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findspam.py
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# -*- coding: utf-8 -*-
# noinspection PyCompatibility
import regex
from difflib import SequenceMatcher
from urllib.parse import urlparse
from itertools import chain
from collections import Counter
from datetime import datetime
import os.path as path
# noinspection PyPackageRequirements
import tld
# noinspection PyPackageRequirements
from tld.utils import TldDomainNotFound
import phonenumbers
import dns.resolver
from helpers import all_matches_unique, log
from globalvars import GlobalVars
from blacklists import load_blacklists
TLD_CACHE = []
LEVEN_DOMAIN_DISTANCE = 3
SIMILAR_THRESHOLD = 0.95
SIMILAR_ANSWER_THRESHOLD = 0.7
CHARACTER_USE_RATIO = 0.42
REPEATED_CHARACTER_RATIO = 0.20
EXCEPTION_RE = r"^Domain (.*) didn't .*!$"
RE_COMPILE = regex.compile(EXCEPTION_RE)
COMMON_MALFORMED_PROTOCOLS = [
('httl://', 'http://'),
]
# These types of files frequently get caught as "misleading link"
SAFE_EXTENSIONS = set(('htm', 'py', 'java', 'sh'))
SE_SITES_RE = r'(?:{sites})'.format(
sites='|'.join([
r'([a-z]+\.)stackoverflow\.com',
r'(?:{doms})\.com'.format(doms='|'.join(
[r'askubuntu', r'superuser', r'serverfault'])),
r'mathoverflow\.net',
r'(?:[a-z]+\.)*stackexchange\.com']))
SE_SITES_DOMAINS = ['stackoverflow.com', 'askubuntu.com', 'superuser.com', 'serverfault.com',
'mathoverflow.net', 'stackapps.com', 'stackexchange.com', 'sstatic.net']
# Flee before the ugly URL validator regex!
# We are using this, instead of a nice library like BeautifulSoup, because spammers are
# stupid and don't always know how to actually *link* their web site. BeautifulSoup misses
# those plain text URLs.
# https://gist.github.com/dperini/729294#gistcomment-1296121
URL_REGEX = regex.compile(
r"""((?:(?:https?|ftp)://)(?:\S+(?::\S*)?@)?(?:(?!(?:10|127)"""
r"""(?:\.\d{1,3}){3})(?!(?:169\.254|192\.168)(?:\.\d{1,3}){2}))"""
r"""(?!172\.(?:1[6-9]|2\d|3[0-1])(?:\.\d{1,3}){2})(?:[1-9]\d?|1\d\d|2[01]\d|22[0-3])"""
r"""(?:\.(?:1?\d{1,2}|2[0-4]\d|25[0-5])){2}(?:\.(?:[1-9]\d?|1\d\d|2[0-4]\d|25[0-4]))"""
r"""|(?:(?:[a-z\u00a1-\uffff0-9]-?)*[a-z\u00a1-\uffff0-9]+)(?:\.(?:[a-z\u00a1-\uffff0-9]-?)"""
r"""*[a-z\u00a1-\uffff0-9]+)*(?:\.(?:[a-z\u00a1-\uffff]{2,})))(?::\d{2,5})?(?:/\S*)?""", regex.UNICODE)
def levenshtein(s1, s2):
if len(s1) < len(s2):
return levenshtein(s2, s1)
if len(s2) == 0:
return len(s1)
previous_row = range(len(s2) + 1)
for i, c1 in enumerate(s1):
current_row = [i + 1]
for j, c2 in enumerate(s2):
insertions = previous_row[j + 1] + 1
deletions = current_row[j] + 1
substitutions = previous_row[j] + (c1 != c2)
current_row.append(min(insertions, deletions, substitutions))
previous_row = current_row
return previous_row[-1]
def contains_tld(s):
global TLD_CACHE
# Hackity hack.
if len(TLD_CACHE) == 0:
with open(path.join(tld.defaults.NAMES_LOCAL_PATH_PARENT, tld.defaults.NAMES_LOCAL_PATH), 'r') as f:
TLD_CACHE = [x.rstrip('\n') for x in f.readlines() if x.rstrip('\n') and
not x.strip().startswith('//')]
return any([('.' + x) in s for x in TLD_CACHE])
def malicious_link(s, site, *args):
link_regex = r"<a href=\"([^\"]+)\"[^>]*>([^<]+)<\/a>"
compiled = regex.compile(link_regex)
search = compiled.search(s)
if search is None:
return False, ''
href, text = search[1], search[2]
try:
parsed_href = tld.get_tld(href, as_object=True)
print(parsed_href.domain, SE_SITES_DOMAINS)
if parsed_href.tld in SE_SITES_DOMAINS:
return False, ''
if contains_tld(text) and ' ' not in text:
parsed_text = tld.get_tld(text, fix_protocol=True, as_object=True)
else:
raise tld.exceptions.TldBadUrl('Link text is not a URL')
except tld.exceptions.TldDomainNotFound:
return False, ''
except tld.exceptions.TldBadUrl:
return False, ''
except ValueError as err:
return False, ''
if site == 'stackoverflow.com' and parsed_text.tld.split('.')[-1] in SAFE_EXTENSIONS:
return False, ''
elif levenshtein(parsed_href.domain.lower(), parsed_text.domain.lower()) > LEVEN_DOMAIN_DISTANCE:
return True, 'Domain {} indicated by possible misleading text {}.'.format(
parsed_href, parsed_text
)
else:
return False, ''
# noinspection PyUnusedLocal,PyMissingTypeHints,PyTypeChecker
def has_repeated_words(s, site, *args):
words = regex.split(r"[\s.,;!/\()\[\]+_-]", s)
words = [word for word in words if word != ""]
streak = 0
prev = ""
for word in words:
if word == prev and word.isalpha() and len(word) > 1:
streak += 1
else:
streak = 0
prev = word
if streak >= 5 and streak * len(word) >= 0.2 * len(s):
return True, u"Repeated word: *{}*".format(word)
return False, ""
# noinspection PyUnusedLocal,PyMissingTypeHints
def has_few_characters(s, site, *args):
s = regex.sub("</?p>", "", s).rstrip() # remove HTML paragraph tags from posts
uniques = len(set(list(s)))
if (len(s) >= 30 and uniques <= 6) or (len(s) >= 100 and uniques <= 15): # reduce if false reports appear
if (uniques <= 15) and (uniques >= 5) and site == "math.stackexchange.com":
