1 Commits

Author SHA1 Message Date
Ralph Meijer
2377c387c7 Actually bump up talon's version up to 1.0.5 to match the tag. 2015-09-09 22:46:18 +02:00
33 changed files with 2758 additions and 3601 deletions

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@@ -1,3 +1,5 @@
recursive-include tests *
recursive-include talon *
recursive-exclude tests *.pyc *~
recursive-exclude talon *.pyc *~
include train.data

View File

@@ -95,7 +95,7 @@ classifiers. The core of machine learning algorithm lays in
apply to a message (``featurespace.py``), how data sets are built
(``dataset.py``), classifiers interface (``classifier.py``).
Currently the data used for training is taken from our personal email
The data used for training is taken from our personal email
conversations and from `ENRON`_ dataset. As a result of applying our set
of features to the dataset we provide files ``classifier`` and
``train.data`` that dont have any personal information but could be
@@ -116,19 +116,8 @@ or
from talon.signature.learning.classifier import train, init
train(init(), EXTRACTOR_DATA, EXTRACTOR_FILENAME)
Open-source Dataset
-------------------
Recently we started a `forge`_ project to create an open-source, annotated dataset of raw emails. In the project we
used a subset of `ENRON`_ data, cleansed of private, health and financial information by `EDRM`_. At the moment over 190
emails are annotated. Any contribution and collaboration on the project are welcome. Once the dataset is ready we plan to
start using it for talon.
.. _scikit-learn: http://scikit-learn.org
.. _ENRON: https://www.cs.cmu.edu/~enron/
.. _EDRM: http://www.edrm.net/resources/data-sets/edrm-enron-email-data-set
.. _forge: https://github.com/mailgun/forge
Research
--------

View File

@@ -1,35 +1,8 @@
from __future__ import absolute_import
from setuptools import setup, find_packages
from setuptools.command.install import install
class InstallCommand(install):
user_options = install.user_options + [
('no-ml', None, "Don't install without Machine Learning modules."),
]
boolean_options = install.boolean_options + ['no-ml']
def initialize_options(self):
install.initialize_options(self)
self.no_ml = None
def finalize_options(self):
install.finalize_options(self)
if self.no_ml:
dist = self.distribution
dist.packages=find_packages(exclude=[
'tests',
'tests.*',
'talon.signature',
'talon.signature.*',
])
for not_required in ['numpy', 'scipy', 'scikit-learn==0.16.1']:
dist.install_requires.remove(not_required)
setup(name='talon',
version='1.3.7',
version='1.0.5',
description=("Mailgun library "
"to extract message quotations and signatures."),
long_description=open("README.rst").read(),
@@ -37,23 +10,16 @@ setup(name='talon',
author_email='admin@mailgunhq.com',
url='https://github.com/mailgun/talon',
license='APACHE2',
cmdclass={
'install': InstallCommand,
},
packages=find_packages(exclude=['tests', 'tests.*']),
packages=find_packages(exclude=['tests']),
include_package_data=True,
zip_safe=True,
install_requires=[
"lxml>=2.3.3",
"lxml==2.3.3",
"regex>=1",
"html2text",
"numpy",
"scipy",
"scikit-learn>=0.16.1", # pickled versions of classifier, else rebuild
'chardet>=1.0.1',
'cchardet>=0.3.5',
'cssselect',
'six>=1.10.0',
'html5lib'
"scikit-learn==0.16.1", # pickled versions of classifier, else rebuild
],
tests_require=[
"mock",

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@@ -1,13 +1,7 @@
from __future__ import absolute_import
from talon.quotations import register_xpath_extensions
try:
from talon import signature
ML_ENABLED = True
except ImportError:
ML_ENABLED = False
from talon import signature
def init():
register_xpath_extensions()
if ML_ENABLED:
signature.initialize()
signature.initialize()

View File

@@ -1,4 +1,3 @@
from __future__ import absolute_import
import regex as re

View File

@@ -3,10 +3,8 @@ The module's functions operate on message bodies trying to extract original
messages (without quoted messages) from html
"""
from __future__ import absolute_import
import regex as re
from talon.utils import cssselect
CHECKPOINT_PREFIX = '#!%!'
CHECKPOINT_SUFFIX = '!%!#'
@@ -14,7 +12,6 @@ CHECKPOINT_PATTERN = re.compile(CHECKPOINT_PREFIX + '\d+' + CHECKPOINT_SUFFIX)
# HTML quote indicators (tag ids)
QUOTE_IDS = ['OLK_SRC_BODY_SECTION']
RE_FWD = re.compile("^[-]+[ ]*Forwarded message[ ]*[-]+$", re.I | re.M)
def add_checkpoint(html_note, counter):
@@ -79,8 +76,8 @@ def delete_quotation_tags(html_note, counter, quotation_checkpoints):
def cut_gmail_quote(html_message):
''' Cuts the outermost block element with class gmail_quote. '''
gmail_quote = cssselect('div.gmail_quote', html_message)
if gmail_quote and (gmail_quote[0].text is None or not RE_FWD.match(gmail_quote[0].text)):
gmail_quote = html_message.cssselect('.gmail_quote')
if gmail_quote:
gmail_quote[0].getparent().remove(gmail_quote[0])
return True
@@ -88,12 +85,9 @@ def cut_gmail_quote(html_message):
def cut_microsoft_quote(html_message):
''' Cuts splitter block and all following blocks. '''
splitter = html_message.xpath(
#outlook 2007, 2010 (international)
#outlook 2007, 2010
"//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']|"
#windows mail
"//div[@style='padding-top: 5px; "
"border-top-color: rgb(229, 229, 229); "
@@ -136,7 +130,7 @@ def cut_microsoft_quote(html_message):
def cut_by_id(html_message):
found = False
for quote_id in QUOTE_IDS:
quote = cssselect('#{}'.format(quote_id), html_message)
quote = html_message.cssselect('#{}'.format(quote_id))
if quote:
found = True
quote[0].getparent().remove(quote[0])
@@ -144,14 +138,9 @@ def cut_by_id(html_message):
def cut_blockquote(html_message):
''' Cuts the last non-nested blockquote with wrapping elements.'''
quote = html_message.xpath(
'(.//blockquote)'
'[not(@class="gmail_quote") and not(ancestor::blockquote)]'
'[last()]')
if quote:
quote = quote[0]
''' Cuts blockquote with wrapping elements. '''
quote = html_message.find('.//blockquote')
if quote is not None:
quote.getparent().remove(quote)
return True
@@ -165,58 +154,21 @@ def cut_from_block(html_message):
if block:
block = block[-1]
parent_div = None
while block.getparent() is not None:
if block.tag == 'div':
parent_div = block
break
block = block.getparent()
if parent_div is not None:
maybe_body = parent_div.getparent()
# In cases where removing this enclosing div will remove all
# content, we should assume the quote is not enclosed in a tag.
parent_div_is_all_content = (
maybe_body is not None and maybe_body.tag == 'body' and
len(maybe_body.getchildren()) == 1)
if not parent_div_is_all_content:
parent = block.getparent()
next_sibling = block.getnext()
# remove all tags after found From block
# (From block and quoted message are in separate divs)
while next_sibling is not None:
parent.remove(block)
block = next_sibling
next_sibling = block.getnext()
# remove the last sibling (or the
# From block if no siblings)
if block is not None:
parent.remove(block)
block.getparent().remove(block)
return True
else:
return False
# handle the case when From: block goes right after e.g. <hr>
# and not enclosed in some tag
block = html_message.xpath(
("//*[starts-with(mg:tail(), 'From:')]|"
"//*[starts-with(mg:tail(), 'Date:')]"))
if block:
block = block[0]
if RE_FWD.match(block.getparent().text or ''):
return False
while(block.getnext() is not None):
block.getparent().remove(block.getnext())
block.getparent().remove(block)
return True
def cut_zimbra_quote(html_message):
zDivider = html_message.xpath('//hr[@data-marker="__DIVIDER__"]')
if zDivider:
zDivider[0].getparent().remove(zDivider[0])
return True
else:
block = block.getparent()
else:
# handle the case when From: block goes right after e.g. <hr>
# and not enclosed in some tag
block = html_message.xpath(
("//*[starts-with(mg:tail(), 'From:')]|"
"//*[starts-with(mg:tail(), 'Date:')]"))
if block:
block = block[0]
while(block.getnext() is not None):
block.getparent().remove(block.getnext())
block.getparent().remove(block)
return True

