bey-lyric-analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 308,
   "id": "d78ae878",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "id": "8e758b0b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('beyonce_lyrics.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 310,
   "id": "05f1f87a",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>artist</th>\n",
       "      <th>album</th>\n",
       "      <th>track_title</th>\n",
       "      <th>track_num</th>\n",
       "      <th>lyric</th>\n",
       "      <th>line</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Beyoncé</td>\n",
       "      <td>Dangerously in Love</td>\n",
       "      <td>Crazy in Love</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes, so crazy right now</td>\n",
       "      <td>1</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Beyoncé</td>\n",
       "      <td>Dangerously in Love</td>\n",
       "      <td>Crazy in Love</td>\n",
       "      <td>1</td>\n",
       "      <td>Most incredibly, it's your girl B</td>\n",
       "      <td>2</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Beyoncé</td>\n",
       "      <td>Dangerously in Love</td>\n",
       "      <td>Crazy in Love</td>\n",
       "      <td>1</td>\n",
       "      <td>It's your boy, young</td>\n",
       "      <td>3</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Beyoncé</td>\n",
       "      <td>Dangerously in Love</td>\n",
       "      <td>Crazy in Love</td>\n",
       "      <td>1</td>\n",
       "      <td>History in the makin' part 2</td>\n",
       "      <td>4</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Beyoncé</td>\n",
       "      <td>Dangerously in Love</td>\n",
       "      <td>Crazy in Love</td>\n",
       "      <td>1</td>\n",
       "      <td>So crazy right now</td>\n",
       "      <td>5</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    artist                album    track_title  track_num  \\\n",
       "0  Beyoncé  Dangerously in Love  Crazy in Love          1   \n",
       "1  Beyoncé  Dangerously in Love  Crazy in Love          1   \n",
       "2  Beyoncé  Dangerously in Love  Crazy in Love          1   \n",
       "3  Beyoncé  Dangerously in Love  Crazy in Love          1   \n",
       "4  Beyoncé  Dangerously in Love  Crazy in Love          1   \n",
       "\n",
       "                               lyric  line  year  \n",
       "0            Yes, so crazy right now     1  2003  \n",
       "1  Most incredibly, it's your girl B     2  2003  \n",
       "2               It's your boy, young     3  2003  \n",
       "3       History in the makin' part 2     4  2003  \n",
       "4                 So crazy right now     5  2003  "
      ]
     },
     "execution_count": 310,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 311,
   "id": "40c7cf32",
   "metadata": {},
   "outputs": [],
   "source": [
    "songs = df.groupby('track_title').agg({'lyric': lambda x: \" \".join(x),\n",
    "                                      'year': 'mean'}).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "id": "f3815ead",
   "metadata": {},
   "outputs": [],
   "source": [
    "songs['year']=songs['year'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "id": "2a0c0564",
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   "source": [
    "pd.options.display.max_colwidth = 5000"
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       "      <th></th>\n",
       "      <th>track_title</th>\n",
       "      <th>lyric</th>\n",
       "      <th>year</th>\n",
       "      <th>love</th>\n",
       "      <th>sex</th>\n",
       "      <th>heartbreak</th>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>***Flawless</td>\n",
       "      <td>Your challengers are a young group from Houston Welcome Beyoncé, Lativia, Nina, Nicky, Kelly, and Ashley The hip-hop-rappin' Girls' TYME! I'm out that H-Town, comin', comin' down I'm comin' down, drippin' candy on the ground H-H-Town-Town, I'm comin' down Comin' down, drippin' candy on the ground I know when you were little girls You dreamt of being in my world Don't forget it, don't forget it Respect that, bow down, bitches (Crown) I took some time to live my life But don't think I'm just his little wife Don't get it twisted, get it twisted This my shit, bow down, bitches Bow down, bitches, bow, bow down, bitches (Crown) Bow down, bitches, bow, bow down, bitches (Crown) H-Town vicious, H-H-Town vicious I'm so crown-crown, bow down, bitches I'm out that H-Town, comin', comin' down I'm comin' down, drippin' candy on the ground H-H-Town-Town, I'm comin' down Comin' down, drippin' candy on the ground We teach girls to shrink themselves, to make themselves smaller We say to girls: \"You can have ambition, but not too much You should aim to be successful, but not too successful Otherwise, you will threaten the man\" Because I am female, I am expected to aspire to marriage I am expected to make my life choices always keeping in mind that marriage is the most important (C-Candy on the ground) Now, marriage can be a source of joy and love and mutual support (Dum-da-dee-da) But why do we teach girls to aspire to marriage and we don't teach boys the same? (Do-da-da, do-do, do-do-do-da) We raise girls to see each other as competitors Not for jobs or for accomplishments, which I think can be a good thing (Com-com-comin' down, drippin' candy on the ground) But for the attention of men We teach girls that they cannot be sexual beings in the way that boys are (Dum-da-de-da) Feminist: A person who believes in the social, political, and economic equality of the sexes (Do-da-da, do-do, do-do-do-da) You wake up (Flawless), post up (Flawless) Riding 'round in it (Flawless), flossin' on that (Flawless) This diamond (Flawless), my diamond (Flawless) This rock (Flawless), my Roc (Flawless) I woke up like this, I woke up like this We flawless, ladies, tell 'em I woke up like this, I woke up like this We flawless, ladies, tell 'em Say, \"I look so good tonight\" Goddamn, goddamn Say, \"I look so good tonight\" Goddamn, goddamn, goddamn My mama taught me good home-trainin' My daddy taught me how to love my haters My sister told me I should speak my mind My man make me feel so goddamn fine, I'm flawless (Flawless) Riding 'round in it (Flawless), flossin' on that (Flawless) This diamond (Flawless), my diamond (Flawless) This rock (Flawless), my Roc (Flawless) I woke up like this, I woke up like this We flawless, ladies, tell 'em I woke up like this, I woke up like this We flawless, ladies, tell 'em Say, \"I look so good tonight\" (Right, right, right, right) Goddamn, goddamn Say, \"I look so good tonight\" (Right, right, right, right) Goddamn, goddamn, goddamn The judges give champion Skeleton Crew 4 stars, a perfect score The challenger, Girls' TYME, receives... 3 stars Skeleton Crew, champions once again Congratulations, we'll see you next week</td>\n",
       "      <td>2013</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1+1</td>\n",
       "      <td>If I ain't got nothing, I got you If I ain't got something, I don't give a damn Cause I got it with you I don't know much about algebra, but I know 1+1 equals 2 And it's me and you That's all we'll have when the world is through Cause baby, we ain't got nothing without love Darling, you got enough for the both of us So come on, baby, make love to me When my days look low Pull me in close and don't let me go, make love to me So when the world's at war, let our love heal us all Right now, baby, make love to me We, me, me, me Oh, make love to me Hey, I don't know much about guns, but I I've been shot by you, hey And I don't know when I'm gon' die, but I hope That I'm gon' die by you, hey And I don't know much about fighting, but I I know I will fight for you, hey Just when I ball up my fist, I realize That I'm laying right next to you Baby, we ain't got nothing but love And darling, you got enough for the both of us Ooh, make love to me When my days look low Pull me in close and don't let me go, make love to me So when the world's at war, let our love heal us all Help me let down my guard Make love to me, me, me, me, me Oh, oh, make love to me, me, me, me, me</td>\n",
       "      <td>2011</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6 Inch</td>\n",
       "      <td>Six inch heels, she walked in the club like nobody's business Goddamn, she murdered everybody and I was her witness She's stacking money, money everywhere she goes You know, pesos out of Mexico De uno, commas and them decimals She don't gotta give it up, she professional She mixing up that Ace with that Hennessy She love the way it tastes, that's her recipe Rushing through her veins like it's ecstasy (Oh no) She already made enough, but she'll never leave Six inch heels, she walked in the club like nobody's business Goddamn, she murdered everybody and I was her witness She works for the money, she work for the money From the start to the finish And she worth every dollar, she worth every dollar And she worth every minute She work for the money She work for the money She work for the money She work for the money She stack her money, money everywhere she goes She got that Sake, her Yamazaki straight from Tokyo Oh baby, you know, she got them commas and them decimals She don't gotta give it up 'cause she professional Six inch heels, she walked in the club like nobody's business Goddamn (Goddamn, babe) She murdered everybody and I was her witness (Oh) She works for the money (Work for the) She work for the money (Work for the) From the start to the finish (Oh baby) And she worth every dollar (Worth every) She worth every dollar (Work for the) And she worth every minute Stars in her eyes She fights for the power, keeping time She grinds day and night She grinds from Monday to Friday Work from Friday to Sunday, oh She gon' slang She too smart to crave material things She pushing herself day and night She grinds from Monday to Friday Work from Friday to Sunday, oh Stars in her eyes She fights and she sweats those sleepless nights But she don't mind, she loves the grind She grinds from Monday to Friday Works from Friday to Sunday, yeah, yeah She gon' slang Too smart to crave material things Stacking her paper, stacking her cake up She grinds from Monday to Friday Works from Friday to Sunday Six inch heels, she walked in the club like nobody's business Goddamn, she murdered everybody and I was her witness She works for the money, she work for the money (Know just what to do to make you love me) From the start to the finish And she worth every dollar, she worth every dollar (Love me) And she worth every minute Ooh, boy, I'll make you feel You'll always come back to me Come back, come back Come back, come back Come back, come back</td>\n",
       "      <td>2018</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ALIEN SUPERSTAR</td>\n",
