97 Commits

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

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

I documented all the different variants as cleanly as I could.
2018-08-31 12:39:52 +02:00
André Glatzl
53b24ffb3d Cut out first some encoding html tags such as xml and doctype for avoiding conflict with unicode decoding 2017-12-19 15:15:10 +01:00
Sergey Obukhov
a7404afbcb Merge pull request #155 from mailgun/sergey/appointment
fix appointments in text
2017-10-23 16:34:08 -07:00
Sergey Obukhov
0e6d5f993c fix appointments in text 2017-10-23 16:32:42 -07:00
Sergey Obukhov
60637ff13a Merge pull request #152 from mailgun/sergey/v1.4.4
bump version
2017-08-24 16:00:05 -07:00
Sergey Obukhov
df8259e3fe bump version 2017-08-24 15:58:53 -07:00
Sergey Obukhov
aab3b1cc75 Merge pull request #150 from ezrapagel/fix_greedy_dash_regex
android_wrote regex incorrectly matching
2017-08-24 15:52:29 -07:00
Sergey Obukhov
9492b39f2d Merge branch 'master' into fix_greedy_dash_regex 2017-08-24 15:39:28 -07:00
Sergey Obukhov
b9ac866ea7 Merge pull request #151 from mailgun/sergey/reshape
reshape data as suggested by sklearn
2017-08-24 12:04:58 -07:00
Sergey Obukhov
678517dd89 reshape data as suggested by sklearn 2017-08-24 12:03:47 -07:00
Ezra Pagel
221774c6f8 android_wrote regex was incorrectly iterating characters in 'wrote', resulting in greedy regex that
matched many strings with dashes
2017-08-21 12:47:06 -05:00
Sergey Obukhov
a2aa345712 Merge pull request #148 from mailgun/sergey/v1.4.2
bump version after adding support for Vietnamese format
2017-07-10 11:44:46 -07:00
Sergey Obukhov
d998beaff3 bump version after adding support for Vietnamese format 2017-07-10 11:42:52 -07:00
Sergey Obukhov
a379bc4e7c Merge pull request #147 from hnx116/master
add support for Vietnamese reply format
2017-07-10 11:40:04 -07:00
Hung Nguyen
b8e1894f3b add test case 2017-07-10 13:28:33 +07:00
Hung Nguyen
0b5a44090f add support for Vietnamese reply format 2017-07-10 11:18:57 +07:00
Sergey Obukhov
b40835eca2 Merge pull request #145 from mailgun/sergey/outlook-2013-version-bump
bump version after merging outlook 2013 support PR
2017-06-18 22:56:16 -07:00
Sergey Obukhov
b38562c7cc bump version after merging outlook 2013 support PR 2017-06-18 22:55:15 -07:00
Sergey Obukhov
70e9fb415e Merge pull request #139 from Savageman/patch-1
Added Outlook 2013 rules
2017-06-18 22:53:18 -07:00
Sergey Obukhov
64612099cd Merge branch 'master' into patch-1 2017-06-18 22:51:46 -07:00
Sergey Obukhov
45c20f979d Merge pull request #144 from mailgun/sergey/python3-support-version-bump
bump version after merging python 3 support PR
2017-06-18 22:49:20 -07:00
Sergey Obukhov
743c76f159 bump version after merging python 3 support PR 2017-06-18 22:48:12 -07:00
Sergey Obukhov
bc5dad75d3 Merge pull request #141 from yfilali/master
Python 3 compatibility up to 3.6.1
2017-06-18 22:44:07 -07:00
Yacine Filali
4acf05cf28 Only use load compat if we can't load the classifier 2017-05-24 13:29:59 -07:00
Yacine Filali
f5f7264077 Can now handle read only classifier data as well 2017-05-24 13:22:24 -07:00
Yacine Filali
4364bebf38 Added exception checking for pickle format conversion 2017-05-24 10:26:33 -07:00
Yacine Filali
15e61768f2 Encoding fixes 2017-05-23 16:17:39 -07:00
Yacine Filali
dd0a0f5c4d Python 2.7 backward compat 2017-05-23 16:10:13 -07:00
Yacine Filali
086f5ba43b Updated talon for Python 3 2017-05-23 15:39:50 -07:00
Esperat Julian
e16dcf629e Added Outlook 2013 rules
Only the border color changes (compared to Outlook 2007, 2010) from `#B5C4DF` to `#E1E1E1`.
2017-04-27 11:34:01 +02:00
Sergey Obukhov
f16ae5110b Merge pull request #138 from mailgun/sergey/v1.3.7
bumped talon version
2017-04-25 11:49:29 -07:00
Sergey Obukhov
ab5cbe5ec3 bumped talon version 2017-04-25 11:43:55 -07:00
Sergey Obukhov
be5da92f16 Merge pull request #135 from esetnik/polymail_support
Polymail Quote Support
2017-04-25 11:34:47 -07:00
Sergey Obukhov
95954a65a0 Merge branch 'master' into polymail_support 2017-04-25 11:30:53 -07:00
Sergey Obukhov
0b55e8fa77 Merge pull request #137 from mailgun/sergey/chardet
loosen the encoding requirement for detect_encoding
2017-04-25 11:29:06 -07:00
Sergey Obukhov
6f159e8959 loosen the encoding requirement for detect_encoding 2017-04-25 11:19:01 -07:00
Ethan Setnik
5c413b4b00 allow more lines since polymail has extra whitespace 2017-04-12 00:07:29 -04:00
Ethan Setnik
cca64d3ed1 add test case 2017-04-11 23:36:36 -04:00
Ethan Setnik
e11eaf6ff8 add support for polymail reply format 2017-04-11 22:38:29 -04:00
Sergey Obukhov
85a4c1d855 Merge pull request #133 from mailgun/sergey/android
add android quotation pattern
2017-04-10 16:37:17 -07:00
Sergey Obukhov
