FilWordNet_ExtractorScript.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from functools import reduce\n",
    "from matplotlib import pyplot as plt\n",
    "import networkx as nx\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "words_file = 'words.xlsx'\n",
    "words_df = pd.read_excel(words_file)\n",
    "\n",
    "senses_file = 'senses.xlsx'\n",
    "senses_df = pd.read_excel(senses_file)\n",
    "\n",
    "synsets_file = 'synsets.xlsx'\n",
    "synsets_df = pd.read_excel(synsets_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The WordNet Dictionary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\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>wordid</th>\n",
       "      <th>lemma</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>51421</td>\n",
       "      <td>matino</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>51420</td>\n",
       "      <td>hanapbuhay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>51419</td>\n",
       "      <td>trabaho</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>51418</td>\n",
       "      <td>matibay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>51417</td>\n",
       "      <td>matatag</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>51416</td>\n",
       "      <td>matanda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>51415</td>\n",
       "      <td>may-edad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>51413</td>\n",
       "      <td>okey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>51414</td>\n",
       "      <td>oo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>51412</td>\n",
       "      <td>lengguwahe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>51411</td>\n",
       "      <td>wika</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>51410</td>\n",
       "      <td>panganib</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>51409</td>\n",
       "      <td>delikado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>51408</td>\n",
       "      <td>sagip</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>51407</td>\n",
       "      <td>ligtas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>51406</td>\n",
       "      <td>tomboy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>51405</td>\n",
       "      <td>tibo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>51404</td>\n",
       "      <td>takot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>51403</td>\n",
       "      <td>duwag</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>51402</td>\n",
       "      <td>bading</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>51401</td>\n",
       "      <td>bakla</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>51400</td>\n",
       "      <td>masidhi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>51399</td>\n",
       "      <td>mapilit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>51398</td>\n",
       "      <td>ganoon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>51397</td>\n",
       "      <td>tulad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>51396</td>\n",
       "      <td>maingay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>51395</td>\n",
       "      <td>madaldal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>51394</td>\n",
       "      <td>istorbo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>51393</td>\n",
       "      <td>abala</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>51392</td>\n",
       "      <td>mabanas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14077</th>\n",
       "      <td>61610</td>\n",
       "      <td>sihangan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14078</th>\n",
       "      <td>61611</td>\n",
       "      <td>bilasa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14079</th>\n",
       "      <td>61612</td>\n",
       "      <td>switik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14080</th>\n",
       "      <td>61613</td>\n",
       "      <td>binidbid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14081</th>\n",
       "      <td>61614</td>\n",
       "      <td>tiwakal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14082</th>\n",
       "      <td>61615</td>\n",
       "      <td>buhay-alamang</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14083</th>\n",
       "      <td>61616</td>\n",
       "      <td>hagibis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14084</th>\n",
       "      <td>61617</td>\n",
       "      <td>handusay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14085</th>\n",
       "      <td>61618</td>\n",
       "      <td>hayok</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14086</th>\n",
       "      <td>61619</td>\n",
       "      <td>labian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14087</th>\n",
       "      <td>61620</td>\n",
       "      <td>mamutawi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14088</th>\n",
       "      <td>61621</td>\n",
       "      <td>panaghili</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14089</th>\n",
       "      <td>61622</td>\n",
       "      <td>makipot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14090</th>\n",
       "      <td>61623</td>\n",
       "      <td>tuod</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14091</th>\n",
       "      <td>61624</td>\n",
       "      <td>tiyapan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14092</th>\n",
       "      <td>61625</td>\n",
       "      <td>subasob</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14093</th>\n",
       "      <td>61626</td>\n",
       "      <td>nilalik</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14094</th>\n",
       "      <td>61627</td>\n",
       "      <td>nuynuyin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14095</th>\n",
       "      <td>61628</td>\n",
       "      <td>lagpak</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14096</th>\n",
       "      <td>61629</td>\n",
       "      <td>garil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14097</th>\n",
       "      <td>61630</td>\n",
       "      <td>daskol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14098</th>\n",
       "      <td>61631</td>\n",
       "      <td>katabilan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14099</th>\n",
       "      <td>61632</td>\n",
       "      <td>bumaling</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14100</th>\n",
       "      <td>61633</td>\n",
       "      <td>magulumihanan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14101</th>\n",
       "      <td>61634</td>\n",
       "      <td>luwat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14102</th>\n",
       "      <td>61635</td>\n",
       "      <td>baak</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14103</th>\n",
       "      <td>61636</td>\n",
       "      <td>kayamutan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14104</th>\n",
       "      <td>61637</td>\n",
       "      <td>antala</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14105</th>\n",
       "      <td>61638</td>\n",
       "      <td>anas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14106</th>\n",
       "      <td>61639</td>\n",
       "      <td>busisi</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>14107 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       wordid          lemma\n",
       "0       51421         matino\n",
       "1       51420     hanapbuhay\n",
       "2       51419        trabaho\n",
       "3       51418        matibay\n",
       "4       51417        matatag\n",
       "5       51416        matanda\n",
       "6       51415       may-edad\n",
       "7       51413           okey\n",
       "8       51414             oo\n",
       "9       51412     lengguwahe\n",
       "10      51411           wika\n",
       "11      51410       panganib\n",
       "12      51409       delikado\n",
       "13      51408          sagip\n",
       "14      51407         ligtas\n",
       "15      51406         tomboy\n",
       "16      51405           tibo\n",
       "17      51404          takot\n",
       "18      51403          duwag\n",
       "19      51402         bading\n",
       "20      51401          bakla\n",
       "21      51400        masidhi\n",
       "22      51399        mapilit\n",
       "23      51398         ganoon\n",
       "24      51397          tulad\n",
       "25      51396        maingay\n",
       "26      51395       madaldal\n",
       "27      51394        istorbo\n",
       "28      51393          abala\n",
       "29      51392        mabanas\n",
       "...       ...            ...\n",
       "14077   61610       sihangan\n",
       "14078   61611         bilasa\n",
       "14079   61612         switik\n",
       "14080   61613       binidbid\n",
       "14081   61614        tiwakal\n",
       "14082   61615  buhay-alamang\n",
       "14083   61616        hagibis\n",
       "14084   61617       handusay\n",
       "14085   61618          hayok\n",
       "14086   61619         labian\n",
       "14087   61620       mamutawi\n",
       "14088   61621      panaghili\n",
       "14089   61622        makipot\n",
       "14090   61623           tuod\n",
       "14091   61624        tiyapan\n",
       "14092   61625        subasob\n",
       "14093   61626        nilalik\n",
       "14094   61627       nuynuyin\n",
       "14095   61628         lagpak\n",
       "14096   61629          garil\n",
       "14097   61630         daskol\n",
       "14098   61631      katabilan\n",
       "14099   61632       bumaling\n",
       "14100   61633  magulumihanan\n",
       "14101   61634          luwat\n",
       "14102   61635           baak\n",
       "14103   61636      kayamutan\n",
       "14104   61637         antala\n",
       "14105   61638           anas\n",
       "14106   61639         busisi\n",
       "\n",
       "[14107 rows x 2 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "words_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Senses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>wordid</th>\n",
       "      <th>synsetid</th>\n",
       "      <th>senseid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>51758</td>\n",
       "      <td>113050340</td>\n",
       "      <td>50654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>51757</td>\n",
       "      <td>113049369</td>\n",
       "      <td>50653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>51756</td>\n",
       "      <td>113052329</td>\n",
       "      <td>50652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>51755</td>\n",
       "      <td>108368617</td>\n",
       "      <td>50651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>51754</td>\n",
       "      <td>108361841</td>\n",
       "      <td>50650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>51753</td>\n",
       "      <td>108361841</td>\n",
       "      <td>50649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>51752</td>\n",
       "      <td>108196765</td>\n",
       "      <td>50648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>51751</td>\n",
       "      <td>108196765</td>\n",
       "      <td>50647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>51750</td>\n",
       "      <td>108188121</td>\n",
       "      <td>50646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>51749</td>\n",
       "      <td>108185680</td>\n",
       "      <td>50645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>51748</td>\n",
       "      <td>108185680</td>\n",
       "      <td>50644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>51747</td>\n",
       "      <td>108275914</td>\n",
       "      <td>50643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>51746</td>\n",
       "      <td>108182228</td>\n",
       "      <td>50642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>51745</td>\n",
       "      <td>108180170</td>\n",
       "      <td>50641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>51744</td>\n",
       "      <td>108180170</td>\n",
       "      <td>50640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>51743</td>\n",
       "      <td>108307230</td>\n",
       "      <td>50639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>51742</td>\n",
       "      <td>108306386</td>\n",
       "      <td>50638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>51741</td>\n",
       "      <td>108306386</td>\n",
       "      <td>50637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>51740</td>\n",
       "      <td>108302787</td>\n",
       "      <td>50636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>51739</td>\n",
       "      <td>108302479</td>\n",
       "      <td>50635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>51738</td>\n",
       "      <td>108302479</td>\n",
       "      <td>50634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>51737</td>\n",
       "      <td>108302479</td>\n",
       "      <td>50633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>51736</td>\n",
       "      <td>108302479</td>\n",
       "      <td>50632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>51735</td>\n",
       "      <td>108637672</td>\n",
       "      <td>50631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>51734</td>\n",
       "      <td>108633908</td>\n",
       "      <td>50630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>51733</td>\n",
       "      <td>108211919</td>\n",
       "      <td>50629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>51732</td>\n",
       "      <td>108625088</td>\n",
       "      <td>50628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>51731</td>\n",
       "      <td>108625088</td>\n",
       "      <td>50627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>51730</td>\n",
       "      <td>108178484</td>\n",
       "      <td>50626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>51729</td>\n",
       "      <td>108178484</td>\n",
       "      <td>50625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16779</th>\n",
       "      <td>61613</td>\n",
       "      <td>200083124</td>\n",
       "      <td>62419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16780</th>\n",
       "      <td>61614</td>\n",
       "      <td>201323958</td>\n",
       "      <td>62420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16781</th>\n",
       "      <td>61615</td>\n",
       "      <td>301756292</td>\n",
       "      <td>62421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16782</th>\n",
       "      <td>61616</td>\n",
       "      <td>100293916</td>\n",
       "      <td>62422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16783</th>\n",
       "      <td>61617</td>\n",
       "      <td>302432428</td>\n",
       "      <td>62423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16784</th>\n",
       "      <td>61618</td>\n",
       "      <td>300011160</td>\n",
       "      <td>62424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16785</th>\n",
       "      <td>61619</td>\n",
       "      <td>201774799</td>\n",
       "      <td>62425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16786</th>\n",
       "      <td>61620</td>\n",
       "      <td>200963570</td>\n",
       "      <td>62426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16787</th>\n",
       "      <td>61621</td>\n",
       "      <td>100758335</td>\n",
       "      <td>62427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16788</th>\n",
       "      <td>61572</td>\n",
       "      <td>201508368</td>\n",
       "      <td>62428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16789</th>\n",
       "      <td>49774</td>\n",
       "      <td>103206718</td>\n",
       "      <td>62429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16790</th>\n",
       "      <td>61622</td>\n",
       "      <td>302561888</td>\n",
       "      <td>62430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16791</th>\n",
       "      <td>61623</td>\n",
       "      <td>103159640</td>\n",
       "      <td>62431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16792</th>\n",
       "      <td>61624</td>\n",
       "      <td>101230965</td>\n",
       "      <td>62432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16793</th>\n",
       "      <td>61625</td>\n",
       "      <td>201908365</td>\n",
       "      <td>62433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16794</th>\n",
