improve text cleaning

This commit is contained in:
simon987 2021-04-18 21:10:07 -04:00
parent 067a20f7a8
commit 2ffaa4a5b3
3 changed files with 35 additions and 11 deletions

View File

@ -3,4 +3,4 @@ import re
LINK_RE = re.compile(r"(https?://[\w\-_.]+\.[a-z]{2,4}([^\s<'\"]*|$))")
HTML_HREF_RE = re.compile(r"href=\"([^\"]+)\"")
WHITESPACE_RE = re.compile(r"\s+")
PUNCTUATION_RE = re.compile(r"[.,;:\"!?/]+")
PUNCTUATION_RE = re.compile(r"[.,;:\"!?/()|*=]+")

View File

@ -6,12 +6,18 @@ from lxml import etree
from nltk.corpus import stopwords
from nltk.stem import WordNetLemmatizer
from .regex import WHITESPACE_RE, PUNCTUATION_RE
from .regex import WHITESPACE_RE, PUNCTUATION_RE, LINK_RE
get_text = etree.XPath("//text()")
stop_words_en = set(stopwords.words("english"))
extra_stop_words_en = [
"u", "&", "-", "--"
]
stop_words_en.update(extra_stop_words_en)
nltk.download("stopwords", quiet=True)
nltk.download("wordnet", quiet=True)
@ -26,14 +32,15 @@ def clean_multicore(texts, processes, **kwargs):
)
def clean(text, compress_whitespace=False, lowercase=False, clean_html=False, strip=False, remove_punctuation=False,
remove_stopwords_en=False, lemmatize=False, fix_single_quotes=False):
if compress_whitespace and remove_stopwords_en:
raise ValueError("Redundant flags: remove_stopwords implies compress_whitespace")
def clean(text, lowercase=False, clean_html=False, strip=False, remove_punctuation=False,
remove_stopwords_en=False, lemmatize=False, fix_single_quotes=False, strip_quotes=False,
remove_urls=False):
if fix_single_quotes:
text = text.replace("`", "'")
if remove_urls:
text = LINK_RE.sub(" ", text)
if clean_html:
try:
root = etree.fromstring(text)
@ -47,9 +54,13 @@ def clean(text, compress_whitespace=False, lowercase=False, clean_html=False, st
if lowercase:
text = text.lower()
if compress_whitespace:
if not remove_stopwords_en or not lemmatize or not strip_quotes:
text = WHITESPACE_RE.sub(" ", text)
if strip_quotes:
words = WHITESPACE_RE.split(text)
text = " ".join(w.strip("\"'") for w in words)
if remove_stopwords_en or lemmatize:
words = WHITESPACE_RE.split(text)

View File

@ -42,7 +42,6 @@ class TestText(TestCase):
text,
clean_html=True,
lowercase=True,
compress_whitespace=True
)
expected = " hello, world "
@ -54,7 +53,6 @@ class TestText(TestCase):
text,
clean_html=True,
lowercase=True,
compress_whitespace=True,
strip=True
)
expected = "hello, world"
@ -67,7 +65,6 @@ class TestText(TestCase):
text,
clean_html=True,
lowercase=True,
compress_whitespace=True,
strip=True,
remove_punctuation=True
)
@ -133,3 +130,19 @@ class TestText(TestCase):
expected = "hello world it's it's"
self.assertEqual(cleaned, expected)
def test_html_10(self):
text = "<div>\n Hello, \t\n<strong>world! it's it`s https://google.ca/test/abc.pdf </strong>\n\t</div>"
cleaned = clean(
text,
clean_html=True,
lowercase=True,
remove_punctuation=True,
strip=True,
lemmatize=True,
fix_single_quotes=True,
remove_urls=True
)
expected = "hello world it's it's"
self.assertEqual(cleaned, expected)