{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.12.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[],"dockerImageVersionId":28755,"isInternetEnabled":false,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"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\n\n# Use the kagglehub client library to attach Kaggle resources like competitions, datasets, and models to your session\n# Learn more about kagglehub: https://github.com/Kaggle/kagglehub/blob/main/README.md\n\nimport kagglehub\n# kagglehub.dataset_download('<owner>/<dataset-slug>')","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"execution":{"iopub.status.busy":"2026-09-02T15:39:53.06656Z","iopub.execute_input":"2026-09-02T15:39:53.066836Z"}},"outputs":[{"name":"stdout","text":"/kaggle/input/competitions/rsna-knee-abnormality-detection/test_series.csv\n/kaggle/input/competitions/rsna-knee-abnormality-detection/train_series.csv\n/kaggle/input/competitions/rsna-knee-abnormality-detection/sample_submission.csv\n/kaggle/input/competitions/rsna-knee-abnormality-detection/train.csv\n/kaggle/input/competitions/rsna-knee-abnormality-detection/test.csv\n/kaggle/input/competitions/rsna-knee-abnormality-detection/test_series/1.2.826.0.1.3680043.8.498.10062861783145312629332250977456991776/1.2.826.0.1.3680043.8.498.10818107180155454609278933308651876447/1.2.826.0.1.3680043.8.498.43758349334868121588037306541272735960.dcm\n/kaggle/input/competitions/rsna-knee-abnormality-detection/test_series/1.2.826.0.1.3680043.8.498.10062861783145312629332250977456991776/1.2.826.0.1.3680043.8.498.10818107180155454609278933308651876447/1.2.826.0.1.3680043.8.498.98300178100494838040275925015059424504.dcm\n/kaggle/input/competitions/rsna-knee-abnormality-detection/test_series/1.2.826.0.1.3680043.8.498.10062861783145312629332250977456991776/1.2.826.0.1.3680043.8.498.10818107180155454609278933308651876447/1.2.826.0.1.3680043.8.498.24211175366460976919052329259009027034.dcm\n/kaggle/input/competitions/rsna-knee-abnormality-detection/test_series/1.2.826.0.1.3680043.8.498.10062861783145312629332250977456991776/1.2.826.0.1.3680043.8.498.10818107180155454609278933308651876447/1.2.826.0.1.3680043.8.498.62702218416158351740972867662762507972.dcm\n/kaggle/input/competitions/rsna-knee-abnormality-detection/test_series/1.2.826.0.1.3680043.8.498.10062861783145312629332250977456991776/1.2.826.0.1.3680043.8.498.10818107180155454609278933308651876447/1.2.826.0.1.3680043.8.498.11713992008649902651048953836494421556.dcm\n/kaggle/input/competitions/rsna-knee-abnormality-detection/test_series/1.2.826.0.1.3680043.8.498.10062861783145312629332250977456991776/1.2.826.0.1.3680043.8.498.10818107180155454609278933308651876447/1.2.826.0.1.3680043.8.498.10640876145777229949142306064016763310.dcm\n/kaggle/input/competitions/rsna-knee-abnormality-detection/test_series/1.2.826.0.1.3680043.8.498.10062861783145312629332250977456991776/1.2.826.0.1.3680043.8.498.10818107180155454609278933308651876447/1.2.826.0.1.3680043.8.498.67764069789971685279162652624732793927.dcm\n/kaggle/input/competitions/rsna-knee-abnormality-detection/test_series/1.2.826.0.1.3680043.8.498.10062861783145312629332250977456991776/1.2.826.0.1.3680043.8.498.10818107180155454609278933308651876447/1.2.826.0.1.3680043.8.498.58375949908439928751306521273304189050.dcm\n/kaggle/input/competitions/rsna-knee-abnormality-detection/test_series/1.2.826.0.1.3680043.8.498.10062861783145312629332250977456991776/1.2.826.0.1.3680043.8.498.10818107180155454609278933308651876447/1.2.826.0.1.3680043.8.498.44358707053619707627306565556496701595.dcm\n/kaggle/input/competitions/rsna-knee-abnormality-detection/test_series/1.2.826.0.1.3680043.8.498.10062861783145312629332250977456991776/1.2.826.0.1.3680043.8.498.10818107180155454609278933308651876447/1.2.826.0.1.3680043.8.498.73478212319245804272805149378752751874.dcm\n/kaggle/input/competitions/rsna-knee-abnormality-detection/test_series/1.2.826.0.1.3680043.8.498.10062861783145312629332250977456991776/1.2.826.0.1.3680043.8.498.10818107180155454609278933308651876447/1.2.826.0.1.3680043.8.498.28139694247700311896495196995731598661.dcm\n/kaggle/input/competitions/rsna-knee-abnormality-detection/test_series/1.2.826.0.1.3680043.8.498.10062861783145312629332250977456991776/1.2.826.0.1.3680043.8.498.10818107180155454609278933308651876447/1.2.826.0.1.3680043.8.498.38082112320681039713741939899565057896.dcm\n/kaggle/input/competitions/rsna-knee-abnormality-detection/test_series/1.2.826.0.1.3680043.8.498.10062861783145312629332250977456991776/1.2.826.0.1.3680043.8.498.10818107180155454609278933308651876447/1.2.826.0.1.3680043.8.498.10353714304993510942692551805783152720.dcm\n/kaggle/input/competitions/rsna-knee-abnormality-detection/test_series/1.2.826.0.1.3680043.8.498.10062861783145312629332250977456991776/1.2.826.0.1.3680043.8.498.10818107180155454609278933308651876447/1.2.826.0.1.3680043.8.498.57797414289993071190045952289744924519.dcm\n/kaggle/input/competitions/rsna-knee-abnormality-detection/test_series/1.2.826.0.1.3680043.8.498.10062861783145312629332250977456991776/1.2.826.0.1.3680043.8.498.10818107180155454609278933308651876447/1.2.826.0.1.3680043.8.498.12711582388731953261140787081876160494.dcm\n/kaggle/input/competitions/rsna-knee-abnormality-detection/test_series/1.2.826.0.1.3680043.8.498.10062861783145312629332250977456991776/1.2.826.0.1.3680043.8.498.10818107180155454609278933308651876447/1.2.826.0.1.3680043.8.49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