       "      <td>50923</td>\n",
       "      <td>103526198</td>\n",
       "      <td>62434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16795</th>\n",
       "      <td>61626</td>\n",
       "      <td>202034671</td>\n",
       "      <td>62435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16796</th>\n",
       "      <td>61627</td>\n",
       "      <td>200630380</td>\n",
       "      <td>62436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16797</th>\n",
       "      <td>61628</td>\n",
       "      <td>100066636</td>\n",
       "      <td>62437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16798</th>\n",
       "      <td>61629</td>\n",
       "      <td>200978549</td>\n",
       "      <td>62438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16799</th>\n",
       "      <td>61630</td>\n",
       "      <td>300311663</td>\n",
       "      <td>62439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16800</th>\n",
       "      <td>61631</td>\n",
       "      <td>300773299</td>\n",
       "      <td>62440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16801</th>\n",
       "      <td>61632</td>\n",
       "      <td>100346532</td>\n",
       "      <td>62441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16802</th>\n",
       "      <td>61633</td>\n",
       "      <td>200725274</td>\n",
       "      <td>62442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16803</th>\n",
       "      <td>61634</td>\n",
       "      <td>301901186</td>\n",
       "      <td>62443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16804</th>\n",
       "      <td>61635</td>\n",
       "      <td>202467662</td>\n",
       "      <td>62444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16805</th>\n",
       "      <td>61636</td>\n",
       "      <td>300113818</td>\n",
       "      <td>62445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16806</th>\n",
       "      <td>61637</td>\n",
       "      <td>101066163</td>\n",
       "      <td>62446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16807</th>\n",
       "      <td>61638</td>\n",
       "      <td>200915830</td>\n",
       "      <td>62447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16808</th>\n",
       "      <td>61639</td>\n",
       "      <td>301586342</td>\n",
       "      <td>62448</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16809 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       wordid   synsetid  senseid\n",
       "0       51758  113050340    50654\n",
       "1       51757  113049369    50653\n",
       "2       51756  113052329    50652\n",
       "3       51755  108368617    50651\n",
       "4       51754  108361841    50650\n",
       "5       51753  108361841    50649\n",
       "6       51752  108196765    50648\n",
       "7       51751  108196765    50647\n",
       "8       51750  108188121    50646\n",
       "9       51749  108185680    50645\n",
       "10      51748  108185680    50644\n",
       "11      51747  108275914    50643\n",
       "12      51746  108182228    50642\n",
       "13      51745  108180170    50641\n",
       "14      51744  108180170    50640\n",
       "15      51743  108307230    50639\n",
       "16      51742  108306386    50638\n",
       "17      51741  108306386    50637\n",
       "18      51740  108302787    50636\n",
       "19      51739  108302479    50635\n",
       "20      51738  108302479    50634\n",
       "21      51737  108302479    50633\n",
       "22      51736  108302479    50632\n",
       "23      51735  108637672    50631\n",
       "24      51734  108633908    50630\n",
       "25      51733  108211919    50629\n",
       "26      51732  108625088    50628\n",
       "27      51731  108625088    50627\n",
       "28      51730  108178484    50626\n",
       "29      51729  108178484    50625\n",
       "...       ...        ...      ...\n",
       "16779   61613  200083124    62419\n",
       "16780   61614  201323958    62420\n",
       "16781   61615  301756292    62421\n",
       "16782   61616  100293916    62422\n",
       "16783   61617  302432428    62423\n",
       "16784   61618  300011160    62424\n",
       "16785   61619  201774799    62425\n",
       "16786   61620  200963570    62426\n",
       "16787   61621  100758335    62427\n",
       "16788   61572  201508368    62428\n",
       "16789   49774  103206718    62429\n",
       "16790   61622  302561888    62430\n",
       "16791   61623  103159640    62431\n",
       "16792   61624  101230965    62432\n",
       "16793   61625  201908365    62433\n",
       "16794   50923  103526198    62434\n",
       "16795   61626  202034671    62435\n",
       "16796   61627  200630380    62436\n",
       "16797   61628  100066636    62437\n",
       "16798   61629  200978549    62438\n",
       "16799   61630  300311663    62439\n",
       "16800   61631  300773299    62440\n",
       "16801   61632  100346532    62441\n",
       "16802   61633  200725274    62442\n",
       "16803   61634  301901186    62443\n",
       "16804   61635  202467662    62444\n",
       "16805   61636  300113818    62445\n",
       "16806   61637  101066163    62446\n",
       "16807   61638  200915830    62447\n",
       "16808   61639  301586342    62448\n",
       "\n",
       "[16809 rows x 3 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "senses_df = senses_df[['wordid','synsetid','senseid']]\n",
    "senses_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Synsets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "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>synsetid</th>\n",
       "      <th>pos</th>\n",
       "      <th>lexdomainid</th>\n",
       "      <th>definition</th>\n",
       "      <th>lastmodifier</th>\n",
       "      <th>sumo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>104896629</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>tao o kaya hayop na meroon authorita sa mga ga...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>102652148</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>ginawa upang may mailagay ang mga basura</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>301861808</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>hindi nagsasalita o kaya hindi maingay</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>100245419</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>hugasan ang katawan ng isang tao</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>301010002</td>\n",
       "      <td>s</td>\n",
       "      <td>0</td>\n",
       "      <td>masarap sa ilong</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>113187861</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>walang liwanag o kaya wala makita</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>300171229</td>\n",
       "      <td>s</td>\n",
       "      <td>0</td>\n",
       "      <td>mabilis malinmotan ang isang pangyayari o kaya...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>106910750</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>bumitaw pababa ang isang gamit</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>106022078</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>listahan ng mga talumpati</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>106215070</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>testo na pinapahiwatig sa ibang lugar</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>102853224</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>ginagamit sa lupa para makarating sa malayo na...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>104315668</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>prokteksyon sa ibaba ng katawan</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>105493291</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>isang pangyayari na nakakaasar</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>300413384</td>\n",
       "      <td>s</td>\n",
       "      <td>0</td>\n",
       "      <td>kulang sa ordinaryo bilis at mahina na pagiisip</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>106023896</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>libro na nalalaman ng mga salita ni God</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>202143689</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>hinggil sa pananalapi ng transaksyon</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>109476225</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>taong may hindi pangkaraniwan galing</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>104167561</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>isang ppampubliko na daanan</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>100314724</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>tubig na mapuno sobra kadalasan ginagamit sa lupa</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>300602378</td>\n",
       "      <td>s</td>\n",
       "      <td>0</td>\n",
       "      <td>hindi tama ang gawain</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>200830808</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>tao o kaya bagay na nagbibigay lakas</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>114123366</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>materyales na gawa sa bunot ng mga halaman o k...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>102719813</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>isang kasangkapan para kung saan pwede matulog...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>103809795</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>isang uri ng lalagay ng pagkain</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>103443087</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>bagay na nagbibigay dali sa gawain</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>100018827</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>nagbibigay lakas at gumawa ng tissue</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>104409873</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>isang bangjay ng kahoy or metal na may kasaman...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>100888780</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>aktibidad sa pagsulyap para makahanap ng isang...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>104490280</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>katangian na nagbibigay saya sa sentido</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>105425067</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>mga pinagdaanan ng isang tao sa buhay</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</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>10313</th>\n",
       "      <td>201321895</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>magkaroon ng kalmot ang isang bagay</td>\n",
       "      <td>19</td>\n",
       "      <td>Writing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10314</th>\n",
       "      <td>100329619</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>magtapon ng likido sa isang lalagyan</td>\n",
       "      <td>19</td>\n",
       "      <td>Motion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10315</th>\n",
       "      <td>201322854</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>patayin</td>\n",
       "      <td>19</td>\n",
       "      <td>Killing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10316</th>\n",
       "      <td>101458746</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>balat ng mga prutas, itlog o mane</td>\n",
       "      <td>19</td>\n",
       "      <td>surface</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10317</th>\n",
       "      <td>301898722</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>kaalaman</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10318</th>\n",
       "      <td>301452266</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>natalo</td>\n",
       "      <td>19</td>\n",
       "      <td>ContestAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10319</th>\n",
       "      <td>301069283</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>bulok na</td>\n",
       "      <td>19</td>\n",
       "      <td>Food</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10320</th>\n",
       "      <td>300069948</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>nagbibigay-kasiyahan aesthetic pamantayan at s...</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10321</th>\n",
       "      <td>200083124</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>nilagyan ng bendahe</td>\n",
       "      <td>19</td>\n",
       "      <td>TherapeuticProcess</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10322</th>\n",
       "      <td>301756292</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>madaling mamatay</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10323</th>\n",
       "      <td>302432428</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>pagod na pagod na</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10324</th>\n",
       "      <td>201774799</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>sabihan ng masama</td>\n",
       "      <td>19</td>\n",
       "      <td>IntentionalPsychologicalProcess</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10325</th>\n",
       "      <td>200963570</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>magsalita</td>\n",
       "      <td>19</td>\n",
       "      <td>Speaking</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10326</th>\n",
       "      <td>103206718</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>kahit anong damit na nagtatago ng totoong kaan...</td>\n",
       "      <td>19</td>\n",
       "      <td>Clothing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10327</th>\n",
       "      <td>302561888</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>hindi malaki</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10328</th>\n",
       "      <td>103159640</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>ang natitira sa lupa pag pinutol ang puno</td>\n",
       "      <td>19</td>\n",
       "      <td>Artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10329</th>\n",
       "      <td>101230965</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>isang pagpupulong</td>\n",
       "      <td>19</td>\n",
       "      <td>Meeting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10330</th>\n",
       "      <td>201908365</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>nakatingin sa baba</td>\n",
       "      <td>19</td>\n",
       "      <td>DirectionChange</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10331</th>\n",
       "      <td>202034671</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>binaluktot</td>\n",
       "      <td>19</td>\n",
       "      <td>ShapeChange</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10332</th>\n",
       "      <td>200630380</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>pagisipan ng mabuti</td>\n",
       "      <td>19</td>\n",
       "      <td>IntentionalPsychologicalProcess</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10333</th>\n",
       "      <td>100066636</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>mga pangyayari na nabigo</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10334</th>\n",
       "      <td>300311663</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>minadali at walang pakielam na ginawa</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10335</th>\n",
       "      <td>300773299</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>maingay</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10336</th>\n",
       "      <td>100346532</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>ang umikot sa kabila</td>\n",
       "      <td>19</td>\n",
       "      <td>DirectionChange</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10337</th>\n",
       "      <td>200725274</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>nagulat ng sobra</td>\n",
       "      <td>19</td>\n",
       "      <td>EmotionalState</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10338</th>\n",
       "      <td>202467662</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>hatiin sa dalawa</td>\n",
       "      <td>19</td>\n",
       "      <td>Separating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10339</th>\n",
