{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.12.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"gpu","dataSources":[{"sourceType":"competition","sourceId":13451,"datasetId":654585,"databundleVersionId":1188070}],"dockerImageVersionId":31329,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"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\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\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},"outputs":[],"execution_count":null},{"cell_type":"code","source":"import pydicom\nimport pandas as pd\nimport os\nimport matplotlib.pyplot as plt\n\n# 1. Dosya Yollarını Bul (Önceki adımda başarılı olduysanız burası aynı kalabilir)\ntarget_csv = 'stage_2_train.csv'\ntrain_csv_path = None\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        if filename == target_csv:\n            train_csv_path = os.path.join(dirname, filename)\n            train_images_dir = os.path.join(dirname, 'stage_2_train/')\n            break\n\n# 2. Veriyi Yükle ve Temizle\ntrain_df = pd.read_csv(train_csv_path)\n\n# ID parçalama\ntrain_df['ImageID'] = train_df['ID'].apply(lambda x: '_'.join(x.split('_')[:2]))\ntrain_df['Subtype'] = train_df['ID'].apply(lambda x: x.split('_')[-1])\n\n# HATA ÇÖZÜMÜ: pivot yerine pivot_table kullanarak mükerrer kayıtları yönetiyoruz\n# aggfunc='max' diyerek eğer aynı görüntüden iki tane varsa, etiket 1 olanı tercih ediyoruz.\npivot_df = train_df.pivot_table(index='ImageID', columns='Subtype', values='Label', aggfunc='max').reset_index()\n\n# 3. Veri Kontrolü\nprint(f\"Toplam benzersiz görüntü sayısı: {len(pivot_df)}\")\nprint(\"\\nİlk 5 satır (Temizlenmiş):\")\nprint(pivot_df.head())\n\n# 4. Kanama Tiplerinin Görsel Özeti\ncounts = pivot_df.drop('ImageID', axis=1).sum()\nplt.figure(figsize=(10, 6))\ncounts.sort_values().plot(kind='barh', color='salmon')\nplt.title(\"Veri Setindeki Kanama Tipleri Dağılımı\")\nplt.xlabel(\"Vaka Sayısı\")\nplt.grid(axis='x', linestyle='--', alpha=0.7)\nplt.show()\n\n# 5. DICOM Görselleştirme (Opsiyonel Kontrol)\ntry:\n    sample_id = pivot_df[pivot_df['any'] == 1].iloc[0]['ImageID']\n    sample_path = os.path.join(train_images_dir, f\"{sample_id}.dcm\")\n    ds = pydicom.dcmread(sample_path)\n    image = ds.pixel_array * ds.RescaleSlope + ds.RescaleIntercept\n    \n    plt.imshow(image, cmap='bone')\n    plt.title(f\"Örnek Pozitif Kesit: {sample_id}\")\n    plt.axis('off')\n    plt.show()\nexcept Exception as e:\n    print(f\"Görüntü yüklenirken hata oluştu: {e}\")\n    ","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-04-22T08:57:57.581995Z","iopub.execute_input":"2026-04-22T08:57:57.582567Z","iopub.status.idle":"2026-04-22T09:19:19.333879Z","shell.execute_reply.started":"2026-04-22T08:57:57.582524Z","shell.execute_reply":"2026-04-22T09:19:19.333066Z"}},"outputs":[{"name":"stdout","text":"Toplam benzersiz görüntü sayısı: 752803\n\nİlk 5 satır (Temizlenmiş):\nSubtype       ImageID  any  epidural  intraparenchymal  intraventricular  \\\n0        ID_000012eaf    0         0                 0                 0   \n1        ID_000039fa0    0         0                 0                 0   \n2        ID_00005679d    0         0                 0                 0   \n3        ID_00008ce3c    0         0                 0                 0   \n4        ID_0000950d7    0         0                 0                 0   \n\nSubtype  subarachnoid  subdural  \n0                   0         0  \n1                   0         0  \n2                   0         0  \n3                   0         0  \n4                   0         0  \n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 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\n"},"metadata":{}}],"execution_count":2},{"cell_type":"code","source":"import pydicom\nimport pandas as pd\nimport os\nfrom tqdm import tqdm\n\n# 1. Örneklem seçelim (Hepsini taramak çok uzun sürebilir, ilk 100 tanesine bakalım)\nsample_images = pivot_df['ImageID'].head(100).tolist()\nmetadata_list = []\n\nprint(\"DICOM Metadata ayıklanıyor...\")\n\nfor img_id in tqdm(sample_images):\n    img_path = os.path.join(train_images_dir, f\"{img_id}.dcm\")\n    \n    try:\n        ds = pydicom.dcmread(img_path)\n        \n        # Almak istediğimiz tüm özellikleri bir sözlükte toplayalım\n        meta_data = {\n            'ImageID': img_id,\n            'Manufacturer': getattr(ds, 'Manufacturer', 'Unknown'),\n            'ModelName': getattr(ds, 'ManufacturersModelName', 'Unknown'),\n            'SliceThickness': getattr(ds, 'SliceThickness', None),\n            'KVp': getattr(ds, 'KVP', None),\n            'RescaleIntercept': getattr(ds, 'RescaleIntercept', None),\n            'RescaleSlope': getattr(ds, 'RescaleSlope', None),\n            'WindowCenter': getattr(ds, 'WindowCenter', None),\n            'WindowWidth': getattr(ds, 'WindowWidth', None),\n            'PixelSpacing': str(getattr(ds, 'PixelSpacing', 'N/A')),\n            'BitsAllocated': getattr(ds, 'BitsAllocated', None),\n            'ConvolutionKernel': getattr(ds, 'ConvolutionKernel', 'N/A')\n        }\n        metadata_list.append(meta_data)\n    except Exception as e:\n        print(f\"{img_id} okunurken hata: {e}\")\n\n# 2. Listeyi DataFrame'e çevirelim\nmeta_df = pd.DataFrame(metadata_list)\n\n# 3. Sonuçları görüntüleyelim\nprint(\"\\n--- Ayıklanan Metadata Özeti ---\")\nprint(meta_df.head())\n\n# İstatistiksel özet (Örn: Kesit kalınlığı ortalaması)\nprint(\"\\n--- Teknik İstatistikler ---\")\nprint(meta_df[['SliceThickness', 'KVp']].describe())\n\n# Cihaz markası dağılımı\nprint(\"\\n--- Cihaz Markaları Dağılımı ---\")\nprint(meta_df['Manufacturer'].value_counts())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-04-22T09:54:35.584165Z","iopub.execute_input":"2026-04-22T09:54:35.584725Z","iopub.status.idle":"2026-04-22T09:54:38.684824Z","shell.execute_reply.started":"2026-04-22T09:54:35.584693Z","shell.execute_reply":"2026-04-22T09:54:38.68398Z"}},"outputs":[{"name":"stdout","text":"DICOM Metadata ayıklanıyor...\n","output_type":"stream"},{"name":"stderr","text":"100%|██████████| 100/100 [00:03<00:00, 32.59it/s]","output_type":"stream"},{"name":"stdout","text":"\n--- Ayıklanan Metadata Özeti ---\n        ImageID Manufacturer ModelName SliceThickness   KVp  RescaleIntercept  \\\n0  ID_000012eaf      Unknown   Unknown           None  None           -1024.0   \n1  ID_000039fa0      Unknown   Unknown           None  None           -1024.0   \n2  ID_00005679d      Unknown   Unknown           None  None           -1024.0   \n3  ID_00008ce3c      Unknown   Unknown           None  None           -1024.0   \n4  ID_0000950d7      Unknown   Unknown           None  None           -1024.0   \n\n   RescaleSlope    WindowCenter     WindowWidth              PixelSpacing  \\\n0           1.0            30.0            80.0      [0.488281, 0.488281]   \n1           1.0            30.0            80.0      [0.488281, 0.488281]   \n2           1.0            50.0           100.0      [0.460938, 0.460938]   \n3           1.0  [00040, 00040]  [00080, 00080]  [0.48828125, 0.48828125]   \n4           1.0            35.0           135.0      [0.494863, 0.494863]   \n\n   BitsAllocated ConvolutionKernel  \n0             16               N/A  \n1             16               N/A  \n2             16               N/A  \n3             16               N/A  \n4             16               N/A  \n\n--- Teknik İstatistikler ---\n       SliceThickness  KVp\ncount               0    0\nunique              0    0\ntop               NaN  NaN\nfreq              NaN  NaN\n\n--- Cihaz Markaları Dağılımı ---\nManufacturer\nUnknown    100\nName: count, dtype: int64\n","output_type":"stream"},{"name":"stderr","text":"\n","output_type":"stream"}],"execution_count":8},{"cell_type":"code","source":"# Sadece tek bir dosyanın içinde ne var ne yok her şeyi dök:\nds_sample = pydicom.dcmread(sample_path)\nprint(ds_sample) # Bu komut mevcut tüm DICOM etiketlerini (Tag) listeler","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-04-22T09:57:10.342432Z","iopub.execute_input":"2026-04-22T09:57:10.342768Z","iopub.status.idle":"2026-04-22T09:57:10.354291Z","shell.execute_reply.started":"2026-04-22T09:57:10.342741Z","shell.execute_reply":"2026-04-22T09:57:10.353401Z"}},"outputs":[{"name":"stdout","text":"Dataset.file_meta -------------------------------\n(0002,0000) File Meta Information Group Length  UL: 176\n(0002,0001) File Meta Information Version       OB: b'\\x00\\x01'\n(0002,0002) Media Storage SOP Class UID         UI: CT Image Storage\n(0002,0003) Media Storage SOP Instance UID      UI: 9999.138446000724927227712944901519114545067\n(0002,0010) Transfer Syntax UID                 UI: Explicit VR Little Endian\n(0002,0012) Implementation Class UID            UI: 1.2.40.0.13.1.1.1\n(0002,0013) Implementation Version Name         SH: 'dcm4che-1.4.38'\n-------------------------------------------------\n(0008,0018) SOP Instance UID                    UI: ID_0002081b6\n(0008,0060) Modality                            CS: 'CT'\n(0010,0020) Patient ID                          LO: 'ID_73637515'\n(0020,000D) Study Instance UID                  UI: ID_b026766696\n(0020,000E) Series Instance UID                 UI: ID_7518324893\n(0020,0010) Study ID                            SH: ''\n(0020,0032) Image Position (Patient)            DS: [-125, 35.1036368, 158.328429]\n(0020,0037) Image Orientation (Patient)         DS: [1, 0, 0, 0, 0.913545458, -0.406736643]\n(0028,0002) Samples per Pixel                   US: 1\n(0028,0004) Photometric Interpretation          CS: 'MONOCHROME2'\n(0028,0010) Rows                                US: 512\n(0028,0011) Columns                             US: 512\n(0028,0030) Pixel Spacing                       DS: [0.48828125, 0.48828125]\n(0028,0100) Bits Allocated                      US: 16\n(0028,0101) Bits Stored                         US: 12\n(0028,0102) High Bit                            US: 11\n(0028,0103) Pixel Representation                US: 0\n(0028,1050) Window Center                       DS: [00040, 00040]\n(0028,1051) Window Width                        DS: [00080, 00080]\n(0028,1052) Rescale Intercept                   DS: '-1024'\n(0028,1053) Rescale Slope                       DS: '1'\n(7FE0,0010) Pixel Data                          OW: Array of 524288 elements\n","output_type":"stream"},{"name":"stderr","text":"/usr/local/lib/python3.12/dist-packages/pydicom/valuerep.py:440: UserWarning: Invalid value for VR UI: 'ID_0002081b6'. Please see <https://dicom.nema.org/medical/dicom/current/output/html/part05.html#table_6.2-1> for allowed values for each VR.