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DOC update docs for POS tagging
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2 changes: 1 addition & 1 deletion docs/.buildinfo
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# Sphinx build info version 1
# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
config: 91deb7ba5686071aa3de78f413c95d00
config: d882ecc20fe535cdee3f894a41a2e101
tags: 645f666f9bcd5a90fca523b33c5a78b7
2 changes: 1 addition & 1 deletion docs/_modules/index.html
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Expand Up @@ -291,7 +291,7 @@ <h1>All modules for which code is available</h1>
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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2 changes: 1 addition & 1 deletion docs/_modules/pycantonese/corpus.html
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Expand Up @@ -637,7 +637,7 @@ <h1>Source code for pycantonese.corpus</h1><div class="highlight"><pre>
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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2 changes: 1 addition & 1 deletion docs/_modules/pycantonese/jyutping/characters.html
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Expand Up @@ -415,7 +415,7 @@ <h1>Source code for pycantonese.jyutping.characters</h1><div class="highlight"><
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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2 changes: 1 addition & 1 deletion docs/_modules/pycantonese/jyutping/parse_jyutping.html
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Expand Up @@ -434,7 +434,7 @@ <h1>Source code for pycantonese.jyutping.parse_jyutping</h1><div class="highligh
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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2 changes: 1 addition & 1 deletion docs/_modules/pycantonese/jyutping/tipa.html
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Expand Up @@ -424,7 +424,7 @@ <h1>Source code for pycantonese.jyutping.tipa</h1><div class="highlight"><pre>
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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2 changes: 1 addition & 1 deletion docs/_modules/pycantonese/jyutping/yale.html
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Expand Up @@ -557,7 +557,7 @@ <h1>Source code for pycantonese.jyutping.yale</h1><div class="highlight"><pre>
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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4 changes: 2 additions & 2 deletions docs/_modules/pycantonese/pos_tagging/hkcancor_to_ud.html
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Expand Up @@ -433,7 +433,7 @@ <h1>Source code for pycantonese.pos_tagging.hkcancor_to_ud</h1><div class="highl

<span class="sd"> Parameters</span>
<span class="sd"> ----------</span>
<span class="sd"> tag : str</span>
<span class="sd"> tag : str, optional</span>
<span class="sd"> A tag from the original HKCanCor annotated data.</span>
<span class="sd"> If not provided or ``None``, this function returns the entire</span>
<span class="sd"> dictionary of the tagset mapping from HKCanCor to UD.</span>
Expand Down Expand Up @@ -466,7 +466,7 @@ <h1>Source code for pycantonese.pos_tagging.hkcancor_to_ud</h1><div class="highl
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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6 changes: 3 additions & 3 deletions docs/_modules/pycantonese/pos_tagging/tagger.html
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Expand Up @@ -578,7 +578,7 @@ <h1>Source code for pycantonese.pos_tagging.tagger</h1><div class="highlight"><p
<span class="sd"> Supported options:</span>

<span class="sd"> * ``&quot;hkcancor&quot;``, for the tagset used by the original HKCanCor data.</span>
<span class="sd"> There are 112 tags, 46 of which are described at</span>
<span class="sd"> There are over 100 tags, 46 of which are described at</span>
<span class="sd"> http://compling.hss.ntu.edu.sg/hkcancor/.</span>
<span class="sd"> * ``&quot;universal&quot;`` (default option), for the Universal Dependencies v2</span>
<span class="sd"> tagset. There are 17 tags; see</span>
Expand All @@ -603,7 +603,7 @@ <h1>Source code for pycantonese.pos_tagging.tagger</h1><div class="highlight"><p