       "      <td>Please do not be alarmed, remain calm Do not attempt to leave the dance-floor The DJ booth is conducting a troubleshoot test of the entire system I'm one of one, I'm number one, I'm the only one Don't even waste your time trying to compete with me (Don't do it) No one else in this world can think like me (True) I'm twisted (Twisted), I'll contradict it Keep him addicted, lies on his lips, I lick it Unique That's what you are Stilettos kicking vintage crystal off the bar Category: bad bitch, I'm the bar Alien superstar Whip, whip I'm too classy for this world, forever, I'm that girl Feed you diamonds and pearls, ooh, baby I'm too classy to be touched, I paid them all in dust I'm stingy with my love, ooh, baby I'm (U-N-I-Q-U-E) Ooh, I'm stingy with my love, ooh, baby I'm (U-N-I-Q-U-E) Ooh, I'm stingy with my love (Unique) Unicorn is the uniform you put on Eyes on you when you perform Eyes on I when I put on Mastermind in haute couture Label whores can't clock, I'm so obscure (Unique) Masterpiece, genius Drip intravenous Patty cake on that wrist Tiffany Blue billboards over that ceiling (Unique) We don't like plain Always dreamed of paper planes Mile-high when I rodeo Then I come down and take off again (Unique) You see pleasure in my glare Look over my shoulder and you ain't scared The effects you have on me when you stare Head on a pillow, hike it in the air I'm too classy for this world, forever, I'm that girl Feed you diamonds and pearls, ooh, baby I'm too classy to be touched, I paid them all in dust I'm stingy with my love, ooh, baby I got pearls beneath my legs, my lips, my hands, my hips (U-N-I-Q-U-E) I got diamonds beneath my thighs where his ego will find bliss Can't find an ocean deep that can compete with this cinnamon kiss (U-N-I-Q-U-E) Fire beneath your feet, music when you speak, you're so unique (Unique) That's what you are Lingerie reflecting off the mirror on the bar Category: sexy bitch, I'm the bar Alien superstar We dress a certain way We walk a certain way We talk a certain way We, we paint a certain way We, we make love a certain way, you know? All of these things we do in a different Unique, specific way that is personally ours We just reaching out to the solar system We flying over bullshit, we flying over Supernatural love up in the air I just talk my shit, Casanova Superstar, supernova Power, pull 'em in closer If that's your man, then why he over here? (Unique)</td>\n",
       "      <td>2022</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ALL UP IN YOUR MIND</td>\n",
       "      <td>I try to get all up in your mind It stops at a crime that I wanna make you mine I try to get all up in your mind I'll go and do the time if it means I'll make you mine My eyes, yeah, I really like your smile It stops the time, yeah, I'll stay here for a while You give me that real good feeling that I need Be careful what you ask for 'cause I just might comply You need a real wild girl You need me, all your demons, it's gon' take a little work It's absurd, but I'm gon' say those three words Yes, I do, I think it's true, I just know I love you (I'll make you mine, mine, mine) Tell mama that I'd do it for you The rider always want you, I'll be groupie for you It may hurt at first 'cause I'ma make you work Put me first is what you need, I know you're gonna love me (I'll make you mine, mine, mine) I try to get all up in your mind (All up in your mind) Is my love a crime? 'Cause I wanna make you mine (You're mine, you're mine) I try to get all up in your mind (Yeah) I'll go and do the time if it means I'll make you mine (Yeah) My eyes, yeah, they really like your smile It stops the time, yeah, I'll stay here for a while You give me that really good feeling that I need (I need it) Why don't you take the time to really notice me? (I'll make you mine, mine, mine) You need a really wild one (You're mine, you're mine) I knew that you can't live without her He know I'm a fucking problem I knew that I could get it out of him (You're mine, mine, mine) I really love you (You know I love you) Tell mama do it for you (You're mine, mine, mine) My eyes behold you, this kitty always want you I'm the only one for you (You're mine, mine, mine) I try to get all up in your mind (All up in your mind) It stops at a crime and I'm gonna make you mine (You're mine, you're mine) I try to get all up in your mind (Yeah) I'll go and do the time if it means I'll make you mine (Yeah) My eyes, yeah, they really like your smile It stops the time, yeah, I'll stay here for a while You give me that real good feeling that I need Why don't you take the time to really notice me? (I love it) I try to get all up in your mind It stops at a crime and I'm gonna make you mine I try to get all up in your mind Be careful what you ask for 'cause I just might comply</td>\n",
       "      <td>2022</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "           track_title  \\\n",
       "0          ***Flawless   \n",
       "1                  1+1   \n",
       "2               6 Inch   \n",
       "3      ALIEN SUPERSTAR   \n",
       "4  ALL UP IN YOUR MIND   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            lyric  \\\n",
       "0  Your challengers are a young group from Houston Welcome Beyoncé, Lativia, Nina, Nicky, Kelly, and Ashley The hip-hop-rappin' Girls' TYME! I'm out that H-Town, comin', comin' down I'm comin' down, drippin' candy on the ground H-H-Town-Town, I'm comin' down Comin' down, drippin' candy on the ground I know when you were little girls You dreamt of being in my world Don't forget it, don't forget it Respect that, bow down, bitches (Crown) I took some time to live my life But don't think I'm just his little wife Don't get it twisted, get it twisted This my shit, bow down, bitches Bow down, bitches, bow, bow down, bitches (Crown) Bow down, bitches, bow, bow down, bitches (Crown) H-Town vicious, H-H-Town vicious I'm so crown-crown, bow down, bitches I'm out that H-Town, comin', comin' down I'm comin' down, drippin' candy on the ground H-H-Town-Town, I'm comin' down Comin' down, drippin' candy on the ground We teach girls to shrink themselves, to make themselves smaller We say to girls: \"You can have ambition, but not too much You should aim to be successful, but not too successful Otherwise, you will threaten the man\" Because I am female, I am expected to aspire to marriage I am expected to make my life choices always keeping in mind that marriage is the most important (C-Candy on the ground) Now, marriage can be a source of joy and love and mutual support (Dum-da-dee-da) But why do we teach girls to aspire to marriage and we don't teach boys the same? (Do-da-da, do-do, do-do-do-da) We raise girls to see each other as competitors Not for jobs or for accomplishments, which I think can be a good thing (Com-com-comin' down, drippin' candy on the ground) But for the attention of men We teach girls that they cannot be sexual beings in the way that boys are (Dum-da-de-da) Feminist: A person who believes in the social, political, and economic equality of the sexes (Do-da-da, do-do, do-do-do-da) You wake up (Flawless), post up (Flawless) Riding 'round in it (Flawless), flossin' on that (Flawless) This diamond (Flawless), my diamond (Flawless) This rock (Flawless), my Roc (Flawless) I woke up like this, I woke up like this We flawless, ladies, tell 'em I woke up like this, I woke up like this We flawless, ladies, tell 'em Say, \"I look so good tonight\" Goddamn, goddamn Say, \"I look so good tonight\" Goddamn, goddamn, goddamn My mama taught me good home-trainin' My daddy taught me how to love my haters My sister told me I should speak my mind My man make me feel so goddamn fine, I'm flawless (Flawless) Riding 'round in it (Flawless), flossin' on that (Flawless) This diamond (Flawless), my diamond (Flawless) This rock (Flawless), my Roc (Flawless) I woke up like this, I woke up like this We flawless, ladies, tell 'em I woke up like this, I woke up like this We flawless, ladies, tell 'em Say, \"I look so good tonight\" (Right, right, right, right) Goddamn, goddamn Say, \"I look so good tonight\" (Right, right, right, right) Goddamn, goddamn, goddamn The judges give champion Skeleton Crew 4 stars, a perfect score The challenger, Girls' TYME, receives... 3 stars Skeleton Crew, champions once again Congratulations, we'll see you next week   \n",
       "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          If I ain't got nothing, I got you If I ain't got something, I don't give a damn Cause I got it with you I don't know much about algebra, but I know 1+1 equals 2 And it's me and you That's all we'll have when the world is through Cause baby, we ain't got nothing without love Darling, you got enough for the both of us So come on, baby, make love to me When my days look low Pull me in close and don't let me go, make love to me So when the world's at war, let our love heal us all Right now, baby, make love to me We, me, me, me Oh, make love to me Hey, I don't know much about guns, but I I've been shot by you, hey And I don't know when I'm gon' die, but I hope That I'm gon' die by you, hey And I don't know much about fighting, but I I know I will fight for you, hey Just when I ball up my fist, I realize That I'm laying right next to you Baby, we ain't got nothing but love And darling, you got enough for the both of us Ooh, make love to me When my days look low Pull me in close and don't let me go, make love to me So when the world's at war, let our love heal us all Help me let down my guard Make love to me, me, me, me, me Oh, oh, make love to me, me, me, me, me   \n",
       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 Six inch heels, she walked in the club like nobody's business Goddamn, she murdered everybody and I was her witness She's stacking money, money everywhere she goes You know, pesos out of Mexico De uno, commas and them decimals She don't gotta give it up, she professional She mixing up that Ace with that Hennessy She love the way it tastes, that's her recipe Rushing through her veins like it's ecstasy (Oh no) She already made enough, but she'll never leave Six inch heels, she walked in the club like nobody's business Goddamn, she murdered everybody and I was her witness She works for the money, she work for the money From the start to the finish And she worth every dollar, she worth every dollar And she worth every minute She work for the money She work for the money She work for the money She work for the money She stack her money, money everywhere she goes She got that Sake, her Yamazaki straight from Tokyo Oh baby, you know, she got them commas and them decimals She don't gotta give it up 'cause she professional Six inch heels, she walked in the club like nobody's business Goddamn (Goddamn, babe) She murdered everybody and I was her witness (Oh) She works for the money (Work for the) She work for the money (Work for the) From the start to the finish (Oh baby) And she worth every dollar (Worth every) She worth every dollar (Work for the) And she worth every minute Stars in her eyes She fights for the power, keeping time She grinds day and night She grinds from Monday to Friday Work from Friday to Sunday, oh She gon' slang She too smart to crave material things She pushing herself day and night She grinds from Monday to Friday Work from Friday to Sunday, oh Stars in her eyes She fights and she sweats those sleepless nights But she don't mind, she loves the grind She grinds from Monday to Friday Works from Friday to Sunday, yeah, yeah She gon' slang Too smart to crave material things Stacking her paper, stacking her cake up She grinds from Monday to Friday Works from Friday to Sunday Six inch heels, she walked in the club like nobody's business Goddamn, she murdered everybody and I was her witness She works for the money, she work for the money (Know just what to do to make you love me) From the start to the finish And she worth every dollar, she worth every dollar (Love me) And she worth every minute Ooh, boy, I'll make you feel You'll always come back to me Come back, come back Come back, come back Come back, come back   \n",
