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diff --git a/.buildinfo b/.buildinfo
@@ -1,4 +1,4 @@
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diff --git a/_sources/notebooks/wangchanberta_getting_started_aireseach.ipynb b/_sources/notebooks/wangchanberta_getting_started_aireseach.ipynb
@@ -33,7 +33,7 @@
     "id": "kYYDVSgj-rs6"
    },
    "source": [
-    "# Installation"
+    "## Installation"
    ]
   },
   {
@@ -156,7 +156,7 @@
     "id": "QAVvxEO3Ihdg"
    },
    "source": [
-    "# Choose Pretrained Model"
+    "## Choose Pretrained Model"
    ]
   },
   {
@@ -274,7 +274,7 @@
     "id": "ioofbdH49Mud"
    },
    "source": [
-    "# Masked Token Prediction"
+    "## Masked Token Prediction"
    ]
   },
   {
@@ -389,7 +389,7 @@
     "id": "uuhgmkcM9StV"
    },
    "source": [
-    "# Sequence Classification"
+    "## Sequence Classification"
    ]
   },
   {
@@ -409,7 +409,7 @@
     "id": "hq8eN2xi1YCN"
    },
    "source": [
-    "## Pretrained Multi-class Classifiers - Wisesight Sentiment and Wongnai Reviews"
+    "### Pretrained Multi-class Classifiers - Wisesight Sentiment and Wongnai Reviews"
    ]
   },
   {
@@ -539,7 +539,7 @@
     "id": "_oq4vnrz9aa8"
    },
    "source": [
-    "# Token Classification"
+    "## Token Classification"
    ]
   },
   {
@@ -557,7 +557,7 @@
     "id": "r_IY0lDi1qTp"
    },
    "source": [
-    "## Pretrained Token Classifiers - ThaiNER and LST20"
+    "### Pretrained Token Classifiers - ThaiNER and LST20"
    ]
   },
   {
@@ -696,7 +696,7 @@
     "id": "xza1BTvK16rb"
    },
    "source": [
-    "# Document Vectors"
+    "## Document Vectors"
    ]
   },
   {
@@ -717,7 +717,7 @@
     "id": "dMnIv7-g2DNi"
    },
    "source": [
-    "## Feature Extraction"
+    "### Feature Extraction"
    ]
   },
   {
@@ -924,7 +924,7 @@
     "id": "-ffgI_dRZPdJ"
    },
    "source": [
-    "## Zero-shot Text Classification"
+    "### Zero-shot Text Classification"
    ]
   },
   {

diff --git a/_static/documentation_options.js b/_static/documentation_options.js
@@ -1,6 +1,6 @@
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+    VERSION: 'thai2plot-21-gca67f5c',
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     BUILDER: 'html',

diff --git a/genindex.html b/genindex.html
@@ -1,12 +1,14 @@
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-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Index &mdash; pythainlp-tutorials thai2plot-20-gf4ed474 documentation</title>
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-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/style.css" type="text/css" />
+  <title>Index &mdash; pythainlp-tutorials thai2plot-21-gca67f5c documentation</title>
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="_static/style.css" />
+
+
   <!--[if lt IE 9]>
     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -58,12 +60,6 @@
 <li class="toctree-l1"><a class="reference internal" href="notebooks/text_generation.html">Thai Wiki Language Model for Text Generation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/thai_wav2vec2_onnx.html">Thai Wav2vec2 model to ONNX model</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html">WangchanBERTa: Getting Started Notebook</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html#Installation">Installation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html#Choose-Pretrained-Model">Choose Pretrained Model</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html#Masked-Token-Prediction">Masked Token Prediction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html#Sequence-Classification">Sequence Classification</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html#Token-Classification">Token Classification</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html#Document-Vectors">Document Vectors</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/word2vec_examples.html">Thai2Vec Embeddings Examples</a></li>
 </ul>
 

diff --git a/index.html b/index.html
@@ -1,13 +1,15 @@
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-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Welcome to PyThaiNLP Tutorials &mdash; pythainlp-tutorials thai2plot-20-gf4ed474 documentation</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="_static/style.css" type="text/css" />
+  <title>Welcome to PyThaiNLP Tutorials &mdash; pythainlp-tutorials thai2plot-21-gca67f5c documentation</title>
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="_static/style.css" />
+
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   <![endif]-->
@@ -60,12 +62,6 @@
 <li class="toctree-l1"><a class="reference internal" href="notebooks/text_generation.html">Thai Wiki Language Model for Text Generation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/thai_wav2vec2_onnx.html">Thai Wav2vec2 model to ONNX model</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html">WangchanBERTa: Getting Started Notebook</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html#Installation">Installation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html#Choose-Pretrained-Model">Choose Pretrained Model</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html#Masked-Token-Prediction">Masked Token Prediction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html#Sequence-Classification">Sequence Classification</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html#Token-Classification">Token Classification</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html#Document-Vectors">Document Vectors</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/word2vec_examples.html">Thai2Vec Embeddings Examples</a></li>
 </ul>
 
