{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport pydicom\n\n\n# You can write up to 5GB 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","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df = pd.read_csv(\"/kaggle/input/osic-pulmonary-fibrosis-progression/train.csv\")\nprint(df.columns)\nprint(df.head())","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df_1 = df.drop_duplicates(subset= ['Patient'])\nprint(df_1.head())","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"cantidad_pacientes = df.Patient.nunique()\ncantidad_sex = df_1['Sex'].value_counts()\ncantidad_status = df_1['SmokingStatus'].value_counts()\nprint('Cantidad total de pacientes :' + str(cantidad_pacientes))\nprint(cantidad_male)\nprint(cantidad_status)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"\n\n#Reemplazo en columna Sex {Female : 1, Male : 0}\n#Reemplazo en columna SmokingStatus {Ex-smoker: -1, Never smoked:0, Currently smokes:1}\ndf['Sex'] = df.Sex.map({'Female':1,'Male': 0})\ndf['SmokingStatus'] = df.SmokingStatus.map({'Ex-smoker': -1,'Never smoked': 0, 'Currently smokes': 1})\n\n\nprint(df.head(5))\n","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":4}