# Special case for Math.SE: Uniques case may trigger false-positives.
return False, ""
return True, u"Contains {} unique characters".format(uniques)
return False, ""
# noinspection PyUnusedLocal,PyMissingTypeHints
def has_repeating_characters(s, site, *args):
s = regex.sub('http[^"]*', "", s) # remove URLs for this check
if s is None or len(s) == 0 or len(s) >= 300 or regex.compile("<pre>|<code>").search(s):
return False, ""
matches = regex.compile(u"([^\\s_\u200b\u200c.,?!=~*/0-9-])(\\1{9,})", regex.UNICODE).findall(s)
match = "".join(["".join(match) for match in matches])
if len(match) / float(len(s)) >= REPEATED_CHARACTER_RATIO: # Repeating characters make up >= 20 percent
return True, u"Repeated character: *{}*".format("*, *".join(["".join(match) for match in matches]))
return False, ""
# noinspection PyUnusedLocal,PyMissingTypeHints
def link_at_end(s, site, *args): # link at end of question, on selected sites
s = regex.sub("</strong>|</em>|</p>", "", s)
match = regex.compile(r"(?i)https?://(?:[.A-Za-z0-9-]*/?[.A-Za-z0-9-]*/?|plus\.google\.com/"
r"[\w/]*|www\.pinterest\.com/pin/[\d/]*)</a>\s*$").search(s)
if match and not regex.compile(r"(?i)upload|\b(imgur|yfrog|gfycat|tinypic|sendvid|ctrlv|prntscr|gyazo|youtu\.?be|"
r"stackexchange|superuser|past[ie].*|dropbox|microsoft|newegg|cnet|regex101|"
r"(?<!plus\.)google|localhost|ubuntu|getbootstrap|"
r"jsfiddle\.net|codepen\.io)\b").search(match.group(0)):
return True, u"Link at end: {}".format(match.group(0))
return False, ""
# noinspection PyUnusedLocal,PyMissingTypeHints,PyTypeChecker
def non_english_link(s, site, *args): # non-english link in short answer
if len(s) < 600:
links = regex.compile(r'nofollow(?: noreferrer)?">([^<]*)(?=</a>)', regex.UNICODE).findall(s)
for link_text in links:
word_chars = regex.sub(r"(?u)\W", "", link_text)
non_latin_chars = regex.sub(r"\w", "", word_chars)
if len(word_chars) >= 1 and ((len(word_chars) <= 20 and len(non_latin_chars) >= 1) or
(len(non_latin_chars) >= 0.05 * len(word_chars))):
return True, u"Non-English link text: *{}*".format(link_text)
return False, ""
# noinspection PyUnusedLocal,PyMissingTypeHints,PyTypeChecker
def mostly_non_latin(s, site, *args): # majority of post is in non-Latin, non-Cyrillic characters
word_chars = regex.sub(r'(?u)[\W0-9]|http\S*', "", s)
non_latin_chars = regex.sub(r"(?u)\p{script=Latin}|\p{script=Cyrillic}", "", word_chars)
if len(non_latin_chars) > 0.4 * len(word_chars):
return True, u"Text contains {} non-Latin characters out of {}".format(len(non_latin_chars), len(word_chars))
return False, ""
# noinspection PyUnusedLocal,PyMissingTypeHints
def has_phone_number(s, site, *args):
if regex.compile(r"(?i)\b(address(es)?|run[- ]?time|error|value|server|hostname|timestamp|warning|code|"
r"(sp)?exception|version|chrome|1234567)\b", regex.UNICODE).search(s):
return False, "" # not a phone number
s = regex.sub("[^A-Za-z0-9\\s\"',]", "", s) # deobfuscate
s = regex.sub("[Oo]", "0", s)
s = regex.sub("[Ss]", "5", s)
s = regex.sub("[Ii]", "1", s)
matched = regex.compile(r"(?<!\d)(?:\d{2}\s?\d{8,11}|\d\s{0,2}\d{3}\s{0,2}\d{3}\s{0,2}\d{4}|8\d{2}"
r"\s{0,2}\d{3}\s{0,2}\d{4})(?!\d)", regex.UNICODE).findall(s)
test_formats = ["IN", "US", "NG", None] # ^ don't match parts of too long strings of digits
for phone_number in matched:
if regex.compile(r"^21474(672[56]|8364)|^192168").search(phone_number):
return False, "" # error code or limit of int size, or 192.168 IP
for testf in test_formats:
try:
z = phonenumbers.parse(phone_number, testf)
if phonenumbers.is_possible_number(z) and phonenumbers.is_valid_number(z):
log('debug', "Possible {}, Valid {}, Explain: {}".format(phonenumbers.is_possible_number(z),
phonenumbers.is_valid_number(z), z))
return True, u"Phone number: {}".format(phone_number)
except phonenumbers.phonenumberutil.NumberParseException:
pass
return False, ""
# noinspection PyUnusedLocal,PyMissingTypeHints
def has_customer_service(s, site, *args): # flexible detection of customer service in titles
s = s[0:300].lower() # if applied to body, the beginning should be enough: otherwise many false positives
s = regex.sub(r"[^A-Za-z0-9\s]", "", s) # deobfuscate
phrase = regex.compile(r"(tech(nical)? support)|((support|service|contact|help(line)?) (telephone|phone|"
r"number))").search(s)
if phrase and site in ["askubuntu.com", "webapps.stackexchange.com", "webmasters.stackexchange.com"]:
return True, u"Key phrase: *{}*".format(phrase.group(0))
business = regex.compile(
r"(?i)\b(airlines?|apple|AVG|BT|netflix|dell|Delta|epson|facebook|gmail|google|hotmail|hp|"
r"lexmark|mcafee|microsoft|norton|out[l1]ook|quickbooks|sage|windows?|yahoo)\b").search(s)
digits = len(regex.compile(r"\d").findall(s))
if business and digits >= 5:
keywords = regex.compile(r"(?i)\b(customer|help|care|helpline|reservation|phone|recovery|service|support|"
r"contact|tech|technical|telephone|number)\b").findall(s)
if len(set(keywords)) >= 2:
matches = ", ".join(["".join(match) for match in keywords])
return True, u"Scam aimed at *{}* customers. Keywords: *{}*".format(business.group(0), matches)
return False, ""
# noinspection PyUnusedLocal,PyMissingTypeHints
def has_health(s, site, *args): # flexible detection of health spam in titles
s = s[0:200] # if applied to body, the beginning should be enough: otherwise many false positives
capitalized = len(regex.compile(r"\b[A-Z][a-z]").findall(s)) >= 5 # words beginning with uppercase letter
organ = regex.compile(r"(?i)\b(colon|skin|muscle|bicep|fac(e|ial)|eye|brain|IQ|mind|head|hair|peni(s|le)|"
r"breast|body|joint|belly|digest\w*)s?\b").search(s)
condition = regex.compile(r"(?i)\b(weight|constipat(ed|ion)|dysfunction|swollen|sensitive|wrinkle|aging|"
r"suffer|acne|pimple|dry|clog(ged)?|inflam(ed|mation)|fat|age|pound)s?\b").search(s)
goal = regex.compile(r"(?i)\b(supple|build|los[es]|power|burn|erection|tone(d)|rip(ped)?|bulk|get rid|mood)s?\b|"
r"\b(diminish|look|reduc|beaut|renew|young|youth|lift|eliminat|enhance|energ|shred|"
r"health(?!kit)|improve|enlarge|remov|vital|slim|lean|boost|str[oe]ng)").search(s)
remedy = regex.compile(r"(?i)\b(remed(y|ie)|serum|cleans?(e|er|ing)|care|(pro)?biotic|herbal|lotion|cream|"
r"gel|cure|drug|formula|recipe|regimen|solution|therapy|hydration|soap|treatment|supplement|"
r"diet|moist\w*|injection|potion|ingredient|aid|exercise|eat(ing)?)s?\b").search(s)
boast = regex.compile(r"(?i)\b(most|best|simple|top|pro|real|mirac(le|ulous)|secrets?|organic|natural|perfect|"
r"ideal|fantastic|incredible|ultimate|important|reliable|critical|amazing|fast|good)\b|"
r"\b(super|hyper|advantag|benefi|effect|great|valu|eas[iy])").search(s)
other = regex.compile(r"(?i)\b(product|thing|item|review|advi[cs]e|myth|make use|your?|really|work|tip|shop|"
r"store|method|expert|instant|buy|fact|consum(e|ption)|baby|male|female|men|women|grow|"
r"idea|suggest\w*|issue)s?\b").search(s)
score = 4 * bool(organ) + 2 * bool(condition) + 2 * bool(goal) + 2 * bool(remedy) + bool(boast) + \
bool(other) + capitalized
if score >= 8:
match_objects = [organ, condition, goal, remedy, boast, other]
words = []
for match in match_objects:
if match:
words.append(match.group(0))
return True, u"Health-themed spam (score {}). Keywords: *{}*".format(score, ", ".join(words).lower())
return False, ""
# noinspection PyUnusedLocal,PyMissingTypeHints
def pattern_product_name(s, site, *args):
keywords = ["Testo?", "Dermapholia", "Garcinia", "Cambogia", "Aurora", "Kamasutra", "HL-?12", "NeuroFuse",
"Junivive", "Apexatropin", "Gain", "Allure", "Nuvella", "Trimgenix", "Satin", "Prodroxatone",
"Elite", "Force", "Exceptional", "Enhance(ment)?", "Nitro", "Max", "Boost", "E?xtreme", "Grow",
"Deep", "Male", "Pro", "Advanced", "Monster", "Divine", "Royale", "Angele", "Trinity", "Andro",
"Pure", "Skin", "Sea", "Muscle", "Ascend", "Youth", "Hyper(tone)?", "Hydroluxe", "Booster",
"Serum", "Supplement", "Fuel", "Cream"]
if site != "math.stackexchange.com" and site != "mathoverflow.net":
keywords += ["E?X[tl\\d]?", "Alpha", "Plus", "Prime", "Formula"]
keywords = "|".join(keywords)
three_words = regex.compile(r"(?i)\b(({0})[ -]({0})[ -]({0}))\b".format(keywords)).findall(s)
two_words = regex.compile(r"(?i)\b(({0})[ -]({0}))\b".format(keywords)).findall(s)
if len(three_words) >= 1 and all_matches_unique(three_words):
return True, u"Pattern-matching product name *{}*".format(three_words[0][0])
elif len(two_words) >= 2 and all_matches_unique(two_words):
return True, u"Pattern-matching product name *{}*".format(two_words[0][0])
return False, ""
# noinspection PyUnusedLocal,PyMissingTypeHints
def what_is_this_pharma_title(s, site, *args): # title "what is this Xxxx?"
