def test_max():
max_five_six_seven = modifiers.max(5, 6, 7)
assert solve(max_five_six_seven) == 7
assert solve(pickle.loads(pickle.dumps(max_five_six_seven))) == 7
assert repr(max_five_six_seven) == "<feature.max(5, 6, 7)>"
def test_trim():
d1 = Datasource("derp1")
f1 = Feature("foobar1", returns=int)
f2 = Feature("foobar2", returns=int, depends_on=[d1])
c = Constant(value=5)
fv = FeatureVector("foobar3", returns=int, depends_on=[c])
assert list(trim(f1)) == [f1]
assert list(trim([f1, f2, fv])) == [f1, f2, fv]
assert (list(trim(log(max(f1 - f2, 1)))) == [f1, f2])
def test_trim():
d1 = Datasource("derp1")
f1 = Feature("foobar1", returns=int)
f2 = Feature("foobar2", returns=int, depends_on=[d1])
c = Constant(value=5)
fv = FeatureVector("foobar3", returns=int, depends_on=[c])
assert list(trim(f1)) == [f1]
assert list(trim([f1, f2, fv])) == [f1, f2, fv]
assert (list(trim(log(max(f1 - f2, 1)))) ==
[f1, f2])
"""
Turkish Wikipedia
+++++++++++++++++
"""
from revscoring.features import wikitext
from revscoring.features.modifiers import log, max, sub
from . import wikipedia
cite_templates = wikitext.revision.template_names_matching(
r"Kaynak|.*[ _]kaynağı",
name="trwiki.revision.cite_templates")
proportion_of_templated_references = \
cite_templates / max(wikitext.revision.ref_tags, 1)
non_templated_references = max(wikitext.revision.ref_tags - cite_templates, 0)
non_cite_templates = sub(
wikitext.revision.templates, cite_templates,
name="trwiki.revision.non_cite_templates"
)
infobox_templates = wikitext.revision.template_names_matching(
r".*[ _]bilgi[ _]kutusu",
name="trwiki.revision.infobox_templates")
# Copied (2015-10-29) from:
# https://fr.wikipedia.org/wiki/Wikip%C3%A9dia:Citez_vos_sources#R.C3.A9clamation_et_contestation_de_sources
cn_templates = wikitext.revision.template_names_matching(
r"Kaynak[ _]belirt|Olgu|Fact|Delil",
name="trwiki.revision.lvl1_cn_templates")
main_article_templates = wikitext.revision.template_names_matching(
# Copied (2015-10-29) from:
# https://fr.wikipedia.org/wiki/Cat%C3%A9gorie:Mod%C3%A8le_pour_bibliographie
CITE_TEMPLATES = [
r"Article",
r"Chapitre",
r"Jugement",
r"Lien[ _]web",
r"Loi",
r"Ouvrage"
]
cite_templates = wikitext.revision.template_names_matching(
"|".join(CITE_TEMPLATES),
name="frwiki.revision.cite_templates")
proportion_of_templated_references = \
cite_templates / max(wikitext.revision.ref_tags, 1)
non_templated_references = max(wikitext.revision.ref_tags - cite_templates, 0)
non_cite_templates = sub(
wikitext.revision.templates, cite_templates,
name="frwiki.revision.non_cite_templates"
)
infobox_templates = wikitext.revision.template_names_matching(
r"^infobox",
name="frwiki.revision.infobox_templates")
# Copied (2015-10-29) from:
# https://fr.wikipedia.org/wiki/Wikip%C3%A9dia:Citez_vos_sources#R.C3.A9clamation_et_contestation_de_sources
LVL1_CN_TEMPLATES = [r"Référence[ _]souhaitée", r"Citation[ _]nécessaire",
r"Référence[ _]à[ _]confirmer", r"Référence[ _]nécessaire",
r"Inédit"]
lvl1_cn_templates = wikitext.revision.template_names_matching(
r"Harvard citation text", r"harvtxt",
r"Harvcoltxt",
r"Harvcol",
r"Harvcolnb",
r"Harvard citations", r"harvs",
r"Harvp",
r"Citation"
]
cite_templates = wikitext.revision.template_names_matching(
"|".join(CITE_TEMPLATES), name="ukwiki.revision.cite_templates")
shortened_footnote_templates = wikitext.revision.template_names_matching(
"sfn", name="ukwiki.revision.shortened_footnote_templates")
all_ref_tags = shortened_footnote_templates + wikitext.revision.ref_tags
all_cite_templates = cite_templates + shortened_footnote_templates
proportion_of_templates_references = \
all_cite_templates / max(all_ref_tags, 1)
non_templated_references = max(all_ref_tags - all_cite_templates, 0)
non_cite_templates = sub(
wikitext.revision.templates, all_cite_templates,
name="ukwiki.revision.non_cite_templates"
)
# Links
CATEGORY_LINKS = [
r"Категорія",
r"Category",
r"Категория"
]
category_links = wikitext.revision.wikilink_titles_matching(
"|".join(CATEGORY_LINKS), name="ukwiki.revision.category_links")
"glwiki.revision.revision",
wikitext.revision.datasources,
)
paragraphs = mappers.map(
str, revision.paragraphs_sentences_and_whitespace,
name="glwiki.revision.paragraphs"
)
paragraphs_without_refs = filters.regex_matching(
r"^(?!\s*$)((?!<ref>)(.|\n))*$",
paragraphs,
name="glwiki.revision.paragraphs_without_refs"
)
paragraphs_without_refs_total_length = aggregators.sum(
mappers.map(len, paragraphs_without_refs),
name="glwiki.revision.paragraphs_without_refs_total_length"
)
local_wiki = [
image_links,
image_links / max(wikitext.revision.content_chars, 1),
