{"cells":[{"metadata":{},"cell_type":"markdown","source":"**Credit goes to @wakame for creating this kernal during stage1. **"},{"metadata":{},"cell_type":"markdown","source":"https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/109408#latest-629574"},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import pandas as pd\nfrom pathlib import Path\n\ninput_path = Path(\"../input/rsna-intracranial-hemorrhage-detection/rsna-intracranial-hemorrhage-detection\")","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"%ls ../input/rsna-intracranial-hemorrhage-detection/rsna-intracranial-hemorrhage-detection/","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df = pd.read_csv(input_path / \"stage_2_train.csv\")\ndf.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df[\"ID\"].unique().shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df[df[\"ID\"].duplicated(keep=False)]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"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":4,"nbformat_minor":1}