0f5e72623b add android quotation pattern 2017-04-10 16:33:21 -07:00
Sergey Obukhov
061e549ad7 Merge pull request #128 from mailgun/sergey/1.3.4
bump version
2017-02-14 11:17:35 -08:00
Sergey Obukhov
49d1a5d248 bump version 2017-02-14 11:05:50 -08:00
Sergey Obukhov
03d6b00db8 Merge pull request #127 from conalsmith49/mark-splitlines-in-email-quotation-indents
Split_Email(): Mark splitlines for headers indented with spaces or email quotation indents (">")
2017-02-14 11:03:51 -08:00
smitcona
a2eb0f7201 Creating new method which removes initial spaces and marks the message lines. Removing ambiguity introduced to mark_message_lines 2017-02-14 18:19:45 +00:00
smitcona
5c71a0ca07 Split the comment lines so that they are not over 80 characters 2017-02-13 16:45:26 +00:00
Sergey Obukhov
489d16fad9 Merge branch 'master' into mark-splitlines-in-email-quotation-indents 2017-02-09 21:10:16 -08:00
Sergey Obukhov
a458707777 Merge pull request #124 from phanindra-ramesh/issue_123
Fixes issue #123
2017-02-09 20:55:36 -08:00
smitcona
a1d0a86305 Pass ignore_initial_spaces=True as this has better clarity than separate boolean variable 2017-02-07 12:47:33 +00:00
smitcona
29f1d21be7 fixed expected markers and incorrect condensed header not matching regex 2017-02-06 15:03:22 +00:00
smitcona
34c5b526c3 Remove the whitespace before the line if the flag is set 2017-02-03 12:57:26 +00:00
smitcona
3edb6578ba Dividing preprocess method into two methods, split_emails() now calls one without email content being altered. 2017-02-03 11:49:23 +00:00
smitcona
984c036b6e Set the marker back to 'm' rather than 't' if it matches the QUOT_PATTERN. Updated test case. 2017-02-01 18:28:19 +00:00
smitcona
a403ecb5c9 Adding two level indentation test 2017-02-01 18:09:35 +00:00
smitcona
a44713409c Added additional case for testing new functionality of split_emails() 2017-02-01 17:40:59 +00:00
smitcona
567467b8ed Update comment 2017-02-01 17:29:05 +00:00
smitcona
139edd6104 Add new method which marks as splitlines, lines which are splitlines but start with email quotation indents ("> ") 2017-02-01 17:16:30 +00:00
Phanindra Ramesh Challa
e756d55abf Fixes issue #123 2016-12-27 13:53:40 +05:30
Sergey Obukhov
015c8d2a78 Merge pull request #120 from mailgun/sergey/talon-1.3.3
bump talon version
2016-11-30 18:28:39 -08:00
Sergey Obukhov
5af846c13d bump talon version 2016-11-30 12:56:06 -08:00
Sergey Obukhov
e69a9c7a54 Merge pull request #119 from conapart3/master
Addition of new split_email method for issue:115
2016-11-30 12:51:32 -08:00
conapart3
23cb2a9a53 Merge pull request #1 from conapart3/issue-115-date-split-in-headers
split_emails function added, test added
2016-11-22 20:02:54 +00:00
smitcona
b5e3397b88 Updating test to account for --original message-- case 2016-11-22 20:00:31 +00:00
smitcona
5685a4055a Improved algorithm 2016-11-22 19:56:57 +00:00
smitcona
97b72ef767 Adding in_header_block variable for reliability 2016-11-22 19:06:34 +00:00
smitcona
31489848be Remove print lines 2016-11-21 17:36:06 +00:00
smitcona
e5988d447b Add space 2016-11-21 12:48:29 +00:00
smitcona
adfed748ce split_emails function added, test added 2016-11-21 12:35:36 +00:00
Sergey Obukhov
2444ba87c0 Merge pull request #111 from mailgun/sergey/tagscount
restrict html processing to a certain number of tags
2016-09-14 11:06:29 -07:00
Sergey Obukhov
534457e713 protect html_to_text as well 2016-09-14 09:58:41 -07:00
Sergey Obukhov
ea82a9730e restrict html processing to a certain number of tags 2016-09-14 09:33:30 -07:00
Sergey Obukhov
f04b872e14 Merge pull request #108 from mailgun/sergey/html5lib-fix
use new parser each time we parse a document
2016-08-22 18:10:35 -07:00
Sergey Obukhov
e61894e425 bump version 2016-08-22 17:34:18 -07:00
Sergey Obukhov
35fbdaadac use new parser each time we parse a document 2016-08-22 16:25:04 -07:00
Sergey Obukhov
8441bc7328 Merge pull request #106 from mailgun/sergey/html5lib
use html5lib to parse html
2016-08-19 15:58:07 -07:00
Sergey Obukhov
37c95ff97b fallback untouched html if we can not parse html tree 2016-08-19 11:38:12 -07:00
Sergey Obukhov
5b1ca33c57 fix cssselect 2016-08-16 17:11:41 -07:00
Sergey Obukhov
ec8e09b34e fix 2016-08-15 20:31:04 -07:00
Sergey Obukhov
bcf97eccfa use html5lib to parse html 2016-08-15 19:36:21 -07:00
Sergey Obukhov
f53b5cc7a6 Merge pull request #105 from mailgun/sergey/fromstring
html with comment that has no parent crashes html_tree_to_text
2016-08-15 13:40:37 -07:00
Sergey Obukhov
27adde7aa7 bump version 2016-08-15 13:21:10 -07:00
Sergey Obukhov
a9719833e0 html with comment that has no parent crashes html_tree_to_text 2016-08-12 17:40:12 -07:00
14 changed files with 637 additions and 143 deletions

