topic_modeling.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "c84a8846",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "from bertopic import BERTopic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8c8060c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('comment_texts.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f995bce5",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>spotify_id</th>\n",
       "      <th>comment_id</th>\n",
       "      <th>thread_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Written dead son much feels need</td>\n",
       "      <td>7utRJ4BeYx85khzP3lKoBX</td>\n",
       "      <td>c9ipjh8</td>\n",
       "      <td>1cot2h</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>song ever made cry listening Followed closely ...</td>\n",
       "      <td>685faMVfLADYK10BjdBWgn</td>\n",
       "      <td>c9irgf6</td>\n",
       "      <td>1cot2h</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>All instruments stripped away layers voice giv...</td>\n",
       "      <td>7mMlbJlXXo2mRtQ4R9sIzD</td>\n",
       "      <td>c9iluh6</td>\n",
       "      <td>1cot2h</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The first time I heard incredible chills sent ...</td>\n",
       "      <td>5WJU527RQNyMLuKecjsL8V</td>\n",
       "      <td>c9ioyo5</td>\n",
       "      <td>1cot2h</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>win popularity contest one effects personally ...</td>\n",
       "      <td>626yrmc2k6AoD8865U67Nn</td>\n",
       "      <td>c9imamq</td>\n",
       "      <td>1cot2h</td>\n",
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      "text/plain": [
       "                                                text              spotify_id  \\\n",
       "0                   Written dead son much feels need  7utRJ4BeYx85khzP3lKoBX   \n",
       "1  song ever made cry listening Followed closely ...  685faMVfLADYK10BjdBWgn   \n",
       "2  All instruments stripped away layers voice giv...  7mMlbJlXXo2mRtQ4R9sIzD   \n",
       "3  The first time I heard incredible chills sent ...  5WJU527RQNyMLuKecjsL8V   \n",
       "4  win popularity contest one effects personally ...  626yrmc2k6AoD8865U67Nn   \n",
       "\n",
       "  comment_id thread_id  \n",
       "0    c9ipjh8    1cot2h  \n",
       "1    c9irgf6    1cot2h  \n",
       "2    c9iluh6    1cot2h  \n",
       "3    c9ioyo5    1cot2h  \n",
       "4    c9imamq    1cot2h  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
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    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4be7d64d",
   "metadata": {},
   "outputs": [],
   "source": [
    "comments = df.text.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "12f74d36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3139"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(comments)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1b762bd3",
   "metadata": {},
   "outputs": [],
   "source": [
    "comments = list(set(comments))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4d359708",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3080"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(comments)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "347a8417",
   "metadata": {},
   "outputs": [],
   "source": [
    "topic_model = BERTopic(language=\"english\", calculate_probabilities=True, verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "87e3651b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "model_id": "e354483f6cf445cf8e03033c4ffd8432",
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      "text/plain": [
       "Batches:   0%|          | 0/97 [00:00<?, ?it/s]"
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     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-04-28 10:17:04,540 - BERTopic - Transformed documents to Embeddings\n",
      "2022-04-28 10:17:24,867 - BERTopic - Reduced dimensionality with UMAP\n",
      "2022-04-28 10:17:25,283 - BERTopic - Clustered UMAP embeddings with HDBSCAN\n"
     ]
    }
   ],
   "source": [
    "topics, probs = topic_model.fit_transform(comments)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "db5d0edd",
   "metadata": {},
   "outputs": [],
   "source": [
    "freq = topic_model.get_topic_info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "61f73748",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Topic</th>\n",
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       "      <th>0</th>\n",
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       "      <th>4</th>\n",
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       "      <td>3_father_dad_my_song</td>\n",
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       "      <th>5</th>\n",
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       "      <th>6</th>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6</td>\n",
       "      <td>52</td>\n",
       "      <td>6_movie_orchestra_beautiful_end</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>7</td>\n",
       "      <td>49</td>\n",
       "      <td>7_feels_first_time_right</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>8</td>\n",
       "      <td>47</td>\n",
       "      <td>8_emotion_raw_vocals_emotional</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>9</td>\n",
       "      <td>46</td>\n",
       "      <td>9_dad_father_relationship_daddy</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>10</td>\n",
       "      <td>42</td>\n",
       "      <td>10_oh_and_mama_nobody</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>11</td>\n",
       "      <td>42</td>\n",
       "      <td>11_country_the_johnny_cash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>12</td>\n",
       "      <td>38</td>\n",
       "      <td>12_mom_my_away_passed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>13</td>\n",
       "      <td>35</td>\n",
