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4
.gitignore
vendored
4
.gitignore
vendored
@@ -39,6 +39,8 @@ nosetests.xml
|
|||||||
/.emacs.desktop
|
/.emacs.desktop
|
||||||
/.emacs.desktop.lock
|
/.emacs.desktop.lock
|
||||||
.elc
|
.elc
|
||||||
|
.idea
|
||||||
|
.cache
|
||||||
auto-save-list
|
auto-save-list
|
||||||
tramp
|
tramp
|
||||||
.\#*
|
.\#*
|
||||||
@@ -51,4 +53,4 @@ tramp
|
|||||||
_trial_temp
|
_trial_temp
|
||||||
|
|
||||||
# OSX
|
# OSX
|
||||||
.DS_Store
|
.DS_Store
|
||||||
|
|||||||
16
README.rst
16
README.rst
@@ -129,6 +129,22 @@ start using it for talon.
|
|||||||
.. _EDRM: http://www.edrm.net/resources/data-sets/edrm-enron-email-data-set
|
.. _EDRM: http://www.edrm.net/resources/data-sets/edrm-enron-email-data-set
|
||||||
.. _forge: https://github.com/mailgun/forge
|
.. _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
|
Research
|
||||||
--------
|
--------
|
||||||
|
|||||||
2
setup.py
2
setup.py
@@ -29,7 +29,7 @@ class InstallCommand(install):
|
|||||||
|
|
||||||
|
|
||||||
setup(name='talon',
|
setup(name='talon',
|
||||||
version='1.3.5',
|
version='1.4.7',
|
||||||
description=("Mailgun library "
|
description=("Mailgun library "
|
||||||
"to extract message quotations and signatures."),
|
"to extract message quotations and signatures."),
|
||||||
long_description=open("README.rst").read(),
|
long_description=open("README.rst").read(),
|
||||||
|
|||||||
@@ -87,17 +87,24 @@ def cut_gmail_quote(html_message):
|
|||||||
|
|
||||||
def cut_microsoft_quote(html_message):
|
def cut_microsoft_quote(html_message):
|
||||||
''' Cuts splitter block and all following blocks. '''
|
''' 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(
|
splitter = html_message.xpath(
|
||||||
#outlook 2007, 2010 (international)
|
#outlook 2007, 2010, 2013 (international, american)
|
||||||
"//div[@style='border:none;border-top:solid #B5C4DF 1.0pt;"
|
"//div[@style[re:match(., 'border:none; ?border-top:solid #(E1E1E1|B5C4DF) 1.0pt; ?"
|
||||||
"padding:3.0pt 0cm 0cm 0cm']|"
|
"padding:3.0pt 0(in|cm) 0(in|cm) 0(in|cm)')]]|"
|
||||||
#outlook 2007, 2010 (american)
|
|
||||||
"//div[@style='border:none;border-top:solid #B5C4DF 1.0pt;"
|
|
||||||
"padding:3.0pt 0in 0in 0in']|"
|
|
||||||
#windows mail
|
#windows mail
|
||||||
"//div[@style='padding-top: 5px; "
|
"//div[@style='padding-top: 5px; "
|
||||||
"border-top-color: rgb(229, 229, 229); "
|
"border-top-color: rgb(229, 229, 229); "
|
||||||
"border-top-width: 1px; border-top-style: solid;']"
|
"border-top-width: 1px; border-top-style: solid;']"
|
||||||
|
, namespaces=ns
|
||||||
)
|
)
|
||||||
|
|
||||||
if splitter:
|
if splitter:
|
||||||
|
|||||||
@@ -22,7 +22,7 @@ import six
|
|||||||
log = logging.getLogger(__name__)
|
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(
|
RE_ON_DATE_SMB_WROTE = re.compile(
|
||||||
u'(-*[>]?[ ]?({0})[ ].*({1})(.*\n){{0,2}}.*({2}):?-*)'.format(
|
u'(-*[>]?[ ]?({0})[ ].*({1})(.*\n){{0,2}}.*({2}):?-*)'.format(
|
||||||
@@ -38,10 +38,14 @@ RE_ON_DATE_SMB_WROTE = re.compile(
|
|||||||
'Op',
|
'Op',
|
||||||
# German
|
# German
|
||||||
'Am',
|
'Am',
|
||||||
|
# Portuguese
|
||||||
|
'Em',
|
||||||
# Norwegian
|
# Norwegian
|
||||||
u'På',
|
u'På',
|
||||||
# Swedish, Danish
|
# Swedish, Danish
|
||||||
'Den',
|
'Den',
|
||||||
|
# Vietnamese
|
||||||
|
u'Vào',
|
||||||
)),
|
)),
|
||||||
# Date and sender separator
|
# Date and sender separator
|
||||||
u'|'.join((
|
u'|'.join((
|
||||||
@@ -62,8 +66,12 @@ RE_ON_DATE_SMB_WROTE = re.compile(
|
|||||||
'schreef','verzond','geschreven',
|
'schreef','verzond','geschreven',
|
||||||
# German
|
# German
|
||||||
'schrieb',
|
'schrieb',
|
||||||
|
# Portuguese
|
||||||
|
'escreveu',
|
||||||
# Norwegian, Swedish
|
# Norwegian, Swedish
|
||||||
'skrev',
|
'skrev',
|
||||||
|
# Vietnamese
|
||||||
|
u'đã viết',
|
||||||
))
|
))
|
||||||
))
|
))
|
||||||
# Special case for languages where text is translated like this: 'on {date} wrote {somebody}:'
|
# Special case for languages where text is translated like this: 'on {date} wrote {somebody}:'
|
||||||
@@ -131,21 +139,33 @@ RE_ORIGINAL_MESSAGE = re.compile(u'[\s]*[-]+[ ]*({})[ ]*[-]+'.format(
|
|||||||
'Oprindelig meddelelse',
|
'Oprindelig meddelelse',
|
||||||
))), re.I)
