Notebooks/trainings/resnetv2/resnetDataAugmentationTransf.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VA-nf-22_XzF"
      },
      "source": [
        "# Library imports and directory mount"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Hw1Mqezw_Rtq",
        "outputId": "43170286-7010-4c2e-d94c-387c1779e9f0"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/gdrive; to attempt to forcibly remount, call drive.mount(\"/content/gdrive\", force_remount=True).\n",
            "Python 3.10.12\n"
          ]
        }
      ],
      "source": [
        "!pip install -q kaggle\n",
        "import matplotlib.pyplot as plt, numpy as np, pandas as pd, seaborn as sns, tensorflow as tf\n",
        "import cv2, gc, glob, joblib, os, random, sys, warnings, zipfile\n",
        "\n",
        "from google.colab import drive\n",
        "\n",
        "from tensorflow.keras.optimizers import AdamW\n",
        "from keras.callbacks import EarlyStopping\n",
        "from keras.preprocessing.image import ImageDataGenerator\n",
        "from keras.utils import np_utils\n",
        "\n",
        "from skimage.transform import resize\n",
        "\n",
        "from sklearn.metrics import accuracy_score, precision_score, recall_score, confusion_matrix, roc_auc_score, f1_score, multilabel_confusion_matrix\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n",
        "from sklearn.utils import class_weight\n",
        "\n",
        "warnings.filterwarnings('ignore')\n",
        "\n",
        "sns.set() # for ploting\n",
        "\n",
        "drive.mount('/content/gdrive')\n",
        "\n",
        "tf.config.experimental.set_memory_growth(tf.config.list_physical_devices('GPU')[0], True)\n",
        "!python --version"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EX2RDL25D402",
        "outputId": "0044728d-dbaa-418b-edee-997f29bba586"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "rm: cannot remove '/root/.kaggle': No such file or directory\n"
          ]
        }
      ],
      "source": [
        "!cp \"/content/gdrive/MyDrive/PUC/TCC/Notebooks/preTreinados/kaggle.json\" \".\"\n",
        "!chmod 600 kaggle.json\n",
        "!rm -r ~/.kaggle\n",
        "!mkdir ~/.kaggle\n",
        "!mv ./kaggle.json ~/.kaggle/\n",
        "!chmod 600 ~/.kaggle/kaggle.json"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8shRJTapD8Lp",
        "outputId": "1acca0f0-cfb4-4594-c3c8-3bc13ff2127c"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading skin-cancer-mnist-ham10000.zip to /content\n",
            "100% 5.20G/5.20G [03:56<00:00, 23.8MB/s]\n",
            "100% 5.20G/5.20G [03:56<00:00, 23.6MB/s]\n"
          ]
        }
      ],
      "source": [
        "!kaggle datasets download -d kmader/skin-cancer-mnist-ham10000\n",
        "with zipfile.ZipFile(\"/content/skin-cancer-mnist-ham10000.zip\", 'r') as zip_ref:\n",
        "    zip_ref.extractall(\".\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "fYh8-59oECcd"
      },
      "outputs": [],
      "source": [
        "!mv /content/HAM10000_images_part_1/*.jpg /content/HAM10000_images_part_2"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iuyoZ4-Gygv9"
      },
      "source": [
        "## Configuration variables\n",
        "\n",
        "Index | Recommended configuration\n",
        ":---: | :---:\n",
        "1 | Rotation up to 20º<br>shear up to 15º<br>Horizontal and vertical flip<br>Vertical and horizontal shift up to 20%<br>Zoom out up to 20%\n",
        "2 | Rotation up to 15º<br>Vertical and horizontal flip<br>Image resize up to 10%"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "wK0wsZE6ygCz"
      },
      "outputs": [],
      "source": [
        "#@title Configurations { display-mode: \"form\" }\n",
        "#@markdown # Environment\n",
        "csvMetadataPath = \"/content/HAM10000_metadata.csv\" #@param {type:\"string\"}\n",
        "imagesPath = \"/content/HAM10000_images_part_2/\" #@param {type:\"string\"}\n",
        "savePath = \"/content/gdrive/MyDrive/PUC/TCC/Notebooks/\" #@param {type:\"string\"}\n",
        "saveName = \"resnetDataAugmentationTransf\"        #@param {type:\"string\"}\n",
        "\n",
        "#@markdown ## Model architecture\n",
        "architecture = \"resNetV2\"       #@param [\"convNeXt\", \"resNetV2\", \"xception\"]\n",
        "\n",
        "#@markdown ## Height and weight of images to be crop\n",
        "#h, w = 299,299                  #@param [[224,224],[299,299]]{type:\"raw\"}\n",
        "#@markdown 299x299 if xception, else 224x224\n",
        "if architecture == \"xception\":\n",
        "    h, w = 299,299\n",
        "else:\n",
        "    h, w = 224,224\n",
        "#@markdown ## Transfer learning from imagenet\n",
        "transferLearning = True        #@param {type:\"boolean\"}\n",
        "freezeLayers = True            #@param {type:\"boolean\"}\n",
        "\n",
        "#@markdown ## Remove duplicates\n",
        "#@markdown False = 10015 images, True = 7470 images\n",
        "removeDuplicates = True         #@param {type:\"boolean\"}\n",
        "balanceClasses = False           #@param {type:\"boolean\"}\n",
        "\n",
        "#@markdown ## Segmentation\n",
        "segmentation = False            #@param {type:\"boolean\"}\n",
        "\n",
        "#@markdown ## Data augmentation\n",
        "dataAugmentation = True        #@param {type:\"boolean\"}\n",
        "rotation = .45                  #@param {type:\"slider\", min:0, max:3.6, step: 0.01}\n",
        "widthShift = 0.1                #@param {type:\"slider\", min:0, max:3.6, step: 0.01}\n",
        "heightShift = 0.1               #@param {type:\"slider\", min:0, max:3.6, step: 0.01}\n",
        "channelShift = .15              #@param {type:\"slider\", min:0, max:0.5, step: 0.01}\n",
        "shear = .2                      #@param {type:\"slider\", min:0, max:0.5, step: 0.01}\n",
        "zoom = 0.05                     #@param {type:\"slider\", min:0, max:0.5, step: 0.01}\n",
        "hFlip,vFlip = True,True         #@param [\"True,True\", \"True,False\", \"False,True\", \"False,False\"] {type:\"raw\"}\n",
        "fill = 'nearest'                #@param [\"constant\", \"nearest\", \"reflect\", \"wrap\"]\n",
        "#@markdown Case the previous is constant\n",
        "cval = .5                       #@param {type:\"slider\", min:0, max:0.5, step: 0.01}\n",
        "minBright = 0.1                 #@param [{type:\"slider\", min:0, max:1, step: 0.01}\n",
        "maxBright = 1.1                 #@param [{type:\"slider\", min:1, max:2, step: 0.01}\n",
        "bright = [minBright,maxBright]\n",
        "\n",
        "#@markdown ### Normalization\n",
        "featureCenter = False           #@param {type:\"boolean\"}\n",
        "sampleCenter = False            #@param {type:\"boolean\"}\n",
        "featureStdNorm = False          #@param {type:\"boolean\"}\n",
        "sampleStdNorm = False           #@param {type:\"boolean\"}\n",
        "zcaWhitening = False            #@param {type:\"boolean\"}\n",
        "#@markdown ### Separate from imageDataGenerator\n",
        "standardScalerNorm = False      #@param {type:\"boolean\"}\n",
        "minMaxScalerNorm = False        #@param {type:\"boolean\"}\n",
        "\n",
        "#@markdown ## Model configuration\n",
        "epochs = 10                      #@param {type:\"slider\", min:1, max:100, step:1}\n",
        "batchSize = 8                   #@param {type:\"slider\", min:1, max:64, step:1}\n",
        "customOptimizer = False         #@param {type:\"boolean\"}\n",
        "useCallback = False             #@param {type:\"boolean\"}\n",
        "\n",
        "cancerType = {\n",
        "    'akiec': 0, # 0.0 - 'Doenca de Bowens'\n",
        "    'bcc': 1, # 1.0 - 'Carcinoma basocelular'\n",
        "    'bkl': 2, # 2.0 - 'Keratose benigna'\n",
        "    'df': 3, # 3.0 - 'Dermatofibroma'\n",
        "    'vasc': 4, # 4.0 - 'Lesao vascular'\n",
        "    'mel': 5, # 5.0 - 'Melanoma'\n",
        "    'nv': 6  # 6.0 - 'Nevo melanocitico'\n",
        "}\n",
        "totalClasses = len(cancerType)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "B_swJdui_gsF"
      },
      "source": [
        "# Dataset import (CSV Metadata)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "vWRqA6em_lA8",
        "outputId": "f0f9d7ae-8c84-45ec-b118-4e14b85cbd73"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      lesionId       imageId cancerId\n",
              "0  HAM_0000118  ISIC_0027419      bkl\n",
              "1  HAM_0000118  ISIC_0025030      bkl\n",
              "2  HAM_0002730  ISIC_0026769      bkl\n",
              "3  HAM_0002730  ISIC_0025661      bkl\n",
              "4  HAM_0001466  ISIC_0031633      bkl"
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          },
          "metadata": {},
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        }
      ],
      "source": [
        "datasetMetadata = pd.read_csv(csvMetadataPath)\n",
        "datasetMetadata = datasetMetadata.drop(columns=['dx_type','age','sex','localization']) # Non-utilized columns\n",
        "datasetMetadata = datasetMetadata.rename(columns={\"lesion_id\": \"lesionId\",\n",
        "                                                  \"image_id\": \"imageId\",\n",
        "                                                  \"dx\": \"cancerId\"})\n",
        "datasetMetadata.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "O9THGK5kOWv-"
      },
      "outputs": [],
      "source": [
        "datasetMetadata['duplicate'] = datasetMetadata['lesionId']      # Creating a column to indicate if the lesion has more than one image\n",
        "\n",
        "uniqueLesions = datasetMetadata.groupby('lesionId').count()     # Counts the number of lesions for each id\n",
        "uniqueLesions = uniqueLesions[uniqueLesions['imageId'] == 1]    # Filter lesions which ones have unique id\n",
        "uniqueLesions.reset_index(inplace = True)                       # Add default index column\n",
        "uniqueLesions = uniqueLesions['lesionId'].values.tolist()       # Extracts the indexes into a list\n",
        "\n",
        "datasetMetadata['duplicate'] = datasetMetadata['lesionId'].apply(lambda x: False if x in uniqueLesions else True) # Fill the rows indicating if the lesion has a duplicated image\n",
        "datasetMetadata['duplicate'].value_counts()\n",
        "del uniqueLesions"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qE6Eucogc4Gw"
      },
      "source": [
        "Removing Duplicates"
      ]
    },
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      "execution_count": 5,
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          "data": {
            "text/plain": [
              "      lesionId       imageId cancerId  duplicate\n",
              "0  HAM_0000118  ISIC_0027419      bkl       True\n",
              "2  HAM_0002730  ISIC_0026769      bkl       True\n",
              "4  HAM_0001466  ISIC_0031633      bkl       True\n",
              "6  HAM_0002761  ISIC_0029176      bkl       True\n",
              "8  HAM_0005132  ISIC_0025837      bkl       True"
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              "      <th>0</th>\n",
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              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-2a0f5fd9-6551-40e8-aad6-7f4f714a838c button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-2a0f5fd9-6551-40e8-aad6-7f4f714a838c');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ],
      "source": [
        "if removeDuplicates: # Adjusted to get only one of the duplicates and non duplicates\n",
        "    datasetMetadata = datasetMetadata[~((datasetMetadata['lesionId'].duplicated()) & (datasetMetadata['duplicate']))]\n",
        "datasetMetadata.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 654
        },
        "id": "SrYBPrkGGwIw",
        "outputId": "4d0c638d-4e5a-48bc-e625-5696870d0c78"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "cancerId\n",
            "df         73\n",
            "vasc       98\n",
            "akiec     228\n",
            "bcc       327\n",
            "mel       614\n",
            "bkl       727\n",
            "nv       5403\n",
            "dtype: int64\n",
            "Total:  7470\n"
          ]
        }
      ],
      "source": [
        "labelSize = datasetMetadata.groupby('cancerId').size().sort_values() # Sort and order every cancer class\n",
        "\n",
        "ax = labelSize.plot.barh()\n",
        "\n",
        "for i, v in enumerate(labelSize):\n",
        "    ax.text(v + 3, i + .25, str(v) + ' (' + str(round(v/datasetMetadata.shape[0]*100, 2)) + '%)') # Set the percentage of each cancer class\n",
        "plt.title('Dataset Statistics')\n",
        "plt.ylabel('Cancer Type')\n",
        "plt.xlabel('Total Images')\n",
        "plt.show()\n",
        "\n",
        "print(labelSize)\n",
        "print(\"Total: \", labelSize.sum())\n",
        "del labelSize"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "zrjawKPGCCFt",
        "outputId": "b5b2be0a-aa98-49cb-deda-2da8c9eb6ebb"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      lesionId       imageId  cancerId  duplicate\n",
              "0  HAM_0000118  ISIC_0027419         2       True\n",
              "2  HAM_0002730  ISIC_0026769         2       True\n",
              "4  HAM_0001466  ISIC_0031633         2       True\n",
              "6  HAM_0002761  ISIC_0029176         2       True\n",
              "8  HAM_0005132  ISIC_0025837         2       True"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-a55fb7cc-c732-422c-b2fd-58e911598ea1\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>lesionId</th>\n",
              "      <th>imageId</th>\n",
              "      <th>cancerId</th>\n",
              "      <th>duplicate</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>HAM_0000118</td>\n",
              "      <td>ISIC_0027419</td>\n",
              "      <td>2</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>HAM_0002730</td>\n",
              "      <td>ISIC_0026769</td>\n",
              "      <td>2</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>HAM_0001466</td>\n",
              "      <td>ISIC_0031633</td>\n",
              "      <td>2</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>HAM_0002761</td>\n",
              "      <td>ISIC_0029176</td>\n",
              "      <td>2</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>HAM_0005132</td>\n",
              "      <td>ISIC_0025837</td>\n",
              "      <td>2</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a55fb7cc-c732-422c-b2fd-58e911598ea1')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-a55fb7cc-c732-422c-b2fd-58e911598ea1 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-a55fb7cc-c732-422c-b2fd-58e911598ea1');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ],
      "source": [
        "datasetMetadata['cancerId'] = datasetMetadata['cancerId'].map(cancerType) # Map each class into an integer\n",
        "datasetMetadata.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "psdovo08Q8Nu"
      },
      "source": [
        "# Dataset import (Imgs)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vNR9jkwco5Pp"
      },
      "source": [
        "Path to the dataset images\n",
        "\n",
        "\"/content/gdrive/MyDrive/PUC/TCC/Datasets/ham10000/imgs/<imgId>.jpg\""
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kIBPw66BJMih",
        "outputId": "f093cca6-7190-477b-8a73-3e87cd8f5999"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1000\n",
            "2000\n",
