edm_nb/edm3.ipynb

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  {
   "cell_type": "markdown",
   "id": "a58916e1-a273-4a85-8c2b-905ed641e570",
   "metadata": {},
   "source": [
    "# EDM Lyrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "1bce8f68-90e2-4490-93f4-7331fe13a28c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports\n",
    "import requests\n",
    "import os\n",
    "import json\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import nltk\n",
    "import re\n",
    "import plotly.express as px\n",
    "import spacy\n",
    "import random\n",
    "from dotenv import load_dotenv\n",
    "from collections import Counter\n",
    "from collections import defaultdict\n",
    "from PIL import Image\n",
    "from wordcloud import WordCloud\n",
    "from wordcloud import ImageColorGenerator\n",
    "from nltk.tokenize import word_tokenize, sent_tokenize\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem import WordNetLemmatizer, PorterStemmer\n",
    "from string import punctuation\n",
    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
    "from nltk import ngrams\n",
    "from spacy import displacy\n",
    "from nltk.lm import MLE # language model\n",
    "from nltk import word_tokenize, sent_tokenize\n",
    "from nltk.util import pad_sequence, bigrams, ngrams, everygrams\n",
    "from nltk.lm.preprocessing import pad_both_ends, flatten, padded_everygram_pipeline\n",
    "from nltk.tokenize.treebank import TreebankWordDetokenizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "dc3a41c4-7b6f-4047-8928-9ddf2fa3826d",
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   "outputs": [
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   ],
   "source": [
    "# Load .env environment variables\n",
    "load_dotenv()\n",
    "# Set RAPID API key\n",
    "# my_rapid_api_key = os.getenv(\"RAPID_API_KEY\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "98be1bff-70af-4ed6-b691-d8ef8b65ac7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define function to use Shazam Core API, Electronic genre\n",
    "def get_chart_genre(querystring):\n",
    "\n",
    "    url = \"https://shazam-core.p.rapidapi.com/v1/charts/genre-world\"\n",
    "\n",
    "    headers = {\n",
    "    'x-rapidapi-host': \"shazam-core.p.rapidapi.com\",\n",
    "    'x-rapidapi-key': '8b0d2ef776msh6040e496268c238p105edajsn055150f280c7'\n",
    "    }\n",
    "\n",
    "    response = requests.request(\"GET\", url, headers=headers, params=querystring)\n",
    "\n",
    "    return response.json()\n",
    "def get_lyrics(querystring):\n",
    "\n",
    "    url = \"https://shazam-core.p.rapidapi.com/v1/tracks/details\"\n",
    "\n",
    "    headers = {\n",
    "    'x-rapidapi-host': \"shazam-core.p.rapidapi.com\",\n",
    "    'x-rapidapi-key': '8b0d2ef776msh6040e496268c238p105edajsn055150f280c7'\n",
    "    }\n",
    "\n",
    "    response = requests.request(\"GET\", url, headers=headers, params=querystring)\n",
    "\n",
    "    return response.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "91fc0796-d0c5-4f44-9003-66f943123318",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use 'Track details' endpoint to retrieve lyrics for a single track\n",
    "\n",
    "genre = 'ELECTRONIC'\n",
    "limit_songs = 50\n",
    "country = 'US'\n",
    "\n",
    "querystring = {\"country_code\":country,\"genre_code\":genre,\"limit\":limit_songs}\n",
    "chart_response = get_chart_genre(querystring)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "f92d406b-316b-4c1e-980a-33606aa38406",
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The number of songs retrieved is : 50\n"
     ]
    },
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       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Track Name</th>\n",
       "      <th>Artists</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TrackIDs</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>385133121</th>\n",
       "      <td>Love Tonight</td>\n",
       "      <td>Shouse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455370962</th>\n",
       "      <td>Lost In The Fire</td>\n",
       "      <td>Gesaffelstein &amp; The Weeknd</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577082976</th>\n",
       "      <td>Candy Shop</td>\n",
       "      <td>CryJaxx &amp; Junior Charles</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588664699</th>\n",
       "      <td>Lipstick</td>\n",
       "      <td>Kungs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140516014</th>\n",
       "      <td>After Dark</td>\n",
       "      <td>Mr.Kitty</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "                 Track Name                     Artists\n",
       "TrackIDs                                               \n",
       "385133121      Love Tonight                      Shouse\n",
       "455370962  Lost In The Fire  Gesaffelstein & The Weeknd\n",
       "577082976        Candy Shop    CryJaxx & Junior Charles\n",
       "588664699          Lipstick                       Kungs\n",
       "140516014        After Dark                    Mr.Kitty"
      ]
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   "source": [
    "# Retrieve Track IDs\n",
    "\n",
    "track_ids=[] # song identifier\n",
    "titles = [] # song name\n",
    "subtitles = [] # Main artist and featured artists\n",
    "\n",
    "for track in range(len(chart_response)):\n",
    "    track_ids.append(chart_response[track]['id'])\n",
    "    titles.append(chart_response[track]['title'])\n",
    "    subtitles.append(chart_response[track]['subtitle'])\n",
    "\n",
    "print(f\"The number of songs retrieved is : {len(track_ids)}\")\n",
    "\n",
    "chart_songs = pd.DataFrame({\"Track Name\": titles, \"Artists\": subtitles, 'TrackIDs': track_ids}).set_index('TrackIDs')\n",
    "chart_songs.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "1de172e3-43ff-4761-9827-32cdd95a76c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data parsing\n",
    "\n",
    "from collections import Counter\n",
    "\n",
    "artists_list = list(chart_songs.Artists)\n",
    "artist_counts = {artist: artists_list.count(artist) for artist in artists_list} #dict with frequency of artist in top chart\n",
    "\n",
    "artists_df = pd.DataFrame(list(artist_counts.items()),columns = ['Artists','No. Songs in Top Chart']).set_index('Artists')\n",
    "artists_df.sort_values(by = 'No. Songs in Top Chart', ascending=False, inplace=True) #sort values"
   ]
  },
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           "ticks": "",
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           "ticks": "",
           "title": {
            "standoff": 15
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   "source": [
    "# Visualize data\n",
    "\n",
    "EDM_top = px.bar(\n",
    "    artists_df,\n",
    "    color = \"value\",\n",
    "    color_continuous_scale='earth',\n",
    "    title = 'Top Artists on EDM Charts',\n",
    "    height = 800\n",
    ")\n",
    "EDM_top.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "2bb19974-08b1-4078-a22c-e6f34c136ef3",
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   "outputs": [],
   "source": [
    "# Retrieve Lyrics for all TrackIDs\n",
    "track_ids \n",
    "\n",
    "lyrics=[]\n",
    "\n",
    "for trackID in track_ids:\n",
    "    querystring = {\"track_id\":trackID}\n",
    "    track_details_response = get_lyrics(querystring)\n",
    "\n",
    "    if track_details_response['sections'][1]['type'] != \"LYRICS\":  \n",
    "        lyrics.append([''])\n",
    "    else:\n",
    "        track_lyrics = track_details_response['sections'][1]['text']\n",
    "        lyrics.append(track_lyrics)"
   ]
  },
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   "execution_count": 66,
   "id": "ebe728a0-c3c1-473c-af45-bd735cbca0b5",
   "metadata": {},
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    {
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       "      <td>Candy Shop</td>\n",
       "      <td>CryJaxx &amp; Junior Charles</td>\n",
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       "      <td>Lipstick</td>\n",
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      "text/plain": [
       "                 Track Name                     Artists  \\\n",
       "385133121      Love Tonight                      Shouse   \n",
       "455370962  Lost In The Fire  Gesaffelstein & The Weeknd   \n",
       "577082976        Candy Shop    CryJaxx & Junior Charles   \n",
       "588664699          Lipstick                       Kungs   \n",
       "140516014        After Dark                    Mr.Kitty   \n",
       "\n",
       "                                                      Lyrics  \n",
       "385133121  Oh Oh oh Oh-oh Oh, oh-oh  When you're tired, w...  \n",
       "455370962  I wanna fuck you slow with the lights on (Ligh...  \n",
       "577082976  So seductive, let's go  I'll take you to the c...  \n",
       "588664699  Open the door, just take me down, I wanna step...  \n",
       "140516014  I see you, you see me How pleasant, this feeli...  "
      ]
     },
     "execution_count": 66,
     "metadata": {},
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    }
   ],
   "source": [
    "# Add lyrics column to dataframe with chart songs\n",
    "\n",
    "all_lyrics = pd.Series(\" \".join(map(str,song)) for song in lyrics) #each song is stored as a list, this turns each list into a string\n",
    "all_lyrics_df = pd.DataFrame({\"Lyrics\": all_lyrics, \"Track IDs\": track_ids}).set_index('Track IDs')\n",
    "\n",
    "lyrics_df = pd.concat([chart_songs, all_lyrics_df], axis=1)\n",
    "lyrics_df.head(5)"
   ]
  },
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   "execution_count": 67,
   "id": "54ab061e-f8e8-4cc8-8a84-bdd19b7dc904",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>57892451</th>\n",
       "      <td>I've Been Thinking About You</td>\n",
       "      <td>Londonbeat</td>\n",
       "      <td>We must have been stone crazy When we thought ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224806500</th>\n",
       "      <td>King</td>\n",
       "      <td>Years &amp; Years</td>\n",
       "      <td>I caught you watching me under the light Can I...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40813915</th>\n",
       "      <td>Everytime We Touch</td>\n",
       "      <td>Cascada</td>\n",
       "      <td>I still hear your voice when you sleep next to...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Track Name  \\\n",
       "385133121                              Love Tonight   \n",
       "455370962                          Lost In The Fire   \n",
       "577082976                                Candy Shop   \n",
       "588664699                                  Lipstick   \n",
       "140516014                                After Dark   \n",
       "568196935                          Never Going Home   \n",
       "582570870                                 Hurricane   \n",
       "557351619                Marea (We’ve Lost Dancing)   \n",
       "87244312                              Midnight City   \n",
       "317723994                                 This Girl   \n",
       "559511392                               Keep Moving   \n",
       "435739670                                  Hislerim   \n",
       "590490863                          Measure of a Man   \n",
       "161306206                                  Hey Mama   \n",
       "308574363                                Devil Eyes   \n",
       "276680635                                   Lean On   \n",
       "581891303                                     Osama   \n",
       "276475110                               Ocean Drive   \n",
       "565950207                                  Ani kuni   \n",
       "51308450                            To Build A Home   \n",
       "577785448                                     Drive   \n",
       "589730835  Message In A Bottle (Colorblast Version)   \n",
       "470972835                              Trust Nobody   \n",
       "96309796                                      Latch   \n",
       "44172210                             World, Hold On   \n",
       "11198507   It's The Most Wonderful Time Of The Year   \n",
       "247261281                                  Run Run!   \n",
       "225450                                    Glory Box   \n",
       "541653231                               Wasted Love   \n",
       "463104430                              Fire For You   \n",
       "52166505                                  Nightcall   \n",
       "45198089                               Paper Planes   \n",
       "507741051                                  Shake It   \n",
       "57892451               I've Been Thinking About You   \n",
       "224806500                                      King   \n",
       "40813915                         Everytime We Touch   \n",
       "\n",
       "                                                     Artists  \\\n",
       "385133121                                             Shouse   \n",
       "455370962                         Gesaffelstein & The Weeknd   \n",
       "577082976                           CryJaxx & Junior Charles   \n",
       "588664699                                              Kungs   \n",
       "140516014                                           Mr.Kitty   \n",
       "568196935                                              Kungs   \n",
       "582570870                          Ofenbach & Ella Henderson   \n",
       "557351619                 Fred again.. & The Blessed Madonna   \n",
       "87244312                                                 M83   \n",
       "317723994                       Kungs & Cookin' On 3 Burners   \n",
       "559511392                                             Jungle   \n",
       "435739670                         Serhat Durmus Feat. Zerrin   \n",
       "590490863                        FKA twigs Feat. Central Cee   \n",
       "161306206  David Guetta Feat. Nicki Minaj & Bebe Rexha & ...   \n",
       "308574363                                    Hippie Sabotage   \n",
       "276680635                    Major Lazer Feat. MØ & DJ Snake   \n",
       "581891303                           Zakes Bantwini & Kasango   \n",
       "276475110                                        Duke Dumont   \n",
       "565950207                                         Polo & Pan   \n",
       "51308450        The Cinematic Orchestra Feat. Patrick Watson   \n",
       "577785448              Clean Bandit & Topic Feat. Wes Nelson   \n",
       "589730835                                         Colorblast   \n",
       "470972835                                    Hippie Sabotage   \n",
       "96309796                          Disclosure Feat. Sam Smith   \n",
       "44172210                                         Bob Sinclar   \n",
       "11198507                                       Andy Williams   \n",
       "247261281                                   Jorge Aguilar II   \n",
       "225450                                            Portishead   \n",
       "541653231                                           Ofenbach   \n",
       "463104430                                            Cannons   \n",
       "52166505                                            Kavinsky   \n",
       "45198089                                              M.I.A.   \n",
       "507741051                                           INNDRIVE   \n",
       "57892451                                          Londonbeat   \n",
       "224806500                                      Years & Years   \n",
       "40813915                                             Cascada   \n",
       "\n",
       "                                                      Lyrics  \n",
       "385133121  Oh Oh oh Oh-oh Oh, oh-oh  When you're tired, w...  \n",
       "455370962  I wanna fuck you slow with the lights on (Ligh...  \n",
       "577082976  So seductive, let's go  I'll take you to the c...  \n",
       "588664699  Open the door, just take me down, I wanna step...  \n",
       "140516014  I see you, you see me How pleasant, this feeli...  \n",
       "568196935  Music (we can do it) We're only human (I can f...  \n",
       "582570870  Mm, hmm  I want you to hold on, I want you to ...  \n",
       "557351619  We've lost dancing (lost dancing) This year we...  \n",
       "87244312   Waiting in a car Waiting for a ride in the dar...  \n",
       "317723994  Money rains from the sky above But keep the ch...  \n",
       "559511392  Unless you understand it And find out what to ...  \n",
       "435739670  Ruhum yeniden doğdu Ama sanki her şey kayboldu...  \n",
       "590490863  Nobody feels the pain behind the love you show...  \n",
       "161306206  Be my woman, girl, and I'll be your man Be my ...  \n",
       "308574363  You got the devil in your eyes You went and to...  \n",
       "276680635  Do you recall, not long ago We would walk on t...  \n",
       "581891303  Omapadikero osonakoluna Saniladikero osonakolu...  \n",
       "276475110  We're riding down the boulevard We're riding t...  \n",
       "565950207  Ani kuni chaouani Ani kuni chaouani Awawa bika...  \n",
       "51308450   There is a house built out of stone Wooden flo...  \n",
       "577785448  Drive  I, I never thought I'd be your type (I,...  \n",
       "589730835  Sending out an SOS Sending out an SOS Sending ...  \n",
       "470972835  I don't trust nobody I don't even trust my min...  \n",
       "96309796   You lift my heart up When the rest of me is do...  \n",
       "44172210   Open up your heart, what do you feel Open up y...  \n",
       "11198507   It's the most wonderful time of the year With ...  \n",
       "247261281  Welcome to the Five Nights at Freddy's Experie...  \n",
       "225450     I'm so tired of playing Playing with this bow ...  \n",
       "541653231  Lo-lo-lo, love Lo-lo-lo, love Lo-lo-lo, lo-lo-...  \n",
       "463104430  I was on fire for you Where did you go? I coul...  \n",
       "52166505   I'm giving you a night call to tell you how I ...  \n",
       "45198089   I fly like paper, get high like planes If you ...  \n",
       "507741051  Shake it Don't stop Shake it Don't stop Shake ...  \n",
       "57892451   We must have been stone crazy When we thought ...  \n",
       "224806500  I caught you watching me under the light Can I...  \n",
       "40813915   I still hear your voice when you sleep next to...  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lyrics_df.drop(lyrics_df.loc[lyrics_df['Lyrics'] == ''].index.tolist(), inplace=True)\n",
    "lyrics_df.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "1196d78d-359b-4f0e-94e5-b670552b7919",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Track Name</th>\n",
       "      <th>Artists</th>\n",
       "      <th>Lyrics</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>385133121</th>\n",
       "      <td>Love Tonight</td>\n",
       "      <td>Shouse</td>\n",
       "      <td>Oh Oh oh Oh-oh Oh, oh-oh  When you're tired, w...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455370962</th>\n",
       "      <td>Lost In The Fire</td>\n",
       "      <td>Gesaffelstein &amp; The Weeknd</td>\n",
       "      <td>I wanna fuck you slow with the lights on (Ligh...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577082976</th>\n",
       "      <td>Candy Shop</td>\n",
       "      <td>CryJaxx &amp; Junior Charles</td>\n",
       "      <td>So seductive, let's go  I'll take you to the c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588664699</th>\n",
       "      <td>Lipstick</td>\n",
       "      <td>Kungs</td>\n",
       "      <td>Open the door, just take me down, I wanna step...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140516014</th>\n",
       "      <td>After Dark</td>\n",
       "      <td>Mr.Kitty</td>\n",
       "      <td>I see you, you see me How pleasant, this feeli...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568196935</th>\n",
       "      <td>Never Going Home</td>\n",
       "      <td>Kungs</td>\n",
       "      <td>Music (we can do it) We're only human (I can f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582570870</th>\n",
       "      <td>Hurricane</td>\n",
       "      <td>Ofenbach &amp; Ella Henderson</td>\n",
       "      <td>Mm, hmm  I want you to hold on, I want you to ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>557351619</th>\n",
       "      <td>Marea (We’ve Lost Dancing)</td>\n",
       "      <td>Fred again.. &amp; The Blessed Madonna</td>\n",
       "      <td>We've lost dancing (lost dancing) This year we...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87244312</th>\n",
       "      <td>Midnight City</td>\n",
       "      <td>M83</td>\n",
       "      <td>Waiting in a car Waiting for a ride in the dar...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317723994</th>\n",
       "      <td>This Girl</td>\n",
       "      <td>Kungs &amp; Cookin' On 3 Burners</td>\n",
       "      <td>Money rains from the sky above But keep the ch...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559511392</th>\n",
       "      <td>Keep Moving</td>\n",
       "      <td>Jungle</td>\n",
       "      <td>Unless you understand it And find out what to ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435739670</th>\n",
       "      <td>Hislerim</td>\n",
       "      <td>Serhat Durmus Feat. Zerrin</td>\n",
       "      <td>Ruhum yeniden doğdu Ama sanki her şey kayboldu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590490863</th>\n",
       "      <td>Measure of a Man</td>\n",
       "      <td>FKA twigs Feat. Central Cee</td>\n",
       "      <td>Nobody feels the pain behind the love you show...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161306206</th>\n",
       "      <td>Hey Mama</td>\n",
       "      <td>David Guetta Feat. Nicki Minaj &amp; Bebe Rexha &amp; ...</td>\n",
       "      <td>Be my woman, girl, and I'll be your man Be my ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308574363</th>\n",
       "      <td>Devil Eyes</td>\n",
       "      <td>Hippie Sabotage</td>\n",
       "      <td>You got the devil in your eyes You went and to...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276680635</th>\n",
       "      <td>Lean On</td>\n",
       "      <td>Major Lazer Feat. MØ &amp; DJ Snake</td>\n",
       "      <td>Do you recall, not long ago We would walk on t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581891303</th>\n",
       "      <td>Osama</td>\n",
       "      <td>Zakes Bantwini &amp; Kasango</td>\n",
       "      <td>Omapadikero osonakoluna Saniladikero osonakolu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276475110</th>\n",
       "      <td>Ocean Drive</td>\n",
       "      <td>Duke Dumont</td>\n",
       "      <td>We're riding down the boulevard We're riding t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565950207</th>\n",
       "      <td>Ani kuni</td>\n",
       "      <td>Polo &amp; Pan</td>\n",
       "      <td>Ani kuni chaouani Ani kuni chaouani Awawa bika...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51308450</th>\n",
       "      <td>To Build A Home</td>\n",
       "      <td>The Cinematic Orchestra Feat. Patrick Watson</td>\n",
