Shows by day of week

• Sunday- 20
• Monday- 1
• Tuesday- 10
• Wednesday- 14
• Thursday- 7
• Friday- 12
• Saturday- 21

Shows by month

• January - 2
• February -
• March -
• April - 2
• May - 3
• June - 23
• July - 22
• August - 14
• September -
• October - 3
• November - 6
• December - 10

Shows by year

• 2003- 3
• 2004- 1
• 2009- 7
• 2010- 10
• 2011- 10
• 2012- 3
• 2013- 5
• 2014- 6
• 2015- 4
• 2016- 2
• 2017- 3
• 2018- 2
• 2019- 4
• 2020- 0
• 2021- 5
• 2022- 13
• 2023- 3
• 2024- 2
• 2025- 2

Most Frequently Played Dates

• 12/30- 4
• 12/31- 3
• 7/30- 3
• 1/1- 2
• 10/31- 2
• 6/12- 2
• 6/17- 2
• 6/19- 2
• 6/28- 2
• 6/29- 2
• 7/23- 2
• 7/26- 2
• 7/31- 2
• 7/5- 2
• 8/11- 2
• 8/12- 2
• 8/5- 2
• 8/7- 2
• 10/30- 1
• 11/1- 1
• 11/2- 1

Shows by States

• NY - 25 (29%)
• NJ - 25 (29%)
• PA - 18 (21%)
• MD - 8 (9%)
• VA - 2 (2%)
• NC - 2 (2%)
• TN - 2 (2%)
• FL - 2 (2%)
• CT - 1 (1%)

Shows by Time Zone

• Eastern - 83 (98%)
• Central - 2 (2%)
• Mountain - 0 (0%)
• Pacific - 0 (0%)

Shows by Cities

• Philadelphia, PA - 15 (18%)
• Atlantic City, NJ - 13 (15%)
• New York, NY - 13 (15%)
• Camden, NJ - 12 (14%)
• Columbia, MD - 8 (9%)
• Saratoga Springs, NY - 5 (6%)
• Bethel, NY - 5 (6%)
• Hershey, PA - 3 (4%)
• Manchester, TN - 2 (2%)
• Miami, FL - 2 (2%)
• Portsmouth, VA - 1 (1%)
• Uncasville, CT - 1 (1%)
• Albany, NY - 1 (1%)
• Raleigh, NC - 1 (1%)
• Uniondale, NY - 1 (1%)
• Charlottesville, VA - 1 (1%)
• Charlotte, NC - 1 (1%)

Shows by Venues

• Madison Square Garden - 13 (15%)
• Tweeter Center at the Waterfront - 12 (14%)
• The Mann Center for the Performing Arts - 12 (14%)
• Merriweather Post Pavilion - 8 (9%)
• Atlantic City Beach - 6 (7%)
• Saratoga Performing Arts Center - 5 (6%)
• Bethel Woods Center for the Arts - 5 (6%)
• Boardwalk Hall - 5 (6%)
• Hersheypark Stadium - 3 (4%)
• Bonnaroo Music & Arts Festival - 2 (2%)
• Wachovia Center - 2 (2%)
• American Airlines Arena - 2 (2%)
• Bader Field - 2 (2%)
• Verizon Wireless Amphitheatre - Charlotte - 1 (1%)
• nTelos Pavilion - 1 (1%)
• Pepsi Arena - 1 (1%)
• John Paul Jones Arena - 1 (1%)
• ALLTEL Pavilion - 1 (1%)
• Wachovia Spectrum - 1 (1%)
• Mohegan Sun Arena - 1 (1%)
• Nassau Veterans Memorial Coliseum - 1 (1%)

337 different songs have been played (33% of songs Phish have played).
The average number of songs per show is 21.3.
The average amount of times each song was played is 5.27.
There were 115 onetimers
1817 total songs have been played in the selected shows.

There were 1 one set shows
There were 79 two set shows
There were 5 three set shows
5 songs were in a four show rotation.
22 songs were in a five show rotation.

