def clean_document(node):
"""Clean up the final document we return as the readable article"""
if node is None or len(node) == 0:
return
LNODE.log(node, 2, "Processing doc")
clean_list = ['object', 'h1']
to_drop = []
# If there is only one h2, they are probably using it as a header and
# not a subheader, so remove it since we already have a header.
if len(node.findall('.//h2')) == 1:
LOG.debug('Adding H2 to list of nodes to clean.')
clean_list.append('h2')
for n in node.iter():
LNODE.log(n, 2, "Cleaning iter node")
# clean out any in-line style properties
if 'style' in n.attrib:
n.set('style', '')
# remove all of the following tags
# Clean a node of all elements of type "tag".
# (Unless it's a youtube/vimeo video. People love movies.)
is_embed = True if n.tag in ['object', 'embed'] else False
if n.tag in clean_list:
allow = False
# Allow youtube and vimeo videos through as people usually
# want to see those.
if is_embed:
if ok_embedded_video(n):
allow = True
if not allow:
LNODE.log(n, 2, "Dropping Node")
to_drop.append(n)
if n.tag in ['h1', 'h2', 'h3', 'h4']:
# clean headings
# if the heading has no css weight or a high link density,
# remove it
if get_class_weight(n) < 0 or get_link_density(n) > .33:
LNODE.log(n, 2, "Dropping <hX>, it's insignificant")
to_drop.append(n)
# clean out extra <p>
if n.tag == 'p':
# if the p has no children and has no content...well then down
# with it.
if not n.getchildren() and len(n.text_content()) < 5:
LNODE.log(n, 2, 'Dropping extra <p>')
to_drop.append(n)
# finally try out the conditional cleaning of the target node
if clean_conditionally(n):
to_drop.append(n)
[n.drop_tree() for n in to_drop if n.getparent() is not None]
return node
def clean_document(node):
"""Clean up the final document we return as the readable article"""
if node is None or len(node) == 0:
return
LNODE.log(node, 2, "Processing doc")
clean_list = ['object', 'h1']
to_drop = []
# If there is only one h2, they are probably using it as a header and
# not a subheader, so remove it since we already have a header.
if len(node.findall('.//h2')) == 1:
LOG.debug('Adding H2 to list of nodes to clean.')
clean_list.append('h2')
for n in node.iter():
LNODE.log(n, 2, "Cleaning iter node")
# clean out any in-line style properties
if 'style' in n.attrib:
n.set('style', '')
# remove all of the following tags
# Clean a node of all elements of type "tag".
# (Unless it's a youtube/vimeo video. People love movies.)
is_embed = True if n.tag in ['object', 'embed'] else False
if n.tag in clean_list:
allow = False
# Allow youtube and vimeo videos through as people usually
# want to see those.
if is_embed:
if ok_embedded_video(n):
allow = True
if not allow:
LNODE.log(n, 2, "Dropping Node")
to_drop.append(n)
if n.tag in ['h1', 'h2', 'h3', 'h4']:
# clean headings
# if the heading has no css weight or a high link density,
# remove it
if get_class_weight(n) < 0 or get_link_density(n) > .33:
LNODE.log(n, 2, "Dropping <hX>, it's insignificant")
to_drop.append(n)
# clean out extra <p>
if n.tag == 'p':
# if the p has no children and has no content...well then down
# with it.
if not n.getchildren() and len(n.text_content()) < 5:
LNODE.log(n, 2, 'Dropping extra <p>')
to_drop.append(n)
# finally try out the conditional cleaning of the target node
if clean_conditionally(n):
to_drop.append(n)
[n.drop_tree() for n in to_drop if n.getparent() is not None]
return node
def _readable(self):
"""The readable parsed article"""
doc = self.orig.html
# cleaning doesn't return, just wipes in place
html_cleaner(doc)
doc = drop_tag(doc, "noscript", "iframe")
doc = transform_misused_divs_into_paragraphs(doc)
candidates, should_drop = find_candidates(doc)
if candidates:
LOG.debug("Candidates found:")
pp = PrettyPrinter(indent=2)
# right now we return the highest scoring candidate content
by_score = sorted([c for c in candidates.values()], key=attrgetter("content_score"), reverse=True)
LOG.debug(pp.pformat(by_score))
# since we have several candidates, check the winner's siblings
# for extra content
winner = by_score[0]
LOG.debug("Selected winning node: " + str(winner))
updated_winner = check_siblings(winner, candidates)
LOG.debug("Begin final prep of article")
updated_winner.node = prep_article(updated_winner.node)
doc = build_base_document(updated_winner.node, self.fragment)
else:
LOG.warning("No candidates found: using document.")
