{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1aab6974",
   "metadata": {},
   "source": [
    "\n",
    "# Применение архитектуры из ноутбука *Butterfly Multiclass Image Classification CNN* к датасету **Chest X-Ray Pneumonia**\n",
    "\n",
    "## Постановка задачи\n",
    "Нужно перенести архитектуру CNN из ноутбука по классификации бабочек на медицинский датасет **Chest X-Ray Pneumonia** и оценить качество решения задачи бинарной классификации:\n",
    "- **NORMAL**\n",
    "- **PNEUMONIA**\n",
    "\n",
    "## Архитектура исходного ноутбука\n",
    "В исходном ноутбуке использовалась простая сверточная сеть следующего вида:\n",
    "\n",
    "`Conv2D(32) -> MaxPooling2D -> Conv2D(64) -> MaxPooling2D -> Conv2D(128) -> MaxPooling2D -> Flatten -> Dense(512) -> Output`\n",
    "\n",
    "Для исходной задачи многоклассовой классификации на выходе использовался `Dense(75, softmax)`.  \n",
    "В данной работе архитектура сохраняется, но **адаптируется под бинарную классификацию**:\n",
    "- выходной слой заменяется на `Dense(1, activation='sigmoid')`;\n",
    "- функция потерь: `binary_crossentropy`.\n",
    "\n",
    "## Что будет сделано\n",
    "1. Автоматический поиск структуры датасета `chest_xray/train|val|test`.\n",
    "2. Подготовка генераторов изображений.\n",
    "3. Обучение CNN с архитектурой из исходного ноутбука.\n",
    "4. Расчёт расширенного набора метрик качества.\n",
    "5. Формирование кратких выводов по качеству решения.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "28a0c213",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TensorFlow: 2.20.0\n"
     ]
    }
   ],
   "source": [
    "\n",
    "import os\n",
    "from pathlib import Path\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from sklearn.metrics import (\n",
    "    accuracy_score, balanced_accuracy_score, precision_score, recall_score,\n",
    "    f1_score, roc_auc_score, confusion_matrix, classification_report,\n",
    "    matthews_corrcoef\n",
    ")\n",
    "\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras import layers, models\n",
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
    "from tensorflow.keras.callbacks import EarlyStopping, ReduceLROnPlateau\n",
    "\n",
    "print(\"TensorFlow:\", tf.__version__)\n",
    "SEED = 42\n",
    "tf.keras.utils.set_random_seed(SEED)\n",
    "np.random.seed(SEED)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f5b27d74",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DATA_ROOT = chest_xray\n",
      "TRAIN_DIR = chest_xray/train\n",
      "VAL_DIR   = chest_xray/val\n",
      "TEST_DIR  = chest_xray/test\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# Автоматический поиск корня датасета chest_xray\n",
    "def find_chest_xray_root(search_roots=None):\n",
    "    if search_roots is None:\n",
    "        search_roots = [Path(\"/kaggle/input\"), Path(\".\")]\n",
    "\n",
    "    for base in search_roots:\n",
    "        if not base.exists():\n",
    "            continue\n",
    "        for path in base.rglob(\"*\"):\n",
    "            if path.is_dir():\n",
    "                train_dir = path / \"train\"\n",
    "                val_dir = path / \"val\"\n",
    "                test_dir = path / \"test\"\n",
    "                if train_dir.exists() and val_dir.exists() and test_dir.exists():\n",
    "                    train_ok = (train_dir / \"NORMAL\").exists() and (train_dir / \"PNEUMONIA\").exists()\n",
    "                    val_ok = (val_dir / \"NORMAL\").exists() and (val_dir / \"PNEUMONIA\").exists()\n",
    "                    test_ok = (test_dir / \"NORMAL\").exists() and (test_dir / \"PNEUMONIA\").exists()\n",
    "                    if train_ok and val_ok and test_ok:\n",
    "                        return path\n",
    "    raise FileNotFoundError(\"Не удалось найти корневую папку chest_xray с подкаталогами train/val/test и классами NORMAL/PNEUMONIA.\")\n",
    "\n",
    "DATA_ROOT = find_chest_xray_root()\n",
    "TRAIN_DIR = DATA_ROOT / \"train\"\n",
    "VAL_DIR = DATA_ROOT / \"val\"\n",
    "TEST_DIR = DATA_ROOT / \"test\"\n",
    "\n",
    "print(\"DATA_ROOT =\", DATA_ROOT)\n",
    "print(\"TRAIN_DIR =\", TRAIN_DIR)\n",
    "print(\"VAL_DIR   =\", VAL_DIR)\n",
    "print(\"TEST_DIR  =\", TEST_DIR)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5a5417ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>split</th>\n",
       "      <th>class</th>\n",
       "      <th>n_images</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>train</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>2690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>train</td>\n",
       "      <td>PNEUMONIA</td>\n",
       "      <td>7758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>val</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>val</td>\n",
       "      <td>PNEUMONIA</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>test</td>\n",
       "      <td>NORMAL</td>\n",
       "      <td>468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>test</td>\n",
       "      <td>PNEUMONIA</td>\n",
       "      <td>780</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   split      class  n_images\n",
       "0  train     NORMAL      2690\n",
       "1  train  PNEUMONIA      7758\n",
       "2    val     NORMAL         8\n",
       "3    val  PNEUMONIA         8\n",
       "4   test     NORMAL       468\n",
       "5   test  PNEUMONIA       780"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# Краткий обзор структуры датасета\n",
    "records = []\n",
    "for split_name, split_dir in [(\"train\", TRAIN_DIR), (\"val\", VAL_DIR), (\"test\", TEST_DIR)]:\n",
    "    for class_name in [\"NORMAL\", \"PNEUMONIA\"]:\n",
    "        class_dir = split_dir / class_name\n",
    "        n_files = len([p for p in class_dir.glob(\"*\") if p.is_file()])\n",
    "        records.append({\"split\": split_name, \"class\": class_name, \"n_images\": n_files})\n",
    "\n",
    "df_counts = pd.DataFrame(records)\n",
    "df_counts\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "15ef0cfa",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize=(8, 5))\n",
    "sns.barplot(data=df_counts, x=\"split\", y=\"n_images\", hue=\"class\")\n",
    "plt.title(\"Распределение изображений по выборкам и классам\")\n",
    "plt.xlabel(\"Выборка\")\n",
    "plt.ylabel(\"Число изображений\")\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5cca0e25",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 10448 images belonging to 2 classes.\n",
      "Found 16 images belonging to 2 classes.\n",
      "Found 1248 images belonging to 2 classes.\n",
      "Индексы классов: {'NORMAL': 0, 'PNEUMONIA': 1}\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# Параметры изображений и генераторов\n",
    "IMG_SIZE = (150, 150)\n",
    "BATCH_SIZE = 32\n",
    "\n",
    "train_datagen = ImageDataGenerator(\n",
    "    rescale=1./255,\n",
    "    rotation_range=12,\n",
    "    width_shift_range=0.08,\n",
    "    height_shift_range=0.08,\n",
    "    zoom_range=0.10\n",
    ")\n",
    "\n",
    "val_test_datagen = ImageDataGenerator(rescale=1./255)\n",
    "\n",
    "train_generator = train_datagen.flow_from_directory(\n",
    "    directory=str(TRAIN_DIR),\n",
    "    target_size=IMG_SIZE,\n",
    "    batch_size=BATCH_SIZE,\n",
    "    class_mode=\"binary\",\n",
    "    shuffle=True,\n",
    "    seed=SEED\n",
    ")\n",
    "\n",
    "val_generator = val_test_datagen.flow_from_directory(\n",
    "    directory=str(VAL_DIR),\n",
    "    target_size=IMG_SIZE,\n",
    "    batch_size=BATCH_SIZE,\n",
    "    class_mode=\"binary\",\n",
    "    shuffle=False\n",
    ")\n",
    "\n",
    "test_generator = val_test_datagen.flow_from_directory(\n",
    "    directory=str(TEST_DIR),\n",