View File

@@ -5,18 +5,15 @@ The module's functions operate on message bodies trying to extract
original messages (without quoted messages)
"""
from __future__ import absolute_import
import regex as re
import logging
from copy import deepcopy
from lxml import html, etree
import html2text
from talon.utils import (get_delimiter, html_tree_to_text,
html_document_fromstring)
from talon.utils import get_delimiter
from talon import html_quotations
from six.moves import range
import six
log = logging.getLogger(__name__)
@@ -25,7 +22,7 @@ log = logging.getLogger(__name__)
RE_FWD = re.compile("^[-]+[ ]*Forwarded message[ ]*[-]+$", re.I | re.M)
RE_ON_DATE_SMB_WROTE = re.compile(
u'(-*[>]?[ ]?({0})[ ].*({1})(.*\n){{0,2}}.*({2}):?-*)'.format(
u'(-*[ ]?({0})[ ].*({1})(.*\n){{0,2}}.*({2}):?-*)'.format(
# Beginning of the line
u'|'.join((
# English
@@ -35,13 +32,7 @@ RE_ON_DATE_SMB_WROTE = re.compile(
# Polish
'W dniu',
# Dutch
'Op',
# German
'Am',
# Norwegian
u'',
# Swedish, Danish
'Den',
'Op'
)),
# Date and sender separator
u'|'.join((
@@ -59,28 +50,18 @@ RE_ON_DATE_SMB_WROTE = re.compile(
# Polish
u'napisał',
# Dutch
'schreef','verzond','geschreven',
# German
'schrieb',
# Norwegian, Swedish
'skrev',
'schreef','verzond','geschreven'
))
))
# Special case for languages where text is translated like this: 'on {date} wrote {somebody}:'
RE_ON_DATE_WROTE_SMB = re.compile(
u'(-*[>]?[ ]?({0})[ ].*(.*\n){{0,2}}.*({1})[ ]*.*:)'.format(
u'(-*[ ]?({0})[ ].*(.*\n){{0,2}}.*({1})[ ].*:)'.format(
# Beginning of the line
u'|'.join((
'Op',
#German
'Am'
)),
# Ending of the line
u'|'.join((
# Dutch
'schreef','verzond','geschreven',
# German
'schrieb'
'schreef','verzond','geschreven'
))
)
)
@@ -111,7 +92,7 @@ RE_EMPTY_QUOTATION = re.compile(
(
# quotation border: splitter line or a number of quotation marker lines
(?:
(?:se*)+
s
|
(?:me*){2,}
)
@@ -131,66 +112,37 @@ 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]?:[*]? .*'.format(
u'|'.join((
# "From" in different languages.
'From', 'Van', 'De', 'Von', 'Fra', u'Från',
'From', 'Van', 'De', 'Von', 'Fra',
# "Date" in different languages.
'Date', 'Datum', u'Envoyé', 'Skickat', 'Sendt',
'Date', 'Datum', u'Envoyé'
))), re.I)
# ---- John Smith wrote ----
RE_ANDROID_WROTE = re.compile(u'[\s]*[-]+.*({})[ ]*[-]+'.format(
u'|'.join((
# English
'wrote'
))), re.I)
# Support polymail.io reply format
# On Tue, Apr 11, 2017 at 10:07 PM John Smith
#
# <
# mailto:John Smith <johnsmith@gmail.com>
# > wrote:
RE_POLYMAIL = re.compile('On.*\s{2}<\smailto:.*\s> wrote:', re.I)
SPLITTER_PATTERNS = [
RE_ORIGINAL_MESSAGE,
# <date> <person>
re.compile("(\d+/\d+/\d+|\d+\.\d+\.\d+).*@", re.VERBOSE),
RE_ON_DATE_SMB_WROTE,
RE_ON_DATE_WROTE_SMB,
RE_FROM_COLON_OR_DATE_COLON,
# 02.04.2012 14:20 пользователь "bob@example.com" <
# bob@xxx.mailgun.org> написал:
re.compile("(\d+/\d+/\d+|\d+\.\d+\.\d+).*@", re.S),
# 2014-10-17 11:28 GMT+03:00 Bob <
# bob@example.com>:
re.compile("\d{4}-\d{2}-\d{2}\s+\d{2}:\d{2}\s+GMT.*@", re.S),
# Thu, 26 Jun 2014 14:00:51 +0400 Bob <bob@example.com>:
re.compile('\S{3,10}, \d\d? \S{3,10} 20\d\d,? \d\d?:\d\d(:\d\d)?'
'( \S+){3,6}@\S+:'),
# Sent from Samsung MobileName <address@example.com> wrote:
re.compile('Sent from Samsung .*@.*> wrote'),
RE_ANDROID_WROTE,
RE_POLYMAIL
'( \S+){3,6}@\S+:')
]
RE_LINK = re.compile('<(http://[^>]*)>')
RE_NORMALIZED_LINK = re.compile('@@(http://[^>@]*)@@')
RE_PARENTHESIS_LINK = re.compile("\(https?://")
SPLITTER_MAX_LINES = 6
SPLITTER_MAX_LINES = 4
MAX_LINES_COUNT = 1000
# an extensive research shows that exceeding this limit
# leads to excessive processing time
MAX_HTML_LEN = 2794202
QUOT_PATTERN = re.compile('^>+ ?')
NO_QUOT_LINE = re.compile('^[^>].*[\S].*')
# Regular expression to identify if a line is a header.
RE_HEADER = re.compile(": ")
def extract_from(msg_body, content_type='text/plain'):
try:
@@ -204,19 +156,6 @@ def extract_from(msg_body, content_type='text/plain'):
return msg_body
def remove_initial_spaces_and_mark_message_lines(lines):
"""
Removes the initial spaces in each line before marking message lines.
This ensures headers can be identified if they are indented with spaces.
"""
i = 0
while i < len(lines):
lines[i] = lines[i].lstrip(' ')
i += 1
return mark_message_lines(lines)
def mark_message_lines(lines):
"""Mark message lines with markers to distinguish quotation lines.
@@ -230,7 +169,7 @@ def mark_message_lines(lines):
>>> mark_message_lines(['answer', 'From: foo@bar.com', '', '> question'])
'tsem'
"""
markers = ['e' for _ in lines]
markers = bytearray(len(lines))
i = 0
while i < len(lines):
if not lines[i].strip():
@@ -242,11 +181,10 @@ def mark_message_lines(lines):
else:
# in case splitter is spread across several lines
splitter = is_splitter('\n'.join(lines[i:i + SPLITTER_MAX_LINES]))
if splitter:
# append as many splitter markers as lines in splitter
splitter_lines = splitter.group().splitlines()
for j in range(len(splitter_lines)):
for j in xrange(len(splitter_lines)):
markers[i + j] = 's'
# skip splitter lines
@@ -256,7 +194,7 @@ def mark_message_lines(lines):
markers[i] = 't'
i += 1
return ''.join(markers)
return markers
def process_marked_lines(lines, markers, return_flags=[False, -1, -1]):
@@ -270,7 +208,6 @@ def process_marked_lines(lines, markers, return_flags=[False, -1, -1]):
return_flags = [were_lines_deleted, first_deleted_line,
last_deleted_line]
"""
markers = ''.join(markers)
# if there are no splitter there should be no markers
if 's' not in markers and not re.search('(me*){3}', markers):
markers = markers.replace('m', 't')
@@ -316,27 +253,10 @@ def preprocess(msg_body, delimiter, content_type='text/plain'):
Replaces link brackets so that they couldn't be taken for quotation marker.
Splits line in two if splitter pattern preceded by some text on the same
line (done only for 'On <date> <person> wrote:' pattern).
Converts msg_body into a unicode.
"""
msg_body = _replace_link_brackets(msg_body)
msg_body = _wrap_splitter_with_newline(msg_body, delimiter, content_type)
return msg_body
def _replace_link_brackets(msg_body):
"""
Normalize links i.e. replace '<', '>' wrapping the link with some symbols
so that '>' closing the link couldn't be mistakenly taken for quotation
marker.
Converts msg_body into a unicode
"""
if isinstance(msg_body, bytes):
msg_body = msg_body.decode('utf8')
# normalize links i.e. replace '<', '>' wrapping the link with some symbols
# so that '>' closing the link couldn't be mistakenly taken for quotation
# marker.
def link_wrapper(link):
newline_index = msg_body[:link.start()].rfind("\n")
