Extract text and image from PDF files in python

# Module Imports
import os
from PIL import Image
import pytesseract
from pdf2image import convert_from_path

# Define Paths
poppler_path = r'C:\Program Files\poppler-0.68.0\poppler-0.68.0\bin'
pytesseract.pytesseract.tesseract_cmd = r'C:\Program Files\Tesseract-OCR\tesseract'
pdf_path = "chemistry.pdf"

# Save PDF pages to images
images = convert_from_path(pdf_path=pdf_path, poppler_path=poppler_path)
for count, img in enumerate(images):
    img_name = f"page_{count}.png"  
    img.save(img_name, "png")

# Extract Text
png_files = [f for f in os.listdir(".") if f.endswith(".png")]
for png_file in png_files:
    extracted_text = pytesseract.image_to_string(Image.open(png_file))
    print(extracted_text)

Reference - https://www.gcptutorials.com/post/python-extract-text-from-pdf-files