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@ -8,6 +8,14 @@ import glob
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import time
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import time
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from fpdf import FPDF
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from fpdf import FPDF
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import os
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import os
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import shutil
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path1 = './temp'
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if not os.path.isdir(path1):
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os.makedirs(path1)
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os.makedirs('./temp/crops4')
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os.makedirs('./temp/crops7')
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os.makedirs('./temp/crops_more')
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stopwords.words('english')
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stopwords.words('english')
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sr = set(stopwords.words('english'))
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sr = set(stopwords.words('english'))
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@ -58,10 +66,8 @@ allwords = []
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scanimg = glob.glob('images-tiff/*.tiff')
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scanimg = glob.glob('images-tiff/*.tiff')
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hocr = glob.glob('hocr/*.html')
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hocr = glob.glob('hocr/*.html')
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num = 0
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num = 0
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maximum = 20 / len(scanimg) # this helps the script remove words in a way that is proportional to number of pages scanned
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maximum = 20 / len(scanimg) # this helps the script remove words in a way that is proportional to number of pages scanned
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# loop through every image in scanimg folder
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# loop through every image in scanimg folder
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for i in scanimg:
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for i in scanimg:
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x = x + 1
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x = x + 1
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@ -70,10 +76,9 @@ for i in scanimg:
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oim = Image.new("RGB", iim.size, (255, 255, 255)) #oim is output image
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oim = Image.new("RGB", iim.size, (255, 255, 255)) #oim is output image
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# open corresponding hocr file
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# open corresponding hocr file
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print ("Analysing", hocr[x])
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f = open(hocr[x])
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f = open(hocr[x])
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print ('Reading scanned image, filtering least common words.')
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print ('Reading scanned image and hocr file, filtering least common words.')
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print ("")
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print ('')
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t = html5lib.parse(f, namespaceHTMLElements=False)
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t = html5lib.parse(f, namespaceHTMLElements=False)
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@ -86,10 +91,14 @@ for i in scanimg:
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findleastcommon(clean_words) #find least common words and add them to list
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findleastcommon(clean_words) #find least common words and add them to list
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mostcommon_list = findmostcommon(clean_words, 30) #find most common words and add them to list
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mostcommon_list = findmostcommon(clean_words, 30) #find most common words and add them to list
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print ("The most common words until text", x+1, "are:", mostcommon_list)
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print ('The most common words until text', x+1, 'are:', mostcommon_list)
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print ('')
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# loop through every word in hocr file to extract coordinates, then remove or paste into output image
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# loop through every word in hocr file to extract coordinates, then remove or paste into output image
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print ('Processing word coordinates and replacing least common words with most common words.')
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print ('')
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for element in t.findall(".//span[@class='ocrx_word']"):
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for element in t.findall(".//span[@class='ocrx_word']"):
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word = filternone(element.text)
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word = filternone(element.text)
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c = coordinates(element.attrib['title'])
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c = coordinates(element.attrib['title'])
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@ -99,17 +108,17 @@ for i in scanimg:
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#extract coordinates
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#extract coordinates
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if word.lower() in mostcommon_list and len(word) > 1 and len(word) <= 5:
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if word.lower() in mostcommon_list and len(word) > 1 and len(word) <= 5:
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wim.save ("output/erase-replace/crops4/wimreplace{}.png".format(num))
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wim.save ("temp/crops4/wimreplace{}.png".format(num))
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elif word in mostcommon_list and len(word) <= 7 :
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elif word in mostcommon_list and len(word) <= 7 :
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wim.save ("output/erase-replace/crops7/wimreplace{}.png".format(num))
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wim.save ("temp/crops7/wimreplace{}.png".format(num))
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elif word in mostcommon_list and len(word) > 7 :
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elif word in mostcommon_list and len(word) > 7 :
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wim.save ("output/erase-replace/crops_more/wimreplace{}.png".format(num))
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wim.save ("temp/crops_more/wimreplace{}.png".format(num))
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if x > 0:
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if x > 0:
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# use PIL to crop out every box, then paste it according to if rule