|
))), 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((
|
u'|'.join((
|
||||||
# "From" in different languages.
|
# "From" in different languages.
|
||||||
'From', 'Van', 'De', 'Von', 'Fra', u'Från',
|
'From', 'Van', 'De', 'Von', 'Fra', u'Från',
|
||||||
# "Date" in different languages.
|
# "Date" in different languages.
|
||||||
'Date', 'Datum', u'Envoyé', 'Skickat', 'Sendt',
|
'Date', '[S]ent', 'Datum', u'Envoyé', 'Skickat', 'Sendt', 'Gesendet',
|
||||||
))), re.I)
|
# "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 ----
|
# ---- John Smith wrote ----
|
||||||
RE_ANDROID_WROTE = re.compile(u'[\s]*[-]+.*({})[ ]*[-]+'.format(
|
RE_ANDROID_WROTE = re.compile(u'[\s]*[-]+.*({})[ ]*[-]+'.format(
|
||||||
u'|'.join((
|
u'|'.join((
|
||||||
# English
|
# English
|
||||||
'wrote'
|
'wrote',
|
||||||
))), re.I)
|
))), 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 = [
|
SPLITTER_PATTERNS = [
|
||||||
RE_ORIGINAL_MESSAGE,
|
RE_ORIGINAL_MESSAGE,
|
||||||
RE_ON_DATE_SMB_WROTE,
|
RE_ON_DATE_SMB_WROTE,
|
||||||
@@ -153,16 +173,17 @@ SPLITTER_PATTERNS = [
|
|||||||
RE_FROM_COLON_OR_DATE_COLON,
|
RE_FROM_COLON_OR_DATE_COLON,
|
||||||
# 02.04.2012 14:20 пользователь "bob@example.com" <
|
# 02.04.2012 14:20 пользователь "bob@example.com" <
|
||||||
# bob@xxx.mailgun.org> написал:
|
# bob@xxx.mailgun.org> написал:
|
||||||
re.compile("(\d+/\d+/\d+|\d+\.\d+\.\d+).*@", re.S),
|
re.compile("(\d+/\d+/\d+|\d+\.\d+\.\d+).*\s\S+@\S+", re.S),
|
||||||
# 2014-10-17 11:28 GMT+03:00 Bob <
|
# 2014-10-17 11:28 GMT+03:00 Bob <
|
||||||
# bob@example.com>:
|
# bob@example.com>:
|
||||||
re.compile("\d{4}-\d{2}-\d{2}\s+\d{2}:\d{2}\s+GMT.*@", re.S),
|
re.compile("\d{4}-\d{2}-\d{2}\s+\d{2}:\d{2}\s+GMT.*\s\S+@\S+", re.S),
|
||||||
# Thu, 26 Jun 2014 14:00:51 +0400 Bob <bob@example.com>:
|
# 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)?'
|
re.compile('\S{3,10}, \d\d? \S{3,10} 20\d\d,? \d\d?:\d\d(:\d\d)?'
|
||||||
'( \S+){3,6}@\S+:'),
|
'( \S+){3,6}@\S+:'),
|
||||||
# Sent from Samsung MobileName <address@example.com> wrote:
|
# Sent from Samsung MobileName <address@example.com> wrote:
|
||||||
re.compile('Sent from Samsung .*@.*> wrote'),
|
re.compile('Sent from Samsung.* \S+@\S+> wrote'),
|
||||||
RE_ANDROID_WROTE
|
RE_ANDROID_WROTE,
|
||||||
|
RE_POLYMAIL
|
||||||
]
|
]
|
||||||
|
|
||||||
RE_LINK = re.compile('<(http://[^>]*)>')
|
RE_LINK = re.compile('<(http://[^>]*)>')
|
||||||
@@ -170,7 +191,7 @@ RE_NORMALIZED_LINK = re.compile('@@(http://[^>@]*)@@')
|
|||||||
|
|
||||||
RE_PARENTHESIS_LINK = re.compile("\(https?://")
|
RE_PARENTHESIS_LINK = re.compile("\(https?://")
|
||||||
|
|
||||||
SPLITTER_MAX_LINES = 4
|
SPLITTER_MAX_LINES = 6
|
||||||
MAX_LINES_COUNT = 1000
|
MAX_LINES_COUNT = 1000
|
||||||
# an extensive research shows that exceeding this limit
|
# an extensive research shows that exceeding this limit
|
||||||
# leads to excessive processing time
|
# leads to excessive processing time
|
||||||
@@ -273,7 +294,7 @@ def process_marked_lines(lines, markers, return_flags=[False, -1, -1]):
|
|||||||
# inlined reply
|
# inlined reply
|
||||||
# use lookbehind assertions to find overlapping entries e.g. for 'mtmtm'
|
# use lookbehind assertions to find overlapping entries e.g. for 'mtmtm'
|
||||||
# both 't' entries should be found
|
# 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
|
# long links could break sequence of quotation lines but they shouldn't
|
||||||
# be considered an inline reply
|
# be considered an inline reply
|
||||||
links = (
|
links = (
|
||||||
@@ -417,6 +438,9 @@ def _extract_from_html(msg_body):
|
|||||||
Extract not quoted message from provided html message body
|
Extract not quoted message from provided html message body
|
||||||
using tags and plain text algorithm.
|
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 out the 'blockquote', 'gmail_quote' tags.
|
||||||
Cut Microsoft quotations.
|
Cut Microsoft quotations.
|
||||||
|
|
||||||
@@ -432,6 +456,9 @@ def _extract_from_html(msg_body):
|
|||||||
return msg_body
|
return msg_body
|
||||||
|
|
||||||
msg_body = msg_body.replace(b'\r\n', b'\n')
|
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)
|
html_tree = html_document_fromstring(msg_body)
|
||||||
|
|
||||||
if html_tree is None:
|
if html_tree is None:
|
||||||
@@ -544,7 +571,6 @@ def _correct_splitlines_in_headers(markers, lines):
|
|||||||
updated_markers = ""
|
updated_markers = ""
|
||||||
i = 0
|
i = 0
|
||||||
in_header_block = False
|
in_header_block = False
|
||||||
|
|
||||||
for m in markers:
|
for m in markers:
|
||||||
# Only set in_header_block flag when we hit an 's' and line is a header
|
# Only set in_header_block flag when we hit an 's' and line is a header
|
||||||
if m == 's':
|
if m == 's':
|
||||||
|
|||||||
@@ -1,15 +1,15 @@
|
|||||||
from __future__ import absolute_import
|
from __future__ import absolute_import
|
||||||
|
|
||||||
import logging
|
import logging
|
||||||
|
|
||||||
import regex as re
|
import regex as re
|
||||||
|
|
||||||
from talon.utils import get_delimiter
|
|
||||||
from talon.signature.constants import (SIGNATURE_MAX_LINES,
|
from talon.signature.constants import (SIGNATURE_MAX_LINES,
|
||||||
TOO_LONG_SIGNATURE_LINE)
|
TOO_LONG_SIGNATURE_LINE)
|
||||||
|
from talon.utils import get_delimiter
|
||||||
|
|
||||||
log = logging.getLogger(__name__)
|
log = logging.getLogger(__name__)
|
||||||
|
|
||||||
|
|
||||||
# regex to fetch signature based on common signature words
|
# regex to fetch signature based on common signature words
|
||||||
RE_SIGNATURE = re.compile(r'''
|
RE_SIGNATURE = re.compile(r'''
|
||||||
(
|
(
|
||||||
@@ -28,7 +28,6 @@ RE_SIGNATURE = re.compile(r'''
|
|||||||
)
|
)
|
||||||
''', re.I | re.X | re.M | re.S)
|
''', re.I | re.X | re.M | re.S)
|
||||||
|
|
||||||
|
|
||||||
# signatures appended by phone email clients
|
# signatures appended by phone email clients
|
||||||
RE_PHONE_SIGNATURE = re.compile(r'''
|
RE_PHONE_SIGNATURE = re.compile(r'''
|
||||||
(
|
(
|
||||||
@@ -45,7 +44,6 @@ RE_PHONE_SIGNATURE = re.compile(r'''
|
|||||||
)
|
)
|
||||||
''', re.I | re.X | re.M | re.S)
|
''', re.I | re.X | re.M | re.S)
|
||||||
|
|
||||||
|
|
||||||
# see _mark_candidate_indexes() for details
|
# see _mark_candidate_indexes() for details
|
||||||
# c - could be signature line
|
# c - could be signature line
|
||||||
# d - line starts with dashes (could be signature or list item)
|
# d - line starts with dashes (could be signature or list item)
|
||||||
@@ -112,7 +110,7 @@ def extract_signature(msg_body):
|
|||||||
|
|
||||||
return (stripped_body.strip(),
|
return (stripped_body.strip(),
|
||||||
signature.strip())
|
signature.strip())
|
||||||
except Exception as e:
|
except Exception:
|
||||||
log.exception('ERROR extracting signature')
|
