ith-project/Skin_Cancer_Classification.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KxrbxwqYBQr0"
      },
      "source": [
        "# Skin Cancer Classification\n",
        "The objective of this project is to train a deep learning model to classify skin lesions into **benign** (non-cancerous) and **malignant** (cancerous) for medical diagnosis.\n",
        "\n",
        "We plan to use the popular **Skin Cancer: HAM10000** dataset, which contains 10015 dermatoscopic images from different populations.\n",
        "https://www.kaggle.com/datasets/kmader/skin-cancer-mnist-ham10000/data\n",
        "\n",
        "The model we are going to train for the task is the popular **DenseNet121** model, via transfer learning since it is pretrained. It is highly used in the medical field.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 1. Requirements and dataset download"
      ],
      "metadata": {
        "id": "Ia-kdvqch4pE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import sys\n",
        "IN_COLAB = 'google.colab' in sys.modules\n",
        "\n",
        "if IN_COLAB:\n",
        "  !pip install pandas numpy matplotlib seaborn pillow scikit-learn tensorflow\n",
        "  !pip install --upgrade kagglehub[pandas-datasets,hf-datasets]\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "collapsed": true,
        "id": "lN4A6TSK_WcI",
        "outputId": "65416c4a-2cf4-446f-a4f9-c240563d1b6b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "h6Rh6KODV7UK",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "16957d97-9d51-4aa9-8993-d6f147f4d4e0"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Using Colab cache for faster access to the 'skin-cancer-mnist-ham10000' dataset.\n",
            "Path to dataset files: /kaggle/input/skin-cancer-mnist-ham10000\n"
          ]
        }
      ],
      "source": [
        "import kagglehub\n",
        "\n",
        "# Download latest version\n",
        "path = kagglehub.dataset_download(\"kmader/skin-cancer-mnist-ham10000\")\n",
        "\n",
        "print(\"Path to dataset files:\", path)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jtujXQaBZXdf"
      },
      "source": [
        "## 2. Imports and setup"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "RHY5cpmCTLdA"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "import glob\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "from PIL import Image\n",
        "\n",
        "# Source - https://stackoverflow.com/a/53586419\n",
        "# Posted by korakot, modified by community. See post 'Timeline' for change history\n",
        "# Retrieved 2026-05-21, License - CC BY-SA 4.0\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Loading dataset"
      ],
      "metadata": {
        "id": "wnK2OdNNDSgy"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "We start loading the CSV dataset into a dataframe.\n",
        "\n",
        "We check that it contains 10015 samples and each sample is described through the following features:\n",
        "* **lesion_id**: Useful for grouping images from the same patient/lesion to avoid data leakage in model training.\n",
        "* **image_id**:Used to map to the actual image.\n",
        "* **dx**: ground truth label\n",
        "* **dx_type**: The method used to confirm the diagnosis.\n",
        "* **age**: patient age\n",
        "* **sex**: patient sex\n",
        "* **localization**: place of the lesion in the body"
      ],
      "metadata": {
        "id": "OwvCrzjj_214"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Path to your dataset folder\n",
        "dataset_path = path\n",
        "\n",
        "# Metadata file\n",
        "metadata_path = os.path.join(dataset_path, \"HAM10000_metadata.csv\")\n",
        "\n",
        "# Load CSV\n",
        "df = pd.read_csv(metadata_path)\n",
        "\n",
        "print(\"Dataset size:\", len(df))\n",
        "\n",
        "# Show first rows\n",
        "print(df.head())"
      ],
      "metadata": {
        "id": "NWjntXuK_QTW",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "93e8ca1f-c51c-4c55-85c7-96c6c3d34e3f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset size: 10015\n",
            "     lesion_id      image_id   dx dx_type   age   sex localization\n",
            "0  HAM_0000118  ISIC_0027419  bkl   histo  80.0  male        scalp\n",
            "1  HAM_0000118  ISIC_0025030  bkl   histo  80.0  male        scalp\n",
            "2  HAM_0002730  ISIC_0026769  bkl   histo  80.0  male        scalp\n",
            "3  HAM_0002730  ISIC_0025661  bkl   histo  80.0  male        scalp\n",
            "4  HAM_0001466  ISIC_0031633  bkl   histo  75.0  male          ear\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We generate a new column with the path of the image that the sample points to. It will be useful later."
      ],
      "metadata": {
        "id": "WbZG98Ia_mPC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Collect all image paths\n",
        "image_paths = glob.glob(os.path.join(dataset_path, \"**\", \"*.jpg\"), recursive=True)\n",
        "\n",
        "# Create dictionary:\n",
        "# key = image_id\n",
        "# value = full image path\n",
        "imageid_path_dict = {\n",
        "    os.path.splitext(os.path.basename(x))[0]: x\n",
        "    for x in image_paths\n",
        "}\n",
        "\n",
        "# Add image path column\n",
        "df['path'] = df['image_id'].map(imageid_path_dict.get)\n",
        "\n",
        "# Check\n",
        "print(df[['image_id', 'path']].head())"
      ],
      "metadata": {
        "id": "WtL3I9UbA9Rj",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "df01bf21-a5c7-409e-8b65-2a58d2e39fbb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "       image_id                                               path\n",
            "0  ISIC_0027419  /kaggle/input/skin-cancer-mnist-ham10000/ham10...\n",
            "1  ISIC_0025030  /kaggle/input/skin-cancer-mnist-ham10000/ham10...\n",
            "2  ISIC_0026769  /kaggle/input/skin-cancer-mnist-ham10000/ham10...\n",
            "3  ISIC_0025661  /kaggle/input/skin-cancer-mnist-ham10000/ham10...\n",
            "4  ISIC_0031633  /kaggle/input/skin-cancer-mnist-ham10000/ham10...\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cyL89qgkZv_j"
      },
      "source": [
        "## 3. Dataset analysis"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Visualize samples"
      ],
      "metadata": {
        "id": "7KRfsuOAB2vc"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "We visualize some random samples of the dataset, adding on the top the lesion type they belong:"
      ],
      "metadata": {
        "id": "pByvHIJTBglv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axes = plt.subplots(2, 4, figsize=(10,5))\n",
        "\n",
        "for i, ax in enumerate(axes.flat):\n",
        "    sample = df.sample(1).iloc[0]\n",
        "\n",
        "    img = Image.open(sample['path'])\n",
        "\n",
        "    ax.imshow(img)\n",
        "    ax.set_title(sample['dx'])\n",
        "    ax.axis('off')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "eUpg-QIJBp6j",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 462
        },
        "outputId": "c850182b-cad2-4102-b4e0-bd204794cdbf"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 8 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Missingness"
      ],
      "metadata": {
        "id": "g0WHPA3JBtpq"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The dataset does not have any missing cell:"
      ],
      "metadata": {
        "id": "6_6fAcCfARKQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "missing = df['path'].isnull().sum()\n",
        "\n",
        "print(f\"Missing images: {missing}\")"
      ],
      "metadata": {
        "id": "dg94-qVWBJpY",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1f90b09e-720a-44a0-b977-f13a1cf9fd5a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Missing images: 0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Class distribution"
