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updated sentence annotation file with final version
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import spacy | ||
import os | ||
import pdfx | ||
import re | ||
from googleapiclient.discovery import build | ||
from google.oauth2 import service_account | ||
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def process_document(title, source_path,source, sheet, SAMPLE_SPREADSHEET_ID): | ||
def process_document(title, source_path, sheet, SAMPLE_SPREADSHEET_ID): | ||
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# READING AND MANIPULATING INPUT FILE | ||
path = 'data/'+source_path+'/'+title+'.pdf' | ||
input_file = pdfx.PDFx(path) # TO DO: OPTIMIZE PATH, GET IT STRAIGHT FROM PARAMETER INSTEAD OF CALCULATING IT AGAIN | ||
input_file = pdfx.PDFx(path) | ||
input_file = input_file.get_text() | ||
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doc = nlp(input_file) | ||
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values = [] | ||
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# Separating corpus in sentences | ||
for span in doc.sents: | ||
sentence = [] | ||
#sent = re.sub("\n", " ", str(span)) # to get DATAPOLICY3 format comment this line, and add str casting to append | ||
#span = re.sub("\n\n", " ", str(span)) | ||
sentence.append(str(span)) | ||
values.append(sentence) | ||
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# Formatting sentences to fill the spreadsheet | ||
value_input_option = 'USER_ENTERED' | ||
sentences = { | ||
'values': values | ||
} | ||
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sheet.values().update(spreadsheetId=SAMPLE_SPREADSHEET_ID, range='Test'+'!A2:A2000',valueInputOption=value_input_option, body=sentences).execute()#title | ||
# Write sentences in the annotation spreadsheet | ||
sheet.values().update(spreadsheetId=SAMPLE_SPREADSHEET_ID, range=title+'!A2:A2000',valueInputOption=value_input_option, body=sentences).execute() | ||
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# Setting up access to annotation file in google spreadsheet | ||
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# If modifying these scopes, delete the file token.json. | ||
SCOPES = ['https://www.googleapis.com/auth/spreadsheets'] | ||
SERVICE_ACCOUNT_FILE = 'google_key.json' | ||
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creds = service_account.Credentials.from_service_account_file( | ||
SERVICE_ACCOUNT_FILE, scopes=SCOPES) | ||
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# The ID and range of a sample spreadsheet. | ||
#SAMPLE_SPREADSHEET_ID = '12mT4Fl9t3UVW8Jx8NjA8SJPVWDNH0lnkUgb6cM3ZiyQ' | ||
SAMPLE_SPREADSHEET_ID = '1trg0bot87WtOALsxiiEIVYX6VW6mIBr90GrsY-t2jRw' | ||
service = build('sheets', 'v4', credentials=creds) | ||
sheet = service.spreadsheets() | ||
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nlp = spacy.load('en_core_web_lg') # TRY REPRODUCING WITH SM | ||
print ("Pipeline:", nlp. pipe_names) | ||
nlp.enable_pipe("parser") | ||
print ("Pipeline:", nlp. pipe_names) | ||
nlp = spacy.load('en_core_web_sm') # Obs: splitting for annotation was executed with sm but ideally should have been with large model | ||
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path='Privacy/Facebook/TargetCompanySourced' # TO ADD DIFFERENT DOCUMENTS, REMOVE PART AFTER LAST / | ||
source='TargetCompanySourced' | ||
path='Privacy/Facebook/TargetCompanySourced' # TO ADD DIFFERENT DOCUMENTS, UPDATE PATH | ||
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process_document('DataPolicy', path, source, sheet, SAMPLE_SPREADSHEET_ID) | ||
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#for filename in os.listdir('data/'+path): | ||
# print(filename) | ||
# file_name, file_extension = os.path.splitext(filename) | ||
# process_document(file_name, path, source, sheet, SAMPLE_SPREADSHEET_ID) | ||
# Loops through all the documents in the specified folder | ||
for filename in os.listdir('data/'+path): | ||
print(filename) | ||
file_name, file_extension = os.path.splitext(filename) | ||
process_document(file_name, path, sheet, SAMPLE_SPREADSHEET_ID) |