chinese-hanviet.ipynb

{
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   "cell_type": "code",
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   "id": "1800946a-bb85-45b4-b9e6-d18f817706e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import unicodedata\n",
    "import re\n",
    "\n",
    "from tqdm import tqdm\n",
    "tqdm.pandas(desc=\"Progress\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1c4c43da-58d8-4c22-b00b-c53083024620",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/Users/ryanphung/Projects/Linguistics/chinese-hanviet'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "path = os.getcwd()\n",
    "path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5d5f526a-4276-463c-b367-31fb6c09adcf",
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   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rank</th>\n",
       "      <th>frequency</th>\n",
       "      <th>word</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>66293.28</td>\n",
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       "    <tr>\n",
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       "      <td>2</td>\n",
       "      <td>45402.97</td>\n",
       "      <td>的</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>14216.88</td>\n",
       "      <td>了</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>12935.94</td>\n",
       "      <td>我</td>\n",
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       "      <td>5</td>\n",
       "      <td>11879.45</td>\n",
       "      <td>一</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>49995</th>\n",
       "      <td>49996</td>\n",
       "      <td>0.63</td>\n",
       "      <td>陕西人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49996</th>\n",
       "      <td>49997</td>\n",
       "      <td>0.63</td>\n",
       "      <td>封建制度</td>\n",
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       "    <tr>\n",
       "      <th>49997</th>\n",
       "      <td>49998</td>\n",
       "      <td>0.63</td>\n",
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       "    <tr>\n",
       "      <th>49999</th>\n",
       "      <td>50000</td>\n",
       "      <td>0.63</td>\n",
       "      <td>专用道</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "<p>50000 rows × 3 columns</p>\n",
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      ],
      "text/plain": [
       "        rank  frequency  word\n",
       "0          1   66293.28     ，\n",
       "1          2   45402.97     的\n",
       "2          3   14216.88     了\n",
       "3          4   12935.94     我\n",
       "4          5   11879.45     一\n",
       "...      ...        ...   ...\n",
       "49995  49996       0.63   陕西人\n",
       "49996  49997       0.63  封建制度\n",
       "49997  49998       0.63  牛郎织女\n",
       "49998  49999       0.63   着眼点\n",
       "49999  50000       0.63   专用道\n",
       "\n",
       "[50000 rows x 3 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Step 1: read Chinese words from a frequency list\n",
    "df_chinese_words = pd.read_csv('inputs/leeds.txt', sep=' ', names=['rank','frequency','word'], skiprows=[0,1,2,3])\n",
    "df_chinese_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2f62e4a7-68aa-497b-95bd-673b0bc175c9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nǐhǎo\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Progress: 100%|██████████| 50000/50000 [00:01<00:00, 29068.82it/s]\n"
     ]
    }
   ],
   "source": [
    "# add pinyin\n",
    "\n",
    "import pinyin\n",
    "print(pinyin.get('你好'))\n",
    "\n",
    "df_chinese_words['pinyin'] = df_chinese_words.progress_apply(\n",
    "    lambda x:pinyin.get(str(x['word'])),\n",
    "    axis=1\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b2a04fad-c8fd-4a1f-b0a4-b9cdabe23688",
   "metadata": {
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   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Progress: 100%|██████████| 50000/50000 [00:01<00:00, 43431.16it/s]\n"
     ]
    }
   ],
   "source": [
    "# add traditional\n",
    "import chinese_converter\n",
    "\n",
    "df_chinese_words['traditional'] = df_chinese_words.progress_apply(\n",
    "    lambda x:chinese_converter.to_traditional(str(x['word'])),\n",
    "    axis=1\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2ffe1986-42ac-45bc-87a5-8f1a1e6c3b9b",
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   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>character</th>\n",
       "      <th>hanviet</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>一</td>\n",
       "      <td>nhất</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>丁</td>\n",
       "      <td>đinh, chênh</td>\n",
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       "      <td>七</td>\n",
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       "      <th>3</th>\n",
       "      <td>万</td>\n",
       "      <td>vạn, mặc</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>丈</td>\n",
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       "      <th>...</th>\n",
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       "      <td>...</td>\n",
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       "      <th>10021</th>\n",
       "      <td>龟</td>\n",
       "      <td>quy, cưu, quân</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10022</th>\n",
       "      <td>龝</td>\n",
       "      <td>thu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10023</th>\n",
       "      <td>龠</td>\n",
       "      <td>dược, thược</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10024</th>\n",
       "      <td>龡</td>\n",
       "      <td>xúy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10025</th>\n",
       "      <td>龢</td>\n",
       "      <td>hòa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10026 rows × 2 columns</p>\n",
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      ],
      "text/plain": [
       "      character         hanviet\n",
       "0             一            nhất\n",
       "1             丁     đinh, chênh\n",
       "2             七            thất\n",
       "3             万        vạn, mặc\n",
       "4             丈          trượng\n",
       "...         ...             ...\n",
       "10021         龟  quy, cưu, quân\n",
       "10022         龝             thu\n",
       "10023         龠     dược, thược\n",
       "10024         龡             xúy\n",
       "10025         龢             hòa\n",
       "\n",
       "[10026 rows x 2 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# read Thieu Chuu character dictionary\n",
    "\n",
    "df_chars_thieuchuu = pd.read_csv(\n",
    "    'inputs/thieuchuu.txt', sep=r'=|\\s\\[|\\]', names=['character', 'hanviet', 'pinyin', 'meaning'],\n",
    "    engine='python', # so that we can use regex in seperator\n",
    "    keep_default_na=False, na_values=[''] # this is important to prevent intepreting '难 nan' as NaN (float)\n",
    ")\n",
    "df_chars_thieuchuu = df_chars_thieuchuu.drop(columns=['pinyin', 'meaning'])\n",
    "\n",
    "df_chars_thieuchuu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1c3d6704-0436-40e9-9d22-20082e913b32",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>character</th>\n",
       "      <th>hanviet</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>第</td>\n",
       "      <td>đệ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>九</td>\n",
       "      <td>cửu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>章</td>\n",
       "      <td>chương</td>\n",
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       "      <th>3</th>\n",
       "      <td>以</td>\n",
       "      <td>dĩ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>战</td>\n",
       "      <td>chiến</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>11406</th>\n",
       "      <td>生</td>\n",
       "      <td>sinh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11407</th>\n",
       "      <td>噌</td>\n",
       "      <td>tạch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11408</th>\n",
       "      <td>噼</td>\n",
       "      <td>hoa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11409</th>\n",
       "      <td>哐</td>\n",
       "      <td>bang</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11410</th>\n",
       "      <td>呯</td>\n",
       "      <td>ping</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11411 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      character hanviet\n",
       "0             第      đệ\n",
       "1             九     cửu\n",
       "2             章  chương\n",
       "3             以      dĩ\n",
       "4             战   chiến\n",
       "...         ...     ...\n",
       "11406         生    sinh\n",
       "11407         噌    tạch\n",
       "11408         噼     hoa\n",
       "11409         哐    bang\n",
       "11410         呯    ping\n",
       "\n",
       "[11411 rows x 2 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# read phienam.txt\n",
    "\n",
    "df_chars_phienam = pd.read_csv(\n",
    "    'inputs/phienam.txt', sep=r'=', names=['character', 'hanviet'],\n",
    "    keep_default_na=False, na_values=[''] # this is important to prevent intepreting '难 nan' as NaN (float)\n",
    ")\n",
    "df_chars_phienam"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bb6959a2-eb5f-401a-964e-00e7164e9293",
   "metadata": {
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   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>hanviet</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>character</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>一</th>\n",
       "      <td>nhất, nhất</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>丁</th>\n",
       "      <td>đinh, chênh, đinh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>七</th>\n",
       "      <td>thất, thất</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>万</th>\n",
       "      <td>vạn, mặc, vạn, vạn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>丈</th>\n",
       "      <td>trượng, trượng</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龝</th>\n",
       "      <td>thu, thu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龟</th>\n",
       "      <td>quy, cưu, quân, quy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龠</th>\n",
       "      <td>dược, thược, dược</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龡</th>\n",
       "      <td>xúy, xúy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龢</th>\n",
       "      <td>hòa, hòa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11429 rows × 1 columns</p>\n",
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      ],
      "text/plain": [
       "                       hanviet\n",
       "character                     \n",
       "一                   nhất, nhất\n",
       "丁            đinh, chênh, đinh\n",
       "七                   thất, thất\n",
       "万           vạn, mặc, vạn, vạn\n",
       "丈               trượng, trượng\n",
       "...                        ...\n",
       "龝                     thu, thu\n",
       "龟          quy, cưu, quân, quy\n",
       "龠            dược, thược, dược\n",
       "龡                     xúy, xúy\n",
       "龢                     hòa, hòa\n",
       "\n",
       "[11429 rows x 1 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# merge the 2 sources of Han Viet sounds\n",
    "\n",
    "df_chars = pd.concat([df_chars_thieuchuu, df_chars_phienam])\n",
    "df_chars = df_chars.set_index('character')\n",
    "\n",
    "# dedup rows by joining them (sometimes a value like 两 appears many times with different values)\n",
    "df_chars = df_chars.groupby('character').agg({'hanviet': ', '.join})\n",
    "\n",
    "df_chars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4e36e4ea-039f-40d3-ae9a-db0b42f38aba",
   "metadata": {
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   "outputs": [
    {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>hanviet</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>character</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>一</th>\n",
       "      <td>nhất, nhất</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>丁</th>\n",
       "      <td>đinh, chênh, đinh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>七</th>\n",
       "      <td>thất, thất</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>万</th>\n",
       "      <td>vạn, mặc, vạn, vạn</td>\n",
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       "    <tr>\n",
       "      <th>丈</th>\n",
       "      <td>trượng, trượng</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>齷</th>\n",
       "      <td>ác, ác</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龍</th>\n",
       "      <td>long, sủng, long</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龔</th>\n",
       "      <td>cung, cung</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龕</th>\n",
       "      <td>kham, khám, kham</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龜</th>\n",
       "      <td>quy, cưu, quân, quy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16286 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       hanviet\n",
       "character                     \n",
       "一                   nhất, nhất\n",
       "丁            đinh, chênh, đinh\n",
       "七                   thất, thất\n",
       "万           vạn, mặc, vạn, vạn\n",
       "丈               trượng, trượng\n",
       "...                        ...\n",
       "齷                       ác, ác\n",
       "龍             long, sủng, long\n",
       "龔                   cung, cung\n",
       "龕             kham, khám, kham\n",
       "龜          quy, cưu, quân, quy\n",
       "\n",
       "[16286 rows x 1 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Adding all missing traditional and simplified sounds\n",
    "\n",
    "def get_traditional_variant(c):\n",
    "    t = chinese_converter.to_traditional(c)\n",
    "    return t if t != c else None\n",
    "\n",
    "def get_simplified_variant(c):\n",
    "    t = chinese_converter.to_simplified(c)\n",
    "    return t if t != c else None\n",
    "\n",
    "df_chars['traditional'] = df_chars.apply(lambda x:get_traditional_variant(x.name), axis=1)\n",
    "df_chars['simplified'] = df_chars.apply(lambda x:get_simplified_variant(x.name), axis=1)\n",
    "\n",
    "df_chars_traditional = df_chars[df_chars['traditional'].notnull()].copy()\n",
    "df_chars_traditional = df_chars_traditional.reset_index()\n",
    "df_chars_traditional = df_chars_traditional[['traditional', 'hanviet']]\n",
    "df_chars_traditional = df_chars_traditional.rename(columns={ 'traditional' : 'character' })\n",
    "df_chars_traditional = df_chars_traditional.set_index('character')\n",
    "\n",
    "df_chars_simplified = df_chars[df_chars['simplified'].notnull()].copy()\n",
    "df_chars_simplified = df_chars_simplified.reset_index()\n",
    "df_chars_simplified = df_chars_simplified[['simplified', 'hanviet']]\n",
    "df_chars_simplified = df_chars_simplified.rename(columns={ 'simplified' : 'character' })\n",
    "df_chars_simplified = df_chars_simplified.set_index('character')\n",
    "\n",
    "df_chars = df_chars.drop(columns=['traditional', 'simplified'])\n",
    "df_chars = pd.concat([df_chars, df_chars_simplified, df_chars_traditional])\n",
    "df_chars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c540448e-19fd-438f-9588-3511b965150b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>hanviet</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>character</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>㑩</th>\n",
       "      <td>{la}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>䇲</th>\n",
       "      <td>{sách, giáp, hiệp}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>一</th>\n",
       "      <td>{nhất}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>丁</th>\n",
       "      <td>{đinh, chênh}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>七</th>\n",
       "      <td>{thất}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龝</th>\n",
       "      <td>{thu}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龟</th>\n",
       "      <td>{cưu, quy, quân}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龠</th>\n",
       "      <td>{dược, thược}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龡</th>\n",
       "      <td>{xúy}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>龢</th>\n",
       "      <td>{hòa, họa}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11523 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      hanviet\n",
       "character                    \n",
       "㑩                        {la}\n",
       "䇲          {sách, giáp, hiệp}\n",
       "一                      {nhất}\n",
       "丁               {đinh, chênh}\n",
       "七                      {thất}\n",
       "...                       ...\n",
       "龝                       {thu}\n",
       "龟            {cưu, quy, quân}\n",
       "龠               {dược, thược}\n",
       "龡                       {xúy}\n",
       "龢                  {hòa, họa}\n",
       "\n",
       "[11523 rows x 1 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# dedup rows by joining them (sometimes a value like 两 appears many times with different values)\n",
    "df_chars = df_chars.groupby('character').agg({'hanviet': ', '.join})\n",
    "\n",
    "# dedup each hanviet cell using set\n",
    "df_chars['hanviet'] = df_chars['hanviet'].apply(lambda x:set(x.split(', ')))\n",
    "\n",
    "df_chars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9bc7df9c-582e-4184-bff3-c2320afeaa43",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "con quỉ thuỷ thủ tự kỉ ỷ lại kị mã mĩ thuật hi vọng\n"
     ]
    }
   ],
   "source": [
    "def normalize_vn_word(a):\n",
    "    r = a.lower()\n",
    "    r = re.sub(r'((?<=[b-df-hj-np-tv-z])|(?<=qu))(y)', 'i', r)\n",
    "    r = re.sub(r'((?<=[b-df-hj-np-tv-z])|(?<=qu))(ý)', 'í', r)\n",
    "    r = re.sub(r'((?<=[b-df-hj-np-tv-z])|(?<=qu))(ỳ)', 'ì', r)\n",
    "    r = re.sub(r'((?<=[b-df-hj-np-tv-z])|(?<=qu))(ỷ)', 'ỉ', r)\n",
    "    r = re.sub(r'((?<=[b-df-hj-np-tv-z])|(?<=qu))(ỹ)', 'ĩ', r)\n",
    "    r = re.sub(r'((?<=[b-df-hj-np-tv-z])|(?<=qu))(ỵ)', 'ị', r)\n",
    "    \n",
    "    return r\n",
    "\n",
    "print(normalize_vn_word('con quỷ thuỷ thủ tự kỷ ỷ lại kỵ mã mỹ thuật hy vọng'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9267d364-5d45-4162-8ae0-4649e5ef6bf4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n",
      "False\n",
      "True\n",
      "True\n"
     ]
    }
   ],
   "source": [
    "def compare_vn_words(a, b):\n",
    "    return normalize_vn_word(a) == normalize_vn_word(b)\n",
    "\n",
    "print(compare_vn_words('mỹ thuật', 'mĩ thuật'))\n",
    "print(compare_vn_words('mỹ thuật', 'ma thuật'))\n",
    "print(compare_vn_words('MỸ THUẬT', 'mĩ thuật'))\n",
    "print(compare_vn_words('con quỷ thuỷ thủ tự kỷ ỷ lại kỵ mã mỹ thuật hy vọng', 'con quỉ thuỷ thủ tự kỉ ỷ lại kỵ mã mỹ thuật hy vọng'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2da522c4-855a-47fb-be2e-8be30147eb64",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['lợi hại', 'lợi hạt']\n",
      "['ngã môn']\n",
      "['khán khán']\n",
      "[]\n",
      "['quốc tế']\n",
