{
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  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyPpkUAEEYS6RkzEdfRuVCBt",
      "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/LabSWPP12023S2G2/TPInicial/blob/main/kmeansbetternewnewsupernew.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Importamos las bilbiotecas que usaremos\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "from sklearn.cluster import KMeans\n",
        "from sklearn.manifold import TSNE\n",
        "from sklearn.metrics import silhouette_samples, silhouette_score\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib as mpl\n",
        "from matplotlib.patches import Patch\n",
        "from matplotlib.lines import Line2D"
      ],
      "metadata": {
        "id": "uniSsoyDnJiK"
      },
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Carga y limpieza del dataset\n",
        "url = 'https://raw.githubusercontent.com/LabSWPP12023S2G2/TPInicial/main/datasetUNC.csv'\n",
        "data = pd.read_csv(url, delimiter=';')\n",
        "columns_to_drop = ['SUB PERIODS', 'SEX']\n",
        "data = data.drop(columns=columns_to_drop)\n",
        "data = data.dropna(axis=0)\n",
        "data.drop(data[data['PROVINCE'] == 'Otro'].index, inplace=True)\n",
        "data.drop(data[data['PROVINCE'] == 'other'].index, inplace=True)\n",
        "data.drop(data[data['EDUCATION'] == 'Otro'].index, inplace=True)"
      ],
      "metadata": {
        "id": "uFRd2OE3nMUB"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "unicos= data['PROVINCE'].unique()\n",
        "print(unicos)"
      ],
      "metadata": {
        "id": "6NyVlHY-2FeZ",
        "outputId": "ed3be1da-c51d-40ce-b9ee-69d56024140c",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['CABA (Buenos Aires capital)' 'Tierra del Fuego' 'Jujuy' 'Córdoba'\n",
            " 'Misiones' 'Buenos Aires provincia' 'Santa Fe' 'Salta' 'Mendoza'\n",
            " 'Tucumán' 'Neuquén' 'San Luis' 'Entre Ríos' 'Santiago del Estero' 'Chaco'\n",
            " 'San Juan' 'Corrientes' 'Río Negro' 'La Pampa' 'La Rioja' 'Chubut'\n",
            " 'Catamarca' 'Santa Cruz' 'Formosa']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Asignaciones para columnas no númericas\n",
        "assignment_mapping = {\n",
        "    'MENTAL DISORDER HISTORY': {'no': 0, 'yes': 50},\n",
        "    'EDUCATION': {\n",
        "        'Completed postgraduate': 30,\n",
        "        'Incomplete tertiary or university': 60,\n",
        "        'Completed high school': 70,\n",
        "        'Incomplete postgraduate': 40,\n",
        "        'Completed tertiary or university': 50,\n",
        "        'Incomplete high school': 80,\n",
        "        'Incomplete elementary school': 100,\n",
        "        'Completed elementary school': 90\n",
        "    },\n",
        "    'SUIC ATTEMPT HISTORY': {'ideation': 50, 'no': 0, 'yes': 100},\n",
        "    'LIVING WITH SOMEBODY': {'no': 20, 'yes': 0},\n",
        "    'ECONOMIC INCOME': {'yes': 0, 'no': 50}\n",
        "}\n",
        "\n",
        "# Aplicamos las asignaciones\n",
        "for column, mapping in assignment_mapping.items():\n",
        "    data[column] = data[column].map(mapping)"
      ],
      "metadata": {
        "id": "pVasDzLJnQkT"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Queremos ver cuantos casos por provincia hay para en los casos que haya pocos\n",
        "# los tome como una región en particular\n",
        "ocurrences = data['PROVINCE'].value_counts()\n",
        "print(ocurrences)"
      ],
      "metadata": {
        "id": "Exomxoy6nVCG",
        "outputId": "330e7a20-b2ee-480d-9162-c7aaa5f33dd1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Santa Fe                       292\n",
            "Córdoba                        262\n",
            "Buenos Aires provincia         225\n",
            "CABA (Buenos Aires capital)     98\n",
            "Jujuy                           35\n",
            "Tucumán                         25\n",
            "Tierra del Fuego                19\n",
            "Mendoza                         17\n",
            "Entre Ríos                      15\n",
            "Misiones                        14\n",
            "Santiago del Estero             14\n",
            "Salta                           12\n",
            "Neuquén                          8\n",
            "La Pampa                         8\n",
            "Chaco                            7\n",
            "Corrientes                       5\n",
            "San Juan                         4\n",
            "Río Negro                        4\n",
            "Chubut                           4\n",
            "Formosa                          3\n",
            "Catamarca                        2\n",
            "Santa Cruz                       2\n",
            "San Luis                         1\n",
            "La Rioja                         1\n",
            "Name: PROVINCE, dtype: int64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Función para asignar una región a cada provincia\n",
        "def assign_region(province):\n",
        "    if province in ['Corrientes', 'Chaco', 'Misiones', 'Formosa', 'Entre Ríos']:\n",
        "        return 'Nordeste-Litoral'\n",
        "    elif province in ['Tucumán', 'Jujuy', 'Salta', 'Catamarca', 'Santiago del Estero']:\n",
        "        return 'Noroeste'\n",
        "    elif province in ['San Luis', 'San Juan', 'Mendoza', 'La Rioja']:\n",
        "        return 'Cuyo'\n",
        "    elif province in ['Neuquén', 'Río Negro', 'La Pampa']:\n",
        "        return 'Patagonia Centro-Norte'\n",
        "    elif province in ['Tierra del Fuego', 'Santa Cruz', 'Chubut']:\n",
        "        return 'Patagonia Centro-Sur'\n",
        "    elif province == 'Santa Fe':\n",
        "        return 'Santa Fe'\n",
        "    elif province == 'Buenos Aires provincia':\n",
        "        return 'Buenos Aires'\n",
        "    elif province == 'Córdoba':\n",
        "        return 'Córdoba'\n",
        "    else:\n",
        "        return 'CABA'\n",
        "\n",
        "# Aplicamos la función a la columna 'PROVINCE' y guardamos el resultado en una nueva columna 'REGION'\n",
        "data['REGION'] = data['PROVINCE'].apply(assign_region)"
      ],
      "metadata": {
        "id": "_y8_kb19f5NK"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Guardamos el dataset refinado\n",
        "data.to_csv('ref_dataset.csv', index=False)"
      ],
      "metadata": {
        "id": "HY6UXW7AnRs7"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Descartamos las columnas que no usaremos momentaneamente\n",
        "columns_to_drop = ['REGION', 'PROVINCE', 'SUIC RISK']\n",
        "data_ref = data.drop(columns=columns_to_drop)\n",
        "data_ref"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        },
        "id": "kZV1T1Y_f6lB",
        "outputId": "20facde9-cc52-4703-bb0e-1ac4d30e00d0"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      EDUCATION  AGE  MENTAL DISORDER HISTORY  SUIC ATTEMPT HISTORY  \\\n",
              "0            30   30                        0                    50   \n",
              "1            60   30                        0                    50   \n",
              "2            70   39                       50                     0   \n",
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              "5            30   35                        0                     0   \n",
              "...         ...  ...                      ...                   ...   \n",
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              "1097         60   22                        0                     0   \n",
              "1098         40   31                        0                     0   \n",
              "1099         80   29                        0                    50   \n",
              "\n",
              "      LIVING WITH SOMEBODY  ECONOMIC INCOME  DEPRESSION  ANXIETY STATE  \\\n",
              "0                       20                0          21             54   \n",
              "1                        0                0          26             34   \n",
              "2                       20                0           8             33   \n",
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              "\n",
              "      ANXIETY TRAIT  \n",
              "0                40  \n",
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              "5                12  \n",
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              "    fill: #FFFFFF;\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const charts = await google.colab.kernel.invokeFunction(\n",
              "          'suggestCharts', [key], {});\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-09d890d3-f8ca-449a-828a-142867516fd3 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": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Guardamos el dataset con las variables a utilizar\n",
        "data_ref.to_csv('training_ref_dataset.csv', index=False)"
      ],
      "metadata": {
        "id": "5NNG5MEXncNL"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Graficamos el método del codo\n",
        "'''\n",
        "n_clusters: En el paso de aplicar K-Means calcularemos\n",
        "la cantidad de clusters con el Método del codo\n",
        "'''\n",
        "inertia_values = []\n",
        "for k in range(2, 10):\n",
        "    kmeans = KMeans(n_clusters=k, n_init=100, random_state=0)\n",
        "    kmeans.fit(data_ref)\n",
        "    inertia_values.append(kmeans.inertia_)\n",
        "\n",
        "plt.plot(range(2, 10), inertia_values, marker='o')\n",
        "plt.xlabel('Número de Clusters')\n",
        "plt.ylabel('Suma de Distancias Cuadradas Intra-Cluster')\n",
        "plt.title('Método del codo')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "WRWS3v5Suvej",
        "outputId": "0dc339cc-b4f0-4698-a7c3-a04efe1aee1d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Calcula las puntuaciones para el análisis de siluetas\n",
        "silhouette_scores = []\n",
        "\n",
        "for k in range(2, 10):\n",
        "    kmeans = KMeans(n_clusters=k, n_init=100, random_state=0)\n",
        "    cluster_labels = kmeans.fit_predict(data_ref)\n",
        "    silhouette_avg = silhouette_score(data_ref, cluster_labels)\n",
        "    silhouette_scores.append(silhouette_avg)\n",
        "    sample_silhouette_values = silhouette_samples(data_ref, cluster_labels)\n",
        "\n",
        "plt.figure(figsize=(8, 6))\n",
        "plt.plot(range(2, 10), silhouette_scores, marker='o')\n",
        "plt.xlabel('Número de Clusters')\n",
        "plt.ylabel('Puntuación de silueta promedio')\n",
        "plt.title('Análisis de siluetas')\n",
        "plt.grid(True)\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "1N5ConOevuww",
        "outputId": "fec134a7-60bc-4fe7-b733-0685e1b9442f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Aplicamos K-Means para clasificar las regiones en grupos\n",
        "kmeans = KMeans(n_clusters=6, n_init=100, random_state=0).fit(data_ref)\n",
        "\n",
        "# Asigna un color a cada región en base a los clusters\n",
        "data_ref['Cluster'] = kmeans.labels_"
      ],
      "metadata": {
        "id": "XIM-_-oegMOf"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Reducción de dimensionalidad con t-SNE\n",
        "tsne = TSNE(n_components=2, random_state=0, perplexity=30)\n",
        "tsne_coordinates = tsne.fit_transform(data_ref)\n",
        "data_ref['tsne_x'] = tsne_coordinates[:, 0]\n",
        "data_ref['tsne_y'] = tsne_coordinates[:, 1]"
      ],
      "metadata": {
        "id": "3FspWNCDAPXk"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Generación de colores para los clusters y el gráfico\n",
        "cluster_colors = plt.cm.tab10.colors\n",
        "plt.figure(figsize=(12, 8))\n",
        "unique_clusters = np.unique(kmeans.labels_)\n",
        "data_ref['PROVINCE'] = data['PROVINCE']\n",
        "data_ref['REGION'] = data['REGION']\n",
        "for cluster in unique_clusters:\n",
        "    cluster_data = data_ref[data_ref['Cluster'] == cluster]\n",
        "    plt.scatter(cluster_data['tsne_x'], cluster_data['tsne_y'],\n",
        "                label=f'Cluster {cluster}', alpha=0.7, s=50)\n",
        "\n",
        "legend_elements = [Line2D([0], [0], marker='o', color='w', markerfacecolor=f'C{cluster}', markersize=10, label=f'Cluster {cluster}') for cluster in unique_clusters]\n",
        "plt.legend(handles=legend_elements, loc='upper right', bbox_to_anchor=(1.05, 1))\n",
        "plt.title('Clustering con K-Means (6 clústers) y t-SNE (30 de perplejidad) de regiones y provincias')\n",
        "plt.xlabel('t-SNE x')\n",
        "plt.ylabel('t-SNE y')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "81wYcD2DoWfA",
        "outputId": "1ad03559-b630-4b9c-e097-efdc4e4f9e6b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 719
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Crea un gráfico de distribución de provincias para cada cluster\n",
        "unique_clusters = np.unique(kmeans.labels_)\n",
        "for cluster in unique_clusters:\n",
        "    cluster_data = data_ref[data_ref['Cluster'] == cluster]\n",
        "    province_counts = cluster_data['PROVINCE'].value_counts()\n",
        "\n",
        "    plt.figure(figsize=(10, 6))\n",
        "    province_counts.plot(kind='bar', color='blue', alpha=0.7)\n",
        "\n",
        "    plt.title(f'Distribución de provincias en Cluster {cluster}')\n",
        "    plt.xlabel('Provincia')\n",
        "    plt.ylabel('Cantidad de casos')\n",
        "    plt.xticks(rotation=45, ha='right')\n",
        "    plt.grid(True)\n",
        "\n",
        "    plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "6SveKbM7gZqD",
        "outputId": "3f8b7c3f-497d-49f1-c8a4-a703df2145c3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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AcDWmC6n3339fbty4Ib169ZIHDx6IiIinp6d88MEHMmjQIIcHBAAAAABXY7qQslgsMn78eBk2bJgcOXJEMmbMKEWLFhUPDw9n5AMAAAAAl/Ov7yOVJUsWefHFFx2ZBQAAAACeCqYHmwAAAACA/zoKKQAAAAAwiUIKAAAAAEyikAIAAAAAk/5VIfX1119LtWrVxNfXV86ePSsiItOmTZNVq1Y5NBwAAAAAuCLThdSsWbMkNDRUmjRpIrdu3ZLY2FgREcmWLZtMmzbN0fkAAAAAwOWYLqQ+/fRT+fzzz2XIkCGSLl06Y3qFChXkjz/+cGg4AAAAAHBFpgup06dPS9myZRNM9/DwkLt37zokFAAAAAC4MtOFVEBAgBw4cCDB9HXr1kmJEiUckQkAAAAAXFp6s08IDQ2V3r17y/3790VV5bfffpNvv/1Wxo0bJ1988YUzMgIAAACASzFdSL3xxhuSMWNGGTp0qERHR0uHDh3E19dXPv74Y2nfvr0zMgIAAACAS/lXw5937NhRTpw4IXfu3JHLly/LhQsXpHv37o7OJrGxsTJs2DAJCAiQjBkzSuHCheXDDz8UVTXmUVUZPny45MuXTzJmzCjBwcFy4sQJh2cBAAAAAJsnuiFvpkyZxMfHx1FZEhg/frzMmjVLpk+fLkeOHJHx48fLhAkT5NNPPzXmmTBhgnzyyScye/Zs2bVrl2TOnFkaNmwo9+/fd1ouAAAAAP9tKeraV7ZsWbFYLCla4L59+54oUHw7duyQli1bStOmTUVEpGDBgvLtt9/Kb7/9JiKPWqOmTZsmQ4cOlZYtW4qIyIIFCyRPnjyycuVKuhoCAAAAcIoUFVKtWrUy/n3//n2ZOXOmlCxZUqpUqSIiIjt37pTDhw9Lr169HBquatWqMmfOHDl+/LgUK1ZMDh48KNu2bZMpU6aIyKOh2C9fvizBwcHGc7JmzSqVKlWSX3/9NclCKiYmRmJiYoy/o6KiRETEarWK1WpN9Dnu7slndXe32v0/KUks3rTk8rhSlrTIk/xrWO3+n5bIkjRXykOWxLlSFhHXykOWxJElaa6UhyyJc6UsIq6V51nMktLnWzT+BUcp8MYbb0i+fPnkww8/tJs+YsQIOX/+vMydO9fM4pIVFxcngwcPlgkTJki6dOkkNjZWPvroIxk0aJCIPGqxqlatmly8eFHy5ctnPK9t27ZisVhk0aJFiS535MiRMmrUqATTw8LCJFOmTA7LDwAAAODpYhtQLzIyUry9vZOcz/SofUuWLJE9e/YkmP7aa69JhQoVHFpILV68WBYuXChhYWFSqlQpOXDggPTt21d8fX2lS5cu/3q5gwYNktDQUOPvqKgo8fPzkwYNGiS5stq1S36Z7u5W6dAhXMLC6ovVmnQTTRK1nWnJ5XGlLGmRJzlWq1XCw8Olfv364v5PTWlkIQ9ZnoosrpaHLGR5mvOQxfWzuFqeZzGLrbfaPzFdSGXMmFG2b98uRYsWtZu+fft28fT0NLu4ZL3//vsycOBAo4temTJl5OzZszJu3Djp0qWL5M2bV0RErly5YtcideXKFQkKCkpyuR4eHuLh4ZFguru7e5IrPaUthFare7LFgqO2r5TkcaUsqZknJZL7rFMbWZLmSnnIkjhXyiLiWnnIkjiyJM2V8pAlca6URcS18jxLWVL6XNOFVN++feXtt9+Wffv2ScWKFUVEZNeuXTJ37lwZNmyY2cUlKzo6Wtzc7AcWTJcuncTFxYmISEBAgOTNm1c2bNhgFE5RUVGya9cuefvttx2aBQAAAABsTBdSAwcOlEKFCsnHH38s33zzjYiIlChRQubNmydt27Z1aLjmzZvLRx99JP7+/lKqVCnZv3+/TJkyRV5//XUREbFYLNK3b18ZM2aMFC1aVAICAmTYsGHi6+trN0AGAAAAADiS6UJK5NFgDo4umhLz6aefyrBhw6RXr15y9epV8fX1lTfffFOGDx9uzDNgwAC5e/eu9OzZU27duiXVq1eXdevWObybIQAAAADY/KtCKrV4eXnJtGnTZNq0aUnOY7FYZPTo0TJ69OjUCwYAAADgP83tn2cBAAAAAMRHIQUAAAAAJlFIAQAAAIBJFFIAAAAAYFKKBpsIDQ1N8QKnTJnyr8MAAAAAwNMgRYXU/v377f7et2+fPHz4UIoXLy4iIsePH5d06dJJ+fLlHZ8QAAAAAFxMigqpTZs2Gf+eMmWKeHl5yfz58yV79uwiInLz5k3p1q2b1KhRwzkpAQAAAMCFmL5GavLkyTJu3DijiBIRyZ49u4wZM0YmT57s0HAAAAAA4IpMF1JRUVFy7dq1BNOvXbsmt2/fdkgoAAAAAHBlpgupl156Sbp16ybLly+XCxcuyIULF2TZsmXSvXt3efnll52REQAAAABcSoqukYpv9uzZ0r9/f+nQoYNYrdZHC0mfXrp37y4TJ050eEAAAAAAcDWmC6lMmTLJzJkzZeLEifLXX3+JiEjhwoUlc+bMDg8HAAAAAK7IdCFlkzlzZgkMDHRkFgAAAAB4KvyrQmrPnj2yePFiOXfunDx48MDuseXLlzskGAAAAAC4KtODTXz33XdStWpVOXLkiKxYsUKsVqscPnxYNm7cKFmzZnVGRgAAAABwKaYLqbFjx8rUqVNlzZo1kiFDBvn444/l6NGj0rZtW/H393dGRgAAAABwKaYLqb/++kuaNm0qIiIZMmSQu3fvisVikX79+smcOXMcHhAAAAAAXI3pQip79uzGjXfz588vhw4dEhGRW7duSXR0tGPTAQAAAIALMj3YRM2aNSU8PFzKlCkjr7zyirz77ruyceNGCQ8Pl3r16jkjIwAAAAC4FNOF1PTp0+X+/fsiIjJkyBBxd3eXHTt2SOvWrWXo0KEODwgAAAAArsZ0IZUjRw7j325ubjJw4ECHBgIAAAAAV5eiQioqKirFC/T29v7XYQAAAADgaZCiQipbtmxisVhStMDY2NgnCgQAAAAAri5FhdSmTZuMf585c0YGDhwoXbt2lSpVqoiIyK+//irz58+XcePGOSclAAAAALiQFBVStWrVMv49evRomTJlirz66qvGtBYtWkiZMmVkzpw50qVLF8enBAAAAAAXYvo+Ur/++qtUqFAhwfQKFSrIb7/95pBQAAAAAODKTBdSfn5+8vnnnyeY/sUXX4ifn59DQgEAAACAKzM9/PnUqVOldevW8uOPP0qlSpVEROS3336TEydOyLJlyxweEAAAAABcjekWqSZNmsjx48elefPmEhERIREREdK8eXM5fvy4NGnSxBkZAQAAAMClmG6REnnUvW/s2LGOzgIAAAAAT4UUFVK///67lC5dWtzc3OT3339Pdt7AwECHBAMAAAAAV5WiQiooKEguX74sPj4+EhQUJBaLRVQ1wXwWi4Ub8gIAAAB45qWokDp9+rTkzp3b+DcAAAAA/JelqJAqUKCA8e+zZ89K1apVJX16+6c+fPhQduzYYTcvAAAAADyLTI/aV6dOHYmIiEgwPTIyUurUqeOQUAAAAADgykwXUqoqFoslwfQbN25I5syZHRIKAAAAAFxZioc/f/nll0Xk0YASXbt2FQ8PD+Ox2NhY+f3336Vq1aqOTwgAAAAALibFhVTWrFlF5FGLlJeXl2TMmNF4LEOGDFK5cmXp0aOH4xMCAAAAgItJcSE1b948EREpWLCg9O/fn258AAAAAP6zUlxI2YwYMcIZOQAAAADgqWF6sIkrV65Ip06dxNfXV9KnTy/p0qWz+w8AAAAAnnWmW6S6du0q586dk2HDhkm+fPkSHcEPAAAAAJ5lpgupbdu2ydatWyUoKMgJcQAAAADA9Znu2ufn5yeq6owsAAAAAPBUMF1ITZs2TQYOHChnzpxxQhwAAAAAcH2mu/a1a9dOoqOjpXDhwpIpUyZxd3e3ezwiIsJh4QAAAADAFZkupKZNm+aEGAAAAADw9DBdSHXp0sUZOQAAAADgqWG6kIrv/v378uDBA7tp3t7eTxQIAAAAAFyd6cEm7t69KyEhIeLj4yOZM2eW7Nmz2/3naH///be89tprkjNnTsmYMaOUKVNG9uzZYzyuqjJ8+HDJly+fZMyYUYKDg+XEiRMOzwEAAAAANqYLqQEDBsjGjRtl1qxZ4uHhIV988YWMGjVKfH19ZcGCBQ4Nd/PmTalWrZq4u7vLjz/+KH/++adMnjzZrmCbMGGCfPLJJzJ79mzZtWuXZM6cWRo2bCj37993aBYAAAAAsDHdtW/NmjWyYMECqV27tnTr1k1q1KghRYoUkQIFCsjChQulY8eODgs3fvx48fPzk3nz5hnTAgICjH+rqkybNk2GDh0qLVu2FBGRBQsWSJ48eWTlypXSvn37RJcbExMjMTExxt9RUVEiImK1WsVqtSb6nMcGJ0zkcavd/5OSxOJNSy6PK2VJizzJv4bV7v9piSxJc6U8ZEmcK2URca08ZEkcWZLmSnnIkjhXyiLiWnmexSwpfb5FTd5dN0uWLPLnn3+Kv7+/PPfcc7J8+XKpWLGinD59WsqUKSN37tz5V4ETU7JkSWnYsKFcuHBBfvnlF8mfP7/06tVLevToISIip06dksKFC8v+/fslKCjIeF6tWrUkKChIPv7440SXO3LkSBk1alSC6WFhYZIpUyaH5QcAAADwdImOjpYOHTpIZGRksuM/mG6RKlSokJw+fVr8/f3l+eefl8WLF0vFihVlzZo1ki1btifJnMCpU6dk1qxZEhoaKoMHD5bdu3fLO++8IxkyZJAuXbrI5cuXRUQkT548ds/LkyeP8VhiBg0aJKGhocbfUVFR4ufnJw0aNEhyZbVrl3xWd3erdOgQLmFh9cVqTbqJZtGi5JeTUsnlcaUsaZEnOVarVcLDw6V+/foJ7oGW2sjydOQhi+tncbU8ZCHL05yHLK6fxdXyPItZbL3V/onpQqpbt25y8OBBqVWrlgwcOFCaN28u06dPF6vVKlOmTDEdNDlxcXFSoUIFGTt2rIiIlC1bVg4dOiSzZ89+omHYPTw8xMPDI8F0d3f3JFd6SlsIrVb3ZIsFR21fKcnjSllSM09KJPdZpzayJM2V8pAlca6URcS18pAlcWRJmivlIUviXCmLiGvleZaypPS5pgupfv36Gf8ODg6Wo0ePyt69e6VIkSISGBhodnHJypcvn5QsWdJuWokSJWTZsmUiIpI3b14REbly5Yrky5fPmOfKlSt2Xf0AAAAAwJGe6D5SIiIFChSQAgUKOCJLAtWqVZNjx47ZTTt+/LjxegEBAZI3b17ZsGGDUThFRUXJrl275O2333ZKJgAAAABI8fDnGzdulJIlSybaZzAyMlJKlSolW7dudWi4fv36yc6dO2Xs2LFy8uRJCQsLkzlz5kjv3r1FRMRisUjfvn1lzJgxsnr1avnjjz+kc+fO4uvrK61atXJoFgAAAACwSXGL1LRp06RHjx6JDsaQNWtWefPNN2XKlClSo0YNh4V78cUXZcWKFTJo0CAZPXq0BAQEyLRp0+yGWB8wYIDcvXtXevbsKbdu3ZLq1avLunXrxNPT02E5