2
.gitignore vendored
View File

@@ -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
.\#* .\#*

View File

@@ -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
-------- --------

View File

@@ -29,7 +29,7 @@ class InstallCommand(install):
setup(name='talon', setup(name='talon',
version='1.2.15', 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(),
@@ -48,11 +48,12 @@ setup(name='talon',
"regex>=1", "regex>=1",
"numpy", "numpy",
"scipy", "scipy",
"scikit-learn==0.16.1", # pickled versions of classifier, else rebuild "scikit-learn>=0.16.1", # pickled versions of classifier, else rebuild
'chardet>=1.0.1', 'chardet>=1.0.1',
'cchardet>=0.3.5', 'cchardet>=0.3.5',
'cssselect', 'cssselect',
'six>=1.10.0', 'six>=1.10.0',
'html5lib'
], ],
tests_require=[ tests_require=[
"mock", "mock",

View File

@@ -6,6 +6,7 @@ messages (without quoted messages) from html
from __future__ import absolute_import from __future__ import absolute_import
import regex as re import regex as re
from talon.utils import cssselect
CHECKPOINT_PREFIX = '#!%!' CHECKPOINT_PREFIX = '#!%!'
CHECKPOINT_SUFFIX = '!%!#' CHECKPOINT_SUFFIX = '!%!#'
@@ -78,7 +79,7 @@ def delete_quotation_tags(html_note, counter, quotation_checkpoints):
def cut_gmail_quote(html_message): def cut_gmail_quote(html_message):
''' Cuts the outermost block element with class gmail_quote. ''' ''' Cuts the outermost block element with class gmail_quote. '''
gmail_quote = html_message.cssselect('div.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)): if gmail_quote and (gmail_quote[0].text is None or not RE_FWD.match(gmail_quote[0].text)):
gmail_quote[0].getparent().remove(gmail_quote[0]) gmail_quote[0].getparent().remove(gmail_quote[0])
return True return True
@@ -86,17 +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:
@@ -135,7 +143,7 @@ def cut_microsoft_quote(html_message):
def cut_by_id(html_message): def cut_by_id(html_message):
found = False found = False
for quote_id in QUOTE_IDS: for quote_id in QUOTE_IDS:
quote = html_message.cssselect('#{}'.format(quote_id)) quote = cssselect('#{}'.format(quote_id), html_message)
if quote: if quote:
found = True found = True
quote[0].getparent().remove(quote[0]) quote[0].getparent().remove(quote[0])

View File

@@ -12,7 +12,8 @@ from copy import deepcopy
from lxml import html, etree from lxml import html, etree
from talon.utils import get_delimiter, html_tree_to_text from talon.utils import (get_delimiter, html_tree_to_text,
html_document_fromstring)
from talon import html_quotations from talon import html_quotations
from six.moves import range from six.moves import range
import six import six
@@ -21,7 +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(
@@ -37,10 +38,14 @@ RE_ON_DATE_SMB_WROTE = re.compile(
'Op', 'Op',
# German # German
'Am', 'Am',
# Portuguese
'Em',
# Norwegian # Norwegian
u'', u'',
# Swedish, Danish # Swedish, Danish
'Den', 'Den',
# Vietnamese
u'Vào',
)), )),
# Date and sender separator # Date and sender separator
u'|'.join(( u'|'.join((
@@ -61,8 +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}:'
@@ -130,14 +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',
# "Subject" in different languages.
'Subject', 'Betreff', 'Objet', 'Emne', u'Ämne',
# "To" in different languages.
'To', 'An', 'Til', u'À', 'Till'
))), re.I | re.M)
# ---- John Smith wrote ----
RE_ANDROID_WROTE = re.compile(u'[\s]*[-]+.*({})[ ]*[-]+'.format(
u'|'.join((
# English
'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,
@@ -145,24 +173,25 @@ 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_POLYMAIL