      "['quốc tế']\n",
      "['chẩm ma biện', 'chẩm ma bạn', 'chẩm yêu biện', 'chẩm yêu bạn']\n",
      "['chẩm ma biện', 'chẩm ma bạn', 'chẩm yêu biện', 'chẩm yêu bạn']\n",
      "['dựu khán', 'dựu trứ', 'hữu khán', 'hữu trứ']\n",
      "['thông qua', 'thông quá']\n",
      "['thông qua', 'thông quá']\n",
      "['thì gian', 'thời gian']\n"
     ]
    }
   ],
   "source": [
    "# Function to get Han Viet sound from Chinese word\n",
    "def get_hanviet(word):\n",
    "    result = []\n",
    "    \n",
    "    for c in word:\n",
    "        if not c in df_chars.index:\n",
    "            return []\n",
    "        df_of_c = df_chars.loc[c]\n",
    "        c_hv = sorted(list(df_of_c['hanviet']))\n",
    "        if (len(result) == 0):\n",
    "            result = c_hv\n",
    "        else:\n",
    "            row = result\n",
    "            result = []\n",
    "            for i in row:\n",
    "                for j in c_hv:\n",
    "                    result.append(' '.join([i, j]))\n",
    "    \n",
    "    return result\n",
    "\n",
    "# Test\n",
    "print(get_hanviet('利害'))\n",
    "print(get_hanviet('我们'))\n",
    "print(get_hanviet('看看'))\n",
    "\n",
    "# Does not exist\n",
    "print(get_hanviet('.'))\n",
    "\n",
    "print(get_hanviet('国际'))\n",
    "print(get_hanviet('国際')) # Traditional\n",
    "\n",
    "# Both should get the same list of sounds\n",
    "print(get_hanviet('怎么办'))\n",
    "print(get_hanviet('怎麼辦'))\n",
    "\n",
    "# Should combine output from simplified and traditional\n",
    "print(get_hanviet('有着'))\n",
    "\n",
    "# Both should get the same list of sounds\n",
    "print(get_hanviet('通过'))\n",
    "print(get_hanviet('通過'))\n",
    "\n",
    "print(get_hanviet('时间'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "79e79b4f-da2e-4047-ac33-17c973c94e99",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Progress: 100%|██████████| 50000/50000 [00:14<00:00, 3424.97it/s]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rank</th>\n",
       "      <th>frequency</th>\n",
       "      <th>word</th>\n",
       "      <th>pinyin</th>\n",
       "      <th>traditional</th>\n",
       "      <th>hanviet</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>66293.28</td>\n",
       "      <td>，</td>\n",
       "      <td>，</td>\n",
       "      <td>，</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>45402.97</td>\n",
       "      <td>的</td>\n",
       "      <td>de</td>\n",
       "      <td>的</td>\n",
       "      <td>[đích, để]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>14216.88</td>\n",
       "      <td>了</td>\n",
       "      <td>le</td>\n",
       "      <td>瞭</td>\n",
       "      <td>[liễu, liệu]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>12935.94</td>\n",
       "      <td>我</td>\n",
       "      <td>wǒ</td>\n",
       "      <td>我</td>\n",
       "      <td>[ngã]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>11879.45</td>\n",
       "      <td>一</td>\n",
       "      <td>yī</td>\n",
       "      <td>一</td>\n",
       "      <td>[nhất]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49995</th>\n",
       "      <td>49996</td>\n",
       "      <td>0.63</td>\n",
       "      <td>陕西人</td>\n",
       "      <td>shǎnxīrén</td>\n",
       "      <td>陝西人</td>\n",
       "      <td>[thiểm tây nhân, thiểm tê nhân, xiểm tây nhân,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49996</th>\n",
       "      <td>49997</td>\n",
       "      <td>0.63</td>\n",
       "      <td>封建制度</td>\n",
       "      <td>fēngjiànzhìdù</td>\n",
       "      <td>封建制度</td>\n",
       "      <td>[phong kiến chế đạc, phong kiến chế độ, phong ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49997</th>\n",
       "      <td>49998</td>\n",
       "      <td>0.63</td>\n",
       "      <td>牛郎织女</td>\n",
       "      <td>níulángzhīnv̌</td>\n",
       "      <td>牛郎織女</td>\n",
       "      <td>[ngưu lang chí nhữ, ngưu lang chí nứ, ngưu lan...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49998</th>\n",
       "      <td>49999</td>\n",
       "      <td>0.63</td>\n",
       "      <td>着眼点</td>\n",
       "      <td>zháoyǎndiǎn</td>\n",
       "      <td>著眼點</td>\n",
       "      <td>[khán nhãn điểm, trứ nhãn điểm]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49999</th>\n",
       "      <td>50000</td>\n",
       "      <td>0.63</td>\n",
       "      <td>专用道</td>\n",
       "      <td>zhuānyòngdào</td>\n",
       "      <td>專用道</td>\n",
       "      <td>[chuyên dụng đáo, chuyên dụng đạo]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50000 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        rank  frequency  word         pinyin traditional  \\\n",
       "0          1   66293.28     ，              ，           ，   \n",
       "1          2   45402.97     的             de           的   \n",
       "2          3   14216.88     了             le           瞭   \n",
       "3          4   12935.94     我             wǒ           我   \n",
       "4          5   11879.45     一             yī           一   \n",
       "...      ...        ...   ...            ...         ...   \n",
       "49995  49996       0.63   陕西人      shǎnxīrén         陝西人   \n",
       "49996  49997       0.63  封建制度  fēngjiànzhìdù        封建制度   \n",
       "49997  49998       0.63  牛郎织女  níulángzhīnv̌        牛郎織女   \n",
       "49998  49999       0.63   着眼点    zháoyǎndiǎn         著眼點   \n",
       "49999  50000       0.63   专用道   zhuānyòngdào         專用道   \n",
       "\n",
       "                                                 hanviet  \n",
       "0                                                     []  \n",
       "1                                             [đích, để]  \n",
       "2                                           [liễu, liệu]  \n",
       "3                                                  [ngã]  \n",
       "4                                                 [nhất]  \n",
       "...                                                  ...  \n",
       "49995  [thiểm tây nhân, thiểm tê nhân, xiểm tây nhân,...  \n",
       "49996  [phong kiến chế đạc, phong kiến chế độ, phong ...  \n",
       "49997  [ngưu lang chí nhữ, ngưu lang chí nứ, ngưu lan...  \n",
       "49998                    [khán nhãn điểm, trứ nhãn điểm]  \n",
       "49999                 [chuyên dụng đáo, chuyên dụng đạo]  \n",
       "\n",
       "[50000 rows x 6 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Step 2: find all Han Viet sound of these Chinese words\n",
    "\n",
    "df_chinese_words['hanviet'] = df_chinese_words.progress_apply(lambda x:get_hanviet(str(x['word'])), axis=1)\n",
    "df_chinese_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d3690781-b416-423f-931d-b1a16376197a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Print those words where no sound can be found\n",
    "\n",
    "df_chinese_no_sound = df_chinese_words[df_chinese_words['hanviet'].apply(lambda x:not x)]\n",
    "\n",
    "df_chinese_no_sound = df_chinese_no_sound[df_chinese_no_sound['word'].apply(lambda x:not re.match('[a-zA-Z]+', str(x)))] # exclude English words\n",
    "\n",
    "df_chinese_no_sound.to_csv('intermediate/chinese-no-sound-found.tsv', sep='\\t', index_label=['no'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "66c318e5-4c1a-4cea-83ce-1e737d873e77",
   "metadata": {},
   "outputs": [],
   "source": [
    "# df_chinese_words_with_hanviet.to_csv('outputs/chinese-words-with-hanviet.tsv', sep='\\t', index_label=['no'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "afa5bb2b-e470-4b28-b54d-054c1efe7421",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>phrase</th>\n",
       "      <th>meaning</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>充满希望的跋涉比到达目的地更能给人乐趣</td>\n",
       "      <td>[sung mãn hi vọng đích bạt thiệp bỉ đáo đạt mụ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>充滿希望的跋涉比到達目的地更能給人樂趣</td>\n",
       "      <td>[sung mãn hi vọng đích bạt thiệp bỉ đáo đạt mụ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>来的时候是这么来的走的时候也就这么走了</td>\n",
       "      <td>[khi tới như thế nào, khi đi cũng như vậy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>无一事而不学无一时而不学无一处而不得</td>\n",
       "      <td>[vô nhất sự nhi bất học, vô nhất thì nhi bất h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>無一事而不學無一時而不學無一處而不得</td>\n",
       "      <td>[vô nhất sự nhi bất học, vô nhất thì nhi bất h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107306</th>\n",
       "      <td>鹅</td>\n",
       "      <td>[nga, ngan, ngỗng]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107307</th>\n",
       "      <td>麻</td>\n",
       "      <td>[ma, tê dại]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107308</th>\n",
       "      <td>黏</td>\n",
       "      <td>[dính]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107309</th>\n",
       "      <td>鼻</td>\n",
       "      <td>[mũi]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107310</th>\n",
       "      <td>龟</td>\n",
       "      <td>[quy]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>107311 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     phrase                                            meaning\n",
       "0       充满希望的跋涉比到达目的地更能给人乐趣  [sung mãn hi vọng đích bạt thiệp bỉ đáo đạt mụ...\n",
       "1       充滿希望的跋涉比到達目的地更能給人樂趣  [sung mãn hi vọng đích bạt thiệp bỉ đáo đạt mụ...\n",
       "2       来的时候是这么来的走的时候也就这么走了         [khi tới như thế nào, khi đi cũng như vậy]\n",
       "3        无一事而不学无一时而不学无一处而不得  [vô nhất sự nhi bất học, vô nhất thì nhi bất h...\n",
       "4        無一事而不學無一時而不學無一處而不得  [vô nhất sự nhi bất học, vô nhất thì nhi bất h...\n",
       "...                     ...                                                ...\n",
       "107306                    鹅                                 [nga, ngan, ngỗng]\n",
       "107307                    麻                                       [ma, tê dại]\n",
       "107308                    黏                                             [dính]\n",
       "107309                    鼻                                              [mũi]\n",
       "107310                    龟                                              [quy]\n",
       "\n",
       "[107311 rows x 2 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read a Viet Phrases dictionary\n",
    "\n",
    "df_vietphrases = pd.read_csv(\n",
    "    'inputs/vietphrases.txt', sep='=', names=['phrase', 'meaning'],\n",
    "    keep_default_na=False, na_values=[''] # this is important to prevent intepreting '难 nan' as NaN (float)\n",
    ")\n",
    "\n",
    "df_vietphrases['meaning'] = df_vietphrases['meaning'].apply(\n",
    "    lambda x:\n",
    "        list(filter(lambda x:x, x.split('/'))) # remove empties\n",
    "        if isinstance(x, str)\n",
    "        else []\n",
    ")\n",
    "df_vietphrases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "466fe8ce-9449-4660-9bc5-84c1170703a3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rank</th>\n",
       "      <th>frequency</th>\n",
       "      <th>word</th>\n",
       "      <th>pinyin</th>\n",
       "      <th>traditional</th>\n",
       "      <th>hanviet</th>\n",
       "      <th>phrase</th>\n",
       "      <th>meaning</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>45402.97</td>\n",
       "      <td>的</td>\n",
       "      <td>de</td>\n",
       "      <td>的</td>\n",
       "      <td>[đích, để]</td>\n",
       "      <td>的</td>\n",
       "      <td>[đích]</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
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       "      <td>了</td>\n",
       "      <td>le</td>\n",
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       "      <td>了</td>\n",
       "      <td>[liễu]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>12935.94</td>\n",
       "      <td>我</td>\n",
       "      <td>wǒ</td>\n",
       "      <td>我</td>\n",
       "      <td>[ngã]</td>\n",
       "      <td>我</td>\n",
       "      <td>[ta]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>11879.45</td>\n",
       "      <td>一</td>\n",
       "      <td>yī</td>\n",
       "      <td>一</td>\n",
       "      <td>[nhất]</td>\n",
       "      <td>一</td>\n",
       "      <td>[một, nhất]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>9854.95</td>\n",
       "      <td>在</td>\n",
       "      <td>zài</td>\n",
       "      <td>在</td>\n",
       "      <td>[tại]</td>\n",
       "      <td>在</td>\n",
       "      <td>[ở]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30028</th>\n",
       "      <td>49984</td>\n",
       "      <td>0.63</td>\n",
       "      <td>白肉</td>\n",
       "      <td>báiròu</td>\n",
       "      <td>白肉</td>\n",
       "      <td>[bạch nhụ, bạch nhục, bạch nậu]</td>\n",
       "      <td>白肉</td>\n",
       "      <td>[thịt luộc, thịt lợn luộc]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30029</th>\n",
       "      <td>49985</td>\n",
       "      <td>0.63</td>\n",
       "      <td>成林</td>\n",
       "      <td>chénglín</td>\n",
       "      <td>成林</td>\n",
       "      <td>[thành lâm]</td>\n",
       "      <td>成林</td>\n",
       "      <td>[thành rừng]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30030</th>\n",
       "      <td>49989</td>\n",
       "      <td>0.63</td>\n",
       "      <td>交合</td>\n",
       "      <td>jiāohé</td>\n",
       "      <td>交合</td>\n",
       "      <td>[giao cáp, giao hợp]</td>\n",
       "      <td>交合</td>\n",
       "      <td>[giao hợp, tính giao, giao cấu]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30031</th>\n",
       "      <td>49994</td>\n",
       "      <td>0.63</td>\n",
       "      <td>暖烘烘</td>\n",
       "      <td>nuǎnhōnghōng</td>\n",
       "      <td>暖烘烘</td>\n",
       "      <td>[noãn hồng hồng]</td>\n",
       "      <td>暖烘烘</td>\n",
       "      <td>[ấm áp dễ chịu]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30032</th>\n",
       "      <td>49997</td>\n",
       "      <td>0.63</td>\n",
       "      <td>封建制度</td>\n",
       "      <td>fēngjiànzhìdù</td>\n",
       "      <td>封建制度</td>\n",
       "      <td>[phong kiến chế đạc, phong kiến chế độ, phong ...</td>\n",
       "      <td>封建制度</td>\n",
       "      <td>[chế độ phong kiến]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30033 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        rank  frequency  word         pinyin traditional  \\\n",
       "0          2   45402.97     的             de           的   \n",
       "1          3   14216.88     了             le           瞭   \n",
       "2          4   12935.94     我             wǒ           我   \n",
       "3          5   11879.45     一             yī           一   \n",
       "4          6    9854.95     在            zài           在   \n",
       "...      ...        ...   ...            ...         ...   \n",
       "30028  49984       0.63    白肉         báiròu          白肉   \n",
       "30029  49985       0.63    成林       chénglín          成林   \n",
       "30030  49989       0.63    交合         jiāohé          交合   \n",
       "30031  49994       0.63   暖烘烘   nuǎnhōnghōng         暖烘烘   \n",
       "30032  49997       0.63  封建制度  fēngjiànzhìdù        封建制度   \n",
       "\n",
       "                                                 hanviet phrase  \\\n",
       "0                                             [đích, để]      的   \n",
       "1                                           [liễu, liệu]      了   \n",
       "2                                                  [ngã]      我   \n",
       "3                                                 [nhất]      一   \n",
       "4                                                  [tại]      在   \n",
       "...                                                  ...    ...   \n",
       "30028                    [bạch nhụ, bạch nhục, bạch nậu]     白肉   \n",
       "30029                                        [thành lâm]     成林   \n",
       "30030                               [giao cáp, giao hợp]     交合   \n",
       "30031                                   [noãn hồng hồng]    暖烘烘   \n",
       "30032  [phong kiến chế đạc, phong kiến chế độ, phong ...   封建制度   \n",
       "\n",
       "                               meaning  \n",
       "0                               [đích]  \n",
       "1                               [liễu]  \n",
       "2                                 [ta]  \n",
       "3                          [một, nhất]  \n",
       "4                                  [ở]  \n",
       "...                                ...  \n",
       "30028       [thịt luộc, thịt lợn luộc]  \n",
       "30029                     [thành rừng]  \n",
       "30030  [giao hợp, tính giao, giao cấu]  \n",
       "30031                  [ấm áp dễ chịu]  \n",
       "30032              [chế độ phong kiến]  \n",
       "\n",
       "[30033 rows x 8 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# THE MAIN MERGE\n",
    "\n",
    "df_chinese_words_with_hanviet_and_meaning = df_chinese_words.merge(df_vietphrases, left_on='word', right_on='phrase', how='inner')\n",
    "df_chinese_words_with_hanviet_and_meaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f69f9cd2-64d5-4b62-b1cd-e670094911d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# WHAT ABOUT THOSE WITH NO MEANING FOUND IN THE DICTIONARY?\n",
    "# Output them to a file\n",
    "\n",
    "df_chinese_words_with_hanviet_and_meaning_outer = df_chinese_words.merge(df_vietphrases, left_on='word', right_on='phrase', how='outer')\n",
    "\n",
    "df_chinese_words_with_hanviet_no_meaning_found = \\\n",
    "    df_chinese_words_with_hanviet_and_meaning_outer[df_chinese_words_with_hanviet_and_meaning_outer['meaning'].apply(lambda x:isinstance(x, float))].copy()\n",
    "\n",
    "df_chinese_words_with_hanviet_no_meaning_found['hanviet'] = \\\n",
    "    df_chinese_words_with_hanviet_no_meaning_found['hanviet'].apply(lambda x:', '.join(x))\n",
    "\n",
    "df_chinese_words_with_hanviet_no_meaning_found = df_chinese_words_with_hanviet_no_meaning_found.drop(columns=['phrase', 'meaning'])\n",
    "\n",
    "df_chinese_words_with_hanviet_no_meaning_found.to_csv('intermediate/chinese-no-meaning-found.tsv', sep='\\t', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "fce5fe63-fa45-420a-92fd-3efdf111fb6d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[]\n",
      "['chế độ']\n",
      "['chế độ']\n",
      "['kĩ thuật', 'kỹ thuật']\n",
      "['kĩ thuật', 'kỹ thuật']\n",
      "['bắc kinh']\n",
      "['kĩ thuật', 'kỹ thuật']\n",
      "['thiết trí']\n"
     ]
    }
   ],
   "source": [
    "# Function to find if the Han Viet sounds match a word in the meaning\n",
    "\n",
    "def match(a=[], b=[]):\n",
    "    result = []\n",
    "    for a_part in a:\n",
    "        for b_part in b:\n",
    "            if compare_vn_words(a_part, b_part):\n",
    "                result += [a_part.lower(), b_part.lower()]\n",
    "    \n",
    "    return sorted(list(set(result)))\n",
    "    \n",
    "print(match(['thành lâm'], ['thành rừng']))\n",
    "print(match(['chế độ', 'chế đạc'], ['chế độ']))\n",
    "print(match(['chế độ'], ['chế độ', 'chế đạc']))\n",
    "print(match(['kĩ thuật', 'kỹ thuật'], ['kỹ thuật']))\n",
    "print(match(['kỹ thuật'], ['kĩ thuật', 'kỹ thuật']))\n",