LOG.debug("Begin final prep of article")
# since we've not found a good candidate we're should help this
# cleanup by removing the should_drop we spotted.
[n.drop_tree() for n in should_drop]
doc = prep_article(doc)
doc = build_base_document(doc, self.fragment)
return doc
def _readable(self):
"""The readable parsed article"""
if self.candidates:
LOG.debug('Candidates found:')
pp = PrettyPrinter(indent=2)
# cleanup by removing the should_drop we spotted.
[n.drop_tree() for n in self._should_drop
if n.getparent() is not None]
# right now we return the highest scoring candidate content
by_score = sorted([c for c in self.candidates.values()],
key=attrgetter('content_score'), reverse=True)
LOG.debug(pp.pformat(by_score))
# since we have several candidates, check the winner's siblings
# for extra content
winner = by_score[0]
LOG.debug('Selected winning node: ' + str(winner))
updated_winner = check_siblings(winner, self.candidates)
LOG.debug('Begin final prep of article')
updated_winner.node = prep_article(updated_winner.node)
if updated_winner.node is not None:
doc = build_base_document(updated_winner.node, self.fragment)
else:
LOG.warning('Had candidates but failed to find a cleaned winning doc.')
doc = self._handle_no_candidates()
else:
LOG.warning('No candidates found: using document.')
LOG.debug('Begin final prep of article')
doc = self._handle_no_candidates()
return doc
def __init__(self, html, url=None, fragment=True):
"""Create the Article we're going to use.
:param html: The string of html we're going to parse.
:param url: The url so we can adjust the links to still work.
:param fragment: Should we return a <div> fragment or a full <html>
doc.
"""
LOG.debug('Url: ' + str(url))
self.orig = OriginalDocument(html, url=url)
self.fragment = fragment
def _parse(self, html):
"""Generate an lxml document from our html."""
html = replace_multi_br_to_paragraphs(html)
doc = build_doc(html)
# doc = html_cleaner.clean_html(doc)
base_href = self.url
if base_href:
LOG.debug('Making links absolute')
doc.make_links_absolute(base_href, resolve_base_href=True)
else:
doc.resolve_base_href()
return doc
def __init__(self, html, url=None, fragment=True):
"""Create the Article we're going to use.
:param html: The string of html we're going to parse.
:param url: The url so we can adjust the links to still work.
:param fragment: Should we return a <div> fragment or a full <html>
doc.
"""
LOG.debug('Url: ' + str(url))
self.orig = OriginalDocument(html, url=url)
self.fragment = fragment
def _parse(self, html):
"""Generate an lxml document from our html."""
html = replace_multi_br_to_paragraphs(html)
doc = build_doc(html)
# doc = html_cleaner.clean_html(doc)
base_href = self.url
if base_href:
LOG.debug('Making links absolute')
doc.make_links_absolute(base_href, resolve_base_href=True)
else:
doc.resolve_base_href()
return doc
def find_candidates(doc):
"""Find cadidate nodes for the readable version of the article.
Here's we're going to remove unlikely nodes, find scores on the rest, and
clean up and return the final best match.
