{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.11.11","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"sourceId":11848,"databundleVersionId":862157,"sourceType":"competition"}],"dockerImageVersionId":31040,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# CSCA-5642: Kaggle Cancerous Cell Detection Competition #\n#### Develop an algorithm that identifies metastatic cancer in small image patches from digital pathology scans. ####\n    \n","metadata":{}},{"cell_type":"markdown","source":"## 1. I. Brief description of the problem and data ##\n\nThis project aims to tackle Kaggle's Cancer Detection challenge to identify cancerous cell images from non-cancerous using Convolutional Neural Network (CNN). The challenge is to create an algorithm to identify metastatic cancer in small image patches taken from larget digital pathlogy scans. The data of this Kaggle competition is a slightly modified version of the PatchCamelyon (PCam) benchmark dataset. \n### Dataset: ####\n* The training dataset contains about 220,025 image patches already labeled 1 as cancerous, 0 as non-cancerous in \"train_labels.csv\".\n* A positive label indicates that the center 32x32px region of a patch contains at least one pixel of tumor tissue.\n* Tumor tissue in the outer region of the patch does not influence the label. \n\n### Data Size and Dimension ####\n* Training dataset: 220,025 tiff images\n* Test dataset: 57,458 tiff images (~26% of training size)\n* Each image patch is 96x96 pixel of RGB color images in tiff formats.\n* Label CSV contains 2 columns: id, label (1 as cancerous, 0 as non-cancerous)\n\n","metadata":{}},{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\ntif_files = []\n\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    print(f\"\\nos path: [{dirname}]\")\n    tif_file_count =0\n    for filename in filenames:\n        if filename.endswith('.tif'):\n            tif_file_count +=1\n            if tif_file_count < 3:\n                print(os.path.join(dirname, filename))\n            elif tif_file_count == 3:\n                print(\"...\")\n        else:\n            print(os.path.join(dirname, filename))  \n    if tif_file_count > 0:\n        print(f\"\\nTotal number of .tif files in {dirname}: {tif_file_count}\")\n        tif_file_count =0\n\n        \n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"execution":{"iopub.status.busy":"2025-06-15T08:18:11.77815Z","iopub.execute_input":"2025-06-15T08:18:11.778393Z","iopub.status.idle":"2025-06-15T08:27:11.451131Z","shell.execute_reply.started":"2025-06-15T08:18:11.778372Z","shell.execute_reply":"2025-06-15T08:27:11.450318Z"}},"outputs":[{"name":"stdout","text":"\nos path: [/kaggle/input]\n\nos path: [/kaggle/input/histopathologic-cancer-detection]\n/kaggle/input/histopathologic-cancer-detection/sample_submission.csv\n/kaggle/input/histopathologic-cancer-detection/train_labels.csv\n\nos path: [/kaggle/input/histopathologic-cancer-detection/test]\n/kaggle/input/histopathologic-cancer-detection/test/a7ea26360815d8492433b14cd8318607bcf99d9e.tif\n/kaggle/input/histopathologic-cancer-detection/test/59d21133c845dff1ebc7a0c7cf40c145ea9e9664.tif\n...\n\nTotal number of .tif files in /kaggle/input/histopathologic-cancer-detection/test: 57458\n\nos path: [/kaggle/input/histopathologic-cancer-detection/train]\n/kaggle/input/histopathologic-cancer-detection/train/d43c081bafa286f9c1f7e921883f26ceafebc912.tif\n/kaggle/input/histopathologic-cancer-detection/train/092d0eedebce504847715ee046b6ad74b57599b4.tif\n...\n\nTotal number of .tif files in /kaggle/input/histopathologic-cancer-detection/train: 220025\n","output_type":"stream"}],"execution_count":1},{"cell_type":"code","source":"import glob\ntif_paths = glob.glob(\"/kaggle/input/**/*.tif\", recursive=True)\nprint(f\"{len(tif_paths)} adet .tif dosyası bulundu.\")\nprint(\"İlk 3 dosya:\", tif_paths[:3])\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T08:27:11.452399Z","iopub.execute_input":"2025-06-15T08:27:11.452777Z","iopub.status.idle":"2025-06-15T08:32:54.488741Z","shell.execute_reply.started":"2025-06-15T08:27:11.452758Z","shell.execute_reply":"2025-06-15T08:32:54.487993Z"}},"outputs":[{"name":"stdout","text":"277483 adet .tif dosyası bulundu.\nİlk 3 dosya: ['/kaggle/input/histopathologic-cancer-detection/test/a7ea26360815d8492433b14cd8318607bcf99d9e.tif', '/kaggle/input/histopathologic-cancer-detection/test/59d21133c845dff1ebc7a0c7cf40c145ea9e9664.tif', '/kaggle/input/histopathologic-cancer-detection/test/5fde41ce8c6048a5c2f38eca12d6528fa312cdbb.tif']\n","output_type":"stream"}],"execution_count":2},{"cell_type":"markdown","source":"## II. Exploratory Data Analysis (EDA) ##\nFile: \"train_label.csv\"\n- Inspect format, duplciates and null labels.