category_links,
category_links / max(wikitext.revision.content_chars, 1),
cn_templates + 1,
cn_templates / max(wikitext.revision.content_chars, 1),
log(paragraphs_without_refs_total_length + 1),
paragraphs_without_refs_total_length /
max(wikitext.revision.content_chars, 1),
]
wp10 = wikipedia.article + local_wiki
else:
return 1
parent = [
log(wikitext.revision.parent.chars + 1),
log(wikitext.revision.parent.tokens + 1),
log(wikitext.revision.parent.words + 1),
log(wikitext.revision.parent.uppercase_words + 1),
log(wikitext.revision.parent.headings + 1),
log(wikitext.revision.parent.wikilinks + 1),
log(wikitext.revision.parent.external_links + 1),
log(wikitext.revision.parent.templates + 1),
log(wikitext.revision.parent.ref_tags + 1),
div(wikitext.revision.parent.chars,
max(wikitext.revision.parent.words, 1),
name="revision.parent.chars_per_word"),
div(wikitext.revision.parent.words,
max(wikitext.revision.parent.tokens, 1),
name="revision.parent.words_per_token"),
div(wikitext.revision.parent.uppercase_words,
max(wikitext.revision.parent.words, 1),
name="revision.parent.uppercase_words_per_word"),
div(wikitext.revision.parent.markups,
max(wikitext.revision.parent.tokens, 1),
name="revision.parent.markups_per_token"),
]
diff = [
wikitext.revision.diff.markup_delta_sum,
wikitext.revision.diff.markup_delta_increase,
wikitext.revision.datasources,
)
paragraphs = mappers.map(str,
revision.paragraphs_sentences_and_whitespace,
name="euwiki.revision.paragraphs")
paragraphs_without_refs = filters.regex_matching(
r"^(?!\s*$)((?!<ref>)(.|\n))*$",
paragraphs,
name="euwiki.revision.paragraphs_without_refs")
paragraphs_without_refs_total_length = aggregators.sum(
mappers.map(len, paragraphs_without_refs),
name="euwiki.revision.paragraphs_without_refs_total_length")
local_wiki = [
image_links,
image_links / max(wikitext.revision.content_chars, 1),
# category_links,
# category_links / max(wikitext.revision.content_chars, 1),
infobox_templates,
cn_templates + 1,
cn_templates / max(wikitext.revision.content_chars, 1),
log(paragraphs_without_refs_total_length + 1),
basque.dictionary.revision.dict_words,
basque.dictionary.revision.dict_words / max(wikitext.revision.words, 1),
english.dictionary.revision.dict_words,
english.dictionary.revision.dict_words / max(wikitext.revision.words, 1),
spanish.dictionary.revision.dict_words,
spanish.dictionary.revision.dict_words / max(wikitext.revision.words, 1),
]
wp10 = wikipedia.article + local_wiki
from revscoring.features import diff, page, parent_revision, revision, user
from revscoring.features.modifiers import log, max
from revscoring.languages import portuguese
from . import enwiki
proportion_of_badwords_added = portuguese.diff.badwords_added / \
max(portuguese.diff.words_added, 1)
proportion_of_badwords_removed = portuguese.diff.badwords_added / \
max(portuguese.diff.words_added, 1)
proportion_of_misspellings_added = portuguese.diff.misspellings_added / \
max(portuguese.diff.words_added, 1)
proportion_of_misspellings_removed = portuguese.diff.misspellings_added / \
max(portuguese.diff.words_added, 1)
proportion_of_informals_added = portuguese.diff.informals_added / \
max(portuguese.diff.words_added, 1)
proportion_of_informals_removed = portuguese.diff.informals_added / \
max(portuguese.diff.words_added, 1)
proportion_of_badwords = portuguese.parent_revision.badwords / \
max(portuguese.parent_revision.words, 1)
proportion_of_misspellings = portuguese.parent_revision.misspellings / \
max(portuguese.parent_revision.words, 1)
proportion_of_informals = portuguese.parent_revision.informals / \
max(portuguese.parent_revision.words, 1)
added_badwords_ratio = proportion_of_badwords_added / \
max(proportion_of_badwords, 0.01)
added_misspellings_ratio = proportion_of_misspellings_added / \
max(proportion_of_misspellings, 0.01)
added_informals_ratio = proportion_of_informals_added / \
"""
French Wikisource
+++++++++++++++++
"""
from revscoring.features import wikitext
from revscoring.features.modifiers import max
from revscoring.languages import french
from . import wikisource
local_wiki = [
wikitext.revision.chars, french.stemmed.revision.stem_chars,
french.stemmed.revision.stem_chars / max(wikitext.revision.chars, 1),
french.dictionary.revision.dict_words / max(wikitext.revision.words, 1),
french.dictionary.revision.dict_words /
max(french.dictionary.revision.non_dict_words, 1)
]
pagelevel = local_wiki + wikisource.page
unique_sources_count = aggregators.len(unique_sources)
"`int` : A count of unique sources in the revision"
# Status
is_human = wikibase_.revision.has_property_value(