       "      <td>300113818</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>magalit sa isang tao</td>\n",
       "      <td>19</td>\n",
       "      <td>Anger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10340</th>\n",
       "      <td>101066163</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>ginagawa ng pagkatapos ng takdang oras</td>\n",
       "      <td>19</td>\n",
       "      <td>Process[</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10341</th>\n",
       "      <td>200915830</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>mahinang sinabi</td>\n",
       "      <td>19</td>\n",
       "      <td>Speaking</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10342</th>\n",
       "      <td>301586342</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>masyadong mabait</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10343 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        synsetid pos  lexdomainid  \\\n",
       "0      104896629   n            0   \n",
       "1      102652148   n            0   \n",
       "2      301861808   a            0   \n",
       "3      100245419   n            0   \n",
       "4      301010002   s            0   \n",
       "5      113187861   v            0   \n",
       "6      300171229   s            0   \n",
       "7      106910750   n            0   \n",
       "8      106022078   n            0   \n",
       "9      106215070   v            0   \n",
       "10     102853224   v            0   \n",
       "11     104315668   v            0   \n",
       "12     105493291   n            0   \n",
       "13     300413384   s            0   \n",
       "14     106023896   n            0   \n",
       "15     202143689   v            0   \n",
       "16     109476225   n            0   \n",
       "17     104167561   n            0   \n",
       "18     100314724   n            0   \n",
       "19     300602378   s            0   \n",
       "20     200830808   v            0   \n",
       "21     114123366   n            0   \n",
       "22     102719813   n            0   \n",
       "23     103809795   n            0   \n",
       "24     103443087   n            0   \n",
       "25     100018827   n            0   \n",
       "26     104409873   n            0   \n",
       "27     100888780   n            0   \n",
       "28     104490280   n            0   \n",
       "29     105425067   n            0   \n",
       "...          ...  ..          ...   \n",
       "10313  201321895   v            0   \n",
       "10314  100329619   v            0   \n",
       "10315  201322854   n            0   \n",
       "10316  101458746   n            0   \n",
       "10317  301898722   n            0   \n",
       "10318  301452266   a            0   \n",
       "10319  301069283   a            0   \n",
       "10320  300069948   a            0   \n",
       "10321  200083124   v            0   \n",
       "10322  301756292   a            0   \n",
       "10323  302432428   a            0   \n",
       "10324  201774799   v            0   \n",
       "10325  200963570   v            0   \n",
       "10326  103206718   n            0   \n",
       "10327  302561888   a            0   \n",
       "10328  103159640   n            0   \n",
       "10329  101230965   n            0   \n",
       "10330  201908365   a            0   \n",
       "10331  202034671   v            0   \n",
       "10332  200630380   v            0   \n",
       "10333  100066636   n            0   \n",
       "10334  300311663   a            0   \n",
       "10335  300773299   n            0   \n",
       "10336  100346532   v            0   \n",
       "10337  200725274   v            0   \n",
       "10338  202467662   v            0   \n",
       "10339  300113818   v            0   \n",
       "10340  101066163   n            0   \n",
       "10341  200915830   n            0   \n",
       "10342  301586342   a            0   \n",
       "\n",
       "                                              definition  lastmodifier  \\\n",
       "0      tao o kaya hayop na meroon authorita sa mga ga...             1   \n",
       "1               ginawa upang may mailagay ang mga basura             1   \n",
       "2                 hindi nagsasalita o kaya hindi maingay             1   \n",
       "3                       hugasan ang katawan ng isang tao             1   \n",
       "4                                       masarap sa ilong             1   \n",
       "5                      walang liwanag o kaya wala makita             1   \n",
       "6      mabilis malinmotan ang isang pangyayari o kaya...             1   \n",
       "7                         bumitaw pababa ang isang gamit             1   \n",
       "8                              listahan ng mga talumpati             1   \n",
       "9                  testo na pinapahiwatig sa ibang lugar             1   \n",
       "10     ginagamit sa lupa para makarating sa malayo na...             1   \n",
       "11                       prokteksyon sa ibaba ng katawan             1   \n",
       "12                        isang pangyayari na nakakaasar             1   \n",
       "13       kulang sa ordinaryo bilis at mahina na pagiisip             1   \n",
       "14               libro na nalalaman ng mga salita ni God             1   \n",
       "15                  hinggil sa pananalapi ng transaksyon             1   \n",
       "16                  taong may hindi pangkaraniwan galing             1   \n",
       "17                           isang ppampubliko na daanan             1   \n",
       "18     tubig na mapuno sobra kadalasan ginagamit sa lupa             1   \n",
       "19                                 hindi tama ang gawain             1   \n",
       "20                  tao o kaya bagay na nagbibigay lakas             1   \n",
       "21     materyales na gawa sa bunot ng mga halaman o k...             1   \n",
       "22     isang kasangkapan para kung saan pwede matulog...             1   \n",
       "23                       isang uri ng lalagay ng pagkain             1   \n",
       "24                    bagay na nagbibigay dali sa gawain             1   \n",
       "25                  nagbibigay lakas at gumawa ng tissue             1   \n",
       "26     isang bangjay ng kahoy or metal na may kasaman...             1   \n",
       "27     aktibidad sa pagsulyap para makahanap ng isang...             1   \n",
       "28               katangian na nagbibigay saya sa sentido             1   \n",
       "29                 mga pinagdaanan ng isang tao sa buhay             1   \n",
       "...                                                  ...           ...   \n",
       "10313                magkaroon ng kalmot ang isang bagay            19   \n",
       "10314               magtapon ng likido sa isang lalagyan            19   \n",
       "10315                                            patayin            19   \n",
       "10316                  balat ng mga prutas, itlog o mane            19   \n",
       "10317                                           kaalaman            19   \n",
       "10318                                             natalo            19   \n",
       "10319                                           bulok na            19   \n",
       "10320  nagbibigay-kasiyahan aesthetic pamantayan at s...            19   \n",
       "10321                                nilagyan ng bendahe            19   \n",
       "10322                                   madaling mamatay            19   \n",
       "10323                                  pagod na pagod na            19   \n",
       "10324                                  sabihan ng masama            19   \n",
       "10325                                          magsalita            19   \n",
       "10326  kahit anong damit na nagtatago ng totoong kaan...            19   \n",
       "10327                                       hindi malaki            19   \n",
       "10328          ang natitira sa lupa pag pinutol ang puno            19   \n",
       "10329                                  isang pagpupulong            19   \n",
       "10330                                 nakatingin sa baba            19   \n",
       "10331                                         binaluktot            19   \n",
       "10332                                pagisipan ng mabuti            19   \n",
       "10333                           mga pangyayari na nabigo            19   \n",
       "10334              minadali at walang pakielam na ginawa            19   \n",
       "10335                                            maingay            19   \n",
       "10336                               ang umikot sa kabila            19   \n",
       "10337                                   nagulat ng sobra            19   \n",
       "10338                                   hatiin sa dalawa            19   \n",
       "10339                               magalit sa isang tao            19   \n",
       "10340             ginagawa ng pagkatapos ng takdang oras            19   \n",
       "10341                                    mahinang sinabi            19   \n",
       "10342                                   masyadong mabait            19   \n",
       "\n",
       "                                  sumo  \n",
       "0                                  NaN  \n",
       "1                                  NaN  \n",
       "2                                  NaN  \n",
       "3                                  NaN  \n",
       "4                                  NaN  \n",
       "5                                  NaN  \n",
       "6                                  NaN  \n",
       "7                                  NaN  \n",
       "8                                  NaN  \n",
       "9                                  NaN  \n",
       "10                                 NaN  \n",
       "11                                 NaN  \n",
       "12                                 NaN  \n",
       "13                                 NaN  \n",
       "14                                 NaN  \n",
       "15                                 NaN  \n",
       "16                                 NaN  \n",
       "17                                 NaN  \n",
       "18                                 NaN  \n",
       "19                                 NaN  \n",
       "20                                 NaN  \n",
       "21                                 NaN  \n",
       "22                                 NaN  \n",
       "23                                 NaN  \n",
       "24                                 NaN  \n",
       "25                                 NaN  \n",
       "26                                 NaN  \n",
       "27                                 NaN  \n",
       "28                                 NaN  \n",
       "29                                 NaN  \n",
       "...                                ...  \n",
       "10313                          Writing  \n",
       "10314                           Motion  \n",
       "10315                          Killing  \n",
       "10316                          surface  \n",
       "10317    SubjectiveAssessmentAttribute  \n",
       "10318                 ContestAttribute  \n",
       "10319                             Food  \n",
       "10320    SubjectiveAssessmentAttribute  \n",
       "10321               TherapeuticProcess  \n",
       "10322    SubjectiveAssessmentAttribute  \n",
       "10323    SubjectiveAssessmentAttribute  \n",
       "10324  IntentionalPsychologicalProcess  \n",
       "10325                         Speaking  \n",
       "10326                         Clothing  \n",
       "10327    SubjectiveAssessmentAttribute  \n",
       "10328                         Artifact  \n",
       "10329                          Meeting  \n",
       "10330                  DirectionChange  \n",
       "10331                      ShapeChange  \n",
       "10332  IntentionalPsychologicalProcess  \n",
       "10333    SubjectiveAssessmentAttribute  \n",
       "10334    SubjectiveAssessmentAttribute  \n",
       "10335    SubjectiveAssessmentAttribute  \n",
       "10336                  DirectionChange  \n",
       "10337                   EmotionalState  \n",
       "10338                       Separating  \n",
       "10339                            Anger  \n",
       "10340                         Process[  \n",
       "10341                         Speaking  \n",
       "10342    SubjectiveAssessmentAttribute  \n",
       "\n",
       "[10343 rows x 6 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "synsets_df = synsets_df[['synsetid','pos','lexdomainid','definition','lastmodifier','sumo']]\n",
    "synsets_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "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>wordid</th>\n",
       "      <th>lemma</th>\n",
       "      <th>synsetid</th>\n",
       "      <th>senseid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>51421</td>\n",
       "      <td>matino</td>\n",
       "      <td>302262136</td>\n",
       "      <td>50225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>51420</td>\n",
       "      <td>hanapbuhay</td>\n",
       "      <td>100553013</td>\n",
       "      <td>50224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>51419</td>\n",
       "      <td>trabaho</td>\n",
       "      <td>100553013</td>\n",
       "      <td>50223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>51419</td>\n",
       "      <td>trabaho</td>\n",
       "      <td>100584367</td>\n",
       "      <td>52818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>51418</td>\n",
       "      <td>matibay</td>\n",
       "      <td>301086211</td>\n",
       "      <td>50361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>51418</td>\n",
       "      <td>matibay</td>\n",
       "      <td>301973490</td>\n",
       "      <td>50222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>51418</td>\n",
       "      <td>matibay</td>\n",
       "      <td>302275412</td>\n",
       "      <td>62308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>51417</td>\n",
       "      <td>matatag</td>\n",
       "      <td>301973490</td>\n",
       "      <td>50221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>51416</td>\n",
       "      <td>matanda</td>\n",
       "      <td>301592230</td>\n",
       "      <td>50220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>51416</td>\n",
       "      <td>matanda</td>\n",
       "      <td>110749123</td>\n",
       "      <td>51260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>51415</td>\n",
       "      <td>may-edad</td>\n",
       "      <td>301592230</td>\n",
       "      <td>50219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>51413</td>\n",
       "      <td>okey</td>\n",
       "      <td>302011116</td>\n",
       "      <td>50217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>51414</td>\n",
       "      <td>oo</td>\n",
       "      <td>302011116</td>\n",
       "      <td>50218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>51412</td>\n",
       "      <td>lengguwahe</td>\n",
       "      <td>105899749</td>\n",
       "      <td>50216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>51412</td>\n",
       "      <td>lengguwahe</td>\n",
       "      <td>106904171</td>\n",
       "      <td>51374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>51411</td>\n",
       "      <td>wika</td>\n",
       "      <td>105899749</td>\n",
       "      <td>50215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>51411</td>\n",
       "      <td>wika</td>\n",
       "      <td>106904171</td>\n",
       "      <td>51375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>51410</td>\n",
       "      <td>panganib</td>\n",
       "      <td>113711152</td>\n",
       "      <td>50214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>51409</td>\n",
       "      <td>delikado</td>\n",
       "      <td>113711152</td>\n",
       "      <td>50213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>51408</td>\n",
       "      <td>sagip</td>\n",
       "      <td>202475565</td>\n",
       "      <td>50417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>51408</td>\n",
       "      <td>sagip</td>\n",
       "      <td>100086821</td>\n",
       "      <td>50212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>51407</td>\n",
       "      <td>ligtas</td>\n",
       "      <td>202475565</td>\n",
       "      <td>50416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>51407</td>\n",