    "    target_size=IMG_SIZE,\n",
    "    batch_size=BATCH_SIZE,\n",
    "    class_mode=\"binary\",\n",
    "    shuffle=False\n",
    ")\n",
    "\n",
    "print(\"Индексы классов:\", train_generator.class_indices)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a367786",
   "metadata": {},
   "source": [
    "\n",
    "## Визуализация нескольких примеров\n",
    "Для контроля корректности чтения данных отобразим несколько рентгеновских снимков.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d570d614",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "images, labels = next(train_generator)\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "n_show = min(9, len(images))\n",
    "for i in range(n_show):\n",
    "    plt.subplot(3, 3, i + 1)\n",
    "    plt.imshow(images[i])\n",
    "    plt.title(\"PNEUMONIA\" if int(labels[i]) == 1 else \"NORMAL\")\n",
    "    plt.axis(\"off\")\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Возвращаем генератор в обычное состояние\n",
    "train_generator.reset()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e914719e",
   "metadata": {},
   "source": [
    "\n",
    "## Построение модели\n",
    "Ниже реализована та же схема CNN, что и в исходном ноутбуке, но с выходом для бинарной классификации.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "67e72d27",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n",
      "I0000 00:00:1773939471.014721   71987 gpu_device.cc:2020] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 7272 MB memory:  -> device: 0, name: NVIDIA GeForce RTX 3080, pci bus id: 0000:06:00.0, compute capability: 8.6\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1mModel: \"sequential\"\u001b[0m\n",
      "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
      "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
      "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
      "│ conv2d (\u001b[38;5;33mConv2D\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m148\u001b[0m, \u001b[38;5;34m148\u001b[0m, \u001b[38;5;34m32\u001b[0m)   │           \u001b[38;5;34m896\u001b[0m │\n",
      "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
      "│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m)    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m74\u001b[0m, \u001b[38;5;34m74\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
      "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
      "│ conv2d_1 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m72\u001b[0m, \u001b[38;5;34m72\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │        \u001b[38;5;34m18,496\u001b[0m │\n",
      "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
      "│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m36\u001b[0m, \u001b[38;5;34m36\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
      "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
      "│ conv2d_2 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m34\u001b[0m, \u001b[38;5;34m34\u001b[0m, \u001b[38;5;34m128\u001b[0m)    │        \u001b[38;5;34m73,856\u001b[0m │\n",
      "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
      "│ max_pooling2d_2 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m128\u001b[0m)    │             \u001b[38;5;34m0\u001b[0m │\n",
      "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
      "│ flatten (\u001b[38;5;33mFlatten\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m36992\u001b[0m)          │             \u001b[38;5;34m0\u001b[0m │\n",
      "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
      "│ dense (\u001b[38;5;33mDense\u001b[0m)                   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │    \u001b[38;5;34m18,940,416\u001b[0m │\n",
      "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
      "│ dense_1 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m)              │           \u001b[38;5;34m513\u001b[0m │\n",
      "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
      "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m19,034,177\u001b[0m (72.61 MB)\n",
      "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m19,034,177\u001b[0m (72.61 MB)\n",
      "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
     ]
    }
   ],
   "source": [
    "\n",
    "model_cnn = models.Sequential([\n",
    "    layers.Input(shape=(IMG_SIZE[0], IMG_SIZE[1], 3)),\n",
    "    layers.Conv2D(32, (3, 3), activation='relu'),\n",
    "    layers.MaxPooling2D((2, 2)),\n",
    "\n",
    "    layers.Conv2D(64, (3, 3), activation='relu'),\n",
    "    layers.MaxPooling2D((2, 2)),\n",
    "\n",
    "    layers.Conv2D(128, (3, 3), activation='relu'),\n",
    "    layers.MaxPooling2D((2, 2)),\n",
    "\n",
    "    layers.Flatten(),\n",
    "    layers.Dense(512, activation='relu'),\n",
    "    layers.Dense(1, activation='sigmoid')\n",
    "])\n",
    "\n",
    "model_cnn.compile(\n",
    "    optimizer='adam',\n",
    "    loss='binary_crossentropy',\n",
    "    metrics=[\n",
    "        'accuracy',\n",
    "        tf.keras.metrics.AUC(name='auc'),\n",
    "        tf.keras.metrics.Precision(name='precision'),\n",
    "        tf.keras.metrics.Recall(name='recall')\n",
    "    ]\n",
    ")\n",
    "\n",
    "model_cnn.summary()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "874ca51a",
   "metadata": {},
   "source": [
    "\n",
    "## Обучение модели\n",
    "Используются `EarlyStopping` и `ReduceLROnPlateau`, чтобы ограничить переобучение и стабилизировать обучение.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "513962c1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/20\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2026-03-19 19:57:53.098741: I external/local_xla/xla/service/service.cc:163] XLA service 0x7f9f5c0080a0 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\n",
      "2026-03-19 19:57:53.098756: I external/local_xla/xla/service/service.cc:171]   StreamExecutor device (0): NVIDIA GeForce RTX 3080, Compute Capability 8.6\n",
      "2026-03-19 19:57:53.128938: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:269] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.\n",
      "2026-03-19 19:57:53.300415: I external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:473] Loaded cuDNN version 91002\n",
      "2026-03-19 19:57:53.328731: I external/local_xla/xla/service/gpu/autotuning/dot_search_space.cc:208] All configs were filtered out because none of them sufficiently match the hints. Maybe the hints set does not contain a good representative set of valid configs? Working around this by using the full hints set instead.\n",
      "2026-03-19 19:57:53.773664: I external/local_xla/xla/stream_executor/cuda/subprocess_compilation.cc:346] ptxas warning : Registers are spilled to local memory in function 'gemm_fusion_dot_741', 24 bytes spill stores, 24 bytes spill loads\n",
      "\n",
      "2026-03-19 19:57:53.961768: I external/local_xla/xla/stream_executor/cuda/subprocess_compilation.cc:346] ptxas warning : Registers are spilled to local memory in function 'gemm_fusion_dot_741', 520 bytes spill stores, 520 bytes spill loads\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r\u001b[1m  1/327\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m22:26\u001b[0m 4s/step - accuracy: 0.2500 - auc: 0.6343 - loss: 0.6947 - precision: 0.6667 - recall: 0.0800"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "I0000 00:00:1773939476.001780   72435 device_compiler.h:196] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m67s\u001b[0m 194ms/step - accuracy: 0.8912 - auc: 0.9419 - loss: 0.2638 - precision: 0.9144 - recall: 0.9416 - val_accuracy: 0.6875 - val_auc: 0.9297 - val_loss: 0.6599 - val_precision: 0.6154 - val_recall: 1.0000 - learning_rate: 0.0010\n",