      ],
      "metadata": {
        "id": "szLElcMmByrF"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "If we analyze the distribution of lesion type, we find that there is a clear imbalance. _Melanocytic nevi_ is the most abundant class.  "
      ],
      "metadata": {
        "id": "UvuNS-NdAYQk"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10,5))\n",
        "\n",
        "sns.countplot(data=df, x='dx', order=df['dx'].value_counts().index)\n",
        "\n",
        "plt.title(\"Lesion type distribution\")\n",
        "plt.xlabel(\"Lesion type\")\n",
        "plt.ylabel(\"Count\")\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "Flso1kTuBUDU",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "outputId": "88705d51-b021-449e-8a65-bcb5c62d0485"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Data distribution"
      ],
      "metadata": {
        "id": "XiSY-1ssgNbw"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "It is interesting to study the distribution of other features in the dataset, in order to detect outliers.\n",
        "\n",
        "We start by the age, plotting it in 20 bins. First we find that most abundant age is arround 50 years old (from 40 to 58). One surprise is that we detect zero samples in two bins, which correspond to the ages from 55 to 60 years and 25 to 30 years old.  "
      ],
      "metadata": {
        "id": "nETIyHAiCW-L"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(8,5))\n",
        "\n",
        "sns.histplot(df['age'].dropna(), bins=20)\n",
        "\n",
        "plt.title(\"Age Distribution\")\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "iU8-PsfhCjCB",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "outputId": "ad30a93d-5083-40c0-c003-68bc5db6019b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "However, sex distribution is quite balanced. Even so, there are more males than females."
      ],
      "metadata": {
        "id": "rd4qpKtlEiH_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.countplot(data=df, x='sex')\n",
        "\n",
        "plt.title(\"Sex Distribution\")\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "zcxfaNQ-CoX0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "outputId": "74122e76-391a-4221-e903-de8d170d9155"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Lesion localization is not equal probable in all parts of the body. Instead, back and lower extremity are the most common for skin lesions."
      ],
      "metadata": {
        "id": "6cfVmU9dEwdh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(12,5))\n",
        "\n",
        "sns.countplot(\n",
        "    data=df,\n",
        "    x='localization',\n",
        "    order=df['localization'].value_counts().index\n",
        ")\n",
        "\n",
        "plt.xticks(rotation=45)\n",
        "plt.title(\"Lesion Localization\")\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "Hn9wg0DhCrnX",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 562
        },
        "outputId": "034624eb-352a-4114-dbeb-f08caa39f7ff"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 1 Axes>"
            ],
            "image/png": 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BHgAAAAAAF/NpsB82bJhKlSqlZMmSKW3atGrUqJH27dvntc2NGzfUqVMnpUqVSkmTJlWTJk105swZr22OHj2q+vXrK3HixEqbNq169uypiIgIr22+//57FS9eXAEBAcqVK5c+/fTTB717AAAAAAA8cD4N9j/88IM6deqkDRs2aMWKFQoPD1ft2rV19epVZ5uuXbvq22+/1Zw5c/TDDz/o5MmTeuqpp5z1kZGRql+/vm7evKmffvpJ06ZN06effqr+/fs72xw6dEj169dXtWrVtH37dnXp0kUvvPCCli1bFqv7CwAAAADA/eYxM/N1EdH++OMPpU2bVj/88IMqV66s0NBQpUmTRjNnzlTTpk0lSb/++qvy5cun9evXq2zZslqyZIkaNGigkydPKl26dJKkCRMmqHfv3vrjjz/k7++v3r17a9GiRfrll1+c3/XMM88oJCRES5cu/ce6Ll26pKCgIIWGhiowMPC29SV6Tr9PfwHf2TKi9X/+mUd1vwEAAADgQfunHBpTnBpjHxoaKklKmTKlJGnLli0KDw9XzZo1nW3y5s2rLFmyaP369ZKk9evXq1ChQk6ol6Q6dero0qVL2r17t7NNzMeI3ib6Mf4sLCxMly5d8voCAAAAACAuijPBPioqSl26dFGFChVUsGBBSdLp06fl7++v5MmTe22bLl06nT592tkmZqiPXh+97u+2uXTpkq5fv35bLcOGDVNQUJDzlTlz5vuyjwAAAAAA3G9xJth36tRJv/zyi7744gtfl6I+ffooNDTU+Tp27JivSwIAAAAA4I7i+7oASercubMWLlyoNWvWKFOmTM7y4OBg3bx5UyEhIV6t9mfOnFFwcLCzzaZNm7weL3rW/Jjb/Hkm/TNnzigwMFCJEiW6rZ6AgAAFBATcl30DAAAAAOBB8mmLvZmpc+fO+vrrr7Vq1Splz57da32JEiWUIEECrVy50lm2b98+HT16VOXKlZMklStXTrt27dLZs2edbVasWKHAwEDlz5/f2SbmY0RvE/0YAAAAAAC4lU9b7Dt16qSZM2dqwYIFSpYsmTMmPigoSIkSJVJQUJDat2+vbt26KWXKlAoMDNSrr76qcuXKqWzZspKk2rVrK3/+/GrVqpWGDx+u06dPq1+/furUqZPT6v7SSy9p7Nix6tWrl55//nmtWrVKs2fP1qJFi3y27wAAAAAA3A8+bbEfP368QkNDVbVqVaVPn975+vLLL51tRo0apQYNGqhJkyaqXLmygoOD9dVXXznr48WLp4ULFypevHgqV66cnnvuObVu3VqDBw92tsmePbsWLVqkFStWqEiRIvrf//6nSZMmqU6dOrG6vwAAAAAA3G8+bbE3s3/cJmHChBo3bpzGjRv3l9tkzZpVixcv/tvHqVq1qrZt2/afawQAAAAAIC6LM7PiAwAAAACA/45gDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXMynwX7NmjVq2LChMmTIII/Ho/nz53utb9u2rTwej9dX3bp1vba5cOGCWrZsqcDAQCVPnlzt27fXlStXvLbZuXOnKlWqpIQJEypz5swaPnz4g941AAAAAABihU+D/dWrV1WkSBGNGzfuL7epW7euTp065XzNmjXLa33Lli21e/durVixQgsXLtSaNWvUsWNHZ/2lS5dUu3ZtZc2aVVu2bNGIESM0cOBATZw48YHtFwAAAAAAsSW+L3/5448/rscff/xvtwkICFBwcPAd1+3du1dLly7V5s2bVbJkSUnSmDFjVK9ePY0cOVIZMmTQ559/rps3b2rKlCny9/dXgQIFtH37dr3//vteFwAAAAAAAHCjOD/G/vvvv1fatGmVJ08evfzyyzp//ryzbv369UqePLkT6iWpZs2a8vPz08aNG51tKleuLH9/f2ebOnXqaN++fbp48eIdf2dYWJguXbrk9QUAAAAAQFwUp4N93bp1NX36dK1cuVLvvfeefvjhBz3++OOKjIyUJJ0+fVpp06b1+pn48eMrZcqUOn36tLNNunTpvLaJ/j56mz8bNmyYgoKCnK/MmTPf710DAAAAAOC+8GlX/H/yzDPPOP8vVKiQChcurJw5c+r7779XjRo1Htjv7dOnj7p16+Z8f+nSJcI9AAAAACBOitMt9n+WI0cOpU6dWgcOHJAkBQcH6+zZs17bRERE6MKFC864/ODgYJ05c8Zrm+jv/2rsfkBAgAIDA72+AAAAAACIi1wV7I8fP67z588rffr0kqRy5copJCREW7ZscbZZtWqVoqKiVKZMGWebNWvWKDw83NlmxYoVypMnj1KkSBG7OwAAAAAAwH3m02B/5coVbd++Xdu3b5ckHTp0SNu3b9fRo0d15coV9ezZUxs2bNDhw4e1cuVKPfnkk8qVK5fq1KkjScqXL5/q1q2rDh06aNOmTVq3bp06d+6sZ555RhkyZJAktWjRQv7+/mrfvr12796tL7/8UqNHj/bqag8AAAAAgFv5NNj//PPPKlasmIoVKyZJ6tatm4oVK6b+/fsrXrx42rlzp5544gk99thjat++vUqUKKG1a9cqICDAeYzPP/9cefPmVY0aNVSvXj1VrFjR6x71QUFBWr58uQ4dOqQSJUqoe/fu6t+/P7e6AwAAAAA8FHw6eV7VqlVlZn+5ftmyZf/4GClTptTMmTP/dpvChQtr7dq1/7k+AAAAAADiOleNsQcAAAAAAN4I9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMXi+7oAwG1K9Jzu6xLu2ZYRrX1dAgAAAID7hBZ7AAAAAABcjGAPAAAAAICLEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYncV7KtXr66QkJDbll+6dEnVq1e/15oAAAAAAMC/dFfB/vvvv9fNmzdvW37jxg2tXbv2nosCAAAAAAD/Tvz/svHOnTud/+/Zs0enT592vo+MjNTSpUuVMWPG+1cdAAAAAAD4W/8p2BctWlQej0cej+eOXe4TJUqkMWPG3LfiAAAAAADA3/tPwf7QoUMyM+XIkUObNm1SmjRpnHX+/v5Kmzat4sWLd9+LBAAAAAAAd/afgn3WrFklSVFRUQ+kGAAAAAAA8N/8p2Af0/79+7V69WqdPXv2tqDfv3//ey4MAAAAAAD8s7sK9p988olefvllpU6dWsHBwfJ4PM46j8dDsAcAAAAAIJbcVbAfMmSIhg4dqt69e9/vegAAAAAAwH9wV/exv3jxopo1a3a/awEAAAAAAP/RXQX7Zs2aafny5fe7FgAAAAAA8B/dVVf8XLly6a233tKGDRtUqFAhJUiQwGv9a6+9dl+KAwAAAAAAf++ugv3EiROVNGlS/fDDD/rhhx+81nk8HoI9AAAAAACx5K6C/aFDh+53HQAAAAAA4C7c1Rh7AAAAAAAQN9xVi/3zzz//t+unTJlyV8UAAAAAAID/5q6C/cWLF72+Dw8P1y+//KKQkBBVr179vhQGAAAAAAD+2V0F+6+//vq2ZVFRUXr55ZeVM2fOey4KAAAAAAD8O/dtjL2fn5+6deumUaNG3a+HBAAAAAAA/+C+Tp73+++/KyIi4n4+JAAAAAAA+Bt31RW/W7duXt+bmU6dOqVFixapTZs296UwAAAAAADwz+4q2G/bts3rez8/P6VJk0b/+9///nHGfAAAAAAAcP/cVbBfvXr1/a4DQBxXoud0X5dwz7aMaO3rEgAAAID77q6CfbQ//vhD+/btkyTlyZNHadKkuS9FAQAAAACAf+euJs+7evWqnn/+eaVPn16VK1dW5cqVlSFDBrVv317Xrl273zUCAAAAAIC/cFfBvlu3bvrhhx/07bffKiQkRCEhIVqwYIF++OEHde/e/X7XCAAAAAAA/sJddcWfN2+e5s6dq6pVqzrL6tWrp0SJEunpp5/W+PHj71d9AAAAAADgb9xVi/21a9eULl2625anTZuWrvgAAAAAAMSiuwr25cqV04ABA3Tjxg1n2fXr1zVo0CCVK1fuvhUHAAAAAAD+3l11xf/ggw9Ut25dZcqUSUWKFJEk7dixQwEBAVq+fPl9LRAAAAAAAPy1uwr2hQoV0v79+/X555/r119/lSQ9++yzatmypRIlSnRfCwQAAAAAAH/troL9sGHDlC5dOnXo0MFr+ZQpU/THH3+od+/e96U4AAAAAADw9+5qjP3HH3+svHnz3ra8QIECmjBhwj0XBQAAAAAA/p27CvanT59W+vTpb1ueJk0anTp16p6LAgAAAAAA/85dBfvMmTNr3bp1ty1ft26dMmTIcM9FAQAAAACAf+euxth36NBBXbp0UXh4uKpXry5JWrlypXr16qXu3bvf1wIBAAAAAMBfu6tg37NnT50/f16vvPKKbt68KUlKmDChevfurT59+tzXAgEAAAAAwF+7q2Dv8Xj03nvv6a233tLevXuVKFEi5c6dWwEBAfe7PgAAAAAA8DfuKthHS5o0qUqVKnW/agGAOKdEz+m+LuGebRnR2tclAAAA4AG6q8nz7pc1a9aoYcOGypAhgzwej+bPn++13szUv39/pU+fXokSJVLNmjW1f/9+r20uXLigli1bKjAwUMmTJ1f79u115coVr2127typSpUqKWHChMqcObOGDx/+oHcNAAAAAIBY4dNgf/XqVRUpUkTjxo274/rhw4frww8/1IQJE7Rx40YlSZJEderU0Y0bN5xtWrZsqd27d2vFihVauHCh1qxZo44dOzrrL126pNq1aytr1qzasmWLRowYoYEDB2rixIkPfP8AAAAAAHjQ7qkr/r16/PHH9fjjj99xnZnpgw8+UL9+/fTkk09KkqZPn6506dJp/vz5euaZZ7R3714tXbpUmzdvVsmSJSVJY8aMUb169TRy5EhlyJBBn3/+uW7evKkpU6bI399fBQoU0Pbt2/X+++97XQCIKSwsTGFhYc73ly5dus97DgAAAADA/eHTFvu/c+jQIZ0+fVo1a9Z0lgUFBalMmTJav369JGn9+vVKnjy5E+olqWbNmvLz89PGjRudbSpXrix/f39nmzp16mjfvn26ePHiHX/3sGHDFBQU5Hxlzpz5QewiAAAAAAD3LM4G+9OnT0uS0qVL57U8Xbp0zrrTp08rbdq0Xuvjx4+vlClTem1zp8eI+Tv+rE+fPgoNDXW+jh07du87BAAAAADAA+DTrvhxVUBAALfuAwAAAAC4QpxtsQ8ODpYknTlzxmv5mTNnnHXBwcE6e/as1/qIiAhduHDBa5s7PUbM3wEAAAAAgFvF2WCfPXt2BQcHa+XKlc6yS5cuaePGjSpXrpwkqVy5cgoJCdGWLVucbVatWqWoqCiVKVPG2WbNmjUKDw93tlmxYoXy5MmjFClSxNLeAAAAAADwYPg02F+5ckXbt2/X9u3bJd2aMG/79u06evSoPB6PunTpoiFDhuibb77Rrl271Lp1a2XIkEGNGjWSJOXLl09169ZVhw4dtGnTJq1bt06dO3fWM888owwZMkiSWrRoIX9/f7Vv3167d+/Wl19+qdGjR6tbt24+2msAAAAAAO4fn46x//nnn1WtWjXn++iw3aZNG3366afq1auXrl69qo4dOyokJEQVK1bU0qVLlTBhQudnPv/8c3Xu3Fk1atSQn5+fmjRpog8//NBZHxQUpOXLl6tTp04qUaKEUqdOrf79+//lre4AAAAAAHATnwb7qlWrysz+cr3H49HgwYM1ePDgv9wmZcqUmjlz5t/+nsKFC2vt2rV3XScAAAAAAHFVnB1jDwAAAAAA/hnBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLEewBAAAAAHAxgj0AAAAAAC5GsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYvF9XQAAIO4p0XO6r0u4Z1tGtPZ1CQAAALGCFnsAAAAAAFyMYA8AAAAAgIsR7AEAAAAAcDGCPQAAAAAALkawBwAAAADAxQj2AAAAAAC4GMEeAAAAAAAXI9gDAAAAAOBiBHsAAAAAAFyMYA8AAAAAgIsR7AEAAAAAcDGCPQAAAAAALkawBwAAAADAxQj2AAAAAAC4GMEeAAAAAAAXI9gDAAAAAOBiBHsAAAAAAFyMYA8AAAAAgIsR7AEAAAAAcDGCPQAAAAAALkawBwAAAADAxQj2AAAAAAC4GMEeAAAAAAAXI9gDAAAAAOBiBHsAAAAAAFyMYA8AAAAAgIsR7AEAAAAAcDGCPQAAAAAALkawBwAAAADAxQj2AAAAAAC4GMEeAAAAAAAXI9gDAAAAAOBiBHsAAAAAAFyMYA8AAAAAgIsR7AEAAAAAcDGCPQAAAAAALhang/3AgQPl8Xi8vvLmzeusv3Hjhjp16qRUqVIpadKkatKkic6cOeP1GEePHlX9+vWVOHFipU2bVj179lRERERs7woAAAAAAA9EfF8X8E8KFCig7777zvk+fvz/K7lr165atGiR5syZo6CgIHXu3FlPPfWU1q1bJ0mKjIxU/fr1FRwcrJ9++kmnTp1S69atlSBBAr3zzjuxvi8AAAAAANxvcT7Yx48fX8HBwbctDw0N1eTJkzVz5kxVr15dkjR16lTly5dPGzZsUNmyZbV8+XLt2bNH3333ndKlS6eiRYvq7bffVu/evTVw4ED5+/vH9u4AAAAAAHBfxemu+JK0f/9+ZciQQTly5FDLli119OhRSdKWLVsUHh6umjVrOtvmzZtXWbJk0fr16yVJ69evV6FChZQuXTpnmzp16ujSpUvavXv3X/7OsLAwXbp0yesLAAAAAIC4KE4H+zJlyujTTz/V0qVLNX78eB06dEiVKlXS5cuXdfr0afn7+yt58uReP5MuXTqdPn1aknT69GmvUB+9PnrdXxk2bJiCgoKcr8yZM9/fHQMAAAAA4D6J013xH3/8cef/hQsXVpkyZZQ1a1bNnj1biRIlemC/t0+fPurWrZvz/aVLlwj3AAAAAIA4KU632P9Z8uTJ9dhjj+nAgQMKDg7WzZs3FRIS4rXNmTNnnDH5wcHBt82SH/39ncbtRwsICFBgYKDXFwAAAAAAcZGrgv2VK1f0+++/K3369CpRooQSJEiglStXOuv37duno0ePqly5cpKkcuXKadeuXTp79qyzzYoVKxQYGKj8+fPHev0AAAAAANxvcborfo8ePdSwYUNlzZpVJ0+e1IABAxQvXjw9++yzCgoKUvv27dWtWzelTJlSgYGBevXVV1WuXDmVLVtWklS7dm3lz59frVq10vDhw3X69Gn169dPnTp1UkBAgI/3DgAAAACAexeng/3x48f17LPP6vz580qTJo0qVqyoDRs2KE2aNJKkUaNGyc/PT02aNFFYWJjq1Kmjjz76yPn5ePHiaeHChXr55ZdVrlw5JUmSRG3atNHgwYN9tUsAAAAAANxXcTrYf/HFF3+7PmHChBo3bpzGjRv3l9tkzZpVixcvvt+lAQAAAAAQJ7hqjD0AAAAAAPBGsAcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLEewBAAAAAHCx+L4uAACAuKJEz+m+LuGebRnR2tclAACAWEaLPQAAAAAALkawBwAAAADAxQj2AAAAAAC4GMEeAAAAAAAXI9gDAAAAAOBiBHsAAAAAAFyMYA8AAAAAgIsR7AEAAAAAcDGCPQAAAAAALkawBwAAAADAxQj2AAAAAAC4GMEeAAAAAAAXI9gDAAAAAOBiBHsAAAAAAFwsvq8LAAAAvlWi53Rfl3DPtoxo7esSAADwGVrsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABeL7+sCAAAAfKFEz+m+LuGebRnR2tclAADiAFrsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFCPYAAAAAALgYwR4AAAAAABcj2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuFt/XBQAAACD2lOg53dcl3LMtI1r7ugQAiFNosQcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLcbs7AAAAPPS4zR+Ahxkt9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYgR7AAAAAABcjGAPAAAAAICLMSs+AAAA8JDibgDAo4EWewAAAAAAXIxgDwAAAACAixHsAQAAAABwMYI9AAAAAAAuRrAHAAAAAMDFmBUfAAAAwEOFuwHgUUOwBwAAAICHABc0Hl10xQcAAAAAwMUI9gAAAAAAuBjBHgAAAAAAFyPYAwAAAADgYo9UsB83bpyyZcumhAkTqkyZMtq0aZOvSwIAAAAA4J48MsH+yy+/VLdu3TRgwABt3bpVRYoUUZ06dXT27FlflwYAAAAAwF17ZG539/7776tDhw5q166dJGnChAlatGiRpkyZojfeeMNr27CwMIWFhTnfh4aGSpIuXbp0x8eODLv+gKqOPX+1b3+H/XYv9vvfY7/di/3+99hv92K//z32273Y73/vUd3vyv1mPYBKYteaIc/etiz6b2Fm//jzHvs3W7nczZs3lThxYs2dO1eNGjVylrdp00YhISFasGCB1/YDBw7UoEGDYrlKAAAAAAC8HTt2TJkyZfrbbR6JFvtz584pMjJS6dKl81qeLl06/frrr7dt36dPH3Xr1s35PioqShcuXFCqVKnk8XgeeL0xXbp0SZkzZ9axY8cUGBgYq7/bl9hv9vtRwH6z348C9pv9fhSw3+z3o4D9jv39NjNdvnxZGTJk+MdtH4lg/18FBAQoICDAa1ny5Ml9U8z/FxgY+Ei9gKKx348W9vvRwn4/WtjvRwv7/Whhvx8t7HfsCgoK+lfbPRKT56VOnVrx4sXTmTNnvJafOXNGwcHBPqoKAAAAAIB790gEe39/f5UoUUIrV650lkVFRWnlypUqV66cDysDAAAAAODePDJd8bt166Y2bdqoZMmSKl26tD744ANdvXrVmSU/rgoICNCAAQNuGxrwsGO/2e9HAfvNfj8K2G/2+1HAfrPfjwL2O27v9yMxK360sWPHasSIETp9+rSKFi2qDz/8UGXKlPF1WQAAAAAA3LVHKtgDAAAAAPCweSTG2AMAAAAA8LAi2AMAAAAA4GIEewAAAAAAXIxgDwAAAACAixHsgb8RFRXl9T1zTT78/nzMAQAAgDs5f/68r0twEOyBv+Hnd+sl8u2330qSPB6PL8tBLIg+5t99953Cw8N9XA0eBY/KxaRHZT8BeKNR5NHUt29fTZw40ddlPFDTp09Xnjx5tGfPHl+XIolg72rRb5TXrl3zcSUPt927d6tdu3b65ptvfF2Kc8xPnz7t40oebmvXrlWnTp3022+/SeKkJLY8qn9nPz8/nThxQitXrpQkffHFFxo4cKBvi3oA/Pz8dOrUKf3888+SpC+//PKhP+mDt+jX+KP0Wn9UL2h9+umneuuttyTdahR5FI75F198oUGDBvm6jDjhyJEj2rp1q2bMmKHPP//c1+U8MA0bNlSuXLnUtGlT7d2719flEOzdzOPxaNGiRRoyZIiioqIeiTdNX0iTJo0ee+wxbdq0SVLsn5BEREQ4//d4PFq/fr2qV6+uCxcuxGodj5LChQvr+vXr+vTTTyXF7Z4a0c/Ho0ePaseOHa7sZRC9D9evX5ckhYWFSZIiIyN9VlNsMTNdv35dL774okaOHKn+/furRYsWypIli69Lu++uXLmi1q1ba+TIkXrvvff07LPPKkGCBL4uK856GD/To89bvv76a1+XEiuioqKcXmDLly/X0qVLtXTpUh9X9eBdu3ZNa9as0ZIlSzR8+HBJD3+437dvn7p166aUKVM+shdzYsqaNauGDx+uLFmyaPz48ZoxY4avS3ogUqRIoaVLlyplypR68sknfR7uCfYuMnv2bG3cuFHS/10Bnjt3rhIkSOB8cODe3OnNOG3atHr11Vc1evRobdmyJVZD3nvvvaeJEyd69co4fPiwMmTIoJQpU8ZaHQ+z6GMe/W94eLiCgoL0zjvvaMWKFdq1a5cvy/tHHo9H8+bNU+XKlVW7dm2VL19ec+bMcUJyXGdm8ng8Wrp0qZ5//nlVr15d7du31/bt2xUvXjxfl/fAeTweJUqUSO+9956OHz+uIUOGqEePHnr++eclPVzhLmnSpOrVq5e2bdumPn36aMCAAWrXrp2kh2s/74fo18X333+vnj176v3339f69et9XdZ/tmHDBqeHWVRUlMLDwzVs2DDn4t3DzMycc7OuXbvq2WefVceOHdWyZUvVrl1b+/fv93GFD07ixIk1dOhQVaxYUd98842GDh0q6eEN9zt37tRnn32mpk2b6tVXX43TjQGxqVChQurVq5eyZs2qCRMmPLThPnny5Fq4cKHSpk3r83BPGnSJffv2aeTIkRo4cKC2bt3qfFicOnXK+T9vJPcu+m+5bds2Xb161VlevXp1VahQQStWrJAUey2Jhw4dUufOnTV79mxdvnxZkhQSEvJIBJ7YEn3Mt2/fLklOC2KBAgV0/fp17dixQ1Lc604ZfXK0d+9evfXWW3r99df19ddfKzg4WMOGDdO0adNcMUzH4/FowYIFaty4sQoUKKDmzZsrNDRUxYsX1/Hjx31d3gMXfRyzZMmi+PHjK3fu3Pr999+dVj2PxxPnnnt3I3o/CxUqJD8/P2XNmlWHDh3Shg0bJD28J/x3y+PxaOHChapbt662bNmiSZMmqWPHjvriiy98Xdq/9sMPP6hmzZr69NNP9ccff8jPz08ej0chISEPdU+N6B6U0edku3bt0qpVq7R8+XJ9//33+v7773XkyBG1bNlSZ8+elfRwXdgyM0VERCh9+vRq27at8uXLp5kzZ2r06NGSHr7X+vnz59WvXz9NmDBBZ86ckfTw7eN/Eb3f0Z9bhQsXfqTCfZo0aXwb7g2uMWfOHKtTp441aNDANm/ebGZmjRo1snHjxpmZ2Y0bN8zMLCoqyiIiInxWpxtFRUU5/9+xY4d5PB5r1KiRDR061Fk+fPhwy5gxo928eTNWa+vZs6f5+/vb5MmTzcxs1KhRVr169Vit4WEU8zWyZs0a83g81rhxY5s0aZKFh4ebmdmgQYMsa9asdvLkSV+V+be2bt1q77//vr3++utey1u1amXFihWz8ePH29WrV31T3L8UGhpq1atXt//9739mZnb8+HHLkiWLdejQwWu7mK/Rh0X0Pu3bt88iIyPt+vXrtnXrVqtUqZI1bNjQlixZ4uMKH4xTp07ZokWLrFSpUvbss8/a+vXrfV1SnHPy5EkbOnSoffLJJ2Zmtm3bNnv11VctY8aM9vnnn/u4un/vjTfesOzZs9vw4cPt9OnTZmZWsmRJW7t2rZn93/twVFTUQ/Eaj96f6H8nTZpkDRs2tJYtW1pkZKSzXUhIiGXOnNlatWrlkzpjw+zZs61OnTpWo0YNCwoKskyZMtl7773nrH8Yjne0pUuXWu3atS1VqlS2bNkyZ/nDtI//RszneFhYmJn9399gy5Yt1qJFC6tQoYJ99tlnPqnvfonepxMnTtixY8fs1KlTzrqQkBArX7685c6d2/bs2RPrtdFi7wLRrcNNmzZVx44ddf36dQ0YMEA7duxQ2rRplSZNGklSQECApFtXCq9cueKzet3ml19+cf5e/fr1U0hIiNauXauiRYvqo48+UsmSJTV48GA9/vjjypIli0aNGhUrdUUf9+HDh+vVV1/Viy++qLlz5yokJETBwcEKDQ3VgQMHdPr0aYWGhmrr1q0KDQ2Nldrcbu/evU6vh3Hjxunw4cPasmWLEiRIoI8//lj58uXTjBkzlCdPHpUqVUo//vijpLg15jsqKkpdu3ZV9+7dtWPHDq/WgWnTpqlgwYKaMmWKPv744zjdLf/atWs6cOCA6tWrpzNnzqhMmTKqW7euM6narFmzdObMmYeuR5L9/xa9BQsW6PHHH9d7770nPz8/FStWTO+9955CQkI0YcIELVmyRJL01ltv6e233/Zx1f9d9PPy4MGD+vnnn/XLL78oODhY9erVU58+fXTgwAGNHTvW6WY+cOBATZo0yZcl+9zOnTtVq1YtffHFF8qXL58kqWjRourcubOeeuop9erVK8633EfPDTNs2DA9++yzGjt2rKZOnarff/9dCRMmVIoUKSTJeR/2eDxe88m4Uffu3ZU3b17dvHlT8eLF09mzZ7VlyxZt3rxZx44dc3qH3bhxQ0FBQRo8eLA2btyoU6dOPXStu1u3blW7du3UtGlTTZs2Tbt27VKlSpU0d+5cjRgxQtLD1apdp04d9e7dW6VKldKIESO0atUqSQ/XPv6TmPNJjBs3Tm3bttVTTz2lMWPG6Pr16ypevLi6d++urFmz6uOPP3bthHrRn93ffPONateurVq1ail//vyaPHmyLl68qKCgIC1evFhp0qRR06ZN9csvv8R6gYjj/nzF7+uvv7ZatWpZnTp1LHHixJYjRw4rXbq0lS5d2sqWLWslSpSwhg0b2pUrV3xUsXvs27fPPB6Pvfvuu/byyy9bkiRJbNeuXc76q1evWv/+/a1+/foWEBBgyZMnt8cff9xZH5tXY1977TVLlCiR5c6d2+LFi2f58uWzRIkSWYYMGSx79uwWHBxsZ8+ejbV63Grv3r3