       "      <td>There is a house built out of stone Wooden flo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577785448</th>\n",
       "      <td>Drive</td>\n",
       "      <td>Clean Bandit &amp; Topic Feat. Wes Nelson</td>\n",
       "      <td>Drive  I, I never thought I'd be your type (I,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>589730835</th>\n",
       "      <td>Message In A Bottle (Colorblast Version)</td>\n",
       "      <td>Colorblast</td>\n",
       "      <td>Sending out an SOS Sending out an SOS Sending ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470972835</th>\n",
       "      <td>Trust Nobody</td>\n",
       "      <td>Hippie Sabotage</td>\n",
       "      <td>I don't trust nobody I don't even trust my min...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96309796</th>\n",
       "      <td>Latch</td>\n",
       "      <td>Disclosure Feat. Sam Smith</td>\n",
       "      <td>You lift my heart up When the rest of me is do...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44172210</th>\n",
       "      <td>World, Hold On</td>\n",
       "      <td>Bob Sinclar</td>\n",
       "      <td>Open up your heart, what do you feel Open up y...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11198507</th>\n",
       "      <td>It's The Most Wonderful Time Of The Year</td>\n",
       "      <td>Andy Williams</td>\n",
       "      <td>It's the most wonderful time of the year With ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247261281</th>\n",
       "      <td>Run Run!</td>\n",
       "      <td>Jorge Aguilar II</td>\n",
       "      <td>Welcome to the Five Nights at Freddy's Experie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225450</th>\n",
       "      <td>Glory Box</td>\n",
       "      <td>Portishead</td>\n",
       "      <td>I'm so tired of playing Playing with this bow ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541653231</th>\n",
       "      <td>Wasted Love</td>\n",
       "      <td>Ofenbach</td>\n",
       "      <td>Lo-lo-lo, love Lo-lo-lo, love Lo-lo-lo, lo-lo-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463104430</th>\n",
       "      <td>Fire For You</td>\n",
       "      <td>Cannons</td>\n",
       "      <td>I was on fire for you Where did you go? I coul...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52166505</th>\n",
       "      <td>Nightcall</td>\n",
       "      <td>Kavinsky</td>\n",
       "      <td>I'm giving you a night call to tell you how I ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45198089</th>\n",
       "      <td>Paper Planes</td>\n",
       "      <td>M.I.A.</td>\n",
       "      <td>I fly like paper, get high like planes If you ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507741051</th>\n",
       "      <td>Shake It</td>\n",
       "      <td>INNDRIVE</td>\n",
       "      <td>Shake it Don't stop Shake it Don't stop Shake ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57892451</th>\n",
       "      <td>I've Been Thinking About You</td>\n",
       "      <td>Londonbeat</td>\n",
       "      <td>We must have been stone crazy When we thought ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224806500</th>\n",
       "      <td>King</td>\n",
       "      <td>Years &amp; Years</td>\n",
       "      <td>I caught you watching me under the light Can I...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40813915</th>\n",
       "      <td>Everytime We Touch</td>\n",
       "      <td>Cascada</td>\n",
       "      <td>I still hear your voice when you sleep next to...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Track Name  \\\n",
       "385133121                              Love Tonight   \n",
       "455370962                          Lost In The Fire   \n",
       "577082976                                Candy Shop   \n",
       "588664699                                  Lipstick   \n",
       "140516014                                After Dark   \n",
       "568196935                          Never Going Home   \n",
       "582570870                                 Hurricane   \n",
       "557351619                Marea (We’ve Lost Dancing)   \n",
       "87244312                              Midnight City   \n",
       "317723994                                 This Girl   \n",
       "559511392                               Keep Moving   \n",
       "435739670                                  Hislerim   \n",
       "590490863                          Measure of a Man   \n",
       "161306206                                  Hey Mama   \n",
       "308574363                                Devil Eyes   \n",
       "276680635                                   Lean On   \n",
       "581891303                                     Osama   \n",
       "276475110                               Ocean Drive   \n",
       "565950207                                  Ani kuni   \n",
       "51308450                            To Build A Home   \n",
       "577785448                                     Drive   \n",
       "589730835  Message In A Bottle (Colorblast Version)   \n",
       "470972835                              Trust Nobody   \n",
       "96309796                                      Latch   \n",
       "44172210                             World, Hold On   \n",
       "11198507   It's The Most Wonderful Time Of The Year   \n",
       "247261281                                  Run Run!   \n",
       "225450                                    Glory Box   \n",
       "541653231                               Wasted Love   \n",
       "463104430                              Fire For You   \n",
       "52166505                                  Nightcall   \n",
       "45198089                               Paper Planes   \n",
       "507741051                                  Shake It   \n",
       "57892451               I've Been Thinking About You   \n",
       "224806500                                      King   \n",
       "40813915                         Everytime We Touch   \n",
       "\n",
       "                                                     Artists  \\\n",
       "385133121                                             Shouse   \n",
       "455370962                         Gesaffelstein & The Weeknd   \n",
       "577082976                           CryJaxx & Junior Charles   \n",
       "588664699                                              Kungs   \n",
       "140516014                                           Mr.Kitty   \n",
       "568196935                                              Kungs   \n",
       "582570870                          Ofenbach & Ella Henderson   \n",
       "557351619                 Fred again.. & The Blessed Madonna   \n",
       "87244312                                                 M83   \n",
       "317723994                       Kungs & Cookin' On 3 Burners   \n",
       "559511392                                             Jungle   \n",
       "435739670                         Serhat Durmus Feat. Zerrin   \n",
       "590490863                        FKA twigs Feat. Central Cee   \n",
       "161306206  David Guetta Feat. Nicki Minaj & Bebe Rexha & ...   \n",
       "308574363                                    Hippie Sabotage   \n",
       "276680635                    Major Lazer Feat. MØ & DJ Snake   \n",
       "581891303                           Zakes Bantwini & Kasango   \n",
       "276475110                                        Duke Dumont   \n",
       "565950207                                         Polo & Pan   \n",
       "51308450        The Cinematic Orchestra Feat. Patrick Watson   \n",
       "577785448              Clean Bandit & Topic Feat. Wes Nelson   \n",
       "589730835                                         Colorblast   \n",
       "470972835                                    Hippie Sabotage   \n",
       "96309796                          Disclosure Feat. Sam Smith   \n",
       "44172210                                         Bob Sinclar   \n",
       "11198507                                       Andy Williams   \n",
       "247261281                                   Jorge Aguilar II   \n",
       "225450                                            Portishead   \n",
       "541653231                                           Ofenbach   \n",
       "463104430                                            Cannons   \n",
       "52166505                                            Kavinsky   \n",
       "45198089                                              M.I.A.   \n",
       "507741051                                           INNDRIVE   \n",
       "57892451                                          Londonbeat   \n",
       "224806500                                      Years & Years   \n",
       "40813915                                             Cascada   \n",
       "\n",
       "                                                      Lyrics  \n",
       "385133121  Oh Oh oh Oh-oh Oh, oh-oh  When you're tired, w...  \n",
       "455370962  I wanna fuck you slow with the lights on (Ligh...  \n",
       "577082976  So seductive, let's go  I'll take you to the c...  \n",
       "588664699  Open the door, just take me down, I wanna step...  \n",
       "140516014  I see you, you see me How pleasant, this feeli...  \n",
       "568196935  Music (we can do it) We're only human (I can f...  \n",
       "582570870  Mm, hmm  I want you to hold on, I want you to ...  \n",
       "557351619  We've lost dancing (lost dancing) This year we...  \n",
       "87244312   Waiting in a car Waiting for a ride in the dar...  \n",
       "317723994  Money rains from the sky above But keep the ch...  \n",
       "559511392  Unless you understand it And find out what to ...  \n",
       "435739670  Ruhum yeniden doğdu Ama sanki her şey kayboldu...  \n",
       "590490863  Nobody feels the pain behind the love you show...  \n",
       "161306206  Be my woman, girl, and I'll be your man Be my ...  \n",
       "308574363  You got the devil in your eyes You went and to...  \n",
       "276680635  Do you recall, not long ago We would walk on t...  \n",
       "581891303  Omapadikero osonakoluna Saniladikero osonakolu...  \n",
       "276475110  We're riding down the boulevard We're riding t...  \n",
       "565950207  Ani kuni chaouani Ani kuni chaouani Awawa bika...  \n",
       "51308450   There is a house built out of stone Wooden flo...  \n",
       "577785448  Drive  I, I never thought I'd be your type (I,...  \n",
       "589730835  Sending out an SOS Sending out an SOS Sending ...  \n",
       "470972835  I don't trust nobody I don't even trust my min...  \n",
       "96309796   You lift my heart up When the rest of me is do...  \n",
       "44172210   Open up your heart, what do you feel Open up y...  \n",
       "11198507   It's the most wonderful time of the year With ...  \n",
       "247261281  Welcome to the Five Nights at Freddy's Experie...  \n",
       "225450     I'm so tired of playing Playing with this bow ...  \n",
       "541653231  Lo-lo-lo, love Lo-lo-lo, love Lo-lo-lo, lo-lo-...  \n",
       "463104430  I was on fire for you Where did you go? I coul...  \n",
       "52166505   I'm giving you a night call to tell you how I ...  \n",
       "45198089   I fly like paper, get high like planes If you ...  \n",
       "507741051  Shake it Don't stop Shake it Don't stop Shake ...  \n",
       "57892451   We must have been stone crazy When we thought ...  \n",
       "224806500  I caught you watching me under the light Can I...  \n",
       "40813915   I still hear your voice when you sleep next to...  "
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Remove empty lyrics\n",
    "new_lyrics_df = lyrics_df#.drop(\n",
    "    #[\n",
    "        #'50881429','10301916','98386465','589709697','519050306','328801000','541642606','54381216','316815447','357666338','342776723','275383992','239365741','577645246'\n",
    "    #]\n",
    "#)\n",
    "new_lyrics_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2891aa26-d00a-479c-a7cb-f35322183590",
   "metadata": {},
   "source": [
    "# Tokenizer\n",
    "In this section, we use NLTK and Python to tokenize the text. This will include:\n",
    "\n",
    "- Lowercase each word\n",
    "- Remove Punctuation\n",
    "- Remove Stopwords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "75d35abb-8901-412c-95bd-87f60a659c88",
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "from nltk.tokenize import word_tokenize, sent_tokenize\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem import WordNetLemmatizer, PorterStemmer\n",
    "from string import punctuation\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "35550f2f-1a98-4944-a2e2-6b91920ff1c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Instantiate the lemmatizer\n",
    "lemmatizer = WordNetLemmatizer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "4ecab873-7dde-478f-bc6d-fa11e289c431",
   "metadata": {},
   "outputs": [],
   "source": [
    "def tokenizer(Lyrics):\n",
    "    \"\"\"Tokenizes text.\"\"\"\n",
    "    # Create a list of the words\n",
    "    words_tokened = word_tokenize(Lyrics)\n",
    "\n",
    "    # Convert the words to lowercase\n",
    "    words_lowered = [word.lower() for word in words_tokened]\n",
    "\n",
    "    # Remove the punctuation\n",
    "    regex = re.compile('[^a-zA-Z]')\n",
    "    words_regexed = [regex.sub('', word) for word in words_lowered]\n",
    "    \n",
    "    # Remove the stop words\n",
    "    sw = set(stopwords.words('english'))\n",
    "    sw_add_ons = [ 'christmas', 'fuck', 'doo', '', 'ah', 'ca', 'na', 'Doo', 'doo', 'nt', 'ay', 'wan', 'wo', 'ta', 'oh', 'ohoh', 'cause', 'Romano', 'mistletoe', 'christmas', 'jingle', 'santa', 'dick', 'Hitmaka', 'fuckin', \"fuckin'\", 'fuck', 'shit', 'nigga', 'niggas', 'bitch', 'motherfucker', 'Motherfucker', 'dick']\n",
    "    stopwords_removed = [word.lower() for word in words_regexed if word not in sw.union(sw_add_ons)]\n",
    "\n",
    "    # Lemmatize Words into root words\n",
    "    lemmatizer = WordNetLemmatizer()\n",
    "    tokens = [lemmatizer.lemmatize(word) for word in stopwords_removed]\n",
    "\n",
    "    return tokens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "933b7f64-7002-47ad-b886-0370e04a55bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Track Name</th>\n",
       "      <th>Artists</th>\n",
       "      <th>Lyrics</th>\n",
       "      <th>Tokens</th>\n",
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       "      <td>[tired, lonely, reach, arm, know, help, weathe...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455370962</th>\n",
       "      <td>Lost In The Fire</td>\n",
       "      <td>Gesaffelstein &amp; The Weeknd</td>\n",
       "      <td>I wanna fuck you slow with the lights on (Ligh...</td>\n",
       "      <td>[slow, light, light, light, light, one, got, s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577082976</th>\n",
       "      <td>Candy Shop</td>\n",
       "      <td>CryJaxx &amp; Junior Charles</td>\n",
       "      <td>So seductive, let's go  I'll take you to the c...</td>\n",
       "      <td>[seductive, let, go, take, candy, shop, let, l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588664699</th>\n",
       "      <td>Lipstick</td>\n",
       "      <td>Kungs</td>\n",
       "      <td>Open the door, just take me down, I wanna step...</td>\n",
       "      <td>[open, door, take, step, dream, lift, ground, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140516014</th>\n",
       "      <td>After Dark</td>\n",
       "      <td>Mr.Kitty</td>\n",
       "      <td>I see you, you see me How pleasant, this feeli...</td>\n",
       "      <td>[see, see, pleasant, feeling, moment, hold, mi...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
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      "text/plain": [
       "                 Track Name                     Artists  \\\n",
       "385133121      Love Tonight                      Shouse   \n",
       "455370962  Lost In The Fire  Gesaffelstein & The Weeknd   \n",
       "577082976        Candy Shop    CryJaxx & Junior Charles   \n",
       "588664699          Lipstick                       Kungs   \n",
       "140516014        After Dark                    Mr.Kitty   \n",
       "\n",
       "                                                      Lyrics  \\\n",
       "385133121  Oh Oh oh Oh-oh Oh, oh-oh  When you're tired, w...   \n",
       "455370962  I wanna fuck you slow with the lights on (Ligh...   \n",
       "577082976  So seductive, let's go  I'll take you to the c...   \n",
       "588664699  Open the door, just take me down, I wanna step...   \n",
       "140516014  I see you, you see me How pleasant, this feeli...   \n",
       "\n",
       "                                                      Tokens  \n",
       "385133121  [tired, lonely, reach, arm, know, help, weathe...  \n",
       "455370962  [slow, light, light, light, light, one, got, s...  \n",
       "577082976  [seductive, let, go, take, candy, shop, let, l...  \n",
       "588664699  [open, door, take, step, dream, lift, ground, ...  \n",
       "140516014  [see, see, pleasant, feeling, moment, hold, mi...  "
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a new tokens column for lyrics\n",
    "lyrics_tokens = [tokenizer(words) for words in new_lyrics_df['Lyrics']]\n",
    "new_lyrics_df['Tokens'] = lyrics_tokens\n",
    "new_lyrics_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "ecf7ad13-d951-464d-8631-19bf0b94f322",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Track Name</th>\n",
       "      <th>Artists</th>\n",
       "      <th>Lyrics</th>\n",
       "      <th>Tokens</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>385133121</th>\n",
       "      <td>Love Tonight</td>\n",
       "      <td>Shouse</td>\n",
       "      <td>Oh Oh oh Oh-oh Oh, oh-oh  When you're tired, w...</td>\n",
       "      <td>[tired, lonely, reach, arm, know, help, weathe...</td>\n",
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       "      <td>Lost In The Fire</td>\n",
       "      <td>Gesaffelstein &amp; The Weeknd</td>\n",
       "      <td>I wanna fuck you slow with the lights on (Ligh...</td>\n",
       "      <td>[slow, light, light, light, light, one, got, s...</td>\n",
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       "      <th>577082976</th>\n",
       "      <td>Candy Shop</td>\n",
       "      <td>CryJaxx &amp; Junior Charles</td>\n",
       "      <td>So seductive, let's go  I'll take you to the c...</td>\n",
       "      <td>[seductive, let, go, take, candy, shop, let, l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588664699</th>\n",
       "      <td>Lipstick</td>\n",
       "      <td>Kungs</td>\n",
       "      <td>Open the door, just take me down, I wanna step...</td>\n",
       "      <td>[open, door, take, step, dream, lift, ground, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140516014</th>\n",
       "      <td>After Dark</td>\n",
       "      <td>Mr.Kitty</td>\n",
       "      <td>I see you, you see me How pleasant, this feeli...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>568196935</th>\n",
       "      <td>Never Going Home</td>\n",
       "      <td>Kungs</td>\n",
       "      <td>Music (we can do it) We're only human (I can f...</td>\n",
       "      <td>[music, human, feel, music, got, heated, yeah,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582570870</th>\n",
       "      <td>Hurricane</td>\n",
       "      <td>Ofenbach &amp; Ella Henderson</td>\n",
       "      <td>Mm, hmm  I want you to hold on, I want you to ...</td>\n",
       "      <td>[mm, hmm, want, hold, want, stay, million, wor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>557351619</th>\n",
       "      <td>Marea (We’ve Lost Dancing)</td>\n",
       "      <td>Fred again.. &amp; The Blessed Madonna</td>\n",
       "      <td>We've lost dancing (lost dancing) This year we...</td>\n",
       "      <td>[lost, dancing, lost, dancing, year, lose, spa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87244312</th>\n",
       "      <td>Midnight City</td>\n",
       "      <td>M83</td>\n",
       "      <td>Waiting in a car Waiting for a ride in the dar...</td>\n",
       "      <td>[waiting, car, waiting, ride, dark, night, cit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317723994</th>\n",
       "      <td>This Girl</td>\n",
       "      <td>Kungs &amp; Cookin' On 3 Burners</td>\n",
       "      <td>Money rains from the sky above But keep the ch...</td>\n",
       "      <td>[money, rain, sky, keep, change, got, enough, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559511392</th>\n",
       "      <td>Keep Moving</td>\n",
       "      <td>Jungle</td>\n",
       "      <td>Unless you understand it And find out what to ...</td>\n",
       "      <td>[unless, understand, find, think, running, und...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435739670</th>\n",
       "      <td>Hislerim</td>\n",
       "      <td>Serhat Durmus Feat. Zerrin</td>\n",
       "      <td>Ruhum yeniden doğdu Ama sanki her şey kayboldu...</td>\n",
       "      <td>[ruhum, yeniden, dodu, ama, sanki, ey, kaybold...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590490863</th>\n",
       "      <td>Measure of a Man</td>\n",
       "      <td>FKA twigs Feat. Central Cee</td>\n",
       "      <td>Nobody feels the pain behind the love you show...</td>\n",
       "      <td>[nobody, feel, pain, behind, love, show, nobod...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161306206</th>\n",
       "      <td>Hey Mama</td>\n",
       "      <td>David Guetta Feat. Nicki Minaj &amp; Bebe Rexha &amp; ...</td>\n",
       "      <td>Be my woman, girl, and I'll be your man Be my ...</td>\n",
       "      <td>[woman, girl, man, woman, girl, man, yes, woma...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308574363</th>\n",
       "      <td>Devil Eyes</td>\n",
       "      <td>Hippie Sabotage</td>\n",
       "      <td>You got the devil in your eyes You went and to...</td>\n",
       "      <td>[got, devil, eye, went, took, surprise, sing, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276680635</th>\n",
       "      <td>Lean On</td>\n",
       "      <td>Major Lazer Feat. MØ &amp; DJ Snake</td>\n",
       "      <td>Do you recall, not long ago We would walk on t...</td>\n",
       "      <td>[recall, long, ago, would, walk, sidewalk, inn...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581891303</th>\n",
       "      <td>Osama</td>\n",
       "      <td>Zakes Bantwini &amp; Kasango</td>\n",
       "      <td>Omapadikero osonakoluna Saniladikero osonakolu...</td>\n",
       "      <td>[omapadikero, osonakoluna, saniladikero, osona...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276475110</th>\n",
       "      <td>Ocean Drive</td>\n",
       "      <td>Duke Dumont</td>\n",
       "      <td>We're riding down the boulevard We're riding t...</td>\n",
       "      <td>[riding, boulevard, riding, dark, night, half,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565950207</th>\n",
       "      <td>Ani kuni</td>\n",
       "      <td>Polo &amp; Pan</td>\n",
       "      <td>Ani kuni chaouani Ani kuni chaouani Awawa bika...</td>\n",
       "      <td>[ani, kuni, chaouani, ani, kuni, chaouani, awa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51308450</th>\n",
