Notebooks/trainings/resnetv2/resNetRaw.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": "673fbd37-493e-4e4f-f86b-eea72fcff733"
      },
      "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 3.10.11\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",
      "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"
      ],
      "metadata": {
        "id": "EX2RDL25D402"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "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(\".\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8shRJTapD8Lp",
        "outputId": "133184ba-6132-40c7-92ff-5865f177917b"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading skin-cancer-mnist-ham10000.zip to /content\n",
            "100% 5.20G/5.20G [02:11<00:00, 46.5MB/s]\n",
            "100% 5.20G/5.20G [02:11<00:00, 42.3MB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!mv /content/HAM10000_images_part_1/*.jpg /content/HAM10000_images_part_2"
      ],
      "metadata": {
        "id": "fYh8-59oECcd"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "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 = \"resNetRaw\"        #@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 = False        #@param {type:\"boolean\"}\n",
        "freezeLayers = False            #@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 = False        #@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                 #@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": "39f90281-dcf7-4066-c181-f56da3b2a2fc"
      },
      "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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        "id": "_Hk2vbz9x72u",
        "outputId": "07bef117-d764-431c-b868-811a5711cb39"
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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",
              "      <td>HAM_0000118</td>\n",
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              "      <td>ISIC_0029176</td>\n",
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              "      <th>8</th>\n",
              "      <td>HAM_0005132</td>\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-3cadd0e9-5b31-4a8f-bfba-afbfe9b18398 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-3cadd0e9-5b31-4a8f-bfba-afbfe9b18398');\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": 610
        },
        "id": "SrYBPrkGGwIw",
        "outputId": "182f06ba-30ca-42e7-d689-aa72fe855131"
      },
      "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": "62fa2d63-05f9-40db-a65b-a097f89e1948"
      },
      "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-2e5d1edb-7d53-4002-b3c0-d2b41d987253\">\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-2e5d1edb-7d53-4002-b3c0-d2b41d987253')\"\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-2e5d1edb-7d53-4002-b3c0-d2b41d987253 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-2e5d1edb-7d53-4002-b3c0-d2b41d987253');\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": "090ebbbb-8750-407a-da54-9021797a53f7"
      },
      "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": {
        "id": "YLbcmS9zWf0F",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 561
        },
        "outputId": "687bdb99-077b-4863-86b4-cf788dffc941"
      },
      "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",
      "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"
      ],
      "metadata": {
        "id": "d5fVC1hTDxmK"
      }
    },
    {
      "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": {
        "id": "bLemfETheP3T",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c0bc0b10-275f-4b7f-d0e7-5a0a188840ce"
      },
      "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",
      "source": [
        "Information of each class in every set"
      ],
      "metadata": {
        "id": "XhbtolGj2wCm"
      }
    },
    {
      "cell_type": "code",
      "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()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 437
        },
        "id": "AYZFq-dp5Zya",
        "outputId": "e2e63f07-ca44-46f1-c140-df757a58da33"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "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()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        },
        "id": "_CVQ7g2B5ZoH",
        "outputId": "01534841-0047-4775-c025-0be017991123"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "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"
      ],
      "metadata": {
        "id": "3PL4otIPEYvd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 436
        },
        "outputId": "a83c9ce6-8ae8-4ca5-aae3-6d05db33a67b"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "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",
      "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)"
      ],
      "metadata": {
        "id": "NpkTWTo6rT2D"
      },
      "execution_count": 14,
      "outputs": []
    },
    {
      "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",
      "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"
      ],
      "metadata": {
        "id": "GsPLNia-8AiU"
      },
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Segmentation"
      ],
      "metadata": {
        "id": "4GdRR7cpdUtX"
      }
    },
    {
      "cell_type": "code",
      "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)"
      ],
      "metadata": {
        "id": "7Grmnw8qdTz8"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Transform datasets into np arrays"
      ],
      "metadata": {
        "id": "L6zYWVOXgC0J"
      }
    },
    {
      "cell_type": "code",
      "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"
      ],
      "metadata": {
        "id": "1C_uIIkj-Z-7"
      },
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qkJy_BxZdoTz"
      },
      "source": [
        "Normalization"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "id": "uMHsqqWLdn8V",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b3b3bfd7-cb58-470f-e93a-3965855339b9"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(1494, 150528)\n",
            "(5229, 150528)\n",
            "(747, 150528)\n",
            "7599    6\n",
            "2729    1\n",
            "2689    1\n",
            "1575    5\n",
            "2634    1\n",
            "Name: cancerId, 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": {
        "id": "6GOF05mmeT_v",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d79a6854-6fe6-4d4a-b078-bbe2be900676"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "5229\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",
      "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",
        "                          lr = 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()])"
      ],
      "metadata": {
        "id": "sAN7huVP5Pf_"
      },
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "gc.collect()\n",
        "plt.close('all')"
      ],
      "metadata": {
        "id": "y3kSK2-eFD26"
      },
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Training the model"
      ],
      "metadata": {
        "id": "rLvmetFYj1EU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "with tf.device('/GPU:0'):\n",
        "    history = model.fit(batch_size = batchSize, \n",
        "                        callbacks = [EarlyStopping(min_delta = 0.001, monitor = 'val_loss')] 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) "
      ],
      "metadata": {
        "id": "YBQlworRS5M-",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "3d2ba9fa-9a5c-4b62-a712-320f96160778"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/10\n",
            "654/654 - 98s - loss: 5.8021 - accuracy: 0.1968 - auc: 0.8910 - recall: 0.6060 - precision: 0.7409 - false_positives: 1108.0000 - false_negatives: 2060.0000 - true_negatives: 30266.0000 - true_positives: 3169.0000 - val_loss: 33.1191 - val_accuracy: 0.4358 - val_auc: 0.9133 - val_recall: 0.5341 - val_precision: 0.8789 - val_false_positives: 55.0000 - val_false_negatives: 348.0000 - val_true_negatives: 4427.0000 - val_true_positives: 399.0000 - 98s/epoch - 150ms/step\n",