if msg_body[newline_index + 1] == ">":
@@ -345,14 +265,7 @@ def _replace_link_brackets(msg_body):
return "@@%s@@" % link.group(1)
msg_body = re.sub(RE_LINK, link_wrapper, msg_body)
return msg_body
def _wrap_splitter_with_newline(msg_body, delimiter, content_type='text/plain'):
"""
Splits line in two if splitter pattern preceded by some text on the same
line (done only for 'On <date> <person> wrote:' pattern.
"""
def splitter_wrapper(splitter):
"""Wraps splitter with new line"""
if splitter.start() and msg_body[splitter.start() - 1] != '\n':
@@ -380,8 +293,12 @@ def extract_from_plain(msg_body):
delimiter = get_delimiter(msg_body)
msg_body = preprocess(msg_body, delimiter)
lines = msg_body.splitlines()
# don't process too long messages
lines = msg_body.splitlines()[:MAX_LINES_COUNT]
if len(lines) > MAX_LINES_COUNT:
return stripped_text
markers = mark_message_lines(lines)
lines = process_marked_lines(lines, markers)
@@ -406,59 +323,44 @@ def extract_from_html(msg_body):
then extracting quotations from text,
then checking deleted checkpoints,
then deleting necessary tags.
Returns a unicode string.
"""
if isinstance(msg_body, six.text_type):
msg_body = msg_body.encode('utf8')
elif not isinstance(msg_body, bytes):
msg_body = msg_body.encode('ascii')
result = _extract_from_html(msg_body)
if isinstance(result, bytes):
result = result.decode('utf8')
return result
def _extract_from_html(msg_body):
"""
Extract not quoted message from provided html message body
using tags and plain text algorithm.
Cut out the 'blockquote', 'gmail_quote' tags.
Cut Microsoft quotations.
Then use plain text algorithm to cut out splitter or
leftover quotation.
This works by adding checkpoint text to all html tags,
then converting html to text,
then extracting quotations from text,
then checking deleted checkpoints,
then deleting necessary tags.
"""
if msg_body.strip() == b'':
if msg_body.strip() == '':
return msg_body
msg_body = msg_body.replace(b'\r\n', b'\n')
html_tree = html_document_fromstring(msg_body)
if html_tree is None:
return msg_body
html_tree = html.document_fromstring(
msg_body,
parser=html.HTMLParser(encoding="utf-8")
)
cut_quotations = (html_quotations.cut_gmail_quote(html_tree) or
html_quotations.cut_zimbra_quote(html_tree) or
html_quotations.cut_blockquote(html_tree) or
html_quotations.cut_microsoft_quote(html_tree) or
html_quotations.cut_by_id(html_tree) or
html_quotations.cut_from_block(html_tree)
)
html_tree_copy = deepcopy(html_tree)
number_of_checkpoints = html_quotations.add_checkpoint(html_tree, 0)
quotation_checkpoints = [False] * number_of_checkpoints
plain_text = html_tree_to_text(html_tree)
plain_text = preprocess(plain_text, '\n', content_type='text/html')
msg_with_checkpoints = html.tostring(html_tree)
h = html2text.HTML2Text()
h.body_width = 0 # generate plain text without wrap
# html2text adds unnecessary star symbols. Remove them.
# Mask star symbols
msg_with_checkpoints = msg_with_checkpoints.replace('*', '3423oorkg432')
plain_text = h.handle(msg_with_checkpoints)
# Remove created star symbols
plain_text = plain_text.replace('*', '')
# Unmask saved star symbols
plain_text = plain_text.replace('3423oorkg432', '*')
delimiter = get_delimiter(plain_text)
plain_text = preprocess(plain_text, delimiter, content_type='text/html')
lines = plain_text.splitlines()
# Don't process too long messages
@@ -481,106 +383,25 @@ def _extract_from_html(msg_body):
process_marked_lines(lines, markers, return_flags)
lines_were_deleted, first_deleted, last_deleted = return_flags
if not lines_were_deleted and not cut_quotations:
return msg_body
if lines_were_deleted:
#collect checkpoints from deleted lines
for i in range(first_deleted, last_deleted):
for i in xrange(first_deleted, last_deleted):
for checkpoint in line_checkpoints[i]:
quotation_checkpoints[checkpoint] = True
else:
if cut_quotations:
return html.tostring(html_tree_copy)
else:
return msg_body
# Remove tags with quotation checkpoints
html_quotations.delete_quotation_tags(
html_tree_copy, 0, quotation_checkpoints
)
if _readable_text_empty(html_tree_copy):
return msg_body
# Remove tags with quotation checkpoints
html_quotations.delete_quotation_tags(
html_tree_copy, 0, quotation_checkpoints
)
return html.tostring(html_tree_copy)
def split_emails(msg):
"""
Given a message (which may consist of an email conversation thread with
multiple emails), mark the lines to identify split lines, content lines and
empty lines.
Correct the split line markers inside header blocks. Header blocks are
identified by the regular expression RE_HEADER.
Return the corrected markers
"""
msg_body = _replace_link_brackets(msg)
# don't process too long messages
lines = msg_body.splitlines()[:MAX_LINES_COUNT]
markers = remove_initial_spaces_and_mark_message_lines(lines)
markers = _mark_quoted_email_splitlines(markers, lines)
# we don't want splitlines in header blocks
markers = _correct_splitlines_in_headers(markers, lines)
return markers
def _mark_quoted_email_splitlines(markers, lines):
"""
When there are headers indented with '>' characters, this method will
attempt to identify if the header is a splitline header. If it is, then we
mark it with 's' instead of leaving it as 'm' and return the new markers.
"""
# Create a list of markers to easily alter specific characters
markerlist = list(markers)
for i, line in enumerate(lines):
if markerlist[i] != 'm':
continue
for pattern in SPLITTER_PATTERNS:
matcher = re.search(pattern, line)
if matcher:
markerlist[i] = 's'
break
return "".join(markerlist)
def _correct_splitlines_in_headers(markers, lines):
"""
Corrects markers by removing splitlines deemed to be inside header blocks.
"""
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':
if not in_header_block:
if bool(re.search(RE_HEADER, lines[i])):
in_header_block = True
else:
if QUOT_PATTERN.match(lines[i]):
m = 'm'
else:
m = 't'
# If the line is not a header line, set in_header_block false.
if not bool(re.search(RE_HEADER, lines[i])):
in_header_block = False
# Add the marker to the new updated markers string.
updated_markers += m
i += 1
return updated_markers
def _readable_text_empty(html_tree):
return not bool(html_tree_to_text(html_tree).strip())
def is_splitter(line):
'''
Returns Matcher object if provided string is a splitter and
@@ -594,7 +415,7 @@ def is_splitter(line):
def text_content(context):
'''XPath Extension function to return a node text content.'''
return context.context_node.xpath("string()").strip()
return context.context_node.text_content().strip()
def tail(context):

