POC_RNN_LSTM_BTC_ETH_ADA_forecasting.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8OxpV5fptI6T",
        "outputId": "b82112fb-b786-470e-d104-950d14d6d949"
      },
      "outputs": [],
      "source": [
        "# Classical dependencies\n",
        "\n",
        "# !pip3 install yfinance\n",
        "\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.dates as mdates # Formatting dates\n",
        "import pandas as pd\n",
        "import yfinance as yf #!pip install yfinance\n",
        "import seaborn as sns\n",
        "import tensorflow as tf\n",
        "\n",
        "from sklearn.preprocessing import MinMaxScaler\n",
        "from keras.layers import Dropout\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Dense, LSTM\n",
        "from datetime import date # Date Functions\n",
        "np.random.seed(4)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "id": "1b5YfAxTtRU9"
      },
      "outputs": [],
      "source": [
        "#\n",
        "# Funciones auxiliares\n",
        "#\n",
        "def graficar_predicciones(real, prediccion):\n",
        "    plt.plot(real[0:len(prediccion)],color='red', label='Valor real de la acción')\n",
        "    plt.plot(prediccion, color='blue')\n",
        "    plt.ylim(1.1 * np.min(prediccion)/2, 1.1 * np.max(prediccion))\n",
        "    plt.xlabel('Tiempo')\n",
        "    plt.ylabel('Valor de la acción')\n",
        "    plt.legend()\n",
        "    plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 256
        },
        "id": "hJ54jEmdU6RC",
        "outputId": "199ae50b-2ca7-4ad3-9a63-bc8d02c5149a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[*********************100%***********************]  1 of 1 completed\n"
          ]
        },
        {
          "data": {
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              "\n",
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2023-06-05</th>\n",
              "      <td>27123.109375</td>\n",
              "      <td>27129.982422</td>\n",
              "      <td>25445.167969</td>\n",
              "      <td>25760.097656</td>\n",
              "      <td>25760.097656</td>\n",
              "      <td>21513292646</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-06-06</th>\n",
              "      <td>25732.109375</td>\n",
              "      <td>27313.820312</td>\n",
              "      <td>25434.867188</td>\n",
              "      <td>27238.783203</td>\n",
              "      <td>27238.783203</td>\n",
              "      <td>21929670693</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-06-07</th>\n",
              "      <td>27235.650391</td>\n",
              "      <td>27332.181641</td>\n",
              "      <td>26146.988281</td>\n",
              "      <td>26345.998047</td>\n",
              "      <td>26345.998047</td>\n",
              "      <td>19530045082</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-06-08</th>\n",
              "      <td>26347.654297</td>\n",
              "      <td>26797.513672</td>\n",
              "      <td>26246.664062</td>\n",
              "      <td>26508.216797</td>\n",
              "      <td>26508.216797</td>\n",
              "      <td>11904824295</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-06-09</th>\n",
              "      <td>26505.923828</td>\n",
              "      <td>26770.289062</td>\n",
              "      <td>26339.314453</td>\n",
              "      <td>26480.375000</td>\n",
              "      <td>26480.375000</td>\n",
              "      <td>11015551640</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                    Open          High           Low         Close  \\\n",
              "Date                                                                 \n",
              "2023-06-05  27123.109375  27129.982422  25445.167969  25760.097656   \n",
              "2023-06-06  25732.109375  27313.820312  25434.867188  27238.783203   \n",
              "2023-06-07  27235.650391  27332.181641  26146.988281  26345.998047   \n",
              "2023-06-08  26347.654297  26797.513672  26246.664062  26508.216797   \n",
              "2023-06-09  26505.923828  26770.289062  26339.314453  26480.375000   \n",
              "\n",
              "               Adj Close       Volume  \n",
              "Date                                   \n",
              "2023-06-05  25760.097656  21513292646  \n",
              "2023-06-06  27238.783203  21929670693  \n",
              "2023-06-07  26345.998047  19530045082  \n",
              "2023-06-08  26508.216797  11904824295  \n",
              "2023-06-09  26480.375000  11015551640  "
            ]
          },
          "execution_count": 15,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "#\n",
        "# Dataset reading Auto from yahoo finance\n",
        "#\n",
        "\n",
        "# With Portfolio\n",
        "portfolio = ['BTC-USD', 'GLOB', 'DJI']\n",
        "\n",
        "#Only one symbol\n",
        "symbol = 'BTC-USD'\n",
        "\n",
        "today = date.today()\n",
        "date_today = today.strftime(\"%Y-%m-%d\")\n",
        "dataset = yf.download(symbol, end=date_today)\n",
        "\n",
        "# # Create a quick overview of the dataset\n",
        "dataset.tail()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 707
        },
        "id": "Su8Z8q3JLG5D",
        "outputId": "486b04b2-57c7-4acc-f492-6ae0ee726881"
      },
      "outputs": [
        {
          "data": {
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",
            "text/plain": [
              "<Figure size 1008x504 with 6 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Plot line charts\n",
        "df_plot = dataset.copy()\n",
        "\n",
        "ncols = 2\n",
        "nrows = int(round(df_plot.shape[1] / ncols, 0))\n",
        "\n",
        "fig, ax = plt.subplots(nrows=nrows, ncols=ncols, sharex=True, figsize=(14, 7))\n",
        "for i, ax in enumerate(fig.axes):\n",
        "        sns.lineplot(data = df_plot.iloc[:, i], ax=ax)\n",
        "        ax.tick_params(axis=\"x\", rotation=30, labelsize=10, length=0)\n",
        "        ax.xaxis.set_major_locator(mdates.AutoDateLocator())\n",
        "fig.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "aGc9eUXrtW2b",
        "outputId": "b817c1c8-ea42-4cd3-cad9-c5b46b5eddf3"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "#\n",
        "# Sets de entrenamiento y validación *** BTC-USD ***\n",
        "# La LSTM se entrenará con datos de 2014 hacia atrás. La validación se hará con datos de 2021 en adelante.\n",
        "# En ambos casos sólo se usará el valor más alto de la acción para cada día\n",
        "#\n",
        "set_entrenamiento = dataset[:'2022'].iloc[:,1:2]\n",
        "set_validacion = dataset['2023':].iloc[:,1:2]\n",
        "\n",
        "set_entrenamiento['High'].plot(legend=True)\n",
        "set_validacion['High'].plot(legend=True)\n",
        "plt.legend(['Entrenamiento (2014-2022)', 'Validación (2023)'])\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "YDEERhAPJQmI",
        "outputId": "0d634fd8-2121-4591-baa0-7f1ee38707c2"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>High</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2023-01-01</th>\n",
              "      <td>16630.439453</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-01-02</th>\n",
              "      <td>16759.343750</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-01-03</th>\n",
              "      <td>16760.447266</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-01-04</th>\n",
              "      <td>16964.585938</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-01-05</th>\n",
              "      <td>16884.021484</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-06-05</th>\n",
              "      <td>27129.982422</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-06-06</th>\n",
              "      <td>27313.820312</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-06-07</th>\n",
              "      <td>27332.181641</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-06-08</th>\n",
              "      <td>26797.513672</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023-06-09</th>\n",
              "      <td>26770.289062</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>160 rows × 1 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                    High\n",
              "Date                    \n",
              "2023-01-01  16630.439453\n",
              "2023-01-02  16759.343750\n",
              "2023-01-03  16760.447266\n",
              "2023-01-04  16964.585938\n",
              "2023-01-05  16884.021484\n",
              "...                  ...\n",
              "2023-06-05  27129.982422\n",
              "2023-06-06  27313.820312\n",
              "2023-06-07  27332.181641\n",
              "2023-06-08  26797.513672\n",
              "2023-06-09  26770.289062\n",
              "\n",
              "[160 rows x 1 columns]"
            ]
          },
          "execution_count": 18,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "dataset['2023':].iloc[:,1:2]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "to7Ribuqpr7T",
        "outputId": "44939f9f-6410-4aa1-acdb-745f07c5dfa6"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>3188.000000</td>\n",
              "      <td>3188.000000</td>\n",
              "      <td>3188.000000</td>\n",
              "      <td>3188.000000</td>\n",
              "      <td>3188.000000</td>\n",
              "      <td>3.188000e+03</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>13470.137608</td>\n",
              "      <td>13801.144712</td>\n",
              "      <td>13105.810583</td>\n",
              "      <td>13476.914217</td>\n",
              "      <td>13476.914217</td>\n",
              "      <td>1.658581e+10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>16021.591941</td>\n",
              "      <td>16424.679853</td>\n",
              "      <td>15559.168014</td>\n",
              "      <td>16018.335065</td>\n",
              "      <td>16018.335065</td>\n",
              "      <td>1.960238e+10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>176.897003</td>\n",
              "      <td>211.731003</td>\n",
              "      <td>171.509995</td>\n",
              "      <td>178.102997</td>\n",
              "      <td>178.102997</td>\n",
              "      <td>5.914570e+06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>744.051498</td>\n",
              "      <td>753.623001</td>\n",
              "      <td>734.401520</td>\n",
              "      <td>744.494995</td>\n",
              "      <td>744.494995</td>\n",
              "      <td>1.222412e+08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>7536.770264</td>\n",
              "      <td>7699.392090</td>\n",
              "      <td>7392.412598</td>\n",
              "      <td>7544.223389</td>\n",
              "      <td>7544.223389</td>\n",
              "      <td>9.789357e+09</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>19626.130371</td>\n",
              "      <td>20139.581055</td>\n",
              "      <td>19273.825684</td>\n",
              "      <td>19644.679688</td>\n",
              "      <td>19644.679688</td>\n",
              "      <td>2.773166e+10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>67549.734375</td>\n",
              "      <td>68789.625000</td>\n",
              "      <td>66382.062500</td>\n",
              "      <td>67566.828125</td>\n",
              "      <td>67566.828125</td>\n",
              "      <td>3.509679e+11</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "               Open          High           Low         Close     Adj Close  \\\n",
              "count   3188.000000   3188.000000   3188.000000   3188.000000   3188.000000   \n",
              "mean   13470.137608  13801.144712  13105.810583  13476.914217  13476.914217   \n",
              "std    16021.591941  16424.679853  15559.168014  16018.335065  16018.335065   \n",
              "min      176.897003    211.731003    171.509995    178.102997    178.102997   \n",
              "25%      744.051498    753.623001    734.401520    744.494995    744.494995   \n",
              "50%     7536.770264   7699.392090   7392.412598   7544.223389   7544.223389   \n",
              "75%    19626.130371  20139.581055  19273.825684  19644.679688  19644.679688   \n",
              "max    67549.734375  68789.625000  66382.062500  67566.828125  67566.828125   \n",
              "\n",
              "             Volume  \n",
              "count  3.188000e+03  \n",
              "mean   1.658581e+10  \n",
              "std    1.960238e+10  \n",
              "min    5.914570e+06  \n",
              "25%    1.222412e+08  \n",
              "50%    9.789357e+09  \n",
              "75%    2.773166e+10  \n",
              "max    3.509679e+11  "
            ]
          },
          "execution_count": 19,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "dataset.describe()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "id": "E8D43jjKtbLq"
      },
      "outputs": [],
      "source": [
        "# Normalización del set de entrenamiento\n",
        "sc = MinMaxScaler(feature_range=(0,1))\n",
        "set_entrenamiento_escalado = sc.fit_transform(set_entrenamiento)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {
        "id": "_Me41ieDthsy"