] ]
RE_LINK = re.compile('<(http://[^>]*)>') RE_LINK = re.compile('<(http://[^>]*)>')
RE_NORMALIZED_LINK = re.compile('@@(http://[^>@]*)@@') 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
@@ -171,6 +200,9 @@ MAX_HTML_LEN = 2794202
QUOT_PATTERN = re.compile('^>+ ?') QUOT_PATTERN = re.compile('^>+ ?')
NO_QUOT_LINE = re.compile('^[^>].*[\S].*') 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'): def extract_from(msg_body, content_type='text/plain'):
try: try:
@@ -184,6 +216,19 @@ def extract_from(msg_body, content_type='text/plain'):
return msg_body 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): def mark_message_lines(lines):
"""Mark message lines with markers to distinguish quotation lines. """Mark message lines with markers to distinguish quotation lines.
@@ -249,7 +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 = (
@@ -286,9 +331,21 @@ def preprocess(msg_body, delimiter, content_type='text/plain'):
Converts msg_body into a unicode. Converts msg_body into a unicode.
""" """
# normalize links i.e. replace '<', '>' wrapping the link with some symbols msg_body = _replace_link_brackets(msg_body)
# so that '>' closing the link couldn't be mistakenly taken for quotation
# marker. 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): if isinstance(msg_body, bytes):
msg_body = msg_body.decode('utf8') msg_body = msg_body.decode('utf8')
@@ -300,7 +357,14 @@ def preprocess(msg_body, delimiter, content_type='text/plain'):
return "@@%s@@" % link.group(1) return "@@%s@@" % link.group(1)
msg_body = re.sub(RE_LINK, link_wrapper, msg_body) 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): def splitter_wrapper(splitter):
"""Wraps splitter with new line""" """Wraps splitter with new line"""
if splitter.start() and msg_body[splitter.start() - 1] != '\n': if splitter.start() and msg_body[splitter.start() - 1] != '\n':
@@ -374,6 +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.
@@ -385,17 +452,18 @@ def _extract_from_html(msg_body):
then checking deleted checkpoints, then checking deleted checkpoints,
then deleting necessary tags. then deleting necessary tags.
""" """
if len(msg_body) > MAX_HTML_LEN:
return msg_body
if msg_body.strip() == b'': if msg_body.strip() == b'':
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')
html_tree = html.document_fromstring(
msg_body, msg_body = re.sub(r"\<\?xml.+\?\>|\<\!DOCTYPE.+]\>", "", msg_body)
parser=html.HTMLParser(encoding="utf-8")
) html_tree = html_document_fromstring(msg_body)
if html_tree is None:
return msg_body
cut_quotations = (html_quotations.cut_gmail_quote(html_tree) or cut_quotations = (html_quotations.cut_gmail_quote(html_tree) or
html_quotations.cut_zimbra_quote(html_tree) or html_quotations.cut_zimbra_quote(html_tree) or
html_quotations.cut_blockquote(html_tree) or html_quotations.cut_blockquote(html_tree) or
@@ -451,6 +519,81 @@ def _extract_from_html(msg_body):
return html.tostring(html_tree_copy) 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): def _readable_text_empty(html_tree):
return not bool(html_tree_to_text(html_tree).strip()) return not bool(html_tree_to_text(html_tree).strip())
@@ -468,7 +611,7 @@ def is_splitter(line):
def text_content(context): def text_content(context):
'''XPath Extension function to return a node text content.''' '''XPath Extension function to return a node text content.'''
return context.context_node.text_content().strip() return context.context_node.xpath("string()").strip()
def tail(context): def tail(context):