View File

@@ -20,7 +20,6 @@ trained against, don't forget to regenerate:
* signature/data/classifier
"""
from __future__ import absolute_import
import os
from . import extraction

View File

@@ -1,4 +1,3 @@
from __future__ import absolute_import
import logging
import regex as re
@@ -112,7 +111,7 @@ def extract_signature(msg_body):
return (stripped_body.strip(),
signature.strip())
except Exception as e:
except Exception, e:
log.exception('ERROR extracting signature')
return (msg_body, None)

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@@ -1,6 +1,5 @@
# -*- coding: utf-8 -*-
from __future__ import absolute_import
import logging
import regex as re

View File

@@ -5,7 +5,6 @@ The classifier could be used to detect if a certain line of the message
body belongs to the signature.
"""
from __future__ import absolute_import
from numpy import genfromtxt
from sklearn.svm import LinearSVC
from sklearn.externals import joblib

View File

@@ -16,13 +16,11 @@ suffix and the corresponding sender file has the same name except for the
suffix which should be `_sender`.
"""
from __future__ import absolute_import
import os
import regex as re
from talon.signature.constants import SIGNATURE_MAX_LINES
from talon.signature.learning.featurespace import build_pattern, features
from six.moves import range
SENDER_SUFFIX = '_sender'
@@ -146,7 +144,7 @@ def build_extraction_dataset(folder, dataset_filename,
if not sender or not msg:
continue
lines = msg.splitlines()
for i in range(1, min(SIGNATURE_MAX_LINES,
for i in xrange(1, min(SIGNATURE_MAX_LINES,
len(lines)) + 1):
line = lines[-i]
label = -1

View File

@@ -7,12 +7,9 @@ The body and the message sender string are converted into unicode before
applying features to them.
"""
from __future__ import absolute_import
from talon.signature.constants import (SIGNATURE_MAX_LINES,
TOO_LONG_SIGNATURE_LINE)
from talon.signature.learning.helpers import *
from six.moves import zip
from functools import reduce
def features(sender=''):

View File

@@ -6,7 +6,6 @@
"""
from __future__ import absolute_import
import unicodedata
import regex as re
@@ -17,7 +16,7 @@ from talon.signature.constants import SIGNATURE_MAX_LINES
rc = re.compile
RE_EMAIL = rc('\S@\S')
RE_EMAIL = rc('@')
RE_RELAX_PHONE = rc('(\(? ?[\d]{2,3} ?\)?.{,3}?){2,}')
RE_URL = rc(r'''https?://|www\.[\S]+\.[\S]''')
@@ -121,7 +120,7 @@ def contains_sender_names(sender):
names = names or sender
if names != '':
return binary_regex_search(re.compile(names))
return lambda s: 0
return lambda s: False
def extract_names(sender):
@@ -135,7 +134,7 @@ def extract_names(sender):
>>> extract_names('')
[]
"""
sender = to_unicode(sender, precise=True)
sender = to_unicode(sender)
# Remove non-alphabetical characters
sender = "".join([char if char.isalpha() else ' ' for char in sender])
# Remove too short words and words from "black" list i.e.
@@ -162,7 +161,7 @@ def categories_percent(s, categories):
50.0
'''
count = 0
s = to_unicode(s, precise=True)
s = to_unicode(s)
for c in s:
if unicodedata.category(c) in categories:
count += 1
@@ -182,16 +181,15 @@ def punctuation_percent(s):
def capitalized_words_percent(s):
'''Returns capitalized words percent.'''
s = to_unicode(s, precise=True)
s = to_unicode(s)
words = re.split('\s', s)
words = [w for w in words if w.strip()]
words = [w for w in words if len(w) > 2]
capitalized_words_counter = 0
valid_words_counter = 0
for word in words:
if not INVALID_WORD_START.match(word):
valid_words_counter += 1
if word[0].isupper() and not word[1].isupper():
if word[0].isupper():
capitalized_words_counter += 1
if valid_words_counter > 0 and len(words) > 1:
return 100 * float(capitalized_words_counter) / valid_words_counter

View File

@@ -1,19 +1,12 @@
# coding:utf-8
from __future__ import absolute_import
import logging
from random import shuffle
import chardet
import cchardet
import regex as re
from lxml.html import html5parser
from lxml.cssselect import CSSSelector
import html5lib
from talon.constants import RE_DELIMITER
import six
log = logging.getLogger(__name__)
def safe_format(format_string, *args, **kwargs):
@@ -32,7 +25,7 @@ def safe_format(format_string, *args, **kwargs):
except (UnicodeEncodeError, UnicodeDecodeError):
format_string = to_utf8(format_string)
args = [to_utf8(p) for p in args]
kwargs = {k: to_utf8(v) for k, v in six.iteritems(kwargs)}
kwargs = {k: to_utf8(v) for k, v in kwargs.iteritems()}
return format_string.format(*args, **kwargs)
# ignore other errors
@@ -49,51 +42,19 @@ def to_unicode(str_or_unicode, precise=False):
u'привет'
If `precise` flag is True, tries to guess the correct encoding first.
"""
if not isinstance(str_or_unicode, six.text_type):
encoding = quick_detect_encoding(str_or_unicode) if precise else 'utf-8'
return six.text_type(str_or_unicode, encoding, 'replace')
encoding = detect_encoding(str_or_unicode) if precise else 'utf-8'
if isinstance(str_or_unicode, str):
return unicode(str_or_unicode, encoding, 'replace')
return str_or_unicode
def detect_encoding(string):
"""
Tries to detect the encoding of the passed string.
Defaults to UTF-8.
"""
assert isinstance(string, bytes)
try:
detected = chardet.detect(string)
if detected:
return detected.get('encoding') or 'utf-8'
except Exception as e:
pass
return 'utf-8'
def quick_detect_encoding(string):
"""
Tries to detect the encoding of the passed string.
Uses cchardet. Fallbacks to detect_encoding.
"""
assert isinstance(string, bytes)
try:
detected = cchardet.detect(string)
if detected:
return detected.get('encoding') or detect_encoding(string)
except Exception as e:
pass
return detect_encoding(string)
def to_utf8(str_or_unicode):
"""
Safely returns a UTF-8 version of a given string
>>> utils.to_utf8(u'hi')
'hi'
"""
if not isinstance(str_or_unicode, six.text_type):
if isinstance(str_or_unicode, unicode):
return str_or_unicode.encode("utf-8", "ignore")
return str(str_or_unicode)
@@ -113,147 +74,3 @@ def get_delimiter(msg_body):
delimiter = '\n'
return delimiter
def html_tree_to_text(tree):
for style in CSSSelector('style')(tree):
style.getparent().remove(style)
for c in tree.xpath('//comment()'):
parent = c.getparent()
# comment with no parent does not impact produced text
if parent is None:
continue
parent.remove(c)
text = ""
for el in tree.iter():
el_text = (el.text or '') + (el.tail or '')
if len(el_text) > 1:
if el.tag in _BLOCKTAGS:
text += "\n"
if el.tag == 'li':
text += " * "
text += el_text.strip() + " "
# add href to the output
href = el.attrib.get('href')
if href:
text += "(%s) " % href
if el.tag in _HARDBREAKS and text and not text.endswith("\n"):
text += "\n"
retval = _rm_excessive_newlines(text)
return _encode_utf8(retval)
def html_to_text(string):
"""
Dead-simple HTML-to-text converter:
>>> html_to_text("one<br>two<br>three")
>>> "one\ntwo\nthree"
NOTES:
1. the string is expected to contain UTF-8 encoded HTML!
2. returns utf-8 encoded str (not unicode)
3. if html can't be parsed returns None
"""
if isinstance(string, six.text_type):
string = string.encode('utf8')
s = _prepend_utf8_declaration(string)
s = s.replace(b"\n", b"")
tree = html_fromstring(s)
if tree is None:
return None
return html_tree_to_text(tree)
def html_fromstring(s):
"""Parse html tree from string. Return None if the string can't be parsed.
"""
try:
if html_too_big(s):
return None
return html5parser.fromstring(s, parser=_html5lib_parser())
except Exception:
pass
def html_document_fromstring(s):
"""Parse html tree from string. Return None if the string can't be parsed.
"""
try:
if html_too_big(s):
return None
return html5parser.document_fromstring(s, parser=_html5lib_parser())
except Exception:
pass
def cssselect(expr, tree):
return CSSSelector(expr)(tree)
def html_too_big(s):
return s.count('<') > _MAX_TAGS_COUNT
def _contains_charset_spec(s):
"""Return True if the first 4KB contain charset spec
"""
return s.lower().find(b'html; charset=', 0, 4096) != -1
def _prepend_utf8_declaration(s):
"""Prepend 'utf-8' encoding declaration if the first 4KB don't have any
"""
return s if _contains_charset_spec(s) else _UTF8_DECLARATION + s
def _rm_excessive_newlines(s):
"""Remove excessive newlines that often happen due to tons of divs
"""
return _RE_EXCESSIVE_NEWLINES.sub("\n\n", s).strip()
def _encode_utf8(s):
"""Encode in 'utf-8' if unicode
"""
return s.encode('utf-8') if isinstance(s, six.text_type) else s
def _html5lib_parser():
"""
html5lib is a pure-python library that conforms to the WHATWG HTML spec
and is not vulnarable to certain attacks common for XML libraries
"""
return html5lib.HTMLParser(
# build lxml tree
html5lib.treebuilders.getTreeBuilder("lxml"),
# remove namespace value from inside lxml.html.html5paser element tag
# otherwise it yields something like "{http://www.w3.org/1999/xhtml}div"
# instead of "div", throwing the algo off
namespaceHTMLElements=False
)
_UTF8_DECLARATION = (b'<meta http-equiv="Content-Type" content="text/html;'
b'charset=utf-8">')
_BLOCKTAGS = ['div', 'p', 'ul', 'li', 'h1', 'h2', 'h3']
_HARDBREAKS = ['br', 'hr', 'tr']
_RE_EXCESSIVE_NEWLINES = re.compile("\n{2,10}")
# an extensive research shows that exceeding this limit
# might lead to excessive processing time
_MAX_TAGS_COUNT = 419

