{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KxrbxwqYBQr0"
      },
      "source": [
        "# Mini-project: 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": "7f40b2f3-756a-4ad1-eda1-22f97ec8f5c5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "h6Rh6KODV7UK",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "aaed23b6-6163-4d56-c6e2-0adb905d2c4e"
      },
      "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**: lesion type (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\n",
        "\n",
        "| Lesion type | Full name                                |\n",
        "|-------|-------------------------------------|\n",
        "| nv    | Melanocytic nevi (moles)            |\n",
        "| bcc   | Basal cell carcinoma                |\n",
        "| bkl   | Benign keratosis-like lesions       |\n",
        "| df    | Dermatofibroma                      |\n",
        "| vasc  | Vascular lesions                    |\n",
        "| mel   | Melanoma                            |\n",
        "| akiec | Actinic keratoses / Bowen's disease |"
      ],
      "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": "4b2cc38a-5ebe-4e65-a40c-0f9f2b9cb8c1"
      },
      "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": "2181a72e-3d58-42b4-aeb6-f412fabd7fa5"
      },
      "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": "4a11e376-6248-490e-b7f7-e797166018eb"
      },
      "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": "c5abdfec-29fd-48f3-9595-862dc5132ac1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Missing images: 0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Data distribution"
      ],
      "metadata": {
        "id": "XiSY-1ssgNbw"
      }
    },
    {
      "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": "0629ac72-4ef6-4d31-df1a-b3ae7e278181"
      },
      "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": [
        "It is interesting to study the distribution of other features in the dataset, in order to detect outliers.\n",
        "\n",
        "About the age, we plot it as an histogram of 20 bins. First we find that most abundant age is arround 50 years old (from 40 to 58). We detect detect zero number of 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": "6059ce66-e05b-4667-8c4b-b10d655ee5e9"
      },
      "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": "2f530f58-6162-4c8b-a94b-47bf2a1247bb"
      },
      "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": "af35d050-8e1e-44ae-8f9d-47468bf491ff"
      },
      "execution_count": null,
      "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": "422e7b6c-069f-40fa-a40e-64d45fac630c"
      },
      "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. This kind of classification will highly simplify the complexity of the project.\n",
        "\n",
        "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": "37ea181b-3b4e-4c8a-9d1f-a9b8e139d04d"
      },
      "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": "dc887e1d-244b-4f7b-d4e3-563e27238ff2"
      },
      "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": "851df9b5-4b56-4da4-aae0-fa52d0e437d9"
      },
      "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": 404
        },
        "outputId": "727c0b38-85ce-41e7-f99b-ec26a0c4e8bf"
      },
      "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": "21a46e99-a777-4984-9975-9934d8f598ba"
      },
      "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, Concatenate, Input\n",
        "from tensorflow.keras.models import Model\n",
        "from tensorflow.keras.optimizers import Adam\n",
        "from sklearn.preprocessing import OneHotEncoder, StandardScaler\n",
        "\n",
        "# 1. Prepare Metadata Features\n",
        "df['age'] = df['age'].fillna(df['age'].median())\n",
        "\n",
        "# One-hot encoding for categorical features\n",
        "meta_cols = ['sex', 'localization']\n",
        "encoder = OneHotEncoder(sparse_output=False)\n",
        "meta_encoded = encoder.fit_transform(df[meta_cols])\n",
        "\n",
        "# Scaling age\n",
        "scaler = StandardScaler()\n",
        "age_scaled = scaler.fit_transform(df[['age']])\n",
        "\n",
        "# Combine all metadata\n",
        "metadata_features = np.hstack([age_scaled, meta_encoded])\n",
        "metadata_dim = metadata_features.shape[1]\n",
        "\n",
        "# Create a mapping dictionary: image_id -> metadata_vector\n",
        "metadata_dict = dict(zip(df['image_id'], metadata_features))"
      ],
      "metadata": {
        "id": "dU5JiaPn_lnC"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "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": "f1ab5fc3-8c50-4422-f212-b39aa4c3f79d"
      },
      "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": null,
      "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": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "AFJCXBrJUKLR"
      },
      "outputs": [],
      "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": [
        "def build_multimodal_model(metadata_shape):\n",
        "    # Re-instantiate base components to ensure fresh state\n",
        "    img_base = DenseNet121(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n",
        "    img_base.trainable = True # Ensure weights are trainable\n",
        "\n",
        "    # Image Branch\n",
        "    image_input = Input(shape=(224, 224, 3), name='image_input')\n",
        "    # Applying augmentation layers directly\n",
        "    aug = tf.keras.Sequential([\n",
        "        tf.keras.layers.RandomFlip(\"horizontal\"),\n",
        "        tf.keras.layers.RandomRotation(0.1),\n",
        "        tf.keras.layers.RandomZoom(0.1),\n",
        "    ])\n",
        "    x = aug(image_input)\n",
        "    x = img_base(x)\n",
        "    x = GlobalAveragePooling2D()(x)\n",
        "\n",
        "    # Metadata Branch\n",
        "    meta_input = Input(shape=(metadata_shape,), name='meta_input')\n",
        "    y = Dense(32, activation='relu')(meta_input)\n",
        "    y = Dense(16, activation='relu')(y)\n",