\n  warn_and_log(msg)\n/usr/local/lib/python3.12/dist-packages/pydicom/valuerep.py:440: UserWarning: Invalid value for VR UI: 'ID_b026766696'. Please see <https://dicom.nema.org/medical/dicom/current/output/html/part05.html#table_6.2-1> for allowed values for each VR.\n  warn_and_log(msg)\n/usr/local/lib/python3.12/dist-packages/pydicom/valuerep.py:440: UserWarning: Invalid value for VR UI: 'ID_7518324893'. Please see <https://dicom.nema.org/medical/dicom/current/output/html/part05.html#table_6.2-1> for allowed values for each VR.\n  warn_and_log(msg)\n","output_type":"stream"}],"execution_count":9},{"cell_type":"code","source":"import seaborn as sns\nimport matplotlib.pyplot as plt\nimport numpy as np\n\n# 1. Kanama Tipleri Arasındaki Korelasyon (İlişki) Analizi\n# Hangi kanama türleri genellikle birlikte görülüyor?\nsubtypes = ['epidural', 'intraparenchymal', 'intraventricular', 'subarachnoid', 'subdural']\ncorr = pivot_df[subtypes].corr()\n\nplt.figure(figsize=(10, 8))\nsns.heatmap(corr, annot=True, cmap='RdBu_r', center=0)\nplt.title(\"Kanama Alt Tipleri Arasındaki Birliktelik Korelasyonu\")\nplt.show()\n\n# 2. Çoklu Kanama Analizi (Co-occurrence)\n# Bir kesitte aynı anda kaç farklı kanama tipi var?\npivot_df['subtype_count'] = pivot_df[subtypes].sum(axis=1)\nco_occurrence = pivot_df[pivot_df['any'] == 1]['subtype_count'].value_counts().sort_index()\n\nprint(\"\\n--- Çoklu Kanama İstatistikleri ---\")\nfor count, n_images in co_occurrence.items():\n    percentage = (n_images / len(pivot_df[pivot_df['any'] == 1])) * 100\n    print(f\"{int(count)} Farklı Kanama Tipi İçeren Kesit Sayısı: {n_images} (%{percentage:.2f})\")\n\n# 3. Kesit Kalınlığı ve Lokasyon Tahmini İçin Metadata Sorgusu\n# Görüntülerin kafa içindeki dikey (Z ekseni) dağılımını anlamak için:\nsample_ds = pydicom.dcmread(sample_path)\npixel_spacing = sample_ds.PixelSpacing\nprint(f\"\\n--- Mekansal Çözünürlük ---\")\nprint(f\"Piksel Aralığı (mm): {pixel_spacing}\")\nprint(f\"Bir Pikselin Alanı: {pixel_spacing[0] * pixel_spacing[1]:.4f} mm²\")\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-04-22T10:03:00.161503Z","iopub.execute_input":"2026-04-22T10:03:00.162392Z","iopub.status.idle":"2026-04-22T10:03:02.047364Z","shell.execute_reply.started":"2026-04-22T10:03:00.162336Z","shell.execute_reply":"2026-04-22T10:03:02.046626Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x800 with 2 Axes>","image/png":"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\n"},"metadata":{}},{"name":"stdout","text":"\n--- Çoklu Kanama İstatistikleri ---\n1 Farklı Kanama Tipi İçeren Kesit Sayısı: 75859 (%70.28)\n2 Farklı Kanama Tipi İçeren Kesit Sayısı: 24826 (%23.00)\n3 Farklı Kanama Tipi İçeren Kesit Sayısı: 6217 (%5.76)\n4 Farklı Kanama Tipi İçeren Kesit Sayısı: 1008 (%0.93)\n5 Farklı Kanama Tipi İçeren Kesit Sayısı: 23 (%0.02)\n\n--- Mekansal Çözünürlük ---\nPiksel Aralığı (mm): [0.48828125, 0.48828125]\nBir