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diff --git a/.buildinfo b/.buildinfo
@@ -1,4 +1,4 @@
 # 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: 60d7f6ce11c0728ba715aeebbee04265
+config: 79634596c65bfaa599ac34c87302859b
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/.../notebooks_Thai_Dependency_Parser_4_0.svg → .../notebooks_Thai_Dependency_Parser_8_0.svg b/.../notebooks_Thai_Dependency_Parser_4_0.svg → .../notebooks_Thai_Dependency_Parser_8_0.svg
diff --git a/_sources/notebooks/Thai_Dependency_Parser.ipynb b/_sources/notebooks/Thai_Dependency_Parser.ipynb
diff --git a/_static/documentation_options.js b/_static/documentation_options.js
@@ -1,6 +1,6 @@
 var DOCUMENTATION_OPTIONS = {
  URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
- VERSION: 'thai2plot-16-g80717c1',
+ VERSION: 'thai2plot-18-g321b53d',
  LANGUAGE: 'en',
  COLLAPSE_INDEX: false,
  BUILDER: 'html',

diff --git a/genindex.html b/genindex.html
@@ -3,7 +3,7 @@
 <head>
  <meta charset="utf-8" />
  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
- <title>Index &mdash; pythainlp-tutorials thai2plot-16-g80717c1 documentation</title>
+ <title>Index &mdash; pythainlp-tutorials thai2plot-18-g321b53d documentation</title>
  <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
  <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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diff --git a/index.html b/index.html
@@ -4,7 +4,7 @@
  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
- <title>Welcome to PyThaiNLP Tutorials &mdash; pythainlp-tutorials thai2plot-16-g80717c1 documentation</title>
+ <title>Welcome to PyThaiNLP Tutorials &mdash; pythainlp-tutorials thai2plot-18-g321b53d documentation</title>
  <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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diff --git a/notebooks/Han-Coref.html b/notebooks/Han-Coref.html
@@ -4,7 +4,7 @@
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  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
- <title>🪿 Han-Coref: Thai Coreference resolution by PyThaiNLP &mdash; pythainlp-tutorials thai2plot-16-g80717c1 documentation</title>
+ <title>🪿 Han-Coref: Thai Coreference resolution by PyThaiNLP &mdash; pythainlp-tutorials thai2plot-18-g321b53d documentation</title>
  <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
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diff --git a/notebooks/Thai_Dependency_Parser.html b/notebooks/Thai_Dependency_Parser.html
@@ -4,7 +4,7 @@
  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
- <title>Thai Dependency Parser &mdash; pythainlp-tutorials thai2plot-16-g80717c1 documentation</title>
+ <title>Thai Dependency Parser &mdash; pythainlp-tutorials thai2plot-18-g321b53d documentation</title>
  <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
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@@ -104,13 +104,13 @@
 </div>
 <section id="Thai-Dependency-Parser">
 <h1>Thai Dependency Parser<a class="headerlink" href="#Thai-Dependency-Parser" title="Permalink to this heading"></a></h1>
-<p>PyThaiNLP have not <code class="docutils literal notranslate"><span class="pre">Thai</span> <span class="pre">Dependency</span> <span class="pre">Parser</span></code>. You can use Dependency Parser from spaCy-Thai.</p>
-<p>spaCy-Thai work with Universal Dependencies. <a class="reference external" href="https://github.com/KoichiYasuoka/spaCy-Thai">github.com/KoichiYasuoka/spaCy-Thai</a></p>
+<p>PyThaiNLP does not come with a dependency parser. Instead, you can use the dependency parser from <a class="reference external" href="github.com/KoichiYasuoka/spaCy-Thai">spaCy-Thai</a>, which was trained on Universal Dependencies. This tutorial shows you how to get started.</p>
+<p>Install spaCy-Thai.</p>
 <div class="nbinput docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[1]:
 </pre></div>
 </div>
-<div class="input_area highlight-python notranslate"><div class="highlight"><pre><span></span>!pip install spacy_thai
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="o">!</span>pip<span class="w"> </span>install<span class="w"> </span>spacy_thai
 </pre></div>
 </div>
 </div>
@@ -165,47 +165,42 @@ <h1>Thai Dependency Parser<a class="headerlink" href="#Thai-Dependency-Parser" t
 Successfully installed deplacy-1.9.3 pythainlp-2.2.6 python-crfsuite-0.9.7 spacy-thai-0.6.2 tinydb-4.4.0 ufal.udpipe-1.2.0.3