       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Please do not be alarmed, remain calm Do not attempt to leave the dance-floor The DJ booth is conducting a troubleshoot test of the entire system I'm one of one, I'm number one, I'm the only one Don't even waste your time trying to compete with me (Don't do it) No one else in this world can think like me (True) I'm twisted (Twisted), I'll contradict it Keep him addicted, lies on his lips, I lick it Unique That's what you are Stilettos kicking vintage crystal off the bar Category: bad bitch, I'm the bar Alien superstar Whip, whip I'm too classy for this world, forever, I'm that girl Feed you diamonds and pearls, ooh, baby I'm too classy to be touched, I paid them all in dust I'm stingy with my love, ooh, baby I'm (U-N-I-Q-U-E) Ooh, I'm stingy with my love, ooh, baby I'm (U-N-I-Q-U-E) Ooh, I'm stingy with my love (Unique) Unicorn is the uniform you put on Eyes on you when you perform Eyes on I when I put on Mastermind in haute couture Label whores can't clock, I'm so obscure (Unique) Masterpiece, genius Drip intravenous Patty cake on that wrist Tiffany Blue billboards over that ceiling (Unique) We don't like plain Always dreamed of paper planes Mile-high when I rodeo Then I come down and take off again (Unique) You see pleasure in my glare Look over my shoulder and you ain't scared The effects you have on me when you stare Head on a pillow, hike it in the air I'm too classy for this world, forever, I'm that girl Feed you diamonds and pearls, ooh, baby I'm too classy to be touched, I paid them all in dust I'm stingy with my love, ooh, baby I got pearls beneath my legs, my lips, my hands, my hips (U-N-I-Q-U-E) I got diamonds beneath my thighs where his ego will find bliss Can't find an ocean deep that can compete with this cinnamon kiss (U-N-I-Q-U-E) Fire beneath your feet, music when you speak, you're so unique (Unique) That's what you are Lingerie reflecting off the mirror on the bar Category: sexy bitch, I'm the bar Alien superstar We dress a certain way We walk a certain way We talk a certain way We, we paint a certain way We, we make love a certain way, you know? All of these things we do in a different Unique, specific way that is personally ours We just reaching out to the solar system We flying over bullshit, we flying over Supernatural love up in the air I just talk my shit, Casanova Superstar, supernova Power, pull 'em in closer If that's your man, then why he over here? (Unique)   \n",
       "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   I try to get all up in your mind It stops at a crime that I wanna make you mine I try to get all up in your mind I'll go and do the time if it means I'll make you mine My eyes, yeah, I really like your smile It stops the time, yeah, I'll stay here for a while You give me that real good feeling that I need Be careful what you ask for 'cause I just might comply You need a real wild girl You need me, all your demons, it's gon' take a little work It's absurd, but I'm gon' say those three words Yes, I do, I think it's true, I just know I love you (I'll make you mine, mine, mine) Tell mama that I'd do it for you The rider always want you, I'll be groupie for you It may hurt at first 'cause I'ma make you work Put me first is what you need, I know you're gonna love me (I'll make you mine, mine, mine) I try to get all up in your mind (All up in your mind) Is my love a crime? 'Cause I wanna make you mine (You're mine, you're mine) I try to get all up in your mind (Yeah) I'll go and do the time if it means I'll make you mine (Yeah) My eyes, yeah, they really like your smile It stops the time, yeah, I'll stay here for a while You give me that really good feeling that I need (I need it) Why don't you take the time to really notice me? (I'll make you mine, mine, mine) You need a really wild one (You're mine, you're mine) I knew that you can't live without her He know I'm a fucking problem I knew that I could get it out of him (You're mine, mine, mine) I really love you (You know I love you) Tell mama do it for you (You're mine, mine, mine) My eyes behold you, this kitty always want you I'm the only one for you (You're mine, mine, mine) I try to get all up in your mind (All up in your mind) It stops at a crime and I'm gonna make you mine (You're mine, you're mine) I try to get all up in your mind (Yeah) I'll go and do the time if it means I'll make you mine (Yeah) My eyes, yeah, they really like your smile It stops the time, yeah, I'll stay here for a while You give me that real good feeling that I need Why don't you take the time to really notice me? (I love it) I try to get all up in your mind It stops at a crime and I'm gonna make you mine I try to get all up in your mind Be careful what you ask for 'cause I just might comply   \n",
       "\n",
       "   year  love  sex  heartbreak  party  independence  \n",
       "0  2013   0.0  0.0         0.0    1.0           1.0  \n",
       "1  2011   1.0  1.0         1.0    0.0           0.0  \n",
       "2  2018   0.0  0.0         0.0    0.0           1.0  \n",
       "3  2022   1.0  1.0         0.0    0.0           0.0  \n",
       "4  2022   1.0  0.0         1.0    0.0           1.0  "
      ]
     },
     "execution_count": 306,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "songs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "91a8366c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "97"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(songs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "e63a0cb8",
   "metadata": {},
   "outputs": [],
   "source": [
    "artist = df[df['artist']=='Beyoncé']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "e23288da",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import TfidfVectorizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "9aa78faf",
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "b43702ae",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     /Users/hillaryosei/nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.download('stopwords')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 393,
   "id": "1fb0a2ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.corpus import stopwords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 394,
   "id": "fd73736d",
   "metadata": {},
   "outputs": [],
   "source": [
    "stop_words = stopwords.words('english')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 395,
   "id": "714339ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "stop_words.extend(['the', 'a', 'then', 'an', 'in', 'and', 'to', 'where', 'when', 'at', 'could', 'would', 'one', 'bout', 'oh', 'uh', 'huh', 'uh-huh', 'yeah', 'like', 'ooh', 'hey', 'yeah', 'wanna', 'got', 'yes', 'cause', 'gon', 'go', 'gonna', 'get', 'never', 'really', 'always', 'I', 'you', 'yours', 'my', 'mine', 'without', 'with', 'away', 'another', 'take', 'nobody', 'give', 'everything', 'come', 'say', 'around', 'every', 'make', 'nothing', 'leave', 'still', 'move', 'go', 'stop', 'hear', 'done', 'left', 'something', 'ah', 'thought', 'think', 'left', 'right', 'little', 'even', 'try', 'way', 'ever', 'need', 'things', 'name', 'hold', 'enough', 'feel', 'light', 'much', 'keep', 'mind', 'em', 'goes', 'us', 'feeling', 'damn', 'turn', 'first', 'last', 'thing', 'best', 'wait', 'find', 'made', 'said', 'want', 'put', 'let', 'look', 'inside', 'back', 'next', 'gotta', 'stay', 'tell', 'words', 'life', 'real', 'wish', 'see', 'pull', 'time', 'big', 'til', 'good', 'bad'\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 396,
   "id": "7929e4c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "vectorizer = TfidfVectorizer(stop_words = stop_words , min_df = 0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 417,
   "id": "076ee333",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import NMF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 418,
   "id": "382094c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "nmf = NMF(n_components = 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 419,
   "id": "dcb0f935",
   "metadata": {},
   "outputs": [],
   "source": [
    "tfidf = vectorizer.fit_transform(songs['lyric'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 420,
   "id": "2623b606",
   "metadata": {},
   "outputs": [],
   "source": [
    "topic_values = nmf.fit_transform(tfidf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 421,
   "id": "36bd5f28",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Topic#1: love night eyes kiss crazy world lights bitch live show\n",
      "Topic#2: baby boy ride rock face ass night girl lights daddy\n",
      "Topic#3: know world home feels man long call hurt hit remember\n",
      "Topic#4: girl tonight body babe girls boy party home daddy dance\n",
      "Topic#5: ladies work money mama watch rock man better boy girls\n"
     ]
    }
   ],
   "source": [
    "for topic_num, topic in enumerate(nmf.components_):\n",
    "    message = \"Topic#{}: \".format(topic_num+1)\n",
    "    message += \" \".join([vectorizer.get_feature_names_out()[i] for i in topic.argsort()[:-11 :-1]])\n",
    "    print(message)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 422,
   "id": "7cb30b87",
   "metadata": {},
   "outputs": [],
   "source": [
    "topic_labels = ['love', 'sex', 'heartbreak', 'party', 'independence',]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 423,
   "id": "1c5a9f7c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th>love</th>\n",
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       "      <th>heartbreak</th>\n",
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       "      <th>independence</th>\n",
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      ],
      "text/plain": [
       "        love       sex  heartbreak     party  independence\n",
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       "\n",
       "[97 rows x 5 columns]"
      ]
     },
     "execution_count": 423,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_topics = pd.DataFrame(topic_values, columns = topic_labels)\n",
    "df_topics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 425,
   "id": "24b3d39d",
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "columns overlap but no suffix specified: Index(['love', 'sex', 'heartbreak', 'party', 'independence'], dtype='object')",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Input \u001b[0;32mIn [425]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m songs \u001b[38;5;241m=\u001b[39m \u001b[43msongs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mjoin\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdf_topics\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/miniconda3/lib/python3.9/site-packages/pandas/core/frame.py:9263\u001b[0m, in \u001b[0;36mDataFrame.join\u001b[0;34m(self, other, on, how, lsuffix, rsuffix, sort)\u001b[0m\n\u001b[1;32m   9109\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mjoin\u001b[39m(\n\u001b[1;32m   9110\u001b[0m     \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m   9111\u001b[0m     other: DataFrame \u001b[38;5;241m|\u001b[39m Series,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   9116\u001b[0m     sort: \u001b[38;5;28mbool\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[1;32m   9117\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m DataFrame:\n\u001b[1;32m   9118\u001b[0m     \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   9119\u001b[0m \u001b[38;5;124;03m    Join columns of another DataFrame.\u001b[39;00m\n\u001b[1;32m   9120\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   9261\u001b[0m \u001b[38;5;124;03m    5  K1  A5   B1\u001b[39;00m\n\u001b[1;32m   9262\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m-> 9263\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_join_compat\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   9264\u001b[0m \u001b[43m        \u001b[49m\u001b[43mother\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mon\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mon\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhow\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mhow\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlsuffix\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlsuffix\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrsuffix\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrsuffix\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msort\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msort\u001b[49m\n\u001b[1;32m   9265\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/miniconda3/lib/python3.9/site-packages/pandas/core/frame.py:9294\u001b[0m, in \u001b[0;36mDataFrame._join_compat\u001b[0;34m(self, other, on, how, lsuffix, rsuffix, sort)\u001b[0m\n\u001b[1;32m   9285\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m how \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcross\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m   9286\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m merge(\n\u001b[1;32m   9287\u001b[0m             \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m   9288\u001b[0m             other,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   9292\u001b[0m             sort\u001b[38;5;241m=\u001b[39msort,\n\u001b[1;32m   9293\u001b[0m         )\n\u001b[0;32m-> 9294\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mmerge\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   9295\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m   9296\u001b[0m \u001b[43m        \u001b[49m\u001b[43mother\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   9297\u001b[0m \u001b[43m        \u001b[49m\u001b[43mleft_on\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mon\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   9298\u001b[0m \u001b[43m        \u001b[49m\u001b[43mhow\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mhow\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   9299\u001b[0m \u001b[43m        \u001b[49m\u001b[43mleft_index\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mon\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mis\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m   9300\u001b[0m \u001b[43m        \u001b[49m\u001b[43mright_index\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m   9301\u001b[0m \u001b[43m        \u001b[49m\u001b[43msuffixes\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mlsuffix\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrsuffix\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   9302\u001b[0m \u001b[43m        \u001b[49m\u001b[43msort\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msort\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   9303\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   9304\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m   9305\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m on \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
