2hsbEReXh6qqqpw6NAhhIWFISwsDImJibdsX1JSgtTUVCxdurTP/RcXF8PV1VXzvbW1NWxsbFBe\n",
              "Xj7gsr60tbWhoaGh10OlUmlzuERkoD47W4bCmmbYWco074qnkTXGUqa568Puo5fQ2ckUlogGT6sG\n",
              "Vi6XIykpCZs2bUJISAiOHDkCHx8fAIBSqURLSwsyMjKQmJiI9evXa+Zjux04cAALFy6Eg4PD0B1B\n",
              "P7Zt2wa5XN7rkZmZOezPS0S6rUPViT3H1bOvq2a7w5Lpq2ienaWePf6logFHfq4Uuxwi0iNav4kr\n",
              "KioKqampyMrKws6dO1FeXo6IiAhYWVlpklU3NzfMnDkTp0+f1mwnCALee++9fscHAMDFxQVFRUWa\n",
              "7xsbG1FfX4/x48cPuKwvmzZtQn19fa9HaGiotodLRAbms7NlKK5thoOVDE8zfRXVGEsZ/qCZhWUK\n",
              "S0SDp3UDW1FRofl669atiI6OhkKhwJIlS5CcnAwAqK2tRWZmZq83ah0/fhxKpRLz58/vd98hISHo\n",
              "6OhASkoKAOCtt97Cgw8+CAsLiwGX9cXc3Bw2Nja9HlKpVNvDJSID0tFj9lX9Tnimr2J7NnIyrM1N\n",
              "caGyEd/+xBSWiAZH66t3bGws0tLSoFQqMWPGDCQkJABQv2S/fPly7N27FwCwcePGXolnQkICli9f\n",
              "DhOT3j3z/v37UV5ejtdeew0mJib46KOPsGrVKrS2tmL8+PH48MMPAWDAZUREg3EwuxQltS1wsJIh\n",
              "JtxF7HIIgO1oGZbPdEP88XzsPnoJC3ydYGIiEbssItJxEsGI7l+yYcMG7Nq1S+wyiEgE7cpORO88\n",
              "gdK6FvzP7+7Bs5HuYpdEXeqbOzDr/zuOxlYl3nxqKn4X4Cx2SUSk4/hJXERkFD7NLkVpXQscrMwR\n",
              "E8bZV10iH22GFTMnAwDijl3kLCwR3RYbWCIyeO3KTrzRdeeBP871wCgZ5+F1zYpZk2FtYYqLVTfw\n",
              "1fmK229AREaNDSwRGbykrFKUXW+Bo7U5YsI4+6qL5KPMsHKWOoWNP3YJKqawRDQANrBEZNDalZ14\n",
              "M+W39NXCjOmrrloxazJsLExx6SpTWCIaGBtYIjJo/z5Toklfl4QyfdVlNhZmmjfXxR29yBSWiPrF\n",
              "BpaIDFabUqVJX1czfdULy2e6QT7KDAXVTfgyt++PCiciYgNLRAbr36dLUFHfCicbCzzJ9FUvWFuY\n",
              "4bnI7jsScBaWiPrGBpaIDFJrhwpvphQAAFZHMX3VJ8si3GA72gyXq5twOKdM7HKISAexgSUig/Tv\n",
              "MyWobGiFs9wCi6dPErsc0oI6hVXPwu45lg+lqlPkiohI17CBJSKDo05fu2ZfoxQwN2X6qm+WRbhh\n",
              "zGgzXL7WhMM5nIUlot7YwBKRwflXZjGqGtowXm6B30+bKHY5dAeszE3x3Gx1Cht/7BJTWCLqhQ0s\n",
              "ERmU1g4V9p7onn1l+qrPls1wg52lDIU1zfj8HFNYIvoNG1giMij/zCjG1cY2TLAdhd9P4+yrPrM0\n",
              "N8XzXSnsnuNMYYnoN2xgichgtHaosC9Vnb6+GKWAzJSXOH33dLgr7CxlKKppxsGzvCMBEanx6k5E\n",
              "BuMfGcWo7kpfHw/h7KshsDQ3xaquFPaN4/noYApLRGADS0QGoqVdhX1ds68vRzN9NSRPz3CFg5UM\n",
              "xbXN+CybKSwRsYElIgPxj4wiXLvRholjRuExpq8GZbTMFKtmewAA9qRcYgpLRGxgiUj/NbcrsT/1\n",
              "t/TVTMpLm6FZGu4KBytzlNS24NOsUrHLISKR8SpPRHrvox+LcO1GO1zsRuPRqUxfDdEomRQvzOm+\n",
              "I0E+2pVMYYmMGRtYItJrze1KvJV6GQDwEtNXgxYTpk5hy663IIkpLJFR45WeiPTah6eKUNPUDlf7\n",
              "0Xg0eILY5dAwGiWT4o9z1bOwb6YwhSUyZmxgiUhvNbUp8dZJdfr6crQnTJm+GryYMBc4WqtT2E+y\n",
              "SsQuh4hEwqs9EemtD04VobapHW72o7EoaLzY5dAIsDDrkcIez0ebUiVyRUQkBjawRKSXbrQp8fbJ\n",
              "7jsPMH01JktCXTDOxhzl9a349xnOwhIZI17xiUgvvZ9eiLrmDkx2sMTDTF+NioWZFKvnKgAAe1OY\n",
              "whIZIzawRKR3brQp8fc09ezrmnkKpq9GaPH0SXCysUBFfSv+fZqzsETGRuurfnJyMqZNm4aAgACE\n",
              "h4cjJycHACAIArZs2QIvLy/4+/sjKipKs81Ay3r69ttvERQUpHmMHz8eU6dO1SyXSCTw9/fXLE9L\n",
              "S9O2fCIyAO+nF+J6cwfcx1rioUDeecAYWZhJsTqq+44EBWjtYApLZExMtVm5rq4OMTExOHnyJHx9\n",
              "fZGWloaYmBjk5eUhPj4eubm5yMvLg0wmQ2VlpWa7gZb1tGDBAixYsEDz/cKFC29pdtPS0mBra6tN\n",
              "2URkQBpbO/B2150H1s7zhNREInJFJJbF0ydh34kCVNS3IvF0CZZFuIldEhGNEK0S2IKCAtjb28PX\n",
              "1xcAEBkZieLiYmRnZ2PHjh3Yvn07ZDIZAMDJyUmz3UDL+lNeXo5jx47h6aef1qZEIjJwB34oRH1L\n",
              "BzzGWmJhAGdfjZm5qRSro7pmYU/kM4UlMiJaNbCenp6oqalBeno6AODw4cNobGxEXl4eqqqqcOjQ\n",
              "IYSFhSEsLAyJiYkAgIaGhn6XDeTAgQN44IEH4Ojo2Ovn8+bNQ2BgIDZs2ICmpqZ+t29ra0NDQ0Ov\n",
              "h0rFixuRPmto7egx+8r0lYDfT5uI8XILVDW04ePMYrHLIaIRolUDK5fLkZSUhE2bNiEkJARHjhyB\n",
              "j48PAECpVKKlpQUZGRlITEzE+vXrkZOTA6VS2e+y/giCgHfffRcrV67s9fOioiJkZWUhPT0d1dXV\n",
              "eOWVV/rdx7Zt2yCXy3s9MjMztTlcItIx731fiIZWJRSOVkxfCYA6hX0xujuF5SwskbHQ+k1cUVFR\n",
              "SE1NRVZWFnbu3Iny8nJERETAysoKS5cuBQC4ublh5syZOH36NOzs7Ppd1p/U1FS0trb2mocFABcX\n",
              "FwCApaUlVq9ePeCbuDZt2oT6+vpej9DQUG0Pl4h0RH1LBxK+5+wr3eqJkEmYYDsK1Y1t+GcGU1gi\n",
              "Y6B1A1tRUaH5euvWrYiOjoZCocCSJUuQnJwMAKitrUVmZiYCAgIAYMBlfUlISMAf/vAHSKVSzc/q\n",
              "6urQ3NwMAOjs7ERiYiKCg4P73Ye5uTlsbGx6PXruj4j0y3s/XEFDqxJe46zwO39nscshHSIzNcGL\n",
              "XbOw+1KZwhIZA60b2NjYWHh7e0OhUKCoqAgJCQkA1C/ZJycnw8/PD7Nnz8bGjRs1iedAy2JjY7F/\n",
              "/37N/uvr63Hw4EGsWLGi1/NeuHAB4eHhCAwMhL+/P2pqarB79+47PW4i0iPq9PUKAGDtPC+YMH2l\n",
              "mzweMlGTwn70Y5HY5RDRMJMIgiCIXcRI2bBhA3bt2iV2GUSkpV3fXUT8sUuYMs4a36yNZANLffpX\n",
              "ZjH+6+B5OFiZI+3PURgl46tuRIaKH19DRDqtvrkD73Wnr/d6snmlfj0WMhGT7Ebh2g2msESGjg0s\n",
              "Eem0d76/jMY2JbydrHG/7+3vIU3Gy0xqgpejPAEA+1ML0NyuFLkiIhoubGCJSGddb27Hez8UAgDW\n",
              "MX2lQXhk6gS42I1GTVM7U1giA8YGloh01jtpV3CjTYl7nG1wnw/TV7o9M6kJXuq6L+xbqZeZwhIZ\n",
              "KDawRKST6pra8d4P6tlXpq+kjUeDJ8DVXp3CfnCKKSyRIWIDS0Q66e9pl9HUroKPsw3u8xkndjmk\n",
              "R0ylJng5Wj0L+/bJy2hqYwpLZGjYwBKRzqltasf76YUA1OmrRML0lbSzKGg8JjtYqn+XThWKXQ4R\n",
              "DTE2sESkc94+qU5f/SbYYD7TV7oD6hRWPQv79snLuMEUlsigsIElIp1Sc6MNH3QlZuvmeTF9pTv2\n",
              "UKA6hb3e3KFJ9InIMLCBJSKd8nbaZTS3qxAwUY559ziKXQ7pMVOpCdbMU6ewf0+7jMbWDpErIqKh\n",
              "wgaWiHTGtRtt+CBd/a5xzr7SUHgocALcxzKFJTI0bGCJSGe8ffIyWjpUCJwoR9QUpq9096QmEqyd\n",
              "p74jwd/TrqCBKSyRQWADS0Q6obqxx+zrvZx9paGzMGA8PMZaor6lAwe6PtmNiPQbG1gi0glvpRag\n",
              "taMTQZNsMXfKWLHLIQMiNZFgTVcK+07aZdS3MIUl0ndsYIlIdFcbW/FRBmdfafgsDBgPhaMVGlqV\n",
              "TGGJDAAbWCIS3Vupl9Ha0YlgF1vM8WL6SkOv5yzsO98zhSXSd2xgiUhUVxta8dGP6vR1PWdfaRj9\n",
              "zt8ZXuOs0NiqxLvfXxG7HCK6C2xgiUhU+1IL0KbsxFQXW0R6OohdDhkwExMJ1s7zAgC8+/0V1Dcz\n",
              "hSXSV2xgiUg0VQ2t+EdGMQBg/XymrzT8/sPPCVPGWaOxTYmE7y+LXQ4R3SE2sEQkmn0nCtCu7MQ0\n",
              "1zGYpWD6SsPPxESCtfeqZ2Hf/aEQ15vbRa6IiO4EG1giEkVlfSv+mcn0lUbe/b5O8Hayxo02JRI4\n",
              "C0ukl9jAEpEo9p3IR7uyE6FudojwsBe7HDIiJiYSrOtKYd9jCkukl9jAEtGIq6hvwceZJQCAdfN5\n",
              "31caeff5OOEeZxvcaFPi72mchSXSN2xgiWjE7U0pQLuqE6GT7TDDnekrjbyeKeyBHwpR28QUlkif\n",
              "sIElohFVfr0FiafV6Svv+0pius9nHHycbdDUrmIKS6Rn2MAS0Yh6MyUf7apOhLvbYQZnX0lEEslv\n",
              "Kez76YWoudEmckVENFhaN7DJycmYNm0aAgICEB4ejpycHACAIAjYsmULvLy84O/vj6ioKM02Ay3r\n",
              "qbCwEFKpFEFBQZpHQUGBZvmXX34Jb29veHp64tFHH0VDQ4O25RORiMqut+DfZ35LX4nENt9nHPwm\n",
              "2KC5XYW/p/GOBET6wlSblevq6hATE4OTJ0/C19cXaWlpiImJQV5eHuLj45Gbm4u8vDzIZDJUVlZq\n",
              "thto2c2sra1x7ty5W35+48YNrFy5EqmpqfD29sZLL72ErVu3YseOHdocAhGJ6M2UfHSoBER42COM\n",
              "s6+kAyQSCdbN88KzH5zBB6cK8VzkZNhbmYtdFhHdhlYJbEFBAezt7eHr6wsAiIyMRHFxMbKzs7Fj\n",
              "xw5s374dMpkMAODk5KTZbqBlg/XNN98gODgY3t7eAIDVq1fj448/1no/RCSO0rpmfNKVvq5j+ko6\n",
              "ZN49jgiYKEdzuwpvn+QsLJE+0KqB9fT0RE1NDdLT0wEAhw8fRmNjI/Ly8lBVVYVDhw4hLCwMYWFh\n",
              "SExMBAA0NDT0u6wvTU1NmD59OqZOnYrXXnsNKpUKAFBcXAxXV1fNem5ubqioqIBSqexzP21tbWho\n",
              "aOj16N4XEY287vR1psIeoZPtxC6HSKPnLOwHp4pwjbOwRDpPqwZWLpcjKSkJmzZtQkhICI4cOQIf\n",
              "Hx8AgFKpREtLCzIyMpCYmIj169cjJycHSqWy32U3c3Z2RllZGU6fPo2jR48iLS0NO3fuvKMD27Zt\n",
              "G+Ryea9HZmbmHe2LiO5OSW0zPjlTCoCzr6SboqY4InCiHC0dKryVWnD7DYhIVFq/iSsqKgqpqanI\n",
              "ysrCzp07UV5ejoiICFhZWWHp0qUA1OnozJkzcfr0adjZ2fW77Gbm5uZwdHQEANjZ2WHFihVIS0sD\n",
              "ALi4uKCoqEizbmFhIZydnWFq2vcY76ZNm1BfX9/rERoaqu3hEtEQeON4PpSdAiI9HTDNjekr6R51\n",
              "Cqv+4+rDH4twtbFV5IqIaCBaN7AVFRWar7du3Yro6GgoFAosWbIEycnJAIDa2lpkZmYiICAAAAZc\n",
              "1tPVq1fR0dEBQD0CcPDgQQQHBwMA7r//fmRnZ+PChQsAgL179+LJJ5/st05zc3PY2Nj0ekilUm0P\n",
              "l4juUnFNMz7NVqevnH0lXTZ3ylgETbJFa0cn3k7lLCyRLtO6gY2NjYW3tzcUCgWKioqQkJAAQP2S\n",
              "fXJyMvz8/DB79mxs3LhRk3gOtCw2Nhb79+8HAHz//fcIDg5GYGAgpk6dCicnJ/z3f/83APXdCd55\n",
              "5x0sWrQICoUCpaWl2Lx585CcBCIaPm+kXIKyU8Bsr7EIcR0jdjlE/eo5C/tRBlNYIl0mEQRBELuI\n",
              "kbJhwwbs2rVL7DKIjEZRTROid6ZC1Sng4OoITHVhA0u6TRAEPLovHWeLr2PFzMmIfdBH7JKIqA/8\n",
              "JC4iGjZ7judD1SlgjtdYNq+kFyQSieaNhv/IKMLVBqawRLqIDSwRDYvCa0347GwZAGD9fM6+kv6I\n",
              "9HRAiOsYtCk7sfcE70hApIvYwBLRsIg/fgmqTgFRXW+MIdIXPWdh/5lZjMp6prBEuoYNLBENuSvX\n",
              "mvB5V/rKOw+QPpqlcMA01zFoV3ZiP+8LS6Rz2MAS0ZDbc+wSOgVgnrcjApm+kh6SSCSa0RemsES6\n",
              "hw0sEQ2pguob+PycOn1d2/UyLJE+ivCwR6ibHdqVndh7Il/scoioBzawRDSkutPXe+9xRMBEW7HL\n",
              "IbpjEokE6+ar/wj7V2YJyq+3iFwREXVjA0tEQyb/6g0czikHwNlXMgwRHg4Im2yHdhVTWCJdwgaW\n",
              "iIZMfFf6Ot9nHPwmyMUuh2hIdP8xlni6BGVMYYl0AhtYIhoS+Vcb8UVud/rK2VcyHDM87BHubocO\n",
              "lYC9KUxhiXQBG1giGhJxx/IhCMAC33HwHc/0lQxL96dz/ftMCUrrmkWuhojYwBLRXbtY1Ygvu9LX\n",
              "tfM4+0qGJ8zdHhEe9uhQCXgzhfeFJRIbG1giumtxxy5BEID7fZ3gM95G7HKIhkX3LOwnZ0pQUssU\n",
              "lkhMbGCJ6K78WtmIr89XAOB9X8mwhU62w0yFPZSdAt7kLCyRqNjAEtFdiTt2EYIAPODvhHucmb6S\n",
              "YeuehU3KKmUKSyQiNrBEdMcuVDbg6/OVkEg4+0rGYZqbHSI9HaDsFPDGcaawRGJhA0tEdyzu6CUA\n",
              "wAP+zpjiZC1yNUQjo3sWNim7FMU1TGGJxMAGlojuyM/lDfgmrzt95ewrGY8Q1zGY7TUWqk4Be45f\n",
              "ErscIqPEBpaI7kjcsYsAgN/5O8NrHNNXMi7dH9Zx8GwZCq81iVwNkfFhA0tEWvupvB7f/lTF9JWM\n",
              "1lSXMZijSWE5C0s00tjAEpHWdnfNvj4YMB6eTF/JSK2fr56F/exsKa4whSUaUWxgiUgreWX1+O7n\n",
              "KphIgDVMX8mIBU2yRdSUsegUwFlYohHGBpaItNKdvj4UOB4KRyuRqyESV/cdCT4/W4bL1TdErobI\n",
              "eLCBJaJBO19aj6O/qNPXl5m+EiFwki3meTt2pbCchSUaKWxgiWjQdh9V33ng4aAJ8BjL9JUI+C2F\n",
              "PXSuDAVMYYlGBBtYIhqUnJLrOHbhqjp9jVaIXQ6RzvCfKMe996hT2PhjnIUlGglaN7DJycmYNm0a\n",
              "AgICEB4ejpycHACAIAjYsmULvLy84O/vj6ioKM02Ay3r6fz585g9eza8vb3h5+eHFStWoKWlRbNc\n",
              "IpHA398fQUFBCAoKQlpamrblE9Ed6k5fFwVPgDvTV6JeulPYwznlyL/aKHI1RIbPVJuV6+rqEBMT\n",
              "g5MnT8LX1xdpaWmIiYlBXl4e4uPjkZubi7y8PMhkMlRWVmq2G2hZTxYWFnjjjTcQEBAAlUqFp556\n",
              "Cv/3f/+HLVu2aNZJS0uDra3tHR0sEd2ZcyXXkfJrNaQmEqyJ5uwr0c38Jsgx32ccvvu5CvHH8hG/\n",
              "JFjskogMmlYNbEFBAezt7eHr6wsAiIyMRHFxMbKzs7Fjxw4cP34cMpkMAODk5KTZbqBlPXl6/vYf\n",
              "o1QqxfTp05GXl6fdERHRkOtOXx8JngA3B0uRqyHSTevu9cR3P1fhi9xyvByt4D2SiYaRViMEnp6e\n",
              "qKmpQXp6OgDg8OHDaGxsRF5eHqqqqnDo0CGEhYUhLCwMiYmJAICGhoZ+lw2kqakJ77zzDh5++OFe\n",
              "P583bx4CAwOxYcMGNDX1f+PotrY2NDQ09HqoVCptDpeIAGQX1+FEV/rK2Vei/vmOl2OB7zgIAhDH\n",
              "WViiYaVVAyuXy5GUlIRNmzYhJCQER44cgY+PDwBAqVSipaUFGRkZSExMxPr165GTkwOlUtnvsv60\n",
              "t7dj8eLFuO+++/DII49ofl5UVISsrCykp6ejuroar7zySr/72LZtG+Ryea9HZmamNodLRPjtvq+P\n",
              "Bk+Aqz3TV6KBrJ2nnoX96nwFLlZxFpZouGj9Jq6oqCikpqYiKysLO3fuRHl5OSIiImBlZYWlS5cC\n",
              "ANzc3DBz5kycPn0adnZ2/S7rS0dHBxYvXgxnZ2fExcX1Wubi4gIAsLS0xOrVqwd8E9emTZtQX1/f\n",
              "6xEaGqrt4RIZtayiOpy8WA1TEwle5uwr0W35jLfB/b5O6hT2KFNYouGidQNbUVGh+Xrr1q2Ijo6G\n",
              "QqHAkiVLkJycDACora1FZmYmAgICAGDAZT0plUo8+eSTsLOzw9tvvw2JRKJZVldXh+bmZgBAZ2cn\n",
              "EhMTERzc/5C8ubk5bGxsej2kUqm2h0tk1LpnXx+bOhEu9qNFroZIP6y9V/3H3lfnK3ChskHkaogM\n",
              "k9YNbGxsLLy9vaFQKFBUVISEhAQA6pfsk5OT4efnh9mzZ2Pjxo2axHOgZbGxsdi/fz8AIDExEQcP\n",
              "HsSZM2cQHByMoKAgvPjiiwCACxcuIDw8HIGBgfD390dNTQ127949FOeAiPpwprAWaZeuwdREgpc4\n",
              "+0o0aPc42+ABf/WblXlfWKLhIREEQRC7iJGyYcMG7Nq1S+wyiPTC0ncy8H3+NSwJnYRtj976igkR\n",
              "9e/XykbcH3cSggB8szYS9zjbiF0SkUHhJ3ER0S1OF9bi+3x1+rp6LtNXIm1NcbLGA/7OADgLSzQc\n",
              "2MAS0S1e/049+/rEtEmYZMfZV6I7sXaeJyQSIPmnSvxUXi92OUQGhQ0sEfWScbkG6QU1MJNy9pXo\n",
              "bniNs8bvmMISDQs2sETUy+tddx74/bRJmGA7SuRqiPRbdwp75Ocq5JUxhSUaKmxgiUjjVEENfrxc\n",
              "C5nUBC9GMX0lulue46zxYMB4APx0LqKhxAaWiDS67/u6ePokjGf6SjQk1szzhIkE+I4pLNGQYQNL\n",
              "RACA9IJryLiiTl9XR3mIXQ6RwVA4WuGhQHUK2/1HIhHdHTawRARBELD7O/XLm0+GToKznOkr0VB6\n",
              "uSuFPfrLVeSWXhe7HCK9xwaWiJBeUIPMwlrITE1431eiYeAx1goPB00AAOzmHQmI7hobWCIjJwiC\n",
              "5r6vT4W6wEluIXJFRIbp5WgFTCTA8QtXca7kutjlEOk1NrBERu6H/BqcKaqDuakJ/jiXs69Ew8V9\n",
              "rBUWBatT2DjOwhLdFTawREZMEATNfV+fCnPBOBumr0TDaU20J6QmEqT8Wo2zxXVil0Okt9jAEhmx\n",
              "tEvXkNWdvs5h+ko03NwcLPFIMGdhie4WG1giI9UzfY0Jc4Uj01eiEfFytAJSEwlSL1Yjq4gpLNGd\n",
              "YANLZKRSL1bjbPF1WJiZ4IW57mKXQ2Q0XO0t8agmheUsLNGdYANLZITU6av65culYa5wtGb6SjSS\n",
              "Xo72hKmJpGuMp1bscoj0DhtYIiN04mI1ckrU6esqzr4SjTgX+9F4bOpEAJyFJboTbGCJjIz6U7fU\n",
              "L1s+M8MNY63NRa6IyDi9FK3QpLBnCpnCEmmDDSyRkUn59SpySusxykyK52dz9pVILJPsRuOJaeoU\n",
              "9nXOwhJphQ0skRERBEHzcuUzM1zhYMX0lUhMq+eqU9gf8muQeYUpLNFgsYElMiLHfrmK3NJ6jJYx\n",
              "fSXSBeoUdhIAaD7SmYhujw0skZEQBAG7j/02+2rP9JVIJ7wUrYCZVIJTl2vw4+Uascsh0gtsYImM\n",
              "xNFfriKvrAGWTF+JdMoE21H4fVcKy/vCEg0OG1giI6CefVX/x7gswg12ljKRKyKinl6MUkAmNcGP\n",
              "l2txqoApLNHtsIElMgJHfq7CT+Xq9PW5SKavRLpmvO0oLJ7eNQt79CIEQRC5IiLdxgaWyMB1dv52\n",
              "54E/zHTDGKavRDppdZQHZFITZF5hCkt0O1o3sMnJyZg2bRoCAgIQHh6OnJwcAOqXKLds2QIvLy/4\n",
              "+/sjKipKs81Ay2725ZdfwtvbG56ennj00UfR0NAwqGVE1LcjP1fil4oGWJmbMn0l0mHO8lF4MpQp\n",
              "LNFgaNXA1tXVISYmBu+//z5yc3OxY8cOxMTEAADi4+ORm5uLvLw8nD9/Hh9//LFmu4GW9XTjxg2s\n",
              "XLkSn3/+OS5duoTx48dj69att11GRH3rmb4un+kG29FMX4l02eq5CshMTXC6sA4/5DOFJeqPVg1s\n",
              "QUEB7O3t4evrCwCIjIxEcXExsrOzsWPHDmzfvh0ymfo/SCcnJ812Ay3r6ZtvvkFwcDC8vb0BAKtX\n",
              "r9Y0uwMtI6K+fftTJS5UNsLa3BTPzmL6SqTrnOQWeCrUBYD6jgRMYYn6plUD6+npiZqaGqSnpwMA\n",
              "Dh8+jMbGRuTl5aGqqgqHDh1CWFgYwsLCkJiYCABoaGjod9nNiouL4erqqvnezc0NFRUVUCqVAy7r\n",
              "S1tbGxoaGno9VCqVNodLpNd6pa+zJkM+2kzkiohoMP441wPmpiY4U1SH7/OviV0OkU4y1WZluVyO\n",
              "pKQkbNq0CTdu3MCMGTPg4+MDAFAqlWhpaUFGRgYKCwsREREBb29vTJo0qd9lgYGBw3JQALBt2za8\n",
              "+uqrvX4WHh4+bM9HpGu+yavEr1WNsLYwxcqZk8Uuh4gGaZyNBZ4Kc8F7PxTi9e8uYpbCARKJROyy\n",
              "iHSK1m/iioqKQmpqKrKysrBz506Ul5cjIiICVlZWWLp0KQB1Ojpz5kycPn0adnZ2/S67mYuLC4qK\n",
              "ijTfFxYWwtnZGaampgMu68umTZtQX1/f6xEaGqrt4RLppc5OAXFdn7q1YibTVyJ988c56hQ2u/g6\n",
              "Tl5iCkt0M60b2IqKCs3XW7duRXR0NBQKBZYsWYLk5GQAQG1tLTIzMxEQEAAAAy7r6f7770d2djYu\n",
              "XLgAANi7dy+efPLJ2y7ri7m5OWxsbHo9pFKptodLpJe+Ol+Bi1U3YG1hihWzmL4S6RtHGwvEhKnH\n",
              "5l7/jrOwRDfTuoGNjY2Ft7c3FAoFioqKkJCQAED9kn1ycjL8/Pwwe/ZsbNy4UZN4DrQsNjYW+/fv\n",
              "BwBYW1vjnXfewaJFi6BQKFBaWorNmzffdhkR/UbVKSDumHr29dlZ7pCPYvpKpI9emOsOCzMTnCu5\n",
