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@@ -95,7 +95,7 @@ classifiers. The core of machine learning algorithm lays in
|
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apply to a message (``featurespace.py``), how data sets are built
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(``dataset.py``), classifier’s interface (``classifier.py``).
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The data used for training is taken from our personal email
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Currently the data used for training is taken from our personal email
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conversations and from `ENRON`_ dataset. As a result of applying our set
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of features to the dataset we provide files ``classifier`` and
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``train.data`` that don’t have any personal information but could be
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2
setup.py
2
setup.py
@@ -2,7 +2,7 @@ from setuptools import setup, find_packages
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setup(name='talon',
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version='1.2.0',
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version='1.2.9',
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description=("Mailgun library "
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"to extract message quotations and signatures."),
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long_description=open("README.rst").read(),
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@@ -12,6 +12,7 @@ CHECKPOINT_PATTERN = re.compile(CHECKPOINT_PREFIX + '\d+' + CHECKPOINT_SUFFIX)
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# HTML quote indicators (tag ids)
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QUOTE_IDS = ['OLK_SRC_BODY_SECTION']
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RE_FWD = re.compile("^[-]+[ ]*Forwarded message[ ]*[-]+$", re.I | re.M)
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def add_checkpoint(html_note, counter):
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@@ -77,7 +78,7 @@ def delete_quotation_tags(html_note, counter, quotation_checkpoints):
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def cut_gmail_quote(html_message):
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''' Cuts the outermost block element with class gmail_quote. '''
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gmail_quote = html_message.cssselect('div.gmail_quote')
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if gmail_quote:
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if gmail_quote and (gmail_quote[0].text is None or not RE_FWD.match(gmail_quote[0].text)):
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gmail_quote[0].getparent().remove(gmail_quote[0])
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return True
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@@ -85,9 +86,12 @@ def cut_gmail_quote(html_message):
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def cut_microsoft_quote(html_message):
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''' Cuts splitter block and all following blocks. '''
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splitter = html_message.xpath(
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#outlook 2007, 2010
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#outlook 2007, 2010 (international)
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"//div[@style='border:none;border-top:solid #B5C4DF 1.0pt;"
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"padding:3.0pt 0cm 0cm 0cm']|"
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#outlook 2007, 2010 (american)
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"//div[@style='border:none;border-top:solid #B5C4DF 1.0pt;"
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"padding:3.0pt 0in 0in 0in']|"
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#windows mail
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"//div[@style='padding-top: 5px; "
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"border-top-color: rgb(229, 229, 229); "
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@@ -159,21 +163,58 @@ def cut_from_block(html_message):
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if block:
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block = block[-1]
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parent_div = None
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while block.getparent() is not None:
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if block.tag == 'div':
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block.getparent().remove(block)
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parent_div = block
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break
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block = block.getparent()
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if parent_div is not None:
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maybe_body = parent_div.getparent()
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# In cases where removing this enclosing div will remove all
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# content, we should assume the quote is not enclosed in a tag.
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parent_div_is_all_content = (
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maybe_body is not None and maybe_body.tag == 'body' and
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len(maybe_body.getchildren()) == 1)
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if not parent_div_is_all_content:
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parent = block.getparent()
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next_sibling = block.getnext()
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# remove all tags after found From block
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# (From block and quoted message are in separate divs)
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while next_sibling is not None:
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parent.remove(block)
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block = next_sibling
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next_sibling = block.getnext()
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# remove the last sibling (or the
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# From block if no siblings)
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if block is not None:
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parent.remove(block)
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return True
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else:
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block = block.getparent()
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else:
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# handle the case when From: block goes right after e.g. <hr>
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# and not enclosed in some tag
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block = html_message.xpath(
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("//*[starts-with(mg:tail(), 'From:')]|"
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"//*[starts-with(mg:tail(), 'Date:')]"))
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if block:
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block = block[0]
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while(block.getnext() is not None):
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block.getparent().remove(block.getnext())
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block.getparent().remove(block)
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return True
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else:
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return False
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# handle the case when From: block goes right after e.g. <hr>
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# and not enclosed in some tag
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block = html_message.xpath(
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("//*[starts-with(mg:tail(), 'From:')]|"
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"//*[starts-with(mg:tail(), 'Date:')]"))
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if block:
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block = block[0]
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if RE_FWD.match(block.getparent().text or ''):
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return False
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while(block.getnext() is not None):
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block.getparent().remove(block.getnext())
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block.getparent().remove(block)
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return True
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def cut_zimbra_quote(html_message):
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zDivider = html_message.xpath('//hr[@data-marker="__DIVIDER__"]')
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if zDivider:
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zDivider[0].getparent().remove(zDivider[0])
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return True
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@@ -137,13 +137,20 @@ RE_FROM_COLON_OR_DATE_COLON = re.compile(u'(_+\r?\n)?[\s]*(:?[*]?{})[\s]?:[*]? .