View File

@@ -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):

View File

@@ -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)

View File

@@ -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. """
try:
return joblib.load(saved_classifier_filename) 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

View File

@@ -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:

View File

@@ -1,17 +1,18 @@
# coding:utf-8 # coding:utf-8
from __future__ import absolute_import from __future__ import absolute_import
import logging
from random import shuffle
import chardet
import cchardet
import regex as re
from lxml import html from random import shuffle
import cchardet
import chardet
import html5lib
import regex as re
import six
from lxml.cssselect import CSSSelector 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):
@@ -112,18 +113,25 @@ def get_delimiter(msg_body):
return delimiter return delimiter
def html_tree_to_text(tree): def html_tree_to_text(tree):
for style in CSSSelector('style')(tree): for style in CSSSelector('style')(tree):
style.getparent().remove(style) style.getparent().remove(style)
for c in tree.xpath('//comment()'): for c in tree.xpath('//comment()'):
c.getparent().remove(c) parent = c.getparent()
# comment with no parent does not impact produced text
if parent is None:
continue
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 += " * "
@@ -134,7 +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)
@@ -150,17 +159,59 @@ def html_to_text(string):
NOTES: NOTES:
1. the string is expected to contain UTF-8 encoded HTML! 1. the string is expected to contain UTF-8 encoded HTML!
2. returns utf-8 encoded str (not unicode) 2. returns utf-8 encoded str (not unicode)
3. if html can't be parsed returns None
""" """
if isinstance(string, six.text_type): if isinstance(string, six.text_type):
string = string.encode('utf8') string = string.encode('utf8')
s = _prepend_utf8_declaration(string) s = _prepend_utf8_declaration(string)
s = s.replace(b"\n", b"") s = s.replace(b"\n", b"")
tree = html_fromstring(s)
if tree is None:
return None
tree = html.fromstring(s)
return html_tree_to_text(tree) return html_tree_to_text(tree)
def html_fromstring(s):
"""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:
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.
"""
if isinstance(s, six.text_type):
s = s.encode('utf8')
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):
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):
"""Return True if the first 4KB contain charset spec """Return True if the first 4KB contain charset spec
""" """
@@ -185,12 +236,29 @@ def _encode_utf8(s):
return s.encode('utf-8') if isinstance(s, six.text_type) else s 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;' _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}")
# an extensive research shows that exceeding this limit
# might lead to excessive processing time
_MAX_TAGS_COUNT = 419