              "jhMXq8Uuh0inSAQj+rNuw4YN2LVrl9hlEA2rwznlWPPxWdhYmOL7/4qGjQUbWCJ99f++/BnvfH8F\n",
              "gZNs8fnqCM7CEnXhJ3ERGRBVp4C4o+rZ1+ci3dm8Eum5VXM8YGFmgpyS6zjxK1NYom5sYIkMyJe5\n",
              "5SioboJ8lBn+MNNN7HKI6C6NtTbHMzPcAPDTuYh6YgNLZCB6zr4+FzkZ1kxfiQzC87PdMcpMitzS\n",
              "ehy/cFXscoh0AhtYIgNxOKcMl6ubYDvaDMsi3MQuh4iGiIOVOZ6Zob4jwe6jl5jCEoENLJFBUKo6\n",
              "EX8sH4B69pXpK5FheX62O0bLpDhfVo+jvzCFJWIDS2QADueU48q1Joxh+kpkkOytfpuF3c1ZWCI2\n",
              "sET6Tp2+qmdfn5/tAStzrT4hmoj0xPOz3WEpk+Kn8gZ893OV2OUQiYoNLJGe+/xcOQprmmFnKdPM\n",
              "yRGR4bGzlGleYeEsLBk7NrBEekyp6sSe493pqzssmb4SGbTnItUp7M8VDfj2J6awZLzYwBLpsYNn\n",
              "y1BU0wx7pq9ERmGMpUxzj+fdRy+is5MpLBknNrBEeqqjR/q6ao47RsuYvhIZg+ci3WFlbooLlY34\n",
              "9qdKscshEgUbWCI99Vl2GUpqW+BgJcPScKavRMbCdrQMy7tS2Lhjl5jCklFiA0ukhzpUndiTok5f\n",
              "X5jjwfSVyMisnDUZ1l0pbDJTWDJCbGCJ9NCnWaVd6as5YsKYvhIZm14p7FGmsGR82MAS6Zl2ZSf2\n",
              "HFd/6tYLc9wxSiYVuSIiEsPKWe6wtjDFr1WN+DqvQuxyiEYUG1giPZOUVYqy6y0Ya23O2VciIyYf\n",
              "bYYVMycDUKewKqawZETYwBLpkXZlJ95MUaevf5zjAQszpq9ExmzFrMmwtjDFpas38PV5prBkPNjA\n",
              "EumRT7JKUHa9BY7W5ngqzEXscohIZPJRZnh2ljsA9R0JmMKSsWADS6Qn2pQqvNk1+7p6LtNXIlJb\n",
              "PssNNhamyL96A1/mlotdDtGIYANLpCf+faYU5fWtGGdjjidDmb4SkZqNhRmejVSnsPFMYclIsIEl\n",
              "0gNtShX2pnSnrwqmr0TUy/KZbpCPMkNBdRO+yGEKS4aPDSyRHkg8XYKK+lY42Vhg8fRJYpdDRDrG\n",
              "2sIMz0Wq70gQf+wSlKpOkSsiGl5sYIl0XGuHCntTCgAAL0Zx9pWI+rYswg22o81w+VoTvuAsLBk4\n",
              "NrBEOi7xdAkqG1oxXm6B3zN9JaJ+qFPY7lnYfKawZNDYwBLpsNYOFfae6Jp9jVLA3JTpKxH1b1mE\n",
              "G8aMNsOVa004dI4pLBkuNrBEOuzjzGJUNbRhvNwCT0ybKHY5RKTjrMxN8dxsdQq75zhnYclwad3A\n",
              "JicnY9q0aQgICEB4eDhycnIAAIIgYMuWLfDy8oK/vz+ioqI028ydOxeTJ09GUFAQgoKC8Prrr/e5\n",
              "72+//VazTlBQEMaPH4+pU6dqlkskEvj7+2uWp6WlaVs+kd5Qp69ds6/RTF+JaHCWzXCDnaUMhTXN\n",
              "+OxsmdjlEA0LU21WrqurQ0xMDE6ePAlfX1+kpaUhJiYGeXl5iI+PR25uLvLy8iCTyVBZWdlr29df\n",
              "fx2LFi0acP8LFizAggULNN8vXLiwVyMMAGlpabC1tdWmbCK99I+MYlQ3tmGC7Sg8EcLZVyIaHEtz\n",
              "Uzw/2x3bv7mAPcfzsSh4AsykfMGVDItWv9EFBQWwt7eHr68vACAyMhLFxcXIzs7Gjh07sH37dshk\n",
              "MgCAk5PTXRVWXl6OY8eO4emnn76r/RDpo9YOFfanqtPXl6IVkJnyPx8iGrxnZrjC3lKG4lqmsGSY\n",
              "tPpf0dPTEzU1NUhPTwcAHD58GI2NjcjLy0NVVRUOHTqEsLAwhIWFITExsde2//Vf/wV/f38sXrwY\n",
              "ly9fvu1zHThwAA888AAcHR17/XzevHkIDAzEhg0b0NTU1O/2bW1taGho6PVQqVTaHC6RaD76sQjV\n",
              "jW2YOGYUHg/h7CsRaWe0zBSr5vw2C9vBWVgyMFo1sHK5HElJSdi0aRNCQkJw5MgR+Pj4AACUSiVa\n",
              "WlqQkZGBxMRErF+/XjMf++GHH+LChQvIzc1FZGQkFi5cOODzCIKAd999FytXruz186KiImRlZSE9\n",
              "PR3V1dV45ZVX+t3Htm3bIJfLez0yMzO1OVwiUbS0q7A/Vf1H3svRCr70R0R3ZGm4KxysZCipbcHB\n",
              "7FKxyyEaUhJBEO74Q5Pb2trg5OSE06dPIzg4GDk5OXB3V//F98QTT2DBggV49tlnb9nOwsICZWVl\n",
              "sLe373O/J06cwNKlS1FUVASptO83rpw6dQrPP/88zp8/329tbW1tvX62efNmxMXFaXOIRCPu7ycv\n",
              "469f/4JJdqNw/E9z2cAS0R3rvp5MHKO+nnAciQyF1r/JFRUVmq+3bt2K6OhoKBQKLFmyBMnJyQCA\n",
              "2tpaZGZmIiAgAEqlElVVVZptPv30U4wbN67f5hUAEhIS8Ic//KFX81pXV4fm5mYAQGdnJxITExEc\n",
              "HNzvPszNzWFjY9Pr0V8zTKQrmtuVmtnXl6M82bwS0V1Rp7DmKK1rwadMYcmAaHUXAgCIjY1FWloa\n",
              "lEolZsyYgYSEBADql+yXL1+OvXv3AgA2btyI0NBQNDU14Xe/+x3a2tpgYmICBwcHHD58uNf+xo8f\n",
              "jxdeeAEAUF9fj4MHD96SrF64cAGrVq2CRCKBUqnE1KlTmaaSwfnwVBFqmtrhYjcaj0ydIHY5RKTn\n",
              "RsmkeGGOO/7fV7/gjeP5eGzqRKawZBDuaoRA32zYsAG7du0SuwyiPjW3KzHr/1JQ29SOHY8H4Ilp\n",
              "vHUWEd291g4VIv+/FFQ3tuF/H/HHU2EuYpdEdNf4ZxiRjvjgVBFqm9rhZj8ajwQzfSWioWFhJsUf\n",
              "53gAAN5MyUe7knckIP2n9QgB3V5lfSte+me22GWQnvmlogEA8HK0J0w5+0pEQ+ipMBfsTy1A2fUW\n",
              "PPTG97Ay53//NHgLfJ00H1GsK/gbPAzalCqcKaoTuwzSQx5jLfFw0HixyyAiA2NhJsXL0QpsPvQT\n",
              "LlQ2il0O6Zl7nG3ELuEWbGCHgYOVOfYvnSp2GaR3JAhxHcP0lYiGxdJwV7iPtUJja4fYpZCemWQ3\n",
              "WuwSbsEGdhhYmpvifj9nscsgIiLSkEgkmKlwELsMoiHBqIeIiIiI9AobWCIiIiLSK2xgiYiIiEiv\n",
              "sIElIiIiIr3CBpaIiIiI9AobWCIiIiLSK2xgiYiIiEivsIElIiIiIr3CBpaIiIiI9AobWCIiIiLS\n",
              "K2xgiYiIiEivSARBEMQuYqQ8+uijcHNzG5HnUqlUyMzMRGhoKKRS6Yg8pz7geekfz03feF76x3PT\n",
              "N56X/vHc9I3npX9inBtXV1esXbt2wHWMqoEdSQ0NDZDL5aivr4eNjY3Y5egMnpf+8dz0jeelfzw3\n",
              "feN56R/PTd94Xvqnq+eGIwREREREpFfYwBIRERGRXmEDS0RERER6hQ3sMDE3N8df/vIXmJubi12K\n",
              "TuF56R/PTd94XvrHc9M3npf+8dz0jeelf7p6bvgmLiIiIiLSK0xgiYiIiEivsIElIiIiIr3CBpaI\n",
              "iIiI9Aob2LuwZs0auLm5QSKR4Ny5c/2ul5CQAE9PT3h4eOC5555DR0fHyBUpksGcmxMnTmDUqFEI\n",
              "CgrSPFpaWka20BHW2tqKRYsWwcvLC4GBgZg/fz7y8/P7XPfLL7+Et7c3PD098eijj6KhoWGEqx05\n",
              "gz0vhYWFkEqlvX5nCgoKRKh4ZN13330ICAhAUFAQIiMjcfbs2T7XM7ZrzWDOizFeZ7q99957kEgk\n",
              "+Pzzz/tcbkzXmJsNdG6M9Trj5uaGKVOmaI45MTGxz/V05joj0B1LTU0VSkpKBFdXV+Hs2bN9rnP5\n",
              "8mXB2dlZqKioEDo7O4UHH3xQeOONN0a2UBEM5tykpKQIgYGBI1qX2FpaWoSvvvpK6OzsFARBEPbs\n",
              "2SPMmTPnlvUaGxsFR0dH4ZdffhEEQRBefPFF4T//8z9HstQRNdjzcuXKFUEul49scTqgrq5O8/XB\n",
              "gweFgICAW9YxxmvNYM6LMV5nBEH9b2XGjBlCeHi48Nlnn92y3NiuMT3d7twY63VmoP+vu+nSdYYJ\n",
              "7F2YPXs2Jk6cOOA6SUlJeOihh+Dk5ASJRIIXXngBH3/88QhVKJ7BnBtjZGFhgQceeAASiQQAEB4e\n",
              "jsLCwlvW++abbxAcHAxvb28AwOrVqw3692aw58VY2draar6ur6/XnKeejPFaM5jzYow6Ozvx7LPP\n",
              "Ys+ePf3e+sjYrjHdBnNuqH+6dJ0xFeVZjUhxcTFcXV0137u5uaG4uFjEinRLQUEBpk6dCqlUiuXL\n",
              "l2P16tVilzSi4uLi8PDDD9/y875+byoqKqBUKmFqavj/bPs7LwDQ1NSE6dOnQ6VSYdGiRfjv//5v\n",
              "SKXSEa5w5D3zzDNISUkBAHz99de3LDfWa83tzgtgfNeZXbt2YebMmQgJCel3HWO9xgzm3ADGfZ0R\n",
              "BAGhoaHYvn07xo4d22u5Ll1nDPe3lHTe1KlTUVpaCrlcjtLSUjzwwANwcHDA73//e7FLGxH/+7//\n",
              "i/z8fBw7dkzsUnTKQOfF2dkZZWVlcHR0RG1tLRYvXoydO3fiz3/+swiVjqwPPvgAAPD+++9j48aN\n",
              "/TZrxuZ258XYrjN5eXn49NNPcfLkSbFL0TmDPTfGep05efIkXFxc0NHRgf/5n//BsmXLdPo6wxGC\n",
              "Yebi4oKioiLN94WFhXBxcRGxIt1hY2MDuVwOAJg4cSKWLFmCtLQ0kasaGX/7299w8OBBfPPNNxg9\n",
              "evQty/v6vXF2djboZAS4/XkxNzeHo6MjAMDOzg4rVqwwmt+ZbsuWLUNKSgpqamp6/dzYrzX9nRdj\n",
              "u86kpaWhsLAQnp6ecHNzw48//ojnn38e+/bt67WeMV5jBntujPU60329MDMzw7p16/o8Zp26zogy\n",
              "eWtgBhp8LigouGXgec+ePSNboIgGOjfl5eWCSqUSBEEQGhoahIiICCEhIWEEqxPHzp07halTpwq1\n",
              "tbX9rtPQ0CCMHTu21xss/vSnP41UiaIYzHmpqqoS2tvbBUEQhNbWVuHxxx8XNm/ePFIliqKurk4o\n",
              "KyvTfP/ZZ58JEyZM0LzhrZuxXWsGe16M9TrTbc6cOX2+UckYrzE36+/cGON15saNG73eFLlz504h\n",
              "MjLylvV06TrDBvYuPP/888KECRMEqVQqODo6Ch4eHoIgCMLKlSuFQ4cOadZ7++23BXd3d8Hd3V1Y\n",
              "sWKF5h+GIRvMudmzZ4/g4+MjBAQECD4+PsJf/vKXW/7zMTQlJSUCAMHd3V0IDAwUAgMDhdDQUEEQ\n",
              "BGHz5s3Cvn37NOseOnRImDJliuDh4SE8/PDDwvXr18Uqe9gN9rx8+umngq+vr+Z35qWXXhJaW1vF\n",
              "LH3YFRYWCtOnTxf8/PyEgIAAYd68eZo/Co35WjPY82KM15meejZpxnyN6Ut/58YYrzMFBQVCUFCQ\n",
              "4O/vL/j5+QkPPfSQcOXKFUEQdPc6IxEEQRAn+yUiIiIi0h5nYImIiIhIr7CBJSIiIiK9wgaWiIiI\n",
              "iPQKG1giIiIi0itsYImIiIhIr7CBJSIiIiK9wgaWiIiIiPQKG1giIiIi0itsYImIiIhIr7CBJSIi\n",
              "IiK9wgaWiIiIiPTK/w9IGGpky4132AAAAABJRU5ErkJggg==\n",
              "\">\n",
              "      </div>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-b3c2e9be-571d-4cbb-bc9c-291ea6d727f1\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-b3c2e9be-571d-4cbb-bc9c-291ea6d727f1\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<google.colab._quickchart_helpers.SectionTitle at 0x7fe534fc8e80>"
            ],
            "text/html": [
              "<h4 class=\"colab-quickchart-section-title\">Faceted distributions</h4>\n",
              "<style>\n",
              "  .colab-quickchart-section-title {\n",
              "      clear: both;\n",
              "  }\n",
              "</style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<string>:5: FutureWarning: \n",
            "\n",
            "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "from matplotlib import pyplot as plt\n",
              "import seaborn as sns\n",
              "figsize = (12, 1.2 * len(_df_13['Step'].unique()))\n",
              "plt.figure(figsize=figsize)\n",
              "sns.violinplot(_df_13, x='T/sec', y='Step', inner='stick', palette='Dark2')\n",
              "sns.despine(top=True, right=True, bottom=True, left=True)"
            ],
            "text/html": [
              "      <div class=\"colab-quickchart-chart-with-code\" id=\"chart-c2960e2c-ec02-455d-87a9-76394b1c6712\">\n",
              "        <img style=\"width: 180px;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABCQAAADrCAYAAACxZ0d7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\n",
              "bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\n",
              "AAAPYQGoP6dpAABWlklEQVR4nO3deXxdZ2Hn/885d7+6V/u+y/FuS1acQJMWZ5kAHmjK1hQmhYHM\n",
              "mIGhkxeB0iGBCaW0U7am0EJfbTJtmgy0pBRCQoDOLy2QsCZAmnjfbe37vt39nvP7414d61pyYieW\n",
              "riV936/Xw3N2PceX2NJXz2LYtm0jIiIiIiIiIrKCzHw3QERERERERETWHwUSIiIiIiIiIrLiFEiI\n",
              "iIiIiIiIyIpTICEiIiIiIiIiK06BhIiIiIiIiIisOAUSIiIiIiIiIrLiFEiIiIiIiIiIyIpTICEi\n",
              "IiIiIiIiK06BhIiIiIiIiIisOAUSIiIiIiIiIrLiFEiIiIiIiIiIyIpTICEiIiIiIiIiK06BhIiI\n",
              "iIiIiIisOAUSIiIiIiIiIrLiFEiIiIiIiIiIyIpTICEiIiIiIiIiK86d7waIiIisB7ZtY1kWtm3n\n",
              "bF8M0zQxDAPDMHK2RURERFYzBRIiIrLm2LZNPB4nFosRiUSIRqPEYjFisZhzfL6OxWIkEgkSiQTx\n",
              "eNzZni/JZHLJkk6nSaVSTkmmkqRTadLpNJZlkbaszHZ2/3KbDydM08TlcmG6XLiy2263O6e4XC48\n",
              "Hg8ejwe3243X63Xq+eNerxefz4fP58Pr9TrF7/fnFJ/P52wHg0Gndrv1LYWIiIhcGsO+2F/PiIiI\n",
              "LDPbtolGo8zMzDAzM8Ps7OySZW5ujkgkQiQSWbQdjcWIRaPLEgJgGOAywTSwDSNbA6YBholtZq9Z\n",
              "WEwy187fbwBk6/N6ObiGpkhXFZ3/h5Kts/9jZ44Z2TpTFmxbNka2xrYxFtaWDell+HMB3B4PAb+f\n",
              "QDBIQTBIMBikoKCA4Hnb4XCYUCi0qITDYcLhMF6vd1naJyIiIlceBRIiIrIsEokEk5OTTExMMDk5\n",
              "yfT0NFNTU4vKfPgwPT3NzMwM6XT60r+Yx4XtdmG7TWy3C3K2F9QuE1yuTO02wTV/7FyNaWK7MsGD\n",
              "bZrgMsA0s6HD8g6TCH73eSK37l7WrwFkggnLyoQXlgXpzL6RsjLH0xZG2s7WFqTTmXPz+6kF+6n0\n",
              "uf1UGiO7bSTTLyv88Pl8hMNhCgsLnbqoqMgpC/eLi4spKSmhsLAQl8u1DH9QIiIispzUv1JERC6K\n",
              "bdtMT08zPj5+wTI5OcnE5ASTE5NEIpGLe7DLxPa6sTwuKAlie92Z4nFBts4UdyZ48GTPZUMI3Oay\n",
              "BwVrjmmAmfkBfuFvJS77bygsOxNSJDMls53KbCcWbCdTGIkURiJNOpEiGp9lpG8KI5E610PkRRiG\n",
              "QWFhISUlJZSUlFBcXExpaWlOKSkpobS0lPLycvx+/+V+UxEREXkZFEiIiKxz80HD8PAwIyMjjIyM\n",
              "MDo6yujoKOPj48722Pg4qWTyxR/mMrF8HmyfG7uwOFPP7/s82F43+LKBw/y+Sws+rVmmkQmVvO6X\n",
              "F3bYNqQsjEQSI54NLeIpZ5949ng8yXg8weRgH51dXS8ZYgSDQcrLyykrK6OsrMzZrqiocEplZaWC\n",
              "CxERkWWmQEJEZA2zbZuJiQmGh4cZHh5maGiIoaEhZ394eJjR0VESicSFH+Iysfwe7EI/diCc2fZ7\n",
              "sH3eTO3se8CjbvNyGRlGtleMC7vgIu+xbUhkQgozlsRYVBLMxJLMjQzS3dP9ot1CCgoKqKysdEpV\n",
              "VVVOXVlZSUHBxTZMREREzqdAQkRkFUulUgwPDzMwMMDg4OCSJXmhXg2GgRXwYIe92IEQVsCLvaBY\n",
              "AQ+235sJGTQkQlYLwwBfJiBLF77EtZaNEc8GFdEERjSBma2NaILpaILZ/l46Ojou+IhwOEx1dTXV\n",
              "1dVUVVVRU1Pj1DU1NZSUlGiJVhERkQtQICEicgWzbZuxsTH6+vro7++nr6+PgYEBpwwNDV1wNQnb\n",
              "78EK+7CDYaygDzvowwp6sYNe7KAv06PB1A9Kso6ZhhPAUfIiPR3SViasiMQxIgmMSBwzW09GEsx0\n",
              "nuXUqVNL3urz+6nNhhM1NTXU1tZSW1tLXV0ddXV16mEhIiLrmgIJEZE8SyaTDAwM0NvbS29vL319\n",
              "ffT29tLf309/fz/xeHzxTQZYAR92WQirwIdd4MuEDgXzoYNPczOIXC4uEzvkJx16kTklEiknsDDn\n",
              "4hiROMZcnPRsjLMv0suisKiQ+rp6J6RoaGigrq6O+vp6ysvL1btCRETWNAUSIiIrIJlM0t/fT09P\n",
              "j1N6e3vp6e1lcHAQe4leDrbPg1Xgw0wlSW6uyQQPIX+mDnozS1GKyJXB68byuqG4gCUXrk2mM0HF\n",
              "XCxTz8bwnB1mwk4yfeI4R48eXXSLz++nrraWhoYG6uvraWhocEpFRYXCChERWfUUSIiIXCaWZTEy\n",
              "MkJ3dzddXV309PTQ3d1Nd3c3AwMDSw6tsINe0uWhTNCQLfOhA97MX9HB7z5Poq1xpV9HRC4njwur\n",
              "OAjFQSewcPdPEH1DO9h2Zh6L2RhmthizMdIzMc70dnP27NlFj/P5/TQ2NNDY2EhDtp4vhYUvNXmG\n",
              "iIjIlUGBhIjIJYpGo3R1dTnBQ2dnZyZ46OkhHostut4OeLHKQljhbOgQ9mOHAlghH7i1KoXIumec\n",
              "m8vCqlgiTIgnMWeyYcVM1AkrTl1g7ori4mIaGxtpamqiubnZ2a6trcXt1rd+IiJy5dC/SiIiS7Bt\n",
              "m/HxcTo7O+ns7HSCh86uToaHhhff4HaRDvuxKsszgUNhACscwAr5tRSmiLwyPg+Wz4NVHs49bmdX\n",
              "CZnOBBWZEmN8JsrkoUMcPHgw53K3201DQwNNTU1OWNHS0kJjYyPBYHAFX0hERCRDgYSIrGuWZTE4\n",
              "OEhnZycdHR1OANHR0cHs7Ozi64M+rOqiTNhQGMCer/0eLY0pIivLMLD9Xmy/F6vyvJ4VloUxG8+E\n",
              "FNOZsCI9HeNsX8+SE2xWVlXS0tzihBTzdVFR0Qq9jIiIrEcKJERkXUin0/T19Tlhw3zp7OpaPMzC\n",
              "NEiH/dj1pViFgWwJYoX9GmIhIquDaWIXBkgXBkjXLThu2xBPOSGFOR3FnI4wOD3F8C9+wS9+8Yuc\n",
              "xxQXF9PS0rKolJaWalJNERF5xRRIiMiakkql6Ovro6Ojg7Nnz+b0fEgmk7kXu03S4QBWVXkmcCjK\n",
              "9nYo8IOpb7RFZA0yDPB7sPyexb0qUulsQHEuqBifjjK5/wVeeOGFnEvDhYVsOC+k2LBhA2VlZQoq\n",
              "RETkoimQEJFVaT54OHv2rNPb4ezZs3R1d5M6P3jwuDLBQ1FxJngoDGAVBbCDPg2zEBGZ53ZhlYaw\n",
              "SkO5x9PWgt4UUcypCJPTUQ4cPMiBAwdyLg2HwzkBhYIKERF5MQokROSKNj/U4vzgobOra+ngoTCA\n",
              "VViS7e2Q6fVgB7wKHkREXi6XiVVcgFVckHvcsjBmYk5IYU5HmZyKcPDw4gk154OKhSHFhg0bNPRD\n",
              "RGSdUyAhIleE+eBhPnBwejx0dS0eaqHgQUQk/0wTuyhIuihIuqHs3PELBRVLrPwRDoedcKK5uVlB\n",
              "hYjIOqNAQkRWVCqVor+/Pyd4uOAcD+cPtSgKYBUFFTyIiFzJLhRUpC2M2UxQ4ZqKYE5FmLrQ0I/s\n",
              "HBXzPSrme1UoqBARWVsUSIjIskilUvT09Dhhw3zwcMEeD+cHD4VB7KCCBxGRNcN14aDCnIlhTkec\n",
              "XhUXDCoWzFGxsFRUVCioEBFZhRRIiMgrEovFlgweenp6SKfTuRc7Qy0UPIiISJbLxCoOYhUHc4+n\n",
              "LczZmDPsw3iROSqCwSAtLS00Nzfn1NXV1bhcWq5ZRORKpUBCRC7K1NQUnZ2ddHV10dnZmQkfOjsZ\n",
              "HBjAtu2ca22vG6sku5rFwuU0NdRCREQulsvEKgpiFZ0XVFjZoR9TUadXxcxUlCPHj3HkyJGcS71e\n",
              "L42NjTQ3NzulqamJxsZGfD7fCr6MiIgsRYGEiDhSqRQDAwN0dXUtKpOTk4uutwNe0pWFWOHsMprZ\n",
              "AML2uRU8iIjI8jBN7MIg6cIgaRZOpmljzMXOLU86HSU9HeV0VwenT5/OeYRhGFTX1NDc1ETTeUXz\n",
              "VIiIrBwFEiLrjG3bTExM0N3dnVO6urro6+sjlUrl3mAYWCEfVm1JtsdDtoQD4NVfISIicoUwDexw\n",
              "gHQ4QLpuwXHbxogmnHkqjGxY0T8xykB/P88880zOY4IFBTQ3NdHQ0OD0pmhsbKShoYFAILCy7yQi\n",
              "ssbppwmRNWpqaoqenh56enro7e11tru6u4nMzS263vZ5sIoDWGF/psdDNnSwQz4wzTy8gYiIyGVg\n",
