Modelling1.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4TSjluFwrbMQ"
      },
      "source": [
        "\n",
        "\n",
        "---\n",
        "\n",
        "\n",
        "# 📊 Proyecto de Análisis de Sentimientos de Tweets"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Nc4SJiKRrebP"
      },
      "source": [
        "## 🎯 Problema de Negocio\n",
        "\n",
        "El objetivo de este proyecto es analizar los sentimientos de los tweets, identificando si los mensajes son positivos o negativos. Utilizando un conjunto de datos de 1,600,000 tweets preprocesados, se pretende generar diversas características que se utilizarán para entrenar un modelo de clasificación."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "8MiXqpSQrzbk"
      },
      "outputs": [],
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import pandas as pd\n",
        "\n",
        "import warnings\n",
        "warnings.filterwarnings('ignore')\n",
        "\n",
        "df = pd.read_csv('datatotal.csv')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "HpC9WTo3WTgL"
      },
      "outputs": [],
      "source": [
        "X = df.drop(columns=['Unnamed: 0', 'target', 'text', 'date', 'cleaned_text'])\n",
        "y = df['target']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vi5lCi0RWg2A",
        "outputId": "a4d7e658-2c24-4f5b-9f2c-abc343c83e23"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Dimensión de X (variables predictoras): (1599999, 15)\n",
            "Dimensión de y (variable objetivo): (1599999,)\n"
          ]
        }
      ],
      "source": [
        "# Verificar las dimensiones de las variables\n",
        "print(f\"Dimensión de X (variables predictoras): {X.shape}\")\n",
        "print(f\"Dimensión de y (variable objetivo): {y.shape}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "I6JjZ3VkWiUe",
        "outputId": "45fa4e30-334a-4023-b375-ec65e72f47f3"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Conjunto de entrenamiento (train): (1119999, 15), (1119999,)\n",
            "Conjunto de prueba (test): (240000, 15), (240000,)\n",
            "Conjunto de validación (validation): (240000, 15), (240000,)\n"
          ]
        }
      ],
      "source": [
        "# Primero, dividir en train (70%) y test (30%)\n",
        "\n",
        "# Ahora dividir X_temp en test (50%) y validation (50%)\n",
        "\n",
        "# Verificar las dimensiones después del split\n",
        "print(f\"Conjunto de entrenamiento (train): {X_train.shape}, {y_train.shape}\")\n",
        "print(f\"Conjunto de prueba (test): {X_test.shape}, {y_test.shape}\")\n",
        "print(f\"Conjunto de validación (validation): {X_val.shape}, {y_val.shape}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "i38nK-b7sJut"
      },
      "source": [
        "## Análisis Exploratorio"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 583
        },
        "id": "qOBKmTrsWt7c",
        "outputId": "d602496f-a8bf-40c6-aec1-887f860ec311"
      },
      "outputs": [
        {
          "data": {
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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# @title Target\n",
        "if not isinstance(y_train, pd.Series):\n",
        "    y_train = pd.Series(y_train, name='target')\n",
        "\n",
        "# Crear un DataFrame con y_train\n",
        "df = pd.DataFrame({'target': y_train})\n",
        "\n",
        "# Configurar el estilo de Seaborn\n",
        "sns.set(style=\"whitegrid\", context=\"talk\")\n",
        "\n",
        "# Crear una figura de tamaño adecuado\n",
        "plt.figure(figsize=(10, 6))\n",
        "\n",
        "# Gráfico de barras para ver la distribución del target\n",
        "ax = sns.countplot(\n",
        "    data=df,\n",
        "    x='target',\n",
        "    palette=\"pastel\",\n",
        "    order=sorted(df['target'].unique())\n",
        ")\n",
        "\n",
        "# Añadir porcentajes encima de cada barra\n",
        "total = len(df)\n",
        "for p in ax.patches:\n",
        "    percentage = '{:.1f}%'.format(100 * p.get_height() / total)\n",
        "    x = p.get_x() + p.get_width() / 2\n",
        "    y = p.get_height()\n",
        "    ax.annotate(percentage, (x, y + total*0.01),\n",
        "                ha='center', fontsize=12, color='black')\n",
        "\n",
        "# Añadir títulos y etiquetas con formato\n",
        "ax.set_title(\"Distribución de Clases en el Conjunto de Entrenamiento\", fontsize=16, fontweight='bold')\n",
        "ax.set_xlabel(\"Clases (0 = Negativo, 4 = Positivo)\", fontsize=14)\n",
        "ax.set_ylabel(\"Frecuencia\", fontsize=14)\n",
        "\n",
        "# Personalizar las etiquetas de los ejes\n",
        "ax.tick_params(axis='x', labelsize=12)\n",
        "ax.tick_params(axis='y', labelsize=12)\n",
        "\n",
        "# Quitar bordes superiores y derechos\n",
        "sns.despine()\n",
        "\n",
        "# Ajustar el diseño para evitar recortes\n",
        "plt.tight_layout()\n",
        "\n",
        "# Mostrar el gráfico\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 320
        },
        "id": "qkIrtfm50GG1",
        "outputId": "29878a41-4da5-40ab-d985-de4266ff7c1e"
      },
      "outputs": [
        {
          "data": {
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              "type": "dataframe"
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              "\n",
              "  <div id=\"df-2681b265-2597-41a1-a239-15dee839942c\" class=\"colab-df-container\">\n",
              "    <div>\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>tweet_length</th>\n",
              "      <th>emoji_count</th>\n",
              "      <th>exclamation_count</th>\n",
              "      <th>question_count</th>\n",
              "      <th>capital_word_density</th>\n",
              "      <th>word_count</th>\n",
              "      <th>stopword_count</th>\n",
              "      <th>unique_word_count</th>\n",
              "      <th>repeated_word_proportion</th>\n",
              "      <th>textblob_subjectivity</th>\n",
              "      <th>punctuation_count</th>\n",
              "      <th>mention_count</th>\n",
              "      <th>hashtag_count</th>\n",
              "      <th>text_entropy</th>\n",
              "      <th>sarcasm</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>1119999.00</td>\n",
              "      <td>1119999.00</td>\n",
              "      <td>1119999.00</td>\n",
              "      <td>1119999.00</td>\n",
              "      <td>1119999.00</td>\n",
              "      <td>1119999.00</td>\n",
              "      <td>1119999.00</td>\n",
              "      <td>1119999.00</td>\n",
              "      <td>1119999.00</td>\n",
              "      <td>1119999.00</td>\n",
              "      <td>1119999.00</td>\n",
              "      <td>1119999.00</td>\n",
              "      <td>1119999.00</td>\n",
              "      <td>1119999.00</td>\n",
              "      <td>1119999.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>64.21</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.57</td>\n",
              "      <td>0.15</td>\n",
              "      <td>0.05</td>\n",
              "      <td>12.50</td>\n",
              "      <td>5.22</td>\n",
              "      <td>11.82</td>\n",
              "      <td>0.04</td>\n",
              "      <td>0.40</td>\n",
              "      <td>3.98</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.03</td>\n",
              "      <td>2.56</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>34.32</td>\n",
              "      <td>0.12</td>\n",
              "      <td>1.33</td>\n",
              "      <td>0.98</td>\n",
              "      <td>0.10</td>\n",
              "      <td>6.90</td>\n",
              "      <td>3.60</td>\n",
              "      <td>6.25</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.34</td>\n",
              "      <td>3.43</td>\n",
              "      <td>0.59</td>\n",
              "      <td>0.23</td>\n",
              "      <td>0.26</td>\n",
              "      <td>0.07</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>1.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>-0.00</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>36.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>7.00</td>\n",
              "      <td>2.00</td>\n",
              "      <td>7.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.48</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>59.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>11.00</td>\n",
              "      <td>5.00</td>\n",
              "      <td>11.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.40</td>\n",
              "      <td>3.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.63</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>91.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.07</td>\n",
              "      <td>18.00</td>\n",
              "      <td>8.00</td>\n",
              "      <td>17.00</td>\n",
              "      <td>0.07</td>\n",
              "      <td>0.67</td>\n",
              "      <td>6.00</td>\n",
              "      <td>1.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>2.72</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>351.00</td>\n",
              "      <td>81.00</td>\n",
              "      <td>98.00</td>\n",
              "      <td>111.00</td>\n",
              "      <td>1.00</td>\n",
              "      <td>40.00</td>\n",
              "      <td>40.00</td>\n",
              "      <td>36.00</td>\n",
              "      <td>0.96</td>\n",