       "      <td>ligtas</td>\n",
       "      <td>100086821</td>\n",
       "      <td>50211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>51406</td>\n",
       "      <td>tomboy</td>\n",
       "      <td>109526953</td>\n",
       "      <td>50210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>51405</td>\n",
       "      <td>tibo</td>\n",
       "      <td>109526953</td>\n",
       "      <td>50209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>51404</td>\n",
       "      <td>takot</td>\n",
       "      <td>109008600</td>\n",
       "      <td>50208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>51404</td>\n",
       "      <td>takot</td>\n",
       "      <td>201779165</td>\n",
       "      <td>54377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>51404</td>\n",
       "      <td>takot</td>\n",
       "      <td>114381416</td>\n",
       "      <td>56631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>51404</td>\n",
       "      <td>takot</td>\n",
       "      <td>300077645</td>\n",
       "      <td>62000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>51403</td>\n",
       "      <td>duwag</td>\n",
       "      <td>109008600</td>\n",
       "      <td>50207</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>16777</th>\n",
       "      <td>61610</td>\n",
       "      <td>sihangan</td>\n",
       "      <td>201346003</td>\n",
       "      <td>62416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16778</th>\n",
       "      <td>61611</td>\n",
       "      <td>bilasa</td>\n",
       "      <td>301069283</td>\n",
       "      <td>62417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16779</th>\n",
       "      <td>61612</td>\n",
       "      <td>switik</td>\n",
       "      <td>300069948</td>\n",
       "      <td>62418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16780</th>\n",
       "      <td>61613</td>\n",
       "      <td>binidbid</td>\n",
       "      <td>200083124</td>\n",
       "      <td>62419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16781</th>\n",
       "      <td>61614</td>\n",
       "      <td>tiwakal</td>\n",
       "      <td>201323958</td>\n",
       "      <td>62420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16782</th>\n",
       "      <td>61615</td>\n",
       "      <td>buhay-alamang</td>\n",
       "      <td>301756292</td>\n",
       "      <td>62421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16783</th>\n",
       "      <td>61616</td>\n",
       "      <td>hagibis</td>\n",
       "      <td>100293916</td>\n",
       "      <td>62422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16784</th>\n",
       "      <td>61617</td>\n",
       "      <td>handusay</td>\n",
       "      <td>302432428</td>\n",
       "      <td>62423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16785</th>\n",
       "      <td>61618</td>\n",
       "      <td>hayok</td>\n",
       "      <td>300011160</td>\n",
       "      <td>62424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16786</th>\n",
       "      <td>61619</td>\n",
       "      <td>labian</td>\n",
       "      <td>201774799</td>\n",
       "      <td>62425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16787</th>\n",
       "      <td>61620</td>\n",
       "      <td>mamutawi</td>\n",
       "      <td>200963570</td>\n",
       "      <td>62426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16788</th>\n",
       "      <td>61621</td>\n",
       "      <td>panaghili</td>\n",
       "      <td>100758335</td>\n",
       "      <td>62427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16789</th>\n",
       "      <td>61622</td>\n",
       "      <td>makipot</td>\n",
       "      <td>302561888</td>\n",
       "      <td>62430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16790</th>\n",
       "      <td>61623</td>\n",
       "      <td>tuod</td>\n",
       "      <td>103159640</td>\n",
       "      <td>62431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16791</th>\n",
       "      <td>61624</td>\n",
       "      <td>tiyapan</td>\n",
       "      <td>101230965</td>\n",
       "      <td>62432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16792</th>\n",
       "      <td>61625</td>\n",
       "      <td>subasob</td>\n",
       "      <td>201908365</td>\n",
       "      <td>62433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16793</th>\n",
       "      <td>61626</td>\n",
       "      <td>nilalik</td>\n",
       "      <td>202034671</td>\n",
       "      <td>62435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16794</th>\n",
       "      <td>61627</td>\n",
       "      <td>nuynuyin</td>\n",
       "      <td>200630380</td>\n",
       "      <td>62436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16795</th>\n",
       "      <td>61628</td>\n",
       "      <td>lagpak</td>\n",
       "      <td>100066636</td>\n",
       "      <td>62437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16796</th>\n",
       "      <td>61629</td>\n",
       "      <td>garil</td>\n",
       "      <td>200978549</td>\n",
       "      <td>62438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16797</th>\n",
       "      <td>61630</td>\n",
       "      <td>daskol</td>\n",
       "      <td>300311663</td>\n",
       "      <td>62439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16798</th>\n",
       "      <td>61631</td>\n",
       "      <td>katabilan</td>\n",
       "      <td>300773299</td>\n",
       "      <td>62440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16799</th>\n",
       "      <td>61632</td>\n",
       "      <td>bumaling</td>\n",
       "      <td>100346532</td>\n",
       "      <td>62441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16800</th>\n",
       "      <td>61633</td>\n",
       "      <td>magulumihanan</td>\n",
       "      <td>200725274</td>\n",
       "      <td>62442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16801</th>\n",
       "      <td>61634</td>\n",
       "      <td>luwat</td>\n",
       "      <td>301901186</td>\n",
       "      <td>62443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16802</th>\n",
       "      <td>61635</td>\n",
       "      <td>baak</td>\n",
       "      <td>202467662</td>\n",
       "      <td>62444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16803</th>\n",
       "      <td>61636</td>\n",
       "      <td>kayamutan</td>\n",
       "      <td>300113818</td>\n",
       "      <td>62445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16804</th>\n",
       "      <td>61637</td>\n",
       "      <td>antala</td>\n",
       "      <td>101066163</td>\n",
       "      <td>62446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16805</th>\n",
       "      <td>61638</td>\n",
       "      <td>anas</td>\n",
       "      <td>200915830</td>\n",
       "      <td>62447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16806</th>\n",
       "      <td>61639</td>\n",
       "      <td>busisi</td>\n",
       "      <td>301586342</td>\n",
       "      <td>62448</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16807 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       wordid          lemma   synsetid  senseid\n",
       "0       51421         matino  302262136    50225\n",
       "1       51420     hanapbuhay  100553013    50224\n",
       "2       51419        trabaho  100553013    50223\n",
       "3       51419        trabaho  100584367    52818\n",
       "4       51418        matibay  301086211    50361\n",
       "5       51418        matibay  301973490    50222\n",
       "6       51418        matibay  302275412    62308\n",
       "7       51417        matatag  301973490    50221\n",
       "8       51416        matanda  301592230    50220\n",
       "9       51416        matanda  110749123    51260\n",
       "10      51415       may-edad  301592230    50219\n",
       "11      51413           okey  302011116    50217\n",
       "12      51414             oo  302011116    50218\n",
       "13      51412     lengguwahe  105899749    50216\n",
       "14      51412     lengguwahe  106904171    51374\n",
       "15      51411           wika  105899749    50215\n",
       "16      51411           wika  106904171    51375\n",
       "17      51410       panganib  113711152    50214\n",
       "18      51409       delikado  113711152    50213\n",
       "19      51408          sagip  202475565    50417\n",
       "20      51408          sagip  100086821    50212\n",
       "21      51407         ligtas  202475565    50416\n",
       "22      51407         ligtas  100086821    50211\n",
       "23      51406         tomboy  109526953    50210\n",
       "24      51405           tibo  109526953    50209\n",
       "25      51404          takot  109008600    50208\n",
       "26      51404          takot  201779165    54377\n",
       "27      51404          takot  114381416    56631\n",
       "28      51404          takot  300077645    62000\n",
       "29      51403          duwag  109008600    50207\n",
       "...       ...            ...        ...      ...\n",
       "16777   61610       sihangan  201346003    62416\n",
       "16778   61611         bilasa  301069283    62417\n",
       "16779   61612         switik  300069948    62418\n",
       "16780   61613       binidbid  200083124    62419\n",
       "16781   61614        tiwakal  201323958    62420\n",
       "16782   61615  buhay-alamang  301756292    62421\n",
       "16783   61616        hagibis  100293916    62422\n",
       "16784   61617       handusay  302432428    62423\n",
       "16785   61618          hayok  300011160    62424\n",
       "16786   61619         labian  201774799    62425\n",
       "16787   61620       mamutawi  200963570    62426\n",
       "16788   61621      panaghili  100758335    62427\n",
       "16789   61622        makipot  302561888    62430\n",
       "16790   61623           tuod  103159640    62431\n",
       "16791   61624        tiyapan  101230965    62432\n",
       "16792   61625        subasob  201908365    62433\n",
       "16793   61626        nilalik  202034671    62435\n",
       "16794   61627       nuynuyin  200630380    62436\n",
       "16795   61628         lagpak  100066636    62437\n",
       "16796   61629          garil  200978549    62438\n",
       "16797   61630         daskol  300311663    62439\n",
       "16798   61631      katabilan  300773299    62440\n",
       "16799   61632       bumaling  100346532    62441\n",
       "16800   61633  magulumihanan  200725274    62442\n",
       "16801   61634          luwat  301901186    62443\n",
       "16802   61635           baak  202467662    62444\n",
       "16803   61636      kayamutan  300113818    62445\n",
       "16804   61637         antala  101066163    62446\n",
       "16805   61638           anas  200915830    62447\n",
       "16806   61639         busisi  301586342    62448\n",
       "\n",
       "[16807 rows x 4 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#combine the words dataframe and senses dataframe based on a  common value which is wordid\n",
    "#this will let us make use of the synsetids to find the various descriptions of the word\n",
    "combined_df = pd.merge(words_df, senses_df, on=['wordid'])\n",
    "combined_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\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>wordid</th>\n",
       "      <th>lemma</th>\n",
       "      <th>synsetid</th>\n",
       "      <th>senseid</th>\n",
       "      <th>pos</th>\n",
       "      <th>lexdomainid</th>\n",
       "      <th>definition</th>\n",
       "      <th>lastmodifier</th>\n",
       "      <th>sumo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>51421</td>\n",
       "      <td>matino</td>\n",
       "      <td>302262136</td>\n",
       "      <td>50225</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>nasa tamang pagiisip</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>49082</td>\n",
       "      <td>maayos</td>\n",
       "      <td>302262136</td>\n",
       "      <td>50226</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>nasa tamang pagiisip</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>51420</td>\n",
       "      <td>hanapbuhay</td>\n",
       "      <td>100553013</td>\n",
       "      <td>50224</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>paraan ng pamumuhay</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>51419</td>\n",
       "      <td>trabaho</td>\n",
       "      <td>100553013</td>\n",
       "      <td>50223</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>paraan ng pamumuhay</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>51419</td>\n",
       "      <td>trabaho</td>\n",
       "      <td>100584367</td>\n",
       "      <td>52818</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>propesyon na kung saan ikaw ay kumikita</td>\n",
       "      <td>1</td>\n",
       "      <td>Position</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>53524</td>\n",
       "      <td>obra</td>\n",
       "      <td>100584367</td>\n",
       "      <td>52817</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>propesyon na kung saan ikaw ay kumikita</td>\n",
       "      <td>1</td>\n",
       "      <td>Position</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>53525</td>\n",
       "      <td>gawain</td>\n",
       "      <td>100584367</td>\n",
       "      <td>52819</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>propesyon na kung saan ikaw ay kumikita</td>\n",
       "      <td>1</td>\n",
       "      <td>Position</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>51418</td>\n",
       "      <td>matibay</td>\n",
       "      <td>301086211</td>\n",
       "      <td>50361</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>mahirap sirain</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>51521</td>\n",
       "      <td>makunat</td>\n",
       "      <td>301086211</td>\n",
       "      <td>50360</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>mahirap sirain</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>51418</td>\n",
       "      <td>matibay</td>\n",
       "      <td>301973490</td>\n",
       "      <td>50222</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>hindi mabilis sirain</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>51417</td>\n",
       "      <td>matatag</td>\n",
       "      <td>301973490</td>\n",
       "      <td>50221</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>hindi mabilis sirain</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>51418</td>\n",
       "      <td>matibay</td>\n",
       "      <td>302275412</td>\n",
       "      <td>62308</td>\n",
       "      <td>s</td>\n",
       "      <td>0</td>\n",
       "      <td>hindi madaling masira</td>\n",
       "      <td>17</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>51416</td>\n",
       "      <td>matanda</td>\n",
       "      <td>301592230</td>\n",
       "      <td>50220</td>\n",
       "      <td>s</td>\n",
       "      <td>0</td>\n",
       "      <td>matagal na nagbubuhay</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>51415</td>\n",
       "      <td>may-edad</td>\n",
       "      <td>301592230</td>\n",
       "      <td>50219</td>\n",
       "      <td>s</td>\n",
       "      <td>0</td>\n",
       "      <td>matagal na nagbubuhay</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>51416</td>\n",
       "      <td>matanda</td>\n",
       "      <td>110749123</td>\n",
       "      <td>51260</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Human</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>52236</td>\n",
       "      <td>beterano</td>\n",
       "      <td>110749123</td>\n",
       "      <td>51259</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Human</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>60515</td>\n",
       "      <td>veteran</td>\n",
       "      <td>110749123</td>\n",
       "      <td>61081</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Human</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>51413</td>\n",
       "      <td>okey</td>\n",
       "      <td>302011116</td>\n",
       "      <td>50217</td>\n",
       "      <td>s</td>\n",
       "      <td>0</td>\n",
       "      <td>sumasangayon</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>51414</td>\n",
       "      <td>oo</td>\n",
       "      <td>302011116</td>\n",
       "      <td>50218</td>\n",