@@ -113,12 +109,6 @@ <h1>Welcome to PyThaiNLP Tutorials<a class="headerlink" href="#welcome-to-pythai
 <li class="toctree-l1"><a class="reference internal" href="notebooks/text_generation.html">Thai Wiki Language Model for Text Generation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/thai_wav2vec2_onnx.html">Thai Wav2vec2 model to ONNX model</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html">WangchanBERTa: Getting Started Notebook</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html#Installation">Installation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html#Choose-Pretrained-Model">Choose Pretrained Model</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html#Masked-Token-Prediction">Masked Token Prediction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html#Sequence-Classification">Sequence Classification</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html#Token-Classification">Token Classification</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/wangchanberta_getting_started_aireseach.html#Document-Vectors">Document Vectors</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/word2vec_examples.html">Thai2Vec Embeddings Examples</a></li>
 </ul>
 </div>

diff --git a/notebooks/Han-Coref.html b/notebooks/Han-Coref.html
@@ -1,14 +1,16 @@
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-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>🪿 Han-Coref: Thai Coreference resolution by PyThaiNLP &mdash; pythainlp-tutorials thai2plot-20-gf4ed474 documentation</title>
-      <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="../_static/nbsphinx-code-cells.css" type="text/css" />
-      <link rel="stylesheet" href="../_static/style.css" type="text/css" />
+  <title>🪿 Han-Coref: Thai Coreference resolution by PyThaiNLP &mdash; pythainlp-tutorials thai2plot-21-gca67f5c documentation</title>
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../_static/nbsphinx-code-cells.css" />
+      <link rel="stylesheet" type="text/css" href="../_static/style.css" />
+
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     <script src="../_static/js/html5shiv.min.js"></script>
   <![endif]-->
@@ -64,12 +66,6 @@
 <li class="toctree-l1"><a class="reference internal" href="text_generation.html">Thai Wiki Language Model for Text Generation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="thai_wav2vec2_onnx.html">Thai Wav2vec2 model to ONNX model</a></li>
 <li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html">WangchanBERTa: Getting Started Notebook</a></li>
-<li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html#Installation">Installation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html#Choose-Pretrained-Model">Choose Pretrained Model</a></li>
-<li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html#Masked-Token-Prediction">Masked Token Prediction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html#Sequence-Classification">Sequence Classification</a></li>
-<li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html#Token-Classification">Token Classification</a></li>
-<li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html#Document-Vectors">Document Vectors</a></li>
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diff --git a/notebooks/Thai_Dependency_Parser.html b/notebooks/Thai_Dependency_Parser.html
@@ -1,14 +1,16 @@
 <!DOCTYPE html>
-<html class="writer-html5" lang="en" >
+<html class="writer-html5" lang="en">
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-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Thai Dependency Parser &mdash; pythainlp-tutorials thai2plot-20-gf4ed474 documentation</title>
-      <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="../_static/nbsphinx-code-cells.css" type="text/css" />
-      <link rel="stylesheet" href="../_static/style.css" type="text/css" />
+  <title>Thai Dependency Parser &mdash; pythainlp-tutorials thai2plot-21-gca67f5c documentation</title>
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../_static/nbsphinx-code-cells.css" />
+      <link rel="stylesheet" type="text/css" href="../_static/style.css" />
+
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@@ -64,12 +66,6 @@
 <li class="toctree-l1"><a class="reference internal" href="text_generation.html">Thai Wiki Language Model for Text Generation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="thai_wav2vec2_onnx.html">Thai Wav2vec2 model to ONNX model</a></li>
 <li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html">WangchanBERTa: Getting Started Notebook</a></li>
-<li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html#Installation">Installation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html#Choose-Pretrained-Model">Choose Pretrained Model</a></li>
-<li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html#Masked-Token-Prediction">Masked Token Prediction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html#Sequence-Classification">Sequence Classification</a></li>
-<li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html#Token-Classification">Token Classification</a></li>
-<li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html#Document-Vectors">Document Vectors</a></li>
 <li class="toctree-l1"><a class="reference internal" href="word2vec_examples.html">Thai2Vec Embeddings Examples</a></li>
 </ul>
 

diff --git a/notebooks/find_all_thai_rhyming_words.html b/notebooks/find_all_thai_rhyming_words.html
@@ -1,14 +1,16 @@
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+<html class="writer-html5" lang="en">
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-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Find all Thai rhyming words from Thai word &mdash; pythainlp-tutorials thai2plot-20-gf4ed474 documentation</title>
-      <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
-      <link rel="stylesheet" href="../_static/nbsphinx-code-cells.css" type="text/css" />
-      <link rel="stylesheet" href="../_static/style.css" type="text/css" />
+  <title>Find all Thai rhyming words from Thai word &mdash; pythainlp-tutorials thai2plot-21-gca67f5c documentation</title>
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+      <link rel="stylesheet" type="text/css" href="../_static/css/theme.css" />
+      <link rel="stylesheet" type="text/css" href="../_static/nbsphinx-code-cells.css" />
+      <link rel="stylesheet" type="text/css" href="../_static/style.css" />
+
+
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@@ -64,12 +66,6 @@
 <li class="toctree-l1"><a class="reference internal" href="text_generation.html">Thai Wiki Language Model for Text Generation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="thai_wav2vec2_onnx.html">Thai Wav2vec2 model to ONNX model</a></li>
 <li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html">WangchanBERTa: Getting Started Notebook</a></li>
-<li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html#Installation">Installation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html#Choose-Pretrained-Model">Choose Pretrained Model</a></li>
-<li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html#Masked-Token-Prediction">Masked Token Prediction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html#Sequence-Classification">Sequence Classification</a></li>
-<li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html#Token-Classification">Token Classification</a></li>
-<li class="toctree-l1"><a class="reference internal" href="wangchanberta_getting_started_aireseach.html#Document-Vectors">Document Vectors</a></li>
 <li class="toctree-l1"><a class="reference internal" href="word2vec_examples.html">Thai2Vec Embeddings Examples</a></li>
 </ul>