              "      <td>1.00</td>\n",
              "      <td>119.00</td>\n",
              "      <td>12.00</td>\n",
              "      <td>24.00</td>\n",
              "      <td>3.85</td>\n",
              "      <td>1.00</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-c9d69639-6d62-4883-a7f0-96223119b676 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "text/plain": [
              "       tweet_length  emoji_count  exclamation_count  question_count  \\\n",
              "count    1119999.00   1119999.00         1119999.00      1119999.00   \n",
              "mean          64.21         0.00               0.57            0.15   \n",
              "std           34.32         0.12               1.33            0.98   \n",
              "min            1.00         0.00               0.00            0.00   \n",
              "25%           36.00         0.00               0.00            0.00   \n",
              "50%           59.00         0.00               0.00            0.00   \n",
              "75%           91.00         0.00               1.00            0.00   \n",
              "max          351.00        81.00              98.00          111.00   \n",
              "\n",
              "       capital_word_density  word_count  stopword_count  unique_word_count  \\\n",
              "count            1119999.00  1119999.00      1119999.00         1119999.00   \n",
              "mean                   0.05       12.50            5.22              11.82   \n",
              "std                    0.10        6.90            3.60               6.25   \n",
              "min                    0.00        0.00            0.00               0.00   \n",
              "25%                    0.00        7.00            2.00               7.00   \n",
              "50%                    0.00       11.00            5.00              11.00   \n",
              "75%                    0.07       18.00            8.00              17.00   \n",
              "max                    1.00       40.00           40.00              36.00   \n",
              "\n",
              "       repeated_word_proportion  textblob_subjectivity  punctuation_count  \\\n",
              "count                1119999.00             1119999.00         1119999.00   \n",
              "mean                       0.04                   0.40               3.98   \n",
              "std                        0.06                   0.34               3.43   \n",
              "min                        0.00                   0.00               0.00   \n",
              "25%                        0.00                   0.00               2.00   \n",
              "50%                        0.00                   0.40               3.00   \n",
              "75%                        0.07                   0.67               6.00   \n",
              "max                        0.96                   1.00             119.00   \n",
              "\n",
              "       mention_count  hashtag_count  text_entropy    sarcasm  \n",
              "count     1119999.00     1119999.00    1119999.00 1119999.00  \n",
              "mean            0.50           0.03          2.56       0.00  \n",
              "std             0.59           0.23          0.26       0.07  \n",
              "min             0.00           0.00         -0.00       0.00  \n",
              "25%             0.00           0.00          2.48       0.00  \n",
              "50%             0.00           0.00          2.63       0.00  \n",
              "75%             1.00           0.00          2.72       0.00  \n",
              "max            12.00          24.00          3.85       1.00  "
            ]
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# @title Descripción\n",
        "pd.options.display.float_format = \"{:.2f}\".format\n",
        "# Descripción de las variables numéricas en el conjunto de entrenamiento\n",
        "X_train.describe()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "9ff-UQvbw5xm",
        "outputId": "0f9fbaf3-fa5e-4428-f1d3-72f916963579"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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eERER+uCDDzRhwgRj/enTp+dKiu+++25VqlRJBw4c0LVr1yTdePgxePBgLVu2LN/EPOtvyDr3JScny83NTffff78uXbqk33//XcnJycb62ftBFlZqaqqGDBli8b0oX768GjVqpISEBB06dMgo//rrr1W5cmUNHTo03/2tXLlS7u7uuvfee3XlyhUdO3bMWPbbb79pz549uvfee42yESNGFKsVx/Tp0y2S4rvvvlv+/v5KSEhQTEyMzp49m+fD01GjRllco6pWrap77rlHqamp2rNnj9LS0pSWlqZ///vfql69ukXN65tvvmmRFLu5ualRo0bG7yX7ue1Wu3jxov744w/5+voqMDDQqN2SbjycmTBhgk0TY0lycXFR7dq1VbVqVVWsWFHp6ek6d+6cTp48KelGn+n//Oc/uv/+++Xn53fT/bm5ualXr15GIhgTE6Nt27apbdu2xjo5k6C8WovVqFFD1apVU8WKFeXi4qKLFy/qyJEjRpK7ZMkSderUSQ8++GC+sRR0rS4MNzc31alTR5UrV1aFChWUkpKi06dPGyOtX79+XW+++abWr18vDw+PfPfz1VdfycfHRw0aNFBkZKTFdeKLL75Qs2bNLD6fguzZs0evvvqq8TmYTCbdc8898vX11cmTJ/XXX39JutG6Zfjw4fruu+9u+jcX917PVp9Pfuf9jIwMjRw50iIpLlu2rEJCQpSQkKCIiAiLa11OaWlpGjJkiMV1xN/fX0FBQUpISNC+ffuUmZmpa9eu6dVXX9WiRYvUoEEDo/XhiRMnjN+BJDVs2NCiL/rt0i+dxNjJ5PUEWZLuuusuffjhh7luXubOnWtx89q4cWN99dVXqlixoiRp2rRp+uyzz4zlEyZMsGhe2rRpU7366qv65JNPJEl79+7VM888o7179xrbDBo0SB06dLhp7NOmTTOaCx0+fFj9+vUzEpQ9e/Zo586datGixU33s3nzZm3bts14X6lSJS1cuNA4ye3YsUPPP/+8ccPx448/6vnnn1e9evU0ZcqUXM1s6tevn2ft4s3MmzfP4qanadOm+uqrr+Tl5aWMjAyNGTNGP/30U77bT5061SIpnjRpkrp37268nzlzpiZNmiRJ+vvvv/Xdd9/dtOatuN59912L/n2pqanKzMzUxx9/bJRVqlRJ3333ndF8Lz09XcOGDTOesq5Zs0ahoaFq2LBhvscp7HfA2mPXrl07V7PfLBcvXtRDDz1k1JSuWbPGSIyzvgfZm1tVrVo1z+9HZGSkvv/+e+N9SEiI5s6dKy8vL0lSXFycnnjiCV24cEGSNHnyZD3xxBNyd3dXbGysRXMpSfrss8+MpCEiIkJPPfVUvl0jiqJixYq65557jCfMO3fulNlslslk0s6dOyXJSJzT09O1e/du3X///blqj7Pf6Fh7XskrxhkzZqhZs2aSbtw0ZyWIW7duNdZzc3PTggUL1KRJE0k3zodDhgyR2Wwu7sdToICAAM2fP994GDJx4kR9+eWXxvKZM2cWmBjfcccdmjVrlvG9zTonWXMOy0vZsmW1YMECo8VQzs9l9erVGjlypGrWrKkrV65o5syZFttPnDjReKh64cIFPf3008bN7okTJ7R06dJcNZPZPfbYY/rvf/9rXH9SU1ON1zmbGRbnXLt06VKLpPjOO+/UggULjFq5FStWWDRvnTlzpvr3729RS55dhQoVtGDBAqPlRM7mwVu3brVIjIsr+9ROedUIXr16VVu3brVo9rht2zaLmqtOnTrps88+Mz7PyMhIPf7448ZDtwkTJhiJ8aFDhyxqZ8uUKaO5c+ca19X169fr5ZdftvrvKor27dvr888/V9myZXXx4kX94x//MB6qnz59WufPny+wRUJRPPvss3r11VdVoUKFXMu+/fZb40FrSkqK1q9fb/GgsiBPPvmkZs+ebfyeli9fbnE+zH6d9/f3t3hQ0aJFC23atMni3zjL8ePHLSozVq9eXWBiLOV9rS6MN954QzVq1Mjz4fpHH32kOXPmSLrRYmTHjh0F1oq2bNlSM2fOlKenpzIyMjR69GitXLnSWD5z5sxCJ8YTJkwwkuIyZcrom2++UfPmzSXduA689957xkPivXv3at26dTd9uJZ1zS7KvZ4tP5/8zvvr16+3OI9VrFhR3333nXHenzdvnsaNG5fvfpcvX26RFPfv31/vvPOOcV3ds2eP+vfvL7PZrJSUFE2ePFkzZsww+p/nbFL99NNP3xZNp3MiMYakG7WP//jHPzR9+nS1bt3aKM/ZP2j48OHGzaskDRkyRN99951iYmIk3WhydejQIYsm2aGhoQoPDzfmSs6eFDdt2lT/+te/bhrffffdZ9GH5u6779ajjz5q0Uxxy5YthUqMc/5NTz75pMWTv1atWumhhx7SL7/8Iun/99XK76ayuLZs2WLxftiwYUZS5Orqqtdeey3fxDgzM9Pi73Bzc9PatWstnuZn1dpkCQsLuyWJ8X333Zdr0Bt3d3f9+eefFqOely1b1iLZkWR8b7LHmF9iXJTvwKFDh6w6doUKFRQVFaX//ve/2rVrl86dO6ekpCSjFi677LWARbFhwwZlZmYa79PS0iy6F0iySNji4+O1d+9etWrVSuHh4RaxNGnSxOJiHxwcnOuzsUabNm2MxDg+Pl7Hjx9XvXr1tGfPHknSI488ol9++UXp6ekKDw/PlRibTCaLGmNbnFeye/75542kOOt47u7uFkmxJD388MNGUizdaLJ433335VrPVoYMGWLRQmDYsGH69ttvjd/m33//rb/++kt33XVXntu/8sorFucdV1dXSbY/h/Xo0cPis835uWRmZmrbtm3q06ePtm7davHApXHjxhY359WrV1doaKhFa42wsLB8E+NKlSrp3XfftXgoa+uuKzk/r9DQUItE47HHHtP8+fP1559/SrrRd3/btm3q2rVrnvt76qmnLPqZdurUySIxznluKa4aNWro9OnTkm48DJk1a5YCAgJ011136c4771TFihVzxfjrr79avL98+bJFv39JFl0/jh07prNnz6pmzZq5rkkPPvigxTW1c+fOatWqVYnOET127FiVLVtWkuTj46OQkBCFhYUZy6Ojo22WGN9555365Zdf9PPPPysiIkIXL17U9evX83xwVpTzfq1atdSqVStt375d0o1WBUlJSfL09NTu3bstavmeeOIJ43cu3WhJsXfvXk2dOlUHDhzQ+fPnlZSUZHHtKGxM+V2rC+POO+/UihUr9Ouvv+r48eO6dOlSvg9eT506VWDi98orrxjjnri6uur111+3SIz37NmjlJSUAmtVpRstj7KuQdKNmt558+Zp3rx5RlnObmZhYWHFanVyM7b+fPI67+fsUtCnTx+L8/6AAQM0b968fGuNf/vtN4v3Z86csej/Lt04N2Q9LNmyZYvFQ0pnQWLsZLI68JvNZkVHR+urr74yBg9ISkrS6NGj9euvvxo/hJz9/3IOfFKmTBkFBARY3AicPXvW4iYrq6n0o48+anGS8vLy0qeffqoyZW7+NcxrUKP69etbvM+eCBUk598UGBiYa50GDRoYN5WS5ZN7W8kZb844sppNXb16Nde28fHxFrXFaWlpN23idiv+BkkWTYsKOl50dLRVMRblO2DtsdesWaPXX389z0Q4p4SEhJuuc7PjSTdqeXP2f8xrm1atWhXqO5zzs7FGmzZtNGPGDON9eHi4rl+/bnwHO3XqpL/++ksHDhwwEuLsiXFQUJBFgmiL80p2+X0HC/s53arEOOffVbZsWd11110W/87nzp3LNzHOrz+nrc9h+f22sn8uWb+twh47u4KOfffddxsPBG+VwsaclRhLBcec83uYs4axsLVwNzN06FDt2rVLqampiomJsWjO7ubmpoYNG6pHjx568sknjWt2zrizP4jOT1ZinPNzymuQqaCgoBJLjD09PXM9zLlVn7XZbNaIESNyJQ/5ydmf9Wb69u1rJMZJSUlat26devbsadGM2sXFJVcLkrlz5950LIIsN7sW5XeevJnr169r4MCB2r9/f6HWv9lnk/N7lfNeJy0tTTExMTftL3v27FmLhxZXr161y32QrT+f/M77Oe8Zc36OJpNJgYGB+SbGOf/2nA/CckpNTVV0dLTTzTtOYuykskanfPvtt7VhwwbjghgVFaV9+/YZJ1BbNTGMiorKleBdu3ZNJ0+eLLBv8a2Q828qSh+b0iz7IEm2VJh+VoWVvS9hScs6dmpqqt5//32LpLhq1aq6++67jdF5c/Z7LOkYS1rTpk1Vrlw54/jh4eEW3QCyaukPHDigQ4cO6dixYxY32TlHRrZ10+Vq1arZdH+OIr/flj3PYbY+ti3PH/mxdcyVK1e2eJ9fE39rtWzZUj/99JMWLlyo7du3KzIy0mg2mpaWpr1792rv3r3avn17nqPGFlZ+55W8/q6ifHZ5PVjM3oXiZqpUqZKrLHttqi2tXbs2V1IcGBiomjVrys3NTZcuXTK6jkhFP4c9+OCDqlq1qtE/dMWKFerWrZvFw6v27dtb3A/lfBgi3WiRERgYaNSiF6XPd3F/a99++61F0pfVj9ff31+urq46d+6cxXgXt6prii3civsgW38+hf13svb3WRj2vCezFxJj5HoCm71Wt2bNmhZ9Go4dO2ZxE5qenm6xPGub7BITEzVy5MhcI2uazWa9/vrrWr58+U1vbLMPbpIl53EL25wqZ3x57TvnwFPZt7HViad69epGMznpRn+h7J9DdHR0nrXF0o0bs/LlyxtNMr28vLRt2za7NHnJ76Yw5+fcvn37XCNRFkVRvgPWHPvEiROKj4833gcHB2vRokXGZ5uenm70YbJGzhhHjRpV6Pk+c37XswZayy7nZ2MNd3d3NWvWzGjKtXPnTuP3XLt2bfn5+alVq1aaPXu20tPTc42imjMxtsV5Jbv8fpMl/TnldOzYMYun+ikpKbme5hc0YElhf1tFPYflFWdOhf1tWXvsW5VU5jx+9kFjjh07lqsPcFFiLkl16tTRW2+9JenG7yI2NlZHjhzRxIkTje/zr7/+atT65oz7008/LfT8tDm/i3n9Xo4cOVLgPtzc3Izk/cqVK8Z4BNKNmrXsA505kl27dlm8f+211zR48GDj/apVqywS46Jyd3dXz549jb6m27dv1/fff68rV64Y6+QcdGv//v0WDxc6dOigGTNmGJ9nTExMkRLj4v7Wcn42kyZNsvhOzZw50yLxu5mjR49adH3Jea/j5uYmX1/fm+7njjvukMlkMhLNunXr6ueffy50HDdT2Hs9W38++f073ex6Zjab8zwfZ8l53V20aJEaN25c6LicpRLp1l+R4NB27NiR68eV/WlVzkGxvvjiC4vmOrNnz7Zo7ujn56d77rnHYpt3333XIgF87rnnjB/YpUuXNGrUqJtOS7Rt2zajj7J04+