      },
      "outputs": [],
      "source": [
        "# La red LSTM tendrá como entrada \"time_step\" datos consecutivos, y como salida 1 dato (la predicción a\n",
        "# partir de esos \"time_step\" datos). Se conformará de esta forma el set de entrenamiento\n",
        "time_step = 60\n",
        "X_train = []\n",
        "Y_train = []\n",
        "m = len(set_entrenamiento_escalado)\n",
        "\n",
        "for i in range(time_step,m):\n",
        "    # X: bloques de \"time_step\" datos: 0-time_step, 1-time_step+1, 2-time_step+2, etc\n",
        "    X_train.append(set_entrenamiento_escalado[i-time_step:i,0])\n",
        "\n",
        "    # Y: el siguiente dato\n",
        "    Y_train.append(set_entrenamiento_escalado[i,0])\n",
        "X_train, Y_train = np.array(X_train), np.array(Y_train)\n",
        "\n",
        "# Reshape X_train para que se ajuste al modelo en Keras\n",
        "X_train = np.reshape(X_train, (X_train.shape[0], X_train.shape[1], 1))\n",
        "\n",
        "#\n",
        "# Red LSTM\n",
        "#\n",
        "dim_entrada = (X_train.shape[1],1)\n",
        "dim_salida = 1\n",
        "# cant neurons\n",
        "na = 1000"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ucYqyoK6QRlW",
        "outputId": "1eeb6bc7-6337-44e7-c2a0-fa95fd11c5f0"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Model: \"sequential_1\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " lstm (LSTM)                 (None, 60, 1000)          4008000   \n",
            "                                                                 \n",
            " dropout (Dropout)           (None, 60, 1000)          0         \n",
            "                                                                 \n",
            " lstm_1 (LSTM)               (None, 60, 1000)          8004000   \n",
            "                                                                 \n",
            " dropout_1 (Dropout)         (None, 60, 1000)          0         \n",
            "                                                                 \n",
            " lstm_2 (LSTM)               (None, 60, 1000)          8004000   \n",
            "                                                                 \n",
            " dropout_2 (Dropout)         (None, 60, 1000)          0         \n",
            "                                                                 \n",
            " lstm_3 (LSTM)               (None, 60, 1000)          8004000   \n",
            "                                                                 \n",
            " dropout_3 (Dropout)         (None, 60, 1000)          0         \n",
            "                                                                 \n",
            " lstm_4 (LSTM)               (None, 60, 1000)          8004000   \n",
            "                                                                 \n",
            " dropout_4 (Dropout)         (None, 60, 1000)          0         \n",
            "                                                                 \n",
            " lstm_5 (LSTM)               (None, 60, 1000)          8004000   \n",
            "                                                                 \n",
            " dropout_5 (Dropout)         (None, 60, 1000)          0         \n",
            "                                                                 \n",
            " lstm_6 (LSTM)               (None, 60, 1000)          8004000   \n",
            "                                                                 \n",
            " dropout_6 (Dropout)         (None, 60, 1000)          0         \n",
            "                                                                 \n",
            " lstm_7 (LSTM)               (None, 60, 1000)          8004000   \n",
            "                                                                 \n",
            " dropout_7 (Dropout)         (None, 60, 1000)          0         \n",
            "                                                                 \n",
            " lstm_8 (LSTM)               (None, 60, 1000)          8004000   \n",
            "                                                                 \n",
            " dropout_8 (Dropout)         (None, 60, 1000)          0         \n",
            "                                                                 \n",
            " lstm_9 (LSTM)               (None, 60, 1000)          8004000   \n",
            "                                                                 \n",
            " dropout_9 (Dropout)         (None, 60, 1000)          0         \n",
            "                                                                 \n",
            " lstm_10 (LSTM)              (None, 1000)              8004000   \n",
            "                                                                 \n",
            " dropout_10 (Dropout)        (None, 1000)              0         \n",
            "                                                                 \n",
            " dense (Dense)               (None, 1)                 1001      \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 84,049,001\n",
            "Trainable params: 84,049,001\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ],
      "source": [
        "#\n",
        "# Clasical Model Definition\n",
        "#\n",
        "\n",
        "# Define the LSTM model\n",
        "model = Sequential()\n",
        "\n",
        "# Add the first LSTM layer with dropout\n",
        "model.add(LSTM(units=na, input_shape=dim_entrada, return_sequences=True))\n",
        "model.add(Dropout(0.2))\n",
        "\n",
        "# Add additional LSTM layers with dropout\n",
        "for _ in range(1, 10):\n",
        "    model.add(LSTM(units=na, return_sequences=True))\n",
        "    model.add(Dropout(0.2))\n",
        "\n",
        "# Add a final LSTM layer without return_sequences=True\n",
        "model.add(LSTM(units=na))\n",
        "model.add(Dropout(0.2))\n",
        "\n",
        "# Add a dense output layer\n",
        "model.add(Dense(units=dim_salida))\n",
        "\n",
        "# Compile the model\n",
        "model.compile(optimizer='nadam', loss='mean_squared_error')\n",
        "\n",
        "# Print the model summary\n",
        "model.summary()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YSNdk_zQoMYh",
        "outputId": "ffa45822-1f76-45ca-f251-68c40e3e25dc"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Epoch 1/20\n",
            "297/297 [==============================] - 62s 175ms/step - loss: 0.0092\n",
            "Epoch 2/20\n",
            "297/297 [==============================] - 49s 166ms/step - loss: 0.0048\n",
            "Epoch 3/20\n",
            "297/297 [==============================] - 50s 167ms/step - loss: 0.0035\n",
            "Epoch 4/20\n",
            "297/297 [==============================] - 50s 169ms/step - loss: 0.0029\n",
            "Epoch 5/20\n",
            "297/297 [==============================] - 52s 174ms/step - loss: 0.0021\n",
            "Epoch 6/20\n",
            "297/297 [==============================] - 52s 175ms/step - loss: 0.0018\n",
            "Epoch 7/20\n",
            "297/297 [==============================] - 50s 168ms/step - loss: 0.0017\n",
            "Epoch 8/20\n",
            "297/297 [==============================] - 49s 167ms/step - loss: 0.0012\n",
            "Epoch 9/20\n",
            "297/297 [==============================] - 50s 167ms/step - loss: 0.0011\n",
            "Epoch 10/20\n",
            "297/297 [==============================] - 50s 169ms/step - loss: 9.9274e-04\n",
            "Epoch 11/20\n",
            "297/297 [==============================] - 56s 187ms/step - loss: 8.8851e-04\n",
            "Epoch 12/20\n",
            "297/297 [==============================] - 58s 195ms/step - loss: 8.2997e-04\n",
            "Epoch 13/20\n",
            "297/297 [==============================] - 51s 172ms/step - loss: 7.2923e-04\n",
            "Epoch 14/20\n",
            "297/297 [==============================] - 50s 170ms/step - loss: 7.6728e-04\n",
            "Epoch 15/20\n",
            "297/297 [==============================] - 51s 171ms/step - loss: 6.6174e-04\n",
            "Epoch 16/20\n",
            "297/297 [==============================] - 52s 175ms/step - loss: 5.5597e-04\n",
            "Epoch 17/20\n",
            "297/297 [==============================] - 51s 172ms/step - loss: 5.7210e-04\n",
            "Epoch 18/20\n",
            "297/297 [==============================] - 51s 170ms/step - loss: 5.4439e-04\n",
            "Epoch 19/20\n",
            "297/297 [==============================] - 51s 172ms/step - loss: 5.7771e-04\n",
            "Epoch 20/20\n",
            "297/297 [==============================] - 52s 174ms/step - loss: 4.6806e-04\n"
          ]
        }
      ],
      "source": [
        "# Training\n",
        "epochs = 20\n",
        "history = model.fit(X_train,Y_train,epochs=epochs,batch_size=10)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "id": "f4iNAI3SIDqc"
      },
      "outputs": [],
      "source": [
        "# Save the entire model\n",
        "model.save('model_daily.h5')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_5lhbVa7RPh9"
      },
      "source": [
        "\n",
        "# Validations"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "id": "hSXw702YMGzG",
        "outputId": "45666f89-d70b-444e-9f10-44723bfe2f85"
      },
      "outputs": [
        {
          "data": {
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",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# *** daily ***\n",
        "\n",
        "# Plot training & validation loss values\n",
        "fig, ax = plt.subplots(figsize=(10, 5), sharex=True)\n",
        "plt.plot(history.history[\"loss\"])\n",
        "plt.title(\"Model loss\")\n",
        "plt.ylabel(\"Loss\")\n",
        "plt.xlabel(\"Epoch\")\n",
        "ax.xaxis.set_major_locator(plt.MaxNLocator(epochs))\n",
        "plt.legend([\"Train\", \"Test\"], loc=\"upper left\")\n",
        "plt.grid()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "K4C9GCmDtim7",
        "outputId": "101e353d-5574-4d9c-9675-340e5f3b7da1"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/Users/luis.ruiz/miniconda3/envs/tf/lib/python3.9/site-packages/sklearn/base.py:439: UserWarning: X does not have valid feature names, but MinMaxScaler was fitted with feature names\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "4/4 [==============================] - 3s 270ms/step\n"
          ]
        }
      ],
      "source": [
        "#\n",
        "# Validación (predicción del valor de las acciones)\n",
        "#\n",
        "x_test = set_validacion.values\n",
        "x_test = sc.transform(x_test)\n",
        "\n",
        "X_test = []\n",
        "for i in range(time_step,len(x_test)):\n",
        "    X_test.append(x_test[i-time_step:i,0])\n",
        "X_test = np.array(X_test)\n",
        "X_test = np.reshape(X_test, (X_test.shape[0],X_test.shape[1],1))\n",
        "\n",
        "prediccion = model.predict(X_test)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 148,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ffd0UIAMGERw",
        "outputId": "6d12fdfc-2d10-4509-e05c-1e178d5f2694"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "(100, 60, 1)"
            ]
          },
          "execution_count": 148,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "X_test.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "0arICvWnGOt3"
      },
      "outputs": [],
      "source": [
        "set_validacion.values"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "id": "-yMFdPkDXeiM"
      },
      "outputs": [],
      "source": [
        "# Reshape the prediccion array\n",
        "prediccion = np.reshape(prediccion, 100)\n",
        "\n",
        "# Apply inverse_transform to the prediccion array\n",
        "prediccion = sc.inverse_transform([prediccion])\n",
        "prediccion = prediccion[0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 66,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "U0-MsnAkX6ly",
        "outputId": "da3f6b06-948b-47f3-8c0c-a07a1bbb2c22"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# resultados con 100 epochs 100 neuronas\n",
        "graficar_predicciones(set_validacion.values,prediccion)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 73,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "fDDOhqDN9egQ",
        "outputId": "e82ed7cd-51fd-4938-8f14-d7927695eb38"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# resultados con 10 epochs Modelo Clasico test data: 2014-2021, 2022 - 10 neuronas\n",
        "graficar_predicciones(set_validacion.values,prediccion)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 79,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "70hkRRdcmaH1",
        "outputId": "973f0333-f358-421e-da20-394ecbcb5d6f"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# resultados con 20 epochs Modelo Clasico test data: 2014-2021, 2022 - 10 neuronas\n",
        "graficar_predicciones(set_validacion.values,prediccion)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 85,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "qEcxktsnEf3t",
        "outputId": "9ea0ec3f-6486-4924-9b79-6f5d08a4c62a"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# resultados con 30 epochs - 10 neuronas\n",