View File

@@ -1,4 +1,3 @@
from __future__ import absolute_import
from nose.tools import *
from mock import *

View File

@@ -1,4 +1,3 @@
<?xml version="1.0" encoding="UTF-8"?>
<html>
<head>
<style><!--

View File

@@ -1,87 +0,0 @@
<html>
<head>
<meta http-equiv="Content-Type" content="text/html; charset=iso-2022-jp">
<meta name="Generator" content="Microsoft Word 14 (filtered medium)">
<style><!--
/* Font Definitions */
@font-face
{font-family:Calibri;
panose-1:2 15 5 2 2 2 4 3 2 4;}
@font-face
{font-family:Tahoma;
panose-1:2 11 6 4 3 5 4 4 2 4;}
/* Style Definitions */
p.MsoNormal, li.MsoNormal, div.MsoNormal
{margin:0in;
margin-bottom:.0001pt;
font-size:12.0pt;
font-family:"Times New Roman","serif";}
h3
{mso-style-priority:9;
mso-style-link:"Heading 3 Char";
mso-margin-top-alt:auto;
margin-right:0in;
mso-margin-bottom-alt:auto;
margin-left:0in;
font-size:13.5pt;
font-family:"Times New Roman","serif";
font-weight:bold;}
a:link, span.MsoHyperlink
{mso-style-priority:99;
color:blue;
text-decoration:underline;}
a:visited, span.MsoHyperlinkFollowed
{mso-style-priority:99;
color:purple;
text-decoration:underline;}
p
{mso-style-priority:99;
mso-margin-top-alt:auto;
margin-right:0in;
mso-margin-bottom-alt:auto;
margin-left:0in;
font-size:12.0pt;
font-family:"Times New Roman","serif";}
span.Heading3Char
{mso-style-name:"Heading 3 Char";
mso-style-priority:9;
mso-style-link:"Heading 3";
font-family:"Cambria","serif";
color:#4F81BD;
font-weight:bold;}
span.EmailStyle19
{mso-style-type:personal-reply;
font-family:"Calibri","sans-serif";
color:#1F497D;}
.MsoChpDefault
{mso-style-type:export-only;
font-family:"Calibri","sans-serif";}
@page WordSection1
{size:8.5in 11.0in;
margin:1.0in 1.0in 1.0in 1.0in;}
div.WordSection1
{page:WordSection1;}
--></style><!--[if gte mso 9]><xml>
<o:shapedefaults v:ext="edit" spidmax="1026" />
</xml><![endif]--><!--[if gte mso 9]><xml>
<o:shapelayout v:ext="edit">
<o:idmap v:ext="edit" data="1" />
</o:shapelayout></xml><![endif]-->
</head>
<body lang="EN-US" link="blue" vlink="purple">
<div class="WordSection1">
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:&quot;Calibri&quot;,&quot;sans-serif&quot;;color:#1F497D">Hi. I am fine.<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:&quot;Calibri&quot;,&quot;sans-serif&quot;;color:#1F497D">Thanks,<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:&quot;Calibri&quot;,&quot;sans-serif&quot;;color:#1F497D">Alex<o:p></o:p></span></p>
<p class="MsoNormal"><b><span style="font-size:10.0pt;font-family:&quot;Tahoma&quot;,&quot;sans-serif&quot;">From:</span></b><span style="font-size:10.0pt;font-family:&quot;Tahoma&quot;,&quot;sans-serif&quot;"> Foo [mailto:foo@bar.com]
<b>On Behalf Of </b>baz@bar.com<br>
<b>Sent:</b> Monday, January 01, 2000 12:00 AM<br>
<b>To:</b> john@bar.com<br>
<b>Cc:</b> jane@bar.io<br>
<b>Subject:</b> Conversation<o:p></o:p></span></p>
<p class="MsoNormal"><o:p>&nbsp;</o:p></p>
<p>Hello! How are you?<o:p></o:p></p>
<p class="MsoNormal"><o:p>&nbsp;</o:p></p>
</div>
</body>
</html>

View File

@@ -1,19 +0,0 @@
Content-Type: text/plain;
charset=us-ascii
Mime-Version: 1.0 (Mac OS X Mail 8.2 \(2104\))
Subject: Re: Hello there
X-Universally-Unique-Identifier: 85B1075D-5841-46A9-8565-FCB287A93AC4
From: Adam Renberg <adam@tictail.com>
In-Reply-To: <CABzQGhkMXDxUt_tSVQcg=43aniUhtsVfCZVzu-PG0kwS_uzqMw@mail.gmail.com>
Date: Sat, 22 Aug 2015 19:22:20 +0200
Content-Transfer-Encoding: 7bit
X-Smtp-Server: smtp.gmail.com:adam@tictail.com
Message-Id: <68001B29-8EA4-444C-A894-0537D2CA5208@tictail.com>
References: <CABzQGhkMXDxUt_tSVQcg=43aniUhtsVfCZVzu-PG0kwS_uzqMw@mail.gmail.com>
To: Adam Renberg <tgwizard@gmail.com>
Hello
> On 22 Aug 2015, at 19:21, Adam Renberg <tgwizard@gmail.com> wrote:
>
> Hi there!

