{"cells":[{"metadata":{},"cell_type":"markdown","source":"## Lets Ensemble the best public submissions which uses different techniques. This way we can achieve greater accuracy","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### Credits:\n\n1. https://www.kaggle.com/muhakabartay/public-blender-with-rank-data-0-946/output\n2. https://www.kaggle.com/khoongweihao/post-processing-technique-c-f-1st-place-jigsaw\n3. https://www.kaggle.com/paklau9/minmax-highest-public-lb-9619","execution_count":null},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"import numpy as np\nimport pandas as pd\n\nimport numpy as np\nimport pandas as pd \nimport os \n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"test = pd.read_csv('../input/siim-isic-melanoma-classification/test.csv')\nfirst = pd.read_csv('../input/output-of-best-public-submission/submission_best.csv')\nsecond = pd.read_csv('../input/output-of-best-public-submission/submission_first.csv')\nthird = pd.read_csv('../input/output-of-best-public-submission/submission_post_process.csv')\nsubmission = first.copy()\nsecond.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"arg1 = (2/3)*first['target']\narg2 = (1/6)*second['target']\narg3 = (1/6)*third['target']\n\nsubmission['target'] = arg1 + arg2 + arg3\nsubmission.to_csv('submission.csv', index=False)\nsubmission.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}