properties.INSTANCE_OF, items.HUMAN, name=name + '.is_human')
has_birthday = wikibase_.revision.has_property(
properties.DATE_OF_BIRTH, name='revision.has_birthday')
dead = wikibase_.revision.has_property(
properties.DATE_OF_DEATH, name='revision.dead')
is_blp = has_birthday.and_(not_(dead))
local_wiki = [
is_human,
is_blp,
aggregators.len(complete_translations),
aggregators.len(important_label_translations),
aggregators.len(important_description_translations),
aggregators.len(important_complete_translations),
source_claims_count,
wikimedia_sources_count,
wikimedia_sources_count / modifiers.max(source_claims_count, 1),
external_sources_count,
external_sources_count / modifiers.max(source_claims_count, 1),
unique_sources_count,
unique_sources_count / modifiers.max(source_claims_count, 1)
]
item_quality = wikibase.item + local_wiki
return r_longest
else:
return 1
parent = [
log(wikitext.revision.parent.chars + 1),
log(wikitext.revision.parent.tokens + 1),
log(wikitext.revision.parent.words + 1),
log(wikitext.revision.parent.uppercase_words + 1),
log(wikitext.revision.parent.headings + 1),
log(wikitext.revision.parent.wikilinks + 1),
log(wikitext.revision.parent.external_links + 1),
log(wikitext.revision.parent.templates + 1),
log(wikitext.revision.parent.ref_tags + 1),
div(wikitext.revision.parent.chars,
max(wikitext.revision.parent.words, 1),
name="revision.parent.chars_per_word"),
div(wikitext.revision.parent.words,
max(wikitext.revision.parent.tokens, 1),
name="revision.parent.words_per_token"),
div(wikitext.revision.parent.uppercase_words,
max(wikitext.revision.parent.words, 1),
name="revision.parent.uppercase_words_per_word"),
div(wikitext.revision.parent.markups,
max(wikitext.revision.parent.tokens, 1),
name="revision.parent.markups_per_token"),
]
diff = [
wikitext.revision.diff.markup_delta_sum,
wikitext.revision.diff.markup_delta_increase,
]
cite_templates = wikitext.revision.template_names_matching(
"|".join(CITE_TEMPLATES), name="enwiki.revision.cite_templates")
SFN_TEMPLATES = [
r"Shortened footnote template", r"sfn",
r"Sfnp",
r"Sfnm",
r"Sfnmp"
]
shortened_footnote_templates = wikitext.revision.template_names_matching(
"|".join(SFN_TEMPLATES),
name="enwiki.revision.shortened_footnote_templates")
all_ref_tags = shortened_footnote_templates + wikitext.revision.ref_tags
all_cite_templates = cite_templates + shortened_footnote_templates
proportion_of_templated_references = \
all_cite_templates / max(all_ref_tags, 1)
non_templated_references = max(all_ref_tags - all_cite_templates, 0)
non_cite_templates = sub(
wikitext.revision.templates, all_cite_templates,
name="enwiki.revision.non_cite_templates"
)
# Links
category_links = wikitext.revision.wikilink_titles_matching(
r"Category\:", name="enwiki.revision.category_links")
image_links = wikitext.revision.wikilink_titles_matching(
r"File|Image\:", name="enwiki.revision.image_links")
# References
revision = Revision(
"enwiki.revision.revision",
revision_oriented_datasources.revision.page.suggested.properties])
# Status
is_human = wikibase_.revision.has_property_value(
properties.INSTANCE_OF, items.HUMAN, name=name + '.revision.is_human')
has_birthday = wikibase_.revision.has_property(
properties.DATE_OF_BIRTH, name=name + '.revision.has_birthday')
dead = wikibase_.revision.has_property(
properties.DATE_OF_DEATH, name=name + '.revision.dead')
is_blp = has_birthday.and_(not_(dead))
local_wiki = [
is_human,
is_blp,
aggregators.len(complete_translations),
aggregators.len(important_label_translations),
aggregators.len(important_description_translations),
aggregators.len(important_complete_translations),
references_count,
wikimedia_references_count,
wikimedia_references_count / modifiers.max(references_count, 1),
external_references_count,
external_references_count / modifiers.max(references_count, 1),
unique_references_count,
unique_references_count / modifiers.max(references_count, 1),
item_completeness
]
item_quality = wikibase.item + local_wiki
r"Harvard citation", r"harv", r"Harvard citation text", r"harvtxt",
r"Harvcoltxt", r"Harvcol", r"Harvcolnb", r"Harvard citations", r"harvs",
r"Harvp"
]
cite_templates = wikitext.revision.template_names_matching(
"|".join(CITE_TEMPLATES), name="enwiki.revision.cite_templates")
SFN_TEMPLATES = [
r"Shortened footnote template", r"sfn", r"Sfnp", r"Sfnm", r"Sfnmp"
]
shortened_footnote_templates = wikitext.revision.template_names_matching(
"|".join(SFN_TEMPLATES),
name="enwiki.revision.shortened_footnote_templates")
all_ref_tags = shortened_footnote_templates + wikitext.revision.ref_tags
