{"cells":[{"metadata":{"trusted":true},"cell_type":"code","source":"import numpy as  np\nimport pandas as pd","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"public_sub_mean_9533 = pd.read_csv('../input/public-submission-melanoma-95/submission_mean.csv')\npublic_sub_median_9533 = pd.read_csv('../input/public-submission-melanoma-95/submission_median.csv')\npublic_sub_meta_ens_9577 = pd.read_csv('../input/public-submission-melanoma-95/external_meta_ensembled.csv')\npublic_sub_9581 = pd.read_csv('../input/public-submission-melanoma-95/submission_9581.csv')\npublic_sub_tabular = pd.read_csv('../input/public-submission-melanoma-95/submission_tabular_only.csv')\npublic_sub_9619 = pd.read_csv('../input/public-submission-melanoma-95/submission_9619.csv')\npublic_sub_9606 = pd.read_csv('../input/public-submission-melanoma-95/submission_9606.csv')\npublic_sub_9603 = pd.read_csv('../input/public-submission-melanoma-95/submission_9603.csv')\n\n\nsub = pd.read_csv('../input/siim-isic-melanoma-classification/sample_submission.csv')","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"markdown","source":"#### The following code produced the maximum score of **0.9633**\n```Python\nsub.target = (public_sub_meta_ens_9577.target *0.40 + \n              public_sub_median_9533.target *0.175 + \n              public_sub_mean_9533.target *0.175 + \n              public_sub_tabular.target * 0.25)\n```\n\n#### The following code produced the maximum score of **0.9643**\n```Python\nsub.target = (public_sub_meta_ens_9577.target *0.40 + \n              public_sub_9619.target * 0.30 + \n              public_sub_mean_9533.target *0.10 + \n              public_sub_tabular.target * 0.20)\n```\n","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"Lets add the submission_9581.csv here","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"# sub.target = (public_sub_meta_ens_9577.target *0.35 + \n#               public_sub_9619.target * 0.175 + \n#               public_sub_9606.target *0.175 + \n#               public_sub_tabular.target * 0.30)\n\nsub.target = (public_sub_9619.target * 0.35 + \n              public_sub_9606.target *0.35 + \n              public_sub_tabular.target * 0.30)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sub.head()\nsub.to_csv('submission.csv', index = False)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"sub.head","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":4}