       "      <td>13_beautiful_song_hindi_damned</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>14</td>\n",
       "      <td>34</td>\n",
       "      <td>14_friend_suicide_committed_best</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>15</td>\n",
       "      <td>34</td>\n",
       "      <td>15_sad_songs_song_feel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>16</td>\n",
       "      <td>30</td>\n",
       "      <td>16_sadness_heart_coming_know</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>17</td>\n",
       "      <td>28</td>\n",
       "      <td>17_childhood_school_pooh_robinsons</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>18</td>\n",
       "      <td>27</td>\n",
       "      <td>18_wedding_dance_married_danced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>19</td>\n",
       "      <td>25</td>\n",
       "      <td>19_home_hit_close_hits</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>20_nostalgia_nostalgic_lyrics_mood</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>21</td>\n",
       "      <td>24</td>\n",
       "      <td>21_cat_dog_dogs_pet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>22_french_spanish_gogh_speak</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23_war_soldier_veteran_pilots</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>24</td>\n",
       "      <td>22</td>\n",
       "      <td>24_watch_feature_wings_bfa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>25</td>\n",
       "      <td>19</td>\n",
       "      <td>25_concert_joined_live_crescendo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>26</td>\n",
       "      <td>19</td>\n",
       "      <td>26_album_whole_the_great</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>27</td>\n",
       "      <td>17</td>\n",
       "      <td>27_addiction_drug_drugs_lost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>28</td>\n",
       "      <td>16</td>\n",
       "      <td>28_every_single_roots_time</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>29</td>\n",
       "      <td>15</td>\n",
       "      <td>29_story_sad_song_tells</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>30</td>\n",
       "      <td>14</td>\n",
       "      <td>30_chester_bennington_suicide_committed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>31</td>\n",
       "      <td>14</td>\n",
       "      <td>31_cancer_mom_breast_died</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>32</td>\n",
       "      <td>14</td>\n",
       "      <td>32_gut_punch_punched_two</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>33</td>\n",
       "      <td>13</td>\n",
       "      <td>33_sister_uncle_family_brother</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>34</td>\n",
       "      <td>13</td>\n",
       "      <td>34_mother_mom_carrie_lowell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>35</td>\n",
       "      <td>12</td>\n",
       "      <td>35_moving_saying_music_paolo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>36</td>\n",
       "      <td>10</td>\n",
       "      <td>36_rough_phrase_moved_patch</td>\n",
       "    </tr>\n",
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      "text/plain": [
       "    Topic  Count                                     Name\n",
       "0      -1   1619                    -1_song_time_it_first\n",
       "1       0    304                   0_cry_tears_time_first\n",
       "2       1     78        1_breakup_relationship_broke_song\n",
       "3       2     78   2_depression_depressed_suicidal_really\n",
       "4       3     61                     3_father_dad_my_song\n",
       "5       4     60     4_grandfather_grandma_grandpa_passed\n",
       "6       5     58                  5_album_death_wife_died\n",
       "7       6     52          6_movie_orchestra_beautiful_end\n",
       "8       7     49                 7_feels_first_time_right\n",
       "9       8     47           8_emotion_raw_vocals_emotional\n",
       "10      9     46          9_dad_father_relationship_daddy\n",
       "11     10     42                    10_oh_and_mama_nobody\n",
       "12     11     42               11_country_the_johnny_cash\n",
       "13     12     38                    12_mom_my_away_passed\n",
       "14     13     35           13_beautiful_song_hindi_damned\n",
       "15     14     34         14_friend_suicide_committed_best\n",
       "16     15     34                   15_sad_songs_song_feel\n",
       "17     16     30             16_sadness_heart_coming_know\n",
       "18     17     28       17_childhood_school_pooh_robinsons\n",
       "19     18     27          18_wedding_dance_married_danced\n",
       "20     19     25                   19_home_hit_close_hits\n",
       "21     20     25       20_nostalgia_nostalgic_lyrics_mood\n",
       "22     21     24                      21_cat_dog_dogs_pet\n",
       "23     22     23             22_french_spanish_gogh_speak\n",
       "24     23     23            23_war_soldier_veteran_pilots\n",
       "25     24     22               24_watch_feature_wings_bfa\n",
       "26     25     19         25_concert_joined_live_crescendo\n",
       "27     26     19                 26_album_whole_the_great\n",
       "28     27     17             27_addiction_drug_drugs_lost\n",
       "29     28     16               28_every_single_roots_time\n",
       "30     29     15                  29_story_sad_song_tells\n",
       "31     30     14  30_chester_bennington_suicide_committed\n",
       "32     31     14                31_cancer_mom_breast_died\n",
       "33     32     14                 32_gut_punch_punched_two\n",
       "34     33     13           33_sister_uncle_family_brother\n",
       "35     34     13              34_mother_mom_carrie_lowell\n",
       "36     35     12             35_moving_saying_music_paolo\n",
