{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import warnings\nwarnings.simplefilter('ignore')\n\nimport pandas as pd\n\npd.set_option('display.max_columns', None)","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-09-03T14:09:03.548873Z","iopub.execute_input":"2023-09-03T14:09:03.550185Z","iopub.status.idle":"2023-09-03T14:09:03.58925Z","shell.execute_reply.started":"2023-09-03T14:09:03.550144Z","shell.execute_reply":"2023-09-03T14:09:03.587882Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train = pd.read_csv('/kaggle/input/rsna-2023-abdominal-trauma-detection/train.csv')\ntrain","metadata":{"execution":{"iopub.status.busy":"2023-09-03T14:09:03.591567Z","iopub.execute_input":"2023-09-03T14:09:03.592255Z","iopub.status.idle":"2023-09-03T14:09:03.645834Z","shell.execute_reply.started":"2023-09-03T14:09:03.592218Z","shell.execute_reply":"2023-09-03T14:09:03.644677Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"features = [col for col in train.columns if col != 'patient_id']\nfeatures","metadata":{"execution":{"iopub.status.busy":"2023-09-03T14:09:03.647661Z","iopub.execute_input":"2023-09-03T14:09:03.648399Z","iopub.status.idle":"2023-09-03T14:09:03.657476Z","shell.execute_reply.started":"2023-09-03T14:09:03.648357Z","shell.execute_reply":"2023-09-03T14:09:03.656347Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"submission = pd.read_csv('/kaggle/input/rsna-2023-abdominal-trauma-detection/sample_submission.csv')\nsubmission[features] = train[features].mean().tolist()\n\nfor feature in features:\n    if feature.split('_')[1] == 'low' or feature == 'bowel_injury':\n        submission[feature] *= 4\n    elif feature.split('_')[1] == 'high':\n        submission[feature] *= 6\n    elif feature.split('_')[1] == 'injury' and feature != 'bowel_injury':\n        submission[feature] *= 28\n        \n\nsubmission.to_csv('submission.csv', index=False)","metadata":{"execution":{"iopub.status.busy":"2023-09-03T14:09:03.659637Z","iopub.execute_input":"2023-09-03T14:09:03.660591Z","iopub.status.idle":"2023-09-03T14:09:03.696922Z","shell.execute_reply.started":"2023-09-03T14:09:03.660557Z","shell.execute_reply":"2023-09-03T14:09:03.695453Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"pd.DataFrame(submission)","metadata":{"execution":{"iopub.status.busy":"2023-09-03T14:09:03.698794Z","iopub.execute_input":"2023-09-03T14:09:03.699505Z","iopub.status.idle":"2023-09-03T14:09:03.726597Z","shell.execute_reply.started":"2023-09-03T14:09:03.699463Z","shell.execute_reply":"2023-09-03T14:09:03.725556Z"},"trusted":true},"execution_count":null,"outputs":[]}],"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}}