\n- Inspect if there are any missing files from \"/kaggle/input/histopathologic-cancer-detection/train/\"\n","metadata":{}},{"cell_type":"code","source":"import pandas as pd\nimport os \n\ntrain_labels = pd.read_csv('/kaggle/input/histopathologic-cancer-detection/train_labels.csv')\nprint(\"shape:\",train_labels.shape)\nprint(\"-- Label head ---\")\nprint(\"################\")\nprint(train_labels.head())\nprint(\"-----------------\")\nprint(\"Missing values: \")\nprint(\"################\")\nprint(train_labels.isnull().sum())\nprint(\"-----------------\")\nprint(f\"Sum of duplicated labels: {train_labels.duplicated().sum()}.\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T08:32:54.489528Z","iopub.execute_input":"2025-06-15T08:32:54.489829Z","iopub.status.idle":"2025-06-15T08:32:54.965009Z","shell.execute_reply.started":"2025-06-15T08:32:54.489804Z","shell.execute_reply":"2025-06-15T08:32:54.964381Z"}},"outputs":[{"name":"stdout","text":"shape: (220025, 2)\n-- Label head ---\n################\n                                         id  label\n0  f38a6374c348f90b587e046aac6079959adf3835      0\n1  c18f2d887b7ae4f6742ee445113fa1aef383ed77      1\n2  755db6279dae599ebb4d39a9123cce439965282d      0\n3  bc3f0c64fb968ff4a8bd33af6971ecae77c75e08      0\n4  068aba587a4950175d04c680d38943fd488d6a9d      0\n-----------------\nMissing values: \n################\nid       0\nlabel    0\ndtype: int64\n-----------------\nSum of duplicated labels: 0.\n","output_type":"stream"}],"execution_count":3},{"cell_type":"code","source":"import seaborn as sns\nimport matplotlib.pyplot as plt\n\nsns.countplot(x='label', data=train_labels)\nplt.xticks([0, 1], ['Non-Cancer (0)', 'Cancer (1)'])\nplt.title(\"Distribution of Cancer vs Non-Cancer Images\")\nplt.ylabel(\"Image Count\")\nplt.xlabel(\"Label\")\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T08:32:54.966667Z","iopub.execute_input":"2025-06-15T08:32:54.966963Z","iopub.status.idle":"2025-06-15T08:32:55.959016Z","shell.execute_reply.started":"2025-06-15T08:32:54.966944Z","shell.execute_reply":"2025-06-15T08:32:55.958323Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":4},{"cell_type":"code","source":"### show sample image files\nimport cv2\nfrom PIL import Image\nimport matplotlib.pyplot as plt\nfrom pathlib import Path\n\ntrain_dir = Path(\"/kaggle/input/histopathologic-cancer-detection/train\")\ntrain_labels = pd.read_csv('/kaggle/input/histopathologic-cancer-detection/train_labels.csv')\ntrain_labels['path'] = train_labels['id'].apply(lambda x: str(train_dir / f'{x}.tif'))\n\ndef show_samples(label, df=train_labels, num_images=5):\n    subset = df[df['label'] == label].sample(num_images, random_state=42)\n    plt.figure(figsize=(12, 4))\n    for i, row in enumerate(subset.itertuples()):\n        img = cv2.imread(row.path)\n        img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n        center = (32, 32, 64, 64)  \n        cv2.rectangle(img, (center[0], center[1]), (center[2], center[3]), (255, 0, 0), 1)\n        plt.subplot(1, num_images, i+1)\n        plt.imshow(img)\n        plt.title(f'Label: {row.label}')\n        plt.axis('off')\n    plt.show()\n\n\nshow_samples(0)  # Non-cancer\nshow_samples(1)  # Cancer\n\n# check image size and channel\nimg_path = f\"/kaggle/input/histopathologic-cancer-detection/train/{train_labels['id'].iloc[0]}.tif\"\nimg = Image.open(img_path)\nprint(f\"image size: {img.size}\") \nprint(f\"image mode: {img.mode}\") ","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T08:32:55.959892Z","iopub.execute_input":"2025-06-15T08:32:55.960255Z","iopub.status.idle":"2025-06-15T08:32:58.27162Z","shell.execute_reply.started":"2025-06-15T08:32:55.960229Z","shell.execute_reply":"2025-06-15T08:32:58.271052Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x400 with 5 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"name":"stdout","text":"image size: (96, 96)\nimage mode: RGB\n","output_type":"stream"}],"execution_count":5},{"cell_type":"code","source":"import cv2\nimport numpy as np\nimport pandas as pd\nfrom pathlib import Path\nfrom scipy.fft import fft2, fftshift\n\n\ntrain_dir = Path('/kaggle/input/histopathologic-cancer-detection/train')\ndf = pd.read_csv('/kaggle/input/histopathologic-cancer-detection/train_labels.csv')\nsample_df = df.sample(1000, random_state=42)\nsample_df['path'] = sample_df['id'].apply(lambda x: str(train_dir / f'{x}.tif'))\n\ndef frequency_analysis(df, num_samples=50):\n    subset = df.sample(num_samples, random_state=42)\n    