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January 3, 2020 15:52
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Script to extract text from a pdf using Apache Tika.
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# imports | |
from tika import parser | |
import os | |
import datetime | |
# class for extracting tika files | |
class TikaExtract(object): | |
# initialize the object | |
def __init__(self, source_directory, target_directory_name): | |
# assigned variables for source_directory and target_directory_name | |
self.dir = source_directory | |
self.target = str(target_directory_name) | |
# define recursive function to walk through directory and convert pdfs | |
def extract_text_from_pdfs_recursively(self): | |
for root, dirs, files in os.walk(self.dir): | |
for file in files: | |
path_to_pdf = os.path.join(root, file) | |
[stem, ext] = os.path.splitext(path_to_pdf) | |
if ext == '.pdf': | |
print("Processing " + path_to_pdf) | |
# use tika to parse contents from file | |
pdf_contents = parser.from_file(path_to_pdf) | |
# project specific - convert to raw | |
raw_text = r'{}'.format(pdf_contents['content']) | |
# project specific - replace new lines with spaces | |
raw_text = raw_text.replace("\n"," ") | |
# project specific - replace double new lines with spaces | |
raw_text = raw_text.replace("\n\n" , " ") | |
# project specific - replace tabs with spaces | |
raw_text = raw_text.replace("\t"," ") | |
path_to_txt = stem + '.txt' | |
# check if target directory exists | |
if not os.path.exists(str(os.getcwd()) + self.target): | |
os.makedirs(str(os.getcwd()) + self.target) | |
# write the text file to the target directory | |
# names of the files will be the same, except have the .txt extension | |
with open(str(os.getcwd()) + self.target + str(file[:-4]) + ".txt", 'w') as txt_file: | |
print("Writing contents to " + str(os.getcwd()) + self.target + str(file[:-4]) + ".txt") | |
txt_file.write(raw_text) | |
# implementation | |
tikaextract = TikaExtract(source_directory=str(os.getcwd())+'/source_directory/', | |
target_directory_name='/target_directory/') | |
# run the function | |
tikaextract.extract_text_from_pdfs_recursively() | |
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