       "      <td>To Build A Home</td>\n",
       "      <td>The Cinematic Orchestra Feat. Patrick Watson</td>\n",
       "      <td>There is a house built out of stone Wooden flo...</td>\n",
       "      <td>[house, built, stone, wooden, floor, wall, win...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577785448</th>\n",
       "      <td>Drive</td>\n",
       "      <td>Clean Bandit &amp; Topic Feat. Wes Nelson</td>\n",
       "      <td>Drive  I, I never thought I'd be your type (I,...</td>\n",
       "      <td>[drive, never, thought, type, mind, kind, love...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>589730835</th>\n",
       "      <td>Message In A Bottle (Colorblast Version)</td>\n",
       "      <td>Colorblast</td>\n",
       "      <td>Sending out an SOS Sending out an SOS Sending ...</td>\n",
       "      <td>[sending, so, sending, so, sending, so, sendin...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470972835</th>\n",
       "      <td>Trust Nobody</td>\n",
       "      <td>Hippie Sabotage</td>\n",
       "      <td>I don't trust nobody I don't even trust my min...</td>\n",
       "      <td>[trust, nobody, even, trust, mind, losin, ever...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96309796</th>\n",
       "      <td>Latch</td>\n",
       "      <td>Disclosure Feat. Sam Smith</td>\n",
       "      <td>You lift my heart up When the rest of me is do...</td>\n",
       "      <td>[lift, heart, rest, enchant, even, around, bou...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44172210</th>\n",
       "      <td>World, Hold On</td>\n",
       "      <td>Bob Sinclar</td>\n",
       "      <td>Open up your heart, what do you feel Open up y...</td>\n",
       "      <td>[open, heart, feel, open, heart, feel, real, y...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11198507</th>\n",
       "      <td>It's The Most Wonderful Time Of The Year</td>\n",
       "      <td>Andy Williams</td>\n",
       "      <td>It's the most wonderful time of the year With ...</td>\n",
       "      <td>[wonderful, time, year, kid, belling, everyone...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247261281</th>\n",
       "      <td>Run Run!</td>\n",
       "      <td>Jorge Aguilar II</td>\n",
       "      <td>Welcome to the Five Nights at Freddy's Experie...</td>\n",
       "      <td>[welcome, five, night, freddy, experience, saf...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225450</th>\n",
       "      <td>Glory Box</td>\n",
       "      <td>Portishead</td>\n",
       "      <td>I'm so tired of playing Playing with this bow ...</td>\n",
       "      <td>[tired, playing, playing, bow, arrow, gon, giv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541653231</th>\n",
       "      <td>Wasted Love</td>\n",
       "      <td>Ofenbach</td>\n",
       "      <td>Lo-lo-lo, love Lo-lo-lo, love Lo-lo-lo, lo-lo-...</td>\n",
       "      <td>[lololo, love, lololo, love, lololo, lololove,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463104430</th>\n",
       "      <td>Fire For You</td>\n",
       "      <td>Cannons</td>\n",
       "      <td>I was on fire for you Where did you go? I coul...</td>\n",
       "      <td>[fire, go, could, died, could, know, alive, br...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52166505</th>\n",
       "      <td>Nightcall</td>\n",
       "      <td>Kavinsky</td>\n",
       "      <td>I'm giving you a night call to tell you how I ...</td>\n",
       "      <td>[giving, night, call, tell, feel, want, drive,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45198089</th>\n",
       "      <td>Paper Planes</td>\n",
       "      <td>M.I.A.</td>\n",
       "      <td>I fly like paper, get high like planes If you ...</td>\n",
       "      <td>[fly, like, paper, get, high, like, plane, cat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507741051</th>\n",
       "      <td>Shake It</td>\n",
       "      <td>INNDRIVE</td>\n",
       "      <td>Shake it Don't stop Shake it Don't stop Shake ...</td>\n",
       "      <td>[shake, stop, shake, stop, shake, stop, shake,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57892451</th>\n",
       "      <td>I've Been Thinking About You</td>\n",
       "      <td>Londonbeat</td>\n",
       "      <td>We must have been stone crazy When we thought ...</td>\n",
       "      <td>[must, stone, crazy, thought, friend, miss, ba...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224806500</th>\n",
       "      <td>King</td>\n",
       "      <td>Years &amp; Years</td>\n",
       "      <td>I caught you watching me under the light Can I...</td>\n",
       "      <td>[caught, watching, light, realign, say, easy, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40813915</th>\n",
       "      <td>Everytime We Touch</td>\n",
       "      <td>Cascada</td>\n",
       "      <td>I still hear your voice when you sleep next to...</td>\n",
       "      <td>[still, hear, voice, sleep, next, still, feel,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Track Name  \\\n",
       "385133121                              Love Tonight   \n",
       "455370962                          Lost In The Fire   \n",
       "577082976                                Candy Shop   \n",
       "588664699                                  Lipstick   \n",
       "140516014                                After Dark   \n",
       "568196935                          Never Going Home   \n",
       "582570870                                 Hurricane   \n",
       "557351619                Marea (We’ve Lost Dancing)   \n",
       "87244312                              Midnight City   \n",
       "317723994                                 This Girl   \n",
       "559511392                               Keep Moving   \n",
       "435739670                                  Hislerim   \n",
       "590490863                          Measure of a Man   \n",
       "161306206                                  Hey Mama   \n",
       "308574363                                Devil Eyes   \n",
       "276680635                                   Lean On   \n",
       "581891303                                     Osama   \n",
       "276475110                               Ocean Drive   \n",
       "565950207                                  Ani kuni   \n",
       "51308450                            To Build A Home   \n",
       "577785448                                     Drive   \n",
       "589730835  Message In A Bottle (Colorblast Version)   \n",
       "470972835                              Trust Nobody   \n",
       "96309796                                      Latch   \n",
       "44172210                             World, Hold On   \n",
       "11198507   It's The Most Wonderful Time Of The Year   \n",
       "247261281                                  Run Run!   \n",
       "225450                                    Glory Box   \n",
       "541653231                               Wasted Love   \n",
       "463104430                              Fire For You   \n",
       "52166505                                  Nightcall   \n",
       "45198089                               Paper Planes   \n",
       "507741051                                  Shake It   \n",
       "57892451               I've Been Thinking About You   \n",
       "224806500                                      King   \n",
       "40813915                         Everytime We Touch   \n",
       "\n",
       "                                                     Artists  \\\n",
       "385133121                                             Shouse   \n",
       "455370962                         Gesaffelstein & The Weeknd   \n",
       "577082976                           CryJaxx & Junior Charles   \n",
       "588664699                                              Kungs   \n",
       "140516014                                           Mr.Kitty   \n",
       "568196935                                              Kungs   \n",
       "582570870                          Ofenbach & Ella Henderson   \n",
       "557351619                 Fred again.. & The Blessed Madonna   \n",
       "87244312                                                 M83   \n",
       "317723994                       Kungs & Cookin' On 3 Burners   \n",
       "559511392                                             Jungle   \n",
       "435739670                         Serhat Durmus Feat. Zerrin   \n",
       "590490863                        FKA twigs Feat. Central Cee   \n",
       "161306206  David Guetta Feat. Nicki Minaj & Bebe Rexha & ...   \n",
       "308574363                                    Hippie Sabotage   \n",
       "276680635                    Major Lazer Feat. MØ & DJ Snake   \n",
       "581891303                           Zakes Bantwini & Kasango   \n",
       "276475110                                        Duke Dumont   \n",
       "565950207                                         Polo & Pan   \n",
       "51308450        The Cinematic Orchestra Feat. Patrick Watson   \n",
       "577785448              Clean Bandit & Topic Feat. Wes Nelson   \n",
       "589730835                                         Colorblast   \n",
       "470972835                                    Hippie Sabotage   \n",
       "96309796                          Disclosure Feat. Sam Smith   \n",
       "44172210                                         Bob Sinclar   \n",
       "11198507                                       Andy Williams   \n",
       "247261281                                   Jorge Aguilar II   \n",
       "225450                                            Portishead   \n",
       "541653231                                           Ofenbach   \n",
       "463104430                                            Cannons   \n",
       "52166505                                            Kavinsky   \n",
       "45198089                                              M.I.A.   \n",
       "507741051                                           INNDRIVE   \n",
       "57892451                                          Londonbeat   \n",
       "224806500                                      Years & Years   \n",
       "40813915                                             Cascada   \n",
       "\n",
       "                                                      Lyrics  \\\n",
       "385133121  Oh Oh oh Oh-oh Oh, oh-oh  When you're tired, w...   \n",
       "455370962  I wanna fuck you slow with the lights on (Ligh...   \n",
       "577082976  So seductive, let's go  I'll take you to the c...   \n",
       "588664699  Open the door, just take me down, I wanna step...   \n",
       "140516014  I see you, you see me How pleasant, this feeli...   \n",
       "568196935  Music (we can do it) We're only human (I can f...   \n",
       "582570870  Mm, hmm  I want you to hold on, I want you to ...   \n",
       "557351619  We've lost dancing (lost dancing) This year we...   \n",
       "87244312   Waiting in a car Waiting for a ride in the dar...   \n",
       "317723994  Money rains from the sky above But keep the ch...   \n",
       "559511392  Unless you understand it And find out what to ...   \n",
       "435739670  Ruhum yeniden doğdu Ama sanki her şey kayboldu...   \n",
       "590490863  Nobody feels the pain behind the love you show...   \n",
       "161306206  Be my woman, girl, and I'll be your man Be my ...   \n",
       "308574363  You got the devil in your eyes You went and to...   \n",
       "276680635  Do you recall, not long ago We would walk on t...   \n",
       "581891303  Omapadikero osonakoluna Saniladikero osonakolu...   \n",
       "276475110  We're riding down the boulevard We're riding t...   \n",
       "565950207  Ani kuni chaouani Ani kuni chaouani Awawa bika...   \n",
       "51308450   There is a house built out of stone Wooden flo...   \n",
       "577785448  Drive  I, I never thought I'd be your type (I,...   \n",
       "589730835  Sending out an SOS Sending out an SOS Sending ...   \n",
       "470972835  I don't trust nobody I don't even trust my min...   \n",
       "96309796   You lift my heart up When the rest of me is do...   \n",
       "44172210   Open up your heart, what do you feel Open up y...   \n",
       "11198507   It's the most wonderful time of the year With ...   \n",
       "247261281  Welcome to the Five Nights at Freddy's Experie...   \n",
       "225450     I'm so tired of playing Playing with this bow ...   \n",
       "541653231  Lo-lo-lo, love Lo-lo-lo, love Lo-lo-lo, lo-lo-...   \n",
       "463104430  I was on fire for you Where did you go? I coul...   \n",
       "52166505   I'm giving you a night call to tell you how I ...   \n",
       "45198089   I fly like paper, get high like planes If you ...   \n",
       "507741051  Shake it Don't stop Shake it Don't stop Shake ...   \n",
       "57892451   We must have been stone crazy When we thought ...   \n",
       "224806500  I caught you watching me under the light Can I...   \n",
       "40813915   I still hear your voice when you sleep next to...   \n",
       "\n",
       "                                                      Tokens  \n",
       "385133121  [tired, lonely, reach, arm, know, help, weathe...  \n",
       "455370962  [slow, light, light, light, light, one, got, s...  \n",
       "577082976  [seductive, let, go, take, candy, shop, let, l...  \n",
       "588664699  [open, door, take, step, dream, lift, ground, ...  \n",
       "140516014  [see, see, pleasant, feeling, moment, hold, mi...  \n",
       "568196935  [music, human, feel, music, got, heated, yeah,...  \n",
       "582570870  [mm, hmm, want, hold, want, stay, million, wor...  \n",
       "557351619  [lost, dancing, lost, dancing, year, lose, spa...  \n",
       "87244312   [waiting, car, waiting, ride, dark, night, cit...  \n",
       "317723994  [money, rain, sky, keep, change, got, enough, ...  \n",
       "559511392  [unless, understand, find, think, running, und...  \n",
       "435739670  [ruhum, yeniden, dodu, ama, sanki, ey, kaybold...  \n",
       "590490863  [nobody, feel, pain, behind, love, show, nobod...  \n",
       "161306206  [woman, girl, man, woman, girl, man, yes, woma...  \n",
       "308574363  [got, devil, eye, went, took, surprise, sing, ...  \n",
       "276680635  [recall, long, ago, would, walk, sidewalk, inn...  \n",
       "581891303  [omapadikero, osonakoluna, saniladikero, osona...  \n",
       "276475110  [riding, boulevard, riding, dark, night, half,...  \n",
       "565950207  [ani, kuni, chaouani, ani, kuni, chaouani, awa...  \n",
       "51308450   [house, built, stone, wooden, floor, wall, win...  \n",
       "577785448  [drive, never, thought, type, mind, kind, love...  \n",
       "589730835  [sending, so, sending, so, sending, so, sendin...  \n",
       "470972835  [trust, nobody, even, trust, mind, losin, ever...  \n",
       "96309796   [lift, heart, rest, enchant, even, around, bou...  \n",
       "44172210   [open, heart, feel, open, heart, feel, real, y...  \n",
       "11198507   [wonderful, time, year, kid, belling, everyone...  \n",
       "247261281  [welcome, five, night, freddy, experience, saf...  \n",
       "225450     [tired, playing, playing, bow, arrow, gon, giv...  \n",
       "541653231  [lololo, love, lololo, love, lololo, lololove,...  \n",
       "463104430  [fire, go, could, died, could, know, alive, br...  \n",
       "52166505   [giving, night, call, tell, feel, want, drive,...  \n",
       "45198089   [fly, like, paper, get, high, like, plane, cat...  \n",
       "507741051  [shake, stop, shake, stop, shake, stop, shake,...  \n",
       "57892451   [must, stone, crazy, thought, friend, miss, ba...  \n",
       "224806500  [caught, watching, light, realign, say, easy, ...  \n",
       "40813915   [still, hear, voice, sleep, next, still, feel,...  "
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# new_lyrics_df.reset_index(inplace=True)\n",
    "new_lyrics_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "2299cebc-617b-47c0-a76f-b02bf9cfef2b",
   "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>Lyrics</th>\n",
       "      <th>Tokens</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>385133121</th>\n",
       "      <td>Oh Oh oh Oh-oh Oh, oh-oh  When you're tired, w...</td>\n",
       "      <td>[tired, lonely, reach, arm, know, help, weathe...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455370962</th>\n",
       "      <td>I wanna fuck you slow with the lights on (Ligh...</td>\n",
       "      <td>[slow, light, light, light, light, one, got, s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577082976</th>\n",
       "      <td>So seductive, let's go  I'll take you to the c...</td>\n",
       "      <td>[seductive, let, go, take, candy, shop, let, l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588664699</th>\n",
       "      <td>Open the door, just take me down, I wanna step...</td>\n",
       "      <td>[open, door, take, step, dream, lift, ground, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140516014</th>\n",
       "      <td>I see you, you see me How pleasant, this feeli...</td>\n",
       "      <td>[see, see, pleasant, feeling, moment, hold, mi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568196935</th>\n",
       "      <td>Music (we can do it) We're only human (I can f...</td>\n",
       "      <td>[music, human, feel, music, got, heated, yeah,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582570870</th>\n",
       "      <td>Mm, hmm  I want you to hold on, I want you to ...</td>\n",
       "      <td>[mm, hmm, want, hold, want, stay, million, wor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>557351619</th>\n",
       "      <td>We've lost dancing (lost dancing) This year we...</td>\n",
       "      <td>[lost, dancing, lost, dancing, year, lose, spa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87244312</th>\n",
       "      <td>Waiting in a car Waiting for a ride in the dar...</td>\n",
       "      <td>[waiting, car, waiting, ride, dark, night, cit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317723994</th>\n",
       "      <td>Money rains from the sky above But keep the ch...</td>\n",
       "      <td>[money, rain, sky, keep, change, got, enough, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559511392</th>\n",
       "      <td>Unless you understand it And find out what to ...</td>\n",
       "      <td>[unless, understand, find, think, running, und...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435739670</th>\n",
       "      <td>Ruhum yeniden doğdu Ama sanki her şey kayboldu...</td>\n",
       "      <td>[ruhum, yeniden, dodu, ama, sanki, ey, kaybold...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590490863</th>\n",
       "      <td>Nobody feels the pain behind the love you show...</td>\n",
       "      <td>[nobody, feel, pain, behind, love, show, nobod...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161306206</th>\n",
       "      <td>Be my woman, girl, and I'll be your man Be my ...</td>\n",
       "      <td>[woman, girl, man, woman, girl, man, yes, woma...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308574363</th>\n",
       "      <td>You got the devil in your eyes You went and to...</td>\n",
       "      <td>[got, devil, eye, went, took, surprise, sing, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276680635</th>\n",
       "      <td>Do you recall, not long ago We would walk on t...</td>\n",
       "      <td>[recall, long, ago, would, walk, sidewalk, inn...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581891303</th>\n",
       "      <td>Omapadikero osonakoluna Saniladikero osonakolu...</td>\n",
       "      <td>[omapadikero, osonakoluna, saniladikero, osona...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276475110</th>\n",
       "      <td>We're riding down the boulevard We're riding t...</td>\n",
       "      <td>[riding, boulevard, riding, dark, night, half,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565950207</th>\n",
       "      <td>Ani kuni chaouani Ani kuni chaouani Awawa bika...</td>\n",
       "      <td>[ani, kuni, chaouani, ani, kuni, chaouani, awa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51308450</th>\n",
       "      <td>There is a house built out of stone Wooden flo...</td>\n",
       "      <td>[house, built, stone, wooden, floor, wall, win...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577785448</th>\n",
       "      <td>Drive  I, I never thought I'd be your type (I,...</td>\n",
       "      <td>[drive, never, thought, type, mind, kind, love...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>589730835</th>\n",
       "      <td>Sending out an SOS Sending out an SOS Sending ...</td>\n",
       "      <td>[sending, so, sending, so, sending, so, sendin...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470972835</th>\n",
       "      <td>I don't trust nobody I don't even trust my min...</td>\n",
       "      <td>[trust, nobody, even, trust, mind, losin, ever...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96309796</th>\n",
       "      <td>You lift my heart up When the rest of me is do...</td>\n",
       "      <td>[lift, heart, rest, enchant, even, around, bou...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44172210</th>\n",
       "      <td>Open up your heart, what do you feel Open up y...</td>\n",
       "      <td>[open, heart, feel, open, heart, feel, real, y...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11198507</th>\n",
       "      <td>It's the most wonderful time of the year With ...</td>\n",
       "      <td>[wonderful, time, year, kid, belling, everyone...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247261281</th>\n",
       "      <td>Welcome to the Five Nights at Freddy's Experie...</td>\n",
       "      <td>[welcome, five, night, freddy, experience, saf...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225450</th>\n",
       "      <td>I'm so tired of playing Playing with this bow ...</td>\n",
       "      <td>[tired, playing, playing, bow, arrow, gon, giv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541653231</th>\n",
       "      <td>Lo-lo-lo, love Lo-lo-lo, love Lo-lo-lo, lo-lo-...</td>\n",
       "      <td>[lololo, love, lololo, love, lololo, lololove,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463104430</th>\n",
       "      <td>I was on fire for you Where did you go? I coul...</td>\n",
       "      <td>[fire, go, could, died, could, know, alive, br...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52166505</th>\n",
       "      <td>I'm giving you a night call to tell you how I ...</td>\n",
       "      <td>[giving, night, call, tell, feel, want, drive,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45198089</th>\n",
       "      <td>I fly like paper, get high like planes If you ...</td>\n",
       "      <td>[fly, like, paper, get, high, like, plane, cat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507741051</th>\n",
       "      <td>Shake it Don't stop Shake it Don't stop Shake ...</td>\n",
       "      <td>[shake, stop, shake, stop, shake, stop, shake,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57892451</th>\n",
       "      <td>We must have been stone crazy When we thought ...</td>\n",
       "      <td>[must, stone, crazy, thought, friend, miss, ba...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224806500</th>\n",
