{"cells":[{"metadata":{"_uuid":"4c4e96ee73da587aee25e29a0424a56fc9faf197"},"cell_type":"markdown","source":"If one wants the Kaggle tier system to have some value, typical submission only competitions are flawed in that they allow the typical blend, blend of blends, stack of blend of blends,... answers. While Quora's system has been more thought through (restricting time execution and file uploading) it is not bullet proof. Here I exhibit how you can easily get a good LB submission in with 0s of runtime, this could similarly be done for the 2nd stage of LB by dumping the trained models in a txt, hardcoding them in a cell and rereading them. Typically blends allow people to probe in the bottom bronze section, here one can jump straight to gold increasing the number of layers of any decent public kernel and it would be seemingly compliant with the competition rules.\n\nFor what it's worth submission only competitions are better in that 'cheats' are not as desguised."},{"metadata":{"_uuid":"1140cfd7d164c24cd1acfaa97a1ced9dd2da21be"},"cell_type":"markdown","source":"I watched this yesterday and thoroughly enjoyed it!"},{"metadata":{"trusted":true,"_uuid":"12eab1a25eb5aff4652b64a73ec42c0f65d62331"},"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nfrom IPython.display import YouTubeVideo\nYouTubeVideo('dEFd_2_b6X8')","execution_count":null,"outputs":[]},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","collapsed":true,"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":false},"cell_type":"code","source":"idx = 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= pd.read_csv('../input/test.csv')\nsub = pd.DataFrame({'qid': test.qid})\nsub['prediction'] = sub['qid'].map(dict(zip(idx,np.ones(len(idx))))).fillna(0).astype(int)\nsub.to_csv('submission.csv', index=False)","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.6","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}