The Tortured Analysts Department:
The Appendix
The appendix for Parts One and Two.
Summary
This is the appendix for the word and prediction analysis of Taylor Swift’s discography, “The Tortured Analyst Project.”
The first part of this project uses Genius API to download the artist’s entire discography. The lyrics are analyzed in Python using pandas and NLTK, and visualized using WordClouds, Matplotlib, and Plotly.
Links
Word Analysis
While creating keyword lists to analyze specific references in Taylor Swift’s lyrics, certain words were found to have multiple meanings. Some references were vague, subtle, or had more than one keyword. These words and lyrics were excluded from the count.
Please note, these lists are not extensive.
Swear Words: Keywords
The list of keywords of English curse words includes mild to more severe swears. Language describing the act of swearing is not included. Some examples of this are as follows:
“And it's 2 AM and I'm cursing your name” (“The Way I Loved You”, Fearless, 2008)
“I knew I'd curse you for the longest time” (“cardigan”, folklore, 2020)
“Cursing my name, wishing I stayed” (“my tears ricochet”, folklore, 2020)
“Sucker punching walls, cursed you as I sleep-talked” (“The Great War”, Midnights (3am Edition), 2022)
“Cursed the space that I needed” (“Hits Different”, Midnights (The Til Dawn Edition), 2023)
“Whether I'm gonna flip you off or / Pull you into the closet, I haven't decided yet” (“imgonnagetyouback”, The Tortured Poets Department, 2024)
“Whether I'm gonna curse you out or / Take you back to my house, I haven't decided yet” (“imgonnagetyouback”, The Tortured Poets Department, 2024)
Drug References: Keywords
The list of keywords for references to drugs and alcohol in Swift’s songs does not include vague or common language to describe alcohol or drug use to avoid words that more often than not refer to something more innocent.
Some examples of words that were excluded are:
wasted
“So watch me strike a match on all my wasted time” (“Picture to Burn”, Taylor Swift, 2006)
“And wasted time, lost tears” (“You All Over Me (Taylor’s Version) [From the Vault]”, Fearless (Taylor’s Version), 2021)
“I call just checkin' up on him / He's up, 5 AM wasted” (“Forever Winter (Taylor’s Version) [From the Vault]”, Fearless (Taylor’s Version), 2021)
“So I got wasted like all my potential” (“this is me trying”, folklore, 2020)
high
“Fever dream high in the quiet of the night” (“Cruel Summer”, Lover, 2019)
“And now I love high tea” (“London Boy”, Lover, 2019)
“Your heartbeat on the High Line once in twenty lifetimes” (“cardigan”, folklore, 2020)
“If the shoe fits, walk in it ‘til your high heels break” (“long story short”, evermore, 2020)
bottle, bottles
“A message in a bottle is all I can do” (“Message In a Bottle (Taylor’s Version) [From the Vault]”, Red (Taylor’s Version), 2021)
“Thought I caught lightning in a bottle” (“The Prophecy”, The Tortured Poets Department, 2024)
“Truth, dare, spin bottles” (“So High School”, The Tortured Poets Department, 2024)
toast
“Morning, his place / Burnt toast, Sunday” (“You Are in Love”, 1989, 2014)
“Here's a toast to my real friends” (“This Is Why We Can’t Have Nice Things”, Reputation, 2017)
bars
“You played in bars, you play guitar” (“Superstar”, Fearless (Platinum Edition), 2009)
“You smokеd then ate seven bars of chocolate” (“The Tortured Poets Department”, The Tortured Poets Department, 2024)
“You’ll slide into inboxes and slip through the bars” (“The Smallest Man Who Ever Lived”, The Tortured Poets Department, 2024)
Religious Words: Keywords
To explore religious themes in Swift’s songs, only literal—no allusions nor subtle references—words related to Christianity are included in the keywords used to search through the lyrics.
The following are examples of religious references that were excluded.
non-Christian words:
fate, fatefully (for an explanation of why this word is not considered Christian, see here)
“But if, God forbid, fate should step in” (“Long Live”, Speak Now, 2010)
“I don't know what to say since the twist of fate” (“The Story of Us”, Speak Now, 2010)
“Story of a romance torn apart by fate” (“Timeless (Taylor’s Version) [From the Vault]”, Speak Now (Taylor’s Version), 2023)
“These are the hands of fate” (“State of Grace”, Red, 2012)
“And I snuck in through the garden gate / Every night that summer just to seal my fate” (“Cruel Summer”, Lover, 2019)
“Fatefully / I tried to pick my battles 'til the battle picked me” (“long story short”, evermore, 2020)
“And at first blush, this is fate” (“The Bolter”, The Tortured Poets Department, 2024)
“I'm so afraid I sealed my fate / No sign of soulmates” (“The Prophecy”, The Tortured Poets Department, 2024)
“Who's gonna tell me the truth when you blew in with the winds of fate” (“loml”, The Tortured Poets Department, 2024)
curse, curses, cursed
“I knew it from the first Old Fashioned, we were cursed” (“Getaway Car”, Reputation, 2017)
“Past the curses and cries” (“happiness”, evermore, 2020)
“The fatal flaw that makes you long to be / Magnificently cursed” (“ivy”, evermore, 2020)
“These desperate prayers of a cursed man” (“Dear Reader”, Midnights (3am Edition), 2022)
“I got cursed like Eve got bitten” (“The Prophecy”, The Tortured Poets Department, 2024)
Buddist, Hindu, Jain, etc. references
“Karma is a cat” (“Karma”, Midnights, 2022)
Greek mythology references
“Your Midas touch on the Chevy door” (“champagne problems”, evermore, 2020)
“Once upon a time, the planets and the fates / And all the stars aligned” (“Mastermind”, Midnights, 2022)
So, they killed Cassandra first 'cause she feared the worst” (“Cassandra”, The Tortured Poets Department: The Anthology, 2024)
allusions or references
“Talk to the wind, talk to the sky / Talk to the man with the reasons why / … / Talk to the man who put you here” (“Come In With The Rain”, Fearless (Platinum Edition), 2009)
Here, “the man” one would “talk to” in “the sky” is God.
“'Cause darling, it was good / Never looking down / And right there where we stood / Was holy ground” (“Holy Ground”, Red, 2012)
“And God saw every thing that he had made, and, behold, it was very good.” (King James Version, Genesis. 1:31)
Swift calls her relationship “holy ground” while referencing the Bible.
While “holy” is counted each time in the analysis, “it was good” is not.
“Oh, they sit around talkin' about the meaning of life / And the book that just saved 'em that I hadn't heard of” (“I Bet You Think About Me (Taylor’s Version) [From the Vault]”, Red (Taylor’s Version), 2021)
Here, “the book” could refer to the Bible.
“A long drive / Could end in burning flames or paradise” (“Style”, 1989, 2014)
The “burning flames” allude to Hell, and “paradise” to Heaven.
“Sarahs and Hannahs in their Sunday best … I don't cater to all these vipers dressed in empath's clothing / God save the most judgmental creeps / Who say they want what's best for me / Sanctimoniously performing soliloquies I'll never see / … / You ain't gotta pray for me” (“But Daddy I Love Him”, The Tortured Poets Department, 2024)
“Sunday best” is a common expression for the nice outfits people wear to church on Sunday.
Throughout the song, Swift mocks the Christian townspeople. She says the churchgoers are preaching and praying for her as she runs off with someone they think is the wrong man. Swift calls them “judgemental” and wants nothing to do with them. The “soliloquies” are likely the townspeople’s prayers.