m8Xhs7Nix1qNHD0uRIoX9+uuvZmZ27do1O3XqlHXq1Mlq1aplmTNnNo/HY08++aRvi/4LV65csSeffNIyZ85sX3zxhXOF3OzWc7NRo0ZWpUoVu3jxou+K/JPo10x0z5eoqChr3LixjR492rJkyWIvvvii02PixIkT9txzz9lXX33ls3ofpAULFljChAlt/Pjx9vvvv3ut++mnn6xGjRpWtGhRq1atmgUEBNjGjRt9VOndiT7Wc+fOtZw5czrvVWXKlHFab7/66iurUKGClS1b1ho2bGgej8fpkfYoif5bRUVF2fbt261x48aWOHHi2577v/32m3Xp0sUSJkxoc+bM8UWp/8qfPxv79OljOXLksAEDBliqVKmsQoUK9vzzz9tLL71kbdq0sRYtWtjQoUOd177bREZG2rfffmvFihWzChUqOO/Fe/futR49epi/v78NHz7c62e++OILe+yxx+zMmTO+KPmBmjFjhuXKlctCQ0OdZUePHrVmzZpZhgwZ7MMPP/Rhdfdu3bp19s4779jgwYNt4cKFzvLFixdb/fr1rWbNmrZ69WrfFehDvXv3tjRp0tigQYPspZdesmLFilmbNm2c3oNbtmyx5557zvLkyWNLly71cbV3Z9GiRZYsWTIbNWqUHT161Pr162eJEye2YcOG2fnz583sVst9/vz5rUSJEl7nZg8awT6Oi/5wXL58ub311lt2/PhxM7vVLb9mzZqWN29ea9OmjX3zzTc2efJkGzVqlI0ZM8b27t3ry7LjvJgnyDNmzDB/f39LnDix0z3QzJwTjOhj8Pnnn1vLli0tceLENn369AdWW/TvO3bsmB06dMjrAk3fvn3N4/FYr169bNeuXbZ7927bv3+//f7773bixIkHVtPDILo7/c2bN23SpEmWIEECCwwMtEOHDpmZ3XZCeeDAAZs/f75VrlzZ0qVLZ3Pnzo3tkr1EPy/OnDljFy9etMOHD5uZ2eXLl61GjRpWqlQp+/rrr732IyoqKk49L6L34bvvvrORI0c6F1Q6duzoDH+JOUSid+/eVrBgQTt27JhP6n2QLly4YNWrV7cRI0aYmdn169ft7Nmz9sknn9jPP/9sZmY7d+60kSNH2muvveaTLn33w9q1ay1x4sQ2ceJE+/nnn23FihVWsmRJy507t/3xxx9mduvzrV+/fta6dWv75ZdffFyx72zcuNE++OADMzPbvHmzNW7c2HLmzOnVtdfsVljs3bu3/fbbb74o8x9Fv87XrFnjDCUwM3vzzTctKCjIihYtao0bN7Z+/fpZt27drE2bNtahQwfbuXOnr0q+LyIiImzFihVWpEgRK1u2rHMyv3//fuvWrZtlzZrVhgwZYufPn7eDBw9a7dq1rXr16l7dl90u+tgvXrzYcubM6byeo/dx3759ljx5csuSJYvz3uc28+bNs6CgIGvcuLGVL1/eypUrZ/369XPWL1682J588kkrVaqUrVmzxoeVxr7PPvvMHnvsMefi7Ndff20BAQGWI0cOa9q0qRPuN2zYYAMHDnTlsOHTp09bvXr17N133zUzsyNHjliuXLmsdOnS5vF4bPDgwU4jW2hoqHOOGVsI9i4wb948S5YsmXXv3t12797tLP/qq6+sXr16Vr9+fYL8f9C+fXt7/vnnnQC0bNkyix8/vtNyH321zcxu+8A9d+6cde7c2Vq3bm03b958YB/Ic+fOtXz58lmqVKns6aefttmzZzvrunbtagkTJrTPPvvMmVcBf69Vq1b29NNPO9/Pnj3bPB6PeTweGzNmjLP8TvNTHDt2zOrWrWs9e/aMtXr/LPpk6ZtvvrGKFStaoUKFLH/+/DZ69Ggzu9VyHx3uFyxYEKdbvaLfz/r06eP1vlWjRg3LlSuX9evXz8aMGWMdOnSwoKAg2759uw+rfXDOnz9vuXLlso8++sjCwsKsd+/eVqFCBUuZMqUlSpTI60KSm8dpvv/++1avXj2vfTh79qwVL17cqlSp4rWtG0/y7qfXX3/dcufObZcvXzazW62CLVq0sIIFC9ry5cu9to3tuV7+rZi9NFKnTm1t2rTx6gU3ePBgy5o1q7333nt26dIlX5V530Xv91+F+3379lnXrl3Nz8/P0qRJY23btrX69evb9evXzez2cw03udP702+//WZp0qSx1157zWuel19//dVq1qxp3bt3tyNHjsRmmffFunXrLHPmzPbxxx+b2a25L5InT24ZMmTwmutm/vz51rx5c1fu472YOnWq9ejRw8xu9UhLmTKljR492kaNGmVBQUHWunVr5/0tmhve96Of49EXo8ePH2+nTp2yM2fOWP78+a19+/ZmZtalSxcLDAy0fv362YULF3xSK8E+jtu9e7dlypTJ66p3TPPmzbM6depYxYoVbevWrbFcnTv98ccfzklRzJbAqVOnmsfjsYEDB/7tC3Ly5MmWO3fuBzbUYc+ePZYtWzYbNWqUzZgxw2rUqGFVq1a1iRMnOtt069bNPB6PffbZZ64+6Y8tf/zxh3OCFRoaapGRkXbo0CGbMGGCeTwep+Xgr06uJk6caLly5fLZG7XZrVaAhAkT2ocffmg///yzvfXWW+bxeGzVqlVmdivc16pVy3Lnzu3VNTAu2blzp2XIkMGZCNLM+6Tw5ZdftqpVq1qRIkXs2Wef9QoED6MePXpYUFCQBQUF2ZNPPulMhNqgQQNr2rSpj6u7P7p162Y5c+Z0vo++6PTVV19Z7ty5bf/+/b4qzef+PCzFzOyxxx6z5s2bO9+vW7fOnn32WStatKgtWrQo1mu8Gxs3brTkyZPb5MmT7/ie2rdvX8uRI4f179/f9d3Q7/T5e/PmTVu2bNkdW+67d+9uefPmtbfeesvZ3s0X6KP3f+3atTZy5Ej76KOPnJ6lX3/9tcWLF886d+5sGzdutDNnztibb75pTzzxhFcDihtE7+fo0aOtTZs2ZmZ26NAhy5Ejhz333HPWp08fS506tVfL/cM+HDZmS/Rnn33mPM9PnDhh586dsxIlSjiTJZ44ccKyZs1qQUFB1qtXLzNz3wXrmTNnWrx48eyPP/5wAv4777xjNWvWdJ7PQ4cOtWzZslmKFCl8NjSWYB/HrVy50ooUKWInT550rmr9+YPyyy+/tEaNGtnRo0d9UaKrxPzbTZ482fLnz29Llixxlo8fP948Ho+9/fbbdu7cOTMza9Giha1cudL5uXfffdeyZ8/+QD6Ydu/ebYMGDfJqHT5w4IA9/fTTVqVKFa9w36dPH9d2z/WVjz/+2LJkyeJ8IN24ccNGjRplHo/H3n//fWe73r17ex3zLl26WOnSpW+70hxbIiMjrW3btta/f38zu9X1K2fOnPbiiy86683MLl26ZE888YQdPHjQJ3X+k8WLF1vhwoXt5MmTTs1/fj+LiIiwK1euxNkWybsRfQKzfft2mz17tk2bNs2ZRXf58uU2a9Ysu3HjhvMe36ZNG+vZs6erW/GirVu3znLlymUTJkzwWv79999b1qxZ42x38tiyfPlyGzBggG3atMnMbg1TKVy4sE2ZMsXZZsOGDdagQQMrX768Xb16Nc6fEH/88cdWr149u3nz5m2zxEd77bXXrGDBgs7nrBvFfH3+9ttvdvToUaexICwszJYvX25FihSxMmXKOOF9z5491qNHD8uTJ49zIc/tvvrqK0uaNKkVLVrUcufObTly5HCGWX3zzTeWKVMmy5Ili2XPnt1Sp05tW7Zs8XHFdy8yMtJ27NhhV69etSpVqljbtm3N7Nb8AenTp7eAgADr3r27mbkvuP4Xa9assfLly9uCBQusS5cu5vF4vM47Nm7caJkzZ3aG1+zdu9eefvppmzt3rqs+12K21Ldv394ZKhWtQ4cO9sQTTzjnK927d7dly5Z5zS0R2wj2cdz06dMtICDAufIX88Px559/dq6MPkxd2mLLiRMnrHjx4la9enVbvHix82YzYcIEix8/vjVt2tRKly5tuXLlcl60586dszZt2ti2bdvuay0RERF28eJFq1SpkgUGBlqTJk281u/fv9+efvppq169uusnnfGl48ePW758+axEiRJOuA8LC7MPPvjAPB6PtWjRwipWrGh58uRxWhavXLliVapU8emEXtevX7f8+fPbF198YaGhoZYxY0br2LGj86Ezfvx4++mnn8wsbp9MjBkzxlKkSOF8H3PIwNatW23fvn2+KCtWzJ071zJnzmylSpWySpUqWUBAwG0tsMeOHbN+/fpZihQpvIZdxXUxb1V2+PBh++WXX5zX1+XLl61NmzZWo0YNJ8hcu3bN3nzzTStSpIirg929unbtmj3++OPm8XisaNGi9tFHH9mFCxfshRdesPbt23vdZnPz5s3O531c98Ybb1jOnDm9JgSMFn0Bw8xcPdlrzH0aNGiQFS5c2HLlymUFCxZ0blN58+ZNW758uRUtWtTKly/vdLv//fffrVevXpYmTZrbLni5RfT+X7lyxXr27GmffvqpRURE2M8//2z169e3oKAgZ6jVwYMH7ccff7RvvvnGlQ1Q69evtwkTJtigQYOcMfOHDx+2vHnzOhcpDh8+bI0bN7aRI0c68988jKJ72Bw+fNjq169vWbJksaCgIKd3XfRn+t69e61AgQLWpUsX27Fjh9WtW9eaNWvmNWTFLTZt2mSVKlWySpUqObemjTZu3DiLHz++vfLKK9asWTNLliyZzxvcCPZx3G+//WYFChSwXr16WUhIiJn93wuibdu29s4778TpE/m44q+uEJ48edJKlSpllStXtkWLFjnbzZo1yzp27GidOnVyQn30G9b97DYXfeyiH3vDhg1Wo0YNe+yxx2z+/Ple2x44cMDq1q1r9evXj1OznMdVf3XMT58+bYUKFbIiRYo44SMqKsq+/vprq1+/vr344ovOMf/zsfelXr16Wfv27S1Dhgz20ksvOe8DV65cseeee85GjBhh4eHhcfr94MCBA5YpUybr06ePsywyMtIiIyOtY8eONm7cOFddzf+3Nm/ebClTpnR63ETfjePtt992tlm5cqW1bNnScuTIcd8vHD4o0ReUo59z8+bNs6xZs1rOnDnN39/fWrdubdu2bbPz589bu3btLEeOHJY+fXqrWLGipUyZ8pEcPhbz9RkVFWVffvmlVa1a1UaOHGkZM2a07t27W69evSwwMNC+/PJLH1Z692bOnGm5cuWyZcuWOd1zIyMjLSwszBo3buzcwzouv1f9W/3797e0adPawoULbdu2bfbEE09YvHjxnDsW3Lx501asWGEZMmSwDh06OD/322+/2VtvvWUHDhzwVen3bOPGjZY9e3arVq2a12t5//79Vq9ePQsKCnJa7t1q7ty5FhQUZM8884yVL1/eSpYsaZ06dbI9e/ZYxowZbfjw4Xbz5k3r27ev1alT56G+UPnSSy9Znz59nHOPd955xxImTGglS5a0efPmeW177do1GzRokD322GOWIUMGK1eunHM+5bbP+BkzZljx4sUtMDDQq0dOtGHDhlnlypWtQYMGtmPHDl+V6SDYxxHRH3BHjx61o0ePOuMOw8PDrXv37lauXDnr0qWL/fHHH/brr79a3759LU2aND6/MuQGMU8ePv/8cxs8eLAtWrTIeYGeOHHCCfeLFy92to8Z4B9ksNuwYYM1b97c+UDYvHmzVa1a1Ro0aHDbWOmDBw+6ptXGl2Ie86+++srGjBljGzdudI7pncK92V8f89g8AY3+XaGhoV49cSZNmmTBwcFWvnx551ZhERER9uabb1r27Nlvu12ar8RsvT158qSdPHnSeW5fvnzZ3njjDStVqpT17NnTwsPDbf/+/fbWW29Z6tSpH9pJQOfMmWPNmjUzs1uv4UyZMtnLL7/srL969ar98ccf9uWXX8b6DLp3q0OHDl6TkK5Zs8aSJEni3JVl9uzZVqVKFatbt65t377drl69ajt27LAhQ4bYp59+6upAc69++ukn+/rrr83s1vtM/fr17dVXX7WrV69at27drHPnzubxeCxRokRx+jM++nW+Z88eW79+vTPBX3h4uHPr3YULF9q1a9csNDTU3nrrLcuUKdNDM6/Chg0brEKFCs5tzb799ltLnjy5ValSxfz8/JwJMMPCwmzTpk23tVLGhQvG92Lt2rVWtWpVS5gwodPDKDq07d+/35544gnzeDyufa3v2bPHsmTJ4vSq2LNnjyVOnNjefPNNu3jxonXp0sWyZctm2bJls9SpUz/0Fypnz57thPPr16/brl27bPXq1daoUSOrWrWqzZgxw2v769ev27Fjx2zjxo3O88INz/mYvc8uXbpkUVFRNmfOHMudO7dVrFjROZ+JOVzw2rVrsXpLu79DsI8Dop9ECxYssEKFClmePHksXbp0zpjfsLAwGzhwoBUvXtz8/PysQIECliNHjof+TeR+69u3r6VKlcoKFy5s2bNntzZt2jjjf06cOGGlS5e2atWqOSdcsWXs2LFWuHBha9WqlTM52/r1661q1apWr149W7x4cazW8zDp27evJU2a1AoWLGgej8f69evnBODTp09b4cKFrXjx4reN8/V1S9L8+fOtePHiVrp0aXvllVec5QMGDLAcOXJY3bp1rUOHDtasWbM40/L559bb6PezfPnyWerUqZ1bRJ49e9aZYCZZsmSWN29ey549e5zYhwfl/ffftwoVKtjvv/9uWbJksY4dOzonOgsWLLBXX33V6abrBrNmzbI0adJ49SwYOnSo1apVy2u777//3ipUqGAdO3aM5QrjrtDQUCe4d+/e3U6cOGEXLlywIkWK2LRp0ywyMtK2bt1qjRs3tqRJk8bZWbVj9tLIlCmTlS1b1lKkSGGPP/64rVmzxq5fv26VK1e2AgUKWJo0aaxSpUqWLl06V7/O/9zSuG/fPhs6dKhFRUXZihUrLDg42BlOUaZMGfP397dp06Z5/YybuiD/k6ioKPvxxx+tTJkyljNnTmdoRfRz49dff7Wnn37ata32y5Yts2LFipnZrQuyWbNm9Xov+/bbb23VqlU2ffr0ODuvzf3w5/OhqVOnWqNGjZz3pv3791uDBg2satWqNmvWLGe7UaNGeYVfNzz3o/f166+/tkKFCtmkSZPs8uXLFhkZabNmzbJy5cpZ/fr1nXP1uDgXEME+jli0aJElTZrUxowZY/v27bP33nvPPB6PM3NqZGSkXbhwwb799lvbtGmT19g73Fn0h3BUVJRdunTJnnrqKWc81JQpU6xq1ar21FNPOV1nTpw4YdmyZbNOnTrFap3h4eE2fvx4K1eunD377LNe4b5mzZpWsWLF2+5jjDuLeczPnDljtWvXdsaef/LJJ5YhQwbr1q2b04Jw+vRpS5cunTMBTlywdetWS5s2rfXp08cGDBhgadKksZo1azqTsUyfPt26dOliderUue2Wcb7SoUMHa9eunXM1/ttvv7VkyZLZ//73Pzt48KD16NHDkiVLZsOHD7eIiAgLDw+38+fP26xZs2zt2rUPTS+Uv7ogtGnTJqtcubKlSJHCea5FP1e7du1qzZo18+lkO//V8OHDLW/evGZ26yLUqFGj7J133rFy5cpZWFiY199h2rRplihRImeyQNxq3Vm8eLHlyJHDateubUOGDLGpU6faK6+84hUQ4voY9HXr1lmKFCmcu/asWrXK6xaiYWFhtmrVKvvf//5nM2fOdE1vlDuJGeo3bdrktM5FD5F89tln7bXXXnO2e+655yxPnjxWsWLF2C/2AYh+TZ8+fdrOnz/vvGdHRkbajz/+aBUrVrT8+fM7Y7DvdMcHt1m+fLnVq1fPDh06ZJkyZbKOHTs64XTt2rXWt29f19/V4W7873//s7Jly1rr1q2d1/SBAwesYcOGVqlSJevVq5c1aNDAUqdO7Yow/2eLFy+2RIkS2QcffOB1YTUyMtI+//xzK1++vD3xxBNxdtgFwT4OOH36tDVq1MiGDx9uZre64+fIkcMqV65s8eLFsz59+rj6dii+EPNDeP/+/Xb48GF74oknnC7MZrduz1G1alVr0qSJ03L/xx9/