20 Commits

Author SHA1 Message Date
Sergey Obukhov
16354e3528 Merge pull request #191 from mailgun/thrawn/develop
PIP-423: Now removing namespaces from parsed HTML
2019-05-12 11:54:17 +03:00
Derrick J. Wippler
1018e88ec1 Now removing namespaces from parsed HTML 2019-05-10 11:16:12 -05:00
Sergey Obukhov
cdd84563dd Merge pull request #183 from mailgun/sergey/date
fix text with Date: misclassified as quotations splitter
2019-01-18 17:32:10 +03:00
Sergey Obukhov
8138ea9a60 fix text with Date: misclassified as quotations splitter 2019-01-18 16:49:39 +03:00
Sergey Obukhov
c171f9a875 Merge pull request #169 from Savageman/patch-2
Use regex match to detect outlook 2007, 2010, 2013
2018-11-05 10:43:20 +03:00
Sergey Obukhov
3f97a8b8ff Merge branch 'master' into patch-2 2018-11-05 10:42:00 +03:00
Esperat Julian
1147767ff3 Fix regression: windows mail format was left forgotten
Missing a | at the end of the regex, so next lines are part of the global search.
2018-11-04 19:42:12 +01:00
Sergey Obukhov
6a304215c3 Merge pull request #177 from mailgun/obukhov-sergey-patch-1
Update Readme with how to retrain on your own data
2018-11-02 15:22:18 +03:00
Sergey Obukhov
31714506bd Update Readme with how to retrain on your own data 2018-11-02 15:21:36 +03:00
Sergey Obukhov
403d80cf3b Merge pull request #161 from glaand/master
Fix: Unicode strings with encoding declaration are not supported. Please use bytes input or XML fragments without declaration.
2018-11-02 15:03:02 +03:00
Sergey Obukhov
7cf20f2877 Merge branch 'master' into master 2018-11-02 14:52:38 +03:00
Sergey Obukhov
afff08b017 Merge branch 'master' into patch-2 2018-11-02 09:13:42 +03:00
Sergey Obukhov
685abb1905 Merge pull request #171 from gabriellima95/Add-Portuguese-Language
Add Portuguese language to quotations
2018-11-02 09:12:43 +03:00
Sergey Obukhov
41990727a3 Merge branch 'master' into Add-Portuguese-Language 2018-11-02 09:11:07 +03:00
Sergey Obukhov
b113d8ab33 Merge pull request #172 from ad-m/patch-1
Fix catastrophic backtracking in regexp
2018-11-02 09:09:49 +03:00
Adam Dobrawy
7bd0e9cc2f Fix catastrophic backtracking in regexp
Co-Author: @Nipsuli
2018-09-21 22:00:10 +02:00
gabriellima95
1e030a51d4 Add Portuguese language to quotations 2018-09-11 15:27:39 -03:00
Esperat Julian
238a5de5cc Use regex match to detect outlook 2007, 2010, 2013
I encountered a variant of the outlook quotations with a space after the semicolon.

To prevent multiplying the number of rules, I implemented a regex match instead (I found how to here: https://stackoverflow.com/a/34093801/211204).

I documented all the different variants as cleanly as I could.
2018-08-31 12:39:52 +02:00
André Glatzl
53b24ffb3d Cut out first some encoding html tags such as xml and doctype for avoiding conflict with unicode decoding 2017-12-19 15:15:10 +01:00
Sergey Obukhov
a7404afbcb Merge pull request #155 from mailgun/sergey/appointment
fix appointments in text
2017-10-23 16:34:08 -07:00
7 changed files with 154 additions and 26 deletions

View File

@@ -129,6 +129,22 @@ start using it for talon.
.. _EDRM: http://www.edrm.net/resources/data-sets/edrm-enron-email-data-set
.. _forge: https://github.com/mailgun/forge
Training on your dataset
------------------------
talon comes with a pre-processed dataset and a pre-trained classifier. To retrain the classifier on your own dataset of raw emails, structure and annotate them in the same way the `forge`_ project does. Then do:
.. code:: python
from talon.signature.learning.dataset import build_extraction_dataset
from talon.signature.learning import classifier as c
build_extraction_dataset("/path/to/your/P/folder", "/path/to/talon/signature/data/train.data")
c.train(c.init(), "/path/to/talon/signature/data/train.data", "/path/to/talon/signature/data/classifier")
Note that for signature extraction you need just the folder with the positive samples with annotated signature lines (P folder).
.. _forge: https://github.com/mailgun/forge
Research
--------