View File

@@ -1,12 +1,13 @@
# -*- coding: utf-8 -*-
from __future__ import absolute_import
from . import *
from . fixtures import *
import regex as re
from talon import quotations, utils as u
from talon import quotations
import html2text
RE_WHITESPACE = re.compile("\s")
@@ -27,7 +28,7 @@ def test_quotation_splitter_inside_blockquote():
</blockquote>"""
eq_("<html><head></head><body>Reply</body></html>",
eq_("<html><body><p>Reply</p></body></html>",
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
@@ -44,25 +45,7 @@ def test_quotation_splitter_outside_blockquote():
</div>
</blockquote>
"""
eq_("<html><head></head><body>Reply</body></html>",
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
def test_regular_blockquote():
msg_body = """Reply
<blockquote>Regular</blockquote>
<div>
On 11-Apr-2011, at 6:54 PM, Bob &lt;bob@example.com&gt; wrote:
</div>
<blockquote>
<div>
<blockquote>Nested</blockquote>
</div>
</blockquote>
"""
eq_("<html><head></head><body>Reply<blockquote>Regular</blockquote></body></html>",
eq_("<html><body><p>Reply</p><div></div></body></html>",
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
@@ -85,7 +68,6 @@ Reply
reply = """
<html>
<head></head>
<body>
Reply
@@ -129,30 +111,7 @@ def test_gmail_quote():
</div>
</div>
</div>"""
eq_("<html><head></head><body>Reply</body></html>",
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
def test_gmail_quote_compact():
msg_body = 'Reply' \
'<div class="gmail_quote">' \
'<div class="gmail_quote">On 11-Apr-2011, at 6:54 PM, Bob &lt;bob@example.com&gt; wrote:' \
'<div>Test</div>' \
'</div>' \
'</div>'
eq_("<html><head></head><body>Reply</body></html>",
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
def test_gmail_quote_blockquote():
msg_body = """Message
<blockquote class="gmail_quote">
<div class="gmail_default">
My name is William Shakespeare.
<br/>
</div>
</blockquote>"""
eq_(RE_WHITESPACE.sub('', msg_body),
eq_("<html><body><p>Reply</p></body></html>",
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
@@ -163,11 +122,11 @@ def test_unicode_in_reply():
<br>
</div>
<blockquote>
<blockquote class="gmail_quote">
Quote
</blockquote>""".encode("utf-8")
eq_("<html><head></head><body>Reply&#160;&#160;Text<br><div><br></div>"
eq_("<html><body><p>Reply&#160;&#160;Text<br></p><div><br></div>"
"</body></html>",
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
@@ -193,7 +152,6 @@ def test_blockquote_disclaimer():
stripped_html = """
<html>
<head></head>
<body>
<div>
<div>
@@ -225,7 +183,7 @@ def test_date_block():
</div>
</div>
"""
eq_('<html><head></head><body><div>message<br></div></body></html>',
eq_('<html><body><div>message<br></div></body></html>',
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
@@ -242,7 +200,7 @@ Subject: You Have New Mail From Mary!<br><br>
text
</div></div>
"""
eq_('<html><head></head><body><div>message<br></div></body></html>',
eq_('<html><body><div>message<br></div></body></html>',
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
@@ -260,7 +218,7 @@ def test_reply_shares_div_with_from_block():
</div>
</body>'''
eq_('<html><head></head><body><div>Blah<br><br></div></body></html>',
eq_('<html><body><div>Blah<br><br></div></body></html>',
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
@@ -271,47 +229,37 @@ def test_reply_quotations_share_block():
def test_OLK_SRC_BODY_SECTION_stripped():
eq_('<html><head></head><body><div>Reply</div></body></html>',
eq_('<html><body><div>Reply</div></body></html>',
RE_WHITESPACE.sub(
'', quotations.extract_from_html(OLK_SRC_BODY_SECTION)))
def test_reply_separated_by_hr():
eq_('<html><head></head><body><div>Hi<div>there</div></div></body></html>',
eq_('<html><body><div>Hi<div>there</div></div></body></html>',
RE_WHITESPACE.sub(
'', quotations.extract_from_html(REPLY_SEPARATED_BY_HR)))
def test_from_block_and_quotations_in_separate_divs():
msg_body = '''
Reply
<div>
<hr/>
<div>
<font>
<b>From: bob@example.com</b>
<b>Date: Thu, 24 Mar 2016 08:07:12 -0700</b>
</font>
</div>
<div>
Quoted message
</div>
</div>
'''
eq_('<html><head></head><body>Reply<div><hr></div></body></html>',
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
RE_REPLY = re.compile(r"^Hi\. I am fine\.\s*\n\s*Thanks,\s*\n\s*Alex\s*$")
def extract_reply_and_check(filename):
f = open(filename)
msg_body = f.read()
msg_body = f.read().decode("utf-8")
reply = quotations.extract_from_html(msg_body)
plain_reply = u.html_to_text(reply)
plain_reply = plain_reply.decode('utf8')
eq_(RE_WHITESPACE.sub('', "Hi. I am fine.\n\nThanks,\nAlex"),
RE_WHITESPACE.sub('', plain_reply))
h = html2text.HTML2Text()
h.body_width = 0
plain_reply = h.handle(reply)
#remove &nbsp; spaces
plain_reply = plain_reply.replace(u'\xa0', u' ')
if RE_REPLY.match(plain_reply):
eq_(1, 1)
else:
eq_("Hi. I am fine.\n\nThanks,\nAlex", plain_reply)
def test_gmail_reply():
@@ -334,10 +282,6 @@ def test_ms_outlook_2007_reply():
extract_reply_and_check("tests/fixtures/html_replies/ms_outlook_2007.html")
def test_ms_outlook_2010_reply():
extract_reply_and_check("tests/fixtures/html_replies/ms_outlook_2010.html")
def test_thunderbird_reply():
extract_reply_and_check("tests/fixtures/html_replies/thunderbird.html")
@@ -348,74 +292,3 @@ def test_windows_mail_reply():
def test_yandex_ru_reply():
extract_reply_and_check("tests/fixtures/html_replies/yandex_ru.html")
def test_CRLF():
"""CR is not converted to '&#13;'
"""
symbol = '&#13;'
extracted = quotations.extract_from_html('<html>\r\n</html>')
assert_false(symbol in extracted)
eq_('<html></html>', RE_WHITESPACE.sub('', extracted))
msg_body = """My
reply
<blockquote>
<div>
On 11-Apr-2011, at 6:54 PM, Bob &lt;bob@example.com&gt; wrote:
</div>
<div>
Test
</div>
</blockquote>"""
msg_body = msg_body.replace('\n', '\r\n')
extracted = quotations.extract_from_html(msg_body)
assert_false(symbol in extracted)
# Keep new lines otherwise "My reply" becomes one word - "Myreply"
eq_("<html><head></head><body>My\nreply\n</body></html>", extracted)
def test_gmail_forwarded_msg():
msg_body = """<div dir="ltr"><br><div class="gmail_quote">---------- Forwarded message ----------<br>From: <b class="gmail_sendername">Bob</b> <span dir="ltr">&lt;<a href="mailto:bob@example.com">bob@example.com</a>&gt;</span><br>Date: Fri, Feb 11, 2010 at 5:59 PM<br>Subject: Bob WFH today<br>To: Mary &lt;<a href="mailto:mary@example.com">mary@example.com</a>&gt;<br><br><br><div dir="ltr">eom</div>
</div><br></div>"""
extracted = quotations.extract_from_html(msg_body)
eq_(RE_WHITESPACE.sub('', msg_body), RE_WHITESPACE.sub('', extracted))
@patch.object(u, '_MAX_TAGS_COUNT', 4)
def test_too_large_html():
msg_body = 'Reply' \
'<div class="gmail_quote">' \
'<div class="gmail_quote">On 11-Apr-2011, at 6:54 PM, Bob &lt;bob@example.com&gt; wrote:' \
'<div>Test</div>' \
'</div>' \
'</div>'
eq_(RE_WHITESPACE.sub('', msg_body),
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
def test_readable_html_empty():
msg_body = """
<blockquote>
Reply
<div>
On 11-Apr-2011, at 6:54 PM, Bob &lt;bob@example.com&gt; wrote:
</div>
<div>
Test
</div>
</blockquote>"""
eq_(RE_WHITESPACE.sub('', msg_body),
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
@patch.object(quotations, 'html_document_fromstring', Mock(return_value=None))
def test_bad_html():
bad_html = "<html></html>"
eq_(bad_html, quotations.extract_from_html(bad_html))

View File

@@ -1,6 +1,5 @@
# -*- coding: utf-8 -*-
from __future__ import absolute_import
from . import *
from . fixtures import *

View File

@@ -1,6 +1,5 @@
# -*- coding: utf-8 -*-
from __future__ import absolute_import
from .. import *
from talon.signature import bruteforce

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@@ -1,6 +1,5 @@
# -*- coding: utf-8 -*-
from __future__ import absolute_import
from .. import *
import os
@@ -9,7 +8,6 @@ from talon.signature.learning import dataset
from talon import signature
from talon.signature import extraction as e
from talon.signature import bruteforce
from six.moves import range
def test_message_shorter_SIGNATURE_MAX_LINES():
@@ -77,31 +75,6 @@ def test_basic():
signature.extract(msg_body, 'Sergey'))
def test_capitalized():
msg_body = """Hi Mary,
Do you still need a DJ for your wedding? I've included a video demo of one of our DJs available for your wedding date.
DJ Doe
http://example.com
Password: SUPERPASSWORD
Would you like to check out more?
At your service,
John Smith
Doe Inc
555-531-7967"""
sig = """John Smith
Doe Inc
555-531-7967"""
eq_(sig, signature.extract(msg_body, 'Doe')[1])
def test_over_2_text_lines_after_signature():
body = """Blah
@@ -154,20 +127,20 @@ def test_mark_lines():
def test_process_marked_lines():
# no signature found
eq_((list(range(5)), None), e._process_marked_lines(list(range(5)), 'telt'))
eq_((range(5), None), e._process_marked_lines(range(5), 'telt'))
# signature in the middle of the text
eq_((list(range(9)), None), e._process_marked_lines(list(range(9)), 'tesestelt'))
eq_((range(9), None), e._process_marked_lines(range(9), 'tesestelt'))
# long line splits signature
eq_((list(range(7)), [7, 8]),
e._process_marked_lines(list(range(9)), 'tsslsless'))
eq_((range(7), [7, 8]),
e._process_marked_lines(range(9), 'tsslsless'))
eq_((list(range(20)), [20]),
e._process_marked_lines(list(range(21)), 'ttttttstttesllelelets'))
eq_((range(20), [20]),
e._process_marked_lines(range(21), 'ttttttstttesllelelets'))
# some signature lines could be identified as text
eq_(([0], list(range(1, 9))), e._process_marked_lines(list(range(9)), 'tsetetest'))
eq_(([0], range(1, 9)), e._process_marked_lines(range(9), 'tsetetest'))
eq_(([], list(range(5))),
e._process_marked_lines(list(range(5)), "ststt"))
eq_(([], range(5)),
e._process_marked_lines(range(5), "ststt"))