      "Epoch 2/20\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m55s\u001b[0m 167ms/step - accuracy: 0.9359 - auc: 0.9767 - loss: 0.1659 - precision: 0.9553 - recall: 0.9585 - val_accuracy: 0.6875 - val_auc: 0.9375 - val_loss: 0.6507 - val_precision: 0.6154 - val_recall: 1.0000 - learning_rate: 0.0010\n",
      "Epoch 3/20\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m55s\u001b[0m 169ms/step - accuracy: 0.9454 - auc: 0.9821 - loss: 0.1427 - precision: 0.9658 - recall: 0.9606 - val_accuracy: 0.8125 - val_auc: 0.9766 - val_loss: 0.4165 - val_precision: 0.7273 - val_recall: 1.0000 - learning_rate: 0.0010\n",
      "Epoch 4/20\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m55s\u001b[0m 169ms/step - accuracy: 0.9548 - auc: 0.9875 - loss: 0.1201 - precision: 0.9719 - recall: 0.9671 - val_accuracy: 0.8750 - val_auc: 1.0000 - val_loss: 0.3166 - val_precision: 0.8000 - val_recall: 1.0000 - learning_rate: 0.0010\n",
      "Epoch 5/20\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m55s\u001b[0m 168ms/step - accuracy: 0.9570 - auc: 0.9878 - loss: 0.1190 - precision: 0.9731 - recall: 0.9689 - val_accuracy: 0.6875 - val_auc: 0.9531 - val_loss: 0.7604 - val_precision: 0.6154 - val_recall: 1.0000 - learning_rate: 0.0010\n",
      "Epoch 6/20\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 168ms/step - accuracy: 0.9584 - auc: 0.9906 - loss: 0.1038 - precision: 0.9729 - recall: 0.9709\n",
      "Epoch 6: ReduceLROnPlateau reducing learning rate to 0.0005000000237487257.\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m55s\u001b[0m 169ms/step - accuracy: 0.9586 - auc: 0.9910 - loss: 0.1045 - precision: 0.9731 - recall: 0.9710 - val_accuracy: 0.6875 - val_auc: 0.9844 - val_loss: 0.5235 - val_precision: 0.6154 - val_recall: 1.0000 - learning_rate: 0.0010\n",
      "Epoch 7/20\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m55s\u001b[0m 169ms/step - accuracy: 0.9681 - auc: 0.9941 - loss: 0.0831 - precision: 0.9801 - recall: 0.9769 - val_accuracy: 0.8750 - val_auc: 1.0000 - val_loss: 0.2258 - val_precision: 0.8000 - val_recall: 1.0000 - learning_rate: 5.0000e-04\n",
      "Epoch 8/20\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m55s\u001b[0m 169ms/step - accuracy: 0.9727 - auc: 0.9952 - loss: 0.0743 - precision: 0.9818 - recall: 0.9814 - val_accuracy: 0.8125 - val_auc: 1.0000 - val_loss: 0.2571 - val_precision: 0.7273 - val_recall: 1.0000 - learning_rate: 5.0000e-04\n",
      "Epoch 9/20\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m55s\u001b[0m 168ms/step - accuracy: 0.9728 - auc: 0.9958 - loss: 0.0703 - precision: 0.9817 - recall: 0.9817 - val_accuracy: 0.9375 - val_auc: 0.9844 - val_loss: 0.2106 - val_precision: 0.8889 - val_recall: 1.0000 - learning_rate: 5.0000e-04\n",
      "Epoch 10/20\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m55s\u001b[0m 168ms/step - accuracy: 0.9722 - auc: 0.9947 - loss: 0.0734 - precision: 0.9832 - recall: 0.9794 - val_accuracy: 1.0000 - val_auc: 1.0000 - val_loss: 0.1032 - val_precision: 1.0000 - val_recall: 1.0000 - learning_rate: 5.0000e-04\n",
      "Epoch 11/20\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m55s\u001b[0m 168ms/step - accuracy: 0.9756 - auc: 0.9954 - loss: 0.0658 - precision: 0.9844 - recall: 0.9827 - val_accuracy: 0.8125 - val_auc: 1.0000 - val_loss: 0.2830 - val_precision: 0.7273 - val_recall: 1.0000 - learning_rate: 5.0000e-04\n",
      "Epoch 12/20\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 167ms/step - accuracy: 0.9755 - auc: 0.9965 - loss: 0.0631 - precision: 0.9837 - recall: 0.9833\n",
      "Epoch 12: ReduceLROnPlateau reducing learning rate to 0.0002500000118743628.\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m55s\u001b[0m 168ms/step - accuracy: 0.9756 - auc: 0.9963 - loss: 0.0635 - precision: 0.9840 - recall: 0.9831 - val_accuracy: 0.9375 - val_auc: 1.0000 - val_loss: 0.1341 - val_precision: 0.8889 - val_recall: 1.0000 - learning_rate: 5.0000e-04\n",
      "Epoch 13/20\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m55s\u001b[0m 168ms/step - accuracy: 0.9783 - auc: 0.9970 - loss: 0.0577 - precision: 0.9861 - recall: 0.9847 - val_accuracy: 0.9375 - val_auc: 1.0000 - val_loss: 0.1764 - val_precision: 0.8889 - val_recall: 1.0000 - learning_rate: 2.5000e-04\n",
      "Epoch 14/20\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m55s\u001b[0m 168ms/step - accuracy: 0.9789 - auc: 0.9975 - loss: 0.0533 - precision: 0.9871 - recall: 0.9845 - val_accuracy: 0.9375 - val_auc: 1.0000 - val_loss: 0.0982 - val_precision: 0.8889 - val_recall: 1.0000 - learning_rate: 2.5000e-04\n",
      "Epoch 15/20\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m56s\u001b[0m 170ms/step - accuracy: 0.9816 - auc: 0.9973 - loss: 0.0519 - precision: 0.9891 - recall: 0.9861 - val_accuracy: 0.8750 - val_auc: 1.0000 - val_loss: 0.1624 - val_precision: 0.8000 - val_recall: 1.0000 - learning_rate: 2.5000e-04\n",
      "Epoch 16/20\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m57s\u001b[0m 173ms/step - accuracy: 0.9823 - auc: 0.9982 - loss: 0.0459 - precision: 0.9890 - recall: 0.9871 - val_accuracy: 1.0000 - val_auc: 1.0000 - val_loss: 0.0815 - val_precision: 1.0000 - val_recall: 1.0000 - learning_rate: 2.5000e-04\n",
      "Epoch 17/20\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m57s\u001b[0m 174ms/step - accuracy: 0.9815 - auc: 0.9982 - loss: 0.0456 - precision: 0.9884 - recall: 0.9867 - val_accuracy: 0.8750 - val_auc: 1.0000 - val_loss: 0.2078 - val_precision: 0.8000 - val_recall: 1.0000 - learning_rate: 2.5000e-04\n",
      "Epoch 18/20\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m55s\u001b[0m 168ms/step - accuracy: 0.9842 - auc: 0.9984 - loss: 0.0411 - precision: 0.9894 - recall: 0.9893 - val_accuracy: 1.0000 - val_auc: 1.0000 - val_loss: 0.0744 - val_precision: 1.0000 - val_recall: 1.0000 - learning_rate: 2.5000e-04\n",
      "Epoch 19/20\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m55s\u001b[0m 168ms/step - accuracy: 0.9827 - auc: 0.9983 - loss: 0.0439 - precision: 0.9894 - recall: 0.9872 - val_accuracy: 1.0000 - val_auc: 1.0000 - val_loss: 0.0334 - val_precision: 1.0000 - val_recall: 1.0000 - learning_rate: 2.5000e-04\n",
      "Epoch 20/20\n",
      "\u001b[1m327/327\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m54s\u001b[0m 166ms/step - accuracy: 0.9844 - auc: 0.9985 - loss: 0.0395 - precision: 0.9894 - recall: 0.9896 - val_accuracy: 1.0000 - val_auc: 1.0000 - val_loss: 0.0419 - val_precision: 1.0000 - val_recall: 1.0000 - learning_rate: 2.5000e-04\n",
      "Restoring model weights from the end of the best epoch: 19.\n"
     ]
    }
   ],
   "source": [
    "\n",
    "callbacks = [\n",
    "    EarlyStopping(\n",
    "        monitor='val_loss',\n",
    "        patience=5,\n",
    "        restore_best_weights=True,\n",
    "        verbose=1\n",
    "    ),\n",
    "    ReduceLROnPlateau(\n",
    "        monitor='val_loss',\n",
    "        factor=0.5,\n",
    "        patience=2,\n",
    "        min_lr=1e-6,\n",
    "        verbose=1\n",
    "    )\n",
    "]\n",
    "\n",
    "history = model_cnn.fit(\n",
    "    train_generator,\n",
    "    epochs=20,\n",
    "    validation_data=val_generator,\n",
    "    callbacks=callbacks,\n",
    "    verbose=1\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "701fc722",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>accuracy</th>\n",
       "      <th>auc</th>\n",
       "      <th>loss</th>\n",
       "      <th>precision</th>\n",
       "      <th>recall</th>\n",
       "      <th>val_accuracy</th>\n",
       "      <th>val_auc</th>\n",
       "      <th>val_loss</th>\n",
       "      <th>val_precision</th>\n",
       "      <th>val_recall</th>\n",
       "      <th>learning_rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.891175</td>\n",
       "      <td>0.941886</td>\n",
       "      <td>0.263776</td>\n",