    "print(match(['bắc kinh'], ['Bắc Kinh']))\n",
    "print(match(['kĩ thuật'], ['trang bị kĩ thuật', 'trang thiết bị', 'trang bị kỹ thuật', 'kỹ thuật', 'kĩ thuật']))\n",
    "print(match(['thiết trí'], ['thiết trí', 'xây dựng', 'thiết lập', 'trang bị', 'lắp đặt']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "d98b49ab-1e5f-4347-90d2-d4ac485dc308",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Progress: 100%|██████████| 30033/30033 [00:05<00:00, 5369.89it/s]\n"
     ]
    },
    {
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       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>9854.95</td>\n",
       "      <td>在</td>\n",
       "      <td>zài</td>\n",
       "      <td>在</td>\n",
       "      <td>[tại]</td>\n",
       "      <td>在</td>\n",
       "      <td>[ở]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30028</th>\n",
       "      <td>49984</td>\n",
       "      <td>0.63</td>\n",
       "      <td>白肉</td>\n",
       "      <td>báiròu</td>\n",
       "      <td>白肉</td>\n",
       "      <td>[bạch nhụ, bạch nhục, bạch nậu]</td>\n",
       "      <td>白肉</td>\n",
       "      <td>[thịt luộc, thịt lợn luộc]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30029</th>\n",
       "      <td>49985</td>\n",
       "      <td>0.63</td>\n",
       "      <td>成林</td>\n",
       "      <td>chénglín</td>\n",
       "      <td>成林</td>\n",
       "      <td>[thành lâm]</td>\n",
       "      <td>成林</td>\n",
       "      <td>[thành rừng]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30030</th>\n",
       "      <td>49989</td>\n",
       "      <td>0.63</td>\n",
       "      <td>交合</td>\n",
       "      <td>jiāohé</td>\n",
       "      <td>交合</td>\n",
       "      <td>[giao cáp, giao hợp]</td>\n",
       "      <td>交合</td>\n",
       "      <td>[giao hợp, tính giao, giao cấu]</td>\n",
       "      <td>[giao hợp]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30031</th>\n",
       "      <td>49994</td>\n",
       "      <td>0.63</td>\n",
       "      <td>暖烘烘</td>\n",
       "      <td>nuǎnhōnghōng</td>\n",
       "      <td>暖烘烘</td>\n",
       "      <td>[noãn hồng hồng]</td>\n",
       "      <td>暖烘烘</td>\n",
       "      <td>[ấm áp dễ chịu]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30032</th>\n",
       "      <td>49997</td>\n",
       "      <td>0.63</td>\n",
       "      <td>封建制度</td>\n",
       "      <td>fēngjiànzhìdù</td>\n",
       "      <td>封建制度</td>\n",
       "      <td>[phong kiến chế đạc, phong kiến chế độ, phong ...</td>\n",
       "      <td>封建制度</td>\n",
       "      <td>[chế độ phong kiến]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30033 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        rank  frequency  word         pinyin traditional  \\\n",
       "0          2   45402.97     的             de           的   \n",
       "1          3   14216.88     了             le           瞭   \n",
       "2          4   12935.94     我             wǒ           我   \n",
       "3          5   11879.45     一             yī           一   \n",
       "4          6    9854.95     在            zài           在   \n",
       "...      ...        ...   ...            ...         ...   \n",
       "30028  49984       0.63    白肉         báiròu          白肉   \n",
       "30029  49985       0.63    成林       chénglín          成林   \n",
       "30030  49989       0.63    交合         jiāohé          交合   \n",
       "30031  49994       0.63   暖烘烘   nuǎnhōnghōng         暖烘烘   \n",
       "30032  49997       0.63  封建制度  fēngjiànzhìdù        封建制度   \n",
       "\n",
       "                                                 hanviet phrase  \\\n",
       "0                                             [đích, để]      的   \n",
       "1                                           [liễu, liệu]      了   \n",
       "2                                                  [ngã]      我   \n",
       "3                                                 [nhất]      一   \n",
       "4                                                  [tại]      在   \n",
       "...                                                  ...    ...   \n",
       "30028                    [bạch nhụ, bạch nhục, bạch nậu]     白肉   \n",
       "30029                                        [thành lâm]     成林   \n",
       "30030                               [giao cáp, giao hợp]     交合   \n",
       "30031                                   [noãn hồng hồng]    暖烘烘   \n",
       "30032  [phong kiến chế đạc, phong kiến chế độ, phong ...   封建制度   \n",
       "\n",
       "                               meaning     matched  \n",
       "0                               [đích]      [đích]  \n",
       "1                               [liễu]      [liễu]  \n",
       "2                                 [ta]          []  \n",
       "3                          [một, nhất]      [nhất]  \n",
       "4                                  [ở]          []  \n",
       "...                                ...         ...  \n",
       "30028       [thịt luộc, thịt lợn luộc]          []  \n",
       "30029                     [thành rừng]          []  \n",
       "30030  [giao hợp, tính giao, giao cấu]  [giao hợp]  \n",
       "30031                  [ấm áp dễ chịu]          []  \n",
       "30032              [chế độ phong kiến]          []  \n",
       "\n",
       "[30033 rows x 9 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_chinese_words_with_hanviet_and_meaning['matched'] = df_chinese_words_with_hanviet_and_meaning.progress_apply(\n",
    "    lambda x:match(x['hanviet'], x['meaning']),\n",
    "    axis=1\n",
    ")\n",
    "df_chinese_words_with_hanviet_and_meaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "57e611a2-0405-4367-97c8-53153a62a87d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rank</th>\n",
       "      <th>frequency</th>\n",
       "      <th>word</th>\n",
       "      <th>pinyin</th>\n",
       "      <th>traditional</th>\n",
       "      <th>hanviet</th>\n",
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       "      <th>chinese_rank</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>25</td>\n",
       "      <td>2837.94</td>\n",
       "      <td>我们</td>\n",
       "      <td>wǒmen</td>\n",
       "      <td>我們</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>32</td>\n",
       "      <td>2157.07</td>\n",
       "      <td>没有</td>\n",
       "      <td>méiyǒu</td>\n",
       "      <td>沒有</td>\n",
       "      <td>[một dựu, một hữu]</td>\n",
       "      <td>没有</td>\n",
       "      <td>[không có, không, không bằng, không đủ, không ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>42</td>\n",
       "      <td>1921.32</td>\n",
       "      <td>自己</td>\n",
       "      <td>zìjǐ</td>\n",
       "      <td>自己</td>\n",
       "      <td>[tự kỷ]</td>\n",
       "      <td>自己</td>\n",
       "      <td>[chính mình, chính, tự mình, bản thân, mình, nhà]</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>48</td>\n",
       "      <td>1674.90</td>\n",
       "      <td>他们</td>\n",
       "      <td>tāmen</td>\n",
       "      <td>他們</td>\n",
       "      <td>[tha môn]</td>\n",
       "      <td>他们</td>\n",
       "      <td>[bọn họ, chúng nó, họ]</td>\n",
       "      <td>[]</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>60</td>\n",
       "      <td>1512.01</td>\n",
       "      <td>什么</td>\n",
       "      <td>shíyāo</td>\n",
       "      <td>什麼</td>\n",
       "      <td>[thập ma, thập yêu]</td>\n",
       "      <td>什么</td>\n",
       "      <td>[cái gì, gì, nào, gì đó, nhậm chỉ, mọi thứ, nấ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30028</th>\n",
       "      <td>49984</td>\n",
       "      <td>0.63</td>\n",
       "      <td>白肉</td>\n",
       "      <td>báiròu</td>\n",
       "      <td>白肉</td>\n",
       "      <td>[bạch nhụ, bạch nhục, bạch nậu]</td>\n",
       "      <td>白肉</td>\n",
       "      <td>[thịt luộc, thịt lợn luộc]</td>\n",
       "      <td>[]</td>\n",
       "      <td>28952</td>\n",
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       "    <tr>\n",
       "      <th>30029</th>\n",
       "      <td>49985</td>\n",
       "      <td>0.63</td>\n",
       "      <td>成林</td>\n",
       "      <td>chénglín</td>\n",
       "      <td>成林</td>\n",
       "      <td>[thành lâm]</td>\n",
       "      <td>成林</td>\n",
       "      <td>[thành rừng]</td>\n",
       "      <td>[]</td>\n",
       "      <td>28953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30030</th>\n",
       "      <td>49989</td>\n",
       "      <td>0.63</td>\n",
       "      <td>交合</td>\n",
       "      <td>jiāohé</td>\n",
       "      <td>交合</td>\n",
       "      <td>[giao cáp, giao hợp]</td>\n",
       "      <td>交合</td>\n",
       "      <td>[giao hợp, tính giao, giao cấu]</td>\n",
       "      <td>[giao hợp]</td>\n",
       "      <td>28954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30031</th>\n",
       "      <td>49994</td>\n",
       "      <td>0.63</td>\n",
       "      <td>暖烘烘</td>\n",
       "      <td>nuǎnhōnghōng</td>\n",
       "      <td>暖烘烘</td>\n",
       "      <td>[noãn hồng hồng]</td>\n",
       "      <td>暖烘烘</td>\n",
       "      <td>[ấm áp dễ chịu]</td>\n",
       "      <td>[]</td>\n",
       "      <td>28955</td>\n",
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       "    <tr>\n",
       "      <th>30032</th>\n",
       "      <td>49997</td>\n",
       "      <td>0.63</td>\n",
       "      <td>封建制度</td>\n",
       "      <td>fēngjiànzhìdù</td>\n",
       "      <td>封建制度</td>\n",
       "      <td>[phong kiến chế đạc, phong kiến chế độ, phong ...</td>\n",
       "      <td>封建制度</td>\n",
       "      <td>[chế độ phong kiến]</td>\n",
       "      <td>[]</td>\n",
       "      <td>28956</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28957 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        rank  frequency  word         pinyin traditional  \\\n",
       "20        25    2837.94    我们          wǒmen          我們   \n",
       "26        32    2157.07    没有         méiyǒu          沒有   \n",
       "34        42    1921.32    自己           zìjǐ          自己   \n",
       "39        48    1674.90    他们          tāmen          他們   \n",
       "49        60    1512.01    什么         shíyāo          什麼   \n",
       "...      ...        ...   ...            ...         ...   \n",
       "30028  49984       0.63    白肉         báiròu          白肉   \n",
       "30029  49985       0.63    成林       chénglín          成林   \n",
       "30030  49989       0.63    交合         jiāohé          交合   \n",
       "30031  49994       0.63   暖烘烘   nuǎnhōnghōng         暖烘烘   \n",
       "30032  49997       0.63  封建制度  fēngjiànzhìdù        封建制度   \n",
       "\n",
       "                                                 hanviet phrase  \\\n",
       "20                                             [ngã môn]     我们   \n",
       "26                                    [một dựu, một hữu]     没有   \n",
       "34                                               [tự kỷ]     自己   \n",
       "39                                             [tha môn]     他们   \n",
       "49                                   [thập ma, thập yêu]     什么   \n",
       "...                                                  ...    ...   \n",
       "30028                    [bạch nhụ, bạch nhục, bạch nậu]     白肉   \n",
       "30029                                        [thành lâm]     成林   \n",
       "30030                               [giao cáp, giao hợp]     交合   \n",
       "30031                                   [noãn hồng hồng]    暖烘烘   \n",
       "30032  [phong kiến chế đạc, phong kiến chế độ, phong ...   封建制度   \n",
       "\n",
       "                                                 meaning     matched  \\\n",
       "20            [chúng ta, chúng tôi, chúng tao, chúng tớ]          []   \n",
       "26     [không có, không, không bằng, không đủ, không ...          []   \n",
       "34     [chính mình, chính, tự mình, bản thân, mình, nhà]          []   \n",
       "39                                [bọn họ, chúng nó, họ]          []   \n",
       "49     [cái gì, gì, nào, gì đó, nhậm chỉ, mọi thứ, nấ...          []   \n",
       "...                                                  ...         ...   \n",
       "30028                         [thịt luộc, thịt lợn luộc]          []   \n",
       "30029                                       [thành rừng]          []   \n",
       "30030                    [giao hợp, tính giao, giao cấu]  [giao hợp]   \n",
       "30031                                    [ấm áp dễ chịu]          []   \n",
       "30032                                [chế độ phong kiến]          []   \n",
       "\n",
       "       chinese_rank  \n",
       "20                0  \n",
       "26                1  \n",
       "34                2  \n",
       "39                3  \n",
       "49                4  \n",
       "...             ...  \n",
       "30028         28952  \n",
       "30029         28953  \n",
       "30030         28954  \n",
       "30031         28955  \n",
       "30032         28956  \n",
       "\n",
       "[28957 rows x 10 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_multisyllabic = df_chinese_words_with_hanviet_and_meaning.drop(\n",
    "    df_chinese_words_with_hanviet_and_meaning[df_chinese_words_with_hanviet_and_meaning['word'].str.len() == 1].index\n",
    ")\n",
    "df_multisyllabic['chinese_rank'] = df_multisyllabic.reset_index().index\n",
    "df_multisyllabic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "741e9a1b-e80c-4521-b959-8c38a13275ec",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "      <th>anh</th>\n",
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       "    <tr>\n",
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       "    <tr>\n",
       "      <th>hoạt động đi</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>shazzer</th>\n",
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       "    <tr>\n",
       "      <th>tý nữa</th>\n",
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       "    <tr>\n",
       "      <th>nứơc nữa</th>\n",
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       "    <tr>\n",
       "      <th>bố tui</th>\n",
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       "<p>146797 rows × 0 columns</p>\n",
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      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: []\n",
       "Index: [tôi, không, là, anh, có, của, #NUM#, đã, sẽ, đi, và, một, được, ́, này, rồi, phải, cho, em, nó, đó, ̀, gì, chúng ta, cô, đây, ông, cậu, ta, người, với, đang, để, con, biết, muốn, nhưng, ̣, những, vậy, mà, nói, có thể, ở, trong, làm, họ, i, thôi, cái, thì, đến, các, sao, hắn, nào, còn, ̉, đâu, về, nếu, vào, rất, đấy, n, lại, chúng tôi, cũng, khi, nghĩ, ng, thấy, ra, như, à, t, chỉ, nữa, chuyện, tới, chứ, mình, cần, ai, bị, mày, c, hãy, chưa, chúng, vì, đúng, tao, đừng, ̃, thế, cả, bạn, thật, anh ta, ...]\n",
       "\n",
       "[146797 rows x 0 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Clean up against Opensubs frequency list\n",
    "\n",
    "df_freq = pd.read_csv('inputs/opensubs-freq.txt', sep='\\t', names=['hanviet', 'frequency'])\n",
    "# drop low frequency words\n",
    "# df_freq = df_freq.drop(df_freq[df_freq['frequency'] == 1].index)\n",
    "df_freq = df_freq.drop(columns=['frequency'])\n",
    "df_freq.set_index('hanviet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "d27b4e8a-4ee0-41d9-8c92-0e7caf1cc2c2",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Progress: 100%|██████████| 28957/28957 [00:28<00:00, 1030.26it/s]\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rank</th>\n",
       "      <th>frequency</th>\n",
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       "      <th>20</th>\n",
       "      <td>25</td>\n",
       "      <td>2837.94</td>\n",
       "      <td>我们</td>\n",
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       "      <th>34</th>\n",
       "      <td>42</td>\n",
       "      <td>1921.32</td>\n",
       "      <td>自己</td>\n",
       "      <td>zìjǐ</td>\n",
       "      <td>自己</td>\n",
       "      <td>[tự kỷ]</td>\n",
       "      <td>自己</td>\n",
       "      <td>[chính mình, chính, tự mình, bản thân, mình, nhà]</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
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       "      <th>39</th>\n",
       "      <td>48</td>\n",
       "      <td>1674.90</td>\n",
       "      <td>他们</td>\n",
       "      <td>tāmen</td>\n",
       "      <td>他們</td>\n",
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       "      <td>[bọn họ, chúng nó, họ]</td>\n",
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       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>60</td>\n",
       "      <td>1512.01</td>\n",
       "      <td>什么</td>\n",
       "      <td>shíyāo</td>\n",
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       "      <td>báiròu</td>\n",
       "      <td>白肉</td>\n",
       "      <td>[bạch nhụ, bạch nhục, bạch nậu]</td>\n",
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       "      <td>成林</td>\n",
       "      <td>chénglín</td>\n",
       "      <td>成林</td>\n",
       "      <td>[thành lâm]</td>\n",
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       "      <td>28953</td>\n",
       "      <td>[]</td>\n",
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       "    <tr>\n",
       "      <th>30030</th>\n",
       "      <td>49989</td>\n",
       "      <td>0.63</td>\n",
       "      <td>交合</td>\n",
       "      <td>jiāohé</td>\n",
       "      <td>交合</td>\n",
       "      <td>[giao cáp, giao hợp]</td>\n",
       "      <td>交合</td>\n",
       "      <td>[giao hợp, tính giao, giao cấu]</td>\n",
       "      <td>[giao hợp]</td>\n",
       "      <td>28954</td>\n",
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       "      <td>fēngjiànzhìdù</td>\n",
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       "      <td>28956</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28957 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        rank  frequency  word         pinyin traditional  \\\n",
       "20        25    2837.94    我们          wǒmen          我們   \n",
       "26        32    2157.07    没有         méiyǒu          沒有   \n",
       "34        42    1921.32    自己           zìjǐ          自己   \n",
       "39        48    1674.90    他们          tāmen          他們   \n",
       "49        60    1512.01    什么         shíyāo          什麼   \n",
       "...      ...        ...   ...            ...         ...   \n",
       "30028  49984       0.63    白肉         báiròu          白肉   \n",
       "30029  49985       0.63    成林       chénglín          成林   \n",
       "30030  49989       0.63    交合         jiāohé          交合   \n",
       "30031  49994       0.63   暖烘烘   nuǎnhōnghōng         暖烘烘   \n",
       "30032  49997       0.63  封建制度  fēngjiànzhìdù        封建制度   \n",
       "\n",
       "                                                 hanviet phrase  \\\n",
       "20                                             [ngã môn]     我们   \n",
       "26                                    [một dựu, một hữu]     没有   \n",