              "GNhBH+mgj3RVUe65ZBpzJtujIlvPzMQ4euI4R48eXfSo8vJyGhoanIBivtTW1uL3+1fohURE1g4F\n",
              "EiKrlGVZjI2N0dfXR29vr1PPhw+zs7OLb3KbpAv82PWlmdBhPnwI+8HnWfmXEBERySePC6s0hFUa\n",
              "yj1u2xiRRCakmIlhZOvhmRlG97/ACy+8sOhRlZWV1NfXU1dXR0NDg7NdV1dHKBRadL2IiCiQELmi\n",
              "zc3NMTAwwMDAAP39/fT19dHX1+dsJxKJxTe5TNIhH3ZdCVbIn+3l4McK+zWppIiIyMUwDOwCH+kC\n",
              "H+nq886lLYy5eGYFkPnAYjbG4OwUwy8M8/zzzy96XLiwkIb6empra6mrq6O2tpba2lpqamqorq7G\n",
              "7da35CKyPulvP5E8mpmZYXBwkIGBAYaGhpzt/v5++gcGmJ6aWvI+2+fJzOsQCmMX+DPBQ8iPHfZj\n",
              "+z0KHURERJaLy8QuDJAuDJCmJPdc2sKIzIcVmaDCnIszORtj5gLDQAzTpKKigrpsQFFTU0NVVRXV\n",
              "1dVUV1dTVVWlFUFEZM1SICGyTGKxGMPDw4yMjDA0NMTQ0BDDw8NO8DA4NLTkXA5AZmhF0IddW4IV\n",
              "9GGHfFgFvmz44AOP/tMVERG54rjMcxNr1px3zrYxYkmnd4UxF8ecy9SDs5MM7x9ecigIQElpKTXZ\n",
              "cKKqqorKysqc7bKyMlwu1/K/n4jIZaafakQuUTqdZnJyktHRUcbGxpzQYWEZGh5mZnr6gs+wvW6s\n",
              "oDczrCLowy7wZepgJnhAy2aKiIisLYaBHfBiB7xY5eHF5y0bIxrPBBWRRLbO7I9FIkxcoIcFgGma\n",
              "lJWVUVFRQUVFBZWVlc52RUUFZWVllJeXEwqFtKSpiFxRFEiIkFkKc25ujvHxcaeMjY3l1KOjo4yO\n",
              "jjI+Po5lWRd+lteNFfBgVxdhB3yZ4CHoww56s6GDF9z6LYaIiIgsYBrYBf5Mb8ilzts2JFKZsCIS\n",
              "d2ojksCMxhmKTjNyYgwuEFoA+Hw+ysrLqCjPhBSlpaWUlpY62/N1SUmJhomIyIpQICFrUiqVYnp6\n",
              "mqmpKaamppicnGRycjJne2JigvHxcSYnJxmfmCCVTL74Q90uLL8Hu6wAK+DF9nuxA55MHfRmjgUU\n",
              "NoiIiMgyMAzwebB8HigpIL3UNfOhRTSBEU1gRBIYsWRmP5YgHU0SnRilf2AALPtFv1wwGKSkpGRR\n",
              "KSoqoqioiOLi4pxavS9E5OVQICFXrFQqxdzcHLOzs8zMzDA7O8v09LSzP789HzxMT08723MXmpvh\n",
              "fB43ls+NXejH9oewfR5svwfL78X2exYUL3gUNIiIiMgVbGFoUVxw4evmg4tYMjOvRSyRrbMlnmQm\n",
              "lmR2YoS+wQFIX7hn6DzTNAmHw05gUVhYSFFREeFwOKeEQiEKCwud7VAoRCAQwDTNy/gHISKrxbIF\n",
              "Eh/84Ad54okn6Orq4oUXXqC9vd05F4/H+chHPsKTTz6J3+9n165d/MM//MOSzzl27Bh/8Ad/wPHj\n",
              "xwHYtm0b9913H1u3bl2upufYvn07n//857n11ludY4lEgrq6Op588kkOHjzIXXfdRUtLC8lkksbG\n",
              "Rh544AEaGxsXPeuTn/wkX//61ykqKuJzn/scH/rQh9i/f/+KvMeVbm5ujnvvvZf+/n5mZ2eZnZsj\n",
              "Hotd2kM8LiyPG9vrxq4qytQ+N/g82W0Pti973u/B9nnApX/8REREZJ1ZGFwUvcS1tg0pKxNaxFMY\n",
              "iRRGPJndztbxJEYixXg8weTIIEZvz0v2wMhtjkEwGHQCihtvvJH3ve99r+wdRWRVWLZA4rbbbuOj\n",
              "H/0or3nNaxadu+eeezAMg5MnT2IYBoODg0s+o7+/nxtvvJG/+Iu/4Hd/93cBeOSRR7jpppvYv38/\n",
              "1dXnLwx9+e3bt4+HHnooJ5B44oknqK+vZ/fu3Rw8eJCbb76Zxx9/HIC77rqLD3/4wzz66KOLnvX5\n",
              "z3+es2fPUlNTw9NPP73sbV9NTp06xTPPPIPtdmWGQQTd2EVF4HFlAoRsjceN7Z0/ltnG68nUStZF\n",
              "RERELi/DyHw/5glgLzEX55JsO7MEaiITYJBIYySzYUZ2m0QKI5ndTqaZTqSZmZ3EGB5idHRUgYTI\n",
              "OrFsgcQNN9yw5PG5uTkefPBBent7nXFmFwoW/vqv/5qbbrrJCSMAbr/9dh577DH++q//mj/+4z/m\n",
              "jjvuwDRNjh8/zujoKNdffz33338/gUCAmZkZfv/3f58DBw4Qi8W47rrr+Ku/+iu8Xi833XQT1157\n",
              "Lb/4xS/o7+/nda97Hffff/+iNvzn//yf+eQnP8no6Cjl5eUA/P3f/z379u1bss179+7lox/96KLj\n",
              "v/7rv04sFuP1r389N998M29729ucc6lUit/8zd9kbGyMaDTKrl27+Nu//VsKCgp4+umnufPOO9m9\n",
              "ezfPP/88Pp+PBx98MKfHyULxeJx4PJ5zzOfzrZqJiZJbakjsbMh3M0RERETk5TIMcLsyv2gKXtr3\n",
              "oIH/78AyNUpErkQr/ivlM2fOUFpayqc//WmuvfZa9uzZww9+8APn/Hvf+16eeOIJAJ5//nmuv/76\n",
              "Rc+4/vrr+fd//3dn/xe/+AVPPvkkx44dY3x8nC9+8YsAfOQjH2HPnj388pe/5MCBA1iWxV/+5V/m\n",
              "tOWpp57i8OHDPPnkkzzzzDOLvlZlZSV79+51hpT09fXx4x//mHe+852Lrk2n03zjG9/gmmuuWXTu\n",
              "5z//OQA/+clP+NKXvpRzzuVy8bWvfY3nnnuOw4cPU1RUxJe//GXn/JEjR3jPe97D4cOHufvuu/lP\n",
              "/+k/YdtLd4P7zGc+44zdmy+f+cxnlrxWREREREREJF9WPJBIpVJ0dXWxfft2nnvuOb70pS/xjne8\n",
              "g6GhIQD+7u/+jje96U2X9My3v/3thMNhXC4X+/bt4/vf/z4Ajz/+OH/2Z39Ge3s7V199NT/5yU84\n",
              "ffq0c9873vEO3G43gUCA9vZ2zpw5s+Tz54dtAPzf//t/edOb3kRJSYlz/qmnnqK9vZ1rrrkGwzD4\n",
              "8z//80tqv23bfPGLX+Tqq6+mra2N733vezlzSzQ3N3PLLbc47zo4OEhPT8+Sz/rYxz7mrCwxXz72\n",
              "sY9dUntEREREREREltuKr7LR2NiIaZpOD4Orr76alpYWDh06RFVVVc61u3fv5plnnuHDH/5wzvFn\n",
              "nnmG3bt3X/BrzA8FsW2bRx99lM2bNy95nd/vd7ZdLhepVGrJ6/bu3cv73vc+nnvuOR5++GH+5m/+\n",
              "Juf8wjkkXo6vfe1r/PCHP+RHP/oRhYWFfOlLX+KHP/zhBa83DOOCyyqtpuEZSzGmo7gGJzNzRnjc\n",
              "2TGLrszkk1pKSkRERGRtsG1IpTPzSCTSkFwwp4THk+/WicgKWfFAory8nFtuuYUnn3ySN77xjXR0\n",
              "dNDR0cG2bdsWXfuBD3yA9vZ2vva1r+VMavn000/nDL345je/yUc+8hECgQAPPfQQr33tawF4y1ve\n",
              "wuc+9zkeeOAB3G43ExMTjI2NsXHjxktqs8vl4o477uADH/gAqVSK//Af/sMr+BNYbGJigvLycgoL\n",
              "C5mZmeHhhx/OWaWjs7OTp556iptvvplvfvObVFVVUV9ff1nbkG/BYBAAT88Ynp6xxReYxrnJLedX\n",
              "0shObol3fn9B8bmzk126wVSQISIiIrIsUmln8kojnp2scolC8tx1ZjITQHCBhTgCNWUr+w4ikjfL\n",
              "Fki8//3v53vf+x6Dg4Ps3buXcDjsDJe4//772bdvH3fffTemafLAAw9QV1cHZOaQeNOb3sSb3vQm\n",
              "6urqePrpp/mDP/gD7r33XgzDYMuWLfzoRz+ipqbG+VqvetWr2Lt3LyMjI1x//fV86EMfAuCLX/wi\n",
              "99xzD+3t7Zimidvt5vOf//wlBxIA//W//lc+/elP86lPfeqCvRNerne/+918+9vfZsuWLVRUVLBn\n",
              "zx66urqc8zt27ODhhx/mgx/8IF6vl0ceeeSytyHfNm3axBe+8AX6+/uZm5vLLP05O+tsz8zMMDs7\n",
              "y/T0NLOzs8THZy/+4V43VjakcJb+9GWW/cws/+lesK2lQEVERGSdml/iM57EiCWXqHOX+jQTKUhZ\n",
              "F/34YEEB4VAxhYWFhEIhwuEwoVCIgoICZ8nPgoICWltbl/ElReRKYtgXmh1xlbjjjjtob293Qoi1\n",
              "5umnn+ZDH/pQzpwSkllNZD6gmJmZYWpqiunpaaecP4/G5OQkE5OTpJLJl364142VDSgsfzao8Hsz\n",
              "y5FmayvgBa9bw0hkRQS/+zyRWy88TE3WDn3W64s+b1kxlpUJFKIJpzZj2ZAhlj0WS2LGkpB+6YAh\n",
              "GAxSXFxMcXFxzkTqhYWFTj2/HQ6HCYfDFBQU4HaveOdsEbnC6W8FWZXm58ooK7v4Ln22bRONRpmc\n",
              "nMwEFBMTi8r4+Djj4+OMjY8xOTaJZb3IP8qmkQ0svNhBL1bAiz1fFuzjdl2GNxYRERE5j21DIoUZ\n",
              "TWTChkimdvajCcxopofDi/F6vZSWllLWXEZpaSklJSWUlJRQWlpKcXGxsz8fQng0x4OIXCarPpB4\n",
              "+OGH892EZXXTTTepd8RlYhgGwWCQYDBIbW3tS16fTqeZmppibGyM8fFxRkdHGRsbY3R0NKeMjIyQ\n",
              "fJEhJLbPnQkngj6sYKa2A16sAp+zrXkuREREZJFUGiOSwIzEMebimTobPJiROGY08aJDJkKhEBW1\n",
              "9ZSVlVFeXp5TysrKKCvLBBAFBQVrbjiwiKwOqz6QEFkuLpeL0tJSSktLX/Q627aZnp5meHiYkZGR\n",
              "nDI0NMTw8DCDQ0NE+ieWfoBhZAKLAi9W0Idd4MMq8GfqkA874FNgISIishal0phz2bBhLpat58OH\n",
              "xIv2bCgpLaW6voXKykqqqqqoqKhYVAKBwAq+jIjIpVMgIfIKGYbhjJ3ctGnTBa+bm5tjaGjIKYOD\n",
              "g04ZGBhgZGQEa2RmqS+AFcz2qCjwZ0KKkB+rwIcV8msuCxERkSuVZWeGTczGMOZimLNxpzbn4hcM\n",
              "HHw+H9XVtdTU1FBdXU1VVZVTz4cPXq93hV9GROTyUyAhskIKCgrYsGEDGzZsWPJ8KpViZGSEwcFB\n",
              "+vv7GRgYcOqBgQGGhoexh6cX3+hxkS7IhhRhP1bIn9kO+TPDQRRWiIiILJ+0lenRMBvLBA8zMcy5\n",
              "GOZMDDMSB2vx/PFer5fa2jpqamqora3NqaurqykuLtYQChFZFxRIiFwh3G43NTU11NTUcPXVVy86\n",
              "n0wmnbCir68vp/T29hKdHF/8UJdJOuTDDgUyYUXYjxUKYIf92H6PwgoREZGLYdmZng0z86FDNBNA\n",
              "zIcOS6xZV1pWSl3LJurr66mtrXXquro6ysrKFDiIiKBAQmTV8Hg8NDQ00NDQsOicbduMj4874URf\n",
              "Xx89PT309vbS3d3NbN8SYYXHRTrkxwpnwgq7MICV3cejlUFERGSdsW2MeBJjOoY5E82W7PZsPLOi\n",
              "xXkqKytp2NpAfX19TqmrqyMYDObhJUREVhcFEiJrgGEYzmzZbW1tOeds22Zqaoqenh56enro7u52\n",
              "6u6eHuITo4ueZwe9pBcGFeEAVmFAQ0BERGT1S1sYs9mgYT58mI7imolBMrXo8pKSEhrbttDY2EhD\n",
              "QyZ8aGxspL6+Hr/fn4cXEBFZOxRIiKxxhmE464a3trbmnLMsi9HRUbq6uujq6qKnp8fZHhwcxB6a\n",
              "yn2Y20U67McqDJwr4QB2yA8ucwXfSkRE5CUkU5jT0dxygd4OHo+HxsYmmpqaaGxspKmpiYaGBhob\n",
              "GyksLMzTC4iIrH0KJETWMdM0qayspLKykle96lU552KxmBNQdHd309nZSWdnJ13d3Yt7VRhGZrhH\n",
              "0YKgojCIFfaDW8M/RERkGcWTmFNRzOmIEzy4pqMY0cSiS0tKSmhu30ZTU5NTmpubqaqqwuXSv1ci\n",
              "IitNgYSILMnv97Np06ZFS5lalsXQ0NC5gKKri46ODjo6O5nuXTxXhVXgwyoKngspigKap0JERC5N\n",
              "dn4HJ3iYOtfrYamlM2tqamhub6alpcUJHZqbmykqKspD40VE5EIUSIjIJTFN01kN5Prrr885NzEx\n",
              "kQknOjro7Ox0tsf6x6B/IudaK+g716NiQWChoEJEZB2zbYxYMhM2TEVyaiORO7+DaZrU19fT0tJC\n",
              "c3OzUzc1NREIBPL0AiIicikUSIjIZVNSUkJJSQm7d+/OOT49PZ0TUHR2dnLm7FlGBoZhYDLn2sVB\n",
              "RSasUFAhIrKGnB88TJ0bbnF+8OByuWhoaGDDhg054UNjYyNerzdPLyAiIpeDAgkRWXaFhYW0tbUt\n",
              "WgFkdnbWCSnOnj3r1CMDI4uDigJfbm+KbK05KkRErmALh1o4oUNmyMVLBQ8tLS1s2LCBhoYGPB5P\n",
              "nl5ARESWkwIJEcmbUChEa2vrotU/5oOK+ZDiJYOK8+eoUFAhIrKylpzjITvUIq7gQURElqZAQkSu\n",
              "OBcbVJw9e5azZ88y2j+6eI6K83tUaOiHiMgrt3CoxUsED6ZpOsHDhg0baG5uZsOGDTQ2Nip4EBER\n",
              "QIGEiKwiFwoqZmZmnICis7PTCSyW7FERnA8qArlBhVd/HYqIOGwbI5rIzvGQu6TmUpNLnt/jQXM8\n",
              "iIjIxdB34CKy6oXD4SXnqJgPKuZDis7OTs52nGV4cBgGJ3OutQNe0oXzIUUAuzCzPKnt94BhrODb\n",
              "iIisIMvGmIs5YcN8cc1EIZnOudTlctHY2Oj0dlgYPKjHg4iIvBwKJERkzbpQUDE3N5ezNOl8PTAw\n",
              "gD00lXOt7XVjhf1OUGGFs4FFgR9MBRUiskok05gz0UyZ7+kwE8U1EwPLzrnU6/XS1HxuRYv58KGh\n",
              "oQG3W986iojI5aN/VURk3SkoKGDnzp3s3Lkz53gsFqO7u5vOzk46Ozvp6uqio6OD7p4eUmOzuQ8x\n",
              "DayQ/1xYEZ4vfvDpN4Uikge2jRFJOMGDMR3DnMn0djAiiUWXh0IhWnbspLm5maamJid4qK6uxuXS\n",
              "fDsiIrL8FEiIiGT5/X42b97M5s2bc46nUikGBgackGK+dHR2MtM3AX25E2raPjdWKIBV6HdCCjvk\n",
              "xwr5tfqHiLwytg2JFOZMLFNm53s7xHDNxiBt5VxuGAZVVVU0t2VCh8bGRqfXQ2lpKYaGpImISB4p\n",
              "kBAReQlut5uGhgYaGhrYs2dPzrnJyUknqOju7qanp4fu7m56e3tJjc0sepYd9JIOZQOKcABrfjvk\n",
              "U1ghIhkLQ4fZTDHmw4fZ+KJJJQGCBQU0b9lKQ0MDTU1NNDQ00NzcTENDA36/Pw8vISIi8tIUSIiI\n",
              "vALFxcW0t7fT3t6eczyVSjE4OOiEFPNBRU9PD4ODg9jD04ueZQe8WCFfZijIfFBR4Mv8cGLbmlxT\n",
              "ZC2xMv9du4amMpNKzsYxsuGDazYOycWhg9frpb6+0QlIF4YP6u0gIiKrkWHbtv3Sl4mIyOWSSCTo\n",
              "6+ujp6eHvr4+ent7nf2BgQEsy1p8k8dFOujDDvmwCvzYBT6sAl+29oNHvSvWguB3nydy6+58N0Mu\n",
              "B9vGiCcxZuOYkTjGXDzT0yESx5yNY87FM0Hjefx+P/X19YtKQ0MDFRUVmKaZh5cRERFZHuohISKy\n",
              "wrxer7Nc3vnm56vo7++nr6+Pvr4+Z7u3r4/IefNVzLO9bqygD7vAm619mTp7zPZp+VKRyyptYUQT\n",
              "mYAhksgEDpF4Zn8ugRmJL5rPYV55eTl1V22hrq6O2tpa6urqqKmpUU8HERFZdxRIiIhcQRbOV3E+\n",
              "27aZnp5mYGDAKf39/Tn70cmlAwtMAyvgxQ5mA4uAFzvoyxzLHrd9Hi1lKgLnwoZoAjOawIgsCB6i\n",
              "2TqWvODtJSUl1GxpoaamhpqaGmpra53t6upqzekgIiKSpUBCRGSVMAyDoqIiioqK2Lp166Lztm0z\n",
              "MzPD4OCgU4aGhhgcHGR4eJih4SFGR0axRhZPtpn5AmD7vVgBTyak8HszgYV/fj9bK7iQ1SqVxogl\n",
              "MyWawIwlMKJJjFgiG0AkMwHEEpNGzvP5fFRV1VBZWUllZSU1NTVUVVVRXV1NdXU1lZWVChxEREQu\n",
              "kgIJEZE1wjAMCgsLKSwsXLR06bxUKsX4+HgmoBgaYmRkJKcMDw8zMjJCYnzuRb+W7fNg+dyZkMLv\n",
              "wfZnAwufG9vnyZbMNh6XhovI8rBsjEQqM1dDPAnxVCZsiCcxs/V8AGHGk5BMv+jjwuEwFfWNVFZW\n",
              "UlFRQXl5ORUVFVRWVlJVVUVlZSWFhYUaUiEiInKZaFJLERHJMd/TYmxsjLGxMUZHR3Pq8fFxxsfH\n",
              "GRsbY3p6mpf8Z8Q0MnNceN3gc2N7s2GF152pPZkaT/aY143tdWWWQV1nP/it20ktLRuSqUy4kEhn\n",
              "6mQKEtlj8dS54GF+P5mpX4rb7aa0tJSSkhJKS0spLy936rKyMsrKypxt9WwQERFZWeohISIiORb2\n",
              "tFhq4s2FUqkUU1NTTkgxMTHB5OSkUy/cnpqaYmZsZulVRJZuCLbH5RQ87vP2Xdjuc7XtyYQYttsF\n",
              "bjNbu7DdJrjMdRduLDvLhnQaI2VlhkI4dRojmc5sJy1IpTCSC4+lMRJpSKYwFxy/WB6PJzN0qaqI\n",
              "4uJiiouLKSkpoaSkxNkuLi6mtLSU0tJSwuGwejSIiIhcoRRIiIjIy+Z2u53fMl8My7KYnZ1lamqK\n",
              "qakppqenmZ6eZmZmhpmZmZztmZkZZmdnnTI3PXvxYcaSjXVhu0xslwGuc0GF7VpQm0bOMUwD2zTB\n",
              "ZYBpYpuZGtPInjMyQUe2dvadgrNtmwDZY3AuIDGc/8ksFTkXX9BoG+Y7oNi528b8vm2fO2fbGFZ2\n",
              "f0HtHEtb2f1MjWVhpDM16XPbRjqznzmWrVOZ7YXnXvZH4fEQDoUIFYUIhUIUFBRQWFhIOBwmHA4v\n",
              "2p6fO6WoqAi/36+AQUREZI245CEb8XicL37xi3z/+9/HMAxe+9rX8qEPfQifz7dcbRQREcG2bSKR\n",
              "CLOzs0QiEebm5hbV0WjUKZFIhFgsRiQSIRqNEo/HicViOSUej5NKvXS3//XM5/Ph9fkI+P34s8Xn\n",
              "8+Hz+SgoKMDv9xMMBgkEAgQCAfx+PwUFBQSDwSXrUCik7xlEREQEeBmBxH/5L/+FsbEx9u3bB8BD\n",
              "Dz1EaWkpf//3f78sDRQREVlOqVSKZDJJIpEgHo8Tj8ed7WQySSqVIpFIkEwmnZJKpS5YLMsinU5j\n",
              "Wdaibdu2nV4eC4+9GNM0MQzDqeeLy+XCNE1M03S2XS4XLpcLt9vt1Au3vV6vU3s8npwyHzJ4vV68\n",
              "Xi8+nw+Px4NpmivxMYiIiMg6dMmBxNatWzl27JjTXTKdTrNjxw6OHz++LA0UERERERERkbXnkn/t\n",
              "UVZWRjQadfbj8Tjl5eWXtVEiIiIiIiIisrZdcg+Jffv28ctf/pK3v/3tAHzzm9/kVa96FW1tbQB8\n",
              "8IMfvPytFBEREREREZE15ZJX2bAsi2uvvZazZ88CsHv3btLpNC+88IJmvRYRERERERGRi3LJPSRE\n",
              "RERERERERF6pS55DYmpqijvvvJPf+q3fAuDo0aM88sgjl71hIiIiIiIiIrJ2XXIg8f73v5/q6mo6\n",
              "OjoAaGlp4XOf+9xlb5iIiIiIiIiIrF2XHEicPHmSe++9F4/HA0AgEHjJNdRFRERERERERBa65EDC\n",
              "6/Xm7EejUQUSIiIiIiIiInJJLjmQuPnmm/nTP/1TYrEY3//+97ntttt461vfuhxtExEREREREZE1\n",
              "6pJX2UilUvzZn/0Zjz/+OLZt85a3vIV77rkH07zkbENERERERERE1qlLDiQOHjxIW1vbSx4TERER\n",
              "EREREbmQS+7WcMcdd1zUMRERERERERGRC3Ff7IXDw8MMDg4SjUY5dOiQM5Hl5OQkc3Nzy9ZAERER\n",
              "EREREVl7LjqQeOSRR/iLv/gL+vv7edOb3gSAYRgUFhby0Y9+dNkaKCIiIiIiIiJrzyXPIfEnf/In\n",
              "fOITn+DMmTM88cQTbNy4kd/6rd9arvaJiIiIiIiIyBp00YHEa1/7Wu677z7a29vp7+9n586d/Nqv\n",
              "/RqdnZ3ccccd3H333cvdVhERERERuUxs2yYWixGJRIhGo0SjUSKRCLFYjHg87tTxeJxEIkEymSSR\n",
              "SJBKpXJKOp0mnU5jWRa2bZNOp5f8ei6XC8MwME0T0zRxu91OcblceDwevF6vU/t8Pnw+H36/36mD\n",
              "wSCBQIBAIEAwGMTv92MYxgr/yYnI5XLRgcS2bds4duwYAPfddx8/+9nPeOyxx5iYmODGG2/k4MGD\n",
              "y9pQERERERFZzLIspqammJycdMr8/vT0NDMzM0xPTzM9Pc3s7KxT5ubmsCwr381/RUzTpKAgSCgU\n",
              "JhQKEQqFKCwsJBwOO3VxcfGiUlRUhGle8vz+InKZXfQcEoFAwNn++c9/zhvf+EYASkpKcLsv+jEi\n",
              "IiIiInIR0uk0ExMTDA8PMzw8zOjoKCMjI4yNjTE6OsrY2BjjY2NMTE5eVLBgAH6Xjd9ME3LZlPst\n",
              "fC4bn2nhNW28po3PtPFki9ewcZs2nmztNmxcBrgW1KYBJpl9AzAMmwv1V7AB2zawgbQNFgaWDWnb\n",
              "IL2gTtkGKcsgma0TtkHSypS4ZZDIlrhlEk8bxJJxYqOTTA67iKUzz38ppmlSUlxMaVkZZdlSXl5O\n",
              "RUUFZWVlVFZWUlVVRUlJCS6X66I/MxG5NBedJJimSW9vL8XFxfzoRz/is5/9rHMuEoksS+NERERE\n",
              "RNaqVCrF4OAgfX19DAwMMDAwwODgoFNGR0cvOPwBIOCyCblSNPktQm6LArdFgcsi6E4TclsEXRYB\n",
              "l52tM6GDucZHN1g2JCyDaNokkjaJpg0iaZO5lMlc2mQu5WIuZTKbMpmdjdM7NcapUxf+Q3G5XJSX\n",
              "l1NdXe2UmpoaampqqK2tpbq6Go/Hs4JvKLK2XHQg8fGPf5yrr74at9vNzTffzObNm4FMb4nm5ubl\n",
              "ap+IiIiIyKoVj8fp6+ujp6eH3t5ep+7r62NoaBDLWvz7fNOwKXRbNPhSFHnSFHksCt1pCj3Z4rYI\n",
              "udN4NOJgEdPI9gJxpSnhwmHOQkkLZlMuplMmM0kXUykX00kXU0mTqaSLqfE+Dg0PcuDA4uDCNA0q\n",
              "K6uoq6ujvr6ehoYGp9TV1eHz+S73K4qsKZe0ysbg4CBDQ0O0tbU5k8f09/eTSqVobGxctkaKiIiI\n",
              "iFzJpqen6ejooKOjg87OTrq6uuju6mJgcGBR6GAAhZ40pZ4UZd4Upd40xd40JZ40xZ4UhR5rzfdk\n",