log.exception('ERROR extracting signature')
|
||||||
return (msg_body, None)
|
return (msg_body, None)
|
||||||
|
|
||||||
@@ -163,7 +161,7 @@ def _mark_candidate_indexes(lines, candidate):
|
|||||||
'cdc'
|
'cdc'
|
||||||
"""
|
"""
|
||||||
# at first consider everything to be potential signature lines
|
# at first consider everything to be potential signature lines
|
||||||
markers = bytearray('c'*len(candidate))
|
markers = list('c' * len(candidate))
|
||||||
|
|
||||||
# mark lines starting from bottom up
|
# mark lines starting from bottom up
|
||||||
for i, line_idx in reversed(list(enumerate(candidate))):
|
for i, line_idx in reversed(list(enumerate(candidate))):
|
||||||
@@ -174,7 +172,7 @@ def _mark_candidate_indexes(lines, candidate):
|
|||||||
if line.startswith('-') and line.strip("-"):
|
if line.startswith('-') and line.strip("-"):
|
||||||
markers[i] = 'd'
|
markers[i] = 'd'
|
||||||
|
|
||||||
return markers
|
return "".join(markers)
|
||||||
|
|
||||||
|
|
||||||
def _process_marked_candidate_indexes(candidate, markers):
|
def _process_marked_candidate_indexes(candidate, markers):
|
||||||
|
|||||||
@@ -1,16 +1,15 @@
|
|||||||
# -*- coding: utf-8 -*-
|
# -*- coding: utf-8 -*-
|
||||||
|
|
||||||
from __future__ import absolute_import
|
from __future__ import absolute_import
|
||||||
|
|
||||||
import logging
|
import logging
|
||||||
|
|
||||||
import regex as re
|
|
||||||
import numpy
|
import numpy
|
||||||
|
import regex as re
|
||||||
from talon.signature.learning.featurespace import features, build_pattern
|
|
||||||
from talon.utils import get_delimiter
|
|
||||||
from talon.signature.bruteforce import get_signature_candidate
|
from talon.signature.bruteforce import get_signature_candidate
|
||||||
|
from talon.signature.learning.featurespace import features, build_pattern
|
||||||
from talon.signature.learning.helpers import has_signature
|
from talon.signature.learning.helpers import has_signature
|
||||||
|
from talon.utils import get_delimiter
|
||||||
|
|
||||||
log = logging.getLogger(__name__)
|
log = logging.getLogger(__name__)
|
||||||
|
|
||||||
@@ -33,7 +32,7 @@ RE_REVERSE_SIGNATURE = re.compile(r'''
|
|||||||
|
|
||||||
def is_signature_line(line, sender, classifier):
|
def is_signature_line(line, sender, classifier):
|
||||||
'''Checks if the line belongs to signature. Returns True or False.'''
|
'''Checks if the line belongs to signature. Returns True or False.'''
|
||||||
data = numpy.array(build_pattern(line, features(sender)))
|
data = numpy.array(build_pattern(line, features(sender))).reshape(1, -1)
|
||||||
return classifier.predict(data) > 0
|
return classifier.predict(data) > 0
|
||||||
|
|
||||||
|
|
||||||
@@ -58,7 +57,7 @@ def extract(body, sender):
|
|||||||
text = delimiter.join(text)
|
text = delimiter.join(text)
|
||||||
if text.strip():
|
if text.strip():
|
||||||
return (text, delimiter.join(signature))
|
return (text, delimiter.join(signature))
|
||||||
except Exception:
|
except Exception as e:
|
||||||
log.exception('ERROR when extracting signature with classifiers')
|
log.exception('ERROR when extracting signature with classifiers')
|
||||||
|
|
||||||
return (body, None)
|
return (body, None)
|
||||||
@@ -81,7 +80,7 @@ def _mark_lines(lines, sender):
|
|||||||
candidate = get_signature_candidate(lines)
|
candidate = get_signature_candidate(lines)
|
||||||
|
|
||||||
# at first consider everything to be text no signature
|
# at first consider everything to be text no signature
|
||||||
markers = bytearray('t'*len(lines))
|
markers = list('t' * len(lines))
|
||||||
|
|
||||||
# mark lines starting from bottom up
|
# mark lines starting from bottom up
|
||||||
# mark only lines that belong to candidate
|
# mark only lines that belong to candidate
|
||||||
@@ -96,7 +95,7 @@ def _mark_lines(lines, sender):
|
|||||||
elif is_signature_line(line, sender, EXTRACTOR):
|
elif is_signature_line(line, sender, EXTRACTOR):
|
||||||
markers[j] = 's'
|
markers[j] = 's'
|
||||||
|
|
||||||
return markers
|
return "".join(markers)
|
||||||
|
|
||||||
|
|
||||||
def _process_marked_lines(lines, markers):
|
def _process_marked_lines(lines, markers):
|
||||||
@@ -111,3 +110,4 @@ def _process_marked_lines(lines, markers):
|
|||||||
return (lines[:-signature.end()], lines[-signature.end():])
|
return (lines[:-signature.end()], lines[-signature.end():])
|
||||||
|
|
||||||
return (lines, None)
|
return (lines, None)
|
||||||
|
|
||||||
|
|||||||
@@ -6,9 +6,10 @@ body belongs to the signature.
|
|||||||
"""
|
"""
|
||||||
|
|
||||||
from __future__ import absolute_import
|
from __future__ import absolute_import
|
||||||
|
|
||||||
from numpy import genfromtxt
|
from numpy import genfromtxt
|
||||||
from sklearn.svm import LinearSVC
|
|
||||||
from sklearn.externals import joblib
|
from sklearn.externals import joblib
|
||||||
|
from sklearn.svm import LinearSVC
|
||||||
|
|
||||||
|
|
||||||
def init():
|
def init():
|
||||||
@@ -29,4 +30,40 @@ def train(classifier, train_data_filename, save_classifier_filename=None):
|
|||||||
|
|
||||||
def load(saved_classifier_filename, train_data_filename):
|
def load(saved_classifier_filename, train_data_filename):
|
||||||
"""Loads saved classifier. """
|
"""Loads saved classifier. """
|
||||||
return joblib.load(saved_classifier_filename)
|
try:
|
||||||
|
return joblib.load(saved_classifier_filename)
|
||||||
|
except Exception:
|
||||||
|
import sys
|
||||||
|
if sys.version_info > (3, 0):
|
||||||
|
return load_compat(saved_classifier_filename)
|
||||||
|
|
||||||
|
raise
|
||||||
|
|
||||||
|
|
||||||
|
def load_compat(saved_classifier_filename):
|
||||||
|
import os
|
||||||
|
import pickle
|
||||||
|
import tempfile
|
||||||
|
|
||||||
|
# we need to switch to the data path to properly load the related _xx.npy files
|
||||||
|
cwd = os.getcwd()
|
||||||
|
os.chdir(os.path.dirname(saved_classifier_filename))
|
||||||
|
|
||||||
|
# convert encoding using pick.load and write to temp file which we'll tell joblib to use
|
||||||
|
pickle_file = open(saved_classifier_filename, 'rb')
|
||||||
|
classifier = pickle.load(pickle_file, encoding='latin1')
|
||||||
|
|
||||||
|
try:
|
||||||
|
# save our conversion if permissions allow
|
||||||
|
joblib.dump(classifier, saved_classifier_filename)
|
||||||
|
except Exception:
|
||||||
|
# can't write to classifier, use a temp file
|
||||||
|
tmp = tempfile.SpooledTemporaryFile()
|
||||||
|
joblib.dump(classifier, tmp)
|
||||||
|
saved_classifier_filename = tmp
|
||||||
|
|
||||||
|
# important, use joblib.load before switching back to original cwd
|
||||||
|
jb_classifier = joblib.load(saved_classifier_filename)
|
||||||
|
os.chdir(cwd)
|
||||||
|
|
||||||
|
return jb_classifier
|
||||||
|
|||||||
@@ -17,13 +17,14 @@ suffix which should be `_sender`.