power_spectra = {'benign': [], 'malignant': []}\n    for row in subset.itertuples():\n        img = cv2.imread(row.path, cv2.IMREAD_GRAYSCALE)\n        fshift = fftshift(fft2(img))\n        power_spectrum = np.log1p(np.abs(fshift)).mean()\n        label = 'malignant' if row.label == 1 else 'benign'\n        power_spectra[label].append(power_spectrum)\n    plt.hist(power_spectra['benign'], bins=30, alpha=0.5, label='Benign')\n    plt.hist(power_spectra['malignant'], bins=30, alpha=0.5, label='Malignant')\n    plt.title('Frequency Power Spectrum')\n    plt.legend()\n    plt.show()\n\nfrequency_analysis(sample_df)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T08:32:58.272269Z","iopub.execute_input":"2025-06-15T08:32:58.272438Z","iopub.status.idle":"2025-06-15T08:32:59.157412Z","shell.execute_reply.started":"2025-06-15T08:32:58.272424Z","shell.execute_reply":"2025-06-15T08:32:59.156725Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":6},{"cell_type":"markdown","source":"## III. Model Architecture ##\n\n","metadata":{}},{"cell_type":"code","source":"import warnings\nwarnings.filterwarnings('ignore')\n\nimport tensorflow as tf\nprint(\"TensorFlow version:\", tf.__version__)\nprint(\"GPU available:\", tf.config.list_physical_devices('GPU'))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T08:32:59.158254Z","iopub.execute_input":"2025-06-15T08:32:59.158518Z","iopub.status.idle":"2025-06-15T08:33:12.346737Z","shell.execute_reply.started":"2025-06-15T08:32:59.158501Z","shell.execute_reply":"2025-06-15T08:33:12.346067Z"}},"outputs":[{"name":"stderr","text":"2025-06-15 08:33:00.610714: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:477] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\nWARNING: All log messages before absl::InitializeLog() is called are written to STDERR\nE0000 00:00:1749976380.785485      35 cuda_dnn.cc:8310] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\nE0000 00:00:1749976380.838928      35 cuda_blas.cc:1418] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n","output_type":"stream"},{"name":"stdout","text":"TensorFlow version: 2.18.0\nGPU available: [PhysicalDevice(name='/physical_device:GPU:0', device_type='GPU'), PhysicalDevice(name='/physical_device:GPU:1', device_type='GPU')]\n","output_type":"stream"}],"execution_count":7},{"cell_type":"code","source":"import torch\nimport torch.nn as nn\nimport torch\n\ndevice = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\nclass CustomCNN(nn.Module):\n    def __init__(self):\n        super(CustomCNN, self).__init__()\n        self.conv_layers = nn.Sequential(\n            nn.Conv2d(3, 32, kernel_size=3, padding=1),\n            nn.BatchNorm2d(32),\n            nn.ReLU(),\n            nn.MaxPool2d(2),\n            nn.Conv2d(32, 64, kernel_size=3, padding=1),\n            nn.BatchNorm2d(64),\n            nn.ReLU(),\n            nn.MaxPool2d(2),\n            nn.Conv2d(64, 128, kernel_size=3, padding=1),\n            nn.BatchNorm2d(128),\n            nn.ReLU(),\n            nn.MaxPool2d(2)\n        )\n        self.fc_layers = nn.Sequential(\n            nn.Flatten(),\n            nn.Dropout(0.5),\n            nn.Linear(128 * 12 * 12, 256),\n            nn.ReLU(),\n            nn.Dropout(0.3),\n            nn.Linear(256, 2)\n        )\n    def forward(self, x):\n        x = self.conv_layers(x)\n        x = self.fc_layers(x)\n        return x\nmodel = CustomCNN().to(device)\nprint(\"bitti\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T08:33:12.3474Z","iopub.execute_input":"2025-06-15T08:33:12.347899Z","iopub.status.idle":"2025-06-15T08:33:15.74151Z","shell.execute_reply.started":"2025-06-15T08:33:12.347878Z","shell.execute_reply":"2025-06-15T08:33:15.740863Z"}},"outputs":[{"name":"stdout","text":"bitti\n","output_type":"stream"}],"execution_count":8},{"cell_type":"code","source":"import tensorflow as tf\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout, BatchNormalization\n\nmodel = Sequential([\n    # 1st convolutional block\n    Conv2D(32, (3, 3), activation='relu', input_shape=(96, 96, 3)),\n    BatchNormalization(),\n    MaxPooling2D(pool_size=(2, 2)),\n\n    # 2nd convolutional block\n    Conv2D(64, (3, 3), activation='relu'),\n    BatchNormalization(),\n    MaxPooling2D(pool_size=(2, 2)),\n\n    # 3rd convolutional block\n    Conv2D(128, (3, 3), activation='relu'),\n    BatchNormalization(),\n    MaxPooling2D(pool_size=(2, 2)),\n\n    # Flatten + Fully connected\n    Flatten(),\n    Dense(128, activation='relu'),\n    Dropout(0.5),\n\n    # Output layer\n    Dense(1, activation='sigmoid')  # Binary classification\n])\nmodel.compile(\n    