View File

@@ -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")
@@ -27,7 +27,7 @@ def test_quotation_splitter_inside_blockquote():
</blockquote>""" </blockquote>"""
eq_("<html><body><p>Reply</p></body></html>", eq_("<html><head></head><body>Reply</body></html>",
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body))) RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
@@ -44,7 +44,7 @@ def test_quotation_splitter_outside_blockquote():
</div> </div>
</blockquote> </blockquote>
""" """
eq_("<html><body><p>Reply</p></body></html>", eq_("<html><head></head><body>Reply</body></html>",
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body))) RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
@@ -62,7 +62,7 @@ def test_regular_blockquote():
</div> </div>
</blockquote> </blockquote>
""" """
eq_("<html><body><p>Reply</p><blockquote>Regular</blockquote></body></html>", eq_("<html><head></head><body>Reply<blockquote>Regular</blockquote></body></html>",
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body))) RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
@@ -85,6 +85,7 @@ Reply
reply = """ reply = """
<html> <html>
<head></head>
<body> <body>
Reply Reply
@@ -128,7 +129,7 @@ def test_gmail_quote():
</div> </div>
</div> </div>
</div>""" </div>"""
eq_("<html><body><p>Reply</p></body></html>", eq_("<html><head></head><body>Reply</body></html>",
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body))) RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
@@ -139,7 +140,7 @@ def test_gmail_quote_compact():
'<div>Test</div>' \ '<div>Test</div>' \
'</div>' \ '</div>' \
'</div>' '</div>'
eq_("<html><body><p>Reply</p></body></html>", eq_("<html><head></head><body>Reply</body></html>",
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body))) RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
@@ -166,7 +167,7 @@ def test_unicode_in_reply():
Quote Quote
</blockquote>""".encode("utf-8") </blockquote>""".encode("utf-8")
eq_("<html><body><p>Reply&#160;&#160;Text<br></p><div><br></div>" eq_("<html><head></head><body>Reply&#160;&#160;Text<br><div><br></div>"
"</body></html>", "</body></html>",
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body))) RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
@@ -192,6 +193,7 @@ def test_blockquote_disclaimer():
stripped_html = """ stripped_html = """
<html> <html>
<head></head>
<body> <body>
<div> <div>
<div> <div>
@@ -223,7 +225,7 @@ def test_date_block():
</div> </div>
</div> </div>
""" """
eq_('<html><body><div>message<br></div></body></html>', eq_('<html><head></head><body><div>message<br></div></body></html>',
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body))) RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
@@ -240,7 +242,7 @@ Subject: You Have New Mail From Mary!<br><br>
text text
</div></div> </div></div>
""" """
eq_('<html><body><div>message<br></div></body></html>', eq_('<html><head></head><body><div>message<br></div></body></html>',
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body))) RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
@@ -258,7 +260,7 @@ def test_reply_shares_div_with_from_block():
</div> </div>
</body>''' </body>'''
eq_('<html><body><div>Blah<br><br></div></body></html>', eq_('<html><head></head><body><div>Blah<br><br></div></body></html>',
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body))) RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
@@ -269,13 +271,13 @@ def test_reply_quotations_share_block():
def test_OLK_SRC_BODY_SECTION_stripped(): def test_OLK_SRC_BODY_SECTION_stripped():
eq_('<html><body><div>Reply</div></body></html>', eq_('<html><head></head><body><div>Reply</div></body></html>',
RE_WHITESPACE.sub( RE_WHITESPACE.sub(
'', quotations.extract_from_html(OLK_SRC_BODY_SECTION))) '', quotations.extract_from_html(OLK_SRC_BODY_SECTION)))
def test_reply_separated_by_hr(): def test_reply_separated_by_hr():
eq_('<html><body><div>Hi<div>there</div></div></body></html>', eq_('<html><head></head><body><div>Hi<div>there</div></div></body></html>',
RE_WHITESPACE.sub( RE_WHITESPACE.sub(
'', quotations.extract_from_html(REPLY_SEPARATED_BY_HR))) '', quotations.extract_from_html(REPLY_SEPARATED_BY_HR)))
@@ -296,12 +298,17 @@ Reply
</div> </div>
</div> </div>
''' '''
eq_('<html><body><p>Reply</p><div><hr></div></body></html>', eq_('<html><head></head><body>Reply<div><hr></div></body></html>',
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body))) RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
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 +380,7 @@ reply
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><body><p>My\nreply\n</p></body></html>", extracted) eq_("<html><head></head><body>My\nreply\n</body></html>", extracted)
def test_gmail_forwarded_msg(): def test_gmail_forwarded_msg():
@@ -383,7 +390,7 @@ def test_gmail_forwarded_msg():
eq_(RE_WHITESPACE.sub('', msg_body), RE_WHITESPACE.sub('', extracted)) eq_(RE_WHITESPACE.sub('', msg_body), RE_WHITESPACE.sub('', extracted))
@patch.object(quotations, 'MAX_HTML_LEN', 1) @patch.object(u, '_MAX_TAGS_COUNT', 4)
def test_too_large_html(): def test_too_large_html():
msg_body = 'Reply' \ msg_body = 'Reply' \
'<div class="gmail_quote">' \ '<div class="gmail_quote">' \
@@ -411,3 +418,9 @@ def test_readable_html_empty():
eq_(RE_WHITESPACE.sub('', msg_body), eq_(RE_WHITESPACE.sub('', msg_body),
RE_WHITESPACE.sub('', quotations.extract_from_html(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

