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": "d4e814aa-3448-444d-fca1-887a1115945f"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "h6Rh6KODV7UK",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "65eebcfc-283c-4ed1-a9c8-cdb6893f1b6b"
      },
      "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": 3,
      "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": "2ea426b7-a2f9-4ada-8640-bc3049497048"
      },
      "execution_count": 4,
      "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": "687f8830-7ca4-4063-9764-277b8ecabf8f"
      },
      "execution_count": 5,
      "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": "9b46aad1-6007-4d03-9dd7-9b226b53f1e4"
      },
      "execution_count": 6,
      "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": "21cf257d-09d9-40c3-ae06-283d4e2d4af1"
      },
      "execution_count": 7,
      "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": "86906157-5274-4198-f64b-08cc5dbe3434"
      },
      "execution_count": 8,
      "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": "80a02104-34ac-4246-e99e-242095c9594d"
      },
      "execution_count": 9,
      "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": "47d4259e-73f8-4a1f-d87e-a4e6feabadf6"
      },
      "execution_count": 10,
      "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": "c1a79a4b-cd4c-455b-e290-173009ff19d5"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 1 Axes>"
            ],
            "image/png": 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\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": "55bcc8ae-82d4-4794-8262-a9f7928f685a"
      },
      "execution_count": 12,
      "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": "5883b7da-0dcb-4fba-e4c7-26f2a12c731f"
      },
      "execution_count": 13,
      "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": "code",
      "source": [],
      "metadata": {
        "id": "DcvW-vhyVvxH"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "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": "a2fe85a2-9c06-4a97-a6a5-d24cd2687883"
      },
      "execution_count": 14,
      "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": "1c25d89b-32b7-4fb1-f1ec-3e94d171ad6c"
      },
      "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": 15,
      "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": "1bae862c-e16d-4868-9996-93be0d5c3d8b"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x300 with 1 Axes>"
            ],
            "image/png": 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tGtLT0xEcHAxra2ucO3cO69evx9y5c9G3b9/HqsPGxgaxsbEYM2YMunbtin79+uHixYtISEiAt7d3lf/lam1tjT59+uD777/HrVu38MUXX5j0//777+jWrRv69esHPz8/WFlZYePGjcjOzsaAAQMqvL133333oWN69eqFH374Aa+++ipCQkJw4cIFLF68GH5+fuJRq0elUqnw7rvvipe7du/eHcePH8e2bdtQu3btSn09n3/+eTg7OyMsLAxjx46FTCbDypUrH+vQvre3N5ycnLB48WLUqlULDg4OaNeunUlALIvx57aoqAjZ2dnYvXs3kpKS4Onpic2bN5d7Y764uDjs27cPISEh8PT0RE5ODhYuXIh69eqhY8eOj1XXg7i4uKBjx44IDw9HdnY25syZAx8fH4wcOVIcM2LECGzYsAHdu3dHv3798Mcff2DVqlUmC08rWttLL72EwMBAfPTRR7h48SJatGiBnTt34scff0RkZGSpuenpwVBC/0mTJk0S/21ra4vGjRtj0aJFeOutt0zGLV68GP7+/vjqq6/w4YcfigtQX3/9dXTo0KFKahk9ejQEQUB8fDzef/99tGjRAps3b8bYsWOr5e6v/fv3x9KlSyGTydCvXz+TPg8PDwwcOBDJyclYuXIlrKys0LhxY6xbtw6hoaFVXgtw98ZXOp0OX331FXbs2AE/Pz+sWrUK69evr9QHF06fPh329vZYsmQJdu3aBY1Gg507d6Jjx46V+nq6urpi69ateO+99zBx4kQ4Ozvj9ddfR7du3R56uuRBrK2tsXz