loss='binary_crossentropy',\n    optimizer='adam',\n    metrics=['accuracy']\n)\nprint(\"bitti\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T08:33:15.742358Z","iopub.execute_input":"2025-06-15T08:33:15.742644Z","iopub.status.idle":"2025-06-15T08:33:17.157518Z","shell.execute_reply.started":"2025-06-15T08:33:15.742619Z","shell.execute_reply":"2025-06-15T08:33:17.156902Z"}},"outputs":[{"name":"stderr","text":"I0000 00:00:1749976395.930947      35 gpu_device.cc:2022] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 13922 MB memory:  -> device: 0, name: Tesla T4, pci bus id: 0000:00:04.0, compute capability: 7.5\nI0000 00:00:1749976395.931594      35 gpu_device.cc:2022] Created device /job:localhost/replica:0/task:0/device:GPU:1 with 13942 MB memory:  -> device: 1, name: Tesla T4, pci bus id: 0000:00:05.0, compute capability: 7.5\n","output_type":"stream"},{"name":"stdout","text":"bitti\n","output_type":"stream"}],"execution_count":9},{"cell_type":"markdown","source":"## IV. Results and Analysis ##\n\n","metadata":{}},{"cell_type":"code","source":"import os\nimport numpy as np\nimport pandas as pd\nfrom pathlib import Path\nfrom sklearn.model_selection import train_test_split\nfrom tensorflow.keras.preprocessing.image import load_img, img_to_array\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout, BatchNormalization\n\n# Dosya yolları\ntrain_dir = Path(\"/kaggle/input/histopathologic-cancer-detection/train\")\ndf = pd.read_csv(\"/kaggle/input/histopathologic-cancer-detection/train_labels.csv\")\n\n# Alt örnekleme (zaman kazandırır)\ndf_sample = df.sample(5000, random_state=42)\n\ndef load_images(df, img_dir, size=(96,96)):\n    X, y = [], []\n    for row in df.itertuples():\n        img_path = img_dir / f\"{row.id}.tif\"\n        img = load_img(img_path, target_size=size)\n        img = img_to_array(img) / 255.0\n        X.append(img)\n        y.append(row.label)\n    return np.array(X), np.array(y)\n\nX, y = load_images(df_sample, train_dir)\nX_train, X_val, y_train, y_val = train_test_split(X, y, test_size=0.2, random_state=42)\n\n# Model\nmodel = Sequential([\n    Conv2D(32, (3, 3), activation='relu', input_shape=(96, 96, 3)),\n    BatchNormalization(),\n    MaxPooling2D(2),\n    Conv2D(64, (3, 3), activation='relu'),\n    BatchNormalization(),\n    MaxPooling2D(2),\n    Conv2D(128, (3, 3), activation='relu'),\n    BatchNormalization(),\n    MaxPooling2D(2),\n    Flatten(),\n    Dense(128, activation='relu'),\n    Dropout(0.5),\n    Dense(1, activation='sigmoid')\n])\n\nmodel.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n\n# Eğitim\nhistory = model.fit(X_train, y_train, validation_data=(X_val, y_val), epochs=10, batch_size=32)\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T08:33:17.159375Z","iopub.execute_input":"2025-06-15T08:33:17.159713Z","iopub.status.idle":"2025-06-15T08:34:27.718983Z","shell.execute_reply.started":"2025-06-15T08:33:17.159697Z","shell.execute_reply":"2025-06-15T08:34:27.717913Z"}},"outputs":[{"name":"stdout","text":"Epoch 1/10\n","output_type":"stream"},{"name":"stderr","text":"WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\nI0000 00:00:1749976446.882727     102 service.cc:148] XLA service 0x794aa000a110 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\nI0000 00:00:1749976446.883522     102 service.cc:156]   StreamExecutor device (0): Tesla T4, Compute Capability 7.5\nI0000 00:00:1749976446.883543     102 service.cc:156]   StreamExecutor device (1): Tesla T4, Compute Capability 7.5\nI0000 00:00:1749976447.337808     102 cuda_dnn.cc:529] Loaded cuDNN version 90300\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m 16/125\u001b[0m \u001b[32m━━\u001b[0m\u001b[37m━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m1s\u001b[0m 11ms/step - accuracy: 0.6393 - loss: 3.0252","output_type":"stream"},{"name":"stderr","text":"I0000 00:00:1749976450.848181     102 device_compiler.h:188] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m125/125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 24ms/step - accuracy: 0.7030 - loss: 1.6971 - val_accuracy: 0.4180 - val_loss: 5.2522\nEpoch 2/10\n\u001b[1m125/125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 12ms/step - accuracy: 0.8038 - loss: 0.4663 - val_accuracy: 0.6030 - val_loss: 1.0964\nEpoch 3/10\n\u001b[1m125/125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 12ms/step - accuracy: 0.8043 - loss: 0.4476 - val_accuracy: 0.6400 - val_loss: 0.8898\nEpoch 4/10\n\u001b[1m125/125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 12ms/step - accuracy: 0.8219 - loss: 0.4105 - val_accuracy: 0.7120 - val_loss: 0.9557\nEpoch 