{"metadata":{"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"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import os\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2022-07-30T13:58:26.669172Z","iopub.execute_input":"2022-07-30T13:58:26.669589Z","iopub.status.idle":"2022-07-30T13:58:26.676154Z","shell.execute_reply.started":"2022-07-30T13:58:26.669558Z","shell.execute_reply":"2022-07-30T13:58:26.674424Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"PATH = \"../input/rsna-2022-cervical-spine-fracture-detection\"\ntrain = pd.read_csv(os.path.join(PATH, 'train.csv'))\nmeans = train.mean(numeric_only=True).to_dict()","metadata":{"execution":{"iopub.status.busy":"2022-07-30T13:58:26.766744Z","iopub.execute_input":"2022-07-30T13:58:26.767224Z","iopub.status.idle":"2022-07-30T13:58:26.781318Z","shell.execute_reply.started":"2022-07-30T13:58:26.767188Z","shell.execute_reply":"2022-07-30T13:58:26.78012Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test = pd.read_csv(os.path.join(PATH, 'test.csv'))\ntest['fractured'] = test['prediction_type'].map(means)\ntest[['row_id','fractured']].to_csv('submission.csv', index=False, float_format='%.1g')","metadata":{"execution":{"iopub.status.busy":"2022-07-30T13:58:26.904501Z","iopub.execute_input":"2022-07-30T13:58:26.90488Z","iopub.status.idle":"2022-07-30T13:58:26.919334Z","shell.execute_reply.started":"2022-07-30T13:58:26.904848Z","shell.execute_reply":"2022-07-30T13:58:26.918121Z"},"trusted":true},"execution_count":null,"outputs":[]}]}