5csTExODtt99GUVERli1b9tA3f+PPrY2NDVxcXNCsWTPMmTMH4eHh5S5yBYCXX34ZFy9exLfffourV6+idu3a6NKlC6ZMmQKlUvlYdT3Ihx9+iBMnTmDatGm4ceMGunXrhoULF8Le3l4co9VqER8fj1mzZiEyMhIBAQHi1/teFanNwsICmzdvxqRJk7B27VosW7YMDRo0wMyZM0vNS08XmcCVQERVrqSkBHXq1EGfPn2wZMkSc5fzn5eXlwdnZ2d88skn+Oijj8xdDhFVE64pIXpMd+7cKXUqYMWKFcjNzS3z1t1UvrLuFjpnzhwA4NeT6CnHIyVEjyklJQVRUVF47bXX4OrqimPHjuGbb76Br68v0tLSzP5hZ/81CQkJSEhIQM+ePeHo6Ij9+/fju+++Q3BwMHbs2GHu8oioGnFNCdFjatCgATw8PDBv3jzk5ubCxcUFQ4cOxeeff85AUgnNmzeHlZUVZsyYAYPBIC5+/eSTT8xdGhFVMx4pISIiIkngmhIiIiKSBIYSIiIikgSuKXkEJSUlyMrKQq1atar8ZlhERERPM0EQcOPGDbi7uz/wM7SMGEoeQVZWFjw8PMxdBhER0X/WpUuXUK9evXLHMJQ8AuOdFi9duiTewpyIiIgezmAwwMPD46F3LQYkEEr++ecfTJgwAdu2bcO///4LHx8fLFu2DAEBAQDuHvaZPHkylixZgry8PHTo0AGLFi3Cs88+K86Rm5uLMWPGYMuWLbCwsEBoaCjmzp0LR0dHccyJEycQERGBI0eOoE6dOhgzZgzGjx//SDUaT9koFAqGEiIiokp4lOUPZl3oev36dXTo0AHW1tbYtm0bTp8+jfj4eJOPFJ8xYwbmzZuHxYsX4/Dhw3BwcIBWqzX5JNTBgwcjIyMDSUlJ2Lp1K/bt24c333xT7DcYDAgODoanpyfS0tIwc+ZMxMbG4uuvv36i+0tERETlEMxowoQJQseOHR/YX1JSIqjVamHmzJliW15eniCXy4XvvvtOEARBOH36tABAOHLkiDhm27ZtgkwmE/755x9BEARh4cKFgrOzs5Cfn2+y7UaNGj1SnXq9XgAg6PX6Cu0fERFRTVeR91CzHinZvHkzAgIC8Nprr8HNzQ2tWrUy+fCyCxcuQKfTISgoSGxTKpVo164dUlNTAQCpqalwcnIST/cAQFBQECwsLHD48GFxTOfOnU3urqnVanH27Flcv369VF35+fkwGAwmDyIiIqpeZg0lf/75p7g+ZMeOHRg1ahTGjh2L5cuXAwB0Oh0AQKVSmbxOpVKJfTqdDm5ubib9VlZWcHFxMRlT1hz3buNe06ZNg1KpFB+88oaIiKj6mTWUlJSUoHXr1vjss8/QqlUrvPnmmxg5ciQWL15szrIQExMDvV4vPi5dumTWeoiIiGoCs4aSunXrws/Pz6TN19cXmZmZAAC1Wg0AyM7ONhmTnZ0t9qnVauTk5Jj0FxUVITc312RMWXPcu417yeVy8UobXnFDRET0ZJg1lHTo0AFnz541afv999/h6ekJAPDy8oJarUZycrLYbzAYcPjwYWg0GgCARqNBXl4e0tLSxDG7d+9GSUkJ2rVrJ47Zt28fCgsLxTFJSUlo1KiRyZU+REREZD5mDSVRUVE4dOgQPvvsM5w/fx5r1qzB119/jYiICAB3r2mOjIzEJ598gs2bN+PkyZMYOnQo3N3d0bt3bwB3j6x0794dI0eOxC+//IIDBw5g9OjRGDBgANzd3QEAgwYNgo2NDYYPH46MjAysXbsWc+fORXR0tLl2nYiIiO4jEwRBMGcBW7duRUxMDM6dOwcvLy9ER0dj5MiRYr/w/zdP+/rrr5GXl4eOHTti4cKFeO6558Qxubm5GD16tMnN0+bNm/fAm6fVrl0bY8aMwYQJEx6pRoPBAKVSCb1eX22ncvzHraiWeYmkJG3mUHOXQERPWEXeQ80eSv4LGEqIqgZDCVHNU5H3ULOeviEiIiIyYighIiIiSWAoISIiIklgKCEiIiJJYCghIiIiSWAoISIiIklgKCEiIiJJYCghIiIiSWAoISIiIklgKCEiIiJJYCghIiIiSWAoISIiIklgKCEiIiJJYCghIiIiSWAoISIiIklgKCEiIiJJYCghIiIiSWAoISIiIklgKCEiIiJJYCghIiIiSWAoISIiIklgKCEiIiJJYCghIiIiSWAoISIiIklgKCEiIiJJYCghIiIiSTBrKImNjYVMJjN5NG7cWOy/c+cOIiIi4OrqCkdHR4SGhiI7O9tkjszMTISEhMDe3h5ubm4YN24cioqKTMakpKSgdevWkMvl8PHxQUJCwpPYPSIiIqoAsx8padKkCS5fviw+9u/fL/ZFRUVhy5YtWL9+Pfbu3YusrCz06dNH7C8uLkZISAgKCgpw8OBBLF++HAkJCZg0aZI45sKFCwgJCUFgYCDS09MRGRmJESNGYMeOHU90P4mIiKh8VmYvwMoKarW6VLter8c333yDNWvWoGvXrgCAZcuWwdfXF4cOHUL79u2xc+dOnD59Grt27YJKpULLli0xdepUTJgwAbGxsbCxscHixYvh5eWF+Ph4AICvry/279+P2bNnQ6vVPtF9JSIiogcz+5GSc+fOwd3dHQ0bNsTgwYORmZkJAEhLS0NhYSGCgoLEsY0bN0b9+vWRmpoKAEhNTUWzZs2gUqnEMVqtFgaDARkZGeKYe+cwjjHOUZb8/HwYDAaTBxEREVUvs4aSdu3aISEhAdu3b8eiRYtw4cIFdOrUCTdu3IBOp4ONjQ2cnJxMXqNSqaDT6QAAOp3OJJAY+4195Y0xGAy4fft2mXVNmzYNSqVSfHh4eFTF7hIREVE5zHr6pkePHuK/mzdvjnbt2sHT0xPr1q2DnZ2d2eqKiYlBdHS0+NxgMDCYEBERVTOzn765l5OTE5577jmcP38earUaBQUFyMvLMxmTnZ0trkFRq9WlrsYxPn/YGIVC8cDgI5fLoVAoTB5ERERUvSQVSm7evIk//vgDdevWhb+/P6ytrZGcnCz2nz17FpmZmdBoNAAAjUaDkydPIicnRxyTlJQEhUIBPz8/ccy9cxjHGOcgIiIiaTBrKHn//fexd+9eXLx4EQcPHsSrr74KS0tLDBw4EEqlEsOHD0d0dDT27NmDtLQ0hIeHQ6PRoH379gCA4OBg+Pn5YciQITh+/Dh27NiBiRMnIiIiAnK5HADw9ttv488//8T48eNx5swZLFy4EOvWrUNUVJQ5d52IiIjuY9Y1JX///TcGDhyIa9euoU6dOujYsSMOHTqEOnXqAABmz54NCwsLhIaGIj8/H1qtFgsXLhRfb2lpia1bt2LUqFHQaDRwcHBAWFgY4uLixDFeXl5ITExEVFQU5s6di3r16mHp0qW8HJiIiEhiZIIgCOYuQuoMBgOUSiX0en21rS/xH7eiWuYlkpK0mUPNXQIRPWEVeQ+V1JoSIiIiqrkYSoiIiEgSGEqIiIhIEhhKiIiISBIYSoiIiEgSGEqIiIhIEhhKiIiISBIYSoiIiEgSGEqIiIhIEhhKiIiISBIYSoiIiEgSGEqIiIhIEhhKiIiISBIYSoiIiEgSGEqIiIhIEhhKiIiISBIYSoiIiEgSGEqIiIhIEhhKiIiISBIYSoiIiEgSGEqIiIhIEhhKiIiISBIYSoiIiEgSGEqIiIhIEhhKiIiISBIYSoiIiEgSGEqIiIhIEiQTSj7//HPIZDJERkaKbXfu3EFERARcXV3h6OiI0NBQZGdnm7wuMzMTISEhsLe3h5ubG8aNG4eioiKTMSkpKWjdujXkcjl8fHyQkJDwBPaIiIiIKkISoeTIkSP46quv0Lx5c5P2qKgobNmyBevXr8fevXuRlZWFPn36iP3FxcUICQlBQUEBDh48iOXLlyMhIQGTJk0Sx1y4cAEhISEIDAxEeno6IiMjMWLECOzYseOJ7R8RERE9nNlDyc2bNzF48GAsWbIEzs7OYrter8c333yDWbNmoWvXrvD398eyZctw8OBBHDp0CACwc+dOnD59GqtWrULLli3Ro0cPTJ06FQsWLEBBQQEAYPHixfDy8kJ8fDx8fX0xevRo9O3bF7NnzzbL/hIREVHZzB5KIiIiEBISgqCgIJP2tLQ0FBYWmrQ3btwY9evXR2pqKgAgNTUVzZo1g0qlEsdotVoYDAZkZGSIY+6fW6vVinOUJT8/HwaDweRBRERE1cvKnBv//vvvcezYMRw5cqRUn06ng42NDZycnEzaVSoVdDqdOObeQGLsN/aVN8ZgMOD27duws7Mrte1p06ZhypQpld4vIiIiqjizHSm5dOkS3n33XaxevRq2trbmKqNMMTEx0Ov14uPSpUvmLomIiOipZ7ZQkpaWhpycHLRu3RpWVlawsrLC3r17MW/ePFhZWUGlUqGgoAB5eXkmr8vOzoZarQYAqNXqUlfjGJ8/bIxCoSjzKAkAyOVyKBQKkwcRERFVL7OFkm7duuHkyZNIT08XHwEBARg8eLD4b2trayQnJ4uvOXv2LDIzM6HRaAAAGo0GJ0+eRE5OjjgmKSkJCoUCfn5+4ph75zCOMc5BRERE0mC2NSW1atVC06ZNTdocHBzg6uoqtg8fPhzR0dFwcXGBQqHAmDFjoNFo0L59ewBAcHAw/Pz8MGTIEMyYMQM6nQ4TJ05EREQE5HI5AODtt9/G/PnzMX78eLzxxhvYvXs31q1bh8TExCe7w0RERFQusy50fZjZs2fDwsICoaGhyM/Ph1arxcKFC8V+S0tLbN26FaNGjYJGo4GDgwPCwsIQFxcnjvHy8kJiYiKioqIwd+5c1KtXD0uXLoVWqzXHLhEREdEDyARBEMxdhNQZDAYolUro9fpqW1/iP25FtcxLJCVpM4eauwQiesIq8h5q9vuUEBEREQEMJURERCQRDCVEREQkCQwlREREJAkMJURERCQJDCVEREQkCQwlREREJAkMJURERCQJDCVEREQkCZUKJQ0bNsS1a9dKtefl5aFhw4aPXRQRERHVPJUKJRcvXkRxcXGp9vz8fPzzzz+PXRQRERHVPBX6QL7NmzeL/96xYweUSqX4vLi4GMnJyWjQoEGVFUdEREQ1R4VCSe/evQEAMpkMYWFhJn3W1tZo0KAB4uPjq6w4IiIiqjkqFEpKSkoAAF5eXjhy5Ahq165dLUURERFRzVOhUGJ04cKFqq6DiIiIarhKhRIASE5ORnJyMnJycsQjKEbffvvtYxdGRERENUulQsmUKVMQFxeHgIAA1K1bFzKZrKrrIiIiohqmUqFk8eLFSEhIwJAhQ6q6HiIiIqqhKnWfkoKCAjz//PNVXQsRERHVYJUKJSNGjMCaNWuquhYiIiKqwSp1+ubOnTv4+uuvsWvXLjRv3hzW1tYm/bNmzaqS4oiIiKjmqFQoOXHiBFq2bAkAOHXqlEkfF70SERFRZVQqlOzZs6eq6yAiIqIarlJrSoiIiIiqWqWOlAQGBpZ7mmb37t2VLoiIiIhqpkqFEuN6EqPCwkKkp6fj1KlTpT6oj4iIiOhRVOr0zezZs00e8+fPx/79+xEZGVnqSpzyLFq0CM2bN4dCoYBCoYBGo8G2bdvE/jt37iAiIgKurq5wdHREaGgosrOzTebIzMxESEgI7O3t4ebmhnHjxqGoqMhkTEpKClq3bg25XA4fHx8kJCRUZreJiIioGlXpmpLXX3+9Qp97U69ePXz++edIS0vD0aNH0bVrV7zyyivIyMgAAERFRWHLli1Yv3499u7di6ysLPTp00d8fXFxMUJCQlBQUICDBw9i+fLlSEhIwKRJk8QxFy5cQEhICAIDA5Geno7IyEiMGDECO3bsqLodJyIioscmEwRBqKrJVq5ciQkTJiArK6vSc7i4uGDmzJno27cv6tSpgzVr1qBv374AgDNnzsDX1xepqalo3749tm3bhl69eiErKwsqlQrA3VvgT5gwAVeuXIGNjQ0mTJiAxMREk0uXBwwYgLy8PGzfvv2RajIYDFAqldDr9VAoFJXet/L4j1tRLfMSSUnazKHmLoGInrCKvIdWak3JvUcrAEAQBFy+fBlHjx7Fxx9/XJkpUVxcjPXr1+PWrVvQaDRIS0tDYWEhgoKCxDGNGzdG/fr1xVCSmpqKZs2aiYEEALRaLUaNGoWMjAy0atUKqampJnMYx0RGRj6wlvz8fOTn54vPDQZDpfaJiIiIHl2lQolSqTR5bmFhgUaNGiEuLg7BwcEVmuvkyZPQaDS4c+cOHB0dsXHjRvj5+SE9PR02NjZwcnIyGa9SqaDT6QAAOp3OJJAY+4195Y0xGAy4ffs27OzsStU0bdo0TJkypUL7QURERI+nUqFk2bJlVVZAo0aNkJ6eDr1ejw0bNiAsLAx79+6tsvkrIyYmBtHR0eJzg8EADw8PM1ZERET09KtUKDFKS0vDb7/9BgBo0qQJWrVqVeE5bGxs4OPjAwDw9/fHkSNHMHfuXPTv3x8FBQXIy8szOVqSnZ0NtVoNAFCr1fjll19M5jNenXPvmPuv2MnOzoZCoSjzKAkAyOVyyOXyCu8LERERVV6lrr7JyclB165d0aZNG4wdOxZjx46Fv78/unXrhitXrjxWQSUlJcjPz4e/vz+sra2RnJws9p09exaZmZnQaDQAAI1Gg5MnTyInJ0cck5SUBIVCAT8/P3HMvXMYxxjnICIiImmoVCgZM2YMbty4gYyMDOTm5iI3NxenTp2CwWDA2LFjH3memJgY7Nu3DxcvXsTJkycRExODlJQUDB48GEqlEsOHD0d0dDT27NmDtLQ0hIeHQ6PRoH379gCA4OBg+Pn5YciQITh+/Dh27NiBiRMnIiIiQjzS8fbbb+PPP//E+PHjcebMGSxcuBDr1q1DVFRUZXadiIiIqkmlTt9s374du3btgq+vr9jm5+eHBQsWVGiha05ODoYOHYrLly9DqVSiefPm2LFjB1588UUAd2/SZmFhgdDQUOTn50Or1WLhwoXi6y0tLbF161aMGjUKGo0GDg4OCAsLQ1xcnDjGy8sLiYmJiIqKwty5c1GvXj0sXboUWq22MrtORERE1aRS9ympVasWfv7551K3m//111/RpUuXp+4SWt6nhKhq8D4lRDVPRd5DK3X6pmvXrnj33XdNbpL2zz//ICoqCt26davMlERERFTDVSqUzJ8/HwaDAQ0aNIC3tze8vb3h5eUFg8GAL7/8sqprJCIiohqgUmtKPDw8cOzYMezatQtnzpwBAPj6+pa6cyoRERHRo6rQkZLdu3fDz88PBoMBMpkML774IsaMGYMxY8agTZs2aNKkCX7++efqqpWIiIieYhUKJXPmzMHIkSPLXKiiVCrx1ltvYdasWVVWHBEREdUcFQolx48fR/fu3R/YHxwcjLS0tMcuioiIiGqeCoWS7OxsWFtbP7Dfysrqse/oSkRERDVThULJM888g1OnTj2w/8SJE6hbt+5jF0VEREQ1T4VCSc+ePfHxxx/jzp07pfpu376NyZMno1evXlVWHBEREdUcFbokeOLEifjhhx/w3HPPYfTo0WjUqBEA4MyZM1iwYAGKi4vx0UcfVUuhRERE9HSrUChRqVQ4ePAgRo0ahZiYGBjvUC+TyaDVarFgwQKoVKpqKZSIiIiebhW+eZqnpyd++uknXL9+HefPn4cgCHj22Wfh7OxcHfURERFRDVGpO7oCgLOzM9q0aVOVtRAREVENVqnPviEiIiKqagwlREREJAkMJURERCQJDCVEREQkCQwlREREJAkMJURERCQJDCVEREQkCQwlREREJAkMJURERCQJDCVEREQkCQwlREREJAkMJURERCQJDCVEREQkCQwlREREJAlmDSXTpk1DmzZtUKtWLbi5uaF37944e/asyZg7d+4gIiICrq6ucHR0RGhoKLKzs03GZGZmIiQkBPb29nBzc8O4ceNQVFRkMiYlJQWtW7eGXC6Hj48PEhISqnv3iIiIqALMGkr27t2LiIgIHDp0CElJSSgsLERwcDBu3boljomKisKWLVuwfv167N27F1lZWejTp4/YX1xcjJCQEBQUFODgwYNYvnw5EhISMGnSJHHMhQsXEBISgsDAQKSnpyMyMhIjRozAjh07nuj+EhER0YPJBEEQzF2E0ZUrV+Dm5oa9e/eic+fO0Ov1qFOnDtasWYO+ffsCAM6cOQNfX1+kpqaiffv22LZtG3r16oWsrCyoVCoAwOLFizFhwgRcuXIFNjY2mDBhAhITE3Hq1ClxWwMGDEBeXh62b9/+0LoMBgOUSiX0ej0UCkW17Lv/uBXVMi+RlKTNHGruEojoCavIe6ik1pTo9XoAgIuLCwAgLS0NhYWFCAoKEsc0btwY9evXR2pqKgAgNTUVzZo1EwMJAGi1WhgMBmRkZIhj7p3DOMY4x/3y8/NhMBhMHkRERFS9JBNKSkpKEBkZiQ4dOqBp06YAAJ1OBxsbGzg5OZmMValU0Ol04ph7A4mx39hX3hiDwYDbt2+XqmXatGlQKpXiw8PDo0r2kYiIiB5MMqEkIiICp06dwvfff2/uUhATEwO9Xi8+Ll26ZO6SiIiInnpW5i4AAEaPHo2tW7di3759qFevntiuVqtRUFCAvLw8k6Ml2dnZUKvV4phffvnFZD7j1Tn3jrn/ip3s7GwoFArY2dmVqkcul0Mul1fJvhEREdGjMeuREkEQMHr0aGzcuBG7d++Gl5eXSb+/vz+sra2RnJwstp09exaZmZnQaDQAAI1Gg5MnTyInJ0cck5SUBIVCAT8/P3HMvXMYxxjnICIiIvMz65GSiIgIrFmzBj/++CNq1aolrgFRKpWws7ODUqnE8OHDER0dDRcXFygUCowZMwYajQbt27cHAAQHB8PPzw9DhgzBjBkzoNPpMHHiRERERIhHO95++23Mnz8f48ePxxtvvIHdu3dj3bp1SExMNNu+ExERkSmzHilZtGgR9Ho9XnjhBdStW1d8rF27Vhwze/Zs9OrVC6GhoejcuTPUajV++OEHsd/S0hJbt26FpaUlNBoNXn/9dQwdOhRxcXHiGC8vLyQmJiIpKQktWrRAfHw8li5dCq1W+0T3l4iIiB5MUvcpkSrep4SoavA+JUQ1z3/2PiVERERUczGUEBERkSQwlBAREZEkMJQQERGRJDCUEBERkSQwlBAREZEkMJQQERGRJDCUEBERkSQwlBAREZEkMJQQERGRJDCUEBERkSQwlBAREZEkMJQQERGRJDCUEBERkSQwlBAREZEkMJQQERGRJDCUEBERkSQwlBAREZEkMJQQERGRJDCUEBERkSQwlBAREZEkMJQQERGRJDCUEBERkSQwlBAREZEkMJQQERGRJFiZuwAiIqnzH7fC3CUQVbu0mUPNXYJ5j5Ts27cPL730Etzd3SGTybBp0yaTfkEQMGnSJNStWxd2dnYICgrCuXPnTMbk5uZi8ODBUCgUcHJywvDhw3Hz5k2TMSdOnECnTp1ga2sLDw8PzJgxo7p3jYiIiCrIrKHk1q1baNGiBRYsWFBm/4wZMzBv3jwsXrwYhw8fhoODA7RaLe7cuSOOGTx4MDIyMpCUlIStW7di3759ePPNN8V+g8GA4OBgeHp6Ii0tDTNnzkRsbCy+/vrrat8/IiIienRmPX3To0cP9OjRo8w+QRAwZ84cTJw4Ea+88goAYMWKFVCpVNi0aRMGDBiA3377Ddu3b8eRI0cQEBAAAPjyyy/Rs2dPfPHFF3B3d8fq1atRUFCAb7/9FjY2NmjSpAnS09Mxa9Ysk/BCRERE5iXZha4XLlyATqdDUFCQ2KZUKtGuXTukpqYCAFJTU+Hk5CQGEgAICgqChYUFDh8+LI7p3LkzbGxsxDFarRZnz57F9evXy9x2fn4+DAaDyYOIiIiql2RDiU6nAwCoVCqTdpVKJfbpdDq4ubmZ9FtZWcHFxcVkTFlz3LuN+02bNg1KpVJ8eHh4PP4OERERUbkkG0rMKSYmBnq9XnxcunTJ3CURERE99SQbStRqNQAgOzvbpD07O1vsU6vVyMnJMekvKipCbm6uyZiy5rh3G/eTy+VQKBQmDyIiIqpekg0lXl5eUKvVSE5OFtsMBgMOHz4MjUYDANBoNMjLy0NaWpo4Zvfu3SgpKUG7du3EMfv27UNhYaE4JikpCY0aNYKzs/MT2hsiIiJ6GLOGkps3byI9PR3p6ekA7i5uTU9PR2ZmJmQyGSIjI/HJJ59g8+bNOHnyJIYOHQp3d3f07t0bAODr64vu3