5/10\n\u001b[1m125/125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 12ms/step - accuracy: 0.8369 - loss: 0.3957 - val_accuracy: 0.7770 - val_loss: 0.4984\nEpoch 6/10\n\u001b[1m125/125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 12ms/step - accuracy: 0.8408 - loss: 0.3593 - val_accuracy: 0.7380 - val_loss: 0.7283\nEpoch 7/10\n\u001b[1m125/125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 12ms/step - accuracy: 0.8535 - loss: 0.3482 - val_accuracy: 0.8170 - val_loss: 0.6224\nEpoch 8/10\n\u001b[1m125/125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 12ms/step - accuracy: 0.8704 - loss: 0.2988 - val_accuracy: 0.8390 - val_loss: 0.4748\nEpoch 9/10\n\u001b[1m125/125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 12ms/step - accuracy: 0.8924 - loss: 0.2436 - val_accuracy: 0.8180 - val_loss: 0.6342\nEpoch 10/10\n\u001b[1m125/125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 12ms/step - accuracy: 0.8961 - loss: 0.2322 - val_accuracy: 0.6800 - val_loss: 1.3725\n","output_type":"stream"}],"execution_count":10},{"cell_type":"markdown","source":"# 1. Eğitim Performans Grafiği","metadata":{}},{"cell_type":"code","source":"import matplotlib.pyplot as plt\n\nplt.figure(figsize=(12, 5))\nplt.subplot(1, 2, 1)\nplt.plot(history.history['loss'], label='Train Loss')\nplt.plot(history.history['val_loss'], label='Val Loss')\nplt.title(\"Loss over Epochs\")\nplt.xlabel(\"Epoch\")\nplt.ylabel(\"Loss\")\nplt.legend()\n\nplt.subplot(1, 2, 2)\nplt.plot(history.history['accuracy'], label='Train Acc')\nplt.plot(history.history['val_accuracy'], label='Val Acc')\nplt.title(\"Accuracy over Epochs\")\nplt.xlabel(\"Epoch\")\nplt.ylabel(\"Accuracy\")\nplt.legend()\n\nplt.tight_layout()\nplt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T08:34:27.720391Z","iopub.execute_input":"2025-06-15T08:34:27.720952Z","iopub.status.idle":"2025-06-15T08:34:28.362295Z","shell.execute_reply.started":"2025-06-15T08:34:27.720918Z","shell.execute_reply":"2025-06-15T08:34:28.3617Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x500 with 2 Axes>","image/png":"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 2. Test Verisini Yükle ve Tahmin Yap****","metadata":{}},{"cell_type":"code","source":"from tqdm import tqdm\nfrom tensorflow.keras.preprocessing.image import load_img, img_to_array\n\ntest_dir = Path(\"/kaggle/input/histopathologic-cancer-detection/test\")\ntest_images = os.listdir(test_dir)\n\ndef preprocess_image(path, size=(96, 96)):\n    img = load_img(path, target_size=size)\n    img = img_to_array(img) / 255.0\n    return img\n\nX_test = np.array([preprocess_image(test_dir / img_id) for img_id in tqdm(test_images)])\npredictions = model.predict(X_test, verbose=1)\nlabels = (predictions > 0.5).astype(int).flatten()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T08:34:28.363238Z","iopub.execute_input":"2025-06-15T08:34:28.363449Z","iopub.status.idle":"2025-06-15T08:43:20.180527Z","shell.execute_reply.started":"2025-06-15T08:34:28.363432Z","shell.execute_reply":"2025-06-15T08:43:20.179721Z"}},"outputs":[{"name":"stderr","text":"100%|██████████| 57458/57458 [08:23<00:00, 114.19it/s]\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m1796/1796\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 4ms/step\n","output_type":"stream"}],"execution_count":12},{"cell_type":"code","source":"from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n\nprint(f\"Validation Accuracy: {accuracy_score(y_val, y_val_pred_labels):.4f}\")\nprint(\"\\nClassification Report:\\n\")\nprint(classification_report(y_val, y_val_pred_labels, target_names=[\"Non-Cancer\", \"Cancer\"]))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T08:43:20.18147Z","iopub.execute_input":"2025-06-15T08:43:20.18174Z","iopub.status.idle":"2025-06-15T08:43:20.22954Z","shell.execute_reply.started":"2025-06-15T08:43:20.181717Z","shell.execute_reply":"2025-06-15T08:43:20.228689Z"}},"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)","\u001b[0;32m/tmp/ipykernel_35/4211936487.py\u001b[0m in \u001b[0;36m<cell line: 0>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0msklearn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmetrics\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0maccuracy_score\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mclassification_report\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfusion_matrix\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Validation Accuracy: {accuracy_score(y_val, y_val_pred_labels):.4f}\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"\\nClassification