       "      <td>0.914382</td>\n",
       "      <td>0.941609</td>\n",
       "      <td>0.6875</td>\n",
       "      <td>0.929688</td>\n",
       "      <td>0.659856</td>\n",
       "      <td>0.615385</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.935873</td>\n",
       "      <td>0.976683</td>\n",
       "      <td>0.165935</td>\n",
       "      <td>0.955293</td>\n",
       "      <td>0.958494</td>\n",
       "      <td>0.6875</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.650736</td>\n",
       "      <td>0.615385</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.945444</td>\n",
       "      <td>0.982073</td>\n",
       "      <td>0.142693</td>\n",
       "      <td>0.965785</td>\n",
       "      <td>0.960557</td>\n",
       "      <td>0.8125</td>\n",
       "      <td>0.976562</td>\n",
       "      <td>0.416536</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.954824</td>\n",
       "      <td>0.987527</td>\n",
       "      <td>0.120147</td>\n",
       "      <td>0.971891</td>\n",
       "      <td>0.967131</td>\n",
       "      <td>0.8750</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.316628</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.957025</td>\n",
       "      <td>0.987843</td>\n",
       "      <td>0.118953</td>\n",
       "      <td>0.973074</td>\n",
       "      <td>0.968935</td>\n",
       "      <td>0.6875</td>\n",
       "      <td>0.953125</td>\n",
       "      <td>0.760445</td>\n",
       "      <td>0.615385</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   accuracy       auc      loss  precision    recall  val_accuracy   val_auc  \\\n",
       "0  0.891175  0.941886  0.263776   0.914382  0.941609        0.6875  0.929688   \n",
       "1  0.935873  0.976683  0.165935   0.955293  0.958494        0.6875  0.937500   \n",
       "2  0.945444  0.982073  0.142693   0.965785  0.960557        0.8125  0.976562   \n",
       "3  0.954824  0.987527  0.120147   0.971891  0.967131        0.8750  1.000000   \n",
       "4  0.957025  0.987843  0.118953   0.973074  0.968935        0.6875  0.953125   \n",
       "\n",
       "   val_loss  val_precision  val_recall  learning_rate  \n",
       "0  0.659856       0.615385         1.0          0.001  \n",
       "1  0.650736       0.615385         1.0          0.001  \n",
       "2  0.416536       0.727273         1.0          0.001  \n",
       "3  0.316628       0.800000         1.0          0.001  \n",
       "4  0.760445       0.615385         1.0          0.001  "
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "history_df = pd.DataFrame(history.history)\n",
    "history_df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ae57b24c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize=(12, 4))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(history.history['accuracy'], label='train_accuracy')\n",
    "plt.plot(history.history['val_accuracy'], label='val_accuracy')\n",
    "plt.title('Динамика accuracy')\n",
    "plt.xlabel('Эпоха')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(history.history['loss'], label='train_loss')\n",
    "plt.plot(history.history['val_loss'], label='val_loss')\n",
    "plt.title('Динамика loss')\n",
    "plt.xlabel('Эпоха')\n",
    "plt.ylabel('Loss')\n",
    "plt.legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "add0ff2f",
   "metadata": {},
   "source": [
    "\n",
    "## Оценка качества на тестовой выборке\n",
    "Сначала считаются встроенные метрики Keras, затем — расширенный набор метрик на основе предсказаний модели.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "16b9b1ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>metric</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>accuracy</td>\n",
       "      <td>0.900641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>auc</td>\n",
       "      <td>0.954117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>loss</td>\n",
       "      <td>0.414823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>precision</td>\n",
       "      <td>0.877880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>recall</td>\n",
       "      <td>0.976923</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      metric     value\n",
       "0   accuracy  0.900641\n",
       "1        auc  0.954117\n",
       "2       loss  0.414823\n",
       "3  precision  0.877880\n",
       "4     recall  0.976923"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "test_eval = model_cnn.evaluate(test_generator, verbose=0, return_dict=True)\n",
    "test_eval_df = pd.DataFrame(list(test_eval.items()), columns=['metric', 'value'])\n",
    "test_eval_df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "85644826",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>metric</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>accuracy</td>\n",
       "      <td>0.900641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>balanced_accuracy</td>\n",
       "      <td>0.875214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>precision</td>\n",
       "      <td>0.877880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>recall_sensitivity</td>\n",
       "      <td>0.976923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>specificity</td>\n",
       "      <td>0.773504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>f1</td>\n",
       "      <td>0.924757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>roc_auc</td>\n",
       "      <td>0.970559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>mcc</td>\n",
       "      <td>0.789455</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               metric     value\n",
       "0            accuracy  0.900641\n",
       "1   balanced_accuracy  0.875214\n",
       "2           precision  0.877880\n",
       "3  recall_sensitivity  0.976923\n",
       "4         specificity  0.773504\n",
       "5                  f1  0.924757\n",
       "6             roc_auc  0.970559\n",
       "7                 mcc  0.789455"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# Предсказания на тестовой выборке\n",
    "test_generator.reset()\n",
    "y_prob = model_cnn.predict(test_generator, verbose=0).ravel()\n",
    "y_pred = (y_prob >= 0.5).astype(int)\n",
    "y_true = test_generator.classes\n",
    "\n",
    "# Расширенные метрики\n",
    "cm = confusion_matrix(y_true, y_pred)\n",
    "tn, fp, fn, tp = cm.ravel()\n",
    "\n",
    "metrics_dict = {\n",
    "    \"accuracy\": accuracy_score(y_true, y_pred),\n",
    "    \"balanced_accuracy\": balanced_accuracy_score(y_true, y_pred),\n",
    "    \"precision\": precision_score(y_true, y_pred, zero_division=0),\n",
    "    \"recall_sensitivity\": recall_score(y_true, y_pred, zero_division=0),\n",
    "    \"specificity\": tn / (tn + fp) if (tn + fp) > 0 else np.nan,\n",
    "    \"f1\": f1_score(y_true, y_pred, zero_division=0),\n",
    "    \"roc_auc\": roc_auc_score(y_true, y_prob),\n",
    "    \"mcc\": matthews_corrcoef(y_true, y_pred)\n",
    "}\n",
    "\n",
    "metrics_df = pd.DataFrame({\n",
    "    \"metric\": list(metrics_dict.keys()),\n",
    "    \"value\": list(metrics_dict.values())\n",
    "})\n",