        "\n",
        "    # Concatenate branches\n",
        "    combined = Concatenate()([x, y])\n",
        "\n",
        "    # Final Classification Layers\n",
        "    z = Dense(256, activation='relu')(combined)\n",
        "    z = Dense(128, activation='relu')(z)\n",
        "    output = Dense(1, activation='sigmoid')(z)\n",
        "\n",
        "    model = Model(inputs=[image_input, meta_input], outputs=output)\n",
        "\n",
        "    # Initialization step to avoid variable creation errors during fit\n",
        "    dummy_img = np.zeros((1, 224, 224, 3), dtype=np.float32)\n",
        "    dummy_meta = np.zeros((1, metadata_shape), dtype=np.float32)\n",
        "    _ = model([dummy_img, dummy_meta])\n",
        "\n",
        "    return model\n",
        "\n",
        "# Re-build and compile\n",
        "tf.keras.backend.clear_session()\n",
        "model = build_multimodal_model(metadata_dim)\n",
        "model.compile(optimizer=Adam(learning_rate=0.0001), loss='binary_crossentropy', metrics=['accuracy'])\n",
        "print(\"Model re-built and initialized.\")"
      ],
      "metadata": {
        "id": "od78tkrOgxt9",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ad87a382-0c40-433e-f162-8bd39583b8cd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model re-built and initialized.\n"
          ]
        }
      ]
    },
    {
      "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": "cb16c387-e083-4074-e296-0af350fbaee2"
      },
      "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": "f9892294"
      },
      "source": [
        "Updating generators to use the balanced dataframes:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "d90fb380",
        "outputId": "40ba7f4c-81a9-4b82-b1a3-11bcd9530f17"
      },
      "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": null,
      "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": "code",
      "metadata": {
        "id": "0997fa4c"
      },
      "source": [
        "class MultiModalGenerator(tf.keras.utils.Sequence):\n",
        "    def __init__(self, generator, metadata_dict, dataframe):\n",
        "        self.generator = generator\n",
        "        self.metadata_dict = metadata_dict\n",
        "        self.df = dataframe.reset_index(drop=True)\n",
        "        super().__init__()\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.generator)\n",
        "\n",
        "    def __getitem__(self, index):\n",
        "        # Get image batch and labels\n",
        "        ims, labels = self.generator[index]\n",
        "\n",
        "        # Get the batch of image IDs\n",
        "        batch_indices = self.generator.index_array[index * self.generator.batch_size : (index + 1) * self.generator.batch_size]\n",
        "        batch_ids = self.df.iloc[batch_indices]['image_id'].values\n",
        "\n",
        "        # Retrieve metadata\n",
        "        batch_meta = np.array([self.metadata_dict[img_id] for img_id in batch_ids])\n",
        "\n",
        "        # Return as (tuple of inputs, labels) - Keras requirement\n",
        "        return (ims, batch_meta), labels\n",
        "\n",
        "# Re-wrap the generators\n",
        "mm_train_generator = MultiModalGenerator(train_generator, metadata_dict, train_df_balanced)\n",
        "mm_val_generator = MultiModalGenerator(val_generator, metadata_dict, val_df_balanced)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "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": "f4705ca7-88c4-4787-f341-9124498969a3"
      },
      "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 using the Multi-Modal generators\n",
        "history = model.fit(\n",
        "    mm_train_generator,\n",
        "    epochs=num_epochs,\n",
        "    validation_data=mm_val_generator,\n",
        "    callbacks=[model_checkpoint],\n",
        "    class_weight=class_weights\n",
        ")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m367/367\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m458s\u001b[0m 1s/step - accuracy: 0.7537 - loss: 0.4654 - val_accuracy: 0.7117 - val_loss: 0.7844\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "faf6d098",
        "outputId": "e1c34674-13af-4032-d931-d266160a731d"
      },
      "source": [
        "# Retrain using the Multi-Modal Generator\n",
        "num_epochs = 1 if IN_COLAB else 30\n",
        "\n",
        "history = model.fit(\n",
        "    mm_train_generator,\n",
        "    epochs=num_epochs,\n",
        "    validation_data=mm_val_generator,\n",
        "    callbacks=[model_checkpoint],\n",
        "    class_weight=class_weights\n",
        ")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m367/367\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m334s\u001b[0m 910ms/step - accuracy: 0.8277 - loss: 0.3352 - val_accuracy: 0.8261 - val_loss: 0.4806\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",
        ")\n",
        "\n",
        "# Create multi-modal version for test set\n",
        "mm_test_generator = MultiModalGenerator(test_generator, metadata_dict, test_df)"
      ],
      "metadata": {
        "id": "not0FEkGQRZx",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "145f92fe-c925-4859-ec63-1528e120ab66"
      },
      "execution_count": null,
      "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": "39801cc1-5449-4ddd-e1f5-bfed7f3de97c"
      },
      "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": null,
      "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": 438
        },
        "outputId": "9c37bdee-7a25-4949-d77c-fa84ce9b2c82"
      },
      "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": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 2 Axes>"
            ],
