sino-tones-pairing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "1800946a-bb85-45b4-b9e6-d18f817706e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import unicodedata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "1c4c43da-58d8-4c22-b00b-c53083024620",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/Users/ryanphung/Projects/Linguistics/sino-tones-pairing'"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "path = os.getcwd()\n",
    "path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "2ffe1986-42ac-45bc-87a5-8f1a1e6c3b9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>character</th>\n",
       "      <th>language</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>U+3400</td>\n",
       "      <td>kCantonese</td>\n",
       "      <td>jau1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>U+3400</td>\n",
       "      <td>kDefinition</td>\n",
       "      <td>(same as U+4E18 丘) hillock or mound</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>U+3400</td>\n",
       "      <td>kMandarin</td>\n",
       "      <td>qiū</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>U+3401</td>\n",
       "      <td>kCantonese</td>\n",
       "      <td>tim2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>U+3401</td>\n",
       "      <td>kDefinition</td>\n",
       "      <td>to lick; to taste, a mat, bamboo bark</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196650</th>\n",
       "      <td>U+30729</td>\n",
       "      <td>kHangul</td>\n",
       "      <td>은:N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196651</th>\n",
       "      <td>U+30EDD</td>\n",
       "      <td>kDefinition</td>\n",
       "      <td>biangbiang noodles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196652</th>\n",
       "      <td>U+30EDD</td>\n",
       "      <td>kMandarin</td>\n",
       "      <td>biáng</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196653</th>\n",
       "      <td>U+30EDE</td>\n",
       "      <td>kDefinition</td>\n",
       "      <td>biangbiang noodles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196654</th>\n",
       "      <td>U+30EDE</td>\n",
       "      <td>kMandarin</td>\n",
       "      <td>biáng</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>196655 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       character     language                                  value\n",
       "0         U+3400   kCantonese                                   jau1\n",
       "1         U+3400  kDefinition    (same as U+4E18 丘) hillock or mound\n",
       "2         U+3400    kMandarin                                    qiū\n",
       "3         U+3401   kCantonese                                   tim2\n",
       "4         U+3401  kDefinition  to lick; to taste, a mat, bamboo bark\n",
       "...          ...          ...                                    ...\n",
       "196650   U+30729      kHangul                                    은:N\n",
       "196651   U+30EDD  kDefinition                     biangbiang noodles\n",
       "196652   U+30EDD    kMandarin                                  biáng\n",
       "196653   U+30EDE  kDefinition                     biangbiang noodles\n",
       "196654   U+30EDE    kMandarin                                  biáng\n",
       "\n",
       "[196655 rows x 3 columns]"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('unihan/unihan.txt', sep='\\t', keep_default_na=False)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bbd6e329-3d94-4957-894b-08347007b663",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---\n",
      "vietnamese\n",
      "Không : 1\n",
      "Hỏi : 2\n",
      "Sắc : 3\n",
      "Huyền : 4\n",
      "Ngã : 5\n",
      "Nặng : 6\n",
      "---\n",
      "mandarin\n",
      "Tone 1 (mā) : 1\n",
      "Tone 2 (má) : 2\n",
      "Tone 3 (mǎ) : 3\n",
      "Tone 4 (mà) : 4\n",
      "Tone 5 (ma) : 5\n",
      "---\n",
      "cantonese\n",
      "Tone 1 : 1\n",
      "Tone 2 : 2\n",
      "Tone 3 : 3\n",
      "Tone 4 : 4\n",
      "Tone 5 : 5\n",
      "Tone 6 : 6\n"
     ]
    }
   ],
   "source": [
    "tones = {\n",
    "    \"mandarin\": {\n",
    "        1: [0x304, \"Tone 1 (mā)\"],\n",
    "        2: [0x301, \"Tone 2 (má)\"],\n",
    "        3: [0x30c, \"Tone 3 (mǎ)\"],\n",