       "      <td>s</td>\n",
       "      <td>0</td>\n",
       "      <td>sumasangayon</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>51412</td>\n",
       "      <td>lengguwahe</td>\n",
       "      <td>105899749</td>\n",
       "      <td>50216</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>ginagamit ng mga tao para makipagusap</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>51411</td>\n",
       "      <td>wika</td>\n",
       "      <td>105899749</td>\n",
       "      <td>50215</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>ginagamit ng mga tao para makipagusap</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>51412</td>\n",
       "      <td>lengguwahe</td>\n",
       "      <td>106904171</td>\n",
       "      <td>51374</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaturalLanguage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>51411</td>\n",
       "      <td>wika</td>\n",
       "      <td>106904171</td>\n",
       "      <td>51375</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaturalLanguage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>51410</td>\n",
       "      <td>panganib</td>\n",
       "      <td>113711152</td>\n",
       "      <td>50214</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>hindi maganda situwasyon</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>51409</td>\n",
       "      <td>delikado</td>\n",
       "      <td>113711152</td>\n",
       "      <td>50213</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>hindi maganda situwasyon</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>51408</td>\n",
       "      <td>sagip</td>\n",
       "      <td>202475565</td>\n",
       "      <td>50417</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>ilayo sa delikado</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>51407</td>\n",
       "      <td>ligtas</td>\n",
       "      <td>202475565</td>\n",
       "      <td>50416</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>ilayo sa delikado</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>51408</td>\n",
       "      <td>sagip</td>\n",
       "      <td>100086821</td>\n",
       "      <td>50212</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>ilayo muna sa delikado</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>51407</td>\n",
       "      <td>ligtas</td>\n",
       "      <td>100086821</td>\n",
       "      <td>50211</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>ilayo muna sa delikado</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>51406</td>\n",
       "      <td>tomboy</td>\n",
       "      <td>109526953</td>\n",
       "      <td>50210</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>lalaki na naging babae</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</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>16774</th>\n",
       "      <td>61602</td>\n",
       "      <td>humalinghing</td>\n",
       "      <td>201045419</td>\n",
       "      <td>62406</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>isang bigkas na nagpapahayag ng sakit o hindi ...</td>\n",
       "      <td>19</td>\n",
       "      <td>ExpressingDisapproval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16775</th>\n",
       "      <td>61604</td>\n",
       "      <td>magato</td>\n",
       "      <td>200469382</td>\n",
       "      <td>62409</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>gamitin hanggang hindi na magagamit</td>\n",
       "      <td>19</td>\n",
       "      <td>Damaging</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16776</th>\n",
       "      <td>61605</td>\n",
       "      <td>magkagurlis</td>\n",
       "      <td>201321895</td>\n",
       "      <td>62410</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>magkaroon ng kalmot ang isang bagay</td>\n",
       "      <td>19</td>\n",
       "      <td>Writing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16777</th>\n",
       "      <td>61606</td>\n",
       "      <td>magbubo</td>\n",
       "      <td>100329619</td>\n",
       "      <td>62411</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>magtapon ng likido sa isang lalagyan</td>\n",
       "      <td>19</td>\n",
       "      <td>Motion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16778</th>\n",
       "      <td>61607</td>\n",
       "      <td>balok</td>\n",
       "      <td>101458746</td>\n",
       "      <td>62413</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>balat ng mga prutas, itlog o mane</td>\n",
       "      <td>19</td>\n",
       "      <td>surface</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16779</th>\n",
       "      <td>61608</td>\n",
       "      <td>dunong</td>\n",
       "      <td>301898722</td>\n",
       "      <td>62414</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>kaalaman</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16780</th>\n",
       "      <td>61609</td>\n",
       "      <td>lupig</td>\n",
       "      <td>301452266</td>\n",
       "      <td>62415</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>natalo</td>\n",
       "      <td>19</td>\n",
       "      <td>ContestAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16781</th>\n",
       "      <td>61611</td>\n",
       "      <td>bilasa</td>\n",
       "      <td>301069283</td>\n",
       "      <td>62417</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>bulok na</td>\n",
       "      <td>19</td>\n",
       "      <td>Food</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16782</th>\n",
       "      <td>61612</td>\n",
       "      <td>switik</td>\n",
       "      <td>300069948</td>\n",
       "      <td>62418</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>nagbibigay-kasiyahan aesthetic pamantayan at s...</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16783</th>\n",
       "      <td>61613</td>\n",
       "      <td>binidbid</td>\n",
       "      <td>200083124</td>\n",
       "      <td>62419</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>nilagyan ng bendahe</td>\n",
       "      <td>19</td>\n",
       "      <td>TherapeuticProcess</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16784</th>\n",
       "      <td>61615</td>\n",
       "      <td>buhay-alamang</td>\n",
       "      <td>301756292</td>\n",
       "      <td>62421</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>madaling mamatay</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16785</th>\n",
       "      <td>61617</td>\n",
       "      <td>handusay</td>\n",
       "      <td>302432428</td>\n",
       "      <td>62423</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>pagod na pagod na</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16786</th>\n",
       "      <td>61619</td>\n",
       "      <td>labian</td>\n",
       "      <td>201774799</td>\n",
       "      <td>62425</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>sabihan ng masama</td>\n",
       "      <td>19</td>\n",
       "      <td>IntentionalPsychologicalProcess</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16787</th>\n",
       "      <td>61620</td>\n",
       "      <td>mamutawi</td>\n",
       "      <td>200963570</td>\n",
       "      <td>62426</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>magsalita</td>\n",
       "      <td>19</td>\n",
       "      <td>Speaking</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16788</th>\n",
       "      <td>61622</td>\n",
       "      <td>makipot</td>\n",
       "      <td>302561888</td>\n",
       "      <td>62430</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>hindi malaki</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16789</th>\n",
       "      <td>61623</td>\n",
       "      <td>tuod</td>\n",
       "      <td>103159640</td>\n",
       "      <td>62431</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>ang natitira sa lupa pag pinutol ang puno</td>\n",
       "      <td>19</td>\n",
       "      <td>Artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16790</th>\n",
       "      <td>61624</td>\n",
       "      <td>tiyapan</td>\n",
       "      <td>101230965</td>\n",
       "      <td>62432</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>isang pagpupulong</td>\n",
       "      <td>19</td>\n",
       "      <td>Meeting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16791</th>\n",
       "      <td>61625</td>\n",
       "      <td>subasob</td>\n",
       "      <td>201908365</td>\n",
       "      <td>62433</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>nakatingin sa baba</td>\n",
       "      <td>19</td>\n",
       "      <td>DirectionChange</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16792</th>\n",
       "      <td>61626</td>\n",
       "      <td>nilalik</td>\n",
       "      <td>202034671</td>\n",
       "      <td>62435</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>binaluktot</td>\n",
       "      <td>19</td>\n",
       "      <td>ShapeChange</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16793</th>\n",
       "      <td>61627</td>\n",
       "      <td>nuynuyin</td>\n",
       "      <td>200630380</td>\n",
       "      <td>62436</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>pagisipan ng mabuti</td>\n",
       "      <td>19</td>\n",
       "      <td>IntentionalPsychologicalProcess</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16794</th>\n",
       "      <td>61628</td>\n",
       "      <td>lagpak</td>\n",
       "      <td>100066636</td>\n",
       "      <td>62437</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>mga pangyayari na nabigo</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16795</th>\n",
       "      <td>61630</td>\n",
       "      <td>daskol</td>\n",
       "      <td>300311663</td>\n",
       "      <td>62439</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>minadali at walang pakielam na ginawa</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16796</th>\n",
       "      <td>61631</td>\n",
       "      <td>katabilan</td>\n",
       "      <td>300773299</td>\n",
       "      <td>62440</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>maingay</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16797</th>\n",
       "      <td>61632</td>\n",
       "      <td>bumaling</td>\n",
       "      <td>100346532</td>\n",
       "      <td>62441</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>ang umikot sa kabila</td>\n",
       "      <td>19</td>\n",
       "      <td>DirectionChange</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16798</th>\n",
       "      <td>61633</td>\n",
       "      <td>magulumihanan</td>\n",
       "      <td>200725274</td>\n",
       "      <td>62442</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>nagulat ng sobra</td>\n",
       "      <td>19</td>\n",
       "      <td>EmotionalState</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16799</th>\n",
       "      <td>61635</td>\n",
       "      <td>baak</td>\n",
       "      <td>202467662</td>\n",
       "      <td>62444</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>hatiin sa dalawa</td>\n",
       "      <td>19</td>\n",
       "      <td>Separating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16800</th>\n",
       "      <td>61636</td>\n",
       "      <td>kayamutan</td>\n",
       "      <td>300113818</td>\n",
       "      <td>62445</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>magalit sa isang tao</td>\n",
       "      <td>19</td>\n",
       "      <td>Anger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16801</th>\n",
       "      <td>61637</td>\n",
       "      <td>antala</td>\n",
       "      <td>101066163</td>\n",
       "      <td>62446</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>ginagawa ng pagkatapos ng takdang oras</td>\n",
       "      <td>19</td>\n",
       "      <td>Process[</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16802</th>\n",
       "      <td>61638</td>\n",
       "      <td>anas</td>\n",
       "      <td>200915830</td>\n",
       "      <td>62447</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>mahinang sinabi</td>\n",
       "      <td>19</td>\n",
       "      <td>Speaking</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16803</th>\n",
       "      <td>61639</td>\n",
       "      <td>busisi</td>\n",
       "      <td>301586342</td>\n",
       "      <td>62448</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>masyadong mabait</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16804 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       wordid          lemma   synsetid  senseid pos  lexdomainid  \\\n",
       "0       51421         matino  302262136    50225   a            0   \n",
       "1       49082         maayos  302262136    50226   a            0   \n",
       "2       51420     hanapbuhay  100553013    50224   n            0   \n",
       "3       51419        trabaho  100553013    50223   n            0   \n",
       "4       51419        trabaho  100584367    52818   n            0   \n",
       "5       53524           obra  100584367    52817   n            0   \n",
       "6       53525         gawain  100584367    52819   n            0   \n",
       "7       51418        matibay  301086211    50361   a            0   \n",
       "8       51521        makunat  301086211    50360   a            0   \n",
       "9       51418        matibay  301973490    50222   a            0   \n",
       "10      51417        matatag  301973490    50221   a            0   \n",
       "11      51418        matibay  302275412    62308   s            0   \n",
       "12      51416        matanda  301592230    50220   s            0   \n",
       "13      51415       may-edad  301592230    50219   s            0   \n",
       "14      51416        matanda  110749123    51260   n            0   \n",
       "15      52236       beterano  110749123    51259   n            0   \n",
       "16      60515        veteran  110749123    61081   n            0   \n",
       "17      51413           okey  302011116    50217   s            0   \n",
       "18      51414             oo  302011116    50218   s            0   \n",
       "19      51412     lengguwahe  105899749    50216   n            0   \n",
       "20      51411           wika  105899749    50215   n            0   \n",
       "21      51412     lengguwahe  106904171    51374   n            0   \n",
       "22      51411           wika  106904171    51375   n            0   \n",
       "23      51410       panganib  113711152    50214   n            0   \n",
       "24      51409       delikado  113711152    50213   n            0   \n",
       "25      51408          sagip  202475565    50417   v            0   \n",
       "26      51407         ligtas  202475565    50416   v            0   \n",
       "27      51408          sagip  100086821    50212   n            0   \n",
       "28      51407         ligtas  100086821    50211   n            0   \n",
       "29      51406         tomboy  109526953    50210   n            0   \n",
       "...       ...            ...        ...      ...  ..          ...   \n",
       "16774   61602   humalinghing  201045419    62406   v            0   \n",
       "16775   61604         magato  200469382    62409   v            0   \n",
       "16776   61605    magkagurlis  201321895    62410   v            0   \n",
       "16777   61606        magbubo  100329619    62411   v            0   \n",
       "16778   61607          balok  101458746    62413   n            0   \n",
       "16779   61608         dunong  301898722    62414   n            0   \n",
       "16780   61609          lupig  301452266    62415   a            0   \n",
       "16781   61611         bilasa  301069283    62417   a            0   \n",
       "16782   61612         switik  300069948    62418   a            0   \n",
       "16783   61613       binidbid  200083124    62419   v            0   \n",
       "16784   61615  buhay-alamang  301756292    62421   a            0   \n",
       "16785   61617       handusay  302432428    62423   a            0   \n",
       "16786   61619         labian  201774799    62425   v            0   \n",
       "16787   61620       mamutawi  200963570    62426   v            0   \n",
       "16788   61622        makipot  302561888    62430   a            0   \n",
       "16789   61623           tuod  103159640    62431   n            0   \n",
       "16790   61624        tiyapan  101230965    62432   n            0   \n",
