How To Convert PDF To Text In Python


Quickly and Easily Convert & Edit Your PDF's Online Free!

Or Drag and Drop Documents Here to Upload

Choose Functionality

Click On The Conversion Option You Need

Edit Your Documents

Quickly and Easily Edit & Convert Documents

Download Your Documents

Save Your Document And Download!

How To Convert PDF To Text In Python

Overview of PDF to Text Conversion in Python

PDF, which stands for Portable Document Format, is a widely used file format for documents that require a fixed layout. While this format is excellent for preserving the integrity of the document’s content across different platforms and devices, it can be challenging to extract text from it programmatically. Python, with its powerful libraries, offers a convenient way to convert PDF files into plain text, which can then be used for text processing, analysis, or as input for other applications.

The process of converting PDF to text involves reading the content of the PDF file and then extracting the textual information while discarding non-text elements like images or formatting. This conversion is beneficial for various reasons:

  • Data Analysis: Extracting text enables data scientists and analysts to perform sentiment analysis, keyword extraction, or other natural language processing tasks.
  • Search Engine Optimization (SEO): Converting PDFs to text can improve the indexing of content by search engines, as text content can be more easily scanned and analyzed than content trapped within a PDF.
  • Content Repurposing: Once in text form, the content of a PDF can be repurposed for reports, presentations, or other documents.
  • Accessibility: Text data can be more accessible than PDFs, as it can be read by screen readers and is generally easier to manipulate and edit.


To follow this guide, you should have:

  • A basic understanding of Python programming
  • Python installed on your system
  • An integrated development environment (IDE) or a text editor
  • Pip installed for managing Python packages

Choosing a Library for PDF to Text Conversion

Python offers several libraries for working with PDFs. Some of the most popular ones include PyPDF2, PDFMiner, and PyMuPDF. Each library has its strengths and weaknesses and may suit different types of PDFs or use cases.

Installation of Required Libraries

To convert PDFs to text in Python, you will need to install the necessary libraries. For this guide, we’ll use PDFMiner.six, an improved fork of PDFMiner specifically designed for Python 3.x.

How-To Guide: Converting PDF to Text with Python

Step 1: Install the PDFMiner.six Library

pip install pdfminer.six

Step 2: Import the Library into Your Script

from pdfminer.high_level import extract_text

Step 3: Open the PDF File

text = extract_text('path/to/your/file.pdf')

Step 4: Process Each Page of the PDF

You can process each page individually if required:

from pdfminer.high_level import extract_pages
from pdfminer.layout import LTTextContainer

for page_layout in extract_pages('path/to/your/file.pdf'):
    for element in page_layout:
        if isinstance(element, LTTextContainer):

Step 5: Close the File and Complete the Process

If you opened a file explicitly, make sure to close it:

# If you used a file object instead of a file path
with open('path/to/your/file.pdf', 'rb') as f:
    text = extract_text(f)
# No need to close the file when using 'with' statement

Troubleshooting Common Issues

Sometimes you may encounter issues when converting PDFs to text. Here are some common problems and potential solutions:

  • If the output contains strange characters or is missing sections of text, it might be due to the PDF containing scanned images rather than selectable text. In such cases, an Optical Character Recognition (OCR) tool like Tesseract may be required.
  • If you receive an error message regarding permissions or file access, ensure that the file path is correct and that you have proper permissions to access the file.
  • If performance is slow for large documents, consider processing individual pages or sections rather than the entire document at once.

By following this guide and utilizing Python’s powerful libraries, you can efficiently convert PDF files into editable text formats that serve various practical applications.

Latest Posts, News & Resources


Convert PDF to Word

Converting a static PDF into a dynamic Word document can significantly streamline your workflow.

Convert PDF to JPG

Converting a multi-page PDF into individual JPG images can significantly enhance your digital experience.

Convert PDF to PNG

Converting a multi-page PDF into PNG images can significantly enhance your presentation.

Convert PDF to Text

Converting PDFs to text enables researchers, and businesses to extract valuable insights from the content.

Convert PDF to DOCX

Converting a static PDF into a dynamic DOCX document can significantly streamline your workflow.

Convert Word to PDF

Converting a multi-page WORD document into to PDF can significantly enhance the audience of your document.

Convert JPG to PDF

Merging JPG images into a consolidated PDF document can elevate your presentation and organization skills.

Convert Tiff to PDF

Converting TIFF images into a single PDF document can profoundly enhance your content.

Convert PNG to PDF

Converting individual PNG images into a singular PDF document can redefine your content delivery.

Convert Power Point to PDF

Transition from presentations to documents seamlessly. Perfect for business, educators or any user!

Convert Excel to PDF

Converting Excel spreadsheets into PDF's can elevate your data and communication efforts.

Convert DOCX to PDF

Converting a DOCX document to PDF can significantly expand your ability to share the document online.

Split PDF

Tackle large PDFs effortlessly. Whether for academic, professional, or personal use, easily segment PDFs into sections or pages.

Edit PDF

Transform your PDFs effortlessly. Perfect for students making corrections, professionals updating reports, & more.

Compress PDF

Reduce PDF sizes without compromising quality. Perfect for students, business professionals, emailing, etc.

Sign PDF

Add a professional touch to your PDFs. Perfect for business contracts, official agreements, or any document requiring validation.

Rotate PDF

Correct and customize your PDFs' orientation in moments. Perfect for professionals ensuring document consistency.

Watermark PDF

Add a unique touch or safeguard sensitive documents. Perfect for businesses branding reports, copyrighting images, & more.

Merge PDF

Consolidate multiple PDFs with ease. Ideal for students compiling research, professionals creating comprehensive reports.