xMob0a+//urVbSciIsLGjRtn5cuXt5YtWzpj6NeuXWsNGjRw5YQzsS3mMT927JgdPHjQXn31Va9bzkyaNMkyZMhg3bt3d8L9hQsXfPrhE7PrutmtW8INGjTI+X7Pnj2WKVMmq169unMSGf1zccGfW2/Pnz9vTz75pA0bNszMbs3gnytXLitevLh5PB4bNmxYnP1AvFfRx2THjh22cuVK56LSzZs3rWPHjpYuXTobO3asXblyxY4fP25vvPGGpUqVyn755Rdflv2fbdq0yfLkyWPVq1c3j8dj8+fPty+//NLix49v33//vde2P/30k+XLl++RfQ+Lfk7s37/fVq9ebTt27HBulfTbb7/ZgAEDrGTJkpYsWTLLnTv3X94KMi4aNWqUNWrUyMxu7UuuXLmcceRRUVE+u4vI/RbzOPTt29dKlixpEyZM8Bo2lS9fPnv33XfN7NbQmqeeesq+++67OH8M/43offjmm2+sbNmyljdvXitRooTT9Tq65b5ixYpWuHDhh+Yi3qFDhyxx4sTm8Xjstdde81r36quvWu3atV13277/6q/Gw48bN84qVqxoLVu2dML9wYMH7aWXXrKaNWtaw4YNXTemPioqyq5du2b16tVzbskXLbrRIjIy0r788kvLly+fPf3003Fy3wj2ccD58+dt9OjRdvToUTt9+rQVKFDAXnjhBTO7NWGWx+Ox3r17u/rKp6/07t3bgoODLWPGjJY2bdrbxivGvE98zHFg9zvoxfxw/+2336xMmTLWuXNnr3AfFhZmI0aMsPTp01uHDh2cDww3ddGNC3r16mV58+a1hAkTWtasWb1mYTa7dZvDLFmy2AsvvODVUuyrcB/93FizZo2NGTPGnnzyydtOIqLDfd26db0uTsUFMVtvv/nmG+vatatNmjTJTp8+bWfOnLF8+fJZ+/btzezWfepTpEhhb7/9ttdFCjd755137M0333Q+4L/66itLkiSJPfbYY+bxeJxbV4aFhdnTTz9tBQsWtKRJk1r58uUtZ86cru2a/Morr5jH47GyZcs6y1q0aGGpUqWylStXOse3R48eVrBgwYf+BPhOol/bc+fOtSxZsljmzJkte/bsVqhQIee4X7p0yX777Tdr0aKFeTwey5w5s12/ft0VgbBnz57WpUsXM7Pb7tQxe/Zsmzx58kN13jJgwABLlSqVff/997eF19dff90SJ05sffr0ceYX+KtbFLvRt99+a0mSJLH//e9/tmrVKuvWrZt5PB5nQtCoqChbt26dFSxY0MqWLWuRkZGueA7/k/nz51uSJEmsd+/e9ttvv9muXbusR48eljx5cmcm+IdVzOftsmXLbMWKFbZ27Vpn2ZgxY24L91euXLErV67cNjG0W0TfgSj6ef3n88KLFy9aVFSUzZ07N872QCLYx7KoqCjniXLu3LnbblP37rvvWvXq1Z0r+tEnzWnSpHkku/z8VzE/SNauXWsZM2a0hQsX2rBhw6xUqVJWokSJ224jNXHiROvcufMD/fCNrmvt2rX2448/Wrdu3axixYrWo0cPr3AfHh5uBQoUsKCgIHv++ecfmg/HBynm32fRokWWKVMmmzVrlg0YMMCyZ89uzz33nG3fvt3rZz788EN78skn48zfdtGiRebxeKxcuXJOy92WLVu86tu7d68lSpTInnrqqTh1ohjdelutWjXzeDy2YMECp0V+8ODBVrt2bWd4ycCBAy1TpkyWMmXKh6bV/sMPPzSPx2NDhw61M2fOWMmSJW3q1Kl24MAB+/LLLy1BggTOhdrw8HDbuXOnTZ061X788UfXDkG4du2aVa9e3V544QXLnz+/Pfvss2Z26ySoVatWFhAQYAULFrRy5crFmTkgfGX9+vWWJEkSGz9+vB08eNCWLVtmTz31lCVLluy2GZSnT58eZyeWi34vOn/+vF29etXMbnVZTZo0qSVLlsy6dOni9b70wgsvWNu2be3atWs+qfd+O3bsmJUpU8Zmz57ttTx6n48cOWJdu3a1KlWq2HPPPedc0HBjV+Q/O3r0qNWoUcNGjx5tZv83bLFo0aLm8Xic21hGRkbahg0b4mzguRsRERE2depUCwwMtEyZMlm+fPmsSJEiD/17Wsxzj+7du1vKlCktc+bMljlzZhs6dKizbsyYMVapUiVr1arVbfMMxJXzq/+qQIEC9vzzzzvfR7+G9+3bZx999JHz/hdXEexjyaJFi7zCxbx586xMmTKWI0cOa9SokU2aNMnMzNq3b+81AVGPHj3s008/9epOjH82duxYGzJkiI0cOdJZtmTJEqtXr56VLVv2L+8R/SAD0+rVq83j8diqVassJCTE3nrrLStTpoz17NnTeeMIDQ211q1b23vvvefM2o9/Z/78+fbSSy85Jx9mt3pklCxZ0tq2bXvbSXT0h46vQnLMMYtt2rSxyZMn27Vr1+zgwYOWJUsWq1Sp0m0tAvv27bttor+4ILr1tly5cs6yqKgoa9eunTVt2tS5at+tWzdbtWrVQ3O7xuhj+Mknn5ifn5/17t3bnn/+ea8LtkuWLDF/f3/r0KHDQ9M12cyck5vJkydbnjx57LnnnnPWzZkzxz788EP74IMPXDsj9v3y0UcfWe3atb2WHT9+3Bo1amRlypSxkJCQOHWh7u98/fXXVqFCBcudO7f179/fVq5caW+88YalTZvWmQfmwoUL9uabb1ratGnjxPwfd+vPx+TXX3+1wMDA2+5UY3ZrqE3Mz/Bobmut/CsnT560/v3726lTp+zkyZOWL18+69ixo124cMGaN29uHo/HPvjgA1+X+UAdO3bM1q5da9u2bXMa3h5WMQP5oUOHrHDhwrZt2zbbsmWLvf/++xYvXjzr16+fs824ceMsb968XkMI3SDmJI+bN292hpF9+OGHVrBgQfvf//7ntX2PHj2sTJkyTkNFXEWwjwWnT5+27NmzW7t27ez333+33bt3W7JkyWzIkCH27rvv2iuvvGL+/v42fvx4W7t2rfn5+TknxMmTJ4/Tt7uJi06dOuW0Hv55nEx0uK9QoUKs3m/y4MGD9tVXXzlj8MxunRhHh/tWrVrZunXrrFevXlauXLk4P2lSXPPrr79a+fLlLSgo6LYPl+hw3759e9u8ebPXOl9fUV63bp3VqlXLypUrZz///LOz/OzZs5YpUyarWLFinB9//efW25YtWzrrhg0bZgEBAda1a1d75plnLFmyZK4+2Y8p5twIUVFR9vnnn1u8ePEsXbp0XhNLmZktXbrUkiRJYs8999xDc1Ej2uXLl23KlCmWJ08ep+Ue/+e9996ztGnTOi3XMWeTz5Ytm2sufGzZssWCgoJs8ODB9vrrr1uJEiWsefPmNnz4cHvllVcsQYIEVqRIEStTpoxlyZLF1S2aMUP9V199ZYcPH7Zjx45Znjx57JNPPvF63Zvd6rkwdOhQr9Z5X3+23K0/9yqNblSKfv727dvX6tWr57yP9enTx+mFdf78edfuN243cuRIa9Wqlb366qvOssuXL9vYsWMtXrx4zuTeZrfez9zUOyXm7PfZsmWzfPnyWaJEiaxTp062evVq69SpkxUsWNCeeeYZGzJkiLVq1coCAwNv6/0ZFxHsY8mWLVusZMmS1qlTJ+vbt6/16NHDWRcaGmpjxowxf39/mzJlis2YMcMqVarkNWM7/tqdPkg2bdpkTzzxhKVIkeK2W60sXbrUSpcu/UBuwXSnlpfDhw+bv7+/JUyY0IYMGWJm/9e15+rVqzZmzBgrXry4BQcHW548eZyZ+/HX7nTM58+fbxUqVLC8efM6k5ZF+/zzz2/rQhYXHD161AoVKmQej8eZWTra2bNnLXv27FawYME4H4b/3HobM+D16dPHKlSoYHXr1n2o3s+in4MrVqywrl272i+//GJffvml+fn52YABA7zu0GB2a/6BtGnTPjQTS8V05coVmzJlihUsWNAaNmzo63LilLVr11rhwoVt3LhxXj02du3a5ZrbPB44cMDefvtt5/PL7NbzuVatWvb000/bggUL7Mcff7Rhw4bZzJkz4+wt+v6NmJ8tffr0sYwZM9qHH35oZmatW7e2tGnT2o8//uhsd+3aNWvYsKG1bdvW1aH2z71Kv/rqK6d3xoABA5zzkkaNGnldvO3SpYtNnTrVVXf1wD+7fPmyde/e3ZIkSWKPP/74bevGjh1r/v7+t80H5KZwv2zZMkuePLl9/PHHFhYWZosXLzaPx2Mvvviiff/99zZt2jSrUqWKlS9f3po1a+aaORUI9rFoy5YtVrp0acuaNettt1QLCQmx559/3lq0aGFmt144zIT/z2IG6XPnzjn3KDe71W25Zs2aljlz5tvC/YYNGx5Y98ejR4/anDlzzOzWjOEtWrSwCRMmWJo0aby6q8acZfPixYu2Y8cOWur/hZjH7eLFi163fly+fLnVqFHD6tevbxs2bPD6uWXLlsXJD50TJ05YqVKlrGLFirZixQqvddGTabplzOJftd6GhIQ8lO9n8+bNs0SJEtnbb7/t9AaZOHGi+fn52ZAhQ24L9w/zkKorV67YRx99ZKVLl7YTJ074upxYF32Mt2/fbsuWLXO6dUZGRlrbtm2tVKlSNnr0aLt48aJdu3bNevfubXny5Inz7/mhoaFWsmRJS5s2rb3xxhte6xYsWGDVqlXzupXsw2Lw4MGWOnVq27Rpk9M6HRUVZU8//bSlTZvWOnbsaK+//rpVrlzZChQo4Iypd2O4j9mr9MCBA7Z3715Lnjy5vf322/b6669b8eLFnWM8efJk8/f3t7feesvatm1rqVOnjpPDw/Df3Ol8+OjRo9a/f3/zeDz20Ucfea27cuWKvfvuu1apUqXb7uzjBqGhodaxY0enh+fBgwctZ86c1qRJEwsMDLTmzZt7nXe5aRJQgn0s27Fjh2XLls3y5s3r3B4q2ptvvmlFihTxmkwNfy3mG0n//v2tQoUKlixZMmvatKlzH92dO3davXr1LGvWrHf88Lnf4f7mzZv2zDPPWPny5a1r167m8Xhs6tSpFhUVZVOmTLEECRJY3759H9jvf9jFPOZDhgyx8uXLW/bs2a1atWpOKP7222+tdu3aVr9+fdu4ceNtj+Hr2e/37t1rS5YssfXr1zsfHIcPH7bixYt77Uc0tz1HYrbeNmjQwNflPDD79u2z7Nmz33bCY2b28ccfm5+fn73zzjuuO3734urVqw/N3Q7uxldffWWJEye2PHnyOLfIiu7a3L59eytcuLAlSZLEKlSoYKlSpXJFa72Z2datW+2xxx6zChUq3DY0aNGiRVa0aFFr2bKlXb161XUn+Hdy/vx5q1mzpnM7t+PHj9vq1autY8eONmfOHGvXrp21atXK6tata126dHEu0rt5TH10r9LOnTvb22+/bW+//bazbuHChVatWjVr1KiRffnllzZ8+HArVKiQVatW7bbzWLhPzM+oX3/91datW2fnz5+3iIgIu379ur3xxhuWNGlSmzBhgtfPxbx7h9te92FhYTZ79mw7cOCAnT9/3ooVK+bcvWfmzJnm8XisTp06zlApN+0fwd4Hdu7caYUKFbK2bdt6dX3q2LGj1axZ86Fu1XkQBg0aZGnSpLH58+fb/v37rWLFipYrVy6nlX7btm1Wv3598/f3j5V7KV+8eNHKlCljHo/HXn75ZWf5tWvXbNKkSRY/fnyviUfw3w0YMMDSpUtnM2bMsKNHj1q2bNmsePHizvFdsGCB1a1b18qUKfOXEyXGppi3vcqQIYPlyJHDsmTJYrly5XImnYoO97Vq1bJFixbd9rNu8ii03q5YscIee+wxO3z4sLMs5gnSjBkzzOPx2IgRI3xRHmJJ9Ovz3LlzVqZMGZs6daodOnTIFixYYAkTJrRWrVpZeHi4RUVF2a5du2zChAn2xRdf3DaDdFy3Y8cOK1q0qHXs2PG2cL9s2TKv14HbXbhwwTJkyGB9+/a1H374wZo3b26lS5e2EiVKWMaMGZ2LeTGDvJtDfbSYvUp79+7tte7bb7+16tWrW7NmzezHH380s4e7B9KjIub5xZtvvmn58uWz4OBgK1mypL300kt25swZO3funPXt29cCAwOd28D91WO4SfStpD/77DMrV66cM2H1rFmzrGrVqpY1a1ZXDisi2PvI1q1brWDBgpYjRw5r27atvfjii5YqVSqufv4HUVFRduLECStbtqwtWLDAzG7NPJ84cWLnLgPRbzg///yzde/ePVZaa2/evGnVq1e3okWLWq1atZyr/mb/F+4TJUpkXbt2feC1PGyioqLs6NGjVrJkSa9jnjRpUvv444+9tv3iiy9uuwVTbIv5gbd582ZLliyZTZgwwU6dOmU//vijtW/f3vz9/W358uVmdqvrW44cOeyJJ56I87dU+ScPe+vt119/bZkzZ3YCTcxbU65evdr27t1rs2fPZvLTR8DSpUuta9eu1qZNG6/JEVevXm0JEya01q1bPxSvha1bt1rx4sXthRdeiBMXTB+kSZMmWYoUKSwwMNB69erl9KRq2bKltW7d2mtbtwabO9mxY4dlz579jr0zFi5caEWLFrUWLVo8lEOrHmUjR460tGnT2sqVK83M7LnnnrPUqVPbunXrzOzWpNT9+vUzj8dj8+fP92Wp993gwYOtYMGCzmz3b7zxho0ZM8ZV3e9jItj70M6dOy1XrlyWOXNmGzZs2EN1xftB+XNIu3DhghUvXtwuXrxo8+fPt6RJk9r48ePN7FaInjZt2m2zDsdGuL9x44adOnXK6tevb9WqVbPPPvvMa/37779v6dKli/PjK+OCPx/z06dPW+7cuc3sVjfQmMf88uXLNnnyZOdK7F89xoMW/eEY83dPnTrVKleu7PX8O3v2rLVr184KFSrkzKR+4sQJ17XmPYoOHjxoiRIlsjfffPO2dV26dLG33norTs7pgPtv6tSp5vF4LF26dE6voejX/erVqy0wMNCaNm1q58+f92WZ98XWrVutdOnS9swzz8T5ST3v1ZEjR7yG8EVGRlqNGjW8htM9jB6l3hmPusjISLty5Yo1aNDA6YmyePFiS5YsmdNYEhYWZuHh4Xb69Gn7+OOPH4reKTFt3brVAgICrEKFClajRg0LDAx09US/BHsf+/nnn61WrVoEvP/oxRdftN69e9vJkyctZ86c1qZNG0uRIoXXeNfdu3db7dq1bfHixT6r8/fff7f69etbjRo1bPr06WZ2az6ANm3aPBQneQ9azJaQV1991bp162YRERFWpEgR5/YjMbuG7d271ypWrOh0b/eFXbt2mcfjua1Hxscff2xBQUHOaz1635YuXWoZM2Z0zYyr+D+TJ0+2BAkSWM+ePW3Xrl22Z88e69WrlyVPnvyhDz0wW7NmjTPka+7cuRY/fnx74403nBPf6Nf48uXLLX369F4TfbrZpk2brEqVKg/N/vyTy5cv29q1a61BgwZWqFChhy7Y3Mmj1DvjUXOnHiZVq1a1HTt22LJly7zG04eFhdnEiRNtzZo1Xts/bK+Bn376yZ577jnr1KlTnL/F8D8h2McBf25dxO1ivhHt2bPHcubMaatWrTIzs+nTp1vixImdW7BERUXZ1atXrX79+larVi2ft5odPHjQGjdubAULFrSSJUtaUFDQbTO243Yxj/maNWssf/78zjF/9913LU2aNF4zr1+/ft3q169vdevW9Wn3+5s3b9q0adMsceLE1r17d2f55s2brWjRojZ8+HCvizq///675cyZ87Zb9CHui4yMtNmzZ1uKFCksU6ZMlitXLsuTJ49rJkXDvxf9mo0echE9t0fM2eCnT5/u3N85+nMn5m3RHiaPynlLVFSUrV692ho0aGB16tRxuuf6+rwiNjxKvTMeFTHPq2bNmuVMNN2oUSPLkyePBQUF2eTJk51tjh8/btWqVXOGtz7MYg6nc7P4gs8lTJjQ1yXEeR6PR5L0/vvva//+/WrYsKGqVasmSapXr566du2qd955R1FRUfJ4PDp16pTOnTunLVu2KF68eIqKipKfn59Pas+ePbvGjBmjZcuW6fjx42revLny5Mnjk1rcJPqYz507VwsWLFDdunWdY96sWTPt27dPP/zwg1q0aKE0adJox44dOn/+vLZu3So/Pz+fHfMECRKodevW8vf3V9u2bRUYGKj+/furZMmSqlixombOnKmIiAi1atVKQUFBmjhxosxMOXLkiPVacW/8/PzUrFkzVahQQUeOHJHH41H27NmVLl06X5eG+2j27Nl69tlntXv3buXNm1eSlCJFCsWPH19JkiRRZGSk4sWLp1atWsnj8aht27by8/NTv379FD/+rdOsRIkS+XIX7rtH5bzF4/GoXLlyGjx4sIoUKSI/Pz9FREQ4x/VhVqxYMY0dO1Y9e/ZUUFCQr8vBPYp5TrR7924NHz5ckpQpUyYNHTpU7dq1k7+/v55//nmFhYXp+vXr6tChgyIiItS2bVsfVh47fJUR7jePmZmviwD+jcjISLVp00azZ89W/fr19fXXXzvrrl27pu+++07Tp09X8uTJlS1bNr3xxhuKHz/+I/Mh/LCI+eETEhKi5s2ba/PmzapXr55mzJjhbHfo0CGtWbNGU6dOVaZMmZQ5c2a9/fbbPj3m0bV/9913+vHHHzVt2jQdOXJEvXr10rvvvitJev3117Vu3Trt2rVLRYsW1eHDh7V06VIVK1Ys1usF8M+OHj2qjh07aufOnVq1apXy5s2ro0ePqnr16lq7dq3Sp08vSTIzeTweff7552rVqpXefvtt9e3b18fV437yZSOBr9y4ceORuZDzKOjZs6cOHTqkU6dOae/evUqbNq26dOmi5MmTq2fPnkqcOLFSp04tSbp+/bo2btyoBAkSOBcwEbcR7BFn/fbbb0qfPr2SJUumQYMG6ZVXXtGVK1c0evRoffjhh5o3b54aN24s6f8+bP/8ocsbkbscO3ZMmTNnliR9+OGHatSokS5evKi3335ba9eu1ahRo9SiRYu/fQxfH/NFixapWbNmGjx4sJIkSaI9e/Zo/Pjx6ty5sz744ANJ0r59+7Rjxw4lSpRIRYoUUZYsWXxWL4B/duLECXXs2FGbN2/W6tWrlSJFCpUtW1bbtm1TqlSpbtt+9uzZKlSokPLly+eDagHgdp9++qm6du2qlStXKnv27AoLC1Pr1q118+ZNtWnTRrVq1dJnn32m8PBwZcyYUW3btlW8ePFoIHMRgj3ipC1btuiJJ57Q0KFDtWXLFo0bN0579uxR3rx5dfjwYQ0bNkyzZs3S559/roYNG8puzRch6VZ3muiWE7jHli1bVKpUKX333Xf65ptvNH36dG3atEm5cuXStm3b9M477+js2bN67bXX1KRJE0mKcx82ERERatOmjRIlSqRJkyZJkq5evaovvvhCL774onr06OG03ANwl+PHj+vFF1/U9u3bNWnSJA0ZMkTFixdXiRIlFC9ePF2+fFnh4eEqVKiQqlev7utyAcBLv3799MMPP+iHH36QdOt8+fjx42rSpInOnz+vd999V02bNpX0fz2QfN1Ygv8m7pwRAzGUKFFCTZs2Vffu3XXjxg2tXbvWGdsY3c3ez89PrVu31meffaYGDRp4BXlCvfuUKFFC3bt315NPPimPx6N169YpV65cMjMVK1ZMvXr10vDhwzVmzBh5PB499dRTcSrUS7c+CI8ePaps2bI5y5IkSaLmzZvrp59+0vDhwxUREaGRI0f6rkgA/8qfLxBnypRJH3/8sV588UXVr19fOXPm1LFjx7R161ZJt7osBwQEqGbNmr4qGQBuE/1eFhAQoBs3bujmzZtKmDChwsPDlSlTJr377rtq0KCBPvroI0VEROiZZ55xfpZQ7y6P1kAhxHlRUVFOy3vp0qV18+ZNpUyZUvv27dOFCxec7bJnz66ePXuqRYsWeuKJJ7Ru3TpflYx7FBUV5fw/V65cunr1qsLDw3Xy5ElJ/3eRplSpUurVq5eCg4PVt29fff/9974o928lSJBATZs21bZt27RhwwZnedKkSZUvXz7lzZtXM2fO1JkzZ3xYJYB/En0i/PPPP+uLL77QokWLJP1fuG/RooXOnj2r999/X+vWrdOPP/6oLVu2aNWqVSpQoICPqweA/xN9HtWoUSNt27ZN7733nqRb5yySdPPmTT3++OPyeDyaPHmybt68SQOZSxHsEaf4+fk5rbUNGjTQoUOH1LRpUw0dOlSzZs3SxYsXnW1z5MihQYMG6Z133lGZMmV8WDXuRfScCD///LNefPFFHThwQJ07d1ajRo00f/58Sf8X/kuVKqW+ffvqqaeeUqVKlXxVsldNf/zxh44fP+4sr1atmlKnTq1x48Z5hftTp06pbdu22r9/P7OmA3Gcx+PR/PnzVaFCBb377rtq2LChWrdurd9++02ZMmXS8OHDVbZsWVWpUkXbt293ToIDAgJ8XDkA3FmhQoU0adIkDR06VL169dKWLVt08OBBjRkzRsWLF9fYsWO1cuVKrVmzxtel4m7F9v31gH+ycuVKS5s2rYWGhjrLOnXqZNmzZ7fx48fbxYsXzcysXbt2dvbsWWeb8PDw2C4V98ns2bMtV65cXss6d+5siRIlsm+++cZZ1rNnTzty5IjzfWzfS3jq1Kl2+PBh5/t58+ZZrly5LFOmTJYvXz4bMWKEXblyxVauXGlVq1a13Llz2xNPPGENGjSwoKAg2717d6zWC+C/ib6P8dmzZ61WrVo2ZcoUu3z5sv3000+WJk0aa9q0qe3Zs8fMzE6dOmXly5e33LlzO/c3B4C4bu7cuZY2bVrLlCmTZcyY0YoVK2bXr1+3w4cPW+7cuW3Hjh2+LhF3icnz4HP2p3GMa9euVa1atbR7927lzJnTWf7qq69q6dKlqlChgo4ePaodO3bozJkzcW6cNf7Zn4/5unXr9MQTT2jnzp1Knz6904r/2muvafz48erRo4d+/PFHnTt3Trt27fLJMb98+bJy586tjBkzauHChTpz5oyqV6+uHj16qFSpUpo/f742bNigUqVK6f3339eRI0e0bt06ffvtt8qYMaNeeeUVFSxYMNbrBvDfLFu2THPmzNHly5c1evRoBQcHS7rVq6h+/fqqVKmShgwZorx58+rMmTMKCwvjzhYAXOXEiRM6duyYwsPDVaFCBfn5+alPnz6aP3++Vq9e7bzvwV0I9ohzzEyFChXSRx99pMqVK+v69etKlCiRJGno0KE6cOCAwsPDNXXqVO6t6UJ/DvXSrdvcFStWTD/88IMKFCjgNdv90KFDtXr1aqVNm1bTpk3z6TE/duyY6tWrp6CgIL3++uvauHGj10R4Y8eO1aRJk/TCCy+oc+fOkm512fd4PIxXA+Kw6PelqKgo/fjjj6pataoCAgL0008/qVixYl5j7hs3bqx8+fJp7Nixeuyxx3xdOgDck927d+u9997T4sWL9d1336lo0aK+Lgl3iTH2iBPeeecdNWnSRN26ddPs2bN19uxZZ3xydKiXpL59++rjjz/WjBkzlCBBAkVERBDqXSY64I4ePVpPP/20Ro8erQ0bNihjxoxav369JHm1yPft21ezZ8/WzJkzfX7MM2fOrCVLlujChQtq3ry59u7dq8jISGd9586dVaJECedWd9L/zRsBIO7yeDxau3atXnrpJRUtWlSbN29WeHi4PvzwQ50+fVoej0dmppIlS2rOnDk6cuSIEidO7OuyAeCeRERE6ObNm0qbNq1++OEHQr3L0WIPnwsNDdWnn36qbdu26ejRo4qIiNCGDRsUERGh6tWrK3ny5KpWrZrCwsLUpUsXp5v2nVp+EfdFRUUpNDRUw4YN0759+3T16lUdOHBAZ86ccWaPL1u2rHLmzKmAgAC1bdvW+dm4csyPHz+up59+WkePHtWSJUtUqFAhZ93s2bM1YMAA/fjjj0qVKpUPqwTwX0ydOlV9+/ZV48aNNXz4cG3btk1Vq1ZV+/btNWjQIAUHBzvvQWFhYUyUB+ChER4e7sySD/ci2CPWRUVFOeH8TkJCQjRkyBDt27dPJUuW1KlTp7Rz504lTJhQ33333d/+LOKmfzrmhw8fVpcuXRQWFqZKlSpp7969WrdunQoUKKAFCxb49JhHn8jv27dPly9f1vXr11WpUiUdP35c9erVU4IECTR58mTlzZtXCRMm1Msvv6yNGzdqzZo1Spo0qc/qBvDfTZ8+XUOGDFH16tX1/vvva8uWLapWrZo6duyofv36KUOGDJLizkVGAACiEewRq2IGvM8//1y7d+/WjRs3VL9+fdWoUcPZ7n//+58mTZqkHTt2yN/fX9euXXO6Pf5TSETcEvN4zZs3T3v37lXixImVP39+1a1b19lu1KhR+vTTT51bR12/fl0JEyZ0xr364phHn7zPnz9fXbt2VaJEiXT48GE1b95c77zzjiIiItSgQQOdOnVKBQoUUN68efXVV19p2bJldGcDXODgwYNKmDChE9gl6dNPP9WwYcNUpUoVjR07Vps2bVLlypX1+uuva+TIkQz/AgDESaQjxKrocNarVy+9+eabOnTokK5du6ZatWpp8uTJznjlatWqKTIyUqGhoZLkhHozI9S7TMxj3qVLF23fvl0bNmzQs88+q48//tjZLnPmzAoNDVVYWJikW3Mr+DLUS7fG3S5fvlzt2rVTnz59tH37ds2bN0/Tpk1T165dJUkLFy5U4cKF9cMPP6hRo0b6+eefCfWAC1y8eFEVK1bUuHHjdOrUKWd527Zt1atXL02ZMkVdunRR0aJF9dNPP6ljx46EegBAnEVCQqxbuHChZs6cqTlz5mjWrFl68sknJUn+/v7OSVP27Nl15MgR7dy50+tn6froTl9//bVmzZql2bNna+7cuXr88cd19epVr4kRq1evrsuXL2vHjh1eP+vLCzmXLl3SvHnz1LVrV3Xs2FEnTpzQq6++qiZNmmjp0qXq3LmzIiIiNHnyZJUtW1b58uVT5syZfVYvgH8vRYoUmjlzpmbOnKlPPvlEJ0+edNa1b99eRYsW1YwZMzRw4ECVKVNG+fLl82G1AAD8PW4Ajlh34sQJVaxYUaVLl9bcuXPVrl07TZgwQa1atVJoaKhOnjypzJkz64UXXlDVqlV9XS7ug/3796tcuXIqV66cvvrqK73++usaO3asWrdurStXrujAgQMKDg5W1apVVbJkSV+X60iYMKFq1qyp4sWL68KFC2rSpImqVq2qSZMmadasWWrZsqXCw8M1ceJErVmzxms2fwBxX9WqVfXZZ5/p2Weflcfj0QsvvKD06dPr2rVrKlWqlJo0aaLmzZtzURkAEOdxFopY5/F4FBoaqlmzZunFF1/UiBEj1LFjR0nSkiVLtGzZMn3yyScaN26cJHGf+odA4sSJFRwcrPnz56tNmzYaOXKkc8yXLVumrVu3asiQIZo3b56kuHPM/f391bBhQyVMmFAzZsxQwoQJNXDgQEm3nsdVqlTRnj17FBUVRagHXKpixYqaNWuWWrVqpbNnz6p8+fLavXu31qxZo/Xr1yswMNDXJQIA8I/oio9YV7BgQZ07d07PP/+8+vfvr5deekmSdO3aNc2YMcOrS76kOBHwcG8yZcqkKVOmqFmzZhoxYoRefPFFSdKVK1f0ySef6MqVK14tYnHpmCdMmFCSdOjQIV2+fFlJkiSRJO3YsUNNmjTR/v37lSVLFl+WCOAeVaxYUXPmzNGOHTvUu3dvff311/rss88I9QAA12BWfDwQ0ROe/dUtgQYOHKhPPvlE7dq1U8OGDRUWFqZ33nlHp0+f1s8//6z48eNzOyGX+fPx+vP3Q4YMUf/+/TVp0iQVKlRI8ePHV+/evfXHH39o8+bNcf6Yb9u2TeXKlVPJkiWVMGFCbd68WWvXrlXhwoV9XRqA++Ty5csKCQlRwoQJlSZNGl+XAwDAv0awx30XM5z9+uuvyps3r7Mu5gznb7zxhtatW6d169apbNmySp48uRYsWKAECRLEma7Y+HdiHvPt27d7zQof85j37NlTX375pUJCQpQvXz4lS5ZMS5Yscc0xX79+vT766CMFBQXp5ZdfVoECBXxdEgAAAECwx/0VM8S9/vrrmjRpko4cOaLUqVM728QMcCEhITp06JDSp0+vdOnSyePxKCIigvHKLhIz1L/55ptasmSJFi5cqIwZM95x+3379unSpUsKCgpSrly55Ofn56pjHhUVJY/HE2d7FgAAAODR444zabhGdKjfv3+/Ll++rKVLl3qFeunW+OnoMJg8eXIVK1bMWcckZO4THXA3bdqkbdu2afz48XcM9dEXffLkyXPbcjcdc1/efg8AAAC4E/ecTcM1Zs2apf79+ytFihTKly+fVyt+tL9q7SQ0udNnn32mefPmyePxqFixYnccK/9Xx5ZjDgAAANwbgj3uu5s3bypdunTavXu3IiIi5Ofn54rx07h7R48e1ebNmxUVFaWjR48qd+7cvi4JAAAAeGTQVIZ7EhUVdduy1q1bq2fPnkqfPr2aNWumM2fOKF68eIqMjPRBhbjf7nTM+/btqwEDBihx4sR677339Pvvv/ugMgAAAODRxOR5uGsxu9gvXrxYFy9eVHh4uBo1aqTkyZPrm2++0YgRI5Q4cWJNnz5d6dKlo+Xe5WIe8xUrVujatWsKDQ1V69atJUnjxo3TpEmTVLlyZXXp0kXZs2f3ZbkAAADAI4Fgj3vWu3dvff755ypYsKD27t2rzJkz680331S9evU0e/ZsjRs3TokTJ9aUKVOUPn16X5eL+6B3796aM2eO0qVLp9OnTytVqlSaNm2aChQooNGjR2v69OmqXLmyXnnlFbrlAwAAAA8YXfFxT6ZOnaoZM2bom2++0dKlSzVgwACtX7/eWf/000/r9ddf1+HDhzV8+HAfVor7ZcKECZo6darmzZun9evX65133tHWrVt18uRJSbduc9iqVSvNmTNHixYt8nG1AAAAwMOPyfNwT3777Tc9+eSTKl68uL788kt169ZNY8eOVb169XTlyhVFREToqaeeUvLkyVWlShVfl4v7YP/+/ercubOKFSumL7/8Ui+//LI++ugj1apVS5cuXVJgYKC6dOmi4OBgNWvWzNflAgAAAA89Wuzxr/151EZkZKSOHj2qrFmzatu2bXrhhRf07rvv6uWXX1ZUVJSmTp2q2bNnS5KqV6/OBHoPiW3btsnM9NNPPznH/KWXXlJUVJTee+89jR8/XpL0zDPPcMwBAACAWECwx78WfV/ykSNHaseOHYoXL57q1aungQMHqkSJEpo4caJeeuklSdL169e1cOFCHT582OsxmDjPPe40+70ktWvXTl999ZWqVq2qDz74wDnmV65c0fbt23X69Gmv7TnmAAAAwINFsMd/cvPmTX3//ffq2rWrQkJC9OSTT6pdu3YKDg5WihQpdO3aNe3fv19NmzbVuXPnNHjwYF+XjLsQc/b7rVu3au3atbpw4YKioqJUuXJlpU+fXgULFnQmQ/z999/17LPP6o8//tBbb73ly9IBAACARw6z4uNvxQx40ZYsWaKRI0fq+eefV8uWLbVp0yZNmjRJU6dOVfr06ZUiRQoFBQVp5cqVSpAgAbe4c7HevXtrypQpzvctWrRQr169dOHCBfXu3Vvbt2+Xn5+f0qRJo8SJE+v777/nmAMAAACxjGCPf+V///ufgoKC9MILL0iSXnzxRW3cuFHbt2+XJF27dk179uzRsWPHlC5dOpUtW1Z+fn6KiIhQ/PjM0egWZuYMuViyZIlefvllTZw4UQUKFNCcOXM0Z84cZcmSRWPGjJEkHTp0SL/88oty5sypChUqKF68eBxzAAAAIJYR7PG3zEz79u1T/vz5JUlvvvmmKlWqpOrVq6tkyZIqXbq0Pvnkkzv+7J1a++EOn3zyiS5cuKCrV696DaeYOXOmhg0bpvbt26tLly63/Rwt9QAAAEDsI3XhNjEnTfN4PMqbN68GDx6slClT6tSpU5o+fbratGmjLl26aM+ePVqyZMkdH4dQ707h4eH65JNP1KdPH+3evdtrVvsWLVqoUqVKGj9+/B1nuyfUAwAAALGP5IXbRAfyxYsXO13tX3vtNTVr1kzZs2dX165dde3aNfXs2VN79+7V559/rmvXrvmwYtyLP3faSZAggVasWKHGjRvr+++/14YNG7zWlyhRQilTptT169djs0wAAAAAf4Fgj9uYmU6ePKmWLVvqjTfe0ODBgxUYGKgiRYrot99+U968eTV//nwNHDhQWbJk0dGjR5UoUSJfl427EBUV5Yypv3Dhgs6dOydJCgoK0owZM1SoUCG1aNFCS5cu1fHjx3Xx4kXNmDFDKVKkUJIkSXxZOgAAAID/jzH2kHTn8fD79u3T/PnzNXXqVGXMmFEDBw7UCy+8oLp162r06NGSbt3mLHv27PLz8/OaeA3u8tZbb2nFihU6cOCAmjRpourVq6t58+a6ceOG6tWrpzVr1ihbtmwqV66cDhw4oDVr1ihBggQccwAAACAOINjDK9Tv2rVL169fV9q0aZUtWzZJ0pEjR9S2bVt5PB4lSZJE69at07Rp09SwYcM7PgbivpjHa8yYMRoyZIiGDBmi0NBQrVq1SmfOnFH79u31yiuv6OrVq2rXrp0WLFigFStWqHLlypLE7PcAAABAHEESe8SZmRPw3njjDTVs2FBPPfWU8uXLp+7du2vnzp3KmjWrVq9erSeffFKJEiVSSEiI1q9f7/U4hHp3iT5e27dv15EjR/TBBx+oQ4cO6tGjh0aNGqXKlSvr008/1dq1a5UkSRJNmjRJ5f9fe3cfU2Xdx3H8cw4PBclTxIQZEw0hEMkVRjJNFqxWA5mBoCZmWzpGT8Ikq/kHf5iJLlBIIJ0oEamVTZgVZVCI5vChgQ9AI4WBE3UgmkfHeDjn/sN5urmp+0bvDA+8X9u1wXVdv+v3vc7OP5/z+13XLyJCS5cu1enTpyWJUA8AAADcI0hjY9i/P1+dm5uroqIibdu2TdXV1SooKFBFRYU2bdqkhoYGSdJbb72l3NxcFRcXD1oCDbbHbDartrZWjz/+uHJycmQymazHAgMDlZKSot9//1319fWSJFdXV5WXl8vf318RERHW7wQAAACAkUewH4Nqamok3Ry1vbVkWU1NjRYtWqSoqCg98sgjWrp0qdasWaPvvvtO+/fvt7b19vZWcnKy7O3t1d/fPyL14878+1M3RqNR4eHhKiwslMVi0YEDB3Tp0iXr8cDAQAUEBOjIkSPWdi4uLvryyy81Z84cOTo6/uP1AwAAAPhzBPsxZu3atXrttde0c+dOSTfXHe/t7dW1a9esQb23t1eSNG/ePC1evFgfffSRenp6hiyLxlRs23JrdkZpaalKSkokScuXL1dubq5KS0uVn5+v8+fPS5JMJpPa29v18MMPD3o5nqurq8rKyuTv7//P3wAAAACAP0UyG2Pmz5+vw4cPa9u2bZKkhQsXytHRUeHh4crOzlZGRoYmTpyogYEB2dnZycfHR76+vnJwcODt56OAyWRSdna2nJ2d5eTkpISEBL3++uvq7+9Xenq6KioqNH36dF24cEEWi0WZmZlDrsH3AAAAALi3MGI/xkyZMkW5ubm6//77tXXrVn366aeSpPfee0/h4eGaPXu2GhoadOPGDfX09Gjfvn3y8vKSnZ3dCFeOO/GfsyzGjRun8vJyOTk5afPmzfr8888lSStWrFB+fr6OHDmipqYmJSYmqq6uTo6Ojurr6xuJ0gEAAAAME8F+DJo0aZLy8vLk7OysoqIi7dy5U/fdd58KCwsVGhqqsLAwRUREaMaMGbp48aI1/LMyou25Nbp+7tw5674JEyZo+/btMhqNKigo0J49eyRJKSkpysvLU01Njdra2tTT0yNJcnBw+OcLBwAAADBsrGM/hrW0tOiNN96QyWRSamqqEhMTJUm7du3S1atX5eDgoJdffll2dnasWW7DtmzZopKSEq1du1azZ8+27j937pzmzp0ri8Wi1atXKz4+XtLNFRJWrlypVatWKSMjQ66uriNVOgAAAIBhINiPcbfC/fXr17Vs2TItWrRoyDm3nreHbTp58qQSEhL06KOPKiMjQ7NmzbIe+/HHHzV37lwFBAQoKytL0dHRkqSsrCxlZWWpublZnp6eI1U6AAAAgGEg2EMtLS1688031dPTo6SkJL366qsjXRL+Zo2NjUpISNCkSZO0atUq68j9119/rc8++0wPPfSQcnJyZDT+8XROd3e3PDw8RqpkAAAAAMPEM/bQpEmTlJubK5PJpBMnTox0ObgLgoKC9MUXX6i1tVUbNmxQcXGx2tra9PHHH2vatGnatGmTjEajzGaz9V0K7u7uI1s0AAAAgGFhxB5WHR0dGj9+/KBRW4wuTU1NSktL06lTpyRJ3t7e+vnnn+Xg4CCLxcJSdgAAAIANIthjCLPZTLgfxTo7O9XW1qauri4988wzvBwRAAAAsHEEe2CM4+WIAAAAgG0j2AMAAAAAYMOYbw0AAAAAgA0j2AMAAAAAYMMI9gAAAAAA2DCCPQAAAAAANoxgDwAAAACADSPYAwAAAABgwwj2AAAAAADYMII9AACjRGRkpFasWPGP9NXa2iqDwaC6ujpJ0k8//SSDwaArV67c1X79/Py0cePGu9oHAAC2hmAPAAD+bxEREero6JCbm9vfcr0dO3bI3d19yP6jR49q+fLlf0sfAACMFvYjXQAAALB9jo6O8vb2vuv9eHl53fU+AACwNYzYAwAwCnV3d2vJkiXy8PCQs7Oznn/+eTU3Nw8659ChQ4qMjJSzs7M8PDz03HPPqbu7W5JUUVGhWbNmyd3dXZ6enoqJidGZM2f+sr//nIofGRkpg8EwZGttbZUkZWdna9q0aXrggQfk6+ur1NRUmUwm67VeeeUVXb161douMzNT0tCp+G1tbYqLi9O4cePk6uqqxMREXbx40Xo8MzNT06dPV0lJifz8/OTm5qYFCxbo2rVr/+cnDADAvYNgDwDAKLR06VIdO3ZM5eXlOnz4sCwWi1544QX19fVJkurq6hQVFaXg4GAdPnxYBw8eVGxsrAYGBiRJ169fV3p6uo4dO6bKykoZjUbNmzdPZrN5WP1/9dVX6ujosG4vvviiAgMDNX78eEmS0WhUbm6uTp8+reLiYlVVVentt9+WdHNa/8aNG+Xq6mptv3LlyiF9mM1mxcXF6fLly6qurtb+/ft19uxZJSUlDTrvzJkz2rt3r/bt26d9+/apurpa69atu+PPFgCAew1T8QEAGGWam5tVXl6uQ4cOKSIiQpJUWloqX19f7d27V/Pnz9f69esVFham/Px8a7upU6da/46Pjx90zaKiInl5eamhoUEhISH/s4YHH3zQ+ndOTo6qqqpUW1srJycnSRr0kj8/Pz+tWbNGKSkpys/Pl6Ojo9zc3GQwGP7r9P7KykqdPHlSLS0t8vX1lSR98sknmjp1qo4ePaoZM2ZIuvkDwI4dO+Ti4iJJSk5OVmVlpd5///3/eR8AANgCRuwBABhlGhsbZW9vr/DwcOs+T09PBQYGqrGxUdIfI/Z/pbm5WQsXLtTkyZPl6uoqPz8/STenvt+Ob7/9Vu+88452796tgIAA6/4ffvhBUVFRmjBhglxcXJScnKyuri7duHHjtu7T19fXGuolKTg4WO7u7tb7lG7+cHAr1EuSj4+PLl26dFv3AQDAvYxgDwDAGHRr5PyvxMbG6vLly9q6datqa2tVW1srSert7R12Hw0NDVqwYIHWrVunZ5991rq/tbVVMTExCg0N1Z49e3T8+HFt3rz5tq8/XA4ODoP+NxgMw36kAAAAW0CwBwBglAkKClJ/f781jEtSV1eXfv31VwUHB0uSQkNDVVlZ+aftb527evVqRUVFKSgoyPpSveHq7OxUbGys4uPjlZaWNujY8ePHZTab9eGHH+qpp55SQECAzp8/P+gcR0dH6/P+/+0+29vb1d7ebt3X0NCgK1euWO8TAICxgGAPAMAoM2XKFMXFxWnZsmU6ePCg6uvrtXjxYk2YMEFxcXGSpHfffVdHjx5VamqqTpw4oaamJhUUFKizs1MeHh7y9PTUli1b9Ntvv6mqqkrp6em3VUN8fLycnZ2VmZmpCxcuWLeBgQH5+/urr69PeXl5Onv2rEpKSlRYWDiovZ+fn0wmkyorK9XZ2fmnU/Sjo6M1bdo0vfTSS/rll1905MgRLVmyRHPmzFFYWNidf4AAANgYgj0AAKPQ9u3b9cQTTygmJkYzZ86UxWLRN998Y52WHhAQoO+//1719fV68sknNXPmTJWVlcne3l5Go1G7du3S8ePHFRISorS0NG3YsOG2+j9w4IBOnTqliRMnysfHx7q1t7frscceU3Z2trKyshQSEqLS0lJ98MEHg9pHREQoJSVFSUlJ8vLy0vr164f0YTAYVFZWJg8PDz399NOKjo7W5MmTtXv37jv/4AAAsEEGi8ViGekiAAAAAADAnWHEHgAAAAAAG0awBwAAAADAhhHsAQAAAACwYQR7AAAAAABsGMEeAAAAAAAbRrAHAAAAAMCGEewBAAAAALBhBHsAAAAAAGwYwR4AAAAAABtGsAcAAAAAwIYR7AEAAAAAsGH/AvtwFEeZLzRZAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Image sizes"
      ],
      "metadata": {
        "id": "mQNuhV_kgVrh"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The size of the images is 600 x 450 pixels."
      ],
      "metadata": {
        "id": "hg6GE4eyFzAC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sizes = []\n",
        "\n",
        "for path in df['path'].sample(100):\n",
        "    img = Image.open(path)\n",
        "    sizes.append(img.size)\n",
        "\n",
        "print(pd.Series(sizes).value_counts())"
      ],
      "metadata": {
        "id": "KOcvLjLTgSvz",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f6b5461c-f6b3-44a3-8cd2-4a9f3872588b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(600, 450)    100\n",
            "Name: count, dtype: int64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 2. Prepare dataset"
      ],
      "metadata": {
        "id": "fDVHdawVDHs4"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "In this section, we process the previous dataframe to make it valid for the model training."
      ],
      "metadata": {
        "id": "uli5clwnF_XO"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Encoding Binary Labels"
      ],
      "metadata": {
        "id": "NT7arLy3e73y"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Our goal is to classify between benign and malignant. Then, we should encode the lesion type to a new feature describing both states. This new feature is numerical: 0 means benign and 1, malignant.\n",
        "\n",
        "| Class | Name                                | Value     |\n",
        "|-------|-------------------------------------|-----------|\n",
        "| nv    | Melanocytic nevi (moles)            | Benign    |\n",
        "| bcc   | Basal cell carcinoma                | Malignant |\n",
        "| bkl   | Benign keratosis-like lesions       | Benign    |\n",
        "| df    | Dermatofibroma                      | Benign    |\n",
        "| vasc  | Vascular lesions                    | Benign    |\n",
        "| mel   | Melanoma                            | Malignant |\n",
        "| akiec | Actinic keratoses / Bowen's disease | Benign    |\n"
      ],
      "metadata": {
        "id": "UUZPpEJIGbBr"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Mapping from dx to benign/malignant\n",
        "# 0 --> benign\n",
        "# 1 --> malignant\n",
        "benign_malignant_dict = {\n",
        "    'nv': 0,\n",
        "    'bcc': 1,\n",
        "    'bkl': 0,\n",
        "    'df': 0,\n",
        "    'vasc': 0,\n",
        "    'mel': 1,\n",
        "    'akiec': 0\n",
        "}\n",
        "\n",
        "# Create new column\n",
        "df['target'] = df['dx'].map(benign_malignant_dict)\n",
        "\n",
        "# Preview\n",
        "print(df[['dx', 'target']].head())"
      ],
      "metadata": {
        "id": "kbMiT2C1EqDi",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2248dd03-b5e3-4ec9-fc5a-a21df14d0ad6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "    dx  target\n",
            "0  bkl       0\n",
            "1  bkl       0\n",
            "2  bkl       0\n",
            "3  bkl       0\n",
            "4  bkl       0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Dataset split"
      ],
      "metadata": {
        "id": "vlf-og5zet3H"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "We split the dataset into training (70%) and validation (15%) and test (15%) sets."