       "34                                               [tự kỷ]     自己   \n",
       "39                                             [tha môn]     他们   \n",
       "49                                   [thập ma, thập yêu]     什么   \n",
       "...                                                  ...    ...   \n",
       "30028                    [bạch nhụ, bạch nhục, bạch nậu]     白肉   \n",
       "30029                                        [thành lâm]     成林   \n",
       "30030                               [giao cáp, giao hợp]     交合   \n",
       "30031                                   [noãn hồng hồng]    暖烘烘   \n",
       "30032  [phong kiến chế đạc, phong kiến chế độ, phong ...   封建制度   \n",
       "\n",
       "                                                 meaning     matched  \\\n",
       "20            [chúng ta, chúng tôi, chúng tao, chúng tớ]          []   \n",
       "26     [không có, không, không bằng, không đủ, không ...          []   \n",
       "34     [chính mình, chính, tự mình, bản thân, mình, nhà]          []   \n",
       "39                                [bọn họ, chúng nó, họ]          []   \n",
       "49     [cái gì, gì, nào, gì đó, nhậm chỉ, mọi thứ, nấ...          []   \n",
       "...                                                  ...         ...   \n",
       "30028                         [thịt luộc, thịt lợn luộc]          []   \n",
       "30029                                       [thành rừng]          []   \n",
       "30030                    [giao hợp, tính giao, giao cấu]  [giao hợp]   \n",
       "30031                                    [ấm áp dễ chịu]          []   \n",
       "30032                                [chế độ phong kiến]          []   \n",
       "\n",
       "       chinese_rank matched_cleaned  \n",
       "20                0              []  \n",
       "26                1              []  \n",
       "34                2              []  \n",
       "39                3              []  \n",
       "49                4              []  \n",
       "...             ...             ...  \n",
       "30028         28952              []  \n",
       "30029         28953              []  \n",
       "30030         28954      [giao hợp]  \n",
       "30031         28955              []  \n",
       "30032         28956              []  \n",
       "\n",
       "[28957 rows x 11 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def keep_frequently_used_words(words):\n",
    "    return list(filter(lambda x:x in df_freq['hanviet'].values, words))\n",
    "\n",
    "keep_frequently_used_words(['tề tụ', 'tề tựu'])\n",
    "\n",
    "df_multisyllabic['matched_cleaned'] = df_multisyllabic['matched'].progress_apply(lambda x:keep_frequently_used_words(x))\n",
    "df_multisyllabic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "f32d37f7-5570-4ae7-a1a9-03b9e89f3935",
   "metadata": {},
   "outputs": [
    {
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      ],
      "text/plain": [
       "        rank  frequency  word         pinyin traditional  \\\n",
       "20        25    2837.94    我们          wǒmen          我們   \n",
       "26        32    2157.07    没有         méiyǒu          沒有   \n",
       "34        42    1921.32    自己           zìjǐ          自己   \n",
       "39        48    1674.90    他们          tāmen          他們   \n",
       "49        60    1512.01    什么         shíyāo          什麼   \n",
       "...      ...        ...   ...            ...         ...   \n",
       "30028  49984       0.63    白肉         báiròu          白肉   \n",
       "30029  49985       0.63    成林       chénglín          成林   \n",
       "30030  49989       0.63    交合         jiāohé          交合   \n",
       "30031  49994       0.63   暖烘烘   nuǎnhōnghōng         暖烘烘   \n",
       "30032  49997       0.63  封建制度  fēngjiànzhìdù        封建制度   \n",
       "\n",
       "                                                 hanviet phrase  \\\n",
       "20                                               ngã môn     我们   \n",
       "26                                       một dựu/một hữu     没有   \n",
       "34                                                 tự kỷ     自己   \n",
       "39                                               tha môn     他们   \n",
       "49                                      thập ma/thập yêu     什么   \n",
       "...                                                  ...    ...   \n",
       "30028                        bạch nhụ/bạch nhục/bạch nậu     白肉   \n",
       "30029                                          thành lâm     成林   \n",
       "30030                                  giao cáp/giao hợp     交合   \n",
       "30031                                     noãn hồng hồng    暖烘烘   \n",
       "30032  phong kiến chế đạc/phong kiến chế độ/phong kiể...   封建制度   \n",
       "\n",
       "                                                 meaning   matched  \\\n",
       "20                 chúng ta/chúng tôi/chúng tao/chúng tớ             \n",
       "26     không có/không/không bằng/không đủ/không tới/k...             \n",
       "34            chính mình/chính/tự mình/bản thân/mình/nhà             \n",
       "39                                    bọn họ/chúng nó/họ             \n",
       "49     cái gì/gì/nào/gì đó/nhậm chỉ/mọi thứ/nấy/cái q...             \n",
       "...                                                  ...       ...   \n",
       "30028                            thịt luộc/thịt lợn luộc             \n",
       "30029                                         thành rừng             \n",
       "30030                        giao hợp/tính giao/giao cấu  giao hợp   \n",
       "30031                                      ấm áp dễ chịu             \n",
       "30032                                  chế độ phong kiến             \n",
       "\n",
       "       chinese_rank matched_cleaned  \n",
       "20                0                  \n",
       "26                1                  \n",
       "34                2                  \n",
       "39                3                  \n",
       "49                4                  \n",
       "...             ...             ...  \n",
       "30028         28952                  \n",
       "30029         28953                  \n",
       "30030         28954        giao hợp  \n",
       "30031         28955                  \n",
       "30032         28956                  \n",
       "\n",
       "[28957 rows x 11 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_multisyllabic['hanviet'] = df_multisyllabic['hanviet'].apply(lambda x:'/'.join(x))\n",
    "df_multisyllabic['meaning'] = df_multisyllabic['meaning'].apply(lambda x:'/'.join(x))\n",
    "df_multisyllabic['matched'] = df_multisyllabic['matched'].apply(lambda x:'/'.join(x))\n",
    "df_multisyllabic['matched_cleaned'] = df_multisyllabic['matched_cleaned'].apply(lambda x:'/'.join(x))\n",
    "df_multisyllabic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "021fca03-a848-4fef-9000-57868e00212c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rank</th>\n",
       "      <th>frequency</th>\n",
       "      <th>word</th>\n",
       "      <th>pinyin</th>\n",
       "      <th>traditional</th>\n",
       "      <th>hanviet</th>\n",
       "      <th>phrase</th>\n",
       "      <th>meaning</th>\n",
       "      <th>matched</th>\n",
       "      <th>chinese_rank</th>\n",
       "      <th>matched_cleaned</th>\n",
       "      <th>index</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>68</td>\n",
       "      <td>1332.15</td>\n",
       "      <td>可以</td>\n",
       "      <td>kěyǐ</td>\n",
       "      <td>可以</td>\n",
       "      <td>khả dĩ/khắc dĩ</td>\n",
       "      <td>可以</td>\n",
       "      <td>có thể/khả dĩ/có khả năng/có năng lực/cho phép...</td>\n",
       "      <td>khả dĩ</td>\n",
       "      <td>5</td>\n",
       "      <td>khả dĩ</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>81</td>\n",
       "      <td>1106.78</td>\n",
       "      <td>中国</td>\n",
       "      <td>zhōngguó</td>\n",
       "      <td>中國</td>\n",
       "      <td>trung quốc/trúng quốc</td>\n",
       "      <td>中国</td>\n",
       "      <td>Trung Quốc/Trung Hoa Trung Quốc/China/nước cộn...</td>\n",
       "      <td>trung quốc</td>\n",
       "      <td>8</td>\n",
       "      <td>trung quốc</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>97</td>\n",
       "      <td>916.48</td>\n",
       "      <td>现在</td>\n",
       "      <td>xiànzài</td>\n",
       "      <td>現在</td>\n",
       "      <td>hiện tại</td>\n",
       "      <td>现在</td>\n",
       "      <td>hiện tại/hiện nay/bây giờ</td>\n",
       "      <td>hiện tại</td>\n",
       "      <td>13</td>\n",
       "      <td>hiện tại</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>105</td>\n",
       "      <td>831.20</td>\n",
       "      <td>时间</td>\n",
       "      <td>shíjiān</td>\n",
       "      <td>時間</td>\n",
       "      <td>thì gian/thời gian</td>\n",
       "      <td>时间</td>\n",
       "      <td>thời gian/giờ/khoảng thời gian/thời điểm</td>\n",
       "      <td>thời gian</td>\n",
       "      <td>16</td>\n",
       "      <td>thời gian</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>113</td>\n",
       "      <td>775.81</td>\n",
       "      <td>问题</td>\n",
       "      <td>wèntí</td>\n",
       "      <td>問題</td>\n",
       "      <td>vấn đề</td>\n",
       "      <td>问题</td>\n",
       "      <td>vấn đề/câu hỏi/đề hỏi/quan trọng/mấu chốt/chuy...</td>\n",
       "      <td>vấn đề</td>\n",
       "      <td>18</td>\n",
       "      <td>vấn đề</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29975</th>\n",
       "      <td>49833</td>\n",
       "      <td>0.63</td>\n",
       "      <td>先王</td>\n",
       "      <td>xiānwáng</td>\n",
       "      <td>先王</td>\n",
       "      <td>tiên vương/tiên vượng/tiến vương/tiến vượng</td>\n",
       "      <td>先王</td>\n",
       "      <td>tiên vương/tiên đế</td>\n",
       "      <td>tiên vương</td>\n",
       "      <td>28899</td>\n",
       "      <td>tiên vương</td>\n",
       "      <td>5014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29982</th>\n",
       "      <td>49847</td>\n",
       "      <td>0.63</td>\n",
       "      <td>精气</td>\n",
       "      <td>jīngqì</td>\n",
       "      <td>精氣</td>\n",
       "      <td>tinh khí/tinh khất</td>\n",
       "      <td>精气</td>\n",
       "      <td>tinh khí</td>\n",
       "      <td>tinh khí</td>\n",
       "      <td>28906</td>\n",
       "      <td>tinh khí</td>\n",
       "      <td>5015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29988</th>\n",
       "      <td>49858</td>\n",
       "      <td>0.63</td>\n",
       "      <td>家奴</td>\n",
       "      <td>jiānú</td>\n",
       "      <td>家奴</td>\n",
       "      <td>cô nô/gia nô</td>\n",
       "      <td>家奴</td>\n",
       "      <td>gia nô/đầy tớ/tôi tớ</td>\n",
       "      <td>gia nô</td>\n",
       "      <td>28912</td>\n",
       "      <td>gia nô</td>\n",
       "      <td>5016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30002</th>\n",
       "      <td>49890</td>\n",
       "      <td>0.63</td>\n",
       "      <td>安神</td>\n",
       "      <td>ānshén</td>\n",
       "      <td>安神</td>\n",
       "      <td>an thần</td>\n",
       "      <td>安神</td>\n",
       "      <td>an thần/làm yên tâm</td>\n",
       "      <td>an thần</td>\n",
       "      <td>28926</td>\n",
       "      <td>an thần</td>\n",
       "      <td>5017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30030</th>\n",
       "      <td>49989</td>\n",
       "      <td>0.63</td>\n",
       "      <td>交合</td>\n",
       "      <td>jiāohé</td>\n",
       "      <td>交合</td>\n",
       "      <td>giao cáp/giao hợp</td>\n",
       "      <td>交合</td>\n",
       "      <td>giao hợp/tính giao/giao cấu</td>\n",
       "      <td>giao hợp</td>\n",
       "      <td>28954</td>\n",
       "      <td>giao hợp</td>\n",
       "      <td>5018</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5018 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        rank  frequency word    pinyin traditional  \\\n",
       "57        68    1332.15   可以      kěyǐ          可以   \n",
       "66        81    1106.78   中国  zhōngguó          中國   \n",
       "81        97     916.48   现在   xiànzài          現在   \n",
       "88       105     831.20   时间   shíjiān          時間   \n",
       "96       113     775.81   问题     wèntí          問題   \n",
       "...      ...        ...  ...       ...         ...   \n",
       "29975  49833       0.63   先王  xiānwáng          先王   \n",
       "29982  49847       0.63   精气    jīngqì          精氣   \n",
       "29988  49858       0.63   家奴     jiānú          家奴   \n",
       "30002  49890       0.63   安神    ānshén          安神   \n",
       "30030  49989       0.63   交合    jiāohé          交合   \n",
       "\n",
       "                                           hanviet phrase  \\\n",
       "57                                  khả dĩ/khắc dĩ     可以   \n",
       "66                           trung quốc/trúng quốc     中国   \n",
       "81                                        hiện tại     现在   \n",
       "88                              thì gian/thời gian     时间   \n",
       "96                                          vấn đề     问题   \n",
       "...                                            ...    ...   \n",
       "29975  tiên vương/tiên vượng/tiến vương/tiến vượng     先王   \n",
       "29982                           tinh khí/tinh khất     精气   \n",
       "29988                                 cô nô/gia nô     家奴   \n",
       "30002                                      an thần     安神   \n",
       "30030                            giao cáp/giao hợp     交合   \n",
       "\n",
       "                                                 meaning     matched  \\\n",
       "57     có thể/khả dĩ/có khả năng/có năng lực/cho phép...      khả dĩ   \n",
       "66     Trung Quốc/Trung Hoa Trung Quốc/China/nước cộn...  trung quốc   \n",
       "81                             hiện tại/hiện nay/bây giờ    hiện tại   \n",
       "88              thời gian/giờ/khoảng thời gian/thời điểm   thời gian   \n",
       "96     vấn đề/câu hỏi/đề hỏi/quan trọng/mấu chốt/chuy...      vấn đề   \n",
       "...                                                  ...         ...   \n",
       "29975                                 tiên vương/tiên đế  tiên vương   \n",
       "29982                                           tinh khí    tinh khí   \n",
       "29988                               gia nô/đầy tớ/tôi tớ      gia nô   \n",
       "30002                                an thần/làm yên tâm     an thần   \n",
       "30030                        giao hợp/tính giao/giao cấu    giao hợp   \n",
       "\n",
       "       chinese_rank matched_cleaned  index  \n",
       "57                5          khả dĩ      1  \n",
       "66                8      trung quốc      2  \n",
       "81               13        hiện tại      3  \n",
       "88               16       thời gian      4  \n",
       "96               18          vấn đề      5  \n",
       "...             ...             ...    ...  \n",
       "29975         28899      tiên vương   5014  \n",
       "29982         28906        tinh khí   5015  \n",
       "29988         28912          gia nô   5016  \n",
       "30002         28926         an thần   5017  \n",
       "30030         28954        giao hợp   5018  \n",
       "\n",
       "[5018 rows x 12 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_matched = df_multisyllabic.drop(\n",
    "    df_multisyllabic[df_multisyllabic['matched_cleaned'].apply(lambda x:not x)].index\n",
    ")\n",
    "df_matched['index'] = df_matched.reset_index().index + 1\n",
    "df_matched"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "798f6a0b-2c0c-4800-b75f-ae0faa615416",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_matched.to_csv(\n",
    "    'outputs/chinese-hanviet-cognates.tsv', sep='\\t', index=False,\n",
    "    columns=['chinese_rank', 'frequency', 'word', 'traditional', 'pinyin', 'matched_cleaned', 'meaning'],\n",
    "    header=['chinese word ranking', 'frequency', 'word', 'traditional', 'pinyin', 'hanviet', 'meaning']\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e34ba524-85de-448d-99b1-8a03d7e63c81",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|   index |   chinese word ranking |   frequency | word   | traditional   | pinyin    | hanviet           | meaning                                                                                                                                                                                                     |\n",
      "|--------:|-----------------------:|------------:|:-------|:--------------|:----------|:------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\n",
      "|       1 |                      5 |     1332.15 | 可以   | 可以          | kěyǐ      | khả dĩ            | có thể/khả dĩ/có khả năng/có năng lực/cho phép/được phép/tốt/giỏi/hay/lợi hại/ghê hồn/cừ khôi/ghê gớm                                                                                                       |\n",
      "|       2 |                      8 |     1106.78 | 中国   | 中國          | zhōngguó  | trung quốc        | Trung Quốc/Trung Hoa Trung Quốc/China/nước cộng hoà nhân dân Trung Hoa                                                                                                                                      |\n",
      "|       3 |                     13 |      916.48 | 现在   | 現在          | xiànzài   | hiện tại          | hiện tại/hiện nay/bây giờ                                                                                                                                                                                   |\n",
      "|       4 |                     16 |      831.2  | 时间   | 時間          | shíjiān   | thời gian         | thời gian/giờ/khoảng thời gian/thời điểm                                                                                                                                                                    |\n",
      "|       5 |                     18 |      775.81 | 问题   | 問題          | wèntí     | vấn đề            | vấn đề/câu hỏi/đề hỏi/quan trọng/mấu chốt/chuyện/trở ngại/trắc trở                                                                                                                                          |\n",
      "|       6 |                     20 |      734.66 | 工作   | 工作          | gōngzuò   | công tác          | công tác/làm việc/việc làm/nghề nghiệp/công việc/nhiệm vụ/nghiệp vụ                                                                                                                                         |\n",
      "|       7 |                     23 |      621.34 | 学生   | 學生          | xuéshēng  | học sinh          | đệ tử/học sinh/học trò/con trai                                                                                                                                                                             |\n",
      "|       8 |                     24 |      601.9  | 所以   | 所以          | suǒyǐ     | sở dĩ             | cho nên/sở dĩ/đó là lí do mà/nguyên cớ/vì sao/nguyên do                                                                                                                                                     |\n",