<span class="sd"> Examples</span>
<span class="sd"> --------</span>
<span class="sd"> &gt;&gt;&gt; words = [&#39;我&#39;, &#39;噚日&#39;, &#39;買&#39;, &#39;嗰&#39;, &#39;對&#39;, &#39;鞋&#39;, &#39;。&#39;] # I bought those shoes yesterday.</span>
<span class="sd"> &gt;&gt;&gt; words = [&#39;我&#39;, &#39;噚日&#39;, &#39;買&#39;, &#39;嗰&#39;, &#39;對&#39;, &#39;鞋&#39;, &#39;。&#39;] # I bought that pair of shoes yesterday.</span>
<span class="sd"> &gt;&gt;&gt; pos_tag(words)</span>
<span class="sd"> [(&#39;我&#39;, &#39;PRON&#39;), (&#39;噚日&#39;, &#39;ADV&#39;), (&#39;買&#39;, &#39;VERB&#39;), (&#39;嗰&#39;, &#39;PRON&#39;), (&#39;對&#39;, &#39;NOUN&#39;), (&#39;鞋&#39;, &#39;NOUN&#39;), (&#39;。&#39;, &#39;PUNCT&#39;)]</span>
<span class="sd"> &gt;&gt;&gt; pos_tag(words, tagset=&quot;hkcancor&quot;)</span>
Expand Down Expand Up @@ -632,7 +632,7 @@ <h1>Source code for pycantonese.pos_tagging.tagger</h1><div class="highlight"><p
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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2 changes: 1 addition & 1 deletion docs/_modules/pycantonese/stop_words.html
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Expand Up @@ -439,7 +439,7 @@ <h1>Source code for pycantonese.stop_words</h1><div class="highlight"><pre>
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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2 changes: 1 addition & 1 deletion docs/_modules/pycantonese/word_segmentation.html
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Expand Up @@ -403,7 +403,7 @@ <h1>Source code for pycantonese.word_segmentation</h1><div class="highlight"><pr
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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Expand Up @@ -2270,7 +2270,7 @@ <h1>Source code for pylangacq.chat</h1><div class="highlight"><pre>
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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2 changes: 2 additions & 0 deletions docs/_sources/changelog.rst.txt
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Expand Up @@ -41,6 +41,8 @@ Fixed
(a possible issue on Windows).
* ``jyutping_to_yale`` and ``parse_jyutping`` now return a null value
(rather than raise an error) when the input is null.
* The word segmentation function ``segment`` now strips all whitespace
from the input unsegmented string before segmenting it.

Security
^^^^^^^^
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76 changes: 48 additions & 28 deletions docs/_sources/pos_tagging.rst.txt
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Expand Up @@ -5,31 +5,51 @@ Part-of-Speech Tagging

.. versionadded:: 3.1.0

.. warning::
As of November 2020, PyCantonese v3.1.0 hasn't been released yet.
All functionality related to part-of-speech tagging
is available only through the GitHub repository for early testers.
Everything (what functions are provided, how they behave) is subject to
change while it is still under active development.
To download and install this (unstable) version of PyCantonese
(the ``--pre`` flag means a pre-release version):

.. code-block:: bash
$ pip install --pre --upgrade pycantonese
Running ``import pycantonese as pc; print(pc.__version__)`` will show a
version number similar to ``3.1.0.dev2``.

If you notice any issues, please don't hesitate to
`report them <https://pycantonese.org/#links>`_.

While the documentation below is minimal for now, it is going to be updated
and expanded once the part-of-speech tagging functionality is finalized
in a new PyCantonese release.

:func:`~pycantonese.pos_tag`
tags words in a segmented sentence or phrase for their parts of speech.

:func:`~pycantonese.pos_tagging.hkcancor_to_ud`
maps a part-of-speech tag from HKCanCor to Universal Dependencies v2.
A basic part-of-speech tagger is provided by :func:`~pycantonese.pos_tag`,
which takes a segmented phrase or sentence as the input:

.. code-block:: python
>>> import pycantonese as pc
>>> unsegmented = '我噚日買嗰對鞋。' # I bought that pair of shoes yesterday.
>>> segmented = pc.segment(unsegmented)
['', '噚日', '', '', '', '', '']
>>> pc.pos_tag(segmented)
[('', 'PRON'), ('噚日', 'ADV'), ('', 'VERB'), ('', 'PRON'), ('', 'NOUN'), ('', 'NOUN'), ('', 'PUNCT')]
The part-of-speech tagger uses the averaged perceptron model trained on
HKCanCor data.
HKCanCor has already been tagged for part-of-speech tags,
with a tagset of over 100 tags (46 of which are described at
http://compling.hss.ntu.edu.sg/hkcancor/).
By default, :func:`~pycantonese.pos_tag` maps the HKCanCor tagset to the
Universal Dependencies v2 tagset
(with 17 tags, https://universaldependencies.org/u/pos/index.html),
for cross-linguistic natural language processing work.
If you would like the original HKCanCor tagset,
:func:`~pycantonese.pos_tag` accepts the keyword argument ``tagset``:

.. code-block:: python
>>> pc.pos_tag(segmented, tagset="hkcancor")
[('', 'R'), ('噚日', 'T'), ('', 'V'), ('', 'R'), ('', 'Q'), ('', 'N'), ('', '')]
The helper function :func:`~pycantonese.pos_tagging.hkcancor_to_ud`
exposes the tagset mapping from HKCanCor to Universal Dependencies.