"""
scorable_node_tags = SCORABLE_TAGS
nodes_to_score = []
should_remove = []
for node in doc.iter():
if is_unlikely_node(node):
LOG.debug("We should drop unlikely: " + str(node))
should_remove.append(node)
continue
if node.tag in scorable_node_tags and node not in nodes_to_score:
nodes_to_score.append(node)
return score_candidates(nodes_to_score), should_remove
def main():
args = parse_args()
if args.verbose:
set_logging_level('DEBUG')
if args.debug:
LNODE.activate()
target = args.path[0]
LOG.debug("Target: " + target)
if target.startswith('http') or target.startswith('www'):
is_url = True
url = target
else:
is_url = False
url = None
if is_url:
req = urllib.urlopen(target)
content = req.read()
ucontent = unicode(content, 'utf-8')
else:
ucontent = codecs.open(target, "r", "utf-8").read()
doc = Article(ucontent, url=url, fragment=args.fragment)
if args.browser:
fg, pathname = mkstemp(suffix='.html')
out = codecs.open(pathname, 'w', 'utf-8')
out.write(doc.readable)
out.close()
webbrowser.open(pathname)
else:
# Wrap sys.stdout into a StreamWriter to allow writing unicode.
sys.stdout = codecs.getwriter(
locale.getpreferredencoding())(sys.stdout)
sys.stdout.write(doc.readable)
def find_candidates(doc):
"""Find cadidate nodes for the readable version of the article.
Here's we're going to remove unlikely nodes, find scores on the rest, and
clean up and return the final best match.
"""
scorable_node_tags = SCORABLE_TAGS
nodes_to_score = []
should_remove = []
for node in doc.iter():
if is_unlikely_node(node):
LOG.debug('We should drop unlikely: ' + str(node))
should_remove.append(node)
continue
if node.tag == 'a' and is_bad_link(node):
LOG.debug('We should drop bad link: ' + str(node))
should_remove.append(node)
continue
if node.tag in scorable_node_tags and node not in nodes_to_score:
nodes_to_score.append(node)
return score_candidates(nodes_to_score), should_remove
def _readable(self):
"""The readable parsed article"""
if self.candidates:
LOG.debug('Candidates found:')
pp = PrettyPrinter(indent=2)
# cleanup by removing the should_drop we spotted.
[
n.drop_tree() for n in self._should_drop
if n.getparent() is not None
]
# right now we return the highest scoring candidate content
by_score = sorted([c for c in self.candidates.values()],
key=attrgetter('content_score'),
reverse=True)
LOG.debug(pp.pformat(by_score))
# since we have several candidates, check the winner's siblings
# for extra content
winner = by_score[0]
LOG.debug('Selected winning node: ' + str(winner))
updated_winner = check_siblings(winner, self.candidates)
LOG.debug('Begin final prep of article')
updated_winner.node = prep_article(updated_winner.node)
if updated_winner.node is not None:
doc = build_base_document(updated_winner.node, self.fragment)
else:
LOG.warning(
'Had candidates but failed to find a cleaned winning doc.')
doc = self._handle_no_candidates()
else:
LOG.warning('No candidates found: using document.')
LOG.debug('Begin final prep of article')
doc = self._handle_no_candidates()
return doc
def replace_multi_br_to_paragraphs(html):
"""Convert multiple <br>s into paragraphs"""
LOG.debug('Replacing multiple <br/> to <p>')
rep = re.compile("(<br[^>]*>[ \n\r\t]*){2,}", re.I)
return rep.sub('</p><p>', html)
def clean_document(node):
"""Clean up the final document we return as the readable article"""
LOG.debug("Cleaning document")
clean_list = ["object", "h1"]
# If there is only one h2, they are probably using it as a header and
# not a subheader, so remove it since we already have a header.
if len(node.findall(".//h2")) == 1:
LOG.debug("Adding H2 to list of nodes to clean.")
clean_list.append("h2")
for n in node.iter():
# clean out any incline style properties
if "style" in n.attrib:
n.set("style", "")