|
|||||||
"""
|
"""
|
||||||
|
|
||||||
from __future__ import absolute_import
|
from __future__ import absolute_import
|
||||||
|
|
||||||
import os
|
import os
|
||||||
|
|
||||||
import regex as re
|
import regex as re
|
||||||
|
from six.moves import range
|
||||||
|
|
||||||
from talon.signature.constants import SIGNATURE_MAX_LINES
|
from talon.signature.constants import SIGNATURE_MAX_LINES
|
||||||
from talon.signature.learning.featurespace import build_pattern, features
|
from talon.signature.learning.featurespace import build_pattern, features
|
||||||
from six.moves import range
|
|
||||||
|
|
||||||
|
|
||||||
SENDER_SUFFIX = '_sender'
|
SENDER_SUFFIX = '_sender'
|
||||||
BODY_SUFFIX = '_body'
|
BODY_SUFFIX = '_body'
|
||||||
@@ -57,9 +58,14 @@ def parse_msg_sender(filename, sender_known=True):
|
|||||||
algorithm:
|
algorithm:
|
||||||
>>> parse_msg_sender(filename, False)
|
>>> parse_msg_sender(filename, False)
|
||||||
"""
|
"""
|
||||||
|
import sys
|
||||||
|
kwargs = {}
|
||||||
|
if sys.version_info > (3, 0):
|
||||||
|
kwargs["encoding"] = "utf8"
|
||||||
|
|
||||||
sender, msg = None, None
|
sender, msg = None, None
|
||||||
if os.path.isfile(filename) and not is_sender_filename(filename):
|
if os.path.isfile(filename) and not is_sender_filename(filename):
|
||||||
with open(filename) as f:
|
with open(filename, **kwargs) as f:
|
||||||
msg = f.read()
|
msg = f.read()
|
||||||
sender = u''
|
sender = u''
|
||||||
if sender_known:
|
if sender_known:
|
||||||
@@ -147,7 +153,7 @@ def build_extraction_dataset(folder, dataset_filename,
|
|||||||
continue
|
continue
|
||||||
lines = msg.splitlines()
|
lines = msg.splitlines()
|
||||||
for i in range(1, min(SIGNATURE_MAX_LINES,
|
for i in range(1, min(SIGNATURE_MAX_LINES,
|
||||||
len(lines)) + 1):
|
len(lines)) + 1):
|
||||||
line = lines[-i]
|
line = lines[-i]
|
||||||
label = -1
|
label = -1
|
||||||
if line[:len(SIGNATURE_ANNOTATION)] == \
|
if line[:len(SIGNATURE_ANNOTATION)] == \
|
||||||
|
|||||||
@@ -1,19 +1,18 @@
|
|||||||
# coding:utf-8
|
# coding:utf-8
|
||||||
|
|
||||||
from __future__ import absolute_import
|
from __future__ import absolute_import
|
||||||
import logging
|
|
||||||
from random import shuffle
|
from random import shuffle
|
||||||
import chardet
|
|
||||||
import cchardet
|
import cchardet
|
||||||
import regex as re
|
import chardet
|
||||||
|
|
||||||
from lxml.html import html5parser
|
|
||||||
from lxml.cssselect import CSSSelector
|
|
||||||
|
|
||||||
import html5lib
|
import html5lib
|
||||||
|
import regex as re
|
||||||
|
import six
|
||||||
|
from lxml.cssselect import CSSSelector
|
||||||
|
from lxml.html import html5parser
|
||||||
|
|
||||||
from talon.constants import RE_DELIMITER
|
from talon.constants import RE_DELIMITER
|
||||||
import six
|
|
||||||
|
|
||||||
|
|
||||||
def safe_format(format_string, *args, **kwargs):
|
def safe_format(format_string, *args, **kwargs):
|
||||||
@@ -128,11 +127,11 @@ def html_tree_to_text(tree):
|
|||||||
|
|
||||||
parent.remove(c)
|
parent.remove(c)
|
||||||
|
|
||||||
text = ""
|
text = ""
|
||||||
for el in tree.iter():
|
for el in tree.iter():
|
||||||
el_text = (el.text or '') + (el.tail or '')
|
el_text = (el.text or '') + (el.tail or '')
|
||||||
if len(el_text) > 1:
|
if len(el_text) > 1:
|
||||||
if el.tag in _BLOCKTAGS:
|
if el.tag in _BLOCKTAGS + _HARDBREAKS:
|
||||||
text += "\n"
|
text += "\n"
|
||||||
if el.tag == 'li':
|
if el.tag == 'li':
|
||||||
text += " * "
|
text += " * "
|
||||||
@@ -143,7 +142,8 @@ def html_tree_to_text(tree):
|
|||||||
if href:
|
if href:
|
||||||
text += "(%s) " % 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"
|
text += "\n"
|
||||||
|
|
||||||
retval = _rm_excessive_newlines(text)
|
retval = _rm_excessive_newlines(text)
|
||||||
@@ -177,6 +177,8 @@ def html_to_text(string):
|
|||||||
def html_fromstring(s):
|
def html_fromstring(s):
|
||||||
"""Parse html tree from string. Return None if the string can't be parsed.
|
"""Parse html tree from string. Return None if the string can't be parsed.
|
||||||
"""
|
"""
|
||||||
|
if isinstance(s, six.text_type):
|
||||||
|
s = s.encode('utf8')
|
||||||
try:
|
try:
|
||||||
if html_too_big(s):
|
if html_too_big(s):
|
||||||
return None
|
return None
|
||||||
@@ -189,6 +191,8 @@ def html_fromstring(s):
|
|||||||
def html_document_fromstring(s):
|
def html_document_fromstring(s):
|
||||||
"""Parse html tree from string. Return None if the string can't be parsed.
|
"""Parse html tree from string. Return None if the string can't be parsed.
