{"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":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-11-01T04:05:44.748980Z","iopub.execute_input":"2023-11-01T04:05:44.749592Z","iopub.status.idle":"2023-11-01T04:05:45.082602Z","shell.execute_reply.started":"2023-11-01T04:05:44.749551Z","shell.execute_reply":"2023-11-01T04:05:45.081537Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train = pd.read_csv('/kaggle/input/child-mind-institute-detect-sleep-states/train_events.csv')","metadata":{"execution":{"iopub.status.busy":"2023-11-01T04:05:45.084473Z","iopub.execute_input":"2023-11-01T04:05:45.084910Z","iopub.status.idle":"2023-11-01T04:05:45.124857Z","shell.execute_reply.started":"2023-11-01T04:05:45.084886Z","shell.execute_reply":"2023-11-01T04:05:45.123817Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_series = pd.read_parquet('/kaggle/input/child-mind-institute-detect-sleep-states/test_series.parquet')","metadata":{"execution":{"iopub.status.busy":"2023-11-01T04:05:45.126337Z","iopub.execute_input":"2023-11-01T04:05:45.126860Z","iopub.status.idle":"2023-11-01T04:05:45.414118Z","shell.execute_reply.started":"2023-11-01T04:05:45.126832Z","shell.execute_reply":"2023-11-01T04:05:45.413148Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_series","metadata":{"execution":{"iopub.status.busy":"2023-11-01T04:05:45.418238Z","iopub.execute_input":"2023-11-01T04:05:45.420520Z","iopub.status.idle":"2023-11-01T04:05:45.442799Z","shell.execute_reply.started":"2023-11-01T04:05:45.420487Z","shell.execute_reply":"2023-11-01T04:05:45.441703Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# submission","metadata":{"execution":{"iopub.status.busy":"2023-11-01T04:05:45.466750Z","iopub.execute_input":"2023-11-01T04:05:45.467261Z","iopub.status.idle":"2023-11-01T04:05:45.479502Z","shell.execute_reply.started":"2023-11-01T04:05:45.467232Z","shell.execute_reply":"2023-11-01T04:05:45.478658Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"events = test_series\nevents['score'] = np.random.rand(len(test_series))\nevents['event'] = 'no'\nevents.loc[np.random.rand(len(test_series)) < 0.01, 'event'] = 'onset'\nevents.loc[np.random.rand(len(test_series)) > 0.99, 'event'] = 'wakeup'\n\nsubmission = events.loc[events[\"event\"] != 'no'][[\"series_id\",\"step\",\"event\",\"score\"]].copy().reset_index(drop=True).reset_index(names=\"row_id\")\n# submission.to_csv('submission.csv', index=False)","metadata":{"execution":{"iopub.status.busy":"2023-11-01T04:05:45.480503Z","iopub.execute_input":"2023-11-01T04:05:45.480797Z","iopub.status.idle":"2023-11-01T04:05:45.505100Z","shell.execute_reply.started":"2023-11-01T04:05:45.480771Z","shell.execute_reply":"2023-11-01T04:05:45.504072Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"submission = pd.read_csv('/kaggle/input/submit-randomforest/submission.csv')\nsubmission.to_csv('submission.csv', index=False)","metadata":{"execution":{"iopub.status.busy":"2023-11-01T04:30:56.791414Z","iopub.execute_input":"2023-11-01T04:30:56.791776Z","iopub.status.idle":"2023-11-01T04:30:56.836220Z","shell.execute_reply.started":"2023-11-01T04:30:56.791748Z","shell.execute_reply":"2023-11-01T04:30:56.835510Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"submission","metadata":{"execution":{"iopub.status.busy":"2023-11-01T04:31:11.275614Z","iopub.execute_input":"2023-11-01T04:31:11.275941Z","iopub.status.idle":"2023-11-01T04:31:11.287493Z","shell.execute_reply.started":"2023-11-01T04:31:11.275913Z","shell.execute_reply":"2023-11-01T04:31:11.286225Z"},"trusted":true},"execution_count":null,"outputs":[]}]}