AAAAACC+FBdSBw8elPHjxyf5eIMGDWTSpEkOCRVfs2bNpFmzZkk+brFYZPTo0TJ69GiHvzYAAAAAJCbFXfuuXLmS7AgW6dOnl2vXrjkkFAAAAAC4shQXUvnz55dDhw4l+fjvv/9uN3IeAAAAADyrUlxINWnSRIYNGyb3799P8Ni9e/dkxIgRyXbBAwAAAIBnRYqvkRo6dKgsX75cihUrJiEhIVK8eHERETl69KjMmDFDYmNjZciQIU4LCgAAAACuIsWFVJ48eWTHjh3y9ttvy6BBg0RVReTRYA8NGzaUGTNmSJ48eZwWFAAAAABchakb8hYoUEB++OEHuXnzppw8eVJUVYoWLSrZs2d3Vj4AAAAAcDmmCimb7Nmzy4svvujoLAAAAADwVEjxYBMAAAAAgEcopAAAAADAJAopAAAAADCJQgoAAAAATKKQAgAAAACTKKQAAAAAwCQKKQAAAAAwiUIKAAAAAEyikAIAAAAAkyikAAAAAMAkCikAAAAAMIlCCgAAAABMopACAAAAAJMopAAAAADAJAopAAAAADCJQgoAAAAATKKQAgAAAACTKKQAAAAAwCQKKQAAAAAwiUIKAAAAAEyikAIAAAAAkyikAAAAAMAkCikAAAAAMIlCCgAAAABMopACAAAAAJMopAAAAADAJAopAAAAADCJQgoAAAAATKKQAgAAAACTKKQAAAAAwCQKKQAAAAAwiUIKAAAAAEyikAIAAAAAkyikAAAAAMAkCikAAAAAMIlCCgAAAABMopACAAAAAJMopAAAAADAJAopAAAAADCJQgoAAAAATKKQAgAAAACTnqpC6n//+59YLBbp27evMe3+/fvSu3dvyZkzp2TJkkVat24tV65cSbuQAAAAAJ55T00htXv3bvnss88kMDDQbnq/fv1kzZo1smTJEvnll1/k4sWL8vLLL6dRSgAAAAD/BU9FIXXnzh3p2LGjfP7555I9e3ZjemRkpHz55ZcyZcoUqVu3rpQvX17mzZsnO3bskJ07d6ZhYgAAAADPsvRpHSAlevfuLU2bNpXg4GAZM2aMMX3v3r1itVolODjYmPb888+Lv7+//Prrr1K5cuVElxcTEyMxMTHG31FRUSIiYrVaxWq1Jvocd/fkM7q7W+3+n5QkFm9acnlcKUta5En+Nax2/09LZEmaK+UhS+JcKYuIa+UhS+LIkjRXykOWxLlSFhHXyvMsZknp8y2qqk/0Sk723XffyUcffSS7d+8WT09PqV27tgQFBcm0adMkLCxMunXrZlcUiYhUrFhR6tSpI+PHj090mSNHjpRRo0YlmB4WFiaZMmVyyvsAAAAA4Pqio6OlQ4cOEhkZKd7e3knO59ItUufPn5d3331XwsPDxdPT02HLHTRokISGhhp/R0VFiZ+fnzRo0CDJldWuXfLLdHe3SocO4RIWVl+s1qSbaBYt+leRTeVxpSypnceVsvwTq9Uq4eHhUr9+fXH/p2a9/1AWV8tDFtfP4mp5yEKWpzkPWVw/i6vleRaz2Hqr/ROXLqT27t0rV69elXLlyhnTYmNjZcuWLTJ9+nT56aef5MGDB3Lr1i3Jli2bMc+VK1ckb968SS7Xw8NDPDw8Ekx3d3dPcqWntIXQanVP9gDdUdtXSvK4UpbUyuNKWVIque0utblSFhHXykOWxLlSFhHXykOWxJElaa6UhyyJc6UsIq6V51nKktLnunQhVa9ePfnjjz/spnXr1k2ef/55+eCDD8TPz0/c3d1lw4YN0rp1axEROXbsmJw7d06qVKmSFpEBAAAA/Ae4dCHl5eUlpUuXtpuWOXNmyZkzpzG9e/fuEhoaKjly5BBvb2/p06ePVKlSJcmBJgAAAADgSbl0IZUSU6dOFTc3N2ndurXExMRIw4YNZebMmWkdCwAAAMAz7KkrpDZv3mz3t6enp8yYMUNmzJiRNoEAAAAA/Oc8FTfkBQAAAABXQiEFAAAAACZRSAEAAACASRRSAAAAAGAShRQAAAAAmEQhBQAAAAAmUUgBAAAAgEkUUgAAAABgEoUUAAAAAJhEIQUAAAAAJlFIAQAAAIBJFFIAAAAAYBKFFAAAAACYRCEFAAAAACZRSAEAAACASRRSAAAAAGAShRQAAAAAmEQhBQAAAAAmUUgBAAAAgEkUUgAAAABgEoUUAAAAAJhEIQUAAAAAJlFIAQAAAIBJFFIAAAAAYBKFFAAAAACYRCEFAAAAACZRSAEAAACASRRSAAAAAGAShRQAAAAAmEQhBQAAAAAmUUgBAAAAgEkUUgAAAABgEoUUAAAAAJhEIQUAAAAAJlFIAQAAAIBJFFIAAAAAYBKFFAAAAACYRCEFAAAAACZRSAEAAACASRRSAAAAAGAShRQAAAAAmEQhBQAAAAAmUUgBAAAAgEkUUgAAAABgEoUUAAAAAJhEIQUAAAAAJlFIAQAAAIBJFFIAAAAAYBKFFAAAAACY5NKF1Lhx4+TFF18ULy8v8fHxkVatWsmxY8fs5rl//7707t1bcubMKVmyZJHWrVvLlStX0igxAAAAgP8Cly6kfvnlF+ndu7fs3LlTwsPDxWq1SoMGDeTu3bvGPP369ZM1a9bIkiVL5JdffpGLFy/Kyy+/nIapAQAAADzr0qd1gOSsW7fO7u+vvvpKfHx8ZO/evVKzZk2JjIyUL7/8UsLCwqRu3boiIjJv3jwpUaKE7Ny5UypXrpzocmNiYiQmJsb4OyoqSkRErFarWK3WRJ/j7p58Vnd3q93/k5LE4k1LLo8rZUntPK6U5Z/YtrWktrnU5EpZRFwrD1kS50pZRFwrD1kSR5akuVIesiTOlbKIuFaeZzFLSp9vUVV9oldKRSdPnpSiRYvKH3/8IaVLl5aNGzdKvXr15ObNm5ItWzZjvgIFCkjfvn2lX79+iS5n5MiRMmrUqATTw8LCJFOmTM6KDwAAAMDFRUdHS4cOHSQyMlK8vb2TnM+lW6Tii4uLk759+0q1atWkdOnSIiJy+fJlyZAhg10RJSKSJ08euXz5cpLLGjRokISGhhp/R0VFiZ+fnzRo0CDJldWuXfL53N2t0qFDuISF1RerNelmkUWLkl9OSiWXx5WypHYeV8ryT6xWq4SHh0v9+vXF/Z+a0v5DWVwtD1lcP4ur5SELWZ7mPGRx/SyuludZzGLrrfZPnppCqnfv3nLo0CHZtm3bEy/Lw8NDPDw8Ekx3d3dPcqWntIXQanVP9gDdUdtXSvK4UpbUyuNKWVIque0utblSFhHXykOWxLlSFhHXykOWxJElaa6UhyyJc6UsIq6V51nKktLnuvRgEzYhISGydu1a2bRpkzz33HPG9Lx588qDBw/k1q1bdvNfuXJF8ubNm8opAQAAAPxXuHQhpaoSEhIiK1askI0bN0pAQIDd4+XLlxd3d3fZsGGDMe3YsWNy7tw5qVKlSmrHBQAAAPAf4dJd+3r37i1hYWGyatUq8fLyMq57ypo1q2TMmFGyZs0q3bt3l9DQUMmRI4d4e3tLnz59pEqVKkmO2AcAAAAAT8qlC6lZs2aJiEjt2rXtps+bN0+6du0qIiJTp04VNzc3ad26tcTExEjDhg1l5syZqZwUSKh58+Qfd3cX6dLl0QAZyV3btWaNY3MBAADgybl0IZWSkdk9PT1lxowZMmPGjFRIBAAAAAAufo0UAAAAALgiCikAAAAAMIlCCgAAAABMopACAAAAAJMopAAAAADAJAopAAAAADCJQgoAAAAATKKQAgAAAACTKKQAAAAAwCQKKQAAAAAwiUIKAAAAAEyikAIAAAAAkyikAAAAAMAkCikAAAAAMIlCCgAAAABMopACAAAAAJMopAAAAADAJAopAAAAADCJQgoAAAAATEqf1gEApI7mzZN+zN1dpEsXkXbtRKzWpOdbs8bxuQAAAJ5GtEgBAAAAgEkUUgAAAABgEl37AKS65LoZiqSsqyHdDAEAQFqiRQoAAAAATKKQAgAAAACT6NoH4D/NEd0MRehqCADAfw0tUgAAAABgEoUUAAAAAJhEIQUAAAAAJlFIAQAAAIBJFFIAAAAAYBKFFAAAAACYRCEFAAAAACZRSAEAAACASdyQFwBchKvdHDi5PK6UJaV5uGkyAMCRaJECAAAAAJMopAAAAADAJLr2AQBggit1wXSlLADwX0OLFAAAAACYRCEFAAAAACbRtQ8AADwxuhkC+K+hRQoAAAAATKKQAgAAAACTKKQAAAAAwCQKKQAAAAAwiUIKAAAAAExi1D4AAPDMSW4UwdQeQdARIxq6UhZH5XGlLMC/QYsUAAAAAJj0zBRSM2bMkIIFC4qnp6dUqlRJfvvtt7SOBAAAAOAZ9Ux07Vu0aJGEhobK7NmzpVKlSjJt2jRp2LChHDt2THx8fNI6HgAAAFwc3UGdl8VReVwpi8gz0iI1ZcoU6dGjh3Tr1k1Kliwps2fPlkyZMsncuXPTOhoAAACAZ9BT3yL14MED2bt3rwwaNMiY5ubmJsHBwfLrr78m+pyYmBiJiYkx/o6MjBQRkYiICLEmV74myyrR0dEickNE3JOc68aNf7n4pzaLq+Uhi+tnSVkeV8qSennI8iR5XClL6uUhi+tnSVkeV8qSennI8iR5XClL6uVxTJbbt2+LiIiqJjufRf9pDhd38eJFyZ8/v+zYsUOqVKliTB8wYID88ssvsmvXrgTPGTlypIwaNSo1YwIAAAB4ipw/f16ee+65JB9/6luk/o1BgwZJaGio8XdcXJxERERIzpw5xWKx/KtlRkVFiZ+fn5w/f168vb0dFfWpz+Jqecji+llcLQ9ZXD+Lq+UhC1me5jxkcf0srpbnWcyiqnL79m3x9fVNdr6nvpDKlSuXpEuXTq5cuWI3/cqVK5I3b95En+Ph4SEeHh5207Jly+aQPN7e3mm+Edm4UhYR18pDlsS5UhYR18pDlsS5UhYR18pDlsSRJWmulIcsiXOlLCKuledZy5I1a9Z/nOepH2wiQ4YMUr58edmwYYMxLS4uTjZs2GDX1Q8AAAAAHOWpb5ESEQkNDZUuXbpIhQoVpGLFijJt2jS5e/eudOvWLa2jAQAAAHgGPROFVLt27eTatWsyfPhwuXz5sgQFBcm6deskT548qZbBw8NDRowYkaDLYFpwpSwirpWHLK6fRcS18pDF9bOIuFYespDFLFfKQxbXzyLiWnn+y1me+lH7AAAAACC1PfXXSAEAAABAaqOQAgAAAACTKKQAAAAAwCQKKQAAAAAwiUIKAAAAAEyikMJT7ffff5e///47rWMAAAA8s9JykG9VNV4/NjY2zXIkhkLKBEaKfyQuLi7R6am9fpYvXy5t2rSRl19+WUJCQuTgwYNJZkttH374oXzxxRciknbbTfzXZdu1l9j6YB0l/t12le8U/o9tW71w4YJcvXo1jdPgcbbvDPuZf8b6+D+utq+1fTZnz56VmzdvisViSdMcFotFtmzZIiNGjJCYmJg0yZIYCqkkxN+ADh06JKdPn5bo6Og0TmUvLXZAcXFx4ub2aLPZuXOnbN++XXbs2CEijzby1Mz08ssvy8aNG+Xjjz+W7du3S79+/eTdd98Vq9WaahmScu3aNZkzZ47cuHEjTXY+cXFxxus+fPhQHjx4kOoZ/klaFpgWi0V++eUXmThxonz44Ydy586dNPuRcBXxv9t//vmnHDhwQK5evWpMS+0sSJxt+121apW89NJLsn79erl161Zax7KT1iePDh8+LPv370+TDCIibm5ucvbsWVmzZo2IiISFhUn9+vVFRNjPPPbdTsv1kdR+Ji32P6pq7GvXrl0rs2fPln379sndu3dTPYstj20/07FjR/nuu+/k3r17aZJD5NF2smTJEqldu7Z89tlnEhERkepZkqRIIC4uTlVVly9froULF9ZSpUppgQIFtEuXLrp9+/Y0zXTnzh2Njo5O0wyqqkOGDNFixYppwYIFtUiRIhoaGppqOUaNGqXff/+93bSbN2/q5MmT9cUXX9Tg4GCNiYlJtTyJ+fHHH7VkyZL666+/qqpqbGxsqr12/NeaNGmSNmnSRCtVqqTvvPOO/vXXX3afY2qyve6ZM2c0IiIiTTLYrF69Wj08PLR69erq4+OjRYsW1V27dqVpJpu0+Hziv+bAgQO1YMGCmi9fPvXy8tKhQ4fqn3/+mWpZ4m+/P/74o86YMUNXrlypJ0+eTLUMyWVKblpqWbVqlWbOnFknTJigFy5cSLMctu1m9+7dOmvWLJ09e7b+8ccfdo+ldpZly5Zp0aJFdcyYMfr333+naob4Wdq0aaPPP/+89u/fX93d3XXOnDlpksWWR1X1+PHjevDgQd2xY0ea5Ij/nZk7d6727dtXQ0JCdNWqVWmaZe3atTp37lz96quvjGOHtPp+DxgwQL29vbVYsWKaMWNGHTx4sJ44cSJNsqxcuVI9PT116tSpeu7cObvHUuv7bXudxYsXa7p06XTy5MlapkwZ3bt3b6q8fkpQSD3G9uX55Zdf1NvbWz/99FNVVZ0xY4amT59ev/jii1TPZNuQfvjhBw0ODtYXX3xRGzVqpCdOnNCHDx+mep4xY8aoj4+Pbtu2TSMjI3XQoEFqsVj0rbfecvprX758WfPmzasNGzbUTZs22T12//59Xb16tZYtW1abNm2qVqvV6Xni70wef7369etr/fr1nZ4hKYMHD9ZcuXLpsGHDdOTIkZovXz6tUaOG/vLLL6mexbaeVq5cqdWqVdOZM2em+gmB+Ccj3njjDZ03b55arVaNjIzUhg0bav78+XXbtm1pkunatWt6/fp1vX//fqq+/uOmTp2quXLl0p9++kmPHj2qM2bM0BIlSuibb76pf/31l9NfP/73acCAAerv769ly5bVqlWrat26ddOk2I1/QLVp0yZdvny5nj17NtVz2Fy+fFmDgoJ08uTJqqoaExOjN2/e1LVr16bqAXL8wiVfvnxasWJFrVOnjmbPnl03btxoN09q+f777zVjxow6ffp0jYqKStXXTkz58uXVYrFonz59jGlpVWAuXbpU/f39NSAgQLNkyaJNmjTRXbt2pcmJm/79+6uPj4+2atVKGzZsqBaLRd977z29efNmqrx+/Pf8wQcfaEBAgAYGBuqLL76oZcuW1Rs3biSYLzWy7Ny5U+vUqaM7duzQuLg4nT59uhYrVkz79u3r9GLqjz/+0AcPHhh///3331q+fHmdPn26qj46vrp586auXLnSOLGWWsXmN998oxaLRefOnasPHjzQnDlz6pYtW1LltVOCQur/O336tF6+fNn4e+DAgdq5c2dVVT137pwWKlTIrlBI7TPqq1atUi8vL/3ggw/0hx9+0KCgIK1UqZJu2LDBqcXUokWL9NatW8bfR44c0aZNm+qPP/6oqo/O5GTNmlXffPNNzZQpk/bq1ctpWWw7nL/++kuDgoK0QYMGCYopq9WqS5Ys0SpVquikSZOcluVxM2fO1DFjxtidNd+4caOWLVvW+MKn5g/WsWPHtHDhwvrDDz8Y065du6Zly5bV2rVr6507d1Iti01qn92y/SjEX/a2bdu0ZMmSWrduXd25c6fd/LZiKrVanW251qxZoxUqVNBSpUppQECArlu3Tu/evZsqGWw/hLGxsRobG6stW7bU/v37280TFhamvr6+Onv2bLvczjR16lT18/MzPouPPvpIM2TIoIGBgWn2A/r++++rt7e3+vn5qYeHh86aNcs44EpNN27c0KpVq+qCBQv08uXLOnz4cK1Vq5Zmz55dixQponPnzk21LFu2bNHcuXMbrS179+5Vi8Wi7u7uumLFClVNvYPR27dva5MmTXTkyJGqqnr79m09fvy4TpkyJdVbg+Li4jQ2NlYrV66spUuX1ooVK+qSJUsSbe1IjfWzfft2zZIli3755Zd64MABPXDggJYoUUKrVauW6mf2N27cqHny5LHb/65YsUIzZMigI0aMSNUsU6ZM0Xz58ulvv/2mqqqzZs1Si8WiJUqU0IsXL6pq6v1uz549W19//XXt2rWr3fRZs2ZpsWLFtF+/fk4rpr766it97rnnNDIy0ph2/fp1LV26tM6fP19jYmJ0xIgRWq1aNfXx8VFPT0/dunWrU7I8Ljo6Wtu2bWv3HS5VqpQuX77cbr74RWBqo5BS1f3792vWrFl14cKFxrR33nlHp06dqpGRkerr66tvvvmm3Vn1RYsWpUqLh6rqyZMntWzZsvrxxx+r6qMf0gIFCmj27NnV399fN2zY4JSN6JNPPtFGjRrZ7fSjo6N15syZeuvWLd26das+99xzOmvWLFVV7dGjh1osFm3fvr3Ds9jYisa//vpLAwMDEy2m7t69q3369NEGDRo47Qz/42diOnfurDVr1tQsWbLo6NGjdcOGDaqqWrZsWR04cKBTMiTn8OHD6uvra/xI2tbDxYsX1cvLSz/77LNUzZPaZ7fWr1+v8+fPTzD9ypUr+uKLL6rFYtGffvopwes2bdpUPT09ExRZzrJmzRr18vLSsWPH6h9//KGdOnXSfPny6dy5c51eTMU/QLB1x6pXr57RTTd+99h33nlHS5YsmSo/Vjdu3NCXX37ZaP1fu3atent7a2hoqNatW1cDAwNTpWUq/vrZsWOHVqhQQbdu3aoRERE6bNgwzZo1q06aNEmvX7/u9Czx3bp1S2vVqqVVqlTRTJky6csvv6wzZszQw4cPa6NGjfSDDz5wyuvGxcUlaIEfPXq0Dh06VFVVz58/r/7+/vr6669rjx49NH369Przzz8bz00NzZo10y5duuj58+c1JCREa9eurUWLFtVMmTJp3759UyWDquqBAwf0zJkzxt/169fXcuXK2RVTqWnq1Klao0YNtVqtxmdx8+ZNLVasmLZq1cqpr/34fn3lypVarFgxjYyMNApOVdX58+erp6en7tu3zyk5xo0bZ3ei8+LFi9q1a1ddsmSJqj7aF3t7e+uoUaO0XLlyWrp0aePkempsv/3791eLxaKBgYEJuqTOnj1bS5Ysqd26ddPz58875fVPnz6tqo9+I+/du6eRkZHavn17LVu2rHp7e2vLli116tSp+vfff2vt2rW1Z8+eTskRn62Yffw7U65cOR03bpzx96RJk3TkyJFpdtnCf76QOnDggGbMmDHBwe6HH36oPj4+mj9/fn333XeNoslqtWqnTp30vffeS7Ud4p9//qnjxo3T6OhovXjxohYuXFh79eqlVqtVS5curZUqVdIffvjBKS1TtmXu2rXL2KnYDqYGDBignTp1Mg74Ro8erS1atNAmTZo4tcnXtuyTJ08mWUxdu3ZN8+bNaxy4O0v8Frt79+7p7NmztVGjRvrcc89pnz599K233tKcOXMaB6rOEH/nYSuYrl69qtmyZdOJEycajz148EAfPnyolStX1v/9739Oy5OYGzdupOrZrdmzZxvdaR7fudqKqZIlSxo/rPHnad26tR4/ftyheRJz4cIFrV27tvEZXbhwQQsXLqzFihXTDBky6Oeff+607knxv599+vRRX19fvX//vg4YMECzZ8+uV65cUdX/6646YcIEDQ4OTrUfqv379+upU6f04MGD6u/vb3yPJ0+erBaLRfPmzevwM+lWq1WvXbuWYPrUqVN1wIABCa4DHTVqlGbNmlUnT57stJYp2/o+e/asnjhxwjgjfePGDf3666/1yy+/tCu4X3rpJYefuLFtK/GL6L/++ktjYmL00KFDumPHDr19+7ZWqVLFOLjauXOnWiwWtVgsumbNGofmSS7n+PHjtXz58urm5qYvv/yyfvPNNxodHa3Dhw/XBg0apMrJz0uXLmnlypW1efPmRsEfHR2t9evX1xdffFEXL16ssbGxOmTIEG3cuLHT86g++q0OCgoy/rZ1q962bZtmzZpVf//9d6dnGDRokP7000+6bds2dXNz0/3796vq/x1jnDp1Sv38/IzeLo60bds2bdCgQYJjpDVr1uj58+d17969WrBgQZ05c6aqqn788cdqsVg0Z86cTjlRktR+dPz48Zo7d2798MMP7XpIqT4qFtq3b+/wYyvbdyI2Nlb37dun3t7eunTpUlV9dOy5aNGiBL9FLVu21A8//NChOR534MABrV69ut3lNLbjm+DgYB02bJiqqg4bNkzd3NxSZRtOyn+6kPr999/V29vb+EBs/v77b71165Y2b95cvb29jS/S/fv3ddCgQerr66vHjh1L1ay21+vZs6e+8sorRtesdu3aqcVi0TJlyjj0DLZthxMXF6c//fSTenl56ZQpU4x1YbVatWHDhtq0aVNVfbRjfumll3TevHnGMhz1hU9uOSdOnEiymJo6daq+8847DsmQmKtXr6rFYtHGjRvrpUuXjOmXL1/WXbt2ad26dbVChQpqsViMHbSji934O+TPPvtMJ0+ebBwMjhs3Tp977jm7z8RqteoLL7ygn3zyiUNz/JObN2+m6tmtFStWGC2j58+f14sXL9od7F69elWDgoK0TJkyxrU/zi4S4p/Rj4uL02vXrum0adP0xo0bevnyZS1evLj26NFDVVXbtGmj+fPn1xkzZji1Zery5cv6xhtvGNe03LhxQ2vWrKlFihTRU6dO6Z07dzQmJkbr1aunr776qsNf/5/2EVOnTtVGjRoZB34LFy7UFi1a6MSJEx3+XVq2bFmi3To7duyoFotF69Wrp7dv37Z7bPTo0ZozZ04dOXKkXbcYR4h/DVKhQoW0UKFCmiFDBu3Ro4ceOHDAbt6oqCgdOHCg5syZU48ePerQHKqPure3atVK4+LidPXq1erv72/3G7hnzx4tX768Hj58WFUfdQFv3769DhkyxCkDldjWzW+//aYzZ87UqVOnGtc3njhxQtetW2c3f7du3fS1115LtV4kCxYs0Nq1a2u7du2MYurevXvapEkTLV68uL744ouaM2dOp1zTZls3R44cMbpQ79ixQz09PRP0RNi6davxXXdWDtVH12flypVLN27cqLdu3dIWLVpo/fr17Q5+r1y5osWLF7frju6MPGvWrEnQ6jVjxgxt2rSpUSx8++232r17d+3Xr5/D9zPx93lRUVEJTt4MHTpU/fz8dNy4cQmKKdt7cOaJ6iZNmmiuXLl01apVCV7nxo0bOmTIEM2dO7dT9jPxHT16VJs0aaL16tVL0Lvk7bff1v79++vIkSPV09NT9+zZ49Qs/+Q/W0jdvHlTLRaLVq9e3W5jGTFihDZp0kRv3Lihv/zyi5YrV05z5cqltWrV0uDgYM2TJ4/Tmp5jY2ONL63twC/+Fyk2NlYbNGhgV/j169dP9+/fn+CakyfN8biQkBAtUqSITps2zfjiL168WN3d3bV27drGQanth8pRB6Xxs8ycOVN79+6trVq10vXr1+vVq1dV9dFIRIGBgdqwYUPdvHmzMX94eLj26NHDYd37EntPBw8eVB8fH23ZsmWC0bMePHigx48f1zfeeEPz58/v8AOt+Ovm7Nmz+uKLL2qxYsV09uzZeu/ePb106ZL269dPs2bNqj169NARI0ZovXr1tFSpUk49oLCtp6NHj+rPP/+sW7Zs0YiICL169ap+++23OmfOHKee3YqLi9ONGzfqqVOndPPmzRoYGKilSpVSHx8fDQsLM1oQbcVUuXLlUqUFyrZedu7cqWvXrlVVNbppDBw4UJs2bWpsI++9955my5ZN8+TJ47QLsL/88kvNlSuXvvjii3b7jwMHDmj9+vU1S5Ys+sILL2hgYKCWLl060WvOnkT85cydO1dHjhypw4cP1wMHDhjf2XHjxqmfn58ePnzYuIZr1KhRxvMceZDTt29ffffddxN9rF+/fpouXTqdP3++3rt3z+6x/v37a4MGDZ54vaxYsSLBwcmWLVs0c+bMOnPmTN29e7cuX75cS5Ysqa+88opxgP7NN99oy5YtNSAgwGm/TcuXL9cqVapo2bJl1d3dXb/99lu7x8PDw9Viseju3btV9dHBYMOGDZ16LebSpUs1R44c2qJFCw0ODtaAgIAE3RpPnz6t/fv31+zZs+uhQ4ecksP2uT++XXz77bdavXp1bdeunbFe7t+/r7Nnz9bJkyc75WRs/BGHS5QooQMGDNCbN29qVFSUDho0SAsVKmR0xb97964OGzZMS5YsafyWOsP333+vISEhdr1DVq1apY0bN9Zy5crpwoULdcWKFdqoUSMtX7680675jo2N1ePHj2umTJm0a9eudtvDgAED1MfHR1UfDUbUsmVLo8uqquP2M/F/s8eMGaN169bVnDlzav/+/e2OXYYMGaL+/v46fvx4o3ubjTNO+B08eNDu2tM2bdpotmzZdNWqVUbPq6VLl2rXrl3V39/fafuZxx07dkzbtGmjtWrVsiumbN0gM2bMmOZFlOp/uJBSfTSqWcaMGY3WgokTJ2qOHDmMrghxcXEaFRWlkydP1iFDhuiMGTOcMnLVd999Z/clWrJkiZYoUUILFCig5cqVM0ZnUn3U17ps2bK6cOFCDQkJ0WzZsjm0z2z8L/pnn32mn3/+ufF3aGioFixYUKdNm6Y3b97Uhw8f6vLly7VLly46YMAA4+DcGTvCDz74QHPnzq3vvfeetmzZUkuVKqUjRoww+hKfOHFCy5Ytq+XLl7fr8uOoH6v4O6/4rXWqj64vyZkzp7Zo0SLR4XYvXryogYGBunr1aodkeVzfvn21bt262qRJEy1SpIh6eXnprFmz9MGDB3rz5k1dsGCBVqhQQRs3bqxdunQxDoid8TnFP4teoEABDQwM1IoVK2rp0qUTdN9z9tmtDRs2qJeXl06cOFHPnj2rffv21axZs+qUKVPsiqkCBQpotWrVnHb9T/yWqGXLlqnFYtHSpUvbFbPt27fX119/3fj+hYaG6q+//ppoVzNHZVq7dq3WqFFDs2XLZrSoxt/OFyxYoJ988onOnj3brmuzo17fZuDAgZolSxZt2rSp5suXTwMDA3XYsGEaHR2t+/bt07p166qPj4+WLFlSS5Qo4fCTNTbjx4/Xjz76SFUfdS387bffjNsXqKp2795dM2XKpAsXLkxwciZ+S+O/9eabbxr7CNtyhg0bpg0bNrSbb9u2bVq8eHGjtf3atWs6efJkh/82TZw40bguV/VRcWSxWLRUqVLGiRDbZxETE6Nt27ZVi8Wi5cuXVy8vrwStZo50+PBhzZ8/v/HbvW/fPs2SJYvddVDh4eHapUsXLVGihNGNzFl27NihISEhCQYDCAsL0xdeeEHbtGnj9Aw269atU09PT50zZ47dscHJkyd1yJAh6unpqcWKFTNOEjtzsIndu3druXLlNGvWrAm62YeHh+sbb7yhmTJl0vLly2ujRo2c+ttks3LlSg0ICNDu3bsbXe5PnDihRYsW1ezZs2vJkiW1ZMmSTj3ZOGTIEPXx8dHPP/9cV6xYoUWLFtUmTZrYDQM/bNgwdXd316+//tppOeLi4vTGjRtasmRJbdWqld2otW3atNHs2bMbmQ4fPuy0Y2CbvXv3Jri1zdGjR/WVV17RqlWrGuMYbNq0SWvWrOm0kyNm/ScLqfjFgm1jbdasmebOndsYJCC1hnU8ceKEVq5cWevXr6979+7Vc+fOafbs2XXy5Mk6d+5cHT16tLq7uxvXe0RERGjZsmX1+eef11KlSjlt59y/f3/18/PTwYMH27W09OvXTwsUKKDTpk1LdORCZ+x85s2bpwULFjTOgmzatEktFos+//zzOnjwYOMg8M8//9TOnTsn+tn92wOcVatW2XWtGj9+vL722mvG2Ufbcn///XfNnj27tmvXLtHWwaJFizpl6PzvvvtOs2XLpgcPHjS6HXXq1Enz5s2rs2bNMqY9XiQ480fi119/1axZsxoHOatXr1aLxWLXkrB06VLt0qWL085uXbp0SRs1amRcC3bq1CnNnTu3VqtWTS0Wi06cONHo6nft2jWn/jjYtpFFixZpunTpNCQkRCtXrmzXQmk7a/7hhx9qly5d1MvLy6EjNCX2nbBarbpp0yYtVqyYBgUFGcVBUgWlMw5uzp8/r7Vq1bIb3KN///5atWpVnTJliqo+6n70+eef66RJk5x6subAgQN648YNHTt2rJYpU0b9/f21fPny2rp1a2OeN998UzNnzqzffvttghaIJy3sunfvrl9++aXdtNDQUK1Tp46qPnrPtve9cOFCzZQpkzEMu6OLyjt37mjfvn3V09PT+B7PmzdPBwwYoPXr19c6deoYB+m2z+TGjRu6cOFC/eSTT5w2uphtO167dq1WqlRJVR+1Ovn7+9uNqnvkyBG1Wq36448/Ou3i/PimTJmiRYsW1X79+iXYl4wfP169vLy0cePGTj2THxcXp/fv3zeu4bZNU/2/9RYdHa379+/XCRMm6FdffeXw/V5i2+Hs2bO1RIkSWq5cuUS7EP79998aERFhPNdRv03x93mP7/+WL1+ufn5+2r17d6Pr6alTp3TChAk6ffp0p+5nfvrpJ33++eeNbsS//vqrpk+fXosVK6Z16tSx69o4Z86cVLnFjW0k6FdffdXuhGebNm00V65cunjxYlV1znGx7XO/deuWVq9eXevWrZuga+6JEye0SJEiWq5cOaNlKrWGyk+J/2QhpZqwidVisWjv3r2T3WiddQ2FrZm7RYsWOmTIkARDiK9cuVLTpUunU6dONabZruNyhq+++kpz585td6Yq/noJDQ3VQoUK6ZgxY5yyMT++nufMmaMTJkxQ1Uc7wGzZsulnn32m7733nnp7e+vQoUMT3NfFETufjz76SJs3b26XZ/ny5ZouXTrt3bu3cSBl25YmTZqkFotFGzZsaNeS8OOPP6q7u7seOXLkiTM9bsaMGRoUFKRRUVF277lt27aaLVu2RIdodva1QJ9++qlxPc25c+fU39/fbpu+ffu2njx50qlnt65evaozZszQq1ev6sWLFzV//vz6/vvvq6rq66+/rjly5NCPPvrIad+hx3377bdqsVj0m2++0TNnzqinp2eCVrg33nhDy5UrpzVq1HDo2fz4+7rvv/9ev/jiC/3666+NUZq2bNmigYGBWrlyZaOYSo2BdCZOnKjlypXT2rVrG4NbqD7qctSjRw8tW7ZsotuqMw8spk2bplmzZtXt27fr7du3dciQIWqxWOzuvdazZ0+1WCzGiHRPyvb59OrVSw8fPqyXL1823qPt/im2gy7b9PDwcC1RokSCaygc6e+//9Zhw4apl5eX3XWWixYt0tq1a2udOnXsTrLt3bvXoaOkJjZEuO0a3fXr12vjxo31999/Vz8/P+3Zs6fdwEjvvvuu3XWrqWHq1KkaFBSkffr0sRsdbsWKFVq2bFlt06aN02+ebLVatVy5ckYhpWq/v3dWC/fjr/P555/rtGnT7P6uXLmydujQwRjNMDY2NsH32xnXVc+ePVvfeust7dKli3722WdGd1NbMfX6668b1/bFfx+O7s5n65lw8OBBo6X3hx9+0OzZs+v8+fP1jz/+UC8vL23QoIGGhYXZLcOR+zzb+3v8Po4///yzli5dWjt06GB3rWiDBg20QIECCa4PdaSFCxfqV199pb/88ovWrVtXmzVrlmDQkR49emi+fPm0VatWDr9M4kn9ZwspVfsv26hRozR9+vQ6Y8aMVLvHTvydyOrVq7VZs2bq7++vbdu2NabbvkCDBg3S6tWrO3VHaNO/f39944037F7/8R1c165dtXXr1g4/KI///hYsWKCqj1oXLl++rOfPn7e7EeWVK1fUx8fHbgh2R+exnZnat2+fUTT+8MMP6unpqW+99ZbdzmjOnDnapUuXBKMWHjx40DhodRTb8qdOnar58+c3DnxtrWeHDx9WT09PLV26tC5cuDDB0MXO9L///U+7deump0+f1ueee0579uxp5F23bp2OGzdOrVar01t9bX3L33//fX3llVeM6QMGDFBfX1/NkSNHqgxdfe7cOa1SpYrRImkr7GzdSh6/vYCzBpcYMGCA5s+fXxs3bqylSpXSSpUqGUP/rl+/3rjx7eMtLc6yZcsW9fX11cyZMxst67Z1ce7cOYcWKykRExOj7du3N/Y7q1at0qxZsxr3L4l/Xd///vc/h7fqPnjwQC9cuKCVKlXSKVOmGMt/7bXXNFu2bLplyxZj/QwYMEADAwOdfj/Dixcv6uDBgzVLliw6Y8YMY/rixYu1Tp06WqtWLT106JCOGDFCCxUq5PDfp2PHjhn3i7HdH/DGjRt64MAB9fHxUQ8PD33zzTftnvPOO+9okyZNnHbG2tZie+TIEd2/f79d98+PP/5Yg4KCNCQkxOh2NGTIEB07dqzTPqv4rU53797VFi1a6Ouvv67R0dF2XU5Pnjyp/fr1S7T7+ZOKvw/77bfftFWrVurj42N3S5mZM2dqjRo1tGPHjk5rSX3c+++/rzly5NCQkBCtUaOGBgUFad26dY3v8ooVK4yWKWeOrKv6fyenIiMj9fr163rnzh2tX7++jhkzxlgPlSpV0jx58jj9limbNm3S3r17Jzi5+9NPP2mBAgW0VatWdgOhOOMEgO09nzt3TrNkyWL0QNi5c6fWrFlTmzdvbldM9evXT6dPn57gmjFX8J8upFQTdvNLly6dzp4926nVd3zxf4zXrFmj1apV0xw5cthdM6X66ExpiRIlUuVGnW3bttV69eoZf8e/mDb+yHjxz7Q4wg8//KDFihXTU6dO6bvvvquZMmWy65axfft2LVKkiNE9Yt++fdq5c2edNm2aw89Sx1/e6tWrNUeOHDp79mzjTMjatWs1Y8aM2rNnT/3zzz/15s2b2qpVK/3qq68SXcaTerzosK3zO3fuaIECBbRZs2Z2j+/du1ffeustbdOmjfr5+aVay4vqo4EDihUrpvny5bM7yImNjdW33npL33jjDYdux7Z1cejQId22bZvdKGFxcXHaqVMnfeutt4x12K9fP928eXOqdQ2IjY1N0PJWqFAhu/7ws2bNStA33JEWLFig+fPnNwYomD59unp4eOjKlSuNjJs2bdJ8+fIZIwc6UlJF865duzRnzpzaqlUruwvejx49qoUKFXLKqGZJZbp//76WLl1aFy1apD/99JNmyZLFOEFjtVp1woQJumzZMrvn/NtiKqn1ERERoS1atNCaNWvqrFmzNDY2Vi9duqSdO3dWNzc3rVChglapUkWzZ8/u1G5i8fNduHBBhwwZol5eXkY3P9VHB6F16tTRXLlyaUBAgHFTU0eyXZcVGhqqFovF7oLzBQsWqMVi0TFjxugff/yhx48fN7rIOvqgePbs2Tp+/Hjj72+//VZ9fHzU19dX8+TJo40bNzYKlOnTp2v16tU1b968WrNmTc2cObNTruVI6rq8uXPnqpubm86cOdNuPzt06FCtUKGCU1sxBw4cqA0aNNCGDRtqjhw51N/f3+5GqjNnztRatWpp48aNnZIj/rrYuXOnFixY0K41eeXKlVqlShVt1qyZccJo1apV6u/vryEhIU77TZg7d65my5bNriUlIiJCS5cubXynbt++rd26dUt0tDxH++abb9Tb21v79u2bYKClb775RrNkyaItW7Y0WqacVfBu2rRJZ82aZfQWiT8gU926dbVmzZravXt37d27t+bMmdPpLbr/1n+mkEpuQ3h81D6LxaJffvmlU8+WJDWM5bp167ROnTpar149ux3AO++8o5UqVXJok2ZS1xKNGzdOS5Uqpdu2bbM7ULh48aLWqFHDuJFpUsswy9Yq8PDhQy1atKj6+vqqt7d3gvtMrF+/XosWLaozZszQAwcOGDdftHHGyDo2r732mj7//PM6Z84c4zPYuHGjZs2aVZ977jn19/fXF154wSkDFsTPM2fOHO3evbt26NDB6Drx008/qa+vrwYHB+vOnTt1x44d2rhxY33rrbf07t276unpadc1x1Fs2/Dhw4d17969dgd2rVq1UovFolu2bNHIyEiNjIzUgQMHqo+Pj1OGQ7YNr5srVy6tUKGCDh8+3Hhs1KhRmjFjRn333Xe1ffv26uXl5dShW+N3nXj8LHRMTIw+fPhQCxYsaHwmw4cPV4vF4tCun48fZH3wwQfavXt3VX10Zt/b29soEm7fvm2csNizZ49Th/vdsGGDLlmyRK9evWpM37Ztm2bLlk0bNGigCxYs0I0bN2rTpk31hRdeSJXrA2xniq1Wq77zzjvarFkz9fb21tmzZxvzXLhwQZs2bWo3+M6/Fb/VbenSpfrpp5/aHcDdvHlTO3TooJUrV9bPPvvMmH/ZsmU6duxYnTJlitOuQUrqOpWzZ88mWkxdvHhRt2/f7tTrkBo0aKDu7u7au3dvVbXfnqZOnaq5cuVSHx8fY3RJRxeYN2/e1DfffFMLFy6sM2fO1Dt37miJEiX0888/1927d+vWrVu1cOHCWrZsWaM42Lx5s3788cc6dOhQp47O98svv+jgwYO1T58+unDhQuNz+/DDD9XNzU07dOhgDP0e/zfVGRYsWKBeXl66bds2vXv3rv7222/atWtXLVasmN21fxMnTtS3337bocVCo0aNEnzua9eu1Zw5c9ptm/fv39cFCxboCy+8YLcuVq5cqRaLxWkDQu3Zs0eDgoK0ePHiRmvYmTNntGrVqvrqq6/q1KlTtWHDhlqpUiWHdS38p+PXb7/9VvPnz699+vSx20ZXrVqlFSpU0Bo1aji89dJ2L0vbCNWvvPKKcTmEqhqPqT667nzw4MFapUoVbdCggVMHr3lSz3whldTG9PhGGv9L/dFHHznlYO/xTOHh4dqtWzft0KGD9u/f3zhD8sMPP2jt2rXV29tbmzZtqt27d3f4sOuPH9xs2LDBWH5ERIQWK1ZMq1evrqtXr9YbN27oqVOntFmzZlqtWjWHHty0bNlSP/vsM6MAsV2TUKxYMT1y5EiC1+ratasWLFhQfX19tWLFig4fkjm+tWvX2nXb6NKlixYtWlTnzJljHPicPn1av/nmG/3666+deoGq6v91zQoNDdX//e9/arFYdNCgQXrnzh3dsWOHli9fXvPkyaP58+fXSpUq6f379/X69etatGhRXb9+vVMyLVmyRHPnzq3PPfecBgQEGAXMgwcPtFq1apo/f34tUKCA1q5dW5977jmHH+TExcXprVu3tFatWrpgwQLdu3evDh06VAMDA40DL9VH665atWraqFEjPXjwoEMzPJ5H9VHrcqNGjbRw4cLaqVOnBAfg1atX13nz5un48eM1U6ZMThvC1dbVqk+fPjpp0iTdsWOHXUtLbGysfvHFFzpjxgy7fYKzRt7Mli2b5s2bV318fPTLL780TqJs375d8+TJoxaLRd9++23t3r27079Pqo/OFGfPnt2updnb21vr1KljdD+6fPmyNmnSxCH7Pts6PnjwoBYuXFgDAwM1c+bMWrRoUbvtMiIiwiimZs6cmSr3P7Jtuxs2bNCuXbtqhw4d7IYTP3funFFMxS8yncW2ruvVq6c1atTQDBky6HfffZdgvqNHj+rWrVt1z549ThvG++TJk/r+++9ryZIl9e2339a2bdvatfZERkZqQECAtmzZ0imvn5hly5apl5eXdurUSRs2bKhVq1bVN9980/hNDAsL0549e2q9evX07bffdvoIZ++//74GBwfbTfv999+1efPm6uvrq998840xPalLBv6Ns2fP6qBBgxJc17l//34tXrx4guLo6tWrmiVLFqMLr02lSpWMa7GfRFLv6cCBA1qhQgUtXLiwsb9Zs2aNVq9eXcuVK6cNGzZ02PGM7fmJtbDFX/bChQuNYsrWojx06FCdMmWKw