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@@ -1,6 +1,5 @@
# -*- coding: utf-8 -*-
from __future__ import absolute_import
from ... import *
import os

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@@ -1,15 +1,12 @@
# -*- coding: utf-8 -*-
from __future__ import absolute_import
from ... import *
from talon.signature.learning import featurespace as fs
def test_apply_features():
s = '''This is John Doe
Tuesday @3pm suits. I'll chat to you then.
s = '''John Doe
VP Research and Development, Xxxx Xxxx Xxxxx
@@ -22,12 +19,11 @@ john@example.com'''
# note that we don't consider the first line because signatures don't
# usually take all the text, empty lines are not considered
eq_(result, [[1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
[1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0]])
with patch.object(fs, 'SIGNATURE_MAX_LINES', 5):
with patch.object(fs, 'SIGNATURE_MAX_LINES', 4):
features = fs.features(sender)
new_result = fs.apply_features(s, features)
# result remains the same because we don't consider empty lines

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@@ -1,13 +1,11 @@
# -*- coding: utf-8 -*-
from __future__ import absolute_import
from ... import *
import regex as re
from talon.signature.learning import helpers as h
from talon.signature.learning.helpers import *
from six.moves import range
# First testing regex constants.
VALID = '''
@@ -156,7 +154,7 @@ def test_extract_names():
# check that extracted names could be compiled
try:
re.compile("|".join(extracted_names))
except Exception as e:
except Exception, e:
ok_(False, ("Failed to compile extracted names {}"
"\n\nReason: {}").format(extracted_names, e))
if expected_names:
@@ -192,11 +190,10 @@ def test_punctuation_percent(categories_percent):
def test_capitalized_words_percent():
eq_(0.0, h.capitalized_words_percent(''))
eq_(100.0, h.capitalized_words_percent('Example Corp'))
eq_(50.0, h.capitalized_words_percent('Qqq qqq Aqs 123 sss'))
eq_(50.0, h.capitalized_words_percent('Qqq qqq QQQ 123 sss'))
eq_(100.0, h.capitalized_words_percent('Cell 713-444-7368'))
eq_(100.0, h.capitalized_words_percent('8th Floor'))
eq_(0.0, h.capitalized_words_percent('(212) 230-9276'))
eq_(50.0, h.capitalized_words_percent('Password: REMARKABLE'))
def test_has_signature():
@@ -207,7 +204,7 @@ def test_has_signature():
'sender@example.com'))
assert_false(h.has_signature('http://www.example.com/555-555-5555',
'sender@example.com'))
long_line = ''.join(['q' for e in range(28)])
long_line = ''.join(['q' for e in xrange(28)])
assert_false(h.has_signature(long_line + ' sender', 'sender@example.com'))
# wont crash on an empty string
assert_false(h.has_signature('', ''))

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@@ -1,6 +1,5 @@
# -*- coding: utf-8 -*-
from __future__ import absolute_import
from . import *
from . fixtures import *
@@ -8,19 +7,16 @@ import os
import email.iterators
from talon import quotations
import six
from six.moves import range
from six import StringIO
@patch.object(quotations, 'MAX_LINES_COUNT', 1)
def test_too_many_lines():
msg_body = """Test reply
Hi
-----Original Message-----
Test"""
eq_("Test reply", quotations.extract_from_plain(msg_body))
eq_(msg_body, quotations.extract_from_plain(msg_body))
def test_pattern_on_date_somebody_wrote():
@@ -28,32 +24,6 @@ def test_pattern_on_date_somebody_wrote():
On 11-Apr-2011, at 6:54 PM, Roman Tkachenko <romant@example.com> wrote:
>
> Test
>
> Roman"""
eq_("Test reply", quotations.extract_from_plain(msg_body))
def test_pattern_on_date_polymail():
msg_body = """Test reply
On Tue, Apr 11, 2017 at 10:07 PM John Smith
<
mailto:John Smith <johnsmith@gmail.com>
> wrote:
Test quoted data
"""
eq_("Test reply", quotations.extract_from_plain(msg_body))
def test_pattern_sent_from_samsung_smb_wrote():
msg_body = """Test reply
Sent from Samsung MobileName <address@example.com> wrote:
>
> Test
>
@@ -84,18 +54,6 @@ On 04/19/2011 07:10 AM, Roman Tkachenko wrote:
eq_("Test reply", quotations.extract_from_plain(msg_body))
def test_date_time_email_splitter():
msg_body = """Test reply
2014-10-17 11:28 GMT+03:00 Postmaster <
postmaster@sandboxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx.mailgun.org>:
> First from site
>
"""
eq_("Test reply", quotations.extract_from_plain(msg_body))
def test_pattern_on_date_somebody_wrote_allows_space_in_front():
msg_body = """Thanks Thanmai
On Mar 8, 2012 9:59 AM, "Example.com" <
@@ -155,8 +113,7 @@ def _check_pattern_original_message(original_message_indicator):
-----{}-----
Test"""
eq_('Test reply', quotations.extract_from_plain(
msg_body.format(six.text_type(original_message_indicator))))
eq_('Test reply', quotations.extract_from_plain(msg_body.format(unicode(original_message_indicator))))
def test_english_original_message():
_check_pattern_original_message('Original Message')
@@ -179,17 +136,6 @@ Test reply"""
eq_("Test reply", quotations.extract_from_plain(msg_body))
def test_android_wrote():
msg_body = """Test reply
---- John Smith wrote ----
> quoted
> text
"""
eq_("Test reply", quotations.extract_from_plain(msg_body))
def test_reply_wraps_quotations():
msg_body = """Test reply
@@ -365,33 +311,6 @@ Emne: The manager has commented on your Loop
Blah-blah-blah
"""))
def test_swedish_from_block():
eq_('Allo! Follow up MIME!', quotations.extract_from_plain(
u"""Allo! Follow up MIME!
Från: Anno Sportel [mailto:anno.spoel@hsbcssad.com]
Skickat: den 26 augusti 2015 14:45
Till: Isacson Leiff
Ämne: RE: Week 36
Blah-blah-blah
"""))
def test_swedish_from_line():
eq_('Lorem', quotations.extract_from_plain(
"""Lorem
Den 14 september, 2015 02:23:18, Valentino Rudy (valentino@rudy.be) skrev:
Veniam laborum mlkshk kale chips authentic. Normcore mumblecore laboris, fanny pack readymade eu blog chia pop-up freegan enim master cleanse.
"""))
def test_norwegian_from_line():
eq_('Lorem', quotations.extract_from_plain(
u"""Lorem
På 14 september 2015 på 02:23:18, Valentino Rudy (valentino@rudy.be) skrev:
Veniam laborum mlkshk kale chips authentic. Normcore mumblecore laboris, fanny pack readymade eu blog chia pop-up freegan enim master cleanse.
"""))
def test_dutch_from_block():
eq_('Gluten-free culpa lo-fi et nesciunt nostrud.', quotations.extract_from_plain(
"""Gluten-free culpa lo-fi et nesciunt nostrud.
@@ -691,15 +610,6 @@ def test_preprocess_postprocess_2_links():
eq_(msg_body, quotations.extract_from_plain(msg_body))
def body_iterator(msg, decode=False):
for subpart in msg.walk():
payload = subpart.get_payload(decode=decode)
if isinstance(payload, six.text_type):
yield payload
else:
yield payload.decode('utf8')
def test_standard_replies():
for filename in os.listdir(STANDARD_REPLIES):
filename = os.path.join(STANDARD_REPLIES, filename)
@@ -707,8 +617,8 @@ def test_standard_replies():
continue
with open(filename) as f:
message = email.message_from_file(f)
body = next(email.iterators.typed_subpart_iterator(message, subtype='plain'))
text = ''.join(body_iterator(body, True))
body = email.iterators.typed_subpart_iterator(message, subtype='plain').next()
text = ''.join(email.iterators.body_line_iterator(body, True))
stripped_text = quotations.extract_from_plain(text)
reply_text_fn = filename[:-4] + '_reply_text'
@@ -721,52 +631,3 @@ def test_standard_replies():
"'%(reply)s' != %(stripped)s for %(fn)s" % \
{'reply': reply_text, 'stripped': stripped_text,
'fn': filename}
def test_split_email():
msg = """From: Mr. X
Date: 24 February 2016
To: Mr. Y
Subject: Hi
Attachments: none
Goodbye.
From: Mr. Y
To: Mr. X
Date: 24 February 2016
Subject: Hi
Attachments: none
Hello.
On 24th February 2016 at 09.32am, Conal wrote:
Hey!
On Mon, 2016-10-03 at 09:45 -0600, Stangel, Dan wrote:
> Mohan,
>
> We have not yet migrated the systems.
>
> Dan
>
> > -----Original Message-----
> > Date: Mon, 2 Apr 2012 17:44:22 +0400
> > Subject: Test
> > From: bob@xxx.mailgun.org
> > To: xxx@gmail.com; xxx@hotmail.com; xxx@yahoo.com; xxx@aol.com; xxx@comcast.net; xxx@nyc.rr.com
> >
> > Hi
> >
> > > From: bob@xxx.mailgun.org
> > > To: xxx@gmail.com; xxx@hotmail.com; xxx@yahoo.com; xxx@aol.com; xxx@comcast.net; xxx@nyc.rr.com
> > > Date: Mon, 2 Apr 2012 17:44:22 +0400
> > > Subject: Test
> > > Hi
> > >
> >
>
>
"""
expected_markers = "stttttsttttetesetesmmmmmmssmmmmmmsmmmmmmmm"
markers = quotations.split_emails(msg)
eq_(markers, expected_markers)