            "image/png": 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9W+yY/fTTT0ZERITh5eVluLi4GI0bNzaioqKM/Pz8Itd94IEHDAcHB+P06dMljgsAACg/lXWuZRiGsXXrVkNSicfOnTsNwzCM48ePG08//bRRq1Ytw9XV1WjXrp2xceNGq2v9/e9/Nzp37mzcc889houLi9GkSRNjwoQJRk5OjmEYhpGfn29MmDDBCAwMNNzd3Y0aNWoYgYGBxoIFC24bI4DyYzKM/3iWAwCAMmjdurXq1Kmj5ORke4cCAAAA4C7CnlIAgDv273//WwcPHlRERIS9QwEAAABwl2GlFACgzA4dOqTU1FT97W9/U3Z2tk6cOGF5gw0AAAAAlAYrpQAAZbZ27VpFRkaqoKBAH3/8MQkpAAAAAGXGSikAAAAAAADYHCulAAAAAAAAYHMkpQAAAAAAAGBzTvYOoDIzm806e/as3N3dZTKZ7B0OAACoAIZh6NKlS/Lz85ODA7/33Q5zIwAAqobSzo9ISlWgs2fPyt/f395hAAAAGzh16pQaNGhg7zB+15gbAQBQtfzW/IikVAVyd3eXdPMvwcPDw87RAACAipCbmyt/f3/L9z5KxtwIAICqobTzI5JSFejWsnQPDw8mXgAAVHI8jvbbmBsBAFC1/Nb8iI0PAAAAAAAAYHMkpQAAAAAAAGBzJKUAAAAAAABgc+wp9TtQWFiogoICe4eBclCtWjU5OjraOwwAAO5qzI0qD+ZGAIDbISllR4ZhKCMjQxcvXrR3KChHtWrVkq+vLxveAgBQRsyNKifmRgCAkpCUsqNbky5vb29Vr16dL+q7nGEYunLlirKysiRJ9erVs3NEAADcXZgbVS7MjQAAv4WklJ0UFhZaJl333HOPvcNBOXFzc5MkZWVlydvbm+XqAACUEnOjyom5EQDgdtjo3E5u7ZNQvXp1O0eC8nbr75S9MAAAKD3mRpUXcyMAQElIStkZy9IrH/5OAQC4c3yPVj78nQIASkJSCgAAAAAAADZHUgp2FxAQoPj4eHuHAQAA8LvB/AgAUBWQlEKpmUym2x6vvvrqHV13//79GjlyZPkGCwAAYAPMjwAAuHO8fQ+ldu7cOct/JyQkaPr06UpLS7OU1axZ0/LfhmGosLBQTk6//U/My8urfAMFAACwEeZHAADcOVZKodR8fX0th6enp0wmk+XzkSNH5O7urs8//1xt2rSRi4uLdu3apePHj6tPnz7y8fFRzZo11bZtW3311VdW1/3P5ekmk0n/8z//o379+ql69eq6//779dlnn9m4twAA3P3mz5+vgIAAubq6KiQkRPv27StVu9WrV8tkMqlv375W5ZcvX1Z0dLQaNGggNzc3tWjRQosWLaqAyO8ezI8AALhzJKV+JwzD0JXrN+xyGIZRbv2YOHGiXn/9dR0+fFgPPvigLl++rJ49eyo5OVn/+7//qx49eig8PFzp6em3vc6MGTPUv39/ffPNN+rZs6eee+45XbhwodziBACgsktISFBMTIxiY2N14MABBQYGKiwsTFlZWbdtd/LkSb388st65JFHipyLiYlRYmKiPvroIx0+fFhjx45VdHR0hSVHmB9ZY34EAKhseHzvd+JqQaFaTP/CLvf+fmaYqjuXzz+FmTNnqlu3bpbPderUUWBgoOXza6+9pg0bNuizzz5TdHR0idcZOnSoBg4cKEmaPXu25s6dq3379qlHjx7lEicAAJXdnDlzNGLECEVGRkqSFi1apE2bNmnp0qWaOHFisW0KCwv13HPPacaMGdq5c6cuXrxodX737t0aMmSIunTpIkkaOXKk/v73v2vfvn3q3bt3ufeB+ZE15kcAgMqGlVIoV8HBwVafL1++rJdfflnNmzdXrVq1VLNmTR0+fPg3fwl88MEHLf9do0YNeXh4/OYvuwAA4Kbr168rNTVVoaGhljIHBweFhoYqJSWlxHYzZ86Ut7e3hg0bVuz5Dh066LPPPtOZM2dkGIa2bt2qo0ePqnv37sXWz8/PV25urtVRFTE/AgCgeKyU+p1wq+ao72eG2e3e5aVGjRpWn19++WUlJSXp7bff1n333Sc3Nzc9/fTTun79+m2vU61aNavPJpNJZrO53OIEAKAyy87OVmFhoXx8fKzKfXx8dOTIkWLb7Nq1S0uWLNHBgwdLvO57772nkSNHqkGDBnJycpKDg4MWL16szp07F1s/Li5OM2bMuON+MD+yxvwIAFDZkJT6nTCZTOW2RPz35F//+peGDh2qfv36Sbr5y+DJkyftGxQAALBy6dIlDR48WIsXL1bdunVLrPfee+9pz549+uyzz9SwYUPt2LFDUVFR8vPzs1qVdcukSZMUExNj+Zybmyt/f/9Sx8X8CACAyq3yfcvjd+X+++/X+vXrFR4eLpPJpGnTpvGLHgAAFaxu3bpydHRUZmamVXlmZqZ8fX2L1D9+/LhOnjyp8PBwS9mt72snJyelpaXJz89PkydP1oYNG9SrVy9JNx8nO3jwoN5+++1ik1IuLi5ycXEpz65VCsyPAAC4iT2lUKHmzJmj2rVrq0OHDgoPD1dYWJgeeughe4cFAECl5uzsrDZt2ig5OdlSZjablZycrPbt2xep36xZM3377bc6ePCg5ejdu7e6du2qgwcPyt/fXwUFBSooKJCDg/X00dHRkYRKGTE/AgDgJpNRnu+7hZXc3Fx5enoqJydHHh4eVueuXbumH3/8UY0aNZKrq6udIkRF4O8WAKqW233f21NCQoKGDBmiv//972rXrp3i4+P1j3/8Q0eOHJGPj48iIiJUv359xcXFFdt+6NChunjxoj755BNLWZcuXZSdna158+apYcOG2r59u1544QXNmTNHL7zwwm/GxNyoauLvFgCqntLOj3h8DwAAoBIaMGCAzp8/r+nTpysjI0NBQUFKTEy0bH6enp5eZNXTb1m9erUmTZqk5557ThcuXFDDhg01a9YsjRo1qiK6AAAAKjmSUgAAAJVUdHS0oqOjiz23bdu227Zdvnx5kTJfX18tW7asHCIDAABgTykAAAAAAADYAUkpAAAAAAAA2BxJKQAAAAAAANgcSSkAAAAAAADYHEkpAAAAAAAA2BxJKQAAAAAAANjc7yIpNX/+fAUEBMjV1VUhISHat2/fbevHx8eradOmcnNzk7+/v8aNG6dr165ZzsfFxalt27Zyd3eXt7e3+vbtq7S0NMv5kydPymQyFXusWbPG6l7Lly/Xgw8+KFdXV3l7eysqKqp8Ow8AAAAAAFAF2T0plZCQoJiYGMXGxurAgQMKDAxUWFiYsrKyiq2/atUqTZw4UbGxsTp8+LCWLFmihIQETZ482VJn+/btioqK0p49e5SUlKSCggJ1795deXl5kiR/f3+dO3fO6pgxY4Zq1qypJ554wnKdOXPmaMqUKZo4caK+++47ffXVVwoLC6vYAankunTporFjx1o+BwQEKD4+/rZtTCaTPvnkk//63uV1HQAAgPLE/AgAUFU52TuAOXPmaMSIEYqMjJQkLVq0SJs2bdLSpUs1ceLEIvV3796tjh07atCgQZJufmkPHDhQe/futdRJTEy0arN8+XJ5e3srNTVVnTt3lqOjo3x9fa3qbNiwQf3791fNmjUlSb/88oumTp2qf/7zn3r88cct9R588MHy6fhdKDw8XAUFBUXGV5J27typzp076+uvvy7TGO3fv181atQozzD16quv6pNPPtHBgwetys+dO6fatWuX670AAEDVxvwIAIA7Z9eVUtevX1dqaqpCQ0MtZQ4ODgoNDVVKSkqxbTp06KDU1FTLI34nTpzQ5s2b1bNnzxLvk5OTI0mqU6dOsedTU1N18OBBDRs2zFKWlJQks9msM2fOqHnz5mrQoIH69++vU6dOlXif/Px85ebmWh2VybBhw5SUlKTTp08XObds2TIFBweXOWnn5eWl6tWrl1eIt+Xr6ysXFxeb3AsAAFQNzI8AALhzdk1KZWdnq7CwUD4+PlblPj4+ysjIKLbNoEGDNHPmTHXq1EnVqlVTkyZN1KVLF6vH937NbDZr7Nix6tixo1q2bFlsnSVLlqh58+bq0KGDpezEiRMym82aPXu24uPjtXbtWl24cEHdunXT9evXi71OXFycPD09LYe/v39phuGu8cc//lFeXl5avny5Vfnly5e1Zs0a9e3bVwMHDlT9+vVVvXp1tWrVSh9//PFtr/mfy9N/+OEHde7cWa6urmrRooWSkpKKtHnllVf0hz/8QdWrV1fjxo01bdo0FRQUSLq5Km7GjBn6+uuvLfuE3Yr3P5enf/vtt3rsscfk5uame+65RyNHjtTly5ct54cOHaq+ffvq7bffVr169XTPPfcoKirKci8AAADmR8yPAAB3zu6P75XVtm3bNHv2bC1YsEAhISE6duyYXnrpJb322muaNm1akfpRUVE6dOiQdu3aVez1rl69qlWrVhVpazabVVBQoLlz56p79+6SpI8//li+vr7aunVrsXtLTZo0STExMZbPubm5pU9MGYZUcKV0dctbteqSyfSb1ZycnBQREaHly5drypQpMv3/NmvWrFFhYaH+9Kc/ac2aNXrllVfk4eGhTZs2afDgwWrSpInatWv3m9c3m8168skn5ePjo7179yonJ8dqf4Vb3N3dtXz5cvn5+enbb7/ViBEj5O7urr/85S8aMGCADh06pMTERH311VeSJE9PzyLXyMvLU1hYmNq3b6/9+/crKytLw4cPV3R0tNWkcuvWrapXr562bt2qY8eOacCAAQoKCtKIESN+sz8AAOC/xPyI+REAoFKza1Kqbt26cnR0VGZmplV5ZmZmkT2fbpk2bZoGDx6s4cOHS5JatWqlvLw8jRw5UlOmTJGDw/8t/oqOjtbGjRu1Y8cONWjQoNjrrV27VleuXFFERIRVeb169SRJLVq0sJR5eXmpbt26Sk9PL/ZaLi4ud778ueCKNNvvztr+tyaflZxLt2/Bn//8Z7311lvavn27unTpIunm0vSnnnpKDRs21Msvv2ypO3r0aH3xxRf6xz/+UapJ11dffaUjR47oiy++kJ/fzbGYPXu21ebzkjR16lTLfwcEBOjll1/W6tWr9Ze//EVubm6qWbOmnJycSvw3JN3cMP/atWtasWKFZc+GefPmKTw8XG+88YZl9V7t2rU1b948OTo6qlmzZurVq5eSk5OZdAEAYAvMj5gfAQAqNbs+vufs7Kw2bdooOTnZUmY2m5WcnKz27dsX2+bKlStWiSdJcnR0lCQZhmH5Mzo6Whs2bNCWLVvUqFGjEmNYsmSJevfuLS8vL6vyjh07SpLS0tIsZRcuXFB2drYaNmxYhl5WLs2aNVOHDh20dOlSSdKxY8e0c+dODRs2TIWFhXrttdfUqlUr1alTRzVr1tQXX3xRYhLvPx0+fFj+/v6WCZekYv8dJCQkqGPHjvL19VXNmjU1derUUt/j1/cKDAy02kS0Y8eOMpvNVn/nDzzwgOXfl3QzWVnSmyEBAEDVxPyI+REA4M7Y/fG9mJgYDRkyRMHBwWrXrp3i4+OVl5dneRtfRESE6tevr7i4OEk333AyZ84ctW7d2vL43rRp0xQeHm75coyKitKqVav06aefyt3d3bI/laenp9zc3Cz3PnbsmHbs2KHNmzcXiesPf/iD+vTpo5deeknvv/++PDw8NGnSJDVr1kxdu3Yt/4GoVv3mL3L2UK1sG2kOGzZMo0eP1vz587Vs2TI1adJEjz76qN544w29++67io+PV6tWrVSjRg2NHTu2xD247kRKSoqee+45zZgxQ2FhYfL09NTq1av1t7/9rdzu8WvVqlWz+mwymWQ2myvkXgAA4D8wPyoV5kcAgLuV3ZNSAwYM0Pnz5zV9+nRlZGQoKChIiYmJluXB6enpViujpk6dKpPJpKlTp+rMmTPy8vJSeHi4Zs2aZamzcOFCSbIsn75l2bJlGjp0qOXz0qVL1aBBA8ueUf9pxYoVGjdunHr16iUHBwc9+uijSkxMLPJFXC5MplIvEbe3/v3766WXXtKqVau0YsUKvfDCCzKZTPrXv/6lPn366E9/+pOkm6vejh49avUI5O00b95cp06d0rlz5yyPT+7Zs8eqzu7du9WwYUNNmTLFUvbTTz9Z1XF2dlZhYeFv3mv58uXKy8uz/Br4r3/9Sw4ODmratGmp4gUAABWM+RHzIwBApWbXx/duiY6O1k8//aT8/Hzt3btXISEhlnPbtm2z2ljRyclJsbGxOnbsmK5evar09HTNnz9ftWrVstQxDKPY49cJKenm8/j/mfT6NQ8PDy1ZskS//PKLfv75Z61fv77SvVHvTtSsWVMDBgzQpEmTdO7cOcu43n///UpKStLu3bt1+PBhPf/880X2C7ud0NBQ/eEPf9CQIUP09ddfa+fOnVaTq1v3SE9P1+rVq3X8+HHNnTtXGzZssKoTEBCgH3/8UQcPHlR2drby8/OL3Ou5556Tq6urhgwZokOHDmnr1q0aPXq0Bg8eXORtkAAAAL+F+REAAGX3u0hK