       "16791   61625        subasob  201908365    62433   a            0   \n",
       "16792   61626        nilalik  202034671    62435   v            0   \n",
       "16793   61627       nuynuyin  200630380    62436   v            0   \n",
       "16794   61628         lagpak  100066636    62437   n            0   \n",
       "16795   61630         daskol  300311663    62439   a            0   \n",
       "16796   61631      katabilan  300773299    62440   n            0   \n",
       "16797   61632       bumaling  100346532    62441   v            0   \n",
       "16798   61633  magulumihanan  200725274    62442   v            0   \n",
       "16799   61635           baak  202467662    62444   v            0   \n",
       "16800   61636      kayamutan  300113818    62445   v            0   \n",
       "16801   61637         antala  101066163    62446   n            0   \n",
       "16802   61638           anas  200915830    62447   n            0   \n",
       "16803   61639         busisi  301586342    62448   a            0   \n",
       "\n",
       "                                              definition  lastmodifier  \\\n",
       "0                                   nasa tamang pagiisip             1   \n",
       "1                                   nasa tamang pagiisip             1   \n",
       "2                                    paraan ng pamumuhay             1   \n",
       "3                                    paraan ng pamumuhay             1   \n",
       "4                propesyon na kung saan ikaw ay kumikita             1   \n",
       "5                propesyon na kung saan ikaw ay kumikita             1   \n",
       "6                propesyon na kung saan ikaw ay kumikita             1   \n",
       "7                                         mahirap sirain             1   \n",
       "8                                         mahirap sirain             1   \n",
       "9                                   hindi mabilis sirain             1   \n",
       "10                                  hindi mabilis sirain             1   \n",
       "11                                 hindi madaling masira            17   \n",
       "12                                 matagal na nagbubuhay             1   \n",
       "13                                 matagal na nagbubuhay             1   \n",
       "14                                                   NaN             1   \n",
       "15                                                   NaN             1   \n",
       "16                                                   NaN             1   \n",
       "17                                          sumasangayon             1   \n",
       "18                                          sumasangayon             1   \n",
       "19                 ginagamit ng mga tao para makipagusap             1   \n",
       "20                 ginagamit ng mga tao para makipagusap             1   \n",
       "21                                                   NaN             1   \n",
       "22                                                   NaN             1   \n",
       "23                              hindi maganda situwasyon             1   \n",
       "24                              hindi maganda situwasyon             1   \n",
       "25                                     ilayo sa delikado             1   \n",
       "26                                     ilayo sa delikado             1   \n",
       "27                                ilayo muna sa delikado             1   \n",
       "28                                ilayo muna sa delikado             1   \n",
       "29                                lalaki na naging babae             1   \n",
       "...                                                  ...           ...   \n",
       "16774  isang bigkas na nagpapahayag ng sakit o hindi ...            19   \n",
       "16775                gamitin hanggang hindi na magagamit            19   \n",
       "16776                magkaroon ng kalmot ang isang bagay            19   \n",
       "16777               magtapon ng likido sa isang lalagyan            19   \n",
       "16778                  balat ng mga prutas, itlog o mane            19   \n",
       "16779                                           kaalaman            19   \n",
       "16780                                             natalo            19   \n",
       "16781                                           bulok na            19   \n",
       "16782  nagbibigay-kasiyahan aesthetic pamantayan at s...            19   \n",
       "16783                                nilagyan ng bendahe            19   \n",
       "16784                                   madaling mamatay            19   \n",
       "16785                                  pagod na pagod na            19   \n",
       "16786                                  sabihan ng masama            19   \n",
       "16787                                          magsalita            19   \n",
       "16788                                       hindi malaki            19   \n",
       "16789          ang natitira sa lupa pag pinutol ang puno            19   \n",
       "16790                                  isang pagpupulong            19   \n",
       "16791                                 nakatingin sa baba            19   \n",
       "16792                                         binaluktot            19   \n",
       "16793                                pagisipan ng mabuti            19   \n",
       "16794                           mga pangyayari na nabigo            19   \n",
       "16795              minadali at walang pakielam na ginawa            19   \n",
       "16796                                            maingay            19   \n",
       "16797                               ang umikot sa kabila            19   \n",
       "16798                                   nagulat ng sobra            19   \n",
       "16799                                   hatiin sa dalawa            19   \n",
       "16800                               magalit sa isang tao            19   \n",
       "16801             ginagawa ng pagkatapos ng takdang oras            19   \n",
       "16802                                    mahinang sinabi            19   \n",
       "16803                                   masyadong mabait            19   \n",
       "\n",
       "                                  sumo  \n",
       "0                                  NaN  \n",
       "1                                  NaN  \n",
       "2                                  NaN  \n",
       "3                                  NaN  \n",
       "4                             Position  \n",
       "5                             Position  \n",
       "6                             Position  \n",
       "7                                  NaN  \n",
       "8                                  NaN  \n",
       "9                                  NaN  \n",
       "10                                 NaN  \n",
       "11       SubjectiveAssessmentAttribute  \n",
       "12                                 NaN  \n",
       "13                                 NaN  \n",
       "14                               Human  \n",
       "15                               Human  \n",
       "16                               Human  \n",
       "17                                 NaN  \n",
       "18                                 NaN  \n",
       "19                                 NaN  \n",
       "20                                 NaN  \n",
       "21                     NaturalLanguage  \n",
       "22                     NaturalLanguage  \n",
       "23                                 NaN  \n",
       "24                                 NaN  \n",
       "25                                 NaN  \n",
       "26                                 NaN  \n",
       "27                                 NaN  \n",
       "28                                 NaN  \n",
       "29                                 NaN  \n",
       "...                                ...  \n",
       "16774            ExpressingDisapproval  \n",
       "16775                         Damaging  \n",
       "16776                          Writing  \n",
       "16777                           Motion  \n",
       "16778                          surface  \n",
       "16779    SubjectiveAssessmentAttribute  \n",
       "16780                 ContestAttribute  \n",
       "16781                             Food  \n",
       "16782    SubjectiveAssessmentAttribute  \n",
       "16783               TherapeuticProcess  \n",
       "16784    SubjectiveAssessmentAttribute  \n",
       "16785    SubjectiveAssessmentAttribute  \n",
       "16786  IntentionalPsychologicalProcess  \n",
       "16787                         Speaking  \n",
       "16788    SubjectiveAssessmentAttribute  \n",
       "16789                         Artifact  \n",
       "16790                          Meeting  \n",
       "16791                  DirectionChange  \n",
       "16792                      ShapeChange  \n",
       "16793  IntentionalPsychologicalProcess  \n",
       "16794    SubjectiveAssessmentAttribute  \n",
       "16795    SubjectiveAssessmentAttribute  \n",
       "16796    SubjectiveAssessmentAttribute  \n",
       "16797                  DirectionChange  \n",
       "16798                   EmotionalState  \n",
       "16799                       Separating  \n",
       "16800                            Anger  \n",
       "16801                         Process[  \n",
       "16802                         Speaking  \n",
       "16803    SubjectiveAssessmentAttribute  \n",
       "\n",
       "[16804 rows x 9 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordnet = pd.merge(combined_df,synsets_df, on=['synsetid'])\n",
    "wordnet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\joseph imperial\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\pandas\\core\\generic.py:4355: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  self._update_inplace(new_data)\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>wordid</th>\n",
       "      <th>lemma</th>\n",
       "      <th>synsetid</th>\n",
       "      <th>senseid</th>\n",
       "      <th>pos</th>\n",
       "      <th>lexdomainid</th>\n",
       "      <th>definition</th>\n",
       "      <th>lastmodifier</th>\n",
       "      <th>sumo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>51421</td>\n",
       "      <td>matino</td>\n",
       "      <td>302262136</td>\n",
       "      <td>50225</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>nasa tamang pagiisip</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>49082</td>\n",
       "      <td>maayos</td>\n",
       "      <td>302262136</td>\n",
       "      <td>50226</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>nasa tamang pagiisip</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>51420</td>\n",
       "      <td>hanapbuhay</td>\n",
       "      <td>100553013</td>\n",
       "      <td>50224</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>paraan ng pamumuhay</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>51419</td>\n",
       "      <td>trabaho</td>\n",
       "      <td>100553013</td>\n",
       "      <td>50223</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>paraan ng pamumuhay</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>51419</td>\n",
       "      <td>trabaho</td>\n",
       "      <td>100584367</td>\n",
       "      <td>52818</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>propesyon na kung saan ikaw ay kumikita</td>\n",
       "      <td>1</td>\n",
       "      <td>Position</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>53524</td>\n",
       "      <td>obra</td>\n",
       "      <td>100584367</td>\n",
       "      <td>52817</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>propesyon na kung saan ikaw ay kumikita</td>\n",
       "      <td>1</td>\n",
       "      <td>Position</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>53525</td>\n",
       "      <td>gawain</td>\n",
       "      <td>100584367</td>\n",
       "      <td>52819</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>propesyon na kung saan ikaw ay kumikita</td>\n",
       "      <td>1</td>\n",
       "      <td>Position</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>51418</td>\n",
       "      <td>matibay</td>\n",
       "      <td>301086211</td>\n",
       "      <td>50361</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>mahirap sirain</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>51521</td>\n",
       "      <td>makunat</td>\n",
       "      <td>301086211</td>\n",
       "      <td>50360</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>mahirap sirain</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>51418</td>\n",
       "      <td>matibay</td>\n",
       "      <td>301973490</td>\n",
       "      <td>50222</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>hindi mabilis sirain</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>51417</td>\n",
       "      <td>matatag</td>\n",
       "      <td>301973490</td>\n",
       "      <td>50221</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>hindi mabilis sirain</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>51418</td>\n",
       "      <td>matibay</td>\n",
       "      <td>302275412</td>\n",
       "      <td>62308</td>\n",
       "      <td>s</td>\n",
       "      <td>0</td>\n",
       "      <td>hindi madaling masira</td>\n",
       "      <td>17</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>51416</td>\n",
       "      <td>matanda</td>\n",
       "      <td>301592230</td>\n",
       "      <td>50220</td>\n",
       "      <td>s</td>\n",
       "      <td>0</td>\n",
       "      <td>matagal na nagbubuhay</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>51415</td>\n",
       "      <td>may-edad</td>\n",
       "      <td>301592230</td>\n",
       "      <td>50219</td>\n",
       "      <td>s</td>\n",
       "      <td>0</td>\n",
       "      <td>matagal na nagbubuhay</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>51413</td>\n",
       "      <td>okey</td>\n",
       "      <td>302011116</td>\n",
       "      <td>50217</td>\n",
       "      <td>s</td>\n",
       "      <td>0</td>\n",
       "      <td>sumasangayon</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>51414</td>\n",
       "      <td>oo</td>\n",
       "      <td>302011116</td>\n",
       "      <td>50218</td>\n",
       "      <td>s</td>\n",
       "      <td>0</td>\n",
       "      <td>sumasangayon</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>51412</td>\n",
       "      <td>lengguwahe</td>\n",
       "      <td>105899749</td>\n",
       "      <td>50216</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>ginagamit ng mga tao para makipagusap</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>51411</td>\n",
       "      <td>wika</td>\n",
       "      <td>105899749</td>\n",
       "      <td>50215</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>ginagamit ng mga tao para makipagusap</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>51410</td>\n",
       "      <td>panganib</td>\n",
       "      <td>113711152</td>\n",
       "      <td>50214</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>hindi maganda situwasyon</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>51409</td>\n",
       "      <td>delikado</td>\n",
       "      <td>113711152</td>\n",
       "      <td>50213</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>hindi maganda situwasyon</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>51408</td>\n",
       "      <td>sagip</td>\n",
       "      <td>202475565</td>\n",
       "      <td>50417</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>ilayo sa delikado</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>51407</td>\n",
       "      <td>ligtas</td>\n",
       "      <td>202475565</td>\n",
       "      <td>50416</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>ilayo sa delikado</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>51408</td>\n",
       "      <td>sagip</td>\n",
       "      <td>100086821</td>\n",
       "      <td>50212</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>ilayo muna sa delikado</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>51407</td>\n",
       "      <td>ligtas</td>\n",
       "      <td>100086821</td>\n",