btj5MiR+OWXX3DgwAGMHj0aAwYMgLu7OwBg0KBBsLGxwfDhw5GRkYG1a9di7ty5iI6ONtNeExERUVnMeknw0aNHERgYKD43BoWwsDAkJCRg/PjxuHXrFt58803k5eWhY8eO2L59O2xtbcXXrF69GqNHj0a3bt1gYWGB0NBQzJs3T+xXKpXYuXMnIiIi4O/vj9q1a2PSpEm8HJiIiEhiZIIgCOYuQuoMBgOUSiX0en21rS/hbaypJpDCbawrg7+fVBNU1+9nRd5DJbumhIiIiGoWhhIiIiKSBIYSIiIikgSGEiIiIpIEhhIiIiKSBIYSIiIikgSGEiIiIpIEhhIiIiKSBIYSIiIikgSGEiIiIpIEhhIiIiKSBIYSIiIikgSGEiIiIpIEhhIiIiKSBIYSIiIikgSGEiIiIpIEhhIiIiKSBIYSIiIikgSGEiIiIpIEhhIiIiKSBIYSIiIikgSGEiIiIpIEhhIiIiKSBIYSIiIikgSGEiIiIpIEhhIiIiKSBIYSIiIikoQaFUoWLFiABg0awNbWFu3atcMvv/xi7pKIiIjo/9WYULJ27VpER0dj8uTJOHbsGFq0aAGtVoucnBxzl0ZERESoQaFk1qxZGDlyJMLDw+Hn54fFixfD3t4e3377rblLIyIiIgBW5i7gSSgoKEBaWhpiYmLENgsLCwQFBSE1NbXU+Pz8fOTn54vP9Xo9AMBgMFRbjcX5t6ttbiKpqM7foerE30+qCarr99M4ryAIDx1bI0LJ1atXUVxcDJVKZdKuUqlw5syZUuOnTZuGKVOmlGr38PCothqJagLll2+buwQieoDq/v28ceMGlEpluWNqRCipqJiYGERHR4vPS0pKkJubC1dXV8hkMjNWRlXFYDDAw8MDly5dgkKhMHc5RHQP/n4+XQRBwI0bN+Du7v7QsTUilNSuXRuWlpbIzs42ac/OzoZarS41Xi6XQy6Xm7Q5OTlVZ4lkJgqFgv/TI5Io/n4+PR52hMSoRix0tbGxgb+/P5KTk8W2kpISJCcnQ6PRmLEyIiIiMqoRR0oAIDo6GmFhYQgICEDbtm0xZ84c3Lp1C+Hh4eYujYiIiFCDQkn//v1x5coVTJo0CTqdDi1btsT27dtLLX6lmkEul2Py5MmlTtMRkfnx97PmkgmPco0OERERUTWrEWtKiIiISPoYSoiIiEgSGEqIiIhIEhhKiIiISBIYSqjGWbBgARo0aABbW1u0a9cOv/zyi7lLIiIA+/btw0svvQR3d3fIZDJs2rTJ3CXRE8ZQQjXK2rVrER0djcmTJ+PYsWNo0aIFtFotcnJyzF0aUY1369YttGjRAgsWLDB3KWQmvCSYapR27dqhTZs2mD9/PoC7d/b18PDAmDFj8MEHH5i5OiIykslk2LhxI3r37m3uUugJ4pESqjEKCgqQlpaGoKAgsc3CwgJBQUFITU01Y2VERAQwlFANcvXqVRQXF5e6i69KpYJOpzNTVUREZMRQQkRERJLAUEI1Ru3atWFpaYns7GyT9uzsbKjVajNVRURERgwlVGPY2NjA398fycnJYltJSQmSk5Oh0WjMWBkREQE16FOCiQAgOjoaYWFhCAgIQNu2bTFnzhzcunUL4eHh5i6NqMa7efMmzp8/Lz6/cOEC0tPT4eLigvr165uxMnpSeEkw1Tjz58/HzJkzodPp0LJlS8ybNw/t2rUzd1lENV5KSgoCAwNLtYeFhSEhIeHJF0RPHEMJERERSQLXlBAREZEkMJQQERGRJDCUEBERkSQwlBAREZEkMJQQERGRJDCUEBERkSQwlBAREZEkMJQQERGRJDCUEJEkDBs2DL179zZ3GURkRryjKxE9smHDhiEvLw+bNm2q8rn1ej0EQYCTk1OVzw0ACQkJD/2MowsXLqBBgwbVsn0iejh+IB8RSYJSqazW+fv374/u3buLz/v06YOmTZsiLi5ObKtTp0611kBE5ePpGyKqMqdOnUKPHj3g6OgIlUqFIUOG4OrVq2L/hg0b0KxZM9jZ2cHV1RVBQUG4desWgNKnb/Lz8zF27Fi4ubnB1tYWHTt2xJEjR8T+lJQUyGQyJCcnIyAgAPb29nj++edx9uzZMmuzs7ODWq0WHzY2NrC3t4darcbOnTvRpEkTFBUVmbymd+/eGDJkCAAgNjYWLVu2xFdffQUPDw/Y29ujX79+0Ov1Jq9ZunQpfH19YWtri8aNG2PhwoWP9TUlqkkYSoioSuTl5aFr165o1aoVjh49iu3btyM7Oxv9+vUDAFy+fBkDBw7EG2+8gd9++w0pKSno06cPHnQGefz48fjf//6H5cuX49ixY/Dx8YFWq0Vubq7JuI8++gjx8fE4evQorKys8MYbb1S49tdeew3FxcXYvHmz2JaTk4PExEST+c6fP49169Zhy5Yt2L59O3799Ve88847Yv/q1asxadIkfPrpp/jtt9/w2Wef4eOPP8by5csrXBNRjSQQET2isLAw4ZVXXimzb+rUqUJwcLBJ26VLlwQAwtmzZ4W0tDQBgHDx4sWHzn3z5k3B2tpaWL16tdhfUFAguLu7CzNmzBAEQRD27NkjABB27doljklMTBQACLdv337ovnTp0kV49913xeejRo0SevToIT6Pj48XGjZsKJSUlAiCIAiTJ08WLC0thb///lscs23bNsHCwkK4fPmyIAiC4O3tLaxZs6bU10Wj0Ty0HiISBK4pIaIqcfz4cezZsweOjo6l+v744w8EBwejW7duaNasGbRaLYKDg9G3b184OzuXOb6wsBAdOnQQ26ytrdG2bVv89ttvJmObN28u/rtu3boA7h7lqF+/foXqHzlyJNq0aYN//vkHzzzzDBISEjBs2DDIZDJxTP369fHMM8+IzzUaDUpKSnD27FnUqlULf/zxB4YPH46RI0eKY4qKiqp9vQzR04KhhIiqxM2bN/HSSy9h+vTppfrq1q0LS0tLJCUl4eDBg9i5cye+/PJLfPTRRzh8+DC8vLwqvV1ra2vx38YAUVJSUuF5WrVqhRYtWmDFihUIDg5GRkYGEhMTH/n1N2/eBAAsWbIE7dq1M+mztLSscD1ENRHXlBBRlWjdujUyMjLQoEED+Pj4mDwcHBwA3A0NHTp0wJQpU/Drr7/CxsYGGzduLDWXt7c3bGxscODAAbGtsLAQR44cgZ+fX7Xtw4gRI5CQkIBly5YhKCgIHh4eJv2ZmZnIysoSnx86dAgWFhZo1KgRVCoV3N3d8eeff5ba/8cJXUQ1CY+UEFGF6PV6pKenm7S5uroiIiICS5YswcCBAzF+/Hi4uLjg/Pnz+P7777F06VIcPXoUycnJCA4OhpubGw4fPowrV67A19e31DYcHBwwatQojBs3Di4uLqhfvz5mzJiBf//9F8OHD6+2fRs0aBDef/99LFmyBCtWrCjVb2tri7CwMHzxxRcwGAwYO3Ys+vXrB7VaDQCYMmUKxo4dC6VSie7duyM/Px9Hjx7F9evXER0dXW11Ez0tGEqIqEJSUlLQqlUrk7bhw4dj6dKlOHDgACZMmIDg4GDk5+fD09MT3bt3h4WFBRQKBfbt24c5c+bAYDDA09MT8fHx6NGjR5nb+fzzz1FSUoIhQ4bgxo0bCAgIwI4dO8pcg1JVlEolQkNDkZiYWObdZX18fNCnTx/07NkTubm56NWrl8klvyNGjIC9vT1mzpyJcePGwcHBAc2aNUNkZGS11Uz0NOEdXYmI7tGtWzc0adIE8+bNM2mPjY3Fpk2bSh0lIqKqwyMlREQArl+/jpSUFKSkpPCGZ0RmwlBCRIS7V99cv34d06dPR6NGjcxdDlGNxNM3REREJAm8JJiIiIgkgaGEiIiIJIGhhIiIiCSBoYSIiIgkgaGEiIiIJIGhhIiIiCSBoYSIiIgkgaGEiIiIJOH/AGzCuaL26M90AAAAAElFTkSuQmCC\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": "51e1a21b-615d-4d86-e75f-d5df15dd7fcb"
      },
      "execution_count": 17,
      "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": "97d4999f-d9e5-413f-953f-1f474ba28b5f"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "GPUs: [PhysicalDevice(name='/physical_device:GPU:0', device_type='GPU')]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fa65cc17"
      },
      "source": [
        "### Balancing the Dataset\n",
        "To ensure the model learns both classes equally, we will oversample the minority class (Malignant) in the training and validation sets so that both classes have the same number of samples."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aab1e23f",
        "outputId": "c24a9927-cd24-4810-f3c0-04963ffeb399"
      },
      "source": [
        "from sklearn.utils import resample\n",
        "\n",
        "def balance_dataframe(df):\n",
        "    # Separate majority and minority classes\n",
        "    df_majority = df[df.target == '0']\n",
        "    df_minority = df[df.target == '1']\n",
        "\n",
        "    # Upsample minority class\n",
        "    df_minority_upsampled = resample(\n",
        "        df_minority,\n",
        "        replace=True,     # sample with replacement\n",
        "        n_samples=len(df_majority),    # to match majority class\n",
        "        random_state=42 # reproducible results\n",
        "    )\n",
        "\n",
        "    # Combine majority class with upsampled minority class\n",
        "    df_balanced = pd.concat([df_majority, df_minority_upsampled])\n",
        "    return df_balanced\n",
        "\n",
        "# Apply balancing\n",
        "train_df_balanced = balance_dataframe(train_df)\n",
        "val_df_balanced = balance_dataframe(val_df)\n",
        "\n",
        "print(\"Balanced Train class distribution:\\n\", train_df_balanced['target'].value_counts())\n",
        "print(\"Balanced Val class distribution:\\n\", val_df_balanced['target'].value_counts())"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Balanced Train class distribution:\n",
            " target\n",
            "0    5870\n",
            "1    5870\n",
            "Name: count, dtype: int64\n",
            "Balanced Val class distribution:\n",
            " target\n",
            "0    1259\n",
            "1    1259\n",
            "Name: count, dtype: int64\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": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "id": "AFJCXBrJUKLR",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "940739b7-46f5-406f-c0a7-9269c08732cb"
      },
      "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[1m0s\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": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "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": 24,