      "|       9 |                     31 |      568.4  | 生活   | 生活          | shēnghuó  | sinh hoạt         | cuộc sống/sinh hoạt/đời sống/sinh tồn/tồn tại/mức sống/việc/công việc                                                                                                                                       |\n",
      "|      10 |                     36 |      523.07 | 大家   | 大家          | dàjiā     | đại gia           | mọi người/đại gia/chuyên gia/người nổi tiếng/bậc thầy/họ lớn/thế gia vọng tộc                                                                                                                               |\n",
      "|      11 |                     37 |      517.6  | 可能   | 可能          | kěnéng    | khả năng          | có thể/khả năng/khả thi/thực hiện được/làm được/có lẽ/hoặc giả/chắc là                                                                                                                                      |\n",
      "|      12 |                     47 |      470.89 | 东西   | 東西          | dōngxī    | đông tây          | đồ vật này nọ/đông tây/phía đông và phía tây/từ đông sang tây/đồ/vật/thứ/đồ đạc/đồ vật đồ                                                                                                                   |\n",
      "|      13 |                     48 |      467.23 | 北京   | 北京          | běijīng   | bắc kinh          | Bắc Kinh/Beijing                                                                                                                                                                                            |\n",
      "|      14 |                     52 |      439.7  | 地方   | 地方          | dìfāng    | địa phương        | địa phương/chỗ/bản xứ/bản địa/nơi ấy/chốn ấy/nơi/vùng/miền bộ phận/phần                                                                                                                                     |\n",
      "|      15 |                     54 |      435.13 | 非常   | 非常          | fēicháng  | phi thường        | phi thường/đặc biệt/bất thường/không bình thường/rất/vô cùng/cực kỳ/hết sức                                                                                                                                 |\n",
      "|      16 |                     55 |      434.38 | 发现   | 發現          | fāxiàn    | phát hiện         | phát hiện/tìm ra/tìm tòi/phát giác/cảm thấy                                                                                                                                                                 |\n",
      "|      17 |                     56 |      428.48 | 不过   | 不過          | bùguò     | bất quá           | bất quá/cực kỳ/hết mức/nhất trên đời/hơn hết/vừa mới/vừa/chỉ/chẳng qua/chỉ vì/chỉ có/nhưng/nhưng mà/có điều là/song/chỉ có điều                                                                             |\n",
      "|      18 |                     60 |      417.63 | 世界   | 世界          | shìjiè    | thế giới          | thế giới/vũ trụ/trái đất/thời buổi                                                                                                                                                                          |\n",
      "|      19 |                     62 |      410.19 | 一定   | 一定          | yīdìng    | nhất định         | nhất định/chính xác/quy định/tất nhiên/cần phải/chắc chắn/riêng                                                                                                                                             |\n",
      "|      20 |                     64 |      405.86 | 进行   | 進行          | jìnxíng   | tiến hành         | tiến hành/làm/tiến lên/tiến tới/tiến lên phía trước                                                                                                                                                         |\n",
      "|      21 |                     66 |      402.71 | 公司   | 公司          | gōngsī    | công ty           | công ty/hãng                                                                                                                                                                                                |\n",
      "|      22 |                     69 |      391.68 | 朋友   | 朋友          | péngyǒu   | bằng hữu          | bằng hữu/bạn bè/bạn/người yêu                                                                                                                                                                               |\n",
      "|      23 |                     70 |      389.11 | 国家   | 國家          | guójiā    | quốc gia          | quốc gia/nhà nước/đất nước/lãnh thổ                                                                                                                                                                         |\n",
      "|      24 |                     72 |      387.14 | 所有   | 所有          | suǒyǒu    | sở hữu            | tất cả/sở hữu/vật sở hữu/hết thảy/toàn bộ                                                                                                                                                                   |\n",
      "|      25 |                     73 |      382.93 | 个人   | 個人          | gèrén     | cá nhân           | cá nhân/người/riêng tôi/cá nhân tôi                                                                                                                                                                         |\n",
      "|      26 |                     74 |      377.52 | 发展   | 發展          | fāzhǎn    | phát triển        | phát triển/mở rộng/khuếch trương                                                                                                                                                                            |\n",
      "|      27 |                     75 |      374.82 | 最后   | 最後          | zùihòu    | tối hậu           | cuối cùng/tối hậu/sau cùng                                                                                                                                                                                  |\n",
      "|      28 |                     79 |      365.5  | 电话   | 電話          | diànhuà   | điện thoại        | điện thoại/máy điện thoại/dây nói                                                                                                                                                                           |\n",
      "|      29 |                     82 |      363.35 | 学习   | 學習          | xuéxí     | học tập           | học tập/học                                                                                                                                                                                                 |\n",
      "|      30 |                     86 |      347.8  | 当时   | 當時          | dāngshí   | đương thời        | lúc ấy/lúc đó/khi đó/đương thời/lập tức/liền/ngay lúc đó/ngay lúc ấy                                                                                                                                        |\n",
      "|      31 |                     87 |      344.15 | 情况   | 情況          | qíngkuàng | tình huống        | tình huống/tình hình                                                                                                                                                                                        |\n",
      "|      32 |                     89 |      343.32 | 社会   | 社會          | shèhùi    | xã hội            | xã hội/hình thái xã hội                                                                                                                                                                                     |\n",
      "|      33 |                     91 |      339.89 | 希望   | 希望          | xīwàng    | hi vọng/hy vọng   | hy vọng/mong muốn/ước ao/mong/ý muốn/ước muốn/nguyện vọng/niềm hi vọng/mong ngóng                                                                                                                           |\n",
      "|      34 |                     93 |      331.77 | 感觉   | 感覺          | gǎnjué    | cảm giác          | cảm giác/cảm thấy/cho rằng                                                                                                                                                                                  |\n",
      "|      35 |                     94 |      331.4  | 记者   | 記者          | jìzhě     | ký giả            | phóng viên/ký giả/nhà báo                                                                                                                                                                                   |\n",
      "|      36 |                     95 |      331.28 | 女人   | 女人          | nv̌rén     | nữ nhân           | nữ nhân/phụ nữ/đàn bà/vợ                                                                                                                                                                                    |\n",
      "|      37 |                     96 |      326.67 | 第二   | 第二          | dìèr      | đệ nhị            | đệ nhị/thứ hai                                                                                                                                                                                              |\n",
      "|      38 |                     97 |      325.21 | 其实   | 其實          | qíshí     | kỳ thật           | kỳ thật/kỳ thực/thực ra                                                                                                                                                                                     |\n",
      "|      39 |                     98 |      325.1  | 事情   | 事情          | shìqíng   | sự tình           | sự tình/chuyện/sự việc                                                                                                                                                                                      |\n",
      "|      40 |                    104 |      303.44 | 过去   | 過去          | guòqù     | quá khứ           | quá khứ/đi tới/đã qua/trước đây/đi qua/qua/mất/chết/tạ thế                                                                                                                                                  |\n",
      "|      41 |                    106 |      299.29 | 教育   | 教育          | jiàoyù    | giáo dục          | giáo dục/đào tạo/dạy dỗ/dạy bảo/chỉ dẫn/chỉ thị/dạy                                                                                                                                                         |\n",
      "|      42 |                    108 |      296.8  | 文化   | 文化          | wénhuà    | văn hóa           | văn hóa/văn hoá                                                                                                                                                                                             |\n",
      "|      43 |                    109 |      293.61 | 特别   | 特別          | tèbié     | đặc biệt          | đặc biệt/vô cùng/rất/riêng biệt/chuyên biệt/càng/nhất là                                                                                                                                                    |\n",
      "|      44 |                    111 |      289.96 | 当然   | 當然          | dāngrán   | đương nhiên       | đương nhiên/nên như thế/phải thế/tất nhiên/dĩ nhiên                                                                                                                                                         |\n",
      "|      45 |                    112 |      289.89 | 要求   | 要求          | yàoqíu    | yêu cầu           | yêu cầu/đòi hỏi/hi vọng/nguyện vọng                                                                                                                                                                         |\n",
      "|      46 |                    115 |      283.2  | 不同   | 不同          | bùtóng    | bất đồng          | bất đồng/khác nhau/khác biệt                                                                                                                                                                                |\n",
      "|      47 |                    116 |      280.62 | 出现   | 出現          | chūxiàn   | xuất hiện         | xuất hiện/nảy sinh/ló ra/nổi lên/hiện ra                                                                                                                                                                    |\n",
      "|      48 |                    117 |      279.59 | 重要   | 重要          | zhòngyào  | trọng yếu         | trọng yếu/quan trọng                                                                                                                                                                                        |\n",
      "|      49 |                    118 |      279.48 | 通过   | 通過          | tōngguò   | thông qua         | thông qua/đi qua/qua                                                                                                                                                                                        |\n",
      "|      50 |                    119 |      279.16 | 市场   | 市場          | shìcháng  | thị trường        | thị trường/chợ                                                                                                                                                                                              |\n",
      "|      51 |                    120 |      278.73 | 日本   | 日本          | rìběn     | nhật bản          | Nhật Bổn/Nhật bản                                                                                                                                                                                           |\n",
      "|      52 |                    124 |      273.66 | 英语   | 英語          | yīngyǔ    | anh ngữ           | tiếng Anh/Anh ngữ/Anh văn                                                                                                                                                                                   |\n",
      "|      53 |                    125 |      271.66 | 一切   | 一切          | yīqiē     | nhất thiết        | hết thảy/tất cả/mọi/mọi thứ/toàn bộ/nhất thiết/hết thẩy                                                                                                                                                     |\n",
      "|      54 |                    126 |      269.91 | 活动   | 活動          | huódòng   | hoạt động         | hoạt động/chuyển động/vận động/theo mục đích/vì mục đích nào đó/hành động có mục đích/lay động/lung lay/không ổn định/đung đưa/lắc lư/linh hoạt/di động/không cố định/sinh hoạt/chạy chọt/đút lót/mua chuộc |\n",
      "|      55 |                    128 |      268.61 | 大学   | 大學          | dàxué     | đại học           | đại học                                                                                                                                                                                                     |\n",
      "|      56 |                    129 |      267.09 | 主要   | 主要          | zhǔyào    | chủ yếu           | chủ yếu/chính                                                                                                                                                                                               |\n",
      "|      57 |                    130 |      266.28 | 经济   | 經濟          | jīngjì    | kinh tế           | kinh tế/lợi hại/mức sống/đời sống/tiết kiệm/đỡ tốn kém/hạn chế/trị nước/trị quốc                                                                                                                            |\n",
      "|      58 |                    131 |      265.54 | 同时   | 同時          | tóngshí   | đồng thời         | đồng thời/song song/trong khi/cùng lúc/hơn nữa                                                                                                                                                              |\n",
      "|      59 |                    132 |      265.42 | 研究   | 研究          | yánjīu    | nghiên cứu        | nghiên cứu/tìm tòi học hỏi                                                                                                                                                                                  |\n",
      "|      60 |                    133 |      264.11 | 关系   | 關係          | guānxì    | quan hệ           | quan hệ/liên quan/liên quan đến/quan hệ đến/quan trọng/hệ trọng/nguyên nhân/điều kiện/giấy chứng nhận/liên hệ/quan hệ tới                                                                                   |\n",
      "|      61 |                    138 |      257.68 | 作者   | 作者          | zuòzhě    | tác giả           | tác giả/tác gia                                                                                                                                                                                             |\n",
      "|      62 |                    140 |      255.71 | 发生   | 發生          | fāshēng   | phát sinh         | phát sinh/sinh ra/xảy ra/sản sinh/phôi thai/trứng phát triển                                                                                                                                                |\n",
      "|      63 |                    141 |      254.63 | 评论   | 評論          | pínglùn   | bình luận         | bình luận/nhận xét/bài bình luận                                                                                                                                                                            |\n",
      "|      64 |                    143 |      254.2  | 企业   | 企業          | qǐyè      | xí nghiệp         | xí nghiệp                                                                                                                                                                                                   |\n",
      "|      65 |                    144 |      254.05 | 方面   | 方面          | fāngmiàn  | phương diện       | phương diện/mặt/phía                                                                                                                                                                                        |\n",
      "|      66 |                    145 |      252.86 | 电影   | 電影          | diànyǐng  | điện ảnh          | điện ảnh/phim/chiếu bóng                                                                                                                                                                                    |\n",
      "|      67 |                    148 |      248.2  | 上海   | 上海          | shànghǎi  | thượng hải        | Thượng Hải/thành phố Thượng Hải                                                                                                                                                                             |\n",
      "|      68 |                    149 |      247.87 | 城市   | 城市          | chéngshì  | thành thị         | thành thị/đô thị/thành phố                                                                                                                                                                                  |\n",