Total Times Played

Backwards Down the Number Line - 25 (29%)
Chalk Dust Torture - 24 (28%)
Character Zero - 23 (27%)
Suzy Greenberg - 22 (25%)
Tweezer - 22 (25%)
46 Days - 21 (24%)
You Enjoy Myself - 21 (24%)
Run Like an Antelope - 20 (23%)
Tweezer Reprise - 20 (23%)
David Bowie - 19 (22%)
Ghost - 19 (22%)
Harry Hood - 19 (22%)
Light - 19 (22%)
Wilson - 19 (22%)
Wolfman's Brother - 19 (22%)
Down with Disease - 18 (21%)
Free - 18 (21%)
Julius - 18 (21%)
Piper - 18 (21%)
Bathtub Gin - 17 (20%)
Mike's Song - 17 (20%)
Weekapaug Groove - 17 (20%)
Carini - 16 (18%)
Divided Sky - 16 (18%)
Fluffhead - 16 (18%)
Possum - 16 (18%)
Also Sprach Zarathustra - 15 (17%)
Golgi Apparatus - 15 (17%)
Gotta Jibboo - 15 (17%)
Prince Caspian - 15 (17%)
Tube - 15 (17%)
Gumbo - 14 (16%)
Halley's Comet - 14 (16%)
Simple - 14 (16%)
Slave to the Traffic Light - 14 (16%)
The Moma Dance - 14 (16%)
Birds of a Feather - 13 (15%)
First Tube - 13 (15%)
Kill Devil Falls - 13 (15%)
My Friend, My Friend - 13 (15%)
NICU - 13 (15%)
Sample in a Jar - 13 (15%)
Theme From the Bottom - 13 (15%)
Twist - 13 (15%)
AC/DC Bag - 12 (14%)
Back on the Train - 12 (14%)
Boogie On Reggae Woman - 12 (14%)
I Am Hydrogen - 12 (14%)
Runaway Jim - 12 (14%)
Silent in the Morning - 12 (14%)
Cities - 11 (12%)
Crosseyed and Painless - 11 (12%)
Funky Bitch - 11 (12%)
Reba - 11 (12%)
Sand - 11 (12%)
Split Open and Melt - 11 (12%)
Fuego - 10 (11%)
Joy - 10 (11%)
Loving Cup - 10 (11%)
No Men In No Man's Land - 10 (11%)
Rift - 10 (11%)
Stash - 10 (11%)
The Horse - 10 (11%)
Cavern - 9 (10%)
Limb By Limb - 9 (10%)
Ocelot - 9 (10%)
Rock and Roll - 9 (10%)
Roggae - 9 (10%)
Show of Life - 9 (10%)
Stealing Time From the Faulty Plan - 9 (10%)
Timber (Jerry the Mule) - 9 (10%)
Wading in the Velvet Sea - 9 (10%)
Walls of the Cave - 9 (10%)
Bouncing Around the Room - 8 (9%)
Maze - 8 (9%)
Roses Are Free - 8 (9%)
Set Your Soul Free - 8 (9%)
The Wedge - 8 (9%)
Twenty Years Later - 8 (9%)
555 - 7 (8%)
A Life Beyond The Dream - 7 (8%)
Alaska - 7 (8%)
Axilla - 7 (8%)
Camel Walk - 7 (8%)
Everything's Right - 7 (8%)
Halfway to the Moon - 7 (8%)
Horn - 7 (8%)
Makisupa Policeman - 7 (8%)
Quinn the Eskimo (The Mighty Quinn) - 7 (8%)
Scent of a Mule - 7 (8%)
Scents and Subtle Sounds - 7 (8%)
Sparkle - 7 (8%)
Steam - 7 (8%)
Undermind - 7 (8%)
Waves - 7 (8%)
Ya Mar - 7 (8%)
About to Run - 6 (7%)
Blaze On - 6 (7%)
Bug - 6 (7%)
Foam - 6 (7%)
Guelah Papyrus - 6 (7%)
It's Ice - 6 (7%)
Lawn Boy - 6 (7%)
Llama - 6 (7%)
Meatstick - 6 (7%)
Poor Heart - 6 (7%)
Sneakin' Sally Through the Alley - 6 (7%)
Sugar Shack - 6 (7%)
The Squirming Coil - 6 (7%)
Waiting All Night - 6 (7%)
Waste - 6 (7%)
Wingsuit - 6 (7%)
Drowned - 5 (5%)