    "        4: [0x300, \"Tone 4 (mà)\"],\n",
    "        5: [None, \"Tone 5 (ma)\"]\n",
    "    },\n",
    "    \"vietnamese\": {\n",
    "        1: [None, \"Không\"],\n",
    "        2: [0x309, \"Hỏi\"],\n",
    "        3: [0x301, \"Sắc\"],\n",
    "        4: [0x300, \"Huyền\"],\n",
    "        5: [0x303, \"Ngã\"],\n",
    "        6: [0x323, \"Nặng\"]\n",
    "    },\n",
    "    \"cantonese\": {\n",
    "        1: [ord(\"1\"), \"Tone 1\"],\n",
    "        2: [ord(\"2\"), \"Tone 2\"],\n",
    "        3: [ord(\"3\"), \"Tone 3\"],\n",
    "        4: [ord(\"4\"), \"Tone 4\"],\n",
    "        5: [ord(\"5\"), \"Tone 5\"],\n",
    "        6: [ord(\"6\"), \"Tone 6\"]\n",
    "    }\n",
    "}\n",
    "\n",
    "def to_tone(lang, s):\n",
    "    the_tones = tones[lang]\n",
    "    a = unicodedata.normalize('NFD', s)\n",
    "    for ch in a:\n",
    "        for i in the_tones:\n",
    "            if the_tones[i][0] != None and ord(ch) == the_tones[i][0]:\n",
    "                return i\n",
    "    return [x for x in the_tones if the_tones[x][0] == None][0]\n",
    "\n",
    "def test_to_tone(lang):\n",
    "    print('---')\n",
    "    print(lang)\n",
    "    the_tones = tones[lang]\n",
    "    for i in the_tones:\n",
    "        print(the_tones[i][1], ':', to_tone(lang, the_tones[i][1]))\n",
    "\n",
    "test_to_tone(\"vietnamese\")\n",
    "test_to_tone(\"mandarin\")\n",
    "test_to_tone(\"cantonese\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "79e79b4f-da2e-4047-ac33-17c973c94e99",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>value_lang_1</th>\n",
       "      <th>value_lang_2</th>\n",
       "      <th>tone_lang_1</th>\n",
       "      <th>tone_lang_2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>character</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>U+3400</th>\n",
       "      <td>qiū</td>\n",
       "      <td>jau1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U+3401</th>\n",
       "      <td>tiàn</td>\n",
       "      <td>tim2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U+3405</th>\n",
       "      <td>wǔ</td>\n",
       "      <td>ng5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U+3406</th>\n",
       "      <td>yǐn</td>\n",
       "      <td>zaan2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U+340C</th>\n",
       "      <td>yí</td>\n",
       "      <td>ji4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U+2C4FC</th>\n",
       "      <td>tuí</td>\n",
       "      <td>teoi4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U+2C62D</th>\n",
       "      <td>chēn</td>\n",
       "      <td>sam1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U+2C925</th>\n",
       "      <td>zhuàn</td>\n",
       "      <td>zaan6</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U+2CBCE</th>\n",
       "      <td>tuí</td>\n",
       "      <td>teoi4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U+2CE23</th>\n",
       "      <td>xiān</td>\n",
       "      <td>hin1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21278 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          value_lang_1 value_lang_2  tone_lang_1  tone_lang_2\n",
       "character                                                    \n",
       "U+3400             qiū         jau1            1            1\n",
       "U+3401            tiàn         tim2            4            2\n",
       "U+3405              wǔ          ng5            3            5\n",
       "U+3406             yǐn        zaan2            3            2\n",
       "U+340C              yí          ji4            2            4\n",
       "...                ...          ...          ...          ...\n",
       "U+2C4FC            tuí        teoi4            2            4\n",
       "U+2C62D           chēn         sam1            1            1\n",
       "U+2C925          zhuàn        zaan6            4            6\n",
       "U+2CBCE            tuí        teoi4            2            4\n",
       "U+2CE23           xiān         hin1            1            1\n",
       "\n",
       "[21278 rows x 4 columns]"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def join(df, lang_1, lang_2):\n",
    "    df_1 = df.loc[df['language'] == 'k' + lang_1.capitalize()]\n",
