{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":71549,"databundleVersionId":8561470,"sourceType":"competition"}],"dockerImageVersionId":30746,"isInternetEnabled":true,"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","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-08-17T12:21:30.141720Z","iopub.execute_input":"2024-08-17T12:21:30.142261Z"},"collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Load the sample submission dataset\ndf_sample_submission = pd.read_csv('/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/sample_submission.csv')\n\n# Display the first few rows of the dataframe\nprint(df_sample_submission.head())\n","metadata":{"execution":{"iopub.status.busy":"2024-08-17T12:53:40.618847Z","iopub.execute_input":"2024-08-17T12:53:40.619524Z","iopub.status.idle":"2024-08-17T12:53:40.629162Z","shell.execute_reply.started":"2024-08-17T12:53:40.619494Z","shell.execute_reply":"2024-08-17T12:53:40.628209Z"},"collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Load the test series descriptions dataset\ndf_test_series_descriptions = pd.read_csv('/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/test_series_descriptions.csv')\n\n# Display the first few rows of the dataframe\nprint(df_test_series_descriptions.head())","metadata":{"execution":{"iopub.status.busy":"2024-08-17T12:53:47.016392Z","iopub.execute_input":"2024-08-17T12:53:47.017211Z","iopub.status.idle":"2024-08-17T12:53:47.025716Z","shell.execute_reply.started":"2024-08-17T12:53:47.017180Z","shell.execute_reply":"2024-08-17T12:53:47.024791Z"},"collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Load the training dataset\ndf_train = pd.read_csv('/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/train.csv')\n\n# Display the first few rows of the dataframe\nprint(df_train.head())","metadata":{"execution":{"iopub.status.busy":"2024-08-17T12:56:47.977736Z","iopub.execute_input":"2024-08-17T12:56:47.978105Z","iopub.status.idle":"2024-08-17T12:56:48.015914Z","shell.execute_reply.started":"2024-08-17T12:56:47.978071Z","shell.execute_reply":"2024-08-17T12:56:48.014963Z"},"collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import pandas as pd\n\n# Load datasets\ndf_train_series_descriptions = pd.read_csv('/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/train_series_descriptions.csv')\ndf_test_series_descriptions = pd.read_csv('/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/test_series_descriptions.csv')\ndf_sample_submission = pd.read_csv('/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/sample_submission.csv')\ndf_train = pd.read_csv('/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/train.csv')\n\n# Display dataframes\nprint(\"Train Series Descriptions:\")\nprint(df_train_series_descriptions.head()) \n\nprint(\"\\nTest Series Descriptions:\")\nprint(df_test_series_descriptions.head())\n\nprint(\"\\nSample Submission:\")\nprint(df_sample_submission.head())\n\nprint(\"\\nTraining Data:\")\nprint(df_train.head())\n","metadata":{"execution":{"iopub.status.busy":"2024-08-17T13:15:33.805432Z","iopub.execute_input":"2024-08-17T13:15:33.806256Z","iopub.status.idle":"2024-08-17T13:15:33.849164Z","shell.execute_reply.started":"2024-08-17T13:15:33.806219Z","shell.execute_reply":"2024-08-17T13:15:33.848318Z"},"collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import pandas as pd\nfrom IPython.display import display\n\n# Load datasets\ndf_train_series_descriptions = pd.read_csv('/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/train_series_descriptions.csv')\ndf_test_series_descriptions = pd.read_csv('/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/test_series_descriptions.csv')\ndf_sample_submission = pd.read_csv('/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/sample_submission.csv')\ndf_train = pd.read_csv('/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/train.csv')\n\n# Display dataframes as tables\nprint(\"Train Series Descriptions:\")\ndisplay(df_train_series_descriptions)\n\nprint(\"\\nTest Series Descriptions:\")\ndisplay(df_test_series_descriptions)\n\nprint(\"\\nSample Submission:\")\ndisplay(df_sample_submission)\n\nprint(\"\\nTraining Data:\")\ndisplay(df_train)\n","metadata":{"execution":{"iopub.status.busy":"2024-08-17T13:16:41.949306Z","iopub.execute_input":"2024-08-17T13:16:41.950154Z","iopub.status.idle":"2024-08-17T13:16:42.045297Z","shell.execute_reply.started":"2024-08-17T13:16:41.950122Z","shell.execute_reply":"2024-08-17T13:16:42.044411Z"},"collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}