      "|      69 |                    151 |      244.47 | 使用   | 使用          | shǐyòng   | sử dụng           | sử dụng/dùng                                                                                                                                                                                                |\n",
      "|      70 |                    152 |      244.28 | 发表   | 發表          | fābiǎo    | phát biểu         | phát biểu/tuyên bố/công bố/nói/đăng/đăng tải                                                                                                                                                                |\n",
      "|      71 |                    153 |      243.38 | 甚至   | 甚至          | shénzhì   | thậm chí          | thậm chí/ngay cả/đến nỗi                                                                                                                                                                                    |\n",
      "|      72 |                    154 |      241.01 | 准备   | 準備          | zhǔnbèi   | chuẩn bị          | chuẩn bị/dự định/định/định bụng                                                                                                                                                                             |\n",
      "|      73 |                    159 |      239.06 | 先生   | 先生          | xiānshēng | tiên sinh         | tiên sinh/thầy/thầy giáo/ngài/chồng/thầy thuốc/ông lang/thầy ký/tài phú/thầy bói                                                                                                                            |\n",
      "|      74 |                    162 |      237.82 | 结果   | 結果          | jiéguǒ    | kết quả           | kết quả/ra quả/ra trái/rút cuộc/thành quả/hậu quả/tác động/kết liễu/giết/xử                                                                                                                                 |\n",
      "|      75 |                    164 |      234.2  | 管理   | 管理          | guǎnlǐ    | quản lí/quản lý   | quản lý/phụ trách/trông nom/bảo quản và sắp xếp/trông coi                                                                                                                                                   |\n",
      "|      76 |                    165 |      234.01 | 突然   | 突然          | tūrán     | đột nhiên         | đột nhiên/bỗng nhiên/bất thình lình/chợt                                                                                                                                                                    |\n",
      "|      77 |                    166 |      230.59 | 选择   | 選擇          | xuǎnzé    | tuyển trạch       | lựa chọn/tuyển trạch/tuyển chọn                                                                                                                                                                             |\n",
      "|      78 |                    167 |      228.87 | 回复   | 回復          | húifù     | hồi phục          | hồi phục/trả lời/phúc đáp/hồi âm/phục hồi/khôi phục                                                                                                                                                         |\n",
      "|      79 |                    169 |      228.33 | 父亲   | 父親          | fùqīn     | phụ thân          | phụ thân/bố/cha/ba                                                                                                                                                                                          |\n",
      "|      80 |                    172 |      226.59 | 声音   | 聲音          | shēngyīn  | thanh âm          | thanh âm/âm thanh/tiếng tăm/tiếng động                                                                                                                                                                      |\n",
      "|      81 |                    175 |      223.22 | 内容   | 內容          | nèiróng   | nội dung          | nội dung                                                                                                                                                                                                    |\n",
      "|      82 |                    176 |      221.99 | 完全   | 完全          | wánquán   | hoàn toàn         | hoàn toàn/đầy đủ/trọn vẹn                                                                                                                                                                                   |\n",
      "|      83 |                    178 |      220.78 | 文章   | 文章          | wénzhāng  | văn chương        | văn vẻ/văn chương/bài văn/bài báo/tác phẩm/ẩn ý/ngụ ý/biện pháp/cách làm                                                                                                                                    |\n",
      "|      84 |                    179 |      220.23 | 人员   | 人員          | rényuán   | nhân viên         | nhân viên/công chức                                                                                                                                                                                         |\n",
      "|      85 |                    181 |      219.81 | 参加   | 參加          | cānjiā    | tham gia          | tham gia/gia nhập/tham dự/dự/đề xuất/đưa ra/cho/góp                                                                                                                                                         |\n",
      "|      86 |                    185 |      216.27 | 历史   | 歷史          | lìshǐ     | lịch sử           | lịch sử/trong lịch sử/ghi chép những sự việc đã qua/môn lịch sử/lịch sử học                                                                                                                                 |\n",
      "|      87 |                    186 |      215.99 | 母亲   | 母親          | mǔqīn     | mẫu thân          | mẫu thân/mẹ/má/me/u                                                                                                                                                                                         |\n",
      "|      88 |                    192 |      213.58 | 技术   | 技術          | jìzhú     | kĩ thuật/kỹ thuật | kỹ thuật/trang bị kỹ thuật/trang thiết bị                                                                                                                                                                   |\n",
      "|      89 |                    194 |      209.72 | 继续   | 繼續          | jìxù      | kế tục            | tiếp tục/kế tục/kéo dài/kế thừa/tiếp nối                                                                                                                                                                    |\n",
      "|      90 |                    195 |      209.43 | 影响   | 影響          | yǐngxiǎng | ảnh hưởng         | ảnh hưởng/bị ảnh hưởng/chịu ảnh hưởng/vô căn cứ/đồn đại                                                                                                                                                     |\n",
      "|      91 |                    196 |      209.02 | 服务   | 服務          | fúwù      | phục vụ           | phục vụ/phụng sự                                                                                                                                                                                            |\n",
      "|      92 |                    199 |      208.52 | 决定   | 決定          | juédìng   | quyết định        | quyết định/định đoạt/việc quyết định/tác dụng chủ đạo                                                                                                                                                       |\n",
      "|      93 |                    200 |      208.42 | 方式   | 方式          | fāngshì   | phương thức       | phương thức/cách thức/cách/kiểu                                                                                                                                                                             |\n",
      "|      94 |                    204 |      204.64 | 表示   | 表示          | biǎoshì   | biểu thị          | tỏ vẻ/biểu thị/bày tỏ/tỏ ý/ngỏ lời/có ý nghĩa/biểu hiện/chứng tỏ/dấu hiệu/tỏ                                                                                                                                |\n",
      "|      95 |                    208 |      201.14 | 原来   | 原來          | yuánlái   | nguyên lai        | nguyên lai/ban sơ/lúc đầu/vốn/vốn dĩ/té ra/hoá ra/thì ra                                                                                                                                                    |\n",
      "|      96 |                    210 |      199.82 | 国际   | 國際          | guójì     | quốc tế           | quốc tế                                                                                                                                                                                                     |\n",
      "|      97 |                    212 |      199.29 | 无法   | 無法          | wúfǎ      | vô pháp           | không thể/vô pháp/không cách nào/vô phương/vô kế/không có cách gì/không còn cách nào                                                                                                                        |\n",
      "|      98 |                    213 |      198.21 | 专业   | 專業          | zhuānyè   | chuyên nghiệp     | chuyên nghiệp/môn/bộ môn/chuyên ngành                                                                                                                                                                       |\n",
      "|      99 |                    221 |      192.09 | 包括   | 包括          | bāokuò    | bao quát          | chính là/bao quát/bao gồm/gồm/có/gồm có/tính đến/kể cả/chất chứa                                                                                                                                            |\n",
      "|     100 |                    223 |      191.54 | 离开   | 離開          | líkāi     | li khai/ly khai   | rời đi/ly khai/rời khỏi/tách khỏi                                                                                                                                                                           |\n"
     ]
    }
   ],
   "source": [
    "# copy this to README.md appendix\n",
    "\n",
    "print(df_matched[\n",
    "    ['index', 'chinese_rank', 'frequency', 'word', 'traditional', 'pinyin', 'matched_cleaned', 'meaning']\n",
    "].head(100).to_markdown(index=False, headers=\n",
    "    ['index', 'chinese word ranking', 'frequency', 'word', 'traditional', 'pinyin', 'hanviet', 'meaning']\n",
    "))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "b78e75dc-f5ab-4a46-8826-8c8fb3135842",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rank</th>\n",
       "      <th>frequency</th>\n",
       "      <th>word</th>\n",
       "      <th>pinyin</th>\n",
       "      <th>traditional</th>\n",
       "      <th>hanviet</th>\n",
       "      <th>phrase</th>\n",
       "      <th>meaning</th>\n",
       "      <th>matched</th>\n",
       "      <th>chinese_rank</th>\n",
       "      <th>matched_cleaned</th>\n",
       "      <th>index</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>25</td>\n",
       "      <td>2837.94</td>\n",
       "      <td>我们</td>\n",
       "      <td>wǒmen</td>\n",
       "      <td>我們</td>\n",
       "      <td>ngã môn</td>\n",
       "      <td>我们</td>\n",
       "      <td>chúng ta/chúng tôi/chúng tao/chúng tớ</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>32</td>\n",
       "      <td>2157.07</td>\n",
       "      <td>没有</td>\n",
       "      <td>méiyǒu</td>\n",
       "      <td>沒有</td>\n",
       "      <td>một dựu/một hữu</td>\n",
       "      <td>没有</td>\n",
       "      <td>không có/không/không bằng/không đủ/không tới/k...</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>42</td>\n",
       "      <td>1921.32</td>\n",
       "      <td>自己</td>\n",
       "      <td>zìjǐ</td>\n",
       "      <td>自己</td>\n",
       "      <td>tự kỷ</td>\n",
       "      <td>自己</td>\n",
       "      <td>chính mình/chính/tự mình/bản thân/mình/nhà</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>48</td>\n",
       "      <td>1674.90</td>\n",
       "      <td>他们</td>\n",
       "      <td>tāmen</td>\n",
       "      <td>他們</td>\n",
       "      <td>tha môn</td>\n",
       "      <td>他们</td>\n",
       "      <td>bọn họ/chúng nó/họ</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>60</td>\n",
       "      <td>1512.01</td>\n",
       "      <td>什么</td>\n",
       "      <td>shíyāo</td>\n",
       "      <td>什麼</td>\n",
       "      <td>thập ma/thập yêu</td>\n",
       "      <td>什么</td>\n",
       "      <td>cái gì/gì/nào/gì đó/nhậm chỉ/mọi thứ/nấy/cái q...</td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30027</th>\n",
       "      <td>49983</td>\n",
       "      <td>0.63</td>\n",
       "      <td>进香</td>\n",
       "      <td>jìnxiāng</td>\n",
       "      <td>進香</td>\n",
       "      <td>tiến hương</td>\n",
       "      <td>进香</td>\n",
       "      <td>dâng hương/thắp hương/hành hương</td>\n",
       "      <td></td>\n",
       "      <td>28951</td>\n",
       "      <td></td>\n",
       "      <td>23935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30028</th>\n",
       "      <td>49984</td>\n",
       "      <td>0.63</td>\n",
       "      <td>白肉</td>\n",
       "      <td>báiròu</td>\n",
       "      <td>白肉</td>\n",
       "      <td>bạch nhụ/bạch nhục/bạch nậu</td>\n",
       "      <td>白肉</td>\n",
       "      <td>thịt luộc/thịt lợn luộc</td>\n",
       "      <td></td>\n",
       "      <td>28952</td>\n",
       "      <td></td>\n",
       "      <td>23936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30029</th>\n",
       "      <td>49985</td>\n",
       "      <td>0.63</td>\n",
       "      <td>成林</td>\n",
       "      <td>chénglín</td>\n",
       "      <td>成林</td>\n",
       "      <td>thành lâm</td>\n",
       "      <td>成林</td>\n",
       "      <td>thành rừng</td>\n",
       "      <td></td>\n",
       "      <td>28953</td>\n",
       "      <td></td>\n",
       "      <td>23937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30031</th>\n",
       "      <td>49994</td>\n",
       "      <td>0.63</td>\n",
       "      <td>暖烘烘</td>\n",
       "      <td>nuǎnhōnghōng</td>\n",
       "      <td>暖烘烘</td>\n",
       "      <td>noãn hồng hồng</td>\n",
       "      <td>暖烘烘</td>\n",
       "      <td>ấm áp dễ chịu</td>\n",
       "      <td></td>\n",
       "      <td>28955</td>\n",
       "      <td></td>\n",
       "      <td>23938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30032</th>\n",
       "      <td>49997</td>\n",
       "      <td>0.63</td>\n",
       "      <td>封建制度</td>\n",
       "      <td>fēngjiànzhìdù</td>\n",
       "      <td>封建制度</td>\n",
       "      <td>phong kiến chế đạc/phong kiến chế độ/phong kiể...</td>\n",
       "      <td>封建制度</td>\n",
       "      <td>chế độ phong kiến</td>\n",
       "      <td></td>\n",
       "      <td>28956</td>\n",
       "      <td></td>\n",
       "      <td>23939</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23939 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        rank  frequency  word         pinyin traditional  \\\n",
       "20        25    2837.94    我们          wǒmen          我們   \n",
       "26        32    2157.07    没有         méiyǒu          沒有   \n",
       "34        42    1921.32    自己           zìjǐ          自己   \n",
       "39        48    1674.90    他们          tāmen          他們   \n",
       "49        60    1512.01    什么         shíyāo          什麼   \n",
       "...      ...        ...   ...            ...         ...   \n",
       "30027  49983       0.63    进香       jìnxiāng          進香   \n",
       "30028  49984       0.63    白肉         báiròu          白肉   \n",
       "30029  49985       0.63    成林       chénglín          成林   \n",
       "30031  49994       0.63   暖烘烘   nuǎnhōnghōng         暖烘烘   \n",
       "30032  49997       0.63  封建制度  fēngjiànzhìdù        封建制度   \n",
       "\n",
       "                                                 hanviet phrase  \\\n",
       "20                                               ngã môn     我们   \n",
       "26                                       một dựu/một hữu     没有   \n",
       "34                                                 tự kỷ     自己   \n",
       "39                                               tha môn     他们   \n",
       "49                                      thập ma/thập yêu     什么   \n",
       "...                                                  ...    ...   \n",
       "30027                                         tiến hương     进香   \n",
       "30028                        bạch nhụ/bạch nhục/bạch nậu     白肉   \n",
       "30029                                          thành lâm     成林   \n",
       "30031                                     noãn hồng hồng    暖烘烘   \n",
       "30032  phong kiến chế đạc/phong kiến chế độ/phong kiể...   封建制度   \n",
       "\n",
       "                                                 meaning matched  \\\n",
       "20                 chúng ta/chúng tôi/chúng tao/chúng tớ           \n",
       "26     không có/không/không bằng/không đủ/không tới/k...           \n",
       "34            chính mình/chính/tự mình/bản thân/mình/nhà           \n",
       "39                                    bọn họ/chúng nó/họ           \n",
       "49     cái gì/gì/nào/gì đó/nhậm chỉ/mọi thứ/nấy/cái q...           \n",
       "...                                                  ...     ...   \n",
       "30027                   dâng hương/thắp hương/hành hương           \n",
       "30028                            thịt luộc/thịt lợn luộc           \n",
       "30029                                         thành rừng           \n",
       "30031                                      ấm áp dễ chịu           \n",
       "30032                                  chế độ phong kiến           \n",
       "\n",
       "       chinese_rank matched_cleaned  index  \n",
       "20                0                      1  \n",
       "26                1                      2  \n",
       "34                2                      3  \n",
       "39                3                      4  \n",
       "49                4                      5  \n",
       "...             ...             ...    ...  \n",
       "30027         28951                  23935  \n",
       "30028         28952                  23936  \n",
       "30029         28953                  23937  \n",
       "30031         28955                  23938  \n",
       "30032         28956                  23939  \n",
       "\n",
       "[23939 rows x 12 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_not_matched = df_multisyllabic.drop(\n",
    "    df_multisyllabic[df_multisyllabic['matched_cleaned'].apply(lambda x:bool(x))].index\n",
    ")\n",
    "df_not_matched['index'] = df_not_matched.reset_index().index + 1\n",
    "df_not_matched"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "b3624571-2265-47f3-9627-48708da82971",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_not_matched.to_csv(\n",
    "    'outputs/chinese-hanviet-non-cognates.tsv', sep='\\t', index=False,\n",
    "    columns=['chinese_rank', 'frequency', 'word', 'traditional', 'pinyin', 'hanviet', 'meaning'],\n",