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SPLITTER_PATTERNS = [
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RE_ORIGINAL_MESSAGE,
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# <date> <person>
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re.compile("(\d+/\d+/\d+|\d+\.\d+\.\d+).*@", re.S),
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RE_ON_DATE_SMB_WROTE,
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RE_ON_DATE_WROTE_SMB,
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RE_FROM_COLON_OR_DATE_COLON,
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# 02.04.2012 14:20 пользователь "bob@example.com" <
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# bob@xxx.mailgun.org> написал:
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re.compile("(\d+/\d+/\d+|\d+\.\d+\.\d+).*@", re.S),
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# 2014-10-17 11:28 GMT+03:00 Bob <
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# bob@example.com>:
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re.compile("\d{4}-\d{2}-\d{2}\s+\d{2}:\d{2}\s+GMT.*@", re.S),
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# Thu, 26 Jun 2014 14:00:51 +0400 Bob <bob@example.com>:
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re.compile('\S{3,10}, \d\d? \S{3,10} 20\d\d,? \d\d?:\d\d(:\d\d)?'
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'( \S+){3,6}@\S+:')
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'( \S+){3,6}@\S+:'),
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# Sent from Samsung MobileName <address@example.com> wrote:
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re.compile('Sent from Samsung .*@.*> wrote')
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]
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@@ -345,6 +352,7 @@ def extract_from_html(msg_body):
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parser=html.HTMLParser(encoding="utf-8")
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)
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cut_quotations = (html_quotations.cut_gmail_quote(html_tree) or
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html_quotations.cut_zimbra_quote(html_tree) or
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html_quotations.cut_blockquote(html_tree) or
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html_quotations.cut_microsoft_quote(html_tree) or
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html_quotations.cut_by_id(html_tree) or
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87
tests/fixtures/html_replies/ms_outlook_2010.html
vendored
Normal file
87
tests/fixtures/html_replies/ms_outlook_2010.html
vendored
Normal file
@@ -0,0 +1,87 @@
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<html>
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<head>
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<meta http-equiv="Content-Type" content="text/html; charset=iso-2022-jp">
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<meta name="Generator" content="Microsoft Word 14 (filtered medium)">
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<style><!--
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/* Font Definitions */
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@font-face
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{font-family:Calibri;
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panose-1:2 15 5 2 2 2 4 3 2 4;}
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@font-face
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{font-family:Tahoma;
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panose-1:2 11 6 4 3 5 4 4 2 4;}
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/* Style Definitions */
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p.MsoNormal, li.MsoNormal, div.MsoNormal
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{margin:0in;
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margin-bottom:.0001pt;