    "    df_2 = df.loc[df['language'] == 'k' + lang_2.capitalize()]\n",
    "    df_joined = df_1.set_index('character').join(df_2.set_index('character'), on='character', how='inner', lsuffix='_lang_1', rsuffix='_lang_2').filter(items=['character', 'value_lang_1', 'value_lang_2'])\n",
    "\n",
    "    df_joined['tone_lang_1'] = df_joined.apply(lambda row: to_tone(lang_1, row['value_lang_1']), axis=1)\n",
    "    df_joined['tone_lang_2'] = df_joined.apply(lambda row: to_tone(lang_2, row['value_lang_2']), axis=1)\n",
    "    return df_joined\n",
    "\n",
    "join(df, 'mandarin', 'cantonese')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "75359806-a2ee-4466-98fe-005d482892c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def count(df_joined):\n",
    "    return df_joined.groupby(['tone_lang_1', 'tone_lang_2']).size().unstack()\n",
    "\n",
    "# count(join(df, 'vietnamese', 'mandarin'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "66c318e5-4c1a-4cea-83ce-1e737d873e77",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import numpy as np\n",
    "# import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def visualize(df_count, lang_1, lang_2, row_lang, col_lang, color_low = [255, 255, 255], color_high = [127, 127, 127]):\n",
    "    df = (df_count.transpose() / df_count.transpose().sum()).transpose()\n",
    "    # to calculate global %\n",
    "#     df = df_count / df_count.sum().sum()\n",
    "    \n",
    "    max_value = df.max().max()\n",
    "    \n",
    "    fig, ax = plt.subplots()\n",
    "    ax.axis('tight')\n",
    "    ax.axis('off')\n",
    "\n",
    "    t=ax.table(\n",
    "        cellText=df.applymap('{:.2%}'.format).values,\n",
    "        cellColours=df.applymap(lambda v:'#%02x%02x%02x' % tuple(round(low + (high - low) * v / max_value) for low, high in zip(color_low, color_high))).values,\n",
    "        colWidths=[0.3]*len(df.columns),\n",
    "        colLabels=df.columns.map(lambda x:tones[col_lang][x][1]),\n",
    "        rowLabels=df.index.map(lambda x:tones[row_lang][x][1]),\n",
    "        loc='center')\n",
    "    t.scale(1, 4)\n",
    "    t.set_fontsize(12)\n",
    "    plt.savefig('outputs/tone-pairing-' + lang_1 + '-' + lang_2 +'.png',\n",
    "        bbox_inches='tight',\n",
    "        dpi=150\n",
    "    )\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "dfd640c0-19b7-45c2-9957-5009497509e6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tones mapping Vietnamese --> Mandarin:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tones mapping Mandarin --> Vietnamese:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tones mapping Vietnamese --> Cantonese:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tones mapping Cantonese --> Vietnamese:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tones mapping Cantonese --> Mandarin:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tones mapping Mandarin --> Cantonese:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def process(df, lang_1, lang_2, color_low=[255,255,255], color_high=[0,0,0]):\n",
    "    print('Tones mapping ' + lang_1.capitalize() + ' --> ' + lang_2.capitalize() + ':')\n",
    "    df_joined = join(df, lang_1, lang_2)\n",
    "#     return df_joined.head()\n",
    "    \n",
    "    df_count = count(df_joined)\n",
    "#     return df_count\n",
    "\n",
    "    visualize(\n",
    "        df_count,\n",
    "        lang_1=lang_1,\n",
    "        lang_2=lang_2,\n",
    "        row_lang=lang_1,\n",
    "        col_lang=lang_2,\n",
    "        color_low = color_low,\n",
    "        color_high = color_high\n",
    "    )\n",
    "    \n",
    "process(df, 'vietnamese', 'mandarin', color_high=[38,160,252])\n",
    "process(df, 'mandarin', 'vietnamese', color_high=[219,174,88])\n",
    "\n",
    "process(df, 'vietnamese', 'cantonese', color_high=[172,62,49])\n",
    "process(df, 'cantonese', 'vietnamese', color_high=[179,193,0])\n",
    "\n",
    "process(df, 'cantonese', 'mandarin', color_high=[33,41,61])\n",
    "process(df, 'mandarin', 'cantonese', color_high=[126,144,154])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "afa5bb2b-e470-4b28-b54d-054c1efe7421",
   "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
}