    "    header=['chinese word ranking', 'frequency', 'word', 'traditional', 'pinyin', 'hanviet', 'meaning']\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "8af99f1b-0f08-4c13-9bda-f37a48a3a408",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|   index |   chinese word ranking |   frequency | word   | traditional   | pinyin    | hanviet                                                                                                | meaning                                                                                                                                                  |\n",
      "|--------:|-----------------------:|------------:|:-------|:--------------|:----------|:-------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------|\n",
      "|       1 |                      0 |     2837.94 | 我们   | 我們          | wǒmen     | ngã môn                                                                                                | chúng ta/chúng tôi/chúng tao/chúng tớ                                                                                                                    |\n",
      "|       2 |                      1 |     2157.07 | 没有   | 沒有          | méiyǒu    | một dựu/một hữu                                                                                        | không có/không/không bằng/không đủ/không tới/không đến/chưa/chưa từng/chưa hề                                                                            |\n",
      "|       3 |                      2 |     1921.32 | 自己   | 自己          | zìjǐ      | tự kỷ                                                                                                  | chính mình/chính/tự mình/bản thân/mình/nhà                                                                                                               |\n",
      "|       4 |                      3 |     1674.9  | 他们   | 他們          | tāmen     | tha môn                                                                                                | bọn họ/chúng nó/họ                                                                                                                                       |\n",
      "|       5 |                      4 |     1512.01 | 什么   | 什麼          | shíyāo    | thập ma/thập yêu                                                                                       | cái gì/gì/nào/gì đó/nhậm chỉ/mọi thứ/nấy/cái quái gì/hả/nào là                                                                                           |\n",
      "|       6 |                      6 |     1319.29 | 这个   | 這個          | zhègè     | giá cá/nghiện cá                                                                                       | này/cái này/việc này/vật này/quá/rất                                                                                                                     |\n",
      "|       7 |                      7 |     1219.85 | 就是   | 就是          | jìushì    | tựu thị                                                                                                | chính là/hay/nhất định/cứ/đúng/dù cho/ngay cả...cũng                                                                                                     |\n",
      "|       8 |                      9 |     1048.04 | 知道   | 知道          | zhīdào    | tri đáo/tri đạo                                                                                        | biết/hiểu/rõ                                                                                                                                             |\n",
      "|       9 |                     10 |     1008.58 | 因为   | 因為          | yīnwèi    | nhân vi                                                                                                | bởi vì/bởi rằng                                                                                                                                          |\n",
      "|      10 |                     11 |      971.9  | 这样   | 這樣          | zhèyáng   | giá dạng/nghiện dạng                                                                                   | như vậy/như thế/thế này                                                                                                                                  |\n",
      "|      11 |                     12 |      933.87 | 时候   | 時候          | shíhòu    | thì hậu/thời hậu                                                                                       | thời điểm/thời gian/lúc/khi                                                                                                                              |\n",
      "|      12 |                     14 |      889.84 | 已经   | 已經          | yǐjīng    | dĩ kinh                                                                                                | đã muốn/đã/rồi                                                                                                                                           |\n",
      "|      13 |                     15 |      855.24 | 不是   | 不是          | bùshì     | bất thị/phi thị/phầu thị/phủ thị                                                                       | không phải/điều không phải/không đúng/chỗ sai/lỗi/thất lễ/người có lỗi                                                                                   |\n",
      "|      14 |                     17 |      828.91 | 还是   | 還是          | huánshì   | hoàn thị/toàn thị                                                                                      | vẫn là/chính/hay là/vẫn còn/vẫn/còn/không ngờ/có lẽ/hãy cứ/nên/cứ/hoặc/hay                                                                               |\n",
      "|      15 |                     19 |      770.52 | 如果   | 如果          | rúguǒ     | như quả                                                                                                | nếu/nếu như/nếu mà/ví bằng                                                                                                                               |\n",
      "|      16 |                     21 |      649.86 | 开始   | 開始          | kāishǐ    | khai thí/khai thủy                                                                                     | bắt đầu/khởi đầu/giai đoạn đầu/lúc đầu/bắt đầu tiến hành                                                                                                 |\n",
      "|      17 |                     22 |      621.84 | 但是   | 但是          | dànshì    | đãn thị                                                                                                | nhưng là/thế nhưng/nhưng/mà/nhưng mà                                                                                                                     |\n",
      "|      18 |                     25 |      597.97 | 第一   | 第一          | dìyī      | đệ nhất                                                                                                | thứ nhất/đệ nhất/đầu tiên/hạng nhất/bậc nhất/quan trọng nhất                                                                                             |\n",
      "|      19 |                     26 |      589.67 | 一些   | 一些          | yīxiē     | nhất ta/nhất tá                                                                                        | một ít/chút/một số/một phần/mấy/hơi/một chút/nhất ta                                                                                                     |\n",
      "|      20 |                     27 |      584.22 | 这些   | 這些          | zhèxiē    | giá ta/giá tá/nghiện ta/nghiện tá                                                                      | này đó/những ... này                                                                                                                                     |\n",
      "|      21 |                     28 |      580.38 | 还有   | 還有          | huányǒu   | hoàn dựu/hoàn hữu/toàn dựu/toàn hữu                                                                    | còn có                                                                                                                                                   |\n",
      "|      22 |                     29 |      575.77 | 觉得   | 覺得          | juédé     | giác đắc/giáo đắc                                                                                      | cảm thấy được/nghĩ/hiểu được/cảm thấy/thấy/cho rằng/thấy rằng                                                                                            |\n",
      "|      23 |                     30 |      572.1  | 怎么   | 怎麼          | zěnyāo    | chẩm ma/chẩm yêu                                                                                       | như thế nào/thế nào/sao/làm sao/thế/như thế/lắm                                                                                                          |\n",
      "|      24 |                     32 |      566.18 | 不能   | 不能          | bùnéng    | bất nai/bất năng/bất nại/phi nai/phi năng/phi nại/phầu nai/phầu năng/phầu nại/phủ nai/phủ năng/phủ nại | không thể/bất năng/không nổi/bất lực/không hiệu lực/không có khả năng/bất tài/không được phép/không đủ sức                                               |\n",
      "|      25 |                     33 |      565.46 | 孩子   | 孩子          | háizǐ     | hài tý/hài tử                                                                                          | đứa nhỏ/hài tử/nhi đồng/trẻ em/trẻ con/con nít/em bé/con cái/con                                                                                         |\n",
      "|      26 |                     34 |      555.38 | 起来   | 起來          | qǐlái     | khởi lai/khởi lãi                                                                                      | đứng lên/ngồi dậy/đứng dậy/ngủ dậy/thức dậy/nổi dậy/vùng lên/dâng lên/lên                                                                                |\n",
      "|      27 |                     35 |      534.48 | 一样   | 一樣          | yīyáng    | nhất dạng                                                                                              | giống nhau/như nhau/cũng như/cũng thế                                                                                                                    |\n",
      "|      28 |                     38 |      505.86 | 出来   | 出來          | chūlái    | xuất lai/xuất lãi/xích lai/xích lãi/xúy lai/xúy lãi                                                    | đi ra/ra/ra đây/xuất hiện/nảy ra/nổi lên/hiện ra/lòi ra                                                                                                  |\n",
      "|      29 |                     39 |      500.3  | 看到   | 看到          | kàndào    | khán đáo                                                                                               | nhìn đến/thấy/chứng kiến                                                                                                                                 |\n",
      "|      30 |                     40 |      492.7  | 那么   | 那麼          | nàyāo     | na ma/na yêu/nả ma/nả yêu                                                                              | như vậy/như thế/như thế đấy/thế đó/thế đấy/thì                                                                                                           |\n",
      "|      31 |                     41 |      490    | 也是   | 也是          | yěshì     | dã thị                                                                                                 | cũng là                                                                                                                                                  |\n",
      "|      32 |                     42 |      486.99 | 喜欢   | 喜歡          | xǐhuān    | hí hoan/hí hoàn/hỉ hoan/hỉ hoàn                                                                        | thích/yêu mến/ưa thích/vui mừng/mừng/vui vẻ                                                                                                              |\n",
      "|      33 |                     43 |      483.33 | 美国   | 美國          | měiguó    | mĩ quốc/mỹ quốc                                                                                        | nước Mỹ/Mỹ/Hoa Kỳ/Hiệp chủng quốc Hoa Kỳ/United States                                                                                                   |\n",
      "|      34 |                     44 |      481.97 | 很多   | 很多          | hěnduō    | ngận đa                                                                                                | rất nhiều                                                                                                                                                |\n",
      "|      35 |                     45 |      481.1  | 那个   | 那個          | nàgè      | na cá/nả cá                                                                                            | cái kia/cái đó/cái ấy/việc ấy/ghê lắm/ấy                                                                                                                 |\n",
      "|      36 |                     46 |      475.54 | 不会   | 不會          | bùhùi     | bất cối/bất hội/phi cối/phi hội/phầu cối/phầu hội/phủ cối/phủ hội                                      | sẽ không                                                                                                                                                 |\n",
      "|      37 |                     49 |      464.11 | 你们   | 你們          | nǐmen     | nhĩ môn                                                                                                | các ngươi/các ông/các bà/các anh/các chị                                                                                                                 |\n",
      "|      38 |                     50 |      457.96 | 这里   | 這裡          | zhèlǐ     | giá lí/giá lý/nghiện lí/nghiện lý                                                                      | nơi này/ở đây/nơi đây/tại đây                                                                                                                            |\n",
      "|      39 |                     51 |      444.28 | 一起   | 一起          | yīqǐ      | nhất khởi                                                                                              | cùng nhau/đồng thời/cùng nơi/cùng một chỗ/cùng/tổng cộng/cả thảy                                                                                         |\n",
      "|      40 |                     53 |      439.65 | 应该   | 應該          | yìnggāi   | ưng cai/ứng cai                                                                                        | hẳn là/nên/cần phải/phải                                                                                                                                 |\n",
      "|      41 |                     57 |      427.06 | 今天   | 今天          | jīntiān   | kim thiên                                                                                              | hôm nay/ngày hôm nay/hiện tại/trước mắt/kim thiên                                                                                                        |\n",
      "|      42 |                     58 |      425.12 | 这么   | 這麼          | zhèyāo    | giá ma/giá yêu/nghiện ma/nghiện yêu                                                                    | như vậy/như thế/thế này                                                                                                                                  |\n",
      "|      43 |                     59 |      424.73 | 只是   | 只是          | zhǐshì    | chi thị/chích thị/chỉ thị/kì thị                                                                       | chính là/chỉ là/chẳng qua là/chỉ/nhưng/nhưng mà                                                                                                          |\n",
      "|      44 |                     61 |      416.46 | 然后   | 然後          | ránhòu    | nhiên hấu/nhiên hậu                                                                                    | sau đó/tiếp đó                                                                                                                                           |\n",
      "|      45 |                     63 |      406.24 | 可是   | 可是          | kěshì     | khả thị/khắc thị                                                                                       | chính là/thế nhưng/nhưng là/nhưng/nhưng mà ̣/thực là/đúng là/thật là                                                                                      |\n",
      "|      46 |                     65 |      404.45 | 一直   | 一直          | yīzhí     | nhất trực                                                                                              | vẫn/thẳng/thẳng tuốt/luôn luôn/suốt/liên tục/từ                                                                                                          |\n",
      "|      47 |                     67 |      400.22 | 而且   | 而且          | érqiě     | nhi thư/nhi thả                                                                                        | hơn nữa/mà còn/với lại                                                                                                                                   |\n",
      "|      48 |                     68 |      395.03 | 需要   | 需要          | xūyào     | nhu yêu/nhu yếu                                                                                        | cần/phải/yêu cầu/sự đòi hỏi                                                                                                                              |\n",
      "|      49 |                     71 |      388.91 | 只有   | 只有          | zhǐyǒu    | chi dựu/chi hữu/chích dựu/chích hữu/chỉ dựu/chỉ hữu/kì dựu/kì hữu                                      | chỉ có                                                                                                                                                   |\n",
      "|      50 |                     76 |      373.89 | 为了   | 為了          | wèile     | vi liễu/vi liệu                                                                                        | vì/để                                                                                                                                                    |\n",
      "|      51 |                     77 |      370.21 | 告诉   | 告訴          | gàosù     | cáo tố                                                                                                 | nói cho/tố cáo/tố giác/đi kiện                                                                                                                           |\n",
      "|      52 |                     78 |      368.51 | 认为   | 認為          | rènwèi    | nhận vi                                                                                                | cho rằng/cho là                                                                                                                                          |\n",