69DOnHihL777rv6+uuvG9vC3r17tXPnzurh4WG8vtVqtTuhExcXl2qX2/xbz3QhZfswtm7dqgMHDtQBAwYk2/UqNc5+2qxcuVI9PDy0a9eu2rFjR/Xz89NSpUoZVfe6deu0du3amidPnkTvJeAo77//vmbNmlUDAgI0Y8aMxg37rl+/rtWqVdNSpUpp5syZtWzZslqhQgWHD0/65ZdfGjvAuLg43bt3r+7fv19Lly6tZcqU0d27dye4KPXPP//UrVu3GhmccZBx9OhRzZMnj3bp0sXuIDd+MZVYn3dnbUNbt27VQoUKGSPqrFu3Tt3d3e26Tag+2jEdOXLE2JkPGTJEixUr5tAzxvF30qVLl9avvvpKt2zZopMnT1YPDw/t37+/Me+iRYt0+vTpumLFigQDgjgiw/379zUyMlJbt25tnA2OiIjQSZMmaenSpe2KqcjISIdeDJ+U77//XjNkyKCDBg3SSZMmabNmzbR8+fI6aNAgYx7bUNGenp7GPWYcYc2aNcbZxUGDBhn3nJs/f75aLBZ1c3PTRYsWGfPfvn1bg4ODndInP36r2NGjR7VKlSq6bds2vXXrlvbu3du4lYKtmNq1a5fmyZNHO3fubPyIO3ufbDtTXLRoUaP7a1hYmGbPnl0rVapkXDdWrly5J9732b6TBw4c0IwZM+qQIUP0/PnzunPnTs2WLZs2btzYbvkRERH66quvas2aNXXy5MlOXRfx7z/k7e2tPXr00A8++EALFiyoLVq0MF77/PnzRguqM1q542d5/P327dtXM2TIkOAeVs645scm/kHxiRMntH///hoQEKAlS5Y0ptuuk/3xxx+Nax8dMRx+cmzd1mwnaI4fP67Zs2fXfPnyafv27Y3fVNv+LjXuGzht2jQNDAxMMGqtbbTSYsWK2R1/OWPdTJo0yRh5+caNG1q5cuUErRlXr17VsmXLGvfyU310mUCFChUc2ivg66+/TlBUJVZMXbp0SSMjIx0+amFERITmzp1bx40bl+Cx+Ov+22+/1cDAQA0ICNDy5curt7e3w082/v7775o/f34NCQnRefPm2V1bfujQIW3ZsqXdAGeP32LG1T3ThZTqo7M22bJl07Zt2+rLL7+sJUqU0H79+hmPp0bxFP+LERcXp9evX9egoCC7DTwqKkorV65sd3+ZpUuXavv27R36QxF/wzxy5IiWLFlSd+/erQcOHNBx48apm5ubcVbmzp07umfPHp0/f76Gh4c7tHB5/AsydepUff/99433Gh0drSVKlNAyZcrYtWLEH7lQ1XGfX2Jf2MWLF2vp0qX19ddftzvYjV9Mxb8A3ZmWLl2q1atXV9VH23SWLFmMs8I3b940fjxsfv/9d+3evbvmyJHDKd051q9fr6GhodqrVy9jp3j37l2dM2eOuru7a2hoqMNf83GrV6/WGjVqaOvWrbVMmTJ2P1q2YiooKEg7d+7stAy2s9IPHz40zpy1bNlShwwZYsxz/fp1/eijj7RcuXLGgcSQIUO0YMGCDj1LfOPGDW3QoIHmzp1bu3Xrph4eHnaDOISGhqqnp6du2LBBL168qMeOHdOGDRtq+fLlHX6gFf+ziIqK0jNnzmi/fv3spvft21cLFiyoH3/8sVFM2br5dezY0eHXK/zTmeKAgACjmNq6dat++eWXOnToUA0LC3PYvu/8+fNqsVgS3Di2QoUK+sILLySY//r169qsWTOtX7++Q9eHbV3EXycHDhzQYsWKGV33Tp8+rfny5TNuXG9772fOnNExY8Y4pXts/JOfY8eO1WnTptldF2Ebkv3bb7/Vu3fv6tixY7VGjRp6584dpxx0PV4QHTlyRENDQzVdunTGrRVsNm/erH5+fk7pyve4b775Rl977TVVffQ5FSpUSLt27aoTJ07UXLlyaY8ePZx2X7ykvkebN2/W/Pnz64QJE+wG8dm8ebO2bt1ae/XqpQ0aNHBa4Xvt2jVt3ry5ent7G5dF/PXXX1qwYEGtXbu2jhw5UpcuXar169fXoKAgu2OHqKioJx54KP61RqdOndJ8+fJp1apVEwzDvnXrVvX29tby5csnuHbZ0ddGjRkzRj08POzuB5fYa+3atUs/++wzHTNmjMNvTn/q1Cn18/PTAQMG2E2Pv/4PHTqkrVu31rx58yYYeOhp8EwXUrt27VJ/f3/jgPPQoUOaK1cuTZ8+vXbt2tWYz5lna/73v//pjBkz7LoBXL58WQsVKmTcL8C2w7t586bmz59fR4wYYczrqEEvHj/gHzdunL733nt2rQdxcXE6depUtVgsdjcBjs9ZhefQoUM1T548OmbMGGN41Pv372vJkiW1TJkyOnPmTG3UqJEGBAQ4tfh9vDl76dKlWqJECX399dftCrouXbposWLFNCwszOFf+MSWt3nzZq1Ro4bOmDHDuOGuzU8//aQvv/yysd5UHx0UTZgwwSldVGNiYnTUqFGaIUOGBAd/tmIqU6ZMCYbxd6Rff/1VPT09tVevXvrSSy9ppkyZjCHXbSIiInT06NFatWpVp1zY/PXXX2vFihUTLLty5cp2NwZVfVTk1KtXzxjI4cGDB05pZf7rr7/U19dXM2TIYAwkYdu/HD16VN944w3NkCGD+vn5aVBQkNasWdOpN8EcNmyYVqxYUXPkyKEVK1ZM0PWqX79+WrhwYbuh6H/99Ve1WCzavXt3pxwcp/RM8eOv7Yj1s3//fuPAzrbex48frxaLRfPkyaO9evXSRo0a6Zo1a4whtG/fvu3Qg0/bez99+rR+9tlnRpeaH374wTjJeO7cOS1UqJD26NFDN2zYoFmyZNFWrVoZmZ35m7l27VpNly6d1q1bV9OlS6f16tUztmXVR70oLBaLVq1aVTNnzuzUG8qqPup2WqxYMaN158SJE8bN6W0nQ2/evKmDBg3SgIAApw7mEN/BgwfVarVqgwYNjGuFb9++rUWKFFEPDw/t1q2bw18z/vfmyy+/1OHDh2unTp2MQWw++eQT9fLy0uHDh+vmzZv17Nmz2qRJE/3ggw903bp1mi5dOrubvj6Jmzdv6s2bN+269B0+fFg7d+6sOXPm1I0bN6rqo+28U6dOGhgYqGXLltUWLVo4fJ937NgxtVgsOmnSJFVV4x5mgYGBWrNmzQQnlqpUqaIWi8XuHnXOMmXKFHVzc0u0mIqLi9OYmBinXjs3fvx4bdiwod0tLuK/vs2hQ4e0TZs26u7u7tTu987wzBVS8b8Yc+fONUYNO3v2rAYEBGjXrl11+vTpmiFDBruWKWd58803jW4QtjP3tovN4xcxtuGgmzRpYtx811GaNWumISEhxt8xMTHaq1cvtVgs2rRp0wTzT5s2Td3d3XX06NEOzWGTVOExduxYfe6553TUqFFGURATE6MNGjTQmjVrav369Y0doKOKlx07dhhnEKdOnaohISEJhipfvHix5s6dWzt16mT3o92xY0f19/dPdAfhCHPnzjWWfeTIEa1WrZp6eHjYfS737t3Tpk2baqdOnRIc+DnzYOfMmTM6duzYRIvuu3fv6ieffKK5c+fWK1euOPxg+I8//tB169YZLae3bt3Sr7/+Wn19fRO0Pt28eTPBfbQcZcGCBVq1alW7Eaju3Lmj7du317Zt22pkZKTddjp06FCtWLGiw0cEjf8ap06d0ho1amiVKlXU39/fuD9K/M9gx44d+sMPP+j27duN5zpqW3m8y0jOnDl1+vTp2q5dO82XL5/2798/QQHZrVu3BLdS2LVrl1NaPFJyprhChQpOu09JXFyc7tu3T4sWLap16tTRMWPGqI+Pj3733Xf6+++/6+bNm7Vjx45avnz5FN3b0Kz4F3IXK1ZMX3rpJbsuTgcOHNC4uDht1aqVduzY0WhlrVChglosFm3QoIHDssRn++wvX75sd03h+fPntWbNmlqnTh1jGHTVR63yc+bMsbtfk7Ps3r1bAwICtEyZMkYxdfToUe3Xr59aLBYtXLiwvvrqqxoYGOiUax1tn9m9e/cS3JrgxIkTWqJECWOU38uXL2vbtm31448/TvTG8I7y/vvva968eTUkJESbN2+uefLk0Q8//FBVVSdPnqwVKlRQb29vLVy4sJYuXVofPHigV65c0RIlSjhkdMfvvvtOGzZsqAUKFNA33njDbpTjI0eOaMeOHe2KqXv37umdO3fsfo8c/fv4v//9Tz08PIxeM1arVdetW6elSpXSmjVrGvPduXNHX3vtNbv9r7MlVUzFxMRo9+7dNUOGDHrjxg2nnLhq3LixtmrVKtHHbO///v37GhcXp0eOHNHOnTunSquuIz0zhVT8Fpd9+/bprVu3NDY2Vn/77Td98OCBBgcHG2dtLl68qAUKFFCLxaI9e/Z0erb3339f3d3dde7cuUb3jIkTJ2qZMmXsWhZUVVu0aJHgruRP6tixYwn6TEdEROjw4cPVzc0t0Qt4x4wZo9WrV3f4Fyv+jmPPnj3622+/2R0wffjhh5o/f367Yso2BLCjd4CnT5/WSpUqafPmzfXSpUs6d+5czZkzpw4aNMiudUdVdeTIkZotWzZ95ZVXjO5YkZGR6uvrazeKoaNERERovnz5NCgoyCgEvvnmG/X19dWuXbtqWFiYrlixQoODg7VMmTLGOnFm95aoqCi7A8xbt27p8OHDNXPmzHY3X1R91DXTGUPJXr9+XXPkyKEWi0UHDx5sTL9z546xfpxxJjYxsbGxumzZMq1fv74GBwcbRe/69es1Xbp0OmTIELt10LlzZ23fvr1Df8Djf5+2b9+uZ86c0bt37+qxY8e0adOm6ufnl6BV8vHPxRk/5j/++KP27dtXv/76a2PayJEjtVy5cjpw4MAEN0t19K0UbBI7ueAKZ4r37t2rQUFBarFYjJ4J8Z09e1a//fZbp7QoHzlyRLNnz64DBw5MtKXr1q1b+sILL+iKFStU9dFvxhtvvKHff/+9njp1yuF5bLZu3aovvfSS1q5d22748jNnzhg3AI5fTKXW9RNxcXG6Z88eDQwM1BIlSti1TNnuUzRo0CCH3mJix44ddtfgrlq1Slu2bKlVq1bVefPmGY9duHBBixYtqu+//75ev35dhwwZojVq1HDaoBuqj7pU+/v7G9cdbdmyRS0Wi91xxLlz53Tnzp129z7r16+fFi9e/IlPPM6ePVszZ86so0aN0iFDhhiDcsXvmmcrpnLlyqVbtmxJsAxnbTtTpkxRi8ViV0z99NNPWrJkSS1SpIiOGTNGq1WrpjVq1DDWS2pdmz958mS7YurBgwcaEhKiXl5eDr1ON76YmBht3LixdurUyfg7MUOGDDFanVPjOmZHeyYKqb///lubNm2qP/zwgzGMZfz7j/z1119apkwZY0z8q1evaocOHfSrr75KcH8XR4rfR/m1117TPHny6FdffaVxcXF6/vx5ffvtt7VEiRLau3dv/frrr7VXr17q5eXllGGQVR99kapVq2bshKOiooz+3kuXLk3yuY7a6cRfTmhoqPr5+WmWLFk0MDDQ6O+t+qiY8vPz0w8//DBB65CjD/rmzJmjderU0Xbt2unt27d10aJFmjdvXv3ggw/sXnvq1Klaq1Yt7dKli5Fh7dq16ufn55BBFBJ7X8ePH9fAwEAtV66cUUx98cUX2rJlS82cObPWrFlT27Rp49SuWbbPbPXq1Vq9enUtVaqUvvjii/rdd99pVFSU3r17V0eMGKFeXl76ySefOPz142ew+fHHH7V48eJ29zpTfVRMhYWFGTdLdiZbMXTo0CEdPXq05siRwyjIVR8NWJA+fXpt2bKldu3aVV9//XXNkiWL/v777w7LEH+9DB48WIsWLarLly83foj279+vTZo0UX9/f6P4f/XVV4374TjrYOK3337ToKAgzZ49u10hpfp/xdTgwYMT3BPEmV1kP/roI+OaFlc5U7x7924tVaqUVq9e3fjMkjrQcJR79+7pK6+8YjcIi+r/3Qz4+PHjevfuXS1fvry2atVKT58+rf3799dixYolKH4d7eDBg1qgQAFNnz59gpN7586d0+DgYC1XrpyuWbPGqTlUNcGBpa2YeuGFF+yKqUOHDunw4cMdVmDGxcXp7t27jftjPXjwQLdu3apZsmTRN998U1977TVNly6d9uvXT8+dO6cPHz7UUaNGaUBAgObPn1/z5s3r8K6Oj2+T8+fP1yZNmqjqo1Hf4g+JHxkZqX/++afd92fr1q366quvau7cuZ+4C9n8+fPVzc3N7kat7777bqK3jzh8+LB26tRJLRZLqnYVe7yYevjwof7555/aunVrrVOnjr7yyisO71mTUrZiaurUqfrOO+9oxowZnd419r333rO7J+jjxynnz5/X1q1bJ7h36tPkmSik9u3bp61bt9ZSpUqpp6enhoWFqer/baTnz5/X3Llz6+DBg/Xu3bs6aNAgrVKlisPvwp6Yb7/9VitVqqTt27fXrFmzaubMmfWLL75Q1Udnkz799FMtXry4cb2CI8fKf/xAaffu3Zo9e3Zt0aJFgmIqffr/1959B9Tcv/8Df56WSkORUglJpKEkpRKyIrKV27jtvUc23dZtk03ZK5KG7BmFkE3uuO2Z1aLd9fuj33l/z1F8uJ1TyfX4izNfnfN+v8/reo3rUipQbLKw15BFWyIjI6l69ep0+vRpiomJocDAQDI0NBRqCRDl7+FSUlKiTZs2yeT9v9WezZs3k4uLC3l7e1NKSgrt3r2bKlWqRL6+vhQbG0tZWVnUsWNHCg4OlnrenTt35LZ8Qvw+CQkJZGlpSXZ2dsJ3lp6eTs+ePaPU1FS5LVOQdPjwYVJRUaEZM2bQli1byNvbm2rWrEmzZ8+m1NRU+vDhA82ePZtEIlGBGVZZOX78OAUHBwv/P3bsGJUvX566du0q9bjU1FTau3evzDfMFiYoKIhq1KhBvXr1Int7eypfvjy1aNFCWLp2+vRpGjRoEHl4eNCff/4p8yKhYjNmzCB9fX06ceJEgVHx+Ph48vT0JCUlJapfvz5VrVpVbpvQJa1atYrMzc2pcePGBQKmWbNmkbGxsdyOFSLpDkpCQgJ169aNRCKRkJW0pIwUx8XFUY0aNcjZ2VnosMqzc5WdnU0NGzaklStXCrcdOXKERo8eTVpaWlSlShVq0aIF7d+/n6pXr05GRkZUuXJluRb/lXTnzh2qXbs2tWjRosBemkePHlHbtm0LrBaQtbdv3wrfiSTx8s/y5cuTi4uLsMxOVsGv5G/LihUrSEFBgZYsWUJLly6VSrK0Z88e0tbWphEjRtCHDx8oPT2drl69KvPMqET5WRxnzpwpte9rwYIF1KJFC4qJiSFNTU1avXq1cN/WrVtp3LhxUisX/v33X+rTp89PJdYRDz6rqKhQy5YtpYJ6Dw8PUlBQoJCQEDp//rzUb/LDhw9pxowZRZqRmahgMCUmuXKqKDIpFmb58uUkEolIJBLJ9bwWtyEuLo6qVatGNjY2hc5Gzpw5k5ycnOQ+UCNPpSKQIsrvDItEIqpRo4bUiFVOTg5lZGTQ/PnzSVdXl6pWrUp6enpF8sMQFxdHmpqatGnTJnr9+jW9fv2aBg8eTMrKyhQYGCj1g5mamiqVkEKW5s6dKwQkN27cIH19ffL09JQKpsaPH08ikYhOnz4tlzaIHTx4kPr16yeVtSo7O5tOnjxJRkZGUimit2/fXiQpf4kKBlPBwcFkbW1NBgYGZG5uTpaWlsKFT5YdnbCwMCFA8Pf3JxcXlwLt++eff6hGjRrk6upaaPAvy5kFyR9i8UbUDh06FNi3N336dDIzMxOm4589e0YLFiyQW6HbAQMGkEgkklrac+zYMdLV1S0QTBXFkh9xJqKVK1cKx8X69evJ2dmZWrZsKXQ8ZN3ZIiKp68TTp0+pTp06tHfvXiLK7wRev36dZs+eLQyMpKamUmBgIC1cuFBoq6x+xL91LqxevZoaNGhAf/75Z4ElZBs3biySzs2ECRPI2tqaunXrRubm5qSgoCAsQy2KkWLJY/Frx2VcXBxZWFhQ7dq15R7kJicnU61atWjAgAF07949mjdvHtWsWZM6depE/v7+tHHjRrKwsKDRo0fTmzdvKDo6Wi4dHPFnce3aNdq1axcFBgYKgx83b96kWrVqUdu2bYVVJGJFUU8rIyODQkNDydLSkpo3by51X2ZmJjVt2pREIhHVq1dP6m/5GeLj7dWrV3T58mVKTEykHTt2kEgkImNj4wJLp4OCgkhTU5NGjx4t171Q8+fPJwUFBZo3b55wTXv27JmwNUJyoFO8X7ewJDGy+t4CAgKoatWqNHHiRGE/WJUqVeiPP/4QCr7b2dnRH3/8QStXrpS67hbFsSNJPPuzfPnyAtcTWf5GSZYjycrK+q7B1W3btgn7Z+UtNzeXVq9eTYaGhlSjRg06cuQI/fPPP3Ty5EkaPHgwaWtrl+hiu9/jlw+kxD/GkZGRtGbNGurevTu5urpK1Uohyv8BuXbtGu3fv1/mozZieXl5UidIeHh4oUsiBg4cKBSEK6wWkSxlZ2fToEGDqFWrVsIa4sKCqeTkZKlOoTy8ePGC6tSpQ2pqavTHH39I3ZeTk0MjRowgT0/PAhtqiyOY+vDhAyUkJNCuXbto3bp1cikOunbtWhKJRMIa7pMnT5Kenh61bdtWeIz4Arxy5UoSiURkYWEh07X4kpYsWUJ9+/aVqvFARNSiRQshnbnk+mUvLy+ppVHy7hgPHTqU1NXVpZahHjt2jPT19cnDw0Ou7/2lq1evUoUKFaQ2TmdmZtKaNWtIW1ubOnToIHXey+qHc8WKFdS7d2/hHHn48CGZm5vT3r176ciRI9S3b1+yt7enatWqkZWVVaGFU2X1PUl2DkJCQmjOnDm0YcMGqSLWy5cvJxcXF/rzzz8LzVIoz2MmNDSUNDQ06OLFi5SVlUXv3r2jWbNmFbrpWtYjxT/6fcfGxpK9vX2BpczycPLkSVJSUqIqVaoIxXXv379PRPnHcPPmzeVaMkBs3759ZGxsTE5OTuTu7k4ikUg4t8XBVIcOHeS+5EcymYN4kCIzM5MOHjxI5ubmBYKpYcOGUVhYmMz6EeL3v3PnDrm4uFDz5s2pQ4cORJS/9FycwfLLvkJwcLBQlF2WAXheXp7Uub1s2TLS0tKiOXPmCMHUunXryNTUlPr3708JCQl07Ngx8vDwkNt+Xcn2BAYGkpGREVWvXp1q1aolNbj4zz//0NGjR8nBwYE6d+5cJBl1v/UeS5YsIUVFReE6LK/Z5vDwcLK3tyc3Nzfq3bu3EEAWdfD4JcmacNu3bydnZ2cSiUSkoqJCFhYW5OrqKtPl7sXllw2kxF+Q+OIi/v/58+epa9eu5OrqWmApkLw6oF8ST7EfOXKE1NXVhQBG3Pn5999/qWzZsiQSiaSqfctLSEgIValSRUhRSpQfTFWqVInatm1boH6CPE++uLg4atKkCVWpUqXAvqwlS5aQnZ1dkdVmEpO84G/atIlcXV3J29tbWPf+tQKRP2PdunWkrKxcYPP0uXPnyMDAQFiDLhYUFEQDBw6kvn37yq3zKVnMVfJc8fHxobp16wr/F1+kFy9eTC4uLnIbRS8sc9qgQYNIXV1dahlqZGQkmZqaFlhCJk/Pnj0jGxsbIbuYJBsbG1JXV6f27dvL9LsSd6rEs09ibdu2papVq5KysjKNGTOGjh49SpmZmeTq6iq3zJuS58yECRPIyMiImjZtSm5ubuTk5CR1bvv7+5Obmxt5eXn9dK2WH7F582ays7MrcHxOnDiRlJSUKDAwsMB9suj8iV/j9OnTNHr0aOrZsyctWbKkwADRl4pyk/XTp0/pypUrBWa4c3NzqXPnzjRt2rQCA4OyFBcXR+XLlxcKit+/f59EIhH5+fkJnc0bN25QxYoVqVu3bgUGd37Wt5I5bNy4kdLS0ogofwVFjRo1qF69erRjxw4aOnQoVa9eXWbXGvHne/v2bSpXrhxNmTKFnjx5InVcrl69mkQiEf39998F+jD79++X2yoASYsWLSItLS2aNWsWJScnU0pKCgUGBpKpqSnp6OiQra0ttW3btkj26xLlJ17S0dGhfv36FRrQiuv6EckueJF8nSdPntDbt2+/K+vp4sWLSVFRsdCkFz9D/PddvXqVVFVVacaMGTRmzBiys7Mja2vrIg+mvnat+PLzj4qKogMHDlB8fLzcJxKKyi8bSBH9XxTesGFD6tWrl3DgnD9/nry9vcnV1ZWWLVtGfn5+JBKJhM1u8nTp0iUSiUS0ceNGysrKonr16lHLli2lppifPHlC/fv3pxEjRsg0K9O3fvTatWtXIEvVjRs3SCQSSaVhl5UvUwtLunz5MjVq1IhatGhBO3fuJKL8tK2NGzemDh06FEs16y+DKTc3N+rRo4dcjplNmzaRoqIiHTlyROp28ZLUs2fPkqGhIbVq1YoePHhAL168oI4dO9LcuXOFx8pzJD8mJoZ8fHyEC/+///5LlSpVoo4dO0o9rl+/fuTp6SmXDmBcXBzp6ekVWNpDRNS3b1/S1tam8PBw4diS17JYosKTrmRkZFC7du3I0dFRaoBCnP582bJlMg3s1q1bR4qKikImtS+dOnWqwEbuRo0aFVrVXpb8/f2pSpUqQnIff39/UlFRITMzM6lEE3PnzqXBgwfLbUS2sNfdu3cvKSsrC7M84nNGnGVMSUmpwJIpWdm/fz9pa2tTr169aNasWaSoqEg+Pj5yzab2szIzM2natGlkaGgo0z2GXxYLJ8r/fMTXk4cPH5KxsTENGTJEuF/8Od26dUumKc6/J5mDgoICjR49WphRvnz5Mrm5uVGtWrXIzs5O5tsC3r9/T66urjRy5Eip2yU7wP7+/iQSiWjevHlyS81PlJ8kp02bNrR///4CacqXLFkiZMsTB3Q5OTl09epVevHiRZHs1/1yBYmRkRGNHTtWKmmY5G+jPK4306ZNI1NTU7K2tqYuXbr8z4AlMzOT3Nzc5FJuJy4ujg4fPiwk0snJyaHLly+TjY0N1a5dW/htLo79WEW9L604/XKB1LeicEtLS+HAiY2NpYEDB1KtWrXI0tJSLvUdvnT79m3asGGDVFas0NBQcnBwoKZNm9LTp0/p/v37NHXqVHJ1dZVbhqbly5fT7t27pS4ux48fp3r16gl1FcQH+YMHD2R+wEtevNatW0eDBg2i7t270/79+4WRvgsXLpCbmxupq6uTnZ0ddezYkRo3biyM2hZ3MLVx40ZydHSkjRs3yrQ9Hz9+JEdHR9LX15e6vW3btlSlShUhILh06RKZm5uTtrY2mZiYkI2NTZGNLAUHB5OFhYVUocXIyEgyNDQkGxsb6t27N3l7e1PZsmXllg0pJyeHGjduTJUrV6aLFy8S0f99Bw8fPiQNDQ1SUlKiiIgIuby/mPg9Dx8+TL169aI///xTCGaSkpLIysqK6tevT8uXL6fTp0/TuHHjyMrKSqbFdgMCAqhMmTJSRUmJiJo1a1YgU2JKSgolJCRQ69at5XLMpKWlCUlOsrKyqH///rR06VIiys/sqK2tTVOnTqWOHTsWmHWW9QhxYXbs2EFnz56lvLw8SkpKInd3d/Ly8pK6FsbHx9Pw4cNp8eLFpKCgIJV4QRaePHlCFhYWwneTmppKurq6BYo0F8c17mu2b99OI0eOJH19fZkGClFRUaSlpVWgntyqVavIycmJEhISyMTEhAYOHCiVDXXQoEEyL5/wI8kctLS0aOTIkVJ7+54/fy6XIObOnTtUvXp1ioqKKnBu5ObmCu1esWKFUFZBHu14+fIlGRgYkEgkIhcXF9LV1SVPT08aPXq0cP5s2bKFdHR0aP78+YUOMhZFFrovf6eNjY1p/Pjxcqs9JPk37du3jypWrEi7d++mefPmUd26dcnS0vJ/BlMNGzakqVOnyrRdb9++JQsLC2F5p5hkun4bG5v/ORP+M8Tfxblz52jSpEnk6+tLW7ZsEe7/XYKpXy6QIvp6FG5tbS2VmjQxMZFev34t81HAwhIyPHnyRChCJzkKnJGRQREREeTk5ESqqqpkampK+vr6cg3s2rRpQ/b29lSzZk0KDAykly9fUk5ODjVq1Ii6d+8uPE7ygiSPA97X15cqVKhAEyZMIC8vL3JwcCBfX19h6d6VK1fIzc2N7O3tpTqExVlHQPIz8fT0pHbt2sn09XNzc+ny5ctUu3ZtISuUj48P1alTp0AK3czMTAoKCqKwsDDh+5HnkgnJzmZ4eDg5ODiQj4+PkB712bNnNGDAAOrWrRv169dPpptVxW2IjY0VAoasrCzy8vIiAwMDIZgiyg+kBg0aRMOGDZNpqYDC2kOUn9VMTU2NOnXqRM2aNSORSCRVDNjHx4dsbW3JyMiIzM3NZZpO9v3791S+fHmqW7euVJu6dOlCtWrVKlC+Yfv27WRra0vu7u4yX2YTHBxM7du3p5o1a9KoUaPo9u3b9O7dO3r48CHFx8eTqampMMOzc+dOUlZWJi0tLamCr/IMHlJTU6lChQrk6uoqjKbv3buXmjRpQq6urnTs2DGKioqiVq1aCYXIxRmsCttL9l89fPhQWAr76NEjMjQ0lKpXKDmDWRLcu3dPWA0g67pVGRkZwvJByWM1Li6OGjVqRDo6OtS7d28i+r8O65gxY6hz584yDRb+azKHMWPGCPvH5GXnzp2kpKT0zYGGT58+0evXrykwMJDKlSsnlyWymZmZFBoaSqampuTh4UHXrl2jcePGkY2NDVWuXJlMTU1p3bp1ZGtrS8bGxjRt2jS5LM0qbAXAl9eNL2emFBUVZT4g8qXdu3dTYGAgbd68WWjD98z+xMfHk7GxscyztmZmZlJISAjZ29tLLb0Xty0uLo5MTEzI0dFRuE0eQkJCqFy5ctS1a1fq2LEjWVhYSM2+/Q7B1C8XSH1PFG5lZSW3KDwzM5MGDRpUoNObnJxMixYtIlNTU2rSpEmhzz1+/DjFxMTINMvO10aArl69SrNmzaLy5cuTu7s7LVy4UEgZXdhSC1nbtGkTmZqaCp3KiIgIUlBQIEtLSxo5ciSlpqYSUf7MVKNGjahNmzZ07Ngxubfre4gvOEOHDiUfHx+5zBxevXqVatSoQSoqKmRlZVUg2C/s4iPPICo8PJwsLS2lOhSSwZRkAgFZt0Xchn379lGlSpVo2LBhwrr/zMxMateuHenp6VFYWBjFx8fTX3/9RS1atCiSNN5v376lzZs3Cyl+P336JIwMiwdMsrOz6e3bt3Tv3j25dHCioqJIV1dX6HB26tSJrKyshDTQhdXZEn8/spqRWrduHWloaNDQoUOpV69epKamRi1atBDasHHjRnJxcREGSQ4cOEAdOnSgtWvXyu2HtLCOwfPnz8nCwoLc3NyEpY4HDx6kzp07k6KiIpmbm5Ojo2OBPSiyCCAiIiIoKCiInj9/TtWqVaN9+/aRqakpDRw4UPgebt68SU2aNPnpejqy9ubNG7nuIX727BmJRCL666+/iCj/d2vIkCGkr69Py5cvp6SkJHr69ClNmjSJypcv/1Opsr8ki2QO8lwNEBMTQ6qqqoXWchRbvny5kPRCXFNQHrKysigsLIzU1NTI19dXuD0qKooWL15MzZs3JxsbGxKJRNS8eXOZd84l+zNpaWlS5+mX15EvS6rIs8N+//59qly5MolEImFfn7gNly9fJltb26/2O3Nzc+VSnJ4ov/D9gQMHyNTUlJo1ayZ1X15eHl27dk2utVJjY2PJxMREGIi6ffs2VahQgZSUlITfK6LiT3ohb79cIPWjUbisffr0iSwtLQsddU5JSaHVq1eTqakp9enTR7hdXh0+yYtOeHg4BQYGkr+/P719+1a4qFy7do2WLVtGlStXJiMjIxKJRLRkyRK5tEfS2rVryc/Pj4jy18Pr6OjQ8uXLady4caSrq0vjx48XfrgvXbpETZs2pYYNG9Lx48fl3rbv8fbtW3JxcZHJKNK30h67uLhQnTp1imTZkyTJ9wkNDSU1NTVatWpVgQ5lWFgY1atXj3r06EFRUVHC7bL+AY2OjiZNTU0KCAgoNHDt2bMnlS1blqpWrSrz5Udf888//5BIJKKqVasWKCy7cuVKUlBQEGam5O3s2bOkqalJOjo6ZG1tLQQwkt/jtGnTpDIgyapjIS6CKbmnLyQkRCrL2ubNm8nAwIBOnjxJGRkZ1LZtW5o4caJcErV8SXwdEb/XixcvyNzcnFxcXKQClvj4eHr06NF3bRD/UZcuXaJy5cpRQEAApaamUs+ePUlDQ4Pat28v9ThxDcNfuWbK9xJ/HxcuXKDo6GhatmwZlSlThubNm0dE+Z9/t27dyMbGhtTU1MjJyYnMzMxkem7/Cskcnj9/ThUrViQvLy+pGlmS19hx48bRhAkTpJb6yUtubi7t37+fypYtK9WPIcqf9X379i1t27ZNOKdl1Z4vMwW2aNGCmjVrRkOHDi30MYX9X17XmYyMDAoLCyNra2tycnKSuk/c76xUqVKBbMSyIv6Mr1y5QgEBARQYGCisxkhPT6cDBw5QzZo1C2SYlAfJz3jTpk00aNAgIspflVWtWjXq3bs3rVq1ilRUVOSyL6wk+uUCKaLii8LFJ22nTp0oLS2Nzp8/TwsWLKCJEycKAUBGRgatWrWKbGxsqF+/fsJz5dmRGDt2LOnp6VH9+vVJW1ub6tSpQ4GBgVIb8LOysmjWrFk0YMAAmY8OSF7MxCPSaWlp9PLlSyHl+eLFi4kof2SyUqVKVLlyZVq0aJFwgYiJiSFPT0+51sT4UT87qynZISjsxyYvL4+uXr0qjJKL30+ewdS5c+ekvv/ExERycnIS9ghkZWVRSkoKBQUFCT/q4sxV/fv3l/lMr/hzmTNnjlAP6msFUU+cOEFRUVFyK1/wpaSkJJoyZQqpqKhI7XsUW7NmDYlEogL7lH7Gtzol58+fJ0NDQ/Ly8qLMzEypJTAeHh5kaGgo85lCySKY4iVaubm59OnTJ6pevbpQ4Pb69evUvn170tHRITMzM6m6a/Ls+C1evJgaNWpU4Hr/8uVLqly5MjVs2JBiYmIKtEGW59iDBw9o+vTpNG3aNOG2Q4cOkb29PbVu3ZpCQ0Pp2LFjNHr0aNLW1pbbvsKS6OjRo6SlpUVHjhyhtLQ08vf3JwUFBSFxTm5uLt26dYt27txJFy9eLFBvTBZKUjKHrwkJCaEyZcpQz549pZZMf/r0iSZPnkxVqlSR2x6gwuTm5grlA/r37y/c/uWgsDxmGiZNmkQGBgb0999/09q1a6lChQrUvn17udRxLMzXXl/c7zQzMyu033nv3j25rhoJCQkhQ0NDIc15hQoV6Ny5c0T0f8GUpaUlOTg4yLwNRNIlIq5evUpJSUmUm5tLly5doqysLGrWrBn9+eefRJR//RXXGpNc1lxalehAqiRF4ZJSU1PpzJkzpKGhQW5ubuTo6EgikYjGjBlDr1+/pvT0dFq5ciXZ29sXKBYqa0FBQWRgYEDXr1+n9PR0ysrKIm9vb3JychLSJBc2IyaPgpxLly6l2bNnSy3LiIqKomrVqgnfW1xcHHXp0oXWr18vPFf8PctzU2RR+/vvv8na2poOHz4s3Pa1DuXVq1epVq1a5OzsLNfPYNu2beTu7i61/OzJkydkYmJCBw4coKysLJo5cyY5OzuTurq61IU6MjKywHLWnyX5eQwcOLDQYsREJNM9R9/bHrH09HTy9fUlBQUF2r17d4H7AwICZLavRLx5+1sdhXPnzpGWlhb98ccfwpr81q1bU61atWReTFZMXARTcr9IUFAQKSoqShVSvHXrFoWGhlJAQIDMlxZ+zc2bN0lNTY06dOggBFPivz84OJgUFBTI0dFRpvsTJI+TFy9ekJ2dHenr69OUKVOkHhccHCwkZalTpw65ubn9VkHU27dvacqUKcJeZqL8FSXiYEo8MyVvJSWZw7fk5ubSunXrSElJiWrVqkV9+vShIUOGkJeXF1WsWLFIZuALa1NoaChpamoKsw7yFh4eTrVr1xaygIaHh1PZsmVJXV2d3Nzc5HaNE5N83d27d5Ofnx/NmjVLmOmX7He2aNGi0NeQRzB19uxZqlChgrCsUJx5Uk1NjQ4ePCi0LSQkhBwcHGQ+2PjixQvy9PSkQ4cOUVhYGIlEIuE7Isrf/2htbS1k2U1MTKQ//viDtmzZItelhSVFiQ2kSkoUXljn6p9//iETExNav369cP/u3bupfPnyQirxpKQkWrBgATVs2FCmGby+PEkXLlxIzs7OlJGRIXRaPn/+TB4eHuTq6vrNv0OWJkyYQBUqVKBt27ZJjSqeO3eOateuTQsWLKB79+5RmzZtqE+fPoUu+SlJWax+1rFjx6h9+/bUtGlTOnTokHD71/7Ga9euUbly5WjAgAEyb4v4xyElJUX4biSXt/To0YPKly9PFStWpHbt2gmzU3Xr1pUajZQ18b6wvLw8mjVrFtWqVYvu3bsnFWCnpaVRnz59pAJSeRB/L2fPnqWFCxfSsGHDKCIiQtjLN2HCBFJQUKCgoCC5vP/s2bOpevXqwmj0/wqmxKm1PTw8yNzcXPguZRm4fFkE09DQkPz8/GjNmjWkoaFBW7du/eZ7yjMbqOTr37p1i7S0tApk59u7dy/17duXfHx8frothc2S3rp1i/Ly8mj9+vVUtWpVql+/foFlYFlZWfTkyRP6+PFjkdfHK2qS17b79++TsrIyVa9enbZt2yb1uIyMDPL396cyZcoIy7/lqaQkc/gesbGx1LlzZ7K1taWGDRvSxIkTZZqKnujHfmdzc3OFjrNkQCwvwcHBwmzlwYMHSVdXl1avXk2nTp0iZWVl6tixo9yyHUvy9fUlExMTat68OXl5eZG2trZQDkTc76xduzbZ2dnJ9H3Fx6bkMfr582eaOXMmzZgxg4jyl4KamJhQnz59qFevXlSmTBkhAVpGRobwmyVLV69epU6dOpGlpSWpqqrSrl27pNr57Nkz0tPToylTpgizqA0aNChQp660KrGBFFHxR+HigyQxMZEuX74sjIzfunWLTE1N6fr161IXpZ07d5KCgoIQ6KWmpsqt4FhgYCAlJSXRzJkzydraWrhdPKNx/fp1UlVVpWvXrsk9QImIiKDKlSvT5cuXC9yXlpZGAwcOJFNTU6pUqRLVr19f6PSVpsCpMFFRUdSuXTtq0qTJdwVTCQkJcut8PnjwQMiedvfuXbK3t6elS5dSbm4uvX//nrZt20YbN26klJQUoWPcrVs3mjVrlly+pzt37pChoSHt2bOHiPKDPBMTE3J3d6c7d+5QVlaWUNfG1NRUau+AvISEhJCmpib179+fWrVqRQ4ODtS+fXvKzMyk1NRUmjhxIpUpU0YqvaushIaGUuvWrcnZ2fm7gymRSETVq1eXSxAlJvndBwYGkr6+PikqKtKcOXMKfYy8SH4WQUFBNHv2bJoyZYqQAe/OnTukpaVF7du3p6NHj9Lr16/Jy8tLSBLy5Wv8F48ePaJGjRoRUf73pa+vL8wwBQQEkJWVFQ0dOlQqy1tR7XksScLDw+nTp080duxYEolE5OvrW6DOW0ZGBs2fP590dXXlmjyBqGQlc/ge8twGIHk8Pnv2jD58+CD8vd+qB3T27NkiSxjw5MkTSklJIScnJ5o9ezYR5S8Vq1mzZpEsFVu7di0ZGxsL/ZmdO3eSSCSiMmXKSPU7g4ODqVu3bjIv+Pvo0SNav369VH8qLi6Ozp8/TykpKeTo6Ch8BtHR0SQSiUgkEtHRo0dl0o6v2bx5M4lEIqpRo4ZQ85Io//iQPJ+rVq1Kenp6xTKLWlxKVCBVkqLwLzP9eHh4UMeOHYVU68rKykJKZsl03VZWVsJ+IHm0hyi/MJ5IJKLHjx/TvXv3SE1NjSZNmiT1+HPnzpGFhYXMl2MVZs2aNeTg4EDJycmFpi7NzMyk27dv05kzZ4psyU9xkvzbT58+/UPBFJHsf0hfvHhBFSpUoNq1a9OePXsoMzOTfHx8yMnJidauXVvgu0hMTKTp06dT+fLlfzq9+Nc29t+5c4d69uxJ1apVo+DgYCLKTxttampKFhYWZGlpSS1atKDy5cvL/IJc2A/f/fv3yczMTMg+9PjxY9LQ0KAJEyYIj8nMzKShQ4eSrq6uXGYXjhw5Qq1atSInJ6fvCqbu3LlTJOeT5LG6e/duqlixIk2YMKFYlmyMHz+eqlSpQu3bt6fu3buTSCSiHTt2EFF+MglLS0syNjYmIyMjqlu3rkwT/dy5c4fMzMzI3NycRCKRUExcbPXq1WRnZ1cgmPqdiAvSi1NEDxkyhMqUKUO7d+8uUNYiMzNTbgONkkpaMof/5Vtpv2X1WjNnziR7e3uqVq0a2dnZ0f79+7/r9eS5v1qyfffu3aOqVasK1/5Xr15Rz5496fLlyzL/fZQ8LpOSkmjcuHG0adMmIsrPPqqpqUlLliyhnj17krq6utDvlJwZ+9lgSvz8mzdvkrm5OXXo0EEI2iTFxsZSvXr1hN/l27dvU9euXWnChAkyL10gJv68IyMjac2aNdS9e3dydXUVBkHFkpOT6dq1a7R///4i28dcUpSYQKokReFfy/QjebJ06dKFateuLdWZyMzMJHt7e6n0mLJ24cIFWrFihdSIQEBAAKmrq9Pw4cPp9u3bdOvWLfL09CQ3Nze5joiKP6eJEydSrVq1hNslN5kfPXq0wHKX0lpX4GufdVRUFLVt2/aHgilZOn36NCkoKJCDgwN5enpSREQEZWZmUp8+fcjBwYFWrVolfGdHjx4lHx8fqlKlyk8HMOLP49atW+Tn51dgScbdu3dpwIABZGxsTCEhIUSUv8Rm/fr1NG3aNPL396cHDx78VBu+1qZHjx5ReHi4cHt0dDTVrl2biPIDOhMTE6lllhcuXKDs7Gz6/PkzvXnzRqZtkjwODh069EPBFFHRnE9fK4Ip74xmRP93PREv8xbXiIqMjCwQ0Lx8+ZKOHz8uVXtNlp2/lStXCpkcxSSP69WrV5ODgwP16tXrt9gbIOnLgvRi/fv3p7JlyxYaTBWVkpbMoSjk5uZSREQE5eXlSZ2/s2bNIl1dXQoODqbAwEAaMWIEKSgo0Nq1a4lI/r9LJ06cEGaaxO380sePH8nIyIi6dOlCUVFR1KxZM2ratOlXExH9V0ePHqWFCxdK1XYTJyu7d+8emZmZCfWpQkNDhX6neC+QLMXHx5OOjg5NmjTpq0lXIiIiSCQSCXs+p02bRq1bty4w4ysL4uNAPNgh/v/58+epa9eu5OrqKgyCEuVvZ5BnCYWSrEQEUiUxCv9aph/xiRwdHU0eHh5Us2ZNOnnyJEVFRdHUqVOpQoUKcvsBFS/n0dDQkOqQp6Sk0N69e6lSpUpUqVIlMjMzI2dnZ7lvzBS7fv06aWtrC7OHYh8+fKC2bdsWGLktjSQ/4507d9LixYtp5MiRQiAQGxtLXl5e1KRJE7nv9ylM3759ydbWljp16kRubm4UGRkpBFP169en1atXU25uLv37778UEBDw0wGM+PO4fv06iUQiYZBEvOxV7M6dOzRw4EAyNjam0NDQn3rP7yWeobOwsBDSmsfFxZGbmxvFx8dT5cqVacCAAcKP9aVLl2jUqFEyn2X42nl57NgxatGixQ8FUz+rJBbBPHbsmNR7+vv7C+mYg4ODSUNDQ8gamJSUVOjyT1kHmSdOnKCFCxeSnZ0d1alTR0hKIBkgrFy5klxdXX+LFOdihRWkl0yc079/fypXrhxt2bKlWIKpkpjMQd7u379P7u7uUokzkpOTqWHDhgUKUC9evJhEIpFUiQt5yMjIoIEDB5K1tbVU6YjCZqZCQ0OpSpUqZGZmRg0bNpR5f2bTpk1kZGREQ4YMEQZnJO3bt4+cnZ2FQOLMmTM0aNAgWr16tcxn5tLT06lLly40bNgwqduzsrLo2bNnUgNWnp6eJBKJqH79+qShoSGV8EfWwsPDyd7enho2bEi9evUSBo3Onz9P3t7e5OrqSsuWLSM/Pz8SiURCwqTfTbEHUiUtChf7VqYfsUuXLlH37t2pTJkyQspfeV6Qnz59SrNnzyYNDQ2aOXNmgfs/fvxIFy9epCtXrsilVsrXpKam0qxZs6hatWo0evRoevjwIUVHR5OnpyfZ2dmV6mV8Xxo/fjwZGRmRt7c3NWnShLS1tWnjxo1ElD8z1b59e2rWrNl3L6X4UV8eq+JOy8GDB6l379509OhR6tixIzk7O9PBgwcpMzOT+vbtSw0aNKBly5bJ5EdKclmsmpoazZgxg9LT06lDhw5UvXr1AqN5N27cICcnJzIyMpLb5yJJcoauXbt2tHPnTsrKyhLStQ4fPlzq8WPGjKFGjRrJdOOs5OccEhJC69atowULFgjXwDNnzpCHh0eRBFMlsQjm+/fvqWrVqlSrVi3hPefOnUteXl4UHBxMmpqatGbNGuHxW7dupUGDBsl8yaVkRtHPnz8Lt9+6dYusrKzIxsaG0tLShNvFvxfFkUK7OH2tIL1k0OTt7U1GRkbFmnSjKJI5lBSZmZnUpEkTqXP29evXpKurS4GBgUSUf3zn5uZSRkYGtW7dmoYPH15gBkvWXrx4QaNGjSJHR0epBBZfXt/S09MpOTlZLrXfdu/eTerq6rRnz56vnqsbN24kkUhEt2/fpnfv3lHbtm2lVinIsl+TnZ1NDRs2lBqYOnLkCI0ePZq0tLSoWrVq1LRpUyLK3/ayfv16WrZsmVyOXfF3f/XqVVJVVaUZM2bQmDFjyM7OjiwtLYVzOjY2lgYOHEi1atUiS0tLunLliszb8qso1kCqpEbhRN/O9CPuPHz69Ini4+Pp7du39OTJE7l1tCS9efOGpk+fTkpKSuTv7y/cXtheAFlvgvyWV69e0YYNG8jQ0JDKly9P5ubm5O7uLrSrtC7nkxQcHEyGhoZCqtSYmBgSiUTCsjWi/FlFV1dXGjFihMzfX/w9PX36tEBAkpiYSLVq1aJVq1ZRYmIidezYkVxdXYVgqkuXLuTu7v7TFdgll/OJZ33Ejh49St7e3lSnTh2Kjo6Wel7//v1JT0+PrK2tKSUlRe7LS76coTt8+DBdu3aNTExMyNvbm+Li4igmJobGjRtH2traUoVuZWnChAlkaGhInTp1IgsLC7K2thb2/Bw+fJhat25NLi4uckubXVKLYObl5VFMTAxZWVmRra0t5eXl0Y0bN8jGxoZUVVVp6dKlwmNTU1PJ09OTRowYIdPjRvxaERER1K5dO3J2dqZNmzYJy1fu3LlD1tbWZGNjQ1euXKGJEyeSsbGxXGohlTSFfc5fK0gvGUzJMoPtf/U7/BYR5QdNLi4ulJGRITUI8Mcff1DLli2F2QPxd+nt7U3du3cvkra9evWKhg8f/tVg6tWrV9S9e3ehhIvkfT8rMTGRGjduTKtWrZK6PTU1lWJjY6XSerdu3VpIsGBlZSW3RFnJyclUq1YtGjBgAN27d4/mzZtHNWvWpE6dOpG/vz9t3LiRTE1NhazQ8hYXF0eHDx8WvhtxbgBra2uysLAQzunExER6/fq1kIH3d1WsgVRJisK/9D2ZflasWEHNmzeX+VIFyZN0w4YNNG3aNBo5ciTdunWLMjMzKS0tjWbMmEGamppSxUDl0fmUvHhdu3btf6aFTUtLo4sXL9Ldu3eLdFasqIWGhhYIOlatWkU9evQgovxAXHLUPDk5Wdhbc+3aNbnNLjx9+pTKly9PIpGIWrduTXv27BHW/kdERFDDhg0pMTGR7t69Sx07dqTGjRvT/v37KSsr66c7OZLL+dTV1alx48ZkaGgoNcNz6tQp6tSpE9nZ2dGFCxeE28eOHUtr166Vedrh752ha9iwIW3ZsoXOnj1LZmZmZGhoKBRKvnbtmkzbJLZjxw4yMjISXn/fvn0kEomk9m4dP36cHBwc5J6pqriLYBYmNzeXzp8/TzVr1iRHR0ciyi/crK+vT3PnzqXbt2/T+fPnycPDg2xtbWVWAFjy+eJ6gYMGDaIePXqQgoICjR49WuiEJiQkUP369aly5cpkamr6W4zKij+f6Ojo7y5ILz7vijuRw5dtKAntkQfx35WZmUk7d+6k5s2bCwMA27ZtIycnJxo7diy9fv2aiPIHtRs3biyVXEfeJIMp8XJQovxg28XFhWrUqCGXvkNiYiLVrl1bain5mjVrqHPnziQSicjQ0FDIzpmdnU379++nvXv3yj2xz8mTJ0lJSYmqVKlCmpqatG7dOmE5eVZWFrVo0UIoeCtPb9++JQsLCxKJRDR58mTh9ry8PLpy5QrZ2NiQlZVVqar7+bOKNZAqaVG4pO/N9DNp0iSZXowlOywTJkwgbW1tat26NZmbm5OxsTH9/ffflJSURCkpKeTn50c6OjpyK2wo2ZZp06ZRnTp16PDhw1KjW197/Ldu+9WJl5ouXLhQalnAhAkTyMvLi86dO1dg6dHq1atp/PjxMs30U5jHjx9TvXr1qEGDBkIdqCpVqtD69etpz5491KZNG2F/3Z07d6hZs2bUqlUrqeVJP0Oc0dLPz49ycnJo/fr1VKFChQLBVJcuXcjAwIDGjh1LvXv3pkqVKtGjR49k0gax752he/PmjRBUHjx4kLKzs+nu3bt07949mWUVO3r0qBB4Sy5V69WrFxER7dq1i7S0tIRjJjU1VejkXLx4Ua7nUXEXwRSLjY0Vjk1xZyU7O5tiY2OpWrVqQl28adOmkZ2dHYlEInJycqLmzZv/9My35DVc/BovX76kpUuXCnXViIj27NlDWlpaNHLkSKn9ABcuXBC+r9/Bvn37SENDgxo1alSsBenZ/3bu3DnS0NCgrl27CgHtokWLqH79+lS9enXq2rUrOTg4kKWlZZEPekoGUwsXLqR3795RkyZNqHbt2nJbzZKYmEjGxsbUv39/OnnyJHXq1Imsra1pyJAhdOzYMQoODqaqVasK9awkyXs28+nTp3TlypUCq5tyc3OpS5cuNG3aNLkvvczMzKSQkBCyt7enunXrSt2Xl5dHcXFxZGJiIgxusRKwR6qkROGFKc5MP+/fvycvLy+pTZC+vr5kY2MjzOC9ePGCxo0bR82bN5friTV16lQyMDCgQ4cOFdqxLI3B0v+ydOlSUlRUpAULFgifyc2bN6lWrVpCcgWxT58+UZs2bWjIkCFFMgKakJBAHTt2pPbt29P+/fspNDSUGjduTO3btyeRSESOjo5CQHfv3j2ZbhCNioqSStCSlJRUaDB1/fp1mjlzJtna2lLr1q3lNuvzozN0TZo0kXmdqLVr15KGhgatW7dOKvAePHgwjRkzhq5evUoaGhpCEJWXl0erV6+mxYsXSx0v8jrPSkIRzFOnTgkZsZycnKh3794UGhoqpNG9dOkS2drakouLCxHl/zacOXNGKpvqf+0ESi4nEnv8+DGJRCLS09Oj5cuXSz0+KCiINDU1acyYMTLPKlnSFHa9un//PpmYmFBAQECRF6Rn33br1i06c+aMkKJbLDY2lnR1daljx45CgBIVFUVz5syhvn37kp+fn9TgRVF69eoVjRgxghwdHUlbW5ssLCzkWhuPKD9pjLa2NpmamlKdOnXo5MmTwmqIDx8+kK2tbYHkWcVFXE/R0NCwyPbzff78mQ4cOECmpqbUrFkzqfvy8vKEzIYsX7EHUkQlIwovTHFl+lm5ciUZGxuTk5NTgXz8w4cPpypVqggjS+/fvy8045asxMfHU82aNYVsih8/fqR79+7Rhg0bhOUcvxPJDuWSJUtIWVmZ/P39KTk5mT59+kTTp08nCwsLmjRpEr1584aio6OpVatWVKdOHZktPfoe9+7do1atWlGLFi3on3/+obS0NLpw4QK1adNGyFQn73aIXz85ObnQYIoof1/F12Y4ZeG/zNC1bdtW5mlcBw0aRDVq1KC1a9cKgfeJEyeobNmyBVJ4f/r0iTw8PGjMmDEybcO3FHcRzAcPHlCDBg2oXr165OHhQSNHjqRy5cpR9erVqV27drR8+XLasmULGRsbU7NmzQocu/81yBQ/79q1a1SlShU6ceKEcN/q1atJJBJRv379CgwgBQcHC0tfSuPSZaKSXZCeFbR582YyNzenSpUqkbGxMfXu3Vvq/osXLwrB1NeuucV1LL969Yp69epFrVq1knsQJZaYmFhonc0PHz5Qw4YNpQZDi8v27dtp5MiRpK+vL5f+pvj8vXLlCgUEBFBgYKCQHTs9PZ0OHDhANWvWFIpVs8KViECqMMURhX9NUWf6OXv2LNna2pKGhoaQcEPcgX/37h1paGhI1ZEikl+n+NatW2Rubk6nT5+m06dP05AhQ8ja2pqMjIzI1tZWajNoaSf5GS9evJhWrVpFKioqpK6uTgsWLKDc3Fx68+YNzZw5k6pVq0Zly5alOnXqUMuWLYsl6UZCQgK1aNGCWrRoUSC5Q1GTDKZGjx5dpO9dnDN0kvsn+/XrR1ZWVrR27VpKTk6mzMxMmjRpElWqVIkCAgLo48ePdP369QJ7fmStJBTBLExCQgJ16NCBPD096fr16/Thwwc6ceIEtWvXjtzc3EhVVZUqV65MIpGIRo0a9dPvJ7mnT1VVVdgPIPmZrFixgkQikbCkWtL+/fuLpI5WcShpBenZt61bt45UVFRo+/btdP36dRo2bBgpKytTUFAQEf3f93nx4kUqX748eXt7l7gg98OHD8W+rzoxMZE8PT3J0dGx2JOS3Lt3jxo3bkwdOnSQS5kf8XVOXJ/P3t6e3NzcqEKFCsJgiDiYsrS0JAcHB5m3obQokYGUvKPw/6IoT6rc3Fy6ePEimZmZkaurq1Sa94SEBDIxMaEzZ87I5X0Lu61evXpkZmZGysrKNGLECIqMjKRXr16RjY0NrV69WubtKOn++usv0tHRobCwMNq1axeNHj1a6Gzl5uZSbm4upaWlUVRUFD18+LBYfxwSEhLIw8ODWrZsWaCGU1FLTk6mgIAAEolENGnSpCJ97+KYoZN8vW3bttH8+fOpTJkyZGBgQOvXr6fMzEx69OgRTZgwgdTU1MjAwIBsbGzkku2yJBXB/JZ//vmHWrZsSc2bN5fKnpWTk0MRERG0fPly8vb2LjRL6Y+QDKLU1NSkNlUTkVTHxd/fn0QiEc2bN++3SGtekgvSs4LEhWIjIiKE2y5dukQikajQoPbixYskEolo2rRpRdnM71YcWwXevn1Lf//9N3l6epKDg0OJyTb85s0buRa5PXv2LFWoUEE4Zy9fvkwikYjU1NSEVUjp6ekUEhJCDg4OBVZIsXwlLpCSdxT+XxVHpp+LFy9S1apVydHRkXbs2EGHDh2i1q1bk52dncxPcMmL18GDB2n79u0UGBhI2dnZlJeXRwcPHixQ/8fZ2blACtHSLi0tjRwdHWnBggVSt8+bN48UFBRo8eLFhabBL859ZAkJCdSmTRtycnKSypRXHJKSkmjLli1y21v4LcU1QzdjxgzS0dGhHTt20ObNm6lNmzZUsWJFIZgiyl/advToUamMjrIKvEtSEczvkZCQQC1btqSWLVt+s0DozwZT9+/fJ1VVVaFDKf4M5syZQ56enlJ7e/z9/UlZWZmmT5/+WwRTJbEgPSsoIyODBg8eTNWrV5cqhyLOQOfj40O+vr60cOFC+vDhA6WmphJRfpBcWpek/hfXrl2jNm3a0KhRo4ptr1hRkLyOf/78mWbOnCnsBXv+/DmZmJhQnz59qFevXlSmTBlhr11GRoZw7LCCSlwgRST/KLwk+N6OyYULF6h27dokEoloxIgR5OvrK6SdlMdoia+vLxkZGZGHhweZmJiQk5OT1EhXWloaPX36lFq1aiXX5UclUV5enpBpUvyjJdmZa9u2Lenq6tKsWbNklgVPVuLj46lz584lYkSpOFMOF+UMXV5eHiUmJpKlpSWtW7dO6r6ePXuSjo4OrV+/nt6/f1/gubIOXEpCEcwfIf6ePDw85BL05ubm0uTJk0lPT08qK9+8efNIW1ubjhw5QkTS19h58+aRjo6OzFP0l0QlsSA9K9zLly9p1KhR5OTkRMuWLaPOnTuTtbU1bd26laKjo2nQoEHUoEEDMjIyInNzczp58qTw3N/p9/t/+fjxo/DbVNwzUfLw6NEjWr9+PV2+fFm4LS4ujs6fP08pKSnk6Ogo7IWNjo4Wkv8cPXq0uJr8yyiRgVRpJ/nDJM5Q+DV5eXl04cIFsrKyInd3d+G5sq5dRZS/WdXQ0FDYVLxp0yZSUFCgw4cPC49Zu3Yt2dnZSaVFLo0XnW8ZMGAAVa9eXShCJ/4xGjp0KFlaWpKLi0uJrE8i78xrv4qinKFLSkqi2rVrU2BgIBGRVO2NevXqkYWFBS1evLhIAu/iLIL5XyQkJJCnpyfVq1dPLgWJJYPLtWvX0oIFC6h8+fJCEFWYwoLe0qi4C9KzHyM+t6tWrUq6urr0/Plz4T7xd7d9+3ap7HyscCXxt/tn3bx5k8zNzalDhw7Ckj1JsbGxVK9ePSHRxO3bt6lr1640YcKEErUyrKTiQKqISf4g+fn5kZ2d3f8ccRUHU1WqVKEWLVrILHARt0V84ZgwYQINHjyYiPJT/GprawspmT9//kwfPnygT58+0fbt2+VenK4kEn9OV69eJTc3N2rcuLHQecjOzqZ27dpRbGysXLMoMtkoyhm6Zs2akZubm/B/8QCEuJZW9+7di+xYKa4imP/V3bt3aezYsXIL6MSfR82aNUlJSUkYrZf8DGbMmCEUl/1dSj0UZ0F69t+8fv2aRo4cSfb29rRo0SLh9sIG0H63wc/fWXx8POno6NCkSZPoxYsXhT5GXBvz1q1bRJRfq69169ZS+/PZ13EgVUwmTpxIBgYGUrVSJBXWsYqNjSUNDQ3y8vL66feXfH1xGvMePXrQvHnzhLo2a9euJaL8zsOKFSsKLE/6XS/GeXl5dODAAWrUqBGVK1eOPDw8yNLSkmrWrCl0wH6XDtevTN4zdOJj4MaNG1SpUiXq0qWL1O3dunWj6OjoAgMa8lYcRTBlQV7nlLgDamNjU2Bz/owZM0hVVZWuXLkil/cuqYqrID37OV+bdS6J5zOTv/T0dOrSpQsNGzZM6vasrCx69uyZVNZRT09PEolEVL9+fdLQ0KDr168XdXN/WRxIFYPLly8L68+J8g/2Fy9eUHh4uNSP1tee+7+WA/4vkh2SKVOmkEgkopSUFNqzZw+pqqqSSCSiXbt2CY9JS0ujFi1aFHmmteJQ2GzS1/796tUrWrJkCU2YMIGmT58uBFH8o8UkZWVlUXh4OBkaGlLt2rWpQ4cOZG9vTzVq1BCOlaIOvIujCGZJVlgHdM6cOb9lECVWnAXp2X8nPrednZ1p6tSpxd0cVoyys7OpYcOGtHLlSuG2I0eO0OjRo0lLS4uqVatGTZs2JaL8VUfr16+nZcuWFXvJoV+NiIgIrEidOHECvXr1woMHDxAfH4+goCAcOHAAjx8/RoMGDbBu3TrUrFlTLu+dm5sLRUVFAMDt27exadMmtGvXDo0aNcK7d+/w119/ISQkBAEBAWjcuDFevHiBUaNGITExEbGxsVBSUpJLu0qCvLw8KCgoAAAyMjKgrKwsfFaSnxsRQSQSFfoaOTk5pfozYtK+dSx86eXLl1i8eDEyMzOhoqKCRYsWQUlJSerYKkqvX7/GxIkT8fbtW4SHh0NZWfm3Pn5fv36NuXPn4saNG8jMzMTNmzcRHR0Ne3v74m5ascjLy0NAQACGDx8OMzMzNGjQAKqqqnjx4gUuXryII0eOwM7OrribyQrx+vVr+Pr6QlVVFevXr//uaxQrXVJSUuDo6IiGDRti3Lhx2L9/P7Zu3QorKyu4ublBQ0MDc+fORceOHbFo0aLibu4viwMpOZPsnIulp6ejVq1aUFFRwbt37+Dt7Y1mzZqhfv36sLCwwKZNm+Dt7S3TdqxatQrDhw8X/h8aGorhw4ejbNmyOHr0KKpVqwYAuHLlCjZs2IDNmzejUqVK0NHRQbly5XDixAkoKysXW6dP3iS/pxUrVuDYsWMgIlhaWmLhwoUFHgP8WCealT6Sx0NaWhoyMjJQoUKFQu//muIOXD5+/AhtbW0oKCgUe1tKgtevX2PKlCk4d+4cgoODYWtrW9xNKnaXLl3CokWL8ODBA2hqasLZ2Rn9+vVDjRo1irtp7Bs+fPiAcuXKQUFBgX+rfmOnTp1Cy5YtYWRkhA8fPmDRokVo2rQpzMzMkJ2djTZt2qBSpUrYsmVLcTf1l/V7/2rKmWRH6uzZs8jOzsbnz5/Rtm1bxMTEYO/evahduzYaNmyIsmXLIjc3F7a2tihTpoxM2xEaGorg4GAMGTIECgoKEIlEUFFRQf369XHo0CE8efJECKTq1asHGxsbDBo0CM+ePUPFihXh5ORU6jta4u9p8uTJ2Lp1KwYPHgxtbW3MnDkTr169wvbt26GgoCD1nfIP0++LiITjYM6cOThx4gTi4+PRvHlztGvXDl26dClwvBTWmSnu80lHRwdA/rWquNtSEhgYGGDBggXIy8uDvr5+cTenRKhfvz6CgoJK5QBaaaarqwvg+wZ0WOnl7u6Ohw8fIjExEVWqVJEa7FNUVIS2tjYqV64M8ZwK92t+HM9IFYHJkycjODgYWlpaePHiBerXr4+VK1eiatWqAPKXkSUnJ6Nfv354/fo1YmNjZfqjlZaWBnV1dSgoKOD48eNo3rw5gPzgbu7cuXj8+DG2bt0KJycnEBHy8vIKvP/vcDHet28fpk+fjs2bN8PJyQkRERHo1q0bcnJy0LRpUxw6dAjA7/FZsO/j5+eHVatW4a+//oKampowqte5c2eMHDmyeBvHmIxIDgLw7AZjv76srCzMnj0bmzZtwpkzZ3iG+Sdwb1DOVq5ciY0bN2LPnj24evUq/Pz8cPDgQTx79gxA/tKePXv2oEOHDvjw4QMuXLgARUVF5ObmyqwNGhoaUFBQQFxcHFq2bIlRo0YBANzc3DBx4kRYWlpi6NChiI2NhUgkKvRHsjQGDnl5eVL/V1JSQq9eveDk5IRDhw6hT58+WLRoEcLCwnDkyBH06tULQOn8LNiPISI8e/YMYWFhWL9+PYYNG4a+ffsiKCgItWvXxp49e3Dp0qXibiZjMiH5m8BBFGO/th07dmDChAkICAhAZGQkB1E/iXuEMvblBN+tW7cwYcIE2NvbY+/evZgyZQrWrFmDhg0bIiMjA0pKSrCzs0PPnj1x7tw5YcO3rGakJNtjamqKlStXYs+ePRg7diyA/GnfYcOGoVq1ahg+fDjOnTv32wQK4r9zypQpWLp0Kdq3b48//vgDSUlJ8PPzw7hx4zB06FBYWlqiatWq2LFjB0aPHl28jWbFRvJcEolEUFdXR0pKCj5//gwgPzA3NDTE3Llz8ezZM5w8ebK4msoYY4wV8M8//2Djxo149uwZTp8+zQljZOD36DEXEcklDxcuXAAAXL16Ferq6rhw4QL69euHv//+G4MHD0Zubi5mzJiB0NBQ2NjYYMiQIcJMlCz2Kvz777/4+PGj1Oihjo4OevTogZkzZ2Lbtm1CMNW0aVMMGzYMZcuWxaZNm376vUs6yZmoiIgI7N27F46OjgCAKlWq4MWLF3j//j3atWsHIH+mqmHDhrh48SKWLFlSLG1mxUvy3P706ROA/EyOqqqqiIuLEx6Xl5eH8uXLw9HREU+fPi2WtjLGGGOFqVmzJvbs2YPNmzfDwsKiuJtTKnAgJSOSHa1p06ahX79+SElJQe/evbFx40Y0btwYK1aswODBgwEAqampuHnzJuLj46VeRxYzUREREbC0tISrqyvCw8Nx79494T5tbW14e3tj9uzZ2Lp1q9TM1OLFi7Fx48affv+STjwTdfz4cURGRqJPnz5wcXERAqyKFSsiOTkZS5cuRWxsLHr37o1Xr17BwcFB5ssuWcmXl5cnnNv79u3Dn3/+iTdv3qBixYqYNWsWVq5ciWXLlkFBQQEKCgrIysrC48ePUalSpWJuOWOMMSatYsWK0NbWLu5mlBqcpkkGJFOCX7lyBTdu3EBgYCC0tLRQr149BAcHw87ODrVr1wYAPHv2DIMHD0ZSUhImTpwo8/akpKTAw8MDzs7OWL58ORQUFFC3bl2MHj0a+vr60NXVFdKrz5gxA0lJSdi0aRPq1asHoPQmU5D8u27evInRo0fj8ePH6N+/P4D8ACs3Nxd6enpYtWoVRo0ahejoaOjp6eH06dMQiUSFJuJgpZfkMRMdHY3g4GBERUXhr7/+gp+fHzp37oylS5dizJgxOHXqFLS0tPDy5Ut8/vwZU6ZMKebWM8YYY0yeOGvfT9i3bx86d+4s/H/btm3Ys2cPMjIyEB4eDg0NDQBAeHg4/P39ER8fDy0tLZQtWxYqKirCnihZ12ZKSEiAu7s7du/ejTp16uDcuXOYNWsWypUrh0qVKmHatGmoWrUqlJSUsGjRIpw6dQoHDx4slcFTYcaOHYvatWujUqVKmDVrFj59+oRly5YJ2QzFPnz4gFevXsHCwqLUp39n3zZ27FicO3cOVlZWuHfvHh4+fIi2bdvi77//hp6eHs6cOYPt27cjIyMD+vr6WLhwYbEW22WMMcaY/HEg9R/Nnz8fd+7cwdatW4UAxN/fH8uXL0dKSgqOHz+OunXrCo9PSEjA48ePkZCQAFNTU7Rs2RKKiooy75yLlxguXboUJ06cwIYNG2BsbIyPHz+icuXKUFdXh5KSEpo3b47mzZuje/fuACDMtpTGYEpy2eWVK1fg6emJ0NBQODs7IyoqCpMmTYKRkRFGjBiBRo0aAUCBDnBp/WzY/ybO2Hjw4EE4ODgAAObOnYvw8HDUqVMHc+fORcWKFZGVlQUVFRXheRx4M8YYY6Ub9wz/o549e2Lz5s1QUFAQ0hyPGjUKc+fOhZ6eHpYuXYo7d+4Ijzc3N0eLFi0wfPhwtG7dWqaJJSSJA4YGDRrg7du3yM7OBpC/B6p+/fp48eIFFixYgPT0dKxZs0Z4jmSB0dJG/JksXboUhw8fxoABA+Ds7AwAaNSoEWbPno2XL19i1apVOHv2LICCe9VK62fD/reUlBQoKyvD0NBQuG3SpElwd3fHrl27MH36dCQmJkJFRUUqsx8HUYwxxljpxr3D/8jIyAhKSko4ePAgevXqhaVLlwIA/vjjD4wfPx7x8fHw9/fH3bt3v/oa8lzy06BBA9SqVQu9evWCra0ttLS0sGvXLigrK6Nnz57YuHEjYmJihCCqtNcG+fTpE6KiojBz5kwkJCQAgJA0olmzZpg1axZev34NPz8/XL9+vRhbykoKcfIRbW1tqKmpCbXfxPvkJk6ciAoVKiAuLg5z585FampqqT+PGGOMMfZ/OJD6STVr1oSzszP2798Pf39/AED//v0xaNAgXL16FStWrMCNGzeKtE3iAGHMmDF48OABKlasiJCQEBgYGAiP0dTULNVB1JcrVsuWLYu1a9eif//+iIyMRFRUlLC0EsgPpiZPngxzc3PY2NgUR5NZMfuyQLN4FtLd3R3q6uqYMGECnj17Jtz+/v17ODo6okmTJjh+/Dj+/fffIm8zY4wxxooP75H6Ae/fv4eamhrU1dWFlMgikQiPHz/G3Llzcfv2bfj4+GDUqFEAgMDAQPz1118YPny4XLLz/S9paWnw8vKCgYEBdu3aBQClNnCSJLmf6enTp0hJSYGJiQm0tLTw6dMn9O7dG0ePHsXJkyfh4OBQaEIA3hP1e5H8viMjI3H//n0YGhrCwsICNjY2ePXqFZycnGBgYIA+ffrAxMQEy5cvh56eHnbu3AltbW1MnToVvr6+xfyXMMYYY6yocCD1nfbt2wdfX180btwY3bp1K5Dh7eHDh/j7778LBFMRERHw9PSU6TI+yU5feno61NTUCjxGHDBFR0fDy8sLO3bsQOvWrWXWhpLqy3pex48fR3x8PBo1aoRatWph0aJF+PDhA4YOHYojR47gxIkTqFevHgdOvzHJY2bixInYvXs3jIyMoKioCEVFRcyYMQNNmzbFhw8f0KNHDzx79gxpaWmoWrUqDh48CDU1NdSvXx++vr7o0qVLMf81jDHGGCsq3HP8Djk5OYiOjoaKigoaNGiALl26YMiQIcJSvry8PJiamsLX1xfW1tbYu3cv5s6dCwDw8vKSaRFXyQ7/6tWrsXHjRmHvhiRxx7BmzZqoWLEirl69KpP3L6nE4wHiv3vevHlYv3495s6di4SEBKipqSEgIABXr16Frq4uVq5ciVatWqF+/fq4d+8eB1G/MfEx4+/vj6CgIOzZswcXLlyAl5cXLly4gBEjRiAyMhK6uro4cOAATpw4gbNnz+L06dNQV1fHjBkzhILNjDHGGPt9cO/xOygpKWHw4MFISUlBgwYNEBMTA2NjY2zduhVubm5YuXIlXr58iRo1amDmzJkwMjLCo0ePpPbpyGpGStzh9/X1xV9//QVNTU0oKytLPUbyffX09LBo0SJMnjxZJu9fEn348EHoDBMRPnz4gNOnT2PNmjVo1qwZbt26hUOHDmHJkiWoW7cusrOzoaenh5UrV2LatGkwMzMr5r+AFbURI0bgw4cPwv+TkpJw8eJFTJ48GQ0aNEBkZCTmzp2LMWPGwMTEBBMmTMDJkyehqKgIfX19VK5cGXfv3kXXrl0REBCAAwcOoGrVqsX3BzHGGGOsyPHSvu8gngUaM2YMypYtizlz5gDI34OkpaWFGjVq4N27d5g4cSJcXFxgb28PFRUVKCgoyGVPUkBAAGbOnIkjR44IiRGys7ORnJyMChUqACg4QwMUrI1UGgwaNAgVK1bE7Nmzhds+f/6Mxo0bY9OmTXj06BH++OMPLFq0CIMHD0ZmZia2b98Oa2trODo6Cs/hmj+/j+fPn2PAgAGIiIiQGoS4e/cuVFVV8fnzZ7Rt2xZjx47FiBEjsHbtWgwfPhw6OjoIDw+Hi4sLgPy06CEhIXB2dkbNmjWL689hjDHGWDHhGanvIJ4FqlevHtavX4+MjAwAQOPGjeHq6oqjR49i8uTJ2LRpExYvXgxVVVUoKCgICSlk7eHDh2jSpAlsbGzw4MEDbNy4EfXq1UPXrl2xfPlyABASYUgqbUEUADg4OAhB1KdPnwAAWVlZEIlEmDFjBnr37o2FCxdi8ODBAPKTT+zbt6/AckgOon4fxsbGOHz4MJSVlbF9+3a8fPkSAFC7dm2YmpoiKioK1atXR79+/QDkz+p6eXlh+vTpcHJyEl5HS0sLffr04SCKMcYY+03xjNQP8vb2ho6ODqKjo6Gjo4PQ0FBhFuj+/fuoXr26TPfbSM5oidMzjx8/HlFRUWjcuDGio6NRuXJlGBoaQiQS4cyZMzh06BCMjIxk1oaSKjg4GHfu3IGfnx+2bNmCAwcOYOXKlTA0NMShQ4fQpUsXNGvWDOHh4SAipKamolu3bkhPT8fx48dLZWDJvk1yj+HHjx9RtWpV1KlTB/v27UPFihUBACtWrMDChQsRHh4OW1tbdOzYEXXq1MFff/0FkUhUKmd2GWOMMfbjeEbqO4njTXd3dwQEBKBWrVo4cOAAKlSoINxXo0YNYSZKFr6c0crOzoaCggImTZoEW1tbxMbGonv37vDz88OKFSvg7u4ODQ0NqKury+T9S7INGzbA29tbWJ735s0bvHjxAtOnT8eLFy/QunVrzJ8/HwcOHICHhwc8PDzg5eWF58+f4+jRozJNAMJ+DU+ePBGCqLCwMCgpKeHy5ct4+fIlfHx88ObNGwCAk5MTrKys4OHhASsrKzx48AAzZswQ6q5xEMUYY4wxgGekflh2djZsbW3h7u6OlStXyu19JEfOly9fjtjYWDx8+BAdO3bEn3/+CQMDA2RkZEBVVRUAkJmZiU6dOkFJSQmhoaGlulbU9u3b0a9fP4SFhUmldF+1ahV2794Nc3NzzJ8/H/r6+jh37hz2798PIoKpqSmGDh0KJSUl3hP1mzl//jzGjBkDPz8/nDhxAqtXr8aDBw9gbGyM+/fvo3nz5qhWrRqCg4NRoUIFXL58GfHx8UhKShKOGZ6JYowxxpgkDqT+v++pIyTuSAUEBGDTpk0ICAiAlZWVXNs1adIkBAYGolevXsjKysLevXvh5uaGESNGoFGjRkhLS8PevXsREhKCZ8+eIS4uDsrKyqW2LtKWLVvQt29fNGvWDMeOHQOQH0SWKVMGALBy5UoEBQXB3Nwcc+bMgZGRUYGgiTvEv5+4uDgsWrQI58+fR1paGi5fvozq1asLx4Y4mKpatSpCQkJQvnx5qefzMcMYY4yxL5W+nvZ/IBl0BAQEICIiAunp6QUeJ+5IOTo6IjY2FpcvX5Zru65fv469e/di//79WLp0KVatWoXQ0FA8f/4cGzZsQFJSEnJzc3H58mVUqlQJV69ehbKyMnJyckplEBUQEIB+/fqhX79+uHPnjlD0uEyZMsjKygKQn9bax8cHDx48wPTp0/H8+fMCM0/cIf792Nvbo3bt2njx4gWqVq2Ku3fvAoAw01SjRg0cP34cz58/R6NGjaRSowN8zDDGGGOsoNLX2/5BRCQEHRMnTsSMGTPw+PHjQgMpMRsbG2zfvh09e/aUa9sUFBSQlZUl7HnKy8uDi4sLFi9ejH379uH8+fPQ1tbGsmXLEBAQIHQKS+OSteXLl2PQoEGIjIxEQEAAZsyYgV27dgnBlIqKilQw5e3tjZiYGGzdurU4m82KkXivongvnLOzM/bv34/atWtj4cKF2Lt3L4D/C5Jq1KiByMhIWFhYQFtbu3gazRhjjLFfRunrcf8g8V6i5cuXY/PmzTh+/Djq1KkD4P+SPUgWexX/u3v37gBkV3/oa/WmUlNT8fTpU9SrVw85OTlQVlaGq6sratWqhXv37qF169bCPqnSvBHezs4Ou3btQqtWrQAAPj4+EIlEmDp1KgDA399fCKZUVFQwfPhwGBgYoEOHDsXZbFZMJGeZnz17Bh0dHbi7u0NBQQEVK1bE8uXLsXLlSigoKKBz584AgMDAQHh7eyM4OBgAL+djjDHG2Lf99oEUkN/pun37NgYPHow6derg4cOHuHz5MlasWAFLS0t4enqiXbt2hQY6sgiivkzJrKOjAyKCjY0NevfujV69eqFy5cpwcHAAkB9c5eTkQFdXV+p1SnOCiUaNGgH4v4BTW1sbPj4+AFAgmBLvmRJ3kLlD/PsRn0/Tp0/Hrl27oK6ujpo1a2Lnzp1o0KABgPzjZfHixYiPj0dsbCxu3bqFvn37Cq/BxwxjjDHGvuW3D6TEHfNnz57h6tWrqFKlCnbu3AkVFRWYmZnh9u3b+PDhA1q2bCnM/MiauNM3b948REZGQktLC61bt8aQIUMwZ84cvHnzBs7OzpgyZQrU1NRw5swZKCoqokePHnJpT0kmGSxqaWkJwdS0adOgoKCAZcuWCYknxLhD/PuQHJQICQnBhg0b4O/vj0ePHmHfvn2ws7PDtWvX0KBBA6Egb0REBAwMDPDgwQMoKCh8dXaYMcYYY0zSb5e172vZ7F6+fIlOnTrh3bt36N27N1q0aAEHBwcEBgZix44dOHz4MNTU1GTaFskO2/r16zFlyhRMnToVp06dwrt371C3bl34+/tDWVkZf//9N0JCQlC2bFkYGxtjy5YtUFZW5tkWACkpKdizZw8GDRqEZcuWCfum2O8rKCgInz59gqKiInr37g0iQlxcHPr164esrCxcu3YNqqqqSElJgYKCAsqWLQuRSMRp8RljjDH23X6rQEoyiAoMDMTVq1eRk5ODhg0bomfPnsjLy0NSUpKwZC4nJwdt27aFnp4etm7dKrdR6qioKBw5cgROTk5o164dsrKysGLFCuzZswf29vbw9/dHmTJl8PHjR2hrawt/A3f6/k9SUhKioqLQpk2b3z6w/N09ePAA7u7ueP78OdavX48BAwYAgBBMDRgwANnZ2bhy5YrULHNpLRnAGGOMMfn4rQIpMV9fX2zduhVNmjRBeno6Dhw4gH79+mHBggXQ1dVFSkoKDh06hB07duDJkydCWnF5LPk5efIkRo0ahY8fP2LPnj1wdXUFAHz+/Blr167F3r17YWtrC39/f6lOHy8/+joOMH9vmZmZOHLkCKZPn46yZcviwoULwn1EhGvXrqFNmzZo0qQJdu7cWYwtZYwxxtiv7Lcbfo2JicGOHTsQFhaGoKAghIeH49ixY9i5cyfmzZsHAHj//j2OHz8ONTU1XLt2TajNJI/AxcbGBi1btkRWVhZ27Ngh3K6uro6hQ4fCx8cHx48fx4oVK6Sex0HU13EQ9fsQpziXVKZMGbRo0QLz5s3Du3fv0Lx5c+E+kUgEOzs7nD59Gtu2bSvKpjLGGGOslPntZqQOHz6MESNG4PLlyyhXrhzy8vKgqKiI0NBQdOvWDWfOnIGTkxPev38PXV1diEQime1D+nLpkDi7XHJyMubPn49jx46hbdu28PPzEx7z+fNnREREoEuXLrxkjTEJkudTUFAQ/vnnHygoKKB9+/awtrZGRkYGTpw4gfHjx6NKlSo4evRogdfgPYaMMcYY+69K9YxUYTFiuXLl8OjRI9y5c0dqVqdevXrQ19dHYmIiAKB8+fIQiUQyq80k2elbvXo1+vfvj+bNmyMgIECoh+Tu7o7Dhw9LBVLq6urw8fGBoqKiUFiUMQapQtoTJ05ETEwMrly5goYNG+LcuXNQVVVFs2bNsHjxYjx//hx169Yt8BocRDHGGGPsvyq1gZS4mC4AZGRkCLfXrVsXHTp0wPTp03Hp0iWhI1W2bFmoq6sXCL5ktYROstM3b9486Ovro23bthg0aBCmTJmCsmXLYvLkyXBzc8OxY8cwduzYAq/BnT7GpK1btw67du1CSEgIjh07Bm9vb6SkpKB58+Y4dOiQEEz99ddfqFWrVqFLARljjDHG/otSubRPMhHDsmXLEBsbC2VlZYwcORIODg44e/YsFixYgGfPnmHkyJHQ1tbGxo0bkZiYiMuXL8stYImOjkavXr2wZ88eODg44Nq1a7C3t8e2bduEmlAfP37ExIkTQUTYsGED74ViTIJ4OSwAJCcnY/bs2bC0tESfPn0QGRmJP/74A35+frh+/TpCQkJw8OBBNG7cGFlZWVBRUQHA2fkYY4wxJhulLpCSDKIWLlyIOXPmoH///oiIiICamhrGjh2LPn364MqVK9iyZQu2bduGWrVqQU9PD2FhYXKtzXTs2DHMmzcPZ86cwZ49e9C/f38sXLgQQ4YMQUpKCuLj4+Ho6IiUlBRoamoKSws5mGIs//y5ceMGGjVqhPr16wMArl+/Di0tLWRnZ6NNmzYYNWoUhg8fjrCwMHTs2BFA/gCGs7NzcTadMcYYY6VQqRuWFQcd8fHxiI+Px4EDB7B06VI8ePAANjY2WLFiBTZu3Ig6depg1apVSEhIwIkTJxAZGSlk55PVnqgvZWdn48WLF9i6dSsGDRokBFFAfi2p+fPn48mTJ9DS0oJIJJJansjY72zz5s3o27cvHj16JHVO2NrawtTUFLdv30bFihXRvXt3AICOjg4GDhyIVatWCUEXY4wxxpgslbpACgC2b9+Otm3b4tKlSyhfvrxw+9atW1G7dm2sWbMGmzdvRlpaGgwMDKQCF1mlzhYvHdq1axdiYmIAAI0bN0bNmjXRp08fjB8/XgiiMjIyEBAQAFVVVZiYmBR4DcZ+Z0FBQRg+fDiWLl2K+fPnw8HBocBjkpOTceHCBbx8+RLv37/HkiVLkJeXh6FDh0JJSQk5OTnF0HLGGGOMlWalbmkfkN+p6tq1K6KiorBixQr07dtXCJByc3PRp08fnDlzBitXrkS7du3k0gYiQlpaGqpUqQIbGxssWbIE9vb2CA0NxYIFC6CiogJfX198+PABu3btwosXL3Dt2jUoKSnxHg7G/r+3b9+ia9eu6Ny5M4YNGybcnpaWhrt37yI3NxcNGjQAAHh6euLw4cMwMzNDmTJl5FpImzHGGGPslw+kvgw6cnJyoKSkhNTUVLRv3x7JycmYMWMGPD09hSV7OTk5mDdvHqZOnSrTvVCFddiePn2KFi1awNDQEMuWLUOdOnUQFhaGHTt24NixY7CxsYGJiQm2bt0q1/1ZjP2K3r59i8aNG2Pu3Llo3749AGDt2rU4deoUQkJCUKlSJdSoUQNnzpxBTk4ODhw4gJycHHTs2BGKiorC9YAxxhhjTNZ+6UBKMojavn07bt68ifT0dDRr1gzt27dHamoqvLy8kJ6ejilTpkgFU2LyCFySk5Ohra0tBFZPnz5F06ZNYWhoiFWrVsHa2hpAfpBVqVIlKCkpQSQScaePsS+8ffsWdevWhYeHB7p164Y1a9YgISEBrq6u6NChA5KTkzFhwgQMGDAAU6ZMkXouD0owxhhjTJ5+6fVj4iDK19cXU6dORWJiIpSUlNCxY0csW7YMmpqaiIiIgLq6OhYsWICQkJACSSBk1dESx6OLFi1C586dhU3xRAQTExOcOnUKDx48wMiRI3Hx4kUAgImJCZSVlYXHcRDFmDQ9PT1s2bIFwcHBGDBgAB48eIDly5dj9uzZaN68OZo2bYpy5cohMzOzwHM5iGKMMcaYPP3SgRQAHDlyBEFBQdi7dy+2bt0KDw8PAICuri4AQFNTE2FhYUhOTsaJEydkvvdIHJiJl/S5u7vj3LlzmDhxIh4/fiwksahcuTKWLl2Kc+fOYdy4cbh7967U6/AeDsYK17RpU9y/fx8nTpzA9evX4e7uLpVERlNTE0ZGRsXYQsYYY4z9jn75KZCXL1+ibt26cHJyQkhICHr37o1169bhzz//RHJyMh49egRbW1tcunRJKOQpK4cOHUJUVBRev36NoUOHwsbGBvb29rhy5QoaNGiAnJwcLFmyBNWqVROe07NnT6Snp6NWrVoybQtjpZmenh709PSkbnv79i369OmDrKws9OvXr5haxhhjjLHf1S81I1VYbaYyZcrg06dP2L59O/r06YNFixZh4MCBAIATJ05gyZIleP36NdTV1aGoqIjc3FyZtCUgIADdu3fHixcvcOHCBXTu3Bnv3r0DAFhZWSEmJgbHjx/HhAkTcOLECSQmJmLXrl1wdHREUFAQFBQUCv17GGPf9u7dO8yfPx99+vRBYmIizp07J9NzmzHGGGPse/xSgZR4Wd7+/fuRlZUFADA3N0dycjIGDhyIadOmYfDgwQCAz58/Y/PmzVBTU4O+vr7wGrLYN7F+/XoMHToUmzZtwo4dO5CQkIC8vDxcuXIFWVlZSE9Ph42NDaKjo3Hnzh306dMHdevWxbNnz6RGzjnFOWM/7vnz54iJiYGZmRnOnz8v00LajDHGGGPf65fL2vf8+XOYmJjAy8sLoaGhEIlEWLBgAfz9/fHHH3+gTZs2yM3NxcKFC/H69WvExcVBSUlJZrVkjhw5gtatW+PYsWNo1qyZcLuVlRUsLCyQkJCAevXqYcyYMbCyssLz588RHx+PT58+oW3btpySmTEZSEpKgra2NkQiEWfnY4wxxlixKPG9+S8DIGNjY5w9exZdunRBhw4dEBYWhokTJyIjIwNnzpzBsmXL4OTkBF1dXVy5cgVKSkoy62hlZGTg5cuX0NHRQVhYmBBIderUCUlJSWjevDnKly+PM2fO4OnTp9i5cyeMjY1hbGwsvEZubi4HUYz9pHLlygHIvz5wEMUYY4yx4vDLzUiJxcTEoH379nBxcUFYWBgAICUlBU+fPoWBgQHKly8vs9pMo0ePxtSpU6Gnp4fU1FSEhYVhwoQJ6NSpEz5+/Ii7d+9i3759MDMzAwD4+flh2bJliI2N5aQSjDHGGGOMlUK/xCadhQsXom/fvlK3ubi4IDQ0FGfPnkX37t2RlZUFLS0tWFlZoUKFCkLa8Z8NotLT03H37l08fPgQQH6q5Q4dOmDhwoU4fPgw9u3bh9OnT8PMzAyfP38GADg7O6Ny5cqc0pwxxhhjjLFSqsQHUtnZ2TAwMMD27dsxevRo4XYigqurK4YPH47du3ejQ4cOyMnJkXquLJI5qKmpQVVVFWvXrhVu09DQQIcOHeDn5wc9PT1MmjQJAKCuro6srCwsW7YM1apVg7m5+U+/P2OMMcYYY6zkKXGbdU6ePImbN2/i1atXmD59OjQ1NeHt7Q01NTX8+eefyMvLw4oVK4TZHgMDA/j4+ODz588yz4In3p81c+ZM9OrVC2FhYWjfvj2A/Jmpjh07AgAmTpwIID+bX5cuXfD48WPcvHlTmBXj7HyMMcYYY4yVLiUqkAoMDMTUqVNhbW2Nu3fvIjw8HLdv30aZMmXQoUMH5OXloXfv3iAizJgxA0pKSjh16hSaN2+OQYMGAYBMAxdxsFalShXY2NggLCwM1tbWqF69OoD8mSlxMDV16lQoKirCzMwMt2/fFlIyc2IJxhhjjDHGSp8Sk2xi/fr1GD58OPbu3YvmzZvj9evXaNy4Mfbv3w8HBwchqAkNDUXfvn1RtmxZKCsrQ0tLS0hxLk8nTpxAjx490KNHD0yYMEGqNlVaWhp27NiBqKgobNu2jYMoxhhjjDHGSrkSEUiFhYWhY8eOCA8PR9u2bQHkJ3mwtbVF06ZNcffuXXTu3BleXl4wMTHBs2fPcODAAairq6NHjx4yTXH+LXv27EHPnj0xdOhQ9O7dG7a2tsJ9aWlpKFu2rMwyBTLGGGOMMcZKrmLv7WdmZuLo0aMwNTUVMuMBQPfu3ZGamgotLS1oaGhg7NixePnyJaZNm4bKlStj6NChwmPlHUSJ90p5e3tDSUkJM2bMwKNHj9CiRQsMGzYMRAQNDQ3hsRxEMcYYY4wxVrqViBmpV69eYcGCBYiNjYWPjw+io6Px4MED7N+/H9WqVQMA9OrVC8eOHcPt27dRoUIFubTjW/urJAsDX7lyBQcOHMCWLVtQq1YtODs7Y9SoUUKRUMYYY4wxxljpViICKQB4/fo15s6di4MHDyI5ORk3b96EkZERPn/+DHV1dWzYsAGBgYGIjIxExYoVZfrejx8/RoUKFYRZJUA6cPqalJQUbN26Fbm5ubC2tkbTpk1l2i7GGGOMMcZYyVRiAikAePPmDebNm4eYmBj4+Phg/PjxAICcnBy0bt0aurq62L17t0wL3YaGhqJXr14wNzfHggULYGpqClNTU+H+rwVURbEnizHGGGOMMVYylahACvi/malLly6hS5cuGD9+PLy8vPDvv//ixo0bUFJS+q7Zou8VGBiIgwcPwtraGlFRUVBWVkajRo0waNAgYeZLlu/HGGOMMcYY+/WVuEAKyA+m5s2bh7i4ODx48ADlypWTW22mGzduoE2bNjhw4ACMjIxw6tQpzJs3D8bGxqhWrRqmTJkCHR0dqKmpyew9GWOMMcYYY7+2EhlIAfnB1MSJE/H27VuEh4fLtTbTX3/9hWvXrmH9+vXQ19fH69evUb16dZQpUwZaWlpo2bIlmjZtiq5du8r8vRljjDHGGGO/nhIbSAHAx48foa2tDQUFBbkEUeIle2fOnIGvry8iIiJgYGCAunXrQldXFwcOHMDWrVtx6NAhvH//HtHR0bzEjzHGGGOMMVayAymxb6Ul/xFPnjzBx48fYWpqCi0tLan7OnTogPT0dCQmJkJTUxNBQUGoVKkSACA5ORlaWloQiUS8X4oxxhhjjDGGn49OioAsgqht27ahdevW8PDwQN26dXHq1CkAQHZ2NgDA19cXV65cQYUKFRASEiIEUQCgra0NkUiEvLw8DqIYY4wxxhhjv0Yg9bPWr1+PgQMHYuTIkThx4gSMjY0xefJkAICysjIAoEaNGqhRowaqVKny1YK/sgjoGGOMMcYYY7++X2Jp38/YtGkThgwZgtDQULRu3RoAcPz4caxduxb9+vWDuro6zM3NYWRkhMjISPTo0QPh4eFo1KhRMbecMcYYY4wxVlKV6kDq8ePHcHFxQdWqVRETEyPc7u7ujvj4eCgrKyM3NxeGhobYs2cP9PT0UKdOHQwePBi+vr7F2HLGGGOMMcZYSVaq16rp6OjAz88PT548wfDhwwEA3t7eePXqFQ4fPow7d+5gzpw5ePnyJbZv3w5NTU3MnTsX48aNK+aWM8YYY4wxxkqyUj0jBQBpaWnYt28fJk6cCJFIBENDQxw+fBj6+voA8jMC2trawsXFBWvXrhWel5ubC0VFxeJqNmOMMcYYY6wEK3UzUnl5eQDyAyEA0NDQQOfOnbFgwQJhP5RkEJWWlgYtLS1Ur15d6nU4iGKMMcYYY4x9TamakQoLC8PDhw/h5eUFMzMzqftSUlKwf/9+TJo0CW3btkVAQAAAoHXr1nj9+jUuXbok84K/jDHGGGOMsdKp1ARSz58/h62tLSwtLXHv3j2MGjUKdnZ2aNWqlfCYpKQkhIWFYfLkyWjXrh0SExNx584d3L59W0g8wTNRjDHGGGOMsf+l1ARSSUlJ8PLygre3Nxo0aIDVq1fj3LlzcHBwQI8ePdCoUSOoq6vj06dP2LdvHwYOHIhq1arh1q1bUFZWRk5ODs9IMcYYY4wxxr5LqQikiAgikQiRkZEYM2YMTp8+DW1tbWRnZ6N3796Ijo6GqakpZs2aBVtbWxgaGuLQoUNo2bIlFBUVOYhijDHGGGOM/ZBSkWyCiEBEcHBwQJ06dXDy5EloampCV1cXjx8/hpubG6ytrTFq1CjUqVMHBw4cQOvWraGoqIjc3FwOohhjjDHGGGM/5JeNIG7cuIHHjx+jQoUKcHFxAQDo6+vDwsICS5YsQadOndCoUSNoa2tj06ZN0NXVxdmzZ3Ht2jWpfVO8J4oxxhhjjDH2o37JpX07d+7E4sWLYWJiAktLS8ybN09Y3peRkYFWrVohOjoaLi4u2Lt3LypWrFjgNXg5H2OMMcYYY+y/+uUiiW3btmHw4MHYtGkTPDw8UK5cOQCASCQCACgpKaFu3bp48OABDhw4AE1NTYhjRfFjxI9jjDHGGGOMsf/il9ojdefOHSxcuBArVqyAj4+PEESJAyUigpKSEkaNGoXU1FRs374dQH4AJRlEMcYYY4wxxtjP+KUCqRcvXuDz589wc3OD5IrEL4MkExMT9OnTB8HBwXj16lVRN5MxxhhjjDFWyv1SgVRcXBxSU1Nhbm4OkUiEL7d3iUQixMfH49q1a3B3dwcAGBgYFEdTGWOMMcYYY6XYLxVImZmZ4dOnTzh27BiAgjNRALB161asXbsWbdu2xalTpyASiZCXl1fUTWWMMcYYY4yVYr9UIGVvbw8VFRVs2LABT58+FW4Xz0ylpKTgwYMHsLS0BABh1kpB4Zf6MxljjDHGGGMl3C8VYZiammLdunWIjIzE5MmTce3aNQD5AdPLly/h4+OD169fY9iwYcJzOMkEY4wxxhhjTNZ+uTpSubm52Lx5M4YOHQp9fX1YWVkhLy8PycnJyMvLQ0xMDJSVlZGbm8vFdhljjDHGGGNy8csFUmLXr1/Hpk2b8M8//6By5cqws7PD4MGDoaioyMV2GWOMMcYYY3L1ywZSX8MzUYwxxhhjjDF5+6UDKSLiPVCMMcYYY4yxIvdLJZv4EgdRjDHGGGOMseLwSwdSjDHGGGOMMVYcOJBijDHGGGOMsR/EgRRjjDHGGGOM/SAOpBhjjDHGGGPsB3EgxRhjjDHGGGM/iAMpxhhjjDHGGPtBHEgxxhhjjDHG2A/iQIoxxhgDsGXLFpQrV05mr/f48WOIRCJcv35dZq/JGGOs5OBAijHGWInTu3dviEQiiEQiqKiowMzMDLNmzUJOTo7c3tPb2xsJCQkye73KlSvj1atXsLKyktlrMsYYKzmUirsBjDHGWGE8PDywefNmZGZm4tChQxg2bBiUlZUxefJkqcdlZWVBRUXlp99PTU0NampqP/06YoqKijAwMJDZ6zHGGCtZeEaKMcZYiVSmTBkYGBigSpUqGDJkCJo1a4aIiAj07t0b7du3x9y5c2FoaIiaNWsCAG7dugV3d3eoqamhfPnyGDhwINLS0gAAx44dg6qqKpKSkqTeY9SoUXB3dwdQcGmfn58fbG1tsX37dlStWhXa2trw8fFBamqq8Ji8vDwsXLgQZmZmKFOmDExMTDB37lwABZf25ebmol+/fqhWrRrU1NRQs2ZN+Pv7y+nTY4wxJm8cSDHGGPslqKmpISsrCwBw8uRJ/PPPPzh+/DgiIyPx6dMntGzZEjo6Orh8+TKCg4Nx4sQJDB8+HADQtGlTlCtXDiEhIcLr5ebmYs+ePejevftX3/Pff/9FWFgYIiMjERkZiaioKMyfP1+4f/LkyZg/fz6mT5+Ou3fvYteuXdDX1y/0tfLy8mBsbIzg4GDcvXsXM2bMwJQpU7B3715ZfDyMMcaKGC/tY4wxVqIREU6ePImjR49ixIgRePv2LcqWLYvAwEBhSV9AQAAyMjKwbds2lC1bFgCwatUqtG3bFgsWLIC+vj58fHywa9cu9OvXD0B+MJaUlIROnTp99b3z8vKwZcsWaGpqAgB69uyJkydPYu7cuUhNTYW/vz9WrVqFP//8EwBQvXp1uLq6FvpaysrK+Ouvv4T/V6tWDRcuXMDevXvRtWvXn/+gGGOMFSmekWKMMVYiRUZGQkNDA6qqqmjVqhW8vb3h5+cHALC2tpbaFxUfH486deoIQRQAuLi4IC8vD//88w8AoHv37jhz5gxevnwJANi5cyc8PT2/mamvatWqQhAFAJUqVUJiYqLwnpmZmWjatOl3/02rV6+Gvb099PT0oKGhgQ0bNuDp06ff/XzGGGMlBwdSjDHGSqQmTZrg+vXruH//PtLT07F161YhUJIMmL6Xg4MDqlevjqCgIKSnpyM0NPSby/qA/FkkSSKRCHl5eQDww4kpgoKCMH78ePTr1w/Hjh3D9evX0adPH2G5ImOMsV8LL+1jjDFWIpUtWxZmZmbf9VgLCwts2bIFnz59EoKsmJgYKCgoCMkogPxZqZ07d8LY2BgKCgrw9PT8z+2rUaMG1NTUcPLkSfTv3/9/Pj4mJgbOzs4YOnSocNu///77n9+fMcZY8eIZKcYYY7+87t27Q1VVFX/++Sdu376N06dPY8SIEejZs6dU8ofu3bvj6tWrmDt3Ljp37owyZcr85/dUVVXFxIkT4evri23btuHff//FxYsXsXHjxkIfX6NGDVy5cgVHjx5FQkICpk+fjsuXL//n92eMMVa8OJBijDH2y1NXV8fRo0fx4cMHODg4oHPnzmjatClWrVol9TgzMzPUr18fN2/e/J/L+r7H9OnTMW7cOMyYMQMWFhbw9vYW9lB9adCgQejYsSO8vb3h6OiI9+/fS81OMcYY+7WIiIiKuxGMMcYYY4wx9ivhGSnGGGOMMcYY+0EcSDHGGGOMMcbYD+JAijHGGGOMMcZ+EAdSjDHGGGOMMfaDOJBijDHGGGOMsR/EgRRjjDHGGGOM/SAOpBhjjDHGGGPsB3EgxRhjjDHGGGM/iAMpxhhjjDHGGPtBHEgxxhhjjDHG2A/iQIoxxhhjjDHGftD/A5aVRFKSZE45AAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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1ajy12dyzcFwRcFBVOXHihNN4gGnTppXbt2/HeO3Zs2edrl7lypVLfvnlF7Hb7f/YgYmDn5+feHl5yV9//RXjuaNHj0qyZMmMg8p/I1u2bCISM18RifHeuXLlko0bN0r58uWf+YA4KipKTp065XR17dixYyIiT+10JHqscX0mGTJkcOomv2XLljJ//nzZtGmTHDlyRFQ1Xk0448PPz098fHwSPLTA77//LseOHZP58+dLu3btjOkhISGxzp8rVy7p27ev9O3bV44fPy5FixaViRMnOvVeG51ju3N3d5caNWokKLaE8PLykmrVqsnmzZvl3Llzz7QtPu3786Rn/f47muL6+Pi80M8jOkdT3+d98gPAi0czTgB4jjZv3ixjxoyRHDlyyGuvvRbnfDdv3owxzXGWPiIiQkTEOMiP7eDxWSxYsMCpidry5cvl0qVLUrduXWNarly5ZPfu3U5drn/77bcxmlc2b95crl+/LtOmTYvxPnFdPUmePLnUqlVL1qxZ49S88cqVK7Jo0SKpUKGC0ZTu38icObMULVpU5s+f79ScLSQkxBjqwKFFixYSGRkpY8aMibGcR48exfuzj/45qKpMmzZN3N3dpXr16vGONfp7HT58WDZs2BBjYOsaNWpIunTpZMmSJbJkyRIpVarUv2qiF12yZMmkSZMmsm7dOtm7d2+M55+2Xp98XlVl6tSpTvPdv39fHjx44DQtV65c4u3tbWzzscmYMaNUqVJFZs2aJZcuXYrxfHyH4oiPESNGiKpK27Zt5e7duzGe37dvn8yfPz/O1+fKlUvCwsLk0KFDxrRLly7FGPbj33z/S5QoIbly5ZKPP/441hj/zecR22svXLggc+bMkeDgYMmcOfMzLxuAa3BlDwCe0Q8//CBHjx6VR48eyZUrV2Tz5s0SEhIi2bJlk7Vr1z514OnRo0fLtm3bpH79+pItWza5evWqfPbZZ/LSSy8Z42DlypVL0qRJIzNnzhRvb29JlSqVlC5d+pkP7tOlSycVKlSQjh07ypUrV2TKlCmSO3dup+EhOnfuLMuXL5c6depIixYt5OTJk/L111/HGEqhXbt2smDBAunTp4/s2bNHKlasKPfu3ZONGzdK9+7dpXHjxrHGMHbsWGN8se7du4ubm5vMmjVLIiIi5KOPPnqmvGIzfvx4qV+/vlSoUEHeeOMNuXnzpnz66acSFBTkdIBcuXJl6datm4wfP14OHjwotWrVEnd3dzl+/LgsW7ZMpk6dKq+88spT38vT01PWr18v7du3l9KlS8sPP/wg3333nQwePDheV0ImTJggdevWlbJly0qnTp2MoRd8fX1jjFHo7u4uzZo1k8WLF8u9e/fk448/fqbPJy7jxo2TDRs2SOXKlaVr165SoEABuXTpkixbtkx27NhhdCwSXf78+SVXrlzSr18/uXDhgvj4+MiKFSti3B937NgxqV69urRo0UIKFiwobm5usmrVKrly5Yq0atXqqXFNnz5dKlSoIIULF5YuXbpIzpw55cqVK/Lzzz/L+fPn5bfffnsu+ZcrV06mT58u3bt3l/z580vbtm0lT548cufOHdm6dausXbtWxo4dG+frW7VqJe+99540bdpU3nnnHbl//77MmDFD8ubNK/v37zfm+7ff/9mzZ0vdunUlKChIOnbsKFmyZJELFy7Ili1bxMfHR9atW/dM+Q8YMEBOnjwp1atXl4CAADlz5ozMmjVL7t27F6N4B5BEuKQPUABIwhzduzv+UqRIoZkyZdKaNWvq1KlTnYY3cHiy6/VNmzZp48aNNSAgQFOkSKEBAQHaunVrPXbsmNPr1qxZowULFlQ3NzenbtgrV66sQUFBscYX19AL33zzjQ4aNEgzZsyoKVOm1Pr16xvd4kc3ceJEzZIli3p4eGj58uV17969MZap+rir9yFDhmiOHDnU3d1dM2XKpK+88orTsAryRNf0qqr79+/X2rVra+rUqdXLy0urVq2qu3btivUzfnIIgNi6/Y/LihUrtECBAurh4aEFCxbUlStXxtk1/ueff64lSpTQlClTqre3txYuXFgHDBigFy9efOp7tG/fXlOlSqUnT57UWrVqqZeXl/r7++uIESM0MjLSmM8x9EJcww5s3LhRy5cvrylTplQfHx9t2LCh/vnnn7HOGxISoiKiNptNz507F+P5uIZe6NGjR4x5Yxtq4+zZs9quXTv18/NTDw8PzZkzp/bo0UMjIiJUNfZ18Oeff2qNGjU0derUmiFDBu3SpYsxlIFjm71+/br26NFD8+fPr6lSpVJfX18tXbq0Ll26NNY8n3Ty5Elt166dZsqUSd3d3TVLlizaoEEDXb58uTHP89huVFX37dunbdq00YCAAHV3d9e0adNq9erVdf78+U7rNbbte8OGDVqoUCFNkSKF5suXT7/++uvn/v1XVT1w4IA2a9ZM06dPrx4eHpotWzZt0aKFbtq0yZjH8b5PG+IhukWLFmmlSpXUz89P3dzcNEOGDNq0aVPdt29fvF4PwHxsqs/pLncAAP5jOnToIMuXL4+1OR0AAK7GPXsAAAAAYEEUewAAAABgQRR7AAAAAGBB3LMHAAAAABbElT0AAAAAsCCKPQAAAACwIAZVTwKioqLk4sWL4u3tLTabzdXhAAAAAHARVZU7d+5IQECAJEv29Gt3FHtJwMWLFyUwMNDVYQAAAAAwiXPnzslLL7301Hko9pIAb29vEXm8Qn18fF7Y+9jtdtmwYYPUqlVL3N3dX9j7JBYr5WOlXETIx8yslIsI+ZiZlXIRIR8zs1IuIuRjZomVS3h4uAQGBho1wtNQ7CUBjqabPj4+L7zY8/LyEh8fnyT/ZROxVj5WykWEfMzMSrmIkI+ZWSkXEfIxMyvlIkI+ZpbYucTn9i46aAEAAAAAC6LYAwAAAAALotgDAAAAAAui2AMAAAAAC6LYAwAAAAALotgDAAAAAAui2AMAAAAAC6LYAwAAAAALotgDAAAAAAui2AMAAAAAC6LYAwAAAAALotgDAAAAAAui2AMAAAAAC6LYAwAAAAALotgDAAAAAAui2AMAAAAAC6LYAwAAAAALotgDAAAAAAui2AMAAAAAC3JzdQB4cRo2TNj87u4i7duLtGwpYrfH/3Xr1iXsfZ5VYuSTWLkAAAAALxpX9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9qLZtm2bNGzYUAICAsRms8nq1audnrfZbLH+TZgwIc5ljhw5Msb8+fPnf8GZAAAAAPivo9iL5t69e1KkSBGZPn16rM9funTJ6W/OnDlis9mkefPmT11uUFCQ0+t27NjxIsIHAAAAAIObqwMwk7p160rdunXjfD5TpkxOj9esWSNVq1aVnDlzPnW5bm5uMV4LAAAAAC8Sxd4zunLlinz33Xcyf/78f5z3+PHjEhAQIJ6enlK2bFkZP368ZM2aNc75IyIiJCIiwngcHh4uIiJ2u13sdnu8Y3R3j/es/z+/3enf+EpASP9KYuSTWLkklGO9J2T9mxn5mJeVchEhHzOzUi4i5GNmVspFhHzMLLFyScjybaqqLzCWJMtms8mqVaukSZMmsT7/0UcfyQcffCAXL14UT0/POJfzww8/yN27dyVfvnxy6dIlGTVqlFy4cEEOHz4s3t7esb5m5MiRMmrUqBjTFy1aJF5eXs+UDwAAAICk7/79+9KmTRsJCwsTHx+fp85LsReHfyr28ufPLzVr1pRPP/00Qcu9ffu2ZMuWTSZNmiSdOnWKdZ7YruwFBgbK9evX/3GFRteyZYJCE3d3u7RpEyKLFtUUuz3+l9GWLEnY+zyrxMgnsXJJKLvdLiEhIVKzZk1xT+glThMiH/OyUi4i5GNmVspFhHzMzEq5iJCPmSVWLuHh4ZIhQ4Z4FXs043wG27dvl7/++kuWPENlkCZNGsmbN6+cOHEiznk8PDzEw8MjxnR3d/cEbTjPegXZbndPULGXWN/LxMjH7PuYhG4DZkc+5mWlXETIx8yslIsI+ZiZlXIRIR8ze9G5JGTZ9Mb5DL788kspUaKEFClSJMGvvXv3rpw8eVIyZ878AiIDAAAAgMco9qK5e/euHDx4UA4ePCgiIqdPn5aDBw9KaGioMU94eLgsW7ZMOnfuHOsyqlevLtOmTTMe9+vXT3766Sc5c+aM7Nq1S5o2bSrJkyeX1q1bv9BcAAAAAPy30Ywzmr1790rVqlWNx3369BERkfbt28u8efNERGTx4sWiqnEWaydPnpTr168bj8+fPy+tW7eWGzduiJ+fn1SoUEF2794tfn5+Ly4RAAAAAP95FHvRVKlSRf6pv5quXbtK165d43z+zJkzTo8XL178PEIDAAAAgAShGScAAAAAWBDFHgAAAABYEMUeAAAAAFgQxR4AAAAAWBDFHgAAAABYEMUeAAAAAFgQxR4AAAAAWBDFHgAAAABYEMUeAAAAAFgQxR4AAAAAWBDFHgAAAABYEMUeAAAAAFgQxR4AAAAAWBDFHgAAAABYEMUeAAAAAFgQxR4AAAAAWBDFHgAAAABYEMUeAAAAAFgQxR4AAAAAWBDFHgAAAABYEMUeAAAAAFgQxR4AAAAAWBDFHgAAAABYEMUeAAAAAFgQxR4AAAAAWBDFHgAAAABYEMUeAAAAAFgQxR4AAAAAWBDFHgAAAABYEMUeAAAAAFgQxR4AAAAAWBDFHgAAAABYEMUeAAAAAFgQxR4AAAAAWBDFHgAAAABYEMUeAAAAAFgQxR4AAAAAWBDFHgAAAABYEMUeAAAAAFgQxR4AAAAAWBDFHgAAAABYEMUeAAAAAFgQxR4AAAAAWBDFHgAAAABYEMUeAAAAAFgQxR4AAAAAWBDFHgAAAABYEMVeNNu2bZOGDRtKQECA2Gw2Wb16tdPzHTp0EJvN5vRXp06df1zu9OnTJXv27OLp6SmlS5eWPXv2vKAMAAAAAOAxir1o7t27J0WKFJHp06fHOU+dOnXk0qVLxt8333zz1GUuWbJE+vTpIyNGjJD9+/dLkSJFpHbt2nL16tXnHT4AAAAAGNxcHYCZ1K1bV+rWrfvUeTw8PCRTpkzxXuakSZOkS5cu0rFjRxERmTlzpnz33XcyZ84cGThwYKyviYiIkIiICONxeHi4iIjY7Xax2+3xfm9393jP+v/z253+ja8EhPSvJEY+iZVLQjnWe0LWv5mRj3lZKRcR8jEzK+UiQj5mZqVcRMjHzBIrl4Qs36aq+gJjSbJsNpusWrVKmjRpYkzr0KGDrF69WlKkSCFp06aVatWqydixYyV9+vSxLuPhw4fi5eUly5cvd1pO+/bt5fbt27JmzZpYXzdy5EgZNWpUjOmLFi0SLy+vf5UXAAAAgKTr/v370qZNGwkLCxMfH5+nzsuVvQSoU6eONGvWTHLkyCEnT56UwYMHS926deXnn3+W5MmTx5j/+vXrEhkZKf7+/k7T/f395ejRo3G+z6BBg6RPnz7G4/DwcAkMDJRatWr94wqNrmXLeM8qIo+vgLVpEyKLFtUUuz3+l9GWLEnY+zyrxMgnsXJJKLvdLiEhIVKzZk1xT+glThMiH/OyUi4i5GNmVspFhHzMzEq5iJCPmSVWLo5Wf/FBsZcArVq1Mv5fuHBhCQ4Olly5csnWrVulevXqz+19PDw8xMPDI8Z0d3f3BG04z3oF2W53T1Cxl1jfy8TIx+z7mIRuA2ZHPuZlpVxEyMfMrJSLCPmYmZVyESEfM3vRuSRk2XTQ8i/kzJlTMmTIICdOnIj1+QwZMkjy5MnlypUrTtOvXLmSoPv+AAAAACChKPb+hfPnz8uNGzckc+bMsT6fIkUKKVGihGzatMmYFhUVJZs2bZKyZcsmVpgAAAAA/oMo9qK5e/euHDx4UA4ePCgiIqdPn5aDBw9KaGio3L17V/r37y+7d++WM2fOyKZNm6Rx48aSO3duqV27trGM6tWry7Rp04zHffr0kS+++ELmz58vR44ckbfeekvu3btn9M4JAAAAAC8C9+xFs3fvXqlatarx2NFJSvv27WXGjBly6NAhmT9/vty+fVsCAgKkVq1aMmbMGKf7606ePCnXr183Hrds2VKuXbsmw4cPl8uXL0vRokVl/fr1MTptAQAAAIDniWIvmipVqsjTRqL48ccf/3EZZ86ciTGtZ8+e0rNnz38TGgAAAAAkCM04AQAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIsV+yFh4fL6tWr5ciRIwl+7bZt26Rhw4YSEBAgNptNVq9ebTxnt9vlvffek8KFC0uqVKkkICBA2rVrJxcvXnzqMkeOHCk2m83pL3/+/AmODQAAAAASIskXey1atJBp06aJiMjff/8tJUuWlBYtWkhwcLCsWLEiQcu6d++eFClSRKZPnx7jufv378v+/ftl2LBhsn//flm5cqX89ddf0qhRo39cblBQkFy6dMn427FjR4LiAgAAAICEcnN1AP/Wtm3bZMiQISIismrVKlFVuX37tsyfP1/Gjh0rzZs3j/ey6tatK3Xr1o31OV9fXwkJCXGaNm3aNClVqpSEhoZK1qxZ41yum5ubZMqUKd5xRERESEREhPE4PDxcRB5fXbTb7fFejrt7vGf9//ntTv/GVwJC+lcSI5/EyiWhHOs9IevfzMjHvKyUiwj5mJmVchEhHzOzUi4i5GNmiZVLQpZvU1V9gbG8cClTppRjx45JYGCgtGvXTgICAuSDDz6Q0NBQKViwoNy9e/eZlmuz2WTVqlXSpEmTOOfZuHGj1KpVS27fvi0+Pj6xzjNy5EiZMGGC+Pr6iqenp5QtW1bGjx//1OJw5MiRMmrUqBjTFy1aJF5eXgnOBQAAAIA13L9/X9q0aSNhYWFx1iAOSf7KXmBgoPz888+SLl06Wb9+vSxevFhERG7duiWenp4v7H0fPHgg7733nrRu3fqpH3Lp0qVl3rx5ki9fPrl06ZKMGjVKKlasKIcPHxZvb+9YXzNo0CDp06eP8Tg8PFwCAwOlVq1a/7hCo2vZMv75iDy+AtamTYgsWlRT7Pb4X0ZbsiRh7/OsEiOfxMoloex2u4SEhEjNmjXFPaGXOE2IfMzLSrmIkI+ZWSkXEfIxMyvlIkI+ZpZYuTha/cVHki/2evXqJa+99pqkTp1asmXLJlWqVBGRx807Cxcu/ELe0263S4sWLURVZcaMGU+dN3qz0ODgYCldurRky5ZNli5dKp06dYr1NR4eHuLh4RFjuru7e4I2nGe9gmy3uyeo2Eus72Vi5GP2fUxCtwGzIx/zslIuIuRjZlbKRYR8zMxKuYiQj5m96FwSsuwkX+x1795dSpUqJefOnZOaNWtKsmSP+5zJmTOnjB079rm/n6PQO3v2rGzevDlBV9pERNKkSSN58+aVEydOPPfYAAAAAMAhyRd7IiIlS5aUkiVLiqqKqorNZpP69es/9/dxFHrHjx+XLVu2SPr06RO8jLt378rJkyelbdu2zz0+AAAAAHBI8kMviIgsWLBAChcuLClTppSUKVNKcHCwfPXVVwlezt27d+XgwYNy8OBBERE5ffq0HDx4UEJDQ8Vut8srr7wie/fulYULF0pkZKRcvnxZLl++LA8fPjSWUb16dWMoCBGRfv36yU8//SRnzpyRXbt2SdOmTSV58uTSunXrf503AAAAAMQlyV/ZmzRpkgwbNkx69uwp5cuXFxGRHTt2yJtvvinXr1+X3r17x3tZe/fulapVqxqPHZ2ktG/fXkaOHClr164VEZGiRYs6vW7Lli3GvYInT56U69evG8+dP39eWrduLTdu3BA/Pz+pUKGC7N69W/z8/J4lXQAAAACIlyRf7H366acyY8YMadeunTGtUaNGEhQUJCNHjkxQsVelShV52kgU8Rml4syZM06PHb2DAgAAAEBiSvLNOC9duiTlypWLMb1cuXJy6dIlF0QEAAAAAK6X5Iu93Llzy9KlS2NMX7JkieTJk8cFEQEAAACA6yX5ZpyjRo2Sli1byrZt24x79nbu3CmbNm2KtQgEAAAAgP+CJH9lr3nz5vLLL79IhgwZZPXq1bJ69WrJkCGD7NmzR5o2berq8AAAAADAJZL8lT0RkRIlSsjXX3/t6jAAAAAAwDSS/JW9/fv3y++//248XrNmjTRp0kQGDx7sNP4dAAAAAPyXJPlir1u3bnLs2DERETl16pS0bNlSvLy8ZNmyZTJgwAAXRwcAAAAArpHki71jx44Zg5wvW7ZMKleuLIsWLZJ58+bJihUrXBscAAAAALhIki/2VFWioqJERGTjxo1Sr149EREJDAyU69evuzI0AAAAAHCZJF/slSxZUsaOHStfffWV/PTTT1K/fn0RETl9+rT4+/u7ODoAAAAAcI0kX+xNmTJF9u/fLz179pQhQ4ZI7ty5RURk+fLlUq5cORdHBwAAAACukeSHXggODnbqjdNhwoQJkjx5chdEBAAAAACul+SLvbh4enq6OgQAAAAAcJkkX+xFRkbK5MmTZenSpRIaGhpjbL2bN2+6KDIAAAAAcJ0kf8/eqFGjZNKkSdKyZUsJCwuTPn36SLNmzSRZsmQycuRIV4cHAAAAAC6R5Iu9hQsXyhdffCF9+/YVNzc3ad26tcyePVuGDx8uu3fvdnV4AAAAAOASSb7Yu3z5shQuXFhERFKnTi1hYWEiItKgQQP57rvvXBkaAAAAALhMki/2XnrpJbl06ZKIiOTKlUs2bNggIiK//vqreHh4uDI0AAAAAHCZJF/sNW3aVDZt2iQiIm+//bYMGzZM8uTJI+3atZM33njDxdEBAAAAgGsk+d44P/jgA+P/LVu2lGzZssmuXbskT5480rBhQxdGBgAAAACuk+SLvSeVKVNGypQp4+owAAAAAMClknwzzvHjx8ucOXNiTJ8zZ458+OGHLogIAAAAAFwvyRd7s2bNkvz588eYHhQUJDNnznRBRAAAAADgekm+2Lt8+bJkzpw5xnQ/Pz+jl04AAAAA+K9J8sVeYGCg7Ny5M8b0nTt3SkBAgAsiAgAAAADXS/IdtHTp0kV69eoldrtdqlWrJiIimzZtkgEDBkjfvn1dHB0AAAAAuEaSL/b69+8vN27ckO7du8vDhw9FRMTT01Pee+89GTRokIujAwAAAADXSPLFns1mkw8//FCGDRsmR44ckZQpU0qePHnEw8PD1aEBAAAAgMsk+WLPIXXq1PLyyy+7OgwAAAAAMIUk30ELAAAAACAmij0AAAAAsCCKPQAAAACwIIo9AAAAALAgSxR7X331lZQvX14CAgLk7NmzIiIyZcoUWbNmjYsjAwAAAADXSPLF3owZM6RPnz5Sr149uX37tkRGRoqISJo0aWTKlCmuDQ4AAAAAXCTJF3uffvqpfPHFFzJkyBBJnjy5Mb1kyZLy+++/uzAyAAAAAHCdJF/snT59WooVKxZjuoeHh9y7d88FEQEAAACA6yX5Yi9Hjhxy8ODBGNPXr18vBQoUSPyAAAAAAMAE3FwdwL/Vp08f6dGjhzx48EBUVfbs2SPffPONjB8/XmbPnu3q8AAAAADAJZJ8sde5c2dJmTKlDB06VO7fvy9t2rSRgIAAmTp1qrRq1crV4QEAAACASyT5Yk9E5LXXXpPXXntN7t+/L3fv3pWMGTO6OiQAAAAAcClLFHsOXl5e4uXl5eowAAAAAMDlkmSxV6xYMbHZbPGad//+/S84GgAAAAAwnyRZ7DVp0sT4/4MHD+Szzz6TggULStmyZUVEZPfu3fLHH39I9+7dXRQhAAAAALhWkiz2RowYYfy/c+fO8s4778iYMWNizHPu3LnEDg0AAAAATCHJj7O3bNkyadeuXYzpr7/+uqxYscIFEQEAAACA6yX5Yi9lypSyc+fOGNN37twpnp6eLogIAAAAAFwvyRd7vXr1krfeekveeecd+frrr+Xrr7+Wt99+W3r06CG9e/dO0LK2bdsmDRs2lICAALHZbLJ69Wqn51VVhg8fLpkzZ5aUKVNKjRo15Pjx4/+43OnTp0v27NnF09NTSpcuLXv27ElQXAAAAACQUEm+2Bs4cKDMnz9f9u3bJ++884688847sn//fpk7d64MHDgwQcu6d++eFClSRKZPnx7r8x999JF88sknMnPmTPnll18kVapUUrt2bXnw4EGcy1yyZIn06dNHRowYIfv375ciRYpI7dq15erVqwmKDQAAAAASIkl20PKkFi1aSIsWLf71curWrSt169aN9TlVlSlTpsjQoUOlcePGIiKyYMEC8ff3l9WrV0urVq1ifd2kSZOkS5cu0rFjRxERmTlzpnz33XcyZ86cOIvRiIgIiYiIMB6Hh4eLiIjdbhe73R7vfNzd4z3r/89vd/o3vhIQ0r+SGPkkVi4J5VjvCVn/ZkY+5mWlXETIx8yslIsI+ZiZlXIRIR8zS6xcErJ8m6rqC4wlybLZbLJq1SpjmIdTp05Jrly55MCBA1K0aFFjvsqVK0vRokVl6tSpMZbx8OFD8fLykuXLlzsNF9G+fXu5ffu2rFmzJtb3HjlypIwaNSrG9EWLFjFoPAAAAPAfdv/+fWnTpo2EhYWJj4/PU+e1xJW9xHD58mUREfH393ea7u/vbzz3pOvXr0tkZGSsrzl69Gic7zVo0CDp06eP8Tg8PFwCAwOlVq1a/7hCo2vZMt6zisjjK2Bt2oTIokU1xW6P/2W0JUsS9j7PKjHysVIuIomXT0LZ7XYJCQmRmjVrintCL9makJXysVIuIuRjZlbKRYR8zMxKuYiQj5klVi6OVn/xQbFnQh4eHuLh4RFjuru7e4I2nGe9gmy3uyeooEis72Vi5GOlXEQSL59nldBt2uyslI+VchEhHzOzUi4i5GNmVspFhHzM7EXnkpBlJ/kOWhJLpkyZRETkypUrTtOvXLliPPekDBkySPLkyRP0GgAAAAB4Hij24ilHjhySKVMm2bRpkzEtPDxcfvnlFylbtmysr0mRIoWUKFHC6TVRUVGyadOmOF8DAAAAAM9DkmzGGf1+tn8yadKkeM979+5dOXHihPH49OnTcvDgQUmXLp1kzZpVevXqJWPHjpU8efJIjhw5ZNiwYRIQEODU+Ur16tWladOm0rNnTyPW9u3bS8mSJaVUqVIyZcoUuXfvntE7JwAAAAC8CEmy2Dtw4IDT4/3798ujR48kX758IiJy7NgxSZ48uZQoUSJBy927d69UrVrVeOwoKtu3by/z5s2TAQMGyL1796Rr165y+/ZtqVChgqxfv148PT2N15w8eVKuX79uPG7ZsqVcu3ZNhg8fLpcvX5aiRYvK+vXrY3TaAgAAAADPU5Is9rZs2WL8f9KkSeLt7S3z58+XtGnTiojIrVu3pGPHjlKxYsUELbdKlSrytJEobDabjB49WkaPHh3nPGfOnIkxrWfPnsaVPgAAAABIDEn+nr2JEyfK+PHjjUJPRCRt2rQyduxYmThxogsjAwAAAADXSfLFXnh4uFy7di3G9GvXrsmdO3dcEBEAAAAAuF6SL/aaNm0qHTt2lJUrV8r58+fl/PnzsmLFCunUqZM0a9bM1eEBAAAAgEskyXv2ops5c6b069dP2rRpI/b/H6nazc1NOnXqJBMmTHBxdAAAAADgGkm+2PPy8pLPPvtMJkyYICdPnhQRkVy5ckmqVKlcHBkAAAAAuE6SL/YcUqVKJcHBwa4OAwAAAABMwRLF3t69e2Xp0qUSGhoqDx8+dHpu5cqVLooKAAAAAFwnyXfQsnjxYilXrpwcOXJEVq1aJXa7Xf744w/ZvHmz+Pr6ujo8AAAAAHCJJF/sjRs3TiZPnizr1q2TFClSyNSpU+Xo0aPSokULyZo1q6vDAwAAAACXSPLF3smTJ6V+/foiIpIiRQq5d++e2Gw26d27t3z++ecujg4AAAAAXCPJF3tp06Y1Bk/PkiWLHD58WEREbt++Lffv33dlaAAAAADgMkm+g5ZKlSpJSEiIFC5cWF599VV59913ZfPmzRISEiLVq1d3dXgAAAAA4BJJvtibNm2aPHjwQEREhgwZIu7u7rJr1y5p3ry5DB061MXRAQAAAIBrJPliL126dMb/kyVLJgMHDnRhNAAAAABgDkmy2AsPD4/3vD4+Pi8wEgAAAAAwpyRZ7KVJk0ZsNlu85o2MjHzB0QAAAACA+STJYm/Lli3G/8+cOSMDBw6UDh06SNmyZUVE5Oeff5b58+fL+PHjXRUiAAAAALhUkiz2KleubPx/9OjRMmnSJGndurUxrVGjRlK4cGH5/PPPpX379q4IEQAAAABcKsmPs/fzzz9LyZIlY0wvWbKk7NmzxwURAQAAAIDrJfliLzAwUL744osY02fPni2BgYEuiAgAAAAAXC9JNuOMbvLkydK8eXP54YcfpHTp0iIismfPHjl+/LisWLHCxdEBAAAAgGsk+St79erVk2PHjknDhg3l5s2bcvPmTWnYsKEcO3ZM6tWr5+rwAAAAAMAlkvyVPZHHTTnHjRvn6jAAAAAAwDSSZLF36NAhKVSokCRLlkwOHTr01HmDg4MTKSoAAAAAMI8kWewVLVpULl++LBkzZpSiRYuKzWYTVY0xn81mY1B1AAAAAP9JSbLYO336tPj5+Rn/BwAAAAA4S5LFXrZs2Yz/nz17VsqVKydubs6pPHr0SHbt2uU0LwAAAAD8VyT53jirVq0qN2/ejDE9LCxMqlat6oKIAAAAAMD1knyxp6pis9liTL9x44akSpXKBREBAAAAgOslyWacIiLNmjUTkcedsHTo0EE8PDyM5yIjI+XQoUNSrlw5V4UHAAAAAC6VZIs9X19fEXl8Zc/b21tSpkxpPJciRQopU6aMdOnSxVXhAQAAAIBLJdlib+7cuSIikj17dunXrx9NNgEAAAAgmiRb7DmMGDHC1SEAAAAAgOkk+Q5arly5Im3btpWAgABxc3OT5MmTO/0BAAAAwH9Rkr+y16FDBwkNDZVhw4ZJ5syZY+2ZEwAAAAD+a5J8sbdjxw7Zvn27FC1a1NWhAAAAAIBpJPlmnIGBgaKqrg4DAAAAAEwlyRd7U6ZMkYEDB8qZM2dcHQoAAAAAmEaSb8bZsmVLuX//vuTKlUu8vLzE3d3d6fmbN2+6KDIAAAAAcJ0kX+xNmTLF1SEAAAAAgOkk+WKvffv2rg4BAAAAAEwnyRd70T148EAePnzoNM3Hx8dF0QAAAACA6yT5Dlru3bsnPXv2lIwZM0qqVKkkbdq0Tn8AAAAA8F+U5Iu9AQMGyObNm2XGjBni4eEhs2fPllGjRklAQIAsWLDA1eEBAAAAgEsk+Wac69atkwULFkiVKlWkY8eOUrFiRcmdO7dky5ZNFi5cKK+99pqrQwQAAACARJfkr+zdvHlTcubMKSKP789zDLVQoUIF2bZtmytDAwAAAACXSfLFXs6cOeX06dMiIpI/f35ZunSpiDy+4pcmTRoXRgYAAAAArpPki72OHTvKb7/9JiIiAwcOlOnTp4unp6f07t1b+vfv/9zfL3v27GKz2WL89ejRI9b5582bF2NeT0/P5x4XAAAAAESX5O/Z6927t/H/GjVqyNGjR2Xfvn2SO3duCQ4Ofu7v9+uvv0pkZKTx+PDhw1KzZk159dVX43yNj4+P/PXXX8Zjm8323OMCAAAAgOiSfLH3pGzZskm2bNle2PL9/PycHn/wwQeSK1cuqVy5