       "      <td>I caught you watching me under the light Can I...</td>\n",
       "      <td>[caught, watching, light, realign, say, easy, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40813915</th>\n",
       "      <td>I still hear your voice when you sleep next to...</td>\n",
       "      <td>[still, hear, voice, sleep, next, still, feel,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      Lyrics  \\\n",
       "385133121  Oh Oh oh Oh-oh Oh, oh-oh  When you're tired, w...   \n",
       "455370962  I wanna fuck you slow with the lights on (Ligh...   \n",
       "577082976  So seductive, let's go  I'll take you to the c...   \n",
       "588664699  Open the door, just take me down, I wanna step...   \n",
       "140516014  I see you, you see me How pleasant, this feeli...   \n",
       "568196935  Music (we can do it) We're only human (I can f...   \n",
       "582570870  Mm, hmm  I want you to hold on, I want you to ...   \n",
       "557351619  We've lost dancing (lost dancing) This year we...   \n",
       "87244312   Waiting in a car Waiting for a ride in the dar...   \n",
       "317723994  Money rains from the sky above But keep the ch...   \n",
       "559511392  Unless you understand it And find out what to ...   \n",
       "435739670  Ruhum yeniden doğdu Ama sanki her şey kayboldu...   \n",
       "590490863  Nobody feels the pain behind the love you show...   \n",
       "161306206  Be my woman, girl, and I'll be your man Be my ...   \n",
       "308574363  You got the devil in your eyes You went and to...   \n",
       "276680635  Do you recall, not long ago We would walk on t...   \n",
       "581891303  Omapadikero osonakoluna Saniladikero osonakolu...   \n",
       "276475110  We're riding down the boulevard We're riding t...   \n",
       "565950207  Ani kuni chaouani Ani kuni chaouani Awawa bika...   \n",
       "51308450   There is a house built out of stone Wooden flo...   \n",
       "577785448  Drive  I, I never thought I'd be your type (I,...   \n",
       "589730835  Sending out an SOS Sending out an SOS Sending ...   \n",
       "470972835  I don't trust nobody I don't even trust my min...   \n",
       "96309796   You lift my heart up When the rest of me is do...   \n",
       "44172210   Open up your heart, what do you feel Open up y...   \n",
       "11198507   It's the most wonderful time of the year With ...   \n",
       "247261281  Welcome to the Five Nights at Freddy's Experie...   \n",
       "225450     I'm so tired of playing Playing with this bow ...   \n",
       "541653231  Lo-lo-lo, love Lo-lo-lo, love Lo-lo-lo, lo-lo-...   \n",
       "463104430  I was on fire for you Where did you go? I coul...   \n",
       "52166505   I'm giving you a night call to tell you how I ...   \n",
       "45198089   I fly like paper, get high like planes If you ...   \n",
       "507741051  Shake it Don't stop Shake it Don't stop Shake ...   \n",
       "57892451   We must have been stone crazy When we thought ...   \n",
       "224806500  I caught you watching me under the light Can I...   \n",
       "40813915   I still hear your voice when you sleep next to...   \n",
       "\n",
       "                                                      Tokens  \n",
       "385133121  [tired, lonely, reach, arm, know, help, weathe...  \n",
       "455370962  [slow, light, light, light, light, one, got, s...  \n",
       "577082976  [seductive, let, go, take, candy, shop, let, l...  \n",
       "588664699  [open, door, take, step, dream, lift, ground, ...  \n",
       "140516014  [see, see, pleasant, feeling, moment, hold, mi...  \n",
       "568196935  [music, human, feel, music, got, heated, yeah,...  \n",
       "582570870  [mm, hmm, want, hold, want, stay, million, wor...  \n",
       "557351619  [lost, dancing, lost, dancing, year, lose, spa...  \n",
       "87244312   [waiting, car, waiting, ride, dark, night, cit...  \n",
       "317723994  [money, rain, sky, keep, change, got, enough, ...  \n",
       "559511392  [unless, understand, find, think, running, und...  \n",
       "435739670  [ruhum, yeniden, dodu, ama, sanki, ey, kaybold...  \n",
       "590490863  [nobody, feel, pain, behind, love, show, nobod...  \n",
       "161306206  [woman, girl, man, woman, girl, man, yes, woma...  \n",
       "308574363  [got, devil, eye, went, took, surprise, sing, ...  \n",
       "276680635  [recall, long, ago, would, walk, sidewalk, inn...  \n",
       "581891303  [omapadikero, osonakoluna, saniladikero, osona...  \n",
       "276475110  [riding, boulevard, riding, dark, night, half,...  \n",
       "565950207  [ani, kuni, chaouani, ani, kuni, chaouani, awa...  \n",
       "51308450   [house, built, stone, wooden, floor, wall, win...  \n",
       "577785448  [drive, never, thought, type, mind, kind, love...  \n",
       "589730835  [sending, so, sending, so, sending, so, sendin...  \n",
       "470972835  [trust, nobody, even, trust, mind, losin, ever...  \n",
       "96309796   [lift, heart, rest, enchant, even, around, bou...  \n",
       "44172210   [open, heart, feel, open, heart, feel, real, y...  \n",
       "11198507   [wonderful, time, year, kid, belling, everyone...  \n",
       "247261281  [welcome, five, night, freddy, experience, saf...  \n",
       "225450     [tired, playing, playing, bow, arrow, gon, giv...  \n",
       "541653231  [lololo, love, lololo, love, lololo, lololove,...  \n",
       "463104430  [fire, go, could, died, could, know, alive, br...  \n",
       "52166505   [giving, night, call, tell, feel, want, drive,...  \n",
       "45198089   [fly, like, paper, get, high, like, plane, cat...  \n",
       "507741051  [shake, stop, shake, stop, shake, stop, shake,...  \n",
       "57892451   [must, stone, crazy, thought, friend, miss, ba...  \n",
       "224806500  [caught, watching, light, realign, say, easy, ...  \n",
       "40813915   [still, hear, voice, sleep, next, still, feel,...  "
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_lyrics_df[['Lyrics', 'Tokens']]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d639785-fdbd-451e-8d7a-e44e3b10af1c",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Sentiment Analysis Using Vader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "cc0145cf-bcd7-41b6-83bb-767b0a6757f8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package vader_lexicon to\n",
      "[nltk_data]     C:\\Users\\Frank\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package vader_lexicon is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
    "nltk.download(\"vader_lexicon\")\n",
    "analyzer = SentimentIntensityAnalyzer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "77b1f713-313d-469d-a9df-19861494af5e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Sentiment calculation based on compound score\n",
    "def get_sentiment(score):\n",
    "    \"\"\"\n",
    "    Calculates the sentiment based on the compound score.\n",
    "    \"\"\"\n",
    "    result = 0  # Neutral by default\n",
    "    if score >= 0.05:  # Positive\n",
    "        result = 1\n",
    "    elif score <= -0.05:  # Negative\n",
    "        result = -1\n",
    "\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "78be27ce-8f53-4ce8-a1b2-9ee03d5cc909",
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Track Name</th>\n",
       "      <th>Artists</th>\n",
       "      <th>Lyrics</th>\n",
       "      <th>Tokens</th>\n",
       "      <th>lyrics_compound</th>\n",
       "      <th>lyrics_pos</th>\n",
       "      <th>lyrics_neu</th>\n",
       "      <th>lyrics_neg</th>\n",
       "      <th>lyrics_sent</th>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>588664699</th>\n",
       "      <td>Lipstick</td>\n",
       "      <td>Kungs</td>\n",
       "      <td>Open the door, just take me down, I wanna step...</td>\n",
       "      <td>[open, door, take, step, dream, lift, ground, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>589730835</th>\n",
       "      <td>Message In A Bottle (Colorblast Version)</td>\n",
       "      <td>Colorblast</td>\n",
       "      <td>Sending out an SOS Sending out an SOS Sending ...</td>\n",
       "      <td>[sending, so, sending, so, sending, so, sendin...</td>\n",
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       "      <th>590490863</th>\n",
       "      <td>Measure of a Man</td>\n",
       "      <td>FKA twigs Feat. Central Cee</td>\n",
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       "      <td>Midnight City</td>\n",
       "      <td>M83</td>\n",
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       "      <th>96309796</th>\n",
       "      <td>Latch</td>\n",
       "      <td>Disclosure Feat. Sam Smith</td>\n",
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       "                                         Track Name  \\\n",
       "0                                               NaN   \n",
       "1                                               NaN   \n",
       "2                                               NaN   \n",
       "3                                               NaN   \n",
       "4                                               NaN   \n",
       "...                                             ...   \n",
       "588664699                                  Lipstick   \n",
       "589730835  Message In A Bottle (Colorblast Version)   \n",
       "590490863                          Measure of a Man   \n",
       "87244312                              Midnight City   \n",
       "96309796                                      Latch   \n",
       "\n",
       "                               Artists  \\\n",
       "0                                  NaN   \n",
       "1                                  NaN   \n",
       "2                                  NaN   \n",
       "3                                  NaN   \n",
       "4                                  NaN   \n",
       "...                                ...   \n",
       "588664699                        Kungs   \n",
       "589730835                   Colorblast   \n",
       "590490863  FKA twigs Feat. Central Cee   \n",
       "87244312                           M83   \n",
       "96309796    Disclosure Feat. Sam Smith   \n",
       "\n",
       "                                                      Lyrics  \\\n",
       "0                                                        NaN   \n",
       "1                                                        NaN   \n",
       "2                                                        NaN   \n",
       "3                                                        NaN   \n",
       "4                                                        NaN   \n",
       "...                                                      ...   \n",
       "588664699  Open the door, just take me down, I wanna step...   \n",
       "589730835  Sending out an SOS Sending out an SOS Sending ...   \n",
       "590490863  Nobody feels the pain behind the love you show...   \n",
       "87244312   Waiting in a car Waiting for a ride in the dar...   \n",
       "96309796   You lift my heart up When the rest of me is do...   \n",
       "\n",
       "                                                      Tokens  lyrics_compound  \\\n",
       "0                                                        NaN           0.9991   \n",
       "1                                                        NaN           0.9968   \n",
       "2                                                        NaN           0.9664   \n",
       "3                                                        NaN           0.9648   \n",
       "4                                                        NaN           0.9949   \n",
       "...                                                      ...              ...   \n",
       "588664699  [open, door, take, step, dream, lift, ground, ...              NaN   \n",
       "589730835  [sending, so, sending, so, sending, so, sendin...              NaN   \n",
       "590490863  [nobody, feel, pain, behind, love, show, nobod...              NaN   \n",
       "87244312   [waiting, car, waiting, ride, dark, night, cit...              NaN   \n",
       "96309796   [lift, heart, rest, enchant, even, around, bou...              NaN   \n",
       "\n",
       "           lyrics_pos  lyrics_neu  lyrics_neg  lyrics_sent  \n",
       "0               0.319       0.665       0.016          1.0  \n",
       "1               0.231       0.705       0.064          1.0  \n",
       "2               0.087       0.884       0.029          1.0  \n",
       "3               0.157       0.759       0.084          1.0  \n",
       "4               0.175       0.764       0.061          1.0  \n",
       "...               ...         ...         ...          ...  \n",
       "588664699         NaN         NaN         NaN          NaN  \n",
       "589730835         NaN         NaN         NaN          NaN  \n",
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     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sentiment scores dictionaries\n",
    "lyrics_sent = {\n",
    "    \"lyrics_compound\": [],\n",
    "    \"lyrics_pos\": [],\n",
    "    \"lyrics_neu\": [],\n",
    "    \"lyrics_neg\": [],\n",
    "    \"lyrics_sent\": [],\n",
    "}\n",
    "\n",
    "# Get sentiment for the lyrics\n",
    "for index, row in new_lyrics_df.iterrows():\n",
    "    try:\n",
    "        # Sentiment scoring with VADER\n",
    "        lyrics_sentiment = analyzer.polarity_scores(row[\"Lyrics\"])\n",
    "        lyrics_sent[\"lyrics_compound\"].append(lyrics_sentiment[\"compound\"])\n",
    "        lyrics_sent[\"lyrics_pos\"].append(lyrics_sentiment[\"pos\"])\n",
    "        lyrics_sent[\"lyrics_neu\"].append(lyrics_sentiment[\"neu\"])\n",
    "        lyrics_sent[\"lyrics_neg\"].append(lyrics_sentiment[\"neg\"])\n",
    "        lyrics_sent[\"lyrics_sent\"].append(get_sentiment(lyrics_sentiment[\"compound\"]))\n",
    "\n",
    "    except AttributeError:\n",
    "        pass\n",
    "\n",
    "# Attaching sentiment columns to the News DataFrame\n",
    "lyrics_sentiment_df = pd.DataFrame(lyrics_sent)\n",
    "\n",
    "# new_lyrics_df = new_lyrics_df.join(lyrics_sentiment_df)\n",
    "\n",
    "# new_lyrics_df.head()\n",
    "result_lyrics_df = pd.concat([new_lyrics_df, lyrics_sentiment_df], axis=1)\n",
    "result_lyrics_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bdf73d9c-51ac-4d4e-928c-2a9230f06073",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Analyzing Sentiments of Lyrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "95c91e2a-77af-473b-a187-17fa2e7e6ec2",
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        },
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   "source": [
    "# import plotly.express as px\n",
    "# Plot overall sentiment scores for genre\n",
    "\n",
    "positives = result_lyrics_df['lyrics_sent'].loc[result_lyrics_df['lyrics_sent'] == 1 ].count()\n",
    "negatives = result_lyrics_df['lyrics_sent'].loc[result_lyrics_df['lyrics_sent'] == -1 ].count()\n",
    "index_names = ['Positive', 'Negative']\n",
    "\n",
    "lyrics_sentiment = pd.DataFrame([positives,negatives], columns = ['Count'])\n",
    "lyrics_sentiment.index = index_names\n",
    "\n",
    "EDM_sentiment = px.pie(\n",
    "    lyrics_sentiment, \n",
    "    values = 'Count', \n",
    "    names=index_names, \n",
    "    hole = 0.4, \n",
    "    color_discrete_sequence=[\"green\", \"red\"],\n",
    "    width=1000, \n",
    "    height = 500,\n",
    "    title='Overall Sentiment for EDM Song Lyrics'\n",
    "    )  \n",
    "EDM_sentiment"
   ]
  },
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   "cell_type": "code",
   "execution_count": 79,
   "id": "5cf00617-be15-475b-a5c9-12dcc0484bd4",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lyrics_compound</th>\n",
       "      <th>lyrics_pos</th>\n",
       "      <th>lyrics_neu</th>\n",
       "      <th>lyrics_neg</th>\n",
       "      <th>lyrics_sent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>36.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>36.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.392039</td>\n",
       "      <td>0.128361</td>\n",
       "      <td>0.779528</td>\n",
       "      <td>0.092139</td>\n",
       "      <td>0.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.776651</td>\n",
       "      <td>0.097282</td>\n",
       "      <td>0.152198</td>\n",
       "      <td>0.112492</td>\n",
       "      <td>0.843274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.996900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.262000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.066000</td>\n",
       "      <td>0.726750</td>\n",
       "      <td>0.029750</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.849950</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>0.782000</td>\n",
       "      <td>0.064000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.985225</td>\n",
       "      <td>0.175250</td>\n",
       "      <td>0.878750</td>\n",
       "      <td>0.099500</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.999200</td>\n",
       "      <td>0.445000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.536000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "</div>"
      ],
      "text/plain": [
       "       lyrics_compound  lyrics_pos  lyrics_neu  lyrics_neg  lyrics_sent\n",
       "count        36.000000   36.000000   36.000000   36.000000    36.000000\n",
       "mean          0.392039    0.128361    0.779528    0.092139     0.444444\n",
       "std           0.776651    0.097282    0.152198    0.112492     0.843274\n",
       "min          -0.996900    0.000000    0.262000    0.000000    -1.000000\n",
       "25%           0.000000    0.066000    0.726750    0.029750     0.000000\n",
       "50%           0.849950    0.110000    0.782000    0.064000     1.000000\n",
       "75%           0.985225    0.175250    0.878750    0.099500     1.000000\n",
       "max           0.999200    0.445000    1.000000    0.536000     1.000000"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Describe lyrics sentiment\n",
    "result_lyrics_df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4fc2a3b8-1b7c-429a-81cf-57d39c7d3072",
   "metadata": {
    "tags": []
   },
   "source": [
    "# NLTK NGrams and Frequency Analysis\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "d5150ab8-22ce-454d-851f-239c4645f2a4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{('run', 'run'): 49, ('let', 'go'): 46, ('lose', 'babe'): 29, ('need', 'love'): 28, ('love', 'tonight'): 25, ('babe', 'lose'): 25, ('keep', 'moving'): 24, ('lost', 'dancing'): 22, ('hold', 'hold'): 22, ('drive', 'night'): 21, ('tonight', 'need'): 20, ('go', 'let'): 17, ('dancing', 'lost'): 16, ('lost', 'lost'): 16, ('moving', 'keep'): 15, ('love', 'lololo'): 15, ('thinking', 'thinking'): 15, ('ohwoah', 'ohwoah'): 14, ('never', 'going'): 13, ('stop', 'shake'): 13, ('measure', 'man'): 12, ('hey', 'mama'): 12, ('blow', 'kiss'): 12, ('kiss', 'fire'): 12, ('fire', 'gun'): 12, ('gun', 'need'): 12, ('sending', 'so'): 12, ('world', 'hold'): 12, ('take', 'money'): 12, ('wasted', 'love'): 11, ('one', 'forever'): 10, ('take', 'hand'): 10, ('could', 'live'): 10, ('lean', 'blow'): 10, ('osonakoluna', 'osonakoluna'): 10, ('ani', 'kuni'): 10, ('kuni', 'chaouani'): 10, ('night', 'drive'): 10, ('lololo', 'love'): 10, ('every', 'time'): 10, ('til', 'morning'): 9, ('mind', 'like'): 9, ('like', 'hurricane'): 9, ('calling', 'name'): 9, ('so', 'sending'): 9, ('money', 'take'): 9, ('take', 'candy'): 8, ('candy', 'shop'): 8, ('shop', 'let'): 8, ('let', 'lick'): 8, ('lick', 'lollipop'): 8, ('lollipop', 'go'): 8, ('go', 'ahead'): 8, ('ahead', 'girl'): 8, ('girl', 'stop'): 8, ('stop', 'keep'): 8, ('keep', 'goin'): 8, ('goin', 'hit'): 8, ('hit', 'spot'): 8, ('spot', 'whoa'): 8, ('ooh', 'see'): 8, ('dancing', 'together'): 8, ('hour', 'pas'): 8, ('pas', 'let'): 8, ('let', 'know'): 8, ('know', 'need'): 8, ('need', 'ask'): 8, ('ask', 'alone'): 8, ('alone', 'feel'): 8, ('feel', 'rest'): 8, ('rest', 'patient'): 8, ('patient', 'lip'): 8, ('lip', 'eternal'): 8, ('eternal', 'bliss'): 8, ('bliss', 'glad'): 8, ('glad', 'know'): 8, ('live', 'could'): 8, ('woman', 'girl'): 8, ('girl', 'man'): 8, ('golden', 'see'): 8}\n"
     ]
    }
   ],
   "source": [
    "# Generate the NGRAMS\n",
    "lyrics_text = ' '.join(new_lyrics_df[\"Lyrics\"])\n",
    "lyrics_processed = tokenizer(lyrics_text)\n",
    "lyrics_ngrams = Counter(ngrams(lyrics_processed, n=2))\n",
    "print(dict(lyrics_ngrams.most_common(80)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "05280dad-b32e-45d4-9503-7c09c9c695f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use the token_count function to generate the top 50 words from the lyrics\n",
    "def token_count(Tokens, N=50):\n",
    "    \"\"\"Returns the top N tokens from the frequency count\"\"\"\n",
    "    return Counter(Tokens).most_common(N)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "2d377666-78cd-43c0-9870-03879c6824db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('love', 80),\n",
       " ('run', 73),\n",
       " ('let', 72),\n",
       " ('need', 66),\n",
       " ('go', 60),\n",
       " ('feel', 52),\n",
       " ('hold', 52),\n",
       " ('got', 51),\n",
       " ('lost', 50),\n",
       " ('like', 48),\n",
       " ('time', 48),\n",
       " ('know', 47),\n",
       " ('keep', 45),\n",
       " ('take', 44),\n",
       " ('never', 43),\n",
       " ('dancing', 41),\n",
       " ('lose', 39),\n",
       " ('see', 36),\n",
       " ('girl', 35),\n",
       " ('tonight', 34),\n",
       " ('one', 34),\n",
       " ('kiss', 34),\n",
       " ('night', 33),\n",
       " ('babe', 32),\n",
       " ('stop', 31),\n",
       " ('fire', 30),\n",
       " ('heart', 30),\n",
       " ('want', 27),\n",
       " ('thinking', 27),\n",
       " ('yeah', 26),\n",
       " ('man', 26),\n",
       " ('baby', 25),\n",
       " ('come', 25),\n",
       " ('u', 24),\n",
       " ('ooh', 24),\n",
       " ('could', 24),\n",
       " ('ohwoah', 24),\n",
       " ('moving', 24),\n",
       " ('drive', 24),\n",
       " ('get', 22),\n",
       " ('world', 22),\n",
       " ('golden', 22),\n",
       " ('osonakoluna', 22),\n",
       " ('shake', 22),\n",
       " ('find', 19),\n",
       " ('mind', 19),\n",
       " ('alone', 18),\n",
       " ('make', 18),\n",
       " ('measure', 18),\n",
       " ('mama', 18)]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Use token_count to get the top 50 words from EDM lyrics\n",
    "lyrics_top_50 = token_count(lyrics_processed)\n",
    "lyrics_top_50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "83a987b0-2af0-4c3c-8c80-6d766b45cc7c",
   "metadata": {
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       "      <th>Count</th>\n",
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       "      <th>Word</th>\n",
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       "      <td>32</td>\n",
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       "    <tr>\n",
       "      <th>stop</th>\n",
       "      <td>31</td>\n",
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       "      <th>fire</th>\n",
       "      <td>30</td>\n",
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       "    <tr>\n",
       "      <th>heart</th>\n",
       "      <td>30</td>\n",
