{"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":"!pip install fasteda -q","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-09-06T18:27:17.963663Z","iopub.execute_input":"2023-09-06T18:27:17.964295Z","iopub.status.idle":"2023-09-06T18:27:32.595937Z","shell.execute_reply.started":"2023-09-06T18:27:17.964253Z","shell.execute_reply":"2023-09-06T18:27:32.594066Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nfrom fasteda import fast_eda","metadata":{"execution":{"iopub.status.busy":"2023-09-06T18:27:32.599343Z","iopub.execute_input":"2023-09-06T18:27:32.599788Z","iopub.status.idle":"2023-09-06T18:27:32.606508Z","shell.execute_reply.started":"2023-09-06T18:27:32.599751Z","shell.execute_reply":"2023-09-06T18:27:32.604936Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_csv = pd.read_csv(\"/kaggle/input/child-mind-institute-detect-sleep-states/train_events.csv\")\ntrain_parquet = pd.read_parquet(\"/kaggle/input/child-mind-institute-detect-sleep-states/test_series.parquet\")","metadata":{"execution":{"iopub.status.busy":"2023-09-06T18:27:32.608517Z","iopub.execute_input":"2023-09-06T18:27:32.608920Z","iopub.status.idle":"2023-09-06T18:27:32.666611Z","shell.execute_reply.started":"2023-09-06T18:27:32.608886Z","shell.execute_reply":"2023-09-06T18:27:32.665595Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_csv = train_csv.drop(\"series_id\", axis=\"columns\")\ntrain_csv = train_csv.drop(\"timestamp\", axis=\"columns\")\n\ntrain_parquet = train_parquet.drop(\"timestamp\", axis=\"columns\")\ntrain_parquet = train_parquet.drop(\"series_id\", axis=\"columns\")","metadata":{"execution":{"iopub.status.busy":"2023-09-06T18:27:32.669528Z","iopub.execute_input":"2023-09-06T18:27:32.669914Z","iopub.status.idle":"2023-09-06T18:27:32.688912Z","shell.execute_reply.started":"2023-09-06T18:27:32.669866Z","shell.execute_reply":"2023-09-06T18:27:32.687599Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# transform event into 0 or 1\ntrain_csv['event'] = train_csv.event.apply(lambda x: 1 if x == \"onset\" else 0)","metadata":{"execution":{"iopub.status.busy":"2023-09-06T18:27:32.690600Z","iopub.execute_input":"2023-09-06T18:27:32.691038Z","iopub.status.idle":"2023-09-06T18:27:32.721739Z","shell.execute_reply.started":"2023-09-06T18:27:32.690985Z","shell.execute_reply":"2023-09-06T18:27:32.719987Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Train Events","metadata":{}},{"cell_type":"code","source":"fast_eda(train_csv, target=\"event\")","metadata":{"execution":{"iopub.status.busy":"2023-09-06T18:27:32.723706Z","iopub.execute_input":"2023-09-06T18:27:32.724284Z","iopub.status.idle":"2023-09-06T18:27:39.610842Z","shell.execute_reply.started":"2023-09-06T18:27:32.724238Z","shell.execute_reply":"2023-09-06T18:27:39.608796Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Train Series","metadata":{}},{"cell_type":"code","source":"fast_eda(train_parquet)","metadata":{"execution":{"iopub.status.busy":"2023-09-06T18:27:39.612533Z","iopub.execute_input":"2023-09-06T18:27:39.613150Z","iopub.status.idle":"2023-09-06T18:27:45.220422Z","shell.execute_reply.started":"2023-09-06T18:27:39.613114Z","shell.execute_reply":"2023-09-06T18:27:45.218670Z"},"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"}}