            "3000\n",
            "4000\n",
            "5000\n",
            "6000\n",
            "7000\n"
          ]
        }
      ],
      "source": [
        "images = []\n",
        "loadedImages = 0\n",
        "\n",
        "for index, row in datasetMetadata.iterrows():\n",
        "    img = cv2.imread(''.join([imagesPath, row['imageId'], '.jpg'])) # Collect the image from drive\n",
        "    img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)                      # Invert color BGR => RGB\n",
        "    img = cv2.resize(img, (h, w))                                   # Resize the image according to params provided\n",
        "    images.append(img)\n",
        "\n",
        "    loadedImages = loadedImages + 1\n",
        "    if loadedImages % 1000 == 0:\n",
        "        print(loadedImages)\n",
        "del loadedImages, img"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 561
        },
        "id": "YLbcmS9zWf0F",
        "outputId": "8db24030-44ce-4e69-f16d-afce710ca620"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "7470\n",
            "lesionId      HAM_0000118\n",
            "imageId      ISIC_0027419\n",
            "cancerId                2\n",
            "duplicate            True\n",
            "Name: 0, dtype: object\n",
            "(224, 224, 3)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.imshow(images[0])\n",
        "print(len(images))\n",
        "print(datasetMetadata.iloc[0])\n",
        "print(images[0].shape)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OPCe8saYY5hx"
      },
      "source": [
        "# Images treatment"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d5fVC1hTDxmK"
      },
      "source": [
        "\n",
        "1. Split train/val/test sets\n",
        "1. Data augmentation (training set)\n",
        "1. Segmentation (all sets)\n",
        "1. Np array\n",
        "1. Normalization (all sets, fit by training)\n",
        "1. Reshape / toCategorical"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "m9q4nWYQeNU0"
      },
      "source": [
        "Spliting in training, validation and test balancing the batches by the cancer id:\n",
        "\n",
        "Train set = 70%\n",
        "\n",
        "Validation set = 10%\n",
        "\n",
        "Test set = 20%"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bLemfETheP3T",
        "outputId": "000f7078-00ec-433e-b6c7-8c94fc5a3ddf"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Train set size:  5229\n",
            "Validation set size:  747\n",
            "Test set size:  1494\n"
          ]
        }
      ],
      "source": [
        "XTrainVal, XTest, YTrainVal, YTest = train_test_split(images,\n",
        "                                                      datasetMetadata['cancerId'],\n",
        "                                                      test_size = 0.2,\n",
        "                                                      train_size = 0.8,\n",
        "                                                      stratify = datasetMetadata['cancerId'])\n",
        "del images, datasetMetadata\n",
        "XTrain, XVal, YTrain, YVal = train_test_split(XTrainVal,\n",
        "                                              YTrainVal,\n",
        "                                              test_size = 0.125,\n",
        "                                              train_size = 0.875,\n",
        "                                              stratify = YTrainVal)\n",
        "del XTrainVal, YTrainVal\n",
        "\n",
        "print('Train set size: ', YTrain.size)\n",
        "print('Validation set size: ', YVal.size)\n",
        "print('Test set size: ', YTest.size)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XhbtolGj2wCm"
      },
      "source": [
        "Information of each class in every set"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "id": "AYZFq-dp5Zya",
        "outputId": "bc934be1-9315-487e-c275-55398077d5b9"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "labelSize = YTrain.value_counts()\n",
        "labelSize.index = labelSize.index.map(lambda x: list(cancerType.keys())[list(cancerType.values()).index(x)])\n",
        "labelSize = labelSize.sort_values()\n",
        "\n",
        "ax = labelSize.plot.barh()\n",
        "\n",
        "for i, v in enumerate(labelSize):\n",
        "    ax.text(v + 3, i + .25, str(v) + ' (' + str(round(v/YTrain.shape[0]*100, 2)) + '%)')\n",
        "plt.title('Training set')\n",
        "plt.ylabel('Cancer Type')\n",
        "plt.xlabel('Total Images')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "id": "_CVQ7g2B5ZoH",
        "outputId": "6670ecaf-2212-4b5e-8a8e-edfe6eef5f2e"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "labelSize = YVal.value_counts()\n",
        "labelSize.index = labelSize.index.map(lambda x: list(cancerType.keys())[list(cancerType.values()).index(x)])\n",
        "labelSize = labelSize.sort_values()\n",
        "\n",
        "ax = labelSize.plot.barh()\n",
        "\n",
        "for i, v in enumerate(labelSize):\n",
        "    ax.text(v + 3, i + .25, str(v) + ' (' + str(round(v/YVal.shape[0]*100, 2)) + '%)')\n",
        "plt.title('Validation set')\n",
        "plt.ylabel('Cancer Type')\n",
        "plt.xlabel('Total Images')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "id": "3PL4otIPEYvd",
        "outputId": "0633c157-e23a-4ec8-f831-f0d9fa59e79a"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "labelSize = YTest.value_counts()\n",
        "labelSize.index = labelSize.index.map(lambda x: list(cancerType.keys())[list(cancerType.values()).index(x)])\n",
        "labelSize = labelSize.sort_values()\n",
        "\n",
        "ax = labelSize.plot.barh()\n",
        "\n",
        "for i, v in enumerate(labelSize):\n",
        "    ax.text(v + 3, i + .25, str(v) + ' (' + str(round(v/YTest.shape[0]*100, 2)) + '%)')\n",
        "plt.title('Test set')\n",
        "plt.ylabel('Cancer Type')\n",
        "plt.xlabel('Total Images')\n",
        "plt.show()\n",
        "del labelSize, ax"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "utpkQiY2dD58"
      },
      "source": [
        "Data augmentation - Only be applied in the training set\n",
        "\n",
        "Batchsize formula = round((class with most images / current class) - 1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "id": "NpkTWTo6rT2D"
      },
      "outputs": [],
      "source": [
        "if dataAugmentation:\n",
        "    datagen = ImageDataGenerator(\n",
        "        # Normalizations\n",
        "        featurewise_center = featureCenter,\n",
        "        samplewise_center = sampleCenter,\n",
        "        featurewise_std_normalization = featureStdNorm,\n",
        "        samplewise_std_normalization = sampleStdNorm,\n",
        "        zca_whitening = zcaWhitening,\n",
        "        # Image modifications\n",
        "        rotation_range = rotation,\n",
        "        zoom_range = zoom,\n",
        "        channel_shift_range = channelShift,\n",
        "        fill_mode = fill,\n",
        "        cval = cval,\n",
        "        width_shift_range = widthShift,\n",
        "        height_shift_range = heightShift,\n",
        "        horizontal_flip = hFlip,\n",
        "        brightness_range = bright,\n",
        "        shear_range = shear,\n",
        "        vertical_flip = vFlip\n",
        "    )\n",
        "    if featureCenter or featureStdNorm or zcaWhitening:\n",
        "        datagen.fit(XTrain)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "id": "sEb-yUHLdwSV"
      },
      "outputs": [],
      "source": [
        "if dataAugmentation:\n",
        "    batch_sizes = {\n",
        "        0: 23,\n",
        "        1: 15,\n",
        "        2: 6,\n",
        "        3: 73,\n",
        "        4: 55,\n",
        "        5: 9,\n",
        "        6: 0\n",
        "    }\n",
        "    augmented_images = []\n",
        "    augmented_labels = []\n",
        "    for image, label in zip(XTrain, YTrain):\n",
        "        augmented_images.append(image)\n",
        "        augmented_labels.append(label)\n",
        "\n",
        "        if batch_sizes[label] > 0:\n",
        "            image = np.expand_dims(image, axis=0)  # 3D -> 4D\n",
        "            augmented = datagen.flow(image, batch_size=batch_sizes[label]) # Generate the image batch\n",
        "\n",
        "            for i in range(batch_sizes[label]): # Iterate over the batch and append the images\n",
        "                augmented_images.append(np.squeeze(augmented.next(), axis=0).astype('uint8'))\n",
        "                augmented_labels.append(label)\n",
        "\n",
        "    XTrain = augmented_images\n",
        "    YTrain = pd.Series(augmented_labels)\n",
        "    del augmented_labels, augmented_images, batch_sizes"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "id": "GsPLNia-8AiU",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "outputId": "0399bbc3-76a9-4738-ddf0-8df88a44b70e"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "if dataAugmentation:\n",
        "    labelSize = YTrain.value_counts()\n",
        "    labelSize.index = labelSize.index.map(lambda x: list(cancerType.keys())[list(cancerType.values()).index(x)])\n",
        "    labelSize = labelSize.sort_values()\n",
        "\n",
        "    ax = labelSize.plot.barh()\n",
        "\n",
        "    for i, v in enumerate(labelSize):\n",
        "        ax.text(v + 3, i + .25, str(v) + ' (' + str(round(v/YTrain.shape[0]*100, 2)) + '%)')\n",
        "    plt.title('Training Set With Data Augmentation')\n",
        "    plt.ylabel('Cancer Type')\n",
        "    plt.xlabel('Total')\n",
        "    plt.show()\n",
        "    del labelSize, ax"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4GdRR7cpdUtX"
      },
      "source": [
        "Segmentation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "id": "7Grmnw8qdTz8"
      },
      "outputs": [],
      "source": [
        "def segmentImg(img, alpha = 1.0, kernelMask = (5, 5), kernelSoftMask = (21, 21)):\n",
        "    grayImg = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
        "    softenedImg = cv2.GaussianBlur(grayImg, kernelMask, 0)                                # Apply softened filter to reduce noise\n",
        "    _, mask = cv2.threshold(softenedImg, 0, 255, cv2.THRESH_BINARY_INV + cv2.THRESH_OTSU) # Thresholding algorithm to create mask\n",
        "    softenedMask = cv2.GaussianBlur(mask, kernelSoftMask, 0)                              # Smoothing filter\n",
        "    segmentedImg = cv2.bitwise_and(img, img, mask = softenedMask)                         # Apply mask\n",
        "    beta = 1.0 - alpha # Beta = weight for original image, alpha = Weight for segmented image - 0 for highlight only the lesion, 1 for original image\n",
        "    return cv2.addWeighted(img, alpha, segmentedImg, beta, 0)                             # Merge segmented image and original image weighted\n",
        "\n",
        "def segmentImgList(imgs):\n",
        "    for i in range(len(imgs)):\n",
        "        imgs[i] = segmentImg(imgs[i])\n",
        "    return imgs\n",
        "\n",
        "if segmentation:\n",
        "    XTrain = segmentImgList(XTrain)\n",
        "    XVal = segmentImgList(XVal)\n",
        "    XTest = segmentImgList(XTest)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "L6zYWVOXgC0J"
      },
      "source": [
        "Transform datasets into np arrays"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "id": "1C_uIIkj-Z-7"
      },
      "outputs": [],
      "source": [
        "XTrain = np.array(XTrain)\n",
        "XTrain = XTrain.reshape(XTrain.shape[0], h * w * 3) # 4d -> 2d\n",
        "\n",
        "XVal = np.array(XVal)\n",
        "XVal = XVal.reshape(XVal.shape[0], h * w * 3) # 4d -> 2d\n",
        "\n",
        "XTest = np.array(XTest)\n",
        "XTest = XTest.reshape(XTest.shape[0], h * w * 3) # 4d -> 2d"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qkJy_BxZdoTz"
      },
      "source": [
        "Normalization"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uMHsqqWLdn8V",
        "outputId": "a77b0192-eba2-4216-cf45-8a33b2f253ef"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(1494, 150528)\n",
            "(26708, 150528)\n",
            "(747, 150528)\n",
            "0    6\n",
            "1    6\n",
            "2    6\n",
            "3    6\n",
            "4    6\n",
            "dtype: int64\n"
          ]
        }
      ],
      "source": [
        "if minMaxScalerNorm:\n",
        "    minMaxScaler = MinMaxScaler()\n",
        "    minMaxScaler.fit(np.asarray(XTrain))\n",
        "\n",
        "    XTrain = minMaxScaler.transform(XTrain)\n",
        "    XVal = minMaxScaler.transform(XVal)\n",
        "    XTest = minMaxScaler.transform(XTest)\n",
        "elif standardScalerNorm:\n",
        "    standardScaler = StandardScaler()\n",
        "    standardScaler.fit(np.asarray(XTrain))\n",
        "\n",
        "    XTrain = standardScaler.transform(XTrain)\n",
        "    XVal = standardScaler.transform(XVal)\n",
        "    XTest = standardScaler.transform(XTest)\n",
        "\n",
        "print(np.shape(XTest))\n",
        "print(np.shape(XTrain))\n",
        "print(np.shape(XVal))\n",
        "print(YTrain.head())"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BXbxLdHMdlvD"
      },
      "source": [
        "Resize and input adaptation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6GOF05mmeT_v",
        "outputId": "0f483b7d-119c-4978-e4a6-883d1b1e5b95"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "26708\n",
            "747\n",
            "1494\n",
            "(224, 224, 3)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "dtype('float32')"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ],
      "source": [
        "print(XTrain.shape[0])\n",
        "print(XVal.shape[0])\n",
        "print(XTest.shape[0])\n",
        "\n",
        "XTrain = XTrain.reshape(XTrain.shape[0], h, w, 3).astype('float32')\n",
        "XVal = XVal.reshape(XVal.shape[0], h, w, 3).astype('float32')\n",
        "XTest = XTest.reshape(XTest.shape[0], h, w, 3).astype('float32')\n",
        "\n",
        "YTrain = np_utils.to_categorical(YTrain)\n",
        "YVal = np_utils.to_categorical(YVal)\n",
        "YTest = np_utils.to_categorical(YTest)\n",
        "\n",
        "print(XTrain[0].shape)\n",
        "XTrain.dtype"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gjwFM-cJZS3m"
      },
      "source": [
        "# Model training"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ABMk_62CdweF"
      },
      "source": [
        "Loading pre treined model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "id": "sAN7huVP5Pf_",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a6a542f8-5026-40e6-e2a9-8caa74536c6d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50v2_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
            "94668760/94668760 [==============================] - 6s 0us/step\n"
          ]
        }
      ],
      "source": [
        "with tf.device('/GPU:0'): # Using GPU processing on model\n",
        "    match architecture:\n",
        "        case \"convNeXt\":\n",
        "            model = tf.keras.applications.ConvNeXtBase(classes = totalClasses,\n",
        "                                                       include_top = False,\n",
        "                                                       input_shape = (h,w,3),\n",
        "                                                       weights = 'imagenet' if transferLearning else None)\n",