if regex.compile(r'^what is this (?:[A-Z]|http://)').match(s):
return True, u'Title starts with "what is this"'
else:
return False, ""
# noinspection PyUnusedLocal,PyMissingTypeHints
def keyword_email(s, site, *args): # a keyword and an email in the same post
if regex.compile("<pre>|<code>").search(s) and site == "stackoverflow.com": # Avoid false positives on SO
return False, ""
keyword = regex.compile(r"(?i)\b(training|we (will )?(offer|develop|provide)|sell|invest(or|ing|ment)|credit|"
r"money|quality|legit|interest(ed)?|guarantee|rent|crack|opportunity|fundraising|campaign|"
r"career|employment|candidate|loan|lover|husband|wife|marriage|illuminati|brotherhood|"
r"(join|contact) (me|us|him)|reach (us|him)|spell(caster)?|doctor|cancer|krebs|"
r"(cheat|hack)(er|ing)?|spying|passport|seaman|scam|pics|vampire|bless(ed)?|atm|miracle|"
r"cure|testimony|kidney|hospital|wetting)s?\b| Dr\.? |\$ ?[0-9,.]{4}|@qq\.com|"
r"\b(герпес|муж|жена|доктор|болезн)").search(s)
email = regex.compile(r"(?<![=#/])\b[A-z0-9_.%+-]+\b(?:@|\(?at\)?)\b(?!(example|domain|site|foo|\dx)"
r"(?:\.|\(?dot\)?)[A-z]{2,4})\b(?:[A-z0-9_.%+-]|\(?dot\)?)+\b"
r"(?:\.|\(?dot\)?)[A-z]{2,4}\b").search(s)
if keyword and email:
return True, u"Keyword *{}* with email {}".format(keyword.group(0), email.group(0))
obfuscated_email = regex.compile(r"(?<![=#/])\b[A-z0-9_.%+-]+ *@ *(g *mail|yahoo) *\. *com\b").search(s)
if obfuscated_email and not email:
return True, u"Obfuscated email {}".format(obfuscated_email.group(0))
return False, ""
# noinspection PyUnusedLocal,PyMissingTypeHints
def pattern_email(s, site, *args):
pattern = regex.compile(r"(?<![=#/])\b(dr|[A-z0-9_.%+-]*"
r"(loan|hack|financ|fund|spell|temple|herbal|spiritual|atm|heal|priest|classes|"
r"investment))[A-z0-9_.%+-]*"
r"@(?!(example|domain|site|foo|\dx)\.[A-z]{2,4})[A-z0-9_.%+-]+\.[A-z]{2,4}\b"
).search(s.lower())
if pattern:
return True, u"Pattern-matching email {}".format(pattern.group(0))
return False, ""
# noinspection PyUnusedLocal,PyMissingTypeHints
def keyword_link(s, site, *args): # thanking keyword and a link in the same short answer
if len(s) > 400:
return False, ""
link = regex.compile(r'(?i)<a href="https?://\S+').search(s)
if not link or regex.compile(r"(?i)upload|\b(imgur|yfrog|gfycat|tinypic|sendvid|ctrlv|prntscr|gyazo|youtu\.?be|"
r"stackexchange|superuser|past[ie].*|dropbox|microsoft|newegg|cnet|(?<!plus\.)google|"
r"localhost|ubuntu)\b").search(link.group(0)):
return False, ""
praise = regex.compile(r"(?i)\b(nice|good|interesting|helpful|great|amazing) (article|blog|post|information)\b|"
r"very useful").search(s)
thanks = regex.compile(r"(?i)\b(appreciate|than(k|ks|x))\b").search(s)
keyword = regex.compile(r"(?i)\b(I really appreciate|many thanks|thanks a lot|thank you (very|for)|"
r"than(ks|x) for (sharing|this|your)|dear forum members|(very (informative|useful)|"
r"stumbled upon (your|this)|wonderful|visit my) (blog|site|website))\b").search(s)
if link and keyword:
return True, u"Keyword *{}* with link {}".format(keyword.group(0), link.group(0))
if link and thanks and praise:
return True, u"Keywords *{}*, *{}* with link {}".format(thanks.group(0), praise.group(0), link.group(0))
return False, ""
# noinspection PyUnusedLocal,PyMissingTypeHints
def bad_link_text(s, site, *args): # suspicious text of a hyperlink
s = regex.sub("</?strong>|</?em>", "", s) # remove font tags
keywords = regex.compile(
r"(?isu)"
r"\b(buy|cheap) |live[ -]?stream|"
r"\bmake (money|\$)|"
r"\b(porno?|(whole)?sale|coins|replica|luxury|essays?|in \L<city>)\b"
r"\b\L<city>(?:\b.{1.20}\b)?(service|escort|call girls?)|"
r"(best|make|full|hd|software|cell|data)[\w ]{1,20}(online|service|company|repair|recovery)|"
r"\b(writing service|essay (writing|tips))", city=FindSpam.city_list)
links = regex.compile(r'nofollow(?: noreferrer)?">([^<]*)(?=</a>)', regex.UNICODE).findall(s)
business = regex.compile(
r"(?i)(^| )(airlines?|apple|AVG|BT|netflix|dell|Delta|epson|facebook|gmail|google|hotmail|hp|"
r"lexmark|mcafee|microsoft|norton|out[l1]ook|quickbooks|sage|windows?|yahoo)($| )")
support = regex.compile(r"(?i)(^| )(customer|care|helpline|reservation|phone|recovery|service|support|contact|"
r"tech|technical|telephone|number)($| )")
for link_text in links:
keywords_match = keywords.search(link_text)
if keywords_match:
return True, u"Bad keyword *{}* in link text".format(keywords_match.group(0).strip())
business_match = business.search(link_text)
support_match = support.search(link_text)
if business_match and support_match:
return True, u"Bad keywords *{}*, *{}* in link text".format(business_match.group(0).strip(),
support_match.group(0).strip())
return False, ""
# noinspection PyUnusedLocal,PyMissingTypeHints
def bad_pattern_in_url(s, site, *args):
patterns = [
r'[^"]*-reviews?(?:-(?:canada|(?:and|or)-scam))?/?',
r'[^"]*-support/?',
]
matches = regex.compile(
r'<a href="(?P<frag>{0})"|<a href="[^"]*"(?:\s+"[^"]*")*>(?P<frag>{0})</a>'.format(
'|'.join(patterns)), regex.UNICODE).findall(s)
matches = [x for x in matches if not regex.match(
r'^https?://{0}'.format(SE_SITES_RE), x[0])]
if matches:
return True, u"Bad fragment in link {}".format(
", ".join(["".join(match) for match in matches]))
else:
return False, ""
def bad_ns_for_url_domain(s, site, *args):
for domain in set([get_domain(link, full=True) for link in post_links(s)]):
if not tld.get_tld(domain, fix_protocol=True, fail_silently=True):
log('debug', '{0} has no valid tld; skipping'.format(domain))
continue
try:
starttime = datetime.now()
ns = dns.resolver.query(domain, 'ns')
except dns.exception.DNSException as exc:
if str(exc).startswith('None of DNS query names exist:'):
log('debug', 'domain {0} not found; skipping'.format(domain))
continue
endtime = datetime.now()
log('warning', 'DNS error {0} (duration: {1})'.format(
exc, endtime - starttime))
continue
endtime = datetime.now()
log('info', 'NS query duration {0}'.format(endtime - starttime))
nameservers = [server.target.to_text() for server in ns]