       "      <td>50211</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>ilayo muna sa delikado</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>51406</td>\n",
       "      <td>tomboy</td>\n",
       "      <td>109526953</td>\n",
       "      <td>50210</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>lalaki na naging babae</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>51405</td>\n",
       "      <td>tibo</td>\n",
       "      <td>109526953</td>\n",
       "      <td>50209</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>lalaki na naging babae</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>51402</td>\n",
       "      <td>bading</td>\n",
       "      <td>109526953</td>\n",
       "      <td>50206</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>lalaki na naging babae</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>51401</td>\n",
       "      <td>bakla</td>\n",
       "      <td>109526953</td>\n",
       "      <td>50205</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>lalaki na naging babae</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>51404</td>\n",
       "      <td>takot</td>\n",
       "      <td>109008600</td>\n",
       "      <td>50208</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>mahina loob</td>\n",
       "      <td>1</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>51403</td>\n",
       "      <td>duwag</td>\n",
       "      <td>109008600</td>\n",
       "      <td>50207</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>mahina loob</td>\n",
       "      <td>1</td>\n",
       "      <td>None</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>16774</th>\n",
       "      <td>61602</td>\n",
       "      <td>humalinghing</td>\n",
       "      <td>201045419</td>\n",
       "      <td>62406</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>isang bigkas na nagpapahayag ng sakit o hindi ...</td>\n",
       "      <td>19</td>\n",
       "      <td>ExpressingDisapproval</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16775</th>\n",
       "      <td>61604</td>\n",
       "      <td>magato</td>\n",
       "      <td>200469382</td>\n",
       "      <td>62409</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>gamitin hanggang hindi na magagamit</td>\n",
       "      <td>19</td>\n",
       "      <td>Damaging</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16776</th>\n",
       "      <td>61605</td>\n",
       "      <td>magkagurlis</td>\n",
       "      <td>201321895</td>\n",
       "      <td>62410</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>magkaroon ng kalmot ang isang bagay</td>\n",
       "      <td>19</td>\n",
       "      <td>Writing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16777</th>\n",
       "      <td>61606</td>\n",
       "      <td>magbubo</td>\n",
       "      <td>100329619</td>\n",
       "      <td>62411</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>magtapon ng likido sa isang lalagyan</td>\n",
       "      <td>19</td>\n",
       "      <td>Motion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16778</th>\n",
       "      <td>61607</td>\n",
       "      <td>balok</td>\n",
       "      <td>101458746</td>\n",
       "      <td>62413</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>balat ng mga prutas, itlog o mane</td>\n",
       "      <td>19</td>\n",
       "      <td>surface</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16779</th>\n",
       "      <td>61608</td>\n",
       "      <td>dunong</td>\n",
       "      <td>301898722</td>\n",
       "      <td>62414</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>kaalaman</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16780</th>\n",
       "      <td>61609</td>\n",
       "      <td>lupig</td>\n",
       "      <td>301452266</td>\n",
       "      <td>62415</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>natalo</td>\n",
       "      <td>19</td>\n",
       "      <td>ContestAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16781</th>\n",
       "      <td>61611</td>\n",
       "      <td>bilasa</td>\n",
       "      <td>301069283</td>\n",
       "      <td>62417</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>bulok na</td>\n",
       "      <td>19</td>\n",
       "      <td>Food</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16782</th>\n",
       "      <td>61612</td>\n",
       "      <td>switik</td>\n",
       "      <td>300069948</td>\n",
       "      <td>62418</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>nagbibigay-kasiyahan aesthetic pamantayan at s...</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16783</th>\n",
       "      <td>61613</td>\n",
       "      <td>binidbid</td>\n",
       "      <td>200083124</td>\n",
       "      <td>62419</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>nilagyan ng bendahe</td>\n",
       "      <td>19</td>\n",
       "      <td>TherapeuticProcess</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16784</th>\n",
       "      <td>61615</td>\n",
       "      <td>buhay-alamang</td>\n",
       "      <td>301756292</td>\n",
       "      <td>62421</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>madaling mamatay</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16785</th>\n",
       "      <td>61617</td>\n",
       "      <td>handusay</td>\n",
       "      <td>302432428</td>\n",
       "      <td>62423</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>pagod na pagod na</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16786</th>\n",
       "      <td>61619</td>\n",
       "      <td>labian</td>\n",
       "      <td>201774799</td>\n",
       "      <td>62425</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>sabihan ng masama</td>\n",
       "      <td>19</td>\n",
       "      <td>IntentionalPsychologicalProcess</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16787</th>\n",
       "      <td>61620</td>\n",
       "      <td>mamutawi</td>\n",
       "      <td>200963570</td>\n",
       "      <td>62426</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>magsalita</td>\n",
       "      <td>19</td>\n",
       "      <td>Speaking</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16788</th>\n",
       "      <td>61622</td>\n",
       "      <td>makipot</td>\n",
       "      <td>302561888</td>\n",
       "      <td>62430</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>hindi malaki</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16789</th>\n",
       "      <td>61623</td>\n",
       "      <td>tuod</td>\n",
       "      <td>103159640</td>\n",
       "      <td>62431</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>ang natitira sa lupa pag pinutol ang puno</td>\n",
       "      <td>19</td>\n",
       "      <td>Artifact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16790</th>\n",
       "      <td>61624</td>\n",
       "      <td>tiyapan</td>\n",
       "      <td>101230965</td>\n",
       "      <td>62432</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>isang pagpupulong</td>\n",
       "      <td>19</td>\n",
       "      <td>Meeting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16791</th>\n",
       "      <td>61625</td>\n",
       "      <td>subasob</td>\n",
       "      <td>201908365</td>\n",
       "      <td>62433</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>nakatingin sa baba</td>\n",
       "      <td>19</td>\n",
       "      <td>DirectionChange</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16792</th>\n",
       "      <td>61626</td>\n",
       "      <td>nilalik</td>\n",
       "      <td>202034671</td>\n",
       "      <td>62435</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>binaluktot</td>\n",
       "      <td>19</td>\n",
       "      <td>ShapeChange</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16793</th>\n",
       "      <td>61627</td>\n",
       "      <td>nuynuyin</td>\n",
       "      <td>200630380</td>\n",
       "      <td>62436</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>pagisipan ng mabuti</td>\n",
       "      <td>19</td>\n",
       "      <td>IntentionalPsychologicalProcess</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16794</th>\n",
       "      <td>61628</td>\n",
       "      <td>lagpak</td>\n",
       "      <td>100066636</td>\n",
       "      <td>62437</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>mga pangyayari na nabigo</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16795</th>\n",
       "      <td>61630</td>\n",
       "      <td>daskol</td>\n",
       "      <td>300311663</td>\n",
       "      <td>62439</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>minadali at walang pakielam na ginawa</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16796</th>\n",
       "      <td>61631</td>\n",
       "      <td>katabilan</td>\n",
       "      <td>300773299</td>\n",
       "      <td>62440</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>maingay</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16797</th>\n",
       "      <td>61632</td>\n",
       "      <td>bumaling</td>\n",
       "      <td>100346532</td>\n",
       "      <td>62441</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>ang umikot sa kabila</td>\n",
       "      <td>19</td>\n",
       "      <td>DirectionChange</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16798</th>\n",
       "      <td>61633</td>\n",
       "      <td>magulumihanan</td>\n",
       "      <td>200725274</td>\n",
       "      <td>62442</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>nagulat ng sobra</td>\n",
       "      <td>19</td>\n",
       "      <td>EmotionalState</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16799</th>\n",
       "      <td>61635</td>\n",
       "      <td>baak</td>\n",
       "      <td>202467662</td>\n",
       "      <td>62444</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>hatiin sa dalawa</td>\n",
       "      <td>19</td>\n",
       "      <td>Separating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16800</th>\n",
       "      <td>61636</td>\n",
       "      <td>kayamutan</td>\n",
       "      <td>300113818</td>\n",
       "      <td>62445</td>\n",
       "      <td>v</td>\n",
       "      <td>0</td>\n",
       "      <td>magalit sa isang tao</td>\n",
       "      <td>19</td>\n",
       "      <td>Anger</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16801</th>\n",
       "      <td>61637</td>\n",
       "      <td>antala</td>\n",
       "      <td>101066163</td>\n",
       "      <td>62446</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>ginagawa ng pagkatapos ng takdang oras</td>\n",
       "      <td>19</td>\n",
       "      <td>Process[</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16802</th>\n",
       "      <td>61638</td>\n",
       "      <td>anas</td>\n",
       "      <td>200915830</td>\n",
       "      <td>62447</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>mahinang sinabi</td>\n",
       "      <td>19</td>\n",
       "      <td>Speaking</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16803</th>\n",
       "      <td>61639</td>\n",
       "      <td>busisi</td>\n",
       "      <td>301586342</td>\n",
       "      <td>62448</td>\n",
       "      <td>a</td>\n",
       "      <td>0</td>\n",
       "      <td>masyadong mabait</td>\n",
       "      <td>19</td>\n",
       "      <td>SubjectiveAssessmentAttribute</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15929 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       wordid          lemma   synsetid  senseid pos  lexdomainid  \\\n",
       "0       51421         matino  302262136    50225   a            0   \n",
       "1       49082         maayos  302262136    50226   a            0   \n",
       "2       51420     hanapbuhay  100553013    50224   n            0   \n",
       "3       51419        trabaho  100553013    50223   n            0   \n",
       "4       51419        trabaho  100584367    52818   n            0   \n",
       "5       53524           obra  100584367    52817   n            0   \n",
       "6       53525         gawain  100584367    52819   n            0   \n",
       "7       51418        matibay  301086211    50361   a            0   \n",
       "8       51521        makunat  301086211    50360   a            0   \n",
       "9       51418        matibay  301973490    50222   a            0   \n",
       "10      51417        matatag  301973490    50221   a            0   \n",
       "11      51418        matibay  302275412    62308   s            0   \n",
       "12      51416        matanda  301592230    50220   s            0   \n",
       "13      51415       may-edad  301592230    50219   s            0   \n",
       "17      51413           okey  302011116    50217   s            0   \n",
       "18      51414             oo  302011116    50218   s            0   \n",
       "19      51412     lengguwahe  105899749    50216   n            0   \n",
       "20      51411           wika  105899749    50215   n            0   \n",
       "23      51410       panganib  113711152    50214   n            0   \n",
       "24      51409       delikado  113711152    50213   n            0   \n",
       "25      51408          sagip  202475565    50417   v            0   \n",
       "26      51407         ligtas  202475565    50416   v            0   \n",
       "27      51408          sagip  100086821    50212   n            0   \n",
       "28      51407         ligtas  100086821    50211   n            0   \n",
       "29      51406         tomboy  109526953    50210   n            0   \n",
       "30      51405           tibo  109526953    50209   n            0   \n",
       "31      51402         bading  109526953    50206   n            0   \n",
       "32      51401          bakla  109526953    50205   n            0   \n",
       "33      51404          takot  109008600    50208   n            0   \n",
       "34      51403          duwag  109008600    50207   n            0   \n",
       "...       ...            ...        ...      ...  ..          ...   \n",
       "16774   61602   humalinghing  201045419    62406   v            0   \n",
       "16775   61604         magato  200469382    62409   v            0   \n",
       "16776   61605    magkagurlis  201321895    62410   v            0   \n",
       "16777   61606        magbubo  100329619    62411   v            0   \n",
       "16778   61607          balok  101458746    62413   n            0   \n",
       "16779   61608         dunong  301898722    62414   n            0   \n",
       "16780   61609          lupig  301452266    62415   a            0   \n",
       "16781   61611         bilasa  301069283    62417   a            0   \n",
       "16782   61612         switik  300069948    62418   a            0   \n",
       "16783   61613       binidbid  200083124    62419   v            0   \n",
       "16784   61615  buhay-alamang  301756292    62421   a            0   \n",
       "16785   61617       handusay  302432428    62423   a            0   \n",
       "16786   61619         labian  201774799    62425   v            0   \n",
       "16787   61620       mamutawi  200963570    62426   v            0   \n",
       "16788   61622        makipot  302561888    62430   a            0   \n",
       "16789   61623           tuod  103159640    62431   n            0   \n",
       "16790   61624        tiyapan  101230965    62432   n            0   \n",
       "16791   61625        subasob  201908365    62433   a            0   \n",
       "16792   61626        nilalik  202034671    62435   v            0   \n",
       "16793   61627       nuynuyin  200630380    62436   v            0   \n",
       "16794   61628         lagpak  100066636    62437   n            0   \n",
       "16795   61630         daskol  300311663    62439   a            0   \n",
       "16796   61631      katabilan  300773299    62440   n            0   \n",
       "16797   61632       bumaling  100346532    62441   v            0   \n",
       "16798   61633  magulumihanan  200725274    62442   v            0   \n",
       "16799   61635           baak  202467662    62444   v            0   \n",
       "16800   61636      kayamutan  300113818    62445   v            0   \n",
       "16801   61637         antala  101066163    62446   n            0   \n",
       "16802   61638           anas  200915830    62447   n            0   \n",
       "16803   61639         busisi  301586342    62448   a            0   \n",
       "\n",