        "        case \"resNetV2\":\n",
        "            model = tf.keras.applications.ResNet50V2(classes = totalClasses,\n",
        "                                                     include_top = False,\n",
        "                                                     input_shape = (h,w,3),\n",
        "                                                     weights = 'imagenet' if transferLearning else None)\n",
        "        case \"xception\":\n",
        "            model = tf.keras.applications.Xception(classes = totalClasses,\n",
        "                                                   include_top = False,\n",
        "                                                   input_shape = (h,w,3),\n",
        "                                                   weights = 'imagenet' if transferLearning else None)\n",
        "        case _:\n",
        "            raise Exception(\"model not configured or non existent\")\n",
        "\n",
        "    if freezeLayers:\n",
        "        for layer in model.layers:\n",
        "            layer.trainable = False\n",
        "\n",
        "    model = tf.keras.Model(inputs = model.input,\n",
        "                           outputs = tf.keras.layers.Dense(totalClasses,\n",
        "                                                           activation = 'softmax')(tf.keras.layers.Flatten()(model.output)))\n",
        "\n",
        "    if customOptimizer:\n",
        "        model.compile(optimizer = AdamW(amsgrad = True,\n",
        "                          beta_1 = 0.9 if transferLearning else 0.8,\n",
        "                          beta_2 = 0.999 if transferLearning else 0.99,\n",
        "                          learning_rate = 0.00001 if transferLearning else 0.001,\n",
        "                          weight_decay = 0.04 if dataAugmentation else 0.0004),\n",
        "                      loss = \"categorical_crossentropy\",\n",
        "                      metrics = [tf.keras.metrics.Accuracy(),\n",
        "                                 tf.keras.metrics.AUC(),\n",
        "                                 tf.keras.metrics.Recall(),\n",
        "                                 tf.keras.metrics.Precision(),\n",
        "                                 tf.keras.metrics.FalsePositives(),\n",
        "                                 tf.keras.metrics.FalseNegatives(),\n",
        "                                 tf.keras.metrics.TrueNegatives(),\n",
        "                                 tf.keras.metrics.TruePositives()])\n",
        "    else:\n",
        "        model.compile(optimizer = \"adam\",\n",
        "                      loss = \"categorical_crossentropy\",\n",
        "                      metrics = [tf.keras.metrics.Accuracy(),\n",
        "                                 tf.keras.metrics.AUC(),\n",
        "                                 tf.keras.metrics.Recall(),\n",
        "                                 tf.keras.metrics.Precision(),\n",
        "                                 tf.keras.metrics.FalsePositives(),\n",
        "                                 tf.keras.metrics.FalseNegatives(),\n",
        "                                 tf.keras.metrics.TrueNegatives(),\n",
        "                                 tf.keras.metrics.TruePositives()])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "id": "y3kSK2-eFD26"
      },
      "outputs": [],
      "source": [
        "gc.collect()\n",
        "plt.close('all')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rLvmetFYj1EU"
      },
      "source": [
        "Training the model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YBQlworRS5M-",
        "outputId": "a487ba36-ac59-4968-f8e5-8dbee8f6c14b"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/10\n",
            "3339/3339 - 32s - loss: 561.1734 - accuracy: 0.7899 - auc: 0.6399 - recall: 0.3803 - precision: 0.3803 - false_positives: 16552.0000 - false_negatives: 16552.0000 - true_negatives: 143696.0000 - true_positives: 10156.0000 - val_loss: 631.5671 - val_accuracy: 0.8635 - val_auc: 0.7349 - val_recall: 0.5435 - val_precision: 0.5435 - val_false_positives: 341.0000 - val_false_negatives: 341.0000 - val_true_negatives: 4141.0000 - val_true_positives: 406.0000 - 32s/epoch - 10ms/step\n",
            "Epoch 2/10\n",
            "3339/3339 - 24s - loss: 566.9313 - accuracy: 0.8229 - auc: 0.6841 - recall: 0.4570 - precision: 0.4570 - false_positives: 14502.0000 - false_negatives: 14502.0000 - true_negatives: 145746.0000 - true_positives: 12206.0000 - val_loss: 400.1119 - val_accuracy: 0.8906 - val_auc: 0.7921 - val_recall: 0.6412 - val_precision: 0.6412 - val_false_positives: 268.0000 - val_false_negatives: 268.0000 - val_true_negatives: 4214.0000 - val_true_positives: 479.0000 - 24s/epoch - 7ms/step\n",
            "Epoch 3/10\n",
            "3339/3339 - 24s - loss: 523.7222 - accuracy: 0.8367 - auc: 0.7072 - recall: 0.4958 - precision: 0.4958 - false_positives: 13466.0000 - false_negatives: 13466.0000 - true_negatives: 146782.0000 - true_positives: 13242.0000 - val_loss: 558.4316 - val_accuracy: 0.9214 - val_auc: 0.8423 - val_recall: 0.7296 - val_precision: 0.7296 - val_false_positives: 202.0000 - val_false_negatives: 202.0000 - val_true_negatives: 4280.0000 - val_true_positives: 545.0000 - 24s/epoch - 7ms/step\n",
            "Epoch 4/10\n",
            "3339/3339 - 24s - loss: 494.7325 - accuracy: 0.8473 - auc: 0.7249 - recall: 0.5269 - precision: 0.5269 - false_positives: 12635.0000 - false_negatives: 12635.0000 - true_negatives: 147613.0000 - true_positives: 14073.0000 - val_loss: 524.5628 - val_accuracy: 0.8856 - val_auc: 0.7783 - val_recall: 0.6198 - val_precision: 0.6198 - val_false_positives: 284.0000 - val_false_negatives: 284.0000 - val_true_negatives: 4198.0000 - val_true_positives: 463.0000 - 24s/epoch - 7ms/step\n",
            "Epoch 5/10\n",
            "3339/3339 - 24s - loss: 464.5551 - accuracy: 0.8530 - auc: 0.7348 - recall: 0.5434 - precision: 0.5434 - false_positives: 12196.0000 - false_negatives: 12196.0000 - true_negatives: 148052.0000 - true_positives: 14512.0000 - val_loss: 440.5822 - val_accuracy: 0.9088 - val_auc: 0.8235 - val_recall: 0.6975 - val_precision: 0.6975 - val_false_positives: 226.0000 - val_false_negatives: 226.0000 - val_true_negatives: 4256.0000 - val_true_positives: 521.0000 - 24s/epoch - 7ms/step\n",
            "Epoch 6/10\n",
            "3339/3339 - 24s - loss: 460.9105 - accuracy: 0.8616 - auc: 0.7486 - recall: 0.5670 - precision: 0.5670 - false_positives: 11565.0000 - false_negatives: 11565.0000 - true_negatives: 148683.0000 - true_positives: 15143.0000 - val_loss: 497.1089 - val_accuracy: 0.9116 - val_auc: 0.8297 - val_recall: 0.7068 - val_precision: 0.7068 - val_false_positives: 219.0000 - val_false_negatives: 219.0000 - val_true_negatives: 4263.0000 - val_true_positives: 528.0000 - 24s/epoch - 7ms/step\n",
            "Epoch 7/10\n",
            "3339/3339 - 24s - loss: 434.5707 - accuracy: 0.8659 - auc: 0.7567 - recall: 0.5809 - precision: 0.5809 - false_positives: 11194.0000 - false_negatives: 11194.0000 - true_negatives: 149054.0000 - true_positives: 15514.0000 - val_loss: 772.1986 - val_accuracy: 0.8734 - val_auc: 0.7516 - val_recall: 0.5730 - val_precision: 0.5730 - val_false_positives: 319.0000 - val_false_negatives: 319.0000 - val_true_negatives: 4163.0000 - val_true_positives: 428.0000 - 24s/epoch - 7ms/step\n",
            "Epoch 8/10\n",
            "3339/3339 - 24s - loss: 440.8731 - accuracy: 0.8693 - auc: 0.7619 - recall: 0.5899 - precision: 0.5899 - false_positives: 10952.0000 - false_negatives: 10952.0000 - true_negatives: 149296.0000 - true_positives: 15756.0000 - val_loss: 581.2057 - val_accuracy: 0.9139 - val_auc: 0.8305 - val_recall: 0.7082 - val_precision: 0.7082 - val_false_positives: 218.0000 - val_false_negatives: 218.0000 - val_true_negatives: 4264.0000 - val_true_positives: 529.0000 - 24s/epoch - 7ms/step\n",
            "Epoch 9/10\n",
            "3339/3339 - 24s - loss: 433.0308 - accuracy: 0.8745 - auc: 0.7706 - recall: 0.6049 - precision: 0.6049 - false_positives: 10551.0000 - false_negatives: 10551.0000 - true_negatives: 149697.0000 - true_positives: 16157.0000 - val_loss: 641.1812 - val_accuracy: 0.8910 - val_auc: 0.7861 - val_recall: 0.6332 - val_precision: 0.6332 - val_false_positives: 274.0000 - val_false_negatives: 274.0000 - val_true_negatives: 4208.0000 - val_true_positives: 473.0000 - 24s/epoch - 7ms/step\n",
            "Epoch 10/10\n",
            "3339/3339 - 24s - loss: 417.8107 - accuracy: 0.8766 - auc: 0.7741 - recall: 0.6112 - precision: 0.6112 - false_positives: 10384.0000 - false_negatives: 10384.0000 - true_negatives: 149864.0000 - true_positives: 16324.0000 - val_loss: 538.5657 - val_accuracy: 0.9180 - val_auc: 0.8399 - val_recall: 0.7256 - val_precision: 0.7256 - val_false_positives: 205.0000 - val_false_negatives: 205.0000 - val_true_negatives: 4277.0000 - val_true_positives: 542.0000 - 24s/epoch - 7ms/step\n"
          ]
        }
      ],
      "source": [
        "with tf.device('/GPU:0'):\n",
        "    history = model.fit(batch_size = batchSize,\n",
        "                        callbacks = [EarlyStopping(min_delta = 0.001, monitor = 'val_loss', patience=3)] if useCallback else None,\n",
        "                        class_weight = dict(enumerate(class_weight.compute_class_weight(class_weight = 'balanced',\n",
        "                                                                                        classes = np.unique(YTrain.argmax(axis=1)),\n",
        "                                                                                        y = YTrain.argmax(axis=1)))) if balanceClasses else None,\n",
        "                        epochs = epochs,\n",
        "                        validation_data = (XVal, YVal),\n",
        "                        verbose = 2,\n",
        "                        x = XTrain,\n",
        "                        y = YTrain)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dVSWAlfrPH6F",
        "outputId": "feeb1aea-5054-4429-f1ee-28cfa0bb2465"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1533"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ],
      "source": [
        "del XTrain, YTrain\n",
        "gc.collect()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oUCTAqwtZXq_"
      },
      "source": [
        "# Statistics"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kNmDZmAyxftV"
      },
      "source": [
        "General eficiency"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "id": "WE7LL0zwxf1W",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "89d040f1-c900-471c-d123-8b817504a8db"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "47/47 [==============================] - 2s 19ms/step\n",
            "Test set evaluation:  [478.2261962890625, 0.9260852932929993, 0.8536088466644287, 0.7489959597587585, 0.7489959597587585, 375.0, 375.0, 8589.0, 1119.0]\n",
            "Validation set evaluation:  [538.329833984375, 0.9179575443267822, 0.8412942290306091, 0.7269076108932495, 0.7269076108932495, 204.0, 204.0, 4278.0, 543.0]\n"
          ]
        }
      ],
      "source": [
        "YPredicted = model.predict(XTest)\n",
        "print('Test set evaluation: ', model.evaluate(XTest, YTest, verbose = 0))\n",
        "print('Validation set evaluation: ', model.evaluate(XVal, YVal, verbose = 0))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8ecMbWGHewiC"
      },
      "source": [
        "Training epochs statistics"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "id": "zG7dLiHMewm8",
        "outputId": "b69e00d9-3c47-4d11-af76-a9879f432f81"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.plot(history.history['loss'])\n",
        "plt.plot(history.history['val_loss'])\n",
        "plt.title('Model loss')\n",
        "plt.ylabel('Loss')\n",
        "plt.xlabel('Epoch')\n",
        "plt.legend(['Train', 'Validation'], loc = 'upper right')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "id": "-6fp7bYdzv0q",
        "outputId": "0ab83753-0cd1-4b3b-b7cf-cc5877ec93eb"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.plot(history.history['accuracy'])\n",
        "plt.plot(history.history['val_accuracy'])\n",
        "plt.title('Model Accuracy')\n",
        "plt.ylabel('Accuracy')\n",
        "plt.xlabel('Epoch')\n",
        "plt.legend(['Train', 'Validation'], loc = 'upper right')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "id": "YReKDHGkz3Xz",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "outputId": "e6e8c14f-0174-4d1a-9306-1cf81300ea86"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.plot(history.history['auc'])\n",
        "plt.plot(history.history['val_auc'])\n",
        "plt.title('Model AUC')\n",
        "plt.ylabel('AUC')\n",
        "plt.xlabel('Epoch')\n",
        "plt.legend(['Train', 'Validation'], loc = 'upper right')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "id": "GuUAnpt0z3RI",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "outputId": "8bfe068e-6a12-4482-966f-503eb24d280f"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.plot(history.history['recall'])\n",
        "plt.plot(history.history['val_recall'])\n",
        "plt.title('Model Recall')\n",
        "plt.ylabel('Recall')\n",
        "plt.xlabel('Epoch')\n",
        "plt.legend(['Train', 'Validation'], loc = 'upper right')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "id": "LhBz5djBz3JR",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "outputId": "c919ee74-007e-4c33-df03-e01f05d7af77"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.plot(history.history['precision'])\n",
        "plt.plot(history.history['val_precision'])\n",
        "plt.title('Model Precision')\n",
        "plt.ylabel('Precision')\n",
        "plt.xlabel('Epoch')\n",
        "plt.legend(['Train', 'Validation'], loc = 'upper right')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6iW5m0D1ffgd"
      },
      "source": [
        "Confusion matrix"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "id": "iDiyZhCAfGEA",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 661
        },
        "outputId": "3f898d05-1d91-4082-9f92-7640c0b4009b"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "15392"
            ]
          },
          "metadata": {},
          "execution_count": 31
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "cm = confusion_matrix(YTest.argmax(axis = 1), YPredicted.argmax(axis = 1))\n",
        "\n",
        "labels = ['Bowens disease',\n",
        "          'Basal cell carcinoma',\n",
        "          'Benign keratosis',\n",
        "          'Dermatofibroma',\n",
        "          'Vascular lesion',\n",
        "          'Melanoma',\n",
        "          'Melanocytic nevi']\n",
        "dfCm = pd.DataFrame(cm, index = labels, columns = labels)\n",
        "\n",
        "sns.set(font_scale = 1.4) # Label size\n",
        "sns.heatmap(dfCm, annot = False, cmap = \"Reds\", annot_kws = {\"size\": 14}) # Font size\n",
        "\n",
        "for i in range(totalClasses):\n",
        "    for j in range(totalClasses):\n",
        "        text = plt.text(j + 0.5, i + 0.5, f\"{cm[i, j] / cm[i].sum() * 100:.2f}%\", # {cm[i, j]:0d} ({cm[i, j] / cm[i].sum() * 100:.2f}%)\n",
        "                        va = \"center\",\n",
        "                        ha = \"center\",\n",
        "                        color = \"darkBlue\",\n",
        "                        fontsize = 10)\n",
        "\n",
        "ax = plt.gca()\n",
        "ax.set_xticklabels(ax.get_xticklabels(), rotation = 45, ha = 'right')\n",