              "WG0sG6aTJpNJNxNJF5MJF+MJF+NJN+MJN1NJ16KhIoZhUFNTQ1NTE01NTTQ3N9Pc3ExLSwtFRUV5\n",
              "eQ+RK80lL/spIiIiIrJeRSIRzp49y9mzZzlz5gxnzpyh4+xZxsbHF10bdqep8KUo96Y4NB3gtroJ\n",
              "yr1pSrwp9W5YY1IWjCfcjCVcfKOvhLaiKCNxN6MJN9PJxXNQlJWW0rJhAxs2bOCqq67iqquuYsOG\n",
              "DQSDwTy0XiR/NBuliIiIiMh5bNtmeHiYkydPcurUKaf09vbmXGcAJd4U28JJKn0pKn0pKrLF7zr3\n",
              "e79Tsz62F8ZX+C1kpbhNqPSnqPSn8A9YvKV2yjkXSxuMJtwMx9wMx7Nldph/f26c5557Luc5dXV1\n",
              "bN68mU2bNrFx40Y2b95MVVWVljaVNUuBhIiIiIisa7Zt09fXx/Hjxzlx4kSmHD/O1PR0znUht8XG\n",
              "ggTV/hTV/iTV/kzw4DXV4VguzO+yqQ8kqQ8kc44nLIORuJvBmJuhmIeBmJvBoR6e6uvjqaeecq4r\n",
              "Kixky9atbN68mS1btrBt2zbq6uoUUsiaoEBCRERERNaN+Z4PR44c4dixYxw7dozjx48zOzubc125\n",
              "N0VbUYJaf4oaf5Iaf5Kw56WX1hS5WF7Tpi6QpC6QBKLO8ZmkyUDMw0DMQ3/MTX80xa9++Ut++ctf\n",
              "OteEQiG2bt3Ktm3b2LZtGzt27KCyslIhhaw6CiREREREZM2am5vj6NGjHD58mKNHj3L0yJGc+R4M\n",
              "oMKXZGNR0vnhsMafzBluIbKSwh6LsCfO5vC5IT7xtMFAzENf1ENfzENfNMm/P/dczpCPstJStm3f\n",
              "zo4dO9ixYwfbt28nFArl4xVELpoCCRERERFZEyzLoquri0OHDnHo0CGOHD5MR2cnC+dwL/GkaS1M\n",
              "UB9MUB9IUudP4lP4IFc4n8umuSBBc0HCORZPG/THPPRGPfREvPTOjPDTn/6Un/70p0BmlY+W5mZ2\n",
              "7NzJzp07aWtro6mpCdPUjKpy5VAgISIiIiKrUiQS4ciRIxw6dIiDBw9y+PDhnKEXPtNmQzBBYzBB\n",
              "QyBBfTBJ2K1hF7I2+Fw2LQUJWgoSwBwAsymTnoiHnqiXnoiXnq6znO3o4Dvf+Q6QGeqxc+dOWltb\n",
              "aWtrY/v27RQUFOTxLWS9UyAhIiIiIqvC8PAwBw4c4MCBAxw8eJDTp09hWed6N1T4UmwpzgQQjcEE\n",
              "lb4UpobUyzoScltsK4yzLbuii2XDSNxNd8RLV8RLdzTFs88+y7PPPguAaRps3LiJtrY2du3axa5d\n",
              "u6isrMznK8g6o0BCRERERK44lmXR2dnJ/v37nRBicHDQOe8xbZr8CZoKEjQFEzQGEgTdGnohspBp\n",
              "QJU/RZU/xatKIwBEUgbd0WxAEfHScfoEJ0+e5Jvf/CYAVVVV7Nq1i/b2dnbt2kVLS4uGeciyUSAh\n",
              "IiIiInmXTCY5fvy4E0AcPHiA6ekZ53zIbbGjME5TMEFzMEFtIIlLvR9ELlnQbbM1HGdrdtLMtA39\n",
              "UQ9dES+dES9dYwP8678O8a//+q8AhMNh2traaG9vp729na1bt+LxePL5CrKGKJAQERERkRUXiUQ4\n",
              "fPgwBw4cYP/+/Rw+fIh4/NyEfWXeFNcUJ2guyIQQ5d40WtFQ5PJzGdAQTNIQTPIa5rBtGEu4MuHE\n",
              "nJeOSIqf/exn/OxnPwPA5/OyY8dOpwdFa2srwWAwz28hq5UCCRERERFZdlNTU0748MILL3DixAks\n",
              "KzPBpAHU+BM0l2V6PzQHE4Q9mnxSJB8MA8p9acp9Ua4tiQIwkzKz4YSXzjkvLzz/PM8//zwApmmy\n",
              "ZcsWpwfFrl27KC4uzuMbyGqiQEJERERELruhoSH279+fGYKxfz9nOzqccy7DpjGQDR+yc0D4tfSm\n",
              "yBUr7LbYWRRjZ1EMgFjacIZ4dM55OXn8KMeOHeORRx4BoKWlxQkn2tvbqa6uzmfz5QqmQEJERERE\n",
              "XhHLsujq6nICiP379zM0NOSc95k2m0JxWrIBRH0ggUdz5ImsWn6XzZZwnC3ZeSiSFvRGM+FEZ8RL\n",
              "V9dZOjo6eOyxx4DMRJkLA4rm5mZNlCmAAgkRERERuUSJRILjx49z8OBB9u/fv+QElDsL404PiGq/\n",
              "JqAUWcs8JrQUJGgpyMwDY9kwEPM4AUXn2ABPPjnEk08+CUBhYZi2tl3OUqNbt27F6/Xm8xUkTxRI\n",
              "iIiIiMiLmpqa4tChQxw8eJCDBw9y9MgREsmkc35+AsqmYGYSSk1AKbK+mQbUBZLUBZL8RnaizNGE\n",
              "KzPMY85HZyTFT3/6U376058C4PV42LZ9uzNJZltbG0VFRXl+C1kJCiRERERExDE//OLw4cNOANHV\n",
              "1eWcN4GaQILmwkwA0RRMUKgJKEXkRRgGVPjSVCycKDNpZoZ3ZMuhAwc4cOCAc09TUxNtbW20trbS\n",
              "2tpKU1OThnmsQQokRERERNaxmZkZjh49yuHDhzl06BCHDx9mdnbWOe932WwOxZ3woT6QxKcJKEXk\n",
              "FQp7LFqLYrRmJ8pMWAY9EY8TUPT0dvKdri6+853vABAKhdi5cyetra3s2LGD7du3U1hYmM9XkMtA\n",
              "gYSIiIjIOpFMJjlz5gxHjhxxysLeDwAVvhRbihM0BjOl0pfC1PALEVlmXtPmqlCCq0Ln5qEYjrvp\n",
              "jngzJZri2Wef5dlnn3XuaWxsZOfOnezYsYMdO3Zw1VVX4fF48vUK8jIokBARERFZg9LpNN3d3Rw/\n",
              "fpxjx45x7NgxThw/njP3Q8CVWf2iIZCkIZigIZCgwK3eDyKSf6YB1f4U1f4Ury6NABBJGXRHvfRE\n",
              "vPREPfT2dfEv3d38y7/8C5CZi2Lzli1s27aN7du3s3XrVhobG3G5XPl8FXkRCiREREREVrlUKkV3\n",
              "dzcnTpxwyvHjx4lGo841LsOmxp+kPpykIZCgPpik3KveDyKyegTdNlvDcbZmlxu1bBhNuOmNeOiN\n",
              "euiJejl2JDP0bF4gEGDLli1s3bqVLVu2sGXLFhobG3G79aPwlUCfgoiIiMgqEolEOHPmDCdPnuTU\n",
              "qVOcPHmSM2dOE48nnGtMoNKfZEdxwpnpvsafxK354ERkDTENqPSlqPSl2J2dLDNlwWDcQ180E1L0\n",
              "RZMc3L+f/fv3O/f5fF6uumojmzdvZtOmTWzevJmrrrqKYDCYpzdZvxRIiIiIiFyBUqkUvb29nD17\n",
              "ljNnznD69GlOnz5NX19fznUuw6bKl6SuJBM81PqTVPuTeBQ+iMg65DahPpCkPpDk17LHkhYMxjz0\n",
              "xzJBRX80wcljRzh69GjOvbW1tWzatImNGzdy1VVXsWHDBurr69WbYhnpT1ZEREQkj5LJJL29vXR0\n",
              "dNDZ2UlnZydnz56lq7OTZCqVc23IbbGxIEG1P0VtttdDhS+FS8MuREQuyGNCQzBJQ/DcHDppG0bi\n",
              "bgZiHgaiHgZibgaHe/lRfz8/+tGPzt3rdtPY1MSGDRtoaWmhubmZ5uZmGhoaNIHmZaBAQkRERGSZ\n",
              "2bbN6OgoPT09dHd355S+vj7S6XTO9T7TptqXpCqcpMqXotqfpMqfIuy28vQGIiJri2vBpJlXF5+b\n",
              "b2c2ZTIYczMY8zAcz9S9Hac5c+ZMzv2maVJXV0djYyNNTU00NjbS2NhIfX09FRUVGIaS4ouhQEJE\n",
              "RETkMkgkEgwODtLf309fX59T9/T00NfbSyweX3RPyG3R4EtS6UtRkR0HXelLUeRJo+9lRURWXsht\n",
              "sTGUYGPo3Lw8tg1TSZPhuIeRuJvhbBkd6KKnp4ef/exnOc/w+XzU19dTX19PXV0dtbW11NXVUVdX\n",
              "R3V1NV6vd6Vf64qlQEJERETkJdi2zfT0NENDQ04ZHh5mcHCQgYEBBgYGGB0dXfJev8umzJukrChF\n",
              "mTdNuTdFeTaACLi0xKaIyJXOMKDYa1HsjbM5nBsuR9MGo3E3I3E3owk34wkXo4kEfZ2Le1XMKy8r\n",
              "o6a2lpqaGqqqqhaVwsLCddPDQoGEiIiIrHtTU1OcOnWK0dFRxsbGnHpkZITh4WFGRkZIJBJL3usy\n",
              "bIo9aTYWpCnxpij1pin1pijxpCn1pgm6LPV2EBFZowIue9H8FJDpVRFJG4wn3EwkXYxnw4qJhJuJ\n",
              "mSGOHh7l0KFDSz7T6/VSUV5ORWUllZWVlJWVUV5eTllZGWVlZWzevJmioqKVeL1lp0BCRERE1r33\n",
              "7ttHT2/vouMmEPKkqXSnKSpMU+RJU+zJ1EWeNCWeNCG3hanAQUREFjAMKHDbFLiTNJBcdN6yM/NV\n",
              "TCZdTCVdTGbLVNLFdDLB9EiUgf5+lpo5qLa2lm9961vL/xIrYFUFEh/84Ad54okn6Orq4oUXXqC9\n",
              "vR2AsbExbrnlFue6SCTC2bNnGR4eprS01Dn+3HPP8d73vheA8fFxpqamaGlpAeCd73wnFRUV3HXX\n",
              "XbS0tJBMJmlsbOSBBx6gsbGRQ4cOcddddzE2NkY6nSYQCPDQQw+xc+fOV/xev/d7v0cwGOS+++7L\n",
              "Of7mN7+ZG2+8kbe97W1cddVVtLa2Yts2breb++67j5tvvvkVf20RERGBsfExitxpbqmcIexJE3Zb\n",
              "hN0KG0REZHmYBhR6LAo9FiwRWMC50GIm5WImZTKTdPGDkRDjY2Mr29hltKoCidtuu42PfvSjvOY1\n",
              "r8k5XlZWxv79+539++67jx/96Ec5YQTAtdde61z38MMP8/jjj/P444875x9++GFuvvlm59hdd93F\n",
              "hz/8YR599FFuv/12/uRP/oS3vvWtAPT09ODz+S6q3WNjY5SVlV3w/L59+/jN3/xNPvvZzzpr3A4O\n",
              "DvL973+fv/u7v2Nubo5wOOy0/Vvf+hZvf/vbGR4eXjdji0RERJZb2JPmVaWRfDdDREQEOD+0yPjV\n",
              "RJCRNbTgkpnvBlyKG264gfr6+pe87sEHH2Tfvn2v+Ovt3buXEydOANDb20tdXZ1zrqGhgcrKyot6\n",
              "zqtf/WpuvfVWvva1rzE3N7fo/DXXXEN1dTXf+973nGNf+cpXeMMb3kBFRcWi6//jf/yPztjW88Xj\n",
              "caanp3NKfIlZvUVERERERETyaVUFEhfj5z//ORMTE9x6663OsT/8wz/k/vvvv6TnpNNpvvGNb3DN\n",
              "NdcA8IlPfIKbb76ZW265hf/1v/4XL7zwwkU/6/Tp09x999387Gc/o7W1ldtvv53vfOc7JJPnuubs\n",
              "27ePhx56yNl/6KGHLhiqPPLIIzQ2NlJeXr7o3Gc+8xmKiopyymc+85mLbquIiIiIiIjISlhVQzYu\n",
              "xoMPPsi73/1uZ+gDwB//8R9f9P1PPfWUMzfF7t27+fM//3MAPvKRj/Cud72LH/7wh/z4xz9mz549\n",
              "PPjgg7zjHe94yWcahsGePXvYs2cP6XSa7373u/yP//E/ME2Tzs5OIDOHxcc//nGGh4c5ffo0s7Oz\n",
              "7N2713nGzMyM0666ujqeeOKJJb/Wxz72MX7/938/59jFDi0RERERERERWSlrKpCYnZ3ln//5n/nV\n",
              "r371sp+xcA6J81VVVXH77bdz++2309TUxD/+4z8uCiQ++9nP8k//9E8AfO5zn3NChWQyyZNPPsk/\n",
              "/dM/8fOf/5xbb72Vd73rXc59paWl3HrrrXz1q1/l2LFj3HHHHZjmuQ4sC+eQeDE+n08BhIiIyMtg\n",
              "2ZCywL3m+o+KiMhakLIgbee7FZfXmgokvv71r7Nr1y62bt162Z/92GOPceutt+LxeEilUhw8eJCr\n",
              "rrpq0XX33HMP99xzT86x9773vfzbv/0bN9xwA+985zt5+OGHc3pwzNu3bx933nknAwMDlzQkRERE\n",
              "RF4Zl8tNf8TLJ47WUuC2CLnSFHrSFLqtbH1uqc8iT5qgy0bzSouIyOVg2xBJG0zNL/uZml/+08V0\n",
              "dnWNmbSLuVQmMS8ocOW5xZfPqgok3v/+9/O9732PwcFB9u7dSzgc5vTp0875Bx98kP/23/7bovv+\n",
              "8A//kNraWv77f//vL/trf+tb3+Kee+7B5/ORTqd59atfzac+9amLuvd1r3sdX/7ylwkEAi963S23\n",
              "3EI8Hufaa69lw4YNL7utIiIicmn+5//8nzzzzDOMjo4yPj7O6MgIQ9PTF7zeY9oUu1MUedKUeNOU\n",
              "eNIUZ+tSb4qw21JgISIiQCZwmEmZTCRdjCfcTCZcTCRdTCQywcNkyk3SuvA/GoWFYarKKygrK6O8\n",
              "vJxf+7VfW8HWLy/Dtu011ulDRERE5JVLJBKMjo4yPDzMyMgIw8PDDA8PMzQ0xPDwMIODA4yPTyx5\n",
              "r8e0KfGkKPWmKfOmsiWzXexN41JYse58/kQlH90ynO9myArQZ70+pW2YSroYjbsZS7gYS7gZS7gZ\n",
              "T7iYSF44cCgtLaG6uobKykqqqqqorKyksrKSiooKKioqKC8vX9ND8ldVDwkRERGRleL1eqmtraW2\n",
              "tvaC18TjcYaGhhgYGGBgYID+/v5zpa+P41NTi+5xGTal3hQV3hTlvhQV2VLpSxFw6fdEIiJXslja\n",
              "YDjuZjjuZiTuZjTuZjQbPqTtxaFDUWEhm66qd/49qa2tpaamhpqaGqqqqtZ02HAxFEiIiIiIvEw+\n",
              "n4/GxkYaGxuXPD83N0dPTw+9vb309vbS09NDd3c33V1dHJ2ehpnc68Nui0pfkkpfkip/iipfiip/\n",
              "UkGFiMgKi6YNhmIehuJuhmJuhuMehuNuZlKL528oKixk++YmGhoanFJfX099fT2hUCgPrV89FEiI\n",
              "iIiILJOCggK2bt265ITbU1NTdHd309XVRUdHB52dnXR2dtIx0M+ZudzfmBV60lT7ktT4k1T7U1T7\n",
              "k1T4Uhr6ISLyCqVtGIm7GYx5GIxl67iHqWRu8GAYBrW1tbQ1N9Pc3ExLSwuNjY00NTVRVFSUp9av\n",
              "fgokRERERPKgqKiI1tZWWltbc47HYjG6uro4e/asU86cOcPJwUFOzvqd69yGTZUvSU0gE1TUBZLU\n",
              "+FN4TfWmEBFZSsIyGIi56Yt6GIh5GIh6GIp7SJ031KKqqoqdGzeyYcMGpzQ1NeH3+y/wZHm5FEiI\n",
              "iIiIXEH8fj9btmxhy5YtOcdnZmY4c+YMZ86c4dSpU5w6dYrTp0/RN5FwrjGACl+S2mxAURfIbPs0\n",
              "5ENE1pl42mAg5qE36qEv6qE/5mEk7mHh34Zer5fN2zayefNmNm7cyMaNG7nqqqsIh8N5a/d6o0BC\n",
              "REREZBUIh8O0t7fT3t7uHEun03R3d3Py5ElOnjzJiRMnOH78OPunZtmfnU9zPqSoDySpDyRoCCap\n",
              "9iVxm3l5DRGRyy5lwVDcQ0/EQ2/US2/Uw/B54UMoFOKa1q1s2bKFzZs3s3nzZhoaGnC79SNxPulP\n",
              "X0RERGSVcrlctLS00NLSwt69ewGwbZv+/n6OHz/OsWPHsvVRnp+M8PxkMHOfYVPrT9IQTNAQSNIY\n",
              "TFDiSWNoTgoRucLZNkwkXfREPHRHvfREvAzEcoddFBQEuaZ1O1u3bmXbtm1s3bqV2tpaDP0ld8VR\n",
              "ICEiIiKyhhiGQV1dHXV1ddxyyy0AWJZFb28vR44c4ejRoxw9epSTJ07QM+Z17gu5LRoCcRqDmYCi\n",
              "PpDUfBQikncJy6Av6qE74qUr4qEn6mM2da6Ll8ftZvO2zWzfvp0dO3awfft2GhoaME11A1sNFEiI\n",
              "iIiIrHGmaTrLk77hDW8AIJFIcOrUKQ4fPsyRI0c4fOgQxwYGODYTyNxjQI0vQVNBgqZgphR5rHy+\n",
              "hoisA1NJk66I1ykDMS/Wgmy0pqaGX29tZceOHezYsYPNmzfj9Xov/EC5oimQEBEREVmHvF6v8w39\n",
              "vLGxMQ4fPsyhQ4c4dOgQx44do28swc/HMueLPGmag3Gaggmagwmq/ClM9YAWkZfJsmEo5qbTCSB8\n",
              "TC5YbtPr9dLato2dO3c6qxKVlZXlscVyuSmQEBEREREAysrKuPHGG7nxxhsBSCaTnDhxgkOHDnHw\n",
              "4EEOHjjAgfFxDkxl5qLwu2waAnFagpmeFA2BBB71khaRC0ha0Bv10jnnpTPipTvqI5Y+l2qWlpZw\n",
              "U9su2traaGtrY8uWLXg8njy2WJabAgkRERERWZLH42Hnzp3s3LmT22+/3Zkw88CBAxw8eJADBw5w\n",
              "qqODU7N+AFwG1PkTNBfEaQ4maC5IENCSoyLrVjRtOOFD55yPvpiH9ILJJ5ubm9m1axe7dmVCiLq6\n",
              "Ok08uc4okBARERGRi7Jwwsw3vvGNAExNTTnhxIEDBzh27Bjdo15+TGbJ0SpfkuaCBM3BOM0FmodC\n",
              "ZC2bTpp0Rrx0zPnonPMytGDpTZfLxbYd25wAYteuXRQVFeW1vZJ/CiRERERE5GUrKipiz5497Nmz\n",
              "B4BYLMaRI0c4cOAA+/fv59DBgzw7HuPZ8QIASr2pTO+JYIKWgjhlXi03KrIa2TaMJVxO74eOiJfx\n",
              "xLkfLwN+P9e+qpX29nba29vZsWMHfr8/jy2WK5ECCRERERG5bPx+P9dccw3XXHMNAKlUipMnT7J/\n",
              "//5MSPHCCzw/Oc3zk5l5KEJuy+k90RKMU62JMkWuSJYNgzE3HREfXXNeOiM+ZhYsv1lUWMgN17U7\n",
              "AcTmzZtxu/Xjprw4/T9ERERERJaN2+1m+/btbN++nd/93d/Ftm06OzvZv3+/Uw4PDXF4OrPcqM+0\n",
              "aQxmJspsLkhQr4kyRfLipSagrKqs5Pr2dq6++mra29tpamrCNPUfq1waBRIiIiIismIMw6ClpYWW\n",
              "lhbe+ta3AjAwMHCuB8X+/Zzq7FwwUaZNfSBJUzAzUWZjMEGBWxNlilxucymD7uzym50RH73RxRNQ\n",
              "tre3s2vXLtrb26mpqclja2WtUCAhIiIiInlVU1NDTU0Nb3jDGwCYnJxcNFFmVyQzUSZApS9JUzDh\n",
              "FM1DIXJp5ud/6MoGEF0RL8Pxc8trulwutm7f6gQQra2tlJSU5LHFslYpkBARERGRK0pxcTE33HAD\n",
              "N9xwA5CZKPPo0aNOQHHo0EF+NRHhVxOZiTIL3BZNgTiNwSSNwQR1gSReU70oROYlLIO+qIfuiJfu\n",
              "iIeuqI+5BfM/FBQEue7qNtra2ti1a5cmoJQVo0BCRERERK5ofr+f3bt3s3v3bgDS6TRnz57l0KFD\n",
              "HDx4kIMHD3K0v5+jM5l5KEwDanyZ4R0NwSQNAfWikPVjvvdDT9RLT8RDd9TLQMyLtSCjq62tZU9b\n",
              "G62trbS1tbFhwwZcLlf+Gi3rlgIJEREREVlVXC4XmzZtYtOmTbztbW8DYGxsjEOHDnHo0CEOHz7M\n",
              "sWPH6BtP8Mx45p6gy6I+kKAhkKQ+mKA+kCTktvL4FiKXx2zKpDfqyZSIl56ol0j6XO8Hr8fDztZt\n",
              "tLa2OqWsrCyPLRY5R4GEiIiIiKx6ZWVl3HTTTdx0000AJJNJTp8+zeHDhzly5AiHDx/mZG8vJ2fP\n",
              "dUMv8aSpC2TCibpAZqhHwKWhHnLliqYzQy/6ot5MHfMwnsj9ka6uro49O3eyM1s2btyIx+O5wBNF\n",
              "8kuBhIiIiIisOR6Ph23btrFt2zZ+53d+B4CpqSmOHTvG0aNHOXLkCEePHuXwxISz5ChAqTdFrT+Z\n",
              "KYFMCasnheTBTMqkP+phIOahL+qhf4nwoaSkhN941XZ27NjB9u3b2bZtG0VFRXlqscilUyAhIiIi\n",
              "IutCUVER1113Hddddx0Atm0zMjLC8ePHOXbsGMeOHePEiROLQoqQ26LGn6DGn6Lan6Tan6TCm8Jt\n",
              "XugriVy8lAWjCTeDMQ8DMTcDMQ8DMS+zqdz/g5WUlHDd7i1s27aNrVu3sm3bNioqKjA0OYqsYgok\n",
              "RERERGRdMgyDyspKKisrnRU9bNtmdHSUEydOcOLECU6dOsXJkyc51d/Pqdlz95oGVHiTVPlTVPqS\n",
              "VPlSVPpTlHlTuPTzoSwhbcNYws1wzM1w3M1Q3M1QzMNIwpMz4SRkJp28ZtMmNm/ezJYtW9iyZQvl\n",
              "5eUKH2TNUSAhIiIiIpJlGAYVFRVUVFTwmte8xjk+NzfH6dOnOXXqFGfOnOHs2bOcOX2ag1NzwLne\n",
              "FC7DpsybosKXoiJbl/tSaGaK9cMGuiMeRuNuRhJuRuKZMpZwk7ZzA4VQQQE7t1zFVVdlysaNG9m0\n",
              "aRMFBQX5abzICjNs29bfjyIiIiIil8i2bYaHh+no6MgpnZ2dzMzMLLo+4LIo86Yo96Yo9aYpXVCH\n",
              "3Ramfvm9Klh2Zn6H8YSb8YTLqUcTbsYT7pwVLuaFw2Gam5tpaWlxSnNzM1VVVer1IOuaAgkRERER\n",
              "kcvItm0mJyfp6uqiu7ubrq4uent76enpobe3l0Qisegel2FT5ElT4klT7ElT7E1R5LYo8qSd4tcK\n",
              "ICsiljaYSrqYSrqYTplMJl1MJtxMJl1MZI+f39MBwOv1Ul9fT0NDA/X19TQ2NtLU1ERTUxPFxcUK\n",
              "HkSWoEBCRERERGSFWJbFyMgI/f399PX10d/fT29vLwMDAwwODjI6OsqFvj33mjZhd5pCd5qwJ03Y\n",
              "bRFyW4Tc6WxtUeCyCLosvKaNfv7NsG1IWAaRtMlc2mQ2NV9czKZMZlImM0kX0ykXMykXCWvpPzjD\n",
              "MCgvL6e6upqamhrq6uqoq6ujtraWuro6KioqME3NdCpyKRRIiIiIiIhcIZLJJMPDwwwODjI8POyU\n",
              "oaEhxsbGGBkZYXx8HMt68aVI3YZNMBtOBJxi43dZmWJmtn2mjc+08Zo2PjMTZHiy+x7TzvsEnWkb\n",
              "kpZBwjKcOm6Z2TpTYmmTWLaOpzPBQzRbIpZJJGWSWqJHw0KmaVBaWkZ5eTnl5eVUVlZSVVXlTHpa\n",
              "XV1NZWUlHo9nhd5cZH1QICEiIiIisoqk02kmJiYYHx/PKRMTE0xNTTE5OcnU1BQTExPMTE8zMzv7\n",
              "kgHGhZjYeMzMkBJ3trhMGxdgGpnAwmXYGIBhgJE9vhTLNrDJ9FiwgbRtkLYzx9NA2jJIYZCyDNK2\n",
              "QTJ77mW12zQJh0KECwspLi52SlFRESUlJZSWluaUkpISXC7Xy/paIvLyKZAQEREREVnDLMsiEokw\n",
              "PT3N7Owsc3NzzM7OOtvRaJRoNEokEiESiRCPx4nFYsTjcaLRKIlEgkQiQTKZzNSJBOl0mlQqlSnp\n",
              "NJZlYdv2BYebzDMMA8MwME0Tt8uF2+3G7XbjcrnweL14vV48Hg/e7HYgEMDn8+Hz+fD7/QSDQYLB\n",
              "IIFAgEAgQEFBAaFQyKlDoRCFhYUEg0ENnxBZBRRIiIiIiIjIZWHbNul0eslzLpdLEzuKSA4FEiIi\n",