       "                                              definition  lastmodifier  \\\n",
       "0                                   nasa tamang pagiisip             1   \n",
       "1                                   nasa tamang pagiisip             1   \n",
       "2                                    paraan ng pamumuhay             1   \n",
       "3                                    paraan ng pamumuhay             1   \n",
       "4                propesyon na kung saan ikaw ay kumikita             1   \n",
       "5                propesyon na kung saan ikaw ay kumikita             1   \n",
       "6                propesyon na kung saan ikaw ay kumikita             1   \n",
       "7                                         mahirap sirain             1   \n",
       "8                                         mahirap sirain             1   \n",
       "9                                   hindi mabilis sirain             1   \n",
       "10                                  hindi mabilis sirain             1   \n",
       "11                                 hindi madaling masira            17   \n",
       "12                                 matagal na nagbubuhay             1   \n",
       "13                                 matagal na nagbubuhay             1   \n",
       "17                                          sumasangayon             1   \n",
       "18                                          sumasangayon             1   \n",
       "19                 ginagamit ng mga tao para makipagusap             1   \n",
       "20                 ginagamit ng mga tao para makipagusap             1   \n",
       "23                              hindi maganda situwasyon             1   \n",
       "24                              hindi maganda situwasyon             1   \n",
       "25                                     ilayo sa delikado             1   \n",
       "26                                     ilayo sa delikado             1   \n",
       "27                                ilayo muna sa delikado             1   \n",
       "28                                ilayo muna sa delikado             1   \n",
       "29                                lalaki na naging babae             1   \n",
       "30                                lalaki na naging babae             1   \n",
       "31                                lalaki na naging babae             1   \n",
       "32                                lalaki na naging babae             1   \n",
       "33                                           mahina loob             1   \n",
       "34                                           mahina loob             1   \n",
       "...                                                  ...           ...   \n",
       "16774  isang bigkas na nagpapahayag ng sakit o hindi ...            19   \n",
       "16775                gamitin hanggang hindi na magagamit            19   \n",
       "16776                magkaroon ng kalmot ang isang bagay            19   \n",
       "16777               magtapon ng likido sa isang lalagyan            19   \n",
       "16778                  balat ng mga prutas, itlog o mane            19   \n",
       "16779                                           kaalaman            19   \n",
       "16780                                             natalo            19   \n",
       "16781                                           bulok na            19   \n",
       "16782  nagbibigay-kasiyahan aesthetic pamantayan at s...            19   \n",
       "16783                                nilagyan ng bendahe            19   \n",
       "16784                                   madaling mamatay            19   \n",
       "16785                                  pagod na pagod na            19   \n",
       "16786                                  sabihan ng masama            19   \n",
       "16787                                          magsalita            19   \n",
       "16788                                       hindi malaki            19   \n",
       "16789          ang natitira sa lupa pag pinutol ang puno            19   \n",
       "16790                                  isang pagpupulong            19   \n",
       "16791                                 nakatingin sa baba            19   \n",
       "16792                                         binaluktot            19   \n",
       "16793                                pagisipan ng mabuti            19   \n",
       "16794                           mga pangyayari na nabigo            19   \n",
       "16795              minadali at walang pakielam na ginawa            19   \n",
       "16796                                            maingay            19   \n",
       "16797                               ang umikot sa kabila            19   \n",
       "16798                                   nagulat ng sobra            19   \n",
       "16799                                   hatiin sa dalawa            19   \n",
       "16800                               magalit sa isang tao            19   \n",
       "16801             ginagawa ng pagkatapos ng takdang oras            19   \n",
       "16802                                    mahinang sinabi            19   \n",
       "16803                                   masyadong mabait            19   \n",
       "\n",
       "                                  sumo  \n",
       "0                                 None  \n",
       "1                                 None  \n",
       "2                                 None  \n",
       "3                                 None  \n",
       "4                             Position  \n",
       "5                             Position  \n",
       "6                             Position  \n",
       "7                                 None  \n",
       "8                                 None  \n",
       "9                                 None  \n",
       "10                                None  \n",
       "11       SubjectiveAssessmentAttribute  \n",
       "12                                None  \n",
       "13                                None  \n",
       "17                                None  \n",
       "18                                None  \n",
       "19                                None  \n",
       "20                                None  \n",
       "23                                None  \n",
       "24                                None  \n",
       "25                                None  \n",
       "26                                None  \n",
       "27                                None  \n",
       "28                                None  \n",
       "29                                None  \n",
       "30                                None  \n",
       "31                                None  \n",
       "32                                None  \n",
       "33                                None  \n",
       "34                                None  \n",
       "...                                ...  \n",
       "16774            ExpressingDisapproval  \n",
       "16775                         Damaging  \n",
       "16776                          Writing  \n",
       "16777                           Motion  \n",
       "16778                          surface  \n",
       "16779    SubjectiveAssessmentAttribute  \n",
       "16780                 ContestAttribute  \n",
       "16781                             Food  \n",
       "16782    SubjectiveAssessmentAttribute  \n",
       "16783               TherapeuticProcess  \n",
       "16784    SubjectiveAssessmentAttribute  \n",
       "16785    SubjectiveAssessmentAttribute  \n",
       "16786  IntentionalPsychologicalProcess  \n",
       "16787                         Speaking  \n",
       "16788    SubjectiveAssessmentAttribute  \n",
       "16789                         Artifact  \n",
       "16790                          Meeting  \n",
       "16791                  DirectionChange  \n",
       "16792                      ShapeChange  \n",
       "16793  IntentionalPsychologicalProcess  \n",
       "16794    SubjectiveAssessmentAttribute  \n",
       "16795    SubjectiveAssessmentAttribute  \n",
       "16796    SubjectiveAssessmentAttribute  \n",
       "16797                  DirectionChange  \n",
       "16798                   EmotionalState  \n",
       "16799                       Separating  \n",
       "16800                            Anger  \n",
       "16801                         Process[  \n",
       "16802                         Speaking  \n",
       "16803    SubjectiveAssessmentAttribute  \n",
       "\n",
       "[15929 rows x 9 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordnet_cleaned = wordnet[wordnet['definition'].notna()] #remove NANs\n",
    "wordnet_cleaned['sumo'].fillna('None', inplace=True)\n",
    "wordnet_cleaned['definition'].fillna(' ', inplace=True)\n",
    "wordnet_cleaned"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using the WordNet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#word = input(\"Enter a word to be searched from the WordNet:\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "word = 'hayop'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\joseph imperial\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\pandas\\core\\generic.py:4355: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  self._update_inplace(new_data)\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>wordid</th>\n",
       "      <th>lemma</th>\n",
       "      <th>synsetid</th>\n",
       "      <th>senseid</th>\n",
       "      <th>pos</th>\n",
       "      <th>lexdomainid</th>\n",
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       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>51259</td>\n",
       "      <td>hayop</td>\n",
       "      <td>100015388</td>\n",
       "      <td>50025</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>Kahit anong may buhay na hindi tao</td>\n",
       "      <td>1</td>\n",
       "      <td>Animal</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     wordid  lemma   synsetid  senseid pos  lexdomainid  \\\n",
       "319   51259  hayop  100015388    50025   n            0   \n",
       "\n",
       "                             definition  lastmodifier    sumo  \n",
       "319  Kahit anong may buhay na hindi tao             1  Animal  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "queried = wordnet[wordnet['lemma'] == word] \n",
    "queried['definition'].fillna(' ', inplace=True)\n",
    "queried"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['hayop']\n",
      "['Kahit anong may buhay na hindi tao']\n"
     ]
    }
   ],
   "source": [
    "word_list = []\n",
    "def_list = []\n",
    "for index,row in queried.iterrows():\n",
    "    word_list.append(row.lemma)\n",
    "    def_list.append(row.definition)\n",
    "    \n",
    "print(word_list)\n",
    "print(def_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Finding senses from the WordNet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#search for same defitions\n",
    "for i in def_list:\n",
    "    df = wordnet[(wordnet['definition'] == i)] \n",
    "    for j in df['lemma']:\n",
    "        if j not in word_list:\n",
    "            df2 = wordnet[wordnet['lemma'] == j] \n",
    "            queried = pd.concat([queried,df2])\n",
    "            word_list.append(j)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>wordid</th>\n",
       "      <th>lemma</th>\n",
       "      <th>synsetid</th>\n",
       "      <th>senseid</th>\n",
       "      <th>pos</th>\n",
       "      <th>lexdomainid</th>\n",
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       "      <td>100015388</td>\n",
       "      <td>50025</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>Kahit anong may buhay na hindi tao</td>\n",
       "      <td>1</td>\n",
       "      <td>Animal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>51261</td>\n",
       "      <td>palahayupan</td>\n",
       "      <td>100015388</td>\n",
       "      <td>50027</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>Kahit anong may buhay na hindi tao</td>\n",
       "      <td>1</td>\n",
       "      <td>Animal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>51260</td>\n",
       "      <td>kinapal</td>\n",
       "      <td>100015388</td>\n",
       "      <td>50026</td>\n",
       "      <td>n</td>\n",
       "      <td>0</td>\n",
       "      <td>Kahit anong may buhay na hindi tao</td>\n",
       "      <td>1</td>\n",
       "      <td>Animal</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     wordid        lemma   synsetid  senseid pos  lexdomainid  \\\n",
       "319   51259        hayop  100015388    50025   n            0   \n",
       "317   51261  palahayupan  100015388    50027   n            0   \n",
       "318   51260      kinapal  100015388    50026   n            0   \n",
       "\n",
       "                             definition  lastmodifier    sumo  \n",
       "319  Kahit anong may buhay na hindi tao             1  Animal  \n",
       "317  Kahit anong may buhay na hindi tao             1  Animal  \n",
       "318  Kahit anong may buhay na hindi tao             1  Animal  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "queried"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Transforming our queries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['hayop', 'n', 'Kahit anong may buhay na hindi tao', 'Animal']\n",
      "['palahayupan', 'n', 'Kahit anong may buhay na hindi tao', 'Animal']\n",
      "['kinapal', 'n', 'Kahit anong may buhay na hindi tao', 'Animal']\n"
     ]
    }
   ],
   "source": [
    "query_list = []\n",
    "for index,rows in queried.iterrows():\n",
    "    my_list = [rows.lemma, rows.pos, rows.definition, rows.sumo]\n",
    "    print(my_list)\n",
    "    query_list.append(my_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualizing WordNet queries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x25439305b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10, 10))\n",
    "fig.tight_layout()\n",
    "\n",
    "G = nx.Graph()\n",
    "\n",
    "counter = 0\n",
    "new_list = []\n",
    "\n",
    "for i in query_list:\n",
    "    name = i[0]\n",
    "    def_word = str(i[2])\n",
    "    name = name + '\\n' + def_word[:30] + '...'\n",
    "    new_list.append(name)\n",
    "    new_list.append(i[2])\n",
    "    G.add_edge(word, name, weight=0.1, color='gray')\n",
    "    counter += 1\n",
    "\n",
    "#create a dictionary of new names and definition\n",
    "dict_label = {new_list[i]: new_list[i + 1] for i in range(0, len(new_list), 2)} \n",
    "\n",
    "pos = nx.spring_layout(G)  # positions for all nodes\n",
    "\n",
    "# nodes, you can change the color\n",
    "nx.draw_networkx_nodes(G, pos, node_size=2500, node_shape='o', node_color='plum')\n",
    "\n",
    "# edges\n",
    "nx.draw_networkx_edges(G, pos, width=1)\n",
    "\n",
    "# labels\n",
    "nx.draw_networkx_labels(G, pos, font_size=12, font_family='sans-serif')\n",
    "\n",
    "plt.axis('off')\n",
    "plt.margins(0.3)\n",
    "plt.savefig(word,dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Looking at the word again..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "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>lemma</th>\n",
       "      <th>pos</th>\n",
       "      <th>definition</th>\n",
       "      <th>sumo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>hayop</td>\n",
       "      <td>n</td>\n",
       "      <td>Kahit anong may buhay na hindi tao</td>\n",
       "      <td>Animal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>palahayupan</td>\n",
       "      <td>n</td>\n",
       "      <td>Kahit anong may buhay na hindi tao</td>\n",
       "      <td>Animal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>kinapal</td>\n",
       "      <td>n</td>\n",
       "      <td>Kahit anong may buhay na hindi tao</td>\n",
       "      <td>Animal</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           lemma pos                          definition    sumo\n",
       "319        hayop   n  Kahit anong may buhay na hindi tao  Animal\n",
       "317  palahayupan   n  Kahit anong may buhay na hindi tao  Animal\n",
       "318      kinapal   n  Kahit anong may buhay na hindi tao  Animal"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_colwidth',200)\n",
    "final_map = queried[['lemma','pos','definition','sumo']]\n",
    "final_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}