Farmhouse - 5 (5%)
Fast Enough for You - 5 (5%)
Frankenstein - 5 (5%)
Golden Age - 5 (5%)
I Didn't Know - 5 (5%)
Martian Monster - 5 (5%)
More - 5 (5%)
My Soul - 5 (5%)
Plasma - 5 (5%)
Ruby Waves - 5 (5%)
Say It To Me S.A.N.T.O.S. - 5 (5%)
Taste - 5 (5%)
The Curtain With - 5 (5%)
The Mango Song - 5 (5%)
The Sloth - 5 (5%)
Walk Away - 5 (5%)
What's the Use? - 5 (5%)
A Day in the Life - 4 (4%)
A Song I Heard the Ocean Sing - 4 (4%)
A Wave of Hope - 4 (4%)
Big Black Furry Creature from Mars - 4 (4%)
Bold As Love - 4 (4%)
Buried Alive - 4 (4%)
Cars Trucks Buses - 4 (4%)
Crowd Control - 4 (4%)
Esther - 4 (4%)
Fire - 4 (4%)
Good Times Bad Times - 4 (4%)
Guyute - 4 (4%)
Heavy Things - 4 (4%)
Lonely Trip - 4 (4%)
Mercury - 4 (4%)
My Sweet One - 4 (4%)
Party Time - 4 (4%)
Pebbles and Marbles - 4 (4%)
Punch You in the Eye - 4 (4%)
Seven Below - 4 (4%)
Shade - 4 (4%)
Sigma Oasis - 4 (4%)
Sleeping Monkey - 4 (4%)
Soul Planet - 4 (4%)
Tela - 4 (4%)
The Line - 4 (4%)
The Lizards - 4 (4%)
Train Song - 4 (4%)
Vultures - 4 (4%)
Winterqueen - 4 (4%)
Wombat - 4 (4%)
Yarmouth Road - 4 (4%)
Army of One - 3 (3%)
Auld Lang Syne - 3 (3%)
Beneath a Sea of Stars Part 1 - 3 (3%)
Brother - 3 (3%)
Devotion To a Dream - 3 (3%)
Drift While You're Sleeping - 3 (3%)
Fee - 3 (3%)
Mr. Completely - 3 (3%)
Saw It Again - 3 (3%)
Sleep Again - 3 (3%)
Strawberry Letter 23 - 3 (3%)
The Dogs - 3 (3%)
The Oh Kee Pa Ceremony - 3 (3%)
The Old Home Place - 3 (3%)
Uncle Pen - 3 (3%)
Water in the Sky - 3 (3%)
Alumni Blues - 2 (2%)
Avenu Malkenu - 2 (2%)
Axilla (Part II) - 2 (2%)
Brian and Robert - 2 (2%)
Buffalo Bill - 2 (2%)
Catapult - 2 (2%)
Cool It Down - 2 (2%)
Death Don't Hurt Very Long - 2 (2%)
Dem Bones - 2 (2%)
Dirt - 2 (2%)
Dogs Stole Things - 2 (2%)
Driver - 2 (2%)
Evolve - 2 (2%)
Fat Man in the Bathtub - 2 (2%)
Friday - 2 (2%)
Fuck Your Face - 2 (2%)
Ginseng Sullivan - 2 (2%)
Grind - 2 (2%)
Ha Ha Ha - 2 (2%)
Hold Your Head Up - 2 (2%)
I Always Wanted It This Way - 2 (2%)
Izabella - 2 (2%)
Jesus Just Left Chicago - 2 (2%)
Letter to Jimmy Page - 2 (2%)
Lonesome Cowboy Bill - 2 (2%)
Manteca - 2 (2%)
Meat - 2 (2%)
Mercy - 2 (2%)
Miss You - 2 (2%)
Most Events Aren't Planned - 2 (2%)
Mound - 2 (2%)
Nellie Kane - 2 (2%)
No Quarter - 2 (2%)
On Your Way Down - 2 (2%)
Rocky Top - 2 (2%)
Sanity - 2 (2%)
Sing Monica - 2 (2%)
Soul Shakedown Party - 2 (2%)
Steep - 2 (2%)
Strange Design - 2 (2%)
Swept Away - 2 (2%)
The Ballad of Curtis Loew - 2 (2%)
The Man Who Stepped Into Yesterday - 2 (2%)
Time Turns Elastic - 2 (2%)
1999 - 1 (1%)
A Apolitical Blues - 1 (1%)
Access Me - 1 (1%)
Albuquerque - 1 (1%)
All That You Dream - 1 (1%)
Amidst the Peals of Laughter - 1 (1%)
