{"cells":[{"metadata":{},"cell_type":"markdown","source":"# phase 1 [Ensemble]","execution_count":null},{"metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","trusted":false},"cell_type":"code","source":"import numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nfrom tqdm.notebook import tqdm\nimport os\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"submission_train2mix comes from my teammate's kernel https://www.kaggle.com/xukaibing/single-model-9471-9455-private-lb","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"other submissions come from other public kernels or my history kernels","execution_count":null},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":false},"cell_type":"code","source":"submission1 = pd.read_csv('/kaggle/input/sub0427/submission9404.csv')\nsubmission9412 = pd.read_csv('/kaggle/input/sub0427/submission9412.csv')\nsubmission9463 = pd.read_csv('/kaggle/input/haveatry/submission9463.csv')\nsubmission4 = pd.read_csv('/kaggle/input/sub0427/submissionen9115.csv')\nsubmission5 = pd.read_csv('/kaggle/input/sub0427/submission9408.csv')\nsubmission6 = pd.read_csv('/kaggle/input/haveatry/submission9435.csv')\nsubmission9477 = pd.read_csv('/kaggle/input/haveatry/submission9477.csv')\nsubmission9438 = pd.read_csv('/kaggle/input/haveatry/submission9438.csv')\nsubmission_val9710 = pd.read_csv('/kaggle/input/haveatry/submission_val9710.csv')\nsubmission9480 = pd.read_csv('/kaggle/input/haveatry/submission9480.csv')\nsubmission9471 = pd.read_csv('/kaggle/input/haveatry/submission9471.csv')\nsubmission9472 = pd.read_csv('/kaggle/input/haveatry/submission9472.csv')\nsubmission9460 = pd.read_csv('/kaggle/input/haveatry/submission_train2_9460.csv')\nsubmission9454 = pd.read_csv('/kaggle/input/haveatry/submission9454.csv')\nsubmission9457 = pd.read_csv('/kaggle/input/haveatry/submission9457.csv')\nsubmission9458 = pd.read_csv('/kaggle/input/haveatry/submission9458.csv')\nsubmission9481 = pd.read_csv('/kaggle/input/haveatry/submission9481.csv')\nsubmission9482 = pd.read_csv('/kaggle/input/haveatry/submission9482.csv')\nsubmission9483 = pd.read_csv('/kaggle/input/haveatry/submission9483.csv')\nsubmission9484 = pd.read_csv('/kaggle/input/haveatry/submission9484.csv')\nsubmission9486 = pd.read_csv('/kaggle/input/haveatry/submission9486.csv')\nsubmission9487 = pd.read_csv('/kaggle/input/haveatry/submission9487.csv')\nsubmission9488 = pd.read_csv('/kaggle/input/haveatry/submission9488.csv')\nsubmission9442 = pd.read_csv('/kaggle/input/haveatry/submission9442(2).csv')\nsubmission9443 = pd.read_csv('/kaggle/input/haveatry/submission9443.csv')\nsubmission9450 = pd.read_csv('/kaggle/input/haveatry/submission9450.csv')\nsubmission9459 = pd.read_csv('/kaggle/input/haveatry/submission9459(2).csv')\nsubmission9435 = pd.read_csv('/kaggle/input/haveatry/submission9435(2).csv')\nsubmission9436 = pd.read_csv('/kaggle/input/haveatry/submission9436(2).csv')\nsubmission9446 = pd.read_csv('/kaggle/input/haveatry/submission_mix_9446.csv')\nsubmission_tr_9437=pd.read_csv('/kaggle/input/haveatry/submission_tr_9437.csv')\nsubmission_it=pd.read_csv('/kaggle/input/haveatry/submission_it_0.csv')\nsubmission_pt=pd.read_csv('/kaggle/input/haveatry/submission_pt_0.csv')\nsubmission_es=pd.read_csv('/kaggle/input/haveatry/submission_es_0.csv')\nsubmission_fr=pd.read_csv('/kaggle/input/haveatry/submission_fr_0.csv')\nsubmission_ru=pd.read_csv('/kaggle/input/haveatry/submission_ru_0.csv')\nsubmission_es_precise=pd.read_csv('/kaggle/input/haveatry/submission_es_precise.csv')\nsub = pd.read_csv('/kaggle/input/jigsaw-multilingual-toxic-comment-classification/sample_submission.csv')\ntest = pd.read_csv('/kaggle/input/jigsaw-multilingual-toxic-comment-classification/test.csv')","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"submission_mix1 = pd.read_csv('/kaggle/input/haveatry/submission_mix1.csv')\nsubmission_mix2 = pd.read_csv('/kaggle/input/haveatry/submission_mix2.csv')\nsubmission_mix3 = pd.read_csv('/kaggle/input/haveatry/submission_mix3.csv')","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"submission_train2mix1 = pd.read_csv('/kaggle/input/haveatry/submission9450.csv')\nsubmission_train2mix2 = pd.read_csv('/kaggle/input/haveatry/submission_train2mix_2.csv')\nsubmission_train2mix3 = pd.read_csv('/kaggle/input/haveatry/submission_train2mix_3.csv')\nsubmission_train2mix4 = pd.read_csv('/kaggle/input/haveatry/submission_train2mix_4.csv')\nsubmission_train2mix5 = pd.read_csv('/kaggle/input/haveatry/submission_train2mix_5.csv')\nsubmission_train2mix6 = pd.read_csv('/kaggle/input/haveatry/submission_train2mix_6.csv')\nsubmission_train2mix7 = pd.read_csv('/kaggle/input/haveatry/submission_train2mix_7.csv')\nsubmission_train2mix8 = pd.read_csv('/kaggle/input/haveatry/submission_train2mix_8.csv')\nsubmission_train2mix9 = pd.read_csv('/kaggle/input/haveatry/submission_train2mix_9.csv')\nsubmission_train2mix10 = pd.read_csv('/kaggle/input/haveatry/submission_train2mix_10.csv')\nsubmission_train2mix11 = pd.read_csv('/kaggle/input/haveatry/submission_train2mix_11.csv')\nsubmission_train2mix12 = pd.read_csv('/kaggle/input/haveatry/submission_train2mix_12.csv')\nsubmission_train2mix13 = pd.read_csv('/kaggle/input/haveatry/submission_train2mix_13.csv')\nsubmission_train2mix14 = pd.read_csv('/kaggle/input/haveatry/submission_train2mix_14.csv')\nsubmission_train2mix15 = pd.read_csv('/kaggle/input/haveatry/submission_train2mix_15.csv')\nsubmission_train2mix16 = pd.read_csv('/kaggle/input/haveatry/submission_train2mix_16.csv')\nsubmission_train2mix17 = pd.read_csv('/kaggle/input/haveatry/submission_train2mix_17.csv')\nsubmission_train2mix18 = pd.read_csv('/kaggle/input/haveatry/submission_train2mix_18.csv')\nsubmission_train2mix19 = pd.read_csv('/kaggle/input/haveatry/submission_train2mix_19.csv')\nsubmission_train2mix20 = pd.read_csv('/kaggle/input/haveatry/submission_train2mix_20.csv')\nsubmission_train2mix21 = pd.read_csv('/kaggle/input/haveatry/submission_train2mix_21.csv')","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"submission9464 = pd.read_csv('/kaggle/input/haveatry/submission9464.csv')","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"submission9470 = pd.read_csv('/kaggle/input/haveatry/submission_train2_9470.csv')","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"submission_mix9450 = pd.read_csv('/kaggle/input/haveatry/submission_mix123_9450.csv')","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"sns.set()\nplt.hist(submission1['toxic'],bins=100)\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"for i in range(len(submission1['toxic'])):\n    sub['toxic'][i]=submission9460['toxic'][i]*0.15+submission9487['toxic'][i]*0.85\n\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"#submission1['toxic'] = submission1['toxic'].round()","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"#sub['toxic']=result\nsub.to_csv('submission.csv', index=False)","execution_count":null,"outputs":[]},{"metadata":{"trusted":false},"cell_type":"code","source":"print(sub)","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}