{"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 pandas as pd\nimport numpy as np\n\ntrain = pd.read_csv('/kaggle/input/child-mind-institute-detect-sleep-states/train_events.csv')\nsample_submission = pd.read_csv('/kaggle/input/child-mind-institute-detect-sleep-states/sample_submission.csv')","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-09-06T11:23:33.921272Z","iopub.execute_input":"2023-09-06T11:23:33.921624Z","iopub.status.idle":"2023-09-06T11:23:33.947768Z","shell.execute_reply.started":"2023-09-06T11:23:33.921598Z","shell.execute_reply":"2023-09-06T11:23:33.946129Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"onsets = train.loc[np.logical_and(train['night'] == 1, train['event'] == 'onset')]\nwakeups = train.loc[np.logical_and(train['night'] == 1, train['event'] == 'wakeup')]\n\nmean_onset = np.nanmean(onsets['step'])\nmean_wakeup = np.nanmean(wakeups['step'])","metadata":{"execution":{"iopub.status.busy":"2023-09-06T11:23:33.950135Z","iopub.execute_input":"2023-09-06T11:23:33.950465Z","iopub.status.idle":"2023-09-06T11:23:33.963555Z","shell.execute_reply.started":"2023-09-06T11:23:33.950439Z","shell.execute_reply":"2023-09-06T11:23:33.962367Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sample_submission.loc[sample_submission['event'] == 'onset', 'step'] = int(mean_onset * 0.65 + mean_wakeup * 0.35)\nsample_submission.loc[sample_submission['event'] == 'wakeup', 'step'] = int(mean_onset * 0.35 + mean_wakeup * 0.65)\nsample_submission['score'] = 0.5\nsample_submission.to_csv('submission.csv', index=False)","metadata":{"execution":{"iopub.status.busy":"2023-09-06T11:23:33.964832Z","iopub.execute_input":"2023-09-06T11:23:33.965316Z","iopub.status.idle":"2023-09-06T11:23:33.978091Z","shell.execute_reply.started":"2023-09-06T11:23:33.965291Z","shell.execute_reply":"2023-09-06T11:23:33.976515Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sample_submission","metadata":{"execution":{"iopub.status.busy":"2023-09-06T11:23:33.979560Z","iopub.execute_input":"2023-09-06T11:23:33.980059Z","iopub.status.idle":"2023-09-06T11:23:33.995519Z","shell.execute_reply.started":"2023-09-06T11:23:33.980017Z","shell.execute_reply":"2023-09-06T11:23:33.994013Z"},"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"}}