all_cite_templates = cite_templates + shortened_footnote_templates
proportion_of_templated_references = \
all_cite_templates / max(all_ref_tags, 1)
non_templated_references = max(all_ref_tags - all_cite_templates, 0)
non_cite_templates = sub(wikitext.revision.templates,
all_cite_templates,
name="enwiki.revision.non_cite_templates")
# Links
category_links = wikitext.revision.wikilink_titles_matching(
r"Category\:", name="enwiki.revision.category_links")
image_links = wikitext.revision.wikilink_titles_matching(
r"File|Image\:", name="enwiki.revision.image_links")
image_templates = wikitext.revision.template_names_matching(
r"((Wide|Tall|scalable) image)|Panorama|Panorama 2",
name='enwiki.revision.image_template')
from revscoring.features.modifiers import log, max
from revscoring.languages import spanish
from . import enwiki, util
proportion_of_badwords_added = spanish.diff.badwords_added / max(spanish.diff.words_added, 1)
proportion_of_badwords_removed = spanish.diff.badwords_removed / max(spanish.diff.words_removed, 1)
proportion_of_misspellings_added = spanish.diff.misspellings_added / max(spanish.diff.words_added, 1)
proportion_of_misspellings_removed = spanish.diff.misspellings_removed / max(spanish.diff.words_removed, 1)
proportion_of_informals_added = spanish.diff.informals_added / max(spanish.diff.words_added, 1)
proportion_of_informals_removed = spanish.diff.informals_removed / max(spanish.diff.words_removed, 1)
proportion_of_badwords = spanish.parent_revision.badwords / max(spanish.parent_revision.words, 1)
proportion_of_misspellings = spanish.parent_revision.misspellings / max(spanish.parent_revision.words, 1)
proportion_of_informals = spanish.parent_revision.informals / max(spanish.parent_revision.words, 1)
added_badwords_ratio = proportion_of_badwords_added / max(proportion_of_badwords, 0.01)
added_misspellings_ratio = proportion_of_misspellings_added / max(proportion_of_misspellings, 0.01)
added_informals_ratio = proportion_of_informals_added / max(proportion_of_informals, 0.01)
damaging = (
util.no_lang_damaging
+ enwiki.badwords
+ enwiki.informals
+ [
log(spanish.diff.badwords_added + 1),
log(spanish.diff.badwords_removed + 1),
log(spanish.diff.informals_added + 1),
log(spanish.diff.informals_removed + 1),
log(spanish.diff.misspellings_added + 1),
log(spanish.diff.misspellings_removed + 1),
from revscoring.features import wikitext, modifiers
article = [
wikitext.revision.chars,
wikitext.revision.content_chars,
wikitext.revision.ref_tags,
(wikitext.revision.ref_tags /
modifiers.max(wikitext.revision.content_chars, 1)),
wikitext.revision.wikilinks,
(wikitext.revision.wikilinks /
modifiers.max(wikitext.revision.content_chars, 1)),
wikitext.revision.external_links,
(wikitext.revision.external_links /
modifiers.max(wikitext.revision.content_chars, 1)),
wikitext.revision.headings_by_level(2),
(wikitext.revision.headings_by_level(2) /
modifiers.max(wikitext.revision.content_chars, 1)),
wikitext.revision.headings_by_level(3),
(wikitext.revision.headings_by_level(3) /
modifiers.max(wikitext.revision.content_chars, 1))
]
# References
revision = Revision(
"glwiki.revision.revision",
wikitext.revision.datasources,
)
paragraphs = mappers.map(str,
revision.paragraphs_sentences_and_whitespace,
name="glwiki.revision.paragraphs")
paragraphs_without_refs = filters.regex_matching(
r"^(?!\s*$)((?!<ref>)(.|\n))*$",
paragraphs,
name="glwiki.revision.paragraphs_without_refs")
paragraphs_without_refs_total_length = aggregators.sum(
mappers.map(len, paragraphs_without_refs),
name="glwiki.revision.paragraphs_without_refs_total_length")
local_wiki = [
image_links,
image_links / max(wikitext.revision.content_chars, 1),
category_links,
category_links / max(wikitext.revision.content_chars, 1),
cn_templates + 1,
cn_templates / max(wikitext.revision.content_chars, 1),
log(paragraphs_without_refs_total_length + 1),
paragraphs_without_refs_total_length /
max(wikitext.revision.content_chars, 1),
]
wp10 = wikipedia.article + local_wiki
English Wikipedia
+++++++++++++++++
"""
from revscoring.features import revision
from revscoring.features.modifiers import log, max
from revscoring.languages import english
from ..features.revision import templates_that_match
cite_templates = templates_that_match(
r"cite", name="enwiki.revision.cite_templates")
infobox_templates = templates_that_match(
r"infobox", name="enwiki.revision.infobox_templates")
proportion_of_templated_references = cite_templates / max(revision.ref_tags, 1)
CN_TEMPLATES = [
r"Citation needed",
r"Cn",
r"Fact"
]
cn_templates = templates_that_match("|".join(CN_TEMPLATES),