cpyvsdlskilTpni/R0REhERERBiPw8PDRUTEbreL3W6P93Lc3eM96//Pb3f6N74SENK/khj5WCkXkcTLJ6Ec23FCtmczs1I+VspFhHzMzEq5iJCPmVkpFxHyMbPEyiUhy7epqr7AWF6YzZs3S8+ePWX37t0xBk4PCwuTcuXKycyZM6VixYovLIaHDx9KQECA9OnTRwYPHhzrPPPmzZPOnTtLlixZJCoqSooXLy7jxo2ToKCgOJc7cuRIGTVqVIzpixYtEi8vr+cWPwAAAICk5f79+9KmTRsJCwuLUQc9KckWe40aNZKqVas6NeOM7pNPPpEtW7bIqlWrXlgMS5culTZt2khoaKgEBATEOs/PP/8sx48fl+DgYAkLC5OPP/5Ytm3bJn/88Ye89NJLsb4mtit7gYGBcv369X9codG1bJmwfNzd7dKmTYgsWlRT7Pb4X3pasiRh7/OsEiMfK+Uiknj5JJTdbpeQkBCpWbOmuCf0MqcJWSkfK+UiQj5mZqVcRMjHzKyUiwj5mFli5RIeHi4ZMmSIV7GXZJtx/vbbb/Lhhx/G+XytWrXk448/fqExfPnll1K3bt04Cz0RkbJly0rZsmWNx+XKlZMCBQrIrFmzZMyYMbG+xsPDQzw8PGJMd3d3T9CG86xXkO129wQVFIn1vUyMfKyUi0ji5fOsErpNm52V8rFSLiLkY2ZWykWEfMzMSrmIkI+ZvehcErLsJFvsXbly5amJurm5ybVr117Y+589e1Y2btwoK1euTNDr3N3dpVixYnLixIkXFBkAAAAAJOGhF7JkySKHDx+O8/lDhw5J5syZX9j7z507VzJmzCj169dP0OsiIyPl999/f6GxAQAAAECSLfbq1asnw4YNkwcPHsR47u+//5YRI0ZIgwYNXsh7R0VFydy5c6V9+/bi5uZ8cbRdu3YyaNAg4/Ho0aNlw4YNcurUKdm/f7+8/vrrcvbsWencufMLiQ0AAAAARJJwM86hQ4fKypUrJW/evNKzZ0/Jly+fiIgcPXpUpk+fLpGRkTJkyJAX8t4bN26U0NBQeeONN2I8FxoaKsmS/a+GvnXrlnTp0kUuX74sadOmlRIlSsiuXbukYMGCLyQ2AAAAABBJwsWev7+/7Nq1S9566y0ZNGiQODoVtdlsUrt2bZk+fbr4+/u/kPeuVauWxNWJ6datW50eT548WSZPnvxC4gAAAACAuCTZYk/k8QDq33//vdy6dUtOnDghqip58uSRtGnTujo0AAAAAHCpJF3sOaRNm1ZefvllV4cBAAAAAKaRZDtoAQAAAADEjWIPAAAAACyIYg8AAAAALIhiDwAAAAAsiGIPAAAAACyIYg8AAAAALIhiDwAAAAAsiGIPAAAAACyIYg8AAAAALIhiDwAAAAAsiGIPAAAAACyIYg8AAAAALIhiDwAAAAAsiGIPAAAAACyIYg8AAAAALIhiDwAAAAAsiGIPAAAAACyIYg8AAAAALIhiDwAAAAAsiGIPAAAAACyIYg8AAAAALIhiDwAAAAAsiGIPAAAAACyIYg8AAAAALIhiDwAAAAAsiGIPAAAAACyIYg8AAAAALIhiDwAAAAAsiGIPAAAAACyIYg8AAAAALIhiDwAAAAAsiGIPAAAAACyIYg8AAAAALIhiDwAAAAAsiGIPAAAAACyIYg8AAAAALIhiDwAAAAAsiGIPAAAAACyIYg8AAAAALIhiDwAAAAAsiGIPAAAAACyIYg8AAAAALIhiDwAAAAAsiGIPAAAAACyIYg8AAAAALIhiL4FGjhwpNpvN6S9//vxPfc2yZcskf/784unpKYULF5bvv/8+kaIFAAAA8F9FsfcMgoKC5NKlS8bfjh074px3165d0rp1a+nUqZMcOHBAmjRpIk2aNJHDhw8nYsQAAAAA/mvcXB1AUuTm5iaZMmWK17xTp06VOnXqSP/+/UVEZMyYMRISEiLTpk2TmTNnxvqaiIgIiYiIMB6Hh4eLiIjdbhe73R7vON3d4z3r/89vd/o3vhIQ0r+SGPlYKReRxMsnoRzbcUK2ZzOzUj5WykWEfMzMSrmIkI+ZWSkXEfIxs8TKJSHLt6mqvsBYLGfkyJEyYcIE8fX1FU9PTylbtqyMHz9esmbNGuv8WbNmlT59+kivXr2MaSNGjJDVq1fLb7/9Fud7jBo1Ksb0RYsWiZeX13PJAwAAAEDSc//+fWnTpo2EhYWJj4/PU+flyl4ClS5dWubNmyf58uWTS5cuyahRo6RixYpy+PBh8fb2jjH/5cuXxd/f32mav7+/XL58Oc73GDRokPTp08d4HB4eLoGBgVKrVq1/XKHRtWwZ71lF5PFVozZtQmTRoppit8f/0tOSJQl7n2eVGPlYKRcR8kksdrtdQkJCpGbNmuKe0Mu2JmOlXETIx8yslIsI+ZiZlXIRIR8zS6xcHK3+4oNiL4Hq1q1r/D84OFhKly4t2bJlk6VLl0qnTp2ey3t4eHiIh4dHjOnu7u4J2nCe9Qqy3e6eoAPwxPpeJkY+VspFhHwSW0K/o2ZmpVxEyMfMrJSLCPmYmZVyESEfM3vRuSRk2XTQ8i+lSZNG8ubNKydOnIj1+UyZMsmVK1ecpl25ciXe9/wBAAAAwLOg2PuX7t69KydPnpTMmTPH+nzZsmVl06ZNTtNCQkKkbNmyiREeAAAAgP8oir0E6tevn/z0009y5swZ2bVrlzRt2lSSJ08urVu3FhGRdu3ayaBBg4z53333XVm/fr1MnDhRjh49KiNHjpS9e/dKz549XZUCAAAAgP8A7tlLoPPnz0vr1q3lxo0b4ufnJxUqVJDdu3eLn5+fiIiEhoZKsmT/q6HLlSsnixYtkqFDh8rgwYMlT548snr1ailUqJCrUgAAAADwH0Cxl0CLFy9+6vNbt26NMe3VV1+VV1999QVFBAAAAAAx0YwTAAAAACyIYg8AAAAALIhiDwAAAAAsiGIPAAAAACyIYg8AAAAALIhiDwAAAAAsiGIPAAAAACyIYg8AAAAALIhiDwAAAAAsiGIPAAAAACyIYg8AAAAALIhiDwAAAAAsiGIPAAAAACyIYg8AAAAALIhiDwAAAAAsyM3VAQCA2TRsmLD53d1F2rcXadlSxG6P32vWrUt4XAAAAAnBlT0AAAAAsCCKPQAAAACwIIo9AAAAALAgij0AAAAAsCCKPQAAAACwIIo9AAAAALAgij0AAAAAsCCKPQAAAACwIIo9AAAAALAgij0AAAAAsCCKPQAAAACwIIo9AAAAALAgij0AAAAAsCCKPQAAAACwIIo9AAAAALAgij0AAAAAsCCKPQAAAACwIIo9AAAAALAgij0AAAAAsCCKPQAAAACwIIo9AAAAALAgij0AAAAAsCA3VwcAAHhxGjZM2Pzu7iLt24u0bClit8f/devWJex9npXV8gEA4EXiyh4AAAAAWBDFHgAAAABYEMUeAAAAAFgQxR4AAAAAWBDFHgAAAABYEMUeAAAAAFgQxR4AAAAAWBDFXgKMHz9eXn75ZfH29paMGTNKkyZN5K+//nrqa+bNmyc2m83pz9PTM5EiBgAAAPBfRbGXAD/99JP06NFDdu/eLSEhIWK326VWrVpy7969p77Ox8dHLl26ZPydPXs2kSIGAAAA8F/l5uoAkpL169c7PZ43b55kzJhR9u3bJ5UqVYrzdTabTTJlyvSiwwMAAAAAA8XevxAWFiYiIunSpXvqfHfv3pVs2bJJVFSUFC9eXMaNGydBQUFxzh8RESERERHG4/DwcBERsdvtYrfb4x2fu3u8Z/3/+e1O/8ZXAkL6VxIjHyvlIkI+z4pt7b+9bkQSL5+EcvwGJOS3wKyslIsI+ZiZlXIRIR8zS6xcErJ8m6rqC4zFsqKioqRRo0Zy+/Zt2bFjR5zz/fzzz3L8+HEJDg6WsLAw+fjjj2Xbtm3yxx9/yEsvvRTra0aOHCmjRo2KMX3RokXi5eX13HIAAAAAkLTcv39f2rRpI2FhYeLj4/PUeSn2ntFbb70lP/zwg+zYsSPOoi02drtdChQoIK1bt5YxY8bEOk9sV/YCAwPl+vXr/7hCo2vZMt6zisjjM99t2oTIokU1xW6P/+nzJUsS9j7PKjHysVIuIuTzrNjW/tvrRiTx8kkou90uISEhUrNmTXFP6GVOk7FSLiLkY2ZWykWEfMwssXIJDw+XDBkyxKvYoxnnM+jZs6d8++23sm3btgQVeiIi7u7uUqxYMTlx4kSc83h4eIiHh0esr03IhvOsV5DtdvcEHRQl1vcyMfKxUi4i5POs2Nb+2+tGJPHyeVYJ/T0wMyvlIkI+ZmalXETIx8xedC4JWTa9cSaAqkrPnj1l1apVsnnzZsmRI0eClxEZGSm///67ZM6c+QVECAAAAACPcWUvAXr06CGLFi2SNWvWiLe3t1y+fFlERHx9fSVlypQiItKuXTvJkiWLjB8/XkRERo8eLWXKlJHcuXPL7du3ZcKECXL27Fnp3Lmzy/IAAAAAYH0UewkwY8YMERGpUqWK0/S5c+dKhw4dREQkNDRUkiX73wXTW7duSZcuXeTy5cuSNm1aKVGihOzatUsKFiyYWGEDAAAA+A+i2EuA+PRls3XrVqfHkydPlsmTJ7+giAAAAAAgdtyzBwAAAAAWRLEHAAAAABZEsQcAAAAAFkSxBwAAAAAWRLEHAAAAABZEb5wAALhIw4YJm9/dXaR9e5GWLUXs9vi9Zt26hMcFALAGruwBAAAAgAVR7AEAAACABVHsAQAAAIAFUewBAAAAgAVR7AEAAACABVHsAQAAAIAFUewBAAAAgAVR7AEAAACABVHsAQAAAIAFUewBAAAAgAVR7AEAAACABVHsAQAAAIAFUewBAAAAgAVR7AEAAACABVHsAQAAAIAFUewBAAAAgAVR7AEAAACABVHsAQAAAIAFUewBAAAAgAVR7AEAAACABVHsAQAAAIAFUewBAAAAgAW5uToAAACQ9DVsmLD53d1F2rcXadlSxG6P/+vWrUvY+zwr8kl4PlbKRYR8nhXbmrnWDVf2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2AAAAAMCCKPYAAAAAwIIo9gAAAADAgij2nsH06dMle/bs4unpKaVLl5Y9e/Y8df5ly5ZJ/vz5xdPTUwoXLizff/99IkUKAAAA4L+KYi+BlixZIn369JERI0bI/v37pUiRIlK7dm25evVqrPPv2rVLWrduLZ06dZIDBw5IkyZNpEmTJnL48OFEjhwAAADAfwnFXgJNmjRJunTpIh07dpSCBQvKzJkzxcvLS+bMmRPr/FOnTpU6depI//79pUCBAjJmzBgpXry4TJs2LZEjBwAAAPBf4ubqAJKShw8fyr59+2TQoEHGtGTJkkmNGjXk559/jvU1P//8s/Tp08dpWu3atWX16tVxvk9ERIREREQYj8PCwkRE5ObNm2K32/9FBv/ELvfv3xeRGyLiHu9X3bjxwgL6lxKej5VyESGfxMO2Rj6JhW2NfBIL2xr5JBa2tYTmc+fOHRERUdV/nlkRbxcuXFAR0V27djlN79+/v5YqVSrW17i7u+uiRYucpk2fPl0zZswY5/uMGDFCRYQ//vjjjz/++OOPP/744y/Wv3Pnzv1j/cKVPRMaNGiQ09XAqKgouXnzpqRPn15sNtsLe9/w8HAJDAyUc+fOiY+Pzwt7n8RipXyslIsI+ZiZlXIRIR8zs1IuIuRjZlbKRYR8zCyxclFVuXPnjgQEBPzjvBR7CZAhQwZJnjy5XLlyxWn6lStXJFOmTLG+JlOmTAmaX0TEw8NDPDw8nKalSZPm2YJ+Bj4+Pkn+yxadlfKxUi4i5GNmVspFhHzMzEq5iJCPmVkpFxHyMbPEyMXX1zde89FBSwKkSJFCSpQoIZs2bTKmRUVFyaZNm6Rs2bKxvqZs2bJO84uIhISExDk/AAAAADwPXNlLoD59+kj79u2lZMmSUqpUKZkyZYrcu3dPOnbsKCIi7dq1kyxZssj48eNFROTdd9+VypUry8SJE6V+/fqyePFi2bt3r3z++eeuTAMAAACAxVHsJVDLli3l2rVrMnz4cLl8+bIULVpU1q9fL/7+/iIiEhoaKsmS/e+Cably5WTRokUydOhQGTx4sOTJk0dWr14thQoVclUKcfLw8JARI0bEaEKaVFkpHyvlIkI+ZmalXETIx8yslIsI+ZiZlXIRIR8zM2MuNtX49NkJAAAAAEhKuGcPAAAAACyIYg8AAAAALIhiDwAAAAAsiGIPAAAAACyIYg8AAAAALIhiD8C/dujQIblw4YKrwwAA/Eeoqjg6lI+MjHRxNIB5UexZWFRUVKzTrTTahpVySapWrlwpr7zyijRr1kx69uwpv/32W5zbXlLi2LbOnz8vV69edXE0zy62dZHU109s33v2BcB/h+P7brPZZNu2bTJixAiJiIhwcVT/TvR9mJX2Z1bKJalinD2LioqKMgZ33717t0RGRorNZpNy5cqJyOMvn81mc2WICeaI+ezZs3Lnzh1JlSqVZMyYUVKlSuXq0J6LpLhOHM6fPy/nz5+Xt956S9KmTStBQUEyadIkcXd3d3Voz8SxLtasWSNjx46V3r17S7169SRNmjSuDi1Bou8H/vzzT3n48KEEBARIxowZXRzZs3Osm59++kn27NkjDx48kN69e0vq1KldHdpzk5T3BbFJqvlE//7APKIXesuWLZOWLVtK+vTp5dChQ5I5c2YXR/dsom9rjx49ksjISFMNyp0QfG/Mh2LPgqL/sA4dOlSWLVsmDx8+FDc3N2nUqJFMnDjRxREmnCOnVatWSf/+/cXT01Pu3r0rVapUka5duxpFbFLhyOfevXuSLFkySZkypatDSrDRo0dLyZIlpV69esa027dvy5w5c2Tx4sXi6+sr3333naRIkcKFUT67tWvXSps2bWTEiBHSpk0byZIli6tDSpDo+4FBgwbJ4sWLJSIiQu7evSvvvvuutGnTRgoUKODiKJ/NunXr5NVXX5WXX35Zjh07Jr6+vvL1119LqVKlXB3aM4l+IsvHx0fSpk3r6pCeiSOPvXv3yt69e8Vms0n58uWlUKFCSa7gi37Aun79ejl16pRkyZJFChUqJLly5XJxdM8mtoPwpHhg7tiWli1bJq1bt5aPPvpI5s2bJ/PmzZPixYu7OrwEi74OJk6cKJs3b5YbN25I6dKl5d1335UcOXIkme9O9Fzmzp0rhw4dkkePHknNmjWlUaNGLo7u+Ulq+zNRWNbYsWM1Y8aMumPHDg0LC9NBgwapzWbTN99809WhJUhkZKSqqv7000/q4+Ojn376qaqqTp8+Xd3c3HT27NmuDC/BoqKiVFX1+++/1xo1aujLL7+sderU0ePHj+ujR49cHF38XL58WTNlyqS1a9fWLVu2OD334MEDXbt2rRYrVkzr16+vdrvdNUH+C5cvX9aiRYvqxIkTVVU1IiJCb926pd9++63u2rXLxdElzOTJkzVDhgz6448/6tGjR3X69OlaoEAB7datm548edLV4cWb43tz9+5d7dy5s86dO1ftdruGhYVp7dq1NUuWLLpjxw4XR5lwjrxWr16t5cuX188++0zv37/v4qgSzpHHihUrNHPmzFqqVCmtWrWqpk2bVjdv3uw0j9lFj3PAgAGaNWtWLVasmJYrV06rVaumv/zyiwujezaO31FV1S1btujKlSv17NmzLozo3/n666/VZrPpnDlz9OHDh5o+fXrdtm2bq8P6VwYPHqwZMmTQYcOG6ciRIzVz5sxasWJF/emnn1wdWoL169dPM2bMqE2aNNHatWurzWbTvn376q1bt1wdWoI59gfXrl3T69ev64MHD1wcUcJR7FnEkiVL9Pbt28bjI0eOaP369fWHH35QVdVvv/1WfX19tVu3burl5aXdu3d3Vajxdvr0ab18+bLxeODAgdquXTtVVQ0NDdWcOXM6Fa43b95M9Bif1Zo1a9Tb21vfe+89/f7777Vo0aJaunRp3bRpk+kLPseO7+TJk1q0aFGtVatWjILPbrfrsmXLtGzZsvrxxx+7IMp/58aNG1quXDldsGCBXr58WYcPH66VK1fWtGnTau7cuXXOnDmuDjFOjoO6yMhIjYyM1MaNG2u/fv2c5lm0aJEGBATozJkzVdWcB+EPHz5UVefYduzYoQULFtRq1arp7t27neZ3FHw7d+5M1Difh9WrV6unp6dOnjxZQ0NDnZ4z47qJy7Zt29TPz08///xzVVXdt2+f2mw2dXd311WrVqlq0spn8uTJGhgYaGxT77//vqZIkUKDg4OTbGHRv39/9fHx0cDAQPXw8NAZM2bojRs3XB1Wgty/f19btGhhbGeqqkFBQbpy5Uqn+Rz7kKTgr7/+0ly5cun3339vTLt27ZoWK1ZMq1Sponfv3nVhdAmzefNm9ff3d9pHr1q1SlOkSKEjRoxwXWDPwLG/WrdunZYsWVKDgoI0R44cun79er13756Lo4s/ij0L+OSTT7ROnTpOZ+7u37+vn332md6+fVu3b9+uL730ks6YMUNVVbt06aI2m01btWrlqpD/0YEDB9TX11cXLlxoTHvnnXd08uTJGhYWpgEBAdqtWzens+JLlixJEleRTpw4ocWKFdOpU6eq6uPCIlu2bJo2bVrNmjWrbtq0yfQ/Uo6C9OTJkxocHBxrwXfv3j19++23tVatWknuTNjt27e1cuXKWrZsWfXy8tJmzZrp9OnT9Y8//tA6deroe++95+oQYxX9QPr3339XVdXq1atrnz59VPXxFUqHd955RwsWLGjKbW3jxo06f/78GNOvXLmiL7/8stpsNv3xxx9V1fmKRf369dXT0zNGIWhmFy5c0BIlSui0adNU9fGV8Vu3bunq1av1zz//VFXnHM0iKirKaXuz2+06evRoHTp0qKqqnjt3TrNmzapvvPGGdunSRd3c3HTDhg3Ga83uxo0b2qxZM6PlyLfffqs+Pj7ap08frVatmgYHByeJK3zRP+tdu3ZpyZIldfv27Xrz5k0dNmyY+vr66scff6zXr193YZTxd/HiRVV13pepqhYvXlzHjx9vPP7444915MiRSWJbU1X9448/NCAgQPft26eqavxmXrx4Ub29vXXWrFmuDO+pntw/rV69WvPmzathYWEaFRVlPD9//nz19PTU/fv3uyLMZ7Zu3Tr19vbWcePG6e+//65t27bVzJkz65w5c5JMwUexZxGOg+9ffvnFuBrmOIgbMGCAtm3b1tgoR48erY0aNdJ69eqZ8iDi4MGDmjJlSh04cKDT9DFjxmjGjBk1S5Ys+u677xqFnd1u17Zt22rfvn1j/ACY0Z9//qnjx4/X+/fv68WLFzVXrlzavXt3tdvtWqhQIS1durR+//33pr/C59h2Tpw4EWfBd+3aNc2UKZNxIGtGjoOBs2fP6vHjx/X48eOq+vhg76uvvtIvv/zSaYfetGnTGNumGUT/Lr/99tsaEBCgDx480AEDBmjatGn1ypUrqqrG9+ajjz7SGjVqmPJgaObMmfr222+raszCwFHwFSxYUE+cOBFjnubNm+uxY8cSL9h/6caNG1qoUCGdP3++RkRE6IgRI7R8+fKaMWNG9fT01O3bt7s6RCeO7Sz6SYKTJ09qRESEHj58WHft2qV37tzRsmXLateuXVVVdffu3Wqz2dRms+m6detcEvezOHDggJ46dUp/++03zZo1q7EfmzhxotpsNs2UKZNxcG4Wdrtdr127FmP65MmTdcCAAcaJH4dRo0apr6+vTpw40fRX+A4ePKgVKlRwunXDURTVqFFDhw0bpqqqw4YN02TJkumhQ4dcEuc/ib6/csR/9epVTZMmjU6YMMF47uHDh/ro0SMtU6aMfvDBB4keZ0INGjRIf/zxR92xY4cmS5ZMDxw4oKr/Oz49deqUBgYGGi3OkoLz589rlSpVjPVy/vx5zZUrl+bNm1dTpEihX3zxhYaHh7s4yn9GsZfEOb5EUVFR+uOPP6q3t7dOmjTJOEtnt9u1du3aWr9+fVV9fMWvadOmOnfuXGMZZir4Dh06pD4+PsZO2+HChQt6+/Ztbdiwofr4+Bj5PXjwQAcNGqQBAQH6119/uSLkZ+KItWvXrvrqq68aTTRatmypNptNCxcubLozRk/bTo4fPx5nwTd58mR95513XnB0zyb6fUY5c+bUnDlzaooUKbRLly568OBBp3nDw8N14MCBmj59ej169Kgrwo2Xy5cva+fOnY37pG7cuKGVKlXS3Llz66lTp/Tu3bsaERGh1atX19atW7s42titWrXKaHlw7tw5vXjxotOB6NWrV7Vo0aJauHBh475DMxat8XHr1i1t1aqVFitWTH18fLRx48Y6efJkvXDhglapUsUomMwkNDRUmzRpolFRUbp27VrNmjWr0/537969WqJECf3jjz9U9fFtBa1atdIhQ4YYVyvN5J9+AydPnqx16tQx7qVcuHChNmrUSCdMmGC6k3IrVqyItSnza6+9pjabTatXr6537txxem706NGaPn16HTlypIaFhSVWqAl29OhRrVevnlavXj3Glf+33npL+/XrpyNHjlRPT0/du3evi6J8uuj7qVmzZunEiRON4nz8+PH60ksvOR2f2e12LVKkiH7yySeJHeo/ip7L8uXLNUOGDLp582a9ffu2NmrUSGvWrOlUcF+5ckXz5cvn1FTVbKK3WIiKitJr167plClT9MaNG3r58mXNly+fdunSRVVVX3nlFc2SJYtOnz7ddMdrT6LYS8Ji+4Hq2bOn5s6dW6dMmWLsQJYuXaru7u5apUoV4wDJcXbfTAdIt27dUpvNphUqVHDKbcSIEVqvXj29ceOG/vTTT1q8eHHNkCGDVq5cWWvUqKH+/v6mbBYQGRlpHAg4Dlaj34MYGRmptWrVcipse/furQcOHIhx346rRV8fn332mfbo0UObNGmiGzdu1KtXr6qq6rFjxzQ4OFhr166tW7duNeYPCQnRLl26mKIp56pVq2IUatu2bdNUqVLpZ599pr/++quuXLlSCxYsqK+++qrRTOvrr7/Wxo0ba44cOUy5rTl8+eWXmiFDBn355ZedtqGDBw9qzZo1NXXq1FqkSBENDg7WQoUKxXpfnKtFRUXp5s2b9dSpU7p161YNDg7WoKAgzZgxoy5atMi4N9lR8BUvXjzJXMlzfM5Hjx7VDRs26LZt2/TmzZt69epV/eabb/Tzzz93OkvcuHFjHTNmjKvCjdPKlSu1bNmyWqxYMXV3d9dvvvnG6fmQkBC12Wz666+/qqrq0KFDtXbt2qa87yj6tj9nzhwdOXKkDh8+XA8ePGjss8aPH6+BgYH6xx9/GPfBjho1ynidmQq+Xr166bvvvhvrc71799bkyZPr/Pnz9e+//3Z6rl+/flqrVi1T7Qti89dff+krr7yilStXdir4+vXrpzabTVOmTGnaQi/67+jZs2f15Zdf1rx58+rMmTP177//1kuXLmnv3r3V19dXu3TpoiNGjNDq1atrUFCQqW9R+e6777Rnz55OLXjWrFmjdevW1eLFi+vChQt11apVWqdOHS1RooSpvi9Pcmz/u3fv1m+//VZVH59wVH3cb0T9+vWNEyJ9+/bVNGnSqL+/v+k7nqHYS6Ki7zRmzZqlX3zxhfG4T58+mj17dp0yZYreunVLHz16pCtXrtT27dvrgAEDjJ2GGb9wgwcP1pQpU+pnn32mqqoTJkzQdOnSGU1/oqKiNDw8XCdOnKhDhgzR6dOnm65HwcWLFzsVO8uWLdMCBQpotmzZtHjx4kYPj6qqNWvW1GLFiunChQu1Z8+emiZNGmPHYkbvvfee+vn5ad++fbVx48YaFBSkI0aM0AsXLqjq4yt8xYoV0xIlSjg1bzLLVddu3brp2rVrVfV/O/Vhw4Zp7dq1nebbsWOH5suXz7giee3aNZ04caLptrXooqKi9Ntvv9WKFStqmjRp9NKlS8Z0hwULFugnn3yiM2fOdGoGbUabNm1Sb29vnTBhgp49e1Z79eqlvr6+OmnSJKeCL1u2bFq+fHlT3nsYXfSryNmyZdPg4GAtVaqUFipUKEZTzRs3buiQIUPUz8/PNFeRJ0yYYNxnrPq4gLPZbBoUFGQUqI5tKSIiQlu0aKE2m01LlCih3t7eMa6Um0H078bAgQM1derUWr9+fc2cObMGBwfrsGHD9P79+7p//36tVq2aZsyYUQsWLKgFChQw5QlTVdUPP/xQ33//fVV93Ax1z549+vPPPxvPd+rUSb28vHThwoUxTsBFv6JhFvv27dPvvvvOadrRo0f11Vdf1XLlyhn39W/ZskUrVaqkhw8fdkWYCdKrVy+tVq2a1qtXT3Pnzq3e3t46Y8YMffjwod66dUsXLFigJUuW1Lp162r79u2NfZsZj9l+/fVXLV68uPr6+sa4XSMkJEQ7d+6sXl5eWqJECa1Tp45pc4l+RW/FihVqs9m0UKFCTr+PrVq10jfeeMM4/u7Tp4/+/PPPsTabNhuKvSSuX79+GhgYqIMHD9bz588b03v37q3ZsmXTKVOmxNpLpdkO8KIXr8OGDVN3d3dt0KCB+vn56aZNm2LMY1bHjx/XMmXKaM2aNXXfvn0aGhqqadOm1YkTJ+qcOXN09OjR6u7ubtyPdPPmTS1WrJjmz59fg4KCjDbuZjR37lzNnj27cWVry5YtarPZNH/+/Dp48GCjuPjzzz+1Xbt2sa4vVx9EdOrUSb/88kunaX369NGqVauq6uMfIMeP0MKFC9XLy8vontzVsT8pts/Xbrfrli1bNG/evFq0aFHjYC6uQshsP7gOly5d0jp16hj3qZw6dUr9/Py0fPnyarPZdMKECUazzmvXrpm6CI/u559/Vl9fX+Nk1tq1a9VmszldJVq+fLm2b99es2bNapqryHfv3tVevXqpp6enEfvcuXN1wIABWrNmTa1atapxksrx23Ljxg1duHChfvLJJ8Z9sGZ17tw5rVy5slPHPv369dNy5crppEmTVFV1+/bt+sUXX+jHH39s6hOmBw8e1Bs3bui4ceO0cOHCmjVrVi1RooQ2b97cmKdbt26aKlUq/eabb2Jc4TPDfs4Rw+3bt7VChQparVo1Xb9+vdM8x48f19y5c2vx4sWNK3xmv7qi+vhkcJo0afS3334zmtO2bdtWM2XKpDNmzDCmPbnPNssxW2zbx8yZM7VAgQJavHhxPXXqVIznL1y4oDdv3jRea5ZconPEtmTJEk2ePLn27NlTy5Qp49SsuV+/fpo2bVodM2aMtm/fXr29vU2/b3Og2EvC5s2bp35+fk5XUKL/+PTp00dz5sypY8eOTRI7wegHr2PHjlWbzaY9evR46g+qGX6YnuRovtCoUSMdMmRIjGEuVq9ercmTJ9fJkycb0xz3JJrJk5/t559/rh999JGqPm7GlSZNGp01a5b27dtXfXx8dOjQoTHGbTLLwZBj2+revbv+8ccfevnyZSM2x3hNjvtcHNNDQkK0QIECTk1vzSL6d+W7777T2bNn61dffaWnT59W1cdNU4ODg7VMmTJGwZcUOi9yuHr1qk6fPl2vXr2qFy9e1CxZsmj//v1VVfWNN97QdOnS6fvvv2+678w/+fTTT437JENDQzVr1qxO+4c7d+7oiRMnTNli4cKFCzps2DD19vZ2uqdoyZIlWqVKFa1atarTCcd9+/aZoun2P5kwYYIWL15cq1SpYnRipPq4N+EuXbposWLFYv2dMcu+LTZTpkxRX19f3blzp965c0eHDBmiNpvNaby2rl27qs1mM3pINZuFCxfqvHnz9KefftJq1appgwYNYnTs0aVLF82cObM2adLE1PcaRjd9+nQtWrSohoeHO21DLVq00DRp0sQ6FIZZjnOix/HFF1/olClTnB6XKVNG27Rpo2fOnFHVx79TT8Zu5pP233zzjdpsNv3666/1zJkz6unpGaNlRefOnbV48eJasWJFU7ZWiAvFXhLWr18/7dy5s6r+74fnyS9Shw4dtHnz5qbZWfyT6PGPGjVK3dzcdPr06aa81+NJ0T/jtWvXaoMGDTRr1qzaokULY7pjPQ0aNEgrVKhg2sv/0eNasGCBqj6+2nL58mU9d+6c04DjV65c0YwZMzoN72HW7e3hw4d6/vx5LV26tE6aNMk4w/j6669rmjRpdNu2bcY2OGDAAA0ODjb1+I0DBgzQLFmyaN26dTUoKEhLly6ty5YtU9XHwxc4BoJ+8ux9UuDoYr1///766quvGtMHDBigAQEBmi5duiTTXbzDBx98oB07dtTTp0/rSy+9pF27djW2t/Xr1+v48ePVbreb9oDo4sWLOnjwYE2dOrVOnz7dmL506VKtWrWqVq5cWQ8fPqwjRozQnDlzmnb/Ft22bds0ICBAU6VKZbSscHz+oaGhpi6IYhMREaGtWrUy9ttr1qxRX19fY0y66PeEfvDBB6a6yuL43QgNDdXUqVMbV1V3796tlSpV0oYNGzoVfL1799Zp06YZ+wozc2xTkydP1ixZshgn3xwde/zxxx/q6emphQoV0oULF8YY2sTVou+T9uzZo02aNNGMGTM6DY/12WefacWKFfW1114zbYuYuISGhmrZsmWNnl4dJxkdQxg9ObSZ2TtkeRLFXhLWokULrV69uvHY8aX6+++/nXpEdGykSeVL92STzuTJk+vMmTNj9CBmRtF/ONetW6fly5fXdOnSOd3Dp/r4zGuBAgVMucP4/vvvNW/evHrq1Cl999131cvLy+k+wp07d2ru3LmNJmb79+/Xdu3a6ZQpU0x1tjuuA+abN29qo0aNtFKlSjpjxgyNjIzUS5cuabt27TRZsmRasmRJLVu2rKZNm9Y0zehis2DBAs2SJYvRicy0adPUw8NDV69eraqP89+yZYtmzpzZ6D3MjBz7pcOHD+uOHTucemuMiorStm3b6ptvvmmsz969e+vWrVuTRGuFJ82ZM0fz5s2rmTNn1m7duhnTIyMj9c0339TOnTubcp8Q/bt0/vx5HTJkiHp7extNOlUfd35UtWpVzZAhg+bIkUP37NnjilCfKq59wi+//KLp06fXJk2aGB1OqT6+Nyxnzpy6a9euxAoxwZ7M6cGDB1qoUCFdsmSJ/vjjj5o6dWrjJJzdbtePPvpIV6xY4fQaMxV8W7Zs0RkzZhhX8qN3mFGtWjWtVKmSdurUSXv06KHp06d3uppsJk+uF0ced+/e1WzZsmmDBg2cnt+3b5+++eab+sorr2hgYKBpWy0MHDhQa9WqpbVr19Z06dJp1qxZnQa3/+yzz7Ry5cpat25dU7aKiUtkZGSM1hQ5c+bUNWvWGI9nzJgR4/7RpIJiLwmI696n8ePHa1BQkO7YscNpZ33x4kWtWLGiMehwXMtwtacVn0/2xmmz2fTLL780bcHqiOvJz3n9+vVatWpVrV69ulMTmnfeeUdLly5tqqYnjqskjx490jx58mhAQID6+PjEGCtn48aNmidPHp0+fboePHhQGzRooO3btzeWY4aCL/qZ+eXLl+unn37qVBzcunVL27Rpo2XKlNFZs2YZ869YsULHjRunkyZNMl1b/Cc7T3jvvfe0U6dOqvq4EyAfHx/joO7OnTtGgb53715TrJOncXTbnSFDBi1ZsqQOHz7ceG7UqFGaMmVKfffdd7VVq1bq7e1tmk5L4uJYR3/88Yfu27fP6aRBkyZN1Gaz6bZt2zQsLEzDwsJ04MCBmjFjRtMNSxDXPTZnz56NteC7ePGi7ty505SdTEXfN2/atEmXLVumV69eNabv2LFD06RJo7Vq1dIFCxbo5s2btX79+lqkSBHTf39U/9dM22636zvvvKMNGjRQHx8fnTlzpjHP+fPntX79+k4durmaYyw5R+/Vr776qtpsNqPTLMdzqo+HZho8eLCWLVtWa9WqZdpmdNG3tc8//1w7deqkbdq0MZo9/vjjjxoQEKA1atTQ3bt3665du7Ru3br65ptv6r1799TT09OpqbRZLFiwQL29vXXHjh1679493bNnj3bo0EHz5s3rdC/8hAkT9K233jLlcaeDY992//79GK13IiIi9NGjR5o9e3ZjPQwfPlxtNpseOXIksUN9Lij2TO7JH6hNmzYZBw43b97UvHnzaoUKFXTt2rV648YNPXXqlDZo0EDLly9v2h+ouAq2J+ONnvv7779vugMhB0c+ISEh2rFjR23Tpo3269fPaDr3/fffa5UqVdTHx0fr16+vnTp1Mt1wEY0bN9ZZs2YZN4U77vHImzevHjlyJMa66dChg2bPnl0DAgK0VKlSpurC37Hd/Pbbb5orVy4NDg7WVKlSaZ48efS3334z5rt586ZR8H322WemOrv9NI6mcW+//bZ+/PHHumvXLqez95GRkTp79mydPn2603fIjPuDqKgovX37tlauXFkXLFig+/bt06FDh2pwcLD26NHDmG/AgAFavnx5rVOnjtM6NLNly5apn5+fvvTSS5ojRw6jgH348KGWL19es2TJotmyZdMqVaroSy+9ZKr9ger/vsubNm3SDh06aJs2bfS9994zng8NDTUKvugFhdm99957miZNGs2UKZNmzJhRv/zyS+NE186dO9Xf319tNpu+9dZb2qlTJ1N3xuIwZ84cTZs2rXHy8Ntvv1UfHx+tWrWq0Zzu8uXLWq9ePVMdGxw/flzfffddfeONN/Trr79W1cdXuNq1a6ceHh7G1WG73e504iEqKipJ3NrhaGbfp08f/eCDD9Rms+mgQYP07t27umvXLi1RooT6+/trlixZtHTp0vrgwQO9fv265smTRzdu3Ojq8GPo37+/1qhRw2naoUOHtGHDhhoQEGCsQ9W4by0yA8e2tG7dOq1Tp47mypVL27ZtG+MkSIUKFXTu3Ln64YcfqpeXl2mH9IgPir0kon///urr66s5cuTQlClT6qxZs1T18dWY8uXLa1BQkKZKlUqLFSumJUuWNHX3tqqPezYbOHCgDhgwQOfNm2c8/2S8Zos/LqtXr1YPDw/t0KGDvvbaaxoYGKhBQUHGmcf169drlSpV1N/fXz/88EPT3WPw5ZdfGmeGo6KidN++fXrgwAEtVKiQFi5cWH/99dcYN1v/+eefun37dmMdmaFYcvywHDx4UFOmTKlDhgzRc+fO6e7duzVNmjRat25dVf3fdnXz5k1t3bq1VqpUSSdOnGjK7W3dunXG0BWDBg0yxmWcP3++2mw2TZYsmS5ZssSY/86dO1qjRg0dOHCgS+KND8d29ODBAw0LC9PmzZsbTX5u3rypH3/8sRYqVMip4AsLCzN9hx+OvG7duqWFChXSefPm6bZt23TixInq4eGh/fr1M+ZdsmSJTps2TVetWhWjYyNXc+SxcuVK9fHx0S5duuh7772n2bNn10aNGhnfk3PnzhlnvM14JULV+Yr40aNHtWzZsrpjxw69ffu29ujRwximyFHw/fLLL+rv76/t2rUziicz7hei27t3rxYtWlTz5MljNP9btGiRpk2bVkuXLm3cu1u8eHHTHBscOnRIs2TJoj179tS5c+caA9arPm7S3bhxY6cO6BzxmuGEYnxs375dc+bMaQyrsn79enV3d3dq8qj6uLg9cuSI8ds1ZMgQzZs3r6mujjs+8ylTpmhwcHCMcYAdPVjmzZvX6XjOzOvqu+++0xQpUuigQYP0448/1gYNGmiJEiV00KBBxjyO4WM8PT2NMUOTKoo9k4r+JTly5IgWLFhQf/31Vz148KCOHz9ekyVLZvSMePfuXd27d6/Onz9fQ0JCTHXwHZsVK1ZomjRptEWLFtqsWTMtUKCA9u7d23je1T9C/yT65xoVFaXXr1/XokWL6vjx443p4eHhWqZMGadxWpYvX66tWrUyxqQzgyd3xpMnT9b+/fsbMd6/f18LFCighQsXdrryEL0nUVVzrbNz586pzWZzugqhqlqyZEktUqRIjPmvX7+uDRo00Jo1a5ruPrAbN25orVq11M/PTzt27KgeHh5OnUj06dNHPT09ddOmTXrx4kX966+/tHbt2lqiRAnTfv8d1q5dqxUrVtTmzZtr4cKFnc4AOwq+okWLart27VwYZcJt3LhR+/Tpo927dzcOYO/du6eff/65uru7a58+fVwcYUyOzz76Ojh48KDmzZvXaKZ5+vRpzZw5s9psNq1QoYKxfZ05c0bHjh1ryqa10fMJDw/XM2fOaO/evZ2m9+rVS7Nnz65Tp041Cj5Hk87XXnvNdPuEuK6UHDx4UEuWLKk5cuQwCr7t27frl19+qUOHDtVFixaZ5tjg1KlTGhgYqAMGDHCaHv135PDhw9q8eXPNlClTjI5zkoLly5drhQoVVPXxMU/q1KmNK+C3bt0yhpRyOHTokHbq1EnTpUvn8iGY4vqct27dqlmyZNGPPvrIqXOsrVu3avPmzbV79+5aq1YtUx3jqP6vE5xHjx4ZV4UbN26sQ4YMMea5fv26vv/++1q8eHGjYB0yZIhmz549SYzd+E8o9kwmek9Zqqrjx4/Xvn37Op0RjoqK0smTJ6vNZnMaoDs6Mx18R/fLL79o1qxZjZ3e4cOHNUOGDOrm5qYdOnQw5nP1j1FcPvjgA50+fbpTJwqXL1/WnDlz6vfff6+q/xsf59atW5olSxYdMWKEMa/ZO5kZOnSo+vv769ixY43ukx88eKAFCxbUwoUL62effaZ16tTRHDlymHYbO3DggGbPnl2rVKlirIsPP/xQbTab+vv7a/fu3bVOnTq6bt06PXHihKo+Xi9m+4FyOHnypAYEBGiKFCmMzlcceR09elQ7d+6sKVKk0MDAQC1atKhWqlTJNGfv4/Lzzz+rp6endu/eXZs2bapeXl7GkAQON2/e1NGjR2u5cuWSzI3+EREROmrUKE2RIkWMEwuOgs/LyyvGcCyu5DiwO336tM6aNctoOvf9998bJ+FCQ0M1Z86c2qVLF920aZOmTp1amzRpYmxnZt1fOwwbNkxLlSql6dKl01KlSjl1wqL6uNOfXLlyOQ3n8fPPP6vNZtNOnTqZ8grFV199FeOg3FHw5cqVy7gq+WTsZtgnfPjhh1q7dm2noS4cosd7+PBhfeWVV9Td3d3UzbdjK462bt2qFStW1OnTpxuDpjv8+OOP2qxZM+M3VvXxuvvoo49cfrtK9Fy+/PJLHT58uLZt29boCOyTTz5Rb29vHT58uG7dulXPnj2r9erV0/fee0/Xr1+vyZMn1x07drgq/Bi++uorLVWqVIzfkDJlymivXr2cpt24cUOrV69udGj28OFD07XCelYUeybSoEED7dmzp/E4IiJCu3fvrjabTevXrx9j/ilTpqi7u7uOHj06McNMsOg/LnPmzDF6oTt79qzmyJFDO3TooNOmTdMUKVI4XeEzo27duhlNlhxn7R038kYvyB3dp9erV88YQN1s4jp7N27cOH3ppZd01KhRxo9RRESE1qpVSytVqqQ1a9Y0DvLMeKY1KipK9+/fr3ny5NGqVavq2LFjNWPGjLp48WI9dOiQbt26VV977TUtUaJEvMZydIXon+upU6e0YsWKWrZsWc2aNav+8ccfqup8ULRr1y79/vvvdefOncZrzXoA/vvvv+v69euNlgm3b9/Wr776SgMCAmJcxbt161aMMafM7syZMzpu3LhYT8bdu3dPP/nkE/Xz89MrV664vIiI3vFF3rx5tWnTpvrtt98azx88eFCjoqK0SZMm+tprrxlnxUuWLKk2m01r1arlqtCfKvrn+s0332j69Ol12rRp2rJlS82cObP269cvxkFcx44dYwxT9Msvv5jyiuWpU6c0c+bMWq5cOad9RWRkpG7fvl19fHy0ZMmSpuoALLq6detqkyZNYn3Okc+DBw80KipKjxw5ou3atTOaspvZnDlzjAL2yJEjWr58efXw8HA6Rvv777+1fv362rZt2xjffzPts/v376+ZMmXSnj17asOGDdXf31/HjBmjqqoTJ07UkiVLqo+Pj+bKlUsLFSqkDx8+1CtXrmiBAgVM1RPvggULtFy5ck69g969e1dbtWqlLVq00LCwMKfv0NChQ7VUqVKmPzGfUBR7JvLXX38Z90057k25efOmDh8+XJMlS6aLFy+O8ZqxY8dqhQoVXH7QEJvoVyn379+vt2/f1sjISN2zZ48+fPhQa9SoYfTiePHiRc2WLZvabDbt2rWriyKOn/79+6u7u7vOmTPHaOIzYcIELVy4sNPZO1XVRo0aad++fVXVXO3Xo+/c9u7dq3v27HE6qBkzZoxmyZLFqeBzDFEQVw99ZrNv3z4tWrSo2mw246prdGfPntVvvvnG5WdSnxR93ezcuVPPnDmj9+7d07/++kvr16+vgYGBMWJ+sqmZGYtw1cdNZdKlS6c2m00HDx5sTL97965+/fXXGhAQoB07dnRhhAnj+C6Eh4c7HVjfvn1bhw8frqlSpXIaeFj1cdNoMzUNPHLkiKZNm1YHDhwY69Xt27dva5EiRXTVqlWq+vi3qXPnzvrdd9/pqVOnEjnahPnhhx+0V69e+tVXXxnTRo4cqcWLF9eBAwfqpUuXnOY36zBFsRUFP/zwgwYHB2ulSpViNFctW7as2mw2bd68eWKH+o8iIiK0bt262rZtW+NxbIYMGWK0ZDD7vbqqj4/VMmfOrEWLFjVOUDn2aR06dNBFixbpqlWrtEaNGlq4cGHj99Ns25rq4yb2WbNmNfoc2LZtm9psNqdj0NDQUN29e7fT2LS9e/fWfPnyxXrF1lUiIyN1xYoVWrNmTa1Ro4YR28aNGzV58uQ6ZMgQp/1xu3bttFWrVqY/vkkoij2TiP6FnzhxopYvX97oDjY8PFz79OmjyZMn1+XLl8f5WjPtNC5cuKD169fX77//XlevXq02m81prKKTJ09q4cKFdefOnaqqevXqVW3Tpo3OmzcvxlgnZuG4mqX6eBBuf39/nTdvnkZFRem5c+f0rbfe0gIFCmiPHj30q6++0u7du6u3t7fpuuqNvp306dNHAwMDNXXq1BocHKyvv/668dyYMWM0MDBQx4wZo6dPn3ZahlmLiSf9+uuvGhQUpBUqVDAOGOI6uDCD6Otm8ODBmidPHl25cqUR+4EDB7RevXqaNWtW4z6C1q1b64cffhjj9WbxZEw//PCD5suXz2mMUNXHBd+iRYvU09NT33zzzcQM8Zk48lq7dq1WqFBBg4KC9OWXX9bFixdreHi43rt3T0eMGKHe3t76ySefuDja2P3999/66quvOnWEo/p4X3f+/Hk9duyY3rt3T0uUKKFNmjTR06dPa79+/TRv3rwxCiWz2bNnjxYtWlTTpk3rVOyp/q/gGzx4cIxx2sy2b3uyV+oPPvhAVR8XfOvXr9egoCCtVKmSMc/du3f19ddfd7rKbzZ9+/Z1Gr/1yZYV586d0+bNm8cYn9ZMYvtsjx07psHBwVq8eHGj4Js9e7Y2btxYU6VKpZUqVdJXXnnFdM3sn/xNnD9/vtarV09VVRcuXOg0xEpYWJj++eefTvlv375dW7durX5+fi6/3zA6R8F2+PBhHT16tKZLl04bNmxo7LsWLVqkbm5u2rhxY+3QoYO+8cYbmjp1aj106JArw34hKPZM4MmDoV9//VXTpk2rjRo1ilHwubm5xRgQNbZluNr+/fu1efPmGhQUpJ6enrpo0SJV/d8O8ty5c+rn56eDBw/We/fu6aBBg7Rs2bJGt/Jm9c0332jp0qW1VatW6uvrq6lSpdLZs2er6uMxjD799FPNly+fce+U2cYBir6dfPvtt5orVy7dsmWL7ty5U2fPnq0BAQHG+Eaqj+8ZdXNz0zlz5rgi3Odi3759midPHi1Xrpzxo2bWgyCH4cOHq7+/v27cuDHG4LpHjhzR+vXrq5ubm5YqVUqzZ8/udCLCjEJCQnTZsmXG4w0bNmj69Om1RYsWTvPduXNHly5dqseOHUvsEJ/JDz/8oClSpNDhw4frvHnztGXLlpovXz4dM2aM3rlzR2/evKljxoxRm80W46q/Gdjtdq1YsaJ++umnxrT169drr1691MfHR7Nly6a1atXSlStXaq5cuTRLliwaGBhoumEi4jJt2jTNmzevVqlSJUZRN3r0aH3ppZdMuV4cou+njh07pq1bt1abzWb0xm232/XHH3/UggULau7cuXXs2LFavnx5rVixovFasxQUqv/7/dm3b5/myJFDg4ODY70KNGLECC1TpozpTyhE58jt2LFjGhQUpMWKFTOO3/7++289d+6c3rlzx3QtY1auXKkjRoxwuqftww8/1Fq1aunOnTvV29tbp0+fbjw3f/587du3r1NLhpMnT2rHjh1N2ZHJ4sWLNU+ePNquXTstUaKEpk+fXmvVqmU0496yZYt269ZN69Spo+3bt9fff//dxRG/GBR7JvL+++8bB9W//fab+vv7a/369Z0Kvn79+qnNZtMtW7a4MNL4mTt3rtpsNs2TJ4+uW7fOmP7o0SN98OCBfvDBB5ouXTrNnj27+vn5mf4AYt++fert7a1z5szRy5cv6+XLl/XNN99Ud3d3nT17ttMP8507d5w6cTGb7777Tjt16uTUY6XdbtdNmzZplixZnLof/uqrr0x1wPCk6AVsXCc99u3bpwUKFNCCBQuasjCKvq2EhoZqkSJFdOnSpar6eFy9gwcP6pgxY4wTPXfu3NHZs2frRx99ZBw0mOXgITZdunRRm82mK1euNKZt2LBB06VLF6PgM9uJK4fowyNERUVpRESENm3aNMY9ucOGDdPcuXMbTdDOnTunH374oSnv/QoLC9P8+fNrly5d9OjRozpu3DjNly+fNm/eXKdOnapffvmlFihQQHv16qVXrlzRHTt2mPIA/Gknb6ZPn65ly5bV9u3bx2im+uWXX5p63+bQv39/LVy4sLZu3Vrz5s2ryZIlM5oHP3r0SP/8809t3ry5Vq1aVV999VVT31Ot+jiu6dOna0BAgObJk0fXr1+vf/31l27atEnffPNN9fX1Nd2JUofVq1cbJ66mTp2q5cuXN55z7Lv++usvzZMnj1aoUCHWE9hm2sd98MEHmixZMh03bpxR8J07d864rSb6iV7H/YaxdVpkxt8fR6+vn376qRHfrFmztFy5clq7dm0jX8eYyGZu9fNvUeyZhN1u127dumndunWNLm1jK/jCwsKcNlwzcvx4fvvtt/rZZ5/pa6+9phUqVHAaC0z1cS4HDhzQlStXmm6cKdXHO+ToO7Q1a9bE2nypa9eumjp1al2wYIGxnszswoULWqRIEU2ZMqW2adPG6blHjx7p22+/rfXr1zd2gNGfM5OE/mD+8ssvWqJEiRhNUl3tk08+0Q4dOhif96lTpzRv3ry6dOlSXb9+vb7xxhtaokQJzZEjhxYqVCjWAazNtm5i0717d/Xy8nJqir5hwwb19/fXOnXquDCyfzZx4kR94403nMYCU1WtVauWMZRC9PuKGjVq5NS0zszrZ9OmTerm5qbZsmUzBkg/fvy4qj4++KlZs6aph7+IXtCsWLFCx44dq59//rn+/PPPxvQpU6Zo+fLltX379rH2rmfm9bNq1SpNnTq17t69Wx8+fKjXr1/X0aNHa7JkyXTq1KlO80a/T96sxwiO/fajR4/0q6++0nLlyqnNZtMUKVJogQIFtEKFCqZtRjdjxgy12Wy6bds2VX383fHz89OGDRsa8zi2x08//VRtNpsWKFAgRusMV4uKinL63kyePFl9fHx07NixRgE0c+ZMzZkzp3bu3FmPHTumGzZs0Dp16pj+fsPo9u/frxkyZHDqMCYiIkI/++wz9fX11aZNmzodz5k9n3+DYs9EVqxYodmyZTO6uFV9XPBlzpxZGzZs6DSuiar5duaOL4qj4HE83rVrl7Zo0UIrVKgQoymX2XaCsXEMerx+/Xr18vIy1oPj4PzkyZOaKlUqtdls+vXXX7sy1Hjbt2+fVq1aVbNlyxbjPtCJEydqsWLFYgwDYiaObWvLli3aq1cvbdu2rU6cODFGgfoks93o//nnn6vNZjOu4jk0bNhQs2fPru7u7tq7d2/98ccfNSIiQitUqGD63ncdYusJsFu3burl5eXUFP3bb7/VnDlzxmhmZybRB7aPvs9q1aqVFi9e3HjsODP88ccfa/ny5U15FTk2oaGhunfv3hhXISIjI/WVV17RoUOHxjj5ZQbR4+nfv79myZJFq1evrpUqVdIyZco47dumTp2qlSpV0kaNGsX4LTWzuXPnarFixWJsS++99566ubnp7NmzYzxnlvUUVxxPXnH86aefdN26dXrkyBHTnjCdOXOmuru7O7VOiIqK0u3bt2umTJmMe9wcFi9erF27dtU33njD1CcTHCZMmKA+Pj46evRoDQsL0/DwcJ09e7bmzJlT06ZNq0WLFtWGDRua7n7Dpzl37pwGBwfrF198EeO54OBg9fLy0iZNmiSJXP4tij0XeNqOuHHjxjF61/rtt9/UZrM5de1vVmvWrNESJUpoxYoVtV27dsbBz65du7Rly5ZaoUIFnTx5so4cOVJtNptxg7ZZ7dmzR202m3755Zf68OFDLVmypNauXdvpcv/Zs2e1c+fO+vbbb5u6Z8cnf2B//fVXrVy5staqVUsXLlyoqo/HDKxSpYo2bdrUNAcMcVm5cqX6+vpqu3btdPTo0Zo8eXJt1apVjDG0zGrmzJmaPHlyo5fDJ23evDnGze6VK1fW8ePHv/jg/qV9+/apn5+f0QFTdG+88Yb6+vrqmjVrjG3SzE2eo9u5c6e2atXKOLN/8uRJzZw5szZr1sxpvk6dOmn9+vVNd3IhISIiInTo0KEaEBBg+nsop06dqtmyZTM6AZs6daqmSJFCc+fO7dQ5y/vvv69vvvmmqZs3Pmnp0qXq7u5utEhwHJg6ekh0c3OL0eOrq8X125FUD6rnzJmjyZMn1/Xr1ztNd9yesm3bNg0ICNC6devqiRMn9MKFC9qsWTN9//33jXnNkvuiRYu0QYMGunLlyhhDJEycOFFTpUqlo0aNMk5qPXr0SPfv368XLlww3f2G0cXWUeGDBw+0cePGWrp0aaeLKI6hFyZPnmzqk4zPE8WeC02ZMkW/+eYbp94nQ0JCtGTJkrp582ZV/d8O4sSJE6bZWTzJ8eXav3+/enp66vDhw7V3795arFgxDQoKMg54fvnlF+3atavmz59fg4KCdO/eva4M+x8dPnxYP//8c6eeDletWqUvv/yyVq9eXUNDQ/X48eM6ZMgQrVChgunae0c/cJg5c6Z269ZNX3vtNV25cqXevXtXVR8PHFypUiX18vLSYsWKabNmzbRKlSrGFTKzFnxnz57VAgUKGL0c3rlzR9OlSxdjkFSzxv/FF1+oh4eHcV+XQ40aNWL03BgeHq7Hjh3TevXqaXBwsCl/aJ/06NEjrVKligYGBuru3btV9X/r4tSpU5o6dWp1c3PTtWvXujLMBFu2bJkWKFDAaZDhb7/9VgMCAjQ4OFg7dOigLVu21FSpUpl6EOh/8tVXX+k777yj/v7+pryX+u7du0ZnFw8fPtTOnTvrpEmTVPVx76i+vr46ZMgQbdasWYzWC47t0KwFn+rjLvu3bdumUVFRevv2ba1WrZo2atTI6VjhyJEj2rNnT/344481WbJkTp3suJLj892+fbsOHDhQBwwYoPPmzTOeN+txTFxu3bqlpUuXVn9/f6fpDRs21GzZshknqvbs2aN58+ZVX19fzZo1qyn31RcvXtRMmTKpzWbT8uXLa7p06bR+/fraq1cvY9uaN2+epk2bVj/44INYT8ab8Xvj2OZ++OEHbdeunbZv3944iXr79m0tVKiQlipVSqdMmaJbtmzRvn37aqFChSwzYHp8UOy5UIMGDbREiRKaL18+nT17tl68eFEfPXqklStX1tdee82YL/oBq1l3lPv27dMffvjB6Bb60aNH+uuvv2rhwoW1QIECRsF39epVvXz5sqmuvsTW2c3Zs2eNQUOjX0l58OCBrl27VsuUKaOenp6aM2dO9ff3N3XhOmDAAM2QIYP2799fGzVqpC+//LIOGDDAaKa5d+9erVSpkpYoUcKp0DDzVYlTp04ZzedOnz6tAQEBTuMzRj+LZzY3btzQ9OnTa/HixZ2+26+++qrmz58/xtAjX331lRYtWlSrVatm2iY0jjx++eUXo4B9+PChNmrUSDNlymQUfKqP1123bt20R48ephuW5EmOvKKvkzVr1ujLL7+srVq10n379qnq4+ZCXbp00datW2unTp2Mge+ToqNHjxpX983WUkH1ccHdpEkTzZcvn7777rt6+PBhvX79up46dUqPHDmiOXPmNK50LVy4UN3d3dXHx8dpsHizngRSfXziKkOGDFqhQgXjysvSpUu1atWqWqFCBd2wYYP+9NNPWrduXa1fv76qPj5xbLPZYr2f1xVWrFihadKk0RYtWmizZs20QIEC2rt3b+N5s+2/niYyMlJ//fVXLViwoJYrV05VHzffLlKkSIxxJiMiInTx4sW6evVqI0cz5RoREaGrVq3SnDlzap06dfTAgQPat29fDQ4O1sDAQM2ZM6fOnDlTixYtqi+99JIOHTrUtM1qVZ2/x+vXr9eUKVNq8+bNtUaNGmqz2fSjjz5S1ccFX6tWrbRo0aKaJUsWzZs3r7Hv/q+g2EskcZ0N2b9/v44ePVrTp0+v1apV048++sjolnzTpk2JHOWzuXbtmhYoUEBtNptTL45RUVG6d+9eDQ4O1kKFCv3j/VSuEBERod26dYux0w4LC9MJEyZozpw5tWrVqrG+NiQkRHfu3KmhoaGJEeozmTNnjubMmdPYsa1du1aTJUumQUFB+s477+idO3dU9fEVvsqVK2uDBg10w4YNrgz5qdauXauLFy/W8+fPa44cOXT58uWaM2dO7dq1q3EW9dChQ1q1alVTjffzpJ9++knTpUunHTp0UFXV5s2ba6FChYwB7GMbm85x0GC2s8WOWJcvX66ZM2fWHj16GD1PRkRE/F97dx5QU/r/Afx927QppUiSJGtaSETWiITsMmMZ2fdtkDVZsm+RJdmyDZKi7FmiEJE9GmNfwqB9735+f/S753vvlBlb7i2f1z8zzj3dnts95znP51k+D3Xp0oUMDQ0pNDSU4uPjae7cudSuXTuFX88m+VyHDh0iS0tLmaly0gGfdCIQIsVq3H2tN2/eKOR66o0bN5K2tjaNGjWKBgwYQBoaGtSuXTvhvtmyZQs5OjoKHVlhYWHUrVs32rBhg8J+L0UFni9evKA6depQixYthHrsyJEj1LNnT1JWVqaaNWtS48aNZe6hdevWKURwHhMTQ6ampkLgeefOHTIwMCAVFRWhviNSvHrsv1y/fp1q1KhBampqVK9evUId1kVdX4p4zeXk5FBoaChpaGjQ1KlTheORkZG0fPlycnZ2JmtraxKJROTs7KzQHSMS7969o23btglbRKSnp9OaNWtIWVlZ6KzPzc2ld+/e0f3790vUmt3vhYO9H0A60Dt06BBt3ryZfH196d27d0JlEBcXR6tWraIqVapQ5cqVSSQS0YoVK+RV5C+SnZ1NwcHBZGdnJ5OsgKjgQXbt2jUyNTWlxo0by6mEn5aenk6WlpZF9vKkpKTQunXryNzcnDw8PITjit5IlbZhwwby9vYmooI1bnp6erR69Wr6/fffSV9fnyZPniw06q5cuUJt2rSh5s2b06lTp+RZ7CJduXKFypUrRwEBAZSamkr9+/cnbW1t6tq1q8x5kj0bFTFFvLTz589T2bJlSU9Pj6ysrIQGq3R9MWvWLJnMdIrYeCAiioqKorJly1JAQECR05n79+9PWlpaZGZmprBTAyWk//4hISGkoaFBfn5+hRrSoaGh1LBhQ+rXrx9FRkYKx0tC46gkCgwMJCUlJZl1U8HBwSQSiYRpmtu2bSMjIyM6ffo0ZWVlUefOncnT01MmA6SiktTDkrK+fPmSatasSY6OjjIdV/Hx8fT48WPhOlWEoEn677p161YaPnw4ERXMkKlWrRoNHDiQ/Pz8SE1NTWaET1H92xY+jo6OZGNjUyKmA39Kfn4+HTx4kLS0tGTaNkQFI8vv3r2jHTt2CN+rItdpDx48IJFIRGZmZjLrc4kKMqIqKSkJI3w/Mw72fqBJkyaRoaEhNWrUiHR1dcnGxoY2b94sk5wgJyeH5s2bR0OHDlWISvxzZWRkUFhYGJmbm1Pbtm1lXhOLxRQXF1doepq8SSrpHj16UFpaGl28eJGWLFlCnp6eQrCTlZVFfn5+ZG1tTYMHDxZ+VhEbDdIPHUnPdlpaGr169UrYbmH58uVEVDDtrFKlSlSlShVatmyZUJlHR0dTx44dFW608uHDhzR79myaNWuWcOzo0aNkZ2dHrq6uFBISQidPnqQJEyaQrq6uQq2X+rcH5cWLF8nY2Jjc3NwoOztbZpG5i4sLGRsbK+S1JiEp74IFC4T98j61mXNERARFRkYq5DYrRAVrjKTr3Ldv35KDgwOtWrWKiArq5pSUFNq7d68QmB85coRq1KhBQ4YMUciZC6WBWCym58+fk5qaGrVv317IGJqfn0/p6elUvXp1YZPxGzduUNeuXUlPT48sLCzI0tKyRKSJX758ObVs2bLQM/LVq1dUpUoVat68OUVHRxf6DPIONKQzNl+/fp2SkpIoPz+frly5Qjk5OdS2bVv67bffiKjgs0j2bpOecq9IpDuhirpexGIxXb9+XRhZldzz8v4evkZ+fr6wrceQIUOE4//szFb0dmhSUhLNmDGD1NTUZPIrSKxfv55EIlGhtfA/Gw72fpC9e/eSkZER3bhxgzIzMyknJ4fc3d3JwcFBSLte1IiRot1okpsoNjaWAgICaPPmzcK6m8zMTAoLC6NatWqRs7OzPIv5RVJTU+ncuXOkra1NLVq0oMaNG5NIJKKJEydSYmIiZWZm0tq1a8nOzq7QBtCKQvphs3LlSpo/fz7duXNHOBYZGUnVqlUTvqtr165Rr169yN/fX/hZyXerCI1W6cr65cuXVL9+fapYsSLNmDFD5rygoCAhIYaNjQ21aNFCoQI9yQL3f2sMXLhwgXR0dOjXX38V1km6urpS7dq1FXpzZOnvaNiwYUVuLkxEJWJtxI4dO8jJyUlmes/Tp0/J1NSUwsLCKCcnh+bMmUNNmzYlTU1NMjAwoAsXLhBRQYKWf04DZ99fQEAAmZmZ0cSJE4V9APfu3UvKysoyG3Dfvn2bQkJCKCAgQGGnPv/TrVu3SENDg7p16yYEfJJ7PigoiJSUlKhx48Z0+/ZteRZTxsuXL6ljx4509OhRCg0NJZFIJGRDJSpY52plZSVk5H379i39+uuvtH37doXr+CUiWrRoEVlZWdGxY8eEY5/qILh+/TrVrl2bmjZtqhDPy68lCfjKli0rjMYquqK+k8zMTJo6dSopKSnRH3/8Uej1gIAAhZjiLE8c7BWTf/ZqL126lJo2bUpZWVnCgycjI4NcXFyoWbNmwnmK3PsoKVtwcDAZGxuTnZ0dtWjRQqbhIwn4LC0tyd7eXp7FLVJRf98HDx6Qqakp+fv7C6//8ccfVL58eWG7i6SkJFqyZAk1b95coTM4TZkyhQwMDGjHjh308uVL4fiFCxeobt26tGTJErp//z516tSJPDw8ipzeJK9rsKgRodu3b5NYLCZ/f38yMzOjRo0aCevBJHJycujp06f08eNHhdobcP78+VS9enUhWcd/BXySbSRcXFyoZs2aQqCnqA1VyZoVsVhM8+bNo9q1a9P9+/dlOg/S0tLIw8NDpgGlSCRlTUlJEe6Xp0+fCn/7fv36Ufny5alChQrUpUsXYZSvQYMGMr3hrPhI3zebN28mY2Nj8vb2pvXr15O2tjYFBgYS0afvE0UbGf9nPSAp3+3bt0lHR6dQ1s39+/fToEGDqE+fPgr1Wa5fv049evQgS0tLUldXpz179hDR/z7f8+fPydDQkGbMmEHp6enC9Pp/7uWoKE6ePEldu3alNm3a0NGjR4Xjn3oexsXFUbly5Wjo0KE/qoif7Uue4fn5+UKwLkmwp6gkn+v8+fO0dOlSGj16NB0+fFjIPTBlyhRSUlKivXv3yrOYComDvWK2efNmSkpKojlz5pCVlZVwXNIbdOPGDVJXV6e4uDiFDvQkzp8/TwYGBrRp0yYiKtirTSQSkYaGBh05coSICj5bcHAw2dvbK9SULclD6O3bt3T16lVhxOH27dtkbm5ON27ckPkOdu/eTUpKSkIgm5qaqtCZqQ4fPkxVqlShq1evFnotLS2Nhg0bRubm5lSpUiVq1KiR0KBVpOvu8ePH1LJlSyIqWC9VsWJFYaQuICCA6tWrR6NGjRJ69okUc9SLqKD8rq6u1LRp088O+EQiEVWvXl3hA727d++SsbEx7du3j4gKgiVTU1NycnKiu3fvUk5OjrBPm7m5uTDtUZFIvouHDx8KmRrv3btHdnZ2tHLlSsrPz6f379/Tjh07aMuWLZSSkiJ8H7/88gvNmzdPoe6d0kz677x582aqWLEiKSsr04IFC4o8R1FJ3/979+6l+fPn04wZM4TswXfv3iUdHR3q2rUrnThxghITE8nNzU1IPPHP95C3bdu2kUgkoho1agh7zhEVBLBZWVm0ePFi0tfXJzMzMzI0NFTotbpEBTNgunTpQq1bt/6sgC8hIUGhAnAi2evj+fPn9OHDB3r//j0R/fv+h+fPn1fY54204OBgKlu2LA0ZMoQ6dOhA9vb21LVrV8rOzqbU1FTy9PSkMmXKyGz3wTjY++6kb7QVK1aQSCSiJ0+e0P3790lDQ4OmTZsmc/6FCxeoTp06CjsNSPrzZGRk0Jw5c8jLy4uICjKGmZqakoeHBw0YMIDKlCkjbGOQlZUl9LYoAsnnuHv3Ljk6OpKLiwt1795d2CJCVVVVSA8vveVAvXr1hHVuim79+vVkb29PycnJRW4wmp2dTXfu3KFz584p7PSmu3fvkoWFBdWsWZNEIpGw2bvEunXrqH79+oUCPkV1/Phx6tChAzk4OHxWwHf37l2F+m4+lQTi7t271L9/f6pWrRoFBQURUcGWCubm5lSnTh2ytLSkdu3aUfny5RW6gffy5UsyMDCgunXr0r59+yg7O5v69OlDDg4OtGHDhkKf++3btzR79mwqX768wm8bUdpI12V//PEHVahQgaZMmaKQUwL/y+TJk6lq1arUtWtX6tu3L4lEItq1axcRFSRgsbS0JBMTE6pcuTI1aNBA4ZKCSeqo8PBwWr9+PfXt25eaNWsmdP5IJCcnU1xcHB08eFChOn7/SfraOnv27BcFfETyHT2WLpf0/8+ZM4fs7OyoWrVqVL9+fTp48OBnvZ8iPHeIin5O/vnnn2RhYSFken3y5Alpa2vTlClThHOys7Np1KhRpK+vr1AzfeSNg71icunSJVqzZo1Mb1dAQABpamrSmDFj6M6dO3T79m3q2LEjtWjRQqF66yQeP35M/v7+MiNF165do4sXL1JKSgo1btxYWGgdFRVFIpGIRCIRnThxQl5FLpKkArxz5w6VK1eOZsyYQU+fPpX5m/fq1Yvq1q0r03DIzs4mOzs7YRRTUUk+n6enJ9WuXVs4Lp2Y4MSJE4WmPypaj6TE2rVrhexaEtIZHtetW0f29vY0YMAAhW3oST90jx49+kUBH5FifDeSMt6+fZu8vb0LZdm8d+8eDR06lExMTCg4OJiICrLb+vv706xZs8jX15cePnz4w8v9Jc6ePUtKSkpkb29PHTt2pMOHD1N2djZ5eHiQvb09+fn5CffRiRMnqE+fPlS1alWFDmBLM+n7asuWLWRiYkKTJ08uVLcpIsl1JFkGIdlDLzw8vFDH1qtXr+jUqVMy+7UpQiNc8veXzHCR/PvixYvUu3dvatasmdD5Q1QwNVIRt/CQ+FQ9HBkZSZ07d/6igE8e8vPz6fDhwyQWi2XKNm/ePNLX16egoCDavHkzjR07lpSUlGjDhg1EpHif458k38vjx4/p0KFDwvGoqCiqW7cuERV0LpqamspMo7106RLl5uZSRkYGvXnz5scWWsFxsFcMJNOxtLW1ZSqKlJQU2r9/P1WqVIkqVapEFhYW1LRpU4VMwnDr1i2qWbMmdevWTZieKS0mJoYaNmwo9G7fuXOHevfuTVOmTFHIhbDv37+nZs2a0bhx42SOS/7mUVFR5OLiQrVq1aLTp09TZGQkzZw5kwwMDBQ2oPinGzdukK6urjDyKvHhwwfq3LlzoVEyRRUREUFLly6l+vXrk42NDSUnJxOR7Ijr2rVrqVmzZgq3vcKn7uGTJ09Su3btvijgkydJ2W7cuEEikUjo9JFMaZa4e/cuDRs2jExMTCgkJEQOJf12gwYNIltbW+rRowe1aNGCwsPDhYCvUaNGtG7dOsrPz6e//vqLAgICFD6ALcmKmpHwz4ap9L+3bdtGysrKtHbt2h9TwK9w8uRJmTL7+voK6e6DgoJIW1tbyCaalJRU5JRnRej8kTh06BDZ2dlR8+bNacCAAUIn0MWLF8nd3Z2aNWtGq1atIm9vbxKJREKSKkUjXf/u3r2bli9fTuPGjRPu75iYGHJzc6PWrVsr7JrjP//8k5ycnIRnJFHBaGrz5s2F0S+J5cuXk0gkktkmRpFJZl3UqVNH2FLh2rVr1KJFC4qPj6cqVarQ0KFDhXvjypUrNH78+BIx40ceONgrBs+ePaP58+eTtrY2zZkzp9DrHz9+pMuXL1NsbKxC7ZUjER8fT3p6ejRt2jSZJB/SDh8+TCKRSMgONmvWLHJ1dZXZRkKR3L17l6pXr06RkZGfbGRfuXKF+vbtS2XKlBHSdpekHvzU1FSaN28eVatWjSZMmECPHj2iqKgo6tixI9WvX1+hrjFp0llAMzIyhOO3b9+mevXqkbW1NaWlpQnHJd+h9ANOEUhfV8HBwbRx40ZasmSJcA+dO3eOXFxcFD7gk57yrKGhQV5eXpSZmUndunWj6tWrC9n1JG7evEkODg5UuXLlz54qJA///FtLOg+OHDlCAwcOpBMnTlD37t2padOmdOTIEcrOzqZBgwZRkyZNaNWqVQr5XZUm0n/ftLQ0mamL/wx2pIOn8PBwhQqGpL1//57MzMyodu3aQpl9fHzIzc2NgoKCqGzZsrR+/Xrh/MDAQBo+fLjCTT+TlP369eukrq5OXl5eNHHiRKpfvz5ZWloK91JMTAwNGzaMateuTZaWlhQbGyvPYn+WyZMnU+XKlcnd3Z1at25Nurq6tGXLFiIqeNZ07dqV2rZtq5B1W3Z2NrVu3VrmfkhMTCR9fX3avHkzERV8d/n5+ZSVlUWurq40ZsyYQiOBikh61kWXLl1o9+7dlJOTI2zfMWbMGJnzJ06cSC1btlTYBEDyxsHeN/pUA+DNmzc0e/ZsUlFRIV9fX+F4UXPvFakRkZmZSb169aLRo0fLHM/JyaHnz5/LTJfp2LEjiUQiatSoEWlra8ukv1Y0u3fvJhUVlSI3QpU0FNLT0yk+Pp7evXtHT58+VbhK43Ouk9evX9OmTZvI2NiYypcvTzVr1iQnJyfhulO0RpHk+zh8+DB16dKFmjZtSlu3bhWm/ty9e5esrKzI2tqaYmNjydPTk0xMTD7ZCaEIpkyZQsbGxtSjRw+qU6cOWVlZCetxjh07Rq6uruTo6KhQW0RISE/dlPSqSpw4cYLc3d3JxsaGoqKiZH5uyJAhZGhoSFZWVpSSkqJwDQnJ53r27FmhRtvbt2+pdu3a5OfnR2/fvqXu3btTs2bNhICvV69e5OTkRB8/fpRDyX8O0nXbqlWrqF27dtS2bVsaNWpUkecU9W9Fq9uICuq36OhoqlevHtna2pJYLKabN2+StbU1qaur08qVK4VzU1NTqWPHjjR27FiFu3+ICkZVjh07JmRslKx3t7Kyojp16ggB39u3bykxMVHI1qvIgoKCyNjYmG7dukVEBfvMikQiYVo6UcFMrWbNmtHYsWPlVcxPSkxMJEdHR8rKypLpKP3111+pffv2wqiq5Hpyd3envn37yqWsX+Ofsy6OHTtGcXFxZGpqSu7u7nTt2jWKjo6m33//nXR1dYXvkRXGwd43kK6QN23aRLNmzaJx48bR7du3KTs7m9LS0sjLy4vKli0rs6GjIlbkErm5udS8eXOZaTHHjx+nCRMmkI6ODlWrVo3atGlDRAUJW/z9/WnVqlWUkJAgryJ/lujoaFJXV6cDBw588pw1a9aQs7OzzHRBRSHdsImLi5PZD6woaWlpdPnyZbp3755Cjh5L3wOSPQ6HDx9O/fr1IyUlJZowYYLwoEpISKBGjRpRlSpVyNzcXKF7i3ft2kWVK1emuLg4IiI6cOAAiUQimXUHp06dInt7e4XbWFh66qampia1atWKjI2NZXpQz5w5Qz169KD69evTpUuXhOOTJk2iDRs2/Od1KU/Pnj2j8uXLk0gkIldXV9q3bx89ePCAiAo6G5o3b05v376le/fuUffu3alVq1Z08OBBysnJUejtVkqTadOmkZGRES1atIg2bNhABgYG1LVrV6HuUqSO0c+Vn59PFy9epFq1alHjxo2JiGjBggVUsWJF8vHxoTt37tDFixfJxcWFbG1tFXIT+Hfv3lGdOnVIJBLR9OnTheNisZhiY2PJ2tqa6tWrp9B7zoWEhBTqsPHz86N+/foRUUGHsPRIa3JysrDuKy4uTuGuPcn1kZ2dTbt37yZnZ2ehk3THjh3k4OBAkyZNosTERCIq6Mhv1aqVTDITRfG5sy6aN29O27dvp/Pnz5OFhQUZGxsLG9xLnrmsaBzsfSXpi3PKlCmkq6tLrq6uVLNmTTIxMaFFixZRUlISpaSkkLe3N+np6dHChQvlWOLPk5ycTLVr16ahQ4fS/fv3aeHChVSrVi3q0aMH+fr60pYtW8jc3FzYf66kePHiBVWoUIHc3Nxk1kRIP1B///13mjZtmkI9ZIlkr7VZs2aRjY0NHTt2TKYn71Pn/9uxH0367yrphX/16hWtXLlS2L+MiGjfvn2ko6ND48aNk1nvcenSJeHBpQhOnDghNB6kp2gNGDCAiIj27NlDOjo6QuMhNTVVKP/ly5cV4jv5J0lmWm9vb8rLyyN/f38yMDAoFPD16tWLjIyMaNKkSTRw4ECqVKkSPX78WH4F/wxPnjyhhg0bUpMmTYR98qpWrUr+/v60b98+6tSpk7DG+u7du9S2bVvq0KGDzBRiVnwOHTpEdevWFTbmPnToEGlpaZGmpia1aNFCIde2FyUmJka4jiSBW25uLsXExFC1atWEfXVnzZpF9evXJ5FIRA4ODuTs7KywMzCys7MpODiY7OzsqEGDBjKvicViunbtGpmamgrBrKKRLDtZunSpzPT/KVOmkJubG124cKHQlNp169bR5MmTZRJTKeq1d+HCBdLW1qbevXsLgdKyZcuoUaNGVL16derduzfZ29uTpaWlQnX6En3+rIs3b94InXBHjhyh3NxcunfvHt2/f1+ht8RSFBzsfaP379+Tm5ubkFmLiGjq1KlkbW0tjI69fPmSfv/9d3J2dla4QKIop0+fJhUVFapatSqVLVuWNm7cKCx6zcnJoXbt2tFvv/0m30J+heDgYCpTpgz1799fWDNFRMKGr1WrVhV6+hXRzJkzycjIiI4ePVpk5aaoDyKi/5VNOqHKkydPSCQSkaGhIa1evVrm/L1791LZsmVp4sSJCpkQY8OGDaStrU0bN26UaTyMGDGCJk6cSNevXydtbW2h8SAWi2ndunW0fPlymTpA0b6zyMhImSRGSUlJRQZ8N27coDlz5pCtrS25urqWmF7VhIQE6t69O3Xt2pUOHjxIISEh1KpVK+ratSuJRCJq3Lix0Li7f/++wiaXKI2CgoLIx8eHiAp69PX19WndunV05swZUlVVpe7duxfKCKtozpw5I2SldnBwoIEDB1JISIiw7cCVK1fI1taWHB0diajgeXru3DmZ7NCK1hiXyMjIoLCwMDI3N6e2bdvKvCYWiykuLk6hk5mtXLmSlJWVacmSJcLz89atW1S7dm0hCZVEeno6derUiUaOHKlwbbbbt2/TuXPnhG2uJGJiYkhfX5+6d+8udBpERkbSggULaNCgQeTt7S3T+aBIvnTWRevWrXkfvS/Ewd43WLt2LZmYmJCDg0OhPWTGjBlDVatWFXpZ3r9/X2SmMUX17Nkzio2NLbRuLT8/n3r16kWzZs0qEYt8peXn59PGjRtJRUWFateuTR4eHjRy5Ehyc3OjChUqKHQylvj4eKpVq5aQGfXjx490//592rRpE506dUrOpft3kkZMXFwcVa1alSIiIoTX1q1bRyKRiAYPHlwogA0KChKmDSnaw4mIaPjw4VSjRg3asGGDUPaIiAjS0tIqlEo9PT2dXFxcaOLEifIq7heT3NvJyclFBnxEBRmGPzXCrKju379PHTp0oHbt2tGDBw8oLS2NLl26RJ06dRKyvpWkeq00efr0KaWkpJCDgwPNnz+fiApG/2vVqkUikUjhpj7/08OHD6lJkybUsGFDcnFxoXHjxlG5cuWoevXq1KVLF1q9ejVt376dTExMqG3btoWuM0Xo/JGUKTY2lgICAmjz5s1C1u3MzEwKCwujWrVqkbOzszyL+dmkOwhWrFhBqqqq5OvrS8nJyZSenk6zZ8+mOnXq0LRp0+jNmzcUFRVFHTp0IBsbG4WbUrtt2zaqWbMmVapUiUxMTGjgwIEyr1++fFkI+D5VLyvis/RrZl107txZobf1UDQc7H2D8+fPk62tLWlrawuJSyQVy99//03a2toy++wRKU6l8TWys7Np1qxZZGxsrPBr9P5NTEwM9ezZk2xtbal58+bk6emp8J/n9u3bVLNmTTp79iydPXuWRo4cSVZWVlS5cmWytbWl/fv3y7uIRZJeB6auri6s95C+D9asWUMikUiY+izt4MGDCreHlvSazsGDB1O9evVow4YNlJycTNnZ2TRt2jSqVKkSBQQE0MePH+nGjRuF1uOUNNIB34QJE+RdnG+WkJBA7dq1o3bt2hVKNsN+DOnARro+uH//PpmZmQmdb69fv6b+/fvT1atXFW56Y1ESEhKoW7du1LFjR7px4wZ9+PCBIiIiqEuXLtSiRQtSV1enKlWqkEgkovHjx8u7uDIk34NkL0A7Oztq0aIFGRgYCNuuSAI+S0tLsre3l2dx/5P0dbV8+XLy8/MjNTU10tTUpCVLllB+fj69efOG5syZQ9WqVSMtLS2ysbGh9u3bK9yU2o0bN5Kamhrt3LmTbty4QaNHjyZVVVXau3cvEf3vfrp8+TKVL1+e3N3dS9T0Rp51Ubw42PsG+fn5dPnyZbKwsKBmzZrJbDuQkJBApqamdO7cOTmW8PvZuXMnjRs3jipWrKjQI2CfS1Eq8KJ8as1dw4YNycLCglRVVWns2LEUHh5Or1+/Jmtra1q3bp0cSvrvpAM9DQ0NmYX9RCSzH6Ovry+JRCJauHChwm2pIE268bBjxw5avHgxlSlThoyMjMjf35+ys7Pp8ePHNGXKFNLQ0CAjIyOytrZW6Iyonys5OZkCAgJIJBLRtGnT5F2cb5aQkEAuLi7Uvn37QvsHsuIREREhjNgRFV3Xffz4kSpXrky9evWiyMhIatu2LbVp00Y4tyTcPw8ePKD27duTs7OzsAaRqKDshw8fptWrV5O7u3uR2bnl7fz582RgYECbNm0iooJ1vCKRiDQ0NISZJZmZmRQcHEz29vaFZjUporlz55Kenh6FhobSnj17aMKECUIHY35+PuXn51NaWhpFRkbSo0ePFG5KbUhICIlEIjp8+LBw7MqVKyQSiWj58uWFzr98+TKJRCKaNWvWjyzmN+NZF8WHg73v4PLly2RmZkaNGzemXbt20dGjR8nV1ZXq169fIh5M/+X+/fvUqlUr6tatm0JumP41/m3TXnmSbvwcOXKEdu7cSZs3b6bc3FwSi8V05MiRQvucNW3alPz8/H50UT/Ln3/+Serq6sJDR/K3XrBgAXXs2FEmy6Gvry+pqqrS7NmzFTrgIyLy8vIiPT092rVrF23bto06depEFSpUEAI+ooIpXSdOnJDJ5KYojYevlZSURNu3b1fota1fIiEhgTp16kQODg4y2UXZ95eVlUXDhg0jKysrWrp0qXC8qBG+kJAQqlq1KllYWFDz5s1LTHIWaQkJCdS+fXtq3779v25kLe+AT/pvmpGRQXPmzCEvLy8iKkhsZmpqSh4eHjRgwAAqU6aMsFYsKyuLUlNT5VHkL5KWlkaNGzemJUuWyBxfuHAhKSkp0fLly4vcZklRrrWsrCwaMWIEVa9eXWYbr549e5JIJKI+ffrQ1KlTaenSpfThwwfhO7lz506JfN7wrIviwcHef/jcG/7SpUtUt25dEolENHbsWJo6daqQhrg0BHxv3rzh+dE/0NSpU6ly5crk4uJCpqam5ODgINOrl5aWRs+ePaMOHToo7PTA/Px8mj59OhkaGspk21y4cCHp6urS8ePHiUj2/li4cCHp6ekpbAp/sVhMb9++JUtLS9q4caPMa/379yc9PT3y9/en9+/fF/pZRWk8fCtF6hz5HuLj46lnz54lYoSipHv58iWNHz+eGjduLOzXRlT43sjMzKTk5GR6/Phxie4okYweu7i4KGTD9fHjx+Tv709Xr14Vjl27do0uXrxIKSkp1LhxY2GdZFRUlJB85sSJE/Iq8hcRi8VChnFJoCQdXHfu3Jn09fVp3rx5Cp1199WrVzR+/HhycHCgVatWUc+ePcnKyooCAwMpKiqKhg8fTk2aNKHKlStTzZo16fTp08LPluT7hmddfD8c7P0L6QeQJBvlp4jFYrp06RLVq1ePnJychJ9VxD3bmGLbtm0bGRsb07Vr14iIaOvWraSkpETHjh0TztmwYQPVr19fJiW5InYqSDfuNmzYQEuWLKHy5csLgV5RigqUFElSUhLVrVuXNm/eTEQks7dUw4YNqU6dOrR8+XKFbjwwWYqe5bE0ef36NY0ZM+aTAd/r16+pb9++MuuQS3JHSUJCAnXs2JEaNmxIN2/elHdxBLdu3aKaNWtSt27dhOmZ0mJiYqhhw4ZCcpY7d+5Q7969acqUKSVuhs/QoUOpevXqwkbvkgBo1KhRZGlpSY6OjgrfiSW5b8zMzEhfX59evHghvCa5P3bu3CmTdbMk41kX3xcHe58g/XDx9vam+vXr/2fPnCTgq1q1KrVr104hG99M8UiuNcnDZsqUKTRixAgiKtiCQFdXV0jhn5GRQR8+fKD09HTauXOncI0pcuUueUjVqlWLVFRUhF5H6TJ7eXnR4MGDiahkNOzatm1LLVq0EP4tCbgl+8/17dtX4RsPjMmLdMC3aNEi4firV6/I0dGRatSoodB12pe6d+8eTZo0SWHqtvj4eNLT06Np06bRy5cvizxHsjfd7du3iahgX0BXV1eZ3ASKTlIHX79+nVq0aEGtWrUSpmzm5uZSly5dKCYmpsRkSk9MTKRx