              "IiIiIiKy4tSPSURERERERERWnAIJEREREREREVlxCiREREREREREZMUpkBARERERERGRFadAQkRE\n",
              "RERERERWnAIJEREREREREVlxCiREVpl4PM4f/dEfEY/H890UWQH6vNcPfdbriz7v9UWf9/qhz3p9\n",
              "0ef9yhm2bdv5boSIXLzp6WmKioqYmpqisLAw382RZabPe/3QZ72+6PNeX/R5rx/6rNcXfd6vnHpI\n",
              "iIiIiIiIiMiKUyAhIiIiIiIiIitOgYSIiIiIiIiIrDgFEiKrjM/n45Of/CQ+ny/fTZEVoM97/dBn\n",
              "vb7o815f9HmvH/qs1xd93q+cJrUUERERERERkRWnHhIiIiIiIiIisuIUSIiIiIiIiIjIilMgISIi\n",
              "IiIiIiIrToGEiIiIiIiIiKw4BRIiq8ipU6f49V//dTZv3syrXvUqjhw5ku8myTL54Ac/SHNzM4Zh\n",
              "sH///nw3R5ZZLBbjLW95C5s3b2bXrl287nWv4/Tp0/luliyT17/+9bS1tdHe3s6ePXt44YUX8t0k\n",
              "WQEPPfQQhmHw+OOP57spsoyam5vZsmUL7e3ttLe38/Wvfz3fTZJlEo/HufPOO9m0aROtra28613v\n",
              "yneTViV3vhsgIhfv/e9/P+973/u44447+OY3v8kdd9zBr371q3w3S5bBbbfdxkc/+lFe85rX5Lsp\n",
              "skLe97738YY3vAHDMPirv/or3vve9/L000/nu1myDP75n/+Z4uJiAB577DHuuOMODhw4kN9GybLq\n",
              "7Ozkb//2b7nuuuvy3RRZAV//+tdpb2/PdzNkmd1zzz0YhsHJkycxDIPBwcF8N2lVUg8JkVVieHiY\n",
              "5557zklff/u3f5uenh79FnWNuuGGG6ivr893M2SF+P1+3vjGN2IYBgDXXXcdnZ2d+W2ULJv5MAJg\n",
              "amrK+dxlbbIsi/e+9718+ctfxufz5bs5InIZzM3N8eCDD/Knf/qnzt/h1dXVeW7V6qRAQmSV6Onp\n",
              "oaamBrc707HJMAwaGxvp7u7Oc8tE5HL7y7/8S9785jfnuxmyjN797nfT0NDAJz7xCb761a/muzmy\n",
              "jL7whS/wG7/xG1xzzTX5boqskHe/+920trayb98+RkZG8t0cWQZnzpyhtLSUT3/601x77bXs2bOH\n",
              "H/zgB/lu1qqkQEJEROQK8ulPf5rTp0/zmc98Jt9NkWX0la98hZ6eHv73//7f3H333flujiyTw4cP\n",
              "8+ijj3LvvffmuymyQn784x9z8OBBnn/+ecrLy3nPe96T7ybJMkilUnR1dbF9+3aee+45vvSlL/GO\n",
              "d7yDoaGhfDdt1VEgIbJKNDQ0MDAwQCqVAsC2bbq7u2lsbMxzy0Tkcrnvvvv41re+xf/7f/+PYDCY\n",
              "7+bICnjPe97DU089xdjYWL6bIsvgJz/5CZ2dnWzatInm5maeffZZ3ve+9/E3f/M3+W6aLJP578s8\n",
              "Hg8f+tCH+MlPfpLnFslyaGxsxDRN3vnOdwJw9dVX09LSwqFDh/LcstVHgYTIKlFZWcnu3bv5h3/4\n",
              "BwAeffRR6uvr2bhxY55bJiKXwxe+8AUeeeQR/u3f/i1njgFZWyYnJ+nv73f2H3/8ccrKyigtLc1j\n",
              "q2S5fOADH2BgYIDOzk46Ozu57rrr+D//5//wgQ98IN9Nk2UwNzfH5OSks//II49w9dVX569BsmzK\n",
              "y8u55ZZbePLJJwHo6Oigo6ODbdu25bllq49W2RBZRR544AHuuOMOPv3pT1NYWMhDDz2U7ybJMnn/\n",
              "+9/P9773PQYHB9m7dy/hcFgTmK5hvb29fOQjH2HDhg3cfPPNAPh8Pn7xi1/kuWVyuU1NTfE7v/M7\n",
              "RKNRTNOkoqKC7373u5rYUmQNGBoa4rd/+7dJp9PYts2GDRv4yle+ku9myTK5//772bdvH3fffTem\n",
              "afLAAw9QV1eX72atOoZt23a+GyEiIiIiIiIi64uGbIiIiIiIiIjIilMgISIiIiIiIiIrToGEiIiI\n",
              "rGnt7e20t7ezfft2XC6Xs/+Od7zDuebOO+/k61//eh5bKSIisv5oDgkRERFZFzo7O2lvb8+ZBR8y\n",
              "yyhv3LiR/fv3Ew6H89M4ERGRdUg9JERERGRde+6559iyZQvhcJjvfOc7tLW10d7ezs6dO/n2t78N\n",
              "wODgIG9/+9t59atfTWtrK/fee69z/7Fjx9i7dy9tbW20tbVx//335+tVREREVhUt+ykiIiLr2mOP\n",
              "PcZb3vIWAO69914eeOABrr/+eizLYnp6GoD3vOc9fPzjH+fGG28klUpx66238o1vfIO3vvWtvPnN\n",
              "b+ZTn/oUt99+OwCjo6P5ehUREZFVRYGEiIiIrGtPPPEEP/jBDwC45ZZbuOuuu7jtttt4/etfT3t7\n",
              "O3Nzc/zgBz9gaGjIuWd2dpYTJ05w4sQJYrGYE0YAlJeXr/g7iIiIrEYKJERERGTdOnnyJMXFxVRV\n",
              "VQHwhS98gSNHjvDUU0/xnve8h3e+85383u/9HgDPPvssfr8/5/4jR46seJtFRETWCs0hISIiIuvW\n",
              "wuEaAMePH2fHjh3ceeedfOADH+DZZ58lFApx880389nPfta5rr+/n97eXrZs2UIwGOSRRx5xzmnI\n",
              "hoiIyMVRICEiIiLr1uOPP54TSHz84x9nx44dXH311Xz1q1/lj/7ojwD4x3/8R06fPs3OnTtpbW3l\n",
              "bW97G2NjY7jdbr797W/z0EMP0drayq5du3j00Ufz8zIiIiKrjJb9FBERkXVpYGCAvXv3cvDgwXw3\n",
              "RUREZF1SICEiIiIiIiIiK05DNkRERERERERkxSmQEBEREREREZEVp0BCRERERERERFacAgkRERER\n",
              "ERERWXEKJERERERERERkxSmQEBEREREREZEVp0BCRERERERERFacAgkRERERERERWXEKJERERERE\n",
              "RERkxf3/ILpi0FSK/YwAAAAASUVORK5CYII=\n",
              "\">\n",
              "      </div>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-c2960e2c-ec02-455d-87a9-76394b1c6712\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-c2960e2c-ec02-455d-87a9-76394b1c6712\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<string>:5: FutureWarning: \n",
            "\n",
            "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "from matplotlib import pyplot as plt\n",
              "import seaborn as sns\n",
              "figsize = (12, 1.2 * len(_df_14['Step'].unique()))\n",
              "plt.figure(figsize=figsize)\n",
              "sns.violinplot(_df_14, x='C1/°C', y='Step', inner='stick', palette='Dark2')\n",
              "sns.despine(top=True, right=True, bottom=True, left=True)"
            ],
            "text/html": [
              "      <div class=\"colab-quickchart-chart-with-code\" id=\"chart-274da296-d8ad-408e-b32b-a80181785347\">\n",
              "        <img style=\"width: 180px;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABCQAAADrCAYAAACxZ0d7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\n",
              "bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\n",
              "AAAPYQGoP6dpAAA5i0lEQVR4nO3deZRcZYH+8efWvld3EiAQDAESQMCkk6AOMwaJoHGJGcQFGZTF\n",
              "qLhwEIUD6M8NHUFEB4fxaDhjBHEksmcijicOmoBnYFQEBGZAhkAv1fu+pbuqbt37++NW3a7qqibd\n",
              "SXf1ku/nnHfe9659C+9UOk/exbBt2xYAAAAAAEAVeWb7AQAAAAAAwOGHQAIAAAAAAFQdgQQAAAAA\n",
              "AKg6AgkAAAAAAFB1BBIAAAAAAKDqCCQAAAAAAEDVEUgAAAAAAICqI5AAAAAAAABVRyABAAAAAACq\n",
              "jkACAAAAAABUHYEEAAAAAACoOgIJAAAAAABQdQQSAAAAAACg6ggkAAAAAABA1RFIAAAAAACAqiOQ\n",
              "AAAAAAAAVeeb7QcAAGC22LYt27ZlWZZbihmG4dbFba/X624DAADg4BBIAABmlW3bSqfTGh4e1sjI\n",
              "iEZGRtz2/v37S+p0Ol1WRkdHlU6nlclklMlklM1mZZqmTNNUNpt1S2FfIXgoBBEHy+PxyOP1ylso\n",
              "Ho/b9vl88vv9CgQC8vv9FUswGFQwGFQoFHLbxduhUEjhcNgtkUikZNvv9xOKAACAec2wbdue7YcA\n",
              "AMx/mUxG/f39JWVgYMCtBwcHNTw8rMHBQQ0NDWlwcNBpDw/LzGYP/QEMQ/J6pJwlO+iTPIZsw3Bq\n",
              "j0fyOG0ZhmTIOVa4zijURX/BH//Ho+3+H8mWDMt2zinU+WJYkmxLsmwZ+aKcJVmWe/l08Hq9ikQi\n",
              "ikajikajJe3iEovF3BKPx0u2o9GofD7+bQIAAMwOAgkAQEWWZam3t1c9PT3q6elRb2+vu11oF7b7\n",
              "+vo0Ojo6+Zv7vLL9Xll+rxTwyfY72/J5Zfu8ks/j7PON2+f1SF6PbJ9Tyzu2Tx5nWqTovU9o+ENn\n",
              "ztB/lUNk2U4wYdkycpaUs2SYTq2cJSOXy9eWZOaPmTlnf9aSYeaPmzkZ2ZxzLJuTYVoysqZz/ymK\n",
              "RCKKx+NKJBKKx+Nuu7BdaCeTyZI6HA7TQwMAABwS/lkEAA4zhaChs7NTHR0d6urqUnd3t7q6ukra\n",
              "PT09Bx7S4PPKCvpkR3yya2pkB32yAz6nh0LAP7ZdKH6v5Hd6LxyWPIbk8Uoa6ywxrf8qkLPGQops\n",
              "TsqaTjuTcwKLbE5GJr8vvz2YMTU01Kf23m4pY076R/n8fiUScdUka9ygolBqamrc4KLQrqmpUTwe\n",
              "l8fDfNoAAMBBIAEAC4ht2+rt7VV7e7va2trU3t7uBg+F0tnZKdN8jb94+ryyQn7Zi6OyQgHZIb/s\n",
              "UEB2yOfUQZ+zL+iXfN7qfTgcWKHXSNB/cEGHZTuBRsYsKSq002P7cmlTXZkRdTcPynjVLB/iUoHH\n",
              "43FDiuKgorgkk0nV1ta6x+iJAQDAwkUgAQDzSC6XU2dnp1paWtTa2qq2tjY3eCi0M5lM5YsNQ1Y4\n",
              "IDsZlhUJyA4HZOdrKxSQHXaCB/kJGQ5bHsMZQhPwTS3QsG2n90U6OxZcpE0ZmWy+Pba/O51Wb1uz\n",
              "jIaGSYUYgUCgLLQYX2pra912IpGQ18s7DADAfEAgAQBziG3b6uvrU3Nzs1paWkpKa2ur2tvbJ+zd\n",
              "YIf8smJB2ZGYrGhQdiToBA+RoBM+hPylkzYC08U4iCCjOMQohBbjQ4y0qVw6q9H9A+ro7ZGyBx5S\n",
              "YhiG4vmhJMVBxfheGMXb9MIAAGB2EEgAQJWZpqmOjg6lUik1Nze7dUtLi1KplPbv31/xOjsckFUT\n",
              "dsKGaDBfh9zQQV7G5mMeKQ4x4pO8Jmfle1qMCzHSWamo3Zs21d/Rqsampkn1wvD7/WVhRXE9vp1M\n",
              "JgkxAACYBgQSADADTNNUW1ubUqmUmpqaSuqWlpbKvRz8XuWiQdmLFsmKhcYCh1iQwAGQnPkxws4w\n",
              "o0mZQi+M9pFBdfb3TnpiT5/fr2R+Pozxk3oWyvgVShKJhPx+/yH8BwAAYGEhkACAg2Tbtjo7O9XY\n",
              "2OiWpqYmNTU1qbm5WblcrvyakN/p5RALyYqFZMeC+fAhJAV9DKkAptPB9MKw7PxEnuNDjNJ2Lp1V\n",
              "Z2ZYXal+GenJr04SDodLQoriJVcLocX4JVhjsZhisRgrlAAAFhwCCQA4gKGhITU0NKixsVENDQ1q\n",
              "ampyAoimJqVHR8vOt0N+WbURJ2iIh2THQrLiYVmxoLPkJYC5y2M4862EprBSiW1XXImkEGKoaHso\n",
              "bWr4IJZZNQxD0WjUDSqKSywWK6kL5xWCjFgspkgkwmSfAIA5h9+MAUDOEIvW1lY1Njaqvr7e7fFQ\n",
              "39Cg3p6e8gv8XuViIVlHLnFCh3ghdAhJAb5agcOKYUhBZyncSffEkJxlVrOmjGzOCTKy+WVWi9pG\n",
              "xjmujKn+jKmBgR55ujonNcHneOFIRPF8QBGNRt2wIhqNlpTi44V9kUhE0WhUoVCIuTMAANOG35oB\n",
              "HFaKezvU19e77camJpnZbOnJhiErGpR1TK2sQuAQD8uOh1ixAsCh8xQFGbEpXmvZkplzAwsja0qZ\n",
              "XD7IyI0FHUXbQ9mchvcPyOjvdc63prS4q/PIHo/C4bCisZhiRWHF+FK8PxqNKhwOl7UjkYh8Pn4V\n",
              "BYDDGX8KAFhwbNtWR0eHGzg0NDSovr5e9fX16u7uLj8/4JOVCMlK1DihQyIfPESZSBLAHOU5iKVW\n",
              "x8tZTu8LN7zIOZOAFgIOM1e6P7+dzeY0ONwno7/HOZazDvpj+P3+ikFFJBJ5ze1COxwOl+wPhULM\n",
              "tQEA8wiBBIB5K5PJqKmpyQ0ciuvR8XM7GJIVDck6usYNHAo1k0kCOCx5PbK9nqnNl1GJZeUDi3zA\n",
              "YTrhhRtumMX7LCfYyO/LZXMaNTPq7R+V0e0cO5SAQ5JCoZAi0Ygi4dcOMgohSKXgozggCQQCDFMB\n",
              "gBlCIAFgzuvv7y/r6dDQ0KDmlhbZ1rhfXH0e5eJhZ26HhBM6FOZ3oLcDAMwAj0cKemQHdWjBRoFl\n",
              "SaY1FmqYTthR6LFRODYWdFjueTJzGjZz2p8dkUaG5Olwjsk++Cfzer1OOBGNKloUahxouMr4uTkK\n",
              "YQeTiwLAGAIJAHOCZVlqa2urOMyir6+v7Hw75FduSUx2oadDYZhFJEBvBwCYzzweKeCRnZ8g+JBD\n",
              "Dtsem3PDzMnIWmM9NsZtF4cgheAjl80pY+Y0ME3DVAo9MCqViSYZHT/RaCQSodcGgAWBQAJAVY2M\n",
              "jJQsoVk8sWQmkyk92TBkxYKyltW6E0oWwgdWsgAATIphSF7DGaISPMThKQVFAUfx/BqFgKMk2Mia\n",
              "+eEsprytfRoKeTScHpIxPOBeM1Uej0eRSKRsedfxy74W18XLxMZiMebaADAn8Bs9gGlnWZY6OjpK\n",
              "ggdnCc16dbR3lF/g9yoXD8lKJPOhQ8gZahENMcwCADD3FE0qKk2+F0fk4ac08o7VpTsL4Ua2ONQo\n",
              "LPeab5tF7fx5/dn8MrDd+WVgp5C0GIbhBhqJRKIksEgkEiX7EomEksmkuy8ajRJmAJg2BBIADtrQ\n",
              "0JCzZGa+uEtoNjYqnU6XnW9FgrKWJt2eDoXhFiyhCQA4bE3Hiim27QwxyZoyMubYhKIZc2xJ2Hzb\n",
              "CTpMDWRMDQ72qq27ywk0Jvu4Ho9i8ZiSiWRJYFEILYrr4nY0GmWYCYAyBBIAXlMmk1Fzc7O7mkVj\n",
              "Y6PTbmxUb09P+QW+fG+HpXFnTof8hJJWPCT5mMgLAIBpZxiS3yvb75UdCU79esseW/41Y7rF7ZWR\n",
              "MWWkx/b3Zkz1d7fLaGme9HwaXq9XiWRSNfmgYnypqakpqZNJJ/CgNwawsBFIAJBpmmppaVFTU1NZ\n",
              "aWtvL1/JwjBkRYPOEpr5sIHeDgAAzFMeQwr6D26OjZyVDyyyUqY8vDDSWRkZU7m0qe7MiHpaB2XU\n",
              "109q5ROPx6NEIqGamho3qKitrS2rC8dramoUCoUO5r8AgFlCIAEcJtLptFpaWpRKpdTc3KxUKqVU\n",
              "KqWmpia1trbKGh86SLIjAWcli1jIXcXCiodkR4POLOgAAODw5vXIDgdkhwOTv8a2nWElhcAibZa2\n",
              "8yGGkc6qO51Wb1uzjIaGSYUYwVBItTU1ZYFFcXBRvI+hJMDsIpAAFpCBgQE3dBgfPnR0dMiu8Ae5\n",
              "HQ7IWhyVFXPCBisecgKIGEMsAADADDCK5s2ITbJHQyHEKA4tStpOnUtnNTLYq7auzkmtYOLz+90A\n",
              "oxBYLFq0aMI2AQYwvQgkgHkkk8mora1Nra2tamlpcUshdBgaGqp4nRUJyjoyITsadEKHGKEDAACY\n",
              "R4pDjPgkrzFzY0NI0lkZo+PDjKxyo6baRwbV2dc7qck9fT6famtr3VLoaVG8XQgxamtrFYlECDCA\n",
              "10AgAcwhmUxG7e3tamtrKwseWltb1dXVVbGXg3we5aIh2ctqZUVDsmNBWbGQ044GWToTAAAcfnxe\n",
              "2b4pTPRZmA9jNFvaA2N0ggDjpQMHGH6/X7WLFrm9MMaHGOPbBBg43BBIAFVi27YGBgbU0dFREjoU\n",
              "hw89PT2VA4fCJJKFXg7RYL52wgc7yESSAAAAh2Sq82HkrNJhI8VBxujYEJK24T519HRJ2QMPIRkf\n",
              "YIyfuHP8nBjxeJwAA/MagQQwDWzb1tDQkDo7O9XR0aHOzk61t7eXldHR0co38HpkhQNO4BDJBw6R\n",
              "oKxoQHY05PzB6OEPGwAAgDnD65EdCU6tB8YEQ0cK+3LprNqGJh9geL3eiquN1BQFGsWrlNTU1CgQ\n",
              "mMIEpMAMI5AADiCTyairq0vd3d3q7OxUV1eXurq6SsOHjg6lJwobJNkhv6xwQPbiRbIigfwfXgE3\n",
              "eGCpTAAAgAXuYAOMSpN4FgKMTFZdoyPqTg3I2LdvUreNRCJuQFEcWIxfYrW4EGJgphBI4LBk27YG\n",
              "BwfV3d2tnp4e9fT0qLu7u6R0dXWps6tTA/0Dr32vcEBW2C97ca0TOkSCTne/SEBWvs0cDgAAAJiS\n",
              "qQYYli1lxocXpoxM6Wokg+mshvq61dLRPqmVSCQpFAqVhRTJZFKJRMKtx7fj8bh8Pv66idfGG4IF\n",
              "I5PJqK+vT319fert7XWDht7e3pLS09Oj7p4emdnsa97PDvpkhQKylyZlhwL5MYX5ng4hJ3CwQ37J\n",
              "Q9gAAACAWeYxpJBfdsivCjOSVVbcCyMfZqioXVilZDiT1f6hPrX3dE9qNZKCaDRaElAkk0nF43F3\n",
              "u1CPL9FoVF4vK8EdDggkMCeNjo5qYGBA/f39ZXVfX59bF5f9+/cf+MY+r6ygT3YiKDsUzw+l8DsB\n",
              "Q+ELPN+mVwMAAAAWtKn2wpAky5aRMaVMUZBRXNKm01MjY2ogbWpwoEetXZ1TCjIMw1AkEnFDi1gs\n",
              "5gYV8XhcsVjM3Vdox2IxRaNRt+33+w/iPwiqjUACc8Lg4KCuvfZapVIpDQwMKJ1OT+5Cn1dWwCc7\n",
              "6JOdSMoO+p0SKq597rZ8JK0AAADAQfMYzj/eTaUnhuQMKcmODzByTriRLdrOOoHGQCanwcFetXV3\n",
              "TSnMKAgEAiUBRTQadUskEinZLt4XiUQUiUQUDocVjUYVDofloUf0jCGQwJywb98+Pf30084wiWhI\n",
              "9qKw7IDPKUGfFPC7bSd0cI4RMAAAAADzgMeQCv94ONVrbVvK5mRkC4GFUxvZQqAxtl04L5c1NZId\n",
              "VU/XsIzWlknPl1FJKBRSJBpRNOIEFIXAolCPb4dCoZJ6/L5CYVjKDAYSV155pXbt2qWGhgY9/fTT\n",
              "qqurc4+l02ldffXV2r17t0KhkNasWaN/+7d/q3ifF154Qddcc41efPFFSdLrX/96ffe739Upp5wy\n",
              "U49e4tRTT9V3vvMdbd682d2XyWS0bNky7d69W88++6w+97nP6fjjj1c2m9Xy5ct1++23a/ny5WX3\n",
              "+trXvqZ77rlHyWRSN998s6666io988wzVfkc80V25VJlTn/dbD8GAAAAgLnCMKTCP1ZqCsNLitm2\n",
              "ZOZKQgvDLGpnc85xs7StbE7DZk77MyPq2j8kT85ylmS1pxyrlPH7/SUBRaEEg0EFg8EJ26tXr9b6\n",
              "9esP+efPBTMWSHzgAx/Qtddeq7e85S1lx66//noZhqGXXnpJhmGora2t4j1aWlr01re+Vd///vf1\n",
              "D//wD5KkHTt26Oyzz9YzzzyjpUuXztTju7Zu3ao77rijJJDYtWuXjj32WK1bt07PPvusNm7cqJ07\n",
              "d0qSPve5z+nzn/+8HnjggbJ7fec739Err7yio48+Wnv37p3xZwcAAAAAyAk1/D7ZfuevwIcUJ9i2\n",
              "MwTFzMkwLSe4KAQZucK2JcO0pJxzTuFc5XIycpZkWsqZlkZzORmjgzKG+/PH8+U1xBMJ/edvfnMo\n",
              "n2DOmLFA4qyzzqq4f3h4WNu3b1cqlZJhGJI0YbDwwx/+UGeffbYbRkjShRdeqIceekg//OEP9Y1v\n",
              "fEOXXnqpPB6PXnzxRXV1denMM8/Utm3bFA6HNTg4qC984Qv6y1/+otHRUf3N3/yNfvCDHygQCOjs\n",
              "s8/WGWecoT/84Q9qaWnR29/+dm3btq3sGT760Y/qa1/7mrq6urRkyRJJ0k9+8hNt3bq14jNv2rRJ\n",
              "1157bdn+v/3bv9Xo6Kje8Y53aOPGjTr//PPdY6Zp6j3veY+6u7s1MjKiNWvW6F//9V8VjUa1d+9e\n",
              "XXHFFVq3bp2eeuopBYNBbd++vaTHSbF0Ol02/0IhSQMAAAAAHCLDkLyGMylo8BDDjUps2w0mjEKd\n",
              "DytCf9qnTCYz3T9x1lR9do59+/Zp0aJFuvHGG3XGGWdow4YN+u1vf+se//jHP65du3ZJkp566imd\n",
              "eeaZZfc488wz9ec//9nd/sMf/qDdu3frhRdeUE9Pj2699VZJ0tVXX60NGzboj3/8o/7yl7/Isiz9\n",
              "8z//c8mz7NmzR88//7x2796tJ554ouxnHXnkkdq0aZM7pKS5uVmPPfaYLrroorJzc7mc7rvvvord\n",
              "Zx5//HFJ0u9//3vddtttJce8Xq/uvvtuPfnkk3r++eeVTCb1L//yL+7x//mf/9Ell1yi559/Xtdd\n",
              "d50+/OEPy56gi9BNN91Utj7wTTfdVPFcAAAAAMAcYxjOXHlBv7MKSjwsqzYqa0lc9gKbQ6/qgYRp\n",
              "mmpoaNCpp56qJ598UrfddpsuuOACtbe3S5J+/OMfa8uWLVO654c+9CHF43F5vV5t3bpVjzzyiCRp\n",
              "586duuWWW1RXV6e1a9fq97//vV5++WX3ugsuuEA+n0/hcFh1dXXat29fxfsXhm1I0k9/+lNt2bJF\n",
              "tbW17vE9e/aorq5O69evl2EY+t73vjel57dtW7feeqvWrl2r1atX61e/+lXJ3BIrVqzQOeec437W\n",
              "trY2NTU1VbzXF7/4RfX395eUL37xi1N6HgAAAAAAZlrVV9lYvny5PB6P28Ng7dq1Ov744/Xcc8/p\n",