            "Epoch 2/10\n",
            "654/654 - 60s - loss: 2.2626 - accuracy: 0.1562 - auc: 0.9302 - recall: 0.6158 - precision: 0.8160 - false_positives: 726.0000 - false_negatives: 2009.0000 - true_negatives: 30648.0000 - true_positives: 3220.0000 - val_loss: 17.0177 - val_accuracy: 0.4303 - val_auc: 0.9335 - val_recall: 0.6667 - val_precision: 0.8137 - val_false_positives: 114.0000 - val_false_negatives: 249.0000 - val_true_negatives: 4368.0000 - val_true_positives: 498.0000 - 60s/epoch - 92ms/step\n",
            "Epoch 3/10\n",
            "654/654 - 60s - loss: 1.5179 - accuracy: 0.1352 - auc: 0.9342 - recall: 0.6248 - precision: 0.8260 - false_positives: 688.0000 - false_negatives: 1962.0000 - true_negatives: 30686.0000 - true_positives: 3267.0000 - val_loss: 0.9706 - val_accuracy: 0.0882 - val_auc: 0.9447 - val_recall: 0.5448 - val_precision: 0.8945 - val_false_positives: 48.0000 - val_false_negatives: 340.0000 - val_true_negatives: 4434.0000 - val_true_positives: 407.0000 - 60s/epoch - 92ms/step\n",
            "Epoch 4/10\n",
            "654/654 - 60s - loss: 1.1365 - accuracy: 0.0922 - auc: 0.9409 - recall: 0.6275 - precision: 0.8381 - false_positives: 634.0000 - false_negatives: 1948.0000 - true_negatives: 30740.0000 - true_positives: 3281.0000 - val_loss: 0.8191 - val_accuracy: 0.0205 - val_auc: 0.9488 - val_recall: 0.5234 - val_precision: 0.9376 - val_false_positives: 26.0000 - val_false_negatives: 356.0000 - val_true_negatives: 4456.0000 - val_true_positives: 391.0000 - 60s/epoch - 92ms/step\n",
            "Epoch 5/10\n",
            "654/654 - 60s - loss: 1.0090 - accuracy: 0.0366 - auc: 0.9427 - recall: 0.6353 - precision: 0.8423 - false_positives: 622.0000 - false_negatives: 1907.0000 - true_negatives: 30752.0000 - true_positives: 3322.0000 - val_loss: 0.9309 - val_accuracy: 0.1591 - val_auc: 0.9497 - val_recall: 0.6586 - val_precision: 0.8396 - val_false_positives: 94.0000 - val_false_negatives: 255.0000 - val_true_negatives: 4388.0000 - val_true_positives: 492.0000 - 60s/epoch - 92ms/step\n",
            "Epoch 6/10\n",
            "654/654 - 60s - loss: 0.8472 - accuracy: 0.0242 - auc: 0.9483 - recall: 0.6449 - precision: 0.8496 - false_positives: 597.0000 - false_negatives: 1857.0000 - true_negatives: 30777.0000 - true_positives: 3372.0000 - val_loss: 0.7297 - val_accuracy: 0.0882 - val_auc: 0.9551 - val_recall: 0.6386 - val_precision: 0.8673 - val_false_positives: 73.0000 - val_false_negatives: 270.0000 - val_true_negatives: 4409.0000 - val_true_positives: 477.0000 - 60s/epoch - 92ms/step\n",
            "Epoch 7/10\n",
            "654/654 - 60s - loss: 0.7821 - accuracy: 0.0107 - auc: 0.9518 - recall: 0.6563 - precision: 0.8435 - false_positives: 637.0000 - false_negatives: 1797.0000 - true_negatives: 30737.0000 - true_positives: 3432.0000 - val_loss: 0.7730 - val_accuracy: 0.0669 - val_auc: 0.9560 - val_recall: 0.6439 - val_precision: 0.8544 - val_false_positives: 82.0000 - val_false_negatives: 266.0000 - val_true_negatives: 4400.0000 - val_true_positives: 481.0000 - 60s/epoch - 92ms/step\n",
            "Epoch 8/10\n",
            "654/654 - 60s - loss: 0.7575 - accuracy: 0.0070 - auc: 0.9542 - recall: 0.6621 - precision: 0.8465 - false_positives: 628.0000 - false_negatives: 1767.0000 - true_negatives: 30746.0000 - true_positives: 3462.0000 - val_loss: 0.7163 - val_accuracy: 0.0075 - val_auc: 0.9561 - val_recall: 0.6693 - val_precision: 0.8518 - val_false_positives: 87.0000 - val_false_negatives: 247.0000 - val_true_negatives: 4395.0000 - val_true_positives: 500.0000 - 60s/epoch - 92ms/step\n",
            "Epoch 9/10\n",
            "654/654 - 60s - loss: 0.7693 - accuracy: 0.0083 - auc: 0.9537 - recall: 0.6634 - precision: 0.8467 - false_positives: 628.0000 - false_negatives: 1760.0000 - true_negatives: 30746.0000 - true_positives: 3469.0000 - val_loss: 0.7902 - val_accuracy: 0.0054 - val_auc: 0.9472 - val_recall: 0.6024 - val_precision: 0.8152 - val_false_positives: 102.0000 - val_false_negatives: 297.0000 - val_true_negatives: 4380.0000 - val_true_positives: 450.0000 - 60s/epoch - 92ms/step\n",
            "Epoch 10/10\n",
            "654/654 - 60s - loss: 0.8531 - accuracy: 0.0092 - auc: 0.9474 - recall: 0.6525 - precision: 0.8375 - false_positives: 662.0000 - false_negatives: 1817.0000 - true_negatives: 30712.0000 - true_positives: 3412.0000 - val_loss: 0.8255 - val_accuracy: 0.0019 - val_auc: 0.9433 - val_recall: 0.5850 - val_precision: 0.8636 - val_false_positives: 69.0000 - val_false_negatives: 310.0000 - val_true_negatives: 4413.0000 - val_true_positives: 437.0000 - 60s/epoch - 92ms/step\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "del XTrain, YTrain\n",
        "gc.collect()"
      ],
      "metadata": {
        "id": "dVSWAlfrPH6F",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ef2a4ef2-e627-46b6-f50f-ef51646b2104"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1534"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oUCTAqwtZXq_"
      },
      "source": [
        "# Statistics"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "General eficiency"
      ],
      "metadata": {
        "id": "kNmDZmAyxftV"
      }
    },
    {
      "cell_type": "code",
      "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))"
      ],
      "metadata": {
        "id": "WE7LL0zwxf1W",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8a13c69f-287a-4ad1-b4ec-13894c955860"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "47/47 [==============================] - 7s 105ms/step\n",
            "Test set evaluation:  [0.861514151096344, 0.0007649646140635014, 0.9386036396026611, 0.5729585289955139, 0.865520715713501, 133.0, 638.0, 8831.0, 856.0]\n",
            "Validation set evaluation:  [0.8254769444465637, 0.0019124115351587534, 0.9433410167694092, 0.5850067138671875, 0.8636363744735718, 69.0, 310.0, 4413.0, 437.0]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8ecMbWGHewiC"
      },
      "source": [
        "Training epochs statistics"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "id": "zG7dLiHMewm8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "outputId": "cd5c6b2b-2c17-47ad-e467-54e769465179"
      },
      "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",
      "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()"
      ],
      "metadata": {
        "id": "-6fp7bYdzv0q",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "outputId": "01eb1daf-6e33-478d-9e91-111ee674dea3"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "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()"
      ],
      "metadata": {
        "id": "YReKDHGkz3Xz",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "outputId": "d8252be4-e012-4b42-d22b-72452fa687f5"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "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()"
      ],
      "metadata": {