if any([ns.endswith('.namecheaphosting.com.') for ns in nameservers]):
return True, '{domain} NS suspicious {ns}'.format(
domain=domain, ns=','.join(nameservers))
return False, ""
# noinspection PyUnusedLocal,PyMissingTypeHints
def is_offensive_post(s, site, *args):
if s is None or len(s) == 0:
return False, ""
offensive = regex.compile(r"(?is)\b(ur mom|(yo)?u suck|8={3,}D|nigg[aeu][rh]?|(ass ?|a|a-)hole|fag(got)?|"
r"daf[au][qk]|(?<!brain)(mother|mutha)?fuc?k+(a|ing?|e?[rd]| off+| y(ou|e)(rself)?|"
r" u+|tard)?|(bull?)?shit(t?er|head)?|(yo)?u scum|dickhead|pedo|cocksuck(e?[rd])?|"
r"whore|cunt|ejaculated?|jerk off|cummies|butthurt|queef|(private|pussy) show|lesbo|"
r"bitche?|(eat|suck)\b.{0,20}\b dick|dee[sz]e? nut[sz])s?\b")
matches = offensive.finditer(s)
len_of_match = 0
text_matched = []
for match in matches:
len_of_match += match.end() - match.start()
text_matched.append(match.group(0))
if (1000 * len_of_match / len(s)) >= 15: # currently at 1.5%, this can change if it needs to
return True, u"Offensive keyword{}: *{}*".format("s" if len(text_matched) > 1 else "", ", ".join(text_matched))
return False, ""
# noinspection PyUnusedLocal,PyMissingTypeHints
def has_eltima(s, site, *args):
reg = regex.compile(r"(?is)\beltima")
if reg.search(s) and len(s) <= 750:
return True, u"Bad keyword *eltima* and body length under 750 chars"
return False, ""
# noinspection PyUnusedLocal,PyMissingTypeHints,PyTypeChecker
def username_similar_website(s, site, *args):
username = args[0]
sim_result = perform_similarity_checks(s, username)
if sim_result >= SIMILAR_THRESHOLD:
return True, u"Username similar to website"
else:
return False, ""
# noinspection PyUnusedLocal,PyMissingTypeHints,PyTypeChecker
def character_utilization_ratio(s, site, *args):
counter = Counter(s)
total_chars = len(s)
highest_ratio = 0.0
# highest_char = None
for key, value in counter.items():
char_ratio = value / float(total_chars)
key, value, char_ratio
if char_ratio > highest_ratio:
highest_ratio = char_ratio
# highest_char = key
if highest_ratio > CHARACTER_USE_RATIO:
return True, "The `{}` character appears in a high percentage of the post"
else:
return False, ""
def post_links(post):
"""
Helper function to extract URLs from a piece of HTML.
"""
# Fix stupid spammer tricks
for p in COMMON_MALFORMED_PROTOCOLS:
post = post.replace(p[0], p[1])
links = []
for l in regex.findall(URL_REGEX, post):
if l[-1].isalnum():
links.append(l)
else:
links.append(l[:-1])
return set(links)
# noinspection PyMissingTypeHints
def perform_similarity_checks(post, name):
"""
Performs 4 tests to determine similarity between links in the post and the user name
:param post: Test of the post
:param name: Username to compare against
:return: Float ratio of similarity
"""
t1 = 0
t2 = 0
t3 = 0
t4 = 0
for link in post_links(post):
domain = get_domain(link)
# Straight comparison
t1 = similar_ratio(domain, name)
# Strip all spaces check
t2 = similar_ratio(domain, name.replace(" ", ""))
# Strip all hypens
t3 = similar_ratio(domain.replace("-", ""), name.replace("-", ""))
# Strip both hypens and spaces
t4 = similar_ratio(domain.replace("-", "").replace(" ", ""), name.replace("-", "").replace(" ", ""))
# Have we already exceeded the threshold? End now if so, otherwise, check the next link
if max(t1, t2, t3, t4) >= SIMILAR_THRESHOLD:
break
return max(t1, t2, t3, t4)
# noinspection PyMissingTypeHints
def similar_ratio(a, b):
return SequenceMatcher(None, a.lower(), b.lower()).ratio()
# noinspection PyMissingTypeHints
def get_domain(s, full=False):
"""
Extract the domain name; with full=True, keep the TLD tacked on.
"""
try:
extract = tld.get_tld(s, fix_protocol=True, as_object=True, )
if full:
domain = str(extract)
else:
domain = extract.domain
except TldDomainNotFound as e:
invalid_tld = RE_COMPILE.match(str(e)).group(1)
# Attempt to replace the invalid protocol
s1 = s.replace(invalid_tld, 'http', 1)
try:
extract = tld.get_tld(s1, fix_protocol=True, as_object=True, )
if full:
domain = str(extract)
else:
domain = extract.domain
except TldDomainNotFound:
# Assume bad TLD and try one last fall back, just strip the trailing TLD and leading subdomain
parsed_uri = urlparse(s)
if len(parsed_uri.path.split(".")) >= 3:
if full:
domain = '.'.join(parsed_uri.path.split(".")[1:])
else:
domain = parsed_uri.path.split(".")[1]
else:
if full:
domain = parsed_uri.path
else:
domain = parsed_uri.path.split(".")[0]
return domain
# noinspection PyMissingTypeHints
def similar_answer(post):
if not post.parent:
return False, False, False, ""
question = post.parent
sanitized_body = strip_urls_and_tags(post.body)
for other_answer in question.answers:
if other_answer.post_id != post.post_id:
sanitized_answer = strip_urls_and_tags(other_answer.body)
ratio = similar_ratio(sanitized_body, sanitized_answer)
if ratio >= SIMILAR_ANSWER_THRESHOLD:
return False, False, True, \
u"Answer similar to answer {}, ratio {}".format(other_answer.post_id, ratio)
return False, False, False, ""
# noinspection PyMissingTypeHints
def strip_urls_and_tags(string):
return regex.sub(r"</?.+?>|\w+?://", "", regex.sub(URL_REGEX, "", string))
# noinspection PyUnusedLocal,PyMissingTypeHints
def mostly_dots(s, site, *args):
body = s
# To ensure the length calculation is correct
body_length = len(strip_urls_and_tags(s))
body = regex.sub("(?s)<pre>.*?</pre>", "", body)
body = regex.sub("(?s)<code>.*?</code>", "", body)
# Strip tags AFTER code blocks are stripped
body = strip_urls_and_tags(body)
dot_count = len(regex.findall(r"\.", body))
if body_length and dot_count / float(body_length) >= 0.4:
return True, u"Post contains {} dots out of {} characters".format(dot_count, body_length)
else:
return False, ""
def mevaqesh_troll(s, *args):
s = s.lower().replace(' ', '')
bad = 'mevaqeshthereforehasnoshareintheworldtocome'
if bad in s:
return True, "Post matches pattern from a known troll"
else:
return False, ""
load_blacklists()
# noinspection PyClassHasNoInit
class FindSpam:
bad_keywords_nwb = [ # "nwb" == "no word boundary"