KcvU+KlPvmOz85/6ZFixZZ3DTt2rXLop+WyWSy2CbrSW2W4vYnyxnvtGnTjEQ3IyPDGDgrLy4uLhb9bRMTE/Xhhx/malZmNpu1f/9+jRs3Llffs1vtnnvusUh2tmzZouXLl+daLyUlRZs2bdIrr7xS4JQtRfkOWHPsnLUcbm5uRnP/zMxMTZw48aZPUbN/Ry5fvpxnc78OHTpYXGjmzp2b503jpUuXtHTpUo0aNcooa9mypUUXhL1791rUduT12Vgr+2Aoly5dMpLkrNYlzZo1M2pzsteCuLu753qQYIvzSmFk79cs3ahdyf5kf8uWLbesGbUkzZo1y2IE0WnTplk0o6tZs2a+zagLYu05LKeVK1dafPf++OMPi8/FxcXFGHvivvvus/h+79u3z2IE/ejoaM2ePbvAeIsi5/k2azT5osh5/Dlz5ljsZ9WqVRbTl5QtWzbXd8celi5dqk2bNhnnjzJlyqh69erq2LFjrubvWTWxnTp1sij/7LPP8mxaGR0drW+//VYffPCBUZZzwKO1a9daNC9fv379TZtRZ79/uH79unHeTU1N1QcffGDxe3AkOc/72QdRio2NzXPKpKLq27ev8TozM9OiNtjPzy/XXMQ5p1Xy8PAwrhmpqan66KOPrI6pMAr6bCIjIy369BbGlClTjGtoXvc6TZs2zfW7z4u3t7fFmBGnTp3Sl19+met+Mj09Xdu3b9ebb75Z6ObOUuHv9Wz9+eSnXbt2Fu8XL15sjLotSfPnz7d4n1POc8P48eONgeyyO3PmjL788stcrVBy9vkuzrm4NKDG2MlkTdeU1cf4wIEDFs06atSoYXGiGTRokJYuXWpczPbu3auHHnrImFYlZ1I9atQoi6dd3333nVavXm2879Onj8aOHasyZcoYNXg7d+7UlClT9Oqrr+Ybt9ls1ksvvaRGjRrJw8ND+/bts0g2mjZtWuj+Mw888IBatmxp9IGMj4/X448/rkaNGik9PV1//vmnxYmuV69eFv2cvL29VblyZaNW8fTp03rsscd01113yWQyqXfv3jedp066MQLmjz/+aPwdu3fv1sMPP6wGDRrozJkzBQ67L90YsGjDhg1G06Bvv/1Wq1evVlBQkMqXL6/Lly/rxIkTRsIRHBxcqM/HVlxcXPT6668bA79kZmZq9OjRmjJliurWrSsXFxfFxMTo5MmTxmfw+uuv57u/onwHrDl2/fr15enpaXyuBw4cUJcuXVS3bl2dOHFCZ8+etXhKnZe6devq8OHDkm403Xr00UcVEBAgV1dXderUST179lS9evXUp08fLVq0SNKNZPPxxx9XgwYNVL16daWlpens2bP666+/lJmZaVGb4+fnp8cee0xLliwxykaMGGFM17R///5cLTSslfNBTtZvJOsz9/LyUnBwsA4ePGgxMExWM+zsrD2vFFZISIhat25t9O1LS0vT008/rZCQEGVmZuY6/9nasWPH1LVrVzVs2FBRUVEWyaukQrcQyMnac1hO169f11NPPWVMY5Xzc+nWrZvRz6xy5cp64YUXLG6aXn31VWNU8T///NMi+a9bt66eeOKJYv2dWdtn/9z69u2r4OBgubm5qUmTJoUaULB3796aN2+eIiMjJd248evWrZsaNWpkzDOa3eDBg/Mdkbok/fbbb1q/fr3KlSununXrytfXVy4uLvrrr78san7KlCljzGPcrl07tW3b1ug/ePr0aXXp0kV33323fH19df36dZ05c8bo6pD9unnPPfeoXbt2xkOv1NRU9evXT40bN1Z6enquuU/z0qZNG4tB/8aMGaNPP/1UV65cscko+bdKkyZNLKb7GzdunH7++We5u7tr3759NmlSWrt2bYvfbfZzdM5Bt6Qb5y8XFxfjfLp27Vo9+uijql69ug4fPlykZunWaNy4scWMJiNGjFDz5s2VkZGhvXv3Fmosjuy2b9+uhx56SEFBQRbTGWUpynlx1KhReu6554wYJk6cqHnz5ikwMFDu7u66ePGiTpw4Yfz7PfbYY4Xed2Hv9Wz9+eSnc+fOCggIMH77cXFxeuyxxxQSEqIrV67cdIySXr16af78+cb1de/everQoYPuueceVa1aVYmJiYqMjDQeAPTq1cti+7p161q8nzZtmnbu3GmMEfHJJ5/cdMC00oAaYyfz+++/a+3atVq3bp32799vcfNTuXJlTZo0yWLESm9vb3311VcWTTguX76sP/74w+Lm1dXVVaNGjVLPnj2NsoiICI0fP954X7t2bWPU3ZEjR1qMPvzll18WOBDAo48+Kh8fH+3fv1/h4eEWCZG/v78xHVRhTZ061WK0zevXr2vnzp25TmJdunTR+++/n2v7nDd6R44c0bp167R27doCn9hlV7t2bf3nP/+xuOHPmrfx77//Vvv27QtsTlSnTh3NnDnTYp34+Hjt2LFDGzZs0N69ey1q4W5V36yCPProo3r77bctvlPnzp3T5s2btWnTJkVERFj8WxYUY1G/A8U9drly5XKNlP7XX39p48aNOnv2rJ555pmbNtvv3bu3xfvTp0/rt99+09q1ay2abL777rsWvxnpxncpLCxMf/zxh06fPm3cFOX8bMaOHWtRi5qV6GXddOWck9xaQUFB8vb2zlWe/cY6r4dTebXksOa8UlQffvihxUOFtLQ07d69W3v37lWFChUspuOwtUGDBunq1avasmVLrqT4H//4h0UNUlFZew7Lrm/fvnJ3d9euXbu0d+9eixqXwMBAvfPOOxbrDx8+XM8884xF2aFDh7Rt27Zc86rPmjXLqi4eOQcjunDhgjZs2KC1a9dq3759hdqHu7u7Zs2aZTHoVmJiorZt25YrKR4wYICGDRtW7HhvheTkZB06dEgbN27Uhg0bcjVzf+WVVyz6406ZMsWidilrDuINGzZo69atFv3/c55X/ve//xlJtnTj97Jr1y7t27dPVatW1SOPPGKxfvbzqyS9+OKLFiPMSzdqlq5fv6569eoVumVXSevevbtFs9LMzEzt2rVLW7duVWZmpv75z3/a5Dh5/ebzGnRLutGi5Nlnn7UoO3bsmDZt2qTY2FiLKcZupQEDBli0bElLS9O2bdsUHh6u8uXLWzQ5L4w+ffooNjZWf/zxR66k+KWXXlL79u0Lva8WLVpowoQJFgP4xcbGasuWLQoLC9Off/5p8VCjqPdBhbnXs/Xnkx9XV1dNnjzZYiDLpKQkbd++XREREapTp06uWuXsv093d3d99dVXFvfeqamp2rt3r9EaJHuteM7Pql27dhbX7NTUVG3ZssWYEcVWDwDsjRpjJ+bm5qaKFSsaP6a+ffta/OCy3HPPPVq5cqV+/PFHbdiwQceOHVNCQoLc3d11xx13qGXLlurXr5/FKLg5+xW7ublpwoQJxhD9bm5umjhxonr16mVMPZDV3zivgQdq1aqlN998U59//rk2bNigixcvqmrVqurcubOGDRsmHx+fIv3tlStX1rx587R27VqtWrVKBw8e1KVLl2QymeTj46PGjRvr8ccfz/cEnTXX4apVq/T3338Xu3auV69euvPOOzVjxgzt27dPaWlpql27tnr16qVnnnlGDz/8cIHbt2zZUj///LOWLFmijRs36tixY7p69apMJpOqVKmi2rVrq2nTpurUqVOR+pLY0oABA9ShQwf98MMP2r59u/766y8lJibK3d1dvr6+CggIUIsWLfTQQw8VOBBbcb4DxT32gAED5Ofnpzlz5ujIkSNycXFRQECA+vXrp8cff9xiupC8PP300zKZTFq8eLEiIyPzrW1wc3PTRx99pCeffFJLlizRvn37dOHCBaWkpKhcuXKqUaOGGjRooNatW+eanzJrLtVZs2Zp9erVOn/+vCpWrKiWLVtq+PDhOnDggFatWlVgnEWRNeVS9n3WqlXLosl6y5YtjT50WfK7ES7OeaU4qlevrh9//FHTpk3Tb7/9posXL6pKlSpq3769RowYoR9//FHr16+36hj5efrpp9WhQwd9+eWXOnDggFJSUlSvXj099dRTBc5fXBjWnsOya9KkiQYPHqzPP/9cW7ZsUXx8vPz9/dWtWzcNGTIk16jRJpNJ77zzjh599FEtWrRIu3fvVkxMjNLS0lSpUiU1aNBAXbt21WOPPWb1uAcPPPCAPv30U82bN09Hjx4t9uA5d955p5YsWaIVK1Zo7dq1OnLkiOLj41WmTBlVq1ZN9957r5588kk1bdrUqnhtaejQoWrYsKH27dunM2fOKD4+3viNVKtWTSEhIerTp0+uB1JeXl6aPXu2Nm3apJ9++kkHDhxQbGysUlNT5eXlpTvuuEN333232rZtm6v5brVq1bR48WJNmzZN69atU2xsrKpWraoOHTpoxIgRFvPDS7kHCrrzzjv1/fff67PPPtOOHTt07do13XHHHXrkkUc0ZMgQi2m8HImbm5u+/vprffHFF/r5558VExOjChUqqEWLFhoxYoTNmoA//PDDFrWQ0o0m7PmNNTB69GjVqVNHCxcu1KlTp+Th4aHg4GA9//zz6tSpU4k0p65UqZJ++OEHTZ48WWFhYbp8+bKqVKmidu3a6ZVXXilyd5T//ve/atGihb777jvjQXFQUJCee+65fKdIK8gjjzyi5s2ba9GiRcZDyMTERLm6usrHx0d16tRRs2bN9OCDD+Y5In1BCnOvZ+vPpyD169fXsmXLNHXqVG3atEnx8fGqVq2aHn74YQ0bNixXbXvO36e/v78WLVqktWvXas2aNTp06JDi4uKUmZkpLy8v3XnnnWrUqJHatWuX69rh4eGhb775RpMnT1Z4eLguXbp0026QpZHJ7MjDx8FpLV26VGPHjjXeDx8+XCNGjLBjRChpfAdQ2gwYMMBimqqs6fEczdSpUy2aQo8fP16PP/64HSOCo0hJSdHVq1fzbK0UERGhfv36GQ/6ypcvr23btt0WzSeB0iAhIUGZmZl5dvX4/fff9eKLLxqtzGrVqqV169aVdIilHjXGAAAAUGxsrB588EGFhISofv368vHxUUpKik6fPq3ff//doobo5ZdfJikGStDhw4c1aNAg3XvvvapTp46qVq2qa9eu6dixY8ZYGlkKGrcH+SMxBgAAgKT/P5tBfiP4urq6avDgwXrhhRdKODIA6enpCg8Pt2idlJ2Hh4dGjx6dazwAFA6JMQA4kTfffDPPqavy8vLLL2v48OG3NiAH9eyzzxZ63tL//e9/Vg0QBjgKb29vjRo1Srt27dLJkyd16dIlo2/yXXfdpebNm+uJJ55QQECAvUMFnE5AQIBGjBihXbt26cyZM7p8+bLS09NVoUIF1alTR61bt9YTTzyRb5913Bx9jAHAiYwZM0bLli0r1LrO3K87Z3/hgtBHFwCA0o/EGAAAAADg1JjHGAAAAADg1EiMAQAAAABOzSET42vXrmnKlCkKDQ1Vy5YtFRQUpKVLlxZ6+6tXr+qdd95R69at1aRJEw0YMECHDh2yaYyRkZGKiIhQZGSkTfcLAAAAAChZDpkYX758WV988YVOnTqloKCgIm2bmZmpIUOGaNWqVXrmmWf0+uuv69KlSxowYIBOnz5tsxivX7+upKQkXb9+3Wb7BAAAAACUPIecrsnPz09//PGHfH199eeff6p3796F3vaXX37R3r179dlnn6lr166SpEceeURdunTR1KlTNXHixFsVNgAAAACgFHLIGmN3d3f5+voWa9u1a9fKx8dHDz/8sFFWtWpVPfLII1q/fr1SU1NtFSYAAAAA4DbgkDXG1oiIiNDdd98tFxfLnL9Ro0b64YcfFBkZWeTm2QUxm83KyMiw2f4AAAAAALbh6upaqPVuu8Q4NjZWzZs3z1Xu5+cnSYqJibFpYpycnKx9+/bZbH8AAAAAANto1qxZodZzyKbU1rh+/brc3d1zlWeVpaSklHRIAAAAAAAHdtvVGJctWzbPfsRZZR4eHjY9Xrly5WxaAw0AAAAAKFm3XWLs6+ur2NjYXOUxMTGS/n+TalsxmUyFbrcOAAAAAHA8t11T6gYNGujw4cPKzMy0KD9w4IDKlSunOnXq2CkyAAAAAIAjKtWJcUxMjE6ePKm0tDSjrGvXrrp48aLWrVtnlF26dEm//PKLOnbsmGf/YwAAAACA83LYptQLFizQ1atXjSbQYWFhioqKkiQNGDBAFSpU0KRJk7Rs2TKtX79eNWvWlCR16dJFTZo00dixY3XixAlVqVJF3333nTIyMjRixAi7/T0AAAAAAMfksInxnDlzdO7cOeP9unXrjFrgf/zjH6pQoUKe27m6uurLL7/Uxx9/rPnz5yslJUWNGjXS+PHjVbdu3RKJHQAAAABQepjMZrPZ3kGURhEREUpKSpKnp6eCg4PtHQ4AAAAAoJhKdR9jAAAAAACsRWIMAAAAAHBqJMYAAAAAAKdGYgwAAAAAcGokxgAAAAAAp0ZiDMChxcXF6dChQ4qLi7N3KAAAALhNOew8xgAQFham2bNnKzMzUy4uLgoNDVXHjh3tHRYAAABuM9QYA3BIcXFxmj17th544AFNmDBBDzzwgObMmUPNMQAAAGyOxBiAQ4qKilJmZqa6d++uGjVqqHv37srIyFB0dLS9QwMAAMBthsQYgEPy9/eXi4uLVq9erfPnz2v16tVydXVVtWrV7B0aAAAAbjP0MQbgkLy9vRUaGqo5c+YoLCxMrq6uGjRokLy9ve0dGgAAVomLi1NUVJT8/f25rgEOgsQYgMPq2LGjQkJCFB0drWrVqnHzAAAo9RhYEnBMJMYAHJq3tzcJMQDgtpB9YMnu3btr9erVmjNnjkJCQrjWAXZGH2MADo15jAEAtwsGlgQcFzXGABwWzc0AALeTrIEllyxZosaNG2v//v0MLAk4CBJjAA6J5mYAgNuNt7e32rZtq82bN2vbtm2SpPbt23NdAxwATakBOCSamwEAbjdxcXHasmWL2rRpo6FDh6pNmzbaunUr3YUAB0BiDMAhMY8xAOB2k/XQ9/HHH1f79u31+OOP89AXcBA0pQbgkLLmMZ49e7bCwsKMPsY0NwMAlFZZD33//e9/69q1aypfvjwPfQEHQWIMAAAAlABvb29lZmYqMTFRkoz/89AXsD+aUgNwSNkH35owYYIeeOABzZkzh35YAIBS66233jJeu7i45FkOwD5IjAE4JAbfAgDcbs6cOWO8zszMzLMcgH3QlBqAQ2KuRwDA7aZKlSpGyycPDw+lpKQY5QDsi8QYgENirkcAwO3mrrvuMhLjrKRYkmrVqmWvkAD8H5pSA3BIzPUIALjdtGjRIs/y5s2bl3AkAHIiMQbgkLL6GDdv3lxXr15V8+bN6WMMACjVOnToID8/P4syPz8/dejQwT4BATDQlBqAQ/L395ckTZkyxSgzmUz0MQYAlGqPPfaYZs2aZfEegP1RYwzAIV2+fDlXmdlszrMcAIDSIGsqwo4dO2rChAnq2LEjUxECDoLEGIBDOnr0qCRp6NChevvttzV06FBJ0rFjx+wZFgAAxZbVTSg1NVXjx49Xamoq3YQAB0FiDMAhBQUFSZKWL1+u1NRULV++XJIUGBhox6gAACi+rG5CW7ZsMQaZlEQ3IcABkBgDcEgBAQFq3769Lly4oI8//lgXLlxQ+/btFRAQYO/QAAAollWrVhWpHEDJYfAtAA5r6NCheuihh3Ts2DEFBgaSFAMASrVdu3ZJkho2bKiePXtq+fLlOnjwoHbv3q1nn33WztEBzo3EGIBDCwgIICEGANwWmjdvrrVr1+rgwYO6cOGCMehWs2bN7BwZAJpSAwAAACUge61w9pGoqS0G7I/EGAAAACgBu3fvliS5uLiofPnycnFxsSgHYD8kxgAAAEAJ2LdvnyTp+eef16xZs/T8889Lkvbv32/HqABIJMYAAABAiWjSpIkkaeHChVq/fr0WLlwoSWrcuLEdowIgkRgDcHAnTpzQ6tWrdeLECXuHAgCAVZo1a6b69esrOTlZs2fPVnJysurXr8/gW4ADYFRqAA5r+vTp2rx5s/G+ffv2Gjp0qB0jAgDAOlFRUQW+B2Af1BgDcEgnTpzQ5s2b5efnp759+8rPz0+bN2+m5hgAUGqtWrVKCQkJMplMevjhh2UymZSQkKBVq1bZOzTA6ZEYA3BIR48elSTFxsbqhx9+UGxsrCTp2LFj9gwLAIBiCw8PlyQ99NBDeu655/TQQw9Jknbu3GnPsACIxBiAg/L395cklS1bVqGhoSpbtqwkqVq1avYMCwCAYmvZsqUk6ddff9XXX3+tX3/9VZLUokULe4YFQCTGABxUViKcfYASSSpXrpw9wwIAoNh69OihChUqyGw2a926dTKbzapQoYJ69Ohh79AAp0diDMAh+fv7y8XFRY0aNdJ9992nRo0aydXVlRpjAECpNnPmTHl7e0uSvL29NXPmTDtHBEBiVGoADsrb21tt27bNNSp11s0EAAClUf/+/Y3XcXFx6t+/vzGfMQD7ocYYgEOKi4vTli1bdO+99+rRRx/Vvffeq61btyouLs7eoQEAUCz//ve/jdfZH/RmLwdgHyTGABxSVFSUMjMztW/fPq1cuVL79u1TRkaGoqOj7R0aAADFcvLkSUk3kuKpU6cayXFWOQD7ITEG4JA8PDwkSVWqVFHHjh1VpUoVSZK7u7s9wwIAoNjq1asn6UarqKFDhxqtoLLKAdgPiTEAh5SSkiLpxs1DWFiYcfOQmppqz7AAACi27E2mr1y5kmc5APsgMQbgkK5fvy7pxvRM3bp1M6Zpypq2CQCA0iYuLk4uLi6qWLGi8X9XV1fGzwAcAKNSA3BIUVFRkm7UHK9Zs0YuLjee49HHGABQWmWNn/Huu++qRo0aOn/+vF577TVFR0cz6wJgZyTGABxSUFCQJKlSpUqqVauWzpw5o8uXLyswMNDOkQEAUDz+/v5ycXHR//73PyUkJKhChQpydXVVtWrV7B0a4PRIjAE4pICAAPn5+SkmJkaXL1+WJPn5+SkgIMDOkQEAUDze3t7KzMzUpUuXJMn4P7XFgP3RxxiAQzpx4oRiYmLk7e2tjh07ytvbWzExMTpx4oS9QwMAoFg++eQT47Wfn1+e5QDsg8QYgEM6evSoJCk0NFSDBw9WaGioJOnYsWP2DAsAgGI7fPiwJKlGjRoaPHiwatSoYVEOwH5oSg3AIWX1MZ4/f77F/+ljDAAore6++27t3btX58+f17hx4yzKAdgXNcYAHFJAQIDat2+vCxcu6OOPP9aFCxfUvn17+hgDAEqtQYMGFakcQMmhxhiAwxo6dKgeeughHTt2TIGBgSTFAIBSLWsqwgYNGigyMlJ16tTRkSNHmK4JcAAkxgAcWkBAAAkxAOC2kDVdU/Xq1fXCCy9o9erVOn78ONM1AQ6AxBgAAAAoAd7e3goNDdWcOXMUFhYmV1dXDRo0iNpiwAGQGAMAAAAlpGPHjgoJCVF0dLSqVatGUgw4CAbfAuDQVq1apXfffVerVq2ydygAANjE6dOntW3bNp0+fdreoQD4Pyaz2Wy2dxClUUREhJKSkuTp6ang4GB7hwPcll588UUlJCQY7ytUqKCZM2faMSIAAKzz3nvv6fjx48b7+vXr6/3337djRAAkaowBOKhVq1YpISFBJpNJDz/8sEwmkxISEqg5BgCUWrt379bx48dVrlw5devWTeXKldPx48e1e/due4cGOD0SYwAOKTw8XJL