Been Caught Stealing - 1 (1%)
Bike - 1 (1%)
Billie Jean Jam - 1 (1%)
Bobby Jean - 1 (1%)
Bohemian Rhapsody - 1 (1%)
Breath and Burning - 1 (1%)
Can't Always Listen - 1 (1%)
Colonel Forbin's Ascent - 1 (1%)
Contact - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Day or Night - 1 (1%)
Dear Prudence - 1 (1%)
Destiny Unbound - 1 (1%)
Dixie Chicken - 1 (1%)
Dog Faced Boy - 1 (1%)
Don't Bogart That Joint - 1 (1%)
Egg in a Hole Jam - 1 (1%)
Energy - 1 (1%)
Ether Edge - 1 (1%)
Evening Song - 1 (1%)
Feats Don't Fail Me Now - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Frankie Says - 1 (1%)
Free Man in Paris - 1 (1%)
Friends - 1 (1%)
Frost - 1 (1%)
Glide - 1 (1%)
Glory Days - 1 (1%)
Harpua - 1 (1%)
Heartbreaker - 1 (1%)
Heavy Rotation - 1 (1%)
Hey Stranger - 1 (1%)
Highway to Hell - 1 (1%)
I Been Around - 1 (1%)
I Never Needed You Like This Before - 1 (1%)
Icculus - 1 (1%)
If I Could - 1 (1%)
In the Aeroplane Over the Sea - 1 (1%)
Infinite - 1 (1%)
Jam - 1 (1%)
Jennifer Dances - 1 (1%)
Jumpin' Jack Flash - 1 (1%)
Jungle Boogie - 1 (1%)
Leaves - 1 (1%)
Lengthwise - 1 (1%)
Let Me Lie - 1 (1%)
Life Saving Gun - 1 (1%)
McGrupp and the Watchful Hosemasters - 1 (1%)
Mellow Mood - 1 (1%)
Mercenary Territory - 1 (1%)
Mind Left Body Jam - 1 (1%)
Moonage Daydream - 1 (1%)
Mountains in the Mist - 1 (1%)
Mull - 1 (1%)
Mustang Sally - 1 (1%)
Nothing - 1 (1%)
Oh Atlanta - 1 (1%)
Oh! Sweet Nuthin' - 1 (1%)
Old Folks Boogie - 1 (1%)
Olivia's Pool - 1 (1%)
Passing Through - 1 (1%)
Peaches en Regalia - 1 (1%)
Petrichor - 1 (1%)
Powderfinger - 1 (1%)
Ramble On - 1 (1%)
Ride Captain Ride - 1 (1%)
Rise/Come Together - 1 (1%)
Rocket in My Pocket - 1 (1%)
Round Room - 1 (1%)
Sailin' Shoes - 1 (1%)
Secret Smile - 1 (1%)
Shafty - 1 (1%)
Shine a Light - 1 (1%)
Skin It Back - 1 (1%)
Snow - 1 (1%)
Space Oddity - 1 (1%)
Spanish Moon - 1 (1%)
Spock's Brain - 1 (1%)
Spooky - 1 (1%)
Stairway to Heaven - 1 (1%)
Summer of '89 - 1 (1%)
Sunshine of Your Feeling - 1 (1%)
Sweet Virginia - 1 (1%)
Thank You - 1 (1%)
The Final Hurrah - 1 (1%)
The Howling - 1 (1%)
The Landlady - 1 (1%)
The Rover - 1 (1%)
The Star-Spangled Banner - 1 (1%)
The Very Long Fuse - 1 (1%)
The Well - 1 (1%)
Theme from New York, New York - 1 (1%)
Things People Do - 1 (1%)
Thunder Road - 1 (1%)
Tide Turns - 1 (1%)
Time Loves a Hero - 1 (1%)
Tripe Face Boogie - 1 (1%)
Turtle in the Clouds - 1 (1%)
Waking Up Dead - 1 (1%)
Walfredo - 1 (1%)
We Are Come to Outlive Our Brains - 1 (1%)
When the Circus Comes - 1 (1%)
White Winter Hymnal - 1 (1%)
Whole Lotta Love - 1 (1%)
Willin' - 1 (1%)
You Ain't Goin' Nowhere - 1 (1%)
You Never Know - 1 (1%)
You Sexy Thing - 1 (1%)
Your Pet Cat - 1 (1%)