      "File \u001b[0;32m~/miniconda3/lib/python3.9/site-packages/pandas/core/reshape/merge.py:122\u001b[0m, in \u001b[0;36mmerge\u001b[0;34m(left, right, how, on, left_on, right_on, left_index, right_index, sort, suffixes, copy, indicator, validate)\u001b[0m\n\u001b[1;32m     90\u001b[0m \u001b[38;5;129m@Substitution\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124mleft : DataFrame or named Series\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m     91\u001b[0m \u001b[38;5;129m@Appender\u001b[39m(_merge_doc, indents\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m)\n\u001b[1;32m     92\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mmerge\u001b[39m(\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    105\u001b[0m     validate: \u001b[38;5;28mstr\u001b[39m \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m    106\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m DataFrame:\n\u001b[1;32m    107\u001b[0m     op \u001b[38;5;241m=\u001b[39m _MergeOperation(\n\u001b[1;32m    108\u001b[0m         left,\n\u001b[1;32m    109\u001b[0m         right,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    120\u001b[0m         validate\u001b[38;5;241m=\u001b[39mvalidate,\n\u001b[1;32m    121\u001b[0m     )\n\u001b[0;32m--> 122\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mop\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_result\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/miniconda3/lib/python3.9/site-packages/pandas/core/reshape/merge.py:718\u001b[0m, in \u001b[0;36m_MergeOperation.get_result\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    714\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mleft, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mright \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_indicator_pre_merge(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mleft, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mright)\n\u001b[1;32m    716\u001b[0m join_index, left_indexer, right_indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_join_info()\n\u001b[0;32m--> 718\u001b[0m llabels, rlabels \u001b[38;5;241m=\u001b[39m \u001b[43m_items_overlap_with_suffix\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    719\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mleft\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_info_axis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mright\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_info_axis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msuffixes\u001b[49m\n\u001b[1;32m    720\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    722\u001b[0m lindexers \u001b[38;5;241m=\u001b[39m {\u001b[38;5;241m1\u001b[39m: left_indexer} \u001b[38;5;28;01mif\u001b[39;00m left_indexer \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m {}\n\u001b[1;32m    723\u001b[0m rindexers \u001b[38;5;241m=\u001b[39m {\u001b[38;5;241m1\u001b[39m: right_indexer} \u001b[38;5;28;01mif\u001b[39;00m right_indexer \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m {}\n",
      "File \u001b[0;32m~/miniconda3/lib/python3.9/site-packages/pandas/core/reshape/merge.py:2317\u001b[0m, in \u001b[0;36m_items_overlap_with_suffix\u001b[0;34m(left, right, suffixes)\u001b[0m\n\u001b[1;32m   2314\u001b[0m lsuffix, rsuffix \u001b[38;5;241m=\u001b[39m suffixes\n\u001b[1;32m   2316\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m lsuffix \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m rsuffix:\n\u001b[0;32m-> 2317\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcolumns overlap but no suffix specified: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mto_rename\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   2319\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mrenamer\u001b[39m(x, suffix):\n\u001b[1;32m   2320\u001b[0m     \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   2321\u001b[0m \u001b[38;5;124;03m    Rename the left and right indices.\u001b[39;00m\n\u001b[1;32m   2322\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   2333\u001b[0m \u001b[38;5;124;03m    x : renamed column name\u001b[39;00m\n\u001b[1;32m   2334\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n",
      "\u001b[0;31mValueError\u001b[0m: columns overlap but no suffix specified: Index(['love', 'sex', 'heartbreak', 'party', 'independence'], dtype='object')"
     ]
    }
   ],
   "source": [
    "songs = songs.join(df_topics)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 426,
   "id": "cd51e6b4",
   "metadata": {
    "scrolled": true
   },
   "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",
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       "\n",
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       "        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_title</th>\n",
       "      <th>lyric</th>\n",
       "      <th>year</th>\n",
       "      <th>love</th>\n",
       "      <th>sex</th>\n",
       "      <th>heartbreak</th>\n",
       "      <th>party</th>\n",
       "      <th>independence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>***Flawless</td>\n",
       "      <td>Your challengers are a young group from Houston Welcome Beyoncé, Lativia, Nina, Nicky, Kelly, and Ashley The hip-hop-rappin' Girls' TYME! I'm out that H-Town, comin', comin' down I'm comin' down, drippin' candy on the ground H-H-Town-Town, I'm comin' down Comin' down, drippin' candy on the ground I know when you were little girls You dreamt of being in my world Don't forget it, don't forget it Respect that, bow down, bitches (Crown) I took some time to live my life But don't think I'm just his little wife Don't get it twisted, get it twisted This my shit, bow down, bitches Bow down, bitches, bow, bow down, bitches (Crown) Bow down, bitches, bow, bow down, bitches (Crown) H-Town vicious, H-H-Town vicious I'm so crown-crown, bow down, bitches I'm out that H-Town, comin', comin' down I'm comin' down, drippin' candy on the ground H-H-Town-Town, I'm comin' down Comin' down, drippin' candy on the ground We teach girls to shrink themselves, to make themselves smaller We say to girls: \"You can have ambition, but not too much You should aim to be successful, but not too successful Otherwise, you will threaten the man\" Because I am female, I am expected to aspire to marriage I am expected to make my life choices always keeping in mind that marriage is the most important (C-Candy on the ground) Now, marriage can be a source of joy and love and mutual support (Dum-da-dee-da) But why do we teach girls to aspire to marriage and we don't teach boys the same? (Do-da-da, do-do, do-do-do-da) We raise girls to see each other as competitors Not for jobs or for accomplishments, which I think can be a good thing (Com-com-comin' down, drippin' candy on the ground) But for the attention of men We teach girls that they cannot be sexual beings in the way that boys are (Dum-da-de-da) Feminist: A person who believes in the social, political, and economic equality of the sexes (Do-da-da, do-do, do-do-do-da) You wake up (Flawless), post up (Flawless) Riding 'round in it (Flawless), flossin' on that (Flawless) This diamond (Flawless), my diamond (Flawless) This rock (Flawless), my Roc (Flawless) I woke up like this, I woke up like this We flawless, ladies, tell 'em I woke up like this, I woke up like this We flawless, ladies, tell 'em Say, \"I look so good tonight\" Goddamn, goddamn Say, \"I look so good tonight\" Goddamn, goddamn, goddamn My mama taught me good home-trainin' My daddy taught me how to love my haters My sister told me I should speak my mind My man make me feel so goddamn fine, I'm flawless (Flawless) Riding 'round in it (Flawless), flossin' on that (Flawless) This diamond (Flawless), my diamond (Flawless) This rock (Flawless), my Roc (Flawless) I woke up like this, I woke up like this We flawless, ladies, tell 'em I woke up like this, I woke up like this We flawless, ladies, tell 'em Say, \"I look so good tonight\" (Right, right, right, right) Goddamn, goddamn Say, \"I look so good tonight\" (Right, right, right, right) Goddamn, goddamn, goddamn The judges give champion Skeleton Crew 4 stars, a perfect score The challenger, Girls' TYME, receives... 3 stars Skeleton Crew, champions once again Congratulations, we'll see you next week</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>0.026105</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.017089</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1+1</td>\n",
       "      <td>If I ain't got nothing, I got you If I ain't got something, I don't give a damn Cause I got it with you I don't know much about algebra, but I know 1+1 equals 2 And it's me and you That's all we'll have when the world is through Cause baby, we ain't got nothing without love Darling, you got enough for the both of us So come on, baby, make love to me When my days look low Pull me in close and don't let me go, make love to me So when the world's at war, let our love heal us all Right now, baby, make love to me We, me, me, me Oh, make love to me Hey, I don't know much about guns, but I I've been shot by you, hey And I don't know when I'm gon' die, but I hope That I'm gon' die by you, hey And I don't know much about fighting, but I I know I will fight for you, hey Just when I ball up my fist, I realize That I'm laying right next to you Baby, we ain't got nothing but love And darling, you got enough for the both of us Ooh, make love to me When my days look low Pull me in close and don't let me go, make love to me So when the world's at war, let our love heal us all Help me let down my guard Make love to me, me, me, me, me Oh, oh, make love to me, me, me, me, me</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6 Inch</td>\n",
