{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Importing Packages"},{"metadata":{"id":"4fRvp5bME7Hu","outputId":"9ec0d8b2-6d4f-42f9-cd29-95a3fc416b19","trusted":true},"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns","execution_count":null,"outputs":[]},{"metadata":{"id":"jCbfvuzqOA6c","trusted":true},"cell_type":"code","source":"# Reading CSV Files\ntrain = pd.read_csv('../input/prostate-cancer-grade-assessment/train.csv')\ntest  = pd.read_csv('../input/prostate-cancer-grade-assessment/test.csv')","execution_count":null,"outputs":[]},{"metadata":{"id":"48clVmPoOLw1","outputId":"3ee8b262-f135-4e2a-d7a2-898a24a3ddc3","trusted":true},"cell_type":"code","source":"print(test.shape)\ntest","execution_count":null,"outputs":[]},{"metadata":{"id":"fwxGWtumOKEf","outputId":"a91a4f6d-975c-4801-cd4e-5dc8b6aed08f","trusted":true},"cell_type":"code","source":"print(train.shape)\ntrain[:3]","execution_count":null,"outputs":[]},{"metadata":{"id":"dEb2VrpVOM-K","outputId":"3c5e8336-1500-4ecb-9890-12567502e0e0","trusted":true},"cell_type":"code","source":"print('Total samples       :',train.shape[0])\nfor i in train.columns:\n  print(\"Total No. of Unique values in Column {}  : {}\".format(i,len(train[i].unique())))\n  if len(train[i].unique()) <20:\n    print(train[i].unique())","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"![gleason.jpeg](attachment:gleason.jpeg)","attachments":{"gleason.jpeg":{"image/jpeg":"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"}}},{"metadata":{"id":"Hg0kA-wtXYkO","trusted":false},"cell_type":"code","source":"def gleason_to_grade(score):\n  if score == 'negative' :\n    return 0\n  elif score in ['0+0','3+3']:\n    return 1\n  elif score in ['3+4']:\n    return 2\n  elif score in ['4+3']:\n    return 3\n  elif score in ['4+4', '5+3', '3+5']:\n    return 4\n  elif score in ['4+5', '5+5', '5+4']:\n    return 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"}}},{"metadata":{"id":"n1u13u-hV4SS"},"cell_type":"markdown","source":"From Above Image Gleason Score is seperated based in its score level.\n\nThe score below 6 is low --> Grade Group 1 & so on"},{"metadata":{"trusted":true},"cell_type":"code","source":"def risk_level(gleason_grade):\n  if gleason_grade in [1]:\n    return \"Low\"\n  elif gleason_grade in [2]:\n    return \"Intermediate Favourable\"\n  elif gleason_grade in [3]:\n    return \"Intermediate Unfavourable\"\n  elif gleason_grade in [4,5]:\n    return \"High\"  ","execution_count":null,"outputs":[]},{"metadata":{"id":"qaN1qC7FZ6lD","trusted":false},"cell_type":"code","source":"train['gleason_score_grade'] = train['gleason_score'].apply(lambda x: gleason_to_grade(x))\ntrain['gleason_Risk_Level'] = train['gleason_score_grade'].apply(lambda x: risk_level(x))","execution_count":0,"outputs":[]},{"metadata":{"id":"52wqLrVZZ-So","trusted":false},"cell_type":"code","source":"train_k = train[train['data_provider']== 'karolinska']\ntrain_r = train[train['data_provider']== 'radboud']","execution_count":0,"outputs":[]},{"metadata":{"id":"7OpFf5xLfrK_"},"cell_type":"markdown","source":"# Visualization"},{"metadata":{"id":"EVO0uxtRfwWP","outputId":"ee22edd8-8dec-4946-be06-07924277cfe5","trusted":false},"cell_type":"code","source":"sns.countplot(train['data_provider'])","execution_count":null,"outputs":[]},{"metadata":{"id":"QlHlYBffgHWs","outputId":"96f3b0f4-98ac-421a-b0f8-f2c2be403a0f","trusted":false},"cell_type":"code","source":"sns.distplot(train['isup_grade'])","execution_count":null,"outputs":[]},{"metadata":{"id":"wPTEkEw0gxOE","outputId":"01e870a2-d8b3-49f9-dd33-1b0c4120cc71","trusted":false},"cell_type":"code","source":"sns.distplot(train['gleason_score_grade'])","execution_count":null,"outputs":[]},{"metadata":{"id":"4BNlDsqdgNw3","outputId":"b171f9c0-f411-4b39-bd82-49525c27b593","trusted":false},"cell_type":"code","source":"sns.countplot(train['gleason_score'])","execution_count":null,"outputs":[]},{"metadata":{"id":"jzOmmftMgVl4","outputId":"ee1ab088-8d3e-4000-ad97-d09d6bdbac97","trusted":false},"cell_type":"code","source":"sns.countplot(train['gleason_Risk_Level'])","execution_count":null,"outputs":[]}],"metadata":{"colab":{"name":"PANDA Challenge - EDA.ipynb","provenance":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"nbformat":4,"nbformat_minor":4}