First Set Openers

AC/DC Bag - 5
Chalk Dust Torture - 4
Crowd Control - 4
Mike's Song - 4
Wilson - 4
Kill Devil Falls - 3
Brother - 2
Buried Alive - 2
Cars Trucks Buses - 2
First Tube - 2
Llama - 2
Sample in a Jar - 2
Tweezer - 2
Wolfman's Brother - 2
46 Days - 1
A Wave of Hope - 1
Alumni Blues - 1
Axilla - 1
Carini - 1
Cavern - 1
Cities - 1
Daniel Saw the Stone - 1
David Bowie - 1
Evening Song - 1
Fee - 1
Fluffhead - 1
Frankenstein - 1
Ghost - 1
Glide - 1
Golgi Apparatus - 1
Gotta Jibboo - 1
Harpua - 1
Heavy Things - 1
Martian Monster - 1
My Friend, My Friend - 1
My Soul - 1
Party Time - 1
Possum - 1
Punch You in the Eye - 1
Rocky Top - 1
Runaway Jim - 1
Sand - 1
Set Your Soul Free - 1
Soul Shakedown Party - 1
Space Oddity - 1
Steam - 1
Strawberry Letter 23 - 1
Suzy Greenberg - 1
The Curtain With - 1
The Dogs - 1
The Landlady - 1
The Moma Dance - 1
The Star-Spangled Banner - 1
Theme From the Bottom - 1
Tube - 1
Tweezer Reprise - 1
Walfredo - 1
White Winter Hymnal - 1
You Sexy Thing - 1

First Set Closers

Run Like an Antelope - 10
Character Zero - 7
David Bowie - 7
Split Open and Melt - 4
Suzy Greenberg - 4
Walls of the Cave - 4
46 Days - 3
Bathtub Gin - 3
Ghost - 3
The Squirming Coil - 3
Weekapaug Groove - 3
You Enjoy Myself - 3
Bold As Love - 2
First Tube - 2
Fluffhead - 2
Golgi Apparatus - 2
Stealing Time From the Faulty Plan - 2
A Song I Heard the Ocean Sing - 1
Backwards Down the Number Line - 1
Carini - 1
Drift While You're Sleeping - 1
Everything's Right - 1
Glory Days - 1
Grind - 1
Julius - 1
Maze - 1
Moonage Daydream - 1
More - 1
Pebbles and Marbles - 1
Plasma - 1
Possum - 1
Sand - 1
Taste - 1
The Curtain With - 1
The Lizards - 1
The Rover - 1
Tube - 1
Walk Away - 1

Second Set Openers

Down with Disease - 7
Carini - 5
Twist - 5
Chalk Dust Torture - 4
Crosseyed and Painless - 4
Birds of a Feather - 3
Fuego - 3
No Men In No Man's Land - 3
Rock and Roll - 3
Tweezer - 3
Drowned - 2
Mike's Song - 2
Mr. Completely - 2
Piper - 2
Possum - 2
Sand - 2
Wilson - 2
46 Days - 1
AC/DC Bag - 1
Axilla (Part II) - 1
Backwards Down the Number Line - 1
Bathtub Gin - 1
Blaze On - 1
Energy - 1
Everything's Right - 1
Fat Man in the Bathtub - 1
First Tube - 1
Free - 1
Ghost - 1
Golden Age - 1
Halley's Comet - 1
Hey Stranger - 1
I Never Needed You Like This Before - 1
Julius - 1
Mercury - 1
More - 1
Party Time - 1
Plasma - 1
Prince Caspian - 1
Say It To Me S.A.N.T.O.S. - 1
Set Your Soul Free - 1
Seven Below - 1
Sigma Oasis - 1
The Curtain With - 1
Theme From the Bottom - 1
Tube - 1
Wingsuit - 1

