知行编程网知行编程网  2022-07-20 09:00 知行编程网 隐藏边栏 |   抢沙发  84 
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来自:Python大数据分析

pdf是一种便携式文档格式,由Adobe公司设计。因为不受平台限制,且方便保存和传输,所以pdf非常受欢迎。

目前市场上有很多pdf工具,大部分是阅读类,也有支持对pdf的修改、转换等功能,但这部分工具不少是收费的。

这次介绍一个开源python工具库-pdfplumber,可以方便地获取pdf的各种信息,包括文本、表格、图表、尺寸等。

pdfplumber在github上有英文官方文档,后面我们会捡重点讲解,先看下如何用pdfplumber提取pdf表格?

以NBA 2020-2021 常规赛数据作为范例,pdf表格如下:

如何使用Python提取pdf表格及文本,并保存到excel

第一步:使用pdfplumber提取表格文本

table

输出:

如何使用Python提取pdf表格及文本,并保存到excel

第二步:整理成dataframe格式,保存为excel

输出:

如何使用Python提取pdf表格及文本,并保存到excel

一个小小的脚本,不到十行代码,便将pdf表格提取并转化为dataframe格式,最终保存到excel。

有个初步认知后,接下来详细讲讲pdfplumber的安装、导入、api接口等信息。

pdfplumber简介

前面已经介绍过pdfplumber的用途,也用一个小案例展示了如何提取表格,我觉得对于pdfplumber只需要了解三点就可以。

1、它是一个纯python第三方库,适合python 3.x版本

2、它用来查看pdf各类信息,能有效提取文本、表格

3、它不支持修改或生成pdf,也不支持对pdf扫描件的处理

Github地址https://github.com/jsvine/pdfplumber

pdfplumber安装和导入

同其他python库一样,pdfplumber支持使用pip安装,在命令行输入:

如果遇到安装慢的问题,可以替换镜像源,会快很多。

pdfplumber安装后,用import导入即可使用:

pdfplumber简单使用

pdfplumber中有两个基础类,PDF和Page。看字面意思能猜出,前者是处理整个文档,后者是处理页面。

「pdfplumber.PDF类」

属性 描述
.metadata 获取pdf基础信息,返回字典
.pages 一个包含pdfplumber.Page实例的列表,每一个实例代表pdf每一页的信息。

「pdfplumber.Page类」

这是pdfplumber的核心功能,对pdf的大部分操作都是基于这个类,包括提取文本、表格、尺寸等。

这里暂不一一列举它的属性和方法。

通过一个简单的案例,就可以明白它们的作用。示例pdf文档,共两页:

如何使用Python提取pdf表格及文本,并保存到excel

  1. 读取pdf
  1. 获取该pdf文档的信息

输出:

如何使用Python提取pdf表格及文本,并保存到excel

这些是pdf的基础信息,包括作者、来源、日期等。

  1. 总页数
  1. 读取第一页的页宽、页高等信息

输出:

如何使用Python提取pdf表格及文本,并保存到excel

  1. 读取第一页的文本

输出:

如何使用Python提取pdf表格及文本,并保存到excel

  1. 读取第二页的表格
如何使用Python提取pdf表格及文本,并保存到excel

pdfplumber提取表格有很多的细节需要处理,这里给到的范例表格线框比较规范,所以能很简单的提取,但对于线框不完全(包含无线框)的表格,其效果就差了不少。

在实际项目所需处理的pdf文档中,线框完全及不完全的表格都比较多,为了能够理解pdfplumber实现表格抽取的原理和方法,我们需要去细究相关参数的设置。

正如案例所示,pdfplumber.Page对象的.extract_table()方法可以提取表格,返回从页面上最大的表中提取的文本,以列表列表的形式显示,结构为row -> cell。

「表格抽取参数设置」

默认情况下,extract_table使用页面的垂直和水平线(或矩形边缘)作为单元格分隔符。该方法可以通过table_settings参数进行高度自定义。可能的设置及其默认值:

如何使用Python提取pdf表格及文本,并保存到excel

pdfplumber支持对图表进行可视化调试,能输出图像,显示如何提取表。

如何使用Python提取pdf表格及文本,并保存到excel

pdfplumber的独特之处

python中有很多库可以处理pdf,比如PyPDF2、pdfminer等,那pdfplumber的优势在哪呢?

