{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.14","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"},{"sourceId":181722791,"sourceType":"kernelVersion"}],"dockerImageVersionId":30761,"isInternetEnabled":false,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\nimport os","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-09-01T08:59:10.495543Z","iopub.execute_input":"2024-09-01T08:59:10.496413Z","iopub.status.idle":"2024-09-01T08:59:10.954994Z","shell.execute_reply.started":"2024-09-01T08:59:10.496364Z","shell.execute_reply":"2024-09-01T08:59:10.953891Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"path = '/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification'\ndf_train = pd.read_csv(f'{path}/train.csv')\ndf_train_label = pd.read_csv(f'{path}/train_label_coordinates.csv')\ndf_train_series = pd.read_csv(f'{path}/train_series_descriptions.csv')","metadata":{"execution":{"iopub.status.busy":"2024-09-01T08:59:10.957056Z","iopub.execute_input":"2024-09-01T08:59:10.957596Z","iopub.status.idle":"2024-09-01T08:59:11.139341Z","shell.execute_reply.started":"2024-09-01T08:59:10.957555Z","shell.execute_reply":"2024-09-01T08:59:11.138074Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train.head()","metadata":{"execution":{"iopub.status.busy":"2024-09-01T08:59:11.140770Z","iopub.execute_input":"2024-09-01T08:59:11.142062Z","iopub.status.idle":"2024-09-01T08:59:11.181506Z","shell.execute_reply.started":"2024-09-01T08:59:11.142002Z","shell.execute_reply":"2024-09-01T08:59:11.180409Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train_label.head()","metadata":{"execution":{"iopub.status.busy":"2024-09-01T08:59:11.184357Z","iopub.execute_input":"2024-09-01T08:59:11.185025Z","iopub.status.idle":"2024-09-01T08:59:11.200288Z","shell.execute_reply.started":"2024-09-01T08:59:11.184982Z","shell.execute_reply":"2024-09-01T08:59:11.199072Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train_series.head()","metadata":{"execution":{"iopub.status.busy":"2024-09-01T08:59:11.201697Z","iopub.execute_input":"2024-09-01T08:59:11.202189Z","iopub.status.idle":"2024-09-01T08:59:11.214869Z","shell.execute_reply.started":"2024-09-01T08:59:11.202147Z","shell.execute_reply":"2024-09-01T08:59:11.213538Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Data information","metadata":{}},{"cell_type":"code","source":"df_train.apply(lambda x: x.unique())","metadata":{"execution":{"iopub.status.busy":"2024-09-01T08:59:11.216736Z","iopub.execute_input":"2024-09-01T08:59:11.217539Z","iopub.status.idle":"2024-09-01T08:59:11.242861Z","shell.execute_reply.started":"2024-09-01T08:59:11.217494Z","shell.execute_reply":"2024-09-01T08:59:11.241524Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}