u"ಌ", "vashi?k[ae]r[ae]n", "babyli(ss|cious)", "garcinia", "cambogia", "acai ?berr",
"(eye|skin|aging) ?cream", "b ?a ?m ?((w ?o ?w)|(w ?a ?r))", "online ?it ?guru",
"abam26", "watch2live", "cogniq", "(serum|lift) ?eye", "tophealth", "poker[ -]?online",
"caralluma", r"male\Wperf(?!ormer)", "anti[- ]?aging", "lumisse", "(ultra|berry|body)[ -]?ketone",
"(cogni|oro)[ -]?(lift|plex)", "diabazole", "forskolin", "tonaderm", "luma(genex|lift)",
"(skin|face|eye)[- ]?(serum|therapy|hydration|tip|renewal|gel|lotion|cream)",
"(skin|eye)[- ]?lift", "(skin|herbal) ?care", "nuando[ -]?instant", "\\bnutra", "nitro[ -]?slim",
"aimee[ -]?cream", "slimatrex", "cosmitone", "smile[ -]?pro[ -]?direct", "bellavei", "opuderm",
r"contact (me|us)\W*<a ", "follicure", "kidney[ -]?bean[ -]?extract", "ecoflex",
r"\brsgold", "bellavei", "goji ?xtreme", "lumagenex", "ajkobeshoes", "kreatine",
"packers.{0,15}(movers|logistic).{0,25}</a>", "guaranteedprofitinvestment",
"(brain|breast|male|penile|penis)[- ]?(enhance|enlarge|improve|boost|plus|peak)",
"renuva(cell|derm)", " %uh ", " %ah ", "svelme", "tapsi ?sarkar", "viktminskning",
"unique(doc)?producers", "green ?tone ?pro", "troxyphen", "seremolyn", "revolyn",
"(?:networking|cisco|sas|hadoop|mapreduce|oracle|dba|php|sql|javascript|js|java|designing|marketing|"
"salesforce|joomla)( certification)? (courses?|training).{0,25}</a>",
r"(?:design|development|compan(y|ies)|training|courses?|automation)(\b.{1,8}\b)?\L<city>\b",
u"Ｃ[Ｏ|0]Ｍ", "ecoflex", "no2factor", "no2blast", "sunergetic", "capilux", "sante ?avis",
"enduros", "dianabol", r"ICQ#?\d{4}-?\d{5}", "3073598075", "lumieres", "viarex", "revimax",
"celluria", "viatropin", "(meg|test)adrox", "nordic ?loan ?firm", r"safflower\Woil",
"(essay|resume|article|dissertation|thesis) ?writing ?service", "satta ?matka", "b.?o.?j.?i.?t.?e.?r",
r"rams[ey]+\W?dave"
]
# Patterns: the top four lines are the most straightforward, matching any site with this string in domain name
pattern_websites = [
r"(enstella|recoverysoftware|removevirus|support(number|help|quickbooks)|techhelp|calltech|exclusive|"
r"onlineshop|video(course|classes|tutorial(?!s))|vipmodel|(?<!word)porn|wholesale|inboxmachine|(get|buy)cheap|"
r"escort|diploma|(govt|government)jobs|extramoney|earnathome|spell(caster|specialist)|profits|"
r"seo-?(tool|service|trick|market)|onsale|fat(burn|loss)|(\.|//|best)cheap|online-?(training|solution))"
r"[\w-]*?\.(co|net|org|in(\W|fo)|us|ir|wordpress|blogspot|tumblr|webs\.)",
r"(replica(?!t)|rs\d?gold|rssong|runescapegold|maxgain|e-cash|mothers?day|phone-?number|fullmovie|tvstream|"
r"trainingin|dissertation|(placement|research)-?(paper|statement|essay)|digitalmarketing|infocampus|"
r"cracked\w{3}|bestmover|relocation|\w{4}mortgage|loans|revenue|testo[-bsx]|cleanse|cleansing|detox|supplement|"
r"lubricant|serum|wrinkle|topcare|freetrial)[\w-]*?\.(co|net|org|in(\W|fo)|us|"
r"wordpress|blogspot|tumblr|webs\.)",
r"(drivingschool|crack-?serial|serial-?(key|crack)|freecrack|appsfor(pc|mac)|probiotic|remedies|heathcare|"
r"sideeffect|meatspin|packers\S{0,3}movers|(buy|sell)\S{0,12}cvv|goatse|burnfat|gronkaffe|muskel|"
r"tes(tos)?terone|nitric(storm|oxide)|masculin|menhealth|intohealth|babaji|spellcaster|potentbody|slimbody|"
r"moist|lefair|derma(?![nt])|xtrm|factorx|(?<!app)nitro(?!us)|endorev|ketone)[\w-]*?\.(co|net|org|in(\W|fo)|us|"
r"wordpress|blogspot|tumblr|webs\.)",
r"(moving|\w{10}spell|[\w-]{3}password|(?!greatfurniture)\w{5}deal|(?!nfood)\w{5}facts|\w\dfacts|\Btoyshop|"
r"[\w-]{5}cheats|"
r"(?!djangogirls\.org(?:$|[/?]))[\w-]{6}girls|"
r"clothing|shoes(inc)?|cheatcode|cracks|credits|-wallet|refunds|truo?ng|viet|"
r"trang)\.(co|net|org|in(\W|fo)|us)",
r"(health|earn|max|cash|wage|pay|pocket|cent|today)[\w-]{0,6}\d+\.com",
r"(//|www\.)healthy?\w{5,}\.com",
r"https?://[\w-.]\.repair\W", r"https?://[\w-.]{10,}\.(top|help)\W",
r"filefix(er)?\.com", r"\.page\.tl\W", r"infotech\.(com|net|in)",
r"\.(com|net)/(xtra|muscle)[\w-]", r"http\S*?\Wfor-sale\W",
r"fifa\d+[\w-]*?\.com", r"[\w-](giveaway|jackets|supplys|male)\.com",
r"((essay|resume|click2)\w{6,}|(essays|(research|term)paper|examcollection|[\w-]{5}writing|"
r"writing[\w-]{5})[\w-]*?)\.(co|net|org|in(\W|fo)|us|us)",
r"(top|best|expert)\d\w{0,15}\.in\W", r"\dth(\.co)?\.in", r"(jobs|in)\L<city>\.in",
r"[\w-](recovery|repairs?|rescuer|(?<!epoch|font)converter)(pro|kit)?\.(com|net)",
r"(corrupt|repair)[\w-]*?\.blogspot", r"http\S*?(yahoo|gmail|hotmail|outlook|office|microsoft)[\w-]{0,10}"
r"(account|tech|customer|support|service|phone|help)[\w-]{0,10}(service|"
r"care|help|recovery|support|phone|number)",
r"http\S*?(essay|resume|thesis|dissertation|paper)-?writing",
r"fix[\w-]*?(files?|tool(box)?)\.com", r"(repair|recovery|fix)tool(box)?\.(co|net|org)",
r"smart(pc)?fixer\.(co|net|org)",
r"password[\w-]*?(cracker|unlocker|reset|buster|master|remover)\.(co|net)",
r"crack[\w-]*?(serial|soft|password)[\w-]*?\.(co|net)",
r"(downloader|pdf)converter\.(com|net)",
r"ware[\w-]*?download\.(com|net|info|in\W)",
r"((\d|\w{3})livestream|livestream(ing|s))[\w]*?\.(com|net|tv)", r"\w+vs\w+live\.(com|net|tv)",
r"(play|watch|cup|20)[\w-]*?(live|online)\.(com|net|tv)", r"worldcup\d[\w-]*?\.(com|net|tv|blogspot)",
r"https?://(\w{5,}tutoring\w*|cheat[\w-.]{3,}|xtreme[\w-]{5,})\.",
r"(platinum|paying|acai|buy|premium|premier|ultra|thebest|best|[/.]try)[\w]{10,}\.(co|net|org|in(\W|fo)|us)",
r"(training|institute|marketing)[\w-]{6,}[\w.-]*?\.(co|net|org|in(\W|fo)|us)",
r"[\w-](courses?|training)[\w-]*?\.in/", r"\w{9}(buy|roofing)\.(co|net|org|in(\W|fo)|us)",
r"(vitamin|dive|hike|love|strong|ideal|natural|pro|magic|beware|top|best|free|cheap|allied|nutrition|"
r"prostate)[\w-]*?health[\w-]*?\.(co|net|org|in(\W|fo)|us|wordpress|blogspot|tumblr|webs\.)",
r"(eye|skin|age|aging)[\w-]*?cream[\w-]*?\.(co|net|org|in(\W|fo)|us|wordpress|blogspot|tumblr|webs\.)",
r"(acai|advance|aging|alpha|beauty|belle|beta|biotic|body|boost(?! solution)|brain(?!tree)|burn|colon|"