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       "    <tr>\n",
       "      <th>want</th>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thinking</th>\n",
       "      <td>27</td>\n",
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       "    <tr>\n",
       "      <th>yeah</th>\n",
       "      <td>26</td>\n",
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       "      <th>man</th>\n",
       "      <td>26</td>\n",
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       "      <th>baby</th>\n",
       "      <td>25</td>\n",
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       "      <th>come</th>\n",
       "      <td>25</td>\n",
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       "      <td>24</td>\n",
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       "      <td>24</td>\n",
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       "      <th>could</th>\n",
       "      <td>24</td>\n",
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       "      <th>ohwoah</th>\n",
       "      <td>24</td>\n",
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       "      <td>24</td>\n",
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       "             Count\n",
       "Word              \n",
       "love            80\n",
       "run             73\n",
       "let             72\n",
       "need            66\n",
       "go              60\n",
       "feel            52\n",
       "hold            52\n",
       "got             51\n",
       "lost            50\n",
       "like            48\n",
       "time            48\n",
       "know            47\n",
       "keep            45\n",
       "take            44\n",
       "never           43\n",
       "dancing         41\n",
       "lose            39\n",
       "see             36\n",
       "girl            35\n",
       "tonight         34\n",
       "one             34\n",
       "kiss            34\n",
       "night           33\n",
       "babe            32\n",
       "stop            31\n",
       "fire            30\n",
       "heart           30\n",
       "want            27\n",
       "thinking        27\n",
       "yeah            26\n",
       "man             26\n",
       "baby            25\n",
       "come            25\n",
       "u               24\n",
       "ooh             24\n",
       "could           24\n",
       "ohwoah          24\n",
       "moving          24\n",
       "drive           24\n",
       "get             22\n",
       "world           22\n",
       "golden          22\n",
       "osonakoluna     22\n",
       "shake           22\n",
       "find            19\n",
       "mind            19\n",
       "alone           18\n",
       "make            18\n",
       "measure         18\n",
       "mama            18"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create df for most common tokens\n",
    "lyrics_top50_df = pd.DataFrame(lyrics_top_50, columns=['Word', 'Count']).set_index('Word')\n",
    "lyrics_top50_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "b4b8ad34-aefe-4325-bf84-553df1efb0b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export Top Words dataframe to CSV\n",
    "lyrics_top50_df.to_csv('EDM_words.csv')"
   ]
  },
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   "execution_count": 85,
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           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
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          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
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           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
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          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "Top Words for EDM"
        },
        "xaxis": {
         "anchor": "y",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "Word"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "Count"
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot most common tokens\n",
    "lyrics_top50_plot = px.bar(\n",
    "    lyrics_top50_df,\n",
    "    y = 'Count',\n",
    "    color = \"Count\",\n",
    "    color_continuous_scale='earth',\n",
    "    title ='Top Words for EDM'\n",
    ")\n",
    "lyrics_top50_plot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d9668f0-d4ed-4bec-a4ef-f8ad4d67a658",
   "metadata": {},
   "source": [
    "# Word Clouds\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "533746de-1090-4f36-9f44-62b1b315d5ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x242841c67f0>"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate the EDM wordcloud\n",
    "lyrics_words_joined = ' '.join(lyrics_processed)\n",
    "\n",
    "mask = np.array(Image.open(\"Images/dj3.png\"))\n",
    "\n",
    "wccc = WordCloud(background_color=\"white\", max_words=2000, mask=mask, max_font_size=120, random_state=42, width=2000, height=1200, contour_color='black')\n",
    "\n",
    "# generate word cloud\n",
    "wccc.generate(lyrics_words_joined)\n",
    "\n",
    "# create coloring from image\n",
    "image_colors = ImageColorGenerator(mask)\n",
    "plt.figure(figsize=(20,20))\n",
    "plt.imshow(wccc.recolor(color_func=image_colors), interpolation=\"bilinear\")\n",
    "\n",
    "plt.axis(\"off\")\n",
    "plt.imshow(wccc)\n",
    "\n",
    "# Save image as png\n",
    "wccc.to_file(\"images/EDMwordcloud.png\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8bf53451-0423-42f7-9cd0-64cf92ac6ec6",
   "metadata": {},
   "source": [
    "# NER - Spacy\n",
    "In this section, we build a named entity recognition model for the EDM lyrics, then visualize the tags using SpaCy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "653ca1b5-9bec-456d-ad66-c695aebe377a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import spacy\n",
    "# from spacy import displacy\n",
    "# Load the spaCy model\n",
    "nlp = spacy.load('en_core_web_sm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "3ef62d5f-92a0-4761-a9d4-a9b812b4a9ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><h2 style=\"margin: 0\">EDM NER</h2>\n",
       "\n",
       "<div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">Oh Oh oh Oh-oh Oh, oh-oh  When you're tired, when you're lonely You can just reach out an arm Know I'll be there I'll help you weather the storm \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Us\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " together, nothing's ever felt more like home Know I'll be there You will never be alone  All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " (it's all I need) All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " (\n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ", ooh)  Oh Oh oh Oh-oh Oh, oh-oh (love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ")  In that moment, when you're feeling Like there's nothing at all Reach out to me Know that I'll answer the call \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Us\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " together, nothing's ever felt more like home Know I'll be there You will never be alone  All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " (oh, oh oh) All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " (oh-oh, oh oh-oh) All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " (oh, oh oh) All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " (oh-oh, oh oh-oh)  He, he-he-hey, \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ", yeah Oh Oh oh Oh-oh Oh, oh-oh Oh Oh oh Oh-oh Oh, oh-oh  All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " (all I need is your love, all I need is your love) All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " (all I need is your love, all I need is your love) All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " (\n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ") All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " (\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    hoo-hoo\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    ho\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ") All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " (all I need, all I need) All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " (all I need, all I need) (han-yeah, han-yeah) All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " (to-night) All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " All I need is your love \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tonight\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " I wanna fuck you slow with the lights on (Lights on, lights on, lights on) You're the only one I got my sights on (\n",
       "<mark class=\"entity\" style=\"background: #ff8197; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Sights\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LAW</span>\n",
       "</mark>\n",
       " on, sights on, sights on) Type of sex you could never put a price on (Price on, price on, price on) I'll take it off, you're the one I'll roll the dice on (\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Dice\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " on, dice on, dice on) And I just want a baby with the right one (I just want a baby with the right) 'Cause I could never be the one to hide one (I could never be the one to hide)  And we lost a lot of things in the fire So it took a year for me to find out (Find out, find out)  I can't lose you, babe (I can't lose you) I can't lose you, babe (I can't lose you, babe) I can't lose you, babe (I can't lose you, babe) Oh-oh (oh-oh) I can't lose you, babe (I can't lose you) I can't lose you, babe (I can't lose you, babe) I can't lose you, babe Oh-oh (yeah)  I'm tired of being home alone (home alone) Used to have a girl a day (girl a day) But I want you to stay (I want you to stay, hey) You said you might be into girls (into girls) You said you're going through a phase (through a phase) Keeping your heart safe (keeping your heart safe, oh) Well, baby, you can bring a friend (bring a friend) She can ride on top your face (top your face) While I fuck you straight (While I fuck you straight, yeah)  And we lost a lot of things in the fire (fire) So it took a year for me to find out (Find out, find out)  I can't lose you, babe (I can't lose you) I can't lose you, babe (I can't lose you, babe) I can't lose you, babe (I can't lose you, babe) Oh-oh (oh-oh, oh-oh) I can't lose you, babe (I can't lose you) I can't lose you, babe (I can't lose you, babe) I can't lose you, babe (I can't lose you, babe) Oh-oh (woah)  I'm tired of being home alone Used to have a girl a day (girl a day) But I want you to stay (I want you to stay, hey)  I can't lose you, babe (I can't lose you) I can't lose you, babe (I can't lose you, babe) I can't lose you, babe (I can't lose you, babe) Oh-oh (oh-oh, oh-oh, oh-oh, oh-oh) Ooh, ooh-ooh-ooh (oh-oh, oh-oh, oh-oh) I can't lose you, babe (I can't lose you) I can't lose you, babe (I can't lose you, babe) I can't lose you, babe (I can't lose you, babe) Oh-oh (oh-oh, oh-oh, oh-oh, oh-oh) So seductive, let's go  I'll take you to the candy shop I'll let you lick the lollipop Go ahead, girl, don't you stop Keep goin' until you hit the spot, whoa I'll take you to the candy shop I'll let you lick the lollipop Go ahead, girl, don't you stop Keep goin' until you hit the spot, whoa  I'll take you to the candy shop I'll let you lick the lollipop Go ahead, girl, don't you stop Keep goin' until you hit the spot, whoa I'll take you to the candy shop I'll let you lick the lollipop Go ahead, girl, don't you stop Keep goin' until you hit the spot, whoa  Move your body  Girl, what we do (Girl, what we do) And where we do (And where we do) The things we do (The things we do) Are just between me and you, yeah (Oh yeah)  Girl, what we do (Girl, what we do) And where we do (And where we do) The things we do (The things we do) Are just between me and you, yeah (Oh yeah)  You could have it your way, how do you want it? You gon' back that thing up or should I push up on it? Temperature risin', okay, let's go to the next level Dance floor jam-packed, hot as a tea kettle I'll break it down for you now, baby, it's simple If you be a nympho, I be a nympho In the hotel or in the back of the rental On the beach or in the park, it's whatever you into Got the magic stick, I'm the love doctor Have your friends teasin' you 'bout how sprung I got you \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Wanna\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " show me you could work it, baby? No problem Get on top, then get to bounce around like a low rider I'm a seasoned vet when it come to this shit After you work up a sweat, you could play with the stick I'm tryin' to explain, baby, the best way I can I'll melt in your mouth, girl, not in your hand  I'll take you to the candy shop I'll let you lick the lollipop Go ahead, girl, don't you stop Keep goin' until you hit the spot, whoa I'll take you to the candy shop I'll let you lick the lollipop Go ahead, girl, don't you stop Keep goin' until you hit the spot, whoa  I'll take you to the candy shop I'll let you lick the lollipop Go ahead, girl, don't you stop Keep goin' until you hit the spot, whoa I'll take you to the candy shop I'll let you lick the lollipop Go ahead, girl, don't you stop Keep goin' until you hit the spot, whoa Open the door, just take me down, I wanna step into a dream Lift off the ground, once in the air, I'm floating up into the beat I see the sound, it's all around, it changed the ground under my feet It's red and blue, it's every hue, I think it's true, I need a drink  Music, feel it, lipstick, kiss it Music, feel it, lipstick, kiss it  Ooh, I see a lipstick I wanna, ooh, I wanna kiss it I see a, ooh, I see a lipstick I wanna, ooh, I wanna kiss it I see a, ooh, ooh  I see the sound, it's all around, it changed the ground under my feet It's red and blue, it's every hue, I think it's true, I need a drink  Music, no one forever Feel it, dancing together \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Lipstick\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", no one forever \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Kiss\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " it, dancing together \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Music\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", no one forever Feel it, dancing together \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Lipstick\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", no one forever Kiss it  Ooh, I see a lipstick I wanna, ooh, I wanna kiss it I see a, ooh, I see a lipstick I wanna, ooh, I wanna kiss it I see a, ooh, ooh  No one forever \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Dancing\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " together No one forever Dancing together  Music, no one forever Feel it, dancing together \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Lipstick\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", no one forever \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Kiss\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " it, dancing together \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Music\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", no one forever Feel it, dancing together \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Lipstick\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", no one forever Kiss it  Ooh, I see a lipstick I wanna, ooh, I wanna kiss it I see a, ooh, I see a lipstick I wanna, ooh, I wanna kiss it I see a, ooh, ooh Ooh I see you, you see me How pleasant, this feeling The moment you hold me I missed you, I'm sorry I've given what I have I've showed you I'm growing The ashes fall slowly As your voice consoles me  As the hours pass I will let you know That I need to ask Before I'm alone How it feels to rest On your patient lips To eternal bliss I'm so glad to know  As the hours pass I will let you know That I need to ask Before I'm alone How it feels to rest On your patient lips To eternal bliss I'm so glad to know  We're swaying to drum beats In motion, I'm feeling My patience controlling The question I won't speak We're telling the stories Our laughter, he knows me We're leaving, we're talking You're closer, it's calming  As the hours pass I will let you know That I need to ask Before I'm alone How it feels to rest On your patient lips To eternal bliss I'm so glad to know  As the hours pass I will let you know That I need to ask Before I'm alone How it feels to rest On your patient lips To eternal bliss I'm so glad to know  The night will hold us close and the stars will guide us home I've been waiting for this moment, we're finally alone I turn to ask the question, so anxious, my thoughts Your lips were soft like \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    winter\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", in your passion, I was lost  As the hours pass I will let you know That I need to ask Before I'm alone How it feels to rest On your patient lips To eternal bliss I'm so glad to know  As the hours pass I will let you know That I need to ask Before I'm alone How it feels to rest On your patient lips To eternal bliss I'm so glad to know  As the hours pass I will let you know That I need to ask Before I'm alone How it feels to rest On your patient lips To eternal bliss I'm so glad to know  As the hours pass I will let you know That I need to ask Before I'm alone How it feels to rest On your patient lips To eternal bliss I'm so glad to know Music (we can do it) We're only human (I can feel it) Music (got me heated) Yeah, let's repeat it (Can you feel it?)  If you wanna ride, come ride with me Take me by the hand, feel the chemistry Losing track of time in the ecstasy It's getting out of hand, it's just you and me  But we are never going home (oh-woah, oh-woah) Let's go dancin' 'til the morning (oh-woah, oh-woah) And we are never going home (oh-woah, oh-woah) Let's go dancin' 'til the morning  \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Music\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " (we can do it) We're only human (I can feel it) Music (got me heated) Yeah, let's repeat it (Can you feel it?)  If you wanna fly, come fly with me We'll go anywhere that you wanna be If you're feeling down, here's the remedy Losing track of time, it's just you and me  And we are never going home (oh-woah, oh-woah) Let's go dancin' 'til the morning (oh-woah, oh-woah) And we are never going home (oh-woah, oh-woah) Let's go dancin' 'til the \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    morning\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       "  Music and we can do this Music (never going, never going, never going, never going) I know we hear it (never going, never going, never going) We can do it, oh, I can feel it We can do it, oh, I can feel it  And we are never going home (oh-woah, oh-woah) Let's go dancin' 'til the morning (oh-woah, oh-woah) And we are never going home (oh-woah, oh-woah) Let's go dancin' 'til the \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    morning\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       "  Oh-woah, oh-woah Oh-woah, oh-woah Oh-woah, oh-woah \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Mm\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ", hmm  I want you to hold on, I want you to stay \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    A million\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " words I don't know how to say I'm lookin' for shelter in my house of cards Oh, I'm lettin' down my guard  I'm countin' \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    one\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    two\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    three\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    four\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    five\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " Hope we gonna be alright Don't know where our feelings hide Someone, please just shine a light  You're spinning through my mind like a hurricane Calling out your name in the heavy rain Blowing through my mind like the hurricane I'm losin' my faith in a heavy rain  Blowing through my mind like the hurricane  Won't beg you to call back 'cause there's no rewind I'm askin' myself, will our stars re-align You said I should move on and keep out the ghosts Get out of this danger zone  I'm counting \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    one\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    two\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    three\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    four\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    five\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " Hope we gonna be alright (be alright, be alright) Don't know where our feelings hide Someone, please just shine a light  You're spinning through my mind like a hurricane Calling out your name in the heavy rain Blowing through my mind like the hurricane I'm losin' my faith in the heavy rain  You're blowing through my mind like the hurricane  Blowing through my mind like the hurricane Ooh, ooh, oh Blowing through my mind like the hurricane Blowing through my mind like the hurricane We've lost dancing (lost dancing) \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    This year\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " we've had to lose Our space, we've lost We've lost dancing  All these things that We took for granted (We-we-we-we-we've lost dancing)  (We-we-we-we-we've lost dancing)  \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    This year\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " we've had to lose Our space, we've lost dancing  We've lost The hugs with friends and- And people that we loved All thеse things that we took for granted (wе've lost dancing)  (We've lost dancing, we've lost dancing) If I can live through (we've lost dancing) \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    this next six months\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " (we've lost dancing) Day by day (we've lost dancing) If I can live through this (we've lost dancing) What comes next Will be Marvellous  (We've lost dancing)  We gon' make it through, through  Yeah, ooh  We've-dancing-lost, lost-dancing We've lost dancing, dancing, dancing, lost, lost dancing Lost, lost dancing We've lost dancing, dancing, dancing, lost, lost dancing Lost, lost dancing We've lost dancing, dancing, dancing, lost, lost dancing  We gon' make it through  Dancing, lost, lost, lost da-da-dancing \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Dancing\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", lost, lost, lost da-da-dancing \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Dancing\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", lost, lost, lost da-da-dancing \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Dancing\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", lost, lost, lost da-da-dancing \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Dancing\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", lost, lost, lost da-da-dancing We gon' make it through  What comes next Will