Report:\\n\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mclassification_report\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my_val\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_val_pred_labels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_names\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"Non-Cancer\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"Cancer\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mNameError\u001b[0m: name 'y_val_pred_labels' is not defined"],"ename":"NameError","evalue":"name 'y_val_pred_labels' is not defined","output_type":"error"}],"execution_count":13},{"cell_type":"code","source":"submission_df = pd.DataFrame({\n    \"id\": [img.replace(\".tif\", \"\") for img in test_images],\n    \"label\": labels\n})\nsubmission_df.to_csv(\"/kaggle/working/submission.csv\", index=False)\n\nprint(\"✅ submission.csv hazır!\")\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T08:43:20.230012Z","iopub.status.idle":"2025-06-15T08:43:20.230226Z","shell.execute_reply.started":"2025-06-15T08:43:20.230124Z","shell.execute_reply":"2025-06-15T08:43:20.230134Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"import os\nprint(\"Dosya var mı:\", os.path.exists(\"/kaggle/working/submission.csv\"))\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T08:43:20.231665Z","iopub.status.idle":"2025-06-15T08:43:20.23201Z","shell.execute_reply.started":"2025-06-15T08:43:20.231832Z","shell.execute_reply":"2025-06-15T08:43:20.231865Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# **Ensemble ve Augmentation ile Model Eğitimi**","metadata":{}},{"cell_type":"code","source":"from tensorflow.keras.preprocessing.image import ImageDataGenerator\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout, BatchNormalization\nfrom sklearn.metrics import accuracy_score, classification_report, confusion_matrix\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport numpy as np\n\n# 1. Data Augmentation\ndatagen = ImageDataGenerator(\n    rotation_range=15,\n    width_shift_range=0.05,\n    height_shift_range=0.05,\n    zoom_range=0.1,\n    horizontal_flip=True\n)\ndatagen.fit(X_train)\n\n# 2. Model Tanımı\ndef create_model():\n    model = Sequential([\n        Conv2D(32, (3, 3), activation='relu', input_shape=(96, 96, 3)),\n        BatchNormalization(),\n        MaxPooling2D(2),\n        Conv2D(64, (3, 3), activation='relu'),\n        BatchNormalization(),\n        MaxPooling2D(2),\n        Conv2D(128, (3, 3), activation='relu'),\n        BatchNormalization(),\n        MaxPooling2D(2),\n        Flatten(),\n        Dense(128, activation='relu'),\n        Dropout(0.5),\n        Dense(1, activation='sigmoid')\n    ])\n    model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n    return model\n\n# 3. Model 1 - Normal Eğitim\nmodel1 = create_model()\nmodel1.fit(X_train, y_train, validation_data=(X_val, y_val), epochs=5, batch_size=32)\n\n# 4. Model 2 - Augmented Eğitim\nmodel2 = create_model()\nmodel2.fit(datagen.flow(X_train, y_train, batch_size=32), validation_data=(X_val, y_val), epochs=5)\n\n# 5. Ensemble Tahmini\ny_pred1 = model1.predict(X_val)\ny_pred2 = model2.predict(X_val)\nensemble_pred = ((y_pred1 + y_pred2) / 2 > 0.5).astype(int).flatten()\n\n# 6. Performans Değerlendirmesi\nprint(\"Accuracy:\", accuracy_score(y_val, ensemble_pred))\nprint(\"\\nClassification Report:\\n\", classification_report(y_val, ensemble_pred, target_names=[\"Non-Cancer\", \"Cancer\"]))\n\ncm = confusion_matrix(y_val, ensemble_pred)\nplt.figure(figsize=(6, 4))\nsns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\", xticklabels=[\"Non-Cancer\", \"Cancer\"], yticklabels=[\"Non-Cancer\", \"Cancer\"])\nplt.xlabel(\"Predicted\")\nplt.ylabel(\"Actual\")\nplt.title(\"Ensemble Confusion Matrix\")\nplt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T08:43:20.233167Z","iopub.status.idle":"2025-06-15T08:43:20.233479Z","shell.execute_reply.started":"2025-06-15T08:43:20.233317Z","shell.execute_reply":"2025-06-15T08:43:20.233331Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n\ndef evaluate_model(name, y_true, y_pred_raw):\n    y_pred = (y_pred_raw > 0.5).astype(int).flatten()\n    acc = accuracy_score(y_true, y_pred)\n    print(f\"🔹 {name} Accuracy: {acc:.4f}\")\n    print(classification_report(y_true, y_pred, target_names=[\"Non-Cancer\", \"Cancer\"]))\n    \n    cm = confusion_matrix(y_true, y_pred)\n    plt.figure(figsize=(5, 4))\n    sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\", xticklabels=[\"Non-Cancer\", \"Cancer\"], yticklabels=[\"Non-Cancer\", \"Cancer\"])\n    plt.title(f\"{name} Confusion Matrix\")\n    plt.xlabel(\"Predicted\")\n    