{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import numpy as np\nimport pandas as pd ","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"%%time\n\ndf_train = pd.read_csv(f'../input/jigsaw-multilingual-toxic-comment-classification/jigsaw-unintended-bias-train.csv')[['id', 'comment_text', 'toxic']]\ndf_train = df_train[(df_train['toxic'] < 0.2) | (df_train['toxic'] > 0.5)]\ndf_train = df_train.append(\n    pd.read_csv(f'../input/jigsaw-multilingual-toxic-comment-classification/jigsaw-toxic-comment-train.csv')[['id', 'comment_text', 'toxic']]\n)\ndf_train['lang'] = 'en'\n\nfor lang in ['es', 'tr', 'it', 'ru', 'pt', 'fr']:\n    df_lang = pd.read_csv(f'../input/jigsaw-train-multilingual-coments-google-api/jigsaw-toxic-comment-train-google-{lang}-cleaned.csv')[[\n        'id', 'comment_text', 'toxic', \n    ]]\n    df_lang['lang'] = lang\n    df_train = df_train.append(df_lang)\n\n\ndf_train = df_train[~df_train['comment_text'].isna()]\ndf_train = df_train.drop_duplicates(subset='comment_text')\ndf_train['toxic'] = df_train['toxic'].round().astype(np.int32)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df_train['toxic'].hist(bins=20);","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df_train['lang'].hist(bins=20);","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df_train.to_csv('train_data.csv', index=False)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","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}