# remove all of the following tags
# Clean a node of all elements of type "tag".
# (Unless it's a youtube/vimeo video. People love movies.)
is_embed = True if n.tag in ["object", "embed"] else False
if n.tag in clean_list:
allow = False
# Allow youtube and vimeo videos through as people usually
# want to see those.
if is_embed:
if ok_embedded_video(n):
allow = True
if not allow:
LNODE.log(n, 2, "Dropping Node")
n.drop_tree()
# go on with next loop, this guy is gone
continue
if n.tag in ["h1", "h2", "h3", "h4"]:
# clean headings
# if the heading has no css weight or a high link density,
# remove it
if get_class_weight(n) < 0 or get_link_density(n) > 0.33:
# for some reason we get nodes here without a parent
if n.getparent() is not None:
LNODE.log(n, 2, "Dropping <hX>, it's insignificant")
n.drop_tree()
# go on with next loop, this guy is gone
continue
# clean out extra <p>
if n.tag == "p":
# if the p has no children and has no content...well then down
# with it.
if not n.getchildren() and len(n.text_content()) < 5:
LNODE.log(n, 2, "Dropping extra <p>")
n.drop_tree()
# go on with next loop, this guy is gone
continue
# finally try out the conditional cleaning of the target node
if clean_conditionally(n):
# For some reason the parent is none so we can't drop, we're
# not in a tree that can take dropping this node.
if n.getparent() is not None:
n.drop_tree()
return node
def clean_conditionally(node):
"""Remove the clean_el if it looks like bad content based on rules."""
target_tags = ['form', 'table', 'ul', 'div', 'p']
LNODE.log(node, 2, 'Cleaning conditionally node.')
if node.tag not in target_tags:
# this is not the tag you're looking for
LNODE.log(node, 2, 'Node cleared.')
return
weight = get_class_weight(node)
# content_score = LOOK up the content score for this node we found
# before else default to 0
content_score = 0
if (weight + content_score < 0):
LNODE.log(node, 2, 'Dropping conditional node')
LNODE.log(node, 2, 'Weight + score < 0')
return True
if node.text_content().count(',') < 10:
LOG.debug("There aren't 10 ,s so we're processing more")
# If there are not very many commas, and the number of
# non-paragraph elements is more than paragraphs or other ominous
# signs, remove the element.
p = len(node.findall('.//p'))
img = len(node.findall('.//img'))
li = len(node.findall('.//li')) - 100
inputs = len(node.findall('.//input'))
embed = 0
embeds = node.findall('.//embed')
for e in embeds:
if ok_embedded_video(e):
embed += 1
link_density = get_link_density(node)
content_length = len(node.text_content())
remove_node = False
if li > p and node.tag != 'ul' and node.tag != 'ol':
LNODE.log(node, 2, 'Conditional drop: li > p and not ul/ol')
remove_node = True
elif inputs > p / 3.0:
LNODE.log(node, 2, 'Conditional drop: inputs > p/3.0')
remove_node = True
elif content_length < 25 and (img == 0 or img > 2):
LNODE.log(node, 2,
'Conditional drop: len < 25 and 0/>2 images')
remove_node = True
elif weight < 25 and link_density > 0.2:
LNODE.log(node, 2,
'Conditional drop: weight small and link is dense')
remove_node = True
elif weight >= 25 and link_density > 0.5:
LNODE.log(node, 2,
'Conditional drop: weight big but link heavy')
remove_node = True
elif (embed == 1 and content_length < 75) or embed > 1:
LNODE.log(node, 2,
'Conditional drop: embed w/o much content or many embed')
remove_node = True
if remove_node:
LNODE.log(node, 2, 'Node will be removed')
else:
LNODE.log(node, 2, 'Node cleared')
return remove_node
# nope, don't remove anything
LNODE.log(node, 2, 'Node Cleared final.')
return False
def clean_conditionally(node):
"""Remove the clean_el if it looks like bad content based on rules."""
target_tags = ["form", "table", "ul", "div", "p"]
if node.tag not in target_tags:
# this is not the tag you're looking for
return
weight = get_class_weight(node)
# content_score = LOOK up the content score for this node we found
# before else default to 0
content_score = 0
if weight + content_score < 0:
LNODE.log(node, 2, "Dropping conditional node")
return True
if node.text_content().count(",") < 10:
LOG.debug("There aren't 10 ,s so we're processing more")
# If there are not very many commas, and the number of
# non-paragraph elements is more than paragraphs or other ominous
# signs, remove the element.
p = len(node.findall(".//p"))
img = len(node.findall(".//img"))
li = len(node.findall(".//li")) - 100
inputs = len(node.findall(".//input"))
embed = 0
embeds = node.findall(".//embed")
for e in embeds:
if ok_embedded_video(e):
embed += 1
link_density = get_link_density(node)
content_length = len(node.text_content())
remove_node = False
if img > p:
# this one has shown to do some extra image removals.
# we could get around this by checking for caption info in the
# images to try to do some scoring of good v. bad images.
# failing example:
# arstechnica.com/science/news/2012/05/1859s-great-auroral-stormthe-week-the-sun-touched-the-earth.ars
LNODE.log(node, 2, "Conditional drop: img > p")
remove_node = True
elif li > p and node.tag != "ul" and node.tag != "ol":
LNODE.log(node, 2, "Conditional drop: li > p and not ul/ol")
remove_node = True
elif inputs > p / 3.0:
LNODE.log(node, 2, "Conditional drop: inputs > p/3.0")
remove_node = True
elif content_length < 25 and (img == 0 or img > 2):
LNODE.log(node, 2, "Conditional drop: len < 25 and 0/>2 images")
remove_node = True
elif weight < 25 and link_density > 0.2:
LNODE.log(node, 2, "Conditional drop: weight small and link is dense")
remove_node = True
elif weight >= 25 and link_density > 0.5:
LNODE.log(node, 2, "Conditional drop: weight big but link heavy")
remove_node = True
elif (embed == 1 and content_length < 75) or embed > 1:
LNODE.log(node, 2, "Conditional drop: embed without much content or many embed")
remove_node = True
return remove_node
# nope, don't remove anything
return False
def clean_conditionally(node):
"""Remove the clean_el if it looks like bad content based on rules."""
target_tags = ['form', 'table', 'ul', 'div', 'p']
LNODE.log(node, 2, 'Cleaning conditionally node.')
if node.tag not in target_tags:
# this is not the tag you're looking for
LNODE.log(node, 2, 'Node cleared.')
return
weight = get_class_weight(node)
# content_score = LOOK up the content score for this node we found
# before else default to 0
content_score = 0
if (weight + content_score < 0):
LNODE.log(node, 2, 'Dropping conditional node')
LNODE.log(node, 2, 'Weight + score < 0')
return True
if node.text_content().count(',') < 10:
LOG.debug("There aren't 10 ,s so we're processing more")
# If there are not very many commas, and the number of
# non-paragraph elements is more than paragraphs or other ominous
# signs, remove the element.
p = len(node.findall('.//p'))
img = len(node.findall('.//img'))
li = len(node.findall('.//li')) - 100
inputs = len(node.findall('.//input'))
embed = 0
embeds = node.findall('.//embed')
for e in embeds:
if ok_embedded_video(e):
embed += 1
link_density = get_link_density(node)
content_length = len(node.text_content())
remove_node = False
if li > p and node.tag != 'ul' and node.tag != 'ol':
LNODE.log(node, 2, 'Conditional drop: li > p and not ul/ol')
remove_node = True
elif inputs > p / 3.0:
LNODE.log(node, 2, 'Conditional drop: inputs > p/3.0')
remove_node = True
elif content_length < 25 and (img == 0 or img > 2):
LNODE.log(node, 2, 'Conditional drop: len < 25 and 0/>2 images')
remove_node = True
elif weight < 25 and link_density > 0.2:
LNODE.log(node, 2,
'Conditional drop: weight small and link is dense')
remove_node = True
elif weight >= 25 and link_density > 0.5:
LNODE.log(node, 2, 'Conditional drop: weight big but link heavy')
remove_node = True
elif (embed == 1 and content_length < 75) or embed > 1:
LNODE.log(
node, 2,
'Conditional drop: embed w/o much content or many embed')
remove_node = True
if remove_node:
LNODE.log(node, 2, 'Node will be removed')
else:
LNODE.log(node, 2, 'Node cleared')
return remove_node
# nope, don't remove anything
LNODE.log(node, 2, 'Node Cleared final.')
return False
def replace_multi_br_to_paragraphs(html):
"""Convert multiple <br>s into paragraphs"""
LOG.debug('Replacing multiple <br/> to <p>')
rep = re.compile("(<br[^>]*>[ \n\r\t]*){2,}", re.I)
return rep.sub('</p><p>', html)