|
||||||
"""
|
"""
|
||||||
|
if isinstance(s, six.text_type):
|
||||||
|
s = s.encode('utf8')
|
||||||
try:
|
try:
|
||||||
if html_too_big(s):
|
if html_too_big(s):
|
||||||
return None
|
return None
|
||||||
@@ -203,7 +207,9 @@ def cssselect(expr, tree):
|
|||||||
|
|
||||||
|
|
||||||
def html_too_big(s):
|
def html_too_big(s):
|
||||||
return s.count('<') > _MAX_TAGS_COUNT
|
if isinstance(s, six.text_type):
|
||||||
|
s = s.encode('utf8')
|
||||||
|
return s.count(b'<') > _MAX_TAGS_COUNT
|
||||||
|
|
||||||
|
|
||||||
def _contains_charset_spec(s):
|
def _contains_charset_spec(s):
|
||||||
@@ -248,8 +254,7 @@ def _html5lib_parser():
|
|||||||
_UTF8_DECLARATION = (b'<meta http-equiv="Content-Type" content="text/html;'
|
_UTF8_DECLARATION = (b'<meta http-equiv="Content-Type" content="text/html;'
|
||||||
b'charset=utf-8">')
|
b'charset=utf-8">')
|
||||||
|
|
||||||
|
_BLOCKTAGS = ['div', 'p', 'ul', 'li', 'h1', 'h2', 'h3']
|
||||||
_BLOCKTAGS = ['div', 'p', 'ul', 'li', 'h1', 'h2', 'h3']
|
|
||||||
_HARDBREAKS = ['br', 'hr', 'tr']
|
_HARDBREAKS = ['br', 'hr', 'tr']
|
||||||
|
|
||||||
_RE_EXCESSIVE_NEWLINES = re.compile("\n{2,10}")
|
_RE_EXCESSIVE_NEWLINES = re.compile("\n{2,10}")
|
||||||
|
|||||||
@@ -1,13 +1,13 @@
|
|||||||
# -*- coding: utf-8 -*-
|
# -*- coding: utf-8 -*-
|
||||||
|
|
||||||
from __future__ import absolute_import
|
from __future__ import absolute_import
|
||||||
from . import *
|
|
||||||
from . fixtures import *
|
|
||||||
|
|
||||||
import regex as re
|
# noinspection PyUnresolvedReferences
|
||||||
|
import re
|
||||||
|
|
||||||
from talon import quotations, utils as u
|
from talon import quotations, utils as u
|
||||||
|
from . import *
|
||||||
|
from .fixtures import *
|
||||||
|
|
||||||
RE_WHITESPACE = re.compile("\s")
|
RE_WHITESPACE = re.compile("\s")
|
||||||
RE_DOUBLE_WHITESPACE = re.compile("\s")
|
RE_DOUBLE_WHITESPACE = re.compile("\s")
|
||||||
@@ -303,7 +303,12 @@ Reply
|
|||||||
|
|
||||||
|
|
||||||
def extract_reply_and_check(filename):
|
def extract_reply_and_check(filename):
|
||||||
f = open(filename)
|
import sys
|
||||||
|
kwargs = {}
|
||||||
|
if sys.version_info > (3, 0):
|
||||||
|
kwargs["encoding"] = "utf8"
|
||||||
|
|
||||||
|
f = open(filename, **kwargs)
|
||||||
|
|
||||||
msg_body = f.read()
|
msg_body = f.read()
|
||||||
reply = quotations.extract_from_html(msg_body)
|
reply = quotations.extract_from_html(msg_body)
|
||||||
@@ -373,7 +378,7 @@ reply
|
|||||||
</blockquote>"""
|
</blockquote>"""
|
||||||
msg_body = msg_body.replace('\n', '\r\n')
|
msg_body = msg_body.replace('\n', '\r\n')
|
||||||
extracted = quotations.extract_from_html(msg_body)
|
extracted = quotations.extract_from_html(msg_body)
|
||||||
assert_false(symbol in extracted)
|
assert_false(symbol in extracted)
|
||||||
# Keep new lines otherwise "My reply" becomes one word - "Myreply"
|
# Keep new lines otherwise "My reply" becomes one word - "Myreply"
|
||||||
eq_("<html><head></head><body>My\nreply\n</body></html>", extracted)
|
eq_("<html><head></head><body>My\nreply\n</body></html>", extracted)
|
||||||
|
|
||||||
|
|||||||
@@ -1,16 +1,16 @@
|
|||||||
# -*- coding: utf-8 -*-
|
# -*- coding: utf-8 -*-
|
||||||
|
|
||||||
from __future__ import absolute_import
|
from __future__ import absolute_import
|
||||||
from .. import *
|
|
||||||
|
|
||||||
import os
|
import os
|
||||||
|
|
||||||
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
|
from six.moves import range
|
||||||
|
|
||||||
|
from talon.signature import bruteforce, extraction, extract
|
||||||
|
from talon.signature import extraction as e
|
||||||
|
from talon.signature.learning import dataset
|
||||||
|
from .. import *
|
||||||
|
|
||||||
|
|
||||||
def test_message_shorter_SIGNATURE_MAX_LINES():
|
def test_message_shorter_SIGNATURE_MAX_LINES():
|
||||||
sender = "bob@foo.bar"
|
sender = "bob@foo.bar"
|
||||||
@@ -18,23 +18,28 @@ def test_message_shorter_SIGNATURE_MAX_LINES():
|
|||||||
|
|
||||||
Thanks in advance,
|
Thanks in advance,
|
||||||
Bob"""
|
Bob"""
|
||||||
text, extracted_signature = signature.extract(body, sender)
|
text, extracted_signature = extract(body, sender)
|
||||||
eq_('\n'.join(body.splitlines()[:2]), text)
|
eq_('\n'.join(body.splitlines()[:2]), text)
|
||||||
eq_('\n'.join(body.splitlines()[-2:]), extracted_signature)
|
eq_('\n'.join(body.splitlines()[-2:]), extracted_signature)
|
||||||
|
|
||||||
|
|
||||||
def test_messages_longer_SIGNATURE_MAX_LINES():
|
def test_messages_longer_SIGNATURE_MAX_LINES():
|
||||||
|
import sys
|
||||||
|
kwargs = {}
|
||||||
|
if sys.version_info > (3, 0):
|
||||||
|
kwargs["encoding"] = "utf8"
|
||||||
|
|
||||||
for filename in os.listdir(STRIPPED):
|
for filename in os.listdir(STRIPPED):
|
||||||
filename = os.path.join(STRIPPED, filename)
|
filename = os.path.join(STRIPPED, filename)
|
||||||
if not filename.endswith('_body'):
|
if not filename.endswith('_body'):
|
||||||
continue
|
continue
|
||||||
sender, body = dataset.parse_msg_sender(filename)
|
sender, body = dataset.parse_msg_sender(filename)
|
||||||
text, extracted_signature = signature.extract(body, sender)
|
text, extracted_signature = extract(body, sender)
|
||||||
extracted_signature = extracted_signature or ''
|
extracted_signature = extracted_signature or ''
|
||||||
with open(filename[:-len('body')] + 'signature') as ms:
|
with open(filename[:-len('body')] + 'signature', **kwargs) as ms:
|
||||||
msg_signature = ms.read()
|
msg_signature = ms.read()
|
||||||
eq_(msg_signature.strip(), extracted_signature.strip())
|
eq_(msg_signature.strip(), extracted_signature.strip())
|
||||||
stripped_msg = body.strip()[:len(body.strip())-len(msg_signature)]
|
stripped_msg = body.strip()[:len(body.strip()) - len(msg_signature)]
|
||||||
eq_(stripped_msg.strip(), text.strip())
|
eq_(stripped_msg.strip(), text.strip())
|
||||||
|
|
||||||