name="enwiki.revision.cn_templates")
who_templates = templates_that_match("Who",
name="enwiki.revision.cn_templates")
main_article_templates = templates_that_match(
"Main",
name="enwiki.main_article_templates")
paragraphs = mappers.map(
str,
wikitext.revision.datasources.paragraphs_sentences_and_whitespace,
name="enwiki.revision.paragraphs")
paragraphs_without_refs = filters.regex_matching(
r"^(?!\s*$)((?!<ref>)(.|\n))*$",
paragraphs,
name="enwiki.revision.paragraphs_without_refs")
paragraphs_without_refs_total_length = aggregators.sum(
mappers.map(len, paragraphs_without_refs),
name="enwiki.revision.paragraphs_without_refs_total_length")
local_wiki = [
dutch.stemmed.revision.stem_chars,
(dutch.stemmed.revision.stem_chars /
max(wikitext.revision.content_chars, 1)),
image_links,
image_links / max(wikitext.revision.content_chars, 1),
category_links,
category_links / max(wikitext.revision.content_chars, 1),
dutch.dictionary.revision.dict_words,
dutch.dictionary.revision.dict_words / max(wikitext.revision.words, 1),
paragraphs_without_refs_total_length,
paragraphs_without_refs_total_length /
max(wikitext.revision.content_chars, 1),
cn_templates,
cn_templates / max(wikitext.revision.content_chars, 1),
]
wp10 = local_wiki + wikipedia.article
from revscoring.features import wikitext
from revscoring.features.modifiers import max, sub
from revscoring.languages import portuguese
char_based = [
wikitext.revision.chars, wikitext.revision.whitespace_chars,
wikitext.revision.markup_chars, wikitext.revision.cjk_chars,
wikitext.revision.entity_chars, wikitext.revision.url_chars,
wikitext.revision.word_chars, wikitext.revision.uppercase_word_chars,
wikitext.revision.punctuation_chars, wikitext.revision.break_chars,
wikitext.revision.longest_repeated_char,
wikitext.revision.whitespace_chars / max(wikitext.revision.chars, 1),
wikitext.revision.markup_chars / max(wikitext.revision.chars, 1),
wikitext.revision.cjk_chars / max(wikitext.revision.chars, 1),
wikitext.revision.entity_chars / max(wikitext.revision.chars, 1),
wikitext.revision.url_chars / max(wikitext.revision.chars, 1),
wikitext.revision.word_chars / max(wikitext.revision.chars, 1),
wikitext.revision.uppercase_word_chars / max(wikitext.revision.chars, 1),
wikitext.revision.punctuation_chars / max(wikitext.revision.chars, 1),
wikitext.revision.break_chars / max(wikitext.revision.chars, 1),
wikitext.revision.longest_repeated_char / max(wikitext.revision.chars, 1)
]
token_based = [
wikitext.revision.tokens, wikitext.revision.numbers,
wikitext.revision.whitespaces, wikitext.revision.markups,
wikitext.revision.cjks, wikitext.revision.entities, wikitext.revision.urls,
wikitext.revision.words, wikitext.revision.uppercase_words,
wikitext.revision.punctuations, wikitext.revision.breaks,
wikitext.revision.longest_token, wikitext.revision.longest_word,
wikitext.revision.numbers / max(wikitext.revision.tokens, 1),
from revscoring.features import diff, page, parent_revision, revision, user
from revscoring.features.modifiers import log, max
from revscoring.languages import indonesian
from . import enwiki
proportion_of_badwords_added = indonesian.diff.badwords_added / \
max(indonesian.diff.words_added, 1)
proportion_of_badwords_removed = indonesian.diff.badwords_added / \
max(indonesian.diff.words_added, 1)
proportion_of_misspellings_added = indonesian.diff.misspellings_added / \
max(indonesian.diff.words_added, 1)
proportion_of_misspellings_removed = indonesian.diff.misspellings_added / \
max(indonesian.diff.words_added, 1)
proportion_of_informals_added = indonesian.diff.informals_added / \
max(indonesian.diff.words_added, 1)
proportion_of_informals_removed = indonesian.diff.informals_added / \
max(indonesian.diff.words_added, 1)
proportion_of_badwords = indonesian.parent_revision.badwords / \
max(indonesian.parent_revision.words, 1)
proportion_of_misspellings = indonesian.parent_revision.misspellings / \
max(indonesian.parent_revision.words, 1)
proportion_of_informals = indonesian.parent_revision.informals / \
max(indonesian.parent_revision.words, 1)
added_badwords_ratio = proportion_of_badwords_added / \
max(proportion_of_badwords, 0.01)
added_misspellings_ratio = proportion_of_misspellings_added / \
max(proportion_of_misspellings, 0.01)
added_informals_ratio = proportion_of_informals_added / \
from revscoring.features import wikitext
from revscoring.features.modifiers import log, max, sub
from revscoring.languages import french
from . import wikipedia
# Copied (2015-10-29) from:
# https://fr.wikipedia.org/wiki/Cat%C3%A9gorie:Mod%C3%A8le_pour_bibliographie
CITE_TEMPLATES = [