@@ -1,16 +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"
@@ -18,20 +18,25 @@ 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)]
@@ -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():

View File

@@ -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
@@ -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"""
@@ -142,7 +187,8 @@ def _check_pattern_original_message(original_message_indicator):
-----{}----- -----{}-----
Test""" 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(six.text_type(original_message_indicator))))
def test_english_original_message(): def test_english_original_message():
_check_pattern_original_message('Original Message') _check_pattern_original_message('Original Message')
@@ -165,6 +211,17 @@ Test reply"""
eq_("Test reply", quotations.extract_from_plain(msg_body)) 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(): def test_reply_wraps_quotations():
msg_body = """Test reply msg_body = """Test reply
@@ -376,6 +433,14 @@ Op 17-feb.-2015, om 13:18 heeft Julius Caesar <pantheon@rome.com> het volgende g
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...
@@ -388,6 +453,7 @@ 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> >
@@ -429,7 +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))
@@ -499,11 +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',
'', '',
@@ -696,3 +765,77 @@ def test_standard_replies():
"'%(reply)s' != %(stripped)s for %(fn)s" % \ "'%(reply)s' != %(stripped)s for %(fn)s" % \
{'reply': reply_text, 'stripped': stripped_text, {'reply': reply_text, 'stripped': stripped_text,
'fn': filename} '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 = "stttttsttttetesetesmmmmmmsmmmmmmmmmmmmmmmm"
markers = quotations.split_emails(msg)
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'))

View File

@@ -1,12 +1,13 @@
# 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 talon import utils as u
from . import *
def test_get_delimiter(): def test_get_delimiter():
eq_('\r\n', u.get_delimiter('abc\r\n123')) eq_('\r\n', u.get_delimiter('abc\r\n123'))
@@ -28,7 +29,9 @@ def test_unicode():
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(
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()) 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:
@@ -38,7 +41,9 @@ def test_detect_encoding():
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())
eq_ ('windows-1252', u.quick_detect_encoding(u'Versi\xf3n'.encode('windows-1252')).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()) eq_('utf-8', u.quick_detect_encoding(u'привет'.encode('utf8')).lower())
@@ -107,3 +112,52 @@ font: 13px 'Lucida Grande', Arial, sans-serif;
<p>TEXT 2 <!-- COMMENT 2 --></p> <p>TEXT 2 <!-- COMMENT 2 --></p>
</div>""" </div>"""
eq_(b'TEXT 1 \nTEXT 2', u.html_to_text(html)) eq_(b'TEXT 1 \nTEXT 2', u.html_to_text(html))
def test_comment_no_parent():
s = b'<!-- COMMENT 1 --> no comment'
d = u.html_document_fromstring(s)
eq_(b"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_(b"Hello", u.html_to_text("<div>Hello</div>"))
eq_(None, u.html_to_text("<div><span>Hi</span></div>"))