mirror of
https://github.com/nhammer514/textfiles-politics.git
synced 2025-05-07 17:15:07 -04:00
improved main.py, can wrap all names in document now
This commit is contained in:
parent
6c04235b78
commit
b08a35eceb
327 changed files with 40923 additions and 39723 deletions
|
@ -2,6 +2,8 @@ import spacy
|
|||
from collections import Counter
|
||||
import re as regex
|
||||
import os
|
||||
from saxonche import PySaxonProcessor
|
||||
|
||||
|
||||
#### Loads all of the necessary variables and functions.
|
||||
nlp = spacy.load("en_core_web_lg")
|
||||
|
@ -12,7 +14,6 @@ outputPath = os.path.join(workingDir, 'output/')
|
|||
insideDir = os.listdir(CollPath)
|
||||
print(insideDir)
|
||||
|
||||
|
||||
# Copies files in case they do not exist
|
||||
def copyTextFiles(file):
|
||||
content = []
|
||||
|
@ -20,7 +21,7 @@ def copyTextFiles(file):
|
|||
with open(CollPath + "/" + file, 'r', encoding='utf8') as inFile:
|
||||
for line in inFile:
|
||||
content.append(line)
|
||||
print("copying " + file)
|
||||
print(" ~~~~~~~~~~~~~~~~~~~~~~~~~~~ copying " + file + " ~~~~~~~~~~~~~~~~~~~~~~~~~~~ ")
|
||||
inFile.close()
|
||||
# With the contents copied, a loop will go through the array and write it all in a new file in output folder.
|
||||
with open(outputPath + "/" + file, 'w', encoding='utf8') as f:
|
||||
|
@ -29,37 +30,50 @@ def copyTextFiles(file):
|
|||
|
||||
# Function runs through the tokens of given file. Entities are stored in array, then returned. Called by regexFile().
|
||||
def entitycollector(tokens):
|
||||
entities = []
|
||||
for entity in tokens.ents:
|
||||
if entity.label_ == "PERSON":
|
||||
entities.append(entity.text)
|
||||
with open('output.txt', 'w') as f:
|
||||
entities = {}
|
||||
for ent in sorted(tokens.ents):
|
||||
# if entity.label_ == "NORP" or entity.label_ == "LOC" or entity.label_=="GPE":
|
||||
# ebb: The line helps experiment with different spaCy named entity classifiers, in combination if you like:
|
||||
# When using it, remember to indent the next lines for the for loop.
|
||||
# print(entity.text, entity.label_, spacy.explain(entity.label_))
|
||||
entityInfo = [ent.text, ent.label_, spacy.explain(ent.label_)]
|
||||
stringify = str(entityInfo)
|
||||
f.write(stringify)
|
||||
f.write('\n')
|
||||
# PRINT TO FILE
|
||||
# entities.append(entity.text)
|
||||
entities[ent.text] = ent.label_
|
||||
return entities
|
||||
|
||||
# Function runs regex through given file.
|
||||
def regexFile(file):
|
||||
# First, it reads file given. Supposedly, the newly created file in output folder.
|
||||
with open(outputPath + "/" + file, 'r', encoding='utf8') as inFile:
|
||||
rawText = str(inFile.read())
|
||||
# Regex finds all elements in a file and deletes them. Then Regex finds anything that is not a letter, and
|
||||
# deletes. It is stored in a variable that is supposedly clean from anything extra.
|
||||
cleanedText = regex.sub('[^A-z]+', ' ', regex.sub('<.+?>', ' ', rawText))
|
||||
# token stuff
|
||||
fileDir = os.path.join(outputPath, file)
|
||||
with PySaxonProcessor(license=False) as proc:
|
||||
# grabs the original xml file and stores it in a variable for later.
|
||||
xml = open(fileDir, encoding='utf-8').read()
|
||||
xp = proc.new_xpath_processor()
|
||||
node = proc.parse_xml(xml_text=xml)
|
||||
xp.set_context(xdm_item=node)
|
||||
xpath = xp.evaluate('//p ! normalize-space() => string-join()')
|
||||
string = xpath.__str__()
|
||||
cleanedText = regex.sub('[^A-z]+', ' ', string)
|
||||
tokens = nlp(cleanedText)
|
||||
wrappedText = xml
|
||||
listEntities = entitycollector(tokens)
|
||||
# If the listEntity array has content in it, it will go through the list to see if the content is located
|
||||
# anywhere in the original, raw text.
|
||||
#print(listEntities)
|
||||
if listEntities:
|
||||
for entity in listEntities:
|
||||
wrappedText = regex.sub(str(entity), '<person>' + entity + '</person>',rawText)
|
||||
# Saves newly wrapped elements and then writes it into the copied file.
|
||||
with open(outputPath + "/" + file, 'w', encoding='utf8') as f:
|
||||
f.write(wrappedText)
|
||||
print("WRAPPING " + entity)
|
||||
f.close()
|
||||
else:
|
||||
print("No names... Probably did not detect any?")
|
||||
for entity in listEntities.keys():
|
||||
#print(entity, listEntities[entity])
|
||||
if listEntities[entity] == "PERSON":
|
||||
key_template = "<ent type = 'person'>" + entity + "</ent>"
|
||||
wrappedText = wrappedText.replace(entity, key_template)
|
||||
# Saves newly wrapped elements and then writes it into the copied file.
|
||||
with open(fileDir, 'w', encoding='utf8') as f:
|
||||
f.write(wrappedText)
|
||||
print("WRAPPING " + entity)
|
||||
|
||||
# Goes through all of the original conspiracy texts
|
||||
for file in insideDir:
|
||||
copyTextFiles(file)
|
||||
regexFile(file)
|
||||
regexFile(file)
|
||||
print("File checking finished.")
|
Loading…
Add table
Add a link
Reference in a new issue