View File

@@ -29,7 +29,7 @@ class InstallCommand(install):
setup(name='talon',
version='1.4.5',
version='1.4.8',
description=("Mailgun library "
"to extract message quotations and signatures."),
long_description=open("README.rst").read(),
@@ -48,7 +48,7 @@ setup(name='talon',
"regex>=1",
"numpy",
"scipy",
"scikit-learn>=0.16.1", # pickled versions of classifier, else rebuild
"scikit-learn==0.16.1", # pickled versions of classifier, else rebuild
'chardet>=1.0.1',
'cchardet>=0.3.5',
'cssselect',

View File

@@ -87,23 +87,24 @@ def cut_gmail_quote(html_message):
def cut_microsoft_quote(html_message):
''' Cuts splitter block and all following blocks. '''
#use EXSLT extensions to have a regex match() function with lxml
ns = {"re": "http://exslt.org/regular-expressions"}
#general pattern: @style='border:none;border-top:solid <color> 1.0pt;padding:3.0pt 0<unit> 0<unit> 0<unit>'
#outlook 2007, 2010 (international) <color=#B5C4DF> <unit=cm>
#outlook 2007, 2010 (american) <color=#B5C4DF> <unit=pt>
#outlook 2013 (international) <color=#E1E1E1> <unit=cm>
#outlook 2013 (american) <color=#E1E1E1> <unit=pt>
#also handles a variant with a space after the semicolon
splitter = html_message.xpath(
#outlook 2007, 2010 (international)
"//div[@style='border:none;border-top:solid #B5C4DF 1.0pt;"
"padding:3.0pt 0cm 0cm 0cm']|"
#outlook 2007, 2010 (american)
"//div[@style='border:none;border-top:solid #B5C4DF 1.0pt;"
"padding:3.0pt 0in 0in 0in']|"
#outlook 2013 (international)
"//div[@style='border:none;border-top:solid #E1E1E1 1.0pt;"
"padding:3.0pt 0cm 0cm 0cm']|"
#outlook 2013 (american)
"//div[@style='border:none;border-top:solid #E1E1E1 1.0pt;"
"padding:3.0pt 0in 0in 0in']|"
#outlook 2007, 2010, 2013 (international, american)
"//div[@style[re:match(., 'border:none; ?border-top:solid #(E1E1E1|B5C4DF) 1.0pt; ?"
"padding:3.0pt 0(in|cm) 0(in|cm) 0(in|cm)')]]|"
#windows mail
"//div[@style='padding-top: 5px; "
"border-top-color: rgb(229, 229, 229); "
"border-top-width: 1px; border-top-style: solid;']"
, namespaces=ns
)
if splitter:

View File

@@ -22,7 +22,7 @@ import six
log = logging.getLogger(__name__)
RE_FWD = re.compile("^[-]+[ ]*Forwarded message[ ]*[-]+$", re.I | re.M)
RE_FWD = re.compile("^[-]+[ ]*Forwarded message[ ]*[-]+\s*$", re.I | re.M)
RE_ON_DATE_SMB_WROTE = re.compile(
u'(-*[>]?[ ]?({0})[ ].*({1})(.*\n){{0,2}}.*({2}):?-*)'.format(
@@ -38,6 +38,8 @@ RE_ON_DATE_SMB_WROTE = re.compile(
'Op',
# German
'Am',
# Portuguese
'Em',
# Norwegian
u'',
# Swedish, Danish
@@ -64,6 +66,8 @@ RE_ON_DATE_SMB_WROTE = re.compile(
'schreef','verzond','geschreven',
# German
'schrieb',
# Portuguese
'escreveu',
# Norwegian, Swedish
'skrev',
# Vietnamese
@@ -135,13 +139,17 @@ RE_ORIGINAL_MESSAGE = re.compile(u'[\s]*[-]+[ ]*({})[ ]*[-]+'.format(
'Oprindelig meddelelse',
))), re.I)
RE_FROM_COLON_OR_DATE_COLON = re.compile(u'(_+\r?\n)?[\s]*(:?[*]?{})[\s]?:[*]?.*'.format(
RE_FROM_COLON_OR_DATE_COLON = re.compile(u'((_+\r?\n)?[\s]*:?[*]?({})[\s]?:([^\n$]+\n){{1,2}}){{2,}}'.format(
u'|'.join((
# "From" in different languages.
'From', 'Van', 'De', 'Von', 'Fra', u'Från',
# "Date" in different languages.
'Date', 'Datum', u'Envoyé', 'Skickat', 'Sendt',
))), re.I)
'Date', '[S]ent', 'Datum', u'Envoyé', 'Skickat', 'Sendt', 'Gesendet',
# "Subject" in different languages.
'Subject', 'Betreff', 'Objet', 'Emne', u'Ämne',
# "To" in different languages.
'To', 'An', 'Til', u'À', 'Till'
))), re.I | re.M)
# ---- John Smith wrote ----
RE_ANDROID_WROTE = re.compile(u'[\s]*[-]+.*({})[ ]*[-]+'.format(
@@ -286,7 +294,7 @@ def process_marked_lines(lines, markers, return_flags=[False, -1, -1]):
# inlined reply
# use lookbehind assertions to find overlapping entries e.g. for 'mtmtm'
# both 't' entries should be found
for inline_reply in re.finditer('(?<=m)e*((?:t+e*)+)m', markers):
for inline_reply in re.finditer('(?<=m)e*(t[te]*)m', markers):
# long links could break sequence of quotation lines but they shouldn't
# be considered an inline reply
links = (
@@ -430,6 +438,9 @@ def _extract_from_html(msg_body):
Extract not quoted message from provided html message body
using tags and plain text algorithm.
Cut out first some encoding html tags such as xml and doctype
for avoiding conflict with unicode decoding
Cut out the 'blockquote', 'gmail_quote' tags.
Cut Microsoft quotations.
@@ -445,6 +456,9 @@ def _extract_from_html(msg_body):
return msg_body
msg_body = msg_body.replace(b'\r\n', b'\n')
msg_body = re.sub(r"\<\?xml.+\?\>|\<\!DOCTYPE.+]\>", "", msg_body)
html_tree = html_document_fromstring(msg_body)
if html_tree is None:
@@ -502,9 +516,69 @@ def _extract_from_html(msg_body):
if _readable_text_empty(html_tree_copy):
return msg_body
# NOTE: We remove_namespaces() because we are using an HTML5 Parser, HTML
# parsers do not recognize namespaces in HTML tags. As such the rendered
# HTML tags are no longer recognizable HTML tags. Example: <o:p> becomes
# <oU0003Ap>. When we port this to golang we should look into using an
# XML Parser NOT and HTML5 Parser since we do not know what input a
# customer will send us. Switching to a common XML parser in python
# opens us up to a host of vulnerabilities.
# See https://docs.python.org/3/library/xml.html#xml-vulnerabilities
#
# The down sides to removing the namespaces is that customers might
# judge the XML namespaces important. If that is the case then support
# should encourage customers to preform XML parsing of the un-stripped
# body to get the full unmodified XML payload.
#
# Alternatives to this approach are
# 1. Ignore the U0003A in tag names and let the customer deal with it.
# This is not ideal, as most customers use stripped-html for viewing
# emails sent from a recipient, as such they cannot control the HTML
# provided by a recipient.
# 2. Preform a string replace of 'U0003A' to ':' on the rendered HTML
# string. While this would solve the issue simply, it runs the risk
# of replacing data outside the <tag> which might be essential to
# the customer.
remove_namespaces(html_tree_copy)
return html.tostring(html_tree_copy)
def remove_namespaces(root):
"""
Given the root of an HTML document iterate through all the elements
and remove any namespaces that might have been provided and remove
any attributes that contain a namespace
<html xmlns:o="urn:schemas-microsoft-com:office:office">
becomes
<html>
<o:p>Hi</o:p>
becomes
<p>Hi</p>
Start tags do NOT have a namespace; COLON characters have no special meaning.
if we don't remove the namespace the parser translates the tag name into a
unicode representation. For example <o:p> becomes <oU0003Ap>
See https://www.w3.org/TR/2011/WD-html5-20110525/syntax.html#start-tags
"""
for child in root.iter():
for key, value in child.attrib.items():
# If the attribute includes a colon
if key.rfind("U0003A") != -1:
child.attrib.pop(key)
# If the tag includes a colon
idx = child.tag.rfind("U0003A")
if idx != -1:
child.tag = child.tag[idx+6:]
return root
def split_emails(msg):
"""
Given a message (which may consist of an email conversation thread with
@@ -557,7 +631,6 @@ def _correct_splitlines_in_headers(markers, lines):
updated_markers = ""
i = 0
in_header_block = False
for m in markers:
# Only set in_header_block flag when we hit an 's' and line is a header
if m == 's':