 </pre></div></div>
 </div>
+<p>Import spaCy-Thai.</p>
 <div class="nbinput nblast docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[2]:
 </pre></div>
 </div>
-<div class="input_area highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">spacy_thai</span>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">spacy_thai</span>
 <span class="n">nlp</span><span class="o">=</span><span class="n">spacy_thai</span><span class="o">.</span><span class="n">load</span><span class="p">()</span>
 </pre></div>
 </div>
 </div>
+<p>Do the dependency parse by calling <code class="docutils literal notranslate"><span class="pre">nlp</span></code> on a sentence.</p>
 <div class="nbinput nblast docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[6]:
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[3]:
 </pre></div>
 </div>
-<div class="input_area highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">doc</span><span class="o">=</span><span class="n">nlp</span><span class="p">(</span><span class="s2">&quot;พวกเราใช้ภาษาไทย&quot;</span><span class="p">)</span>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">doc</span><span class="o">=</span><span class="n">nlp</span><span class="p">(</span><span class="s2">&quot;พวกเราใช้ภาษาไทย&quot;</span><span class="p">)</span>
 </pre></div>
 </div>
 </div>
+<p>You can visualize the dependency parse with <a class="reference external" href="https://spacy.io/universe/project/deplacy">deplacy</a>, a tree visualizer for Universal Dependencies.</p>
 <div class="nbinput docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[7]:
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[4]:
 </pre></div>
 </div>
-<div class="input_area highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">graphviz</span>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">graphviz</span>
 <span class="kn">import</span> <span class="nn">deplacy</span>
 <span class="n">graphviz</span><span class="o">.</span><span class="n">Source</span><span class="p">(</span><span class="n">deplacy</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">doc</span><span class="p">))</span>
 </pre></div>
 </div>
 </div>
 <div class="nboutput nblast docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[7]:
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[4]:
 </pre></div>
 </div>
 <div class="output_area docutils container">
-<img alt="../_images/notebooks_Thai_Dependency_Parser_4_0.svg" src="../_images/notebooks_Thai_Dependency_Parser_4_0.svg" /></div>
-</div>
-<div class="nbinput nblast docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
-</pre></div>
-</div>
-<div class="input_area highlight-python notranslate"><div class="highlight"><pre><span></span>
-</pre></div>
-</div>
+<img alt="../_images/notebooks_Thai_Dependency_Parser_8_0.svg" src="../_images/notebooks_Thai_Dependency_Parser_8_0.svg" /></div>
 </div>
 </section>
 

diff --git a/notebooks/Thai_Dependency_Parser.ipynb b/notebooks/Thai_Dependency_Parser.ipynb
@@ -8,11 +8,14 @@
  "source": [
  "# Thai Dependency Parser\n",
  "\n",
- "PyThaiNLP have not ```Thai Dependency Parser```. You can use Dependency Parser from spaCy-Thai.\n",
- "\n",
- "\n",
- "spaCy-Thai work with Universal Dependencies. [github.com/KoichiYasuoka/spaCy-Thai](https://github.com/KoichiYasuoka/spaCy-Thai)\n",
- "\n"
+ "PyThaiNLP does not come with a dependency parser. Instead, you can use the dependency parser from [spaCy-Thai](github.com/KoichiYasuoka/spaCy-Thai), which was trained on Universal Dependencies. This tutorial shows you how to get started."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Install spaCy-Thai."
  ]
  },
  {
@@ -81,6 +84,13 @@
  "!pip install spacy_thai"
  ]
  },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Import spaCy-Thai."
+ ]
+ },
  {
  "cell_type": "code",
  "execution_count": 2,
@@ -93,9 +103,16 @@
  "nlp=spacy_thai.load()"
  ]
  },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Do the dependency parse by calling `nlp` on a sentence. "
+ ]
+ },
  {
  "cell_type": "code",
- "execution_count": 6,
+ "execution_count": 3,
  "metadata": {
  "id": "37h9csjAtEZB"
  },
@@ -104,9 +121,16 @@
  "doc=nlp(\"พวกเราใช้ภาษาไทย\")"
  ]
  },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "You can visualize the dependency parse with [deplacy](https://spacy.io/universe/project/deplacy), a tree visualizer for Universal Dependencies."
