Table of Contents

Taylor Swift (Self-titled Album)

Top 10 Words

Sentiment of Songs

Distribution of Sentiment

Most Common Word by Sentiment

Emotion in Songs

Most Important Words

Topic Analysis

The topic analysis reflects songs on the album.

Topic 1 is The Outside, Topic 2 is Perfectly Good Heart, Topic 3 is A Place in This World, Topic 4 is Invisible, Topic 5 is Stay Beautiful, Topic 6 is Should’ve Said No, Topic 7 is Tied Together with a Smile, Topic 8 is I’m Only Me When I’m With You, Topic 9 is Picture to Burn, Topic 10 is Cold As You, Topic 11 is Teardrops On My Guitar, Topic 12 is Tim McGraw, Topic 13 is Our Song, and Topic 14 is Mary’s Song (Oh My My).

Fearless

Top 10 Words

Sentiment of Songs

Distribution of Sentiment

Most Common Word by Sentiment

Emotion in Songs

Most Important Words

Topic Analysis

The topic analysis reflects songs on the album.

Topic 1 is Breathe, Topic 2 is Forever & Always, Topic 3 is You’re Not Sorry, Topic 4 is Fearless, Topic 5 is You Belong With Me, Topic 6 is Hey Stephen, Topic 7 is Change, Topic 8 is Tell Me Why, Topic 9 is White Horse, Topic 10 is The Way I Loved You, Topic 11 is Fifteen, Topic 12 is Love Story, and Topic 13 is The Best Day.

Speak Now

Top 10 Words

Sentiment of Songs

Distribution of Sentiment

Most Common Word by Sentiment

Emotion in Songs

Most Important Words

Topic Analysis

The topic analysis reflects songs on the album.

Topic 1 is Never Grow Up, Topic 2 is Haunted, Topic is 3 Mean, Topic 4 is The Story of Us, Topic 5 is Enchanted, Topic 6 is Sparks Fly, Topic 7 is Mine, Topic 8 is Back to December, Topic 9 is Better Than Revenge, Topic 10 is Innocent, Topic 11 is Speak Now, Topic 12 is Last Kiss, Topic 13 is Long Live, and Topic 14 is Dear John.

Red

Top 10 Words

Sentiment of Songs

Distribution of Sentiment

Most Common Word by Sentiment

Emotion in Songs

Most Important Words

Topic Analysis

The topic analysis reflects songs on the album.

Topic 1 is Stay Stay Stay, Topic 2 is I Knew You Were Trouble, Topic 3 is Red, Topic 4 is The Last Time, Topic 5 is Girl at Home, Topic 6 is We Are Never Ever Getting Back Together, Topic 7 is Starlight, Topic 8 is Sad Beautiful Tragic, Topic 9 is The Lucky One, Topic 10 is Treacherous, Topic 11 is 22, Topic 12 is I Almost Do, Topic 13 is Everything Has Changed, Topic 14 is Holy Ground, Topic 15 is Come Back… Be Here, Topic 16 is The Moment I Knew, Topic 17 is Begin Again, Topic 18 is State of Grace, and Topic 19 is All Too Well.

1989

Top 10 Words

Sentiment of Songs

Distribution of Sentiment

Most Common Word by Sentiment

Emotion in Songs

Most Important Words

Topic Analysis

The topic analysis reflects songs on the album.

Topic 1 is All You Had To Do Was Stay, Topic 2 is This Love, Topic 3 is Shake It Off, Topic 4 is Out of the Woods, Topic 5 is How You Get the Girl, Topic 6 is Welcome to New York, Topic 7 is Bad Blood, Topic 8 is Clean, Topic 9 is Style, Topic 10 is I Wish You Would, Topic 11 is Wildest Dreams, Topic 12 is I Know Places, and Topic 13 is Blank Space.

Reputation

Top 10 Words

Sentiment of Songs

Distribution of Sentiment

Most Common Word by Sentiment

Emotion in Songs

Most Important Words

Topic Analysis

The topic analysis reflects songs on the album.

Topic 1 is Call It What You Want, Topic 2 is I Did Something Bad, Topic 3 is Dancing With Our Hands Tied, Topic 4 is Delicate, Topic 5 is New Year’s Day, Topic 6 is Gorgeous, Topic 7 is Getaway Car, Topic 8 is …Ready For It?, Topic 9 is King of My Heart, Topic 10 is Don’t Blame Me, Topic 11 is This is Why We Can’t Have Nice Things, Topic 12 is Dress, Topic 13 is So It Goes…, Topic 14 is Endgame, and Topic 15 is Look What You Made Me Do.

Lover

Top 10 Words

Sentiment of Songs

Distribution of Sentiment

Most Common Word by Sentiment

Emotion in Songs

Most Important Words

Topic Analysis

The topic analysis reflects songs on the album.

Topic 1 is Daylight, Topic 2 is Me!, Topic 3 is I Think He Knows, Topic 4 is Cornelia Street, Topic 5 is False God, Topic 6 is The Archer, Topic 7 is The Man, Topic 8 is It’s Nice to Have a Friend, Topic 9 is Lover, Topic 10 is Afterglow, Topic 11 is I Forgot That You Existed, Topic 12 is You Need to Calm Down, Topic 13 is Soon You’ll Get Better, Topic 14 is Death by a Thousand Cuts, Topic 15 is Paper Rings, Topic 16 is London Boy, Topic 17 is Cruel Summer, and Topic 18 is Miss Americana and the Heartbreak Prince.

Folklore

Top 10 Words

Sentiment of Songs

Distribution of Sentiment

Most Common Word by Sentiment

Emotion in Songs

Most Important Words

Topic Analysis

The topic analysis reflects songs on the album.

Topic 1 is Epiphany, Topic 2 is August, Topic 3 is Mad Woman, Topic 4 is Mirror Ball, Topic 5 is Exile, Topic 6 is Seven, Topic 7 is This is Me Trying, Topic 8 is Peace, Topic 9 is The 1, Topic 10 is Illicit Affairs, Topic 11 is Hoax, Topic 12 is My Tears Ricochet, Topic 13 is Betty, Topic 14 is The Last Great American Dynasty, Topic 15 is Cardigan, and Topic 16 is Invisible String.

Evermore

Top 10 Words

Sentiment of Songs

Distribution of Sentiment

Most Common Word by Sentiment

Emotion in Songs

Most Important Words

Topic Analysis

The topic analysis reflects songs on the album.

Topic 1 is Closure, Topic 2 is Marjorie, Topic 3 is Dorothea, Topic 4 is Willow, Topic 5 is No Body, No Crime, Topic 6 is Cowboy Like Me, Topic 7 is Happiness, Topic 8 is Evermore, Topic 9 is ’Tis the Season, Topic 10 is Tolerate It, Topic 11 is Long Story Short, Topic 12 is Ivy, Topic 13 is Gold Rush, Topic 14 is Champagne Problems, and Topic 15 is Coney Island.