be \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Marvellous Waiting\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " in a car Waiting for a ride in the dark The night city grows Look at the horizon glow  Waiting in a car Waiting for a ride in the dark Drinking in the lounge Following the neon signs  Waiting for a word Looking at the milky skyline The city is my church (city is my church) It wraps me in its blinding twilight  Waiting in a car Waiting for the right time Waiting in a car Waiting for the right time  Waiting in a car Waiting for the right time Waiting in a car Waiting for the right time  Waiting in a car Waiting for the right time Money rains from the sky above But keep the change 'cause I've got enough A little time and some tenderness You'll never buy my love  No other thing that's as precious to No other, there's no other Than a heart that feels and a heart that's true Something that you got to know, this girl  Woah! Take my hand Or them over Take my hand, you Or-or them over Take my hand, you Or them over Take my hand Or them over  These presents don't really come for free Your pay cheques don't mean that much to me Just take my hand and hold me tight You'll never buy my love  You buy me this and you buy me that To win over, win me over You got me wrong and that's a fact Something that you've got to know, this  Will you realize when I'm gone That I dance to a different song Will you realize when I'm gone That I dance to a different song It's a shame but I've got to go  Woah! Take my hand Or them over Take my hand, you Or-or them over Take my hand, you Or them over Take my hand Or them over Unless you understand it And find out what to do Don't think about it I'll be running with you  If I can't understand it I'll find another way Keep moving, keep moving  Keep moving, keep moving  Keep moving, keep moving  Bad Avenue If you coming like that, then it's about time you know In a new house, in a new place If you change Keep moving, keep moving  I can hear the alarm I won't take it much longer (keep moving, keep moving) Are you breaking my heart? Thanks for making me stronger (keep moving)  Someone's got to find the truth If you change When you livin' like that, you can spend the right time, you know (oh-oh, oh-oh)  In a new house In the \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    UK\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " If you change Keep moving, keep moving  I can hear the alarm I won't take it much longer (keep moving, keep moving) Are you breaking my heart? Thanks for making me stronger I could live with it, I could live with it, oh  I could live with it, I could live with it, oh I could live with it, I could live with it, oh I could live with it, I could live with it, oh-oh-oh  Unless you understand it Then find out what to do Don't think about it I'll be running with you  If I can't understand it I'll find another way I could live with it, I could live with it, oh  You gotta move it You gotta move it You gotta move it Keep moving, keep moving  You gotta move it You gotta move it You gotta move it Keep moving, keep moving  Keep moving, keep moving  Keep moving, keep moving \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Ruhum\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " yeniden doğdu Ama sanki her şey kayboldu \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Çok derin hislerim\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ", oh-oh  Omzum yükle doldu \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Ama\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " bende \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    vazgeçmek yoktu Bitmedi\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ", bitmedi, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitirmedim  Ben\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " özel değilim ya da \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    öyle bi'\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " şey \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Ama\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " sen varken hep böyle hissettim \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Böyle\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " hissettim  \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Yanan\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " her şey kül mü olmalı? \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bunu\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " sen de hatırlarsın da artık geç  \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Böyle\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " hissettim  \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Ben\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " özel değilim ya da \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    öyle bi'\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " şey \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Ama\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " sen varken hep böyle hissettim \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Böyle\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " hissettim  \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Yanan\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " her şey kül mü olmalı? \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bunu\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " sen de hatırlarsın da artık geç  Artık çok geç  Hissettim Nobody feels the pain behind the love you show Nobody feels the burden that is yours alone If when the morning comes you're not with me (destiny) I know that you'll return with destiny  Only you can truly understand The measure of a hero, is the measure of a man (I wanna kiss it better, the measure of a man) The measure of a man (I wanna kiss it better, the measure of a man)  Your body bears the scars of every man I know So softly I wanna kiss it better, the scarlet letter To me, you don't belong If when the morning comes, you're not with me (destiny) I know that you'll return with destiny  Only you can truly understand The measure of a hero, is the measure of a man (I wanna kiss it better, the measure of a man) The measure of a man (I wanna kiss it better, the measure of a man)  It's the manners that make a man But the hammers that break a man \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Damn\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ", they wanted to see me broke But I flipped the script and I broke the pen \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Young\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " and wealthy Don't let it overwhelm me I still give thanks Still can't tell me Nothin', the system failed me I still bounced back  I run this ting, got a lot of endurance What you know about drastic measures? I married the hustle Me and the game, like \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Harry\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " and \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Meaghan\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " Some man in my hood too jealous Why do you feel that we carry a weapon?  Take time and trust the process Life's a game of chess, not checkers Told bro that, &quot;You gotta stop stressin'&quot; &quot;Gotta stop thinkin' you won't get through it&quot; &quot;It's all in your mind&quot; &quot;I failed a couple of times&quot; &quot;I got up and got back to it&quot;  Only (only) you can (you can) truly (truly) understand The measure (measure) of a (of a) hero is the measure of a man The measure of a man  Only you can truly understand The measure of a hero, is the measure of a man The measure of a man Be my woman, girl, and I'll be your man Be my woman, girl, and I'll be your man  Yes, I be your woman Yes, I be your baby Yes, I be whatever that you tell me when you ready Yes, I be your girl, forever your lady You ain't never gotta worry I'm down for you, baby  Best believe that when you need that I'll provide that, you will always have it I'll be on deck, keep it in check When you need that, I'ma let you have it  Beating my drum like dum di-di-day I like the dirty rhythm you play I wanna hear you calling my name Like, hey mama, mama, hey mama, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    ma Banging\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " the drum like dum di-di-day I know you want it in the worst way I wanna hear you calling my name Like, hey mama, mama, hey mama, ma  Be my woman, girl, and I'll be your man Be my woman, girl, and I'll be your man  Yes, I do the cooking Yes, I do the cleaning Plus, I keep the na-na real sweet for your eating Yes, you be the boss, and yes, I be respecting Whatever that you tell me 'Cause it's game you be spitting, oh  Best believe that when you need that I'll provide that, you will always have it I'll be on deck, keep it in check When you need that, I'ma let you have it  Beating my drum like dum di-di-day I like the dirty rhythm you play I wanna hear you calling my name Like, hey mama, mama, hey mama, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    ma Banging\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " the drum like dum di-di-day I know you want it in the worst way I wanna hear you calling my name Like, hey mama, mama, hey mama, ma  Be my woman, girl, and I'll be your man Be my woman, girl, and I'll be your man  Whole crew got the juice yo' game the truth My screams is the proof them other dudes get the deuce So when I speed in the coupe, leaving this interview It ain't nothin' new I been f---in' with you None of them b----s ain't taking you Just tell 'em to make a U, huh That's how it be, I come \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    first\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       " like debut, huh So, baby, when you need that Give me the word, I'm no good I'll be bad for my baby  So I make sure that he's getting his share So I make sure that his baby take care So I make sure I'm on my toes, on my knees Keep him pleased, rub him down Be a lady and a freak, oh  Beating my drum like dum di-di-day I like the dirty rhythm you play I wanna hear you calling my name Like, hey mama, mama, hey mama, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    ma Banging\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " the drum like dum di-di-day I know you want it in the worst way I wanna hear you calling my name Like, hey mama, mama, hey mama, ma  Be my woman, girl, and I'll be your man Be my woman, girl, and I'll be your man You got the devil in your eyes You went and took me by surprise (sing that shit) Say what you wanna say I won't go back If you wanna hit the road Then let's go then Let's just go and see the world And show them what it really means to live life \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Golden  \n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">FAC</span>\n",
       "</mark>\n",
       "Yeah, we're golden baby girl, we're golden They about to see us shine 'cause we're golden They can never break us down 'cause we're golden They about to see us glow 'cause we're golden Yeah, we're golden baby girl, we're golden They about to see us shine 'cause we're golden They can never break us down 'cause we're golden They about to see us glow 'cause we're golden  You got the devil in your eyes (sing that shit) You went and took me by surprise (I love you) Say what you wanna say I won't go back If you wanna hit the road Then let's go then Let's just go and see the world And show them what it really means to live life \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Golden  \n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">FAC</span>\n",
       "</mark>\n",
       "Yeah, we're golden, baby girl, we're golden They about to see us shine 'cause we're golden They can never break us down 'cause we're golden They about to see us glow 'cause we're golden Yeah, we're golden baby girl, we're golden They about to see us shine 'cause we're golden They can never break us down 'cause we're golden They about to see us glow 'cause we're golden  Thank you Let's keep moving \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Cap\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " Do you recall, not long ago We would walk on the sidewalk? Innocent, remember? All we did was care for each other  But the night was warm We were bold and young All around the wind blows We would only hold on to let go  Blow a kiss, fire a gun We need someone to lean on \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Blow\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " a kiss, fire a gun All we need is somebody to lean on  Blow a kiss, fire a gun We need someone to lean on \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Blow\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " a kiss, fire a gun All we need is somebody to lean on  What will we do when we get old? Will we walk down the same road? Will you be there by my side? Standing strong as the waves roll over  When the nights are long Longing for you to come home All around the wind blows We would only hold on to let go  Blow a kiss, fire a gun We need someone to lean on \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Blow\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " a kiss, fire a gun All we need is somebody to lean on  Blow a kiss, fire a gun We need someone to lean on \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Blow\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " a kiss, fire a gun All we need is somebody to lean on  All we need is somebody to lean on All we need is somebody to lean on \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Lean\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " on, lean on, lean on, lean on...  Blow a kiss, fire a gun We need someone to lean on \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Blow\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " a kiss, fire a gun All we need is somebody to lean on  Blow a kiss, fire a gun We need someone to lean on \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Blow\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " a kiss, fire a gun All we need is somebody to lean on \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Omapadikero\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " osonakoluna \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Saniladikero\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " osonakoluna \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Osonakoluna\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", osonakoluna  Omapadikero osonakoluna \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Saniladikero\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " osonakoluna \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Osonakoluna\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", osonakoluna  Ohh-ohhh, ohh-ohhh \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Lilongwe\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " sawuaa \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Angola\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " nekiwa \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Osonakoluna Ohh\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "-ohhh, ohh-ohhh \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Makeba\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " sawuaa \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Fela Kuti\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " nekiwa \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Osonakoluna\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", osonakoluna  Oh, zomanule \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Iniima\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " nomanule Oh, nomanuaa \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Iniima nomanuaa\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "  Oh, zomanule \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Iniima\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " nomanule Oh, nomanuaa \n",
       "<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Iniima\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n",
       "</mark>\n",
       " nomanuaa  Omapadikero osonakoluna \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Saniladikero\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " osonakoluna \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Osonakoluna\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", osonakoluna  Omapadikero osonakoluna \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Saniladikero\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " osonakoluna \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Osonakoluna\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", osonakoluna  Ohh-ohhh, ohh-ohhh \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Lilongwe\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " sawuaa \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Angola\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " nekiwa \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Osonakoluna Ohh\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "-ohhh, ohh-ohhh \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Makeba\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " sawuaa \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Fela Kuti\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " nekiwa \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Osonakoluna\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", osonakoluna  Oh, zomanule \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Iniima\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " nomanule Oh, nomanuaa \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Iniima nomanuaa\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "  Oh, zomanule \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Iniima\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " nomanule Oh, nomanuaa \n",
       "<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Iniima\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n",
       "</mark>\n",
       " nomanuaa We're riding down the boulevard We're riding through the dark night With \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    half\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " the tank and empty heart Pretending we're in love but it's never enough As the sirens fill the lonely air Oh, how did we get here, now, now, now, babe? We see a storm is closing in \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Pretending\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " we ain't scared  Don't say a word while we dance with the devil You brought a fire to a world so cold We're out of time on the highway to never Hold on, hold on, hold on, hold on  Don't say a word while we dance with the devil You brought a fire to a world so cold We're out of time on the highway to never Hold on, hold on, hold on, hold on  We're running all the red lights down No way that we can stop, nah, nah A quarter tank and almost gone \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Pretending\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " we're in love but it's never enough, nah I wish we could take it back in time Before we crossed the line, now, now, now, babe We see a storm is closing in I reach out for your hand  Don't say a word while we dance with the devil You brought a fire to a world so cold We're out of time on the highway to never Hold on, hold on, hold on, hold on, hold on  Don't say a word while we dance with the devil You brought a fire to a world so cold We're out of time on the highway to never Hold on, hold on, hold on, hold on, hold on  Hold on, oh, yeah, yeah, oh Hold on  Don't say a word while we dance with the devil You brought a fire to a world so cold We're out of time on the highway to never Hold on, hold on, hold on, hold on, hold on  Don't say a word while we dance with the devil You brought a fire to a world so cold We're out of time on the highway to never Hold on, hold on, hold on, hold on Ani kuni chaouani \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Ani\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " kuni chaouani \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Awawa bikana\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " caïna \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Awawa bikana\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " caïna Éiaouni \n",
       "<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bissinni\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n",
       "</mark>\n",
       " Éiaouni \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bissinni A\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ", A A, A, A, A, A, yeah  Ani kuni chaouani \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Ani\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " kuni chaouani \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Awawa bikana\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " caïna \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Awawa bikana\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " caïna \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Ani kuni\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " chaouani \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Ani\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " kuni chaouani Éiaouni bissinni  Ani kuni chaouani \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Ani\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " kuni chaouani \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Awawa bikana\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " caïna \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Awawa bikana\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " caïna Éiaouni \n",
       "<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bissinni\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n",
       "</mark>\n",
