{"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_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"## Reference\n[Devastator notebook](https://www.kaggle.com/code/thedevastator/tps-aug-simple-baseline)<br>\n[Pourchot notebook](https://www.kaggle.com/code/pourchot/simple-keras-baseline)","metadata":{}},{"cell_type":"code","source":"import pandas as pd","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2022-08-03T21:33:51.124808Z","iopub.execute_input":"2022-08-03T21:33:51.125416Z","iopub.status.idle":"2022-08-03T21:33:51.153195Z","shell.execute_reply.started":"2022-08-03T21:33:51.125297Z","shell.execute_reply":"2022-08-03T21:33:51.151595Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Load datasets","metadata":{}},{"cell_type":"code","source":"sub_nn = pd.read_csv('../input/tps-aug-top/submission_nn.csv')\nsub_simple = pd.read_csv('../input/tps-aug-top/submission_simple.csv')","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sub = pd.read_csv('../input/tabular-playground-series-aug-2022/sample_submission.csv')\nsub.head()","metadata":{"execution":{"iopub.status.busy":"2022-08-03T21:34:08.078705Z","iopub.execute_input":"2022-08-03T21:34:08.080134Z","iopub.status.idle":"2022-08-03T21:34:08.125847Z","shell.execute_reply.started":"2022-08-03T21:34:08.080085Z","shell.execute_reply":"2022-08-03T21:34:08.124442Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Weights on submissions","metadata":{}},{"cell_type":"code","source":"sub['failure'] = 0.25 * sub_nn['failure'] + 0.75 * sub_simple['failure']","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Submission","metadata":{}},{"cell_type":"code","source":"sub.to_csv('submission.csv', index=False)","metadata":{},"execution_count":null,"outputs":[]}]}