Due to the statistical nature of part-of-speech tagging,
the quality of results from :func:`~pycantonese.pos_tag` depends on
(i) the training data,
(ii) the quality of word segmentation, since the function expects a *segmented* input.
Currently, a major limitation is the fact that HKCanCor is perhaps still
the only Cantonese corpus with a permissive license that comes annotated
with part-of-speech tags.
Its relatively small size (about 150,000 tagged words) means that models
more sophisticated than a standard averaged perceptron approach wouldn't be worth it.
If you think the results from :func:`~pycantonese.pos_tag` are odd,
it is potentially due to the HKCanCor training data
(e.g., specific occurrences of word + tag combinations might have thrown off the tagger),
or the quality of word segmentation, especially if your segmented input comes from
:func:`~pycantonese.segment` (also trained by HKCanCor)
-- please `get in touch <https://pycantonese.org/index.html#links>`_
if you would like further investigation.
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Expand Up @@ -368,7 +368,7 @@ <h2>Natural Language Processing<a class="headerlink" href="#natural-language-pro
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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4 changes: 3 additions & 1 deletion docs/changelog.html
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Expand Up @@ -311,6 +311,8 @@ <h3>Fixed<a class="headerlink" href="#fixed" title="Permalink to this headline">
(a possible issue on Windows).</p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">jyutping_to_yale</span></code> and <code class="docutils literal notranslate"><span class="pre">parse_jyutping</span></code> now return a null value
(rather than raise an error) when the input is null.</p></li>
<li><p>The word segmentation function <code class="docutils literal notranslate"><span class="pre">segment</span></code> now strips all whitespace
from the input unsegmented string before segmenting it.</p></li>
</ul>
</div>
<div class="section" id="security">
Expand Down Expand Up @@ -540,7 +542,7 @@ <h2>[0.1] - 2014-12-17<a class="headerlink" href="#id28" title="Permalink to thi
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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Expand Up @@ -349,7 +349,7 @@ <h2>Accessing Custom Data<a class="headerlink" href="#accessing-custom-data" tit
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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Expand Up @@ -337,7 +337,7 @@ <h1>pycantonese.characters_to_jyutping<a class="headerlink" href="#pycantonese-c
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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2 changes: 1 addition & 1 deletion docs/generated/pycantonese.corpus.CantoneseCHATReader.html
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Expand Up @@ -571,7 +571,7 @@ <h1>pycantonese.corpus.CantoneseCHATReader<a class="headerlink" href="#pycantone
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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Expand Up @@ -366,7 +366,7 @@ <h1>pycantonese.corpus.CantoneseCHATReader.search<a class="headerlink" href="#py
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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2 changes: 1 addition & 1 deletion docs/generated/pycantonese.hkcancor.html
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Expand Up @@ -311,7 +311,7 @@ <h1>pycantonese.hkcancor<a class="headerlink" href="#pycantonese-hkcancor" title
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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Expand Up @@ -332,7 +332,7 @@ <h1>pycantonese.jyutping_to_tipa<a class="headerlink" href="#pycantonese-jyutpin
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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Expand Up @@ -348,7 +348,7 @@ <h1>pycantonese.jyutping_to_yale<a class="headerlink" href="#pycantonese-jyutpin
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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2 changes: 1 addition & 1 deletion docs/generated/pycantonese.parse_jyutping.html
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Expand Up @@ -329,7 +329,7 @@ <h1>pycantonese.parse_jyutping<a class="headerlink" href="#pycantonese-parse-jyu
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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6 changes: 3 additions & 3 deletions docs/generated/pycantonese.pos_tag.html