       "37     36     10              36_rough_phrase_moved_patch"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "freq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "002d8dad",
   "metadata": {},
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5</td>\n",
       "      <td>58</td>\n",
       "      <td>5_album_death_wife_died</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6</td>\n",
       "      <td>52</td>\n",
       "      <td>6_movie_orchestra_beautiful_end</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>7</td>\n",
       "      <td>49</td>\n",
       "      <td>7_feels_first_time_right</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>8</td>\n",
       "      <td>47</td>\n",
       "      <td>8_emotion_raw_vocals_emotional</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>9</td>\n",
       "      <td>46</td>\n",
       "      <td>9_dad_father_relationship_daddy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>10</td>\n",
       "      <td>42</td>\n",
       "      <td>10_oh_and_mama_nobody</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>11</td>\n",
       "      <td>42</td>\n",
       "      <td>11_country_the_johnny_cash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>12</td>\n",
       "      <td>38</td>\n",
       "      <td>12_mom_my_away_passed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>13</td>\n",
       "      <td>35</td>\n",
       "      <td>13_beautiful_song_hindi_damned</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Topic  Count                                    Name\n",
       "0      -1   1619                   -1_song_time_it_first\n",
       "1       0    304                  0_cry_tears_time_first\n",
       "2       1     78       1_breakup_relationship_broke_song\n",
       "3       2     78  2_depression_depressed_suicidal_really\n",
       "4       3     61                    3_father_dad_my_song\n",
       "5       4     60    4_grandfather_grandma_grandpa_passed\n",
       "6       5     58                 5_album_death_wife_died\n",
       "7       6     52         6_movie_orchestra_beautiful_end\n",
       "8       7     49                7_feels_first_time_right\n",
       "9       8     47          8_emotion_raw_vocals_emotional\n",
       "10      9     46         9_dad_father_relationship_daddy\n",
       "11     10     42                   10_oh_and_mama_nobody\n",
       "12     11     42              11_country_the_johnny_cash\n",
       "13     12     38                   12_mom_my_away_passed\n",
       "14     13     35          13_beautiful_song_hindi_damned"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "freq.head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "d317d235",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('father', 0.07355865104356028),\n",
       " ('dad', 0.07147281718337445),\n",
       " ('my', 0.030295351312931297),\n",
       " ('song', 0.02633352640352663),\n",
       " ('would', 0.02043295862321119),\n",
       " ('piece', 0.018333055520226956),\n",
       " ('think', 0.01690670503428266),\n",
       " ('family', 0.016842245905461933),\n",
       " ('time', 0.016733780035588793),\n",
       " ('learned', 0.016649134433415574)]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
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  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "e2ea42e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['So depressing Dad died age 3 keep mind song makes sence',\n",
       " 'The moment realize singing dead father heartbreaking',\n",
       " 'Kevin Parker song honestly unbelievably well written common thought I Kevin Parker music lol death dad supposedly makes real I love entirety song']"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topic_model.get_representative_docs(3)"
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  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "11b4b680",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('dad', 0.14434619947211716),\n",
       " ('father', 0.096110583153623),\n",
       " ('relationship', 0.05678973347248677),\n",
       " ('daddy', 0.0441493956220393),\n",
       " ('losing', 0.03176214029555536),\n",
       " ('cat', 0.03139232531359693),\n",
       " ('especially', 0.02875208435768431),\n",
       " ('life', 0.02818996369962792),\n",
       " ('recently', 0.027623588093460993),\n",
       " ('issues', 0.027318070089431618)]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topic_model.get_topic(9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "5cfc5afb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Especially powerful last month I lost dad',\n",
       " 'A girl already lost mom lost father young',\n",
       " 'My dad still living thought losing made sob like baby']"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
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   ],
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    "topic_model.get_representative_docs(9)"
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  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "276de300",
   "metadata": {},
   "outputs": [],
   "source": [
    "idx = np.argmax(probs, axis = 1) == 1\n",
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     "text": [
      "First heard going really sad breakup song still destroys\n",
      "Was going rough breakup hit right hurt\n",
      "At time I crawling close relationship needed end A friend gave record gift loved much wanted share When hit part wails I leaving I lost It captured emotion struggle heart forcefully It took another months us split The song still gets\n",
      "I know everyones cup tea lyrics spoke personally Just mirrored everything I feeling last year life I lost shit It still makes want break I stop listening\n",
      "Probably help I got dumped previous day\n"
     ]
    }
   ],
   "source": [
    "for i in idx[:5].tolist():\n",
    "    print(comments[i[0]])"
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