+ ]
+ },
  {
  "cell_type": "code",
- "execution_count": 7,
+ "execution_count": 4,
  "metadata": {
  "colab": {
  "base_uri": "https://localhost:8080/",
@@ -200,7 +224,7 @@
  "<graphviz.files.Source at 0x7ffa4cebf3d0>"
  ]
  },
- "execution_count": 7,
+ "execution_count": 4,
  "metadata": {
  "tags": []
  },
@@ -212,15 +236,6 @@
  "import deplacy\n",
  "graphviz.Source(deplacy.dot(doc))"
  ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {
- "id": "B5XXoxFttMO2"
- },
- "outputs": [],
- "source": []
  }
  ],
  "metadata": {
@@ -230,13 +245,23 @@
  "provenance": []
  },
  "kernelspec": {
- "display_name": "Python 3",
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
  "name": "python3"
  },
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- "name": "python"
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.10.9"
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+ "nbformat_minor": 1
 }
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- <title>Find all Thai rhyming words from Thai word &mdash; pythainlp-tutorials thai2plot-16-g80717c1 documentation</title>
+ <title>Find all Thai rhyming words from Thai word &mdash; pythainlp-tutorials thai2plot-18-g321b53d documentation</title>
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- <title>PyThaiNLP Translate &mdash; pythainlp-tutorials thai2plot-16-g80717c1 documentation</title>
+ <title>PyThaiNLP Translate &mdash; pythainlp-tutorials thai2plot-18-g321b53d documentation</title>
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+ <title>nlpO3 &mdash; pythainlp-tutorials thai2plot-18-g321b53d documentation</title>
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- <title>Thai Chunk Parser &mdash; pythainlp-tutorials thai2plot-16-g80717c1 documentation</title>
+ <title>Thai Chunk Parser &mdash; pythainlp-tutorials thai2plot-18-g321b53d documentation</title>
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diff --git a/notebooks/pythainlp_get_started.html b/notebooks/pythainlp_get_started.html
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- <title>PyThaiNLP Get Started &mdash; pythainlp-tutorials thai2plot-16-g80717c1 documentation</title>
+ <title>PyThaiNLP Get Started &mdash; pythainlp-tutorials thai2plot-18-g321b53d documentation</title>
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diff --git a/notebooks/pythainlp_wangchanberta.html b/notebooks/pythainlp_wangchanberta.html
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- <title>Wangchanberta &mdash; pythainlp-tutorials thai2plot-16-g80717c1 documentation</title>
+ <title>Wangchanberta &mdash; pythainlp-tutorials thai2plot-18-g321b53d documentation</title>
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diff --git a/notebooks/sentiment_analysis.html b/notebooks/sentiment_analysis.html
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- <title>Wisesight Sentiment Analysis &mdash; pythainlp-tutorials thai2plot-16-g80717c1 documentation</title>
+ <title>Wisesight Sentiment Analysis &mdash; pythainlp-tutorials thai2plot-18-g321b53d documentation</title>
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diff --git a/notebooks/spaCy_PyThaiNLP_demo.html b/notebooks/spaCy_PyThaiNLP_demo.html
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- <title>spaCy-PyThaiNLP &mdash; pythainlp-tutorials thai2plot-16-g80717c1 documentation</title>
+ <title>spaCy-PyThaiNLP &mdash; pythainlp-tutorials thai2plot-18-g321b53d documentation</title>
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- <title>Wongnai Review Classification &mdash; pythainlp-tutorials thai2plot-16-g80717c1 documentation</title>
+ <title>Wongnai Review Classification &mdash; pythainlp-tutorials thai2plot-18-g321b53d documentation</title>
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- <title>Thai Wiki Language Model for Text Generation &mdash; pythainlp-tutorials thai2plot-16-g80717c1 documentation</title>
+ <title>Thai Wiki Language Model for Text Generation &mdash; pythainlp-tutorials thai2plot-18-g321b53d documentation</title>
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diff --git a/notebooks/thai_wav2vec2_onnx.html b/notebooks/thai_wav2vec2_onnx.html
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+ <title>Thai Wav2vec2 model to ONNX model &mdash; pythainlp-tutorials thai2plot-18-g321b53d documentation</title>
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- <title>WangchanBERTa: Getting Started Notebook &mdash; pythainlp-tutorials thai2plot-16-g80717c1 documentation</title>
+ <title>WangchanBERTa: Getting Started Notebook &mdash; pythainlp-tutorials thai2plot-18-g321b53d documentation</title>
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