diff --git a/source/notebooks/find_all_thai_rhyming_words.ipynb b/source/notebooks/find_all_thai_rhyming_words.ipynb
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+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Find all Thai rhyming words from Thai word\n",
+        "\n"
+      ],
+      "metadata": {
+        "id": "K9ODYQZM4GAN"
+      }
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 15,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "s3hYEQjP2J_e",
+        "outputId": "74d31fda-c63e-4512-d127-fd65c22c36a3"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Requirement already satisfied: pythainlp in /usr/local/lib/python3.10/dist-packages (4.1.0b4)\n",
+            "Requirement already satisfied: requests>=2.22.0 in /usr/local/lib/python3.10/dist-packages (from pythainlp) (2.31.0)\n",
+            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.22.0->pythainlp) (3.2.0)\n",
+            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.22.0->pythainlp) (3.4)\n",
+            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.22.0->pythainlp) (2.0.4)\n",
+            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.22.0->pythainlp) (2023.7.22)\n",
+            "Collecting python-crfsuite\n",
+            "  Downloading python_crfsuite-0.9.9-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (993 kB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m993.5/993.5 kB\u001b[0m \u001b[31m6.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hInstalling collected packages: python-crfsuite\n",
+            "Successfully installed python-crfsuite-0.9.9\n"
+          ]
+        }
+      ],
+      "source": [
+        "!pip install --pre pythainlp\n",
+        "!pip install python-crfsuite"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from pythainlp.corpus import thai_words\n",
+        "from pythainlp.tokenize import syllable_tokenize"
+      ],
+      "metadata": {
+        "id": "-RnAwSB62Nd9"
+      },
+      "execution_count": 16,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "all_thai_words_dict = [i for i in list(thai_words()) if len(syllable_tokenize(i))==1]"
+      ],
+      "metadata": {
+        "id": "KJpJyT-T2RsT"
+      },
+      "execution_count": 17,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from pythainlp.khavee import KhaveeVerifier\n",
+        "kv = KhaveeVerifier()"
+      ],
+      "metadata": {
+        "id": "2eBgB7KI2d_v"
+      },
+      "execution_count": 18,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "all_thai_words_dict[0]"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 35
+        },
+        "id": "R2NSwqxT25vh",
+        "outputId": "570f4407-4741-42e9-8f07-e322189df2ab"
+      },
+      "execution_count": 19,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "'เทอญ'"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "string"
+            }
+          },
+          "metadata": {},
+          "execution_count": 19
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "word=\"จีบ\"\n",
+        "list_sumpus=[]\n",
+        "for i in all_thai_words_dict:\n",
+        "  try:\n",
+        "    if kv.is_sumpus(word,i) and i!=word:\n",
+        "      list_sumpus.append(i)\n",
+        "  except:\n",
+        "    pass\n",
+        "print(list_sumpus)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "uu3fCa8Z2lGR",
+        "outputId": "53dd7ed0-e9c6-487f-c9e2-f1159ac31e27"
+      },
+      "execution_count": 21,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "['กลีบ', 'อีฟ', 'ถีบ', 'รีฟ', 'ตีบ', 'ชีพ', 'หลีบ', 'บีบ', 'ตี้บ', 'ลีบ', 'ทวีป', 'งีบ', 'หีบ', 'คีบ', 'ปี๊บ', 'หนีบ', 'รีบ', 'ทีป', 'จี๊ป', 'ปีบ', 'ครีบ', 'กีบ']\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "mbqluTsh23HF"
+      },
+      "execution_count": null,
+      "outputs": []
+    }
+  ]
+}
\ No newline at end of file