        "graficar_predicciones(set_validacion.values,prediccion)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 92,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "xUWMnMP-R1if",
        "outputId": "dc4a9264-710f-4e5d-fdc6-a20bfa537302"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# resultados con 50 epochs - 10 neuronas\n",
        "graficar_predicciones(set_validacion.values,prediccion)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 102,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "yDnCbMFptnTX",
        "outputId": "b8fe6700-5efa-473c-c3f9-948c86a40248"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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fXzYh2J07dzBkyBC4uLhgy5YtVf5qCAwMxN9//60JaLy8vMpV62ZkZMDV1RWOjo5o0qQJbG1tdeapqJ8UIHX+U4/6U9+IiIio7jJ70FRWSUmJJuBRqVQYPHgwlEoltm3bptevqcTERHh4eGhGNAQFBSE6OlqWJyoqSlOrpFQqERAQIMtTUlKC6OjoCvtWERERUf1j1tFzERERGDp0KHx9fXHnzh18//33iI2Nxe7duzUBU25uLr799ltZZ+umTZvC1tYWv/76KzIyMnD//ffDwcEBUVFRWLRoEV555RXNMaZOnYrPPvsMc+bMwbPPPou9e/di06ZN2LFjhyZPeHg4Jk6ciF69eqF379745JNPkJOTo1cvfyIiIqofzBo0ZWZmYsKECbh27Rrc3NzQrVs37N69Gw8//DBiY2M1/YnKDq1MTU1F69atYWdnh+XLl2PWrFkQQqB9+/aa6QPU2rRpgx07dmDWrFlYunQpWrZsidWrV2umGwCAMWPG4N9//8X8+fORnp6O7t27Y9euXeU6hxMRWRozd0slsgrG+j8xe0fwusKQjmRERDVVXFyMv/76C56enmjcuLG5i0Nk0W7cuIHMzEzcc889mhF9aoZcv81a00RERNVja2sLd3d3zbIRTk5Oes92TVRfCCGQm5uLzMxMuLu7lwuYDMWgiYjISqlH+Jp6vS0ia1fZyiGGYNBERGSlFAoFmjdvDk9PTxQWFpq7OEQWyc7OrsY1TGoMmoiIrJytra3RLgpEVDGLm6eJiIiIyBIxaCIiIiLSA4MmIiIiIj0waCIiIiLSA4MmIiIiIj0waCIiIiLSA4MmIiIiIj0waCIiIiLSA4MmIiIiIj0waCIiIiLSA4MmIiIiIj0waCIiIiLSA4MmIiIiIj0waKrPhAAmTABef93cJSEiIrJ4DJrqs8RE4JtvgHffNXdJiIiILB6Dpvrs7t3Sx0VF5isHERGRFWDQVJ8pFKWP8/LMVw4iK3bnDvDMM8Du3eYuCRGZGoMmkuTnm7sERFYnPx/w8QHWrQOGDClNX7QICAgAbt0yW9GIyAQamLsAZEaFhaWPWdNEpJfffwdiY4H4eGDvXvm2774DLlwAFiyQnq9aBcydW+tFJCITYdBUn2nXLrGmiahK//wDPPxwxdvHj5c/nzcPGDoU6NbNtOUiotrB5rn6TLsjeG6u+cpBZOHi44Fp04CWLQ1/7cKFQEmJ1IR3/rzRi0ZEtYhBU33211+lj0+fNl85iCzcAw8Ay5eXT1cqpenOhACuXweeegpwcgLGjgU6dpTy3LkD9OkjdRbv3r1Wi01ERqYQQghzF6IuUKlUcHNzQ1ZWFlxdXc1dHP1oj55r21bqjEFE5Wj/q2h7+WXggw90b/vlF2DUqPLpS5cC06cbrWhEVEOGXL9Z00SSixeB4mJzl4LIoqhUwJQppc+XLZO6/2VnA0eOAIsXV/zae+7RnT5jBnDzpnHLSUS1g0FTfVb2Wz0jwzzlILJAxcVSs9qXX5am9e0L2NsDDRsCvXoBDSoZStOpE/Daa7q38V+NyDoxaKrP7OzkzzkrOBHy86VO3w0alO/q5+ho2L7eeae0z5MQgK+vlJ6dbZyyElHtYtBUn5VtjmPzHBG2bNHd6RswPGgqy9lZus/Olvo2PfAAm+qIrAnnaarPytYssaaJqNLfDp6eNdt3w4bS/UMPlaY98ghw4EDN9ktEtcOsNU0rVqxAt27d4OrqCldXVwQFBeG3337TbM/Pz0dYWBgaN24MZ2dnjB49GhllOgOkpaVh+PDhcHJygqenJ2bPno2iMhf/2NhY9OzZE/b29mjfvj3WrVtXrizLly9H69at4eDggMDAQBw+fNgk52xRWNNEVI7Nf9+KLVpIy6AIIU1qqVJJ/ZlqQtfE+/HxwGef1Wy/RFQ7zBo0tWzZEosXL0ZCQgKOHj2Khx56CCNHjsSZM2cAALNmzcKvv/6KzZs3Iy4uDlevXsXjjz+ueX1xcTGGDx+OgoICHDhwAOvXr8e6deswf/58TZ7U1FQMHz4cAwcORGJiImbOnInnnnsOu7VW19y4cSPCw8OxYMECHDt2DP7+/ggJCUFmZmbtvRnmULZmiUETkWbOV39/wN1deuztDbi41Hzfb7+tO/3332u+byKqBcLCeHh4iNWrV4vbt28LOzs7sXnzZs22pKQkAUDEx8cLIYTYuXOnsLGxEenp6Zo8K1asEK6uruLu3btCCCHmzJkjunTpIjvGmDFjREhIiOZ57969RVhYmOZ5cXGx8Pb2FpGRkRWWMz8/X2RlZWluV65cEQBEVlZWzd6A2uTtrd1HVQg/PyHi4sxdKiKzOXBACH9/6d/hscdMc4yiIiFyc4UoKBBi6VLpWCNHmuZYRFS1rKwsva/fFtMRvLi4GBs2bEBOTg6CgoKQkJCAwsJCBAcHa/Lce++98PX1RXx8PAAgPj4efn5+aNasmSZPSEgIVCqVprYqPj5etg91HvU+CgoKkJCQIMtjY2OD4OBgTR5dIiMj4ebmprn5+PjU/E2obWVrmk6dAvr3l3rCEtUzN29KHbNPnJCeOziY5ji2tlKHcjs7wMNDSuN62UTWwexB06lTp+Ds7Ax7e3tMnToVW7ZsQefOnZGeng6lUgl3df34f5o1a4b09HQAQHp6uixgUm9Xb6ssj0qlQl5eHq5fv47i4mKdedT70CUiIgJZWVma25UrV6p1/mZVUXOcVhMoUV134IA0Q3fjxvL0mvZf0oc6MGPQRGQdzD56rmPHjkhMTERWVhZ+/PFHTJw4EXFxceYuVpXs7e1hXxvfqqZU2Wi5Tz/lWg9UL/Tpozt9xw7TH1s9hUFenjQ/1IwZwKOPSiPqiMjymL2mSalUon379ggICEBkZCT8/f2xdOlSeHl5oaCgALdv35blz8jIgJeXFwDAy8ur3Gg69fOq8ri6usLR0RFNmjSBra2tzjzqfdRZ6pomGx1/BjNm1G5ZiCzM5MmmP4Y6aDp6VHq8apUUNP37r+mPbU6nTwPh4dIix0TWxOxBU1klJSW4e/cuAgICYGdnh+joaM225ORkpKWlISgoCAAQFBSEU6dOyUa5RUVFwdXVFZ07d9bk0d6HOo96H0qlEgEBAbI8JSUliI6O1uSps9Q1TdZeY0ZUA23bSvdvvSWNnFOpgH37gDffNP2xy/Q+0PD0BHJzTX/82lBUBPzvf8CCBdLzEycAPz/g44+BWbNK8/32m7SeH5FFq4WO6RWaN2+eiIuLE6mpqeLkyZNi3rx5QqFQiD179gghhJg6darw9fUVe/fuFUePHhVBQUEiKChI8/qioiLRtWtXMXjwYJGYmCh27dolmjZtKiIiIjR5Ll68KJycnMTs2bNFUlKSWL58ubC1tRW7du3S5NmwYYOwt7cX69atE2fPnhVTpkwR7u7uslF5VTGk973FsLOThu64u8tH0alvRPWAr6/05374cO0fu6REiF69dP/7nTlT++UxtqIiIR54QPf5qW/nzgnx2mulz0tKzF1qqm8MuX6b9cr47LPPilatWgmlUimaNm0qBg0apAmYhBAiLy9PvPjii8LDw0M4OTmJxx57TFy7dk22j0uXLomhQ4cKR0dH0aRJE/Hyyy+LwsJCWZ6YmBjRvXt3oVQqRdu2bcXatWvLlWXZsmXC19dXKJVK0bt3b3Hw4EGDzsUqgyYbG+lbytNT97cZv72oHvDykv7cT5wwXxmKi6V/t5ISIRo1ksqTkGC+8tRUUZEQ995bebBU0W30aH71UO0y5PqtEEII89Z11Q0qlQpubm7IysqCq6uruYtTNSFK+zL5+AC6Rv/dvQsolbVbLqJaIoTUVBQUJHXCTkoC7r3X3KUC2rUDLl6URvVZYw+BgweB118HyvSKMMjRo1K/rgULgNWrpeY8IlMx5Ppt9tFzZCba0w1U1KepsJBBE9VZP/4IPPFE6XNL6dqnnoYgP9+85aiOq1erDvQyMkrX8Hv/fWDu3PJ5evUqfdytm/R1pWu8ClFt459hfaU93UBlQRNRHVJcDHzzDTBvnjxgAizn94E6aFIv52INDh0C2rSR1uvT5uhYvgFOe9HjOXPk26ZN073/1183XdmJDMGgqb7St6aJqA7ZtQuYMAF4773y2yylpkldjpwcaWj+559LAYUl+7//Ay5dKp9u6KSdFc2rGxkp3R8/Dvz1l2H7JDImNs/VV6xpMou0NGDjRmDKFMDNzdylqX90XdjVjLEgrzE0+O9b+X//K007cgRYswZQKMxTpqrY2elOv/9+w/YzcKDUtyw+XurHlJFROtHn9OnAsmXS45ISy30vqG5j0FRfadc0VdQuwaDJqFJTS+cEOn9emsiQapd2H89du6SL+o4d0gXaUmqadDXLrVsnNX/Nn1/rxalSairQqpXUeT00FFi5Uup/lJEBNG1q+P7uvbe0Q772nMPqgAkAGjYEbt+2nCZVqj/YPFff/PsvsHCh9A2nxqDJpO7ckTodBwSUpn35pdTkUlICjBsHvPqq+cpXn6gDkkcfBUJCpNq+p56yrNFZ2sGBtsTEWi2GXq5ckX4IxMRIz/v2lWrKbGyA5s1La82qq2lTwNm5fHpeHrBnT832TVQdDJrqmwkTpHG8/ftLz21tK/5mY9BUY8uXAx06SH0+bt2Sb3v1Vent//57qc8G327TUwdNllKrpEvv3vLO0WvWSOmW1DE8MVGaWsDXV56uXhbGWGxsgNhYoH17afb0xx4r3XbtmtTL4MQJy+/zRXUHg6b6Rv3zTL1Gg62tdNOloKB2ylRHffONNBqozLKGGosXy597eko1T2QaaWnS8iiAZQdNZanLailBU1YW0KOH7qkFTNHPKCBAas6+dQv4+Wfpdx8ArFgh9aXq3l2quSWqDQya6jvWNBndrVvAH3+Ufrlra9UKePtt3a+7fVvqAEvGd/Wq9N5v2iQ9t6a+MOqgyVLmbapsMWEPD9MfX32M48dL055/XhpgQWRqDJrquwYNKq5pYtBksIICqR9Gv37lt61aJY3eev114OWXdb8+NdWkxat3du2S+tmUnT+opn1tapOlzdukXQHdoAGwfz8QHi7Vqg4aZPrjVzQi75lnTH9sIiv66iCTqKx5jkGTwa5flw9M1Ka9Us0HH0g3tf/9D/jpJ6mfxtKl0mipr74CevY0aXHrvKFDdacfOFC75aiJss1z//4rTY+gDqZqm7oc3t7AP/9Ij/v0qb3jP/mk1Jfpxx+lfk5nz0pTMlQ07QGRMTFoqi+KiqReyWU7zbCmyagq65M0ZkzF29RzNs2ZU5oWEMD5aExl3jxzl0B/6qDp1Clp2oFLl6Q+RUeOVPyvaypCSE2dgPmCNgAYP166AaVTeRQWAjdvAq+9Bnh5SeNdiIyNzXP1xebNwMyZ5dPL9ml66SVpxVCAQVM1aDddZGRIF5nCQiA9HejSpeLXubvrTn/jDaMWr97x9pbuY2JKR6MVFZVecK2BdnCinpzz+HEpmMrOrt2yvPpq6WSTltKZXv2DIy8PaNxYmifqzTeB2bM5qo6Mj0FTfVHRVMhla5o8PKRvHoBBUzWo3zIPj9I1tho0AJo1q/x1AwfqTn/3XeOVrb4pKSldxsPLqzS9tmtnaqprV91D+YuLgZQU0x8/OxuIjpZGq2mP+LS0oKmsDz4A4uJqtyxU9zFoqi8qWiOibJ8mG5vSzgEMmgymrmkytH/F8OHAtm3SOmO7dkktqUD5eXBIP0eOSIGrem4sczYl1ZSjoxS4XL4snc/ff5duq43O4fPmAcHBwIsvytMtZbJNW1upf5MutRFUUv3CPk31XYMG8uY5Bk3VtmVL6YKjhg5pVyikWarVTp+W7g1d8LQ+KykBVq+Wpnv49lv5NmNPuljbbGxKA2h3d2mZkXPnamcaAnUAr6tMlmL0aHlT3Lhx0qSxd+6Yr0xUN1nQnz2Z1OefV7ytopomTm6pt/R0+QrtNZ0HyMlJulfPQVpSwv4ZVdm2TZqvp2zABFh3TZMu6vOpjaBJexbu9eulGq+pUy17egx1xfqZM1IzXbduwNGj5i0T1Q0MmuqLpKSKt2kHTba2umuabt6UtwsQAOmitXevfEV6oObDn9VBU04O8Mkn0scyYEDN9lnXVdYUo2v9MmtWm0GT+rfTV19JE7b6+kr9myy56VgdNH31ldQh/NQp4L77pDmliGqCQVN9V3b0XEXNc40bAz4+wI0btVs+CzdzpjSh359/ytOTk2u2X3XQBACzZkn3+/ZJ0xawxqm8WbOkiyMAdO4sDYsvKJCaOW/dsr7O31VRB03//iuN8fj+e9P9XVjDen1ldeqkO33SpFotBtVBDJrqu7IdwRWK0rYl9U937dkaK6uxqoe++MI0+23YUHf6pk1SzRZJf4obNkgj4z75pDQ9KAho3lyK/bt0qXg6B2um/pedPFmau2ncOKB16/KLQtdEcTEQFgb8/rv03JqaOCdOlOZp8vSUmubULLlJkawDg6b6oKIpqoHyNU329lJPWqB0ymrtyWA47a5Mhw7y5+oaor59a7ZfW1vdfXMAtpJeuyYFCZ07A2PHll8Q+dw585SrNunqM5eWJk3sWFOFhVJfupAQeVdIa6ppsrWV5mrKyABOnAAuXJDSrSnwI8vEoKk+qGwUnK2t/NvQ0VHq1axNpSp9XFkAVg898IB07+AgTZqYkyNd1I1RGzRuXOmEjEIAo0ZJ6ZaycKuplJ1V/YsvpLXNTpwAdu+WJqz8/vuKX1/ZzOt1xaef6h69VtOalNxcKSBr2FCam0mbNa3XV5a6T1turvR1+OmnwJdfmrdMZJ2s+N+A9FZZ0GRjI//5peunmHbQxDHwMuoY8t13S5tMtCdSNKba7PxrLjEx0tQLCxZIwc8775Re3D7+WPdrfvoJeOghKdg6dw4IDKy98ppL+/by3y+bNwNPPFE62rK6Ll+ueFujRjXbtzlpT1OnXUuXkCDVplnS9Alk2Rg01QdFRRVvU6nK1zSVpT2DHoMmGfVbWxsdjdVBU136CF54ATh/XrrgHz4sjXYCpDX4tNfhq8yIEaW1IOqav/qm7BQV1VU2IN+2Ddi+Xfrbu+++mu3bnCpqlvviC+nvZ9iw2i0PWS8GTfWBrpomf3+pvWPFCvlYbV1Bk3Z7SU2/lesY9a/92mi6UH80eXlAZibwzTfAlCkVT/ZuqW7ckDosz5sn1RIB5ZuCKvPOO1Jt1HffSU2W1txsZCzafxuA9K/dvHnpUj76Ur++XbvSrwXtSVetlUIBxMdLgwTKqqx2jagsft3UB7qCpvffBzp2BFq1Aq5cKU2vaJErtbpUzWEE5qhpWrhQugHAK69I/fQrGm1nSc6elZbiMGQ9sD59pGHizs7Ar79KNQPq/inao6LqO3VN05kzUoCglpGhf+B09KhU8wdY/wzqutx/v3xahokTga+/rv1Fj8m6MWiqD3QFTY6OUsAEVN08px00saZJpjZrmipamPTpp4Gffzb98atLpZJ+zVcV5PToIdWetW4tNdV17ixf6PjJJ01aTKtWUW1js2aVB065ucDJk9J8TyNGlKbXxaCpLHXwnZ0t/R8fPQr06lX35vQi42L3t/pAV9Ck/c2gHTQ1bVo+r3bzHGuaZGqzpunZZ3Wnx8aa/tjVdfCgFOzpCphatpSmVdiyBXjmGWm25i5dpFqzgQPlARNVrlMnqV+YLpVNtPrWW1KTlXbABEgLHtd16trZhQulHz333y/dOECYKsOgqT7QtRS69lVee/rpskGTEGyeq4Q6aKqNmiYfH+l4JSXS7eRJKd1Sp85atkx3HxK1tDRpWoVRo4A1a+R/hmQYGxtg40b5FBW9e0vbbt2SpsAIDZU3Re3eLbXS66K9jmJdpavm9ujRioNPIoBBU/2wenX5NO0xtv37S/X399wDuLrKp7kuLGRH8AqUlNRu8xwgxboKhXSz5CkI1q8Hpk+Xp9nbSzOaN2sGrFwp73tDxufqKt2PHCkt9bNmjdSM99lnQHAwMGRIad6JE6UmutxcqcP0hg3mKXNtGjdOd7olN3WT+bFPU32wa1f5NO3aI2dnacpc9dV43DhpuXhACppY01ROTo40AFE907A5+kFYYtAUEgLs2VM+fcqU0lj8//6vdstUX7Vtqzv9pZfKp02YADRpIj2+/37TlcmStG4t1chlZUlfgamp0gz/rPGkypi1pikyMhL33XcfXFxc4OnpiVGjRiFZqwH+0qVLUCgUOm+bN2/W5NO1fUOZn0qxsbHo2bMn7O3t0b59e6xbt65ceZYvX47WrVvDwcEBgYGBOHz4sMnOvVaFhpZPK9tw7+xc2sivPfvb+PEMmsoQQlrzSx0wAeYZ9q7urFtQIH1Ep06Zf2lAXQETwM615rBkidRXzNdXmgyzMn5+tVMmS+TmJv19qmvmcnPLz0pPpGbWoCkuLg5hYWE4ePAgoqKiUFhYiMGDByMnJwcA4OPjg2vXrslub731FpydnTF06FDZvtauXSvLN0q95gSA1NRUDB8+HAMHDkRiYiJmzpyJ5557Drt379bk2bhxI8LDw7FgwQIcO3YM/v7+CAkJQWZmZq28FyalvmJpDz+qrLejdgSwdSub57Rs2SKtafXDD/J0c9Y0AdJH1q2bNOLs6NHaL8tff0nNQNoGDy5NW7Cg9stU37m6Sk1yly9LE4iq+zrdvi2NqCspAa5fl/o56Rr/Ud+oR9MB0v93ly7SgAQGUCQjLEhmZqYAIOLi4irM0717d/Hss8/K0gCILVu2VPiaOXPmiC5dusjSxowZI0JCQjTPe/fuLcLCwjTPi4uLhbe3t4iMjNSr7FlZWQKAyMrK0it/rfrgA+n7cvz40n6iMTGVv0a7T+nPP5c+/r//q5UiW6LMTPnbon3bvLn2y1NUVHF5KvkXMqo7d4RISSl//Dt3auf4RMZSUlLx/1N6urlLR6ZkyPXbojqCZ2VlAQAaVbDIUUJCAhITExGqo7kpLCwMTZo0Qe/evbFmzRoIrVnM4uPjERwcLMsfEhKC+Ph4AEBBQQESEhJkeWxsbBAcHKzJU9bdu3ehUqlkN4ulfi+0e94aMq5We6x7Pa5pqqzvUFpa7ZVDzda2dJLLsiobZm4s+/dLHYt1Nf2wXwhZG4VCmkxVl19+qd2ykOWymKCppKQEM2fORJ8+fdC1a1edeb766it06tQJD5RZYGrhwoXYtGkToqKiMHr0aLz44otYtmyZZnt6ejqalZn0pVmzZlCpVMjLy8P169dRXFysM096errOskRGRsLNzU1z8/Hxqc5p1w51/bL2iDlDplO+fbv08Y4dwPHjRimWtdGeTRiQD002V+fmN96QPl71b2J1C2xtdD1btaribVwAlaxRbKw0dcOqVdKae2r//Z4nEzh+XBpNq/39GhcHVHDpNTuLGT0XFhaG06dPY//+/Tq35+Xl4fvvv8cbb7xRbpt2Wo8ePZCTk4MlS5Zgetkxz0YUERGB8PBwzXOVSmW5gZN2TdOtWzXvxNCzZ/kIoh7QrpyLiQEGDJC+YAsK5H3na5t2BaK6c7ipKwT37JHWN1Pr0UMayv7qq/ovtEtkaRo0kP8YevFF4PPPgTt3zFemuiQ3V5qK5OGHpRrqnTuB+fOlbRcvAjNnAgEBUsDk6Sn1vQOk79jcXMDd3VwlL2URvwenTZuG7du3IyYmBi1bttSZ58cff0Rubi4mTJhQ5f4CAwPx999/4+5/kzp6eXkhQ/3u/ycjIwOurq5wdHREkyZNYGtrqzOPl5eXzmPY29vD1dVVdrNY2kGTu7s0FXNNpabWfB9WRh00ubhIAZOaOQOmsrRXu8/Pl+ac0TW3aU3ExkpTC6gn15wzBzh2DHjgAWkbV4ynukK9PM2vvwJhYdIA4x9/NG+ZrMmtW9IgkW+/lQaDNGwIfPWVVCPeq1dpwARIoz1btCitYcrMlCbH/fNP6XNo1gw4d84856HNrEGTEALTpk3Dli1bsHfvXrRp06bCvF999RVGjBiBpnrUkCQmJsLDwwP2/y0PEhQUhOgyy6hHRUUh6L/pipVKJQICAmR5SkpKEB0drclj1dRBkzHbTOrhTy9drZyWRh00vf22VOs0erQ0yu7GjZrve/RoKe4eOFCermuVHqK6QD2iLjFRqnHKzZWa4t95x6zF0ltBAbB0qTSCUi0zUxpNaUrFxcBvvwGNGknrwj/9dMX9Lytz8CDw4IPSeRQUSMsF1UZ/zcqY9es/LCwM3377Lb7//nu4uLggPT0d6enpyCvTISMlJQX79u3Dc889V24fv/76K1avXo3Tp08jJSUFK1aswKJFi/CS1gxuU6dOxcWLFzFnzhycO3cOn3/+OTZt2oRZs2Zp8oSHh+PLL7/E+vXrkZSUhBdeeAE5OTl45plnTPcG1Bb11d6YUzAXFBhvX1ZCXdNkyXMOVbSor9YMHNVW0UzJLVrUfN9ElmjQIN3pOnqJmN0//0gd2Tt1kvoE7d8vzcI/c6Y0kWdODvDdd1KNzT33lAZShYXSkkc1bTzIyQGmTpWW72nQQL8a5/vuk1YP+PNPqQGkSRNpHXmtaRjLUc+7bDYmH8tXCQA6b2vXrpXli4iIED4+PqK4uLjcPn777TfRvXt34ezsLBo2bCj8/f3FypUry+WNiYkR3bt3F0qlUrRt27bcMYQQYtmyZcLX11colUrRu3dvcfDgQb3PxaKnHHj7bamf8OTJ+r+morG36tv+/aYrr4U6dUo69aZNzV2Siv3zjxAuLuU/rsaNq7/Pq1eFCA2V7y8sTIhp04Tw9xfCEv/kiYzl5k0hvvpKiF9/FWL9+tL/gZIS85br8mUhhgwR4qmnqv66rui2bJn8eXa2dF7ffy9ERIQQ2pfR06el7WoxMUJ8+KEQS5cKMW6cfsc7elSIvDwhduwQ4syZys/v33+FCAqSXtesmRDt2kmPFy82/ntpyPVbIUQ97NFrAiqVCm5ubsjKyrK8/k1vvy01HmuvZVEVXbVS7dqVToO9d2/5dpo67sQJoHt3wMsLuHbN3KXRz99/Swv9NmggVQ5evCilt2tX+etKSoDDh6UxAw8/LN9WUGC5iwQTmdKdO6Uzh6enS6PsbGyA116rneMXFgIffCANRImKMv3xWreWaq0efBC4ckWqxZo5U+qj9McfVb/+3nul165eLTVx+vvXrDwlJabpHmHI9dtiRs+RCVWnM84990g9+LQ1by59Yxw/bvzexVbAGvo0laX+/y8qkgIn9TkkJ0sfsS4FBdLCuk8/rXs7Ayaqr7RnDdceI/T++1LzmPZ2Y7p+XRrVFxNj2OuGDAFef11aW1D9g+nBB6UpFE6dqvr1ly5JzWVqSUn6N4/l5JT2sfzyS4OKXSFL+O61gCKQyema3LIqf/4JfPihtPS52q1bpUPF2KfJKmh/iWsvB9Gxo/RL8dYtIDKytKP45cvSQq8VBUzNm5uurESWTqGQapvLUqmAMsudGsXSpdIxmzatOmD65x/pq764WLoJIXXG7tNHaiBQN5L98Yc08vXSJWDuXGD5ciAlRapFqq5Bg6QJfouLpX1nZNTdCW4ZNNUH1QmamjQBwsNLlz4HgDNnpJ6FAIMmK2FjU3Gn1X79pNEtr74qfcwKhVQd/88/pXnGjpXiZiGkL0XtUThE9dHOnUBwsNSJ+fHHS9OvXJF+fERESI+rq7BQCpYcHKSmsIokJUk1yDt2SM3w3t5Suo2NfjUyrVoBixdLc1G1awecPSs1x8fHSz+wcnKA996TtrVpA3z/vVQ7/cwz0pKkN29KwdGPP0pl8PGRjuvnJ82xVFexT5ORWHSfpjfekMbITpsmDZMwlDrYatNG+g/6/XepUXvcOOOW08IdOCD9amvbtrRrlzVatEj/PhjffAOMH2/a8hBZs/nzpW6jZR06JI0k08eZM1LQoj2xZmXUk+uScbBPE8lVp6ZJl3HjpP9sQOoVXc+CJnXzljXVNOkyeTLw9de65zsJCQEeekjq6J6fb77lYYisRYcOutMfe0ya9PWVV6Sv4PXrpe+OnBxpzqfgYOn5tm1VT2Fw44ZUK0zmx6CpPjBW0GRnJ3V22batXs5oaI3Nc7o0bWoZM+sS1QVPPimNNP3sM3n61avyzuLffScNONa3M7efn9RZu29fBkyWhH2a6gNjDfuyswNGjJDapj7+uOblsjLqoMkSRnAQkWWws5N6PWjPSBQQoDuvPgHTihXSPk6elO737TNuealm+PVfHxirpsnRUYoYfH1rXiYrVFdqmojItH7+GRg+XJqXaNKkytdHnzVL6tR95IjUAVzHwhdkQdg8V9cJIQ2BAKofNM2eLQ2PCA01XrmszIoV0igTgEETEVXO1xfYvr18+uXL0sgyR0cgL08aIaf9tdyrV+2VkaqHNU113ZkzpY+rGzS9/760H/WS3/XMyZOlARPA5jkiqp5WraSACZDujbkcKNUOg7/+MzIy8PTTT8Pb2xsNGjSAra2t7EYWJj+/9DGv9gY5dkzqwlV26v/sbPOUh4iIzMvg5rlJkyYhLS0Nb7zxBpo3bw4FQ2XLxs+n2h58UKpCL6vs6jJERFQ/GBw07d+/H3/88Qe665pLniyPdtDEeUwNoitgIiKi+svg9hofHx9wEnErwqCp2oYNK33cqhWwZ4/0+PvvzVMeIiIyL4Nrmj755BPMmzcPX3zxBVq3bm2CIpFRMWiqNg8P6b5FC2lxS4BvIRFRfWZw0DRmzBjk5uaiXbt2cHJygp2dnWz7zZs3jVY4MgLtoEl7mXuqkvrteuUV85aDiIgsQ7VqmsiKsKap