        "id": "GuUAnpt0z3RI",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "outputId": "703b6f72-224b-4299-924d-ad8caa6c9260"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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KnkmFeuX+4DVGCBGVPGUAysHtAEVFtWV3ehWbEuOdp2SXqQNRTMoDiIDRqz1BydR3GNrB7ejSoySE6GVGQ1Xzvm2KJySZLR2e42OyeP7TXBjORpReHn4zDAPDAN0w0HXjsD854msDXW/9OEM3MJlUbAlWEmLNfq/hFE0kKImAMAzd16NkHjIO7eB2NOlREkL0Ir2pAbXpsDIA1tgOzmhNURQUa7ynlICzEboYlAyjdYgx2gs73mN621DUE5quUV5tp9qskpJoJSHWIoGpGyQoiYAw6is9Xd2qCfOgU3F8/jJGbSmGq6lNzRIhhPA3w+3CaKwGFZT4lG5NxjYMA8MaD/YaDEcj9iaXJ+AYR+nFObJnpzkY+YuqKqiKctifRzmmtD7mcOlU1TXhduuUVzdRbXaSkhgjPUxdJEFJBIS3N0lN7oMan4ISn4LRWI1euR9T9tAgt04IEcm0mhKMpjqwJKPEJKHEpxzz8YZh4HBp2B0aTU43bs0TfLyLwvuaVMyKTm11DXaj7eqpjiiKgqK0E3Zafd027KjN53Yn2MTHWUiIM1Pb4KS2wdkcmLw9TBKYOivkgtKuXbt48MEH2bhxIwkJCcycOZP58+djtXb85iwpKeGxxx7j008/pbGxkZycHG688UYuvPDCVo/75ptveOKJJ9i0aROKojB06FDuv/9+RowYEaiXFXX06mIA1NR+nj/TctEaq9EkKAkhAkhvrMHx+Ysw8jwwW1GS0tuEAcMwcLp1mpxumhwaTU6NY1XKsRNDEnYSTC50Na4TYUdBOeJ4sKiKQkpiDLZ4K7WNEpi6I6SCUk1NDbNnz2bQoEEsXryYkpISFi5cSFNTE/fcc88xzy0tLeXyyy9n8ODBPPDAAyQmJrJjxw6cztabAK5du5YbbriBSy65hJ/97Ge43W42b96M3W4P5EuLOr4epRRvUOqPtv87mdAthAgYw+3E/v6TGA01oKqoiem+MgCu5mBkd2o0Odxt5v+oqkJsjJk4qwmr2dRqaAu3Fb3aTpziJCEtLiw3+FZVCUzdFVJBadmyZTQ0NPD000+TkpICgKZp3H///cyZM4fs7Ox2z3300Ufp06cPzz//PCaTZ+lnQUFBq8e43W5++9vfctVVV/HLX/7Sd3zKlCn+fzFRzltDSU3NAcCU3h8XUiJACBEYhqHT9Mlf0EsLITUXYm00OXVqm+w0OTTcWuvl/YqiEGs1ef6LMWM1q+2GBMMcA6oJdA2cTeCtrxSGJDB1XUjF4lWrVlFQUOALSQAzZsxA13VWr17d7nn19fW8++67XHHFFb6QdDRr1qyhuLiYq666yp/NFkcwDKOlR+mwoTcAraLomF3cQgjRHY3r/om78Ct0VP7nLqCy3kVlnYP6RpcvJMVYTSQnxtAnPZ4B2Ylkp8WTnBhDjMV0zGDgWf0Wnnu/tccbmHIzE0lJikFVFV9gKi5voN7ukp/VzUKqR6mwsJBLLrmk1TGbzUZmZiaFhYXtnrdlyxZcLhdms5krr7ySjRs3kpKSwkUXXcT8+fOxWDx1MzZt2kRKSgrffvstV111FUVFRfTv358bb7yRiy66qEdtN5v9mzm9ZdU7U1491Oj1leCyg6JiTe+LYlIxZeTQqJrA2YipqRo1KT3YzeyScL4fkUruSWjp7fvh1nR2H6hly+5KtB2fM9XxAQCv1hew253EKDw/l+NjrcTFmImxmno0V0iJjcdoqsVw2CHJwFtIN5B+9asF7Nu3h2XL/n3U7//zn8t44ok/8Prrb5GTk9u6vUrLn4YBkyblc9NNv+CKK34KwM0330B8fDyLFj3h6WFKsFLX4KTmsB6mGrPKtVeez2WX/T+uu25Op9u9Y8d2Vq36hJ/8ZDaxsS2rnP/3v7d5+OH7Wb78g1YdIoFmMik9+owOqaBUW1uLzWZrczw5OZmampp2zysvLwfgrrvu4rLLLuPmm29m8+bNPPXUU6iqym233QZAWVkZdrudO++8k1tuuYUhQ4awfPlyfv3rX5Oens7pp5/erXarqkJqakK3zu2IzRYXkOsGUmPVTmoAS1of0jJSfMcb0nNwle0jzllGfOqAoLWvJ8LxfkQ6uSehJVD3wzAM9h2q45sdZWzaUcZ3u8qxOzSOMx/kxqQPQYHPjFNJGX0m1wxNJdXaQFZGAlZrjH8aYErA0Tz8pmpO1JjAv+9+9KMZ3HPPnfzww1ZOOGFkm+9/+OH7nHjiSQwc2P7P08OD6+GB4de/vhNVVVsFiPSUOFJtsVTXO6iuc+By6xiGQV2jC7vTTWKclc5kzV27dvDXv/6Fyy+fhdncMkx5+umTef75F0lJsfm9c+FodF1BVVWSk+NbBbauCqmg1F16c2n5CRMmcMcddwAwfvx4GhoaeOGFF5g7dy6xsbGeJaAOB7fffjtXXnkl4JnHVFhYyJIlS7odlHTdoLa20T8vppnJpGKzxVFba0fTwqt0ftO+XZ7/sfWlquqwbuqUflC2j5q9O3CkHx+cxnVTON+PSCX3JLQE4n6U1zSxZXcF3++u4vs9ldQ0tF6cMyi+gZ/FrcJkGGgD8jn/3JtRVRWn00FpaT2aZvh1U1jFGo/RVIfbXodq8lMAO4YJEyYTFxfPihX/Y9iw1quyDx48wLffbmb+/NuP+hoVxXNPNE3HO4J2+N9H//6DAI56ri3eSmKchbrmv29N1ympaKTS3ERKUgwJsceubu6dKO92t/77T0pK5vjjk9t9Xn/TNANd16mpacRu19p832aL61QPaEgFJZvNRl1dXZvjNTU1JCcnH/M88ISjwxUUFLBkyRL27t3L8OHDj/m4v//97z1qe6BuuqbpYbf7s7vCUxpASenXqu1Kqqdr2FVWhDnMXpNXON6PSKTXV2Bf8Tju48fCyTPR2v4MFEHSk38j9XYX2/ZW8f1eTzAqrWq9GtlqVjmufwonDEplZB8LaWsex6hzoGYPJXHaDZ5ij7qOpgVmbo0S4wlKhqMRI8EI+ITn2NhYTj99Ch999AE337wAVW35UP/gg/cwmUxMmjSFhx++n40bv6aiopysrCzOPHMa11zzM+LjY2lvmtHhQ29en332Cc8+u5hDhw4yZMhQbr31157VgFYzqqrgcuu8/8HHvP/um+zbW4jL6WTgwEFcd90cxo+fALQMrwGcf/40APr06cs///n2UYfeamtrePrpJ1i9ehV2exPDhg3n5z+/mdGjT23T1hkzzue5556hvLyMESNG8utf39VmyPFoehqYQyoo5eXltZmLVFdXR1lZGXl5ee2eN3TosevyOBwOAI477rgOHyN6zrvHm3cit5cprb/n+7LyTfSQe89G9Mr9VK/Zj7XsENYp16GoIfXjTHSCw6WxY381W/dU8f2eKvaV1HH457qqKAzum8SIQWmcMDCVITnJWMwqhttJ4zuL0OvKUJIyiTvnFhRzx7X2DMMAt7PDx7V7PiqG5ga3E6OxFrqyJYrZ2q1gdfbZ03n//XfZuHEDY8aM9R1fuXIF+fnjaGhowGZLZt68BSQlJVFUtI8XXniOiopy7rnn/k4/z44d27nrrl8zbtwE5s1bwIEDB7jnnt/gdLqItZrIyUykrtFJedkhRp9awIzzL8NiNrH1u/X88pe/4Mknn+XUU/MpKJjE7NnX8dJLS/njHxeTkJCI1Xr0HihN07jttls4eLCYG2+cR2pqOv/85zIWLJjLs8++wPHHjzisfT9QVfUKP//5PHRdY/Hix/nd7+7mz3/+a5f/TrsqpH6yTJ48mSVLlrSaq7RixQpUVWXixIntnpeTk8OwYcNYs2aNb0gNPKvcYmNjfUFq0qRJWCwW1qxZw7Bhw1o9buTItuO/ousMw0Crai42mdI6KKneoFR9EENzoZi6sDmlEIfxhnEA5461aE0NxJ09F8Uc+OEQ0X2arrPnYB3f761i655KdhbX4D6i96dfRgInDExlxKBUhvdPJT629ceUYeg0fboUvWQnWOOJm7EANa7t3NYjGYZB438f8pwXBKbs44i78M4uh6WxY8eTkpLKBx+85wtKhYU7KSzcxRVXXMWQIUO5+eb5vsefdNLJxMbG8dBD9/KrX92BuZP/Jv72txfJyurDI4/8wbd6PCYmhoULH/C0v3mV3LWzf0qdr6yAxrARJ7Nz1y7+9e83OeWUMaSmpvp6eYYPH3HMSdtr137O1q1b+OMfFzNunKecz7hxBVx++UW88soLPPTQo77H1tfX8cILfyc1NRUAu93Oww/fT2lpCVlZ7ZcO8oeQCkqzZs3ilVdeYe7cucyZM4eSkhIWLVrErFmzWtVQmj17NgcOHGDlypW+YwsWLOCmm27ioYce4owzzuDbb7/lhRde4LrrriM+3jOZLCMjg5/+9Kc8+eSTKIrCkCFDeOedd/jmm294/vnne/31RiLDXgvenbpT+rb6npKQCtZ4cDaiVx/ElB6eE7pF8OnVBwFIPGkK9VvXohVtxv7OH4j70XyUmMAsrBBdZxgGByoa2bqnku/3VLG9qAq7o/U4aWpSDCcMSuWEgWmMGJRKSuKxP9id6/+Ne9cXoJiIO/tmTEf8QnYsSi+sVPM3s9nMmWdO44MP3uPWW3+NxWJh5cr3iI2NZfLkMzEMg3/84zX++99/c+DAAZzOltGR4uJiBg5sfzTmcN9/v4WJEye3KrFz5pln+YKSV0V5Kc899wzr139JRUW5r4TA4LxhHChvICUxptNlBTZt+oaEhARfSPK+3ilTzmTlyvdaPXbo0GG+kAQwaNBgwFNsOqqCUnJyMi+99BIPPPAAc+fOJSEhgUsvvZQFCxa0epxnDLr1P7apU6fy2GOP8cwzz/Daa6+RlZXFvHnzuOGGG1o97rbbbiM+Pp6lS5dSWVnJkCFD+NOf/sSkSZMC/vqigfc3fcWW2aYrXFEUTOn90Q5uR68okqAkus1bp8uWfy7K0EnUvfMYWskOGt9eSNy5t6F2sLeXCJzK2ia+3VXB93sq+X5vFTX1rYe6EmLNHD8glRMGpTJiUBrZqXGd7mVx/fA5zo1vAxA7+WrMOSd0ul2KohB34Z09GnoDT4+WXrkfDB01uU/nN/nu5tAbeIbf/v3vf/DFF2uYNGkKH3zwPhMnTiY+Pp7XX/87f/rTk1xxxVWcemo+SUlJbN36PY899vs2O1McS0VFeasgAjQPm7UEV13XueOOW6mvr+f66+eQk9Mfa0wMzz23hJKSQ7jcOmXVdqrrPWGto8BUV1dLampam+OpqenU1rZe6Z6UlNTqa2/Zn8ODYaCEVFACGDJkCC+++OIxH/PKK68c9fi5557Lueeee8xzzWYz8+bNY968ed1tojgGvZ1hNy81LRft4Ha0yv3IwJvoDsPRgGH3/BC1pudgjutL/AV3Yv/fH9Ari2j8z0PEn/dLVFtWkFsaPWrqHby/fj+bd1VQXFbf6nsWs8pxucmcMCiNEQNTGZidhKp2PTC4D2ylaZVnPop19PlYhnd9lbKiKGDp2fCsAhCfjOFoAF1D6eH1OuOkk06mb99+rFz5HikpaRw8WMwvfuEpe/Pxxx8yceJkfv7zm32P37Nnd5efIz09g6qqqlbHGhrqWwWR/fuL+OGH7TzyyB84/fQzfMd1zYWluap3TaPTN5n+UGUD1thE4tup9G2z2aiqqmxzvKqqAput/QVcvS3kgpIIb97f9E2p7QUl74Ru2fNNdI/3PaYkpHlq2TQ2YErvT/zM39L4zqMYdWU0/uch4s69HVN6/yC3NrI1Nrl494t9rFxfhNPlWVWkKDCoj615OC2VobnJWMzt75jQGXr1QewrnwZdw5w3FuvYi/3R/O6LSQBHgye0J6QGfPWboihMmzadf/zjNWJjY0lOTvatMnM4mny9K17vv/9ul59jxIiRrF79GfPmLfANv3388YetHuNd9GQ2tzzfoUMH+fbbTfTvP4CUpBiSEizYEj01phrtDsqq7b4QdWQP06hRo3n11Vf48st1nHaaZzW62+1m1apPGDXq5C6/hkCRoCT8ytej1LzH25FMzVuZyMo30V1a8/CuKe2IxQK2LOJn/ra5Z2k/jW8/QtyPFmDu0/5qV9E9DpfGB+uLeHfdPhodbgCG5Nj4v2nDGZgZT0wPg9Hh9KY6Glc8Do4G1KwhxJ7xs6BvSqtY4jBQQPesgOtpL1VnnH32dF555a/8739vM3PmxZjNno/vsWPH8Y9/LOPNN1+nf/+BvPfe/9i/v+s/X6+8cjY/+9lsfvOb2/nxjy/lwIFili37W6uht4EDB5GVlc2SJU+j6zp2eyNLl/6ZzMyW3luTqnLC8Z5/c5999DYnnVKA1RJD/4F5bYbkCgomMWLESH73u7v5+c9vJi0tnX/+83UqKsr56U+v7fbflb9J7X/hV0fu8XYk755vRmM1elPbmllCdMQ7kftovZZqfArxF/wGNXsoOBuxv/Mo7n2be7uJEcut6Xz09X7uWLKWNz8tpNHhJicjgXkXn8Q9V49l4qh+HRYj7ApDc9H0/mKM2lKUpAzipv+iU2UAAk1RVRSrp9fEcPq32HB78vKGMmTIcRiGwdln/8h3/Oqrf8bZZ/+I55//M/feeydWawzz59/e5esPG3Y8v/vdQoqK9vLb3/6S//3vbe677+FWS/utVisPPbQIq9XC3XffwfPP/5mrrrq2Vc0j77WuvfYGVn2ykvt/O4/HF92FoiqthuQa7C5UVeUPf3iSCRMm8cwzT3HXXb+isbGBxx57ulVpgGBTDNn1rsc0Taey0r8bJZrNKqmpCVRVNYRNgUPdXkvDK7cAkHjNknYnOdYv+xVGbSlx5/8ac7/Q+cdwLOF4PyJV47uPoRVtJn7K1fSZdMFR74nhdmBf+Se0os2gmIg982dYho5v54qiI7pu8MX3Jbz1eSFl1U0AZCTHctHpgxl/Qh9UVfH7vxHDMGj6+M+4d64DaxzxM+/C1E5P9ZFcLicVFQdJT++LxRKYYKU31WPUlYHJ4uspDzVmsxoyP680Xae2wUVtoxOjuXK3d0iuvTlMPdXR+yAtLSH8KnOL8Ob9TV9JTD/mShBTWi7u2lL0iiIIk6AkQkd7BU0Pp5hjiJt+C02fPI975zqaPvozhqMe68hpvdXMiGAYBpt2VvDmql0Ul3l+GbQlWLlgwiCmjO6HOYAb4Do3vOUJSYqJuGk3dzok9RbFGu8ZftNcGG5nSPR0hTKTqpKaFIMtweILTN5VcoEOTD0lQUn4TUfzk7zUtP6w52uZ0C26zHA7MOoqgPYXDHgpqpnYM2/AEZOAa8uHOFb/DaOpHuupM0Pyh3Go2ba3ijdX7WJXcS0A8TFmZowfwLQx/Ymx+m8O0tG4dqzB+fV/AIg5/SrMuaFXEFhRVbDGgbMRw9EoQamTwjEwSVASftPR/CQv7zwlTSZ0iy7Sqw8BBkpsUqeqMSuKSsyEK1Fik3BueAvnhrcwmuqImfCToE8IDlV7DtXy5qeFbNntWbZtNatMy+/PjPED/Dr/qD3ug9tp+vQFz3OffC7W46cE/Dm7S4mJx3A2YjgbICEl2M0JK8cOTCZSkqzEx4RGYJKgJPzGOyTSUaVc75JtvbIYQ9c9v5kJ0Qm+Ybcjqr4fi6IoxIy5CCUmEceav+Ha8iGGo4HYM66X/eEOc7CigX9/tpv120oBz5YVk0f344IJgzqslu0ves0h7O8/Bbob8+B8rKdd2ivP212+4Te3E8PtQjFLdbiuahOYGpy43BplVaETmOSnhPCbzvYoKUlZYLKC5vSsZknp0xvNExHA9x7rwrYVXtYTp6HEJtD0sWfekt3RKPvD4amk/Z/Pd7P620PohoECjB+ZzczT88hKieu1dhhN9S1lADLziD2z52UAAr1WSVFNYIkFlx3D2YBiTgno80WyYwWmGIuJ7LT4Lhcq9df9l6Ak/MJwNGA0VgOdCEqqipqWg162G62yCFWCkuikljDe+R6lw1mGFqBY430r4qJ5f7jaRif/W7uXj77e79uYdvTQDC6enEduVmKvtsXQXNhXLsaoKUFJTCdu+i09CrDegolOp6NVHaBAUGLiMVx2DEcjyNY5PXa0wORwa+i60eWg5K0qbjL1LOpIUBJ+0VItORXFGt/h401p/dHLdnsKT+aNDXTzRITwrqzsTo+Sl3nAycSd90vsKx6Pyv3h7A437325j/e+KsLh9OyZefyAFC6eMoShOb2/bYRhGDSt+ivawe1giSPuRwt6fC9U1URcXCL19Z4tOazWmIAN3RiKGV03wNmE1tSAYgqd4Tddb6ldFI4SYxXirVZ0w8Aw3LhcnTvPMAycTgf19VXExSWi9nB6hwQl4Reab8l255bwqr4K3bLyTXSOobvRa0qAjnstO2LucxzxF/wmqvaHc7k1Pvq6mHfW7qXe7vnEGdgniUum5DFyUFrQ5oA4N/4X9441oKjEnT3XbzWJbDbPZqvesBRIemM9aG4Uh9NXiDIUqKqKrodGHaVgiItL9L0PekKCkvCLrs4dUZsndGsVEpRE5+i1pWBoYIlFSej5D79o2R9O03VWf3uI/3y+m6o6z1BEn7R4Lp6cx5jhmUGdJOvauQ7n+n8DEDPxp5hzT/TbtRVFITk5naSkVDTN7bfrHo2rshDnxuWo6QOJO+vnAX2uzjKZFJKT46mpaQzrXqXuMpnMPe5J8pKgJPyipYZSJ4OSdyuTujIMV9MxC1QKAaBXeYfd+vrtwz2S94fTDYP120r592e7Kan0bLORZoth5sTBTDipD6YgrzZ1H9pB0yfPA2AZ9SOsJ5wZkOdRVRVVDWyNI9OAk9E+fwkaKjG5GkNiGNdsVomNjcVu10KmOne4knXZwi9aJtl2cugtNgml+YeJbJArOqM7pQE6w7s/nCn7uMP2h9vk1+foTYZh8G1hBb978SuW/GcLJZWNJMZZmHXWcTxyw3hOP7lf0EOSXltKk7cMwKBTiTntsqC2p6fUxDTUrCGAgXv3hmA3R/iZBCXRY4bTjtHgKU5n6sKHmBSeFF3Rk9IAHVFiEog773ZM/UeB5sT+3lO4dq71+/ME2s79Nfz+1Y08/sYm9pXUE2s1cdGkwfz+5wWcM7Y/FnNgK2p3huFowP7uYxhNdagZg4g9c05E1FKzDM4HwL17fZBbIvxNht5Ej/n2eItLRont/LJiNa0/2v7vPHu+CdGBzuzx1hNt94d7DqOpAeuJob8/XFFpPf/6dBebdnm2dzGbVM4ak8O54weSFB86W2sYmhv7+4vRaw6hJKR5SjNYIqOOlXlwPo4vXkc7uA3dXtupyvEiPEhQEj3W1flJXqb0/rgAvUp6lMSxGYbuC+QdVX7viTb7w635m2cz3RDdH660qpG3PtvNF9+XYACqojBpVF8unDiINFtozfszDIOmz15EO7gNLLF+KQMQSlRbJmrGQPTyvbj3bgzprVdE10hQEj2mdbIi95F8Q28VRRiGEZIfRCI0GPWV4HaCakaxZQb0uVr2h7Ph3PDvkNwfrqrOwdtr9vDZpgNoumdF02kjsrjo9Dz6pHVcxywYnN8sx/3D56AoxJ11U8StLgRPr5KzfC/u3eslKEUQCUqix/Qu1lDyUlP6gmLy7L7dUImSmB6I5okI4HuPJWd7to0IMM/+cDNRYhJCan+4eruLd9ft5cMN+3E2r2Q6KS+diyfnMbBPUtDa1RHXri9wfvUmADETrsQ8YFSQWxQYlsH5OL96E634ewxHQ1RWfI9EEpREj3V3kq1isqCm9EWv2o9euR9VgpJoR8t7zL8r3joSKvvDNTndrFy/nxVf7MPu8NQEGpqbzKVThjCsf0qvtqWrtJKdNH3yFwAsJ56DdeRZQW5R4KgpfVFTc9CrinHv/QbLsInBbpLwAwlKokcMlwOjrhzo3iRbNT0XvWo/WmUR5gEn+7t5IkJ0t9fSHzz7wyVgX/l0r+8P53LrfPpNMcvX7KG20VNNOzczkUum5DFqSHrID1frtaXY33sSNDfmgacQM35WsJsUcObB+TirinHvXi9BKUJIUBI9otccBAyU2KRurfLwbWVSIRO6RfsOLzYZDOYBo47YH+4R4s69PWCTkXXdYO2WQ7z12W4qapsAyEqJ46LJgzltRDZqiAckaC4DsOJxTxmA9IHETo2MMgAdMefl4/z6P7j3f4vhtIfUliaieyQoiR7RuzmR28uU5pnQKXu+ifYYhnHYXoKBW/HWkdb7w+0PyP5whmHw9Q/l/PuzQg6UNwCQnGhl5sTBTBrVF7MpPIKGobuxf/An9OqDKAmpzWUAQmsVXqCoqbkoydkYNSW4izZjGTIu2E0SPSRBSfRIT4sAqt6gVH0IQ3OF1M7bIjQYTXXgaAAU1OQ+QW1LIPeH+35PJW9+Wsjug7UAJMSaObdgIFNPzSXGEvxCkZ1lGAaOz15GK/4ezDHETZ+PmpAa7Gb1GkVRPJO6v3nHM/wmQSnsSVASPdLdGkpeSkIqxCSAowG9+iCm9AH+bJ6IAN73mJKUgWIOfvHElv3h/oheWUTj2w8T96Nbu70/XOGBWt78dBdb93p2uY+xmDh7bH9+dNoA4mPD70e0Y+M7uLav8pQBmHYjpoyBwW5SrzN7g9K+TRhuR69P/hf+FX7/CkVI0Xo4yVZRFExpuWgHt6NXFElQEm14C00Gc9jtSJ794e7AvuIJtJId2N95lLiz53Z6QYKuG3yzs5z3vyrih6JqAMwmhTNG53DehEEkJwQ/EHZH/da12Ne9AUBMwRWYB4wOboOCRM0YhJKYjlFfgbvoOyyDxwS7SaIHJCiJbjPcTozaUqBnH2Jqc1DSKouQgTdxpEDu8dYT3v3h7Cv/5FkN995TxJ55PZahBe2eY3e4+XzzQT7YUERZtWeStklVGD8ym5kTB5OREr4Tf90lu6j+71MAWEZOw3ri2UFuUfAoioJ5cD6ub9/zDL9JUAprEpREt+k1JWAYYI1HiUvu9nV885Rkc1xxFL6tS0KoR8mrZX+4pbh3rqXpoz8fdX+4smo7H27Yz2ebD2B3aIBnDtIZp+Qw9dRcUpPCb2jG0N3oZXtwH9zm+UXn4HZwO7EMPJmYgiuC3bygs3iD0t5vZP5lmJOgJLrt8PlJPannYvKWCJCgJI7CV0MpSKUBOuLZH+5nzfvDfeDbH85yyoXsLK5l5VdFfL2jDMOz0wh90+M5O78/BSf2Ca9J2poLrbTQF4q0kh2ebWUOE5MzjLizb0KLgjIAHVGzh6DEp2A0VqMVfy914sKYBCXRbd4PsJ7+pu+tpWQ0VqM31aHGhu5WDKJ3Gc5GjAbPJOdQmqN0JM/+cD9BiU3y7Q/3xcZdvFQ+GgPPLxEjB6dxztj+jBycFh51kNxOtNJdaAeae4xKd4Hmav2gmATMfYdj6jsca+4IMoYeT3VNEzRvrxLNFEXFPGgMru8/xFW4XoJSGJOgJLqtZe5Iz6olK5ZYFFsWRm2pZyuTfiP80TwRAbzDbkp8Coo1NDd79aq3u/jEcTL17hLONa3hFP1bjKR69uZdyln5A8nJTAx2E4/JcDnQSna09BiVFoLubvUYJTYJU9/hmPoej6nfcNTUHN9GwWaz2iv78IUTc14+ru8/xL33awx9dlD3CRTdJ3dNdFtPi00ezpTWH3dtKXpFEUhQEs38+R4LlOLyBlZ+VcTaLYdwuXVgKHZbDJeYP+VUy27G8h5xqXOD3cw2DKcd7dAOtIPbcB/cjl62Bwyt1WOU+JTmYOQJR2pK35DfNiWUmPoMR4lNwmiqQzuwHXPuyGA3SXRDyAWlXbt28eCDD7Jx40YSEhKYOXMm8+fPx2rteLlsSUkJjz32GJ9++imNjY3k5ORw4403cuGFFx718TfddBMffvghv/rVr7juuuv8/VIimqG5PZO58c+HmJqWC3s2SIVu0YqvNECIzU8yDIPvdlfy/ldFbNld6Ts+MDuJc8b2Z+yIM+DAKdjf9+wP1/jOo8T/aEFQd5M3HA1oh37A3dxjpJfvwTdxqpmSkOYJRf2Ox9x3OIotW4JRDyiqinnQqbi2fYp793oJSmEqpIJSTU0Ns2fPZtCgQSxevJiSkhIWLlxIU1MT99xzzzHPLS0t5fLLL2fw4ME88MADJCYmsmPHDpxO51Ef/+mnn7Jp06ZAvIyooNeWeH77tMSiJKT1+HreeUqaTOgWh9FCrDSAw6Wx9rtDrFxfxMGKRgAUBU49LpOzx/bnuNzklmDRfxTx5/2SxhWPo5fsDPj+cEcymuqbQ9E2X50yOCIYJWVi6ju8eZ7R8Z6inhKM/Mo8ON8TlPZswJj406jY7y7ShFRQWrZsGQ0NDTz99NOkpKQAoGka999/P3PmzCE7O7vdcx999FH69OnD888/j8nkGScvKDh6PROn08lDDz3Erbfeyp133un31xENDq9t448frN4tIPTKYgxdlx8mAjhsxVuQh96q6hx89PV+PtlYTEOTZ95OrNXE5JP7cdaYXDLbqX9k6nMc8Rf+prmKd2D2h/PSG2vQDm1HO9DcY1TV9pcOJTnbF4pMfYejJqb7vR2iNVO/EWCNx7DXopXswNx3eLCbJLoopILSqlWrKCgo8IUkgBkzZnDvvfeyevVqLr744qOeV19fz7vvvsvDDz/sC0nHsnTpUmw2GxdffLEEpW7q6dYlR1KSssBkBc1TxFJJCe6eXiL4DLcTo64MCN7Q2+6DnuX9X20rRdM9vTEZybGcnd+fSaP6EhfT8Y9QU1p/4i+8k8b//QGjttRv+8PpDVXNE6+be4yahykPp6b0O2yO0fCo2nMtVCgmM+ZBp+D+YbVn+E2CUtgJqaBUWFjIJZdc0uqYzWYjMzOTwsLCds/bsmULLpcLs9nMlVdeycaNG0lJSeGiiy5i/vz5WCwthb4OHDjAc889x1//+le/djGbzf7tATE17xJuCtHdwpuaf9O3pOf46bWrmNJzPSttavZjzgiNoRavUL8fkchdXQqGgRKTgCUptc2/10DdE03X+Xp7GSu+2MeO/TW+48MHpPCjcQM45bhMVLWLPzvS+mC++C7q3/4DWsU+7G8/QuJ5t2LuO6zTl9DrynEd2I77wDbcB7b55ggezpTWH3POcMz9jsfc93jUeFvX2tkD8m+kfTFDT2sOShswnf4T30rBQJL74T8hFZRqa2ux2dr+w05OTqampuYoZ3iUl5cDcNddd3HZZZdx8803s3nzZp566ilUVeW2227zPfaRRx7h7LPPZvTo0X5rt6oqpKYGZpKmzRaaWxrU1x4CILn/EOL99NrdfQdTV1qIpaEkYH+fPRWq9yMS1R+spA6wZuaSltb+0np/3ZMGu4uVX+7l7c8KKa2yA579104fncOFk4cwNDelZ0+QmkDK1Q9S8sYjNBVtpf7tRWRfcjvxQ9tub2EYBu7qEpr2fY993xaa9n6Pu6b0iEcpWLMHETtwJHEDTiC2/wmY4oNfg0z+jbSlJ51G4wexGA2VxNsPEpvT+YDcU3I/ei6kglJ36bqnuNmECRO44447ABg/fjwNDQ288MILzJ07l9jYWD7//HM+//xzVqxY4efnN6itbfTrNU0mFZstjtpaO5oWWsXbDF3DVeEZemu0puOoavDLdd1JnuGVhuJCFD9d019C+X5EKnuRpxfZSOpD1VHeD/66JyWVjbz/VRGfbTpAk9OzPD4p3sKZp+YybUwuKc3bixytDd0R+6Nb0d5/GtfeTRz6x++Jn/ozrMcVoNcc8vQWFW/HdWAbRkNl6xMVFVPmIMz9vD1Gw1CbV9E5AacDcATv3438Gzk284DRuHauo+KbVcTH96z2XGfI/eiYzRbXqR63kApKNpuNurq6NsdrampITm5/LzFvL9T48eNbHS8oKGDJkiXs3buX4cOH8+CDD3LVVVcRFxdHbW2t73EOh6Pd3qzOcgeoEq2m6QG7dnfp1YdA18BkRY9LxfBX+5oLV7rL94Xca/YKxfsRqdyVnjCuJPc55t95d+6JYRhs31fN+18VsWlnuW8tWE5GAmeP7c/4E7KxNm8v4vf7rViIOXseRvP+cI0fLMG++jUM+xG95ooJNWuwr/K1Kfs4FGtL74AO6CH4XpR/I0dnGjQG1851OHetxzL2sl5bXSj3o+dCKijl5eW1mYtUV1dHWVkZeXl57Z43dOjQY17X4XAAsHv3bpYsWcKSJUtaff/JJ5/kySefZPPmzcTEhN/mlL3Nt2Q7ta9fx9p9W5nUlWE47a0+FET00au8NZT8N1/N5db5cmsJK78qYl9pve/4qCHpnJ3fnxMGtZ0LFQi+/eFiE3F9t9ITklQzpqy8lsrX2UNRLPLzKFKY+48CkxWjrgy9Yh+mjIHBbpLopJAKSpMnT2bJkiWtendWrFiBqqpMnDix3fNycnIYNmwYa9as4corr/QdX7NmDbGxsb4g9fLLL7c596qrrmLWrFmce+65rSZ9i/b5Vrz5ubaNGpvk20RSryrGlH3sACwil6Fr6DWeeXD+WFlZ2+Dkk43FfLSxmNoGT201q1llwkl9OTs/l77pvT8nTlFUYgquwNz/JDBZMGUNQTF3XFhXhCfFEoO5/0m492zAvXu9BKUwElJBadasWbzyyivMnTuXOXPmUFJSwqJFi5g1a1arGkqzZ8/mwIEDrFy50ndswYIF3HTTTTz00EOcccYZfPvtt7zwwgtcd911xMd79ogaN27cUZ93wIAB7X5PtNVS28b/4+xqen+0xmq0yv0SlKKYUVfm2WfMbEXpQa2f/aX1vL++iHVbSnA3z9NITYph6qk5TBmdQ2JccH85UhTF09MgooI5L98TlAq/wpp/sRT3DBMhFZSSk5N56aWXeOCBB5g7dy4JCQlceumlLFiwoNXjdF1H01rvSTR16lQee+wxnnnmGV577TWysrKYN28eN9xwQ2++hKgQyP231NRctKJvm6sIi2jlG3ZL7vrwrm4YbN5Vwcqviti6t8p3fHDfJM4e25/84VmYZcm0CALzgNGgmtFrDqFXHcCUFvhJ3aLnQiooAQwZMoQXX3zxmI955ZVXjnr83HPP5dxzz+3S823fvr1Lj492hq77CtuZAhCUTOn9cYHs+RbltGpvQdPOF5pscrpZ/e0hPlhfREnz8n5FgTHDszgnvz9DcmzyG7wIKsUahyl3JNq+TZ7hNwlKYSHkgpIIbUZ9OWguMJk91bT9TE3zVCvWKvdjGIZ8sEWprkzkrqhp4r0v97HqmwM0Ojzbi8TFmJlycj+mjskhI1kWBYjQYRmc7wtKMWNmBrs5ohMkKIkuaZnI3Tcg+7GpKX1BMYGzEaOhskfzU0T46miPN8Mw2LG/mk+Wb2X1pgPohmeBf1ZqHGfn92fCiX06tb2IEL3NPPAUUEzolUXoNSWoye3vYSpCg/wkEV3Sspt7YLqMFZMZNaUvetV+9Moi2bQzChmG4RvePbJHqazazroth1i7pYRDlS1FXo8fkMI5Ywcwakh617cXEaIXKbGJmPodj1a8Bdfu9cSMPi/YTRIdkKAkuiSQE7m91PRc9Kr9aJX7PZMfRVQxGqrA1eQpuJicRb3dxfptpazdcqjV3msWs8rpo3M4c3Q/cjJCc8sbIY7GPDgfrXiLZ/hNglLIk6AkuqSjIRF/8MxTWodesT9gzyFCl/c95ohL56W3trJ5VzluzTO0pgDHD0ylYGQfxo3Mpl+fZKqqGqTysAgr5kGn4lj9MnrZbvS6ctSkjGA3SRyDBCXRaYah90qPkqm5QresfIsuumGwc38NpWs3cjKwrTqWr/eXAZCbmciEE/sw7oRsUpv3XjObZYm/CE9qfDKmPsPQDm7HvXsD1lHTg90kcQwSlESnGfWV4HaAakK1+X/Fm5d35ZtefRBDc6GYpGJ6JDtQ3sDaLYdYt6WEitomLosvglioMaUxY9wAxo/sQ/+sxGA3Uwi/Mg/Obw5K6yUohTgJSqLTfL1JyX1Q1MC9dZSEVIhJAEcDevVBTOkDAvZcIjhq6h18sdUz72jvoZaNsGOtJobZ7OCEs886Deswqc4uIpN5cD6ONX9HK9mB3lCFmpAa7CaJdkhQEp2m+4oABm7YDTzbOpjSctEObkevKJKgFCEcTo2vd5SxdsshtuyupHlFPyZV4cTBaRSc2IfRQzNwvvZPDMCUFtj3mRDBpCakomYPRS/ZiXvPBqwjpwW7SaIdEpREp/l6lPy8Ge7RqM1BSassQgbewpem62zdW8Xa7w7x9Q/lOFwtWw8N6Wdj/Mg+jB2RhS3esxms3lSHo8nTw6Qmd74qtxDhyDJ4DI6SnZ55ShKUQpYEJdFpvhpKAdgM90i+eUqVsvIt3BiGwb6SetZuOcQX35dQ0+D0fS8rJY7xI7MpGNmH7LT4Nud6w7iSmI5iiem1NgsRDOZB+TjWvY52cBu6vRY1zhbsJomjkKAkOsUwjF5Z8eZlSpegFG7Ka+x88X0Ja7eUcKC8wXc8Mc7C2BFZFIzsw5B+x95vzVdoshfCuBDBptoyUTMGopfvxb13I9bjpwS7SeIoJCiJTjEaq8FlB0XtlZL73g9Ko7FaftMKYY1NLtZvL2Ptd4fYXlTtO242qYw+LoMJI/twYl4aZlPnlvK3DO/KsJuIDubB+TjL9+Iu/EqCUoiSoCQ6xbfHmy2rV5brK5ZYFFsWRm0peuV+1JwTAv6conPcms7mXRWs3XKITTtbF4McPiCFgpF9GDM8i/jYrv946Y2CpkKEEsvgsTi/ehOteCuGowElRqrMhxoJSqJT9F6cn+RlSuuPuzkoIUEpqAzDYGdxDWu3lPDV1hIamty+7+VkJFBwYh/Gn5BNmi22R8/TmwsGhAgFakof1FTPtk3uvd9gGTYx2E0SR5CgJDqlN+cnealpubBng1ToDqKDFQ2s21LC2i2HKK9p8h1PTrQy/gTPpOz+WYnHnHfUWYarCaOhEgCTDL2JKGIePAZn1X7cu9dLUApBEpREpwRjSERt3spEkwndvaq2wckXW0tYt+UQuw+2FIOMsZrIH5bJ+BP7MGJAKqra83B0OO9EbiXOhhIrlbhF9DDn5eP8+j+493+L4bSjWOOC3SRxGAlKokOGYaB55yj14pDI4SvfDF1HUWVvr0BxuDQ27ihj3ZYSviusRG+uBqkqCifmpTF+ZDanDM0kxmoKWBtk2E1EKzU1FyU5G6OmBPe+TViGjg92k8RhJCiJDhn2WnA0AEqvrkZSkrLAbAW3E6O2FCWlT689dzTQdYOt+6pY990h1v9QhsPZUgxycN8kxo/sw7gR2dgSrL3THl9pAAlKIrooiuKZ1P3Ncs/wmwSlkCJBSXTIO+ym2DJRzL3zoQmgqCpqag562W60yiJUCUo95nJrFJc38OX3paz7/hDV9S3FIDOSYxk/sg8FI7Ppm977K298w7syP0lEIfPgfE9QKtqM4XagmKXgaqiQoCQ6pAdh2M3LlNYfvWy3Z0J33thef/5w43BqlNc2UVFjp6KmifKaJipqm/+saWpVJRsgIdbM2BHZFIzMZmhOsl8mZXeXJkNvIoqpGQNRkjIw6spxF32HZfCYYDdJNJOgJDrknTtiCsKQiCoVultpbHI3B5+jB6F6u6vDa8RYTZ5NaEf24aS8dCzm4M/9MjQ3Rm0pIENvIjopioJ50Bhc376He/dXEpRCiAQl0aFg1FDy8q18q4j8EgGGYdDQ5G4OQEcPQo0Od4fXiYsxk5EcS7ot1vNn8uF/xpEQaw5qz9HR6DUlYOhgiUOJTwl2c4QICkveWE9Q2rsJQ3P1SnFf0TEJSqJDwayWbGreHNeoKwv7ZbOGYVDb6GoJQocFoIqaJsprm1pNqG5PYpzFE3psnvDjC0LNwSg+Nvx+uLa8x/qGXIgToreoWXko8SkYjdVoxVswDxgd7CYJJCiJDuhNdZ5VbwRnkq0Sm+j7waFXFWPKHtrrbegs3TCoqXc2hx57SwBq/q+ytgmnW+/wOskJ1lbh58j/j7VG3j/bloncMuwmopeiqJgHj8G15UNchRskKIWIyPuJK/zKO+ymJKajWHq2PUV3qen90Rqr0Sr3BzUoaZpOeU0TJRUNrXqDvMNjlbVNvn3P2qMAKUkxbXqBvMNi6bYYLObA1SoKVVJDSQgP8+B8XFs+xL33awx9NooqH9PBJndAHJNvxVsQ5id5qam5aEXfogdhnpJhGPxQVM3H3xzg6+1luLVj9wipikKaLaZVAPINk6XEkZYUg9kU/MnTocbbo2RKldIAIrqZ+gxHiU3CaKpDO7ANc+6JwW5S1JOgJI4pGHu8HcmU3h8X9Oqeb41NbtZuOcTHG4s5UN7Q0hZV8YSfIydK2zw9QilJVkxSQbxLDF1Hrz4EBDeQCxEKFFX1rH7b9gnu3eslKIUACUrimHy/6QdxSERtntCtVRZhGEZAJ/vuK6nj443FrNtSgsPlmVgdYzEx8aQ+zDzjOJLjTOgdDK+JrjHqy0FzgcmMkpgR7OYIEXTmvHxPUNrzNcbEq2T7piCToCSOKRR6lNSUvqCYwGnHaKhESUz36/Vdbp3120v5+OtidhbX+I73y0jgzFNymHBiH5ISrKSmJlBV1YCOBCV/8k3kTu4rHwhCAKZ+x0NMAoa9Fq1kB+a+w4PdpKgmQUm0y3A0YDRWA8ENSorJjJrSF71qP3plEaqfglJZtZ1Pvinms00HfYUaTarCmOGZnHlKDsP6p8hS9V7QMpFb5icJAaCoZswDR+P+YbVn+E2CUlBJUBLt8q14S0hFscYHtS1qei561X60iv09WjKr6wbfFlbw8cZivt1V4esbSk2K4YzR/Zh8cj+SE2WPpd6kVclmuEIcyTI43xeUjIL/h6JIb2uwSFAS7dJCqLaNZ57Sum5vZVLb6OTzzQf5ZGMx5TVNvuMjB6cx9ZQcRg1Nl0nYQRLMgqZChCpTzkiwxGI0VKGXFoZ0DblIF3JBadeuXTz44INs3LiRhIQEZs6cyfz587FaO961vqSkhMcee4xPP/2UxsZGcnJyuPHGG7nwwgsB2Lx5M6+99hrr16+ntLSU7Oxspk+fzo033kh8fHB7TEJRKMxP8jI1b2XSlZVvhmGwq7iWjzfu56ttpb4aRwmxZiaN6ssZo3PITpP7HkyGYUixSSGOQjFbMQ8YjXvXOly710tQCqKQCko1NTXMnj2bQYMGsXjxYkpKSli4cCFNTU3cc889xzy3tLSUyy+/nMGDB/PAAw+QmJjIjh07cDpbdkt/99132bt3L9dffz2DBg1i586dPPXUU2zatImXX3450C8v7IRCDSUv78o3vfpgh3sgNTndrPu+hI+/LqaotN53fHDfJM48JZfTRmRhtURfUcdQZNhrwGkHRUFNzg52c4QIKebBY3DvWod79waMcZfLnMkgCamgtGzZMhoaGnj66adJSUkBQNM07r//fubMmUN2dvs/SB999FH69OnD888/j8nk+RAsKCho9Zif/exnpKWl+b4eN24cNpuN22+/ne+++44TT5R6FYcL5ma4R1ISUiEmARwN6FUHMGUMbPOY4vIGPvm6mDVbDmJ3eJb2W8wq407I5sxTchjc19bbzRYd8M2Ds2XJBqBCHMHcfxSYrBh1ZegVezFlDAp2k6JSSE3KWLVqFQUFBb6QBDBjxgx0XWf16tXtnldfX8+7777LFVdc4QtJR3N4SPI64YQTAE+PlGhhNC/FBzCFwGokRVEOG35rmafk1nS+2lbKole/5u7nv+DDr/djd2hkp8Yxa+pQ/jh3IteeO0JCUojyBqVg1ukSIlQplhjMA0YB4C5cH+TWRK+Q6lEqLCzkkksuaXXMZrORmZlJYWFhu+dt2bIFl8uF2WzmyiuvZOPGjaSkpHDRRRcxf/58LJb2f1PdsGEDAHl5eT1qu9ns38xpat7mwhSk7S7cFZ5KyUp8MpbE0AgZ5oz+aAe3Y1Tvp7bRycdfF/PJN8XU1HuGVxUFTh2WyVljcjlhcBqqH7upg30/IpWz1rPizZyW0+V/Q3JPQovcj8CIGToW9+71uPdsIL7g/zo9/Cb3w39CKijV1tZis7X9UE5OTqampuYoZ3iUl5cDcNddd3HZZZdx8803s3nzZp566ilUVeW222476nmVlZUsXryYs846i0GDBnW73aqqkJqa0O3zj8VmiwvIdTtSt6+cOiAma0DAXltXqblDcHz7AXu2bmXRJ1noumdydmpSDOeMH8j0cYPITA3s31ew7keksteVAJCUO5ikbr7P5J6EFrkf/qWfPIGGj/6CXn2QRK0Sa+aALp0v96PnQioodZeuezYqnTBhAnfccQcA48ePp6GhgRdeeIG5c+cSGxvb6hyXy8Wtt94KwH333dfD5zeorW3s0TWOZDKp2Gxx1Nba0TrYiDUQGvfvBsBIyqaqqqGDRwdWg93FZ5sPsHVDKVcD8fYSdN1gxMBUzhqTy6nDM5s3mtUD1tZg349I5SjzrGJssqbj7uK9k3sSWuR+BI4l90Rce7+hfONnxI29qFPnyP3omM0W16ket5AKSjabjbq6ujbHa2pqSE5OPuZ54AlHhysoKGDJkiXs3buX4cNbKpsahsGdd97J5s2befXVV8nKyupx293uwLwRNU0P2LWPxV3pWfFGcr+gPD/A7oO1fPx1MV9uLcHp1rESi54KyaqdB396Av1y+ngeaATu7/9IwbofkchT+d3TU2wkZXf771XuSWiR++F/pkFjcO39BueuL7GccmGXzpX70XMhFZTy8vLazEWqq6ujrKzsmHOIhg49dn0Jh8PR6uvf//73vPvuu/zlL3/h+OOP736DI1jLthK9O8nW6dL4cmspH2/cz+6DLaE5NzORqWNyULdmQl0ZWVQCfXq1bcK/Wiq/p6FYZXhAiPaYB54Cigm9cj96zSHUZPnZ15tCKihNnjyZJUuWtJqrtGLFClRVZeLEie2el5OTw7Bhw1izZg1XXnml7/iaNWuIjY1tFaSee+45XnzxRf7whz+0KR8gPAyXA6POM++rt4pNllQ28vHGYlZ/e5CGJjcAZpNC/vFZTD0llyE5NhRFwV46AHddmafwZM4JvdI2ERiaVOQWolOU2ERMOSPQ9n+Ha/d6YkafH+wmRZWQCkqzZs3ilVdeYe7cucyZM4eSkhIWLVrErFmzWtVQmj17NgcOHGDlypW+YwsWLOCmm27ioYce4owzzuDbb7/lhRde4LrrrvNV3X777bf54x//yIUXXkhubi7ffPON7/wBAwYctXxANNJrDgIGSmwSalzgVrxpus6mnZ5917bsrvQdz0iO5YxTcpg0qi+2+NYV2dW0XNizodtbmYjQoVc37/EWAuUnhAh15sH5aPu/w717gwSlXhZSQSk5OZmXXnqJBx54gLlz55KQkMCll17KggULWj1O13U0TWt1bOrUqTz22GM888wzvPbaa2RlZTFv3jxuuOEG32O8tZj++9//8t///rfV+Y888ggXX3xxgF5ZeAn01iU19Q5WbTrAJ98coKrOMyyqACcNSWfqqTmcODgdVT36Eli1uZaSJkEp7AVreFeIcGQedCqOz19CL9uNXleOmpQR7CZFjZAKSgBDhgzhxRdfPOZjXnnllaMeP/fcczn33HPbPW/hwoUsXLiwJ82LCoH4ADMMgx+Kqvno62K+/qEMrXlpf2KchdNP9uy7lpnS8TwVU3rzViaV+zF0HUU2sg1bshmuEJ2nxtkw9RmOdnAb7t3rsY76UbCbFDVCLiiJ4GvZ463nH2B2h5s13x3i443FHChvWf49NCeZM0/NIX94FpYuFBpUkrLAbAW3E6O2BEWGbcKS4XZg1FUAMvQmRGeZB+ejHdyGS4JSr5KgJNpomWTb/T3eKmub+GD9fj7dVOzbd81qUSkY2YczT8lhQHZSt66rqCpqai56WSFa5X75kA1TevUhemMenBCRxDx4DI41f0Mv2YneUIWakBrsJkUFCUqiFcPtxKj17HvXnR6lPYdqef/LIr7aVuobXuuTFs9ZY3IpGNmH+Niev+VMaZ6gpFcWQd7YHl9P9D7fsJsEXSE6TU1IRc0eil6yE/eeDVhHTgt2k6KCBCXRil5TAoYB1niUuPaLfLY6xzDYvLOC977cx/aiat/x4wekcM5pAxg1JN2v+66p3nlKFUV+u6boXTKRW4jusQweg6NkJ+7C9RKUeokEJdHK4fOTOtp80eHSWPPdId7/qoiSSs8WLiZVYeyILKaPHcDAPt0bXuuIrHwLfy0rK6VHSYiuMA/Ox7HudbRD29HttTJ03QskKIlWvEMipmMMu9U0OPlow34+3lhMvd0FQFyMmSmj+zFtTC5ptth2z/UHU5qnR8moK8Nw2qWqcxhqqaEkPUpCdIWalImaMQi9fA/uPV9jHXFGsJsU8SQoiVZahkTaTuQuLqvn/a+KWLulBHfzJosZybGcnd+fSaP6EhfTO28nJTYRJT4Fo7EavaoYU/axt7ARocXQ3Z4hXqQ0gBDdYR6cj7N8j6dMgASlgJOgJFo5stikYRh8v7eK977cx3eFLdWz8/rZmH7aAE4dloEpCLWM1PT+aI3VaBVFEpTCjF5bCoYGlliUBKmGL0RXWQbn4/zqn2jFWzEcDSgxCcFuUkSToCR8DK3lN33d1pfV3x7kvS+L2F9WD3iqZ586LJPppw1gaG7nJnoHiimtP1rRt7KVSRjSq1q2LuloHpwQoi01pY+nTErVftx7N2IZNinYTYpoEpSEj15bAoaGW7Vyzytbqan3zD+KsZiYNKovZ+fnkpUaH+RWengndOuVsvIt3PgWDEhpACG6zZyXj3PDflyF6yUoBZgEJQFAaVUj332ynrHAfqeNmnoXKYlWzhqTyxmn5JAQawl2E1tRmyd0a5VFGIYhPRNhRCZyC9Fz5sH5ODe8hVb8nSxqCTAJSlHMMAx2Ftfw3pdFbPyhjHNiCyEe6i0ZXH/+CE4bkY3ZFJp7qakpfUExgdOO0VCJkpge7CaJTpI93oToOTU1ByW5D0bNIdz7NmEZOj7YTYpYEpSikKbrbNhexvtfFVF4oNZ3/PhkO7jg1LGjiDkxtIdFFJMZNbUveuV+9MoiVAlKYcEwdF+Pkkl6lIToNkVRPJO6v1mOe/d6CUoBJEEpitgdbj7bfJAP1hdRXtMEgNmkMuHEbM4eO4CUTz5CrwRTWnh8gKlpueiV+9Eq9mMeMDrYzRGdYNRXgtsJqhnFlhns5ggR1sx5zUGpaDOG24Fijgl2kyKSBKUocLQNahPjLEw9NYczT80lOcGKoWvUVx8Cjl5DKRR55imtkwndYcRXfiI5G0U1Bbk1QoQ3NX0gSlIGRl057qJvsQzOD3aTIpIEpQi291Ad7325r80Gteec1p8JI/tgtbR8UBm1paC7wWRFSQqPYSxvhW4pERA+ZDNcIfxHURTMg/NxbV7hGX6ToBQQEpQizLE2qJ1+2gBOameDWu2wvbcUJTQncB/JVyKg+iCG5kIxhdbKPNFWy0Tu8Oi1FCLUWbxBae838nMwQCQoRYieblDbUtsmPOYnASgJqRCTAI4G9KoDmDIGBrtJogOHF5sUQvScmpXn29JJ278F88DRwW5SxJGgFOba26D2jNH9OKsLG9SG42/6iqJgSstFO7gdvXK/BKUQZxgGmpQGEMKvFEX1DL9t+QDX7vUSlAJAglKY8vcGtUfu8RYu1LT+aAe3o1UWIR3Ooc2w14KjAVBQk/sEuzlCRAxvUHLv3Yihu1FU+Wj3J/nbDCPtbVA7pHmD2lO6uUGtoR9W2ybsgpJ3KxOZ0B3qvL2WSlIGitka5NYIETlMfYahxNkw7LVoB7Zhzj0x2E2KKBKUwoBb0/ni+5LWG9QqzRvUju35BrVGfTloLjCZUZLCq7aNKb155VuFlAgIdb6tS8IsjAsR6hRVxTzwVFzbPsG9e70EJT+ToBTC6hqdvL16N+9/VURNvRM4bIPasf3JSvHP3j6+idzJfcOuto1nTpWCYa9Bt9eixtmC3STRDt/wbhgtGBAiXJjz8j1Bac/XGBOvAsJj9XI4kKAUotZ+d4gX/rcVh9NTIDIl0cq0/P5MGd3P7xvUamE6PwlAscSi2DIxakvRK/ej5pwQ7CaJdoTr8K4Q4cDU73iISfAMvx36AcsA+VnoLxKUQtS2fVU4nBoDshM5Z2z/gG5Q2zKRO3xWvB3OlNYfd22pp0K3BKWQ1VKCQkoDCOFvimrGPPAU3D98jnv3epCg5DcSlELUT84exmVnDyferKBpRkCfK9x3c1fTcmHPBrQKmdAdqgxnI0ZjNRC+7zMhQp1lcL4nKO3ZgDH5ymA3J2J0KSgdOHCgW0/Sr5/8YOwqq8VEdmoCVVUNQOCCkmHoYVsawEv1TuiukqAUqrzDbkp8Coo1PsitESIymXJHgiUWo6EKraQQ0k4OdpMiQpeC0tSpU1GOsv1FR7Zu3drlc0Tv8Ozm7gDVhGrLCnZzusV0WIkAQ9dRulEiQQRWuIdxIcKBYrJgHjga9851OHd9BSMkKPlDl4LSww8/3K2gJEJXy27ufcK2SJmSlAVmK7idGLUlKDIHJuT4SgPIvREioMyD83HvXIer8CsM47pgNycidOmT8eKLLw5UO0SQ6NXNE2zD+Dd9RVVRU3PRywrRKovkwzgEaVIaQIheYe5/Epit6HXlOA/thtjsYDcp7MkYRZSLlNo2pnSp0B3Kwn3BgBDhQjHHYO4/CoCGbWuD3JrI0KUepaeffrrLT6AoCnPnzu3yeaJ3aGFeGsBLTZMK3aHKcDsx6soAGXoTojeYB+fj3r2ehm3rSDh5ZrCbE/YkKEUxwzAiZpKtd883TXqUQo5eUwKGATEJKHE9225HCNEx84CTwWTBVXmAxg//jHXS1bK/Yg90KSht27YtUO3w2bVrFw8++CAbN24kISGBmTNnMn/+fKzWjm9ySUkJjz32GJ9++imNjY3k5ORw4403cuGFF/oeU1dXxyOPPMIHH3yAy+Xi9NNP56677iIrKzxXfPWE0VgNLjsoKmpyeI9jm5p7lIy6MgynHcXqn+1dRM/5ht1S+spiECF6gWKNI/70q2j89K84f1iDu6KYuHPmoSZlBLtpYSmkljnV1NQwe/ZsBg0axOLFiykpKWHhwoU0NTVxzz33HPPc0tJSLr/8cgYPHswDDzxAYmIiO3bswOl0tnrc/Pnz2blzJ/fddx8xMTE88cQT/OxnP+PNN9/EbA6pv46A81VKtmWhmPy7LUpvU2ITUeJTMBqr0auKMWUPDXaTRDNvr6UpzOfBCRFOYk6YQnLuQA69+Sh6xV4a/30/sdNuwtxvRLCbFnZCKhksW7aMhoYGnn76aVJSUgDQNI3777+fOXPmkJ3dfq/Ho48+Sp8+fXj++ecxmTwbuxYUFLR6zMaNG/n8889ZunQpkyZNAmDw4MGce+65vP/++5x77rmBeWEhKty3LjmSmt4frbEaraJIglIIaZnILfOThOhNcQNHYrv0furefQq9fA/2dx4lZvzlWE48R3p3u6DHq962bdvGXXfdxcUXX8zZZ5/NWWed1eq/adOmdfpaq1atoqCgwBeSAGbMmIGu66xevbrd8+rr63n33Xe54oorfCGpvevbbDYmTpzoO5aXl8eIESNYtWpVp9sZKSJlfpKXd/hNr5QJ3aFEr/LWUIqM95kQ4URNyiD+wjsxHzcRDB3H2tdo+vg5DLez45MF0MMepS+++ILrr7+e5ORkTjzxRL7//nvGjx+Pw+Hgm2++YejQoZx44omdvl5hYSGXXHJJq2M2m43MzEwKCwvbPW/Lli24XC7MZjNXXnklGzduJCUlhYsuuoj58+djsVh81x88eHCbJJ2Xl3fM63eG2ezfSgum5g1wTQHaCBfAqPEEJUt6jt/bHwxa5gCcgFFVHJb3IxIZuoZecwgAS0YuJj/eF7knoUXuR2hpdT9iYzFPuwFH9mDsq1/FvXMt9uoDJMz4BSaZt9ShHgWlp556iv79+/PGG2/gdDqZMGECc+bMoaCggE2bNvGzn/2M22+/vdPXq62txWaztTmenJxMTU1Nu+eVl5cDcNddd3HZZZdx8803s3nzZp566ilUVeW2227zXT8pKemo1//uu+863c4jqapCampCt88/FpstMJOSDcOgprlHKWXgUGIC1P7e5Bh0HI14epRSUuID0rUcqPsRqVyVB6jW3SiWGNIHDEBR/P8hKvcktMj9CC2t7seUH2MfNIySf/0BrXwv9W/eR/aPbyVu0EnBa2AY6FFQ+v7775k3bx6JiYm+IKPrOgAnn3wyl19+OU8++SRTpkzpeUuPwfucEyZM4I477gBg/PjxNDQ08MILLzB37lxiY2MD+PwGtbWNfr2myaRis8VRW2tH03S/XhtAb6xBb6oHFBpMKTRWNfj9OXqbYUoF1YTuaKSyaJ9fV3gE+n5EKueeXYBni5zqartfry33JLTI/Qgt7d4P2yCSLrmP+hVPoZXt4eCrvyNuwixiRk2PunlLNltcp3pAexSUTCYTCQkJzU9ow2w2U1FR4ft+//792bVrV6evZ7PZqKura3O8pqaG5OT26694e6HGjx/f6nhBQQFLlixh7969DB8+HJvNxqFDh7p8/c5wuwPzg0HT9IBc213uqTek2DLRMEOA2t+7VNSUvuiV+3GW7cMcl+b3ZwjU/YhUrorm91lK37D7NyK6R+5HaDnq/YhLI+6CO2n67CXcO1ZjX/0qrpLdxE6+GsUcE5yGhrAe9YMPGDCAPXv2AJ7Cknl5eXzwwQe+73/yySdkZHT+t/qjzRWqq6ujrKyMvLy8ds8bOvTYK5wcDofv+rt378YwjFbf37179zGvH4l8pQEibIKtr/BkhRSeDAUykVuI0KSYrcSecT0xE34Ciop751oa//Mwel15sJsWcnoUlKZMmcI777yD2+0G4JprruH999/nnHPO4ZxzzuGjjz7i8ssv7/T1Jk+ezJo1a6itrfUdW7FiBaqqtlqpdqScnByGDRvGmjVrWh1fs2YNsbGxviA1efJkampqWLu2Zf+b3bt38/333zN58uROtzMS+GrbRMiKNy9VVr6FFNnjTYjQpSgK1hPPJu68X6HEJnnqLf3rPtzF3we7aSGlR0Hppptu4j//+Y9vSf6Pf/xjfv/733Pcccdx/PHH8/DDD3PDDTd0+nqzZs0iISGBuXPn8vnnn/Pmm2+yaNEiZs2a1aqG0uzZszn77LNbnbtgwQI++ugjHnroIVavXs2SJUt44YUXuPrqq4mPjwfglFNOYdKkSdx55528++67fPTRR9xyyy0MHz6cc845pyd/FWEn0mooeUmJgNBhGAZ6tfQoCRHqzP2OJ/7i+1AzBmE46rH/7w84N7/XZvQlWvVojpLFYiE1NbXVsZkzZzJzZvc24UtOTuall17igQceYO7cuSQkJHDppZeyYMGCVo/TdR1N01odmzp1Ko899hjPPPMMr732GllZWcybN69NUHviiSd45JFHuOeee3C73UyaNIm77ror+qpyR+hv+mp6c1CqPoShucK+4ng4MxqqwNUEigk1Ofq2CBIinKiJ6cRf2DJvybHuNbTyPTJvCVCMHkTG6upqDh06xPHHH3/U72/fvp0+ffr0eKJ0qNM0ncpK/64aM5tVUlMTqKpq8PvESL2pjoaX5wGQeM0SFEvgVgT2NsMwqH/5ZnA0EH/x/ZgyBvrluoG8H5HKvf877P/7A2pKXxIue8Tv15d7ElrkfoSW7t4PwzBwbfkAx9rXwNBR0wdG7D5xaWkJnVr11qOhN2/PTHvuvfdefv/73/fkKUQAeIfdlMT0iApJ4BlzNzVP6NYrZUJ3MPmGd2XYTYiwIfOW2upRUFq3bh1Tp05t9/tnnnlmq4nTIjRE6vwkL++Ebk3mKQVVpA7vChENZN5Six4FpcrKyjZzlA6XkpLSqq6SCA2R/gHmm6ckPUpB1TKRWzbDFSIceect+faJW+fdJ84R7Kb1qh4FpczMTL7/vv3uuC1btpCW5v+if6JnfKUBInRIxDf0ViE9SsEUaZsuCxGNpN5SD4PStGnTePPNN/nwww/bfO+DDz7gX//6F9OmTevJU4gA8BWbjNAPMM+QooJhr0G313b4eOF/elMdRpOnyr6aLD1KQoSzaJ+31KM18fPmzWPt2rXcfPPNHH/88Rx33HEA7Nixg23btjFkyBBuueUWvzRU+IfhaMBorAYiNygpllgUWxZGbQl65X7UnBOC3aSo03rBQHQvLRYiUnjnLdnfX4xevgf7//5AzLjLsZx0TkTvE9ejHqWkpCRef/11brzxRtxuN++99x7vvfcebrebm266iTfeeMO3D5sIDb4PsIRUFGt8kFsTOC0r32T4LRh885MidMGAENHKN29pWPTMW+pxlcX4+HhuueUW6TkKE1p1dCzZVtNyYc8G2fMtSFpKA8iwmxCRRjFbiZ1yPa6MQTjWvuaZt1R1gLhzbkZNygx28/yuRz1KhystLWXbtm00Njb665IiAKJlgm3LyjfpUQqGSF9ZKUS0O/q8pfsjct5Sj4PSBx98wI9+9COmTJnCj3/8YzZt2gR4SgdcdNFFfPDBBz1upPCflonckT0k4tvzraoYQ5cqwb1Nik0KER189ZYyBzfXW3oU5+YVEVVvqUdB6aOPPmLevHmkpqYyd+7cVn8xaWlpZGdn8+abb/a4kcJ/oqVHSbFlgtkKmgujtiTYzYkqhqsJo6ESAJMMvQkR8dTEdOIv+E3zvCUDx7plETVvqUdB6U9/+hP5+fm89tpr/OQnP2nz/dGjR7N169aePIXwI8NpP+wDLMKDkqKipnomdEuF7t7lncitxNlQYhOD3BohRG/wzltqXW/pIfS6smA3rcd6FJR27NjBjBkz2v1+RkaGVOYOIS0fYMlR8QFmSpc934JBht2EiE5t5y3ti4h5Sz0KSnFxcdjt9na/X1RUREpKSk+eQvhRpBeaPJJ3zzep0N27WkoDRMf7TAjRWqTNW+pRUBo3bhxvvfUWbre7zffKysp44403mDRpUk+eQviRFiXzk7zUNO/Qm/Qo9SZfIJf5SUJErUiat9SjoDR//nwOHTrEpZdeyuuvv46iKHz++ec8/vjjXHDBBRiGwdy5c/3VVtFDLUu2I3vFm5d35ZtRV4bhbL/nU/iX5tsMNzoCuRDi6CJl3lKPglJeXh6vvvoqKSkpPPnkkxiGwdKlS/nzn//MsGHDePXVV8nJiY4P5XAQbXNHlNhElIRUoKWXQwSWobkxakuB6Om5FEK0LxLmLfW4Mvdxxx3Hiy++SE1NDXv37sUwDPr3709iYiL//ve/uemmm3jvvff80VbRA4bLgdG823M0fYCpabloDVVoFUWYsocGuzkRT68pAUMHSxxKfEqwmyOECBG+feJWPo1ethv7/x5t3iduesjvE9etoOR0Ovnoo4/Yt28fycnJnHHGGWRnZzNq1Cjsdjt/+9vfeOmllygvL2fAgAH+brPoBr3mIGCgxCahxkXP/numtP5oRd9Khe5e0jK82zfkf/gJIXqXd95S0+cv4f5hNY51y9DK9xI7+WoUc+hunt3loFRSUsJVV13Fvn37fDPYY2JiWLJkCRaLhdtuu42SkhJGjRrF3XffzTnnnOP3Rouui5ZCk0dS06REQG+KtuFdIUTXHH2fuGLizpkXsvvEdTkoPfHEE+zfv5/rr7+e/Px89u/fz5/+9CfuvvtuqqqqOO6443j00Uc57bTTAtFe0U3R+gHmLRGgVRZhGIb0cgSYHiWbLgshus87b0lN60/TB3/yzVuKnXYT5pwTgt28NroclFavXs3FF1/Mbbfd5juWkZHBL37xC8444wyeeeYZVNVve+0KP4m2GkpeakpfUEzQXJVcSUwPdpMimjcomaLsfSaE6LpwmbfU5URTUVHBySef3OrY6NGjAbjkkkskJIUoLcpKA3gpJjNqqqeejxSeDCxD19GrDwHRF8iFEN1z9HpLfw6pektdTjWaphET03rSldVqBSAxMfK3xQhHhtsZ1Uu2W4bfZJ5SIBn15aC5wGRGScwIdnOEEGGipd7SlaCYcO9cF1L1lrq16q24uJgtW7b4vq6rqwNg79692GxtV1SNHDmym80T/uBZsm2ANR4lLjnYzel1LRO6pUcpkHzz4JL7okjPshCiCzzzlqahpvenaeXTITVvqVtB6cknn+TJJ59sc/z+++9v9bV38uzWrVu71zrhF4fPTwqlcd/e4q3QLUEpsFomcsvWJUKI7jH3HX6UeUuzsI6aHrw2dfWERx55JBDtEAEU7RNs1fTmoFR9CENzoZgsQW5RZNKqZDNcIUTPtdRbehn3D5/jWPca5kGnoNqygtKeLgelH//4x4FohwigltIA0TWR20uJT4GYBHA0oFcdwJQxMNhNikgtxSYlKAkhesYzb+k63P2OR6vcj5KYFrS29HgLExH6orXYpJeiKJjSctEObkev3C9BKQAMw5AaSkIIv1IUBcuwSQR7DEBmXEY4Q3N7JnMTvUEJWheeFP5nNFaD0w6KgpqcHezmCCGE30hQinB6bQkYGlhiURKC13UZbL55SlIiICD0as/8JMWWJXPAhBARRYJShDt865JoXPHmZfKWCJCikwHhfZ+ZZNhNCBFhJChFuGifn+TlqUiuYNhr0O21wW5OxJGJ3EKISBVyk7l37drFgw8+yMaNG0lISGDmzJnMnz/fV/27PVOnTqW4uLjN8c2bN7eqJL5+/XqefPJJtm3bhqqqnHTSSdx2222MGDHC768lFHhrKEVraQAvxRKLYsvCqC1Br9yPGoIbL4Yz79CbTOQWQkSakApKNTU1zJ49m0GDBrF48WJKSkpYuHAhTU1N3HPPPR2eP336dK699tpWxw4PWIWFhVx33XWMHz+eP/7xjzidTv785z9z9dVXs3z5cjIzM/3+moJNftNvYUrLxV1b4ik8KUHJr3xFTaXYpBAiwoRUUFq2bBkNDQ08/fTTpKSkAJ695e6//37mzJlDdvaxV9NkZGT4Nug9mg8++ADDMHjyySeJjY0FYPjw4UybNo3Vq1dz0UUX+emVhAZD11o2KY3SGkqHU9NyYc8GtAqZ0O1PhqMBo3k4U4KSECLShNQcpVWrVlFQUOALSQAzZsxA13VWr17d4+u7XC6sVmurobikpKQeXzdUGbVloLvBZEVJSg92c4KuZeWbTOj2J+88OCUhDcUaF+TWCCGEf4VUj1JhYSGXXHJJq2M2m43MzEwKCws7PP/tt9/mjTfewGKxkJ+fz+23387w4cN93z/vvPN4/vnneeKJJ7j66qtxOp089thj9O3bl7POOqtHbTeb/Zs5TSa11Z/d4az1zBsxpfXDYgmpWx0UStZAmvAME5lUurRxqz/uR6TSaj29lqa0fn7/d3Asck9Ci9yP0CL3w39C6tOztrYWm83W5nhycjI1NTXHPHfq1KmMGjWKfv36UVRUxJIlS7jiiit466236N/f05MwaNAgXnzxRW666SaWLFkCQE5ODn/961971LOkqgqpqQndPv9YbLbu/4Ze1VRGAxCXPSBg7QsnRsog6iwxGC4HidRiTe36cGRP7kekqrCXARDfZ2BQ3mdyT0KL3I/QIvej50IqKPXEXXfd5fv//Px8Jk6cyIwZM1i6dCn33XcfALt372bevHlMnDiRiy66CIfDwQsvvMDPfvYzli1bRkZGRreeW9cNamsb/fEyfEwmFZstjtpaO5qmd+saDcV7AHAnZFNV1eDH1oUvNTUHrbSQqsIfsKopnT7PH/cjUjUc3AuAOz6zV99nck9Ci9yP0CL3o2M2W1ynetxCKijZbDbq6uraHK+pqSE5OblL18rKymLMmDFs2bLFd+zxxx8nIyODRYsW+Y6ddtppnHnmmbz88svceuut3W672x2YN6Km6d2+tttbhTq5b8DaF27UtFy00kJcZXtRB+V3+fye3I9IpTWveDNswXmfyT0JLXI/Qovcj54LqcHLvLy8NnOR6urqKCsrIy8vr8fX37lzJ8cff3yrYwkJCQwYMIB9+/b1+PqhxNB1X22baK+hdDjvnm+ylYl/GG4HRl0FICvehBCRKaSC0uTJk1mzZg21tS2Vk1esWIGqqkycOLFL1yopKWHDhg2cdNJJvmP9+vVj69atGIbhO1ZfX8/evXvJyYms5fNGfTloLjCZUZIirz5Ud6nNW5loEpT8wlN+wkCJTUKNazu/UAghwl1IDb3NmjWLV155hblz5zJnzhxKSkpYtGgRs2bNalVDafbs2Rw4cICVK1cCsHz5cj7++GOmTJlCVlYWRUVFPPfcc5hMJq655ppW1587dy633347M2fOxOl08sILL+B0Ovm///u/Xn+9geQrAJjcF0U1Bbk1ocPU3KNk1JVhOO2ynL2HfAVNpTdJCBGhQiooJScn89JLL/HAAw8wd+5cEhISuPTSS1mwYEGrx+m6jqZpvq9zc3MpLS3l4Ycfpq6ujqSkJMaPH88tt9ziW/EGMG3aNJ544gmWLl3KggULsFgsnHDCCbz88ssMGjSot15mr9Bkj7ejUmITURJSMRqq0Cv3Y+pzXLCbFNYO33RZCCEiUUgFJYAhQ4bw4osvHvMxr7zySquvR48e3eZYe2bMmMGMGTO627ywIZvhtk9N64/WUIUmQanHWt5n0qMkhIhMITVHSfhPy5CIBKUjmZrnKUmF7p6TzXCFEJFOglIEMgy95Tf9tMiapO4Pqi8oyYTunjB0N3pNCSA9l0KIyCVBKQIZ9ZXgdoBqQrVlBbs5Ice755tWWdRqBaToGr22FAwNLLEoCWnBbo4QQgSEBKUI5OtNSu6DoobcNLSgU5P7gmICpx2joTLYzQlbepV32K0viqIEuTVCCBEYEpQikF7dXBpAhkOOSjGZfZOP9QqZp9RdvhIUUhpACBHBJChFIFmy3TFvhW5NJnR3m0zkFkJEAwlKEailhpJM5G6PbGXSc76VldJzKYSIYBKUIoxhGFJDqROkREDPGMZhewlKj5IQIoJJUIowRmM1uOygqKjJ2R0+Plp5V77p1Ycw3M4gtyb8eFZWOkE1o9hkL0EhROSSoBRhfBNsbVkoJkuQWxO6lPgUiEmAw3pGROe1rKzMlr0EhRARTYJShNFlflKnKIpy2PCbzFPqKtkMVwgRLSQoRRiZn9R5svKt+1omcksgF0JENglKEUZWInWeb56S1FLqssOLTQohRCSToBRBDMNA8xUBlKDUEZOUCOgWwzDQJJALIaKEBKUIYthrwdEAKPKbfid4ho0UDHsNur022M0JG63eZ8l9gt0cIYQIKAlKEcQ77KbYMlHM1iC3JvQplhiU5k2DpVep83zvs6QMeZ8JISKeBKUIosuwW5f5Vr7JPKVO821dIsNuQogoIEEpgnhXvJnkA6zTvBO6NelR6jTZS1AIEU0kKEUQqaHUdapsZdJlvq1LJJALIaKABKUIIqUBus638q2qGEPXgtya8NAyxCsLBoQQkU+CUoTQm+o8q5GQD7CuUGyZYLaC5kKvLQl2c0Ke4Wz07CeIBHIhRHSQoBQhvMNuSmI6iiU2yK0JH4qioqbKViad5R12U+JTUKzxQW6NEEIEngSlCCHzk7rPlC4r3zpLtsgRQkQbCUoRQuYndZ8qFbo7zVcaQIZ3hRBRQoJShPCVBpAl213WsjmuBKWOyBY5QohoI0EpQvhWIkmPUpd5i04adWUYTnuQWxPapNikECLaSFCKAIajQVYi9YASm4iSkArI8NuxGG4nRl0ZIENvQojoIUEpAvhWIiWkykqkbmoZfpMJ3e3Ra0rAMCAmASUuOdjNEUKIXiFBKQLIvJGe8+35Jj1K7fItGEjpi6IoQW6NEEL0DglKEUCWbPecKkGpQ7JgQAgRjSQoRYCWidxSQ6m7WjbHLcIwjCC3JjS1lKCQ+UlCiOghQSkCSI9Sz6nJfUE1gdOO0VAZ7OaEJL3KW0NJ3mdCiOghQSnMGYd9sMuQSPcpJrNvJZdU6G7L0DX0mkOABHIhRHQxB7sBR9q1axcPPvggGzduJCEhgZkzZzJ//nysVusxz5s6dSrFxcVtjm/evJmYmJhWxz755BOWLFnCtm3bsFgsHH/88Tz66KP06dPHr6+lN/hWvMXZUGITg9ya8Kam9Uev3I9WWYR54OhgNyekGHVloLvBbEVJTA92c4QQoteEVFCqqalh9uzZDBo0iMWLF1NSUsLChQtpamrinnvu6fD86dOnc+2117Y6dmTA+s9//sNvf/tbrr32WubPn09DQwPr16/H4XD49bX0Fpmf5D+eEgFrpUfpKDTv8G5yXxRFOqKFENEjpILSsmXLaGho4OmnnyYlJQUATdO4//77mTNnDtnZ2cc8PyMjg9GjR7f7/erqan73u99x5513csUVV/iOn3XWWf5oflD4PsBk2K3HfJvjVsnKtyPJRG4hRLQKqV8NV61aRUFBgS8kAcyYMQNd11m9enWPr//uu++i6zqXXnppj68VKnwfYGnSo9RTvs1xqw9huJ1Bbk1okYncQohoFVI9SoWFhVxyySWtjtlsNjIzMyksLOzw/Lfffps33ngDi8VCfn4+t99+O8OHD/d9f9OmTQwePJi33nqLZ599lpKSEo477jhuvfVWpkyZ0qO2m83+zZwmk9rqz/YYzUHJkp7r9zZEG8OWhhKTgOFoQKk7hDlzkO97nb0fkcqo8QQlS3pOyLzPov2ehBq5H6FF7of/hFRQqq2txWaztTmenJxMTU3NMc+dOnUqo0aNol+/fhQVFbFkyRKuuOIK3nrrLfr39/QUlJWVsXv3bp588kl++ctfkpmZyd///nduuukm3nrrLY477rhutVtVFVJTE7p1bkdstrh2v6c7m6iqLQcgffBQTAmBaUM0aeoziKa9W4htKiUpdWSb7x/rfkQqwzCobg7kqYOGYg3Qe727ovGehDK5H6FF7kfPhVRQ6om77rrL9//5+flMnDiRGTNmsHTpUu677z7A8wO/sbGRP/zhD755SaeddhrTp0/nL3/5C4sWLerWc+u6QW1tY49fw+FMJhWbLY7aWjuaph/1Me6yPYCBEptErdMMzga/tiEaGbZ+wBZq9+3C3f803/HO3I9IpddVYDibQDVRTxJKVWi8z6L5noQiuR+hRe5Hx2y2uE71uIVUULLZbNTV1bU5XlNTQ3Jy1zbhzMrKYsyYMWzZsqXV9QHGjx/vO2axWBg7diw7duzoZqs93O7AvBE1TW/32q5yz6RjNbVfwJ4/6qR6JnS7y/cd9e/0WPcjUrkrmldW2rLQDBVC7PVH4z0JZXI/Qovcj54LqcHLvLy8NnOR6urqKCsrIy8vr8fXHzp0aLvfC8fyALqsePM7k3dCd6WUCPCS95kQIpqFVFCaPHkya9asoba21ndsxYoVqKrKxIkTu3StkpISNmzYwEknneQ7duaZZwKwdu1a3zGn08lXX33FyJFt56OEupYaSvIB5i+eelQKhr0W3V7b4eOjQUtpAHmfCSGiT0gNvc2aNYtXXnmFuXPnMmfOHEpKSli0aBGzZs1qVUNp9uzZHDhwgJUrVwKwfPlyPv74Y6ZMmUJWVhZFRUU899xzmEwmrrnmGt95I0eOZPr06dx9991UV1eTmZnJq6++Snl5Odddd12vv96e0nwfYFIawF8USwyKLQujtgS9cj9qzgnBblLQeau/e7d4EUKIaBJSQSk5OZmXXnqJBx54gLlz55KQkMCll17KggULWj1O13U0TfN9nZubS2lpKQ8//DB1dXUkJSUxfvx4brnlFt+KN6+FCxfy2GOP8cc//pH6+npGjhzJX//611ZlBMKB4XZi1JYC8pu+v5nScnHXlngqdEtQkk2XhRBRTTEMwwh2I8KdpulUVvp3JZDZrJKamkBVVcPRJxVXFNH45t1gjSdx9p9QFMWvzx/NHBvewrnhLczDJhF3xvVAx/cjUulNdTS8PA+AxGv+jGKJ6eCM3hOt9yRUyf0ILXI/OpaWltCpVW8hNUdJdN7h85MkJPmXmta8lUmlbGXi7U1SEtNDKiQJIURvkaAUprwTbE0yHOJ3vpVvVcUYutbBoyObb36SzIMTQkQpCUphqmXJtnyA+ZtiywSzFTQXem1JsJsTVC3vM5nILYSIThKUwpRMsA0cRVFl+K2ZlAYQQkQ7CUphyNDc6DWeng75AAsMkzcoVUR34UkpNimEiHYSlMKQXlsChgaWWJSEtGA3JyKpvgrd0dujZLiaMBoqATDJ0JsQIkpJUApDh/+WLyveAsMblLQo3srEO5FbibOhxCYGuTVCCBEcEpTCkMxPCjzv0JtRV47htAe5NcEhw25CCCFBKSx5ayhJaYDAUWITURJSgegdfmspDSDvMyFE9JKgFIZkJVLviPbhN19RU5mfJISIYhKUwoyha+jVhwCpoRRopigvEaD5NsOVQC6EiF4SlMKMUVsGuhtMVpSk9GA3J6JFcy0lQ3PLpstCCIEEpbCjVXv3eOuLosjtCyQ1vXnoraKIaNs7Wq8pAUMHSxxKfEqwmyOEEEEjn7RhRlYi9R41uS+oJnDZ0esrgt2cXtUyD66vlKAQQkQ1CUphpqU0gMxPCjTFZPYFUi3KKnRLIBdCCA8JSmFGaij1Lu88pagLStUSlIQQAiQohRVD130fYFJDqXf4SgREaVCS95kQItpJUAojRn05aC4wmVGSMoPdnKhgSo++HiVPIG8uQSFBSQgR5SQohRHfsFtyXxTVFOTWRAff5rjVh9DdziC3pne0CuSJGcFujhBCBJUEpTCieSsly2/5vUaJT4GYBDB0XOXRUU+pdSCXHxFCiOgmPwXDiEzk7n2KomBq7lVylu4Ncmt6R8tEbtm6RAghJCiFEVmJFBzewpPO0n1Bbknv0Kq8m+FKCQohhJCgFCYMQ5caSkHiLREQdT1KqdKjJIQQEpTChFFfCW4HKCbU5KxgNyeqRNPQm2EY0nMphBCHkaAUJloqJWejqOYgtya6eHrwFLSGavTG2mA3J6CMxmpw2kFRUJOzg90cIYQIOglKYUL3bYYrw269TbHE+HrxtMrIrqekV3vmJym2LBSTJcitEUKI4JOgFCZk763gMjVP6HYf2B7klgSW931mkveZEEIAEpTChiYTuYPKkjsSgKb1/8H1w+dBbk3gtEzklqAkhBAgQSksGIYhNZSCzDryTJJOOQcwaPpkKa5tq4LdpIDwDr1Jz6UQQnhIUAoDRmM1uOygqDLBNkgURSVjxg3EnDgNMGha9QLOrZ8Eu1l+p3urv0uxSSGEACQohQXfh5dMsA0qRVGIO/2nWE48GwDHZy/i/P6jILfKfwxHA4bds6pPgpIQQnhIUAoDUmgydCiKQkzBFVhOmg6A4/OXcX63Msit8g/v+0xJSEOxxgW5NUIIERokKIUBmZ8UWhRFIWb8LKwnnwuAY83fcW5+L8it6jlNJnILIUQbIReUdu3axTXXXMPo0aOZOHEiixYtwul0dnje1KlTGT58eJv/HA7HUR+v6zoXX3wxw4cPZ8WKFf5+GX4lK5FCj6IoWE/7P6yjzwfAse41nJveDXKreqZlIrcMuwkhhFdIlXiuqalh9uzZDBo0iMWLF1NSUsLChQtpamrinnvu6fD86dOnc+2117Y6ZrVaj/rYZcuWUVJS4pd2B5JhGGi+CbYSlEKJoihYx14Cqgnn1//B8cXrGIZGTHN4CjdSq0sIIdoKqaC0bNkyGhoaePrpp0lJSQFA0zTuv/9+5syZQ3b2sVd8ZWRkMHr06A6fp7KykieffJJf/epX3HnnnX5oeeAY9lpwNACK/KYfghRFISb/x6CoODf8G+eX/wRdJ+bUC4PdtC6TnkshhGgrpIbeVq1aRUFBgS8kAcyYMQNd11m9erXfnuexxx5j3LhxjBs3zm/XDBRvb5Jiy0QxH713TARfzJiZWMdeCoBz/b9wrP83hmEEuVWdZ7gdGHUVgAy9CSHE4UKqR6mwsJBLLrmk1TGbzUZmZiaFhYUdnv/222/zxhtvYLFYyM/P5/bbb2f48OGtHrN582aWL1/O8uXL/dp2s9m/mdNk8lzPaJ43Yk7L8ftziM7z3g/vn0djHnshJrMJ+9rXcX79H1TFIPa0S1AUpbea2W3uqhLAQIlNwpqUEuzmdEpn7onoPXI/QovcD/8JqaBUW1uLzWZrczw5OZmamppjnjt16lRGjRpFv379KCoqYsmSJVxxxRW89dZb9O/v2adL13Xuv/9+rrnmGnJzc9m/f79f2q2qCqmpCX651pFM9Z55VPF9BwbsOUTn2WwdLJufehnVCXFUfvAiTRv+S4xVJfXMK0M+LNUXV1IHxGTmht37rMN7InqV3I/QIvej50IqKPXEXXfd5fv//Px8Jk6cyIwZM1i6dCn33XcfAP/4xz8oLy/nhhtu8Otz67pBbW2jX69pMqnYbHHYD+0FwBWXRVVVg1+fQ3Se937U1trRNP3YDx42lbgmN/bP/0bN2rdoanQQN2FWSIcl+35Pj62e1Cds3mdduici4OR+hBa5Hx2z2eI61eMWUkHJZrNRV1fX5nhNTQ3JycldulZWVhZjxoxhy5YtADQ0NPDYY4+xYMECXC4XLpeL+vp6AJqamqivrycxMbHbbXe7A/NGdFd65iiR3DdgzyE6T9P0Tt0H8wnTiDEUHKtfwbHpXXTNTUzBFSEbltwVzXPhkvuE3fuss/dE9A65H6FF7kfPhVRQysvLazMXqa6ujrKyMvLy8np07aqqKqqrq7n33nu59957W33v17/+NRkZGX6dMO4PWmOtbCkRxqwjzwLVhOOzF3F9t9KzGm5iaA7DyWa4QghxdCEVlCZPnsySJUtazVVasWIFqqoyceLELl2rpKSEDRs2MHPmTAAyMzN5+eWXWz2mvLycW2+9lXnz5jFhwgT/vAg/cpZ75lApiekoltggt0Z0h3XEGSiKStOqv+L6/kMwdGIm/RRFCZ0JlobuRq/xzIWT0gBCCNFaSAWlWbNm8corrzB37lzmzJlDSUkJixYtYtasWa1qKM2ePZsDBw6wcqVnj63ly5fz8ccfM2XKFLKysigqKuK5557DZDJxzTXXABATE9OmHIB3MvfQoUM59dRTe+lVdp6rOSjJHm/hzXL8ZFBVmj5Zimvrx2BoxJx+dciEJb22FAwNLLEoCWnBbo4QQoSUkApKycnJvPTSSzzwwAPMnTuXhIQELr30UhYsWNDqcbquo2ma7+vc3FxKS0t5+OGHqaurIykpifHjx3PLLbf4VryFI2d5ESC/5UcCy7BJoKg0ffIXXNtWYeg6sZOvRVGDH5ZaKnL3DclhQSGECKaQCkoAQ4YM4cUXXzzmY1555ZVWX48ePbrNsc7Izc1l+/btXT6vt3h7lEwybyQiWI6b4AlLHz+H+4fPaTJ0YqdcH/SwdHhQEkII0Vrwf50V7XKWeYfeJChFCsvQ8cSe9XNQVNw71tD0yXMYutbxiQEkE7mFEKJ9EpRClO5oQKuvBCQoRRpL3mnETrsJFBPuneto+ujPGLo7aO2RPd6EEKJ9EpRClHc4RElIRbHGB7k1wt8sg/OJPXsuqCbchV/S9OGSoIQlw9B9PUoyxCuEEG1JUApRWqUnKJlkxVvEsgw6lbiz54Fqxr17PU0fPIOh9W5YMuorwO0E1Yxiy+zV5xZCiHAgQSlEaVWeSsmmNPktP5KZB44m7pxbwGTGvedr7CufxtBcvfb8elXz/KTkbBTV1GvPK4QQ4UKCUojSa0sB6VGKBuYBo4ibPh9MFrR932B/fzGG29krz+2bnyQr3oQQ4qgkKIUo63EFxOWNxjIkP9hNEb3AnHsicT9aACYrWtFm7O8/1SthqWUitwRyIYQ4GglKIco6dBx9/9/dqLFJwW6K6CXmnBOIm7EAzFa0/d9hf+9JDLcjoM/pG3qTHiUhhDgqCUpChBBzvxHEzbgNLLFoxVuwr3gCwxWYsGQYBpqUBhBCiGOSoCREiDH3HU68Nywd2Ip9xWMYria/P49hrwVHA6CgJvfx+/WFECISSFASIgSZ+hxH/Hm/BEsc2sHt2P/3Rwyn3a/P4Z2fpCRloJitfr22EEJECglKQoQoU9YQT1iyxqOV7KDxf3/AcDb67fq+rUtk2E0IIdolQUmIEGbKyiP+/F9BTAJ66S4a33kUw9Hgl2u3bIYrQUkIIdojQUmIEGfKGET8eb9CiUlEL9vtCUtN9T2+rm/rEulREkKIdklQEiIMmDIGEnfBr1Fik9DL99D4zqIehyW9ufq7lAYQQoj2SVASIkyY0voTd/4dKHE29Ip9NC7/Pbq9tlvXMpyNGI3VgMxREkKIY5GgJEQYMaXlNIelZPTKIuzLf4/eWNPl63iH3ZT4FBRrvL+bKYQQEUOCkhBhxpTaj/gL7kCJT0GvKm4OS9VduoZvIrf0JgkhxDFJUBIiDKkpfYm/4DcoCWno1Qewv70QvaGq0+f7SgPI/CQhhDgmCUpChCk1OdvTs5SYjl5ziMblC9HrKzt1ruabyC09SkIIcSwSlIQIY6otyxOWkjIwakpofPsR9PqKDs+TYpNCCNE5EpSECHNqUibx59+BkpSJUVfmCUt1Ze0+3nA7MZq/Lz1KQghxbBKUhIgAalKGp2fJlo1RV07j2wvRa0uP+li9pgQMA2ISUOJsvdxSIYQILxKUhIgQamK6Jywl98Gor/CEpZqSNo/zboarpvRFUZTebqYQQoQVCUpCRBA1IZX4C+5ATemL0VDpmeBdfajVY7ylAUwy7CaEEB2SoCREhFHjU4g7/w7U1H4YDVU0Ll+I1tyLBIf1KKVKaQAhhOiIBCUhIpAan+wJS2m5GI3V2N9e6CsJoFd5ayhJj5IQQnREgpIQEUqNsxF3/q9R0wdg2Gs9Yal8L3qNZyhOSgMIIUTHJCgJEcHU2CTiz/sVasZAjKY6Gt9+BHQ3mK0oienBbp4QQoQ8CUpCRDglNtETljIHg6sJADW5L4oi//yFEKIj8pNSiCigxCQQf94vUbOGAGDKGBDkFgkhRHgwB7sBQojeoVjjiT/3dly7vsA8cHSwmyOEEGFBgpIQUUSxxmEdcUawmyGEEGEj5ILSrl27ePDBB9m4cSMJCQnMnDmT+fPnY7Vaj3ne1KlTKS4ubnN88+bNxMTEALBmzRr+8Y9/sGnTJioqKsjJyeHiiy9m9uzZWCyWgLweIYQQQoSvkApKNTU1zJ49m0GDBrF48WJKSkpYuHAhTU1N3HPPPR2eP336dK699tpWxw4PWMuWLaOpqYlbbrmFvn37smnTJhYvXsyuXbt45JFH/P56hBBCCBHeQiooLVu2jIaGBp5++mlSUlIA0DSN+++/nzlz5pCdnX3M8zMyMhg9enS737/vvvtIS0vzfT1u3Dh0XeeJJ57gl7/8ZavvCSGEEEKE1Kq3VatWUVBQ4AtJADNmzEDXdVavXt3j6x8tCI0YMQLDMCgrK+vx9YUQQggRWUKqR6mwsJBLLrmk1TGbzUZmZiaFhYUdnv/222/zxhtvYLFYyM/P5/bbb2f48OHHPOfrr7/GarWSm5vbo7abzf7NnCaT2upPEVxyP0KP3JPQIvcjtMj98J+QCkq1tbXYbLY2x5OTk6mpqTnmuVOnTmXUqFH069ePoqIilixZwhVXXMFbb71F//79j3rOnj17ePnll5k1axYJCQndbreqKqSmdv/8Y7HZ4gJyXdE9cj9Cj9yT0CL3I7TI/ei5kApKPXHXXXf5/j8/P5+JEycyY8YMli5dyn333dfm8fX19cybN4/c3FwWLFjQo+fWdYPa2sYeXeNIJpOKzRZHba0dTdP9em3RdXI/Qo/ck9Ai9yO0yP3omM0W16ket5AKSjabjbq6ujbHa2pqSE5O7tK1srKyGDNmDFu2bGnzPafTydy5c6mpqeH1118nPj6+2232crsD80bUND1g1xZdJ/cj9Mg9CS1yP0KL3I+eC6mglJeX12YuUl1dHWVlZeTl5fnlOXRd5/bbb2fLli38/e9/p2/fvn65rhBCCCEiT0jN8po8eTJr1qyhtrbWd2zFihWoqsrEiRO7dK2SkhI2bNjASSed1Or4/fffz8cff8wzzzzT4