       "      <td>Six inch heels, she walked in the club like nobody's business Goddamn, she murdered everybody and I was her witness She's stacking money, money everywhere she goes You know, pesos out of Mexico De uno, commas and them decimals She don't gotta give it up, she professional She mixing up that Ace with that Hennessy She love the way it tastes, that's her recipe Rushing through her veins like it's ecstasy (Oh no) She already made enough, but she'll never leave Six inch heels, she walked in the club like nobody's business Goddamn, she murdered everybody and I was her witness She works for the money, she work for the money From the start to the finish And she worth every dollar, she worth every dollar And she worth every minute She work for the money She work for the money She work for the money She work for the money She stack her money, money everywhere she goes She got that Sake, her Yamazaki straight from Tokyo Oh baby, you know, she got them commas and them decimals She don't gotta give it up 'cause she professional Six inch heels, she walked in the club like nobody's business Goddamn (Goddamn, babe) She murdered everybody and I was her witness (Oh) She works for the money (Work for the) She work for the money (Work for the) From the start to the finish (Oh baby) And she worth every dollar (Worth every) She worth every dollar (Work for the) And she worth every minute Stars in her eyes She fights for the power, keeping time She grinds day and night She grinds from Monday to Friday Work from Friday to Sunday, oh She gon' slang She too smart to crave material things She pushing herself day and night She grinds from Monday to Friday Work from Friday to Sunday, oh Stars in her eyes She fights and she sweats those sleepless nights But she don't mind, she loves the grind She grinds from Monday to Friday Works from Friday to Sunday, yeah, yeah She gon' slang Too smart to crave material things Stacking her paper, stacking her cake up She grinds from Monday to Friday Works from Friday to Sunday Six inch heels, she walked in the club like nobody's business Goddamn, she murdered everybody and I was her witness She works for the money, she work for the money (Know just what to do to make you love me) From the start to the finish And she worth every dollar, she worth every dollar (Love me) And she worth every minute Ooh, boy, I'll make you feel You'll always come back to me Come back, come back Come back, come back Come back, come back</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>0.030376</td>\n",
       "      <td>0.018571</td>\n",
       "      <td>0.022369</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ALIEN SUPERSTAR</td>\n",
       "      <td>Please do not be alarmed, remain calm Do not attempt to leave the dance-floor The DJ booth is conducting a troubleshoot test of the entire system I'm one of one, I'm number one, I'm the only one Don't even waste your time trying to compete with me (Don't do it) No one else in this world can think like me (True) I'm twisted (Twisted), I'll contradict it Keep him addicted, lies on his lips, I lick it Unique That's what you are Stilettos kicking vintage crystal off the bar Category: bad bitch, I'm the bar Alien superstar Whip, whip I'm too classy for this world, forever, I'm that girl Feed you diamonds and pearls, ooh, baby I'm too classy to be touched, I paid them all in dust I'm stingy with my love, ooh, baby I'm (U-N-I-Q-U-E) Ooh, I'm stingy with my love, ooh, baby I'm (U-N-I-Q-U-E) Ooh, I'm stingy with my love (Unique) Unicorn is the uniform you put on Eyes on you when you perform Eyes on I when I put on Mastermind in haute couture Label whores can't clock, I'm so obscure (Unique) Masterpiece, genius Drip intravenous Patty cake on that wrist Tiffany Blue billboards over that ceiling (Unique) We don't like plain Always dreamed of paper planes Mile-high when I rodeo Then I come down and take off again (Unique) You see pleasure in my glare Look over my shoulder and you ain't scared The effects you have on me when you stare Head on a pillow, hike it in the air I'm too classy for this world, forever, I'm that girl Feed you diamonds and pearls, ooh, baby I'm too classy to be touched, I paid them all in dust I'm stingy with my love, ooh, baby I got pearls beneath my legs, my lips, my hands, my hips (U-N-I-Q-U-E) I got diamonds beneath my thighs where his ego will find bliss Can't find an ocean deep that can compete with this cinnamon kiss (U-N-I-Q-U-E) Fire beneath your feet, music when you speak, you're so unique (Unique) That's what you are Lingerie reflecting off the mirror on the bar Category: sexy bitch, I'm the bar Alien superstar We dress a certain way We walk a certain way We talk a certain way We, we paint a certain way We, we make love a certain way, you know? All of these things we do in a different Unique, specific way that is personally ours We just reaching out to the solar system We flying over bullshit, we flying over Supernatural love up in the air I just talk my shit, Casanova Superstar, supernova Power, pull 'em in closer If that's your man, then why he over here? (Unique)</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.066458</td>\n",
       "      <td>0.070779</td>\n",
       "      <td>0.026519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ALL UP IN YOUR MIND</td>\n",
       "      <td>I try to get all up in your mind It stops at a crime that I wanna make you mine I try to get all up in your mind I'll go and do the time if it means I'll make you mine My eyes, yeah, I really like your smile It stops the time, yeah, I'll stay here for a while You give me that real good feeling that I need Be careful what you ask for 'cause I just might comply You need a real wild girl You need me, all your demons, it's gon' take a little work It's absurd, but I'm gon' say those three words Yes, I do, I think it's true, I just know I love you (I'll make you mine, mine, mine) Tell mama that I'd do it for you The rider always want you, I'll be groupie for you It may hurt at first 'cause I'ma make you work Put me first is what you need, I know you're gonna love me (I'll make you mine, mine, mine) I try to get all up in your mind (All up in your mind) Is my love a crime? 'Cause I wanna make you mine (You're mine, you're mine) I try to get all up in your mind (Yeah) I'll go and do the time if it means I'll make you mine (Yeah) My eyes, yeah, they really like your smile It stops the time, yeah, I'll stay here for a while You give me that really good feeling that I need (I need it) Why don't you take the time to really notice me? (I'll make you mine, mine, mine) You need a really wild one (You're mine, you're mine) I knew that you can't live without her He know I'm a fucking problem I knew that I could get it out of him (You're mine, mine, mine) I really love you (You know I love you) Tell mama do it for you (You're mine, mine, mine) My eyes behold you, this kitty always want you I'm the only one for you (You're mine, mine, mine) I try to get all up in your mind (All up in your mind) It stops at a crime and I'm gonna make you mine (You're mine, you're mine) I try to get all up in your mind (Yeah) I'll go and do the time if it means I'll make you mine (Yeah) My eyes, yeah, they really like your smile It stops the time, yeah, I'll stay here for a while You give me that real good feeling that I need Why don't you take the time to really notice me? (I love it) I try to get all up in your mind It stops at a crime and I'm gonna make you mine I try to get all up in your mind Be careful what you ask for 'cause I just might comply</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.001037</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           track_title  \\\n",
       "0          ***Flawless   \n",
       "1                  1+1   \n",
       "2               6 Inch   \n",
       "3      ALIEN SUPERSTAR   \n",
       "4  ALL UP IN YOUR MIND   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            lyric  \\\n",
       "0  Your challengers are a young group from Houston Welcome Beyoncé, Lativia, Nina, Nicky, Kelly, and Ashley The hip-hop-rappin' Girls' TYME! I'm out that H-Town, comin', comin' down I'm comin' down, drippin' candy on the ground H-H-Town-Town, I'm comin' down Comin' down, drippin' candy on the ground I know when you were little girls You dreamt of being in my world Don't forget it, don't forget it Respect that, bow down, bitches (Crown) I took some time to live my life But don't think I'm just his little wife Don't get it twisted, get it twisted This my shit, bow down, bitches Bow down, bitches, bow, bow down, bitches (Crown) Bow down, bitches, bow, bow down, bitches (Crown) H-Town vicious, H-H-Town vicious I'm so crown-crown, bow down, bitches I'm out that H-Town, comin', comin' down I'm comin' down, drippin' candy on the ground H-H-Town-Town, I'm comin' down Comin' down, drippin' candy on the ground We teach girls to shrink themselves, to make themselves smaller We say to girls: \"You can have ambition, but not too much You should aim to be successful, but not too successful Otherwise, you will threaten the man\" Because I am female, I am expected to aspire to marriage I am expected to make my life choices always keeping in mind that marriage is the most important (C-Candy on the ground) Now, marriage can be a source of joy and love and mutual support (Dum-da-dee-da) But why do we teach girls to aspire to marriage and we don't teach boys the same? (Do-da-da, do-do, do-do-do-da) We raise girls to see each other as competitors Not for jobs or for accomplishments, which I think can be a good thing (Com-com-comin' down, drippin' candy on the ground) But for the attention of men We teach girls that they cannot be sexual beings in the way that boys are (Dum-da-de-da) Feminist: A person who believes in the social, political, and economic equality of the sexes (Do-da-da, do-do, do-do-do-da) You wake up (Flawless), post up (Flawless) Riding 'round in it (Flawless), flossin' on that (Flawless) This diamond (Flawless), my diamond (Flawless) This rock (Flawless), my Roc (Flawless) I woke up like this, I woke up like this We flawless, ladies, tell 'em I woke up like this, I woke up like this We flawless, ladies, tell 'em Say, \"I look so good tonight\" Goddamn, goddamn Say, \"I look so good tonight\" Goddamn, goddamn, goddamn My mama taught me good home-trainin' My daddy taught me how to love my haters My sister told me I should speak my mind My man make me feel so goddamn fine, I'm flawless (Flawless) Riding 'round in it (Flawless), flossin' on that (Flawless) This diamond (Flawless), my diamond (Flawless) This rock (Flawless), my Roc (Flawless) I woke up like this, I woke up like this We flawless, ladies, tell 'em I woke up like this, I woke up like this We flawless, ladies, tell 'em Say, \"I look so good tonight\" (Right, right, right, right) Goddamn, goddamn Say, \"I look so good tonight\" (Right, right, right, right) Goddamn, goddamn, goddamn The judges give champion Skeleton Crew 4 stars, a perfect score The challenger, Girls' TYME, receives... 3 stars Skeleton Crew, champions once again Congratulations, we'll see you next week   \n",
       "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          If I ain't got nothing, I got you If I ain't got something, I don't give a damn Cause I got it with you I don't know much about algebra, but I know 1+1 equals 2 And it's me and you That's all we'll have when the world is through Cause baby, we ain't got nothing without love Darling, you got enough for the both of us So come on, baby, make love to me When my days look low Pull me in close and don't let me go, make love to me So when the world's at war, let our love heal us all Right now, baby, make love to me We, me, me, me Oh, make love to me Hey, I don't know much about guns, but I I've been shot by you, hey And I don't know when I'm gon' die, but I hope That I'm gon' die by you, hey And I don't know much about fighting, but I I know I will fight for you, hey Just when I ball up my fist, I realize That I'm laying right next to you Baby, we ain't got nothing but love And darling, you got enough for the both of us Ooh, make love to me When my days look low Pull me in close and don't let me go, make love to me So when the world's at war, let our love heal us all Help me let down my guard Make love to me, me, me, me, me Oh, oh, make love to me, me, me, me, me   \n",