2jiZJRERaTM4aJo4caIpykGmoj3NAGuaDGKs1WeIiKhuqNaM4MXFxdi6dSuSkpIAAF26dMGIESM4T5MlYk1TtbGmiYiItFUZNN28eRONtJZYTklJwbBhw/DPP/+gY8eOAIDIyEj4+Phgx44daNeunelKS4bTDpQYNBmENU1ERKStysvBZ599hoULF2qeT58+He3atcOVK1dw7NgxHDt2DGlpaWjTpg2mT59u0sJSNWgHSmyeMwhrmoiISFuVQVNYWBgOHjyI5/5bejkuLg7vv/++rPapcePGWLx4MeLi4kxXUqoe1jRVG2uaiIhIW5WXg8aNG2Pnzp1o27YtAMDe3h537twply87OxtKpdL4JaSa0a5dYtBkEPVbx5omIiICDJgR/NVXXwUAPPLII5gyZQoOHToEIQSEEDh48CCmTp2KESNGmKygVE1snqs2dfMca5qIiAioxjIqn376Kdq1a4egoCA4ODjAwcEBffr0Qfv27bF06VJTlJFqgjVN1cbmOSIi0mbwlAPu7u745ZdfcP78eZw7dw4A0KlTJ7Rv397ohSMjYJ+mamNHcCIi0lateZoAoEOHDujQoYMxy0KmoF3TxOY5g7CmiYiItOkVNIWHh+Ptt99Gw4YNER4eXmnejz76yCgFIyNh81y1saaJiIi06RU0HT9+HIWFhZrHFVFozz5NloHNc9XGmiYiItKmV9AUExOj8zHVnuJi4OBBYMsWYOJEwM9Pzxeyea7aWNNERETaDP4NnZWVhZs3b5ZLv3nzJlQqlVEKRaUOHABGjAAaNAAefBD48EOgWzfg5Ek9d6Bdu/RfbSFV7dtvgcOHpcesaSIiIqAaQdOTTz6JDRs2lEvftGkTnnzySYP2FRkZifvuuw8uLi7w9PTEqFGjkJycLMszYMAAKBQK2W3q1KmyPGlpaRg+fDicnJzg6emJ2bNno6ioSJYnNjYWPXv2hL29Pdq3b49169aVK8/y5cvRunVrODg4IDAwEIfVV00zSkkBfv21fHpgoI7WtpMnpcxnzpSmadcuNWtmkjLWNV9+CTz9dOlzBk1ERARUI2g6dOgQBg4cWC59wIABOHTokEH7iouL0yzTEhUVhcLCQgwePBg5OTmyfJMnT8a1a9c0t/fff1+zrbi4GMOHD0dBQQEOHDiA9evXY926dZg/f74mT2pqKoYPH46BAwciMTERM2fOxHPPPYfdu3dr8mzcuBHh4eFYsGABjh07Bn9/f4SEhCAzM9OgczK2xx8HfHzKp+fnA7m5ZRL9/aVqqa5dgdOnpTTtoGnePJOVsy5YsgQYMACYMkWezuY5IiICAAgDOTk5iZMnT5ZLP3nypHB0dDR0dzKZmZkCgIiLi9Ok9e/fX8yYMaPC1+zcuVPY2NiI9PR0TdqKFSuEq6uruHv3rhBCiDlz5oguXbrIXjdmzBgREhKied67d28RFhameV5cXCy8vb1FZGSkXmXPysoSAERWVpZe+Q1144YQeXlCFBcLIdUxCZGZWSaTegMgxOefS2l790rPO3c2SbnqitRU+dunfdu61dylIyIiUzHk+m1wTVPv3r2xatWqcukrV65EQEBAjQK4rKwsAJAtBgwA3333HZo0aYKuXbsiIiICuVpVLPHx8fDz80MzraankJAQqFQqnPmvmSo+Ph7BwcGyfYaEhCA+Ph4AUFBQgISEBFkeGxsbBAcHa/KUdffuXahUKtnNlBo1AhwcpKYiBwcpTVbTVLatrnlz6Z5DwPSi7vStS15e7ZWDiIgsl8GTW77zzjsIDg7GiRMnMGjQIABAdHQ0jhw5gj179lS7ICUlJZg5cyb69OmDrl27atKfeuoptGrVCt7e3jh58iTmzp2L5ORk/PzzzwCA9PR0WcAEQPM8PT290jwqlQp5eXm4desWiouLdeZRz3peVmRkJN56661qn29NODlJzXM5OdIFvbAQcHUqc9Vv8N9Hqw6mOB1EpcrGnImJwNy5wI0bwKhR5igRERFZGoODpj59+iA+Ph5LlizBpk2b4OjoiG7duuGrr76q0QzhYWFhOH36NPbv3y9Ln6LVwcTPzw/NmzfHoEGDcOHCBbRr167ax6upiIgI2USfKpUKPro6H5lAw4bAzZtS/5t//5XSfvqhBI9rZyookO5Z06QX7ZqmS5eAVq2AXbvMVhwiIrJA1VpGpXv37vjuu++MVohp06Zh+/bt2LdvH1q2bFlp3sDAQABASkoK2rVrBy8vr3Kj3DIyMgAAXl5emnt1mnYeV1dXODo6wtbWFra2tjrzqPdRlr29Pezt7fU/SSNydJTu1QETAIweq8RuPIzBiJIS1NMLqKtQGDRVSh00NW4sBUxERERlGXwl3blzp2zUmdru3bvx22+/GbQvIQSmTZuGLVu2YO/evWjTpk2Vr0lMTAQANP+vz05QUBBOnTolG+UWFRUFV1dXdO7cWZMnOjpatp+oqCgEBQUBAJRKJQICAmR5SkpKEB0drcljSZ56Snf6NowofaIOmtQ1TWyeq5T6beJIOSIiqojBQdO8efNQrKPXrBAC8wwc0h4WFoZvv/0W33//PVxcXJCeno709HTk/dfz9sKFC3j77beRkJCAS5cuYdu2bZgwYQL69euHbt26AQAGDx6Mzp074+mnn8aJEyewe/duvP766wgLC9PUBE2dOhUXL17EnDlzcO7cOXz++efYtGkTZs2apSlLeHg4vvzyS6xfvx5JSUl44YUXkJOTg2eeecbQt8jk5s+X5m86cgT45x/gued0ZCobNLGmqVLqP2m+TUREVCFDh+Y5ODiI1NTUcumpqanCycnJoH0B0Hlbu3atEEKItLQ00a9fP9GoUSNhb28v2rdvL2bPnl1uWOClS5fE0KFDhaOjo2jSpIl4+eWXRWFhoSxPTEyM6N69u1AqlaJt27aaY2hbtmyZ8PX1FUqlUvTu3VscPHhQ73Mx9ZQDlVm0SBoa/yxWl46TX7lS2vjrr9Lz++6r9XJZk4QE6W1q0cLcJSEiotpkyPXb4D5Nbm5uuHjxIlq3bi1LT0lJQcOGDQ0N2Crd7uPjg7i4uCr306pVK+zcubPSPAMGDKh0sWFA6ls1bdq0Ko9nadR9nPLgWJr49dfA88+zpklPfJuIiKgqBl8iRo4ciZkzZ+LChQuatJSUFLz88ssYMWJEJa8kU1HP2yQLmg4ckO455YBeuDgvERFVxeCg6f3330fDhg1x7733ok2bNmjTpg06deqExo0b44MPPjBFGakK6pqm3QjBCPyCRriBSMyTAgFWoeiFQRMREVWlWs1zBw4cQFRUFE6cOKGZp6lfv36mKB/pwclJus+DE379bwTdq4jEnmAgZhqDJn0wtiQioqpUa54mhUKBwYMHY/DgwcYuD1VDnz6602NjgTvP2sIFYPNcFVjTREREValW0JSTk4O4uDikpaWhQD3z9H+mT59ulIKR/ry9gX+jT2L3oPfghXS0wmV0QAoAIDdPIQVNrEKpFKccICKiqhgcNB0/fhzDhg1Dbm4ucnJy0KhRI1y/fh1OTk7w9PRk0FTbSkoAhQJN3AoxDt9rkh0U+cgXDsgv+C8KYE1TpTi5JRERVcXg39WzZs3Co48+ilu3bsHR0REHDx7E5cuXERAQwI7gta2gAOjSBRg5svSq/x9HRT4AIC//v2CJVSiVYvMcERFVxeAraWJiIl5++WXY2NjA1tYWd+/ehY+PD95//328+uqrpigjVeTPP4Fz54Bffy0XNDlACppY06QfNs8REVFVDL5E2NnZwea/K4unpyfS0tIASKPqrly5YtzSUeW0JwctW9MEaSmawymNsAqTsebaUFQxl2i9xuY5IiKqisF9mnr06IEjR46gQ4cO6N+/P+bPn4/r16/jm2++QdeuXU1RRtJHfr7sqeK/COn5tfcDuB84C4TaAGfOAP+tY0z/ycqSRhoCrGkiIqKKGXyJWLRoEZo3bw4AePfdd+Hh4YEXXngB//77L1atWmX0AlIlXnih9LE6aGogxcEDRbTOl6xebepCWZeUFMDdHfjwQ+k5a5qIiKgiBtc09erVS/PY09MTu3btMmqBSE95ecBff8mfA4CdHVBUhOUIQw8cx+XBU9BizxrMwKcAgOxsM5TVAv3wA/DUU+XTz52r/bIQEZF1qNY8TWQBCgvlz9VBk1IJ5OVBiUK8iBXAfY2APctQ2MkfrySFarLVd7oCJgC4ebN2y0FERNaDPTis1R9/yJ+rm+fs7OTp//4LAHBsIE1Cmptr6oJZB09P3el9+9ZuOYiIyHowaLJWjzwif65d06QtMxMA4GRbIMtW3/XvX/o4L08aPXfuHPD77+YrExERWTYGTXXF7dvSfdmgKSsLAOBkJwVNv/0mTdmkvtXXPjzqeZk+/xxwcJDei44dy799REREagya6oq//5buy171VSoAgIdSd7tcQIA0sXh9U1Qk3XO0HBER6YsL9lojXbNUqoOmsn2a/qtpGuh5BtOmAZ99Jt+cmwtcvy4t+lufqGuaGnAoBBER6YkL9lqjsiPngIqDpv9qmho0AJYtk25qbm7S5vo4DQHXmiMiIkNxwV5rpKs97cQJ6b5s1cndu9K9jrXnnJ2l+5wcI5bNSqib51jTRERE+uKCvdaosk5IZdcBUddK6VgfRB00/fQT8NxzwKOPAv/8Y6QyWjjWNBERkaEM/p2ta8HeTp06ccHe2jR5csXbygZH6ioVHTVNLi7S/bvvlqa1bAls3QqMHFmzIlo6dgQnIiJDGVzTpF6wF4Bmwd7vvvsOM2fO5IK9teXnnyveZkBN05Qpunfxyy/VLJcVYUdwIiIyFBfsrWsUCsDJqfS5eqRdBUFTXh5w7JjUr2nRIin9zp1aKKeZsXmOiIgMxQV7rV2rVsDly6XPbWyAjAxg5kzgq69K03U0zwHSxI49ekiPfX2l+1OngIULpWa6hx6Sgqm6NukjO4ITEZGheMmwdufPyyMaGxuph3eLFvJ8OmqaymrUSLpPTgYWLJAeHz8O/PorcPZs3aqVYU0TEREZSq+gqUePHlBUUFNR1rFjx2pUIDLAli3SvEwzZgBLl0pp6uCobBWKHp/fgAFAUBAQHy9P/+sv4NIloF27GpfY7A4cAKZPBxITpecMmoiISF96BU2jRo0ycTHIII6OUmek7t2l59oTWqqDo7LRgB41TY6OUlBx9apUedW4MeDuLk2A2b59ab4RI4DNm62nya6oSAr40tLKb2PzHBER6UuvS8YCdVsNWQb1PE3qYEn7yq8OjsoGTXrWFALyJVV69QL27pVv37YNeP994PXXgfR0qVnPkgOo5GTdARNQus4xERFRVbhgr7UpKSntkKOOVLQDpIqCJj1qmnSJjNSd/sYbUhzWvDlgbw9s2FCt3dcKXUv1qQUF1V45iIjIujFosjba687pCppq0DynS+/eUtBRUiLdHz6sO9/YscDGjUBAgDTjwY4d1TqcSWi/ZWfPlp5Pbi7QrJn5ykVERNaFQZO10V5CRd08p09NkwHNc7qoX96rF/Dii7rzPPmkNOdTXh7wyCPADz9Isx989RVw7lyNDl8j6resVSugUyfpsUIh9eEiIiLSl1mDpsjISNx3331wcXGBp6cnRo0aheTkZM32mzdv4qWXXkLHjh3h6OgIX19fTJ8+HVlZWbL9KBSKcrcNZdqLYmNj0bNnT9jb26N9+/ZYt25dufIsX74crVu3hoODAwIDA3G4omoVc1JPMAQY1qepmjVNZSkUwPLlUm2N+vbFF7rzPvUU4OUlrWvXqVPlq7+YkrqmSbu/PBERkaGqfSUtKChAcnIyirQv4gaKi4tDWFgYDh48iKioKBQWFmLw4MHIyckBAFy9ehVXr17FBx98gNOnT2PdunXYtWsXQkNDy+1r7dq1uHbtmuamPeIvNTUVw4cPx8CBA5GYmIiZM2fiueeew+7duzV5Nm7ciPDwcCxYsADHjh2Dv78/QkJCkJmZWe3zM4mSktLHugIkdZWQ9oSX2ukmMGUK8McfwLx5QGYmkJKiO9/q1cCPPwJ9+0oj8/btM1mRZNRBkyV3ViciIisgDJSTkyOeffZZYWtrK2xtbcWFCxeEEEJMmzZNREZGGro7mczMTAFAxMXFVZhn06ZNQqlUisLCQk0aALFly5YKXzNnzhzRpUsXWdqYMWNESEiI5nnv3r1FWFiY5nlxcbHw9vau8Jzy8/NFVlaW5nblyhUBQGRlZVV1mjWTmVlayVNSIqUtWVKaNmKElDZ5snZlkBDTp5u2XGV8+GHpod97T14U7duPP5q+LLt3S8fy9zf9sYiIyLpkZWXpff02uKYpIiICJ06cQGxsLBwcHDTpwcHB2LhxY40COHWzWyP11NQV5HF1dUWDMhPshIWFoUmTJujduzfWrFkDoTVkKj4+HsHBwbL8ISEhiP9vFseCggIkJCTI8tjY2CA4OFiTp6zIyEi4ublpbj4+PoadbHVp1zTp6vStrn1SqeSvM2FNky7h4aWh0Zw5wCef6M733nvAnj3A889Xvg5xTZSdoYGIiKg6DJ7ab+vWrdi4cSPuv/9+2SzhXbp0wYULF6pdkJKSEsycORN9+vRB165ddea5fv063n77bUyZMkWWvnDhQjz00ENwcnLCnj178OKLLyI7OxvTp08HAKSnp6NZmWFSzZo1g0qlQl5eHm7duoXi4mKdec5V0IM5IiIC4eHhmucqlap2Aidd63/o6tPUsKH8dUbq01RdM2YAd+9Kk2K++67UejhlCnDkCBASIuVZtUoafXfkiHFivJISaSZz9TrSbJ4jIqKaMDho+vfff+Hp6VkuPScnR++lVnQJCwvD6dOnsX//fp3bVSoVhg8fjs6dO+PNN9+UbXvjjTc0j3v06IGcnBwsWbJEEzSZgr29Pezt7U22/wqpa5q0gyBdfZrefhtYs6Z8uhnNmSPdAODmTSloKishQVpO7557qn+c2Fhg4MDy6ZbWPY2IiKyLwdUPvXr1wg6tSXjUgdLq1asRVM2ZAqdNm4bt27cjJiYGLVu2LLf9zp07GDJkCFxcXLBlyxbYVdHOEhgYiL///ht3794FAHh5eSEjI0OWJyMjA66urnB0dESTJk1ga2urM4+Xl1e1zslkqgqa1One3oB2cGnmmqayGjUCdu2SHjdsKC0KrNa1qxTjKRTAsGHyeZb0UdGqPxV1UCciItKHwTVNixYtwtChQ3H27FkUFRVh6dKlOHv2LA4cOIC4uDiD9iWEwEsvvYQtW7YgNjYWbdq0KZdHpVIhJCQE9vb22LZtm6wfVUUSExPh4eGhqQkKCgrCzp07ZXmioqI0QZ5SqURAQACio6M1o+5KSkoQHR2NadOmGXROJldV0KRd++XsXPrYwoImQGqW056te8QIaYkW7SDpt9+kfk+vv67/fl1dgTKzUgDQXbNFRESkL4OvpA8++CASExNRVFQEPz8/7NmzB56enoiPj0dAQIBB+woLC8O3336L77//Hi4uLkhPT0d6ejry8vIASAGTegqCr776CiqVSpOn+L++Pb/++itWr16N06dPIyUlBStWrMCiRYvw0ksvaY4zdepUXLx4EXPmzMG5c+fw+eefY9OmTZg1a5YmT3h4OL788kusX78eSUlJeOGFF5CTk4NnnnnG0LfItKoKmrSDSu0AygKa56qi9XHIrFsHHDoktTaeOlX1ftq2le5feKF0JvOCgornkyIiItKLycfyVQKAztvatWuFEELExMRUmCc1NVUIIcRvv/0munfvLpydnUXDhg2Fv7+/WLlypSguLpYdKyYmRnTv3l0olUrRtm1bzTG0LVu2TPj6+gqlUil69+4tDh48qPe5GDJksUb++ksalObqWpr29delY/hfeqk0fdWq0vRXXzVtuYzk33+F2LJFiKIiIaKjdU9T8NBD8tdkZwuRlydNX/DYY6X5fv3VLKdARERWxJDrt17Nc6qyw9cr4erqakjAVun2AQMGVJlnyJAhGDJkSJXHGjBgAI4fP15pnmnTpllec1xZVdU0nT1b+li71skCm+d0adKktE+Sv7/uPHv3Ak88IY3Eq4yTk1GLRkRE9ZxeQZO7u7veI+PUzWZkIlUFTUePlj7Wbp6zkqBJW+PGwDffAE8/LT1/553Svk1VBUwA4OJiurIREVH9o1fQFBMTo3l86dIlzJs3D5MmTdJ0pI6Pj8f69esRGRlpmlJSKV1Bk3ZtXEV9msquRWclxo+Xbmo9egDDh1ecf+tW4KOPgBYtpMWFiYiIjEWvoKl///6axwsXLsRHH32EsWPHatJGjBgBPz8/rFq1ChMnTjR+KamUOmjSDoK0JwPVXpfPCpvnqjJsmDSX0/ffAxERgKOj1Fw3cGDpfJ4jR5q3jEREVDcZPOVAfHw8Vq5cWS69V69eeO6554xSKKqEuvlTOwjq2lUaGnboEDB/fml6Hahp0qVnT+mm9sgj5isLERHVHwZXP/j4+ODLL78sl7569eraW3+tPtPVPAdIkxB99ZU8UNKeBLSO1DQRERGZi8E1TR9//DFGjx6N3377DYGBgQCAw4cP4/z58/jpp5+MXkAqo6KgSRft2qU6VNNERERkDgZXPwwbNgznz5/HiBEjcPPmTdy8eROPPvoo/vrrLwwbNswUZSRtuvo0VUQ7sGJNExERUY0YXNMEAC1btsS7775r7LKQPvbule4vXao6L2uaiIiIjIbVD9YmIkL/vKxpIiIiMhpeSeuyiibAJCIiIoMxaKrLtAMl1jQRERHViEFXUiEE0tLSkJ+fb6rykDGxpomIiMhoDA6a2rdvjytXrpiqPFQZ9cg5fbGmiYiIyGgMupLa2NigQ4cOuHHjhqnKQ5UxtIaPHcGJiIiMxuAr6eLFizF79mycPn3aFOWhyuTlGZafzXNERERGY/A8TRMmTEBubi78/f2hVCrh6Ogo237z5k2jFY7K0G4W/fTTqvOzeY6IiMhoDA6aPvnkExMUg/SiPUfTSy9VnZ81TUREREZjcNA0ceJEU5SD9HHrlmH52aeJiIjIaKq1jEpxcTG2bt2KpKQkAECXLl0wYsQI2LI2w7T+9z/g0CH983MZFSIiIqMxOGhKSUnBsGHD8M8//6Bjx44AgMjISPj4+GDHjh1o166d0QtJZTz9tH75WNNERERkNAZfSadPn4527drhypUrOHbsGI4dO4a0tDS0adMG06dPN0UZSa24WLpvoGesy47gRERERmNwTVNcXBwOHjyIRo0aadIaN26MxYsXo0+fPkYtHJVRVCTd69vUph0oKRTGLw8REVE9YnD1g729Pe7cuVMuPTs7G0ql0iiFogqoa5qqEzTxsyEiIqoRg4OmRx55BFOmTMGhQ4cghIAQAgcPHsTUqVMxYsQIU5SR1AwNmrTzMWgiIiKqEYODpk8//RTt2rVDUFAQHBwc4ODggD59+qB9+/ZYunSpKcpIaob2aWJNExERkdEY3KfJ3d0dv/zyC86fP49z584BADp16oT27dsbvXBUhqF9mljTREREZDTVmqcJADp06IAOHToYsyxUFfZpIiIiMhu9gqbw8HC9d/jRRx9VuzBUhZoETXZ2xi8PERFRPaJX0HT8+HG9dqbgsHbTqsk8Tb6+xi8PERFRPaLX1TcmJsbU5SB9GNqnSaEALl8GCgsBV1fTlYuIiKgeqHafJjIDQ5vnANYwERERGUm11tY4evQo5syZgyeffBKPP/647GaIyMhI3HfffXBxcYGnpydGjRqF5ORkWZ78/HyEhYWhcePGcHZ2xujRo5GRkSHLk5aWhuHDh8PJyQmenp6YPXs2itS1Mv+JjY1Fz549YW9vj/bt22PdunXlyrN8+XK0bt0aDg4OCAwMxOHDhw06H5OrTtBERERERmFw0LRhwwY88MADSEpKwpYtW1BYWIgzZ85g7969cHNzM2hfcXFxCAsLw8GDBxEVFYXCwkIMHjwYOTk5mjyzZs3Cr7/+is2bNyMuLg5Xr16VBWfFxcUYPnw4CgoKcODAAaxfvx7r1q3D/PnzNXlSU1MxfPhwDBw4EImJiZg5cyaee+457N69W5Nn48aNCA8Px4IFC3Ds2DH4+/sjJCQEmZmZhr5FpmNonyYiIiIyHmEgPz8/8dlnnwkhhHB2dhYXLlwQJSUlYvLkyWL+/PmG7k4mMzNTABBxcXFCCCFu374t7OzsxObNmzV5kpKSBAARHx8vhBBi586dwsbGRqSnp2vyrFixQri6uoq7d+8KIYSYM2eO6NKli+xYY8aMESEhIZrnvXv3FmFhYZrnxcXFwtvbW0RGRupV9qysLAFAZGVlGXjWBnj6aSEAIZYsMd0xiIiI6hFDrt8G1zRduHABw4cPBwAolUrk5ORAoVBg1qxZWLVqVY0CuKysLADQLAackJCAwsJCBAcHa/Lce++98PX1RXx8PAAgPj4efn5+aNasmSZPSEgIVCoVzpw5o8mjvQ91HvU+CgoKkJCQIMtjY2OD4OBgTZ6y7t69C5VKJbuZHJvniIiIzMbgoMnDw0OzYG+LFi1w+vRpAMDt27eRm5tb7YKUlJRg5syZ6NOnD7p27QoASE9Ph1KphLu7uyxvs2bNkJ6ersmjHTCpt6u3VZZHpVIhLy8P169fR3Fxsc486n2UFRkZCTc3N83Nx8eneiduCAZNREREZmNw0NSvXz9ERUUBAP7v//4PM2bMwOTJkzF27FgMGjSo2gUJCwvD6dOnsWHDhmrvozZFREQgKytLc7ty5YrpD8o+TURERGaj99X39OnT6Nq1Kz777DPk5+cDAF577TXY2dnhwIEDGD16NF5//fVqFWLatGnYvn079u3bh5YtW2rSvby8UFBQgNu3b8tqmzIyMuDl5aXJU3aUm3p0nXaesiPuMjIy4OrqCkdHR9ja2sLW1lZnHvU+yrK3t4e9vX21zrfaDJ2niYiIiIxG75qmbt26ITAwED/99BNcXFykF9vYYN68edi2bRs+/PBDeHh4GHRwIQSmTZuGLVu2YO/evWjTpo1se0BAAOzs7BAdHa1JS05ORlpaGoKCggAAQUFBOHXqlGyUW1RUFFxdXdG5c2dNHu19qPOo96FUKhEQECDLU1JSgujoaE0ei8DmOSIiIvPRt3f5vn37xDPPPCNcXFxEw4YNxYQJE8S+fftq0mFdvPDCC8LNzU3ExsaKa9euaW65ubmaPFOnThW+vr5i79694ujRoyIoKEgEBQVpthcVFYmuXbuKwYMHi8TERLFr1y7RtGlTERERoclz8eJF4eTkJGbPni2SkpLE8uXLha2trdi1a5cmz4YNG4S9vb1Yt26dOHv2rJgyZYpwd3eXjcqrTK2Mnhs2TBo9t2aN6Y5BRERUjxhy/TZ4yoHs7GyxZs0a0a9fP6FQKESHDh3E4sWLxbVr1wwuKACdt7Vr12ry5OXliRdffFF4eHgIJycn8dhjj5U71qVLl8TQoUOFo6OjaNKkiXj55ZdFYWGhLE9MTIzo3r27UCqVom3btrJjqC1btkz4+voKpVIpevfuLQ4ePKj3udRK0DR4sBQ0ff216Y5BRERUjxhy/VYIIUR1a6lSUlKwdu1afPPNN0hPT8eQIUOwbdu2mld/WSGVSgU3NzdkZWXB1VTrvAUHA9HRwHffAU89ZZpjEBER1SOGXL+rtYyKWvv27fHqq6/i9ddfh4uLC3bs2FGT3VFV2KeJiIjIbKo9dn3fvn1Ys2YNfvrpJ9jY2OCJJ55AaGioMctGZTFoIiIiMhuDgqarV69i3bp1WLduHVJSUvDAAw/g008/xRNPPIGGDRuaqoykpp5ygPM0ERER1Tq9r75Dhw7F77//jiZNmmDChAl49tln0bFjR1OWjcpiTRMREZHZ6B002dnZ4ccff8QjjzwCW160zYNBExERkdnoHTTV11FxFoVBExERkdnUaPQc1TL2aSIiIjIbBk3WhDVNREREZsOgyZowaCIiIjIbBk3WhEETERGR2TBosibs00RERGQ2DJqsCWuaiIiIzIZBkzVh0ERERGQ2DJqsCYMmIiIis2HQZE3Yp4mIiMhsGDRZE9Y0ERERmQ2DJmvCoImIiMhsGDRZEwZNREREZsOgyZqwTxMREZHZMGiyJqxpIiIiMhsGTdZCCKCkRHrMoImIiKjWMWiyFuqACWDQREREZAYMmqyFuj8TwD5NREREZsCgyVqo+zMBrGkiIiIyAwZN1oJBExERkVkxaLIWDJqIiIjMikGTtWCfJiIiIrNi0GQttGuabPixERER1TZefa3F3bvSvYODectBRERUTzFoshb5+dK9vb15y0FERFRPMWiyFuqgiTVNREREZmHWoGnfvn149NFH4e3tDYVCga1bt8q2KxQKnbclS5Zo8rRu3brc9sWLF8v2c/LkSfTt2xcODg7w8fHB+++/X64smzdvxr333gsHBwf4+flh586dJjnnalM3z7GmiYiIyCzMGjTl5OTA398fy5cv17n92rVrstuaNWugUCgwevRoWb6FCxfK8r300kuabSqVCoMHD0arVq2QkJCAJUuW4M0338SqVas0eQ4cOICxY8ciNDQUx48fx6hRozBq1CicPn3aNCdeHaxpIiIiMiuzjl0fOnQohg4dWuF2Ly8v2fNffvkFAwcORNu2bWXpLi4u5fKqfffddygoKMCaNWugVCrRpUsXJCYm4qOPPsKUKVMAAEuXLsWQIUMwe/ZsAMDbb7+NqKgofPbZZ1i5cmVNTtF4GDQRERGZldX0acrIyMCOHTsQGhpabtvixYvRuHFj9OjRA0uWLEGR1pxG8fHx6NevH5RKpSYtJCQEycnJuHXrliZPcHCwbJ8hISGIj4+vsDx3796FSqWS3UyKzXNERERmZTWzJK5fvx4uLi54/PHHZenTp09Hz5490ahRIxw4cAARERG4du0aPvroIwBAeno62rRpI3tNs2bNNNs8PDyQnp6uSdPOk56eXmF5IiMj8dZbbxnj1PTz77/SvZtb7R2TiIiINKwmaFqzZg3GjRsHhzLNU+Hh4ZrH3bp1g1KpxPPPP4/IyEjYm7BWJiIiQnZslUoFHx8fkx0PFy9K9+3ame4YREREVCGrCJr++OMPJCcnY+PGjVXmDQwMRFFRES5duoSOHTvCy8sLGRkZsjzq5+p+UBXlqaifFADY29ubNCgr57+mRDRtWnvHJCIiIg2r6NP01VdfISAgAP7+/lXmTUxMhI2NDTw9PQEAQUFB2LdvHwoLCzV5oqKi0LFjR3h4eGjyREdHy/YTFRWFoKAgI55FDeXkSPcNG5q3HERERPWUWYOm7OxsJCYmIjExEQCQmpqKxMREpKWlafKoVCps3rwZzz33XLnXx8fH45NPPsGJEydw8eJFfPfdd5g1axbGjx+vCYieeuopKJVKhIaG4syZM9i4cSOWLl0qa1qbMWMGdu3ahQ8//BDnzp3Dm2++iaNHj2LatGmmfQMMkZ0t3Ts7m7ccRERE9ZUwo5iYGAGg3G3ixImaPF988YVwdHQUt2/fLvf6hIQEERgYKNzc3ISDg4Po1KmTWLRokcjPz5flO3HihHjwwQeFvb29aNGihVi8eHG5fW3atEncc889QqlUii5duogdO3YYdC5ZWVkCgMjKyjLodXobOlQIQIg1a0yzfyIionrIkOu3QgghzBiz1RkqlQpubm7IysqCq6ur8Q/Qrx/wxx/Axo3AE08Yf/9ERET1kCHXb6vo01TvCSEFTABQZmoEIiIiqh0MmqzBuHGlj319zVcOIiKieoxBkzX44YfSx61bm60YRERE9RmDJmuiVAIKhblLQUREVC8xaLImP/1k7hIQERHVWwyaLJ3WnFXo1Ml85SAiIqrnGDRZusuXSx9z3TkiIiKzYdBk6a5ele779jVvOYiIiOo5q1iwt17z9gbGjwc6djR3SYiIiOo1Bk2Wrm9f1jIRERFZADbPEREREemBQRMRERGRHhg0EREREemBQRMRERGRHhg0EREREemBQRMRERGRHhg0EREREemBQRMRERGRHhg0EREREemBQRMRERGRHhg0EREREemBQRMRERGRHhg0EREREemBQRMRERGRHhg0EREREemBQRMRERGRHhg0EREREemBQRMRERGRHhg0EREREemBQRMRERGRHhg0EREREemBQRMRERGRHswaNO3btw+PPvoovL29oVAosHXrVtn2SZMmQaFQyG5DhgyR5bl58ybGjRsHV1dXuLu7IzQ0FNnZ2bI8J0+eRN++feHg4AAfHx+8//775cqyefNm3HvvvXBwcICfnx927txp9PMlIiIi62XWoCknJwf+/v5Yvnx5hXmGDBmCa9euaW4//PCDbPu4ceNw5swZREVFYfv27di3bx+mTJmi2a5SqTB48GC0atUKCQkJWLJkCd58802sWrVKk+fAgQMYO3YsQkNDcfz4cYwaNQqjRo3C6dOnjX/SREREZJUUQghh7kIAgEKhwJYtWzBq1ChN2qRJk3D79u1yNVBqSUlJ6Ny5M44cOYJevXoBAHbt2oVhw4bh77//hre3N1asWIHXXnsN6enpUCqVAIB58+Zh69atOHfuHABgzJgxyMnJwfbt2zX7vv/++9G9e3esXLlS57Hv3r2Lu3fvap6rVCr4+PggKysLrq6uNXkriIiIqJaoVCq4ubnpdf22+D5NsbGx8PT0RMeOHfHCCy/gxo0bmm3x8fFwd3fXBEwAEBwcDBsbGxw6dEiTp1+/fpqACQBCQkKQnJyMW7duafIEBwfLjhsSEoL4+PgKyxUZGQk3NzfNzcfHxyjnS0RERJbJooOmIUOG4Ouvv0Z0dDTee+89xMXFYejQoSguLgYApKenw9PTU/aaBg0aoFGjRkhPT9fkadasmSyP+nlVedTbdYmIiEBWVpbmduXKlZqdLBEREVm0BuYuQGWefPJJzWM/Pz9069YN7dq1Q2xsLAYNGmTGkgH29vawt7c3axmIiIio9lh0TVNZbdu2RZMmTZCSkgIA8PLyQmZmpixPUVERbt68CS8vL02ejIwMWR7186ryqLcTERERWVXQ9Pfff+PGjRto3rw5ACAoKAi3b99GQkKCJs/evXtRUlKCwMBATZ59+/ahsLBQkycqKgodO3aEh4eHJk90dLTsWFFRUQgKCjL1KREREZGVMGvQlJ2djcTERCQmJgIAUlNTkZiYiLS0NGRnZ2P27Nk4ePAgLl26hOjoaIwcORLt27dHSEgIAKBTp04YMmQIJk+ejMOHD+PPP//EtGnT8OSTT8Lb2xsA8NRTT0GpVCI0NBRnzpzBxo0bsXTpUoSHh2vKMWPGDOzatQsffvghzp07hzfffBNHjx7FtGnTav09ISIiIgslzCgmJkYAKHebOHGiyM3NFYMHDxZNmzYVdnZ2olWrVmLy5MkiPT1dto8bN26IsWPHCmdnZ+Hq6iqeeeYZcefOHVmeEydOiAcffFDY29uLFi1aiMWLF5cry6ZNm8Q999wjlEql6NKli9ixY4dB55KVlSUAiKysLMPfCCIiIjILQ67fFjNPk7UzZJ4HIiIisgx1ap4mIiIiIkvAoImIiIhIDwyaiIiIiPTAoImIiIhIDwyaiIiIiPTAoImIiIhIDwyaiIiIiPTAoImIiIhIDwyaiIiIiPTAoImIiIhIDwyaiIiIiPTAoImIiIhIDwyaiIiIiPTAoImIiIhIDwyaiIiIiPTAoImIiIhIDwyaiIiIiPTAoImIiIhIDwyaiIiIiPTAoImIiIhIDwyaiIiIiPTAoImIiIhIDwyaiIiIiPTAoImIiIhIDwyaiIiIiPTAoImIiIhIDwyaiIiIiPTAoImIiIhIDwyaiIiIiPTAoImIiIhIDwyaiIiIiPRg1qBp3759ePTRR+Ht7Q2FQoGtW7dqthUWFmLu3Lnw8/NDw4YN4e3tjQkTJuDq1auyfbRu3RoKhUJ2W7x4sSzPyZMn0bdvXzg4OMDHxwfvv/9+ubJs3rwZ9957LxwcHODn54edO3ea5JyJiIjIOpk1aMrJyYG/vz+WL19ebltubi6OHTuGN954A8eOHcPPP/+M5ORkjBgxolzehQsX4tq1a5rbSy+9pNmmUqkwePBgtGrVCgkJCViyZAnefPNNrFq1SpPnwIEDGDt2LEJDQ3H8+HGMGjUKo0aNwunTp01z4kRERGR1FEIIYe5CAIBCocCWLVswatSoCvMcOXIEvXv3xuXLl+Hr6wtAqmmaOXMmZs6cqfM1K1aswGuvvYb09HQolUoAwLx587B161acO3cOADBmzBjk5ORg+/btmtfdf//96N69O1auXKlX+VUqFdzc3JCVlQVXV1e9XkNERETmZcj126r6NGVlZUGhUMDd3V2WvnjxYjRu3Bg9evTAkiVLUFRUpNkWHx+Pfv36aQImAAgJCUFycjJu3bqlyRMcHCzbZ0hICOLj4yssy927d6FSqWQ3IiIiqrsamLsA+srPz8fcuXMxduxYWSQ4ffp09OzZE40aNcKBAwcQERGBa9eu4aOPPgIApKeno02bNrJ9NWvWTLPNw8MD6enpmjTtPOnp6RWWJzIyEm+99ZaxTo+IiIgsnFUETYWFhXjiiScghMCKFStk28LDwzWPu3XrBqVSieeffx6RkZGwt7c3WZkiIiJkx1apVPDx8THZ8YiIiMi8LD5oUgdMly9fxt69e6tsbwwMDERRUREuXbqEjh07wsvLCxkZGbI86udeXl6ae1151Nt1sbe3N2lQRkRERJbFovs0qQOm8+fP4/fff0fjxo2rfE1iYiJsbGzg6ekJAAgKCsK+fftQWFioyRMVFYWOHTvCw8NDkyc6Olq2n6ioKAQFBRnxbIiIiMiambWmKTs7GykpKZrnqampSExMRKNGjdC8eXP873//w7Fjx7B9+3YUFxdr+hg1atQISqUS8fHxOHToEAYOHAgXFxfEx8dj1qxZGD9+vCYgeuqpp/DWW28hNDQUc+fOxenTp7F06VJ8/PHHmuPOmDED/fv3x4cffojhw4djw4YNOHr0qGxaAiIiIqrnhBnFxMQIAOVuEydOFKmpqTq3ARAxMTFCCCESEhJEYGCgcHNzEw4ODqJTp05i0aJFIj8/X3acEydOiAcffFDY29uLFi1aiMWLF5cry6ZNm8Q999wjlEql6NKli9ixY4dB55KVlSUAiKysrGq/H0RERFS7DLl+W8w8TdYuKysL7u7uuHLlCudpIiIishLqgVy3b9+Gm5tbpXktviO4tbhz5w4AcAQdERGRFbpz506VQRNrmoykpKQEV69ehYuLCxQKhVH3rY6C62otFs/P+tX1c6zr5wfU/XPk+Vk/U52jEAJ37tyBt7c3bGwqHx/HmiYjsbGxQcuWLU16DFdX1zr7zwDw/OqCun6Odf38gLp/jjw/62eKc6yqhknNoqccICIiIrIUDJqIiIiI9MCgyQrY29tjwYIFdXYGcp6f9avr51jXzw+o++fI87N+lnCO7AhOREREpAfWNBERERHpgUETERERkR4YNBERERHpgUETERERkR4YNFm45cuXo3Xr1nBwcEBgYCAOHz5s7iLpJTIyEvfddx9cXFzg6emJUaNGITk5WZZnwIABUCgUstvUqVNledLS0jB8+HA4OTnB09MTs2fPRlFRUW2eik5vvvlmubLfe++9mu35+fkICwtD48aN4ezsjNGjRyMjI0O2D0s9N7XWrVuXO0eFQoGwsDAA1vf57du3D48++ii8vb2hUCiwdetW2XYhBObPn4/mzZvD0dERwcHBOH/+vCzPzZs3MW7cOLi6usLd3R2hoaHIzs6W5Tl58iT69u0LBwcH+Pj44P333zf1qWlUdo6FhYWYO3cu/Pz80LBhQ3h7e2PChAm4evWqbB+6PvfFixfL8pjrHKv6DCdNmlSu7EOGDJHlseTPsKrz0/X/qFAosGTJEk0eS/789LkuGOu7MzY2Fj179oS9vT3at2+PdevWGeckTLhwMNXQhg0bhFKpFGvWrBFnzpwRkydPFu7u7iIjI8PcRatSSEiIWLt2rTh9+rRITEwUw4YNE76+viI7O1uTp3///mLy5Mni2rVrmpv2KtNFRUWia9euIjg4WBw/flzs3LlTNGnSRERERJjjlGQWLFggunTpIiv7v//+q9k+depU4ePjI6Kjo8XRo0fF/fffLx544AHNdks+N7XMzEzZ+UVFRQkAIiYmRghhfZ/fzp07xWuvvSZ+/vlnAUBs2bJFtn3x4sXCzc1NbN26VZw4cUKMGDFCtGnTRuTl5WnyDBkyRPj7+4uDBw+KP/74Q7Rv316MHTtWsz0rK0s0a9ZMjBs3Tpw+fVr88MMPwtHRUXzxxRdmP8fbt2+L4OBgsXHjRnHu3DkRHx8vevfuLQICAmT7aNWqlVi4cKHsc9X+vzXnOVb1GU6cOFEMGTJEVvabN2/K8ljyZ1jV+Wmf17Vr18SaNWuEQqEQFy5c0OSx5M9Pn+uCMb47L168KJycnER4eLg4e/asWLZsmbC1tRW7du2q8TkwaLJgvXv3FmFhYZrnxcXFwtvbW0RGRpqxVNWTmZkpAIi4uDhNWv/+/cWMGTMqfM3OnTuFjY2NSE9P16StWLFCuLq6irt375qyuFVasGCB8Pf317nt9u3bws7OTmzevFmTlpSUJACI+Ph4IYRln1tFZsyYIdq1aydKSkqEENb9+ZW9IJWUlAgvLy+xZMkSTdrt27eFvb29+OGHH4QQQpw9e1YAEEeOHNHk+e2334RCoRD//POPEEKIzz//XHh4eMjOb+7cuaJjx44mPqPydF10yzp8+LAAIC5fvqxJa9Wqlfj4448rfI2lnGNFQdPIkSMrfI01fYb6fH4jR44UDz30kCzNWj4/IcpfF4z13TlnzhzRpUsX2bHGjBkjQkJCalxmNs9ZqIKCAiQkJCA4OFiTZmNjg+DgYMTHx5uxZNWTlZUFAGjUqJEs/bvvvkOTJk3QtWtXREREIDc3V7MtPj4efn5+aNasmSYtJCQEKpUKZ86cqZ2CV+L8+fPw9vZG27ZtMW7cOKSlpQEAEhISUFhYKPvs7r33Xvj6+mo+O0s/t7IKCgrw7bff4tlnn5UtSG3Nn5+21NRUpKenyz4zNzc3BAYGyj4zd3d39OrVS5MnODgYNjY2OHTokCZPv379oFQqNXlCQkKQnJyMW7du1dLZ6C8rKwsKhQLu7u6y9MWLF6Nx48bo0aMHlixZImv6sPRzjI2NhaenJzp27IgXXngBN27c0GyrS59hRkYGduzYgdDQ0HLbrOXzK3tdMNZ3Z3x8vGwf6jzGuHZywV4Ldf36dRQXF8v+MACgWbNmOHfunJlKVT0lJSWYOXMm+vTpg65du2rSn3rqKbRq1Qre3t44efIk5s6di+TkZPz8888AgPT0dJ3nr95mToGBgVi3bh06duyIa9eu4a233kLfvn1x+vRppKenQ6lUlrsQNWvWTFNuSz43XbZu3Yrbt29j0qRJmjRr/vzKUpdHV3m1PzNPT0/Z9gYNGqBRo0ayPG3atCm3D/U2Dw8Pk5S/OvLz8zF37lyMHTtWtvjp9OnT0bNnTzRq1AgHDhxAREQErl27ho8++giAZZ/jkCFD8Pjjj6NNmza4cOECXn31VQwdOhTx8fGwtbWtU5/h+vXr4eLigscff1yWbi2fn67rgrG+OyvKo1KpkJeXB0dHx2qXm0ETmVxYWBhOnz6N/fv3y9KnTJmieezn54fmzZtj0KBBuHDhAtq1a1fbxTTI0KFDNY+7deuGwMBAtGrVCps2barRP6Sl+uqrrzB06FB4e3tr0qz586vvCgsL8cQTT0AIgRUrVsi2hYeHax5369YNSqUSzz//PCIjIy1+iY4nn3xS89jPzw/dunVDu3btEBsbi0GDBpmxZMa3Zs0ajBs3Dg4ODrJ0a/n8KrouWDo2z1moJk2awNbWttyogYyMDHh5eZmpVIabNm0atm/fjpiYGLRs2bLSvIGBgQCAlJQUAICXl5fO81dvsyTu7u645557kJKSAi8vLxQUFOD27duyPNqfnTWd2+XLl/H777/jueeeqzSfNX9+6vJU9v/m5eWFzMxM2faioiLcvHnTqj5XdcB0+fJlREVFyWqZdAkMDERRUREuXboEwDrOUa1t27Zo0qSJ7G+yLnyGf/zxB5KTk6v8nwQs8/Or6LpgrO/OivK4urrW+EctgyYLpVQqERAQgOjoaE1aSUkJoqOjERQUZMaS6UcIgWnTpmHLli3Yu3dvuepgXRITEwEAzZs3BwAEBQXh1KlTsi859Zd8586dTVLu6srOzsaFCxfQvHlzBAQEwM7OTvbZJScnIy0tTfPZWdO5rV27Fp6enhg+fHil+az582vTpg28vLxkn5lKpcKhQ4dkn9nt27eRkJCgybN3716UlJRoAsagoCDs27cPhYWFmjxRUVHo2LGjRTTrqAOm8+fP4/fff0fjxo2rfE1iYiJsbGw0zVqWfo7a/v77b9y4cUP2N2ntnyEg1fwGBATA39+/yryW9PlVdV0w1ndnUFCQbB/qPEa5dta4KzmZzIYNG4S9vb1Yt26dOHv2rJgyZYpwd3eXjRqwVC+88IJwc3MTsbGxsqGvubm5QgghUlJSxMKFC8XRo0dFamqq+OWXX0Tbtm1Fv379NPtQDy0dPHiwSExMFLt27RJNmza1iGH5L7/8soiNjRWpqanizz//FMHBwaJJkyYiMzNTCCENm/X19RV79+4VR48eFUFBQSIoKEjzeks+N23FxcXC19dXzJ07V5ZujZ/fnTt3xPHjx8Xx48cFAPHRRx+J48ePa0aOLV68WLi7u4tffvlFnDx5UowcOVLnlAM9evQQhw4dEvv37xcdOnSQDVe/ffu2aNasmXj66afF6dOnxYYNG4STk1OtTTlQ2TkWFBSIESNGiJYtW4rExETZ/6V61NGBAwfExx9/LBITE8WFCxfEt99+K5o2bSomTJhgEedY2fnduXNHvPLKKyI+Pl6kpqaK33//XfTs2VN06NBB5Ofna/ZhyZ9hVX+jQkhTBjg5OYkVK1aUe72lf35VXReEMM53p3rKgdmzZ4ukpCSxfPlyTjlQXyxbtkz4+voKpVIpevfuLQ4ePGjuIukFgM7b2rVrhRBCpKWliX79+olGjRoJe3t70b59ezF79mzZPD9CCHHp0iUxdOhQ4ejoKJo0aSJefvllUVhYaIYzkhszZoxo3ry5UCqVokWLFmLMmDEiJSVFsz0vL0+8+OKLwsPDQzg5OYnHHntMXLt2TbYPSz03bbt37xYARHJysizdGj+/mJgYnX+TEydOFEJI0w688cYbolmzZsLe3l4MGjSo3HnfuHFDjB07Vjg7OwtXV1fxzDPPiDt37sjynDhxQjz44IPC3t5etGjRQixevLi2TrHSc0xNTa3w/1I991ZCQoIIDAwUbm5uwsHBQXTq1EksWrRIFnSY8xwrO7/c3FwxePBg0bRpU2FnZydatWolJk+eXO5HpiV/hlX9jQohxBdffCEcHR3F7du3y73e0j+/qq4LQhjvuzMmJkZ0795dKJVK0bZtW9kxakLx34kQERERUSXYp4mIiIhIDwyaiIiIiPTAoImIiIhIDwyaiIiIiPTAoImIiIhIDwyaiIiIiPTAoImIiIhIDwyaiIiIiPTAoImI6rxJkyZh1KhR5i4GEVm5BuYuABFRTSgUikq3L1iwAEuXLgUXPyCimmLQRERW7dq1a5rHGzduxPz585GcnKxJc3Z2hrOzszmKRkR1DJvniMiqeXl5aW5ubm5QKBSyNGdn53LNcyUlJYiMjESbNm3g6OgIf39//Pjjj5rtsbGxUCgU2L17N3r06AFHR0c89NBDyMzMxG+//YZOnTrB1dUVTz31FHJzczWvGzBgAKZNm4Zp06bBzc0NTZo0wRtvvCGr5bp16xYmTJgADw8PODk5YejQoTh//nytvFdEVDMMmoio3omMjMTXX3+NlStX4syZM5g1axbGjx+PuLg4Wb4333wTn332GQ4cOIArV67giSeewCeffILvv/8eO3bswJ49e7Bs2TLZa9avX48GDRrg8OHDWLp0KT766COsXr1as33SpEk4evQotm3bhvj4eAghMGzYMBQWFtbKuRNR9bF5jojqlbt372LRokX4/fffERQUBABo27Yt9u/fjy+++AL9+/fX5H3nnXfQp08fAEBoaCgiIiJw4cIFtG3bFgDwv//9DzExMZg7d67mNT4+Pvj444+hUCjQsWNHnDp1Ch9//DEmT56M8+fPY9u2bfjzzz/xwAMPAAC+++47+Pj4YOvWrfi///u/2nobiKgaWNNERPVKSkoKcnNz8fDDD2v6Ozk7O+Prr7/GhQsXZHm7deumedysWTM4OTlpAiZ1WmZmpuw1999/v6xzelBQEM6fP4/i4mIkJSWhQYMGCAwM1Gxv3LgxOnbsiKSkJGOfKhEZGWuaiKheyc7OBgDs2LEDLVq0kG2zt7eXPbezs9M8VigUsufqtJKSEhOVlIgsDYMmIqpXOnfuDHt7e6Slpcma4ozl0KFDsucHDx5Ehw4dYGtri06dOqGoqAiHDh3SNM/duHEDycnJ6Ny5s9HLQkTGxaCJiOoVFxcXvPLKK5g1axZKSkrw4IMPIisrC3/++SdcXV0xceLEGu0/LS0N4eHheP7553Hs2DEsW7YMH374IQCgQ4cOGDlyJCZPnowvvvgCLi4umDdvHlq0aIGRI0ca4/SIyIQYNBFRvfP222+jadOmiIyMxMWLF+Hu7o6ePXvi1VdfrfG+J0yYgLy8PPTu3Ru2traYMWMGpkyZotm+du1azJgxA4888ggKCgrQr18/7Ny5s1zTHxFZHoXgNLlEREYxYMAAdO/eHZ988om5i0JEJsDRc0RERER6YNBEREREpAc2zxERERHpgTVNRERERHpg0ERERESkBwZNRERERHpg0ERERESkBwZNRERERHpg0ERERESkBwZNRERERHpg0ERERESkh/8HyFLqIGUXpB4AAAAASUVORK5CYII=",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# resultados con 70 - 10 neuronas\n",
        "graficar_predicciones(set_validacion.values,prediccion)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 114,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "6Gfx7v0Skxm7",
        "outputId": "01a798f0-aa89-4474-9aa6-a10bee9f8bd1"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# resultados con 50 epochs - 100 neuronas\n",
        "graficar_predicciones(set_validacion.values,prediccion)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 122,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "-Iq1_QmW-8k9",
        "outputId": "10822c2a-b105-4b16-e1b3-92907038eb09"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# resultados con 50 epochs - 100 neuronas\n",
        "graficar_predicciones(set_validacion.values,prediccion)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 130,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "OijDrRAqCzx-",
        "outputId": "8d1d5c02-d6c7-4b07-f5b3-c42cd1071aa3"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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0BwCLFi3Co48+iubNm+Mf//gH7OzscObMGSQkJJToNG6Ip6cnGjRogA8//BBNmjRBcnIyFi5cWOnnTJgwAcuXL8eYMWMQHh6OJk2a4PTp0/Dx8UFgYCAWL16MIUOGoE2bNnjqqadw//597NmzBwsWLCjxekFBQfDz88PEiROxevVq3L9/Hy+++CIGDRqk12xqCRw9R0REFhESEoI7d+4gODgYPj4+2u2vvfYaevbsieDgYAwePBje3t7lzmi9adMm+Pv749FHH0VgYCCEENizZ0+JJpyKeuONN/D6668jPDwcHTt2xLBhw7B7925tUvT888/jiSeewPjx4xEQEIBbt27p1ToZo2/fvvjoo4+wZs0adOvWDfv378drr72mVyY4OBi7du3C/v370bt3b/Tt2xfvvPMOWrRoYdRr2NnZYfPmzYiLi0OXLl0wd+5crFy5stLPUavV2L9/P7y8vDBixAj4+flhxYoVsLe3ByBncN+2bRt27tyJ7t274+GHHy51NKRKpcJ3330HT09PDBw4EEFBQWjdujW2bNli1DlWJS7YayZcsJeIqhMX7CUyHhfsJSIiIqpGTJqIiIiIjMCkiYiIiMgITJqIiGwYu6USlc9c/ydMmmqzggIgKAgICbF0JERkImVUWJaRa74R1WbK/0llR1Nynqba7NQpICpK3v/kE8vGQkQmsbe3h4eHh3bZCBcXF6NnuyaqLYQQyMrKwo0bN+Dh4aGdAqGimDTVZgUFRffz8wEzzWdCRNXD29sbAKp8vS0iW+fh4aH9f6kMJk21me630pwcJk1ENkalUqFJkybw8vJCfn6+pcMhskoODg6VrmFSMGkiKTsb0Fktmohsh729vdkuCkRUOnYEr810V7TOybFcHERERDaASVNtlptbdD8723JxEBER2QAmTbWZbu1SZqbl4iAiIrIBTJpqs5Mni+6fOWO5OIiIiGyASnA6WbMwZZVkq6E7eq5ePeDuXcvFQkREZAGmXL9Z00TSvXtyriYiIiIyiElTbda5s/5jTpBHRERUKiZNVER3hnAiIiLSw6SpNrt/v+zHREREpMWkqTYrXrPEmiYiIqJSWTRpWr9+Pbp27Qo3Nze4ubkhMDAQP/zwg3Z/Tk4OQkND0aBBA9SrVw9jx45FWlqa3jGSk5MxcuRIuLi4wMvLC/Pnz8f9YjUmBw8eRM+ePeHo6Ii2bdsiIiKiRCzr1q1Dy5Yt4eTkhICAAJw4caJKztmqFK9ZYtJERERUKosmTc2aNcOKFSsQFxeHkydP4uGHH8bo0aNx7tw5AMDcuXPx/fffY9u2bYiJicH169fxxBNPaJ9fUFCAkSNHIi8vD0ePHsWnn36KiIgILFq0SFsmKSkJI0eOxEMPPYT4+HjMmTMHU6dOxb59+7RltmzZgnnz5mHx4sU4deoUunXrhuDg4Jq/cjhrmoiIiIwnrIynp6f4+OOPRXp6unBwcBDbtm3T7rtw4YIAIGJjY4UQQuzZs0fY2dmJ1NRUbZn169cLNzc3kZubK4QQ4tVXXxWdO3fWe43x48eL4OBg7eM+ffqI0NBQ7eOCggLh4+MjwsPDS40zJydHaDQa7e3atWsCgNBoNJX7BVSnJk2EAIpujRoJ8e23lo6KiIio2mg0GqOv31bTp6mgoACbN29GZmYmAgMDERcXh/z8fAQFBWnLdOjQAc2bN0dsbCwAIDY2Fn5+fmjcuLG2THBwMDIyMrS1VbGxsXrHUMoox8jLy0NcXJxeGTs7OwQFBWnLGBIeHg53d3ftzdfXt/K/hOpWvGbpr7+AJ54ANm60TDxERERWzOJJ0y+//IJ69erB0dERL7zwArZv345OnTohNTUVarUaHh4eeuUbN26M1NRUAEBqaqpewqTsV/aVVSYjIwPZ2dm4efMmCgoKDJZRjmFIWFgYNBqN9nbt2rUKnb9FldYcFxJSvXEQVVBeHpCeDhQWyscFBUB0NHDkCAeDEpH51bF0AO3bt0d8fDw0Gg2++eYbTJ48GTExMZYOq1yOjo5wdHS0dBiVU9ZVZfFiYOnS6ouFqAL8/IBff5X3f/oJiIwEli0r2v/bb4C3t5zw3s0NsPV/WSKyLIsnTWq1Gm3btgUA+Pv74+eff8aaNWswfvx45OXlIT09Xa+2KS0tDd7e3gAAb2/vEqPclNF1umWKj7hLS0uDm5sbnJ2dYW9vD3t7e4NllGPUWEpNk719yVqnZcuYNJFV2727KGECgAEDSpZp3Vr/cVQU8PDDVRsXEdVcFm+eK66wsBC5ubnw9/eHg4MDoqKitPsSExORnJyMwMBAAEBgYCB++eUXvVFukZGRcHNzQ6dOnbRldI+hlFGOoVar4e/vr1emsLAQUVFR2jI1llLTxK/fZAMuXQLatAE6dJDNbx98YPoxhgyRf+5Xr5o9PCKqDaqhY3qpFi5cKGJiYkRSUpI4e/asWLhwoVCpVGL//v1CCCFeeOEF0bx5c3HgwAFx8uRJERgYKAIDA7XPv3//vujSpYsYOnSoiI+PF3v37hWNGjUSYWFh2jK//fabcHFxEfPnzxcXLlwQ69atE/b29mLv3r3aMps3bxaOjo4iIiJCnD9/XkyfPl14eHjojcorjym9762Gg4McNefhoT+KTrkRWRFDf6Jl3Xx9y94/aZIQ165Z+qyIyNJMuX5b9Mr43HPPiRYtWgi1Wi0aNWokhgwZok2YhBAiOztbvPjii8LT01O4uLiIxx9/XKSkpOgd4+rVq2L48OHC2dlZNGzYULz88ssiPz9fr0x0dLTo3r27UKvVonXr1mLTpk0lYnnvvfdE8+bNhVqtFn369BHHjh0z6VxsMmlSqeTVo3Fjw1eVwkJLR0gkhBAiJaX05Oe//xUiKamo7OXLQpw/L++/+mr5ydXq1UKY8P2IiGoYU67fKiGEsGxdV82QkZEBd3d3aDQauLm5WTqc8hUWyr5MANC8OZCcXLJMbi6gVldvXEQGfP018PTTJber1UBODqBSlf7cmzeB778HHnoI+L//A155pWQZPz/gzJmyj0NENZMp12+r69NE1US343dpfZry86snFqJy3L1bdH/cODlS7soVmdeXl+g0bAg8+yzQsqW8GfLLL4CdHTBxohxpR0RkCJOm2ko3aSqtNolJE1mJrCz586mngC1bgP79S46MM8bjjwNvvw24ugItWgDvvqu//6uv5L4VK+QcUEREupg01Va6czSxpomskBBFf6bZ2fKns3PljmlnB8ybB2RkyBF0L71kuFxYGNC9O7BypWzeIyICmDTVXsY0z/GrNlnQQw8BDg7yz1OZEcTFxfyvM2aM4e0XLgCvvgo0agR88w2g0Zj/tYnItjBpqq1Y00RWbNcuQFkYIC+vKGlKSTH/a23aBHzxBTB2rPxpqKP4k0/KOZ44bIaodrP4jOBUzf78E/jf/2RvWgX7NJGV+fhjw9urImnx8JAdwCdOlI9L+w4RFyfXtPbyMn8MRGQbWNNU24wfD7z3XtGaE/b2RVMPFMekiSwkPt7w9orMAm6qJ56QSy8qdO8rfauIqHZi0lTbHD2q/5hJE1khpfV44kS5vlxhoaxlatSo6l/bzg5YskS+ZmGhvK8sf8mkiah2Y9JU2xSf1KZOHXkzhEkTWYgyTmH+fKBdO8tMOqlSFb2uMmovJ6f64yAi68GkqbZjTRNZIaWmqbR8vro5OcmfPXoAnTsDv/9u2XiIyDKYNNV2deowaSKro9Q0lfanWd10pxs4f17OLD5xopzvyVIKC4H0dNZ+EVUnJk21RV4esGiR/KTVZW/P5jmyOtZW03T7dsltX30l/6UsZcgQwNNTNh0+9xxw7BinRCCqakyaaosvvwTeeKPk9uI1Ta++CnTpIu/Xsskt798Hnn9eXox+/dXS0dRuStJkLTVNU6ca3l4V80YZ48wZ4ODBosebNgGBgYCPDzBoEHD8uGXiIqrpmDTVFjduGN5evE+Tk1PRtMu1oKZJ95v5a68BH34IHDgAtG8vE6i4OH57twSlec5aaprWr5eJSlgYsH+/XJsOqJoZyo2xaZPh7ampwKFDQN++QLNm8rsSEZkPk6baom5dw9uLN8/Z2cm1K4AanzSFh8vTHTwYSEuTCZOuDz8EevWSZVQq4MQJi4RZK1lbTVOdOkDXrsDy5cAjj1j+X+TKFf3HdgY+yf/8E3jmGfm36+MDJCbKLwDLl7M2iqiimDTVdsWb52pJ0pSVBfzrX/J+TAzg7Q3cuVP2cwICgPr12XRX1YQo6npnLTVNxSlx6a5GVJ2Uf83582V/q9ImA1WkpAAdOsh/73//u6g26skngSNHqjxcohqDSVNtobQnGKKbNNnb14qk6euvS9/n5AS89JLhfXfuyBqHxMQa/euxKN21pK01abL0v4jS3bBnT9kZ3M8P+OgjoHt3Odn/jh3GHeebb4D+/WXidPFiVUVLVHMwaaot/vyz9H3Fm+eUteh0rwjXrgHnzlVNbBZw6JDh7aGhwN27wLvvAmvWGC6Tmyu/tavVwNmzVRdjbaVbe2MtzXPFKf8ylk6adJeNnDoVOH1a/m2PHg3Mnm388fr3Bzp2BCZNqvj4j8hI2RTYqBHw00/yOIMHy239+wO3blXsuETWhElTbVe8I3hpzXPNm8tRdWlp1RtfFdFdDuOVV4A9e+RirGvXFl0QX3oJuHABeOEF4P33gX37Sh6nWzfZtFfLBhpWKVuqabJ081xpa20DcrDsN98Ac+YAmzfLLwObNgFt28p/5c8+K/mczz+XCxZv3WpaPNnZwNCh8v7Nm8DAgfI4MTFy25EjQMOGso9V8VlPiGyJlX4kUbWxs9NPmlSqoiuCUo2iexW7dAlo3Lj64qsiubny54cfAtOmGS6jUskapfXr5ePSZoFOS5NL+g0ebPYwa43792XthLs70Lp10XbWNBmmJOnKv6ohrq7A2LHyppgyRd4U06YV/S/omjIFCA4G3NyMW8KmtNF8xX35JfDii8CDDxpXnsjasKapNtBNeorT7cMEyA49kZHy/vvvy5937xbtL+tT2oYoF4qyvqkX17x56X2dDE1+SMZ74QXg4YcBf3/ZR0fBmibDDDXPVcT27Ya3Z2fLRYrt7IA//jBc5sABOU3HxYvAzz8b/5qlzX5CZAuYNNUGZX0dtreX9egKJye5NoMu3bUiykrAbIhy0dE99fKoVLKvU1oa8OOPcvmK4GC5b+xYObLu5Enzx1rT5eYCn3xieJ+11zSdOAGsXg1cv171r3nrlkzOhTCuec4Yw4fL4/3yi2yeNjSSztdX1qJu2QLs3CnL79snJ4H9739lX6iICFm2ZUvZxCeEXHrm6FHg7bfl/8xDD8kyuk3jRLbGSr/HkVmVlTTZ2elnDspy7rp0k6asLPPFVc3u3ZOTEdrZFdU0mZI0Kby85AUD0L9o3bkD9O4tF3T9/nugVavKx1wb7N1b+j5jmoYsQalpysoC5s6Vt+3b5d+Fq6v5X+/oUaBfv9LjqCxlEYDUVMP7Y2KK+ie5uJT+MbBsmey3BMimvcBAeQOKPlq4Vh7ZMtY01QZlJU25ueUnTbq9nG30a2JysryY2dsDixcX5YEVSZp0RUeX3HbuHDBmTOWOW5v89Zf+4xkzZHPd5cuWiccYhprlHn9cjhKrihnkDSVMVaF9e3kOZSnre1NZfZWUj5bnnpM1szdvmh4fkaUxaaoNDH3C9+0rq1w2bCjZPFec7nAXG02aevcuur9sGZCQIO9Xtnnj7bcNb1eOT+VT/jxHjJB/Xu+/Lzvft2lj2bjKYujfBJBjJ8y9Hl1Zs4WYuzbTwUF2yE9Olk1xWVly7qfSNGwoZ9Zfv14uOVTWe6b7MfPtt3JqggkTLLd+H1FFMGmqDQzVNP33v7KTxKBB+lcAQzVNuv2YbLB5Li+v9M6nla0VmDYNSEqS0xasW1fU1NShQ+WOW5sof14uLqUnI9Zm6FBZY6n8u6xeXbTP3CPqiveX6tVL1tZERsrEoyr4+gKPPSbP76uvgB495PZ69YA335TrMt6+LWsJFy6UNYM9e5Z9zD17Sm7bvBn4xz/MHz9RVWGfptrA0Ke4g4McHgPofwU0tEadbtJkgzVNpU0VABR1Tq0olUp2fl25Uj4+elT+NDSMmwxT/rystdO3IXXqAEuWyJsQ8u/gtddkvzlzj6hTfj8tWshFg93dzXv88nTsCJw6JeOozHs0aZIcSFGc8j9DZAuYNNUGhpIm3U8/3aSpYcOSZXWb52ywpkn39J9+Wnba9faWq8Cbm1JTws6uxrO2xXlNpXRWr6r16JSkycGh+hMmXZV9f954A2jXTjb/tWsHdOoETJwoB04Q2QomTbWBoURH9xNQt3apeH2/EDZf06RcxBo3lpPrVSUl/0xJkXPXtG2rP+8QlaT8eVnrnEzGqqqkSfnOYqtJpcLNDZg5U94AmTwBXMORbAv7NNUGa9eW3Gan89YPHix7lHbvLoeY6a5mm59fY5Km6rgoKzVNhYVAnz5y7qaYmBozvVWVsPWaJoXy92Xu99oWmy+NYelFj4kqwsa/25FRTpwouU33k93ZGUhMlPdVKmDUqKJ9eXk23zynXJSrYzJzQ1MYKMur3LtnuMtYbVdTapqUpKaqmueYNBFZnkVrmsLDw9G7d2+4urrCy8sLY8aMQaJy8QZw9epVqFQqg7dt27Zpyxnav3nzZr3XOnjwIHr27AlHR0e0bdsWEcoUtjrWrVuHli1bwsnJCQEBAThhKNmwRZMmldxW/Ouwg0PRp5hudjFqlM3XNCkfytVxUS4rKVKaI0hfTUkKqrpPk10Naxdg0kS2yKL/hjExMQgNDcWxY8cQGRmJ/Px8DB06FJmZmQAAX19fpKSk6N2WLl2KevXqYfjw4XrH2rRpk165MTqzCyYlJWHkyJF46KGHEB8fjzlz5mDq1KnYp7Ns/ZYtWzBv3jwsXrwYp06dQrdu3RAcHIwbNWGhJKWn6oQJRdvKakPQzS6io20+aarO5jlPT+B//yt63LRp0f2//6yrnBDAtWtyxFNVTLRobjWteY41TcZh0kS2yKIV4nuLrZ8QEREBLy8vxMXFYeDAgbC3t4e3t7deme3bt2PcuHGoV6+e3nYPD48SZRUbNmxAq1at8PbfMxF27NgRhw8fxjvvvIPgvxcPW7VqFaZNm4Znn31W+5zdu3dj48aNWLhwYYlj5ubmIldnXHmG7lIj1ka5cup+6paVNBVfu0J3/LwNN89VV/PPq68C8+bJhU59feX6dFFR1TcNwYsvyjlLFVu2AI8+KudBskY1pXmOSZNpmDSRLbKqCl+NRgMAqF+/vsH9cXFxiI+PR0hISIl9oaGhaNiwIfr06YONGzdC6HzFjo2NRVBQkF754OBgxMbGAgDy8vIQFxenV8bOzg5BQUHaMsWFh4fD3d1de/P19TXtZKuT8rvQTYZM6a36xBNF91nTZJQ6deT8TbrrIVdH0nTrln7CBADjxwPPPivn+ElLq/oYTMWaprLV9KTp7l25fMvGjbZRM0q1m9UkTYWFhZgzZw769euHLsrqkcV88skn6NixIx4stsDRsmXLsHXrVkRGRmLs2LF48cUX8d5772n3p6amonHjxnrPady4MTIyMpCdnY2bN2+ioKDAYJnUUlawDAsLg0aj0d6uXbtWkdOuHkpHbju7oole/P0rdqzdu4Fjx8wTVzWpzo7ghlR10pSSImci/+MPOcOyIVu3ysGR3t5ymZKkpKqJpSJqSlLA0XOm0f1//PVXICREzt+k012VyOpYTYV4aGgoEhIScPjwYYP7s7Oz8dVXX+H1118vsU93W48ePZCZmYmVK1di1qxZVRavo6MjHCu72mt10a1pSkmRtUWVmTwoMFAmYta6BH0xlqhp0qX8maSlybXJunY137HT0gAfn9L3T5kCFB/zEBoqf/76q7xIWVpNa54bOlQuQfL11+YZLVlTkyZD6z5euQKMGyf/T/z8qj8movJYRU3TzJkzsWvXLkRHR6NZKdM0f/PNN8jKysIkQyPBigkICMAff/yh7XPk7e2NtGLtEmlpaXBzc4OzszMaNmwIe3t7g2VK6ydlU3STJmdnOXlQZf32W+WPUYU+/lie7ty5ctYEwPJJ05IlQLdu8mKgxFRZw4YZ3v788zJZ/PDD0p+7b5/lmkMiIuRFc9YsuYYZYPtJwZ07Rfe//16u07Z8eeVrGGtq0lSsW6qeS5eqLw4qkpUFnD/PRZTLYtGkSQiBmTNnYvv27Thw4ABalbFk9yeffIJRo0ahkRErVMbHx8PT01NbExQYGIioqCi9MpGRkQgMDAQAqNVq+Pv765UpLCxEVFSUtoxN022eM5fqGgpWAffuyYV0AbmQ6rhx8n7xhU+rS/GW24QEmUh9/HHljisEEB9veN/kyfIi6+AgF1RV6P6LvfSS/JNYvrx6k6czZ2Qfq/x84L33gM8/l9ttfb0+Q98j/v1vYOnSyh23pswIXpyTE3D8uFyzb9w4IC6uaKFrc32poLIlJ8vPRSHkrW5duayNjw8wf37pny+1mrCgGTNmCHd3d3Hw4EGRkpKivWVlZemVu3TpklCpVOKHH34ocYydO3eKjz76SPzyyy/i0qVL4v333xcuLi5i0aJF2jK//fabcHFxEfPnzxcXLlwQ69atE/b29mLv3r3aMps3bxaOjo4iIiJCnD9/XkyfPl14eHiI1NRUo85Fo9EIAEKj0VTwt1GF/vMf+T8xdarxzyn6PzJ8O3Gi6uKtpI8+Kj1sSxgwoGriyc7WP9akSUKsXy/EgQMlyxYWCnHrlvz5/POGY9m0Sf85OTlCfP65EKtWCXHvntx24IAQw4cLsXVrxeN+5BHDrz98eMWPaQ2efNLweQ0dWrnjfvaZPE5wsHnitGbDhslzjYiwdCQ137p1+n+nyu+++G33bktHWvVMuX5bNGkCYPC2qdind1hYmPD19RUFBQUljvHDDz+I7t27i3r16om6deuKbt26iQ0bNpQoGx0dLbp37y7UarVo3bp1idcQQoj33ntPNG/eXKjVatGnTx9x7Ngxo8/FqpOmN96Qf/3Tphn/nPKSpsOHqy7eSnrmGcMhz59vmXji44Vo2LAoji5d5E9v78od986domPm5Rn/vH79yn5r27YV4vp1IXr31t8+ebL+40aNZJJWWGha3I0bG37dhATTjmNt7t0T4ocfhJg5Uyagb74pz+vppyt33E2bakZSaYxRo+S5fvihpSOp2QoKyv+IrylfZoxhyvXbol0vhZFtAsuXL8fy5csN7hs2bBiGldaxQ8fgwYNx+vTpMsvMnDkTM5XVJGsS5fdc2ea5Bx6QvYcBq64/150V4YUXgIAAYOBAoHVry8TTrRvw11/yVlAgR7n17l350Xw5OfKnnZ1p/bVeew0oNjesnsuXDXcu//RT/cd//QXMmCE7PPfvL6vzPTzKf33lT+eRR4BFi+TvwlbGVJSlbl3Zx0z5OFIG8FZ2CoKa2qfJEKVzuBV/vNQIR44YX7aUbsa1llV0BKcqpnSKMGW0W8+e8qduotW4MdCjh7xvxR1QlMnyPvwQWL9ejiCzVMKkq1EjOeRfmWTy2jXgs8+Klv0zlZI0OTmZ9tYOGwakpwM7dwJ79hQdp6IOHZL9ojw9ZRJ19WrZ5ZXX++gjmWzVhITJECWRrcjkjb/9BkydKhNcZVECJk1kLsX7dw4YICfhjY6W/Zzu3wdWrpT7bHBqvipl44N8ySiGJrcsT3S0nEp6/PiiuZ1u3CiaqsCKP9WUi5Sl5mUqj7Nz0f3Jk+XPZcvkEoEtWpT93MREObt3drbsyA3IpMlU7u5yWLwiIEB2yi3OxUV2zp07V347zcuTSdG0aXLqAmXkm2LDBjmVV3Ky4dcVQj/Zq8mUvz9Ta5qysoA2bUput8aJSc1NSZrmzZN/S998w6kHqoLy8f3gg8D27YCXV8kyyufUli1ympQpU+QXv9qONU21QUWSJjc3eWV0cyvalphY9KlmAzVN1po0GVrOZNEiOYN4WSP88vNlAnP5MvDnn0Wj4oonLhVx6JAcavz++8Dvvxf1aMjMlKOannlG1tp98olcEuapp+RyMYZcuyab3N59t6hpSQiZSOXlFf051pakydSapnffNbzdxuaUrRDd2rRff5UX6x49OAWBuSkf3w0aGE6YgKKkKT9f/q97eQH/+Y/VzzZT5Zg01QbmmnKgY0cmTWbg6lr6vrL6Gvzf/5k/FoVaLd/eGTOA5s2Ne86cOXI4vb+/7J+0fXvRvpMngdmzZRPVgAHyT69FC/0+TzU9aapo81xpfwNr11YuHlug+zekiI8HRoyo9lBqNKWmydAEowpD/SRffx3o1avoklIbMWmqDSpS02TI2LFFzXNxcZU7VhWy9qTJxUUmQMrM4MoM3UDZ01+dOWN4+8svmy82Uzg6yhqykyeB/fuB0aMNl9Od5F+3/1RZH9g1QUWb55Tfkbu7rHW6c0f+Xej+ndRU//qX4e2XL1dvHDWdkjSV1Z+wtNns79yRa1zWVkyaagNzJU0ODrJh28lJv2OOlbH2pAmQayCfOSO/sa1dK/NRQDZD7N9veLLJrCz5s2lT2YymNKG99Vb1xV0WZcJ5U8rXZBVtntMdyPDSS7J2zlCTbk00Z45Mst94A1ixAjhxQm635vXQbZHSUFDWF5fRo4u+kPn4AG+/XbSvsoNHbBmTptrAXM1zDg5yrPrvv8vhUlbKFpImhZI4KBfF5cvlKBY7O9lMo7v4q1IL9eKLshnNGp09Ky92Tz4pO4Tv2aNfzT9ypOwbsWOHxUKsNsp5JybKUXDGjpK0pb9fc7O3B/r1k7+vBQuKajuys2Uz3c2bFg3Ppp04IZdX2rXLuKSpTh35hUwI2Ydy3ryiLq61OWni6LnawFw1TfXqyWOU1nPQQoSQcwXVqycTDlu86Bgapt+/v1wmMDMT+Oc/i4aeW3OtQ9u28mKnKz9fXuxycmrXnC/K39+tW8B//ytvK1bITvVNm5b+PKU5z5b+fquK8rd+82bRbCd79sh518yxGHJtodHIEbJA2etRlsfJCcjIYNJENZkQwP/+J+9XNGlatAjYuxd47jnzxWVGYWFFp6jLli46DRoY3q6MjNNdp84WO1A3bGjpCKqfoWa5hQuBNWvkSMLSJiS1xaS/qhhq7h0xQg6mSEoq/f+G9JW2/uG+faYdR/ns6dpV3vbvl9P31SZsnqvpEhKK7lc0aVq6VE7iY6Vf7QwlTEDlZ2KuTu++K5u0FKUN5weseq1k0qGMmSguJaX0eayAoqTJlFnea6rSPnLu3gUOHKjeWGxZacnRm2+adhzdv9uzZ+Vkvf7+tWMOMQWTpppOd2qAyvZpskIpKaXv69Sp+uKoLF9fYOtW2f0sN1c25ZQ2kdyzz1ZvbFQx/frJGsLHH5crEOle5MuaZZk1TUXq1ZNTVyi6dCm6zy8PxlNGy9nbA6tXy7nWrl8Hxo2r/LFPnSqaM642qHlXUdJXw4co/fmn/uNevWRTUGysbVYbq1Syc2adOnJyv+PHZR+hixeLRsvVr2/pKMkYKhUQEgJ8+63sBP7QQ0V9usrqE8KkSd/q1fLLxB9/yNoNZaSpMpqUyqf8TR09KpPQhx8GmjQx/TilJVm16b1g0lTT6SZNRi6QbO1u35bJhBCymh6QfdOvXQN+/lkuJNu3r2VjNAcPD6BPH9l5uH17S0dD5qD0CTGUNCkjJZVmZTbPFVGpZOd5laqoc3hoqPwf2bPHoqHZBGMmszTGZ5/JxGvpUuCnn4omXN26Vb43M2boj/itiZg01XQ1LGkSQnb+7NtXtjZOnCi3N2lSu0ZmkW1SOjY//LAc6XnjhvyW3r27TJI8PGSNCsCaptLoJpMajZzGQqXSn0SV9Jmr9tLREQgMlGOD+vcvubrBhg3y/Xn0UflF78UX9b8g2FI/09IwaarpaljS9OOP+o+VPk2lzZZNZE00GvkzL69o5FHdukV/vxpN0bRqTJoMK60D+MCBVfN6d+/KmpWZM/Vnwi4oqJqP1CtX5OecOddEr6om39KamXfvlt0L1q+XXxSGDJGXIgcH2b8vPV2W++svw9OtWDMmTTWdbtJUAxYM2rnT8PYOHao3DqKKKGvUXHH16lVdHLbs9dcNb6+q74RubsCSJcC6dbK/ZPv2cnHtOnXk7fLlyjVJKX0VAdmhum1buZajo6NcINscE3pWVdJk7JqAuonupUtyZKky5V+rVnJt+IQEYO5cuQZmRIT1fsdn0lTT1bCapmvX9B936gQ89phc/4zI2k2aZFy5xx+XCxxTSSEhclGCL78ENm6UM4UDcvi7OSxZIj82H3jA8Mz1v/4qXx+Q30PbtZO1KV99JUdLmtIpevp02c3Azg44dKjk9ClTp8rzevJJ2Z+ooqoqaWrWTB774EHgo49k85vSUd8UH38M+PnJTv8XL8oRwnZ2wHvvmTdec1AJUQOupFYgIyMD7u7u0Gg0cFPmmrcGCQnyrxEAZs2SM+vZsOHD5Tyb48fLToi1cdJEsl05OXIE2N698hv1mDHyAp2ZKdfAHjiQHcBN9euvsvbH3b2o2aei3n1Xf4qDivr3v+V7unq17L/23Xeyr1rHjnL/G2/IaUamTDH92EuXyoWNjf07EaJotpm0tKpf0CE9HYiOlnNDDRkC9OwpJ8Ks6Ai7Bx6Q/afeeadoGRdzM+n6LcgsNBqNACA0Go2lQ9GXkKDU/goxc6alo6m0hx+Wp/LVV5aOhIisQXJy0Uect7cQs2cLkZ1dsWO5uxcdq/gtNFSItDQhWrcuvYw5b0uXlr7v3XfL/500bizLvvJK0fNu367Y78Ucrl0T4uBBIQoLhdi5U/98xo417ncyeLAQKSnmj82U6zeb52o63YrEGtCnSekc6eho2TiIyDroLiuUmior052dgVdeKb+v0V9/yVrrAQPkEHqlo75CqaHJzJQ1215esg9TerqsLbx9u+RaixWlNJ2lp8uP6kWLSp+TLSkJuHOn9GM1b140S/dbb5V8DUto1gwYNEjWrD72mLw03b4tJ3r95hvg/Hnggw/kVBLKOpvFHTxYsdo5c2LSVNPpJk01oCXWmNW5iaj2MLQ+HQC8/TYQGVn68woLZRK0daucrkB39N1XX8mkQxkhp7tItkolmwKDg2WH5gULgAkT5DZ/f+Dzz42PffJkObglNVV+IRRCHkfpivrTT3JJpREjZExDhsjt77wjE6quXWWCoZscnjtX+utZ2+emp2dR0tuxo+zjtXatXA1BmU6mOEsvWM7W85quhiVN5pqkjYhqBhcXuTyIoVql69dLf97+/aXvmzDB+Nf39JQJja7HH5ejxH76SSY8bdrIWpUTJ2S/tjFjjDt2p076ncOTkuQSKIpffpHTVkyeLEecAXKCX0NGjrStz821a+UM5IcOyUl+H39cJpe+vpaNi0lTTafbJGeDzXNCyBEs3bvLoalsniMiXXZ2clTtr7/K2cGnTJGdpbdskc1tv/0GtG4tyxYUyOHvLVoAx44ZPt4//1n5mOrWlZ9Z3bsXbatfHxg2rHLHLd58qPj0UznmZ9SookWOvb2BVauAp56yzdW0PDzk+YwaVbTN0gkTwKSp5rPxmqb582U1e3G29I2JiKpWkybyNmiQfKwkDvPmyVv37nLOI3//ks/18pJlXn3V+pOLl16S80UpixV36CCH6ANy9GVcXFHZRx4xrcaMjMOkqabTrV2ywaTJUMIEFM07QkRUXEaG/uP4eMMJEyBrYszVmbuqNWsG3LsnV0K4e1cOxy8t0UtIqN7Yagt2BK/pbHj0XPGJLHV17lx9cRCRbdFd7qQ848ZVXRxVpUkTmTABst+TIe+8U33x1CZMmmo6G65pKr58QNu2sr/C+fNy0V4iIkPefFO/3+Ps2bKzuKen7Dg+d66cUTwqCujXz3JxmsP+/XJm9GnT5DQIaWly2gKlqZLMi81zNZ0NJ01KuF5ectSIpYeaEpFt6NVLjlLLzJQzUTdqJGfnromaNpXLjjz7rKUjqR1MrmlKS0vDP//5T/j4+KBOnTqwt7fXu5GVseGO4Eq+5+jIhImITFe3rkyYiMzF5JqmKVOmIDk5Ga+//jqaNGkClbUPN6jtbHjKASXH458YERFZA5OTpsOHD+Onn35Cd90JKMh66dYuKZMc2QgldDv2vCMiIitg8uXI19cXwkzNPOHh4ejduzdcXV3h5eWFMWPGIDExUa/M4MGDoVKp9G4vvPCCXpnk5GSMHDkSLi4u8PLywvz583H//n29MgcPHkTPnj3h6OiItm3bIkKZPlXHunXr0LJlSzg5OSEgIAAnTpwwy3lWm7g4uSbA6dNF23Rrl5o2rf6YKkEJnTVNRERkDUxOmlavXo2FCxfi6tWrlX7xmJgYhIaG4tixY4iMjER+fj6GDh2KTGXmrr9NmzYNKSkp2tubb76p3VdQUICRI0ciLy8PR48exaeffoqIiAgsWrRIWyYpKQkjR47EQw89hPj4eMyZMwdTp07Fvn37tGW2bNmCefPmYfHixTh16hS6deuG4OBg3Cht5UBr1KuXXH2yZ0/gzBm5TTdpspXJSP7G5jkiIrIqwkQeHh5CrVYLOzs7Ua9ePeHp6al3q4wbN24IACImJka7bdCgQWL27NmlPmfPnj3Czs5OpKamaretX79euLm5idzcXCGEEK+++qro3Lmz3vPGjx8vgoODtY/79OkjQkNDtY8LCgqEj4+PCA8PNyp2jUYjAAiNRmNU+Soh8wx5e/99ue3AAfm4UyfLxVVBhw/L0Nu2tXQkRERUU5ly/Ta5T9PqKhy3qfl7YZ369evrbf/yyy/xxRdfwNvbG4899hhef/11uPw9nCo2NhZ+fn5o3LixtnxwcDBmzJiBc+fOoUePHoiNjUVQUJDeMYODgzFnzhwAQF5eHuLi4hAWFqbdb2dnh6CgIMTGxhqMNTc3F7m5udrHGcWnoK1uxZtMmzSRP5WaJhvsGMSaJiIisiYmJ02TJ0+uijhQWFiIOXPmoF+/fujSpYt2+9NPP40WLVrAx8cHZ8+exYIFC5CYmIhvv/0WAJCamqqXMAHQPk5NTS2zTEZGBrKzs3Hnzh0UFBQYLHNRWdinmPDwcCxdurRyJ21OxZf4VqZ/sOHe1DYcOhER1UAVmtyyoKAAO3bswIULFwAAnTt3xqhRoyo1T1NoaCgSEhJw+PBhve3Tp0/X3vfz80OTJk0wZMgQXLlyBW3atKnw61VWWFgY5s2bp32ckZEBX0suwVx8MTblsQ33prbh0ImIqAYqN2m6ffu2XnPZ5cuXMWLECPz5559o3749AFnr4uvri927d1cokZk5cyZ27dqFQ4cOoVmzZmWWDQgI0MbRpk0beHt7lxjllpaWBgDw9vbW/lS26ZZxc3ODs7OzdmJOQ2WUYxTn6OgIR915+i2t2GhBbdJkw9U1bJ4jIiJrUu6VdO3atVi2bJn28axZs9CmTRtcu3YNp06dwqlTp5CcnIxWrVph1qxZJr24EAIzZ87E9u3bceDAAbRq1arc58THxwMAmvzdZycwMBC//PKL3ii3yMhIuLm5odPfKxkGBgYiKipK7ziRkZEIDAwEAKjVavj7++uVKSwsRFRUlLaM1SstabLh6hobzveIiKgmKq+n+M2bN8Xw4cNFSEiIEEIIFxcXcfbs2RLl4uPjRd26dU3qsT5jxgzh7u4uDh48KFJSUrS3rKwsIYQQly9fFsuWLRMnT54USUlJ4rvvvhOtW7cWAwcO1B7j/v37okuXLmLo0KEiPj5e7N27VzRq1EiEhYVpy/z222/CxcVFzJ8/X1y4cEGsW7dO2Nvbi71792rLbN68WTg6OoqIiAhx/vx5MX36dOHh4aE3Kq8sFh89d+OG/ui5jRvl9l275ONevSwTVyX8+KMMvUsXS0dCREQ1lSnX73K/wzdo0AB79uxB69atAchmqbt375Yod+/ePajVapMStvXr10Oj0WDw4MFo0qSJ9rZlyxYAsgboxx9/xNChQ9GhQwe8/PLLGDt2LL7//nvtMezt7bFr1y7Y29sjMDAQzzzzDCZNmqRXO9aqVSvs3r0bkZGR6NatG95++218/PHHCA4O1pYZP3483nrrLSxatAjdu3dHfHw89u7dW6JzuNUqXtOkzP5tw21crGkiIiJrohLCtOm9J02ahFOnTuGTTz5Bnz59AADHjx/HtGnT4O/vb3Cm7dogIyMD7u7u0Gg0cHNzq/4Arl0DmjcvehwQABw7BuzcCYweXfTYhuzfDwQHA926AX+3yhIREZmVKddvk7/Dv/vuu2jTpg0CAwPh5OQEJycn9OvXD23btsWaNWsqHDRVUvGapuPH5c8aUNNkg6ETEVENZPKUAx4eHvjuu+9w6dIl7RxGHTt2RNu2bc0eHJmgeNKkqAGTW9pg6EREVANVaJ4mAGjXrh3atWtnzlioMoonTQ0ayJ82nDTZ8MA/IiKqgYxKmubNm4c33ngDdevW1ZvQ0ZBVq1aZJTAyUfGkSZm+wYbbuFjTRERE1sSopOn06dPI/3ven9OnT5daTmWDF+Yao3jSpKyLx5omIiIiszAqaYqOjjZ4n6xAQYFMiJQMQ6EkTTWgpskGQyciohrI5OoHjUaD27dvl9h++/ZtZGRkmCUoMlJuLtCxIzByZMmkKSdH/rThmiY2zxERkTUx+XL01FNPYfPmzSW2b926FU899ZRZgiIjHTkCXLoE/PBDjaxpYvMcERFZE5OTpuPHj+Ohhx4qsX3w4ME4rswNRNWveNKkzAjOmiYiIiKzMPlylJubi/sG5gTKz89Hdna2WYKiClCa4xQFBfKnDSdNrGkiIiJrYvKVtE+fPvjwww9LbN+wYQP8/f3NEhQZafr0ovtK0lTn7779GRmARmPTzXM2HDoREdVAJk9u+Z///AdBQUE4c+YMhgwZAgCIiorCzz//jP3795s9QCpFdjZw5Yr+YwBQq4umH/DwADZskPdtsKaJzXNERGRNTL4c9evXD7GxsfD19cXWrVvx/fffo23btjh79iwGDBhQFTGSIX/Pm6WlJE0ODvrbr12TP22wuobNc0REZE0qtIxK9+7d8eWXX5o7FjJFTIz+49KSpr/+kj9tsLqGNU1ERGRNTL4c7dmzB/v27Suxfd++ffjhhx/MEhQZYdQo/cdKnya1Wn/7jRvypw1W17CmiYiIrInJSdPChQtRoIzM0iGEwMKFC80SFFVAerr8WTxp0mjkTxusrmFHcCIisiYmX0kvXbqETp06ldjeoUMHXL582SxBUQX88Yf8WTxpUmZpt+GkyQZDJyKiGsjky5G7uzt+++23EtsvX76MunXrmiUoKoeSTehSkqbifZqUmiYbrK5h8xwREVkTk5Om0aNHY86cObiiM9z98uXLePnllzGqeD8bqhrFR84B5SdNNlhdw5omIiKyJiZfjt58803UrVsXHTp0QKtWrdCqVSt07NgRDRo0wFtvvVUVMVJxyhIpus6ckT/r1DFc1gara1jTRERE1sTkKQfc3d1x9OhRREZG4syZM3B2dkbXrl0xcODAqoiPDDGUNCmKV8sotVI2WF3DjuBERGRNKjRPk0qlwtChQzF06FBzx0PGmDq19H3FkyNldnAbzDzYPEdERNakQklTZmYmYmJikJycjLxitR6zZs0yS2BUhu3bS99Xg2qa2DxHRETWxOSk6fTp0xgxYgSysrKQmZmJ+vXr4+bNm3BxcYGXlxeTJktTqYC6dYHMTPnYxqprpk8HPvoI8PYG6te3dDRERERFTL6Szp07F4899hju3LkDZ2dnHDt2DL///jv8/f3ZEdwSWrXSf2xnB6SmlmzCs4HqmpMnZcIEyFM4f17e/+47y8VERESkMDlpio+Px8svvww7OzvY29sjNzcXvr6+ePPNN/Gvf/2rKmKksiQm6j+2swPq1QN8fEput3Iffmh4uw3ke0REVAuYfCV1cHCA3d8XYC8vLyQnJwOQo+quXbtm3uiobNu3y3mZZs8u2qYkR8WnHrCBzOP6df3HPXoAnp7An39aJh4iIiJdJvdp6tGjB37++We0a9cOgwYNwqJFi3Dz5k18/vnn6NKlS1XESMU5OwPZ2UD37vKx7oSWSnJkb6//HBuoaVK6X82eDSxcKPs1ERERWQuTr6TLly9HkyZNAAD//e9/4enpiRkzZuCvv/7Ch6W1r5B5KSMWlWRJt1ZJSY6KJ002UNOkJE09ejBhIiIi62NyTVOvXr209728vLB3716zBkTlKCwECgrwJ3ywcpknvFsBL8MBDgDyUQfHNX7onQs42mBNE6cYICIia1aheZqo+uXlAUeOAA/65+N3tEN7/Ar8XbEXhmUAlskHPwNwAkICgjEDX8Mfp+R2G8hEbGx2BCIiqmV4ebIBH38MODoCDz8MOLk7yoSpHJ8c90MvxEEoG2wgE2FNExERWTOLXknDw8PRu3dvuLq6wsvLC2PGjEGizhD627dv46WXXkL79u3h7OyM5s2bY9asWdBoNHrHUalUJW6bN2/WK3Pw4EH07NkTjo6OaNu2LSIiIkrEs27dOrRs2RJOTk4ICAjAiRMnquS8TXHrFjBtWsWfnw4PeccGkibWNBERkTWz6OUpJiYGoaGhOHbsGCIjI5Gfn4+hQ4ci8+/ZrK9fv47r16/jrbfeQkJCAiIiIrB3716EhISUONamTZuQkpKivY0ZM0a7LykpCSNHjsRDDz2E+Ph4zJkzB1OnTsW+ffu0ZbZs2YJ58+Zh8eLFOHXqFLp164bg4GDcuHGjyn8PZdmxo/R94f8txLFjQNYbb+MVrEQ7/Iq2Ltexc2dRmSy4yDs2UH3DmiYiIrJqworcuHFDABAxMTGlltm6datQq9UiPz9fuw2A2L59e6nPefXVV0Xnzp31to0fP14EBwdrH/fp00eEhoZqHxcUFAgfHx8RHh5u8Jg5OTlCo9Fob9euXRMAhEajKe80TXL6tBAzZwoBCNGxoxCR2+6I9/GCSIWXEIWFstDKlbIAIMSoUUIIIdwcsgQgxGE8KP6AjxCzZpk1rqoweLA8hS1bLB0JERHVFhqNxujrt1Ut2Ks0u9UvY9ExjUYDNzc31Ck2eWNoaCimTp2K1q1b44UXXsCzzz4L1d9VFrGxsQgKCtIrHxwcjDlz5gAA8vLyEBcXh7CwMO1+Ozs7BAUFITY21mAc4eHhWLp0qcnnaKru3YH33pM3AEBaLoKwQd43NCfT321bzva5yMh3Rn8cAQDMiD6MIf8HPPGE9dbksKaJiIismdUs2FtYWIg5c+agX79+pU6SefPmTbzxxhuYPn263vZly5bh4YcfhouLC/bv348XX3wR9+7d08aSmpqKxo0b6z2ncePGyMjIQHZ2Nu7cuYOCggKDZS5evGgwlrCwMMybN0/7OCMjA76+viaft8kKCuRP3Y4/BpKmtBwPvaet/6U/1v8D2LABeP75Ko6xgtiniYiIrJnJSZOyYO+GDRvg7u6OY8eOwcHBAc888wxm6y7nYaLQ0FAkJCTg8OHDBvdnZGRg5MiR6NSpE5YsWaK37/XXX9fe79GjBzIzM7Fy5cpK1XqVx9HREY6OjlV2/FIp1TG6iZJurVs51TTff2+9SRNrmoiIyJpZxYK9M2fOxK5duxAdHY1mzZqV2H/37l0MGzYMrq6u2L59Oxx0lw0xICAgAH/88Qdyc3MBAN7e3khLS9Mrk5aWBjc3Nzg7O6Nhw4awt7c3WMbb2qamVjKL0mqa/s44du0CPJyyYYcCPIrv4eVyFwDQtGl1BWo6paaJSRMREVkjiy7YK4TAzJkzsX37dhw4cACtWrUqUSYjIwNDhw6FWq3Gzp074eTkVO5x4+Pj4enpqa0JCgwMRFRUlF6ZyMhIBAYGAgDUajX8/f31yhQWFiIqKkpbxmqUlzT9/fsZORK485/3UYA6+B6j8HLvnwAAf+eRVsnQqREREVkLiy7YGxoaiq+++grfffcdXF1dkZqaCkAmYM7OztqEKSsrC1988QUyMjKQkZEBAGjUqBHs7e3x/fffIy0tDX379oWTkxMiIyOxfPlyvPLKK9rXeeGFF7B27Vq8+uqreO6553DgwAFs3boVu3fv1paZN28eJk+ejF69eqFPnz5YvXo1MjMz8eyzz5r6K6paRiZNAOSMmMrdOrIvVE5OVQZXOaxpIiIiq2bq0Lyff/5ZHDhwQAghRFpamggODhaurq6iZ8+eIj4+3qRjATB427RpkxBCiOjo6FLLJCUlCSGE+OGHH0T37t1FvXr1RN26dUW3bt3Ehg0bREFBgd5rRUdHi+7duwu1Wi1at26tfQ1d7733nmjevLlQq9WiT58+4tixY0afiylDFivl11/luHw3t6Jtn31WNOXASy8Vbf/wQ+32DcO2C0CIMWOqNrzK6N1bhvv995aOhIiIaosqnXLAnAv2CqVqoRSDBw8ut8ywYcMwbNiwcl9r8ODBOH36dJllZs6ciZkzZ5Z7LIsqr6ZJd7SfTq2To4N83o4dgLMz8OqrwGuvyadaS3MYa5qIiMiaWcnlkoxWXtL0889F93Wa55wcCrT3c3KAZcsAtRqYOLGqAjUd+zQREZE1M6qmqUePHtqJIstz6tSpSgVE5TCUWejWxpXSpym7UG3wcJs3Ax98ALi5mTPIimFNExERWTOjkibdddzIwgzN09S5c9H9KVOK7uskUMHtkko95N271pE0saaJiIismVFJ0+LFi6s6DjKWoRnB/fyAdeuA2FhA973SqWny8cxGYSFw8yZw+TLQty/g4QFkZABZWdUTenlY00RERNasQmvPkQWVVh3z4ovypkt3ElA7O6hUQKNG8gbIDuEZGcD580B+PtCpU9WFbQwuo0JERNaMlydbY0oblm4Tnu79vymtd2PGyBa+f/wD+PTTopeoblxGhYiIrBmTJltjqE9TaXQTKwNJ1u+/6z/+v/+TXaJWrqx4eJXBmiYiIrJmvDzZmoMH5c+rV8svW05NU2kWLpTdpD76qHprnVjTRERE1qzCSVNeXh4SExNx//59c8ZD5VmwwPiy5dQ0xcYCDz4ItGwJzJ0LdOhQtC8hAZg+XeZajRrJRKZuXeDwYSAlpeLhl4U1TUREZM1MvjxlZWUhJCQELi4u6Ny5s3bB3pdeegkrVqwwe4BUCaVNgPm3vn2BI0eApCRg1SpZw2TIzZvyZ1YWMGAA4OMDREaafx071jQREZE1MzlpCgsLw5kzZ3Dw4EE46cwDFBQUhC1btpg1OKok3UTJiOqboCDjDz10qBx916SJXJrl2jXTwyuONU1ERGTNTL487dixA2vXrkX//v31Zgnv3Lkzrly5YtbgqJLKaZ4rrmlT4P59mQD98IO8v2ZN2c9JTQUefxxo0aLy/Z9Y00RERNbM5KTpr7/+gpeXV4ntmZmZRi+1QhVUzuLFJZTTPGeIvT3QrBkwbJi8P2uWfNnkZDlz+PbtpYf2xx+mhWfoGMXDJiIishYmX5569eqF3bt3ax8ridLHH3+MwMBA80VGJZnaicjE5rmy+PoC9eoBI0YATz5ZtH3OnKL7lZ1ZnDVNRERkzUyeEXz58uUYPnw4zp8/j/v372PNmjU4f/48jh49ipiYmKqIkRTZ2aaVr0BNU3nUamDrVnk/P19OOr5lixxRV9mO4axpIiIia2by5al///6Ij4/H/fv34efnh/3798PLywuxsbHw9/evihhJodv+9c475Zc3Y02TIcoqLcp4gMomTaxpIiIia1ahtefatGmDjz76yNyxUHnCworu67aLlaYKapoMUZKmrVuBX34Bpk2r2HFY00RERNbMqKQpIyPD6AO6ublVOBgqx40bppU3cfRcRSk1TErl1/TpQEAAsG2b7AtlLNY0ERGRNTMqafLw8DB6ZFxBQUGlAqIyjBsHnDxpfPkKLqNiqqSkktuOH5fJ0w8/GH8c1jQREZE1Myppio6O1t6/evUqFi5ciClTpmhHy8XGxuLTTz9FeHh41URJkpK4/vOfxpWvppqmZ54Bvvii5HZT+zixpomIiKyZUUnToEGDtPeXLVuGVatWYcKECdpto0aNgp+fHz788ENMnjzZ/FGSpNTiGVtrVMUdwRXvvw88/zwQEwP06AGcPSu7XzVqVPbzbt4EuncH/vwT6Ny5qPWRNU1ERGSNTO4IHhsbiw0bNpTY3qtXL0ydOtUsQVEplMWR6xj5tulmH1VYfePqCvTvL29A0SC/vLyyn6ebVJ07V3Sfa0ATEZE1Mvk7va+vr8GRcx9//DF8Ten1S6YztaZJN2lSq80fTymUlyorafrtt9L3eXubNx4iIiJzMLmm6Z133sHYsWPxww8/ICAgAABw4sQJXLp0Cf/3f/9n9gBJR2Wa56wsaUpN1X88ahSQliZnG2/cuOpiIyIiqiiTk6YRI0bg0qVLWL9+PS5cuAAAeOyxx/DCCy+wpqmqVaamSZmJshoYkzTl58ufHTsCp08Djo5VHxcREVFlVGhyy2bNmuG///2vuWOh8pjap8nCNU35+bKzd4MGJbtUKQmVgwMTJiIisg0cp2RLKlPTVI2ZiVKpdeyY7Ozt6gps367fj0mpaarGXI6IiKhSKlTTRBZiI81zxV8qMxN44gl5Py9P7tetaSIiIrIFrGmyJZXpCF6N/c3Kqj26elX+VJIm1jQREZGtMClpEkIgOTkZOZVdzp4qxtQ+TSoVcPmynATJ3b3q4iqmf38gNLTo8RtvFN2/d0/+VJrnWNNERES2wuSkqW3btrh27VpVxUNlMbWmCQDatAE6daqaeEphZwesXSvXkhMCeO01oF07ue/2beDOHdY0ERGR7TEpabKzs0O7du1w69Yts7x4eHg4evfuDVdXV3h5eWHMmDFITEzUK5OTk4PQ0FA0aNAA9erVw9ixY5GWlqZXJjk5GSNHjoSLiwu8vLwwf/583C82rfTBgwfRs2dPODo6om3btoiIiCgRz7p169CyZUs4OTkhICAAJ06cMMt5mk1FkiYr4eIifwYFAfXrA/Pmycc2eCpERFRLmdynacWKFZg/fz4SEhIq/eIxMTEIDQ3FsWPHEBkZifz8fAwdOhSZmZnaMnPnzsX333+Pbdu2ISYmBtevX8cTSq9iAAUFBRg5ciTy8vJw9OhRfPrpp4iIiMCiRYu0ZZKSkjBy5Eg89NBDiI+Px5w5czB16lTs27dPW2bLli2YN28eFi9ejFOnTqFbt24IDg7GDWVBNGugJE3GNs9ZkTNn9B+np8uf339f7aEQERFVjDCRh4eHUKvVws7OTjg5OQlPT0+9W2XcuHFDABAxMTFCCCHS09OFg4OD2LZtm7bMhQsXBAARGxsrhBBiz549ws7OTqSmpmrLrF+/Xri5uYnc3FwhhBCvvvqq6Ny5s95rjR8/XgQHB2sf9+nTR4SGhmofFxQUCB8fHxEeHm5U7BqNRgAQGo3GxLM2wT//KVu8Vq6suteoIvXrK411+regIEtHRkREtZkp12+TqyxWr15t5rStiEajAQDUr18fABAXF4f8/HwEBQVpy3To0AHNmzdHbGws+vbti9jYWPj5+aGxztobwcHBmDFjBs6dO4cePXogNjZW7xhKmTlz5gAA8vLyEBcXh7CwMO1+Ozs7BAUFITY21mCsubm5yM3N1T7OyMio3Mkbw4ab5/buldMO/PEHMHo08OCDwJUrsu8TERGRLTA5aZo8eXJVxIHCwkLMmTMH/fr1Q5cuXQAAqampUKvV8PDw0CvbuHFjpP69eFlqaqpewqTsV/aVVSYjIwPZ2dm4c+cOCgoKDJa5ePGiwXjDw8OxdOnSip1sRdlw0tS7N8DxA0REZMsq1DmmoKAAO3bs0K4917lzZ4waNQr2lbiYh4aGIiEhAYcPH67wMapTWFgY5im9mSFrmqp87T0b7tNERERk60y++l6+fBkjRozAn3/+ifbt2wOQtS6+vr7YvXs32rRpY3IQM2fOxK5du3Do0CE0a9ZMu93b2xt5eXlIT0/Xq21KS0uDt7e3tkzxUW7K6DrdMsVH3KWlpcHNzQ3Ozs6wt7eHvb29wTLKMYpzdHSEY3UvmqaMCLTBmiYiIiJbZ/LouVmzZqFNmza4du0aTp06hVOnTiE5ORmtWrXCrFmzTDqWEAIzZ87E9u3bceDAAbRq1Upvv7+/PxwcHBAVFaXdlpiYiOTkZAQGBgIAAgMD8csvv+iNcouMjISbmxs6/T0/UWBgoN4xlDLKMdRqNfz9/fXKFBYWIioqSlvGKthw8xwREZHNM7WXuYuLizh79myJ7fHx8aJu3bomHWvGjBnC3d1dHDx4UKSkpGhvWVlZ2jIvvPCCaN68uThw4IA4efKkCAwMFIGBgdr99+/fF126dBFDhw4V8fHxYu/evaJRo0YiLCxMW+a3334TLi4uYv78+eLChQti3bp1wt7eXuzdu1dbZvPmzcLR0VFERESI8+fPi+nTpwsPDw+9UXllqZbRcyNGyCFnGzdW3WsQERHVIqZcv01Omjw9PcWRI0dKbD98+LDJUw4AMHjbtGmTtkx2drZ48cUXhaenp3BxcRGPP/64SElJ0TvO1atXxfDhw4Wzs7No2LChePnll0V+fr5emejoaNG9e3ehVqtF69at9V5D8d5774nmzZsLtVot+vTpI44dO2b0uVRL0hQcLJOmzz6rutcgIiKqRUy5fquEEMKUmqlJkybh1KlT+OSTT9CnTx8AwPHjxzFt2jT4+/sbnGm7NsjIyIC7uzs0Gg3c3Nyq5kWCgoCoKODLL4Gnn66a1yAiIqpFTLl+m9yn6d1330WbNm0QGBgIJycnODk5oV+/fmjbti3WrFlT4aDJCOzTREREZDEmj57z8PDAd999h0uXLmnnMOrYsSPatm1r9uCoGCZNREREFlPhCX/atWuHdsrS9VQ9OE8TERGRxRh19dWdxLE8q1atqnAwVA7O00RERGQxRiVNp0+fNupgKpWqUsFQOdg8R0REZDFGJU3R0dFVHQcZg0kTERGRxZg8eo4siH2aiIiILKZCV9+TJ09i69atSE5ORl5ent6+b7/91iyBkQHs00RERGQxJtc0bd68GQ8++CAuXLiA7du3Iz8/H+fOncOBAwfg7u5eFTGSgs1zREREFmNy0rR8+XK88847+P7776FWq7FmzRpcvHgR48aNQ/PmzasiRlIwaSIiIrIYk5OmK1euYOTIkQAAtVqNzMxMqFQqzJ07Fx9++KHZAyQd7NNERERkMSYnTZ6enrh79y4AoGnTpkhISAAApKenIysry7zRkT72aSIiIrIYk6ssBg4ciMjISPj5+eHJJ5/E7NmzceDAAURGRmLIkCFVESMp2DxHRERkMUYnTQkJCejSpQvWrl2LnJwcAMC///1vODg44OjRoxg7dixee+21KguUwKSJiIjIgoxOmrp27YrevXtj6tSpeOqppwAAdnZ2WLhwYZUFR8WwTxMREZHFGN2nKSYmBp07d8bLL7+MJk2aYPLkyfjpp5+qMjYqjn2aiIiILMbopGnAgAHYuHEjUlJS8N577+Hq1asYNGgQHnjgAfzvf/9DampqVcZJAJvniIiILMjk0XN169bFs88+i5iYGPz666948sknsW7dOjRv3hyjRo2qihhJwaSJiIjIYiq19lzbtm3xr3/9C6+99hpcXV2xe/duc8VFhrBPExERkcVU+Op76NAhbNy4Ef/3f/8HOzs7jBs3DiEhIeaMjYpjnyYiIiKLMSlpun79OiIiIhAREYHLly/jwQcfxLvvvotx48ahbt26VRUjAYAQQGGhvM+kiYiIqNoZnTQNHz4cP/74Ixo2bIhJkybhueeeQ/v27asyNtKlJEwAkyYiIiILMDppcnBwwDfffINHH30U9rxoVz+lPxPAPk1EREQWYPTVd+fOnVUZB5VH6c8EsKaJiIjIAio1eo6qkW5NE5MmIiKiasekyVYwaSIiIrIoJk22gn2aiIiILIpJk63Q7dNkx7eNiIiouvHqaytyc+VPR0fLxkFERFRLMWmyFTk58qeTk2XjICIiqqWYNNkK1jQRERFZlEWTpkOHDuGxxx6Dj48PVCoVduzYobdfpVIZvK1cuVJbpmXLliX2r1ixQu84Z8+exYABA+Dk5ARfX1+8+eabJWLZtm0bOnToACcnJ/j5+WHPnj1Vcs4VxpomIiIii7Jo0pSZmYlu3bph3bp1BvenpKTo3TZu3AiVSoWxY8fqlVu2bJleuZdeekm7LyMjA0OHDkWLFi0QFxeHlStXYsmSJfjwww+1ZY4ePYoJEyYgJCQEp0+fxpgxYzBmzBgkJCRUzYlXhJI0saaJiIjIIiw6dn348OEYPnx4qfu9vb31Hn/33Xd46KGH0Lp1a73trq6uJcoqvvzyS+Tl5WHjxo1Qq9Xo3Lkz4uPjsWrVKkyfPh0AsGbNGgwbNgzz588HALzxxhuIjIzE2rVrsWHDhsqcovkozXOsaSIiIrIIm+nTlJaWht27dyMkJKTEvhUrVqBBgwbo0aMHVq5cifs6w/NjY2MxcOBAqNVq7bbg4GAkJibizp072jJBQUF6xwwODkZsbGyp8eTm5iIjI0PvVqXYPEdERGRRNjNL4qeffgpXV1c88cQTettnzZqFnj17on79+jh69CjCwsKQkpKCVatWAQBSU1PRqlUrvec0btxYu8/T0xOpqanabbplUlNTS40nPDwcS5cuNcepGef2bfnT1bX6XpOIiIi0bCZp2rhxIyZOnAinYjUt8+bN097v2rUr1Go1nn/+eYSHh8OxCvv/hIWF6b12RkYGfH19q+z1cOWK/NmmTdW9BhEREZXKJpKmn376CYmJidiyZUu5ZQMCAnD//n1cvXoV7du3h7e3N9LS0vTKKI+VflCllSmtnxQAODo6VmlSVoJS0+TlVX2vSURERFo20afpk08+gb+/P7p161Zu2fj4eNjZ2cHr7+QiMDAQhw4dQn5+vrZMZGQk2rdvD09PT22ZqKgoveNERkYiMDDQjGdRSZmZ8mfdupaNg4iIqJayaNJ07949xMfHIz4+HgCQlJSE+Ph4JCcna8tkZGRg27ZtmDp1aonnx8bGYvXq1Thz5gx+++03fPnll5g7dy6eeeYZbUL09NNPQ61WIyQkBOfOncOWLVuwZs0avaa12bNnY+/evXj77bdx8eJFLFmyBCdPnsTMmTOr9hdginv35M969SwbBxERUW0lLCg6OloAKHGbPHmytswHH3wgnJ2dRXp6eonnx8XFiYCAAOHu7i6cnJxEx44dxfLly0VOTo5euTNnzoj+/fsLR0dH0bRpU7FixYoSx9q6dat44IEHhFqtFp07dxa7d+826Vw0Go0AIDQajUnPM9qIEUIAQnzySdUcn4iIqBYy5fqtEkIIC+ZsNUZGRgbc3d2h0Wjg5uZm/hcYPBiIiQE2bwbGjzf/8YmIiGohU67fNtGniSATJoAdwYmIiCyESZMt0FkWBlU5rQERERGVikmTLVi7tug+52kiIiKyCCZNtkalsnQEREREtRKTJluydaulIyAiIqq1mDRZu+vXi+77+VkuDiIiolqOSZO1S0oqut+hg+XiICIiquWYNFk7paapXz/LxkFERFTL2cSCvbWahwcQHMymOSIiIgtj0mTtHnlE3oiIiMii2DxHREREZAQmTURERERGYNJEREREZAQmTURERERGYNJEREREZAQmTURERERGYNJEREREZAQmTURERERGYNJEREREZAQmTURERERGYNJEREREZAQmTURERERGYNJEREREZAQmTURERERGYNJEREREZAQmTURERERGYNJEREREZAQmTURERERGYNJEREREZAQmTURERERGYNJEREREZAQmTURERERGsGjSdOjQITz22GPw8fGBSqXCjh079PZPmTIFKpVK7zZs2DC9Mrdv38bEiRPh5uYGDw8PhISE4N69e3plzp49iwEDBsDJyQm+vr548803S8Sybds2dOjQAU5OTvDz88OePXvMfr5ERERkuyyaNGVmZqJbt25Yt25dqWWGDRuGlJQU7e3rr7/W2z9x4kScO3cOkZGR2LVrFw4dOoTp06dr92dkZGDo0KFo0aIF4uLisHLlSixZsgQffvihtszRo0cxYcIEhISE4PTp0xgzZgzGjBmDhIQE8580ERER2SSVEEJYOggAUKlU2L59O8aMGaPdNmXKFKSnp5eogVJcuHABnTp1ws8//4xevXoBAPbu3YsRI0bgjz/+gI+PD9avX49///vfSE1NhVqtBgAsXLgQO3bswMWLFwEA48ePR2ZmJnbt2qU9dt++fdG9e3ds2LDB4Gvn5uYiNzdX+zgjIwO+vr7QaDRwc3OrzK+CiIiIqklGRgbc3d2Nun5bfZ+mgwcPwsvLC+3bt8eMGTNw69Yt7b7Y2Fh4eHhoEyYACAoKgp2dHY4fP64tM3DgQG3CBADBwcFITEzEnTt3tGWCgoL0Xjc4OBixsbGlxhUeHg53d3ftzdfX1yznS0RERNbJqpOmYcOG4bPPPkNUVBT+97//ISYmBsOHD0dBQQEAIDU1FV5eXnrPqVOnDurXr4/U1FRtmcaNG+uVUR6XV0bZb0hYWBg0Go32du3atcqdLBEREVm1OpYOoCxPPfWU9r6fnx+6du2KNm3a4ODBgxgyZIgFIwMcHR3h6Oho0RiIiIio+lh1TVNxrVu3RsOGDXH58mUAgLe3N27cuKFX5v79+7h9+za8vb21ZdLS0vTKKI/LK6PsJyIiIrKppOmPP/7ArVu30KRJEwBAYGAg0tPTERcXpy1z4MABFBYWIiAgQFvm0KFDyM/P15aJjIxE+/bt4enpqS0TFRWl91qRkZEIDAys6lMiIiIiG2HRpOnevXuIj49HfHw8ACApKQnx8fFITk7GvXv3MH/+fBw7dgxXr15FVFQURo8ejbZt2yI4OBgA0LFjRwwbNgzTpk3DiRMncOTIEcycORNPPfUUfHx8AABPP/001Go1QkJCcO7cOWzZsgVr1qzBvHnztHHMnj0be/fuxdtvv42LFy9iyZIlOHnyJGbOnFntvxMiIiKyUsKCoqOjBYASt8mTJ4usrCwxdOhQ0ahRI+Hg4CBatGghpk2bJlJTU/WOcevWLTFhwgRRr1494ebmJp599llx9+5dvTJnzpwR/fv3F46OjqJp06ZixYoVJWLZunWreOCBB4RarRadO3cWu3fvNulcNBqNACA0Go3pvwgiIiKyCFOu31YzT5OtM2WeByIiIrIONWqeJiIiIiJrwKSJiIiIyAhMmoiIiIiMwKSJiIiIyAhMmoiIiIiMwKSJiIiIyAhMmoiIiIiMwKSJiIiIyAhMmoiIiIiMwKSJiIiIyAhMmoiIiIiMwKSJiIiIyAhMmoiIiIiMwKSJiIiIyAhMmoiIiIiMwKSJiIiIyAhMmoiIiIiMwKSJiIiIyAhMmoiIiIiMwKSJiIiIyAhMmoiIiIiMwKSJiIiIyAhMmoiIiIiMwKSJiIiIyAhMmoiIiIiMwKSJiIiIyAhMmoiIiIiMwKSJiIiIyAhMmoiIiIiMwKSJiIiIyAhMmoiIiIiMYNGk6dChQ3jsscfg4+MDlUqFHTt2aPfl5+djwYIF8PPzQ926deHj44NJkybh+vXresdo2bIlVCqV3m3FihV6Zc6ePYsBAwbAyckJvr6+ePPNN0vEsm3bNnTo0AFOTk7w8/PDnj17quSciYiIyDZZNGnKzMxEt27dsG7duhL7srKycOrUKbz++us4deoUvv32WyQmJmLUqFElyi5btgwpKSna20svvaTdl5GRgaFDh6JFixaIi4vDypUrsWTJEnz44YfaMkePHsWECRMQEhKC06dPY8yYMRgzZgwSEhKq5sSJiIjI5qiEEMLSQQCASqXC9u3bMWbMmFLL/Pzzz+jTpw9+//13NG/eHICsaZozZw7mzJlj8Dnr16/Hv//9b6SmpkKtVgMAFi5ciB07duDixYsAgPHjxyMzMxO7du3SPq9v377o3r07NmzYYFT8GRkZcHd3h0ajgZubm1HPISIiIssy5fptU32