    "metrics_df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b7ce3be3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XV1duMpsipk2bBjs7O3h6euY4WSkv2ZMsk5KSsHfvXvTo0QNBQUFo166dWMfGxga///47gKxztitWrED//v1RuXJluSsgFH2PFof//vsPdevWhZ+fH/r374/AwECZBJv9Xlm8eDGcnJxybCOnUSYqHLVKul26dMEPP/yAy5cvY+fOnbnW27t3L3R1dXHs2DGZa3j9/f0Ltf/sb5bZBEHAf//9l+PNHNasWYOYmBi52bwF8fbtW5w6dQpz5szBzJkzc40nN5UqVcLNmzeRmZkp09u9e/euuL4o+fj4wMnJCT179sxxva2tLY4fP47ExESZYbb79+8jMzNTnGRTqVIlZGZm4sGDB2KvAciauBIXFycXt6OjI3bv3g09PT3s3r0bw4cPx82bN/PVa9LU1BQnAWWLi4uTeX3r1i3cv38fgYGBGDBggFj+8az6wsoe3tXS0pKL51NVqlTB7du3C73PcuXKQV9fH/fu3ZNbd/fuXWhoaMj1Gps2bSr+njp27IiwsDD4+vpi4MCB4u8lt/bKli0r18u9fv06duzYgQMHDkBTU1PhY/j4Z9WpUydcuXIFS5YskUm6BgYGMvWaN2+O8uXL4/jx4zK/TyBrGNnQ0DDXYwAg8z7Nq96n79P8fo5kDzlbWFjg4MGDmDhxIjp06CD21rNvKGNkZPTZ9woVHbU5pwtkfWv77bffMHv2bHz33Xe51tPU1IREIkFGRoZY9uTJE7nLCBS1efNmmfN8e/bsQWRkpDijOltiYiLmz5+P8ePHF8k1xNkfQsInNx/7+NZ5eenQoQOioqJkvqikp6dj5cqVMDQ0FM/FFYXg4GAcPHgQCxcuzLWH2qFDB2RkZGDVqlUy5b/++isAiLPLO3ToAED+OD+tl61u3bowMDCAhoYGNmzYgCdPnsj0VAsrp9+DIAhYvnx5ke3D3NwcrVq1wrp16xAZGSm3/tWrV+L/PTw8cOPGjRxncX/6XsmLpqYmvv32Wxw8eFBmiDM6Olq8Kc2npwI+9eHDB/E0jqWlJZycnBAYGCjzxeX27ds4fvy4+Hv92NSpU9G0aVN8//33+Y47NxkZGUhNTZW7rOxT2T3FnJK8hoYG2rdvj4MHD+Lx48dieWxsLAIDA1G/fn3x6oYOHTrg6tWrCA4OFuslJSVh/fr1sLGxQY0aNWTazu/niL29vbiPlStXIjMzU+ZKg3r16qFKlSpYsmSJzKV72T5+r1DRUaueLpD3+Yts7u7u+PXXX9G+fXv06dMHMTExWL16NapWrYqbN28WeN+mpqZo1qwZBg0ahOjoaCxbtgxVq1bFsGHDZOr9+++/KFu2LKZMmfLZNiMiIuRud/fq1St8+PABf/31F1q2bAkjIyO0aNECixYtQlpamvjt/OMPg7wMHz4c69atEyeA2NjYYM+ePbh48SKWLVsm09sEsnooH8f07t07aGhoyJQ9evQox30dP34c7dq1y/Obd4cOHeDi4oJp06bh8ePHcHJywunTp7F3716MGDFCPP/1zTffwNPTE+vXr0dcXBxatmyJq1evIjAwEJ07d0br1q1z3UetWrXg7e2NhQsXolevXkVya0kHBwdUqVIFkyZNwosXL2BkZIS9e/fKndstrNWrV6NZs2ZwdHTEsGHDULlyZURHRyM4OBjPnz/HjRs3AACTJ0/Gnj170L17d/HSq9jYWBw6dAhr167FN998k+99zps3DydOnECzZs0watQolCpVCuvWrUNKSgoWLVokV//AgQMoW7asOLx84cIFjBs3Tly/ePFiuLm5wdnZGUOGDBEvGTI2Ns5x9Of48eOFurY0+17ISUlJOHDgAJ48eSITD5D1Ps5+D8fGxmLFihXQ0tKS+/KWbe7cufjrr7/En4mOjg5+//13xMfHY+nSpWK9qVOnipczjh07FqampggMDMTjx4+xd+9eubkU+f0c+ZhUKsXixYsxdOhQ9OvXDx06dBC/XLq5uaFmzZoYNGgQypcvjxcvXuDMmTMwMjKSO2VCRUBl86aV4ONLhvKS0yVDGzduFOzs7AQdHR3BwcFB8Pf3z/Hygk/3ldclQ9u3bxd8fHwEc3NzQU9PT3B3d5e7TCT7chg/Pz+Z8pz2DeCzS3Y8z58/F7p06SKYmJgIxsbGQvfu3YWXL1/KXaaTm+joaGHQoEFC2bJlBW1tbcHR0VG8PCJb9mUSiiyfXjIkkUiEkJAQuZ/Jp5fHvHv3Thg/frxgZWUlaGlpCVWrVhUWLlwoXl6RLS0tTZgzZ45ga2sraGlpCRUrVhR8fHxkLqcRBNlLhrIlJycLDg4OQoMGDYT09PRcfzaKXDJ0584dwcXFRTA0NBTKli0rDBs2TLhx44bM5Sb5kdclQ4IgCA8fPhQGDBggSKVSQUtLSyhfvrzQsWNHYc+ePTL13rx5I4wePVooX768oK2tLVSoUEHw9PQUXr9+neNx5nbJkCAIwr///iu4uroKhoaGgr6+vtC6dWvh0qVLMnWy/06yF21tbaFq1arCzJkz5X4nJ0+eFJo2bSro6ekJRkZGwnfffSfcuXNHpk7230WnTp1kyrP/5vJ7yVD2oqenJ9SoUUPw8/OTuYwm++8yezExMRGaNm0qHD16VBAE+UuGPv2ZGBgYCPr6+kKrVq1kLg3K9vDhQ6Fbt26CiYmJoKurKzRs2FAICgrK8Zjy+zmS0/ujTZs2grW1tczf3fXr14WuXbsKZmZmgo6OjlCpUiWhR48ewqlTp/L82VHBfNUPPPhSnD17Fq1bt8bu3bvznDFdlJ48eQJbW1s8fvw4zxsJEFHJoIrPESp6anVOl4iISJWYdL9Senp6cHV1/SIuXSAioixqN5FKXVhYWHwRzxMlIqL/4TldIiIiJeHwMhERkZIw6RIRESkJky4REZGSMOkSEREpyVc5e3na0fuqDoEoX4Y1tFZ1CET5YmOm2OMS80OvjmLPrP7Yh+urPl/pC/RVJl0iIioBJOo32MqkS0REqpHPZ11/TZh0iYhINdjTJSIiUhI17Omq39cMIiIiFWFPl4iIVIPDy0REREqihsPLTLpERKQa7OkSEREpCXu6RERESsKeLhERkZKoYU9X/b5mEBERqQh7ukREpBocXiYiIlISNRxeZtIlIiLVYE+XiIhISZh0iYiIlERD/YaX1e9rBhERkYqwp0tERKqhhsPL6nfERET0ZZBICr4owMbGBhKJRG7x8vICACQnJ8PLywtmZmYwNDSEh4cHoqOjZdqIiIiAu7s79PX1YW5ujsmTJyM9PV3hQ2ZPl4iIVENJPd1r164hIyNDfH379m20a9cO3bt3BwCMHz8eR44cwe7du2FsbIzRo0eja9euuHjxIgAgIyMD7u7ukEqluHTpEiIjIzFgwABoaWlhwYIFCsUiEQRBKLpD+zJMO3pf1SEQ5cuwhtaqDoEoX2zMdIu8Tb12vxR42w8nvAu87bhx4xAUFIQHDx4gISEB5cqVw7Zt29CtWzcAwN27d1G9enUEBwejcePGOHr0KDp27IiXL1/CwsICALB27Vp4e3vj1atX0NbWzve+ObxMRESqIdEo+FJAqamp2LJlCwYPHgyJRIKQkBCkpaXBxcVFrOPg4ABra2sEBwcDAIKDg+Ho6CgmXABwdXVFQkICwsLCFNo/h5eJiKjESUlJQUpKikyZjo4OdHR08tzuwIEDiIuLw8CBAwEAUVFR0NbWhomJiUw9CwsLREVFiXU+TrjZ67PXKYI9XSIiUo1CTKTy9fWFsbGxzOLr6/vZXW7cuBFubm6wsrJSwgHKY0+XiIhUoxDDxD4+PpgwYYJM2ed6uU+fPsXJkyexb98+sUwqlSI1NRVxcXEyvd3o6GhIpVKxztWrV2Xayp7dnF0nv9jTJSIi1ShET1dHRwdGRkYyy+eSrr+/P8zNzeHu7i6W1atXD1paWjh16pRYdu/ePURERMDZ2RkA4OzsjFu3biEmJkasc+LECRgZGaFGjRoKHTJ7ukREpBpKvDlGZmYm/P394enpiVKl/pf6jI2NMWTIEEyYMAGmpqYwMjLCmDFj4OzsjMaNGwMAvv32W9SoUQP9+/fHokWLEBUVhenTp8PLy+uzif5TTLpERKQaSny038mTJxEREYHBgwfLrfPz84OGhgY8PDyQkpICV1dXrFmzRlyvqamJoKAgjBw5Es7OzjAwMICnpyfmzp2rcBy8TpdIhXidLpUUxXKdbsdVBd72Q9DoIoxEeXhOl4iISEk4vExERKqhhg88YNIlIiLVUOI53S8Fky4REakGe7pERERKwp4uERGRkqhhT1f9jpiIiEhF2NMlIiLV4PAyERGRckiYdImIiJSDSZeIiEhZ1C/nMukSEZFqqGNPl7OXiYiIlIQ9XSIiUgl17Oky6RIRkUow6RIRESkJky4REZGyqF/OZdIlIiLVUMee7hc9e/nmzZvQ1tZWdRhERFQMJBJJgZeS6otOuoIgICMjQ9VhEBERFQkOLxMRkUqU5B5rQTHpEhGRSjDpKllCQkKe6xMTE5UUCRERKZ365VzVJl0TE5M8v+kIgqCW34SIiNSBOn6+qzTpnjlzRpW7JyIiFWLSVbKWLVt+tk5sbKwSIiEiIip+X+wlQ8ePH0ePHj1Qvnx5VYdCRETFgNfpqtjTp08xa9Ys2NjYoHv37tDQ0MDmzZtVHRYRERUHSSGWEkrllwylpqZi37592LBhAy5evAgXFxc8f/4c169fh6Ojo6rDIyKiYlKSe6wFpdKkO2bMGGzfvh12dnbo168fdu7cCTMzM2hpaUFTU1OVoRERUTFTx6Sr0uHl3377DT/88AOOHz8OLy8vmJmZqTIcIiJSImWe033x4gX69esHMzMz6OnpwdHREf/884+4XhAEzJw5E5aWltDT04OLiwsePHgg00ZsbCz69u0LIyMjmJiYYMiQIXj37p1Ccag06f7xxx+4evUqLC0t0bNnTwQFBfFey0REVKTevn2Lpk2bQktLC0ePHsWdO3ewdOlSlClTRqyzaNEirFixAmvXrsWVK1dgYGAAV1dXJCcni3X69u2LsLAwnDhxAkFBQTh//jyGDx+uUCwSQRCEIjuyAnr8+DECAgIQEBCA9+/fIzY2Fjt37kS3bt0K1N60o/eLOEKi4jGsobWqQyDKFxsz3SJv0+qHfQXe9uW6rvmuO3XqVFy8eBEXLlzIcb0gCLCyssLEiRMxadIkAEB8fDwsLCwQEBCAXr16ITw8HDVq1MC1a9dQv359AMBff/2FDh064Pnz57CysspXLF/E7GVbW1vMmTMHT548wZYtW+Dh4YF+/fqhQoUKGDt2rKrDIyKi4qCk2cuHDh1C/fr10b17d5ibm6NOnTr4/fffxfWPHz9GVFQUXFxcxDJjY2M0atQIwcHBAIDg4GCYmJiICRcAXFxcoKGhgStXruQ7li8i6WaTSCRwdXXFrl278PLlS0yaNAnnzp1TdVhERFQMCnNONyUlBQkJCTJLSkpKjvt59OgRfvvtN9jZ2eHYsWMYOXIkxo4di8DAQABAVFQUAMDCwkJmOwsLC3FdVFQUzM3NZdaXKlUKpqamYp38+KKS7sdMTU0xbtw43LhxQ9WhEBFRMShM0vX19YWxsbHM4uvrm+N+MjMzUbduXSxYsAB16tTB8OHDMWzYMKxdu1bJR6ziS4bmzp372ToSiQQzZsxQQjRERKRMhblkyMfHBxMmTJAp09HRybGupaUlatSoIVNWvXp17N27FwAglUoBANHR0bC0tBTrREdHw8nJSawTExMj00Z6ejpiY2PF7fNDpUl39uzZsLKygrm5OXKbz8WkS0T0lSrEZbo6Ojq5JtlPNW3aFPfu3ZMpu3//PipVqgQga16RVCrFqVOnxCSbkJCAK1euYOTIkQAAZ2dnxMXFISQkBPXq1QMAnD59GpmZmWjUqFG+41Zp0nVzc8Pp06dRv359DB48GB07doSGxhc74k1ERCXQ+PHj0aRJEyxYsAA9evTA1atXsX79eqxfvx5AVudu3LhxmDdvHuzs7GBra4sZM2bAysoKnTt3BpDVM27fvr04LJ2WlobRo0ejV69e+Z65DHwBlwy9fPkSgYGBCAgIQEJCAgYMGIDBgwejWrVqBW6Tlwx93sO//8Sji0eRFBsNADCSWqO6ay9Y1vjfzLw3j+/i9p9/IPbpPUgkGjApXxnNR8yBprYOkt5EI/z4TsQ8uIHkxDjoGZnCun4rVG/XAxqltFR1WCUOLxnKn1vXQ7B7WwAe3AtH7OtXmOXrhyYt24jrBUHA5g1r8NehfXiXmIgatZ0wdvI0lK9YSaadKxfPY6v/Ojz+7wG0dbTh6FQfs39ZpuSjKZmK45Ih6zGHCrxtxMrvFaofFBQEHx8fPHjwALa2tpgwYQKGDRsmrhcEAbNmzcL69esRFxeHZs2aYc2aNbC3txfrxMbGYvTo0Th8+DA0NDTg4eGBFStWwNDQMN9xqDzpfuz8+fPw9/fH3r174ejoiJMnT0JPT0/hdph0P+/l7auQaGjAsJwVIAh4eu0U7p3eD5dJy2BsWQlvHt/FhXWz4ODSDZY1G0JDQxNxLx/DyrExNEtpISo8BM+uX0DFui1gWNYKCVFPEbJjFawbtMI3nYao+vBKDCbd/LkW/DfCbobCzqE65vpMkEu6O//YhJ1/bMKk6T9DalUegetX48mjB/h9635o//8Q5IUzJ7Fs4RwMGjEGTvUaIiMjA08e/YeWbV1VdVglSnEk3UpjDxd426crvivCSJRH5Q88+FiDBg3w5MkT3LlzB9evX0daWlqBki59nlWthjKva7kPwMOLRxH79B6MLSvhxoENqNriOzi4dBfrlLaoIP5fWr0epNXria8Ny0qR2OYFHl38k0mXilwD52Zo4Nwsx3WCIODArq3oPXAYmrRoDQCYMnMeenZsg0vnT6NVOzdkpKdj7bJfMGz0eLT/7n83VahkW0Up8VPOeO9lFQkODsawYcMglUqxcuVKeHp64uXLlzAyMlJ1aGpByMzAs3/PIyMlGWY2DkhOjEPs03vQNTTG6WWTcXh6f5xdORWvH4Xl2U7ahyRo65dWUtREWaJevkDsm9eoW/9/k1kMDEvDoYYjwm/fBAA8uB+O169iIJFoYJRnD/T+ri2mTRiFJw8f5NYsKYE6Pk9XpT3dRYsWISAgAK9fv0bfvn1x4cIF1K5dW5UhqZX4l09wetlkZKanopS2HpyHTIOR1BpvntwFANz5aztqdxoM4/K2eHrtNM6vno52U1ejdDn5SQPvXr3EfxeCULvTYGUfBqm52NjXAAATU9kHppiYmonrol48BwBs2bgWw8dOgtTSCnu2b8bk0UOxcechGBkZKzdoylJyc2eBqTTpTp06FdbW1ujRowckEgkCAgJyrPfrr7/m2kZKSorcXUjS01JRSku7KEP9KpU2L492k5cjLfk9nodexLWtfmg1xle8fMu2SXvYNMq6LVqZClXw6v5NPLl8Ao7fecq08yHuDS6sm40KTk1R2Znnx+jLk/n/7+nenkPRvHXWe3ritLno1/lbXDh9HO6du+e1OVGRUWnSbdGiBSQSCcLCch+2/Nwwgq+vL+bMmSNT1qzPaLToN6ZIYvyaaZTSyppIBaBMxap4++wBHpw7BAeXrAdNGEkrytQvbVEB7+NeyZR9iH+Dc6t/gpmNA+r1GK2cwIk+YmpaFgAQF/sGZmXLieVxsW9QxS7rKghTs6w61raVxfXa2tqQWpVHjAK38KOiVZKHiQtKpUn37NmzhW4jp7uSzD8bUeh21ZEgCMhMT4O+qQV0jU2RGPNCZv27Vy9h8dHkqQ9xWQm3TIWqaNDnR0h4jTWpgNSqPEzNyuL6P1dQxd4BAJCU9A5379xCxy5ZPVg7hxrQ0tbG84gnqPVNXQBAenoaoiNfwkJqmWvbVLyYdL9A//zzj8xTHT6V011JOLT8ebcOB0Jaox70TcohPeUDIkLO4dV/t9B8xBxIJBJUa90VYX9tg4mVLUzK2+LJtdNIiHmOxoOmAvj/hLvKB/qm5qjdaTBS3iWIbesalcltt0QF8uH9e7x8/r8v01GRL/Dw/l2UNjKGudQSnXv0xfbA31G+YiXxkiGzsuXQpEXWZUUGBoZw79wdf2z4DeXMpTCXWmHPtgAAQPM236rikAiAGubcLyPpvnv3DpqamjKXB4WGhmLGjBn4888/+WD7YpDyLh7XtvghOSEWWnoGMLayQfMRc2BRrQ4AwK5VJ2Skp+LGgQ1IfZ8IYytbtBg5F4Zls3oF0feu493rSLx7HYkjswfKtN1tWcGvvSPKyf27YZgyeqj4et2KJQCAdh2+x6TpP6NHv0FITv6A5b/Mxbt3iahZuw7m/7pGvEYXAIaNHg9NTU0smjsNqSkpqFbTEb+s/B2leZWEyqhjT1elN8d49uyZeEsuTU1NjB49GvPmzcOIESOwc+dOdOnSBePHj1fovpYAb45BJQdvjkElRXHcHMN+yl8F3vb+ovZFGInyqLSnO3nyZCQnJ2P58uXYt28fli9fjgsXLqBRo0Z4+PAhKlSo8PlGiIiISgiVJt3z589j3759aNy4MXr06AGpVIq+ffti3LhxqgyLiIiUQB2Hl1WadKOjo2FrawsAMDc3h76+Ptzc3FQZEhERKYka5lzVT6T6+FF+Ghoa0NbmzGMiInWgoaF+WVelSVcQBNjb24tDDO/evUOdOnXknqkbGxurivCIiKgYsaerZP7+/qrcPRERqRDP6SqZp6fn5ysREdFXSQ1zrurP6QLAhw8fcOLECdy/n3V9bbVq1eDi4sJn6RIR0VdF5Un30KFDGDp0KF6/fi1TXrZsWWzcuBHfffediiIjIqLipI7Dyyq9Q/2lS5fQrVs3tGjRAhcvXkRsbCxiY2Px999/o3nz5ujWrRsuX76syhCJiKiYqOND7FV6G8gOHTqgYsWKWLduXY7rf/jhBzx79gx//vmnQu3yNpBUUvA2kFRSFMdtIJ1mnyrwtqGz2xZhJMqj0p7u5cuXMXp07s9g9fLyQnBwsBIjIiIiZVHHnq7C53SvXbuGzMxMuYcQXLlyBZqamnk+hu9THz58gFEeT/gwNjZGcnKyoiESEVEJUIJzZ4Ep3NP18vLCs2fP5MpfvHgBLy8vhdqys7PD6dOnc11/6tQp2NnZKRoiERHRF0nhpHvnzh3UrVtXrrxOnTq4c+eOQm0NGjQIkyZNyvGc7ZEjRzBlyhQMHDhQ0RCJiKgE4PByPujo6CA6OhqVK1eWKY+MjESpUoo19+OPP+LSpUvo2LEjqlWrhurVq0MQBISHh+PBgwfo3LkznzhERPSVKsG5s8AU7ul+++238PHxQXx8vFgWFxeHn376Ce3atVNs5xoa2L17N7Zv3w57e3vcvXsX9+7dg4ODA7Zu3Yq9e/fK3YeZiIi+Duzp5sOSJUvQokULVKpUCXXq1AEAhIaGwsLCAn/88UeBgujZsyd69uxZoG2JiKhkKsG5s8AUTrrly5fHzZs3sXXrVty4cQN6enoYNGgQevfuDS0tLYXa0tDQ+Ow3FolEgvT0dEXDJCKiL1xJ7rEWVIFuA2lgYIDhw4cXeuf79+/PdV1wcDBWrFiBzMzMQu+HiIjoS6Bw0vX19YWFhQUGDx4sU75p0ya8evUK3t7e+W6rU6dOcmX37t3D1KlTcfjwYfTt2xdz585VNEQiIioB1LCjq/hEqnXr1sHBwUGuvGbNmli7dm2BA3n58iWGDRsGR0dHpKenIzQ0FIGBgahUqVKB2yQioi+XsiZSzZ49W277j/NYcnIyvLy8YGZmBkNDQ3h4eCA6OlqmjYiICLi7u0NfXx/m5uaYPHlygU59KtzTjYqKgqWlpVx5uXLlEBkZqXAA8fHxWLBgAVauXAknJyecOnUKzZs3V7gdIiIqWZTZ061ZsyZOnjwpvv74Etfx48fjyJEj2L17N4yNjTF69Gh07doVFy9eBABkZGTA3d0dUqkUly5dQmRkJAYMGAAtLS0sWLBAoTgUTroVK1bExYsXYWtrK1N+8eJFWFlZKdTWokWL8Msvv0AqlWL79u05DjcTEdHXSZkTqUqVKgWpVCpXHh8fj40bN2Lbtm1o06YNAMDf3x/Vq1fH5cuX0bhxYxw/fhx37tzByZMnYWFhAScnJ/z888/w9vbG7Nmzoa2tnf84FA182LBhGDduHNLS0sQAT506hSlTpmDixIkKtTV16lTo6emhatWqCAwMRGBgYI719u3bp2iYRET0hVNmT/fBgwewsrKCrq4unJ2d4evrC2tra4SEhCAtLQ0uLi5iXQcHB1hbWyM4OBiNGzdGcHAwHB0dYWFhIdZxdXXFyJEjERYWJl4+mx8KJ93JkyfjzZs3GDVqFFJTUwEAurq68Pb2ho+Pj0JtDRgwQC2njBMRUeF6uikpKUhJSZEp09HRgY6OjlzdRo0aISAgANWqVUNkZCTmzJmD5s2b4/bt24iKioK2tjZMTExktrGwsEBUVBSArNOqHyfc7PXZ6xShcNKVSCT45ZdfMGPGDISHh0NPTw92dnY5HujnBAQEKLwNERGRr68v5syZI1M2a9YszJ49W66um5ub+P/atWujUaNGqFSpEnbt2gU9Pb3iDlVGga7TBQBDQ0M0aNCgKGMhIiI1Upiero+PDyZMmCBTlt/On4mJCezt7fHff/+hXbt2SE1NRVxcnExvNzo6WjwHLJVKcfXqVZk2smc353SeOC8FSrr//PMPdu3ahYiICHGIORvPvxIRUX4U5uxibkPJ+fHu3Ts8fPgQ/fv3R7169aClpYVTp07Bw8MDQNb9IiIiIuDs7AwAcHZ2xvz58xETEwNzc3MAwIkTJ2BkZIQaNWootG+Fr9PdsWMHmjRpgvDwcOzfvx9paWkICwvD6dOnYWxsrGhzRESkppR1ne6kSZNw7tw5PHnyBJcuXUKXLl2gqamJ3r17w9jYGEOGDMGECRNw5swZhISEYNCgQXB2dkbjxo0BZD3op0aNGujfvz9u3LiBY8eOYfr06fDy8lI48Svc012wYAH8/Pzg5eWF0qVLY/ny5bC1tcUPP/yQ4/W7REREOVHWPNrnz5+jd+/eePPmDcqVK4dmzZrh8uXLKFeuHADAz88PGhoa8PDwQEpKClxdXbFmzRpxe01NTQQFBWHkyJFwdnaGgYEBPD09C3THRIkgCIIiGxgYGCAsLAw2NjYwMzPD2bNn4ejoiPDwcLRp06ZAN8goatOO3ld1CET5MqyhtapDIMoXGzPdIm+zzYrgAm97eqxzEUaiPAoPL5cpUwaJiYkAsp44dPv2bQBZz9R9//590UZHRET0FVF4eLlFixY4ceIEHB0d0b17d/z44484ffo0Tpw4gbZt2xZHjERE9BVSx9s0KJx0V61aheTkZADAtGnToKWlhUuXLsHDwwPTp08v8gCJiOjrpKGGWVfhpGtqair+X0NDA1OnTi3SgIiISD2oYc5VPOnevHkzz/W1a9cucDBERKQ+1PE2wAonXScnJ0gkEuQ06VkikSAjI6NIAiMioq+bhvrl3ILdkerKlSvi9U1ERESUPwVKutbW1uKtsIiIiAqCw8v5dOzYMZQtWxYGBgawsrJClSpV1PKHR0REBaeOaaNASdfT01P8v0QiQenSpeHp6YklS5ZAS0uryIIjIqKvlwTql3UVTrqZmZkAgLS0NCQkJODly5e4evUqpk2bBn19ffj6+hZ5kERE9PXhRCoFaGlpwczMDGZmZnB0dES5cuXg5eXFpEtERPmijqclFb73cm6+++473Lhxo6iaIyIi+uoonHQjIiJyLM/IyMCvv/5a6ICIiEg9SCQFX0oqhZNus2bNcP++7KPzQkJCUKdOHRw4cKCo4iIioq+chkRS4KWkUjjpDhgwAM2bN0doaCjS0tLw008/oXnz5ujYsSP+/fff4oiRiIi+QurY01V4ItW8efNQpkwZtGrVCuXLl4dEIsG5c+fQoEGD4oiPiIi+Uuo4kapAs5cnTpwIY2NjjBgxArt27WLCJSIihalhzlU86a5YsUL8f4sWLdCnTx/4+PigTJkyAICxY8cWXXRERPTVKsnnZgtK4aTr5+cn89rS0hIBAQEAsoYKmHSJiIhypnDSffz4cXHEQUREakb9+rmFuCMVERFRYXAiFRERkZLw3stERERKwp4uERGRkqhhzi26Bx4QERFR3hTu6d68eTPP9bVr1y5wMEREpD44vJwPTk5O4g9KEAQAWT84QRAgkUiQkZFRtBESEdFXSR0nUuVreNnOzg7Lli0DkPWUIQMDA/z888949OgRHj9+LPMvERFRfkgkkgIvJVW+ku6ZM2cwZcoUvHv3DufPn0dAQAACAgLQo0cPPH/+HJUqVRIXIiKi/JAUYimp8pV0y5QpA0EQkJ6eDgDo2rUr7ty5gz59+qBTp07o2rUr/vvvv2INlIiIvi6qep7uwoULIZFIMG7cOLEsOTkZXl5eMDMzg6GhITw8PBAdHS2zXUREBNzd3aGvrw9zc3NMnjxZzIv5Pub8VGrWrBlGjhwJExMTsaxUqVIYN24c/vvvP9ja2qJu3boyB0BERPSluXbtGtatWyc36Xf8+PE4fPgwdu/ejXPnzuHly5fo2rWruD4jIwPu7u5ITU3FpUuXEBgYiICAAMycOVOh/UuE7NlQeUhMTETp0qUBZPV6cxpPT0pKQnp6+hcxkWra0fuqDoEoX4Y1tFZ1CET5YmOmW+RtDtt1u8Db/t6jlsLbvHv3DnXr1sWaNWswb948ODk5YdmyZYiPj0e5cuWwbds2dOvWDQBw9+5dVK9eHcHBwWjcuDGOHj2Kjh074uXLl7CwsAAArF27Ft7e3nj16hW0tbXzFUO+Zi9nJ1wA4oQqIiKiwlD2hCgvLy+4u7vDxcUF8+bNE8tDQkKQlpYGFxcXsczBwQHW1tZi0g0ODoajo6OYcAHA1dUVI0eORFhYGOrUqZOvGBS+ZMjT01PRTYiIiOQUJuempKQgJSVFpkxHRwc6Ojo51t+xYwf+/fdfXLt2TW5dVFQUtLW1ZU6hAoCFhQWioqLEOh8n3Oz12evyS+GkGxERked6a2sOlxER0ecVZkKUr68v5syZI1M2a9YszJ49W67us2fP8OOPP+LEiRPQ1S36YXJFKJx0bWxsZIYEsm+KwZtjEBGRIgrT0/Xx8cGECRNkynLr5YaEhCAmJgZ169YVyzIyMnD+/HmsWrUKx44dQ2pqKuLi4mR6u9HR0ZBKpQAAqVSKq1evyrSbPbs5u05+KJx0r1+/rugmREREcgpzTjevoeRPtW3bFrdu3ZIpGzRoEBwcHODt7Y2KFStCS0sLp06dgoeHBwDg3r17iIiIgLOzMwDA2dkZ8+fPR0xMDMzNzQEAJ06cgJGREWrUqJHvuBVOut988434/4yMDCxfvhyhoaFwdHTE+PHjFW2OiIioWJUuXRq1asnOdjYwMICZmZlYPmTIEEyYMAGmpqYwMjLCmDFj4OzsjMaNGwMAvv32W9SoUQP9+/fHokWLEBUVhenTp8PLyyvfyR8o5KP9pk6dig0bNqBdu3bw8/NDREQEVq5cWZgmi8SMdvaqDoEoX8o0GK3qEIjy5cP1VUXe5pf0mDs/Pz9oaGjAw8MDKSkpcHV1xZo1a8T1mpqaCAoKwsiRI+Hs7AwDAwN4enpi7ty5Cu0nX9fp5sbe3h5Lly7Fd999h5CQEHz//fd48eJFQZsrMsmK3SCESGWYdKmkKI6kO/bA3QJvu6KzQxFGojyF6ulGR0eLY9k1a9aUu2UWERFRbtTxKUOFSrqCIEBDI2uAIHsGMxERUX4w6ebDx7eBfPfuHerUqSMmXiIiovwqyY/oKyiFky5vA0lERFQwvA0kERGpBIeX8yEhISHP9UZGRgUOhoiI1Icaji4rnnRNTExyHIfnbSCJiEgRhX0YfUmkcNI9c+YMgKwk26FDB2zYsAHly5cv8sCIiOjrpo5TcBVOui1bthT/r6mpicaNG6Ny5cpFGhQREX391LCjq5ZfNIiIiFSiUDfHANTzOisiIio8ntPNhzp16oiJ9sOHD/juu++gra0trv/333+LLjoiIvpqqWHOVTzpdu7cWfx/p06dijIWIiJSI7xONx9mzZpVHHEQEZGa4fAyERGRkqhhzi3cAw9yEhsbW6iAiIhIPXB4OR+yH3ggCAJGjhyJuXPnwtzcvKjjIiIi+uoU6oEHY8aMgYeHB2+OQURECpNA/bq6PKdLREQqweHlAuDNMYiIqCCYdPOha9eu4v+Tk5MxYsQIGBgYiGX79u0rmsiIiOirpo6dNoWTrrGxsfj/fv36FWkwRESkPtjTzQd/f//iiIOIiOirx4lURESkEmo4uqx40q1bt26e6/nAAyIiyg/eBjIfbt26BX19fQwdOhRGRkbFERMREakBntPNh9u3b2Py5Mn4448/MGvWLIwYMQKamprFERsREX3F1LCjCw1FN6hWrRoOHTqEnTt3YtOmTahVqxYOHz5cHLEREdFXTAOSAi8llcJJN1vr1q0REhICHx8fjBo1Cm3atMH169eLMjYiIqKvisLDyxMmTJAr69ChA7Zt24aGDRsiLS2tSAIjIqKvG4eX8+H69etyy/3791G/fn00a9asOGIkIqKvkIak4IsifvvtN9SuXRtGRkYwMjKCs7Mzjh49Kq5PTk6Gl5cXzMzMYGhoCA8PD0RHR8u0ERERAXd3d+jr68Pc3ByTJ09Genq6wsescE/3zJkzCu+EiIjoU8q6ZKhChQpYuHAh7OzsIAgCAgMD0alTJ1y/fh01a9bE+PHjceTIEezevRvGxsYYPXo0unbtiosXLwIAMjIy4O7uDqlUikuXLiEyMhIDBgyAlpYWFixYoFAsEkEQBEU2GDx4MJYvX47SpUsrtCNlSlb8yweRSpRpMFrVIRDly4frq4q8zd+vPC3wtsMaVSrUvk1NTbF48WJ069YN5cqVw7Zt29CtWzcAwN27d1G9enUEBwejcePGOHr0KDp27IiXL1/CwsICALB27Vp4e3vj1atX0NbWzvd+FR5eDgwMxIcPHxTdjIiISIaGRFLgJSUlBQkJCTJLSkrKZ/eZkZGBHTt2ICkpCc7OzggJCUFaWhpcXFzEOg4ODrC2tkZwcDAAIDg4GI6OjmLCBQBXV1ckJCQgLCxMsWNWqDYAQRCU+mSI2NhYpe2LiIiURyIp+OLr6wtjY2OZxdfXN9d93bp1C4aGhtDR0cGIESOwf/9+1KhRA1FRUdDW1oaJiYlMfQsLC0RFRQEAoqKiZBJu9vrsdYoo0L2Xx44dCz09vRzXbdq0qSBNyjl+/Dg2bNiAw4cPs2dNREQyfHx85K6m0dHRybV+tWrVEBoaivj4eOzZsweenp44d+5ccYcpp0BJVxAEKHgqOF+ePn2KTZs2ITAwEG/fvoWbmxs2b95c5PshIiLVK/CNIpCVYPNKsp/S1tZG1apVAQD16tXDtWvXsHz5cvTs2ROpqamIi4uT6e1GR0dDKpUCAKRSKa5evSrTXvbs5uw6+aVw0pVIJFixYgXMzc0V3TRHqamp2LdvHzZs2ICLFy/CxcUFz58/x/Xr1+Ho6Fgk+yAioi+PKh9in5mZiZSUFNSrVw9aWlo4deoUPDw8AAD37t1DREQEnJ2dAQDOzs6YP38+YmJixNx34sQJGBkZoUaNGgrtV+GkW5Q93DFjxmD79u2ws7NDv379sHPnTpiZmUFLS4v3cyYi+sopK+X6+PjAzc0N1tbWSExMxLZt23D27FkcO3YMxsbGGDJkCCZMmABTU1MYGRlhzJgxcHZ2RuPGjQEA3377LWrUqIH+/ftj0aJFiIqKwvTp0+Hl5aVQbxsoQNL19PTM9Xyuon777Td4e3tj6tSpX/QlSEREVPSUdZ1uTEwMBgwYgMjISBgbG6N27do4duwY2rVrBwDw8/ODhoYGPDw8kJKSAldXV6xZs0bcXlNTE0FBQRg5ciScnZ1hYGAAT09PzJ07V+FYFL5ONz4+HhkZGTA1NZUpj42NRalSpRR63N/27duxadMmBAcHw93dHf3794ebmxt0dXVx48YNhbvt2XidLpUUvE6XSoriuE53a8jzAm/bt16FIoxEeRQ+j92rVy/s2LFDrnzXrl3o1auXQm317t0bJ06cwK1bt+Dg4AAvLy9IpVJkZmbizp07ioZGRET0RVM46V65cgWtW7eWK2/VqhWuXLlSoCBsbW0xZ84cPHnyBFu2bIGHhwf69euHChUqYOzYsQVqk4iIvmyFuU63pFL4nG5KSkqON3lOS0sr9PW0EokErq6ucHV1RWxsLDZv3gx/f/9CtUlERF8mVc5eVhWFe7oNGzbE+vXr5crXrl2LevXqFUlQQNZ9MceNG4cbN24UWZtERPTl0CjEUlIp3NOdN28eXFxccOPGDbRt2xYAcOrUKVy7dg3Hjx9XqK2cns37KYlEgqVLlyoaJhERfeHUsaercNJt2rQpgoODsXjxYuzatQt6enqoXbs2Nm7cCDs7O4Xaun79+mfrqOMvhYhIHajjp3uBbgPp5OSErVu3FnrnfDYvERGpkwIlXSIiosJSx5HMfCfd/N6WMSMjI987z+/dPGbOnJnvNomIqGQoyROiCirfSTf7fsjZ96QsCvv37891nUQiwb1795CcnMykS0T0FWJPNw/379/H9OnTsWTJEnTq1Am+vr6wt7cv1M5zm0gVGhqKqVOn4vbt2xg2bFih9kFERF8m9Uu5CvTura2tsXnzZly/fh3JycmoVasWhg8fjsjIyCIL5vHjx+jXrx8aNGgAY2NjhIWFYe3atUXWPhERfTnU8Y5UCg+pOzo64siRIzh58iRu376NqlWrwsfHB/Hx8QUO4vXr1xgzZgwcHBwQGRmJS5cuYefOnQpfgkRERCWHBiQFXkqqAp/HbtGiBS5duoStW7fi0KFDqFy5MhYvXqxQG0lJSZgzZw6qVKmCS5cu4fDhwzh16hQaNGhQ0LCIiIi+WPl+tF/Xrl1zXZeeno6TJ08iJSVFodnLUqkUiYmJGDNmDHr37p3rSfXatWvnu02Aj/ajkoOP9qOSojge7Rd0O7rA23asZVGEkShPvidSGRsb57m+Z8+eCu88JiYGALBo0SIsXrwYH+d/iUQCQRAgkUgUSuRERFQySErwMHFB5TvpFsfTfh4/flzkbRIRUclQkidEFZRK70hVqVIlVe6eiIhUqCRPiCqoL+I2kNeuXcP27dtx//59AIC9vT369OmD+vXrqzgyIiIqLurY01X5XbimTJmCRo0aYcOGDXj+/DmeP3+O33//HY0aNYK3t7eqwyMiIioyKk26gYGBWLlyJVasWIE3b94gNDQUoaGhiI2NhZ+fH1asWIHNmzerMkQiIiom6nhzDJUOL69evRoLFizA6NGyl01oaWlh7NixSE9Px6pVqzBgwAAVRUhERMVFHWcvq7SnGxYWhk6dOuW6vnPnzggLC1NiREREpCwakoIvJZVKe7qamppITU3NdX1aWlq+HylIREQlC3u6Sla3bl1s3bo11/V//PEH6tatq8SIiIhIWXhOV8kmTZqEzp07IyUlBRMnToSFRdZtvaKiorB06VIsW7Ysz2fuEhERlSQqTbodO3aEn58fJk2ahKVLl4q3moyPj0epUqWwZMkSdOzYUZUhEhFRMVHH4WWV3xxjzJgx6NKlC3bv3o0HDx4AyLo5hoeHBypWrKji6NRLyD/XELBpI8Lv3MarV6/gt2I12rR1Ede/T0rCMr+lOHP6JOLj4lC+fAX07tcfPXr2VmHU9LW7e2QOKlmZyZWv3Xke4xfuAgA0qm2L2V4d0cDRBhkZmbh5/wW+G7UaySlpsLY0hc/w9mjVwB4WZkaIfBWP7X9ewy8bjiEtnfd1V6WSPCGqoFSedAGgQoUKGD9+vKrDUHsfPrxHtWrV0LmrByb8KP/0myWLFuLqlctYsHAxrMqXR/DFi1gwbw7My5mjVZu2KoiY1EGzfouh+dGnc42qVvhz7RjsO3EdQFbCPbhqFJb4H8eEX3YjPSMTte3LIzMz6wEq1WwtoCHRwOh5O/Dw2SvUrGqF1TN6w0BPBz5+PH2lSuzpKtn58+fzVa9FixbFHAkBQLPmLdGsectc14eGXsd3nTqjQcNGAIBuPXpiz+6duH3rJpMuFZvXb9/JvJ40qBYeRrzChZCskbFFE7tizY6zWOJ/Qqzz4GmM+P8Tl8Jx4lK4+PrJizewr2SOYd2bM+mqWEmeEFVQKp293KpVK7Ru3RqtW7dGq1atclxat26tyhDpI05OdXDuzGlER0dDEARcvXIZT588hnPTZqoOjdSEVilN9OrQAIEHgwEA5coYomFtW7yKfYczARPw5OQCHN/wI5o4Vc6zHSNDPcQmvFdGyJQHSSEWRfj6+qJBgwYoXbo0zM3N0blzZ9y7d0+mTnJyMry8vGBmZgZDQ0N4eHggOlr2eb8RERFwd3eHvr4+zM3NMXnyZKSnK/YAd5Um3TJlyqBixYqYMWMGHjx4gLdv38otsbGxqgyRPjJ12gxUrlIV37ZpgfpOtTDqh6H4afos1KvfQNWhkZr4vnVtmJTWw5bDVwAAthXKAgCm/dABm/ZdQievNQgNf4Y/141BFetyObZRuWJZjOzVEhv3/K20uClnGhJJgRdFnDt3Dl5eXrh8+TJOnDiBtLQ0fPvtt0hKShLrjB8/HocPH8bu3btx7tw5vHz5El27dhXXZ2RkwN3dHampqbh06RICAwMREBCAmTNnKhSLSoeXIyMjsX//fmzatAmLFi1Chw4dMGTIELRv3x6SfP5QU1JSkJKSIlMmaOpAR0enOEJWa9u3/oGbN0OxfNVvsLKyQsg//2DBvDkoZ26Oxs5NVB0eqQHPzk1w7OIdRL6KBwBo/P+53o17/8Yfhy4DAG7ce45WDavBs5MzZq48JLO9VTljHFrlhX0nr8N//yXlBk8q89dff8m8DggIgLm5OUJCQtCiRQvEx8dj48aN2LZtG9q0aQMg6xny1atXx+XLl9G4cWMcP34cd+7cwcmTJ2FhYQEnJyf8/PPP8Pb2xuzZs6GtrZ2vWFTa09XW1kbPnj1x7Ngx3L17F7Vr18bo0aNRsWJFTJs2LV/ddl9fXxgbG8ssi3/xVUL06iU5ORkrlvlh0hQftGrdBvbVHNC7bz+4unVAoP9GVYdHasDasgzaNKqGgAP/S5aRrxIAAOGPomTq3nschYrSMjJlluWM8dfvP+LyzUfw+nl78QdMn1WY4eWUlBQkJCTILJ92wHITH5/1pc3U1BQAEBISgrS0NLi4/O9qDQcHB1hbWyM4OOtURnBwMBwdHcX7SQCAq6srEhISFLpdscof7ZfN2toaM2fOxMmTJ2Fvb4+FCxciISHhs9v5+PggPj5eZpns7aOEiNVLeno60tPTxJ5FNg0NTWQKgoqiInXS/3tnxMQm4uiF/33APX35Bi9j4mBvYy5Tt2olc0RE/u/UlFU5Yxz7/UdcD4/A8FlbIPA9+2UoRNbNqcPl6/v5DldmZibGjRuHpk2bolatWgCybsikra0NExMTmboWFhaIiooS63yccLPXZ6/Lry/ikqGUlBTs3bsXmzZtQnBwMNzd3XHkyBHxW0hedHTkh5KTFTuvTf/vfVISIiIixNcvnj/H3fBwGBsbw9LKCvUbNMSvSxZDR0cXllZWCLl2DUGHDmDSlKkqjJrUgUQiwYBOjbE16AoyMjJl1vkFnsT0Ee64df8Fbtx7jn7fNUI1Gwv0mZw1AmNVzhjHNvyIiMhY+Py6H+XKGIrbRr9JVOpxkKzCXDLk4+ODCRMmyJTl57Sil5cXbt++jb//Vs05fZUm3atXr8Lf3x87duyAjY0NBg0ahF27duUr2VLRCwu7jaGD/vcYxSWLsr41ft+pC35esBC/LP4Vy5f9Ch/vSUiIj4ellRVGjx2P7rw5BhWzNo2qwdrSFIEHLsutW7XtLHR1tLBoogfKGOvj1v0X6DhyFR4/f521bWMHVLU2R1Vrczw8Pl9mW7068tejk/IU5pKhnDpcnzN69GgEBQXh/PnzqFChglgulUqRmpqKuLg4md5udHQ0pFKpWOfq1asy7WXPbs6ukx8SQYXjLBoaGrC2toanpyfq1auXa73vv/9eoXbZ06WSokwDfuhTyfDh+qoib/Pao/gCb9ugsnG+6wqCgDFjxmD//v04e/Ys7OzsZNbHx8ejXLly2L59Ozw8PAAA9+7dg4ODA4KDg9G4cWMcPXoUHTt2RGRkJMzNs05nrF+/HpMnT0ZMTEy+vwCoPOl+jkQiQUaGYrdqY9KlkoJJl0qKkpx0R40ahW3btuHgwYOoVq2aWG5sbAw9PT0AwMiRI/Hnn38iICAARkZGGDNmDADg0qWsiXsZGRlwcnKClZUVFi1ahKioKPTv3x9Dhw7FggUL8h2LSoeXMzMzP1+JiIi+Tkq6I9Vvv/0GIOuGTB/z9/fHwIEDAQB+fn7Q0NCAh4cHUlJS4OrqijVr1oh1NTU1ERQUhJEjR8LZ2RkGBgbw9PTE3LlzFYpFpT3d4sKeLpUU7OlSSVEcPd1/Hn/+CpXc1Lc1KsJIlEelPd0VK1bkWG5sbAx7e3s4OzsrOSIiIlIWdbz3skqTrp+fX47lcXFxiI+PR5MmTXDo0CHOZiYi+gqpYc5V7c0xHj9+nOPy9u1b/Pfff8jMzMT06dNVGSIRERUXZT3x4AvyxdyR6lOVK1fGwoULcfz4cVWHQkREVCS+iDtS5cba2lqh22sREVHJwYfYf2Fu3bqFSpUqqToMIiIqBpxIpWS5PdAgPj4eISEhmDhxIjw9PZUcFRERKYMa5lzVJl0TE5Ncn5srkUgwdOhQTJ3Km+kTEX2V1DDrqjTpnjlzJsdyIyMj2NnZwdDQMMf1RERU8vGcrpK1bNlSlbsnIiJSKpVeMrRo0SJ8+PBBfH3x4kWkpKSIrxMTEzFq1ChVhEZERMVMIin4UlKpNOn6+PggMfF/D5F2c3PDixcvxNfv37/HunXrVBEaEREVMzW8N4Zqh5c/fdbCV/jsBSIiyk1Jzp4F9EVfp0tERF8vTqQiIiJSkpJ8bragVJ50N2zYIF4alJ6ejoCAAJQtWxYAZM73EhHR10UNc65qH2JvY2OT680xPvb48WOF2uVD7Kmk4EPsqaQojofYh79MKvC21a0MijAS5VFpT/fJkyeq3D0REamSGnZ1VT68TERE6okTqZRs8+bN+ao3YMCAYo6EiIiUTR0nUqn0nG6ZMmVyXSeRSJCUlIT09HRkZGQo1C7P6VJJwXO6VFIUxznd+1HvC7ytvVS/CCNRHpXekert27c5Lnfu3EGPHj0gCALatWunyhCJiKi4qOEtqVSadD+VmJiI6dOnw97eHqGhoTh27Bj++usvVYdFRERUJL6IiVRpaWlYuXIlFixYADMzM/j7+6Nbt26qDouIiIoRJ1IpmSAI2Lx5M2bOnIn09HQsWLAAQ4YMgaampirDIiIiJVDHiVQqTbq1a9fGo0ePMGbMGIwbNw76+vpISpK/WNrIyEgF0RERUXFSw5yr2tnLGhr/O6Wc052pBEGARCLh7GX6anH2MpUUxTF7+eGrD5+vlIsq5fSKMBLlUWlP98yZM6rcPRERqRDP6SpZs2bNsGTJEhw6dAipqalo27YtZs2aBT29kvkNhoiIKC8qvWRowYIF+Omnn2BoaIjy5ctj+fLl8PLyUmVIRESkJBJJwZeSSqVJd/PmzVizZg2OHTuGAwcO4PDhw9i6dSsyMzNVGRYRESmBsu6Ncf78eXz33XewsrKCRCLBgQMHZNYLgoCZM2fC0tISenp6cHFxwYMHD2TqxMbGom/fvjAyMoKJiQmGDBmCd+/eKXrIqk26ERER6NChg/jaxcUFEokEL1++VGFURESkFErKuklJSfjmm2+wevXqHNcvWrQIK1aswNq1a3HlyhUYGBjA1dUVycnJYp2+ffsiLCwMJ06cQFBQEM6fP4/hw4crFghUfE43PT0durq6MmVaWlpIS0tTUURERKQsyppI5ebmBjc3txzXCYKAZcuWYfr06ejUqROArFFYCwsLHDhwAL169UJ4eDj++usvXLt2DfXr1wcArFy5Eh06dMCSJUtgZWWV71hUfnOMgQMHQkdHRyxLTk7GiBEjYGDwvwcU79u3TxXhERFRMSrMudmUlBSkpKTIlOno6Mjkk/x4/PgxoqKi4OLiIpYZGxujUaNGCA4ORq9evRAcHAwTExMx4QJZI7MaGhq4cuUKunTpku/9qXR42dPTE+bm5jA2NhaXfv36wcrKSqaMiIi+PoUZXfb19ZXJE8bGxvD19VU4hqioKACAhYWFTLmFhYW4LioqCubm5jLrS5UqBVNTU7FOfqm0p+vv76/K3RMRUQnl4+ODCRMmyJQp2stVhS/igQdERKR+CjO8XJCh5JxIpVIAQHR0NCwtLcXy6OhoODk5iXViYmJktktPT0dsbKy4fX59UY/2IyIidaL6B+ra2tpCKpXi1KlTYllCQgKuXLkCZ2dnAICzszPi4uIQEhIi1jl9+jQyMzPRqFEjhfbHni4REamEsm5y8e7dO/z333/i68ePHyM0NBSmpqawtrbGuHHjMG/ePNjZ2cHW1hYzZsyAlZUVOnfuDACoXr062rdvj2HDhmHt2rVIS0vD6NGj0atXL4VmLgNMukREpCLKurHUP//8g9atW4uvs88Fe3p6IiAgAFOmTEFSUhKGDx+OuLg4NGvWDH/99ZfMJa1bt27F6NGj0bZtW2hoaMDDwwMrVqxQOBaVPmWouPApQ1RS8ClDVFIUx1OGIuNTC7ytpbF2EUaiPDynS0REpCQcXiYiIpXgo/2IiIiURf1yLpMuERGphhrmXCZdIiJSjZL8XNyCYtIlIiKVUMdzupy9TEREpCTs6RIRkWqoX0eXSZeIiFRDDXMuky4REakGJ1IREREpiTpOpGLSJSIilVDHni5nLxMRESkJky4REZGScHiZiIhUQh2Hl5l0iYhIJTiRioiISEnY0yUiIlISNcy5TLpERKQiaph1OXuZiIhISdjTJSIileBEKiIiIiXhRCoiIiIlUcOcy6RLREQqooZZl0mXiIhUQh3P6XL2MhERkZKwp0tERCqhjhOpJIIgCKoOgr58KSkp8PX1hY+PD3R0dFQdDlGO+D6lLx2TLuVLQkICjI2NER8fDyMjI1WHQ5Qjvk/pS8dzukRERErCpEtERKQkTLpERERKwqRL+aKjo4NZs2Zxcgp90fg+pS8dJ1IREREpCXu6RERESsKkS0REpCRMukRERErCpFtCDRw4EBKJBAsXLpQpP3DgACQf3VstIyMDfn5+cHR0hK6uLsqUKQM3NzdcvHhRZruAgABIJBJIJBJoaGjA0tISPXv2REREhEy9Vq1a5bhfAHB3d4dEIsHs2bPl1m3fvh2amprw8vKSW3f27FlIJBLExcUp8BMgVch+30kkEmhra6Nq1aqYO3cu0tPTxd9jzZo1kZGRIbOdiYkJAgICxNc2NjZiOx8v2e+rvN4TNjY2WLZsmfg6e9vLly/L1EtJSYGZmRkkEgnOnj0rsy4oKAgtW7ZE6dKloa+vjwYNGsjEBwBPnjyBRCKBubk5EhMTZdY5OTnJvM9btWqFcePGycWa1/ue1BOTbgmmq6uLX375BW/fvs1xvSAI6NWrF+bOnYsff/wR4eHhOHv2LCpWrIhWrVrhwIEDMvWNjIwQGRmJFy9eYO/evbh37x66d+8u127FihXlPqBevHiBU6dOwdLSMsdYNm7ciClTpmD79u1ITk4u0PHSl6F9+/aIjIzEgwcPMHHiRMyePRuLFy8W1z969AibN2/+bDtz585FZGSkzDJmzJgCxVSxYkX4+/vLlO3fvx+GhoZydVeuXIlOnTqhadOmuHLlCm7evIlevXphxIgRmDRpklz9xMRELFmypEBx8X1Pn2LSLcFcXFwglUrh6+ub4/pdu3Zhz5492Lx5M4YOHQpbW1t88803WL9+Pb7//nsMHToUSUlJYn2JRAKpVApLS0s0adIEQ4YMwdWrV5GQkCDTbseOHfH69WuZ3nJgYCC+/fZbmJuby8Xx+PFjXLp0CVOnToW9vT327dtXRD8BUgUdHR1IpVJUqlQJI0eOhIuLCw4dOiSuHzNmDGbNmoWUlJQ82yldujSkUqnMYmBgUKCYPD09sWPHDnz48EEs27RpEzw9PWXqPXv2DBMnTsS4ceOwYMEC1KhRA1WrVsXEiROxePFiLF26FFeuXJHZZsyYMfj1118RExOjUEx831NOmHRLME1NTSxYsAArV67E8+fP5dZv27YN9vb2+O677+TWTZw4EW/evMGJEydybDsmJgb79++HpqYmNDU1ZdZpa2ujb9++Mj2LgIAADB48OMe2/P394e7uDmNjY/Tr1w8bN25U5DDpC6enp4fU1FTx9bhx45Ceno6VK1cqLYZ69erBxsYGe/fuBQBERETg/Pnz6N+/v0y9PXv2IC0tLcce7Q8//ABDQ0Ns375dprx3797iMLoi+L6nnDDplnBdunSBk5MTZs2aJbfu/v37qF69eo7bZZffv39fLIuPj4ehoSEMDAxgYWGBM2fOwMvLK8fex+DBg7Fr1y4kJSXh/PnziI+PR8eOHeXqZWZmIiAgAP369QMA9OrVC3///TceP35coOOlL4cgCDh58iSOHTuGNm3aiOX6+vqYNWsWfH19ER8fn+v23t7eMDQ0lFkuXLhQ4HgGDx6MTZs2Acj6EtihQweUK1dOps79+/dhbGyc42kQbW1tVK5cWeZvAoB4rnn9+vV4+PBhvmLh+55yw6T7Ffjll18QGBiI8PBwuXWK3PukdOnSCA0NxT///IOlS5eibt26mD9/fo51v/nmG9jZ2WHPnj3YtGkT+vfvj1Kl5B/PfOLECSQlJaFDhw4AgLJly6Jdu3bihyOVPEFBQTA0NISuri7c3NzQs2dPuclzQ4YMgZmZGX755Zdc25k8eTJCQ0Nllvr16xc4rn79+iE4OBiPHj3Kc+SlIFxdXdGsWTPMmDEjX/X5vqfc8CH2X4EWLVrA1dUVPj4+GDhwoFhub2+fYyIGIJbb29uLZRoaGqhatSqArJ7ww4cPMXLkSPzxxx85tjF48GCsXr0ad+7cwdWrV3Oss3HjRsTGxkJPT08sy8zMxM2bNzFnzhxoaPB7X0nTunVr/Pbbb9DW1oaVlVWOX7ZKlSqF+fPnY+DAgRg9enSO7ZQtW1Z8v30q+7F88fHxMDExkVkXFxcHY2NjuW3MzMzQsWNHDBkyBMnJyXBzc5ObdWxvb4/4+Hi8fPkSVlZWMutSU1Px8OFDtG7dOseYFi5cCGdnZ0yePDnH9R/j+55yw9/8V2LhwoU4fPgwgoODxbJevXrhwYMHOHz4sFz9pUuXwszMDO3atcu1zalTp2Lnzp34999/c1zfp08f3Lp1C7Vq1UKNGjXk1r958wYHDx7Ejh07ZHoz169fx9u3b3H8+PECHCmpmoGBAapWrQpra+scE2627t27o2bNmpgzZ47C+7Czs4OGhgZCQkJkyh89eoT4+HiZL4sfGzx4MM6ePYsBAwbIzUUAAA8PD2hpaWHp0qVy69auXYukpCT07t07x7YbNmyIrl27YurUqXnGzvc95YU93a+Eo6Mj+vbtixUrVohlvXr1wu7du+Hp6YnFixejbdu2SEhIwOrVq3Ho0CHs3r07z9miFStWRJcuXTBz5kwEBQXJrS9TpgwiIyOhpaWV4/Z//PEHzMzM0KNHD5lrhwGgQ4cO2LhxI9q3by+W3bp1C6VLlxZfSyQSfPPNN/n+GdCXZ+HChXB1dc1xXWJiIqKiomTK9PX1YWRkhNKlS2Po0KGYOHEiSpUqBUdHRzx79gze3t5o3LgxmjRpkmOb7du3x6tXr3J9gL21tTUWLVqEiRMnQldXF/3794eWlhYOHjyIn376CRMnTkSjRo1yPZ758+ejZs2aeX7ZUPR9T+qFPd2vyNy5c5GZmSm+lkgk2LVrF3766Sf4+fmhWrVqaN68OZ4+fYqzZ8+ic+fOn21z/PjxOHLkSK7DxyYmJrkm7k2bNqFLly5yHzxAVo/j0KFDeP36tVjWokUL1KlTR1zq1av32fjoy9amTRu0adMG6enpcutmzpwJS0tLmWXKlCni+uXLl8PT0xPe3t6oWbMmBg4ciNq1a+Pw4cM5vqeArPd82bJloa2tnWtM48aNw/79+3HhwgXUr18ftWrVwrZt2/Dbb7999npce3t7DB48OM9rbhV935N64VOGiIiIlIQ9XSIiIiVh0iUiIlISJl0iIiIlYdIlIiJSEiZdIiIiJWHSJSIiUhImXSIiIiVh0iUiIlISJl0iNZKQkAAnJye8e/cOz58/z/WBA0RUPJh0qVAGDhwIiUSS6xIXF6fqEOkjRkZGaNasGUxMTGBjY4ORI0eqOiQitcLbQFKhDBw4ENHR0fD395cpv3TpEjw8PPD27Vu5R7OR6sXGxqJUqVK5PhiAiIoHe7pUaDo6OpBKpTKLqampTJ2AgACYmJjgwIEDsLOzg66uLlxdXfHs2TOZegcPHkTdunWhq6uLypUrY86cOXI3y589e7Zcj/rThzdcvHgRrVq1gr6+PsqUKQNXV1e8ffsWANCqVSuMGzdOrLthwwaYmJiIjzDMyMjAkCFDYGtrCz09PVSrVg3Lly+XaX/q1KmwsrKCtrY2ypcvD29vb/FhE/nZfuDAgXIxZ/+MPj5OJycnmTpnz56VGUH4dJuPhYaGQiKR4MmTJ3J1TU1NYWRkhBYtWkAikSA0NDTHNgDAxsYGy5YtE19Pnz4dFSpUENvNltNIR3a7b968Qe/evVG+fHno6+vD0dER27dvl9k+MzMTixYtQtWqVaGjowNra2vMnz9fXP/8+XP07t0bpqamMDAwQP369XHlypVc4yb6EvHRfqQ079+/x/z587F582Zoa2tj1KhR6NWrFy5evAgAuHDhAgYMGIAVK1agefPmePjwIYYPHw4AmDVrlkxbNWvWxMmTJwEAP/74I1JSUsR1oaGhaNu2LQYPHozly5ejVKlSOHPmDDIyMuRi2rVrl/gkpbp16wLI+vCvUKECdu/eDTMzM1y6dAnDhw+HpaUlevToAQD49ttv0aNHD5QtWxZhYWHo06cPatasiQEDBuRr+y/Bvn37cP36dYW2Wbp0KdatW4fz58/DxsZGLM8eMPP390f79u3x7NkzNGzYUFyfnJyMevXqwdvbG0ZGRjhy5Aj69++PKlWqiPV8fHzw+++/w8/PD82aNUNkZCTu3r0LAHj37h1atmyJ8uXL49ChQ5BKpfj3339lnqpFVBIw6ZLSpKWlYdWqVeLzSgMDA1G9enVcvXoVDRs2xJw5czB16lR4enoCACpXroyff/4ZU6ZMkUm6KSkp0NPTg1QqBQDo6enJJN1Fixahfv36WLNmjVhWs2ZNuXiOHj2KQYMGYffu3WjRooVYrqWlJfPgdVtbWwQHB2PXrl1i0mzTpo24PiMjA3p6emJSz8/2qpaWlgZvb294e3tjxowZ+dpmw4YNmDt3Lk6fPo3q1avLtQcA5cqVg1QqlXv0Xfny5TFp0iTx9ZgxY3Ds2DHs2rULDRs2RGJiIpYvX45Vq1aJv/8qVaqgWbNmAIBt27bh1atXuHbtmjiKwklgVBIx6ZLSlCpVCg0aNBBfOzg4wMTEBOHh4WjYsCFu3LiBixcvygwpZmRkIDk5Ge/fv4e+vj6ArKHKvM5FhoaGonv37nnGcvXqVaxfvx6GhoY5PrR89erV2LRpEyIiIvDhwwekpqbKDfUuWLAA8+bNw4cPHzB69GgMGDBAoe2DgoJgaGgovk5PT4eurq5MnVu3bsnUyam3Hh8fD0NDQ2hoaMDCwgKdOnWCr69vnse/evVqGBsbo2/fvvlKugcPHsT58+dhb2+PWrVqya1PSEgAgFyfrZyRkYEFCxZg165dePHiBVJTU5GSkiL+TsPDw5GSkoK2bdvmuH1oaCjq1Kkjd9qCqKThOV36Yrx79w5z5sxBaGiouNy6dQsPHjyQSUaPHj2Cra1tru3o6el9dl/BwcH49ddfUbt2bYwePVpm3Y4dOzBp0iQMGTIEx48fR2hoKAYNGoTU1FSZeiNGjMC///6LLVu2YMeOHTh//rxC27du3VrmWOfOnSsXZ7Vq1WTqbNiwQa5O6dKlERoaipCQECxZsgQbNmyQO4f8sbdv3+Lnn3/Gr7/+muvD4D918eJF7Ny5ExKJBLNnz5Zb//LlSwCAlZVVjtsvXrwYy5cvh7e3N86cOYPQ0FC4urqKP5PP/c7y8zslKgnY0yWlSU9Pxz///COew7t37x7i4uLEocq6devi3r17eQ4bJicn4+rVq+jfv3+udWrXro1Tp07JDPF+qn///hgxYgTc3NxQq1Yt7N+/H126dAGQlWCaNGmCUaNGifUfPnwo14apqSlMTU3h4OCAPXv2YO/evWjdunW+tzcwMJA5VnNzc7k62traMnWeP38uV0dDQ0OsY2dnh3bt2iE0NBQuLi45HvvPP/+M5s2bo0WLFnKToXIzdepUdOvWDdbW1mjRogW6du0qM2px7do1lC5dGlWqVMlx+4sXL6JTp07o168fgKzz5vfv30eNGjXEuPX09HDq1CkMHTpUbvvatWtjw4YNiI2NZW+XSjT2dElptLS0MGbMGFy5cgUhISEYOHAgGjduLCbhmTNnYvPmzZgzZw7CwsIQHh6OHTt2YPr06QCyesIzZ84EADRr1gxRUVGIiorChw8fkJKSgvj4eABZE3KuXbuGUaNG4ebNm7h79y5+++03vH79Wowl+4O7UqVKWLx4MUaOHIk3b94AyEoA//zzD44dO4b79+9jxowZuHbtmsyxrFmzBmFhYXjy5Am2bNmCEydOoE6dOvnevqglJyfjw4cPCAkJwd9//53jEDCQNZlt/fr1WLRokULtZ/+8GjZsiHHjxok998zMTBw6dAg//fQTBgwYAE1NzRy3t7Ozw4kTJ3Dp0iWEh4fjhx9+QHR0tLheV1cX3t7emDJlCjZv3oyHDx/i8uXL2LhxIwCgd+/ekEql6Ny5My5evIhHjx5h7969CA4OVug4iFSNSZeURl9fH97e3ujTpw+aNm0KQ0ND7Ny5U1zv6uqKoKAgHD9+HA0aNEDjxo3h5+eHSpUqAQCWLFmCxYsXIzExEVWrVoWlpSUsLS2xa9cu/PXXX/jxxx8BAPb29jh+/Dhu3LiBhg0bwtnZGQcPHkSpUjkP7Pzwww+oVasWxowZI77u2rUrevbsiUaNGuHNmzcyvVYAOHLkCFq1agUHBwfMmTMHP/30EwYPHpzv7YtSfHw89PT0YGBggI4dO6JLly6YMGFCjnXT0tIwaNAg2NvbF3h/c+bMQWZmJmbPno23b99i1KhR8PT0xNKlS3PdZvr06ahbty5cXV3RqlUrMYF+bMaMGZg4cSJmzpyJ6tWro2fPnoiJiQGQ1eM/fvw4zM3N0aFDBzg6OmLhwoW5JnmiLxVvjkFKERAQgHHjxhXqDlXZ5xJzOqd44MABHDhwAAEBAQVun4iouPGcLpUYH8/i/ZSuri6MjY2VGA0RkeLY0yWlKIqeLhFRScekS0REpCScSEVERKQkTLpERERKwqRLRESkJEy6RERESsKkS0REpCRMukRERErCpEtERKQkTLpERERKwqRLRESkJP8H/tRqrQFQh4AAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 500x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize=(5, 4))\n",
    "sns.heatmap(\n",
    "    cm,\n",
    "    annot=True,\n",
    "    fmt='d',\n",
    "    cmap='Blues',\n",
    "    xticklabels=['NORMAL', 'PNEUMONIA'],\n",
    "    yticklabels=['NORMAL', 'PNEUMONIA']\n",
    ")\n",
    "plt.title('Матрица ошибок на тестовой выборке')\n",
    "plt.xlabel('Предсказанный класс')\n",
    "plt.ylabel('Истинный класс')\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c84bf00b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "      NORMAL     0.9526    0.7735    0.8538       468\n",
      "   PNEUMONIA     0.8779    0.9769    0.9248       780\n",
      "\n",
      "    accuracy                         0.9006      1248\n",
      "   macro avg     0.9153    0.8752    0.8893      1248\n",
      "weighted avg     0.9059    0.9006    0.8981      1248\n",
      "\n"
     ]
    }
   ],
   "source": [
    "\n",
    "report = classification_report(\n",
    "    y_true,\n",
    "    y_pred,\n",
    "    target_names=['NORMAL', 'PNEUMONIA'],\n",
    "    digits=4\n",
    ")\n",
    "print(report)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24b2ef8b",
   "metadata": {},
   "source": [
    "Вывод.\n",
    "К датасету Chest X-Ray Pneumonia была применена CNN-архитектура из ноутбука по классификации бабочек, адаптированная к бинарной задаче:\n",
    "Conv2D(32) → MaxPooling → Conv2D(64) → MaxPooling → Conv2D(128) → MaxPooling → Flatten → Dense(512) → Dense(1, sigmoid).\n",
    "\n",
    "На тестовой выборке модель показала: accuracy = 0.9006, balanced accuracy = 0.8752, precision = 0.8779, recall = 0.9769, specificity = 0.7735, F1 = 0.9248, ROC-AUC = 0.9706, MCC = 0.7895. Это означает, что модель хорошо выявляет класс PNEUMONIA, но заметно хуже распознаёт NORMAL, что видно по более низкой специфичности.\n",
    "\n",
    "Следовательно, архитектура из исходного ноутбука после адаптации обеспечивает высокое качество решения задачи и может использоваться как сильный baseline. Однако по балансу ошибок она уступает более продвинутым моделям на основе transfer learning, которые обычно дают более устойчивое качество на рентгеновских изображениях."
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