4e4zbNgw/fLLLwoLC7PscTB16lQ99NBDCgsLU5cuXeTr66u+ffuW+poODg7asGGDrl69qnbt2mn48OFWK+AkqXfv3ho3bpyio6MVFBSk3bt3F3lz4lNPPaUePXqoa9eu8vLyKva1y9WrV9cXX3yhCxcuqG3btnr66af1+OOPa968eWUfDAAAADE/AgCgrEzGrd3BUe5yc3Pl6empnJwceXh4WJ27du2afvzxRzVq1Eiurq52ihAVgb9bAKhabvd9D2vMjaom/m4BoOop7fyIlVIAAAAAAACwOZJSAAAAAAAAsDmSUgAAAAAAALA5klIAAAAAAACwOZJSAAAAAAAAsDmSUnZmNpvtHQLKGX+nAADcOb5HKx/+TgEAJXGydwBVlbOzsxwcHHT27Fl5eXnJ2dlZJpPJ3mHhv2AYhq5fv67z58/LwcFBzs7O9g4JAIC7BnOjyoe5EQDgt5CUshMHBwc1atRI586d09mzZ+0dDspR9erVde+998rBgYWIAACUFnOjyou5EQCgJCSl7MjZ2Vn33nuvbty4ocLCQnuHg3Lg6OgoJycnftkFAOAOMDeqfJgbAQBuh6SUnZlMJlWrVk3VqlWzdygAAAB2x9wIAICqgzW0AAAAAAAAsDmSUgAAAAAAALA5klIAAAAAAACwOZJSAAAAAAAAsDmSUgAAAAAAALA5klIAAAAAAACwOZJSAAAAAAAAsDmSUgAAAAAAALA5klIAAAAAAACwOZJSAAAAAAAAsDmSUgAAAJXU/PnzFRAQIFdXV4WEhGjfvn2lard69WqZTCb17du3yLnDhw+rd+/e8vT0VI0aNdS2bVulp6eXc+QAAKAqICkFAABQCSUkJCgmJkaxsbE6cOCAAgMDFRYWpqysrNu2O3nypF5++WU98sgjRc4dP35cnTp1UrNmzbRt2zZ98803mjZtmlxdXSuqGwAAoBIzGYZh2DuIyio3N1eenp7KycmRh4eHvcMBAAAV4Pf6fR8SEqK2bdtq3rx5kiSz2Sx/f3+NHj1aEydOLLZNYWGhOnfurD//+c/auXOnLl68qE8++cRy/tlnn1W1atX04Ycf3lFMv9exAgAA5au03/mslAIAAKhkrl+/rtTUVIWGhlrKHBwcFBoaqpSUlBLbzZw5U97e3ho2bFiRc2azWZs2bdIf/vAHhYWFydvbWyEhIVZJKwAAgLIgKQUAAFDJZGdnq7CwUD4+PlblPj4+ysjIKLbNrl27tGTJEi1evLjY81lZWbp8+bJef/119ejRQ19++aX69eunJ598Utu3by+2TX5+vnJzc60OAACAW5zsHQAAAADs69KlSxo8eLAWL16sunXrFlvHbDZLkvr06aNx48ZJkoKCgrR7924tWrRIjz76aJE2cXFxmjFjRsUFDgAA7mokpQAAACqZunXrytHRUZmZmVblmZmZ8vX1LVL/+PHjOnnypMLDwy1lt5JQTk5OSktLk7+/v5ycnNSiRQurts2bN9euXbuKjWPSpEmKiYmxfM7NzZW/v/8d9wsAAFQuJKUAAAAqGWdnZ7Vp00bJycnq27evpJtJpuTkZEVHRxep36xZM3377bdWZVOnTtWlS5f07rvvyt/fX87Ozmrbtq3S0tKs6h09elQNGzYsNg4XFxe5uLiUT6cAAEClQ1IKAACgEoqJidGQIUMUHBysdu3aKT4+Xnl5eYqMjJQkRUREqH79+oqLi5Orq6tatmxp1b5WrVqSZFU+YcIEDRgwQJ07d1bXrl2VmJiof/7zn9q2bZutugUAACoRklIAAACV0IABA3T+/HlNnz5dGRkZCgoKUmJiomXz8/T0dDk4lO2dN/369dOiRYsUFxenMWPGqGnTplq3bp06depUEV0AAACVnMkwDMPeQVRWubm58vT0VE5Ojjw8POwdDgAAqAB835ceYwUAQNVQ2u/8sv08BgAAAAAAAJSD30VSav78+QoICJCrq6tCQkK0b9++29aPj49X06ZN5ebmJn9/f40bN07Xrl2znI+Li1Pbtm3l7u4ub29v9e3b12pTzpMnT8pkMhV7rFmzpsj9fv75ZzVo0EAmk0kXL14st34DAAAAAABUVXZPSiUkJCgmJkaxsbE6cOCAAgMDFRYWpqysrGLrr1q1ShMnTlRsbKwOHz6sJUuWKCEhQZMnT7bU2b59u6KiorRnzx4lJSWpoKBA3bt3V15eniTJ399f586dszpmzJihmjVr6oknnihyz2HDhunBBx+smAEAAAAAAACoguy+0fmcOXM0YsQIy5tgFi1apE2bNmnp0qWaOHFikfq7d+9Wx44dNWjQIElSQECABg4cqL1791rqJCYmWrVZvny5vL29lZqaqs6dO8vR0VG+vr5WdTZs2KD+/furZs2aVuULFy7UxYsXNX36dH3++efl0mcAAAAAAICqzq4rpa5fv67U1FSFhoZayhwcHBQaGqqUlJRi23To0EGpqamWR/xOnDihzZs3q2fPniXeJycnR5JUp06dYs+npqbq4MGDGjZsmFX5999/r5kzZ2rFihVlfjsNAAAAAAAASmbXlVLZ2dkqLCy0vJr4Fh8fHx05cqTYNoMGDVJ2drY6deokwzB048YNjRo1yurxvV8zm80aO3asOnbsqJYtWxZbZ8mSJWrevLk6dOhgKcvPz9fAgQP11ltv6d5779WJEyd+sz/5+fnKz8+3fM7Nzf3NNgAAAAAAAFXRXbf8Z9u2bZo9e7YWLFigAwcOaP369dq0aZNee+21YutHRUXp0KFDWr16dbHnr169qlWrVhVZJTVp0iQ1b95cf/rTn0odW1xcnDw9PS2Hv79/6TsGAAAAAABQhdg1KVW3bl05OjoqMzPTqjwzM7PInk+3TJs2TYMHD9bw4cPVqlUr9evXT7Nnz1ZcXJzMZrNV3ejoaG3cuFFbt25VgwYNir3e2rVrdeXKFUVERFiVb9myRWvWrJGTk5OcnJz0+OOPW2KOjY0t9lqTJk1STk6O5Th16lSpxgEAAAAAAKCqsevje87OzmrTpo2Sk5PVt29fSTcft0tOTlZ0dHSxba5cuVJkfydHR0dJkmEYlj9Hjx6tDRs2aNu2bWrUqFGJMSxZskS9e/eWl5eXVfm6det09epVy+f9+/frz3/+s3bu3KkmTZoUey0XFxe5uLjcvtMAAAAAAACw/9v3YmJiNGTIEAUHB6tdu3aKj49XXl6e5W18ERERql+/vuLi4iRJ4eHhmjNnjlq3bq2QkBAdO3ZM06ZNU3h4uCU5FRUVpVWrVunTTz+Vu7u7MjIyJEmenp5yc3Oz3PvYsWPasWOHNm/eXCSu/0w8ZWdnS5KaN2+uWrVqlfs4AAAAAAAAVCV2T0oNGDBA58+f1/Tp05WRkaGgoCAlJiZaNj9PT0+3Whk1depUmUwmTZ06VWfOnJGXl5fCw8M1a9YsS52FCxdKkrp06WJ1r2XLlmno0KGWz0uXLlWDBg3UvXv3iusgAAAAAAAAijAZt555Q7nLzc2Vp6encnJy5OHhYe9wAABABeD7vvQYKwAAqob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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",
        "# Use the 'model' variable directly if 'best_model' hasn't been saved/loaded yet\n",
        "current_model = best_model if 'best_model' in locals() else model\n",
        "\n",
        "results = current_model.evaluate(mm_test_generator)\n",
        "\n",
        "for name, value in zip(current_model.metrics_names, results):\n",
        "    print(f\"{name}: {value:.4f}\")"
      ],
      "metadata": {
        "id": "_9eQgt9AMP_V",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7de4e3e7-7082-45f8-8f6c-5f65b196eaab"
      },
      "execution_count": null,
      "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[1m30s\u001b[0m 476ms/step - accuracy: 0.7572 - loss: 0.6189\n",
            "loss: 0.6189\n",
            "compile_metrics: 0.7572\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": "4915970e-cd4f-45f9-aa2a-a7dc18aabf19"
      },
      "source": [
        "from sklearn.metrics import classification_report, confusion_matrix\n",
        "\n",
        "test_generator.reset()\n",
        "# Use the 'model' variable directly if 'best_model' hasn't been saved/loaded yet\n",
        "current_model = best_model if 'best_model' in locals() else model\n",
        "\n",
        "# Predict using the multi-modal test generator\n",
        "y_prob = current_model.predict(mm_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": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m47/47\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 337ms/step\n",
            "Classification Report:\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "      Benign       0.97      0.74      0.84      1259\n",
            "   Malignant       0.39      0.87      0.54       244\n",
            "\n",
            "    accuracy                           0.76      1503\n",
            "   macro avg       0.68      0.80      0.69      1503\n",
            "weighted avg       0.87      0.76      0.79      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": "ebcc920b-368a-4767-a36c-73bc7aaccf4f"
      },
      "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": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x500 with 2 Axes>"
            ],