00EMP6bnnntNDDz0kSdq5c6c9wwIAoNj27dsnSUpOTtaaNWuUnJwsSdq/f78dowIgkRgDcFAtW7aUJP3666/6+uuv9euvv0qSWrRoYc+wAAAotnr16kmSXF1d9cQTT8jV1VWSVLduXXuGBUAkxgAcVI8ePVShQgWZzWatW7dOZrNZFSpUUI8ePewdGgAAxeLr6ytJysjI0JIlS5SRkSFJ8vPzs2dYAERiDMCBPfXUUzKZTJIkk8mkp556ys4RAQBQfP7+/sZ1LYvJZFK1atXsFBGALCTGABxSXFycZs+erQ4dOmjChAnq0KGD5syZo7i4OHuHBgAAgNsMiTEAhxQVFaXMzEx1795dNWrUUPfu3ZWRkaHo6Gh7hwYAQLFERUUp50ypZrOZaxvgAEiMATgkf39/ubi4aPXq1Tp//rxWr14tV1dXmpsBAEqtNWvWGK9r1qxpvF69erU9wgGQTRl7BwAAefH29lZoaKjmzJmjsLAwubq6atCgQfL29rZ3aAAAFMvRo0eN12fPns2zHIB9kBgDcFgdO3ZUSEiIoqOjVa1aNZJiAECpFhISou3bt0uSatSoofPnzxvlAOzLZM7Z0cFBpKam6rPPPtOKFSt09epVBQUFaeTIkWrbtu1Nt926daumT5+uY8eOKSMjQ7Vr19Yzzzyjnj172iy+iIgIJSUlydPTU8HBwTbbLwAAAG5fTz/9tEU/Y5PJpG+//daOEQGQHLiP8ZgxY/T111/r0Ucf1VtvvSVXV1cNGTJEu3btKnC79evXa9CgQUpLS9OIESP06quvqmzZsho9erS+/vrrkgkeAAAAyMO3336r1q1by9PTU61btyYpBhyEQ9YYHzhwQH369NEbb7yh0NBQSVJKSop69Oghb29vff/99/luO2jQIB0/flzr16+Xu7u7JCk9PV2PPPKIypUrp59++skmMVJjDAAAAAC3B4esMf7ll1/k6uqqvn37GmUeHh7q3bu39u7dqwsXLuS7bWJioipVqmQkxZJUpkwZValSRWXLlr2lcQOwvUWLFum1117TokWL7B0KAAA28c0332jEiBH65ptv7B0KgP/jkINvRUREqHbt2vLy8rIozxqYICIiQtWrV89z25YtW2rWrFmaPHmyevXqJZPJpJUrV+rgwYOaPHmyzWM1m83KyMiw+X4BSC+88IJSUlIkScuXL9fPP/+sr776ys5RAQBQfM8//7zS09MlSWvXrtX69es1d+5cO0cF3L5cXV0LtZ5DJsaxsbHy9fXNVZ5VFhMTk++2L7/8ss6ePasZM2Zo+vTpkqRy5cppypQpevDBB20ea3Jysvbt22fz/QLObsuWLUZSHBwcrIiICKWkpOiLL74o1CB8AAA4mg0bNhhJcd26dXXq1Cmlp6dr0qRJ6tSpk52jA25PzZo1K9R6DtmU+vr16xZNobN4eHgYy/Pj7u6u2rVrq0uXLpo0aZI++eQTNWzYUK+//joJLFCKHDt2TNKNpLhbt25GX/7jx4/bMywAAIrtxIkTkm4kxb169VLdunUlSSdPnrRnWADkoDXGZcuWVWpqaq7yrNqjgvoK/+c//9H+/fu1bNkyubjcyPsfeeQR9ejRQ+PGjdPixYttGmu5cuUUFBRk030CkNq3b68VK1YoIiJCVatWVUREhCSpXbt2atKkiX2DAwCgGO677z6tW7dOp06d0oYNG3Tq1ClJUuvWrbm2AXbmkImxr6+voqOjc5XHxsZKkvz8/PLcLjU1VUuWLNELL7xgJMWS5Obmpvbt2+vbb79VampqnrXRxWUymQrdbh1A4fXt21e//PKLUlJStGXLFkk3Wo1kH5QPAIDS5LnnnjOaU+/du1fSjUFin3vuOfsGBsAxm1I3aNBAp0+fVmJiokX5/v37JSnf6ZHi4+OVnp6e52BY6enpyszMVGZmpu0DBnBLzJ07Vz179tQdd9yhnj17MjgJAKDUmzdvnrp06SIfHx916dJF8+bNs3dIAOSg8xjv379fTz75pMU8xqmpqerRo4cqV65sTNty/vx5JScnq169epKkjIwMtW7dWlWrVtXKlSuNmuFr166pW7du8vT01M8//2yTGJnHGCgZcXFxioqKkr+/v7y9ve0dDgAAAG5DDtmUunHjxuratasmTZqkuLg41apVS8uWLdO5c+c0btw4Y73Ro0crPDxcR48elXRjKO5BgwZp8uTJ6tu3rx577DFlZmbqxx9/VFRUlD755BN7/UkAiiEsLEyzZ89WZmamXFxcFBoaqo4dO9o7LAAAANxmHDIxlqSPP/5YkydP1k8//aQrV64oKChIM2bMUIsWLQrcbujQoapZs6bmzZunL774QqmpqQoKCtKUKVPUpUuXEooegLXi4uI0e/ZsNW3aVDVq1ND58+c1Z84chYSEUHMMAAAAm3LIptSlAU2pgVvr0KFDFi1Esrz99tu6++677RARAAAAblcOOfgWAGTNV16uXDmFhoaqXLlykqTk5GR7hgUAgNXi4uJ06NAhxcXF2TsUAP/HYZtSA3BuUVFRkm4kyLNnz5bJZJKkPKdyAwCgtGD8DMAxUWMMwCEFBQVJkry9vdWxY0ejX3FgYKA9wwIAoNiyxs944IEHNGHCBD3wwAOaM2cONceAAyAxBuCQAgICVL9+fV28eFFhYWG6ePGi6tevr4CAAHuHBgBAsURFRSkzM1Pdu3dXjRo11L17d2VkZNAaCnAAJMYAHFJcXJxOnjyphg0b6r777lPDhg116tQpnqoDAEotf39/ubi4aPXq1Tp//rxWr14tV1dXVatWzd6hAU7PJn2M09PTFRkZqatXryozMzPPdW42zRIAZJf1VP3w4cNGP6zMzExFR0czXRMAoFTy9vZWaGio5syZo7CwMLm6umrQoEFc1wAHYFVibDab9dlnn2nBggW6du1agetGRERYcygATsbDw0OSVK1aNQ0YMEDz58/XhQsX5O7ubufIAAAovo4dOyokJETR0dGqVq0aSTHgIKxKjL/44gvNmDFDFStWVM+ePVWtWjWVKcNA1wCsl5KSIunGKNQff/yxXFxu9PxITU21Z1gAAFjN29ubhBhwMFZlsUuXLlWNGjW0ZMkSValSxVYxAYDRD6t169Zq3Lix9u/frx07dtAPCwAAADZnVWIcGxurfv36kRQDsLns/bC2bt1KPywAAADcMlaNSl2zZk0lJibaKhYAsNCxY0fdddddcnFx0V133aWOHTvaOyQAAKz20ksvqX///nrppZfsHQqA/2NVYtyvXz9t3LiR6VMA3BL9+/dXZGSkMjMzFRkZqf79+9s7JAAArNK/f39dvXpVknT16lWubYCDsCox7ty5s5o3b66nnnpKy5cv17Fjx3T+/Pk8/wOAovj3v/9tvM7efDp7OQAApUn2GuLsA9ZScwzYn1V9jDt37iyTySSz2ayxY8fmu57JZNLhw4etORQAJ3Py5ElJN5LiqVOnasSIEYqLizPKAQAobbJqisuUKaN58+Zp4MCBSk9PN8oB2I9ViXHPnj1lMplsFQsAGOrVq6djx44pLi7OSIqzygEAKI0qVqyoq1evKj093UiKs8oB2JfJbDab7R1EaRQREaGkpCR5enoqODjY3uEAt6W8+l0tXLjQDpEAAGAbXNsAx2RVH2MAuJUWLlyowMBAubq6KjAwkBsHAECpt3DhQnl5eUmSvLy8uLYBDsKqptTZ7d69W0eOHFFiYqK8vLzUoEEDNWvWzFa7B+CkGGwLAHA7CQsLU1JSkiQpKSlJYWFhTEcIOACrE+M9e/Zo7Nix+uuvvyRJZrPZ6Hdcq1YtjR8/Xk2bNrX2MACcVFxcnKKiouTv728xOjUAAKVNXFycZs+erQceeEDdu3fX6tWrNWfOHIWEhHCNA+zMqsT4+PHjCg0NVXJystq2batWrVrJ19dXsbGx2rFjh7Zs2aLQ0FAtWrRIAQEBtooZgJMICwvT7NmzlZmZKRcXF4WGhvJUHQBQakVFRSkzM1Pdu3dXjRo11L17d4WFhSk6OprEGLAzqxLjL774Qmlpafryyy91//33WywbMmSIfv/9d7388sv64osv9Omnn1oVKADnkvVUvWnTpqpRo4bOnz/PU3UAQKnm7+8vFxcXff3116pQoYISEhLk6uqqatWq2Ts0wOlZlRiHh4erS5cuuZLiLPfff7+6dOmibdu2WXMYAE4o66n67t27tXv3bqOcp+oAgNLK29tbPj4+OnjwoFHm5+fHdQ1wAFaNSp2QkKCaNWsWuE7NmjWVkJBgzWEAOKHr169LksqVK6fQ0FCVK1dOkpScnGzPsAAAKLbdu3crJiZGHh4eatWqlTw8PBQTE2PxABiAfViVGPv5+Wnfvn0FrrN//375+flZcxgATigqKkrSjQR59uzZRqIcHR1tz7AAACi2rPvmlJQU7dixQykpKZJu3C8DsC+rEuNOnTopPDxckydPNn7YWVJSUjRlyhTt2LFDnTt3tipIAM4nKChIkuTr66unnnpKvr6+kqTAwEB7hgUAQLHVq1dPkuTq6qonnnhCrq6ukqS6devaMywAsrKP8csvv6yNGzdq5syZ+uGHH4xBceLi4vTnn3/q0qVLuvPOO/Xyyy/bKl4ATiIgIEDt27fX5s2b9f3330uS2rdvzwj3AIBSK+shb0ZGhpYsWWKU07oSsD+rEuMqVarohx9+0CeffKI1a9Zo06ZNxjIPDw89/vjjeu2111S5cmVr4wTghIYOHSoXFxft3btXTZs21YsvvmjvkAAAKLasUanr168vV1dXZWRk6MSJE4xKDTgAk9lsNttiR2lpaTp16pQSExPl5eWlunXrys3NzRa7dkgRERFKSkqSp6engoOD7R0OcFt6/vnnLbppeHh4aO7cuXaMCAAA60yfPl2bN2823rdv315Dhw61Y0QAJCv7GGfn5uamoKAgNWvWTEFBQbd1Ugzg1lu0aJGRFN9zzz2SboxdsGjRInuGBQBAscXFxWnLli1q06aNhg4dqjZt2mjr1q2Ki4uzd2iA07NZYgwAthQeHm68PnTokPF6586d9ggHAACrRUVFKTMzU506dVLVqlXVqVMnZWRkMOMC4ACK1Md44MCBMplM+uijj+Tv76+BAwcWajuTyaRvvvmmWAECcE6NGjXS+fPnc5U3bNjQDtEAAGA9f39/mUwm/fe//zXKTCYTfYwBB1CkxDg8PFwmk0nJycnG+8IwmUxFjwyAUwsMDNTatWtzlWdN4wQAQGllMplkNpu5RwYcSJES4yNHjhT4HgBsrUaNGsrIyJCrq2ueNcgAAJQWUVFRMpvNatCggSIjI1WnTh0dOXJE0dHR8vb2tnd4gFOzaromALhVAgMDZTKZdOHCBeOpuslkUv369e0dGgAAxeLv7y/p/1cuZf2fptSA/Vk1+NbYsWO1fv36AtcJCwvT2LFjrTkMACfk7e2tF154wWhmZjKZ9MILL/BEHQBQan377bdFKgdQcqyqMV62bJnuuOMOde7cOd91jhw5ouXLl2v8+PHWHAqAE+rYsaPuvPNOHTt2TIGBgQoICLB3SAAAFNuBAweKVA6g5NzyptQpKSlydXW91YcBcBsKCwvT7NmzlZmZKRcXF4WGhqpjx472DgsAgGIJCgrS3r178ywHYF9Wz2Oc32h6ZrNZ58+f1++//y4/Pz9rDwPAycTFxWn27Nlq3bq1XnrpJbVu3Vpz5sxRXFycvUMDAKBY8hsng/EzAPsrco1xgwYNLJLhzz//XJ9//nm+65vNZg0ePLh40QFwWlFRUcrMzNS2bdu0detWY2oLRu4EAJRW+c2ucOHChRKOBEBORU6MW7RoYbzeuXOnqlevrjvuuCPXeq6urqpUqZJat26tJ5980rooATgdDw8PSTdG8BwwYIDmz5+vCxcuyN3d3c6RAQBQPD4+PnmW88AXsL8iJ8bz5883Xjdo0ECPP/64hg8fbtOgACAlJUWSFB0drY8//lguLjd6fqSmptozLAAAii0hISHP8sTExBKOBEBOVvUxHj9+vBo3bmyrWADA4O/vLxcXF7Vq1UovvfSSWrVqJVdXV+Z6BACUWk2aNJEkubu7q0GDBkYrKO6nAfuzKjF+5513tHnzZlvFAgAGb29vhYaGKjw8XDNmzFB4eLgGDRpEczMAQKnVrFkz1a9fX6mpqTpy5IhSU1NVv359NWvWzN6hAU7PqumafHx8lJGRYatYAMBCx44dFRISoujoaFWrVo2kGABQ6r3//vvavXu39u/fr8aNG5MUAw7CqsS4U6dO2rJli1JTUxkQB8At4e3tTUIMALitNGvWjIQYcDBWNaV+9dVX5enpqeHDh+v48eO2igkAAAAAgBJjVY1xz549lZqaqoiICG3evFkeHh6qWrWqxTzHkmQymfTbb79ZFSgA59S/f3/j9cKFC+0YCQAAtsG1DXA8VtUYm81mubm5qXr16qpevbqqVq1qlGf/LzMz0ybBAnAu2W8c8noPAEBpw7UNcEwms9lstncQpVFERISSkpLk6emp4OBge4cD3HYKulHg6ToAoDTi2gY4LqtqjAGgJHCzAAC43XBtAxyLVX2Ms0tPT1dkZKQSExPl5eWlOnXqqEwZm+0egBOjmRkA4HbDtQ1wLFY3pY6Pj9eECRO0atUqpaSkGOVly5ZVjx499K9//UtVqlSxOlBHQ1Nq4NbL66aBJ+wAgNKMaxvgmKxqSh0fH6++ffvqxx9/lIeHh9q0aaOePXuqbdu28vDw0OLFi/XUU08pPj7eRuECcCY5bxS4cQAAlHaDBw8u8D0A+7CqrfO0adN05swZhYaGatiwYfL09DSWJScna9q0aZo1a5ZmzJihMWPGWB0sAOdDMgwAuF3ExcXpq6++kslkktlslslk0ldffaWQkBB5e3vbOzzAqVlVY7x+/Xq1bNlSr7/+ukVSLEnlypXTqFGj1LJlS/36669WBQkAAACUdseOHZPZbFbLli01YcIEtWzZUmazWcePH7d3aIDTsyoxjomJUdOmTQtcp2nTpoqJibHmMAAAAMBtIzExUZs2bVJiYqK9QwHwf6xqSl2hQgWdO3euwHXOnTunChUqWHMYAAAAoNQLDAyUJB06dEiHDh0yyuvXr2+vkAD8H6tqjFu0aKFffvlFW7duzXP5tm3b9Msvv6hly5bWHAaAEztx4oRWr16tEydO2DsUAACscvny5SKVAyg5VtUYDx8+XJs2bVJoaKgeeOABtWjRQt7e3oqLi1N4eLh+//13lS1bVsOGDbNVvACcyPTp07V582bjffv27TV06FA7RgQAQPEdPXo0z/Jjx44pICCghKMBkJ1ViXH9+vX11VdfaezYsdq4caM2btxojLInSXfddZfGjx9P8xAARXbixAmLpFiSNm/erIceeoibBwBAqVS+fHlJkqurq3r27Knly5crIyMj1yC2AEqeVYmxJDVv3lzr1q3T7t27FRERocTERHl5eSk4OFjNmjWTyWSyRZwAnMzevXslSQEBAQoODlZERIROnDihffv2kRgDAEqla9euSZIyMjK0ZMkSozwpKcleIQH4P1YnxpJkMpnUvHlzNW/e3Ba7AwBVrlxZ0o2a4+z9iytVqmSniAAAsE5QUJAkycfHR40aNdKff/6pixcvGoNyAbAfmyTG0o1BA44cOWLUGDdo0EBVqlSx1e4BOJmqVasWqRwAAEcXEBCg9u3ba/PmzQoLC5N0Y/wMWkIB9md1Ynz27FmNGzdOmzZtMvoWSzdqkTt06KA333xTNWvWtPYwAJxMVFRUnuXR0dElHAkAALYzdOhQPfTQQzp27JgCAwNJigEHYVVi/Ndff6lfv36Ki4tTrVq1dO+998rHx0cXL17U3r17tWHDBu3fv1/ff/+97rzzTlvFDMAJZPXDyikxMbGEIwEAwLYCAgJIiAEHY1ViPGHCBF26dEnvv/++nnzySYuBtsxms3744Qe9//77+uSTTzRlyhSrgwXgPI4fP55nOfMZAwBKu5EjRyomJkZ+fn6aPHmyvcMBIMnFmo23bdumTp06qW/fvrlGnzaZTHrqqafUoUMHbdu2zaogATif2rVrF6kcAIDSoH///oqJiZEkxcTEqH///naOCIBkZWKckZFx02YggYGBysjIsOYwAJxQXFxcnuUXL14s4UgAALCNkSNHGq/LlCmTZzkA+7AqMb7nnntu2qzx+PHjatiwoTWHAeCEDh8+XKRyAAAcXVZNsSSlp6fnWQ7APqxKjEeOHKnff/9dixcvznP5Dz/8oD/++IOnYACK7O677zZeV6hQIc9yAABKk8qVKxepHEDJsWrwrW3btqlVq1Z69913NWfOHItRqffs2aPTp0+rXbt22rp1q7Zu3WpsZzKZNGzYMKuDB3D76ty5s7Zv3y5JSkhIMMoffPBBe4UEAIBVunfvrm+//TZXeY8ePewQDYDsrEqMP//8c+N1ZGSkIiMjc62zefNmbd682aKMxBjAzVy/fl3SjfOFh4eHUlJSZDablZycbOfIAAAonvzGyYiNjS3hSADkZFViPG/ePFvFkUtqaqo+++wzrVixQlevXlVQUJBGjhyptm3bFmr7NWvW6JtvvtHRo0dVpkwZBQQE6JVXXtF99913y2IGYDtRUVGSbiTG169fl4uLi8xms6Kjo+0cGQAAxXPy5Mk8y0+dOlXCkQDIyarEuGXLlraKI5cxY8Zo7dq1GjhwoGrXrq1ly5ZpyJAh+uabb9S8efMCt506daq++OILdenSRb169VJ6erqOHTvGDTVQigQFBUmSfHx81KlTJ23YsEExMTEKDAy0c2QAABTPHXfckefAtTVq1LBDNACysyoxvlUOHDig1atX64033lBoaKgkqWfPnurRo4cmTJig77//Pt9t9+3bpy+++EJjxozRc889V0IRA7C1gIAAtW/fXps3bzZ+8+3bt7/pFHEAADiq/KYwzczMLOFIAORkk8R49+7dWrZsmSIiIpSYmCgvLy/dfffdeuyxx25au5uXX375Ra6ururbt69R5uHhod69e2vSpEm6cOGCqlevnue233zzjXx8fDRw4ECZzWYlJSWpfPnyxf7bANjP0KFDtX37dqWlpcnNzU1Dhw61d0gAABRbfjXD+d3XAig5VifG//vf/zR//nyZzWZJN/oDms1mHTp0SD/++KMGDhyosWPHFmmfERERql27try8vCzKQ0JCjOX5nUC2bdumpk2bat68eZo+fbri4+Pl6+url156Sc8880wx/sKCmc3mfJ/+AbDOgAEDjNdpaWnq37+/5s+fb8eIAAAovrZt22rRokV5lnM/Cdwarq6uhVrPqsR42bJlmjdvnmrXrq3hw4erVatW8vHxUVxcnHbs2KHPP/9c8+bNU3BwsHr27Fno/cbGxsrX1zdXeVZZfpOgX7lyRZcvX9aePXu0fft2DR8+XNWrV9fSpUv1wQcfqEyZMnrqqaeK9bfmJzk5Wfv27bPpPgFIn332WZ7lzz//vF555ZUSjgYAAOvNmjUrz/J33nlHgwcPLuFoAOfQrFmzQq3nYs1BvvvuO/n7+2vx4sXq0aOHfH19ZTKZ5OPjo+7du2vRokWqVq2aFi5cWKT9Xr9+Xe7u7rnKPTw8jOV5SUpKkiTFx8dr3LhxCg0NVbdu3fTll18qICBA06dPL+JfCMBe0tPTjdejRo3KsxwAgNLk6tWrkm7UYHXo0MGoycoqB2A/VtUYHz9+XH369FGFChXyXF6hQgU9/PDDWrx4cZH2W7ZsWaWmpuYqT0lJMZbnJStxdnNzU5cuXYxyFxcXPfLII5o6darOnz9v05H/ypUrZ4yeC8B2suYulqSJEydalDdp0sROUQEAUHy+vr6KjY1VRkaGNm7caFHOtQ2wr1s+KrXJZCryNr6+vnlOrZQ1+bmfn1+e21WuXFkeHh6qWLFirrbk3t7ekm48kbNlYmwymQrdbh1A4c2dO1f9+/fPsxwAgNLo3Xff1YgRI/Is534SsC+rmlLXr19f69at07Vr1/JcnpiYqHXr1ql+/fpF2m+DBg10+vRpJSYmWpTv379fkhQcHJzndi4uLgoODtalS5dy1Thn9UuuUqVKkWIBYD8LFy5UmTI3nt+VKVOmyN0yAABwJHv27JH0/yuOsv6fVQ7AfqxKjPv27auoqCg99dRTWrt2rS5duiRJunTpkn755Rf169dPUVFR6tevX5H227VrV2VkZOiHH34wylJTU7V06VI1btzYGJH6/PnzOnnypMW2jzzyiDIyMrR8+XKjLCUlRStXrlRAQICqVatWzL8WQEl77733jD7F6enpeu+99+wcEQAAxRcfHy9JxmwuWf+/cuWKvUIC8H+sakr9xBNPKCIiQgsWLNDIkSMl3ai1zZqk3Gw265lnnlGvXr2KtN/GjRura9eumjRpkuLi4lSrVi0tW7ZM586d07hx44z1Ro8erfDwcB09etQoe+qpp/Tjjz/qP//5jyIjI1WjRg2tWLFC58+fZ/AtoBTZvXu3jh8/Lg8PDzVu3Fj79+/X8ePHtXv37kKPLggAgCPJa9YVSfLx8SnhSADkZHUf47fffltdu3bV0qVLdeTIESUmJsrLy0vBwcHq1auXmjdvXqz9fvzxx5o8ebJ++uknXblyRUFBQZoxY4ZatGhR4HZly5bVN998o08++URLly5VUlKSgoODNXPmTLVv375YsQAoeVnToKWkpCg8PNwo379/P4kxAKBUyq/7YdbMKgDsx6rEeOfOnfLy8lLz5s2LnQDnx8PDQ6NHj9bo0aPzXWf+/Pl5lnt7e+vDDz+0aTwASlZ+3R7yG3wPAABHlz0xdnNzU1pamiTlGlcHQMmzqo/xwIEDLfoBA4CtJCcnF6kcAABHd+bMGeN1VlIsSX/99Zc9wgGQjVWJsbe3tzF3MADYUvbRqIODg433bm5u9gwLAIBiy37fXLVqVeO1u7u7PcIBkI1VTanbtGmj8PBwmc3mYs1XDAD58ff3l3RjNOqIiIhc5QAAlDYXL140XmfN5iJJcXFx9ggHQDZW1RiPGjVK8fHxeuedd4zh5wHAFgIDA/MsL+q86AAAOIqWLVvmWX6zwWUB3Homc9YEasUwcOBAxcfH6/jx43Jzc1PNmjXl7e2dq/bYZDLpm2++sTpYRxIREaGkpCR5enoqODjY3uEAt50pU6Zo+/btucpbt26tf/7zn3aICAAA6zz//PNKSUnJVe7h4aG5c+faISIAWaxqSp19CpXU1FSdOnVKp06dyrUezawBFNWBAweKVA4AgKPLnhTXr19fx48fz1UOwD6sSoyPHDliqzgAwEJQUJD27t0rSapUqZKuXLlilAMAUBp5eHgYSXBWUpxVDsC+rOpjDAC3Srdu3YzXWUmxJHXv3t0e4QAAYLX8mkvTjBqwP5smxn///bcOHz6sv//+25a7BeCErl+/LklycXGRm5ubXFxunK6YxxgAUFqdOHGiSOUASo5VTaklKSEhQZ999plWrFihxMREo9zLy0s9e/bUP//5T1WoUMHawwBwMlFRUZKkzMxMZWZmGuXR0dH2CgkAAKts3bpV0o2m015eXkpMTFRKSoq2bt2qgIAAO0cHODerEuO4uDj1799fZ86cUcWKFdWiRQv5+Pjo4sWLOnLkiObPn6/ff/9dCxculLe3t61iBuAE8utLnN80TgAAlBYpKSkMuAU4GKuaUk+cOFFnzpzRkCFDtHHjRs2bN0+TJk3SvHnztHHjRg0ePFhnzpzRpEmTbBUvACexbNmyIpUDAODo8usORDchwP6sqjEOCwtT69at9a9//SvXMk9PT40aNUr79+/Xhg0brDkMACd08ODBIpUDAODoso9EnR19jAH7s6rGODk5WY0bNy5wnaZNmxqD6ABAYfn5+Rmvs8+FXq1aNXuEAwCA1Ro1apRnecOGDUs4EgA5WZUY169fX+fOnStwnbNnz6p+/frWHAaAE2rZsqXx2mw251kOAEBp0rx58zzLW7RoUcKRAMjJqsT4xRdf1Nq1a40R9nL6448/tHbtWr300kvWHAaAE7p06VKe5XFxcSUcCQAAtrF48WLjdfbWUIsWLbJHOACysaqPcWJiotq2bavQ0FC1adNGzZo1M0al3r17t7Zu3aoOHTro6tWrWr58ucW2PXv2tObQAG5z9MMCANxuIiMjjdfZW0NlLwdgH1YlxmPGjJHJZJLZbNaWLVu0ZcuWXOuEhYVp48aNxnuz2SyTyURiDKBAjRo10vnz53OV0w8LAFBaBQYG6tChQ3mWA7AvqxLj8ePH2yoOALAQGBiotWvX5irPb35jAAAcXdu2bfNMjNu2bWuHaABkZ1Vi3KtXL1vFAQAAANzWdu7cmWf5rl271KFDh5INBoAFqwbfKq7PP/9cd999tz0ODaCUyG+QrYsXL5ZwJAAA2IaHh4fx2t3dPc/XAOzDLomxZDngAADkFBERkWf5kSNHSjgSAABsI/vD3dTUVOM1My4A9me3xBgAClKxYsU8yytUqFDCkQAAYBv5XcO8vLxKOBIAOZEYA3BI+T0956k6AKC0yq87EN2EAPsjMQbgkGrVqpVnee3atUs2EAAAbMTHx6dI5QBKDokxAIdUqVKlPMvza2INAICj69SpU5HKAZQcEmMADonBtwAAt5tLly4VqRxAySExBuCQWrRoIUlydXXV/fffL1dXV0lS8+bN7RkWAADFdv78eUk3BuHq1KmTMRjXhQsX7BkWAJEYA3BQHTp0kJ+fnzIyMvT7778rIyNDfn5+6tChg71DAwCgWGrUqCFJSkhI0IYNG5SQkCBJql69uj3DAiCpjD0OajabmccYwE1NnjxZGzdu1K5du9S8eXOSYgBAqXbvvfdq7ty5eZYDsC+T2Q4ZakJCgq5evao77rijpA9tMxEREUpKSpKnp6eCg4PtHQ4AAABKgbCwMH311Vcym80ymUx64YUX1LFjR3uHBTi9IiXGO3fuLPaBsvoL3i5IjAEAAFAccXFxio6OVrVq1eTt7W3vcACoiE2pBwwYIJPJVKwD5TfCLAAAAOBMvL29SYgBB1OkxHjYsGG5EuN9+/bpjz/+UK1atXTvvffKx8dHFy9e1N69e3X69Gm1a9dOTZo0sWXMAJxI//79jdcLFy60YyQAANgG1zbA8VjVx3jXrl16/vnn9e6776p3794WSbPZbNaiRYs0btw4zZkz57abYoWm1MCtl/3GIQs3EACA0oxrG+CYrJqu6bPPPlOHDh3Up0+fXDXJJpNJffv21f3336/PPvvMqiABOJ+8bhwKKgcAwNFxbQMcl1WJ8cGDB1W3bt0C16lXr54OHjxozWEAODmepAMAbjdc2wDHYlVi7O7uftNBtQ4fPix3d3drDgPAyfEkHQBwu+HaBjgWqxLjtm3bavPmzfryyy+VmppqsSw1NVUzZ87UH3/8oXbt2lkVJADnk9+TdJ6wAwBKK65tgOOyavCtqKgoPfnkk4qNjZW3t7caNmyoqlWr6tKlSzp48KDi4uLk5+enH374Qf7+/raM2+4YfAsoGYzcCQC43XBtAxyPVYmxJMXGxmrixIn6+eeflZKSYpR7eHjokUce0ahRo+Tr62t1oI6GxBgAAAAAbg9WJ8ZZ0tLSFBkZqYSEBFWoUEG1a9e+rfsWkxgDAACgOOLi4hQVFSV/f395e3vbOxwAkspYs3Hnzp11//3367333pObm5sCAwNtFRcASJI2btyonTt3qkWLFurQoYO9wwEAwCphYWGaNWuW8X7w4MHq2LGjHSMCIFmZGF++fFleXl62igUALIwcOVIxMTGSpL1792r58uWaPHmyfYMCAKCY4uLiLJJiSZo1a5ZCQkKoOQbszKpRqYOCgnT69GkbhQIA/9/GjRsVExMjk8kkf39/mUwmxcTEaOPGjfYODQCAYtm8eXORygGUHKsS48GDByssLEzbt2+3VTwAIEnauXOnJMlsNisqKkpZwyHs2rXLnmEBAFBs4eHhRSoHUHKsakp99epVtW3bVqGhoercubMaNWokHx8fmUymXOv27NnTmkMBcDIVK1Y0XpcvX17Xrl2TJFWoUMFeIQEAYJWEhIQ8yxMTE0s4EgA5WZUYjxkzRiaTSWazWevWrdO6deskySIxNpvNMplMJMYAiuTq1avG66ykWMr/pgIAAEd31113KS4uLs9yAPZlVWI8fvx4W8UBABay1xhnR40xAKC0yv6gNztqjAH7syox7tWrl63iAAALUVFReZZHR0eXcCQAANjGsWPHilQOoORYNfgWANwqZcrk/dwuv3IAABydi0vet975lQMoOTa5wzx79qxWrlypiIgIXbt2TeXLl1dwcLAeffRR1axZ0xaHAOBk7rzzTh06dChXOecUAEBp1b59e23atCnPcgD2ZXVi/M033+iTTz5RRkaGMZ2KJK1bt05ffPGFXn/9dT377LPWHgaAk9m/f3+RygEAcHSnTp0qUjmAkmNVYhwWFqbx48erSpUqeu6559SqVSv5+vrq4sWL2rFjh+bOnasPP/xQtWrVUocOHWwUMgBncOHChSKVAwDg6P7+++8ilQMoOVYlxnPnzlWlSpW0bNky+fv7G+V33HGHGjdurEcffVQ9e/bU3LlzSYwBFImXl1eeo3R6eXnZIRoAAKzn4uKizMzMPMsB2JdVv8LDhw+rW7duFklxdtWrV9cjjzySZz9BAChIftMyMV0TAKC08vT0LFI5gJJjVWKclpamcuXKFbiOp6en0tLSrDkMACcUExNTpHIAABxdfvMVM48xYH9WJca1a9dWWFiY0tPT81yenp6ujRs3qnbt2tYcBoATosYYAHC7KVu2bJHKAZQcqxLjnj17KjIyUqGhoTp48KDFsj///FODBw9WZGSkevXqZVWQAJxPfs3KypcvX8KRAABgG5UqVcqzvHLlyiUbCIBcrBp8a+DAgdq5c6c2bNigPn36qGzZsvL29lZcXJyuX78us9mszp07a+DAgbaKF4CTOH/+fJ7l586dK+FIAACwjejo6DzLo6KiSjgSADlZlRi7urpq2rRpWr58uZYtW6YjR47owoUL8vLyUuPGjdWzZ0/17NnTRqECAAAAAGB7ViXGWUiAAQAAAAClFZOmAXBIISEhRSoHAMDRtW7dukjlAEqOVTXGDz74oFq3bq2WLVuqVatWqlatmq3iAuDkjh07lmf58ePHSzgSAABs48SJE0UqB1ByrEqMMzMz9eOPP2rJkiWSpLvuukutWrVSq1at1LJlS/n6+tokSADOp0qVKrpw4UKuckbuBACUViaTKc9yFxcacQL2ZlVivGHDBp09e1Y7duzQ9u3bFR4erkWLFmnRokUymUyqXbu2kSR369bNVjEDcAKNGzfOMzFu3LixHaIBAMB6Dz30kBYuXJir/MEHH7RDNACyM5nNZrMtd3jmzBmFh4dr+/bt2rJli65cuSKTyaTDhw/b8jB2FxERoaSkJHl6eio4ONje4QC3nf79++e7LK+bCgAAHB3XNsBx2bTdRlJSks6cOaPTp08rMjJSV69eldlsVtmyZW15GAAAAAAAbMaqptQpKSnas2ePtm/frh07dujgwYNKT09X2bJl1bRpU/3zn/9Uq1at1KhRI1vFCwAAAACATVmVGLdo0UJpaWlyc3NT48aN9dJLL6lVq1Zq3Lix3N3dbRUjACdUqVIlXblyJc9yAAAAwJasSoxTU1Ml3RgM5/7771fr1q3VsGHDfEfcA4DCSkpKKlI5AAAAUFxWJcaff/65duzYoR07dmjSpEmSJC8vLzVv3lytW7dW69atFRQUZJNAATiXtLS0IpUDAAAAxWVVYvzggw8aw8tfvnzZSJJ37typsLAwmUwmVa5cWa1atdLkyZNtES8AAAAAADZls1Gpq1Spoq5du+q9997T7Nmz9cYbb6hKlSq6fPmy1q5dW+T9paam6pNPPlG7du0UEhKiPn36aMuWLUXez/PPP6+goCD95z//KfK2AAAAAIDbn1U1xlkuXbpkjEy9Y8cOnTlzRpJkNpvl6+urVq1aFXmfY8aM0dq1azVw4EDVrl1by5Yt05AhQ/TNN9+oefPmhdrHunXrtG/fviIfG4D9ubq6KiMjI89yAAAAwJasSoz/+9//aseOHTpx4oSkG4mwt7e3unbtqlatWqlVq1aqU6dOkfd74MABrV69Wm+88YZCQ0MlST179lSPHj00YcIEff/99zfdR0pKij788EO98MILmjJlSpFjAGBf7u7uSk5OzlXu4eFhh2gAALCei4uLMjMz8ywHYF9WJcYLFixQ5cqV9dBDDxmJcEBAgNVB/fLLL3J1dVXfvn2NMg8PD/Xu3VuTJk3ShQsXVL169QL3MWvWLJnNZoWGhpIYA6VQ48aNtX379lzlISEhdogGAADrBQcH69ChQ3mWA7AvqxLj5cuXq0GDBraKxRAREaHatWvLy8vLojzrhjgiIqLAxPj8+fOaNWuW/ve//6ls2bI2jy87s9mcZ3NPANZ55JFH8kyMH3nkEX5zAIBS6cknn9R7772XZznXNuDWKGw3PKsS4+ImxZ9//rmmTZumw4cP57k8NjZWvr6+ucqzymJiYgrc/4cffqjg4GB17969WPEVRXJyMv2YgVtg4sSJeZa/9957GjVqVAlHAwCA9bi2ASWvWbNmhVrPbh0azGZzvsuuX78ud3f3XOVZfQuvX7+e77bbt2/XunXr9Oabb1ofJACHkNf5AACA0qxDhw72DgFANjYZldrWypYtq9TU1FzlKSkpxvK8pKena9y4cXrsscdKrB9iuXLlFBQUVCLHApxVzvNBkyZN7BMIAAA2snHjRov3XNsA+3LIxNjX11fR0dG5ymNjYyVJfn5+eW63fPlyRUZG6v3339fZs2ctll27dk1nz56Vt7e3ypUrZ7NYTSYT08cAt0CXLl3ynAO9S5cu/OYAAKXSwoUL1b9//zzLAdiXQ44N36BBA50+fVqJiYkW5fv375eU/8h9Fy5cUFpamvr166fOnTsb/0k3kubOnTtry5YttzZ4ADaxadOmIpUDAODo3nrrrSKVAyg5Dllj3LVrV82ZM0c//PCDMY9xamqqli5dqsaNGxsjUp8/f17JycmqV6+eJKlbt255Js3Dhg3TAw88oCeffJKpXoBSIq/uFAWVAwDg6CIjI4tUDqDkOGRi3LhxY3Xt2lWTJk1SXFycatWqpWXLluncuXMaN26csd7o0aMVHh6uo0ePSpLq1atnJMk51axZUw8++GCJxA/Aeu7u7nkOtMdAXAAAALA1h0yMJenjjz/W5MmT9dNPP+nKlSsKCgrSjBkz1KJFC3uHBqAE5Df6fEGj0gMAAADF4bCJsYeHh0aPHq3Ro0fnu878+fMLta+sGmUAAAAAAHKyy+BbZrO5wHmMAQAAAAAoKXZJjJ977jmtX7/eHocGAAAAAMBCkZpS79y5s9gHyt43uEKFCqpQoUKx9wUAAAAAgK0UKTEeMGCATCZTsQ4UERFRrO0AAAAAALiVipQYDxs2LFdivG/fPv3xxx+qVauW7r33Xvn4+OjixYvau3evTp8+rXbt2qlJkya2jBkAAAAAAJspUmI8YsQIi/e7du3SzJkz9cEHH6h3794WSbPZbNaiRYs0btw4vfTSS7aJFgAAAAAAG7Nq8K3PPvtMHTp0UJ8+fXLVJJtMJvXt21f333+/PvvsM6uCBAAAAADgVrEqMT548KDq1q1b4Dr16tXTwYMHrTkMAAAAAAC3jFWJsbu7+00H1Tp8+LDc3d2tOQwAAAAAALeMVYlx27ZttXnzZn355ZdKTU21WJaamqqZM2fqjz/+ULt27awKEgAAAACAW6VIg2/l9MYbb2jXrl369NNPNW/ePDVs2FBVq1bVpUuXdPDgQcXFxcnPz0+vv/66reIFAAAAAMCmrEqM/f39tWTJEk2cOFE///yzNm7caCzz8PDQY489plGjRsnX19faOAEAAAAAuCWsSowlydfXVx9++KE++OADRUZGKiEhQRUqVFDt2rXpWwwAAAAAcHhWJ8ZZ3NzcFBgYaKvdAQAAAABQImySGMfGxmrdunWKjIxUcnKyxo0bJ0m6dOmSzp49q8DAQJUtW9YWhwIAAAAAwKasGpVakr799lt17txZH3zwgRYsWKClS5cay+Li4tS3b1/99NNP1h4GAAAAAIBbwqrEeMOGDfrggw8UGBio6dOnq1+/fhbL69evr6CgIP32229WBQkAAAAAwK1iVWI8e/Zs1ahRQ/PmzVPHjh3l7e2da53AwECdOHHCmsMAcEKurq5FKgcAwNHVq1evSOUASo5ViXFERIQeeOABeXp65rtOtWrVFBcXZ81hADih9957r0jlAAA4upEjRxapHEDJsSoxNpvNKlOm4PG74uLimLYJQJEFBAQUqRwAAEeXV+vKgsoBlByrEuM6depo9+7d+S5PT0/Xrl27mMYJQJH179+/SOUAADg6rm2A47IqMX700Ud1+PBhff7557mWZWRk6KOPPtLff/+tnj17WnMYAE5u4cKF9g4BAACb4toGOBar5jF+5plntGHDBn3xxRdauXKl0WT6lVde0cGDB3Xu3Dm1bdtWvXv3tkmwAJwTT9IBALcbrm2AYzGZzWazNTtITU3VF198oe+//15Xrlwxyr28vNSvXz+NGDHituxjHBERoaSkJHl6eio4ONje4QC3pbxuGnjCDgAozbi2AY7JqhpjSXJ3d9err76qkSNH6tSpU7py5Yq8vLxUr149plUBYJUyZcooPT3d4j0AAKVZhQoVlJCQYPEegP1Z1cf4/PnzSkxMlCSZTCbVq1dP9957rwIDA42kODExUefPn7c+UgBO5ZtvvrFIiqUbA/p98803dooIAADrrFq1yiIplqSEhAStWrXKThEByGJVYty5c+eb3qTOnz9fnTt3tuYwAJzQ2rVri1QOAICjy6/JNE2pAfuzeh7jm3VRtrILMwAAAAAAt5RViXFhREVFqXz58rf6MAAAAAAAFEuRR7LJOWdxeHh4nvMYZ2Zm6sKFC1qzZo0aN25c/AgBAAAAALiFrEqMTSaTwsPDFR4enu/6fn5+eu2114oXHQAAAAAAt1iRE+N58+ZJutF3+Nlnn1WvXr3Uq1evXOu5uLiocuXKqlu3rlxcbnmLbQAAAAAAiqXIiXHLli2N18OHD1erVq3UokULmwYFAAAAAEBJKXJinN3w4cNtFQcAAAAAAHZhVWKc3YULFxQTE6PU1NQ8l1OrDAAAAABwRFYnxhs2bNDHH3+sM2fOFLheRESEtYcCAAAAAMDmrBoVa8eOHRo+fLiSkpL09NNPy2w2q3nz5nryyScVEBAgs9msBx54QMOGDbNVvAAAAAAA2JRVNcZffvmlPD09tXTpUvn4+GjBggVq1aqV0fd45syZmj59ul555RWbBAsAAAAAgK1ZVWN88OBBPfjgg/Lx8THKzGaz8frFF19UcHCwPvvsM2sOAwAAAADALWNVYpycnKxq1aoZ793d3ZWYmGixTpMmTbR3715rDgMAAAAAwC1jVWLs4+OjS5cuGe+rVaumEydOWKwTHx+vjIwMaw4DAAAAAMAtY1Vi3KBBAx0/ftx436pVK+3YsUOrVq1SUlKSNm/erJ9//llBQUFWBwoAAAAAwK1gVWLcqVMnRURE6Ny5c5Ju9Cn29PTU66+/rmbNmmnIkCFKT0/XyJEjbRErAAAAAAA2Z9Wo1L1791bv3r2N93feead+/PFHzZ07V3///bdq1Kihfv36KTg42OpAAQAAAAC4FaxKjPNy11136b333rP1bgEAAAAAuCWsakqdU3x8vC5cuGDLXQIAAAAAcEtZnRgnJCTov//9r9q0aaP77rtPnTt3Npbt379fgwcP1sGDB609DAAAAAAAt4RViXF8fLz69OmjBQsWyN/fX/Xq1ZPZbDaWBwUFac+ePVq5cqXVgQIAAAAAcCtYlRh//vnnOn36tCZNmqSlS5eqa9euFsvLli2rFi1aaPv27VYFCQAAAADArWJVYrxhwwZ16NBB3bp1y3edmjVrKioqyprDAAAAAABwy1iVGMfExCggIKDAddzc3JScnGzNYQAAAAAAuGWsSowrV65801GoIyMj5evra81hAAAAAAC4ZaxKjFu0aKENGzbk21T6xIkT2rx5s9q0aWPNYQAAAAAAuGWsSoxfeuklZWRkqF+/fvrpp590+fJlSdLJkye1ePFiPfvss3J3d1doaKhNggUAAAAAwNbKWLNxUFCQPv30U73xxhsaPXq0JMlsNqtHjx4ym80qX768Jk+erNq1a9siVgAAAAAAbM6qxFiSOnfurPXr12v58uXav3+/rly5Ii8vL4WEhOjxxx9X1apVbREnAAAAAAC3hMlsNpvtHURpFBERoaSkJHl6eio4ONje4QC3pf79++cqW7hwoR0iAQDANri2AY7Jqj7GOaWnp+vKlStKT0+35W4BOKG8bhwKKgcAwNFxbQMcl9VNqTMyMjR//nwtXbpUJ06ckNlslslkUkBAgB5//HE988wzKlPG6sMAAAAAAHBLWJWxXrt2TaGhodq/f79cXFxUvXp1+fj46OLFizp58qQ++ugjrV27VrNnz5anp6etYgYAAAAAwGasSoynTJmiffv2qUePHvrXv/6lGjVqGMvOnz+viRMnavXq1ZoyZYrGjBljdbAAAAAAANiaVX2Mf/75ZzVs2FATJkywSIolqUaNGpo4caLuuecerVmzxqogAQAAAAC4VaxKjOPj49WmTZsC12nTpo2uXLlizWEAAAAAALhlrEqMa9Wqpbi4uALXuXTpku666y5rDgMAAAAAwC1jVWI8cOBArVmzRsePH89z+dGjR7VmzRo9++yz1hwGAAAAAIBbxqrBt2rXrq3WrVvriSeeUM+ePdWsWTNjVOrdu3dr+fLlateunWrVqqWdO3dabNuiRQurAgcAAAAAwBasSowHDBggk8kks9msRYsWafHixcYys9ksSQoLC1NYWFiubSMiIqw5NAAAAAAANmFVYjxs2DCZTCZbxQIAAAAAQImzKjEeMWKEreIAAAAAAMAurBp8CwAAAACA0s6qGuMshw8f1qpVq3Tq1Cldv35dX3/9tSTp3Llz2r9/v9q0aaPKlSvb4lAAAAAAANiU1Ynxxx9/rLlz5xqDbWXvc2w2m/Xaa69p9OjRTNkEAAAAAHBIVjWlXrJkiebMmaMOHTrop59+0osvvmixvGbNmgoJCdGGDRusChIAAAAAgFvFqsR44cKFqlevnqZOnarAwEC5ubnlWqdOnTo6c+ZMkfedmpqqTz75RO3atVNISIj69OmjLVu23HS7devWaeTIkercubMaN26sLl266MMPP9TVq1eLHAMAAAAA4PZnVWJ88uRJtWnTRmXK5N8i28fHR3FxcUXe95gxY/T111/r0Ucf1VtvvSVXV1cNGTJEu3btKnC7d955RydPntQ//vEPvf3222rfvr0WLFigvn376vr160WOAwAAAABwe7Oqj7Grq6vS0tIKXCcmJkaenp5F2u+BAwe0evVqvfHGGwoNDZUk9ezZUz169NCECRP0/fff57vtlClT1KpVK4uyhg0bavTo0Vq5cqX69OlTpFgAAAAAALc3q2qMAwMDtX37dmVkZOS5PDk5WVu3blXDhg2LtN9ffvlFrq6u6tu3r1Hm4eGh3r17a+/evbpw4UK+2+ZMiiXpwQcflHSjhhsAAAAAgOysqjF+4okn9Pbbb+u9997Tu+++a7EsMTFRb731li5evKi33nqrSPuNiIhQ7dq15eXlZVEeEhJiLK9evXqh93fx4kVJUpUqVYoUR2GYzeZ8HwwAuDX4zQEAbjdc24Bbw9XVtVDrWZUY9+7dW9u2bdOPP/6oNWvWqGLFikb5yZMnlZycrF69eqlr165F2m9sbKx8fX1zlWeVxcTEFGl/s2bNkqurq7p06VKk7QojOTlZ+/bts/l+AeSP3xwA4HbDtQ24NZo1a1ao9ayex3jixIlq1aqVFixYoOPHj8tsNuvgwYOqV6+eBgwYoKeeeqrI+7x+/brc3d1zlXt4eBjLC2vlypX68ccf9cILL6h27dpFjgUAAAAAcHuzKjEODg5Wt27dNHHiRD355JO6fv26rly5Ii8vL5UvX77Y+y1btqxSU1NzlaekpBjLC2PXrl1666231K5dO7366qvFjqcg5cqVU1BQ0C3ZN4C8NWnSxN4hAABgU1zbAPuyKjH28vKy6OtbtmzZQietBfH19VV0dHSu8tjYWEmSn5/fTfdx5MgRDR06VPXr19eUKVMKnFLKGiaTqdDt1gHYBr85AEBp5OHhYVT05Czn2gbYl1XZYkhIiI4cOWKrWAwNGjTQjh07lJiYaDEA1/79+yXdqKkuyF9//aUXXnhBVatW1axZs6yqvQbsLTo6WklJSfYOw6FERkbaOwS78PT0VLVq1ewdBgCgmPJKigsqB1ByrEqMhw8frgEDBmj58uXq2bOnjUKSunbtqjlz5uiHH34w5jFOTU3V0qVL1bhxY6OW+vz580pOTla9evWMbWNjYzVo0CCZTCbNnj1bVatWtVlcQEm7evWq/vWvf8lsNts7FIdS1JHubxcuLi6aNm2aMdAhAAAAbMOqxHjLli1q1aqVxo4dq/nz56tRo0by8fHJtZ7JZNKwYcMKvd/GjRura9eumjRpkuLi4lSrVi0tW7ZM586d07hx44z1Ro8erfDwcB09etQoe+GFF/T333/rhRde0O7du7V7925jmY+Pj9q2bVvMvxYoeRUrVtSkSZOcssa4oOQ3+3nAmXh6epIUAwAA3AImsxVVUQ0aNCjcQUwmRUREFGnfKSkpmjx5slauXKkrV64oKChIr7zyitq3b2+sM2DAgFyJcUEDYbVs2VLz588vUhz5iYiIUFJSkjw9PW/atBtA8fTv3z9X2cKFC+0QCQAA1svrupaF6xtgX1YlxuHh4YVet2XLlsU9jEMiMQZKRvabCG4aAAClGYkx4Lisakp9uyW7ABzPuHHj9NZbbzlt82kAAADcei72DgAAAAAAAHsiMQYAAAAAODUSYwAAAACAUyMxBgAAAAA4NRJjAAAAAIBTIzEGAAAAADg1EmMAAAAAgFMjMQYAAAAAODUSYwAAAACAUytj7wAAAADgPKKjo5WUlGTvMBxOZGSkvUOwC09PT1WrVs3eYQAkxgAAACgZV69e1b/+9S+ZzWZ7h+Jw3nrrLXuHYBcuLi6aNm2aKlasaO9Q4ORIjAEAAFAiKlasqEmTJjltjXFBye+4ceNKMBLH4enpSVIMh0BiDAAAgBLjzM1mFy5cqP79++dZDsC+GHwLAAAAKCE5k2CSYsAxkBgDAAAAJSir2bSzNp8GHBGJMQAAAADAqZEYAwAAAACcGokxAAAAAMCpkRgDAAAAAJwaiTEAAAAAwKmRGAMAAAAAnBqJMQAAAADAqZEYAwAAAACcGokxAAAAAMCpkRgDAAAAAJwaiTEAAAAAwKmRGAMAAAAAnBqJMQAAAADAqZEYAwAAAACcGokxAAAAAMCpkRgDAAAAAJwaiTEAAAAAwKmRGAMAAAAAnBqJMQAAAADAqZEYAwAAAACcGokxAAAAAMCpkRgDAAAAAJwaiTEAAAAAwKmRGAMAAAAAnBqJMQAAAADAqZEYAwAAAACcGokxAAAAAMCpkRgDAAAAAJwaiTEAAAAAwKmVsXcAQH4uXryohIQEe4cBOzt37pzF/4EKFSrIx8fH3mEAAIDbCIkxHNLFixc16rXXlJaaau9Q4CCmTZtm7xDgINzc3TVxwgSSYwAAYDMkxnBICQkJSktNVeW2ISpTqby9wwHgINKvXFP8lgNKSEggMQYAADZDYgyHVqZSebl5V7J3GAAAAABuYwy+BQAAAABwaiTGAAAAAACnRlNqAACAEsBsC8jCjAvIjtkWHAOJMQAAwC128eJFvTZqlFLT0uwdChwIMy5Aktzd3DRh4kSSYzsjMQYAALjFEhISlJqWpmeCqqqaJ7dfAG6ITkrXgqOXmG3BAXBmBgAAKCHVPMvoTi93e4cBAMiBwbcAAAAAAE6NxBgAAAAA4NRIjAEAAAAATo3EGAAAAADg1EiMAQAAAABOjcQYAAAAAODUSIwBAAAAAE6NxBgAAAAA4NRIjAEAAAAATo3EGAAAAADg1EiMAQAAAABOjcQYAAAAAODUSIwBAAAAAE6NxBgAAAAA4NRIjAEAAAAATo3EGAAAAADg1EiMAQAAAABOjcQYAAAAAODUHDYxTk1N1SeffKJ27dopJCREffr00ZYtWwq1bXR0tF555RU1b95c9957r4YOHaq///77FkcMAAAAACiNHDYxHjNmjL7++ms9+uijeuutt+Tq6qohQ4Zo165dBW537do1DRw4UDt37tSLL76of/7zn4qIiNAzzzyjy5cvl1D0AAAAAIDSooy9A8jLgQMHtHr1ar3xxhsKDQ2VJPXs2VM9evTQhAkT9P333+e77cKFC3X69GktXrxYISEhkqT27dvr0Ucf1dy5c/Wvf/2rRP4GAAAAAEDp4JA1xr/88otcXV3Vt29fo8zDw0O9e/fW3r17deHChXy3Xbt2rRo1amQkxZJUr1493Xffffr5559vadwAAAAAgNLHIWuMIyIiVLt2bXl5eVmUZyW7ERERql69eq7tMjMzdfToUT3xxBO5ljVq1Eh//PGHEhMTc+3XGmazWRkZGTbbH27IzMy0dwgAHFhmZibnXpQqXNcAFITr2q3j6upaqPUcMjGOjY2Vr69vrvKsspiYmDy3i4+PV2pq6k23tWVinJycrH379tlsf7ghOjpaknT9XKzSryTaORr7yrieKnM6J0pIpjKuci3rbu8w7Co9MVmSdPToUcXHx9s3GKAIsq5rhy9dV3RSmp2jsa+E1Eyl8qAA/8fdxUUV3B2yEWuJiLt+4x6P69qt06xZs0Kt55CJ8fXr1+Xunvvmz8PDw1iel5SUFEkqcNusdeDYypUrJ5PJpMT9J+wdCgAHYzKZVK5cOXuHARRJuXLl5GIy6eczV+0dCgAH48J1zSE4ZGJctmxZpaam5irPSmrLli2b53ZZyW9B22atYyvlypVTUFCQTfeJG+644w7jCbszu3LlSp7faTgfd3d3VapUyd5h2F21atVUr149e4cBFBnXtRu4riE7rm1c1xyFQybGvr6+eV44YmNjJUl+fn55ble5cmW5u7sb6xVl2+IymUyFbreOogkMDFRgYKC9wwAAwCa4rgGA43LIBv0NGjTQ6dOnlZho2bd0//79kqTg4OA8t3NxcVFgYKAOHjyYa9mBAwd055132rR/MQAAAACg9HPIxLhr167KyMjQDz/8YJSlpqZq6dKlaty4sTEi9fnz53Xy5EmLbbt06aI///xTf/75p1F26tQpbd++XV27di2ZPwAAAAAAUGqYzGaz2d5B5OWVV17Rb7/9pmeffVa1atXSsmXL9Oeff+rrr79WixYtJEkDBgxQeHi4jh49amyXmJioXr166dq1axo0aJDKlCmjr7/+WhkZGVqxYoWqVq1qk/giIiKUlJQkT0/PfGuwAQAAAACOzyH7GEvSxx9/rMmTJ+unn37SlStXFBQUpBkzZhhJcX68vLw0f/58/e9//9P06dOVmZmpVq1aaezYsTZLigEAAAAAtw+HrTF2dNQYAwAAAMDtwSH7GAMAAAAAUFJIjAEAAAAATo3EGAAAAADg1EiMAQAAAABOjcQYAAAAAODUSIwBAAAAAE6NxBgAAAAA4NRIjAEAAAAATo3EGAAAAADg1EiMAQAAAABOjcQYAAAAAODUSIwBAAAAAE6tjL0DKK1SUlIkScnJyYqIiLBzNAAAAACAvJQtW1Z16tQpcB0S42LKzMyUJJnNZiUlJdk5GgAAAABAcZEYF5Obm5vS0v5fe/cfU1X9x3H8BRcE9JaAgi2nljGBTB2aA9OWCs0sjOKH2lZU80ctzdCVE52tzLJ0KYO2oiRvpELMwQTRNE2bP5Ir/kJXmdAkIPmRoBNTIOH7zxfyekkEjIue5+MvfZ9zPvf9vv+9OJ9zT4OcnZ3l5ubm6HYAAAAAAK1wd3dv8xynpqampi7oBQAAAACAbokf3wIAAAAAGBrBGAAAAABgaARjAAAAAIChEYwBAAAAAIZGMAYAAAAAGBrBGAAAAABgaARjAAAAAIChEYwBAAAAAIZGMAYAAAAAGBrBGAAAAABgaARjAAAAAIChEYwBAAAAAIZGMAYAAAAAGBrBGAAAAABgaARjAAAAAIChEYwBdEv19fVatWqVxo0bp+HDhysmJkb79+93dFsAANwSn376qfz9/RUeHu7oVgCIYAygm1q0aJEsFoumTJmiJUuWyGQyafbs2crPz3d0awAAdEp5ebmSk5PVs2dPR7cC4P+cmpqamhzdBABcq6CgQDExMVq4cKFmzJghSaqrq1N4eLj69Omj9PR0B3cIAEDHzZ8/X9XV1WpsbFRNTY22bNni6JYAw+OOMYBu59tvv5XJZNK0adNaam5uboqOjtbRo0d19uxZB3YHAEDHHTp0SNu3b9fixYsd3QqAaxCMAXQ7P//8s+677z6ZzWab+vDhw1uOAwBwu7l69aree+89RUdHy9/f39HtALiGi6MbAIDrVVVVycfHx67eXKusrOzqlgAA6LT09HT98ccfslgsjm4FwHW4Ywyg27ly5Yp69OhhV3dzc2s5DgDA7aSmpkaJiYl67bXX5O3t7eh2AFyHYAyg23F3d1d9fb1dva6uruU4AAC3k4SEBPXu3VvPP/+8o1sB0Aq2UgPodnx8fFRRUWFXr6qqkiT5+vp2dUsAAHTYmTNnlJGRocWLF9s8DlRXV6eGhgaVlpbKbDbL09PTcU0CBkcwBtDtBAQEKC8vT7W1tTY/wHX8+HFJUmBgoKNaAwCg3SoqKtTY2Kjly5dr+fLldsdDQ0MVGxurJUuWOKA7ABLvMQbQDR0/flxTp061eY9xfX29wsPD5enpqYyMDAd3CADAzauurtaRI0fs6gkJCbp06ZKWLFmiAQMG8EvVgANxxxhAtzNixAg98cQTWr16tc6dO6dBgwYpKytLZWVlev/99x3dHgAA7eLt7a2wsDC7+ldffSVJrR4D0LUIxgC6pZUrVyohIUHZ2dm6cOGC/P399dlnn2n06NGObg0AAAB3GLZSAwAAAAAMjdc1AQAAAAAMjWAMAAAAADA0gjEAAAAAwNAIxgAAAAAAQyMYAwAAAAAMjWAMAAAAADA0gjEAAAAAwNAIxgAAAAAAQyMYAwAAAAAMjWAMAMB/JCkpSf7+/srLy3N0KwAA4AZcHN0AAAC3k5MnT2rjxo3Kz89XZWWlGhsb5evrq6CgID3zzDMaO3aso1vssEWLFikrK+umz1+xYoUiIyP/w45ujdLSUoWGhurZZ5/Vhx9+6Oh2AADdEMEYAICb0NjYqI8++kgWi0UuLi4KCQnRxIkT5eLiopKSEv3www/Kzs7WvHnzNGfOHEe32yFhYWHq37+/Tc1qtcpqtSo0NFSBgYE2x67/PwAAtyuCMQAANyEhIUEWi0WBgYFKTEzUwIEDbY5fuXJF69ev1/nz5x3T4C0QFhamsLAwm1pSUpKsVqvCwsJui7vDAAB0BMEYAIA2FBcXa+3atfL09NTatWvVt29fu3Pc3d01c+ZM1dfXt7nepk2btGvXLp06dUpVVVXy8PDQsGHDNGvWLIWEhNidv337dn399dcqKipSbW2tevfuLT8/Pz333HOaNGmSzbm//PKLkpOTdejQIZ0/f14+Pj6aOHGi5s6dKy8vr45/CZ2YIS8vT7GxsZo7d67Gjh2rTz75RAUFBbp48aJOnTolSaqurtaaNWu0c+dO/fXXX/Lz89Orr76qixcvKj4+vtVt2zcza2ZmpuLj4yVJWVlZNlvFU1NTFRwcfMu+EwDA7YtgDABAGzIzM3X16lVNnz691VB8rR49erS53rJlyxQQEKAxY8bI29tbFRUV2rlzp15++WUlJSXZ3LXduHGj3n33Xfn4+Ojxxx+Xp6enqqqqdOLECX333Xc2wXjXrl2Ki4uTs7OzQkNDdc8996ioqEjr16/Xvn37lJGRod69e3f8i+jgDM2OHj2q5ORkBQcHa+rUqTp79qwk6dKlS3rhhRdUWFiooKAgjR49WuXl5Zo/f77GjRvX6uff7KyBgYGKjY1VamqqAgICbPq6fts4AMC4CMYAALThyJEjktTq3dyOyM3N1YABA2xqlZWVioqK0qpVq2zC26ZNm+Tq6qrNmzerT58+NtfU1NTY/HvhwoXy8vJSWlqaTejLzc3VggULlJiYqKVLl3b5DM3279+vDz74QFFRUTb1L774QoWFhZo2bZqWLVvWUo+MjNRLL71kt057Zg0MDNSLL76o1NRUBQYG6vXXX+/k5ACAOxGvawIAoA1//vmnJKlfv363ZL3rA6Uk+fr6atKkSTpz5ozKyspsjrm6usrFxf5v2ddujd68ebNqa2u1YMECuzuhTz31lIYOHarc3Nxb0r/U/hkkaejQoXahWJKys7Pl6uqqefPm2dTHjBnT6h3jrp4VAHDn444xAABdrKSkRMnJyTp48KAqKirsnkuurKxsCXxPPvmkVq1apfDwcIWHhyskJESjRo2S2Wy2uebYsWOSpIKCApWUlNh9Zl1dnWpqalRdXS1vb+8unaHZQw89ZLdObW2tysrK5Ofn1+o29aCgIO3bt8+m1tWzAgDufARjAADa0LdvX/3222+qqKjQ4MGDO7VWcXGxYmJiVFtbq+DgYE2YMEFms1nOzs4tr0a6NmTOmDFDnp6eSktL07p16/Tll1/KxcVFjz32mOLj41vu3F64cEGStGHDhht+/uXLlzvVf0dmaNZa8K2trZWkfw2wrV3TlbMCAIyBYAwAQBtGjhwpq9WqgwcPasyYMZ1ay2Kx6MKFC1q5cqUiIiJsjr399tuyWq02NScnJ0VHRys6Olo1NTU6fPiwtmzZom3btqm4uFjZ2dkymUwtd5BzcnI0ZMiQTvV4q2e4dpbrNfddXV3d6jXN29hbu6YrZgUAGAPPGAMA0IbIyEiZTCZ98803/xrgmrX1uqbff/9dkhQaGmpTb2pq0tGjR294rZeXl8LCwpSQkKCQkBAVFhaquLhYkjR8+HBJ/2wz/i91Zobrmc1m9e/fX8XFxTp37pzd8dbWa++sJpNJknT16tV29QYAMA6CMQAAbRg0aJBmzpypmpoazZw581+fa123bp2SkpJuuFbzc7eHDx+2qX/++ef69ddf7c7Py8tTU1OTTa2hoaFlO7Gbm5skKSoqSr169dKaNWt0+vRpu3UuX758y0Jze2doy5QpU9TQ0KDExESbel5ent3zxVL7Z7377rvl5OSk8vLydvcGADAGtlIDAHAT4uLiVFdXJ4vFosmTJys4OFhDhgyRi4uLSktLdeDAAZ0/f15xcXE3XGf69OnKzMzUvHnzNHnyZHl6eurYsWP66aefNH78eO3Zs8fm/Dlz5shsNmvEiBG699579ffff+vAgQMqLCzUpEmTWkKqt7e3Vq9erTfeeEMRERF69NFHNXjwYNXX16usrExWq1VBQUFKSUnp9HfR3hnaMmvWLO3YsUPp6ek6ffq0Hn74YZWXl2vbtm2aMGGCdu/eLWfnf/6W395Ze/XqpWHDhunQoUN66623NGjQIDk7OysiIoJ3GQMAJBGMAQC4Kc7OzoqPj1d4eLjS0tKUn5+v/Px8NTY2ysfHR+PGjVNUVJQeeeSRG67z4IMPKiUlRQkJCdqxY4dMJpOCgoKUlpam77//3i5ULliwQHv37tWJEye0e/dueXh4aODAgXrnnXcUHR1tc+748eOVlZWllJQU/fjjj9q/f7969uypfv36KTIyUk8//fQt+S7aO0NbzGazNmzYoI8//li7du3SyZMn5efnp9WrV6ukpES7d++2+xXu9s66cuVKrVixQnv27NHFixfV1NSkUaNGEYwBAJIkp6br92cBAAB0E2+++aZycnK0detWPfDAA45uBwBwh+IZYwAA4HCVlZV2NavVqq1bt+r+++8nFAMA/lNspQYAAA43e/Zsubu7KyAgQB4eHioqKtLevXtlMpm0dOlSR7cHALjDsZUaAAA4nMViUU5OjkpKSnTp0iXdddddGjlypF555RWNGDHC0e0BAO5wBGMAAAAAgKHxjDEAAAAAwNAIxgAAAAAAQyMYAwAAAAAMjWAMAAAAADA0gjEAAAAAwNAIxgAAAAAAQyMYAwAAAAAMjWAMAAAAADA0gjEAAAAAwND+B9xSHr7hz3rqAAAAAElFTkSuQmCC",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# @title Bivariado Visual\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import pandas as pd\n",