URvIYQQQkS3kOpRmjVrFq+88gpz585lzpw5lJSUsGjRImbNmtWqhtLs2bM5cOAAK1euBGD58uV8/PHHTJkyhaysLIqKinjuuecwmUxcc801vvOWLFnCsmXLuO6667BarXzzzTe+7w0dOpTExMRee61CCCGECH0hFZSSk5N56aWXeOCBB5g7dy4JCQlceumlbSZb67qOpmm+r3NzcyktLeXhhx+mrq6OpKQkxo8fzy233NJqxZu3FtPSpUtZunRpq2u+/PLLjBs3LoCvTgghhBDhRjEMwwh2I8KdpulUVjb49Zpms0pqagJVVQ0yES8EyP0IPXJPQovcj9Ai96NjaWkJnVr1JkHJDwzDQNf9/9doMqmyrDOEyP0IPXJPQovcj9Ai9+PYVFVBUZQOHydBSQghhBCiHSG16k0IIYQQIpRIUBJCCCGEaIcEJSGEEEKIdkhQEkIIIYRohwQlIYQQQoh2SFASQgghhGiHBCUhhBBCiHZIUBJCCCGEaIcEJSGEEEKIdkhQEkIIIYRohwQlIYQQQoh2SFASQgghhGiHBCUhhBBCiHZIUAoxu3bt4pprrmH06NFMnDiRRYsW4XQ6g92sqPXuu+9y4403MnnyZEaPHs3MmTP55z//iWEYwW6aABoaGpg8eTLDhw/n22+/DXZzota///1vLrroIk466STGjRvH9ddfT1NTU7CbFZU+/PBD/u///o9TTjmFSZMm8Ytf/IKioqJgNyusmYPdANGipqaG2bNnM2jQIBYvXkxJSQkLFy6kqamJe+65J9jNi0ovvvgiOTk53HHHHaSmprJmzRruvvtuDh06xM033xzs5kW9Z555Bk3Tgt2MqPbss8/yl7/8hZ///OeMHj2aqqoq1q5dK/clCL744gtuvvlmLrroIhYsWEB1dTVPPvkk1157LW+//TaxsbHBbmJ4MkTIWLJkiTF69GijqqrKd2zZsmXGiBEjjEOHDgWvYVGsoqKizbG77rrLOPXUUw1N04LQIuG1c+dOY/To0cZrr71mDBs2zNi8eXOwmxR1du3aZZxwwgnGJ598EuymCMMw7r77bmPq1KmGruu+Y2vXrjWGDRtmfPXVV0FsWXiTobcQsmrVKgoKCkhJSfEdmzFjBrqus3r16uA1LIqlpaW1OTZixAjq6+tpbGwMQouE14MPPsisWbMYPHhwsJsStf71r3+Rm5vLlClTgt0UAbjdbhISElAUxXcsKSkJQKYL9IAEpRBSWFhIXl5eq2M2m43MzEwKCwuD1CpxpA0bNpCdnU1iYmKwmxK1VqxYwQ8//MDcuXOD3ZSotmnTJoYNG8YzzzxDQUEBJ554IrNmzWLTpk3BblpUuvjii9m1axd///vfqav7/+3da0iT7QMG8EsLk8y5UWmoWabhgdIlq8RC8/AhiKjIJkqamAciqRYkGphUkhUkqYmRJZ46KCGKUhaGGFoEUVSUYGmmLjJTm9PlIdz/Q7g/a4433jd9dLt+33Y/t3g9E/Hyfu5njxrd3d3Izs6Gt7c3/Pz8hI43b7EozSFDQ0MQiUQG43Z2dlCpVAIkot89f/4c9+7dQ1xcnNBRzNaPHz9w/vx5KBQKllWB9fX1obm5GTU1NcjIyEB+fj4sLCwQFxeH/v5+oeOZHZlMhitXruDSpUuQyWQICwtDf38/CgsLsWDBAqHjzVssSkR/6MuXL1AoFNi8eTNiYmKEjmO2CgoKsHTpUuzdu1foKGZPq9VCo9EgJycH27dvR1BQEAoKCqDValFeXi50PLPz4sULpKSkQC6Xo6SkBDk5OZicnERiYiLvQvwPeNfbHCISiaBWqw3GVSoV7OzsBEhEU4aGhpCQkACxWIy8vDxYWvJ/DCEolUoUFRUhPz9f97sytVdMo9FgZGQENjY2QkY0KyKRCGKxGJ6enroxsVgMb29vfPjwQcBk5ikzMxP+/v5ITU3VjUmlUmzbtg01NTWIiIgQMN38xaI0h6xZs8ZgL5JarUZfX5/B3iWaPaOjo0hKSoJarUZFRYVucyTNvp6eHkxMTCAxMdHgWExMDHx9fVFZWSlAMvPk7u6Orq6uaY+NjY3Nchpqb29HaGio3tiKFSsgkUiM/pzon7EozSGBgYG4evWq3l6l+vp6WFpaYsuWLQKnM08/f/7EsWPH0NHRgZs3b8LBwUHoSGbNy8sLpaWlemOtra3IysrC6dOnsX79eoGSmafg4GBUVVWhtbUVXl5eAIDBwUG8ffsWsbGxwoYzQ46Ojnj37p3emFKpxODgIJycnARKNf9ZaHnP4JyhUqmwY8cOuLq6IikpSfeBkzt37uQHTgokPT0dlZWVSE1NxYYNG/SOeXt7w8rKSqBkNOXZs2eIiYnB3bt3WZRm2eTkJORyOVQqFRQKBRYtWoRr166hs7MTdXV1WL58udARzUpJSQnOnTuH6OhohISE4Pv37ygoKMDAwADq6uogkUiEjjgvsSjNMe3t7Th79ixevnwJGxsb7Nq1CwqFgn+QBRISEgKlUjntsUePHsHZ2XmWE9HvWJSENTAwgKysLDQ2NmJiYgIymQxpaWlwd3cXOprZ0Wq1uHPnDm7fvo3u7m7Y2NhAKpVCoVDAzc1N6HjzFosSERERkRG8dYeIiIjICBYlIiIiIiNYlIiIiIiMYFEiIiIiMoJFiYiIiMgIFiUiIiIiI1iUiIiIiIxgUSIiIiIygkWJiGiGVFVVwcPDA2/evBE6ChH9S3woLhHNa1VVVUhLSzN6vKKiAlKpdPYCEZFJYVEiIpNw5MiRaZ+95+LiIkAaIjIVLEpEZBICAwP5UFwi+uu4R4mITF5PTw88PDxw48YNFBcXIzg4GD4+Pti/fz/a2toM5j99+hRRUVGQSqWQyWQ4dOgQ2tvbDeb19vbi5MmT2Lp1K9atW4eQkBBkZGRgfHxcb974+DiysrLg7+8PqVSKw4cPY2BgYMbOl4j+Hq4oEZFJGB4eNigfFhYWkEgkutfV1dUYGRlBVFQUxsbGUFZWhgMHDqC2thbLli0DADx58gQJCQlwdnZGcnIyRkdHUV5ejsjISFRVVeku7/X29iI8PBxqtRpyuRxr1qxBb28vHjx4gNHRUVhZWem+b2ZmJkQiEZKTk6FUKlFSUoIzZ87g8uXLM//GENF/wqJERCYhNjbWYMzKykrvjrOuri48fPgQDg4OAH5drtu3bx8KCwt1G8IvXrwIOzs7VFRUQCwWAwDCwsKwZ88e5OXl4cKFCwCA7OxsfPv2DZWVlXqX/I4ePQqtVquXQywWo6ioCBYWFgCAyclJlJWVQa1Ww9bW9q+9B0T097EoEZFJOHXqFFxdXfXGLC31dxeEhYXpShIA+Pj4wNfXF01NTUhLS8PXr1/R2tqK+Ph4XUkCAE9PTwQEBKCpqQnAr6LT0NCA4ODgafdFTRWiKXK5XG9MJpOhuLgYSqUSnp6e//qciWjmsSgRkUnw8fH5x83cq1atMhhbvXo17t+/DwD4/PkzABgULgBwc3NDc3MzNBoNNBoNhoeHsXbt2j/K5ujoqPdaJBIBAIaGhv7o64lIONzMTUQ0w35f2Zry+yU6Ipp7uKJERGbj06dPBmOdnZ1wcnIC8P+Vn48fPxrM6+jogEQiweLFi2FtbY0lS5bg/fv3MxuYiATHFSUiMhsNDQ3o7e3VvX79+jVevXqFwMBAAIC9vT28vLxQXV2td1msra0NLS0tCAoKAvBrhSgsLAyNjY3TPp6EK0VEpoMrSkRkEh4/foyOjg6DcT8/P91GahcXF0RGRiIyMhLj4+MoLS2FWCxGfHy8bn5KSgoSEhIQERGB8PBw3ccD2NraIjk5WTfv+PHjaGlpQXR0NORyOdzc3NDX14f6+nrcunVLtw+JiOY3FiUiMgm5ubnTjmdlZWHTpk0AgN27d8PS0hIlJSXo7++Hj48P0tPTYW9vr5sfEBCA69evIzc3F7m5uVi4cCE2btyIEydOYOXKlbp5Dg4OqKysRE5ODmprazE8PAwHBwcEBgbC2tp6Zk+WiGaNhZZrxERk4np6ehAaGoqUlBQcPHhQ6DhENI9wjxIRERGRESxKREREREawKBEREREZwT1KREREREZwRYmIiIjICBYlIiIiIiNYlIiIiIiMYFEiIiIiMoJFiYiIiMgIFiUiIiIiI1iUiIiIiIxgUSIiIiIy4n/37QPvQXYDLwAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "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()"
      ],
      "metadata": {
        "id": "LhBz5djBz3JR",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "outputId": "f5ba4ad1-4cda-433b-d8e1-4fb1da4caad5"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "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": 542
        },
        "outputId": "e8e6de6d-f4e5-4356-af4b-7e85b7007ab5"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "11559"
            ]
          },
          "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",
      "source": [
        "Metrics"
      ],
      "metadata": {
        "id": "qXrwgJEbw539"
      }
    },
    {
      "cell_type": "code",
      "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"
      ],
      "metadata": {
        "id": "ZVGcTl2hsM88"
      },
      "execution_count": 32,
      "outputs": []
    },
    {
      "cell_type": "code",
      "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')"
      ],
      "metadata": {
        "id": "mOMGHwcqJpHg",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "8fbb6a38-e229-408c-b244-b51f3a553895"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Precision:\n",
            "\n",
            "       Label            Value  \n",
            "      Bowens disease  0.150000 \n",
            "Basal cell carcinoma  0.295082 \n",
            "    Benign keratosis  0.309013 \n",
            "      Dermatofibroma  0.000000 \n",
            "     Vascular lesion  0.000000 \n",
            "            Melanoma  0.235294 \n",
            "    Melanocytic nevi  0.828744 \n",
            "\n",
            "\n",
            "F1-score:\n",
            "\n",
            "       Label            Value  \n",
            "      Bowens disease  0.090909 \n",
            "Basal cell carcinoma  0.285714 \n",
            "    Benign keratosis  0.380952 \n",
            "      Dermatofibroma  0.000000 \n",
            "     Vascular lesion  0.000000 \n",
            "            Melanoma  0.057143 \n",
            "    Melanocytic nevi  0.859054 \n",
            "\n",
            "\n",
            "ROC AUC:\n",
            "\n",
            "       Label            Value  \n",
            "      Bowens disease  0.798793 \n",
            "Basal cell carcinoma  0.884287 \n",
            "    Benign keratosis  0.792564 \n",
            "      Dermatofibroma  0.773090 \n",
            "     Vascular lesion  0.767402 \n",
            "            Melanoma  0.791998 \n",
            "    Melanocytic nevi  0.845245 \n",
            "\n",
            "\n",
            "Recall:\n",
            "\n",
            "       Label            Value  \n",
            "      Bowens disease  0.065217 \n",
            "Basal cell carcinoma  0.276923 \n",
            "    Benign keratosis  0.496552 \n",
            "      Dermatofibroma  0.000000 \n",
            "     Vascular lesion  0.000000 \n",
            "            Melanoma  0.032520 \n",
            "    Melanocytic nevi  0.891667 \n",
            "\n",
            "\n",
            "Specificity:\n",
            "\n",
            "       Label            Value  \n",
            "      Bowens disease  0.988260 \n",
            "Basal cell carcinoma  0.969909 \n",
            "    Benign keratosis  0.880652 \n",
            "      Dermatofibroma  1.000000 \n",
            "     Vascular lesion  0.999322 \n",
            "            Melanoma  0.990518 \n",
            "    Melanocytic nevi  0.519324 \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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\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": "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"
          ]
        }
      ]
    },
    {
      "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": {
      "provenance": [],
      "machine_shape": "hm",
      "gpuType": "T4"
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}