      "|      53 |                     80 |      365.25 | 学校   | 學校          | xuéxiào   | học giáo/học hiệu/học hào                                                                              | trường học/nhà trường                                                                                                                                    |\n",
      "|      54 |                     81 |      364.72 | 老师   | 老師          | lǎoshī    | lão sư                                                                                                 | lão sư/thầy cô giáo/bậc thầy                                                                                                                             |\n",
      "|      55 |                     83 |      361.48 | 不要   | 不要          | bùyào     | bất yêu/bất yếu/phi yêu/phi yếu/phầu yêu/phầu yếu/phủ yêu/phủ yếu                                      | không cần/không nên/muốn/đừng/cấm/không được/chớ/cố gắng đừng                                                                                            |\n",
      "|      56 |                     84 |      354.04 | 以后   | 以後          | yǐhòu     | dĩ hấu/dĩ hậu                                                                                          | về sau/sau đó/sau này/sau khi                                                                                                                            |\n",
      "|      57 |                     85 |      351.36 | 虽然   | 雖然          | sūirán    | tuy nhiên                                                                                              | tuy rằng/mặc dù/tuy là                                                                                                                                   |\n",
      "|      58 |                     88 |      343.75 | 之后   | 之後          | zhīhòu    | chi hấu/chi hậu                                                                                        | lúc sau/lúc/khi/sau/sau khi/sau đó                                                                                                                       |\n",
      "|      59 |                     90 |      342.76 | 比较   | 比較          | bǐjiào    | bì giác/bì giảo/bì giếu/bí giác/bí giảo/bí giếu/bỉ giác/bỉ giảo/bỉ giếu/tỉ giác/tỉ giảo/tỉ giếu        | có điều,so sánh/tương đối/dường như/so sánh/so với/hơn/khá                                                                                               |\n",
      "|      60 |                     92 |      336.8  | 为什么 | 為什麼        | wèishíyāo | vi thập ma/vi thập yêu                                                                                 | vì cái gì/vì sao/tại sao                                                                                                                                 |\n",
      "|      61 |                     99 |      317.6  | 有些   | 有些          | yǒuxiē    | dựu ta/dựu tá/hữu ta/hữu tá                                                                            | có chút/có/có một số/có một ít/hơi/có phần                                                                                                               |\n",
      "|      62 |                    100 |      315.95 | 到了   | 到了          | dàole     | đáo liễu/đáo liệu                                                                                      | tới rồi                                                                                                                                                  |\n",
      "|      63 |                    101 |      315.57 | 后来   | 後來          | hòulái    | hấu lai/hấu lãi/hậu lai/hậu lãi                                                                        | sau lại/về sau/sau này/sau/sau đó/đến sau/trưởng thành sau/kế thừa/kế tiếp/kế nghiệp                                                                     |\n",
      "|      64 |                    102 |      313.48 | 那些   | 那些          | nàxiē     | na ta/na tá/nả ta/nả tá                                                                                | này/những...ấy/những... đó/những... kia                                                                                                                  |\n",
      "|      65 |                    103 |      305.6  | 其他   | 其他          | qítā      | ki tha/kì tha/ký tha/kỳ tha                                                                            | mặt khác/cái khác/khác                                                                                                                                   |\n",
      "|      66 |                    105 |      300.65 | 同学   | 同學          | tóngxué   | đồng học                                                                                               | cùng học/học chung/bạn học/đồng môn/bạn cùng lớp/học trò/học sinh                                                                                        |\n",
      "|      67 |                    107 |      296.99 | 真的   | 真的          | zhēnde    | chân đích/chân để                                                                                      | thật sự/thực sự                                                                                                                                          |\n",
      "|      68 |                    110 |      290.48 | 成为   | 成為          | chéngwèi  | thành vi                                                                                               | trở thành/biến thành/trở nên                                                                                                                             |\n",
      "|      69 |                    113 |      286.96 | 妈妈   | 媽媽          | māmā      | ma ma/ma mụ/mụ ma/mụ mụ                                                                                | mụ mụ/mẹ/má/me/u/bầm/mẫu thân/mợ                                                                                                                         |\n",
      "|      70 |                    114 |      283.65 | 许多   | 許多          | xǔduō     | hổ đa/hứa đa/hử đa                                                                                     | rất nhiều/nhiều                                                                                                                                          |\n",
      "|      71 |                    121 |      277.91 | 于是   | 於是          | yúshì     | hu thị/vu thị/ô thị/ư thị                                                                              | vì thế/Vì vậy/thế là/ngay sau đó/liền/bèn                                                                                                                |\n",
      "|      72 |                    122 |      275.85 | 男人   | 男人          | nánrén    | nam nhân                                                                                               | nam nhân/trượng phu/chồng/đàn ông                                                                                                                        |\n",
      "|      73 |                    123 |      274.71 | 晚上   | 晚上          | wǎnshàng  | vãn thướng/vãn thượng                                                                                  | buổi tối/ban đêm/đêm tối                                                                                                                                 |\n",
      "|      74 |                    127 |      268.65 | 回来   | 回來          | húilái    | hối lai/hối lãi/hồi lai/hồi lãi                                                                        | trở về/quay lại/về/trở lại/quay về trở lại/quay về                                                                                                       |\n",
      "|      75 |                    134 |      260.95 | 下来   | 下來          | xiàlái    | há lai/há lãi/hạ lai/hạ lãi                                                                            | xuống dưới/xuống tới/xuống/lại/tiếp                                                                                                                      |\n",
      "|      76 |                    135 |      260.73 | 由于   | 由於          | yóuyú     | do hu/do vu/do ô/do ư                                                                                  | bởi vì/bởi/do                                                                                                                                            |\n",
      "|      77 |                    136 |      258.9  | 如何   | 如何          | rúhé      | như hà                                                                                                 | như thế nào/làm sao/thế nào/ra sao                                                                                                                       |\n",
      "|      78 |                    137 |      258.79 | 有人   | 有人          | yǒurén    | dựu nhân/hữu nhân                                                                                      | có người                                                                                                                                                 |\n",
      "|      79 |                    139 |      257.62 | 一般   | 一般          | yībān     | nhất ban/nhất bàn/nhất bát                                                                             | bình thường/giống nhau/như nhau/một loại/một thứ/thông thường/phổ biến                                                                                   |\n",
      "|      80 |                    142 |      254.39 | 任何   | 任何          | rènhé     | nhâm hà/nhậm hà                                                                                        | gì/bất luận cái gì                                                                                                                                       |\n",
      "|      81 |                    146 |      252.14 | 小时   | 小時          | xiǎoshí   | tiểu thì/tiểu thời                                                                                     | giờ/tiếng đồng hồ/giờ đồng hồ                                                                                                                            |\n",
      "|      82 |                    147 |      251    | 别人   | 別人          | biérén    | biệt nhân                                                                                              | người khác/kẻ khác/người ta                                                                                                                              |\n",
      "|      83 |                    150 |      247.07 | 必须   | 必須          | bìxū      | tất tu                                                                                                 | phải/nhất định phải/nhất thiết phải                                                                                                                      |\n",
      "|      84 |                    155 |      240.99 | 对于   | 對於          | dùiyú     | đối hu/đối vu/đối ô/đối ư                                                                              | đối với/về..                                                                                                                                             |\n",
      "|      85 |                    156 |      240.49 | 心里   | 心裡          | xīnlǐ     | tâm lí/tâm lý                                                                                          | trong lòng/ngực/trong tư tưởng/trong đầu/trong bụng                                                                                                      |\n",
      "|      86 |                    157 |      240.31 | 有点   | 有點          | yǒudiǎn   | dựu điểm/hữu điểm                                                                                      | có điểm/chút/có ít/có chút/hơi/có phần                                                                                                                   |\n",
      "|      87 |                    158 |      239.65 | 作为   | 作為          | zuòwèi    | tác vi                                                                                                 | làm/là/hành vi/hành động/thành tích/thành tựu/có thành tích/có triển vọng/làm nên/làm được/việc nên làm/cho rằng/xem như/coi như/với tư cách/lấy tư cách |\n",
      "|      88 |                    160 |      238.82 | 眼睛   | 眼睛          | yǎnjīng   | nhãn tình                                                                                              | ánh mắt/con mắt                                                                                                                                          |\n",
      "|      89 |                    161 |      237.93 | 人们   | 人們          | rénmen    | nhân môn                                                                                               | mọi người/người ta/nhân dân                                                                                                                              |\n",
      "|      90 |                    163 |      234.7  | 那里   | 那裡          | nàlǐ      | na lí/na lý/nả lí/nả lý                                                                                | nơi đó/nơi nào/đó/chỗ ấy/chỗ đó/nơi ấy                                                                                                                   |\n",
      "|      91 |                    168 |      228.36 | 看见   | 看見          | kànjiàn   | khán hiện/khán kiến                                                                                    | thấy/trông thấy/thấy được/nhìn thấy                                                                                                                      |\n",
      "|      92 |                    170 |      227.89 | 其中   | 其中          | qízhōng   | ki trung/ki trúng/kì trung/kì trúng/ký trung/ký trúng/kỳ trung/kỳ trúng                                | trong đó                                                                                                                                                 |\n",
      "|      93 |                    171 |      227.86 | 多少   | 多少          | duōshǎo   | đa thiếu/đa thiểu                                                                                      | nhiều ít/bao nhiêu/hoặc nhiều hoặc ít/hoặc ít hoặc nhiều/hơi/hơi hơi/có phần/mấy/bao nhiêu... bấy nhiêu/bấy nhiêu                                        |\n",
      "|      94 |                    173 |      224.67 | 得到   | 得到          | dédào     | đắc đáo                                                                                                | được đến/xong/đạt được/được/nhận được                                                                                                                    |\n",
      "|      95 |                    174 |      224.18 | 或者   | 或者          | huòzhě    | hoặc giả                                                                                               | hoặc là/có lẽ/có thể/chắc là/hoặc                                                                                                                        |\n",
      "|      96 |                    177 |      221.32 | 考试   | 考試          | kǎoshì    | khảo thí                                                                                               | cuộc thi/thi/kiểm tra/sát hạch                                                                                                                           |\n",
      "|      97 |                    180 |      220.14 | 能够   | 能夠          | nénggòu   | nai cú/nai hú/năng cú/năng hú/nại cú/nại hú                                                            | có thể/có khả năng/có điều kiện                                                                                                                          |\n",
      "|      98 |                    182 |      219.2  | 之间   | 之間          | zhījiān   | chi gian                                                                                               | trong lúc đó                                                                                                                                             |\n",
      "|      99 |                    183 |      218.69 | 以及   | 以及          | yǐjí      | dĩ cập                                                                                                 | cùng với/và/cùng                                                                                                                                         |\n",
      "|     100 |                    184 |      217.75 | 因此   | 因此          | yīncǐ     | nhân thử                                                                                               | bởi vậy/bởi vì/do đó/vì vậy                                                                                                                              |\n"
     ]
    }
   ],
   "source": [
    "# copy this to README.md appendix\n",
    "\n",
    "print(df_not_matched[\n",
    "    ['index', 'chinese_rank', 'frequency', 'word', 'traditional', 'pinyin', 'hanviet', 'meaning']\n",
    "].head(100).to_markdown(index=False, headers=\n",
    "    ['index', 'chinese word ranking', 'frequency', 'word', 'traditional', 'pinyin', 'hanviet', 'meaning']\n",
    "))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "fdecfa4a-0409-45be-9bf5-1193c3d85587",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 401,
       "width": 636
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format='retina'\n",
    "\n",
    "import matplotlib.style as style\n",
    "style.use('seaborn-talk')\n",
    "\n",
    "ax = df_matched[df_matched['chinese_rank'] < 10000].plot(\n",
    "    x=\"chinese_rank\", y=\"index\",\n",
    "    title=\"Han Viet cognates in modern Chinese corpus\",\n",
    "    xlabel=\"most frequently used chinese phrases\",\n",
    "    ylabel=\"number of Han Viet cognates among them\",\n",
    "    figsize=(10,6)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "542ab330-9994-4919-bbad-cde69883de3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "fig = ax.get_figure()\n",
    "fig.savefig('outputs/chart.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "04f3a5bc-0636-45f1-aecc-3d540dae48fa",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<re.Match object; span=(0, 3), match='Anh'>\n",
      "None\n",
      "<re.Match object; span=(0, 7), match='anh/Anh'>\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Progress: 100%|██████████| 5018/5018 [00:00<00:00, 48159.65it/s]\n"
     ]
    }
   ],
   "source": [
    "# Print out all personal names (for manual vetting)\n",
    "\n",
    "prog = re.compile('(^|.*\\/)([A-Z].+)')\n",
    "print(prog.match('Anh'))\n",
    "print(prog.match('anh'))\n",
    "print(prog.match('anh/Anh'))\n",
    "\n",
    "# prog = re.compile('[A-Z].*')\n",
    "df_matched['cap'] = df_matched.progress_apply(lambda x:prog.match(x['meaning']), axis=1)\n",
    "\n",
    "df_cap = df_matched[df_matched['cap'].notnull()]\n",
    "\n",
    "df_cap.to_csv('intermediate/personal-names.tsv', sep='\\t', index=False, columns=['chinese_rank', 'frequency', 'word', 'traditional', 'pinyin', 'matched', 'meaning'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7014439f-1f93-4ef2-86a6-284b0ab575eb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}