|
|
||||||
@@ -47,7 +52,7 @@ Thanks in advance,
|
|||||||
some text which doesn't seem to be a signature at all
|
some text which doesn't seem to be a signature at all
|
||||||
Bob"""
|
Bob"""
|
||||||
|
|
||||||
text, extracted_signature = signature.extract(body, sender)
|
text, extracted_signature = extract(body, sender)
|
||||||
eq_('\n'.join(body.splitlines()[:2]), text)
|
eq_('\n'.join(body.splitlines()[:2]), text)
|
||||||
eq_('\n'.join(body.splitlines()[-3:]), extracted_signature)
|
eq_('\n'.join(body.splitlines()[-3:]), extracted_signature)
|
||||||
|
|
||||||
@@ -60,7 +65,7 @@ Thanks in advance,
|
|||||||
some long text here which doesn't seem to be a signature at all
|
some long text here which doesn't seem to be a signature at all
|
||||||
Bob"""
|
Bob"""
|
||||||
|
|
||||||
text, extracted_signature = signature.extract(body, sender)
|
text, extracted_signature = extract(body, sender)
|
||||||
eq_('\n'.join(body.splitlines()[:-1]), text)
|
eq_('\n'.join(body.splitlines()[:-1]), text)
|
||||||
eq_('Bob', extracted_signature)
|
eq_('Bob', extracted_signature)
|
||||||
|
|
||||||
@@ -68,13 +73,13 @@ Bob"""
|
|||||||
|
|
||||||
some *long* text here which doesn't seem to be a signature at all
|
some *long* text here which doesn't seem to be a signature at all
|
||||||
"""
|
"""
|
||||||
((body, None), signature.extract(body, "david@example.com"))
|
((body, None), extract(body, "david@example.com"))
|
||||||
|
|
||||||
|
|
||||||
def test_basic():
|
def test_basic():
|
||||||
msg_body = 'Blah\r\n--\r\n\r\nSergey Obukhov'
|
msg_body = 'Blah\r\n--\r\n\r\nSergey Obukhov'
|
||||||
eq_(('Blah', '--\r\n\r\nSergey Obukhov'),
|
eq_(('Blah', '--\r\n\r\nSergey Obukhov'),
|
||||||
signature.extract(msg_body, 'Sergey'))
|
extract(msg_body, 'Sergey'))
|
||||||
|
|
||||||
|
|
||||||
def test_capitalized():
|
def test_capitalized():
|
||||||
@@ -99,7 +104,7 @@ Doe Inc
|
|||||||
Doe Inc
|
Doe Inc
|
||||||
555-531-7967"""
|
555-531-7967"""
|
||||||
|
|
||||||
eq_(sig, signature.extract(msg_body, 'Doe')[1])
|
eq_(sig, extract(msg_body, 'Doe')[1])
|
||||||
|
|
||||||
|
|
||||||
def test_over_2_text_lines_after_signature():
|
def test_over_2_text_lines_after_signature():
|
||||||
@@ -110,25 +115,25 @@ def test_over_2_text_lines_after_signature():
|
|||||||
2 non signature lines in the end
|
2 non signature lines in the end
|
||||||
It's not signature
|
It's not signature
|
||||||
"""
|
"""
|
||||||
text, extracted_signature = signature.extract(body, "Bob")
|
text, extracted_signature = extract(body, "Bob")
|
||||||
eq_(extracted_signature, None)
|
eq_(extracted_signature, None)
|
||||||
|
|
||||||
|
|
||||||
def test_no_signature():
|
def test_no_signature():
|
||||||
sender, body = "bob@foo.bar", "Hello"
|
sender, body = "bob@foo.bar", "Hello"
|
||||||
eq_((body, None), signature.extract(body, sender))
|
eq_((body, None), extract(body, sender))
|
||||||
|
|
||||||
|
|
||||||
def test_handles_unicode():
|
def test_handles_unicode():
|
||||||
sender, body = dataset.parse_msg_sender(UNICODE_MSG)
|
sender, body = dataset.parse_msg_sender(UNICODE_MSG)
|
||||||
text, extracted_signature = signature.extract(body, sender)
|
text, extracted_signature = extract(body, sender)
|
||||||
|
|
||||||
|
|
||||||
@patch.object(signature.extraction, 'has_signature')
|
@patch.object(extraction, 'has_signature')
|
||||||
def test_signature_extract_crash(has_signature):
|
def test_signature_extract_crash(has_signature):
|
||||||
has_signature.side_effect = Exception('Bam!')
|
has_signature.side_effect = Exception('Bam!')
|
||||||
msg_body = u'Blah\r\n--\r\n\r\nСергей'
|
msg_body = u'Blah\r\n--\r\n\r\nСергей'
|
||||||
eq_((msg_body, None), signature.extract(msg_body, 'Сергей'))
|
eq_((msg_body, None), extract(msg_body, 'Сергей'))
|
||||||
|
|
||||||
|
|
||||||
def test_mark_lines():
|
def test_mark_lines():
|
||||||
@@ -137,19 +142,19 @@ def test_mark_lines():
|
|||||||
# (starting from the bottom) because we don't count empty line
|
# (starting from the bottom) because we don't count empty line
|
||||||
eq_('ttset',
|
eq_('ttset',
|
||||||
e._mark_lines(['Bob Smith',
|
e._mark_lines(['Bob Smith',
|
||||||
'Bob Smith',
|
'Bob Smith',
|
||||||
'Bob Smith',
|
'Bob Smith',
|
||||||
'',
|
'',
|
||||||
'some text'], 'Bob Smith'))
|
'some text'], 'Bob Smith'))
|
||||||
|
|
||||||
with patch.object(bruteforce, 'SIGNATURE_MAX_LINES', 3):
|
with patch.object(bruteforce, 'SIGNATURE_MAX_LINES', 3):
|
||||||
# we don't analyse the 1st line because
|
# we don't analyse the 1st line because
|
||||||
# signature cant start from the 1st line
|
# signature cant start from the 1st line
|
||||||
eq_('tset',
|
eq_('tset',
|
||||||
e._mark_lines(['Bob Smith',
|
e._mark_lines(['Bob Smith',
|
||||||
'Bob Smith',
|
'Bob Smith',
|
||||||
'',
|
'',
|
||||||
'some text'], 'Bob Smith'))
|
'some text'], 'Bob Smith'))
|
||||||
|
|
||||||
|
|
||||||
def test_process_marked_lines():
|
def test_process_marked_lines():
|
||||||
|
|||||||
@@ -35,6 +35,19 @@ On 11-Apr-2011, at 6:54 PM, Roman Tkachenko <romant@example.com> wrote:
|
|||||||
|
|
||||||
eq_("Test reply", quotations.extract_from_plain(msg_body))
|
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():
|
def test_pattern_sent_from_samsung_smb_wrote():
|
||||||
msg_body = """Test reply
|
msg_body = """Test reply
|
||||||
@@ -54,7 +67,7 @@ def test_pattern_on_date_wrote_somebody():
|
|||||||
"""Lorem
|
"""Lorem
|
||||||
|
|
||||||
Op 13-02-2014 3:18 schreef Julius Caesar <pantheon@rome.com>:
|
Op 13-02-2014 3:18 schreef Julius Caesar <pantheon@rome.com>:
|
||||||
|
|
||||||
Veniam laborum mlkshk kale chips authentic. Normcore mumblecore laboris, fanny pack readymade eu blog chia pop-up freegan enim master cleanse.
|
Veniam laborum mlkshk kale chips authentic. Normcore mumblecore laboris, fanny pack readymade eu blog chia pop-up freegan enim master cleanse.