r"Article", r"Chapitre", r"Jugement", r"Lien[ _]web", r"Loi", r"Ouvrage"
]
cite_templates = wikitext.revision.template_names_matching(
"|".join(CITE_TEMPLATES), name="frwiki.revision.cite_templates")
proportion_of_templated_references = \
cite_templates / max(wikitext.revision.ref_tags, 1)
non_templated_references = max(wikitext.revision.ref_tags - cite_templates, 0)
non_cite_templates = sub(wikitext.revision.templates,
cite_templates,
name="frwiki.revision.non_cite_templates")
infobox_templates = wikitext.revision.template_names_matching(
r"^infobox", name="frwiki.revision.infobox_templates")
# Copied (2015-10-29) from:
# https://fr.wikipedia.org/wiki/Wikip%C3%A9dia:Citez_vos_sources#R.C3.A9clamation_et_contestation_de_sources
LVL1_CN_TEMPLATES = [
r"Référence[ _]souhaitée", r"Citation[ _]nécessaire",
r"Référence[ _]à[ _]confirmer", r"Référence[ _]nécessaire", r"Inédit"
]
lvl1_cn_templates = wikitext.revision.template_names_matching(
"|".join(LVL1_CN_TEMPLATES), name="frwiki.revision.lvl1_cn_templates")
"`int` : A count of all sources which do not come from Wikimedia projects"
unique_sources_count = aggregators.len(unique_sources)
"`int` : A count of unique sources in the revision"
# Status
is_human = wikibase_.revision.has_property_value(properties.INSTANCE_OF,
items.HUMAN,
name=name + '.is_human')
has_birthday = wikibase_.revision.has_property(properties.DATE_OF_BIRTH,
name='revision.has_birthday')
dead = wikibase_.revision.has_property(properties.DATE_OF_DEATH,
name='revision.dead')
is_blp = has_birthday.and_(not_(dead))
local_wiki = [
is_human, is_blp,
aggregators.len(complete_translations),
aggregators.len(important_label_translations),
aggregators.len(important_description_translations),
aggregators.len(important_complete_translations), source_claims_count,
wikimedia_sources_count,
wikimedia_sources_count / modifiers.max(source_claims_count, 1),
external_sources_count,
external_sources_count / modifiers.max(source_claims_count, 1),
unique_sources_count,
unique_sources_count / modifiers.max(source_claims_count, 1)
]
item_quality = wikibase.item + local_wiki
from revscoring.features.modifiers import log, max
from revscoring.languages import turkish
from . import enwiki, util
proportion_of_badwords_added = turkish.diff.badwords_added / \
max(turkish.diff.words_added, 1)
proportion_of_badwords_removed = turkish.diff.badwords_removed / \
max(turkish.diff.words_removed, 1)
proportion_of_informals_added = turkish.diff.informals_added / \
max(turkish.diff.words_added, 1)
proportion_of_informals_removed = turkish.diff.informals_removed / \
max(turkish.diff.words_removed, 1)
proportion_of_badwords = turkish.parent_revision.badwords / \
max(turkish.parent_revision.words, 1)
proportion_of_informals = turkish.parent_revision.informals / \
max(turkish.parent_revision.words, 1)
added_badwords_ratio = proportion_of_badwords_added / \
max(proportion_of_badwords, 0.01)
added_informals_ratio = proportion_of_informals_added / \
max(proportion_of_informals, 0.01)
damaging = util.no_lang_damaging + enwiki.badwords + enwiki.informals + [
log(turkish.diff.badwords_added + 1),
log(turkish.diff.badwords_removed + 1),
log(turkish.diff.informals_added + 1),
log(turkish.diff.informals_removed + 1),
proportion_of_badwords_added,
proportion_of_badwords_removed,
from revscoring.features.modifiers import log, max
from revscoring.languages import english
from . import util
proportion_of_badwords_added = english.diff.badwords_added / \
max(english.diff.words_added, 1)
proportion_of_badwords_removed = english.diff.badwords_removed / \
max(english.diff.words_removed, 1)
proportion_of_misspellings_added = english.diff.misspellings_added / \
max(english.diff.words_added, 1)
proportion_of_misspellings_removed = english.diff.misspellings_removed / \
max(english.diff.words_removed, 1)
proportion_of_informals_added = english.diff.informals_added / \
max(english.diff.words_added, 1)
proportion_of_informals_removed = english.diff.informals_removed / \
max(english.diff.words_removed, 1)
proportion_of_badwords = english.parent_revision.badwords / \
max(english.parent_revision.words, 1)
proportion_of_misspellings = english.parent_revision.misspellings / \
max(english.parent_revision.words, 1)
proportion_of_informals = english.parent_revision.informals / \
max(english.parent_revision.words, 1)
added_badwords_ratio = proportion_of_badwords_added / \
max(proportion_of_badwords, 0.01)
added_misspellings_ratio = proportion_of_misspellings_added / \
max(proportion_of_misspellings, 0.01)
added_informals_ratio = proportion_of_informals_added / \
