{"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 os\nimport gc\nimport time\nimport gzip\nimport numpy as np\nimport pandas as pd\nimport seaborn as sns\nfrom tqdm import tqdm, trange\nfrom matplotlib import pyplot as plt\nfrom IPython.display import clear_output\n\nfrom xgboost import XGBClassifier, DMatrix\n    \nfrom bayes_opt import BayesianOptimization\nfrom sklearn.tree import DecisionTreeClassifier\nfrom sklearn.metrics import accuracy_score, confusion_matrix, roc_auc_score\nfrom sklearn.model_selection import train_test_split, GridSearchCV, StratifiedKFold, KFold\n\npd.set_option('display.max_columns', None)","metadata":{"execution":{"iopub.status.busy":"2022-09-26T06:39:14.193435Z","iopub.execute_input":"2022-09-26T06:39:14.193932Z","iopub.status.idle":"2022-09-26T06:39:15.869495Z","shell.execute_reply.started":"2022-09-26T06:39:14.193834Z","shell.execute_reply":"2022-09-26T06:39:15.868446Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"submission = pd.read_csv('../input/ctr-prediction-2022092601/submission.csv')\nsubmission.to_csv('submission.csv', index=False)","metadata":{"execution":{"iopub.status.busy":"2022-09-26T06:40:52.141901Z","iopub.execute_input":"2022-09-26T06:40:52.142307Z","iopub.status.idle":"2022-09-26T06:41:00.604912Z","shell.execute_reply.started":"2022-09-26T06:40:52.142273Z","shell.execute_reply":"2022-09-26T06:41:00.603695Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}