       " Éiaouni \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bissinni A\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ", A A, A, A, A, A, yeah  A-I-U-A-I I-U-A-A A-I-U-A-I A-I-A-A-A A-I-U-A-I A-I-U-A-A-A A-I-U-A-I A-I-I-O-A-I A-I-O-I-O I-O-A-A A-I-O-I-O I-O-A-I-I-I A-I-O-I-O I-O-A-A A-I-O-I-O Yeah  Ani kuni \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Chaouani Ani\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " kuni \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Chaouani\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "  Éiaouni \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bissinni\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "  Éiaouni Bissinni There is a house built out of stone \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Wooden\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " floors, walls and window sills Tables and chairs worn by all of the dust This is a place where I don't feel alone This is a place where I feel at home  And I built a home For you For me Until it disappeared From me From you And now, it's time to leave and turn to dust  Out in the garden where we planted the seeds There is a tree as old as me Branches were sewn by the colour of green Ground had arose and passed its knees By the cracks of the skin I climbed to the top I climbed the tree to see the world  When the gust came around to blow me down Held on as tightly as you held on to me Held on as tightly as you held on to me  And I built a home For you For me Until it disappeared From me From you And now, it's time to leave and turn to dust Drive  I, I never thought I'd be your type (I, I, I) On my mind, the kind of love I can't describe (I, I, I)  You got me running (oh, no) Away from our history (oh, no) And through the darkness (oh, no) Oh, I can see you and me  When you find a love that's right You can drive \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    all night\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ", drive \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    all night\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " (ah, ah) Do what makes you feel alive You can drive \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    all night\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ", drive all night 'Cause the road's calling, over again \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Ride\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " 'til the morning Ride 'til the end, oh When you find a love that's right You can drive \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    all night\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ", drive all night  Faith, remember how we were back then (I, I, I) I can't fake emotions, I can't comprehend (I, I, I)  You got me running (oh, no) Away from our history (oh, no) And through the darkness (oh, no) Oh, I can see you and me (oh, no)  Drive When you find a love that's right You can drive \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    all night\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ", drive \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    all night\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " (ah, ah) Do what makes you feel alive You can drive \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    all night\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ", drive all night 'Cause the road's calling, over again \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Ride\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " 'til the morning Ride 'til the end, oh When you find a love that's right You can drive \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    all night\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ", drive \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    all night\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       "  You and me, history I'm running from the rest of my life Through the darkness, I see your eyes And realize that I, that I  Drive When you find a love that's right You can drive \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    all night\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ", drive \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    all night\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " (ah, ah) Do what makes you feel alive You can drive \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    all night\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ", drive all night 'Cause the road's calling, over again \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Ride\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " 'til the morning Ride 'til the end, oh When you find a love that's right You can drive \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    all night\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ", drive all night  Drive all night Sending out an SOS Sending out an SOS Sending out an SOS Sending out an \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    SOS\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       "  Just a castaway, an island lost at sea, oh Another lonely day With no one here but me, oh More loneliness than any man could bear Rescue me before I fall into despair, oh  Sending out an SOS Sending out an SOS Sending out an SOS Sending out an SOS  Message in a bottle, yeah Message in a bottle, yeah  Walked out \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    this morning\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " Don't believe what I saw \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Hundred billion\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " bottles Washed up on the shore Seems I'm not alone at being alone \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Hundred billion\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " castaways Looking for a home  Sending out an SOS Sending out an SOS Sending out an SOS Sending out an SOS  Message in a bottle, yeah I don't trust nobody I don't even trust my mind \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Losin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "' everybody They can never take the grind People always switchin' sides People always hit my line Never ask me how I'm doin' They just wanna waste my time So I don't hate nobody Just stay up out my life  And I won't hurt nobody So just stay up out my sights People always hold me down They just told me that I'd drown When you livin' how I'm livin' All these leeches come around  'Cause we don't trust nobody We don't even trust our minds \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Losin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "' everybody From them drugs to suicide I was always gettin' high Never took a look outside I was livin' in the dark \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Thinkin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "' I would never shine  Now I got everybody If I want it then it's mine So I help everybody I'm thinkin' back when it was time I was broken, I was down I was lost but now I'm found I was fightin' in the trenches With no one ever around So fuck everybody If you want it come and get it I won't hurt nobody I'm a motherfuckin' menace I was showerin' at the school I was sleepin' out the Civic I was skippin' on my meals I was reachin' all my limits  I don't trust nobody I don't even trust my mind I'm losin' everybody They can never take the grind People always switchin' sides People always hit my line Never ask me how I'm doin' They just wanna waste my time So I don't hate nobody Just stay up out my life And I won't hurt nobody  So just stay up out my sights People always hold me down They just told me that I'd drown When you livin' how I'm livin' All these leeches come around  'Cause they robbed all my money And I'll never get it back I don't fault nobody 'Cause I'm comin' fuckin' back I just listen to my lawyers But the judge don't listen back See they got this full disclosure And they comin' for my neck They don't know shit about me So just give me my respect All the music that I've made I ain't never got a check  I been doin' all this shit With like \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    two\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " hands behind my back I just focus on my shows 'Cause that's the only thing that's left You don't know shit about me That's the reason why you don't come around me You're scared of me cause I'm talkin' loudly You can blow that smoke Won't come around me  You can talk that shit but don't know about it I see that shit don't talk about it But I will spray no silver at it 'Cause it's \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    five years\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " I don't own shit and I'm still drivin'  Like fuck You lift my heart up When the rest of me is down You, you enchant me, even when you're not around  If there are boundaries, I will try to knock them down I'm latching on babe Now I know what I have found  I feel we're close enough I wanna lock in your love I think we're close enough Could I lock in your love, baby?  Now I got you in my space I won't let go of you Got you shackled in my embrace I'm latching on to you  Now I got you in my space I won't let go of you Got you shackled in my embrace I'm latching on to you  I'm so encaptured, got me wrapped up in your touch Feel so enamored, hold me tight within your clutch How do you do it, you got me losing every breath What did you give me to make my heart beat out my chest?  I feel we're close enough I wanna lock in your love I think we're close enough Could I lock in your love, baby? I think we're close enough I wanna lock in your love I think we're close enough Could I lock in your love, baby?  Now I got you in my space I won't let go of you Got you shackled in my embrace I'm latching on to you  Now I got you in my space I won't let go with you Got you shackled in my embrace I'm latching on to you I'm latching on to you  (I'm latching on to you) I won't let go of you (I won't let go) Got you shackled in my embrace (I don't wanna let go) I'm latching on to you (I won't let go, I won't let go)  (I won't let go, I won't let go) Open up your heart, what do you feel Open up your heart, what do you feel is real, yeah The big bang may be \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    a million years\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " away, oh But I can't think of a better time to say  Look inside, you'll find a deeper love The kind that only comes from high above If you'll ever meet your inner child, don't cry, no, no Tell them everything is gonna be alright  World, hold on instead of messing with our future Open up inside \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    World\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ", hold on, one day you will have to answer To the children of the sky  World, hold on, instead of messing with our future Tell me no more lies \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    World\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       ", hold on, one day you will have to answer To the children of the sky  World, hold on instead of messing with our future Open up inside \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    World\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ", hold on, one day you will have to answer To the children of the sky  World, hold on, instead of messing with our future Tell me no more lies \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    World\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       ", hold on, one day you will have to answer To the children of the sky  World, hold on instead of messing with our future Open up inside \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    World\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ", hold on, one day you will have to answer To the children of the sky  World, hold on, instead of messing with our future Tell me no more lies \n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    World\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       ", hold on, one day you will have to answer To the children of the sky It's the most wonderful time of the year With the kids jingle belling And everyone telling you, &quot;Be of good cheer!&quot; It's the most wonderful time of the year  It's the hap-happiest season of all With those holiday greetings and gay happy meetings When friends come to call It's the hap-happiest season of all  There'll be parties for hosting \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Marshmallows\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " for toasting And caroling out in the snow There'll be scary ghost stories And tales of the glories of Christmases long, long ago  It's the most wonderful time of the year There'll be much mistletoeing And hearts will be glowing when loved ones are near It's the most wonderful time of the year  There'll be parties for hosting \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Marshmallows\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " for toasting And caroling out in the snow There'll be scary ghost stories And tales of the glories of Christmases long, long ago  It's the most wonderful time of the year There'll be much mistletoeing And hearts will be glowing when loved ones are near It's the most wonderful time Yes, the most wonderful time Oh, the most wonderful time of the yeah Welcome to the \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Five Nights\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " at \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Freddy's\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " Experience For your safety For the children's safety And for those around you Run Run Run Run Run Run Run Run  Let me welcome you New comer to your job If you listen You'll survive this I believe that You can overcome the terrors That you'll see here The puppet's watching Always stalking  Be careful now  Second night Will we survive  This demonized \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Animatronic\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       "?  Come third night  I've lost my sight Reset the cameras Seal the air vent  Listen closely Hear him crawling In the air ducts \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    System\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " reset!  Hallucinating Vision fading They're watching me Anticipating  Run run Crash the system Run run From Freddy Run run Will you make it? Run run Keep it steady Run run  While they're not here Run run \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Mangle\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       "'s screaming Run run System error Run run  Watch your breathing  Run run Crash the system Run run From Freddy Run run Will you make it? Run run  Keep it steady Run run While they're not here Run run \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Mangle\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       "'s screaming Run run System error Run run Watch your breathing Run run Crash the system Run run From Freddy Run run Will you make it? Run run Keep it steady Run run While they're not here Run run \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Mangle\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       "'s screaming Run run System error Run run Watch your breathing Run run Run run Run run Run run Run run Run run Run run Run run  Now it's \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    6 a.m.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " You've made it through the night \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    One\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " more down \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Two\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " more to go How long can you survive? The terror here It's very very real \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Five nights\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " You'll simple just live or you'll die I'm so tired of playing Playing with this bow and arrow \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Gon\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "na give my heart away Leave it to the other girls to play For I've been a temptress too long Just...  Give me a reason to love you Give me a reason to be a woman I just wanna be a woman  From this time, unchained We're all looking at a different picture Through this new frame of mind \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    A thousand\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " flowers could bloom Move over and give us some room, yeah  Give me a reason to love you Give me a reason to be a woman I just want to be a woman  So don't you stop being a man Just take a little look From our side when you can Sow a little tenderness No matter if you cry  Give me a reason to love you Give me a reason to be a woman I just want to be a woman  It's all I wanna be, is all a woman For this is the beginning Of forever and ever It's time to move over It's all I want to be  I'm so tired of playing Playing with this bow and arrow \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Gon\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "na give my heart away Leave it to the other girls to play For I've been a temptress too long Just...  Give me a reason to love you \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Lo\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "-lo-lo, love Lo-lo-lo, love Lo-lo-lo, lo-lo-love  So outspoken, you don't even notice Every word you say gets right under my skin Out of focus but your heart is open Always trying but I feel like giving in  Keep breaking hearts to pieces I know I'm beyond the reason I'm afraid you're getting over us  Wasted love, don't give up But you're tryna save us, am I trying not to? Get wasted, love, wake me up Oh, tell me I'm dreaming, and say this ain't another wasted love  Lo-lo-lo, love Lo-lo-lo, love Lo-lo-lo, lo-lo-love Wasted love Lo-lo-lo, love Lo-lo-lo, love Lo-lo-lo, lo-lo-love  My emotions overflowing oceans Takes me to the point I can't control myself If I knew how to find the words, I'd tell you I admit that sometimes I can use your help  Keep breaking hearts to pieces I know I'm beyond the reason I'm afraid you're getting over us  Wasted love, don't give up But you're tryna save us, am I trying not to? Get wasted, love, wake me up Oh, tell me I'm dreaming, and say this ain't another wasted love  Lo-lo-lo, love Lo-lo-lo, love Lo-lo-lo, lo-lo-love Wasted love Lo-lo-lo, love Lo-lo-lo, love Lo-lo-lo, lo-lo-love Wasted love  Wasted love  Wasted love I was on fire for you Where did you go? I could've died for you How could you not know? I was alive with you But you brought in the cold Was I being lied to? Wish I never met you Started to regret you  My heart just dropped Thinking about you My heart just stops When I'm without you  I was on fire for you  I was on fire for you  I was on fire for you You breaking me down Don't know what should I do When you come around I'm leaving without you, love I have no choice I know I'm being lied to I just need some time to Stop thinking about you  My heart just dropped Thinking about you My heart just stops When I'm without you  My heart just dropped Thinking about you My heart just stops When I'm without you  I was on fire for you  I was on fire for you  I was on fire for you  I was on fire for you  I was on fire for you I'm giving you a night call to tell you how I feel I want to drive you through the night, down the hills I'm gonna tell you something you don't want to hear I'm gonna show you where it's dark, but have no fear  There's something inside you It's hard to explain They're talking about you boy But you're still the same  There's something inside you It's hard to explain They're talking about you boy But you're still the same  I'm giving you a night call to tell you how I feel I want to drive you through the night, down the hills I'm gonna tell you something you don't want to hear I'm gonna show you where it's dark, but have no fear  There's something inside you It's hard to explain They're talking about you boy But you're still the same  There's something inside you It's hard to explain They're talking about you boy But you're still the same  There's something inside you (there's something inside you) It's hard to explain (it's hard to explain) They're talking about you boy (they're talking about you boy) But you're still the same I fly like paper, get high like planes If you catch me at the border I got visas in my name If you come around here, I make 'em all day I get one done in a \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    second\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       " if you wait  I fly like paper, get high like planes If you catch me at the border, I got visas in my name If you come around here, I make 'em all day I get one done in a \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    second\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       " if you wait  Sometimes I think sittin' on trains Every stop I get to I'm clocking that game \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Everyone\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       "'s a winner, we're making our fame \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bona\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">FAC</span>\n",
       "</mark>\n",
       " fide hustler making my name  Sometimes I think sittin' on trains Every stop I get to I'm clocking that game \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Everyone\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       "'s a winner, we're making our fame \n",
       "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Bona\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">FAC</span>\n",
       "</mark>\n",
       " fide hustler making my name  All I wanna do is- And a- And take your money All I wanna do is- And a- And take your money  All I wanna do is- And a- And take your money All I wanna do is- And a- And take your money  Pirate skulls and bones Sticks and stones and weed and bongs Running when we hit 'em \n",
       "<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Lethal\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n",
       "</mark>\n",
       " poison for the system  Pirate skulls and bones Sticks and stones and weed and bongs Running when we hit 'em \n",
       "<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Lethal\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n",
       "</mark>\n",
       " poison for the system  No one on the corner has swagger like us Hit me on my burner prepaid wireless We pack and deliver like \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    UPS\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " trucks Already going to hell, just pumping that gas  No one on the corner has swagger like us Hit me on my burner prepaid wireless We pack and deliver like \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    UPS\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " trucks Already going to hell, just pumping that gas  All I wanna do is- And a- And take your money All I wanna do is- And a- And take your money  All I wanna do is- And a- And take your money All I wanna do is- And a- And take your money  M.I.A Third world democracy Yeah, I've got more records than the \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    KGB\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " So, uh, no funny business (Are you ready all?)  Some, some, some I, some I murder Some, I some I let go Some, some, some I, some I murder Some I, some I let go  All I wanna do is- And a- And take your money All I wanna do is- And a- And take your money  All I wanna do is- And a- And take your money All I wanna do is- And a- And take your money Shake it Don't stop Shake it Don't stop Shake it Don't stop Shake it Don't stop  Shake ayy ass Don't stop Shake ayy ass Shake it Shake ayy ass Don't stop Shake it Shake ayy ass Don't stop Shake it Don't stop Shake ayy ass Don't stop Shake it Don't stop Shake it Don't stop  Shake ayy ass Don't stop Shake ayy ass Shake it Don't stop Shake it Shake shake shake shake ayy ass We must have been stone crazy When we thought we were just friends 'Cause I miss you, baby And I've got those feelings again  I guess I'm all confused about you I feel so in love Oh, baby, what can I do?  I've been thinking about you I've been thinking about you I've been thinking about you I've been thinking about you  Suddenly we're strangers I watch you walkin' away She was my \n",