r"[^s]cream|creme|derma|ecig|eye|face(?!book)|fat|formula|geniu[sx]|grow|hair|health|herbal|ideal|luminous|"
r"male|medical|medicare|muscle|natura|no2|nutrition|optimal|pearl|perfect|phyto|probio|rejuven|revive|ripped|"
r"rx|scam|shred|skin|slim|super|testo|[/.]top|trim|[/.]try|ultra|ultra|vapor|vita|weight|wellness|xplode|yoga|"
r"young|youth)[\w]{0,20}(about|advi[sc]|assess|blog|brazil|canada|care|center|centre|chat|complex(?!ity)|"
r"congress|consult|critic|critique|cure|denmark|discussion|doctor|dose|essence|essential|extract|fact|formula|"
r"france|funct?ion|genix|guide|help|idea|info|jacked|l[iy]ft|mag|market|max|mexico|norway|nutrition|order|plus|"
r"points|policy|potency|power|practice|pro|program|report|review|rewind|site|slim|solution|suppl(y|ier)|sweden|"
r"tip|trial|try|world|zone)[.\w-]{0,12}\.(co|net|org|in(\W|fo)|us|wordpress|blogspot|tumblr|webs\.)",
r"(\w{11}(idea|income|sale)|\w{6}(<?!notebook)(advice|problog|review))s?\.(co|net|in(\W|fo)|us)",
r"-(poker|jobs)\.com", r"send[\w-]*?india\.(co|net|org|in(\W|fo)|us)",
r"(file|photo|android|iphone)recovery[\w-]*?\.(co|net|org|in(\W|fo)|us)",
r"(videos?|movies?|watch)online[\w-]*?\.", r"hd(video|movie)[\w-]*?\.",
r"backlink(?!(o\.|watch))[\w-]*?\.(co|net|org|in(\W|fo)|us)",
r"(replica[^nt]\w{5,}|\wrolex)\.(co|net|org|in(\W|fo)|us)",
r"customer(service|support)[\w-]*?\.(co|net|org|in(\W|fo)|us)",
r"conferences?alert[\w-]*?\.(co|net|org|in(\W|fo)|us)",
r"seo\.com(?!/\w)", r"\Wseo[\w-]{10,}\.(com|net|in\W)",
r"(?<!site)24x7[\w-]*?\.(co|net|org|in(\W|fo)|us)",
r"backlink[\w-]*?\.(com|net|de|blogspot)",
r"(software|developers|packers|movers|logistic|service)[\w-]*?india\.(com|in\W)",
r"scam[\w-]*?(book|alert|register|punch)[\w-]*?\.(co|net|org|in(\W|fo)|us)",
r"http\S*?crazy(mass|bulk)", r'http\S*\.com\.com[/"<]',
r"https?://[^/\s]{8,}healer",
r'reddit\.com/\w{6}/"',
r"world[\w-]*?cricket[\w-]*?\.(co|net|org|in(\W|fo)|us)",
r"(credit|online)[\w-]*?loan[\w-]*?\.(co|net|org|in(\W|fo)|us)",
r"worldcup\d+live\.(com?|net|org|in(\W|fo)|us)",
r"((concrete|beton)-?mixer|crusher)[\w-]*?\.(co|net)",
r"\w{7}formac\.(com|net|org)",
r"sex\.(com|net|info)", r"https?://(www\.)?sex",
r"[\w-]{12}\.(webs|66ghz)\.com", r'online\.us[/"<]',
r"ptvsports\d+.com",
r"youth\Wserum",
r"buyviewsutube",
r"(?:celebrity-?)?net-?worth", "richestcelebrities",
r"ufc\wfight\wnight" # Chiesa vs Lee spam
]
city_list = [
"Agra", "Amritsar", "Bangalore", "Bhopal", "Chandigarh",
"Chennai", "Coimbatore", "Delhi", "Dubai", "Durgapur",
"Ghaziabad", "Hyderabad", "Jaipur", "Jalandhar", "Kolkata",
"Ludhiana", "Mumbai", "Madurai", "Patna", "Portland",
"Rajkot", "Surat", "Telangana", "Udaipur", "Uttarakhand",
"Noida", "Pune", "Rohini",
# yes, these aren't cities but...
"India", "Pakistan",
# buyabans.com spammer uses creative variations
"Sri Lanka", "Srilanka", "Srilankan",
]
rules = [
# Sites in sites[] will be excluded if 'all' == True. Whitelisted if 'all' == False.
#
# Category: Bad keywords
# The big list of bad keywords, for titles and posts
{'regex': r"(?is)\b({})\b|{}".format("|".join(GlobalVars.bad_keywords), "|".join(bad_keywords_nwb)),
'all': True, 'sites': [], 'reason': "bad keyword in {}", 'title': True, 'body': True, 'username': True,
'stripcodeblocks': False, 'body_summary': True, 'max_rep': 4, 'max_score': 1},
# The small list of *potentially* bad keywords, for titles and posts
{'regex': r'(?is)\b({})\b'.format('|'.join(GlobalVars.watched_keywords.keys())),
'reason': 'potentially bad keyword in {}',
'all': True, 'sites': [], 'title': True, 'body': True, 'username': True,
'stripcodeblocks': False, 'body_summary': True, 'max_rep': 30, 'max_score': 1},
# Pattern-matching product name: three keywords in a row at least once, or two in a row at least twice
{'method': pattern_product_name, 'all': True, 'sites': [], 'reason': "pattern-matching product name in {}",
'title': True, 'body': True, 'username': False, 'stripcodeblocks': True, 'body_summary': True,
'answers': False, 'max_rep': 4, 'max_score': 1},
# "What is this" - pharma title
{'method': what_is_this_pharma_title, 'all': True, 'sites': [], 'reason': 'Pattern-matching title',
'title': True, 'body': False, 'username': False, 'stripcodeblocks': False, 'body_summary': False,
'answers': False, 'max_rep': 1, 'max_score': 1},
# gratis at the beginning of post, SoftwareRecs is exempt
{'regex': r"(?is)^.{0,200}\bgratis\b$", 'all': True,
'sites': ['softwarerecs.stackexchange.com'], 'reason': "bad keyword in {}", 'title': True, 'body': True,
'username': False, 'stripcodeblocks': False, 'body_summary': True, 'max_rep': 11, 'max_score': 0},
# Bad keywords in titles and usernames, all sites
{'regex': r"(?i)^(?:(?=.*?\b(?:online|hd)\b)(?=.*?(?:free|full|unlimited)).*?movies?\b)|(?=.*?\b(?:acai|"
r"kisn)\b)(?=.*?care).*products?\b|(?=.*?packer).*mover|(online|certification).*?training|"
r"\bvs\b.*\b(live|vivo)\b|(?<!can |uld )\bwe offer\b|payday loan|смотреть.*онлайн|"
r"watch\b.{0,50}(online|episode|free)|episode.{0,50}\bsub\b", 'all': True,
'sites': [], 'reason': "bad keyword in {}", 'title': True, 'body': False, 'username': True,
'stripcodeblocks': False, 'body_summary': False, 'max_rep': 1, 'max_score': 0},
# Car insurance spammers (username only)
{'regex': r"car\Win", 'all': False, 'sites': ['superuser.com', 'puzzling.stackexchange.com'],
'reason': 'bad keyword in {}', 'title': False, 'body': False, 'username': True, 'stripcodeblocks': False,
'body_summary': False, 'max_rep': 1, 'max_score': 0},
# Bad keywords in titles only, all sites
{'regex': r"(?i)\b(?!s.m.a.r.t)[a-z]\.+[a-z]\.+[a-z]\.+[a-z]\.+[a-z]\b", 'all': True,
'sites': [], 'reason': "bad keyword in {}", 'title': True, 'body': False, 'username': False,
'stripcodeblocks': False, 'body_summary': False, 'max_rep': 1, 'max_score': 0},
{'regex': r'(?i)[\w\s]{0,20}help(?: a)?(?: weak)? postgraduate student(?: to)? write(?: a)? book\??',
'all': True, 'sites': [], 'reason': 'bad keyword in {}', 'title': True, 'body': False, 'username': False,