Second Set Closers

You Enjoy Myself - 9
Character Zero - 8
Suzy Greenberg - 7
Harry Hood - 5
Slave to the Traffic Light - 5
First Tube - 4
Run Like an Antelope - 4
David Bowie - 3
Say It To Me S.A.N.T.O.S. - 3
Tweezer Reprise - 3
Weekapaug Groove - 3
Backwards Down the Number Line - 2
Carini - 2
Chalk Dust Torture - 2
Everything's Right - 2
Walls of the Cave - 2
Cavern - 1
Dem Bones - 1
Down with Disease - 1
Feats Don't Fail Me Now - 1
Good Times Bad Times - 1
I Been Around - 1
Joy - 1
Julius - 1
Light - 1
Loving Cup - 1
Martian Monster - 1
More - 1
Rock and Roll - 1
Rocky Top - 1
Scents and Subtle Sounds - 1
Show of Life - 1
Sneakin' Sally Through the Alley - 1
The Squirming Coil - 1
Tweezer - 1
You Never Know - 1

Third Set Openers

Ghost - 2
Dem Bones - 1
Down with Disease - 1
Soul Planet - 1

Third Set Closers

First Tube - 2
Julius - 1
Run Like an Antelope - 1
You Enjoy Myself - 1

Encores

Tweezer Reprise - 17
Loving Cup - 9
Julius - 7
Show of Life - 7
A Life Beyond The Dream - 6
Character Zero - 5
Frankenstein - 4
Quinn the Eskimo (The Mighty Quinn) - 4
Sleeping Monkey - 4
Suzy Greenberg - 4
A Day in the Life - 3
Fire - 3
Good Times Bad Times - 3
Harry Hood - 3
Run Like an Antelope - 3
Wilson - 3
You Enjoy Myself - 3
Alumni Blues - 2
Bold As Love - 2
First Tube - 2
Joy - 2
Possum - 2
Wading in the Velvet Sea - 2
46 Days - 1
About to Run - 1
Backwards Down the Number Line - 1
Boogie On Reggae Woman - 1
Bouncing Around the Room - 1
Buffalo Bill - 1
Bug - 1
David Bowie - 1
Dear Prudence - 1
Drift While You're Sleeping - 1
Esther - 1
Fee - 1
Fluffhead - 1
Free - 1
Friday - 1
Fuck Your Face - 1
Golgi Apparatus - 1
Gotta Jibboo - 1
Grind - 1
I Didn't Know - 1
Izabella - 1
Lawn Boy - 1
Letter to Jimmy Page - 1
Makisupa Policeman - 1
Meatstick - 1
More - 1
Oh! Sweet Nuthin' - 1
Powderfinger - 1
Punch You in the Eye - 1
Rock and Roll - 1
Roses Are Free - 1
Sanity - 1
Say It To Me S.A.N.T.O.S. - 1
Secret Smile - 1
Shade - 1
Shine a Light - 1
Silent in the Morning - 1
Slave to the Traffic Light - 1
Sneakin' Sally Through the Alley - 1
The Horse - 1
The Squirming Coil - 1
Waste - 1
Weekapaug Groove - 1
What's the Use? - 1

10 20 30 40 50 most common songs that were not played in the band's history from your first year

Underplayed/Overplayed Songs since 2003

Expected versions is "percentage of shows the song was played in times number of shows seen" (eg if You Enjoy Myself were played in half of all shows and you have seen 20 shows, you would be "expected" to see 10 versions). These are the songs that you've seen the most above and below expectations. This section goes out to Amanda Wilson who inspired me to write it by seeing "Farmhouse" in each of her first 4 shows.

Underplayed

Overplayed

The 50% club

Longest Existing Gaps

Debut Count

You saw 60 song debuts
0.71 debuts per show.
The most frequently played song you have seen debuted is Fuego (95 times).

Sort by Earliest debuted Most often played

Breakup Song Breakdown

Most frequently seen pre-breakup songs that have not been seen since:

Dirt - 2
Friday - 2
Secret Smile - 1
Spock's Brain - 1
You Ain't Goin' Nowhere - 1

Most frequently seen post-breakup songs that were not seen before:

Backwards Down the Number Line - 25
Suzy Greenberg - 22
Tweezer - 22
46 Days - 21
Run Like an Antelope - 20
Tweezer Reprise - 20
Light - 19
Down with Disease - 18
Bathtub Gin - 17
Carini - 16

Percentage Differences

To keep this interesting, only songs that have been seen both before and after the breakup are included in this list. Expected versions is what you would have seen if the percentages remained constant

Biggest drop off post breakup

Biggest increase post breakup

First/Last Time Seen