        "\n",
        "plt.title('Confusion Matrix')\n",
        "plt.ylabel('True label')\n",
        "plt.xlabel('Predicted label')\n",
        "del ax, cm, dfCm\n",
        "gc.collect()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qXrwgJEbw539"
      },
      "source": [
        "Metrics"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "id": "ZVGcTl2hsM88"
      },
      "outputs": [],
      "source": [
        "metrics = {\n",
        "    'Precision': precision_score(YTest.argmax(axis=1), YPredicted.argmax(axis=1), average=None),\n",
        "    'F1-score': f1_score(YTest.argmax(axis=1), YPredicted.argmax(axis=1), average=None),\n",
        "    'ROC AUC': roc_auc_score(YTest, YPredicted, average=None),\n",
        "    'Recall': recall_score(YTest.argmax(axis=1), YPredicted.argmax(axis=1), average=None)\n",
        "}\n",
        "\n",
        "cmMulti = multilabel_confusion_matrix(YTest.argmax(axis=1), YPredicted.argmax(axis=1))\n",
        "specificity = []\n",
        "for i in range(len(cmMulti)):\n",
        "    tn = cmMulti[i][0][0]\n",
        "    specificity.append(tn / (tn + cmMulti[i][0][1]))\n",
        "metrics[f'Specificity'] = specificity\n",
        "\n",
        "metrics[f'Confusion_Matrix'] = cmMulti\n",
        "del cmMulti, specificity"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {
        "id": "mOMGHwcqJpHg",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "7b1d6db0-8757-428e-d6c9-be48bd10b435"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Precision:\n",
            "\n",
            "       Label            Value  \n",
            "      Bowens disease  0.444444 \n",
            "Basal cell carcinoma  0.500000 \n",
            "    Benign keratosis  0.380952 \n",
            "      Dermatofibroma  0.037037 \n",
            "     Vascular lesion  0.444444 \n",
            "            Melanoma  0.527778 \n",
            "    Melanocytic nevi  0.864629 \n",
            "\n",
            "\n",
            "F1-score:\n",
            "\n",
            "       Label            Value  \n",
            "      Bowens disease  0.390244 \n",
            "Basal cell carcinoma  0.133333 \n",
            "    Benign keratosis  0.408946 \n",
            "      Dermatofibroma  0.057971 \n",
            "     Vascular lesion  0.275862 \n",
            "            Melanoma  0.389744 \n",
            "    Melanocytic nevi  0.889888 \n",
            "\n",
            "\n",
            "ROC AUC:\n",
            "\n",
            "       Label            Value  \n",
            "      Bowens disease  0.677163 \n",
            "Basal cell carcinoma  0.552043 \n",
            "    Benign keratosis  0.687130 \n",
            "      Dermatofibroma  0.580347 \n",
            "     Vascular lesion  0.598033 \n",
            "            Melanoma  0.645028 \n",
            "    Melanocytic nevi  0.772287 \n",
            "\n",
            "\n",
            "Recall:\n",
            "\n",
            "       Label            Value  \n",
            "      Bowens disease  0.347826 \n",
            "Basal cell carcinoma  0.076923 \n",
            "    Benign keratosis  0.441379 \n",
            "      Dermatofibroma  0.133333 \n",
            "     Vascular lesion  0.200000 \n",
            "            Melanoma  0.308943 \n",
            "    Melanocytic nevi  0.916667 \n",
            "\n",
            "\n",
            "Specificity:\n",
            "\n",
            "       Label            Value  \n",
            "      Bowens disease  0.986188 \n",
            "Basal cell carcinoma  0.996501 \n",
            "    Benign keratosis  0.922906 \n",
            "      Dermatofibroma  0.964841 \n",
            "     Vascular lesion  0.996608 \n",
            "            Melanoma  0.975201 \n",
            "    Melanocytic nevi  0.625604 \n",
            "\n",
            "\n",
            "Confusion_Matrix:\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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l5cWqVav4z3/+YxVMpqens3PnTiZMmGCx6WNRGDNmDGXKlGHHjh2MHTvWYsoJ4NixY3z11Vfm74v6Pe7cuTPt2rUjNTWVwYMHs2PHDovjSUlJLFq0iMjIyAKfwxaenp4MGjQIgBkzZpjveISsuz0//PBDdu3aRalSpRg2bFiRjiVbixYtcHNz4/z583z22WdkZGQAWRneH374gdmzZ9v98y1yq9KaJikWS5cuZevWrebvb9xyALJ+qU6ePNmiTZ8+fVi8eDGRkZH06dOH2rVr4+npydGjRzEYDLz55ps53kkWExPDggUL+Oijj6hcuTJVq1YlLS2N06dPc/XqVVxdXZk8ebL5L3BXV1deeeUV/u///o9ly5bx22+/UatWLWJjYzl//jwdO3akUqVKrFy50m7vh4+PD7NmzWLYsGFs376d++67jzp16uDt7c25c+fMa2JGjx5tblOvXj2+/PJLxowZw+LFi/nf//5H7dq1KV++PMnJyZw8edJ8V9uIESPsNtac1K9fn88//5yXXnqJkJAQ1q5dS7169fDw8DD/XGvUqMGQIUOA4nmPp02bxrBhw/jrr78YMGAAlStXplq1aly6dIlz586RkZHBggUL7LolQU5efPFFIiIiWLduHSNGjKBatWr4+voSFRVFYmIiLi4uvPXWW3bZusIWPj4+vPDCC8ycOZMvv/ySn376ierVq5sfS9S7d29Onjxp3kFfRHKnoEmKxdmzZy0yQ6VKlaJs2bK0bt2a++67j759+1r9tevp6ckPP/zAZ599xoYNG4iOjqZChQoEBwfz4osv5vqMtSeffJJKlSqxY8cOTp06xbFjx8jMzMTPz49WrVoxcOBAAgMDLdo88cQTVKhQgblz53Lo0CFOnDhBrVq1GDhwIAMHDszzNv+Catq0KatXr+a7774jNDSUqKgozp49S+XKlQkODjZPOd2obdu2rFmzhoULF7Jp0yaOHz/OqVOn8PLyomHDhrRr147g4OBiWSvTqVMn1qxZwzfffMPmzZuJjo7GYDBQuXJlOnbsyCOPPGJRv6jf40qVKvH999+zfPlyVq1axZEjRzh06BCVKlWiZcuWdOvWLcdnvtmbq6srn332GatXr+Z///sfhw4d4vDhw1SsWJF77rmHQYMG5frMuqIyZswYqlevzg8//EBkZCRRUVE0aNCAsWPH0rt3b/r371+s4xFxVgaTLQsSRERERG5zWtMkIiIiYgMFTSIiIiI2UNAkIiIiYgMFTSIiIiI2UNAkIiIiYgMFTSIiIiI20D5NIiIiki8HDhxg69at/P3334SHh5ufwLBhwwaLx2Hl5fjx4/Ts2ZOUlBSaNWvG4sWLc60bEhLCd999x5EjR4Cs500OGDCABx54INc2sbGxzJgxg7CwMGJjY/H19aVz586MGjXK4ukT+aGg6SZeNJRz9BBESpxZyacdPQSRksmzfJF2b8/fSbNMVwrc9osvvmDDhg0Fbp+ZmcnEiRPNTzHIy7Rp05g1axbu7u7cddddAPzxxx+89NJLREREMGbMGKs20dHR9O3bl4sXL1KvXj2Cg4M5cuQIixYtIjQ0lJ9++olq1arle9yanhMREXESLnZ8FUbz5s0ZNmwYX3zxBb///ju+vr75av/999+zd+9e+vbtm2e93bt3M2vWLMqVK8fy5cuZNWsWs2bNYvny5ZQrV46ZM2eyd+9eq3YTJ07k4sWL9OvXj5CQED799FNCQkLo168f58+fL/ATCBQ0iYiISL4MGTKEl156ieDgYKpWrZqvtqdPn2batGl07tyZHj165Fl37ty5QNYzHW98bmT9+vUZOnSoRZ1sBw4cYPv27VSoUIGJEydiMBgAMBgMTJw4kQoVKrBlyxYOHz6cr3GDgiYRERGn4WIw2O3lKP/5z38AmDRpUp71UlJSzA96z2ntUnbAtWXLFotpvo0bNwLQtWtXq2eaenh40LVrVwDWr1+f77EraBIREXESJWV6rqCWLFnCtm3bGDt27E3XFJ04cYKUlBQqVqxI9erVrY5Xr16dChUqcP36dU6cOGEuP3ToEECuD8bOfnB39qLy/NBCcBERESfhYscEUbdu3fI8XpiF3jk5f/48H3zwAc2aNePpp5++af3sO/L8/PxyrePn50d8fDwxMTEEBAQAEBMTA5DrtGF2f9n954cyTSIiIlLk3nrrLa5fv87bb7+Ni8vNw4+rV68CUKZMmVzreHp6ApCcnGzVLvuYLW1spUyTiIiIk7BnpsPemaS8rFq1io0bN/Liiy+aM0LOSEGTiIiIk3DkAu6CiouL491336VOnToMHz7c5nbZGaFr167lWic7q+Tl5WXVLvuYLW1spaBJREREisyff/7J5cuX8fT0ZPDgwRbHrlzJ2mDz2LFj9O/fH4BZs2bh5eVFjRo1ADh37lyufWcfu3GhePXq1Tl48CDnz5/Ps012//mhoElERMRJOPNC5Ojo6FwXXycnJ7Nz504AMjIyAKhbty4eHh5cvnyZmJgYqzvoYmJiiI+Pp3Tp0tStW9dc3qhRI9avX094eHiO5zpw4ABAgaYJnfn9FxERua24GOz3Ki7ZjzDJ6bVgwQIAmjVrZi4rVy7rUTEeHh506NABgDVr1lj1GxISAkDHjh1xd3c3l3fp0gWA0NBQUlJSLNqkpKQQGhpqHld+KWgSERGREil7Om/27NlERkaayyMjI5k9e7ZFnWxNmjShXbt2xMfHM2XKFEwmEwAmk4kpU6YQHx9Px44dCQwMzPd4ND0nIiLiJEpKpiMsLIyZM2eav09ISABg5MiR5qzPPffcw4gRIwp1nlatWjF06FBmz55Nr169zJmnrVu3kpKSwvDhw2nRooVVuylTptC3b19+/PFHdu3aRUBAAEeOHCEyMpIqVarwzjvvFGg8CppERESchKGE3D0XFxfHvn37rMqzd+MGqFevnl3ONXbsWAIDA1mwYAE7duwAoHHjxgwcODDHx6tA1iLv5cuXM336dMLCwvjtt9/w8fGhX79+jB49Gh8fnwKNxWDKzltJjl40lHP0EERKnFnJpx09BJGSybN8kXb/f+4V7dbXu6mX7dbX7UKZJhERESdRUqbnblcKmkRERJxEcd71JtYUNImIiDgJZZocS++/iIiIiA2UaRIREXESzvjsuVuJgiYREREnoekhx9L7LyIiImIDZZpERESchO6ecywFTSIiIk5C00OOpfdfRERExAbKNImIiDgJFzQ/50gKmkRERJyE1jQ5lqbnRERERGygTJOIiIiTUKbDsRQ0iYiIOAlNzzmWgiYREREnoYXgjqVMn4iIiIgNlGkSERFxEpqecywFTSIiIk5C00OOpfdfRERExAbKNImIiDgJTc85loImERERJ6G75xxL03MiIiIiNlCmSURExEloes6xFDSJiIg4CcVMjqXpOREREREbKNMkIiLiJDQ951gKmkRERJyE7p5zLAVNIiIiTkKZJsfSmiYRERERGyjTJCIi4iSU6XAsBU0iIiJOQrNzjqWgVURERMQGyjSJiIg4CReDck2OpKBJRETESShkciwFTSIiIpIvBw4cYOvWrfz999+Eh4cTHR0NwIYNG/D397eqHxsbS1hYGJs2beLvv/8mNjYWd3d3GjZsyMMPP0y/fv1wdc09JAkJCeG7777jyJEjAAQEBDBgwAAeeOCBXNvExsYyY8YMwsLCiI2NxdfXl86dOzNq1Ch8fHwKdN0KmkRERJxESck0ffHFF2zYsMHm+u+//z6rVq2iVKlSNG7cmBYtWhAbG8tff/3FX3/9xdq1a5kzZw5lypSxajtt2jRmzZqFu7s7d911FwB//PEHL730EhEREYwZM8aqTXR0NH379uXixYvUq1eP4OBgjhw5wqJFiwgNDeWnn36iWrVq+b5uBU0iIiJOoqQETc2bN8doNBIUFETTpk157LHHiI2NzbV+hQoVGDNmDL1796Zy5crm8hMnTvDcc8+xa9cuZs2axcsvv2zRbvfu3cyaNYty5crx448/Ur9+fQAiIyPp168fM2fOpFOnTrRo0cKi3cSJE7l48SL9+vVj0qRJGAwGTCYTkyZN4scff+SNN97g66+/zvd16+45ERERyZchQ4bw0ksvERwcTNWqVW9a/4033mD48OEWARNA3bp1GTduHACrVq2yajd37lwAXnzxRXPABFC/fn2GDh1qUSfbgQMH2L59OxUqVGDixIkY/v/ieYPBwMSJE6lQoQJbtmzh8OHD+bjiLAqaREREnITBYLDbq6QIDAwE4MKFCxblKSkpbN26FSDHtUs9evQAYMuWLaSmpprLN27cCEDXrl3x8PCwaOPh4UHXrl0BWL9+fb7HqqBJRETESRjs+CopTp48CWCVhTpx4gQpKSlUrFiR6tWrW7WrXr06FSpU4Pr165w4ccJcfujQIQCCgoJyPF+TJk0AzIvK80NrmkRERJyEPTMd3bp1y/N4fhZ6F8a3334LWI8n+448Pz+/XNv6+fkRHx9PTEwMAQEBAMTExADkOm2Y3V92//mhTJOIiIg4xIIFC9i5cycVKlQwr1HKdvXqVYAc76jL5unpCUBycrJVu+xjtrSxlTJNIiIiTsKeS5GKK5OUmz/++IMPPvgAFxcX3nvvPavpuZJIQZOIiIiTMJSo1UgFt3//fkaOHEl6ejrvvPOOeXH2jbIzQteuXcu1n+yskpeXl1W77GO2tLGVpudERESk2ERERPDCCy9w9epVXnvtNXr37p1jvRo1agBw7ty5XPvKPnbjQvHsr8+fP59nm+z+80NBk4iIiJNw9rvnTp48yXPPPUd8fDwjRozgueeey7Vu3bp18fDw4PLly+bF3TeKiYkhPj6e0qVLU7duXXN5o0aNAAgPD8+x3wMHDgCYF47nh4ImERERJ+HMQdPZs2d59tlnuXjxIs8++yyjR4/Os76HhwcdOnQAYM2aNVbHQ0JCAOjYsSPu7u7m8i5dugAQGhpKSkqKRZuUlBRCQ0MBCA4Ozvc1KGgSERGRIhUXF8egQYOIiYmhb9++TJgwwaZ2gwcPBmD27NlERkaayyMjI5k9e7ZFnWxNmjShXbt2xMfHM2XKFEwmEwAmk4kpU6YQHx9Px44dzZtq5ofBlN2b5OhFQzlHD0GkxJmVfNrRQxApmTzLF2n3Ib75f8hsbnrEni1w27CwMGbOnGn+/uDBg6SlpdGoUSNz1ueee+5hxIgRAIwYMYL169fj7u5Ojx49ct2R/NVXX6VSpUoWZZ988gmzZ8+2yDxt3bqVlJQUhg8fftMH9tavX5+AgACOHDlCZGQkVapUYfHixXpgr4iIyK2spNw9FxcXx759+6zKs3fjBqhXr5756ytXrgCQmprK8uXLc+135MiRVkHT2LFjCQwMZMGCBezYsQOAxo0bM3DgwBwfrwJZi7yXL1/O9OnTCQsL47fffsPHx4d+/foxevRofHx8bL7WGynTdBPKNIlYU6ZJJBdFnGla42v9OJGCeiDWenG15E2ZJhERESdRMvJMty8FTSIiIk7CnjuCS/45fdAUFRXF5cuXqVChgsU+DSIiIrcaxUyO5ZRbDqSmpjJt2jTatWvHAw88wFNPPcVXX31lPr58+XJ69erF4cOHHThKERERuZU4XdCUkpLCwIED+eqrr3B1deWee+7h32vZ27dvz6FDh3LcDEtERMRZuWCw20vyz+mCpnnz5rF371569uzJ+vXrmTVrllWdqlWrUr9+fbZu3eqAEYqIiBQNZ94R/FbgdEHTL7/8QrVq1Zg8eTKlS5fOtV69evXyfMifiIiISH44XdB0+vRpgoKCcHNzy7Oeu7s78fHxxTMoERGRYmAw2O8l+ed0d8+5u7uTnJx803rR0dGULVu2GEYkIiJSPBTrOJbTZZoaNGhAeHg4CQkJudY5f/48hw4donHjxsU4MhEREbmVOV3Q1KtXL65cucKECRNyzDilpqby1ltvkZqaymOPPeaAEYqIiBQNgx3/J/nndNNzTzzxBGvXriU0NJTu3bvTtm1bAMLDw5k4cSKbN2/m4sWLdO7cmR49ejh4tCIiIvbjoljHoZzygb2pqal8+OGH/PTTT6SlpVkcc3V1pU+fPrz++uu4u7sX+lx6YK+INT2wVyQXRfzA3t+r+tutr07nz9itr9uFUwZN2eLi4ti5cydnzpwhMzOTatWq0a5dOypXrmy3cyhoErGmoEkkF0UcNG22Y9B0t4KmfHO66bkbVapUifvvv9/RwxARESkWmp1zLKcOmv7t+PHjHD16lGrVqnHHHXc4ejgiIiJ2pQXcjuV0QdPatWtZvHgxY8aMoVmzZubyadOmMWfOHPNz6O6//34++eQTDNrBq8hF0JRz1OIi1YijCpm40pkVBLAvx/qpuLObzpwgkKt440kS9ThIKzbhRppVfRNwgNYc4k4SqIQbqdTgBG0IpRzxFnUzMfAXd3GYFqRQhsrEcBdrqUisVb8HuZNtdOcJZlGey/Z4K0QKbdeei7z1zh627jhPWlomTZtUYuyoIPo8Xt+i3h/bzvHKxB2EH7yMfw0vxo1uyuBnA636O3/+Ko1a/o9XxjRl4vgWxXUZIrckp9tyYOXKlezbt4/AwH/+4xAeHs7s2bNxc3Pj7rvvxsfHh7Vr1+qBvcVkF104REuSKI8nSXnWTcONlQzkb9pRgUvcwQ4qcIn9dGAVA0inlFWb33mIP3gAEwaC2ElNIjlBIMsYTAKVLOr+TTt20ZWKxBLAX1yiKr/wDGlY7iCfjDc7CKYlmxQwSYmxcVMMd3VbyZZt5+jzWD1efL4R585fpe+AUD7+bL+53qnTSdz3yBrOX7jG0OcCqVTRgxdGbGbZihNWfY56ZSs1a3jx6svNrI6J89GO4I7ldJmmI0eOEBgYiIeHh7ls5cqVGAwGPvzwQ7p3786FCxfo3r07P/30k7YdKAb3sIryxFGWBPZyFzvplmvdv+jAJarRnD9oywZz+Q668Rd38TftaMEf5vJo6nCYO6nGSR7kO0qRCUADwlnDU2zhAR7kB3P9Q7SgBsd5gEUA1OUwK3mWkxhpwAFzvS08QDkucwfb7PY+iBRGenomL4zcjIuLgd/XPUzzZj4AvDnhTtrcs5yJk3bxRK+61K5Vlh9+PMb16xmErX2IWjW9ycjIpHHL//HVvMM89mhdc5+rQk6ybEUU2zY+iqur0/2NLDnQT9GxnO79j4uLo2rVqhZlO3bsoFy5ctx3330AVKlShZYtWxIVFeWAEd5+/DlBWXLfoT2bCThMC9xI4U5+tzh2J7/jRgqHsZw+yP6+FRvNARNALY5RnSjOUJ9E/rnDMZnyVOas+fvKxACQxD93tBwnkJME0IlVuOC0N4/KLSY0LIbI41d4qk99c8AEUL68OxNfaU5qaibzfzgKwOnoJCr7lqZWTW8ASpVyofkdPpw680+m98qVVIa/9AejhzWhdUv73VEscjtzuqCpVKlSpKSkmL9PSkri2LFjtGzZ0mL9UsWKFbl8WdMuJUkClbhKOapy2mrtkhtpVOU0V6hE0g1BUAx1cCUVP6xvcfcnEoCz1DaXeZFALH7m72OpBoD3/w/qUvDgDx6gKdupzDn7XZxIIYVtzgr27+tmfUt59+Cssk3/v07NGt7EXrrOmeisICkz08S+vy9Ry9/b3Ob1N3fi6mrg7TdbFfXQpRgZ7PiS/HO6oKlatWqEh4ebF3xv2rSJjIwM2rVrZ1EvISGB8uWLdr8MyZ8Esv56Lk9cjsezy7PXKaXhxlXKUo7LOWaEynPJol+AQPZyhvqsoR9buY919MGTK9QmAoDtBONKGq0Js9t1idjD0ciswL5hA+u94fz8PPH2djPXeapvfdzdXeh8/y+Mn7iDTvet4khEAkOey1rr+ce2c8z++jCzPuuIl5ebVX/ivAwGg91ekn9OFzTde++9nD9/npEjR7JgwQLef/99SpUqRdeuXS3qHTx4kBo1ajholJKTVLLWobmTkuPx7PLsejevn2pRD+AOttOajVymMkdojg/neYjvcSONGGpzmDu5m19wIYNt3Mu3jGcuE1lHH67haZ8LFSmAhISsz3P5cjk/yaBcWTcSrmTVqV2rLOtWPIBPJQ++nHuQ2EvXmfPF3Tz2aF1SUzN4YeRmnupTn+731iRk7Ska3bkE13JzCWyxmDXrtDGpSEE53ULwgQMHsnr1ajZs2MCGDVkLiQcPHoy//z8p7T///JPY2Fh69uzpoFGKo7hg4k42cyebLcrTKcXvPIiRffhzgr3cxQFa0551eJHIH9zPRh6lx/9fQC5S0t19VzV2bOppVf7OB3u5GHudaR+05+SpRHo9+RuPPVKXGR934Ov5R+j15G9E7OtjXg8lzkX5IcdyuqCpfPnyLF++nHXr1hEXF0eTJk2spubi4uIYMGAADz30kINGKTn5dybp3/6dWbp5fXeLennZwz2kUpr2/ArA37SlIftowh4A0nAnlMeIx4cK/3/aT6Q4lS+f9XnOzib925XENCpWyPt5mgcOxvH+x/uY92UnfH1L89F/9lO6dCnmzepEmTKudGhXlV/WneLLOQd5b3Ibu1+DFD0FTY7ldEETgKenJ7169cr1eHBwMMHBwcU4IrHFP2uQKuV4PLs8e22TG2l4ksgVKpKJwWpd0z9rpPIOci5Rhf20pwvLKc11UvDgGt74ct5cx/f/LwpX0CSO0rB+1hrMo8eu0LKF5d1u585dJSkpjTZ53AWXmWli8IjNdOtcnWeebAjAkaPxBDSsQJkyWf+pL1PGlYCGFTgcEV80FyFFTmuRHMvp1jSJ8ypPHJ5c4Tw1rTabTMON89SkLJfx5oq5vBonScedc9S06u8M9f9/nVO5njMTA5t4GH8iLfZpAsi4YSPNDOf8+0FuIfd0zLrr89cN1g9RXbc+q+yeu6vl2n7GrAP8fSCOLz/raFGekpJh9b1+8YoUTIn/TbFr165CtW/durWdRiKFZSDr7rY/uYc/6WSxueWfdCIND1qwxaJNI/4kkiB208Vic8tTNCCGOvgTmeceUeG0JR5f7mOJucyDFDxJ5BQNuYMd5v6AHB+3IlIcunWpQb26ZVm4OJLRw4LMezUlJKQy5aO/cHd3YcBTDXNse+p0Ev/33928/Z9W1Kld1lzeKKAiq0JOcfJUIrVrleXkqUQOHLrMQw/UKpZrEvtzUbzrUAZT9r37JVRgYGCh/io6dOhQoc7/osH69l+xdIgW5kxQHFWIpTp+nKLc/59m8+M0jdgLZGWUVjCIS/jhTyS+nCWWapyhPpWJ5hHm40q6Rf+beIjD3ElFLlCLo1zFm0ia4EYqPZlHhVy2MEikPIsZRls2EIRl8P0XHdhBMLU4ihdXOEJz/InkAX6099tzS5qVrDuwisLGTTF0f3QNpUuXot8T9Snr7cbSFSc4eSqJj6a0ZdyYnB9E/uBja7kYe53tYY/icsNv1VOnkzA2W0yN6p480qM2K0NOEnP2Kkf398G/hhaCFwnPot3q5q+adezWV/PTUXbr63ZR4jNNPXv2VCq5hDtHTSJo/q+yWpzjn79ms4MmN9J4mPns4R5O0IgY6uBJInewjZZssgqYADqxmkpc4BB3Ek5b3EilLodpzcY8nxv3Ow9RiQs0wTpbeQfbuI4nR2hGOnWoTQR3s7qA74CIfXS5pzpb1j/MW+/s4aelkeYH9n7wdhv6PlE/xzYLfzrGrxvOsGdLL4uACaBWTW+W/3gvr0zcwRdfHcTYoDwrfrpPAZNIAZX4TJOjKdMkYk2ZJpFcFHGmaV+tOnbrq9mpKLv1dbso8ZkmERERyaKJF8fS3XMiIiIiNnDqTFNkZCQnTpwgKSkp1zraFVxERG4VWuPrWE4ZNO3evZu33nqL48eP51rHZDJhMBgUNImIyC1DMZNjOV3QFBERweDBg0lPT+fBBx/k6NGjREREMGTIEKKioti2bRuJiYk8/vjjVKuW+0ZwIiIiUjAHDhxg69at/P3334SHhxMdHQ3Ahg0bLJ4F+2+nTp1i+vTpbNu2jYSEBPz8/OjevTvDhg3Dy8srxzYmk4kff/yRJUuWcPz4cdzd3QkKCuKFF16gffv2dj3XzThd0DR79mxSUlL48ssv6dy5MxMmTCAiIoKXX34ZyHru3MSJE9m0aRPLli1z8GhFRETsp6RMz33xxRds2LDh5hVvcODAAfr3709ycjJNmjShVatW7N+/nzlz5rBp0yYWLlxI2bJlLdqYTCbGjx/PqlWr8PLy4u677yY5OZnt27ezdetW3n77bXr37m2Xc9nC6RaC7969G6PRSOfOnXM8XqlSJT766CPS0tKYPn168Q5ORESkCBkM9nsVRvPmzRk2bBhffPEFv//+O76+vnnWz8jIYOzYsSQnJzNu3DiWLVvGp59+ytq1a+nSpQsRERFMnTrVqt2KFStYtWoV/v7+rFmzhunTpzNv3jzmz5+Pq6sr//3vf81ZrsKeyxZOFzRdunSJunXrmr93dc1Kll2/ft1c5u3tTevWrdm8eXOxj09ERKSouBgMdnsVxpAhQ3jppZcIDg6matWqN62/YcMGoqKiMBqNvPDCC+Zyd3d3Jk+ejKurK0uXLuXyZcsNi7/++msAxo8fb3Ge1q1b07t3b9LS0pg/f75dzmULpwuaypcvT0pKivn7cuWyNp88d+6cRT2DwVCgN0RERETsa+PGjQB0797daoqxSpUqtGzZkvT0dDZt2mQuP3PmDBEREXh4eNC1a1erPnv06AFgNU1YkHPZyumCpmrVqnH+/Hnz94GBgZhMJsLCwsxlycnJ7N69Gz8/PweMUEREpGiUlOm5/Mp+DmxQUFCOx5s0aQLA4cOHzWXZXzds2BB3d3erNo0bNwaygqsbtx4qyLls5XQLwdu2bcv8+fOJjY3F19eXLl26ULZsWT7++GMuXryIn58fP//8M/Hx8dpuQEREbin2XAjerVu3PI/nd6F3XmJiYgByTWZkT71l17OljZeXF2XLliUxMZGYmBiMRmOBz2WrEh80JSUl4ebmhoeHBwAPPfQQp0+f5tixY/j6+uLt7c2UKVN45ZVX+PrrrzEYDJhMJgIDAxk5cqSDRy8iIiJXr14FoEyZMjkez94CIDk52eY2AJ6eniQmJuarXU7nslWJD5pat25Nr169mDJlCgCNGjXi888/B2DBggU0aNCAe++9l3Xr1hEWFkZCQgL16tWjS5cu5kXiIiIitwKDHRfV2DOTdLso8VGFyWTCZDLleGzKlCn06tWLDh064OfnR79+/Yp5dCIiIsWnpOzTlF+enp4kJCRw7dq1HI9nZ31u3HTS09MTINc28E9W6d/t8nsuWzndQnARERFxLtWrVwes73TPln2DV3Y9W9okJyeTmJiY73Y5nctWCppERESchLPePdeoUSMAwsPDczx+4MABIOuO+GzZXx89epTU1FSrNgcPHgTA398fb2/vQp3LVgqaREREnITBYLDbqzh16dIFgHXr1lktublw4QJ79uzB1dWVTp06mcv9/f0xGo2kpKQQGhpq1WdISAhgfRdgQc5lKwVNIiIiUqS6du1KnTp1iIiIYM6cOeby1NRU3nzzTdLT03n88cepVKmSRbvnn38egKlTp1rs0bhr1y6WLFmCm5sbAwcOtMu5bGEw5bbKuoQIDAzk7rvvZsiQIVbH+vfvn+uxbK1bty7U+V80lCtUe5Fb0azk044egkjJ5Fm+SLs/EWS0W191wyMK3DYsLIyZM2eavz948CBpaWk0atTIvBHlPffcw4gRI8x1wsPD6d+/P1evXqVJkybUrl2bffv2ER0djdFozPWBva+88gqrV6/G29ubDh06cPXqVbZt20ZmZmauD+wtyLls4RRBU0HTiAaDwTznWVAKmkSsKWgSyUURB00nmwbYra/afx8pcNtly5YxYcKEPOv06tWL999/36Ls5MmTTJ8+nW3btpGQkICfnx/du3dn+PDhud7NZjKZWLRoEUuWLOH48eO4ubnRtGlThgwZQvv27XM9f0HOdTMlPmjK6Xkz+ZHTPGh+KGgSsaagSSQXRRw0nbrDfkFTrf0FD5puVyV+n6bCBj0iIiIi9lDigyYRERHJ4qybW94qFDSJiIg4CcVMjqUtB0RERERsoEyTiIiIk1CmybEUNImIiDgJg4uiJkfS9JyIiIiIDZRpEhERcRKannMsBU0iIiJOwkVRk0Npek5ERETEBso0iYiIOAklmhzLpqCpW7duhT6RwWBg/fr1he5HRETkdqUdwR3LpqApOjq60CfSD1pERKRw9KvUsWwKmhYsWFDU4xAREREp0WwKmtq0aVPU4xAREZGb0KyNY2khuIiIiJNQzORYdguaYmNjOXv2LNevX6d169b26lZERESkRCh00LRy5Uq++uorIiMjgazU4cGDB83HP/zwQ8LDw5k6dSpVq1Yt7OlERERuW5qec6xCbW75zjvv8Nprr3Hs2DFKlSqFq6srJpPJoo7RaGTnzp1s2LChUAMVERG53Rlc7PeS/Cvw27Zhwwa+//57KlWqxIwZM/jrr79o2rSpVb0uXbpgMBgICwsrzDhFREREHKrA03MLFy7EYDDw4Ycfctddd+Var3z58lSrVo0jR44U9FQiIiKCpuccrcCZpvDwcHx8fPIMmLL5+voSFxdX0FOJiIgIgIvBfi/JtwIHTcnJyVSpUsWmuunp6ZQqVaqgpxIRERFxuAJPz1WqVMmmx6tkZGQQFRWlO+dEREQKS9NzDlXgTFPz5s25cuUKmzZtyrPeqlWruHr1Kq1atSroqURERISsNU32ekn+FThoeuqppzCZTEyaNMliX6Ybbdu2jXfffReDwcCTTz5Z4EGKiIgIWtPkYAWenmvXrh3PPPMM33//PX369CEoKIjTp08DMGHCBI4cOcKhQ4cwmUwMHjyYoKAguw1aREREpLgVakfwN954g6pVq/Lll1/y119/mct//vlnAEqXLs2wYcMYOnRooQYpIiIiaE2TgxX6MSovvPACffv2ZdOmTRw+fJgrV67g6emJ0WikS5cuVKpUyR7jFBERue0ZNK3mUHZ5YG+5cuV4+OGHefjhh+3RnYiIiEiJY5egSURERIqBpuccqtBBk8lkYsOGDYSFhREZGUlycjJeXl7Ur1+fzp0707VrV1xc9GRAERGRwtL0nGMVKmg6ceIEL7/8svm5ciaTyXzsr7/+YunSpRiNRj755BPq169fuJGKiIiIOFCBg6YLFy7wzDPPcOnSJVxdXQkODqZBgwb4+voSGxvLsWPHWL9+PUeOHGHgwIEsXbpUu4KLiIgUhqbnHKrAQdOMGTO4dOkSzZo1Y9q0aVSvXt2qTkxMDC+//DL79+/niy++YPLkyYUarIiIyG1N03MOVeCgKSwsDFdXVz7//PNcM0jVq1fns88+Izg4mLCwsIKeSkREREqg48ePM2fOHHbs2MGFCxdwdXWlVq1a3HfffQwaNAgvLy+rNrGxscyYMYOwsDBiY2Px9fWlc+fOjBo1Ch8fn1zPFRISwnfffWdeEhQQEMCAAQN44IEHiuz6/q3AK7QvX75Mw4YNbzrl5ufnR8OGDYmPjy/oqURERISS9ey53bt306tXL5YtW4abmxtdu3aldevWREdHM336dHr37k1CQoJFm+joaHr27MmiRYsoU6YMwcHBlClThkWLFtGrVy/Onj2b47mmTZvGyy+/THh4OG3atKFNmzaEh4fz0ksv8dlnnxX6WmxV4ExTlSpVSE9Pt6lueno6lStXLuipREREBErU9NykSZO4fv06w4cPZ/To0eZALD4+nueee44DBw4wd+5cxo0bZ24zceJELl68SL9+/Zg0aRIGg8H8HNsff/yRN954g6+//triPLt372bWrFmUK1eOH3/80XxjWWRkJP369WPmzJl06tSJFi1aFPk1FzjT1KVLFyIjI4mMjMyzXmRkJMeOHaNbt24FPZWIiIhA1kJwe70K4fLlyxw9ehQ3NzeGDRtmkbmqUKECzz33HAD79u0zlx84cIDt27dToUIFJk6caG5jMBiYOHEiFSpUYMuWLRw+fNjiXHPnzgXgxRdftLgTv379+ubHtGXXKWoFDppGjx5NzZo1GT58uMWbcqP9+/czYsQIatWqxahRowo8SBERESk53NzcbKpXsWJF89cbN24EoGvXrnh4eFjU8/DwoGvXrgCsX7/eXJ6SksLWrVsBcly71KNHDwC2bNlCampqPq6gYGyanpsxY0aO5Z06dWLRokX069ePpk2b0rBhQ4stB/bv34+rqytPPvkkCxYsYMSIEXYdvIiIyO3EUEL2ivb29qZFixbs3buXL7/80mp6bt68eQD07t3b3ObQoUMABAUF5dhnkyZNWLZsmXmhN2TtB5mSkkLFihVzvEu/evXqVKhQgfj4eE6cOEFAQIDdrjEnNgdNuS0ay97Qcv/+/ezfv988P5ktLS2N7777DkBBk4iISGHYcZ+mmy2b2bBhQ57H3333XQYPHszMmTMJCQkhICCA69evs2fPHsqUKcOHH35Ix44dzfVjYmIAcr2BzM/PD8haLJ4t++vsY7m1i4+PJyYmpmQETT179rTLSnsRERG5NdSvX59FixYxZswY/vrrL6KioszHOnToQIMGDSzqX716FQBPT88c+8suT05OtmpTpkyZXMeRU7uiYlPQ9P777xf1OEREROQm7PnsuZtlkm5m+/btjB49Gl9fX+bOnUuzZs24du0aYWFhTJ06lU2bNjFz5kyLbJOzK/QDe0VERKSYlJBZn/j4eMaMGUNqaipz5syhRo0aAJQrV46+fftStmxZXn75Zd566y1+/fVXSpUqZc4IZWeP/i27/MYNMbPbXLt2Ldex5NSuqJSQJWUiIiLiLMLCwoiPj6d58+bmgOlG9913H25ubpw5c4bTp08DmBdynz9/Psc+z507B2DRX/bX2cfyapfTQnF7s1umKTU1lfj4+Dw3vCyOCxIREblllZDNLbMDn7Jly+Z43NXVFU9PTxISEsy7gjdq1Ij169cTHh6eY5sDBw4AWCzmrlu3Lh4eHly+fJmYmBirOCImJob4+HhKly5N3bp1C31dN1OooCk9PZ1vvvmG5cuXc+LECYu75v7NYDBw8ODBwpxORETktlZSbsrKfsrHgQMHSE9Px9XVMpyIiooyB0vZ2aIuXbowffp0QkNDSUlJsdirKSUlhdDQUACCg4PN5R4eHnTo0IGNGzeyZs0ann/+eYvzhISEANCxY0fc3d3tfJXWCjw9l5aWxnPPPccnn3xCZGQkmZmZmEymXF+ZmZn2HLeIiIg4SKdOnShdujTR0dF89NFHFrNMcXFxvPHGGwC0adMGX19fIGsfpnbt2hEfH8+UKVPMiRaTycSUKVOIj4+nY8eOBAYGWpxr8ODBAMyePdviKSSRkZHMnj3bok5RM5jySg/l4bvvvuPdd9+lefPmfPjhh7z++uvs3buXgwcPcvnyZfbt28fXX39NeHg4kydP5pFHHrH32IvFi4Zyjh6CSIkzK/m0o4cgUjJ5li/S7q8/08VufZX+fmOh2i9ZsoQ333yTzMxMqlevTuPGjbl+/Tr79u0jMTERX19fvv/+e4tps+joaPr27cvFixepX78+AQEBHDlyhMjISKpUqcLixYupVq2a1bk++eQTZs+ebc48AWzdupWUlBSGDx/OmDFjCnUttipw0NSvXz/27dtHSEgIdevW5amnnmLv3r3mHT+zTZw4kRUrVjB//nxatWpll0EXJwVNItYUNInkoqiDpv5d7dZX6e9CC93Hvn37mD9/Pn/++SexsbGUKlUKf39/OnXqxODBg/Hx8bFqExsby/Tp0wkLC+PSpUv4+PjQuXNnRo8enWP9bCEhISxYsMC8Y3hAQAADBw7M8fEqRaXAQVPr1q0pV66ceZ+Hp59+mj///JMDBw7g4vLPrF9ycjIdO3akXbt2fPnll/YZdTFS0CRiTUGTSC6KOGhKGZD3Lt754bGgcPs03Y4KvKYpJSXFIiLMXtCVmJhoUc/Ly4t69eqxf//+gp5KRERExOEKHDT5+vqaV8YD5gDq+PHjVnUTEhK4cuVKQU8lIiIikLXlgL1ekm8FDpr8/f2JjY01f3/HHXdgMpn4/vvvLept2rSJM2fO5PmwPREREbk5g8Fgt5fkX4H3aerYsSO7du3i77//pmnTpjz44INMmzaNkJAQzpw5w5133snFixdZu3YtBoOBHj162HPcIiIiIsWqwEHTfffdR3h4OBcvXgSgUqVKTJkyhVdffZV9+/axf/9+8x4Mbdq0YcSIEfYZsYiIyO1K02oOVeC753ITHR3NL7/8wpkzZyhTpgytW7emW7duTpsK1N1zItZ095xILor47rnUwd3t1pf73HV26+t2Ybdnz2WrUaMGQ4YMsXe3IiIiIg5l96BJREREioZB03MOpaBJRETEWTjpUpdbhU1B04ABAwp9IoPBwPz58wvdj4iIiIgj2BQ07dy5s9AnctaF4CIiIiWGpuccyqag6b333ivqcYiIiMhNKAHhWDYFTb169SrqcZRYsy4fdfQQREREsijT5FAFfoyKiIiIyO1Ed8+JiIg4C03POZSCJhEREWehoMmhND0nIiIiYgNlmkRERJyFMk0OpaBJRETEWbhogsiR9O6LiIiI2ECZJhEREWeh6TmHUtAkIiLiLBQ0OVShg6bMzEx+/fVXtm3bxrlz57h+/brFg3nDw8O5du0aLVu2xEVzsSIiIuKkChU0HTt2jNGjR3PixAlMJhNg/VyclStX8t133zFv3jzat29fmNOJiIjc3pRpcqgCp37i4uIYNGgQx48fp1GjRowcOZLatWtb1XvooYcwmUxs2LChUAMVERG57bm42O8l+VbgTNOcOXO4ePEivXr1YsqUKRgMBrZu3cqpU6cs6t1xxx2UKVOG3bt3F3qwIiIitzVlmhyqwKHmxo0bcXd35//+7/+spuT+rWbNmpw5c6agpxIRERFxuAJnmmJiYqhTpw7e3t43rVumTBmuX79e0FOJiIgIKNPkYAUOmtzd3UlJSbGpblxcnE3BlYiIiORBQZNDFXh6rlatWkRHR3P58uU8650+fZrTp0/TsGHDgp5KRERExOEKHDR17dqV9PR0Pv3001zrmEwm3n//fQwGA/fee29BTyUiIiKgu+ccrMDTcwMHDmTx4sUsXryYuLg4+vbtS2pqKpC13unw4cN888037Nq1i5o1a9KnTx+7DVpEROS2pOk5hzKYsnelLIDDhw8zdOhQzp8/n+MddCaTiSpVqvD111877/Rc/HlHj0Ck5HEv7egRiJRMnuWLtPv0N56xW1+u73xvt75uF4XKzwUGBrJy5UqGDh1KrVq1MJlM5pefnx+DBg1i+fLlzhswiYiIlCQGg/1ekm+FyjT927Vr17hy5QpeXl63zt1yyjSJWFOmSSRnRZ1penOA3fpynbzAbn3dLgr9wN4blSlThjJlytizSxERESnBEhMTmTdvHuvXrzdvZF21alVatmzJ6NGjqVq1qkX9U6dOMX36dLZt20ZCQgJ+fn50796dYcOG4eXlleM5TCYTP/74I0uWLOH48eO4u7sTFBTECy+8UKzPtbVrpumWpEyTiDVlmkRyVsSZpoxJz9qtr1KTvi10H8eOHWPQoEFcuHCB2rVrExgYSFpaGqdOneLYsWP88MMPtGrVylz/wIED9O/fn+TkZJo0aUKtWrXYv38/0dHRGI1GFi5cSNmyZS3OYTKZGD9+PKtWrcLLy4u77rqL5ORktm/fTmZmJm+//Ta9e/cu9LXYosCZphkzZuS7zciRIwt6OhERESlBa5GuXLnCc889R3x8PB999BEPP/ywxfFTp05ZLNXJyMhg7NixJCcnM27cOIYMGQJAamoqo0ePZuPGjUydOpXJkydb9LNixQpWrVqFv78/CxcuNGeudu3axaBBg/jvf/9Lhw4dqFGjRhFfcSEyTYGBgTd95lw2k8mEwWDg0KFDBTmVYynTJGJNmSaRnBV1pmnyc3brq9Sb8wrVfsqUKcyfP58JEybw7LPP3rT+r7/+yqhRozAajaxcudIihrhw4QJdunQBYMuWLVSsWNF87OGHHyYiIoLPPvuM+++/36LP//73vyxcuJCBAwcyceLEQl2PLQqcaerZs2euQdPVq1eJioriyJEjuLm5cf/99+PqatflUyIiIuIgKSkpLFu2jDJlytC3b1+b2mzcuBGA7t27W8UPVapUoWXLluzYsYNNmzbRs2dPAM6cOUNERAQeHh507drVqs8ePXqwcOFCNmzYULKDpvfff/+mdfbs2cPrr79OfHw8s2fPLuipREREBErM9Fx4eDiJiYm0bNmSMmXKsG3bNjZv3kxSUhL+/v4EBwdTr149izbZs01BQUE59tmkSRN27NjB4cOHzWXZXzds2BB3d3erNo0bNwaygqukpKQiv3O/SNM/LVu25LPPPuOxxx5j/vz5DBo0qChPJyIicmuz4+NPunXrlufxDRs25Hrs2LFjAPj4+DB69GjWrVtncXzatGm8+OKLjBkzxlwWExMDgJ+fX459Zq9Vyq5nSxsvLy/Kli1LYmIiMTExGI3GPK+psIr84TONGzemdu3aLFu2rKhPJSIiIsUgISEByJpyCw0NZfz48fz+++/88ccfvPHGG7i6ujJz5kyWLFlibnP16lWAXLcmyt5uIDk52eY2AJ6enlbtikqxLDQqU6YMUVFRxXEqERGRW5cdp+fyyiTdTGZmJgBpaWmMGjWKwYMHm4/179+f9PR03n//fWbOnFls2wEUhyLPNMXHx3PixAk8PDyK+lQiIiK3thLyGJXs7A6QY1DUp08fIGt67fTp0xZtrl27lmOf2ZmiGze4vFkb+CcbldvGmPZUpEHT4cOHGTVqFKmpqbRo0aIoTyUiIiLFJHtPJHd3d6sdvyErgKlUqRIAFy9eBKB69eoAnDt3Lsc+z58/b1HPljbJyckkJiZatSsqBZ6ey2sBmclkIi4ujpSUFEwmE6VLl2b06NEFPZWIiIhAibl7LvuutdTUVJKTk62yPBkZGeZgJjtb1KhRIw4dOkR4eDidO3e26vPAgQNA1j6Q2bK/Pnr0KKmpqVZ30B08eBAAf3//YnnmbYEzTdHR0bm+YmJiuH79OgCtW7dmwYIF5jdYRERECsjFxX6vQqhWrRpNmjQBYMeOHVbHd+/eTVpaGmXKlDFvPZC9eeW6dev4977aFy5cYM+ePbi6utKpUydzub+/P0ajkZSUFEJDQ63OExISAtz8TkB7KXCmacGC3J+ObDAYKFOmDLVr17Z6hoyIiIg4vyFDhjBmzBg+/PBDjEYj/v7+QNY027vvvgvAE088Yc4Ode3alTp16hAREcGcOXMsHqPy5ptvkp6eTt++fc3Tetmef/55XnvtNaZOnUqLFi0sHqOyZMkS3NzcGDhwYLFcsx7YezN6jIqINT1GRSRnRf0Ylakj7NZXqfFfFLqPSZMmsWjRIjw9PbnzzjtxcXFh7969JCYm0rx5c7799luL7QLCw8Pp378/V69epUmTJtSuXZt9+/bd9IG9r7zyCqtXr8bb25sOHTpw9epVtm3bVuwP7C1w0DRhwgRcXFx46623ctyl85ahoEnEmoImkZwVddD0kf0efF/qlRl26WfVqlX88MMPREREkJ6eTp06dXjooYcYOHBgjnfOnzx5kunTp7Nt2zYSEhLw8/Oje/fuDB8+PNc74EwmE4sWLWLJkiUcP34cNzc3mjZtypAhQ2jfvr1drsMWBQ6agoKCqFevHitXrrT3mEoWBU0i1hQ0ieSsqIOmT+x3U1WpsZ/bra/bRYFXgvn4+OghvCIiInLbKHDQ1K5dOyIjI0lKSrLneERERCQ3JWRzy9tVgYOmF198ERcXFyZPnmzeTl1ERESKkIImhyrw/FpsbCzDhg3js88+49ChQ/Ts2ZMGDRpYbK3+b61bty7o6UREREQcyuaF4MuXL8fHx4e7774byNql05CPSNVgMJh37nQqWgguYk0LwUVyVtQLwT972W59lRozzW593S5szjS9/vrrtGzZ0hw0FcczXkREROQGhdzJWwqnwNNzOW1nLiIiInKr0p4BIiIizkILuB1KQZOIiIizUNDkUJocFREREbFBvjJNly5dYvny5QU+Wc+ePQvcVkRE5LZnUK7DkfIVNJ08eZIJEyYU6EQGg0FBk4iISGG4aHrOkfIVNBXw2b6FbisiIiIo0+Rg+QqaWrZsyQ8//FBUYxEREREpsXT3nIiIiLPQ3XMOpaBJRETEWWhHcIfSuy8iIiJiA2WaREREnIWm5xxKQZOIiIiz0N1zDmVz0HT48OGiHIeIiIhIiaZMk4iIiLPQ9JxDKWgSERFxFrp7zqH07ouIiIjYQJkmERERZ6HpOYdS0CQiIuIsdPecQyloEhERcRYuyjQ5kkJWERERERso0yQiIuIsND3nUAqaREREnIUWgjuUQlYRERERGyjTJCIi4iw0PedQCppERESche6ecyinDJoSEhIIDw/n8uXLVK9enTvvvNPRQxIREZFbnFPl+eLi4hg3bhx33XUXgwcPZvz48SxZssR8fPHixbRp04bdu3c7cJQiIiJFxGCw30vyzWmCpitXrvDUU0/xyy+/0KBBA5566ilMJpNFneDgYJKTk/ntt98cNEoREZEiZHCx30vyzWnetVmzZhEVFcXQoUP5+eef+c9//mNVp1KlShiNRnbt2uWAEYqIiNyeTCYTAwYMICAggICAACIjI3Osd+rUKcaPH0/Hjh1p2rQp9957Lx999BHJycl59r1o0SIee+wxmjdvTps2bXjuuefYtm1bUV1OrpwmaFq/fj21a9fm5ZdfxpBHWrFWrVqcO3euGEcmIiJSTFwM9nvZ0U8//cSOHTvy/P184MABevbsycqVK6lSpQrdunUjIyODOXPm0K9fPxITE63amEwmxo8fz6RJk4iKiuLuu+8mKCiI7du3M2jQIIslOsXBaYKms2fPEhgYeNN6Li4uOb7xIiIiTq8ETs+dO3eOqVOncvfdd1O9evUc62RkZDB27FiSk5MZN24cy5Yt49NPP2Xt2rV06dKFiIgIpk6datVuxYoVrFq1Cn9/f9asWcP06dOZN28e8+fPx9XVlf/+979ER0fb7VpuxmmCJk9PT+Li4m5a7/Tp01SoUKHoByQiIlLcSuBC8DfffJPMzEz++9//5lpnw4YNREVFYTQaeeGFF8zl7u7uTJ48GVdXV5YuXcrly5ct2n399dcAjB8/nqpVq5rLW7duTe/evUlLS2P+/Pl2u5abcZqgqXHjxoSHh3P+/Plc6xw/fpzDhw/TrFmzYhyZiIjI7Wn58uVs2rSJMWPGUKNGjVzrbdy4EYDu3btbTeFVqVKFli1bkp6ezqZNm8zlZ86cISIiAg8PD7p27WrVZ48ePYCsgKy4OE3Q1KdPH65du8aYMWNyDJwuXbrEhAkTyMjIoG/fvg4YoYiISBErQdNzsbGxvPfeezRt2pQBAwbkWffQoUMABAUF5Xi8SZMmABw+fNhclv11w4YNcXd3t2rTuHFjICu4SkpKyv8FFIDTbG75wAMPEBYWxooVKwgODja/wTt37mTgwIHs27eP69ev06dPH+6++24Hj1ZERKQI2HEBd7du3fI8frMMzuTJk0lKSuKdd97BxSXvICwmJgYAPz+/HI9nT71l17OljZeXF2XLliUxMZGYmBiMRmOeY7AHpwmaAD744AMCAwP56quv+OuvvwCIjo4mOjqa8uXLM2rUKJ5//nnHDlJEROQWt27dOtatW8eQIUNsuknr6tWrAJQpUybH415eXgAWWw/crA1krXdOTEzMc8sCe3KqoAlg0KBBDBgwgIMHD3LmzBlMJhN+fn40bdoUNzc3Rw9PRESk6NjxrreCrgWKj49n8uTJ1K5dm5EjR9ptPM7A6YImgFKlStG0aVOaNm3q6KGIiIgUnxLw+JP33nuP2NhYPvroIzw8PGxq4+npSUJCAteuXcvxeHamKDvjlN0GyLUN/JONurFdUXLKoEmcR2amiZlzjzDvh0gOH03A1dWF5kEVeWVkYx7pUdNcLy0tk5VrTrNyzRl2/hnL6eirGAzQOKA8zz5ZnyHPNqRUKcu/sK5fz2Di23tZsvwkV6+lc89dVfn8/db417D+xzNx8l7m/XCMQzseoWIF2/6RixQ3k8nEzyujmD7rAIePxJNwJZWa/t50vrsar41tRr265cx1Dx66zOhXtrLrz4v4+pRm8MBAXh17h9W/k2vX0mnaZild76nOVzO03lMKb8OGDXh4eDBz5kxmzpxpcezixYsAvPbaa5QpU4ann36a+++/n+rVq5OQkMC5c+dynM7LvsHrxn2esr/ObcPq5ORk876Mue0PZW9OEzTNmDHD5roGg4ERI0YU4WjEFiaTiT6DfmfpylPUr1uW559pQEpqBitCzvDo02FM/6A1I4dk/eOJPJHIEwN/x9vblW6d/Hjk/pokXEll1bozDH9lJyG/RbNyUReLW1Vf+c8eZn59hD49a+PrU5pvFh7jkafC2BX6gMUvjv3hl5k6/QA/fNVRAZOUaK9M2MEn0/+mmp8nPR+uQ7mybuz7O4453xxm0ZJItm54hKAmlUhMTCX4oRDS0zN5fkAAh47EM3HSLjw8XBg7+g6LPt96Zw9Xr6Yz9d22DroqsaubLLguLikpKezcuTPX43///Tfwz2LzRo0acejQIcLDw+ncubNV/QMHDgBYBFTZXx89epTU1FSrO+gOHjwIgL+/P97e3gW/mHxwqqDJYDBYPaQ3W/YvU5PJpKCphFi68hRLV57irraV+e3nYMqUyfq4TfnPdVp1CeGVN/fw0P3+1KnlTVlvN76Y2oaBT9bDy+uftWkfJ6fR+eHfWL0umv+tOEXvnrWBrAzW198f4/n+DZjzWXsA2rb0ZcCwP9j15yXata4MQEZGJoPHbOOB4Br06VWneN8AkXw4d+4qn34RTu1a3uzb/jjly//zC2La9L8Z+/p2Ppn+N/Nm3cPqNac4e+4qW9Y/zF3ts+4s6tbjF7765rBF0LT3r1imzfibnxZ0s+hPnFgJmJ7bvXt3rse6du1KdHQ0ISEh1K9f31zepUsXli1bxrp16xgxYoTFH8AXLlxgz549uLq60qlTJ3O5v78/RqORiIgIQkNDuf/++y3OFRISAtz8LkB7cpqg6b333suxPDMzk7Nnz7Jlyxb++usv+vfvb967QRxrRchpACaObWoOmAB8fUrz8vBGvDRhN9/8EMl/JzSjRnVPhg8OsOrDy8uNscMb8dQLW9j0x3lz0BR76TrXr2fQspmPuW6rFllfnzqTbA6aPpt1mMNHr7BswT1Fdp0i9hB1KpHMTBN3tatqFeA89EAtxr6+nYux1wE4fSZr/UfLFr7mOq3u9GXbrH/2sMvIyOT54b/zcI/aPPZo3WK4ApHcde3alTp16hAREcGcOXMYMmQIAKmpqbz55pukp6fTt29fKlWqZNHu+eef57XXXmPq1Km0aNHCvDXBrl27WLJkCW5ubgwcOLDYrsNpgqZevXrleXzkyJHMmDGDefPm0a9fv2IaleTl3IWsxXt1a1unTevWyioL/f0c/52Q9w7ubm5Z6WhX13/+MvH1KU3p0qXYu/+fR+v8ue8SALX8s9Y0RZ1K4s339vHBW3fmuM5JpCRpWL887u4u/LH9PFeupFKu3D+B0+o1pwDo1jlr3UbN//8Z37vvEu3bZv0S+fOvS9Sq+c+/tY8/+5vjUYmsXtq9uC5BioMd754rTq6urnz88cf079+fjz/+mLVr11K7dm327dtHdHQ0RqOR8ePHW7V79NFH2bx5M6tXr6ZHjx506NCBq1evsm3bNjIzM3n77bfz3Inc7tdRbGcqBiNGjGD58uV8+umnTJ8+3dHDue35VioNwImTSTQKKG9x7MSprN1bIyKv3LSfed8fA+C+Lv8s9HNxMfDc0/X5cl4EiUlp+FTy4NtFkbS4oxKt78zKOA19eTvNmlRk+OCi3/BMpLB8fErz/uQ2jJuwncAWS3j0odrmNU2hm2IYPqQxI1/M2tT3wftr4Ve1DL36/cZTfepz5GgC6zdG8/F7WeuWIo9fYdKUPUz7oD3Vq+kPhltKCZieK6igoCCWL1/O9OnT2bZtGxEREfj5+TF48GCGDx+e4x1wBoOBjz76iJYtW7JkyRJ+//133NzcaNu2LUOGDKF9+/bFeg0GU26LhJzUqFGj2LlzJzt27LBPh/G5P+tO8rbgx0gGDtvK3e2r8OuyYEqXLgXApbgUWnX5hahTybi7u5By/ulc+/jq2wiGvryDrp382LDiXotj166lM2HyXpasOMm1axl07vjP3XMLfozkhTHb2bvpQWr5ezHy1Z38b2XWX+tPPFKLL6a2sVg7JfnkXtrRI7hlLV4ayeARm0lMTDOXdexQlfcntzGvXwIIPxDHmPHb/rl77tkAXhvbjFKlXAh+8BdS0zLZtO4hdu6+yIiX/+Cv/ZeoUd2LyW+0ZOAz+kOiyHiWv3mdQshYv8BufZUKzvvRJ2Ltlso0AVy+fJnr1687ehgCPPVEXb5dGMnGzedpetcq7u9WnbS0TJaHnKZq5TJAMi55PBJg9dozjHx1F7VrevH97Lusjpcp48qn77Xm0/daW5RfjL3O2P/bw4SXg2gcWIGhL21nRcgZvprWDoMBhr+yE88yrsz8WHcTScky+b0/eeeDvUx+oyXPPNmACuU9+Gv/JV5+bRud71/N0oX38siDWev6gppUYkPIg1Z9zJt/hC3bzrNv+2MkJaXx4ONrad7Uh7XLH2D1mlM8O3QTgQEVaNu6SnFfnojTc87J0VyEhISwZ88eGjRo4OihCODq6sKaJd2Y9PoduLgY+Gr+UZatPsWjD9Tkf/Oz7pCo4ptzxiLk12ieeHYTVSuXJnTlvVTz87T5vGNe30XVKqWZODaIxMQ05v1wjPGjGvNU77o8+URdXhnZmLnfHSMpKe3mnYkUk/Wh0bz1zh5GDm3M6680x7+GN97ebnTs4MeqJd1xc3Nh3ITtefZx/vxVXvm/HbzxWnMCjBX44adjxMWl8O1X9xDctQafTm1Pwwbl+HRGeDFdldidwWC/l+Sb02SaJkyYkOux5ORkTpw4wbFjWWtfXnjhheIaltyEh0cp3nqtGW+9ZrnYO2xL1mZl2Xe83eiXdWd4fOAmfH1Ks3HVvdSrU9bm84X8Gs1PP59kc8h9uLuX4tCRBNLTTTRv+s8dGS3uqERaWiaRJxJp1rRSHr2JFJ81v2bdbdrlHutN+vz8PAk0VmDvvkskJaXh7Z3z1PKoV7biX92L18Y2B+BIRAK+PqXxr/HPAvHmd/hwOCLe7uOXYuKkC8FvFU4TNP388883rVOjRg1eeuklq70cpOT5YckJAPo9VseiPDtgqlTRg40r76VBvXI5tM5ZUlIaw8btYNhzRjq0tZx6SEnNsPraoL+0pARJTcv6XF68mPPygoux13FxMZjvJv23VSEnWbo8iq2hj1jUufGzD5CSkqkkg0gBOU3QtGBB7ovf3NzcqFKlSrHedii2+fet0wD/W3GSed9H0vpOHx57+J9Hqaz5LZrHB26iYoWsgKlhfdsDJoCJb+8lM9PEe2+2MJfVr1sWNzcXQn6LptdDtQAI+S0ad3cX6tctnh1kRWxxVzs/Zsw6yCfT/+bxnnUt9mqaNfcgZ6KTuat9VTw8Slm1vXIlleEv/cHIoY0t1io1CqzAlStp/LHtHHe19yMxMZXNW8/xwL3+xXJNUgQU8TqU0wRNbdq0cfQQpADa3ruGmjW8aGQsT2mPUuz8M5awLeepV8ebJd90Mj/u5HBEAr36h5GSkknnu6qyaGmUVV91annz7FP1rcoBtu+6yBdzI1j+/T2ULfvP1IW3txvPP9OAWd9EcPVqOgAL/xfFyBcCdPeclCi9H6vLl3P9+H3LOYzNFvPIg7WoUN6DP/+KJXRTDGXKlOKT99vl2Pb1N3fi4mLg3UmWN0U81acBb/x3N489uZ4ne9cnbHMM8fEpvDRSDzt3Wpqecyin2XKgV69e1KxZk88//7x4T6wtBwpl0vv7WLbqFFGnk0lLy6RubW8ef7gW40c1tshAhW05R5eHf8uzr3vuqkrY6vusytPSMrnznl9oHFien+Z1sjqenJzG6Nd38b8VWVsO9O5Zm+kftLbYpVzySVsOFImUlAymTf+bxcuOc+RoAqmpGVSt4kmXTtWYOL45jQIrWrX5Y9s57r53Fb8svZ8Hute0Or5rz0VGjv1ny4G3/9OKp/vpZpkiU9RbDoT9aLe+SnXWRtD55TRBU7NmzejWrRuffPJJ8Z5YQZOINQVNIjkr6qDp95/s1lepTn3t1tftwmn+1K5ZsyaJiYmOHoaIiIjjaHrOoZzm3X/ooYfYtWsXZ8+edfRQRERE5DbkNEHT4MGDadeuHf3792fNmjWkpqY6ekgiIiLFS5tbOlSJnZ6LiYnB09OTChUqANC9e3dMJhNnz55l7NixAPj4+ODh4WHV1mAwsH79+uIcroiISNHT9JxDldigqVu3bvTq1YspU6YAEB0dbVUnNja2uIclIiLiMNqU17FKbNBkMpm48ca+w4cPO3A0IiIicrsrsUGTiIiI/Ium5xxKQZOIiIizUNDkUHr3RURERGxQojNNf/75JxMmTMh3O4PBYF5ALiIicstw0UJwRyrRQdOpU6c4efJkvtspaBIRkVuSpuccqkQHTYGBgXTr1s3RwxAREREp+UHTyJEjHT0MERGRkkH7NDlUiQ6aRERE5AaannMovfsiIiIiNlCmSURExFloes6hFDSJiIg4C03POVSJDZr0rDkREZF/0T5NDqWQVURERMQGJTbTJCIiIv+i6TmHUtAkIiLiLLQQ3KEUsoqIiIjYQJkmERERZ6HpOYdS0CQiIuIsND3nUApZRURERGygTJOIiIiz0PScQyloEhERcRYuCpocSUGTiIiI5EtaWho7duwgLCyMHTt2cPr0aTIyMvDz86Njx44MHjyYGjVq5Nj21KlTTJ8+nW3btpGQkICfnx/du3dn2LBheHl55djGZDLx448/smTJEo4fP467uztBQUG88MILtG/fvigv1YLBZDKZiu1szij+vKNHIFLyuJd29AhESibP8kXavenIdrv1ZQhoV+C2W7duZdCgQQBUq1aNJk2aALB//34uXLiAt7c3c+fOpUWLFhbtDhw4QP/+/UlOTqZJkybUqlWL/fv3Ex0djdFoZOHChZQtW9aijclkYvz48axatQovLy/uuusukpOT2b59O5mZmbz99tv07t27wNeSHwqabkZBk4g1BU0iOSvqoClip936MhjbFLjttm3bWLRoEYMGDbIIjFJSUpg0aRLLli2jRo0arFu3Djc3NwAyMjLo0aMHUVFRjBs3jiFDhgCQmprK6NGj2bhxI3