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Expand Up @@ -294,7 +294,7 @@ <h1>pycantonese.pos_tag<a class="headerlink" href="#pycantonese-pos-tag" title="
Supported options:</p>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">&quot;hkcancor&quot;</span></code>, for the tagset used by the original HKCanCor data.
There are 112 tags, 46 of which are described at
There are over 100 tags, 46 of which are described at
<a class="reference external" href="http://compling.hss.ntu.edu.sg/hkcancor/">http://compling.hss.ntu.edu.sg/hkcancor/</a>.</p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">&quot;universal&quot;</span></code> (default option), for the Universal Dependencies v2
tagset. There are 17 tags; see
Expand Down Expand Up @@ -324,7 +324,7 @@ <h1>pycantonese.pos_tag<a class="headerlink" href="#pycantonese-pos-tag" title="
</dd>
</dl>
<p class="rubric">Examples</p>
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">words</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;我&#39;</span><span class="p">,</span> <span class="s1">&#39;噚日&#39;</span><span class="p">,</span> <span class="s1">&#39;買&#39;</span><span class="p">,</span> <span class="s1">&#39;嗰&#39;</span><span class="p">,</span> <span class="s1">&#39;對&#39;</span><span class="p">,</span> <span class="s1">&#39;鞋&#39;</span><span class="p">,</span> <span class="s1">&#39;。&#39;</span><span class="p">]</span> <span class="c1"># I bought those shoes yesterday.</span>
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">words</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;我&#39;</span><span class="p">,</span> <span class="s1">&#39;噚日&#39;</span><span class="p">,</span> <span class="s1">&#39;買&#39;</span><span class="p">,</span> <span class="s1">&#39;嗰&#39;</span><span class="p">,</span> <span class="s1">&#39;對&#39;</span><span class="p">,</span> <span class="s1">&#39;鞋&#39;</span><span class="p">,</span> <span class="s1">&#39;。&#39;</span><span class="p">]</span> <span class="c1"># I bought that pair of shoes yesterday.</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">pos_tag</span><span class="p">(</span><span class="n">words</span><span class="p">)</span>
<span class="go">[(&#39;我&#39;, &#39;PRON&#39;), (&#39;噚日&#39;, &#39;ADV&#39;), (&#39;買&#39;, &#39;VERB&#39;), (&#39;嗰&#39;, &#39;PRON&#39;), (&#39;對&#39;, &#39;NOUN&#39;), (&#39;鞋&#39;, &#39;NOUN&#39;), (&#39;。&#39;, &#39;PUNCT&#39;)]</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">pos_tag</span><span class="p">(</span><span class="n">words</span><span class="p">,</span> <span class="n">tagset</span><span class="o">=</span><span class="s2">&quot;hkcancor&quot;</span><span class="p">)</span>
Expand Down Expand Up @@ -356,7 +356,7 @@ <h1>pycantonese.pos_tag<a class="headerlink" href="#pycantonese-pos-tag" title="
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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4 changes: 2 additions & 2 deletions docs/generated/pycantonese.pos_tagging.hkcancor_to_ud.html
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Expand Up @@ -293,7 +293,7 @@ <h1>pycantonese.pos_tagging.hkcancor_to_ud<a class="headerlink" href="#pycantone
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><dl class="simple">
<dt><strong>tag</strong><span class="classifier">str</span></dt><dd><p>A tag from the original HKCanCor annotated data.
<dt><strong>tag</strong><span class="classifier">str, optional</span></dt><dd><p>A tag from the original HKCanCor annotated data.
If not provided or <code class="docutils literal notranslate"><span class="pre">None</span></code>, this function returns the entire
dictionary of the tagset mapping from HKCanCor to UD.</p>
</dd>
Expand Down Expand Up @@ -337,7 +337,7 @@ <h1>pycantonese.pos_tagging.hkcancor_to_ud<a class="headerlink" href="#pycantone
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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Expand Up @@ -321,7 +321,7 @@ <h1>pycantonese.read_chat<a class="headerlink" href="#pycantonese-read-chat" tit
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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Expand Up @@ -344,7 +344,7 @@ <h1>pycantonese.segment<a class="headerlink" href="#pycantonese-segment" title="
<div role="contentinfo">
<p>

&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 15, 2021
&copy; Copyright 2014-2021, Jackson L. Lee | Documentation last updated on February 21, 2021

</p>
</div>
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