|
||||||
"""))
|
"""))
|
||||||
|
|
||||||
@@ -106,6 +119,38 @@ On 11-Apr-2011, at 6:54 PM, Roman Tkachenko <romant@example.com> sent:
|
|||||||
eq_("Test reply", quotations.extract_from_plain(msg_body))
|
eq_("Test reply", quotations.extract_from_plain(msg_body))
|
||||||
|
|
||||||
|
|
||||||
|
def test_appointment():
|
||||||
|
msg_body = """Response
|
||||||
|
|
||||||
|
10/19/2017 @ 9:30 am for physical therapy
|
||||||
|
Bla
|
||||||
|
1517 4th Avenue Ste 300
|
||||||
|
London CA 19129, 555-421-6780
|
||||||
|
|
||||||
|
John Doe, FCLS
|
||||||
|
Mailgun Inc
|
||||||
|
555-941-0697
|
||||||
|
|
||||||
|
From: from@example.com [mailto:from@example.com]
|
||||||
|
Sent: Wednesday, October 18, 2017 2:05 PM
|
||||||
|
To: John Doer - SIU <jd@example.com>
|
||||||
|
Subject: RE: Claim # 5551188-1
|
||||||
|
|
||||||
|
Text"""
|
||||||
|
|
||||||
|
expected = """Response
|
||||||
|
|
||||||
|
10/19/2017 @ 9:30 am for physical therapy
|
||||||
|
Bla
|
||||||
|
1517 4th Avenue Ste 300
|
||||||
|
London CA 19129, 555-421-6780
|
||||||
|
|
||||||
|
John Doe, FCLS
|
||||||
|
Mailgun Inc
|
||||||
|
555-941-0697"""
|
||||||
|
eq_(expected, quotations.extract_from_plain(msg_body))
|
||||||
|
|
||||||
|
|
||||||
def test_line_starts_with_on():
|
def test_line_starts_with_on():
|
||||||
msg_body = """Blah-blah-blah
|
msg_body = """Blah-blah-blah
|
||||||
On blah-blah-blah"""
|
On blah-blah-blah"""
|
||||||
@@ -256,7 +301,7 @@ def test_with_indent():
|
|||||||
|
|
||||||
------On 12/29/1987 17:32 PM, Julius Caesar wrote-----
|
------On 12/29/1987 17:32 PM, Julius Caesar wrote-----
|
||||||
|
|
||||||
Brunch mumblecore pug Marfa tofu, irure taxidermy hoodie readymade pariatur.
|
Brunch mumblecore pug Marfa tofu, irure taxidermy hoodie readymade pariatur.
|
||||||
"""
|
"""
|
||||||
eq_("YOLO salvia cillum kogi typewriter mumblecore cardigan skateboard Austin.", quotations.extract_from_plain(msg_body))
|
eq_("YOLO salvia cillum kogi typewriter mumblecore cardigan skateboard Austin.", quotations.extract_from_plain(msg_body))
|
||||||
|
|
||||||
@@ -381,13 +426,21 @@ Veniam laborum mlkshk kale chips authentic. Normcore mumblecore laboris, fanny p
|
|||||||
|
|
||||||
def test_dutch_from_block():
|
def test_dutch_from_block():
|
||||||
eq_('Gluten-free culpa lo-fi et nesciunt nostrud.', quotations.extract_from_plain(
|
eq_('Gluten-free culpa lo-fi et nesciunt nostrud.', quotations.extract_from_plain(
|
||||||
"""Gluten-free culpa lo-fi et nesciunt nostrud.
|
"""Gluten-free culpa lo-fi et nesciunt nostrud.
|
||||||
|
|
||||||
Op 17-feb.-2015, om 13:18 heeft Julius Caesar <pantheon@rome.com> het volgende geschreven:
|
Op 17-feb.-2015, om 13:18 heeft Julius Caesar <pantheon@rome.com> het volgende geschreven:
|
||||||
|
|
||||||
Small batch beard laboris tempor, non listicle hella Tumblr heirloom.
|
Small batch beard laboris tempor, non listicle hella Tumblr heirloom.
|
||||||
"""))
|
"""))
|
||||||
|
|
||||||
|
def test_vietnamese_from_block():
|
||||||
|
eq_('Hello', quotations.extract_from_plain(
|
||||||
|
u"""Hello
|
||||||
|
|
||||||
|
Vào 14:24 8 tháng 6, 2017, Hùng Nguyễn <hungnguyen@xxx.com> đã viết:
|
||||||
|
|
||||||
|
> Xin chào
|
||||||
|
"""))
|
||||||
|
|
||||||
def test_quotation_marker_false_positive():
|
def test_quotation_marker_false_positive():
|
||||||
msg_body = """Visit us now for assistance...
|
msg_body = """Visit us now for assistance...
|
||||||
@@ -400,7 +453,8 @@ def test_link_closed_with_quotation_marker_on_new_line():
|
|||||||
msg_body = '''8.45am-1pm
|
msg_body = '''8.45am-1pm
|
||||||
|
|
||||||
From: somebody@example.com
|
From: somebody@example.com
|
||||||
|
Date: Wed, 16 May 2012 00:15:02 -0600
|
||||||
|
|
||||||
<http://email.example.com/c/dHJhY2tpbmdfY29kZT1mMDdjYzBmNzM1ZjYzMGIxNT
|
<http://email.example.com/c/dHJhY2tpbmdfY29kZT1mMDdjYzBmNzM1ZjYzMGIxNT
|
||||||
> <bob@example.com <mailto:bob@example.com> >
|
> <bob@example.com <mailto:bob@example.com> >
|
||||||
|
|
||||||
@@ -441,7 +495,9 @@ def test_from_block_starts_with_date():
|
|||||||
msg_body = """Blah
|
msg_body = """Blah
|
||||||
|
|
||||||
Date: Wed, 16 May 2012 00:15:02 -0600
|
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))
|
eq_('Blah', quotations.extract_from_plain(msg_body))
|
||||||
|
|
||||||
|
|
||||||
@@ -511,11 +567,12 @@ def test_mark_message_lines():
|
|||||||
# next line should be marked as splitter
|
# next line should be marked as splitter
|
||||||
'_____________',
|
'_____________',
|
||||||
'From: foo@bar.com',
|
'From: foo@bar.com',
|
||||||
|
'Date: Wed, 16 May 2012 00:15:02 -0600',
|
||||||
'',
|
'',
|
||||||
'> Hi',
|
'> Hi',
|
||||||
'',
|
'',
|
||||||
'Signature']
|
'Signature']
|
||||||
eq_('tessemet', quotations.mark_message_lines(lines))
|
eq_('tesssemet', quotations.mark_message_lines(lines))
|
||||||
|
|
||||||
lines = ['Just testing the email reply',
|
lines = ['Just testing the email reply',
|
||||||
'',
|
'',
|
||||||
@@ -754,6 +811,31 @@ def test_split_email():
|
|||||||
>
|
>
|
||||||
>
|
>
|
||||||
"""
|
"""
|
||||||
expected_markers = "stttttsttttetesetesmmmmmmssmmmmmmsmmmmmmmm"
|
expected_markers = "stttttsttttetesetesmmmmmmsmmmmmmmmmmmmmmmm"
|
||||||
markers = quotations.split_emails(msg)
|
markers = quotations.split_emails(msg)
|
||||||
eq_(markers, expected_markers)
|
eq_(markers, expected_markers)
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
|
def test_feedback_below_left_unparsed():
|
||||||
|
msg_body = """Please enter your feedback below. Thank you.