       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 Six inch heels, she walked in the club like nobody's business Goddamn, she murdered everybody and I was her witness She's stacking money, money everywhere she goes You know, pesos out of Mexico De uno, commas and them decimals She don't gotta give it up, she professional She mixing up that Ace with that Hennessy She love the way it tastes, that's her recipe Rushing through her veins like it's ecstasy (Oh no) She already made enough, but she'll never leave Six inch heels, she walked in the club like nobody's business Goddamn, she murdered everybody and I was her witness She works for the money, she work for the money From the start to the finish And she worth every dollar, she worth every dollar And she worth every minute She work for the money She work for the money She work for the money She work for the money She stack her money, money everywhere she goes She got that Sake, her Yamazaki straight from Tokyo Oh baby, you know, she got them commas and them decimals She don't gotta give it up 'cause she professional Six inch heels, she walked in the club like nobody's business Goddamn (Goddamn, babe) She murdered everybody and I was her witness (Oh) She works for the money (Work for the) She work for the money (Work for the) From the start to the finish (Oh baby) And she worth every dollar (Worth every) She worth every dollar (Work for the) And she worth every minute Stars in her eyes She fights for the power, keeping time She grinds day and night She grinds from Monday to Friday Work from Friday to Sunday, oh She gon' slang She too smart to crave material things She pushing herself day and night She grinds from Monday to Friday Work from Friday to Sunday, oh Stars in her eyes She fights and she sweats those sleepless nights But she don't mind, she loves the grind She grinds from Monday to Friday Works from Friday to Sunday, yeah, yeah She gon' slang Too smart to crave material things Stacking her paper, stacking her cake up She grinds from Monday to Friday Works from Friday to Sunday Six inch heels, she walked in the club like nobody's business Goddamn, she murdered everybody and I was her witness She works for the money, she work for the money (Know just what to do to make you love me) From the start to the finish And she worth every dollar, she worth every dollar (Love me) And she worth every minute Ooh, boy, I'll make you feel You'll always come back to me Come back, come back Come back, come back Come back, come back   \n",
       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Please do not be alarmed, remain calm Do not attempt to leave the dance-floor The DJ booth is conducting a troubleshoot test of the entire system I'm one of one, I'm number one, I'm the only one Don't even waste your time trying to compete with me (Don't do it) No one else in this world can think like me (True) I'm twisted (Twisted), I'll contradict it Keep him addicted, lies on his lips, I lick it Unique That's what you are Stilettos kicking vintage crystal off the bar Category: bad bitch, I'm the bar Alien superstar Whip, whip I'm too classy for this world, forever, I'm that girl Feed you diamonds and pearls, ooh, baby I'm too classy to be touched, I paid them all in dust I'm stingy with my love, ooh, baby I'm (U-N-I-Q-U-E) Ooh, I'm stingy with my love, ooh, baby I'm (U-N-I-Q-U-E) Ooh, I'm stingy with my love (Unique) Unicorn is the uniform you put on Eyes on you when you perform Eyes on I when I put on Mastermind in haute couture Label whores can't clock, I'm so obscure (Unique) Masterpiece, genius Drip intravenous Patty cake on that wrist Tiffany Blue billboards over that ceiling (Unique) We don't like plain Always dreamed of paper planes Mile-high when I rodeo Then I come down and take off again (Unique) You see pleasure in my glare Look over my shoulder and you ain't scared The effects you have on me when you stare Head on a pillow, hike it in the air I'm too classy for this world, forever, I'm that girl Feed you diamonds and pearls, ooh, baby I'm too classy to be touched, I paid them all in dust I'm stingy with my love, ooh, baby I got pearls beneath my legs, my lips, my hands, my hips (U-N-I-Q-U-E) I got diamonds beneath my thighs where his ego will find bliss Can't find an ocean deep that can compete with this cinnamon kiss (U-N-I-Q-U-E) Fire beneath your feet, music when you speak, you're so unique (Unique) That's what you are Lingerie reflecting off the mirror on the bar Category: sexy bitch, I'm the bar Alien superstar We dress a certain way We walk a certain way We talk a certain way We, we paint a certain way We, we make love a certain way, you know? All of these things we do in a different Unique, specific way that is personally ours We just reaching out to the solar system We flying over bullshit, we flying over Supernatural love up in the air I just talk my shit, Casanova Superstar, supernova Power, pull 'em in closer If that's your man, then why he over here? (Unique)   \n",
       "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   I try to get all up in your mind It stops at a crime that I wanna make you mine I try to get all up in your mind I'll go and do the time if it means I'll make you mine My eyes, yeah, I really like your smile It stops the time, yeah, I'll stay here for a while You give me that real good feeling that I need Be careful what you ask for 'cause I just might comply You need a real wild girl You need me, all your demons, it's gon' take a little work It's absurd, but I'm gon' say those three words Yes, I do, I think it's true, I just know I love you (I'll make you mine, mine, mine) Tell mama that I'd do it for you The rider always want you, I'll be groupie for you It may hurt at first 'cause I'ma make you work Put me first is what you need, I know you're gonna love me (I'll make you mine, mine, mine) I try to get all up in your mind (All up in your mind) Is my love a crime? 'Cause I wanna make you mine (You're mine, you're mine) I try to get all up in your mind (Yeah) I'll go and do the time if it means I'll make you mine (Yeah) My eyes, yeah, they really like your smile It stops the time, yeah, I'll stay here for a while You give me that really good feeling that I need (I need it) Why don't you take the time to really notice me? (I'll make you mine, mine, mine) You need a really wild one (You're mine, you're mine) I knew that you can't live without her He know I'm a fucking problem I knew that I could get it out of him (You're mine, mine, mine) I really love you (You know I love you) Tell mama do it for you (You're mine, mine, mine) My eyes behold you, this kitty always want you I'm the only one for you (You're mine, mine, mine) I try to get all up in your mind (All up in your mind) It stops at a crime and I'm gonna make you mine (You're mine, you're mine) I try to get all up in your mind (Yeah) I'll go and do the time if it means I'll make you mine (Yeah) My eyes, yeah, they really like your smile It stops the time, yeah, I'll stay here for a while You give me that real good feeling that I need Why don't you take the time to really notice me? (I love it) I try to get all up in your mind It stops at a crime and I'm gonna make you mine I try to get all up in your mind Be careful what you ask for 'cause I just might comply   \n",
       "\n",
       "     year      love       sex  heartbreak     party  independence  \n",
       "0  2013.0  0.026105  0.000000    0.017089  1.000000      1.000000  \n",
       "1  2011.0  1.000000  1.000000    1.000000  0.000000      0.000000  \n",
       "2  2018.0  0.030376  0.018571    0.022369  0.000000      1.000000  \n",
       "3  2022.0  1.000000  1.000000    0.066458  0.070779      0.026519  \n",
       "4  2022.0  1.000000  0.000000    1.000000  0.001037      1.000000  "
      ]
     },
     "execution_count": 426,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "songs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 427,
   "id": "6052e9b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "songs.loc[songs['love'] >= 0.1, 'love'] = 1\n",
    "songs.loc[songs['sex'] >= 0.1, 'sex'] = 1\n",
    "songs.loc[songs['heartbreak'] >= 0.1, 'heartbreak'] = 1\n",
    "songs.loc[songs['party'] >= 0.1, 'party'] = 1\n",
    "songs.loc[songs['independence'] >= 0.1, 'independence'] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 428,
   "id": "288911a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "songs.loc[songs['love'] < 0.1, 'love'] = 0\n",
    "songs.loc[songs['sex'] < 0.1, 'sex'] = 0\n",
    "songs.loc[songs['heartbreak'] < 0.1, 'heartbreak'] = 0\n",
    "songs.loc[songs['party'] < 0.1, 'party'] = 0\n",
    "songs.loc[songs['independence'] < 0.1, 'independence'] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 429,
   "id": "32458395",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>track_title</th>\n",
       "      <th>lyric</th>\n",
       "      <th>year</th>\n",
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       "      <th>sex</th>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>***Flawless</td>\n",
       "      <td>Your challengers are a young group from Houston Welcome Beyoncé, Lativia, Nina, Nicky, Kelly, and Ashley The hip-hop-rappin' Girls' TYME! I'm out that H-Town, comin', comin' down I'm comin' down, drippin' candy on the ground H-H-Town-Town, I'm comin' down Comin' down, drippin' candy on the ground I know when you were little girls You dreamt of being in my world Don't forget it, don't forget it Respect that, bow down, bitches (Crown) I took some time to live my life But don't think I'm just his little wife Don't get it twisted, get it twisted This my shit, bow down, bitches Bow down, bitches, bow, bow down, bitches (Crown) Bow down, bitches, bow, bow down, bitches (Crown) H-Town vicious, H-H-Town vicious I'm so crown-crown, bow down, bitches I'm out that H-Town, comin', comin' down I'm comin' down, drippin' candy on the ground H-H-Town-Town, I'm comin' down Comin' down, drippin' candy on the ground We teach girls to shrink themselves, to make themselves smaller We say to girls: \"You can have ambition, but not too much You should aim to be successful, but not too successful Otherwise, you will threaten the man\" Because I am female, I am expected to aspire to marriage I am expected to make my life choices always keeping in mind that marriage is the most important (C-Candy on the ground) Now, marriage can be a source of joy and love and mutual support (Dum-da-dee-da) But why do we teach girls to aspire to marriage and we don't teach boys the same? (Do-da-da, do-do, do-do-do-da) We raise girls to see each other as competitors Not for jobs or for accomplishments, which I think can be a good thing (Com-com-comin' down, drippin' candy on the ground) But for the attention of men We teach girls that they cannot be sexual beings in the way that boys are (Dum-da-de-da) Feminist: A person who believes in the social, political, and economic equality of the sexes (Do-da-da, do-do, do-do-do-da) You wake up (Flawless), post up (Flawless) Riding 'round in it (Flawless), flossin' on that (Flawless) This diamond (Flawless), my diamond (Flawless) This rock (Flawless), my Roc (Flawless) I woke up like this, I woke up like this We flawless, ladies, tell 'em I woke up like this, I woke up like this We flawless, ladies, tell 'em Say, \"I look so good tonight\" Goddamn, goddamn Say, \"I look so good tonight\" Goddamn, goddamn, goddamn My mama taught me good home-trainin' My daddy taught me how to love my haters My sister told me I should speak my mind My man make me feel so goddamn fine, I'm flawless (Flawless) Riding 'round in it (Flawless), flossin' on that (Flawless) This diamond (Flawless), my diamond (Flawless) This rock (Flawless), my Roc (Flawless) I woke up like this, I woke up like this We flawless, ladies, tell 'em I woke up like this, I woke up like this We flawless, ladies, tell 'em Say, \"I look so good tonight\" (Right, right, right, right) Goddamn, goddamn Say, \"I look so good tonight\" (Right, right, right, right) Goddamn, goddamn, goddamn The judges give champion Skeleton Crew 4 stars, a perfect score The challenger, Girls' TYME, receives... 3 stars Skeleton Crew, champions once again Congratulations, we'll see you next week</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1+1</td>\n",