      "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": "4eb56d34-7b38-4611-ccf2-ccae574e33cc"
      },
      "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": 25,
      "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": "f9892294"
      },
      "source": [
        "Updating generators to use the balanced dataframes:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "d90fb380",
        "outputId": "c1ba824f-492d-4278-ef1c-80e2d036c004"
      },
      "source": [
        "# Flow from balanced dataframes\n",
        "train_generator = train_datagen.flow_from_dataframe(\n",
        "    dataframe=train_df_balanced,\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_balanced,\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": 26,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 11740 validated image filenames belonging to 2 classes.\n",
            "Found 2518 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": "f61191c3-67ea-47e6-abe9-914a0a3a4823"
      },
      "source": [
        "from tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint\n",
        "\n",
        "num_epochs = 30\n",
        "if IN_COLAB:\n",
        "  num_epochs = 1\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=num_epochs, # 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": 27,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m367/367\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m473s\u001b[0m 1s/step - accuracy: 0.7329 - loss: 0.5132 - val_accuracy: 0.7871 - val_loss: 0.4785\n"
          ]
        }
      ]
    },
    {
      "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",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1900255b-0528-46b4-b371-c57f270156dd"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 1503 validated image filenames belonging to 2 classes.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "14157876"
      },
      "source": [
        "### Load best model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "482b5187",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "553796d1-17a9-4da6-989d-e662dd4f8659"
      },
      "source": [
        "from tensorflow.keras.models import load_model\n",
        "\n",
        "# Using a relative path makes the code portable across different environments\n",
        "model_path = 'best_model.keras'\n",
        "best_model = load_model(model_path)\n",
        "print(f\"Model loaded successfully from: {model_path}\")"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model loaded successfully from: best_model.keras\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ed9952c5"
      },
      "source": [
        "### Training metrics evolution"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "40195b33",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 446
        },
        "outputId": "258692fd-c3a6-4319-c60d-5c92e8aa0fb3"
      },
      "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": 30,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d7213f37"
      },
      "source": [
        "### Evaluate on test set"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(test_df.head())\n",
        "results = best_model.evaluate(test_generator)\n",
        "\n",
        "for name, value in zip(best_model.metrics_names, results):\n",
        "    print(f\"{name}: {value:.4f}\")"
      ],
      "metadata": {
