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python - 一列文本的BERT摘要

问题描述

我正在尝试从数据集中总结 100 个产品描述。为此，我只是尝试使用摘要器

!pip install summarizers -q

from summarizers import Summarizers 

import pandas as pd

一次一个句子的效果很好。

textpanasonic="The NN-CS89L offers next-level cooking convenience. Its four distinct cooking methods - steaming, baking, grilling and microwaving ensure your meals are cooked or reheated to perfection. Its multi-function capabilities can be combined to save time without compromising taste, texture or nutritional value. It’s the all-in-one kitchen companion designed for people with a busy lifestyle."



summ(textpanasonic)

The NN-CS89L offers next-level cooking convenience.

但是您知道是否可以为每个评论创建一个带有摘要的新列？

ValueError：文本输入必须是str（单个示例）、List[str]（批量或单个预标记示例）或List[List[str]]（批量预标记示例）。

提前谢谢你^^

标签： pythonnlpbert-language-modelsummarize

解决方案

您可以简单地apply summ到带有摘要的列。由于summ可以将列表作为输入，它还将处理熊猫系列。提供具有多行的示例：

import pandas as pd
from summarizers import Summarizers
summ = Summarizers()

data = ["The NN-CS89L offers next-level cooking convenience. Its four distinct cooking methods - steaming, baking, grilling and microwaving ensure your meals are cooked or reheated to perfection. Its multi-function capabilities can be combined to save time without compromising taste, texture or nutritional value. It’s the all-in-one kitchen companion designed for people with a busy lifestyle.", "These slim and stylish bodies are packed with high performance. The attractive compact designs and energy-saving functions help Panasonic Blu-ray products consume as little power as possible. You can experience great movie quality with this ultra-fast booting DMP-BD89 Full HD Blu-ray disc player. After starting the player, the time it takes from launching the menu to playing a disc is much shorter than in conventional models. The BD89 also allows for smart home networking (DLNA) and provides access to video on demand, so that home entertainment is more intuitive, more comfortable, and lots more fun."]
df = pd.DataFrame(data, columns=['summaries'])
df['abstracts'] = df['summaries'].apply(summ)
摘要 摘要
0 NN-CS89L 提供更高级别的烹饪便利性。其四种不同的烹饪方法 - 蒸、烘烤、烧烤和微波可确保您的饭菜煮熟或重新加热至完美。它的多功能功能可以结合起来以节省时间，而不会影响味道、质地或营养价值。它是专为生活忙碌的人们设计的一体化厨房伴侣。 NN-CS89L 提供更高级别的烹饪便利性。
1 这些纤薄时尚的机身配备了高性能。极具吸引力的紧凑型设计和节能功能有助于松下蓝光产品消耗尽可能少的电力。您可以使用这款超快速启动的 DMP-BD89 全高清蓝光光盘播放器体验出色的电影质量。启动播放器后，从启动菜单到播放光盘所需的时间比传统机型要短得多。BD89 还支持智能家庭网络 (DLNA) 并提供视频点播访问，让家庭娱乐更直观、更舒适、更有趣。 松下 DMP-BD89 全高清蓝光光盘播放器。

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