Created
September 16, 2024 09:48
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Text extraction from PDF using 3 different methods
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import pypdf | |
import easyocr | |
import pytesseract | |
import os | |
import fitz | |
pytesseract.pytesseract.tesseract_cmd = r"C:\Users\{USER_NAME}\AppData\Local\Programs\Tesseract-OCR\tesseract.exe" | |
FILE_PATH = "2024-V4.pdf" | |
def readPdf(pdf_path): | |
try: | |
content = pypdf.PdfReader(pdf_path) | |
first_page = content.pages[0] | |
print(first_page.extract_text()) | |
except: | |
print("There was a problem in reading PDF file") | |
def ocrPdf(pdf_path, method): | |
extracted_text = "" | |
# OCR reader | |
reader = easyocr.Reader(["en"], True) | |
# Convert PDF to images | |
pdf = fitz.open(pdf_path) | |
for index, page in enumerate(pdf.pages()): | |
image = page.get_pixmap() | |
image.pil_save(f"ocr-image-test-{index}.png") | |
# Read Text from images | |
for file in os.listdir(os.getcwd()): | |
if 'ocr-image-test-' in file: | |
if method == "easyocr": | |
content = reader.readtext(file, detail=False) | |
extracted_text += f' {" ".join(content)}' | |
if method == "pytesseract": | |
content = pytesseract.image_to_string(file) | |
extracted_text += content | |
# Delete garbage | |
for file in os.listdir(os.getcwd()): | |
if 'ocr-image-test-' in file: | |
os.remove(file) | |
print(extracted_text) | |
def main(pdf_file): | |
# Check if file exists | |
exist = os.path.exists(pdf_file) | |
if not exist: | |
print("CV file does not exist") | |
return | |
# readPdf(pdf_file) | |
# ocrPdf(pdf_file, "pytesseract") | |
ocrPdf(pdf_file, "easyocr") | |
main(FILE_PATH) | |
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