      ],
      "metadata": {
        "id": "vSzSAIxfJ37m"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "train_val_df, test_df = train_test_split(\n",
        "    df,\n",
        "    test_size=0.15,\n",
        "    random_state=42,\n",
        "    stratify=df['target']\n",
        ")\n",
        "\n",
        "train_df, val_df = train_test_split(\n",
        "    train_val_df,\n",
        "    test_size=0.1765,   # ≈ 15% of total dataset\n",
        "    random_state=42,\n",
        "    stratify=train_val_df['target']\n",
        ")\n",
        "\n",
        "print(\"Train size:\", len(train_df))\n",
        "print(\"Validation size:\", len(val_df))\n",
        "print(\"Test size:\", len(test_df))"
      ],
      "metadata": {
        "id": "-O8mgD1JdWIc",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "dc2cdb17-abcd-4847-e2c7-30ddbb787263"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Train size: 7009\n",
            "Validation size: 1503\n",
            "Test size: 1503\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We convert to string format the encoded column for ImageDataGenerator."
      ],
      "metadata": {
        "id": "z2twgcoVLabe"
      }
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "e33981bd",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6378638c-507e-40b6-df8b-1d58bca68fb1"
      },
      "source": [
        "# Convert 'target' column to string type for ImageDataGenerator\n",
        "train_df['target'] = train_df['target'].astype(str)\n",
        "val_df['target'] = val_df['target'].astype(str)\n",
        "test_df['target'] = test_df['target'].astype(str)\n",
        "\n",
        "print(\"Train target dtype after conversion:\", train_df['target'].dtype)\n",
        "print(\"Validation target dtype after conversion:\", val_df['target'].dtype)\n",
        "print(\"Validation target dtype after conversion:\", test_df['target'].dtype)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Train target dtype after conversion: object\n",
            "Validation target dtype after conversion: object\n",
            "Validation target dtype after conversion: object\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Class imbalance"
      ],
      "metadata": {
        "id": "pPX8nFnHj0gb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(6,3))\n",
        "\n",
        "sns.countplot(data=train_df, x='target')\n",
        "\n",
        "plt.title(\"Benign vs Malignant Distribution\")\n",
        "plt.xlabel(\"Lesion Type\")\n",
        "plt.ylabel(\"Count\")\n",
        "plt.show()\n",
        "\n",
        "print(train_df['target'].value_counts())"
      ],
      "metadata": {
        "id": "6lfCrP9fE_HY",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 402
        },
        "outputId": "67d06e4f-9566-40b0-fcbd-a9c8cba90614"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x300 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "target\n",
            "0    5870\n",
            "1    1139\n",
            "Name: count, dtype: int64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We decide to handle class imbalanced in the training set through these two approaches:\n",
        "* **Class weight**: Instead of treating every sample equally, the model gives more importance to rare classes during training, through weights.\n",
        "* **Data augmentation**: create new training samples by modifying existing ones\n",
        "\n",
        "Oversampling instead is not a recommend approach since it can cause overfitting. No new information is added, and reduces data diversity.\n"
      ],
      "metadata": {
        "id": "dWQ0o2Q-Lp0U"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Class weight**"
      ],
      "metadata": {
        "id": "Xp5cQvTMeqWr"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The weight given to malignant samples is 3.0768, whereas benign have a weight of 0.5970."
      ],
      "metadata": {
        "id": "fMoLhtWliBUd"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.utils.class_weight import compute_class_weight\n",
        "\n",
        "classes = np.unique(train_df['target'])\n",
        "\n",
        "weights = compute_class_weight(\n",
        "    class_weight='balanced',\n",
        "    classes=classes,\n",
        "    y=train_df['target']\n",
        ")\n",
        "\n",
        "class_weights = dict(enumerate(weights))\n",
        "\n",
        "print(class_weights)"
      ],
      "metadata": {
        "id": "adq7EoEXYdP0",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "705370d7-ce5a-47e0-d486-fff431666feb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{0: np.float64(0.5970187393526405), 1: np.float64(3.0768217734855137)}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ax8rlh30ZhOe"
      },
      "source": [
        "## 3. Build the model"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import tensorflow as tf\n",
        "from tensorflow.keras import layers, models\n",
        "from tensorflow.keras.applications import DenseNet121\n",
        "from tensorflow.keras.applications.densenet import preprocess_input\n",
        "from tensorflow.keras.layers import Dense, GlobalAveragePooling2D\n",
        "from tensorflow.keras.models import Model\n",
        "from tensorflow.keras.optimizers import Adam\n",
        "\n",
        "gpus = tf.config.list_physical_devices('GPU')\n",
        "print(\"GPUs:\", gpus)\n",
        "\n",
        "strategy = tf.distribute.MirroredStrategy()"
      ],
      "metadata": {
        "id": "dU5JiaPn_lnC",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "91f0a366-66e6-4cee-f0f0-2e775be75fee"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "GPUs: [PhysicalDevice(name='/physical_device:GPU:0', device_type='GPU')]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data_augmentation = tf.keras.Sequential([\n",
        "    tf.keras.layers.RandomFlip(\"horizontal\"),\n",
        "    tf.keras.layers.RandomRotation(0.1),\n",
        "    tf.keras.layers.RandomZoom(0.1),\n",
        "    tf.keras.layers.RandomContrast(0.1),\n",
        "])"
      ],
      "metadata": {
        "id": "NfBIjr-pY2Tp"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "AFJCXBrJUKLR",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "39516c3d-612a-4fb9-fc45-783e2f9e08c6"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/densenet/densenet121_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
            "\u001b[1m29084464/29084464\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 0us/step\n"
          ]
        }
      ],
      "source": [
        "base_model = DenseNet121(\n",
        "    weights='imagenet',\n",
        "    include_top=False,\n",
        "    input_shape=(224, 224, 3)\n",
        ")\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "inputs = tf.keras.Input(shape=(224,224,3))\n",
        "\n",
        "x = data_augmentation(inputs)"
      ],
      "metadata": {
        "id": "2INO0PpRY4uk"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "22f8d008"
      },
      "outputs": [],
      "source": [
        "x = base_model(x)\n",
        "x = GlobalAveragePooling2D()(x)\n",
        "x = Dense(512, activation='relu')(x) # Added another Dense layer\n",
        "x = Dense(256, activation='relu')(x) # Existing Dense layer\n",
        "predictions = Dense(1, activation='sigmoid')(x) # Output layer for binary classification\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model = Model(inputs=inputs, outputs=predictions)\n",
        "model.compile(optimizer=Adam(learning_rate=0.0001), loss='binary_crossentropy', metrics=['accuracy'])\n"
      ],
      "metadata": {
        "id": "od78tkrOgxt9"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5513bd4f"
      },
      "source": [
        "## 4. Data Generators\n",
        "\n",
        "A generator is an object that produces batches of data on the fly instead of loading the entire dataset into memory at once. Using it, images are loaded only when needed, memory efficient and it can apply real-time augmentation.\n",
        "\n",
        "We prepare data generators for training and validation. The training generator will include data augmentation and preprocessing, while the validation generator will only preprocess the images."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "f3469edf",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ce606dd4-3a75-4514-c4a7-43bc5cba6c7d"
      },
      "source": [
        "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
        "\n",
        "# Image dimensions\n",
        "IMG_WIDTH = 224\n",
        "IMG_HEIGHT = 224\n",
        "\n",
        "# Data generators\n",
        "train_datagen = ImageDataGenerator(\n",
        "    preprocessing_function=preprocess_input,\n",
        "    rotation_range=20,\n",
        "    width_shift_range=0.2,\n",
        "    height_shift_range=0.2,\n",
        "    shear_range=0.2,\n",
        "    zoom_range=0.2,\n",
        "    horizontal_flip=True,\n",
        "    fill_mode='nearest'\n",
        ")\n",
        "\n",
        "val_datagen = ImageDataGenerator(preprocessing_function=preprocess_input)\n",
        "\n",
        "# Flow from dataframe\n",
        "train_generator = train_datagen.flow_from_dataframe(\n",
        "    dataframe=train_df,\n",
        "    x_col='path',\n",
        "    y_col='target',\n",
        "    target_size=(IMG_WIDTH, IMG_HEIGHT),\n",
        "    batch_size=32,\n",
        "    class_mode='binary',\n",
        "    seed=42\n",
        ")\n",
        "\n",
        "val_generator = val_datagen.flow_from_dataframe(\n",
        "    dataframe=val_df,\n",
        "    x_col='path',\n",
        "    y_col='target',\n",
        "    target_size=(IMG_WIDTH, IMG_HEIGHT),\n",
        "    batch_size=32,\n",
        "    class_mode='binary',\n",
        "    seed=42\n",
        ")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 7009 validated image filenames belonging to 2 classes.\n",
            "Found 1503 validated image filenames belonging to 2 classes.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "09bea580"
      },
      "source": [
        "Now, the `train_generator` will use the `train_df_balanced` DataFrame, which has an equal number of samples for both classes. This will help the model learn more effectively from the minority class during training."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "93ce6220"
      },
      "source": [
        "## 6. Train the Model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5f844e65",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "095514e8-5ce4-4e73-b399-8a134e6548f8"
      },
      "source": [
        "from tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint\n",
        "\n",
        "model_checkpoint = ModelCheckpoint(\n",
        "    'best_model.keras',\n",
        "    monitor='val_accuracy',\n",
        "    save_best_only=True,\n",
        "    mode='max'\n",
        ")\n",
        "\n",
        "# Train the model\n",
        "history = model.fit(\n",
        "    train_generator,\n",
        "    epochs=50, # You can adjust the number of epochs\n",
        "    validation_data=val_generator,\n",
        "    callbacks=[model_checkpoint],\n",
        "    class_weight=class_weights # Use class weights to handle imbalance\n",
        ")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/50\n",
            "\u001b[1m135/220\u001b[0m \u001b[32m━━━━━━━━━━━━\u001b[0m\u001b[37m━━━━━━━━\u001b[0m \u001b[1m1:23\u001b[0m 987ms/step - accuracy: 0.6718 - loss: 0.5491"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UZxgXYAnZ_nU"
      },
      "source": [
        "## 7. Evaluation"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "In this section we are going to evaluate the best model achieved during training. The model will be evaluated using the following metrics:\n",
        "\n",
        "* Accuracy\n",
        "* Precision\n",
        "* Recall\n",
        "* F1-score\n",
        "* ROC-AUC\n",
        "\n",
        "Particular attention will be\n",
        "given to recall, since false negatives in cancer detection may have severe\n",
        "clinical consequences.\n",
        "\n",
        "F1-score will give us a description of the balance between both\n",
        "precision and recall, whereas ROC-AUC, diagnostic discrimination ability."
      ],
      "metadata": {
        "id": "rh1RPq1cYG_t"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Test generator"
      ],
      "metadata": {
        "id": "7oLDY4ttZscd"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The test generator has the `shuffle` set to `False`, compared to the other two generators."
      ],
      "metadata": {
        "id": "GG_kEE3EbIpE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "IMG_WIDTH = 224\n",
        "IMG_HEIGHT = 224\n",
        "\n",
        "test_datagen = ImageDataGenerator(\n",
        "    preprocessing_function=preprocess_input\n",
        ")\n",
        "\n",
        "test_generator = test_datagen.flow_from_dataframe(\n",
        "    dataframe=test_df,\n",
        "    x_col='path',\n",
        "    y_col='target',\n",
        "    target_size=(IMG_WIDTH, IMG_HEIGHT),\n",
        "    batch_size=32,\n",
        "    class_mode='binary',\n",
        "    shuffle=False\n",
        ")"
      ],
      "metadata": {
        "id": "not0FEkGQRZx"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "14157876"
      },
      "source": [
        "### Load best model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "482b5187"
      },
      "source": [
        "from tensorflow.keras.models import load_model\n",
        "\n",
        "best_model = load_model('/content/best_model.keras')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ed9952c5"
      },
      "source": [
        "### Training metrics evolution"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "40195b33"
      },
      "source": [
        "plt.figure(figsize=(12, 5))\n",
        "\n",
        "# Plot training & validation accuracy values\n",
        "plt.subplot(1, 2, 1)\n",
        "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 left')\n",
        "\n",
        "# Plot training & validation loss values\n",
        "plt.subplot(1, 2, 2)\n",
        "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 left')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d7213f37"
      },
      "source": [
        "### Evaluate on test set"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "results = best_model.evaluate(test_df)\n",
        "\n",
        "for name, value in zip(best_model.metrics_names, results):\n",
        "    print(f\"{name}: {value:.4f}\")"
      ],
      "metadata": {
        "id": "_9eQgt9AMP_V"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8fd0c0ae"
      },
      "source": [
        "### Predictions and Classification Report"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7aa74334"
      },
      "source": [
        "from sklearn.metrics import classification_report, confusion_matrix\n",
        "\n",
        "test_generator.reset()\n",
        "y_prob = best_model.predict(test_generator)\n",
        "y_pred = (y_prob > 0.5).astype(int).ravel()\n",
        "y_true = val_generator.classes\n",
        "\n",
        "print(\"Classification Report:\")\n",
        "print(classification_report(y_true, y_pred), target_names=[\"Benign\", \"Malignant\"])\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a4a0cfa1"
      },
      "source": [
        "### Confusion Matrix"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "21fb9859"
      },
      "source": [
        "from sklearn.metrics import confusion_matrix\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "cm = confusion_matrix(y_true, y_pred)\n",
        "\n",
        "plt.figure(figsize=(6,5))\n",
        "\n",
        "sns.heatmap(\n",
        "    cm,\n",
        "    annot=True,\n",
        "    fmt='d',\n",
        "    cmap='Blues',\n",
        "    xticklabels=[\"Benign\", \"Malignant\"],\n",
        "    yticklabels=[\"Benign\", \"Malignant\"]\n",
        ")\n",
        "\n",
        "plt.xlabel(\"Predicted\")\n",
        "plt.ylabel(\"True\")\n",
        "plt.title(\"Test Confusion Matrix\")\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### ROC-AUC"
      ],
      "metadata": {
        "id": "Esne2aavRL_6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import roc_auc_score\n",
        "\n",
        "auc = roc_auc_score(y_true, y_prob)\n",
        "\n",
        "print(f\"ROC-AUC: {auc:.4f}\")"
      ],
      "metadata": {
        "id": "KKL2VorfRLed"
      },
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "nbformat": 4,
  "nbformat_minor": 0
}