aNBoNVCoVPDw89LavWLECDRo0QI8ePbBy5Urcv39fuy82NhYDBw7UJkwAEBwcjMTERNy5c0dbJigoSO+YwcHBiI2NLTWW3NxcZGRk6N2IiIio5qpj6QCMlZOTgwULFmDChAl6meCsWbPQs2dP1K9fH0ePHkVYWBhSUlKwatUqAEBqaipatWqld6zGjRtr93l6eiI1NVW7TbdMampqqfGEh4dj6dKl5jo9IiIisnI2kTTl5+dj3LhxEEJg/fr1evvmzZunvd+1a1eo1Wo8//zzCA8Ph6OjY5XFFBYWpvfaGRkZ8PX1rbLXIyIiIsuy+qRJSZh+//13HDhwoNz2xoCAANy/fx9Xr15F+/bt4e3tjbS0NL0yymNvb2/tT0NllP2GODo6VmlSRkRERNbFqvs0KQnTpUuX8OOPP6JBgwblPic+Ph52dnbw8vICAAQGBuLQoUPIz8/XlomMjET79u3h6empLRMVFaV3nMjISAQGBprxbIiIiMiWWbSm6d69e7h8+bL2cVJSEuLj41G/fn00adIE//jHP3Dq1Cns2rULBQUF2j5G9evXh1qtRmxsLI4fP46HHnoIrq6uiI2Nxdy5c/HMM89oE6Knn34aS5cuRUhICBYsWICEhASsWbMG77zzjvZ1Z8+ejUGDBuHtt9/GyJEjsXnzZpw8eVJvWgIiIiKq5YQFRUdHCwAlbpMnTxZJSUkG9wEQ0dHRQggh4uLiREBAgHB3dxdOTk6iY8eOYvny5SInJ0fvdc6cOSP69+8vHB0dRdOmTcWKFStKxLJ161bxwAMPCLVaLTp37ix2795t0rloNBoBQGg0mgr/PoiIiKh6mXL9tpp5mmwd52kiIiKyPTV2niYiIiIiS2HSRERERGQEJk1ERERERmDSRERERGQEJk1ERERERmDSRERERGQEJk1ERERERmDSRERERGQEJk1ERERERmDSRERERGQEJk1ERERERmDSRERERGQEJk1ERERERmDSRERERGQEJk1ERERERmDSRERERGQEJk1ERERERqhj6QBqCiEEACAjI8PCkRAREZGxlOu2ch0vC5MmM7l79y4AwNfX18KREBERkanu3r0Ld3f3MsuohDGpFZWrsLAQ169fh6urK1QqlVmPnZGRAV9fX1y7dg1ubm5mPbY14PnZvpp+jjX9/ICaf448P9tXVecohMDdu3fh4+MDO7uyey2xpslM7Ozs0KxZsyp9DTc3txr7zwDw/GqCmn6ONf38gJp/jjw/21cV51heDZOCHcGJiIiIjMCkiYiIiMgITJpsgKOjIxYvXgxHR0dLh1IleH62r6afY00/P6DmnyPPz/ZZwzmyIzgRERGREVjTRERERGQEJk1ERERERmDSRERERGQEJk1ERERERmDSZOXWrVuHli1bwsnJCQEBAThx4oSlQzJKeHg4evfuDVdXV3h5eWHMmDFITEzUKzN48GCoVCq92wsvvKBXJjk5GSNHjoSLiwu8vLwwf/583L9/vzpPxaAlS5aUiL1Dhw7a/Tk5OQgNDUWDBg1Qr149jB07FmlpaXrHsNZzU7Rs2bLEOapUKoSGhgKwvffv0KFDeOyxx+Dj4wOVSoUdO3bo7RdCYNGiRWjSpAmcnZ0RFBSES5cu6ZW5ffs2Jk6cCDc3N3h4eCAkJAT37t3TK3P27FkMGDAATk5O8PX1xZtvvlnVp6ZV1jnm5+djwYIF8PPzQ926deHj44NJkybh+vXrescw9L6vWLFCr4ylzrG893DKlCklYh82bJheGWt+D8s7P0P/jyqVCitXrtSWseb3z5jrgrk+Ow8ePIiePXvC0dERbdu2RUREhHlOQpDV2rx5s1Cr1WLjxo3i3LlzYtq0acLDw0OkpaVZOrRyBQcHi02bNomEhAQRHx8vRowYIZo3by7u3bunLTNo0CAxbdo0kZKSor1pNBrt/vv374suXbqIoKAgcfr0abFnzx7RsGFDERYWZolT0rN48WLRuXNnvdj/+usv7f4XXnhB+Pr6iqioKHHy5EnRt29f8eCDD2r3W/O5KW7cuKF3fpGRkQKAiI6OFkLY3vu3Z88e8e9//1t8++23AoDYvn273v4VK1YId3d3sWPHDnHmzBkxatQo0apVK5Gdna0tM2zYMNGtWzdx7Ngx8dNPP4m2bduKCRMmaPdrNBrRuHFjMXHiRJGQkCC+/vpr4ezsLD744AOLn2N6eroICgoSW7ZsERcvXhSxsbGiT58+wt/fX+8YLVq0EMuWLdN7X3X/by15juW9h5MnTxbDhg3Ti/327dt6Zaz5PSzv/HTPKyUlRWzcuFGoVCpx5coVbRlrfv+MuS6Y47Pzt99+Ey4uLmLevHni/Pnz4r333hP29vZi7969lT4HJk1WrE+fPiI0NFT7uKCgQPj4+Ijw8HALRlUxN27cEABETEyMdtugQYPE7NmzS33Onj17hJ2dnUhNTdVuW79+vXBzcxO5ublVGW65Fi9eLLp162ZwX3p6unBwcBDbtm3Tbrtw4YIAIGJjY4UQ1n1upZk9e7Zo06aNKCwsFELY9vtX/IJUWFgovL29xcqVK7Xb0tPThaOjo/j666+FEEKcP39eABA///yztswPP/wgVCqV+PPPP4UQQrz//vvC09NT7/wWLFgg2rdvX8VnVJKhi25xJ06cEADE77//rt3WokUL8c4775T6HGs5x9KSptGjR5f6HFt6D415/0aPHi0efvhhvW228v4JUfK6YK7PzldffVV07txZ77XGjx8vgoODKx0zm+esVF5eHuLi4hAUFKTdZmdnh6CgIMTGxlowsorRaDQAgPr16+tt//LLL9GwYUN06dIFYWFhyMrK0u6LjY2Fn58fGjdurN0WHByMjIwMnDt3rnoCL8OlS5fg4+OD1q1bY+LEiUhOTgYAxMXFIT8/X++969ChA5o3b65976z93IrLy8vDF198geeee05vQWpbfv90JSUlITU1Ve89c3d3R0BAgN575uHhgV69emnLBAUFwc7ODsePH9eWGThwINRqtbZMcHAwEhMTcefOnWo6G+NpNBqoVCp4eHjobV+xYgUaNGiAHj16YOXKlXpNH9Z+jgcPHoSXlxfat2+PGTNm4NatW9p9Nek9TEtLw+7duxESElJin628f8WvC+b67IyNjdU7hlLGHNdOLthrpW7evImCggK9PwwAaNy4MS5evGihqCqmsLAQc+bMQb9+/dClSxft9qeffhotWrSAj48Pzp49iwULFiAxMRHffvstACA1NdXg+Sv7LCkgIAARERFo3749UlJSsHTpUgwYMAAJCQlITU2FWq0ucSFq3LixNm5rPjdDduzYgfT0dEyZMkW7zZbfv+KUeAzFq/ueeXl56e2vU6cO6tevr1emVatWJY6h7PP09KyS+CsiJycHCxYswIQJE/QWP501axZ69uyJ+vXr4+jRowgLC0NKSgpWrVoFwLrPcdiwYXjiiSfQqlUrXLlyBf/6178wfPhwxMbGwt7evka9h59++ilcXV3xxBNP6G23lffP0HXBXJ+dpZXJyMhAdnY2nJ2dKxw3kyaqcqGhoUhISMDhw4f1tk+fPl1738/PD02aNMGQIUNw5coVtGnTprrDNMnw4cO197t27YqAgAC0aNECW7durdQ/pLX65JNPMHz4cPj4+Gi32fL7V9vl5+dj3LhxEEJg/fr1evvmzZunvd+1a1eo1Wo8//zzCA8Pt/olOp566intfT8/P3Tt2hVt2rTBwYMHMWTIEAtGZn4bN27ExIkT4eTkpLfdVt6/0q4L1o7Nc1aqYcOGsLe3LzFqIC0tDd7e3haKynQzZ87Erl27EB0djWbNmpVZNiAgAABw+fJlAIC3t7fB81f2WRMPDw888MADuHz5Mry9vZGXl4f09HS9MrrvnS2d2++//44ff/wRU6dOLbOcLb9/Sjxl/b95e3vjxo0bevvv37+P27dv29T7qiRMv//+OyIjI/VqmQwJCAjA/fv3cfXqVQC2cY6K1q1bo2HDhnp/kzXhPfzpp5+QmJhY7v8kYJ3vX2nXBXN9dpZWxs3NrdJfapk0WSm1Wg1/f39ERUVptxUWFiIqKgqBgYEWjMw4QgjMnDkT27dvx4EDB0pUBxsSHx8PAGjSpAkAIDAwEL/88oveh5zyId+pU6cqibui7t27hytXrqBJkybw9/eHg4OD3nuXmJiI5ORk7XtnS+e2adMmeHl5YeTIkWWWs+X3r1WrVvD29tZ7zzIyMnD8+HG99yw9PR1xcXHaMgcOHEBhYaE2YQwMDMShQ4eQn5+vLRMZGYn27dtbRbOOkjBdunQJP/74Ixo0aFDuc+Lj42FnZ6dt1rL2c9T1xx9/4NatW3p/k7b+HgKy5tff3x/dunUrt6w1vX/lXRfM9dkZGBiodwyljFmunZXuSk5VZvPmzcLR0VFERESI8+fPi+nTpwsPDw+9UQPWasaMGcLd3V0cPHhQb+hrVlaWEEKIy5cvi2XLlomTJ0+KpKQk8d1334nWrVuLgQMHao+hDC0dOnSoiI+PF3v37hWNGjWyimH5L7/8sjh48KBISkoSR44cEUFBQaJhw4bixo0bQgg5bLZ58+biwIED4uTJkyIwMFAEBgZqn2/N56aroKBANG/eXCxYsEBvuy2+f3fv3hWnT58Wp0+fFgDEqlWrxOnTp7Ujx1asWCE8PDzEd999J86ePStGjx5tcMqBHj16iOPHj4vDhw+Ldu3a6Q1XT09PF40bNxb//Oc/RUJCgti8ebNwcXGptikHyjrHvLw8MWrUKNGsWTMRHx+v93+pjDo6evSoeOedd0R8fLy4cuWK+OKLL0SjRo3EpEmTrOIcyzq/u3fvildeeUXExsaKpKQk8eOPP4qePXuKdu3aiZycHO0xrPk9LO9vVAg5ZYCLi4tYv359iedb+/tX3nVBCPN8dipTDsyfP19cuHBBrFu3jlMO1BbvvfeeaN68uVCr1aJPnz7i2LFjlg7JKAAM3jZt2iSEECI5OVkMHDhQ1K9fXzg6Ooq2bduK+fPn683zI4QQV69eFcOHDxfOzs6iYcOG4uWXXxb5+fkWOCN948ePF02aNBFqtVo0bdpUjB8/Xly+fFm7Pzs7W7z44ovC09NTuLi4iMcff1ykpKToHcNaz03Xvn37BACRmJiot90W37/o6GiDf5OTJ08WQshpB15//XXRuHFj4ejoKIYMGVLivG/duiUmTJgg6tWrJ9zc3MSzzz4r7t69q1fmzJkzon///sLR0VE0bdpUrFixorpOscxzTEpKKvX/Upl7Ky4uTgQEBAh3d3fh5OQkOnbsKJYvX66XdFjyHMs6v6ysLDF06FDRqFEj4eDgIFq0aCGmTZtW4kumNb+H5f2NCiHEBx98IJydnUV6enqJ51v7+1fedUEI8312RkdHi+7duwu1Wi1at26t9xqVofr7RIiIiIioDOzTRERERGQEJk1ERERERmDSRERERGQEJk1ERERERmDSRERERGQEJk1ERERERmDSRERERGQEJk1ERERERmDSREQ13pQpUzBmzBhLh0FENq6OpQMgIqoMlUpV5v7FixdjzZo14OIHRFRZTJqIyKalpKRo72/ZsgWLFi1CYmKidlu9evVQr149S4RGRDUMm+eIyKZ5e3trb+7u7lCpVHrb6tWrV6J5rrCwEOHh4WjVqhWcnZ3RrVs3fPPNN9r9Bw8ehEqlwr59+9CjRw84Ozvj4Ycfxo0bN/DDDz+gY8eOcHNzw9NPP42srCzt8wYPHoyZM2di5syZcHd3R8OGDfH666/r1XLduXMHkyZNgqenJ1xcXDB8+HBcunSpWn5XRFQ5TJqIqNYJDw/HZ599hg0bNuDcuXOYO3cunnnmGcTExOiVW7JkCdauXYujR4/i2rVrGDduHFavXo2vvvoKu3fvxv79+/Hee+/pPefTTz9FnTp1cOLECaxZswarVq3Cxx9/rN0/ZcoUnDx5Ejt37kRsbCyEEBgxYgTy8/Or5dyJqOLYPEdEtUpubi6WL1+OH3/8EYGBgQCA1q1b4/Dhw/jggw8waNAgbdn//Oc/6NevHwAgJCQEYWFhuHLlClq3bg0A+Mc//oHo6GgsWLBA+xxfX1+88847UKlUaN++PX755Re88847mDZtGi5duoSdO3fiyJEjePDBBwEAX375JXx9fbFjxw48+eST1fVrIKIKYE0TEdUqly9fRlZWFh555BFtf6d69erhs88+w5UrV/TKdu3aVXu/cePGcHFx0SZMyrYbN27oPadv3756ndMDAwNx6dIlFBQU4MKFC6hTpw4CAgK0+xs0aID27dvjwoUL5j5VIjIz1jQRUa1y7949AMDu3bvRtGlTvX2Ojo56jx0cHLT3VSqV3mNlW2FhYRVFSkTWhkkTEdUqnTp1gqOjI5KTk/Wa4szl+PHjeo+PHTuGdu3awd7eHh07dsT9+/dx/PhxbfPcrVu3kJiYiE6dOpk9FiIyLyZNRFSruLq64pVXXsHcuXNRWFiI/v37Q6PR4MiRI3Bzc8PkyZMrdfzk5GTMmzcPzz//PE6dOoX33nsPb7/9NgCgXbt2GD16NKZNm4YPPvgArq6uWLhwIZo2bYrRo0eb4/SIqAoxaSKiWueNN95Ao0aNEB4ejt9++w0eHh7o2bMn/vWvf1X62JMmTUJ2djb69OkDe3t7zJ49G9OnT9fu37RpE2bPno1HH30UeXl5GDhwIPbs2VOi6Y+IrI9KcJpcIiKzGDx4MLp3747Vq1dbOhQiqgIcPUdERERkBCZNREREREZg8xwRERGREVjTRERERGQEJk1ERERERmDSRERERGQEJk1ERERERmDSRERERGQEJk1ERERERmDSRERERGQEJk1ERERERvh/2N8OKMu0t8EAAAAASUVORK5CYII=",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# resultados con 30 epochs - 100 neuronas\n",
        "graficar_predicciones(set_validacion.values,prediccion)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 142,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 452
        },
        "id": "LUTfogioHWf5",
        "outputId": "84f59812-34bb-4b8a-c136-a5b377ea0ff7"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# resultados con 30 epochs - 100 neuronas\n",
        "graficar_predicciones(set_validacion.values,prediccion)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 150,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "L7ZnSw4EKpWx",
        "outputId": "7917184f-e21f-490c-f924-ea9b0e409285"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# resultados con 70 epochs - 50 neuronas\n",
        "graficar_predicciones(set_validacion.values,prediccion)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# resultados con 20 epochs - 1000 neuronas\n",
        "graficar_predicciones(set_validacion.values,prediccion)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "** Mensual Model **"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {},
      "outputs": [],
      "source": [
        "from tensorflow.keras.models import load_model\n",
        "# Función para cargar el modelo\n",
        "def load_trained_model():\n",
        "    try:\n",
        "        # Ruta donde se encuentra el modelo entrenado\n",
        "        model_path = 'model_daily.h5'\n",
        "        # Cargar el modelo\n",
        "        model = load_model(model_path, custom_objects={})\n",
        "        print('model loaded')\n",
        "        return model\n",
        "    # Manejar errores\n",
        "    except Exception as err:\n",
        "        return {\"Eror Loading Model: \": str(err)}"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "model loaded\n"
          ]
        }
      ],
      "source": [
        "# Load the trained model\n",
        "loaded_model = load_trained_model()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 42,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "array([[[0.23941692],\n",
              "        [0.2412966 ],\n",
              "        [0.24131269],\n",
              "        ...,\n",
              "        [0.34480732],\n",
              "        [0.34083365],\n",
              "        [0.34513894]],\n",
              "\n",
              "       [[0.2412966 ],\n",
              "        [0.24131269],\n",
              "        [0.24428943],\n",
              "        ...,\n",
              "        [0.34083365],\n",
              "        [0.34513894],\n",
              "        [0.34307568]],\n",
              "\n",
              "       [[0.24131269],\n",
              "        [0.24428943],\n",
              "        [0.24311465],\n",
              "        ...,\n",
              "        [0.34513894],\n",
              "        [0.34307568],\n",
              "        [0.33928742]],\n",
              "\n",
              "       ...,\n",
              "\n",
              "       [[0.4075385 ],\n",
              "        [0.41297709],\n",
              "        [0.43103881],\n",
              "        ...,\n",
              "        [0.39656057],\n",
              "        [0.39252082],\n",
              "        [0.39520154]],\n",
              "\n",
              "       [[0.41297709],\n",
              "        [0.43103881],\n",
              "        [0.44179474],\n",
              "        ...,\n",
              "        [0.39252082],\n",
              "        [0.39520154],\n",
              "        [0.39546928]],\n",
              "\n",
              "       [[0.43103881],\n",
              "        [0.44179474],\n",
              "        [0.44111517],\n",
              "        ...,\n",
              "        [0.39520154],\n",
              "        [0.39546928],\n",
              "        [0.38767278]]])"
            ]
          },
          "execution_count": 42,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "X_test"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 39,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "4/4 [==============================] - 0s 81ms/step\n"
          ]
        }
      ],
      "source": [
        "pred_test = model.predict(X_test)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Reshape the prediccion array\n",
        "prediccion = np.reshape(pred_test, 100)\n",
        "\n",
        "# Apply inverse_transform to the prediccion array\n",
        "prediccion = sc.inverse_transform([prediccion])\n",
        "prediccion = prediccion[0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# resultados con 100 epochs 100 neuronas\n",
        "graficar_predicciones(set_validacion.values,prediccion)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Z-YznmUnlirU"
      },
      "source": [
        "### **Hybrid Results 🔥**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        },
        "id": "aMcgeIuYvYkk",
        "outputId": "7694f909-c86a-4483-f050-5992c5880da3"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# resultados con 10 epochs Modelo Hibrido - 2 qubits 3.5hrs aprox\n",
        "graficar_predicciones(set_validacion.values,prediccion)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        },
        "id": "Sj9IGnzz-ZrL",
        "outputId": "7da519ac-7614-49d6-bd1a-80683dc04f63"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# resultados con 100 epochs - 2 qubits Modelo Hibrido - 3.5hrs aprox\n",
        "graficar_predicciones(set_validacion.values,prediccion)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        },
        "id": "MBx4HSDt-ihW",
        "outputId": "c43c0e65-35bb-4733-ab18-9cf4fa11e00c"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# resultados con 10 epochs - 4 qubits Modelo Hibrido - 45min~\n",
        "graficar_predicciones(set_validacion.values,prediccion)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 742
        },
        "id": "2gdUqWs9EdXf",
        "outputId": "7597745d-e18e-4766-d775-4bc9217d6c02"
      },
      "outputs": [],
      "source": [
        "# resultados con 10 epochs Modelo Clasico test data: 2014-2021, 2022 - 100 neuronas\n",
        "graficar_predicciones(set_validacion.values,prediccion)"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "collapsed_sections": [
        "Ru0QNyzRZw8y"
      ],
      "gpuType": "T4",
      "provenance": []
    },
    "gpuClass": "standard",
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.9.16"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}