max(proportion_of_informals, 0.01)
unique_references_count = aggregators.len(unique_references)
"`int` : A count of unique sources in the revision"
# Status
is_human = wikibase_.revision.has_property_value(
properties.INSTANCE_OF, items.HUMAN, name=name + '.revision.is_human')
has_birthday = wikibase_.revision.has_property(
properties.DATE_OF_BIRTH, name=name + '.revision.has_birthday')
dead = wikibase_.revision.has_property(
properties.DATE_OF_DEATH, name=name + '.revision.dead')
is_blp = has_birthday.and_(not_(dead))
local_wiki = [
is_human,
is_blp,
aggregators.len(complete_translations),
aggregators.len(important_label_translations),
aggregators.len(important_description_translations),
aggregators.len(important_complete_translations),
references_count,
wikimedia_references_count,
wikimedia_references_count / modifiers.max(references_count, 1),
external_references_count,
external_references_count / modifiers.max(references_count, 1),
unique_references_count,
unique_references_count / modifiers.max(references_count, 1)
]
item_quality = wikibase.item + local_wiki
"""
from revscoring.features import wikitext
from revscoring.features.modifiers import max
from revscoring.languages import swedish
from . import wikipedia
cn_templates = wikitext.revision.template_names_matching(
r"Källa[ _]behövs|Kb",
name="svwiki.revision.cn_templates")
# Links
category_links = wikitext.revision.wikilink_titles_matching(
r"Category|Kategori\:", name="revision.category_links")
image_links = wikitext.revision.wikilink_titles_matching(
r"File|Image|Fil\:", name="revision.image_links")
local_wiki = [
image_links,
image_links / max(wikitext.revision.content_chars, 1),
category_links,
category_links / max(wikitext.revision.content_chars, 1),
swedish.dictionary.revision.dict_words,
swedish.dictionary.revision.dict_words / max(wikitext.revision.words, 1),
cn_templates,
cn_templates / max(wikitext.revision.content_chars, 1),
]
wp10 = local_wiki + wikipedia.article
"""
French Wikisource
+++++++++++++++++
"""
from revscoring.features import wikitext
from revscoring.features.modifiers import max
from revscoring.languages import french
from . import wikisource
local_wiki = [
wikitext.revision.chars,
french.stemmed.revision.stem_chars,
french.stemmed.revision.stem_chars /
max(wikitext.revision.chars, 1),
french.dictionary.revision.dict_words / max(wikitext.revision.words, 1),
french.dictionary.revision.dict_words /
max(french.dictionary.revision.non_dict_words, 1)
]
pagelevel = local_wiki + wikisource.page
from revscoring.features.modifiers import log, max
from revscoring.languages import french
from . import enwiki, util
proportion_of_badwords_added = french.diff.badwords_added / \
max(french.diff.words_added, 1)
proportion_of_badwords_removed = french.diff.badwords_removed / \
max(french.diff.words_removed, 1)
proportion_of_misspellings_added = french.diff.misspellings_added / \
max(french.diff.words_added, 1)
proportion_of_misspellings_removed = french.diff.misspellings_removed / \
max(french.diff.words_removed, 1)
proportion_of_badwords = french.parent_revision.badwords / \
max(french.parent_revision.words, 1)
proportion_of_misspellings = french.parent_revision.misspellings / \
max(french.parent_revision.words, 1)
added_badwords_ratio = proportion_of_badwords_added / \
max(proportion_of_badwords, 0.01)
added_misspellings_ratio = proportion_of_misspellings_added / \
max(proportion_of_misspellings, 0.01)
damaging = util.no_lang_damaging + enwiki.badwords + enwiki.informals + [
log(french.diff.badwords_added + 1),
log(french.diff.badwords_removed + 1),
log(french.diff.misspellings_added + 1),
log(french.diff.misspellings_removed + 1),
proportion_of_badwords_added,
proportion_of_badwords_removed,
# <ref name="derp">...</ref> (in another page
# <ref following="derp" name="otherderp">...</ref>)
# TODO
# <big>,<small>,<center>,<div>,<span>,<b>,<i>,<poem>,<section>,''',''
good_tags = wikitext.revision.tag_names_matching(
r"big|small|center|div|span|b|i|poem|section",
name="wikitext.revision.good_tags")
expected_markup = aggregators.len(
wikitext.revision.datasources.tokens_matching(r"'''|''"),
name="wiktext.revision.expected_markup")
page = [
wikitext.revision.chars,
wikitext.revision.content_chars,
wikitext.revision.content_chars / max(wikitext.revision.chars, 1),
wikitext.revision.markup_chars,
wikitext.revision.markup_chars / max(wikitext.revision.chars, 1),
wikitext.revision.whitespace_chars,
wikitext.revision.whitespace_chars / max(wikitext.revision.chars, 1),
wikitext.revision.entity_chars,
wikitext.revision.entity_chars / max(wikitext.revision.chars, 1),