        "\n",
        "def plot_simple_boxplot(df, feature):\n",
        "    plt.figure(figsize=(10, 6))\n",
        "\n",
        "    sns.set(style=\"whitegrid\", context=\"talk\")\n",
        "\n",
        "    # Crear el boxplot ajustado\n",
        "    ax = sns.boxplot(\n",
        "        x='target',\n",
        "        y=feature,\n",
        "        data=df,\n",
        "        palette='Set2',\n",
        "        width=0.6,\n",
        "        fliersize=3  # Tamaño de los outliers\n",
        "    )\n",
        "\n",
        "    # Añadir títulos y etiquetas con formato\n",
        "    plt.title(f\"Boxplot de '{feature}' según la variable target\", fontsize=16, fontweight='bold')\n",
        "    plt.xlabel(\"Clase Target\", fontsize=14)\n",
        "    plt.ylabel(feature, fontsize=14)\n",
        "\n",
        "    # Personalizar las etiquetas de los ejes\n",
        "    plt.xticks(fontsize=12)\n",
        "    plt.yticks(fontsize=12)\n",
        "\n",
        "    # Quitar bordes superiores y derechos\n",
        "    sns.despine()\n",
        "\n",
        "    # Ajustar el diseño para evitar recortes\n",
        "    plt.tight_layout()\n",
        "\n",
        "    # Mostrar el gráfico\n",
        "    plt.show()\n",
        "\n",
        "# Asegurarse de que y_train es una Serie de pandas con el nombre 'target'\n",
        "if not isinstance(y_train, pd.Series) or y_train.name != 'target':\n",
        "    y_train = pd.Series(y_train, name='target')\n",
        "\n",
        "# Combinar X_train y y_train\n",
        "data = pd.concat([X_train, y_train], axis=1)\n",
        "\n",
        "# Filtrar solo las columnas numéricas\n",
        "numerical_columns = X_train.select_dtypes(include=['int64', 'float64']).columns\n",
        "\n",
        "# Ejecutar la función para cada variable numérica\n",
        "for col in numerical_columns:\n",
        "    plot_simple_boxplot(data, col)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "K_nsr0vF47AS",
        "outputId": "7526bfc4-d9ca-4be2-98de-75e5a019db9d"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1600x1400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# @title Matriz de correlación\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import numpy as np\n",
        "\n",
        "# Configurar el estilo de Seaborn\n",
        "sns.set(style=\"white\", context=\"talk\")\n",
        "\n",
        "# Generar la matriz de correlación\n",
        "corr = X_train.corr()\n",
        "\n",
        "# Generar una máscara para ocultar la mitad superior de la matriz\n",
        "mask = np.triu(np.ones_like(corr, dtype=bool))\n",
        "\n",
        "# Crear una figura de tamaño adecuado\n",
        "plt.figure(figsize=(16, 14))\n",
        "\n",
        "# Función para formatear las anotaciones\n",
        "def corr_fmt(x):\n",
        "    if np.isnan(x):\n",
        "        return ''\n",
        "    elif abs(x) >= 0.3:  # Mostrar solo correlaciones con valor absoluto >= 0.3\n",
        "        return f\"{x:.2f}\"\n",
        "    else:\n",
        "        return ''\n",
        "\n",
        "# Generar un mapa de calor personalizado\n",
        "sns.heatmap(\n",
        "    corr,\n",
        "    mask=mask,\n",
        "    annot=corr.applymap(corr_fmt),\n",
        "    fmt='',\n",
        "    cmap='coolwarm',\n",
        "    vmax=1.0,\n",
        "    vmin=-1.0,\n",
        "    center=0,\n",
        "    linewidths=.5,\n",
        "    cbar_kws={\"shrink\": .5},\n",
        "    square=True,\n",
        "    annot_kws={\"size\": 10}  # Reducir el tamaño de la fuente de las anotaciones\n",
        ")\n",
        "\n",
        "# Añadir títulos y etiquetas\n",
        "plt.title(\"Matriz de Correlación de las Variables\", fontsize=18, fontweight='bold')\n",
        "plt.xticks(rotation=45, ha='right', fontsize=12)\n",
        "plt.yticks(fontsize=12)\n",
        "\n",
        "# Ajustar el diseño para evitar recortes\n",
        "plt.tight_layout()\n",
        "\n",
        "# Mostrar el gráfico\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "DBZTXMyJ7t3p"
      },
      "outputs": [],
      "source": [
        "y_train.replace({4: 1}, inplace=True)\n",
        "y_test.replace({4: 1}, inplace=True)\n",
        "y_val.replace({4: 1}, inplace=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "zKr-oRxW5Fqg"
      },
      "outputs": [],
      "source": [
        "from sklearn.experimental import enable_halving_search_cv  # Import necesario para Halving\n",
        "from sklearn.model_selection import HalvingGridSearchCV\n",
        "import xgboost as xgb\n",
        "\n",
        "# Definir el modelo base de XGBoost\n",
        "xgb_model = xgb.XGBClassifier(eval_metric='auc')\n",
        "\n",
        "# Definir los hiperparámetros a evaluar\n",
        "param_grid = {\n",
        "# Aquí tu código\n",
        "}\n",
        "\n",
        "# Crear el Halving Grid Search con validación cruzada\n",
        "halving_search = HalvingGridSearchCV(\n",
        "# Aquí tu código\n",
        ")\n",
        "\n",
        "# Entrenar el modelo con Halving Grid Search\n",
        "\n",
        "# Ver los mejores hiperparámetros"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "nWadPLSq_l64"
      },
      "outputs": [],
      "source": [
        "# Entrenar el modelo con los mejores parámetros\n",
        "\n",
        "# Predecir los valores en el conjunto de test"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5OQL5epNAD9N",
        "outputId": "340457a0-5b90-4f04-db5f-5a1ede061936"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "                    Variable  Importancia\n",
            "11             mention_count         0.34\n",
            "2          exclamation_count         0.19\n",
            "14                   sarcasm         0.10\n",
            "6             stopword_count         0.07\n",
            "4       capital_word_density         0.05\n",
            "10         punctuation_count         0.05\n",
            "9      textblob_subjectivity         0.04\n",
            "5                 word_count         0.04\n",
            "7          unique_word_count         0.03\n",
            "13              text_entropy         0.02\n",
            "12             hashtag_count         0.02\n",
            "8   repeated_word_proportion         0.02\n",
            "0               tweet_length         0.02\n",
            "3             question_count         0.01\n",
            "1                emoji_count         0.00\n"
          ]
        }
      ],
      "source": [
        "\n",
        "\n",
        "# Crear un DataFrame para mostrar las importancias con sus respectivas variables\n",
        "feature_importance_df = pd.DataFrame({\n",
        "    'Variable': X.columns,\n",
        "    'Importancia': importances\n",
        "})\n",
        "\n",
        "# Ordenar las variables por importancia\n",
        "feature_importance_df = feature_importance_df.sort_values(by='Importancia', ascending=False)\n",
        "\n",
        "# Mostrar las 10 variables más importantes\n",
        "print(feature_importance_df)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 694
        },
        "id": "AXyk-t6s_wJ5",
        "outputId": "8bc9dc0f-c896-4416-dcb8-ad7417b39db3"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Precisión del modelo en el conjunto de prueba: 0.62\n",
            "Reporte de clasificación:\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "    Negativo       0.62      0.63      0.62    120000\n",
            "    Positivo       0.62      0.61      0.62    120000\n",
            "\n",
            "    accuracy                           0.62    240000\n",
            "   macro avg       0.62      0.62      0.62    240000\n",
            "weighted avg       0.62      0.62      0.62    240000\n",
            "\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Métrica de precisión global (accuracy)\n",
        "accuracy = accuracy_score(y_test, y_pred)\n",
        "print(f\"Precisión del modelo en el conjunto de prueba: {accuracy:.2f}\")\n",
        "\n",
        "# Reporte de clasificación\n",
        "print(\"Reporte de clasificación:\")\n",
        "# Modificar los target names ya que solo hay dos categorías\n",