              "qKOOKjl33bp1euKJJ/T5z3++ZP8TTzyhdevWTfgzCkNBbNvWAw88oJNOOqnieaFQyG17vV6ZZuXl\n",
              "ZDZt2qRPfvKTevLJJ3XnnXfqRz/6Ucnx4jkkDsbdd9+t3/3ud3r00UeVSCR022236Xe/+92E5xuG\n",
              "4X7G8RieAQAAAABzzPhhGIW5J4q3c/m5J8YN13CP5Sx5hkYkj3+2P820qXogsWTJEp1zzjnavXu3\n",
              "3v3ud+vVV1/Vq6++qte//vVl5376059WXV2d7r777pJJLffu3Vsy9OL+++/X1VdfrXA4rDvuuEPn\n",
              "nnuuJOm8887TzTffrNtvv10+n0+9vb3q7u7WypUrp/TMXq9Xl156qT796U/LNE297W1vO4T/AuV6\n",
              "e3u1ZMkSJRIJDQ4O6s477yxZpaO+vl579uzRxo0bdf/99+uoo47SscceO63PAAAAAABQ0YSV+VU4\n",
              "3JU3iiawHNd2zzetktrIjU1uOV2TTZy0+rTpudEcMGOBxOWXX65f/epXamtr06ZNmxSPx93hEtu2\n",
              "bdPWrVt13XXXyePx6Pbbb9eyZcskOXNIbNmyRVu2bNGyZcu0d+9eXXPNNfryl78swzB08skn69FH\n",
              "H9XRRx/t/qw3vvGN2rRpkzo7O3XmmWfqqquukiTdeuutuv7661VXVyePxyOfz6fvfOc7Uw4kJOlj\n",
              "H/uYbrzxRt1www0T9k44WBdffLH+/d//XSeffLKOOOIIbdiwQQ0NDe7x0047TXfeeaeuvPJKBQIB\n",
              "7dixY9qfYa4whkbl6R6SHXSW9ZHf64yhAgAAAIDXkrPyy3qaY0t5FrfNoiU+3aDBLFoGdKzXwqEI\n",
              "BAIKhUMKx+IKh8MKh8MKhUJuXSiF7cKyngda+rOwHQ6Hp+k/2Owz7IlmR5wnLr30UtXV1bkhxEKz\n",
              "d+9eXXXVVSVzSixEf/3rX3XJJZeUHzAMZ73hgNepg34nrAj6y7fzNSEGcHiL3vuEhj9UPiEyAMy2\n",
              "yMNPaf/miYcdA4e1/JAGI5uTMqaMTD5IyJhOaJBxwoPCPidEMGVkinowHESQ4PF4FI1GFYlE3DoS\n",
              "iSgcDpdsF5dCyFCpHQqF5PUurIknZ1LVh2wAlZx00km68cYblUqlNDAwoP7+fg0MDLjt/v5+9Q8M\n",
              "yMwOHfhmHkN20C8r6JMd8ufDCv9YO1Ra5Kn63K4AAADAwmRZMjJFocK4Ur6/ECyYzlCJKQiFQorH\n",
              "44rFYorFYopGoyXt4u3CvkLwUCjBYHDB9j6fD+Z9DwkcPmzb1sjIiPr6+tTf36++vr4JS2G+kOHh\n",
              "4QPfN+iXFfLJDgWKgoqA7HBAVtgvOxyQHQo4PS8AzHn0kAAwV9FDAvOKbTu9ENJZJzhIm0V1Vka6\n",
              "PFzw5HsuTJbf71c8EVcinlA8Hi8rsVisbLuwLxqNyufj39fnO/4XxLxhGIbbTeqYY46Z1DWZTEZ9\n",
              "fX3q6elRb2+vent71dPTo56eHnV3d6u7u1u9vb3q6upSf3v/a9/M55UV9svKBxR2pBBaOLUdyQcX\n",
              "HhJWAAAAzCHF4YIbLOTbbuCQLQsdJjsJYyQaVTKxSMlkUolEQolEQslkUvF43N0ulMK+eDxesuoh\n",
              "Dk8EEljQAoGAjjzySB155JEHPNc0TTes6OrqKimdnZ3q7u5WZ2enert6ZVkTjE8zJDsUkBXyy44E\n",
              "ZUUCsiNB2ZGArHxNaAEAAIBDkrNKAwW3Lt2ndFaefMCgSXSM93q9StYkVbOkRslksmIphA3F4QM9\n",
              "FXCweHOAPJ/PN6nwIpfLqaenR52dnero6CipC+2Ozk6le3sq38AwnF4VkYCsaNAJLkrqgORjeAgA\n",
              "AMBhw8yVhgqjxQFDaeDgSU9uWITH41EikVDN0qNUU+MEDDU1NW4pbBfX0WiU+RRQVQQSwBR5vV4d\n",
              "ccQROuKII3TqqadWPMe2bQ0MDKijo0NtbW1qb29XR0eH2tvb3dLR0aFc12Dl64N+p3dF1AkprGjI\n",
              "acec4ILAAgAAYA4rCxiKQoXR0qDBkzYl88ABg9/vV21trWqOqXHqGqdOJpPudqHU1tYqHo/Lw+Tt\n",
              "mOMIJIAZYBiG25Vt1apVFc/J5XLq7u5Wa2ur2tra3FLYbm1rm7CXhR3y54OKoOxYSFY05IQVsZDs\n",
              "cIBlTwEAAKZTYYjEaLZC0JDfN1rUg2ESAUMwFFJtTa0WHbeoJEgo1ONDh0gkQu8FLDgEEsAs8Xq9\n",
              "7hCRNWvWlB23bVt9fX1qaWlRS0uLWltb1draOrbd1iazu8IyqB7DCStiobHAIhaSFQ/JjoYkL0k5\n",
              "AAA4zE0UMFQYLjHZIRLBYFA1NTVatHxRSahQHCwU7w+Hw1X4oMDcRiABzFGGYbh/YJ122mllxy3L\n",
              "UldXl1paWpRKpdTS0qLm5ma39Lb2VryvHQkoFwuNBRWxkOy4UzMUBAAAzDu2LZlWxfkWSiZ9nGIP\n",
              "Br/fr9pFi1S7rDxMKA4aFi1yAohwOEwPBmCKCCSAecrj8bg9LOrq6sqO79+/vySgSKVSampqUiqV\n",
              "Unt7u+yOgbJr7HBAuXg+rIiHZMXCY2EFPSsAAEA15KyyZSmVX4bSGM3X+f2e/DKVyk2wAlqRQCDg\n",
              "BAmvq9xjYXybIRLAzCOQABaoSCSiVatWVZzDIpPJqLW1ValUyg0qmpqa1NjUpLa2tophhRUNloYU\n",
              "8bAzDCQSZBlTAABQmZnLhwumGzKosJ3OOvuKwgdPZnLDIyQpHo+rZslid4WI4okdx0/ySA8GYG4i\n",
              "kAAOQ4FAQMcdd5yOO+64smOZTEYtLS1uSDEWVjSqo61DUn/pBV6PctGg7HhYVqIQVDhhhYL+6nwg\n",
              "AAAwswrBQsZ0AoXikjZLj+WDhcn2XJCkUCikmpqxEKF4KcpC2FBcJ5NJ+Xz8VQaY7/j/YgAlAoGA\n",
              "VqxYoRUrVpQdGxkZUSqVUmNjoxobG9XU1KSGhgY1NDRoqLlHai493w76nV4VxWFFIuxMrkmvCgAA\n",
              "qse2naEQ2dxYcJCtEDKM2+cpnD/JYMEwDMUTcSWXLFYymVQikXADhNcqwWBwhv8DAJiLCCQATFo4\n",
              "HK44DKSwIkhDQ4MaGxtL6ubmZuW6Bktv5DHyK3+UBhVWPCwF+FoCAKCMbUvZnBMYZM2xdj5EUHYs\n",
              "TFD+HCNTWsuyJ/3jvF6v4vG4Ekck3GAhHo8rkUi4JR6Pl4QOhX0eD/NOAZgcfvMHcMiKVwQZP8Gm\n",
              "aZpqaWlRfX29G1LU19ervqFBg5V6VYT8yiXC+SEgY8UOByTGfQIA5hvbdoY7ZHOSZcvTPZgPEArh\n",
              "Qk4yzbF2hdDBY+YmPa9CsWAopHgspviSuOJxp8RisZJ2IUQoDhvi8TjzLQCoCsO27clHpQAwjfr6\n",
              "+lRfX++GFI2Njaqvr1dLa6tsa1zXUJ9XuXhRb4pCaBFnBRCUit77hIY/dOZsPwaA+aowtMG0xoIE\n",
              "MyejuJ21Kuwbqw0zJ8O03H0Hw+f3KxaNKhaLKRaLKZpvR6NRRaNRN1AoLvF4vOSY389cTgDmNgIJ\n",
              "AHNOOp1WKpUqCSsaGhpU39Cg9Oho6cmGZEVD+SEfIVmJiNtmUs3DE4EEcJixLKcngVkUEpSFCZaM\n",
              "fC8DwxzbNxYgWCXX6RB+PQ6FQiXhQSQSKatjsZi7XVyKr2FOBQCHA4ZsAJhzgsGgTjzxRJ144okl\n",
              "+y3LUkdHR2lIUV+v+oZ69bT0lN3HDvpL56jIz1PBUqUAMEtsWyqEA0W9CVTUm6D0mFW0r/QcN2SY\n",
              "wrwIlYTDYUUiEUVqIgqHw24g4O4vKoV9hXOKSzQaVTgcZv4EAJgCekgAWBAGBwdLgopCO5VKyRo/\n",
              "/MPrUS4Wyg/7CLlBhRUPS37v7HwATBt6SADTzO2BUDTHwbh2yb7i4Qru8IWi3geHIBgKOQFAPhgI\n",
              "F9XjA4RwhXPGhwjBYJAAAQBmEYEEgAUtm82qubm54vCP/cPDZefbkYBy+bkp7HxIYSVCTq8KJvea\n",
              "FwgkgLzCXAgZs2SixLGJE80JJ1E0igOGSS73OJ7H41EoHFa0qAfB+LCguGdBpTChuB0KheT1EhoD\n",
              "wELCkA0AC5rf79eKFSu0YsWKkv22baunp6ds9Y+Ghga1tbXJbu8vvVG+V4XboyKWn7OCuSoAzJRC\n",
              "oFBYyjEztqyjEzIULeuYzZUeN3MyMgc3F0I4ElEsGnfnORg/30Gl9vihC4UAgVUaAACvhUACwGHJ\n",
              "MAwtXrxYixcv1vr160uOjY6OKpVKuUFFoW5oaNBwqtJcFT5ZsfxcFfmVQOxYSFYsxBAQAM4cB1kn\n",
              "RDDSphsouCFDoWRzY8fz5091fgRnYsSaiiswRItWbBi/vzhgYAgDAKBaCCQAYJxQKKSVK1dq5cqV\n",
              "JfsLvSoaGxvV1NTk1oWS7R4qu5cd8ufDipAbWhBWAPNUYULGTHYsOEibMjJZadx2IWTwZJyeC5Pl\n",
              "8/uVSMSVWJxQPB5XIpFwl3MstIv3FYKHeDyuSCTCkAYAwLxCIAEAk1Tcq2Lt2rUlx3K5nNrb20uC\n",
              "ilQqpaamJrW0tCjXNVh2PzvolxULyoqFZEed2oqFZMdCskN+5qwAZpqZ75GQzo7VmbFtFbU9+fZk\n",
              "eyyEQiElkjVKHp1QMplUIjFWF5dC0FAowWCQYQ4AgMMGk1oCwAwzTVNtbW1uQFGom5ub1dzSIjOb\n",
              "Lb/I61EuGnSCimghsAjKjoZkRYNSgDx5IkxqeZiybDdMUHHA4NaFttODwZM2JzVZo2EYisXjqq2p\n",
              "UTKZrFgKYUPxdjAYrMKHBgBgfiOQAIBZZFmWOjs7lUql1NLSolQq5QQVzc1qbmnWQP9A5Qv9PuWi\n",
              "ASeoiARlR4KyokHZkYDsSPCw7mFBILEAFCZzrBgsjA8YxoZPTEY0GlVNTU1ZSSaTFet4PM4wCAAA\n",
              "ZgiBBADMYcPDw2ptbVVLS4taW1vddqHs37+/8oVej6xwQFYhoCi0w2PbdtC3IEMLAok5KL/0ZKWh\n",
              "EOXBwuR7L/h8PiWTSdXW1rohQqE9Uejg97MqDgAAcwV9fgFgDotGoxUn2CwYHBxUW1ub2tra1N7e\n",
              "rtbWVrW3t7v7uju7ZdsT9LLwGLLC+ZAi5HfaoYDssN+trVBAWqDBBQ6CO6lj0XwLGbNoQsfs2MSO\n",
              "+bYnY0rZ3KRuH41GVVN7hGpra90eCuNL4Vhtba2i0SjzLQAAMI8RSADAPFaYZX/VqlUVj5umqa6u\n",
              "LnV0dJSUzs5OdXR0qL2jQz3d3TLN8kk3XYbhBBZBn+ygX3bIX14HfLKDPtkBnzO/BX9JnLsKwyGy\n",
              "OSmbK1mC0siYzvKU6fwSlOOOTWUZylAopGSydDjE+OER44dI0HsBAIDDC4EEACxgPp9PS5cu1dKl\n",
              "Syc8x7IsDQwMqKurS93d3WV1d3e3enp61Nvbq8H2/gP/UENOQFEowXxg4fdK+dr2+2QHvJLf5x6z\n",
              "/V7J55U8BoFGJYXeCbmcU2dzzioR2ZwMMx8ulLTN0tChcDw7+VBBkrxerzNp49LSlSKKV4wohArF\n",
              "kzsyqSMAADgQ5pAAAExaNptVX1+fent71dvbq56eHvX09Ki/v7+kDAwMqK+vT/0DA5VXEXkthiH5\n",
              "vbJ8Hsnnle3zyi60vR4pX2yvR/J53H221yN5PAr+aZ/SZ66S7fE44YbHkO0xpMJ2IewwJNvIbxsq\n",
              "2a/xfzKO/6PStmVYtnOeZTvHbVuGbY9tW7aMnOVsW5aUy19jWWPHzJxT5yy3dtumJSN/3DCdcw9W\n",
              "OBxWPB5XLBZTLBYraxeWnqzUjkQiDIsAAAAzYsqBRDqd1q233qpHHnlEhmHo3HPP1VVXXcW/hAAA\n",
              "yti2rZGREQ0MDGhoaEhDQ0MaHBwsaw8ODmr//v0aGRnR/v37x8rIfu0f3q/R0dHZ/ihVFQwGFQgG\n",
              "FY1EFA6HFQ6HFSlqF0o0GlUkElE0GnXL+O1oNCqfjw6RAABg7plyIHHZZZepu7tbW7dulSTdcccd\n",
              "WrRokX7yk5/MyAMCAGBZlkZHR5VOp0vK+H3ZbFamab5mbdu2crlcSW1ZlluKFXoGGIZR0vZ6vQcs\n",
              "fr9fgUBAfr+/pAQCAfl8PgWDQQWDQYVCIbddKPRIAAAAh4MpBxKnnHKKXnjhBfeXpVwup9NOO00v\n",
              "vvjijDwgAAAAAABYeDxTvWDx4sUaGRlxt9PptJYsWTKtDwUAAAAAABa2KfeQ2Lp1q/74xz/qQx/6\n",
              "kCTp/vvv1xvf+EatXr1aknTllVdO/1MCAAAAAIAFZcqzXFmWpTPOOEOvvPKKJGndunXK5XJ6+umn\n",
              "GfMKAAAAAAAmhWU/AQAAAABA1U15Don+/n5dccUVeu973ytJ+t///V/t2LFj2h8MAAAAAAAsXFMO\n",
              "JC6//HItXbpUr776qiTp+OOP18033zztDwYAAAAAABauKQcSL730kr785S/L7/dLksLhsBj1AQAA\n",
              "AAAApmLKgUQgECjZHhkZIZAAAAAAAABTMuVAYuPGjfrWt76l0dFRPfLII/rABz6g973vfTPxbAAA\n",
              "AAAAYIGa8iobpmnqlltu0c6dO2Xbts477zxdf/318nimnG0AAAAAAIDD1JQDiWeffVarV68+4D4A\n",
              "AAAAAICJTLlbw6WXXjqpfQAAAAAAABPxTfbEjo4OtbW1aWRkRM8995w7kWVfX5+Gh4dn7AEBAAAA\n",
              "AMDCM+lAYseOHfr+97+vlpYWbdmyRZJkGIYSiYSuvfbaGXtAAAAAAACw8Ex5DolvfvOb+spXvqJ9\n",
              "+/Zp165dWrlypd773vfO1PMBAAAAAIAFaNKBxLnnnqvvfve7qqurU0tLi04//XS9+c1vVn19vS69\n",
              "9FJdd911M/2sAAC8pk9/+tOSpB/96Eez/CQAAAA4kElPatnc3Ky6ujpJ0t133623vvWt+vWvf63H\n",
              "H39cP//5z2fq+QAAmLT29na1t7fP9mMAAABgEiYdSITDYbf9+OOP693vfrckqba2Vj7fpKeiAAAA\n",
              "AAAAmHwg4fF4lEqlNDQ0pEcffVRvfetb3WP79++fkYcDAAAAAAAL06S7NnzpS1/S2rVr5fP5tHHj\n",
              "Rp100kmSnN4SK1asmKnnAwAAAAAAC9CUVtloa2tTe3u7Vq9eLcMwJEktLS0yTVPLly+fsYcEAGAy\n",
              "zj//fEnSgw8+OMtPAgAAgAOZ0uQPS5cu1dKlS0v2HXPMMdP6QAAAAAAAYOGb9BwSAAAAAAAA04VA\n",
              "AgAAAAAAVB2BBAAAAAAAqDoCCQAAAAAAUHUEEgAAAAAAoOoIJAAAAAAAQNURSAAAAAAAgKojkAAA\n",
              "AAAAAFVHIAEAAAAAAKqOQAIAAAAAAFQdgQQAAAAAAKg6AgkAAAAAAFB1BBIAAAAAAKDqCCQAAAAA\n",
              "AEDVEUgAAAAAAICqI5AAAAAAAABVRyABAAAAAACqjkACAAAAAABUHYEEAAAAAACoOgIJAAAAAABQ\n",
              "dQQSAAAAAACg6ggkAAAAAABA1RFIAAAAAACAqiOQAAAAAAAAVUcgAQAAAAAAqo5AAgAAAAAAVB2B\n",
              "BAAAAAAAqDoCCQAAAAAAUHXzKpC48sortWLFChmGoWeeecbd393drbq6OrecdNJJ8vl86unpKbn+\n",
              "ySefdM9Zvny5ksmku33LLbfozjvvdPeddtppete73qXGxkZJ0nPPPae3ve1tWrNmjU4//XS98Y1v\n",
              "1PPPPz8tn+szn/mMrrnmmrL9f//3f69/+qd/Un19vbxer+rq6rRmzRqtX79ee/bsmZafDQAAAADA\n",
              "bDBs27Zn+yEm67HHHtMJJ5ygt7zlLdq5c6fq6uoqnvfd735Xjz76qH75y19OeK8777xTO3fu1M6d\n",
              "Oyfc97nPfU6pVEoPPPCATj/9dH3zm9/U+973PklSU1OTgsGgjjzyyAM+d3d3txYvXjzh8T//+c96\n",
              "z3veo1QqJZ/PJ0lqa2vTiSeeqPr6eg0PD6uurk59fX2SpAcffFCXX365Ojo6ZBjGAX8+ABwuzj//\n",
              "fEnO9yQAAADmtnnVQ+Kss87Ssccee8Dztm/frq1btx7yz9u0aZP++te/SpJSqZSWLVvmHnvd6143\n",
              "qTBCkt70pjdp8+bNuvvuuzU8PFx2fP369Vq6dKl+9atfufvuuusuvetd79IRRxxRdv473/lOdXV1\n",
              "qbu7u+xYOp3WwMBASUmn05N6TgAAAAAAqmVeBRKT8fjjj6u3t1ebN2929331q1/Vtm3bpnSfXC6n\n",
              "++67T+vXr5ckfeUrX9HGjRt1zjnn6P/9v/+np59+etL3evnll3Xdddfpv/7rv/SGN7xBF154oX75\n",
              "y18qm82652zdulV33HGHu33HHXdMGKrs2LFDy5cv15IlS8qO3XTTTUomkyXlpptumvSzAgAAAABQ\n",
              "Db7ZfoDptn37dl188cXu0AdJ+sY3vjHp6/fs2eMOBVm3bp2+973vSZKuvvpqfeQjH9Hvfvc7PfbY\n",
              "Y9qwYYO2b9+uCy644ID3NAxDGzZs0IYNG5TL5fTwww/rs5/9rDwej+rr6yVJF110kb70pS+po6ND\n",
              "L7/8soaGhrRp0yb3HoODg+5zLVu2TLt27ar4s774xS/qC1/4Qsm+YDA46c8PAAAAAEA1LKhAYmho\n",
              "SPfee6/+9Kc/HfQ9Nm7cWDKvRLGjjjpKF154oS688EIdd9xx+vnPf14WSHz729/WL37xC0nSzTff\n",
              "7IYK2WxWu3fv1i9+8Qs9/vjj2rx5sz7ykY+41y1atEibN2/Wz372M73wwgu69NJL5fGMdWCJx+Ml\n",
              "E3lOJBgMEkAAAAAAAOa8BRVI3HPPPVqzZo1OOeWUab/3Qw89pM2bN8vv98s0TT377LM68cQTy867\n",
              "/vrrdf3115fs+/jHP67//M//1FlnnaWLLrpId955Z0kPjoKtW7fqiiuuUGtr65SGhAAAAAAAMN/M\n",
              "qzkkLr/8ch177LFKpVLatGmTVq5cWXJ8osksD2YOifEefPBBnX766Vq9erXWrFmjYDCoG264YVLX\n",
              "vv3tb9eLL76on/3sZ3rXu95VMYyQpHPOOUfpdFpnnHGGTjjhhEN6XgAAAAAA5rJ5tewnAACvhWU/\n",
              "AQAA5o951UMCAAAAAAAsDAQSAAAAAACg6ggkAAAAAABA1RFIAAAAAACAqiOQAAAAAAAAVUcgAQAA\n",
              "AAAAqo5AAgAAAAAAVB2BBAAAAAAAqDoCCQAAAAAAUHUEEgAAAAAAoOoIJAAAAAAAQNURSAAAAAAA\n",
              "gKojkAAAAAAAAFVHIAEAAAAAAKqOQAIAAAAAAFQdgQQAAAAAAKg6AgkAAAAAAFB1BBIAAAAAAKDq\n",
              "CCQAAAAAAEDVEUgAAAAAAICqI5AAAAAAAABVRyABAAAAAACqjkACAAAAAABUHYEEAAAAAACoOgIJ\n",
              "AAAAAABQdQQSAAAAAACg6ggkAAAAAABA1RFIAAAAAACAqiOQAAAAAAAAVUcgAQAAAAAAqo5AAgAA\n",
              "AAAAVJ1vth8AAIDpctRRR832IwAAAGCSDNu27dl+CAAAAAAAcHhhyAYAAAAAAKg6AgkAAAAAAFB1\n",
              "BBIAAAAAAKDqCCQAAAAAAEDVEUgAAAAAAICqI5AAAAAAAABVRyABAAAAAACqjkACOIyk02l9/etf\n",
              "Vzqdnu1HAWYE7zgWOt5xLHS841joeMdLGbZt27P9EACqY2BgQMlkUv39/UokErP9OMC04x3HQsc7\n",
              "joWOdxwLHe94KXpIAAAAAACAqiOQAAAAAAAAVUcgAQAAAAAAqo5AAjiMBINBfe1rX1MwGJztRwFm\n",
              "BO84FjrecSx0vONY6HjHSzGpJQAAAAAAqDp6SAAAAAAAgKojkAAAAAAAAFVHIAEAAAAAAKqOQAIA\n",
              "AAAAAFQdgQSwALzjHe/Q6tWrVVdXpw0bNujpp5+WJK1YsUInn3yy6urqVFdXp3vuuWfCe2zfvl2r\n",
              "Vq3SiSeeqE984hPKZrPVenzggA71Hd+7d6/C4bB7Xl1dnUZGRqr5EYDXNNE7nk6ndcUVV2jVqlV6\n",
              "wxveoI985CMT3oPvccx1h/qe812Oua7SO97d3V3yzp500kny+Xzq6empeI+HH35Yp5xyilatWqXz\n",
              "zz9fAwMDVf4UVWYDmPd6e3vd9oMPPmivXr3atm3bPu644+ynn376gNe/8sor9tFHH223trbalmXZ\n",
              "733ve+0f/OAHM/S0wNQd6ju+Z88ee82aNTPzcMA0mOgdv+qqq+wrrrjCtizLtm3bbm1trXg93+OY\n",
              "Dw71Pee7HHPdRO94sVtuucXevHlzxesHBwftI4880n7hhRds27btz372s/Y111wzI886V9BDAlgA\n",
              "ampq3HZ/f78Mw5jS9ffff7+2bNmipUuXyjAMfepTn9KOHTum+SmBg3eo7zgw11V6x4eHh7V9+3Z9\n",
              "61vfct/5pUuXVrye73HMB4f6ngNz3WR+X9m+fbu2bt1a8fpf//rXWrt2rU455RRJ0mc+85kF/13u\n",
              "m+0HADA9Lr74Yu3Zs0eS9B//8R8l+23b1pve9CZ9+9vf1hFHHFF2bWNjo4477jh3e8WKFWpsbJz5\n",
              "hwam4FDecUnat2+f1q1bJ6/Xq8suu0yf+cxnqvLcwGSNf8f37dunRYsW6cYbb9QjjzyicDisr3/9\n",
              "6zrnnHPKruV7HPPFobznEt/lmPsm+n1Fkh5//HH19vZq8+bNFa+t9F3e2toq0zTl8y3Mv7rTQwJY\n",
              "IO666y41NTXpH//xH3XddddJkh577DE9++yzeuqpp7RkyRJdcskls/yUwME7lHd83bp1SqVSeuqp\n",
              "p/TQQw9p27Ztuvfee6v5+MABjX/HTdNUQ0ODTj31VD355JO67bbbdMEFF6i9vX22HxU4aIfynvNd\n",
              "jvmg0u8rBdu3b9fFF1+8YMOFg0EgASwwl1xyifbs2aPu7m4tX75ckuT3+3XVVVfp97//fcVrli9f\n",
              "roaGBne7vr7evRaYaw7mHU8kEkomk5KkY489VhdeeOGE5wKzrfCOL1u2TB6PRxdddJEkae3atTr+\n",
              "+OP13HPPlV3D9zjmm4N5z/kux3xS/PuKJA0NDenee+/Vxz72sQmvqfRdfvTRRy/oAINAApjn+vr6\n",
              "1NLS4m7v3LlTixcvVigUUl9fn7t/x44dWrt2bcV7vP/979euXbvU1tYm27a1bds2ffjDH57pRwcm\n",
              "ZTre8dbWVlmWJUkaHBzUww8/POG5QLVN9I4feeSROuecc7R7925J0quvvqpXX31Vr3/968vuwfc4\n",
              "5rrpeM/5LsdcNtE7vmjRIknSPffcozVr1rjzQ1Tyzne+U0899ZRefPFFSdIPf/jDBf9dvnCjFuAw\n",
              "0d/frw9+8IMaGRmRx+PREUccoYcffljt7e16//vfr1wuJ9u2dcIJJ+iuu+5yr/v4xz+uLVu2aMuW\n",