        "id": "_9eQgt9AMP_V",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "68a68946-c1f0-4709-83f7-2c0f21f96c13"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "        lesion_id      image_id   dx    dx_type   age     sex localization  \\\n",
            "9542  HAM_0003816  ISIC_0029152   nv  consensus  40.0    male      unknown   \n",
            "959   HAM_0005898  ISIC_0033401  bkl  consensus  80.0  female         back   \n",
            "4361  HAM_0003467  ISIC_0031089   nv  follow_up  30.0    male        trunk   \n",
            "6250  HAM_0006360  ISIC_0027926   nv  follow_up  55.0  female      abdomen   \n",
            "4244  HAM_0002820  ISIC_0028422   nv  follow_up  35.0    male         back   \n",
            "\n",
            "                                                   path target  \n",
            "9542  /kaggle/input/skin-cancer-mnist-ham10000/ham10...      0  \n",
            "959   /kaggle/input/skin-cancer-mnist-ham10000/ham10...      0  \n",
            "4361  /kaggle/input/skin-cancer-mnist-ham10000/ham10...      0  \n",
            "6250  /kaggle/input/skin-cancer-mnist-ham10000/ham10...      0  \n",
            "4244  /kaggle/input/skin-cancer-mnist-ham10000/ham10...      0  \n",
            "\u001b[1m47/47\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m28s\u001b[0m 434ms/step - accuracy: 0.7299 - loss: 0.5751\n",
            "loss: 0.5751\n",
            "compile_metrics: 0.7299\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8fd0c0ae"
      },
      "source": [
        "### Predictions and Classification Report"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7aa74334",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "63b1f0d3-e834-4d06-ef0b-4efe47ad1223"
      },
      "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 = test_generator.classes\n",
        "\n",
        "print(\"Classification Report:\")\n",
        "print(classification_report(y_true, y_pred, target_names=[\"Benign\", \"Malignant\"]))"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m47/47\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 268ms/step\n",
            "Classification Report:\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "      Benign       0.97      0.70      0.81      1259\n",
            "   Malignant       0.36      0.87      0.51       244\n",
            "\n",
            "    accuracy                           0.73      1503\n",
            "   macro avg       0.66      0.79      0.66      1503\n",
            "weighted avg       0.87      0.73      0.76      1503\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a4a0cfa1"
      },
      "source": [
        "### Confusion Matrix"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "21fb9859",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "outputId": "00742133-d931-481b-bf30-3bb2d01941e0"
      },
      "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": 34,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x500 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "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",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fb7fb0cf-eb53-4359-87fa-623d257c28e1"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "ROC-AUC: 0.8665\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "haBDt5TznvA0"
      },
      "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
}