View File

@@ -131,7 +131,7 @@ def html_tree_to_text(tree):
for el in tree.iter():
el_text = (el.text or '') + (el.tail or '')
if len(el_text) > 1:
if el.tag in _BLOCKTAGS:
if el.tag in _BLOCKTAGS + _HARDBREAKS:
text += "\n"
if el.tag == 'li':
text += " * "
@@ -142,7 +142,8 @@ def html_tree_to_text(tree):
if href:
text += "(%s) " % href
if el.tag in _HARDBREAKS and text and not text.endswith("\n"):
if (el.tag in _HARDBREAKS and text and
not text.endswith("\n") and not el_text):
text += "\n"
retval = _rm_excessive_newlines(text)

View File

@@ -8,6 +8,7 @@ import re
from talon import quotations, utils as u
from . import *
from .fixtures import *
from lxml import html
RE_WHITESPACE = re.compile("\s")
RE_DOUBLE_WHITESPACE = re.compile("\s")
@@ -424,3 +425,23 @@ def test_readable_html_empty():
def test_bad_html():
bad_html = "<html></html>"
eq_(bad_html, quotations.extract_from_html(bad_html))
def test_remove_namespaces():
msg_body = """
<html xmlns:o="urn:schemas-microsoft-com:office:office" xmlns="http://www.w3.org/TR/REC-html40">
<body>
<o:p>Dear Sir,</o:p>
<o:p>Thank you for the email.</o:p>
<blockquote>thing</blockquote>
</body>
</html>
"""
rendered = quotations.extract_from_html(msg_body)
assert_true("<p>" in rendered)
assert_true("xmlns" in rendered)
assert_true("<o:p>" not in rendered)
assert_true("<xmlns:o>" not in rendered)

View File

@@ -453,7 +453,8 @@ def test_link_closed_with_quotation_marker_on_new_line():
msg_body = '''8.45am-1pm
From: somebody@example.com
Date: Wed, 16 May 2012 00:15:02 -0600
<http://email.example.com/c/dHJhY2tpbmdfY29kZT1mMDdjYzBmNzM1ZjYzMGIxNT
> <bob@example.com <mailto:bob@example.com> >
@@ -494,7 +495,9 @@ def test_from_block_starts_with_date():
msg_body = """Blah
Date: Wed, 16 May 2012 00:15:02 -0600
To: klizhentas@example.com"""
To: klizhentas@example.com
"""
eq_('Blah', quotations.extract_from_plain(msg_body))
@@ -564,11 +567,12 @@ def test_mark_message_lines():
# next line should be marked as splitter
'_____________',
'From: foo@bar.com',
'Date: Wed, 16 May 2012 00:15:02 -0600',
'',
'> Hi',
'',
'Signature']
eq_('tessemet', quotations.mark_message_lines(lines))
eq_('tesssemet', quotations.mark_message_lines(lines))
lines = ['Just testing the email reply',
'',
@@ -807,7 +811,7 @@ def test_split_email():
>
>
"""
expected_markers = "stttttsttttetesetesmmmmmmssmmmmmmsmmmmmmmm"
expected_markers = "stttttsttttetesetesmmmmmmsmmmmmmmmmmmmmmmm"
markers = quotations.split_emails(msg)
eq_(markers, expected_markers)
@@ -823,3 +827,15 @@ that this line is intact."""
parsed = quotations.extract_from_plain(msg_body)
eq_(msg_body, parsed.decode('utf8'))
def test_appointment():
msg_body = """Invitation for an interview:
Date: Wednesday 3, October 2011
Time: 7 : 00am
Address: 130 Fox St
Please bring in your ID."""
parsed = quotations.extract_from_plain(msg_body)
eq_(msg_body, parsed.decode('utf8'))