plt.ylabel(\"Actual\")\n    plt.show()\n    print(\"\\n\" + \"=\"*50 + \"\\n\")\n\n# 🔍 Değerlendirme\nevaluate_model(\"Model 1 (Raw)\", y_val, y_pred1)\nevaluate_model(\"Model 2 (Augmented)\", y_val, y_pred2)\nevaluate_model(\"Ensemble (Average)\", y_val, (y_pred1 + y_pred2) / 2)\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T08:43:20.234083Z","iopub.status.idle":"2025-06-15T08:43:20.234376Z","shell.execute_reply.started":"2025-06-15T08:43:20.234223Z","shell.execute_reply":"2025-06-15T08:43:20.234237Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## V. Conclusion ##\nDiscuss and interpret results as well as learnings and takeaways. What did and did not help improve the performance of your models? What improvements could you try in the future?","metadata":{}},{"cell_type":"code","source":"y_val_pred = model.predict(X_val)\ny_val_pred_labels = (y_val_pred > 0.5).astype(int).flatten()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T09:16:56.606767Z","iopub.execute_input":"2025-06-15T09:16:56.607553Z","iopub.status.idle":"2025-06-15T09:16:57.270549Z","shell.execute_reply.started":"2025-06-15T09:16:56.607528Z","shell.execute_reply":"2025-06-15T09:16:57.269874Z"}},"outputs":[{"name":"stdout","text":"\u001b[1m32/32\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 15ms/step\n","output_type":"stream"}],"execution_count":14},{"cell_type":"code","source":"from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n\nprint(f\"Validation Accuracy: {accuracy_score(y_val, y_val_pred_labels):.4f}\")\nprint(\"\\nClassification Report:\\n\")\nprint(classification_report(y_val, y_val_pred_labels, target_names=[\"Non-Cancer\", \"Cancer\"]))\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T09:16:58.975161Z","iopub.execute_input":"2025-06-15T09:16:58.975781Z","iopub.status.idle":"2025-06-15T09:16:58.993142Z","shell.execute_reply.started":"2025-06-15T09:16:58.975755Z","shell.execute_reply":"2025-06-15T09:16:58.992153Z"}},"outputs":[{"name":"stdout","text":"Validation Accuracy: 0.6800\n\nClassification Report:\n\n              precision    recall  f1-score   support\n\n  Non-Cancer       0.66      0.96      0.78       591\n      Cancer       0.82      0.28      0.42       409\n\n    accuracy                           0.68      1000\n   macro avg       0.74      0.62      0.60      1000\nweighted avg       0.72      0.68      0.63      1000\n\n","output_type":"stream"}],"execution_count":15},{"cell_type":"code","source":"import seaborn as sns\nimport matplotlib.pyplot as plt\n\ncm = confusion_matrix(y_val, y_val_pred_labels)\nplt.figure(figsize=(6, 4))\nsns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\", xticklabels=[\"Non-Cancer\", \"Cancer\"], yticklabels=[\"Non-Cancer\", \"Cancer\"])\nplt.xlabel(\"Predicted Label\")\nplt.ylabel(\"True Label\")\nplt.title(\"Confusion Matrix\")\nplt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T09:17:01.073573Z","iopub.execute_input":"2025-06-15T09:17:01.074195Z","iopub.status.idle":"2025-06-15T09:17:01.233013Z","shell.execute_reply.started":"2025-06-15T09:17:01.074171Z","shell.execute_reply":"2025-06-15T09:17:01.232201Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 600x400 with 2 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":16},{"cell_type":"code","source":"from fastai.vision.all import *\n\nfrom fastai.vision.all import *\n\ndf = pd.read_csv('/kaggle/input/histopathologic-cancer-detection/train_labels.csv')\ndf['label'] = df['label'].astype(str)\ndf['filename'] = df['id'] + '.tif'  # ← BURASI KRİTİK\n\ndls = ImageDataLoaders.from_df(\n    df,\n    path='/kaggle/working',  # 🔁 Değiştirildi\n    fn_col='filename',\n    folder='/kaggle/input/histopathologic-cancer-detection/train',  # 🔁 Gerçek görsellerin olduğu yer\n    label_col='label',\n    valid_pct=0.2,\n    seed=42,\n    item_tfms=Resize(224),\n    batch_tfms=aug_transforms()\n)\n\n\n\n# 2. Model oluştur\nlearn = cnn_learner(dls, resnet34, metrics=[accuracy, RocAucBinary()], pretrained=True)\n\n# 3. En iyi öğrenme oranını bul\nlearn.lr_find()\n\n# 4. Eğitim\nlearn.fine_tune(5)\n\n# 5. TTA ile tahmin (validation'da)\ntta_preds, _ = learn.tta()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-15T09:17:04.69835Z","iopub.execute_input":"2025-06-15T09:17:04.698627Z"}},"outputs":[{"name":"stderr","text":"Downloading: \"https://download.pytorch.org/models/resnet34-b627a593.pth\" to /root/.cache/torch/hub/checkpoints/resnet34-b627a593.pth\n100%|██████████| 83.3M/83.3M [00:00<00:00, 181MB/s] \n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"\n<style>\n    /* Turns off some styling */\n    progress {\n        /* gets rid of default border