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font-size:12.0pt;
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font-family:"Times New Roman","serif";}
|
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h3
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{mso-style-priority:9;
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mso-style-link:"Heading 3 Char";
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mso-margin-top-alt:auto;
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margin-right:0in;
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mso-margin-bottom-alt:auto;
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margin-left:0in;
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font-size:13.5pt;
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||||
font-family:"Times New Roman","serif";
|
||||
font-weight:bold;}
|
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a:link, span.MsoHyperlink
|
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{mso-style-priority:99;
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color:blue;
|
||||
text-decoration:underline;}
|
||||
a:visited, span.MsoHyperlinkFollowed
|
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{mso-style-priority:99;
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color:purple;
|
||||
text-decoration:underline;}
|
||||
p
|
||||
{mso-style-priority:99;
|
||||
mso-margin-top-alt:auto;
|
||||
margin-right:0in;
|
||||
mso-margin-bottom-alt:auto;
|
||||
margin-left:0in;
|
||||
font-size:12.0pt;
|
||||
font-family:"Times New Roman","serif";}
|
||||
span.Heading3Char
|
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{mso-style-name:"Heading 3 Char";
|
||||
mso-style-priority:9;
|
||||
mso-style-link:"Heading 3";
|
||||
font-family:"Cambria","serif";
|
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color:#4F81BD;
|
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font-weight:bold;}
|
||||
span.EmailStyle19
|
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{mso-style-type:personal-reply;
|
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font-family:"Calibri","sans-serif";
|
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color:#1F497D;}
|
||||
.MsoChpDefault
|
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{mso-style-type:export-only;
|
||||
font-family:"Calibri","sans-serif";}
|
||||
@page WordSection1
|
||||
{size:8.5in 11.0in;
|
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margin:1.0in 1.0in 1.0in 1.0in;}
|
||||
div.WordSection1
|
||||
{page:WordSection1;}
|
||||
--></style><!--[if gte mso 9]><xml>
|
||||
<o:shapedefaults v:ext="edit" spidmax="1026" />
|
||||
</xml><![endif]--><!--[if gte mso 9]><xml>
|
||||
<o:shapelayout v:ext="edit">
|
||||
<o:idmap v:ext="edit" data="1" />
|
||||
</o:shapelayout></xml><![endif]-->
|
||||
</head>
|
||||
<body lang="EN-US" link="blue" vlink="purple">
|
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<div class="WordSection1">
|
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<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">Hi. I am fine.<o:p></o:p></span></p>
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<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">Thanks,<o:p></o:p></span></p>
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<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri","sans-serif";color:#1F497D">Alex<o:p></o:p></span></p>
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<p class="MsoNormal"><b><span style="font-size:10.0pt;font-family:"Tahoma","sans-serif"">From:</span></b><span style="font-size:10.0pt;font-family:"Tahoma","sans-serif""> Foo [mailto:foo@bar.com]
|
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<b>On Behalf Of </b>baz@bar.com<br>
|
||||
<b>Sent:</b> Monday, January 01, 2000 12:00 AM<br>
|
||||
<b>To:</b> john@bar.com<br>
|
||||
<b>Cc:</b> jane@bar.io<br>
|
||||
<b>Subject:</b> Conversation<o:p></o:p></span></p>
|
||||
<p class="MsoNormal"><o:p> </o:p></p>
