essbase using max_threads import
import os
import re
from tkinter import Tk, Label, StringVar
from tkinterdnd2 import DND_FILES, TkinterDnD
from PIL import Image
from tesserocr import PyTessBaseAPI
from concurrent.futures import ThreadPoolExecutor

MAX_THREADS = 2  # multi-threading

def rename_based_on_ocr(filepath):
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    if filepath.endswith((".jpg", ".jfif", ".png", ".gif")):
        try:
            with Image.open(filepath) as img:
                # Use tesserocr to OCR the image
                with PyTessBaseAPI() as api:
                    api.SetImage(img)
                    text = api.GetUTF8Text().strip()

                # Excluding certain OCR words
                exclude_words = ["Replying to", "top comments", "sorted by", "From Wikipedia the free encyclopedia", "likes", "jpg", "png", "KB", "No", "yes", "ANONYMOUS", "Anymous", "ID", "Jan", "Feb", "Mar", "Apr", "May", "Jun", "Jul", "Aug", "Sep", "Oct", "Nov", "Dec", "Mon", "Tue", "Wed", "Thu", "Fri", "Sat", "Sun", "ID", "File", "Reply", "Subscribe", "SUBSCRIBE","Now", "NOW", "Login", "LOGIN", "FOLLOWING", "FOLLOWERS", "You Retweeted", "Follow", "http", "www", "com", "https", "Translator", "iadb", "GMT", "httpiwww", "httpwww", "Google Translate", "---", "--", "----", "-", "Share this article", "hours ago", "View replies", "Twitter for iPhone", "google yandex igdb wait"]
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                for word in exclude_words:
                    text = text.replace(word, '')

                # Remove 2-letter words
                text = ' '.join([word for word in text.split() if len(word) > 2])

                # Remove all numbers longer than 4 digits
                modified_text = []
                for word in text.split():
                    if not word.isdigit() or (word.isdigit() and len(word) <= 4):
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                        modified_text.append(word)
                text = ' '.join(modified_text)

                # Use only the first 100 characters and replace invalid filename characters
                new_name = ''.join(e for e in text[:120] if e.isalnum() or e in [' ', '-']).rstrip().replace("  ", " ") + os.path.splitext(filepath)[-1]

                # If no valid characters are found or new_name becomes empty, retain the original name
                if not new_name.strip() or new_name == os.path.splitext(filepath)[-1]:
                    return f"File {os.path.basename(filepath)} remains unchanged."

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                # Avoid overwriting files
                new_filepath = os.path.join(os.path.dirname(filepath), new_name)
                count = 1
                while os.path.exists(new_filepath) and new_filepath != filepath:
                    new_name_base, ext = os.path.splitext(new_name)
                    new_filepath = os.path.join(os.path.dirname(filepath), f"{new_name_base}_{count}{ext}")
                    count += 1

                # Rename the file
                os.rename(filepath, new_filepath)
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        except Exception as e:
            return f"Error processing file {os.path.basename(filepath)}: {e}"

    return f"Successfully renamed {os.path.basename(filepath)}"

def on_drop(event):
    files = root.tk.splitlist(event.data)
    with ThreadPoolExecutor(max_workers=MAX_THREADS) as executor:
        results = list(executor.map(rename_based_on_ocr, files))
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    # Update the status label with a summary
    errors = [r for r in results if "Error" in r]
    status_var.set(f"Processed {len(files)} files. Errors: {len(errors)}")

root = TkinterDnD.Tk()
root.title("Drag & Drop OCR Renamer")

Label(root, text="Drag & drop your image files here").pack(pady=20)
status_var = StringVar()
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status_label = Label(root, textvariable=status_var)
status_label.pack(pady=10)

root.drop_target_register(DND_FILES)
root.dnd_bind('<<Drop>>', on_drop)

root.mainloop()

essbase using max_threads import