'stripcodeblocks': False, 'body_summary': False, 'max_rep': 20, 'max_score': 2},
# Eltima: separated into its own method so we can constrain length
{'method': has_eltima, 'all': True, 'sites': [], 'reason': "bad keyword in {}", 'title': False, 'body': True,
'username': False, 'stripcodeblocks': False, 'body_summary': False, 'max_rep': 50, 'max_score': 0},
# Fake-customer-service in title
{'method': has_customer_service, 'all': True, 'sites': [], 'reason': "bad keyword in {}", 'title': True,
'body': True, 'username': False, 'stripcodeblocks': False, 'body_summary': False, 'questions': False,
'max_rep': 1, 'max_score': 0},
# Bad health-related keywords in titles, health sites are exempt
{'regex': r"(?i)\b((beauty|skin|health|face|eye)[- ]?(serum|therapy|hydration|tip|renewal|shop|store|lyft|"
r"product|strateg(y|ies)|gel|lotion|cream|treatment|method|school|expert)|fat ?burn(er|ing)?|"
r"muscle|testo ?[sx]\w*|body ?build(er|ing)|wrinkle|probiotic|acne|peni(s|le)|erection)s?\b|"
r"(beauty|skin) care\b", 'all': True,
'sites': ["fitness.stackexchange.com", "biology.stackexchange.com", "health.stackexchange.com",
"skeptics.stackexchange.com", "robotics.stackexchange.com"], 'reason': "bad keyword in {}",
'title': True, 'body': False, 'username': False, 'stripcodeblocks': False, 'body_summary': False,
'max_rep': 1, 'max_score': 0},
# Bad health-related keywords in titles, health sites are exempt, flexible method
{'method': has_health, 'all': False,
'sites': ["stackoverflow.com", "superuser.com", "askubuntu.com", "drupal.stackexchange.com",
"meta.stackexchange.com", "security.stackexchange.com", "webapps.stackexchange.com",
"apple.stackexchange.com", "graphicdesign.stackexchange.com", "workplace.stackexchange.com",
"patents.stackexchange.com", "money.stackexchange.com", "gaming.stackexchange.com",
"arduino.stackexchange.com"],
'reason': "bad keyword in {}", 'title': True, 'body': False, 'username': False, 'stripcodeblocks': False,
'body_summary': False, 'max_rep': 1, 'max_score': 0},
# Bad health-related keywords in titles and posts, health sites are exempt
{'regex': r"(?is)virility|diet ?(plan|pill)|\b(pro)?derma(?=[a-su-z ]\w)|(fat|(?<!dead[ -]?)weight)"
r"[ -]?(loo?s[es]|reduction)|loo?s[es] ?weight|erectile|\bherpes\b|colon ?(detox|clean)|\bpenis\b",
'all': True,
'sites': ["fitness.stackexchange.com", "biology.stackexchange.com", "health.stackexchange.com",
"skeptics.stackexchange.com", "bicycles.stackexchange.com", "islam.stackexchange.com",
"pets.stackexchange.com", "parenting.stackexchange.com"],
'reason': "bad keyword in {}", 'title': True, 'body': True, 'username': False, 'stripcodeblocks': True,
'body_summary': True, 'max_rep': 1, 'max_score': 0},
# Korean character in title: requires 3
{'regex': r"(?i)\p{Script=Hangul}.*\p{Script=Hangul}.*\p{Script=Hangul}", 'all': True,
'sites': ["korean.stackexchange.com"], 'reason': "Korean character in {}", 'title': True, 'body': False,
'username': False, 'stripcodeblocks': False, 'body_summary': False, 'max_rep': 1, 'max_score': 0},
# Chinese characters in title: requires 3
{'regex': r"(?i)\p{Script=Han}.*\p{Script=Han}.*\p{Script=Han}", 'all': True,
'sites': ["chinese.stackexchange.com", "japanese.stackexchange.com", "ja.stackoverflow.com"],
'reason': "Chinese character in {}", 'title': True, 'body': False, 'username': False, 'stripcodeblocks': False,
'body_summary': False, 'max_rep': 1, 'max_score': 0},
# Hindi character in title
{'regex': r"(?i)\p{Script=Devanagari}", 'all': True,
'sites': ["hinduism.stackexchange.com"], 'reason': "Hindi character in {}", 'title': True, 'body': False,
'username': False, 'stripcodeblocks': False, 'body_summary': False, 'max_rep': 1, 'max_score': 0},
# English text on non-English site: rus.SE only
{'regex': r"(?i)^[a-z0-9_\W]*[a-z]{3}[a-z0-9_\W]*$", 'all': False,
'sites': ["rus.stackexchange.com"], 'reason': "English text in {} on a localized site", 'title': True,
'body': True, 'username': False, 'stripcodeblocks': True, 'body_summary': False, 'max_rep': 1, 'max_score': 0},
# Roof repair
{'regex': u"roof repair", 'all': True,
'sites': ["diy.stackexchange.com", "outdoors.stackexchange.com", "mechanics.stackexchange.com"],
'reason': "bad keyword in {}", 'title': True, 'body': True, 'username': False, 'stripcodeblocks': True,
'body_summary': True, 'max_rep': 11, 'max_score': 0},
# Bad keywords (only include link at end sites + SO, the other sites give false positives for these keywords)
{'regex': r"(?i)(?<!truth )serum|\b(?<!to )supplements\b", 'all': False,
'sites': ["stackoverflow.com", "superuser.com", "askubuntu.com", "drupal.stackexchange.com",
"meta.stackexchange.com", "security.stackexchange.com", "webapps.stackexchange.com",
"apple.stackexchange.com", "graphicdesign.stackexchange.com", "workplace.stackexchange.com",
"patents.stackexchange.com", "money.stackexchange.com", "gaming.stackexchange.com",
"arduino.stackexchange.com"],
'reason': "bad keyword in {}", 'title': True, 'body': True, 'username': False, 'stripcodeblocks': True,
'body_summary': True, 'max_rep': 1, 'max_score': 0},
# Mostly non-Latin alphabet
{'method': mostly_non_latin, 'all': True,
'sites': ["stackoverflow.com", "ja.stackoverflow.com", "pt.stackoverflow.com", "es.stackoverflow.com",
"islam.stackexchange.com", "japanese.stackexchange.com", "anime.stackexchange.com",
"hinduism.stackexchange.com", "judaism.stackexchange.com", "buddhism.stackexchange.com",
"chinese.stackexchange.com", "french.stackexchange.com", "spanish.stackexchange.com",
"portuguese.stackexchange.com", "codegolf.stackexchange.com", "korean.stackexchange.com",
"ukrainian.stackexchange.com"],
'reason': 'mostly non-Latin {}', 'title': True, 'body': True, 'username': False, 'stripcodeblocks': True,
'body_summary': True, 'max_rep': 1, 'max_score': 0},
# Mostly non-Latin alphabet, SO answers only
{'method': mostly_non_latin, 'all': False,
'sites': ["stackoverflow.com"],
'reason': 'mostly non-Latin {}', 'title': False, 'body': True, 'username': False, 'stripcodeblocks': True,