       "      <td>If I ain't got nothing, I got you If I ain't got something, I don't give a damn Cause I got it with you I don't know much about algebra, but I know 1+1 equals 2 And it's me and you That's all we'll have when the world is through Cause baby, we ain't got nothing without love Darling, you got enough for the both of us So come on, baby, make love to me When my days look low Pull me in close and don't let me go, make love to me So when the world's at war, let our love heal us all Right now, baby, make love to me We, me, me, me Oh, make love to me Hey, I don't know much about guns, but I I've been shot by you, hey And I don't know when I'm gon' die, but I hope That I'm gon' die by you, hey And I don't know much about fighting, but I I know I will fight for you, hey Just when I ball up my fist, I realize That I'm laying right next to you Baby, we ain't got nothing but love And darling, you got enough for the both of us Ooh, make love to me When my days look low Pull me in close and don't let me go, make love to me So when the world's at war, let our love heal us all Help me let down my guard Make love to me, me, me, me, me Oh, oh, make love to me, me, me, me, me</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6 Inch</td>\n",
       "      <td>Six inch heels, she walked in the club like nobody's business Goddamn, she murdered everybody and I was her witness She's stacking money, money everywhere she goes You know, pesos out of Mexico De uno, commas and them decimals She don't gotta give it up, she professional She mixing up that Ace with that Hennessy She love the way it tastes, that's her recipe Rushing through her veins like it's ecstasy (Oh no) She already made enough, but she'll never leave Six inch heels, she walked in the club like nobody's business Goddamn, she murdered everybody and I was her witness She works for the money, she work for the money From the start to the finish And she worth every dollar, she worth every dollar And she worth every minute She work for the money She work for the money She work for the money She work for the money She stack her money, money everywhere she goes She got that Sake, her Yamazaki straight from Tokyo Oh baby, you know, she got them commas and them decimals She don't gotta give it up 'cause she professional Six inch heels, she walked in the club like nobody's business Goddamn (Goddamn, babe) She murdered everybody and I was her witness (Oh) She works for the money (Work for the) She work for the money (Work for the) From the start to the finish (Oh baby) And she worth every dollar (Worth every) She worth every dollar (Work for the) And she worth every minute Stars in her eyes She fights for the power, keeping time She grinds day and night She grinds from Monday to Friday Work from Friday to Sunday, oh She gon' slang She too smart to crave material things She pushing herself day and night She grinds from Monday to Friday Work from Friday to Sunday, oh Stars in her eyes She fights and she sweats those sleepless nights But she don't mind, she loves the grind She grinds from Monday to Friday Works from Friday to Sunday, yeah, yeah She gon' slang Too smart to crave material things Stacking her paper, stacking her cake up She grinds from Monday to Friday Works from Friday to Sunday Six inch heels, she walked in the club like nobody's business Goddamn, she murdered everybody and I was her witness She works for the money, she work for the money (Know just what to do to make you love me) From the start to the finish And she worth every dollar, she worth every dollar (Love me) And she worth every minute Ooh, boy, I'll make you feel You'll always come back to me Come back, come back Come back, come back Come back, come back</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ALIEN SUPERSTAR</td>\n",
       "      <td>Please do not be alarmed, remain calm Do not attempt to leave the dance-floor The DJ booth is conducting a troubleshoot test of the entire system I'm one of one, I'm number one, I'm the only one Don't even waste your time trying to compete with me (Don't do it) No one else in this world can think like me (True) I'm twisted (Twisted), I'll contradict it Keep him addicted, lies on his lips, I lick it Unique That's what you are Stilettos kicking vintage crystal off the bar Category: bad bitch, I'm the bar Alien superstar Whip, whip I'm too classy for this world, forever, I'm that girl Feed you diamonds and pearls, ooh, baby I'm too classy to be touched, I paid them all in dust I'm stingy with my love, ooh, baby I'm (U-N-I-Q-U-E) Ooh, I'm stingy with my love, ooh, baby I'm (U-N-I-Q-U-E) Ooh, I'm stingy with my love (Unique) Unicorn is the uniform you put on Eyes on you when you perform Eyes on I when I put on Mastermind in haute couture Label whores can't clock, I'm so obscure (Unique) Masterpiece, genius Drip intravenous Patty cake on that wrist Tiffany Blue billboards over that ceiling (Unique) We don't like plain Always dreamed of paper planes Mile-high when I rodeo Then I come down and take off again (Unique) You see pleasure in my glare Look over my shoulder and you ain't scared The effects you have on me when you stare Head on a pillow, hike it in the air I'm too classy for this world, forever, I'm that girl Feed you diamonds and pearls, ooh, baby I'm too classy to be touched, I paid them all in dust I'm stingy with my love, ooh, baby I got pearls beneath my legs, my lips, my hands, my hips (U-N-I-Q-U-E) I got diamonds beneath my thighs where his ego will find bliss Can't find an ocean deep that can compete with this cinnamon kiss (U-N-I-Q-U-E) Fire beneath your feet, music when you speak, you're so unique (Unique) That's what you are Lingerie reflecting off the mirror on the bar Category: sexy bitch, I'm the bar Alien superstar We dress a certain way We walk a certain way We talk a certain way We, we paint a certain way We, we make love a certain way, you know? All of these things we do in a different Unique, specific way that is personally ours We just reaching out to the solar system We flying over bullshit, we flying over Supernatural love up in the air I just talk my shit, Casanova Superstar, supernova Power, pull 'em in closer If that's your man, then why he over here? (Unique)</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ALL UP IN YOUR MIND</td>\n",
       "      <td>I try to get all up in your mind It stops at a crime that I wanna make you mine I try to get all up in your mind I'll go and do the time if it means I'll make you mine My eyes, yeah, I really like your smile It stops the time, yeah, I'll stay here for a while You give me that real good feeling that I need Be careful what you ask for 'cause I just might comply You need a real wild girl You need me, all your demons, it's gon' take a little work It's absurd, but I'm gon' say those three words Yes, I do, I think it's true, I just know I love you (I'll make you mine, mine, mine) Tell mama that I'd do it for you The rider always want you, I'll be groupie for you It may hurt at first 'cause I'ma make you work Put me first is what you need, I know you're gonna love me (I'll make you mine, mine, mine) I try to get all up in your mind (All up in your mind) Is my love a crime? 'Cause I wanna make you mine (You're mine, you're mine) I try to get all up in your mind (Yeah) I'll go and do the time if it means I'll make you mine (Yeah) My eyes, yeah, they really like your smile It stops the time, yeah, I'll stay here for a while You give me that really good feeling that I need (I need it) Why don't you take the time to really notice me? (I'll make you mine, mine, mine) You need a really wild one (You're mine, you're mine) I knew that you can't live without her He know I'm a fucking problem I knew that I could get it out of him (You're mine, mine, mine) I really love you (You know I love you) Tell mama do it for you (You're mine, mine, mine) My eyes behold you, this kitty always want you I'm the only one for you (You're mine, mine, mine) I try to get all up in your mind (All up in your mind) It stops at a crime and I'm gonna make you mine (You're mine, you're mine) I try to get all up in your mind (Yeah) I'll go and do the time if it means I'll make you mine (Yeah) My eyes, yeah, they really like your smile It stops the time, yeah, I'll stay here for a while You give me that real good feeling that I need Why don't you take the time to really notice me? (I love it) I try to get all up in your mind It stops at a crime and I'm gonna make you mine I try to get all up in your mind Be careful what you ask for 'cause I just might comply</td>\n",
       "      <td>2022.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           track_title  \\\n",
       "0          ***Flawless   \n",
       "1                  1+1   \n",
       "2               6 Inch   \n",
       "3      ALIEN SUPERSTAR   \n",
       "4  ALL UP IN YOUR MIND   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            lyric  \\\n",
       "0  Your challengers are a young group from Houston Welcome Beyoncé, Lativia, Nina, Nicky, Kelly, and Ashley The hip-hop-rappin' Girls' TYME! I'm out that H-Town, comin', comin' down I'm comin' down, drippin' candy on the ground H-H-Town-Town, I'm comin' down Comin' down, drippin' candy on the ground I know when you were little girls You dreamt of being in my world Don't forget it, don't forget it Respect that, bow down, bitches (Crown) I took some time to live my life But don't think I'm just his little wife Don't get it twisted, get it twisted This my shit, bow down, bitches Bow down, bitches, bow, bow down, bitches (Crown) Bow down, bitches, bow, bow down, bitches (Crown) H-Town vicious, H-H-Town vicious I'm so crown-crown, bow down, bitches I'm out that H-Town, comin', comin' down I'm comin' down, drippin' candy on the ground H-H-Town-Town, I'm comin' down Comin' down, drippin' candy on the ground We teach girls to shrink themselves, to make themselves smaller We say to girls: \"You can have ambition, but not too much You should aim to be successful, but not too successful Otherwise, you will threaten the man\" Because I am female, I am expected to aspire to marriage I am expected to make my life choices always keeping in mind that marriage is the most important (C-Candy on the ground) Now, marriage can be a source of joy and love and mutual support (Dum-da-dee-da) But why do we teach girls to aspire to marriage and we don't teach boys the same? (Do-da-da, do-do, do-do-do-da) We raise girls to see each other as competitors Not for jobs or for accomplishments, which I think can be a good thing (Com-com-comin' down, drippin' candy on the ground) But for the attention of men We teach girls that they cannot be sexual beings in the way that boys are (Dum-da-de-da) Feminist: A person who believes in the social, political, and economic equality of the sexes (Do-da-da, do-do, do-do-do-da) You wake up (Flawless), post up (Flawless) Riding 'round in it (Flawless), flossin' on that (Flawless) This diamond (Flawless), my diamond (Flawless) This rock (Flawless), my Roc (Flawless) I woke up like this, I woke up like this We flawless, ladies, tell 'em I woke up like this, I woke up like this We flawless, ladies, tell 'em Say, \"I look so good tonight\" Goddamn, goddamn Say, \"I look so good tonight\" Goddamn, goddamn, goddamn My mama taught me good home-trainin' My daddy taught me how to love my haters My sister told me I should speak my mind My man make me feel so goddamn fine, I'm flawless (Flawless) Riding 'round in it (Flawless), flossin' on that (Flawless) This diamond (Flawless), my diamond (Flawless) This rock (Flawless), my Roc (Flawless) I woke up like this, I woke up like this We flawless, ladies, tell 'em I woke up like this, I woke up like this We flawless, ladies, tell 'em Say, \"I look so good tonight\" (Right, right, right, right) Goddamn, goddamn Say, \"I look so good tonight\" (Right, right, right, right) Goddamn, goddamn, goddamn The judges give champion Skeleton Crew 4 stars, a perfect score The challenger, Girls' TYME, receives... 3 stars Skeleton Crew, champions once again Congratulations, we'll see you next week   \n",
