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################################################################ | |
# | |
# Recognize text in all image files in a certain directory | |
# And write it to seperate or one textfile(s) or a SQLite3 database | |
# | |
################################################################# | |
# Make sure you installed Pytesseract : https://stackoverflow.com/questions/50951955/pytesseract-tesseractnotfound-error-tesseract-is-not-installed-or-its-not-i | |
# TODO : clear confusion betweend dir_name and rootdir | |
# add creation/modification date/time as field | |
# if there is an error, you have to start all over again with reading the directories | |
# Import libraries | |
from PIL import Image | |
import pytesseract | |
import os | |
import time | |
import sqlite3 as sl | |
import pandas as pd | |
def convert_txt_to_ocr(file_name): | |
"""Really recognize the text in the image to text | |
Args: | |
file_name (string): the filename | |
Returns: | |
text: the text in the image | |
""" | |
print(f"Converting {file_name}") | |
pytesseract.pytesseract.tesseract_cmd = ( | |
r"C:\Program Files\Tesseract-OCR\tesseract.exe" | |
) | |
try: | |
text = str(((pytesseract.image_to_string(Image.open(file_name))))) | |
except: | |
text = (f"Error reading {file_name}") | |
#text = "" | |
return text | |
def txt_to_ocr(dir_name, item, extensionsToCheck): | |
"""See if the file is an image, check there is text in the image and save/append the text to a file""" | |
for e in extensionsToCheck: | |
if item.endswith(e): | |
file_name = dir_name + os.sep + item | |
print(f"Processing {file_name}") | |
text = convert_txt_to_ocr(file_name) | |
if len(text) > 0 : | |
return text | |
else: | |
print(f"No text found in {file_name}") | |
def save_text(text, filename, modus, dir_name, rootdir): | |
"""Save/append the text to a file""" | |
#print(f"Saving {filename}") | |
if modus == "new": | |
filename = filename.replace(".PNG", "_PNG") | |
filename = filename.replace(".png", "_png") | |
filename = filename.replace(".jpg", "_jpg") | |
filename = filename.replace(".jpeg", "_jpeg") | |
filename = filename.replace(".JPG", "_JPG") | |
filename_txt = filename + ".txt" | |
with open(filename_txt, "w") as f: | |
#print(f"Saving {filename}") | |
f.write(text) | |
elif modus == "append": | |
file_to_save = rootdir + os.sep + " text_in_images.txt" | |
with open(file_to_save, "a") as f: | |
print(f"Adding {filename} to textfile") | |
f.write(f"\n\n=== {dir_name} \ {filename} ===\n") | |
f.write(text) | |
else: | |
print("ERROR IN 'modus'") | |
def insert_text_to_database( con, directory, filename, text): | |
"""Insert the text in the database | |
""" | |
print(f"Writing {filename} to database") | |
sql = 'INSERT INTO txt_from_images( directory, filename, text_in_image) values(?,?, ?)' | |
data = [ | |
(directory, filename,text ) | |
] | |
with con: | |
con.executemany(sql, data) | |
def take_action_with_text(dir_name, modus, action, text, file_name,rootdir,con): | |
"""Save to textfile or to database? | |
""" | |
if text is not None: | |
if action == "save_to_database": | |
insert_text_to_database( con, dir_name, file_name, text) | |
elif action == "save_to_txt_file": | |
save_text(text, file_name, modus, dir_name, rootdir) | |
else: | |
print ("ERROR in 'action'") | |
def main(): | |
###################################################################### | |
dir_name = r"C:\Users\rcxsm\Pictures\ocr_test" | |
extensionsToCheck = [".jpg", ".JPG", ".jpeg", ".png", ".PNG"] | |
modus = "new" # "append" # 'new' to place text in seperate textfiles, ' append' to put all text in one file | |
to_do = "including_subdirectories"# "single_directory" #"including_subdirectories" | |
action = "save_to_database" #"save_to_txt_file" #"save_to_database" | |
####################################################################### | |
if action == "save_to_database": | |
db_name = dir_name + os.sep + "my_test.db" | |
con = sl.connect(db_name) | |
try: | |
with con: | |
con.execute(""" | |
CREATE TABLE txt_from_images ( | |
id INTEGER NOT NULL PRIMARY KEY AUTOINCREMENT, | |
directory TEXT, | |
filename TEXT, | |
text_in_image TEXT | |
); | |
""") | |
except: | |
print ("Table exists already") | |
else: | |
con = None | |
s1 = int(time.time()) | |
if to_do == "single_directory": | |
rootdir = dir_name | |
print(f"Browsing {dir_name}") | |
lengte = len(os.listdir(dir_name)) | |
n = 1 | |
os.chdir(dir_name) # change directory from working dir to dir with files | |
for file in os.listdir(dir_name): # loop through items in dir | |
print(f"{n}/{lengte}") | |
text = txt_to_ocr(dir_name, file, extensionsToCheck) | |
take_action_with_text(dir_name, modus, action, text, file,rootdir,con) | |
n = n + 1 | |
elif to_do == "including_subdirectories": | |
rootdir = dir_name | |
for subdir, dirs, files in os.walk(dir_name): | |
for file in files: | |
print(f"{subdir =}") | |
print(f"{file =}") | |
text = txt_to_ocr(subdir, file, extensionsToCheck) | |
take_action_with_text(subdir, modus, action, text, file,rootdir, con) | |
else: | |
print("ERROR IN 'to_do' variable") | |
s2 = int(time.time()) | |
s2x = s2 - s1 | |
print("Downloading took " + str(s2x) + " seconds ....") | |
if __name__ == "__main__": | |
main() | |
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