              "LTrhhBN0ww036O/+7u8kSWeffbYuv/zy2fpIQInpeMcfeOAB/ehHP5LP55NpmvrgBz+oyy67bBY/\n",
              "FTBmonfcMAxt27ZNW7du1XXXXSePx6Pbb79dy5Ytk8T3OOaX6XjP+S7HXPZa77jkDNf4xCc+UXbd\n",
              "V7/6VR1zzDH61Kc+pXg8rh//+Mc677zzZJqmTj/9dP30pz+t9kepKsO2bXu2HwIAAAAAABxeGLIB\n",
              "AAAAAACqjkACAAAAAABUHYEEAABY8EzT1A033KBTTjlFp59+uurq6vTJT35SqVRKmzZt0pIlS1RT\n",
              "U1Px2iuuuEL33HOPRkZG9OEPf1jr168vWVt+onsXT7oKAADKMYcEAABY8C655BL19PTorrvuUm1t\n",
              "rWzb1v3336/Vq1erublZixYt0tlnn10WIti2rZUrV+qZZ57Rjh07lE6nddlll+ncc8/Vf//3f7/m\n",
              "vdevX68TTjhhFj4tAADzA6tsAACABe3ll1/Wfffdp8bGRtXW1kqSDMPQBz/4QUnSySefrPr6+orX\n",
              "Pvnkkzr55JMVj8dl27Y8Ho87Y/pk7g0AACbGkA0AALCgPfXUU1q1apWWLFky5WsfeughnXfeeZKk\n",
              "j370o9q7d6/OOussffnLXz7kewMAcLijhwQAAMAEdu3apd/+9reSpEgkovvuu2+WnwgAgIWDHhIA\n",
              "AGBBW7dunf7v//5P3d3dU7rupZdeUk1NjY466qhpvzcAACCQAAAAC9zKlSv1/ve/X1u3bnUnrbRt\n",
              "Ww888IBeeeWVCa8rHq4x3fcGAAAEEgAA4DDwk5/8RGvWrNGb3/xmnXbaaTr11FP1m9/8RosWLdLq\n",
              "1at15plnamBgQMcee6w++tGPSpJ27tx5wEDiQPcGAAATY9lPAACAcVpbW7Vp0yY9++yzs/0oAAAs\n",
              "WAQSAAAAAACg6hiyAQAAAAAAqo5AAgAAAAAAVB2BBAAAAAAAqDoCCQAAAAAAUHUEEgAAAAAAoOoI\n",
              "JAAAAAAAQNURSAAAAAAAgKojkAAAAAAAAFVHIAEAAAAAAKru/wN6UiHnQ7g/lAAAAABJRU5ErkJg\n",
              "gg==\n",
              "\">\n",
              "      </div>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-274da296-d8ad-408e-b32b-a80181785347\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-274da296-d8ad-408e-b32b-a80181785347\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<string>:5: FutureWarning: \n",
            "\n",
            "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "from matplotlib import pyplot as plt\n",
              "import seaborn as sns\n",
              "figsize = (12, 1.2 * len(_df_15['Step'].unique()))\n",
              "plt.figure(figsize=figsize)\n",
              "sns.violinplot(_df_15, x='C4/mb', y='Step', inner='stick', palette='Dark2')\n",
              "sns.despine(top=True, right=True, bottom=True, left=True)"
            ],
            "text/html": [
              "      <div class=\"colab-quickchart-chart-with-code\" id=\"chart-2125ef7f-b93f-4c95-8d82-a13f7cca26aa\">\n",
              "        <img style=\"width: 180px;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABCQAAADrCAYAAACxZ0d7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\n",
              "bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9h\n",
              "AAAPYQGoP6dpAAA66ElEQVR4nO3deZRcZYH+8efWvld3EkgQCEGSGEhMOhAG488IAZwMEjPCcGRA\n",
              "R+PEkaPDQRQPiyvICLIojI6Ko5E4KriwBFxRhrCcgcMiyKKAEux9r9473VV1697fH7fqdlVXh3R3\n",
              "OtXb93PO633v2m+Fa3fnybsYtm3bAgAAAAAAqCDPdDcAAAAAAADMPwQSAAAAAACg4ggkAAAAAABA\n",
              "xRFIAAAAAACAiiOQAAAAAAAAFUcgAQAAAAAAKo5AAgAAAAAAVByBBAAAAAAAqDgCCQAAAAAAUHEE\n",
              "EgAAAAAAoOIIJAAAAAAAQMURSAAAAAAAgIojkAAAAAAAABVHIAEAAAAAACqOQAIAAAAAAFQcgQQA\n",
              "AAAAAKg433Q3AACA6WLbtmzblmVZbilmGIa7La57vV53HwAAAJNDIAEAmFa2bSudTmtwcFBDQ0Ma\n",
              "Ghpy6/v27SvZptPpsjI8PKx0Oq1MJqNMJqNsNivTNGWaprLZrFsKxwrBQyGImCyPxyOP1ytvoXg8\n",
              "bt3n88nv9ysQCMjv949ZgsGggsGgQqGQWy/eD4VCCofDbolEIiX7fr+fUAQAAMxqhm3b9nQ3AgAw\n",
              "+2UyGfX29paUvr4+d9vf36/BwUH19/drYGBA/f39Tn1wUGY2e/ANMAzJ65FyluygT/IYsg3D2Xo8\n",
              "ksepyzAkQ865wn1GYVv0F/zRPx5t938kWzIs27mmsM0Xw5JkW5Jly8gX5SzJstzbp4LX61UkElE0\n",
              "GlU0Gi2pF5dYLOaWeDxesh+NRuXz8W8TAABgehBIAADGZFmWuru71dXVpa6uLnV3d7v7hXphv6en\n",
              "R8PDw+N/uM8r2++V5fdKAZ9sv7Mvn1e2zyv5PM4x36hjXo/k9cj2OVt5R47J40yLFP3ZExp838ZD\n",
              "9KdykCzbCSYsW0bOknKWDNPZKmfJyOXyW0sy8+fMnHM8a8kw8+fNnIxszjmXzckwLRlZ03n+BEUi\n",
              "EcXjcSUSCcXjcbde2C/Uk8lkyTYcDtNDAwAAHBT+WQQA5plC0NDR0aH29nZ1dnYqlUqps7OzpN7V\n",
              "1XXgIQ0+r6ygT3bEJ7uqSnbQJzvgc3ooBPwj+4Xi90p+p/fCvOQxJI9X0khniSn9V4GcNRJSZHNS\n",
              "1nTqmZwTWGRzMjL5Y/n9/oypgYEetXWnpIw57i/l8/uVSMRVlaxyg4pCqaqqcoOLQr2qqkrxeFwe\n",
              "D/NpAwAAB4EEAMwhtm2ru7tbbW1tam1tVVtbmxs8FEpHR4dM8w3+4unzygr5ZS+MygoFZIf8skMB\n",
              "2SGfsw36nGNBv+TzVu7D4cAKvUaC/skFHZbtBBoZs6SoUE+PHMulTXVmhpRq6pfxN7N8iMsYPB6P\n",
              "G1IUBxXFJZlMqrq62j1HTwwAAOYuAgkAmEVyuZw6OjrU3NyslpYWtba2usFDoZ7JZMa+2TBkhQOy\n",
              "k2FZkYDscEB2fmuFArLDTvAgPyHDvOUxnCE0Ad/EAg3bdnpfpLMjwUXalJHJ5usjx1PptLpbm2TU\n",
              "1Y0rxAgEAmWhxehSXV3t1hOJhLxe3mEAAGYDAgkAmEFs21ZPT4+amprU3NxcUlpaWtTW1rbf3g12\n",
              "yC8rFpQdicmKBmVHgk7wEAk64UPIXzppIzBVjEkEGcUhRiG0GB1ipE3l0lkN7+tTe3eXlD3wkBLD\n",
              "MBTPDyUpDipG98Io3qcXBgAA04NAAgAqzDRNtbe3q7GxUU1NTe62ublZjY2N2rdv35j32eGArKqw\n",
              "EzZEg/ltyA0d5GVsPmaR4hAjPs57cla+p8WoECOdlYrq3WlTve0tqm9oGFcvDL/fXxZWFG9H15PJ\n",
              "JCEGAABTgEACAA4B0zTV2tqqxsZGNTQ0lGybm5vH7uXg9yoXDcpesEBWLDQSOMSCBA6A5MyPEXaG\n",
              "GY3LBHphtA31q6O3e9wTe/r8fiXz82GMntSzUEavUJJIJOT3+w/iDwAAgLmFQAIAJsm2bXV0dKi+\n",
              "vt4tDQ0NamhoUFNTk3K5XPk9Ib/TyyEWkhULyY4F8+FDSAr6GFIBTKXJ9MKw7PxEnqNDjNJ6Lp1V\n",
              "R2ZQnY29MtLjX50kHA6XhBTFS64WQovRS7DGYjHFYjFWKAEAzDkEEgBwAAMDA6qrq1N9fb3q6urU\n",
              "0NDgBBANDUoPD5ddb4f8sqojTtAQD8mOhWTFw7JiQWfJSwAzl8dw5lsJTWClEtsecyWSQoihov2B\n",
              "tKnBSSyzahiGotGoG1QUl1gsVrItXFcIMmKxmCKRCJN9AgBmHH4zBgA5QyxaWlpUX1+v2tpat8dD\n",
              "bV2duru6ym/we5WLhWQdvsgJHeKF0CEkBfjWCswrhiEFnaVwx90TQ3KWWc2aMrI5J8jI5pdZLaob\n",
              "Gee8MqZ6M6b6+rrk6ewY1wSfo4UjEcXzAUU0GnXDimg0WlKKzxeORSIRRaNRhUIh5s4AAEwZfmsG\n",
              "MK8U93aora116/UNDTKz2dKLDUNWNCjrTdWyCoFDPCw7HmLFCgAHz1MUZMQmeK9lS2bODSyMrCll\n",
              "cvkgIzcSdBTtD2RzGtzXJ6O327nemtDirk6TPR6Fw2FFYzHFisKK0aX4eDQaVTgcLqtHIhH5fPwq\n",
              "CgDzGT8FAMw5tm2rvb3dDRzq6upUW1ur2tpapVKp8usDPlmJkKxElRM6JPLBQ5SJJAHMUJ5JLLU6\n",
              "Ws5yel+44UXOmQS0EHCYudLj+f1sNqf+wR4ZvV3OuZw16Y/h9/vHDCoikcgb7hfq4XC45HgoFGKu\n",
              "DQCYRQgkAMxamUxGDQ0NbuBQvB0ePbeDIVnRkKwjqtzAobBlMkkA85LXI9vrmdh8GWOxrHxgkQ84\n",
              "TCe8cMMNs/iY5QQb+WO5bE7DZkbdvcMyUs65gwk4JCkUCikSjSgSfuMgoxCCjBV8FAckgUCAYSoA\n",
              "cIgQSACY8Xp7e8t6OtTV1ampuVm2NeoXV59HuXjYmdsh4YQOhfkd6O0AAIeAxyMFPbKDOrhgo8Cy\n",
              "JNMaCTVMJ+wo9NgonBsJOiz3Opk5DZo57csOSUMD8rQ752RPvmVer9cJJ6JRRYtCjQMNVxk9N0ch\n",
              "7GByUQAYQSABYEawLEutra1jDrPo6ekpu94O+ZVbFJNd6OlQGGYRCdDbAQBmM49HCnhk5ycIPuiQ\n",
              "w7ZH5twwczKy1kiPjVH7xSFIIfjIZXPKmDn1TdEwlUIPjLHK/iYZHT3RaCQSodcGgDmBQAJARQ0N\n",
              "DZUsoVk8sWQmkym92DBkxYKyjqx2J5QshA+sZAEAGBfDkLyGM0QleJDDUwqKAo7i+TUKAUdJsJE1\n",
              "88NZTHlbejQQ8mgwPSBjsM+9Z6I8Ho8ikUjZ8q6jl30t3hYvExuLxZhrA8CMwG/0AKacZVlqb28v\n",
              "CR6cJTRr1d7WXn6D36tcPCQrkcyHDiFnqEU0xDALAMDMUzSpqDT+XhyRXz6rob9fW3qwEG5ki0ON\n",
              "wnKv+bpZVM9f15vNLwObyi8DO4GkxTAMN9BIJBIlgUUikSg5lkgklEwm3WPRaJQwA8CUIZAAMGkD\n",
              "AwPOkpn54i6hWV+vdDpddr0VCcpaknR7OhSGW7CEJgBg3pqKFVNs2xlikjVlZMyRCUUz5siSsPm6\n",
              "E3SY6suY6u/vVmuq0wk0xttcj0exeEzJRLIksCiEFsXb4no0GmWYCYAyBBIA3lAmk1FTU5O7mkV9\n",
              "fb1Tr69Xd1dX+Q2+fG+HJXFnTof8hJJWPCT5mMgLAIApZxiS3yvb75UdCU78fsseWf41Y7rF7ZWR\n",
              "MWWkR453Z0z1ptpkNDeNez4Nr9erRDKpqnxQMbpUVVWVbJNJJ/CgNwYwtxFIAJBpmmpublZDQ0NZ\n",
              "aW1rK1/JwjBkRYPOEpr5sIHeDgAAzFIeQwr6JzfHRs7KBxZZKVMeXhjprIyMqVzaVCozpK6Wfhm1\n",
              "teNa+cTj8SiRSKiqqsoNKqqrq8u2hfNVVVUKhUKT+RMAME0IJIB5Ip1Oq7m5WY2NjWpqalJjY6Ma\n",
              "GxvV0NCglpYWWaNDB0l2JOCsZBELuatYWPGQ7GjQmQUdAADMb16P7HBAdjgw/nts2xlWUggs0mZp\n",
              "PR9iGOmsUum0ulubZNTVjSvECIZCqq6qKgssioOL4mMMJQGmF4EEMIf09fW5ocPo8KG9vV32GD/I\n",
              "7XBA1sKorJgTNljxkBNAxBhiAQAADgGjaN6M2Dh7NBRCjOLQoqTubHPprIb6u9Xa2TGuFUx8fr8b\n",
              "YBQCiwULFuy3ToABTC0CCWAWyWQyam1tVUtLi5qbm91SCB0GBgbGvM+KBGUdnpAdDTqhQ4zQAQAA\n",
              "zCLFIUZ8nPeYuZEhJOmsjOHRYUZWuWFTbUP96ujpHtfknj6fT9XV1W4p9LQo3i+EGNXV1YpEIgQY\n",
              "wBsgkABmkEwmo7a2NrW2tpYFDy0tLers7Byzl4N8HuWiIdlHVsuKhmTHgrJiIaceDbJ0JgAAmH98\n",
              "Xtm+CUz0WZgPYzhb2gNjeD8Bxl8OHGD4/X5VL1jg9sIYHWKMrhNgYL4hkAAqxLZt9fX1qb29vSR0\n",
              "KA4furq6xg4cCpNIFno5RIP5rRM+2EEmkgQAADgoE50PI2eVDhspDjKGR4aQtA72qL2rU8oeeAjJ\n",
              "6ABj9MSdo+fEiMfjBBiY1QgkgClg27YGBgbU0dGh9vZ2dXR0qK2trawMDw+P/QCvR1Y44AQOkXzg\n",
              "EAnKigZkR0POD0YPP2wAAABmDK9HdiQ4sR4Y+xk6UjiWS2fVOjD+AMPr9Y652khVUaBRvEpJVVWV\n",
              "AoEJTEAKHGIEEsABZDIZdXZ2KpVKqaOjQ52dners7CwNH9rbld5f2CDJDvllhQOyFy6QFQnkf3gF\n",
              "3OCBpTIBAADmuMkGGGNN4lkIMDJZdQ4PKdXYJ2Pv3nE9NhKJuAFFcWAxeonV4kKIgUOFQALzkm3b\n",
              "6u/vVyqVUldXl7q6upRKpUpKZ2enOjo71Nfb98bPCgdkhf2yF1Y7oUMk6HT3iwRk5evM4QAAAIAJ\n",
              "mWiAYdlSZnR4YcrIlK5G0p/OaqAnpeb2tnGtRCJJoVCoLKRIJpNKJBLudnQ9Ho/L5+Ovm3hjvCGY\n",
              "MzKZjHp6etTT06Pu7m43aOju7i4pXV1dSnV1ycxm3/B5dtAnKxSQvSQpOxTIjynM93QIOYGDHfJL\n",
              "HsIGAAAATDOPIYX8skN+jTEj2diKe2HkwwwV1QurlAxmsto30KO2rtS4ViMpiEajJQFFMplUPB53\n",
              "9wvb0SUajcrrZSW4+YBAAjPS8PCw+vr61NvbW7bt6elxt8Vl3759B36wzysr6JOdCMoOxfNDKfxO\n",
              "wFD4Bp6v06sBAAAAc9pEe2FIkmXLyJhSpijIKC5p0+mpkTHVlzbV39ells6OCQUZhmEoEom4oUUs\n",
              "FnODing8rlgs5h4r1GOxmKLRqFv3+/2T+ANBpRFIYEbo7+/X5ZdfrsbGRvX19SmdTo/vRp9XVsAn\n",
              "O+iTnUjKDvqdEire+tx9+UhaAQAAgEnzGM4/3k2kJ4bkDCnJjg4wck64kS3azzqBRl8mp/7+brWm\n",
              "OicUZhQEAoGSgCIajbolEomU7Bcfi0QiikQiCofDikajCofD8tAj+pAhkMCMsHfvXj333HPOMIlo\n",
              "SPaCsOyAzylBnxTwu3UndHDOETAAAAAAs4DHkAr/eDjRe21byuZkZAuBhbM1soVAY2S/cF0ua2oo\n",
              "O6yuzkEZLc3jni9jLKFQSJFoRNGIE1AUAovCdnQ9FAqVbEcfKxSGpRzCQOKSSy7R/fffr7q6Oj33\n",
              "3HOqqalxz6XTaV122WV64IEHFAqFtG7dOv3oRz8a8zkvv/yyPv3pT+uVV16RJB1//PG6+eabtWrV\n",
              "qkPV9BInnHCCbrzxRm3dutU9lslkdOSRR+qBBx7QCy+8oE984hM69thjlc1mtXTpUn3nO9/R0qVL\n",
              "y571xS9+UT/96U+VTCZ1ww036NJLL9Uf//jHinyO2SK7fIkya46e7mYAAAAAmCkMQyr8Y6UmMLyk\n",
              "mG1LZq4ktDDMono255w3S+vK5jRo5rQvM6TOfQPy5CxnSVZ7wrFKGb/fXxJQFEowGFQwGNxvfe3a\n",
              "tTrppJMO+uvPBIcskDjvvPN0+eWX6x3veEfZuSuvvFKGYegvf/mLDMNQa2vrmM9obm7Wqaeeqltv\n",
              "vVUXXnihJOnOO+/Uaaedpj/+8Y9asmTJoWq+a8eOHbr99ttLAon7779fRx11lE488US98MIL2rx5\n",
              "s3bv3i1J+sQnPqFPfvKTuvvuu8uedeONN+r111/XEUccoYcffviQtx0AAAAAICfU8Ptk+52/Ah9U\n",
              "nGDbzhAUMyfDtJzgohBk5Ar7lgzTknLONYVrlcvJyFmSaSlnWhrO5WQM98sY7M2fz5c3EE8k9Pvf\n",
              "/e5gPsGMccgCiXe+851jHh8cHNTOnTvV2NgowzAkab/Bwre+9S2ddtppbhghSRdccIHuvfdefetb\n",
              "39KXvvQlbd++XR6PR6+88oo6Ozu1ceNG3XbbbQqHw+rv79enPvUpPf/88xoeHtbb3vY2/dd//ZcC\n",
              "gYBOO+00bdiwQU8++aSam5v1rne9S7fddltZG/7lX/5FX/ziF9XZ2alFixZJkr7//e9rx44dY7Z5\n",
              "y5Ytuvzyy8uOv/3tb9fw8LD+/u//Xps3b9a5557rnjNNU2effbZSqZSGhoa0bt06ffe731U0GtXD\n",
              "Dz+siy++WCeeeKKeffZZBYNB7dy5s6THSbF0Ol02/0IhSQMAAAAAHCTDkLyGMylo8CDDjbHYthtM\n",
              "GIVtPqwIPb1XmUxmqr/itKn47Bx79+7VggULdN1112nDhg3atGmT/vd//9c9/5GPfET333+/JOnZ\n",
              "Z5/Vxo0by56xceNG/eEPf3D3n3zyST3wwAN6+eWX1dXVpVtuuUWSdNlll2nTpk166qmn9Pzzz8uy\n",
              "LP3nf/5nSVv27Nmjl156SQ888ICeeOKJsq91+OGHa8uWLe6QkqamJj366KN6//vfX3ZtLpfTz3/+\n",
              "8zG7zzz++OOSpMcee0xf//rXS855vV7dcccdeuaZZ/TSSy8pmUzqG9/4hnv+T3/6kz70oQ/ppZde\n",
              "0hVXXKF//ud/lr2fLkLXX3992frA119//ZjXAgAAAABmGMNw5soL+p1VUOJhWdVRWYvisufYHHoV\n",
              "DyRM01RdXZ1OOOEEPfPMM/r617+u888/X21tbZKk733ve9q2bduEnvm+971P8XhcXq9XO3bs0IMP\n",
              "PihJ2r17t2666SbV1NRo/fr1euyxx/Taa6+5951//vny+XwKh8OqqanR3r17x3x+YdiGJP3gBz/Q\n",
              "tm3bVF1d7Z7fs2ePampqdNJJJ8kwDH31q1+dUPtt29Ytt9yi9evXa+3atfrVr35VMrfEsmXLdMYZ\n",
              "Z7iftbW1VQ0NDWM+66qrrlJvb29JueqqqybUHgAAAAAADrWKr7KxdOlSeTwet4fB+vXrdeyxx+rF\n",
              "F1/U4sWLS6498cQT9cQTT+iTn/xkyfEnnnhCJ5544n6/RmEoiG3buvvuu7Vy5coxrwuFQm7d6/XK\n",
              "NMdeTmbLli366Ec/qmeeeUa7du3St7/97ZLzxXNITMYdd9yhhx56SI888ogSiYS+/vWv66GHHtrv\n",
              "9YZhuJ9xNIZnAAAAAMAMM3oYRmHuieL9XH7uiVHDNdxzOUuegSHJ45/uTzNlKh5ILFq0SGeccYYe\n",
              "eOABvfvd79bf/vY3/e1vf9Pxxx9fdu3HPvYx1dTU6I477iiZ1PLhhx8uGXpx11136bLLLlM4HNbt\n",
              "t9+uM888U5L03ve+VzfccIO+853vyOfzqbu7W6lUSsuXL59Qm71er7Zv366PfexjMk1Tp59++kH8\n",
              "CZTr7u7WokWLlEgk1N/fr127dpWs0lFbW6s9e/Zo8+bNuuuuu7R48WIdddRRU9oGAAAAAICKJqzM\n",
              "r8LhrrxRNIHlqLp7vWmVbI3cyOSWUzXZxMq1q6fmQTPAIQskLrroIv3qV79Sa2urtmzZong87g6X\n",
              "uO2227Rjxw5dccUV8ng8+s53vqMjjzxSkjOHxLZt27Rt2zYdeeSRevjhh/XpT39an/vc52QYht7y\n",
              "lrfokUce0RFHHOF+rZNPPllbtmxRR0eHNm7cqEsvvVSSdMstt+jKK69UTU2NPB6PfD6fbrzxxgkH\n",
              "EpL0r//6r7ruuut0zTXX7Ld3wmR98IMf1H333ae3vOUtOuyww7Rp0ybV1dW551evXq1du3bpkksu\n",
              "USAQ0J133jnlbZgpjIFheVIDsoPOsj7ye50xVAAAAADwRnJWfllPc2Qpz+K6WbTEpxs0mEXLgI70\n",
              "WjgYgUBAoXBI4Vhc4XBY4XBYoVDI3RZKYb+wrOeBlv4s7IfD4Sn6A5t+hr2/2RFnie3bt6umpsYN\n",
              "Ieaahx9+WJdeemnJnBJz0auvvqoPfehD5ScMw1lvOOB1tkG/E1YE/eX7+S0hBjC/RX/2hAbfVz4h\n",
              "MgBMt8gvn9W+rfsfdgzMa/khDUY2J2VMGZl8kJAxndAg44QHhWNOiGDKyBT1YJhEkODxeBSNRhWJ\n",
              "RNxtJBJROBwu2S8uhZBhrHooFJLXO7cmnjyUKj5kAxjLypUrdd1116mxsVF9fX3q7e1VX1+fW+/t\n",
              "7VVvX5/M7MCBH+YxZAf9soI+2SF/Pqzwj9RDpUWeis/tCgAAAMxNliUjUxQqjCrlxwvBgukMlZiA\n",
              "UCikeDyuWCymWCymaDRaUi/eLxwrBA+FEgwG52zv89lg1veQwPxh27aGhobU09Oj3t5e9fT07LcU\n",
              "5gsZHBw88HODflkhn+xQoCioCMgOB2SF/bLDAdmhgNPzAsCMRw8JADMVPSQwq9i20wshnXWCg7RZ\n",
              "tM3KSJeHC558z4Xx8vv9iifiSsQTisfjZSUWi5XtF45Fo1H5fPz7+mzHf0HMGoZhuN2k3vSmN43r\n",
              "nkwmo56eHnV1dam7u1vd3d3q6upSV1eXUqmUUqmUuru71dnZqd623jd+mM8rK+yXlQ8o7EghtHC2\n",
              "diQfXHhIWAEAADCDFIcLbrCQr7uBQ7YsdBjvJIyRaFTJxAIlk0klEgklEgklk0nF43F3v1AKx+Lx\n",
              "eMmqh5ifCCQwpwUCAR1++OE6/PDDD3itaZpuWNHZ2VlSOjo6lEql1NHRoe7OblnWfsanGZIdCsgK\n",
              "+WVHgrIiAdmRoOxIQFZ+S2gBAACAg5KzSgMFd1t6TOmsPPmAQePoGO/1epWsSqpqUZWSyeSYpRA2\n",
              "FIcP9FTAZPHmAHk+n29c4UUul1NXV5c6OjrU3t5esi3U2zs6lO7uGvsBhuH0qogEZEWDTnBRsg1I\n",