            "image/png": 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TAADZ2dlwc3NDTEwM+vTpg0uXLsHX1xcnT55Es2bNAAC7d+9G165dcfv2bXh46Pa+sRJARETipcfhAJVKhZycHK1NpVIVO2VhYSGKiopgYWGhtd/S0hJHjhxBSkoKlEolAgMDNcfs7Ozg7++PhIQEAEBCQgLs7e01CQAABAYGQiqVIjExUefLZxJARESkB5GRkbCzs9PaIiMji7WztbVFQEAA5s6di7S0NBQVFeH7779HQkIC7ty5A6VSCQBwc3PTep2bm5vmmFKphKurq9ZxU1NTODo6atrogkkAERGJl0Sity0iIgLZ2dlaW0RERImnXb9+PQRBQJUqVSCTybBkyRL07dsXUmn5fiwzCSAiIvHS43CATCaDXC7X2mQyWYmnrVmzJg4ePIjc3FzcunULJ06cQEFBAWrUqAGFQgEASE9P13pNenq65phCoUBGRobW8cLCQmRmZmra6IJJABERkYFYW1vD3d0dDx48wJ49e9CjRw94e3tDoVAgPj5e0y4nJweJiYkICAgAAAQEBCArKwunT5/WtNm3bx/UajX8/f11Pj9vFkREROJloJsF7dmzB4IgoG7durh69SomT54MHx8ffPTRR5BIJBg3bhzmzZuH2rVrw9vbG9OnT4eHhwd69uwJAKhXrx46d+6MoUOHIjo6GgUFBRg9ejT69Omj88oAgEkAERGJmYGeHfBsvsDt27fh6OiIkJAQzJ8/H2ZmZgCAKVOm4NGjRxg2bBiysrLQunVr7N69W2tFwYYNGzB69Gh06NABUqkUISEhWLJkSani4H0CiCoo3ieAxKDM7xPQerre+npyZK7e+iovrAQQEZF4ifzZAUwCiIhIvPgoYSIiIhIjVgKIiEi8RF4JYBJARETiJRX3nABxp0BEREQixkoAERGJF4cDiIiIRErkSwTFnQIRERGJGCsBREQkXhwOICIiEikOBxAREZEYsRJARETixeEAIiIikeJwABEREYkRKwFERCReHA4gIiISKQ4HEBERkRixEkBEROLF4QAiIiKR4nAAERERiRErAUREJF4cDiAiIhIpkScB4r56IiIiEWMlgIiIxEvkEwOZBBARkXhxOICIiIjEiJUAIiISLw4HEBERiRSHA4iIiEiMWAkgIiLx4nAAERGROElEngRwOICIiKicFRUVYfr06fD29oalpSVq1qyJuXPnQhAETRtBEDBjxgy4u7vD0tISgYGBuHLlilY/mZmZCA0NhVwuh729PQYPHozc3Fyd42ASQEREoiWRSPS2lcbnn3+O5cuXY+nSpbh06RI+//xzREVF4euvv9a0iYqKwpIlSxAdHY3ExERYW1sjKCgIeXl5mjahoaG4cOEC4uLiEBsbi0OHDmHYsGE6x8HhACIiEi8DjQYcO3YMPXr0QHBwMACgevXq2LRpE06cOAHgaRVg8eLFmDZtGnr06AEAWLduHdzc3LBjxw706dMHly5dwu7du3Hy5Ek0a9YMAPD111+ja9eu+OKLL+Dh4fHSOFgJICIi0gOVSoWcnBytTaVSldi2ZcuWiI+Px19//QUAOHfuHI4cOYIuXboAAFJSUqBUKhEYGKh5jZ2dHfz9/ZGQkAAASEhIgL29vSYBAIDAwEBIpVIkJibqFDOTACIiEi19DgdERkbCzs5Oa4uMjCzxvJ988gn69OkDHx8fmJmZoWnTphg3bhxCQ0MBAEqlEgDg5uam9To3NzfNMaVSCVdXV63jpqamcHR01LR5GQ4HEBGRaOlzdUBERAQmTJigtU8mk5XY9ocffsCGDRuwceNG1K9fH0lJSRg3bhw8PDwQFhamt5hehkkAERGRHshksud+6P/b5MmTNdUAAGjYsCFu3ryJyMhIhIWFQaFQAADS09Ph7u6ueV16ejqaNGkCAFAoFMjIyNDqt7CwEJmZmZrXvwyHA4iISLQMtTrg8ePHkEq1P4JNTEygVqsBAN7e3lAoFIiPj9ccz8nJQWJiIgICAgAAAQEByMrKwunTpzVt9u3bB7VaDX9/f53iYCWAiIhEy1A3C+revTvmz58PT09P1K9fH2fPnsXChQsxaNAgTVzjxo3DvHnzULt2bXh7e2P69Onw8PBAz549AQD16tVD586dMXToUERHR6OgoACjR49Gnz59dFoZADAJICIiKndff/01pk+fjlGjRiEjIwMeHh4YPnw4ZsyYoWkzZcoUPHr0CMOGDUNWVhZat26N3bt3w8LCQtNmw4YNGD16NDp06ACpVIqQkBAsWbJE5zgkwj9vT1RJWDYdbegQiMrcujWfGjoEojL3XhPdvtG+Krt+6/XWV/bGAXrrq7ywEkBERKLFZwcQERGRKLESQEREoiX2SgCTACIiEi2xJwEcDiAiIhIpVgKIiEi0xF4JYBJARETiJe4cgMMBREREYsVKABERiRaHA4iIiERK7EkAhwOIiIhEipUAIiISLbFXApgEEBGReIk7B+BwABERkVixEkBERKLF4QAjoVarcfXqVWRkZECtVmsda9u2rYGiIiKiyoxJgBE4fvw4+vXrh5s3b0IQBK1jEokERUVFBoqMiIio8jKKJGDEiBFo1qwZfv31V7i7u4s+MyMiovIh9s8bo0gCrly5gh9//BG1atUydChERCQiYk8CjGJ1gL+/P65evWroMIiIiETFKCoBY8aMwcSJE6FUKtGwYUOYmZlpHW/UqJGBIiMiokpN3IUA40gCQkJCAACDBg3S7JNIJBAEgRMDiYiozIh9OMAokoCUlBRDh0BERCQ6RpEEeHl5GToEIiISIVYCjMAvv/xS4n6JRAILCwvUqlUL3t7e5RwVERFVdkwCjEDPnj01cwD+6Z/zAlq3bo0dO3bAwcHBQFESERFVLkaxRDAuLg7NmzdHXFwcsrOzkZ2djbi4OPj7+yM2NhaHDh3C/fv3MWnSJEOHSkRElYlEj1sFZBSVgLFjx2LlypVo2bKlZl+HDh1gYWGBYcOG4cKFC1i8eLHW6gEiIqLXJfbhAKOoBFy7dg1yubzYfrlcjuvXrwMAateujXv37pV3aERERJWWUSQBfn5+mDx5Mu7evavZd/fuXUyZMgXNmzcH8PTWwtWqVTNUiEREVAlJJBK9bRWRUQwHrF69Gj169EDVqlU1H/S3bt1CjRo18PPPPwMAcnNzMW3aNEOGKTo2VjLMHNUN77zdGC4ONjiXfBuTon7E6YupMDWVYtao7ghqXR/eVZ2Qk5uHfYmXMX3JL7hzN1urn86t6+PTYV3QoLYH8vILceT0Fbw/YZWBrorofxL3/owTcb8g664SAOBatTrah3yIOk39AQA7Vn6Ja3+ewcPMezC3sIRn3foI6jccLlU8AQCPH2Zj69fzoUy9jscPc2BtZ496zVqhY58hsLCyNth1ke4q6oe3vhhFElC3bl1cvHgRe/fuxV9//aXZ17FjR0ilT4sVPXv2NGCE4rR8Rj/41vLAoGlrceduNvp2fRO/Ro/BGyHzkPtEhSb1qmHBql3446+/4SC3wheT38XWxcPROjRK00fPDk3wzfS+mLl0Jw6c+AumplLUr+luwKsi+h87Jxd06jcUToqqgCDg7KE92PDfaRj1+Uq4VfNGlRp10Lh1IOyd3fAkNwf7flyLmPmTMXHpRkilJpBIpPBp1gqBHwyGldwOmcq/sfO7r/AkNwfvfzzd0JdH9FJGMRwAAFKpFJ07d8bHH3+Mjz/+GEFBQZoEgMqfhcwMPTs0wX8W78DRM9dw/dY9zF/xG67duouh77VBTm4euo1cip/izuLKzQycOH8D4xf8AD9fT1RTPF3GaWIixReTQ/Dp4h349scjuJqagcvXlfgp7qyBr47oKR+/lqjbtAWc3avC2aMaOvYZAnMLS9y6chEA0DywO7x9G8PBVQGPGnUQ+MEgZN/PwIOMp5UDSxtb+HfqgSo168LBRYGaDf3g36kHblw+b8jLolIw1HBA9erVS+wjPDwcAJCXl4fw8HA4OTnBxsYGISEhSE9P1+ojNTUVwcHBsLKygqurKyZPnozCwsJSxWGwSsCSJUswbNgwWFhYYMmSJS9s+/HHH5dTVPSMqYkUpqYmyMsv0NqfpypAy6Y1S3yN3NYSarUaWQ+fAACa+lRDFTcHqNUCEjZNhZuTHH/8dRufLtqBi9fulPk1EJWGWl2EPxMOIl+VB8869Ysdz897gjMHdsPB1R12zq4l9pGTeQ8XThyGd73GZR0u6YuBRgNOnjyp9VycP//8Ex07dsR7770HABg/fjx+/fVXbN26FXZ2dhg9ejR69+6No0ePAgCKiooQHBwMhUKBY8eO4c6dO/jwww9hZmaGzz77TOc4DJYELFq0CKGhobCwsMCiRYue204ikbwwCVCpVFCpVFr7BHURJFITvcUqRrmPVTh+7joihnZBcko60u/n4P3OzeDfyBvXbt0t1l5mbop5H/fAD7tP4+GjPACAd1VnAMC0EV0x9cttuJl2H2MHdMCeVWPRqOccPMh5XK7XRFQSZep1rJwWjsKCfJhbWKLfpDlwrVpdczxxzw7s2bAC+ao8OHtUw8D//BemptpPOt3y1VxcPnUUBfkq+Pi1RM/hk8v5KqiicXFx0fp5wYIFqFmzJtq1a4fs7GysXr0aGzduxNtvvw0AWLNmDerVq4fjx4+jRYsW2Lt3Ly5evIjff/8dbm5uaNKkCebOnYupU6di1qxZMDc31ykOg9XbU1JS4OTkpPnz87ZnSwSfJzIyEnZ2dlpbYfrp8riESm/QtHWQSIDre+cjO3Exwvu2ww+7T0Gt1r6zo6mpFN9HDX6asH22RbNf+v/lsc+/3YMd8Uk4e+kWhs38HgIE9O7YtFyvheh5nD2qITzqWwyfvwxvduyBn75ZgIzbNzTHG7cJxKjPV2HwzMVwdq+GLYtnoyA/X6uPrmHhGLVgJUInz0Nm+t/Yte6bcr4KelX6HA5QqVTIycnR2v79JbUk+fn5+P777zFo0CBIJBKcPn0aBQUFCAwM1LTx8fGBp6cnEhISAAAJCQlo2LAh3NzcNG2CgoKQk5ODCxcu6Hz9FX7QPSIiQnOXwWebqZufocOqFFJu30OnIV/BKWACaneZjjYDvoCZqQlS/v7f/RpMTaXY8PlgeLo7oNvIpZoqAADcufd0lcDl6/8r/ecXFOLG7fuopnAsvwshegFTUzM4KaqgSo266NRvKBReNXHst580xy2sbODsXhXevo3RZ8Is3E27hYsnD2v1YWvvCJcqnqjXrBXeGToRJ+J+wcMH98v5SuhV6DMJKOlLaWRk5Etj2LFjB7KysjBw4EAAgFKphLm5Oezt7bXaubm5QalUatr8MwF4dvzZMV0ZxeqAoqIixMTEID4+HhkZGVCr1VrH9+3b99zXymQyyGQyrX0cCtCvx3n5eJyXD3tbSwS2rIf/LH66bPNZAlDT0wWdhy1BZvYjrdedvXQLeaoC1K7uhmNJ1zWv8fRwROqdzHK/DiJdCIKAosKC5x0EBAFFBc85DkD4//9+Fb6gDVVOERERmDBhgta+f38+lWT16tXo0qULPDw8yiq05zKKJGDs2LGIiYlBcHAwGjRoIPp1m8YiMKAeJBLgrxsZqFnNBZ+N74m/UtKx7pcEmJpKsfG/Q9DUpxp6j42GiVQCNydbAEBm9mMUFBbh4aM8fPvjEUwf0RW3lQ+QeicT48Oelre2xZ0x5KURAQD2blyF2k3ehL2zG1R5j/HHkXjcuJiEsE+jkJmehvPH9qNW42awltsj5/5dHPp5E0zNZZr7CCSfPY7crAeoWtMH5haWyLidgt3fr4Bn3QZwcFUY+OpIF/r8uCnpS+nL3Lx5E7///ju2bdum2adQKJCfn4+srCytakB6ejoUCoWmzYkTJ7T6erZ64FkbXRhFErB582b88MMP6Nq1q6FDoX+ws7HAnDHvoIqbPTKzH+Pn+CTM/GYnCgvV8HR3RPe3GgEATmyJ0HpdpyFf4fDpKwCAiMXbUVikxup5H8JSZoaTf95El2FLNCsIiAwpN+cBfloWiYcPMmFhZQ03zxoI+zQKtRo1Q07mPdy8fB7Hdv2EvNyHsLZ3QHWfRhg292vY2D1dBmtmJsOpfb9i17pvUFhQADtnV/i+2QZte/Qz8JWRrgz9pXPNmjVwdXVFcHCwZp+fnx/MzMwQHx+PkJAQAEBycjJSU1MREBAAAAgICMD8+fORkZEBV9enq1Xi4uIgl8vh6+ur8/klwr+f32sAHh4eOHDgAOrUqaOX/iybjtZLP0TGbN2aTw0dAlGZe69J2ZbIa0/erbe+rvy3c6naq9VqeHt7o2/fvliwYIHWsZEjR+K3335DTEwM5HI5xowZAwA4duwYgKfD6E2aNIGHhweioqKgVCoxYMAADBkypFRLBI1iYuDEiRPx1VdfwQjyESIiEhGJRH9baf3+++9ITU0t8Qm5ixYtQrdu3RASEoK2bdtCoVBoDRmYmJggNjYWJiYmCAgIQP/+/fHhhx9izpw5pbt+Y6gE9OrVC/v374ejoyPq168PMzPtNbj/vHBdsBJAYsBKAIlBWVcC6k7do7e+kj8P0ltf5cUo5gTY29ujV69ehg6DiIhIVIwiCVizZo2hQyAiIhES+2I0o5gTAACFhYX4/fffsWLFCjx8+BAAkJaWhtzcXANHRkRElZVUKtHbVhEZRSXg5s2b6Ny5M1JTU6FSqdCxY0fY2tri888/h0qlQnR0tKFDJCIiqnSMohIwduxYNGvWDA8ePIClpaVmf69evRAfH2/AyIiIqDIz5OoAY2AUlYDDhw/j2LFjxZ56VL16dfz9998GioqIiKhyM4okQK1Waz1X+Znbt2/D1tbWABEREZEYGPqOgYZmFMMBnTp1wuLFizU/SyQS5ObmYubMmbyVMBERlRkOBxiBL7/8EkFBQfD19UVeXh769euHK1euwMnJCZs2bTJ0eERERJWSUSQBVatWxblz57B582b88ccfyM3NxeDBgxEaGqo1UZCIiEifOBxgBO7fvw9TU1P0798fY8aMgbOzM5KTk3Hq1ClDh0ZERJWYRCLR21YRGTQJOH/+PKpXrw5XV1f4+PggKSkJzZs3x6JFi7By5Uq0b98eO3bsMGSIRERElZZBk4ApU6agYcOGOHToEN566y1069YNwcHByM7OxoMHDzB8+PBij1ckIiLSF04MNKCTJ09i3759aNSoERo3boyVK1di1KhRkEqf5iZjxoxBixYtDBkiERFVYhW1jK8vBq0EZGZmQqFQAABsbGxgbW0NBwcHzXEHBwfNcwSIiIhIvwy+OuDfWZjYszIiIio/Yv/IMXgSMHDgQMhkMgBAXl4eRowYAWtrawCASqUyZGhERFTJif2Lp0GTgLCwMK2f+/fvX6zNhx9+WF7hEBERiYpBk4A1a9YY8vRERCRyIi8EGH44gIiIyFDEPhxgFHcMJCIiovLHSgAREYmWyAsBTAKIiEi8OBxAREREosRKABERiZbICwFMAoiISLw4HEBERESixEoAERGJlsgLAUwCiIhIvDgcQERERKLESgAREYmWyAsBTAKIiEi8OBxARERE5e7vv/9G//794eTkBEtLSzRs2BCnTp3SHBcEATNmzIC7uzssLS0RGBiIK1euaPWRmZmJ0NBQyOVy2NvbY/DgwcjNzdU5BiYBREQkWhKJRG9baTx48ACtWrWCmZkZdu3ahYsXL+LLL7+Eg4ODpk1UVBSWLFmC6OhoJCYmwtraGkFBQcjLy9O0CQ0NxYULFxAXF4fY2FgcOnQIw4YN0zkODgcQEZFoGWo04PPPP0e1atWwZs0azT5vb2/NnwVBwOLFizFt2jT06NEDALBu3Tq4ublhx44d6NOnDy5duoTdu3fj5MmTaNasGQDg66+/RteuXfHFF1/Aw8PjpXGwEkBERKQHKpUKOTk5WptKpSqx7S+//IJmzZrhvffeg6urK5o2bYpVq1ZpjqekpECpVCIwMFCzz87ODv7+/khISAAAJCQkwN7eXpMAAEBgYCCkUikSExN1iplJABERiZY+hwMiIyNhZ2entUVGRpZ43uvXr2P58uWoXbs29uzZg5EjR+Ljjz/G2rVrAQBKpRIA4ObmpvU6Nzc3zTGlUglXV1et46ampnB0dNS0eRkOBxARkWjpczggIiICEyZM0Nonk8lKbKtWq9GsWTN89tlnAICmTZvizz//RHR0NMLCwvQX1EuwEkBERKQHMpkMcrlca3teEuDu7g5fX1+tffXq1UNqaioAQKFQAADS09O12qSnp2uOKRQKZGRkaB0vLCxEZmamps3LMAkgIiLRMtTqgFatWiE5OVlr319//QUvLy8ATycJKhQKxMfHa47n5OQgMTERAQEBAICAgABkZWXh9OnTmjb79u2DWq2Gv7+/TnFwOICIiETLUKsDxo8fj5YtW+Kzzz7D+++/jxMnTmDlypVYuXLl/8clwbhx4zBv3jzUrl0b3t7emD59Ojw8PNCzZ08ATysHnTt3xtChQxEdHY2CggKMHj0affr00WllAMAkgIiIqNw1b94c27dvR0REBObMmQNvb28sXrwYoaGhmjZTpkzBo0ePMGzYMGRlZaF169bYvXs3LCwsNG02bNiA0aNHo0OHDpBKpQgJCcGSJUt0jkMiCIKg1yszApZNRxs6BKIyt27Np4YOgajMvddEt2+0r6rj0uN66ytudAu99VVeWAkgIiLREvmjAzgxkIiISKxYCSAiItES+1MEmQQQEZFoScWdA3A4gIiISKxYCSAiItHicAAREZFIiTwH4HAAERGRWLESQEREoiWBuEsBTAKIiEi0uDqAiIiIRImVACIiEi2uDiAiIhIpkecAHA4gIiISK1YCiIhItKQiLwUwCSAiItESeQ7A4QAiIiKxYiWAiIhEi6sDiIiIRErkOQCHA4iIiMSKlQAiIhItrg4gIiISKXGnABwOICIiEi1WAoiISLS4OoCIiEik+ChhIiIiEiVWAoiISLQ4HEBERCRSIs8BOBxAREQkVqwEEBGRaHE4gIiISKS4OoCIiIhEiUkAERGJlkQi0dtWGrNmzSr2eh8fH83xvLw8hIeHw8nJCTY2NggJCUF6erpWH6mpqQgODoaVlRVcXV0xefJkFBYWliqOV0oCDh8+jP79+yMgIAB///03AGD9+vU4cuTIq3RHRERkEBI9bqVVv3593LlzR7P98zN0/Pjx2LlzJ7Zu3YqDBw8iLS0NvXv31hwvKipCcHAw8vPzcezYMaxduxYxMTGYMWNGqWIodRLw008/ISgoCJaWljh79ixUKhUAIDs7G5999llpuyMiIhIlU1NTKBQKzebs7Azg6efp6tWrsXDhQrz99tvw8/PDmjVrcOzYMRw/fhwAsHfvXly8eBHff/89mjRpgi5dumDu3Ln45ptvkJ+fr3MMpU4C5s2bh+joaKxatQpmZmaa/a1atcKZM2dK2x0REZHBSCUSvW0qlQo5OTla27MvyiW5cuUKPDw8UKNGDYSGhiI1NRUAcPr0aRQUFCAwMFDT1sfHB56enkhISAAAJCQkoGHDhnBzc9O0CQoKQk5ODi5cuKD79Zf2DUtOTkbbtm2L7bezs0NWVlZpuyMiIjIYiUR/W2RkJOzs7LS2yMjIEs/r7++PmJgY7N69G8uXL0dKSgratGmDhw8fQqlUwtzcHPb29lqvcXNzg1KpBAAolUqtBODZ8WfHdFXqJYIKhQJXr15F9erVtfYfOXIENWrUKG13RERElUJERAQmTJigtU8mk5XYtkuXLpo/N2rUCP7+/vDy8sIPP/wAS0vLMo3zn0pdCRg6dCjGjh2LxMRESCQSpKWlYcOGDZg0aRJGjhxZFjESERGVCX2uDpDJZJDL5Vrb85KAf7O3t0edOnVw9epVKBQK5OfnF6uup6enQ6FQAHj6hfzfqwWe/fysjS5KnQR88skn6NevHzp06IDc3Fy0bdsWQ4YMwfDhwzFmzJjSdkdERGQw+hwOeB25ubm4du0a3N3d4efnBzMzM8THx2uOJycnIzU1FQEBAQCAgIAAnD9/HhkZGZo2cXFxkMvl8PX11fm8pR4OkEgk+M9//oPJkyfj6tWryM3Nha+vL2xsbErbFRERkShNmjQJ3bt3h5eXF9LS0jBz5kyYmJigb9++sLOzw+DBgzFhwgQ4OjpCLpdjzJgxCAgIQIsWLQAAnTp1gq+vLwYMGICoqCgolUpMmzYN4eHhOlcfgNe4bbC5uXmpsg0iIiJjIzXQswNu376Nvn374v79+3BxcUHr1q1x/PhxuLi4AAAWLVoEqVSKkJAQqFQqBAUFYdmyZZrXm5iYIDY2FiNHjkRAQACsra0RFhaGOXPmlCoOiSAIQmle0L59+xfeGWnfvn2lCqAsWDYdbegQiMrcujWfGjoEojL3XhOPMu1/1LaLeutrWe+K98W41JWAJk2aaP1cUFCApKQk/PnnnwgLC9NXXERERFTGSp0ELFq0qMT9s2bNQm5u7msHREREVF7E/ijhUg8HPM/Vq1fx5ptvIjMzUx/dvZa80j0/gahCSk57aOgQiMpcY0/bMu1/zPZLeuvr61719NZXedHbUwQTEhJgYWGhr+6IiIiojJV6OOCfTzECAEEQcOfOHZw6dQrTp0/XW2BERERlTezDAaVOAuzs7LR+lkqlqFu3LubMmYNOnTrpLTAiIqKyJhV3DlC6JKCoqAgfffQRGjZsCAcHh7KKiYiIiMpBqeYEmJiYoFOnTnxaIBERVQpSif62iqjUEwMbNGiA69evl0UsRERE5UqfDxCqiEqdBMybNw+TJk1CbGws7ty5g5ycHK2NiIiIKgad5wTMmTMHEydORNeuXQEA77zzjlbmIwgCJBIJioqK9B8lERFRGaioZXx90TkJmD17NkaMGIH9+/eXZTxERETlpoJW8fVG5yTg2Y0F27VrV2bBEBERUfkp1RLBijrxgYiIqCSGepSwsShVElCnTp2XJgLG8OwAIiIiXejt3vkVVKmSgNmzZxe7YyARERFVTKVKAvr06QNXV9eyioWIiKhciXw0QPckgPMBiIioshH7nACdh0OerQ4gIiKiykHnSoBarS7LOIiIiMqdyAsBpX+UMBERUWUh9jsGin11BBERkWixEkBERKIl9omBTAKIiEi0RJ4DcDiAiIhIrFgJICIi0RL7xEAmAUREJFoSiDsL4HAAERGRSLESQEREosXhACIiIpESexLA4QAiIiKRYiWAiIhES+xPyGUlgIiIREsq0d/2qhYsWACJRIJx48Zp9uXl5SE8PBxOTk6wsbFBSEgI0tPTtV6XmpqK4OBgWFlZwdXVFZMnT0ZhYWHprv/VwyYiIqLXcfLkSaxYsQKNGjXS2j9+/Hjs3LkTW7duxcGDB5GWlobevXtrjhcVFSE4OBj5+fk4duwY1q5di5iYGMyYMaNU52cSQEREoiWR6G8rrdzcXISGhmLVqlVwcHDQ7M/Ozsbq1auxcOFCvP322/Dz88OaNWtw7NgxHD9+HACwd+9eXLx4Ed9//z2aNGmCLl26YO7cufjmm2+Qn5+vcwxMAoiISLSkEoneNpVKhZycHK1NpVI999zh4eEIDg5GYGCg1v7Tp0+joKBAa7+Pjw88PT2RkJAAAEhISEDDhg3h5uamaRMUFIScnBxcuHBB9+vXuSURERE9V2RkJOzs7LS2yMjIEttu3rwZZ86cKfG4UqmEubk57O3ttfa7ublBqVRq2vwzAXh2/NkxXXF1ABERiZY+7xMQERGBCRMmaO2TyWTF2t26dQtjx45FXFwcLCws9BfAK2AlgIiIREufcwJkMhnkcrnWVlIScPr0aWRkZOCNN96AqakpTE1NcfDgQSxZsgSmpqZwc3NDfn4+srKytF6Xnp4OhUIBAFAoFMVWCzz7+VkbXTAJICIiKkcdOnTA+fPnkZSUpNmaNWuG0NBQzZ/NzMwQHx+veU1ycjJSU1MREBAAAAgICMD58+eRkZGhaRMXFwe5XA5fX1+dY+FwABERiZbUAE8RtLW1RYMGDbT2WVtbw8nJSbN/8ODBmDBhAhwdHSGXyzFmzBgEBASgRYsWAIBOnTrB19cXAwYMQFRUFJRKJaZNm4bw8PASqw/PwySAiIhEy1hvGLho0SJIpVKEhIRApVIhKCgIy5Yt0xw3MTFBbGwsRo4ciYCAAFhbWyMsLAxz5swp1XkkgiAI+g7e0PJKd8MkogopOe2hoUMgKnONPW3LtP9lx27ora9RLavrra/ywkoAERGJltifIsgkgIiIREtqrOMB5YSrA4iIiESKlQAiIhItkRcCmAQQEZF4cTiAiIiIRImVACIiEi2RFwKYBBARkXiJvRwu9usnIiISLVYCiIhItCQiHw9gEkBERKIl7hSAwwFERESixUoAERGJltjvE8AkgIiIREvcKQCHA4iIiESLlQAiIhItkY8GMAkgIiLxEvsSQQ4HEBERiRQrAUREJFpi/ybMJICIiESLwwFEREQkSqwEEBGRaIm7DsAkgIiIRIzDAURERCRKrAQQEZFoif2bsFFc/5w5c/D48eNi+588eYI5c+YYICIiIhIDiUSit60ikgiCIBg6CBMTE9y5cweurq5a++/fvw9XV1cUFRWVqr+8Qn1GR2ScktMeGjoEojLX2NO2TPvf/odSb331aqTQW1/lxSiGAwRBKDGLOnfuHBwdHQ0QERERiUHF/P6uPwZNAhwcHDRllDp16mglAkVFRcjNzcWIESMMGCEREVVmFbSKrzcGTQIWL14MQRAwaNAgzJ49G3Z2dppj5ubmqF69OgICAgwYIRERUeVl0CQgLCwMAODt7Y2WLVvCzMzMkOEQEZHISEU+IGAUcwLatWsHtVqNv/76CxkZGVCr1VrH27Zta6DIiIioMhP7cIBRLBE8fvw4atWqhXr16qFt27Z46623NFv79u0NHR4REZFeLV++HI0aNYJcLodcLkdAQAB27dqlOZ6Xl4fw8HA4OTnBxsYGISEhSE9P1+ojNTUVwcHBsLKygqurKyZPnozCwtItjzOKJGDEiBFo1qwZ/vzzT2RmZuLBgweaLTMz09DhERFRJSXR4/9Ko2rVqliwYAFOnz6NU6dO4e2330aPHj1w4cIFAMD48eOxc+dObN26FQcPHkRaWhp69+6teX1RURGCg4ORn5+PY8eOYe3atYiJicGMGTNKd/3GcJ8Aa2trnDt3DrVq1dJLf7xPAIkB7xNAYlDW9wn47UKG3vrqWt/15Y1ewNHREf/973/x7rvvwsXFBRs3bsS7774LALh8+TLq1auHhIQEtGjRArt27UK3bt2QlpYGNzc3AEB0dDSmTp2Ku3fvwtzcXKdzGkUlwN/fH1evXjV0GERERK9MpVIhJydHa1OpVC99XVFRETZv3oxHjx4hICAAp0+fRkFBAQIDAzVtfHx84OnpiYSEBABAQkICGjZsqEkAACAoKAg5OTmaaoIujGJi4JgxYzBx4kQolUo0bNiw2CqBRo0aGSgyIiKqzPS5OiAyMhKzZ8/W2jdz5kzMmjWrxPbnz59HQEAA8vLyYGNjg+3bt8PX1xdJSUkwNzeHvb29Vns3NzcolU/vcKhUKrUSgGfHnx3TlVEkASEhIQCAQYMGafZJJBLNnQRLe9tgIiIiXehzdUBERAQmTJigtU8mkz23fd26dZGUlITs7Gz8+OOPCAsLw8GDB/UXkA6MIglISUkxdAhERESvRSaTvfBD/9/Mzc01c+H8/Pxw8uRJfPXVV/jggw+Qn5+PrKwsrWpAeno6FIqnzydQKBQ4ceKEVn/PVg88a6MLo0gCvLy8DB0CERGJkDHdJ0CtVkOlUsHPzw9mZmaIj4/XVMqTk5ORmpqquYtuQEAA5s+fj4yMDM3D9+Li4iCXy+Hr66vzOY0iCXjm4sWLSE1NRX5+vtb+d955x0ARERFRZVbapX36EhERgS5dusDT0xMPHz7Exo0bceDAAezZswd2dnYYPHgwJkyYAEdHR8jlcowZMwYBAQFo0aIFAKBTp07w9fXFgAEDEBUVBaVSiWnTpiE8PLxU1QijSAKuX7+OXr164fz585q5AAA0DxTinAAiIqpMMjIy8OGHH+LOnTuws7NDo0aNsGfPHnTs2BEAsGjRIkilUoSEhEClUiEoKAjLli3TvN7ExASxsbEYOXIkAgICYG1tjbCwMMyZM6dUcRjFfQK6d+8OExMTfPvtt/D29saJEydw//59TJw4EV988QXatGlTqv54nwASA94ngMSgrO8TEH/5nt766uDjrLe+yotRVAISEhKwb98+ODs7QyqVQiqVonXr1oiMjMTHH3+Ms2fPGjpEIiKqhAw1HGAsjOJmQUVFRbC1fZrtOTs7Iy0tDcDTCYPJycmGDI2IiKjSMopKQIMGDXDu3Dl4e3vD398fUVFRMDc3x8qVK1GjRg1Dh0dERJWUMa0OMASjSAKmTZuGR48eAQDmzJmDbt26oU2bNnBycsKWLVsMHB0REVVWYh8OMIqJgSXJzMyEg4ODZoVAaXBiIIkBJwaSGJT1xMADyfp7Uu1bdR311ld5MYpKQEkcHSvem0lERBWLVNyFAONIAh49eoQFCxYgPj4eGRkZUKvVWsevX79uoMiIiKgyE/twgFEkAUOGDMHBgwcxYMAAuLu7v9IQAJW9HzZvxA9bNiHt778BADVr1cbwkaPQuk07ZGdlYdk3XyPh2BEo79yBg4Mj2ncIRPiYsZqVH0TGZvumNThxZD/+vnUD5jIZ6vg2Qv8hY+BRrbqmze+/bsORfbuRcjUZTx4/wprt+2Ft87/f6QxlGn7a8C3+TDqFrMz7cHRyRpsOXdG73yCY/uuJqETGxiiSgF27duHXX39Fq1atDB0KvYCrmwJjx0+Cp5cXBEHAzp93YOzocGz5aTsEQcDdjAxMmDQVNWvWQlra35g3ZxbuZmTgy8VLDB06UYku/nEGQe+8h5p1fVFUVIRN332DeZ+MxsJvt8LC0hIAoFLloUnzlmjSvCU2rl5arI+0WzcgqAUMG/spFFWq4lbKNaxYNB95eU/w4fBx5XxFVFpi/85pFBMDvb298dtvv6FevXp66Y8TA8tPm4A3MX7SZPQOea/Ysb17duHTqZNx/FQSTE2NIt+sVDgxUP9ysh5gyHsdMevLlfBt9IbWsQvnTmH2pBHFKgEl+eWHddi78ycsXf9zWYYrCmU9MfDolQd666tVbQe99VVejOJmQXPnzsWMGTPw+PFjQ4dCOioqKsKu337FkyeP0bhx0xLb5D7MhY2NDRMAqjAeP8oFANjYyl+7n9ftg6g8GMV/nb/88ktcu3YNbm5uqF69Osz+NY525syZ575WpVJBpVJp7RNMSvdMZ9Ldlb+SMaBfH+Tnq2BlZYVFS75Bzf9/HvY/PXiQiZXRyxDy3gcGiJKo9NRqNWKWf4m69RvD07v477SulH/fwq4dWzCAQwEVglTk4wFGkQT07NnzlV8bGRmJ2bNna+37z/SZmDZj1usFRSWqXt0bP/y0A7m5DxG3dw+mfzoVq2O+10oEcnNzMXrkcNSoWRMjRo02YLREulv99ee4deMa5iz69pX7yLyXgfmfjkFA20AEdu2lx+iorIg7BTCSOQGvg5UAwxo2eCCqVvPEjFlPH1/56FEuRg4bAgsLC3y9bAX/HsoQ5wToz+qvP8ephEOY/eVKuLpXKbHNy+YEZN67i9mThqN2vQYYNXkWpFKjGG2t8Mp6TsDxq1l666tFLXu99VVejKIS8DpksuIf+JwYWH7UajUK8vMBPK0AjBw2GObm5vhq6XImAGT0BEHAd0ujcOLoAcz6YsVzE4CXybyXgdmTRsC7tg9GTZrJBKAiEXkpwCiSgOfdHlgikcDCwgK1atXCwIED8dFHHxkgOnrmq0VfonWbtlC4u+Pxo0f47ddYnDp5AstXrkZubi5GDB2EvLwn+GzBf/EoNxePcp9OsnJwdISJiYmBoycqbvXXn+PIvt2YMvtLWFpZISvz6bPlraxtYC6zAABkZd5DVuZ9KP++DQBITbkKS0srOLsqYCO3Q+a9DMyaOBwubu74cPg45GT/b7a5vWPFe7682PBmQUZgxowZmD9/Prp06YI333wTAHDixAns3r0b4eHhSElJwciRI1FYWIihQ4caOFrxysy8j2kRU3H3bgZsbG1Rp05dLF+5GgEtW+HkiUSc/+McAKBbl45ar/ttbzyqVKlqiJCJXmjvzh8BALMmDdfaP2rSTLwV1P1pm9if8OP6VZpjMycM1Wrzx+lEKNNuQZl2CyP6dtXq54e4U2UZPtFrM4o5ASEhIejYsSNGjBihtX/FihXYu3cvfvrpJ3z99ddYuXIlzp8//9L+OBxAYsA5ASQGZT0n4MT1bL319WYNO731VV6MYuBqz549CAwMLLa/Q4cO2LNnDwCga9eufIYAERHplUSPW0VkFEmAo6Mjdu7cWWz/zp07NU8TfPToEe9BT0REpEdGMSdg+vTpGDlyJPbv36+ZE3Dy5En89ttviI6OBgDExcWhXbt2hgyTiIgqm4r6FV5PjGJOAAAcPXoUS5cuRXJyMgCgbt26GDNmDFq2bFnqvjgngMSAcwJIDMp6TsCplBy99dXMu+LdKtooKgEA0KpVKz5FkIiIqBwZLAnIycmBXC7X/PlFnrUjIiLSJ5E/OsBwSYCDgwPu3LkDV1dX2Nvbl3izIEEQIJFIUFRUZIAIiYiIKjeDJQH79u3TzPzfv3+/ocIgIiIRE3khwHgmBuoTJwaSGHBiIIlBWU8MPHNTfxMD3/CqeEPXBqsE/PHHHzq3bdSoURlGQkREJE4GSwKaNGkCiUSClxUiOCeAiIjKCh8gZCApKSmGOjUREREArg4wWBLg5eVlqFMTERERjOhmQQBw8eJFpKamIj8/X2v/O++8Y6CIiIioMhN5IcA4HiB0/fp1NG7cGA0aNEBwcDB69uyJnj17olevXujVq5ehwyMiosrKQI8RjIyMRPPmzWFrawtXV1f07NlTc9v8Z/Ly8hAeHg4nJyfY2NggJCQE6enpWm1SU1MRHBwMKysruLq6YvLkySgs1H2JnFEkAWPHjoW3tzcyMjJgZWWFCxcu4NChQ2jWrBkOHDhg6PCIiIj06uDBgwgPD8fx48cRFxeHgoICdOrUCY8ePdK0GT9+PHbu3ImtW7fi4MGDSEtLQ+/evTXHi4qKEBwcjPz8fBw7dgxr165FTEwMZsyYoXMcRnGfAGdnZ+zbtw+NGjWCnZ0dTpw4gbp162Lfvn2YOHEizp49W6r+eJ8AEgPeJ4DEoKzvE/DHrVy99dWoms0rv/bu3btwdXXFwYMH0bZtW2RnZ8PFxQUbN27Eu+++CwC4fPky6tWrh4SEBLRo0QK7du1Ct27dkJaWBjc3NwBAdHQ0pk6dirt378Lc3Pyl5zWKSkBRURFsbZ/+RTs7OyMtLQ3A08mD/y6PEBER6YtEor9NpVIhJydHa1OpVDrFkZ2dDQCaO+mePn0aBQUFCAwM1LTx8fGBp6cnEhISAAAJCQlo2LChJgEAgKCgIOTk5ODChQs6ndcokoAGDRrg3LlzAAB/f39ERUXh6NGjmDNnDmrUqGHg6IiIiF4uMjISdnZ2WltkZORLX6dWqzFu3Di0atUKDRo0AAAolUqYm5vD3t5eq62bmxuUSqWmzT8TgGfHnx3ThVGsDpg2bZpmHGT27Nno3r072rRpAycnJ2zevNnA0RERUWWlz9UBERERmDBhgtY+mUz20teFh4fjzz//xJEjR/QYjW6MIgkICgrS/Ll27dq4fPkyMjMz4eDgUOLTBYmIiPRCjx8xMplMpw/9fxo9ejRiY2Nx6NAhVK1aVbNfoVAgPz8fWVlZWtWA9PR0KBQKTZsTJ05o9fds9cCzNi9j0CRg0KBBOrX77rvvyjgSIiKi8iMIAsaMGYPt27fjwIED8Pb21jru5+cHMzMzxMfHIyQkBACQnJyM1NRUBAQEAAACAgIwf/58ZGRkwNXVFQAQFxcHuVwOX19fneIwaBIQExMDLy8vNG3a9KXPECAiItI3Qz07IDw8HBs3bsTPP/8MW1tbzRi+nZ0dLC0tYWdnh8GDB2PChAlwdHSEXC7HmDFjEBAQgBYtWgAAOnXqBF9fXwwYMABRUVFQKpWYNm0awsPDda5IGHSJYHh4ODZt2gQvLy989NFH6N+/v2Zm5OvgEkESAy4RJDEo6yWCF9MevbyRjnw9rHVu+7yh7jVr1mDgwIEAnt4saOLEidi0aRNUKhWCgoKwbNkyrVL/zZs3MXLkSBw4cADW1tYICwvDggULYGqq23d8g98nQKVSYdu2bfjuu+9w7NgxBAcHY/DgwejUqdMrzwdgEkBiwCSAxKCyJgHGwuBJwD/dvHkTMTExWLduHQoLC3HhwgXY2JT+5gtMAkgMmASQGJR1EnBJj0lAvQqYBBjF6oBnpFIpJBIJBEFAUVGRocMhIqLKTuQL0Ax+syCVSoVNmzahY8eOqFOnDs6fP4+lS5ciNTX1laoAREREpBuDVgJGjRqFzZs3o1q1ahg0aBA2bdoEZ2dnQ4ZEREQiYqjVAcbCoHMCpFIpPD090bRp0xdOAty2bVup+uWcABIDzgkgMSjrOQHJysd666uuwkpvfZUXg1YCPvzwQ94RkIiIyEAMfrMgIiIiQxH711CjWh1ARERUrkSeBRh8dQAREREZBisBREQkWmJfHcAkgIiIREvsc9M5HEBERCRSrAQQEZFoibwQwCSAiIhETORZAIcDiIiIRIqVACIiEi2uDiAiIhIprg4gIiIiUWIlgIiIREvkhQAmAUREJGIizwI4HEBERCRSrAQQEZFocXUAERGRSHF1ABEREYkSKwFERCRaIi8EMAkgIiLx4nAAERERiRIrAUREJGLiLgUwCSAiItHicAARERGJEisBREQkWiIvBDAJICIi8eJwABEREYkSkwAiIhItiR7/VxqHDh1C9+7d4eHhAYlEgh07dmgdFwQBM2bMgLu7OywtLREYGIgrV65otcnMzERoaCjkcjns7e0xePBg5ObmlioOJgFERCReEj1upfDo0SM0btwY33zzTYnHo6KisGTJEkRHRyMxMRHW1tYICgpCXl6epk1oaCguXLiAuLg4xMbG4tChQxg2bFip4pAIgiCULnTjl1do6AiIyl5y2kNDh0BU5hp72pZp/8qcAr315SBTQ6VSae2TyWSQyWQvfJ1EIsH27dvRs2dPAE+rAB4eHpg4cSImTZoEAMjOzoabmxtiYmLQp08fXLp0Cb6+vjh58iSaNWsGANi9eze6du2K27dvw8PDQ6eYWQkgIiLR0mchIDIyEnZ2dlpbZGRkqWNKSUmBUqlEYGCgZp+dnR38/f2RkJAAAEhISIC9vb0mAQCAwMBASKVSJCYm6nwurg4gIiLR0ufqgIiICEyYMEFr38uqACVRKpUAADc3N639bm5ummNKpRKurq5ax01NTeHo6KhpowsmAURERHqgS+nf2HA4gIiIRMtQqwNeRKFQAADS09O19qenp2uOKRQKZGRkaB0vLCxEZmampo0umAQQEZF4GWh1wIt4e3tDoVAgPj5esy8nJweJiYkICAgAAAQEBCArKwunT5/WtNm3bx/UajX8/f11PheHA4iIiMpZbm4url69qvk5JSUFSUlJcHR0hKenJ8aNG4d58+ahdu3a8Pb2xvTp0+Hh4aFZQVCvXj107twZQ4cORXR0NAoKCjB69Gj06dNH55UBAJcIElVYXCJIYlDWSwTv5ervA8PZRvfv1QcOHED79u2L7Q8LC0NMTAwEQcDMmTOxcuVKZGVloXXr1li2bBnq1KmjaZuZmYnRo0dj586dkEqlCAkJwZIlS2BjY6NzHEwCiCooJgEkBmWdBNx/pL8PDCfrildc55wAIiIikap4aQsREZGe6HNWf0XEJICIiESLjxImIiIiUWISQEREJFIcDiAiItHicAARERGJEisBREQkWlwdQEREJFIcDiAiIiJRYiWAiIhES+SFACYBREQkYiLPAjgcQEREJFKsBBARkWhxdQAREZFIcXUAERERiRIrAUREJFoiLwQwCSAiIhETeRbA4QAiIiKRYiWAiIhEi6sDiIiIRIqrA4iIiEiUJIIgCIYOgio2lUqFyMhIREREQCaTGTocojLB33OqjJgE0GvLycmBnZ0dsrOzIZfLDR0OUZng7zlVRhwOICIiEikmAURERCLFJICIiEikmATQa5PJZJg5cyYnS1Glxt9zqow4MZCIiEikWAkgIiISKSYBREREIsUkgIiISKSYBJDeVa9eHYsXLzZ0GETPdePGDUgkEiQlJQEADhw4AIlEgqysLIPGRVTemASIyMCBAyGRSDSbk5MTOnfujD/++EOv5zl58iSGDRum1z6Jnv3+jhgxotix8PBwSCQSDBw48JX6btmyJe7cuQM7O7vXjFL/YmJiYG9vb+gwqJJiEiAynTt3xp07d3Dnzh3Ex8fD1NQU3bp10+s5XFxcYGVlpdc+iQCgWrVq2Lx5M548eaLZl5eXh40bN8LT0/OV+zU3N4dCoYBE7I+UI9FhEiAyMpkMCoUCCoUCTZo0wSeffIJbt27h7t27AIBbt27h/fffh729PRwdHdGjRw/cuHFD8/qBAweiZ8+e+OKLL+Du7g4nJyeEh4ejoKBA0+bfwwGXL19G69atYWFhAV9fX/z++++QSCTYsWMHgP+VZrdt24b27dvDysoKjRs3RkJCQnm8JVSBvPHGG6hWrRq2bdum2bdt2zZ4enqiadOmmn27d+9G69atYW9vDycnJ3Tr1g3Xrl17br8lDQesWrUK1apVg5WVFXr16oWFCxdqfSOfNWsWmjRpgvXr16N69eqws7NDnz598PDhQ53jeNnv/oEDB/DRRx8hOztbU8GbNWvWa7yDRNqYBIhYbm4uvv/+e9SqVQtOTk4oKChAUFAQbG1tcfjwYRw9ehQ2Njbo3Lkz8vPzNa/bv38/rl27hv3792Pt2rWIiYlBTExMiecoKipCz549YWVlhcTERKxcuRL/+c9/Smz7n//8B5MmTUJSUhLq1KmDvn37orCwsCwunSqwQYMGYc2aNZqfv/vuO3z00UdabR49eoQJEybg1KlTiI+Ph1QqRa9evaBWq3U6x9GjRzFixAiMHTsWSUlJ6NixI+bPn1+s3bVr17Bjxw7ExsYiNjYWBw8exIIFC0odx/N+91u2bInFixdDLpdrKniTJk0qzdtF9GICiUZYWJhgYmIiWFtbC9bW1gIAwd3dXTh9+rQgCIKwfv16oW7duoJarda8RqVSCZaWlsKePXs0fXh5eQmFhYWaNu+9957wwQcfaH728vISFi1aJAiCIOzatUswNTUV7ty5ozkeFxcnABC2b98uCIIgpKSkCACEb7/9VtPmwoULAgDh0qVLen8fqGIKCwsTevToIWRkZAgymUy4ceOGcOPGDcHCwkK4e/eu0KNHDyEsLKzE1969e1cAIJw/f14QhP/9zp09e1YQBEHYv3+/AEB48OCBIAiC8MEHHwjBwcFafYSGhgp2dnaan2fOnClYWVkJOTk5mn2TJ08W/P39n3sNz4vjRb/7a9as0TovkT6xEiAy7du3R1JSEpKSknDixAkEBQWhS5cuuHnzJs6dO4erV6/C1tYWNjY2sLGxgaOjI/Ly8rRKmPXr14eJiYnmZ3d3d2RkZJR4vuTkZFSrVg0KhUKz78033yyxbaNGjbT6BPDcfkm8XFxcEBwcjJiYGKxZswbBwcFwdnbWanPlyhX07dsXNWrUgFwuR/Xq1QEAqampOp0jOTm52O9pSb+31atXh62trebnf/9b0DUO/u6ToZgaOgAqX9bW1qhVq5bm52+//RZ2dnZYtWoVcnNz4efnhw0bNhR7nYuLi+bPZmZmWsckEonOZdYX+We/zyZo6aNfqnwGDRqE0aNHAwC++eabYse7d+8OLy8vrFq1Ch4eHlCr1WjQoIHWsJY+vOzfgq5x8HefDIVJgMhJJBJIpVI8efIEb7zxBrZs2QJXV1fI5XK99F+3bl3cunUL6enpcHNzA/B0CSHR63g2T0UikSAoKEjr2P3795GcnIxVq1ahTZs2AIAjR46Uqv+6desW+z0t7e+tPuIAnq5cKCoqKvXriHTB4QCRUalUUCqVUCqVuHTpEsaMGYPc3Fx0794doaGhcHZ2Ro8ePXD48GGkpKTgwIED+Pjjj3H79u1XOl/Hjh1Rs2ZNhIWF4Y8//sDRo0cxbdo0AOByLHplJiYmuHTpEi5evKg1NAUADg4OcHJywsqVK3H16lXs27cPEyZMKFX/Y8aMwW+//YaFCxfiypUrWLFiBXbt2lWq31l9xAE8HXLIzc1FfHw87t27h8ePH5e6D6LnYRIgMrt374a7uzvc3d3h7++PkydPYuvWrXjrrbdgZWWFQ4cOwdPTE71790a9evUwePBg5OXlvXJlwMTEBDt27EBubi6aN2+OIUOGaFYHWFhY6PPSSGTkcnmJv5dSqRSbN2/G6dOn0aBBA4wfPx7//e9/S9V3q1atEB0djYULF6Jx48bYvXs3xo8fX6rfWX3EATy9kdGIESPwwQcfwMXFBVFRUaXug+h5+ChhKndHjx5F69atcfXqVdSsWdPQ4RDpZOjQobh8+TIOHz5s6FCI9IZzAqjMbd++HTY2NqhduzauXr2KsWPHolWrVkwAyKh98cUX6NixI6ytrbFr1y6sXbsWy5YtM3RYRHrFJIDK3MOHDzF16lSkpqbC2dkZgYGB+PLLLw0dFtELnThxAlFRUXj48CFq1KiBJUuWYMiQIYYOi0ivOBxAREQkUpwYSEREJFJMAoiIiESKSQAREZFIMQkgIiISKSYBREREIsUkgKgCGDhwIHr27Kn5+a233sK4cePKPY4DBw5AIpEgKyur3M9NRPrHJIDoNQwcOBASiQQSiQTm5uaoVasW5syZg8LCwjI977Zt2zB37lyd2vKDm4iehzcLInpNnTt3xpo1a6BSqfDbb78hPDwcZmZmiIiI0GqXn58Pc3NzvZzT0dFRL/0QkbixEkD0mmQyGRQKBby8vDBy5EgEBgbil19+0ZTw58+fDw8PD9StWxcAcOvWLbz//vuwt7eHo6MjevTogRs3bmj6KyoqwoQJE2Bvbw8nJydMmTIF/76n17+HA1QqFaZOnYpq1apBJpOhVq1aWL16NW7cuIH27dsDePpUO4lEgoEDBwJ4+rz6yMhIeHt7w9LSEo0bN8aPP/6odZ7ffvsNderUgaWlJdq3b68VJxFVfEwCiPTM0tIS+fn5AID4+HgkJycjLi4OsbGxKCgoQFBQEGxtbXH48GEcPXoUNjY26Ny5s+Y1X375JWJiYvDdd9/hyJEjyMzMxPbt2194zg8//BCbNm3CkiVLcOnSJaxYsQI2NjaoVq0afvrpJwBAcnIy7ty5g6+++goAEBkZiXXr1iE6OhoXLlzA+PHj0b9/fxw8eBDA02Sld+/e6N69O5KSkjBkyBB88sknZfW2EZEhCET0ysLCwoQePXoIgiAIarVaiIuLE2QymTBp0iQhLCxMcHNzE1Qqlab9+vXrhbp16wpqtVqzT6VSCZaWlsKePXsEQRAEd3d3ISoqSnO8oKBAqFq1quY8giAI7dq1E8aOHSsIgiAkJycLAIS4uLgSY9y/f78AQHjw4IFmX15enmBlZSUcO3ZMq+3gwYOFvn37CoIgCBEREYKvr6/W8alTpxbri4gqLs4JIHpNsbGxsLGxQUFBAdRqNfr164dZs2YhPDwcDRs21JoHcO7cOVy9ehW2trZafeTl5eHatWvIzs7GnTt34O/vrzlmamqKZs2aFRsSeCYpKQkmJiZo166dzjFfvXoVjx8/RseOHbX25+fno2nTpgCAS5cuacUBAAEBATqfg4iMH5MAotfUvn17LF++HObm5vDw8ICp6f/+WVlbW2u1zc3NhZ+fHzZs2FCsHxcXl1c6v6WlZalfk5ubCwD49ddfUaVKFa1jMpnsleIgooqHSQDRa7K2tkatWrV0avvGG29gy5YtcHV1hVwuL7GNu7s7EhMT0bZtWwBAYWEhTp8+jTfeeKPE9g0bNoRarcbBgwcRGBhY7PizSkRRUZFmn6+vL2QyGVJTU59bQahXrx5++eUXrX3Hjx9/+UUSUYXBiYFE5Sg0NBTOzs7o0aMHDh8+jJSUFBw4cAAff/wxbt++DQAYO3YsFixYgB07duDy5csYNWrUC9f4V69eHWFhYRg0aBB27Nih6fOHH34AAHh5eUEikSA2NhZ3795Fbm4ubG1tMWnSJIwfPx5r167FtWvXcObMGXz99ddYu3YtAGDEiBG4cuUKJk+ejOTkZGzcuBExMTFl/RYRUTliEkBUjqysrHDo0CF4enqid+/eqFevHgYPHoy8vDxNZWDixIkYMGAAwsLCEBAQAFtbW/Tq1euF/S5fvhzvvvsuRo0aBR8fHwwdOhSPHj0CAFSpUgWzZ8/GJ598Ajc3N4wePRoAMHfuXEyfPh2RkZGoV68eOnfujF9//RXe3t4AAE9PT/z000/YsWMHGjdujOjoaHz22Wdl+O4QUXmTCM+bbURERESVGisBREREIsUkgIiISKSYBBAREYkUkwAiIiKRYhJAREQkUkwCiIiIRIpJABERkUgxCSAiIhIpJgFEREQixSSAiIhIpJgEEBERidT/ARxrzSMm3mKjAAAAAElFTkSuQmCC\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": "e19f2c30-2d22-4699-eefb-3c05192caef6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "ROC-AUC: 0.8992\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "GILCRn1m8uxm"
      },
      "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
}