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@@ -1,162 +1,9 @@
# coding:utf-8
from __future__ import absolute_import
from . import *
from talon import utils as u
import cchardet
import six
from lxml import html
from talon import utils
def test_get_delimiter():
eq_('\r\n', u.get_delimiter('abc\r\n123'))
eq_('\n', u.get_delimiter('abc\n123'))
eq_('\n', u.get_delimiter('abc'))
def test_unicode():
eq_ (u'hi', u.to_unicode('hi'))
eq_ (type(u.to_unicode('hi')), six.text_type )
eq_ (type(u.to_unicode(u'hi')), six.text_type )
eq_ (type(u.to_unicode('привет')), six.text_type )
eq_ (type(u.to_unicode(u'привет')), six.text_type )
eq_ (u"привет", u.to_unicode('привет'))
eq_ (u"привет", u.to_unicode(u'привет'))
# some latin1 stuff
eq_ (u"Versión", u.to_unicode(u'Versi\xf3n'.encode('iso-8859-2'), precise=True))
def test_detect_encoding():
eq_ ('ascii', u.detect_encoding(b'qwe').lower())
ok_ (u.detect_encoding(
u'Versi\xf3n'.encode('iso-8859-2')).lower() in [
'iso-8859-1', 'iso-8859-2'])
eq_ ('utf-8', u.detect_encoding(u'привет'.encode('utf8')).lower())
# fallback to utf-8
with patch.object(u.chardet, 'detect') as detect:
detect.side_effect = Exception
eq_ ('utf-8', u.detect_encoding('qwe'.encode('utf8')).lower())
def test_quick_detect_encoding():
eq_ ('ascii', u.quick_detect_encoding(b'qwe').lower())
ok_ (u.quick_detect_encoding(
u'Versi\xf3n'.encode('windows-1252')).lower() in [
'windows-1252', 'windows-1250'])
eq_ ('utf-8', u.quick_detect_encoding(u'привет'.encode('utf8')).lower())
@patch.object(cchardet, 'detect')
@patch.object(u, 'detect_encoding')
def test_quick_detect_encoding_edge_cases(detect_encoding, cchardet_detect):
cchardet_detect.return_value = {'encoding': 'ascii'}
eq_('ascii', u.quick_detect_encoding(b"qwe"))
cchardet_detect.assert_called_once_with(b"qwe")
# fallback to detect_encoding
cchardet_detect.return_value = {}
detect_encoding.return_value = 'utf-8'
eq_('utf-8', u.quick_detect_encoding(b"qwe"))
# exception
detect_encoding.reset_mock()
cchardet_detect.side_effect = Exception()
detect_encoding.return_value = 'utf-8'
eq_('utf-8', u.quick_detect_encoding(b"qwe"))
ok_(detect_encoding.called)
def test_html_to_text():
html = """<body>
<p>Hello world!</p>
<br>
<ul>
<li>One!</li>
<li>Two</li>
</ul>
<p>
Haha
</p>
</body>"""
text = u.html_to_text(html)
eq_(b"Hello world! \n\n * One! \n * Two \nHaha", text)
eq_(u"привет!", u.html_to_text("<b>привет!</b>").decode('utf8'))
html = '<body><br/><br/>Hi</body>'
eq_ (b'Hi', u.html_to_text(html))
html = """Hi
<style type="text/css">
div, p, li {
font: 13px 'Lucida Grande', Arial, sans-serif;
}
</style>
<style type="text/css">
h1 {
font: 13px 'Lucida Grande', Arial, sans-serif;
}
</style>"""
eq_ (b'Hi', u.html_to_text(html))
html = """<div>
<!-- COMMENT 1 -->
<span>TEXT 1</span>
<p>TEXT 2 <!-- COMMENT 2 --></p>
</div>"""
eq_(b'TEXT 1 \nTEXT 2', u.html_to_text(html))
def test_comment_no_parent():
s = "<!-- COMMENT 1 --> no comment"
d = u.html_document_fromstring(s)
eq_("no comment", u.html_tree_to_text(d))
@patch.object(u.html5parser, 'fromstring', Mock(side_effect=Exception()))
def test_html_fromstring_exception():
eq_(None, u.html_fromstring("<html></html>"))
@patch.object(u, 'html_too_big', Mock())
@patch.object(u.html5parser, 'fromstring')
def test_html_fromstring_too_big(fromstring):
eq_(None, u.html_fromstring("<html></html>"))
assert_false(fromstring.called)
@patch.object(u.html5parser, 'document_fromstring')
def test_html_document_fromstring_exception(document_fromstring):
document_fromstring.side_effect = Exception()
eq_(None, u.html_document_fromstring("<html></html>"))
@patch.object(u, 'html_too_big', Mock())
@patch.object(u.html5parser, 'document_fromstring')
def test_html_document_fromstring_too_big(document_fromstring):
eq_(None, u.html_document_fromstring("<html></html>"))
assert_false(document_fromstring.called)
@patch.object(u, 'html_fromstring', Mock(return_value=None))
def test_bad_html_to_text():
bad_html = "one<br>two<br>three"
eq_(None, u.html_to_text(bad_html))
@patch.object(u, '_MAX_TAGS_COUNT', 3)
def test_html_too_big():
eq_(False, u.html_too_big("<div></div>"))
eq_(True, u.html_too_big("<div><span>Hi</span></div>"))
@patch.object(u, '_MAX_TAGS_COUNT', 3)
def test_html_to_text():
eq_("Hello", u.html_to_text("<div>Hello</div>"))
eq_(None, u.html_to_text("<div><span>Hi</span></div>"))
eq_('\r\n', utils.get_delimiter('abc\r\n123'))
eq_('\n', utils.get_delimiter('abc\n123'))
eq_('\n', utils.get_delimiter('abc'))

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@@ -1,4 +1,3 @@
from __future__ import absolute_import
from talon.signature import EXTRACTOR_FILENAME, EXTRACTOR_DATA
from talon.signature.learning.classifier import train, init