首先,pdfplumber能轻松访问有关PDF对象的所有详细信息,且用于提取文本和表格的方法高级可定制,使用者可根据表格的具体形式来调整参数。

最关键的是pdfplumber作者持续在维护该库,而同样受欢迎的PyPDF2已经不再维护了。

为了答谢广大粉丝,我们每个月都有送书活动,最近有两次送书:

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data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(230, 230, 230)" data-darkmode-original-color-15900529136199="rgb(0, 0, 0)" data-darkmode-bgimage-15900529136199="1" style="padding: 18px 15px 20px 10px;max-width: 100%;background-size: 100% 100%;background-image: url('https://www.zkxjob.com/wp-content/uploads/2022/07/wxsync-2022-07-a2a8a5e1e58f30392066a170034ee027.png');color: rgb(86, 146, 214);letter-spacing: 1.5px;background-repeat: no-repeat;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section data-darkmode-bgcolor-15860613985508="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15860613985508="rgb(255, 255, 255)" data-darkmode-color-15860613985508="rgb(230, 230, 230)" data-darkmode-original-color-15860613985508="rgb(0, 0, 0)" data-darkmode-bgimage-15860613985508="1" data-darkmode-bgcolor-15870356070738="rgb(36, 36, 36)" 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data-darkmode-original-color-15882396318564="rgb(0, 0, 0)" data-darkmode-bgimage-15882396318564="1" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(230, 230, 230)" data-darkmode-original-color-15900529136199="rgb(0, 0, 0)" data-darkmode-bgimage-15900529136199="1" style="max-width: 100%;display: flex;justify-content: center;align-items: center;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section data-darkmode-bgcolor-15860613985508="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15860613985508="rgb(255, 255, 255)" data-darkmode-color-15860613985508="rgb(230, 230, 230)" data-darkmode-original-color-15860613985508="rgb(0, 0, 0)" data-darkmode-bgimage-15860613985508="1" data-darkmode-bgcolor-15870356070738="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356070738="rgb(255, 255, 255)" data-darkmode-color-15870356070738="rgb(230, 230, 230)" data-darkmode-original-color-15870356070738="rgb(0, 0, 0)" data-darkmode-bgimage-15870356070738="1" data-darkmode-bgcolor-15870356071023="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356071023="rgb(255, 255, 255)" data-darkmode-color-15870356071023="rgb(230, 230, 230)" data-darkmode-original-color-15870356071023="rgb(0, 0, 0)" data-darkmode-bgimage-15870356071023="1" data-darkmode-bgcolor-15882384789136="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882384789136="rgb(255, 255, 255)" data-darkmode-color-15882384789136="rgb(230, 230, 230)" data-darkmode-original-color-15882384789136="rgb(0, 0, 0)" data-darkmode-bgimage-15882384789136="1" data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882396318564="rgb(255, 255, 255)" data-darkmode-color-15882396318564="rgb(230, 230, 230)" data-darkmode-original-color-15882396318564="rgb(0, 0, 0)" data-darkmode-bgimage-15882396318564="1" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(230, 230, 230)" data-darkmode-original-color-15900529136199="rgb(0, 0, 0)" data-darkmode-bgimage-15900529136199="1" style="margin-left: 2px;max-width: 100%;width: 20px;box-sizing: border-box !important;overflow-wrap: break-word !important;"></section><section data-brushtype="text" data-darkmode-bgcolor-15860613985508="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15860613985508="rgb(255, 255, 255)" data-darkmode-color-15860613985508="rgb(51, 51, 51)" data-darkmode-original-color-15860613985508="rgb(51, 51, 51)" data-darkmode-bgimage-15860613985508="1" data-darkmode-bgcolor-15870356070738="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356070738="rgb(255, 255, 255)" data-darkmode-color-15870356070738="rgb(51, 51, 51)" data-darkmode-original-color-15870356070738="rgb(51, 51, 51)" data-darkmode-bgimage-15870356070738="1" data-darkmode-bgcolor-15870356071023="rgb(36, 36, 36)" 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