              "PoaHAAAAzBtmrjRUGC4OGEoDB096fMMiPB6PEomEqpYsVlWVEzBUVVW5pbBfvI1Go8yngIoikAAm\n",
              "yOv16rDDDtNhhx2mE044YcxrbNtWX1+f2tvb1draqra2NrW3t6utrc0t7e3tynX2j31/0O/0rog6\n",
              "IYUVDTn1mBNcEFgAAADMYGUBQ1GoMFwaNHjSpmQeOGDw+/2qrq5W1ZuqnG2Vs00mk+5+oVRXVyse\n",
              "j8vD5O2Y4QgkgEPAMAy3K9uKFSvGvCaXyymVSqmlpUWtra1uKey3tLbut5eFHfLng4qg7FhIVjTk\n",
              "hBWxkOxwgGVPAQAAplJhiMRwdoygIX9suKgHwzgChmAopOqqai04ZkFJkFDYjg4dIpEIvRcw5xBI\n",
              "ANPE6/W6Q0TWrVtXdt62bfX09Ki5uVnNzc1qaWlRS0vLyH5rq8zUGMugegwnrIiFRgKLWEhWPCQ7\n",
              "GpK8JOUAAGCe21/AMMZwifEOkQgGg6qqqtKCpQtKQoXiYKH4eDgcrsAHBWY2AglghjIMw/2BtXr1\n",
              "6rLzlmWps7NTzc3NamxsVHNzs5qamtzS3dI95nPtSEC5WGgkqIiFZMedLUNBAADArGPbkmmNOd9C\n",
              "yaSPE+zB4Pf7Vb1ggaqPLA8TioOGBQucACIcDtODAZggAglglvJ4PG4Pi5qamrLz+/btKwkoGhsb\n",
              "1dDQoMbGRrW1tclu7yu7xw4HlIvnw4p4SFYsPBJW0LMCAABUQs4qW5ZS+WUojeH8Nn/ck1+mUrn9\n",
              "rIBWJBAIOEHC0WP3WBhdZ4gEcOgRSABzVCQS0YoVK8acwyKTyailpUWNjY1uUNHQ0KD6hga1traO\n",
              "GVZY0WBpSBEPO8NAIkGWMQUAAGMzc/lwwXRDBhX201nnWFH44MmMb3iEJMXjcVUtWuiuEFE8sePo\n",
              "SR7pwQDMTAQSwDwUCAR0zDHH6Jhjjik7l8lk1Nzc7IYUI2FFvdpb2yX1lt7g9SgXDcqOh2UlCkGF\n",
              "E1Yo6K/MBwIAAIdWIVjImE6gUFzSZum5fLAw3p4LkhQKhVRVNRIiFC9FWQgbirfJZFI+H3+VAWY7\n",
              "/l8MoEQgENCyZcu0bNmysnNDQ0NqbGxUfX296uvr1dDQoLq6OtXV1WmgqUtqKr3eDvqdXhXFYUUi\n",
              "7EyuSa8KAAAqx7adoRDZ3EhwkB0jZBh1zFO4fpzBgmEYiifiSi5aqGQyqUQi4QYIb1SCweAh/gMA\n",
              "MBMRSAAYt3A4POYwkMKKIHV1daqvry/ZNjU1KdfZX/ogj5Ff+aM0qLDiYSnAtyUAAMrYtpTNOYFB\n",
              "1hyp50MEZUfCBOWvMTKlW1n2uL+c1+tVPB5X4rCEGyzE43ElEgm3xOPxktChcMzjYd4pAOPDb/4A\n",
              "DlrxiiCjJ9g0TVPNzc2qra11Q4ra2lrV1tWpf6xeFSG/colwfgjISLHDAYlxnwCA2ca2neEO2Zxk\n",
              "2fKk+vMBQiFcyEmmOVIfI3TwmLlxz6tQLBgKKR6LKb4ornjcKbFYrKReCBGKw4Z4PM58CwAqwrBt\n",
              "e/xRKQBMoZ6eHtXW1rohRX19vWpra9Xc0iLbGtU11OdVLl7Um6IQWsRZAQSloj97QoPv2zjdzQAw\n",
              "WxWGNpjWSJBg5mQU17PWGMdGtoaZk2Fa7rHJ8Pn9ikWjisViisViiubr0WhU0WjUDRSKSzweLznn\n",
              "9zOXE4CZjUACwIyTTqfV2NhYElbU1dWptq5O6eHh0osNyYqG8kM+QrISEbfOpJrzE4EEMM9YltOT\n",
              "wCwKCcrCBEtGvpeBYY4cGwkQrJL7dBC/HodCoZLwIBKJlG1jsZi7X1yK72FOBQDzAUM2AMw4wWBQ\n",
              "xx13nI477riS45Zlqb29vTSkqK1VbV2tupq7yp5jB/2lc1Tk56lgqVIAmCa2LRXCgaLeBCrqTVB6\n",
              "zio6VnqNGzJMYF6EsYTDYUUiEUWqIgqHw24g4B4vKoVjhWuKSzQaVTgcZv4EAJgAekgAmBP6+/tL\n",
              "gopCvbGxUdbo4R9ej3KxUH7YR8gNKqx4WPJ7p+cDYMrQQwKYYm4PhKI5DkbVS44VD1dwhy8U9T44\n",
              "CMFQyAkA8sFAuGg7OkAIj3HN6BAhGAwSIADANCKQADCnZbNZNTU1jTn8Y9/gYNn1diSgXH5uCjsf\n",
              "UliJkNOrgsm9ZgUCCSCvMBdCxiyZKHFk4kRzv5MoGsUBwziXexzN4/EoFA4rWtSDYHRYUNyzYKww\n",
              "obgeCoXk9RIaA8BcwpANAHOa3+/XsmXLtGzZspLjtm2rq6urbPWPuro6tba2ym7rLX1QvleF26Mi\n",
              "lp+zgrkqABwqhUChsJRjZmRZRydkKFrWMZsrPW/mZGQmNxdCOBJRLBp35zkYPd/BWPXRQxcKAQKr\n",
              "NAAA3giBBIB5yTAMLVy4UAsXLtRJJ51Ucm54eFiNjY1uUFHY1tXVabBxrLkqfLJi+bkq8iuB2LGQ\n",
              "rFiIISAAnDkOsk6IYKRNN1BwQ4ZCyeZGzuevn+j8CM7EiFVjrsAQLVqxYfTx4oCBIQwAgEohkACA\n",
              "UUKhkJYvX67ly5eXHC/0qqivr1dDQ4O7LZRsaqDsWXbInw8rQm5oQVgBzFKFCRkz2ZHgIG3KyGSl\n",
              "UfuFkMGTcXoujJfP71ciEVdiYULxeFyJRMJdzrFQLz5WCB7i8bgikQhDGgAAswqBBACMU3GvivXr\n",
              "15ecy+VyamtrKwkqGhsb1dDQoObmZuU6+8ueZwf9smJBWbGQ7KiztWIh2bGQ7JCfOSuAQ83M90hI\n",
              "Z0e2mZF9FdU9+fp4eyyEQiElklVKHpFQMplUIjGyLS6FoKFQgsEgwxwAAPMGk1oCwCFmmqZaW1vd\n",
              "gKKwbWpqUlNzs8xstvwmr0e5aNAJKqKFwCIoOxqSFQ1KAfLk/WFSy3nKst0wQcUBg7st1J0eDJ60\n",
              "Oa7JGg3DUCweV3VVlZLJ5JilEDYU7weDwQp8aAAAZjcCCQCYRpZlqaOjQ42NjWpublZjY6MTVDQ1\n",
              "qam5SX29fWPf6PcpFw04QUUkKDsSlBUNyo4EZEeC87qHBYHEHFCYzHHMYGF0wDAyfGI8otGoqqqq\n",
              "ykoymRxzG4/HGQYBAMAhQiABADPY4OCgWlpa1NzcrJaWFrdeKPv27Rv7Rq9HVjggqxBQFOrhkX07\n",
              "6JuToQWBxAyUX3pyrKEQ5cHC+Hsv+Hw+JZNJVVdXuyFCob6/0MHvZ1UcAABmCvr8AsAMFo1Gx5xg\n",
              "s6C/v1+tra1qbW1VW1ubWlpa1NbW5h5LdaRk2/vpZeExZIXzIUXI79RDAdlhv7u1QgFpjgYXmAR3\n",
              "Usei+RYyZtGEjtmRiR3zdU/GlLK5cT0+Go2qqvowVVdXuz0URpfCuerqakWjUeZbAABgFiOQAIBZ\n",
              "rDDL/ooVK8Y8b5qmOjs71d7eXlI6OjrU3t6utvZ2daVSMs3ySTddhuEEFkGf7KBfdshfvg34ZAd9\n",
              "sgM+Z34L/pI4cxWGQ2RzUjZXsgSlkTGd5SnT+SUoR52byDKUoVBIyWTpcIjRwyNGD5Gg9wIAAPML\n",
              "gQQAzGE+n09LlizRkiVL9nuNZVnq6+tTZ2enUqlU2TaVSqmrq0vd3d3qb+s98Bc15AQUhRLMBxZ+\n",
              "r5Tf2n6f7IBX8vvcc7bfK/m8kscg0BhLoXdCLudsszlnlYhsToaZDxdK6mZp6FA4nx1/qCBJXq/X\n",
              "mbRxSelKEcUrRhRCheLJHZnUEQAAHAhzSAAAxi2bzaqnp0fd3d3q7u5WV1eXurq61NvbW1L6+vrU\n",
              "09Oj3r6+sVcReSOGIfm9snweyeeV7fPKLtS9HilfbK9H8nncY7bXI3k8Cj69V+mNK2R7PE644TFk\n",
              "ewypsF8IOwzJNvL7hkqOa/RPxtE/Km1bhmU711m2c962Zdj2yL5ly8hZzr5lSbn8PZY1cs7MOduc\n",
              "5W7dumnJyJ83TOfayQqHw4rH44rFYorFYmX1wtKTY9UjkQjDIgAAwCEx4UAinU7rlltu0YMPPijD\n",
              "MHTmmWfq0ksv5V9CAABlbNvW0NCQ+vr6NDAwoIGBAfX395fV+/v7tW/fPg0NDWnfvn0jZWif9g3u\n",
              "0/Dw8HR/lIoKBoMKBIOKRiIKh8MKh8OKFNULJRqNKhKJKBqNumX0fjQalc9Hh0gAADDzTDiQ+PCH\n",
              "P6xUKqUdO3ZIkm6//XYtWLBA3//+9w9JAwEAsCxLw8PDSqfTJWX0sWw2K9M033Br27ZyuVzJ1rIs\n",
              "txQr9AwwDKOk7vV6D1j8fr8CgYD8fn9JCQQC8vl8CgaDCgaDCoVCbr1Q6JEAAADmgwkHEqtWrdLL\n",
              "L7/s/rKUy+W0evVqvfLKK4ekgQAAAAAAYO7xTPSGhQsXamhoyN1Pp9NatGjRlDYKAAAAAADMbRPu\n",
              "IbFjxw499dRTet/73idJuuuuu3TyySdr7dq1kqRLLrlk6lsJAAAAAADmlAnPcmVZljZs2KDXX39d\n",
              "knTiiScql8vpueeeY8wrAAAAAAAYF5b9BAAAAAAAFTfhOSR6e3t18cUX6z3veY8k6c9//rPuvPPO\n",
              "KW8YAAAAAACYuyYcSFx00UVasmSJ/va3v0mSjj32WN1www1T3jAAAAAAADB3TTiQ+Mtf/qLPfe5z\n",
              "8vv9kqRwOCxGfQAAAAAAgImYcCARCARK9oeGhggkAAAAAADAhEw4kNi8ebO+/OUva3h4WA8++KDO\n",
              "O+88nXPOOYeibQAAAAAAYI6a8Cobpmnqpptu0u7du2Xbtt773vfqyiuvlMcz4WwDAAAAAADMUxMO\n",
              "JF544QWtXbv2gMcAAAAAAAD2Z8LdGrZv3z6uYwAAAAAAAPvjG++F7e3tam1t1dDQkF588UV3Isue\n",
              "nh4NDg4esgYCAAAAAIC5Z9yBxJ133qlbb71Vzc3N2rZtmyTJMAwlEgldfvnlh6yBAAAAAABg7pnw\n",
              "HBLXXnutPv/5z2vv3r26//77tXz5cr3nPe85VO0DAAAAAABz0LgDiTPPPFM333yzampq1NzcrDVr\n",
              "1uiUU05RbW2ttm/friuuuOJQtxUAgDf0sY99TJL07W9/e5pbAgAAgAMZ96SWTU1NqqmpkSTdcccd\n",
              "OvXUU/Wb3/xGjz/+uH784x8fqvYBADBubW1tamtrm+5mAAAAYBzGHUiEw2G3/vjjj+vd7363JKm6\n",
              "ulo+37inogAAAAAAABh/IOHxeNTY2KiBgQE98sgjOvXUU91z+/btOySNAwAAAAAAc9O4uzZ85jOf\n",
              "0fr16+Xz+bR582atXLlSktNbYtmyZYeqfQAAAAAAYA6a0Cobra2tamtr09q1a2UYhiSpublZpmlq\n",
              "6dKlh6yRAACMx7nnnitJuueee6a5JQAAADiQCU3+sGTJEi1ZsqTk2Jve9KYpbRAAAAAAAJj7xj2H\n",
              "BAAAAAAAwFQhkAAAAAAAABVHIAEAAAAAACqOQAIAAAAAAFQcgQQAAAAAAKg4AgkAAAAAAFBxBBIA\n",
              "AAAAAKDiCCQAAAAAAEDFEUgAAAAAAICKI5AAAAAAAAAVRyABAAAAAAAqjkACAAAAAABUHIEEAAAA\n",
              "AACoOAIJAAAAAABQcQQSAAAAAACg4ggkAAAAAABAxRFIAAAAAACAiiOQAAAAAAAAFUcgAQAAAAAA\n",
              "Ko5AAgAAAAAAVByBBAAAAAAAqDgCCQAAAAAAUHEEEgAAAAAAoOIIJAAAAAAAQMURSAAAAAAAgIoj\n",
              "kAAAAAAAABVHIAEAAAAAACqOQAIAAAAAAFTcrAokLrnkEi1btkyGYeiPf/yjezyVSqmmpsYtK1eu\n",
              "lM/nU1dXV8n9zzzzjHvN0qVLlUwm3f2bbrpJu3btco+tXr1aZ511lurr6yVJL774ok4//XStW7dO\n",
              "a9as0cknn6yXXnppSj7Xxz/+cX36058uO/6P//iP+trXvqba2lp5vV7V1NRo3bp1Oumkk7Rnz54p\n",
              "+doAAAAAAEwHw7Zte7obMV6PPvqo3vzmN+sd73iHdu/erZqamjGvu/nmm/XII4/oF7/4xX6ftWvX\n",
              "Lu3evVu7d+/e77FPfOITamxs1N133601a9bo2muv1TnnnCNJamhoUDAY1OGHH37AdqdSKS1cuHC/\n",
              "5//whz/o7LPPVmNjo3w+nySptbVVxx13nGprazU4OKiamhr19PRIku655x5ddNFFam9vl2EYB/z6\n",
              "ADBfnHvuuZKc75MAAACY2WZVD4l3vvOdOuqoow543c6dO7Vjx46D/npbtmzRq6++KklqbGzUkUce\n",
              "6Z47+uijxxVGSNLf/d3faevWrbrjjjs0ODhYdv6kk07SkiVL9Ktf/co99j//8z8666yzdNhhh5Vd\n",
              "/w//8A/q7OxUKpUqO5dOp9XX11dS0un0uNoJAAAAAEClzKpAYjwef/xxdXd3a+vWre6xL3zhC7rt\n",
              "ttsm9JxcLqef//znOumkkyRJn//857V582adccYZ+uxnP6vnnntu3M967bXXdMUVV+j//u//9Na3\n",
              "vlUXXHCBfvGLXyibzbrX7NixQ7fffru7f/vtt+83VLnzzju1dOlSLVq0qOzc9ddfr2QyWVKuv/76\n",
              "cbcVAAAAAIBK8E13A6bazp079cEPftAd+iBJX/rSl8Z9/549e9yhICeeeKK++tWvSpIuu+wyfeAD\n",
              "H9BDDz2kRx99VJs2bdLOnTt1/vnnH/CZhmFo06ZN2rRpk3K5nH75y1/q3//93+XxeFRbWytJev/7\n",
              "36/PfOYzam9v12uvvaaBgQFt2bLFfUZ/f7/briOPPFL333//mF/rqquu0qc+9amSY8FgcNyfHwAA\n",
              "AACASphTgcTAwIB+9rOf6emnn570MzZv3lwyr0SxxYsX64ILLtAFF1ygY445Rj/+8Y/LAomvfOUr\n",
              "+slPfiJJuuGGG9xQIZvN6oEHHtBPfvITPf7449q6das+8IEPuPctWLBAW7du1Q9/+EO9/PLL2r59\n",
              "uzyekQ4s8Xi8ZCLP/QkGgwQQAAAAAIAZb04FEj/96U+1bt06rVq1asqffe+992rr1q3y+/0yTVMv\n",
              "vPCCjjvuuLLrrrzySl155ZUlxz7ykY/o97//vd75znfq/e9/v3bt2lXSg6Ngx44duvjii9XS0jKh\n",
              "ISEAAAAAAMw2s2oOiYsuukhHHXWUGhsbtWXLFi1fvrzk/P4ms5zMHBKj3XPPPVqzZo3Wrl2rdevW\n",
              "KRgM6pprrhnXve9617v0yiuv6Ic//KHOOuusMcMISTrjjDOUTqe1YcMGvfnNbz6o9gIAAAAAMJPN\n",
              "qmU/AQB4Iyz7CQAAMHvMqh4SAAAAAABgbiCQAAAAAAAAFUcgAQAAAAAAKo5AAgAAAAAAVByBBAAA\n",
              "AAAAqDgCCQAAAAAAUHEEEgAAAAAAoOIIJAAAAAAAQMURSAAAAAAAgIojkAAAAAAAABVHIAEAAAAA\n",
              "ACqOQAIAAAAAAFQcgQQAAAAAAKg4AgkAAAAAAFBxBBIAAAAAAKDiCCQAAAAAAEDFEUgAAAAAAICK\n",
              "I5AAAAAAAAAVRyABAAAAAAAqjkACAAAAAABUHIEEAAAAAACoOAIJAAAAAABQcQQSAAAAAACg4ggk\n",
              "AAAAAABAxRFIAAAAAACAiiOQAAAAAAAAFUcgAQAAAAAAKo5AAgAAAAAAVByBBAAAAAAAqDgCCQAA\n",
              "AAAAUHEEEgAAAAAAoOJ8090AAACmyuLFi6e7CQAAABgnw7Zte7obAQAAAAAA5heGbAAAAAAAgIoj\n",
              "kAAAAAAAABVHIAEAAAAAACqOQAIAAAAAAFQcgQQAAAAAAKg4AgkAAAAAAFBxBBIAAAAAAKDiCCQw\n",
              "56XTaV199dVKp9PT3RTMAbxPmEq8T5hKvE+YSrxPmGq8UxiLYdu2Pd2NAA6lvr4+JZNJ9fb2KpFI\n",
              "THdzMMvxPmEq8T5hKvE+YSrxPmGq8U5hLPSQAAAAAAAAFUcgAQAAAAAAKo5AAgAAAAAAVByBBOa8\n",
              "YDCoL37xiwoGg9PdFMwBvE+YSrxPmEq8T5hKvE+YarxTGAuTWgIAAAAAgIqjhwQAAAAAAKg4AgkA\n",
              "AAAAAFBxBBIAAAAAAKDiCCQAAAAAAEDFEUhg1vvtb3+rDRs2aO3atXrb296m559/XpJk27auvvpq\n",
              "rVy5Um9961u1efPmsnsfeugheb1e3XrrrRVuNWaqybxPp512mo499ljV1NSopqZGt9xyy3Q1HzPM\n",
              "ZN6n8Xzvwvw0mffplFNOcb83rVmzRoZh6IUXXpiuj4AZZjLv1FNPPaW3ve1tWr9+vY4//njdeOON\n",
              "09V8zDCTeZ+efvpp/b//9/+0bt061dTU6KGHHpqu5mO62MAs1tXVZS9YsMB+6aWXbNu27UcffdRe\n",
              "vXq1bdu2feutt9rnnHOOnU6nbdu27ZaWlpJ7e3p67JNPPtneunWrfcstt1S03ZiZJvs+nXrqqfa9\n",
              "995b8fZiZpvs+3Sg712Ynw7m513Bz3/+c3vNmjWVaTBmvMm+U+vWrbPvu+8+27ZtO5VK2Ycddpj9\n",
              "pz/9qcKtx0wzmffJsiz7yCOPtH//+9/btm3br776qn300Ufb+/btm4ZPgOnim+5ABDgYe/fu1cKF\n",
              "C7V69WpJ0qZNm1RfX69nn31WN910kx566CEFAgFJ0pIlS0ruvfjii/W5z31O99xzT8XbjZnpYN4n\n",
              "YLTJvk+8axjLVHx/2rlzp3bs2FGxNmNmm+w7ZRiGenp6JEmDg4MKBAJasGBBxduPmWUy71MqlVJH\n",
              "R4fOPPNMSdLKlStVVVWl3/zmNzr33HOn54Og4hiygVltxYoVSqVSevzxxyVJ999/v/r7+/XSSy+p\n",
              "ra1N9913n0455RSdcsop+ulPf+red9ddd8nj8Wjbtm3T1XTMQJN9nyTpyiuv1Fvf+ladf/75ev31\n",
              "16ej+ZhhJvM+9fX1HfBdw/x0MN+fJKmhoUGPPPKIPvCBD1S66ZihJvtO3X777fr85z+vpUuXauXK\n",
              "lbruuusITjGp92nRokU64ogj9LOf/UySM3zj1VdfVW1t7XR9DEwDekhgVksmk7rrrrt01VVXaWBg\n",
              "QBs3btQJJ5wgSTJNU0NDQ3ryySdVW1urt7/97Vq1apUWL16s//iP/9DDDz88vY3HjDOZ92ndunX6\n",
              "4Q9/qKOPPlq2beub3/ymtm7dqj//+c/T/Gkw3SbzPh199NFv+K5h/prs96eCXbt2aevWrVq0aNF0\n",
              "fQTMMJN9p77yla/o+uuv14UXXqjXX39dp556qjZs2ODei/lpsu/TfffdpyuuuELXX3+9Vq9erXe8\n",
              "4x3y+fgr6rwy3WNGgKk0PDxsV1VV2X/961/tWCxm79271z133nnn2d/97nftX/7yl/bhhx9uH3PM\n",
              "MfYxxxxjR6NRu7q62v7MZz4zjS3HTDSe92kswWDQ7uzsrFQzMUuM932ayLuG+Wsi358sy7KPPfZY\n",
              "+7e//e10NBWzxHjeqY6ODjsQCJTcd95559n//d//XenmYoab7O9Qq1atsh988MFKNRMzAEM2MOu1\n",
              "tLS49WuvvVann366li9frgsuuEC//e1vJUldXV166qmntHbtWp199tlqa2tTbW2tamtrdd555+kL\n",
              "X/iCvvzlL0/XR8AMMtH3yTRNtbW1uffcfffdWrx4sRYuXFjxtmPmmej7JOkNz2F+m8z7JDkrSpmm\n",
              "qXe9610VbzNmtom+U9XV1YpGo+5KCJ2dnXryySe1Zs2aaWk/ZpbJfI8qvue73/2uotGoTj/99Mo2\n",
              "HNPKsG3bnu5GAAfj3/7t3/TYY4/JNE1t3LhR3/jGN1RVVaVUKqUPf/jD7nj+j3/84/r4xz9edv/2\n",
              "7dtVU1OjSy+9tMItx0w00fdpcHBQp556qtLptDwejxYtWqSvfe1rdK+HpMl9fxrv9y7MP5P9eXfh\n",
              "hRdqxYoVuuaaa6ar6ZihJvNOPfjgg7riiitkmqay2aw+8pGP6FOf+tR0fgzMEJN5n6655hr9+Mc/\n",
              "lm3bOv744/XNb35TRx999HR+DFQYgQQAAAAAAKg4hmwAAAAAAICKI5AAAAAAAAAVRyABAADmJNM0\n",
              "dc0112jVqlVas2aNampq9NGPflQ9PT3uNdu3b5dhGCXHJOnmm2/WDTfcMKGvd/XVVzMfEQAAE8Ai\n",
              "rwAAYE7asWOHurq69MQTT6i6ulq2beuuu+5SV1eXqqqqdM8998jv94957+7du7Vz584KtxgAgPmF\n",
              "SS0BAMCc89prr2nt2rWqr6/XokWLys63tbXp7LPP1p49e5RIJNTd3a2qqir33BlnnKGXXnpJu3bt\n",
              "0o9+9CMddthhev7551VVVaXvfe97+uxnP6tXXnlFRx99tO655x7FYjFdffXVevHFF9Xd3a3m5mat\n",
              "WLFCu3btYhlgAAD2gyEbAABgznn22We1YsWKMcMIyVme7sYbb1Q8Hi87d99992nbtm3u/tNPP60b\n",
              "brhBf/7zn3XcccfpPe95j2677Ta9/PLLCgQC+sEPfuBe+9hjj+mOO+5ww4qrrrpq6j8cAABzBIEE\n",
              "AACYV773ve9p6dKlOv3008c8v3v3bp1zzjnu/saNG7V06VJJ0oYNG3TyySdr8eLFkqSTTz5Zf/3r\n",
              "X91rzz77bC1ZskSS9NGPflQPPvjgofoYAADMegQSAABgzjnxxBP117/+ValUquzcnj17dN9992nZ\n",
              "smVatmyZJGnt2rV67rnn1N/fr1dffVUbNmxwrw+FQm7d6/WW7Zumud92GIYxBZ8GAIC5iUACAADM\n",
              "OcuXL9c//dM/aceOHe4KGrZt6+6779a1116rhoYG1dbWqra2VpL0wgsvaP369fr1r3+ts846a9JB\n",
              "wq9//Wu1tbVJcnpinHnmmVPxcQAAmJMIJAAAwJz0/e9/X+vWrdMpp5yi1atX64QTTtDvfvc7LViw\n",
              "YL/33HvvvXrve9876a+5adMmXXjhhVq1apXq6up03XXXTfpZAADMdayyAQAAICmTyWjlypV67bXX\n",
              "5POxMjoAAIcagQQAAAAAAKg4hmwAAAAAAICKI5AAAAAAAAAVRyABAAAAAAAqjkACAAAAAABUHIEE\n",
              "AAAAAACoOAIJAAAAAABQcQQSAAAAAACg4ggkAAAAAABAxRFIAAAAAACAivv/RALnmfUq+ZcAAAAA\n",
              "SUVORK5CYII=\n",
              "\">\n",
              "      </div>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-2125ef7f-b93f-4c95-8d82-a13f7cca26aa\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-2125ef7f-b93f-4c95-8d82-a13f7cca26aa\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        }
      ]
    }
  ]
}