{"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":"code","source":"import pandas as pd\nimport numpy as np\n\npath_data = '/kaggle/input/anomaly-class-detection/'\n\ndata = pd.read_csv(path_data+'train/train.csv', usecols=['result'])\ntest = pd.read_csv('/kaggle/input/anomaly-class-detection/test.csv')\n\ndata.result.value_counts()","metadata":{"execution":{"iopub.status.busy":"2023-06-28T18:43:35.479053Z","iopub.execute_input":"2023-06-28T18:43:35.479399Z","iopub.status.idle":"2023-06-28T18:43:46.214459Z","shell.execute_reply.started":"2023-06-28T18:43:35.479375Z","shell.execute_reply":"2023-06-28T18:43:46.213306Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sub = pd.DataFrame({'id':test.index})\nsub['result'] = np.random.binomial(1, data.result.mean(), len(sub))\nsub.to_csv('submission.csv',index=False)\nsub.head()","metadata":{"execution":{"iopub.status.busy":"2023-06-28T18:43:46.227280Z","iopub.execute_input":"2023-06-28T18:43:46.227667Z","iopub.status.idle":"2023-06-28T18:43:46.342830Z","shell.execute_reply.started":"2023-06-28T18:43:46.227643Z","shell.execute_reply":"2023-06-28T18:43:46.342019Z"},"trusted":true},"execution_count":null,"outputs":[]}]}