{"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":false,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import os,sys,json\nimport matplotlib.pyplot as plt\nimport pandas as pd","metadata":{"execution":{"iopub.status.busy":"2024-07-25T13:29:41.542870Z","iopub.execute_input":"2024-07-25T13:29:41.543947Z","iopub.status.idle":"2024-07-25T13:29:41.980446Z","shell.execute_reply.started":"2024-07-25T13:29:41.543895Z","shell.execute_reply":"2024-07-25T13:29:41.979308Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_images_dir = \"/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/test_images\"\n\n\n# Get all unique IDs from the filenames in the test images directory\ntest_ids = [filename.split('.')[0] for filename in os.listdir(test_images_dir)]\n#test_ids =[4003252, 4003253]\nunique_ids = list(set(test_ids))\n\n# Generate the row_ids needed for submission by repeating each unique_id for each condition from df_train_main\nconditions = ['left_neural_foraminal_narrowing_l1_l2',\n              'left_neural_foraminal_narrowing_l2_l3',\n              'left_neural_foraminal_narrowing_l3_l4',\n              'left_neural_foraminal_narrowing_l4_l5',\n              'left_neural_foraminal_narrowing_l5_s1',\n              'left_subarticular_stenosis_l1_l2',\n              'left_subarticular_stenosis_l2_l3',\n              'left_subarticular_stenosis_l3_l4',\n              'left_subarticular_stenosis_l4_l5',\n              'left_subarticular_stenosis_l5_s1',\n              'right_neural_foraminal_narrowing_l1_l2',\n              'right_neural_foraminal_narrowing_l2_l3',\n              'right_neural_foraminal_narrowing_l3_l4',\n              'right_neural_foraminal_narrowing_l4_l5',\n              'right_neural_foraminal_narrowing_l5_s1',\n              'right_subarticular_stenosis_l1_l2',\n              'right_subarticular_stenosis_l2_l3',\n              'right_subarticular_stenosis_l3_l4',\n              'right_subarticular_stenosis_l4_l5',\n              'right_subarticular_stenosis_l5_s1',\n              'spinal_canal_stenosis_l1_l2',\n              'spinal_canal_stenosis_l2_l3',\n              'spinal_canal_stenosis_l3_l4',\n              'spinal_canal_stenosis_l4_l5',\n              'spinal_canal_stenosis_l5_s1']\n\nrow_ids = [f\"{id}_{condition}\" for id in unique_ids for condition in conditions]\n\n# Create DataFrame\ndf_submission = pd.DataFrame(row_ids, columns=['row_id'])\ndf_submission['normal_mild'] = 0.333333\ndf_submission['moderate']    = 0.333333\ndf_submission['severe']      = 0.333333","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-07-25T13:29:42.768410Z","iopub.execute_input":"2024-07-25T13:29:42.769103Z","iopub.status.idle":"2024-07-25T13:29:42.790090Z","shell.execute_reply.started":"2024-07-25T13:29:42.769057Z","shell.execute_reply":"2024-07-25T13:29:42.788609Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_submission.to_csv('submission.csv', index=False)","metadata":{"execution":{"iopub.status.busy":"2024-07-25T13:29:44.436685Z","iopub.execute_input":"2024-07-25T13:29:44.437069Z","iopub.status.idle":"2024-07-25T13:29:44.449303Z","shell.execute_reply.started":"2024-07-25T13:29:44.437040Z","shell.execute_reply":"2024-07-25T13:29:44.447951Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}