|
||||||
|
|
||||||
|
------------------------------------- Enter Feedback Below -------------------------------------
|
||||||
|
|
||||||
|
The user experience was unparallelled. Please continue production. I'm sending payment to ensure
|
||||||
|
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'))
|
||||||
|
|||||||
@@ -1,12 +1,12 @@
|
|||||||
# coding:utf-8
|
# coding:utf-8
|
||||||
|
|
||||||
from __future__ import absolute_import
|
from __future__ import absolute_import
|
||||||
from . import *
|
|
||||||
|
|
||||||
from talon import utils as u
|
|
||||||
import cchardet
|
import cchardet
|
||||||
import six
|
import six
|
||||||
from lxml import html
|
|
||||||
|
from talon import utils as u
|
||||||
|
from . import *
|
||||||
|
|
||||||
|
|
||||||
def test_get_delimiter():
|
def test_get_delimiter():
|
||||||
@@ -16,33 +16,35 @@ def test_get_delimiter():
|
|||||||
|
|
||||||
|
|
||||||
def test_unicode():
|
def test_unicode():
|
||||||
eq_ (u'hi', u.to_unicode('hi'))
|
eq_(u'hi', u.to_unicode('hi'))
|
||||||
eq_ (type(u.to_unicode('hi')), six.text_type )
|
eq_(type(u.to_unicode('hi')), six.text_type)
|
||||||
eq_ (type(u.to_unicode(u'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('привет')), six.text_type)
|
||||||
eq_ (type(u.to_unicode(u'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('привет'))
|
||||||
eq_ (u"привет", u.to_unicode(u'привет'))
|
eq_(u"привет", u.to_unicode(u'привет'))
|
||||||
# some latin1 stuff
|
# some latin1 stuff
|
||||||
eq_ (u"Versión", u.to_unicode(u'Versi\xf3n'.encode('iso-8859-2'), precise=True))
|
eq_(u"Versión", u.to_unicode(u'Versi\xf3n'.encode('iso-8859-2'), precise=True))
|
||||||
|
|
||||||
|
|
||||||
def test_detect_encoding():
|
def test_detect_encoding():
|
||||||
eq_ ('ascii', u.detect_encoding(b'qwe').lower())
|
eq_('ascii', u.detect_encoding(b'qwe').lower())
|
||||||
eq_ ('iso-8859-2', u.detect_encoding(u'Versi\xf3n'.encode('iso-8859-2')).lower())
|
ok_(u.detect_encoding(
|
||||||
eq_ ('utf-8', u.detect_encoding(u'привет'.encode('utf8')).lower())
|
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
|
# fallback to utf-8
|
||||||
with patch.object(u.chardet, 'detect') as detect:
|
with patch.object(u.chardet, 'detect') as detect:
|
||||||
detect.side_effect = Exception
|
detect.side_effect = Exception
|
||||||
eq_ ('utf-8', u.detect_encoding('qwe'.encode('utf8')).lower())
|
eq_('utf-8', u.detect_encoding('qwe'.encode('utf8')).lower())
|
||||||
|
|
||||||
|
|
||||||
def test_quick_detect_encoding():
|
def test_quick_detect_encoding():
|
||||||
eq_ ('ascii', u.quick_detect_encoding(b'qwe').lower())
|
eq_('ascii', u.quick_detect_encoding(b'qwe').lower())
|
||||||
ok_ (u.quick_detect_encoding(
|
ok_(u.quick_detect_encoding(
|
||||||
u'Versi\xf3n'.encode('windows-1252')).lower() in [
|
u'Versi\xf3n'.encode('windows-1252')).lower() in [
|
||||||
'windows-1252', 'windows-1250'])
|
'windows-1252', 'windows-1250'])
|
||||||
eq_ ('utf-8', u.quick_detect_encoding(u'привет'.encode('utf8')).lower())
|
eq_('utf-8', u.quick_detect_encoding(u'привет'.encode('utf8')).lower())
|
||||||
|
|
||||||
|
|
||||||
@patch.object(cchardet, 'detect')
|
@patch.object(cchardet, 'detect')
|
||||||
@@ -82,7 +84,7 @@ Haha
|
|||||||
eq_(u"привет!", u.html_to_text("<b>привет!</b>").decode('utf8'))
|
eq_(u"привет!", u.html_to_text("<b>привет!</b>").decode('utf8'))
|
||||||
|
|
||||||
html = '<body><br/><br/>Hi</body>'
|
html = '<body><br/><br/>Hi</body>'
|
||||||
eq_ (b'Hi', u.html_to_text(html))
|
eq_(b'Hi', u.html_to_text(html))
|
||||||
|
|
||||||
html = """Hi
|
html = """Hi
|
||||||
<style type="text/css">
|
<style type="text/css">
|
||||||
@@ -102,7 +104,7 @@ font: 13px 'Lucida Grande', Arial, sans-serif;
|
|||||||
|
|
||||||
}
|
}
|
||||||
</style>"""
|
</style>"""
|
||||||
eq_ (b'Hi', u.html_to_text(html))
|
eq_(b'Hi', u.html_to_text(html))
|
||||||
|
|
||||||
html = """<div>
|
html = """<div>
|
||||||
<!-- COMMENT 1 -->
|
<!-- COMMENT 1 -->
|
||||||
@@ -113,15 +115,16 @@ font: 13px 'Lucida Grande', Arial, sans-serif;
|
|||||||
|
|
||||||
|
|
||||||
def test_comment_no_parent():
|
def test_comment_no_parent():
|
||||||
s = "<!-- COMMENT 1 --> no comment"
|
s = b'<!-- COMMENT 1 --> no comment'
|
||||||
d = u.html_document_fromstring(s)
|
d = u.html_document_fromstring(s)
|
||||||
eq_("no comment", u.html_tree_to_text(d))
|
eq_(b"no comment", u.html_tree_to_text(d))
|
||||||
|
|
||||||
|
|
||||||
@patch.object(u.html5parser, 'fromstring', Mock(side_effect=Exception()))
|
@patch.object(u.html5parser, 'fromstring', Mock(side_effect=Exception()))
|
||||||
def test_html_fromstring_exception():
|
def test_html_fromstring_exception():
|
||||||
eq_(None, u.html_fromstring("<html></html>"))
|
eq_(None, u.html_fromstring("<html></html>"))
|
||||||
|
|
||||||
|
|
||||||
@patch.object(u, 'html_too_big', Mock())
|
@patch.object(u, 'html_too_big', Mock())
|
||||||
@patch.object(u.html5parser, 'fromstring')
|
@patch.object(u.html5parser, 'fromstring')
|
||||||
def test_html_fromstring_too_big(fromstring):
|
def test_html_fromstring_too_big(fromstring):
|
||||||
@@ -156,5 +159,5 @@ def test_html_too_big():
|
|||||||
|
|
||||||
@patch.object(u, '_MAX_TAGS_COUNT', 3)
|
@patch.object(u, '_MAX_TAGS_COUNT', 3)
|
||||||
def test_html_to_text():
|
def test_html_to_text():
|
||||||
eq_("Hello", u.html_to_text("<div>Hello</div>"))
|
eq_(b"Hello", u.html_to_text("<div>Hello</div>"))
|
||||||
eq_(None, u.html_to_text("<div><span>Hi</span></div>"))
|
eq_(None, u.html_to_text("<div><span>Hi</span></div>"))
|
||||||
|
|||||||
Reference in New Issue
Block a user