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# use PIL to crop out every box, then paste it according to if rule
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randomimg4 = random.choice(glob.glob('./output/erase-replace/crops4/*.png'))
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randomimg4 = random.choice(glob.glob('temp/crops4/*.png'))
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randomimg7 = random.choice(glob.glob('./output/erase-replace/crops7/*.png'))
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randomimg7 = random.choice(glob.glob('temp/crops7/*.png'))
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randomimg_more = random.choice(glob.glob('./output/erase-replace/crops_more/*.png'))
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randomimg_more = random.choice(glob.glob('temp/crops_more/*.png'))
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wimreplace4 = Image.open(randomimg4)
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wimreplace4 = Image.open(randomimg4)
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wimreplace7 = Image.open(randomimg7)
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wimreplace7 = Image.open(randomimg7)
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@ -128,23 +137,18 @@ for i in scanimg:
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elif word.lower() in leastcommon_list and len(word) < 8:
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elif word.lower() in leastcommon_list and len(word) < 8:
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oim.paste(out4, (c[0], c[1]))
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oim.paste(out4, (c[0], c[1]))
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print ('Excluding:', word)
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elif word.lower() in leastcommon_list and len(word) < 11:
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elif word.lower() in leastcommon_list and len(word) < 11:
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oim.paste(out7, (c[0], c[1]))
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oim.paste(out7, (c[0], c[1]))
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print ('Excluding:', word)
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elif word.lower() in leastcommon_list and len(word) > 8:
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elif word.lower() in leastcommon_list and len(word) > 8:
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oim.paste(out_more, (c[0], c[1]))
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oim.paste(out_more, (c[0], c[1]))
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print ('Excluding:', word)
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else:
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else:
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oim.paste(wim, (c[0], c[1], c[2], c[3]))
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oim.paste(wim, (c[0], c[1], c[2], c[3]))
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print ('Including:', word)
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else:
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else:
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oim.paste(wim, (c[0], c[1], c[2], c[3]))
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oim.paste(wim, (c[0], c[1], c[2], c[3]))
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print ('Including:', word)
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#-------------------------------------------------------------------------------#
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#-------------------------------------------------------------------------------#
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@ -155,20 +159,18 @@ for i in scanimg:
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#-------------------------------------------------------------------------------#
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#-------------------------------------------------------------------------------#
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# save images into PDF
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# save images into PDF
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outputs = glob.glob('output/erase-replace/*replace.jpg')
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outputs = glob.glob('output/erase-replace/*replace.jpg')
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print ("Saving to PDF:", outputs)
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print ('')
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print ("Saving to PDF: output/erase-replace/Replace.pdf")
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def makePdf(pdfFileName, listPages, dir = ''):
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def makePdf(pdfFileName, listPages, dir = ''):
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if (dir):
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if (dir):
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dir += "/"
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dir += "/"
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cover = Image.open(dir + str(listPages[0]))
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cover = Image.open(dir + str(listPages[0]))
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width, height = cover.size
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width, height = cover.size
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pdf = FPDF(unit = "pt", format = [width, height])
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pdf = FPDF(unit = "pt", format = [width, height])
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for page in listPages:
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for page in listPages:
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pdf.add_page()
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pdf.add_page()
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pdf.image(dir + str(page), 0, 0)
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pdf.image(dir + str(page), 0, 0)
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pdf.output(dir + pdfFileName + ".pdf", "F")
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pdf.output(dir + pdfFileName + ".pdf", "F")
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makePdf('output/erase-replace/Replace', outputs, dir = '')
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makePdf('output/erase-replace/Replace', outputs, dir = '')
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@ -178,15 +180,4 @@ files = glob.glob('./output/erase-replace/*replace.jpg')
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for f in files:
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for f in files:
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os.remove(f)
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os.remove(f)
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files = glob.glob('./output/erase-replace/crops4/*.png')
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shutil.rmtree('./temp/')
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for f in files:
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os.remove(f)
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files = glob.glob('./output/erase-replace/crops7/*.png')
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for f in files:
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os.remove(f)
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files = glob.glob('./output/erase-replace/crops_more/*.png')
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for f in files:
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os.remove(f)
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