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  • 多采用panda的数据处理方式

    pandas和csv使用最为频繁,保存数据集时尽量使用csv存储,而不是txt

    对于训练集中的数据,content,labels,将原始的list封装成dict,直接转换为dataFrame

    data = pd.DataFrame({"samples":content, "labels":labels})

    def generate_data(random_state = 24, is_pse_label=True):
        skf = StratifiedKFold(n_splits=5, shuffle=True, random_state=random_state)
        i = 0
        for train_index, dev_index in skf.split(X, y):
            print(i, "TRAIN:", train_index, "TEST:", dev_index)
            DATA_DIR = "./data_StratifiedKFold_{}/data_origin_{}/".format(random_state,i)
            if not os.path.exists(DATA_DIR):
                os.makedirs(DATA_DIR)
            tmp_train_df = train_df.iloc[train_index]
            
            tmp_dev_df = train_df.iloc[dev_index]
            
            test_df.to_csv(DATA_DIR+"test.csv")
            if is_pse_label:
                pse_dir = "data_pse_{}/".format(i)
                pse_df = pd.read_csv(pse_dir+'train.csv')
    
                tmp_train_df = pd.concat([tmp_train_df, pse_df],ignore_index=True,sort=False)
                
            tmp_train_df.to_csv(DATA_DIR + "train.csv")
            tmp_dev_df.to_csv(DATA_DIR+"dev.csv")
            print(tmp_train_df.shape, tmp_dev_df.shape)
            i+=1
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  • 原文地址:https://www.cnblogs.com/demo-deng/p/12517771.html
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