in Firefox and Opera. */\n        border: none;\n        /* Needs to be in here for Safari polyfill so background images work as expected. */\n        background-size: auto;\n    }\n    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n    }\n    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n        background: #F44336;\n    }\n</style>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"\n<style>\n    /* Turns off some styling */\n    progress {\n        /* gets rid of default border in Firefox and Opera. */\n        border: none;\n        /* Needs to be in here for Safari polyfill so background images work as expected. */\n        background-size: auto;\n    }\n    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n    }\n    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n        background: #F44336;\n    }\n</style>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: left;\">\n      <th>epoch</th>\n      <th>train_loss</th>\n      <th>valid_loss</th>\n      <th>accuracy</th>\n      <th>roc_auc_score</th>\n      <th>time</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>0</td>\n      <td>0.271615</td>\n      <td>0.218905</td>\n      <td>0.913964</td>\n      <td>0.967920</td>\n      <td>14:31</td>\n    </tr>\n  </tbody>\n</table>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"\n<style>\n    /* Turns off some styling */\n    progress {\n        /* gets rid of default border in Firefox and Opera. */\n        border: none;\n        /* Needs to be in here for Safari polyfill so background images work as expected. */\n        background-size: auto;\n    }\n    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n    }\n    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n        background: #F44336;\n    }\n</style>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: left;\">\n      <th>epoch</th>\n      <th>train_loss</th>\n      <th>valid_loss</th>\n      <th>accuracy</th>\n      <th>roc_auc_score</th>\n      <th>time</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>0</td>\n      <td>0.180752</td>\n      <td>0.137296</td>\n      <td>0.950892</td>\n      <td>0.986963</td>\n      <td>18:17</td>\n    </tr>\n    <tr>\n      <td>1</td>\n      <td>0.128483</td>\n      <td>0.118913</td>\n      <td>0.957778</td>\n      <td>0.989986</td>\n      <td>18:02</td>\n    </tr>\n    <tr>\n      <td>2</td>\n      <td>0.102488</td>\n      <td>0.090072</td>\n      <td>0.970253</td>\n      <td>0.994052</td>\n      <td>18:15</td>\n    </tr>\n    <tr>\n      <td>3</td>\n      <td>0.079418</td>\n      <td>0.075485</td>\n      <td>0.973298</td>\n      <td>0.995770</td>\n      <td>18:02</td>\n    </tr>\n    <tr>\n      <td>4</td>\n      <td>0.063541</td>\n      <td>0.071690</td>\n      <td>0.975321</td>\n      <td>0.996347</td>\n      <td>18:01</td>\n    </tr>\n  </tbody>\n</table>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"\n<style>\n    /* Turns off some styling */\n    progress {\n        /* gets rid of default border in Firefox and Opera. */\n        border: none;\n        /* Needs to be in here for Safari polyfill so background images work as expected. */\n        background-size: auto;\n    }\n    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n    }\n    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n        background: #F44336;\n    }\n</style>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"\n    <div>\n      <progress value='0' class='' max='5' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      \n    </div>\n    \n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"\n<style>\n    /* Turns off some styling */\n    progress {\n        /* gets rid of default border in Firefox and Opera. */\n        border: none;\n        /* Needs to be in here for Safari polyfill so background images work as expected. */\n        background-size: auto;\n    }\n    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n    }\n    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n        background: #F44336;\n    }\n</style>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"\n    <div>\n      <progress value='0' class='' max='4' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      0.00% [0/4 00:00&lt;?]\n    </div>\n    \n\n\n    <div>\n      <progress value='497' class='' max='688' style='width:300px; height:20px; vertical-align: middle;'></progress>\n      72.24% [497/688 01:06&lt;00:25 0.0635]\n    </div>\n    "},"metadata":{}}],"execution_count":null},{"cell_type":"markdown","source":"# Submission","metadata":{}},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# ","metadata":{}}]}