'body_summary': True, 'questions': False, 'max_rep': 1, 'max_score': 0},
# Jesus Christ, the Son of God, on SciFi.
{'regex': r"Son of (David|man)", 'all': False,
'sites': ["scifi.stackexchange.com"],
'reason': "bad keyword in {}", 'title': False, 'body': False, 'username': True, 'stripcodeblocks': False,
'body_summary': False, 'max_rep': 1, 'max_score': 0},
{'regex': r"holocaust\W(witnesses|belie(f|vers?)|denier)", 'all': False,
'sites': ["skeptics.stackexchange.com", "history.stackexchange.com"],
'reason': "bad keyword in {}", 'title': True, 'body': True, 'username': False, 'stripcodeblocks': False,
'body_summary': False, 'max_rep': 1, 'max_score': 0},
{'method': mevaqesh_troll, 'all': False, 'sites': ['judaism.stackexchange.com'],
'reason': 'potential troll victim', 'title': False, 'body': True, 'username': False,
'stripcodeblocks': False, 'body_summary': False, 'max_rep': 11, 'max_score': 1},
#
# Category: Suspicious links
# Blacklisted sites
{'regex': u"(?i)({})".format("|".join(GlobalVars.blacklisted_websites)), 'all': True,
'sites': [], 'reason': "blacklisted website in {}", 'title': True, 'body': True, 'username': False,
'stripcodeblocks': False, 'body_summary': True, 'max_rep': 50, 'max_score': 5},
# Suspicious sites
{'regex': r"(?i)({}|[\w-]*?({})[\w-]*?\.(com?|net|org|in(fo)?|us|blogspot|wordpress))(?![^>]*<)".format(
"|".join(pattern_websites), "|".join(bad_keywords_nwb)), 'all': True,
'sites': [], 'reason': "pattern-matching website in {}", 'title': True, 'body': True, 'username': False,
'stripcodeblocks': True, 'body_summary': True, 'max_rep': 1, 'max_score': 1},
# Bad keyword in link text
{'method': bad_link_text, 'all': True,
'sites': [], 'reason': 'bad keyword in link text in {}', 'title': False, 'body': True, 'username': False,
'stripcodeblocks': True, 'body_summary': False, 'max_rep': 1, 'max_score': 0},
# Bad fragment in link
{'method': bad_pattern_in_url, 'all': True, 'sites': [],
'reason': 'bad pattern in URL {}',
'title': False, 'body': True, 'username': False,
'stripcodeblocks': True, 'body_summary': True,
'max_rep': 1, 'max_score': 0},
# Link has NS hosted by bad guy
{'method': bad_ns_for_url_domain, 'all': True, 'sites': [],
'reason': 'bad NS for domain in {}',
'title': True, 'body': True, 'username': False,
'stripcodeblocks': True, 'body_summary': True,
'max_rep': 1, 'max_score': 0},
# Country-name domains, travel and expats sites are exempt
{'regex': r"(?i)([\w-]{6}|shop)(australia|brazil|canada|denmark|france|india|mexico|norway|pakistan|"
r"spain|sweden)\w{0,4}\.(com|net)", 'all': True,
'sites': ["travel.stackexchange.com", "expatriates.stackexchange.com"],
'reason': "pattern-matching website in {}", 'title': True, 'body': True, 'username': True,
'stripcodeblocks': False, 'body_summary': True, 'max_rep': 1, 'max_score': 0},
# The TLDs of Iran, Pakistan, and Tokelau in answers
{'regex': r'(?i)http\S*(?<![/.]tcl)\.(ir|pk|tk)[/"<]', 'all': True,
'sites': [], 'reason': "pattern-matching website in {}", 'title': True, 'body': True, 'username': True,
'stripcodeblocks': False, 'body_summary': True, 'max_rep': 1, 'max_score': 0, 'questions': False},
# Suspicious health-related websites, health sites are exempt
{'regex': r"(?i)(bodybuilding|workout|fitness(?!e)|diet|perfecthealth|muscle|nutrition|"
r"prostate)[\w-]*?\.(com|co\.|net|org|info|in\W)", 'all': True,
'sites': ["fitness.stackexchange.com", "biology.stackexchange.com", "health.stackexchange.com",
"skeptics.stackexchange.com", "bicycles.stackexchange.com"],
'reason': "pattern-matching website in {}", 'title': True, 'body': True, 'username': True,
'stripcodeblocks': False, 'body_summary': True, 'max_rep': 4, 'max_score': 2},
# Links preceded by arrows >>>
{'regex': r"(?is)(>>>+|==\s*>>+|====|===>+|==>>+|= = =|(Read More|Click Here)).{0,20}"
r"http(?!://i.stack.imgur.com).{0,200}$", 'all': True,
'sites': [], 'reason': "link following arrow in {}", 'title': True, 'body': True, 'username': True,
'stripcodeblocks': True, 'body_summary': False, 'answers': False, 'max_rep': 11, 'max_score': 0},
# Link at the end of question, selected sites
{'method': link_at_end, 'all': False,
'sites': ["superuser.com", "askubuntu.com", "drupal.stackexchange.com", "meta.stackexchange.com",
"security.stackexchange.com", "patents.stackexchange.com", "money.stackexchange.com",
"gaming.stackexchange.com", "arduino.stackexchange.com", "workplace.stackexchange.com"],
'reason': 'link at end of {}', 'title': False, 'body': True, 'username': False, 'stripcodeblocks': False,
'body_summary': False, 'answers': False, 'max_rep': 1, 'max_score': 0},
# Link at the end of a short answer
{'regex': r'(?is)^.{0,350}<a href="https?://(?:(?:www\.)?[\w-]+\.(?:blogspot\.|wordpress\.|co\.)?\w{2,4}'
r'/?\w{0,2}/?|(?:plus\.google|www\.facebook)\.com/[\w/]+)"[^<]*</a>(?:</strong>)?\W*</p>\s*$'
r'|\[/url\]\W*</p>\s*$',
'all': True, 'sites': ["raspberrypi.stackexchange.com", "softwarerecs.stackexchange.com"],
'reason': 'link at end of {}', 'title': False, 'body': True, 'username': False, 'stripcodeblocks': False,
'body_summary': False, 'questions': False, 'max_rep': 1, 'max_score': 0},
# URL repeated at end of post
{'regex': r"(?s)<a href=\"(?:http://%20)?(https?://(?:(?:www\.)?"
r"[\w-]+\.(?:blogspot\.|wordpress\.|co\.)?\w{2,10}/?"
r"[\w-]{0,40}?/?|(?:plus\.google|www\.facebook)\.com/[\w/]+))"
r"\" rel=\"nofollow( noreferrer)?\">"
r".{300,}<a href=\"(?:http://%20)?\1\" "
r"rel=\"nofollow( noreferrer)?\">(?:http://%20)?\1</a>"
r"(?:</strong>)?\W*</p>\s*$", 'all': True,
'sites': [], 'reason': 'repeated URL at end of long post', 'title': False, 'body': True, 'username': False,
'body_summary': False, 'stripcodeblocks': True, 'max_rep': 1, 'max_score': 0},
# Link with "thanks for sharing" or a similar phrase in a short answer
{'method': keyword_link, 'all': True,
'sites': [], 'reason': 'bad keyword with a link in {}', 'title': False, 'body': True, 'username': False,
'stripcodeblocks': False, 'body_summary': False, 'questions': False, 'max_rep': 1, 'max_score': 0},
# non-linked .tk site at the end of an answer
{'regex': r'(?is)\w{3}(?<![/.]tcl)\.tk(?:</strong>)?\W*</p>\s*$', 'all': True,
'sites': [], 'reason': 'pattern-matching website in {}', 'title': False, 'body': True, 'username': False,
'stripcodeblocks': False, 'body_summary': False, 'questions': False, 'max_rep': 1, 'max_score': 0},
# non-linked site at the end of a short answer
{'regex': r'(?is)^.{0,350}\w{6}\.(com|co\.uk)(?:</strong>)?\W*</p>\s*$', 'all': True,
'sites': [], 'reason': 'link at end of {}', 'title': False, 'body': True, 'username': False,
'stripcodeblocks': False, 'body_summary': False, 'questions': False, 'max_rep': 1, 'max_score': 0},
# Shortened URL near the end of question
{'regex': r"(?is)://(goo\.gl|bit\.ly|bit\.do|tinyurl\.com|fb\.me|cl\.ly|t\.co|is\.gd|j\.mp|tr\.im|ow\.ly|"
r"wp\.me|alturl\.com|tiny\.cc|9nl\.me|post\.ly|dyo\.gs|bfy\.tw|amzn\.to|adf\.ly|adfoc\.us|"
r"surl\.cn\.com|clkmein\.com|bluenik\.com|rurl\.us|adyou\.co)/.{0,200}$", 'all': True,
'sites': ["superuser.com", "askubuntu.com"], 'reason': "shortened URL in {}", 'title': False, 'body': True,
'username': False, 'stripcodeblocks': True, 'body_summary': False, 'answers': False, 'max_rep': 1,
'max_score': 0},
# Shortened URL in an answer