Python读取pdf、word、excel、ppt、csv和txt文件提取所有文本
前言
本文对使用python读取pdf、word、excel、ppt、csv、txt等常用文件,并提取所有文本的方法进行分享和使用总结。
可以读取不同文件的库和方法当然不止下面分享的这些,本文的代码主要目标都是:方便提取文件中所有文本的实现方式。
这些库的更多使用方法,请到官方文档中查阅。
读取PDF文本:PyPDF2
import PyPDF2
def read_pdf_to_text(file_path):
with open(file_path, 'rb') as pdf_file:
pdf_reader = PyPDF2.PdfReader(pdf_file)
contents_list = []
for page in pdf_reader.pages:
content = page.extract_text()
contents_list.append(content)
return '\n'.join(contents_list)
read_pdf_to_text('xxx.pdf')
读取Word文本:docx2txt
需执行 pip install python-docx
import docx2txt
from docx import Document
def convert_doc_to_docx(doc_file, docx_file): # 将doc文档转为docx文档
doc=Document(doc_file)
doc.save(docx_file)
def read_docx_to_text(file_path):
text = docx2txt.process(file_path)
return text
if __name__ == '__main__':
source_file = '***.doc' # 源文件
file_path = os.path.dirname(source_file) # 获取文件路径
file_fileName = os.path.split(source_file)[1].split('.')[0] # 获取文件名称 不要后缀
if source_file.endwith('.doc') :
docx_file = file_fileName + '.docx' # 给目标文件加上后缀
docx_file = os.path(file_path, docx_file) # 目标文件 绝对路径
convert_doc_to_docx(source_file, docx_file):
else:
docx_file = souce_file
read_docx_to_text(docx_file)
读取excel文本:pandas
当然,pandas能读取的文件不仅仅是excel,还包括csv、json等。
import pandas as pd
def read_excel_to_text(file_path):
excel_file = pd.ExcelFile(file_path)
sheet_names = excel_file.sheet_names
text_list = []
for sheet_name in sheet_names:
df = excel_file.parse(sheet_name)
text = df.to_string(index=False)
text_list.append(text)
return '\n'.join(text_list)
read_excel_to_text('xxx.xlsx')
读取ppt文本:pptx
from pptx import Presentation
def read_pptx_to_text(file_path):
prs = Presentation(file_path)
text_list = []
for slide in prs.slides:
for shape in slide.shapes:
if shape.has_text_frame:
text_frame = shape.text_frame
text = text_frame.text
if text:
text_list.append(text)
return '\n'.join(text_list)
read_pptx_to_text('xxx.pptx')
读取csv、txt其他文本:直接open,read()
def read_txt_to_text(file_path):
with open(file_path, 'r') as f:
text = f.read()
return text
read_txt_to_text('xxx.csv')
read_txt_to_text('xxx.txt')
读取任何文件格式
support = {
'pdf': 'read_pdf_to_text',
'docx': 'read_docx_to_text',
'xlsx': 'read_excel_to_text',
'pptx': 'read_pptx_to_text',
'csv': 'read_txt_to_text',
'txt': 'read_txt_to_text',
}
def read_any_file_to_text(file_path):
file_suffix = file_path.split('.')[-1]
func = support.get(file_suffix)
if func is None:
return '暂不支持该文件格式'
text = eval(func)(file_path)
return text
read_any_file_to_text('xxx.pdf')
read_any_file_to_text('xxx.docx')
read_any_file_to_text('xxx.xlsx')
read_any_file_to_text('xxx.pptx')
read_any_file_to_text('xxx.csv')
read_any_file_to_text('xxx.txt')
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