48aRnZ0dLVu2TDheVGdVaWh/8qyL74eDvf/g6elJRkZGMnvlSCuqcoiJiSFtbW1yc3P7EUVkJZj09SPZQqFfv360cOFCYa+2DRs2EFFBELRmzZpC0wdLQqUueUhZW1sXWlDu5eVF6urqFBsbK6fSfT5JY+3mzZtUqVIl6tWrl8zxX375haKiogoF8IwxWdIB39KlS+nvv/+m1q1bU926dRV6tsK3knfAl5mZSb169aLRo0fLHM/JyaHnz5/LZD/u2LEjiUQiatSoEWlra9ONGzd+dHG/C7FYTGFhYdSyZUsqV64cubi4kKWlJdWqVUvoVJD39/K5PjUyXhrvFSKedfG9iIiIwIoUGxuLPn36YOvWrWjRogWysrLw4cMHxMbGwsbGBlWrVv3Xny1XrhwsLCx+YIlZSSIWi6GkpAQAmDlzJhYtWoTk5GQcO3YMv/32G7Kzs7F792788ssvAID09HR0794dDRo0wKJFi+RZ9K+SmJgIHx8fXL16Fd26dYOnpyd8fHywYMECREVFwc7OTt5F/Gy5ubk4duwYRo4ciXLlyqFWrVp49uwZUlJSEB8fD2VlZZnvlzFWWGJiIhYuXIgrV67g/v37MDY2xs2bN6Gqqoq8vDyoqKjIu4ilTl5eHpycnNC7d2+MGTMGAHDixAkcP34cW7duRfny5WFubo6IiAhkZmZi586dyMjIQMeOHVGjRg05l74wIoJIJBL+K33sn/+fmJiIPXv2IDExEerq6vDy8oKKigry8/OhrKwst8/wpST3zbVr19C6dWssWLBA3kViCo6DvX8RERGBAQMG4OHDh4iPj8fevXsRFhaGJ0+eoEmTJti4cSNq1aol72KyEkj64XLnzh1s3boVXbp0QcuWLfH3339j7ty5CA4ORkBAAFq1aoWXL19i/PjxePv2LWJiYkpsI0gS8N28eRPZ2dm4deuWwgV60o2D//Lq1SssX74c2dnZUFNTw7Jly0pk44ExeUlMTISnpyfevXuHQ4cOcaBXzFJSUtC4cWM0b94cv//+Ow4ePIjAwEDUq1cPLVq0gLa2Nnx8fNC9e3csW7ZM3sX9V9IdallZWVBVVRXqXek6+N/q9JJ6rSUmJmLq1KlQV1eHv7//Zz+z2M+Jg73/V1QvfGZmJmrXrg01NTX8/fffcHd3R9u2bdGoUSPUqVMHW7duhbu7u5xKzEoiPz8/oTcVAEJCQjBmzBhoaWnhxIkTqFatGoCCkeFNmzZh27ZtqFSpEvT09FCuXDlERERAVVW1RAcTiYmJmDFjBi5cuICgoCDY2trKu0gC6XogLS0NWVlZMDAwKPL1TympjQfG5OXjx4/Q1dWFkpIS3z8/wJkzZ9C+fXtUrlwZHz58wLJly9CmTRtYWFggNzcXnTp1QqVKlbB9+3Z5F/WTpOviNWvW4OTJkyAiWFpaYunSpYXOAb6sI68k+PDhA8qVKwclJaVS99nY98U1KmQrhPPnzyM3NxcZGRno3LkzoqOjsX//ftStWxfNmzeHlpYW8vPzYWtrizJlysi55KwkCQkJQVBQEEaOHAklJSWIRCKoqamhUaNGOHr0KJ4+fSoEew0bNoS1tTWGDx+O58+fo0KFCnBwcCgVjSEjIyMsWbIEYrEYFStWlHdxBEQk1AMLFixAREQE4uPj4ezsjC5duqBXr15QUlKSqS+KesCW5O+GMXnQ09MDUPAs5vun+Dk5OeHRo0d4+/YtqlatKtOhpaysDF1dXVSpUgWSsQBFDCIkdfD06dMRGBiIESNGQFdXF3PmzMHr16+xc+fOQvW1In6Ob6Gvrw/g8zoh2c+NR/akTJ8+HUFBQdDR0cHLly/RqFEjrF27FmZmZgAKpgkkJydj8ODBSExMRExMTIkdXWE/XlpaGjQ1NaGkpIRTp07B2dkZQEEHg4+PD548eYLAwEA4ODiAiCAWiwtdX1ypFz9vb2/4+flh7ty50NDQEHq3e/bsiXHjxsm3cIwxVkxycnIwf/58bN26FefOnVPINXrSDhw4gNmzZ2Pbtm1wcHDA4cOH8csvvyAvLw9t2rTB0aNHAfBzkzG++v/f2rVrsWXLFuzbtw/Xr1+Ht7c3jhw5gufPnwMomJq1b98+dOvWDR8+fMClS5egrKyM/Px8OZeclRTa2tpQUlLCtWvX0L59e4wfPx4A0KJFC3h6esLS0hKjRo1CTEwMRCJRkb2Q/MAqPkSE58+fIzQ0FP7+/hg9ejQGDRqEvXv3om7duti3bx+uXLki72Iyxth3t2vXLkyZMgUBAQEIDw9XyEBPLBbL/FtFRQUDBgyAg4MDjh49Cg8PDyxbtgyhoaE4fvw4BgwYAICfm4z9tHfAPwc0b9++jSlTpsDOzg779+/HjBkzsH79ejRv3hxZWVlQUVFB/fr10b9/f1y4cEFYRM4je+xzSF9v5ubmWLt2Lfbt24dJkyYBKJhWM3r0aFSrVg1jxozBhQsX+AH1A0h/LyKRCJqamkhJSUFGRgaAgsaFsbExfHx88Pz5c5w+fVpeRWWMsWLx4MEDbNmyBc+fP8fZs2dRv359eRepSJJn4owZM7By5Up07doVv/76K5KSkuDt7Y3ff/8do0aNgqWlJczMzLBr1y5MmDBBvoVmTAH8lK1J6XU2ly5dAgBcv34dmpqauHTpEgYPHoxFixZhxIgRyM/Ph5eXF0JCQmBtbY2RI0cKI3q8toD9l7/++gsfP36UGaXT09NDv379MGfOHOzYsUMI+Nq0aYPRo0dDS0sLW7dulVeRfxrS9UB6ejqAggxu6urquHbtmnCeWCxG+fLl0bhxYzx79kwuZWWMseJSq1Yt7Nu3D9u2bUOdOnXkXZxCpEf0Dh8+jP3796Nx48YAgKpVq+Lly5d4//49unTpAqBgxK958+a4fPkyVqxYIZcyM6ZIfrpgT7qBN2vWLAwePBgpKSkYOHAgtmzZglatWmHNmjUYMWIEACA1NRW3bt1CfHy8zPvwiB77L4cPH4alpSWaNWuGQ4cO4f79+8Jrurq6cHd3x/z58xEYGCgzwrd8+XJs2bJFXsX+KYjFYqEeOHDgAH777Te8efMGFSpUwLx587B27VqsWrUKSkpKUFJSQk5ODp48eYJKlSrJueSMMfb9VahQAbq6uvIuRpEkI3qnTp1CeHg4PDw84OjoKASBFSpUQHJyMlauXImYmBgMHDgQr1+/hr29PS+3YQw/WTZO6XT1sbGxuHnzJjZv3gwdHR00bNgQQUFBqF+/PurWrQsAeP78OUaMGIGkpCR4enrKs+isBEpJSYGLiwuaNm2K1atXQ0lJCQ0aNMCECRNQsWJF6OvrC1t3eHl5ISkpCVu3bkXDhg0B8KLy4iL9d42KikJQUBAiIyMxd+5ceHt7o2fPnli5ciUmTpyIM2fOQEdHB69evUJGRgZmzJgh59IzxtjPQbquvnXrFiZMmIAnT55gyJAhAAqCwPz8fBgaGsLPzw/jx49HVFQUDA0NcfbsWYhEoiITnTH2s/kpsnEeOHAAPXv2FP69Y8cO7Nu3D1lZWTh06BC0tbUBAIcOHYKvry/i4+Oho6MDLS0tqKmpCWv0SvLeZuzHS0hIgJOTE/744w/Y2NjgwoULmDdvHsqVK4dKlSph1qxZMDMzg4qKCpYtW4YzZ87gyJEjHOD9IJMmTcKFCxdQr1493L9/H48ePULnzp2xaNEiGBoa4ty5c9i5cyeysrJQsWJFLF26lDdMZ4yxH2zSpEmoW7cuKlWqhHnz5iE9PR2rVq0SMlpLfPjwAa9fv0adOnVKxTZFjH0vpT7YW7x4Me7evYvAwEChEe3r64vVq1cjJSUFp06dQoMGDYTzExIS8OTJEyQkJMDc3Bzt27eHsrIyVxrsi0imC69cuRIRERHYtGkTTExM8PHjR1SpUgWamppQUVGBs7MznJ2d0bdvXwAQeiI54CtekkxtR44cgb29PQDAx8cHhw4dgo2NDXx8fFChQgXk5ORATU1N+DmuBxhjrHhJL7eJjY1Fx44dERISgqZNmyIyMhLTpk1D5cqVMXbsWLRs2RIACnXC8XOUsf8p9XdC//79sW3bNigpKQlp08ePHw8fHx8YGhpi5cqVuHv3rnB+zZo10a5dO4wZMwaurq6cjIV9FcmDqkmTJnj37h1yc3MBFKzJa9SoEV6+fIklS5YgMzMT69evF35GemNvVnxSUlKgqqoKY2Nj4di0adPg5OSEPXv2YPbs2Xj79i3U1NRkMnZyPcAYY8VL8vxcuXIljh07hqFDh6Jp06YAgJYtW2L+/Pl49eoV/Pz8cP78eQCF8yjwc5Sx/yn1d0PlypWhoqKCI0eOYMCAAVi5ciUA4Ndff8XkyZMRHx8PX19f3Lt375PvwVO22Ndq0qQJateujQEDBsDW1hY6OjrYs2cPVFVV0b9/f2zZsgXR0dFCoFfU3nrs+5Es6NfV1YWGhoawj6ZkXYenpycMDAxw7do1+Pj4IDU1lb8Txhj7wdLT0xEZGYk5c+YgISEBAIREK23btsW8efOQmJgIb29v3LhxQ44lZUzxlfpgT6JWrVpo2rQpDh48CF9fXwDAkCFDMHz4cFy/fh1r1qzBzZs35VxKVppIHkwTJ07Ew4cPUaFCBQQHB8PIyEg4p2zZshzoFaN/bsIr6e11cnKCpqYmpkyZgufPnwvH379/j8aNG6N169Y4deoU/vrrrx9eZsYY+9n8c0WRlpYWNmzYgCFDhiA8PByRkZHCkhqgIOCbPn06atasCWtra3kUmbESo1Su2Xv//j00NDSgqakppFgXiUR48uQJfHx8cOfOHfTp0wfjx48HAGzevBlz587FmDFjOOsm++7S0tLg5uYGIyMj7NmzBwA4uPsBpNdshIeH488//4SxsTHq1KkDa2trvH79Gg4ODjAyMoKHhwdMTU2xevVqGBoaYvfu3dDV1cXMmTMxdepUOX8SxhgrvaTr6mfPniElJQWmpqbQ0dFBeno6Bg4ciBMnTuD06dOwt7cvMkkWr9Fj7NNKXbB34MABTJ06Fa1atcIvv/xSKFvTo0ePsGjRokIB3+HDh9GxY0eessk+m/TDJTMzExoaGoXOkQR1UVFRcHNzw65du+Dq6vqji/rTkQ6mPT098ccff6By5cpQVlaGsrIyvLy80KZNG3z48AH9+vXD8+fPkZaWBjMzMxw5cgQaGhpo1KgRpk6dil69esn50zDGWOn0z72PT506hfj4eLRs2RK1a9fGsmXL8OHDB4waNQrHjx9HREQEGjZsyMEdY1+gVN0peXl5iIqKgpqaGpo0aYJevXph5MiRwrRNsVgMc3NzTJ06FVZWVti/fz98fHwAAG5ubrz5Jvts0g+adevWYcuWLcL6L2mSh1itWrVQoUIFXL9+/YeW82cl+bv7+vpi79692LdvHy5dugQ3NzdcunQJY8eORXh4OPT19REWFoaIiAicP38eZ8+ehaamJry8vIRNeRljjH1fknEGSV29cOFC+Pv7w8fHBwkJCdDQ0EBAQACuX78OfX19rF27Fh06dECjRo1w//59DvQY+wKl6m5RUVHBiBEjkJKSgiZNmiA6OhomJiYIDAxEixYtsHbtWrx69Qo1atTAnDlzULlyZTx+/FhmrjiP7LHPIXnQTJ06FXPnzkXZsmWhqqoqc470dWVoaIhly5Zh+vTpP7ScP5OxY8fiw4cPwr+TkpJw+fJlTJ8+HU2aNEF4eDh8fHwwceJEmJqaYsqUKTh9+jSUlZVRsWJFVKlSBffu3UPv3r0REBCAsLAwmJmZye8DMcZYKfThwwchyCMifPjwAWfPnsX69evRtm1b3L59G0ePHsWKFSvQoEED5ObmwtDQEGvXrsWsWbNgYWEh50/AWMlSqqZxSkZbJk6cCC0tLSxYsABAwZopHR0d1KhRA3///Tc8PT3h6OgIOzs7qKmpQUlJiddQsS8WEBCAOXPm4Pjx48IC8dzcXCQnJ8PAwABA4d5LoPB+QOzbvXjxAkOHDsXhw4dlgu579+5BXV0dGRkZ6Ny5MyZNmoSxY8diw4YNGDNmDPT09HDo0CE4OjoCKNiSITg4GE2bNkWtWrXk9XEYY6xUGj58OCpUqID58+cLxzIyMtCqVSts3boVjx8/xq+//oply5ZhxIgRyM7Oxs6dO2FlZYXGjRsLP8N7njL2+UrVyJ5ktKVhw4bw9/dHVlYWAKBVq1Zo1qwZTpw4genTp2Pr1q1Yvnw51NXVoaSkJCRxYexLPHr0CK1bt4a1tTUePnyILVu2oGHDhujduzdWr14NAEJyIGkc6H1/JiYmOHbsGFRVVbFz5068evUKAFC3bl2Ym5sjMjIS1atXx+DBgwEUjLS6ublh9uzZcHBwEN5HR0cHHh4eHOgxxlgxsLe3FwK99PR0AEBOTg5EIhG8vLwwcOBALF26FCNGjABQkLDlwIEDhZZJcKDH2OcrVSN70tzd3aGnp4eoqCjo6ekhJCREGG35888/Ub16dZ7zzT6b9MivJJ3/5MmTERkZiVatWiEqKgpVqlSBsbExRCIRzp07h6NHj6Jy5cryLPZPQXr95MePH2FmZgYbGxscOHAAFSpUAACsWbMGS5cuxaFDh2Bra4vu3bvDxsYGc+fOhUgk4tFWxhgrZkFBQbh79y68vb2xfft2hIWFYe3atTA2NsbRo0fRq1cvtG3bFocOHQIRITU1Fb/88gsyMzNx6tQprqMZ+0qlLtqRxK5OTk4ICAhA7dq1ERYWBgMDA+G1GjVqCCN6jP2Xf4785ubmQklJCdOmTYOtrS1iYmLQt29feHt7Y82aNXBycoK2tjY0NTXlWOqfw9OnT4VALzQ0FCoqKrh69SpevXqFPn364M2bNwAABwcH1KtXDy4uLqhXrx4ePnwILy8vYY9DbkQwxljx2bRpE9zd3YWpmG/evMHLly8xe/ZsvHz5Eq6urli8eDHCwsLg4uICFxcXuLm54cWLFzhx4gQn0GPsG5Takb3c3FzY2trCyckJa9eulXdxWAklPWq0evVqxMTE4NGjR+jevTt+++03GBkZISsrC+rq6gCA7Oxs9OjRAyoqKggJCeHpwcXo4sWLmDhxIry9vREREYF169bh4cOHMDExwZ9//glnZ2dUq1YNQUFBMDAwwNWrVxEfH4+kpCSMGjUKKioqPKLHGGPFbOfOnRg8eDBCQ0Nlth7y8/PDH3/8gZo1a2Lx4sWoWLEiLly4gIMHD4KIYG5uLtTVvEaPsa9X4oK9z9lbRdKACwgIwNatWxEQEIB69er9oBKy0mjatGnYvHkzBgwYgJycHOzfvx8tWrTA2LFj0bJlS6SlpWH//v0IDg7G8+fPce3aNaiqqvJeQMXo2rVrWLZsGS5evIi0tDRcvXoV1atXFxoFkoDPzMwMwcHBKF++vMzPc6DHGGPFa/v27Rg0aBDatm2LkydPAijoFC1TpgwAYO3atdi7dy9q1qyJBQsWoHLlyoUCO66rGfs2JaoVKt1wDggIwOHDh5GZmVnoPEml0LhxY8TExODq1as/tJysdLlx4wb279+PgwcPYuXKlfDz80NISAhevHiBTZs2ISkpCfn5+bh69SoqVaqE69evQ1VVFXl5eRzoFSM7OzvUrVsXL1++hJmZGe7duwcAwohdjRo1cOrUKbx48QItW7aU2ZYB4EQ5jDFWnAICAjB48GAMHjwYd+/exfjx4wEAZcqUQU5ODoCCLXP69OmDhw8fYvbs2Xjx4kWhETyuqxn7NiWmJUpEQsPZ09MTXl5eePLkSZHBnoS1tTV27tyJ/v37/6hislJISUkJOTk5who8sVgMR0dHLF++HAcOHMDFixehq6uLVatWISAgQAg2eMrJ9ydZZytZu9G0aVMcPHgQdevWxdKlS7F//34A/2sc1KhRA+Hh4ahTpw50dXXlU2jGGPvJrF69GsOHD0d4eDgCAgLg5eWFPXv2CAGfmpqaTMDn7u6O6OhoBAYGyrPYjJVKJaY1Kln7tHr1amzbtg2nTp2CjY0NgP8l0JDepFPy/3379gXAe7Kwz/Op/RZTU1Px7NkzNGzYEHl5eVBVVUWzZs1Qu3Zt3L9/H66ursK6PU74UTykR/afP38OPT09ODk5QUlJCRUqVMDq1auxdu1aKCkpoWfPngCAzZs3w93dHUFBQQB4OhBjjP0I9evXx549e9ChQwcAQJ8+fSASiTBz5kwAgK+vrxDwqampYcyYMTAyMkK3bt3kWWzGSqUSFf2IxWLcuXMHI0aMgI2NDR49eoSrV69izZo1sLS0RMeOHdGlS5ciG+sc6LH/8s8U/np6eiAiWFtbY+DAgRgwYACqVKkCe3t7AAUBYF5eHvT19WXeh5OyFA/JdzN79mzs2bMHmpqaqFWrFnbv3o0mTZoAKGhALF++HPHx8YiJicHt27cxaNAg4T040GOMseLXsmVLAP/rQNXV1UWfPn0AoFDAJ1nDJ+mk4045xr6vEhMBSSqM58+f4/r166hatSp2794NNTU1WFhY4M6dO/jw4QPat28vjLAw9iUkwcTChQsRHh4OHR0duLq6YuTIkViwYAHevHmDpk2bYsaMGdDQ0MC5c+egrKyMfv36ybnkpZt0EB4cHIxNmzbB19cXjx8/xoEDB1C/fn3ExcWhSZMmwqbqhw8fhpGRER4+fAglJaVPjtgyxhgrPtL1ro6OjhDwzZo1C0pKSli1apWQrEWCAz3Gvi+Fzcb5qSyGr169Qo8ePfD3339j4MCBaNeuHezt7bF582bs2rULx44dg4aGhhxKzEoq6UDA398fM2bMwMyZM3HmzBn8/fffaNCgAXx9faGqqopFixYhODgYWlpaMDExwfbt26Gqqso9kT/A3r17kZ6eDmVlZQwcOBBEhGvXrmHw4MHIyclBXFwc1NXVkZKSAiUlJWhpaUEkEvEUbsYYUyApKSnYt28fhg8fjlWrVgnr+BhjxUMhgz3pQG/z5s24fv068vLy0Lx5c/Tv3x9isRhJSUnC9Lm8vDx07twZhoaGCAwM5B589lUiIyNx/PhxODg4oEuXLsjJycGaNWuwb98+2NnZwdfXF2XKlMHHjx+hq6srXKMcTBS/hw8fwsnJCS9evIC/vz+GDh0KAELAN3ToUOTm5iI2NlZmZJ+3vmCMMcWTlJSEyMhIdOrUiTtKGStmChnsSUydOhWBgYFo3bo1MjMzERYWhsGDB2PJkiXQ19dHSkoKjh49il27duHp06dCynuessW+1OnTpzF+/Hh8/PgR+/btQ7NmzQAAGRkZ2LBhA/bv3w9bW1v4+vrKBBN8rf0Y2dnZOH78OGbPng0tLS1cunRJeI2IEBcXh06dOqF169bYvXu3HEvKGGPsS3CHKWPFS2G7vKOjo7Fr1y6EhoZi7969OHToEE6ePIndu3dj4cKFAID379/j1KlT0NDQQFxcnLC3GTe+2ZeytrZG+/btkZOTg127dgnHNTU1MWrUKPTp0wenTp3CmjVrZH6Or7XvT7K9grQyZcqgXbt2WLhwIf7++284OzsLr4lEItSvXx9nz57Fjh07fmRRGWOMfSMO9BgrXgo7snfs2DGMHTsWV69eRbly5SAWi6GsrIyQkBD88ssvOHfuHBwcHPD+/Xvo6+tDJBLxuin2Wf45tU+SCSw5ORmLFy/GyZMn0blzZ3h7ewvnZGRk4PDhw+jVqxdfY8VI+rvZu3cvHjx4ACUlJXTt2hVWVlbIyspCREQEJk+ejKpVq+LEiROF3oPrAcYYY4yxAgoxsldUvFmuXDk8fvwYd+/elRk9adiwISpWrIi3b98CAMqXLw+RSMR7m7HPIh1MrFu3DkOGDIGzszMCAgKEPYCcnJxw7NgxmWBPU1MTffr0gbKysrChN/v+JN+Np6cnPD09ER0djdjYWDRv3hwXLlyAuro62rZti+XLl+PFixdo0KBBoffgeoAxxhhjrIDcgz3JhugAkJWVJRxv0KABunXrhtmzZ+PKlStCA05LSwuampqFAkSeTsc+h3QwsXDhQlSsWBGdO3fG8OHDMWPGDGhpaWH69Olo0aIFTp48iUmTJhV6Dw4mitfGjRuxZ88eBAcH4+TJk3B3d0dKSgqcnZ1x9OhRIeCbO3cuateuXeS0T8YYY4wxJudpnNLJLVatWoWYmBioqqpi3LhxsLe3x/nz57FkyRI8f/4c48aNg66uLrZs2YK3b9/i6tWr3OhmXyUqKgoDBgzAvn37YG9vj7i4ONjZ2WHHjh3CnnkfP36Ep6cniAibNm3izoRiJJlGCwDJycmYP38+LC0t4eHhgfDwcPz666/w9vbGjRs3EBwcjCNHjqBVq1bIycmBmpoaAM66yRhjjDFWFLkFe9KB3tKlS7FgwQIMGTIEhw8fhoaGBiZNmgQPDw/ExsZi+/bt2LFjB2rXrg1DQ0OEhoby3mbsq508eRILFy7EuXPnsG/fPgwZMgRLly7FyJEjkZKSgvj4eDRu3BgpKSkoW7asME2YA77v7+TJk7h58yZatmyJRo0aAQBu3LgBHR0d5ObmolOnThg/fjzGjBmD0NBQdO/eHUBBwN60aVN5Fp0xxhhjTOHJrStc0nCOj49HfHw8wsLCsHLlSjx8+BDW1tZYs2YNtmzZAhsbG/j5+SEhIQEREREIDw8Xsm5yoMf+S1FT/HJzc/Hy5UsEBgZi+PDhQqAHFOy1t3jxYjx9+hQ6OjoQiUQyU43Z97Nt2zYMGjQIjx8/lvn72trawtzcHHfu3EGFChXQt29fAICenh6GDRsGPz8/ITBkjDHGGGOfJtd5Tzt37kTnzp1x5coVlC9fXjgeGBiIunXrYv369di2bRvS0tJgZGQk0/jmVL3sc0im9u3ZswfR0dEAgFatWqFWrVrw8PDA5MmThUAvKysLAQEBUFdXh6mpaaH3YN/P3r17MWbMGKxcuRKLFy+Gvb19oXOSk5Nx6dIlvHr1Cu/fv8eKFSsgFosxatQoqKioIC8vTw4lZ4wxxhgrOeS6Zi85ORm9e/dGZGQk1qxZg0GDBglBXH5+Pjw8PHDu3DmsXbsWXbp0kVcxWQlGREhLS0PVqlVhbW2NFStWwM7ODiEhIViyZAnU1NQwdepUfPjwAXv27MHLly8RFxcHFRUVXgdWTN69e4fevXujZ8+eGD16tHA8LS0N9+7dQ35+Ppo0aQIA6NixI44dOwYLCwuUKVMG169fh6qqKk+rZYwxxhj7DD8s2PtnwzkvLw8qKipITU1F165dkZycDC8vL3Ts2FGYnpmXl4eFCxdi5syZPGWTfbaiAoFnz56hXbt2MDY2xqpVq2BjY4PQ0FDs2rULJ0+ehLW1NUxNTREYGMjrQYvZu3fv0KpVK/j4+KBr164AgA0bNuDMmTMIDg5GpUqVUKNGDZw7dw55eXkICwtDXl4eunfvDmVlZaHuYIwxxhhj/+6HBHvSgd7OnTtx69YtZGZmom3btujatStSU1Ph5uaGzMxMzJgxQybgk+DGN/tSycnJ0NXVFYK/Z8+eoU2bNjA2Noafnx+srKwAFASClSpVgoqKCkQiEQcTxezdu3do0KABXFxc8Msvv2D9+vVISEhAs2bN0K1bNyQnJ2PKlCkYOnQoZsyYIfOzXA8wxhhjjH2+HzJHTRLoTZ06FTNnzsTbt2+hoqKC7t27Y9WqVShbtiwOHz4MTU1NLFmyBMHBwYUSa3ADj30OSd/FsmXL0LNnTyH5BxHB1NQUZ86cwcOHDzFu3DhcvnwZAGBqagpVVVXhPA70ipehoSG2b9+OoKAgDB06FA8fPsTq1asxf/58ODs7o02bNihXrhyys7ML/SzXA4wxxhhjn++HLUg6fvw49u7di/379yMwMBAuLi4AAH19fQBA2bJlERoaiuTkZERERPBaKfZFJJ0DkumbTk5OuHDhAjw9PfHkyRMhsU+VKlWwcuVKXLhwAb///jvu3bsn8z68DuzHaNOmDf78809ERETgxo0bcHJykknSVLZsWVSuXFmOJWSMMcYYK/l+2BDGq1ev0KBBAzg4OCA4OBgDBw7Exo0b8dtvvyE5ORmPHz+Gra0trly5ImywzNjnOHr0KCIjI5GYmIhRo0bB2toadnZ2iI2NRZMmTZCXl4cVK1agWrVqws/0798fmZmZqF27thxL/nMzNDSEoaGhzLF3797Bw8MDOTk5GDx4sJxKxhhjjDFWOhTL8FlRe5uVKVMG6enp2LlzJzw8PLBs2TIMGzYMABAREYEVK1YgMTERmpqaUFZWRn5+fnEUjZUyAQEB6Nu3L16+fIlLly6hZ8+e+PvvvwEA9erVQ3R0NE6dOoUpU6YgIiICb9++xZ49e9C4cWPs3bsXSkpKRV6v7Mf6+++/sXjxYnh4eODt27e4cOEC1wOMMcYYY9+oWII9yRTMgwcPIicnBwBQs2ZNJCcnY9iwYZg1axZGjBgBAMjIyMC2bdugoaGBihUrCu/Ba3PYf/H398eoUaOwdetW7Nq1CwkJCRCLxYiNjUVOTg4yMzNhbW2NqKgo3L17Fx4eHmjQoAGeP38uM2rEU4bl78WLF4iOjoaFhQUuXrwIVVVV5OXlcT3AGGOMMfYNii0b54sXL2Bqago3NzeEhIRAJBJhyZIl8PX1xa+//opOnTohPz8fS5cuRWJiIq5duwYVFRXeP4t9luPHj8PV1RUnT55E27ZtheP16tVDnTp1kJCQgIYNG2LixImoV68eXrx4gfj4eKSnp6Nz586cwl8BJSUlQVdXFyKRiLNuMsYYY4x9B9+tpfvPIM3ExATnz59Hr1690K1bN4SGhsLT0xNZWVk4d+4cVq1aBQcHB+jr6yM2NhYqKircwGOfJSsrC69evYKenh5CQ0OFYK9Hjx5ISkqCs7Mzypcvj3PnzuHZs2fYvXs3TExMYGJiIrxHfn4+B3oKply5cgAK6hKuBxhjjDHGvl2x77MXHR2Nrl27wtHREaGhoQCAlJQUPHv2DEZGRihfvjzvbcY+y4QJEzBz5kwYGhoiNTUVoaGhmDJlCnr06IGPHz/i3r17OHDgACwsLAAA3t7eWLVqFWJiYjgRC2OMMcYY++l818VKS5cuxaBBg2SOOTo6IiQkBOfPn0ffvn2Rk5MDHR0d1KtXDwYGBkJKfA702L/JzMzEvXv38OjRIwAFqfm7deuGpUuX4tixYzhw4ADOnj0LCwsLZGRkAACaNm2KKlWq8LRgxhhjjDH2U/puwV5ubi6MjIywc+dOTJgwQThORGjWrBnGjBmDP/74A926dUNeXp5sIThBBvsPGhoaUFdXx4YNG4Rj2tra6NatG7y9vWFoaIhp06YBADQ1NZGTk4NVq1ahWrVqqFmzpryKzRhjjDHGmNx89XDa6dOncevWLbx+/RqzZ89G2bJl4e7uDg0NDfz2228Qi8VYs2aNMKpiZGSEPn36ICMjg4M79kUk60HnzJmDAQMGIDQ0FF27dgVQMMLXvXt3AICnpyeAgiydvXr1wpMnT3Dr1i1h9JivO8YYY4wx9jP5qmBv8+bNmDlzJqysrHDv3j0cOnQId+7cQZkyZdCtWzeIxWIMHDgQRAQvLy+oqKjgzJkzcHZ2xvDhwwGAG9/ss0k6DKpWrQpra2uEhobCysoK1atXB1AwwicJ+GbOnAllZWVYWFjgzp07Qgp/nibMGGOMMcZ+Nl+coMXf3x9jxozB/v374ezsjMTERLRq1QoHDx6Evb290DAPCQnBoEGDoKWlBVVVVejo6AjbKzD2tSIiItCvXz/069cPU6ZMkdmbMS0tDbt27UJkZCR27NjBgR5jjDHGGPupfVGwFxoaiu7du+PQoUPo3LkzgILEGba2tmjTpg3u3buHnj17ws3NDaampnj+/DnCwsKgqamJfv368fYK7LvYt28f+vfvj1GjRmHgwIGwtbUVXktLS4OWlhZneGWMMcYYYz+9z24JZ2dn48SJEzA3NxcyIgJA3759kZqaCh0dHWhra2PSpEl49eoVZs2ahSpVqmDUqFHCuRzosW8hWbvn7u4OFRUVeHl54fHjx2jXrh1Gjx4NIoK2trZwLgd6jDHGGGPsZ/ZFI3uvX7/GkiVLEBMTgz59+iAqKgoPHz7EwYMHUa1aNQDAgAEDcPLkSdy5cwcGBgbFVnBWev3bek5JwAcAsbGxCAsLw/bt21G7dm00bdoU48ePFzbnZowxxhhj7Gf2xWv2EhMT4ePjgyNHjiA5ORm3bt1C5cqVkZGRAU1NTWzatAmbN29GeHg4KlSoUFzlZqXQkydPYGBgIIzOAbLB3aekpKQgMDAQ+fn5sLKyQps2bYq7qIwxxhhjjCm8Lw72AODNmzdYuHAhoqOj0adPH0yePBkAkJeXB1dXV+jr6+OPP/7gzazZZwsJCcGAAQNQs2ZNLFmyBObm5jA3Nxde/1TQx1ODGWOMMcYYK9pXBXvA/0b4rly5gl69emHy5Mlwc3PDX3/9hZs3b0JFReWzRmUYAwq28zhy5AisrKwQGRkJVVVVtGzZEsOHDxdGiPl6Yowxxhhj7PN9dbAHFAR8CxcuxLVr1/Dw4UOUK1eO9zZjX+XmzZvo1KkTwsLCULlyZZw5cwYLFy6EiYkJqlWrhhkzZkBPTw8aGhryLipjjDHGGGMlwjcFe0BBwOfp6Yl3797h0KFDHOixrzZ37lzExcXB398fFStWRGJiIqpXr44yZcpAR0cH7du3R5s2bdC7d295F5UxxhhjjDGF983BHgB8/PgRurq6UFJS4kCPfTHJ9Mxz585h6tSpOHz4MIyMjNCgQQPo6+sjLCwMgYGBOHr0KN6/f4+oqCiezskYY4wxxth/+C7BnsS/pcxnTOLp06f4+PEjzM3NoaOjI/Nat27dkJmZibdv36Js2bLYu3cvKlWqBABITk6Gjo4ORCIRr99jjDHGGGPsP3zXyIwDPfZfduzYAVdXV7i4uKBBgwY4c+YMACA3NxcAMHXqVMTGxsLAwADBwcFCoAcAurq6EIlEEIvFHOgxxhhjjDH2Hzg6Yz+Mv78/hg0bhnHjxiEiIgImJiaYPn06AEBVVRUAUKNGDdSoUQNVq1aFgYFBke/DnQqMMcYYY4z9t+86jZOxT9m6dStGjhyJkJAQuLq6AgBOnTqFDRs2YPDgwdDU1ETNmjVRuXJlhIeHo1+/fjh06BBatmwp55IzxhhjjDFWMnGwx4rdkydP4OjoCDMzM0RHRwvHnZycEB8fD1VVVeTn58PY2Bj79u2DoaEhbGxsMGLECEydOlWOJWeMMcYYY6zk4vlwrNjp6enB29sbT58+xZgxYwAA7u7ueP36NY4dO4a7d+9iwYIFePXqFXbu3ImyZcvCx8cHv//+u5xLzhhjjDHGWMnFI3vsh0hLS8OBAwfg6ekJkUgEY2NjHDt2DBUrVgRQkMnV1tYWjo6O2LBhg/Bz+fn5UFZWllexGWOMMcYYK7F4ZI8VC7FYDKAgWAMAbW1t9OzZE0uWLBHW50kHemlpadDR0UH16tVl3ocDPcYYY4wxxr4Oj+yx7y40NBSPHj2Cm5sbLCwsZF5LSUnBwYMHMW3aNHTu3BkBAQEAAFdXVyQmJuLKlStQUVGRR7EZY4wxxhgrVTjYY9/VixcvYGtrC0tLS9y/fx/jx49H/fr10aFDB+GcpKQkhIaGYvr06ejSpQvevn2Lu3fv4s6dO0KyFh7RY4wxxhhj7NtwsMe+q6SkJLi5ucHd3R1NmjTBunXrcOHCBdjb26Nfv35o2bIlNDU1kZ6ejgMHDmDYsGGoVq0abt++DVVVVeTl5fHIHmOMMcYYY98BB3vsuyEiiEQihIeHY+LEiTh79ix0dXWRm5uLgQMHIioqCubm5pg3bx5sbW1hbGyMo0ePon379lBWVuZAjzHGGGOMse+IE7Sw74aIQESwt7eHjY0NTp8+jbJly0JfXx9PnjxBixYtYGVlhfHjx8PGxgZhYWFwdXWFsrIy8vPzOdBjjDHGGGPsO+LWNfsmN2/exJMnT2BgYABHR0cAQMWKFVGnTh2sWLECPXr0QMuWLaGrq4utW7dCX18f58+fR1xcnMw6Pl6jxxhjjDHG2PfF0zjZV9u9ezeWL18OU1NTWFpaYuHChcJUzqysLHTo0AFRUVFwdHTE/v37UaFChULvwVM3GWOMMcYYKx7cymZfZceOHRgxYgS2bt0KFxcXlCtXDgAgEokAACoqKmjQoAEePnyIsLAwlC1bFpJ+Bck5kvMYY4wxxhhj3x+v2WNf7O7du1i6dCnWrFmDPn36CIGeJJgjIqioqGD8+PFITU3Fzp07ARQEedKBHmOMMcYYY6z4cLDHvtjLly+RkZGBFi1aQHoW8D8DOVNTU3h4eCAoKAivX7/+0cVkjDHGGGPsp8bBHvti165dQ2pqKmrWrAmRSIR/LvsUiUSIj49HXFwcnJycAABGRkbyKCpjjDHGGGM/LQ722BezsLBAeno6Tp48CaDwiB4ABAYGYsOGDejcuTPOnDkDkUgEsVj8o4vKGGOMMcbYT4uDPfbF7OzsoKamhk2bNuHZs2fCcckIX0pKCh4+fAhLS0sAEEb/lJT4cmOMMcYYY+xH4dY3+2Lm5ubYuHEjwsPDMX36dMTFxQEoCOpevXqFPn36IDExEaNHjxZ+hhOzMMYYY4wx9mPxPnvsq+Tn52Pbtm0YNWoUKlasiHr16kEsFiM5ORlisRjR0dFQVVVFfn4+b5jOGGOMMcaYHHCwx77JjRs3sHXrVjx48ABVqlRB/fr1MWLECCgrK/OG6YwxxhhjjMkRB3usWPCIHmOMMcYYY/LFwR77ZkTEa/IYY4wxxhhTMJyghX0zDvQYY4wxxhhTPBzsMcYYY4wxxlgpxMEeY4wxxhhjjJVCHOwxxhhjjDHGWCnEwR5jjDHGGGOMlUIc7DHGGGOMMcZYKcTBHmOMMcYYY4yVQhzsMcYYY4wxxlgpxMEeY4wxVgJs374d5cqV+27v9+TJE4hEIty4ceO7vSdjjDHFwsEeY4wx9oUGDhwIkUgEkUgENTU1WFhYYN68ecjLyyu23+nu7o6EhITv9n5VqlTB69evUa9eve/2nowxxhSLirwLwBhjjJVELi4u2LZtG7Kzs3H06FGMHj0aqqqqmD59usx5OTk5UFNT++bfp6GhAQ0NjW9+HwllZWUYGRl9t/djjDGmeHhkjzHGGPsKZcqUgZGREapWrYqRI0eibdu2OHz4MAYOHIiuXbvCx8cHxsbGqFWrFgDg9u3bcHJygoaGBsqXL49hw4YhLS0NAHDy5Emoq6sjKSlJ5neMHz8eTk5OAApP4/T29oatrS127twJMzMz6Orqok+fPkhNTRXOEYvFWLp0KSwsLFCmTBmYmprCx8cHQOFpnPn5+Rg8eDCqVasGDQ0N1KpVC76+vsX012OMMfYjcLDHGGOMfQcaGhrIyckBAJw+fRoPHjzAqVOnEB4ejvT0dLRv3x56enq4evUqgoKCEBERgTFjxgAA2rRpg3LlyiE4OFh4v/z8fOzbtw99+/b95O/866+/EBoaivDwcISHhyMyMhKLFy8WXp8+fToWL16M2bNn4969e9izZw8qVqxY5HuJxWKYmJggKCgI9+7dg5eXF2bMmIH9+/d/jz8PY4wxOeBpnIwxxtg3ICKcPn0aJ06cwNixY/Hu3TtoaWlh8+bNwvTNgIAAZGVlYceOHdDS0gIA+Pn5oXPnzliyZAkqVqyIPn36YM+ePRg8eDCAgoAxKSkJPXr0+OTvFovF2L59O8qWLQsA6N+/P06fPg0fHx+kpqbC19cXfn5++O233wAA1atXR7NmzYp8L1VVVcydO1f4d7Vq1XDp0iXs378fvXv3/vY/FGOMsR+OR/YYY4yxrxAeHg5tbW2oq6ujQ4cOcHd3h7e3NwDAyspKZp1efHw8bGxshEAPABwdHSEWi/HgwQMAQN++fXHu3Dm8evUKALB792507NjxXzNwmpmZCYEeAFSqVAlv374Vfmd2djbatGnz2Z9p3bp1sLOzg6GhIbS1tbFp0yY8e/bss3+eMcaYYuFgjzHGGPsKrVu3xo0bN/Dnn38iMzMTgYGBQjAnHdR9Lnt7e1SvXh179+5FZmYmQkJC/nUKJ1AwGidNJBJBLBYDwBcnc9m7dy8mT56MwYMH4+TJk7hx4wY8PDyEqamMMcZKHp7GyRhjjH0FLS0tWFhYfNa5derUwfbt25Geni4EgtHR0VBSUhISuAAFo3u7d++GiYkJlJSU0LFjx68uX40aNaChoYHTp09jyJAh/3l+dHQ0mjZtilGjRgnH/vrrr6/+/YwxxuSPR/YYY4yxYta3b1+oq6vjt99+w507d3D27FmMHTsW/fv3l0mY0rdvX1y/fh0+Pj7o2bMnypQp89W/U11dHZ6enpg6dSp27NiBv/76C5cvX8aWLVuKPL9GjRqIjY3FiRMnkJCQgNmzZ+Pq1atf/fsZY4zJHwd7jDHGWDHT1NTEiRMn8OHDB9jb26Nnz55o06YN/Pz8ZM6zsLBAo0aNcOvWrf+cwvk5Zs+ejd9//x1eXl6oU6cO3N3dhTV9/zR8+HB0794d7u7uaNy4Md6/fy8zyscYY6zkERERybsQjDHGGGOMMca+Lx7ZY4wxxhhjjLFSiIM9xhhjjDHGGCuFONhjjDHGGGOMsVKIgz3GGGOMMcYYK4U42GOMMcYYY4yxUoiDPcYYY4wxxhgrhTjYY4wxxhhjjLFSiIM9xhhjjDHGGCuFONhjjDHGGGOMsVKIgz3GGGOMMcYYK4U42GOMMcYYY4yxUuj/AABKyPrdqsdgAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Crea un gráfico de distribución de provincias para cada cluster\n",
        "unique_clusters = np.unique(kmeans.labels_)\n",
        "for cluster in unique_clusters:\n",
        "    cluster_data = data_ref[data_ref['Cluster'] == cluster]\n",
        "    province_counts = cluster_data['REGION'].value_counts()\n",
        "\n",
        "    plt.figure(figsize=(10, 6))\n",
        "    province_counts.plot(kind='bar', color='blue', alpha=0.7)\n",
        "\n",
        "    plt.title(f'Distribución de regiones y provincias en Cluster {cluster}')\n",
        "    plt.xlabel('Región-Provincia')\n",
        "    plt.ylabel('Cantidad de casos')\n",
        "    plt.xticks(rotation=45, ha='right')\n",
        "    plt.grid(True)\n",
        "\n",
        "    plt.show()"
      ],
      "metadata": {
        "id": "ZmsU30fpmyPl",
        "outputId": "c9d3a86c-b89a-42d7-9597-762d0e9d1e75",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}