379mXy5MkW51q+fDmvvfYa/v7+LFy4kKpVqwKwa9cuc+C2bt26XDNb9qTJUREREWdhMNjvVQjt27fn888/t8okeXh48NZbb1G2bFmio6PZu3ev+diGDRuIiorCaDTywgsvmMvd3d2ZPHkyrq6uLF26lMuXL1v0+fXXXwMwfvx4c8AE0Lp1a3r37k1aWhrz588v1PXYSkGTiIiI2E3p0qWpU6cOABcuXDCXb9y4EYDu3btj+FfQVqVKFVq2bEl6ejqbNm0yl585c4aIiAg8PDzo2rWr1bl69OgBZAVkxUFBk4iIiLMwuNjvVUQyMjKIjo4GwNfX11x+6NAhAIKCgnJsl70u6vDhw+ay7K8bNmyIu7u7VZvGjRsDWcFVUlKSHUafN909JyIi4izsuCN4t27d8jxe0OzNihUriIuLo1KlStx5553m8piYGAD8/PxybJc99ZZdz5Y2Xl5elC1blsTERGJiYjAajQUas62UaRIRERG7OHPmDB988AEAL7/8skV26OrVqwCUKVMmx7bZ2w0kJyfb3AbA09PTql1RUaZJRETEWdhxc0t7rwNKSkpi+PDhxMfHc//999OnTx+79l8SKNMkIiLiLErI3XP/lpKSwrBhwzhy5Ajt27dn6tSpVnWyM0LXrl3LsY/sTNGNG1zerA38k43KbWNMe1LQJCIiIgWWlpbGqFGj2LlzJ82bN2fmzJk5LtquXr06AOfOncuxn/Pnz1vUs6VNcnIyiYmJVu2KioImERERZ1HC7p7LzMxk/PjxbNq0icDAQL766itzdujfGjVqBEB4eHiOxw8cOABAYGCguSz766NHj5KammrV5uDBgwD4+/vj7e1d8AuxkYImERERZ1GCpudMJhNvvPEGa9asoW7dusybN4/y5XPfEb1Lly5A1u7d/34YyYULF9izZw+urq506tTJXO7v74/RaCQlJYXQ0FCrPkNCQoCb3wloLwqaREREnIbBjq/Cef/991m6dCn+/v7Mnz8fHx+fPOt37dqVOnXqEBERwZw5c8zlqampvPnmm6Snp/P4449TqVIli3bPP/88AFOnTjVP4UHWY1SWLFmCm5sbAwcOLPT12ELPnrsZPXtOxJqePSeSs6J+9typA3bry1CrSYHbrl+/nhEjRgDQtm3bXNcTBQcHExwcbP4+PDyc/v37c/XqVZo0aULt2rXZt2/fTR/Y+8orr7B69Wq8vb3p0KEDV69eZdu2bcX+wF5tOSAiIuIs7HzXW0FduXLF/PWOHTtyrVejRg2LoCkoKIjly5czffp0tm3bRkREBH5+fgwePJjhw4fneAecwWDgo48+omXLlixZsoTff/8dNzc32rZty5AhQ2jfvr19Ly4PyjTdjDJNItaUaRLJWVFnms4csltfBv9GduvrdqE1TSIiIiI20PSciIiI0ygZ03O3KwVNIiIizqKErGm6XWl6TkRERMQGyjSJiIg4CyWaHEpBk4iIiNNQ1ORImp4TERERsYEyTSIiIs5CC8EdSkGTiIiIs1DQ5FAKmkRERJyGgiZH0pomERERERso0yQiIuIsND3nUAqaREREnIaCJkfS9JyIiIiIDZRpEhERcRaannMoBU0iIiLOQkGTQ2l6TkRERMQGyjSJiIg4DWWaHElBk4iIiJMwaHrOoTQ9JyIiImIDZZpERESchTJNDqWgSURExGkoaHIkBU0iIiLOQpkmh9KaJhEREREbKNMkIiLiLJRpcigFTSIiIk5DQZMjaXpORERExAbKNImIiDgLTc85lIImERERZ6GYyaE0PSciIiJiA2WaREREnIZSTY6koElERMRZaE2TQ2l6TkRERMQGyjSJiIg4C2WaHEpBk4iIiNNQ0ORICppERESchTJNDqU1TSIiIiI2UKZJRETEWSjT5FAKmkRERJyGgiZH0vSciIiIiA2UaRIREXEWmp5zKIPJZDI5ehAiIiIiJZ2m50RERERsoKBJRERExAYKmkRERERsoKBJRERExAYKmkRERERsoKBJRERExAYKmkRERERsoKBJRERExAYKmkRERERsoKBJRERExAYKmkRERERsoKBJRERExAYKmkRERERs4OroAcitoWvXrkRHR+dZZ9euXZQrVy5f/b7++uv8/PPPLFiwgLZt2xZmiCIOFRAQkO82GzZswN/fvwhGIyIFoaBJ7Kpjx45Urlw5x2Nubm7FPBqRkqNXr15WZYcOHeLw4cPUqlWLli1bWh339PQsjqGJiI0UNIldDRkyRBkhkRy8//77VmXTp0/n8OHDtGzZMsfjIlKyaE2TiIiIiA0UNEmxOXjwIFOnTuXxxx+nQ4cOBAUF0alTJ8aNG8eRI0fy1Vd8fDyff/45Dz/8MC1btqR58+Z07dqVYcOGsWbNGqv6GRkZLF68mCeffJJWrVpxxx138OCDDzJz5kyuX79ur0sUsZuAgAC6du1KWloas2bN4sEHH+SOO+7g0UcfBWDHjh0EBATw+uuv59h+2bJlBAQEMH369ByPr1mzhkGDBtGmTRuCgoK49957+eCDD0hISCiyaxJxdpqek2Iza9Ys1q9fj9Fo5I477sDd3Z0TJ06wevVq1q9fz9y5c2nduvVN+0lOTqZPnz6cPHmSKlWq0KZNGzw8PDh//jzbt2/n2rVrPPDAA+b6KSkpDBs2jD/++IOyZcsSFBSEl5cX4eHhfPbZZ/z+++98++23lC5duigvXyTfMjMzGTlyJNu2baN169Y0bNiQtLS0QvVpMpl4/fXXWb58OaVLl6Zp06ZUqlSJQ4cOMW/ePEJDQ1m4cCE+Pj52ugqRW4eCJik2Tz75JG+88QZVqlSxKA8NDWX06NG8+eabhISEYDAY8uxn3bp1nDx5ki5duvDFF19QqlQp87Fr165x+PBhi/pTp07ljz/+oEuXLrz33ntUrFgRgNTUVN566y2WLVvGF198wbhx4+x0pSL2cfbsWVxcXAgJCbHbXXTffvsty5cv54477uCzzz6jevXqQFaA9tlnnzFr1izeffddPvnkE7ucT+RWouk5sasBAwYQEBBg9fr2229p3769VcAEWdsVdO/enePHj3Ps2LGbniMuLg6Adu3aWQRMAGXKlKFFixYWdX/88UcqVarE1KlTzQETgLu7O2+++Sa+vr4sXryYzMzMgl62SJEZN26c3QKm9PR0vvrqK9zc3CwCJgAXFxfGjBlDYGAga9eu5fLly3Y5p8itRJkmsavcthxo0KABAImJiWzcuJHDhw9z5coV0tPTATh69CgAUVFRNGzYMM9zNGnSBIC5c+fi6+tL586d8fb2zrHujh07SEtLo3379pQtW9bqeJkyZQgKCiIsLIyoqCjq1atn+8WKFINu3brZra+DBw8SFxdH8+bNLQKmbC4uLrRs2ZLDhw8THh7O3Xffbbdzi9wKFDSJXeW15cBvv/3GxIkTuXLlSq7tk5KSbnqO9u3b8/zzz/PNN98wbtw4SpUqRYMGDWjbti2PPPIITZs2Ndc9c+YMAL/88gu//PJLnv3qL2spaXx8fOy61i7738Nff/1108029e9BxJqCJikWZ8+eZdy4cWRmZvLqq6/SpUsX/Pz8KFOmDAaDgU8++YTZs2djMpls6u/VV1/lySefZMOGDWzfvp0///yTBQsWsGDBAoYOHcrYsWMBzP01bNiQoKCgPPusUKFCoa5RxN4KEzDlNN2c/e+hRo0atGnTJs/2OWWiRG53CpqkWISFhZGSksJzzz3H888/b3X85MmT+e6zZs2aPPvsszz77LNkZGTw66+/8tprr/HVV1/x6KOPUr9+ffz8/ABo2rQp7733XqGvQ6SkyN5hPzk5OcfjZ8+etSrL/vdQo0YNbaYpUgBaCC7FInvvl+z/aN8oLi6OrVu3Fqr/UqVK8cADD9C2bVtMJhMRERFA1mJxV1dXNm/erP2Y5JaSfVPFiRMncjz+xx9/WJU1bdqU8uXLs2/fPi5evFik4xO5FSlokmKRvcB6+fLlFuuWkpKSbrrO6d9+++039uzZYzWVd+HCBQ4dOgT8M7VQpUoV+vTpw8WLFxkzZgznzp2z6u/cuXMsX748v5ck4lD+/v7UqFGDo0ePWqzXy8zMZMaMGezdu9eqjbu7O0OGDCElJYURI0YQGRlpVScuLo6ffvqpSMcu4qw0PSfFokuXLgQGBnLw4EGCg4Np1aoVJpOJ3bt3U6pUKR577DGWLVtmU187d+5kwYIFVK5cmUaNGlG+fHkuX77Mnj17uHbtGt27d6dZs2bm+hMmTCAmJoawsDDuu+8+GjduTPXq1UlNTeX48eNERkYSGBhIz549i+jqRYrGSy+9xPjx4xk3bhwLFy6kYsWKHDp0iLi4OPr37893331n1eb5558nKiqKJUuW8MgjjxAYGEjNmjXJzMzk1KlTRERE4OnpSd++fR1wRSIlm4ImKRZubm788MMPTJ8+nY0bN7Jp0yYqVqxIt27dGDNmDIsXL7a5r8ceeww3Nzf27NnDoUOHiI+Pp2LFijRt2pQ+ffrQo0cPi/ru7u7MmjWLX375hZ9//pkDBw4QHh5OhQoVqFq1KkOGDLHYQVzEWTzyyCO4uroyd+5c9u/fT+nSpWndujVjx45l//79ObYxGAy888473Hvvvfz000/s37+fI0eO4O3tjZ+fH0899RTdu3cv5isRcQ4Gk623K4mIiIjcxrSmSURERMQGCppEREREbKCgSURERMQGCppEREREbKCgSURERMQGCppEREREbKCgSURERMQGCppEREREbKCgSURERMQGCppESqAdO3YQEBBA165drY7179+fgIAAm5/VV5JNnz6dgIAAXn/99Xy1e/311wkICGD69Ol2G0vXrl0JCAhgx44dduvzZgp6/SLiGHr2nNzy+vfvz86dOy3KXFxcKFu2LPXq1aNbt248/fTTeHp6OmiEjnPo0CHWr19PjRo1eOyxxxw9HBGREk1Bk9w2qlWrRrVq1QBIT0/n9OnT7N27l7179/K///2PBQsWULVqVQeP8uaqVatG3bp1KVu2bKH7OnToEDNmzKBNmzYKmkREbkJBk9w2Hn/8cUaNGmVRtm7dOl5//XWioqKYNGkSX375pYNGZ7sPP/zQ0UMQEbktaU2T3Na6d+/OsGHDAAgLCyMhIcHBIxIRkZJKmSa57bVv3x6AzMxMTp48yR133MGOHTsYMGAANWrUIDQ0lNWrV/Pjjz8SERFBQkICCxYsoG3btgBkZGSwfPlyVq5cyeHDh0lOTqZixYq0adOGF154gcDAwBzPm5aWxrfffsvy5cs5deoUZcuWpVWrVowYMSLP8Wav0XrvvfdynFK7cuUK33//PRs3biQqKorr169TuXJlAgIC6N69Oz179gSyFj5HR0cDsHPnTgICAiz62bBhA/7+/hb9LliwgNDQUE6ePElqairVq1ena9euDB48GB8fnxzHGxcXx/Tp0wkNDSUuLo7KlSvTpUsXq6yfvezevZsNGzawa9cuzp07R3x8POXKlSMoKIh+/frluLj+3yIiIvjiiy/YvXs3V65coUaNGjz88MMMHjwYDw+PHNsU9HMgIs5DQZPc9kwmU57Hp0yZwvz58/H19aVWrVqcP3/efCwhIYHhw4eze/duAKpUqUL16tU5efIkq1evZt26dXzwwQc8+OCDFn2mpqYydOhQtm7dCoC/vz/ly5cnLCyMTZs23TRwyk14eDgvvvgiFy9eBKB27dqULVuWs2fPEhoaSmhoqDloCgoKws3NjaioKLy9vTEajRZ93RgcHD58mCFDhnD+/HlcXV2pXr06pUuX5sSJE8ybN49Vq1Yxb948qz7OnDnDM888w9mzZ3FxcaFBgwaYTCZ++OEHNm3aROfOnQt0nXkZMWIE8fHxVKhQgcqVK1OlShXOnj3Lpk2b2LRpE0OGDGHcuHG5tt+3bx8zZ84kIyODhg0b4uXlxYkTJ/j888/ZvHkz8+bNs7ppoKCfAxFxMiaRW9wzzzxjMhqNps8//zzH47NnzzYZjUZTYGCgKT4+3mQymUzbt283GY1GU6NGjUxBQUGmFStWmDIzM00mk8mUmZlpSklJMZlMJtPgwYNNRqPR9OSTT5qOHDli7jMjI8P0zTffmAIDA01NmzY1HT9+3OKc06ZNMxmNRlOLFi1MmzdvNpfHx8ebhg4damrSpInJaDSaunTpkuv1LF261KL84sWLpg4dOpiMRqPpmWeeMZ04ccLi+JkzZ0yffvqpRdnSpUvN9XNz+fJlU6dOnUxGo9H0xhtvmC5dumQ+duXKFdOrr75qMhqNpu7du5vS0tIs2j755JMmo9FoevDBB01RUVHm8mPHjpnuvfde83W+9tpruZ4/J6+99lquP9PFixebTp06ZVX+xx9/mNq3b28yGo2mvXv3Wh3v0qWLyWg0mpo0aWIaMmSI6fLly+Zju3btMrVt29ZkNBpNkyZNsmpb0M/B559/XqDrFxHH0Jomua2tW7fOvPi7c+fOlC9f3uJ4RkYGI0aM4JFHHsFgMABgMBhwd3dn69at/P7771SvXp1Zs2ZZZFlcXFx49tlnefrpp0lJSWH+/PnmY1evXuW7774DYMyYMXTs2NF8rHz58nz88ccF2v5g7ty5xMbGUrduXebMmUOdOnUsjteoUYMxY8bku99vvvmGc+fO0a1bN95++20qVapkPla2bFmmTJlC48aNOXHiBL/++qv52O7du9mzZw8AU6dOpXbt2uZj9evX57333iMtLS3f47mZ3r17U7NmTavyDh068PLLLwPw888/59rey8uLTz75hAoVKpjLWrVqxf/93/8BsGTJEmJjY83HCvo5EBHno+k5uW0sXbrUPB2WveXA5cuXAahTpw6TJk3KsV3v3r1zLA8JCQHgwQcfpFy5cjnWue+++/juu+/Ytm2buWzPnj0kJSVRunTpHPv28vLiiSee4Ouvv7b52gBzwDJo0CBKly6dr7Z5WbNmDQD9+vXL8XipUqXo1q0bBw8eZPv27fTo0QOATZs2AdC6dWsaNWpk1a5ly5Y0bdqUv//+225jzXbs2DHWrl3LkSNHiI+PJz09HYCkpCQga6uF3Dz++ON4eXlZlffo0YMPPviAixcvsmXLFvM0Z0E/ByLifBQ0yW3j7NmznD17FsjKAHh7e9OiRYs8N7esWLFirgucDx8+DMBvv/1mzqj8W0pKCgDnzp0zlx0/fhzIyvzkllFq2LChjVeVJSkpybyou0WLFvlqm5erV69y8uRJAD777LNct2S4dOkSgPn9hX+us0GDBrn237BhQ7sHTR999BFz587Nc61afHx8rsf+vS4rW6lSpahbty4XL140XxsU/HMgIs5HQZPcNkaOHJnvO7bymia7cuUKAFFRUURFReXZz/Xr181fJycnA+QajN3sWE6y+wRyzXYURGJiovnr8PDwm9bP6Tp9fX1zrZ/f67yZX375hTlz5uDi4sKIESO499578ff3x9PTExcXF7Zt28azzz5rzjzld0zZ13Lj+13Qz4GIOB8FTSIFlB1QTZkyhccff9zmdtlTP9nZmZzkdSyvPiHrl7ifn1++2ufmxqBx/fr1Oa4VutmYblz/82/5vc6byX4e37PPPptjgJxXhsmWMWVfy43vd0E/ByLifLQQXKSAsqdxjhw5kq929erVAyA6Oppr167lWOfo0aP56tPb25saNWoAsHfvXpvbZS9uz03ZsmXNj54p6HVGRkbmWie/13kzZ86cAbLWUeVk3759N+0jtzFlZGRw4sQJ4J9rg4J/DkTE+ShoEimgBx54AIAVK1bkmU35t5YtW+Ll5cX169f53//+Z3U8OTmZpUuX5ns83bt3B+Dbb781r6G5mewF47kFb/DPdX777bdkZGTYPJ5OnToBWRtnZq/7udHevXvtvp6pTJkyAOZ9qm4UFxeX511z2f73v/9x9epVq/I1a9Zw8eJF3NzcuOuuu8zlBf0ciIjzUdAkUkBdunShY8eOxMfHM2DAAPPGhjc6ffo0c+bMYcmSJeYyT09P+vfvD2Qtrs6+ow+yptbGjx9vsWbGVoMHD8bX15fjx48zZMgQ8wLubNHR0Xz++ecWZdnbABw7dizHQAPghRdeoEqVKuzatYtRo0Zx+vRpi+Mmk4n9+/fz7rvvsn//fnN569atzYvSx48fb9Hu+PHjvP7667i5ueX7OvOSnWGaPXu2OSsEWT+HoUOH5hkcZktOTmbcuHEWj9T5888/mTJlCpB1d13lypXNxwr6ORAR56M1TSKFMG3aNMaMGcPWrVt5+umn8fHxoXr16mRmZnL27Fni4uKArEXoNxo+fDh79+5lx44dDBo0iJo1a1K+fHmOHTsGwOjRo/n444/zNRYfHx9mzZrFsGHD2L59O/fddx916tTB29ubc+fOmbMgo0ePNrdp1KgRRqORiIgI7r33XurXr29eo/PJJ59QuXJlKlWqxNy5cxk+fDgbNmxgw4YN1KxZk0qVKnHt2jXOnDljzswEBwdbjGnq1Kk8/fTTREREcN9999GwYUNMJhNHjx7F39+ffv36mfessofBgwezZs0aoqOjeeihh6hTpw4uLi4cO3YMb29vXnvtNSZPnpxnH6NHj2bmzJncfffdNGjQgOTkZPMC72bNmjF+/HirNgX9HIiIc1HQJFII5cqV4+uvv+bXX39l5cqV7N+/n8OHD1OqVCmqVKlChw4d6Nq1K/fcc49FOw8PD+bOncu3337Lzz//zJkzZ0hOTqZTp06MHDnSpgXLOWnatCmrV6/mu+++IzQ0lKioKM6ePUvlypUJDg42T+FlMxgMzJkzh08//ZTt27dz5MgR84aTN07xBQQEsGrVKhYvXsz69es5evQoMTExlC5dmpo1a9KqVSuCg4Np2bKlRf81a9Zk2bJlzJgxg9DQUI4fP07lypV5+umnGTVqlF0DJoCqVavy008/MW3aNP744w9OnjyJr68vPXv2ZMSIEeZtGfLSrFkzFi9ezIwZM8zPnqtTp4752XM57YFV0M+BiDgXgymvzUxEREREBNCaJhERERGbKGgSERERsYGCJhEREREbKGgSERERsYGCJhEREREbKGgSERERsYGCJhEREREbKGgSERERsYGCJhEREREbKGgSERERsYGCJhEREREbKGgSERERsYGCJhEREREb/D/Uc6zkdMdgMwAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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/WdagQQOmTJlSIPf3+uuv89FHH/Hjjz9Su3Zt4uPjiY2NBSA4ONjmdgD2+Pjjjy07gj/66KPUrVsXT09Pjh8/TmpqKuXKlWPmzJk2n3QsCMHBwbRu3Zrdu3czZMgQ/P39KVu2LJGRkSQnJ/P+++8zbty4QumLiNyegia5I5iP7oDMg3pLly5NzZo1adiwIW3btuXBBx/M9nHtMmXKsGDBAn755Rd++OEHDh06RFhYGMWKFaNSpUq0b9+e4ODgApmGyo8nn3yScuXKMX/+fI4ePUpUVBQ1atRg4MCBDBw4kDfffDPbuh9++CEzZsxg69atloAB/nqaEDJHQcxHpfz6668cP34cd3d3goKC6NGjB88880yBPQLfrVs3goKCmDt3LocOHeL69esYjUZ69+7NM888k+0RKrdTuXJlVqxYwdKlS1m/fj1RUVGkp6dTrVo17rvvPl588UUqV67s4LvJnpubG/PmzeOzzz5j7dq1nD9/nuvXr9OmTRtefPFFWrduraBJpAgxmGwtHBARERERK1rTJCIiImIHBU0iIiIidlDQJCIiImIHBU0iIiIidlDQJCIiImIHBU0iIiIidtA+TSIiIpIrhw8fZvv27fz555+EhoYSExMDZO7c7+/vb1cbkZGR9OzZk+TkZJo2bcry5cuzLbt27VqWLl1qOSc0ICCAAQMGWI7CsiUuLo5Zs2YREhJCXFwcvr6+dO7cmZEjR+Lj45OLu/2LgqbbeNlQxtldECly5iRkf+ityF2tbMFujurIf5PmmK7evlA2PvvsMzZt2pTn+hkZGUycOJGUlJTblp0+fTpz5szB09OTe++9F4Bt27bxyiuvEB4ezujRo7PUiYmJoW/fvly8eJE6derQrVs3jh07xrJly9i8eTPffvstVatWzXW/NT0nIiLiItwc+MqPZs2aMXToUD777DN+/fVXfH19c1X/yy+/ZP/+/fTt2zfHcnv37mXOnDmUKVOG1atXM2fOHObMmcPq1aspU6YMs2fPZv/+/VnqTZw4kYsXL9KvXz/Wrl3LJ598wtq1a+nXrx/nz5/P8cSEnChoEhERkVwZPHgwr7zyCt26dcv10UOnT59m+vTpdO7cmR49euRYdv78+QC8/PLL1K1b15Jet25dhgwZYlXG7PDhw+zcuZNy5coxceJEDAYDAAaDgYkTJ1KuXDl+//33bA8sz4mCJhERERfhZjA47OUs//d//wfApEmTciyXnJxsOYjd1tolc8D1+++/W03zbdmyBcg8ENvLy8uqjpeXF8HBwQBs3Lgx131X0CQiIuIiisr0XF6tWLGCHTt28Nprr912TVFUVBTJycmUL18ePz+/LPl+fn6UK1eOmzdvEhUVZUk/evQoAEFBQTbbbdSoEYBlUXluKGgSERFxEW4Gx70K2/nz5/nwww9p2rQpzzzzzG3Lm5/Iq1KlSrZlzHmxsbGWNPPX2U0bmuuY288NPT0nIiJyF+ratWuO+fl5Os6Wt99+m5s3b/LOO+/g5nb7MZvr168D4O3tnW2ZEiVKAJCUlJSlnjnPnjr2UtAkIiLiIlx1emjNmjVs2bKFl19+mYCAAGd3J88UNImIiLgIRy7gdvRIUnbi4+N57733qFWrFsOGDbO7nnlE6MaNG9mWMY8qlSxZMks9c549deyloElEREQKzB9//MHly5cpUaIEgwYNssq7ejVzg80TJ07Qv39/AObMmUPJkiWpVq0aAOfOncu2bXPerQvF/fz8OHLkCOfPn8+xjrn93FDQJCIi4iJcdXoOMhdeZ7f4Oikpid27dwOQnp4OQO3atfHy8uLy5cvExsZmeYIuNjaWhIQEihcvTu3atS3pDRo0YOPGjYSGhtq81uHDhwHyNE3oyu+/iIjIXcUVn54zH2Fi67VkyRIAmjZtakkrUybzqBgvLy/at28PwM8//5yl3bVr1wLQoUMHPD09LeldunQBYPPmzSQnJ1vVSU5OZvPmzZZ+5ZaCJhERESmSzNN5c+fOJSIiwpIeERHB3LlzrcqYNWrUiLZt25KQkMCUKVMwmUwAmEwmpkyZQkJCAh06dCAwMDDX/dH0nIiIiIsoKiMdISEhzJ492/L9lStXABgxYoRl1Oe+++5j+PDh+bpOy5YtGTJkCHPnzqVXr16Wkaft27eTnJzMsGHDaN68eZZ6U6ZMoW/fvnzzzTfs2bOHgIAAjh07RkREBJUqVeLdd9/NU38UNImIiLgIgxOPP7lVfHw8Bw8ezJJu3o0boE6dOg651muvvUZgYCBLlixh165dADRs2JCBAwfaPF4FMhd5r169mpkzZxISEsKGDRvw8fGhX79+jBo1Ch8fnzz1xWAyj1uJTS8byji7CyJFzpyE487ugkjRVDZ3h9fm1j89yzusrfdSLjusrbuFRppERERcRFGZnrtbKWgSERFxEc44M07+oqBJRETERWikybn0/ouIiIjYQSNNIiIiLsKRZ89J7iloEhERcRGaHnIuvf8iIiIidtBIk4iIiIvQ03POpaBJRETERWh6yLn0/ouIiIjYQSNNIiIiLsINzc85k4ImERERF6E1Tc6l6TkRERERO2ikSURExEVopMO5FDSJiIi4CE3POZeCJhERERehheDOpZE+ERERETtopElERMRFaHrOuRQ0iYiIuAhNDzmX3n8RERERO2ikSURExEVoes65FDSJiIi4CD0951yanhMRERGxg0aaREREXISm55xLQZOIiIiLUMzkXJqeExEREbGDRppERERchKbnnEtBk4iIiIvQ03POpaBJRETERWikybm0pklERETEDhppEhERcREa6XAuBU0iIiIuQrNzzqWgVURERMQOGmkSERFxEW4GjTU5k4ImERERF6GQybkUNImIiEiuHD58mO3bt/Pnn38SGhpKTEwMAJs2bcLf3z9L+bi4OEJCQti6dSt//vkncXFxeHp6Ur9+fR599FH69euHu3v2IcnatWtZunQpx44dAyAgIIABAwbw0EMPZVsnLi6OWbNmERISQlxcHL6+vnTu3JmRI0fi4+OTp/tW0CQiIuIiispI02effcamTZvsLv/BBx+wZs0aihUrRsOGDWnevDlxcXEcOHCAAwcOsG7dOubNm4e3t3eWutOnT2fOnDl4enpy7733ArBt2zZeeeUVwsPDGT16dJY6MTEx9O3bl4sXL1KnTh26devGsWPHWLZsGZs3b+bbb7+latWqub5vBU0iIiIuoqgETc2aNcNoNBIUFETjxo15/PHHiYuLy7Z8uXLlGD16NL1796ZixYqW9KioKF544QX27NnDnDlzePXVV63q7d27lzlz5lCmTBm++eYb6tatC0BERAT9+vVj9uzZdOrUiebNm1vVmzhxIhcvXqRfv35MmjQJg8GAyWRi0qRJfPPNN7z55pssWLAg1/etp+dEREQkVwYPHswrr7xCt27dqFy58m3Lv/nmmwwbNswqYAKoXbs2Y8aMAWDNmjVZ6s2fPx+Al19+2RIwAdStW5chQ4ZYlTE7fPgwO3fupFy5ckycOBHD/xbPGwwGJk6cSLly5fj9998JCwvLxR1nUtAkIiLiIgwGg8NeRUVgYCAAFy5csEpPTk5m+/btADbXLvXo0QOA33//nZSUFEv6li1bAAgODsbLy8uqjpeXF8HBwQBs3Lgx131V0CQiIuIiDA58FRUnT54EyDIKFRUVRXJyMuXLl8fPzy9LPT8/P8qVK8fNmzeJioqypB89ehSAoKAgm9dr1KgRgGVReW4oaBIREXERbg58FRWLFi0CoGvXrlbp5ifyqlSpkm1dc15sbKwlzfx1dtOG5jrm9nNDC8FFRETuQn8PUv4uN0/H5dWSJUvYvXs35cqVs6xRMrt+/TqAzSfqzEqUKAFAUlJSlnrmPHvq2EtBk4iIiIsoQkuR8m3btm18+OGHuLm58f7772eZniuKFDSJiIi4CIMDVyMVxkhSdg4dOsSIESNIS0vj3XfftSzOvpV5ROjGjRvZtmMeVSpZsmSWeuY8e+rYqyhNa4qIiMgdLjw8nJdeeonr168zbtw4evfubbNctWrVADh37ly2bZnzbl0obv76/PnzOdYxt58bCppERERchKs/PXfy5EleeOEFEhISGD58OC+88EK2ZWvXro2XlxeXL1+2WuhtFhsbS0JCAsWLF6d27dqW9AYNGgAQGhpqs93Dhw8DmUex5JaCJhERERfhykHT2bNnee6557h48SLPPfcco0aNyrG8l5cX7du3B+Dnn3/Okr927VoAOnTogKenpyW9S5cuAGzevJnk5GSrOsnJyWzevBmAbt265foeFDSJiIhIgYqPj+f5558nNjaWvn37MmHCBLvqDRo0CIC5c+cSERFhSY+IiGDu3LlWZcwaNWpE27ZtSUhIYMqUKZhMJgBMJhNTpkwhISGBDh06WDbVzA2Dydya2PSyoYyzuyBS5MxJOO7sLogUTWVvf6RIfqz1zf0hs9npEXc2z3VDQkKYPXu25fsjR46QmppKgwYNLKM+9913H8OHDwdg+PDhbNy4EU9PT3r06JHtjuRvvPEGFSpUsEqbNm0ac+fOtRp52r59O8nJyQwbNuy2B/bWrVuXgIAAjh07RkREBJUqVWL58uU6sFdERORO5sin5/IjPj6egwcPZkk378YNUKdOHcvXV69eBSAlJYXVq1dn2+6IESOyBE2vvfYagYGBLFmyhF27dgHQsGFDBg4caPN4Fchc5L169WpmzpxJSEgIGzZswMfHh379+jFq1Ch8fHzsvtdbaaTpNjTSJJKVRppEslHAI00/+2Y9TiSvHorLurhacqaRJhERERdRNMaZ7l4KmkRERFzEnbQjuCty+aApOjqay5cvU65cOat9GkRERO40ipmcyyW3HEhJSWH69Om0bduWhx56iKeffpovvvjCkr969Wp69epFWFiYE3spIiIidxKXC5qSk5MZOHAgX3zxBe7u7tx33338fS17u3btOHr0qM3NsERERFyVGwaHvST3XC5oWrhwIfv376dnz55s3LiROXPmZClTuXJl6taty/bt253QQxERkYLhyjuC3wlcLmj66aefqFq1KpMnT6Z48eLZlqtTp06Oh/yJiIiI5IbLBU2nT58mKCgIDw+PHMt5enqSkJBQOJ0SEREpBAaD416Sey739JynpydJSUm3LRcTE0Pp0qULoUciIiKFQ7GOc7ncSFO9evUIDQ3lypUr2ZY5f/48R48epWHDhoXYMxEREbmTuVzQ1KtXL65evcqECRNsjjilpKTw9ttvk5KSwuOPP+6EHoqIiBQMgwP/k9xzuem5J598knXr1rF582a6d+9OmzZtAAgNDWXixIn89ttvXLx4kc6dO9OjRw8n91ZERMRx3BTrOJVLHtibkpLCRx99xLfffktqaqpVnru7O3369GH8+PF4enrm+1o6sFckKx3YK5KNAj6w99fK/g5rq9P5Mw5r627hkkGTWXx8PLt37+bMmTNkZGRQtWpV2rZtS8WKFR12DQVNIlkpaBLJRgEHTb85MGjqqKAp11xueu5WFSpU4MEHH3R2N0RERAqFZuecy6WDpr+LjIzk+PHjVK1alSZNmji7OyIiIg6lBdzO5XJB07p161i+fDmjR4+madOmlvTp06czb948yzl0Dz74INOmTcOgHbycygQcphXHaEYCvhjIwIdzNGUHtQi3Wecq5dhPB85Qh+uUwoublCeOhuyhLkct5dIoxm66EkkD0vCgKie5l3WUIjFLm7sI5hjN6MtsvLhZULcr4nAffhLK+En7Adix4UHatvpr+cGRsARGjdvDnv2X8K3gxaAB9XhjdCOKFbN+MPrGjTQat/+R4E6V+eLTdoXaf5E7icttOfDDDz9w8OBBAgMDLWmhoaHMnTsXDw8POnbsiI+PD+vWrdOBvU5mAjbwJNt4iBS8CGA/dQnlCj6spx+htMpS5wx1WMHLnCCIypyhCTupTRjpFCOGOlZld3I/f9KGKpymHqGcoS7r6UfG3/4Su0QlDtGOe1mngElcSuiRy7z9/kFKlsz6921iYirdem7k0OHLvPhsPYz1yjBx8gE+/TwsS9m33z/I9RtpTJ3cojC6LQVIO4I7l8uNNB07dozAwEC8vLwsaT/88AMGg4GPPvqI7t27c+HCBbp37863336rbQecKIoGRNGQKpziYb7EnTQAbrCZVbzETu6nJuGUJnOj0kTKsIEnKUkiD7OU0ly1au/WYMgEhNGcQPZzHz8CUIkYttCLi/hRmRhLna08SnVOUJcjhXDXIo6RmprBwKHbada4AvXrlObL5VFW+T+uP8PZczf4fV137m1bCYCuj23gi8XHeW3EXxv77j8Yz/TZR/l2YSfKls3/E8XiXC430nGHcbn3Pz4+nsqVrZ9O2LVrF2XKlOGBBx4AoFKlSrRo0YLo6Ggn9FDMogkAoDm/WwImAG9u0ISdpONOGM0s6fvpQArF6chPWQImADf+etDzJiVIx4OKnLWkmb++RllLWihtSMCXDqx12H2JFIb3Pv6Tw2EJLJzVjmLFsg4LnI65DkCLZj6WtJbNfTh15q9Nf9PTM3hx5A4efdCfxx+rUfCdFrnDuVzQVKxYMZKTky3fX7t2jRMnTtCiRQur9Uvly5fn8uXLzuii/M91SgFQmoQseea0WGoDmSNHkTSkONepRjQXqcoh2nKQdpyhNn/fF6M41ylGKnFUsaSZvy5lGbkqyx4605pNNtc5iRRVfxy4xHv//pO3xzWhYWA5m2WqVysBwP5D8X/VO3iJGv4lLd//e9ZRIqMTmTW1dYH2VwqPwYEvyT2Xm56rWrUqoaGhmEwmDAYDW7duJT09nbZt21qVu3LlCmXLls2mFSkMxcn8SziRcpQnziovkXIAXKGC5ftkSlCRGH7lYY5ivfbCl7N05xtL8GMAAjjAEVqSiide3CCcpvhylorEAvArj+DDeRqxtwDvUsSxkpPTGTB0G80aV+CN0Y2yLffwA9WoUtmbXs+G8PSTtTl24iobQ87x73czPzsRUYlM+uAg06e0xK9qicLqvhQwPdzkXC4XNN1///3Mnj2bESNG0KZNG+bNm0exYsUIDg62KnfkyBH8/R23CZjkXg1OEEEQ+7kXP6JwJx2Am3jzJ5nH3yRTHIAbZP51HEdVEvClM99Ti2Ok4MUfdCCMFmygN71YaGm/HRtwI51IGpKOB9WI5F7W4YaJcJoQS02e5AvS8OB3HiKSzHUedThCB37GA+vd5EWKgremHOR4RCL7QnpkeQruVmXKeLLhu66MHr+X+UtP4FvBi/f+rxmjh2Y+JDPklZ20bObD4Ofqs2vvRYa/vpsDf16mWtUSTJ7YlIFP1y2sWxK5Y7hc0DRw4EB+/PFHNm3axKZNmwAYNGiQVYD0xx9/EBcXR8+ePZ3USwGox58coymx1GYFL1OdCDJwI5pAvLkGgOF/E2+m/w0Wm3CjJSEEcBAAL25yHz8RT2Uu4M9ZqlOV0wC4k8a9/MK9/GJ13RuUYAcP0JxtlCeOX3mYaALoxI8YMPEbPXAnlY7o6UopWnbsvsjHM48waXwTghqWv235oIbl2fTD/VnSFy49we87L3Dw90e4di2Nh/tsoVnj8qxb2ZUf153huWHbCTSWoU1Lx52eIIVD40zO5XJBU9myZVm9ejXr168nPj6eRo0aZZmai4+PZ8CAATzyyCNO6qVA5sLtHnzNfu7lBEEc5R48SaY2YTRlB98wAm8yF6168tc6tVocy9JWTcK5gD8X8bMETdnZTne8uUZzfiMFT47RjBZspT6hAFylPPu4j7Zs1GiTFBlpaRkMHLqNJo3KMf7VoDy3c/7CDV7/v328+XpjAuqXZc7CcOIvJ7Nodnv8q5WkW+eqrN0Qwyefh7FsgYImV6OgyblcLmgCKFGiBL169co2v1u3bnTr1q0QeyTZKUY6LfmVlvxqlR5LTeCvJ97KEI+BDEy44WljLyVzWvptfmVPUY8IGvEYiyhGBgmUJ4Ni+HLOUsaXc2RQjKtUwIfz+bo/EUe5di2N4xGZa/Y8K35ls0y7+9cB8N2X99HzEdtPw418Yw/+fiUY90pm4HXs+BV8fbzwr/bXAvFmjSsQFn7Fkd2XQqI1Tc7lkkGTuL7jNAag7v9Gf9xJpzKnOUdNLlMxy2jSZTL/Irb1JJ5ZKh78Rg8aspcqWB9EmU4xG1+77FnVcgfy8nLjxf71bOb9uv08xyMSeewhfyr6FqdWjVI2y635+TQrfzjF9l+64+Hx13qo5JQMq3LJyen6x1ckD4p80LRnz5581W/VKuuu01J4UvDEkxSrtEgacIxmVCSG2vy1e3Ej9nKOmuzjPh5iGcX+t3D8Mj6E0xQPkqlORLbX2k0wJgy0ZrMlrQzxuJHOKepT+3/TfqeojxtplEFbUkjR4e3tzvyZto84eW7oNo5HJDLhtSCrY1RudfVqCsNe382IlwKs1io1CCjL1aupbNt5gXvbViIxMZXfdlzgofv9CuQ+pGC5KdZ1qiIfNPXv3z9ffxEdPXr09oWkwHzHi5TiKuWIoxhpXKQasdSiDPHcz3+tNqysy2GiaEAkDfkvQ/AnghS8iKIB6bjThdXZHoNynmocphUPsNwqSPMglUD2c4SWpOEBwAka04jdWs8kd5Tx/9qPm8HAe//XzCr96Sdr8+a7B3i8/1aeeqIWIb+fJ+FKCq8MbeCcjkq+GBQ1OVWRD5p69uypYWQXVpcjRBHIefzJwI3SJHAPv9KU7VlGoAxAV1ZSmdOE0ZyjtKAYaVTmDM35HT9O2rxGOm78yiPU5qjNQ4DbsoF0ihFF5j8SgfxBWzY6/F5FnGXbzgvMWRjOT8uDKVXKwyqvVCkPfloezIixu/l8YTjVqpZg6dx7aXWPr5N6K+K6DCaTSQs7cvCyoYyzuyBS5MxJOO7sLogUTWUr375MPhysUcthbTU9Fe2wtu4WRX6kSURERDJp4sW5XO7sORERERFncOmRpoiICKKiorh27Vq2ZbQruIiI3Cm0xte5XDJo2rt3L2+//TaRkZHZljEf6KugSURE7hSKmZzL5YKm8PBwBg0aRFpaGg8//DDHjx8nPDycwYMHEx0dzY4dO0hMTOSJJ56gatWqzu6uiIjIHefw4cNs376dP//8k9DQUGJiYgDYtGmT1Vmwf3fq1ClmzpzJjh07uHLlClWqVKF79+4MHTqUkiVL2qxjMpn45ptvWLFiBZGRkXh6ehIUFMRLL71Eu3a29zbL67Vux+WCprlz55KcnMznn39O586dmTBhAuHh4bz66qtA5rlzEydOZOvWraxatcrJvRUREXGcojI999lnn7Fp06Zc1Tl8+DD9+/cnKSmJRo0a0bJlSw4dOsS8efPYunUrX3/9NaVLl7aqYzKZGDt2LGvWrKFkyZJ07NiRpKQkdu7cyfbt23nnnXfo3bu3Q65lD5dbCL53716MRiOdO3e2mV+hQgU+/vhjUlNTmTlzZuF2TkREpAAZDI575UezZs0YOnQon332Gb/++iu+vjnv+5Wens5rr71GUlISY8aMYdWqVXzyySesW7eOLl26EB4eztSpU7PU+/7771mzZg3+/v78/PPPzJw5k4ULF7J48WLc3d3517/+ZRnlyu+17OFyQdOlS5eoXbu25Xt398zBsps3/9opulSpUrRq1Yrffvut0PsnIiJSUNwMBoe98mPw4MG88sordOvWjcqVb7831aZNm4iOjsZoNPLSSy9Z0j09PZk8eTLu7u6sXLmSy5etj7dasGABAGPHjrW6TqtWrejduzepqaksXrzYIdeyh8sFTWXLliU5OdnyfZkymZtPnjt3zqqcwWDI0xsiIiIijrVlyxYAunfvnmWKsVKlSrRo0YK0tDS2bt1qST9z5gzh4eF4eXkRHBycpc0ePXoAZJkmzMu17OVyQVPVqlU5f/685fvAwEBMJhMhISGWtKSkJPbu3UuVKlWc0EMREZGCUVSm53LLfA5sUFCQzfxGjRoBEBb21yHu5q/r16+Pp6dnljoNGzYEMoOrW7ceysu17OVyC8HbtGnD4sWLiYuLw9fXly5dulC6dGn+/e9/c/HiRapUqcJ3331HQkKCthsQEZE7iiMXgnft2jXH/Nwu9M5JbGwsQLaDGeapN3M5e+qULFmS0qVLk5iYSGxsLEajMc/XsleRD5quXbuGh4cHXl5eADzyyCOcPn2aEydO4OvrS6lSpZgyZQqvv/46CxYswGAwYDKZCAwMZMSIEU7uvYiIiFy/fh0Ab29vm/nmLQCSkpLsrgNQokQJEhMTc1XP1rXsVeSDplatWtGrVy+mTJkCQIMGDZgxYwYAS5YsoV69etx///2sX7+ekJAQrly5Qp06dejSpYtlkbiIiMidwODARTWOHEm6WxT5qMJkMmEymWzmTZkyhV69etG+fXuqVKlCv379Crl3IiIihaeo7NOUWyVKlODKlSvcuHHDZr551OfWTSdLlCgBkG0d+GtU6e/1cnste7ncQnARERFxLX5+fkDWJ93NzA94mcvZUycpKYnExMRc17N1LXspaBIREXERrvr0XIMGDQAIDQ21mX/48GEg84l4M/PXx48fJyUlJUudI0eOAODv70+pUqXydS17KWgSERFxEQaDwWGvwtSlSxcA1q9fn2XJzYULF9i3bx/u7u506tTJku7v74/RaCQ5OZnNmzdnaXPt2rVA1qcA83IteyloEhERkQIVHBxMrVq1CA8PZ968eZb0lJQU3nrrLdLS0njiiSeoUKGCVb0XX3wRgKlTp1rt0bhnzx5WrFiBh4cHAwcOdMi17GEwZbfKuogIDAykY8eODB48OEte//79s80za9WqVb6u/7KhTL7qi9yJ5iQcd3YXRIqmsrc/UiQ/ooKMDmurdmh4nuuGhIQwe/Zsy/dHjhwhNTWVBg0aWDaivO+++xg+fLilTGhoKP379+f69es0atSImjVrcvDgQWJiYjAajdke2Pv666/z448/UqpUKdq3b8/169fZsWMHGRkZ2R7Ym5dr2cMlgqa8DiMaDAbLnGdeKWgSyUpBk0g2CjhoOtk4wGFt1fzzWJ7rrlq1igkTJuRYplevXnzwwQdWaSdPnmTmzJns2LGDK1euUKVKFbp3786wYcOyfZrNZDKxbNkyVqxYQWRkJB4eHjRu3JjBgwfTrl27bK+fl2vdTpEPmmydN5MbtuZBc0NBk0hWCppEslHAQdOpJo4LmmocynvQdLcq8vs05TfoEREREXGEIh80iYiISCZX3dzyTqGgSURExEUoZnIubTkgIiIiYgeNNImIiLgIjTQ5l4ImERERF2FwU9TkTJqeExEREbGDRppERERchKbnnEtBk4iIiItwU9TkVJqeExEREbGDRppERERchAaanMuuoKlr1675vpDBYGDjxo35bkdERORupR3BncuuoCkmJibfF9IPWkREJH/0T6lz2RU0LVmypKD7ISIiIlKk2RU0tW7duqD7ISIiIrehWRvn0kJwERERF6GYybkcFjTFxcVx9uxZbt68SatWrRzVrIiIiEiRkO+g6YcffuCLL74gIiICyBw6PHLkiCX/o48+IjQ0lKlTp1K5cuX8Xk5EROSupek558rX5pbvvvsu48aN48SJExQrVgx3d3dMJpNVGaPRyO7du9m0aVO+OioiInK3M7g57iW5l+e3bdOmTXz55ZdUqFCBWbNmceDAARo3bpylXJcuXTAYDISEhOSnnyIiIiJOlefpua+//hqDwcBHH33Evffem225smXLUrVqVY4dO5bXS4mIiAiannO2PI80hYaG4uPjk2PAZObr60t8fHxeLyUiIiIAbgbHvSTX8hw0JSUlUalSJbvKpqWlUaxYsbxeSkRERMTp8jw9V6FCBbuOV0lPTyc6OlpPzomIiOSXpuecKs8jTc2aNePq1ats3bo1x3Jr1qzh+vXrtGzZMq+XEhERETLXNDnqJbmX56Dp6aefxmQyMWnSJKt9mW61Y8cO3nvvPQwGA0899VSeOykiIiJoTZOT5Xl6rm3btjz77LN8+eWX9OnTh6CgIE6fPg3AhAkTOHbsGEePHsVkMjFo0CCCgoIc1mkRERGRwpavHcHffPNNKleuzOeff86BAwcs6d999x0AxYsXZ+jQoQwZMiRfnRQRERG0psnJ8n2MyksvvUTfvn3ZunUrYWFhXL16lRIlSmA0GunSpQsVKlRwRD9FRETuegZNqzmVQw7sLVOmDI8++iiPPvqoI5oTERERKXIcEjSJiIhIIdD0nFPlO2gymUxs2rSJkJAQIiIiSEpKomTJktStW5fOnTsTHByMm5tOBhQREckvTc85V76CpqioKF599VXLuXImk8mSd+DAAVauXInRaGTatGnUrVs3fz0VERERcaI8B00XLlzg2Wef5dKlS7i7u9OtWzfq1auHr68vcXFxnDhxgo0bN3Ls2DEGDhzIypUrtSu4iIhIfmh6zqnyHDTNmjWLS5cu0bRpU6ZPn46fn1+WMrGxsbz66qscOnSIzz77jMmTJ+ersyIiInc1Tc85VZ6DppCQENzd3ZkxY0a2I0h+fn58+umndOvWjZCQkLxeSkRERIqgyMhI5s2bx65du7hw4QLu7u7UqFGDBx54gOeff56SJUtmqRMXF8esWbMICQkhLi4OX19fOnfuzMiRI/Hx8cn2WmvXrmXp0qWWJUEBAQEMGDCAhx56qMDu7+/yvEL78uXL1K9f/7ZTblWqVKF+/fokJCTk9VIiIiJC0Tp7bu/evfTq1YtVq1bh4eFBcHAwrVq1IiYmhpkzZ9K7d2+uXLliVScmJoaePXuybNkyvL296datG97e3ixbtoxevXpx9uxZm9eaPn06r776KqGhobRu3ZrWrVsTGhrKK6+8wqeffprve7FXnkeaKlWqRFpaml1l09LSqFixYl4vJSIiIlCkpucmTZrEzZs3GTZsGKNGjbIEYgkJCbzwwgscPnyY+fPnM2bMGEudiRMncvHiRfr168ekSZMwGAyWc2y/+eYb3nzzTRYsWGB1nb179zJnzhzKlCnDN998Y3mwLCIign79+jF79mw6depE8+bNC/ye8zzS1KVLFyIiIoiIiMixXEREBCdOnKBr1655vZSIiIhA5kJwR73y4fLlyxw/fhwPDw+GDh1qNXJVrlw5XnjhBQAOHjxoST98+DA7d+6kXLlyTJw40VLHYDAwceJEypUrx++//05YWJjVtebPnw/Ayy+/bPUkft26dS3HtJnLFLQ8B02jRo2ievXqDBs2zOpNudWhQ4cYPnw4NWrUYOTIkXnupIiIiBQdHh4edpUrX7685estW7YAEBwcjJeXl1U5Ly8vgoODAdi4caMlPTk5me3btwPYXLvUo0cPAH7//XdSUlJycQd5Y9f03KxZs2ymd+rUiWXLltGvXz8aN25M/fr1rbYcOHToEO7u7jz11FMsWbKE4cOHO7TzIiIidxNDEdkrulSpUjRv3pz9+/fz+eefZ5meW7hwIQC9e/e21Dl69CgAQUFBNtts1KgRq1atsiz0hsz9IJOTkylfvrzNp/T9/PwoV64cCQkJREVFERAQ4LB7tMXuoCm7RWPmDS0PHTrEoUOHLPOTZqmpqSxduhRAQZOIiEh+OHCfptstm9m0aVOO+e+99x6DBg1i9uzZrF27loCAAG7evMm+ffvw9vbmo48+okOHDpbysbGxANk+QFalShUgc7G4mflrc1529RISEoiNjS0aQVPPnj0dstJeRERE7gx169Zl2bJljB49mgMHDhAdHW3Ja9++PfXq1bMqf/36dQBKlChhsz1zelJSUpY63t7e2fbDVr2CYlfQ9MEHHxR0P0REROQ2HHn23O1Gkm5n586djBo1Cl9fX+bPn0/Tpk25ceMGISEhTJ06la1btzJ79myr0SZXl+8De0VERKSQFJFZn4SEBEaPHk1KSgrz5s2jWrVqAJQpU4a+fftSunRpXn31Vd5++21++eUXihUrZhkRMo8e/Z05/dYNMc11bty4kW1fbNUrKEVkSZmIiIi4ipCQEBISEmjWrJklYLrVAw88gIeHB2fOnOH06dMAloXc58+ft9nmuXPnAKzaM39tzsupnq2F4o7msJGmlJQUEhISctzwsjBuSERE5I5VRDa3NAc+pUuXtpnv7u5OiRIluHLlimVX8AYNGrBx40ZCQ0Nt1jl8+DCA1WLu2rVr4+XlxeXLl4mNjc0SR8TGxpKQkEDx4sWpXbt2vu/rdvIVNKWlpfGf//yH1atXExUVZfXU3N8ZDAaOHDmSn8uJiIjc1YrKQ1nmUz4OHz5MWloa7u7W4UR0dLQlWDKPFnXp0oWZM2eyefNmkpOTrfZqSk5OZvPmzQB069bNku7l5UX79u3ZsmULP//8My+++KLVddauXQtAhw4d8PT0dPBdZpXn6bnU1FReeOEFpk2bRkREBBkZGZhMpmxfGRkZjuy3iIiIOEmnTp0oXrw4MTExfPzxx1azTPHx8bz55psAtG7dGl9fXyBzH6a2bduSkJDAlClTLAMtJpOJKVOmkJCQQIcOHQgMDLS61qBBgwCYO3eu1SkkERERzJ0716pMQTOYchoeysHSpUt57733aNasGR999BHjx49n//79HDlyhMuXL3Pw4EEWLFhAaGgokydP5rHHHnN03wvFy4Yyzu6CSJEzJ+G4s7sgUjSVzfkQ+/y6+WwXh7VV/Mst+aq/YsUK3nrrLTIyMvDz86Nhw4bcvHmTgwcPkpiYiK+vL19++aXVtFlMTAx9+/bl4sWL1K1bl4CAAI4dO0ZERASVKlVi+fLlVK1aNcu1pk2bxty5cy0jTwDbt28nOTmZYcOGMXr06Hzdi73yHDT169ePgwcPsnbtWmrXrs3TTz/N/v37LTt+mk2cOJHvv/+exYsX07JlS4d0ujApaBLJSkGTSDYKOmjqH+ywtoov3ZzvNg4ePMjixYv5448/iIuLo1ixYvj7+9OpUycGDRqEj49PljpxcXHMnDmTkJAQLl26hI+PD507d2bUqFE2y5utXbuWJUuWWHYMDwgIYODAgTaPVykoeQ6aWrVqRZkyZSz7PDzzzDP88ccfHD58GDe3v2b9kpKS6NChA23btuXzzz93TK8LkYImkawUNIlko4CDpuQBOe/inRteS/K3T9PdKM9rmpKTk60iQvOCrsTERKtyJUuWpE6dOhw6dCivlxIRERFxujwHTb6+vpaV8YAlgIqMjMxS9sqVK1y9ejWvlxIRERHI3HLAUS/JtTwHTf7+/sTFxVm+b9KkCSaTiS+//NKq3NatWzlz5kyOh+2JiIjI7RkMBoe9JPfyvE9Thw4d2LNnD3/++SeNGzfm4YcfZvr06axdu5YzZ85wzz33cPHiRdatW4fBYKBHjx6O7LeIiIhIocpz0PTAAw8QGhrKxYsXAahQoQJTpkzhjTfe4ODBgxw6dMiyB0Pr1q0ZPny4Y3osIiJyt9K0mlPl+em57MTExPDTTz9x5swZvL29adWqFV27dnXZoUA9PSeSlZ6eE8lGAT89lzKou8Pa8py/3mFt3S0cdvacWbVq1Rg8eLCjmxURERFxKocHTSIiIlIwDJqecyoFTSIiIq7CRZe63CnsCpoGDBiQ7wsZDAYWL16c73ZEREREnMGuoGn37t35vpCrLgQXEREpMjQ951R2BU3vv/9+QfdDREREbkMDEM5lV9DUq1evgu5HkTXn2ilnd0Gk6NH/uEWcQyNNTpXnY1RERERE7iZ6ek5ERMRVaJTXqRQ0iYiIuAoFTU6l6TkRERERO2ikSURExFVopMmpFDSJiIi4CjdNEDmT3n0RERERO2ikSURExFVoes6pFDSJiIi4CgVNTpXvoCkjI4NffvmFHTt2cO7cOW7evGl1MG9oaCg3btygRYsWuGkuVkRERFxUvoKmEydOMGrUKKKiojCZTEDWc3F++OEHli5dysKFC2nXrl1+LiciInJ300iTU+V56Cc+Pp7nn3+eyMhIGjRowIgRI6hZs2aWco888ggmk4lNmzblq6MiIiJ3PTc3x70k1/I80jRv3jwuXrxIr169mDJlCgaDge3bt3PqlPUBt02aNMHb25u9e/fmu7MiIiJ3NY00OVWeQ80tW7bg6enJP//5zyxTcn9XvXp1zpw5k9dLiYiIiDhdnkeaYmNjqVWrFqVKlbptWW9vb27evJnXS4mIiAhopMnJ8hw0eXp6kpycbFfZ+Ph4u4IrERERyYGCJqfK8/RcjRo1iImJ4fLlyzmWO336NKdPn6Z+/fp5vZSIiIiI0+U5aAoODiYtLY1PPvkk2zImk4kPPvgAg8HA/fffn9dLiYiICOjpOSfL8/TcwIEDWb58OcuXLyc+Pp6+ffuSkpICZK53CgsL4z//+Q979uyhevXq9OnTx2GdFhERuStpes6pDCbzrpR5EBYWxpAhQzh//rzNJ+hMJhOVKlViwYIFrjs9l5Tg7B6IFD36H7eIbSXKFmjzaW8+67C23N/90mFt3S3yNT4XGBjIDz/8wJAhQ6hRowYmk8nyqlKlCs8//zyrV6923YBJRESkKDEYHPeSXMvXSNPf3bhxg6tXr1KyZMk752k5jTSJZKX/4YrYVtAjTW8NcFhb7pOXOKytu0W+D+y9lbe3N97e3o5sUkRERIqwxMREFi5cyMaNGy0bWVeuXJkWLVowatQoKleubFX+1KlTzJw5kx07dnDlyhWqVKlC9+7dGTp0KCVLlrR5DZPJxDfffMOKFSuIjIzE09OToKAgXnrppUI919ahI013JI00iWSlkSYR2wp4pCl90nMOa6vYpEX5buPEiRM8//zzXLhwgZo1axIYGEhqaiqnTp3ixIkTfPXVV7Rs2dJS/vDhw/Tv35+kpCQaNWpEjRo1OHToEDExMRiNRr7++mtKly5tdQ2TycTYsWNZs2YNJUuW5N577yUpKYmdO3eSkZHBO++8Q+/evfN9L/bI80jTrFmzcl1nxIgReb2ciIiIFKE/WK5evcoLL7xAQkICH3/8MY8++qhV/qlTp6yW6qSnp/Paa6+RlJTEmDFjGDx4MAApKSmMGjWKLVu2MHXqVCZPnmzVzvfff8+aNWvw9/fn66+/toxc7dmzh+eff55//etftG/fnmrVqhXwHedjpCkwMPC2Z86ZmUwmDAYDR48ezculnEsjTSJZFaH/cYsUKQU90jT5BYe1VeythfmqP2XKFBYvXsyECRN47rnnblv+l19+YeTIkRiNRn744QerGOLChQt06dIFgN9//53y5ctb8h599FHCw8P59NNPefDBB63a/Ne//sXXX3/NwIEDmThxYr7uxx55Hmnq2bNntkHT9evXiY6O5tixY3h4ePDggw/i7u7Q5VMiIiLiJMnJyaxatQpvb2/69u1rV50tW7YA0L179yzxQ6VKlWjRogW7du1i69at9OzZE4AzZ84QHh6Ol5cXwcHBWdrs0aMHX3/9NZs2bSraQdMHH3xw2zL79u1j/PjxJCQkMHfu3LxeSkRERKDIjPKGhoaSmJhIixYt8Pb2ZseOHfz2229cu3YNf39/unXrRp06dazqmGebgoKCbLbZqFEjdu3aRVhYmCXN/HX9+vXx9PTMUqdhw4ZAZnB17dq1An9yv0CHf1q0aMGnn37K448/zuLFi3n++ecL8nIiIiJ3Ngcef9K1a9cc8zdt2pRt3okTJwDw8fFh1KhRrF+/3ip/+vTpvPzyy4wePdqSFhsbC0CVKlVstmleq2QuZ0+dkiVLUrp0aRITE4mNjcVoNOZ4T/lV4IfPNGzYkJo1a7Jq1aqCvpSIiIgUgitXrgCZU26bN29m7Nix/Prrr2zbto0333wTd3d3Zs+ezYoVKyx1rl+/DpDt1kTm7QaSkpLsrgNQokSJLPUKSqEsNPL29iY6OrowLiUiInLncuD0XE4jSbeTkZEBQGpqKiNHjmTQoEGWvP79+5OWlsYHH3zA7NmzC207gMJQ4CNNCQkJREVF4eXlVdCXEhERubMVkWNUzKM7gM2gqE+fPkDm9Nrp06et6ty4ccNmm+aRols3uLxdHfhrNCq7jTEdqUCDprCwMEaOHElKSgrNmzcvyEuJiIhIITHvieTp6Zllx2/IDGAqVKgAwMWLFwHw8/MD4Ny5czbbPH/+vFU5e+okJSWRmJiYpV5ByfP0XE4LyEwmE/Hx8SQnJ2MymShevDijRo3K66VEREQEiszTc+an1lJSUkhKSsoyypOenm4JZsyjRQ0aNODo0aOEhobSuXPnLG0ePnwYyNwH0sz89fHjx0lJScnyBN2RI0cA8Pf3L5Qzb/M80hQTE5PtKzY2lps3bwLQqlUrlixZYnmDRUREJI/c3Bz3yoeqVavSqFEjAHbt2pUlf+/evaSmpuLt7W3ZesC8eeX69ev5+77aFy5cYN++fbi7u9OpUydLur+/P0ajkeTkZDZv3pzlOmvXrgVu/ySgo+R5pGnJkuxPRzYYDHh7e1OzZs0sZ8iIiIiI6xs8eDCjR4/mo48+wmg04u/vD2ROs7333nsAPPnkk5bRoeDgYGrVqkV4eDjz5s2zOkblrbfeIi0tjb59+1qm9cxefPFFxo0bx9SpU2nevLnVMSorVqzAw8ODgQMHFso968De29ExKiJZFZEpApEip6CPUZk63GFtFRv7Wb7bmDRpEsuWLaNEiRLcc889uLm5sX//fhITE2nWrBmLFi2y2i4gNDSU/v37c/36dRo1akTNmjU5ePDgbQ/sff311/nxxx8pVaoU7du35/r16+zYsaPQD+zNc9A0YcIE3NzcePvtt23u0nnHUNAkkpWCJhHbCjpo+thxB98Xe32WQ9pZs2YNX331FeHh4aSlpVGrVi0eeeQRBg4caPPJ+ZMnTzJz5kx27NjBlStXqFKlCt27d2fYsGHZPgFnMplYtmwZK1asIDIyEg8PDxo3bszgwYNp166dQ+7DHnkOmoKCgqhTpw4//PCDo/tUtChoEslKQZOIbQUdNE1z3ENVxV6b4bC27hZ5Xgnm4+OjQ3hFRETkrpHnoKlt27ZERERw7do1R/ZHREREslNENre8W+U5aHr55Zdxc3Nj8uTJlu3URUREpAApaHKqPM+vxcXFMXToUD799FOOHj1Kz549qVevntXW6n/XqlWrvF5ORERExKnsXgi+evVqfHx86NixI5C5S6chF5GqwWCw7NzpUrQQXCQr/ZUqYltBLwT/9FWHtVVs9HSHtXW3sHukafz48bRo0cISNBXGGS8iIiJyi3zu5C35k+fpOVvbmYuIiIjcqbRngIiIiKvQ1LhTKWgSERFxFQqanEqToyIiIiJ2yNVI06VLl1i9enWeL9azZ8881xUREbnrGTTW4Uy5CppOnjzJhAkT8nQhg8GgoElERCQ/3DQ950y5CpryeLZvvuuKiIgIGmlyslwFTS1atOCrr74qqL6IiIiIFFl6ek5ERMRV6Ok5p1LQJCIi4iq0I7hT6d0XERERsYNGmkRERFyFpuecSkGTiIiIq9DTc05ld9AUFhZWkP0QERERKdI00iQiIuIqND3nVAqaREREXIWennMqvfsiIiIidtBIk4iIiKvQ9JxTKWgSERFxFXp6zqkUNImIiLgKN400OZNCVhERERE7aKRJRETEVWh6zqkUNImIiLgKLQR3KoWsIiIiInbQSJOIiIir0PScUyloEhERcRV6es6pXDJounLlCqGhoVy+fBk/Pz/uueceZ3dJRERE7nAuNc4XHx/PmDFjuPfeexk0aBBjx45lxYoVlvzly5fTunVr9u7d68ReioiIFBCDwXEvyTWXCZquXr3K008/zU8//US9evV4+umnMZlMVmW6detGUlISGzZscFIvRURECpDBzXEvyTWXedfmzJlDdHQ0Q4YM4bvvvuP//u//spSpUKECRqORPXv2OKGHIiIidyeTycSAAQMICAggICCAiIgIm+VOnTrF2LFj6dChA40bN+b+++/n448/JikpKce2ly1bxuOPP06zZs1o3bo1L7zwAjt27Cio28mWywRNGzdupGbNmrz66qsYchhWrFGjBufOnSvEnomIiBQSN4PjXg707bffsmvXrhz/fT58+DA9e/bkhx9+oFKlSnTt2pX09HTmzZtHv379SExMzFLHZDIxduxYJk2aRHR0NB07diQoKIidO3fy/PPPWy3RKQwuEzSdPXuWwMDA25Zzc3Oz+caLiIi4vCI4PXfu3DmmTp1Kx44d8fPzs1kmPT2d1157jaSkJMaMGcOqVav45JNPWLduHV26dCE8PJypU6dmqff999+zZs0a/P39+fnnn5k5cyYLFy5k8eLFuLu7869//YuYmBiH3cvtuEzQVKJECeLj429b7vTp05QrV67gOyQiIlLYiuBC8LfeeouMjAz+9a9/ZVtm06ZNREdHYzQaeemllyzpnp6eTJ48GXd3d1auXMnly5et6i1YsACAsWPHUrlyZUt6q1at6N27N6mpqSxevNhh93I7LhM0NWzYkNDQUM6fP59tmcjISMLCwmjatGkh9kxEROTutHr1arZu3cro0aOpVq1atuW2bNkCQPfu3bNM4VWqVIkWLVqQlpbG1q1bLelnzpwhPDwcLy8vgoODs7TZo0cPIDMgKywuEzT16dOHGzduMHr0aJuB06VLl5gwYQLp6en07dvXCT0UEREpYEVoei4uLo7333+fxo0bM2DAgBzLHj16FICgoCCb+Y0aNQIgLCzMkmb+un79+nh6emap07BhQyAzuLp27VrubyAPXGZzy4ceeoiQkBC+//57unXrZnmDd+/ezcCBAzl48CA3b96kT58+dOzY0cm9FRERKQAOXMDdtWvXHPNvN4IzefJkrl27xrvvvoubW85BWGxsLABVqlSxmW+eejOXs6dOyZIlKV26NImJicTGxmI0GnPsgyO4TNAE8OGHHxIYGMgXX3zBgQMHAIiJiSEmJoayZcsycuRIXnzxRed2UkRE5A63fv161q9fz+DBg+16SOv69esAeHt728wvWbIkgNXWA7erA5nrnRMTE3PcssCRXCpoAnj++ecZMGAAR44c4cyZM5hMJqpUqULjxo3x8PBwdvdEREQKjgOfesvrWqCEhAQmT55MzZo1GTFihMP64wpcLmgCKFasGI0bN6Zx48bO7oqIiEjhKQLHn7z//vvExcXx8ccf4+XlZVedEiVKcOXKFW7cuGEz3zxSZB5xMtcBsq0Df41G3VqvILlk0CSuw2Qy8d0P0cycc4Sw8ASuXE2hun8pOneoyrjXmlCndhlLWUOp+bdt71RYP6r7lwLg5s00Jk7ay4rvorh+I4377q3CjI/b418t64dn4qQ9LFwSztF9T1K+vH0fcpGC8uWy4/y2/Rz79sfx5+F4UlIy+M+c+3iuf9Y1GV99c4L/ro7kUGg8Fy7exGQyUbNGKR4I9uf1V5pQzc/69/3mzTQmvr3nr89Fh6rM+Lgd/tVKZWl74tt7WLjkGEf/6K3Phdht06ZNeHl5MXv2bGbPnm2Vd/HiRQDGjRuHt7c3zzzzDA8++CB+fn5cuXKFc+fO2ZzOMz/gdes+T+avs9uwOikpybIvY3b7QzmaywRNs2bNsruswWBg+PDhBdgbsdfrE3cxbWYoVauUoOcjNSlTxpODf8Yzb1EYy/4bwfaNjxLUqAIAb09obrONE5FX+erbCBoGlrMETJlt72b2vCP0ebwOvj7F+c+X4TzW5xf2/PoPihX7awj7UOglpn5yiK8WdNE/DFIkvDl5LydPXcPXtzhVq5Tg5Knsn/z55r8RHI+4QttWlahapQQmExw4dIlPZ4ey6Ktwft/wKI0aVrCUf33iLmZ/cYQ+T/zvc7E0nMd6/8Ke33pafy7+vMTUTw7y1UJ9LlzKbRZcF5bk5GR2796dbf6ff/4J/LXYvEGDBhw9epTQ0FA6d+6cpfzhw4cBrAIq89fHjx8nJSUlyxN0R44cAcDf359SpbL+UVAQXCpoMhgMWQ7pNTPv+2AymRQ0FRHnzl/nk88OU7NGKQ7ueJyyZf/6hZ8+609eG7+LabNCWfh5JwAm/bOFzXZGjtkOwIsDAyxpGRkmFiw5xosDA5g3K/NpyTatKjLgpa3s2RdH29aVAEhPz2DQ8N956IHq9HmiToHcp0huzf+sE/XrlaFmjdJ88PEBJryd/XmZK77sSvHiWf9XvWBxGIOG/cakKX+w4stuwP8+F4v/97n4LPNz1aZlJQa8FMKefRdp2zrzCaXMz8Vv//tc1C2AO5QCUwSm5/bu3ZttXnBwMDExMaxdu5a6df/63erSpQurVq1i/fr1DB8+3GqvpgsXLrBv3z7c3d3p1KmTJd3f3x+j0Uh4eDibN2/mwQcftLrW2rVrgds/BehILhM0vf/++zbTMzIyOHv2LL///jsHDhygf//+lr0bxLmiT14jI8PEvW0rWwVMAI88WIPXxu/iYlz2c9WQOdXw1fIIPD3d6N+vniU9Lu4mN2+m06KZryWtZfPMr0+dvmYJmj6dfZiw8ARWfd3NUbclkm/dgrPfBPDvbAVMAL171WHQsN84EXHVkmb5XDS/5XNxz62fi8yg6dPPQjM/F8v0uZDCERwcTK1atQgPD2fevHkMHjwYgJSUFN566y3S0tLo27cvFSpUsKr34osvMm7cOKZOnUrz5s0tWxPs2bOHFStW4OHhwcCBAwvtPlwmaOrVq1eO+SNGjGDWrFksXLiQfv36FVKvJCf165bB09ONbTvPc/VqCmXK/BU4/bjuFABdO+f8j8eqH6K5fDmZJ3vWpmLFvx479fUtTvHixdh/8JIl7Y//fV2jeuYwbfTJRN56dx8fTm5tc52TiCv76X+foaCG5S1pNj8XB7L5XLzT2uY6JyniHPj0XGFyd3fn3//+N/379+ff//4369ato2bNmhw8eJCYmBiMRiNjx47NUu8f//gHv/32Gz/++CM9evSgffv2XL9+nR07dpCRkcE777yT407kDr+PQrtSIRg+fDirV6/mk08+YebMmc7uzl3Px6c4H0xuxZgJuwi857/84+EaljVNm7fGMuylBowYkvOo4ILF4QAMei7AKt3NzcAL/Y18Pv8oiddS8angxaKvjtO8qQ+tWmT+ZT1k1O80bVyBYYMbFMwNihSi5SsjOBKWwPXraRw+epn1G89Qu1ZpJv/fX9Pabm4GXhgQwOfzjpCYmIqPjxeLvjR/LioCMGTkbzRt7MOwwRqRd0lFYHour4KCgli9ejUzZ85kx44dhIeHU6VKFQYNGsSwYcNsPgFnMBj4+OOPadGiBStWrODXX3/Fw8ODNm3aMHjwYNq1a1eo93BHBU0Gg4EGDRrkuDhNCterIxpTrWpJBo34jTkL/toev0O7yjzdpy7u7tn/1RQVnciWX2OpUb0U99uYzvh4Shs8PNxY8V0UN26mc38XP2Z83J5ixdxY8vVxQn47y/5tvUhKSmPEmO38d3UUAE/2rM1n09pTsqT29RLXsXxVFCv/9zsMmdNu3yzuSu1aZazKfTylDR7ubqz4LjLzcxFcjRkft8v8XHwVnvm52P545ufitW3Wn4vp9+pzUdQVkYXg2dm8eXOO+TVr1uTjjz/OVZsGg4Gnn36ap59+Oj9dc4g7KmgCuHz5Mjdv3nR2N+R/Jr//B+9+dIDJb7bg2X71KFfWkwOHLvHq+J10fugnVn7Vjccermmz7sIlxzCZ4Pln6+Nm4+gAb293PvmoHZ98ZP2XxsWLN3ht/E4mjGlKwwblGTLyd77/6SRfzOyAAQPDXttGCW93Zn9yb4Hcs0hB+O9XmeuPEhKS2X/wEv/81x5adPiOVV93I/iWaW5vb3c+mdqOT6ba+FxM2MmE15v973Px2/8+Fx0xGGDYq9soUcKd2Z90KNT7EnElRTtkzaW1a9eyb98+6tWrd/vCUuA2bonh7ff+YMSQhowf0xT/aiUpVcqDDu2rsGbFA3h4uDFm4i6bdTMyTCz66rhluiE3Rr+xk8qVvJk4thmJiSksXHqMsaOb8HSfejzVpy6vj2rM/MXHuHYt1RG3KVKoypXzost9fqxb/RDexYsx4KWtpKZm3Lbe6LE7rD8XS44x9pUmPN23Hk/1qcfro5swf5E+F0WeweC4l+Say4w0TZgwIdu8pKQkoqKiOHHiBAAvvfRSYXVLcvDzL6cB6NKpapa8KpVLEGgsx/6Dl7h2LZVSpaynBNZtOMOZmCS6d/O3LGC1x9r1p/l2ZSS//fIInp7FOHosgbQ0E82a+FjKNG/qS2pqBhFRV2na2CeH1kSKrjJlPGnbuhKr15zkRMQVGgSWz7bs2nWnMj8XGx7N/FyE/e9zccvvf/MmPpmfi8irNG2iz0WR5aILwe8ULhM0fffdd7ctU61aNV555ZUsezmIc6SkZP71ezHO9nTpxbibuLkZ8PDI+j+BBYuPATBooP2jTNeupTL0lW0MHdSA9m0rW+UlJ6dn+Vp/aImriz2beYSErc+QmeVz8ZKNz0VKepav9bkQyZ7LBE1LlizJNs/Dw4NKlSoV6mOHcnv3tq3MrLlHmDYzlCf+Udtqr6Y5849yJiaJe9tVxsurmFW9ixdvsObnU1T0Lc5jD9ew+3oTJ+0hI8PE+/9qaUmrW7sMHh5urP3lNL0eqwXA2l9O4+npRt3aZbJpSaRoSExMIfbsdQKM5bLkLVx8jN17L1K/Xhnq1S2bbRt/fS5aWdLq1vnf52L9aXo9VhvIHKX19HSjbh19Loo0RbVO5TJBU+vWrZ3dBcml3o/X5vP5R/l12zmMzZbz2MM1KVfWkz8OXGLz1li8vYsx7f02WeotWXac1NQM+j9VD0/PYjZazmrn7gt89sVRVn/TjdKl/wrOSpXy4MUBRuYsCOP69TQAvl4ewYghDfWUkDjN/EVh/L498zytPw9fzkxbHEbIb7EAdGhfhUHPBXIpPpkG96yg5T0VCTSWpZpfSS4nJLNnXxx/HIijTBkPFn/ROdvr7Nx9ns/mHmH1t/dn/VwMDGDO/KPWn4uX9bko8jQ951QGU3bnkhQxvXr1onr16syYMaNwL5yUULjXu8MkJ6czfVYoy1dFcuz4FVJS0qlcyZsunfyY+HpTm+swGrb4L0ePJXBk7xM5rtMwS03N4J57v6NhYDm+XZJ1O/2kpFRGjd1hebS6d6/azPy4Pd7eLvM3Q9Gjv3bz5bnBISz+6ni2+QOfqc+iLzqTlJTKR9MPEfJbLOHHr3ApPhlPTzdq1SjNA12r8dqoxtluUJmamsE97VfRsEH57D8Xr2+/5XNRh5n/1uci30pkP+rnCOkh3zisrWKdtRF0brlM0NS0aVO6du3KtGnTCvfCCppEslLQJGJbQQdNv37rsLaKderrsLbuFi7zJ0X16tVJTEx0djdEREScR9NzTuUy7/4jjzzCnj17OHv2rLO7IiIiInchlwmaBg0aRNu2benfvz8///wzKSkpzu6SiIhI4dLmlk5VZNc0xcbGUqJECcqVKwdA165dMZlMViNNPj4+eHl5ZalrMBjYuHGjYzqiNU0iWel/uCK2FfSapm2rHNZWsXsfd1hbd4siu6apa9eu9OrViylTpgAQExOTpUxcXFxhd0tERMRpDPqDxamKbNBkMpm4dRAsLCzMib0RERGRu12RDZpERETkb/T0nFMpaBIREXEVCpqcSu++iIiIiB2K9EjTH3/8wYQJE3Jdz2AwWBaQi4iI3DHctBDcmYp00HTq1ClOnjyZ63oKmkRE5I6k6TmnKtJBU2BgIF27Zj1oUkRERKSwFfmgacSIEc7uhoiISNGgfZqcqkgHTSIiInILTc85ld59ERERETtopElERMRVaHrOqRQ0iYiIuApNzzlVkQ2adNaciIjI32ifJqdSyCoiIiJihyI70iQiIiJ/o+k5p1LQJCIi4iq0ENypFLKKiIiI2EEjTSIiIq5C03NOpaBJRETEVWh6zqkUsoqIiIjYQSNNIiIirkLTc06loElERMRVuClociYFTSIiIpIrqamp7Nq1i5CQEHbt2sXp06dJT0+nSpUqdOjQgUGDBlGtWjWbdU+dOsXMmTPZsWMHV65coUqVKnTv3p2hQ4dSsmRJm3VMJhPffPMNK1asIDIyEk9PT4KCgnjppZdo165dQd6qFYPJZDIV2tVcUVKCs3sgUvRoMaqIbSXKFmjzpmM7HdaWIaBtnutu376d559/HoCqVavSqFEjAA4dOsSFCxcoVaoU8+fPp3nz5lb1Dh8+TP/+/UlKSqJRo0bUqFGDQ4cOERMTg9Fo5Ouvv6Z06dJWdUwmE2PHjmXNmjWULFmSe++9l6SkJHbu3ElGRgbvvPMOvXv3zvO95IaCpttR0CSSlYImEdsKOmgK3+2wtgzG1nmuu2PHDpYtW8bzzz9vFRglJyczadIkVq1aRbVq1Vi/fj0eHh4ApKen06NHD6KjoxkzZgyDBw8GICUlhVGjRrFlyxb69u3L5MmTra61evVqxo0bh7+/P19//TWVK1cGYM+ePZbAbf369dmObDmSJkdFRERchcHguFc+tGvXjhkzZmQZSfLy8uLtt9+mdOnSxMTEsH//fkvepk2biI6Oxmg08tJLL1nSPT09mTx5Mu7u7qxcuZLLly9btblgwQIAxo4dawmYAFq1akXv3r1JTU1l8eLF+bofeyloEhEREYcpXrw4tWrVAuDChQuW9C1btgDQvXt3DH8L2ipVqkSLFi1IS0tj69atlvQzZ84QHh6Ol5cXwcHBWa7Vo0cPIDMgKwwKmkRERFyFwc1xrwKSnp5OTEwMAL6+vpb0o0ePAhAUFGSznnldVFhYmCXN/HX9+vXx9PTMUqdhw4ZAZnB17do1B/Q+Z3p6TkRExFU4cD1h165dc8zP6+jN999/T3x8PBUqVOCee+6xpMfGxgJQpUoVm/XMU2/mcvbUKVmyJKVLlyYxMZHY2FiMRmOe+mwvjTSJiIiIQ5w5c4YPP/wQgFdffdVqdOj69esAeHt726xr3m4gKSnJ7joAJUqUyFKvoGikSURExFU4cHNLR68DunbtGsOGDSMhIYEHH3yQPn36OLT9okAjTSIiIq6iiDw993fJyckMHTqUY8eO0a5dO6ZOnZqljHlE6MaNGzbbMI8U3brB5e3qwF+jUdltjOlICppEREQkz1JTUxk5ciS7d++mWbNmzJ492+aibT8/PwDOnTtns53z589blbOnTlJSEomJiVnqFRQFTSIiIq6iiD09l5GRwdixY9m6dSuBgYF88cUXltGhv2vQoAEAoaGhNvMPHz4MQGBgoCXN/PXx48dJSUnJUufIkSMA+Pv7U6pUqbzfiJ0UNImIiLiKIjQ9ZzKZePPNN/n555+pXbs2CxcupGzZ7HdE79KlC5C5e/ffDyO5cOEC+/btw93dnU6dOlnS/f39MRqNJCcns3nz5ixtrl27Frj9k4COoqBJRETEZRgc+MqfDz74gJUrV+Lv78/ixYvx8fHJsXxwcDC1atUiPDycefPmWdJTUlJ46623SEtL44knnqBChQpW9V588UUApk6dapnCg8xjVFasWIGHhwcDBw7M9/3YQ2fP3Y7OnhPJSmfPidhW0GfPnTrssLYMNRrlue7GjRsZPnw4AG3atMl2PVG3bt3o1q2b5fvQ0FD69+/P9evXadSoETVr1uTgwYO3PbD39ddf58cff6RUqVK0b9+e69evs2PHjkI/sFdbDoiIiLiKIvIHy9WrVy1f79q1K9ty1apVswqagoKCWL16NTNnzmTHjh2Eh4dTpUoVBg0axLBhw2w+AWcwGPj4449p0aIFK1as4Ndff8XDw4M2bdowePBg2rVr59iby4FGmm5HI00iWRWR/3GLFDkFPdJ05qjD2jL4N3BYW3cLrWkSERERsYOm50RERFyGRnmdSUGTiIiIq9DUuFNpek5ERETEDhppEhERcRUaaHIqBU0iIiIuQ1GTM2l6TkRERMQOGmkSERFxFVoI7lQKmkRERFyFgianUtAkIiLiMhQ0OZPWNImIiIjYQSNNIiIirkLTc06loElERMRlKGhyJk3PiYiIiNhBI00iIiKuQtNzTqWgSURExFUoaHIqTc+JiIiI2EEjTSIiIi5DI03OpKBJRETERRg0PedUmp4TERERsYNGmkRERFyFRpqcSkGTiIiIy1DQ5EwKmkRERFyFRpqcSmuaREREROygkSYRERFXoZEmp1LQJCIi4jIUNDmTpudERERE7KCRJhEREVeh6TmnUtAkIiLiKhQzOZWm50RERETsoJEmERERl6GhJmdS0CQiIuIqtKbJqTQ9JyIiImIHjTSJiIi4Co00OZWCJhEREZehoMmZFDSJiIi4Co00OZXWNImIiIjYQSNNIiIirkIjTU6loElERMRlKGhyJk3PiYiIiNhBI00iIiKuQtNzTmUwmUwmZ3dCREREpKjT9JyIiIiIHRQ0iYiIiNhBQZOIiIiIHRQ0iYiIiNhBQZOIiIiIHRQ0iYiIiNhBQZOIiIiIHRQ0iYiIiNhBQZOIiIiIHRQ0iYiIiNhBQZOIiIiIHRQ0iYiIiNhBQZOIiIiIHdyd3QG5MwQHBxMTE5NjmT179lCmTJlctTt+/Hi+++47lixZQps2bfLTRRGnCggIyHWdTZs24e/vXwC9EZG8UNAkDtWhQwcqVqxoM8/Dw6OQeyNSdPTq1StL2tGjRwkLC6NGjRq0aNEiS36JEiUKo2siYicFTeJQgwcP1oiQiA0ffPBBlrSZM2cSFhZGixYtbOaLSNGiNU0iIiIidlDQJIXmyJEjTJ06lSeeeIL27dsTFBREp06dGDNmDMeOHctVWwkJCcyYMYNHH32UFi1a0KxZM4KDgxk6dCg///xzlvLp6eksX76cp556ipYtW9KkSRMefvhhZs+ezc2bNx11iyIOExAQQHBwMKmpqcyZM4eHH36YJk2a8I9//AOAXbt2ERAQwPjx423WX7VqFQEBAcycOdNm/s8//8zzzz9P69atCQoK4v777+fDDz/kypUrBXZPIq5O03NSaObMmcPGjRsxGo00adIET09PoqKi+PHHH9m4cSPz58+nVatWt20nKSmJPn36cPLkSSpVqkTr1q3x8vLi/Pnz7Ny5kxs3bvDQQw9ZyicnJzN06FC2bdtG6dKlCQoKomTJkoSGhvLpp5/y66+/smjRIooXL16Qty+SaxkZGYwYMYIdO3bQqlUr6tevT2pqar7aNJlMjB8/ntWrV1O8eHEaN25MhQoVOHr0KAsXLmTz5s18/fXX+Pj4OOguRO4cCpqk0Dz11FO8+eabVKpUySp98+bNjBo1irfeeou1a9diMBhybGf9+vWcPHmSLl268Nlnn1GsWDFL3o0bNwgLC7MqP3XqVLZt20aXLl14//33KV++PAApKSm8/fbbrFq1is8++4wxY8Y46E5FHOPs2bO4ubmxdu1ahz1Ft2jRIlavXk2TJk349NNP8fPzAzIDtE8//ZQ5c+bw3nvvMW3aNIdcT+ROouk5cagBAwYQEBCQ5bVo0SLatWuXJWCCzO0KunfvTmRkJCdOnLjtNeLj4wFo27atVcAE4O3tTfPmza3KfvPNN1SoUIGpU6daAiYAT09P3nrrLXx9fVm+fDkZGRl5vW2RAjNmzBiHBUxpaWl88cUXeHh4WAVMAG5ubowePZrAwEDWrVvH5cuXHXJNkTuJRprEobLbcqBevXoAJCYmsmXLFsLCwrh69SppaWkAHD9+HIDo6Gjq16+f4zUaNWoEwPz58/H19aVz586UKlXKZtldu3aRmppKu3btKF26dJZ8b29vgoKCCAkJITo6mjp16th/syKFoGvXrg5r68iRI8THx9OsWTOrgMnMzc2NFi1aEBYWRmhoKB07dnTYtUXuBAqaxKFy2nJgw4YNTJw4katXr2Zb/9q1a7e9Rrt27XjxxRf5z3/+w5gxYyhWrBj16tWjTZs2PPbYYzRu3NhS9syZMwD89NNP/PTTTzm2q7+spajx8fFx6Fo78+fhwIEDt91sU58HkawUNEmhOHv2LGPGjCEjI4M33niDLl26UKVKFby9vTEYDEybNo25c+diMpnsau+NN97gqaeeYtOmTezcuZM//viDJUuWsGTJEoYMGcJrr70GYGmvfv36BAUF5dhmuXLl8nWPIo6Wn4DJ1nSz+fNQrVo1WrdunWN9WyNRInc7BU1SKEJCQkhOTuaFF17gxRdfzJJ/8uTJXLdZvXp1nnvuOZ577jnS09P55ZdfGDduHF988QX/+Mc/qFu3LlWqVAGgcePGvP/++/m+D5GiwrzDflJSks38s2fPZkkzfx6qVaumzTRF8kALwaVQmPd+Mf9P+1bx8fFs3749X+0XK1aMhx56iDZt2mAymQgPDwcyF4u7u7vz22+/aT8muaOYH6qIioqymb9t27YsaY0bN6Zs2bIcPHiQixcvFmj/RO5ECpqkUJgXWK9evdpq3dK1a9duu87p7zZs2MC+ffuyTOVduHCBo0ePAn9NLVSqVIk+ffpw8eJFRo8ezblz57K0d+7cOVavXp3bWxJxKn9/f6pVq8bx48et1utlZGQwa9Ys9u/fn6WOp6cngwcPJjk5meHDhxMREZGlTHx8PN9++22B9l3EVWl6TgpFly5dCAwM5MiRI3Tr1o2WLVtiMpnYu3cvxYoV4/HHH2fVqlV2tbV7926WLFlCxYoVadCgAWXLluXy5cvs27ePGzdu0L17d5o2bWopP2HCBGJjYwkJCeGBBx6gYcOG+Pn5kZKSQmRkJBEREQQGBtKzZ88CunuRgvHKK68wduxYxowZw9dff0358uU5evQo8fHx9O/fn6VLl2ap8+KLLxIdHc2KFSt47LHHCAwMpHr16mRkZHDq1CnCw8MpUaIEffv2dcIdiRRtCpqkUHh4ePDVV18xc+ZMtmzZwtatWylfvjxdu3Zl9OjRLF++3O62Hn/8cTw8PNi3bx9Hjx4lISGB8uXL07hxY/r06UOPHj2synt6ejJnzhx++uknvvvuOw4fPkxoaCjlypWjcuXKDB482GoHcRFX8dhjj+Hu7s78+fM5dOgQxYsXp1WrVrz22mscOnTIZh2DwcC7777L/fffz7fffsuhQ4c4duwYpUqVokqVKjz99NN07969kO9ExDUYTPY+riQiIiJyF9OaJhERERE7KGgSERERsYOCJhERERE7KGgSERERsYOCJhERERE7KGgSERERsYOCJhERERE7KGgSERERsYOCJhERERE7KGgSKYJ27dpFQEAAwcHBWfL69+9PQECA3Wf1FWUzZ84kICCA8ePH56re+PHjCQgIYObMmQ7rS3BwMAEBAezatcthbd5OXu9fRJxDZ8/JHa9///7s3r3bKs3NzY3SpUtTp04dunbtyjPPPEOJEiWc1EPnOXr0KBs3bqRatWo8/vjjzu6OiEiRpqBJ7hpVq1alatWqAKSlpXH69Gn279/P/v37+e9//8uSJUuoXLmyk3t5e1WrVqV27dqULl06320dPXqUWbNm0bp1awVNIiK3oaBJ7hpPPPEEI0eOtEpbv34948ePJzo6mkmTJvH55587qXf2++ijj5zdBRGRu5LWNMldrXv37gwdOhSAkJAQrly54uQeiYhIUaWRJrnrtWvXDoCMjAxOnjxJkyZN2LVrFwMGDKBatWps3ryZH3/8kW+++Ybw8HCuXLnCkiVLaNOmDQDp6emsXr2aH374gbCwMJKSkihfvjytW7fmpZdeIjAw0OZ1U1NTWbRoEatXr+bUqVOULl2ali1bMnz48Bz7a16j9f7779ucUrt69SpffvklW7ZsITo6mps3b1KxYkUCAgLo3r07PXv2BDIXPsfExACwe/duAgICrNrZtGkT/v7+Vu0uWbKEzZs3c/LkSVJSUvDz8yM4OJhBgwbh4+Njs7/x8fHMnDmTzZs3Ex8fT8WKFenSpUuWUT9H2bt3L5s2bWLPnj2cO3eOhIQEypQpQ1BQEP369bO5uP7vwsPD+eyzz9i7dy9Xr16lWrVqPProowwaNAgvLy+bdfL6eyAirkNBk9z1TCZTjvlTpkxh8eLF+Pr6UqNGDc6fP2/Ju3LlCsOGDWPv3r0AVKpUCT8/P06ePMmPP/7I+vXr+fDDD3n44Yet2kxJSWHIkCFs374dAH9/f8qWLUtISAhbt269beCUndDQUF5++WUuXrwIQM2aNSldujRnz55l8+bNbN682RI0BQUF4eHhQXR0NKVKlcJoNFq1dWtwEBYWxuDBgzl//jzu7u74+flRvHhxoqKiWLhwIWvWrGHhwoVZ2jhz5gzPPvssZ8+exc3NjXr16mEymfjqq6/YunUrnTt3ztN95mT48OEkJCRQrlw5KlasSKVKlTh79ixbt25l69atDB48mDFjxmRb/+DBg8yePZv09HTq169PyZIliYqKYsaMGfz2228sXLgwy0MDef09EBEXYxK5wz377LMmo9FomjFjhs38uXPnmoxGoykwMNCUkJBgMplMpp07d5qMRqOpQYMGpqCgINP3339vysjIMJlMJlNGRoYpOTnZZDKZTIMGDTIZjUbTU089ZTp27JilzfT0dNN//vMfU2BgoKlx48amyMhIq2tOnz7dZDQaTc2bNzf99ttvlvSEhATTkCFDTI0aNTIZjUZTly5dsr2flStXWqVfvHjR1L59e5PRaDQ9++yzpqioKKv8M2fOmD755BOrtJUrV1rKZ+fy5cumTp06mYxGo+nNN980Xbp0yZJ39epV0xtvvGEyGo2m7t27m1JTU63qPvXUUyaj0Wh6+OGHTdHR0Zb0EydOmO6//37LfY4bNy7b69sybty4bH+my5cvN506dSpL+rZt20zt2rUzGY1G0/79+7Pkd+nSxWQ0Gk2NGjUyDR482HT58mVL3p49e0xt2rQxGY1G06RJk7LUzevvwYwZM/J0/yLiHFrTJHe19evXWxZ/d+7cmbJly1rlp6enM3z4cB577DEMBgMABoMBT09Ptm/fzq+//oqfnx9z5syxGmVxc3Pjueee45lnniE5OZnFixdb8q5fv87SpUsBGD16NB06dLDklS1bln//+9952v5g/vz5xMXFUbt2bebNm0etWrWs8qtVq8bo0aNz3e5//vMfzp07R9euXXnnnXeoUKGCJa906dJMmTKFhg0bEhUVxS+//GLJ27t3L/v27QNg6tSp1KxZ05JXt25d3n//fVJTU3Pdn9vp3bs31atXz5Levn17Xn31VQC+++67bOuXLFmSadOmUa5cOUtay5Yt+ec//wnAihUriIuLs+Tl9fdARFyPpufkrrFy5UrLdJh5y4HLly8DUKtWLSZNmmSzXu/evW2mr127FoCHH36YMmXK2CzzwAMPsHTpUnbs2GFJ27dvH9euXaN48eI22y5ZsiRPPvkkCxYssPveAEvA8vzzz1O8ePFc1c3Jzz//DEC/fv1s5hcrVoyuXbty5MgRdu7cSY8ePQDYunUrAK1ataJBgwZZ6rVo0YLGjRvz559/OqyvZidOnGDdunUcO3aMhIQE0tLSALh27RqQudVCdp544glKliyZJb1Hjx58+OGHXLx4kd9//90yzZnX3wMRcT0KmuSucfbsWc6ePQtkjgCUKlWK5s2b57i5Zfny5bNd4BwWFgbAhg0bLCMqf5ecnAzAuXPnLGmRkZFA5shPdiNK9evXt/OuMl27ds2yqLt58+a5qpuT69evc/LkSQA+/fTTbLdkuHTpEoDl/YW/7rNevXrZtl+/fn2HB00ff/wx8+fPz3GtWkJCQrZ5f1+XZVasWDFq167NxYsXLfcGef89EBHXo6BJ7hojRozI9RNbOU2TXb16FYDo6Giio6NzbOfmzZuWr5OSkgCyDcZul2eLuU0g29GOvEhMTLR8HRoaetvytu7T19c32/K5vc/b+emnn5g3bx5ubm4MHz6c+++/H39/f0qUKIGbmxs7duzgueees4w85bZP5nu59f3O6++BiLgeBU0ieWQOqKZMmcITTzxhdz3z1I95dMaWnPJyahMy/xGvUqVKrupn59agcePGjTbXCt2uT7eu//m73N7n7ZjP43vuuedsBsg5jTDZ0yfzvdz6fuf190BEXI8WgovkkXka59ixY7mqV6dOHQBiYmK4ceOGzTLHjx/PVZulSpWiWrVqAOzfv9/ueubF7dkpXbq05eiZvN5nREREtmVye5+3c+bMGSBzHZUtBw8evG0b2fUpPT2dqKgo4K97g7z/HoiI61HQJJJHDz30EADff/99jqMpf9eiRQtKlizJzZs3+e9//5slPykpiZUrV+a6P927dwdg0aJFljU0t2NeMJ5d8AZ/3eeiRYtIT0+3uz+dOnUCMjfONK/7udX+/fsdvp7J29sbwLJP1a3i4+NzfGrO7L///S/Xr1/Pkv7zzz9z8eJFPDw8uPfeey3pef09EBHXo6BJJI+6dOlChw4dSEhIYMCAAZaNDW91+vRp5s2bx4oVKyxpJUqUoH///kDm4mrzE32QObU2duxYqzUz9ho0aBC+vr5ERkYyePBgywJus5iYGGbMmGGVZt4G4MSJEzYDDYCXXnqJSpUqsWfPHkaOHMnp06et8k0mE4cOHeK9997j0KFDlvRWrVpZFqWPHTvWql5kZCTjx4/Hw8Mj1/eZE/MI09y5cy2jQpD5cxgyZEiOwaFZUlISY8aMsTpS548//mDKlClA5tN1FStWtOTl9fdARFyP1jSJ5MP06dMZPXo027dv55lnnsHHxwc/Pz8yMjI4e/Ys8fHxQOYi9FsNGzaM/fv3s2vXLp5//nmqV69O2bJlOXHiBACjRo3i3//+d6764uPjw5w5cxg6dCg7d+7kgQceoFatWpQqVYpz585ZRkFGjRplqdOgQQOMRiPh4eHcf//91K1b17JGZ9q0aVSsWJEKFSowf/58hg0bxqZNm9i0aRPVq1enQoUK3LhxgzNnzlhGZrp162bVp6lTp/LMM88QHh7OAw88QP369TGZTBw/fhx/f3/69etn2bPKEQYNGsTPP/9MTEwMjzzyCLVq1cLNzY0TJ05QqlQpxo0bx+TJk3NsY9SoUcyePZuOHTtSr149kpKSLAu8mzZtytixY7PUyevvgYi4FgVNIvlQpkwZFixYwC+//MIPP/zAoUOHCAsLo1ixYlSqVIn27dsTHBzMfffdZ1XPy8uL+fPns2jRIr777jvOnDlDUlISnTp1YsSIEXYtWLalcePG/PjjjyxdupTNmzcTHR3N2bNnqVixIt26dbNM4ZkZDAbmzZvHJ598ws6dOzl27Jhlw8lbp/gCAgJYs2YNy5cvZ+PGjRw/fpzY2FiKFy9O9erVadmyJd26daNFixZW7VevXp1Vq1Yxa9YsNm/eTGRkJBUrVuSZZ55h5MiRDg2YACpXrsy3337L9OnT2bZtGydPnsTX15eePXsyfPhwy7YMOWnatCnLly9n1qxZlrPnatWqZTl7ztYeWHn9PRAR12Iw5bSZiYiIiIgAWtMkIiIiYhcFTSIiIiJ2UNAkIiIiYgcFTSIiIiJ2UNAkIiIiYgcFTSIiIiJ2UNAkIiIiYgcFTSIiIiJ2UNAkIiIiYgcFTSIiIiJ2UNAkIiIiYgcFTSIiIiJ2UNAkIiIiYof/B0Vl1aS/qwDfAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\n"
          ]
        }
      ],
      "source": [
        "for metric, values in metrics.items():\n",
        "    print(metric + ':\\n')\n",
        "    if 'Confusion_Matrix' in metric:\n",
        "        for id, value in enumerate(values):\n",
        "          sns.set(font_scale = 1.4) # Label size\n",
        "          percentages = value / np.sum(value, axis = 1, keepdims = True)\n",
        "          sns.heatmap(value, annot = False, cmap = \"Reds\")\n",
        "          ax = plt.gca()\n",
        "          for i in range(len(value)):\n",
        "              for j in range(len(value)):\n",
        "                  ax.text(j + 0.5, i + 0.5, f'{percentages[i, j]*100:.0f}%', # {value[i, j]:0d} ({percentages[i, j]*100:.0f}%)\n",
        "                          ha = 'center',\n",
        "                          va = 'center',\n",
        "                          color = 'darkBlue',\n",
        "                          fontsize = 14)\n",
        "          ax.set_yticklabels(['False', 'True'])\n",
        "          ax.set_xticklabels(['False', 'True'])\n",
        "          plt.title(f'{labels[id]}')\n",
        "          plt.ylabel('True label')\n",
        "          plt.xlabel('Predicted label')\n",
        "          plt.show()\n",
        "    else:\n",
        "        for id, value in enumerate(values):\n",
        "            df = pd.DataFrame({'Label': labels, 'Value': values})\n",
        "        print(df.to_string(index = False, col_space = 10, justify = 'center'))\n",
        "    print('\\n')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MOSa8Znhfh6u"
      },
      "source": [
        "Saving model into google drive"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {
        "id": "XgBtttlcfIEt"
      },
      "outputs": [],
      "source": [
        "model.save(''.join([savePath, saveName, '.h5']))\n",
        "if minMaxScalerNorm:\n",
        "    joblib.dump(minMaxScaler, ''.join([savePath, saveName, 'MMscaler.pkl']))\n",
        "elif standardScalerNorm:\n",
        "    joblib.dump(standardScaler, ''.join([savePath, saveName, 'StdScaler.pkl']))"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "machine_shape": "hm",
      "provenance": [],
      "gpuType": "A100"
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}