wikitext.revision.punctuation_chars,
wikitext.revision.punctuation_chars / max(wikitext.revision.chars, 1),
wikitext.revision.longest_repeated_char,
wikitext.revision.numbers,
wikitext.revision.numbers / max(wikitext.revision.words, 1),
wikitext.revision.uppercase_words,
wikitext.revision.uppercase_words / max(wikitext.revision.words, 1),
wikitext.revision.longest_token,
wikitext.revision.longest_word,
from . import wikipedia
# Templates
infobox_templates = wikitext.revision.template_names_matching(
r"infobox", name="enwiki.revision.infobox_templates")
CN_TEMPLATES = [r"Citation[_ ]needed", r"Cn", r"Fact"]
cn_templates = wikitext.revision.template_names_matching(
"|".join(CN_TEMPLATES), name="enwiki.revision.cn_templates")
who_templates = wikitext.revision.template_names_matching(
"Who", name="enwiki.revision.who_templates")
main_article_templates = wikitext.revision.template_names_matching(
"Main", name="enwiki.main_article_templates")
cite_templates = wikitext.revision.template_names_matching(
r"cite", name="enwiki.revision.cite_templates")
proportion_of_templated_references = \
cite_templates / max(wikitext.revision.ref_tags, 1)
non_templated_references = max(wikitext.revision.ref_tags - cite_templates, 0)
non_cite_templates = sub(wikitext.revision.templates,
cite_templates,
name="enwiki.revision.non_cite_templates")
# Links
category_links = wikitext.revision.wikilink_titles_matching(
r"Category\:", name="enwiki.revision.category_links")
image_links = wikitext.revision.wikilink_titles_matching(
r"File|Image\:", name="enwiki.revision.image_links")
# References
revision = Revision(
"enwiki.revision.revision",
wikitext.revision.datasources,
def vectorize_words(words):
return vectorizers.word2vec.vectorize_words(enwiki_kvs, words)
revision_text_vectors = vectorizers.word2vec(mappers.lower_case(
wikitext.revision.datasources.words),
vectorize_words,
name="revision.text.en_vectors")
w2v = aggregators.mean(revision_text_vectors,
vector=True,
name="revision.text.en_vectors_mean")
female_pronouns = wikitext.revision.datasources.tokens_matching(
r"\b(she|her|hers)\b")
male_pronouns = wikitext.revision.datasources.tokens_matching(
r"\b(he|him|his)\b")
female_pronouns_count = aggregators.len(female_pronouns)
male_pronouns_count = aggregators.len(male_pronouns)
pronoun_features = [
female_pronouns_count, male_pronouns_count,
female_pronouns_count + male_pronouns_count, female_pronouns_count /
modifiers.max(female_pronouns_count + male_pronouns_count, 1)
]
drafttopic = [w2v] + pronoun_features
articletopic = drafttopic
from revscoring.features import wikitext, modifiers
article = [
wikitext.revision.chars,
wikitext.revision.content_chars,
wikitext.revision.ref_tags,
wikitext.revision.ref_tags / modifiers.max(wikitext.revision.content_chars, 1),
wikitext.revision.wikilinks,
wikitext.revision.wikilinks / modifiers.max(wikitext.revision.content_chars, 1),
wikitext.revision.external_links,
wikitext.revision.external_links / modifiers.max(wikitext.revision.content_chars, 1),
wikitext.revision.headings_by_level(2),
wikitext.revision.headings_by_level(2) /
modifiers.max(wikitext.revision.content_chars, 1),
wikitext.revision.headings_by_level(3),
wikitext.revision.headings_by_level(3) /
modifiers.max(wikitext.revision.content_chars, 1)
]
_process_all_sources,
depends_on=[item])
all_sources = aggregators.len(all_sources_datasource)
"`int` : A count of all sources in the revision"
all_wikimedia_sources_datasource = Datasource(
name + ".all_wikimedia_sources",
_process_wikimedia_sources,
depends_on=[all_sources_datasource])
all_wikimedia_sources = aggregators.len(all_wikimedia_sources_datasource)
"`int` : A count of all sources which come from Wikimedia projects in the revision"
all_external_sources = modifiers.sub(all_sources, all_wikimedia_sources)
"A count of all sources which do not come from Wikimedia projects in the revision"
external_sources_ratio = all_external_sources / modifiers.max(
wikibase_features.revision.sources, 1)
"A ratio/division between number of external references and number of claims that have references in the revision"
unique_sources = Feature(name + ".unique_sources",
_process_unique_sources,
depends_on=[all_sources_datasource],
returns=int)
"`int` : A count of unique sources in the revision"
# Status
is_human = revision.has_property_value(properties.INSTANCE_OF,
items.HUMAN,
name=name + '.is_human')
has_birthday = revision.has_property(properties.DATE_OF_BIRTH,
name='revision.has_birthday')
dead = revision.has_property(properties.DATE_OF_DEATH, name='revision.dead')