Pikselin Alanı: 0.2384 mm²\n","output_type":"stream"}],"execution_count":10},{"cell_type":"code","source":"import numpy as np\nimport matplotlib.pyplot as plt\nimport pydicom\nimport os\n\n# 1. Örnek vakaları seç (10 normal, 10 kanamalı)\nnormal_ids = pivot_df[pivot_df['any'] == 0]['ImageID'].head(10).tolist()\nhemorrhage_ids = pivot_df[pivot_df['any'] == 1]['ImageID'].head(10).tolist()\n\ndef get_pixel_values(image_ids):\n    all_pixels = []\n    for img_id in image_ids:\n        path = os.path.join(train_images_dir, f\"{img_id}.dcm\")\n        ds = pydicom.dcmread(path)\n        # HU birimine çevir\n        img = ds.pixel_array * ds.RescaleSlope + ds.RescaleIntercept\n        # Sadece beyin dokusu ve kanama aralığına odaklan (-20 ile 200 HU)\n        # Kemikleri (-1024 ve +1000+) dışarıda bırakıyoruz ki grafik net olsun\n        img = img[(img > -20) & (img < 200)]\n        all_pixels.extend(img.flatten())\n    return all_pixels\n\nprint(\"Piksel yoğunlukları analiz ediliyor...\")\nnormal_pixels = get_pixel_values(normal_ids)\nhemorrhage_pixels = get_pixel_values(hemorrhage_ids)\n\n# 2. Histogram Karşılaştırması\nplt.figure(figsize=(12, 6))\nplt.hist(normal_pixels, bins=100, alpha=0.5, label='Normal (Any=0)', color='blue', density=True)\nplt.hist(hemorrhage_pixels, bins=100, alpha=0.5, label='Kanamalı (Any=1)', color='red', density=True)\n\nplt.axvspan(60, 100, color='yellow', alpha=0.2, label='Akut Kanama Aralığı (Tahmini)')\nplt.title(\"Hounsfield Unit (HU) Dağılımı: Normal vs Kanama\")\nplt.xlabel(\"Hounsfield Unit (HU)\")\nplt.ylabel(\"Piksel Yoğunluğu (Normalize)\")\nplt.legend()\nplt.grid(axis='y', alpha=0.3)\nplt.show()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-04-22T10:04:04.504462Z","iopub.execute_input":"2026-04-22T10:04:04.505214Z","iopub.status.idle":"2026-04-22T10:04:07.702558Z","shell.execute_reply.started":"2026-04-22T10:04:04.505182Z","shell.execute_reply":"2026-04-22T10:04:07.701655Z"}},"outputs":[{"name":"stdout","text":"Piksel yoğunlukları analiz ediliyor...\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x600 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":11},{"cell_type":"code","source":"import pydicom\nimport numpy as np\nimport os\n\n# Ayarları kontrol et\ntry:\n    test_id = pivot_df['ImageID'].iloc[0]\n    test_path = os.path.join(train_images_dir, f\"{test_id}.dcm\")\n    \n    if not os.path.exists(test_path):\n        print(f\"HATA: Dosya yolu bulunamadı! Şurayı kontrol et: {test_path}\")\n    else:\n        ds = pydicom.dcmread(test_path)\n        print(\"Dosya başarıyla okundu.\")\n        \n        # Metadata kontrolü\n        slope = getattr(ds, 'RescaleSlope', 1)\n        intercept = getattr(ds, 'RescaleIntercept', 0)\n        print(f\"Slope: {slope}, Intercept: {intercept}\")\n        \nexcept NameError:\n    print(\"HATA: Değişkenler (pivot_df veya train_images_dir) tanımlanmamış!\")\nexcept Exception as e:\n    print(f\"BEKLENMEDİK HATA: {e}\")","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2026-04-22T10:08:17.644766Z","iopub.execute_input":"2026-04-22T10:08:17.645549Z","iopub.status.idle":"2026-04-22T10:08:17.658218Z","shell.execute_reply.started":"2026-04-22T10:08:17.645519Z","shell.execute_reply":"2026-04-22T10:08:17.657332Z"}},"outputs":[{"name":"stdout","text":"Dosya başarıyla okundu.\nSlope: 1, Intercept: -1024\n","output_type":"stream"}],"execution_count":13}]}