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       "    one\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " temptation Oh, I did not want her to stay  Deep down, I'm still confused about you Oh, yes I have baby I feel so in love Oh, baby, what can I do?  I've been thinking about you I've been thinking about you I've been thinking about you I've been thinking about you Got you on my mind  I've been thinking about you I've been thinking about you I've been thinking about you I've been thinking about you Got you on my mind  What good is being here without you? I wanna know I feel so in love Oh, baby, what can I do?  I've been thinking about you I've been thinking about you I've been thinking about you, uhh-yeah I've been thinking about you  I've been thinking about you Oh baby, can't get you out of my mind I've been thinking about you I've been thinking about you You read me baby, I think about you all the time I've been thinking about you I've been thinking about you Got you on my mind I've been thinking about you I've been thinking about you I caught you watching me under the light Can I realign? They say it's easy to leave you behind I don't wanna try  Come, come and take that test Hold courage to your chest Don't wanna wait for you Don't wanna have to lose All that I've compromised To feel another high I've got to keep it down \n",
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       "</mark>\n",
       "  And oh, oh, oh I was a King under your control And oh, oh, oh I wanna feel like you've let me go So let me go  Don't you remember how I used to like Being on the line? I dreamed you dreamed of me calling out my name Is it worth the price?  Come, come and take that test Hold courage to your chest Don't wanna wait for you Don't wanna have to lose All that I've compromised To feel another high I've got to keep it down \n",
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       "</mark>\n",
       "  And oh, oh, oh I was a King under your control And oh, oh, oh I wanna feel like you've let me go  I had to break myself to carry on No love and no admission Take this from me \n",
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       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       "  Oh oh, let's fight Oh oh, let's fight Oh oh, let's fight Oh oh  And oh, oh, oh I was a King under your control And oh, oh, oh I wanna feel like you've let me go So let me go  Let go, let go, let go of everything Let go, let go, let go of everything Let go, let go, let go of everything Let go, let go, let go of everything I still hear your voice when you sleep next to me I still feel your touch in my dreams (in my dreams) Forgive me, my weakness, but I don't know why Without you, it's hard to survive  'Cause every time we touch, I get this feeling And every time we kiss, I swear I can fly Can't you feel my heart beat fast? I want this to last Need you by my side  'Cause every time we touch, I feel the static And every time we kiss, I reach for the sky Can't you hear my heart beat slow? I can't let you go I want you in my life  Your arms are my castle, your heart is my sky They wipe away tears that I cry (that I cry) The good and the bad times, we've been through them all You make me rise when I fall  'Cause every time we touch, I get this feeling And every time we kiss, I swear I can fly Can't you feel my heart beat fast? I want this to last Need you by my side  'Cause every time we touch, I feel the static And every time we kiss, I reach for the sky Can't you hear my heart beat slow? I can't let you go Want you in my life  'Cause every time we touch, I get this feeling And every time we kiss, I swear I can fly Can't you feel my heart beat fast? I want this to last Need you by my side</div></span>"
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      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
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   "source": [
    "# Run the NER processor on all of the text\n",
    "edm_ner = nlp(lyrics_text)\n",
    "\n",
    "# Add a title to the document\n",
    "edm_ner.user_data['title'] = 'EDM NER'\n",
    "displacy.render(edm_ner, style='ent')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "5dc891ce-6033-4703-bd14-8a250b4ea629",
   "metadata": {},
   "outputs": [
    {
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       "    .dataframe thead th {\n",
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Frequency</th>\n",
       "      <th>Label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tonight</th>\n",
       "      <td>32</td>\n",
       "      <td>TIME</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>all night</th>\n",
       "      <td>13</td>\n",
       "      <td>TIME</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>World</th>\n",
       "      <td>6</td>\n",
       "      <td>ORG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blow</th>\n",
       "      <td>6</td>\n",
       "      <td>PERSON</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Iniima</th>\n",
       "      <td>6</td>\n",
       "      <td>GPE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>Chaouani</th>\n",
       "      <td>1</td>\n",
       "      <td>PERSON</td>\n",
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       "    <tr>\n",
       "      <th>Bissinni</th>\n",
       "      <td>1</td>\n",
       "      <td>PERSON</td>\n",
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       "    <tr>\n",
       "      <th>Wooden</th>\n",
       "      <td>1</td>\n",
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       "      <td>ORDINAL</td>\n",
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       "      <td>1</td>\n",
       "      <td>ORG</td>\n",
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       "           Frequency    Label\n",
       "tonight           32     TIME\n",
       "all night         13     TIME\n",
       "World              6      ORG\n",
       "Blow               6   PERSON\n",
       "Iniima             6      GPE\n",
       "...              ...      ...\n",
       "Chaouani           1   PERSON\n",
       "Bissinni           1   PERSON\n",
       "Wooden             1      GPE\n",
       "first              1  ORDINAL\n",
       "KGB                1      ORG\n",
       "\n",
       "[95 rows x 2 columns]"
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     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "# List all Entities\n",
    "\n",
    "ent_labels=[]\n",
    "entities=[]\n",
    "\n",
    "for ent in edm_ner.ents:\n",
    "    ent_labels.append(ent.label_)\n",
    "    entities.append(ent.text)\n",
    "\n",
    "# Obtain frequency for each named entity\n",
    "\n",
    "entities_freq = pd.DataFrame.from_dict([Counter(entities)]).T\n",
    "entities_freq.columns = ['Frequency']\n",
    "entities_freq.sort_values(by= 'Frequency', ascending=False, inplace = True)\n",
    "\n",
    "\n",
    "# Retrieve labels for unique named entities\n",
    "\n",
    "unique_nes = entities_freq.index.tolist()\n",
    "\n",
    "labels = []\n",
    "\n",
    "for word in unique_nes:\n",
    "    idx = entities.index(word)\n",
    "    label = ent_labels[idx]\n",
    "    labels.append(label)\n",
    "\n",
    "entities_freq['Label'] = labels\n",
    "\n",
    "entities_freq"
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  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "d07bf084-7dbc-4859-876e-229cd9c91b5d",
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       "      <th>2</th>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>23</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CARDINAL</td>\n",
       "      <td>19</td>\n",
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       "  Named_Entity  Count\n",
       "0       PERSON     65\n",
       "1         TIME     51\n",
       "2          GPE     38\n",
       "3          ORG     23\n",
       "4     CARDINAL     19"
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    "# Bar chart of frequencies of Named Entities\n",
    "\n",
    "entities_count = pd.DataFrame.from_dict([Counter(ent_labels)]).T\n",
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    "\n",
    "entities_count.sort_values('Count',inplace=True, ascending=False)\n",
    "\n",
    "entities_count.reset_index(inplace=True)\n",
    "entities_count = entities_count.rename(columns = {'index':'Named_Entity'})\n",
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    "entities_count.head()"
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           "bgcolor": "#E5ECF6",
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           "x": 0.05
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          "xaxis": {
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           "title": {
            "standoff": 15
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         }
        },
        "title": {
         "text": "Top Named Entities found in EDM Songs"
        },
        "xaxis": {
         "anchor": "y",
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          0,
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          "text": "Named_Entity"
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         "anchor": "x",
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          "text": "Count"
         }
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     },
     "metadata": {},
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   ],
   "source": [
    "fig = px.bar(\n",
    "    entities_count,\n",
    "    x=\"Named_Entity\",\n",
    "    y=\"Count\",\n",
    "    color = \"Count\",\n",
    "    color_continuous_scale='earth',\n",
    "    title = \"Top Named Entities found in EDM Songs\"\n",
    "     )\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "fe8127a4-2082-4438-86eb-454e8c16f05e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export Entities dataframe to CSV\n",
    "entities_count.to_csv('EDM_entity_count.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3711c23-0d07-4f24-b064-38514f5158fe",
   "metadata": {},
   "source": [
    "# Build a Markov Chain Function\n",
    "We are going to build a simple Markov chain function that creates a dictionary:\n",
    "\n",
    "- The keys should be all of the words in the corpus\n",
    "- The values should be a list of the words that follow the keys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "7f30a922-196e-4db7-8b38-d5ad62eb03b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import defaultdict\n",
    "\n",
    "def markov_chain(text):\n",
    "    '''The input is a string of text and the output will be a dictionary with each word as\n",
    "       a key and each value as the list of words that come after the key in the text.'''\n",
    "    \n",
    "    # Tokenize the text by word, though including punctuation\n",
    "    words = text.split(' ')\n",
    "#     for t in text:\n",
    "#         words = t.split(' ')\n",
    "#         print(words[0])\n",
    "    \n",
    "    # Initialize a default dictionary to hold all of the words and next words\n",
    "    m_dict = defaultdict(list)\n",
    "    \n",
    "    # Create a zipped list of all of the word pairs and put them in word: list of next words format\n",
    "    for current_word, next_word in zip(words[0:-1], words[1:]):\n",
    "        m_dict[current_word].append(next_word)\n",
    "\n",
    "    # Convert the default dict back into a dictionary\n",
    "    m_dict = dict(m_dict)\n",
    "    return m_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Text generation function\n",
    "def generate_sentence(chain, count=15):\n",
    "    '''Input a dictionary in the format of key = current word, value = list of next words\n",
    "       along with the number of words you would like to see in your generated sentence.'''\n",
    "\n",
    "    # Capitalize the first word\n",
    "    word1 = random.choice(list(chain.keys()))\n",
    "    sentence = word1.capitalize()\n",
    "\n",
    "    # Generate the second word from the value list. Set the new word as the first word. Repeat.\n",
    "    for i in range(count-1):\n",
    "        word2 = random.choice(chain[word1])\n",
    "        word1 = word2\n",
    "        sentence += ' ' + word2\n",
    "\n",
    "    # End it with a period\n",
    "    sentence += '.'\n",
    "    return(sentence)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "67662086-f3d9-4f97-b658-aa935c2162df",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create the dictionary for lyrics, take a look at it\n",
    "# lyrics_dict = new_lyrics_df['Lyrics_str'].apply(markov_chain)\n",
    "\n",
    "lyrics_dict = markov_chain(lyrics_text)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "19474bff",
   "metadata": {},
   "outputs": [],
   "source": [
    "#lines = []\n",
    "#line = []\n",
    "\n",
    "#num_sentences=32\n",
    "\n",
    "#with open('markov_EDM.txt', 'w') as file:\n",
    "#    file.write('EDM Song by Markov Chains')\n",
    "#    file.write('\\n')\n",
    "#    file.write('------------------------------------------')\n",
    "#    file.write('\\n')\n",
    "#\n",
    "#    for num in range(0,num_sentences):\n",
    "#        line = generate_sentence(lyrics_dict)\n",
    "#        lines.append(line)\n",
    "#        file.write(line)\n",
    "#        file.write('\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fa77889-5625-4ac9-ad06-186886d19939",
   "metadata": {},
   "source": [
    "# Create a Text Generator using MLE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "473f8ce5-a831-4824-8ddc-e3af67576598",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import random\n",
    "\n",
    "def generate_sentence(chain, count=10):\n",
    "    '''Input a dictionary in the format of key = current word, value = list of next words\n",
    "       along with the number of words you would like to see in your generated sentence.'''\n",
    "\n",
    "    # Capitalize the first word\n",
    "    word1 = random.choice(list(chain.keys()))\n",
    "    sentence = word1.capitalize()\n",
    "\n",
    "    # Generate the second word from the value list. Set the new word as the first word. Repeat.\n",
    "    for i in range(count-1):\n",
    "        word2 = random.choice(chain[word1])\n",
    "        word1 = word2\n",
    "        sentence += ' ' + word2\n",
    "\n",
    "    # End it with a period\n",
    "    sentence += '.'\n",
    "    return(sentence)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "c9ea962f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.lm import MLE # language model\n",
    "from nltk import word_tokenize, sent_tokenize\n",
    "from nltk.util import pad_sequence, bigrams, ngrams, everygrams\n",
    "from nltk.lm.preprocessing import pad_both_ends, flatten, padded_everygram_pipeline\n",
    "from nltk.tokenize.treebank import TreebankWordDetokenizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "385702bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Tokenize lyrics corpus\n",
    "lyrics_corpus = list(lyrics_df['Lyrics'].apply(word_tokenize))\n",
    "n = 4\n",
    "train_data, padded_sents = padded_everygram_pipeline(n, lyrics_corpus)\n",
    "# Train and fit the model\n",
    "EDM_model = MLE(n) # Lets train a 4-grams model\n",
    "EDM_model.fit(train_data, padded_sents)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "66d6c1c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Clean up the generated tokens to make it human-like.\n",
    "\n",
    "detokenize = TreebankWordDetokenizer().detokenize\n",
    "\n",
    "def generate_sent(model, num_words, random_seed):\n",
    "    \"\"\"\n",
    "    :param model: An ngram language model from `nltk.lm.model`.\n",
    "    :param num_words: Max no. of words to generate.\n",
    "    :param random_seed: Seed value for random.\n",
    "    \"\"\"\n",
    "    content = []\n",
    "    for token in model.generate(num_words, random_seed=random_seed):\n",
    "        if token == '<s>':\n",
    "            continue\n",
    "        if token == '</s>':\n",
    "            break\n",
    "        content.append(token)\n",
    "    return detokenize(content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "d0cde37d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2123"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Predict text\n",
    "mle_text = generate_sent(EDM_model, num_words=500, random_seed=10)\n",
    "len(mle_text)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "183326ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('EDM_mle.txt', 'w', encoding=\"utf-8\") as file:\n",
    "    file.write(mle_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "a6c11bcf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"it Beating my drum like dum di-di-day I like the dirty rhythm you play I wannado is- And a- And take your money Pirate skulls and bones Sticks and stones and weed and bongs Running when we hit 'em Lethal poison for the system Pirate skulls and bones Sticks and stones and weed and bongs Running when we hit 'em Lethal poison for the system No one on the corner has swagger like us Hit me on my burner prepaid wireless We pack and deliver like UPS trucks Already going to hell, just pumping that gas No one on the corner has swagger like us Hit me on my burner prepaid wireless We pack and deliver like UPS trucks Already going to hell, just pumping that gas No one on the corner has swagger like us Hit me on my burner prepaid wireless We pack and deliver like UPS trucks Already going to hell, just pumping that gas All I wannakiss it I see a, ooh, I see a lipstick I wannado is- And a- And take your money All I wannastep into a dream Lift off the ground, once in the air, I'm floating up into the beat I see the sound, it's just you and me And we are never going home (oh-woah, oh-woah) Let's go dancin' 'til the morning Music (we can do this Music (never going, never going) I know we hear it (never going, never going) I know that you'll return with destiny Only you can truly understand The measure of a man The measure of a man) Your body bears the scars of every man I know So softly I wannahear you calling my name Like, hey mama, ma Banging the drum like dum di-di-day I know you want it in the worst way I wannakiss it I see a, ooh, I see a lipstick I wanna, ooh, I wanna, ooh, I see a, ooh, I see a, ooh, I see a, ooh, ooh No one forever Dancing together No one forever Dancing together Music, no one forever Feel it, dancing together Lipstick, no one forever Kiss it Ooh, I see a, ooh, I wannahear you calling my name Like, hey mama, mama, hey mama, mama, hey mama, ma Be my woman, girl, and I'll be your man Whole crew got the juice yo' game the truth My screams is the proof them other dudes get the deuce So when I speed in the coupe, leaving this interview It ain't nothin' new I been f---in' with you None\""
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mle_text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "4e97c601",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['it ',\n",
       " 'Beating my drum like dum di',\n",
       " '-di',\n",
       " '-day I like the dirty rhythm you play I wannado is',\n",
       " '- ',\n",
       " 'And a',\n",
       " '- ',\n",
       " 'And take your money ',\n",
       " 'Pirate skulls and bones ',\n",
       " 'Sticks and stones and weed and bongs ',\n",
       " \"Running when we hit 'em \",\n",
       " 'Lethal poison for the system ',\n",
       " 'Pirate skulls and bones ',\n",
       " 'Sticks and stones and weed and bongs ',\n",
       " \"Running when we hit 'em \",\n",
       " 'Lethal poison for the system ',\n",
       " 'No one on the corner has swagger like us ',\n",
       " 'Hit me on my burner prepaid wireless ',\n",
       " 'We pack and deliver like ',\n",
       " 'U',\n",
       " 'P',\n",
       " 'S trucks ',\n",
       " 'Already going to hell, just pumping that gas ',\n",
       " 'No one on the corner has swagger like us ',\n",
       " 'Hit me on my burner prepaid wireless ',\n",
       " 'We pack and deliver like ',\n",
       " 'U',\n",
       " 'P',\n",
       " 'S trucks ',\n",
       " 'Already going to hell, just pumping that gas ',\n",
       " 'No one on the corner has swagger like us ',\n",
       " 'Hit me on my burner prepaid wireless ',\n",
       " 'We pack and deliver like ',\n",
       " 'U',\n",
       " 'P',\n",
       " 'S trucks ',\n",
       " 'Already going to hell, just pumping that gas ',\n",
       " 'All I wannakiss it I see a, ooh, I see a lipstick I wannado is',\n",
       " '- ',\n",
       " 'And a',\n",
       " '- ',\n",
       " 'And take your money ',\n",
       " 'All I wannastep into a dream ',\n",
       " \"Lift off the ground, once in the air, I'm floating up into the beat I see the sound, it's just you and me \",\n",
       " 'And we are never going home (oh',\n",
       " '-woah, oh',\n",
       " '-woah) ',\n",
       " \"Let's go dancin' 'til the morning \",\n",
       " 'Music (we can do this ',\n",
       " \"Music (never going, never going) I know we hear it (never going, never going) I know that you'll return with destiny \",\n",
       " 'Only you can truly understand ',\n",
       " 'The measure of a man ',\n",
       " 'The measure of a man) ',\n",
       " 'Your body bears the scars of every man I know ',\n",
       " 'So softly I wannahear you calling my name ',\n",
       " 'Like, hey mama, ma ',\n",
       " 'Banging the drum like dum di',\n",
       " '-di',\n",
       " '-day I know you want it in the worst way I wannakiss it I see a, ooh, I see a lipstick I wanna, ooh, I wanna, ooh, I see a, ooh, I see a, ooh, I see a, ooh, ooh ',\n",
       " 'No one forever ',\n",
       " 'Dancing together ',\n",
       " 'No one forever ',\n",
       " 'Dancing together ',\n",
       " 'Music, no one forever ',\n",
       " 'Feel it, dancing together ',\n",
       " 'Lipstick, no one forever ',\n",
       " 'Kiss it ',\n",
       " 'Ooh, I see a, ooh, I wannahear you calling my name ',\n",
       " 'Like, hey mama, mama, hey mama, mama, hey mama, ma ',\n",
       " \"Be my woman, girl, and I'll be your man \",\n",
       " \"Whole crew got the juice yo' game the truth \",\n",
       " 'My screams is the proof them other dudes get the deuce ',\n",
       " \"So when I speed in the coupe, leaving this interview It ain't nothin' new I been f\",\n",
       " '-',\n",
       " '-',\n",
       " \"-in' with you \",\n",
       " 'None']"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mle_lyrics = [s for s in re.split(\"([A-H-J-Z][^A-H-J-Z]*)\", mle_text) if s]\n",
    "mle_lyrics"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e88f879",
   "metadata": {},
   "source": [
    "# Generate Audio from MLE Lyrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "974c9400",
   "metadata": {},
   "outputs": [],
   "source": [
    "from gtts import gTTS \n",
    "import os\n",
    "speech = gTTS(text = mle_text, lang = 'en', slow = True)\n",
    "speech.save(\"mle_lyrics_EDM.mp4\")"
   ]
  }
 ],
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