|
||||
<p>Hello! How are you?<o:p></o:p></p>
|
||||
<p class="MsoNormal"><o:p> </o:p></p>
|
||||
</div>
|
||||
</body>
|
||||
</html>
|
||||
@@ -131,6 +131,17 @@ def test_gmail_quote():
|
||||
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
|
||||
|
||||
|
||||
def test_gmail_quote_compact():
|
||||
msg_body = 'Reply' \
|
||||
'<div class="gmail_quote">' \
|
||||
'<div class="gmail_quote">On 11-Apr-2011, at 6:54 PM, Bob <bob@example.com> wrote:' \
|
||||
'<div>Test</div>' \
|
||||
'</div>' \
|
||||
'</div>'
|
||||
eq_("<html><body><p>Reply</p></body></html>",
|
||||
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
|
||||
|
||||
|
||||
def test_gmail_quote_blockquote():
|
||||
msg_body = """Message
|
||||
<blockquote class="gmail_quote">
|
||||
@@ -268,6 +279,26 @@ def test_reply_separated_by_hr():
|
||||
'', quotations.extract_from_html(REPLY_SEPARATED_BY_HR)))
|
||||
|
||||
|
||||
def test_from_block_and_quotations_in_separate_divs():
|
||||
msg_body = '''
|
||||
Reply
|
||||
<div>
|
||||
<hr/>
|
||||
<div>
|
||||
<font>
|
||||
<b>From: bob@example.com</b>
|
||||
<b>Date: Thu, 24 Mar 2016 08:07:12 -0700</b>
|
||||
</font>
|
||||
</div>
|
||||
<div>
|
||||
Quoted message
|
||||
</div>
|
||||
</div>
|
||||
'''
|
||||
eq_('<html><body><p>Reply</p><div><hr></div></body></html>',
|
||||
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
|
||||
|
||||
|
||||
def extract_reply_and_check(filename):
|
||||
f = open(filename)
|
||||
|
||||
@@ -299,6 +330,10 @@ def test_ms_outlook_2007_reply():
|
||||
extract_reply_and_check("tests/fixtures/html_replies/ms_outlook_2007.html")
|
||||
|
||||
|
||||
def test_ms_outlook_2010_reply():
|
||||
extract_reply_and_check("tests/fixtures/html_replies/ms_outlook_2010.html")
|
||||
|
||||
|
||||
def test_thunderbird_reply():
|
||||
extract_reply_and_check("tests/fixtures/html_replies/thunderbird.html")
|
||||
|
||||
@@ -336,3 +371,10 @@ def test_CRLF():
|
||||
assert_false(symbol in extracted)
|
||||
eq_("<html><body><p>Reply</p></body></html>",
|
||||
RE_WHITESPACE.sub('', extracted))
|
||||
|
||||
|
||||
def test_gmail_forwarded_msg():
|
||||
msg_body = """<div dir="ltr"><br><div class="gmail_quote">---------- Forwarded message ----------<br>From: <b class="gmail_sendername">Bob</b> <span dir="ltr"><<a href="mailto:bob@example.com">bob@example.com</a>></span><br>Date: Fri, Feb 11, 2010 at 5:59 PM<br>Subject: Bob WFH today<br>To: Mary <<a href="mailto:mary@example.com">mary@example.com</a>><br><br><br><div dir="ltr">eom</div>
|
||||
</div><br></div>"""
|
||||
extracted = quotations.extract_from_html(msg_body)
|
||||
eq_(RE_WHITESPACE.sub('', msg_body), RE_WHITESPACE.sub('', extracted))
|
||||
|
||||
@@ -32,6 +32,19 @@ On 11-Apr-2011, at 6:54 PM, Roman Tkachenko <romant@example.com> wrote:
|
||||
eq_("Test reply", quotations.extract_from_plain(msg_body))
|
||||
|
||||
|
||||
def test_pattern_sent_from_samsung_smb_wrote():
|
||||
msg_body = """Test reply
|
||||
|
||||
Sent from Samsung MobileName <address@example.com> wrote:
|
||||
|
||||
>
|
||||
> Test
|
||||
>
|
||||
> Roman"""
|
||||
|
||||
eq_("Test reply", quotations.extract_from_plain(msg_body))
|
||||
|
||||
|
||||
def test_pattern_on_date_wrote_somebody():
|
||||
eq_('Lorem', quotations.extract_from_plain(
|
||||
"""Lorem
|
||||
@@ -54,6 +67,18 @@ On 04/19/2011 07:10 AM, Roman Tkachenko wrote:
|
||||
eq_("Test reply", quotations.extract_from_plain(msg_body))
|
||||
|
||||
|
||||
def test_date_time_email_splitter():
|
||||
msg_body = """Test reply
|
||||
|
||||
2014-10-17 11:28 GMT+03:00 Postmaster <
|
||||
postmaster@sandboxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx.mailgun.org>:
|
||||
|
||||
> First from site
|
||||
>
|
||||
"""
|
||||
eq_("Test reply", quotations.extract_from_plain(msg_body))
|
||||
|
||||
|
||||
def test_pattern_on_date_somebody_wrote_allows_space_in_front():
|
||||
msg_body = """Thanks Thanmai
|
||||
On Mar 8, 2012 9:59 AM, "Example.com" <
|
||||
|
||||
Reference in New Issue
Block a user