       "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          If I ain't got nothing, I got you If I ain't got something, I don't give a damn Cause I got it with you I don't know much about algebra, but I know 1+1 equals 2 And it's me and you That's all we'll have when the world is through Cause baby, we ain't got nothing without love Darling, you got enough for the both of us So come on, baby, make love to me When my days look low Pull me in close and don't let me go, make love to me So when the world's at war, let our love heal us all Right now, baby, make love to me We, me, me, me Oh, make love to me Hey, I don't know much about guns, but I I've been shot by you, hey And I don't know when I'm gon' die, but I hope That I'm gon' die by you, hey And I don't know much about fighting, but I I know I will fight for you, hey Just when I ball up my fist, I realize That I'm laying right next to you Baby, we ain't got nothing but love And darling, you got enough for the both of us Ooh, make love to me When my days look low Pull me in close and don't let me go, make love to me So when the world's at war, let our love heal us all Help me let down my guard Make love to me, me, me, me, me Oh, oh, make love to me, me, me, me, me   \n",
       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 Six inch heels, she walked in the club like nobody's business Goddamn, she murdered everybody and I was her witness She's stacking money, money everywhere she goes You know, pesos out of Mexico De uno, commas and them decimals She don't gotta give it up, she professional She mixing up that Ace with that Hennessy She love the way it tastes, that's her recipe Rushing through her veins like it's ecstasy (Oh no) She already made enough, but she'll never leave Six inch heels, she walked in the club like nobody's business Goddamn, she murdered everybody and I was her witness She works for the money, she work for the money From the start to the finish And she worth every dollar, she worth every dollar And she worth every minute She work for the money She work for the money She work for the money She work for the money She stack her money, money everywhere she goes She got that Sake, her Yamazaki straight from Tokyo Oh baby, you know, she got them commas and them decimals She don't gotta give it up 'cause she professional Six inch heels, she walked in the club like nobody's business Goddamn (Goddamn, babe) She murdered everybody and I was her witness (Oh) She works for the money (Work for the) She work for the money (Work for the) From the start to the finish (Oh baby) And she worth every dollar (Worth every) She worth every dollar (Work for the) And she worth every minute Stars in her eyes She fights for the power, keeping time She grinds day and night She grinds from Monday to Friday Work from Friday to Sunday, oh She gon' slang She too smart to crave material things She pushing herself day and night She grinds from Monday to Friday Work from Friday to Sunday, oh Stars in her eyes She fights and she sweats those sleepless nights But she don't mind, she loves the grind She grinds from Monday to Friday Works from Friday to Sunday, yeah, yeah She gon' slang Too smart to crave material things Stacking her paper, stacking her cake up She grinds from Monday to Friday Works from Friday to Sunday Six inch heels, she walked in the club like nobody's business Goddamn, she murdered everybody and I was her witness She works for the money, she work for the money (Know just what to do to make you love me) From the start to the finish And she worth every dollar, she worth every dollar (Love me) And she worth every minute Ooh, boy, I'll make you feel You'll always come back to me Come back, come back Come back, come back Come back, come back   \n",
       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Please do not be alarmed, remain calm Do not attempt to leave the dance-floor The DJ booth is conducting a troubleshoot test of the entire system I'm one of one, I'm number one, I'm the only one Don't even waste your time trying to compete with me (Don't do it) No one else in this world can think like me (True) I'm twisted (Twisted), I'll contradict it Keep him addicted, lies on his lips, I lick it Unique That's what you are Stilettos kicking vintage crystal off the bar Category: bad bitch, I'm the bar Alien superstar Whip, whip I'm too classy for this world, forever, I'm that girl Feed you diamonds and pearls, ooh, baby I'm too classy to be touched, I paid them all in dust I'm stingy with my love, ooh, baby I'm (U-N-I-Q-U-E) Ooh, I'm stingy with my love, ooh, baby I'm (U-N-I-Q-U-E) Ooh, I'm stingy with my love (Unique) Unicorn is the uniform you put on Eyes on you when you perform Eyes on I when I put on Mastermind in haute couture Label whores can't clock, I'm so obscure (Unique) Masterpiece, genius Drip intravenous Patty cake on that wrist Tiffany Blue billboards over that ceiling (Unique) We don't like plain Always dreamed of paper planes Mile-high when I rodeo Then I come down and take off again (Unique) You see pleasure in my glare Look over my shoulder and you ain't scared The effects you have on me when you stare Head on a pillow, hike it in the air I'm too classy for this world, forever, I'm that girl Feed you diamonds and pearls, ooh, baby I'm too classy to be touched, I paid them all in dust I'm stingy with my love, ooh, baby I got pearls beneath my legs, my lips, my hands, my hips (U-N-I-Q-U-E) I got diamonds beneath my thighs where his ego will find bliss Can't find an ocean deep that can compete with this cinnamon kiss (U-N-I-Q-U-E) Fire beneath your feet, music when you speak, you're so unique (Unique) That's what you are Lingerie reflecting off the mirror on the bar Category: sexy bitch, I'm the bar Alien superstar We dress a certain way We walk a certain way We talk a certain way We, we paint a certain way We, we make love a certain way, you know? All of these things we do in a different Unique, specific way that is personally ours We just reaching out to the solar system We flying over bullshit, we flying over Supernatural love up in the air I just talk my shit, Casanova Superstar, supernova Power, pull 'em in closer If that's your man, then why he over here? (Unique)   \n",
       "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   I try to get all up in your mind It stops at a crime that I wanna make you mine I try to get all up in your mind I'll go and do the time if it means I'll make you mine My eyes, yeah, I really like your smile It stops the time, yeah, I'll stay here for a while You give me that real good feeling that I need Be careful what you ask for 'cause I just might comply You need a real wild girl You need me, all your demons, it's gon' take a little work It's absurd, but I'm gon' say those three words Yes, I do, I think it's true, I just know I love you (I'll make you mine, mine, mine) Tell mama that I'd do it for you The rider always want you, I'll be groupie for you It may hurt at first 'cause I'ma make you work Put me first is what you need, I know you're gonna love me (I'll make you mine, mine, mine) I try to get all up in your mind (All up in your mind) Is my love a crime? 'Cause I wanna make you mine (You're mine, you're mine) I try to get all up in your mind (Yeah) I'll go and do the time if it means I'll make you mine (Yeah) My eyes, yeah, they really like your smile It stops the time, yeah, I'll stay here for a while You give me that really good feeling that I need (I need it) Why don't you take the time to really notice me? (I'll make you mine, mine, mine) You need a really wild one (You're mine, you're mine) I knew that you can't live without her He know I'm a fucking problem I knew that I could get it out of him (You're mine, mine, mine) I really love you (You know I love you) Tell mama do it for you (You're mine, mine, mine) My eyes behold you, this kitty always want you I'm the only one for you (You're mine, mine, mine) I try to get all up in your mind (All up in your mind) It stops at a crime and I'm gonna make you mine (You're mine, you're mine) I try to get all up in your mind (Yeah) I'll go and do the time if it means I'll make you mine (Yeah) My eyes, yeah, they really like your smile It stops the time, yeah, I'll stay here for a while You give me that real good feeling that I need Why don't you take the time to really notice me? (I love it) I try to get all up in your mind It stops at a crime and I'm gonna make you mine I try to get all up in your mind Be careful what you ask for 'cause I just might comply   \n",
       "\n",
       "     year  love  sex  heartbreak  party  independence  \n",
       "0  2013.0   0.0  0.0         0.0    1.0           1.0  \n",
       "1  2011.0   1.0  1.0         1.0    0.0           0.0  \n",
       "2  2018.0   0.0  0.0         0.0    0.0           1.0  \n",
       "3  2022.0   1.0  1.0         0.0    0.0           0.0  \n",
       "4  2022.0   1.0  0.0         1.0    0.0           1.0  "
      ]
     },
     "execution_count": 429,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "songs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 430,
   "id": "3fbd14b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "year_topics = songs.groupby('year').sum().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 431,
   "id": "f092f036",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>year</th>\n",
       "      <th>love</th>\n",
       "      <th>sex</th>\n",
       "      <th>heartbreak</th>\n",
       "      <th>party</th>\n",
       "      <th>independence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2003.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2006.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2008.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2011.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2013.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2022.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     year  love  sex  heartbreak  party  independence\n",
       "0  2003.0   9.0  7.0         5.0    2.0           2.0\n",
       "1  2006.0   0.0  2.0         6.0    3.0           6.0\n",
       "2  2008.0   2.0  3.0         7.0    2.0           3.0\n",
       "3  2011.0   6.0  7.0         4.0    6.0           1.0\n",
       "4  2013.0   4.0  7.0         6.0    6.0           2.0\n",
       "5  2018.0   6.0  2.0         1.0    3.0           6.0\n",
       "6  2022.0   6.0  6.0         3.0    6.0           3.0"
      ]
     },
     "execution_count": 431,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "year_topics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 432,
   "id": "064ed12d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 433,
   "id": "c734310e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fa6750ea4c0>"
      ]
     },
     "execution_count": 433,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.title(\"Beyoncé Album Themes, from Dangerously In Love to RENAISSANCE\")\n",
    "plt.xlabel('Album Release Year')\n",
    "plt.ylabel('Theme Frequency')\n",
    "\n",
    "plt.xticks([2003,2006,2008,2011,2013,2018,2022])\n",
    "plt.yticks([0.0,1.0,2.0,3.0,4.0,5.0,6.0,7.0,8.0,9.0, 1.0])\n",
    "#plt.xticks(np.arange(min(x), 1+max(x), 1))\n",
    "#matplotlib.ticker.MaxNLocator(nbins=7)\n",
    "                              \n",
    "plt.plot(year_topics['year'],year_topics['love'], label = 'love')\n",
    "plt.plot(year_topics['year'],year_topics['sex'], label = 'sex')\n",
    "plt.plot(year_topics['year'],year_topics['heartbreak'], label = 'heartbreak')\n",
    "plt.plot(year_topics['year'],year_topics['party'], label = 'party')\n",
    "plt.plot(year_topics['year'],year_topics['independence'], label = 'independence')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7a3747fd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}