        "print(classification_report(y_test, y_pred, target_names=['Negativo', 'Positivo']))\n",
        "\n",
        "# Matriz de confusión\n",
        "conf_matrix = confusion_matrix(y_test, y_pred)\n",
        "sns.heatmap(conf_matrix, annot=True, cmap='Blues', fmt='d',\n",
        "            xticklabels=['Negativo', 'Positivo'],\n",
        "            yticklabels=['Negativo', 'Positivo'])\n",
        "plt.title(\"Matriz de Confusión\")\n",
        "plt.xlabel(\"Predicho\")\n",
        "plt.ylabel(\"Real\")\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "G1CqtXcTt8hF"
      },
      "source": [
        "# Generemos un LighGBM"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "tolATHLdvqSD"
      },
      "outputs": [],
      "source": [
        "import lightgbm as lgb\n",
        "\n",
        "# Definir el modelo base de LightGBM\n",
        "lgb_model = lgb.LGBMClassifier()\n",
        "\n",
        "# Definir los hiperparámetros a evaluar\n",
        "param_grid = {\n",
        "# Aquí tu código\n",
        "}\n",
        "\n",
        "# Crear el Halving Grid Search con validación cruzada\n",
        "halving_search = HalvingGridSearchCV(\n",
        "# Aquí tu código\n",
        ")\n",
        "\n",
        "# Entrenar el modelo con Halving Grid Search\n",
        "\n",
        "# Ver los mejores hiperparámetros"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "39HtjSC9i1dt"
      },
      "outputs": [],
      "source": [
        "# Entrenar el modelo con los mejores parámetros\n",
        "\n",
        "# Predecir los valores en el conjunto de test"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1YAqOfGajaZr",
        "outputId": "eebec92c-a811-4d14-e7e2-15e0893f83e4"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "                    Variable  Importancia\n",
            "9      textblob_subjectivity         1166\n",
            "5                 word_count          727\n",
            "6             stopword_count          696\n",
            "13              text_entropy          600\n",
            "7          unique_word_count          505\n",
            "4       capital_word_density          458\n",
            "0               tweet_length          453\n",
            "10         punctuation_count          442\n",
            "3             question_count          231\n",
            "2          exclamation_count          224\n",
            "8   repeated_word_proportion          196\n",
            "14                   sarcasm          189\n",
            "11             mention_count          175\n",
            "12             hashtag_count           82\n",
            "1                emoji_count            1\n"
          ]
        }
      ],
      "source": [
        "# Crear un DataFrame para mostrar las importancias con sus respectivas variables\n",
        "feature_importance_df = pd.DataFrame({\n",
        "    'Variable': X.columns,\n",
        "    'Importancia': importances\n",
        "})\n",
        "\n",
        "# Ordenar las variables por importancia\n",
        "feature_importance_df = feature_importance_df.sort_values(by='Importancia', ascending=False)\n",
        "\n",
        "# Mostrar las 10 variables más importantes\n",
        "print(feature_importance_df)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 694
        },
        "id": "QiTx_fsekEQ9",
        "outputId": "40de3ee8-c4ee-4ca6-912d-108bdecc7ae3"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Precisión del modelo en el conjunto de prueba: 0.61\n",
            "Reporte de clasificación:\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "    Negativo       0.61      0.62      0.62    120000\n",
            "    Positivo       0.62      0.60      0.61    120000\n",
            "\n",
            "    accuracy                           0.61    240000\n",
            "   macro avg       0.61      0.61      0.61    240000\n",
            "weighted avg       0.61      0.61      0.61    240000\n",
            "\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Métrica de precisión global (accuracy)\n",
        "accuracy = accuracy_score(y_test, y_pred)\n",
        "print(f\"Precisión del modelo en el conjunto de prueba: {accuracy:.2f}\")\n",
        "\n",
        "# Reporte de clasificación\n",
        "print(\"Reporte de clasificación:\")\n",
        "# Modificar los target names ya que solo hay dos categorías\n",
        "print(classification_report(y_test, y_pred, target_names=['Negativo', 'Positivo']))\n",
        "\n",
        "# Matriz de confusión\n",
        "conf_matrix = confusion_matrix(y_test, y_pred)\n",
        "sns.heatmap(conf_matrix, annot=True, cmap='Blues', fmt='d',\n",
        "            xticklabels=['Negativo', 'Positivo'],\n",
        "            yticklabels=['Negativo', 'Positivo'])\n",
        "plt.title(\"Matriz de Confusión\")\n",
        "plt.xlabel(\"Predicho\")\n",
        "plt.ylabel(\"Real\")\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7PstJNi7uPCP"
      },
      "source": [
        "# Generemos un código de implementación y probemos nuestros modelos"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BxFNNLyT8b3f",
        "outputId": "73ee329f-875f-4a0f-be78-c2a42b7d988b"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Package stopwords is already up-to-date!\n"
          ]
        }
      ],
      "source": [
        "import nltk\n",
        "import math\n",
        "from textblob import TextBlob\n",
        "import emoji\n",
        "import string\n",
        "nltk.download('stopwords')\n",
        "from nltk.corpus import stopwords\n",
        "def clean_text(text):\n",
        "    import re\n",
        "    # Eliminar URLs\n",
        "    text = re.sub(r'http\\S+|www\\S+|https\\S+', '', text, flags=re.MULTILINE)\n",
        "    # Eliminar menciones de usuarios (@)\n",
        "    text = re.sub(r'\\@\\w+', '', text)\n",
        "    # Eliminar signos de puntuación\n",
        "    text = text.translate(str.maketrans('', '', string.punctuation))\n",
        "    # Convertir a minúsculas\n",
        "    text = text.lower()\n",
        "    return text\n",
        "\n",
        "def calculate_entropy(text):\n",
        "    prob = [text.count(c) / len(text) for c in set(text)]\n",
        "    entropy = -sum([p * math.log(p, 2) for p in prob])\n",
        "    return entropy\n",
        "\n",
        "def detect_sarcasm(text):\n",
        "    if '!' in text and analyzer.polarity_scores(text)['neg'] > 0.5:\n",
        "        return 1\n",
        "    return 0\n",
        "\n",
        "# Ejemplo de texto que deseas predecir\n",
        "texts = [\n",
        "    \"Bootcamp experience was LIT!!! @alejandro @abel\",\n",
        "    \"Had an amazing time at the concert!\"\n",
        "]\n",
        "\n",
        "# Crear un DataFrame con los textos\n",
        "dfprueba = pd.DataFrame(texts, columns=['original_text'])\n",
        "\n",
        "# Aplicar limpieza al texto de ejemplo\n",
        "dfprueba['cleaned_text'] = dfprueba['original_text'].apply(clean_text)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "BLKfdaab6s-Z"
      },
      "outputs": [],
      "source": [
        "stop_words = set(stopwords.words('english'))\n",
        "dfprueba['tweet_length'] = dfprueba['cleaned_text'].apply(len)\n",
        "dfprueba['emoji_count'] = dfprueba['original_text'].apply(lambda x: sum(1 for char in x if char in emoji.EMOJI_DATA))\n",
        "dfprueba['exclamation_count'] = dfprueba['original_text'].apply(lambda x: x.count('!'))\n",
        "dfprueba['question_count'] = dfprueba['original_text'].apply(lambda x: x.count('?'))\n",
        "dfprueba['capital_word_density'] = dfprueba['original_text'].apply(lambda x: len([word for word in x.split() if word.isupper()]) / len(x.split()))\n",
        "dfprueba['word_count'] = dfprueba['cleaned_text'].apply(lambda x: len(x.split()))\n",
        "dfprueba['stopword_count'] = dfprueba['cleaned_text'].apply(lambda x: sum(1 for word in x.split() if word in stop_words))\n",
        "dfprueba['unique_word_count'] = dfprueba['cleaned_text'].apply(lambda x: len(set(x.split())))\n",
        "dfprueba['repeated_word_proportion'] = dfprueba.apply(lambda x: (x['word_count'] - x['unique_word_count']) / x['word_count'], axis=1)\n",
        "dfprueba['textblob_subjectivity'] = dfprueba['cleaned_text'].apply(lambda x: TextBlob(x).sentiment.subjectivity)\n",
        "dfprueba['punctuation_count'] = dfprueba['original_text'].apply(lambda x: sum(1 for char in x if char in string.punctuation))\n",
        "dfprueba['mention_count'] = dfprueba['original_text'].apply(lambda x: x.count('@'))\n",
        "dfprueba['hashtag_count'] = dfprueba['original_text'].apply(lambda x: x.count('#'))\n",
        "dfprueba['text_entropy'] = dfprueba['cleaned_text'].apply(calculate_entropy)\n",
        "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n",
        "analyzer = SentimentIntensityAnalyzer()\n",
        "dfprueba['sarcasm'] = dfprueba['original_text'].apply(detect_sarcasm)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cZq4uBVoRWco",
        "outputId": "dd09750b-19b3-4341-8229-d14ff564c407"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "array([[0.20897287, 0.7910271 ],\n",
              "       [0.37759846, 0.62240154]], dtype=float32)"
            ]
          },
          "execution_count": 37,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "best_model_xg.predict_proba(dfprueba[X_test.columns])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Se puede observar que existe una probabilidad que ambos tweets sean de corte Alegre!"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}